segmentation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "view-in-github"
   },
   "source": [
    "<a href=\"https://colab.research.google.com/github/qzlinqian/6_869_project_med_seg/blob/main/segmentation.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "5EIFwPD9dK02"
   },
   "source": [
    "# 0. Load data and basic setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "WZnyzh1HdJsv"
   },
   "outputs": [],
   "source": [
    "use_gdrive = True  # want to use data in my google drive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "6HXa0biOdhOy",
    "outputId": "5df0f018-cbed-402f-ea42-6c93c8210422"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mounted at /content/drive\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from tqdm import tqdm\n",
    "\n",
    "if use_gdrive:\n",
    "  from google.colab import drive\n",
    "  drive.mount('/content/drive', force_remount=True)\n",
    "\n",
    "  data_dir = \"/content/drive/MyDrive/data\"\n",
    "else:\n",
    "  data_dir = \"./data\"\n",
    "\n",
    "datasets_dir = data_dir + '/Task03_Liver'\n",
    "\n",
    "os.makedirs(datasets_dir, exist_ok=True)\n",
    "\n",
    "training_imgs_dir = datasets_dir + '/imagesTr'\n",
    "training_labels_dir = datasets_dir + '/labelsTr'\n",
    "test_imgs_dir = datasets_dir + '/imagesTs'\n",
    "two_d_imgs_dir = datasets_dir + '/2d_data/images/'\n",
    "two_d_labels_dir = datasets_dir + '/2d_data/labels/'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "SKhXrtzn8VUu"
   },
   "outputs": [],
   "source": [
    "import nibabel as nib  # to read .nii.gz files\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "PZEWs-qT0ONM"
   },
   "source": [
    "### To clone from repo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "ReimNrUbYofc"
   },
   "outputs": [],
   "source": [
    "username = 'qzlinqian'\n",
    "repository = '6_869_project_med_seg'\n",
    "git_token =  ''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "RDtwWHdQZK05",
    "outputId": "14e247d8-83b4-4d3d-f175-cffda3f3a444"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cloning into 'temp'...\n",
      "remote: Enumerating objects: 73, done.\u001b[K\n",
      "remote: Counting objects: 100% (3/3), done.\u001b[K\n",
      "remote: Compressing objects: 100% (3/3), done.\u001b[K\n",
      "remote: Total 73 (delta 0), reused 3 (delta 0), pack-reused 70\u001b[K\n",
      "Unpacking objects: 100% (73/73), done.\n"
     ]
    }
   ],
   "source": [
    "!git clone https://{git_token}@github.com/{username}/{repository} temp\n",
    "%cp -r temp/* .\n",
    "%rm -rf temp\n",
    "%rm segmentation.ipynb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "LNKsnZ6rVQYW"
   },
   "source": [
    "# 1. Initialize a new model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "2LskMUNeWFTj",
    "outputId": "e0e3e2b8-51e5-4289-b1f1-94392527bb57"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using the GPU!\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "import numpy as np\n",
    "import torchvision\n",
    "from torchvision import datasets, models, transforms\n",
    "import time\n",
    "import copy\n",
    "import PIL \n",
    "  \n",
    "# Detect if we have a GPU available\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "if torch.cuda.is_available():\n",
    "    print(\"Using the GPU!\")\n",
    "else:\n",
    "    print(\"WARNING: Could not find GPU! Using CPU only\")\n",
    "    print(\"You may want to try to use the GPU in Google Colab by clicking in:\")\n",
    "    print(\"Runtime > Change Runtime type > Hardware accelerator > GPU.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "wbYGA7Jy1MiH"
   },
   "outputs": [],
   "source": [
    "# import the necessary packages\n",
    "from torch.nn import BCEWithLogitsLoss\n",
    "from torch.optim import Adam\n",
    "from torch.utils.data import DataLoader\n",
    "from sklearn.model_selection import train_test_split\n",
    "from torchvision import transforms\n",
    "from imutils import paths"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "s9E-4xbX0YH8"
   },
   "source": [
    "### Define parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "yp0HPTfIsZXg"
   },
   "outputs": [],
   "source": [
    "image_width = 512\n",
    "image_height = 512\n",
    "threshold = 0.5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "U1LfthTHzdZZ"
   },
   "source": [
    "### Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "hbiayEAkxLLe"
   },
   "outputs": [],
   "source": [
    "from torch.utils.data import Dataset\n",
    "import cv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "id": "kVn8dZF72c14"
   },
   "outputs": [],
   "source": [
    "class TwoDimImageDataset(Dataset):\n",
    "  def __init__(self, indices, tr_image_path, tr_label_path, transforms=None):\n",
    "\t\t# store the image and label filepaths\n",
    "    self.indices = indices\n",
    "    self.tr_image_path = tr_image_path\n",
    "    self.tr_label_path = tr_label_path\n",
    "    self.transforms = transforms\n",
    "\n",
    "  def __len__(self):\n",
    "    return len(self.indices)\n",
    "\n",
    "  def __getitem__(self, idx):\n",
    "    data_index = self.indices[idx]\n",
    "    image = torch.from_numpy(np.load(self.tr_image_path + str(data_index) + '.npy')).float()\n",
    "    label = torch.from_numpy(np.load(self.tr_label_path + str(data_index) + '.npy')).long()[1,:,:].squeeze()\n",
    "    return {'image': image, 'label': label}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "fpZRTezxza5S"
   },
   "outputs": [],
   "source": [
    "class Block(nn.Module):\n",
    "  def __init__(self, inChannels, outChannels):\n",
    "    super().__init__()\n",
    "    # store the convolution and RELU layers\n",
    "    self.conv1 = nn.Conv2d(inChannels, outChannels, 3)\n",
    "    self.batch1 = nn.BatchNorm2d(outChannels)\n",
    "    self.relu = nn.ReLU(inplace=True)\n",
    "    self.conv2 = nn.Conv2d(outChannels, outChannels, 3)\n",
    "    self.batch1 = nn.BatchNorm2d(outChannels)\n",
    "    self.relu = nn.ReLU(inplace=True)\n",
    "  def forward(self, x):\n",
    "    # apply CONV => RELU => CONV block to the inputs and return it\n",
    "    x = self.conv1(x)\n",
    "    x = self.batch1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    x = self.batch1(x)\n",
    "    x = self.relu(x)\n",
    "    return x\n",
    "\n",
    "class Encoder(nn.Module):\n",
    "  def __init__(self, channels=(1, 16, 32, 64)):\n",
    "    super().__init__()\n",
    "    # store the encoder blocks and maxpooling layer\n",
    "    self.encBlocks = nn.ModuleList(\n",
    "      [Block(channels[i], channels[i + 1])\n",
    "        for i in range(len(channels) - 1)])\n",
    "    self.pool = nn.MaxPool2d(2)\n",
    "  def forward(self, x):\n",
    "    # initialize an empty list to store the intermediate outputs\n",
    "    blockOutputs = []\n",
    "    # loop through the encoder blocks\n",
    "    for block in self.encBlocks:\n",
    "      # pass the inputs through the current encoder block, store\n",
    "      # the outputs, and then apply maxpooling on the output\n",
    "      x = block(x)\n",
    "      blockOutputs.append(x)\n",
    "      x = self.pool(x)\n",
    "    # return the list containing the intermediate outputs\n",
    "    return blockOutputs\n",
    "\n",
    "class Decoder(nn.Module):\n",
    "  def __init__(self, channels=(64, 32, 16, 4)):\n",
    "    super().__init__()\n",
    "    # initialize the number of channels, upsampler blocks, and\n",
    "    # decoder blocks\n",
    "    self.channels = channels\n",
    "    self.upconvs = nn.ModuleList(\n",
    "      [nn.ConvTranspose2d(channels[i], channels[i + 1], 2, 2)\n",
    "        for i in range(len(channels) - 1)])\n",
    "    self.dec_blocks = nn.ModuleList(\n",
    "      [Block(channels[i], channels[i + 1])\n",
    "        for i in range(len(channels) - 1)])\n",
    "  def forward(self, x, encFeatures):\n",
    "    # loop through the number of channels\n",
    "    for i in range(len(self.channels) - 1):\n",
    "      # pass the inputs through the upsampler blocks\n",
    "      x = self.upconvs[i](x)\n",
    "      # crop the current features from the encoder blocks,\n",
    "      # concatenate them with the current upsampled features,\n",
    "      # and pass the concatenated output through the current\n",
    "      # decoder block\n",
    "      encFeat = self.crop(encFeatures[i], x)\n",
    "      x = torch.cat([x, encFeat], dim=1)\n",
    "      x = self.dec_blocks[i](x)\n",
    "    # return the final decoder output\n",
    "    return x\n",
    "  def crop(self, encFeatures, x):\n",
    "    # grab the dimensions of the inputs, and crop the encoder\n",
    "    # features to match the dimensions\n",
    "    (_, _, H, W) = x.shape\n",
    "    encFeatures = transforms.CenterCrop([H, W])(encFeatures)\n",
    "    # return the cropped features\n",
    "    return encFeatures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "id": "6exwE2Wi0qJ-"
   },
   "outputs": [],
   "source": [
    "class UNet(nn.Module):\n",
    "  def __init__(self, encChannels=(3, 16, 32, 64),\n",
    "      decChannels=(64, 32, 16),\n",
    "      nbClasses=3, retainDim=True,\n",
    "      outSize=(image_width, image_height)):\n",
    "    super().__init__()\n",
    "    # initialize the encoder and decoder\n",
    "    self.encoder = Encoder(encChannels)\n",
    "    self.decoder = Decoder(decChannels)\n",
    "    # initialize the regression head and store the class variables\n",
    "    self.classifier = nn.Conv2d(decChannels[-1], nbClasses, 1)\n",
    "    self.softmax = nn.Softmax(dim=1)\n",
    "    self.retainDim = retainDim\n",
    "    self.outSize = outSize\n",
    "\n",
    "  def forward(self, x):\n",
    "    # grab the features from the encoder\n",
    "    encFeatures = self.encoder(x)\n",
    "    # pass the encoder features through decoder making sure that\n",
    "    # their dimensions are suited for concatenation\n",
    "    decFeatures = self.decoder(encFeatures[::-1][0],\n",
    "      encFeatures[::-1][1:])\n",
    "    # pass the decoder features through the regression head to\n",
    "    # obtain the segmentation mask\n",
    "    map = self.classifier(decFeatures)\n",
    "    # check to see if we are retaining the original output\n",
    "    # dimensions and if so, then resize the output to match them\n",
    "    if self.retainDim:\n",
    "      map = nn.functional.interpolate(map, self.outSize)\n",
    "    # return the segmentation map\n",
    "    return self.softmax(map)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AnNdIWwA1JQP"
   },
   "source": [
    "# 2. Training\n",
    "\n",
    "## 2.1 Data set preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "pbfebRJu1Ver",
    "outputId": "613877a7-4577-47fb-a641-be486c448eac"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] found 800 examples in the training set...\n",
      "[INFO] found 192 examples in the test set...\n"
     ]
    }
   ],
   "source": [
    "batch_size = 32\n",
    "# define transformations\n",
    "transforms_def = transforms.Compose([transforms.ToPILImage(),\n",
    "  transforms.Resize((image_width, image_height)),\n",
    "  transforms.ToTensor()])\n",
    "# create the train and test datasets\n",
    "indices = np.random.choice(range(2556), size=(992), replace=False)\n",
    "train_ds = TwoDimImageDataset(indices[:800], two_d_imgs_dir, two_d_labels_dir, transforms)\n",
    "test_ds = TwoDimImageDataset(indices[800:], two_d_imgs_dir, two_d_labels_dir, transforms)\n",
    "print(f\"[INFO] found {len(train_ds)} examples in the training set...\")\n",
    "print(f\"[INFO] found {len(test_ds)} examples in the test set...\")\n",
    "# create the training and test data loaders\n",
    "trainLoader = DataLoader(train_ds, shuffle=True,\n",
    "  batch_size=batch_size, pin_memory=True,\n",
    "  num_workers=os.cpu_count())\n",
    "testLoader = DataLoader(test_ds, shuffle=False,\n",
    "\tbatch_size=batch_size, pin_memory=True,\n",
    "\tnum_workers=os.cpu_count())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "mZTg2Bzr3kDc",
    "outputId": "187e3340-318b-49da-938d-ed87d5d06423"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 512, 512])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_ds[0]['image'].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 Initialize network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "yp6UCXU1jgHh",
    "outputId": "a1325190-b88c-4412-dc1b-9be970465f07"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using cache found in /root/.cache/torch/hub/mateuszbuda_brain-segmentation-pytorch_master\n"
     ]
    }
   ],
   "source": [
    "learning_rate = 1e-3\n",
    "# initialize our UNet model\n",
    "unet = torch.hub.load('mateuszbuda/brain-segmentation-pytorch', 'unet',\n",
    "    in_channels=3, out_channels=3, init_features=16, pretrained=False).to(device)\n",
    "# initialize loss function and optimizer\n",
    "opt = optim.Adam(unet.parameters(), lr=learning_rate)\n",
    "# calculate steps per epoch for training and test set\n",
    "train_steps = len(train_ds) // batch_size\n",
    "test_steps = len(test_ds) // batch_size\n",
    "# initialize a dictionary to store training history\n",
    "H = {\"train_loss\": [], \"test_loss\": []}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "id": "bnRe1Ntbww1b"
   },
   "outputs": [],
   "source": [
    "# define loss function\n",
    "weight = torch.tensor([1., 1., 2.]).to(device)\n",
    "loss_function = nn.CrossEntropyLoss(weight=weight)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 Train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "NeyvWtHu4A2g",
    "outputId": "b68a7910-75a2-43bf-d6a8-7acf4d7584e9"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] training the network...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 20%|██        | 1/5 [00:40<02:41, 40.38s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] EPOCH: 1/5\n",
      "Train loss: 0.588811, Test loss: 0.5894\n",
      "Train acc: 0.986323, Test acc: 0.9843\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 40%|████      | 2/5 [01:36<02:28, 49.40s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] EPOCH: 2/5\n",
      "Train loss: 0.584302, Test loss: 0.5868\n",
      "Train acc: 0.988152, Test acc: 0.9867\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 60%|██████    | 3/5 [03:12<02:21, 70.72s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] EPOCH: 3/5\n",
      "Train loss: 0.581552, Test loss: 0.5868\n",
      "Train acc: 0.988806, Test acc: 0.9838\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 80%|████████  | 4/5 [04:48<01:20, 80.91s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] EPOCH: 4/5\n",
      "Train loss: 0.578628, Test loss: 0.5808\n",
      "Train acc: 0.989884, Test acc: 0.9877\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 5/5 [06:27<00:00, 77.44s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] EPOCH: 5/5\n",
      "Train loss: 0.576343, Test loss: 0.5780\n",
      "Train acc: 0.990289, Test acc: 0.9883\n",
      "[INFO] total time taken to train the model: 387.20s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# loop over epochs\n",
    "num_epochs = 5\n",
    "# alpha = 1.0 # control learning rate\n",
    "print(\"[INFO] training the network...\")\n",
    "startTime = time.time()\n",
    "best_acc = 0.0\n",
    "train_loss_history = []\n",
    "val_loss_history = []\n",
    "epoch = 0\n",
    "for e in tqdm(range(num_epochs)):\n",
    "  # set the model in training mode\n",
    "  unet.train()\n",
    "  # initialize the total training and validation loss\n",
    "  total_train_loss = 0\n",
    "  total_test_loss = 0\n",
    "  train_acc = 0\n",
    "  test_acc = 0\n",
    "  # loop over the training set\n",
    "  with torch.set_grad_enabled(True):\n",
    "    for i, map in enumerate(trainLoader):\n",
    "      # send the input to the device\n",
    "      x, y = map['image'].to(device), map['label'].to(device).squeeze()\n",
    "      # perform a forward pass and calculate the training loss\n",
    "      prob = unet(x)\n",
    "      _, preds = torch.max(prob, 1)\n",
    "      loss = loss_function(prob, y)\n",
    "      total_train_loss += loss\n",
    "      # loss *= alpha\n",
    "      # loss = my_dice_loss(preds, y)\n",
    "      # first, zero out any previously accumulated gradients, then\n",
    "      # perform backpropagation, and then update model parameters\n",
    "      opt.zero_grad()\n",
    "      loss.backward()\n",
    "      opt.step()\n",
    "      # add the loss to the total training loss so far\n",
    "      train_acc += torch.sum(preds == y) / (y.shape[0] * y.shape[1] * y.shape[2])\n",
    "  # switch off autograd\n",
    "  with torch.set_grad_enabled(False):\n",
    "    # set the model in evaluation mode\n",
    "    unet.eval()\n",
    "    # loop over the validation set\n",
    "    for map in testLoader:\n",
    "      # send the input to the device\n",
    "      x, y = map['image'].to(device), map['label'].to(device).squeeze()\n",
    "      # make the predictions and calculate the validation loss\n",
    "      prob = unet(x)\n",
    "      _, preds = torch.max(prob, 1)\n",
    "      total_test_loss += loss_function(prob, y)\n",
    "      # total_test_loss += my_dice_loss(preds, y)\n",
    "      test_acc += torch.sum(preds == y) / (y.shape[0] * y.shape[1] * y.shape[2])\n",
    "  # calculate the average training and validation loss\n",
    "  avg_train_loss = total_train_loss / train_steps\n",
    "  avg_test_loss = total_test_loss / test_steps\n",
    "  train_acc /= train_steps\n",
    "  test_acc /= test_steps\n",
    "\n",
    "  if test_acc > best_acc:\n",
    "    best_acc = test_acc\n",
    "    best_model_wts = copy.deepcopy(unet.state_dict())\n",
    "    epoch = e\n",
    "  train_loss_history.append(avg_test_loss)\n",
    "  val_loss_history.append(avg_test_loss)\n",
    "  # update our training history\n",
    "  # H[\"train_loss\"].append(avg_train_loss.cpu().detach().numpy())\n",
    "  # H[\"test_loss\"].append(avg_test_loss.cpu().detach().numpy())\n",
    "  # print the model training and validation information\n",
    "  print(\"[INFO] EPOCH: {}/{}\".format(e + 1, num_epochs))\n",
    "  print(\"Train loss: {:.6f}, Test loss: {:.4f}\".format(\n",
    "    avg_train_loss, avg_test_loss))\n",
    "  print(\"Train acc: {:.6f}, Test acc: {:.4f}\".format(\n",
    "    train_acc, test_acc))\n",
    "  # if e % 10 is 0 and e is not 0:\n",
    "    # alpha *= 0.8\n",
    "# display the total time needed to perform the training\n",
    "endTime = time.time()\n",
    "print(\"[INFO] total time taken to train the model: {:.2f}s\".format(\n",
    "  endTime - startTime))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "bxSDDLtx9zwP",
    "outputId": "a1614f45-22b9-4afa-aff1-28250818f693"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0.9286, device='cuda:0')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prob[:,2,:,:].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "RpjvecU_cf3O",
    "outputId": "8c09c3af-1d80-40e0-aa08-b886b4b46fd0"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0.9882, device='cuda:0')"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.sum(preds == y) / (y.shape[0] * y.shape[1] * y.shape[2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.4 Save to local and github"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "id": "KPDuXrcIUZUY"
   },
   "outputs": [],
   "source": [
    "save_dir = './models'\n",
    "os.makedirs(save_dir, exist_ok=True)\n",
    "torch.save(best_model_wts, os.path.join(save_dir, 'weights_best_val_acc.pt'))\n",
    "torch.save(unet.state_dict(), os.path.join(save_dir, 'weights_last.pt'.format(epoch)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "T9drqK8bd50S",
    "outputId": "7fb81bf1-701b-4a21-cdd2-df4c81e3bb20"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cloning into 'temp'...\n",
      "remote: Enumerating objects: 73, done.\u001b[K\n",
      "remote: Counting objects: 100% (3/3), done.\u001b[K\n",
      "remote: Compressing objects: 100% (3/3), done.\u001b[K\n",
      "remote: Total 73 (delta 0), reused 3 (delta 0), pack-reused 70\u001b[K\n",
      "Unpacking objects: 100% (73/73), done.\n",
      "/content/temp\n",
      "[main 261980b] final model\n",
      " 2 files changed, 0 insertions(+), 0 deletions(-)\n",
      "Counting objects: 4, done.\n",
      "Delta compression using up to 4 threads.\n",
      "Compressing objects: 100% (4/4), done.\n",
      "Writing objects: 100% (4/4), 6.90 MiB | 4.14 MiB/s, done.\n",
      "Total 4 (delta 1), reused 0 (delta 0)\n",
      "remote: Resolving deltas: 100% (1/1), completed with 1 local object.\u001b[K\n",
      "To https://github.com/qzlinqian/6_869_project_med_seg\n",
      "   c60eca6..261980b  main -> main\n"
     ]
    }
   ],
   "source": [
    "!git clone https://{git_token}@github.com/{username}/{repository} temp\n",
    "%cp -rf models temp\n",
    "%cd temp\n",
    "\n",
    "!git config --global user.email \"my@email\"\n",
    "!git config --global user.name \"My Name\"\n",
    "\n",
    "!git add .\n",
    "!git commit -m\"final model\"\n",
    "!git push origin main"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "UCYeGUP5f3kc",
    "outputId": "8a505c55-368a-463a-acf1-817be4a35e83"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/content\n"
     ]
    }
   ],
   "source": [
    "%cd ..\n",
    "#%rm -rf temp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "r3548tMFFFY3"
   },
   "source": [
    "# 3. Visualize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "id": "TJR4LVZijpWA"
   },
   "outputs": [],
   "source": [
    "vis_index = 0\n",
    "vis_image_path = training_imgs_dir + '/liver_' + str(vis_index) + '.nii.gz'\n",
    "vis_label_path = training_labels_dir + '/liver_' + str(vis_index) + '.nii.gz'\n",
    "vis_images = nib.load(vis_image_path).get_fdata().squeeze()\n",
    "vis_labels = nib.load(vis_label_path).get_fdata().squeeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "id": "enW5ebMmnLop"
   },
   "outputs": [],
   "source": [
    "vis_pred = np.zeros(vis_labels.shape)\n",
    "for i in range(vis_labels.shape[2]-3):\n",
    "  x = torch.from_numpy(vis_images[:,:,i:i+3].transpose([2,0,1])).float().unsqueeze(dim=0).to(device)\n",
    "  prob = unet(x)\n",
    "  _, pred = torch.max(prob, 1)\n",
    "  vis_pred[:,:,i] = pred.cpu().detach().numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "P__w23VLuAab",
    "outputId": "c4cc4b2e-eba8-4240-a16e-833394aa03cd"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9916947937011719\n"
     ]
    }
   ],
   "source": [
    "acc = np.sum(vis_pred == vis_labels) / vis_labels.shape[0] / vis_labels.shape[1] / vis_labels.shape[2]\n",
    "print(acc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "id": "Lbw7JZTHsluS"
   },
   "outputs": [],
   "source": [
    "import imageio\n",
    "import matplotlib.animation as animate\n",
    "%matplotlib inline\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "from cv2 import imread, createCLAHE # read and equalize images\n",
    "from glob import glob\n",
    "import h5py\n",
    "# for display the MRI images in animation\n",
    "from IPython.display import HTML\n",
    "\n",
    "def create_gif(input_image, axis=2, title='.gif', filename='test.gif'):\n",
    "    # see example from matplotlib documentation\n",
    "    images = []\n",
    "    fig = plt.figure()\n",
    "    for i in range(input_image.shape[2]):\n",
    "      if axis == 2:\n",
    "        im = plt.imshow(input_image[:,:,i], animated=True)\n",
    "      elif axis == 1:\n",
    "        im = plt.imshow(input_image[:,i,:], animated=True)\n",
    "      elif axis == 0:\n",
    "        im = plt.imshow(input_image[i,:,:], animated=True)\n",
    "      images.append([im])\n",
    "    ani = animate.ArtistAnimation(fig, images, interval=50, blit=True, repeat_delay=1000)\n",
    "    plt.title(title, fontsize=20)\n",
    "    plt.axis('off')\n",
    "    plt.close()\n",
    "    return ani"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "UdP0VHgylK9O"
   },
   "outputs": [],
   "source": [
    "# this is very slow and space-consuming, don't run this version\n",
    "def display_result(input_image, label, pred_label, title='.gif', filename='test.gif'):\n",
    "    # see example from matplotlib documentation\n",
    "    images = []\n",
    "    fig = plt.figure()\n",
    "    ax1 = fig.add_subplot(1, 2, 1)\n",
    "    ax2 = fig.add_subplot(1, 2, 2)\n",
    "    for i in range(input_image.shape[2]):\n",
    "        x11, y11 = np.where(label[:,:,i] == 1)\n",
    "        x12, y12 = np.where(label[:,:,i] == 2)\n",
    "        x21, y21 = np.where(pred_label[:,:,i] == 1)\n",
    "        x22, y22 = np.where(pred_label[:,:,i] == 2)\n",
    "        im1 = ax1.imshow(input_image[:,:,i], animated=True)\n",
    "        ax1.scatter(x11, y11, color='y')\n",
    "        ax1.scatter(x12, y12, color='b')\n",
    "        im2 = ax2.imshow(input_image[:,:,i], animated=True)\n",
    "        ax2.scatter(x21, y21, color='y')\n",
    "        ax2.scatter(x22, y22, color='b')\n",
    "        images.append([im1, im2])\n",
    "    ani = animate.ArtistAnimation(fig, images, interval=50, blit=True, repeat_delay=1000)\n",
    "    plt.title(title, fontsize=20)\n",
    "    plt.axis('off')\n",
    "    plt.close()\n",
    "    return ani\n",
    "\n",
    "ani = display_result(vis_images, vis_labels, vis_pred)\n",
    "HTML(ani.to_html5_video())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 309
    },
    "id": "B1URpq9Sssmg",
    "outputId": "c57f9d37-3b5c-4a14-8912-69abeeba922f"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<video width=\"432\" height=\"288\" controls autoplay loop>\n",
       "  <source type=\"video/mp4\" src=\"data:video/mp4;base64,AAAAHGZ0eXBNNFYgAAACAGlzb21pc28yYXZjMQAAAAhmcmVlAAEdh21kYXQAAAKuBgX//6rcRem9\n",
       "5tlIt5Ys2CDZI+7veDI2NCAtIGNvcmUgMTUyIHIyODU0IGU5YTU5MDMgLSBILjI2NC9NUEVHLTQg\n",
       "QVZDIGNvZGVjIC0gQ29weWxlZnQgMjAwMy0yMDE3IC0gaHR0cDovL3d3dy52aWRlb2xhbi5vcmcv\n",
       "eDI2NC5odG1sIC0gb3B0aW9uczogY2FiYWM9MSByZWY9MyBkZWJsb2NrPTE6MDowIGFuYWx5c2U9\n",
       "MHgzOjB4MTEzIG1lPWhleCBzdWJtZT03IHBzeT0xIHBzeV9yZD0xLjAwOjAuMDAgbWl4ZWRfcmVm\n",
       "PTEgbWVfcmFuZ2U9MTYgY2hyb21hX21lPTEgdHJlbGxpcz0xIDh4OGRjdD0xIGNxbT0wIGRlYWR6\n",
       "b25lPTIxLDExIGZhc3RfcHNraXA9MSBjaHJvbWFfcXBfb2Zmc2V0PS0yIHRocmVhZHM9NiBsb29r\n",
       "YWhlYWRfdGhyZWFkcz0xIHNsaWNlZF90aHJlYWRzPTAgbnI9MCBkZWNpbWF0ZT0xIGludGVybGFj\n",
       "ZWQ9MCBibHVyYXlfY29tcGF0PTAgY29uc3RyYWluZWRfaW50cmE9MCBiZnJhbWVzPTMgYl9weXJh\n",
       "bWlkPTIgYl9hZGFwdD0xIGJfYmlhcz0wIGRpcmVjdD0xIHdlaWdodGI9MSBvcGVuX2dvcD0wIHdl\n",
       "aWdodHA9MiBrZXlpbnQ9MjUwIGtleWludF9taW49MjAgc2NlbmVjdXQ9NDAgaW50cmFfcmVmcmVz\n",
       "aD0wIHJjX2xvb2thaGVhZD00MCByYz1jcmYgbWJ0cmVlPTEgY3JmPTIzLjAgcWNvbXA9MC42MCBx\n",
       "cG1pbj0wIHFwbWF4PTY5IHFwc3RlcD00IGlwX3JhdGlvPTEuNDAgYXE9MToxLjAwAIAAAAyUZYiE\n",
       "AD///vdonwKbWkN6gOSVxSXbT4H/q2dwhnPwOKhxAT07MwOtTHTKFRaSRO6Zx6f9o7CLU6WXW89o\n",
       "Q3x3AABVwBwfnuCqdi/QJsu2o1cpTq8aKfKcPakl/RPyTkY+F/7AXfhMGgyRiSqKf4QtZAXmso3F\n",
       "cPZWf3I45KLrU9d/rcCFvQssEvHv/t7amMApxewi99JqlquDYI1KhYh90B91dhcnzZDihEINCj3r\n",
       "zuQtcNg6vqI10FvvpsjQBmdRv8Xifya8uxWrLjfD7oQsl6XRhZhZgInPb4Uqwmz8bsuSosayhUmw\n",
       "nS8Vd479ErtVNr6l6e+bI7pZfSIT9kDv//9rjVITUNtEtIZFx0g7uXnGEMyA0BCikuwxy7UYFDjn\n",
       "pV/zhDfL0RFn5YLsWP4ljH0sHKt3aXqeGr54hQDl/GjLoEwmnXptpcp+gB489YzvOD+uMBe0Ou2D\n",
       "+5f2Gdl0ftt77QorWm9QYE7svpWOVMY2ndTYl9OxsMVXC1fBPM0GKAePIB9BZCmqLhyKwqZbywgb\n",
       "QUlcJQZ6vxr12LnMF9F/ZERGU32hDIeUjR7g7C0i2HF3dn+W+NfCknBxgdifp9RcDi8eSdGjxSqW\n",
       "D2mRBiR4QbM+bapwtatY23GKmrJyUtH3sIPl8DMP5p+OpAhtnqqsG7c91hDMzMSYCUmcJD+IH3D9\n",
       "Umjy0LRgABFf+39JeXpLemnpGG4fieSxDTLAGBG9fYniu50jRYClc/jDPggfLNGu+/t5IEN5cv+n\n",
       "wzSPaFwVXMwgVMNQeCkWMS5sKZw1VMkG+/8fvFG5i0t8FehyvNOfoE7THOu+9+zq8Ottu7OPnXC0\n",
       "LFnfQkGQlC/LN3rWpnZ0/MBu88945mZBC9n99fF9eJ1KRTSBUi9B3qBqirWMU8YIjk+j/jhSG7rU\n",
       "64HeMIHHvbxIotdpke8nnNAbxmIetbn7cQRd/i7DOvahzLHcHIsBC97WIGCzdM2jbI9taxMD6MTC\n",
       "1WzA5Ow0l68pElLIDuXIUTZrk3oaJjBRipOivZ7Gay9Dg5zzDzeNDDl+Bn5LXaWkNcL6/qcszFnt\n",
