salt_identification.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "salt_identification.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "metadata": {
        "id": "Bi2hnapjmUbw",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "\n",
        "![alt text](https://pbs.twimg.com/media/DilKBjUVsAA74j1.jpg)\n",
        "\n",
        "## Background Data\n",
        "\n",
        "- Where there is salt, there is oil.\n",
        "- But where is the salt?\n",
        "- Classifying seismic imaging currently requires human (salt/not salt)\n",
        "- Can we use an algorithm to do this instead? (yes)\n",
        "- Seismic data is like an ultra-sound of the subsurface\n",
        "- It uses wavelengths around 1m to 100m\n",
        "- The Society of Exploration Geophysicists has 10K publications using the keyword 'salt'\n",
        "- We can think of Earth as layered.\n",
        "- Sand gets deposited on top of existing sand. And in comes the salt.\n",
        "- There is an entire research branch dedicated to salt tectonics, that is the movement of salt in the subsurface.\n",
        "\n",
        "## Our steps\n",
        "\n",
        "- Install Dependencies\n",
        "- Upload our Dataset\n",
        "- View the labeled seismic imaging data\n",
        "- Plot the depth distribution in the training data \n",
        "- Plot the proportion of salt vs depth in the training data\n",
        "- Build a U-Net algorithm to learn the mapping between seismic images and the salt filter mask\n"
      ]
    },
    {
      "metadata": {
        "id": "vMhn8b3sqmHd",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 207
        },
        "outputId": "fe5b663d-fa63-40dd-96cd-c0c0d25f3806"
      },
      "cell_type": "code",
      "source": [
        "#read/write image data\n",
        "!pip install imageio\n",
        "#deep learning library\n",
        "!pip install torch\n",
        "#access kaggle datasets from colab\n",
        "!pip install kaggle\n",
        "#model loading\n",
        "!pip install ipywidgets"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: imageio in /usr/local/lib/python3.6/dist-packages (2.4.1)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from imageio) (1.14.5)\n",
            "Requirement already satisfied: pillow in /usr/local/lib/python3.6/dist-packages (from imageio) (4.0.0)\n",
            "Requirement already satisfied: olefile in /usr/local/lib/python3.6/dist-packages (from pillow->imageio) (0.45.1)\n",
            "Collecting torch\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/49/0e/e382bcf1a6ae8225f50b99cc26effa2d4cc6d66975ccf3fa9590efcbedce/torch-0.4.1-cp36-cp36m-manylinux1_x86_64.whl (519.5MB)\n",
            "\u001b[K    100% |████████████████████████████████| 519.5MB 26kB/s \n",
            "tcmalloc: large alloc 1073750016 bytes == 0x58ec2000 @  0x7fa46668b1c4 0x46d6a4 0x5fcbcc 0x4c494d 0x54f3c4 0x553aaf 0x54e4c8 0x54f4f6 0x553aaf 0x54efc1 0x54f24d 0x553aaf 0x54efc1 0x54f24d 0x553aaf 0x54efc1 0x54f24d 0x551ee0 0x54e4c8 0x54f4f6 0x553aaf 0x54efc1 0x54f24d 0x551ee0 0x54efc1 0x54f24d 0x551ee0 0x54e4c8 0x54f4f6 0x553aaf 0x54e4c8\n",
            "\u001b[?25hInstalling collected packages: torch\n",
            "Successfully installed torch-0.4.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "Klc_bTWoqZXe",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "#File input output\n",
        "import os\n",
        "#matrix math\n",
        "import numpy as np\n",
        "#read/write image data\n",
        "import imageio\n",
        "#visualize data\n",
        "import matplotlib.pyplot as plt\n",
        "#data preprocessing \n",
        "import pandas as pd\n",
        "#deep learning\n",
        "import torch\n",
        "#just in case we need a backup datasets\n",
        "from torch.utils import data\n",
        "#will output the plot right below the cell that produces it\n",
        "%matplotlib inline"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "QL3hJ6VkwCnN",
        "colab_type": "code",
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": "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",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 89
        },
        "outputId": "82592e04-28e8-4fc4-e946-17a4ab132bd2"
      },
      "cell_type": "code",
      "source": [
        "#allows us to upload files into colab\n",
        "#we'll need to upload the kaggle.json file\n",
        "#in kaggle, under accounts, click 'create new API token'\n",
        "#upload the kaggle.json file that is automatically downloaded\n",
        "from google.colab import files\n",
        "files.upload()"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-cf5c560a-13b4-4a4e-bb0a-f8da16268d84\" name=\"files[]\" multiple disabled />\n",
              "     <output id=\"result-cf5c560a-13b4-4a4e-bb0a-f8da16268d84\">\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": "stream",
          "text": [
            "Saving kaggle.json to kaggle.json\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'kaggle.json': b'{\"username\":\"sirajr\",\"key\":\"0a353b1c0211460c4cf4e4683c8f22da\"}'}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "metadata": {
        "id": "1cJuzk8kw5TN",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "98b9d87d-e573-458e-8016-17b024006911"
      },
      "cell_type": "code",
      "source": [
        "#ensure its there\n",
        "!ls -lha kaggle.json"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "-rw-r--r-- 1 root root 62 Sep  6 21:23 kaggle.json\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "Hrzlqyr_xHcd",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "# The Kaggle API client expects this file to be in ~/.kaggle,\n",
        "# so lets move it there.\n",
        "!mkdir -p ~/.kaggle\n",
        "!cp kaggle.json ~/.kaggle/\n",
        "\n",
        "# This permissions change avoids a warning on Kaggle tool startup.\n",
        "!chmod 600 ~/.kaggle/kaggle.json"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "WavozskmxMZe",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 272
        },
        "outputId": "813c7ade-2102-4593-fa95-df39ba11d1b4"
      },
      "cell_type": "code",
      "source": [
        "#lets now download our dataset\n",
        "!kaggle competitions download -c tgs-salt-identification-challenge "
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading depths.csv to /content\n",
            "\r  0% 0.00/322k [00:00<?, ?B/s]\n",
            "100% 322k/322k [00:00<00:00, 61.3MB/s]\n",
            "Downloading sample_submission.csv to /content\n",
            "  0% 0.00/264k [00:00<?, ?B/s]\n",
            "100% 264k/264k [00:00<00:00, 74.5MB/s]\n",
            "Downloading train.csv to /content\n",
            "  0% 0.00/922k [00:00<?, ?B/s]\n",
            "100% 922k/922k [00:00<00:00, 91.4MB/s]\n",
            "Downloading test.zip to /content\n",
            " 99% 162M/163M [00:00<00:00, 190MB/s]\n",
            "100% 163M/163M [00:00<00:00, 218MB/s]\n",
            "Downloading train.zip to /content\n",
            " 98% 37.0M/37.9M [00:00<00:00, 148MB/s]\n",
            "100% 37.9M/37.9M [00:00<00:00, 191MB/s]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "Fur6k1fnxiUt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 136102
        },
        "outputId": "ee400fdb-7c4d-4c2a-a30e-72137f58106b"
      },
      "cell_type": "code",
      "source": [
        "#and we'll need those training images unzipped\n",
        "!ls\n",
        "!unzip train.zip"
      ],
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "all.zip     kaggle.json  sample_submission.csv\ttrain.csv\n",
            "depths.csv  sample_data  test.zip\t\ttrain.zip\n",
            "Archive:  train.zip\n",
            "   creating: images/\n",
            "   creating: masks/\n",
            "  inflating: images/8d08955cdf.png   \n",
            "  inflating: images/e045664b46.png   \n",
            "  inflating: images/4989c6509e.png   \n",
            "  inflating: images/fff4eb4941.png   \n",
            "  inflating: images/3a310860a3.png   \n",
            "  inflating: images/7a696bb878.png   \n",
            "  inflating: images/8d3ee9356b.png   \n",
            "  inflating: images/213e0a9f7b.png   \n",
            "  inflating: images/78f17697f2.png   \n",
            "  inflating: images/bd20d18369.png   \n",
            "  inflating: images/de08c5a3b7.png   \n",
            "  inflating: images/f06ef6c8b7.png   \n",
            "  inflating: images/b2d02516e1.png   \n",
            "  inflating: images/5edb37f5a8.png   \n",
            "  inflating: images/b1f0e104f5.png   \n",
            "  inflating: images/40e8e14e60.png   \n",
            "  inflating: images/6e1444d88d.png   \n",
            "  inflating: images/f342603c76.png   \n",
            "  inflating: images/7ba58ee1be.png   \n",
            "  inflating: images/14a89a1840.png   \n",
            "  inflating: images/4319885cf1.png   \n",
            "  inflating: images/bb697642ae.png   \n",
            "  inflating: images/d4acb30303.png   \n",
            "  inflating: images/057eae4f34.png   \n",
            "  inflating: images/9f0c9f3b90.png   \n",
            "  inflating: images/6d2a5a2fe2.png   \n",
            "  inflating: images/f7e855fc40.png   \n",
            "  inflating: images/bbf6b192be.png   \n",
            "  inflating: images/dcbb6474ee.png   \n",
            "  inflating: images/7df431274e.png   \n",
            "  inflating: images/4d684d99cc.png   \n",
            "  inflating: images/008a50a2ec.png   \n",
            "  inflating: images/3004f41177.png   \n",
            "  inflating: images/d768234bb5.png   \n",
            "  inflating: images/bcae7b57ec.png   \n",
            "  inflating: images/146ec37657.png   \n",
            "  inflating: images/fc944f4e1f.png   \n",
            "  inflating: images/ebc46e6691.png   \n",
            "  inflating: images/5aee63c515.png   \n",
            "  inflating: images/619edf8941.png   \n",
            "  inflating: images/d2b77b255b.png   \n",
            "  inflating: images/32afbf53f6.png   \n",
            "  inflating: images/47fd4036e7.png   \n",
            "  inflating: images/a9ab1afe01.png   \n",
            "  inflating: images/276807c93b.png   \n",
            "  inflating: images/e353ae4dd5.png   \n",
            "  inflating: images/60bbd166a4.png   \n",
            "  inflating: images/ee5c6d6639.png   \n",
            "  inflating: images/56810440c4.png   \n",
            "  inflating: images/9458b40464.png   \n",
            "  inflating: images/675fcfe29a.png   \n",
            "  inflating: images/7d963e0f5d.png   \n",
            "  inflating: images/8cb6f8581b.png   \n",
            "  inflating: images/efec1f093e.png   \n",
            "  inflating: images/62a8f89a19.png   \n",
            "  inflating: images/3598c246d7.png   \n",
            "  inflating: images/ff1e8ed948.png   \n",
            "  inflating: images/5cf1f1e7f0.png   \n",
            "  inflating: images/e799fcac15.png   \n",
            "  inflating: images/b5893fc541.png   \n",
            "  inflating: images/c61e0f2507.png   \n",
            "  inflating: images/fd257af5d2.png   \n",
            "  inflating: images/df32c11fe8.png   \n",
            "  inflating: images/54629440c9.png   \n",
            "  inflating: images/41895b0f40.png   \n",
            "  inflating: images/e560423302.png   \n",
            "  inflating: images/407bd44d31.png   \n",
            "  inflating: images/a50ac7d1e2.png   \n",
            "  inflating: images/a98ab1c549.png   \n",
            "  inflating: images/4d58e8d8ff.png   \n",
            "  inflating: images/e2421eee13.png   \n",
            "  inflating: images/0c376f6728.png   \n",
            "  inflating: images/db819c45e5.png   \n",
            "  inflating: images/9c4468a160.png   \n",
            "  inflating: images/96216dae3b.png   \n",
            "  inflating: images/486ae46ba0.png   \n",
            "  inflating: images/76ecdc5896.png   \n",
            "  inflating: images/5fa536d1fd.png   \n",
            "  inflating: images/a31e485287.png   \n",
            "  inflating: images/3862950849.png   \n",
            "  inflating: images/87c6bf0012.png   \n",
            "  inflating: images/66c603a013.png   \n",
            "  inflating: images/5990041346.png   \n",
            "  inflating: images/32887c2719.png   \n",
            "  inflating: images/28553d5d42.png   \n",
            "  inflating: images/9737133eff.png   \n",
            "  inflating: images/28ca5ff16f.png   \n",
            "  inflating: images/651b2c01bc.png   \n",
            "  inflating: images/06289f69f8.png   \n",
            "  inflating: images/8bc707feee.png   \n",
            "  inflating: images/e7da2d7800.png   \n",
            "  inflating: images/c06ce71f9a.png   \n",
            "  inflating: images/ff89e5e3cd.png   \n",
            "  inflating: images/1b5c4051d4.png   \n",
            "  inflating: images/e9ce8188b9.png   \n",
            "  inflating: images/eb958a5cc8.png   \n",
            "  inflating: images/423ae1a09c.png   \n",
            "  inflating: images/774ee8afcf.png   \n",
            "  inflating: images/cc4344175e.png   \n",
            "  inflating: images/a4932322ce.png   \n",
            "  inflating: images/60584b31d8.png   \n",
            "  inflating: images/a8aeef5395.png   \n",
            "  inflating: images/25f532d7cc.png   \n",
            "  inflating: images/a21ae8cb6b.png   \n",
            "  inflating: images/de39c2b892.png   \n",
            "  inflating: images/775bc235d0.png   \n",
            "  inflating: images/6a57dfd211.png   \n",
            "  inflating: images/699608ddb7.png   \n",
            "  inflating: images/6153c227de.png   \n",
            "  inflating: images/3cd0ce6e18.png   \n",
            "  inflating: images/b6e57d954e.png   \n",
            "  inflating: images/93a1541218.png   \n",
            "  inflating: images/c58124fdc4.png   \n",
            "  inflating: images/d6379c1f18.png   \n",
            "  inflating: images/6d03f91961.png   \n",
            "  inflating: images/3b9586e2ff.png   \n",
            "  inflating: images/5575337f66.png   \n",
            "  inflating: images/0c62ed4494.png   \n",
            "  inflating: images/c824b8afaa.png   \n",
            "  inflating: images/28e3c1128c.png   \n",
            "  inflating: images/90720e8172.png   \n",
            "  inflating: images/22e7cc183f.png   \n",
            "  inflating: images/ed52743a1b.png   \n",
            "  inflating: images/2556c23489.png   \n",
            "  inflating: images/7633c6bb70.png   \n",
            "  inflating: images/459396b418.png   \n",
            "  inflating: images/7145f7e956.png   \n",
            "  inflating: images/c72c5ee731.png   \n",
            "  inflating: images/33f32ff406.png   \n",
            "  inflating: images/9c298b9575.png   \n",
            "  inflating: images/60dccbc52f.png   \n",
            "  inflating: images/18590f686a.png   \n",
            "  inflating: images/20b26a6ea7.png   \n",
            "  inflating: images/7a0c8915be.png   \n",
            "  inflating: images/d4d2ed6bd2.png   \n",
            "  inflating: images/28a1187a4e.png   \n",
            "  inflating: images/19bd49e478.png   \n",
            "  inflating: images/ef406bff03.png   \n",
            "  inflating: images/748f8f4106.png   \n",
            "  inflating: images/48d34846d7.png   \n",
            "  inflating: images/c673bebe29.png   \n",
            "  inflating: images/2f917b1124.png   \n",
            "  inflating: images/c4adb6e891.png   \n",
            "  inflating: images/ef654c1b73.png   \n",
            "  inflating: images/99b602dde4.png   \n",
            "  inflating: images/7e26f45eb9.png   \n",
            "  inflating: images/d31e3fbfdc.png   \n",
            "  inflating: images/a913c2fc19.png   \n",
            "  inflating: images/0c0f001366.png   \n",
            "  inflating: images/9086ac3a68.png   \n",
            "  inflating: images/09ee5831f4.png   \n",
            "  inflating: images/80a458a2b6.png   \n",
            "  inflating: images/1986fcadda.png   \n",
            "  inflating: images/6a1fd3c67e.png   \n",
            "  inflating: images/d46c133c20.png   \n",
            "  inflating: images/ab7d09443f.png   \n",
            "  inflating: images/8a29fd2ebe.png   \n",
            "  inflating: images/3d0acb5c90.png   \n",
            "  inflating: images/52ae147d60.png   \n",
            "  inflating: images/9917602913.png   \n",
            "  inflating: images/b28690f7ad.png   \n",
            "  inflating: images/44047c3e10.png   \n",
            "  inflating: images/51870e8500.png   \n",
            "  inflating: images/b2899a1188.png   \n",
            "  inflating: images/fa92bed2b1.png   \n",
            "  inflating: images/2d4e7a937b.png   \n",
            "  inflating: images/cd1b2e49f4.png   \n",
            "  inflating: images/9daa6c133f.png   \n",
            "  inflating: images/930cbb8ccb.png   \n",
            "  inflating: images/fb58510ec6.png   \n",
            "  inflating: images/deec7bb4d9.png   \n",
            "  inflating: images/ecdd648857.png   \n",
            "  inflating: images/62d6a9b673.png   \n",
            "  inflating: images/63532a858b.png   \n",
            "  inflating: images/37e16a5404.png   \n",
            "  inflating: images/e89272a29b.png   \n",
            "  inflating: images/b51c130238.png   \n",
            "  inflating: images/d73189228f.png   \n",
            "  inflating: images/494daad56b.png   \n",
            "  inflating: images/a37249665e.png   \n",
            "  inflating: images/1495558064.png   \n",
            "  inflating: images/eb23ddad08.png   \n",
            "  inflating: images/5e3c2aa2bb.png   \n",
            "  inflating: images/02206b234e.png   \n",
            "  inflating: images/173dd2f369.png   \n",
            "  inflating: images/c1ed7e8344.png   \n",
            "  inflating: images/a15b73d4bb.png   \n",
            "  inflating: images/c1503fb0ec.png   \n",
            "  inflating: images/8f08f4e9f2.png   \n",
            "  inflating: images/1925c11fce.png   \n",
            "  inflating: images/92a20ccbe2.png   \n",
            "  inflating: images/dc7c506beb.png   \n",
            "  inflating: images/2a16af2ae7.png   \n",
            "  inflating: images/0061281eea.png   \n",
            "  inflating: images/bc79fe1a3a.png   \n",
            "  inflating: images/9b09626522.png   \n",
            "  inflating: images/1a4278325d.png   \n",
            "  inflating: images/8ce5996371.png   \n",
            "  inflating: images/7bfd026d91.png   \n",
            "  inflating: images/2a49169951.png   \n",
            "  inflating: images/b839f805f9.png   \n",
            "  inflating: images/8d70a676cd.png   \n",
            "  inflating: images/d18a64f984.png   \n",
            "  inflating: images/7a9610078a.png   \n",
            "  inflating: images/3ed6d1c7df.png   \n",
            "  inflating: images/40bb5a9cbe.png   \n",
            "  inflating: images/eaefc56247.png   \n",
            "  inflating: images/359128303c.png   \n",
            "  inflating: images/aae8971d6e.png   \n",
            "  inflating: images/638e7a825e.png   \n",
            "  inflating: images/7b596fc561.png   \n",
            "  inflating: images/0d19f89dc9.png   \n",
            "  inflating: images/891fa63295.png   \n",
            "  inflating: images/dfe230b677.png   \n",
            "  inflating: images/f41a025b6c.png   \n",
            "  inflating: images/cb9d520cf9.png   \n",
            "  inflating: images/dc05ed2596.png   \n",
            "  inflating: images/11a54f2eff.png   \n",
            "  inflating: images/020376e68e.png   \n",
            "  inflating: images/41e173a1e5.png   \n",
            "  inflating: images/ce1f9711bc.png   \n",
            "  inflating: images/0473e496e2.png   \n",
            "  inflating: images/02117a400e.png   \n",
            "  inflating: images/26808abb2d.png   \n",
            "  inflating: images/3a690dbd1b.png   \n",
            "  inflating: images/d3f3db7bd1.png   \n",
            "  inflating: images/7f0e67d5ec.png   \n",
            "  inflating: images/6b377327b1.png   \n",
            "  inflating: images/43001d32e7.png   \n",
            "  inflating: images/e929ca0e34.png   \n",
            "  inflating: images/b540435ae7.png   \n",
            "  inflating: images/7a2cca4fe5.png   \n",
            "  inflating: images/bfa7ee102e.png   \n",
            "  inflating: images/8b5d38c547.png   \n",
            "  inflating: images/384d50db49.png   \n",
            "  inflating: images/631dacfc0f.png   \n",
            "  inflating: images/eac3fb300e.png   \n",
            "  inflating: images/fbf64b5ea0.png   \n",
            "  inflating: images/595deae139.png   \n",
            "  inflating: images/ce16b0d0bc.png   \n",
            "  inflating: images/dce6361f2a.png   \n",
            "  inflating: images/1f0b16aa13.png   \n",
            "  inflating: images/1a4ffa4415.png   \n",
            "  inflating: images/d453812357.png   \n",
            "  inflating: images/204c4657d5.png   \n",
            "  inflating: images/b5a47c646f.png   \n",
            "  inflating: images/59597a8431.png   \n",
            "  inflating: images/fb1b82dde6.png   \n",
            "  inflating: images/870be46a42.png   \n",
            "  inflating: images/70cef9fcb6.png   \n",
            "  inflating: images/7bf203a987.png   \n",
            "  inflating: images/9cf8fe7f96.png   \n",
            "  inflating: images/f5c25276d2.png   \n",
            "  inflating: images/9126bbe228.png   \n",
            "  inflating: images/e204511fd2.png   \n",
            "  inflating: images/a667ba911e.png   \n",
            "  inflating: images/27e12cbcea.png   \n",
            "  inflating: images/d8b1bbbfdf.png   \n",
            "  inflating: images/9f97b2925e.png   \n",
            "  inflating: images/ae6b6df24d.png   \n",
            "  inflating: images/d2aa4238f7.png   \n",
            "  inflating: images/bc811e2c1f.png   \n",
            "  inflating: images/2578042000.png   \n",
            "  inflating: images/0dcf4a11a6.png   \n",
            "  inflating: images/05b69f83bf.png   \n",
            "  inflating: images/c72b546073.png   \n",
            "  inflating: images/6dc7a51dd9.png   \n",
            "  inflating: images/eeb18519bc.png   \n",
            "  inflating: images/ccdd1c542f.png   \n",
            "  inflating: images/d9044ee3c6.png   \n",
            "  inflating: images/d2b40a2781.png   \n",
            "  inflating: images/6a1783be17.png   \n",
            "  inflating: images/0f6e788cdd.png   \n",
            "  inflating: images/9693c84080.png   \n",
            "  inflating: images/7268aedee7.png   \n",
            "  inflating: images/d14ad5cb55.png   \n",
            "  inflating: images/81c1149163.png   \n",
            "  inflating: images/c3589905df.png   \n",
            "  inflating: images/38ec59117e.png   \n",
            "  inflating: images/e88b8de75c.png   \n",
            "  inflating: images/9494906f54.png   \n",
            "  inflating: images/691fec8ce2.png   \n",
            "  inflating: images/aeebdd4350.png   \n",
            "  inflating: images/a3de137406.png   \n",
            "  inflating: images/0df375dc9c.png   \n",
            "  inflating: images/7074e402ca.png   \n",
            "  inflating: images/4a7418a5e6.png   \n",
            "  inflating: images/b4e61836df.png   \n",
            "  inflating: images/ec7522391d.png   \n",
            "  inflating: images/9ba564058f.png   \n",
            "  inflating: images/4f02bab289.png   \n",
            "  inflating: images/e11123ab8b.png   \n",
            "  inflating: images/1277f1a611.png   \n",
            "  inflating: images/6aff151236.png   \n",
            "  inflating: images/ceb69201df.png   \n",
            "  inflating: images/2bfa664017.png   \n",
            "  inflating: images/b33b1f9db6.png   \n",
            "  inflating: images/a72f220de9.png   \n",
            "  inflating: images/c33e3a20a4.png   \n",
            "  inflating: images/abb1521de8.png   \n",
            "  inflating: images/28948eeb9c.png   \n",
            "  inflating: images/75c7d3b5a8.png   \n",
            "  inflating: images/811ebdcc4b.png   \n",
            "  inflating: images/9f224c71b1.png   \n",
            "  inflating: images/2ee6e81e4b.png   \n",
            "  inflating: images/9b31db4e58.png   \n",
            "  inflating: images/36aa21019e.png   \n",
            "  inflating: images/dca3f5ce34.png   \n",
            "  inflating: images/9260b4f758.png   \n",
            "  inflating: images/6c8ad32f36.png   \n",
            "  inflating: images/24f27c4087.png   \n",
            "  inflating: images/66cfa202e5.png   \n",
            "  inflating: images/82f186d2ac.png   \n",
            "  inflating: images/7c9c98aa11.png   \n",
            "  inflating: images/a71bdf1af7.png   \n",
            "  inflating: images/04cd9599a3.png   \n",
            "  inflating: images/4be85a3110.png   \n",
            "  inflating: images/bb2160921c.png   \n",
            "  inflating: images/2717821409.png   \n",
            "  inflating: images/bf05a52a6b.png   \n",
            "  inflating: images/ad76d4cd21.png   \n",
            "  inflating: images/0e16439e05.png   \n",
            "  inflating: images/3ee1cfb6a6.png   \n",
            "  inflating: images/2f8b36c386.png   \n",
            "  inflating: images/91a0ac314c.png   \n",
            "  inflating: images/7ede03dede.png   \n",
            "  inflating: images/7ec839af45.png   \n",
            "  inflating: images/f992390442.png   \n",
            "  inflating: images/f4638e7428.png   \n",
            "  inflating: images/ccc41663c6.png   \n",
            "  inflating: images/47aba1e35c.png   \n",
            "  inflating: images/56d6d999b8.png   \n",
            "  inflating: images/9a4864ff06.png   \n",
            "  inflating: images/24e98d224a.png   \n",
            "  inflating: images/2d64b6a8cf.png   \n",
            "  inflating: images/2d20ee4eff.png   \n",
            "  inflating: images/a69586db4e.png   \n",
            "  inflating: images/3fc79d2ece.png   \n",
            "  inflating: images/e93ddc6ba7.png   \n",
            "  inflating: images/6d9b6a2c4b.png   \n",
            "  inflating: images/2b160a1291.png   \n",
            "  inflating: images/444c32935c.png   \n",
            "  inflating: images/f2e9faa785.png   \n",
            "  inflating: images/401b591c07.png   \n",
            "  inflating: images/45a7562dbf.png   \n",
            "  inflating: images/48a18f5386.png   \n",
            "  inflating: images/dae96d99b2.png   \n",
            "  inflating: images/911f05128d.png   \n",
            "  inflating: images/917ef84e64.png   \n",
            "  inflating: images/fea1ff8505.png   \n",
            "  inflating: images/a5833d6cc4.png   \n",
            "  inflating: images/be18a24c49.png   \n",
            "  inflating: images/0ff9f243e5.png   \n",
            "  inflating: images/34831dcd0c.png   \n",
            "  inflating: images/5970137a1e.png   \n",
            "  inflating: images/59dfd4c7e5.png   \n",
            "  inflating: images/f9d8f014c2.png   \n",
            "  inflating: images/db02a30bb8.png   \n",
            "  inflating: images/c50ba562ef.png   \n",
            "  inflating: images/39f101a807.png   \n",
            "  inflating: images/3cf0203cfb.png   \n",
            "  inflating: images/f0e99e9761.png   \n",
            "  inflating: images/e6ab700d15.png   \n",
            "  inflating: images/8adaa82868.png   \n",
            "  inflating: images/21df07989f.png   \n",
            "  inflating: images/ae61c09508.png   \n",
            "  inflating: images/a24080b4a0.png   \n",
            "  inflating: images/226eeb7c67.png   \n",
            "  inflating: images/878566ab56.png   \n",
            "  inflating: images/72544ea5b6.png   \n",
            "  inflating: images/cddb50fb4b.png   \n",
            "  inflating: images/0deadce8f1.png   \n",
            "  inflating: images/c026a17632.png   \n",
            "  inflating: images/ed761ad8ef.png   \n",
            "  inflating: images/31b7874f49.png   \n",
            "  inflating: images/74d574653f.png   \n",
            "  inflating: images/0b9cb1205a.png   \n",
            "  inflating: images/ede36de5cc.png   \n",
            "  inflating: images/7140b36ff6.png   \n",
            "  inflating: images/1414606ab4.png   \n",
            "  inflating: images/3a33e1eb89.png   \n",
            "  inflating: images/429b289e07.png   \n",
            "  inflating: images/483b35d589.png   \n",
            "  inflating: images/47729d4ee5.png   \n",
            "  inflating: images/6ea5191e2a.png   \n",
            "  inflating: images/bfb0e22b53.png   \n",
            "  inflating: images/10f24c23af.png   \n",
            "  inflating: images/6da01cc490.png   \n",
            "  inflating: images/8d73c4f678.png   \n",
            "  inflating: images/4fdc882e4b.png   \n",
            "  inflating: images/f85a85710a.png   \n",
            "  inflating: images/fcf61d1883.png   \n",
            "  inflating: images/aa36cc5b96.png   \n",
            "  inflating: images/6a1fe1a81e.png   \n",
            "  inflating: images/4ed12ec89a.png   \n",
            "  inflating: images/66ced55b7d.png   \n",
            "  inflating: images/a633b127fc.png   \n",
            "  inflating: images/b4e8386ff1.png   \n",
            "  inflating: images/33ba7dd9a1.png   \n",
            "  inflating: images/18e2325a5b.png   \n",
            "  inflating: images/f121c06f1f.png   \n",
            "  inflating: images/ef060b82b1.png   \n",
            "  inflating: images/53c79255ba.png   \n",
            "  inflating: images/64f41e36f2.png   \n",
            "  inflating: images/30bb4cd749.png   \n",
            "  inflating: images/45a2a01008.png   \n",
            "  inflating: images/403cb8f4b3.png   \n",
            "  inflating: images/70db04a203.png   \n",
            "  inflating: images/16e308dbc3.png   \n",
            "  inflating: images/22fdf96a54.png   \n",
            "  inflating: images/fb17f161d1.png   \n",
            "  inflating: images/2a00ecc904.png   \n",
            "  inflating: images/eb91416afe.png   \n",
            "  inflating: images/67d3486ac8.png   \n",
            "  inflating: images/b94a5b0bda.png   \n",
            "  inflating: images/387aa87ae2.png   \n",
            "  inflating: images/ee0be71990.png   \n",
            "  inflating: images/308a9348e0.png   \n",
            "  inflating: images/b3b37c152d.png   \n",
            "  inflating: images/7716aa7b58.png   \n",
            "  inflating: images/c10ff1398a.png   \n",
            "  inflating: images/30307d5103.png   \n",
            "  inflating: images/c74ef130f0.png   \n",
            "  inflating: images/d7506a6a38.png   \n",
            "  inflating: images/782ae9b7e7.png   \n",
            "  inflating: images/b1dc23a427.png   \n",
            "  inflating: images/b6bca345bb.png   \n",
            "  inflating: images/8e3228d793.png   \n",
            "  inflating: images/c9f7f4020f.png   \n",
            "  inflating: images/f724f78b1a.png   \n",
            "  inflating: images/a4e5b9902b.png   \n",
            "  inflating: images/fc8f0668fb.png   \n",
            "  inflating: images/1d80de2ec9.png   \n",
            "  inflating: images/1790f3520c.png   \n",
            "  inflating: images/f78674d646.png   \n",
            "  inflating: images/ebf89446f2.png   \n",
            "  inflating: images/d583d291ea.png   \n",
            "  inflating: images/ced8d25446.png   \n",
            "  inflating: images/1d685060b2.png   \n",
            "  inflating: images/e683e8ae69.png   \n",
            "  inflating: images/3be0c0be8e.png   \n",
            "  inflating: images/6636021b35.png   \n",
            "  inflating: images/bc5ee94de7.png   \n",
            "  inflating: images/e0b6a1211f.png   \n",
            "  inflating: images/b13f0dbc84.png   \n",
            "  inflating: images/a48b9989ac.png   \n",
            "  inflating: images/60b3d0d613.png   \n",
            "  inflating: images/728890d8f8.png   \n",
            "  inflating: images/12bf4f2d3b.png   \n",
            "  inflating: images/cde14bb8d2.png   \n",
            "  inflating: images/2425501bf4.png   \n",
            "  inflating: images/88839f49f9.png   \n",
            "  inflating: images/dd580d1681.png   \n",
            "  inflating: images/97adf32d4d.png   \n",
            "  inflating: images/20894faad9.png   \n",
            "  inflating: images/c37f7c51e9.png   \n",
            "  inflating: images/fe6e74532c.png   \n",
            "  inflating: images/74d1d03fc3.png   \n",
            "  inflating: images/5489419bef.png   \n",
            "  inflating: images/6fe4017680.png   \n",
            "  inflating: images/ea9dfe6f60.png   \n",
            "  inflating: images/6eeeda7f4a.png   \n",
            "  inflating: images/8116fa64d4.png   \n",
            "  inflating: images/0aab0afa9c.png   \n",
            "  inflating: images/1c9fa3dff4.png   \n",
            "  inflating: images/fd1be18f7d.png   \n",
            "  inflating: images/4db68c7d25.png   \n",
            "  inflating: images/44f2ea3584.png   \n",
            "  inflating: images/2fa330e8fd.png   \n",
            "  inflating: images/287d035464.png   \n",
            "  inflating: images/1d93cf8169.png   \n",
            "  inflating: images/df47f2e681.png   \n",
            "  inflating: images/db1aa8e608.png   \n",
            "  inflating: images/ac7df612ff.png   \n",
            "  inflating: images/cef03959d8.png   \n",
            "  inflating: images/7277ef5fef.png   \n",
            "  inflating: images/fdff017e77.png   \n",
            "  inflating: images/b06fe13f54.png   \n",
            "  inflating: images/c112748161.png   \n",
            "  inflating: images/4985566e7d.png   \n",
            "  inflating: images/776bdf9043.png   \n",
            "  inflating: images/6460ce2df7.png   \n",
            "  inflating: images/6a105e7555.png   \n",
            "  inflating: images/8367b54eac.png   \n",
            "  inflating: images/25db231ea0.png   \n",
            "  inflating: images/ce14d335bf.png   \n",
            "  inflating: images/cae1a9f23f.png   \n",
            "  inflating: images/93c7358e41.png   \n",
            "  inflating: images/76b4df03dd.png   \n",
            "  inflating: images/cfe4dd9f7e.png   \n",
            "  inflating: images/113b017a91.png   \n",
            "  inflating: images/8457263314.png   \n",
            "  inflating: images/17be1887b9.png   \n",
            "  inflating: images/1c37e37fbf.png   \n",
            "  inflating: images/4285c2ffe8.png   \n",
            "  inflating: images/af71ca4ab3.png   \n",
            "  inflating: images/ebff5f719e.png   \n",
            "  inflating: images/2af008d773.png   \n",
            "  inflating: images/e4d9d1178c.png   \n",
            "  inflating: images/93196366e1.png   \n",
            "  inflating: images/e51599adb5.png   \n",
            "  inflating: images/edf1e6ac00.png   \n",
            "  inflating: images/130229ec15.png   \n",
            "  inflating: images/776d123d8d.png   \n",
            "  inflating: images/325cde4fa9.png   \n",
            "  inflating: images/26281da345.png   \n",
            "  inflating: images/bb6683a533.png   \n",
            "  inflating: images/36f332bd11.png   \n",
            "  inflating: images/d69c382be5.png   \n",
            "  inflating: images/365bdf0ae1.png   \n",
            "  inflating: images/d90473fc86.png   \n",
            "  inflating: images/8945b8916d.png   \n",
            "  inflating: images/e45c509f80.png   \n",
            "  inflating: images/de091953f9.png   \n",
            "  inflating: images/e12aab98e6.png   \n",
            "  inflating: images/9704b1ba61.png   \n",
            "  inflating: images/f30e47cb36.png   \n",
            "  inflating: images/b8a9602e21.png   \n",
            "  inflating: images/356fa48ac4.png   \n",
            "  inflating: images/77415e7cda.png   \n",
            "  inflating: images/0d8ed16206.png   \n",
            "  inflating: images/565f9c3fce.png   \n",
            "  inflating: images/52a0f74bfe.png   \n",
            "  inflating: images/1afddc8196.png   \n",
            "  inflating: images/b5b767492b.png   \n",
            "  inflating: images/9c6f8e4676.png   \n",
            "  inflating: images/1a67b08604.png   \n",
            "  inflating: images/0c6ec35477.png   \n",
            "  inflating: images/7c61d788af.png   \n",
            "  inflating: images/33dfe8b243.png   \n",
            "  inflating: images/400e66f34e.png   \n",
            "  inflating: images/8f07ef8585.png   \n",
            "  inflating: images/70c7bb7616.png   \n",
            "  inflating: images/5c7f310937.png   \n",
            "  inflating: images/81e9af5ee2.png   \n",
            "  inflating: images/8555cb627a.png   \n",
            "  inflating: images/fbfa863bd4.png   \n",
            "  inflating: images/5ebe9e404d.png   \n",
            "  inflating: images/2993a272be.png   \n",
            "  inflating: images/20a4dad0c1.png   \n",
            "  inflating: images/b07d4da735.png   \n",
            "  inflating: images/812c804456.png   \n",
            "  inflating: images/47398efeb4.png   \n",
            "  inflating: images/930dcd571a.png   \n",
            "  inflating: images/aac747667e.png   \n",
            "  inflating: images/85670a7093.png   \n",
            "  inflating: images/11bfb46a23.png   \n",
            "  inflating: images/1a28f06897.png   \n",
            "  inflating: images/4f5df40ab2.png   \n",
            "  inflating: images/c356f76804.png   \n",
            "  inflating: images/2f493f72ff.png   \n",
            "  inflating: images/ea2d80c951.png   \n",
            "  inflating: images/eed279a71a.png   \n",
            "  inflating: images/2615b5210d.png   \n",
            "  inflating: images/47048ac10a.png   \n",
            "  inflating: images/8ce1df1a6a.png   \n",
            "  inflating: images/a98d950667.png   \n",
            "  inflating: images/17dde2138e.png   \n",
            "  inflating: images/0f9b1dbc3f.png   \n",
            "  inflating: images/d433300064.png   \n",
            "  inflating: images/5a02df7676.png   \n",
            "  inflating: images/143eefe05a.png   \n",
            "  inflating: images/f3fd020f27.png   \n",
            "  inflating: images/66cd32da94.png   \n",
            "  inflating: images/fa752c35ca.png   \n",
            "  inflating: images/f057258486.png   \n",
            "  inflating: images/0f613bd191.png   \n",
            "  inflating: images/9b585a2ea0.png   \n",
            "  inflating: images/518ee8cf52.png   \n",
            "  inflating: images/f20521b7f5.png   \n",
            "  inflating: images/7f3e8a8526.png   \n",
            "  inflating: images/5d0a9c5b0e.png   \n",
            "  inflating: images/8e13060816.png   \n",
            "  inflating: images/aa791ce59a.png   \n",
            "  inflating: images/82adfbc0f1.png   \n",
            "  inflating: images/a0c156a4c9.png   \n",
            "  inflating: images/9a91290888.png   \n",
            "  inflating: images/e1ce826217.png   \n",
            "  inflating: images/168f625d62.png   \n",
            "  inflating: images/a9e940dccd.png   \n",
            "  inflating: images/d21e3d7843.png   \n",
            "  inflating: images/42c563d895.png   \n",
            "  inflating: images/7dfdf6eeb8.png   \n",
            "  inflating: images/12c92c9f70.png   \n",
            "  inflating: images/61b42f8f0e.png   \n",
            "  inflating: images/4e4cadf03f.png   \n",
            "  inflating: images/0c62dfc234.png   \n",
            "  inflating: images/a91bd88bc1.png   \n",
            "  inflating: images/46c1a0e9a3.png   \n",
            "  inflating: images/a5c4007b7b.png   \n",
            "  inflating: images/69ee613976.png   \n",
            "  inflating: images/916aff36ae.png   \n",
            "  inflating: images/7df36788a9.png   \n",
            "  inflating: images/1544a0e952.png   \n",
            "  inflating: images/3371d166f0.png   \n",
            "  inflating: images/23afbccfb5.png   \n",
            "  inflating: images/b4e23ae450.png   \n",
            "  inflating: images/6074c5b0bf.png   \n",
            "  inflating: images/994af8ec2a.png   \n",
            "  inflating: images/730eee262c.png   \n",
            "  inflating: images/b7ec14f5e4.png   \n",
            "  inflating: images/4079c73376.png   \n",
            "  inflating: images/e865014246.png   \n",
            "  inflating: images/01c033e116.png   \n",
            "  inflating: images/b014624db2.png   \n",
            "  inflating: images/89dfb7ba1d.png   \n",
            "  inflating: images/0ec68b2e42.png   \n",
            "  inflating: images/abbfb56731.png   \n",
            "  inflating: images/7e58c5a1f6.png   \n",
            "  inflating: images/e6a78e36b5.png   \n",
            "  inflating: images/e1cb177740.png   \n",
            "  inflating: images/740070f15a.png   \n",
            "  inflating: images/6f5c2712b1.png   \n",
            "  inflating: images/5be9925bca.png   \n",
            "  inflating: images/4986fb6755.png   \n",
            "  inflating: images/ba705c8398.png   \n",
            "  inflating: images/5bb976391e.png   \n",
            "  inflating: images/10e835f9ab.png   \n",
            "  inflating: images/074673a5f1.png   \n",
            "  inflating: images/128f3b0e36.png   \n",
            "  inflating: images/1bd1c8c771.png   \n",
            "  inflating: images/a849a4e373.png   \n",
            "  inflating: images/35fd991255.png   \n",
            "  inflating: images/a6ec5aa914.png   \n",
            "  inflating: images/1ee0d5b4d0.png   \n",
            "  inflating: images/25143d7837.png   \n",
            "  inflating: images/f0ea2421f0.png   \n",
            "  inflating: images/ebdbbb52b5.png   \n",
            "  inflating: images/a9ee40cf0d.png   \n",
            "  inflating: images/d885813aa8.png   \n",
            "  inflating: images/623565cb2c.png   \n",
            "  inflating: images/ed24549a3f.png   \n",
            "  inflating: images/6af48dfcdd.png   \n",
            "  inflating: images/911efbb175.png   \n",
            "  inflating: images/d66e51d456.png   \n",
            "  inflating: images/2fc6fb555f.png   \n",
            "  inflating: images/7eb42fe5ec.png   \n",
            "  inflating: images/6cc7ba6c56.png   \n",
            "  inflating: images/2bc179b78c.png   \n",
            "  inflating: images/20658e781f.png   \n",
            "  inflating: images/d8f80479ac.png   \n",
            "  inflating: images/66eeb09788.png   \n",
            "  inflating: images/bfc47bbe13.png   \n",
            "  inflating: images/6d55cabc8d.png   \n",
            "  inflating: images/296de39be2.png   \n",
            "  inflating: images/f21593cfa8.png   \n",
            "  inflating: images/f2d2fefde3.png   \n",
            "  inflating: images/53e17edd83.png   \n",
            "  inflating: images/44d745a704.png   \n",
            "  inflating: images/316074fdc4.png   \n",
            "  inflating: images/8138c79081.png   \n",
            "  inflating: images/8270908d6a.png   \n",
            "  inflating: images/49a90688bf.png   \n",
            "  inflating: images/0115703825.png   \n",
            "  inflating: images/fd9db12ca0.png   \n",
            "  inflating: images/2eea9d51a4.png   \n",
            "  inflating: images/96523f824a.png   \n",
            "  inflating: images/285f4b2e82.png   \n",
            "  inflating: images/ca78405cea.png   \n",
            "  inflating: images/27b5526adb.png   \n",
            "  inflating: images/0eacc93ff3.png   \n",
            "  inflating: images/438443e0d3.png   \n",
            "  inflating: images/f2ffcf3de5.png   \n",
            "  inflating: images/e82b7a2abb.png   \n",
            "  inflating: images/3734601c15.png   \n",
            "  inflating: images/6313ab72dc.png   \n",
            "  inflating: images/e0c136dc8e.png   \n",
            "  inflating: images/1d2382ac3f.png   \n",
            "  inflating: images/2fe0292eea.png   \n",
            "  inflating: images/ba67135a54.png   \n",
            "  inflating: images/46bec86213.png   \n",
            "  inflating: images/2b405e7016.png   \n",
            "  inflating: images/77420e5628.png   \n",
            "  inflating: images/53eb356632.png   \n",
            "  inflating: images/e92f67b3c7.png   \n",
            "  inflating: images/5edca1bb89.png   \n",
            "  inflating: images/cafb1294ae.png   \n",
            "  inflating: images/376e55e566.png   \n",
            "  inflating: images/d7cf3bf4e9.png   \n",
            "  inflating: images/2067c20654.png   \n",
            "  inflating: images/e61d42e6cf.png   \n",
            "  inflating: images/8431a87cff.png   \n",
            "  inflating: images/9aa65d393a.png   \n",
            "  inflating: images/35bbf1302b.png   \n",
            "  inflating: images/75ad49564c.png   \n",
            "  inflating: images/f5e72111d0.png   \n",
            "  inflating: images/a9a9fb1747.png   \n",
            "  inflating: images/e2f397d206.png   \n",
            "  inflating: images/74d7a9df8b.png   \n",
            "  inflating: images/89a74723fd.png   \n",
            "  inflating: images/fa01eb7fdf.png   \n",
            "  inflating: images/e7f0e30585.png   \n",
            "  inflating: images/2775c5f447.png   \n",
            "  inflating: images/7504d73df8.png   \n",
            "  inflating: images/6b2f79f6ff.png   \n",
            "  inflating: images/9472731dfd.png   \n",
            "  inflating: images/3c1097c378.png   \n",
            "  inflating: images/a89fc2586a.png   \n",
            "  inflating: images/a19163fc11.png   \n",
            "  inflating: images/76c76f8056.png   \n",
            "  inflating: images/367c6fb412.png   \n",
            "  inflating: images/569f85c4ce.png   \n",
            "  inflating: images/0ea5ea6946.png   \n",
            "  inflating: images/75fb579aa2.png   \n",
            "  inflating: images/44efef9c4f.png   \n",
            "  inflating: images/71f6fcb48a.png   \n",
            "  inflating: images/4ed2467e7c.png   \n",
            "  inflating: images/5a81181e41.png   \n",
            "  inflating: images/4575e490e4.png   \n",
            "  inflating: images/7114209cf0.png   \n",
            "  inflating: images/ac1ea6faa4.png   \n",
            "  inflating: images/ca393f0eaf.png   \n",
            "  inflating: images/84b5568c2a.png   \n",
            "  inflating: images/e446b0b4b6.png   \n",
            "  inflating: images/7d0cea3489.png   \n",
            "  inflating: images/12e94a5a08.png   \n",
            "  inflating: images/056bfa0cc8.png   \n",
            "  inflating: images/cd6320c6eb.png   \n",
            "  inflating: images/1abe5e8a3d.png   \n",
            "  inflating: images/c1f92fd149.png   \n",
            "  inflating: images/23a17b87e7.png   \n",
            "  inflating: images/ca82310ee1.png   \n",
            "  inflating: images/3501da04b2.png   \n",
            "  inflating: images/a245c6d001.png   \n",
            "  inflating: images/bbb762835a.png   \n",
            "  inflating: images/dd5a90cf89.png   \n",
            "  inflating: images/e8e8b96a84.png   \n",
            "  inflating: images/d0bbe4fd97.png   \n",
            "  inflating: images/a3bea8f266.png   \n",
            "  inflating: images/1b9865501f.png   \n",
            "  inflating: images/ff238df1c4.png   \n",
            "  inflating: images/b24d3673e1.png   \n",
            "  inflating: images/2b39f9a88f.png   \n",
            "  inflating: images/e05db130be.png   \n",
            "  inflating: images/e98557c9f3.png   \n",
            "  inflating: images/89e7c93d0c.png   \n",
            "  inflating: images/d059fcb2fd.png   \n",
            "  inflating: images/7f826d312e.png   \n",
            "  inflating: images/58d177c0d0.png   \n",
            "  inflating: images/e3b1b48b5a.png   \n",
            "  inflating: images/a774562f5e.png   \n",
            "  inflating: images/14152a6731.png   \n",
            "  inflating: images/4a8d55bdf5.png   \n",
            "  inflating: images/f641699848.png   \n",
            "  inflating: images/95d3841a53.png   \n",
            "  inflating: images/9bf022776e.png   \n",
            "  inflating: images/cd69ee839f.png   \n",
            "  inflating: images/c20069b110.png   \n",
            "  inflating: images/a9ebb78977.png   \n",
            "  inflating: images/8919be1266.png   \n",
            "  inflating: images/019afb4b4e.png   \n",
            "  inflating: images/0280deb8ae.png   \n",
            "  inflating: images/20349d0a12.png   \n",
            "  inflating: images/66c61616cc.png   \n",
            "  inflating: images/f234066134.png   \n",
            "  inflating: images/762c7d7084.png   \n",
            "  inflating: images/c613a090a4.png   \n",
            "  inflating: images/2da9564e53.png   \n",
            "  inflating: images/886dc2e534.png   \n",
            "  inflating: images/de51e77a38.png   \n",
            "  inflating: images/6db821bf5f.png   \n",
            "  inflating: images/29c033e8e4.png   \n",
            "  inflating: images/6b5b7c0ff3.png   \n",
            "  inflating: images/306e6e7743.png   \n",
            "  inflating: images/75b4a808b3.png   \n",
            "  inflating: images/5f45291a7a.png   \n",
            "  inflating: images/0fd38464c3.png   \n",
            "  inflating: images/6f0c88962b.png   \n",
            "  inflating: images/f6a89b6f89.png   \n",
            "  inflating: images/afd0b385f2.png   \n",
            "  inflating: images/b40457631c.png   \n",
            "  inflating: images/e278cee272.png   \n",
            "  inflating: images/533a731c99.png   \n",
            "  inflating: images/96857148ca.png   \n",
            "  inflating: images/d998a07370.png   \n",
            "  inflating: images/a7a124fff5.png   \n",
            "  inflating: images/217eeca27e.png   \n",
            "  inflating: images/8e2e3afdb5.png   \n",
            "  inflating: images/e4159ed1de.png   \n",
            "  inflating: images/51e8e6bfc4.png   \n",
            "  inflating: images/a91212b01e.png   \n",
            "  inflating: images/38178b0ded.png   \n",
            "  inflating: images/8a4671cb47.png   \n",
            "  inflating: images/5ee2d40bbb.png   \n",
            "  inflating: images/4654389112.png   \n",
            "  inflating: images/0cc5805a92.png   \n",
            "  inflating: images/1fec8e839a.png   \n",
            "  inflating: images/b63b23fdc9.png   \n",
            "  inflating: images/57e0cff707.png   \n",
            "  inflating: images/f839d20b06.png   \n",
            "  inflating: images/0f19680b4d.png   \n",
            "  inflating: images/2874150952.png   \n",
            "  inflating: images/b77cc54800.png   \n",
            "  inflating: images/b052410a6a.png   \n",
            "  inflating: images/86c675c4fb.png   \n",
            "  inflating: images/475fafb8e2.png   \n",
            "  inflating: images/9b5bed5c6f.png   \n",
            "  inflating: images/49336bb17b.png   \n",
            "  inflating: images/c5c4479af6.png   \n",
            "  inflating: images/0cc3c31d1a.png   \n",
            "  inflating: images/ad16edc8be.png   \n",
            "  inflating: images/416101e57a.png   \n",
            "  inflating: images/ba2a5fbf4c.png   \n",
            "  inflating: images/11518835a4.png   \n",
            "  inflating: images/94b4f44698.png   \n",
            "  inflating: images/90791c2417.png   \n",
            "  inflating: images/49fe2ee7ba.png   \n",
            "  inflating: images/8b11113861.png   \n",
            "  inflating: images/1eaf42beee.png   \n",
            "  inflating: images/519cc2a871.png   \n",
            "  inflating: images/3406ef6042.png   \n",
            "  inflating: images/a2530b4c45.png   \n",
            "  inflating: images/a35ba23a41.png   \n",
            "  inflating: images/223e0c3942.png   \n",
            "  inflating: images/f2d668f7e7.png   \n",
            "  inflating: images/cadfbf8011.png   \n",
            "  inflating: images/a3ff13b1e1.png   \n",
            "  inflating: images/368767c9fd.png   \n",
            "  inflating: images/46b424e067.png   \n",
            "  inflating: images/c9695bff51.png   \n",
            "  inflating: images/669cb42011.png   \n",
            "  inflating: images/97970b5e2c.png   \n",
            "  inflating: images/d5023a3662.png   \n",
            "  inflating: images/f8f7ed86fc.png   \n",
            "  inflating: images/41e2137184.png   \n",
            "  inflating: images/dccf379405.png   \n",
            "  inflating: images/aabb4516d1.png   \n",
            "  inflating: images/b637a7621a.png   \n",
            "  inflating: images/d8b2dc2e8a.png   \n",
            "  inflating: images/2fe4adfd48.png   \n",
            "  inflating: images/971c96134a.png   \n",
            "  inflating: images/9a4f625408.png   \n",
            "  inflating: images/36bc8044f8.png   \n",
            "  inflating: images/759b3aaa22.png   \n",
            "  inflating: images/d268ae57b5.png   \n",
            "  inflating: images/f0b5a05a6e.png   \n",
            "  inflating: images/54cb8bdbe2.png   \n",
            "  inflating: images/9bc9c403e0.png   \n",
            "  inflating: images/d1f8ba2f02.png   \n",
            "  inflating: images/4c43d99f68.png   \n",
            "  inflating: images/d16591547d.png   \n",
            "  inflating: images/4b44c94892.png   \n",
            "  inflating: images/4a27de03fc.png   \n",
            "  inflating: images/e2d3957c95.png   \n",
            "  inflating: images/46b7364b81.png   \n",
            "  inflating: images/71a5b1da57.png   \n",
            "  inflating: images/9a71e8563b.png   \n",
            "  inflating: images/268baf2d43.png   \n",
            "  inflating: images/7205efa791.png   \n",
            "  inflating: images/b5448cb40a.png   \n",
            "  inflating: images/443985b709.png   \n",
            "  inflating: images/858f01d368.png   \n",
            "  inflating: images/f57cb32d6d.png   \n",
            "  inflating: images/ad2fa649f7.png   \n",
            "  inflating: images/761eaf3fa4.png   \n",
            "  inflating: images/e8d6412ed8.png   \n",
            "  inflating: images/b6ebc3831e.png   \n",
            "  inflating: images/a959b2372a.png   \n",
            "  inflating: images/35b34a9da1.png   \n",
            "  inflating: images/087192e2ec.png   \n",
            "  inflating: images/f4f0fd932e.png   \n",
            "  inflating: images/7d87ab4aa8.png   \n",
            "  inflating: images/7977cbab6f.png   \n",
            "  inflating: images/2ecb2b0797.png   \n",
            "  inflating: images/948d73d7c2.png   \n",
            "  inflating: images/b9ebcbc115.png   \n",
            "  inflating: images/1a0996a817.png   \n",
            "  inflating: images/e53c2e8771.png   \n",
            "  inflating: images/cab2f6614c.png   \n",
            "  inflating: images/b2d7897c35.png   \n",
            "  inflating: images/6edb010212.png   \n",
            "  inflating: images/a2bce9d94a.png   \n",
            "  inflating: images/ec88937127.png   \n",
            "  inflating: images/f122ead5f2.png   \n",
            "  inflating: images/6bc4c91c27.png   \n",
            "  inflating: images/4d2ede6b7a.png   \n",
            "  inflating: images/2226df3ca1.png   \n",
            "  inflating: images/800daf6ac1.png   \n",
            "  inflating: images/91bfe61493.png   \n",
            "  inflating: images/ea54256d21.png   \n",
            "  inflating: images/31aaa04c63.png   \n",
            "  inflating: images/9e8e175c01.png   \n",
            "  inflating: images/a12d2c10a9.png   \n",
            "  inflating: images/e9d39cddd7.png   \n",
            "  inflating: images/16207869ba.png   \n",
            "  inflating: images/a35792b156.png   \n",
            "  inflating: images/0ad38c8f25.png   \n",
            "  inflating: images/abed119094.png   \n",
            "  inflating: images/c9142b341c.png   \n",
            "  inflating: images/30ff4f38cf.png   \n",
            "  inflating: images/29b5ee6cf5.png   \n",
            "  inflating: images/5b8dc086ff.png   \n",
            "  inflating: images/c4911615e1.png   \n",
            "  inflating: images/77c071c12d.png   \n",
            "  inflating: images/d204ea9f09.png   \n",
            "  inflating: images/3276e900a7.png   \n",
            "  inflating: images/3ddb2ff7a4.png   \n",
            "  inflating: images/bfbea83faa.png   \n",
            "  inflating: images/973a4f6dad.png   \n",
            "  inflating: images/645abba5ec.png   \n",
            "  inflating: images/1da21e7498.png   \n",
            "  inflating: images/36b768bfa7.png   \n",
            "  inflating: images/d3c9529867.png   \n",
            "  inflating: images/e12cf83477.png   \n",
            "  inflating: images/a4ae0c0e35.png   \n",
            "  inflating: images/62966dffd3.png   \n",
            "  inflating: images/49d061af38.png   \n",
            "  inflating: images/9d7165c9c0.png   \n",
            "  inflating: images/e3e92cc747.png   \n",
            "  inflating: images/3cd4d01b7d.png   \n",
            "  inflating: images/9bdfa54912.png   \n",
            "  inflating: images/963189b39c.png   \n",
            "  inflating: images/966fb0cdbb.png   \n",
            "  inflating: images/2444e83809.png   \n",
            "  inflating: images/9694a662dc.png   \n",
            "  inflating: images/216e2a7492.png   \n",
            "  inflating: images/a56e87840f.png   \n",
            "  inflating: images/e2063ce131.png   \n",
            "  inflating: images/9f459445b6.png   \n",
            "  inflating: images/a6ba9b9f91.png   \n",
            "  inflating: images/91bb8b5dbb.png   \n",
            "  inflating: images/4a39459597.png   \n",
            "  inflating: images/5ecf1f5cb4.png   \n",
            "  inflating: images/fff987cdb3.png   \n",
            "  inflating: images/d67dd7da95.png   \n",
            "  inflating: images/33887a0ae7.png   \n",
            "  inflating: images/60a0ca8d0e.png   \n",
            "  inflating: images/16a9609841.png   \n",
            "  inflating: images/5c8ce5869b.png   \n",
            "  inflating: images/44c8aed146.png   \n",
            "  inflating: images/a1526d3c6e.png   \n",
            "  inflating: images/fba32825cd.png   \n",
            "  inflating: images/df344e0599.png   \n",
            "  inflating: images/5bffe3b52f.png   \n",
            "  inflating: images/e12cd094a6.png   \n",
            "  inflating: images/4776354474.png   \n",
            "  inflating: images/3c6fe4b7ba.png   \n",
            "  inflating: images/0a19821a16.png   \n",
            "  inflating: images/05be526826.png   \n",
            "  inflating: images/b202b6b3d4.png   \n",
            "  inflating: images/5f51a19f9e.png   \n",
            "  inflating: images/4a12baccc4.png   \n",
            "  inflating: images/802df9bb5e.png   \n",
            "  inflating: images/d8fca64ebf.png   \n",
            "  inflating: images/99ee31b5bc.png   \n",
            "  inflating: images/526d63530a.png   \n",
            "  inflating: images/0b73b427d1.png   \n",
            "  inflating: images/8ad8b9b163.png   \n",
            "  inflating: images/2ce9c36a98.png   \n",
            "  inflating: images/7b5d5d40fe.png   \n",
            "  inflating: images/d538594e14.png   \n",
            "  inflating: images/c023a62b96.png   \n",
            "  inflating: images/813d6ad4ba.png   \n",
            "  inflating: images/c5a9c13a77.png   \n",
            "  inflating: images/76761b2a41.png   \n",
            "  inflating: images/52e7de7430.png   \n",
            "  inflating: images/7791af3409.png   \n",
            "  inflating: images/877d1a7ebe.png   \n",
            "  inflating: images/b0a7056a04.png   \n",
            "  inflating: images/9ff59d834b.png   \n",
            "  inflating: images/b7c1e2a377.png   \n",
            "  inflating: images/46bbe12b2c.png   \n",
            "  inflating: images/7f1d5f223c.png   \n",
            "  inflating: images/5f43816c42.png   \n",
            "  inflating: images/9347c39706.png   \n",
            "  inflating: images/1ac4fd8022.png   \n",
            "  inflating: images/e1984bebe3.png   \n",
            "  inflating: images/83558aa4b8.png   \n",
            "  inflating: images/70c92bc80f.png   \n",
            "  inflating: images/b80db32c01.png   \n",
            "  inflating: images/7588e9645a.png   \n",
            "  inflating: images/7488e076ca.png   \n",
            "  inflating: images/0adb490de5.png   \n",
            "  inflating: images/eff595dbcc.png   \n",
            "  inflating: images/3ce41108fe.png   \n",
            "  inflating: images/a5d2da8488.png   \n",
            "  inflating: images/b67c735ff6.png   \n",
            "  inflating: images/657f2c34f7.png   \n",
            "  inflating: images/e10a1a3e81.png   \n",
            "  inflating: images/571b14e631.png   \n",
            "  inflating: images/f6c49acac0.png   \n",
            "  inflating: images/b10fa280bf.png   \n",
            "  inflating: images/03eed26d3e.png   \n",
            "  inflating: images/4a5595076f.png   \n",
            "  inflating: images/fadd6aa446.png   \n",
            "  inflating: images/08f3346b8a.png   \n",
            "  inflating: images/eeecc7ab39.png   \n",
            "  inflating: images/73c6a1ede1.png   \n",
            "  inflating: images/0532916483.png   \n",
            "  inflating: images/8b4189c2a4.png   \n",
            "  inflating: images/ef753a06c7.png   \n",
            "  inflating: images/26000ba320.png   \n",
            "  inflating: images/664e3eb07f.png   \n",
            "  inflating: images/54a3636ba6.png   \n",
            "  inflating: images/1037da2ff7.png   \n",
            "  inflating: images/25bd98aec3.png   \n",
            "  inflating: images/8cbefc189e.png   \n",