       "xdxRxTfCc/ITcKAwHei2sy2GnKwCAXyJP/5ucq5XtDbGMEN4NNlqNbVZg9TbIUElnuOZZCOy3vXm\n",
       "enuB2T1yizXppt4fpg9OauvPexEQgLoWVuAG6ZpiAtmGSCLEAwZxY89rkV/oN7lz/6EkfbKSOq+Q\n",
       "02knY2mrj8cBwkEGFmUNx0/18j4I/cpE8wpqjOp+1zpJHakH5wFefzqx1jrxnqS9CwLwptDXQFGh\n",
       "LJSh6U5UBD+AlVOW/VZVDTip5/mFnUK8mwwlro5oOUhIArn6VIIrPA5WvLYHtr6YQ36HPR569hzj\n",
       "k3Glp5pb1QARY7b2ExP61MaS/FQNQS8udTfqpeZgO9h/gAfXJgACXIYD3lR2sjAja+k9fgOF0NNT\n",
       "SmLLGNWPJFUJyS8SqPH92Rr9OJIHIeqjLyZ0IOGaujIJKqbXp34QjHaXe9LcOi8nYL9ZLxbFQQis\n",
       "SvJc4N2PQyWNu/cZ4M/4pKQnw3D2+y6Ye6uhKEdwgITaVRXh75IiKbIHO+s+Ux8EeQ/4qZXaFfbA\n",
       "PYzpUxpikR71G7g0LnkplRFp78wXmAiWNFI0UsLbHSBXCFlSEmePk8FGoQTXtfl08j19zTtkxh+G\n",
       "IZNgjo8PvMeukIKiuxUmkxOezfzcKbHl1zX6KCuot/D1seAz8MfrhPzT3amOdTmym+PoiR+ReYEr\n",
       "H8lW3TkGAK7WfAAChmQ+zj5dGGRkHVVIU48METkQ6aJ2NKNCviSkDIYF6r3ZWdGbuOiH+aP6xIhi\n",
       "xMYsChAZenNzZjrg0Qg9q7/kkKmdFxTQjy6mY+oLvEgns6iA5oa8St383uJUrpmpjxwfofgd/ZeT\n",
       "OY0pt5Wwvzmf64WIH55yOjRy76aMfn9k9nNvksuLnSewNZCMnVnPn5AB8f3Z3t2G2pswAbLN8Hvo\n",
       "rcD5GCWL0Q0uO2TmkkiKfNqHhTyYoNcEG0UBgpQ9IIamvI4gAPmC7rxfsZFUz5tr9LmxvAwno2Ki\n",
       "wuXDML4Q9BhZ6QB2rPEfvT+WVdtgONbGBDjo9myIPCQDlbN6zx2AerrJRxH/3hy+Cc2tZz6/TkmG\n",
       "YF8j+gEcm31sAaqVoCcqnzRcPK0VODmPUNc9m/F/PvVZUAdRPErM6qfa2aw64S/7IaZvLnzHtiRk\n",
       "5T8JemZWqZiXMA0sruWvy23DdLA/6C1KoBu9QXy+l3ZsARfA7OjNLkzsWrQdTYe680aDsMgZH8s+\n",
       "wqLpK1ririMjgAot6onZ0PGvCit4v2S2z7cjMtWOzlhnEe7g/Xo8JFkpXjL/V+K/8NDYWqB8udDp\n",
       "NFVvURbwTGIF/uQRp0FAeg6FViG/v7RP2fPskdibJE9ZbnZguly7CBVbApfaYlKhrwYAm7s0k1G1\n",
       "68c/KQDBYi2Pp9ICPE5qL9RmTQrYlW0ArjDuG6gUwrqAqQq63pBB3UvVaHu/yFrXx1NsDUcjIwPZ\n",
       "QUAZxdwCsV9d29JJegnctfwhwOz0dnN8N+Ma9V1Zvx3eGnnlgsLhv+Qxcj6eUd9zb4+nQjB/H7QS\n",
       "onRtqTxaSSwATNxS66OP7fw077ZI45z2pGVWAu3GuukJHBSgVs89GN0bc39y5Yv75VM64GLlHREU\n",
       "trqnctes/SULjy/RB3WGYNyPupKFPBvDl9jAYG1OhorR0Q4phKMwyGxgpC8QKluPZip9iBKUend+\n",
       "DtEaQ7Lc6cckd1AnqxcCgZLLCOUZ4ajBmZw472zBEmLUpHKhQFSg8H+nOQXX/Wt5rD3QFau6OGpu\n",
       "tcEJq03W4sHaJ1GT//eFEaXOxnuSRe99BJmXRyUiDpd1+3w1ssUpT6zXsQaj/j5xFHcswlog2tQI\n",
       "W0jdah5gRnG6ldq2ymzD4L6Uva/m7zq8jpGTA1IAhS7euWGNDOyGw/Ak4bUEdal+gGK+RCligDTZ\n",
       "PxeX8NbluTOdawA7wV1M2EYTSLxZJl551/14HZe9A6k7xwlWet4OHA2XV+BMcLkXmhUvEYdw1+vh\n",
       "lm59wymf6rgi4u3iwIW0yGCf+hsaVdJOksw63zWJRTIedMP07Nw2wxzOxJcU+shE9rBxFgBgs1qs\n",
       "Jav055gprzQR9hiVDsnNq0eEC1n5zBiaSOXltzx+gdVls4vXSMN2LQ4ZI1U1rO9QP193f9m0J1NN\n",
       "hGG2gO/FzvKqBzX4J0k425S8fN8yVd8gC1nJvoceHo/871VQiXBSJ+geEqJHxc3a3vZUZNYWa3PG\n",
       "CNO3d0yWpnLRvr//teB2CMGFP743CBcW5vi55NUsKOkdvxZ/yQp1/p6A2kCqhyMrYm5ODb1f4RRX\n",
       "meriogSn0bWWlJBjXaEk/7jciUAWCvTCd/Z6IZH6gpkhJbkEhRvnhBlT1SI3ob/qB/DVEw7A+9FI\n",
       "HvKUe7C2Q1WN0wyhVgvJfG6IQk34g5s4mApfC6fW3jYSWc3yOrLD4f48Vm9jaSJmRgsrq+C9aDxZ\n",
       "wBNAOunygjS8pKhNYh1Bb+jbiEZCi10jf4vrtQ745SAi673s6eXtLQ8gsUCYR02TXx4q3uen3c/g\n",
       "d7SAIFcv25XNje+O4MvNXLnLPe0n4pxJqgvPK8HZlX2Ps65nNjayfLhtMso7tUvzYgWvKHjqgszG\n",
       "S7nxPQJ3qTdr0omWhKK0UCHFiQCAWwDEBaHv/cFF8tHvNJzCvvqPjjb1r6uGUaIvaxRzKctfOg8D\n",
       "xO2OHsonMhGp76Y+WUSoF9C/GFIs+geqx0BmBIhT4bY6mv/+SUw+gAn9fc6Fof9jmn41trn4nDWe\n",
       "wda6sO2Vw8WoZdxEPmmXsEUNCi+YtM+I0wg2cF3c0MmerPx4CI8RHph2XZ+Zx9GszX5IUMG/YoIa\n",
       "dmNlrUnftxuNoBsdUgBbMyDPSbnuDDvQ/KXonLIg5RYSu+NNYq8fgyX+RQmFoMXfgFPM1u2Hyi+N\n",
       "Nt+SDLrfv3AEJ+H8jZEwaFvgIAZer19ExKeKPcVsN8bRf4Uf9ZDeJgqO/MDhqUcKaf2tWETchVB6\n",
       "xhsTwf0qVCVTVf99JVZ4F8BvxsQrssi9VJ16IzYQmswFcp24yc3vVcO51ayRyMZtaZNLzfjwYhkt\n",
       "IxZcM93osgMBK9gNC2lvlsGrmdFwCwH2n6Myn34l67J9kh+mPsrxJ2/wGEzPccf8CePffCXdzYl/\n",
       "QJtjOY6IhNZYRLGSCVmNSuC2otloxoPsze6Eg0pMZ1heRE3wMfrN8rwgce3JClsjN8hVvuHAcYFF\n",
       "tzHucEwuSxrPSh8kQDrEJBpm6RkEC4g2IQAABV9BmiRsQ//+qai61DwHrnUACMnjmPFAacYj0i9Z\n",
       "HwevX7ckvZZbWTqpaBrCMWdPwHzRXakjTdEqOPVuNB+22QGcPgduboB88RHywgAAEL//O0aVBAAS\n",
       "Xv+lLoQxNEXgOYmGiz7JkRPNUzl5j3HrwrvCAYNRwnf/FcRjJmRCFJto69Euqp6nMMcn9YD9mGqS\n",
       "zK/XEfBlu3XpZ0eGd4pR9B/izpGle6oqRdISkjlxN5ifhXsPjqw3ZhR4qjM607P5ikK8gXcAwa0t\n",
       "3dA6srgjHq/Y8LcWKXRzOB/6tgkRYyMvb/YvHEljYuVeJypEat43GpgjLJ18SRwZtOB2vCjfoQyO\n",
       "opJZFTF7+NKBMSYRtsP3y0ECVPpqoyxSrrojTCYwSoXiF6hzby6Xsaq/+kgK/nVYZ+ohBCs8Qki+\n",
       "L9LnOynGNjMwpHH5Xv0C1zvGG/PqIKCj865puN5qOnivqMk3jOXc2yQ/SNetBMLyHn8SvQF2eEl7\n",
       "x0DEn7Se4UPua2tekegbe/LgxR3OWDbD4WutDO8/7idKNaqrGRwVGMU8K1aOT3uGUDPYLlHot2k1\n",
       "DZe+dEbGXO1fAIXZm5EI3ovP3+4n7RZYYwydV/eu+otWceaU/g9ANS5LufUtxESG5rB51PcAyjQk\n",
       "4QA1yuZy+MP6oq4iD6WWaxX1OJJD7RePic6lBdzaQiNh28OZledoHg2fsrlRRGNWDyyyFNeidG2w\n",
       "YhhhRRO6sXRwBdlttmobSQ+Ce+lYtO7uBf6yssWvM+xqg2Hv1E+IqaHnAPa7qUFD9WzDbQy09775\n",
       "nvmMheTSJG6k/BsfGY4dwqkaMNnfyXMEKpcr2F9aaB0Pxiwgd+YLFEHSqA7rDB38QHyQkIMZweQ9\n",
       "3EU0ZfmwzFSm0w4jrYeX5/574Rv5+Mob6zICJ+1I1oN2iEgNcN9LzsZpQBQvVh1HUwqQh1qYGGb1\n",
       "lL7Fr8LqPjEDCzOYvdOYGNBxMKbFJEL2kYZenKWnjqG+bXwV3dHmBB8LEvlO7GEvpXuhWFlFogmr\n",
       "YXwXUjjhS2grrySfO8C5p4dUnKN85IR+cCQun/soxAbsqlL7/ipGIXz2QbY6Nl+r3aXcEuE4xE/z\n",
       "6+d0/SkKoSgZrvaU0cKdQDdgXrEEN9tXEvgs1pUUf/l1nzXE9ZNLGfNASroDGsrPuf+rAl0sVTNC\n",
       "ifM8UqSc8TdAKtHtM0bQfktxxD8uZOtM75AxheuSQbv2HR1G6jZ+PPCnu7AM3fzUXIHVh1s8kDtO\n",
       "ze4BZ6ae7b/wXpJAQI08Z+QwbYq7Tgo5y1K2TGDqIGTlpX4yQjZUSSRLIVGPBNPbshf//s954AX4\n",
       "e5J8zecwtZRvM9fMySwyte+g3xWGJnbTL7l3dI//+2XXmq7GbbsG21WnlnpVa4tBMfQl6KmfjNPI\n",
       "bXucRJHpBi4VeyuKMDN6QyykE9jOEbsuiApnpbJBP/2bpb45BtVh3OOikFPJDDMdaA6Xec5z38Mf\n",
       "4yFsZ25RE+T5tlfH1hmmM0S2hTRdTG7Rn07sMZY9a5UePDim42j2fVIk3hu+aiN0s/z+q9MQWgjd\n",
       "FTtadA/eZGxhLo0iN1XdQ8ymbgIP68lq45S/V+BXpwyO2DUW7yHtl5lsjf8t2Oqr8Ix/+zbY38tY\n",
       "vhgGssju5QZ6pzVp+48d+rnHPKaUNNuwahEirfggcxqUp7NBDjw6mXoAcuX1R194DF2orz4qgKmv\n",
       "gHoOnzpTuH+NCDyb8QL/PPT9aFTay6BPXZwxzVrP9rCwVh4jmFNpk1kmFfueqLNOzJoVBlQDodH5\n",
       "bar1iz2ArVFsJn9BY0CSM5wRIf/o3YnN0v7mw0aeAS98tnZ4AAACLUGeQniGfwmWHfX0RxYD23Jq\n",
       "pmiseVL+2eVQ/0vdajh4n/Hb5fLebpb+2V/gAbHkt8nB6GJ/9lwnFc8KOrp/IeIszYphaud8k+0S\n",
       "RErFR2JZBX2wkv/irDnzabdXjg+S3mQnQwLYu7AsxXP6VIejadsiUfFcQwHBmPGp9hVrC4JX1OCw\n",
       "c7LVhrqxgkBPS01HSf2jK1RNBq8CJ3DXE1DubBSlHS4BeF7pHib+zArsT1I3h6cJOG7M8e+TKvbO\n",
       "ziDqpDCwV42zeDr2GLN3hne+FHZApu9yOnE6NUO+r9Q5XLY7s91f9YcxKpDrXyIt589cxxjYg0Fu\n",
       "TTXcQTL6e/gLcQtUkqwu0a8q5Q9b+CCArJ2jwWG4QsDBRAFecqVkPQwulyEiBaz1z3rofVA5P+a+\n",
       "qcCCXGCGu3stIx4L1rQj1CfrF7a0hVoIecwd3Q/BJXd0JnbWHI60lt0hf96256t94+dNOPg7y3BT\n",
       "BCRsWo6cwOQ03L1JOMabhXLnleRWW8iCkpXVEagao9eYVrudJnUCB4RtwPZI9ortG4Kvu9rwGelK\n",
       "1Q3WfJnK8sUmyYxUCqL9yEA3ztR0PLG9ntOnU/ant02yuXbdNs65KlIwdTnZ1XO3VKRa4vJi3bpj\n",
       "OLCBveNYCzWDcwme9HuaFTVEC1/dnsirWL3Mw1NxEaesdGeOq2fYgFSfZogWUxWiRS0kzlfRadrt\n",
       "fJRAQwyldhx0YD4MJfhJEhh5WiRp9rgBd7VhAAACBAGeYXRCvw8WP6S59XTBhblFSUcAATAq19hO\n",
       "oKC/dHSNWkdEBsbDvS5fCOVxSYbbYsJN6koMwQNZ13IKLP6YVxQwbcmlncMM+bib3ZJyAHh9O0gJ\n",
       "oWMkKiACfpBpizzbH1H0j3UwBduwRwerbQXbHIrjANEFrFIfh598TQIIgBfnAP8J1pef+hpy2pxs\n",
       "d+tKQx4guIOUiFdLR9Wse39XWaf+ZWQRSoVeG+bDKJAEWHoddj1FcEIiYah/ttLRZNG6Mp8zptmS\n",
       "gdtmKms6s6GkOQ4Kt/fUV8mQlmxe9AGwn55QajqMW5RatfUD7pwZUXzwF0zKsrUrAIiX4Bc4Aq93\n",
       "bdhJf8o0u72gtobBq7IWsqw4CS/WYaGtekh+SNpI0D+zeBqHBgwWhdqIRN1Q2IptHoIf/kR9VtXa\n",
       "tjrgNLqYcCzvDTjuPeehPq27ri1tXSzgmxtWq3s5s6mYYLXtfUZm6ynsJ8mTFc5352D+12KDUoXU\n",
       "mD2iuHZK2TCKCrFXTJcF5bIrAbsIWCW5O5PS9mzJ7CSL0FS1afbir92vGxlWI+S4Mgo91wQbF4gS\n",
       "hZfbR7ZjFCtpYiFxo4tfzGk125z9fF74JEsu5ZCOzhIbu5e/KLCTZdBikVLPP6ml4E05JN+mXlV6\n",
       "rtdt1UpwBxiTlkI2j6Z+gutmBZwc7xY+0Cza9DDpOuHvcQAAATQBnmNqQr8PLsLeDbe0w70xpp08\n",
       "Nk2bTk7IHZXikTrAA4Vs862oXQ8nFeKm4qjU2EAi+FMTsuKNJxagV7WrxJp1GBtYieHSzvqC7wyt\n",
       "DUN7Oh9er0B84gwi5j8bMgR5yKlMlgI7BhfGq4At8K4HplgdD0Ew4LsRst25qDjvgtgWdDp/OkfS\n",
       "45EdPTZ84fXN+1Tl29Xb54ssnlg5sqF/Ro9ciiD3rNA9VLmpwo0N4oqZZUXnq3hP3vERoB3LB0mq\n",
       "+/iZsPNVVPy0T2hud3fVz3ijdXFKpar0cYj2DDkx6W4XZPQ4qqI+d76VEcUX5ypGdfxIkSJkNA48\n",
       "UTtuAv2YoyIYG9cw0kvkvpS2+hn2s9e119Qn9+2nUL9k/4LX/soeV2WsNgk3Uv4lFBzi7PKBxcPa\n",
       "qOUf/wAABylBmmhJqEFomUwIf//+qZYD9XSvADj3QKwCE8VEx1k/lgxU22JkZcfJnWJ8CsKBDxh9\n",
       "BRYcYozuSBcWBAZlmW7bq0TE5bV7MNx93tAvaZjHj3z0DiPG82Uz7iv4nYk33Aq3lrzCxsX9Ydg5\n",
       "caO8SWWq0KqGH+WIungVU6iuRQGIuVtYeK39ZtJ6ArM2ZqxfrPZU8P15G3TBiGocLhtt3ALffex/\n",
       "zY2gb/nkedYDAuZgI6CdwPNpMRfuoA6JJUBqZcqziaoQz5ujqJ8QAntBYu8XDeUyFAqOK+/LcfKN\n",
       "cVhql+o8cBu9BKexmt4SCvliGdPnxc/MNdXl+mBRB9J5OeI7UX7p8ZTTsqx3xyab1SPqO/AXafG3\n",
       "ZFBcDJ7/t8tK8MypY0n0MRMJzL3+aslc8uHayghh7nqChd58zhzbsKoac6q6spGPPL7aNx99Nr3Y\n",
       "RWHDZ4jasZcYg4FkYAsbBzPL8mPa2QWZT0b6pBduIjBgDKtlxsAJLjs+SRWoZB4m9U6/GKBQ7Ovd\n",
       "8NtFyOVOsWgg1wuWCBPBRJvkdRmlOCd4/p4QocgKikSZuI1wBDsrR4OJhURJr7swyqSVrZePO4Kw\n",
       "4So4yJN8UdQO6T7QNAPoO8GB60u+2gYwB66BZZuy32I+g1KwT1tLhqaPedLjeRFEBYgDCoa2B+Wi\n",
       "me1FPF746pGjB5ZdzeCuJXgIZFOWLc8KsDwl5RdrhRaQILXhoCSRxxIpoa256dNaoUPlBcmfFgg3\n",
       "Udw5GxyuIARkd+wx8wRX8oHd/a0IMsb84/214l/cyCkuDQgAnDM0w8HAdhSqqY4jsBmyny8oFWQ3\n",
       "5/A/hppnCDgvDCcSOwEZMphSpJF6joOxqA27bX4gXf/d1kMdK07cAlaagp/PfOrH6SLxF3VlfjAF\n",
       "GD9IuAY9QQLzCPDlcnP9Z5mAJ/t5AOasw57es9l7oPiBm8oVXK5EyjYo9qvB7p9SN9asZNzPD5+K\n",
       "zVTcZEl+1Si5yXfgjPvtg8Eum604vl4BtEtJodozM5XzXUiSb79JSM4kPfXlItHG1oncBpBIi7pu\n",
       "ti5nkCZwyh3s+fBh1DMn8YUdn9H4fw2mMVW5Pdb+wIUTMd7GoI4rOIzUp8hXf+EADxP9Y6hhcidG\n",
       "aKuP/7+Bo9nrmtyxN+o10nwkHB22zdenxZP0Q93F1K1LR8nTlsuDsOL2OEtcVyr59ZJO/OTCSBnC\n",
       "KEYfEjEMMeXD1MvMJMA4j76/F5+06R+2T/BtV7R6/tSee8uz9i5RmkTAb5kST+CY3Y+BuKIybPRe\n",
       "DjP846vyHRgAxSVgcjDuG/MEUy0pagJg6s0HWNCkA13VmD5Y/wzMcJNIZNmLbGmMDPDaWsOuysp9\n",
       "pSOGJeqYK1xrHv/uNhlVEp+VID5ui5l6N4a7kVwHBU2rs2IdMlHhwI/LrN3aGe+nQmknIrcOA35m\n",
       "6+rPUdT7ygEg+RcLJ9BHBf+DeJq1YejOnrgZuvBIix+ney74phKgr2uKHLZZEBa04IF0HKQ6g6Ym\n",
       "y1Ox7VDvImr79yE7CwCe/1W4vTnmk1GDvvC1R6tuNCA3trqRVA+NQmPzlfjNQB8CPONIJID5qVCT\n",
       "tUw4N4/sdEvvngFj0CcSeciH+icQog/pEBQNG7ZB0pi7BcCMVOluQwGuN/p2d6geFq/FqgBphPak\n",
       "CLeOaK9JkzEEieiMFfMdU67+JU4WI6ziKQy1qvpD6Z4KgDg/fL+K5SO2knYYm5NBUu00sAgBRtiE\n",
       "FWMiPIGCckOWcgjEk4NQ0adL5b2qvGj6JoZA8Qa53nSp+RWraE2ujrd6wlWEIkL74fHVMMRoP6Zj\n",
       "5kGxFHybBrhpw4Hvd1/4pk5omD8FrjmF8O7D9XuVvciZg5gddY1vJT91XOLuHgjKCdno3aWkcYkh\n",
       "gbp/pFDVT3b0Ki1ccJmh/heBl+wgxFAGd6sxJf1N2ZPx0Mn2+31NTH/baDJqTo4ljMPR6Ng3CDHg\n",
       "ku/truo84IcKCzgJkfF+ITIxT78m5b+/+KSR3ro7VUm3o3jjTIDZ1C+Lfxmp+V+SFdrPS16jELgD\n",
       "dtxIKlYFK8QeAS2YE1u7Acw0nYrTbGSv7f3hcU6RIlfFHmQCChDwV7i+vATJtvDL765iexQSBw28\n",
       "23RpvzcdP6EoyYPQWMD+vBI0Q5qq0izvenrC5qrlxtJFKSZOE/sQbvMTxa3sHGPdDUiM/r0K1qAC\n",
       "OADh+iHiQEHIob1oplQmsIHIAmzzu5Ufj/xkAROMuPiLhZhIhBxfAtA5VH9VN2IL16OF3j7+pi7O\n",
       "aQ26fHNfRmrZ+puR1p/I3wmVEU3CbgCjC4WvDeYqOoEmXz2aD4LzYY9It6zWe0tgRwXiZW0P728E\n",
       "waaesCKOKj1AAAxAAmqNRowZqQNunLtD9fG43BQcZOL8+uZCO754svPXLIvCLLCePROekfbhxSLH\n",
       "mt/eEaYutA5UDiQS14VAw0EAAALhQZ6GRREsM/8KaYWnEztWJTWafM6Fc4weB+E/DUAqerBxGTBM\n",
       "hC1/CBb/xptwBh3NP0hXx8iENsLmAZ5anoGg/Ng+Q5Yd7vZUGEJWfny6tizCbI3iSol6vi4A13SX\n",
       "ATc0dTQ6p45VNHpyWX6bC6E/OVxD06NAPbelkyQ+x+XtMGVOl3yQ6CZkksweyZrQrCWrOBsl7eLq\n",
       "bs4yfdFh8mwp3xgV+od2pM6pUasrMRpzOksZ8I1sY/hLbgwcuSUNxxmy2U6Ki1gJVo0JJ94wDxer\n",
       "sndR2RRhAVWe+KZuDVgt9/r5nYLpMxhmQfSXZG2BiOj2rcTtiuyAH8AgYnpasi2N2Ewrbz/+U9vP\n",
       "qcukYHv2kcq+2OHoPISFS8g7JW4717ApyyR7OAaOLG7yfIOFTAMTVUBBQhXB1GMz7GUU70P1bFCj\n",
       "B/KKEluJzFcwQAPTTlBIt7SdNiXvXANxbDjAvVpUS1Vqwb72+QBni2jLMrg2k9HHn8EfYjMJDB9q\n",
       "KE5PE6Tweu6+b6EAs9WurOVNzDwee8XjxjPcO/X09Q2ynrVts6koP5A4Rq4FHLAHvNdpWErOhQds\n",
       "yFLJceS3n//ZtTxlyaUfpRyUTo+IiIycXG/3ySvuMceTXSQkWWwaG9BPq1MxpgeAfoIyidZCrfpL\n",
       "eYa/YJsVzSaobm2pHzPvlSo4Lc5nYLRJXsvPMkkHpcXZRTetwW7GRxJCaY9Bs9G4H4IoNumhG5fg\n",
       "ECAdtDiiP/CSLN8YfOoSME1eyNpU0VUOQYwqJsb8rp9b0FCkgcuaM3hM3QCTbYk1+Y71Q9g94EJz\n",
       "BYtvFuwxo6xXTSL+tpQd4qw9TJak1A3RC6kBZMaPFEDdgCKVh0DwTJsiJzHl3nRCSkJJkKLf6XLv\n",
       "qWFWI/7bKt84t5pkZeiHuPeOiLcXdVlPNj/2r0bHkj+OyYqZaljjjP/QGyBvFzTT03fkmsFnqea4\n",
       "XaX6eGllu63McGoWb1PRDIEAAAEMAZ6ldEK/DxY/vRTW+rpxeAHB+NQBaIK8+5c5YVw31xo9gDEV\n",
       "hhGLH3aAxyYC1PmPmBLbgouNCvY/f/7QAY5XDIeGPLJBhL9JgdeWly9WWRmOtu2orJ5JQ85fsyDu\n",
       "mRP9srR6aYNmuzJONEtn14TmnCX6+HdYhgReW4CYDj+FpiQ3czWU1xsZf9SfiMTtRzJOnK0EfAY3\n",
       "0J73xysUbBorgdkdNzSxZyUM/8o7ATfDZqy82BIxhFWeFhR1AW4euJWFEfZXRBIybXKBnR/2EwWt\n",
       "Mh0JF3cRv88EEWjUCl37SxGN9wVnEOGHtGfnUSGagDOtrz0YgC2goj5x4QrUnBHgQk5utV8STczP\n",
       "6pW4cQAAAeUBnqdqQr8PLsLeDbe0rh7ccPFf4AGOvFwwpUCiPLEri5gJeS9Smn4sYTMtLxlkgjmD\n",
       "voM/UVcoMdF+6gw2yPXCBaoQWqoEnvvV+cJt3ThTI/JuuP489LcFANmZF6TDxN0wONJhqU9Io3je\n",
       "9gPHuD2ymVI70mK2o+lMMth7zMRFRn8hyGsCXmsYNXPHLzTGiPhjvbyX32947SjcyVBQL3/RC0Py\n",
       "Vewqm/S5yPvl9IiYs1qdTYvF3RAYAYjJrc91FS4j1eC20yMnXADqcgQzsDRfYHN1AcLHtwQzR/jL\n",
       "jLndZ5+faiAlqHK3xQy1d79mJOuktrPvhv0laJKa5siqYOLarxlBLxkqxdb2R7awSaH6W8bxMmIW\n",
       "HXYL77L+cwl5dN6f4U2D9HlWbWngBaLHvD4c+unt/kmMeU0ToB4t+wsrz5Z2qqGO6mJHNwYV8wxx\n",
       "N9jHHn1eKTbc7BegSbjuNWdqrr5vHBV6AV5tFtbhhTYJFlv7pyewfBEEcePzB7BFM8tQ6dj4I0qd\n",
       "UcgeRfl0tIrxiM03+1x76+M6ItPvyFelvpXs5Ps1zodSf2DHz1ZD019E7LPbUua3+XwERlwjUIjY\n",
       "+FdUtpz4HAj0cOMIWvKioBzG7v37+WiVOYnOv7+Pzs+wQkMiPwAAB41BmqxJqEFsmUwIf//+qZYD\n",
       "8qaoARhkZAQmcNy+/Ulo93Y4v1VmEZqlNa7q/CMlPMe2dyDiypHta4RvT4Xpt3XR7HoCOyN9gICr\n",
       "dsxEarLn3TRSt9ld1vNcvDfccaSrtHG3lqgmErvOTnPufxDWgDfI2wXiUYNLbm3btBs2VkcieeJu\n",
       "4xM6a2AoaY7LiYOXWJTkENPfWUdfItTfUoU+CxpduEayAtI8sSUomQOLaXPeALDN6EjNPgsrvX3U\n",
       "e4rlrVw/8pZZkiuUQtqei360/TsWMACZOXdunc7cNQ+JYsZgUjGYyjnC2K3JojdDR1HJIgJKbMO5\n",
       "HNzLj4q+7bOLmVQK1lTicQXELZ/rQZwtpZBAM/QT7gWBA38ZtxVvln7xLY9bdhscP+YMYGE1KxeY\n",
       "1w6REKnHsVpsIiuEtXXldojCLkT4b26nCAkQPcUNYGw4wZg5nsIOpKvQyXO+ObvEIu9CRKDoSFRR\n",
       "iRYQUXRPVCaxFxI4zKtw+TdPZHL38mONyRRX4stgMQXVX6d+swDXcsrr7wlmCDw7UdP19sLs9ulR\n",
       "v/m0JZ14ZDkVArzEJokIPwfQlmOqAQaCDZwvvne6VDVYq1vaUZfGkGVBd1JwW1A7eyqdUWLyPyZc\n",
       "Wy37M0SF28PNoca7FKhlpG0theRhrs4vNV6NCKOZjMdJIZT+MB8IawiBpZPF7e3kloZsS5KparJL\n",
       "EUW0AMHdOfyc3V3cK6zmSrSM59J4ek0ZBvuOovEPtIz5aebBkoCGAXdAKCaAz9yAUhxAnRDkCs+t\n",
       "rMaKTYoscyBaoQ024S8+HxC2Us7D0Y4ZuCWLt4KfrtXmAACfhYzN5xpHCNShy7WMzSCdwcNN9CRY\n",
       "CUDXf1NbgeW1cRhEdq+QJxS31Lv0hSBFmV05TLbAko5XhKigGguGBz4C3rGucPeW6Hh8Kng9ekmX\n",
       "0ik5kDnustYJ6IXTY8uTedcpjSGI1vWmBuTPkEmg1b0OsLBJVgPAtVdWvS1gJB0V8p3t2u3xuPjI\n",
       "VuI3UKtadjPfwNX7sg7uEyQMEhabFsI468TJeHXmoGRiE54yNh0n3qQgcmmWWOp7174tK2HH2ZaE\n",
       "AVDa3Bq3RHDEcbVWVDjlA6ZImSs3Hctmd0rv2PzAKs5x3tFHmwROdQcbRq73xP4bQ2k2Pjl7v1CL\n",
       "dROd5QVyrwMqd+T2Uyhn1gWMQjE7AKqtGDhwmarfN0C28mvomICs5QpPACfj0nZ4buwBERVRv9xp\n",
       "6pWs/BvpjOqgD+i33S/es+xaNVUNlgLQoz5Gh1b/xV8YhoBJZUHv72/+OSLctYnd9kA5M5EHIZ1k\n",
       "RMu3xm5FWqBMWY7zCLNNtBXoyoLMEb0Q1uk/6vB1ErXvVYygaGF2Svpw7yHqDDJKpmxIJJ/O5HBp\n",
       "LkHWFzc8akXJ/GyoWQpiI9rbly/KtiHENFkgRLiZDsKgSxQFri1Hre2thvlIhDHnItPpryGTrHOI\n",
       "fg+k8jBd1b29C8XZT3NcokM0DBuyJpC+gRgSucIyxDcBK/N21qJFx4jparAzxQ2UuBmP8PSj/JmJ\n",
       "QjlD1voaqOxn34YdqReNiZRZ77hirzmIy67aGMfapUfuDjP2cTNUCIohl4rmvklsZcm8BZRkahAy\n",
       "ObRvkCsSw4rw7aH8hmyA6TAI0Z5onJN1H9TGnYg4oUzP+1ymfY4g5XxMxEXyVRgCy0r5FV94ulk9\n",
       "98s4LBmCaYOzvrXI/TFMDRz6wkNAc3wy54GVBifV3vMWjvFP6DLxORrNsWEsQ0zGl2s39V5YByQN\n",
       "CjaWYunG68dnxpfGNB5lj88wKtK28Qtc0JkP5HHfXXW8zWpZw3wy7bFlJl3Y3s71VImPBZFOInr6\n",
       "uPj88E10mafD9WGr9rDqlQkVP5QUHUiXHB62qcmLqm2ZEZnj38P40aUY30dLCuqLHVtElZ9baXOd\n",
       "6RLMIBJDH6Za18/TCM96SmS9pyjkBKwk/lSLAAryX3IGSdFdD6TEKRluPHtCSOP5aJ8fRzfMytPY\n",
       "qDVPkBrnpCesMBYGTx1YAtg4GdOHSvxU+mf9QoAgSObJ/rOG1fTWwOy0WkzkDZjyT1QP/KI2frqb\n",
       "Mq3kVoWyV7XNlZUIZurmGaT51VAF2WY3qjjdsUVhT/JHZ99rAN99l8eH7Xq3H1B/DfKtdR9v9lPp\n",
       "bwW9rZCM2z0MdVgQ1cgiil171AGs278P5f/VLNxbGZXZ7LUZftCpiiTq74yVeTMw1MZ/F5SAs/uH\n",
       "+BdB524zqcwMIdgavafz4xEX7jk3WX7FlbofrQHrIN/3Tic+gBkgtkHauUSvuHEU8l7Q4XNz4tQ7\n",
       "/68iDPUFPiyLBv9hKzelgGx/ARME/C8w/I5mMu6RP6QQ5VvIS5TC5MQjZxlwbhwVBIZjGghd+tD6\n",
       "7ClJpwSCQ+wXJEMiSqgAThHTLZHzuoZwwYDGhPo408Fn9txYzHywxYxRtoPou6KiR598P6GFymb3\n",
       "7mBVKetV8nfMn0SUqMFbxipiT8MTLK9V/yh5qORt9liEf7rO6ew0CTgDipxEyPPBh+RVmPxEdg0y\n",
       "c29b5mn74h6VwE7SdhK/Rf/vsGeEpLLdd3fcajrZuZAySwbcAAAD10GeykUVLDP/CmmFpxM6RRLs\n",
       "WI4WWlGX4gEVcAsrF4oGeM/Zu/7PmQj+YZOum/KOMgVLUhg5xN9o5XSdJeF2914dcKWM7Ls/Ao+I\n",
       "iGO35+8vYKsjZNX7JHnhFJzijdCaRFxAieww/5iEmF+YusGhsGjwTrKjxwffxmn6kEpw6tQu0kbe\n",
       "FDf4XJ21MhOquiR1ic7IixE71aGubrD5S1BOf+MdpDwT0ijxxDJwE7bjAsYA4D5ENwlLdo0QTWEL\n",
       "4O8awLx8XCsrJ7huzrKv+ikGTVxIx2zAHiYvQw4yGsaJm4KxGZqFlPeKh/e8O56HRM2F1PnwyeAY\n",
       "tMqN4xjKQ23Avxoh4d7oL2hqmBDK+U41UpmpAZKD8m+93Y6yo41FFem1RDFbJVyovfgxNIFZdDgx\n",
       "sjszMVvFDrlhqZomEC/lDdyW8G+vLjUQoTHAggnzyAcEmkLpX29DaKOjsBVfjJaakPjsoaL3ITaJ\n",
       "I1Ur+yf+uWJQiWWVbn1m8Z1S5woWLZNFgMsr2X0RzOVt2B2bIqaZCKnodjx78dQqVb1rUrCFI4kB\n",
       "BlB1NySu/LzqNPIFl4FNUI72L1JZXKzZnmGfPcFcmsFpPdRsdb/GtFN1JtGH+caQ40sTTpPRH182\n",
       "C2DtFFDuwYY53p6E8Gin7yXWobm8lUrR98sllIYAtTguTSoch2TSu/cX3aAI8uHn5gbw8tm8xkPy\n",
       "0SoNEHTQW1BEYHvtyvqtEjmmG5yfi0XqFwu3+yffpfpimKdgsm8j6BpWNB6vCzXKGHuxqNXbXDHe\n",
       "egXSBAFbGngqhtv+HGEzeQn7WwOvvrQbVVy//Hauk29LRNCZj1dAKyqCPO/2mUqz3EYW1Uhdwhwf\n",
       "M1Sg3oi93fUi7U8j4VWKafiF3oVjWAknbDFm5sURvNPR0fgVmH9lpuxPIqWenvLRpWJ32pfS4yP1\n",
       "LqXs9Y0UrYn+F7ytEnyVUoNEs2t5hWrDPCelrOQWTk+LAQTyFZQmFkfXDz5IaOs+5Lg5AIKuyIBF\n",
       "U1lahzAeCnmLyC+haI4h5Xgx+X/jp5nmNWG2SJnuxuD8ZDISX+28aIODcY5TqNhHB7apeXc5syeY\n",
       "Jf9BFxmMb5YmN7Y49q9FXlY96KnV5hZB9c9tZaNWjOo/z+0+U5f49+uPzn5/rdUJj8e9Y6KEtdZo\n",
       "v1PvkNeftMtzWCzMdtGgyxgpK5qIg+V+r/rLldN0UBxMqM66wbBZUtxBZCd5ZOdqlF5jJDmQd1gM\n",
       "Ju0JdoDl+at5dlAFWExR0xubyu37GQFzzrp76lSsKVpqIi6OcCpSL+OeG+qZUHMoC53r5U3BAAAC\n",
       "PwGe6XRCvw8WP70U1vqyqbfcmMrwAcQAEzxiL534XsYZfU41bTnWEOvnDlZz33zNaqeDVU4y/j5H\n",
       "V4FEQRzO1vvu8OMs8u2+aPxC684wjgL1F4O4fs5moTZyzZaWUSVJ0yUkrYmWieRLP1/Me9x+fp2y\n",
       "Wc597J8wZ0x4AZcFcvxpZo7xvAMprvhrcFDj0lbdKJyeo3/a6fhWeZouwz11UtdDPMhIXoNvYCi9\n",
       "/tgfqAeCPwa9AFpSgPEA4KAngorZ6aMkSuemKuP3L6pJdUVPYPKCQ0sK2l4y17DZCyJ/vWszgEe2\n",
       "bIw9RBpQBFQj0ymjo409Pjw+23r4aXABgSeVPRFJiCch75DvAmFSREWu7mJLjoxk5fNxQp0hYK+V\n",
       "1J3A8sfuzeOVbvVUBX5PzuwEGWvt/OhTA9kWAIrLYkIw2O5x3Xo9P5N9QDw+WDPzY2aJ9ZRBMOzD\n",
       "Ml0/RtwmcQpsKre9bIUuBVkZyvN50/EeUBg7Cc78ubsIzimGhBzyoYWaQRhgHc4M8QJ+BFHCxh1M\n",
       "J1BEqcgKdEKzEjtEt9828wVNONNydEDoiNW/GKmuavtE688mzhzs2znqFkKCPYOPU2HshrZNfjK8\n",
       "GAxFeJy2/RxLzBd1nFrcUTY8b4a5Ht3PDvVCmUvLujsKQKg86YdTQxOl+ksribyJ/Du85YMpqqJN\n",
       "7bGHHaNxz971iIYmIFvzwkIZHce9hU69289tcquK63H7sBwsC72IbxRRdbAUG6iZm09YLH8RRhb5\n",
       "O97Vb4BcAAACSAGe62pCvw8uwt4Nt7TIQmWuABM9z64W7iSbbmouPd8/HnIpe6ZRjejh/lDX0r1n\n",
       "MDX6FjhXjU422MbmvO3S8WqmYxkpf0lSX3kDZkXPKoaBJ5Rsql0Eougwniui3PzdbKXlMOCFsA3k\n",
       "/1EGjS7lHURrDVFHTiMZjQpXFjrnvOwFso7C0Qa0PtjLazW4/7zADk0ML4Qztww7JU8U4hbLcXIo\n",
       "bEJC8OGhev/SkGnsISlfCpTdiICXtcbfCgZmVREWgShT48UFmhnvnfQOljhZ9hvkkvTGGRwYOug+\n",
       "F9TKFoNrCfCBus+uytku2n9d49V9iGrSGqqgXj32VnM69FgHSk2SmRg0wsc9ehtKyx8WplzRZqR3\n",
       "WM8PYQ+GcTaqsaF8e26BVOk5UiOn2xjR+wYepfF8YdFPLWQ70Ho9Ta3534pEJ+YU6rX1d2Zf+Qo+\n",
       "IS3b+pxB/vdb7dmlaejZhK8g7tTfTDLxwqM7EF+IWdduSb5lH/A66Mov2ZqgEulCVMDjvTv6WKvi\n",
       "EWzHfVS6sMd4sOlpjMtybpvFJc4rzsavwNaZgPoUm27fP+BuqxD2QEuL7bYKHbFpJqkxEzP27DDm\n",
       "ErMC8THg9t6JAR9lqEwRltin13AU8xLGz7QMfs59UxCqQFmPd7mmLrDxvHzI1IviBQzJ7X6S3M+h\n",
       "lvWmcY+0yM85jacodlrOZ7GJkyRPDKNO98R8QLI5HSjzCKHRjc+4eSnyUS8tSV+Fl5Ry9B0V2UxK\n",
       "qhoZxybZss5Q3Ags/DEUFvjKohn92J2AAAAFC0Ga8EmoQWyZTAh///6plgP0oxwAiU4KTj2+MYvW\n",
       "BqYsnf++gYwx9cpjlDBdRzg64wh7ZDVaalvtqWcSlSMlNAEeY2VZFGYQKcIYZYu9O1WwACtExgu5\n",
       "ZGc8DL4mXpt08zxfb8Jhsj/q/pUxsX1Kv1AhulmikRxLvSVnfYBVZDetItbTNxzKXclS9V8OiHuL\n",
       "g1lR+ISkBG7EvLWVQJaGulzLokUtM5fDxA+N+XDk3aTmKd6a8Tgpegz/5e+f1J/Xvj1Y4oxGWmSE\n",
       "v2TY7pva+CCjqOGmllugixx5MFl+TjzOwBu2d3DDJY/e5X+UFCMhAnBkRNwNvHtyZ+4x+27BKA2O\n",
       "Qbb8xlomeUFPIrD81xmuafI9gcRSSbq9108NXFtpwdATMijmI6j1eKIJ5621RLCpbo8Mi/wplq+R\n",
       "WuCs8oy8Ppgpf3SjrY2PWTardu7JLJ92UXDornBAhIgkarUdINmBNiVHohLChps/Tj6ibQAen9hG\n",
       "ZuyKnJWavt/4ucIiDwMdg5kkzHVLnGIg56c4wUVYJu76wBzO2D7fM0yHZyMXByx6feMj9F2XxVLd\n",
       "gO2nEzgrCttLKhFD3r5gSH+L6i43RVFSH2bjsYPecu8nsKYPCQgP8pdYMjoBLWxMMVNhYQXoyi9h\n",
       "hWYdW6jiYTSIOmVEft2uK8zLUM+G8To8RteMjh8+fBHTT51tHULl3oL0fh4G6IoYo/5U/pH19nmz\n",
       "nVssShEULnvH7/VsSULtNUrgHpRGlIVSmELnk6Ms59Q5Ye/7ZC+NePF6mDMOVIrisTuNL1CDHQt8\n",
       "f4sKRbEwzBwMHpAvZ/kOy4OYXwWTVJfJqtIiKu6KnHcUvSLYcuKh/kw9pRqTkm8EDSZ8k4woY6kU\n",
       "9kwoptomrGZHTsFzgFhYai/cSKH5NHhoLIKWTVSIY+HUnnLtAcHn7u7z51abMNR+XYbrZ1qtxkd/\n",
       "AiEmcjcDgdkQVDmrIPrPQ1TRbDKINAOksjBKJKTXH2hlSCDI+4S6nAa7faGkzDorGLvkaiiCN5iY\n",
       "Fxl+qcbEDhGwY+oek69JxajbdrgaskSWQIMQdILQEBXtdy+var4b0q99MUcGtJlShyt+73CqoxVh\n",
       "WdGhD3sjGZoedPxTFJsHSQJm0NYreolqiDIZh75DCrK5YCjlmQ9k25R1rLbyXJIZ8lO81ZM3cR/r\n",
       "lljVKXDzywRKwt5DxYpLfDDYTWUMmUdJjLpN9cwi4S71TkB/t8g4kBYQ+Xwv4MrtULIE6cfmPLg/\n",
       "Eis+wT26mKkt1zV6D2iwSRJd0j9etRJoU/k4Y9smEXLMlT9wND/zMuMBuwocHez5zbELcG7xGQey\n",
       "bVXp4DBe+wLYP93dfcSyQcM69N/L941lAUY4YAgLGbQJgePK/AZ9KjDXNgMw9700+SBlyrLs1mwK\n",
       "/Hs8/s6j6WzemAWAamPNpC72GaX/+2VIf/e7YnCvo/26twOK0Z9yTgLC4gE4T3xbRLFOitvmBoZK\n",
       "C6L6YCiVIsysEzJrXO/sch23pFnIH2YMmKWozHortv34ShyAziTN2G/cffktR82sPRxoAq6AhWzz\n",
       "d4RcYeDC15lVHTKPH8zmTk4q9hjKnnvbhz9us3wy7He4SWuERPhjasUeouaEHZVLWqvmQ5wrPhTf\n",
       "1TN1rx62ZH+ZyzOHO95zaqQcskJy9BPMJ00KTKtJWv0f1mxA4igEU4cDqU3kpIVrqPGLUNXH5IhT\n",
       "CJXXn/ggQOEAAANPQZ8ORRUsM/8KaYWnEz0esynWkamSy2KoQM2hKAPYsCvjypvicYq969ZaM++/\n",
       "kgwHpvohSNFhmDJXZ6QO+UTgRc+VrIcUCEuK9v3kdZIWYWRqDQD8lDkpTuIce+yNEqvSKoHNBMZR\n",
       "Di7ZWWUTSqiIUA5vxsQhasPLlYTz0GXXvK7owDpvuUDUqGzMEW9eyd5cwknKcUPN5Xhs1nLibPz9\n",
       "c1+DW7q3oamRSCNO5W5d1XaPOUSPQAT+4vJibmofnqqsxDBjjWYOgYJWKvuBb7Tt1CcSYcKlvAXK\n",
       "NSuSCZ8tz5mkm6sIQfyyR0KT5zBP8PNDkYx7M7L3FOx/bhijwgHqfnAUt9uZ5UipcyVzkgicBpH0\n",
       "fOCVSAyX7qBIgpz39fb1k9S/ORoAoTmqphXAuMptHoJk2rJscQXiin9OZGbBi1WCjSS55BBr18vc\n",
       "1cRLLhUjQjO/pEG3cccV2+FHt3H/r5PzivpJV1QuFx46yM44SQs6WIQQezt5H75BtXgbqt2QxjnV\n",
       "Dc+FA/4ItbdKHvmZAKZ/b3CLR20fp/6h/5HJLARPz6I0uXJ9Os21N8N7iKWKXrWNLqyZJiMIYZAL\n",
       "Krr0QrE1AVF8OpQMYkEE3Ye4J6PqtqGYtRRLYQub1W6OoTpYMljT+IzBh/2O3CiFLUBUiGKY1HS9\n",
       "xg6fZZC1Btn80uICs1PAw4+z+aucE9Ty2H1A4nqM00Rn/GJZkOodd0AZvYhQHnWjB0ujYcrLJ3Fp\n",
       "S3u5gJwdYO223aSQ6cTo7rlDbMQ1QN1eGUFElZvoZ7YSKNdECOYV3zrojaz6LK1Eo8nWvqt3WlGF\n",
       "Q/R3W2Y5uzaQdqLeD2qlEmeTLvn1b/uRwkRKW89SYFLsc+Yy42tSt+ZYJMv0orcnC9wm8bGRGJUN\n",
       "NIRSEyHeK81yLK+41ppczv609SIDLVd5mmYBDVL8Z1nBbSOa3OLW30tHUz8okagqLSqLfePqETa4\n",
       "//7OyD+Euw3zxikdAmuUIFq0kFWuL2xMacLOIx+tinpLoxLbL+hJot8/IWgIIMjXIDuzmjOdubec\n",
       "I+vmLsBIeZ1oCm5HQS4rW49pgRZBn1uGej7UrPC11SPnqVX9ArcLEhi37Y8MhmNCzWSJ1Wt17C26\n",
       "4YYiIQAAAacBny10Qr8PFj+9FNb60A2+gAEwRGOwCtRmwVbaZXrvTaV6H0HVsmH8i7jE0CbVtOLf\n",
       "z6qIds+3J6dAZvBpcW/cJEVsUESSVHWg7N/l/sgTR1tMSF0j/GM/eiR5ioZi/kx/bsgKiF3cAlZ5\n",
       "8v0ug0mXkI8shmzEOljbhCDh0sh2kPYUaXaq3COhWjyVo890pGb07FmFqPVnWcVISiZiNbaXnGTe\n",
       "wmg4J544Vpu98sKaXa/nfX7FVlmKlSZ6oJDz/NAwQxv/3GX0eZN6sC1z5Rkq08p6vbi1nXovOD62\n",
       "/fntYHgYQTVnw28VMtJqPFwk8O/SefYor+0mhpO6mzcL/uV7P7ML0a19l7k2QEG1Jr+qFsaMFg5k\n",
       "8DgDiNc8zF/wtCCJEXvBMc0QcgllYnInUW3bwqcUBIFlIKG9jUIwStrYhHJrWPduyfRg11EEuTlM\n",
       "+oqUKuEbri2kGUj4fpSyKpnFtPGzHazclB9KJYpVUPpD8+4qhj/HQgn02w7QIZG0jwOBD4AXkIGb\n",
       "tM4RWGyAhIItST+9sOgVZO24MnHLuzwojNq47BtMW+cAAAOFAZ8vakK/Dy7C3g23tMSFqAD5vWgj\n",
       "JVG/1pA2FFSjYgq5zCmRhufMShdphfCHf6Eugr2E+zeMf3G3jVUkYMFQ55tsQUlPwHmdUYKenttZ\n",
       "2IEZXDzjapBl9wMhhx7ooKxzq1LfBfovDPbLp1G7/NK4dKs+1cgN7iq6FDGtthE+jnRLFs/Vtjhq\n",
       "Igk3QIJt4JcUakiiS+aLEY89A64DXTF/fb3rL8oJzXFq6eaHKs0+LEBh2SAGW8gTqvS+IrPn2oq0\n",
       "aR5dQK97D6LGGYCNTZ6V+3ZpWs5gNJEu4P2Sw2zHE1MkqDlNMw7Ge8SJOCHARgFbsl9NLPpVr6ZI\n",
       "b4pp/SE8qIFPxcrDDFYIgLPAnrXX09WK4DBgUiMAdlZt4lmWebApBLhECl1rM1WkPB3ND3p0jfI7\n",
       "Mc0unt34CB7TizcPFdW1gPkjA0YVPnEzYt9aKfRb991vMqAkaByxVYLOki8pDvreRR4D8/OFnCBt\n",
       "K6LEsTsLUrGvHqgQpo+i3lm6pAnjsAlnUnSoRsBwzXU2rbv3ZTUv2VRaHImqkLSpRnQI4SMweOnc\n",
       "UeJDhpiVKsR2SaZ4hR2p65Bmqe1POlqWUCtd09Ly07Yjcw1TV/c3CkLBC4RtM4gYKNbqYQEu/v7n\n",
       "4AmyhmKHYU/vGFeuHs06btjJmeXM66P5ovCnaYbYFoRrYFXtUJMV+Je5R/qiAmlrm2gNMMDVJxgB\n",
       "QRKkvmEol06x7bqv2ofUKJGdwdpyWFEYoIVbP/MFsonszPSdHwA4cDocsxchVUMOaCLbtWLNN/Om\n",
       "TXm9dAhWNvBuw6MTh/hs2Nzqybp9936rP3ewfOWyWHgkY/gp1YHKCbcZ0AG5jjGPXVxmJ0at9LjC\n",
       "psfOUIipw+564FK8rZnaSrn0U1MYsQbPzUj3pgFfq9WLaVwriTqAVZLHQM8bkNEIT7X6/sUihHan\n",
       "WH4XzqBF3D3xblo6Pb9cFLF2nqlM87AK+cOTRx5RIfXBwRSzgt3cbGgJGye6US12wvykxx6dNKkN\n",
       "CIzcZIBrES/IjuYBC6vdSx0NOuoNYeabKS9QCivTHaXoAI3F1aFdID0VlqdGsGp7Z+cQ0ZLSlC2E\n",
       "Y2ZoAXqZH8igFsqgpFyOHdxR8U2AtFNQ9n0Cvy5+R9f1rVssXH7EzHlOYMmXH4zoKsS0LsfK2Hy0\n",
       "BdXQu8Z/7tUPnTVLi43ThmkwMZNfddZbQAAABNVBmzRJqEFsmUwIf//+qZYD9KMcAIlOCk49vjGL\n",
       "1f92Lpz7N3yZYBvmrheTpZS98F8ClY5q1TTAtqy9A2oJoqG1sujDbkA+P1SoZmqgoCz+5lg4Pns2\n",
       "kX0ug+Pz8px56q4jkE4cWt8zU3v4PwYdNpgQw/9ycTmo93LXfwOTbyaQcmYuL6RNOFuJmNfz5l3+\n",
       "NkEIZMaRO9SdTEtCkdVoFBRBNQtk43l6J5/vTwgjBZMrVlR985l9Mt167wZ5crROyeVUhbl7nX9v\n",
       "iz6LD6IZIcQtn/34yaPbBJT+r0sb5T2JXZAVjSMc7kpVu1gvgPTRoLEg9zednoRmnwBcNboEXW7M\n",
       "g0fhbMJxoDkWW9HZn+yfemYc00hHUsJmIjNmOvnG7ssIegSx+i/wLlHnxhwFIv0FvCrWvOa8Kzwz\n",
       "kwqt+qGG/7j7xkTo8Gy3k5/9NCpH5xpT0UO+g3+3EJZ/UhEm7Cz4LG1TLb2A+ln+g64snLlqE3Bt\n",
       "ZESpmI4PbwUDrCT6tGC0VMBstXJ7je+DP4H73UwnNX/AzBg5j/PxQ2EU26E82GwsDGFJ5yWrG8Rb\n",
       "uCgYcx79DL8fCEKLx+zm/I8RKmuBdL2JbnrtAvZwghWLYnu5vwYfxvMBgm58Bx1vsULytENY1IVs\n",
       "VOigZh2EwFFw+zUEKAeStVVbxY71CimsGbEHLPOdpDDZpT8R9Sj2ljndmxAUnt1ra4CqebwcFrK/\n",
       "XkDtVG7kuwqBJy3C3fOgyVyjUcR+8XAgvAPsGxWx/ymvT6EKSntgStRKlt7iV0+/lUjlfdUloiDQ\n",
       "E2P06pk3iM9agkpPdVkO3YA/X8lxJumOvt547RgvD6JfTKry4eOKhLzngevjtsApCljJ2abk2GKB\n",
       "5NYgaldy8lKa62Tuhj9n7Vm/9bVEutgSCzJLgooCF7K6A7FeDmKQhwC83ujhLq/6Ln/WqzIAmXZh\n",
       "FG+L8+8XiGlo3J1ZCB5216up8i+xhN4JLQxZYxL6vzAzq5CNuU9tPbt7KdS1VXUGUUvyqRmMQVLz\n",
       "yGdOj4B2Y82nOHvY5aUq4ZFbvLoZkivLmJrn8aM/QDSZUGz+XybXoOiZCpC/u/iJWpLJn6rSA2AV\n",
       "XUzqJu3t9TFmXAig05w2XlYd9hg+iWvbOPXgn+n5zxOWqlnUm2npOxYJ0FFrv4vkc78ohjM2mq+i\n",
       "WENWNKTZfIfvFkZ75WsGqOAW7nlkGybsdhJ70lsrWMgwY5G6WZYq26Bs38mYL7QgtVNh8DaSDeaO\n",
       "tHh1egLYU0P0p66KCRz3yRwxFpyJ54EM5ju/m/rCmqlERXBCx8kjhOAGIP8tBd+AdlMpOPqrW6xT\n",
       "stqWR5Lwut2c3RRc32sOEN05wCSS05b6tSyZh3wPJfgAHdfztTYhnjdciBz1G0im643IUCwGk08C\n",
       "dsfWM4KlrFT29jARIpWDpIedVV5WPpZ4Dim4iEgsT2pOI0KjazroCHnhK/d5fAH6/oDFHM2ew302\n",
       "OdM+b2ZYfALY0kkhouBNxEJfHMA2X0v7DdS9p+cQ0kCT7Mz3AKOMR6zY7zh+OTDm/ouaP3InjvvI\n",
       "Nb1Lyxa3H/BJh5EZGyuk9CpP4AyMDw2gejWCblUVHlbraqgLpMwDDh2kRZ2zOO8EY5wNRIloLt6d\n",
       "0JwC8vi9swCu5YWRAAADcUGfUkUVLDP/CmmFpxM9CLkjjNd18AAJTfrnu8Fq3bQARd5Kei89nDYa\n",
       "m//KMFN7juSeUoQWf/uOHVvUPKpI4I1aNzLQGGDvJtF/F0TdhJVIrSdWOnJOlsu+gAQFXi0tNQ/T\n",
       "eevFmnZzOzPeT3g5eIb+/yrhJYgSj9Yy83oRjAtdHhidHUIeYvBTx7TbHZ7rIOWGZjBU7B0wvqDm\n",
       "SpBhYPHae7oUNCE016xM5WC5PA3bg0EG6k66MDbcHx9An9oa5KEJXsJ+oRSNaQ0uk1qLPhEsjaR9\n",
       "rPrwENe58+bKwBJ27/3kkiDI2vnYT+7S71g9n2uykcdb7acgi6uJgkSozEIYeJBIl1yVbQDmN+UW\n",
       "Xg4sGRlTpNY5svhtp5M5ER7j+xsNM0s9JTMZXJqqiDIexocI6qH8hvD+33JiiDdipeex6t0NHLhk\n",
       "TzgKlMmKhXba+z+PJ9Q/kZXfPLYliyQk8Nutoj7Y0+nZUeAMFLQFoUI+zEPgeHJ/rE7vDxq//Kze\n",
       "69Wk8YUe1dVGkaDo2daN752kGlLM0fEGSFT2uJvSsaNST18bXAtoISCMHyDFJqpOSFkpq2oJSl+F\n",
       "AAizf3QgdXsHo5MNn5Ti9Aom15b1qtx9TlqvbZior1KC5J5BlRY8UxVSILKYX7DvKfe5uEbYS4ZQ\n",
       "8AjOu8526YNkwTZbeIGCfwdMeRJQOHoaJSyIKdO1HB7jtbpqG2W0K8DL07HeRMrRr9DleuMUsvEV\n",
       "qFnGmVto9mlSYbWDrzRhmxECIc4ZibOUGwz5+u13Bj2ECb+pIcxjUmNh8V4sEIqqRgHIIEOa86Hf\n",
       "8l8VnCD2LF7frBet4cwIn0w2F3ETRccWfu682CzikILOh5sBZj2pqhoUnzzuP0R3feoVrHdDw0R3\n",
       "f9LLtpolobYX+pByQJPsbqv0QNw7HtHU2oVuCjAexFHG+my1v5xpJdcwY1DF4iIv0kc7iwfLCnh1\n",
       "TlMSGA6N1ixywcGGBD4gPqX17Q5n6HEhtoFqGqy76VlRFzm1oQcdZXs3v8c/PztKkaWTfm+m9eE1\n",
       "xi80LJ4dYLAaegyIl5KRRxTWFwSwMyUzprjIwo6WzjA8CmTVKwJ4amNcFtdM27qJdiiFlXeL5DtZ\n",
       "hf35Wtn89OL/lXTQRRn8qE9WlJ3hiXXqakPJy+nEVHB92APPCioD0BhRAAACcAGfcXRCvw8WP70V\n",
       "a/V/7EoWNb3SAmekhLg36nlVAQcmMwaOQ80tUWUV6g1unmus5139P876Vjbxvgo4bc8Zv3RKqEN2\n",
       "XkfZSo7p1XD0IrxjoGgiczzmZZJ38mARJRiTvrSi/DZ34KQge4NwQjIF2QUg16w7U5695OlPv++f\n",
       "7lF9C3NtctnVHfz4/em++bwDJmhMK6ptgayUSKtYYSCrF4ctaaqAvBpPZQceHnEc0UGzsImTOIhC\n",
       "mKA5U9C3zfsaApmpM5hiegCbRIFOUJFyCh5/5A5bxfis+zBDyGv5cx+xCJtlLTmchgJO5ytZ65Ow\n",
       "tnXNMi1knRmaBFblnNqNgm0MaW4Yh+YuhkVl3zdqQU5/Dj/7flRm+qDmNjIcsGHb7Mp7sCpzMyWy\n",
       "JV8d9LnoXq0e3c9fXzBfr7f6pWI/drREoUxhr2+m5AW0+x7II4HZSQj2lXgGc4WUgth/hGaOVi8a\n",
       "04R6APs0lT4o/YP0mV64cZ5KGnRP6EaCyUzIiTtMhkU19YbdeMOX7tc3vWeqMBFHVOt6WeJspBJw\n",
       "AbWgbcrJlZ6KgVqSGg9bXKXgxb2V2sJQqWkHgUwKICzhd+rLKuiTW++6tCe4Qv3zcDpiX5Lzy1EB\n",
       "NuWPvkRNc3heDg2NTNVjQT7MJD/1M9TqyeOwz1f83er+OBVPk+1UbjqddBF5XOvL8w/swz+ZaCSl\n",
       "PhrlbuySC+qDbtTEadggcsUGBdxm7IeoP8aaHSPkSD1SUR3+dvxqATmhdUmViIq2Ij/jrJXt1HPB\n",
       "GAiV98jMk9tssAcLT7PMvd6B8Eu7IJ/UTVo6kO09mx14EwN2hO0qdVwBWAAAAVsBn3NqQr8PLsLe\n",
       "DbPH+6velEEi2a4go9leTYgm2Ppct1EZJcpD+nV8ohyobCDnM1z/PA9NcsIQEGIgvGrnrFZBljuS\n",
       "P9XU0ZsGL8KOF7lg2Aajt+UxOO27Fa7i86bUyfGYMRDfT6Cb6fe87q2cFRGXk9PvdeaHp9eyKbFw\n",
       "kT41YnZf7+RvoVjLzUjtcqMEL1xbQ9lWEZVwACMVcnVTRtDb/25qx92lD6W6lpDv0q3byP4NPg0r\n",
       "9i3KrxyUY/07p17HI/nEDNHk1jC0N+gcAI8RCqW7UZvg8N81dFVThBlj17fHKJXIOl3xfYkCtS7y\n",
       "7m6kGIOsuDio63gOYlE15bdrn42g9NBsFpu86qvF2fzDKEZgroXNGdwkKgHUKHvGXUD369CN2QtS\n",
       "zegkbhfABzyjh5f0BpCaHnmCHDA1X3XLg4tinxAwVv9id5rYZnVLwToVbz85RgetByg4MAAABldB\n",
       "m3hJqEFsmUwIf//+qZYAvRTMqAApwyZ4nqWwjBUoVDROd9eZQfTMbkaGbWAKhXngVTw4QhILzrXh\n",
       "L+22S/veKjoz6+FFfT+n04qA6X3T6sK7WeBLN64loqpjcEb6hDq5JEH7N0YdZRajGrtbuYg6yeLY\n",
       "EB4zXZMgr4mby5exSAHNwPf/i0IS67+idLUYZjuMw/1o/KK4UguFV6OlJZ19aXdktRN+REcWzfIy\n",
       "5aPJv9uzvqvOuk+OXPYSNkaJvqgjHMOOuZVfM1ezthoAZuiKG57tHJvzmwofKR+XrGk6D7JZm7Od\n",
       "1GshnMQpI2KRTbpT1utneZVo8SC/inDcKQgb3ofXWxFhzTZGfY3zaxSGcQdzor2rS/aY7xAPWhlq\n",
       "f5fIXmm+Fc34toW77CiHFijYMNerVqjhPnxPTLzXJa//hiOtYWReuBxnpN2X1JtLzQqL3PZVxASA\n",
       "YS3Sqx6CeGWPhleq9yQAURpHJWQnIaQ5xZz0lmm7ye/oCVOY93OSZCrnYK9Et+s3DTeEb+dZEXzi\n",
       "Aiekd5FvWSjXxzI+11dfERwEsgttCYmLd9OQ3hovDdin9BQH+59tGTCRDVC8VL+zW5m+v95GwC5m\n",
       "rE19Mr7ghUA8KXzbdp8Yq0lEVFFi5eQJFM90dcectbTFpHcOR9jwVmGfO1pJjDtxTkKdgGx2Wfpw\n",
       "80QaioQ8IbTKUOGOM61Dn7/7+DZP0b4Uqmt8evKq6XNLHXaHEnqVQvH+Lh4xcSXd2p91xrMTswQn\n",
       "Q+ZimfKcvRGAnQoS1y1uzyOPHo+V/XawdLlZudyF0xBNtwu9IPRsBmB6vYPTAL4tSFa1+PJs01KJ\n",
       "z/tp6msEqfbixnz2fwOO0Z5qav2yjVog5WD7u2UU8d+xr3D4Z8juok2Dl/wP8ybgH7gIjBpElE3n\n",
       "TNUXy8U7Yy0rnNYoKRx8YNzPEWXZ24h3a2hCnlNT6S/b9RnSbHtdBof3ZU6cSiJ7VDYmbHT93+Zh\n",
       "7wdUfYxERtPxnHUrJ/3HSbUMYc12k7PtozMBmYR/erwoiWaaRoSZ+VWzFT6eNA63frOkTtJbMQiF\n",
       "1zf4ZSSm2UzfmCYPlW6c4CQkMG7OfNjDe7Gwqwp1jY3Eyll6VaNhVlNIbRjWfh+tn2RA/gehjslh\n",
       "9orJbLdhKQxPfsh1RB83mgT1abxkBw9x2HqNAMeAyf7RFdLc4+CIoe3g3x08Jl5JUke/R7Fe53g0\n",
       "rz5jZuXT41RxNmZteqHQbkKNKa/o5ZngCumoxWtScxTyoGcx0t330OvL5Gsx1V1hu/WdZEVRllEg\n",
       "BA9O8Xj7NzCVu/ipUj6MCdPm0S7Njio1hANG6lZ6jQmu6h2ICcvBGUhPeB960wRGDD6GnETKZ2p8\n",
       "DrNYzcT7QqhcarTe5BMZnj8TjF1TNT7eTXU1PVTgzhPlpIL+0jPwhHYAlfiS4gm2y2e6eNFjfbrq\n",
       "t0GX6lBtsOKphZQk1XrrLI/6v44IgyF+R80FUtztY534izMQqHvK7Ir7QBe2eArUpRuilioTMa35\n",
       "GHuGTifiJ6SPeXfFPmCAfqJL1RuGIe1IfPJ/rRm9dRTUe8gdAK3LoLz9DLU7RjYH396R8mZXpGnt\n",
       "4AOCC05V5SUXEeDoIgAC5RZTe32ZU/DypD8HKmFCsZtPTRNEw0E6Y6wjH7cPWRqvvraSaegEBh8c\n",
       "ObavHnU2AfJJHPQnrhJEqCKkKpieMLrKzjT6taeORvP6oU59wMfHF8a4jYUY1SCWJ8MVxg/81RL3\n",
       "i46oxmybU3/GeItk5/OVsZjJcArAZs/IJ2/YRNUsx+MmY2SD7i+CTtNIBm3jY5jiBxzexQvKbuZO\n",
       "OGnVBRcja/mVvCHxh541BKUpJaaEtDTbu7sLloDuds0H/f8yxUvvtUVtr7GTbefxFCC0VYzNoPg5\n",
       "o/vsBWyiB53dZK+t141A4gh1D7FcZDq9pPelIDHiObpVK0mrMjjvEU8Ie5GlwmCRzKdT+mS2/x4I\n",
       "0/3Axuhg7LQ4/jVNAeXiav5yqKcMfuJwU8k4ahYJXFAWA79rrem9PQk9vcvHEjXq69emNzdAlMNT\n",
       "Ckh656jATrufhDWq1N9hWFREFL/DPqtNRIfckim/Lzls/I9rY/Q+neq4g0iOEuAblIv1Tv/XQKOd\n",
       "osScKZB4FhS3ojT45HxQxIstA7iL0j/o+OEAAAMFQZ+WRRUsM/8KaYWnEz0okyFlwgXVqQASICD3\n",
       "XD8pwigMJIJAxhwytKMju0QdzBni79Rr5QHjgikGRYb90XRgca7CV06xii8Q3z1nthdbfY48ZhXL\n",
       "lyo0qafxllga39LzpdFUl+1xInWORLuWOJnl38j8PV2g5WSfjgNgH0i3emMsFlCPp0Tka06oDzlG\n",
       "vzpfIfuTaSDCln869rzRYNcRq0pZzxAABQqx4t6D9itRGZpgiIL544DV+Rgk6SetKogz6C5rl38r\n",
       "7laLbQcfutNBgsuwZ63TJtHpEOPObd7tTEa9DSQ6/DxR6fqtPTO0heobqJAJdqcUjNQk7MKM7tlC\n",
       "1wiE/hfk6sarnk1FrTMMSR9J6NM2KJsJGiHjLiwIvKkhWueWkz31C/cYagcleaks0ccCyuSvIEEv\n",
       "BRHYlXL0AWI+SfqCcL0NYVaZQYp/Qg5hiXEsbC4LnxYvvlxX1aTBCHMuy0Qtawj5oVxkqPQkneXM\n",
       "aJMYAWw420W1JHZ5sfSsxbZWN+alcm6QxXNV/18jWFyi741x60a4ADDKg0+xNSTVAWJQObyNjRdS\n",
       "Lf4VHHePXBPJbIADPAqTAI/jTwourEb/XUl2wNM/ltrutvOgbIJY/1Uf+NhDJjTWdddPEXf+iHev\n",
       "BFmbLZXWUnNX/8Euh9l/I6fT3zZQzBoi11nxNTBNOcZdwjZJpEWMdXMKjOJEJfTumA1TRANPlqIq\n",
       "l8PineHjSwvqLCcx5r8vn0kaS0r/UWwpeLqntwDwQUFlvjU4J1Fht73LaMYZaCQbxDbqhKT4Beuq\n",
       "BmV9yYBcYLLW5LPpPWfY4t+SibVO0hh5sEV3hc2xKP8FkSoLFF4PBqRx/SAVWQGMRdUWTDw77MkH\n",
       "5WHvlPnJ+eUv0XvHUxX9W0n6QJME/X7ihh5ufy8pckbIHwKQO1XSpWTluMCQjZ6zL1DMdb5VR7Lw\n",
       "GEWX1/FAj07me+fgXnkIhzsqD2bns45hSBVrQDud+MUo3/2TzofPn0uOyhgtqoA18uvxiMaLHgsd\n",
       "AIZyXCoAAAFsAZ+1dEK/DxY/vRTW+qLm3yFQKB6yuwXQ2HRp8DGXSwDx1u6zeKOhs9TLyC4rhIRa\n",
       "1B/M7jwWGE4/q1g5ENrBSQyTL6VJ4vNfZcZzArncPaZeNuK5eZw8r+aRNbiYqAuQHHsEbMxdqSqH\n",
       "cCi3l1/dn/loOU+T6K9bV41kABVLBO9CgF4l4wIOe1qdb6PyFlZDrcEx47PpqVynp2xL4pE1BA+2\n",
       "kxLCdn8taA4x4LK8U6Ab81lM8QRIRto+xx5DANlQbRtSjy7vFqaLzXnZVDWZmS17iNnUWSEU8Gu/\n",
       "4Trlp9ungIpXYMUgouxSz3+NNyJwRQGguUel5bLRMZSfccIY0b/UfvncF1utVbx9w+4h3DUoGDz7\n",
       "5V03yaAP/KmUpBNca+wyNv0wNfPBa63onCVF1AjHVD+ncWlkhiPb40SL3/dh0u69HGj+FpSUsuTQ\n",
       "Vg6zeWNSO6gDG/OWTT/2Bbqt3yuDiGKvbsht3i+AcQAAAa8Bn7dqQr8PLsLeDbe0wz/HCypv9bhr\n",
       "TeTOJmfxQAAb4lXm1IH3OVtxv0F1Akmu2nEB0aZq2Mr1tI6cvRC1f+h1+MQXEBYS5oqD/NvMhd/X\n",
       "LwRYN5PFq/OltY8gY8YXWsXmUdqp7DKKbUrlmK6Mt0qjW0Qqes98VMXSQBHu1L7HanuiSujGmiwW\n",
       "L1tnpEBoKtvGK/9jAAdxq8G1eJw8OsP9WHAJojHuZs+VcLNqbzJtSyubtgz7GgqUxwMmtfx36cjn\n",
       "bQ3O35GRflHzYq2VaPEDcxRqmnkyVeN1f010H9f54q/1qClK/aud7BD9Lhee6Pf7ES3L2Zs253jS\n",
       "m1j+2piCUZ9tgnhghTS2z7cK2co339BBa/sBK4kEzfn3/i41Sp1gskQjnUV36OByKGJUjfMxvjXN\n",
       "YpJsUrkOA61/HyHbFZY2qFcDQmgs8JOHpNOO3+fI1EJmHDUBqATJDN+QLq5uovgudSmYmD8iRwDh\n",
       "hBqKXGYhIDCawAMEvEP/w3hCivts3ncfD6ogpAIAhFv/96dJhmqeAlgb+rWH0Rx5R4oXzZhYup+m\n",
       "4KqkQ6X56Ga4swAABxhBm7xJqEFsmUwIf//+qZYD9Jswu+ESoAbtMLunmt7/wc0FsV0MOTP3/zxU\n",
       "TL7O1FsKAMG/Jww1YbsYBYEQivXv6DI5ok05QWH4ro8RuFKnt8pCl833rnMgJBzgPgG8pT5TThyA\n",
       "HNl9Ri+eVe1+RyPOF+vlQhoYHLVIn8YwGnERjSFdUzNOIm+BzGzlPfW+sLpL7iUdFCfYkvcIa3YP\n",
       "j3dCOxVHZ3NkM5wRYEfhp146WbByjIhHbfGvsZJi6Ala83ZyUrXucXaC75dZMNgPVoLsu0sKOqzF\n",
       "m3l93iG5QCBxsYqrTh+sbLwMmhepNgcYCGTU1vCqbBam1/O7k8Hg5c+3wyKCOw8X0VTwTJ1Pjd2U\n",
       "l5brRxJQ90QD2vkFErs+ftyzLBtvDpBRPYBqt9QVLoik2RK9TuIkob2XoN0KTV1f7/odMuql6pme\n",
       "haqgD5e98g0AB92AyCrA6lncqvpyOoHk7qoQq5KE4LuUe/1GkN8RiTVCmPXjPdg+G2MwQ2FT12Ex\n",
       "UnqCCfzSA3Xm5bhh6ejOFH3IjLgp7cJWhL29gIMhfRnFuKlVNbklB0IuaObPtLq7zFCIj9HbLlyG\n",
       "zD0HGcZPck38jYxhS1/xzl8FDVgZSOx/+RLLK8YHaYCnrxXKnIeAJqOfmVw7CHVrg8irvu/6j9Nv\n",
       "18T5hJLPEGDE+z6TaTrdLxwvReoHNrVQwnLQsHnxX9DQdJaLusNclJFS8AGFVNCmduFjBVH0YT8Q\n",
       "z/xl3R/IH9Lzuz1uYLq0IewfbvjerGPoXk+DiM2zrcbzyUzUmU1BR9tQzqYWMbQWL1QiXEbrT7kM\n",
       "ONYCYdJuHWTXdjQH1sUk4x6Q8YdLVv1W0hB7dOQRmbLFYEDeYUCDKEGnswYU6Hw9sk70Gkn8x8wW\n",
       "cRECWvVazlaA6c08z5zx/weXF6b6oWJ0rcGgvMt12zmsjEAnnD1odLjZZlNzk133rnaN828mKdbF\n",
       "5DNcfDZ2zcCpDEP97YlNo5XCGqFXkTJsQAunVdV/kk9A5s1oy9w9m5Owl4UJE889upnbfbF4+cih\n",
       "aQZ83odCOtHiK/6GzmNB+PgzLu7ACeVTMldQKgi+Uh01nMxqn/SP7J5gVH4DHeasjdRjiPWXvUHH\n",
       "zDG4L4IAATxqku7yGLtzMoaDHTmKbdNtrVYxFMRM/RKB+3R2rrC8yeIeaWPc0Gbm3aVrB3CtRwhr\n",
       "usRAjVnbqDOikG4wmtwGJoXjtwyX/sipBOMa1Zt2GuEvWGXabub/86l12z1iNmfUOJKP+nZU1GVt\n",
       "v99iB0mOds2dJMicFHM4FRw/JpT2g62f4l+X9TAJOvvn5yy0aQfd4HuUDgeJdQVy92FddjUSRAbf\n",
       "NptwwokgXr4+FQj34JKGz+/HwNJZeLUtJe8B8j/AppLvx5+Kd1EBByFGoMit8Hko4wQX97TOarEe\n",
       "7JBeozHkMu+QpQNt11eZdBYzBTOR7DgoOERzQDAuMJjk34zZ2rCs1ys5yIh7rvO1MWo014dpocjc\n",
       "mXeVI2wElWkE59fyPAHyfDV+CZPgdsoYzhAQRCvYX7BZHB6NNpqVf0fdti57ubbPjNROLYf45f6e\n",
       "afhVyWBn/rBF/hH2dazEd8buDkUXLUTi6srM9VkbVN8K4vSxFf1hyL7PHSSfodrnMhWKZwy/dMDE\n",
       "fQFTVGTSVyKq0DBksrC4NPcygdSZGR7tmeOFsU4xkWEZGE3pMpSxKhWsvfY/X0znuTwaZjNpXTt/\n",
       "/HLxhcZOaCy2s9+pacweoYVR0Ea0wD9+Jk399sUfd9FFibKNia1uzft/2tnrVq/bSRMWUQ04AW2m\n",
       "O7uhJbsZtQ2CUoO0/iWS+DaFhj9yGThnF647OTTi2Z6ZBEATzjuvmuRh2PltXactWMjL9kJkSKsE\n",
       "lmfZDAdyEIfxh6q/5bH4JS03d3O0TPiHXXIZh9QmCOeV3yMe2egFUOL5kJGNcjn4G3JKs3riz4Zh\n",
       "nPK3zUGDlt+KXPvwmfcSBmNvEI4BlXePS6Lm+8xzZPZ4POVhmsgmI6W6YOVTxjx/fHE62dLUAzmU\n",
       "/kbmcBM87jTxAm6aoujKw+sbZngfGaNUjf6pfxY2nT4tXjsjUJ4xB/MIW1ZXXABL5e1FnhotitWs\n",
       "5sKDLZl4tOuI8YYktlGdAYlqlMZZw2jAUR1qxxQ4+V6jTWFbT+f2epzYK2eDBu5gsZIns0g4Qn8R\n",
       "08cZCrsPHljIzLVJV3IupXUbUCFZpL+t1sETjpfNRI/HV34CFU0QElbPQ6hfkW8kPJf9RG50K5EC\n",
       "lRR5mhiofYYBdnLlFK8N43zU28Bha2PVQJofbiuaxLiHVfcsWi294us+I4y5EL2zc1d63A9PamoR\n",
       "7qX8tkjBwQb2BsFGE32jTOwflrVUl1xX//HLm++ajVWZWxeSoupf4TC9dWhNemnWtB8cGFW8xTLr\n",
       "CdB6mlRQAAADbkGf2kUVLDP/CmmFpxM9HrMPbx8UQWMELJQccPNDUCNGIHwOI4xIAhXAHi4uSpOg\n",
       "7hlnt/N6VSokOwnvygbx1Dt0WEK6erX8nPF7/3kN26PrEKh+OA3OBybsAMUJ0iafYs/FsMvRvnz0\n",
       "qCLyVI9mvD48rdebw6tNW08Qn6t3PHJt9Yvsfz6ndrslWtVcl5vOLRQkY9QQgT2dLuyg584Ioy4+\n",
       "/Awtq1HVECJxb6qXjpFcxuvbndrvL5M3YdPqJ/keGIPMpDTUiHX4k+syusm27tnvClfJdpAUWmy+\n",
       "VviaCOIRNUA41ekO9hJNi1rPpu8Gv/IRMiFcheYpBzB2oq4JjiC7OYkpsA9Sz10qz2O17uLknli9\n",
       "Z8OvkZIi3QNCud8sWwhHX8RxuBwsmXoCz0hEari54/J5LcvH/9OnruuG9UA7JrGhydSqjVh2nVMv\n",
       "0WUaV+TVMp9aShOU4m1sD3eysUwqqNZvJmp/vVlZXeMg6hym+keecxocCdvaxuy7aTdgH7qx0lys\n",
       "6pgep3KjKi8Jtn2ZIdskSPkkiQ7swAVclVWvrQK+l5k1SWYqKLmLCYrCfRulAdCNYQSP07GEzQHz\n",
       "z2OyQ0nNcbpc1SqkiK3uzHyfW3A1rpUx7WACCG3pNvkAGtB/m5kk9KRdGLvNklbMcn2IAUr573W7\n",
       "SVExZDq0j5atBbeBvjBEq1yqQdetYSTl99uDkpHqkx3u+vCNqhwU+1oOYHOaWx+1oOrbQURYGfee\n",
       "iid9eRLR8HnadR+B63F+3VI43KmHS78J6VOcdB48pfZ3WqCNmleeQ7ln0YdBuFEYk+m8j0Q+nveQ\n",
       "TQPdrXA0zFmdt6u7ohdtXJq9NGO93N9Qole0rf7OjBDlUCU+/XUArKpcODYQX7Hlk0lXfrsa0w9K\n",
       "tCpIwMBAegAUHxR8os57UcYf7gAZO1hjPSrBV8PtOuBikwsIsewULcOUCto5tgG3MKv4Sv9EB1y4\n",
       "9xnzOXQTn+/JqyMJCB7ESPg/P7oZElCXLDo8d6JAEfzvayjlxF8CpEMQgWwe5gJW721Wn/GTGB4s\n",
       "kFVffkujTpR68lG0JzMHB80WNDFFz6dtmL/hIBfNcMX9CWSHb1rLD8FUVMb7NOCwbhnY4Z0m8C9z\n",
       "YuNzH66sGcmgu6ocd10s4JKPcG+3i9TKaWv2q6+wbgcVAAAB2QGf+XRCvw8WP70U1vrQjpcZ2zAJ\n",
       "SHcm399ALBK2uGCfd2wYOeaew9C0UOnWT1LOz3Mois9iQng13J1oofk4NuDJbyDWUiw7PBtjWECN\n",
       "6hcqhzho+Cy4SEFaiGjhJi8CV4we4YsejdO0oF/OSZrEM8AwazWMX0S2M9umcqojuG/PCmq3c0hO\n",
       "zv6wlrQ1XRSk6f29HMc1EzS5faGb3yAiVF0Y2kfsVublCyz1Ld2R7NrmDZeiVe2r8zAWCmuEnu1G\n",
       "WzSOiywHovBuve/mrilvYQ1HQZzREnYrGfeHQDxbcLoOk0H/uO70Fn4Mdi7v4tgDI21mPb9/dTjI\n",
       "hpb2GToLY+XsKBHlOoEQXTuWqH/U0uVd0sSp/aYLZedhTLQ1EFLsun1h1Ukvo4vioe23sXh+NxuM\n",
       "/75MsIcue1Bza6G8FfL+p0qxHV9wGc6wO+9sQ9dsFt0bI2Hn+5JIwItpi4ny6BcUPxf9Vt3NrCYO\n",
       "UgT12ajS92icbsZGdltecfaIBaFR3a5RyZa4AA1K8VbOgurF/kb6RkMp5S87jvsVYbyw48eABk9h\n",
       "s9lTaO5Pgx5nyKxMaMp++BFIiLBNG8yE5tfx/Q+YWqOV1A4bFmv49zZn5RAi7O08Bbo7Lj3wAAAC\n",
       "eQGf+2pCvw8uwt4Nt7SjB9s0PxEMaVqrWBWpu36jPmV4OzsRjYn0KJBrbA9NQWryrhDKM8846K/x\n",
       "iKbiM6CGDkLxncIQYPxn/4ayDWQSEApHdD8Joq+7jt+NvaAZvhETdQxcmuNCm8ERqkpB+LXytXHQ\n",
       "AsQoeLKLY1YO+TVOSlLIvSW8DQQdr17siJRkRSO/61PVWdqPO56yazTrXgzoR/fusQ5P5EycxFZK\n",
       "kLpWzAwJ8Ih9juMUQIzg0yJ42k1jG5yXyppmk6VNdXNKLstFqK4vFxY1f8WB46IkfMVs44kLNFjo\n",
       "ut/2vxSdhGH9gZpS4r3gkQejPA8Oe5PdaKbiJUi77SI+mopVs34LNDE2Tfbbnrh82FAk6fBwBGy+\n",
       "wTw24JHKUstA65LcSIh8w/6NqKt+LlbAULCKzU7orx4roseHr4917ZzDmOdJPkoEbJ59EYL77AG8\n",
       "xvA0cHLWLI75n4LsGiEXILH5xSZxVZ/AMCkqRt9E5YPS8kfigmwWWPca38up4h2oZeWlATRZfGp/\n",
       "HEjidF8fRAbXeppJ5d5A1Bj9hAUCpNusweW4ew6YRwihTaxMjZ2xiwdbO5o3V9QW3YLfj6Kqs3Jj\n",
       "IYyqtkfEFQuJ5MWeogyWF0XhUCC/fiyZLBHpb2ohVC1rOzjVxv+Axm+cI9RBQ8aHOyzkW451WSUn\n",
       "kVOrNfVmbU4GwY79SmsbBn8+U7UfLnkaGqADKz3pYzOzMasDoMfpCdfplSqJAlGB3F3ekmI7YSqV\n",
       "WEWGJx8O/D8aQdrkwUmzV2i5gYUg3SDL1xPWAuUnqI6n9CTHIJ5GYtvgeVaUq6F2lfXAUAbCctTY\n",
       "BnlygP08wQAABzFBm+BJqEFsmUwIf//+qZYD9Jswu8y0AIxUMOzuHd88juMjrgzVqdGACBQKaCA9\n",
       "elXF40CS46IH+alITzt/NQH77jHjhhRAb5cU1ug5gMmfvfhSAQeQxnTXSP9HvVu6XVXOX8e0ezIW\n",
       "FWDP3jh5E8QR2C1BiJU2SSy2A25lyEN3s/Mm2beqFs+NkZhalOEC37K8BcKbLy0f5pPuo50Qrywr\n",
       "H3IzZUykywtDsrBuuRDH3Js2FWGolquyPxzLMgBLT+6qrb5seeHKG2SRCnhFNMcp0TFSoW7Q4p4N\n",
       "UNH5wck5v8ePjKk/p7Vx4m/6FmtGX+c+O2/HlzVVTU3firqrNFaI7DTVg6RiePIle8A5nNg3JFcR\n",
       "0heX7sazaO+xL/1/MxlopVFFufL5FmWc/iNYtHi9HABtvg9SOylFm3x6/IP23Os2Ctg8C7p3DEGd\n",
       "dYAIWHuE/68dRSCOKylO4TtlrHobvqsTibqva22kRi3RB+8m4UnwQNZ244tOnmPndlxZiXoACpV4\n",
       "IFBE34GrALG0eHHaX2fq4VUl4lsq4JXnoJaHNVqXj6Rw+AGwaYLH/x0m+OMTY81HBQatqmHMEHhD\n",
       "oomiI3LjOKzaqG6OVW5dzC7UJ3NEhaMBpuPv6nBcFwunUnTuFRIQAACPFNulE/a0S4fn2bLpFU5F\n",
       "6afD1uWCLnXgC4Da4AFV5dsdaEJ0bmEMpljpnb6br/V6qsxiRO0f8tQbX0kQOT0nm/yHJPF+p2bm\n",
       "fSN0G1h8Zl2WZCUhVSk1cp6OnCIThj0ELWSYkfxtgfQ/nUieJUqk0SYX1H74+xm11HpY9WNBjH/Z\n",
       "RzQMWlvIreoCYo/6dChuaJJIMoWqhGcJralXYwS4Lmk+3/x5ILptnh600ZejBj6JSbB1cInjJ9Lf\n",
       "2LlyAdLyph+s1oyZMqg2i6xXaO4QIaIAD+onyOIz9jjk9eIXYMUDEIMGeznUfCOKLPEhw/OJHLG2\n",
       "+B4e/DQe5Ex2JskuR0tda3U9TadQykirFrCkWuSlyIVvj7kspo6Wxxu4ENoeSKs9jMQfxpHaGziO\n",
       "WHVnzT1d7cxj/HCgyblBihzPLJ1gmfXM8AN/NI3ckGYsfr0UAOY9BZfHH6H7ioBDIDaDaQiDrV0P\n",
       "aYgToHREHB/A4x4qIV6W6is/XTDjP7pc4d0GzUbSqq8NhxtrXm3YBCh8yubhZh43Wqzd84FYNSeZ\n",
       "u0sMA/QkGZvjv4Z1an9yzUO23z/wS+ZuQpxTKuv76F78G/ibDqchIAywpdGDHqIzAVVvd1fyFHLq\n",
       "v4/rQuHAzhHxW2SZfTcKQVjuikMTqywnNgBYxeVHw4C/2IaWvgaar5VeP5DA8JokKubaMRQrBW0A\n",
       "ABsgzHAzTAyAazeuyDW5XP7t9GqxB6KkdCShIS/B9ZucLdMgq2CPUALDAi7lYlJZrOUUlRE3Jvtj\n",
       "cRy/lbhQpe3L5Qef9nXylk3IviD8ydzfY8BADGAEojCHtMm5XOYc+YS+yhua77CDKeQtx3pphbnj\n",
       "O4YSuTq4GQnDnHk8dtfVeBEm55cZ2ET+87A2Eb2zZpqbnonMizbbvtZoUlmzIb0MU9fGvLe5N+GE\n",
       "5K34JYqXHC+TeQPwqozf0JLrMgo++59wUORezLCuB3pHfLY+zmCNyms0WunMGQ3+LJanax3irD9v\n",
       "QsrBtTF28OUpU+A/1ND34uut1vyqlEItMmp6OwpzuwPQqvBCVQYM4trDH6lTQHBLfYb4oKfwN5D/\n",
       "LUUXi5mSDaYAoPZIeaZGYMrm4T5SfWhhvDyaNViLDkfLjwB41mpeBJcuJ/sAzBzWTXSbIJwx0iP6\n",
       "NyVqbiz/1mTbvWx208pfDRHj24rxNmDIjWDwa+rvUuGKgtz4Dqe6/KnCt18MW3BCJzJgsj2eaVL0\n",
       "gFiBGqXRMqIrYncFghqYWbmdt/FRfQdsjjoFHy54Suwy4M6jRkz1pAZ5PsFmaLSTq/IH1OAceqON\n",
       "3w7CRmGUqH9/5ITqzIajDYHSB9505QVq/5+xafZCfD/QtWTwt62RIcl1BzojYUhGBTgRILPCwa5s\n",
       "gaAZmOOMhZ4+qCVRGBrAPnK3i/LKailMY30X4fxkGsslYHatzJvF4Rh8PLDI401ImmzfjLJwBIOu\n",
       "y8Y4fMwEm5P54iXdSvpzc4D9RCK4EtWHuK8MyHQHxZTiI+srfpbU9+lE/rFagnhIXWqKKeVUnr/6\n",
       "HZb4nOfWsPMu8xbPomsWwX73T5ZMxq68EJpqFtfwKEaWqr3YGQmDo2365JO5KzpTk2dTCjUSBAO0\n",
       "9aDVtg+YThBHNCo8G25Jx57xDgxE0BiasivjnMD79vRREty/9R7kpuiwAq/RzTa4rldw8UahCqQt\n",
       "cMAnGd3/Vm5dTCSMJP7b9KL5UQMEvmrY3NB+eJmE+jaKhwgmX+zFeGETkGnX57TA6Iw+9vS65R5i\n",
       "nW/jB3xh/g79DaeDG85Y6Vq37PN+59Ipgr5MaQAAA2RBnh5FFSwz/wpphacTPQi5I4zHeu5FlucG\n",
       "JluEBN9Soe90gyQGjjrvGBxxW8Ompdl3Kze5RFEuPbF5SnrXP0UESvmkKjuD+EPtgk4GvM7hNYV2\n",
       "caUuNYwbA9w83k00YQd54Hi0di9LiOH2wEedm8+qO+3qdpOTh5GHnUZqI0p0mFqFaVlVmIH8QPn7\n",
       "YhlKYKDtEQQoOHa1nh60wtuaTxGNJu1oWbXq9u80TlpmgKRBB7vRO46DH2sRZp1XNdu4tLDPKdMo\n",
       "SXkVdNe+sfEZnkdXjd84AR5b1burYwh2mMdrwW7K/v2RyakHEZKv0iIsQI7pQ2bL9vX8L5Nv2+pj\n",
       "DhNi5K6UoNxwwfi1eAIUdwEwYTS816r/397r6+gWqKL+vI1De7jXeiHFKnK5qqx2PzV6IlpJfNlV\n",
       "uaGXH/52Q/BaNrWkkHiDhyFNw3TMIt/hdDlDTBR7Pm4scgZf6FdsTi+ED8YSYiyL5p7MmXMXZyRF\n",
       "c9nNqiQQLK3SkxTMRefp6wHw7m/88em8FDbiVW9cWW+2CkprGIBVcKFHRozEz8YpXBnLywUl9B7O\n",
       "RI6cOiHWXMDbvzPciGDLNTj3sIWJpSIBLfysmCHMKSRnZ9BpA4SbvL+ctMnBXibmE3f8ASU8McsZ\n",
       "SdR7fP74xQRJHqgq+EF8aJzb7qEYhjtOBaDijNY8p9AQl4RTxl49fVn0M8N5VGaVJv7tbXM73PHW\n",
       "35DNH53xUy4xeOn6o5aUlftmV0zIr0wCASYEC8M8fS241risBSVZyRfZ76oeqAodzcpuzlvAbMPG\n",
       "/Hp2FVfkbI3goLGG4apiUaf6Jyr1fUexA7t5MGmzMB+0BXiLql7Xt+SvDgXrVWKqiWV9aHrXnf+f\n",
       "Vi+LXWjTDpeGr1mUGUL5EfvVykjfeCPqOZowcUNUpqt8whZ4NUc4iHSF/OmCVxxczbe7hoQU4l6R\n",
       "Gr0Lmvu8Xt0a9QCUXYBwt5kJP5sROcjrtTocnlG5pQk6wYPGXoXWVBqq9IVmUwpOP+42t8wofFbG\n",
       "DoGSlnn4sknJT+C7BCvVpuL9LZvrCkVQh5jP6rvAPXv3cZAJHCQWKkzRWEcOwYE1v6cfIqmZmCi3\n",
       "H1yp3CVwL/oQDmXZX1kkXafls+GB0ZqMyVBMPeiuB3Icmv7SEOv/SjzdHnAQAAAB7wGePXRCvw8W\n",
       "P70U1vrETOAHoSBeV9s2h/4J72nen2EAU+culNh9fGChpFeut36dtrgTPuEqcyQE3o1jsTuamLG8\n",
       "h/EJi1EtdwG9AEighmcEIARBRKe9/FMYkXmeoPuSUWi67O/kJiyVNw/+hawsAxN92AZ+GxfyvfyQ\n",
       "cZ/5RQhYIKSXpEfgav/iEGmqfv1B4SnJw+Gb++UqFN8/hBNH8EZpVrgvgM07DtKjnxtfx4ICvtfh\n",
       "3wKBPjWbkBWJ2B8WS4vXIa8IrVISFPiJG7Tj5Io2IN66zsJsWNJMJSNJ0o7n1AffdO1jAv4VUCfm\n",
       "nnbGVdsqXh4ADdP40oTAXNaoHGiLCZUjs/ZL409uCIWJVp1M2X/y+0XqW0cTG84tvTbAE0AEV98s\n",
       "MTqPzLAELd9YEPxEv9UEGdnyOUz97monNpE2GaYmqNI2CgXNSsdnq76WhrNodw0VFG/Ov5UYJfFh\n",
       "j+rneexst6Ti382dw/ozlGT6ros83IG9vyBO4PVpubr2DeicebvIxxH5ILetn89dQ8y80joripTW\n",
       "+sIw52EpkBLl7+XHrhWAog0rWTY72m3nfrUzYg1AiVi4/P/Lh9AsZOuExijG/ACJ4AAxTAYIu2iL\n",
       "xGiBApCUUyNVUbGudr0IN2cG8SYU2uudecsV3UchLAAAAtoBnj9qQr8PLsLeDbe0yGR0AHpz8QWk\n",
       "ejq2snyAAOUO27tdCNBiIkZwGIljHhUwNHEu/FnHmyQHKUl+swvfGE7A8IXKpfS//GuJxPGjW4bD\n",
       "/e/kgOj0j/NXZZg/WKvr7Ee5x8AAj1E0f6RXtN8i7F0GkJ4SL0gP7qZCzpJCqvag2hrMa2dZdGiH\n",
       "OKWYW3LZ5A1u1BrgswFF9yulnexoJXS2wXYtmCKF+UVQtQgEAkglrE+bUgIMU6Met7SlcUC/K7Ep\n",
       "P9euvU2Y1HDBQr2KP3HBcoQ1Lj1Ef5bp0MVZhyuEbFcpLyUOJp7WEXfM1VeNwX63L+BUF3kUHw2r\n",
       "BBrUvYG7p7vgnLwkFIPJxvpipwNK/atZEU25Vshk43/w85+7DJA5ALsY8StVvgEExznjXXiuCFtR\n",
       "MTT20nzT5xRcjyGH49weX7CJ1r61MMuKcoUfnmb9hq198FtS3WgYZiilEKGGIaaw7j1dxjNcvZcm\n",
       "m+eE4DIU0bJTqnERcptHbTS46eERMc+ZzD4JGGgUZ65tSq+Bte1RSWc28mg+LmpojERY1CitDAje\n",
       "kOBzKo7jfH6Em8//nzAjfmkePtALTBhCR+mnaM+kGbFQ1QosA9y6VQdkVpnItkN9drr73Cmsa3DZ\n",
       "n7C7IZ7iJa4EeCdXf8uMboqoOSwZtOkZZ2pcr967PN8Kc/vNiK8i+BcEQWgtG6aD+L68M2STbqrW\n",
       "ShNHSGnxpd+qaSmy7o89RXTGHxEpUg5h1XPJaITcziaFT9OJFb6DedC1COOa4C7/KRP8BWndkkTF\n",
       "c5jOP9epoePq9iKQ+3uJsuhqPH78NsPVQWI61SQW6AcWi2VuIlFk3SS5psN14ijw7y631ZMq0tvM\n",
       "2jziyMJNMMv9058h0mZqKoh0f/LxYdd5VnYNu7m5/ErqgGTZMj3ItkK/yOB/yjTEfh40m6gR35a0\n",
       "X3UBpf9rnT1DAJEswh9yChJ6i0uGaWjdAAAGDkGaJEmoQWyZTAh///6plgCwrm99Du+VN8QQAfBW\n",
       "UN360dD9v34vw2UR6XwCvi2ee91DuitSwttHXTL83iIDU/RH+xgxdM6XlC8BKdf5DgdDAgK0DOb7\n",
       "TIHGyNcp+1G3Hz7t1wwYwHwB9fwmdVXYU1ugf62CEVdnLGl5/9SkhkzxgZ09+7hSXdMLnubB8oZe\n",
       "KTbWHgcDfUsrYPGyIQilj1xSH3XBN9p0md97DegzxV+51xsSQdp5VXZnH7gIRUz7kFPnCwOmhfD2\n",
       "RFt30kHMUggmgpqSEFTCHvkaUgZH12X8cG3ATuh4oL0iE1W9/AS+EH8NKPDaRlZttTDVvQ26G7ZD\n",
       "hOm+j7rOh2m/jdCIoLoS71aX9ldZa2ZQBMRFmFD7ZTH8tBQ/QXlYAmuXNNTZH6PivhA14vh93s1s\n",
       "1TE7bz9xYgyW3OjyQ1FENMnU4hmzlKOFV+GzMoPpLcbZGyL5qpOvYa0dbAAbzSxLeDeRE9V+e9q1\n",
       "0hByLKsIiIFKsRVKMJzodaZaEw8ymFBEm+s9YJ+QPT3N0lDqHxRpszoUg+BdO3lkM2J6nLWFpp8X\n",
       "euvOlN8cB2UNLqZ63qt6uLJJGNHyuyzg/Wg5MQ5AE4g25BvGvb9t4scHqPQZdwtRFR6I8qvw6dXC\n",
       "JLA1uDpfrBjhjC5lt3W/YF9IBjTb9xILMqQYLUNaMHOkZl9fzqtRlriwE0iOoSxafNlvhamq/ZjN\n",
       "k9Vji4694ZWzEosknlVuM5OfIckkPRsA0gd/8vRBOG5WYdCcHKrE+orA79v4Y4JLdF7p6zPilYC8\n",
       "a6Xm7PXdIRd+2utEt1Byhr/iHHr8b6qUlNAMSM42bOhbA5UVpB90v184lNvJB3IoJ72c3lDaSZsz\n",
       "GwFeri/CmJcHVsd1vv9XRcL9MM7+6tfznpMJ47EMb+SkONt/J4+XJxsIDv11qljKTRD5Dh9OFRYN\n",
       "n0BBW0Jo93qCYbagqqglp0kolVgcBNg2GtNUrSrW+RqBJCxntkVfdiA5tD8yHPk3zjLqCalw95/W\n",
       "3mNANdP20+S9mZiAJpug3YUJaq5Sck3opY5vhEBSCFWPZsS0h0EuHn8tncGKsOb491d7iiMkUK0Y\n",
       "kecIahRm2/OoXaVLDtDpGvy3IQ8hw37LAUDPWxLEv5AMVvUvxTaKSCazeGzobwy4yS4uvZqRnqKE\n",
       "ngquiz3ZbGmI/Zd7C8zT792ttbJ3yBFuTF0a970D6LOateac6ulIzCbX99ortEv8KDPTXtQz/6FF\n",
       "j9ltluWEs8KjsG4nBZXO4J1HQ8mNoy5+6ptHG8rgCzQz4x6bfS7ppLkKKeqjCFo1fz6gKQfazCd1\n",
       "U6dUzOX5dAOozyeQyiTXavzTd5zwha/R+YvWAZEV8euu7/smtvoep81fm9EiGLFN3eIs/jR/McOl\n",
       "vRueOAsWC+vZ/t6HVmJyPzrC92zIMmJWitfwQlGxJCOfkG90E2Fm+Qh5P265G9m1UUWxfahxlAwD\n",
       "FgsGJSxT5kO1ulGhA5hdCksQ+VhxeP9Wk/UA4OZ0kyj/LM+uIlfv2a91D40tKy8zEiUXdNctnSCS\n",
       "TpTgqP2NLUQVjOond00zW3kTGfS9Qbr+UnT631/ATCMedFFyjWlmLbCZL78Xxnb3S0fgxH9+AEL7\n",
       "Z4CjkhnrMXpr6i7qGNA8Yc7zFZ4HHyAi0yVsWBeSFxIIfHycxADxPD8tWF+5bR5dLqcIuBc345rt\n",
       "d2OCb9Yh1ZFtrqn8PBGWKditjaujWQ2Z9SvVfWVDU/jX907jARQwOoh3SSTad6MWYbOfcQjKNfvR\n",
       "9hmvF7r+2zZXdP4ooWdwPEQO0xs8p2/z/TEKxDhMOkk6XXx9ail8O0jIZvltdKmWxVELqdCVAOm3\n",
       "h77ZzsSEV+76rHzyciiDH4/tOTlQcLMLYyBnU2RMJUKCvfWagEOaaVqvPOj+KGvZdgZ+lVtU/TH/\n",
       "7PJ0RCvzZitlbVz8NJphD/bgL8SLq7ULQOCyW25ehznVddQrCuRagbixqOtE6n/hEXGap/Xd3ZxX\n",
       "5QfCQogUnhRiMjmqNtV34vVeicUjBQ/xJ0N0/oKrPddAE9UCwRGAAAAD4EGeQkUVLDP/CmmFpxM6\n",
       "RRL8DqjAWKuzw9o6LSTCPuBXk1AF5BhxxrTjlKSyPJ934p/cz4/gePWRQpAT1jfcgfRw7kgpSx9J\n",
       "HldC+6A4xxkJqOmdQ+84isTcOBHdwd+I0DxuHX1471w205o/6ekuTdip2vpkQR7UDMT7k3Fm70PJ\n",
       "s/Hv2tnKcOy6xyxO5qPOcQ2tafti+nkROqHdTqlbSpdWUCBbzpeCHFOPf251oXR2rP6272gLCsIq\n",
       "1cuRyL941GHp1bHICLayiP4jjc/hpzEQcsXHzaCnqL+KNQVgIS2PlWtCKVVYyUkMvXaSHaZI5yQR\n",
       "o970cvCdwD4GhQ58bBO5jpDdVz5tKAaOP9lFCffrppvBktvGPflQcF5iythqdm7FdskLTjE3aSjJ\n",
       "HhkO/uvZwrOv63yPzva8/YHv4xkU0GAJ80xQuhFvzeVAsafquIosdjN9HRlzmV3t7qDW7gbicj4I\n",
       "ty7XPSfwAVd4auiVMyR4LRwfylLBJ60GuI0rKZrhtsUGWTzdkRkv7E6PO73SE6MWdpbn8uqvRHp5\n",
       "5DppOmfjAakgpXdJajDJBebzDsSPNlbvTQP/8e8g2ZJ00dufGgC3Gofeq/4amgWYqq470jC5n3Fq\n",
       "bdyfbiC/P1mhSiOBVs16yPIVY2Ds2cPJyxn3QRfMjGnW1AFWsbJCBs5jzm3OgEH1Bw7YKWVBAJCl\n",
       "/ULtuKwCtQI2YkfTYIaisJmjbQEOP5cPFIfs1RvrQYz8UHT31q17UcJ8DQZlx2Gj6yB7CqjL8mf5\n",
       "4U4tP9VUtY7BQb7bKJZeTEZdIB0TQDYCe3UNf5V3priqyL4c60b4AjH05YlVMSWXYB8ywppYoIPM\n",
       "vFCmE6Nwvn5XtA0QUcFpuz+svqoI/2xGitwlHhJwrJhP4Bv7cJOB3lS8EmAqTyu986Ceb5dwKp4v\n",
       "uc6B5L0QH6RaFXvLO+QZgUB2cqZCMo4v6/M8HoqF7gb7L5tDWPOGNA25iV3OQiZDapHIu6/LxXtt\n",
       "HJp441YgTlh4EvWX+tzEXVy3zlysXDDXvI19UllIhLUmTBlzsO6ZUCxCzX25a3jfvqx20uSCFiDM\n",
       "C7kXilyxX3w2YQfJgBBr7v00++9vgKsbc9lvoMGROJZLBKeA+oOfGL0Mwv262+d2zF4bIa9nUYil\n",
       "zjRvqGnO9427zF/UrDrEt4AqaMAABCvQ2PD/NBK6dGw4OJfmx196O0eTk7zkvbY3HOtNeZHf7OcA\n",
       "5qTdiN2wMCBPU13wjfdd3J/hlvQB6bW2EpiBID/njkSX1DYhOEgudn1sIyCYWMd/dEtVcfI4H/BW\n",
       "Q7MHqGXs9cMXAAACFQGeYXRCvw8WP70U1vqi5twbLRfnGnoADjyVfxOkB4RlAdN/KPlVJmexhpSm\n",
       "CdbpHP1MuTsGYxGtZtg3XLopg3pRsqhOJ7yRCCfaChTk0iiNQkBrPz6AtEFJHCR5XJH70HVDCWog\n",
       "rvrZJk0Xw7e7wiSp0hi/xxkukTUftF6mtpp3EzWuE7anUSVGoZv7xCVakqWH/fjX1U+xyHZ3T6sk\n",
       "Zj236Ca/Hmeb+7tsZTAeVj/jiuAcc2kAOlh80jfZvMo/5JDjAdmqdNgHH0+AGTmHR696aaTkmBLy\n",
       "s6ZIC/wJuQZY2C7JDxvvLo6zn5swoLShIqtP1/MlrEqKHieMMxpcVoTo3oXkmOpfDpJznoGZTOVj\n",
       "toK2xTgwP9xBd9LaVRis0fBSOymZE+IfGyZiqir6cM7GtVaHp4+fuiFWQOmR1mrGJZD+Ij0CiSsY\n",
       "6YrzU2H3xfDWDZ8+hcpBvDk6bUqqLVzLDaIo/0oySCJZO/BovZ2mqQcvP4PkN4+3i5jLUSkmfXXC\n",
       "d0jN2UExpA4JMVhbQMATKc1ycbXw9Y5jpXmI+Y9Rnc9iFKltW1CGqbwaF0SS8PN5aaSjrLnmBmB3\n",
       "98rMdi3NNIJd9HWJClpcxRBVACv/YBdjmNTOuVCr82EM/WdtDeMl9n6WDpMCwGPnKMblRxIK6T9V\n",
       "fH8R9p5Mrzu/OEWctaWEBRGi0pEpVIRz3mQdGCa7Py8jAAACYQGeY2pCvw8uwt4Nt7S7MgM4wWxy\n",
       "TiwswvDjAideT6T0fREB4FMr96Kz1HzDQHxLtsJCJUSGz0m/vmAXz83N7swqENINiM3LoyIDrRvj\n",
       "5YDe5EIKdTFp3pm/92lTCcxnMAj+QmidRfjM9/kTtXk37Y25PUwSsOn1Xb2mVtuoOFJrU4Dt743p\n",
       "LkXr/XtULLCm2JMaY22zUXkSGs4vvTUZsGs7XrW2vDIzg0hOQ9PUkjyrpoe3mdLiwBDBuwVpPEE9\n",
       "GTnRxoJ3xVQyTI4Tu5zaSdkTktu3FqxuzSgOq0bLxaLZuDvQDA092OhGW0UmPe4cF8shMbpOSxWV\n",
       "NjfnAGt3N/xAguWWAcvLcLN4INHKOD2esb1RChR+97tNzPlaO0sqi1W+tVivIvMDvslGXZXagtqe\n",
       "H3CxXlJX45zp7V4xDFOz0LCB0lIUvt10kpp/CXqNNuz4JC1mJ7dOYHIdD7RmM5VI0Emz4QtrNmvI\n",
       "b3S3qt9iYkgPxsb6S5FUxQqrfKpcfybe/DomDW9QVkS6zxxIp8p0E3DL/Zjj6HF1ASD7nj+zjOC7\n",
       "+L0U3hSk66JPPc9vTVvuUNQUn9LQ0ebUmse0Y+0S0qIw4W5BPBs+OYDfQDdGf9rx2UfqFtVbRH4c\n",
       "qS99hONVH6H+ldbjW1zzfTYIm4uaXXEUiPvxkjEm5V573OI4F/msSLMXOS9NEDf6L92FM/2lkYS1\n",
       "nenFUiZOerVfv/hVnlBNzAhZ5s76RbfkLN7wKgRYCEThPDJ02DmurT7PI2ixUUdUwTuvaJnvLM3E\n",
       "dn7hi/7RYb8TWTgfw8V9v84aQQAACPJBmmhJqEFsmUwIf//+qZYAwr39wACvLozaQTptfhU5vDTw\n",
       "RVvh+c4ugiN4teoLBQgCXSXcPsvSIr1oxbNmPZ2jxIs+j7+MuXiQtsL6rE0rNiMQ/EkTFpeDetkb\n",
       "tVoEZfrUyFBtCURZds0qtrfzf/Ng6PwvdsOgFPdmy6J7tCZPgidsYagYr2Np8fcQPykU/tQCzdem\n",
       "0VuobmniEMXDnQ1YOTLFFz19abeEiIxRZHNvB7HgpLSHGqL+2Z9SIAokAh4Bh5OoNW4FLWJWHqLD\n",
       "hlBlbHle8nPVa4uFYnSwFgvZyvWCPnbzPhO/LL2YU2Oam4IrOy9TbK3rF41CZ5w+/jW3E94RVUTU\n",
       "iugY4ey8H1yIxiiknPW8j90l040+v45ygZFONg5XVRvVphsqLMsJvsXoBi8DQX2Wz/9ihHsMj1Sf\n",
       "8G54jACVVWx/LVliP2u5ROygoMx+ymZRhZLTDY0RarXI9/eKHGQFOoK98DZK3OYs6PXWj+sbvikv\n",
       "IR0j+A5IRdBU+REkVv5ZWWYjI/u5Ykg4FaelDOaJJvah7s8tbnqhXMOR/iTt15iegV+mw/MH9rat\n",
       "1AgBzUi8zot10vY9EIDuptHarIlXut+QegVNOJPTkV191aHhL/ycg0LD7QdCxmvmbmpF11N6Ci3L\n",
       "gBYROeCw3cRTF1tdI+D6E19onrirxQk8YcdNu6MaHtJOem76lZcokVbJWZNV76KRtfsiGwM6l7ol\n",
       "L2Te2oYMzvoECBjOdGA2iTXsMIBhrXVctB4Q6s5JHCleGBUxy+2ErMkRWKGvLSEZacVa5kp+qH3v\n",
       "GuJlqH2F36cfeIFbWmisnpFKs61ttqBxlgTJHnE5cEI1acCxNNj0qms66ORSnb97L78P1UEjWmYt\n",
       "Fz6LvL9iWbNpWI7RIxTGubU8qo20BnLIJyXiA+uRoAGEpJJZMURYKrfnDBIsFlbvpNKz2UDT9BTD\n",
       "w1IgL4KGByMrdsK4Sbb9KTS6JDFjy4cWoDWlmXrOcHZm8dinGsdYMZVzKwjwNQd6punr7l4kt9/k\n",
       "gXzJpfyz6Mn0+Lhnbq96aWEA52c4Mie/Gnfe5y2bmi8hJR/ptvWUkd61SlfklDilEDTDuUA57Tf4\n",
       "l6fLLedvGMjziKoGHSOF3O6X8kkYSmoJKZEHZR3Zda/ZpjVS0KhAFPQ0KosqeuwF3AqNCllNzq3w\n",
       "c5csiNl3MrEYsQXd53PiT5fKnV8DrJ/dTeNuyuMpmpnOLgRi1BGBEkb1JghMa9OA5F4SKVrAdhcz\n",
       "YnfUQ37q+v5iyXA3dtl2ub4hLxYVMT3tc/VjuVAfzHrdD5YXxkknCEP44IDLDNR6YHE7NDOgJi2p\n",
       "nIoMOdugVv5zy08+zFxhMdLtZ+iqeE7FvfDzqlX0nHqUPq6g1h51j/8qntgswATgZw1e93/OaecW\n",
       "XwRD2njh4rwyzHoa8oJaZURVjOCYsRCK/2vikOxH+vk17btlGbGqO0hWgZ/VolOYXzeuHk452Rck\n",
       "VHZ1LdoupoYln9w14dCA/eb5WZ2j1NRSCohUZqnjjK7FlNoRk5DP0hS8xISBsmQE8DHsBF7fXxQD\n",
       "YGyGaefCdQLSLYoRcoCjgcDSUGkxvXgT+/Wk33pUUMONeIpIyWl203M3EqC3PDDhfd80+hZP/1WP\n",
       "di3EQ8lA78tg23/Lu8CpK9M15aBHwcIt39Z2k8PPoPKYSZFOOUVSytIzi2DzpNq8qovIUlgSjU1J\n",
       "Oudz7+Ye3fzLRXMh8navy8P9RbFQy8p9aId2gsH1BZt6604Tnvzqfp9886fWrivGGItUHsDf47RS\n",
       "txi0PXKhqYEyPryyBdpKjWMZZBybJXur4HQAd/5DkTpAqiulhXntd16EEc8Jt5t+FIubbFejKZD1\n",
       "QspA47cC1KQUe4DoEmdf/L2l2hQ/Gk0iQKRj+ArosxnrOZXWOgcG3wohWmTlj2kkOQMEr0MTzAbW\n",
       "4V/AIcBDbbmCQoropGAxTXMXQhKueXbK1Ny25anTrkW5dXSwX2w1jWY5pzZcF7HZXltTDnRd8pje\n",
       "pfesiBzvtFJFxnl1jVsEszbhe/elcchd+neHNE2IqKqIEll4B/vDSpZAP8aZWLskmYzeldowdvoY\n",
       "x+mJQNCUXWAOuwb00nQP09zA2LviE+g1O9mQsgYjpUB0ZzZULtbfv4qibZupk9+sbZrgexFFXO5+\n",
       "srlVLRzVOTqd1VpQl2FGRb6jJwV7QZQyKE3O+7mvUKUkzu2zUoADE4/mb3FJG9BVJ5fW7FdfA4TT\n",
       "eHDC6KrMfAikSYU7Y37s+05QlCQu0kf7A+QRV1cQoqxHgi3qIIlzrfyno3NTdRuvUrDPisbKeuPW\n",
       "lUD2FbvBxCL7EIkulwObEE6f2y5yo85Y1wW544izLpkfOMxOSXPP14VHkucMOn4uYUHSTI94yrv6\n",
       "1Sd8WC1v/vrKdgTn+tm7bX0E9Tgr7mXch3rwN/IadngBGmTsaf4m6dK5iul56UwnkliE93EvS5K/\n",
       "/1tbNQbNUMmvwUYuZMXoXDBb9dO8GmrmZKcF3pz4URphKmlizJBnCE/Pq8xU8FwG86MD7+XzGjse\n",
       "3bcIX8cLm9/wo87ImhLepcmP8LhtGYhQAC48X3mpaTPeaeLcUz7xPTnVvlkgP3VcM2NjHOUqNGy1\n",
       "PyioegkRMyfARESoqEynefJnN8CWrkIgHI+FoVS3Da4GeCWywicdkhYXg6h/0rTEqs46P/H90NRu\n",
       "F4TeGfkW+ZvZ+m8b7y8vb4259TZqQ6SakMsh79xsbt0RYfDcWXeKcpBReFG2iWrbGjmzrql5JGH8\n",
       "XkUieP2lhs2kMGSDoYfTQNHKkIbjUkGvu1LPeFMpa0S+Mx+TR8Ck70fxMLMy+V/chCEi6ugXwEEF\n",
       "wTnHB50mJ+KfKZ5ZBwgFWoOMzq2eBaphKh71Pc+SeMOnzOG1kPLcu7JHo2x47MQwjzmcgXExP5AZ\n",
       "+XndHCuQgIX2pxHfRpeJYJvBzLQbQDV8O+jeSPrONrQlwYZVexZ+ZEvfyTgoc7G6+4XshuHKLesD\n",
       "eVuJIXdBQ7PsOL/e7yk3YrgfVHauywdFhWPL2tf7wp/BAAAE70GehkUVLDP/CmmFpxM6RRL++sGe\n",
       "k0PqO7FpuoQDN8eqj985UrFPSErWmmi7u60v0IlByUp+kOhru3GXhynUDVGUL/3N8piH+II2vh6A\n",
       "X3VT9mUrqJaJi+OxMDOw8WRX8UABUJhFl/HehcWMIZz4fnCKhsp0e+Swxvr98NHGZKlzvP1i9oMF\n",
       "zMmty/15Blqrx2bWeltwbK0A7cM4Ih/eBTLaVfDPUw/pQWHNnnSD9Y9JTXW1PUlTzbior+EUbGpO\n",
       "jS5EzCeWwMBWDg7SQ7xq1PeLOgI1cE5HCla6IaUscJhh1sgXOwsnBWPXAxJRlTmZkWB1N+2De7m3\n",