            "  inflating: images/25edb9edb3.png   \n",
            "  inflating: images/44425dc49d.png   \n",
            "  inflating: images/9ae45b19d3.png   \n",
            "  inflating: images/f5a0acc480.png   \n",
            "  inflating: images/9539d280a6.png   \n",
            "  inflating: images/938d11586e.png   \n",
            "  inflating: images/77c695369e.png   \n",
            "  inflating: images/ca0d3ea2f5.png   \n",
            "  inflating: images/5aca18a605.png   \n",
            "  inflating: images/a562619124.png   \n",
            "  inflating: images/71d7482240.png   \n",
            "  inflating: images/d2c800e9f5.png   \n",
            "  inflating: images/b12a5a2b61.png   \n",
            "  inflating: images/7beceb5850.png   \n",
            "  inflating: images/1263576548.png   \n",
            "  inflating: images/912b573a9e.png   \n",
            "  inflating: images/6698a570b8.png   \n",
            "  inflating: images/a49edf33ae.png   \n",
            "  inflating: images/c66a9ea31d.png   \n",
            "  inflating: images/aa1c0ba47b.png   \n",
            "  inflating: images/eec46ec66b.png   \n",
            "  inflating: images/4f62a5bb14.png   \n",
            "  inflating: images/3320eb35e4.png   \n",
            "  inflating: images/75efad62c1.png   \n",
            "  inflating: images/ea7425da00.png   \n",
            "  inflating: images/25845ace3d.png   \n",
            "  inflating: images/15d079a8e8.png   \n",
            "  inflating: images/6a7506aa1e.png   \n",
            "  inflating: images/2b30313d2c.png   \n",
            "  inflating: images/c385af3da9.png   \n",
            "  inflating: images/58ad72a266.png   \n",
            "  inflating: images/9cb42834b3.png   \n",
            "  inflating: images/8daa7e48d1.png   \n",
            "  inflating: images/8e93b66386.png   \n",
            "  inflating: images/df811b26b6.png   \n",
            "  inflating: images/0304e9ac37.png   \n",
            "  inflating: images/fc4c223773.png   \n",
            "  inflating: images/56ac0f17be.png   \n",
            "  inflating: images/a4d621da2d.png   \n",
            "  inflating: images/b8ee1d8dbd.png   \n",
            "  inflating: images/558b11d1b8.png   \n",
            "  inflating: images/1b61e02423.png   \n",
            "  inflating: images/40aaac97b1.png   \n",
            "  inflating: images/2a9190ed84.png   \n",
            "  inflating: images/1f50bc7a9f.png   \n",
            "  inflating: images/75c554378e.png   \n",
            "  inflating: images/df56e7aaad.png   \n",
            "  inflating: images/55a49950a0.png   \n",
            "  inflating: images/1825fadf99.png   \n",
            "  inflating: images/6e3c46c2d3.png   \n",
            "  inflating: images/48bb098115.png   \n",
            "  inflating: images/a07f9159e0.png   \n",
            "  inflating: images/1268fbf8c2.png   \n",
            "  inflating: images/fd63516ff4.png   \n",
            "  inflating: images/f1080b61e2.png   \n",
            "  inflating: images/70ca8ebf7b.png   \n",
            "  inflating: images/954502fb12.png   \n",
            "  inflating: images/084d3ed9c8.png   \n",
            "  inflating: images/9a672bfb51.png   \n",
            "  inflating: images/56974f6864.png   \n",
            "  inflating: images/fa50e86a72.png   \n",
            "  inflating: images/93b51f6335.png   \n",
            "  inflating: images/db0238e5c7.png   \n",
            "  inflating: images/1befe1ba44.png   \n",
            "  inflating: images/75eaea4cdb.png   \n",
            "  inflating: images/f7380099f6.png   \n",
            "  inflating: images/026f97575b.png   \n",
            "  inflating: images/7c6a2df039.png   \n",
            "  inflating: images/fd949b5ab7.png   \n",
            "  inflating: images/6dfaae4996.png   \n",
            "  inflating: images/1fba03699e.png   \n",
            "  inflating: images/f45dbe6541.png   \n",
            "  inflating: images/86365721e2.png   \n",
            "  inflating: images/deaa0ab2b8.png   \n",
            "  inflating: images/932529c83d.png   \n",
            "  inflating: images/5081bad441.png   \n",
            "  inflating: images/9e64fc57aa.png   \n",
            "  inflating: images/2b2fc71ee1.png   \n",
            "  inflating: images/1751290ca2.png   \n",
            "  inflating: images/7a0f1e9b45.png   \n",
            "  inflating: images/84eb2c400b.png   \n",
            "  inflating: images/c27409a765.png   \n",
            "  inflating: images/5f7c5c59f5.png   \n",
            "  inflating: images/f841c6dee7.png   \n",
            "  inflating: images/f0228a88de.png   \n",
            "  inflating: images/0ae08cc1b2.png   \n",
            "  inflating: images/fb47e8e74e.png   \n",
            "  inflating: images/393048bc6c.png   \n",
            "  inflating: images/9053aa6508.png   \n",
            "  inflating: images/35f3cb48d6.png   \n",
            "  inflating: images/0f4637e4b7.png   \n",
            "  inflating: images/96cc5caec0.png   \n",
            "  inflating: images/174b478747.png   \n",
            "  inflating: images/1d9f4e875a.png   \n",
            "  inflating: images/a05ae39815.png   \n",
            "  inflating: images/a1dae195e7.png   \n",
            "  inflating: images/c5327d784b.png   \n",
            "  inflating: images/f9fc7746fb.png   \n",
            "  inflating: images/d7e6e1323a.png   \n",
            "  inflating: images/7e138bf911.png   \n",
            "  inflating: images/ed081aa065.png   \n",
            "  inflating: images/07a81dccdc.png   \n",
            "  inflating: images/1a5c093750.png   \n",
            "  inflating: images/543acdb5f7.png   \n",
            "  inflating: images/a00d2b180c.png   \n",
            "  inflating: images/728917ca07.png   \n",
            "  inflating: images/f75842e215.png   \n",
            "  inflating: images/5ffd928d1e.png   \n",
            "  inflating: images/060f14fcee.png   \n",
            "  inflating: images/4b15912a41.png   \n",
            "  inflating: images/b6604d4bd6.png   \n",
            "  inflating: images/23c72b10cb.png   \n",
            "  inflating: images/010ee525b6.png   \n",
            "  inflating: images/ca511bc319.png   \n",
            "  inflating: images/7d9f0dacd0.png   \n",
            "  inflating: images/8a02b4a1b7.png   \n",
            "  inflating: images/d531fa41aa.png   \n",
            "  inflating: images/3e3431be2f.png   \n",
            "  inflating: images/ec649a86b2.png   \n",
            "  inflating: images/5b3b86341f.png   \n",
            "  inflating: images/62f822b156.png   \n",
            "  inflating: images/55111519ec.png   \n",
            "  inflating: images/96998d1ad9.png   \n",
            "  inflating: images/d4e9588d7c.png   \n",
            "  inflating: images/0ebe3ee1ad.png   \n",
            "  inflating: images/05f09b380c.png   \n",
            "  inflating: images/08c2070b20.png   \n",
            "  inflating: images/74fa9386ae.png   \n",
            "  inflating: images/6285015437.png   \n",
            "  inflating: images/e63196d890.png   \n",
            "  inflating: images/1075fa3200.png   \n",
            "  inflating: images/5bbcd70d2f.png   \n",
            "  inflating: images/38c0d9ca8e.png   \n",
            "  inflating: images/bcbe3c0ee2.png   \n",
            "  inflating: images/fa25724a62.png   \n",
            "  inflating: images/5d752d6d4a.png   \n",
            "  inflating: images/da94055b53.png   \n",
            "  inflating: images/740d34befe.png   \n",
            "  inflating: images/0898e36ee6.png   \n",
            "  inflating: images/bf73cacab5.png   \n",
            "  inflating: images/d61e5c8296.png   \n",
            "  inflating: images/af296d1c0a.png   \n",
            "  inflating: images/5c87971507.png   \n",
            "  inflating: images/f9a3d103d7.png   \n",
            "  inflating: images/a9df598e16.png   \n",
            "  inflating: images/2bd913a165.png   \n",
            "  inflating: images/919bc0e2ba.png   \n",
            "  inflating: images/d56050d3ab.png   \n",
            "  inflating: images/16b2119ffa.png   \n",
            "  inflating: images/7d14f8cfe3.png   \n",
            "  inflating: images/58777a8c79.png   \n",
            "  inflating: images/61cfb43abf.png   \n",
            "  inflating: images/7242ab00b6.png   \n",
            "  inflating: images/f59821d067.png   \n",
            "  inflating: images/4cfee4b097.png   \n",
            "  inflating: images/13fb17bf13.png   \n",
            "  inflating: images/07fef26d18.png   \n",
            "  inflating: images/6b95bc6c5f.png   \n",
            "  inflating: images/7b815ae7fb.png   \n",
            "  inflating: images/db548fd037.png   \n",
            "  inflating: images/ba836c5ae1.png   \n",
            "  inflating: images/0d3b5ec2a8.png   \n",
            "  inflating: images/d0aeb260e8.png   \n",
            "  inflating: images/be4db8ff8a.png   \n",
            "  inflating: images/f712d8b870.png   \n",
            "  inflating: images/c42abd17f3.png   \n",
            "  inflating: images/d0e720b57b.png   \n",
            "  inflating: images/7af84fef71.png   \n",
            "  inflating: images/a54d582262.png   \n",
            "  inflating: images/97a653e83c.png   \n",
            "  inflating: images/aba57f0f2c.png   \n",
            "  inflating: images/4520536c03.png   \n",
            "  inflating: images/84e23dba29.png   \n",
            "  inflating: images/7f5914b74a.png   \n",
            "  inflating: images/9a1fbef3e3.png   \n",
            "  inflating: images/be6cf5cf86.png   \n",
            "  inflating: images/86866ba71d.png   \n",
            "  inflating: images/9dde6475f9.png   \n",
            "  inflating: images/e23a93a95e.png   \n",
            "  inflating: images/69cddf572c.png   \n",
            "  inflating: images/39dd1c43bd.png   \n",
            "  inflating: images/7a25e51377.png   \n",
            "  inflating: images/6c0a545d06.png   \n",
            "  inflating: images/9ca1ebe351.png   \n",
            "  inflating: images/981f73e811.png   \n",
            "  inflating: images/9a6c280d8d.png   \n",
            "  inflating: images/59092e355d.png   \n",
            "  inflating: images/b6804bfa43.png   \n",
            "  inflating: images/6150f39f8d.png   \n",
            "  inflating: images/90a57bacf0.png   \n",
            "  inflating: images/dcca025cc6.png   \n",
            "  inflating: images/fe11d93a24.png   \n",
            "  inflating: images/1a2918c9b4.png   \n",
            "  inflating: images/96aeb8d018.png   \n",
            "  inflating: images/2a5805ad13.png   \n",
            "  inflating: images/17e67f9ce4.png   \n",
            "  inflating: images/1ad2135efa.png   \n",
            "  inflating: images/0841984941.png   \n",
            "  inflating: images/75e041fbd8.png   \n",
            "  inflating: images/bebae78c6a.png   \n",
            "  inflating: images/fdb7d132be.png   \n",
            "  inflating: images/06c2c49688.png   \n",
            "  inflating: images/80363d0458.png   \n",
            "  inflating: images/1e4c96a9cd.png   \n",
            "  inflating: images/5b217529e7.png   \n",
            "  inflating: images/58d62862fa.png   \n",
            "  inflating: images/7aebdeb9a7.png   \n",
            "  inflating: images/321f21e02f.png   \n",
            "  inflating: images/7972b70832.png   \n",
            "  inflating: images/1b71d67404.png   \n",
            "  inflating: images/f64190c47e.png   \n",
            "  inflating: images/c39f317ad0.png   \n",
            "  inflating: images/967d30a3fd.png   \n",
            "  inflating: images/c4ed7cdb1c.png   \n",
            "  inflating: images/8f5af7f42a.png   \n",
            "  inflating: images/4ee5d2c629.png   \n",
            "  inflating: images/72c2499de9.png   \n",
            "  inflating: images/eb5e2a6b3a.png   \n",
            "  inflating: images/fb44090bc7.png   \n",
            "  inflating: images/fbc98aedc0.png   \n",
            "  inflating: images/e82162c83c.png   \n",
            "  inflating: images/e6ac2a35cd.png   \n",
            "  inflating: images/f2259e86f4.png   \n",
            "  inflating: images/358b9acfb5.png   \n",
            "  inflating: images/6c4568e51c.png   \n",
            "  inflating: images/88a4200cec.png   \n",
            "  inflating: images/4b873df7a2.png   \n",
            "  inflating: images/340fe814a3.png   \n",
            "  inflating: images/848c9d1a6a.png   \n",
            "  inflating: images/3f76f25042.png   \n",
            "  inflating: images/691dc0bc42.png   \n",
            "  inflating: images/dc4bf302e8.png   \n",
            "  inflating: images/bce4cdea7f.png   \n",
            "  inflating: images/000e218f21.png   \n",
            "  inflating: images/58135d5189.png   \n",
            "  inflating: images/e02ae4f371.png   \n",
            "  inflating: images/69bb149e2d.png   \n",
            "  inflating: images/ac931ace49.png   \n",
            "  inflating: images/670d9655d5.png   \n",
            "  inflating: images/3de0c773e1.png   \n",
            "  inflating: images/b15313d4e8.png   \n",
            "  inflating: images/6d8a8e2e6d.png   \n",
            "  inflating: images/86a772adb1.png   \n",
            "  inflating: images/b57e98a275.png   \n",
            "  inflating: images/89ba98210c.png   \n",
            "  inflating: images/590e6bdbef.png   \n",
            "  inflating: images/f2598805e6.png   \n",
            "  inflating: images/fd998a993b.png   \n",
            "  inflating: images/466030918d.png   \n",
            "  inflating: images/89ad7a93d6.png   \n",
            "  inflating: images/8c1d0929a2.png   \n",
            "  inflating: images/cb974e60ca.png   \n",
            "  inflating: images/c2973c16f1.png   \n",
            "  inflating: images/62e608259a.png   \n",
            "  inflating: images/febd1d2a67.png   \n",
            "  inflating: images/ac03463615.png   \n",
            "  inflating: images/c073b8930c.png   \n",
            "  inflating: images/5701bbfe46.png   \n",
            "  inflating: images/395726930f.png   \n",
            "  inflating: images/4a5dd4ab45.png   \n",
            "  inflating: images/42758bb41a.png   \n",
            "  inflating: images/70d9a282d1.png   \n",
            "  inflating: images/4bd876a71c.png   \n",
            "  inflating: images/98b1f3fb9c.png   \n",
            "  inflating: images/b8c3ca0fab.png   \n",
            "  inflating: images/0f5ada4dc3.png   \n",
            "  inflating: images/f2c869e655.png   \n",
            "  inflating: images/589e94265a.png   \n",
            "  inflating: images/4fd99d2b52.png   \n",
            "  inflating: images/05d9351a35.png   \n",
            "  inflating: images/428a877104.png   \n",
            "  inflating: images/fd4741392b.png   \n",
            "  inflating: images/1ebc029ba0.png   \n",
            "  inflating: images/992572448c.png   \n",
            "  inflating: images/7ab70da99b.png   \n",
            "  inflating: images/cff87534c4.png   \n",
            "  inflating: images/065ce5590e.png   \n",
            "  inflating: images/bf72590547.png   \n",
            "  inflating: images/4e7d4502bc.png   \n",
            "  inflating: images/697af33de9.png   \n",
            "  inflating: images/6f79e6d54b.png   \n",
            "  inflating: images/63193879b4.png   \n",
            "  inflating: images/3822f73c1c.png   \n",
            "  inflating: images/1ad819c49a.png   \n",
            "  inflating: images/99bc5efa33.png   \n",
            "  inflating: images/9382a047a8.png   \n",
            "  inflating: images/04f7a73f2b.png   \n",
            "  inflating: images/fba91bfec8.png   \n",
            "  inflating: images/30badffdd5.png   \n",
            "  inflating: images/5103df3d79.png   \n",
            "  inflating: images/c69962cd9d.png   \n",
            "  inflating: images/cc15d94784.png   \n",
            "  inflating: images/415eb5b72c.png   \n",
            "  inflating: images/126f253739.png   \n",
            "  inflating: images/cd292b7c8d.png   \n",
            "  inflating: images/6252a820da.png   \n",
            "  inflating: images/340c808130.png   \n",
            "  inflating: images/d2bd2fe97f.png   \n",
            "  inflating: images/d3f2336daf.png   \n",
            "  inflating: images/98870eab9e.png   \n",
            "  inflating: images/9466e21e0d.png   \n",
            "  inflating: images/0822e176b2.png   \n",
            "  inflating: images/b6aa5c7ab4.png   \n",
            "  inflating: images/a33e7de189.png   \n",
            "  inflating: images/42b9ff31aa.png   \n",
            "  inflating: images/590f7ae6e7.png   \n",
            "  inflating: images/fff6522bd1.png   \n",
            "  inflating: images/4e5d643b2f.png   \n",
            "  inflating: images/c56524ded9.png   \n",
            "  inflating: images/3358462c1b.png   \n",
            "  inflating: images/c58b6277c7.png   \n",
            "  inflating: images/b221ece24b.png   \n",
            "  inflating: images/b342a4959d.png   \n",
            "  inflating: images/87cf2c6542.png   \n",
            "  inflating: images/930a21d485.png   \n",
            "  inflating: images/6272ae54bc.png   \n",
            "  inflating: images/2010b17cf6.png   \n",
            "  inflating: images/053a6f6704.png   \n",
            "  inflating: images/770af4e501.png   \n",
            "  inflating: images/7c41f727b9.png   \n",
            "  inflating: images/3dc4b77bb5.png   \n",
            "  inflating: images/ef03d3e2fa.png   \n",
            "  inflating: images/cd2046479c.png   \n",
            "  inflating: images/1d0a131f99.png   \n",
            "  inflating: images/363a171d90.png   \n",
            "  inflating: images/a149b73993.png   \n",
            "  inflating: images/e3349e2125.png   \n",
            "  inflating: images/4c7f2b2c18.png   \n",
            "  inflating: images/fe801cdc47.png   \n",
            "  inflating: images/28a9c6e5fe.png   \n",
            "  inflating: images/5c70da6c2d.png   \n",
            "  inflating: images/753371cca5.png   \n",
            "  inflating: images/3662fffe30.png   \n",
            "  inflating: images/d629a56d3c.png   \n",
            "  inflating: images/82c340f4e5.png   \n",
            "  inflating: images/923249032c.png   \n",
            "  inflating: images/7e78a47cee.png   \n",
            "  inflating: images/258a5db63e.png   \n",
            "  inflating: images/12d09b9fa4.png   \n",
            "  inflating: images/190ea39ec4.png   \n",
            "  inflating: images/754cfc4b80.png   \n",
            "  inflating: images/d9457c3b1c.png   \n",
            "  inflating: images/eabe9337a9.png   \n",
            "  inflating: images/107f1047c1.png   \n",
            "  inflating: images/f503aaf699.png   \n",
            "  inflating: images/a7a87180a3.png   \n",
            "  inflating: images/12a953a079.png   \n",
            "  inflating: images/caa039b231.png   \n",
            "  inflating: images/2c3c64402e.png   \n",
            "  inflating: images/99bf605daa.png   \n",
            "  inflating: images/ab18a0a7fa.png   \n",
            "  inflating: images/351ea99ec3.png   \n",
            "  inflating: images/8a55cca47a.png   \n",
            "  inflating: images/8620f40403.png   \n",
            "  inflating: images/90d2cdb32d.png   \n",
            "  inflating: images/5fa87fc4cd.png   \n",
            "  inflating: images/a60daba969.png   \n",
            "  inflating: images/42a3baf571.png   \n",
            "  inflating: images/0f20f0242c.png   \n",
            "  inflating: images/65e01bd65f.png   \n",
            "  inflating: images/8d89d465fc.png   \n",
            "  inflating: images/a19dbb48cd.png   \n",
            "  inflating: images/d0244d6c38.png   \n",
            "  inflating: images/57e394bc67.png   \n",
            "  inflating: images/eb3a40225e.png   \n",
            "  inflating: images/34205cc12b.png   \n",
            "  inflating: images/b33d57c4be.png   \n",
            "  inflating: images/b39fe87a25.png   \n",
            "  inflating: images/6e3bb2a882.png   \n",
            "  inflating: images/70c082d59e.png   \n",
            "  inflating: images/e6674212ce.png   \n",
            "  inflating: images/89340d64ab.png   \n",
            "  inflating: images/104ce199d8.png   \n",
            "  inflating: images/d62ad254c6.png   \n",
            "  inflating: images/fb903c3b68.png   \n",
            "  inflating: images/9447159eb7.png   \n",
            "  inflating: images/963210b127.png   \n",
            "  inflating: images/a1fe3de7bb.png   \n",
            "  inflating: images/a1e3e1af04.png   \n",
            "  inflating: images/8c477d6abf.png   \n",
            "  inflating: images/c82ae5f941.png   \n",
            "  inflating: images/a33ef5ed68.png   \n",
            "  inflating: images/b9fe322e38.png   \n",
            "  inflating: images/9f07d6a050.png   \n",
            "  inflating: images/154948ae6d.png   \n",
            "  inflating: images/32273eef45.png   \n",
            "  inflating: images/9d173ec22a.png   \n",
            "  inflating: images/9fe707f837.png   \n",
            "  inflating: images/c98dfd50ba.png   \n",
            "  inflating: images/56a4e5c1e5.png   \n",
            "  inflating: images/726a0d854d.png   \n",
            "  inflating: images/84e305da04.png   \n",
            "  inflating: images/9db11d4414.png   \n",
            "  inflating: images/ef58213c9b.png   \n",
            "  inflating: images/e0f030eb66.png   \n",
            "  inflating: images/f6576d4cbe.png   \n",
            "  inflating: images/e2e4fcf83e.png   \n",
            "  inflating: images/e099e54eee.png   \n",
            "  inflating: images/4336ac847e.png   \n",
            "  inflating: images/cb677fab7a.png   \n",
            "  inflating: images/28f6f52c8f.png   \n",
            "  inflating: images/937ea43a65.png   \n",
            "  inflating: images/ee94d2281f.png   \n",
            "  inflating: images/25c415e373.png   \n",
            "  inflating: images/6d69267940.png   \n",
            "  inflating: images/c100d07aa9.png   \n",
            "  inflating: images/725d92524a.png   \n",
            "  inflating: images/7c9c01ebe8.png   \n",
            "  inflating: images/4f30a97219.png   \n",
            "  inflating: images/86f2fd7025.png   \n",
            "  inflating: images/d9e45a7fab.png   \n",
            "  inflating: images/1bf062bda2.png   \n",
            "  inflating: images/ebd623bfc6.png   \n",
            "  inflating: images/e813f3d1bf.png   \n",
            "  inflating: images/d916ac7864.png   \n",
            "  inflating: images/7576015468.png   \n",
            "  inflating: images/c4a681819d.png   \n",
            "  inflating: images/eb4fa16734.png   \n",
            "  inflating: images/ad6fe18943.png   \n",
            "  inflating: images/638d8572e9.png   \n",
            "  inflating: images/c0ef23e386.png   \n",
            "  inflating: images/9678fb935e.png   \n",
            "  inflating: images/ba045610d1.png   \n",
            "  inflating: images/d274664a41.png   \n",
            "  inflating: images/809ce44053.png   \n",
            "  inflating: images/dce4c70a99.png   \n",
            "  inflating: images/5fabfdc0b6.png   \n",
            "  inflating: images/b749a000ea.png   \n",
            "  inflating: images/57293a65d5.png   \n",
            "  inflating: images/bdb45f92c7.png   \n",
            "  inflating: images/d3b6c08868.png   \n",
            "  inflating: images/20b11dcfb8.png   \n",
            "  inflating: images/16bee00afc.png   \n",
            "  inflating: images/92c91d1494.png   \n",
            "  inflating: images/430ef30e87.png   \n",
            "  inflating: images/2bd87e0587.png   \n",
            "  inflating: images/c4b05c2eaa.png   \n",
            "  inflating: images/a70b2204f0.png   \n",
            "  inflating: images/458a05615e.png   \n",
            "  inflating: images/a21afccc50.png   \n",
            "  inflating: images/734df57cdf.png   \n",
            "  inflating: images/d752eaa82a.png   \n",
            "  inflating: images/182bfc6862.png   \n",
            "  inflating: images/0f9977b1dd.png   \n",
            "  inflating: images/d0d908374e.png   \n",
            "  inflating: images/32062fff08.png   \n",
            "  inflating: images/729c382e20.png   \n",
            "  inflating: images/40d01e18a0.png   \n",
            "  inflating: images/ea3cdbd7cd.png   \n",
            "  inflating: images/f083e6692d.png   \n",
            "  inflating: images/14dcf18fb6.png   \n",
            "  inflating: images/aedad85e8c.png   \n",
            "  inflating: images/5489a9e706.png   \n",
            "  inflating: images/ffce5bbb9a.png   \n",
            "  inflating: images/230b98e713.png   \n",
            "  inflating: images/bd7b74689d.png   \n",
            "  inflating: images/f409d55fee.png   \n",
            "  inflating: images/bf294b9661.png   \n",
            "  inflating: images/55f1ea73b3.png   \n",
            "  inflating: images/808cbefd71.png   \n",
            "  inflating: images/09541ce79b.png   \n",
            "  inflating: images/f0e7e06354.png   \n",
            "  inflating: images/bfd1d7caa1.png   \n",
            "  inflating: images/041925f04c.png   \n",
            "  inflating: images/61321814ce.png   \n",
            "  inflating: images/1b2daa0f13.png   \n",
            "  inflating: images/08993551ae.png   \n",
            "  inflating: images/b8f92fbe45.png   \n",
            "  inflating: images/624bd59549.png   \n",
            "  inflating: images/edc9fb3512.png   \n",
            "  inflating: images/fde2b51fb2.png   \n",
            "  inflating: images/361d5e6834.png   \n",
            "  inflating: images/92a6b22052.png   \n",
            "  inflating: images/6ab003835b.png   \n",
            "  inflating: images/5677f991b7.png   \n",
            "  inflating: images/396ae389d8.png   \n",
            "  inflating: images/c59e5f46c0.png   \n",
            "  inflating: images/572cb220d2.png   \n",
            "  inflating: images/7e7276d088.png   \n",
            "  inflating: images/5aa0015d15.png   \n",
            "  inflating: images/f454efbd20.png   \n",
            "  inflating: images/0bed5f2ace.png   \n",
            "  inflating: images/5f1aa014c5.png   \n",
            "  inflating: images/bedb558d15.png   \n",
            "  inflating: images/da0f021c5b.png   \n",
            "  inflating: images/f2f67e14a6.png   \n",
            "  inflating: images/255e6ef6a9.png   \n",
            "  inflating: images/653c7e9f6c.png   \n",
            "  inflating: images/77acb619e7.png   \n",
            "  inflating: images/a6625b8937.png   \n",
            "  inflating: images/65eca0ad70.png   \n",
            "  inflating: images/de7af15747.png   \n",
            "  inflating: images/c756ff4e1f.png   \n",
            "  inflating: images/b3396387a6.png   \n",
            "  inflating: images/7f0ee9c30a.png   \n",
            "  inflating: images/33820f50d8.png   \n",
            "  inflating: images/8e48de3b3b.png   \n",
            "  inflating: images/5ce554e890.png   \n",
            "  inflating: images/db32e0961b.png   \n",
            "  inflating: images/38ed2aa7cb.png   \n",
            "  inflating: images/90704ffe69.png   \n",
            "  inflating: images/ec5afeae66.png   \n",
            "  inflating: images/8f39d964c3.png   \n",
            "  inflating: images/27d0d9af30.png   \n",
            "  inflating: images/8ae916bb5c.png   \n",
            "  inflating: images/ab6dfe07be.png   \n",
            "  inflating: images/8d4ba8fd28.png   \n",
            "  inflating: images/0aabdb423e.png   \n",
            "  inflating: images/06d3201dd0.png   \n",
            "  inflating: images/a07c1fd090.png   \n",
            "  inflating: images/98c6496076.png   \n",
            "  inflating: images/9c08332067.png   \n",
            "  inflating: images/e0b778dacd.png   \n",
            "  inflating: images/e96a030ded.png   \n",
            "  inflating: images/c1c5602088.png   \n",
            "  inflating: images/e5a22d144d.png   \n",
            "  inflating: images/098c5f3e75.png   \n",
            "  inflating: images/c8adc706f5.png   \n",
            "  inflating: images/b9fd9429e3.png   \n",
            "  inflating: images/ec3130dd0b.png   \n",
            "  inflating: images/877f9dd0a7.png   \n",
            "  inflating: images/3fe0ac38f0.png   \n",
            "  inflating: images/f950879320.png   \n",
            "  inflating: images/ec406285e8.png   \n",
            "  inflating: images/5b2282b51e.png   \n",
            "  inflating: images/cae4ec68c0.png   \n",
            "  inflating: images/e1280ddc3c.png   \n",
            "  inflating: images/6f19d11809.png   \n",
            "  inflating: images/abfed46705.png   \n",
            "  inflating: images/75d0e44b1c.png   \n",
            "  inflating: images/a659530342.png   \n",
            "  inflating: images/155bcd4b4d.png   \n",
            "  inflating: images/17c6355815.png   \n",
            "  inflating: images/7ec64d2b8e.png   \n",
            "  inflating: images/082d2910a8.png   \n",
            "  inflating: images/331ec135dd.png   \n",
            "  inflating: images/103713e20d.png   \n",
            "  inflating: images/a554d2d4a3.png   \n",
            "  inflating: images/56ced19ad6.png   \n",
            "  inflating: images/6957579961.png   \n",
            "  inflating: images/9f0ebbd210.png   \n",
            "  inflating: images/72ef4718f3.png   \n",
            "  inflating: images/ad297bfd03.png   \n",
            "  inflating: images/2a71003f75.png   \n",
            "  inflating: images/7ed79f8f56.png   \n",
            "  inflating: images/d0e8c9833f.png   \n",
            "  inflating: images/4210e9e5d3.png   \n",
            "  inflating: images/1f9dcb9a1f.png   \n",
            "  inflating: images/cabe5c94b2.png   \n",
            "  inflating: images/d30e73de0c.png   \n",
            "  inflating: images/8ec207d7df.png   \n",
            "  inflating: images/d422a9eb8f.png   \n",
            "  inflating: images/960f92cf81.png   \n",
            "  inflating: images/ff24769ea3.png   \n",
            "  inflating: images/5e09ef27a6.png   \n",
            "  inflating: images/608567ed23.png   \n",
            "  inflating: images/1bebafb9f3.png   \n",
            "  inflating: images/10f3d01ddb.png   \n",
            "  inflating: images/18ac660fbb.png   \n",
            "  inflating: images/3391f0befc.png   \n",
            "  inflating: images/6d1afa9d46.png   \n",
            "  inflating: images/7e40cdf1f3.png   \n",
            "  inflating: images/97a10a3ba0.png   \n",
            "  inflating: images/e843caea8f.png   \n",
            "  inflating: images/884cd7af00.png   \n",
            "  inflating: images/6d93c0a95e.png   \n",
            "  inflating: images/e2810cc777.png   \n",
            "  inflating: images/adf2a57778.png   \n",
            "  inflating: images/95bdc8b506.png   \n",
            "  inflating: images/e437c3912d.png   \n",
            "  inflating: images/c42d63b0e6.png   \n",
            "  inflating: images/7cbfebdf9d.png   \n",
            "  inflating: images/0589f557d7.png   \n",
            "  inflating: images/30082e87d9.png   \n",
            "  inflating: images/bb9af788f8.png   \n",
            "  inflating: images/c9da9c3d42.png   \n",
            "  inflating: images/4f349b5ab8.png   \n",
            "  inflating: images/3a5e5f4202.png   \n",
            "  inflating: images/488f5f133e.png   \n",
            "  inflating: images/43a9c21cea.png   \n",
            "  inflating: images/3a3e1e824d.png   \n",
            "  inflating: images/a78e36d77b.png   \n",
            "  inflating: images/5395202313.png   \n",
            "  inflating: images/c8404c2d4f.png   \n",
            "  inflating: images/e8f3e42b14.png   \n",
            "  inflating: images/3e84576386.png   \n",
            "  inflating: images/ffe228a7e3.png   \n",
            "  inflating: images/0c19639aeb.png   \n",
            "  inflating: images/81491224d7.png   \n",
            "  inflating: images/cf241124b1.png   \n",
            "  inflating: images/5cb2496125.png   \n",
            "  inflating: images/54dd4658d1.png   \n",
            "  inflating: images/060cdfded5.png   \n",
            "  inflating: images/71a7c521ef.png   \n",
            "  inflating: images/9790f7880b.png   \n",
            "  inflating: images/5d7424eab2.png   \n",
            "  inflating: images/9a4b15919d.png   \n",
            "  inflating: images/d1c9be7e25.png   \n",
            "  inflating: images/4a11c0f4ad.png   \n",
            "  inflating: images/c7f54785b8.png   \n",
            "  inflating: images/a1b5786252.png   \n",
            "  inflating: images/3d6d400816.png   \n",
            "  inflating: images/18b26e968c.png   \n",
            "  inflating: images/8650153427.png   \n",
            "  inflating: images/d567ba2b49.png   \n",
            "  inflating: images/bc3156b1e4.png   \n",
            "  inflating: images/27870bb184.png   \n",
            "  inflating: images/1b073494ab.png   \n",
            "  inflating: images/e4be64c1fb.png   \n",
            "  inflating: images/6d46f994ac.png   \n",
            "  inflating: images/8693030eb3.png   \n",
            "  inflating: images/a5805697c1.png   \n",
            "  inflating: images/999cb0ea3b.png   \n",
            "  inflating: images/590e32af63.png   \n",
            "  inflating: images/fb1e8578cf.png   \n",
            "  inflating: images/c95d3f1510.png   \n",
            "  inflating: images/a8bfe7072c.png   \n",
            "  inflating: images/543f5887a2.png   \n",
            "  inflating: images/ff8bf1417c.png   \n",
            "  inflating: images/8612ca9286.png   \n",
            "  inflating: images/edfe5ae3ef.png   \n",
            "  inflating: images/de5a329823.png   \n",
            "  inflating: images/a7000441e9.png   \n",
            "  inflating: images/a163126d96.png   \n",
            "  inflating: images/ad93d35798.png   \n",
            "  inflating: images/26a76b910c.png   \n",
            "  inflating: images/8329ec9395.png   \n",
            "  inflating: images/6c91546a57.png   \n",
            "  inflating: images/30cb1002fb.png   \n",
            "  inflating: images/432b8b6a71.png   \n",
            "  inflating: images/6ddd6a2ec1.png   \n",
            "  inflating: images/c2e9f328e3.png   \n",
            "  inflating: images/a6c2605919.png   \n",
            "  inflating: images/1d4e60eafa.png   \n",
            "  inflating: images/2d7a83381c.png   \n",
            "  inflating: images/8023f35b58.png   \n",
            "  inflating: images/343b0359b5.png   \n",
            "  inflating: images/0b45bde756.png   \n",
            "  inflating: images/681ee85a7b.png   \n",
            "  inflating: images/b183b2ddc4.png   \n",
            "  inflating: images/dfe111dace.png   \n",
            "  inflating: images/d9d7716b7a.png   \n",
            "  inflating: images/3a3281b37d.png   \n",
            "  inflating: images/d6e2bb1586.png   \n",
            "  inflating: images/3187bf5c2d.png   \n",
            "  inflating: images/578b502c6d.png   \n",
            "  inflating: images/63bed65d65.png   \n",
            "  inflating: images/ba4781de48.png   \n",
            "  inflating: images/a5471f53d8.png   \n",
            "  inflating: images/9ccf9ff1c3.png   \n",
            "  inflating: images/4ad2ddacfc.png   \n",
            "  inflating: images/39a5b5f33a.png   \n",
            "  inflating: images/0faaf196b4.png   \n",
            "  inflating: images/38e018ea0f.png   \n",
            "  inflating: images/1804a4c064.png   \n",
            "  inflating: images/6a0f5a8b42.png   \n",
            "  inflating: images/75d70e2411.png   \n",
            "  inflating: images/cf706fb35a.png   \n",
            "  inflating: images/88a5c49514.png   \n",
            "  inflating: images/e667f4d290.png   \n",
            "  inflating: images/956c91fe94.png   \n",
            "  inflating: images/8bf499cb0c.png   \n",
            "  inflating: images/4ac19fb269.png   \n",
            "  inflating: images/23b7bf14c5.png   \n",
            "  inflating: images/cdc7d77e77.png   \n",
            "  inflating: images/0be923c49b.png   \n",
            "  inflating: images/023d486fba.png   \n",
            "  inflating: images/abe36055e8.png   \n",
            "  inflating: images/d00d1ea52b.png   \n",
            "  inflating: images/09b9330300.png   \n",
            "  inflating: images/c23d957c59.png   \n",
            "  inflating: images/6c40978ddf.png   \n",
            "  inflating: images/b6f907680a.png   \n",
            "  inflating: images/1937cfedc5.png   \n",
            "  inflating: images/27ec51c877.png   \n",
            "  inflating: images/bfac8e63cb.png   \n",
            "  inflating: images/a27e64c2f7.png   \n",
            "  inflating: images/91dfba8133.png   \n",
            "  inflating: images/c353af5098.png   \n",
            "  inflating: images/b07fc3b87c.png   \n",
            "  inflating: images/71f724c7ef.png   \n",
            "  inflating: images/b3ad13d9e9.png   \n",
            "  inflating: images/f170afca54.png   \n",
            "  inflating: images/8dc946b34d.png   \n",
            "  inflating: images/1621c14879.png   \n",
            "  inflating: images/27c45fef01.png   \n",
            "  inflating: images/498d327724.png   \n",
            "  inflating: images/0829b44678.png   \n",
            "  inflating: images/c313a1ad7d.png   \n",
            "  inflating: images/35ba6f2faf.png   \n",
            "  inflating: images/ec5db065d9.png   \n",
            "  inflating: images/24c102ca1f.png   \n",
            "  inflating: images/9a48617407.png   \n",
            "  inflating: images/a52d7a6cd8.png   \n",
            "  inflating: images/58f752db3b.png   \n",
            "  inflating: images/0aea45ba8f.png   \n",
            "  inflating: images/21ec084221.png   \n",
            "  inflating: images/063cf2a23a.png   \n",
            "  inflating: images/b448f0fae6.png   \n",
            "  inflating: images/0e63d9a8b4.png   \n",
            "  inflating: images/fb9b58527c.png   \n",
            "  inflating: images/a708e52d7c.png   \n",
            "  inflating: images/17bb0d4b3e.png   \n",
            "  inflating: images/4b3502ca99.png   \n",
            "  inflating: images/ae6ea6e613.png   \n",
            "  inflating: images/3b2f902ec6.png   \n",
            "  inflating: images/f4784e4f1f.png   \n",
            "  inflating: images/f9645c1acf.png   \n",
            "  inflating: images/b833fdb882.png   \n",
            "  inflating: images/d9d06aa699.png   \n",
            "  inflating: images/8d28e714e3.png   \n",
            "  inflating: images/5d07e84138.png   \n",
            "  inflating: images/e1bd09e50b.png   \n",
            "  inflating: images/83967f4314.png   \n",
            "  inflating: images/500683ce7e.png   \n",
            "  inflating: images/f52c144f24.png   \n",
            "  inflating: images/df8d9625c0.png   \n",
            "  inflating: images/a7fa6dd049.png   \n",
            "  inflating: images/15d76f1672.png   \n",
            "  inflating: images/d82b80a555.png   \n",
            "  inflating: images/4bb8260218.png   \n",
            "  inflating: images/b9afd7b728.png   \n",
            "  inflating: images/59dabe134f.png   \n",
            "  inflating: images/ab72556c51.png   \n",
            "  inflating: images/66e922c8d6.png   \n",
            "  inflating: images/668b41c03e.png   \n",
            "  inflating: images/0f02cec809.png   \n",
            "  inflating: images/7769e240f0.png   \n",
            "  inflating: images/cd6140444f.png   \n",
            "  inflating: images/f6009f764c.png   \n",
            "  inflating: images/65ef110246.png   \n",
            "  inflating: images/4ebed82264.png   \n",
            "  inflating: images/575d24d81d.png   \n",
            "  inflating: images/b42ffc97d4.png   \n",
            "  inflating: images/d353a74b66.png   \n",
            "  inflating: images/65d05b81c6.png   \n",
            "  inflating: images/71d10659ad.png   \n",
            "  inflating: images/2f35ac4b87.png   \n",
            "  inflating: images/ad6e3961d4.png   \n",
            "  inflating: images/bbf8c7968a.png   \n",
            "  inflating: images/eaeb630ff4.png   \n",
            "  inflating: images/89097ab99b.png   \n",
            "  inflating: images/1cb4733828.png   \n",
            "  inflating: images/a5c6cde207.png   \n",
            "  inflating: images/c00c4b8814.png   \n",
            "  inflating: images/09f0f1f414.png   \n",
            "  inflating: images/c4ee594685.png   \n",
            "  inflating: images/a112a63d2d.png   \n",
            "  inflating: images/9ad32f3c66.png   \n",
            "  inflating: images/1a8a17f220.png   \n",
            "  inflating: images/6d593a19d1.png   \n",
            "  inflating: images/5c297b5dcd.png   \n",
            "  inflating: images/b5850af687.png   \n",
            "  inflating: images/1e2bad4d81.png   \n",
            "  inflating: images/dd9a94a797.png   \n",
            "  inflating: images/53b480e29f.png   \n",
            "  inflating: images/30e4d22141.png   \n",
            "  inflating: images/b45ad3932e.png   \n",
            "  inflating: images/503aba826b.png   \n",
            "  inflating: images/67a8e23baa.png   \n",
            "  inflating: images/3c2f5ba174.png   \n",
            "  inflating: images/4329ab8cf6.png   \n",
            "  inflating: images/a7b1f4bae1.png   \n",
            "  inflating: images/a3ad1422f5.png   \n",
            "  inflating: images/ee48914076.png   \n",
            "  inflating: images/7410f440bb.png   \n",
            "  inflating: images/1931feb9b8.png   \n",
            "  inflating: images/66b4280f4e.png   \n",
            "  inflating: images/5fe333fd26.png   \n",
            "  inflating: images/16cebad726.png   \n",
            "  inflating: images/78b2d05419.png   \n",
            "  inflating: images/3f9df26c0c.png   \n",
            "  inflating: images/5a6cd229a9.png   \n",
            "  inflating: images/4bc87727b5.png   \n",
            "  inflating: images/e021227dbd.png   \n",
            "  inflating: images/17a8b7e7f3.png   \n",
            "  inflating: images/8718d851c6.png   \n",
            "  inflating: images/5fd8ed2395.png   \n",
            "  inflating: images/467469da7b.png   \n",
            "  inflating: images/9ca11c3696.png   \n",
            "  inflating: images/b0e479668d.png   \n",
            "  inflating: images/0fcbd0567b.png   \n",
            "  inflating: images/8f407b64ae.png   \n",
            "  inflating: images/2903f6a1db.png   \n",
            "  inflating: images/180d2ec2cc.png   \n",
            "  inflating: images/618f843c7a.png   \n",
            "  inflating: images/fa59461848.png   \n",
            "  inflating: images/6e72c79c29.png   \n",
            "  inflating: images/4ca8350f11.png   \n",
            "  inflating: images/c26d515fdb.png   \n",
            "  inflating: images/684555a30a.png   \n",
            "  inflating: images/0243477802.png   \n",
            "  inflating: images/f8b721f632.png   \n",
            "  inflating: images/ddd0be8fd5.png   \n",
            "  inflating: images/4be0764138.png   \n",
            "  inflating: images/c92c37ecd7.png   \n",
            "  inflating: images/0f762f2746.png   \n",
            "  inflating: images/5e85356a28.png   \n",
            "  inflating: images/7b4ccb8113.png   \n",
            "  inflating: images/d19827b32b.png   \n",
            "  inflating: images/c4b4099179.png   \n",
            "  inflating: images/e6f86c83e2.png   \n",
            "  inflating: images/81ab8c6bb7.png   \n",
            "  inflating: images/dfae9e48e8.png   \n",
            "  inflating: images/e2a70ffdf6.png   \n",
            "  inflating: images/3685aa0e78.png   \n",
            "  inflating: images/b911d46acb.png   \n",
            "  inflating: images/ff2c353279.png   \n",
            "  inflating: images/b76b065012.png   \n",
            "  inflating: images/0108518d1e.png   \n",
            "  inflating: images/042c3d4e03.png   \n",
            "  inflating: images/5423d6049c.png   \n",
            "  inflating: images/dd11ae96e3.png   \n",
            "  inflating: images/dca83468d2.png   \n",
            "  inflating: images/0bdd44d530.png   \n",
            "  inflating: images/33b50159a7.png   \n",
            "  inflating: images/ba1ae7a6c7.png   \n",
            "  inflating: images/8c232a1cf8.png   \n",
            "  inflating: images/0249c49180.png   \n",
            "  inflating: images/501c68e571.png   \n",
            "  inflating: images/f3fb95295e.png   \n",
            "  inflating: images/7de09d894b.png   \n",
            "  inflating: images/0c02f95a08.png   \n",
            "  inflating: images/3b4be071a8.png   \n",
            "  inflating: images/7a095f0b21.png   \n",
            "  inflating: images/f599fad413.png   \n",
            "  inflating: images/7d48474434.png   \n",
            "  inflating: images/60d3607be2.png   \n",
            "  inflating: images/d0cd29a61b.png   \n",
            "  inflating: images/65dc362682.png   \n",
            "  inflating: images/022b1b01be.png   \n",
            "  inflating: images/e5df7166bc.png   \n",
            "  inflating: images/9f2e5a8c24.png   \n",
            "  inflating: images/92d9025a37.png   \n",
            "  inflating: images/ed6f9dfa22.png   \n",
            "  inflating: images/8b0d16466b.png   \n",
            "  inflating: images/520fdf987c.png   \n",
            "  inflating: images/5b7c160d0d.png   \n",
            "  inflating: images/3531c9193f.png   \n",
            "  inflating: images/37ba215c62.png   \n",
            "  inflating: images/5691530ff4.png   \n",
            "  inflating: images/944b46458e.png   \n",
            "  inflating: images/ac90c088ee.png   \n",
            "  inflating: images/7f0825a2f0.png   \n",
            "  inflating: images/886c96ffb8.png   \n",
            "  inflating: images/176ad39bc7.png   \n",
            "  inflating: images/b506085af9.png   \n",
            "  inflating: images/174ebb49df.png   \n",
            "  inflating: images/acb95dd7c9.png   \n",
            "  inflating: images/b09f0e743d.png   \n",
            "  inflating: images/9a9ff1beca.png   \n",
            "  inflating: images/547c9d83fd.png   \n",
            "  inflating: images/479cb24efb.png   \n",
            "  inflating: images/a7f4b8d36e.png   \n",
            "  inflating: images/ac64f9de3c.png   \n",
            "  inflating: images/68a2df3195.png   \n",
            "  inflating: images/18fc51d517.png   \n",
            "  inflating: images/6f438c26f8.png   \n",
            "  inflating: images/829ebfbb32.png   \n",
            "  inflating: images/7469baeb8d.png   \n",
            "  inflating: images/f65a52f375.png   \n",
            "  inflating: images/c7c3a8a806.png   \n",
            "  inflating: images/79fed5a697.png   \n",
            "  inflating: images/badc44bb99.png   \n",
            "  inflating: images/efbfde4930.png   \n",
            "  inflating: images/b04c03e3d4.png   \n",
            "  inflating: images/a826e5e6e5.png   \n",
            "  inflating: images/f76c6bc5d0.png   \n",
            "  inflating: images/af84304233.png   \n",
            "  inflating: images/a90545f377.png   \n",
            "  inflating: images/53485dc0d9.png   \n",
            "  inflating: images/483372b203.png   \n",
            "  inflating: images/66fed16154.png   \n",
            "  inflating: images/93f8f9e663.png   \n",
            "  inflating: images/6558dcde17.png   \n",
            "  inflating: images/aa1cd9fb71.png   \n",
            "  inflating: images/f9d03271d6.png   \n",
            "  inflating: images/4541761ba4.png   \n",
            "  inflating: images/b85046c5c1.png   \n",
            "  inflating: images/3bbf82fc28.png   \n",
            "  inflating: images/7d8b219e1c.png   \n",
            "  inflating: images/f6e87c1458.png   \n",
            "  inflating: images/b7b83447c4.png   \n",
            "  inflating: images/418a13df5c.png   \n",
            "  inflating: images/3ff3881428.png   \n",
            "  inflating: images/7d41b0a6e1.png   \n",
            "  inflating: images/cfcffeda9e.png   \n",
            "  inflating: images/843447abe4.png   \n",
            "  inflating: images/fdc06fea10.png   \n",
            "  inflating: images/8c8c2012e7.png   \n",
            "  inflating: images/96049af037.png   \n",
            "  inflating: images/633c7d5c80.png   \n",
            "  inflating: images/1d9bc2591e.png   \n",
            "  inflating: images/17dd87aefa.png   \n",
            "  inflating: images/572f0b1ad8.png   \n",
            "  inflating: images/d58653f803.png   \n",
            "  inflating: images/a5299290bb.png   \n",
            "  inflating: images/44e3f20074.png   \n",
            "  inflating: images/769d51b80b.png   \n",
            "  inflating: images/90194208b9.png   \n",
            "  inflating: images/78299d7a47.png   \n",
            "  inflating: images/09b7182dc5.png   \n",
            "  inflating: images/d9a52dc263.png   \n",
            "  inflating: images/b8236d92ff.png   \n",
            "  inflating: images/3b05fe7a3f.png   \n",
            "  inflating: images/81c77c1b6c.png   \n",
            "  inflating: images/4766b51055.png   \n",
            "  inflating: images/894b9ae774.png   \n",
            "  inflating: images/3c3e74faf6.png   \n",
            "  inflating: images/a970e82aac.png   \n",
            "  inflating: images/41a4f7424e.png   \n",
            "  inflating: images/8f2087a1f5.png   \n",
            "  inflating: images/6cafc8475b.png   \n",
            "  inflating: images/45a1f78171.png   \n",
            "  inflating: images/6040cbf086.png   \n",
            "  inflating: images/34bd0facd2.png   \n",
            "  inflating: images/97e2c6b5c5.png   \n",
            "  inflating: images/7576a8a091.png   \n",
            "  inflating: images/5b435fad9d.png   \n",
            "  inflating: images/a317a82463.png   \n",
            "  inflating: images/0389fc6012.png   \n",
            "  inflating: images/f8ba90c991.png   \n",
            "  inflating: images/feb90d8376.png   \n",
            "  inflating: images/b6520147bb.png   \n",
            "  inflating: images/66cd349922.png   \n",
            "  inflating: images/6d9be2f492.png   \n",
            "  inflating: images/6ee755c67d.png   \n",
            "  inflating: images/7cf386709a.png   \n",
            "  inflating: images/edd5fc6648.png   \n",
            "  inflating: images/d96af7c9cc.png   \n",
            "  inflating: images/2b76b47947.png   \n",
            "  inflating: images/1bfe4907c1.png   \n",
            "  inflating: images/d967181724.png   \n",
            "  inflating: images/5446a64ba5.png   \n",
            "  inflating: images/8824cdcbf0.png   \n",
            "  inflating: images/44f5dd71ab.png   \n",
            "  inflating: images/904f3fc07a.png   \n",
            "  inflating: images/0558ee87d3.png   \n",
            "  inflating: images/4b72e35b8b.png   \n",
            "  inflating: images/a2da67afff.png   \n",
            "  inflating: images/50d3073821.png   \n",
            "  inflating: images/94e7558e32.png   \n",
            "  inflating: images/a0729c7a02.png   \n",
            "  inflating: images/9128b824e5.png   \n",
            "  inflating: images/6bffabbd91.png   \n",
            "  inflating: images/4608c638bd.png   \n",
            "  inflating: images/76e1428103.png   \n",
            "  inflating: images/323882f716.png   \n",
            "  inflating: images/6c49b277aa.png   \n",
            "  inflating: images/9842f69f8d.png   \n",
            "  inflating: images/8063c65b57.png   \n",
            "  inflating: images/9fe6cf976f.png   \n",
            "  inflating: images/4015200239.png   \n",
            "  inflating: images/7c0447f939.png   \n",
            "  inflating: images/563191e71a.png   \n",
            "  inflating: images/8201005b79.png   \n",
            "  inflating: images/d30ad7d936.png   \n",
            "  inflating: images/8b5232fcfa.png   \n",
            "  inflating: images/a042e73fee.png   \n",
            "  inflating: images/93a0cb5111.png   \n",
            "  inflating: images/03049b14ca.png   \n",
            "  inflating: images/1f3299c2ba.png   \n",
            "  inflating: images/90bf0125af.png   \n",
            "  inflating: images/f78361aa48.png   \n",
            "  inflating: images/90946392e6.png   \n",
            "  inflating: images/ac6289352d.png   \n",
            "  inflating: images/055ec918b9.png   \n",
            "  inflating: images/026b509cd4.png   \n",
            "  inflating: images/184356736e.png   \n",
            "  inflating: images/4d33311a1e.png   \n",
            "  inflating: images/962348be7a.png   \n",
            "  inflating: images/cd5cd074f1.png   \n",
            "  inflating: images/04711cb760.png   \n",
            "  inflating: images/114397189f.png   \n",
            "  inflating: images/8db0a68a4c.png   \n",
            "  inflating: images/b2c6b8cf57.png   \n",
            "  inflating: images/46dd77ede5.png   \n",
            "  inflating: images/c701db91e2.png   \n",
            "  inflating: images/9e7d89d4c0.png   \n",
            "  inflating: images/ad0e66eabf.png   \n",
            "  inflating: images/5fd411e302.png   \n",
            "  inflating: images/ea1332b03d.png   \n",
            "  inflating: images/da689f1bca.png   \n",
            "  inflating: images/db840e1e22.png   \n",
            "  inflating: images/566ac48e00.png   \n",
            "  inflating: images/2380664922.png   \n",
            "  inflating: images/09e29fbb74.png   \n",
            "  inflating: images/280dcd0b2d.png   \n",
            "  inflating: images/cbbf379ef8.png   \n",
            "  inflating: images/1d7a812c76.png   \n",
            "  inflating: images/3cb59a4fdc.png   \n",
            "  inflating: images/697f80cece.png   \n",
            "  inflating: images/61df7e1f4d.png   \n",
            "  inflating: images/e6e3e58c43.png   \n",
            "  inflating: images/74ab2a9b1a.png   \n",
            "  inflating: images/d0cba16846.png   \n",
            "  inflating: images/d7e93ff9c2.png   \n",
            "  inflating: images/5203d6e046.png   \n",
            "  inflating: images/f328eccbf3.png   \n",
            "  inflating: images/a5eedd418a.png   \n",
            "  inflating: images/de261976e6.png   \n",
            "  inflating: images/1821c518da.png   \n",
            "  inflating: images/8ef76ed16e.png   \n",
            "  inflating: images/3d781526c2.png   \n",
            "  inflating: images/2e69b6eb16.png   \n",
            "  inflating: images/95a87f8ad9.png   \n",
            "  inflating: images/bd4f797d33.png   \n",
            "  inflating: images/e2dd6ebd6b.png   \n",
            "  inflating: images/8daf098aa9.png   \n",
            "  inflating: images/d944700bae.png   \n",
            "  inflating: images/73f58ba609.png   \n",
            "  inflating: images/94c8aad517.png   \n",
            "  inflating: images/17d70fee5c.png   \n",
            "  inflating: images/2f5377ea9d.png   \n",
            "  inflating: images/d289692ab8.png   \n",
            "  inflating: images/0fc5ad7e3b.png   \n",
            "  inflating: images/314db606fd.png   \n",
            "  inflating: images/accb644c9e.png   \n",
            "  inflating: images/7616ee06bd.png   \n",
            "  inflating: images/6dea52e54d.png   \n",
            "  inflating: images/d0319f0ec5.png   \n",
            "  inflating: images/3228f203a3.png   \n",
            "  inflating: images/d6437d0c25.png   \n",
            "  inflating: images/c202c25557.png   \n",
            "  inflating: images/3ed6168b22.png   \n",
            "  inflating: images/a4c734f1a8.png   \n",
            "  inflating: images/7e9e46174c.png   \n",
            "  inflating: images/9898ce93d6.png   \n",
            "  inflating: images/1a1b0c1549.png   \n",
            "  inflating: images/0db1b4c199.png   \n",
            "  inflating: images/455d05742a.png   \n",
            "  inflating: images/e642037975.png   \n",
            "  inflating: images/dd87f1a21f.png   \n",
            "  inflating: images/893bd55371.png   \n",
            "  inflating: images/20c99dee06.png   \n",
            "  inflating: images/27a240a570.png   \n",
            "  inflating: images/527c3abd5f.png   \n",
            "  inflating: images/e7442307b1.png   \n",
            "  inflating: images/c67832ba86.png   \n",
            "  inflating: images/9dc604318f.png   \n",
            "  inflating: images/c137712b61.png   \n",
            "  inflating: images/a2b7af2907.png   \n",
            "  inflating: images/c593c662f1.png   \n",
            "  inflating: images/1a8c4fd6ea.png   \n",
            "  inflating: images/044106f759.png   \n",
            "  inflating: images/60638605b1.png   \n",
            "  inflating: images/feadf0e85d.png   \n",
            "  inflating: images/74d53a0d53.png   \n",
            "  inflating: images/01c2045d03.png   \n",
            "  inflating: images/3da729cae9.png   \n",
            "  inflating: images/b345b1f290.png   \n",
            "  inflating: images/368f635c4c.png   \n",
            "  inflating: images/3116a9d54c.png   \n",
            "  inflating: images/4d7b42314d.png   \n",
            "  inflating: images/fa56377e58.png   \n",
            "  inflating: images/27f923aac9.png   \n",
            "  inflating: images/fc1ca2fbc8.png   \n",
            "  inflating: images/5f8370ed60.png   \n",
            "  inflating: images/f566a7cbc6.png   \n",
            "  inflating: images/1a37af90c1.png   \n",
            "  inflating: images/36f9ab3ee0.png   \n",
            "  inflating: images/d70a2f1f23.png   \n",
            "  inflating: images/6ac91c75fc.png   \n",
            "  inflating: images/762f01c185.png   \n",
            "  inflating: images/bcd1e64c58.png   \n",
            "  inflating: images/d7f48d294e.png   \n",
            "  inflating: images/60698e8fd2.png   \n",
            "  inflating: images/10a1a5b78f.png   \n",
            "  inflating: images/46f402dcd5.png   \n",
            "  inflating: images/04e7e791e2.png   \n",
            "  inflating: images/31a4341eb6.png   \n",
            "  inflating: images/a66c03c236.png   \n",
            "  inflating: images/1d798aa5d5.png   \n",
            "  inflating: images/62a0ee9480.png   \n",
            "  inflating: images/659193a103.png   \n",
            "  inflating: images/ebe64e1d15.png   \n",
            "  inflating: images/f42a7e65f2.png   \n",
            "  inflating: images/387b6956c4.png   \n",
            "  inflating: images/1167a2bec9.png   \n",
            "  inflating: images/3c30b8e27b.png   \n",
            "  inflating: images/4f105993c5.png   \n",
            "  inflating: images/1ac058f0a4.png   \n",
            "  inflating: images/37c95ff7df.png   \n",
            "  inflating: images/56d025f76c.png   \n",
            "  inflating: images/ce3e6bba2e.png   \n",
            "  inflating: images/f8e67987c6.png   \n",
            "  inflating: images/d2e14828d5.png   \n",
            "  inflating: images/08173ef66c.png   \n",
            "  inflating: images/8ab2399b4a.png   \n",
            "  inflating: images/7524d9b7bf.png   \n",
            "  inflating: images/2da8da57e1.png   \n",
            "  inflating: images/9c5c26e2ba.png   \n",
            "  inflating: images/903206854b.png   \n",
            "  inflating: images/39a05bf91f.png   \n",
            "  inflating: images/613fb95edf.png   \n",
            "  inflating: images/f26e6cffd6.png   \n",
            "  inflating: images/1abf3d7f60.png   \n",
            "  inflating: images/ec61b48efb.png   \n",
            "  inflating: images/5c0cde01b7.png   \n",
            "  inflating: images/739a9ab34a.png   \n",
            "  inflating: images/c23090da64.png   \n",
            "  inflating: images/3794cd4d73.png   \n",
            "  inflating: images/52ac7bb4c1.png   \n",
            "  inflating: images/9b4aa94aed.png   \n",
            "  inflating: images/3218afdc84.png   \n",
            "  inflating: images/70e9442b06.png   \n",
            "  inflating: images/fd0d237b01.png   \n",
            "  inflating: images/91b91fd79b.png   \n",
            "  inflating: images/a8247ac73a.png   \n",
            "  inflating: images/c156fd6d44.png   \n",
            "  inflating: images/b2fbaf80d5.png   \n",
            "  inflating: images/021494f3aa.png   \n",
            "  inflating: images/25bbbcd4a4.png   \n",
            "  inflating: images/dfc8a378b7.png   \n",
            "  inflating: images/7812fc8116.png   \n",
            "  inflating: images/29ea4f92c3.png   \n",
            "  inflating: images/7a817b12b4.png   \n",
            "  inflating: images/92cc29d923.png   \n",
            "  inflating: images/8c9b19f267.png   \n",
            "  inflating: images/87986259f0.png   \n",
            "  inflating: images/370763b8a9.png   \n",
            "  inflating: images/fdd73141d6.png   \n",
            "  inflating: images/64e79513a3.png   \n",
            "  inflating: images/ff038e87b1.png   \n",
            "  inflating: images/4743e3bf8d.png   \n",
            "  inflating: images/b8b3f26ad4.png   \n",
            "  inflating: images/ae51614513.png   \n",
            "  inflating: images/d5a283c553.png   \n",
            "  inflating: images/18449e54f8.png   \n",
            "  inflating: images/3dae882971.png   \n",
            "  inflating: images/a826a7a9a4.png   \n",
            "  inflating: images/65e2650a80.png   \n",
            "  inflating: images/617c746fca.png   \n",
            "  inflating: images/03c9b5ffe8.png   \n",
            "  inflating: images/1f8bf8c5d0.png   \n",
            "  inflating: images/31ca053bec.png   \n",
            "  inflating: images/e1323691be.png   \n",
            "  inflating: images/711c478c93.png   \n",
            "  inflating: images/b96ef7e302.png   \n",
            "  inflating: images/61eb86f1ad.png   \n",