       "tqbxv7vVfXSbVIzM5gG9bdbHXmdkr7XaEjcpYf5wd+O7IBoKd2babcforNFcnpDPGKOorEU+0ucn\n",
       "GmF18guXXQlyhqI3eA9dfdYt196Z0b2pAnFzrw++5MuJpGceJXttYrk8Lssm7AvwPrmKdHaZ3rYz\n",
       "4vCYPzo9gWYxlBKP7rMrZcHs/wuJfMy7SAh04C08IAsHiSrdLAB92BHIGXSbPOIOdUpLkAXHqEB9\n",
       "6hqDHqkMpnYEMIXh8GR2DqjhN8yD3bsx+NcTQi3FVUZxlqN5Jor9wRTpdNihNufW9wCtGOhNqJ9g\n",
       "5jxz2FuBvLz1Ln2cCYHB/0hwXs7wyieT3EeuDtz00EfLyA0JJtDMknj/G5knY1GJxwbe+1rgFroQ\n",
       "Bppg0U+Un2PQJVy55nY0ivISdriB0lHK2OUi66AmUI5MdBPFRQ81wAof3u4hJc6+qUywQV+Z6iXt\n",
       "E8PrV9EL4OlTqFD/3cPmRKl+PNgmboqIUtHLph5s4+1tQFtQtwQ8qARqYA2BWbSQdil7p67NI0j1\n",
       "EOe6B2PC12RTD/cUWmyAgbxpJApDtjHDJIlP+BzZgZSYsR4t2TEIxxypzbN6R6UUham/zQN4tiyT\n",
       "t99JJe0jcbdOb/d/PVTGxhDUX1QoOaHCb0q2Fz00EVsETMtUxVhYWfJqRAVtRNABCwjvyb92Ws9v\n",
       "Nfr63PaaluUXUnav6fzRUS0Rmee/JC9rXgKbcLFJI0av7hKW4lsLqjbYvvJkTNV5ZaH+SEt+z0Q1\n",
       "Xaab/OIvQEWEpSYLyFaL6VdQF8K9Y8r2x/Tnzl1FHug2TIAvGdJrfLvBGLLfWE2f2/Gyg/Pan2sQ\n",
       "3KmwQM61I5nptP7mfzRlFT8rfVlr6Zk9qhp5wYTSnGlYkVSutWWE640nCd8wY/LZxMMIoOmH62gm\n",
       "U4PxG48Bg9ZBWWm+wC+tWkkQ+D7SldrRLD7hZ6pjZO0Lub3YAi134ILqy4SS+jyTAoncGpK+DkoR\n",
       "bg9AL8FU8xEF9WSiB+obNyxtSJscnChDzukPfNet5hvl4sx2s8gudbyrSOgDgZtKrZKoT415zDKV\n",
       "jG6s2o01zoC28tcZE1Lkg4q0WZXJGlQUaXPDHVxcqPG6QPdEpbpjPe5swTpMO74kw6RmB84itFAO\n",
       "qEaOmC/sfSlU47Jg+oHfoCib0H9QJ1bW4wO8v3+Hqf/dXCGGa4rVXg/xyPgQzhF6B/+ODcv69S6S\n",
       "1l1di9/L+HXHNMp6qdJxrYdFhriX1CpWzX4z0LSsZyp4gWCpNSaJ57HKuVZCyapYx6B2O09P1a/6\n",
       "a5HsC8R2hPmMcAVAO2GwjzDvZruod/vkyYKm22lqNz9pqP9G3gmh3Eo+ORXkwQAAAwgBnqV0Qr8P\n",
       "Fj+9FNb64COfX05FAB6OPcF0uap7RHkoL4VVbhwU2ew3TE+X4sJewg5s48BgB59A5C6LUc2uoMhy\n",
       "dr1YOJyWc3li/f2MdgbBXzmvO6Rbl44zxNWMrWhtNF3ZpSaCV3zBK7FW0RE2zKgP7nCgvel2LO17\n",
       "Whbh8nHh7rMDkFWrubdmhOriJ0QgnFiR1ounMUBV8S+AxQhbuLn1cPh4M7ihP7r5YfWt3efXoMEH\n",
       "73p504z477SwF27dYnPG5vrGbnsbyNDC8BLUEfN998Xh+MEkw1XqQcpmVbDKgvbOaEVQserXctP4\n",
       "N/xOxpyeCxGkifN5BeHxcJF+zkFsFN9Mu5zSQbQIph3x80oNaCP7PTlxAygyMMncQSTmJ8rDdQnX\n",
       "TFJEUYFUb/97J8WlggMprJKRL+vwUOxn3/w9GyAlk5bEo/9bXURgx6fqQYi65uzkpp+z09Gm3ECt\n",
       "RsM7by+4WZSCYvNO+Pd0HVm+Nfr7QrTvcgdh2bQ7WwiDnoO35VVKxmr3qOtleAOjiY/9CQ5i55YY\n",
       "YTxb3r5yQqBAy2ldlWqa1iM/73et1h194r5wR8C0N+dm1KOLfxWLAH7mf+R9GoRZur41zOGhwcxn\n",
       "cGavA5eBD0B3wYJKv+EBFowMEjB4APNk7G/P95/k6gjuFcWqxm8Na6hpLYht3rmS1sG/QfA3g8jQ\n",
       "zXmrar0d3Hme2tF1Asmku2/6Ny0LHj48UmdRQcKZL3lRqJTls9b+SyBA3Yf1Rq/QleKZG28FBeWS\n",
       "FCX49CtffXSo6Srlf8Kjuma57GboZVGEEE7xM5CLQeOhkRy5qDuOl/RPEGoYF41PPk+DJbXxEcxX\n",
       "Dc4t4lOwsTuGwANRL3pkd/82SgDJoXncHWKIiSwUOVAcnjjDsYJT8RUglan43nBM08F1i5Ia9Rzx\n",
       "o6US0+twZGPm2YYMgHgLrAm+YVI75rJLhxriAA5cH24hPYIqTEbGxRVVRYGm9l97iDRI/bLFNNE5\n",
       "YWQphRJYg0Hp2/Q0mbSJ2NOoqov92hyGmS6jjQAAA98BnqdqQr8PLsLeDbe0zr3MLfoZKtyAEEwa\n",
       "xHABiJquyDoBK5kz8dLnHjwXtYp40GcvSQAttmYRHiW3UofaV+anoqyFXSCX0K2SwOuB5R3jy/Gq\n",
       "LLAAg7xMgjA2f9Or3kMYHD4NUgJZotZHCKhdns39FB/QbtFLuCE4dXM/h4xTc20/sXrkQ23FHo1O\n",
       "kLqQB0ZFqpgMyvl0jqA+NPc1FHCKP7G2HmrENgKVT+zwueqfturiKagVbarl1/EQNE0WLCVqtOFQ\n",
       "98arKQiWCjoYW2YH6YU+PvH5zcHYdyShRMoDD/wzStktiml6A8qGCh0hKt1rvOjGu/AF9SZmqvbC\n",
       "E/aNO4SsAlAOgZK0CBZn5bR8+rFGtXhUQoS8c/wnVS/Xvg7ver3vlpQWhv1fJFfYz+c58Yk+rML0\n",
       "KIZJZ16mM+cYF/urU3FwdwtR2q2vxiMQAlykOXwTcue0/mxjHyUbSFPU/dcvdL0nyYDN3Oh1wbll\n",
       "YCQKirLG8zD/G36AMVq1X8Z1FqcMh0hfEMZsCg6q0Pu52fHHBUxL1ugkmmjiJdf6g14VlZExzfNZ\n",
       "GSKmdV83GpZ+GuNkinYiza7YxibKZ1OouD0xwjJXATaku8H00ynVAjOB8MUn2GHuLpTnbz72levK\n",
       "+tw1Kvg13Ty1nSycboAjDvEW54o8rJS9wuYyRFCFOQLP4xY0yF3dbKvrGtK59s+HCx/G870rZC9c\n",
       "rB013jj+aYEPltpdAW7vmNiDEabC8MnuWBI+tQ1eCeDrc6RXP9eKYaF/3VsMvhnQQX5OZUweBmJq\n",
       "5NnDeFecJ+aFjooHUMxVacJa59MiRFMlNpT8j7dQ0CaSuWnpBWLEMsYOLYsEYC9oPFS2zSva7R45\n",
       "LnOZuBeDENfwhGLarG6e6ihNiCQ2RREWWumxUojw4J7zHMBn1pwfLtnTuL+XAmWyheoUZHiHnmx6\n",
       "FBaAzbA+7PC2iVFBwZTD6wTlAjl4luaSV7N8+pO5b2oCoBmAgqwfGtftrVqZMoKGf6h/i+ur45dy\n",
       "xr5XTFqn7ILFa7+ML3itYV3iauQy+JOdcCuGzq7TQGCSz1NMjuBhNU19u7z5L/OYx9p/mW/m/qcQ\n",
       "TE9dy6t0QnTQh5NUHpz6B81rzPIDQjeu79t9qtMoa+oUv5pSIP9PiQOvSn+ZiLQplyN41YYkZpIi\n",
       "PieIWVD9TY64EM+jw4nSKgPYbwInYLWi1P5HPNrqE2wADYBOLcXeUimbN22blhfuhXVlVksTTwHT\n",
       "jaYxHlCquGwlA9RJghFVyN8ooRz8umtDaPM6tOkyE7qWU12Sw6x8T5f+A5pCyTtDSzHiudhwAAAF\n",
       "b0GarEmoQWyZTAh///6plgC2LnNd8KQAb87fwJtRA4BuaJD/0nudNQ+i1KC0D8k4QlcXq2W4mX8j\n",
       "S7+Tugt2+WpmMlcBYdfriqNOrvngWi/6sFh2WNhQHrVo7RGachChJzMXclU44B+jC6W3+pKqwpXz\n",
       "NpOK26VFJk0fpQ8UiCIC/qnz5E0rZEPKN+aRZxBYgii7Vvpo5T1Cj9wKhuhaRZIqNfZwkWVOmWLF\n",
       "EGluRhL9hU0hVgQzfBrXNYmbgDNJXUl13/ZdnICPSkCXXSuhGdNK9iS8s7efYB4iH3dAi20bntlU\n",
       "9coY08WIcsGwsbPyK07E5cud6uTUesdBlbS6NzVCbU99NE4D9oG/hHWn7c/UNewy0jXsJiGgSfum\n",
       "2taQD9mxrJYIStWEkJ5nGAksOIbmgVWc4P9992HZewWAYWrhhcbhduv02HdNRWB4OQXV66Nzyw7p\n",
       "QhtFbSDeFMst/XipY07v7gXukRyKH8DkU94rHLniPoudS2Zf3Yb294SDMW5i2wCIXNbsDwraK/mh\n",
       "C/8hkRfLdQmFB766XXpRCaz6k1hXznAItBWHmnJNuLg6rXzut84URG2SP/jqk2UxG6AELD4UItgk\n",
       "nC9M3wEpBxyBD7fEBgu0HAb6MXGneGMt0cMOmhIsHFA8uI59MVYDfmLA6YEw7Egcb7UIHaWazZLx\n",
       "QD123W1FG7Ur7N+V/LQx20m4PW5Xqr7qnCW6KKQYL2Af4X/c+dVSYgdw22gH9V8mVsn9oVeMtjFY\n",
       "O03lJO/OkpJTwXrVatxmFJzga7nmROnVWkxmeA1QCxN3veaqdkvi561+uenjuMuoPSn/Et0Slmxg\n",
       "OhNXc5pOBQsYqoyB5jNQgp1GzMdbr7eG+NK0AKQmvZvf3+mDPzTYXqOtsxPJKpkgLAS67F2oPH8Y\n",
       "lCY9EeB9aibhbnSyUd5g76Jv3b2L+/xTdbdC6u8ePMghzc1BBwigIya+vrNqkj1kyeUcdZTpOqF9\n",
       "3/g95fb2OUr8AxMIpROWsi/Gtzl1ktPmxKbs9TI4lott3b33VwM8aFKLmui7Q02bJkCFWb74p4wd\n",
       "EiAiZS/JGwPDMEI/Xd8kDZxAnMFD2O1mHQLKvFDVi8osw8uLcBHSb2zsxw8MriTB19H+NLqmUKzw\n",
       "Tx7e0IhdG9XkacohxalI5vm4XXRT03fP5wqbT+CBblIr/2h2Zt48VonKf/dls9XBJlhYAnpJh8wX\n",
       "Ej02+GrHw2oMCRsgyEjnmu1nH7S1j386qpvPMv+yXRX5RDE8fRnjRpwOdFyMXYx7DWUaeStZNtE1\n",
       "e6m2qLeVcIWvcI3xE2EjfDpFz2/TGa10DV4p8aZkzk9wzkcnY4jYroc+LAa/vwPsVtZ+iFqQRH82\n",
       "1JhMhtPXtFTEPRe8eRwsVz8DuLs4ny+Vy3/zxdzdjpFaLyQH/quxPxEeuxccF8pl+HIccdlDNT3/\n",
       "FiA73SH5vnCibNgPyQoNxGiMBKr/Q8v5UQTQEC2DECvxrn7nUTpJIKURi9AjqCsowD8VUMvwoPDI\n",
       "pRB9H0c/wXgt9tGLm2I8pvoica2aly14SvuO+IWQvdSbIcAKJFJY44lIj9EvNX5YqPbs7Jh3MTMZ\n",
       "p8LIm+aywZTZdL3F/GWNCJ7Cp9ECgvqV8urXeyx28y5gJznXsiGnlogTW4fz3H7RnIs0vjUATp52\n",
       "dnQqpQxoBYdnzclf6+5C8btz68Iy7qer6hUqJyF2/IbUEPN8sn8NGrvA1TkBBWrowqaO7LNYH2vB\n",
       "oCd5GVRdsHy9FpiZjw3SHC8Y1hbyqUsvGuCsT/sA8PtTFsRZaQMMYTc8rF7PDLyusm7EA+iDiWJk\n",
       "le7RUcv8GOuBcpHcRUaWVHtEeTJ2deE1AAADfUGeykUVLDP/CmmFpxM6RRKAhJlXRLrEH822OxHu\n",
       "gAJb5EwBoPOjwaVy+P1RgfHfsWliO7YvTjt4F9y3XtgfXovVUoiZTXA6WjnInKFKB3NfTTsCLeY/\n",
       "6rtYMnVTTab2E575PKv+uMe5Ax0dDifq1MmDX93YeP1HQOCKk/heEXI/9D0sRYUWWDVHN8S+Bzob\n",
       "lz71e888mUdR2qlM4wnP1EJM65/zP/a4oRJddoSTjgXGq1hjO0+/EaYjhOUnqnq2B2fhhhHN52fC\n",
       "rrHusaP+yoMJe/Ye8dAqoJgLhtd/YJJmlYbFRlFzkPy8hA6Xkkw6RtrOPYkMzpHt6Ty4IDW6avuY\n",
       "PbpjPwljGIZsZ7vA2V+IJS+xW1F0JLWEAVyaeSwfaojg41gJNzTxxQid6fenHF7rbNtqbWcqITfE\n",
       "aBaCYYbb+ROkW2SkMqJFNmhKs3XuA/9SlU5C4+3VVo1yLCegE5xG5/kB6bGtxWnIEJkBtey7qEhc\n",
       "wDMMRZnIFTf/6xLdAAljU1XRZVt9OesW0lxzDsWlPTU+yfM6Ou9Hjnj9pS4pr7ia4SEoK5PpmCgF\n",
       "GItRyWaKo9yNQeNMfpcUbVXjf7rzEVSm1sfnt2TJGdJCQKMFSDT/Qw+U+xYNw+Hwx3FJSpqcV9XX\n",
       "pJljGuqz8f7jTStsT2GxqXx7rsVoiCuJ6Beyi2AVopitxhlwCEmCqAQLKjwxWhMp8ScgAwbLrjx0\n",
       "ympBZRAwwxMhrJmf+k3Irq4f20QH6ayPd3yvouHzGevTxjZfK0JmG9aos3fRMQZbqrHJdj2Bda9o\n",
       "eJGarHq8h1huGnr3WaHdTZdsBuFGkPC21+VZ3Nqv2y+iRPFsOSrdTlwEsXJTv9OiHILaEqPHvyoT\n",
       "Jue6N8WnVMC0mEEcoDI/umkUlCn2WIiySTCK+lYNP1fdRdMjxx41ctulCyZP1FtMNabNbUHP7rmK\n",
       "IQ1UySYuChbHQvsWxkZ8fy0/BhM3dTic6M+lBkRE2yiXcKyIhkFknKDbUijAs2lRMSyuO+XkPE0Q\n",
       "eO+9pCfwowgRwY0J+OX4LpoFJIe0SsW/o/N6oC9I+U7Bfqmxeby0kxtopqjxeFqKk28a7cnHS1i+\n",
       "ORLFaCKfwUbkTZQGdw3GqzHfxK7EiadtElwEsOIGM+d3vATdRZN988Q/ftdRxE1zX9mRp2esPtmm\n",
       "a1+EqQHZNWw/AAACdQGe6XRCvw8WP70U1vqi5vOoytf2Zsr9NevjTyP0zdXAj/wO98J62fmuPUm1\n",
       "YgwgSmmeCw99+QIV5Y+nTnvL2tzv3cjvLXLT8p391pSy+Fuck8W/Y8yejT7BAWra9SWPzoWkuan2\n",
       "tXXjLaZIV7xq1X4X9HpRUtCCHHvBNcgfJSkew6N3IZ95wm/QPLRObuubmQGeGTdFmlQTNLFwNjN/\n",
       "pE0VlIuO8ZGAkSqJ4HRrdoDguYWvPJY8lXkLHnqgY7aERCiQKBsF/RMmgMwDNGGCA7TEZ2PuzsJe\n",
       "RtaWpidfItbbsoXSV2C+2OMUJfltFT/92E4Efa3f3mVCfj7PYCQ5COScChqxyeHbWY2pl+svydby\n",
       "pH2ZLV5Q8AatV9VFEoOZL7NTx8bLWzd9ZfL7e4maYBhvUciyuR276b5NFTaehJyhIMSfx9IUdq24\n",
       "vq2BPrmeCPqX9H/Tn8aJgiVQQAtla/kzvg/szvPnppOkjXQIXWYWaY+eJnLQc2sdcBHENdq0ozOr\n",
       "Si8XP+Oyw+YaZonqRl3DaqThCgAl1/h5MN7sT50lv2QiGAjgkOXQqnN/2s49cGA8GUWXJWeEfehl\n",
       "9eSwnk7VJEspNvqSgPUXDIhEFgaitrCWBIMIRhULne1XpajqIvcmGAzPDmLf4YmG70CSLCwf80oG\n",
       "xqdGTqedQc/mrKX5WitsEekbmRmpXTyluMA0rWyDyNxt0ZAitawIJtSxCKgMz2ZAjFcHOeFOfJ79\n",
       "9gnWY453GcgGVKkXo3TH5mBjCXtz9/bhWTiaMuDZbU4t0JWPLhjRDm4vk8u3IRtqp2boCjPBM9+w\n",
       "G+8V0QltPeqc/EcfLI+cAAAEsQGe62pCvw8uwt4Nt7RapoLgAEHMnlunZC+JFTQ7kshJQd51FsZn\n",
       "X9472Tiumr4NHSaFNF7KVCrQF6fKpGMYH/X68yL2ps5DQyqkF6nBMLhwMD8IxqIzrRrHI6qiuNm5\n",
       "H4U9Pg3yMj3JH+dAUPbFO6xMC1JQve+3kxnwaR6GubzJ4ogJeJF7dLYqOyVHPNcIQMXH0Nvaldrl\n",
       "seefbdC29RXnpgo4oim3h3zxBOzx3VbhxLPsaDoJ7abCIjmeOmeYwkGPTTxaE2G5JNWsEBKntL+t\n",
       "UWKYFUe4Uv/ppc40uAp8b1ZqoTuZTQNlRmy+qQrbopyxu7Il1H0R4rLdmIl0Le335XFSk75YOGld\n",
       "vVOxRZJ41fc7+NW34BKNPpy8Ht81y9o6Dk8GND9+GSRHhVretEvvAYDHhCKj3JsuWhoNLkojEoXt\n",
       "9hO6ab6CmXhW88rABJHrrAC2q3/PY9GGE46OMY8p/ojg+YcqXBtdv74XDqtoxEEeYGGkJaahFwjQ\n",
       "gN0sZSOlemDR5x/UUzLXaWkzNGxhvjfu/Dd5C2bTkov9j29aze8FhQZ4TMJnTzeZmmXPCzTXKFHd\n",
       "sVghi/Jhzsnyq0LemjLCfmDXdyrClSwctgqZ9iZDGBxlkfi42QHo1ZG/VAvk1OEt3yq1OfQ//GW1\n",
       "W94oiqzsw/3OR0yn3NGFuL67BO7sd6T/5K9kD2HYcy/SibSe2q0MEvFNI8s3cp5FiP40sknxnLRi\n",
       "LG06Jzoe95tgxE/s3BaGKrUWEHUB3JMP7sqeq/5GkP6RHHDRXGJ4DZSkKID0SGToYXAcKtwR0KLV\n",
       "5eCUj5FNznLY+hUW1uYg4TBjVIl2PTVKR04mJrNAkw/0wmDkPxFsrKgm/ISnZ28sGqDh1FdIZ+nr\n",
       "hgqDRQ6FadUGi9Go9fSoottbiu1Fc1tfdus2RTbA+PL0dym+9/NB+52IUGxg0gUmlaIj4a+VlO21\n",
       "S/l+NJIOG/FKgcyF8YDuZS482FyKnHx8YMC8Zx/1nt8S8ORrjIyfThNBOj0UYQHKHFZidwJdUQzK\n",
       "FF5k1G83VG4K3PMwY8PW/68vCHdHRWNGZaZVMA7NKlsRbtLAurod+S4N/Sgo52bVb1Hx1CzcSL2t\n",
       "nI/+ufLeZehUJbkJRrEJaDqb+iBz6Ljrky8Sj1b5tBtJxfzlRVdA81iX/Q4yKN7X6usqSma24g77\n",
       "sCoiowq8M9+8xH473dISbqbWD/jSm0/E/8083/huhY8kgTmv7qM379/QEwOuwmef4dvvVbjMfcs4\n",
       "V28HiGz1TAPDDGr2zBWJkUU5KLVLBQmvBl+ZhQrHwslU1gUwWYfLaw4r1wyuVv8Xp6Uow4Owdx0r\n",
       "/8Se/cJwbksJJ1eofKTT0MF+5xxFAoinBOMKBz2a0ZBDpCZ4uS/FLjzXHzFjJ+65qS3d8qK7zQ3q\n",
       "MOnIM52/Zyx88Eh2muMwNTcHV//+xOWtHO8DkaRDbEyC34pRZkx/88RNbF2Ln+y32xFG7QqK1x+n\n",
       "sCNm6vLrDG7N2FXsS5ArQHnz5TZXzzbPVz/sob1L+5+RGWXp8z6sIDEBf3IJkv2maHwcSzchdL/f\n",
       "cxXErstDbNEiQPOIBo7jA3d11gdKpuAAAAZFQZrwSahBbJlMCH///qmWALwR1qgA1O1blsOtM1nH\n",
       "eYQfuI9b5t1+WdzaaAAcZXVOyWq69zSATdvPM8pffWhuS28h58xVBPN1pAqLnJYTIZw7ki99GAcT\n",
       "aNW3A4gMJyekeLgKPUAqZOWGPLmwbzI8GaDt0EH1ms9+xaqzN0jFnAIiUQfLOBB1PZMgzUj88btL\n",
       "u9glENuVgn0/c2GFMKnqrnS7z5lu4i0DYAlaveJu3fIsScu+ASA3tVSrBy3QBNo0W8LsEJD9x73K\n",
       "dxZIZ/H5RqDyymK2py0yTAuUL/kkOXqLhIvsDHo0a+PkeWhPe3yCLJypQFZ1yUR1cYRcswx7lxpv\n",
       "S8j5b8Ty1bAlL2Us0dPv4ye+Y1QFN1RyAbxyDWOnAx3uY5T9rUKWcSIfsV7+2PzyACuNNN+NUJWv\n",
       "lhDZn9HNSHptwgnn01IOJ1uDihcx3EIuqsRvTs66nRYSXxnAHLap9yP/PKEhGnLufg9O8j2gdc9S\n",
       "1edyckOBJzr+vOKggYq/vAHHm2v8KBn9Z+Ng7OtkJpK2dMKBrZsAitVqO/lF2hOfmQM/jCX89NGe\n",
       "Fjyl/Z5I5Za3/QxYYnur698LyupBLP5mCHJ2Lwgn3jGBWDZ8eFnzi57HgQkw4mP0nkCJBnp3boO1\n",
       "kn7v5Gtw2Rfy1Ii+xBn0OR0gnLXCIi3Ays2Ts4glGHwNhfE/MbI/WeArc32nJciEez+Za2pZTvzF\n",
       "Nkp02mruXwR9gVYh335YHPb7NscxAB7/DMz/Tga4jZHtGy1ZpkDkxSwpPVdP+tMWSvl/rNLhE6l2\n",
       "sjjrtE5GtPzbpYyjKVRgdtaybPAJuMzskTmnwZzKpzCmroakWf+pA8MaNjJ9cifgpJcT5PpWbpwB\n",
       "u+o1w/pKbFre85b4GTwbDntmKyfzGVb1L/y3QWy0CjG9jyZq/uT07tg/IGyisczLBUQxgrwuDgQa\n",
       "Ou+OSqUiNCvd9UCy9qIe65nnnbfdSsglgy3296CPXXAUoDgCC5EmxdZ3MiJyO7yvoBcQNWEjeSGo\n",
       "jfoZWJ0+ZJt2w1jmvfzpF9ag2F7tnjTjjlGqmStNGDMITfyF6nozGPxzYejDePEXgbCBjAz69yVU\n",
       "zhayhRIKbROyxHBCHgAgDOughkgdq0ll78ASCgXHISNt5CK+m84GuPAbl1f849dcf/Iofp7Bn0Gx\n",
       "WkIs8cJcfFSQFpk8b93i/CtEM1pICN0cG6xI3U7jXVNmcKy4/hmEqzPuKFpb23ih4/FCh+A6Vhi5\n",
       "q1CdcD6zwZt+vt1sMLQrGZPvsxT1BsCcspcDuGeDMycNw0ezABnSpQBH8juZ4VZfHaeVaJx6cdyo\n",
       "M0XYjPsNH29Tdzv6F4EQNDIz6s0n6j0S1Wlek6sa5KXLdWYJzjO5WOTO6eDwaI7I5loxX/FWXjnz\n",
       "zIIIqk2udhgnoRW1PhdSmx0iAdOefv4Et36hwgJcDbaqqvR4q/Q9TaHr5qp4p1bGxFgPeFmzOjD2\n",
       "BuqFuDojZDCnke9fcdM9VfyW683NfaPsubABbRWnLVNZHyp9Pz2HDW1I2r9egpNQdOBzZxVcyf4C\n",
       "ctay7sWG5wuSqW8zqEvrkUO2CciJCBmuuvFmors591+T0o/t6dH34vyaS2jmJ3tRxib6DnZWUiFT\n",
       "vy3HIIW7cUThDPQh4po0PEfJRnVdqP08BWnsRm49QNP6w6JpvzblPj5PorXUzlUfQIC7AFVpm5UT\n",
       "0wsPf4HP0QK3kjoW3CR537P+8ZFt9uV0iPDdRdbIltfH28qbhd6gs8swboeLycL8ZRclteF6GftS\n",
       "OduFWNvWFTd+co7qm8qJYNwd7f9oITL2J8gMlghbTUu3Et8wilK/Pk4xQliUdoLnSpFaYvkw26NO\n",
       "xFiapos7sOVW7igLlucvXU3418DvCfOeepzSDe3B/9sS6jDuXSEPkQjzHBWCWTlz+hhtBPDTEQ2R\n",
       "iU3PnUplqruGrFmXdli5Cj6HKBa04/kyPIX14/e6ww/ERKKSNbq154yh8X5DBkNkyOv6xNXn9PQw\n",
       "wSsDfBXjU1Y2Lm2LK3h2tCFJtohnJWmBOty1j8Y9cBbbJG0xpcNpnpP0cFiJMq03kTCVTmYnn8Gi\n",
       "yqV2JyB+9hgzOehErwenE6UbeWFFXBGWoZx/KRP6IiBdDGxBAAADf0GfDkUVLDP/CmmFpxM6RRKH\n",
       "RG7ATEXCUf9QAfQn6GJk8dgbF+wW7B8pcko9UuUpBhVsz9XxcaF026T3Pizx1+gZNKiuQAGWhEWN\n",
       "Zm6Tf2UqzbfETcXhYvqm66GjJQvjE2PxmI/fHeGmWQSBUKjG7PZxcRputNzWXXIsqe3Q0vott/Xq\n",
       "3R6rgJMsvQ0rZnO66IJiDkH/ieFzx3CV92hrW+AHOr/39dbETww7wm/hzQNpCb5tYTjyAbyoUI6g\n",
       "V4UX2um4fP6gSGbVDsgbtyi4MwE8QwlMSDmUOC0Z5+M45IaM6DAo4wZcFjK9+ZqmERvVUxoViSyA\n",
       "LG21utCqrHLDXy2vB3lCVy0q7EzwNth1OJOI8gS8b9unawxcP/lt77IFqKUy96amDNmeg80p2sUQ\n",
       "WTVr/pEuyvetJxxFqZCzMzdMeWZsVbVYUlpkKCvDQ2ORXjP6jw2Bmc/kQ2nj0az+kRLbf2hRXjT4\n",
       "VvbhYNGNhxe0dxNGaey6zpwy3fblNRL28VYIX+R9SAZQ2RstLS4/U1FoKmhqQcQqolWK5aUyPKKI\n",
       "MPso+7U8wWnKQ6TOL/iscjxsfuLNq7YFgAMz4OBGkfn/OxpakqFo6L9xSb5KGh996sfg7pfYxUo3\n",
       "eRUjYir016vLLh0jYv/mBCescdyZVh/ooJfOzcLUgU7qBgyIuYKITox5zqiCV+G75vSr5KjbFvPW\n",
       "HR0sIbBYB5A0ozECS6TN9IEC3eFKPFQQ2BECPqrX1uGvBxwtnCkNwL2Vb3e8d/0bD2knyX10e3b/\n",
       "Wl/lzWV9vQvzppYW94a2mKDciFXjFaCib9sLZlrgJgtq/x9KwS3VnKrbiRYPpdr4VR1qqzBUQtsC\n",
       "NWRTK4q/RDbuXfaIftbTwOWzc3Pbhe5/zKY+Qk3vFxozBRdZROc9tn/FIVMdKCYT1wYPgDrC2Khs\n",
       "YSM1JhtnMODWHhuurf0Gz6gBLL0XVT1w0R7bfSQILuBj0KdLYh/aEABgNmDiOt2C+eIUwyAID+X1\n",
       "o70IS4lfUjhC4WtnkdxF7XH9TrB+6SnpBBdeYPjkATMaoddrO/WTc5sHXrowKZLbl91yoVKysRch\n",
       "zCgbrGF3q9ivMJ7kxw7UI0C1xqt27dvBNVlxKcLRAkt5MobVeUcf1dCE4IQZeFAucqcQF13Zm/9p\n",
       "PYMdlLqJs3PlWxC+IaW1uXMxgyP7jW8AAALEAZ8tdEK/DxY/vRTSQnfwbCZEAJTALP8wjhvU0n24\n",
       "OpZQ+zLEn0MkoNWxBO/IOETIZDNpBT9cMTU2aIMdwu7CzSCwH10ub62ZOoJqDRd0fLzZd4+FU2i0\n",
       "aNnzMDR+pfquAxgJHMeerIR3FTVFYJhY+syzjgRdSb9jSVGXlGIDj9Ald3Sp0BrxUcplzO8UibS/\n",
       "MNozdVaHCwKqDlcWZkqumHwyVNhQNmqA5OlPxrp1FIhYdmkqdrXol8MtSwMkAVNXW6rKNsN9CIcz\n",
       "qncl5lPhAh6fvvzQmXe1z29hQ0Id7TvctKYnOZGiw9DmY9vYBYuB1QEduUg3iNeU1irJUxMonQIp\n",
       "bBGhzUbFKYPnQX3VLSifNjtSy1fzLwQH8vG4iwDEet+nblN5SQJ+uXbM9QA1C2qccpaXOulqknEW\n",
       "6pSiyL0gwIv2t/tUWS2BAzzRQW/ZSvOm8tU8yV5dMEn1ZbKh/WkQX0xJxjm5phPJaN7OCxBIAu0s\n",
       "HWawfJdapyLJVdwyw4dGhYBQaLP+2hYxgTA4wfGJ8IjUOqJmpTMEByNHVijD21oaURGu9vs1dLNZ\n",
       "1gnLefhUuhbFz8uVbEEC/Lot3Piq6kAItWhH2xPjAYRxCKLY+gRfMMYEnL/8YwVHAyG4TbrGRMPy\n",
       "w5Nx0fEHt4NOMPpPiFw12rxXJbt8lYTYePLp9cvVHidAS2dHTVtyQ0dR6KwEat7cJjDs0cNiBqDg\n",
       "ZZdTHYYv2Eq8ZxFiZjkHXtWXQz90dSKcN38APrpPuFs90PrQGe7YC0L3q1bnH4Ip95nP9/aYxKn4\n",
       "i/ei3BqtVEnMVSgGed3iJdjm80XS2XeWGYN2TSctK0P1hOF/Q52Pk6LepWIhRaVXi48LEgZvyoRe\n",
       "Evumo5xiBk13AYcKorSGBZ5R/B8cNPWCRy58vMTnKhGq1H42kd8/H/XNML8H6YFZXw/NAAAB/wGf\n",
       "L2pCvw8uwt4Ns8f7zWzlpEphNmPanM5dSJ0DOj0lllCWFFgYBM4I7byvT7qFH9LQhjG5LksXM5Tw\n",
       "dywFi/q8fnPyPvTxb71tnwd3OP6hrzuOIlXLKe0piYx1GPH1J5NAdOiAnVFky8hcLRVJLhHMfb5Z\n",
       "eol/VBzbNtAx2E+X7TvIBq5hKg6qIR0pJNcQzL8Q7CCI1dYq5U2wLayUBl7OhUL6womZ80OVWZ7U\n",
       "ptIOJcnCXnWL6+3xrCFnl7rx7QDewQ5GpCPvwuVJjEzh6ALQVuHhDaT9T4NAIsvUg0PG+UiO5Xp3\n",
       "Qlv8QcSK0ujxJoP3IFKoIQ5TefKJ9mgFRqHVMAL5OC7WTrRUVMIsJFBjJiceBHazsHUVtnbEt04o\n",
       "FTmojANXumyoUr4FwPA3FYRYuryei2vAqAvMJGQFu5o2vSb8CbZ5NvEXLL0ob6/faSSrKtgUSnFd\n",
       "gI04IHr7WTs3NliZ21SV9CqVn5BTq1POMizGtZTPwji9sKvYhHvauofeQCynbvAggr7pFzhfsw6u\n",
       "8i1LKLBpiI5bYPwWZP9IIjCpNWaKhBvMOv6J+I8lblzgcMqJVQ5No9JKE2UTyI8jqC1rXBHZlMCB\n",
       "5sL/TMk3ylRzFaeOvlPN6zs3Uxre55HyPo0PWHQyKXLMYZ9JsKwWY4WYc735ofZC9dKs5mAAAAUm\n",
       "QZs0SahBbJlMCH///qmWALY+/am5NgAo3iQtBT9mb6jNDfB+aZ7e2B/YEK/x/bnKAXIkvL1eZ1sf\n",
       "vT6p/ASaL8YR0n9vpRyiw6IDcho2IS70K910R4WRsiU5TbLHHcVAnh6p2Dck7JbiTd1Bxwsev19h\n",
       "JimIvz7pqjvIkpCvRYnR6JDb/dUk4fGYqhYpGueC1gehqu1LB7ZAi5ZG/Za01lPtZsBCNCDlgAH5\n",
       "pI1Em4NVUG5J7jySNjG8dti1p8nU3wS9etg//7dNNYvmiiq3KmiOWmlzwGpwK6rhszbvSGkr44Ci\n",
       "dMYBxMbWzif1Lx/kFQM7ZBs3iDLugpUYjshzYqIUsxf0CNBehINM7YXfxqzqEQzklbirkA0wb9Wf\n",
       "2OT4inf/emRLwNmLBXWNKyftFFaVqsRjY2jdWTW2W9qVQfXisgv6rUgHFuM7r9/PVXFzLmXXLphX\n",
       "1MKODEj4cBSgrrcUcMA6Zn5RYDeg8oKfq8kGkmlQKr3UgMSZ2aDzGjuFMq28jjxsA2DtI/x9JFtl\n",
       "By0VcgAudNKaeNVPJDDSGXVzoU++rVSN9/Lm8Pm7NLDA6M9Pbj9kBP4LFARIMS0JIXX71lQW4wk/\n",
       "UILs9zfCqzoX6O9yovFfY29MXl8wZ9KPHax+BQFhNGkAFvmHFp8LUV5uKakOe08bjlfclFsneSUp\n",
       "tRsJomx/wvJs6Ny1WsjRj5856uAYy/JoYOFAp5dRM8BqkaasUxVZTN7yILzXJG7lOk+uxPfMqCQH\n",
       "+7G6DHKW/NBP9E7Y/aEtfccGfL2avk3ldmMWLWxDH+Rgn5dBbq8SGG7w4sOKiVNPWEb+Y5z2gluA\n",
       "wsU6f557QckOI9M3rIlypbb/5NFz0j+y8CkaEYqd/2l3DkCjKEF3tofylMMNdAJspmF146rtEaeB\n",
       "UUX0T7c3zp3E/LycwW8nKr4B12+wXiymCyJk/0aHYr9hIHwus4J7N3fhJlJE04XG5HOvBF6NhSKt\n",
       "zriv+DHJeoa9r2ANJHtrh8w3tqEpaDO4kfARN2uBelUq2+dQwnOdrHTZ5G/EQNu15I9ghQe/57lp\n",
       "DI66SwwWQEFwMxjMPoPpQ7wLOu6gtuQJpbvIun8S5KwjgtdMV8d/bEL9frpm1/uuyj7qNkjyosPk\n",
       "U2g9huB9KrD3QFv4U+gqTzGJ9IHF9dPuD/zGW5NKs2AMbTtQX4Mt+X9ealt882srUqMmD/tdsfoL\n",
       "ueAQdobllYQLwJoXjl7vFPOPQss2/rV7Cmig4oMjHA5NNIsrMiXNVnUi/O8LetbbPxf5M2zX4Pj1\n",
       "pth+o9gicL7OpKDFv2mE6VE+8cGouo55vVDkevAmXQS8nZt33RLmr6EGJyeo/DkuOmSTgk2dECRQ\n",
       "poS9M0Y7zCLCCTc9DA4sQnsHyUZgFy0togr2DilRbiJbsSigahLKGT/V0TcJRMDp1jzWzRNu8gKX\n",
       "9FzOcY/7GfvF4RV5VP6nqCjdrU5lnrUmUOkAVqY3rRvl2FW77QnbEdSY2/wpRYcapZDIi+tZs8r9\n",
       "qJ7MKojOoK8hSZyWCAtOe747c+fXvmtQX2Ii8/SlqNqUVbLlICy32iOi+q0X9xFnW4kzyyHa77Y/\n",
       "w8EjJJgz1LOvpICIZHEKI+SY0k9fML8CheHwsuf0cQMIdun8FviFNNx3Uyp6iMwQGrBS3niDcwBg\n",
       "NQq6b9FYL4on+XC+4xC3iOw2pkmEQsFViF3YZ8Jo/TY+vj1VrUalp7XwdhIVOjrbbj5/M+zH7zIX\n",
       "+HOzslzWuQAAAytBn1JFFSwz/wpphacTOiuBYpDErkPqfzACa/mzBiB2t66qcYdJLYrWHn3VhYlk\n",
       "xPZQ+rHnkczYgUK08tPjl4ZC//G4weUoh2fBq/fdLrC2bRoiMG/7u+zN7ZmMmAianfDlxZx0GelD\n",
       "NFgmNNh+DS13PMZn9+/WfYcRo5njkI1FC9JCoRiH+jmKHqivq2L1AJA1sgLSTwIImsiyUJvu6Pfb\n",
       "FniDlAWjAHse5jQ0S0f2MpZDJAYXXFTrdJBrR+7ee1N0Im+mm9rZWSMGSpqUMVoKBO6aTw0D0IqZ\n",
       "tFc16FzqM0FgnnIBMle5SaG0TbUgn+KFoyzvf1nb7tVN0KcyR4c+iLnz2A1D6VGI/i8Gg1tVnDCW\n",
       "lN3E+5NpE5PbrzC3g9FD8WUYd+c2FnmMLLzXxWP4IfPHR+xUJ6vPHH2vSBpbZ/oHce1+WeltmFC8\n",
       "Pfxw0QP/cN0/prG1UeEAo9lQEiue5s0dd4+AFRBZpY1xtpDF7I9/P3koKaJcgUUxTmH+WdDBD/xm\n",
       "VBbXOxblo/4Hrzk3inT0p/q5Y6YwZd3bXUv2FUF4E3FAjCOzUbcLZRKuRDjpZQumP+ckqVQThBC/\n",
       "EJxQBG9PYUYK+VHmMnJ58saLwAH78QLbsKGn9nldLBFZwyN8RR97wn3Qr/pY5m/Rqzrd4hHT9ZUy\n",
       "ZB9P/lBgc81Wvt/2u3oBHwhqS4A5wXsx2jpL3VLZKthONDIkt+CmNFccdaqbsOGP4wdPFtn4FteM\n",
       "C8oIv+r4ZGaqznFp9JObGwKNM/tOdnrGfkOZ6V452oRxbSDAHjx7TSy7IbUMjar88GxMv9YfG497\n",
       "eGl8sienW6DkLsxvB7wVza0VyIPispaBef67g/iv1u4QSOEmBcSHBc9Iq9it5cutDT83m/43fhyD\n",
       "uyNqd7DAriaKzeum6Yot4IBvVOR7E1iTFHElAUTN52dL2qFf5+AQMj921u/VdA4ouCE6OzjOIwCe\n",
       "IK/eRB0hUs0PRuS7M058Pn8V9BCTgThNaQMy/+mDSnZ3yx45GH/1hU4Dgkz29qwaYA7drvd3/sbU\n",
       "tp6eSPAW+moJbVNxLaO4v1ITS+oVMtOnAAACWgGfcXRCvw8WP70U1vrQ/NJVEwSJHV/3BY5/lEfH\n",
       "T7k0AoMmWzutfxpjhvr+qFBKAlWe+4V5Bdh4/hzIqbgV7Z+mi2GLBES316juNm528DFeiyMo4WWL\n",
       "H5Az7zQnzyoXhXJJAIJOUWua/iuHcxzpAsnTntfx9jiU9YA7tyT8bC5cxi6R7lIt4nglLQAx2SEP\n",
       "lDmtoTDoQZRmNkO0/olc1xQbrpJjlexYZoN/hmeYznVV2nJpYXXphvc5Uykm+laHS4wioTp2IF09\n",
       "KgWXrI+ZYYOqglC2ustQUM9pTBnUF9LNCkNkmyNc9pEJUpRP73mrKm0Eseag8KE/AJ1atSLNp1LB\n",
       "QDcNPwJfa4fRbZH9uCUhBqlRez6uPH/kU3pAxQmcIbhN/NsybV/kcW44kx7PVVnAztGe1bg4qyhf\n",
       "P5KgdcdeUlGEoiCgMv6FG5a8QY793UIiY2IrWGQ4RgdHtoCRbHEbSjXdxsxUqiRVz6B1PmeV5nFk\n",
       "gxdw2DvSUfeq6lXNDaWJiIW/iEG3zWPeMQZ6LUMdQlOKSPW0cqadd4x8nwLaXcEV2pIJ+nESLGw0\n",
       "4JfDkxzYk+SyfcEfz+xxua2CongeafVbPJshCBEvyCoB75SpLWK7+HkgBH2FD0BgQyrZCPDjGqxY\n",
       "hE7gnlUifcXzQi7YKF9U5vTsk8YTR54aI165N24t8IF9lZUP/lmZKBq4bH1MGqDWinSTbfbcrdkh\n",
       "LP2V3VfV5VtFY87NXFBMaDMAvO7xm1c/ELCkXHLE0QhqpnuEvmAQx0FXgRCTFEhY9uCCwcThaT82\n",
       "eKJtAAACFwGfc2pCvw8uwt4Nt7TIDIL9fAxn/aE+ajSXX/mXYv74SQ0zJ1Q6+1QB/6A4KeXjppDX\n",
       "VmTHL0KeUh+SUgpb00Sw7Kqhb8Ylz5jO3X1XOP7IYFqnHINP+7JzEIcpqt+2/6kJYyGIi4sDNCT5\n",
       "y+39OyqkijIlXH+frHT2DJzBJCaEQRrJVNEJr3/+wgnZ0jZTxgCH/2mg2L70fHMy8YlJEfmj+0/i\n",
       "Gb4RbI6dzG7eiZMPgU1Ez/8PnceeCKOXRoHOsgXxpfdzOGddBuzwk7FRA59Lt7wa1G646G/sElqS\n",
       "SZdW0xKFEVghE0JNSR++L94agwSMXhR2N8k3m3yz0B+Kua34SXtoik8WLotZhVcqNM77JPg42JIC\n",
       "xpLubgHNGgO7YFiv3LzEx1MOKPQPvBxBIq+P7HmICgu4m7NsI5/EZrQatKXF85lYASdl9sU/CVFR\n",
       "gGDeqN+HYU4Q++r/059AC3rxs6RCdM22Jk1vEorRCNmzys8hnPn00nDPlMj9Bq1IWiCET9GqkBqN\n",
       "aZfqAJmMjPrc2d+ilLkMl1hcaVUEigDOSOaIKE075KG0EbeHrK1KYU5EywT78YkdpWWC2QVazo0s\n",
       "l8IDe/4i8kesx/Z5w0qJQq6BLdNS7BRlUjlRhYFRBkSxRSkce1PxWnmqYf4Cu8w08k0hPy6Am5ZR\n",
       "LPeMnDoLC4DRBAXTVVC9oicQYIH6fWXUsgu4fwgAAAT/QZt4SahBbJlMCH///qmWAMLVwwxgAGxF\n",
       "fWU9Y6VniQukvm8MmED09xXX9dWtImW36wNDns0Mrbo8DUGtFWIfMTi+rXp7fTHiIcCv3Vgpj/kZ\n",
       "2DJTbyrGp2K5hSgyH9XGbgIXuK6sqr8ZpgUeI49nJdO+VRt+4RIKAaqkvJ63OlZE0IKKP/t/T3QM\n",
       "gbaJ83t38o+7ixdpjbK/LoNi/xYeflK8e2qHwjqS8CTriGz6J9+AyG6MCAjSQAwR1DUP4DD/RDF3\n",
       "VTobyjxghDoVEt9GhCo/jmlOe1JIAHY6i3gEmch+qreVBZvke1HMFWmEiVWFi41XAGrA+HclZr5j\n",
       "kfyjXSttCTJi7RLMaygdA86WjdcJYLUSZP6H7XI73tDD1H90Lr004oqNQaJeF1n+gF1D5yOaVl33\n",
       "CzDmosoJFUpEtvKoJLkmZ6yvl+FU58wqwGJir8T4wBhsJ23lKvYAR29/KhfIRm1fXaIB+sqZKgHO\n",
       "nukhWeLxzQxFR6Siw7t4STk02OMi9FXoSpao7FF0Yl53qWaPYFUtT+FQFSG7S69DRkLQjYd9+Fd+\n",
       "7JxDXBDw8jX7xLPl6kuEpXvrRnb3jwMrJNr+Ksny08vVLGyEpPdTjscpxWin2q3+cd4h+9I2uGew\n",
       "VrnZY5hocPaG7crDJW1WYdN/RZ+pvwwsq2sIjuY+1Jz58kHYbsNq1nwH8SgFQxEZZv1CJFQwp7oi\n",
       "ZHChVflg3i9FPVVTcdh1T7rXH/X84Y63eRLs9ezzKztBlcfsLwXPoHJdXuVmcOXyQCtOTL9XBB0f\n",
       "2pLsJh6OKzNBVE6jsIfK+kWHRknlVQ1N3LhKOw09EjfdD9bH0bnCsCHzAtozb0hSDTmS+VUOf63/\n",
       "YXvcSkOCG51jd9iqs+IqOj5q/9PB0rXufzzJBZgu821O0d/AEmWhpPm5ckq/FBQ+aXMJf2tE3R7a\n",
       "sRktP9XgX1KVlQXqySZDOdkS5I1xDQ0UX5k4yjKGtCFW72P1aEesBmyx2NXe1rfaVAA/L1K7dVCJ\n",
       "b5mALsqs2TpLKVQ866MhceCiU98rawhf2AVVzPn7sNgBm3XXEYjZ/JBjRVNT84plPN7DtxeEDT1i\n",
       "CkaiN6wc0aR0JXFkkYMzBOLGBP9Y+27+07RowI3HeSlIMy7of78pmdICI65Q9xr4I324fY2ENTHC\n",
       "M4alJRfYrJwHpKfnA9bRCrbJMPUgompT7fgy87ca/MJs07mucXweK3JxPgYnVsTH11ymuxY/Q4Xm\n",
       "4HIdCZWqgc3BDjefriIZmJUXbo+jRWvMsux6zNL8+7XIOIQEzfwBUEir7SkQ9UT0Zii4B6EfzDp6\n",
       "EYRezBepDuD7bltmoMWkoTyMYgCPhneN38tuT6coTZEHm/yXKwpfNbjxVHsRlCftoodWbaCBWwvD\n",
       "pykObh76UTnhPyp72l8jiDAEikVZO/lUmbekvj4aYE3QxkwYhyTngM727/45UBtDlpd+MaE+KB6/\n",
       "XCFHfSAy39JeCUfnHp07Qrg/ns/ofPrQlmzCpl7VHE3DHhBYF0Gd2dEQN0VZIuvOkYk1fjPzDzQD\n",
       "wjQNLLAHPmpP/KJDncg9NotQ11xheq0nzM0jqLfVczRpUfndssBfhm9xC76t+svOW+PB6PkNntI4\n",
       "eVYs9UwGO1nYDi1bYEuxic5Dz2i8bRlaqkQaU6u4cLC+Zc3uML+nVTw76zDLzZVY7XnNjPdzR7ZA\n",
       "UQAAA5NBn5ZFFSwz/wpphacTPSiTmcSFVZ7sq4efGh+MySLxNzoZnTZS6P/8QAtQsvim1RT2RlSE\n",
       "7YdT3nV9/zH/wO7lrlSIKv9J8GiKnDjd8HNRWSuFasdZKQI5Wgi/nP6doYK2auEZ725kHC9z2gft\n",
       "KvnOclSM0a2Pz+ExQkUehVImxQvEQhF+lB60Y0JbjLEqsEr79EepK/erWJlCh4SzbQ6ZU/DkrgPU\n",
       "/JA+TJoc0xVBuHwdy4qvxbsSrJMow4MmW984Tuj/nNfQuyu91cVqA4T2AYUix6jvLW/IDZXlX43K\n",
       "f3fO9JO98eJfT+JZIocSDgUKbs0KG35e2mUX+vV9rKTQuTuytMeHHxLNINH5bX2+ha5sxBBEUU15\n",
       "iieaY64cdtJyfpuPalNUQrOpVVjhoIRldrcVVDF1mA488O9XARzbgug1+KVt8Ed+1AwLiyZsTvlI\n",
       "IPcs7vXfRVH4YbARfez+N0ZMjvSlD0w90KMadEh8NN2BPR3LyksT4F2mxwuoI+/5V/qUnX1P52cq\n",
       "3Dmxtf/vgMsTqNIcteWNarZmZpDpRpyT+lbx6il2nugTR4/Q/rvn5fEC/4IJhgHtdQAXyxJ6uSB6\n",
       "gZ7E2fJ4he0d52UtebfqTXGtCis/aax+lL1nuSKLuCwnRl0I2lmDmpiiYLZAIk6KmDF+OiRF2DxL\n",
       "1jAXd5NiCpGiljsROMqOHvulcYzmPHJxDLJJEV+Fbmd6YmRTT1WKHiioo9uNn5upByGTBonYqSia\n",
       "Uq5l9zoj9DF185gi9z5GHfRKpYK8AsctXsAz0l3d3twjNGx9+P/As5Jj1UTgstjT8VFDlwOQvp+P\n",
       "cqocxkZw7+sWIUP9mNH9WFqPNznyCJC3TTFtWJv1IIvpAnam6Ps5datbXcCf2jtyOpXGOxBicx5s\n",
       "ztBi6YcmiixTqsFq9EwQqC5CgZuOey4f9/eYadurvsiplxzVXrN4SsG9yzHWxDqMgg0x/8977xX6\n",
       "nAVrW5/uOmivmTPUJyn2HT8VBZwjVa1iNchrM3qfMqkumMkOnrK/sUrtcvMW/Z3Otqmbq9O8fGGG\n",
       "yMVy4ZA2nh7aosE4Rmf/l38M0Xe37KPD6xamEUYhYc5JiX+R7n1miBy7tOgCB3lMiZtuBuHmTiVF\n",
       "XvFkPA/K1VPcc4oATPyQEjY2jjADcwMxhOnUozjBvgt+a9tvsDmOcGN0nrO5qeErYyd+KnjOabh7\n",
       "o0YlLVkvitgAAAJRAZ+1dEK/DxY/vRTW+tcJrebPoNEAGtMd2b3/+pwFcguYNFVAcFRhhK/9z6XL\n",
       "pcqOxg7thDBmQ/yUKgKpdsVOdd/Gad2l2Qxmn1XEGb9c9ydyv9PL+b/I4LsCef6WtAWIso6F1suD\n",
       "asLAfnYI8RSqA7SjtQRFbxG2i/z44aXxYkNYW2mbRHVRi/kQm1bhYTzm9YJj2AICNYCGqZydNkzq\n",
       "P8xOpcac6/RCUQMhseQLW6NrpPBtqSfGbcEf1KYQlV+Kj4dN7JBHR0+Nve/63GJX7+6rMwgly/wM\n",
       "BCswBTX6kYBsQ+rHKwyjKgUhUtuK1EhnD18AwQFTtFn2U43pdlYvSdkh+kmj7PMHmtcHP+yVSTD1\n",
       "lAYajZ97iU0wU//JadEQpbwn2Ie6zL3MK5yZZ2PRyNv7sN+PU01LxskaKSp5U8eRv+gB/sUH1cGB\n",
       "XUzr3TZElZo8eh83tRacbcUNHFxEbFchQAHu8x/xI2K2cTFE6Evy76PGv8GBLltJMjR4TphhTqt6\n",
       "wrLPRVVTyRmLUrHZyHeXQniJ4Ltkmi+bDUnIAcDaGdWAg6f4vff3zDQ1Z7drGFLSTBVeDzZShYbU\n",
       "sPPi4sjv87LflGo3zg9I/BqauhnJYKV48x9ozifuOUVPLC8Rg1Zs8ihYtEqDVJxtDve7u/Q5Nl2K\n",
       "r5OEOoz0LayznGqJVJPEYDgX9Cq6HZA+IYroO+tejBQwGkLG4EMSp/vUpKwTmUnOKJHoQN6DfBzG\n",
       "lkldjM6sCYaLR298y1lqhlr/PFshQ3x26RmSyB3tSMor28EAAAMOAZ+3akK/Dy7C3g23tERtgqqm\n",
       "i1lWDsCtEKUAK2bc70bddKBBG3P0/+kXuBcLmw5hmhTQdp2w0C3GgdSlbLKMYOAlLr7S8vWIoDp4\n",
       "pghR21eW+gE2V9F6DaNj1Yo0MbTHAAVSnCP8L0Wszxn7NFABNH9wISdSUmCVeZIyA01oVM2vddOa\n",
       "BAA+i0B34O++x1tr2rnVyu6W8ixC/aNazZD77fSh93lAI2xi1hUrzJBf92POWquCR7gbLQi1H7kL\n",
       "TMCX1/9SVdNZDnt7ao2EJIRtYiEazKwMgHGCPicHcK+p0U6by9FYKbbDtGboDbsdsFOcdzbhxfmT\n",
       "hapruGkOPqm8/9AkiMk4tv9P0FP8a6aIztHPNtdS/rKIXY+vf5DdVslcIL2B307ZKw8WaY6/X99s\n",
       "lQNAZOMPwV3LVWjH/IHrMGs+pJLdrzCUSeouyzBpZp1ylwISqkOzqCmHEVRiFtLna07hy6T5oU0f\n",
       "QeQFj4G+VleUKVvQUKKMnaTmUqiZQijtF24BVADOYdcf/XmzBWTM8l0e7l9mQrxSkRo+Zcs8gGqn\n",
       "CgCRVKJRLdJr3mD2NZ3+AagkqJxgjlQjaFKQbBHOZdtR7N6Yq0f/yI8bgJnqOGYckSh6TbLPtIqe\n",
       "QeeTYvU88z5FlF+D5FW60AD5bDQfe4y82eUFzr/R2QbRitQRH27cuuCFH48uZb6wdkmEpxU5C925\n",
       "/YWkbx5b1qkrqlSBRotPjaZr9aC/vjenThBvyTIFXW3NazRHILfDGueLYiLsO+USHU/AAEK18V9D\n",
       "AwpSGRCcU5BaYywVfKpy2qN+UZaIDZD0ECyKpyE60DO719NGUOWJgdnYeePvA/1Y9W0V096y2R/q\n",
       "kkQpDv0cJI1GJKF3OhH4XB2RfrG6BBhawNiSr+J12ENx/7JiY5fWqprAA62YuP/b2ciPlZW8t2tF\n",
       "F/X9JjZsGAZ0uAqSjC5swJ3juRKBd9y7fmvCfSQyIKySrD4CSVKuLMFylb0ZilPO222glt78LicN\n",
       "0v+E2vWcIaPhpEgI4OAm9pop74jYyGEAAAX9QZu8SahBbJlMCH///qmWA/SbMLZClczJzmcWEnVm\n",
       "N1a1gAJ78kT/6lyu/uKGhzLQCO4iSiZ8FONFvqqU0huigS+rT0nFUhX1A7hLpjXGF6pYER9wc0/s\n",
       "TuN3f9FNuA+MuFQSuLq5+/zXuRSmFH7kS8fUZ3JNxZGm90OiwhWMqjp9Q4uCiS9bXgTIsjxjhGM3\n",
       "V9LyfGret5zeIYFkL845fAja28GznA9ndffegsd1JiAsnAJMTN1zKmyuCwVG2+g24cHWXloQlCXg\n",
       "euSBM5upur9B0KxxpBvGTJ1XNBQyDDXgihw/4XgLB+W7mFQ3m/7HK0/I+8IX2UWNknNt08YaSwH3\n",
       "EUKrKd5SUvZ5jX/f13JqpTYFIyJzwa2FBjOQOrk/Q9bpXaDdFJCN4OLbEdTJz4BlmQv3OaY5UfOz\n",
       "VPK+BLSiKar7jIu8fZzjgmt+ykIN+W/xFgljzbJ0b9qISQnHhldujBGmW0bB693rSC0M4V/qTwxF\n",
       "0k3Flq7BpeQNpOXwcCGsvXni9dbzaHRLQG4flG0mlA0TYdwBjUtq2VJYZCSPK06UfDc90JNYWzzc\n",
       "18kU/dVard1HzdnReaODBcu3UW1vMIyphKHCzxnRLUMJMclxVBaLYqvfmf1R4S3M4GrcV0cJAfc1\n",
       "r2x2VSXZ0XWobZKLu+E7l3BsZ/cXfh5ANbqmmh/8OsC0elIBuu9wFnTJu0am7KeTAxn/ODtDVdvC\n",
       "V7tGebTpe5FjPvdiHIipIaH8kCYO8KBR8UKOuzYIDAO78EzBNsdZtEAukFxMulO/K7V2xFeEJKO+\n",
       "AyiWlzQ1TL2CM/07DNWzBaVo2AipPy/JbkjdpoXJ4ghH7hKSe0ZIdaEK96WNd+imMuTz+e+gceFx\n",
       "Zs8O2W3mTvVwsX3VLFUzWQ6noMGjNpvMFXxYIFr1xplthofdKWXJLcTk267APS0+cdRYnlD1qoc+\n",