            "  inflating: images/bb455284f1.png   \n",
            "  inflating: images/7e68df3981.png   \n",
            "  inflating: images/499560e566.png   \n",
            "  inflating: images/335474f8ec.png   \n",
            "  inflating: images/fb5adc8df0.png   \n",
            "  inflating: images/46386ca4a3.png   \n",
            "  inflating: images/33dfce3a76.png   \n",
            "  inflating: images/c1c6a1ebad.png   \n",
            "  inflating: images/5f8b4540fd.png   \n",
            "  inflating: images/178d777950.png   \n",
            "  inflating: images/70c8e14243.png   \n",
            "  inflating: images/38a15dee44.png   \n",
            "  inflating: images/216aa6275d.png   \n",
            "  inflating: images/7aef9898fa.png   \n",
            "  inflating: images/99817a653e.png   \n",
            "  inflating: images/ec50263c20.png   \n",
            "  inflating: images/6419fd454b.png   \n",
            "  inflating: images/9067effd34.png   \n",
            "  inflating: images/2a070f3dc6.png   \n",
            "  inflating: images/e7f63a219f.png   \n",
            "  inflating: images/8409fed45c.png   \n",
            "  inflating: images/0b7459a0af.png   \n",
            "  inflating: images/09152018c4.png   \n",
            "  inflating: images/1ab49f29e9.png   \n",
            "  inflating: images/7ec58d0743.png   \n",
            "  inflating: images/b8dea42e1a.png   \n",
            "  inflating: images/5dfa4cfa2d.png   \n",
            "  inflating: images/466548defe.png   \n",
            "  inflating: images/a783bd82c5.png   \n",
            "  inflating: images/6baf05d61e.png   \n",
            "  inflating: images/36ad52a2e8.png   \n",
            "  inflating: images/b1ac5ed0b3.png   \n",
            "  inflating: images/6b4d65ac6a.png   \n",
            "  inflating: images/b6bd6424eb.png   \n",
            "  inflating: images/ce9c3510a8.png   \n",
            "  inflating: images/9b9c107a62.png   \n",
            "  inflating: images/83bb4578eb.png   \n",
            "  inflating: images/228f9cee2e.png   \n",
            "  inflating: images/f9629f4e29.png   \n",
            "  inflating: images/0b176124c4.png   \n",
            "  inflating: images/70b6a2347f.png   \n",
            "  inflating: images/822043d604.png   \n",
            "  inflating: images/085e7a048e.png   \n",
            "  inflating: images/7c99d1c1eb.png   \n",
            "  inflating: images/919157e393.png   \n",
            "  inflating: images/b890b261a0.png   \n",
            "  inflating: images/f646560aa9.png   \n",
            "  inflating: images/a0f050600e.png   \n",
            "  inflating: images/196cffdb4b.png   \n",
            "  inflating: images/5df9874c5b.png   \n",
            "  inflating: images/bea9b0571b.png   \n",
            "  inflating: images/5d4dcb9d8b.png   \n",
            "  inflating: images/fb81781b44.png   \n",
            "  inflating: images/457d5edb4c.png   \n",
            "  inflating: images/e7e9165d9b.png   \n",
            "  inflating: images/7c6f76a267.png   \n",
            "  inflating: images/87afd4b1ca.png   \n",
            "  inflating: images/50251a9572.png   \n",
            "  inflating: images/5378360450.png   \n",
            "  inflating: images/2fa889172a.png   \n",
            "  inflating: images/0a1742c740.png   \n",
            "  inflating: images/bb9ad7c38d.png   \n",
            "  inflating: images/45180088a6.png   \n",
            "  inflating: images/0951f85203.png   \n",
            "  inflating: images/b91a91adc5.png   \n",
            "  inflating: images/2c45b152f1.png   \n",
            "  inflating: images/eabed5b2b4.png   \n",
            "  inflating: images/9ecc1f5457.png   \n",
            "  inflating: images/109bccf6c6.png   \n",
            "  inflating: images/a854446118.png   \n",
            "  inflating: images/6ef46555e2.png   \n",
            "  inflating: images/6457057cec.png   \n",
            "  inflating: images/0b9981aba1.png   \n",
            "  inflating: images/fa70e3da06.png   \n",
            "  inflating: images/ef6229f0db.png   \n",
            "  inflating: images/9b29ca561d.png   \n",
            "  inflating: images/809cb34e8d.png   \n",
            "  inflating: images/8c4ac14f53.png   \n",
            "  inflating: images/96f26f6397.png   \n",
            "  inflating: images/95a60e2f42.png   \n",
            "  inflating: images/2f8e4f82fd.png   \n",
            "  inflating: images/6682af0131.png   \n",
            "  inflating: images/d49a9c4664.png   \n",
            "  inflating: images/6cb11aa807.png   \n",
            "  inflating: images/b0d8f26ad8.png   \n",
            "  inflating: images/6545c6235b.png   \n",
            "  inflating: images/500d909b87.png   \n",
            "  inflating: images/2edf2e3e05.png   \n",
            "  inflating: images/186d861771.png   \n",
            "  inflating: images/902d01b7dd.png   \n",
            "  inflating: images/6c793e5879.png   \n",
            "  inflating: images/ee5e9e4570.png   \n",
            "  inflating: images/db9bb00470.png   \n",
            "  inflating: images/0926b7396b.png   \n",
            "  inflating: images/51be9fc3d5.png   \n",
            "  inflating: images/1a72cc3d3e.png   \n",
            "  inflating: images/86abf1c96d.png   \n",
            "  inflating: images/dd81358234.png   \n",
            "  inflating: images/14c6a2d399.png   \n",
            "  inflating: images/d1665744c3.png   \n",
            "  inflating: images/9c3383eb85.png   \n",
            "  inflating: images/336e1995cd.png   \n",
            "  inflating: images/fa9ad1caeb.png   \n",
            "  inflating: images/cb7cd324a5.png   \n",
            "  inflating: images/b9bf0422a6.png   \n",
            "  inflating: images/37251064bd.png   \n",
            "  inflating: images/0fea4b5049.png   \n",
            "  inflating: images/33041df256.png   \n",
            "  inflating: images/8c1db0fc39.png   \n",
            "  inflating: images/231fc4e8e5.png   \n",
            "  inflating: images/8ca104baef.png   \n",
            "  inflating: images/dab1d67df7.png   \n",
            "  inflating: images/5306b708be.png   \n",
            "  inflating: images/980570ed7e.png   \n",
            "  inflating: images/f1d488759e.png   \n",
            "  inflating: images/1439570aec.png   \n",
            "  inflating: images/8811181716.png   \n",
            "  inflating: images/a1e32a6815.png   \n",
            "  inflating: images/d9fb5b47e2.png   \n",
            "  inflating: images/eb38db5443.png   \n",
            "  inflating: images/9718102ef6.png   \n",
            "  inflating: images/4680bc7373.png   \n",
            "  inflating: images/9b3d4b0379.png   \n",
            "  inflating: images/5c616dea00.png   \n",
            "  inflating: images/5187e13789.png   \n",
            "  inflating: images/2a6477aee8.png   \n",
            "  inflating: images/a2a9c0c00a.png   \n",
            "  inflating: images/077cb8696f.png   \n",
            "  inflating: images/6cf284fb9e.png   \n",
            "  inflating: images/b9fcc34ef3.png   \n",
            "  inflating: images/2b77f82b42.png   \n",
            "  inflating: images/a3079aded1.png   \n",
            "  inflating: images/aa9eb3a110.png   \n",
            "  inflating: images/d514a30db3.png   \n",
            "  inflating: images/c571804a93.png   \n",
            "  inflating: images/f2c640742a.png   \n",
            "  inflating: images/1a288f27bf.png   \n",
            "  inflating: images/3e1c11cfa8.png   \n",
            "  inflating: images/c1c54ad4ba.png   \n",
            "  inflating: images/62e72fe39a.png   \n",
            "  inflating: images/3072ae3119.png   \n",
            "  inflating: images/2f20c083c2.png   \n",
            "  inflating: images/85cf79a2cb.png   \n",
            "  inflating: images/b35b1b412b.png   \n",
            "  inflating: images/ef29bdffc6.png   \n",
            "  inflating: images/23cdfc53fe.png   \n",
            "  inflating: images/2f00b33427.png   \n",
            "  inflating: images/f7e8060b57.png   \n",
            "  inflating: images/3bf70b71cd.png   \n",
            "  inflating: images/4514d46495.png   \n",
            "  inflating: images/0050766ae2.png   \n",
            "  inflating: images/9747413253.png   \n",
            "  inflating: images/fe9e558605.png   \n",
            "  inflating: images/2ebe2eba03.png   \n",
            "  inflating: images/99d3fbf9f1.png   \n",
            "  inflating: images/c9c0097eff.png   \n",
            "  inflating: images/790f497dc8.png   \n",
            "  inflating: images/8978bc57b7.png   \n",
            "  inflating: images/440534c8dd.png   \n",
            "  inflating: images/b4f6d6f1aa.png   \n",
            "  inflating: images/395e668f22.png   \n",
            "  inflating: images/158765ed16.png   \n",
            "  inflating: images/44381a3f55.png   \n",
            "  inflating: images/3ee4de57f8.png   \n",
            "  inflating: images/29d8bf3a4c.png   \n",
            "  inflating: images/2a26fb616b.png   \n",
            "  inflating: images/c5caa57f2f.png   \n",
            "  inflating: images/8ca267be2b.png   \n",
            "  inflating: images/d468d401ab.png   \n",
            "  inflating: images/a65aa82e0a.png   \n",
            "  inflating: images/7f2694ca3f.png   \n",
            "  inflating: images/894b5b40af.png   \n",
            "  inflating: images/ed60e1c64a.png   \n",
            "  inflating: images/40ccdfe09d.png   \n",
            "  inflating: images/82c316179b.png   \n",
            "  inflating: images/ed2b73840d.png   \n",
            "  inflating: images/e7a5e5e55f.png   \n",
            "  inflating: images/6a3f8feaea.png   \n",
            "  inflating: images/f11f8eab00.png   \n",
            "  inflating: images/ae11c7b131.png   \n",
            "  inflating: images/f9ef613aec.png   \n",
            "  inflating: images/f30c36bf6b.png   \n",
            "  inflating: images/5b86544456.png   \n",
            "  inflating: images/4e51caa68e.png   \n",
            "  inflating: images/a7b918d80e.png   \n",
            "  inflating: images/9f96821d81.png   \n",
            "  inflating: images/b92ff69b44.png   \n",
            "  inflating: images/a568cc8273.png   \n",
            "  inflating: images/4d9fa2d97f.png   \n",
            "  inflating: images/7e92ab6fe8.png   \n",
            "  inflating: images/1ca865b041.png   \n",
            "  inflating: images/dbcfdf17a3.png   \n",
            "  inflating: images/ebdef67fa5.png   \n",
            "  inflating: images/78be8270bb.png   \n",
            "  inflating: images/e7c54b5f4e.png   \n",
            "  inflating: images/404b62a4d5.png   \n",
            "  inflating: images/06523f9719.png   \n",
            "  inflating: images/fdabdc4399.png   \n",
            "  inflating: images/86c1109730.png   \n",
            "  inflating: images/a8503e0dc8.png   \n",
            "  inflating: images/5673036fa1.png   \n",
            "  inflating: images/c5745e04ff.png   \n",
            "  inflating: images/b51eed936a.png   \n",
            "  inflating: images/dc534f1e28.png   \n",
            "  inflating: images/b112d9993c.png   \n",
            "  inflating: images/70e5bd9d27.png   \n",
            "  inflating: images/4c36178b41.png   \n",
            "  inflating: images/f425a67987.png   \n",
            "  inflating: images/d17f801011.png   \n",
            "  inflating: images/7e5cdca0b7.png   \n",
            "  inflating: images/d3c3988e54.png   \n",
            "  inflating: images/fcdf2756aa.png   \n",
            "  inflating: images/3a7bbd73af.png   \n",
            "  inflating: images/a8d50a4a97.png   \n",
            "  inflating: images/17113fd0bd.png   \n",
            "  inflating: images/18d013fced.png   \n",
            "  inflating: images/cbd42ee63f.png   \n",
            "  inflating: images/3ced3ed63e.png   \n",
            "  inflating: images/489a8fd021.png   \n",
            "  inflating: images/504c4a71d2.png   \n",
            "  inflating: images/baac3469ae.png   \n",
            "  inflating: images/b7c462dd1c.png   \n",
            "  inflating: images/1cad8c327b.png   \n",
            "  inflating: images/13037dfbb2.png   \n",
            "  inflating: images/1dbc694c5d.png   \n",
            "  inflating: images/2f2e86de0b.png   \n",
            "  inflating: images/2101c21f75.png   \n",
            "  inflating: images/30787ad7df.png   \n",
            "  inflating: images/1b6919f87c.png   \n",
            "  inflating: images/5c65a9775b.png   \n",
            "  inflating: images/e69330b40a.png   \n",
            "  inflating: images/93a8901635.png   \n",
            "  inflating: images/2d8a3a262b.png   \n",
            "  inflating: images/ad49962b22.png   \n",
            "  inflating: images/ff532274cd.png   \n",
            "  inflating: images/fe4f6ff284.png   \n",
            "  inflating: images/54842b574a.png   \n",
            "  inflating: images/c70619fb09.png   \n",
            "  inflating: images/4b019a8354.png   \n",
            "  inflating: images/792929a4c8.png   \n",
            "  inflating: images/aa1d903842.png   \n",
            "  inflating: images/69098163e1.png   \n",
            "  inflating: images/c256f6e713.png   \n",
            "  inflating: images/e082398595.png   \n",
            "  inflating: images/65a55b69b7.png   \n",
            "  inflating: images/ce31ab9b97.png   \n",
            "  inflating: images/5717740aa6.png   \n",
            "  inflating: images/27efc3195e.png   \n",
            "  inflating: images/38438eab6c.png   \n",
            "  inflating: images/7c7125fd12.png   \n",
            "  inflating: images/e4d2bf6036.png   \n",
            "  inflating: images/45f31c81d4.png   \n",
            "  inflating: images/eec5e72dad.png   \n",
            "  inflating: images/3fd616ef00.png   \n",
            "  inflating: images/1af9e4bbd8.png   \n",
            "  inflating: images/90990cd2ba.png   \n",
            "  inflating: images/befdfcbe5b.png   \n",
            "  inflating: images/4d04dcd959.png   \n",
            "  inflating: images/f0190fc4b4.png   \n",
            "  inflating: images/3ec30a713c.png   \n",
            "  inflating: images/3e8b5729dc.png   \n",
            "  inflating: images/a93c251217.png   \n",
            "  inflating: images/c9ffc53f25.png   \n",
            "  inflating: images/0923f7bef9.png   \n",
            "  inflating: images/3df62de11d.png   \n",
            "  inflating: images/c450f9d7f4.png   \n",
            "  inflating: images/e2ba31c4a5.png   \n",
            "  inflating: images/84723e7793.png   \n",
            "  inflating: images/1b2c817dd0.png   \n",
            "  inflating: images/3a068284ed.png   \n",
            "  inflating: images/211dca3b80.png   \n",
            "  inflating: images/576fd5de16.png   \n",
            "  inflating: images/1f1e11aee4.png   \n",
            "  inflating: images/08640ede7a.png   \n",
            "  inflating: images/bf76c8aff3.png   \n",
            "  inflating: images/465f93cd9c.png   \n",
            "  inflating: images/ca58996278.png   \n",
            "  inflating: images/3281bb7282.png   \n",
            "  inflating: images/9c30bb0a5f.png   \n",
            "  inflating: images/849f39dcbe.png   \n",
            "  inflating: images/d7215eb198.png   \n",
            "  inflating: images/976fcded4d.png   \n",
            "  inflating: images/30cc3d3982.png   \n",
            "  inflating: images/b690abdc09.png   \n",
            "  inflating: images/a239bfe21a.png   \n",
            "  inflating: images/82e88d973f.png   \n",
            "  inflating: images/a7f7a964f5.png   \n",
            "  inflating: images/fbf73cb975.png   \n",
            "  inflating: images/58edb9b58c.png   \n",
            "  inflating: images/1f33387a8e.png   \n",
            "  inflating: images/ceca04aa2a.png   \n",
            "  inflating: images/b5bdff9392.png   \n",
            "  inflating: images/834861f1b6.png   \n",
            "  inflating: images/8e280f2c87.png   \n",
            "  inflating: images/8f1fbec1e6.png   \n",
            "  inflating: images/855f399924.png   \n",
            "  inflating: images/1267729ffd.png   \n",
            "  inflating: images/020678ec1b.png   \n",
            "  inflating: images/a9fd8e2a06.png   \n",
            "  inflating: images/c9a2990f76.png   \n",
            "  inflating: images/1b8d100712.png   \n",
            "  inflating: images/5a6fa22207.png   \n",
            "  inflating: images/2fb6791298.png   \n",
            "  inflating: images/d97f94a2dd.png   \n",
            "  inflating: images/d47c78058a.png   \n",
            "  inflating: images/19fdb270d6.png   \n",
            "  inflating: images/c78c89577c.png   \n",
            "  inflating: images/f1e4acdd7b.png   \n",
            "  inflating: images/38063f77a8.png   \n",
            "  inflating: images/a266a2a9df.png   \n",
            "  inflating: images/fa9da6a455.png   \n",
            "  inflating: images/7de95e0115.png   \n",
            "  inflating: images/3f8a8f4715.png   \n",
            "  inflating: images/df3a1c2d7b.png   \n",
            "  inflating: images/178bd2185d.png   \n",
            "  inflating: images/9d462381b0.png   \n",
            "  inflating: images/d26e890704.png   \n",
            "  inflating: images/8db5bf9be2.png   \n",
            "  inflating: images/87af5ec058.png   \n",
            "  inflating: images/99909324ed.png   \n",
            "  inflating: images/ac5f676fa3.png   \n",
            "  inflating: images/5fd2a3ef64.png   \n",
            "  inflating: images/45b5f91d83.png   \n",
            "  inflating: images/843f9892ef.png   \n",
            "  inflating: images/ea2fe8434f.png   \n",
            "  inflating: images/d71ca6d32c.png   \n",
            "  inflating: images/a8e5845bf9.png   \n",
            "  inflating: images/852873eb7b.png   \n",
            "  inflating: images/2787bfe603.png   \n",
            "  inflating: images/1804b11f9a.png   \n",
            "  inflating: images/b393a57640.png   \n",
            "  inflating: images/c66a8f70e4.png   \n",
            "  inflating: images/a56ff4758a.png   \n",
            "  inflating: images/702209f0b3.png   \n",
            "  inflating: images/530f759c6f.png   \n",
            "  inflating: images/38673ade97.png   \n",
            "  inflating: images/efd1625f2a.png   \n",
            "  inflating: images/23a7afcb36.png   \n",
            "  inflating: images/4161f35a4f.png   \n",
            "  inflating: images/6c557220d3.png   \n",
            "  inflating: images/843e8ec44e.png   \n",
            "  inflating: images/9bf982cf65.png   \n",
            "  inflating: images/989ac5a9de.png   \n",
            "  inflating: images/b45f9383e9.png   \n",
            "  inflating: images/de7202d286.png   \n",
            "  inflating: images/be1f425eac.png   \n",
            "  inflating: images/d45b4f3b85.png   \n",
            "  inflating: images/b097a1f9e0.png   \n",
            "  inflating: images/23eb8cfbc0.png   \n",
            "  inflating: images/290e9d9748.png   \n",
            "  inflating: images/502b97b954.png   \n",
            "  inflating: images/aeba5383e4.png   \n",
            "  inflating: images/114d62da56.png   \n",
            "  inflating: images/67bc6ac1f4.png   \n",
            "  inflating: images/d7196745e5.png   \n",
            "  inflating: images/6abe55deaf.png   \n",
            "  inflating: images/8320911258.png   \n",
            "  inflating: images/628ab35fe8.png   \n",
            "  inflating: images/8c88cf3d22.png   \n",
            "  inflating: images/a291ef5d83.png   \n",
            "  inflating: images/7f5a72fa2c.png   \n",
            "  inflating: images/a5005ea567.png   \n",
            "  inflating: images/5d6126f459.png   \n",
            "  inflating: images/751a212e82.png   \n",
            "  inflating: images/df5df272fb.png   \n",
            "  inflating: images/7b79d341cf.png   \n",
            "  inflating: images/e639615636.png   \n",
            "  inflating: images/423800be38.png   \n",
            "  inflating: images/fa08ffa6fb.png   \n",
            "  inflating: images/857f570585.png   \n",
            "  inflating: images/aa97ecda8e.png   \n",
            "  inflating: images/f8ca1f5c5a.png   \n",
            "  inflating: images/1c20fc4477.png   \n",
            "  inflating: images/3984ed8d4e.png   \n",
            "  inflating: images/e34c1220b1.png   \n",
            "  inflating: images/116bd22fd0.png   \n",
            "  inflating: images/b8525600cf.png   \n",
            "  inflating: images/27c035c5ae.png   \n",
            "  inflating: images/964be849b0.png   \n",
            "  inflating: images/1c41821d13.png   \n",
            "  inflating: images/3cc59342bd.png   \n",
            "  inflating: images/93d21b7636.png   \n",
            "  inflating: images/c38e2a42e3.png   \n",
            "  inflating: images/efe3e72587.png   \n",
            "  inflating: images/380dea2a5a.png   \n",
            "  inflating: images/fc6e9d0385.png   \n",
            "  inflating: images/54dd074cd7.png   \n",
            "  inflating: images/76d080ed6f.png   \n",
            "  inflating: images/66cf41c563.png   \n",
            "  inflating: images/7ce6463bc8.png   \n",
            "  inflating: images/341f6694f1.png   \n",
            "  inflating: images/7547289453.png   \n",
            "  inflating: images/4b17d5fb8f.png   \n",
            "  inflating: images/d3be640ed4.png   \n",
            "  inflating: images/934cd14205.png   \n",
            "  inflating: images/baa743f4b4.png   \n",
            "  inflating: images/211eb21702.png   \n",
            "  inflating: images/9d12bb050d.png   \n",
            "  inflating: images/32f4fd66ae.png   \n",
            "  inflating: images/236a5cc090.png   \n",
            "  inflating: images/528cb6678c.png   \n",
            "  inflating: images/c7408f1d38.png   \n",
            "  inflating: images/0ad0876244.png   \n",
            "  inflating: images/c78996aa02.png   \n",
            "  inflating: images/b329b390e4.png   \n",
            "  inflating: images/225ae42209.png   \n",
            "  inflating: images/8e84b940e3.png   \n",
            "  inflating: images/b8f76a8e5f.png   \n",
            "  inflating: images/7e737a6cc6.png   \n",
            "  inflating: images/19d821e8e4.png   \n",
            "  inflating: images/ba6970504c.png   \n",
            "  inflating: images/088a402727.png   \n",
            "  inflating: images/b6bbd06618.png   \n",
            "  inflating: images/c307912941.png   \n",
            "  inflating: images/8c976149d0.png   \n",
            "  inflating: images/5a6f57c150.png   \n",
            "  inflating: images/cfb8e5c36e.png   \n",
            "  inflating: images/d61250af0c.png   \n",
            "  inflating: images/c230cf2a94.png   \n",
            "  inflating: images/fb14beb69f.png   \n",
            "  inflating: images/89af21b6ee.png   \n",
            "  inflating: images/b11110b854.png   \n",
            "  inflating: images/9e9ce2e1ce.png   \n",
            "  inflating: images/7187f4c02c.png   \n",
            "  inflating: images/e5a6b92463.png   \n",
            "  inflating: images/01b5362cce.png   \n",
            "  inflating: images/48b8dda801.png   \n",
            "  inflating: images/ea1270a8b2.png   \n",
            "  inflating: images/f34ae8f3d4.png   \n",
            "  inflating: images/73a3712fcd.png   \n",
            "  inflating: images/b521c9ddf3.png   \n",
            "  inflating: images/fcb49356a5.png   \n",
            "  inflating: images/495a2d3c7c.png   \n",
            "  inflating: images/f7c147ac61.png   \n",
            "  inflating: images/f463f6b15b.png   \n",
            "  inflating: images/881407fa84.png   \n",
            "  inflating: images/f429b8e6f8.png   \n",
            "  inflating: images/687dd94fee.png   \n",
            "  inflating: images/d69556b746.png   \n",
            "  inflating: images/94551e800f.png   \n",
            "  inflating: images/c0ffa90c4a.png   \n",
            "  inflating: images/af6fe9a9c8.png   \n",
            "  inflating: images/c0a37fef54.png   \n",
            "  inflating: images/fbcd92f03f.png   \n",
            "  inflating: images/a1585a58b8.png   \n",
            "  inflating: images/ec2664c4cf.png   \n",
            "  inflating: images/6738d474a3.png   \n",
            "  inflating: images/5c51c23a7b.png   \n",
            "  inflating: images/4b9862566c.png   \n",
            "  inflating: images/0a18b314fc.png   \n",
            "  inflating: images/608574722a.png   \n",
            "  inflating: images/05a61e5799.png   \n",
            "  inflating: images/b97918ac08.png   \n",
            "  inflating: images/849881c690.png   \n",
            "  inflating: images/cd5c9532e4.png   \n",
            "  inflating: images/dbb4b51e4a.png   \n",
            "  inflating: images/d308ec69d3.png   \n",
            "  inflating: images/c920246511.png   \n",
            "  inflating: images/38232d1fe3.png   \n",
            "  inflating: images/94c2d96e56.png   \n",
            "  inflating: images/0ba541766e.png   \n",
            "  inflating: images/c79d52ffc3.png   \n",
            "  inflating: images/8c9a0ea088.png   \n",
            "  inflating: images/17a6639049.png   \n",
            "  inflating: images/2f4fb95bb7.png   \n",
            "  inflating: images/a5ccb4f8d9.png   \n",
            "  inflating: images/26ae98fddb.png   \n",
            "  inflating: images/c0fe58323e.png   \n",
            "  inflating: images/a962f4c9b6.png   \n",
            "  inflating: images/76ba896225.png   \n",
            "  inflating: images/1f1cc6b3a4.png   \n",
            "  inflating: images/bebf415bd1.png   \n",
            "  inflating: images/9f4001d8ea.png   \n",
            "  inflating: images/676d100540.png   \n",
            "  inflating: images/6ed0ef14db.png   \n",
            "  inflating: images/535503063e.png   \n",
            "  inflating: images/24a8ae9bb9.png   \n",
            "  inflating: images/0ce8a6ae62.png   \n",
            "  inflating: images/4ff5c5ef47.png   \n",
            "  inflating: images/939232310f.png   \n",
            "  inflating: images/3404341cc6.png   \n",
            "  inflating: images/fb3392fee0.png   \n",
            "  inflating: images/804fcfaf4b.png   \n",
            "  inflating: images/fd423b9cbf.png   \n",
            "  inflating: images/f4e6928ad4.png   \n",
            "  inflating: images/2d5f4b0213.png   \n",
            "  inflating: images/c82f7676ac.png   \n",
            "  inflating: images/0df53ae04c.png   \n",
            "  inflating: images/005b452274.png   \n",
            "  inflating: images/c7a92a6707.png   \n",
            "  inflating: images/cf1ffe14e0.png   \n",
            "  inflating: images/0e53e6294a.png   \n",
            "  inflating: images/fbc9a1149e.png   \n",
            "  inflating: images/e9f4d6f927.png   \n",
            "  inflating: images/84e540208f.png   \n",
            "  inflating: images/071d5aa17f.png   \n",
            "  inflating: images/f85054273a.png   \n",
            "  inflating: images/0f9beb1453.png   \n",
            "  inflating: images/069035a9b5.png   \n",
            "  inflating: images/c352f6069b.png   \n",
            "  inflating: images/5f248cf0d6.png   \n",
            "  inflating: images/db1eeaebb4.png   \n",
            "  inflating: images/b9bb1b7b3f.png   \n",
            "  inflating: images/136af05158.png   \n",
            "  inflating: images/9fac28f3df.png   \n",
            "  inflating: images/9efedb3b86.png   \n",
            "  inflating: images/c2485cb6c3.png   \n",
            "  inflating: images/131ca4b83d.png   \n",
            "  inflating: images/5e95137d5f.png   \n",
            "  inflating: images/a988661613.png   \n",
            "  inflating: images/0d9adabb2c.png   \n",
            "  inflating: images/aff8ae9d4d.png   \n",
            "  inflating: images/82a285227e.png   \n",
            "  inflating: images/675cab373f.png   \n",
            "  inflating: images/3f2865df45.png   \n",
            "  inflating: images/1c78d88cb8.png   \n",
            "  inflating: images/185172060e.png   \n",
            "  inflating: images/cffbfab33b.png   \n",
            "  inflating: images/ee7ff3b2fe.png   \n",
            "  inflating: images/ad2113ea1c.png   \n",
            "  inflating: images/f3ee165cd0.png   \n",
            "  inflating: images/9fd1beec08.png   \n",
            "  inflating: images/e9909298a9.png   \n",
            "  inflating: images/399694c381.png   \n",
            "  inflating: images/d7f7a9f48a.png   \n",
            "  inflating: images/537f18bd97.png   \n",
            "  inflating: images/a0b1d96545.png   \n",
            "  inflating: images/ec817961a2.png   \n",
            "  inflating: images/3d99801810.png   \n",
            "  inflating: images/07bb074759.png   \n",
            "  inflating: images/5f48c8c123.png   \n",
            "  inflating: images/263bd9dfd6.png   \n",
            "  inflating: images/581e7f38d7.png   \n",
            "  inflating: images/a7cfa30d35.png   \n",
            "  inflating: images/7135ca553a.png   \n",
            "  inflating: images/760ca73d1f.png   \n",
            "  inflating: images/d8aebd0f86.png   \n",
            "  inflating: images/71ef380e21.png   \n",
            "  inflating: images/9bf8f84094.png   \n",
            "  inflating: images/60b7303d20.png   \n",
            "  inflating: images/4d9b845652.png   \n",
            "  inflating: images/ea5dd02892.png   \n",
            "  inflating: images/923473085f.png   \n",
            "  inflating: images/0642bbbc5f.png   \n",
            "  inflating: images/f4feed1635.png   \n",
            "  inflating: images/07cbc65347.png   \n",
            "  inflating: images/96d1d6138a.png   \n",
            "  inflating: images/4b2af55ae6.png   \n",
            "  inflating: images/ceeaafc4fc.png   \n",
            "  inflating: images/5b836d2444.png   \n",
            "  inflating: images/7d8e29261b.png   \n",
            "  inflating: images/00cda0328c.png   \n",
            "  inflating: images/02d40993ab.png   \n",
            "  inflating: images/e26c381bd4.png   \n",
            "  inflating: images/9ca520f895.png   \n",
            "  inflating: images/820c4570b1.png   \n",
            "  inflating: images/3eabf280ed.png   \n",
            "  inflating: images/6306dd3a8e.png   \n",
            "  inflating: images/bcf322c1c0.png   \n",
            "  inflating: images/f62410bce9.png   \n",
            "  inflating: images/4d1efb19d7.png   \n",
            "  inflating: images/c68ee0308f.png   \n",
            "  inflating: images/5cefe5b52c.png   \n",
            "  inflating: images/28df927e87.png   \n",
            "  inflating: images/b33e244157.png   \n",
            "  inflating: images/868e7a70ae.png   \n",
            "  inflating: images/7fadb8efe8.png   \n",
            "  inflating: images/9f3b8d0186.png   \n",
            "  inflating: images/a0ea88f6a5.png   \n",
            "  inflating: images/cced2adf43.png   \n",
            "  inflating: images/628ea36ba6.png   \n",
            "  inflating: images/9d98768f19.png   \n",
            "  inflating: images/aeb36c1964.png   \n",
            "  inflating: images/d5afcea9a2.png   \n",
            "  inflating: images/0f3118527c.png   \n",
            "  inflating: images/4b0bf2f4a1.png   \n",
            "  inflating: images/d145884178.png   \n",
            "  inflating: images/8c916f9cb5.png   \n",
            "  inflating: images/bb1743a571.png   \n",
            "  inflating: images/f4ed280779.png   \n",
            "  inflating: images/b355ed119c.png   \n",
            "  inflating: images/7f01757d4c.png   \n",
            "  inflating: images/930c8dd0e4.png   \n",
            "  inflating: images/e3cded005d.png   \n",
            "  inflating: images/4085f8522d.png   \n",
            "  inflating: images/4b0c5aad63.png   \n",
            "  inflating: images/54e2419450.png   \n",
            "  inflating: images/3f8634704b.png   \n",
            "  inflating: images/6c95018d5c.png   \n",
            "  inflating: images/abd889c82f.png   \n",
            "  inflating: images/9b1f59b89c.png   \n",
            "  inflating: images/8ee20f502e.png   \n",
            "  inflating: images/3fc4d6b6ed.png   \n",
            "  inflating: images/9e966d733c.png   \n",
            "  inflating: images/51b639314d.png   \n",
            "  inflating: images/1aef65e24b.png   \n",
            "  inflating: images/95f6e2b2d1.png   \n",
            "  inflating: images/8bb7245636.png   \n",
            "  inflating: images/cc216a861c.png   \n",
            "  inflating: images/1d0c2fa004.png   \n",
            "  inflating: images/90b1a59d1b.png   \n",
            "  inflating: images/ff9b7d0d2e.png   \n",
            "  inflating: images/2b723b8474.png   \n",
            "  inflating: images/bf71bff284.png   \n",
            "  inflating: images/7b9facc0aa.png   \n",
            "  inflating: images/397f00cf61.png   \n",
            "  inflating: images/f7b1bd7c8a.png   \n",
            "  inflating: images/b2958f2747.png   \n",
            "  inflating: images/4514686882.png   \n",
            "  inflating: images/bb8c452bb6.png   \n",
            "  inflating: images/29beb70925.png   \n",
            "  inflating: images/8fd4178b11.png   \n",
            "  inflating: images/56f4bcc716.png   \n",
            "  inflating: images/3b5e9c6e05.png   \n",
            "  inflating: images/8f7b7b9980.png   \n",
            "  inflating: images/9f4471dcd6.png   \n",
            "  inflating: images/5c9326f1e4.png   \n",
            "  inflating: images/3480629331.png   \n",
            "  inflating: images/33159fbb9b.png   \n",
            "  inflating: images/13adf02399.png   \n",
            "  inflating: images/dfa4d727b8.png   \n",
            "  inflating: images/1435d5602c.png   \n",
            "  inflating: images/4618b50b42.png   \n",
            "  inflating: images/73a2f6fb22.png   \n",
            "  inflating: images/976eb05465.png   \n",
            "  inflating: images/5fc8bb94aa.png   \n",
            "  inflating: images/06d21d76c4.png   \n",
            "  inflating: images/90b1ba3bb5.png   \n",
            "  inflating: images/23e5717c0f.png   \n",
            "  inflating: images/1b5a148cd3.png   \n",
            "  inflating: images/f139be21a4.png   \n",
            "  inflating: images/285b9ba056.png   \n",
            "  inflating: images/875dda3975.png   \n",
            "  inflating: images/81fa3d59b8.png   \n",
            "  inflating: images/1169f5b1fb.png   \n",
            "  inflating: images/9e9f3940a9.png   \n",
            "  inflating: images/8b0d0b0633.png   \n",
            "  inflating: images/de95e861ac.png   \n",
            "  inflating: images/da02c9184d.png   \n",
            "  inflating: images/f37556e4da.png   \n",
            "  inflating: images/e24e9afdd1.png   \n",
            "  inflating: images/39400e0443.png   \n",
            "  inflating: images/a038a2d781.png   \n",
            "  inflating: images/9511856b03.png   \n",
            "  inflating: images/3507f73405.png   \n",
            "  inflating: images/bd526ca9af.png   \n",
            "  inflating: images/5fe4e3f5e6.png   \n",
            "  inflating: images/11a14b9fcd.png   \n",
            "  inflating: images/10b19bd1f8.png   \n",
            "  inflating: images/45f292bb41.png   \n",
            "  inflating: images/fd5c3c20d6.png   \n",
            "  inflating: images/9667824566.png   \n",
            "  inflating: images/cba568b15f.png   \n",
            "  inflating: images/8a1aed2c83.png   \n",
            "  inflating: images/def16cd3d7.png   \n",
            "  inflating: images/939c88a964.png   \n",
            "  inflating: images/cb6c6c15ce.png   \n",
            "  inflating: images/6e1bb2e64a.png   \n",
            "  inflating: images/be90ab3e56.png   \n",
            "  inflating: images/495e5d8dc0.png   \n",
            "  inflating: images/f0efea3879.png   \n",
            "  inflating: images/1d2cd614be.png   \n",
            "  inflating: images/0ece337a15.png   \n",
            "  inflating: images/7555f79a2c.png   \n",
            "  inflating: images/7a6d32bcae.png   \n",
            "  inflating: images/4875705fb0.png   \n",
            "  inflating: images/51acfd1399.png   \n",
            "  inflating: images/894d0e63f5.png   \n",
            "  inflating: images/a10b932fb3.png   \n",
            "  inflating: images/72e05a5a33.png   \n",
            "  inflating: images/cc2da77c17.png   \n",
            "  inflating: images/6752a6815f.png   \n",
            "  inflating: images/1379940546.png   \n",
            "  inflating: images/e1c6994595.png   \n",
            "  inflating: images/cfdc385955.png   \n",
            "  inflating: images/578aefa47e.png   \n",
            "  inflating: images/6576184a08.png   \n",
            "  inflating: images/dc0119712d.png   \n",
            "  inflating: images/b71915a0fe.png   \n",
            "  inflating: images/68b593f903.png   \n",
            "  inflating: images/6cf6889e33.png   \n",
            "  inflating: images/7af5b00299.png   \n",
            "  inflating: images/de15d35ebc.png   \n",
            "  inflating: images/cc6abe337d.png   \n",
            "  inflating: images/97bd8b22b1.png   \n",
            "  inflating: images/66073ddce1.png   \n",
            "  inflating: images/d3fdfb9e8f.png   \n",
            "  inflating: images/ac460261f4.png   \n",
            "  inflating: images/0ab5e14937.png   \n",
            "  inflating: images/70a32506ab.png   \n",
            "  inflating: images/b5e1371b3b.png   \n",
            "  inflating: images/50b3aef4c4.png   \n",
            "  inflating: images/1019e6ed47.png   \n",
            "  inflating: images/c6648ea2ca.png   \n",
            "  inflating: images/b240778420.png   \n",
            "  inflating: images/1306fcee4c.png   \n",
            "  inflating: images/32f1039c61.png   \n",
            "  inflating: images/5468ed796d.png   \n",
            "  inflating: images/02adf272e9.png   \n",
            "  inflating: images/299ef808f6.png   \n",
            "  inflating: images/2e035505d6.png   \n",
            "  inflating: images/36a6901cae.png   \n",
            "  inflating: images/71c0fd5516.png   \n",
            "  inflating: images/1f7e3eef06.png   \n",
            "  inflating: images/01323211a0.png   \n",
            "  inflating: images/f5d1176e33.png   \n",
            "  inflating: images/0bca43f7ff.png   \n",
            "  inflating: images/b852505678.png   \n",
            "  inflating: images/77abc5ed21.png   \n",
            "  inflating: images/98f91cd1b8.png   \n",
            "  inflating: images/4d4adc5623.png   \n",
            "  inflating: images/4864559ba5.png   \n",
            "  inflating: images/7ec803b58a.png   \n",
            "  inflating: images/83be4b6836.png   \n",
            "  inflating: images/42d64f2d78.png   \n",
            "  inflating: images/40b45f1871.png   \n",
            "  inflating: images/4ad8a63538.png   \n",
            "  inflating: images/1c6237ae58.png   \n",
            "  inflating: images/c6612326fa.png   \n",
            "  inflating: images/23bbdfd154.png   \n",
            "  inflating: images/25d24d4554.png   \n",
            "  inflating: images/d17eee846e.png   \n",
            "  inflating: images/253eb71c3d.png   \n",
            "  inflating: images/c80f09bee6.png   \n",
            "  inflating: images/65aadb6f53.png   \n",
            "  inflating: images/cb4f7abe67.png   \n",
            "  inflating: images/444dcc147b.png   \n",
            "  inflating: images/9090f8f97b.png   \n",
            "  inflating: images/c0cbdabcc3.png   \n",
            "  inflating: images/a39388bd3f.png   \n",
            "  inflating: images/d66bb0c151.png   \n",
            "  inflating: images/13483cd62a.png   \n",
            "  inflating: images/565d2342f2.png   \n",
            "  inflating: images/429bf7c665.png   \n",
            "  inflating: images/289af097b0.png   \n",
            "  inflating: images/1d93614392.png   \n",
            "  inflating: images/17c5d2464c.png   \n",
            "  inflating: images/964030c032.png   \n",
            "  inflating: images/230226a446.png   \n",
            "  inflating: images/299ba3cf34.png   \n",
            "  inflating: images/cd249859fa.png   \n",
            "  inflating: images/a92f49d2d9.png   \n",
            "  inflating: images/0f7aa746d6.png   \n",
            "  inflating: images/8d141a0b7a.png   \n",
            "  inflating: images/47bd268dcd.png   \n",
            "  inflating: images/f43f1e7456.png   \n",
            "  inflating: images/707f14c59a.png   \n",
            "  inflating: images/85c191c52c.png   \n",
            "  inflating: images/b0a2fe2a63.png   \n",
            "  inflating: images/fee35c9fa9.png   \n",
            "  inflating: images/3f22f2ef0e.png   \n",
            "  inflating: images/18ea3802ca.png   \n",
            "  inflating: images/640ceb328a.png   \n",
            "  inflating: images/57f8b13094.png   \n",
            "  inflating: images/288c4c1941.png   \n",
            "  inflating: images/af171a3570.png   \n",
            "  inflating: images/61bd2ee822.png   \n",
            "  inflating: images/5f8f40ce31.png   \n",
            "  inflating: images/db75c6831e.png   \n",
            "  inflating: images/b9fb7882a0.png   \n",
            "  inflating: images/49f22705ea.png   \n",
            "  inflating: images/fbd61072f4.png   \n",
            "  inflating: images/19e749d0b1.png   \n",
            "  inflating: images/03a9a9f615.png   \n",
            "  inflating: images/9bbb4c7c34.png   \n",
            "  inflating: images/51e82eaa5b.png   \n",
            "  inflating: images/84af757738.png   \n",
            "  inflating: images/32599d97bb.png   \n",
            "  inflating: images/182ea1798b.png   \n",
            "  inflating: images/22a889c9fc.png   \n",
            "  inflating: images/eac822921e.png   \n",
            "  inflating: images/1664b6a6d5.png   \n",
            "  inflating: images/36e68393b6.png   \n",
            "  inflating: images/974f5b6876.png   \n",
            "  inflating: images/5936740d48.png   \n",
            "  inflating: images/3ad9500e43.png   \n",
            "  inflating: images/7709ec3c5d.png   \n",
            "  inflating: images/71438f26ec.png   \n",
            "  inflating: images/50290e75f9.png   \n",
            "  inflating: images/9a6cf411ff.png   \n",
            "  inflating: images/72e1a1b225.png   \n",
            "  inflating: images/ab5fe4fea8.png   \n",
            "  inflating: images/a89d1999ec.png   \n",
            "  inflating: images/25fb3a895a.png   \n",
            "  inflating: images/e5a8368ee6.png   \n",
            "  inflating: images/180f0a1854.png   \n",
            "  inflating: images/5e58ed4adb.png   \n",
            "  inflating: images/25a9f40814.png   \n",
            "  inflating: images/9895f188e8.png   \n",
            "  inflating: images/eb4efc4c39.png   \n",
            "  inflating: images/10e1c8e23a.png   \n",
            "  inflating: images/fcbc5cef9d.png   \n",
            "  inflating: images/31d35c7c1d.png   \n",
            "  inflating: images/89562d9f7d.png   \n",
            "  inflating: images/ddcb457a07.png   \n",
            "  inflating: images/29fd4ba626.png   \n",
            "  inflating: images/2fb152d905.png   \n",
            "  inflating: images/6edba13f1b.png   \n",
            "  inflating: images/045c5516a2.png   \n",
            "  inflating: images/fbb8eba26d.png   \n",
            "  inflating: images/05c7033694.png   \n",
            "  inflating: images/56ac5605d2.png   \n",
            "  inflating: images/1463aee5b3.png   \n",
            "  inflating: images/190febf6cd.png   \n",
            "  inflating: images/7faea04242.png   \n",
            "  inflating: images/e101b9a0ec.png   \n",
            "  inflating: images/b2f87059da.png   \n",
            "  inflating: images/9ce55dc2c9.png   \n",
            "  inflating: images/d06f237a79.png   \n",
            "  inflating: images/390355fd73.png   \n",
            "  inflating: images/28f865caaa.png   \n",
            "  inflating: images/7582c0b2e9.png   \n",
            "  inflating: images/7134e4acac.png   \n",
            "  inflating: images/86fe531971.png   \n",
            "  inflating: images/e199174d64.png   \n",
            "  inflating: images/fa3e7cb3f5.png   \n",
            "  inflating: images/417833daa4.png   \n",
            "  inflating: images/ea2f1fa62f.png   \n",
            "  inflating: images/6a29fbd74b.png   \n",
            "  inflating: images/9874f75819.png   \n",
            "  inflating: images/87725b728a.png   \n",
            "  inflating: images/3ce657b8f7.png   \n",
            "  inflating: images/7019c22c5e.png   \n",
            "  inflating: images/bbfb2201ce.png   \n",
            "  inflating: images/c4f2799234.png   \n",
            "  inflating: images/8fb68e99e8.png   \n",
            "  inflating: images/2eca5f70b1.png   \n",
            "  inflating: images/a685e6f87e.png   \n",
            "  inflating: images/1c6f7aac78.png   \n",
            "  inflating: images/268d39db25.png   \n",
            "  inflating: images/c29c36a1e8.png   \n",
            "  inflating: images/64baad8029.png   \n",
            "  inflating: images/0530b67189.png   \n",
            "  inflating: images/cb36193e2f.png   \n",
            "  inflating: images/d14db20055.png   \n",
            "  inflating: images/45fb16d378.png   \n",
            "  inflating: images/641d0227e7.png   \n",
            "  inflating: images/65cb9cbc05.png   \n",
            "  inflating: images/4d03329aa4.png   \n",
            "  inflating: images/97b058f254.png   \n",
            "  inflating: images/3bd3216e16.png   \n",
            "  inflating: images/d84e52cb6e.png   \n",
            "  inflating: images/7fa6578978.png   \n",
            "  inflating: images/7e5a6e5013.png   \n",
            "  inflating: images/f1774ff8e8.png   \n",
            "  inflating: images/ad5454050e.png   \n",
            "  inflating: images/2b55bdbda1.png   \n",
            "  inflating: images/81d37cb5fd.png   \n",
            "  inflating: images/e476b868ef.png   \n",
            "  inflating: images/8b01d00cb0.png   \n",
            "  inflating: images/34d2af0f86.png   \n",
            "  inflating: images/f28b483859.png   \n",
            "  inflating: images/ab82b9e44e.png   \n",
            "  inflating: images/8c38199b15.png   \n",
            "  inflating: images/642c62a158.png   \n",
            "  inflating: images/d27831fef2.png   \n",
            "  inflating: images/8ddaea54ce.png   \n",
            "  inflating: images/f807851f5a.png   \n",
            "  inflating: images/34e51dba6a.png   \n",
            "  inflating: images/5800248c17.png   \n",
            "  inflating: images/71f7425387.png   \n",
            "  inflating: images/76ae1014bd.png   \n",
            "  inflating: images/6a89c7a85d.png   \n",
            "  inflating: images/d80ead8703.png   \n",
            "  inflating: images/b012e9ebb0.png   \n",
            "  inflating: images/d3034e7a60.png   \n",
            "  inflating: images/ae2ef70d51.png   \n",
            "  inflating: images/1af44a9db0.png   \n",
            "  inflating: images/41cfd4b320.png   \n",
            "  inflating: images/853e89d0d3.png   \n",
            "  inflating: images/2a484baa26.png   \n",
            "  inflating: images/92e617896e.png   \n",
            "  inflating: images/b70f0ab0c2.png   \n",
            "  inflating: images/e8757626a1.png   \n",
            "  inflating: images/6a3d92ce59.png   \n",
            "  inflating: images/127ef4105f.png   \n",
            "  inflating: images/d21012f5c1.png   \n",
            "  inflating: images/1cb9549d2c.png   \n",
            "  inflating: images/e030bdae65.png   \n",
            "  inflating: images/0cf7155eb6.png   \n",
            "  inflating: images/badb3ea766.png   \n",
            "  inflating: images/9bd58061d6.png   \n",
            "  inflating: images/2b1e71c2a3.png   \n",
            "  inflating: images/28d42de29f.png   \n",
            "  inflating: images/10833853b3.png   \n",
            "  inflating: images/ef13247eed.png   \n",
            "  inflating: images/bce104494c.png   \n",
            "  inflating: images/c8ce151a18.png   \n",
            "  inflating: images/302ea1ac81.png   \n",
            "  inflating: images/59b1bac5d5.png   \n",
            "  inflating: images/a3e0a0c779.png   \n",
            "  inflating: images/be565e046b.png   \n",
            "  inflating: images/e39ded223d.png   \n",
            "  inflating: images/9eaf536a63.png   \n",
            "  inflating: images/568d119e66.png   \n",
            "  inflating: images/5448c46aac.png   \n",
            "  inflating: images/452b06b003.png   \n",
            "  inflating: images/a8ef242dfd.png   \n",
            "  inflating: images/cdf9422054.png   \n",
            "  inflating: images/5bb48ef0ea.png   \n",
            "  inflating: images/bfbb9b9149.png   \n",
            "  inflating: images/fc87224914.png   \n",
            "  inflating: images/157b2aa3e0.png   \n",
            "  inflating: images/cb2c20898a.png   \n",
            "  inflating: images/d71e91efc0.png   \n",
            "  inflating: images/ca6bdbc405.png   \n",
            "  inflating: images/876e6423e6.png   \n",
            "  inflating: images/851a37ac37.png   \n",
            "  inflating: images/85fe62d2d6.png   \n",
            "  inflating: images/0497f2d447.png   \n",
            "  inflating: images/10aa115164.png   \n",
            "  inflating: images/d6471dc0a3.png   \n",
            "  inflating: images/9722dedee7.png   \n",
            "  inflating: images/18f3626b0f.png   \n",
            "  inflating: images/2388b3eb40.png   \n",
            "  inflating: images/3525fcea1e.png   \n",
            "  inflating: images/b6c52b4a53.png   \n",
            "  inflating: images/04234be388.png   \n",
            "  inflating: images/68d00224e0.png   \n",
            "  inflating: images/e0cfbbcb0c.png   \n",
            "  inflating: images/7738fbabca.png   \n",
            "  inflating: images/51179a1815.png   \n",
            "  inflating: images/a32a4a2256.png   \n",
            "  inflating: images/269b6cad0d.png   \n",
            "  inflating: images/4e961dd0ed.png   \n",
            "  inflating: images/cf7abfc8bb.png   \n",
            "  inflating: images/5e98f349f3.png   \n",
            "  inflating: images/2fbde8630d.png   \n",
            "  inflating: images/a3605816c1.png   \n",
            "  inflating: images/9d354bc9e7.png   \n",
            "  inflating: images/5ff89814f5.png   \n",
            "  inflating: images/fa2ebd1083.png   \n",
            "  inflating: images/d4d964f62d.png   \n",
            "  inflating: images/ef51bbcde7.png   \n",
            "  inflating: images/164873b51f.png   \n",
            "  inflating: images/f57e741b5b.png   \n",
            "  inflating: images/4433b159db.png   \n",
            "  inflating: images/ec542d0719.png   \n",
            "  inflating: images/6c6c1cbae9.png   \n",
            "  inflating: images/4630209118.png   \n",
            "  inflating: images/39cd06da7d.png   \n",
            "  inflating: images/b93d143e4b.png   \n",
            "  inflating: images/ed46821aa5.png   \n",
            "  inflating: images/885c2a90f5.png   \n",
            "  inflating: images/1c687fea93.png   \n",
            "  inflating: images/bc3f2b82ec.png   \n",
            "  inflating: images/bdb9ba462f.png   \n",
            "  inflating: images/92107f9559.png   \n",
            "  inflating: images/40a571cf0f.png   \n",
            "  inflating: images/5b28c5ba50.png   \n",
            "  inflating: images/57ff97666d.png   \n",
            "  inflating: images/34bfcfa11b.png   \n",
            "  inflating: images/4fbda008c7.png   \n",
            "  inflating: images/53de66df2a.png   \n",
            "  inflating: images/4d341171a4.png   \n",
            "  inflating: images/c0565001a3.png   \n",
            "  inflating: images/941d0865da.png   \n",
            "  inflating: images/6e691f1825.png   \n",
            "  inflating: images/bec8f132d0.png   \n",
            "  inflating: images/f3220c3590.png   \n",
            "  inflating: images/84bd944c62.png   \n",
            "  inflating: images/6b2f7ba83d.png   \n",
            "  inflating: images/254efd9043.png   \n",
            "  inflating: images/d606f4a578.png   \n",
            "  inflating: images/40a7f422e2.png   \n",
            "  inflating: images/106e4043ba.png   \n",
            "  inflating: images/465463b009.png   \n",
            "  inflating: images/287aea3a3b.png   \n",
            "  inflating: images/e37a3da5b2.png   \n",
            "  inflating: images/b9f3886670.png   \n",
            "  inflating: images/9ea0525027.png   \n",
            "  inflating: images/c3a963f5e3.png   \n",
            "  inflating: images/dccd2d9d48.png   \n",
            "  inflating: images/b92b11b3a4.png   \n",
            "  inflating: images/d800abe6a4.png   \n",
            "  inflating: images/5948185d4d.png   \n",
            "  inflating: images/c092a99d23.png   \n",
            "  inflating: images/db5bf853fc.png   \n",
            "  inflating: images/4c7e3c71e6.png   \n",
            "  inflating: images/dae1555fbf.png   \n",
            "  inflating: images/7b2032d7d1.png   \n",
            "  inflating: images/6092afaec7.png   \n",
            "  inflating: images/d6b87a521f.png   \n",
            "  inflating: images/99aefa9443.png   \n",
            "  inflating: images/4e86258646.png   \n",
            "  inflating: images/fbf380831b.png   \n",
            "  inflating: images/d0eb51a04f.png   \n",
            "  inflating: images/40fbc03558.png   \n",
            "  inflating: images/7a2eebff84.png   \n",
            "  inflating: images/6a6ebb2255.png   \n",
            "  inflating: images/5a3c38104c.png   \n",
            "  inflating: images/9fdb6afc56.png   \n",
            "  inflating: images/9f7e064e9f.png   \n",
            "  inflating: images/43a1dbb062.png   \n",
            "  inflating: images/0df9f16bc9.png   \n",
            "  inflating: images/99405de5c5.png   \n",
            "  inflating: images/b9c2f9550a.png   \n",
            "  inflating: images/e3755d5769.png   \n",
            "  inflating: images/24a38972a3.png   \n",
            "  inflating: images/a653a50dc4.png   \n",
            "  inflating: images/114daa1bed.png   \n",
            "  inflating: images/aa56279e8f.png   \n",
            "  inflating: images/7361f4e5bc.png   \n",
            "  inflating: images/4ee4b3485e.png   \n",
            "  inflating: images/b942b38a45.png   \n",
            "  inflating: images/a87eb66a65.png   \n",
            "  inflating: images/fff2abcaf9.png   \n",
            "  inflating: images/b552fb0d9d.png   \n",
            "  inflating: images/a5d188bbd7.png   \n",
            "  inflating: images/9a478d8cf2.png   \n",
            "  inflating: images/44ac5b2526.png   \n",
            "  inflating: images/a43ca2ef73.png   \n",
            "  inflating: images/505483d249.png   \n",
            "  inflating: images/34f61e9a54.png   \n",
            "  inflating: images/824152cf1c.png   \n",
            "  inflating: images/3c2ea1a63f.png   \n",
            "  inflating: images/24cb80b5da.png   \n",
            "  inflating: images/f5ffe74512.png   \n",
            "  inflating: images/a05da102a2.png   \n",
            "  inflating: images/06a361fc57.png   \n",
            "  inflating: images/437fbb64d4.png   \n",
            "  inflating: images/740e4ce45d.png   \n",
            "  inflating: images/b7dc0d87fd.png   \n",
            "  inflating: images/8b0478ed02.png   \n",
            "  inflating: images/d73e3ccdec.png   \n",
            "  inflating: images/14da113475.png   \n",
            "  inflating: images/7b0c7e28f0.png   \n",
            "  inflating: images/9d5d4bf0f1.png   \n",
            "  inflating: images/4b522e501e.png   \n",
            "  inflating: images/29a1b18e79.png   \n",
            "  inflating: images/2356ec6570.png   \n",
            "  inflating: images/96f8fd0d4b.png   \n",
            "  inflating: images/2596227117.png   \n",
            "  inflating: images/e51bea30d0.png   \n",
            "  inflating: images/a8e4e6ddec.png   \n",
            "  inflating: images/cc876896b5.png   \n",
            "  inflating: images/7c0b76979f.png   \n",
            "  inflating: images/9befc65890.png   \n",
            "  inflating: images/e0bde1cf11.png   \n",
            "  inflating: images/ce0e9def63.png   \n",
            "  inflating: images/6f78817a2d.png   \n",
            "  inflating: images/7796858a9b.png   \n",
            "  inflating: images/380ff30e30.png   \n",
            "  inflating: images/8f16b2685d.png   \n",
            "  inflating: images/b172bd2032.png   \n",
            "  inflating: images/cadb46b378.png   \n",
            "  inflating: images/a18073f2a2.png   \n",
            "  inflating: images/961b1310e9.png   \n",
            "  inflating: images/9c4c524983.png   \n",
            "  inflating: images/0c600207b1.png   \n",
            "  inflating: images/d553c91194.png   \n",
            "  inflating: images/77608c7770.png   \n",
            "  inflating: images/3634f29aac.png   \n",
            "  inflating: images/7568a9474e.png   \n",
            "  inflating: images/c387a012fc.png   \n",
            "  inflating: images/bb63bcb48a.png   \n",
            "  inflating: images/efc705478f.png   \n",
            "  inflating: images/6e3634da35.png   \n",
            "  inflating: images/d859ee2145.png   \n",
            "  inflating: images/9dcb043fa9.png   \n",
            "  inflating: images/c32752c00f.png   \n",
            "  inflating: images/918548e472.png   \n",
            "  inflating: images/4b9b8c2e44.png   \n",
            "  inflating: images/d765e53b37.png   \n",
            "  inflating: images/6ec6e26ddd.png   \n",
            "  inflating: images/97515a958d.png   \n",
            "  inflating: images/13f448be07.png   \n",
            "  inflating: images/2af3c055b2.png   \n",
            "  inflating: images/2e8bf3f7b3.png   \n",
            "  inflating: images/20ed65cbf8.png   \n",
            "  inflating: images/3c35e3ad94.png   \n",
            "  inflating: images/6994342067.png   \n",
            "  inflating: images/59ceec4f7c.png   \n",
            "  inflating: images/4e47ff086f.png   \n",
            "  inflating: images/1ff0aa7f05.png   \n",
            "  inflating: images/c60eaa0c75.png   \n",
            "  inflating: images/a6a3383416.png   \n",
            "  inflating: images/457f80b1c5.png   \n",
            "  inflating: images/9736389261.png   \n",
            "  inflating: images/e1921d9a0d.png   \n",
            "  inflating: images/c1190c9c37.png   \n",
            "  inflating: images/571e63d0bc.png   \n",
            "  inflating: images/a536f382ec.png   \n",
            "  inflating: images/e340e7bfca.png   \n",
            "  inflating: images/0429d9759b.png   \n",
            "  inflating: images/22398d77b8.png   \n",
            "  inflating: images/f0d15c63c5.png   \n",
            "  inflating: images/d2522cfc93.png   \n",
            "  inflating: images/eead2fc101.png   \n",
            "  inflating: images/19843b4e95.png   \n",
            "  inflating: images/9258e48804.png   \n",
            "  inflating: images/ddcb1ad560.png   \n",
            "  inflating: images/fdc28cafdc.png   \n",
            "  inflating: images/1f73caa937.png   \n",
            "  inflating: images/58a51c861e.png   \n",
            "  inflating: images/b1be1fa682.png   \n",
            "  inflating: images/a4e8ba21d1.png   \n",
            "  inflating: images/c0aa0c7b66.png   \n",
            "  inflating: images/7deaf30c4a.png   \n",
            "  inflating: images/cbad345488.png   \n",
            "  inflating: images/93f7759d52.png   \n",
            "  inflating: images/f625984494.png   \n",
            "  inflating: images/5326fad561.png   \n",
            "  inflating: images/5f1df5e4a8.png   \n",
            "  inflating: images/6348c487a4.png   \n",
            "  inflating: images/9b656c339a.png   \n",
            "  inflating: images/e82421363e.png   \n",
            "  inflating: images/dc4a1c9a30.png   \n",
            "  inflating: images/253ee294d9.png   \n",
            "  inflating: images/dde0ee264b.png   \n",
            "  inflating: images/94b3a9ed9c.png   \n",
            "  inflating: images/816c9d6d5d.png   \n",
            "  inflating: images/3c66e5ab54.png   \n",
            "  inflating: images/ebcd41b5f1.png   \n",
            "  inflating: images/1739b1634d.png   \n",
            "  inflating: images/8cf3a6a6f5.png   \n",
            "  inflating: images/e185ab5dc1.png   \n",
            "  inflating: images/553733b17b.png   \n",
            "  inflating: images/8b5757d8ee.png   \n",
            "  inflating: images/dc710565e6.png   \n",
            "  inflating: images/48db3b8c5f.png   \n",
            "  inflating: images/e0dade9896.png   \n",
            "  inflating: images/a076699b79.png   \n",
            "  inflating: images/d465b396f2.png   \n",
            "  inflating: images/1017084680.png   \n",
            "  inflating: images/e80ac14b0f.png   \n",
            "  inflating: images/a2a012f128.png   \n",
            "  inflating: images/f5b2861c9b.png   \n",
            "  inflating: images/abe74273c8.png   \n",
            "  inflating: images/2bca4fe522.png   \n",
            "  inflating: images/91ea3f1227.png   \n",
            "  inflating: images/62aad7556c.png   \n",
            "  inflating: images/d2f131dba8.png   \n",
            "  inflating: images/c33faa5d81.png   \n",
            "  inflating: images/26ec6ef9df.png   \n",
            "  inflating: images/c47c5ea1c3.png   \n",
            "  inflating: images/a7254b3aa6.png   \n",
            "  inflating: images/89dba191b1.png   \n",
            "  inflating: images/63d3cf63be.png   \n",
            "  inflating: images/57302cf4b6.png   \n",