       "xINwRibwu1OcjLcu7Aokeq2YjWHrmvmwHnTCbyER5LboStv6TB+dpLw2K0/ZommhaQk6gF6Oeh1B\n",
       "izG2bVkFK9W7ybbF5QrJ7VRcgr8r2Ywna09C4b5qUFmDRTZggPzQ8gf9gcg1qhOaswfcTt5uptBX\n",
       "iuRFfJchiUXCeGvRZFIsqWR8TmgLiYb/CUUJ6Qb+P2YCBTjmKs6ipSJotHux4xtvxxtqImXhIsrj\n",
       "X6Nh0gd0YHFi7RybB8BVs9BQlpX4H0FjyZdqut2292MV4CBbpgW2eAN2U8No5J3pnXNPtbqoC5H9\n",
       "IOQR0WdMI3FOvPv0OTc/zRkT/UyNHi+/Ph7VjsY/gwB4kqTAtXfsZsC9gDwehupED79MCri5x/SY\n",
       "RMFSg9UdKhSZGKlGmGxVQozOBgXRtbJ4FqAHW5sQrL/Te8QKGXpGZTV4WOTLzrIBXHRDnlBpcoV3\n",
       "wyvfnTg8WEeiSzTuMEhtmbO+ocS+fNow5SYYrcFP6rMCU8aKDcxsTQX0FK+CsQoKiqbUNS7w15Xb\n",
       "RNdEqL+fApIQUC32IKCOQiz89tI6wSmjUaXz6ViIxn6TX9WlmQb30hVe6gNrvJTOpTktipMaKiyO\n",
       "nGFDA6YG/XklGXfeMnTXvmePykz1Vj2xmGrqBMgzw8Dq0COTEiVke/n2F7MQ4865sIyHVs19zOeu\n",
       "NjNfcaf9yhVGdTHLHngerKMW2uoXFunXnvnNNjOBWCug7melEfxhDqOcxelO0gb5fTq2H58u4+1z\n",
       "56JfL5TpLePUxFZfMlpd/GW6yX+mm7e20BuaU7O1vu8AmDl5SLb2LrQOpMtdwgp8IWY5AduE+0eK\n",
       "rso2Yo1EaIVRRk6udyTBokTspGa4+WRrLCNUvVIsOGg4NO5B82YLsQM3cPGZjxfoxxQ9a9lDOqRG\n",
       "2vgufLPuYDtIg6evI1clifVvC+F/+qvm0SnhnJAVbQ+kPFS0ThqH4aorR5zMDbWGbI7bWE69Rw1W\n",
       "JNJaEWhxmpOEys7XNpSAZGiDDElKVtvdKSjLGuSRCqK3jsHbUXcJ5Xh9oJkW0RgVC3vojroKixzF\n",
       "VVOSqmtoZjqxgU9jLgy3RODYGv/8AAADDUGf2kUVLDP/CmmFpxMpTo5wZdQ0yJ6IHETLgbUgBq3Y\n",
       "RTwXni7hA6q66/nLrbuO4pVz0VZkFgM30rSl6gL3XB+CaBdT/L/c+ePV1HJFaOzYqu0VF5gQ9HK9\n",
       "b5ocJ1Gjf4xW+uArkymlN5m3Um9At+xMg0oyuzcZqo4EC8PnBXf70+sFP6jP5Gwr3DFLTyszUscc\n",
       "+Lgb+KI/8ySQ1/hEBOageopMSA40X4vUup0r1tVF3UZ+c/Ei583mUF3W+WqjiDc0IMJmOA97iZRN\n",
       "W/EkO4ADh3iqtuvOWKaq9TkoQswnKuoKCElO4cGyoE+G0Tx6Rg09+ks34v+2jy8dcpI4mjZEXe41\n",
       "2RI5D50pmbajgxctt3xtQG5eVq3gcneIhcrNytbGI+VzhuO/xgxhF+K4Krn3+yWoJ5ufwDXrSf7D\n",
       "sTA0YZJrGl1uQ+Qe320DTtRhn8PLpB9ElnPkPolM70oWjJKjZNXGZGOHJjFEo8Ys0IiX6wuOsnSm\n",
       "94UHtjQ4E/UsZtjkcJ03Vi07RIl/F9lVBX1HPh9nYJ0NBj0PN7r6r7nLbmskn0DVqy4uNy8k0K+A\n",
       "BLOlOnCdPifG+pzfGZsIfEQxBxvek0rFWknath2mvYVxvMAodXEtHx2KSj12hLrVg8oSukGDE7Op\n",
       "6ZzS8Cor6oarMeqHtLxO4+AmZkdT2tbeW/fDVllWru87SMaUiU9x3cfmrv6UYJfJfzgLYUo0BgT6\n",
       "mfppTv3ONuUES0/61iFoB8b5Hay2raLMHfKTi4Kz58Ke9vQgNwVoXZU/bgx+d42Jlp4WDVeYW3xA\n",
       "PGTA0lcGzLQRh3JJvYTZtaE0FpZH16KnZ0KNQraPSwPm+OJD6uoPzX8/GUFO4qnf3onrMSiQmyhq\n",
       "x5eQ3uEzu2HeLQkQVuzoFlTEQ6pGaO38Al1wzXB1OFALZDwbM/7OjosKkAVjsbpcsXrtm5fwIocs\n",
       "QM/0hT7JbjtlfOqwMhoGOFr4rw17JLNG3KF3JWTdfmyLlljMwQRpJ33PPRQQE9JhfsZYFoagZB6w\n",
       "PdemcUFy44EAAAF3AZ/5dEK/DxY/vRTW+uAnMVr3Wm4SypYwAGzNaWPXOl6mjSzttiiUNtX9zbrC\n",
       "2sXnBmV/kbiG9ZWKPDPClYWciVmJK1q38oUmAOqLqF/sxVd9/Fmpw4k2nF/02mDLhXVNE5dXA2PL\n",
       "H4o2i28+mspJSTwXA4u6BGcHOQbf7YpUsnRDaRSQbjS8bzgHHTKNCwNSImcgdD3K8BdbHAKqIzDZ\n",
       "JKiE5/6JQFmeE5DzSsLPqyPbLufiTZJ7PrIH1i6hhTLB2TE9xEq4MGokZIWU0zZmYGC/v6V5QOFP\n",
       "8jIlMBIzCOnTDKgWyVgud9uPDLEcdEBmRmkwt663s6fhzp9dqrvRq1efnoCsDitVoa0dl4+0oKp4\n",
       "lqRSNA2iC7F3ITaRAk2D+JYovcLvfQBYTye7s4uHyJX5RaFQ2g9+zEI1M1WlIW8JlVHc75NL6ihI\n",
       "kJdve61UAvBbp+s1Ahf8NrSXYtuJB2+P0bqOdS6lhtOSB5ro/KRYucw8MEpAAAACMAGf+2pCvw8u\n",
       "wt4Nt7SjB+HLfkf6HNuLlESQycQzEpUQsB2woARr79BmTign5hm6pnVMoqQZiXI93f377VneqG04\n",
       "uGhSdLeegYQg8wsI8cvBDGad2eWOqngR9C0X7hQbZ/K04NqBjcGEXMDs0IUcAliqvqy/ltZlPsZS\n",
       "4WUzvA9kZqEn5VAYZKF6FiDw7jDrKUuSLL+3vETrbgQh7uvbjD9UGWHI21lMUYezQYkDqz/chFkD\n",
       "WMVLGcRjKDN5eoBoFS8i/k3CrKayqtroS+PyqTlqD/bbf4HIizzP1m52/uv5UktH1TMu0Dgy4shE\n",
       "jgEZc/AMTc75fA+PATS1qF1aF0L8cLM/69kf5IgRLWA+OrGLTIybuCD9MU/zaDoR6qmT1X9bj05+\n",
       "Urh3iEI6bZEh5erdUui94qEm3kWGGxZujrgktc5nEAmv/O4iAfU/GtNXaUaaUntEW15cY44TAz+w\n",
       "OplJrHUIvHB/rEHaLRClwCsBwnJ5V4VkyWFffNFNYtwthj0MTaldToT0NXcwrMNsTQ2fr0OLAepF\n",
       "0dzspPEH7ZpMrcMUfSS4ZOqdeUvIRDnwl8VTtPN0V+vVODHJ5RPsUMKp4LjB57iAZjXaAJX+SquV\n",
       "SlsPneTkcCN5htIMzt1Yk8IOZFj32sKLjclIQGEXxMlf5Cp3bJ5tQFo6EWjjQ9u+NITSijJvSH69\n",
       "oDfGkBK++/yr33K0WJj0B/W92v2yvDQMz7q2YSzYICaVMLt7sTpBAAAGEkGb4EmoQWyZTAh3//6p\n",
       "lgDCrgURXcfXj2uASiTdVlKaArLZVFqGRj9u9gg5vdsm6umFd0F/7t4kqRuSQ14qUYeP0CKF+IuV\n",
       "kil5fPy5fuqPXUliaOaLNHVZaoTIiWCquRTI7MdeomC+X1ChdhGThIIQ5VX1YHZ6Ra2ugoQhJqV7\n",
       "DSSDRe/5VOJlU8uOv0TK6UQKqrabeZAdsyZeg3eMqpOIsbKZVCWWuSyM0GPpt+R9SVNkaPNZnoxA\n",
       "bmqQncUzTp1HMSR3QCS73K8Us2KzlobqYK6U9KUzbuBGxI0rlDRgtyKqLmJ/kPt8SnskCaXqrf3g\n",
       "Vg7VadqEbaw0Cnc29yxsRCYW7yKE5HduIH1Ot7WNMH7hmqoZm1E5WUtTunZvFV/CDbSCLBjfglsi\n",
       "bO5tbv+5xW2AdMzQK76ihxE/+kEp0t1edyqkksz/70c9ngUs3VAmRs0Dp8TLsTqMWnfnT62CuIeO\n",
       "PQP+yVI9rzvxoxKWyCvV7qSLVh/xzNvi0l8xSz774GH2NtYkhyZuRFeK6LcR2iI6jCaHGybSUHx2\n",
       "1Owl80d79GsYovetmlgVkdqc18ksOBlYgGa5PXmjBWTQUjZpL83HS+8a6KHcO9Me2PMnkpalOS5V\n",
       "kWbt6ocGO7ALxchSglFmdbHTm9+fGL2+PHZwdUUp9NolYs+/GVpMLMPOGjSZinTp6Jg3Y+P53ePR\n",
       "ejaaSIgEPnlbOGli20qfac+kFZhxG9oiZGNKb6hAkMrQW4m1gkQ4ONWXNLYtyOw2vvPqV4eQnOAu\n",
       "B/4AsPv+S2iyVivj4PzAAN/Ppgx5EhW0clP7/JAtwGPN1JDq7cmcaXkHlW092m9q03yGmVlfzljR\n",
       "SnWYcg1UETJr0MRql57HOJA6N+jf6UQra9DLeSTN2wzDOo6XA8Fh0jD+O+UPYlo7UV7PQSy8OOJY\n",
       "b7xqsQnUa8ueGoygXpzJUJPEJw0NQVbnfMHNc0Pn8sZLMT9y8O5MHkqxlD6bJkJYtmzxHty/289h\n",
       "SBSJGaDhZDyQKL2go6EAVeBA4gKUILhJ/BtgAPyRyDTVt4AMrf5c7tplwYCqwXp6/OrZ2wn8nCmZ\n",
       "uTpjb4pkMDIan7Ya7lM8/eALEeOdBFv4EFDsZWtELw/PoFJi0bHiqqTGXBuO30XklOS4qu0bD54L\n",
       "Ag9jNT/+inu7yGrW9F26D/T+wzTjR4WJce1jZXyT8v4jTxrd7ByXEwPhM26Hnlgb5XIqiHYR/xXM\n",
       "17H05PR0Rh8b6fFpseu0EZoFyg7W4QUR23I2bNsafE1XbfQUsHJiGXpwkkHseg955gGu+aWT/x0S\n",
       "kynxa+y5jap41wy5L9gNPMgCLNJNSoqyFJlCCoil3N6Bj5p19NsDZOiX4RzMYSkJyRPagjNdpw9U\n",
       "HJxULjVjKOvrcWVkYohjHnElPS306YWJeEmdKt8RpVvwEj+poPI58gjQTHu1cSXTvJryDYKc3tSu\n",
       "fEVkdXxUSk5Jkn8S8vajoTiO7F0tvvfsrBHRZ0cbH9F8aNn52HcW9Jo/Meq878pK48xr4S3XIri7\n",
       "RgQqlEcluuAEG6GCSQQCemRvhgTTKIw+AI53xW1ymeZulftYkK+uL000teZt8zlxYX4xpWL7ZGpL\n",
       "cNMcdodg0SRyo+KUE58RPDzOGc+ms6DCo8yv7dIvGB3pPzujgoZtptKP4WRTCMCs/s+j1ArBSuxz\n",
       "fRv4hAhoNJQwbkSnpTWy6HsUlNdAaafdHSuTQUIpyWFvwgZd51tDIxFsaU/tpAvXfEO6WstnJNDc\n",
       "esJMASmLMcKo57NIwQHBNV4xI7lmgEiL/xVAMpZy2BenqcUE99RXzIj/YQmjJgB+Ew6ntrmyHqrI\n",
       "29D6ah9FlbJklUSPKe7Iwx3hlA96JPL1ymc0/+hf8zLRtSxFeMAnOinzNb4A7fZ3GPKKAIkPmVHK\n",
       "3L+oS6iR3lJubOMWZJiVMkO0OpAEOCBxabkIS10jbJwW8nF7t/7BX7xqHvuc67Vwqi5sB5y0Nmbl\n",
       "jh6EVLaOw2I0YA09RZCstcMKRTc7v/wd730IYvLJQjwB70N6gsi6w3hvIx7NtbiSG1UtCxE3SUG5\n",
       "+QAABAJBnh5FFSwz/wpphacTKU2gnqO9uOrscjc26qiIs0iAFnnCsbRWeFqlkJRjif1YB++vtAvd\n",
       "xAvRwKk2mK1bbqjE+pQzulujMmmV/g7p0DRbOLE/Oujdm4tX95sgA3WSm25Y/+Awv0uRv1HkC43z\n",
       "Bcqiepy9vhzpDrBMrbEHQ73mdMHf+/YoN4fJ/tPg9cjwn1DYuA/Rkldv6qNVHnFBZuPc43d5blFE\n",
       "AtN52awZ6/+V5EG5acQ5J9C0jZgejUSVuuUDBg/PfRZeEKwisj6FuGf3CgjDrO2eLImnNqKEpzhm\n",
       "I7PFyHHYoybvi59GKeORpYnFXXe5QxXPiDcWnTpz6N48aW96Okk6UYtNcxurS0UYyDHOxGh8sUBu\n",
       "/QAsr0oOzpaW+2ms0cxanJP8s01+vTzUp3NI2qPuPfIKJLsxo+7A8T6n4gbcVI5CkqK1TX8McE2D\n",
       "71fTSHst65EG3xwGSQMPURs11VXmcoICoDoBk8rgAIlZKlJVU1pspbj3Gc3kMkw/D/0f/5dMMw3L\n",
       "gLwfbotheO7uaIn6gy5i1QInLhkERQsm0Gr4CpXGm1GKc6jJtQgmEHdap4ctQiOsaCmv1ZPT8Sgz\n",
       "UEdVbmm2GKm+E4qED5QN+Ul6bkuoERGT6ed5nAxYzWjVIA9sNjQ8ZHC0sxNWrAE3B21CCAqaSk4F\n",
       "heT5sOb33deuq0rthcugAH/0M+oIBvk/Q6YKuZU3Ax6/s0JPF9TGGxOUiHcXRZIZ1b9Cb1Vf7OTs\n",
       "bkNXdVAO3NRhWyA2C9u4sE9joc2E59QyKUjl8MyzpyVcO6L4lkAbHxgBN994k1um30ziLvH/ZeIU\n",
       "IR/dYAADSVNBVx3GIAg3HjQxeUQ5tzQm2M0COD9AuGSDclR8dTM0iHB2ChmCwOnJFEOZxc4OVl5n\n",
       "PmWzAlmNfVSDy5JVo9BlCwivYz0z++j/9OMfYwvmijQpDupmA87whE3rpzZeHKFd0mlXDDQCVnO1\n",
       "E1hnRFfcAFgBIjEqdONmMk6cK6XdKUxSrUyt2OfhzUvRDtXjAiMUoEf2Z/MVsi1G046fw/uGndgt\n",
       "gsnH0fBoyisttA3PgAB7kLniFigmPKehvF7Zut+HtmDu8cstWL2r9C6PnOaqftJh7qz/hRbLLljb\n",
       "t/tzrq9+JEa6kCu5jypljmWuBt+jRAJXWSjQjpztiU8jYZi1CiMgEiMMJVo4L05oSHlrM03WaHve\n",
       "iuuhwefKX3h/YA1u2dvzhQPeg79i4R+93WK/rRByuCDXGOyyVKzfZOv+b3HmyLgLzgj8X3byjVLc\n",
       "KNZSviUGuBk9UmT1VRNq2oYRTqg3NVvuwj69QL4ld5BbcO6t+5Tio4cEPh8lZ4uscjJThKQ+Pfl1\n",
       "AMu8bHAAAAHiAZ49dEK/DxY/vRTW+qLm/5kW+zX0AAbLu/Y+WT5rG4F3v8ouT7R8B+ksJj9WEhn7\n",
       "0OUwuUreWgmUCQXf5XMWHo1c5EvbvszsXRRPi7qiplFWIrZ7O1o1loN1aggSXSj/txQ+xdRsKu31\n",
       "N7uL/bFVsix6FDb9hG59Jw7ZaapM2ohlSw1M+vLqDGROL67Dqy+cX4IWhlOBXdDWY+/6laN+N7ho\n",
       "Hp/GobIyorwETWz8q9gSmAsXikN2MeaYEcnqRbGZS7V3n6XHMp8InN1MyxyFTSt0xPwrbmedTE3z\n",
       "leXtVOH9ZnhwXitk93jp4NS/38Ayy4IyQUi4B2APxDfiEUmExvsNDykxHADSjDY6tRRd27346iaR\n",
       "FnUAA4GFei0IBgEk2B+gx7yeRRfHODkEs3bUI6c0ZEBxIe4kwJdHPQJxVJGjixymfGSAltMq9aUv\n",
       "LlIhDEya2bkfhx8+Ph7U9qBFgaRjE2gHlcdm6et8PiT5rvOA1JL1mBKJ5mjZWhQ5Ey7oZ/peJ/n/\n",
       "2Du5etJGv7cGSXEM5ImpgkcjLtA2pCf7PRJFXUTGfZn/qysJN1cInrCi3JzJZzjg3gGp4eTfdgq4\n",
       "MH+gVqwWyy5kV51HSmet5g1S8zUqkuc5C1PYfRKEubS5rTwAAAJfAZ4/akK/Dy7C3g23tKMH4W6G\n",
       "T1ACtsFLv4EMV3KeUK4sU4tGk6u5EeAGtkcBSWdNv67SJes7DBHLU+fqJsLgbPMYSBddmx8nRWAS\n",
       "mZD+XB5s96F5PSHDh/AUk7d7O7xZLntRETqhGPIEYXueKaEYX5vHiHmMCt98koGtvmEthSEgmJq1\n",
       "yhRQJuZ/qRpenI8RGwpo/9RoSHyaV7QGANozCi4K8KMJRCUj2YSQd8GNKwGOsMEI5eVZf+tR/AZF\n",
       "fOCAWgg7Khn1tmUrGBLeLYmGVhX5e94r+WsQFZtP5ipawwuIVZNaJVMciUihIXvRFuRfVw1vxvdY\n",
       "mVyNxhM97/iKZXBZb1T8knIFbzvRXtofh4azxIwZoAdfJm0jWjp2IhBgF0Y7SKjSgGHH7YnhWpGo\n",
       "CnTNwd3S9I4uWOquzmk1zvL0Ah1ty537xF+4F5MTrQriRe880cAUBfbwdiU1StjYfbNdX/9WMx2C\n",
       "LdqVPGwKtALCouid68dypvXcp43wZ9lZY6d+PGamNuJ0COhROD3llagQL1PBw91Yj+TIv5LHQ6ka\n",
       "Y0KywOJmm9Y5beBgsb85L7gMokA45ajaRtMKom2OFseg0RgYUyQIXwa4Pg4XdKyBOwODj5w8QW3S\n",
       "nSN04iE4XKMuIs9ZWMtoez/hZE1zsiBry8IkPXmwvFBdtfUxer3xo3B0YMlDl3FGp4Ub2bCj6haT\n",
       "uYRwXxqmB6xBAUczqoJVBauGRaQGlLb6tunMYJzsVx94qdleNCnxb/Oe1lMNEi6P4cH4xBRdboZJ\n",
       "wkZNrorETCchAnR3hhZrDyHhzQAACClBmiRJqEFsmUwId//+qZYAXajK999YAKnfwnfNAZJkZDJI\n",
       "aBwIayV9t5RiR7sxPtEVcE3qtoskDqY1Aq78PN85HiAXgl0dMgID+Qj4jT3tQNfTZ/q6d4hZqZil\n",
       "Px49aT2UWfAkPITeA47j49tcICc2z2hc8Rou7oMNfx306q3KKOq/He0A58Q+370HxJR2lwiLeRqK\n",
       "kBHrek6v7//31SoFRcYm/AFvNu1Z8TThnwpDg/r9kH7iY+Xc/+T+efmweSgc1w2VXLSLEj8GVp9I\n",
       "uEYkTt+axlCPOwAsfJ6m724WbJQMTikfxN9ObQvRpcc48pMdd6rEKCDQSkPVvhpTi8mDXJfaO75j\n",
       "Uo/6aQlY+d35urrwqDXOTu99Y0ktn4dmmrtibdaQP4Zf/NqRMpNEuPNrk2HYThFhXSo/sD+iaOoE\n",
       "InV3f/WNRYR4urvBzgJzgjALSg7P4PnjlUp1aUEqeG/AGj8+QL1tV/pfGSW/mRtXvhqVIGofTLqB\n",
       "D/yM6h74uXW2iwW07hbFYcP2gXPvrKUDgXFKQczDkh3U5T7U1yRps0Ph7QklXLdjzFNmDQIK+cOD\n",
       "kj7BFwg/Z6mIjypYfLez7SOSY3fCH0YZkGLsqYN+E0ccDRzcUeehyyHPw62ZpivbO0XIq2TghRK1\n",
       "6z1mCOQgGhOr55bcr6OmnJa0N//jf99i5oG9hhBTGczZlDidB3rh7mKV7FS0z/Oq0qy4q0DnsxvD\n",
       "6wMou+wmaDih65rQOtABq3HsveG5H+SrT+jA/W6Et3mlq3x+ju1Mf9N9brTG8h/GDI9r3zeKmef6\n",
       "+E9ayv/nu7GylJxR+eELQ4ww4S2y/RQwZsKwzGkGOkd8uYG5uXQzpFDba8Un27NcvpUcw7mqE6Lb\n",
       "A8AR4AbMnRlNDfSgrp8ZMNhaOPU0Jjvi2WZ3pXP2K1xZlWGyo/wzD0ApOjjB8/E7i8VafQ1QrURM\n",
       "dhVZzLa2Qy13H0x07g/epG8syXaO+sD7ITe1ZfsBJseqpdNvEGfCd+mVFb5KUENCdEpdCI+P1cD+\n",
       "lie2Rbtnv8pLZKhhdBBFJYyeuV6Dn+MOMDeUvfLdnw6lhCd0Myyei5HfMZrOIfi5Buou4+B5fkYJ\n",
       "AcUdDrGwgcyutzxbgZ0TYvjbtdMerS5ldgTbNJ3NV0QlFQdE1kBnbkCEinys033CR/TpKrVufCGC\n",
       "dR4EZwASDQgdKY+zLs31+RMdefVBSRHEoPZ6D1fPrciZhEJsJ2y+aoRtxn7yJxG6oumzix8v0JAl\n",
       "/PVo+g5KeEDbojC4Fvw7StWsocE4eDCbqJViWIEUmdJM9v9GFSqg7biLHre9jiDKKck0jDsp+JGn\n",
       "1Rg/0QiYFoq7a4lRdO24L7bzMY4/5sFB/Tp9KVZIc6BH/Lqfew0cuuBi9+9tVjjp7dbOULddYL38\n",
       "wp+yFjQ2QIRtHK20R12dwss7ax+4JVVel7Sq9g8uSeBhRgROT62s7PL6rkiOhizBMUkDTNrL82j5\n",
       "JbWJ1AeJHjMt/1h69wFvyqeowhEla7z2Wf2Zxa4VBtTTP5sRKOUYOr7D6stjMa08g/jEAPFHFYZV\n",
       "jCF7KPRQnnHljPS1zibEVbvp5tVU5MyaIfKhYHYcjlj3kuD76H8zQrRYEP/aFoibqj1V+TED44zo\n",
       "4QZbHDdLUGlSYNDoJdY5i8HOhcxdPRO7bSyyIyWYqZ534oW8w0NKJOawI+7OKubxP3z+qBoj8RX8\n",
       "HcXJMKT6DXDhuEiDCqKv35pAOTUpk30uRQQgFH465lcp/VCYznJ35hGn8vSw/wzXWNCPUhbTJk6b\n",
       "LaVrfSssMmWdWX8gdE8yklyu2jgf6nE3cRhXO0VvanGL3+TxFjHeHXXkydXOS7mTRLAipviWgd4g\n",
       "CmzWJtu5aHN4DB/Gml9Br6IYunuLhQA+3PY1kd8WnqiFVr5dxwohN8W8hKoyn48Z0lMcYWTNQy3I\n",
       "wi8iq1qTV3blODes2AriiN8ZOoz4yXFwhdVI41Pvl7N7gObi2BUrX2hGMYHFag+kjClxmzCLVa/l\n",
       "5Si8wGRhrRkBOiWzvkMkntyPiMCO/O3MHixvP82RE7WeYOhfaeD5o/nPR1LC8MTvBbpJy3BG2V2O\n",
       "O5iTczp7p9IU/RmQ4vIMfftX83+BPGSwR7+Cw5mCXBFfHlmgF1sA0prK94Enc0+H3FXsioDKN9T8\n",
       "VdyeKbll+Y5yZ4B31Gv5IFg2bSlIvlmzZ+O0TgPkESqlucucXcZxl5jg+YmNln6Q4jRMp43pfmXB\n",
       "H/yCEEvDyPzNXcxBKvsXCgd0qplHtWC1WXrOUKAMk0HHyE4N6m+IQnbrRZZ9WMs2WsdoI+LIqLl7\n",
       "dckbxnYs1/06m7cB6KFcjWRUhf91kmSGIQfvem/A2nDDWJiS7EmP6T/9cVNZ71dCcNffyfRMiaHb\n",
       "7eRRvxt7zzzKgmZdmRBNzd5gxA404PfPxUdzVx9+ZQ6J8OmIGgtjpyJyj4yblQxCbBw0yWLyiOId\n",
       "0n4QFkeeLZdpJc5ZF6mkxmtRzdOvNbHIsqH56FI+jU/LgqsOeXHifsbHDUQ1w+QxfdCMAnSK3kTr\n",
       "r6mtmRlD7yyRGxioAjZ2eFrnKJDrfMsFwOdpdnwZ+tm1WePDupEGYGJbaNfjMlOX/+XaGm6ogVrh\n",
       "SDLmTnrjnn16F6fzbV6PAmoGumMi5clB0ANa/11B3aq9y1+d6XjwLJNNtwsXGKSg1ZV5n1ls66iZ\n",
       "xP+GGXwJf/1dnnshpAi1T0ku+S/wuUbYBxQ65lOYVZqd02i5/o+oJvU7icuRqFheTWZgVfxj38+5\n",
       "CAH/AAAD0kGeQkUVLDP/CmmFpxMpTaCeo724x35uEPoGfdQAshKhNU6Li2OXSfXsxOzt68NkrHGM\n",
       "yoQjeC33dY2aSFR2SIyVJoc8Lz0PZ9VYvOJTsJT+xt6aURFaOpZOrVyEAooWmiDdRU2+6ck8sqiL\n",
       "bcbMqp+aRgO+xbvbn+VYI7lSC9gD50+9eRJ1wOZFpZOMrUjZGRdvbLVKlmPBzQZJ4NnCPg6ZvnhR\n",
       "2NiEx6nvT/xj/PwDGQBthllCn/nHRD0Z30OX6Xx64KlZ7faZRVVFti+3vX4zzu38/k26IPjZqKQj\n",
       "Wm6IsuhaKN0A8AcGQ5kD+eoa+DuqTqXTLNQ8p0qitvixeBN5LFXowYGvX10glLy53NWDh5B38ydj\n",
       "lwSJP/OGQsBJnBJ1CHJJGZ6NNT6V5bMKgMWtOisz32KdpBJi8GPLUFtoAUXhsZjR3qQOkXBE7SAl\n",
       "Exx2JpPTBNsfGYBV6FFw+8pMoDGAIsRzskDydNsQcSa3vFkZvcBrIOSebga6eJIqD72Oo2bgx6WL\n",
       "wZKp1kMaZF7zsoc1cqwCuP0T6yTnHwJrqm/3VdjOxOQEe3wf7rJ9R9ZYvKv5CZDSPIuCyIMDzt3T\n",
       "iRQbq8YS/X7PI4lg0Qv764b78E9l6hKGM8Ugh+uXqIYLssxRQ5AZPs9+87dcIF4e7ROTT2snqkAq\n",
       "OG1Wq7hSrwuIy6J8Nd9QtnImYZboEyOkd5MifDXpGdEmo+o68guosPNWnPZLsxbt+RiHqZAoH3Of\n",
       "432Mdd8IPRFmg1QbjxZkJ4VE5dbg1Tvb0F8uzfc5fJ27Xz4SiL9y9YeUq7rQrCtb/5BSr0Nb+Rn2\n",
       "vz0XgwX5J1Dn+GXxQbWtIJApzEsDHhL/gii/8eN6dlRdpFiTv0Iad362LtUzanYmcC9m5xQHoxfM\n",
       "ylGBUqbBfQyJUNU13CM4aSfXcQxPvhA6jX7GAM+G0RcKSoODVDmP1x2sQYP63b4DZJRwETEnoMIg\n",
       "ZP3ha5WCU9ZPtroGDy/EOFWmHtSW+DleLHWWJ8Jb7o+iCN4GSRpehWm0YDvFnG4qq1JL4x4S9adM\n",
       "QYX3uHLwoACPAsHdyfes62sje/IfKRd10Y16aQsa0K4lrablEv3j4KSTNgEkJwq7rtugGy2Mz++g\n",
       "TUpuaSu7F+uGf2XQSRtRb5jmAkLODi+m/AhsZlZh6gpc//5CX8RNKI7ZPJusywQY0VZitBajTHrx\n",
       "bsQE5sXr4BNDsRrKmHmwrOBzJDCd2SGEcxbD8zNOIzEfGRY5ykVaufa25mb9Y9vaUch6s67pqyY3\n",
       "Cpq3bNoe4OuJ5cHHg0a9IQAAAy0BnmF0Qr8PFj+9FNb6oTu4KtX4gBsWUdBNgPsOTyjDKwidMlhN\n",
       "DRhz/ZW3rCws5TxPVJcyfPW1JpJ8fig1bSAidylRtxR5AylVOcINkq8lb3mNxSZtzl/itCoHoHTA\n",
       "oLsApHpPIOXcqPsh3ZEaEKiM8PUjLJIxz9GK4XmavLDJTxhiImwzR9kM7yzR7th/Aeh9+BmYMOG7\n",
       "j+3lb/B3bhb0hw/xkkgyerINkKfjKXjAWzUhWxzTyDEbUCh1bMKX5s0MsFmvqIT08gJ/GkA7j9dR\n",
       "BFv53sQv+JV2xkURoGfmALqJDsOlwm3YVFPWKNUkUuHCzvHzmZitFJHggSZUM32HfGq0IHHlX3Oc\n",
       "i00DDzBZIaFd5r6uM1/RComQOO7Ok5qMybwF+4FMltGmc8+Jr23ffYsquNqz0Jpm2Lzl6+KMng8q\n",
       "PmccOHWhcI6uVLNwyoiO0N2fAHD6jTd/0+4Vt6JhG89aJGYIOluH79ai2wRyQDyS3ZiFvgA2ftf5\n",
       "cXT9fNiHrQ0WbasiK+gEvVsHeAiAtQGuBBKr/YymvukpnbCmX0wC3TCQO/1/CBkcL5kzhDoWjBnP\n",
       "U98qjIkAyL3FMpUWY+3D9n3d9NO4BAhcCXOAUo+nfzR72QJcmLlYpSqBNA4QWbBOkQGsNvkT09+d\n",
       "7POIN0rPI468kYrUeus3bGnx/5L1RS0Wu8kWnj6EKywvGaYRFX+WugD1DlAFfDmdQ0nsIcDD649e\n",
       "3K7zjaRBkR7+217ARU0bqpPtsJeuu57M1ww4iVyWzFjcCQyJ6MZlN9WxvhDy5JRwkaIpyPN4o6bE\n",
       "qi6WMf05pgB6UaC1UJviAfMaBB1DKA/hF4XPfhOeXTZcqYnpaqKZiscOGX56j+TLdPa9kasxhcET\n",
       "PQ0TrKhPdUVLwNWUw8OSpD5+0CnMdbpQWVmLjlgOhoNigMKs22hyqCcvtSbhgYuZDNCgiBXToeTq\n",
       "/lP998nQ2OLRfkw5Uu3HCSGlllOfJJksALGPCB3q2/cntCMfRx4oSQczY7houNNceklV7RS8Gug9\n",
       "Ne19ELoE7O0r2NGeLODgb+0ADWUcXLhjdUR9smBIMp4IkEAAAALVAZ5jakK/Dy7C3g23tKH2t4xl\n",
       "o1scQA2NfWDSNsrrg39OJWjO3sfutBcBVKePX0bL+br25bzrmjzkfen2IJFIahGuqWtJMcktS46D\n",
       "piibtKnIvFqf+0g5imE4TUkiS/8tkSX4q+Xj8+B+FZdhnntVsm21L2fpRemFdTmV28hcdxCOVYoF\n",
       "JQOM2VEePL40XsuqUt7HaYCYD0IX/ja3ltBzup5Dba0/7x3d7SMzc+eSdXDx6Jq9I3ClYYhu4Gut\n",
       "6h7FoUs8ZLGlthCsunlqbHL6CwiyTFjDstPs10ksnc27Ma5vYSkUK4YPH0WdB10r1PTq0jNE45uJ\n",
       "Q+ILsrdDNU7thYaIIQiVxAZxV2dUJwYjfciFPM0aaBUMvkw66cWh7okCR8JZwi8Z0NMw2jibyvuv\n",
       "AaQOxFHrNvOuaa10bj4W7y33j9c2Jk5NJXylXmKwUKFYDfwmE46JPrC0N/nWsb6J8iMi+KlXjAp6\n",
       "AmT2s+nNq6YmL8zcbsjr7BXM9mGM7nyrJY9rlL9rrxZo7EqdAWaDealscgXdjf+A6CxTU6W5sMoq\n",
       "e9nobQLEy3faXtLPX13PLNnDmwda679NSWQQ0qM2kukfeRWQIVQqzTAkNaXEFAYCnialyv9QV5kf\n",
       "0s2iTCdHR+0dzGtDlBF6ylh9I+Pele9KmSOe07mtoCW6HM1kg7kn7MiMEzeHSNcKbJsoqqRWMXdp\n",
       "0n6Fb6USlFX04pi4NGJPoJajew1xWDzVlYEvhRcgqGnfGYoojU8/JykB7fRfm7UuQlyuhNrsVEHx\n",
       "7mtq5uqyDFgBWxcLpWXcRBM54cwBv7Jl+VqyRxT5OfxuRSysp7Fc6R5PUxTGNsZy6GDwiO2qmqn7\n",
       "SgXIe7HOF5yGIFEuF1e961TubUlq9L+2VaLKsydmtR0lQ50yFXDPJik1g9G7D2AdBdjLdk/z7BO1\n",
       "VLO3mJzryN7/sBTNlCnjV2DqsFbSAEkAAAZlQZpoSahBbJlMCGf//p4QAtMEcZGDD+IA2qryXQgw\n",
       "qW2j/tjvvnS0bZJU1qjoLi5ZSGJCeTEWhsohxiUCGhWyGm+gEowHThKxoY1VlMR8SseEzFqGmYDu\n",
       "UUYDJ9PVk29QGtaS14GiwaO6kSbW2uImcjEOrdpFLKo+rpJY2RFrN3zXvomwQqLZuF8FqFLyG9Zu\n",
       "2tkoY73e7xzmZSGWczoW/UL8DiydOK5KZOk4XTHEkZqA11ta1edBb4G+Y8CVzjSjcZNvbz+qDEwD\n",
       "pAMBwhlDauU8NWaeIcZTBHFlQQG0EbUNI1q2cYZPkA1V4W4DC3jzh+a6ZBVdIE/lP123j8GKCcu8\n",
       "r04u6B+i8PG4ppHftrjHTUi5WlDsaGsrlGA7sUmVwYsyTJQQA1uSBOGJOpRhaCXjUmeM4B5FqGyB\n",
       "ncGWjHBcxM10MR+db01i4G5xJ3/D8zMvNMREMuXTG7jXs/SPjMr259f+Vw+ps8YO1xc1Z++2jNE8\n",
       "NQuqrZvz2WRTQbNSPL1hTcUvrMxEtWNMkwvt7ljWBJ2YOfJu7+0qOGPpvPvYQKr4HPAEx5HP34aC\n",
       "FzcCEZ0f5q9gtOS8wTeeSH3yIGbxT7IuaX5oCppwGKlPCTc7rhEHxQLJdcMJycMxQuhwaM3sYAfD\n",
       "Vfb9mxMy581h/vg7nZMACb8WahLr6vjtY8oke4XEPL9i67cMgaYsde4VCKSceg7YpPHs/HeWu7s2\n",
       "an2d5jQcQBHg016kJO3zkejukmQbkcCertgcFXTfvKGIagiMXGC2z0EqCe3313Qloruu4GvviAYQ\n",
       "uSeFjNG/FO8USj1hlRuA5Yw+iZhdM0LgtKJJHckEkT7beYeDv6ha03SdWXBGjM0TIKOqQ8G0jHVe\n",
       "kYFGkcCa6n6EcfClxsvUEUqdpce8LDPsmtKNLwbyOfOPk8OPM8yrwP5m2DhHj+n0DIGoM4Q73VNh\n",
       "xpY2pPJ/mRd7wzA4VfyH5J0xSn2SKMWZ6baCRHpcTszFPVsthMUj3MbVtCeHwTRQ/qeAY4THlwB1\n",
       "HzGKt9pIAUi63Q+h9ScfzmjQJajsbkjhxfMt0AUHmWjJwvHkSXvNmWeQiN5m/r45kA5RkXcKMpe9\n",
       "WXoSt0NVapW8UJk8TCPtx+ojghDKdic6afb27ayo2AYV9j8XuyD9YCgyA3WgGe/qfCD/2COoQ96q\n",
       "IMrAAjw+X9S9q6Y1QYfa82R16APyG/fOeu4A2vMssNxAfypOpBI3yc4JEOoEGUnwcVHyH2whQUvP\n",
       "Sjqi7/kx1IsyXDNHhSljyjs3jR6kkPxkuMFkW6iRoBnzeh8ExeMX3XoqFgDDilhWS3I5PBmFBYHG\n",
       "R5WHPPh0Dmi5BPslMWBbLrRgMJeBq7GU0bOqJJcY6gTzMD21Gyza5mqZIJaVWZlRucIggG5Ula5n\n",
       "dmvP9NQPUOMvD3NRhdtUePwA1x19rHRvCiYR4fHpuYKdPjsujbfQkz9ZWYYVxcKMqxJvnMG8XX7z\n",
       "b+GjMqYVSMkogK9M7Ot1OmNElnVM0KwXlCFh3pNm+SQ3IwZ8bYq0E18Knjn39/ijfSaN0StJVNtz\n",
       "5NsnEjVyduGT3Ml+eaqeW3dIJLKax7b18GwVp/UD4CMpr6M5EgC0VGCePjpdpBdn4ZUy8p/upjrR\n",
       "1VyVNkvY8jV4qsocaccyweJTgogUDw0laX77HGTb9mvfyg/bA5IhLXaekZRpMfIlroMlmfSxUmux\n",
       "6AW8VWQcgA0oA52RHOB266nL+pIxLWTFKAD4J7f1xSH7jnr8BgiK1Rq+JJCwqKul54DAvMJnruQY\n",
       "FeTrW1JiB2b5DFYXTacwz5BN9gSyz9uJ5x5hrPYRv7556QhYZaFuKq6wLcOrh0qk27uHn8Z0DSmw\n",
       "UY/yST6K328EsalW4xcMP2rTab0L84//hXceUeA9/rHDdyoORYvDFdv6s1No/4GHsAy5ruhBJJjW\n",
       "GXB/GdE/2W4d1eBkkbesefz6TJxYg20uC/hOcud9Pg8WynapxUvj+XfsCv43rnOLYis/PjZuGz1Y\n",
       "9Sv3vBeZW83reBDNFNTjx43lZG0fY68qI9gp3CLoxzfmH/wuBBlttxM/XrrkUny1VY0arFpU+rFy\n",
       "34smnnf5xk9hzZWpmK90/58VbegmO40mqTt6fGKClG4zhgywyn48y/Dh+sH8Ev1AuqRc2GFo4upM\n",
       "iX44ppcU2PlJQ+cAAARJQZ6GRRUsM/8KaYWnEylNoJ6jWE9P56oTdju9Z0ABXLr8G85kM6XMnsym\n",
       "6BMVmTj8nqAuVEdJN3NZeuLJ2Gs5NE0tQsPhWd6aL0TCVkf8LXGTxQG/q7RYDtb/v+Gg8nGDCzGn\n",
       "OlYffKnWeU1tDSk1E8Egcg7X6n+hziM5gYBnk3KwdmPoYcSUUnktQy9F4A6Nnu230bUBIRzAyDgb\n",
       "a7dAGHbq04qu+XCHaXDqL3D4+6eyNnoA/Ksl8p4uVhcm2M9d5HLp9fdlmua+vzPXaUus4Gz6PwQT\n",
       "YGOXz5opSIo+onWqgrXOrPnwBi585aiTS6/oTBb513oYZcLv8z/Qo6M+OuB4b3sq81Oy8ucU7XVW\n",
       "li7XO2996g340E+YmkU8KSyblqz2bH/pVHQZ2oTUwKs/7nbEhXZ9e2p2cddy4d8WQNSjxLr/ictf\n",
       "YVGFY1b95Co8o+in84vWj+2+sO9lfrJlvX3/TgRKnabXeVWvterjkLVlR8dm+sWqnNYYh69G3Kzh\n",
       "4cDfagnLX5OxpWRMuovTmT6MZVR+XB8TXqLcm/v5R0Nebu2zJ+xKzyPdYoIgtwkWNCaf1vOC0YfR\n",
       "5whQBL6+6X6b7crlpkkh04da9z7q4Zwi/+0SepkE9SDpCSASd1KrUsPEx6zJJlIo5wyLpZ4W5Pwg\n",
       "mx3ILA/wpNbOFxUanaIYtJCWP9widQ3DxACTRsERXc9YwZmX4/oejiI6J0yMGyCFvwcKbJmgNRHl\n",
       "P8fDf5wLJQLcTlrsPmGzec//BYkHij97wIi6FWdE1UA4evA8YDboxOZ+HKiW7eyHZMXYk3LLdYbB\n",
       "wG7ncZb3DBaKCdrc3PMdsA5gFQr9uMqLY+VlAAghLJ/rsCTjAVARVoowY81Q2l6MUbw/iWwYIVsH\n",
       "JTSbjJo7hxMzvf1iSCHfPy+CaYlFAiy7Hd9E4LY8hwrEPlMdZrPhnFenbJif4cZLeh/IP6h6jrql\n",
       "vFeh+3NFckssIpl0c/DqOlQaOnBkMnZpTXMVbf2I+dhQeuOydyx6P/Ne2EPcwMNRKxPRtBBCR8ui\n",
       "FxvNzVD9MBb2TgqAdA74UjVotTqv0TRBg6+ROBw6zZWmLX4Xeu5ALQtFlCck3G4aaEL8I/CikcTM\n",
       "tXZ8w72ACX5TsmBLMHd9VEkDfXkqMhvvmf6v7UpjhJ8CMIweRTQ26jI4Zdozyf/sMcumwDIalFnx\n",
       "CDcQG3BZS4S7kWx2Gx3qj1Mndi2QCVl9rIsK2zOQO6V9c0Zdg/y/3MKS69OkcqlcGbhkozdFTm/K\n",
       "VnzCaGmhHf6OykL0qZnfa6ECVGJfcExZsjJWWvmbhAbsRY5MxW4Q+B+3zZpHUlfhgQBZS1ArQHOk\n",
       "5+7hYYDcXE6SzcA7J3N8hJ+BK46NZ5D1Vaai93/K3XQYW11BRHAAXOJc/No9s+avwssfVD/0dVok\n",
       "5JnOh7TI0chuUBaE7ZeVBxiDIhSw1T+j5HlF9YEAAAKLAZ6ldEK/DxY/vRTW+qHYcwb8tK2RnaAF\n",
       "judgJlyNGMUIlQVAdlN9WvG44Ui7b9YXzqmxPB1Hw5jiwTI/IaBA3ksfg+6JbIisg5nZToEusoNM\n",
       "0yMrMufrIlqjbtM6HJ1lqRrvkAnvodWINVd+iQU2mn5PArI+eMv4i7EDxTTOB9SuQUhyelHEAUfc\n",
       "KqUyau+VhiKNwAjPeaNDOLk0ccwCEyfIne0fKr+2xuaCPcPVJMHL3tV6rkuLZgplIJQm9SgyKEZW\n",
       "rkbKmtOS+eqJ7aKWiUx3iy8YuEzxHSu81zkI6q1DGfRE/qhFoWIsevmzcsWGXTkjTTboRBnaIFDj\n",
       "xR2c4dOuiiTk0ty9IJry3ts2bK8iGDnsABa6ArVRvaJbZeL8WjFdif7ksj1DV71IRtzqC/OrvBH3\n",
       "O3p+RdNpfTEUy42kxNTe99W4CmJsn/1CTY2t1pW8aftBpEEWkM8mA2i+23iZrG0toolz7OJneICe\n",
       "PL64/GMlWEZyJsxtZg4dC84DuG0s2+SpcmpjUAY34CvfM2fq4VUcyEOMwx41APL73HY37I4xukhM\n",
       "j73ai3mUOYVzXhRVzpfiyEtmAOoq4/3JXQSZFWwwYXIP8GwjtgnOVLLGq1HdJAV+QQLAsLtcmBqv\n",
       "5wfsZM3ikdO/5zY1fk6weuKbSwT+h5J7Hco83jeUY+JQ12mJ1gJCr46q9bBFRDvICBETMqRUyCQm\n",
       "mmXdNoX3pfe4RLIpGj2pU7+F/ZbW+/n+1l8MMnge79EHwoGi1R41H+m4+vVftKCg4PoMzxcedY8J\n",
       "1tShrD/hkC+RsDoZuddarPhyR9czCyLLGO4P/cMWy2a1e0k6spf8LSRxtDaqEyH4NOb8hZKW7MP/\n",
       "AAACbAGep2pCvw8uwt4Nt7SiA4xcQA2NtGuLZHv/pdfqf56zcwP9fEm6KDSHI2eyH6TQnlQM2mC/\n",
       "xQMaedzzzMvVADWAVN7kWQdg1IbXzMc/f+z2kK5+umZ09eKwa72oN9dGfu8maCFT4d+ON1blGLMF\n",
       "sPRlmgpRcpnNvMHfXrll/W8/Sn5zV64WuZgbfhF5uQ8d/NNzAMi7snVQHS/krty+lnnkkKnLyRT9\n",
       "7l08wCyZ/oHFhgI66xYkdDmlGL1Fq8g2tgfZ3J7kSQ8xnCCF8D1H2OVaDoYUgDFhHxr2yx5agokX\n",
       "NMaUu7ux2duGisZqxKVq9XAHE/lcUe8KhwRZQz9wNsalg2HYEG7L2QOp3UAsksBiHhZe5DYjPSOV\n",
       "k3NnSwhIZsgzNLX1DSqBd0Ycrfh106DcJ21uH7lEHutSDxz9lZOLPYgqrUBG66cihMnyhXLGl638\n",
       "xv4n7amtv+e98+gVDRHFXr9BR3E8Yd/t794P2IW3IPLmB9zOu7dITTzwAcBhB2s3LyJK09l6eniP\n",
       "2WJKSU2X/RVBT49jRJOHFBVkykH7G2R4QaMz77RQjupLPc9er861fDOiQFzjnLrbGkB7AWPCezgH\n",
       "M9hPP2S7LdglMe71J5MNOusmGtBcs50vC3NmbcfrB5/HvmukCDSHjuEI3fM/xHPVlra8jdue3s09\n",
       "1UWfHVPedh99TpF0fWw3zYA6lvD8RlZrj3ZbHfSaS6mVapWSeB4BG+tXIn9Zm7iJ4DB6lJUXoOQA\n",
       "bKV+FMOp998ygbKkek5yv9lvmaSq8ZYd8m+GhiBHRQ9ILFhCC1C0rKE3IK6DiH0UK6IF6bugAAAE\n",
       "qkGaqkmoQWyZTBRMK//+OEALAiV5cQBvmTCwAlJ6HZywA8/CDUmTNjL9DPPqHn/splSMMdzess0c\n",
       "EKXaUHoccpcm4Hc+aTN+JdUYCIodp0FtUCvgc5ZMlaSMVbvgHWovC1DJcJPltWiuCc6PNLroxMwd\n",
       "T4ffYWCRb5mfTfpSWIpkvZ72JEDLmQROzcZClOInp0TQMJO2odk2Vtq0Igt4myQUT2ntVk9nEQq+\n",
       "vcYATbVH2dQjQYcrMgVR3MAQsfz9/lOL87WlZ6N4M/hJOTSuQwnmiZoJQGBtN1ZkLhqX2HWkUO6c\n",
       "TgfICrK5azpxYX/MVeg3JTltDpEpG0zHutwLZe2k8IfseRB2LhUDNVUj0NYKzVnXW9NNAGZXnfeT\n",
       "fdhwV6jau56t8kIz0PVsdqVEUabzKPT+Ee/8XTQXsCo1FhpqdErGbmH1ItCuAPCOjKjbJ64HmSD9\n",
       "grxIUBefuRilGITe5phQVh+Lc6DSIaiKLlHYsF12oTwygZJ2k4AjAYpEc8tzGoanHBQaJJ5l1/Sh\n",
       "y7ialoGFlVeuwlDQmQK5ccAKKWw8HdM5GHCEoOBAXZgwhO3zba1qdE2RU2x+brmraDTywyJP3Y+l\n",
       "q6AebPZs8tFAMAKbp0Gb4/ntqyZBCPz9LyRrP3dN7mUz8bRiYj8TakZwalPDL4utRIiDkKlkZqGw\n",
       "QNpOQwosmjDp76udx/D7O4LPAg62bDYlIoQIJHwxPxmmpL7WIQP/hGm8vqrwwFxsjzY+YFUieXaL\n",
       "REn6EzejychW33mBAlCUI0KFczGAlNUpACoDHvYzaHKrVzJwYp/JFeIrUBV7z5px3pSpGQZtm6kn\n",
       "0FsXcWchQ+ifFqZKZFWobys60EPEpNHx8wgSs4MFYZUJBnsyJ5mZi8L93y/pCBpO9evj9VM0cvg7\n",
       "SCClGkXg9yNAoQL9a8pIOBCSxPEU0IlPFvdHw+kInRcc906m2gcaxV9pgow9Fq9L9NV+MV7V/13i\n",
       "xVfWDwuzogcvFehUGUV7HF5f58eJ9y188tIqdidrx8ykzg0rHIjKgYJ3Lfz5s41e5JSOq7U1Y+Az\n",
       "9kN0A8NxZkpIELMoFEKCj+iS6yy/I9kW3WoWY+E0wUU3Wn57+SXsuqxYRN2R40zkEC1u1nIyP2jc\n",
       "jaG05FTCr/ydfaryODdkhIibKVXk2lPm4n24tr7+Wr4mh/IXpnJS6+mQaziuPGsSVKFh9fZ9rbjY\n",
       "3pUZtDwWUUx1VxYBTNdstbxqi/ioJvbFhuLt8Qtyf8cUyrcc/JpSU8EAkkInt6xfoQpWZnGGRYdK\n",
       "8j2uPvtnbgM60iqQSWpFgF3DidaIJN0b1HxzY/b5PUQG4E7BviVNsmBDjLhblPnmgjU4Z/s6hm19\n",
       "AbixJJUMwbkbufADfS8ouAmsW1TDYXhv3J9HYJ1P2KbIfo4PRiAw8wBKAdYomoQbd1r/YSYlVlNJ\n",
       "pDTf5W9Dy0+d4Cp6i/otWLAWXDJ2x7cLZHzni95+t5kv6Tu59bPfYiMkvm45rJQDA9hPGFGDRayd\n",
       "4JpQckjxc1N4It31pf5BmIihTABtpBSUnzTClkM3PZtweW4WSs1Wglz/cfnrXaSdMUZLUJa36AAA\n",
       "A1UBnslqQr8POg3vqMZxQdl8tiIgAG7bZ42/DE0rF+O+2WmdqAuc7XIfZqAZZTpdGmjL4zHp6RHl\n",
       "CrFQJDId5kAjMrU3vbBexSXYMSDne2FR60KJuWMrS0Yg48cRRgZMRklLCGVAX7jHT3tinIi/LMLl\n",
       "PQHHCDlXRWybOWoysY5+mPGR/7swUxqahLnSM77k1M/bZ/2QTAJMM9chqMkW27VIXuhHL8/guAae\n",
       "ch5EBhHrB5sIYpqo/uJYXY6ARtiOHuQKw8spGEtI6+0K3OBUoDK/CuHDXF1Z89e1jFlUOfvwXXuN\n",
       "ufmpysayC9eWMmEuDTwXxIh+GGR/D/B5xsjzL99m+Oh571cQ7vGGIQPKaWQ7u8o5PFO76G9IkoPA\n",
       "ffQT5DtmT/M1k/usXajx2oq7jiwE1b+Y6GwLUvDMAXLqXmFcI6tAOSWvmkPgbOuBtdpEWQLWxf0f\n",
       "cpwuXFxBGlM5aF8UU9g5ngRdR7oJZY9n8GyR9UnRIwJbmeFqwWRjmiqliJYX4960uY01Vxd/Mwpf\n",
       "z+JpdEEBhgi89fKtvn8KCXBg2lcocN3GAUWM2s854NXUr8E+e51MwIO5WZ9vu6HOidaFWNc73NAI\n",
       "8tvLoo2A581HJd135nF7tWKA/G4HgnuFP1oySuGtaZsav0K8qPNFa7YqcLsk8OsD0Z10O4foylwZ\n",
       "NyUXATAavdUxTnLydeR69akICcs1mJf5yKAkGhVF74gbHC7MFV45x0E3Ao4bTq75TuBex4TPwJZ4\n",
       "nPslVsjCIy3K5/HKTqB9FdLRgk4D9oyCG28lnQ4QVlQw0BZJbgizquOnjqm5KtDg1BAvKaTNamuz\n",
       "vsh+0MglWdtda3C5X113a8doMFgZCiXOPbUxnL9p4xJSqJW+9lNJCymRLiJRA/2YxJPy7cCP7wCe\n",
       "vRT9RRVwU/1M01CZfHq2n2gnsPBvH83SgXVhHBS5UXRtXwJV+pX/7tqDO5kFqIwUW+wscAUfv50N\n",
       "Ge7XU0ljvNM+bNZdYqyOgB6ThqFcAx+dcofKm3sMe7hXyjBTbllyY+SbwXgHFb2SbxufFIaJkJOn\n",
       "xBahujb0iiDxEw9b8OaDXkPAZ8vWG40i+VAZQeu3Ht4dybTPejFPtIt5rUHvvrJBgXsnA3uWpnXh\n",
       "AAAGsm1vb3YAAABsbXZoZAAAAAAAAAAAAAAAAAAAA+gAAA6mAAEAAAEAAAAAAAAAAAAAAAABAAAA\n",
       "AAAAAAAAAAAAAAAAAQAAAAAAAAAAAAAAAAAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
       "AAIAAAXcdHJhawAAAFx0a2hkAAAAAwAAAAAAAAAAAAAAAQAAAAAAAA6mAAAAAAAAAAAAAAAAAAAA\n",
       "AAABAAAAAAAAAAAAAAAAAAAAAQAAAAAAAAAAAAAAAAAAQAAAAAGwAAABIAAAAAAAJGVkdHMAAAAc\n",
       "ZWxzdAAAAAAAAAABAAAOpgAABAAAAQAAAAAFVG1kaWEAAAAgbWRoZAAAAAAAAAAAAAAAAAAAKAAA\n",
       "AJYAVcQAAAAAAC1oZGxyAAAAAAAAAAB2aWRlAAAAAAAAAAAAAAAAVmlkZW9IYW5kbGVyAAAABP9t\n",
       "aW5mAAAAFHZtaGQAAAABAAAAAAAAAAAAAAAkZGluZgAAABxkcmVmAAAAAAAAAAEAAAAMdXJsIAAA\n",
       "AAEAAAS/c3RibAAAALNzdHNkAAAAAAAAAAEAAACjYXZjMQAAAAAAAAABAAAAAAAAAAAAAAAAAAAA\n",
       "AAGwASAASAAAAEgAAAAAAAAAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABj//wAA\n",
       "ADFhdmNDAWQAFf/hABhnZAAVrNlBsJaEAAADAAQAAAMAoDxYtlgBAAZo6+PLIsAAAAAcdXVpZGto\n",
       "QPJfJE/FujmlG88DI/MAAAAAAAAAGHN0dHMAAAAAAAAAAQAAAEsAAAIAAAAAFHN0c3MAAAAAAAAA\n",
       "AQAAAAEAAAJoY3R0cwAAAAAAAABLAAAAAQAABAAAAAABAAAKAAAAAAEAAAQAAAAAAQAAAAAAAAAB\n",
       "AAACAAAAAAEAAAoAAAAAAQAABAAAAAABAAAAAAAAAAEAAAIAAAAAAQAACgAAAAABAAAEAAAAAAEA\n",
       "AAAAAAAAAQAAAgAAAAABAAAKAAAAAAEAAAQAAAAAAQAAAAAAAAABAAACAAAAAAEAAAoAAAAAAQAA\n",
       "BAAAAAABAAAAAAAAAAEAAAIAAAAAAQAACgAAAAABAAAEAAAAAAEAAAAAAAAAAQAAAgAAAAABAAAK\n",
       "AAAAAAEAAAQAAAAAAQAAAAAAAAABAAACAAAAAAEAAAoAAAAAAQAABAAAAAABAAAAAAAAAAEAAAIA\n",
       "AAAAAQAACgAAAAABAAAEAAAAAAEAAAAAAAAAAQAAAgAAAAABAAAKAAAAAAEAAAQAAAAAAQAAAAAA\n",
       "AAABAAACAAAAAAEAAAoAAAAAAQAABAAAAAABAAAAAAAAAAEAAAIAAAAAAQAACgAAAAABAAAEAAAA\n",
       "AAEAAAAAAAAAAQAAAgAAAAABAAAKAAAAAAEAAAQAAAAAAQAAAAAAAAABAAACAAAAAAEAAAoAAAAA\n",
       "AQAABAAAAAABAAAAAAAAAAEAAAIAAAAAAQAACgAAAAABAAAEAAAAAAEAAAAAAAAAAQAAAgAAAAAB\n",
       "AAAKAAAAAAEAAAQAAAAAAQAAAAAAAAABAAACAAAAAAEAAAoAAAAAAQAABAAAAAABAAAAAAAAAAEA\n",
       "AAIAAAAAAQAACgAAAAABAAAEAAAAAAEAAAAAAAAAAQAAAgAAAAABAAAGAAAAAAEAAAIAAAAAHHN0\n",