            "  inflating: images/a141ed0c99.png   \n",
            "  inflating: images/548887f17d.png   \n",
            "  inflating: images/cf11876547.png   \n",
            "  inflating: images/0cc1d0e4c4.png   \n",
            "  inflating: images/f87365827d.png   \n",
            "  inflating: images/99d7f0c538.png   \n",
            "  inflating: images/3f5adbdcc7.png   \n",
            "  inflating: images/bd2a0b256c.png   \n",
            "  inflating: images/a4fb7072d6.png   \n",
            "  inflating: images/f19b7d20bb.png   \n",
            "  inflating: images/62de954435.png   \n",
            "  inflating: images/d83a74a082.png   \n",
            "  inflating: images/f87154ea7b.png   \n",
            "  inflating: images/e335542c17.png   \n",
            "  inflating: images/c8bd99cbb0.png   \n",
            "  inflating: images/e4c8dc59fa.png   \n",
            "  inflating: images/3b5c0e9308.png   \n",
            "  inflating: images/4279e747a0.png   \n",
            "  inflating: images/246d86ba32.png   \n",
            "  inflating: images/ade746d346.png   \n",
            "  inflating: images/e5c26c8634.png   \n",
            "  inflating: images/6138f82415.png   \n",
            "  inflating: images/e927f91b12.png   \n",
            "  inflating: images/071c81c9ad.png   \n",
            "  inflating: images/2be45a7fa3.png   \n",
            "  inflating: images/6b996daecc.png   \n",
            "  inflating: images/5ad4b1d1ff.png   \n",
            "  inflating: images/2424f4afc7.png   \n",
            "  inflating: images/fe0ff502fb.png   \n",
            "  inflating: images/e1009fa370.png   \n",
            "  inflating: images/b76760a4a1.png   \n",
            "  inflating: images/68d9f77646.png   \n",
            "  inflating: images/93b8ec180f.png   \n",
            "  inflating: images/16589f0702.png   \n",
            "  inflating: images/25e519b494.png   \n",
            "  inflating: images/b966734278.png   \n",
            "  inflating: images/90c62cd13b.png   \n",
            "  inflating: images/ab767aef7f.png   \n",
            "  inflating: images/b83bc9dfa7.png   \n",
            "  inflating: images/26527458de.png   \n",
            "  inflating: images/e172f09faa.png   \n",
            "  inflating: images/4eccb0cb9d.png   \n",
            "  inflating: images/68bad6a787.png   \n",
            "  inflating: images/91127f8cc2.png   \n",
            "  inflating: images/b0a18e86c7.png   \n",
            "  inflating: images/25e4b6fd77.png   \n",
            "  inflating: images/da5ab3d506.png   \n",
            "  inflating: images/b095375d19.png   \n",
            "  inflating: images/9146f2afd1.png   \n",
            "  inflating: images/9cbd5ddba4.png   \n",
            "  inflating: images/dcca0c8297.png   \n",
            "  inflating: images/6010b9b84d.png   \n",
            "  inflating: images/821e0217f0.png   \n",
            "  inflating: images/7f2642a14a.png   \n",
            "  inflating: images/6caec01e67.png   \n",
            "  inflating: images/8a58fe70f8.png   \n",
            "  inflating: images/af0e101aae.png   \n",
            "  inflating: images/d93d713c55.png   \n",
            "  inflating: images/51846d4c96.png   \n",
            "  inflating: images/1ee82dabee.png   \n",
            "  inflating: images/481ed855f2.png   \n",
            "  inflating: images/edea91429d.png   \n",
            "  inflating: images/ffb2ad3f94.png   \n",
            "  inflating: images/a41357f553.png   \n",
            "  inflating: images/f6c784904d.png   \n",
            "  inflating: images/8d2e68312e.png   \n",
            "  inflating: images/6fc88fcbed.png   \n",
            "  inflating: images/96d917e53d.png   \n",
            "  inflating: images/4c4556fff0.png   \n",
            "  inflating: images/f1cdcb9883.png   \n",
            "  inflating: images/69013a70ab.png   \n",
            "  inflating: images/fadd701a33.png   \n",
            "  inflating: images/2c707479f9.png   \n",
            "  inflating: images/85bca2aade.png   \n",
            "  inflating: images/7f9f13c0d0.png   \n",
            "  inflating: images/d4d34af4f7.png   \n",
            "  inflating: images/f362d474b7.png   \n",
            "  inflating: images/869f99406d.png   \n",
            "  inflating: images/df8c73e52b.png   \n",
            "  inflating: images/77ecd76754.png   \n",
            "  inflating: images/e86361f5d1.png   \n",
            "  inflating: images/8164beeaf5.png   \n",
            "  inflating: images/3edc3edf92.png   \n",
            "  inflating: images/1a7f8bd454.png   \n",
            "  inflating: images/935cba59ad.png   \n",
            "  inflating: images/6b0688f33f.png   \n",
            "  inflating: images/c82dabf9b1.png   \n",
            "  inflating: images/7845115d01.png   \n",
            "  inflating: images/a6f4e0f8b5.png   \n",
            "  inflating: images/eab589e1f2.png   \n",
            "  inflating: images/f7ff576dc4.png   \n",
            "  inflating: images/7c6221dbb8.png   \n",
            "  inflating: images/38dfaadc68.png   \n",
            "  inflating: images/92d116836e.png   \n",
            "  inflating: images/94c94ee7b6.png   \n",
            "  inflating: images/2f746f8726.png   \n",
            "  inflating: images/0ddcd3fd1a.png   \n",
            "  inflating: images/e3e1afe993.png   \n",
            "  inflating: images/f7dc2b2c9a.png   \n",
            "  inflating: images/48d81e93d9.png   \n",
            "  inflating: images/df8caa8bdf.png   \n",
            "  inflating: images/3ee87f1ea6.png   \n",
            "  inflating: images/04182ced8e.png   \n",
            "  inflating: images/f456e3161d.png   \n",
            "  inflating: images/34b32c5b5d.png   \n",
            "  inflating: images/56ab4fae30.png   \n",
            "  inflating: images/106a222c7c.png   \n",
            "  inflating: images/4c8132dc73.png   \n",
            "  inflating: images/8174aba668.png   \n",
            "  inflating: images/dfd3138198.png   \n",
            "  inflating: images/a58d3b12bc.png   \n",
            "  inflating: images/0280db420c.png   \n",
            "  inflating: images/1401f04c4b.png   \n",
            "  inflating: images/52914952d6.png   \n",
            "  inflating: images/b9a7c521ac.png   \n",
            "  inflating: images/7db7a5fb8f.png   \n",
            "  inflating: images/0977568b54.png   \n",
            "  inflating: images/c4f5a0fa36.png   \n",
            "  inflating: images/ce15cc1d1a.png   \n",
            "  inflating: images/d369e6b550.png   \n",
            "  inflating: images/ad3c6dd8d4.png   \n",
            "  inflating: images/91c003779c.png   \n",
            "  inflating: images/6c45d80d1e.png   \n",
            "  inflating: images/44ccc2d846.png   \n",
            "  inflating: images/346358e652.png   \n",
            "  inflating: images/07ac7e530f.png   \n",
            "  inflating: images/217a70a0cb.png   \n",
            "  inflating: images/f1b1f57aee.png   \n",
            "  inflating: images/e875c9a960.png   \n",
            "  inflating: images/875b087f1c.png   \n",
            "  inflating: images/9fbd3ca3b5.png   \n",
            "  inflating: images/bab30e51b8.png   \n",
            "  inflating: images/a33fe0952a.png   \n",
            "  inflating: images/19cc342b91.png   \n",
            "  inflating: images/7053b28de2.png   \n",
            "  inflating: images/d6987190ea.png   \n",
            "  inflating: images/465486e6ec.png   \n",
            "  inflating: images/aebff18bf9.png   \n",
            "  inflating: images/3c1ed5cc1f.png   \n",
            "  inflating: images/efe3043924.png   \n",
            "  inflating: images/e73532b450.png   \n",
            "  inflating: images/9031ddc924.png   \n",
            "  inflating: images/ed20d93bfd.png   \n",
            "  inflating: images/c83d9529bd.png   \n",
            "  inflating: images/ceef85bdc0.png   \n",
            "  inflating: images/942d3bfbf3.png   \n",
            "  inflating: images/62715133c5.png   \n",
            "  inflating: images/c45c9617bf.png   \n",
            "  inflating: images/83c0564224.png   \n",
            "  inflating: images/9358b1fa7a.png   \n",
            "  inflating: images/debe560cfb.png   \n",
            "  inflating: images/939879034e.png   \n",
            "  inflating: images/80694aa70f.png   \n",
            "  inflating: images/c8d70d9c3d.png   \n",
            "  inflating: images/3577258d6b.png   \n",
            "  inflating: images/edf47afe46.png   \n",
            "  inflating: images/05c33e6854.png   \n",
            "  inflating: images/999ae650f6.png   \n",
            "  inflating: images/573f9f58c4.png   \n",
            "  inflating: images/6493c2cbab.png   \n",
            "  inflating: images/e7ee2c6dce.png   \n",
            "  inflating: images/492383a53b.png   \n",
            "  inflating: images/1d2c8152bd.png   \n",
            "  inflating: images/8db9dc4a62.png   \n",
            "  inflating: images/836eedd4a7.png   \n",
            "  inflating: images/fc250f574c.png   \n",
            "  inflating: images/e6caf5eb81.png   \n",
            "  inflating: images/dea0a56bab.png   \n",
            "  inflating: images/6da04e4c20.png   \n",
            "  inflating: images/5bf5d82829.png   \n",
            "  inflating: images/0a31d7553c.png   \n",
            "  inflating: images/25dc959ebd.png   \n",
            "  inflating: images/ed7251fc01.png   \n",
            "  inflating: images/fe85864f8f.png   \n",
            "  inflating: images/cd6ed7690d.png   \n",
            "  inflating: images/8e9f2b9b61.png   \n",
            "  inflating: images/20a0f53112.png   \n",
            "  inflating: images/212f074587.png   \n",
            "  inflating: images/5991bd3f1b.png   \n",
            "  inflating: images/c98504a8ab.png   \n",
            "  inflating: images/d7398cfded.png   \n",
            "  inflating: images/78c50b3977.png   \n",
            "  inflating: images/ae96972c1a.png   \n",
            "  inflating: images/5155ad847f.png   \n",
            "  inflating: images/af7e9d7648.png   \n",
            "  inflating: images/9b450671aa.png   \n",
            "  inflating: images/1770691c51.png   \n",
            "  inflating: images/3ca252f526.png   \n",
            "  inflating: images/4702cdd4f0.png   \n",
            "  inflating: images/768d5f7ade.png   \n",
            "  inflating: images/b858ccf692.png   \n",
            "  inflating: images/3d339265c4.png   \n",
            "  inflating: images/5a7a933a05.png   \n",
            "  inflating: images/84242f42bc.png   \n",
            "  inflating: images/fcce81906d.png   \n",
            "  inflating: images/24bf79cd1e.png   \n",
            "  inflating: images/6c3a9009c8.png   \n",
            "  inflating: images/7fc1ce1cb4.png   \n",
            "  inflating: images/8d839a365b.png   \n",
            "  inflating: images/5ec4b8eff9.png   \n",
            "  inflating: images/a803fc87d1.png   \n",
            "  inflating: images/0eb52aa52a.png   \n",
            "  inflating: images/52020f0fd4.png   \n",
            "  inflating: images/cb2acfd639.png   \n",
            "  inflating: images/13f3daf89f.png   \n",
            "  inflating: images/8e7324c8ed.png   \n",
            "  inflating: images/d8bed49320.png   \n",
            "  inflating: images/f507d4f122.png   \n",
            "  inflating: images/b4b225aaa8.png   \n",
            "  inflating: images/f870e41e88.png   \n",
            "  inflating: images/0461a2fb30.png   \n",
            "  inflating: images/7aa7e1b355.png   \n",
            "  inflating: images/85e6b4cb1c.png   \n",
            "  inflating: images/0a41de5e3b.png   \n",
            "  inflating: images/3c10a71f62.png   \n",
            "  inflating: images/1e5e713964.png   \n",
            "  inflating: images/6e409af2cb.png   \n",
            "  inflating: images/e37b8208fa.png   \n",
            "  inflating: images/212ba67b51.png   \n",
            "  inflating: images/1cc428e57e.png   \n",
            "  inflating: images/8d9b8d724a.png   \n",
            "  inflating: images/29b25b5f03.png   \n",
            "  inflating: images/570d1da727.png   \n",
            "  inflating: images/e73ed6e7f2.png   \n",
            "  inflating: images/21d01a8e82.png   \n",
            "  inflating: images/1c3397d0ef.png   \n",
            "  inflating: images/35499d9dd6.png   \n",
            "  inflating: images/29df15c1ce.png   \n",
            "  inflating: images/31683f8a18.png   \n",
            "  inflating: images/016fc8031c.png   \n",
            "  inflating: images/2ff32a1188.png   \n",
            "  inflating: images/c749d05181.png   \n",
            "  inflating: images/56b5540fd7.png   \n",
            "  inflating: images/e44dcaeb74.png   \n",
            "  inflating: images/abcc448c24.png   \n",
            "  inflating: images/5b72ade49e.png   \n",
            "  inflating: images/a446aa0ac8.png   \n",
            "  inflating: images/5e0d2e6c25.png   \n",
            "  inflating: images/7db9b53d89.png   \n",
            "  inflating: images/cb0d3e8399.png   \n",
            "  inflating: images/58789490d6.png   \n",
            "  inflating: images/3975043a11.png   \n",
            "  inflating: images/ac6055e7ce.png   \n",
            "  inflating: images/e0fb508d51.png   \n",
            "  inflating: images/211fc910da.png   \n",
            "  inflating: images/12e859e91d.png   \n",
            "  inflating: images/f5a92d1356.png   \n",
            "  inflating: images/43ec939286.png   \n",
            "  inflating: images/a3e89a273d.png   \n",
            "  inflating: images/8d9314a9f4.png   \n",
            "  inflating: images/d1f7d2876b.png   \n",
            "  inflating: images/438b4cc6e3.png   \n",
            "  inflating: images/455c8febce.png   \n",
            "  inflating: images/135ae076e9.png   \n",
            "  inflating: images/fccf774196.png   \n",
            "  inflating: images/cbed0283ff.png   \n",
            "  inflating: images/5f3b26ac68.png   \n",
            "  inflating: images/0c089f7c1b.png   \n",
            "  inflating: images/65fe1a0efc.png   \n",
            "  inflating: images/f1395b9e13.png   \n",
            "  inflating: images/b33771a471.png   \n",
            "  inflating: images/1f805e4733.png   \n",
            "  inflating: images/cef624f327.png   \n",
            "  inflating: images/30491b379f.png   \n",
            "  inflating: images/68b6abcefc.png   \n",
            "  inflating: images/c2395da60e.png   \n",
            "  inflating: images/b937f4558c.png   \n",
            "  inflating: images/52fdbf981f.png   \n",
            "  inflating: images/f9b7196dfc.png   \n",
            "  inflating: images/418b7878a8.png   \n",
            "  inflating: images/a8be31a3c1.png   \n",
            "  inflating: images/1e4a233a70.png   \n",
            "  inflating: images/9492db510d.png   \n",
            "  inflating: images/a531b78648.png   \n",
            "  inflating: images/caccd6708f.png   \n",
            "  inflating: images/40d96e8022.png   \n",
            "  inflating: images/1c02222ef8.png   \n",
            "  inflating: images/d6cba9f9de.png   \n",
            "  inflating: images/bbb5279a06.png   \n",
            "  inflating: images/3a58606814.png   \n",
            "  inflating: images/312c4ce754.png   \n",
            "  inflating: images/a14d2ea3b1.png   \n",
            "  inflating: images/4e6855dbae.png   \n",
            "  inflating: images/766784f810.png   \n",
            "  inflating: images/a59385755d.png   \n",
            "  inflating: images/be1c8cbf1f.png   \n",
            "  inflating: images/5c28eec331.png   \n",
            "  inflating: images/babbac4cf9.png   \n",
            "  inflating: images/71d3bf0ea8.png   \n",
            "  inflating: images/2d3c0a68f9.png   \n",
            "  inflating: images/5108785aaf.png   \n",
            "  inflating: images/c2ca0ed857.png   \n",
            "  inflating: images/05be75afd9.png   \n",
            "  inflating: images/b28aeb78e0.png   \n",
            "  inflating: images/63e32c0cfb.png   \n",
            "  inflating: images/4d6121dae0.png   \n",
            "  inflating: images/0cf9c803b8.png   \n",
            "  inflating: images/c9a1fd48f6.png   \n",
            "  inflating: images/dcb1eee6e3.png   \n",
            "  inflating: images/28ad4e60c5.png   \n",
            "  inflating: images/e8cf12563d.png   \n",
            "  inflating: images/eeef52be31.png   \n",
            "  inflating: images/be2dd1db16.png   \n",
            "  inflating: images/ede9c03a6f.png   \n",
            "  inflating: images/6c5b8b3950.png   \n",
            "  inflating: images/16017c8e02.png   \n",
            "  inflating: images/d99612d949.png   \n",
            "  inflating: images/36db23ceb8.png   \n",
            "  inflating: images/fbf5c91d9e.png   \n",
            "  inflating: images/52aa9a9703.png   \n",
            "  inflating: images/c901f669f8.png   \n",
            "  inflating: images/54cfa66336.png   \n",
            "  inflating: images/fcf5137a10.png   \n",
            "  inflating: images/6c25735f24.png   \n",
            "  inflating: images/e39f959114.png   \n",
            "  inflating: images/48940ae0b0.png   \n",
            "  inflating: images/7572c78534.png   \n",
            "  inflating: images/cbeab7807d.png   \n",
            "  inflating: images/d35af24206.png   \n",
            "  inflating: images/a4e90eef39.png   \n",
            "  inflating: images/7e67ef84e1.png   \n",
            "  inflating: images/c02071548b.png   \n",
            "  inflating: images/3e87545802.png   \n",
            "  inflating: images/d31c506913.png   \n",
            "  inflating: images/bf00a0ab71.png   \n",
            "  inflating: images/a5375b180b.png   \n",
            "  inflating: images/186edd93a3.png   \n",
            "  inflating: images/d2ea97ca4e.png   \n",
            "  inflating: images/e337021e6a.png   \n",
            "  inflating: images/14bba6af57.png   \n",
            "  inflating: images/594712691d.png   \n",
            "  inflating: images/6ebb6826bd.png   \n",
            "  inflating: images/5ad7172ca7.png   \n",
            "  inflating: images/3dc8ca137c.png   \n",
            "  inflating: images/ccfb270edb.png   \n",
            "  inflating: images/628f1de539.png   \n",
            "  inflating: images/ce06c157c1.png   \n",
            "  inflating: images/44edd661a0.png   \n",
            "  inflating: images/7b078e7517.png   \n",
            "  inflating: images/4e3ccf37ee.png   \n",
            "  inflating: images/4f6328bf93.png   \n",
            "  inflating: images/04c48c9743.png   \n",
            "  inflating: images/9267f6cf9c.png   \n",
            "  inflating: images/4ce60abe5f.png   \n",
            "  inflating: images/705eb5d67a.png   \n",
            "  inflating: images/5f397e0074.png   \n",
            "  inflating: images/132e30cffd.png   \n",
            "  inflating: images/73a4c6a4bb.png   \n",
            "  inflating: images/ddd3099877.png   \n",
            "  inflating: images/e8d8b35601.png   \n",
            "  inflating: images/ec212b3d2d.png   \n",
            "  inflating: images/dd6a04d456.png   \n",
            "  inflating: images/5ef096aeac.png   \n",
            "  inflating: images/be9ce6a9d7.png   \n",
            "  inflating: images/bc7e49ee18.png   \n",
            "  inflating: images/5fe599e1a5.png   \n",
            "  inflating: images/7ebd3f0cdd.png   \n",
            "  inflating: images/ff9d2e9ba7.png   \n",
            "  inflating: images/abd1e3e008.png   \n",
            "  inflating: images/029c321179.png   \n",
            "  inflating: images/9bf8a38b92.png   \n",
            "  inflating: images/66891ec970.png   \n",
            "  inflating: images/9522339a9a.png   \n",
            "  inflating: images/6ecba60505.png   \n",
            "  inflating: images/3c1d07fc67.png   \n",
            "  inflating: images/0ce329b5f9.png   \n",
            "  inflating: images/aa94cfb806.png   \n",
            "  inflating: images/ebe8198105.png   \n",
            "  inflating: images/665e84dc42.png   \n",
            "  inflating: images/db0bc63d60.png   \n",
            "  inflating: images/6c61beb5dd.png   \n",
            "  inflating: images/e41a05735d.png   \n",
            "  inflating: images/03511989ac.png   \n",
            "  inflating: images/052de39787.png   \n",
            "  inflating: images/59944f0f92.png   \n",
            "  inflating: images/2f3eff4192.png   \n",
            "  inflating: images/27de423ad3.png   \n",
            "  inflating: images/99f52af0ea.png   \n",
            "  inflating: images/365abbdf77.png   \n",
            "  inflating: images/ee3b4b8c91.png   \n",
            "  inflating: images/1724889841.png   \n",
            "  inflating: images/5cada3d3f1.png   \n",
            "  inflating: images/27c4850501.png   \n",
            "  inflating: images/37df75f3a2.png   \n",
            "  inflating: images/2e7921981a.png   \n",
            "  inflating: images/63feb8de2b.png   \n",
            "  inflating: images/cbe33c57c4.png   \n",
            "  inflating: images/a7bc02b7d4.png   \n",
            "  inflating: images/d65973824b.png   \n",
            "  inflating: images/6d17d3be2d.png   \n",
            "  inflating: images/b354751edd.png   \n",
            "  inflating: images/e880e84886.png   \n",
            "  inflating: images/74de17e9c0.png   \n",
            "  inflating: images/31b1314c62.png   \n",
            "  inflating: images/3687839ecc.png   \n",
            "  inflating: images/f70f3b7b95.png   \n",
            "  inflating: images/de1142326e.png   \n",
            "  inflating: images/2bc8a3db3c.png   \n",
            "  inflating: images/bd51537256.png   \n",
            "  inflating: images/c0b6fafc47.png   \n",
            "  inflating: images/2eae73b03a.png   \n",
            "  inflating: images/90b14e3f04.png   \n",
            "  inflating: images/91823ecb1f.png   \n",
            "  inflating: images/f44f67efae.png   \n",
            "  inflating: images/e0751c41fd.png   \n",
            "  inflating: images/6e86fed535.png   \n",
            "  inflating: images/83645a3b6f.png   \n",
            "  inflating: images/0762a99eb4.png   \n",
            "  inflating: images/7f0bdb5e31.png   \n",
            "  inflating: images/857e511397.png   \n",
            "  inflating: images/8686b3a5d4.png   \n",
            "  inflating: images/557feaaf65.png   \n",
            "  inflating: images/e0d98e6fde.png   \n",
            "  inflating: images/86bc03a8a6.png   \n",
            "  inflating: images/51d1696054.png   \n",
            "  inflating: images/d1857e0577.png   \n",
            "  inflating: images/c5493cc7b0.png   \n",
            "  inflating: images/2da763222e.png   \n",
            "  inflating: images/97e78a5448.png   \n",
            "  inflating: images/65408225fc.png   \n",
            "  inflating: images/bfcd0fb5ac.png   \n",
            "  inflating: images/b981d35c43.png   \n",
            "  inflating: images/cc70a60681.png   \n",
            "  inflating: images/05139ad3e5.png   \n",
            "  inflating: images/b40844d201.png   \n",
            "  inflating: images/6dba47cc58.png   \n",
            "  inflating: images/7f99abfc11.png   \n",
            "  inflating: images/f2fcceee25.png   \n",
            "  inflating: images/337b30caff.png   \n",
            "  inflating: images/755c1e849f.png   \n",
            "  inflating: images/03be56aa9a.png   \n",
            "  inflating: images/51ede1c702.png   \n",
            "  inflating: images/8b09c914be.png   \n",
            "  inflating: images/7d52a376a7.png   \n",
            "  inflating: images/c09f4e95e8.png   \n",
            "  inflating: images/a4a2921863.png   \n",
            "  inflating: images/6397715bb4.png   \n",
            "  inflating: images/e366f9d62b.png   \n",
            "  inflating: images/67db09fda5.png   \n",
            "  inflating: images/19b7d2e2bf.png   \n",
            "  inflating: images/31250cef62.png   \n",
            "  inflating: images/22b0774178.png   \n",
            "  inflating: images/4e89a919ed.png   \n",
            "  inflating: images/00950d1627.png   \n",
            "  inflating: images/7d0b2f2046.png   \n",
            "  inflating: images/362cec7849.png   \n",
            "  inflating: images/e51e614146.png   \n",
            "  inflating: images/eeca9d6a63.png   \n",
            "  inflating: images/9a3abd0ba6.png   \n",
            "  inflating: images/fc13dabcbb.png   \n",
            "  inflating: images/aede306d15.png   \n",
            "  inflating: images/0a7e067255.png   \n",
            "  inflating: images/fad11bf2fa.png   \n",
            "  inflating: images/da082ec985.png   \n",
            "  inflating: images/ea6f13458b.png   \n",
            "  inflating: images/30d4fb116b.png   \n",
            "  inflating: images/18c4cdefec.png   \n",
            "  inflating: images/296a04bc06.png   \n",
            "  inflating: images/90f37a2a28.png   \n",
            "  inflating: images/d9cf4a6e42.png   \n",
            "  inflating: images/0b7b00ebfd.png   \n",
            "  inflating: images/f0c401b64b.png   \n",
            "  inflating: images/d2e44953e6.png   \n",
            "  inflating: images/9f54d7807c.png   \n",
            "  inflating: images/d12d5894b8.png   \n",
            "  inflating: images/086deb3ccb.png   \n",
            "  inflating: images/f5c2e66754.png   \n",
            "  inflating: images/17972a6517.png   \n",
            "  inflating: images/3c7e2d60a7.png   \n",
            "  inflating: images/7c2609c66c.png   \n",
            "  inflating: images/737e6513c8.png   \n",
            "  inflating: images/2821f70a5a.png   \n",
            "  inflating: images/57904adf94.png   \n",
            "  inflating: images/cc97e87765.png   \n",
            "  inflating: images/ea1a6e1b33.png   \n",
            "  inflating: images/3fd0ef2d38.png   \n",
            "  inflating: images/89165071a4.png   \n",
            "  inflating: images/6760543d8f.png   \n",
            "  inflating: images/4f3368a855.png   \n",
            "  inflating: images/b2b0cd95a4.png   \n",
            "  inflating: images/4848a3a509.png   \n",
            "  inflating: images/690b1ce5f7.png   \n",
            "  inflating: images/7fd5baaee8.png   \n",
            "  inflating: images/e0da89ce88.png   \n",
            "  inflating: images/cb68c2431a.png   \n",
            "  inflating: images/c20c019650.png   \n",
            "  inflating: images/87d58438cc.png   \n",
            "  inflating: images/0ee8a744eb.png   \n",
            "  inflating: images/bc5382bc71.png   \n",
            "  inflating: images/9a4db0d7aa.png   \n",
            "  inflating: images/64e050f295.png   \n",
            "  inflating: images/9d23bc70b8.png   \n",
            "  inflating: images/fe37eddf8e.png   \n",
            "  inflating: images/ca84b9e8d4.png   \n",
            "  inflating: images/5c33b65396.png   \n",
            "  inflating: images/24d67576d0.png   \n",
            "  inflating: images/bb1e7f303f.png   \n",
            "  inflating: images/393f2db0b0.png   \n",
            "  inflating: images/3d4bc58424.png   \n",
            "  inflating: images/be7014887d.png   \n",
            "  inflating: images/1313dbf1d7.png   \n",
            "  inflating: images/c1431cfade.png   \n",
            "  inflating: images/3782748f51.png   \n",
            "  inflating: images/2bce09096c.png   \n",
            "  inflating: images/921b60e76d.png   \n",
            "  inflating: images/c43b8533c4.png   \n",
            "  inflating: images/31b003483c.png   \n",
            "  inflating: images/74f00bb214.png   \n",
            "  inflating: images/e358121d19.png   \n",
            "  inflating: images/9fff0319cd.png   \n",
            "  inflating: images/d3c8980685.png   \n",
            "  inflating: images/641ef8ba11.png   \n",
            "  inflating: images/e360f895de.png   \n",
            "  inflating: images/ec857f4518.png   \n",
            "  inflating: images/ec10996820.png   \n",
            "  inflating: images/1a2d060823.png   \n",
            "  inflating: images/7ec97427ca.png   \n",
            "  inflating: images/f7933b266c.png   \n",
            "  inflating: images/525be73de5.png   \n",
            "  inflating: images/46673b0e2d.png   \n",
            "  inflating: images/884400b2e8.png   \n",
            "  inflating: images/2bf5343f03.png   \n",
            "  inflating: images/f2f0278d02.png   \n",
            "  inflating: images/f8921580bb.png   \n",
            "  inflating: images/00441f1cf2.png   \n",
            "  inflating: images/eec3f628d6.png   \n",
            "  inflating: images/ac412e6d55.png   \n",
            "  inflating: images/24b40af38f.png   \n",
            "  inflating: images/29162a3471.png   \n",
            "  inflating: images/881bfee759.png   \n",
            "  inflating: images/9819277faa.png   \n",
            "  inflating: images/a32b0d0cd7.png   \n",
            "  inflating: images/078f36a006.png   \n",
            "  inflating: images/680ce5b666.png   \n",
            "  inflating: images/4696bb53e6.png   \n",
            "  inflating: images/24522ec665.png   \n",
            "  inflating: images/5e350fa662.png   \n",
            "  inflating: images/04315b9a64.png   \n",
            "  inflating: images/3c9931bca2.png   \n",
            "  inflating: images/a4442fef48.png   \n",
            "  inflating: images/6d4fca6a35.png   \n",
            "  inflating: images/5d600057f5.png   \n",
            "  inflating: images/9fabca6b17.png   \n",
            "  inflating: images/86f892ad2f.png   \n",
            "  inflating: images/977f897477.png   \n",
            "  inflating: images/b525824dfc.png   \n",
            "  inflating: images/859f623d32.png   \n",
            "  inflating: images/b194549062.png   \n",
            "  inflating: images/b74ecdfe20.png   \n",
            "  inflating: images/1f6afee5ca.png   \n",
            "  inflating: images/25f2e30c66.png   \n",
            "  inflating: images/99c726d528.png   \n",
            "  inflating: images/c93d0ecd1d.png   \n",
            "  inflating: images/26382e2d1f.png   \n",
            "  inflating: images/9e426ec524.png   \n",
            "  inflating: images/9ca84742ef.png   \n",
            "  inflating: images/8343ad9ed8.png   \n",
            "  inflating: images/e8b730fe92.png   \n",
            "  inflating: images/4e41f7a5df.png   \n",
            "  inflating: images/cb2698f715.png   \n",
            "  inflating: images/fd51e63c83.png   \n",
            "  inflating: images/a15eff2958.png   \n",
            "  inflating: images/ccd6841e90.png   \n",
            "  inflating: images/ed66549524.png   \n",
            "  inflating: images/f115ca6981.png   \n",
            "  inflating: images/e54c815e85.png   \n",
            "  inflating: images/ca2e414e83.png   \n",
            "  inflating: images/51423622fd.png   \n",
            "  inflating: images/d390b1cbef.png   \n",
            "  inflating: images/ad29bc8923.png   \n",
            "  inflating: images/d25a2d736a.png   \n",
            "  inflating: images/62df3565cd.png   \n",
            "  inflating: images/4edadcf4c4.png   \n",
            "  inflating: images/ace37eaaf9.png   \n",
            "  inflating: images/92c25915f1.png   \n",
            "  inflating: images/fefe01ac32.png   \n",
            "  inflating: images/0fb7b2772a.png   \n",
            "  inflating: images/2fe186a2c6.png   \n",
            "  inflating: images/c576ef893a.png   \n",
            "  inflating: images/89dc091930.png   \n",
            "  inflating: images/2fd6d25adb.png   \n",
            "  inflating: images/5559e0ceab.png   \n",
            "  inflating: images/9ade7d33f2.png   \n",
            "  inflating: images/1c8f6881ac.png   \n",
            "  inflating: images/d7a53f942a.png   \n",
            "  inflating: images/08bafa2eee.png   \n",
            "  inflating: images/9eb4a10b98.png   \n",
            "  inflating: images/a88dd59036.png   \n",
            "  inflating: images/92895cb54f.png   \n",
            "  inflating: images/71507ccc96.png   \n",
            "  inflating: images/2ae425e5a3.png   \n",
            "  inflating: images/958a3dd464.png   \n",
            "  inflating: images/67dfa4bcf5.png   \n",
            "  inflating: images/8a2dc90df5.png   \n",
            "  inflating: images/e5b47aa145.png   \n",
            "  inflating: images/fdc1ac926a.png   \n",
            "  inflating: images/c9ff0d072b.png   \n",
            "  inflating: images/27f6632fd1.png   \n",
            "  inflating: images/b1e590d1c9.png   \n",
            "  inflating: images/5343d4837c.png   \n",
            "  inflating: images/f7e555a0aa.png   \n",
            "  inflating: images/778a92f420.png   \n",
            "  inflating: images/08dc3c9a23.png   \n",
            "  inflating: images/fa9b3f2aa9.png   \n",
            "  inflating: images/1d955f8103.png   \n",
            "  inflating: images/287b0f197f.png   \n",
            "  inflating: images/a94450f57e.png   \n",
            "  inflating: images/6940237693.png   \n",
            "  inflating: images/2af240d261.png   \n",
            "  inflating: images/0401ae15d3.png   \n",
            "  inflating: images/e27400528c.png   \n",
            "  inflating: images/b3f6affa39.png   \n",
            "  inflating: images/f7d4d6fb0d.png   \n",
            "  inflating: images/8f1d6045fb.png   \n",
            "  inflating: images/9ccf50ab0e.png   \n",
            "  inflating: images/0a0814464f.png   \n",
            "  inflating: images/6a6b42a6f2.png   \n",
            "  inflating: images/b60fbb288b.png   \n",
            "  inflating: images/07e08eee37.png   \n",
            "  inflating: images/eed6c66da4.png   \n",
            "  inflating: images/871be86f43.png   \n",
            "  inflating: images/a86acaf330.png   \n",
            "  inflating: images/a9b7fa7e0d.png   \n",
            "  inflating: images/7f30236ca4.png   \n",
            "  inflating: images/4c89e94e36.png   \n",
            "  inflating: images/a898892737.png   \n",
            "  inflating: images/48b63017da.png   \n",
            "  inflating: images/d175b3b3cc.png   \n",
            "  inflating: images/851498c095.png   \n",
            "  inflating: images/f288e998f5.png   \n",
            "  inflating: images/53dab98a36.png   \n",
            "  inflating: images/1c0b2ceb2f.png   \n",
            "  inflating: images/da84ed2423.png   \n",
            "  inflating: images/3d0f8c81ce.png   \n",
            "  inflating: images/f0dc7e30fc.png   \n",
            "  inflating: images/7d5c34a95a.png   \n",
            "  inflating: images/14c16f99d5.png   \n",
            "  inflating: images/71a31f4356.png   \n",
            "  inflating: images/58de316918.png   \n",
            "  inflating: images/4ef0559016.png   \n",
            "  inflating: images/b240582de8.png   \n",
            "  inflating: images/eb84dfdf18.png   \n",
            "  inflating: images/5f98029612.png   \n",
            "  inflating: images/115ee54da8.png   \n",
            "  inflating: images/2886e27fb6.png   \n",
            "  inflating: images/324eb2ec65.png   \n",
            "  inflating: images/c33df3d7ad.png   \n",
            "  inflating: images/64bfdd0b9a.png   \n",
            "  inflating: images/aff87f7ba7.png   \n",
            "  inflating: images/d991b7a689.png   \n",
            "  inflating: images/55e9012561.png   \n",
            "  inflating: images/066e0ce4c3.png   \n",
            "  inflating: images/725a0ae373.png   \n",
            "  inflating: images/37aa9fc79a.png   \n",
            "  inflating: images/c89eda8701.png   \n",
            "  inflating: images/d68c08baec.png   \n",
            "  inflating: images/13209940d7.png   \n",
            "  inflating: images/ebacf0e713.png   \n",
            "  inflating: images/00a3af90ab.png   \n",
            "  inflating: images/d3d19422ca.png   \n",
            "  inflating: images/3ec0423139.png   \n",
            "  inflating: images/6fe2b681e4.png   \n",
            "  inflating: images/1623de321c.png   \n",
            "  inflating: images/30e5cfec08.png   \n",
            "  inflating: images/930183efe5.png   \n",
            "  inflating: images/849ccdf3af.png   \n",
            "  inflating: images/a8ebba8c1e.png   \n",
            "  inflating: images/1efe1909ed.png   \n",
            "  inflating: images/2ffea0c397.png   \n",
            "  inflating: images/b9614348f4.png   \n",
            "  inflating: images/ad1e8ef844.png   \n",
            "  inflating: images/40dcff68b3.png   \n",
            "  inflating: images/1b0d74b359.png   \n",
            "  inflating: images/10ecfda568.png   \n",
            "  inflating: images/b964244dfd.png   \n",
            "  inflating: images/23e1bb3ee8.png   \n",
            "  inflating: images/690514a3e4.png   \n",
            "  inflating: images/ec9ba7900d.png   \n",
            "  inflating: images/9385125b12.png   \n",
            "  inflating: images/711e8ac5ba.png   \n",
            "  inflating: images/3dbbc237c5.png   \n",
            "  inflating: images/8b44342fd9.png   \n",
            "  inflating: images/aa21ba676c.png   \n",
            "  inflating: images/2fa4260cde.png   \n",
            "  inflating: images/a701844e9a.png   \n",
            "  inflating: images/a12cbb17e5.png   \n",
            "  inflating: images/8ebceef687.png   \n",
            "  inflating: images/b461a5b584.png   \n",
            "  inflating: images/602dc99f10.png   \n",
            "  inflating: images/f959f79b64.png   \n",
            "  inflating: images/697fee88c5.png   \n",
            "  inflating: images/21e1d6e38d.png   \n",
            "  inflating: images/e7c55756c7.png   \n",
            "  inflating: images/903180c447.png   \n",
            "  inflating: images/8c99d8c85f.png   \n",
            "  inflating: images/003c477d7c.png   \n",
            "  inflating: images/c70153909b.png   \n",
            "  inflating: images/ba1287cb48.png   \n",
            "  inflating: images/3da64841d8.png   \n",
            "  inflating: images/e060d5ca41.png   \n",
            "  inflating: images/c038f6fbe4.png   \n",
            "  inflating: images/d4033ae7f2.png   \n",
            "  inflating: images/d67e3a11d8.png   \n",
            "  inflating: images/690281a93d.png   \n",
            "  inflating: images/62d30854d7.png   \n",
            "  inflating: images/f0ec542987.png   \n",
            "  inflating: images/5ec6db5c9d.png   \n",
            "  inflating: images/0937b1df3f.png   \n",
            "  inflating: images/3792be0845.png   \n",
            "  inflating: images/52667992f8.png   \n",
            "  inflating: images/203f6117be.png   \n",
            "  inflating: images/95af8ca744.png   \n",
            "  inflating: images/19902af6bd.png   \n",
            "  inflating: images/c37e74bffc.png   \n",
            "  inflating: images/f3356c9ee4.png   \n",
            "  inflating: images/c26ff00bfd.png   \n",
            "  inflating: images/c7ab9848b9.png   \n",
            "  inflating: images/9b80cf8992.png   \n",
            "  inflating: images/2ffe02e882.png   \n",
            "  inflating: images/a0219e8fa4.png   \n",
            "  inflating: images/730bddcc02.png   \n",
            "  inflating: images/7ed0489985.png   \n",
            "  inflating: images/7cc53fe88b.png   \n",
            "  inflating: masks/8d08955cdf.png    \n",
            "  inflating: masks/e045664b46.png    \n",
            "  inflating: masks/4989c6509e.png    \n",
            "  inflating: masks/fff4eb4941.png    \n",
            "  inflating: masks/3a310860a3.png    \n",
            "  inflating: masks/7a696bb878.png    \n",
            "  inflating: masks/8d3ee9356b.png    \n",
            "  inflating: masks/213e0a9f7b.png    \n",
            "  inflating: masks/78f17697f2.png    \n",
            "  inflating: masks/bd20d18369.png    \n",
            "  inflating: masks/de08c5a3b7.png    \n",
            "  inflating: masks/f06ef6c8b7.png    \n",
            "  inflating: masks/b2d02516e1.png    \n",
            "  inflating: masks/5edb37f5a8.png    \n",
            "  inflating: masks/b1f0e104f5.png    \n",
            "  inflating: masks/40e8e14e60.png    \n",
            "  inflating: masks/6e1444d88d.png    \n",
            "  inflating: masks/f342603c76.png    \n",
            "  inflating: masks/7ba58ee1be.png    \n",
            "  inflating: masks/14a89a1840.png    \n",
            "  inflating: masks/4319885cf1.png    \n",
            "  inflating: masks/bb697642ae.png    \n",
            "  inflating: masks/d4acb30303.png    \n",
            "  inflating: masks/057eae4f34.png    \n",
            "  inflating: masks/9f0c9f3b90.png    \n",
            "  inflating: masks/6d2a5a2fe2.png    \n",
            "  inflating: masks/f7e855fc40.png    \n",
            "  inflating: masks/bbf6b192be.png    \n",
            "  inflating: masks/dcbb6474ee.png    \n",
            "  inflating: masks/7df431274e.png    \n",
            "  inflating: masks/4d684d99cc.png    \n",
            "  inflating: masks/008a50a2ec.png    \n",
            "  inflating: masks/3004f41177.png    \n",
            "  inflating: masks/d768234bb5.png    \n",
            "  inflating: masks/bcae7b57ec.png    \n",
            "  inflating: masks/146ec37657.png    \n",
            "  inflating: masks/fc944f4e1f.png    \n",
            "  inflating: masks/ebc46e6691.png    \n",
            "  inflating: masks/5aee63c515.png    \n",
            "  inflating: masks/619edf8941.png    \n",
            "  inflating: masks/d2b77b255b.png    \n",
            "  inflating: masks/32afbf53f6.png    \n",
            "  inflating: masks/47fd4036e7.png    \n",
            "  inflating: masks/a9ab1afe01.png    \n",
            "  inflating: masks/276807c93b.png    \n",
            "  inflating: masks/e353ae4dd5.png    \n",
            "  inflating: masks/60bbd166a4.png    \n",
            "  inflating: masks/ee5c6d6639.png    \n",
            "  inflating: masks/56810440c4.png    \n",
            "  inflating: masks/9458b40464.png    \n",
            "  inflating: masks/675fcfe29a.png    \n",
            "  inflating: masks/7d963e0f5d.png    \n",
            "  inflating: masks/8cb6f8581b.png    \n",
            "  inflating: masks/efec1f093e.png    \n",
            "  inflating: masks/62a8f89a19.png    \n",
            "  inflating: masks/3598c246d7.png    \n",
            "  inflating: masks/ff1e8ed948.png    \n",
            "  inflating: masks/5cf1f1e7f0.png    \n",
            "  inflating: masks/e799fcac15.png    \n",
            "  inflating: masks/b5893fc541.png    \n",
            "  inflating: masks/c61e0f2507.png    \n",
            "  inflating: masks/fd257af5d2.png    \n",
            "  inflating: masks/df32c11fe8.png    \n",
            "  inflating: masks/54629440c9.png    \n",
            "  inflating: masks/41895b0f40.png    \n",
            "  inflating: masks/e560423302.png    \n",
            "  inflating: masks/407bd44d31.png    \n",
            "  inflating: masks/a50ac7d1e2.png    \n",
            "  inflating: masks/a98ab1c549.png    \n",
            "  inflating: masks/4d58e8d8ff.png    \n",
            "  inflating: masks/e2421eee13.png    \n",
            "  inflating: masks/0c376f6728.png    \n",
            "  inflating: masks/db819c45e5.png    \n",
            "  inflating: masks/9c4468a160.png    \n",
            "  inflating: masks/96216dae3b.png    \n",
            "  inflating: masks/486ae46ba0.png    \n",
            "  inflating: masks/76ecdc5896.png    \n",
            "  inflating: masks/5fa536d1fd.png    \n",
            "  inflating: masks/a31e485287.png    \n",
            "  inflating: masks/3862950849.png    \n",
            "  inflating: masks/87c6bf0012.png    \n",
            "  inflating: masks/66c603a013.png    \n",
            "  inflating: masks/5990041346.png    \n",
            "  inflating: masks/32887c2719.png    \n",
            "  inflating: masks/28553d5d42.png    \n",
            "  inflating: masks/9737133eff.png    \n",
            "  inflating: masks/28ca5ff16f.png    \n",
            "  inflating: masks/651b2c01bc.png    \n",
            "  inflating: masks/06289f69f8.png    \n",
            "  inflating: masks/8bc707feee.png    \n",
            "  inflating: masks/e7da2d7800.png    \n",
            "  inflating: masks/c06ce71f9a.png    \n",
            "  inflating: masks/ff89e5e3cd.png    \n",
            "  inflating: masks/1b5c4051d4.png    \n",
            "  inflating: masks/e9ce8188b9.png    \n",
            "  inflating: masks/eb958a5cc8.png    \n",
            "  inflating: masks/423ae1a09c.png    \n",
            "  inflating: masks/774ee8afcf.png    \n",
            "  inflating: masks/cc4344175e.png    \n",
            "  inflating: masks/a4932322ce.png    \n",
            "  inflating: masks/60584b31d8.png    \n",
            "  inflating: masks/a8aeef5395.png    \n",
            "  inflating: masks/25f532d7cc.png    \n",
            "  inflating: masks/a21ae8cb6b.png    \n",
            "  inflating: masks/de39c2b892.png    \n",
            "  inflating: masks/775bc235d0.png    \n",
            "  inflating: masks/6a57dfd211.png    \n",
            "  inflating: masks/699608ddb7.png    \n",
            "  inflating: masks/6153c227de.png    \n",
            "  inflating: masks/3cd0ce6e18.png    \n",
            "  inflating: masks/b6e57d954e.png    \n",
            "  inflating: masks/93a1541218.png    \n",
            "  inflating: masks/c58124fdc4.png    \n",
            "  inflating: masks/d6379c1f18.png    \n",
            "  inflating: masks/6d03f91961.png    \n",
            "  inflating: masks/3b9586e2ff.png    \n",
            "  inflating: masks/5575337f66.png    \n",
            "  inflating: masks/0c62ed4494.png    \n",
            "  inflating: masks/c824b8afaa.png    \n",
            "  inflating: masks/28e3c1128c.png    \n",
            "  inflating: masks/90720e8172.png    \n",
            "  inflating: masks/22e7cc183f.png    \n",
            "  inflating: masks/ed52743a1b.png    \n",
            "  inflating: masks/2556c23489.png    \n",
            "  inflating: masks/7633c6bb70.png    \n",
            "  inflating: masks/459396b418.png    \n",
            "  inflating: masks/7145f7e956.png    \n",
            "  inflating: masks/c72c5ee731.png    \n",
            "  inflating: masks/33f32ff406.png    \n",
            "  inflating: masks/9c298b9575.png    \n",
            "  inflating: masks/60dccbc52f.png    \n",
            "  inflating: masks/18590f686a.png    \n",
            "  inflating: masks/20b26a6ea7.png    \n",
            "  inflating: masks/7a0c8915be.png    \n",
            "  inflating: masks/d4d2ed6bd2.png    \n",
            "  inflating: masks/28a1187a4e.png    \n",
            "  inflating: masks/19bd49e478.png    \n",
            "  inflating: masks/ef406bff03.png    \n",
            "  inflating: masks/748f8f4106.png    \n",
            "  inflating: masks/48d34846d7.png    \n",
            "  inflating: masks/c673bebe29.png    \n",
            "  inflating: masks/2f917b1124.png    \n",
            "  inflating: masks/c4adb6e891.png    \n",
            "  inflating: masks/ef654c1b73.png    \n",
            "  inflating: masks/99b602dde4.png    \n",
            "  inflating: masks/7e26f45eb9.png    \n",
            "  inflating: masks/d31e3fbfdc.png    \n",
            "  inflating: masks/a913c2fc19.png    \n",
            "  inflating: masks/0c0f001366.png    \n",
            "  inflating: masks/9086ac3a68.png    \n",
            "  inflating: masks/09ee5831f4.png    \n",
            "  inflating: masks/80a458a2b6.png    \n",
            "  inflating: masks/1986fcadda.png    \n",
            "  inflating: masks/6a1fd3c67e.png    \n",
            "  inflating: masks/d46c133c20.png    \n",
            "  inflating: masks/ab7d09443f.png    \n",
            "  inflating: masks/8a29fd2ebe.png    \n",
            "  inflating: masks/3d0acb5c90.png    \n",
            "  inflating: masks/52ae147d60.png    \n",
            "  inflating: masks/9917602913.png    \n",
            "  inflating: masks/b28690f7ad.png    \n",
            "  inflating: masks/44047c3e10.png    \n",
            "  inflating: masks/51870e8500.png    \n",
            "  inflating: masks/b2899a1188.png    \n",
            "  inflating: masks/fa92bed2b1.png    \n",
            "  inflating: masks/2d4e7a937b.png    \n",
            "  inflating: masks/cd1b2e49f4.png    \n",
            "  inflating: masks/9daa6c133f.png    \n",
            "  inflating: masks/930cbb8ccb.png    \n",
            "  inflating: masks/fb58510ec6.png    \n",
            "  inflating: masks/deec7bb4d9.png    \n",
            "  inflating: masks/ecdd648857.png    \n",
            "  inflating: masks/62d6a9b673.png    \n",
            "  inflating: masks/63532a858b.png    \n",
            "  inflating: masks/37e16a5404.png    \n",
            "  inflating: masks/e89272a29b.png    \n",
            "  inflating: masks/b51c130238.png    \n",
            "  inflating: masks/d73189228f.png    \n",
            "  inflating: masks/494daad56b.png    \n",
            "  inflating: masks/a37249665e.png    \n",
            "  inflating: masks/1495558064.png    \n",
            "  inflating: masks/eb23ddad08.png    \n",
            "  inflating: masks/5e3c2aa2bb.png    \n",
            "  inflating: masks/02206b234e.png    \n",
            "  inflating: masks/173dd2f369.png    \n",
            "  inflating: masks/c1ed7e8344.png    \n",
            "  inflating: masks/a15b73d4bb.png    \n",
            "  inflating: masks/c1503fb0ec.png    \n",
            "  inflating: masks/8f08f4e9f2.png    \n",
            "  inflating: masks/1925c11fce.png    \n",
            "  inflating: masks/92a20ccbe2.png    \n",
            "  inflating: masks/dc7c506beb.png    \n",
            "  inflating: masks/2a16af2ae7.png    \n",
            "  inflating: masks/0061281eea.png    \n",
            "  inflating: masks/bc79fe1a3a.png    \n",
            "  inflating: masks/9b09626522.png    \n",
            "  inflating: masks/1a4278325d.png    \n",
            "  inflating: masks/8ce5996371.png    \n",
            "  inflating: masks/7bfd026d91.png    \n",
            "  inflating: masks/2a49169951.png    \n",
            "  inflating: masks/b839f805f9.png    \n",
            "  inflating: masks/8d70a676cd.png    \n",
            "  inflating: masks/d18a64f984.png    \n",
            "  inflating: masks/7a9610078a.png    \n",
            "  inflating: masks/3ed6d1c7df.png    \n",
            "  inflating: masks/40bb5a9cbe.png    \n",
            "  inflating: masks/eaefc56247.png    \n",
            "  inflating: masks/359128303c.png    \n",
            "  inflating: masks/aae8971d6e.png    \n",
            "  inflating: masks/638e7a825e.png    \n",
            "  inflating: masks/7b596fc561.png    \n",
            "  inflating: masks/0d19f89dc9.png    \n",
            "  inflating: masks/891fa63295.png    \n",
            "  inflating: masks/dfe230b677.png    \n",
            "  inflating: masks/f41a025b6c.png    \n",
            "  inflating: masks/cb9d520cf9.png    \n",
            "  inflating: masks/dc05ed2596.png    \n",
            "  inflating: masks/11a54f2eff.png    \n",
            "  inflating: masks/020376e68e.png    \n",
            "  inflating: masks/41e173a1e5.png    \n",
            "  inflating: masks/ce1f9711bc.png    \n",
            "  inflating: masks/0473e496e2.png    \n",
            "  inflating: masks/02117a400e.png    \n",
            "  inflating: masks/26808abb2d.png    \n",
            "  inflating: masks/3a690dbd1b.png    \n",
            "  inflating: masks/d3f3db7bd1.png    \n",
            "  inflating: masks/7f0e67d5ec.png    \n",
            "  inflating: masks/6b377327b1.png    \n",
            "  inflating: masks/43001d32e7.png    \n",
            "  inflating: masks/e929ca0e34.png    \n",
            "  inflating: masks/b540435ae7.png    \n",
            "  inflating: masks/7a2cca4fe5.png    \n",
            "  inflating: masks/bfa7ee102e.png    \n",
            "  inflating: masks/8b5d38c547.png    \n",
            "  inflating: masks/384d50db49.png    \n",
            "  inflating: masks/631dacfc0f.png    \n",
            "  inflating: masks/eac3fb300e.png    \n",
            "  inflating: masks/fbf64b5ea0.png    \n",
            "  inflating: masks/595deae139.png    \n",
            "  inflating: masks/ce16b0d0bc.png    \n",
            "  inflating: masks/dce6361f2a.png    \n",
            "  inflating: masks/1f0b16aa13.png    \n",
            "  inflating: masks/1a4ffa4415.png    \n",
            "  inflating: masks/d453812357.png    \n",
            "  inflating: masks/204c4657d5.png    \n",
            "  inflating: masks/b5a47c646f.png    \n",
            "  inflating: masks/59597a8431.png    \n",
            "  inflating: masks/fb1b82dde6.png    \n",
            "  inflating: masks/870be46a42.png    \n",
            "  inflating: masks/70cef9fcb6.png    \n",
            "  inflating: masks/7bf203a987.png    \n",
            "  inflating: masks/9cf8fe7f96.png    \n",
            "  inflating: masks/f5c25276d2.png    \n",
            "  inflating: masks/9126bbe228.png    \n",
            "  inflating: masks/e204511fd2.png    \n",
            "  inflating: masks/a667ba911e.png    \n",
            "  inflating: masks/27e12cbcea.png    \n",
            "  inflating: masks/d8b1bbbfdf.png    \n",
            "  inflating: masks/9f97b2925e.png    \n",
            "  inflating: masks/ae6b6df24d.png    \n",
            "  inflating: masks/d2aa4238f7.png    \n",
            "  inflating: masks/bc811e2c1f.png    \n",
            "  inflating: masks/2578042000.png    \n",
            "  inflating: masks/0dcf4a11a6.png    \n",
            "  inflating: masks/05b69f83bf.png    \n",
            "  inflating: masks/c72b546073.png    \n",
            "  inflating: masks/6dc7a51dd9.png    \n",
            "  inflating: masks/eeb18519bc.png    \n",
            "  inflating: masks/ccdd1c542f.png    \n",
            "  inflating: masks/d9044ee3c6.png    \n",
            "  inflating: masks/d2b40a2781.png    \n",
            "  inflating: masks/6a1783be17.png    \n",
            "  inflating: masks/0f6e788cdd.png    \n",
            "  inflating: masks/9693c84080.png    \n",
            "  inflating: masks/7268aedee7.png    \n",
            "  inflating: masks/d14ad5cb55.png    \n",
            "  inflating: masks/81c1149163.png    \n",
            "  inflating: masks/c3589905df.png    \n",
            "  inflating: masks/38ec59117e.png    \n",
            "  inflating: masks/e88b8de75c.png    \n",
            "  inflating: masks/9494906f54.png    \n",
            "  inflating: masks/691fec8ce2.png    \n",
            "  inflating: masks/aeebdd4350.png    \n",
            "  inflating: masks/a3de137406.png    \n",
            "  inflating: masks/0df375dc9c.png    \n",
            "  inflating: masks/7074e402ca.png    \n",
            "  inflating: masks/4a7418a5e6.png    \n",
            "  inflating: masks/b4e61836df.png    \n",
            "  inflating: masks/ec7522391d.png    \n",
            "  inflating: masks/9ba564058f.png    \n",
            "  inflating: masks/4f02bab289.png    \n",
            "  inflating: masks/e11123ab8b.png    \n",
            "  inflating: masks/1277f1a611.png    \n",
            "  inflating: masks/6aff151236.png    \n",
            "  inflating: masks/ceb69201df.png    \n",
            "  inflating: masks/2bfa664017.png    \n",
            "  inflating: masks/b33b1f9db6.png    \n",
            "  inflating: masks/a72f220de9.png    \n",
            "  inflating: masks/c33e3a20a4.png    \n",
            "  inflating: masks/abb1521de8.png    \n",
            "  inflating: masks/28948eeb9c.png    \n",
            "  inflating: masks/75c7d3b5a8.png    \n",
            "  inflating: masks/811ebdcc4b.png    \n",
            "  inflating: masks/9f224c71b1.png    \n",
            "  inflating: masks/2ee6e81e4b.png    \n",
            "  inflating: masks/9b31db4e58.png    \n",
            "  inflating: masks/36aa21019e.png    \n",
            "  inflating: masks/dca3f5ce34.png    \n",
            "  inflating: masks/9260b4f758.png    \n",
            "  inflating: masks/6c8ad32f36.png    \n",
            "  inflating: masks/24f27c4087.png    \n",
            "  inflating: masks/66cfa202e5.png    \n",
            "  inflating: masks/82f186d2ac.png    \n",
            "  inflating: masks/7c9c98aa11.png    \n",
            "  inflating: masks/a71bdf1af7.png    \n",
            "  inflating: masks/04cd9599a3.png    \n",
            "  inflating: masks/4be85a3110.png    \n",
            "  inflating: masks/bb2160921c.png    \n",
            "  inflating: masks/2717821409.png    \n",
            "  inflating: masks/bf05a52a6b.png    \n",
            "  inflating: masks/ad76d4cd21.png    \n",
            "  inflating: masks/0e16439e05.png    \n",
            "  inflating: masks/3ee1cfb6a6.png    \n",
            "  inflating: masks/2f8b36c386.png    \n",
            "  inflating: masks/91a0ac314c.png    \n",
            "  inflating: masks/7ede03dede.png    \n",
            "  inflating: masks/7ec839af45.png    \n",
            "  inflating: masks/f992390442.png    \n",
            "  inflating: masks/f4638e7428.png    \n",
            "  inflating: masks/ccc41663c6.png    \n",
            "  inflating: masks/47aba1e35c.png    \n",
            "  inflating: masks/56d6d999b8.png    \n",
            "  inflating: masks/9a4864ff06.png    \n",
            "  inflating: masks/24e98d224a.png    \n",
            "  inflating: masks/2d64b6a8cf.png    \n",
            "  inflating: masks/2d20ee4eff.png    \n",
            "  inflating: masks/a69586db4e.png    \n",
            "  inflating: masks/3fc79d2ece.png    \n",
            "  inflating: masks/e93ddc6ba7.png    \n",
            "  inflating: masks/6d9b6a2c4b.png    \n",
            "  inflating: masks/2b160a1291.png    \n",
            "  inflating: masks/444c32935c.png    \n",
            "  inflating: masks/f2e9faa785.png    \n",
            "  inflating: masks/401b591c07.png    \n",
            "  inflating: masks/45a7562dbf.png    \n",
            "  inflating: masks/48a18f5386.png    \n",
            "  inflating: masks/dae96d99b2.png    \n",
            "  inflating: masks/911f05128d.png    \n",
            "  inflating: masks/917ef84e64.png    \n",
            "  inflating: masks/fea1ff8505.png    \n",
            "  inflating: masks/a5833d6cc4.png    \n",
            "  inflating: masks/be18a24c49.png    \n",
            "  inflating: masks/0ff9f243e5.png    \n",
            "  inflating: masks/34831dcd0c.png    \n",
            "  inflating: masks/5970137a1e.png    \n",
            "  inflating: masks/59dfd4c7e5.png    \n",
            "  inflating: masks/f9d8f014c2.png    \n",
            "  inflating: masks/db02a30bb8.png    \n",
            "  inflating: masks/c50ba562ef.png    \n",
            "  inflating: masks/39f101a807.png    \n",
            "  inflating: masks/3cf0203cfb.png    \n",
            "  inflating: masks/f0e99e9761.png    \n",
            "  inflating: masks/e6ab700d15.png    \n",
            "  inflating: masks/8adaa82868.png    \n",
            "  inflating: masks/21df07989f.png    \n",
            "  inflating: masks/ae61c09508.png    \n",
            "  inflating: masks/a24080b4a0.png    \n",
            "  inflating: masks/226eeb7c67.png    \n",
            "  inflating: masks/878566ab56.png    \n",
            "  inflating: masks/72544ea5b6.png    \n",
            "  inflating: masks/cddb50fb4b.png    \n",
            "  inflating: masks/0deadce8f1.png    \n",
            "  inflating: masks/c026a17632.png    \n",
            "  inflating: masks/ed761ad8ef.png    \n",
            "  inflating: masks/31b7874f49.png    \n",
            "  inflating: masks/74d574653f.png    \n",
            "  inflating: masks/0b9cb1205a.png    \n",
            "  inflating: masks/ede36de5cc.png    \n",
            "  inflating: masks/7140b36ff6.png    \n",
            "  inflating: masks/1414606ab4.png    \n",
            "  inflating: masks/3a33e1eb89.png    \n",
            "  inflating: masks/429b289e07.png    \n",
            "  inflating: masks/483b35d589.png    \n",
            "  inflating: masks/47729d4ee5.png    \n",
            "  inflating: masks/6ea5191e2a.png    \n",
            "  inflating: masks/bfb0e22b53.png    \n",
            "  inflating: masks/10f24c23af.png    \n",
            "  inflating: masks/6da01cc490.png    \n",
            "  inflating: masks/8d73c4f678.png    \n",
            "  inflating: masks/4fdc882e4b.png    \n",
            "  inflating: masks/f85a85710a.png    \n",
            "  inflating: masks/fcf61d1883.png    \n",
            "  inflating: masks/aa36cc5b96.png    \n",
            "  inflating: masks/6a1fe1a81e.png    \n",
            "  inflating: masks/4ed12ec89a.png    \n",
            "  inflating: masks/66ced55b7d.png    \n",
            "  inflating: masks/a633b127fc.png    \n",
            "  inflating: masks/b4e8386ff1.png    \n",
            "  inflating: masks/33ba7dd9a1.png    \n",
            "  inflating: masks/18e2325a5b.png    \n",
            "  inflating: masks/f121c06f1f.png    \n",
            "  inflating: masks/ef060b82b1.png    \n",
            "  inflating: masks/53c79255ba.png    \n",
            "  inflating: masks/64f41e36f2.png    \n",
            "  inflating: masks/30bb4cd749.png    \n",
            "  inflating: masks/45a2a01008.png    \n",
            "  inflating: masks/403cb8f4b3.png    \n",
            "  inflating: masks/70db04a203.png    \n",
            "  inflating: masks/16e308dbc3.png    \n",
            "  inflating: masks/22fdf96a54.png    \n",
            "  inflating: masks/fb17f161d1.png    \n",
            "  inflating: masks/2a00ecc904.png    \n",
            "  inflating: masks/eb91416afe.png    \n",
            "  inflating: masks/67d3486ac8.png    \n",
            "  inflating: masks/b94a5b0bda.png    \n",
            "  inflating: masks/387aa87ae2.png    \n",
            "  inflating: masks/ee0be71990.png    \n",
            "  inflating: masks/308a9348e0.png    \n",
            "  inflating: masks/b3b37c152d.png    \n",
            "  inflating: masks/7716aa7b58.png    \n",
            "  inflating: masks/c10ff1398a.png    \n",
            "  inflating: masks/30307d5103.png    \n",
            "  inflating: masks/c74ef130f0.png    \n",
            "  inflating: masks/d7506a6a38.png    \n",
            "  inflating: masks/782ae9b7e7.png    \n",
            "  inflating: masks/b1dc23a427.png    \n",
            "  inflating: masks/b6bca345bb.png    \n",
            "  inflating: masks/8e3228d793.png    \n",
            "  inflating: masks/c9f7f4020f.png    \n",
            "  inflating: masks/f724f78b1a.png    \n",
            "  inflating: masks/a4e5b9902b.png    \n",
            "  inflating: masks/fc8f0668fb.png    \n",
            "  inflating: masks/1d80de2ec9.png    \n",
            "  inflating: masks/1790f3520c.png    \n",
            "  inflating: masks/f78674d646.png    \n",
            "  inflating: masks/ebf89446f2.png    \n",
            "  inflating: masks/d583d291ea.png    \n",
            "  inflating: masks/ced8d25446.png    \n",
            "  inflating: masks/1d685060b2.png    \n",
            "  inflating: masks/e683e8ae69.png    \n",
            "  inflating: masks/3be0c0be8e.png    \n",
            "  inflating: masks/6636021b35.png    \n",
            "  inflating: masks/bc5ee94de7.png    \n",
            "  inflating: masks/e0b6a1211f.png    \n",
            "  inflating: masks/b13f0dbc84.png    \n",
            "  inflating: masks/a48b9989ac.png    \n",
            "  inflating: masks/60b3d0d613.png    \n",
            "  inflating: masks/728890d8f8.png    \n",
            "  inflating: masks/12bf4f2d3b.png    \n",
            "  inflating: masks/cde14bb8d2.png    \n",
            "  inflating: masks/2425501bf4.png    \n",
            "  inflating: masks/88839f49f9.png    \n",
            "  inflating: masks/dd580d1681.png    \n",
            "  inflating: masks/97adf32d4d.png    \n",
            "  inflating: masks/20894faad9.png    \n",
            "  inflating: masks/c37f7c51e9.png    \n",
            "  inflating: masks/fe6e74532c.png    \n",
            "  inflating: masks/74d1d03fc3.png    \n",
            "  inflating: masks/5489419bef.png    \n",
            "  inflating: masks/6fe4017680.png    \n",
            "  inflating: masks/ea9dfe6f60.png    \n",
            "  inflating: masks/6eeeda7f4a.png    \n",
            "  inflating: masks/8116fa64d4.png    \n",
            "  inflating: masks/0aab0afa9c.png    \n",
            "  inflating: masks/1c9fa3dff4.png    \n",
            "  inflating: masks/fd1be18f7d.png    \n",
            "  inflating: masks/4db68c7d25.png    \n",
            "  inflating: masks/44f2ea3584.png    \n",
            "  inflating: masks/2fa330e8fd.png    \n",
            "  inflating: masks/287d035464.png    \n",
            "  inflating: masks/1d93cf8169.png    \n",
            "  inflating: masks/df47f2e681.png    \n",
            "  inflating: masks/db1aa8e608.png    \n",
            "  inflating: masks/ac7df612ff.png    \n",
            "  inflating: masks/cef03959d8.png    \n",
            "  inflating: masks/7277ef5fef.png    \n",
            "  inflating: masks/fdff017e77.png    \n",
            "  inflating: masks/b06fe13f54.png    \n",
            "  inflating: masks/c112748161.png    \n",
            "  inflating: masks/4985566e7d.png    \n",
            "  inflating: masks/776bdf9043.png    \n",
            "  inflating: masks/6460ce2df7.png    \n",
            "  inflating: masks/6a105e7555.png    \n",
            "  inflating: masks/8367b54eac.png    \n",
            "  inflating: masks/25db231ea0.png    \n",
            "  inflating: masks/ce14d335bf.png    \n",
            "  inflating: masks/cae1a9f23f.png    \n",
            "  inflating: masks/93c7358e41.png    \n",
            "  inflating: masks/76b4df03dd.png    \n",
            "  inflating: masks/cfe4dd9f7e.png    \n",
            "  inflating: masks/113b017a91.png    \n",
            "  inflating: masks/8457263314.png    \n",
            "  inflating: masks/17be1887b9.png    \n",
            "  inflating: masks/1c37e37fbf.png    \n",
            "  inflating: masks/4285c2ffe8.png    \n",
            "  inflating: masks/af71ca4ab3.png    \n",
            "  inflating: masks/ebff5f719e.png    \n",
            "  inflating: masks/2af008d773.png    \n",
            "  inflating: masks/e4d9d1178c.png    \n",
            "  inflating: masks/93196366e1.png    \n",
            "  inflating: masks/e51599adb5.png    \n",
            "  inflating: masks/edf1e6ac00.png    \n",
            "  inflating: masks/130229ec15.png    \n",
            "  inflating: masks/776d123d8d.png    \n",
            "  inflating: masks/325cde4fa9.png    \n",
            "  inflating: masks/26281da345.png    \n",
            "  inflating: masks/bb6683a533.png    \n",
            "  inflating: masks/36f332bd11.png    \n",
            "  inflating: masks/d69c382be5.png    \n",
            "  inflating: masks/365bdf0ae1.png    \n",
            "  inflating: masks/d90473fc86.png    \n",
            "  inflating: masks/8945b8916d.png    \n",
            "  inflating: masks/e45c509f80.png    \n",
            "  inflating: masks/de091953f9.png    \n",
            "  inflating: masks/e12aab98e6.png    \n",
            "  inflating: masks/9704b1ba61.png    \n",
            "  inflating: masks/f30e47cb36.png    \n",
            "  inflating: masks/b8a9602e21.png    \n",
            "  inflating: masks/356fa48ac4.png    \n",
            "  inflating: masks/77415e7cda.png    \n",
            "  inflating: masks/0d8ed16206.png    \n",
            "  inflating: masks/565f9c3fce.png    \n",
            "  inflating: masks/52a0f74bfe.png    \n",
            "  inflating: masks/1afddc8196.png    \n",
            "  inflating: masks/b5b767492b.png    \n",
            "  inflating: masks/9c6f8e4676.png    \n",
            "  inflating: masks/1a67b08604.png    \n",
            "  inflating: masks/0c6ec35477.png    \n",
            "  inflating: masks/7c61d788af.png    \n",
            "  inflating: masks/33dfe8b243.png    \n",
            "  inflating: masks/400e66f34e.png    \n",
            "  inflating: masks/8f07ef8585.png    \n",
            "  inflating: masks/70c7bb7616.png    \n",
            "  inflating: masks/5c7f310937.png    \n",
            "  inflating: masks/81e9af5ee2.png    \n",
            "  inflating: masks/8555cb627a.png    \n",
            "  inflating: masks/fbfa863bd4.png    \n",
            "  inflating: masks/5ebe9e404d.png    \n",
            "  inflating: masks/2993a272be.png    \n",
            "  inflating: masks/20a4dad0c1.png    \n",
            "  inflating: masks/b07d4da735.png    \n",
            "  inflating: masks/812c804456.png    \n",
            "  inflating: masks/47398efeb4.png    \n",
            "  inflating: masks/930dcd571a.png    \n",
            "  inflating: masks/aac747667e.png    \n",
            "  inflating: masks/85670a7093.png    \n",
            "  inflating: masks/11bfb46a23.png    \n",
            "  inflating: masks/1a28f06897.png    \n",
            "  inflating: masks/4f5df40ab2.png    \n",
            "  inflating: masks/c356f76804.png    \n",
            "  inflating: masks/2f493f72ff.png    \n",
            "  inflating: masks/ea2d80c951.png    \n",
            "  inflating: masks/eed279a71a.png    \n",
            "  inflating: masks/2615b5210d.png    \n",
            "  inflating: masks/47048ac10a.png    \n",
            "  inflating: masks/8ce1df1a6a.png    \n",
            "  inflating: masks/a98d950667.png    \n",
            "  inflating: masks/17dde2138e.png    \n",
            "  inflating: masks/0f9b1dbc3f.png    \n",
            "  inflating: masks/d433300064.png    \n",
            "  inflating: masks/5a02df7676.png    \n",
            "  inflating: masks/143eefe05a.png    \n",
            "  inflating: masks/f3fd020f27.png    \n",
            "  inflating: masks/66cd32da94.png    \n",
            "  inflating: masks/fa752c35ca.png    \n",
            "  inflating: masks/f057258486.png    \n",
            "  inflating: masks/0f613bd191.png    \n",
            "  inflating: masks/9b585a2ea0.png    \n",
            "  inflating: masks/518ee8cf52.png    \n",
            "  inflating: masks/f20521b7f5.png    \n",
            "  inflating: masks/7f3e8a8526.png    \n",
            "  inflating: masks/5d0a9c5b0e.png    \n",
            "  inflating: masks/8e13060816.png    \n",
            "  inflating: masks/aa791ce59a.png    \n",
            "  inflating: masks/82adfbc0f1.png    \n",
            "  inflating: masks/a0c156a4c9.png    \n",
            "  inflating: masks/9a91290888.png    \n",
            "  inflating: masks/e1ce826217.png    \n",
            "  inflating: masks/168f625d62.png    \n",
            "  inflating: masks/a9e940dccd.png    \n",
            "  inflating: masks/d21e3d7843.png    \n",
            "  inflating: masks/42c563d895.png    \n",
            "  inflating: masks/7dfdf6eeb8.png    \n",
            "  inflating: masks/12c92c9f70.png    \n",
            "  inflating: masks/61b42f8f0e.png    \n",
            "  inflating: masks/4e4cadf03f.png    \n",
            "  inflating: masks/0c62dfc234.png    \n",
            "  inflating: masks/a91bd88bc1.png    \n",
            "  inflating: masks/46c1a0e9a3.png    \n",
            "  inflating: masks/a5c4007b7b.png    \n",
            "  inflating: masks/69ee613976.png    \n",
            "  inflating: masks/916aff36ae.png    \n",
            "  inflating: masks/7df36788a9.png    \n",
            "  inflating: masks/1544a0e952.png    \n",
            "  inflating: masks/3371d166f0.png    \n",
            "  inflating: masks/23afbccfb5.png    \n",
            "  inflating: masks/b4e23ae450.png    \n",
            "  inflating: masks/6074c5b0bf.png    \n",
            "  inflating: masks/994af8ec2a.png    \n",
            "  inflating: masks/730eee262c.png    \n",
            "  inflating: masks/b7ec14f5e4.png    \n",
            "  inflating: masks/4079c73376.png    \n",
            "  inflating: masks/e865014246.png    \n",
            "  inflating: masks/01c033e116.png    \n",
            "  inflating: masks/b014624db2.png    \n",
            "  inflating: masks/89dfb7ba1d.png    \n",
            "  inflating: masks/0ec68b2e42.png    \n",
            "  inflating: masks/abbfb56731.png    \n",
            "  inflating: masks/7e58c5a1f6.png    \n",
            "  inflating: masks/e6a78e36b5.png    \n",
            "  inflating: masks/e1cb177740.png    \n",
            "  inflating: masks/740070f15a.png    \n",
            "  inflating: masks/6f5c2712b1.png    \n",
            "  inflating: masks/5be9925bca.png    \n",
            "  inflating: masks/4986fb6755.png    \n",
            "  inflating: masks/ba705c8398.png    \n",
            "  inflating: masks/5bb976391e.png    \n",
            "  inflating: masks/10e835f9ab.png    \n",
            "  inflating: masks/074673a5f1.png    \n",
            "  inflating: masks/128f3b0e36.png    \n",
            "  inflating: masks/1bd1c8c771.png    \n",
            "  inflating: masks/a849a4e373.png    \n",
            "  inflating: masks/35fd991255.png    \n",
            "  inflating: masks/a6ec5aa914.png    \n",
            "  inflating: masks/1ee0d5b4d0.png    \n",
            "  inflating: masks/25143d7837.png    \n",
            "  inflating: masks/f0ea2421f0.png    \n",
            "  inflating: masks/ebdbbb52b5.png    \n",
            "  inflating: masks/a9ee40cf0d.png    \n",
            "  inflating: masks/d885813aa8.png    \n",
            "  inflating: masks/623565cb2c.png    \n",
            "  inflating: masks/ed24549a3f.png    \n",
            "  inflating: masks/6af48dfcdd.png    \n",
            "  inflating: masks/911efbb175.png    \n",
            "  inflating: masks/d66e51d456.png    \n",
            "  inflating: masks/2fc6fb555f.png    \n",
            "  inflating: masks/7eb42fe5ec.png    \n",
            "  inflating: masks/6cc7ba6c56.png    \n",
            "  inflating: masks/2bc179b78c.png    \n",
            "  inflating: masks/20658e781f.png    \n",
            "  inflating: masks/d8f80479ac.png    \n",
            "  inflating: masks/66eeb09788.png    \n",
            "  inflating: masks/bfc47bbe13.png    \n",
            "  inflating: masks/6d55cabc8d.png    \n",
            "  inflating: masks/296de39be2.png    \n",
            "  inflating: masks/f21593cfa8.png    \n",
            "  inflating: masks/f2d2fefde3.png    \n",
            "  inflating: masks/53e17edd83.png    \n",
            "  inflating: masks/44d745a704.png    \n",
            "  inflating: masks/316074fdc4.png    \n",
            "  inflating: masks/8138c79081.png    \n",
            "  inflating: masks/8270908d6a.png    \n",
            "  inflating: masks/49a90688bf.png    \n",
            "  inflating: masks/0115703825.png    \n",
            "  inflating: masks/fd9db12ca0.png    \n",
            "  inflating: masks/2eea9d51a4.png    \n",
            "  inflating: masks/96523f824a.png    \n",
            "  inflating: masks/285f4b2e82.png    \n",
            "  inflating: masks/ca78405cea.png    \n",
            "  inflating: masks/27b5526adb.png    \n",
            "  inflating: masks/0eacc93ff3.png    \n",
            "  inflating: masks/438443e0d3.png    \n",
            "  inflating: masks/f2ffcf3de5.png    \n",
            "  inflating: masks/e82b7a2abb.png    \n",
            "  inflating: masks/3734601c15.png    \n",
            "  inflating: masks/6313ab72dc.png    \n",
            "  inflating: masks/e0c136dc8e.png    \n",
            "  inflating: masks/1d2382ac3f.png    \n",
            "  inflating: masks/2fe0292eea.png    \n",
            "  inflating: masks/ba67135a54.png    \n",
            "  inflating: masks/46bec86213.png    \n",
            "  inflating: masks/2b405e7016.png    \n",
            "  inflating: masks/77420e5628.png    \n",
            "  inflating: masks/53eb356632.png    \n",
            "  inflating: masks/e92f67b3c7.png    \n",
            "  inflating: masks/5edca1bb89.png    \n",
            "  inflating: masks/cafb1294ae.png    \n",
            "  inflating: masks/376e55e566.png    \n",
            "  inflating: masks/d7cf3bf4e9.png    \n",
            "  inflating: masks/2067c20654.png    \n",
            "  inflating: masks/e61d42e6cf.png    \n",
            "  inflating: masks/8431a87cff.png    \n",
            "  inflating: masks/9aa65d393a.png    \n",
            "  inflating: masks/35bbf1302b.png    \n",
            "  inflating: masks/75ad49564c.png    \n",
            "  inflating: masks/f5e72111d0.png    \n",
            "  inflating: masks/a9a9fb1747.png    \n",
            "  inflating: masks/e2f397d206.png    \n",
            "  inflating: masks/74d7a9df8b.png    \n",
            "  inflating: masks/89a74723fd.png    \n",
            "  inflating: masks/fa01eb7fdf.png    \n",
            "  inflating: masks/e7f0e30585.png    \n",
            "  inflating: masks/2775c5f447.png    \n",
            "  inflating: masks/7504d73df8.png    \n",
            "  inflating: masks/6b2f79f6ff.png    \n",
            "  inflating: masks/9472731dfd.png    \n",
            "  inflating: masks/3c1097c378.png    \n",
            "  inflating: masks/a89fc2586a.png    \n",
            "  inflating: masks/a19163fc11.png    \n",
            "  inflating: masks/76c76f8056.png    \n",
            "  inflating: masks/367c6fb412.png    \n",
            "  inflating: masks/569f85c4ce.png    \n",
            "  inflating: masks/0ea5ea6946.png    \n",
            "  inflating: masks/75fb579aa2.png    \n",
            "  inflating: masks/44efef9c4f.png    \n",
            "  inflating: masks/71f6fcb48a.png    \n",
            "  inflating: masks/4ed2467e7c.png    \n",
            "  inflating: masks/5a81181e41.png    \n",
            "  inflating: masks/4575e490e4.png    \n",
            "  inflating: masks/7114209cf0.png    \n",
            "  inflating: masks/ac1ea6faa4.png    \n",
            "  inflating: masks/ca393f0eaf.png    \n",
            "  inflating: masks/84b5568c2a.png    \n",
            "  inflating: masks/e446b0b4b6.png    \n",
            "  inflating: masks/7d0cea3489.png    \n",
            "  inflating: masks/12e94a5a08.png    \n",
            "  inflating: masks/056bfa0cc8.png    \n",
            "  inflating: masks/cd6320c6eb.png    \n",
            "  inflating: masks/1abe5e8a3d.png    \n",
            "  inflating: masks/c1f92fd149.png    \n",
            "  inflating: masks/23a17b87e7.png    \n",
            "  inflating: masks/ca82310ee1.png    \n",
            "  inflating: masks/3501da04b2.png    \n",
            "  inflating: masks/a245c6d001.png    \n",
            "  inflating: masks/bbb762835a.png    \n",
            "  inflating: masks/dd5a90cf89.png    \n",
            "  inflating: masks/e8e8b96a84.png    \n",
            "  inflating: masks/d0bbe4fd97.png    \n",
            "  inflating: masks/a3bea8f266.png    \n",
            "  inflating: masks/1b9865501f.png    \n",
            "  inflating: masks/ff238df1c4.png    \n",
            "  inflating: masks/b24d3673e1.png    \n",
            "  inflating: masks/2b39f9a88f.png    \n",
            "  inflating: masks/e05db130be.png    \n",
            "  inflating: masks/e98557c9f3.png    \n",
            "  inflating: masks/89e7c93d0c.png    \n",
            "  inflating: masks/d059fcb2fd.png    \n",
            "  inflating: masks/7f826d312e.png    \n",
            "  inflating: masks/58d177c0d0.png    \n",
            "  inflating: masks/e3b1b48b5a.png    \n",
            "  inflating: masks/a774562f5e.png    \n",
            "  inflating: masks/14152a6731.png    \n",
            "  inflating: masks/4a8d55bdf5.png    \n",
            "  inflating: masks/f641699848.png    \n",
            "  inflating: masks/95d3841a53.png    \n",
            "  inflating: masks/9bf022776e.png    \n",
            "  inflating: masks/cd69ee839f.png    \n",
            "  inflating: masks/c20069b110.png    \n",
            "  inflating: masks/a9ebb78977.png    \n",
            "  inflating: masks/8919be1266.png    \n",
            "  inflating: masks/019afb4b4e.png    \n",
            "  inflating: masks/0280deb8ae.png    \n",
            "  inflating: masks/20349d0a12.png    \n",
            "  inflating: masks/66c61616cc.png    \n",
            "  inflating: masks/f234066134.png    \n",
            "  inflating: masks/762c7d7084.png    \n",
            "  inflating: masks/c613a090a4.png    \n",
            "  inflating: masks/2da9564e53.png    \n",
            "  inflating: masks/886dc2e534.png    \n",
            "  inflating: masks/de51e77a38.png    \n",
            "  inflating: masks/6db821bf5f.png    \n",
            "  inflating: masks/29c033e8e4.png    \n",
            "  inflating: masks/6b5b7c0ff3.png    \n",
            "  inflating: masks/306e6e7743.png    \n",
            "  inflating: masks/75b4a808b3.png    \n",
            "  inflating: masks/5f45291a7a.png    \n",
            "  inflating: masks/0fd38464c3.png    \n",
            "  inflating: masks/6f0c88962b.png    \n",
            "  inflating: masks/f6a89b6f89.png    \n",
            "  inflating: masks/afd0b385f2.png    \n",
            "  inflating: masks/b40457631c.png    \n",
            "  inflating: masks/e278cee272.png    \n",
            "  inflating: masks/533a731c99.png    \n",
            "  inflating: masks/96857148ca.png    \n",
            "  inflating: masks/d998a07370.png    \n",
            "  inflating: masks/a7a124fff5.png    \n",
            "  inflating: masks/217eeca27e.png    \n",
            "  inflating: masks/8e2e3afdb5.png    \n",
            "  inflating: masks/e4159ed1de.png    \n",
            "  inflating: masks/51e8e6bfc4.png    \n",
            "  inflating: masks/a91212b01e.png    \n",
            "  inflating: masks/38178b0ded.png    \n",
            "  inflating: masks/8a4671cb47.png    \n",
            "  inflating: masks/5ee2d40bbb.png    \n",
            "  inflating: masks/4654389112.png    \n",
            "  inflating: masks/0cc5805a92.png    \n",
            "  inflating: masks/1fec8e839a.png    \n",
            "  inflating: masks/b63b23fdc9.png    \n",
            "  inflating: masks/57e0cff707.png    \n",
            "  inflating: masks/f839d20b06.png    \n",
            "  inflating: masks/0f19680b4d.png    \n",
            "  inflating: masks/2874150952.png    \n",
            "  inflating: masks/b77cc54800.png    \n",
            "  inflating: masks/b052410a6a.png    \n",
            "  inflating: masks/86c675c4fb.png    \n",
            "  inflating: masks/475fafb8e2.png    \n",
            "  inflating: masks/9b5bed5c6f.png    \n",
            "  inflating: masks/49336bb17b.png    \n",
            "  inflating: masks/c5c4479af6.png    \n",
            "  inflating: masks/0cc3c31d1a.png    \n",
            "  inflating: masks/ad16edc8be.png    \n",
            "  inflating: masks/416101e57a.png    \n",
            "  inflating: masks/ba2a5fbf4c.png    \n",
            "  inflating: masks/11518835a4.png    \n",
            "  inflating: masks/94b4f44698.png    \n",
            "  inflating: masks/90791c2417.png    \n",
            "  inflating: masks/49fe2ee7ba.png    \n",
            "  inflating: masks/8b11113861.png    \n",
            "  inflating: masks/1eaf42beee.png    \n",
            "  inflating: masks/519cc2a871.png    \n",
            "  inflating: masks/3406ef6042.png    \n",
            "  inflating: masks/a2530b4c45.png    \n",
            "  inflating: masks/a35ba23a41.png    \n",
            "  inflating: masks/223e0c3942.png    \n",
            "  inflating: masks/f2d668f7e7.png    \n",
            "  inflating: masks/cadfbf8011.png    \n",
            "  inflating: masks/a3ff13b1e1.png    \n",
            "  inflating: masks/368767c9fd.png    \n",
            "  inflating: masks/46b424e067.png    \n",
            "  inflating: masks/c9695bff51.png    \n",
            "  inflating: masks/669cb42011.png    \n",
            "  inflating: masks/97970b5e2c.png    \n",
            "  inflating: masks/d5023a3662.png    \n",
            "  inflating: masks/f8f7ed86fc.png    \n",
            "  inflating: masks/41e2137184.png    \n",
            "  inflating: masks/dccf379405.png    \n",
            "  inflating: masks/aabb4516d1.png    \n",
            "  inflating: masks/b637a7621a.png    \n",
            "  inflating: masks/d8b2dc2e8a.png    \n",
            "  inflating: masks/2fe4adfd48.png    \n",
            "  inflating: masks/971c96134a.png    \n",
            "  inflating: masks/9a4f625408.png    \n",
            "  inflating: masks/36bc8044f8.png    \n",
            "  inflating: masks/759b3aaa22.png    \n",
            "  inflating: masks/d268ae57b5.png    \n",
            "  inflating: masks/f0b5a05a6e.png    \n",
            "  inflating: masks/54cb8bdbe2.png    \n",
            "  inflating: masks/9bc9c403e0.png    \n",
            "  inflating: masks/d1f8ba2f02.png    \n",
            "  inflating: masks/4c43d99f68.png    \n",
            "  inflating: masks/d16591547d.png    \n",
            "  inflating: masks/4b44c94892.png    \n",
            "  inflating: masks/4a27de03fc.png    \n",
            "  inflating: masks/e2d3957c95.png    \n",
            "  inflating: masks/46b7364b81.png    \n",
            "  inflating: masks/71a5b1da57.png    \n",
            "  inflating: masks/9a71e8563b.png    \n",
            "  inflating: masks/268baf2d43.png    \n",
            "  inflating: masks/7205efa791.png    \n",
            "  inflating: masks/b5448cb40a.png    \n",
            "  inflating: masks/443985b709.png    \n",
            "  inflating: masks/858f01d368.png    \n",
            "  inflating: masks/f57cb32d6d.png    \n",
            "  inflating: masks/ad2fa649f7.png    \n",
            "  inflating: masks/761eaf3fa4.png    \n",
            "  inflating: masks/e8d6412ed8.png    \n",
            "  inflating: masks/b6ebc3831e.png    \n",
            "  inflating: masks/a959b2372a.png    \n",
            "  inflating: masks/35b34a9da1.png    \n",
            "  inflating: masks/087192e2ec.png    \n",
            "  inflating: masks/f4f0fd932e.png    \n",
            "  inflating: masks/7d87ab4aa8.png    \n",
            "  inflating: masks/7977cbab6f.png    \n",
            "  inflating: masks/2ecb2b0797.png    \n",
            "  inflating: masks/948d73d7c2.png    \n",
            "  inflating: masks/b9ebcbc115.png    \n",
            "  inflating: masks/1a0996a817.png    \n",
            "  inflating: masks/e53c2e8771.png    \n",
            "  inflating: masks/cab2f6614c.png    \n",
            "  inflating: masks/b2d7897c35.png    \n",
            "  inflating: masks/6edb010212.png    \n",
            "  inflating: masks/a2bce9d94a.png    \n",
            "  inflating: masks/ec88937127.png    \n",
            "  inflating: masks/f122ead5f2.png    \n",
            "  inflating: masks/6bc4c91c27.png    \n",
            "  inflating: masks/4d2ede6b7a.png    \n",
            "  inflating: masks/2226df3ca1.png    \n",
            "  inflating: masks/800daf6ac1.png    \n",
            "  inflating: masks/91bfe61493.png    \n",
            "  inflating: masks/ea54256d21.png    \n",
            "  inflating: masks/31aaa04c63.png    \n",
            "  inflating: masks/9e8e175c01.png    \n",
            "  inflating: masks/a12d2c10a9.png    \n",
            "  inflating: masks/e9d39cddd7.png    \n",
            "  inflating: masks/16207869ba.png    \n",
            "  inflating: masks/a35792b156.png    \n",
            "  inflating: masks/0ad38c8f25.png    \n",
            "  inflating: masks/abed119094.png    \n",
            "  inflating: masks/c9142b341c.png    \n",
            "  inflating: masks/30ff4f38cf.png    \n",
            "  inflating: masks/29b5ee6cf5.png    \n",
            "  inflating: masks/5b8dc086ff.png    \n",
            "  inflating: masks/c4911615e1.png    \n",
            "  inflating: masks/77c071c12d.png    \n",
            "  inflating: masks/d204ea9f09.png    \n",
            "  inflating: masks/3276e900a7.png    \n",
            "  inflating: masks/3ddb2ff7a4.png    \n",
            "  inflating: masks/bfbea83faa.png    \n",
            "  inflating: masks/973a4f6dad.png    \n",
            "  inflating: masks/645abba5ec.png    \n",
            "  inflating: masks/1da21e7498.png    \n",
            "  inflating: masks/36b768bfa7.png    \n",
            "  inflating: masks/d3c9529867.png    \n",
            "  inflating: masks/e12cf83477.png    \n",
            "  inflating: masks/a4ae0c0e35.png    \n",
            "  inflating: masks/62966dffd3.png    \n",
            "  inflating: masks/49d061af38.png    \n",
            "  inflating: masks/9d7165c9c0.png    \n",
            "  inflating: masks/e3e92cc747.png    \n",
            "  inflating: masks/3cd4d01b7d.png    \n",
            "  inflating: masks/9bdfa54912.png    \n",
            "  inflating: masks/963189b39c.png    \n",
            "  inflating: masks/966fb0cdbb.png    \n",
            "  inflating: masks/2444e83809.png    \n",
            "  inflating: masks/9694a662dc.png    \n",
            "  inflating: masks/216e2a7492.png    \n",
            "  inflating: masks/a56e87840f.png    \n",
            "  inflating: masks/e2063ce131.png    \n",
            "  inflating: masks/9f459445b6.png    \n",
            "  inflating: masks/a6ba9b9f91.png    \n",
            "  inflating: masks/91bb8b5dbb.png    \n",
            "  inflating: masks/4a39459597.png    \n",
            "  inflating: masks/5ecf1f5cb4.png    \n",
            "  inflating: masks/fff987cdb3.png    \n",
            "  inflating: masks/d67dd7da95.png    \n",
            "  inflating: masks/33887a0ae7.png    \n",
            "  inflating: masks/60a0ca8d0e.png    \n",
            "  inflating: masks/16a9609841.png    \n",
            "  inflating: masks/5c8ce5869b.png    \n",
            "  inflating: masks/44c8aed146.png    \n",
            "  inflating: masks/a1526d3c6e.png    \n",
            "  inflating: masks/fba32825cd.png    \n",
            "  inflating: masks/df344e0599.png    \n",
            "  inflating: masks/5bffe3b52f.png    \n",
            "  inflating: masks/e12cd094a6.png    \n",
            "  inflating: masks/4776354474.png    \n",
            "  inflating: masks/3c6fe4b7ba.png    \n",
            "  inflating: masks/0a19821a16.png    \n",
            "  inflating: masks/05be526826.png    \n",
            "  inflating: masks/b202b6b3d4.png    \n",
            "  inflating: masks/5f51a19f9e.png    \n",
            "  inflating: masks/4a12baccc4.png    \n",
            "  inflating: masks/802df9bb5e.png    \n",
            "  inflating: masks/d8fca64ebf.png    \n",
            "  inflating: masks/99ee31b5bc.png    \n",
            "  inflating: masks/526d63530a.png    \n",
            "  inflating: masks/0b73b427d1.png    \n",
            "  inflating: masks/8ad8b9b163.png    \n",
            "  inflating: masks/2ce9c36a98.png    \n",
            "  inflating: masks/7b5d5d40fe.png    \n",
            "  inflating: masks/d538594e14.png    \n",
            "  inflating: masks/c023a62b96.png    \n",
            "  inflating: masks/813d6ad4ba.png    \n",
            "  inflating: masks/c5a9c13a77.png    \n",
            "  inflating: masks/76761b2a41.png    \n",
            "  inflating: masks/52e7de7430.png    \n",
            "  inflating: masks/7791af3409.png    \n",
            "  inflating: masks/877d1a7ebe.png    \n",
            "  inflating: masks/b0a7056a04.png    \n",
            "  inflating: masks/9ff59d834b.png    \n",
            "  inflating: masks/b7c1e2a377.png    \n",
            "  inflating: masks/46bbe12b2c.png    \n",
            "  inflating: masks/7f1d5f223c.png    \n",
            "  inflating: masks/5f43816c42.png    \n",
            "  inflating: masks/9347c39706.png    \n",
            "  inflating: masks/1ac4fd8022.png    \n",
            "  inflating: masks/e1984bebe3.png    \n",
            "  inflating: masks/83558aa4b8.png    \n",
            "  inflating: masks/70c92bc80f.png    \n",
            "  inflating: masks/b80db32c01.png    \n",
            "  inflating: masks/7588e9645a.png    \n",
            "  inflating: masks/7488e076ca.png    \n",
            "  inflating: masks/0adb490de5.png    \n",
            "  inflating: masks/eff595dbcc.png    \n",
            "  inflating: masks/3ce41108fe.png    \n",
            "  inflating: masks/a5d2da8488.png    \n",
            "  inflating: masks/b67c735ff6.png    \n",
            "  inflating: masks/657f2c34f7.png    \n",
            "  inflating: masks/e10a1a3e81.png    \n",
            "  inflating: masks/571b14e631.png    \n",
            "  inflating: masks/f6c49acac0.png    \n",
            "  inflating: masks/b10fa280bf.png    \n",
            "  inflating: masks/03eed26d3e.png    \n",
            "  inflating: masks/4a5595076f.png    \n",
            "  inflating: masks/fadd6aa446.png    \n",
            "  inflating: masks/08f3346b8a.png    \n",
            "  inflating: masks/eeecc7ab39.png    \n",
            "  inflating: masks/73c6a1ede1.png    \n",
            "  inflating: masks/0532916483.png    \n",
            "  inflating: masks/8b4189c2a4.png    \n",
            "  inflating: masks/ef753a06c7.png    \n",
            "  inflating: masks/26000ba320.png    \n",
            "  inflating: masks/664e3eb07f.png    \n",
            "  inflating: masks/54a3636ba6.png    \n",
            "  inflating: masks/1037da2ff7.png    \n",
            "  inflating: masks/25bd98aec3.png    \n",
            "  inflating: masks/8cbefc189e.png    \n",
            "  inflating: masks/25edb9edb3.png    \n",
            "  inflating: masks/44425dc49d.png    \n",
            "  inflating: masks/9ae45b19d3.png    \n",
            "  inflating: masks/f5a0acc480.png    \n",
            "  inflating: masks/9539d280a6.png    \n",
            "  inflating: masks/938d11586e.png    \n",
            "  inflating: masks/77c695369e.png    \n",
            "  inflating: masks/ca0d3ea2f5.png    \n",
            "  inflating: masks/5aca18a605.png    \n",
            "  inflating: masks/a562619124.png    \n",
            "  inflating: masks/71d7482240.png    \n",
            "  inflating: masks/d2c800e9f5.png    \n",
            "  inflating: masks/b12a5a2b61.png    \n",
            "  inflating: masks/7beceb5850.png    \n",
            "  inflating: masks/1263576548.png    \n",
            "  inflating: masks/912b573a9e.png    \n",
            "  inflating: masks/6698a570b8.png    \n",
            "  inflating: masks/a49edf33ae.png    \n",
            "  inflating: masks/c66a9ea31d.png    \n",
            "  inflating: masks/aa1c0ba47b.png    \n",
            "  inflating: masks/eec46ec66b.png    \n",
            "  inflating: masks/4f62a5bb14.png    \n",
            "  inflating: masks/3320eb35e4.png    \n",
            "  inflating: masks/75efad62c1.png    \n",
            "  inflating: masks/ea7425da00.png    \n",
            "  inflating: masks/25845ace3d.png    \n",
            "  inflating: masks/15d079a8e8.png    \n",
            "  inflating: masks/6a7506aa1e.png    \n",
            "  inflating: masks/2b30313d2c.png    \n",
            "  inflating: masks/c385af3da9.png    \n",
            "  inflating: masks/58ad72a266.png    \n",
            "  inflating: masks/9cb42834b3.png    \n",
            "  inflating: masks/8daa7e48d1.png    \n",
            "  inflating: masks/8e93b66386.png    \n",
            "  inflating: masks/df811b26b6.png    \n",
            "  inflating: masks/0304e9ac37.png    \n",
            "  inflating: masks/fc4c223773.png    \n",
            "  inflating: masks/56ac0f17be.png    \n",
            "  inflating: masks/a4d621da2d.png    \n",
            "  inflating: masks/b8ee1d8dbd.png    \n",
            "  inflating: masks/558b11d1b8.png    \n",
            "  inflating: masks/1b61e02423.png    \n",
            "  inflating: masks/40aaac97b1.png    \n",
            "  inflating: masks/2a9190ed84.png    \n",
            "  inflating: masks/1f50bc7a9f.png    \n",
            "  inflating: masks/75c554378e.png    \n",
            "  inflating: masks/df56e7aaad.png    \n",
            "  inflating: masks/55a49950a0.png    \n",
            "  inflating: masks/1825fadf99.png    \n",
            "  inflating: masks/6e3c46c2d3.png    \n",
            "  inflating: masks/48bb098115.png    \n",
            "  inflating: masks/a07f9159e0.png    \n",
            "  inflating: masks/1268fbf8c2.png    \n",
            "  inflating: masks/fd63516ff4.png    \n",
            "  inflating: masks/f1080b61e2.png    \n",
            "  inflating: masks/70ca8ebf7b.png    \n",
            "  inflating: masks/954502fb12.png    \n",
            "  inflating: masks/084d3ed9c8.png    \n",
            "  inflating: masks/9a672bfb51.png    \n",
            "  inflating: masks/56974f6864.png    \n",
            "  inflating: masks/fa50e86a72.png    \n",
            "  inflating: masks/93b51f6335.png    \n",
            "  inflating: masks/db0238e5c7.png    \n",
            "  inflating: masks/1befe1ba44.png    \n",
            "  inflating: masks/75eaea4cdb.png    \n",
            "  inflating: masks/f7380099f6.png    \n",
            "  inflating: masks/026f97575b.png    \n",
            "  inflating: masks/7c6a2df039.png    \n",
            "  inflating: masks/fd949b5ab7.png    \n",
            "  inflating: masks/6dfaae4996.png    \n",
            "  inflating: masks/1fba03699e.png    \n",
            "  inflating: masks/f45dbe6541.png    \n",
            "  inflating: masks/86365721e2.png    \n",
            "  inflating: masks/deaa0ab2b8.png    \n",
            "  inflating: masks/932529c83d.png    \n",
            "  inflating: masks/5081bad441.png    \n",
            "  inflating: masks/9e64fc57aa.png    \n",
            "  inflating: masks/2b2fc71ee1.png    \n",
            "  inflating: masks/1751290ca2.png    \n",
            "  inflating: masks/7a0f1e9b45.png    \n",
            "  inflating: masks/84eb2c400b.png    \n",
            "  inflating: masks/c27409a765.png    \n",
            "  inflating: masks/5f7c5c59f5.png    \n",
            "  inflating: masks/f841c6dee7.png    \n",
            "  inflating: masks/f0228a88de.png    \n",
            "  inflating: masks/0ae08cc1b2.png    \n",
            "  inflating: masks/fb47e8e74e.png    \n",
            "  inflating: masks/393048bc6c.png    \n",
            "  inflating: masks/9053aa6508.png    \n",
            "  inflating: masks/35f3cb48d6.png    \n",
            "  inflating: masks/0f4637e4b7.png    \n",
            "  inflating: masks/96cc5caec0.png    \n",
            "  inflating: masks/174b478747.png    \n",
            "  inflating: masks/1d9f4e875a.png    \n",
            "  inflating: masks/a05ae39815.png    \n",
            "  inflating: masks/a1dae195e7.png    \n",
            "  inflating: masks/c5327d784b.png    \n",
            "  inflating: masks/f9fc7746fb.png    \n",
            "  inflating: masks/d7e6e1323a.png    \n",
            "  inflating: masks/7e138bf911.png    \n",
            "  inflating: masks/ed081aa065.png    \n",
            "  inflating: masks/07a81dccdc.png    \n",
            "  inflating: masks/1a5c093750.png    \n",
            "  inflating: masks/543acdb5f7.png    \n",
            "  inflating: masks/a00d2b180c.png    \n",
            "  inflating: masks/728917ca07.png    \n",
            "  inflating: masks/f75842e215.png    \n",
            "  inflating: masks/5ffd928d1e.png    \n",
            "  inflating: masks/060f14fcee.png    \n",
            "  inflating: masks/4b15912a41.png    \n",
            "  inflating: masks/b6604d4bd6.png    \n",
            "  inflating: masks/23c72b10cb.png    \n",
            "  inflating: masks/010ee525b6.png    \n",
            "  inflating: masks/ca511bc319.png    \n",
            "  inflating: masks/7d9f0dacd0.png    \n",
            "  inflating: masks/8a02b4a1b7.png    \n",
            "  inflating: masks/d531fa41aa.png    \n",
            "  inflating: masks/3e3431be2f.png    \n",
            "  inflating: masks/ec649a86b2.png    \n",
            "  inflating: masks/5b3b86341f.png    \n",
            "  inflating: masks/62f822b156.png    \n",
            "  inflating: masks/55111519ec.png    \n",
            "  inflating: masks/96998d1ad9.png    \n",
            "  inflating: masks/d4e9588d7c.png    \n",
            "  inflating: masks/0ebe3ee1ad.png    \n",
            "  inflating: masks/05f09b380c.png    \n",
            "  inflating: masks/08c2070b20.png    \n",
            "  inflating: masks/74fa9386ae.png    \n",
            "  inflating: masks/6285015437.png    \n",
            "  inflating: masks/e63196d890.png    \n",
            "  inflating: masks/1075fa3200.png    \n",
            "  inflating: masks/5bbcd70d2f.png    \n",
            "  inflating: masks/38c0d9ca8e.png    \n",
            "  inflating: masks/bcbe3c0ee2.png    \n",
            "  inflating: masks/fa25724a62.png    \n",
            "  inflating: masks/5d752d6d4a.png    \n",
            "  inflating: masks/da94055b53.png    \n",
            "  inflating: masks/740d34befe.png    \n",
            "  inflating: masks/0898e36ee6.png    \n",
            "  inflating: masks/bf73cacab5.png    \n",
            "  inflating: masks/d61e5c8296.png    \n",
            "  inflating: masks/af296d1c0a.png    \n",
            "  inflating: masks/5c87971507.png    \n",
            "  inflating: masks/f9a3d103d7.png    \n",
            "  inflating: masks/a9df598e16.png    \n",
            "  inflating: masks/2bd913a165.png    \n",
            "  inflating: masks/919bc0e2ba.png    \n",
            "  inflating: masks/d56050d3ab.png    \n",
            "  inflating: masks/16b2119ffa.png    \n",
            "  inflating: masks/7d14f8cfe3.png    \n",
            "  inflating: masks/58777a8c79.png    \n",
            "  inflating: masks/61cfb43abf.png    \n",
            "  inflating: masks/7242ab00b6.png    \n",
            "  inflating: masks/f59821d067.png    \n",
            "  inflating: masks/4cfee4b097.png    \n",
            "  inflating: masks/13fb17bf13.png    \n",
            "  inflating: masks/07fef26d18.png    \n",
            "  inflating: masks/6b95bc6c5f.png    \n",
            "  inflating: masks/7b815ae7fb.png    \n",
            "  inflating: masks/db548fd037.png    \n",
            "  inflating: masks/ba836c5ae1.png    \n",
            "  inflating: masks/0d3b5ec2a8.png    \n",
            "  inflating: masks/d0aeb260e8.png    \n",
            "  inflating: masks/be4db8ff8a.png    \n",
            "  inflating: masks/f712d8b870.png    \n",
            "  inflating: masks/c42abd17f3.png    \n",
            "  inflating: masks/d0e720b57b.png    \n",
            "  inflating: masks/7af84fef71.png    \n",
            "  inflating: masks/a54d582262.png    \n",
            "  inflating: masks/97a653e83c.png    \n",
            "  inflating: masks/aba57f0f2c.png    \n",
            "  inflating: masks/4520536c03.png    \n",
            "  inflating: masks/84e23dba29.png    \n",
            "  inflating: masks/7f5914b74a.png    \n",
            "  inflating: masks/9a1fbef3e3.png    \n",
            "  inflating: masks/be6cf5cf86.png    \n",
            "  inflating: masks/86866ba71d.png    \n",
            "  inflating: masks/9dde6475f9.png    \n",
            "  inflating: masks/e23a93a95e.png    \n",
            "  inflating: masks/69cddf572c.png    \n",
            "  inflating: masks/39dd1c43bd.png    \n",
            "  inflating: masks/7a25e51377.png    \n",
            "  inflating: masks/6c0a545d06.png    \n",
            "  inflating: masks/9ca1ebe351.png    \n",
            "  inflating: masks/981f73e811.png    \n",
            "  inflating: masks/9a6c280d8d.png    \n",
            "  inflating: masks/59092e355d.png    \n",
            "  inflating: masks/b6804bfa43.png    \n",
            "  inflating: masks/6150f39f8d.png    \n",
            "  inflating: masks/90a57bacf0.png    \n",
            "  inflating: masks/dcca025cc6.png    \n",
            "  inflating: masks/fe11d93a24.png    \n",
            "  inflating: masks/1a2918c9b4.png    \n",
            "  inflating: masks/96aeb8d018.png    \n",
            "  inflating: masks/2a5805ad13.png    \n",
            "  inflating: masks/17e67f9ce4.png    \n",
            "  inflating: masks/1ad2135efa.png    \n",
            "  inflating: masks/0841984941.png    \n",
            "  inflating: masks/75e041fbd8.png    \n",
            "  inflating: masks/bebae78c6a.png    \n",
            "  inflating: masks/fdb7d132be.png    \n",
            "  inflating: masks/06c2c49688.png    \n",
            "  inflating: masks/80363d0458.png    \n",
            "  inflating: masks/1e4c96a9cd.png    \n",
            "  inflating: masks/5b217529e7.png    \n",
            "  inflating: masks/58d62862fa.png    \n",
            "  inflating: masks/7aebdeb9a7.png    \n",
            "  inflating: masks/321f21e02f.png    \n",
            "  inflating: masks/7972b70832.png    \n",
            "  inflating: masks/1b71d67404.png    \n",
            "  inflating: masks/f64190c47e.png    \n",
            "  inflating: masks/c39f317ad0.png    \n",
            "  inflating: masks/967d30a3fd.png    \n",
            "  inflating: masks/c4ed7cdb1c.png    \n",
            "  inflating: masks/8f5af7f42a.png    \n",
            "  inflating: masks/4ee5d2c629.png    \n",
            "  inflating: masks/72c2499de9.png    \n",
            "  inflating: masks/eb5e2a6b3a.png    \n",
            "  inflating: masks/fb44090bc7.png    \n",
            "  inflating: masks/fbc98aedc0.png    \n",
            "  inflating: masks/e82162c83c.png    \n",
            "  inflating: masks/e6ac2a35cd.png    \n",
            "  inflating: masks/f2259e86f4.png    \n",
            "  inflating: masks/358b9acfb5.png    \n",
            "  inflating: masks/6c4568e51c.png    \n",
            "  inflating: masks/88a4200cec.png    \n",
            "  inflating: masks/4b873df7a2.png    \n",
            "  inflating: masks/340fe814a3.png    \n",
            "  inflating: masks/848c9d1a6a.png    \n",
            "  inflating: masks/3f76f25042.png    \n",
            "  inflating: masks/691dc0bc42.png    \n",
            "  inflating: masks/dc4bf302e8.png    \n",
            "  inflating: masks/bce4cdea7f.png    \n",
            "  inflating: masks/000e218f21.png    \n",
            "  inflating: masks/58135d5189.png    \n",
            "  inflating: masks/e02ae4f371.png    \n",
            "  inflating: masks/69bb149e2d.png    \n",
            "  inflating: masks/ac931ace49.png    \n",
            "  inflating: masks/670d9655d5.png    \n",
            "  inflating: masks/3de0c773e1.png    \n",
            "  inflating: masks/b15313d4e8.png    \n",
            "  inflating: masks/6d8a8e2e6d.png    \n",
            "  inflating: masks/86a772adb1.png    \n",
            "  inflating: masks/b57e98a275.png    \n",
            "  inflating: masks/89ba98210c.png    \n",
            "  inflating: masks/590e6bdbef.png    \n",
            "  inflating: masks/f2598805e6.png    \n",
            "  inflating: masks/fd998a993b.png    \n",
            "  inflating: masks/466030918d.png    \n",
            "  inflating: masks/89ad7a93d6.png    \n",
            "  inflating: masks/8c1d0929a2.png    \n",
            "  inflating: masks/cb974e60ca.png    \n",
            "  inflating: masks/c2973c16f1.png    \n",
            "  inflating: masks/62e608259a.png    \n",
            "  inflating: masks/febd1d2a67.png    \n",
            "  inflating: masks/ac03463615.png    \n",
            "  inflating: masks/c073b8930c.png    \n",
            "  inflating: masks/5701bbfe46.png    \n",
            "  inflating: masks/395726930f.png    \n",
            "  inflating: masks/4a5dd4ab45.png    \n",
            "  inflating: masks/42758bb41a.png    \n",
            "  inflating: masks/70d9a282d1.png    \n",
            "  inflating: masks/4bd876a71c.png    \n",
            "  inflating: masks/98b1f3fb9c.png    \n",
            "  inflating: masks/b8c3ca0fab.png    \n",
            "  inflating: masks/0f5ada4dc3.png    \n",
            "  inflating: masks/f2c869e655.png    \n",
            "  inflating: masks/589e94265a.png    \n",
            "  inflating: masks/4fd99d2b52.png    \n",
            "  inflating: masks/05d9351a35.png    \n",
            "  inflating: masks/428a877104.png    \n",
            "  inflating: masks/fd4741392b.png    \n",
            "  inflating: masks/1ebc029ba0.png    \n",
            "  inflating: masks/992572448c.png    \n",
            "  inflating: masks/7ab70da99b.png    \n",
            "  inflating: masks/cff87534c4.png    \n",
            "  inflating: masks/065ce5590e.png    \n",
            "  inflating: masks/bf72590547.png    \n",
            "  inflating: masks/4e7d4502bc.png    \n",
            "  inflating: masks/697af33de9.png    \n",
            "  inflating: masks/6f79e6d54b.png    \n",
            "  inflating: masks/63193879b4.png    \n",
            "  inflating: masks/3822f73c1c.png    \n",
            "  inflating: masks/1ad819c49a.png    \n",
            "  inflating: masks/99bc5efa33.png    \n",
            "  inflating: masks/9382a047a8.png    \n",
            "  inflating: masks/04f7a73f2b.png    \n",
            "  inflating: masks/fba91bfec8.png    \n",
            "  inflating: masks/30badffdd5.png    \n",
            "  inflating: masks/5103df3d79.png    \n",
            "  inflating: masks/c69962cd9d.png    \n",
            "  inflating: masks/cc15d94784.png    \n",
            "  inflating: masks/415eb5b72c.png    \n",
            "  inflating: masks/126f253739.png    \n",
            "  inflating: masks/cd292b7c8d.png    \n",
            "  inflating: masks/6252a820da.png    \n",
            "  inflating: masks/340c808130.png    \n",
            "  inflating: masks/d2bd2fe97f.png    \n",
            "  inflating: masks/d3f2336daf.png    \n",
            "  inflating: masks/98870eab9e.png    \n",
            "  inflating: masks/9466e21e0d.png    \n",
            "  inflating: masks/0822e176b2.png    \n",
            "  inflating: masks/b6aa5c7ab4.png    \n",
            "  inflating: masks/a33e7de189.png    \n",
            "  inflating: masks/42b9ff31aa.png    \n",
            "  inflating: masks/590f7ae6e7.png    \n",
            "  inflating: masks/fff6522bd1.png    \n",
            "  inflating: masks/4e5d643b2f.png    \n",
            "  inflating: masks/c56524ded9.png    \n",
            "  inflating: masks/3358462c1b.png    \n",
            "  inflating: masks/c58b6277c7.png    \n",
            "  inflating: masks/b221ece24b.png    \n",
            "  inflating: masks/b342a4959d.png    \n",
            "  inflating: masks/87cf2c6542.png    \n",
            "  inflating: masks/930a21d485.png    \n",
            "  inflating: masks/6272ae54bc.png    \n",
            "  inflating: masks/2010b17cf6.png    \n",
            "  inflating: masks/053a6f6704.png    \n",
            "  inflating: masks/770af4e501.png    \n",
            "  inflating: masks/7c41f727b9.png    \n",
            "  inflating: masks/3dc4b77bb5.png    \n",
            "  inflating: masks/ef03d3e2fa.png    \n",
            "  inflating: masks/cd2046479c.png    \n",
            "  inflating: masks/1d0a131f99.png    \n",
            "  inflating: masks/363a171d90.png    \n",
            "  inflating: masks/a149b73993.png    \n",
            "  inflating: masks/e3349e2125.png    \n",
            "  inflating: masks/4c7f2b2c18.png    \n",
            "  inflating: masks/fe801cdc47.png    \n",
            "  inflating: masks/28a9c6e5fe.png    \n",
            "  inflating: masks/5c70da6c2d.png    \n",
            "  inflating: masks/753371cca5.png    \n",
            "  inflating: masks/3662fffe30.png    \n",
            "  inflating: masks/d629a56d3c.png    \n",
            "  inflating: masks/82c340f4e5.png    \n",
            "  inflating: masks/923249032c.png    \n",
            "  inflating: masks/7e78a47cee.png    \n",
            "  inflating: masks/258a5db63e.png    \n",
            "  inflating: masks/12d09b9fa4.png    \n",
            "  inflating: masks/190ea39ec4.png    \n",
            "  inflating: masks/754cfc4b80.png    \n",
            "  inflating: masks/d9457c3b1c.png    \n",
            "  inflating: masks/eabe9337a9.png    \n",
            "  inflating: masks/107f1047c1.png    \n",
            "  inflating: masks/f503aaf699.png    \n",
            "  inflating: masks/a7a87180a3.png    \n",
            "  inflating: masks/12a953a079.png    \n",
            "  inflating: masks/caa039b231.png    \n",
            "  inflating: masks/2c3c64402e.png    \n",
            "  inflating: masks/99bf605daa.png    \n",
            "  inflating: masks/ab18a0a7fa.png    \n",
            "  inflating: masks/351ea99ec3.png    \n",
            "  inflating: masks/8a55cca47a.png    \n",
            "  inflating: masks/8620f40403.png    \n",
            "  inflating: masks/90d2cdb32d.png    \n",
            "  inflating: masks/5fa87fc4cd.png    \n",
            "  inflating: masks/a60daba969.png    \n",
            "  inflating: masks/42a3baf571.png    \n",
            "  inflating: masks/0f20f0242c.png    \n",
            "  inflating: masks/65e01bd65f.png    \n",
            "  inflating: masks/8d89d465fc.png    \n",
            "  inflating: masks/a19dbb48cd.png    \n",
            "  inflating: masks/d0244d6c38.png    \n",
            "  inflating: masks/57e394bc67.png    \n",
            "  inflating: masks/eb3a40225e.png    \n",
            "  inflating: masks/34205cc12b.png    \n",
            "  inflating: masks/b33d57c4be.png    \n",
            "  inflating: masks/b39fe87a25.png    \n",
            "  inflating: masks/6e3bb2a882.png    \n",
            "  inflating: masks/70c082d59e.png    \n",
            "  inflating: masks/e6674212ce.png    \n",
            "  inflating: masks/89340d64ab.png    \n",
            "  inflating: masks/104ce199d8.png    \n",
            "  inflating: masks/d62ad254c6.png    \n",
            "  inflating: masks/fb903c3b68.png    \n",
            "  inflating: masks/9447159eb7.png    \n",
            "  inflating: masks/963210b127.png    \n",
            "  inflating: masks/a1fe3de7bb.png    \n",
            "  inflating: masks/a1e3e1af04.png    \n",
            "  inflating: masks/8c477d6abf.png    \n",
            "  inflating: masks/c82ae5f941.png    \n",
            "  inflating: masks/a33ef5ed68.png    \n",
            "  inflating: masks/b9fe322e38.png    \n",
            "  inflating: masks/9f07d6a050.png    \n",
            "  inflating: masks/154948ae6d.png    \n",
            "  inflating: masks/32273eef45.png    \n",
            "  inflating: masks/9d173ec22a.png    \n",
            "  inflating: masks/9fe707f837.png    \n",
            "  inflating: masks/c98dfd50ba.png    \n",
            "  inflating: masks/56a4e5c1e5.png    \n",
            "  inflating: masks/726a0d854d.png    \n",
            "  inflating: masks/84e305da04.png    \n",
            "  inflating: masks/9db11d4414.png    \n",
            "  inflating: masks/ef58213c9b.png    \n",
            "  inflating: masks/e0f030eb66.png    \n",
            "  inflating: masks/f6576d4cbe.png    \n",
            "  inflating: masks/e2e4fcf83e.png    \n",
            "  inflating: masks/e099e54eee.png    \n",
            "  inflating: masks/4336ac847e.png    \n",
            "  inflating: masks/cb677fab7a.png    \n",
            "  inflating: masks/28f6f52c8f.png    \n",
            "  inflating: masks/937ea43a65.png    \n",
            "  inflating: masks/ee94d2281f.png    \n",
            "  inflating: masks/25c415e373.png    \n",
            "  inflating: masks/6d69267940.png    \n",
            "  inflating: masks/c100d07aa9.png    \n",
            "  inflating: masks/725d92524a.png    \n",
            "  inflating: masks/7c9c01ebe8.png    \n",
            "  inflating: masks/4f30a97219.png    \n",
            "  inflating: masks/86f2fd7025.png    \n",
            "  inflating: masks/d9e45a7fab.png    \n",
            "  inflating: masks/1bf062bda2.png    \n",
            "  inflating: masks/ebd623bfc6.png    \n",
            "  inflating: masks/e813f3d1bf.png    \n",
            "  inflating: masks/d916ac7864.png    \n",
            "  inflating: masks/7576015468.png    \n",
            "  inflating: masks/c4a681819d.png    \n",
            "  inflating: masks/eb4fa16734.png    \n",
            "  inflating: masks/ad6fe18943.png    \n",
            "  inflating: masks/638d8572e9.png    \n",
            "  inflating: masks/c0ef23e386.png    \n",
            "  inflating: masks/9678fb935e.png    \n",
            "  inflating: masks/ba045610d1.png    \n",
            "  inflating: masks/d274664a41.png    \n",
            "  inflating: masks/809ce44053.png    \n",
            "  inflating: masks/dce4c70a99.png    \n",
            "  inflating: masks/5fabfdc0b6.png    \n",
            "  inflating: masks/b749a000ea.png    \n",
            "  inflating: masks/57293a65d5.png    \n",
            "  inflating: masks/bdb45f92c7.png    \n",
            "  inflating: masks/d3b6c08868.png    \n",
            "  inflating: masks/20b11dcfb8.png    \n",
            "  inflating: masks/16bee00afc.png    \n",
            "  inflating: masks/92c91d1494.png    \n",
            "  inflating: masks/430ef30e87.png    \n",
            "  inflating: masks/2bd87e0587.png    \n",
            "  inflating: masks/c4b05c2eaa.png    \n",
            "  inflating: masks/a70b2204f0.png    \n",
            "  inflating: masks/458a05615e.png    \n",
            "  inflating: masks/a21afccc50.png    \n",
            "  inflating: masks/734df57cdf.png    \n",
            "  inflating: masks/d752eaa82a.png    \n",
            "  inflating: masks/182bfc6862.png    \n",
            "  inflating: masks/0f9977b1dd.png    \n",
            "  inflating: masks/d0d908374e.png    \n",
            "  inflating: masks/32062fff08.png    \n",
            "  inflating: masks/729c382e20.png    \n",
            "  inflating: masks/40d01e18a0.png    \n",
            "  inflating: masks/ea3cdbd7cd.png    \n",
            "  inflating: masks/f083e6692d.png    \n",
            "  inflating: masks/14dcf18fb6.png    \n",
            "  inflating: masks/aedad85e8c.png    \n",
            "  inflating: masks/5489a9e706.png    \n",
            "  inflating: masks/ffce5bbb9a.png    \n",
            "  inflating: masks/230b98e713.png    \n",
            "  inflating: masks/bd7b74689d.png    \n",
            "  inflating: masks/f409d55fee.png    \n",
            "  inflating: masks/bf294b9661.png    \n",
            "  inflating: masks/55f1ea73b3.png    \n",
            "  inflating: masks/808cbefd71.png    \n",
            "  inflating: masks/09541ce79b.png    \n",
            "  inflating: masks/f0e7e06354.png    \n",
            "  inflating: masks/bfd1d7caa1.png    \n",
            "  inflating: masks/041925f04c.png    \n",
            "  inflating: masks/61321814ce.png    \n",
            "  inflating: masks/1b2daa0f13.png    \n",
            "  inflating: masks/08993551ae.png    \n",
            "  inflating: masks/b8f92fbe45.png    \n",
            "  inflating: masks/624bd59549.png    \n",
            "  inflating: masks/edc9fb3512.png    \n",
            "  inflating: masks/fde2b51fb2.png    \n",
            "  inflating: masks/361d5e6834.png    \n",
            "  inflating: masks/92a6b22052.png    \n",
            "  inflating: masks/6ab003835b.png    \n",
            "  inflating: masks/5677f991b7.png    \n",
            "  inflating: masks/396ae389d8.png    \n",
            "  inflating: masks/c59e5f46c0.png    \n",
            "  inflating: masks/572cb220d2.png    \n",
            "  inflating: masks/7e7276d088.png    \n",
            "  inflating: masks/5aa0015d15.png    \n",
            "  inflating: masks/f454efbd20.png    \n",
            "  inflating: masks/0bed5f2ace.png    \n",
            "  inflating: masks/5f1aa014c5.png    \n",
            "  inflating: masks/bedb558d15.png    \n",
            "  inflating: masks/da0f021c5b.png    \n",
            "  inflating: masks/f2f67e14a6.png    \n",
            "  inflating: masks/255e6ef6a9.png    \n",
            "  inflating: masks/653c7e9f6c.png    \n",
            "  inflating: masks/77acb619e7.png    \n",
            "  inflating: masks/a6625b8937.png    \n",
            "  inflating: masks/65eca0ad70.png    \n",
            "  inflating: masks/de7af15747.png    \n",
            "  inflating: masks/c756ff4e1f.png    \n",
            "  inflating: masks/b3396387a6.png    \n",
            "  inflating: masks/7f0ee9c30a.png    \n",
            "  inflating: masks/33820f50d8.png    \n",
            "  inflating: masks/8e48de3b3b.png    \n",
            "  inflating: masks/5ce554e890.png    \n",
            "  inflating: masks/db32e0961b.png    \n",
            "  inflating: masks/38ed2aa7cb.png    \n",
            "  inflating: masks/90704ffe69.png    \n",
            "  inflating: masks/ec5afeae66.png    \n",
            "  inflating: masks/8f39d964c3.png    \n",
            "  inflating: masks/27d0d9af30.png    \n",
            "  inflating: masks/8ae916bb5c.png    \n",
            "  inflating: masks/ab6dfe07be.png    \n",
            "  inflating: masks/8d4ba8fd28.png    \n",
            "  inflating: masks/0aabdb423e.png    \n",
            "  inflating: masks/06d3201dd0.png    \n",
            "  inflating: masks/a07c1fd090.png    \n",
            "  inflating: masks/98c6496076.png    \n",
            "  inflating: masks/9c08332067.png    \n",
            "  inflating: masks/e0b778dacd.png    \n",
            "  inflating: masks/e96a030ded.png    \n",
            "  inflating: masks/c1c5602088.png    \n",
            "  inflating: masks/e5a22d144d.png    \n",
            "  inflating: masks/098c5f3e75.png    \n",
            "  inflating: masks/c8adc706f5.png    \n",
            "  inflating: masks/b9fd9429e3.png    \n",
            "  inflating: masks/ec3130dd0b.png    \n",
            "  inflating: masks/877f9dd0a7.png    \n",
            "  inflating: masks/3fe0ac38f0.png    \n",
            "  inflating: masks/f950879320.png    \n",
            "  inflating: masks/ec406285e8.png    \n",
            "  inflating: masks/5b2282b51e.png    \n",
            "  inflating: masks/cae4ec68c0.png    \n",
            "  inflating: masks/e1280ddc3c.png    \n",
            "  inflating: masks/6f19d11809.png    \n",
            "  inflating: masks/abfed46705.png    \n",
            "  inflating: masks/75d0e44b1c.png    \n",
            "  inflating: masks/a659530342.png    \n",
            "  inflating: masks/155bcd4b4d.png    \n",
            "  inflating: masks/17c6355815.png    \n",
            "  inflating: masks/7ec64d2b8e.png    \n",
            "  inflating: masks/082d2910a8.png    \n",
            "  inflating: masks/331ec135dd.png    \n",
            "  inflating: masks/103713e20d.png    \n",
            "  inflating: masks/a554d2d4a3.png    \n",
            "  inflating: masks/56ced19ad6.png    \n",
            "  inflating: masks/6957579961.png    \n",
            "  inflating: masks/9f0ebbd210.png    \n",
            "  inflating: masks/72ef4718f3.png    \n",
            "  inflating: masks/ad297bfd03.png    \n",
            "  inflating: masks/2a71003f75.png    \n",
            "  inflating: masks/7ed79f8f56.png    \n",
            "  inflating: masks/d0e8c9833f.png    \n",
            "  inflating: masks/4210e9e5d3.png    \n",
            "  inflating: masks/1f9dcb9a1f.png    \n",
            "  inflating: masks/cabe5c94b2.png    \n",
            "  inflating: masks/d30e73de0c.png    \n",
            "  inflating: masks/8ec207d7df.png    \n",
            "  inflating: masks/d422a9eb8f.png    \n",
            "  inflating: masks/960f92cf81.png    \n",
            "  inflating: masks/ff24769ea3.png    \n",
            "  inflating: masks/5e09ef27a6.png    \n",
            "  inflating: masks/608567ed23.png    \n",
            "  inflating: masks/1bebafb9f3.png    \n",
            "  inflating: masks/10f3d01ddb.png    \n",
            "  inflating: masks/18ac660fbb.png    \n",
            "  inflating: masks/3391f0befc.png    \n",
            "  inflating: masks/6d1afa9d46.png    \n",