       "c2MAAAAAAAAAAQAAAAEAAABLAAAAAQAAAUBzdHN6AAAAAAAAAAAAAABLAAAPSgAABWMAAAIxAAAC\n",
       "CAAAATgAAActAAAC5QAAARAAAAHpAAAHkQAAA9sAAAJDAAACTAAABQ8AAANTAAABqwAAA4kAAATZ\n",
       "AAADdQAAAnQAAAFfAAAGWwAAAwkAAAFwAAABswAABxwAAANyAAAB3QAAAn0AAAc1AAADaAAAAfMA\n",
       "AALeAAAGEgAAA+QAAAIZAAACZQAACPYAAATzAAADDAAAA+MAAAVzAAADgQAAAnkAAAS1AAAGSQAA\n",
       "A4MAAALIAAACAwAABSoAAAMvAAACXgAAAhsAAAUDAAADlwAAAlUAAAMSAAAGAQAAAxEAAAF7AAAC\n",
       "NAAABhYAAAQGAAAB5gAAAmMAAAgtAAAD1gAAAzEAAALZAAAGaQAABE0AAAKPAAACcAAABK4AAANZ\n",
       "AAAAFHN0Y28AAAAAAAAAAQAAACwAAABidWR0YQAAAFptZXRhAAAAAAAAACFoZGxyAAAAAAAAAABt\n",
       "ZGlyYXBwbAAAAAAAAAAAAAAAAC1pbHN0AAAAJal0b28AAAAdZGF0YQAAAAEAAAAATGF2ZjU3Ljgz\n",
       "LjEwMA==\n",
       "\">\n",
       "  Your browser does not support the video tag.\n",
       "</video>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ani = create_gif(vis_images, title='image', filename='image.gif')\n",
    "ani.save('./input.mp4')\n",
    "HTML(ani.to_html5_video())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 309
    },
    "id": "4htowo_UtAw0",
    "outputId": "340f0e92-3a4c-4c0d-d40d-34eb1b37490a"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<video width=\"432\" height=\"288\" controls autoplay loop>\n",
       "  <source type=\"video/mp4\" src=\"data:video/mp4;base64,AAAAHGZ0eXBNNFYgAAACAGlzb21pc28yYXZjMQAAAAhmcmVlAAAutm1kYXQAAAKuBgX//6rcRem9\n",
       "5tlIt5Ys2CDZI+7veDI2NCAtIGNvcmUgMTUyIHIyODU0IGU5YTU5MDMgLSBILjI2NC9NUEVHLTQg\n",
       "QVZDIGNvZGVjIC0gQ29weWxlZnQgMjAwMy0yMDE3IC0gaHR0cDovL3d3dy52aWRlb2xhbi5vcmcv\n",
       "eDI2NC5odG1sIC0gb3B0aW9uczogY2FiYWM9MSByZWY9MyBkZWJsb2NrPTE6MDowIGFuYWx5c2U9\n",
       "MHgzOjB4MTEzIG1lPWhleCBzdWJtZT03IHBzeT0xIHBzeV9yZD0xLjAwOjAuMDAgbWl4ZWRfcmVm\n",
       "PTEgbWVfcmFuZ2U9MTYgY2hyb21hX21lPTEgdHJlbGxpcz0xIDh4OGRjdD0xIGNxbT0wIGRlYWR6\n",
       "b25lPTIxLDExIGZhc3RfcHNraXA9MSBjaHJvbWFfcXBfb2Zmc2V0PS0yIHRocmVhZHM9NiBsb29r\n",
       "YWhlYWRfdGhyZWFkcz0xIHNsaWNlZF90aHJlYWRzPTAgbnI9MCBkZWNpbWF0ZT0xIGludGVybGFj\n",
       "ZWQ9MCBibHVyYXlfY29tcGF0PTAgY29uc3RyYWluZWRfaW50cmE9MCBiZnJhbWVzPTMgYl9weXJh\n",
       "bWlkPTIgYl9hZGFwdD0xIGJfYmlhcz0wIGRpcmVjdD0xIHdlaWdodGI9MSBvcGVuX2dvcD0wIHdl\n",
       "aWdodHA9MiBrZXlpbnQ9MjUwIGtleWludF9taW49MjAgc2NlbmVjdXQ9NDAgaW50cmFfcmVmcmVz\n",
       "aD0wIHJjX2xvb2thaGVhZD00MCByYz1jcmYgbWJ0cmVlPTEgY3JmPTIzLjAgcWNvbXA9MC42MCBx\n",
       "cG1pbj0wIHFwbWF4PTY5IHFwc3RlcD00IGlwX3JhdGlvPTEuNDAgYXE9MToxLjAwAIAAAAKJZYiE\n",
       "AD///vdonwKbWkN6gOSVxSXbT4H/q2dwhnPw9PKugAo6gYOB4bFcDLT1+qx/5fgVY6gt0vIYU0HR\n",
       "NGkdF9YQBV32YA6kNpee+9pyoXx7WRT9GL/1kM/IbvBE0n+AADtS4CWOR3ZgiJGbkWDZAJKCxOp3\n",
       "nAeBRQzO6ahu0d7WD38KomOC+k3xXvbakZoaKDOZoaYWbJoausnAjxhl60wWqz6z4EFsQ3DiXVwz\n",
       "mK2YmUdDwp4Sgvr9p3Y3VJdKDb1QWbXBJbQ8gJOzbjYQfsrD9TQURjuEBnS8LU2Gg1NxDfY4VKCd\n",
       "JaVPWVew153kUyLm6iTtn9uIcwxB3QdVnsd2udL1/gBqMK9bYqiCCYJLBlMNI7bYhgrSJkLVa5/0\n",
       "TDBR8+LIgSXP+lzqBDaDat35RvK93UItMDhlkDGuQ1QPo6B7o6vlTPngoHcwfm7mTo06DyaynXk+\n",
       "VPIgFab/3XgNKkW1kIJui0xpqhC7QxF4azrqT3eRCbsyfdZ7DyYQyThKYT22cubEy9Dk+Ta/ko1X\n",
       "KmqEf4s08zMGPsD4n+qfUHcsqmqzBnVhwZ64lhWSJ3pmKcldz/VNwGAExPS3S9ThKbJWWZ2LOuM4\n",
       "e9H36vO1E1LO7TghZPe6YYgh8u03A6txPJyX4OtgxRm5YW2EzmnUiDQU/mUT+XIQ+Rqs1iud8VMk\n",
       "ysi2a3Wm4E3o6ynWphrFodfIdlk+U8YALJqCmmZonZAYbZSpKRYeLhJuQpbWDcTDE5jw1R4oLdxb\n",
       "CogYVIah1I1pRMngLDKmzT81vvnxSOGeet9rUxOom+ezmX3DP+R/7T2mIC4ae++HS0dH3wpPUAKf\n",
       "y3o4e7ME2dNMPfwGDzFCiTy7gQAAAJZBmiRsQ//+qZYIXulHM/UEzRvZAC+6xz7Y2kEMOF38Gxu4\n",
       "RWnLGdRE9YLb5W3T2fGFXml5BoFGhX4Pd+NfggUZfnZ72QvibC6DvwHyASBOHbmqcGXhPiphtfxQ\n",
       "Q6MvF/oeInraEB8Yh91KjMbY8+/xWjy1HX9L/bzMKr/mbffE3dxpqrqkZ/mCXL4SkjKPDL79qmWA\n",
       "G9AAAAA+QZ5CeIZ/CZYiex6MiQXOzHLjMaAAEPY6DDDuf+fiew2XAssEYcClavHv5z3KSPemhy7z\n",
       "FIFk53I1D5YAFpEAAAAlAZ5hdEK/AkfCF1tgOePM12wBraqC8FJBlGQudkNNlCNUywAGpAAAACcB\n",
       "nmNqQr8CMlMCAEJhlJk/21enZh2j7K8OAY52BKyG2FCNnYgA1IEAAABhQZpoSahBaJlMCH///qmW\n",
       "CF7pRzP1BL3DFt+QAdDWOfbG0ghhwu/g2N3CO15lbFRkxSOmUvkmAjNy/8dIFzG3KZNb+aijW5AH\n",
       "p+6vu9mWScz1rG41upm8b7I0ijYmMKBLwQAAADJBnoZFESwz/wmWIn7FqNziGTLaHQANnmCJ9fBw\n",
       "fU9Asw1+hU/kZV1f0+G6idtHcqgGNQAAAB0BnqV0Qr8CMfuvBpaEwKXQoT1vhEgvpODcfCAQ8QAA\n",
       "AB4BnqdqQr8CXskr+CdJhxFWjauymsT7+Hud02qoAs4AAABYQZqsSahBbJlMCH///qmWBHWqfveA\n",
       "L7rHPtjaQQw4XfwbG7hM6IZWxFfCv74BjYT0XXDeqhQDxQQUT2wZ6JwBt7fTP1Px+jQlKc3oAWvK\n",
       "nE8QkvJuWgYCDgAAAChBnspFFSwz/wmWInDeVheGsr+F6PkNlTerNyUoWh4yjWN85is6QDZhAAAA\n",
       "EQGe6XRCvw8WP6S17uc1XASMAAAAEQGe62pCvw8uwsWCMyf47gJGAAAASkGa8EmoQWyZTAh///6p\n",
       "lgR1qn73gC+6xz7Y2kEMOF38Gxu4TO5e7ZwGM9r8veLwf+2ESIfHSkfi497eH6oC6DuuO0PaXM8t\n",
       "AwEHAAAAG0GfDkUVLDP/CmmFpFiXRmDm+HL5G16uFjAPmQAAABEBny10Qr8PFj+kte7nNVwEjQAA\n",
       "ABQBny9qQr8PLsKo4HNuosWIFF0CJgAAABtBmzRJqEFsmUwIf//+qZYAoNzBEQk0n2wYBWwAAAAX\n",
       "QZ9SRRUsM/8KaYWhNcY+hhdblDuAOmEAAAAUAZ9xdEK/DxY/iMcAX13ORFF0CJgAAAAPAZ9zakK/\n",
       "Dy7CqOBo0A1IAAAAF0GbeEmoQWyZTAh///6plgCUxgb6wAoJAAAAEkGflkUVLDP/CmmFoTXF+YBU\n",
       "wAAAAA8Bn7V0Qr8PFj+IxvXQDUkAAAAPAZ+3akK/Dy7CqOBo0A1JAAAAFUGbvEmoQWyZTAh///6p\n",
       "lgAAAwDwgAAAABJBn9pFFSwz/wpphaE1xfmAVMEAAAAPAZ/5dEK/DxY/iMb10A1IAAAADwGf+2pC\n",
       "vw8uwqjgaNANSQAAABVBm+BJqEFsmUwIf//+qZYAAAMA8IEAAAASQZ4eRRUsM/8KaYWhNcX5gFTA\n",
       "AAAADwGePXRCvw8WP4jG9dANSAAAAA8Bnj9qQr8PLsKo4GjQDUkAAAAVQZokSahBbJlMCH///qmW\n",
       "AAADAPCAAAAAEkGeQkUVLDP/CmmFoTXF+YBUwQAAAA8BnmF0Qr8PFj+IxvXQDUgAAAAPAZ5jakK/\n",
       "Dy7CqOBo0A1JAAAAFUGaaEmoQWyZTAh3//6plgAAAwDwgQAAABJBnoZFFSwz/wpphaE1xfmAVMEA\n",
       "AAAPAZ6ldEK/DxY/iMb10A1JAAAADwGep2pCvw8uwqjgaNANSAAAABVBmqxJqEFsmUwId//+qZYA\n",
       "AAMA8IAAAAASQZ7KRRUsM/8KaYWhNcX5gFTBAAAADwGe6XRCvw8WP4jG9dANSAAAAA8BnutqQr8P\n",
       "LsKo4GjQDUgAAADaQZruSahBbJlMFEw7//6plgAALNwt8DOfABuyFqdsCVVTr7/meCs7Qbn5gjGx\n",
       "sjrzMTjw/eBRjZbukDpgEDTGBAw3kkt9lNHoG649Nhp1SIdMGPaRBr33ZpiuOY5zjB2R0dwRTy5a\n",
       "YAFW2e85Z8Zp3VqYxZtf6KolwUCXXCOu9nDM1Nb1l7MhrRgPRqRlGJhiS6jugmpdI3NXw56Y5ACq\n",
       "5JCTMWy5qwTvdrZrJWmnyOu5TmrtL9H3t5vatyj5eB2UboGFB56uDsAHA1qUoeWRj9EgkLX8JKA3\n",
       "PUEAAADQAZ8NakK/DzoN4jtrGDzJCxw5ji94ARX8XZoUAp9lzv7rQSwcdr1ZlECmNYRgBiNnCO4N\n",
       "AP9TdbJRZoEQKN4Z82FcoeBg5g4u/VejYov3OiIBN8btCx0g/hdsZOMD2sJ60IT0/lsT8+a3ZUjc\n",
       "telemTB2qXo1fQhAu7xgnAjLQiqB11RX9lyTKYHInw7gsVA4ZOVwZnj7qBpP7KbTIR1BZ01N4T+p\n",
       "FkpisALruSljoiuDkt+UTmO37TXme5I2vo6PH2twZ/XHd6EWQQeVwES7gQAAAZZBmw9J4QpSZTAh\n",
       "//6plgAALNwt+H0H1QAc5QLdIDJgrVZB+SNZf/Nw4tNph38z89zZytchA9j4HksNP2H8xvU/buN7\n",
       "/hBdnLI6wpkaRvxsLpLl2XlTd4MY4WclXm//wsSh5Mteozs7qegNtO+lHcAf3qVESUnXxaS/fn7V\n",
       "U6nfiDFGRmTDFwrenbJdTc3jUjD8lcbULOFiz03p+aL28XAEwFGdc8JqqSAH8QnZ6vkCJFwGGFYt\n",
       "XVjnCYZMW07YkGbXST9MixMg2+fk4jkDaxLEYtrpHCkoT16+0PapOgKRoZucPhTj6YarfmeJo/pm\n",
       "oZYEoOEfWHo87nibjImPmQHrhQmDY1hAX9kk4wELGIky9Cbvl6K/OlQ9ppzDxwnd6Qh/vnUH/fcR\n",
       "aS8ooAQuHyhND1EbjGlhje/h08EVKNhKlh1HhKTf+Pptz3Kc/pexgv391LO/o98QFvA2Tu7yWZ07\n",
       "pJ65Lde9AENvaUmhjruat5AhYvDZJiWAAgtJVxrzHjNr0vK+Ly36WL6B1VJui7I8MwYG+cXBAAAC\n",
       "PkGbM0nhDomUwIf//qmWAAFL4W/BO3wD5+RK7oSvXX6vJaH/jHuFz1Yd6XBcl5kCDjD+ANxxjSFe\n",
       "4ioDhvX/lLeFZkF55venYhUFgS1Q+j2yUKcHfOMLy3ws/qoTOGw+iB2GYw/O7L2oA3qypFECDMHk\n",
       "2D6ffSjCpEtbhlPk9vhYo9HgtVY/HLLJBaEjzF+esj1RH+Wa56pxJ1DL6HqRl8v4eCez4SsuYftl\n",
       "54mlxtU8Bwt76NRJn7O91ea4TT8dn/Kp6poJz2os7QColVS2tXmb/R1RmIJg+AJrfae8/8OG92zy\n",
       "gkpALs8iDlAuOTlzzb+WFa8qLZvmSRfuG133iJ6ImQZwR0tKg6HmgM4QKxtzjRgLO2tpZ2vZQ/78\n",
       "3oN3aB4eGdRICyEYvX7HjCS4rs0YjZl0IuYlUOS0qee2+DtxW61JnKo5lWKrmYkXKbj4iqwNuG6P\n",
       "ZPJDGTPdpslWt2emQGFzfSYUi2NcS3zsLOOj7CwD56BVwXW3Y918M5VERlF/ARN4v5CL/Atx6Bt9\n",
       "UcN3uzleBeiReghB5SqOJfX1+cVLlbLjc1MOwAN2yPjhLXFk0Tb5qLiJmo0/yJcnLzjjcIPQ5uzz\n",
       "5EGi5IN/Dvzro6sjFv/gM94ZJdmi6RvPPxXL+4xRJMk7Kqxak3ItyaMMoYamFPCJ41tIKbYCtPpG\n",
       "LqzRqDedRVfDoPO78YGnNcEXVD6bsAsxpvdtBS50CNM3U4rUN/Oa8WxdMWDJI40VWq8zGWI8EQAa\n",
       "FdDMqvwAAAE5QZ9RRRE8M/8KZYDoVejcihZwRcDbwRp8AIU0Q6rCsIhkaD84HTkB9iNqndeCZgRo\n",
       "L6fJr173vUpIcogoAuui6uUg/88Ca/P4oPmkE1oAk7kVWfwgO7mGl0HaRbRbIYJg8rWaro+m5OHf\n",
       "g9DbzqU1AuwPRT+Q2sqIjqHwV1sBFO/qOoVL1YADVCUn1OF3Xh1/7XJYIb+GoPBT+M1VwCi8YI5/\n",
       "qzXXYAzh4l/0peO3ytBEq1S8BOvaNB9HbF0blniVtJmYjlU+iIf9aw6+Z0r2ZvFTAeTOFwWj5A/G\n",
       "wLl6nBvgusVKb34CFUFilBore+Vujerg7e+mtW2BzXcDs2avU5UHHukrqhv4CclK+5oEvX3K0/eF\n",
       "9+b9+p1bHqpcpj2zRM7mIv8+Ed5COyHQ5bxX5tYBj4TFm20q4AAAAJ8Bn3B0Qr8PFj+IxvXY71BX\n",
       "5gWCFABvKiQU/L6bKwm/nsX3nyzW6GW+ZlYE33eGZtvsXczgUERUWY4sjFVp0+NYJGJO+6KfiZu1\n",
       "9FjjAD8R1uUn2QTk73KiuvPJjTTbExvzUrm+QsUMATQ26AZDlYB82gDNSC44wrt9x9YrMcXdhKIf\n",
       "aERnOYDgrYSxECILW2+oy51L+XKpVEJIxXx3K4EAAAChAZ9yakK/Dy7CqOBo4dtONJDXm7KSL+m1\n",
       "Z4GUAEIPE4ajjk3Ij5mBL6JCI3UujGV0PmFpkomMBGLnKpVvKc26suRQPMbAmQExbl4mQusLncib\n",
       "xIHamcYiaIWT5+fmGUhIub5SiYXBAFEoZ2AGPQwLOYigtrvcxFQK9MTKSUbLm2NyETfh4hTf7X1+\n",
       "oucb2JDB6cus8DPqx1QhEhKVxRQyjNAAAAHGQZt3SahBaJlMCH///qmWAAKTu2QwdYAAWqQmC81G\n",
       "sRyV/pO+rZFG43MlcPOGPeZhpbQFaWP2W+SnaByUrpfSxeitNxODB4LQAjx1ctBu60Jbwd67w6qx\n",
       "/Wje0hRnLtGHpqjcZQmaqAVfUsQCBUqfU8+uKnTW2ghpgsz5Nr0Zg38LChA4SY5hQbIpo46E1OJr\n",
       "dM4W2/lyH85Kx/2Xz50MYM8YV7+LW8rttNsFgZihUKCBb85UzxZP6OkGVJGiNX2vrZVKOi8M/ubi\n",
       "mliTyNTcVoMyNYI7kFCL9nvpkGSyiJy4uZ9DlQtaH6G0znAaVfRmS4t77yZ9/10d92jbN7oZL5uw\n",
       "OQZT7kEjjyA/TuEbCTDkWJp6bi98TacJXSgbRmarWdvApNA7H0qwptW6DxY4hayk7jbUeWGpVXJ7\n",
       "na9fWIzFxp2Gjv/AnhxpyD2U171d5Zc823NUGzpDXZ7LqgARSB2ZuNoGJuMWZovIEUjWFry3Mgsd\n",
       "HSbeXlSAYg5dLs2U2KOVOjS+fiP8hrExEk8PYAAJ0lYlGWNQwmcSQffZfMe2JPa+iU4uy4x22AbY\n",
       "ApDyqnzL6hAy5uskkHvufTGf5Nk4RW4nkAAAAVVBn5VFESwz/wpphaE1xfpiso3fkeqf8QA21rVz\n",
       "Z9WhgdujyvTrTeqwp01NL3zk4TrnK7ujzaw9IB2M+ABofbrWCAuRCe5kucz6KUQak4wn/kgximUI\n",
       "PTNl6LaPzIQF77zRHgMHphsIRTmJMfUrYFYK4vcl8TWQZOGPu5aoGwRx9xSGgBuHdxvjxFjPza3k\n",
       "FNyn6bVO+km7jEZDyRMrD8l4IUQM7v+41hNzjJAZI/LfZPAbj65wus4aNIb3Kewf80HAefghTCuH\n",
       "wv1Xic8W9UlbOBkXeLcCyEnUm6Wd2yTIfIFyFULEc5uZEHwwkOY2wxBsm5A3CeFrZxNiZ45h+ykS\n",
       "XwB5/e/QUqji3Fe4sDv5IYedCvOtCZSV5RBugVSDKrhclZCgKacmbjk4gNsrqouDdXG8XkGSPP8/\n",
       "0nLF7r09WtsjpkAboaEFqkQIwySud0+czS5qJQAAAKQBn7R0Qr8PFj+IxvXyvhd1pJxGifEhjKTg\n",
       "BOvyBp7T2CBzmVv52eWeOptlGFMycs+hfS767gyEAs40A5SDAsxrv6/6OaArAhV45SJs+fFyfJzf\n",
       "khl87nwcvBTHn4Wcv9o0F2IdC49bgXKfj8+R3AniOROfaY9xV3pJj7fYhxJKUfZiYqBiB76WftU/\n",
       "iHfnrn7jDZx/AAL5dla/JvrYZRdeqfEu4AAAANUBn7ZqQr8PLsKo4Gjzo/4M8OleACauicCoANqO\n",
       "1a6dHJkePvH9doWT/UvzTYv+MPwuMd0YtoBNigGIe6ZXnXEmH/C/JUOkHhgkKO6u2VVQSLw80Mbn\n",
       "22EQ8egAks/pLsmVcdp3spav48EQPlci10w4yDNBBkKlj18vLzLW+q/p0Z9zVpRn3BEnv1rhvDZq\n",
       "pYAPPVnpdBgRUmXIPEjGJtpXJ0AJIcnwQeb4RVvwJBBjPOgCNZv9ouLcCRJT/8CW+WFQALW+4tPd\n",
       "gQhrSfKUVQpY8IomgncAAAMzQZu7SahBbJlMCH///qmWAAoW/jbYYN/yKABCUpgbp854o1AP3tk6\n",
       "K22FqTc6MvrxZ90IA8GiaWuZ0d867qqtbX3RaHkTvRqGiNNFw9LCFqLMu4i3B79rbBZbXhQ6o5v8\n",
       "pVUKbaJKtzfaPMtPUMrBVhRG7DBhG3wpvQdWKaBLHvDChoIQewlf6LO0olXqPmy/SMzL44pzYPPr\n",
       "0f+7H83UvNBlQuUYqX6FZzXb+KwglRNUy1lYTx5aVWFhvu95L2G5faBSnBusRoraXsT+SsxOYn3y\n",
       "HRUle4z75VqPLINV6DBAZW+YsGCYtVzRkAkR+K1P2PSSPzAqHqyP0hM7HmEi3jSwJT+BvbncB3T/\n",
       "EqScHHKQucL2E8iE59jsTcJkq6+BAcqH4v0+aQbqQEYkrMda+molWKRhsSl9ngppqwemdYwGIS6n\n",
       "xxd6v7v7Oxu28kBr3KZNg0MNei+ypv+Z1H3xN4xkj9O87NOATt8jCJiosG08taW56iy1Mey68p+J\n",
       "k3g4KO24fmTm+a1i1cNcNUYFgbFXyXb/K1vQdOB5ZWSFuofKBo/El+opcOkchA9cfOzXsfxmKEQn\n",
       "W5bMnoBGxotjg/pK4oIFRaHBEGDmCwHGJjN+nXr5/G6YR1wVDdLmO9nnvyQ62QyYk+72/gLc0JZw\n",
       "3tKAMiO0Ye6D7U4DzlilGhJGSwPk23fmxrPXGho719/bevTZspVDFDsqDIO7Z051byNoTC7dKu6H\n",
       "xu0bKmpaFHGXS9evErU5ikcdM2Ei5w6ih7YSwpKHfhhUEkKUArx2NFFIe77b/DIrg2oFSod17Fmm\n",
       "WajmU/YwxBB0SHN+XpO6hQM/dR4ngdncxgo2rw37y+kK7CwA7vBkzVuKFq2vr2PyWHBO7Q+8+Z8d\n",
       "SkXLkgG3BxfKRusRrT+EF+Alxu/60Co9O9ttX/T2YiqicSnfqA7/52TRSeUux7TUg7HPmi/WlVtk\n",
       "9mcW2GPy1x1r4s4BMO62fm136wApfuMIkAfPMXHfRu2gBNPBZbimPnBEn8HYA1SBkwmrE1VSC58/\n",
       "fsD88BS4dOd6YJ/mm1HgsFUCxPAxb6+j3l0r3nkMiCHIZ8NPy2ZZAAABlEGf2UUVLDP/CmmFoTXF\n",
       "/QrPqGadOgIE0IAWNUiouW4w7YSl8s23V5uB1evC10z8u1bMWC1ilOC4XGIIAccv5VPvPDmlJ974\n",
       "vLbO0wT/QMTXVOnakU92+JcAtZboxKQrSIeSC2+0w1c/dswbpkUnfM4ubQG9zPshLd2g6TZlI3CI\n",
       "RR1rNhOr6xjIbD/oB0cJrHhXkqgD5EfRz6PtGaK5dnqAOuSH6I84ks/x9GRMpp+ND4KFbAgF0tqe\n",
       "pNOC8ChjczXfjFUtndi2WvACmHGlk7UjveRX6qhWzuKRApfjFL75JsN7U9roLaZbzw3FqcdGD7aD\n",
       "3YBAaEh8JnEIBSbMbmae8rCn4Z85xIhNid2f+tYaymar3p0bqULGiHm5UL8rjBL0VA/WrmGf9AFU\n",
       "WCsz0GC5qHXFhVBvy3/IRN0XUadGvfF8Uxz+eDF5DHlTaKo3VgYKVq9tHxKEs88QSUdQEWu2OMM9\n",
       "KKWBnl+ORd4Ex/1dW5QQd2eNomMAtaW5U04lNNmS7GEj74IKDXjJiji0nSNs7S/CAAAA9AGf+HRC\n",
       "vw8WP4jG9hd7KCzslDDStABwVbzgUPLjMixb9TaDCnMojdcc4RSn7ghQrdwVSHZ1ftwY+Ci1Mc1Y\n",
       "pNE2+WRHniuong7EmyowbHkPXK1O8fSGobXVhoub/QuWJOEKR/0kI3zY05i9+0PeJxPiMfNA7Z/z\n",
       "m+V3mViZ4zeDL0rxGZrCiXd2Pb5rBMp1RvDI8t1Zpu8FeVOEDB6uT7WxYMb8s4sR3sARGeRwftDO\n",
       "TijGG67AP0Abm3jbPT25Po0TJ+XpgSuachZjSuq+FrgSejEYpgTWnYZBGQ8Y/nyitRlzcuoMEFCq\n",
       "twxjHVSxYL2Ox3UAAAEiAZ/6akK/Dy7CqOBpXtibt/UJACwYfabFoOdwY1kl2hnxyXm2jBv2YE4M\n",
       "sdiwZI6rJh7vjTabv7pqzX+ZYFchkEUSEEvJD41+2Bz3FARNqcLxHxwXgURcMm0WPdKA2o/+xXJU\n",
       "AFiXViylHfON+U4RGRtUrhhHSbEtlwxB/A4N2ZeVLFWwl8LeR5M1a4gJVFTLzay83iBlqI4tixIh\n",
       "u3JKcqlKFzDHg7vGfMUV22Pa8VN5XeQpQ1bDgp/3KYXbdGOZpM7xgwdAp/vHt10wuO0Z6QiszPPy\n",
       "TP7f+ijnUHQxT5J0sxyCidWFxaP8wh8/pt54Uss5shsCeilpr72eaPYyf5JU3GxiDkS46LGFlpyI\n",
       "Q8QxjI4BYyD2nAkVNAhKlwaJnFAAAAKfQZv/SahBbJlMCHf//qmWABQuFvniChMActBqqoPh7bws\n",
       "RGJCCnUQBdTkN+JrFreu5DNXc671oKM4kE8TEOsACxlcOeZ3grVhWu0daRemEhJsPqvtMt3BYbqo\n",
       "vuDAVLN2z6PTfh7QoLRY8CAVPze6z8q5X+RGvDw77haRaPjvpoyoc28pYUc2tEUBtq0w1sMc71G5\n",
       "UxwE/0s/HCk8E0B/SgPsDRSQd3di9/4VpqoXMb1fYavdv+kui5OXi/pWEPr09h29S87rqHTz7Viz\n",
       "8ExphxuMgK7UxVEHOVRh6+elByQdCQyWhwIQNzMBf17k3IlTywodq7kIPtrMjp80/y8y1UwIwk9R\n",
       "V6cQvnppPvU4GN7C1bu+mftnUNkyKStlY1WRkjvAekTbBRio2MH+jQK/TbYi/jxU1+goiUXoBa3j\n",
       "1TpPssdOYD4jxn3wYeQOlqlgDT3N6qCoh4GtBXQeQLTLy1b+ygQo+PhRehoyjsqLoV1peHgBVgYw\n",
       "yP4+ISBNo889dx4emlNyD6bJ9rNfktZpkj84XkIqLcHI0bgZsUhNQhl4LbEryogwDDnnHQ8Ob1LF\n",
       "1SBZFOQcooVO0pr6WHwMp9LLLnSb9xd1eDLFDTJ0aVtln/kC94lVMvd3ayCEcz8FP4frgaVv+WG2\n",
       "cVZbO+nd92Le96F9JApD/QRaV+zQb2Hb4gi3HkRFVogaw5cXxIxoxdZLAFEK7ZwYAJ5/hjLQGB10\n",
       "B/vLeuAxNyKEvaseJXDI8E+FHoX2v58+Wf2NMZi/CCLlWrCpNrRXmTeaU9aiyxC88rqoS8tIoUjX\n",
       "LeiSdXQqzRDym9DYhbNTpaBJOo2LVAmFAZRjcqllue6ldX1UksJrlsYbR4hcINiGDGSWWi2Kskyr\n",
       "JbXRf4EhZjn8BoEAAAFgQZ4dRRUsM/8KaYWhNcYAaQcE1RxHoJOoREgAG5stuD8WCrQ9DgdF+wZ9\n",
       "lrqWl+bmIYcxSr5YtrLd4ewI2dvk+axYDtcGI0BJz6le5k7HWMfrIZpQc4pL82hjE48vNsIqau8C\n",
       "rYuW3NRO4Jg4Pq5V5kfZgCui8/J2ZiCjwUvSg2JVfwdTaSIyJyPv2tb4+hClqM9xjsofe5WGEiwD\n",
       "C//tisJ3Ucu/Sb1IYxRTnY6KZqiXu6XXyJ9d1+00bH4fJM/mAgTE/daq1AP/oOFETKQTS6nXgQ0J\n",
       "/OJXBtl5cDo2xncx8dFiL0b/5ASe/3maG0lF5DaVjxuaOecVhOULRlGsf/FzmXq0j265diOq9MEe\n",
       "GLk5iLjdJkKhSJ8qeD/1c+BGvAr+eUMME4FaDwHgXrv8gUqfyMDN5msVYoy52+/Ipi7TgRQiIql3\n",
       "o/irDNIMIHooiGn2hnD4ItGNEYLwHQcOmQAAAIMBnjx0Qr8PFj+IxvZeqm4t5aIWOcifsPkIChnV\n",
       "wL04bumq8HExmNjAHMqI+3EecnCws01H6b1wvJK0Db86+Mw7XzlAWD+YLz0D4St8tJwfKQDJiBlH\n",
       "epoa7a00wQgkybA+MW5rCQ2DN+seyDH+9yn+6aIq0m+9RmUd2uLmSoP3UF/5QAAAALMBnj5qQr8P\n",
       "LsKo4Gnl1eY5w+LQNBN1fA0ALViz/1ltRvHz5Bw+VICrZWdlRsBrAQcGJeZkRPK8eecz5sHgRRW7\n",
       "YhfuW3/fjBI8UsGdfbElLRBr52ucMMXYnJFggBGElUmgSY3S4qX3/YbMyRbsCqxJtXbmWmvYv4RA\n",
       "IfyCfmGgvHg6pd7z8k/r6Gfx3kbu4tib5sZrrzU1QcV4dr5hNzFy/hDTF4JuDzNk8a/L1MQn8hg1\n",
       "pAAAAdJBmiNJqEFsmUwId//+qZYAFL4W+EeNSoAS1atpQeW8ttg6xqLTI4cBiHtfg56WNvVKURNt\n",
       "uarOvhCpAEp+/vnXeN/aNP5etNfvGIvoG75VXPSQ9gkJzaiIa9LxllMPRs2XqLC00q6cLP6kHujR\n",
       "5HdlGGM/ho9BVmwJpPSpXtwcK/OESWG9udm6s+jwnzBWprx2o/WdHvrDG3C8phPNkcS53pSKXnvZ\n",
       "/4QkALPNDSJTbzQCQyESkNQ55z6npj7UeW5Fv3Bj0Qvn/xUxO3lf68FBRie1XA8xk/2z+TtwxKwT\n",
       "1xLjMxHyrImkfWDpUPglbMEGkbrlBVm44/rHHjAWbYlse+qVcEyMTw7J1/o5HQMn8U6PW2Vkw55m\n",
       "31C+pGgDKjrJ6gju55h0tGZ4YTVlR73o0JYitoqEoxcY5FikJ4NmPuPylhL7OcHI51gV239B4c8F\n",
       "PuoHwkYcD8325KjKGOn+9uOuHy+OP84g8/2/6u1isJ2IWdIlsyJkVriWxVVmUvksXZUB5P4epykR\n",
       "SrgJ0NAbxT9usgnjqFwN/BBVTiMj+tF9OgOPkeda15+WXAxyG9BEtlqGddOLVZYlCTQ7XXupd3fc\n",
       "qKIW5PZOMtWiPyt2rc9vAAAA50GeQUUVLDP/CmmFoTXGAI7nSfkBABKj8WF7O00+lM1IPKexXLjR\n",
       "Guucd7g3qwcKVtFHgRebrj5Xtqx06TjMPQNS+eiH9xpQnskLirlffUNpJmGfglpQlA5t8d0opo5d\n",
       "C2RXT9etcKZGf9bLmkXJYcXFBrDv4/ID5gb7tux8mPYZ602xrSoY/h11y7CMJPU8T2/bJdrVgEJB\n",
       "HtAHJO5y6TMo1w2yRGnrBpIB3/UnChW4nFRnLYE5ITpOJ8eZuCctJsx7cJeLquijsfNLWUfx6stN\n",
       "OwocsZGP87KjyIbAoh/VYqfuxk02XgAAATEBnmB0Qr8PFj+IxvbtqGiAyK03zQ0mwtz5AhhgIgDf\n",
       "GMDf3g6m88m3S9dSLcOeZTOWA2Gm0AseAIUqyISc0+MDjOuaH1gTO0GVU3gehY5QvP/G9AnRI+Pt\n",
       "gWlLlL3OlDdJ1dRh3IpcPYlxVxDsR5RUU5ZidS0daSod5I+53m9W9S/WzJfbFBVHBVA97oVV0qVG\n",
       "dN+ZSFCKVU3ZNPKk+5Bh/v1azI/1VRCqiW9NTCSsXSX3JMefmiOrIcswhgfsVq+MEbTEBJp2VXt9\n",
       "Fd5xP+UjKJaoXXk0eA/DqEXLfo71GYjcHydlRshuFPwxT8PaEf9r/Lzx+lNPlojbMSbqGED779jw\n",
       "uDjktoH0zNYd8679Dc2ISnlDEKhRpEEBjGSdFrw13gZVGTYx6JVCH0Lw87Bk2QAAAP8BnmJqQr8P\n",
       "LsKo4Gnrv5dBIo5n8bFcRx8Amk4bnAoGwcy5eP2VFSaQgD3OdxcMRzwbdY8msMB4qserqf4ZCaiz\n",
       "MJ+bHKKn4E0Kdk5Yh0f5Ar08C74or0U4AM03quiQS7L9VfyTJGM5y/tS2PTv6axjjtO3/7wVNFIa\n",
       "wO3sdryMlAAMqTy08z2d2AhjmNv0YKvKV/XZXYeCZ16c2KoQYjDyxPWMNU1iGLE0WR5RyD4Jz2i6\n",
       "skQ4vDwBGG2vn06HooKhlSLLQHaLIybKoBDSFr7+baN+ftRr+wbQ57BPQIKqWFXbK5m//fNS0nbN\n",
       "XnYIp6NyrRGczDVsv6ETRu41RYAAAAFPQZpnSahBbJlMCG///qeEACke8JbwVPrc6jKR4UQoVvgA\n",
       "JyP14ywJbicTjF/aQzF/8XULSW+HwIy84nlCMcylJHj/a+X9nxHV76lhvRLf+UHYLF2wnGFGu6+n\n",
       "SNxvFwGZvGSNDw4kMbWaemz/YIr7s3WiY3ogJf/KZI3V8K7SunbbZ68+GVQ8ydALZDrLdw6ZG+MP\n",
       "1WrxEvF6ponQGRINPyueflg0S8hpBim7J4XV0O/tCp4dJ8ARyOUyPG2Ltc7BIDKUJCd2A09Gxhf5\n",
       "xD7GbMrHYAhocZlOsNK49riL6keW2dtqLhXoH0TRCEWYJNUTDuqyjbcytOoNymyg+olZxNqMjsQc\n",
       "z6u6eX/t8cbvDtvNrirCMfxDJubEV+5LLxhnnB8W3UsJv9+NXQmempJDVawtTZiKPYYTW6Jopdf4\n",
       "1KbXIWBGEhv/WWhJMUz5YLMAAAEvQZ6FRRUsM/8KaYWhNcYAkl6SwyQDUvsAAER1moCeKRWnS1Ln\n",
       "uhR9gjWzg93IMIbvYdoCKAGHkyNE14f0udltVQl1Dj5w84XilH+/MIJfHROVRu670JnoSp7Sg8ql\n",
       "0JMwPwhlbpEBFZ+zOGRabZ7SjjN/BV4Lx1anTg9/XCKSA6968jsqtaqyci4pcgg8KtIMjyd2C76o\n",
       "xPcHydGfdbC9xppYFLovVvAYk+XQSCCjv51QM2bq4rhahMi0asYzOuBVKCHK35jb+fW1EI3LJ3DB\n",
       "OAAgJeWvx8K2CiVb6dSCPi1z5o/fHBUDVJyGFTQhxIOGkKJ6hlgMC4leSvnuDwrBcn2kR6nNeqrx\n",
       "LKI0A74FGBykY3eao7/8T1N12O5TYzfH5CJV/KZUX6kDuNECTzV9AAAAvgGepHRCvw8WP4jG9u3M\n",
       "8QhADiJaFRF8z93PHG91igxoPqGDaUM41bzJdkpKMaoO67MWXU1rgOrjGFu5aO4jCs8F/g0sC07v\n",
       "YaxXhCtmhVxMkrkGJ35Uj4f74NZLAWCxh46Hfm6aVAY1GueWouj2pu0t4qzD+uGrm/krosLNOk3N\n",
       "uwQocqFGwJ5Y5BBiMDpPPKOU9cQQ9RvVkZF8ZYlvbo8gLOn5niTmJ7nL3Zfj8fMyWsImX6x16MKY\n",
       "jaTEeOEAAADkAZ6makK/Dy7CqOBpYqL523ISSEAcOiLPFje0DY7KPoc2ZIhasvkXe9p2nHqN4il4\n",
       "UNNiihHS415MVhJpKYX1+loIFuEfuEDV5TXG+t2ZiTEadL9TUuB4Tby6OG1ApOk092kBLpqHNLjh\n",
       "zOPIydAdmw2pdT375pM+md1e5rPCeb0IBtXMnmrgH/EHVHMfCLa3WrH4aYyDBqTb4cwdWiaOErWc\n",
       "rQ2TpuiAfEMoPw1VerSE0msMyIisdXEIoA564v67fQfylFCN3G0QyAc+Me7kJMcyz7u5n6bvO8+j\n",
       "uyILJ3S2IgphAAAALUGaqkmoQWyZTAhX//44QACe6e5tT6hw6fs4l+us/zabZFjlStGSBOgAd3Ud\n",
       "wAAAAOdBnshFFSwv/wxtEtAXyFafmxQCxQI7yaS8DzLS7QrfcNHHWkvaTA3H/5ZPXuOfZTo9/6xB\n",
       "fNak315VJ/uyNWsk3XbOhm/ak/TSa/Rs8hiI2wAyOlbe7uk5v6JB5j406onfw8hj8jbCbv1IYSjp\n",
       "sCHIrUqvDNxEo6DNTC2xccHwBwMK3v2hAklRRNqj2l1RkN8jBM9pQm6jS4LZTL46urD9lVwpSqZl\n",
       "QyaSvSR6eJ/mjdaiaI1QZfqPR0Ra7x5+kjkX9HPu9L9VNTFNi6on+HScYFQX/UI7HWvhDTs/zOAU\n",
       "ML7+Y5+YYIAAAAB+AZ7pakK/Dy7CqOBpWqTi+eppmgiwmT0hk9doMAIP0W9fH8Ga5lbBj8kV+jJ2\n",
       "6H88q3XNsCUS/I2pZply9NX/OLVNITKM3XwT9wjVX0lZiMYsYM8JW5RxxnMckRll43JBna9So3pO\n",
       "34+geepf+ZwUcVfTCWfRcjq6HoA0IGNrAAAGqm1vb3YAAABsbXZoZAAAAAAAAAAAAAAAAAAAA+gA\n",
       "AA6mAAEAAAEAAAAAAAAAAAAAAAABAAAAAAAAAAAAAAAAAAAAAQAAAAAAAAAAAAAAAAAAQAAAAAAA\n",
       "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAAAXUdHJhawAAAFx0a2hkAAAAAwAAAAAAAAAAAAAA\n",
       "AQAAAAAAAA6mAAAAAAAAAAAAAAAAAAAAAAABAAAAAAAAAAAAAAAAAAAAAQAAAAAAAAAAAAAAAAAA\n",
       "QAAAAAGwAAABIAAAAAAAJGVkdHMAAAAcZWxzdAAAAAAAAAABAAAOpgAABAAAAQAAAAAFTG1kaWEA\n",
       "AAAgbWRoZAAAAAAAAAAAAAAAAAAAKAAAAJYAVcQAAAAAAC1oZGxyAAAAAAAAAAB2aWRlAAAAAAAA\n",
       "AAAAAAAAVmlkZW9IYW5kbGVyAAAABPdtaW5mAAAAFHZtaGQAAAABAAAAAAAAAAAAAAAkZGluZgAA\n",
       "ABxkcmVmAAAAAAAAAAEAAAAMdXJsIAAAAAEAAAS3c3RibAAAALNzdHNkAAAAAAAAAAEAAACjYXZj\n",
       "MQAAAAAAAAABAAAAAAAAAAAAAAAAAAAAAAGwASAASAAAAEgAAAAAAAAAAQAAAAAAAAAAAAAAAAAA\n",
       "AAAAAAAAAAAAAAAAAAAAAAAAABj//wAAADFhdmNDAWQAFf/hABhnZAAVrNlBsJaEAAADAAQAAAMA\n",
       "oDxYtlgBAAZo6+PLIsAAAAAcdXVpZGtoQPJfJE/FujmlG88DI/MAAAAAAAAAGHN0dHMAAAAAAAAA\n",
       "AQAAAEsAAAIAAAAAFHN0c3MAAAAAAAAAAQAAAAEAAAJgY3R0cwAAAAAAAABKAAAAAQAABAAAAAAB\n",
       "AAAKAAAAAAEAAAQAAAAAAQAAAAAAAAABAAACAAAAAAEAAAoAAAAAAQAABAAAAAABAAAAAAAAAAEA\n",
       "AAIAAAAAAQAACgAAAAABAAAEAAAAAAEAAAAAAAAAAQAAAgAAAAABAAAKAAAAAAEAAAQAAAAAAQAA\n",
       "AAAAAAABAAACAAAAAAEAAAoAAAAAAQAABAAAAAABAAAAAAAAAAEAAAIAAAAAAQAACgAAAAABAAAE\n",
       "AAAAAAEAAAAAAAAAAQAAAgAAAAABAAAKAAAAAAEAAAQAAAAAAQAAAAAAAAABAAACAAAAAAEAAAoA\n",
       "AAAAAQAABAAAAAABAAAAAAAAAAEAAAIAAAAAAQAACgAAAAABAAAEAAAAAAEAAAAAAAAAAQAAAgAA\n",
       "AAABAAAKAAAAAAEAAAQAAAAAAQAAAAAAAAABAAACAAAAAAEAAAoAAAAAAQAABAAAAAABAAAAAAAA\n",
       "AAEAAAIAAAAAAQAABgAAAAABAAACAAAAAAEAAAQAAAAAAQAACgAAAAABAAAEAAAAAAEAAAAAAAAA\n",
       "AQAAAgAAAAABAAAKAAAAAAEAAAQAAAAAAQAAAAAAAAABAAACAAAAAAEAAAoAAAAAAQAABAAAAAAB\n",
       "AAAAAAAAAAEAAAIAAAAAAQAACgAAAAABAAAEAAAAAAEAAAAAAAAAAQAAAgAAAAABAAAKAAAAAAEA\n",
       "AAQAAAAAAQAAAAAAAAABAAACAAAAAAEAAAoAAAAAAQAABAAAAAABAAAAAAAAAAEAAAIAAAAAAQAA\n",
       "CAAAAAACAAACAAAAABxzdHNjAAAAAAAAAAEAAAABAAAASwAAAAEAAAFAc3RzegAAAAAAAAAAAAAA\n",
       "SwAABT8AAACaAAAAQgAAACkAAAArAAAAZQAAADYAAAAhAAAAIgAAAFwAAAAsAAAAFQAAABUAAABO\n",
       "AAAAHwAAABUAAAAYAAAAHwAAABsAAAAYAAAAEwAAABsAAAAWAAAAEwAAABMAAAAZAAAAFgAAABMA\n",
       "AAATAAAAGQAAABYAAAATAAAAEwAAABkAAAAWAAAAEwAAABMAAAAZAAAAFgAAABMAAAATAAAAGQAA\n",
       "ABYAAAATAAAAEwAAAN4AAADUAAABmgAAAkIAAAE9AAAAowAAAKUAAAHKAAABWQAAAKgAAADZAAAD\n",
       "NwAAAZgAAAD4AAABJgAAAqMAAAFkAAAAhwAAALcAAAHWAAAA6wAAATUAAAEDAAABUwAAATMAAADC\n",
       "AAAA6AAAADEAAADrAAAAggAAABRzdGNvAAAAAAAAAAEAAAAsAAAAYnVkdGEAAABabWV0YQAAAAAA\n",
       "AAAhaGRscgAAAAAAAAAAbWRpcmFwcGwAAAAAAAAAAAAAAAAtaWxzdAAAACWpdG9vAAAAHWRhdGEA\n",
       "AAABAAAAAExhdmY1Ny44My4xMDA=\n",
       "\">\n",
       "  Your browser does not support the video tag.\n",
       "</video>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ani = create_gif(vis_labels, title='label', filename='label.gif')\n",
    "ani.save('./labels.mp4')\n",
    "HTML(ani.to_html5_video())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 309
    },
    "id": "pgPCPtnJtbPx",
    "outputId": "8bfb38bb-ca16-4eb7-8acf-20235f2a1a6d"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<video width=\"432\" height=\"288\" controls autoplay loop>\n",
       "  <source type=\"video/mp4\" src=\"data:video/mp4;base64,AAAAHGZ0eXBNNFYgAAACAGlzb21pc28yYXZjMQAAAAhmcmVlAABOLW1kYXQAAAKuBgX//6rcRem9\n",
       "5tlIt5Ys2CDZI+7veDI2NCAtIGNvcmUgMTUyIHIyODU0IGU5YTU5MDMgLSBILjI2NC9NUEVHLTQg\n",
       "QVZDIGNvZGVjIC0gQ29weWxlZnQgMjAwMy0yMDE3IC0gaHR0cDovL3d3dy52aWRlb2xhbi5vcmcv\n",
       "eDI2NC5odG1sIC0gb3B0aW9uczogY2FiYWM9MSByZWY9MyBkZWJsb2NrPTE6MDowIGFuYWx5c2U9\n",
       "MHgzOjB4MTEzIG1lPWhleCBzdWJtZT03IHBzeT0xIHBzeV9yZD0xLjAwOjAuMDAgbWl4ZWRfcmVm\n",
       "PTEgbWVfcmFuZ2U9MTYgY2hyb21hX21lPTEgdHJlbGxpcz0xIDh4OGRjdD0xIGNxbT0wIGRlYWR6\n",
       "b25lPTIxLDExIGZhc3RfcHNraXA9MSBjaHJvbWFfcXBfb2Zmc2V0PS0yIHRocmVhZHM9NiBsb29r\n",
       "YWhlYWRfdGhyZWFkcz0xIHNsaWNlZF90aHJlYWRzPTAgbnI9MCBkZWNpbWF0ZT0xIGludGVybGFj\n",
       "ZWQ9MCBibHVyYXlfY29tcGF0PTAgY29uc3RyYWluZWRfaW50cmE9MCBiZnJhbWVzPTMgYl9weXJh\n",
       "bWlkPTIgYl9hZGFwdD0xIGJfYmlhcz0wIGRpcmVjdD0xIHdlaWdodGI9MSBvcGVuX2dvcD0wIHdl\n",
       "aWdodHA9MiBrZXlpbnQ9MjUwIGtleWludF9taW49MjAgc2NlbmVjdXQ9NDAgaW50cmFfcmVmcmVz\n",
       "aD0wIHJjX2xvb2thaGVhZD00MCByYz1jcmYgbWJ0cmVlPTEgY3JmPTIzLjAgcWNvbXA9MC42MCBx\n",
       "cG1pbj0wIHFwbWF4PTY5IHFwc3RlcD00IGlwX3JhdGlvPTEuNDAgYXE9MToxLjAwAIAAAAYTZYiE\n",
       "AD///vdonwKbWkN6gOSVxSXbT4H/q2dwfL0P4QypiIBqnLITQrIc3rcE1Cy+J34MbDle7aQDI8ju\n",
       "4yN/cdJY+00EJKHh4SZeB8BticN7jy2jcyXGEHIs+x+XHAdUWBGdjSxvE4W3Db/AsVoLXUcUq5WI\n",
       "q3ZOre4LAnQRIrd3soAC6t5gjx1aS+GOaGdOfNgYXWlkn9dFkTkWG4dPwlBfmWGzVDvZqBKSGElU\n",
       "RhXQ4VeIOSlk0FqxCts+HUyNmX/j46rZiFTLExk4QOtpckPy0z0x3bb0fzW/NiR4XDXCzTKeaAh7\n",
       "hGtfdNKBxQP6eijMTLuk8vUwoN80Ln/96q+AIDV11HgOExjEu7I/8tS/5C3HZc7fGBzZu6BuHqiF\n",
       "pzEJcRcRX2dPbS3QfugOB8YWwPLc9b+EzKrxfygaXFornWd2zclq4X5yi17jVPQ/S23lE7QsvLtW\n",
       "Sqv/v29tLXYuZrbIYJaj5ZrdIh9tRfMDMCBIkjMfsRfbyI9RUnMyIJ4eAVFaA4rYzsq6K9H1NMSR\n",
       "qnF0Ssr8eNKqR0RbyqJnKapxjUtb6FXRR0K7+FphiTYqwm2C1cwZ4LB1vFfc1ZDKW2TKekoif0yu\n",
       "gKuVCdLXwxlDYROewZGdRA4npjKkVfoJ3JzWa0gaYVAB6EkrPu1QOIxAA/hcuLlyAyY+Kcprly6i\n",
       "u86FauTo9pVZdgDHXcypkHzMwG/psQ28HFC3nbmDI7HG9SmbVLGFAEC2lOARWgSAwbKg3GTOXZMd\n",
       "g161yDQ3+HCv1Izx6vkUrYEa6II/9bLJDlU9+P9ifsF/zsXgDtNHtl5cIFnvR+LwNCqO2Dni8X8b\n",
       "EvXqOv/JQuXRjLddiBETArhfOH62eKcuR5QzMsJ7WA2ET+3rmlc+6LWMZXNhItta32AurA+e4bDZ\n",
       "AN1/xng8TiEXj8DZy4JjTYZmawAS3oYF5zMwOoDGKWj3NuVw3RDeIb9k8r3SooLndN6xSeJvJJ+H\n",
       "Ek01dHX8lgR3HlXT8XgsdjY4q9M0oQaxKxTNkmx4QS9pZsd7fX7NizCV0LtvO+K4w2Ur4cZ8bdi7\n",
       "VLkrqYbqmCsJpVQsWgm3P1l/XP6PItMGrVwYGNZRTuVrD+AlXwur4ViFULPZSW0/1GqmqY6LLIAA\n",
       "Av8JA3eMfEpLK7UhL3+nkoC/0SL8I2bzWEhV/b3TDEEPl2m4HVuJ5M1vyUejH5brfnPtIjGgGWk8\n",
       "zIiDXSHhk7nt/8gmS//X+KJgGQFjjynk2z96Y2MhSPYOGSpCM9ZQfoLPT27aStiT/UswjYgU5oI3\n",
       "XxB08rC/9ipf1w3tjtkpeomEZFhtrhSsa2/76mSt8+GURTf4LWJU8Q3Ve9R5kV/1GZzWVwghBvTF\n",
       "aIqC4PbYSt1FBDZyZrH8+KD6iaLKhjA+MDvq3c2BOv3a/YR7NHrJzbFnOBs3SZciNwILJZSsa/Qy\n",
       "VXwPdUrihIHJOr6rbKVQVou6FeBFgu11aIIUZAEiHt3CQGEFW4uv8sxckesIOfBykMRrlUsqAskF\n",
       "c39u9T9TpqPr7Yw8eMIHxcwI6F/I4WCgluZYjVtZ/HOEzrG9093kHR1ZVbcvwGyz4Oieh2wVaZt3\n",
       "U7ctfcse30gAEQ+oHOhaqRivortloOyHG/je6w4l4wukKWsPQPF9pRXA49xo68Gm8ZHJdFj5wSYf\n",
       "f4cx3PTG9gZmGIlt+ghGZYQCS7/RofRoR/KpoHTczZYcnilUBuSgJoUNSYkthr3FOBXKN1dpMwS9\n",
       "FtFZ4eYLvth4pu5o94/B7W5Exo1gDKnuH4yf/4kmvZUI8FvriYxPzuoo0guw20yerk0M1SD24xyx\n",
       "jTqiwjCwD0vje0ab7NzmDMopgpf3tctZHT7rmxfAeF/sWfgYW67cW1ddt8XCY5SDzk3hRcO0Uyfz\n",
       "3FO/AbXTSe9nfNmSbo6mpZZpa/MKR4Y4WDSIdT6+8OW6XwRaMSJ2Gbi9FFO1iyNGgvaaQUTD1KqZ\n",
       "LvTd93h7DXYhOJEXkkN4O2iqM4bboFQ22lqV6L+CPZ67Fbgvm8r9rPS/rssVz9U4k0LWQjEq+hTZ\n",
       "esxbmJL7GEf+YnUpIQAAAqhBmiNsQ//+qaajmeAf92V54ETmQRHZI9cQ81FUuM8oQVBca6eF/7iA\n",
       "X3jBgtXbbOBbeujaRyumD7nx1FgiQeODEkUZ5BwlVfNEvdZsj9x38zzT/JrtkXMtXHeFQ4ZR+5/8\n",
       "YQJbaT1XkEBZ8FCD8UrofCTso5OghIWRy+HfTsBAdL3nwxV+rkzW6C8oc1k0mBKh9QOjCQds9c7i\n",
       "fv28tL+H4oiYcRuhEl1jV8ztXGp5YmBjA5O/LlprpIg7nnfCbJn7dYSkxPCWmSeZYUeO0yCJVnmi\n",
       "5WN8Zyqg3nEE/EE8MFNcY8Cw0vwko3xf3H4FQsiIvhKpQZDZu0IG/rkGK2PX9G8ODmVBhi5wYElx\n",
       "C8kJST7CbbuJ+a25QKgzaNNyoNR4721YOrtY1rOXy2djhqT+gJFKlxYCzXRjWAPx2GfXXL6iKtNu\n",
       "maZS12QkMHjzTRcvhT+/UyAp+l64Blk3Wqbn1F1yoN9q6ihqCXK9zHS8gdA4vptUjRV/sgL6gZgK\n",
       "Y+tGYhkhRrbapVX7ELnFo+IoGOhljW/1QnJT5At4HNi5ZlMej5EsyeOXWcab0j7AyKmjBGlnP45h\n",
       "lb3H3UyVv+ezOJlZuhaY/XLBJYl42g9CMCWsF1ooh/gP+pDn0b4NqBGSQOj9/YsrSW6C0bdANuuG\n",
       "dO/dnUmaQiJwxzTFx8Uu9QeRIgjS0FGJpAWbuZFi7YDYIlFzm7nLa1BoFAGiLRvEZuqLK1hZP6dH\n",
       "0aHnAJPNie14EJEOzYkV3Q/Db+WKB1dyfwgBseLjMkSvEIkzoSWtkeUBhUp4juHeAX+HDU5uEuf6\n",
       "+hUTqkBsQTXlX44pMdu2uScsxl6ZDoLHL074warrUjFxLBC+Oyan2eD/ZWeyGrbYQaiIvYg3yK/r\n",
       "iqqKGeNR63Nn7mRAkgAAAZNBnkF4hf8MV3WI0g4GSWPzQmd8PAEosn+k0GIRUlfi118v7vwHoAis\n",
       "VGK8ZmD3Jz/c5FiQhJ/k15i8JAKtyrimhyt/NuhgBFiCTAcxm+IgL5a7ViD2pjTb6bs31i553XNw\n",
       "I0jlQZVxboDpwSFyfGr0/sU2mx/z2Lcw6a/n4HMuX73fXN9ATRuCxAPVaK3WxDOYNu/1D0UtPpX0\n",
       "urNrIb0CyzabbVznSk+yxR2n5d5hbuZSxDwXnl0VB/bl5c9DkXDK2VHln/cFWUp5o3eB7TeCMHmh\n",
       "PqkT2MNDJkdLz11jkgaKGjrOB/AkKgxXi/spUrzPKOW+vfR6d+vzOdAIah6RldCb0Z0W1L0jX92q\n",
       "l+r/2TpU6FAZpsOCVITQ8Q3pSfRrZWHiNVYtKASu9i8SHQcVR2YW50BQSTHQjj3xVYCQ/77/eelQ\n",