            "  inflating: masks/7e40cdf1f3.png    \n",
            "  inflating: masks/97a10a3ba0.png    \n",
            "  inflating: masks/e843caea8f.png    \n",
            "  inflating: masks/884cd7af00.png    \n",
            "  inflating: masks/6d93c0a95e.png    \n",
            "  inflating: masks/e2810cc777.png    \n",
            "  inflating: masks/adf2a57778.png    \n",
            "  inflating: masks/95bdc8b506.png    \n",
            "  inflating: masks/e437c3912d.png    \n",
            "  inflating: masks/c42d63b0e6.png    \n",
            "  inflating: masks/7cbfebdf9d.png    \n",
            "  inflating: masks/0589f557d7.png    \n",
            "  inflating: masks/30082e87d9.png    \n",
            "  inflating: masks/bb9af788f8.png    \n",
            "  inflating: masks/c9da9c3d42.png    \n",
            "  inflating: masks/4f349b5ab8.png    \n",
            "  inflating: masks/3a5e5f4202.png    \n",
            "  inflating: masks/488f5f133e.png    \n",
            "  inflating: masks/43a9c21cea.png    \n",
            "  inflating: masks/3a3e1e824d.png    \n",
            "  inflating: masks/a78e36d77b.png    \n",
            "  inflating: masks/5395202313.png    \n",
            "  inflating: masks/c8404c2d4f.png    \n",
            "  inflating: masks/e8f3e42b14.png    \n",
            "  inflating: masks/3e84576386.png    \n",
            "  inflating: masks/ffe228a7e3.png    \n",
            "  inflating: masks/0c19639aeb.png    \n",
            "  inflating: masks/81491224d7.png    \n",
            "  inflating: masks/cf241124b1.png    \n",
            "  inflating: masks/5cb2496125.png    \n",
            "  inflating: masks/54dd4658d1.png    \n",
            "  inflating: masks/060cdfded5.png    \n",
            "  inflating: masks/71a7c521ef.png    \n",
            "  inflating: masks/9790f7880b.png    \n",
            "  inflating: masks/5d7424eab2.png    \n",
            "  inflating: masks/9a4b15919d.png    \n",
            "  inflating: masks/d1c9be7e25.png    \n",
            "  inflating: masks/4a11c0f4ad.png    \n",
            "  inflating: masks/c7f54785b8.png    \n",
            "  inflating: masks/a1b5786252.png    \n",
            "  inflating: masks/3d6d400816.png    \n",
            "  inflating: masks/18b26e968c.png    \n",
            "  inflating: masks/8650153427.png    \n",
            "  inflating: masks/d567ba2b49.png    \n",
            "  inflating: masks/bc3156b1e4.png    \n",
            "  inflating: masks/27870bb184.png    \n",
            "  inflating: masks/1b073494ab.png    \n",
            "  inflating: masks/e4be64c1fb.png    \n",
            "  inflating: masks/6d46f994ac.png    \n",
            "  inflating: masks/8693030eb3.png    \n",
            "  inflating: masks/a5805697c1.png    \n",
            "  inflating: masks/999cb0ea3b.png    \n",
            "  inflating: masks/590e32af63.png    \n",
            "  inflating: masks/fb1e8578cf.png    \n",
            "  inflating: masks/c95d3f1510.png    \n",
            "  inflating: masks/a8bfe7072c.png    \n",
            "  inflating: masks/543f5887a2.png    \n",
            "  inflating: masks/ff8bf1417c.png    \n",
            "  inflating: masks/8612ca9286.png    \n",
            "  inflating: masks/edfe5ae3ef.png    \n",
            "  inflating: masks/de5a329823.png    \n",
            "  inflating: masks/a7000441e9.png    \n",
            "  inflating: masks/a163126d96.png    \n",
            "  inflating: masks/ad93d35798.png    \n",
            "  inflating: masks/26a76b910c.png    \n",
            "  inflating: masks/8329ec9395.png    \n",
            "  inflating: masks/6c91546a57.png    \n",
            "  inflating: masks/30cb1002fb.png    \n",
            "  inflating: masks/432b8b6a71.png    \n",
            "  inflating: masks/6ddd6a2ec1.png    \n",
            "  inflating: masks/c2e9f328e3.png    \n",
            "  inflating: masks/a6c2605919.png    \n",
            "  inflating: masks/1d4e60eafa.png    \n",
            "  inflating: masks/2d7a83381c.png    \n",
            "  inflating: masks/8023f35b58.png    \n",
            "  inflating: masks/343b0359b5.png    \n",
            "  inflating: masks/0b45bde756.png    \n",
            "  inflating: masks/681ee85a7b.png    \n",
            "  inflating: masks/b183b2ddc4.png    \n",
            "  inflating: masks/dfe111dace.png    \n",
            "  inflating: masks/d9d7716b7a.png    \n",
            "  inflating: masks/3a3281b37d.png    \n",
            "  inflating: masks/d6e2bb1586.png    \n",
            "  inflating: masks/3187bf5c2d.png    \n",
            "  inflating: masks/578b502c6d.png    \n",
            "  inflating: masks/63bed65d65.png    \n",
            "  inflating: masks/ba4781de48.png    \n",
            "  inflating: masks/a5471f53d8.png    \n",
            "  inflating: masks/9ccf9ff1c3.png    \n",
            "  inflating: masks/4ad2ddacfc.png    \n",
            "  inflating: masks/39a5b5f33a.png    \n",
            "  inflating: masks/0faaf196b4.png    \n",
            "  inflating: masks/38e018ea0f.png    \n",
            "  inflating: masks/1804a4c064.png    \n",
            "  inflating: masks/6a0f5a8b42.png    \n",
            "  inflating: masks/75d70e2411.png    \n",
            "  inflating: masks/cf706fb35a.png    \n",
            "  inflating: masks/88a5c49514.png    \n",
            "  inflating: masks/e667f4d290.png    \n",
            "  inflating: masks/956c91fe94.png    \n",
            "  inflating: masks/8bf499cb0c.png    \n",
            "  inflating: masks/4ac19fb269.png    \n",
            "  inflating: masks/23b7bf14c5.png    \n",
            "  inflating: masks/cdc7d77e77.png    \n",
            "  inflating: masks/0be923c49b.png    \n",
            "  inflating: masks/023d486fba.png    \n",
            "  inflating: masks/abe36055e8.png    \n",
            "  inflating: masks/d00d1ea52b.png    \n",
            "  inflating: masks/09b9330300.png    \n",
            "  inflating: masks/c23d957c59.png    \n",
            "  inflating: masks/6c40978ddf.png    \n",
            "  inflating: masks/b6f907680a.png    \n",
            "  inflating: masks/1937cfedc5.png    \n",
            "  inflating: masks/27ec51c877.png    \n",
            "  inflating: masks/bfac8e63cb.png    \n",
            "  inflating: masks/a27e64c2f7.png    \n",
            "  inflating: masks/91dfba8133.png    \n",
            "  inflating: masks/c353af5098.png    \n",
            "  inflating: masks/b07fc3b87c.png    \n",
            "  inflating: masks/71f724c7ef.png    \n",
            "  inflating: masks/b3ad13d9e9.png    \n",
            "  inflating: masks/f170afca54.png    \n",
            "  inflating: masks/8dc946b34d.png    \n",
            "  inflating: masks/1621c14879.png    \n",
            "  inflating: masks/27c45fef01.png    \n",
            "  inflating: masks/498d327724.png    \n",
            "  inflating: masks/0829b44678.png    \n",
            "  inflating: masks/c313a1ad7d.png    \n",
            "  inflating: masks/35ba6f2faf.png    \n",
            "  inflating: masks/ec5db065d9.png    \n",
            "  inflating: masks/24c102ca1f.png    \n",
            "  inflating: masks/9a48617407.png    \n",
            "  inflating: masks/a52d7a6cd8.png    \n",
            "  inflating: masks/58f752db3b.png    \n",
            "  inflating: masks/0aea45ba8f.png    \n",
            "  inflating: masks/21ec084221.png    \n",
            "  inflating: masks/063cf2a23a.png    \n",
            "  inflating: masks/b448f0fae6.png    \n",
            "  inflating: masks/0e63d9a8b4.png    \n",
            "  inflating: masks/fb9b58527c.png    \n",
            "  inflating: masks/a708e52d7c.png    \n",
            "  inflating: masks/17bb0d4b3e.png    \n",
            "  inflating: masks/4b3502ca99.png    \n",
            "  inflating: masks/ae6ea6e613.png    \n",
            "  inflating: masks/3b2f902ec6.png    \n",
            "  inflating: masks/f4784e4f1f.png    \n",
            "  inflating: masks/f9645c1acf.png    \n",
            "  inflating: masks/b833fdb882.png    \n",
            "  inflating: masks/d9d06aa699.png    \n",
            "  inflating: masks/8d28e714e3.png    \n",
            "  inflating: masks/5d07e84138.png    \n",
            "  inflating: masks/e1bd09e50b.png    \n",
            "  inflating: masks/83967f4314.png    \n",
            "  inflating: masks/500683ce7e.png    \n",
            "  inflating: masks/f52c144f24.png    \n",
            "  inflating: masks/df8d9625c0.png    \n",
            "  inflating: masks/a7fa6dd049.png    \n",
            "  inflating: masks/15d76f1672.png    \n",
            "  inflating: masks/d82b80a555.png    \n",
            "  inflating: masks/4bb8260218.png    \n",
            "  inflating: masks/b9afd7b728.png    \n",
            "  inflating: masks/59dabe134f.png    \n",
            "  inflating: masks/ab72556c51.png    \n",
            "  inflating: masks/66e922c8d6.png    \n",
            "  inflating: masks/668b41c03e.png    \n",
            "  inflating: masks/0f02cec809.png    \n",
            "  inflating: masks/7769e240f0.png    \n",
            "  inflating: masks/cd6140444f.png    \n",
            "  inflating: masks/f6009f764c.png    \n",
            "  inflating: masks/65ef110246.png    \n",
            "  inflating: masks/4ebed82264.png    \n",
            "  inflating: masks/575d24d81d.png    \n",
            "  inflating: masks/b42ffc97d4.png    \n",
            "  inflating: masks/d353a74b66.png    \n",
            "  inflating: masks/65d05b81c6.png    \n",
            "  inflating: masks/71d10659ad.png    \n",
            "  inflating: masks/2f35ac4b87.png    \n",
            "  inflating: masks/ad6e3961d4.png    \n",
            "  inflating: masks/bbf8c7968a.png    \n",
            "  inflating: masks/eaeb630ff4.png    \n",
            "  inflating: masks/89097ab99b.png    \n",
            "  inflating: masks/1cb4733828.png    \n",
            "  inflating: masks/a5c6cde207.png    \n",
            "  inflating: masks/c00c4b8814.png    \n",
            "  inflating: masks/09f0f1f414.png    \n",
            "  inflating: masks/c4ee594685.png    \n",
            "  inflating: masks/a112a63d2d.png    \n",
            "  inflating: masks/9ad32f3c66.png    \n",
            "  inflating: masks/1a8a17f220.png    \n",
            "  inflating: masks/6d593a19d1.png    \n",
            "  inflating: masks/5c297b5dcd.png    \n",
            "  inflating: masks/b5850af687.png    \n",
            "  inflating: masks/1e2bad4d81.png    \n",
            "  inflating: masks/dd9a94a797.png    \n",
            "  inflating: masks/53b480e29f.png    \n",
            "  inflating: masks/30e4d22141.png    \n",
            "  inflating: masks/b45ad3932e.png    \n",
            "  inflating: masks/503aba826b.png    \n",
            "  inflating: masks/67a8e23baa.png    \n",
            "  inflating: masks/3c2f5ba174.png    \n",
            "  inflating: masks/4329ab8cf6.png    \n",
            "  inflating: masks/a7b1f4bae1.png    \n",
            "  inflating: masks/a3ad1422f5.png    \n",
            "  inflating: masks/ee48914076.png    \n",
            "  inflating: masks/7410f440bb.png    \n",
            "  inflating: masks/1931feb9b8.png    \n",
            "  inflating: masks/66b4280f4e.png    \n",
            "  inflating: masks/5fe333fd26.png    \n",
            "  inflating: masks/16cebad726.png    \n",
            "  inflating: masks/78b2d05419.png    \n",
            "  inflating: masks/3f9df26c0c.png    \n",
            "  inflating: masks/5a6cd229a9.png    \n",
            "  inflating: masks/4bc87727b5.png    \n",
            "  inflating: masks/e021227dbd.png    \n",
            "  inflating: masks/17a8b7e7f3.png    \n",
            "  inflating: masks/8718d851c6.png    \n",
            "  inflating: masks/5fd8ed2395.png    \n",
            "  inflating: masks/467469da7b.png    \n",
            "  inflating: masks/9ca11c3696.png    \n",
            "  inflating: masks/b0e479668d.png    \n",
            "  inflating: masks/0fcbd0567b.png    \n",
            "  inflating: masks/8f407b64ae.png    \n",
            "  inflating: masks/2903f6a1db.png    \n",
            "  inflating: masks/180d2ec2cc.png    \n",
            "  inflating: masks/618f843c7a.png    \n",
            "  inflating: masks/fa59461848.png    \n",
            "  inflating: masks/6e72c79c29.png    \n",
            "  inflating: masks/4ca8350f11.png    \n",
            "  inflating: masks/c26d515fdb.png    \n",
            "  inflating: masks/684555a30a.png    \n",
            "  inflating: masks/0243477802.png    \n",
            "  inflating: masks/f8b721f632.png    \n",
            "  inflating: masks/ddd0be8fd5.png    \n",
            "  inflating: masks/4be0764138.png    \n",
            "  inflating: masks/c92c37ecd7.png    \n",
            "  inflating: masks/0f762f2746.png    \n",
            "  inflating: masks/5e85356a28.png    \n",
            "  inflating: masks/7b4ccb8113.png    \n",
            "  inflating: masks/d19827b32b.png    \n",
            "  inflating: masks/c4b4099179.png    \n",
            "  inflating: masks/e6f86c83e2.png    \n",
            "  inflating: masks/81ab8c6bb7.png    \n",
            "  inflating: masks/dfae9e48e8.png    \n",
            "  inflating: masks/e2a70ffdf6.png    \n",
            "  inflating: masks/3685aa0e78.png    \n",
            "  inflating: masks/b911d46acb.png    \n",
            "  inflating: masks/ff2c353279.png    \n",
            "  inflating: masks/b76b065012.png    \n",
            "  inflating: masks/0108518d1e.png    \n",
            "  inflating: masks/042c3d4e03.png    \n",
            "  inflating: masks/5423d6049c.png    \n",
            "  inflating: masks/dd11ae96e3.png    \n",
            "  inflating: masks/dca83468d2.png    \n",
            "  inflating: masks/0bdd44d530.png    \n",
            "  inflating: masks/33b50159a7.png    \n",
            "  inflating: masks/ba1ae7a6c7.png    \n",
            "  inflating: masks/8c232a1cf8.png    \n",
            "  inflating: masks/0249c49180.png    \n",
            "  inflating: masks/501c68e571.png    \n",
            "  inflating: masks/f3fb95295e.png    \n",
            "  inflating: masks/7de09d894b.png    \n",
            "  inflating: masks/0c02f95a08.png    \n",
            "  inflating: masks/3b4be071a8.png    \n",
            "  inflating: masks/7a095f0b21.png    \n",
            "  inflating: masks/f599fad413.png    \n",
            "  inflating: masks/7d48474434.png    \n",
            "  inflating: masks/60d3607be2.png    \n",
            "  inflating: masks/d0cd29a61b.png    \n",
            "  inflating: masks/65dc362682.png    \n",
            "  inflating: masks/022b1b01be.png    \n",
            "  inflating: masks/e5df7166bc.png    \n",
            "  inflating: masks/9f2e5a8c24.png    \n",
            "  inflating: masks/92d9025a37.png    \n",
            "  inflating: masks/ed6f9dfa22.png    \n",
            "  inflating: masks/8b0d16466b.png    \n",
            "  inflating: masks/520fdf987c.png    \n",
            "  inflating: masks/5b7c160d0d.png    \n",
            "  inflating: masks/3531c9193f.png    \n",
            "  inflating: masks/37ba215c62.png    \n",
            "  inflating: masks/5691530ff4.png    \n",
            "  inflating: masks/944b46458e.png    \n",
            "  inflating: masks/ac90c088ee.png    \n",
            "  inflating: masks/7f0825a2f0.png    \n",
            "  inflating: masks/886c96ffb8.png    \n",
            "  inflating: masks/176ad39bc7.png    \n",
            "  inflating: masks/b506085af9.png    \n",
            "  inflating: masks/174ebb49df.png    \n",
            "  inflating: masks/acb95dd7c9.png    \n",
            "  inflating: masks/b09f0e743d.png    \n",
            "  inflating: masks/9a9ff1beca.png    \n",
            "  inflating: masks/547c9d83fd.png    \n",
            "  inflating: masks/479cb24efb.png    \n",
            "  inflating: masks/a7f4b8d36e.png    \n",
            "  inflating: masks/ac64f9de3c.png    \n",
            "  inflating: masks/68a2df3195.png    \n",
            "  inflating: masks/18fc51d517.png    \n",
            "  inflating: masks/6f438c26f8.png    \n",
            "  inflating: masks/829ebfbb32.png    \n",
            "  inflating: masks/7469baeb8d.png    \n",
            "  inflating: masks/f65a52f375.png    \n",
            "  inflating: masks/c7c3a8a806.png    \n",
            "  inflating: masks/79fed5a697.png    \n",
            "  inflating: masks/badc44bb99.png    \n",
            "  inflating: masks/efbfde4930.png    \n",
            "  inflating: masks/b04c03e3d4.png    \n",
            "  inflating: masks/a826e5e6e5.png    \n",
            "  inflating: masks/f76c6bc5d0.png    \n",
            "  inflating: masks/af84304233.png    \n",
            "  inflating: masks/a90545f377.png    \n",
            "  inflating: masks/53485dc0d9.png    \n",
            "  inflating: masks/483372b203.png    \n",
            "  inflating: masks/66fed16154.png    \n",
            "  inflating: masks/93f8f9e663.png    \n",
            "  inflating: masks/6558dcde17.png    \n",
            "  inflating: masks/aa1cd9fb71.png    \n",
            "  inflating: masks/f9d03271d6.png    \n",
            "  inflating: masks/4541761ba4.png    \n",
            "  inflating: masks/b85046c5c1.png    \n",
            "  inflating: masks/3bbf82fc28.png    \n",
            "  inflating: masks/7d8b219e1c.png    \n",
            "  inflating: masks/f6e87c1458.png    \n",
            "  inflating: masks/b7b83447c4.png    \n",
            "  inflating: masks/418a13df5c.png    \n",
            "  inflating: masks/3ff3881428.png    \n",
            "  inflating: masks/7d41b0a6e1.png    \n",
            "  inflating: masks/cfcffeda9e.png    \n",
            "  inflating: masks/843447abe4.png    \n",
            "  inflating: masks/fdc06fea10.png    \n",
            "  inflating: masks/8c8c2012e7.png    \n",
            "  inflating: masks/96049af037.png    \n",
            "  inflating: masks/633c7d5c80.png    \n",
            "  inflating: masks/1d9bc2591e.png    \n",
            "  inflating: masks/17dd87aefa.png    \n",
            "  inflating: masks/572f0b1ad8.png    \n",
            "  inflating: masks/d58653f803.png    \n",
            "  inflating: masks/a5299290bb.png    \n",
            "  inflating: masks/44e3f20074.png    \n",
            "  inflating: masks/769d51b80b.png    \n",
            "  inflating: masks/90194208b9.png    \n",
            "  inflating: masks/78299d7a47.png    \n",
            "  inflating: masks/09b7182dc5.png    \n",
            "  inflating: masks/d9a52dc263.png    \n",
            "  inflating: masks/b8236d92ff.png    \n",
            "  inflating: masks/3b05fe7a3f.png    \n",
            "  inflating: masks/81c77c1b6c.png    \n",
            "  inflating: masks/4766b51055.png    \n",
            "  inflating: masks/894b9ae774.png    \n",
            "  inflating: masks/3c3e74faf6.png    \n",
            "  inflating: masks/a970e82aac.png    \n",
            "  inflating: masks/41a4f7424e.png    \n",
            "  inflating: masks/8f2087a1f5.png    \n",
            "  inflating: masks/6cafc8475b.png    \n",
            "  inflating: masks/45a1f78171.png    \n",
            "  inflating: masks/6040cbf086.png    \n",
            "  inflating: masks/34bd0facd2.png    \n",
            "  inflating: masks/97e2c6b5c5.png    \n",
            "  inflating: masks/7576a8a091.png    \n",
            "  inflating: masks/5b435fad9d.png    \n",
            "  inflating: masks/a317a82463.png    \n",
            "  inflating: masks/0389fc6012.png    \n",
            "  inflating: masks/f8ba90c991.png    \n",
            "  inflating: masks/feb90d8376.png    \n",
            "  inflating: masks/b6520147bb.png    \n",
            "  inflating: masks/66cd349922.png    \n",
            "  inflating: masks/6d9be2f492.png    \n",
            "  inflating: masks/6ee755c67d.png    \n",
            "  inflating: masks/7cf386709a.png    \n",
            "  inflating: masks/edd5fc6648.png    \n",
            "  inflating: masks/d96af7c9cc.png    \n",
            "  inflating: masks/2b76b47947.png    \n",
            "  inflating: masks/1bfe4907c1.png    \n",
            "  inflating: masks/d967181724.png    \n",
            "  inflating: masks/5446a64ba5.png    \n",
            "  inflating: masks/8824cdcbf0.png    \n",
            "  inflating: masks/44f5dd71ab.png    \n",
            "  inflating: masks/904f3fc07a.png    \n",
            "  inflating: masks/0558ee87d3.png    \n",
            "  inflating: masks/4b72e35b8b.png    \n",
            "  inflating: masks/a2da67afff.png    \n",
            "  inflating: masks/50d3073821.png    \n",
            "  inflating: masks/94e7558e32.png    \n",
            "  inflating: masks/a0729c7a02.png    \n",
            "  inflating: masks/9128b824e5.png    \n",
            "  inflating: masks/6bffabbd91.png    \n",
            "  inflating: masks/4608c638bd.png    \n",
            "  inflating: masks/76e1428103.png    \n",
            "  inflating: masks/323882f716.png    \n",
            "  inflating: masks/6c49b277aa.png    \n",
            "  inflating: masks/9842f69f8d.png    \n",
            "  inflating: masks/8063c65b57.png    \n",
            "  inflating: masks/9fe6cf976f.png    \n",
            "  inflating: masks/4015200239.png    \n",
            "  inflating: masks/7c0447f939.png    \n",
            "  inflating: masks/563191e71a.png    \n",
            "  inflating: masks/8201005b79.png    \n",
            "  inflating: masks/d30ad7d936.png    \n",
            "  inflating: masks/8b5232fcfa.png    \n",
            "  inflating: masks/a042e73fee.png    \n",
            "  inflating: masks/93a0cb5111.png    \n",
            "  inflating: masks/03049b14ca.png    \n",
            "  inflating: masks/1f3299c2ba.png    \n",
            "  inflating: masks/90bf0125af.png    \n",
            "  inflating: masks/f78361aa48.png    \n",
            "  inflating: masks/90946392e6.png    \n",
            "  inflating: masks/ac6289352d.png    \n",
            "  inflating: masks/055ec918b9.png    \n",
            "  inflating: masks/026b509cd4.png    \n",
            "  inflating: masks/184356736e.png    \n",
            "  inflating: masks/4d33311a1e.png    \n",
            "  inflating: masks/962348be7a.png    \n",
            "  inflating: masks/cd5cd074f1.png    \n",
            "  inflating: masks/04711cb760.png    \n",
            "  inflating: masks/114397189f.png    \n",
            "  inflating: masks/8db0a68a4c.png    \n",
            "  inflating: masks/b2c6b8cf57.png    \n",
            "  inflating: masks/46dd77ede5.png    \n",
            "  inflating: masks/c701db91e2.png    \n",
            "  inflating: masks/9e7d89d4c0.png    \n",
            "  inflating: masks/ad0e66eabf.png    \n",
            "  inflating: masks/5fd411e302.png    \n",
            "  inflating: masks/ea1332b03d.png    \n",
            "  inflating: masks/da689f1bca.png    \n",
            "  inflating: masks/db840e1e22.png    \n",
            "  inflating: masks/566ac48e00.png    \n",
            "  inflating: masks/2380664922.png    \n",
            "  inflating: masks/09e29fbb74.png    \n",
            "  inflating: masks/280dcd0b2d.png    \n",
            "  inflating: masks/cbbf379ef8.png    \n",
            "  inflating: masks/1d7a812c76.png    \n",
            "  inflating: masks/3cb59a4fdc.png    \n",
            "  inflating: masks/697f80cece.png    \n",
            "  inflating: masks/61df7e1f4d.png    \n",
            "  inflating: masks/e6e3e58c43.png    \n",
            "  inflating: masks/74ab2a9b1a.png    \n",
            "  inflating: masks/d0cba16846.png    \n",
            "  inflating: masks/d7e93ff9c2.png    \n",
            "  inflating: masks/5203d6e046.png    \n",
            "  inflating: masks/f328eccbf3.png    \n",
            "  inflating: masks/a5eedd418a.png    \n",
            "  inflating: masks/de261976e6.png    \n",
            "  inflating: masks/1821c518da.png    \n",
            "  inflating: masks/8ef76ed16e.png    \n",
            "  inflating: masks/3d781526c2.png    \n",
            "  inflating: masks/2e69b6eb16.png    \n",
            "  inflating: masks/95a87f8ad9.png    \n",
            "  inflating: masks/bd4f797d33.png    \n",
            "  inflating: masks/e2dd6ebd6b.png    \n",
            "  inflating: masks/8daf098aa9.png    \n",
            "  inflating: masks/d944700bae.png    \n",
            "  inflating: masks/73f58ba609.png    \n",
            "  inflating: masks/94c8aad517.png    \n",
            "  inflating: masks/17d70fee5c.png    \n",
            "  inflating: masks/2f5377ea9d.png    \n",
            "  inflating: masks/d289692ab8.png    \n",
            "  inflating: masks/0fc5ad7e3b.png    \n",
            "  inflating: masks/314db606fd.png    \n",
            "  inflating: masks/accb644c9e.png    \n",
            "  inflating: masks/7616ee06bd.png    \n",
            "  inflating: masks/6dea52e54d.png    \n",
            "  inflating: masks/d0319f0ec5.png    \n",
            "  inflating: masks/3228f203a3.png    \n",
            "  inflating: masks/d6437d0c25.png    \n",
            "  inflating: masks/c202c25557.png    \n",
            "  inflating: masks/3ed6168b22.png    \n",
            "  inflating: masks/a4c734f1a8.png    \n",
            "  inflating: masks/7e9e46174c.png    \n",
            "  inflating: masks/9898ce93d6.png    \n",
            "  inflating: masks/1a1b0c1549.png    \n",
            "  inflating: masks/0db1b4c199.png    \n",
            "  inflating: masks/455d05742a.png    \n",
            "  inflating: masks/e642037975.png    \n",
            "  inflating: masks/dd87f1a21f.png    \n",
            "  inflating: masks/893bd55371.png    \n",
            "  inflating: masks/20c99dee06.png    \n",
            "  inflating: masks/27a240a570.png    \n",
            "  inflating: masks/527c3abd5f.png    \n",
            "  inflating: masks/e7442307b1.png    \n",
            "  inflating: masks/c67832ba86.png    \n",
            "  inflating: masks/9dc604318f.png    \n",
            "  inflating: masks/c137712b61.png    \n",
            "  inflating: masks/a2b7af2907.png    \n",
            "  inflating: masks/c593c662f1.png    \n",
            "  inflating: masks/1a8c4fd6ea.png    \n",
            "  inflating: masks/044106f759.png    \n",
            "  inflating: masks/60638605b1.png    \n",
            "  inflating: masks/feadf0e85d.png    \n",
            "  inflating: masks/74d53a0d53.png    \n",
            "  inflating: masks/01c2045d03.png    \n",
            "  inflating: masks/3da729cae9.png    \n",
            "  inflating: masks/b345b1f290.png    \n",
            "  inflating: masks/368f635c4c.png    \n",
            "  inflating: masks/3116a9d54c.png    \n",
            "  inflating: masks/4d7b42314d.png    \n",
            "  inflating: masks/fa56377e58.png    \n",
            "  inflating: masks/27f923aac9.png    \n",
            "  inflating: masks/fc1ca2fbc8.png    \n",
            "  inflating: masks/5f8370ed60.png    \n",
            "  inflating: masks/f566a7cbc6.png    \n",
            "  inflating: masks/1a37af90c1.png    \n",
            "  inflating: masks/36f9ab3ee0.png    \n",
            "  inflating: masks/d70a2f1f23.png    \n",
            "  inflating: masks/6ac91c75fc.png    \n",
            "  inflating: masks/762f01c185.png    \n",
            "  inflating: masks/bcd1e64c58.png    \n",
            "  inflating: masks/d7f48d294e.png    \n",
            "  inflating: masks/60698e8fd2.png    \n",
            "  inflating: masks/10a1a5b78f.png    \n",
            "  inflating: masks/46f402dcd5.png    \n",
            "  inflating: masks/04e7e791e2.png    \n",
            "  inflating: masks/31a4341eb6.png    \n",
            "  inflating: masks/a66c03c236.png    \n",
            "  inflating: masks/1d798aa5d5.png    \n",
            "  inflating: masks/62a0ee9480.png    \n",
            "  inflating: masks/659193a103.png    \n",
            "  inflating: masks/ebe64e1d15.png    \n",
            "  inflating: masks/f42a7e65f2.png    \n",
            "  inflating: masks/387b6956c4.png    \n",
            "  inflating: masks/1167a2bec9.png    \n",
            "  inflating: masks/3c30b8e27b.png    \n",
            "  inflating: masks/4f105993c5.png    \n",
            "  inflating: masks/1ac058f0a4.png    \n",
            "  inflating: masks/37c95ff7df.png    \n",
            "  inflating: masks/56d025f76c.png    \n",
            "  inflating: masks/ce3e6bba2e.png    \n",
            "  inflating: masks/f8e67987c6.png    \n",
            "  inflating: masks/d2e14828d5.png    \n",
            "  inflating: masks/08173ef66c.png    \n",
            "  inflating: masks/8ab2399b4a.png    \n",
            "  inflating: masks/7524d9b7bf.png    \n",
            "  inflating: masks/2da8da57e1.png    \n",
            "  inflating: masks/9c5c26e2ba.png    \n",
            "  inflating: masks/903206854b.png    \n",
            "  inflating: masks/39a05bf91f.png    \n",
            "  inflating: masks/613fb95edf.png    \n",
            "  inflating: masks/f26e6cffd6.png    \n",
            "  inflating: masks/1abf3d7f60.png    \n",
            "  inflating: masks/ec61b48efb.png    \n",
            "  inflating: masks/5c0cde01b7.png    \n",
            "  inflating: masks/739a9ab34a.png    \n",
            "  inflating: masks/c23090da64.png    \n",
            "  inflating: masks/3794cd4d73.png    \n",
            "  inflating: masks/52ac7bb4c1.png    \n",
            "  inflating: masks/9b4aa94aed.png    \n",
            "  inflating: masks/3218afdc84.png    \n",
            "  inflating: masks/70e9442b06.png    \n",
            "  inflating: masks/fd0d237b01.png    \n",
            "  inflating: masks/91b91fd79b.png    \n",
            "  inflating: masks/a8247ac73a.png    \n",
            "  inflating: masks/c156fd6d44.png    \n",
            "  inflating: masks/b2fbaf80d5.png    \n",
            "  inflating: masks/021494f3aa.png    \n",
            "  inflating: masks/25bbbcd4a4.png    \n",
            "  inflating: masks/dfc8a378b7.png    \n",
            "  inflating: masks/7812fc8116.png    \n",
            "  inflating: masks/29ea4f92c3.png    \n",
            "  inflating: masks/7a817b12b4.png    \n",
            "  inflating: masks/92cc29d923.png    \n",
            "  inflating: masks/8c9b19f267.png    \n",
            "  inflating: masks/87986259f0.png    \n",
            "  inflating: masks/370763b8a9.png    \n",
            "  inflating: masks/fdd73141d6.png    \n",
            "  inflating: masks/64e79513a3.png    \n",
            "  inflating: masks/ff038e87b1.png    \n",
            "  inflating: masks/4743e3bf8d.png    \n",
            "  inflating: masks/b8b3f26ad4.png    \n",
            "  inflating: masks/ae51614513.png    \n",
            "  inflating: masks/d5a283c553.png    \n",
            "  inflating: masks/18449e54f8.png    \n",
            "  inflating: masks/3dae882971.png    \n",
            "  inflating: masks/a826a7a9a4.png    \n",
            "  inflating: masks/65e2650a80.png    \n",
            "  inflating: masks/617c746fca.png    \n",
            "  inflating: masks/03c9b5ffe8.png    \n",
            "  inflating: masks/1f8bf8c5d0.png    \n",
            "  inflating: masks/31ca053bec.png    \n",
            "  inflating: masks/e1323691be.png    \n",
            "  inflating: masks/711c478c93.png    \n",
            "  inflating: masks/b96ef7e302.png    \n",
            "  inflating: masks/61eb86f1ad.png    \n",
            "  inflating: masks/bb455284f1.png    \n",
            "  inflating: masks/7e68df3981.png    \n",
            "  inflating: masks/499560e566.png    \n",
            "  inflating: masks/335474f8ec.png    \n",
            "  inflating: masks/fb5adc8df0.png    \n",
            "  inflating: masks/46386ca4a3.png    \n",
            "  inflating: masks/33dfce3a76.png    \n",
            "  inflating: masks/c1c6a1ebad.png    \n",
            "  inflating: masks/5f8b4540fd.png    \n",
            "  inflating: masks/178d777950.png    \n",
            "  inflating: masks/70c8e14243.png    \n",
            "  inflating: masks/38a15dee44.png    \n",
            "  inflating: masks/216aa6275d.png    \n",
            "  inflating: masks/7aef9898fa.png    \n",
            "  inflating: masks/99817a653e.png    \n",
            "  inflating: masks/ec50263c20.png    \n",
            "  inflating: masks/6419fd454b.png    \n",
            "  inflating: masks/9067effd34.png    \n",
            "  inflating: masks/2a070f3dc6.png    \n",
            "  inflating: masks/e7f63a219f.png    \n",
            "  inflating: masks/8409fed45c.png    \n",
            "  inflating: masks/0b7459a0af.png    \n",
            "  inflating: masks/09152018c4.png    \n",
            "  inflating: masks/1ab49f29e9.png    \n",
            "  inflating: masks/7ec58d0743.png    \n",
            "  inflating: masks/b8dea42e1a.png    \n",
            "  inflating: masks/5dfa4cfa2d.png    \n",
            "  inflating: masks/466548defe.png    \n",
            "  inflating: masks/a783bd82c5.png    \n",
            "  inflating: masks/6baf05d61e.png    \n",
            "  inflating: masks/36ad52a2e8.png    \n",
            "  inflating: masks/b1ac5ed0b3.png    \n",
            "  inflating: masks/6b4d65ac6a.png    \n",
            "  inflating: masks/b6bd6424eb.png    \n",
            "  inflating: masks/ce9c3510a8.png    \n",
            "  inflating: masks/9b9c107a62.png    \n",
            "  inflating: masks/83bb4578eb.png    \n",
            "  inflating: masks/228f9cee2e.png    \n",
            "  inflating: masks/f9629f4e29.png    \n",
            "  inflating: masks/0b176124c4.png    \n",
            "  inflating: masks/70b6a2347f.png    \n",
            "  inflating: masks/822043d604.png    \n",
            "  inflating: masks/085e7a048e.png    \n",
            "  inflating: masks/7c99d1c1eb.png    \n",
            "  inflating: masks/919157e393.png    \n",
            "  inflating: masks/b890b261a0.png    \n",
            "  inflating: masks/f646560aa9.png    \n",
            "  inflating: masks/a0f050600e.png    \n",
            "  inflating: masks/196cffdb4b.png    \n",
            "  inflating: masks/5df9874c5b.png    \n",
            "  inflating: masks/bea9b0571b.png    \n",
            "  inflating: masks/5d4dcb9d8b.png    \n",
            "  inflating: masks/fb81781b44.png    \n",
            "  inflating: masks/457d5edb4c.png    \n",
            "  inflating: masks/e7e9165d9b.png    \n",
            "  inflating: masks/7c6f76a267.png    \n",
            "  inflating: masks/87afd4b1ca.png    \n",
            "  inflating: masks/50251a9572.png    \n",
            "  inflating: masks/5378360450.png    \n",
            "  inflating: masks/2fa889172a.png    \n",
            "  inflating: masks/0a1742c740.png    \n",
            "  inflating: masks/bb9ad7c38d.png    \n",
            "  inflating: masks/45180088a6.png    \n",
            "  inflating: masks/0951f85203.png    \n",
            "  inflating: masks/b91a91adc5.png    \n",
            "  inflating: masks/2c45b152f1.png    \n",
            "  inflating: masks/eabed5b2b4.png    \n",
            "  inflating: masks/9ecc1f5457.png    \n",
            "  inflating: masks/109bccf6c6.png    \n",
            "  inflating: masks/a854446118.png    \n",
            "  inflating: masks/6ef46555e2.png    \n",
            "  inflating: masks/6457057cec.png    \n",
            "  inflating: masks/0b9981aba1.png    \n",
            "  inflating: masks/fa70e3da06.png    \n",
            "  inflating: masks/ef6229f0db.png    \n",
            "  inflating: masks/9b29ca561d.png    \n",
            "  inflating: masks/809cb34e8d.png    \n",
            "  inflating: masks/8c4ac14f53.png    \n",
            "  inflating: masks/96f26f6397.png    \n",
            "  inflating: masks/95a60e2f42.png    \n",
            "  inflating: masks/2f8e4f82fd.png    \n",
            "  inflating: masks/6682af0131.png    \n",
            "  inflating: masks/d49a9c4664.png    \n",
            "  inflating: masks/6cb11aa807.png    \n",
            "  inflating: masks/b0d8f26ad8.png    \n",
            "  inflating: masks/6545c6235b.png    \n",
            "  inflating: masks/500d909b87.png    \n",
            "  inflating: masks/2edf2e3e05.png    \n",
            "  inflating: masks/186d861771.png    \n",
            "  inflating: masks/902d01b7dd.png    \n",
            "  inflating: masks/6c793e5879.png    \n",
            "  inflating: masks/ee5e9e4570.png    \n",
            "  inflating: masks/db9bb00470.png    \n",
            "  inflating: masks/0926b7396b.png    \n",
            "  inflating: masks/51be9fc3d5.png    \n",
            "  inflating: masks/1a72cc3d3e.png    \n",
            "  inflating: masks/86abf1c96d.png    \n",
            "  inflating: masks/dd81358234.png    \n",
            "  inflating: masks/14c6a2d399.png    \n",
            "  inflating: masks/d1665744c3.png    \n",
            "  inflating: masks/9c3383eb85.png    \n",
            "  inflating: masks/336e1995cd.png    \n",
            "  inflating: masks/fa9ad1caeb.png    \n",
            "  inflating: masks/cb7cd324a5.png    \n",
            "  inflating: masks/b9bf0422a6.png    \n",
            "  inflating: masks/37251064bd.png    \n",
            "  inflating: masks/0fea4b5049.png    \n",
            "  inflating: masks/33041df256.png    \n",
            "  inflating: masks/8c1db0fc39.png    \n",
            "  inflating: masks/231fc4e8e5.png    \n",
            "  inflating: masks/8ca104baef.png    \n",
            "  inflating: masks/dab1d67df7.png    \n",
            "  inflating: masks/5306b708be.png    \n",
            "  inflating: masks/980570ed7e.png    \n",
            "  inflating: masks/f1d488759e.png    \n",
            "  inflating: masks/1439570aec.png    \n",
            "  inflating: masks/8811181716.png    \n",
            "  inflating: masks/a1e32a6815.png    \n",
            "  inflating: masks/d9fb5b47e2.png    \n",
            "  inflating: masks/eb38db5443.png    \n",
            "  inflating: masks/9718102ef6.png    \n",
            "  inflating: masks/4680bc7373.png    \n",
            "  inflating: masks/9b3d4b0379.png    \n",
            "  inflating: masks/5c616dea00.png    \n",
            "  inflating: masks/5187e13789.png    \n",
            "  inflating: masks/2a6477aee8.png    \n",
            "  inflating: masks/a2a9c0c00a.png    \n",
            "  inflating: masks/077cb8696f.png    \n",
            "  inflating: masks/6cf284fb9e.png    \n",
            "  inflating: masks/b9fcc34ef3.png    \n",
            "  inflating: masks/2b77f82b42.png    \n",
            "  inflating: masks/a3079aded1.png    \n",
            "  inflating: masks/aa9eb3a110.png    \n",
            "  inflating: masks/d514a30db3.png    \n",
            "  inflating: masks/c571804a93.png    \n",
            "  inflating: masks/f2c640742a.png    \n",
            "  inflating: masks/1a288f27bf.png    \n",
            "  inflating: masks/3e1c11cfa8.png    \n",
            "  inflating: masks/c1c54ad4ba.png    \n",
            "  inflating: masks/62e72fe39a.png    \n",
            "  inflating: masks/3072ae3119.png    \n",
            "  inflating: masks/2f20c083c2.png    \n",
            "  inflating: masks/85cf79a2cb.png    \n",
            "  inflating: masks/b35b1b412b.png    \n",
            "  inflating: masks/ef29bdffc6.png    \n",
            "  inflating: masks/23cdfc53fe.png    \n",
            "  inflating: masks/2f00b33427.png    \n",
            "  inflating: masks/f7e8060b57.png    \n",
            "  inflating: masks/3bf70b71cd.png    \n",
            "  inflating: masks/4514d46495.png    \n",
            "  inflating: masks/0050766ae2.png    \n",
            "  inflating: masks/9747413253.png    \n",
            "  inflating: masks/fe9e558605.png    \n",
            "  inflating: masks/2ebe2eba03.png    \n",
            "  inflating: masks/99d3fbf9f1.png    \n",
            "  inflating: masks/c9c0097eff.png    \n",
            "  inflating: masks/790f497dc8.png    \n",
            "  inflating: masks/8978bc57b7.png    \n",
            "  inflating: masks/440534c8dd.png    \n",
            "  inflating: masks/b4f6d6f1aa.png    \n",
            "  inflating: masks/395e668f22.png    \n",
            "  inflating: masks/158765ed16.png    \n",
            "  inflating: masks/44381a3f55.png    \n",
            "  inflating: masks/3ee4de57f8.png    \n",
            "  inflating: masks/29d8bf3a4c.png    \n",
            "  inflating: masks/2a26fb616b.png    \n",
            "  inflating: masks/c5caa57f2f.png    \n",
            "  inflating: masks/8ca267be2b.png    \n",
            "  inflating: masks/d468d401ab.png    \n",
            "  inflating: masks/a65aa82e0a.png    \n",
            "  inflating: masks/7f2694ca3f.png    \n",
            "  inflating: masks/894b5b40af.png    \n",
            "  inflating: masks/ed60e1c64a.png    \n",
            "  inflating: masks/40ccdfe09d.png    \n",
            "  inflating: masks/82c316179b.png    \n",
            "  inflating: masks/ed2b73840d.png    \n",
            "  inflating: masks/e7a5e5e55f.png    \n",
            "  inflating: masks/6a3f8feaea.png    \n",
            "  inflating: masks/f11f8eab00.png    \n",
            "  inflating: masks/ae11c7b131.png    \n",
            "  inflating: masks/f9ef613aec.png    \n",
            "  inflating: masks/f30c36bf6b.png    \n",
            "  inflating: masks/5b86544456.png    \n",
            "  inflating: masks/4e51caa68e.png    \n",
            "  inflating: masks/a7b918d80e.png    \n",
            "  inflating: masks/9f96821d81.png    \n",
            "  inflating: masks/b92ff69b44.png    \n",
            "  inflating: masks/a568cc8273.png    \n",
            "  inflating: masks/4d9fa2d97f.png    \n",
            "  inflating: masks/7e92ab6fe8.png    \n",
            "  inflating: masks/1ca865b041.png    \n",
            "  inflating: masks/dbcfdf17a3.png    \n",
            "  inflating: masks/ebdef67fa5.png    \n",
            "  inflating: masks/78be8270bb.png    \n",
            "  inflating: masks/e7c54b5f4e.png    \n",
            "  inflating: masks/404b62a4d5.png    \n",
            "  inflating: masks/06523f9719.png    \n",
            "  inflating: masks/fdabdc4399.png    \n",
            "  inflating: masks/86c1109730.png    \n",
            "  inflating: masks/a8503e0dc8.png    \n",
            "  inflating: masks/5673036fa1.png    \n",
            "  inflating: masks/c5745e04ff.png    \n",
            "  inflating: masks/b51eed936a.png    \n",
            "  inflating: masks/dc534f1e28.png    \n",
            "  inflating: masks/b112d9993c.png    \n",
            "  inflating: masks/70e5bd9d27.png    \n",
            "  inflating: masks/4c36178b41.png    \n",
            "  inflating: masks/f425a67987.png    \n",
            "  inflating: masks/d17f801011.png    \n",
            "  inflating: masks/7e5cdca0b7.png    \n",
            "  inflating: masks/d3c3988e54.png    \n",
            "  inflating: masks/fcdf2756aa.png    \n",
            "  inflating: masks/3a7bbd73af.png    \n",
            "  inflating: masks/a8d50a4a97.png    \n",
            "  inflating: masks/17113fd0bd.png    \n",
            "  inflating: masks/18d013fced.png    \n",
            "  inflating: masks/cbd42ee63f.png    \n",
            "  inflating: masks/3ced3ed63e.png    \n",
            "  inflating: masks/489a8fd021.png    \n",
            "  inflating: masks/504c4a71d2.png    \n",
            "  inflating: masks/baac3469ae.png    \n",
            "  inflating: masks/b7c462dd1c.png    \n",
            "  inflating: masks/1cad8c327b.png    \n",
            "  inflating: masks/13037dfbb2.png    \n",
            "  inflating: masks/1dbc694c5d.png    \n",
            "  inflating: masks/2f2e86de0b.png    \n",
            "  inflating: masks/2101c21f75.png    \n",
            "  inflating: masks/30787ad7df.png    \n",
            "  inflating: masks/1b6919f87c.png    \n",
            "  inflating: masks/5c65a9775b.png    \n",
            "  inflating: masks/e69330b40a.png    \n",
            "  inflating: masks/93a8901635.png    \n",
            "  inflating: masks/2d8a3a262b.png    \n",
            "  inflating: masks/ad49962b22.png    \n",
            "  inflating: masks/ff532274cd.png    \n",
            "  inflating: masks/fe4f6ff284.png    \n",
            "  inflating: masks/54842b574a.png    \n",
            "  inflating: masks/c70619fb09.png    \n",
            "  inflating: masks/4b019a8354.png    \n",
            "  inflating: masks/792929a4c8.png    \n",
            "  inflating: masks/aa1d903842.png    \n",
            "  inflating: masks/69098163e1.png    \n",
            "  inflating: masks/c256f6e713.png    \n",
            "  inflating: masks/e082398595.png    \n",
            "  inflating: masks/65a55b69b7.png    \n",
            "  inflating: masks/ce31ab9b97.png    \n",
            "  inflating: masks/5717740aa6.png    \n",
            "  inflating: masks/27efc3195e.png    \n",
            "  inflating: masks/38438eab6c.png    \n",
            "  inflating: masks/7c7125fd12.png    \n",
            "  inflating: masks/e4d2bf6036.png    \n",
            "  inflating: masks/45f31c81d4.png    \n",
            "  inflating: masks/eec5e72dad.png    \n",
            "  inflating: masks/3fd616ef00.png    \n",
            "  inflating: masks/1af9e4bbd8.png    \n",
            "  inflating: masks/90990cd2ba.png    \n",
            "  inflating: masks/befdfcbe5b.png    \n",
            "  inflating: masks/4d04dcd959.png    \n",
            "  inflating: masks/f0190fc4b4.png    \n",
            "  inflating: masks/3ec30a713c.png    \n",
            "  inflating: masks/3e8b5729dc.png    \n",
            "  inflating: masks/a93c251217.png    \n",
            "  inflating: masks/c9ffc53f25.png    \n",
            "  inflating: masks/0923f7bef9.png    \n",
            "  inflating: masks/3df62de11d.png    \n",
            "  inflating: masks/c450f9d7f4.png    \n",
            "  inflating: masks/e2ba31c4a5.png    \n",
            "  inflating: masks/84723e7793.png    \n",
            "  inflating: masks/1b2c817dd0.png    \n",
            "  inflating: masks/3a068284ed.png    \n",
            "  inflating: masks/211dca3b80.png    \n",
            "  inflating: masks/576fd5de16.png    \n",
            "  inflating: masks/1f1e11aee4.png    \n",
            "  inflating: masks/08640ede7a.png    \n",
            "  inflating: masks/bf76c8aff3.png    \n",
            "  inflating: masks/465f93cd9c.png    \n",
            "  inflating: masks/ca58996278.png    \n",
            "  inflating: masks/3281bb7282.png    \n",
            "  inflating: masks/9c30bb0a5f.png    \n",
            "  inflating: masks/849f39dcbe.png    \n",
            "  inflating: masks/d7215eb198.png    \n",
            "  inflating: masks/976fcded4d.png    \n",
            "  inflating: masks/30cc3d3982.png    \n",
            "  inflating: masks/b690abdc09.png    \n",
            "  inflating: masks/a239bfe21a.png    \n",
            "  inflating: masks/82e88d973f.png    \n",
            "  inflating: masks/a7f7a964f5.png    \n",
            "  inflating: masks/fbf73cb975.png    \n",
            "  inflating: masks/58edb9b58c.png    \n",
            "  inflating: masks/1f33387a8e.png    \n",
            "  inflating: masks/ceca04aa2a.png    \n",
            "  inflating: masks/b5bdff9392.png    \n",
            "  inflating: masks/834861f1b6.png    \n",
            "  inflating: masks/8e280f2c87.png    \n",
            "  inflating: masks/8f1fbec1e6.png    \n",
            "  inflating: masks/855f399924.png    \n",
            "  inflating: masks/1267729ffd.png    \n",
            "  inflating: masks/020678ec1b.png    \n",
            "  inflating: masks/a9fd8e2a06.png    \n",
            "  inflating: masks/c9a2990f76.png    \n",
            "  inflating: masks/1b8d100712.png    \n",
            "  inflating: masks/5a6fa22207.png    \n",
            "  inflating: masks/2fb6791298.png    \n",
            "  inflating: masks/d97f94a2dd.png    \n",
            "  inflating: masks/d47c78058a.png    \n",
            "  inflating: masks/19fdb270d6.png    \n",
            "  inflating: masks/c78c89577c.png    \n",
            "  inflating: masks/f1e4acdd7b.png    \n",
            "  inflating: masks/38063f77a8.png    \n",
            "  inflating: masks/a266a2a9df.png    \n",
            "  inflating: masks/fa9da6a455.png    \n",
            "  inflating: masks/7de95e0115.png    \n",
            "  inflating: masks/3f8a8f4715.png    \n",
            "  inflating: masks/df3a1c2d7b.png    \n",
            "  inflating: masks/178bd2185d.png    \n",
            "  inflating: masks/9d462381b0.png    \n",
            "  inflating: masks/d26e890704.png    \n",
            "  inflating: masks/8db5bf9be2.png    \n",
            "  inflating: masks/87af5ec058.png    \n",
            "  inflating: masks/99909324ed.png    \n",
            "  inflating: masks/ac5f676fa3.png    \n",
            "  inflating: masks/5fd2a3ef64.png    \n",
            "  inflating: masks/45b5f91d83.png    \n",
            "  inflating: masks/843f9892ef.png    \n",
            "  inflating: masks/ea2fe8434f.png    \n",
            "  inflating: masks/d71ca6d32c.png    \n",
            "  inflating: masks/a8e5845bf9.png    \n",
            "  inflating: masks/852873eb7b.png    \n",
            "  inflating: masks/2787bfe603.png    \n",
            "  inflating: masks/1804b11f9a.png    \n",
            "  inflating: masks/b393a57640.png    \n",
            "  inflating: masks/c66a8f70e4.png    \n",
            "  inflating: masks/a56ff4758a.png    \n",
            "  inflating: masks/702209f0b3.png    \n",
            "  inflating: masks/530f759c6f.png    \n",
            "  inflating: masks/38673ade97.png    \n",
            "  inflating: masks/efd1625f2a.png    \n",
            "  inflating: masks/23a7afcb36.png    \n",
            "  inflating: masks/4161f35a4f.png    \n",
            "  inflating: masks/6c557220d3.png    \n",
            "  inflating: masks/843e8ec44e.png    \n",
            "  inflating: masks/9bf982cf65.png    \n",
            "  inflating: masks/989ac5a9de.png    \n",
            "  inflating: masks/b45f9383e9.png    \n",
            "  inflating: masks/de7202d286.png    \n",
            "  inflating: masks/be1f425eac.png    \n",
            "  inflating: masks/d45b4f3b85.png    \n",
            "  inflating: masks/b097a1f9e0.png    \n",
            "  inflating: masks/23eb8cfbc0.png    \n",
            "  inflating: masks/290e9d9748.png    \n",
            "  inflating: masks/502b97b954.png    \n",
            "  inflating: masks/aeba5383e4.png    \n",
            "  inflating: masks/114d62da56.png    \n",
            "  inflating: masks/67bc6ac1f4.png    \n",
            "  inflating: masks/d7196745e5.png    \n",
            "  inflating: masks/6abe55deaf.png    \n",
            "  inflating: masks/8320911258.png    \n",
            "  inflating: masks/628ab35fe8.png    \n",
            "  inflating: masks/8c88cf3d22.png    \n",
            "  inflating: masks/a291ef5d83.png    \n",
            "  inflating: masks/7f5a72fa2c.png    \n",
            "  inflating: masks/a5005ea567.png    \n",
            "  inflating: masks/5d6126f459.png    \n",
            "  inflating: masks/751a212e82.png    \n",
            "  inflating: masks/df5df272fb.png    \n",
            "  inflating: masks/7b79d341cf.png    \n",
            "  inflating: masks/e639615636.png    \n",
            "  inflating: masks/423800be38.png    \n",
            "  inflating: masks/fa08ffa6fb.png    \n",
            "  inflating: masks/857f570585.png    \n",
            "  inflating: masks/aa97ecda8e.png    \n",
            "  inflating: masks/f8ca1f5c5a.png    \n",
            "  inflating: masks/1c20fc4477.png    \n",
            "  inflating: masks/3984ed8d4e.png    \n",
            "  inflating: masks/e34c1220b1.png    \n",
            "  inflating: masks/116bd22fd0.png    \n",
            "  inflating: masks/b8525600cf.png    \n",
            "  inflating: masks/27c035c5ae.png    \n",
            "  inflating: masks/964be849b0.png    \n",
            "  inflating: masks/1c41821d13.png    \n",
            "  inflating: masks/3cc59342bd.png    \n",
            "  inflating: masks/93d21b7636.png    \n",
            "  inflating: masks/c38e2a42e3.png    \n",
            "  inflating: masks/efe3e72587.png    \n",
            "  inflating: masks/380dea2a5a.png    \n",
            "  inflating: masks/fc6e9d0385.png    \n",
            "  inflating: masks/54dd074cd7.png    \n",
            "  inflating: masks/76d080ed6f.png    \n",
            "  inflating: masks/66cf41c563.png    \n",
            "  inflating: masks/7ce6463bc8.png    \n",
            "  inflating: masks/341f6694f1.png    \n",
            "  inflating: masks/7547289453.png    \n",
            "  inflating: masks/4b17d5fb8f.png    \n",
            "  inflating: masks/d3be640ed4.png    \n",
            "  inflating: masks/934cd14205.png    \n",
            "  inflating: masks/baa743f4b4.png    \n",
            "  inflating: masks/211eb21702.png    \n",
            "  inflating: masks/9d12bb050d.png    \n",
            "  inflating: masks/32f4fd66ae.png    \n",
            "  inflating: masks/236a5cc090.png    \n",
            "  inflating: masks/528cb6678c.png    \n",
            "  inflating: masks/c7408f1d38.png    \n",
            "  inflating: masks/0ad0876244.png    \n",
            "  inflating: masks/c78996aa02.png    \n",
            "  inflating: masks/b329b390e4.png    \n",
            "  inflating: masks/225ae42209.png    \n",
            "  inflating: masks/8e84b940e3.png    \n",
            "  inflating: masks/b8f76a8e5f.png    \n",
            "  inflating: masks/7e737a6cc6.png    \n",
            "  inflating: masks/19d821e8e4.png    \n",
            "  inflating: masks/ba6970504c.png    \n",
            "  inflating: masks/088a402727.png    \n",
            "  inflating: masks/b6bbd06618.png    \n",
            "  inflating: masks/c307912941.png    \n",
            "  inflating: masks/8c976149d0.png    \n",
            "  inflating: masks/5a6f57c150.png    \n",
            "  inflating: masks/cfb8e5c36e.png    \n",
            "  inflating: masks/d61250af0c.png    \n",
            "  inflating: masks/c230cf2a94.png    \n",
            "  inflating: masks/fb14beb69f.png    \n",
            "  inflating: masks/89af21b6ee.png    \n",
            "  inflating: masks/b11110b854.png    \n",
            "  inflating: masks/9e9ce2e1ce.png    \n",
            "  inflating: masks/7187f4c02c.png    \n",
            "  inflating: masks/e5a6b92463.png    \n",
            "  inflating: masks/01b5362cce.png    \n",
            "  inflating: masks/48b8dda801.png    \n",
            "  inflating: masks/ea1270a8b2.png    \n",
            "  inflating: masks/f34ae8f3d4.png    \n",
            "  inflating: masks/73a3712fcd.png    \n",
            "  inflating: masks/b521c9ddf3.png    \n",
            "  inflating: masks/fcb49356a5.png    \n",
            "  inflating: masks/495a2d3c7c.png    \n",
            "  inflating: masks/f7c147ac61.png    \n",
            "  inflating: masks/f463f6b15b.png    \n",
            "  inflating: masks/881407fa84.png    \n",
            "  inflating: masks/f429b8e6f8.png    \n",
            "  inflating: masks/687dd94fee.png    \n",
            "  inflating: masks/d69556b746.png    \n",
            "  inflating: masks/94551e800f.png    \n",
            "  inflating: masks/c0ffa90c4a.png    \n",
            "  inflating: masks/af6fe9a9c8.png    \n",
            "  inflating: masks/c0a37fef54.png    \n",
            "  inflating: masks/fbcd92f03f.png    \n",
            "  inflating: masks/a1585a58b8.png    \n",
            "  inflating: masks/ec2664c4cf.png    \n",
            "  inflating: masks/6738d474a3.png    \n",
            "  inflating: masks/5c51c23a7b.png    \n",
            "  inflating: masks/4b9862566c.png    \n",
            "  inflating: masks/0a18b314fc.png    \n",
            "  inflating: masks/608574722a.png    \n",
            "  inflating: masks/05a61e5799.png    \n",
            "  inflating: masks/b97918ac08.png    \n",
            "  inflating: masks/849881c690.png    \n",
            "  inflating: masks/cd5c9532e4.png    \n",
            "  inflating: masks/dbb4b51e4a.png    \n",
            "  inflating: masks/d308ec69d3.png    \n",
            "  inflating: masks/c920246511.png    \n",
            "  inflating: masks/38232d1fe3.png    \n",
            "  inflating: masks/94c2d96e56.png    \n",
            "  inflating: masks/0ba541766e.png    \n",
            "  inflating: masks/c79d52ffc3.png    \n",
            "  inflating: masks/8c9a0ea088.png    \n",
            "  inflating: masks/17a6639049.png    \n",
            "  inflating: masks/2f4fb95bb7.png    \n",
            "  inflating: masks/a5ccb4f8d9.png    \n",
            "  inflating: masks/26ae98fddb.png    \n",
            "  inflating: masks/c0fe58323e.png    \n",
            "  inflating: masks/a962f4c9b6.png    \n",
            "  inflating: masks/76ba896225.png    \n",
            "  inflating: masks/1f1cc6b3a4.png    \n",
            "  inflating: masks/bebf415bd1.png    \n",
            "  inflating: masks/9f4001d8ea.png    \n",
            "  inflating: masks/676d100540.png    \n",
            "  inflating: masks/6ed0ef14db.png    \n",
            "  inflating: masks/535503063e.png    \n",
            "  inflating: masks/24a8ae9bb9.png    \n",
            "  inflating: masks/0ce8a6ae62.png    \n",
            "  inflating: masks/4ff5c5ef47.png    \n",
            "  inflating: masks/939232310f.png    \n",
            "  inflating: masks/3404341cc6.png    \n",
            "  inflating: masks/fb3392fee0.png    \n",
            "  inflating: masks/804fcfaf4b.png    \n",
            "  inflating: masks/fd423b9cbf.png    \n",
            "  inflating: masks/f4e6928ad4.png    \n",
            "  inflating: masks/2d5f4b0213.png    \n",
            "  inflating: masks/c82f7676ac.png    \n",
            "  inflating: masks/0df53ae04c.png    \n",
            "  inflating: masks/005b452274.png    \n",
            "  inflating: masks/c7a92a6707.png    \n",
            "  inflating: masks/cf1ffe14e0.png    \n",
            "  inflating: masks/0e53e6294a.png    \n",
            "  inflating: masks/fbc9a1149e.png    \n",
            "  inflating: masks/e9f4d6f927.png    \n",
            "  inflating: masks/84e540208f.png    \n",
            "  inflating: masks/071d5aa17f.png    \n",
            "  inflating: masks/f85054273a.png    \n",
            "  inflating: masks/0f9beb1453.png    \n",
            "  inflating: masks/069035a9b5.png    \n",
            "  inflating: masks/c352f6069b.png    \n",
            "  inflating: masks/5f248cf0d6.png    \n",
            "  inflating: masks/db1eeaebb4.png    \n",
            "  inflating: masks/b9bb1b7b3f.png    \n",
            "  inflating: masks/136af05158.png    \n",
            "  inflating: masks/9fac28f3df.png    \n",
            "  inflating: masks/9efedb3b86.png    \n",
            "  inflating: masks/c2485cb6c3.png    \n",
            "  inflating: masks/131ca4b83d.png    \n",
            "  inflating: masks/5e95137d5f.png    \n",
            "  inflating: masks/a988661613.png    \n",
            "  inflating: masks/0d9adabb2c.png    \n",
            "  inflating: masks/aff8ae9d4d.png    \n",
            "  inflating: masks/82a285227e.png    \n",
            "  inflating: masks/675cab373f.png    \n",
            "  inflating: masks/3f2865df45.png    \n",
            "  inflating: masks/1c78d88cb8.png    \n",
            "  inflating: masks/185172060e.png    \n",
            "  inflating: masks/cffbfab33b.png    \n",
            "  inflating: masks/ee7ff3b2fe.png    \n",
            "  inflating: masks/ad2113ea1c.png    \n",
            "  inflating: masks/f3ee165cd0.png    \n",
            "  inflating: masks/9fd1beec08.png    \n",
            "  inflating: masks/e9909298a9.png    \n",
            "  inflating: masks/399694c381.png    \n",
            "  inflating: masks/d7f7a9f48a.png    \n",
            "  inflating: masks/537f18bd97.png    \n",
            "  inflating: masks/a0b1d96545.png    \n",
            "  inflating: masks/ec817961a2.png    \n",
            "  inflating: masks/3d99801810.png    \n",
            "  inflating: masks/07bb074759.png    \n",
            "  inflating: masks/5f48c8c123.png    \n",
            "  inflating: masks/263bd9dfd6.png    \n",
            "  inflating: masks/581e7f38d7.png    \n",
            "  inflating: masks/a7cfa30d35.png    \n",
            "  inflating: masks/7135ca553a.png    \n",
            "  inflating: masks/760ca73d1f.png    \n",
            "  inflating: masks/d8aebd0f86.png    \n",
            "  inflating: masks/71ef380e21.png    \n",
            "  inflating: masks/9bf8f84094.png    \n",
            "  inflating: masks/60b7303d20.png    \n",
            "  inflating: masks/4d9b845652.png    \n",
            "  inflating: masks/ea5dd02892.png    \n",
            "  inflating: masks/923473085f.png    \n",
            "  inflating: masks/0642bbbc5f.png    \n",
            "  inflating: masks/f4feed1635.png    \n",
            "  inflating: masks/07cbc65347.png    \n",
            "  inflating: masks/96d1d6138a.png    \n",
            "  inflating: masks/4b2af55ae6.png    \n",
            "  inflating: masks/ceeaafc4fc.png    \n",
            "  inflating: masks/5b836d2444.png    \n",
            "  inflating: masks/7d8e29261b.png    \n",
            "  inflating: masks/00cda0328c.png    \n",
            "  inflating: masks/02d40993ab.png    \n",
            "  inflating: masks/e26c381bd4.png    \n",
            "  inflating: masks/9ca520f895.png    \n",
            "  inflating: masks/820c4570b1.png    \n",
            "  inflating: masks/3eabf280ed.png    \n",
            "  inflating: masks/6306dd3a8e.png    \n",
            "  inflating: masks/bcf322c1c0.png    \n",
            "  inflating: masks/f62410bce9.png    \n",
            "  inflating: masks/4d1efb19d7.png    \n",
            "  inflating: masks/c68ee0308f.png    \n",
            "  inflating: masks/5cefe5b52c.png    \n",
            "  inflating: masks/28df927e87.png    \n",
            "  inflating: masks/b33e244157.png    \n",
            "  inflating: masks/868e7a70ae.png    \n",
            "  inflating: masks/7fadb8efe8.png    \n",
            "  inflating: masks/9f3b8d0186.png    \n",
            "  inflating: masks/a0ea88f6a5.png    \n",
            "  inflating: masks/cced2adf43.png    \n",
            "  inflating: masks/628ea36ba6.png    \n",
            "  inflating: masks/9d98768f19.png    \n",
            "  inflating: masks/aeb36c1964.png    \n",
            "  inflating: masks/d5afcea9a2.png    \n",
            "  inflating: masks/0f3118527c.png    \n",
            "  inflating: masks/4b0bf2f4a1.png    \n",
            "  inflating: masks/d145884178.png    \n",
            "  inflating: masks/8c916f9cb5.png    \n",
            "  inflating: masks/bb1743a571.png    \n",
            "  inflating: masks/f4ed280779.png    \n",
            "  inflating: masks/b355ed119c.png    \n",
            "  inflating: masks/7f01757d4c.png    \n",
            "  inflating: masks/930c8dd0e4.png    \n",
            "  inflating: masks/e3cded005d.png    \n",
            "  inflating: masks/4085f8522d.png    \n",
            "  inflating: masks/4b0c5aad63.png    \n",
            "  inflating: masks/54e2419450.png    \n",
            "  inflating: masks/3f8634704b.png    \n",
            "  inflating: masks/6c95018d5c.png    \n",
            "  inflating: masks/abd889c82f.png    \n",
            "  inflating: masks/9b1f59b89c.png    \n",
            "  inflating: masks/8ee20f502e.png    \n",
            "  inflating: masks/3fc4d6b6ed.png    \n",
            "  inflating: masks/9e966d733c.png    \n",
            "  inflating: masks/51b639314d.png    \n",
            "  inflating: masks/1aef65e24b.png    \n",
            "  inflating: masks/95f6e2b2d1.png    \n",
            "  inflating: masks/8bb7245636.png    \n",
            "  inflating: masks/cc216a861c.png    \n",
            "  inflating: masks/1d0c2fa004.png    \n",
            "  inflating: masks/90b1a59d1b.png    \n",
            "  inflating: masks/ff9b7d0d2e.png    \n",
            "  inflating: masks/2b723b8474.png    \n",
            "  inflating: masks/bf71bff284.png    \n",
            "  inflating: masks/7b9facc0aa.png    \n",
            "  inflating: masks/397f00cf61.png    \n",
            "  inflating: masks/f7b1bd7c8a.png    \n",
            "  inflating: masks/b2958f2747.png    \n",
            "  inflating: masks/4514686882.png    \n",
            "  inflating: masks/bb8c452bb6.png    \n",
            "  inflating: masks/29beb70925.png    \n",
            "  inflating: masks/8fd4178b11.png    \n",
            "  inflating: masks/56f4bcc716.png    \n",
            "  inflating: masks/3b5e9c6e05.png    \n",
            "  inflating: masks/8f7b7b9980.png    \n",
            "  inflating: masks/9f4471dcd6.png    \n",
            "  inflating: masks/5c9326f1e4.png    \n",
            "  inflating: masks/3480629331.png    \n",
            "  inflating: masks/33159fbb9b.png    \n",
            "  inflating: masks/13adf02399.png    \n",
            "  inflating: masks/dfa4d727b8.png    \n",
            "  inflating: masks/1435d5602c.png    \n",
            "  inflating: masks/4618b50b42.png    \n",
            "  inflating: masks/73a2f6fb22.png    \n",
            "  inflating: masks/976eb05465.png    \n",
            "  inflating: masks/5fc8bb94aa.png    \n",
            "  inflating: masks/06d21d76c4.png    \n",
            "  inflating: masks/90b1ba3bb5.png    \n",
            "  inflating: masks/23e5717c0f.png    \n",
            "  inflating: masks/1b5a148cd3.png    \n",
            "  inflating: masks/f139be21a4.png    \n",
            "  inflating: masks/285b9ba056.png    \n",
            "  inflating: masks/875dda3975.png    \n",
            "  inflating: masks/81fa3d59b8.png    \n",
            "  inflating: masks/1169f5b1fb.png    \n",
            "  inflating: masks/9e9f3940a9.png    \n",
            "  inflating: masks/8b0d0b0633.png    \n",
            "  inflating: masks/de95e861ac.png    \n",
            "  inflating: masks/da02c9184d.png    \n",
            "  inflating: masks/f37556e4da.png    \n",
            "  inflating: masks/e24e9afdd1.png    \n",
            "  inflating: masks/39400e0443.png    \n",
            "  inflating: masks/a038a2d781.png    \n",
            "  inflating: masks/9511856b03.png    \n",
            "  inflating: masks/3507f73405.png    \n",
            "  inflating: masks/bd526ca9af.png    \n",
            "  inflating: masks/5fe4e3f5e6.png    \n",
            "  inflating: masks/11a14b9fcd.png    \n",
            "  inflating: masks/10b19bd1f8.png    \n",
            "  inflating: masks/45f292bb41.png    \n",
            "  inflating: masks/fd5c3c20d6.png    \n",
            "  inflating: masks/9667824566.png    \n",
            "  inflating: masks/cba568b15f.png    \n",
            "  inflating: masks/8a1aed2c83.png    \n",
            "  inflating: masks/def16cd3d7.png    \n",
            "  inflating: masks/939c88a964.png    \n",
            "  inflating: masks/cb6c6c15ce.png    \n",
            "  inflating: masks/6e1bb2e64a.png    \n",
            "  inflating: masks/be90ab3e56.png    \n",
            "  inflating: masks/495e5d8dc0.png    \n",
            "  inflating: masks/f0efea3879.png    \n",
            "  inflating: masks/1d2cd614be.png    \n",
            "  inflating: masks/0ece337a15.png    \n",
            "  inflating: masks/7555f79a2c.png    \n",
            "  inflating: masks/7a6d32bcae.png    \n",
            "  inflating: masks/4875705fb0.png    \n",
            "  inflating: masks/51acfd1399.png    \n",
            "  inflating: masks/894d0e63f5.png    \n",
            "  inflating: masks/a10b932fb3.png    \n",
            "  inflating: masks/72e05a5a33.png    \n",
            "  inflating: masks/cc2da77c17.png    \n",
            "  inflating: masks/6752a6815f.png    \n",
            "  inflating: masks/1379940546.png    \n",
            "  inflating: masks/e1c6994595.png    \n",
            "  inflating: masks/cfdc385955.png    \n",
            "  inflating: masks/578aefa47e.png    \n",
            "  inflating: masks/6576184a08.png    \n",
            "  inflating: masks/dc0119712d.png    \n",
            "  inflating: masks/b71915a0fe.png    \n",
            "  inflating: masks/68b593f903.png    \n",
            "  inflating: masks/6cf6889e33.png    \n",
            "  inflating: masks/7af5b00299.png    \n",
            "  inflating: masks/de15d35ebc.png    \n",
            "  inflating: masks/cc6abe337d.png    \n",
            "  inflating: masks/97bd8b22b1.png    \n",
            "  inflating: masks/66073ddce1.png    \n",
            "  inflating: masks/d3fdfb9e8f.png    \n",
            "  inflating: masks/ac460261f4.png    \n",
            "  inflating: masks/0ab5e14937.png    \n",
            "  inflating: masks/70a32506ab.png    \n",
            "  inflating: masks/b5e1371b3b.png    \n",
            "  inflating: masks/50b3aef4c4.png    \n",
            "  inflating: masks/1019e6ed47.png    \n",
            "  inflating: masks/c6648ea2ca.png    \n",
            "  inflating: masks/b240778420.png    \n",
            "  inflating: masks/1306fcee4c.png    \n",
            "  inflating: masks/32f1039c61.png    \n",
            "  inflating: masks/5468ed796d.png    \n",
            "  inflating: masks/02adf272e9.png    \n",
            "  inflating: masks/299ef808f6.png    \n",
            "  inflating: masks/2e035505d6.png    \n",
            "  inflating: masks/36a6901cae.png    \n",
            "  inflating: masks/71c0fd5516.png    \n",
            "  inflating: masks/1f7e3eef06.png    \n",
            "  inflating: masks/01323211a0.png    \n",
            "  inflating: masks/f5d1176e33.png    \n",
            "  inflating: masks/0bca43f7ff.png    \n",
            "  inflating: masks/b852505678.png    \n",
            "  inflating: masks/77abc5ed21.png    \n",
            "  inflating: masks/98f91cd1b8.png    \n",
            "  inflating: masks/4d4adc5623.png    \n",
            "  inflating: masks/4864559ba5.png    \n",
            "  inflating: masks/7ec803b58a.png    \n",
            "  inflating: masks/83be4b6836.png    \n",
            "  inflating: masks/42d64f2d78.png    \n",
            "  inflating: masks/40b45f1871.png    \n",
            "  inflating: masks/4ad8a63538.png    \n",
            "  inflating: masks/1c6237ae58.png    \n",
            "  inflating: masks/c6612326fa.png    \n",
            "  inflating: masks/23bbdfd154.png    \n",
            "  inflating: masks/25d24d4554.png    \n",
            "  inflating: masks/d17eee846e.png    \n",
            "  inflating: masks/253eb71c3d.png    \n",
            "  inflating: masks/c80f09bee6.png    \n",
            "  inflating: masks/65aadb6f53.png    \n",
            "  inflating: masks/cb4f7abe67.png    \n",
            "  inflating: masks/444dcc147b.png    \n",
            "  inflating: masks/9090f8f97b.png    \n",
            "  inflating: masks/c0cbdabcc3.png    \n",
            "  inflating: masks/a39388bd3f.png    \n",
            "  inflating: masks/d66bb0c151.png    \n",
            "  inflating: masks/13483cd62a.png    \n",
            "  inflating: masks/565d2342f2.png    \n",
            "  inflating: masks/429bf7c665.png    \n",
            "  inflating: masks/289af097b0.png    \n",
            "  inflating: masks/1d93614392.png    \n",
            "  inflating: masks/17c5d2464c.png    \n",
            "  inflating: masks/964030c032.png    \n",
            "  inflating: masks/230226a446.png    \n",
            "  inflating: masks/299ba3cf34.png    \n",
            "  inflating: masks/cd249859fa.png    \n",
            "  inflating: masks/a92f49d2d9.png    \n",
            "  inflating: masks/0f7aa746d6.png    \n",
            "  inflating: masks/8d141a0b7a.png    \n",
            "  inflating: masks/47bd268dcd.png    \n",
            "  inflating: masks/f43f1e7456.png    \n",
            "  inflating: masks/707f14c59a.png    \n",
            "  inflating: masks/85c191c52c.png    \n",
            "  inflating: masks/b0a2fe2a63.png    \n",
            "  inflating: masks/fee35c9fa9.png    \n",
            "  inflating: masks/3f22f2ef0e.png    \n",
            "  inflating: masks/18ea3802ca.png    \n",
            "  inflating: masks/640ceb328a.png    \n",
            "  inflating: masks/57f8b13094.png    \n",
            "  inflating: masks/288c4c1941.png    \n",
            "  inflating: masks/af171a3570.png    \n",
            "  inflating: masks/61bd2ee822.png    \n",
            "  inflating: masks/5f8f40ce31.png    \n",
            "  inflating: masks/db75c6831e.png    \n",
            "  inflating: masks/b9fb7882a0.png    \n",
            "  inflating: masks/49f22705ea.png    \n",
            "  inflating: masks/fbd61072f4.png    \n",
            "  inflating: masks/19e749d0b1.png    \n",
            "  inflating: masks/03a9a9f615.png    \n",
            "  inflating: masks/9bbb4c7c34.png    \n",
            "  inflating: masks/51e82eaa5b.png    \n",
            "  inflating: masks/84af757738.png    \n",
            "  inflating: masks/32599d97bb.png    \n",
            "  inflating: masks/182ea1798b.png    \n",
            "  inflating: masks/22a889c9fc.png    \n",
            "  inflating: masks/eac822921e.png    \n",
            "  inflating: masks/1664b6a6d5.png    \n",
            "  inflating: masks/36e68393b6.png    \n",
            "  inflating: masks/974f5b6876.png    \n",
            "  inflating: masks/5936740d48.png    \n",
            "  inflating: masks/3ad9500e43.png    \n",
            "  inflating: masks/7709ec3c5d.png    \n",
            "  inflating: masks/71438f26ec.png    \n",
            "  inflating: masks/50290e75f9.png    \n",
            "  inflating: masks/9a6cf411ff.png    \n",
            "  inflating: masks/72e1a1b225.png    \n",
            "  inflating: masks/ab5fe4fea8.png    \n",
            "  inflating: masks/a89d1999ec.png    \n",
            "  inflating: masks/25fb3a895a.png    \n",
            "  inflating: masks/e5a8368ee6.png    \n",
            "  inflating: masks/180f0a1854.png    \n",
            "  inflating: masks/5e58ed4adb.png    \n",
            "  inflating: masks/25a9f40814.png    \n",
            "  inflating: masks/9895f188e8.png    \n",
            "  inflating: masks/eb4efc4c39.png    \n",
            "  inflating: masks/10e1c8e23a.png    \n",
            "  inflating: masks/fcbc5cef9d.png    \n",
            "  inflating: masks/31d35c7c1d.png    \n",
            "  inflating: masks/89562d9f7d.png    \n",
            "  inflating: masks/ddcb457a07.png    \n",
            "  inflating: masks/29fd4ba626.png    \n",
            "  inflating: masks/2fb152d905.png    \n",
            "  inflating: masks/6edba13f1b.png    \n",
            "  inflating: masks/045c5516a2.png    \n",
            "  inflating: masks/fbb8eba26d.png    \n",
            "  inflating: masks/05c7033694.png    \n",
            "  inflating: masks/56ac5605d2.png    \n",
            "  inflating: masks/1463aee5b3.png    \n",
            "  inflating: masks/190febf6cd.png    \n",
            "  inflating: masks/7faea04242.png    \n",
            "  inflating: masks/e101b9a0ec.png    \n",
            "  inflating: masks/b2f87059da.png    \n",
            "  inflating: masks/9ce55dc2c9.png    \n",
            "  inflating: masks/d06f237a79.png    \n",
            "  inflating: masks/390355fd73.png    \n",
            "  inflating: masks/28f865caaa.png    \n",
            "  inflating: masks/7582c0b2e9.png    \n",
            "  inflating: masks/7134e4acac.png    \n",
            "  inflating: masks/86fe531971.png    \n",
            "  inflating: masks/e199174d64.png    \n",
            "  inflating: masks/fa3e7cb3f5.png    \n",
            "  inflating: masks/417833daa4.png    \n",
            "  inflating: masks/ea2f1fa62f.png    \n",
            "  inflating: masks/6a29fbd74b.png    \n",
            "  inflating: masks/9874f75819.png    \n",
            "  inflating: masks/87725b728a.png    \n",
            "  inflating: masks/3ce657b8f7.png    \n",
            "  inflating: masks/7019c22c5e.png    \n",
            "  inflating: masks/bbfb2201ce.png    \n",
            "  inflating: masks/c4f2799234.png    \n",
            "  inflating: masks/8fb68e99e8.png    \n",
            "  inflating: masks/2eca5f70b1.png    \n",
            "  inflating: masks/a685e6f87e.png    \n",
            "  inflating: masks/1c6f7aac78.png    \n",
            "  inflating: masks/268d39db25.png    \n",
            "  inflating: masks/c29c36a1e8.png    \n",
            "  inflating: masks/64baad8029.png    \n",
            "  inflating: masks/0530b67189.png    \n",
            "  inflating: masks/cb36193e2f.png    \n",
            "  inflating: masks/d14db20055.png    \n",
            "  inflating: masks/45fb16d378.png    \n",
            "  inflating: masks/641d0227e7.png    \n",
            "  inflating: masks/65cb9cbc05.png    \n",
            "  inflating: masks/4d03329aa4.png    \n",
            "  inflating: masks/97b058f254.png    \n",
            "  inflating: masks/3bd3216e16.png    \n",
            "  inflating: masks/d84e52cb6e.png    \n",
            "  inflating: masks/7fa6578978.png    \n",
            "  inflating: masks/7e5a6e5013.png    \n",
            "  inflating: masks/f1774ff8e8.png    \n",
            "  inflating: masks/ad5454050e.png    \n",
            "  inflating: masks/2b55bdbda1.png    \n",
            "  inflating: masks/81d37cb5fd.png    \n",
            "  inflating: masks/e476b868ef.png    \n",
            "  inflating: masks/8b01d00cb0.png    \n",
            "  inflating: masks/34d2af0f86.png    \n",
            "  inflating: masks/f28b483859.png    \n",
            "  inflating: masks/ab82b9e44e.png    \n",
            "  inflating: masks/8c38199b15.png    \n",
            "  inflating: masks/642c62a158.png    \n",
            "  inflating: masks/d27831fef2.png    \n",
            "  inflating: masks/8ddaea54ce.png    \n",
            "  inflating: masks/f807851f5a.png    \n",
            "  inflating: masks/34e51dba6a.png    \n",
            "  inflating: masks/5800248c17.png    \n",
            "  inflating: masks/71f7425387.png    \n",
            "  inflating: masks/76ae1014bd.png    \n",
            "  inflating: masks/6a89c7a85d.png    \n",
            "  inflating: masks/d80ead8703.png    \n",
            "  inflating: masks/b012e9ebb0.png    \n",
            "  inflating: masks/d3034e7a60.png    \n",
            "  inflating: masks/ae2ef70d51.png    \n",
            "  inflating: masks/1af44a9db0.png    \n",
            "  inflating: masks/41cfd4b320.png    \n",
            "  inflating: masks/853e89d0d3.png    \n",
            "  inflating: masks/2a484baa26.png    \n",
            "  inflating: masks/92e617896e.png    \n",
            "  inflating: masks/b70f0ab0c2.png    \n",
            "  inflating: masks/e8757626a1.png    \n",
            "  inflating: masks/6a3d92ce59.png    \n",
            "  inflating: masks/127ef4105f.png    \n",
            "  inflating: masks/d21012f5c1.png    \n",
            "  inflating: masks/1cb9549d2c.png    \n",
            "  inflating: masks/e030bdae65.png    \n",
            "  inflating: masks/0cf7155eb6.png    \n",
            "  inflating: masks/badb3ea766.png    \n",
            "  inflating: masks/9bd58061d6.png    \n",
            "  inflating: masks/2b1e71c2a3.png    \n",
            "  inflating: masks/28d42de29f.png    \n",
            "  inflating: masks/10833853b3.png    \n",
            "  inflating: masks/ef13247eed.png    \n",
            "  inflating: masks/bce104494c.png    \n",
            "  inflating: masks/c8ce151a18.png    \n",
            "  inflating: masks/302ea1ac81.png    \n",
            "  inflating: masks/59b1bac5d5.png    \n",
            "  inflating: masks/a3e0a0c779.png    \n",
            "  inflating: masks/be565e046b.png    \n",
            "  inflating: masks/e39ded223d.png    \n",
            "  inflating: masks/9eaf536a63.png    \n",
            "  inflating: masks/568d119e66.png    \n",
            "  inflating: masks/5448c46aac.png    \n",
            "  inflating: masks/452b06b003.png    \n",
            "  inflating: masks/a8ef242dfd.png    \n",
            "  inflating: masks/cdf9422054.png    \n",
            "  inflating: masks/5bb48ef0ea.png    \n",
            "  inflating: masks/bfbb9b9149.png    \n",
            "  inflating: masks/fc87224914.png    \n",
            "  inflating: masks/157b2aa3e0.png    \n",
            "  inflating: masks/cb2c20898a.png    \n",
            "  inflating: masks/d71e91efc0.png    \n",
            "  inflating: masks/ca6bdbc405.png    \n",
            "  inflating: masks/876e6423e6.png    \n",
            "  inflating: masks/851a37ac37.png    \n",
            "  inflating: masks/85fe62d2d6.png    \n",
            "  inflating: masks/0497f2d447.png    \n",
            "  inflating: masks/10aa115164.png    \n",
            "  inflating: masks/d6471dc0a3.png    \n",
            "  inflating: masks/9722dedee7.png    \n",
            "  inflating: masks/18f3626b0f.png    \n",
            "  inflating: masks/2388b3eb40.png    \n",
            "  inflating: masks/3525fcea1e.png    \n",
            "  inflating: masks/b6c52b4a53.png    \n",
            "  inflating: masks/04234be388.png    \n",
            "  inflating: masks/68d00224e0.png    \n",
            "  inflating: masks/e0cfbbcb0c.png    \n",
            "  inflating: masks/7738fbabca.png    \n",
            "  inflating: masks/51179a1815.png    \n",
            "  inflating: masks/a32a4a2256.png    \n",
            "  inflating: masks/269b6cad0d.png    \n",
            "  inflating: masks/4e961dd0ed.png    \n",
            "  inflating: masks/cf7abfc8bb.png    \n",
            "  inflating: masks/5e98f349f3.png    \n",
            "  inflating: masks/2fbde8630d.png    \n",
            "  inflating: masks/a3605816c1.png    \n",
            "  inflating: masks/9d354bc9e7.png    \n",
            "  inflating: masks/5ff89814f5.png    \n",
            "  inflating: masks/fa2ebd1083.png    \n",
            "  inflating: masks/d4d964f62d.png    \n",
            "  inflating: masks/ef51bbcde7.png    \n",
            "  inflating: masks/164873b51f.png    \n",
            "  inflating: masks/f57e741b5b.png    \n",
            "  inflating: masks/4433b159db.png    \n",
            "  inflating: masks/ec542d0719.png    \n",
            "  inflating: masks/6c6c1cbae9.png    \n",
            "  inflating: masks/4630209118.png    \n",
            "  inflating: masks/39cd06da7d.png    \n",
            "  inflating: masks/b93d143e4b.png    \n",
            "  inflating: masks/ed46821aa5.png    \n",
            "  inflating: masks/885c2a90f5.png    \n",
            "  inflating: masks/1c687fea93.png    \n",
            "  inflating: masks/bc3f2b82ec.png    \n",
            "  inflating: masks/bdb9ba462f.png    \n",
            "  inflating: masks/92107f9559.png    \n",
            "  inflating: masks/40a571cf0f.png    \n",
            "  inflating: masks/5b28c5ba50.png    \n",
            "  inflating: masks/57ff97666d.png    \n",
            "  inflating: masks/34bfcfa11b.png    \n",
            "  inflating: masks/4fbda008c7.png    \n",
            "  inflating: masks/53de66df2a.png    \n",
            "  inflating: masks/4d341171a4.png    \n",
            "  inflating: masks/c0565001a3.png    \n",
            "  inflating: masks/941d0865da.png    \n",
            "  inflating: masks/6e691f1825.png    \n",
            "  inflating: masks/bec8f132d0.png    \n",
            "  inflating: masks/f3220c3590.png    \n",
            "  inflating: masks/84bd944c62.png    \n",
            "  inflating: masks/6b2f7ba83d.png    \n",
            "  inflating: masks/254efd9043.png    \n",
            "  inflating: masks/d606f4a578.png    \n",
            "  inflating: masks/40a7f422e2.png    \n",
            "  inflating: masks/106e4043ba.png    \n",
            "  inflating: masks/465463b009.png    \n",
            "  inflating: masks/287aea3a3b.png    \n",
            "  inflating: masks/e37a3da5b2.png    \n",
            "  inflating: masks/b9f3886670.png    \n",
            "  inflating: masks/9ea0525027.png    \n",
            "  inflating: masks/c3a963f5e3.png    \n",
            "  inflating: masks/dccd2d9d48.png    \n",
            "  inflating: masks/b92b11b3a4.png    \n",
            "  inflating: masks/d800abe6a4.png    \n",
            "  inflating: masks/5948185d4d.png    \n",
            "  inflating: masks/c092a99d23.png    \n",
            "  inflating: masks/db5bf853fc.png    \n",
            "  inflating: masks/4c7e3c71e6.png    \n",
            "  inflating: masks/dae1555fbf.png    \n",
            "  inflating: masks/7b2032d7d1.png    \n",
            "  inflating: masks/6092afaec7.png    \n",
            "  inflating: masks/d6b87a521f.png    \n",
            "  inflating: masks/99aefa9443.png    \n",
            "  inflating: masks/4e86258646.png    \n",
            "  inflating: masks/fbf380831b.png    \n",
            "  inflating: masks/d0eb51a04f.png    \n",
            "  inflating: masks/40fbc03558.png    \n",
            "  inflating: masks/7a2eebff84.png    \n",
            "  inflating: masks/6a6ebb2255.png    \n",
            "  inflating: masks/5a3c38104c.png    \n",
            "  inflating: masks/9fdb6afc56.png    \n",
            "  inflating: masks/9f7e064e9f.png    \n",
            "  inflating: masks/43a1dbb062.png    \n",
            "  inflating: masks/0df9f16bc9.png    \n",
            "  inflating: masks/99405de5c5.png    \n",
            "  inflating: masks/b9c2f9550a.png    \n",
            "  inflating: masks/e3755d5769.png    \n",
            "  inflating: masks/24a38972a3.png    \n",
            "  inflating: masks/a653a50dc4.png    \n",
            "  inflating: masks/114daa1bed.png    \n",
            "  inflating: masks/aa56279e8f.png    \n",
            "  inflating: masks/7361f4e5bc.png    \n",
            "  inflating: masks/4ee4b3485e.png    \n",
            "  inflating: masks/b942b38a45.png    \n",
            "  inflating: masks/a87eb66a65.png    \n",
            "  inflating: masks/fff2abcaf9.png    \n",
            "  inflating: masks/b552fb0d9d.png    \n",
            "  inflating: masks/a5d188bbd7.png    \n",
            "  inflating: masks/9a478d8cf2.png    \n",
            "  inflating: masks/44ac5b2526.png    \n",
            "  inflating: masks/a43ca2ef73.png    \n",
            "  inflating: masks/505483d249.png    \n",
            "  inflating: masks/34f61e9a54.png    \n",
            "  inflating: masks/824152cf1c.png    \n",
            "  inflating: masks/3c2ea1a63f.png    \n",
            "  inflating: masks/24cb80b5da.png    \n",
            "  inflating: masks/f5ffe74512.png    \n",
            "  inflating: masks/a05da102a2.png    \n",
            "  inflating: masks/06a361fc57.png    \n",
            "  inflating: masks/437fbb64d4.png    \n",
            "  inflating: masks/740e4ce45d.png    \n",
            "  inflating: masks/b7dc0d87fd.png    \n",
            "  inflating: masks/8b0478ed02.png    \n",
            "  inflating: masks/d73e3ccdec.png    \n",
            "  inflating: masks/14da113475.png    \n",
            "  inflating: masks/7b0c7e28f0.png    \n",
            "  inflating: masks/9d5d4bf0f1.png    \n",
            "  inflating: masks/4b522e501e.png    \n",
            "  inflating: masks/29a1b18e79.png    \n",
            "  inflating: masks/2356ec6570.png    \n",
            "  inflating: masks/96f8fd0d4b.png    \n",
            "  inflating: masks/2596227117.png    \n",
            "  inflating: masks/e51bea30d0.png    \n",
            "  inflating: masks/a8e4e6ddec.png    \n",
            "  inflating: masks/cc876896b5.png    \n",
            "  inflating: masks/7c0b76979f.png    \n",
            "  inflating: masks/9befc65890.png    \n",
            "  inflating: masks/e0bde1cf11.png    \n",
            "  inflating: masks/ce0e9def63.png    \n",
            "  inflating: masks/6f78817a2d.png    \n",
            "  inflating: masks/7796858a9b.png    \n",
            "  inflating: masks/380ff30e30.png    \n",
            "  inflating: masks/8f16b2685d.png    \n",
            "  inflating: masks/b172bd2032.png    \n",
            "  inflating: masks/cadb46b378.png    \n",
            "  inflating: masks/a18073f2a2.png    \n",
            "  inflating: masks/961b1310e9.png    \n",
            "  inflating: masks/9c4c524983.png    \n",
            "  inflating: masks/0c600207b1.png    \n",
            "  inflating: masks/d553c91194.png    \n",
            "  inflating: masks/77608c7770.png    \n",
            "  inflating: masks/3634f29aac.png    \n",
            "  inflating: masks/7568a9474e.png    \n",
            "  inflating: masks/c387a012fc.png    \n",
            "  inflating: masks/bb63bcb48a.png    \n",
            "  inflating: masks/efc705478f.png    \n",
            "  inflating: masks/6e3634da35.png    \n",
            "  inflating: masks/d859ee2145.png    \n",
            "  inflating: masks/9dcb043fa9.png    \n",
            "  inflating: masks/c32752c00f.png    \n",
            "  inflating: masks/918548e472.png    \n",
            "  inflating: masks/4b9b8c2e44.png    \n",
            "  inflating: masks/d765e53b37.png    \n",
            "  inflating: masks/6ec6e26ddd.png    \n",
            "  inflating: masks/97515a958d.png    \n",
            "  inflating: masks/13f448be07.png    \n",
            "  inflating: masks/2af3c055b2.png    \n",
            "  inflating: masks/2e8bf3f7b3.png    \n",
            "  inflating: masks/20ed65cbf8.png    \n",
            "  inflating: masks/3c35e3ad94.png    \n",
            "  inflating: masks/6994342067.png    \n",
            "  inflating: masks/59ceec4f7c.png    \n",
            "  inflating: masks/4e47ff086f.png    \n",
            "  inflating: masks/1ff0aa7f05.png    \n",
            "  inflating: masks/c60eaa0c75.png    \n",
            "  inflating: masks/a6a3383416.png    \n",
            "  inflating: masks/457f80b1c5.png    \n",
            "  inflating: masks/9736389261.png    \n",
            "  inflating: masks/e1921d9a0d.png    \n",
            "  inflating: masks/c1190c9c37.png    \n",
            "  inflating: masks/571e63d0bc.png    \n",
            "  inflating: masks/a536f382ec.png    \n",
            "  inflating: masks/e340e7bfca.png    \n",
            "  inflating: masks/0429d9759b.png    \n",
            "  inflating: masks/22398d77b8.png    \n",
            "  inflating: masks/f0d15c63c5.png    \n",
            "  inflating: masks/d2522cfc93.png    \n",
            "  inflating: masks/eead2fc101.png    \n",
            "  inflating: masks/19843b4e95.png    \n",
            "  inflating: masks/9258e48804.png    \n",
            "  inflating: masks/ddcb1ad560.png    \n",
            "  inflating: masks/fdc28cafdc.png    \n",
            "  inflating: masks/1f73caa937.png    \n",
            "  inflating: masks/58a51c861e.png    \n",
            "  inflating: masks/b1be1fa682.png    \n",
            "  inflating: masks/a4e8ba21d1.png    \n",
            "  inflating: masks/c0aa0c7b66.png    \n",
            "  inflating: masks/7deaf30c4a.png    \n",
            "  inflating: masks/cbad345488.png    \n",
            "  inflating: masks/93f7759d52.png    \n",
            "  inflating: masks/f625984494.png    \n",
            "  inflating: masks/5326fad561.png    \n",
            "  inflating: masks/5f1df5e4a8.png    \n",
            "  inflating: masks/6348c487a4.png    \n",
            "  inflating: masks/9b656c339a.png    \n",
            "  inflating: masks/e82421363e.png    \n",
            "  inflating: masks/dc4a1c9a30.png    \n",
            "  inflating: masks/253ee294d9.png    \n",
            "  inflating: masks/dde0ee264b.png    \n",
            "  inflating: masks/94b3a9ed9c.png    \n",
            "  inflating: masks/816c9d6d5d.png    \n",
            "  inflating: masks/3c66e5ab54.png    \n",
            "  inflating: masks/ebcd41b5f1.png    \n",
            "  inflating: masks/1739b1634d.png    \n",
            "  inflating: masks/8cf3a6a6f5.png    \n",
            "  inflating: masks/e185ab5dc1.png    \n",
            "  inflating: masks/553733b17b.png    \n",
            "  inflating: masks/8b5757d8ee.png    \n",
            "  inflating: masks/dc710565e6.png    \n",
            "  inflating: masks/48db3b8c5f.png    \n",
            "  inflating: masks/e0dade9896.png    \n",
            "  inflating: masks/a076699b79.png    \n",
            "  inflating: masks/d465b396f2.png    \n",
            "  inflating: masks/1017084680.png    \n",
            "  inflating: masks/e80ac14b0f.png    \n",
            "  inflating: masks/a2a012f128.png    \n",
            "  inflating: masks/f5b2861c9b.png    \n",
            "  inflating: masks/abe74273c8.png    \n",
            "  inflating: masks/2bca4fe522.png    \n",
            "  inflating: masks/91ea3f1227.png    \n",
            "  inflating: masks/62aad7556c.png    \n",
            "  inflating: masks/d2f131dba8.png    \n",
            "  inflating: masks/c33faa5d81.png    \n",
            "  inflating: masks/26ec6ef9df.png    \n",
            "  inflating: masks/c47c5ea1c3.png    \n",
            "  inflating: masks/a7254b3aa6.png    \n",
            "  inflating: masks/89dba191b1.png    \n",
            "  inflating: masks/63d3cf63be.png    \n",
            "  inflating: masks/57302cf4b6.png    \n",
            "  inflating: masks/a141ed0c99.png    \n",
            "  inflating: masks/548887f17d.png    \n",
            "  inflating: masks/cf11876547.png    \n",
            "  inflating: masks/0cc1d0e4c4.png    \n",
            "  inflating: masks/f87365827d.png    \n",
            "  inflating: masks/99d7f0c538.png    \n",
            "  inflating: masks/3f5adbdcc7.png    \n",
            "  inflating: masks/bd2a0b256c.png    \n",
            "  inflating: masks/a4fb7072d6.png    \n",
            "  inflating: masks/f19b7d20bb.png    \n",
            "  inflating: masks/62de954435.png    \n",
            "  inflating: masks/d83a74a082.png    \n",
            "  inflating: masks/f87154ea7b.png    \n",
            "  inflating: masks/e335542c17.png    \n",
            "  inflating: masks/c8bd99cbb0.png    \n",
            "  inflating: masks/e4c8dc59fa.png    \n",
            "  inflating: masks/3b5c0e9308.png    \n",
            "  inflating: masks/4279e747a0.png    \n",
            "  inflating: masks/246d86ba32.png    \n",
            "  inflating: masks/ade746d346.png    \n",
            "  inflating: masks/e5c26c8634.png    \n",
            "  inflating: masks/6138f82415.png    \n",
            "  inflating: masks/e927f91b12.png    \n",
            "  inflating: masks/071c81c9ad.png    \n",
            "  inflating: masks/2be45a7fa3.png    \n",
            "  inflating: masks/6b996daecc.png    \n",
            "  inflating: masks/5ad4b1d1ff.png    \n",
            "  inflating: masks/2424f4afc7.png    \n",
            "  inflating: masks/fe0ff502fb.png    \n",
            "  inflating: masks/e1009fa370.png    \n",
            "  inflating: masks/b76760a4a1.png    \n",
            "  inflating: masks/68d9f77646.png    \n",
            "  inflating: masks/93b8ec180f.png    \n",
            "  inflating: masks/16589f0702.png    \n",
            "  inflating: masks/25e519b494.png    \n",
            "  inflating: masks/b966734278.png    \n",
            "  inflating: masks/90c62cd13b.png    \n",
            "  inflating: masks/ab767aef7f.png    \n",
            "  inflating: masks/b83bc9dfa7.png    \n",
            "  inflating: masks/26527458de.png    \n",
            "  inflating: masks/e172f09faa.png    \n",
            "  inflating: masks/4eccb0cb9d.png    \n",
            "  inflating: masks/68bad6a787.png    \n",
            "  inflating: masks/91127f8cc2.png    \n",
            "  inflating: masks/b0a18e86c7.png    \n",
            "  inflating: masks/25e4b6fd77.png    \n",
            "  inflating: masks/da5ab3d506.png    \n",
            "  inflating: masks/b095375d19.png    \n",
            "  inflating: masks/9146f2afd1.png    \n",
            "  inflating: masks/9cbd5ddba4.png    \n",
            "  inflating: masks/dcca0c8297.png    \n",
            "  inflating: masks/6010b9b84d.png    \n",
            "  inflating: masks/821e0217f0.png    \n",
            "  inflating: masks/7f2642a14a.png    \n",
            "  inflating: masks/6caec01e67.png    \n",
            "  inflating: masks/8a58fe70f8.png    \n",
            "  inflating: masks/af0e101aae.png    \n",
            "  inflating: masks/d93d713c55.png    \n",
            "  inflating: masks/51846d4c96.png    \n",
            "  inflating: masks/1ee82dabee.png    \n",
            "  inflating: masks/481ed855f2.png    \n",
            "  inflating: masks/edea91429d.png    \n",
            "  inflating: masks/ffb2ad3f94.png    \n",
            "  inflating: masks/a41357f553.png    \n",
            "  inflating: masks/f6c784904d.png    \n",
            "  inflating: masks/8d2e68312e.png    \n",
            "  inflating: masks/6fc88fcbed.png    \n",
            "  inflating: masks/96d917e53d.png    \n",
            "  inflating: masks/4c4556fff0.png    \n",
            "  inflating: masks/f1cdcb9883.png    \n",
            "  inflating: masks/69013a70ab.png    \n",
            "  inflating: masks/fadd701a33.png    \n",
            "  inflating: masks/2c707479f9.png    \n",
            "  inflating: masks/85bca2aade.png    \n",
            "  inflating: masks/7f9f13c0d0.png    \n",
            "  inflating: masks/d4d34af4f7.png    \n",
            "  inflating: masks/f362d474b7.png    \n",
            "  inflating: masks/869f99406d.png    \n",
            "  inflating: masks/df8c73e52b.png    \n",
            "  inflating: masks/77ecd76754.png    \n",
            "  inflating: masks/e86361f5d1.png    \n",
            "  inflating: masks/8164beeaf5.png    \n",
            "  inflating: masks/3edc3edf92.png    \n",
            "  inflating: masks/1a7f8bd454.png    \n",
            "  inflating: masks/935cba59ad.png    \n",
            "  inflating: masks/6b0688f33f.png    \n",
            "  inflating: masks/c82dabf9b1.png    \n",
            "  inflating: masks/7845115d01.png    \n",
            "  inflating: masks/a6f4e0f8b5.png    \n",
            "  inflating: masks/eab589e1f2.png    \n",
            "  inflating: masks/f7ff576dc4.png    \n",
            "  inflating: masks/7c6221dbb8.png    \n",
            "  inflating: masks/38dfaadc68.png    \n",
            "  inflating: masks/92d116836e.png    \n",
            "  inflating: masks/94c94ee7b6.png    \n",
            "  inflating: masks/2f746f8726.png    \n",
            "  inflating: masks/0ddcd3fd1a.png    \n",
            "  inflating: masks/e3e1afe993.png    \n",
            "  inflating: masks/f7dc2b2c9a.png    \n",
            "  inflating: masks/48d81e93d9.png    \n",
            "  inflating: masks/df8caa8bdf.png    \n",
            "  inflating: masks/3ee87f1ea6.png    \n",
            "  inflating: masks/04182ced8e.png    \n",
            "  inflating: masks/f456e3161d.png    \n",
            "  inflating: masks/34b32c5b5d.png    \n",
            "  inflating: masks/56ab4fae30.png    \n",
            "  inflating: masks/106a222c7c.png    \n",
            "  inflating: masks/4c8132dc73.png    \n",
            "  inflating: masks/8174aba668.png    \n",
            "  inflating: masks/dfd3138198.png    \n",
            "  inflating: masks/a58d3b12bc.png    \n",
            "  inflating: masks/0280db420c.png    \n",
            "  inflating: masks/1401f04c4b.png    \n",
            "  inflating: masks/52914952d6.png    \n",
            "  inflating: masks/b9a7c521ac.png    \n",
            "  inflating: masks/7db7a5fb8f.png    \n",
            "  inflating: masks/0977568b54.png    \n",
            "  inflating: masks/c4f5a0fa36.png    \n",
            "  inflating: masks/ce15cc1d1a.png    \n",
            "  inflating: masks/d369e6b550.png    \n",
            "  inflating: masks/ad3c6dd8d4.png    \n",
            "  inflating: masks/91c003779c.png    \n",
            "  inflating: masks/6c45d80d1e.png    \n",
            "  inflating: masks/44ccc2d846.png    \n",
            "  inflating: masks/346358e652.png    \n",
            "  inflating: masks/07ac7e530f.png    \n",
            "  inflating: masks/217a70a0cb.png    \n",
            "  inflating: masks/f1b1f57aee.png    \n",
            "  inflating: masks/e875c9a960.png    \n",
            "  inflating: masks/875b087f1c.png    \n",
            "  inflating: masks/9fbd3ca3b5.png    \n",
            "  inflating: masks/bab30e51b8.png    \n",
            "  inflating: masks/a33fe0952a.png    \n",
            "  inflating: masks/19cc342b91.png    \n",
            "  inflating: masks/7053b28de2.png    \n",
            "  inflating: masks/d6987190ea.png    \n",
            "  inflating: masks/465486e6ec.png    \n",
            "  inflating: masks/aebff18bf9.png    \n",
            "  inflating: masks/3c1ed5cc1f.png    \n",
            "  inflating: masks/efe3043924.png    \n",
            "  inflating: masks/e73532b450.png    \n",
            "  inflating: masks/9031ddc924.png    \n",
            "  inflating: masks/ed20d93bfd.png    \n",
            "  inflating: masks/c83d9529bd.png    \n",
            "  inflating: masks/ceef85bdc0.png    \n",
            "  inflating: masks/942d3bfbf3.png    \n",
            "  inflating: masks/62715133c5.png    \n",
            "  inflating: masks/c45c9617bf.png    \n",
            "  inflating: masks/83c0564224.png    \n",
            "  inflating: masks/9358b1fa7a.png    \n",
            "  inflating: masks/debe560cfb.png    \n",
            "  inflating: masks/939879034e.png    \n",
            "  inflating: masks/80694aa70f.png    \n",
            "  inflating: masks/c8d70d9c3d.png    \n",
            "  inflating: masks/3577258d6b.png    \n",
            "  inflating: masks/edf47afe46.png    \n",
            "  inflating: masks/05c33e6854.png    \n",
            "  inflating: masks/999ae650f6.png    \n",
            "  inflating: masks/573f9f58c4.png    \n",
            "  inflating: masks/6493c2cbab.png    \n",
            "  inflating: masks/e7ee2c6dce.png    \n",
            "  inflating: masks/492383a53b.png    \n",
            "  inflating: masks/1d2c8152bd.png    \n",
            "  inflating: masks/8db9dc4a62.png    \n",
            "  inflating: masks/836eedd4a7.png    \n",
            "  inflating: masks/fc250f574c.png    \n",
            "  inflating: masks/e6caf5eb81.png    \n",
            "  inflating: masks/dea0a56bab.png    \n",
            "  inflating: masks/6da04e4c20.png    \n",
            "  inflating: masks/5bf5d82829.png    \n",
            "  inflating: masks/0a31d7553c.png    \n",
            "  inflating: masks/25dc959ebd.png    \n",
            "  inflating: masks/ed7251fc01.png    \n",
            "  inflating: masks/fe85864f8f.png    \n",
            "  inflating: masks/cd6ed7690d.png    \n",
            "  inflating: masks/8e9f2b9b61.png    \n",
            "  inflating: masks/20a0f53112.png    \n",
            "  inflating: masks/212f074587.png    \n",
            "  inflating: masks/5991bd3f1b.png    \n",
            "  inflating: masks/c98504a8ab.png    \n",
            "  inflating: masks/d7398cfded.png    \n",
            "  inflating: masks/78c50b3977.png    \n",
            "  inflating: masks/ae96972c1a.png    \n",
            "  inflating: masks/5155ad847f.png    \n",
            "  inflating: masks/af7e9d7648.png    \n",
            "  inflating: masks/9b450671aa.png    \n",
            "  inflating: masks/1770691c51.png    \n",
            "  inflating: masks/3ca252f526.png    \n",
            "  inflating: masks/4702cdd4f0.png    \n",
            "  inflating: masks/768d5f7ade.png    \n",
            "  inflating: masks/b858ccf692.png    \n",
            "  inflating: masks/3d339265c4.png    \n",
            "  inflating: masks/5a7a933a05.png    \n",
            "  inflating: masks/84242f42bc.png    \n",
            "  inflating: masks/fcce81906d.png    \n",
            "  inflating: masks/24bf79cd1e.png    \n",
            "  inflating: masks/6c3a9009c8.png    \n",
            "  inflating: masks/7fc1ce1cb4.png    \n",
            "  inflating: masks/8d839a365b.png    \n",
            "  inflating: masks/5ec4b8eff9.png    \n",
            "  inflating: masks/a803fc87d1.png    \n",
            "  inflating: masks/0eb52aa52a.png    \n",
            "  inflating: masks/52020f0fd4.png    \n",
            "  inflating: masks/cb2acfd639.png    \n",
            "  inflating: masks/13f3daf89f.png    \n",
            "  inflating: masks/8e7324c8ed.png    \n",
            "  inflating: masks/d8bed49320.png    \n",
            "  inflating: masks/f507d4f122.png    \n",
            "  inflating: masks/b4b225aaa8.png    \n",
            "  inflating: masks/f870e41e88.png    \n",
            "  inflating: masks/0461a2fb30.png    \n",
            "  inflating: masks/7aa7e1b355.png    \n",
            "  inflating: masks/85e6b4cb1c.png    \n",
            "  inflating: masks/0a41de5e3b.png    \n",
            "  inflating: masks/3c10a71f62.png    \n",
            "  inflating: masks/1e5e713964.png    \n",
            "  inflating: masks/6e409af2cb.png    \n",
            "  inflating: masks/e37b8208fa.png    \n",
            "  inflating: masks/212ba67b51.png    \n",
            "  inflating: masks/1cc428e57e.png    \n",
            "  inflating: masks/8d9b8d724a.png    \n",
            "  inflating: masks/29b25b5f03.png    \n",
            "  inflating: masks/570d1da727.png    \n",
            "  inflating: masks/e73ed6e7f2.png    \n",
            "  inflating: masks/21d01a8e82.png    \n",
            "  inflating: masks/1c3397d0ef.png    \n",
            "  inflating: masks/35499d9dd6.png    \n",
            "  inflating: masks/29df15c1ce.png    \n",
            "  inflating: masks/31683f8a18.png    \n",
            "  inflating: masks/016fc8031c.png    \n",
            "  inflating: masks/2ff32a1188.png    \n",
            "  inflating: masks/c749d05181.png    \n",
            "  inflating: masks/56b5540fd7.png    \n",
            "  inflating: masks/e44dcaeb74.png    \n",
            "  inflating: masks/abcc448c24.png    \n",
            "  inflating: masks/5b72ade49e.png    \n",
            "  inflating: masks/a446aa0ac8.png    \n",
            "  inflating: masks/5e0d2e6c25.png    \n",
            "  inflating: masks/7db9b53d89.png    \n",
            "  inflating: masks/cb0d3e8399.png    \n",
            "  inflating: masks/58789490d6.png    \n",
            "  inflating: masks/3975043a11.png    \n",
            "  inflating: masks/ac6055e7ce.png    \n",
            "  inflating: masks/e0fb508d51.png    \n",
            "  inflating: masks/211fc910da.png    \n",
            "  inflating: masks/12e859e91d.png    \n",
            "  inflating: masks/f5a92d1356.png    \n",
            "  inflating: masks/43ec939286.png    \n",
            "  inflating: masks/a3e89a273d.png    \n",
            "  inflating: masks/8d9314a9f4.png    \n",
            "  inflating: masks/d1f7d2876b.png    \n",
            "  inflating: masks/438b4cc6e3.png    \n",
            "  inflating: masks/455c8febce.png    \n",
            "  inflating: masks/135ae076e9.png    \n",
            "  inflating: masks/fccf774196.png    \n",
            "  inflating: masks/cbed0283ff.png    \n",
            "  inflating: masks/5f3b26ac68.png    \n",
            "  inflating: masks/0c089f7c1b.png    \n",
            "  inflating: masks/65fe1a0efc.png    \n",
            "  inflating: masks/f1395b9e13.png    \n",
            "  inflating: masks/b33771a471.png    \n",
            "  inflating: masks/1f805e4733.png    \n",
            "  inflating: masks/cef624f327.png    \n",
            "  inflating: masks/30491b379f.png    \n",
            "  inflating: masks/68b6abcefc.png    \n",
            "  inflating: masks/c2395da60e.png    \n",
            "  inflating: masks/b937f4558c.png    \n",
            "  inflating: masks/52fdbf981f.png    \n",
            "  inflating: masks/f9b7196dfc.png    \n",
            "  inflating: masks/418b7878a8.png    \n",
            "  inflating: masks/a8be31a3c1.png    \n",
            "  inflating: masks/1e4a233a70.png    \n",
            "  inflating: masks/9492db510d.png    \n",
            "  inflating: masks/a531b78648.png    \n",
            "  inflating: masks/caccd6708f.png    \n",
            "  inflating: masks/40d96e8022.png    \n",
            "  inflating: masks/1c02222ef8.png    \n",
            "  inflating: masks/d6cba9f9de.png    \n",
            "  inflating: masks/bbb5279a06.png    \n",
            "  inflating: masks/3a58606814.png    \n",
            "  inflating: masks/312c4ce754.png    \n",
            "  inflating: masks/a14d2ea3b1.png    \n",
            "  inflating: masks/4e6855dbae.png    \n",
            "  inflating: masks/766784f810.png    \n",
            "  inflating: masks/a59385755d.png    \n",
            "  inflating: masks/be1c8cbf1f.png    \n",
            "  inflating: masks/5c28eec331.png    \n",
            "  inflating: masks/babbac4cf9.png    \n",
            "  inflating: masks/71d3bf0ea8.png    \n",
            "  inflating: masks/2d3c0a68f9.png    \n",
            "  inflating: masks/5108785aaf.png    \n",
            "  inflating: masks/c2ca0ed857.png    \n",
            "  inflating: masks/05be75afd9.png    \n",
            "  inflating: masks/b28aeb78e0.png    \n",
            "  inflating: masks/63e32c0cfb.png    \n",
            "  inflating: masks/4d6121dae0.png    \n",
            "  inflating: masks/0cf9c803b8.png    \n",
            "  inflating: masks/c9a1fd48f6.png    \n",
            "  inflating: masks/dcb1eee6e3.png    \n",
            "  inflating: masks/28ad4e60c5.png    \n",
            "  inflating: masks/e8cf12563d.png    \n",
            "  inflating: masks/eeef52be31.png    \n",
            "  inflating: masks/be2dd1db16.png    \n",
            "  inflating: masks/ede9c03a6f.png    \n",
            "  inflating: masks/6c5b8b3950.png    \n",
            "  inflating: masks/16017c8e02.png    \n",
            "  inflating: masks/d99612d949.png    \n",
            "  inflating: masks/36db23ceb8.png    \n",
            "  inflating: masks/fbf5c91d9e.png    \n",
            "  inflating: masks/52aa9a9703.png    \n",
            "  inflating: masks/c901f669f8.png    \n",
            "  inflating: masks/54cfa66336.png    \n",
            "  inflating: masks/fcf5137a10.png    \n",
            "  inflating: masks/6c25735f24.png    \n",
            "  inflating: masks/e39f959114.png    \n",
            "  inflating: masks/48940ae0b0.png    \n",
            "  inflating: masks/7572c78534.png    \n",
            "  inflating: masks/cbeab7807d.png    \n",
            "  inflating: masks/d35af24206.png    \n",
            "  inflating: masks/a4e90eef39.png    \n",
            "  inflating: masks/7e67ef84e1.png    \n",
            "  inflating: masks/c02071548b.png    \n",
            "  inflating: masks/3e87545802.png    \n",
            "  inflating: masks/d31c506913.png    \n",
            "  inflating: masks/bf00a0ab71.png    \n",
            "  inflating: masks/a5375b180b.png    \n",
            "  inflating: masks/186edd93a3.png    \n",
            "  inflating: masks/d2ea97ca4e.png    \n",
            "  inflating: masks/e337021e6a.png    \n",
            "  inflating: masks/14bba6af57.png    \n",
            "  inflating: masks/594712691d.png    \n",
            "  inflating: masks/6ebb6826bd.png    \n",
            "  inflating: masks/5ad7172ca7.png    \n",
            "  inflating: masks/3dc8ca137c.png    \n",
            "  inflating: masks/ccfb270edb.png    \n",
            "  inflating: masks/628f1de539.png    \n",
            "  inflating: masks/ce06c157c1.png    \n",
            "  inflating: masks/44edd661a0.png    \n",
            "  inflating: masks/7b078e7517.png    \n",
            "  inflating: masks/4e3ccf37ee.png    \n",
            "  inflating: masks/4f6328bf93.png    \n",
            "  inflating: masks/04c48c9743.png    \n",
            "  inflating: masks/9267f6cf9c.png    \n",
            "  inflating: masks/4ce60abe5f.png    \n",
            "  inflating: masks/705eb5d67a.png    \n",
            "  inflating: masks/5f397e0074.png    \n",
            "  inflating: masks/132e30cffd.png    \n",
            "  inflating: masks/73a4c6a4bb.png    \n",
            "  inflating: masks/ddd3099877.png    \n",
            "  inflating: masks/e8d8b35601.png    \n",
            "  inflating: masks/ec212b3d2d.png    \n",
            "  inflating: masks/dd6a04d456.png    \n",
            "  inflating: masks/5ef096aeac.png    \n",
            "  inflating: masks/be9ce6a9d7.png    \n",
            "  inflating: masks/bc7e49ee18.png    \n",
            "  inflating: masks/5fe599e1a5.png    \n",
            "  inflating: masks/7ebd3f0cdd.png    \n",
            "  inflating: masks/ff9d2e9ba7.png    \n",
            "  inflating: masks/abd1e3e008.png    \n",
            "  inflating: masks/029c321179.png    \n",
            "  inflating: masks/9bf8a38b92.png    \n",
            "  inflating: masks/66891ec970.png    \n",
            "  inflating: masks/9522339a9a.png    \n",
            "  inflating: masks/6ecba60505.png    \n",
            "  inflating: masks/3c1d07fc67.png    \n",
            "  inflating: masks/0ce329b5f9.png    \n",
            "  inflating: masks/aa94cfb806.png    \n",
            "  inflating: masks/ebe8198105.png    \n",
            "  inflating: masks/665e84dc42.png    \n",
            "  inflating: masks/db0bc63d60.png    \n",
            "  inflating: masks/6c61beb5dd.png    \n",
            "  inflating: masks/e41a05735d.png    \n",
            "  inflating: masks/03511989ac.png    \n",
            "  inflating: masks/052de39787.png    \n",
            "  inflating: masks/59944f0f92.png    \n",
            "  inflating: masks/2f3eff4192.png    \n",
            "  inflating: masks/27de423ad3.png    \n",
            "  inflating: masks/99f52af0ea.png    \n",
            "  inflating: masks/365abbdf77.png    \n",
            "  inflating: masks/ee3b4b8c91.png    \n",
            "  inflating: masks/1724889841.png    \n",
            "  inflating: masks/5cada3d3f1.png    \n",
            "  inflating: masks/27c4850501.png    \n",
            "  inflating: masks/37df75f3a2.png    \n",
            "  inflating: masks/2e7921981a.png    \n",
            "  inflating: masks/63feb8de2b.png    \n",
            "  inflating: masks/cbe33c57c4.png    \n",
            "  inflating: masks/a7bc02b7d4.png    \n",
            "  inflating: masks/d65973824b.png    \n",
            "  inflating: masks/6d17d3be2d.png    \n",
            "  inflating: masks/b354751edd.png    \n",
            "  inflating: masks/e880e84886.png    \n",
            "  inflating: masks/74de17e9c0.png    \n",
            "  inflating: masks/31b1314c62.png    \n",
            "  inflating: masks/3687839ecc.png    \n",
            "  inflating: masks/f70f3b7b95.png    \n",
            "  inflating: masks/de1142326e.png    \n",
            "  inflating: masks/2bc8a3db3c.png    \n",
            "  inflating: masks/bd51537256.png    \n",
            "  inflating: masks/c0b6fafc47.png    \n",
            "  inflating: masks/2eae73b03a.png    \n",
            "  inflating: masks/90b14e3f04.png    \n",
            "  inflating: masks/91823ecb1f.png    \n",
            "  inflating: masks/f44f67efae.png    \n",
            "  inflating: masks/e0751c41fd.png    \n",
            "  inflating: masks/6e86fed535.png    \n",
            "  inflating: masks/83645a3b6f.png    \n",
            "  inflating: masks/0762a99eb4.png    \n",
            "  inflating: masks/7f0bdb5e31.png    \n",
            "  inflating: masks/857e511397.png    \n",
            "  inflating: masks/8686b3a5d4.png    \n",
            "  inflating: masks/557feaaf65.png    \n",
            "  inflating: masks/e0d98e6fde.png    \n",
            "  inflating: masks/86bc03a8a6.png    \n",
            "  inflating: masks/51d1696054.png    \n",
            "  inflating: masks/d1857e0577.png    \n",
            "  inflating: masks/c5493cc7b0.png    \n",
            "  inflating: masks/2da763222e.png    \n",
            "  inflating: masks/97e78a5448.png    \n",
            "  inflating: masks/65408225fc.png    \n",
            "  inflating: masks/bfcd0fb5ac.png    \n",
            "  inflating: masks/b981d35c43.png    \n",
            "  inflating: masks/cc70a60681.png    \n",
            "  inflating: masks/05139ad3e5.png    \n",
            "  inflating: masks/b40844d201.png    \n",
            "  inflating: masks/6dba47cc58.png    \n",
            "  inflating: masks/7f99abfc11.png    \n",
            "  inflating: masks/f2fcceee25.png    \n",
            "  inflating: masks/337b30caff.png    \n",
            "  inflating: masks/755c1e849f.png    \n",
            "  inflating: masks/03be56aa9a.png    \n",
            "  inflating: masks/51ede1c702.png    \n",
            "  inflating: masks/8b09c914be.png    \n",
            "  inflating: masks/7d52a376a7.png    \n",
            "  inflating: masks/c09f4e95e8.png    \n",
            "  inflating: masks/a4a2921863.png    \n",
            "  inflating: masks/6397715bb4.png    \n",
            "  inflating: masks/e366f9d62b.png    \n",
            "  inflating: masks/67db09fda5.png    \n",
            "  inflating: masks/19b7d2e2bf.png    \n",
            "  inflating: masks/31250cef62.png    \n",
            "  inflating: masks/22b0774178.png    \n",
            "  inflating: masks/4e89a919ed.png    \n",
            "  inflating: masks/00950d1627.png    \n",
            "  inflating: masks/7d0b2f2046.png    \n",
            "  inflating: masks/362cec7849.png    \n",
            "  inflating: masks/e51e614146.png    \n",
            "  inflating: masks/eeca9d6a63.png    \n",
            "  inflating: masks/9a3abd0ba6.png    \n",
            "  inflating: masks/fc13dabcbb.png    \n",
            "  inflating: masks/aede306d15.png    \n",
            "  inflating: masks/0a7e067255.png    \n",
            "  inflating: masks/fad11bf2fa.png    \n",
            "  inflating: masks/da082ec985.png    \n",
            "  inflating: masks/ea6f13458b.png    \n",
            "  inflating: masks/30d4fb116b.png    \n",
            "  inflating: masks/18c4cdefec.png    \n",
            "  inflating: masks/296a04bc06.png    \n",
            "  inflating: masks/90f37a2a28.png    \n",
            "  inflating: masks/d9cf4a6e42.png    \n",
            "  inflating: masks/0b7b00ebfd.png    \n",
            "  inflating: masks/f0c401b64b.png    \n",
            "  inflating: masks/d2e44953e6.png    \n",
            "  inflating: masks/9f54d7807c.png    \n",
            "  inflating: masks/d12d5894b8.png    \n",
            "  inflating: masks/086deb3ccb.png    \n",
            "  inflating: masks/f5c2e66754.png    \n",
            "  inflating: masks/17972a6517.png    \n",
            "  inflating: masks/3c7e2d60a7.png    \n",
            "  inflating: masks/7c2609c66c.png    \n",
            "  inflating: masks/737e6513c8.png    \n",
            "  inflating: masks/2821f70a5a.png    \n",
            "  inflating: masks/57904adf94.png    \n",
            "  inflating: masks/cc97e87765.png    \n",
            "  inflating: masks/ea1a6e1b33.png    \n",
            "  inflating: masks/3fd0ef2d38.png    \n",
            "  inflating: masks/89165071a4.png    \n",
            "  inflating: masks/6760543d8f.png    \n",
            "  inflating: masks/4f3368a855.png    \n",
            "  inflating: masks/b2b0cd95a4.png    \n",
            "  inflating: masks/4848a3a509.png    \n",
            "  inflating: masks/690b1ce5f7.png    \n",
            "  inflating: masks/7fd5baaee8.png    \n",
            "  inflating: masks/e0da89ce88.png    \n",
            "  inflating: masks/cb68c2431a.png    \n",
            "  inflating: masks/c20c019650.png    \n",
            "  inflating: masks/87d58438cc.png    \n",
            "  inflating: masks/0ee8a744eb.png    \n",
            "  inflating: masks/bc5382bc71.png    \n",
            "  inflating: masks/9a4db0d7aa.png    \n",
            "  inflating: masks/64e050f295.png    \n",
            "  inflating: masks/9d23bc70b8.png    \n",
            "  inflating: masks/fe37eddf8e.png    \n",
            "  inflating: masks/ca84b9e8d4.png    \n",
            "  inflating: masks/5c33b65396.png    \n",
            "  inflating: masks/24d67576d0.png    \n",
            "  inflating: masks/bb1e7f303f.png    \n",
            "  inflating: masks/393f2db0b0.png    \n",
            "  inflating: masks/3d4bc58424.png    \n",
            "  inflating: masks/be7014887d.png    \n",
            "  inflating: masks/1313dbf1d7.png    \n",
            "  inflating: masks/c1431cfade.png    \n",
            "  inflating: masks/3782748f51.png    \n",
            "  inflating: masks/2bce09096c.png    \n",
            "  inflating: masks/921b60e76d.png    \n",
            "  inflating: masks/c43b8533c4.png    \n",
            "  inflating: masks/31b003483c.png    \n",
            "  inflating: masks/74f00bb214.png    \n",
            "  inflating: masks/e358121d19.png    \n",
            "  inflating: masks/9fff0319cd.png    \n",
            "  inflating: masks/d3c8980685.png    \n",
            "  inflating: masks/641ef8ba11.png    \n",
            "  inflating: masks/e360f895de.png    \n",
            "  inflating: masks/ec857f4518.png    \n",
            "  inflating: masks/ec10996820.png    \n",
            "  inflating: masks/1a2d060823.png    \n",
            "  inflating: masks/7ec97427ca.png    \n",
            "  inflating: masks/f7933b266c.png    \n",
            "  inflating: masks/525be73de5.png    \n",
            "  inflating: masks/46673b0e2d.png    \n",
            "  inflating: masks/884400b2e8.png    \n",
            "  inflating: masks/2bf5343f03.png    \n",
            "  inflating: masks/f2f0278d02.png    \n",
            "  inflating: masks/f8921580bb.png    \n",
            "  inflating: masks/00441f1cf2.png    \n",
            "  inflating: masks/eec3f628d6.png    \n",
            "  inflating: masks/ac412e6d55.png    \n",
            "  inflating: masks/24b40af38f.png    \n",
            "  inflating: masks/29162a3471.png    \n",
            "  inflating: masks/881bfee759.png    \n",
            "  inflating: masks/9819277faa.png    \n",
            "  inflating: masks/a32b0d0cd7.png    \n",
            "  inflating: masks/078f36a006.png    \n",
            "  inflating: masks/680ce5b666.png    \n",
            "  inflating: masks/4696bb53e6.png    \n",
            "  inflating: masks/24522ec665.png    \n",
            "  inflating: masks/5e350fa662.png    \n",
            "  inflating: masks/04315b9a64.png    \n",
            "  inflating: masks/3c9931bca2.png    \n",
            "  inflating: masks/a4442fef48.png    \n",
            "  inflating: masks/6d4fca6a35.png    \n",
            "  inflating: masks/5d600057f5.png    \n",
            "  inflating: masks/9fabca6b17.png    \n",
            "  inflating: masks/86f892ad2f.png    \n",
            "  inflating: masks/977f897477.png    \n",
            "  inflating: masks/b525824dfc.png    \n",
            "  inflating: masks/859f623d32.png    \n",
            "  inflating: masks/b194549062.png    \n",
            "  inflating: masks/b74ecdfe20.png    \n",
            "  inflating: masks/1f6afee5ca.png    \n",
            "  inflating: masks/25f2e30c66.png    \n",
            "  inflating: masks/99c726d528.png    \n",
            "  inflating: masks/c93d0ecd1d.png    \n",
            "  inflating: masks/26382e2d1f.png    \n",
            "  inflating: masks/9e426ec524.png    \n",
            "  inflating: masks/9ca84742ef.png    \n",
            "  inflating: masks/8343ad9ed8.png    \n",
            "  inflating: masks/e8b730fe92.png    \n",
            "  inflating: masks/4e41f7a5df.png    \n",
            "  inflating: masks/cb2698f715.png    \n",
            "  inflating: masks/fd51e63c83.png    \n",