       "vaX29gWXuOmMvnXpXgTlOHIFX0aMJcDKHhGEMD6skn5D8nAX2cXZaBI1Zj8VTDJ+upsEeGFIsyZI\n",
       "ZwN4Q3jf456VpRhM8FcnzwaeJzaBAAABSgGeYmpCvwv1XB4ky/E+DLeq2nZ/6lt0ANq58nXIZoNf\n",
       "q7EKs2DHasC9fafPUynMBlsom2taVQzI/I4H0QL4hA4vdixnPIxErQSdx/lIxyTnp/A35v+GjBrE\n",
       "ln73zk1mzKXnlg+m5PmNxPv6cIyQeHqvCyfzxBbYX0EZBQc6C0+3npS/0WjlNi39VGp8/mFsvJxF\n",
       "c4D8dfk005xpqe9b1FfZRxC46nWeiP8dGja3G0NAyMAULBtVFJotpCWrrjuLCaSUfCsB3ZRj6Kbr\n",
       "V8hbS+M2fpKY+ixVL/3v3F0JW53FAZDuvcpHQceVvAHFM5Q63R3aqyScch2gfZ27tYrqkA6Fw4bo\n",
       "wNgp0eepTRh9XyNF27lu1eF6sxdHoiztzry1TrK2hqLln0eclDcwFL5vV1NX4tUc50K7I+f7bdVd\n",
       "tfui51UE4v90aOfz4AAAAcVBmmdJqEFomUwIf//+qZxkYs4UzCtqy3OAImrzAZtJSTTpFakl76kq\n",
       "9XnQsXbf0RdQfbvaK9yt+nIjQ6DYBs+Glmhyp8qkogWB5faPCSLUB80v6fOuuxNO4uabIZh2S8Zg\n",
       "3xNuN9l9qzXtvlSJYMO9pDhf1XszTK/QzRA9k0WWrb3uxNQDrlj/Hm4LVZQU3XlT29vTtXUcyhFY\n",
       "KBlv3/gQDhFf5MznzOesm8fWec3g2LLrV3oWX+PR2K/NCGUpLboPF+K31mF29RNyStybyRH0TkO/\n",
       "v4qKszsakcW/9631ZyC2DXFECd1XeVQMLsylC77Ejaz4P+jIzuq6iSsVTQYcJuBqsu51iiea5VKK\n",
       "9OH/mLYYCAIQHbLaFwaXrtQpe5UCiwmAYwlySak8tgdgtj1cp+nSrMULPAQ6JG7Zj37rGpsDWNVU\n",
       "75Ez1wa32+yTcFq+rX2livCO/VF2gdZUAb9/pAbac5R1668iKLX/Lt4NRke+6Haw1S4YyRjcJNca\n",
       "3qbPD3w3S1TGbKpOhMhP4H9JKkBgU/7TMPAlAaOMskmNuQa2LusehUpnN7Yl4oB4u5QIQYpZ7baQ\n",
       "U/wU5w3PEpp0gOrwh0EAAAC6QZ6FRREsM/8H1KfzzfwwYbufpdrC8klDilhnRkfJyz+DpPUH1CVd\n",
       "gsWwAh+VtTt+bDZ5qB0nN5mI74voiZ/2iVZsiSR0Yj68Kq3VaHwcBVU+1hPb3Pbf7IgJrzeVjxX4\n",
       "MLaiRkxjq3/Q6r+38hlJEqUnAm7FT+C61ERiz4JbAiyBYU+KaJjr4y/rRve1AbVIM8jKj2phpsuj\n",
       "Bmo5PPZBhxo18W2IHCpSJsnDvVzAr7V+aI8xOs1xAHXTAAAA5QGepHRCvwviY2eomqRF9ueNcQZ0\n",
       "fFjP4O8XADeCroBmQI1aDpg/IuqNG9GJ7MqAi0xHDi0Pm1aLCgRVvvySTN/LW4eknE5E3r7mKQAr\n",
       "LmOQaz59vHDSREVO3GfID3AhnSheo2m3z1qgrNNIigRSE1ZUJNJySX41zvPPFG6WGWYpWeymSo7m\n",
       "nmuXLlPAh/vGpaAJ0xbXdqEQqgjERfVZ/puczMULbDAIXLY11BfxOEmC9v7PP61Ls9DO/RSXdDdu\n",
       "oksk38FjJQLGomMkIUjfpBLq/lltORCFVv6WJSH7foCFElabgUkAAAENAZ6makK/AfmwTiMMJ5Ln\n",
       "Q/lADlgTZb4MT7N1StXFTx2UA5Y4BebNV34AVYvoANQISQ4JJDE0mJW9mBGHVQUNARZFGb72QoP/\n",
       "yr/XIwdtgZzoBGskqKtWGmfvStmTStIQlIzfqjj7bsyH1xNbJo0JmfyyWe95Q8ll5AfpdX5lxoSL\n",
       "I5bs8m6C+5i8sLuA1VD0xCyj228OpZ7ohNmKpWUmnS9upccI33cNMI0OnLDP8uAuagkZAITTVpWY\n",
       "i4BY1a+ry15gnoW27FjfgFlIFtcOOj2cUjkGxSKgyhIIG+yx53eBvRXgwI243OhCI3A/BqMfcbi1\n",
       "3vnPwr0Y4DB1AJnub2C0wVB4p1YGAtM25AkAAAH6QZqrSahBbJlMCH///qmWAMsRpWspy5/CH/QA\n",
       "BDie2Te2W+a6Wgj4bxVw9w1VKMn3Ri4g7Wm6cNzBkeFOEoEJXZWGvyM8WsdORBE9eGKpd49qvgu/\n",
       "ISasmtwvkjuXF28W937s9a7eHrrOoVnI8pcDaF+qaj1yI9AdpucrZtf8HIF87V4Cj8hdVHyiSHd3\n",
       "4ahRaVwAxW/OlK5kzWckajrwWtd+luSPk8GSBQj2TnTbWwgeTnDbfqiRIO9/kjQfvx00EiMdpZIR\n",
       "0UvMS66A10NcHkrSejN7eW420rLorVrj5BDaW8nGucBfeV5s5CX8ikoFIlKlGlYdjX4IYPB6HAnS\n",
       "hmRwwExckkOtg2QhuLa+j+9mIz1dJCl2to0nuUVwgaBF9PEoLyqR70DZ9QMWyVxSXc/5dylCMGbs\n",
       "qi28NLfC+qU3wPNHM50cdQypzfxpy2yqvg2IcnvXMGtXmwiWvYo0HwJH1Nmrq2GR/mnW4CUR/lGP\n",
       "0+X33Mg/yyhSlaJ0ELDNysiohIYlBj2ZEw5HbAA86gHnGqhQ2OWFdNLhbhdC1rkOZBKgCx8uESlG\n",
       "cM6L6IFe2iTzTzbwFyBUzcj1Blcq60K706N/g2YQTacJRLCqwQ4RrEHItK3UalK2BI6SE1o7U1jB\n",
       "sC8KMTjf930z7LJN9hEAdr4L5rK4SHgAAADUQZ7JRRUsM/8H1KfqdGZqqdlZH6CE13/4IxyMAHBf\n",
       "IEWIf78IriH7mRyzPkBm27vhCaciIs5LNFy4cKWSQEQIbEuUC+fhc+wlvsKZPx0WaNjgfZb0ysQ3\n",
       "yEiOyLdpX2UNQBuYdmeYmXE4lqlgBZPftrRZfVOx7WiHYLieznwiymnVJmLXnTwxlN0dhy0jz5IG\n",
       "OezZkSckaJGRtG7e6/qIF2fAVNSV3Ool4FXNfneQwq95Mm24zUDbOyRXqIc5NuGioUjW7Woy+N/t\n",
       "XLAEf5903eKjvWAAAAFrAZ7odEK/AfjoxYS9BMAjOQBD3eVOwl/9AhABKqirdkaXnqf57BTOk+xK\n",
       "k04p5KQfZU3SVrVp2eJO1SxmxKbJ7mjqftsGXdSqKkuaXiv0F/9y0yAWLZwjiyZs5L8HTFsg7L4r\n",
       "Y3FLDB9beHNTH06v94BVXj9R2nTaTgh96AaALCNs7X++nqNpNlBcLCsf1lokCb4mG8+wHqbgYXAl\n",
       "AgZ3XyBISJJr+QWV99BFkzeCduYD/jTy3Wu5uAxLDbeJgLWecGJNLFsunZqT66jrKBMRGNcIIP00\n",
       "oKHCjYHfDvykKMW4aIKtgY7H5LPNYlaEX/EbFLi0GnHP9rgFvn+fpuz1xDfgde85j8W4tVfvvIF/\n",
       "YN53KaoGXACUBlfaAqMD2jt9sPPJTUNQG5XyQTBly+pDVzu4/Dr3rEhu2SEqVvyASWHZJHju84xf\n",
       "sZU2W/lz1mw3eGAyRzmyH4Gn3HGztYFc0Oua0hVnuTn3vPAhAAAAqgGe6mpCvwH5sE4jD/5Li1zW\n",
       "NyKRl8ez9ViAK3L5VBfNpWHOjQe7ikpNcBBt93d0dgxeojM+oUzx0RyJUbgT89HC77MglSGQbug0\n",
       "Dxm1HtQ0krSrStZJCaVajB9vPsiImyPeVChBlveNONQnfHirs/29jzh17EeIVKY+2KahU6gnYcyL\n",
       "OLRWfzdkYJc5JytcnpNPo9P9Dl9ekxu7UmkydpwtEAblMaC8luPgAAABzEGa7kmoQWyZTAh///6p\n",
       "lgDRxXX1Eed+IdAC6raq7KqpZEoMSMhrcdsig++FS5uFUso11wol5FkssgrqvfwPGhXj7PHvvOQL\n",
       "89eqsRbV3I+oX99ImXTJIT3k8hGR8Mvtq4xs5ZlIz4S7klsvIOnWIOvTqJXfQZScT1wyMYxOBFqU\n",
       "D5p2ybL3ZqUhDBS1PrF7li1pKRKjdCsYn4agngV0te4ngRLv9UsvW1xKZ/unTpOwyX//Pu1v5or9\n",
       "ixLpLcSSpyc/20P2WUPe3rNFdydcqrnTpGB1FGyr2PnTpSiGhWJnZWLN61jbruE3JHk1gmvs3/la\n",
       "AP8yF24S0lkkLWo665Swl37b2dqTXrHxgvef9TRyY89R/mUAvZO9+vPnuPscaZxZV3d1vqXG02kM\n",
       "U5ppvS0zy8XEMhtPFyiC53GEAKr71EDa8HPwRvCSuQLQoRtWWkbGFDfG4+yII+GWLfBwHl5o27k0\n",
       "BaiUu393B4GrFIZW691/bpyCD6kStZnS/7iB9QTbWJWIpelNJ3XfwW0gBGUIEZRXVOeWH1NtUK02\n",
       "YU48DwmPKfJXYl1vEXARA9x1vi5uehQ1Q25jX0/STDHyuCubwdRAkpVS6fQPV/4AAAHtQZ8MRRUs\n",
       "L/8Be4jJfyoPejQC2rpsTdC9r9H7oAN6rouKPcoI0b++S1grUCE+G/L7+9Tp1qAHvjS9foxC8S68\n",
       "Nzs3T3ucCHxo+zzw+9qOqd3y7EkRdFwi0nUrIcbhzFWOzSBci1YbT/O/tnmxol6IGrp2pMzuIVeQ\n",
       "iH5N5H5s2hRLnCkf1dMJ8NdyP+CL0SmpX/38Z70U50STZWeILrM+cZXVNIzgMYVZ+4ZyxvtAr45/\n",
       "ayKAq2DxeCHxQRsz8qMv0Z9/CsS6grzdQ68mPE+UUOKDqSdy9EtMra9ezLlpCkahfzFgg+QGdtiv\n",
       "FLBHV4VCSdRqgksdxqpoOTv51XdsaYaFLEn+gW+ua9WjvLRxrXkj4eNpd+Sdd9Et7Q1fTrf6ckUt\n",
       "QV33IeJqxy91MXvjRjfrgAlDNi9CACkv7TttT8rEInRRQCjyIGBWRSPoq7DBiP3OreXzVtIUYzas\n",
       "bEVDD0PadIaxdRjbURKK5D8suqVHsGhXHg57BileYiIpj7asFIHnIt7UMGkGtX7guNJcFAIPkCil\n",
       "IkT7X+v8vCNKPxK3TMg/Mq8xhcjx/fxveFj0Kwt00UqhsfgFlrrY3A4GfgI7yOKl7Gjifbg0uFnF\n",
       "h9PEHH0WEjzDeD1FUOxXdsJuSR/OZ9a0qZZYi0GtaQAAAWoBny1qQr8B+bBOIxTKVLyl4ZA7KHhu\n",
       "XGQGAE0EMm5ViK7CTNosa+fwGPAqhAR08UvtqcW91zwmWsrcHayX4r1MHOPtoTNVgC4KTewTmEX9\n",
       "ooc2MDT7tkFjkYy8repsAuJl4NPr0tUtx1STYp17vujuYzEL43pFVcEYIaBK5QobEqf5kHmCFcJG\n",
       "qvmLTa9D4T5awGSUY6vHmhLVaZVEE7zA0qEorfULzQi1+y8O/GqeQAxz4a6vBC1hs+1ihcrO/3/q\n",
       "9MYrl6lK/j6FPPEsHbkDkVJf1GESk5nX+FMRyJemI5Niq/+wIWr9ReaCx0zNSNt9SExbfHhZAxgG\n",
       "8XzmVS3BkmkP74ifk+3ZK3bYTQ4Ex6JLmGrptusFsVMt1y9vRP6p0l8IRRTHTgwrkujMELKoZr5v\n",
       "vXT0GVRF7E6TfvHIUWVLSxY+96NiG92Epw/NUcrVAL4wSmD6u3cD86ck8vNy/bXGPgGdmmaOhwAA\n",
       "AYFBmzJJqEFsmUwIf//+qZYAKp8K2vFPXKrADhKEg1XXoyPsaSsmaRKdcqBPAQAzb2/DZUmq0E7q\n",
       "TSEsDHcBnfjol5Ti5VKqb696ekMVKyrXW++kkXilTGlsT5J1eWS30+sL4FxH/xBM+XoXvRcbJ5RA\n",
       "H428IFVo8krv8RRl1dtjAU484blLNkJFVtQovIgkD3qNddPMMFMYVNfkh6ZwmJpmB3ar/Ex6oswt\n",
       "M6UPOjVQQzh9A7eS6t28CBuSXbAQCFEJICbItHv/yz/OlgeRH3lIZ5uc4vicaEdeNiOUEW87tLnk\n",
       "9fFzHeY50/Udd/+D7aPgRqng2Houxyq/e4EAnQqCyQKDTYLneBIgHx6wH5uW/At3Ttn7fLwErJPu\n",
       "obDGNhGkXcYIfrhwX+8rcaiCzqExguSOJkIVgF7A7HGrp+J52JGl1ZGnjt9ZjutENCO7TWMy+kgR\n",
       "Gi2xGDqzk4Tx5u11G3iE257EH3B6Ml/4oH5hyP1aHtZGOlx1DH+DY9WHGJphAAABb0GfUEUVLDP/\n",
       "ARVhz6GadAvxX7M6CFvB8AIH57jtG2cXevUSRLOmYyS4CMu0XgAaW5zmlJrsOvvV1ANYkMiQ6m8B\n",
       "+grphy2eJEDXl0FnZNVrg8kcGDYdZafqD9e6fRzM4ssVFBey7nlAf8HnHypr6zxJH5MZFcktdqNw\n",
       "Zk3Xij6XVlj7/QmzYC6lz4KkwOg9tQ+qQ3gyktoQmzbIYUxSRUTPevho/TVFXjReddWSLm3gq93V\n",
       "WFjImLd3mlfhLoQEtzf4WWsHZJW3GFQal+RjYu11VlF3TjXZPuKAxG7hJlpdvWP5M4U9liFJyDf/\n",
       "JXfsVkDlIk7M/alcKNPrQKSX2Ibogueilk6GK2F+Bl+4CVED811CLd4mP/xfCXDJWhRZc9fpgtLk\n",
       "sDQwiaOLvCDPZy4LVNt/cj+YPHEWkgnXFbCjL7+7FPLhVhjQZEMR3u+abxIgFSc1QW3gXY/pEMJR\n",
       "If/JZQH0EHzcYKW/UbWNCRcAAACzAZ9vdEK/AfjoxYS9AtJutnpyOBiAC4WN5IG+J3xAvBdpZyQc\n",
       "En9I0M124tes0B7FHzr9nZCjVzSHZaFNOAHty/X+q+JPxm6CTi41BLIP3UmPC6yxLLx1mk3TBJcf\n",
       "wCVkjiOERizforjej4nkDJg/vFUfswy3uAAK4lfWbPHOPVut+qTJkdCJ2tkbjzSEI6G3fg/UrRto\n",
       "XNTBm8jfHH/kQKXzlqgwDjssHD42Au4S3nF1S4AAAAFAAZ9xakK/AfmwTiMP2CgR08HMoSAHHoce\n",
       "2gzwwxqoeGkroF9ryC4nq07Hm0Ao/rPHS/AaXjuP/sKBsj4y3XE76aWxDDNZTqMuYS/nYdEkybVf\n",
       "TprgKNaTNsMo8+/V7nkROrf//BYt4g+OoU3GBICm1qgb8BZvJgxVDsTDk68OBu33XOO6SLAI2gvj\n",
       "JdPQQVT29ZdSSy+1kZhkJ5hX3CTU2To0LxeYYeSBH3jLZBg6ihoz+IPD5IascwaUNswEK0WQNhC/\n",
       "xP5e1b+iccdBegFYk9Kd/M/3Y0jgMKLilJAs/G242Gb4nzNcmigznIxR5DhNT6nkswFrKzNeK/+1\n",
       "4EirVh+4S9X0DhCwUYvN9vECg2BQ976ggiHwXyeAlxGM+SbPBvDEgdsclIUpmRALQUDrWjd9rf/t\n",
       "Xnu/693oHMS1RF0AAADdQZt2SahBbJlMCH///qmWABVPhW14eod970SKZBm5YAOVs3WvMbzDzDYx\n",
       "bqh1rh5CjfPuiBJ19zz+/hzWkwozql7YbUPT/1qowjWeTtAf8xtuUhTBi2gv1MyN1IDU1P0GEOhE\n",
       "tV/eI5OQxstZbKbBlhw9avtiE3Zq2j6gNgkTnXKRWdqGti4wNvT6YqN3TKPmwmonP7j3PJ58VUjP\n",
       "/Eoj+kltjFHRHYGdakMnqx3kkqk57P+QMo/7ZPkze3csUsNfmPC8TKJ/934iH93jXDpleWzTyE3/\n",
       "35PT+DkHTgwAAAC8QZ+URRUsM/8BFWHPoZqM4ZwKhxM0mYzAAkjq/RQkW0Mq1SMq/ZxK19L5CA3I\n",
       "4D/5w7Omhj9EcBqVFhyE78bBR3WX3E7vAih5Lyo6d7H9pHKaHUyfWtO48pN2NMLnqiuOh7VVshyA\n",
       "HkZ4Ki97PVxH18D4NIuDl4Jtm6VOrnJsWsYBo1HnBOGCmQ/UBXI2D/rUHttMBQdv65QJeQ4OPNeu\n",
       "57N0TH00PCmNLYmgtlBZpfDW0upQPf5RbIzQS8AAAACyAZ+zdEK/AfjoxYTDLz8mVpdR9bP1IALi\n",
       "9QJatuUm7KagwDakOdQnn1yQS+NVzbuZtewd8zPCj4Xeo7/phKsX43qZbCKR80u4qSKKWBYohLRN\n",
       "FoS3XaBnI263sh6dK6KFeeYNk8zxTVSdouNtj+yuM87vZ+Pjhu3h8fOubh1Qj1/LQzQt41+pZDXq\n",
       "LHM0FNc3rUFjn2vQTpFoY1A0ZslF99oG3DHcePGjGRzCgHwoMfOZgQAAAGoBn7VqQr8B+bBOIxTr\n",
       "lAM915PGa/6tTJ2gBW38rWTj7wOQAQRbuu3K1nPTJWG5qNVMNRzPd9/D5gkNbqOtGlZkGMxwCtTw\n",
       "k6kuA8usrti2P4yqJiCwo8PLfFWiUAOh1SHpRAdaaWiilWHzAAAA4EGbuUmoQWyZTAh///6plgAU\n",
       "nptoAISyetc2PhyO5I3Ors3oWkYH8Jok3ltD3GysqlSoVqCb5PgVTzaK9EqYWtm0IHAL3/rfy+x8\n",
       "3Yg9TQ5sO09oMbO3YIEzNLxWvoADlK4MFYDG1hcPkjbQMt4IqSD7tx9kx9zMCwrQR9DEMYFnwXYw\n",
       "2JFkS8RKwjGXx/GK2l6PQWsR8/Jhq7QxrEfPEb1oHHavvBe/6qKo6VJxEObnj7JUBn6kPPVTrRws\n",
       "mE0nxAvve7PEMbcwaLXYsa8UCjmOVMuvEhsvgzecqRAQPO7bAAAAe0Gf10UVLC//AXuIyX8p9oRA\n",
       "kFbOmUm4AHBgXFffYV9mbzmM6ufBFRjS4hJGz6K9oOiLTgFpdgJY2xe2js+71ZWu83ktdu2JlEA/\n",
       "Q2S2Vn6DRNrvkJECzCYOxMyy9Kjm5s121aYCODMD3vbdwG7S/gR5c8Q6yLyMeB6gYQAAALYBn/hq\n",
       "Qr8B+bBOIw2LDu+d4n/i8ARqoa+CA/HtHMSP8c5Kdb2rq7EJ+5Z+f/gr16ghRTEVkqch7TqaMIpX\n",
       "A5axAKReBKyaj/qibxEckbmb/XIvpIeVe3vt0Z/cZzShRE+Ye4odkCleXEhnve5HAUgzkl1bHrHu\n",
       "LXDroQOesyGWHfV6GN/CAjx5pYzCajylDED3FLUA1NQxmbTq6uc+6TI+6Zpeu2dsc9iE9i7Opx8l\n",
       "eHPiAc7RcAAAAE5Bm/1JqEFsmUwIf//+qZYAFL+FcaZHZGJVaemvrADhGXK6WkD87cpvGJpXAX6P\n",
       "pVjZSNdPYJ9xS2aHO2MwvFoTL0n+JW4/4YbFDTKh1MEAAABIQZ4bRRUsM/8BFWHPoZpnPhPeDKO+\n",
       "AA5UHPmXbZG9rHJzxKhB1+5waNHMZI6yh8hPL7mpdrghzIhGD1fF3zNzjfAUhYFxJUJ8AAAAggGe\n",
       "OnRCvwH46MWEuc9wTRrcbeYwTN1LJjBtmIAWtfx7slcXqPnbUiOv1cirtWDIE7KmPLgxPIe0GXVe\n",
       "CCoIKbljKCqhNOW24t7/WN2tuCnIABFhgOm9OEJrfwOwLMKd6vPVjbrymuest9WbiPu5ecFgbPTe\n",
       "2BB7N2eZZ+wYWPRepV8AAAAtAZ48akK/AfmwTiMLL+jRABwdQMU30U2gCzYZBTwJNw700lEYKQA0\n",
       "2rd0w2VBAAABIkGaIUmoQWyZTAh///6plgAFd55GKKACA2k+Ktw6SfIiGolTDT5PqDXAamvBjYWW\n",
       "6VvC381naS3jvApa/emJK7NkjrQG8kiEDc9EahR4n5Ftr0xS7F67hd0yhf0cTVrcfnIGtTs/RZtD\n",
       "PvX2L/2OE4THuBgo3e92tZzA6/TIDEd0JpHAoSsUDOrqZMcQ0rQlZkAeh3pt8jhYTiyXN9qb1VIR\n",
       "86ngj7HQjLjjRkrBaybhzBimHb8rxVU0+Lw5kAT4xlEX+1kE6jxS+Z2xWQXNOv+DLH8Ofd4h2uF2\n",
       "70N9xzsQrwYbKfHrchLZs8oZAq1qyvdZEMKB+QWWK6Of8GYOQMkNyCGg1DOzFZS0slVFqKhGnh/v\n",
       "6bonXZ32aZEmRAX7vlFoAAAAh0GeX0UVLDP/ARVhz6GaYPnRQ87lY+P19ZwAcb1GxTNgOsO3mbHh\n",
       "9zpWevb1HQZ2/adbI6GfH30WmPOOmiIHfWexjZYx3q0k8eYjS1JoRdSG+ahS215Sgscw84Ah++69\n",
       "ldBIyc73s7ZucCgKvHAL6oz1b6kh3yka93fvuY+gya+ylJNyCR058AAAAEQBnn50Qr8B+OjFhLeO\n",
       "UkhNnBt+AeC+2CAC6C4PErdD2lq7D0S2KqTj5yMm2mjjyIbd3nzLY1qd0Tj5eLQPC/tdscHGLQAA\n",
       "AKwBnmBqQr8B+bBOIwwSXv2yedCKACpFi4W7/ded37yHEXgv+MMGlooaEgs7zu/VSpHlF0dIEMwm\n",
       "wOy5W0BvKAotxV0Q4xKGtU02wC+l68RGHGfOIEKZquAErIlxe5J5gfCAx44CzB1ym+L1mdLKSx0U\n",
       "07ojR4Kt2EzVsWLPk+06o47DF2eBILRj9EiQh3DV13B3T13UdawlU2BEKWbpedQP7yaz94JH6BQL\n",
       "G6i4AAAAKUGaZUmoQWyZTAh///6plgAFd94RvbNlAuiDayoNpq8jwYbtvPpfJgb5AAAAYUGeg0UV\n",
       "LDP/ARVhz6GaYPkIpTb2BDWaoW53CxAqsKmjB5JiHlCQA3Ndq0dpleMCP64BetbSGQn+SpDWRfNW\n",
       "dY1yQAvFZXdxn/zzkHPAUu8avArrgQuOTSWRVvTH6Hgqr+AAAAA7AZ6idEK/AfjoxYS4P67sBa6N\n",
       "+o9kBiFbMzXl/VSIkvtO/6RvqpmXK+7xkawlFE96V4F9uhhDbSXlPSEAAAAbAZ6kakK/AfmwTiMM\n",
       "FbWMUQyKNquivowl+WcdAAAAFUGaqUmoQWyZTAh///6plgAAAwDwgQAAAB5BnsdFFSwz/wEVYc+h\n",
       "mmD5CJxkbrRGYrzCLh8cmYEAAAAoAZ7mdEK/AfjoxYS4Pbkl/skt1feAJ/z/idxTDYvzJRFv6YkU\n",
       "Xa1NwAAAAEMBnuhqQr8B+bBOIwwVtYxRDIo2q6JifHGgCdzEIlXjO21mlEYydun5XX/h6MjFCnw4\n",
       "gN8SVK47WyWzUZNUuIujIM2YAAABFkGa7UmoQWyZTAh3//6plgAALNwt8DOfABb1zsxSs7/Y19xB\n",
       "BaMipUAnpZY5cApqTh13p402XEAlZa1ffFA09J/mjygdNXsiemQHgXKOC0KUEy01HZrV3vwh7Ssp\n",
       "tGjnvO52kFeukTxctzJa9b74iNybYkWftEOcoozieXQlfdvLvAkp//39hKmOfvEGgXf55aVIAvsn\n",
       "CybZN/2l7m3b3vOnp1AlE02N7vaA9b+z97rVkCTGNxF6774UKRSfoXx78EMYB2uPgPJTaUVLNGRV\n",
       "ngYlCQATQBJWhXTbPFqfOIsJkfdQdtczsw5WNmMzggkfylU1EgKnBI6VBElCocMrpjmI7hvr90Cl\n",
       "9wQTK25bBBZuDCWU9R/dAAAAIkGfC0UVLDP/ARVhz6GaYPkInGRutEZivMRfUP5T1otrjLgAAAAZ\n",
       "AZ8qdEK/AfjoxYS4Pbkl/shxRbcssErGgAAAAHoBnyxqQr8B+bBOIwwVtYxRDIo2q6LHoYnoLxvz\n",
       "Q0syaAD91Ob+CYOs77uNq9i1q1Wx0cFW64rtCjpeMl1TP4HrV1NALCXmL7paAId0+n/su7Fy5FY5\n",
       "f9jrBf9Wd9N8a9VGZqxzxneqU/hYON6pWkadggERMCc5Nk9YwQAAALtBmy9JqEFsmUwUTD///qmW\n",
       "ALd54KBVWMIOR0kbv0HlcYj1ifxpD7fhw6WuUljcFH6guLdKVnodFfnvOmX9zp/Xt2eLEVFOtb1p\n",
       "rRLkOWldCcyYUkuQ5H7EOUc5gXh6lNaNk9U1i56E7W3XmI9uVlNEIOV4umlNSMwhh25+OnRKkPjw\n",
       "7CthbdJZz2KP3HTYCDi72DI17bLxhIY2VTofQT110MZfgsN+qx2j2ABn4w9Cx5/Z1ceojBLjnu9j\n",
       "AAAAZwGfTmpCvwFR5M0LCRaCylquhDL4Kk/oMk7Ar9jPDEALW/vN9iIzaS0PM7SHUwMfe2X39nsM\n",
       "G7/FCGV6h2q0BI0JzRIfLnIRpL9oGbOmdlu5K5bsuQt7a7Q2MpgZDFVbwzXiEvQytIEAAAJSQZtT\n",
       "SeEKUmUwId/+qZYAAVvfRdxq6vsr/BdyWAYxBqOpPFRKNAEGynFwuA9tpCAHTZc6+1Xeh8iro8++\n",
       "JiCGbhP1NE7/L/KSKQepIoD42FPNQxxPuRNiEDBKjCKn8f0Iz8nS3cWAIdaLM4Hb4ZYhYQyjaO/M\n",
       "nCMyIXYW2Bif66H7gkdye4gZmpHnim70KEeK/7Avyb0WE4iQJx3rrT+fQxOtto0y4qm4Kwu2wr5q\n",
       "KTxer9Hl31Xtej6tEGY2QnZ4Guv2qbTsaXxYN+aNS6FXBlfTgVc7kqEtQw3Gq1MC+iIR9b530G0c\n",
       "DFo7Mt9mOU/YXHQ5S4owIsRi7l1wm/Vy//28R5EiUMb6PjtPVdXXKy09pnGUZmAg7WvUOo/ATSXw\n",
       "ufqDdPFVC3w3jgOxD4VIXQLeQzek1TklVxL1uiYkY4W1uW0LYsvVlBzJu8k3xKvN7oXYxA+YKDce\n",
       "AOcGoL+V1Lbta3Eg3aZQwAyuiNlNeHI0CHVGquENTWZ3xI7/DuJpoXtQSbenoDvbyzEMVY5xYoiy\n",
       "Xk/kj8EQN1PLMJN3m1y0EDgIz+0p3pVPOaPECVGvbr5pBpdot7VrHdXIRBxc/HE6YFCD3qddgdtg\n",
       "UDmf22ieq69l01PSldhWnU5X3LHx8jXxOsCof9xcpXYqiqAV1sSj6HOYgIXjviI2wzjOkJSCviDf\n",
       "m7CyrZSonL5zWn75XZQnimxRsBWzafmRuXRfO8tu0N0rmlnRU+mPLubcwX3pNkdV2dn9aPDM/Cdy\n",
       "zqBqVtO+krV0b8334kjEeSBQy2uMAAAB20GfcUU0TDP/ARVOAkSZMHw8ZxdAH9UOAFh9b0yzX4Qo\n",
       "jAvzbTbtPeKmsgvmxe40kcWHxEVQ+fvPecFWd+QiFmSyPsK8tgTVwHH0LVZkBRrsdHsCzF3onrN8\n",
       "KcD8bnp42rb4tGPM9XKz2RuiwoARe/FB8iYdp0dMw/5O8y3te8hzJCNMqKI935MlTFDgu8IY9Agx\n",
       "Kl5YZQ9+peFhzh27618UwthrbtADuldqU/ZQkJ5FMsSInPP81FtfDe4LiVEKmFXz5Zj3B8jUCkZ2\n",
       "/j34V7GoQmKViC5+oyc1kulEd60HoJzOXsHahTB/ljN4cBWxFHtql+8Ak5x5ytHuWXkn1gyw/4Fz\n",
       "VnOOv1zlyWUxM6i4o80CYgwbtkx3F5I414/JU9l2N0heWK2Fe+L5uo/tt9GZPiwdkBNS3sEBb9Ns\n",
       "eYaWGLEYXy2RSe6ONWP2nLmWK0SLZHvOxhof8RAGZ6CFnGGnzJDhTthvwAnGvlHIVr4JBT/uWEmA\n",
       "o2YdSav9lvJNXi6fd//mINTZmTPO7BNrXs2IH+9DUUax6rXs+wESaWg9gGntKc836T4jxwLXwJVf\n",
       "U3bPXa5Vi94bkhmjX9/5ROYbiveWAUbiHcq7QkIhh4KE1PcYvOcfw6nfiCAAAAEnAZ+QdEK/Afjo\n",
       "xYS4Pbkl/scmwQ1XbmSvW5fgFooARV+3d1YAVGC6sNqp7gy0MNU3/qK3BoacivjpsCljwlt8VHSC\n",
       "cyZk3LWb7GmSH+F33pg5bhWpVBRmgVomwijyaOR3NL5kxKZM7pAcuRO0QZQAv2/qdua6jwPJrEZc\n",
       "XhhJ/2B30oBH7hjgZS8+HJIbfKcvwGQRlcxHG6RcoxBMRkclhKq+Pu2GfdbiXTsdnLH+yfpQp/vv\n",
       "mLpYbMGPEmgsFsttR47xlUU8Ik0OPOj2cjLCPoD3glj8N53bB+4P6GbisPAiSMSpmNQsSH7Jnmpk\n",
       "1G9g4O+NNpmlMUPdCWD9l3/SP0v+KuXSIDsgHaFdrAqzar9zvxN9XQZ/UX46StzHsVZ1ku5g+eSo\n",
       "QQAAAPcBn5JqQr8B+bBOIwwVtYxRC7kKFzr1QBhYanRTRpCAEnttjD2gV3ah6yJ0I4bv3BqRoHZq\n",
       "Px9IiJs+URjyJ1DXEuw4JH+eG4a/x3jpq1U1hFnVrBYSIotLEoAy+zSrvBd9sEGGFQ5Hq2n19pvl\n",
       "kEHy7HBlBs6DxgwVmvi8A1mAgod61RprzodkzAnxpEyjjRIBQ/XT3W6KIvcFNtmZZYY6P2BNyLRM\n",
       "XWVh36Df3b8M/Mf5wU/5hoNsd9IrD8jMVH/8N6+GTetFVKo3wG/ZVXd6/wtWhVt4+EOGjYGmj3y9\n",
       "bE0WaOS78lS0/BNboVaBimOxUkKc2A0wAAAB2kGblUmoQWiZTBTw//6plgAClAdc67ABmXJmugTM\n",
       "ObqdUWDGayHswKNNkMzIduXVPXDX0Ey37P/ZZNt/Clu45Ch71MxhiALZdHnlAOWN4hYbUGAPQ66O\n",
       "b6kIhK6faV8OUZqugzyoyW4y1mv0ICymgPZLYfG6kKU/fG5ERK3jsTJIDr9q0/G4wSPtxy1h4NCj\n",
       "6ZTF2iFFEpUJb5rgCSEfMwmEWJBIodyRrBwyttVu9GYEHHsfjmPx5ZYMH/z5P0WWqJlnHDS63zhe\n",
       "Sg0xbwi2TpwFH04J2MdrdVDt5NDj3ooB0/rMTy+GgYkGKMvhxuRTZ5GopbwFjMWRrnXgrgfK1bIq\n",
       "JrB7VoGctKzEhTyb2ZSed6gp9+WHsQI/W8HdgX3YQlITuoufG/OugXP7SQobz071hwfdkdP0h2/a\n",
       "J7+Wo9hX4TKplRl2l0IqSg4w/cH4vPu5YsPEqbz+C699ej3qwQQVVlnRUshOklDArJt2QSnB7z4s\n",
       "sZFB53i3v6UOOl3pgLEBZyp9O3TLq9UIvMQA2afay3Kwt4Oz/+8R0wtL2RmB8HuEEJZU0IeB5nKg\n",
       "1RB6EsrCADG4pU0V8QM+9DV+jsGzXN+kWsnLRFaBq49OvlR7E2FCSSvtN06KdAAAAOoBn7RqQr8B\n",
       "UeTNCwkWgspYljYXdaWQBW8mADmmYeN0KTIojMC2dBhblP4Yvy702zaERswDFY/f4v817LiJm9ZR\n",
       "nSkK57e6CdozaOEEVDMJeHIH6AuXuTxJY/BzAq02EA0Do9JylluNKxzLIA/QK46kj3DsUe7k7f97\n",
       "Vl8ysOabGFLWugQ39113GLiyae24e0PtyPVELx/XI1P8oH40whVZoFPXKCV3fMTqIn3oFK/7OoBn\n",
       "wgWh66ZJHSwCw3SWkOktyrPI49KeZEsGSFj6Px0JbWMBQv9T8hFWQimlyT/ytz2gvL3T+lVGmUEA\n",
       "AAJvQZu5SeEKUmUwIf/+qZYAyf82AcDd1fpC0jhTvKV9qRQuKdpyioYFBkSP5Fvd3vryZbBn4aJF\n",
       "DoOvDBG8wF+dleZeXRTQGpUQRmd+1wtSQOG+UH8aab2IZZf4mANFVE3gIATKR1iBPGX8/ospQ4No\n",
       "yBEh632OY2EEsa64pp/6uWn4e0XGSK2REcW62HIAGeL/DA79d2p2QqWLT7i1vH037WdC0vC4wT8U\n",
       "/7thZXQcYUPBMJzvm+Ao7E8Dq9mrAxTp9omTxyK4Gw9WH8/koAaxQs6AvbbeqpSekxI4Mf1GfZyL\n",
       "RDbgFVbLztGRzgHbUALr1br4Cm6P7fFBeJPWGw5J1Q/I6Ki8e3f2okVCWBwiKHvxL6SbvUVVTsr2\n",
       "2IT/0/lSQtr/48VJjnAujl1vLnm+Wzx4D5ej8RtevVCJTcL3H9hhoUMuDlYS0YdWKgdUaHgWogWF\n",
       "eft7lU67X1l6h3ZVCHlF9b8w+Qx0U8Jymb1UmmsQ+d7axySb4pwlBOu+OiZhH8LM3Z+XXnZ7muDg\n",
       "LKmhPDtPSjkfEXFSxG7PekbfZXEqhDP6KvTbLQ2RsO/H+w1EunXRNe5OteQ2vcexwrVVGAvjnGt0\n",
       "FdlBCefYTyYw/SSZ74AoFRupdtIMWXULYsAXd+CpVGyBudP6jxOaFMZfAk99WQs4ZeVAgQaN0NR1\n",
       "VL1sbec6P221X/8n3/03xFsIwrH01ST7DVU7jrCRonYgHHibSECLfK/YCf7taYl26LQYUhV2EAVH\n",
       "7cyc/rNxLFF50l+K66Sm9k8GPMYMYKUcoGCc4tAldyefx5gX5uVq4XERb2WtSNFVF5e9uZaFAVMA\n",
       "AAE/QZ/XRTRMM/8BFU4CRJkwfDxnFral62aI4AODy4ApATI6goHBIkSf2aQAzjPWJcOSNZHSXxcM\n",
       "2Ep47YrwiJj73l2K1C5EhF+/6pS2LJNAuiqM2PcYQWmRwr2dUCSQtZbtSTA5Bu3wo7/W29flDofB\n",
       "iFkcdOWtQmcGWax+ic/RLayB9ekd0GqsVnnHcABePAmCxfFa9i6l0t8trKY/Z8nXDogP+a1tJt7M\n",
       "Z+g9imElWt92ndbasD0mjeDVdT7fBqb8g/f8Zy2X2e3fXvUOLOCm+khT8hxOERxaxVWqNg7mN8fJ\n",
       "O9OoRNjc07C5xWyp5TuAadmLlHmn81r2AMawveJOwZ1k/onOTyPToIbSOd2N2qtFvHGxj2yEGY/B\n",
       "3m9v4tRFRENYE8ADZmjE+purSi1FqM/wpfq+34/vXLzW4yHOnQAAAIsBn/Z0Qr8B+OjFhLg9uSX2\n",
       "IbUETRvovuYrkkNfqhlef1Yq+iB7i30AAM/HBxB3IGArv8mxRnR23w8otpVO0nMwtk1/RW8ZvPcc\n",
       "vypi9uWztKaso4eGPlZ9lmgIq4S4kRo6A8hjLshTfcej3c/EcxLZAdT0Upw6BeM8mPhV9xnmDXBF\n",
       "8MM5Z9wIENKhAAABFQGf+GpCvwH5sE4jDBTLn6CFTWIkAAFvsPqItXvh+9TNwFl8RZFnBUTY/YcY\n",
       "Wv/4NIRsdp/2B/rBJsjHMWCREcRGwe3cC/6SkkVybtgbJGdHQCtn7xOPEFXj1Q+yjrK6Ot/GVBns\n",
       "VkPDmAwXkNOm26FTGn/j0E8MiAZ8Sg0+aR+gu5kkPZ07dnXjewfWYtI/KknW8zPRTqsWWpgk4Pt9\n",
       "lxQ2iuEN9WDUNgfUbBmVrLRwkVgfQZ5mSJCRgJbqQNjtafEkeVWulVeiCEpCZky5G6FCkAy458i/\n",
       "DUS7IKz8ORkhNLYT1Hicr5az+l6mYWQtmsxuJdA7KMTQvgce6J6tYH+yySs5/Kh6JLxvgAI+U+hr\n",
       "fxS3duYAAAF9QZv9SahBaJlMCHf//qmWAApPx96N8Bjv7+UojQFDtQAecxuM24BC8UiifUV3FC/f\n",
       "9j60iPNMO+bCQSIcL2vWKAXd5F/FXeemzQneHlGcYbN1ooyVaXBGneF+L0OaH4cfAAq+c+4l5om9\n",
       "mVKaV/K0/XCou3ibysZnm6CcpaP5ELtn7NXzw+2BucrpJlGrOvm3Zk+yb4bm+WWNMLNlUSEzPYf0\n",
       "rWR//Z4CR2EkD9RXA/7tTdg7yBkLmKXSMDLaASglng+g8UZgFpKQsaRBCZQfM9Q8XsSCq8H3Zj+H\n",
       "/9+tO8pyBje3zEqCUeUrUKfo9/ViBt3zskT7B/+LTGEZt6Gdo0Ce7U//T0N+eu4ik53BurdQRuri\n",
       "utP+Du/N9KxH8Oe7rwei7EKt6Y6OO1M+cu3xIjwWYlBBwzx96iLaLj/gpIOvmK1yKWzy8GGqli/2\n",
       "NyTHLYzRF0IjVq68BCuebT4Jfl/0/7uclk7Z0OkLQTlz2jDPcAXsof6naWXpn21hAAABBEGeG0UR\n",
       "LDP/ARVhz6GaZvOiTV6Uh43bF5HirJH76AAvrwPaHMrpMs9lAl6w3gTKIMYxlrjt+ft2l/pbwB6p\n",
       "gihCuCNft8r+uaZ03nBuNlRXMtWoKoW7rP+nai0I8kS3Z2onbVSCDd7+vbEutXyU0EZpnRqSz/nq\n",
       "BwyOuVRAlEnoLFowRjKsWSjwDQ9/iUOdJa7u0CvybCAkPbv34vI9irlTXjET91/7WJjPcF6w+3lD\n",
       "wr2i2lKep+/vSO4s9f0jLXb1kzoRA8wMtCaJXVXjt8p3pXAkVQA3QCXhGGME/1204Pm9SG89aDPw\n",
       "QzDiRuMEQieG19e2wloYa5ulWIeFa2J8VUOAAAAA0QGeOnRCvwH46MWEub1DOHP8vJr+BwB6E3Zh\n",
       "OwAG1HwRkgdfSDQIivhISKc6lo1PVNP6nRdSZ24CnSRl8VNNupjQZIH5SrFlkzQ1BP6VmiUyYKg1\n",
       "QxUndCKMojtMai2p5tZrdN+WsaDi40s8vupdXktF9NHpPuWCQwR5A+QJg8u+gVyyOAEiB9UA0DBb\n",
       "nfSS0/nLORr/68v0KQkLZKPis9MhuEmV0+tDIkUNSz2dmeoLPQX1qdBfpyauOwOiE4rzryPCWeiS\n",
       "BscO+oaQMnTvQOVBAAAA5QGePGpCvwH5sE4jDUw0zZ2hDcjQAXQZPp9PYF5gHuV4BMQ6tQnHzcdb\n",
       "6wukme7BB2Vz+YS/sQQCnbw38Em9Awi5NhGOeDr9okPUS0sh3m335ONyZqG99j//nG8H2UbOTdol\n",
       "ZwMpO0eWIRMJnA8uFa+2feVmdL3rFmA/JJodgk4MC1ygicjFlMenYQFv2mYQITIHY7OwX3YQIqVb\n",
       "f6P/ARMhZGCP0GSjv2In5/mp6e8BdOkdQjyv9CKGhL5gLCPZ7yUoxyX0tKtLjWedACfk/bzIiZIH\n",
       "NLikwMdNrXfhbdrG//Cb/fEAAAGeQZohSahBbJlMCHf//qmWALv6qZgXTU0sIAbseChP5W9neL/g\n",
       "Wq8i1LI66YVoqRYJVOUhyHyQFrEW65Mr7BT6sDIjFp8on86qabg9oYcq6KdvfK7hoy3ExuSqtGBi\n",
       "QrlzCx30NtYBusxye75D0eAogvr8nmDygZQOF6l1yjJlkjZLUM34fvwmVwm55CP72AT9AohLhwi1\n",
       "lvHpnwXW04CL/0isGHIHqNGkUgfBPB+o9B7f+HkU52EYd/8Mmd00D8pc6+r4nyDGr9GomyBdZxG2\n",
       "wkbYjd/pk9rAnGrMiCX4g/0rBEbiNHFXlbA1diJESRYKsCS+zZDuifhc9CyVjT63jNFm/SLwSu1R\n",
       "60Nc58Zf5s3JNs7TqhwFehHF7MBsemowyrJdr4QQAimpxL/gGjAfz+BADudzthYjzEBSXIsECeJ8\n",
       "KAar7JcXJSJS7F5qMgBv8+nUR/XMQJ0UFbww8bbCHWRQ41tusDQi0ugv7isveBdxPt8y4EiVOwUd\n",
       "e5DxcgwJLDF5XfC5OnMfRhoj3mlzjJ9/9gtfH1BKDLN3KRFQAAAA8UGeX0UVLDP/ARVhz6Gdyd3Z\n",
       "tUetPN7UI+vymACdaLYYBzlmlXRkCUWcYgoK0MPCK11exgpA/Rf/EF4RvHPw1XyIfJPRNx5rbbLu\n",
       "MgfY1yCauxFFOpS6Ae6AQydypEF9Cfal3/U8qo56HZ9t/UD+YejownBMoh7DGeTdhnXTC2OqTKVP\n",
       "gUxEejmAg34H6wHeiyRphqwy2L47Nwlv3ZWSN+Zbv7HVx/TP1DVGodnpS2fZJ6l1BPCL9w51Gmfx\n",
       "goloO6WbWzHcg2rW1PUlUUec4BTOZnCsNqyxcavwZ+QeGbQaBeYBlvymqwafddRuj28pAdgAAACF\n",
       "AZ5+dEK/AfjoxYWR8ZTt2uM8CUjBcgKg6EiWBQASpLC2Y+fumhIPhuPCXuYWslXu7qHpz6nd+bfy\n",
       "ZlZ4DSDf0JKZJe8K1wWPIof6E97u/oADuwcHiCuA/3y2BmsV128LGoBKHjeyeOBmrZhnWYHrSqJo\n",
       "f2HbNWp2v0m8I1BoUHPlS3gwIQAAAQ4BnmBqQr8B+bBOIw1vJWSH8YtAB34Av615byfv6hZvxPfH\n",
       "ZaCbZL8etpaMiNfTfukk3cj5ot69x3e49Fo48Rs3KuMZTpDviGJioKeujZZAYMB0EDpaAbL9xH15\n",
       "24QEegbVqgNzEgvIxMzBZ1HNM4D2Op3kS/5MeFssq06GHlbacfTLuBLTcbmgkfbAk+U8OxYExUj6\n",
       "KxRgIsgW4JV8jMMuF1TFWFsp6gjlZtrSNXGyJoOqIa4UIiO5MfeFGvvZXymR1FUNKsv+a+H3ihpz\n",
       "c5zZxFy3fn2SpT05SoliNGOt8aC7iDsOQu+Z4Fr2tFH+L3aR/18JOlG0FD0w0dpraLdeLzeSo3gY\n",
       "/5roD5wg0aAAAAEwQZplSahBbJlMCG///qeEACo+8Jbv4uwLJcE9P8jCJshnRad43OnPt8wA9cqT\n",
       "t1mGQfUiaDoPPJUjiu7EwLHxGshSuDJLiBw9GqdsARO7g0ijjND/Y2SWC9JKJD3zd5kky2+TV5UU\n",
       "S8bvih9WIOb2ZfgXhhHFcpS2aSJEbFMio66zVIXPpTztIVcFSNcvhiHSh/mUjQp9LQqeE4ldf65Z\n",
       "9bRXVu1488cLP8+K86oVmfdVUweAa1m77Y9hB0xJK+doRlCJW22gZretLpUOdWiw1tl+WX74s2YE\n",
       "8Ks9e7rnGgrRBOHat8NZ5tdn5qxIyveouAd7xpBz3jQgNGfKLIqTX7Xx3YGhoThpT0rgIehJAwzJ\n",
       "oqhrVEMiTQS7VnhTCc4fKcZEDBR4CwZj/j2/J7uKgQAAAWVBnoNFFSwz/wEVYc+hmmeN+TOUAkBT\n",
       "5P40lc2QR3kR3Qro1AEPibHB0x48j2quEhxOA8zm9bcckhwcRtvVscYYiVoNdn8Ginl1dA/vqlmz\n",
       "e2U/ysCoe9XSiLvtQ4Li4Whp9cjiTn6qdhpZjxcAEdBmczMTmVLgu0Vi8OVsQrMZ38F09MfJy04l\n",
       "9e73OpMdkHLruK6j94TTuWOSlbsSoBYjD39oKsjsFNbVQ4DUBg+AK9Ja3FoZgd0ruZFw2UhMEO+k\n",
       "t9BOx/qkQJ2pvp/rN+PuB4UtGtQLZ868uusIvW0I/4vR5UWLFCY0VSlUMQflL8zV28vKDS/AeMRg\n",
       "NBTnsgYZe+2KFxJE47UT5hdX/kksc0QnQEoUMXHYDLHOFGr7EuLmU4tQTNADPSVyBH1jUlEEL6Mp\n",
       "D+uExkaQnhUrSYROu7M9aIe/Z2mmpLNkXkyGrOHNPafmHTb5pIXIsPLqfUqDN1SehpgAAAB5AZ6i\n",
       "dEK/AfjoxYS542sNEv+0ABBih9fw1OlVbL+Qz/KdBantvHgOVZKwQpBq7tHpm2tZvS4tXHBzL3S6\n",
       "nFEwhOgWYGoyfaka3DTvnT3I9zesYq/BpxsoucgWUkI08sDGel1x89SJJ1apF/wPXDMC5tPMb7VC\n",
       "fUwaQQAAAVEBnqRqQr8B+bBOIw1cBh1wz26WAIDNOr31xsDG30EH808QAzAXRNbIPsnvfbasrJY6\n",
       "EnDi2ZGLzDNNHJyVDTvsHDolCML3sUnv/c4l0SR22VjmUcwD10Lr476hFS6bpueEGzVQuqxYdbA0\n",
       "sUqa0SUX+2VagCBlfixWAgl9vRsHPh0Neh0uYD9aXI2YGPsFge8DC/wJ4oiAd4G5HxQa1XTLDBgG\n",
       "YgZNS6OR5/u7mvWtEMGbGtAHCDJPzoU79Ci1mQRI1bCf/hgYPwgtqC+g2X8v71QGJCDhRJLexp+P\n",
       "wdXzuVFu77sLAj3jdM6GPDupkvGTdrIMl907pkKVPK/1pSjd1yIF9Avy2C/F3v1ZTllAVWrheOjQ\n",
       "otRQjQYypW1Ufaq+8qAhHjm9Q/Gg6Tg6tbd44b2ANFH+tKMfkHKa3mNZderrjVDYl67laCSkxdbG\n",
       "JiDhAAACFEGapkmoQWyZTAhv//6nhAAKfhJOf9EACdvbFpXQepoz7LsLUq0zEGjBN7fcv7urh6/A\n",
       "2hgYfZqvJehoH7EuEnlZPyR3f/TPptwFk1Q3YK+5Ohpao6P4OMYbSk7LjJLweQhhGoChPL/4ZS4b\n",
       "YgZhzx2blhfbEn2rV6XmiKC3uX9VHDg3PE5kLJYRSEgwVmLMlW4oLLo2lU4BurbcJI+A07+CBeJJ\n",
       "cMBSbIOJZ8e1pVBN5qOl3/eVbnnlJSV0mlY/HiNjLrcoIbn7SucSFMs892O4K1sumkdEqULoNPay\n",
       "EORwcXu6TJdq9yfzpihu0Cug512MxzVtGtVjpElfm7Gba6XJ5H6b2WxqOzMv2+KYcMvMIlur+iuv\n",
       "F8Pg09bXFKDUdUzFmruBrNAxqbGZWaDRlxL9UvzkOXHiY+xwwkhrHHTFzZzhwbJ91tvLZOmVKcND\n",
       "P8Wkou8q5qJutD6G90YpcoFJWoyNC2CIMs+qh9LZz6Z3J25URYv8JUoYNDZ0zkJ/f/3IDB57mPjt\n",
       "RkT/N2XbC840MdKLo3urRrWRF7pCJR2FBqnBy1Fo65OMq27SIhwqcvx3ykD9vd76APwTHdAn7Vmg\n",
       "pKELxXClY14AQ8PMOMwD6Bxnx020/l9qDYuPh+aTs4o25Zj2Mtf8MkCf9XMq17tFa/fWbvotCKOJ\n",
       "RAJ1dlwSj1C6+jmOEO95udL6a2c2dYyHP9MAAAAsQZrISeEKUmUwUVLDP/6eEAApHu/WDQ5a/UrX\n",
       "fZdL4PP4wNSWoNRoGuGPN+EAAADTAZ7nakK/AAh0B6AWs0PIn9NLvvxTdckKZB4whqRM1HHLuxfd\n",
       "Pyd5RIOXd4zKzb0PR6bb4pOKGaOL2HueE5faKKv2S45aH7+Ax0d9D/pOd2hZEpryFY5zEWOI+VJ4\n",
       "3IvA5z2joQC3weddKlcynFrwh1ubQiEPyY5sAWDipbwHBvfSaFaori1QXo70W8+zldzcNCdIFgtK\n",
       "YQdVwxPLryGhw+nbFLYpZUMHRwXB0FKrUgysjty88nebKdreyAgue1nHBUPML0QOQHWh+HowqW1X\n",
       "Hmx1/AAAABNBmupJ4Q6JlMFEwr/+OEAAABxwAAAACwGfCWpCvwAAAwGLAAAGmm1vb3YAAABsbXZo\n",
       "ZAAAAAAAAAAAAAAAAAAAA+gAAA6mAAEAAAEAAAAAAAAAAAAAAAABAAAAAAAAAAAAAAAAAAAAAQAA\n",
       "AAAAAAAAAAAAAAAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAAAXEdHJhawAAAFx0\n",
       "a2hkAAAAAwAAAAAAAAAAAAAAAQAAAAAAAA6mAAAAAAAAAAAAAAAAAAAAAAABAAAAAAAAAAAAAAAA\n",
       "AAAAAQAAAAAAAAAAAAAAAAAAQAAAAAGwAAABIAAAAAAAJGVkdHMAAAAcZWxzdAAAAAAAAAABAAAO\n",
       "pgAABAAAAQAAAAAFPG1kaWEAAAAgbWRoZAAAAAAAAAAAAAAAAAAAKAAAAJYAVcQAAAAAAC1oZGxy\n",
       "AAAAAAAAAAB2aWRlAAAAAAAAAAAAAAAAVmlkZW9IYW5kbGVyAAAABOdtaW5mAAAAFHZtaGQAAAAB\n",
       "AAAAAAAAAAAAAAAkZGluZgAAABxkcmVmAAAAAAAAAAEAAAAMdXJsIAAAAAEAAASnc3RibAAAALNz\n",
       "dHNkAAAAAAAAAAEAAACjYXZjMQAAAAAAAAABAAAAAAAAAAAAAAAAAAAAAAGwASAASAAAAEgAAAAA\n",
       "AAAAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABj//wAAADFhdmNDAWQAFf/hABhn\n",
       "ZAAVrNlBsJaEAAADAAQAAAMAoDxYtlgBAAZo6+PLIsAAAAAcdXVpZGtoQPJfJE/FujmlG88DI/MA\n",
       "AAAAAAAAGHN0dHMAAAAAAAAAAQAAAEsAAAIAAAAAFHN0c3MAAAAAAAAAAQAAAAEAAAJQY3R0cwAA\n",
       "AAAAAABIAAAAAQAABAAAAAABAAAIAAAAAAIAAAIAAAAAAQAACgAAAAABAAAEAAAAAAEAAAAAAAAA\n",
       "AQAAAgAAAAABAAAKAAAAAAEAAAQAAAAAAQAAAAAAAAABAAACAAAAAAEAAAgAAAAAAgAAAgAAAAAB\n",
       "AAAKAAAAAAEAAAQAAAAAAQAAAAAAAAABAAACAAAAAAEAAAoAAAAAAQAABAAAAAABAAAAAAAAAAEA\n",
       "AAIAAAAAAQAACAAAAAACAAACAAAAAAEAAAoAAAAAAQAABAAAAAABAAAAAAAAAAEAAAIAAAAAAQAA\n",
       "CgAAAAABAAAEAAAAAAEAAAAAAAAAAQAAAgAAAAABAAAKAAAAAAEAAAQAAAAAAQAAAAAAAAABAAAC\n",
       "AAAAAAEAAAoAAAAAAQAABAAAAAABAAAAAAAAAAEAAAIAAAAAAQAACgAAAAABAAAEAAAAAAEAAAAA\n",
       "AAAAAQAAAgAAAAABAAAGAAAAAAEAAAIAAAAAAQAACgAAAAABAAAEAAAAAAEAAAAAAAAAAQAAAgAA\n",
       "AAABAAAGAAAAAAEAAAIAAAAAAQAACgAAAAABAAAEAAAAAAEAAAAAAAAAAQAAAgAAAAABAAAKAAAA\n",
       "AAEAAAQAAAAAAQAAAAAAAAABAAACAAAAAAEAAAoAAAAAAQAABAAAAAABAAAAAAAAAAEAAAIAAAAA\n",
       "AQAACgAAAAABAAAEAAAAAAEAAAAAAAAAAQAAAgAAAAABAAAEAAAAAAEAAAYAAAAAAQAAAgAAAAAB\n",
       "AAAGAAAAAAEAAAIAAAAAHHN0c2MAAAAAAAAAAQAAAAEAAABLAAAAAQAAAUBzdHN6AAAAAAAAAAAA\n",
       "AABLAAAIyQAAAqwAAAGXAAABTgAAAckAAAC+AAAA6QAAAREAAAH+AAAA2AAAAW8AAACuAAAB0AAA\n",
       "AfEAAAFuAAABhQAAAXMAAAC3AAABRAAAAOEAAADAAAAAtgAAAG4AAADkAAAAfwAAALoAAABSAAAA\n",
       "TAAAAIYAAAAxAAABJgAAAIsAAABIAAAAsAAAAC0AAABlAAAAPwAAAB8AAAAZAAAAIgAAACwAAABH\n",