            "  inflating: masks/a15eff2958.png    \n",
            "  inflating: masks/ccd6841e90.png    \n",
            "  inflating: masks/ed66549524.png    \n",
            "  inflating: masks/f115ca6981.png    \n",
            "  inflating: masks/e54c815e85.png    \n",
            "  inflating: masks/ca2e414e83.png    \n",
            "  inflating: masks/51423622fd.png    \n",
            "  inflating: masks/d390b1cbef.png    \n",
            "  inflating: masks/ad29bc8923.png    \n",
            "  inflating: masks/d25a2d736a.png    \n",
            "  inflating: masks/62df3565cd.png    \n",
            "  inflating: masks/4edadcf4c4.png    \n",
            "  inflating: masks/ace37eaaf9.png    \n",
            "  inflating: masks/92c25915f1.png    \n",
            "  inflating: masks/fefe01ac32.png    \n",
            "  inflating: masks/0fb7b2772a.png    \n",
            "  inflating: masks/2fe186a2c6.png    \n",
            "  inflating: masks/c576ef893a.png    \n",
            "  inflating: masks/89dc091930.png    \n",
            "  inflating: masks/2fd6d25adb.png    \n",
            "  inflating: masks/5559e0ceab.png    \n",
            "  inflating: masks/9ade7d33f2.png    \n",
            "  inflating: masks/1c8f6881ac.png    \n",
            "  inflating: masks/d7a53f942a.png    \n",
            "  inflating: masks/08bafa2eee.png    \n",
            "  inflating: masks/9eb4a10b98.png    \n",
            "  inflating: masks/a88dd59036.png    \n",
            "  inflating: masks/92895cb54f.png    \n",
            "  inflating: masks/71507ccc96.png    \n",
            "  inflating: masks/2ae425e5a3.png    \n",
            "  inflating: masks/958a3dd464.png    \n",
            "  inflating: masks/67dfa4bcf5.png    \n",
            "  inflating: masks/8a2dc90df5.png    \n",
            "  inflating: masks/e5b47aa145.png    \n",
            "  inflating: masks/fdc1ac926a.png    \n",
            "  inflating: masks/c9ff0d072b.png    \n",
            "  inflating: masks/27f6632fd1.png    \n",
            "  inflating: masks/b1e590d1c9.png    \n",
            "  inflating: masks/5343d4837c.png    \n",
            "  inflating: masks/f7e555a0aa.png    \n",
            "  inflating: masks/778a92f420.png    \n",
            "  inflating: masks/08dc3c9a23.png    \n",
            "  inflating: masks/fa9b3f2aa9.png    \n",
            "  inflating: masks/1d955f8103.png    \n",
            "  inflating: masks/287b0f197f.png    \n",
            "  inflating: masks/a94450f57e.png    \n",
            "  inflating: masks/6940237693.png    \n",
            "  inflating: masks/2af240d261.png    \n",
            "  inflating: masks/0401ae15d3.png    \n",
            "  inflating: masks/e27400528c.png    \n",
            "  inflating: masks/b3f6affa39.png    \n",
            "  inflating: masks/f7d4d6fb0d.png    \n",
            "  inflating: masks/8f1d6045fb.png    \n",
            "  inflating: masks/9ccf50ab0e.png    \n",
            "  inflating: masks/0a0814464f.png    \n",
            "  inflating: masks/6a6b42a6f2.png    \n",
            "  inflating: masks/b60fbb288b.png    \n",
            "  inflating: masks/07e08eee37.png    \n",
            "  inflating: masks/eed6c66da4.png    \n",
            "  inflating: masks/871be86f43.png    \n",
            "  inflating: masks/a86acaf330.png    \n",
            "  inflating: masks/a9b7fa7e0d.png    \n",
            "  inflating: masks/7f30236ca4.png    \n",
            "  inflating: masks/4c89e94e36.png    \n",
            "  inflating: masks/a898892737.png    \n",
            "  inflating: masks/48b63017da.png    \n",
            "  inflating: masks/d175b3b3cc.png    \n",
            "  inflating: masks/851498c095.png    \n",
            "  inflating: masks/f288e998f5.png    \n",
            "  inflating: masks/53dab98a36.png    \n",
            "  inflating: masks/1c0b2ceb2f.png    \n",
            "  inflating: masks/da84ed2423.png    \n",
            "  inflating: masks/3d0f8c81ce.png    \n",
            "  inflating: masks/f0dc7e30fc.png    \n",
            "  inflating: masks/7d5c34a95a.png    \n",
            "  inflating: masks/14c16f99d5.png    \n",
            "  inflating: masks/71a31f4356.png    \n",
            "  inflating: masks/58de316918.png    \n",
            "  inflating: masks/4ef0559016.png    \n",
            "  inflating: masks/b240582de8.png    \n",
            "  inflating: masks/eb84dfdf18.png    \n",
            "  inflating: masks/5f98029612.png    \n",
            "  inflating: masks/115ee54da8.png    \n",
            "  inflating: masks/2886e27fb6.png    \n",
            "  inflating: masks/324eb2ec65.png    \n",
            "  inflating: masks/c33df3d7ad.png    \n",
            "  inflating: masks/64bfdd0b9a.png    \n",
            "  inflating: masks/aff87f7ba7.png    \n",
            "  inflating: masks/d991b7a689.png    \n",
            "  inflating: masks/55e9012561.png    \n",
            "  inflating: masks/066e0ce4c3.png    \n",
            "  inflating: masks/725a0ae373.png    \n",
            "  inflating: masks/37aa9fc79a.png    \n",
            "  inflating: masks/c89eda8701.png    \n",
            "  inflating: masks/d68c08baec.png    \n",
            "  inflating: masks/13209940d7.png    \n",
            "  inflating: masks/ebacf0e713.png    \n",
            "  inflating: masks/00a3af90ab.png    \n",
            "  inflating: masks/d3d19422ca.png    \n",
            "  inflating: masks/3ec0423139.png    \n",
            "  inflating: masks/6fe2b681e4.png    \n",
            "  inflating: masks/1623de321c.png    \n",
            "  inflating: masks/30e5cfec08.png    \n",
            "  inflating: masks/930183efe5.png    \n",
            "  inflating: masks/849ccdf3af.png    \n",
            "  inflating: masks/a8ebba8c1e.png    \n",
            "  inflating: masks/1efe1909ed.png    \n",
            "  inflating: masks/2ffea0c397.png    \n",
            "  inflating: masks/b9614348f4.png    \n",
            "  inflating: masks/ad1e8ef844.png    \n",
            "  inflating: masks/40dcff68b3.png    \n",
            "  inflating: masks/1b0d74b359.png    \n",
            "  inflating: masks/10ecfda568.png    \n",
            "  inflating: masks/b964244dfd.png    \n",
            "  inflating: masks/23e1bb3ee8.png    \n",
            "  inflating: masks/690514a3e4.png    \n",
            "  inflating: masks/ec9ba7900d.png    \n",
            "  inflating: masks/9385125b12.png    \n",
            "  inflating: masks/711e8ac5ba.png    \n",
            "  inflating: masks/3dbbc237c5.png    \n",
            "  inflating: masks/8b44342fd9.png    \n",
            "  inflating: masks/aa21ba676c.png    \n",
            "  inflating: masks/2fa4260cde.png    \n",
            "  inflating: masks/a701844e9a.png    \n",
            "  inflating: masks/a12cbb17e5.png    \n",
            "  inflating: masks/8ebceef687.png    \n",
            "  inflating: masks/b461a5b584.png    \n",
            "  inflating: masks/602dc99f10.png    \n",
            "  inflating: masks/f959f79b64.png    \n",
            "  inflating: masks/697fee88c5.png    \n",
            "  inflating: masks/21e1d6e38d.png    \n",
            "  inflating: masks/e7c55756c7.png    \n",
            "  inflating: masks/903180c447.png    \n",
            "  inflating: masks/8c99d8c85f.png    \n",
            "  inflating: masks/003c477d7c.png    \n",
            "  inflating: masks/c70153909b.png    \n",
            "  inflating: masks/ba1287cb48.png    \n",
            "  inflating: masks/3da64841d8.png    \n",
            "  inflating: masks/e060d5ca41.png    \n",
            "  inflating: masks/c038f6fbe4.png    \n",
            "  inflating: masks/d4033ae7f2.png    \n",
            "  inflating: masks/d67e3a11d8.png    \n",
            "  inflating: masks/690281a93d.png    \n",
            "  inflating: masks/62d30854d7.png    \n",
            "  inflating: masks/f0ec542987.png    \n",
            "  inflating: masks/5ec6db5c9d.png    \n",
            "  inflating: masks/0937b1df3f.png    \n",
            "  inflating: masks/3792be0845.png    \n",
            "  inflating: masks/52667992f8.png    \n",
            "  inflating: masks/203f6117be.png    \n",
            "  inflating: masks/95af8ca744.png    \n",
            "  inflating: masks/19902af6bd.png    \n",
            "  inflating: masks/c37e74bffc.png    \n",
            "  inflating: masks/f3356c9ee4.png    \n",
            "  inflating: masks/c26ff00bfd.png    \n",
            "  inflating: masks/c7ab9848b9.png    \n",
            "  inflating: masks/9b80cf8992.png    \n",
            "  inflating: masks/2ffe02e882.png    \n",
            "  inflating: masks/a0219e8fa4.png    \n",
            "  inflating: masks/730bddcc02.png    \n",
            "  inflating: masks/7ed0489985.png    \n",
            "  inflating: masks/7cc53fe88b.png    \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "uMHZUr4rvpA2",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "#lets create a class to represent this data, to make it easier to access\n",
        "\n",
        "class TGSSaltDataset(data.Dataset):\n",
        "    #init with the location of the dataset, and the list of file \n",
        "    def __init__(self, root_path, file_list):\n",
        "        self.root_path = root_path\n",
        "        self.file_list = file_list\n",
        "    #get method - how long is the list\n",
        "    def __len__(self):\n",
        "        return len(self.file_list)\n",
        "    #get method - return the seismic image + label for a given index\n",
        "    def __getitem__(self, index):\n",
        "        #if the index is out of bounds, get a random image\n",
        "        if index not in range(0, len(self.file_list)):\n",
        "            return self.__getitem__(np.random.randint(0, self.__len__()))\n",
        "        #define a file ID using the index parameter\n",
        "        file_id = self.file_list[index]\n",
        "        #image folder + path\n",
        "        image_folder = os.path.join(self.root_path, \"images\")\n",
        "        image_path = os.path.join(image_folder, file_id + \".png\")\n",
        "        #label folder + path\n",
        "        mask_folder = os.path.join(self.root_path, \"masks\")\n",
        "        mask_path = os.path.join(mask_folder, file_id + \".png\")\n",
        "        #read it, store it in memory as a byte array\n",
        "        image = np.array(imageio.imread(image_path), dtype=np.uint8)\n",
        "        mask = np.array(imageio.imread(mask_path), dtype=np.uint8)\n",
        "        #return image + label\n",
        "        return image, mask"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "pNnfAi_7zehe",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "#train image + mask data\n",
        "train_mask = pd.read_csv('train.csv')\n",
        "#depth data\n",
        "depth = pd.read_csv('depths.csv')\n",
        "#training path\n",
        "train_path = \"./\"\n",
        "\n",
        "#list of files\n",
        "file_list = list(train_mask['id'].values)\n",
        "#define our dataset using our class\n",
        "dataset = TGSSaltDataset(train_path, file_list)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "AfD9rM1-zvlW",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "#function to visualize these images\n",
        "def plot2x2Array(image, mask):\n",
        "    #invoke matplotlib!\n",
        "    f, axarr = plt.subplots(1,2)\n",
        "    axarr[0].imshow(image)\n",
        "    axarr[1].imshow(mask)\n",
        "    axarr[0].grid()\n",
        "    axarr[1].grid()\n",
        "    axarr[0].set_title('Image')\n",
        "    axarr[1].set_title('Mask')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "NKiZ4Vetzxxm",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1007
        },
        "outputId": "6f24ea53-5114-4b49-d902-b0f295931a7f"
      },
      "cell_type": "code",
      "source": [
        "for i in range(5):\n",
        "    image, mask = dataset[np.random.randint(0, len(dataset))]\n",
        "    plot2x2Array(image, mask)"
      ],
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAADGCAYAAADRwTttAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nnPD/Ad0qHJM10VosAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7fa399584198>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAADGCAYAAADRwTttAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7fa39960c668>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAADGCAYAAADRwTttAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlgRq8BUKhWJJ8P8BEvYctQEvYiwAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7fa399603f98>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAADGCAYAAADRwTttAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7fa3994f87f0>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAADGCAYAAADRwTttAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7fa3994741d0>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "zrvKS0sB2WpW",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 406
        },
        "outputId": "8714e1a1-b743-4ba8-ba17-5fe765244da5"
      },
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (6, 6))\n",
        "plt.hist(depth['z'], bins = 50)\n",
        "plt.title('Depth distribution')"
      ],
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5,1,'Depth distribution')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 62
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAF0CAYAAAAkQVKaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAGTpJREFUeJzt3X20XXV95/F3yJWahyu5gTskRhSc\nOl9FZqZLpRZDMGAYoeDQGihOI7WNVmBah8CgZlkbCHamVmvVQUZJgfLguKpmrY5EbcIE6RCxZNIH\nZVD51qjEh0RyO1ziRbIuCcn8sfclx3Afzj333Mff+7XWXTnnt/fZ+3t+Ofdzfve399ln1uHDh5Ek\nleOYyS5AkjSxDH5JKozBL0mFMfglqTAGvyQVxuCXpMIY/Bp3EXE4InZGREbEjyLiixFxRhu2+7sN\ntx+NiDNb2MbOiFgeEb8cEVtGWPfEiPj3QyxbEhEP17evj4hbWqil8fncGxGvGu02pGYY/JooyzMz\ngJOAO4AvRMRZrW4sIhYB72lXcZn5fzLzjSOsdjYwaPBn5o8z87RW9x8Rs4EPN2zvDZn5D61uTxpO\nx2QXoLJk5mHg8xFxHPBB4HUR8QtUoXcecCywITP/K1R/LQBXAauBFwLrMvNTwNeAF0XEI8C/qTf/\nmoj4U+DFwF9m5jVH7z8iXg3cCTwP+FJD+3Lglsz8xYg4Dfhz4AV1PR+v9/cJoCMi5gNr67bPAq8C\n3gbszMyB36nOiPgi8EpgF3BpZj4WEY8Cb83Mr9b7fRR4K3ADcFz9fM4H7htYLyIuAa6j+n3dDfxu\nZn43Iq4HTgCWAP8W+Gfgoszc09z/hkrliF+T5W7gtRExh2rkfirwr6mC8uKIuLBh3Zdl5i8By4CP\nRcTxVG8EP8jMl2fm0/V6rwGW1v/+fkScNMh+Pwl8PDP/FVVwnzLIOtcBn8rMVwJnACuAb1IF/8bM\nfEu93gnA1zPz9YNs43zgP2XmKcCPqN4ohrMaeKZ+Pt8faIyIF1O9Cf1aZr6c6s3q5obHXQKsAf4l\nsLfejjQsg1+T5adUr79O4E3Af8/M/sz8GdWI/M0N694GkJkJJPDLQ2zzM5n5TGbuBh4DXtS4MCKe\nD5xONUoH2Aj8bJDt7AVW1nPs/y8zfy0z+wdZ73nAXw1Ry1cz83v17c9TvYG04lzgvszcWd+/BTg7\nIgb+srg/M3fVf0n9I9VfO9KwDH5NlpOBA8ATwALgoxHxSD3VcRUwr2Hdxxtu9wJdQ2zzpw23nwFm\nH7V8YeN6dVg+Mch23gs8DHwO+GFE/Mch9vdMZv50iGU9Dbf3DVPzSLqpnjMAmbkPmEX118bAtp+t\nh+c+Z+k5nOPXZLkY+JvMfDoidgN/mplfHGLdE6jmyaEK78eHWG8kAwH6AmBfRBzDkTeDZ2Xmk8D7\ngPdFxOnA5ojYOsp9NW63iyM1Hx3OI70hPEbDXwsR0QUcoprPl1riiF8TKiJmRcTFVPPS76ubvwC8\nIyJm18vfHxHnNTzsP9SPfQXwMmA71V8L8xumPEaUmfuBbwC/Xje9BXj+IDVuiohX1ncfphpVH673\nuaDJ3Z1Zz89D9Sa3rb69h+pALBFxacP+DwDHRETnUdv5X8BZEfHS+v4VwD2ZebDJOqTnMPg1Uf6m\nnsbZDVwJXJCZf1cvu4lqRP9N4BHgFcBXGx67NyK+DtxPdcC0F3iIahT9k4aAbcaVwHsj4p+ojhV8\na5B1bgQ+ExHfBv6B6vjDd4B7gHMiYkcT+7kbuDEivgcsAj5Ut38AuKY+5/8VDfvfQ/WcfxARrxvY\nSGb+CHgH1emvjwBnAZeP4vlKzzHL6/FrKqtP5zypDkBJbeCIX5IKY/BLUmGc6pGkwjjil6TCGPyS\nVJhJ/QBXT0+f80xAV9dcenufmuwyJp39cIR9cYR9ccRAX3R3d84ay3Yc8U8BHR1+yh7sh0b2xRH2\nxRHt6guDX5IKY/BLUmEMfkkqjMEvSYUx+CWpMAa/JBXG4Jekwhj8klQYg1+SCmPwS1JhDH5JKozB\nL0mFMfglqTCTellmaSZZ/cGvDNp+29pzJrgSaXiO+CWpMAa/JBXG4Jekwhj8klQYg1+SCjPiWT0R\n8Xbgsoam1wBLgU8Ch4GHMvPKet13A5fU7esz88ttr1iSNCYjBn9m3grcChARrwd+A/gYcFVm7oiI\nz0TE+cAjwFuAM4DjgG0RsSUznxm36iVJozbaqZ51wJ8Ap2TmjrptE7ACOBv468x8OjN7gF3AqW2r\nVJLUFk0Hf0ScDvwQOAj0NizaCywGFgE9g7RLkqaQ0Xxy9x3A7YO0zxpi/aHan9XVNZeOjtmjKGHm\n6u7unOwSpoSZ2A+tPqeZ2Betsi+OaEdfjCb4lwPvojpwe3xD+xJgd/0Tg7QPqbf3qVHsfubq7u6k\np6dvssuYdDO1H1p5TjO1L1phXxwx0BdjDf+mpnoi4oXAk/X8/QHgkYg4s178ZmAz8BXggog4tl5/\nCfCtMVUnSWq7Zkf8i6nm7AesAW6OiGOA7Zm5FSAi/hy4n+qvgisz81A7i5UkjV1TwZ+Zfw+c33D/\nW8CyQda7EbixbdVJU9BQV+GUpgsvy6wZxUsjSyMz+FU03yhUIq/VI0mFMfglqTAGvyQVxuCXpMIY\n/JJUGINfkgpj8EtSYQx+SSqMwS9JhTH4JakwBr8kFcbgl6TCeJE2aRBeelkzmSN+SSqMwS9JhXGq\nR5okfheAJovBryI4Zy8dYfBLU4x/CWi8OccvSYUx+CWpMAa/JBXG4JekwnhwVxpnnlGkqcYRvyQV\nxuCXpMIY/JJUGOf4pWnCD3apXRzxS1JhDH5JKoxTPZqWPEVSap0jfkkqjMEvSYVpaqonIlYB7wEO\nAuuAh4C7gNnAHuCyzOyv11sDHAI2ZOat41K1JKllI474I+J44DrgTOBC4CLgBuCmzFwG7ARWR8Q8\nqjeFFcBy4OqIWDhOdUuSWtTMiH8FsDUz+4A+4J0R8X3ginr5JuBaIIEdmbkPICIeAJbWyyVJU0Qz\nwX8yMDci7ga6gOuBeZnZXy/fCywGFgE9DY8baJckTSHNBP8s4Hjg14GXAPfVbY3Lh3rcsLq65tLR\nMbuJEma+7u7OyS5hSrAfRq+EPivhOTarHX3RTPA/BnwtMw8C342IPuBgRMzJzP3AEmB3/bOo4XFL\ngAeH23Bv71OtVT3DdHd30tPTN9llTDr7oTUzvc98XRwx0BdjDf9mgv8e4PaI+BOqqZ75wBZgJfDp\n+t/NwHbglohYQHX2z1KqM3wkTSFe80cjBn9m/jgiNnJk9P4uYAdwZ0RcDuwC7sjMAxGxlupN4TCw\nfuBArzRgtJ+4NYyk9mvqPP7MvBm4+ajmcwdZbyOwsQ11SYCXZpDGg9fqkaY5p240Wl6yQZIKY/BL\nUmGc6pFmKI+PaCiO+CWpMAa/JBXG4Jekwhj8klQYg1+SCmPwS1JhDH5JKozBL0mF8QNckgCv+VMS\nR/ySVBiDX5IK41SPxsTpAWn6ccQvSYUx+CWpMAa/JBXG4JekwnhwV9KwhvtCFw/iT0+O+CWpMI74\nNS782j9p6nLEL0mFMfglqTAGvyQVxjl+SS0b7bEczwKaGhzxS1JhDH5JKozBL0mFMfglqTAGvyQV\nxuCXpMIY/JJUmBHP44+I5cDngW/WTf8X+BBwFzAb2ANclpn9EbEKWAMcAjZk5q3jUbTGj1+lKM18\nzY74/3dmLq9/3gXcANyUmcuAncDqiJgHrANWAMuBqyNi4XgULUlqXatTPcuBu+vbm6jC/rXAjszc\nl5n7gQeApWOuUJLUVs1esuHUiLgbWAisB+ZlZn+9bC+wGFgE9DQ8ZqBdkjSFNBP836EK+88BLwXu\nO+pxs4Z43FDtz+rqmktHx+wmSpj5urs7J7uEYU31+jQ9tPo68vV3RDv6YsTgz8wfA5+t7343In4C\nnB4Rc+opnSXA7vpnUcNDlwAPDrft3t6nWip6punu7qSnp2+yyxjWVK9P00Mrr6Pp8PsxUQb6Yqzh\nP+Icf0Ssiohr69uLgBOBvwBW1qusBDYD26neEBZExHyq+f1tY6pOktR2zUz13A18JiIuAo4FrgT+\nEbgzIi4HdgF3ZOaBiFgLbAEOA+szc9841S1JalEzUz19wJsGWXTuIOtuBDa2oS5NMX6HrjRz+Mld\nSSqMwS9JhTH4JakwBr8kFcbgl6TCGPySVBiDX5IK0+xF2iRpwvn9EOPDEb8kFcbgl6TCGPySVBiD\nX5IKY/BLUmE8q6dAXmlTk8WzdKYGR/ySVBiDX5IK41SPpEnn9OPEcsQvSYUx+CWpMAa/JBXG4Jek\nwhj8klQYg1+SCmPwS1JhDH5JKozBL0mF8ZO7kmYMLwLXHEf8klQYg1+SCmPwS1JhDH5JKowHd2cw\nL3UraTCO+CWpMAa/JBWmqameiJgDPAx8ALgXuAuYDewBLsvM/ohYBawBDgEbMvPW8SlZkjQWzY74\n3w88Xt++AbgpM5cBO4HVETEPWAesAJYDV0fEwjbXKklqgxFH/BHxcuBU4Et103Lgivr2JuBaIIEd\nmbmvfswDwNJ6uSS1lScujE0zI/6PANc03J+Xmf317b3AYmAR0NOwzkC7JGmKGXbEHxG/BfxtZn4/\nIgZbZdYQDx2q/ed0dc2lo2N2M6vOeN3dnZNdgjRjzaTfr3Y8l5Gmei4AXhoRFwIvAvqBJyNiTmbu\nB5YAu+ufRQ2PWwI8ONLOe3ufaqnomaa7u5Oenr7JLkOasWbK79dAVow1/IcN/sy8dOB2RFwPPAq8\nDlgJfLr+dzOwHbglIhYAB6nm99eMqTJJ0rho5ZO71wF3RsTlwC7gjsw8EBFrgS3AYWD9wIFejT8P\ndEkajaaDPzOvb7h77iDLNwIb21CTJGkc+cldSSqMwS9JhTH4JakwBr8kFcbgl6TCGPySVBiDX5IK\nY/BLUmEMfkkqjMEvSYUx+CWpMAa/JBXG4Jekwhj8klSYVq7Hr0nidfcltYMjfkkqjMEvSYUx+CWp\nMM7xT0HO5UsaT474JakwBr8kFcbgl6TCGPySVBiDX5IKY/BLUmEMfkkqjMEvSYUx+CWpMAa/JBXG\n4Jekwhj8klQYg1+SCmPwS1JhDH5JKsyI1+OPiLnA7cCJwPOBDwDfAO4CZgN7gMsysz8iVgFrgEPA\nhsy8dZzqliS1qJkR/5uAv8vM1wO/AfwZcANwU2YuA3YCqyNiHrAOWAEsB66OiIXjUrUkqWUjjvgz\n87MNd08CfkQV7FfUbZuAa4EEdmTmPoCIeABYWi+XJE0RTX/1YkR8DXgRcCGwNTP760V7gcXAIqCn\n4SED7ZKkKaTp4M/M10XELwGfBmY1LJo1xEOGan9WV9dcOjpmN1vCjNbd3TnZJUgz1kz6/WrHc2nm\n4O6rgb2Z+cPM/HpEdAB9ETEnM/cDS4Dd9c+ihocuAR4cbtu9vU+1Xvk04penS5Orp6dvsktoi+7u\nTnp6+sYc/s0c3D0L+M8AEXEiMB/YCqysl68ENgPbgdMjYkFEzKea3982puokSW3XTPB/CvgXEbEN\n+BLwe8B1wNvqtoXAHfXofy2wheqNYf3AgV5J0tTRzFk9+4HfHGTRuYOsuxHY2Ia6JEnjxE/uSlJh\nDH5JKozBL0mFafo8/plsqNMtb1t7zgRXIknjzxG/JBXGEX8L/AtB0nTmiF+SCmPwS1JhDH5JKozB\nL0mFMfglqTAGvyQVxuCXpMIY/JJUGD/A1UZ+05ak6cDgH4ZBLmkmcqpHkgpTzIjf0bskVRzxS1Jh\nDH5JKozBL0mFMfglqTAGvyQVxuCXpMIY/JJUGINfkgpj8EtSYQx+SSqMwS9JhTH4JakwBr8kFcbg\nl6TCGPySVBiDX5IK09QXsUTEh4Bl9fp/DOwA7gJmA3uAyzKzPyJWAWuAQ8CGzLx1XKqWJLVsxBF/\nRJwNnJaZZwDnAR8DbgBuysxlwE5gdUTMA9YBK4DlwNURsXC8CpcktaaZqZ77gUvq208A86iC/e66\nbRNV2L8W2JGZ+zJzP/AAsLSt1UqSxmzEqZ7MfAb4WX337cCXgTdmZn/dthdYDCwCehoeOtAuSZpC\nmv6y9Yi4iCr4/x3wnYZFs4Z4yFDtz+rqmktHx+xmS5CklnR3d052CW3TjufS7MHdNwJ/AJyXmfsi\n4smImFNP6SwBdtc/ixoetgR4cLjt9vY+1VrVkjQKPT19k11CW3R3d9LT0zfm8G/m4O5xwIeBCzPz\n8bp5K7Cyvr0S2AxsB06PiAURMZ9qfn/bmKqTJLVdMyP+S4ETgM9FxEDb24BbIuJyYBdwR2YeiIi1\nwBbgMLA+M/eNQ82SpDFo5uDuBmDDIIvOHWTdjcDGNtQlSRonfnJXkgpj8EtSYQx+SSqMwS9JhTH4\nJakwBr8kFcbgl6TCGPySVBiDX5IKY/BLUmEMfkkqTNPX458uVn/wK5NdgiRNaY74JakwBr8kFcbg\nl6TCGPySVBiDX5IKY/BLUmEMfkkqjMEvSYUx+CWpMAa/JBXG4Jekwhj8klSYaXuRNi/GJkmtccQv\nSYUx+CWpMNN2qkeSmjXU1PBta8+Z4EqmBkf8klQYg1+SCuNUjySNo6k4zeSIX5IKY/BLUmEMfkkq\nTFNz/BFxGvAF4KOZ+YmIOAm4C5gN7AEuy8z+iFgFrAEOARsy89ZxqluS1KIRR/wRMQ+4Ebi3ofkG\n4KbMXAbsBFbX660DVgDLgasjYmHbK5YkjUkzI/5+4FeB9za0LQeuqG9vAq4FEtiRmfsAIuIBYGm9\nXJKmnKl4xs1EGDH4M/MgcDAiGpvnZWZ/fXsvsBhYBPQ0rDPQLkmaQtpxHv+sUbY/q6trLh0ds9tQ\ngiS1T3d355TdRztqazX4n4yIOZm5H1gC7K5/FjWsswR4cLiN9PY+1eLuJWn89PT0Tcl9dHd30tPT\nN+bwb/V0zq3Ayvr2SmAzsB04PSIWRMR8qvn9bWOqTpLUdiOO+CPi1cBHgJOBAxFxMbAKuD0iLgd2\nAXdk5oGIWAtsAQ4D6wcO9EqSpo5mDu7+PdVZPEc7d5B1NwIbx16WJGm8eJE2STrKaE/znG5fBesl\nGySpMAa/JBXGqR5JatJ0m9IZiiN+SSqMwS9JhTH4JakwBr8kFcbgl6TCGPySVBiDX5IKY/BLUmEM\nfkkqjMEvSYUx+CWpMAa/JBXG4Jekwhj8klQYg1+SCmPwS1JhDH5JKozBL0mFMfglqTAGvyQVxuCX\npMIY/JJUGINfkgpj8EtSYQx+SSqMwS9JhTH4JakwBr8kFcbgl6TCGPySVJiOdm8wIj4K/ApwGLgq\nM3e0ex+SpNa1dcQfEa8HXpaZZwBvB/5bO7cvSRq7dk/1vAH4nwCZ+W2gKyJe0OZ9SJLGoN3Bvwjo\nabjfU7dJkqaIts/xH2XWcAu7uzuHXT6cTR+5qNWHStK01d3dOeZttHvEv5ufH+G/ENjT5n1Iksag\n3cF/D3AxQES8CtidmX1t3ockaQxmHT58uK0bjIgPAmcBh4Dfy8xvtHUHkqQxaXvwS5KmNj+5K0mF\nMfglqTDjfTqnahHxIWAZVZ//MbADuAuYTXXm02WZ2R8Rq4A1VMdINmTmrZNU8riJiDnAw8AHgHsp\ntB8A6uf5HuAgsA54iML6IyLmA3cCXcAvAOuBnwCfpLr0y0OZeWW97ruBS+r29Zn55UkpehxExGnA\nF4CPZuYnIuIkmnwtRMTzgNuBlwDPAL+Tmd8bal+O+CdARJwNnFZfyuI84GPADcBNmbkM2Amsjoh5\nVL/8K4DlwNURsXByqh5X7wcer28X2w8RcTxwHXAmcCFwEWX2x28DmZlnU50V+HGq35GrMnMpcFxE\nnB8RpwBv4Uh//VlEzJ6kmtuq/j++kWogNGA0r4XfBJ7IzDOB/0I1uBySwT8x7qcapQA8Acyj+k+7\nu27bRPUf+VpgR2buy8z9wAPA0oktdXxFxMuBU4Ev1U3LKbAfaiuArZnZl5l7MvOdlNkf/wwcX9/u\nohoUnNJwgceBfjgb+OvMfDoze4BdVK+lmaAf+FWqz0INWE7zr4U3AH9Vr7uVEV4fBv8EyMxnMvNn\n9d23A18G5mVmf922F1jMcy95MdA+k3wEuKbhfqn9AHAyMDci7o6IbRHxBgrsj8z8S+DFEbGTapB0\nLdDbsMqM74fMPFgHeaPRvBaebc/MQ8DhiDh2qP0Z/BMoIi6iCv7fP2rRUJeuaPmSFlNRRPwW8LeZ\n+f0hVimiHxrMohrpvplquuMv+PnnWkR/RMRbgR9k5i8C5wCfPmqVIvphBKPtg2H7xuCfIBHxRuAP\ngPMzcx/wZH2QE2AJ1Z94R1/yYqB9prgAuCgiHgTeAfwhZfbDgMeAr9Wjve8CfUBfgf2xFNgCUH/g\ncw5wQsPyUvrhaKP53Xi2vT7QOysznx5qwwb/BIiI44APAxdm5sBBza3Ayvr2SmAzsB04PSIW1Gc6\nLAW2TXS94yUzL83M0zPzV4BbqM7qKa4fGtwDnBMRx9QHeudTZn/spJq7JiJeQvUG+O2IOLNe/maq\nfvgKcEFEHBsRL6QKvW9NQr0TZTSvhXs4chzxTcB9w23YT+5OgIh4J3A98E8NzW+jCr/nUx2k+p3M\nPBARFwPvpjpd7cbM/B8TXO6EiIjrgUepRnp3Um4/XE41/QfwR1Sn+RbVH3WA3QacSHW68x9Snc55\nM9XgdHtmXlOv+y5gFVU/vD8z7x10o9NMRLya6vjXycAB4MdUz/N2mngt1Gc33QK8jOpA8W9n5g+H\n2p/BL0mFcapHkgpj8EtSYQx+SSqMwS9JhTH4JakwBr8kFcbgl6TCGPySVJj/D7isA/dJWITBAAAA\nAElFTkSuQmCC\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7fa3994079e8>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "rLkdbt9Z0Y-B",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "Run-length encoding (RLE) is a very simple form of lossless data compression in which runs of data (that is, sequences in which the same data value occurs in many consecutive data elements) are stored as a single data value and count, rather than as the original run. \n",
        "\n",
        "![alt text](https://sites.google.com/a/ruknuddin.com/inqilab-patel-magazine/_/rsrc/1525765922681/term-of-the-day/runlengthencoding/RunLengthEncoding.PNG)\n",
        "\n"
      ]
    },
    {
      "metadata": {
        "id": "J9piDHb420c-",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "#convert to image\n",
        "def rleToMask(rleString,height,width):\n",
        "    #width heigh\n",
        "    rows,cols = height,width\n",
        "    try:\n",
        "        #get numbers\n",
        "        rleNumbers = [int(numstring) for numstring in rleString.split(' ')]\n",
        "        #get pairs\n",
        "        rlePairs = np.array(rleNumbers).reshape(-1,2)\n",
        "        #create an image\n",
        "        img = np.zeros(rows*cols,dtype=np.uint8)\n",
        "        #for each pair\n",
        "        for index,length in rlePairs:\n",
        "            #get the pixel value \n",
        "            index -= 1\n",
        "            img[index:index+length] = 255\n",
        "        \n",
        "        \n",
        "        #reshape\n",
        "        img = img.reshape(cols,rows)\n",
        "        img = img.T\n",
        "    \n",
        "    #else return empty image\n",
        "    except:\n",
        "        img = np.zeros((cols,rows))\n",
        "    \n",
        "    return img"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "LtpKsYeN23ie",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "#for measuring how salty an image is\n",
        "def salt_proportion(imgArray):\n",
        "    try: \n",
        "        unique, counts = np.unique(imgArray, return_counts=True)\n",
        "        ## The total number of pixels is 101*101 = 10,201\n",
        "        return counts[1]/10201.\n",
        "    \n",
        "    except: \n",
        "        return 0.0"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "x0LPqHZF26vm",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "train_mask['mask'] = train_mask['rle_mask'].apply(lambda x: rleToMask(x, 101,101))\n",
        "train_mask['salt_proportion'] = train_mask['mask'].apply(lambda x: salt_proportion(x))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "aNGJ0Cwf3ET-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "2ca49c32-f957-4be3-8c27-8edf2196b9b6"
      },
      "cell_type": "code",
      "source": [
        "merged = train_mask.merge(depth, how = 'left')\n",
        "merged.head()"
      ],
      "execution_count": 70,
      "outputs": [
        {
          "output_type": "execute_result",
          "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</th>\n",
              "      <th>rle_mask</th>\n",
              "      <th>mask</th>\n",
              "      <th>salt_proportion</th>\n",
              "      <th>z</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>575d24d81d</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>843</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>a266a2a9df</td>\n",
              "      <td>5051 5151</td>\n",
              "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n",
              "      <td>0.504950</td>\n",
              "      <td>794</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>75efad62c1</td>\n",
              "      <td>9 93 109 94 210 94 310 95 411 95 511 96 612 96...</td>\n",
              "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n",
              "      <td>0.993334</td>\n",
              "      <td>468</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>34e51dba6a</td>\n",
              "      <td>48 54 149 54 251 53 353 52 455 51 557 50 659 4...</td>\n",
              "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n",
              "      <td>0.149201</td>\n",
              "      <td>727</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4875705fb0</td>\n",
              "      <td>1111 1 1212 1 1313 1 1414 1 1514 2 1615 2 1716...</td>\n",
              "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n",
              "      <td>0.042839</td>\n",
              "      <td>797</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "           id                                           rle_mask  \\\n",
              "0  575d24d81d                                                NaN   \n",
              "1  a266a2a9df                                          5051 5151   \n",
              "2  75efad62c1  9 93 109 94 210 94 310 95 411 95 511 96 612 96...   \n",
              "3  34e51dba6a  48 54 149 54 251 53 353 52 455 51 557 50 659 4...   \n",
              "4  4875705fb0  1111 1 1212 1 1313 1 1414 1 1514 2 1615 2 1716...   \n",
              "\n",
              "                                                mask  salt_proportion    z  \n",
              "0  [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...         0.000000  843  \n",
              "1  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...         0.504950  794  \n",
              "2  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...         0.993334  468  \n",
              "3  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...         0.149201  727  \n",
              "4  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...         0.042839  797  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 70
        }
      ]
    },
    {
      "metadata": {
        "id": "dXDXssow3Jh2",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 406
        },
        "outputId": "a1b64e1b-9208-43c5-a1e7-98e0b28a8a3b"
      },
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (12, 6))\n",
        "plt.scatter(merged['salt_proportion'], merged['z'])\n",
        "plt.title('Proportion of salt v. depth')"
      ],
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5,1,'Proportion of salt v. depth')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 71
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAskAAAF0CAYAAADRiaTbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7fa399983630>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "-jZ8PBlF3L_u",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "14192487-54e2-4cd5-bfdf-eb87c8fd82ac"
      },
      "cell_type": "code",
      "source": [
        "print(\"Correlation: \", np.corrcoef(merged['salt_proportion'], merged['z'])[0, 1])\n"
      ],
      "execution_count": 72,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Correlation:  0.10361580365557428\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "P-kAY13X73uE",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "#### U-Nets\n",
        "\n",
        "- This looks like a computer vision problem!\n",
        "- What outperforms everything else when it comes to computer vision most of the time? (hint deep learning)\n",
        "- Specifically, deep convolutional neural networks.\n",
        "- AlexNet\n",
        "- VGG-16, VGG-19;\n",
        "- Inception Nets;\n",
        "- ResNet;\n",
        "- Squeeze Net \n",
        "\n",
        "![alt text](https://pics.spark-in.me/upload/388373c74ab710cc4c429538d4779a93.png)\n",
        "![alt text](https://pics.spark-in.me/upload/8b468c6dd60a499e6cdde0af803cb96f.png)\n",
        "\n",
        "#### Why not use one of these, why use a U-Net?\n",
        "\n",
        "- U-NET is considered one of standard architectures for image classification tasks, when we need not only to segment the whole image by its class, but also to segment areas of image by class, i.e. produce a mask that will separate image into several classes.\n",
        "-its architecture is input image size agnostic since it does not contain fully connected layers \n",
        "- Because of many layers takes significant amount of time to train;\n",
        "- U-Net is designed like an auto-encoder. \n",
        "- It has an encoding path (“contracting”) paired with a decoding path (“expanding”) which gives it the “U” shape.  \n",
        "- However, in contrast to the autoencoder, U-Net predicts a pixelwise segmentation map of the input image rather than classifying the input image as a whole. \n",
        "- For each pixel in the original image, it asks the question: “To which class does this pixel belong?\n",
        "- This flexibility allows U-Net to predict different parts of the seismic image (salt, not salt) simultaneously.\n",
        "- U-Net passes the feature maps from each level of the contracting path over to the analogous level in the expanding path.  \n",
        "- These are similar to residual connections in a ResNet type model, and allow the classifier to consider features at various scales and complexities to make its decision.\n",
        "\n",
        "#### What does a U-Net look like?\n",
        "\n",
        "![alt text](https://cdn-images-1.medium.com/max/800/1*dKPBgCdJx6zj3MpED3lcNA.png)\n",
        "![alt text](https://pics.spark-in.me/upload/cb8197bb7e57317eda88f921dfc1c413.png)\n",
        "\n",
        "its high to low res, then low res to high res\n",
        "\n",
        "- The first part (encoder) is where we apply convolutional blocks followed by a maxpool downsampling to encode the input image into feature representations at multiple different levels.\n",
        "\n",
        "convolutions→ downsampling.\n",
        "\n",
        "Example\n",
        "\n",
        "```\n",
        "# a sample down block\n",
        "def make_conv_bn_relu(in_channels, out_channels, kernel_size=3, stride=1, padding=1):\n",
        "    return [\n",
        "        nn.Conv2d(in_channels, out_channels, kernel_size=kernel_size,  stride=stride, padding=padding, bias=False),\n",
        "        nn.BatchNorm2d(out_channels),\n",
        "        nn.ReLU(inplace=True)\n",
        "    ]\n",
        "self.down1 = nn.Sequential(\n",
        "    *make_conv_bn_relu(in_channels, 64, kernel_size=3, stride=1, padding=1 ),\n",
        "    *make_conv_bn_relu(64, 64, kernel_size=3, stride=1, padding=1 ),\n",
        ")\n",
        "\n",
        "# convolutions followed by a maxpool\n",
        "down1 = self.down1(x)\n",
        "out1   = F.max_pool2d(down1, kernel_size=2, stride=2)\n",
        "\n",
        "```\n",
        "\n",
        "- The  second part (decoder) of the network consists of upsample and concatenation followed by regular convolution operations\n",
        "\n",
        "upsampling → concatenation →convolutions.\n",
        "\n",
        "```\n",
        "# a sample up block\n",
        "def make_conv_bn_relu(in_channels, out_channels, kernel_size=3, stride=1, padding=1):\n",
        "    return [\n",
        "        nn.Conv2d(in_channels, out_channels, kernel_size=kernel_size,  stride=stride, padding=padding, bias=False),\n",
        "        nn.BatchNorm2d(out_channels),\n",
        "        nn.ReLU(inplace=True)\n",
        "    ]\n",
        "self.up4 = nn.Sequential(\n",
        "    *make_conv_bn_relu(128,64, kernel_size=3, stride=1, padding=1 ),\n",
        "    *make_conv_bn_relu(64,64, kernel_size=3, stride=1, padding=1 )\n",
        ")\n",
        "self.final_conv = nn.Conv2d(32, num_classes, kernel_size=1, stride=1, padding=0 )\n",
        "\n",
        "# upsample out_last, concatenate with down1 and apply conv operations\n",
        "out   = F.upsample(out_last, scale_factor=2, mode='bilinear')  \n",
        "out   = torch.cat([down1, out], 1)\n",
        "out   = self.up4(out)\n",
        "\n",
        "# final 1x1 conv for predictions\n",
        "final_out = self.final_conv(out)\n",
        "```\n",
        "\n",
        "\n"
      ]
    },
    {
      "metadata": {
        "id": "YC3C7MPmDWoH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "bc04ef92-8c24-4781-9879-f851600fb6d0"
      },
      "cell_type": "code",
      "source": [
        "from keras.models import Model, load_model\n",
        "from keras.layers import Input\n",
        "from keras.layers.core import Lambda, RepeatVector, Reshape\n",
        "from keras.layers.convolutional import Conv2D, Conv2DTranspose\n",
        "from keras.layers.pooling import MaxPooling2D\n",
        "from keras.layers.merge import concatenate\n",
        "from keras.callbacks import EarlyStopping, ModelCheckpoint, ReduceLROnPlateau\n",
        "from keras import backend as K"
      ],
      "execution_count": 86,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Using TensorFlow backend.\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "metadata": {
        "id": "i5HPnK47DdaP",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "im_width = 128\n",
        "im_height = 128\n",
        "border = 5\n",
        "im_chan = 2 # Number of channels: first is original and second cumsum(axis=0)\n",
        "n_features = 1 # Number of extra features, like depth\n",
        "#path_train = '../input/train/'\n",
        "#path_test = '../input/test/'"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "kusRnaQF6Sj3",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1445
        },
        "outputId": "4b7f389a-ea7b-466d-9482-49e7030b9cb6"
      },
      "cell_type": "code",
      "source": [
        "# Build U-Net model\n",
        "input_img = Input((im_height, im_width, im_chan), name='img')\n",
        "input_features = Input((n_features, ), name='feat')\n",
        "\n",
        "c1 = Conv2D(8, (3, 3), activation='relu', padding='same') (input_img)\n",
        "c1 = Conv2D(8, (3, 3), activation='relu', padding='same') (c1)\n",
        "p1 = MaxPooling2D((2, 2)) (c1)\n",
        "\n",
        "c2 = Conv2D(16, (3, 3), activation='relu', padding='same') (p1)\n",
        "c2 = Conv2D(16, (3, 3), activation='relu', padding='same') (c2)\n",
        "p2 = MaxPooling2D((2, 2)) (c2)\n",
        "\n",
        "c3 = Conv2D(32, (3, 3), activation='relu', padding='same') (p2)\n",
        "c3 = Conv2D(32, (3, 3), activation='relu', padding='same') (c3)\n",
        "p3 = MaxPooling2D((2, 2)) (c3)\n",
        "\n",
        "c4 = Conv2D(64, (3, 3), activation='relu', padding='same') (p3)\n",
        "c4 = Conv2D(64, (3, 3), activation='relu', padding='same') (c4)\n",
        "p4 = MaxPooling2D(pool_size=(2, 2)) (c4)\n",
        "\n",
        "# Join features information in the depthest layer\n",
        "f_repeat = RepeatVector(8*8)(input_features)\n",
        "f_conv = Reshape((8, 8, n_features))(f_repeat)\n",
        "p4_feat = concatenate([p4, f_conv], -1)\n",
        "\n",
        "c5 = Conv2D(128, (3, 3), activation='relu', padding='same') (p4_feat)\n",
        "c5 = Conv2D(128, (3, 3), activation='relu', padding='same') (c5)\n",
        "\n",
        "u6 = Conv2DTranspose(64, (2, 2), strides=(2, 2), padding='same') (c5)\n",
        "#check out this skip connection thooooo\n",
        "u6 = concatenate([u6, c4])\n",
        "c6 = Conv2D(64, (3, 3), activation='relu', padding='same') (u6)\n",
        "c6 = Conv2D(64, (3, 3), activation='relu', padding='same') (c6)\n",
        "\n",
        "u7 = Conv2DTranspose(32, (2, 2), strides=(2, 2), padding='same') (c6)\n",
        "u7 = concatenate([u7, c3])\n",
        "c7 = Conv2D(32, (3, 3), activation='relu', padding='same') (u7)\n",
        "c7 = Conv2D(32, (3, 3), activation='relu', padding='same') (c7)\n",
        "\n",
        "u8 = Conv2DTranspose(16, (2, 2), strides=(2, 2), padding='same') (c7)\n",
        "u8 = concatenate([u8, c2])\n",
        "c8 = Conv2D(16, (3, 3), activation='relu', padding='same') (u8)\n",
        "c8 = Conv2D(16, (3, 3), activation='relu', padding='same') (c8)\n",
        "\n",
        "u9 = Conv2DTranspose(8, (2, 2), strides=(2, 2), padding='same') (c8)\n",
        "u9 = concatenate([u9, c1], axis=3)\n",
        "c9 = Conv2D(8, (3, 3), activation='relu', padding='same') (u9)\n",
        "c9 = Conv2D(8, (3, 3), activation='relu', padding='same') (c9)\n",
        "\n",
        "outputs = Conv2D(1, (1, 1), activation='sigmoid') (c9)\n",
        "\n",
        "model = Model(inputs=[input_img, input_features], outputs=[outputs])\n",
        "model.compile(optimizer='adam', loss='binary_crossentropy') #, metrics=[mean_iou]) # The mean_iou metrics seens to leak train and test values...\n",
        "model.summary()"
      ],
      "execution_count": 89,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "__________________________________________________________________________________________________\n",
            "Layer (type)                    Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            "img (InputLayer)                (None, 128, 128, 2)  0                                            \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_1 (Conv2D)               (None, 128, 128, 8)  152         img[0][0]                        \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_2 (Conv2D)               (None, 128, 128, 8)  584         conv2d_1[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "max_pooling2d_1 (MaxPooling2D)  (None, 64, 64, 8)    0           conv2d_2[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_3 (Conv2D)               (None, 64, 64, 16)   1168        max_pooling2d_1[0][0]            \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_4 (Conv2D)               (None, 64, 64, 16)   2320        conv2d_3[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "max_pooling2d_2 (MaxPooling2D)  (None, 32, 32, 16)   0           conv2d_4[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_5 (Conv2D)               (None, 32, 32, 32)   4640        max_pooling2d_2[0][0]            \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_6 (Conv2D)               (None, 32, 32, 32)   9248        conv2d_5[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "max_pooling2d_3 (MaxPooling2D)  (None, 16, 16, 32)   0           conv2d_6[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_7 (Conv2D)               (None, 16, 16, 64)   18496       max_pooling2d_3[0][0]            \n",
            "__________________________________________________________________________________________________\n",
            "feat (InputLayer)               (None, 1)            0                                            \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_8 (Conv2D)               (None, 16, 16, 64)   36928       conv2d_7[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "repeat_vector_1 (RepeatVector)  (None, 64, 1)        0           feat[0][0]                       \n",
            "__________________________________________________________________________________________________\n",
            "max_pooling2d_4 (MaxPooling2D)  (None, 8, 8, 64)     0           conv2d_8[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "reshape_1 (Reshape)             (None, 8, 8, 1)      0           repeat_vector_1[0][0]            \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_1 (Concatenate)     (None, 8, 8, 65)     0           max_pooling2d_4[0][0]            \n",
            "                                                                 reshape_1[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_9 (Conv2D)               (None, 8, 8, 128)    75008       concatenate_1[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_10 (Conv2D)              (None, 8, 8, 128)    147584      conv2d_9[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_transpose_1 (Conv2DTrans (None, 16, 16, 64)   32832       conv2d_10[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_2 (Concatenate)     (None, 16, 16, 128)  0           conv2d_transpose_1[0][0]         \n",
            "                                                                 conv2d_8[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_11 (Conv2D)              (None, 16, 16, 64)   73792       concatenate_2[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_12 (Conv2D)              (None, 16, 16, 64)   36928       conv2d_11[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_transpose_2 (Conv2DTrans (None, 32, 32, 32)   8224        conv2d_12[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_3 (Concatenate)     (None, 32, 32, 64)   0           conv2d_transpose_2[0][0]         \n",
            "                                                                 conv2d_6[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_13 (Conv2D)              (None, 32, 32, 32)   18464       concatenate_3[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_14 (Conv2D)              (None, 32, 32, 32)   9248        conv2d_13[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_transpose_3 (Conv2DTrans (None, 64, 64, 16)   2064        conv2d_14[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_4 (Concatenate)     (None, 64, 64, 32)   0           conv2d_transpose_3[0][0]         \n",
            "                                                                 conv2d_4[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_15 (Conv2D)              (None, 64, 64, 16)   4624        concatenate_4[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_16 (Conv2D)              (None, 64, 64, 16)   2320        conv2d_15[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_transpose_4 (Conv2DTrans (None, 128, 128, 8)  520         conv2d_16[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_5 (Concatenate)     (None, 128, 128, 16) 0           conv2d_transpose_4[0][0]         \n",
            "                                                                 conv2d_2[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_17 (Conv2D)              (None, 128, 128, 8)  1160        concatenate_5[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_18 (Conv2D)              (None, 128, 128, 8)  584         conv2d_17[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_19 (Conv2D)              (None, 128, 128, 1)  9           conv2d_18[0][0]                  \n",
            "==================================================================================================\n",
            "Total params: 486,897\n",
            "Trainable params: 486,897\n",
            "Non-trainable params: 0\n",
            "__________________________________________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "WxuKipDiEbZP",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 632
        },
        "outputId": "220d733d-e4a1-445e-d937-9eace26f3d6c"
      },
      "cell_type": "code",
      "source": [
        "!pip install ipywidgets\n"
      ],
      "execution_count": 103,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: ipywidgets in /usr/local/lib/python3.6/dist-packages (7.4.1)\n",
            "Requirement already satisfied: ipykernel>=4.5.1 in /usr/local/lib/python3.6/dist-packages (from ipywidgets) (4.6.1)\n",
            "Requirement already satisfied: nbformat>=4.2.0 in /usr/local/lib/python3.6/dist-packages (from ipywidgets) (4.4.0)\n",
            "Requirement already satisfied: widgetsnbextension~=3.4.0 in /usr/local/lib/python3.6/dist-packages (from ipywidgets) (3.4.1)\n",
            "Requirement already satisfied: traitlets>=4.3.1 in /usr/local/lib/python3.6/dist-packages (from ipywidgets) (4.3.2)\n",
            "Requirement already satisfied: ipython>=4.0.0; python_version >= \"3.3\" in /usr/local/lib/python3.6/dist-packages (from ipywidgets) (5.5.0)\n",
            "Requirement already satisfied: jupyter-client in /usr/local/lib/python3.6/dist-packages (from ipykernel>=4.5.1->ipywidgets) (5.2.3)\n",
            "Requirement already satisfied: tornado>=4.0 in /usr/local/lib/python3.6/dist-packages (from ipykernel>=4.5.1->ipywidgets) (4.5.3)\n",
            "Requirement already satisfied: jsonschema!=2.5.0,>=2.4 in /usr/local/lib/python3.6/dist-packages (from nbformat>=4.2.0->ipywidgets) (2.6.0)\n",
            "Requirement already satisfied: jupyter-core in /usr/local/lib/python3.6/dist-packages (from nbformat>=4.2.0->ipywidgets) (4.4.0)\n",
            "Requirement already satisfied: ipython-genutils in /usr/local/lib/python3.6/dist-packages (from nbformat>=4.2.0->ipywidgets) (0.2.0)\n",
            "Requirement already satisfied: notebook>=4.4.1 in /usr/local/lib/python3.6/dist-packages (from widgetsnbextension~=3.4.0->ipywidgets) (5.2.2)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from traitlets>=4.3.1->ipywidgets) (1.11.0)\n",
            "Requirement already satisfied: decorator in /usr/local/lib/python3.6/dist-packages (from traitlets>=4.3.1->ipywidgets) (4.3.0)\n",
            "Requirement already satisfied: simplegeneric>0.8 in /usr/local/lib/python3.6/dist-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (0.8.1)\n",
            "Requirement already satisfied: pygments in /usr/local/lib/python3.6/dist-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (2.1.3)\n",
            "Requirement already satisfied: setuptools>=18.5 in /usr/local/lib/python3.6/dist-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (39.1.0)\n",
            "Requirement already satisfied: pexpect; sys_platform != \"win32\" in /usr/local/lib/python3.6/dist-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (4.6.0)\n",
            "Requirement already satisfied: prompt-toolkit<2.0.0,>=1.0.4 in /usr/local/lib/python3.6/dist-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (1.0.15)\n",
            "Requirement already satisfied: pickleshare in /usr/local/lib/python3.6/dist-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (0.7.4)\n",
            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.6/dist-packages (from jupyter-client->ipykernel>=4.5.1->ipywidgets) (2.5.3)\n",
            "Requirement already satisfied: pyzmq>=13 in /usr/local/lib/python3.6/dist-packages (from jupyter-client->ipykernel>=4.5.1->ipywidgets) (16.0.4)\n",
            "Requirement already satisfied: nbconvert in /usr/local/lib/python3.6/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.4.0->ipywidgets) (5.3.1)\n",
            "Requirement already satisfied: terminado>=0.3.3; sys_platform != \"win32\" in /usr/local/lib/python3.6/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.4.0->ipywidgets) (0.8.1)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.6/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.4.0->ipywidgets) (2.10)\n",
            "Requirement already satisfied: ptyprocess>=0.5 in /usr/local/lib/python3.6/dist-packages (from pexpect; sys_platform != \"win32\"->ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (0.6.0)\n",
            "Requirement already satisfied: wcwidth in /usr/local/lib/python3.6/dist-packages (from prompt-toolkit<2.0.0,>=1.0.4->ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (0.1.7)\n",
            "Requirement already satisfied: entrypoints>=0.2.2 in /usr/local/lib/python3.6/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.4.0->ipywidgets) (0.2.3)\n",
            "Requirement already satisfied: mistune>=0.7.4 in /usr/local/lib/python3.6/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.4.0->ipywidgets) (0.8.3)\n",
            "Requirement already satisfied: testpath in /usr/local/lib/python3.6/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.4.0->ipywidgets) (0.3.1)\n",
            "Requirement already satisfied: pandocfilters>=1.4.1 in /usr/local/lib/python3.6/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.4.0->ipywidgets) (1.4.2)\n",
            "Requirement already satisfied: bleach in /usr/local/lib/python3.6/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.4.0->ipywidgets) (2.1.4)\n",
            "Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.6/dist-packages (from jinja2->notebook>=4.4.1->widgetsnbextension~=3.4.0->ipywidgets) (1.0)\n",
            "Requirement already satisfied: html5lib!=1.0b1,!=1.0b2,!=1.0b3,!=1.0b4,!=1.0b5,!=1.0b6,!=1.0b7,!=1.0b8,>=0.99999999pre in /usr/local/lib/python3.6/dist-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.4.0->ipywidgets) (1.0.1)\n",
            "Requirement already satisfied: webencodings in /usr/local/lib/python3.6/dist-packages (from html5lib!=1.0b1,!=1.0b2,!=1.0b3,!=1.0b4,!=1.0b5,!=1.0b6,!=1.0b7,!=1.0b8,>=0.99999999pre->bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.4.0->ipywidgets) (0.5.1)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "Co8wbV9wDpEX",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        },
        "outputId": "4662dfbf-4c64-4eaa-aea2-e0f9c28d4290"
      },
      "cell_type": "code",
      "source": [
        "import sys\n",
        "from tqdm import tqdm\n",
        "from keras.preprocessing.image import ImageDataGenerator, array_to_img, img_to_array, load_img\n",
        "from skimage.transform import resize\n",
        "\n",
        "\n",
        "train_ids = next(os.walk(train_path+\"images\"))[2]\n",
        "\n",
        "\n",
        "# Get and resize train images and masks\n",
        "X = np.zeros((len(train_ids), im_height, im_width, im_chan), dtype=np.float32)\n",
        "y = np.zeros((len(train_ids), im_height, im_width, 1), dtype=np.float32)\n",
        "X_feat = np.zeros((len(train_ids), n_features), dtype=np.float32)\n",
        "print('Getting and resizing train images and masks ... ')\n",
        "sys.stdout.flush()\n",
        "for n, id_ in tqdm(enumerate(train_ids), total=len(train_ids)):\n",
        "    path = train_path\n",
        "    \n",
        "    # Depth\n",
        "    #X_feat[n] = depth.loc[id_.replace('.png', ''), 'z']\n",
        "    \n",
        "    # Load X\n",
        "    img = load_img(path + '/images/' + id_, grayscale=True)\n",
        "    x_img = img_to_array(img)\n",
        "    x_img = resize(x_img, (128, 128, 1), mode='constant', preserve_range=True)\n",
        "    \n",
        "    # Create cumsum x\n",
        "    x_center_mean = x_img[border:-border, border:-border].mean()\n",
        "    x_csum = (np.float32(x_img)-x_center_mean).cumsum(axis=0)\n",
        "    x_csum -= x_csum[border:-border, border:-border].mean()\n",
        "    x_csum /= max(1e-3, x_csum[border:-border, border:-border].std())\n",
        "\n",
        "    # Load Y\n",
        "    mask = img_to_array(load_img(path + '/masks/' + id_, grayscale=True))\n",
        "    mask = resize(mask, (128, 128, 1), mode='constant', preserve_range=True)\n",
        "\n",
        "    # Save images\n",
        "    X[n, ..., 0] = x_img.squeeze() / 255\n",
        "    X[n, ..., 1] = x_csum.squeeze()\n",
        "    y[n] = mask / 255\n",
        "\n",
        "print('Done!')"
      ],
      "execution_count": 119,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Getting and resizing train images and masks ... \n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 4000/4000 [00:18<00:00, 214.18it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Done!\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "metadata": {
        "id": "K6Kj_YzKKIsn",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "X_train, X_valid, X_feat_train, X_feat_valid, y_train, y_valid = train_test_split(X, X_feat, y, test_size=0.15, random_state=42)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "aH2z9T-KKOsn",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1407
        },
        "outputId": "96e182b7-a887-4868-bb35-b70ec0af1246"
      },
      "cell_type": "code",
      "source": [
        "callbacks = [\n",
        "    EarlyStopping(patience=5, verbose=1),\n",
        "    ReduceLROnPlateau(patience=3, verbose=1),\n",
        "    ModelCheckpoint('model-tgs-salt-1.h5', verbose=1, save_best_only=True, save_weights_only=True)\n",
        "]\n",
        "\n",
        "results = model.fit({'img': X_train, 'feat': X_feat_train}, y_train, batch_size=16, epochs=50, callbacks=callbacks,\n",
        "                    validation_data=({'img': X_valid, 'feat': X_feat_valid}, y_valid))"
      ],
      "execution_count": 122,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Train on 3400 samples, validate on 600 samples\n",
            "Epoch 1/50\n",
            "3400/3400 [==============================] - 277s 81ms/step - loss: 0.5711 - val_loss: 0.5222\n",
            "\n",
            "Epoch 00001: val_loss improved from inf to 0.52223, saving model to model-tgs-salt-1.h5\n",
            "Epoch 2/50\n",
            "1760/3400 [==============>...............] - ETA: 2:05 - loss: 0.4954"
          ],
          "name": "stdout"
        },
        {
          "output_type": "error",
          "ename": "KeyboardInterrupt",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-122-1f48fa639e84>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m results = model.fit({'img': X_train, 'feat': X_feat_train}, y_train, batch_size=16, epochs=50, callbacks=callbacks,\n\u001b[0;32m----> 8\u001b[0;31m                     validation_data=({'img': X_valid, 'feat': X_feat_valid}, y_valid))\n\u001b[0m",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/keras/engine/training.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, **kwargs)\u001b[0m\n\u001b[1;32m   1703\u001b[0m                               \u001b[0minitial_epoch\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minitial_epoch\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1704\u001b[0m                               \u001b[0msteps_per_epoch\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msteps_per_epoch\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1705\u001b[0;31m                               validation_steps=validation_steps)\n\u001b[0m\u001b[1;32m   1706\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1707\u001b[0m     def evaluate(self, x=None, y=None,\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/keras/engine/training.py\u001b[0m in \u001b[0;36m_fit_loop\u001b[0;34m(self, f, ins, out_labels, batch_size, epochs, verbose, callbacks, val_f, val_ins, shuffle, callback_metrics, initial_epoch, steps_per_epoch, validation_steps)\u001b[0m\n\u001b[1;32m   1234\u001b[0m                         \u001b[0mins_batch\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mins_batch\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtoarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1235\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1236\u001b[0;31m                     \u001b[0mouts\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mins_batch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1237\u001b[0m                     \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mouts\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1238\u001b[0m                         \u001b[0mouts\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mouts\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, inputs)\u001b[0m\n\u001b[1;32m   2480\u001b[0m         \u001b[0msession\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_session\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2481\u001b[0m         updated = session.run(fetches=fetches, feed_dict=feed_dict,\n\u001b[0;32m-> 2482\u001b[0;31m                               **self.session_kwargs)\n\u001b[0m\u001b[1;32m   2483\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mupdated\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moutputs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2484\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(self, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m    875\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    876\u001b[0m       result = self._run(None, fetches, feed_dict, options_ptr,\n\u001b[0;32m--> 877\u001b[0;31m                          run_metadata_ptr)\n\u001b[0m\u001b[1;32m    878\u001b[0m       \u001b[0;32mif\u001b[0m \u001b[0mrun_metadata\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    879\u001b[0m         \u001b[0mproto_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf_session\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTF_GetBuffer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrun_metadata_ptr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_run\u001b[0;34m(self, handle, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m   1098\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mfinal_fetches\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mfinal_targets\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mhandle\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mfeed_dict_tensor\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1099\u001b[0m       results = self._do_run(handle, final_targets, final_fetches,\n\u001b[0;32m-> 1100\u001b[0;31m                              feed_dict_tensor, options, run_metadata)\n\u001b[0m\u001b[1;32m   1101\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1102\u001b[0m       \u001b[0mresults\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[0;32m/usr/local/lib/python3.6/dist-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_do_run\u001b[0;34m(self, handle, target_list, fetch_list, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m   1270\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mhandle\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1271\u001b[0m       return self._do_call(_run_fn, feeds, fetches, targets, options,\n\u001b[0;32m-> 1272\u001b[0;31m                            run_metadata)\n\u001b[0m\u001b[1;32m   1273\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1274\u001b[0m       \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_do_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_prun_fn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhandle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeeds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetches\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_do_call\u001b[0;34m(self, fn, *args)\u001b[0m\n\u001b[1;32m   1276\u001b[0m   \u001b[0;32mdef\u001b[0m \u001b[0m_do_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1277\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1278\u001b[0;31m       \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1279\u001b[0m     \u001b[0;32mexcept\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mOpError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1280\u001b[0m       \u001b[0mmessage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcompat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mas_text\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmessage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_run_fn\u001b[0;34m(feed_dict, fetch_list, target_list, options, run_metadata)\u001b[0m\n\u001b[1;32m   1261\u001b[0m       \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_extend_graph\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1262\u001b[0m       return self._call_tf_sessionrun(\n\u001b[0;32m-> 1263\u001b[0;31m           options, feed_dict, fetch_list, target_list, run_metadata)\n\u001b[0m\u001b[1;32m   1264\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1265\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_prun_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhandle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_call_tf_sessionrun\u001b[0;34m(self, options, feed_dict, fetch_list, target_list, run_metadata)\u001b[0m\n\u001b[1;32m   1348\u001b[0m     return tf_session.TF_SessionRun_wrapper(\n\u001b[1;32m   1349\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_session\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moptions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_list\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1350\u001b[0;31m         run_metadata)\n\u001b[0m\u001b[1;32m   1351\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1352\u001b[0m   \u001b[0;32mdef\u001b[0m \u001b[0m_call_tf_sessionprun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhandle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
          ]
        }
      ]
    }
  ]
}