       "AAABGgAAACYAAAAdAAAAfgAAAL8AAABrAAACVgAAAd8AAAErAAAA+wAAAd4AAADuAAACcwAAAUMA\n",
       "AACPAAABGQAAAYEAAAEIAAAA1QAAAOkAAAGiAAAA9QAAAIkAAAESAAABNAAAAWkAAAB9AAABVQAA\n",
       "AhgAAAAwAAAA1wAAABcAAAAPAAAAFHN0Y28AAAAAAAAAAQAAACwAAABidWR0YQAAAFptZXRhAAAA\n",
       "AAAAACFoZGxyAAAAAAAAAABtZGlyYXBwbAAAAAAAAAAAAAAAAC1pbHN0AAAAJal0b28AAAAdZGF0\n",
       "YQAAAAEAAAAATGF2ZjU3LjgzLjEwMA==\n",
       "\">\n",
       "  Your browser does not support the video tag.\n",
       "</video>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ani = create_gif(vis_pred, title='prediction', filename='prediction.gif')\n",
    "# ani.save('./predictions.mp4')\n",
    "HTML(ani.to_html5_video())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "Aqj6GSbsB7wx"
   },
   "outputs": [],
   "source": [
    "ani.save('./predictions.mp4')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ouVDbc9xXiZC",
    "outputId": "d048203f-afde-4dec-ba0d-973356f45812"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.0"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vis_pred.max()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "TePn62OqX2lg"
   },
   "source": [
    "# 4. Fusing Three Directions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "id": "JhQ77Rz2sASw"
   },
   "outputs": [],
   "source": [
    "extend_images = np.append(vis_images, np.full((512, 512, 512-vis_images.shape[2]), vis_images.min()), axis=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "id": "9n5-QUm6sGRX"
   },
   "outputs": [],
   "source": [
    "vis_pred2 = np.zeros(vis_labels.shape)\n",
    "for i in range(vis_labels.shape[2]-3):\n",
    "  x = torch.from_numpy(vis_images[:,:,i:i+3].transpose([2,0,1])).float().unsqueeze(dim=0).to(device)\n",
    "  prob = unet(x)\n",
    "  _, pred = torch.max(prob, 1)\n",
    "  vis_pred2[:,:,i] = pred.cpu().detach().numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "id": "4xfvAyqUsICK"
   },
   "outputs": [],
   "source": [
    "vis_pred0 = np.zeros(extend_images.shape)\n",
    "for i in range(vis_labels.shape[0]-3):\n",
    "  x = torch.from_numpy(extend_images[i:i+3,:,:]).float().unsqueeze(dim=0).to(device)\n",
    "  prob = unet(x)\n",
    "  _, pred = torch.max(prob, 1)\n",
    "  vis_pred0[i,:,:] = pred.cpu().detach().numpy()\n",
    "vis_pred0 = vis_pred0[:,:,:vis_images.shape[2]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "id": "c9PspQs-sJ3i"
   },
   "outputs": [],
   "source": [
    "vis_pred1 = np.zeros(extend_images.shape)\n",
    "for i in range(vis_labels.shape[1]-3):\n",
    "  x = torch.from_numpy(extend_images[:,i:i+3,:].transpose([1,0,2])).float().unsqueeze(dim=0).to(device)\n",
    "  prob = unet(x)\n",
    "  _, pred = torch.max(prob, 1)\n",
    "  vis_pred1[:,i,:] = pred.cpu().detach().numpy()\n",
    "vis_pred1 = vis_pred1[:,:,:vis_images.shape[2]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "YQHw672WsY_I",
    "outputId": "5f23e301-e146-4e75-b35c-1b46c0f7fba2"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy for single z axis segmentation is 0.986284\n"
     ]
    }
   ],
   "source": [
    "acc = np.sum((vis_pred2 == vis_labels)[:,:,46:-3]) / (vis_labels.shape[0] * vis_labels.shape[1] * (vis_labels.shape[2] - 49))\n",
    "print('accuracy for single z axis segmentation is %f' % acc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "BlahFkIUsiQU",
    "outputId": "cb05cb6c-26c3-40ca-aacd-c34bf3d6ff9e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy for 3 axes segmentation fusion is 0.986803\n"
     ]
    }
   ],
   "source": [
    "vis_pred_all = vis_pred2 * 5 + vis_pred0 + vis_pred1\n",
    "vis_final = np.zeros(vis_pred_all.shape)\n",
    "vis_final[vis_pred_all > 10] = 2\n",
    "vis_final[vis_pred2 == 1] = 1\n",
    "\n",
    "acc = np.sum((vis_final == vis_labels)[:,:,46:-3]) / (vis_labels.shape[0] * vis_labels.shape[1] * (vis_labels.shape[2] - 49))\n",
    "print('accuracy for 3 axes segmentation fusion is %f' % acc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 309
    },
    "id": "cla2LBC3s4zR",
    "outputId": "59357bcb-77a5-4524-92ed-af724f6f1028"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<video width=\"432\" height=\"288\" controls autoplay loop>\n",
       "  <source type=\"video/mp4\" src=\"data:video/mp4;base64,AAAAHGZ0eXBNNFYgAAACAGlzb21pc28yYXZjMQAAAAhmcmVlAABMoW1kYXQAAAKuBgX//6rcRem9\n",
       "5tlIt5Ys2CDZI+7veDI2NCAtIGNvcmUgMTUyIHIyODU0IGU5YTU5MDMgLSBILjI2NC9NUEVHLTQg\n",
       "QVZDIGNvZGVjIC0gQ29weWxlZnQgMjAwMy0yMDE3IC0gaHR0cDovL3d3dy52aWRlb2xhbi5vcmcv\n",
       "eDI2NC5odG1sIC0gb3B0aW9uczogY2FiYWM9MSByZWY9MyBkZWJsb2NrPTE6MDowIGFuYWx5c2U9\n",
       "MHgzOjB4MTEzIG1lPWhleCBzdWJtZT03IHBzeT0xIHBzeV9yZD0xLjAwOjAuMDAgbWl4ZWRfcmVm\n",
       "PTEgbWVfcmFuZ2U9MTYgY2hyb21hX21lPTEgdHJlbGxpcz0xIDh4OGRjdD0xIGNxbT0wIGRlYWR6\n",
       "b25lPTIxLDExIGZhc3RfcHNraXA9MSBjaHJvbWFfcXBfb2Zmc2V0PS0yIHRocmVhZHM9NiBsb29r\n",
       "YWhlYWRfdGhyZWFkcz0xIHNsaWNlZF90aHJlYWRzPTAgbnI9MCBkZWNpbWF0ZT0xIGludGVybGFj\n",
       "ZWQ9MCBibHVyYXlfY29tcGF0PTAgY29uc3RyYWluZWRfaW50cmE9MCBiZnJhbWVzPTMgYl9weXJh\n",
       "bWlkPTIgYl9hZGFwdD0xIGJfYmlhcz0wIGRpcmVjdD0xIHdlaWdodGI9MSBvcGVuX2dvcD0wIHdl\n",
       "aWdodHA9MiBrZXlpbnQ9MjUwIGtleWludF9taW49MjAgc2NlbmVjdXQ9NDAgaW50cmFfcmVmcmVz\n",
       "aD0wIHJjX2xvb2thaGVhZD00MCByYz1jcmYgbWJ0cmVlPTEgY3JmPTIzLjAgcWNvbXA9MC42MCBx\n",
       "cG1pbj0wIHFwbWF4PTY5IHFwc3RlcD00IGlwX3JhdGlvPTEuNDAgYXE9MToxLjAwAIAAAAXPZYiE\n",
       "AD///vdonwKbWkN6gOSVxSXbT4H/q2dwfL0P4QypiIBqnLITQrIc3rcE1Cy+J34MbDle7aQDI8ju\n",
       "4yN/cdJY+00EJKHh4SZeB8BticN7jy2jcyXGEHIs+x+XHAdUWBGdjSxvE4W3Db/AsVoLXUcUq5WI\n",
       "q3ZOre4LAnQRIrd3soAC6t5gjx1aS+GOaGdOfNgYXWlkn9dFkTkWG4dPwlBfmWGzVDvZqBKSGElU\n",
       "RhXQ4VeIOSlk0FqxCts+HUyNmX/j46rZiFTLExk4QOtpckPy0z0x3bb0fzW/NiR4XDXCzTKeaAh7\n",
       "hGtfdNKBxQP6eijMTLuk8vUwoN80Ln/96q+AIDV11HgOExjEu7I/8tS/5C3HZc7fGBzZu6BuHqiF\n",
       "pzEJcRcRX2dPbS3QfugOB8YWwPLc9b+EzKrxfygaXFornWd2zclq4X5yi17jVPQ/S23lE7QsvLtW\n",
       "Sqv/v29tLXYuZrbIYJaj5ZrdIh9tRfMDMCBIkjMfsRfbyI9RUnMyIJ4eAVFaA4rYzsq6K9H1NMSR\n",
       "qnF0Ssr8eNKqR0RbyqJnKapxjUtb6FXRR0K7+FphiTYqwm2C1cwZ4LB1vFfc1ZDKW2TKekoif0yu\n",
       "gKuVCdLXwxlDYROewZGdRA4npjKkVfoJ3JzWa0gaYVAB6EkrPu1QOIxAA/hcuLlyAyY+Kcprly6i\n",
       "u86FauTo9pVZdgDHXcypkHzMwG/psQ28HFC3nbmDI7HG9SmbVLGFAEC2lOARWgSAwbKg3GTOXZMd\n",
       "g161yDQ3+HCv1Izx6vkUrYEa6II/9bLJDlU9+P9ifsF/zsXgDtNHtl5cIFnvR+LwNCqO2Dni8X8b\n",
       "EvXqOv/JQuXRjLddiBETArhfOH62eKcuR5QzMsJ7WA2ET+3rmlc+6LWMZXNhItta32AurA+e4bDZ\n",
       "AN1/xng8TiEXj8DZy4JjTYZmawAS3oYF5zMwOoDGKWj3NuVw3RDeIb9k8r3SooLndN6xSeJvJJ+H\n",
       "Ek01dHX8lgR3HlXT8XgsdjY4q9M0oQaxKxTNkmx4QS9pZsd7fX7NizCV0LtvO+K4w2Ur4cZ8bdi7\n",
       "VLkrqYbqmCsJpVQsWgm3P1l/XP6PItMGrVwYGNZRTuVrD+AlXwur4ViFULPZSW0/1GqmqY6LLIAA\n",
       "Av8JA3eMfEpLK7UhL3+nkoC/0SL8I2bzWEhV/b3TDEEPl2m4HVuJ5M1vyUejH5brfnPtIjGgGWk8\n",
       "zIiDXSHhk7nt/8gmS//X+KJgGQFjjynk2z96Y2MhSPYOGSpCM9ZQfoLPT27aStiT/UswjYgU5oI3\n",
       "XxB08rC/9ipf1w3tjtmaz+GFh1ETw55Y6IG5WIOr1FOHqvaMmG89sP9tmytjVWkS0rapB/g+n4E8\n",
       "wY/LgCzINsbkMtPFWuwcViyJ3YuRP+3wIDNz8HeFRNgKOb7YRdqwO98cugiciCJ9Wvfu+cKBFW3S\n",
       "OuhUeu+XKikEwPhIghHATM3id+YCju5lrQ5LruqcYhNlkTiREE8PEBbeXoCVzI9HPXdGQgCBYn2Z\n",
       "fr+RONxvOOyuK//gqUsv0yWO88WCg12Gs74CxdzYcGIIiVJteK0gDAgxuK4t9U0Q+8JNSbYN4pxN\n",
       "vnHfkuePnvedF8M3CHFIoKv5r0r2lGcmuJuGFrbVGKQFYY2uTAuLLo70bOB1WC08ZcAYl7IfJaG+\n",
       "lUHccuFd8FeRMH98vHvmVS9FkxOkLwpVQBmdILArmCAbqB0XVUWPJJHDqAG/+u1DbneDO+QD8yYm\n",
       "on2F1YUsDPZ3QL1fiLpQhqluT3cAi8q/5Xu8ADCfY8jyav1QqAhmO+K8uvKn+yZH1H+YVTyKX+G3\n",
       "Qe/j+82w06a0Eijx1OMalPenIV7K624sSVjxlZ+fEG2JjXyOMGshy61tjtl/9ByZkuyJhV1MqkrF\n",
       "m8hD8pz8uZOLwY/H/r/O3PnWXfx+WW1l7WarlZ8fG/QtKKvFy5Sc/ItDWLydIPEZJ0PY2MDokjjw\n",
       "xYEAAAI3QZokbEO//qmmo4uwMn4aVyECNxQBUU4TptjhQCbsKB4NfBdvqP9noNnxLwPmbnovkpUt\n",
       "X2NdJjL5aWMP0s6IWi8DvyCvKZpW0O91sx6hp8RSCM0MjURXdDDEbgUOb06lYk6fmPB0h6jhrvzY\n",
       "4JKJB8B/7p6FKiVYHMA9gEwC+ubU+Ir6FmE2rQXD4T+ZidS1aMJr2i++nrnZO06ZKeKLAzJWPASI\n",
       "X5IHPwyOqqzQK4wtYWvVS/aa6TGO57AAiKIdXWEpMTuFpkoxGzZjsh9n8WmlC839A/38GECqLeaJ\n",
       "Jez/GYqJCCgiNI9af0ic3kptpApRxJhSZBW7WZN153WFgVoOKVJdnAfDolEloWhuGunAzOEe/VZN\n",
       "w7d3zr8Jv5N9Llo5m/SVHDzMJdTSwEU01u/na0aang7WfH4mGcwYpEQeewqXEEpqC0QaqOt1JT7I\n",
       "Qo7C6DeMik5BCesYvHT/V3jkFNxyPtG82E16uo+KvglxMQ+fyaMaeeDeVhyzSAZlHAU86uIu/PgD\n",
       "IdEzhwxDmsffsWEROQEIgS1y7fG0GQwkcmytb4iWt/oMGIHx0u3+uBtP+3mA2tPdG2x3TM0Bv5c0\n",
       "RE7jek3W0A81SQfueNss1crHxq20YDBdNDN1ZLUYNFXVLB1y/dNxeblot1eDcP40G0NPUgTI476b\n",
       "AW8sCi5ZfeTBdc3e28TP/NKt4xiX5QWJ8MILsPy++jlg3vULod2TRRQ9/yRZd0t+2Ymd7Rv39gxi\n",
       "wPggAAABnEGeQniGfwpZe4mng6P2wHS5yWdsW3LF5uIpniaQUsSD4gnhyTACu9KP7PK3cyDnmKLF\n",
       "jqr9bGvZCVX+ANpmUxCfswgRXLvAfweVbc/CoHKLEQ8J7jLWovWlL+lJHN8h+T3EXXd0OUDVuIqw\n",
       "Fr7R3Q/MSU06qAsHhh6Mn2XhtVNYf3thvMXqGBJl6PH/Y1AJKVRLJkUa8JPBbuxlBXS3+TUO8V/K\n",
       "GGD9s9bRJGAkr4YFI2oYJtafYWds1UTM+U4Jzuy8PBj75QcdNb/EgNcKLaTlA2Tb5pB9ja08tIQQ\n",
       "XHMQIshdHFsRfXVzthbnPd0RuPAEzyWPCQHdgcxdKZJiypOqH6HxAZakNAL6Xlvh6erAw09hFwI3\n",
       "FPowHiYkvx4n1sc5Fx83G3hn1jqiPSTEORyFOC5sc9HxAPo7jBdDQrUgNj55HG9UK3ik9Yd2HDc/\n",
       "AMk7dNkjICoKFbz4+FDGZNPkeUNPJWUVOGOnLRImTLocIPVcrkgC7LqBhtuolWVqVAGB5oLYPcK6\n",
       "sLafqOTXFll+ibXEX6M/rIGOsoEAAAEzAZ5hdEK/DxY/mlFgvt3A0wpVopvS08BWzl0ANOREMXyV\n",
       "ZK3LFEqB4avo/Rnca4SfJUQvRwCCN9l4kbCF3Volrf7YOdhQPOE1UFZ8hfP7SbJugstAceUJMILk\n",
       "rRPKyj4bUva5qoxHdMuaQqLl83C6uI0oedexZIm3UnVT1SWlO1N2k019zZ+JN4tn4/XNevdzgfBW\n",
       "w0VUR/gr+ggqcuHmurInlnC06QrmKL9CBtLyPcqyBBgbVsGkdb8vLGwA0s6YdiCEz2nkEFBBiklV\n",
       "qIG6MKGzPtxEdaj6aBb8HwTZhCR6QwMCkYz2wauLmKitQ97M3TfuasNYJxUZaulMT4v/MP8y9YnP\n",
       "Us1fRmSu4HXx7eQVYhu678FP8vlDVxQ48pUaTAp6sAczLHoBfYveYr0vFCv6aAAAAR4BnmNqQr8L\n",
       "9VwkzSQ026ZqiVzKy6zaIxWsgrK9YRoAIajLgmPS24OubnJwYhp6ahBGImTwQeHOM3Tm2WGdzBd5\n",
       "dOKay2AMBh9AIiZEGSKKXeYhmkjveOgvBFikI9sD6pAZqTOQh8sDerW8QoIBMCz9+zUAb0FTLgsi\n",
       "7FDqeB46fKH2qoSCpHjPwNG/wx+SoZiNbc8023D4jW/tHRsnzxwzMwvWiTrghCh9ZpuhxLTwfWW3\n",
       "qU/pL0NWb2lrnDN3URf/9T16/1lDEPmZUWGyt5VwyBtuNE/kRUcpFdE6bSLzQLbD61FCSC6tC+el\n",
       "CUm14TuoXX2ZrGOHQxNWf888OFo1/rmUyKCe7SOpVzJQnCUrUMVrVrsaUJT0O8d/A0qBAAABfUGa\n",
       "aEmoQWiZTAh3//6pnGCgSD90p/1rIAFh7pL7LRl2EWGBoIWrQznrUejUoJJ5L9FdG54k7M4xUq7x\n",
       "C/FxJTWM2MOKZVQeJcjtUa+YlsCR+L3hPcNaZTLxDzy23vAWe2X9Vp55de+RP6SD5zsaSAHUnYJD\n",
       "qByzyTBs+f5Q+cvlYAoZl0dxF3zWPRB+I66TMK2zJTsHz1K6FFx2fIaH8gdwghcQi0OAXcNrveuO\n",
       "O2o7dbHXh4xK1+FcxYJ6xUvg76RB0H4jZQqmvW879CBqR350lkpFYRjt/6D7+u/92gGtFbaXNr3I\n",
       "xJb1e9DRS+OBCMVpm6+lbFT9GKACDMj+WWviTbYxx9Fb4YO5MgIFpkKKTutJRbpJO5QEf20kzQ1y\n",
       "V5fp9P91/Qxmlvch5bUeczJ8QIJNXLevINFjWZXxfSmQZfgk40vul0fayEnbN/9EShMvE++LZL1c\n",
       "4HcmmsmySjG5QHbbxFnAJ39p3l4n2rOYKJKNupDxzJp5LXTugQAAAVJBnoZFESwz/wfUp/POCMvO\n",
       "IfG9YKi90alrp17YHbk1634JzVCABxaXAoTj5WWDiyPeWj4QkV8lwDEA/nJ96Fcjz1j6j+GStmDr\n",
       "RekcREhrEWlNcEj9xgON4BIOQgxq7NNE+2FkpX/5UOHLhoTpfkoVRlkY9rF/Erwiq+TA2myngnrp\n",
       "iijfxodbAVZmb9XO4M2dhxlsqwaWbJEPRvqq6o7623P0/KJv3NJNczdvMQNA16nTyJQ5ATqRe/E6\n",
       "Cx7njnRG6ZaGQKh0jaLMW6j8LGlkoStc+hvCgbG8KyOOO3QHfwi3sA1dscQeeoZnkSCmSYQIlOch\n",
       "WZMByKxehLppz+hIMosu7vDvt8/PLStoYhfWYZ6I6rmoDD8m8G1OGlxMPkW6ctmATOWCYxWanh6F\n",
       "Hm0COA1HTCl6LCpDvFUJnNSdlo2jUuXP+2CRbFHVg6evOpY3oQAAAJMBnqV0Qr8L4mNnqYvWKGEn\n",
       "ar/+3ZJCZJCTZNo+a07ABGqV+fMW034v6fWDHW9LsecO6nCayOINegMn0HDH2+qUDg7Vs2HASvwi\n",
       "s/rAru5BNfLkCKiRK62yCzOYzWh//Dzu6TITDwJWgpS4CFI9YxYTQZl1yrO3TT7P88YizQJKvV3X\n",
       "BiuhP6RkpGjC3DDSk6gUSZEAAADvAZ6nakK/AfmwTiMNgSXFqQIjTABRynL59vy+nVEAJa8OV3LA\n",
       "Vgqwm3ZXHbZw7FcGzfImmZTeof3UR0KJ2gYcgFVq812i39dFDvI/aYSjM+xv4HQZZVMtnNhxLXRL\n",
       "lfF2aVp2EbrUw5evDsr4vp2n3sznJohtQwlszSjPBNZ3M7gbhi7/LX7871LEgzA2GWwUqbeTLe7D\n",
       "aExAHGf8ADkL4bzTTdBX3J8XWQ4zV5MOsmHiWAy/iFRjcriwMAHltut0NSyRB4V/sgmWiuK1SROZ\n",
       "ls07jr/2uRKShy2K7NhF4Myo5o4bLHfVaV0WCZjFaoAAAADgQZqqSahBbJlMFEw7//6plgDLEare\n",
       "fTO6gGMEAA6bdU7ptfyAEQei4KdaSWb7F/u63Kf/dll0AnzmwjZaRv43ugyYgwZQ9KC0XLqXkW0t\n",
       "WijUCDhnISBLqhYBx8Wdxgb+4mTxv6U1HD9Z8LIGZfC0Qg+/xJ9jXSbiWI+8mnmOwtnHKcqiJGj0\n",
       "GDD3KIue3Ydf8fupSU++bd5nwLJFI9XHVJDsgEU6x9SBpNt1erpMVJxLuIhAivbL/KI0cEEcZZ/r\n",
       "wh3MqfUpcC8XTXBwbI7IE5AZpCJKKj90UmxDtoGjCmwAAABvAZ7JakK/AVHkzcBB8smNoVhmzvsl\n",
       "qWRlUo/fMWx6kAUcuBvFdI/1mr8Th7PUfKJ6IsGhEvDlOEJxMvV55AA1o09ym9z/97NMz5txKw0K\n",
       "kPYiE9TVjQCozmGUYRCHVVV1XBMcFL0/NVIFv4+rfTI5AAABkUGazEnhClJlMFLDv/6plgDR0u7v\n",
       "jXq2527b5rwA4yEMv1ayY9LeYKb5I8VpNfdaFccT95DVCd/+LyVydyFkvWZSNskm3pLl+yEf/kSy\n",
       "jM/V0E2xewzhUzNoOj4Umh4CxJotadT50Q5bkXPiNIfazCXOmgvp/BD05/Fbpk0O40TCc9JQzY/+\n",
       "aB+c/zSe2nkvWeqfshePLDdLIszqxCF953uKmJyPAlmgD3B/Tid6jg90nPWOzmIJFSgIxjBCehig\n",
       "zQjIIYpOZjd9JziH+u/mcEiPRTjY+R2ECwLkVhLwLM5Gn14OcvXwO3Kkk0fRqAybhDA+PIKm6pmq\n",
       "f4Vl8NL+n3yOboeHDD3UTPFNwiR8alCdyyauVL4oCjk5lbVWLVdi0CuTyJ2PQJHNhNLAWp88UvLH\n",
       "5xaVbMukJ3wAf/NSrRdmrT6OpUOZMFKZVxf5tfIhZW4ON5Bdxf3itZAziWbupqVw7vZwSzgPxlwL\n",
       "xHfSfx4fViea1GMBP+s+tM5lVy4kS8gvAW0QSCZqfd8z68turvWwAAAA5AGe62pCvwAgSm618RF8\n",
       "0ZCgwAjdYZHa2DY0YVH7q9vheIfbznQpnzv9C32Sp+GArq8EfFeI+h9DAP7NO6PraXvDTZpdYK0u\n",
       "6ohOZVwAEYl56JIiKG0iDmiFik63Y4kHkmvtPke0ul2DTKNjeprQkX/tUC4sOP8hiyXOKCTx1gX4\n",
       "uD8qAWjDxQUAf2boQganlA6kTCZL3ayQf9ifR/7FaEug2wcGJ+cMybAa53tGXafQ/QPT1i4yWApy\n",
       "d7oLBY5uhpgr8zN+vKEqT0Fh+iQEgQTIx+rzCAYm9qEp9xoHLkLIUEbx3gAAASNBmu5J4Q6JlMFE\n",
       "w//+qZYAFJvlvkA3M2nzGABo0Y3htrd0WWIygUpjjTXx3KlCOAj5AnqmfA19ohPFvS3qcWIwsFlx\n",
       "nd0Ut6DTO+33KxJxGipQnnKU14DANA2kyXYZgKcBWMtzObFu1DjVfVII0lfAX7URIvqNTcruB6Hw\n",
       "rmEg4bd+sPdIAqee9zgCMdH6bgTYiHZNdPlT8PYmQRThpxEHh/G/rvxcqf6mnAGZZY+39SZo4uYo\n",
       "uPTR1alJ8E96urTiZHo8BqdpOoV7MmHQuOfisQtzX1OWCBZX9iFXaUKi6+jQUCzeP7APSX1vplmE\n",
       "FVe8AtHSi9ouy00QtDCUN8PLK2wggYdOGGpsRQcn9LnZdP7SqqT3U+zAws1HH7OChyuvu4MAAAD6\n",
       "AZ8NakK/AEGgPQCDz5FoY6FBGoC2+ZbyrWINiwgtCEOXn8K6frbXGMKCTXR6tuCv8w2LTToYftOl\n",
       "6fNz5HvbPaA2gvF1arMC7Nc+S2V0kANcwYAKPJ/TAA/9NfYMmL6hhuJl6xeAzdsA5M18GnHV9V7F\n",
       "lyRHoDq+LuTUU7COz3Z2IEMK9pJKwTmtSmg6dGwNc5Z5J7Y6bSBRVcidEy1veaWA/zbh6d5Ldner\n",
       "4yYjw9T8im1c3tluoGF1/eXcifi8CCZEozbkd7yIT1aLoM56aeFApN1E2Fv/qn84y2LEeKayNPnJ\n",
       "blIr+ht6FddpJCqlL7IFH0ASDEOUQQAAAMxBmxJJ4Q8mUwId//6plgAVQ6tC+P2gBKkBrr8BgmDe\n",
       "ZQcR3Zy2V+uEMO7c5EQCAbREv5wKAnHl/u0Ij+QTT46+O6GjCxamez98ih1k50dokSuROJosT0/A\n",
       "rKZsychd93Pbs04WL/lSZ43/hPwGLQFfSdahtBpz639tqFgIy2X/nFqK9rhvcOVV5OgjAozFp6QN\n",
       "v7sCjeVky7TptC5EcY/K2vU9ZJ+OSWWX6gGyVIf2Z31P+JNuI9FAMU+4hDW2mjHLVMiL+d2EwByY\n",
       "3YEAAAEpQZ8wRRE8M/8AElPW16HAFPjChgn4u9n5KsbPlzpjmy6F5l4imAskHe/DP/owDSSV6sMX\n",
       "WTeTwaUhwEu5/xnJhLH5RczJZ+RFbc5dWk0IqDUX8QrYHDKzdBf5dALOp9e3IkpWWy4ST/i1IVk/\n",
       "u3kiZ388cIhg7CPEerh4Qo2iMWa0sf2xB1UC7YeCfEinT6xXQRH/EurTQ7lZFk885oLiBzsGp7qZ\n",
       "T2UcbVNQYfwEvA0DewQQanpbgNY6Rw5kMuXLoxiY+glbsX64z9q87CHVQi7f3Jzi7cE1/dQSQHHF\n",
       "ILBlcoXp2M+lUfaPwStGE3eFD0LtlmEjaW2yr8psiRuLvtIZByIJBsFcIsxyxsS5JzhGCGPWHBe3\n",
       "Y2/Yewgklvw00xWcruvPfwAGAAAAmwGfT3RCvwBBfFFowfOYX8gIAIfnO/yj6ztsB/MuPLwu0qsT\n",
       "Z9BKmsnlJ/47ICqi1euccwPsqpcEbv6C3+3zXRXhG7pIgAC//wiJ3IZ938S+cqStioEe4D2pC1jV\n",
       "K9brVseQePud6j7Zp+jqFsFUfXplm6uvgfGVNm8FfI3dd14JhuB8MXpMRjx31Qw5fL/xEYtLO7ZB\n",
       "yMqqtGosAAABFAGfUWpCvwBBZIaAAinkwfaFk4L7twAki155+02+i3CR7Ifp2V0HO/NjwHZImPam\n",
       "ENvmWAyG6U2oiEn5Ue1q23lvN/4mBfG5OFdCh8pZI4/Dbfp3Z5/3lf+rnjgRMG5BR5MZxNPGL+Xf\n",
       "7l5OE62DBSMAhC2f8P74CLrHUSBWw4J3Ya4m34cUvkB4qXbDF1wN8htJTJFBfwyhFeaSKsb8Rsjp\n",
       "4YaQFTgWNMc1It4ZGdEmv12VRJMNV/W1EML33BlMCX5oPooCzykupxtjqa3PmgMBVIJGMlzGg+0M\n",
       "m4zQFx0uWWJbWolnInZHKUahaEzjzpSdRQffjSZNpEIv4/5rNtTuG3aL+Ff7qjC3CHGeYJfIbLcR\n",
       "LQAAAPtBm1RJqEFomUwU8P/+qZYAVTeZnLplrqE/aAAkpeqmH4Qyt0AhC4r1ORJ09osUaqwjxeE1\n",
       "FiEjMun6qktuRxFFtpBES3hJnSBkFPLvNrB2KtYn0LItaHkrzfPE0Ssl7G5sq3LZfo/X6PEm8etc\n",
       "7v889eaIbL4acSOREczzP0/U0t6OxutWYk6TtpcYBvrMYZUK+931+p6gQErpViBndzCYOZzp55eh\n",
       "56VTkoVa6pKkmrY/uyrKIwnSG5+er8GYaS9N0/c/eZPdLiB1aZQSbl6lOlrQyOyorwhI+sC6LKCJ\n",
       "qGBbMfpCEeeFMVceZDIEv0fYSXsqGMRGMSsHugAAAKkBn3NqQr8AhMiRsAPbSntAkAGo/KaE/Yfu\n",
       "PlfVU7P0RoIuN9vrJhQ3Ki963U3oHLL93J2fJH7nfdvzx84CxIi+eqhGrBJEUBmj4oKtpVg+ZXwY\n",
       "oPn+yr4zLyYcy/IrFIWeNR8OijRef9/4Zw5ojlcjqe3zuukUXVgz+wuoUMAlfyBMDUxtX3GGh7Tg\n",
       "QH1XAwhYM1WbOigI6V998AQRJs45p0KrrfArTLpfAAAAnkGbeEnhClJlMCH//qmWAFU+FbXitks3\n",
       "557j0yAAx35da7InYZX7OW133lL3LS9J9lxek1oLlkLD0PcNX9BwHl5uSVqeRzeVr1/GnPCkXLnS\n",
       "sbqiIcMsDpEEO5D3xCKwDktzjN/aOKzOeWhSzIQWhG4WJphU6a4PtHYI0flR0ssu+l/OO4UvDUj6\n",
       "8f8vDJf9uoI49cYdNLNfVUSnvaRXAAAAWEGflkU0TDP/AElip/eRKAeT+1NX+854xKgiottABw8c\n",
       "jSRPAszg/K8BnAXb4StKijY5pJIgrtASgeIRBLFOGd1mTqLjZBcHimb7cFtyvaNNqmuYPyXQqsAA\n",
       "AACBAZ+1dEK/AITCBdjr31m6iBKI4gAmNzP6LtoXXVoP1yAIO7XT8GEnwvF0xUmseJXOs9kky4II\n",
       "3Z122EsOxRGhZMH0U5qB36USuVlfSz8aMmyzwWHKmPxoK4dJ2nSr7vdlBMnVH9+afTzhrjwumP10\n",
       "8I3KmkDs/pm8jLXGfEL/VHyhAAAARwGft2pCvwBHdfxH5w8RT1eDNOk3gAWrYVNmkP02BBvplV4Y\n",
       "i2mzcFr57p3nwrtxft4Lm2s1CW5Wxkx412oqKD/rph+WaMHBAAAAR0GbvEmoQWiZTAh3//6plgAW\n",
       "b5SGjucP168VOrEhTOUPZ8FkGUAFyhSWV5Y5UwWk2WMS7Pe6CQJUo9nguRwbtKmwiwECVDqmAAAA\n",
       "yUGf2kURLDP/ACa67uuBF0BYjkFVhgOMAAEZHCdwc9Wt3HGVOLnIRxZsxlAtyLpd2w55C9VvqiZ+\n",
       "F3/VQ20VJizYYo6IXRYxl4KCxuYdobBho8aj6VT+rDUtapHIK83XB6VRWRpzwEUlpEO5rF9zPJly\n",
       "8JSNA9IBRF11zirc486auoajGn1EbuNDsKU4sSEvVfvIies5nJpapdgDfPFGhjVTwaYu+/6sf7zO\n",
       "uPGxYOGlI2vGGed5KvuNSMbQUAeI8xIbcDdIW7+a9wAAANIBn/l0Qr8AR10KDFC4cgBrj4JBuYkk\n",
       "GnYmCA8uSjn2n5L1wN4kApv2fUNYCPM+AvNAfMx2ZCKi6aowMZEYSiypD5HTdFtOk8VbsW8MNCGQ\n",
       "Omjt67sS7xFdAHmSA80+QvfjKcQVtDHZZFbc3JPO1mEGtKF63cRT9a/LFgoxokgbVSqq4Q6DGbGc\n",
       "7h9LZ619K+DN0quYNaxE0QRF0AjBUpl9sLd9tGp1SUdqiF+LezNtesgdjF3+o/S7QlI8hBdwnko3\n",
       "bvjFO24/v6f78mTKJH/rKAcAAABIAZ/7akK/AEd1/mcL1MALGjgol22MU2+BXYRSNYfs0PG4WoXh\n",
       "BOxwoFOTH3oT6+qFn5DYYVhK0MDqaSObetLHpxJSDfZNBPPdAAAAV0Gb/kmoQWyZTBRMP//+qZYA\n",
       "ApNhmHe5N0AAObgLs9rmqDLkG+RCusjshBfXnfqQ8Cf4ouS2YhKiVwBO+OXjkuZCIJY1gjUfvEDg\n",
       "Zs91LvH1lzI/F8V+QQAAABMBnh1qQr8AR4MzSnFD9mF8umVAAAAAKkGaAknhClJlMCH//qmWAAKX\n",
       "8K2vFeVGCpJdu94AbfOwx4KlVoIL+eEOqAAAARNBniBFNEwz/wAmuQXVBpxIAaHGEd3VmPubsKBG\n",
       "OCia1BFHU1EL//oDAVqF4baVBBd4RNu34h+cgXsNhU+C/o1ZtNuhhtZY6Ici6oI9D2vbvAwH2Ayk\n",
       "4d5fCHJbUatoBPcd1T7Z5Ruxm+Q5D8kfFTNVJuVGIocNBxCplfjQeA/OelvYufKHyQ7E5MHeLJQZ\n",
       "kRUv9JN6N7TY+sgW8+Py9K88l2RBx8ZBJr0GxcsOYLHLmFffX8iMJlL/pDxHyXXL4eK12do9GRWR\n",
       "C6hG3ap+/XHyonRxYM0SrcYRrnDhFj00XWsrRWjoCARXZ5tzuLZPz9YE3oNUrFuF9FB5/Y29aoMB\n",
       "C/KEsQitsF5sl50SLP1Tf+59uQAAAIgBnl90Qr8AR10PHd18yKYVL6QA3AAnbys3D57ECoNuD3hq\n",
       "L8mzd89Z2AYigqigkFq5fnm01QGNa4sERWrMjbaThyrwJMLbYzwWBNZTKcn6Ffxx1ifCux7oVvF2\n",
       "i9mBaJV35WX2vJK/KJbduGHNnQeVnz5NSS7i7RyU/S75fJ96cvgftHfg7qBQAAAAlAGeQWpCvwBH\n",
       "dgAc0XV+6F5HnEAU9Wck0w9ChOphp3fc0Mw2ZJTqaRnsxRuR8MLzihbdy7DYT/cBpaDaaZ3/iuHW\n",
       "QtPMTAEu38gCF3DfsBW1NprHWgZZeRLPCD3Y6G4FCtkH8r8N70qQSVVwhjo+3ymk7OktMaTC4jxr\n",
       "EoZbEfO5jphyl/M0NpNrfs1MHnTSXHF726UAAAAoQZpGSahBaJlMCH///qmWAAKB2JSgBdIpTBum\n",
       "lYo8WlQ6rT8X8rI3gAAAABZBnmRFESwz/wAmuu8YLcmX3bpAarOZAAAAIgGeg3RCvwBHXQ0bUpmb\n",
       "JHgCgFUirQOZ2mx/vzqps3cx3isAAAARAZ6FakK/AEd1/mLjau31Fs0AAAAXQZqKSahBbJlMCHf/\n",
       "/qmWAAKF8A4pBi0AAAA+QZ6oRRUsM/8AJrrvGCu7L8V/xtbsAEau4E0pS9wMh4LSJudUmmX/x4Wb\n",
       "Gjz3cDN8SVoeFtIZOt3qyXh6GIQAAAAUAZ7HdEK/AEddDWKlS672tS4+whAAAAASAZ7JakK/AEd1\n",
       "/htxqcnTDQQhAAABTEGazkmoQWyZTAh3//6plgAALNwt8HQYToAQgieEy7xWIl+Sozg7NGLmYYpI\n",
       "8PworbwCf2MjWb+0uSeFHx/qal2Yj+FebDYJmuey4XNTWjkSWrcoeIcML2tYAoNzE/js2s80fvpN\n",
       "l3Vu+EEuRxiSVB7fy8KvmTV2EjdhHcT8uceejV706XcT2KUJZGkzBSlZvngUxdrkWX5DeJWtk99r\n",
       "nrSeP0jWaZc5TupAs2yetm4SGrLbe1KJVPNl7B+tI5Z5sEhT09GrSjzdUy6BR7ZfGap1Dfhaq7s8\n",
       "DAyqiKqwOZfvo993iz99DjNEsy27gCHaGcm+J+8IkxuJz9H7r1DLDeJqWf49wgTf7cdwx9aaqGSZ\n",
       "qVXut7mrjxbFpAcp++wFKYHtX2YznITZy706SjszOg79Rmg9FwTE9GH/6w2iuhQlNNlYxMNh9ZWP\n",
       "Nz1AAAAAWUGe7EUVLDP/ACa67xO3kwRRicoyeTfma54oQAWi1px4TtOd5XIGadewWQM41lfNnBt7\n",
       "+9q2aZiZT+dblYIVwQV3FgkjN6T5HTnDtbllepFpqVNQ4NoD4vLAAAAAFQGfC3RCvwBHXQ0bUp2N\n",
       "425VWQh61QAAAHsBnw1qQr8AR3X+G3GriMXH7g6AHPidVkWN7bdBuIxFHhUkL4lKpjajrLBuxDpP\n",
       "YKXyCHFPiIuN3ca7cJDmYGhJdEWY+0c2yF3g7EoeSHEJmnvFsakwN1oAzKDBtdd+jZBAwawFAyMV\n",
       "b5Quy/CGS6dU0Oppn+/aqb+LPlkAAAI+QZsQSahBbJlMFEw7//6plgC3Zz/8HEaGdCOC2omtxb8d\n",
       "8662NXQ9iRlXNxABwdTKxA9zECftOH4nvSYe89ZhVPvzNG+anNJ7JzBFAFAl1N75EekOl37Z3Iks\n",
       "SMBaz8dxprx3xEpLCnSSD22yiP8YzKztezLEHcqlsXf49MbTFS5QoYyRemlWAHf2aebccpw4bCMt\n",
       "RH5YAot0c7mFE5Xy55lDShy8oq9qwBBh1Csd2G2nBsa1YMC7skK7GlLsqVfU94Tf7pSexhg93SDf\n",
       "ckRoaTthV0PZniYUJCJii6KQUSqd+3wFTMx/LfOZgCP/8NVi9SCnauHv/+Bftuhus3JD2NaAVL4V\n",
       "BRU4SweUq60JVRi9ZsgRI2GPglU7lNSd0lNCad88nDR2BfD0N/d31Sd0uueMa3jwRqs718vIp3wc\n",
       "YhY+xjrhRt2g7mxsoBEaJxt1pJCdgoezzEHiakUzAQG9rCmrLbiULLFvHkj/EF+LSx/BcUYX9UM3\n",
       "cKsFRm1BwDVR1GsH5RCftS0mfSv27X3NEdPnlwJPUmpao0BfkJj9255CSdOIyfWV4KPPQBKRocF2\n",
       "xMOKs477D30QnJtJaa4BMPZLi8qB4BheiZQQGvUFlID3ROYXO166tnGgUOYKq9th03eF157Xk5Td\n",
       "W8sliL9+Qau0dQrOIVs/3lbXBPGkYSh6vK/4BvLFO2NZFyHxbumHesvVsc060KiAsDujYbvQ7zPf\n",
       "JlCBa/TjtyUUa2NfxkZDgmtR9LYfXgWS21edkQAAAGUBny9qQr8AR4MzM07izs3mULEY3JtDe+rB\n",
       "VmAXUIAQidu422peQszth8DbGgUOv7T0GKaX9+G4BDxbzBhjb6XUWP4utAV/rrNqWtLZz2USwNJs\n",
       "OWQ8Vj3btv77zdF31MoMGyiIwAAAAmVBmzRJ4QpSZTAh3/6plgC7+p+WXEDcr/MEMJgATTXeqlAi\n",
       "5ePbd+NS3dIxJWY0Q5UilEr9Od2dK9sUPy7GDpzi0F3fQkKQtbm9gcJIwX+MBc5FChR2Z+uBaEcI\n",
       "+RIwMewnXeUoSEbBZ9rVV+UGj30HLoxuM+eIk+ur4+sVFVE+qbngcflbx23T84ftSJtfXrrdcLGu\n",
       "bxxiHJno9FUeQLgRubQf30qZGF5cQq3+eJZhQyyFsjpGrQwT4wzoCZ0QGeqHSPsUJkXiIB9Cw3oa\n",
       "aQ0Ri+M3VIpOYnKsyruJkP/AdLaxOm7xWeTuifK8NqEUY7iupi7B4NrqKWRv+LJ8nW8oihKR1i8P\n",
       "SNEH+r9plCxtohTr5h6GorDgj7Idddi95Oyv3eLcP2BA1uNo524vRHqqQsWnDSCJhRMY2WQFxfa9\n",
       "8fMrz96OqztMRg/JYGM1NC8zsten0ZaaqVn/DcHSq3kZ0PN9WJl7ywkN3swiCW6xWDql9ux5BQyD\n",
       "DmAp6xoNvw9nmvAX3loH8bqa+NFla56nAMUoYtMptYq0DQ22r61cY1+Ue63hsWGnH0P5cg7biXkW\n",
       "ZlI7XZp2sX1TC56ZOQg6otTxdiFRyJ/lpoHRTBH3CSMmVuaGofgW8eo8Eo65Vza9Hd2VHSq3EBCE\n",
       "6JE3bZiVh3Du4sQc6Yp9DCKuR36Vi0oJnU1IWidXNIWHoLp7L4w/lvX/QVMhcgdYWrg3DHan7QUD\n",
       "SYC4HgTG1szommVxpzQ1xDZAg0eHd8MHUhmtOPWUXhhy3mO36v33b+Rs2qifvSyqUw520ehAOXgb\n",
       "nSOd4rtLjhbgAAABTkGfUkU0TDP/AJ8oeu9IObtrFGIGBIv8xOCVDHkBOdc+1KeAEqRbIUTl67t0\n",
       "R/mIsYyDIzZWWuBy1+pvQJT7h6178BM2py8+s1WlsxDHoJ7DPnONstPNAoKroizzD+6v39CV6hHa\n",
       "F/Cv4whurU2fV6WtLiyU5DzCGTl1BWPQcrwtxVF5Kp/wE9UUph5JJDLzy2aN1QWgwl7QtOP9B0FS\n",
       "jNMBMAEXWUR/4rB2oa6d/EaIXjlqAt3uZOXV9ay1Qek1aVQe+yE0mbsxt69POuPsye5E6Fe3qAYJ\n",
       "BV2LF8t51PAINbxIyTbcxgRXXpAAzMaX13tpjEUkuvoPuXnopRQVy67oexobxQRwEtEhMZtDDkLU\n",
       "HnJTZNC+VQwv+spLVr7T+TOlaLJbTIvSHtmDDQhXZZ+5277bmLbHTTH2SLSq5fOhUlgWKwckoC3c\n",
       "XybNo8EAAAFLAZ9xdEK/ASZ0PTky7jJHgBYJDOa7emVPNmBRFkbI8/KitlbKmHwh6KouzgXW/fl6\n",
       "8bFPCI1zP/wt/NlTS8Lsg89eJFCyJZv6SAOTiUiK9UgjPm3YHfUpFi+QnIZ00c0aIohTVl9i0BYB\n",
       "AxfJc0XRhWxUrSU67KqJ+xZmL7x80Xjtdo3WtdvgRwCT54WhBe11M/557Nd6e92KOCTd+V5MrrzS\n",
       "iGwVrm1d3KxiUltfJtDLAvDbktNHQsSLgdnf/TAEgGW27VdYJtYD0RNssfCG25QjhtM45S8mK5Zl\n",
       "Yg9FdxaifOJqWNT0JuvXZYO9kWRpTkeeGcTG5+olsRXtbiBaAhUjqKVmmu40C41omlYBYY8fFv7U\n",
       "43hALTsRaNhSup83aq+JS1eyAgEStYzdigLLVhtNkWxNuP9s2ma223PWMgvP8DPmaRx/gqzn2gAA\n",
       "AKoBn3NqQr8AR3X+YuNu7Mcp5+VWAK0/Zq1PbPjCZTpUdZCOb8r0b8e7WDILIkTMZ4quhUQKxbfF\n",
       "w++iEu/HDrOe6tYhqRVx8d8trY9cnGYXtXgm2otnGFMW88UPTFvTXJCDUgJ7hrVE75XkD4GYlUmo\n",
       "fkur2eHWt/SOXNNYjj0z0/BAuMYcC+rDPo/OBTsYMjZmuY/zgofhNtn3p+C6L3ofaUXxDFC4OUXi\n",
       "kAAAAsVBm3dJqEFomUwId//+qZYABQuFvrYmJOwAtkL4fE/uGCg8jaYx+LDTFjeoqx8sfUPmT2ZU\n",
       "goAWyKaRoJqZRIwOS6bPYlDBU8aX/FrURWvgIep85Mc/fRftI0wLM0wOVlE5aVzktSbJA3jbI2aE\n",
       "cKNobL7G5/hUyfWKR6zYOvo0GOKue7Mnrm1+V2fZoIUPbc+/EXJzBtmK9n78aTOHi4DoljaXcZz9\n",
       "tuMZOvcvEXSuV5/5q1/EOCcTumSy0ahEtOYlaJluGZHHmQUd//f+zm5h2X7SvlMxhHOzia5k5Af5\n",
       "LqIrvLNH9DlZZb7Xlvn9DiFp8WUEUbx4qBhTaMId1K7A2CT8QGglZ70JQytMidkiR5izzrl3SX0E\n",
       "mcrICR7p89voEXbDTmxY119QDM8CAYDyheS1H21DCt0x++FZICiwISdNxr9V11dkXOqJt3zMvLo7\n",
       "V7UTIgV/SspgO86u1lm4l3E9d2u2wtSnRKx5RYeNXckbW5+Ge8uJfznJ4esC/IR2SPK7JmOlyne4\n",
       "XZPwwrHJ45j5CxM5QLZuXMkevnq3yqAEZrDyPM+s3bqA/zPir1vzsU0iPzJcLSuiLGQ01gbcQZwt\n",
       "MSitBNZpKrBznIWx0nbbVjUg7hgpGeJdU5pcr//ArPnv3RkI4/Rk75UnCk/8dOuma6SCz58YKXrf\n",
       "u26r5ETwqUP045dpLjyuGX3c0slcyIWWXnxteRtdzQA7yezS+w8cvmA8bKexBQ8kCqaPR6KHhuLw\n",
       "HuZnbbtIVzLlDvqoZEPBAYRUBrcI1hxvs+2TglHFfScDtuL7NkwwVHaXcGnp5NKey1qLnkw43SoG\n",
       "uc/OVVO7aNaBcVSdl7/5QzQf9JVubEF/TBcSaSP/VEFE4Ln+kT/RUOxUOGbk6y519cN2qYpy9Ghx\n",
       "8CkpXFrxRNyL51G1yNTtvPKdZxxnuF+rWdVJYTVRAAABdEGflUURLC//ADTRGAK3NFFioQrIBCOf\n",
       "AuFoZcuhfdmhfmsUysTGSWkmuHcxP8AgnDAtTiPNu0lRyYfBOVJiujtmXjLHBEwPuH1Omd6STm5Z\n",
       "aQlkfKfehKIAn4UFxMldZhDbkwmACopuQKklA2NktDH36L1em8FzqPbgysPRvgISYHtiANZrD4M4\n",
       "BpWblt/kH+RizMHB7ywazJ8mt9ZAwzebmu0VWHoXLXnTJl0TMjCpWTkub4Mm3xqy3LPC9Donturu\n",
       "SArnhTRFTy6VW3QwXzd1QMwrJ0MLaQK9OiQmb6PPCu47t+CbEwlXBBfVZOyYrV852zDhCNzXzo69\n",
       "fTeXk17oG2t6qISY2or3gM/qR/uEGnR9C3cQp6hP/uUugjV2RFeP3yfnDOvN8UvECyvxRoRTtAup\n",
       "Q1uv05TwbM306dMM0gib53lDKFk53w0A6W0KlmCOriCAwUNgWLuT48unpYY4OloGJVe700S3QXY6\n",
       "Bwpp0/DF+gAAAUEBn7ZqQr8AR3X+9cbV0DhqpTSzmFfdB/LOAEHqUrwDwM48qPdL8duObk/MHX4j\n",
       "tsNnwEMVO6gahHnE1w9vqHD/SxHSfQjxXkH1fcHryP2buIYgjco6fkRSk0Zat4XOKYrD7j7k2qSo\n",
       "KW9pqbKVGLUGbPrG82zuYFHL8grMOSXeEKwSVmyt+d6SxZixVn63Z7TJIfrVNNW/aEWIkOwlnc3z\n",
       "26L172MWRuOA35z+sGkjNq1sfOup4S2TnOgtnInxvMcVjhdPv+EsnLEs2+4F6rQdVs861t2pbXG1\n",
       "NPU6Jt9VJvVX5QWahVqgYbZHWHSUJPtsX4lVFBDm+aTz0RkFc1hD7UlSMkUQ5V4WhjCGsuHWmq6Z\n",
       "AWHCslZcteXcsK0VTL5/XbXRL3e7j+Nr2FJ/Aq/lwrQKXDPYPxNUtF9AFSXY5+EAAAJnQZu6SahB\n",
       "bJlMCHf//qmWAApPGCQCEenGScz1/+ELUXpcJjLW6LE4CAyIdfnaeviwIu4MX+82EmoC64+rXgnx\n",
       "Wkp+laemDxMQyM2YpJ9zndyUdlQcwYpe34Ll2gPMbNb9417Vpf8CYFdaDTS0YH7IXCBuklvYzsQG\n",
       "IMIDWLDsOZY8do2j/kreziY77TToZTXaG3bryJ8IYcQuZ4NFWyIMhLKcVgpkTD54XNhIfA7r5kEr\n",
       "JajhRk2Dhu/Qfk4F8EINbDyuhVGvRHQosJeD2qGmzP6yVt4QeV/9bkHKcNdiHhVYxa7Ov9cfQARo\n",
       "Kq1MkTGV7BvM2ilhWKN2FgCSWV2aMO4yRXT6yOHrcwXHFSspB9Iw7mpOYB1laDROfE07P9wxL0FH\n",
       "Bsy0qWrV0Ab0QGUi7egQ/dKwoqeXEUnqMwS/gfMtMOXQAsJWZpcW3apXjnPGAZxQHqMJcZyWnGtc\n",
       "UCcqcmhXpgeHlt239YoW3j4HYPPyjmdyTbs2yVdwAb9jIVs9jjNR8dB7yeqkqDHi79Ndvqv+h86b\n",
       "rRRs0TQafvD1vSsfOCIYehZw+Gr83qSfgdIhrBm/Q2gEUtDNNMNY2l8TbX72nF2tiXXsAqi1VG5e\n",
       "n8WK5tuTefGGsrJ5OPwdExK92DyHqRrRlcFD3SiVSYx1SbQBkoPOhDU/mRBVE5SOk61TLkyz2GgK\n",
       "GSbTRJqfzRObgkrHGLsvUSK7JXDlAUY1r7Iz/UBOynjY3a40xlQYcOTcHCT2BolODPR8rvsvaVug\n",
       "l5e3J1aI97diTgFyW2bCkPk8am/ubVqs2nZEDOl6zu9hpyJ75GSvAAABRUGf2EUVLC//ADTRGCmu\n",
       "NJEVRgDb8ar6HOP9lDfsFq3uQlMPOSwsLhcMX0qAVDaPk7a5ahseteEgCS//GPrh/LZfjfxXPsMf\n",
       "er5Zgo5ycN1YD/rZ0zEQsYFbKaiCKUUfTE0Rt2Gtq7Nwzg2YPtFLIsgLonZmh3/ZKrtI9p75tJOU\n",
       "mvBGMNdMIxjPAwF0mJ9CLyc2Ms0s8vt98ZfdmGSVkNW7x3NOLuQn74xeQUgISSPOQJkPB6eQQnHl\n",
       "CSeY9KPYdWUx117rtiEaJFGZSZ6EHsq3RVP3WWCIKoIoYCAFb8n8A6c7DMqaMjpEWiHsmGF+iZXx\n",
       "OTUH/38CmxVka22IDZ/he5dljMBCEXKWbLYjfPgidK9T5LJjhI5hE+pOh5taWok56cE6OlQBeCnK\n",
       "/WvmquPJzjgZprlk0Mi27xjm/ELv95/qB1oAAAGSAZ/5akK/AEd2AC2KLcM/wiL7QgCmSX67BALw\n",
       "+IDoWcLLFMgfXDism/KXuSCybJbeR5MYuaAuew9h+ivqnWrEEL5xYDHw2FqF6YWFppPuodfsBG/U\n",
       "jFgIVVReD8umRZ4MpFfFjyTY9OGvDuLbRBnRvf73f45o8UtOPMSWGerPrWVTPxbQ62cot2ULGTS+\n",
       "i3sHhUL4D/CP0Az7J1wv/aXjNHy/vSa2XecPcd2qa9TyzEYJ5fa0ZdBeYPiYRZoVhxFzu07ahk8j\n",
       "IRuOibi6ANZSKGPymfZdKCWJAue0pOG5iYIR2IjDWu94U1pACBqdrKXh8bfPEtoQTQt/d6jw3Afn\n",
       "ZL1kUH06eSSX9+lQx9PU/hbDLH6zk02WywlCu3TcGdWrDCf2RCv+zBOP07sxfFlqyA03r7Ie2Gs/\n",
       "ATBjIUdTSMl9DyAfBoiK1cNDmvNU2Vzq5i8EKNyYK1weNp7Lnhoszv7ogUzrY7egJ+EzEqH8VV4J\n",
       "JZhQLndmmkOk7LPAjbEiJ+kXVjQomTO8zgBY+/CMNkaBAAABSUGb/EmoQWyZTBRMO//+qZYACk+M\n",
       "egBfpZcH6LFic2/Px13QIcN6rraPrboLMDQpXb8+2EmLdRnl8UYf74+/fHA0XgUXgg9s978KZMAZ\n",
       "GKYkRhapwIxqo2283QHoZkWx1QH2QjMWVrXBVki429xMsA7SUxWJRiFhtI+CPs6711s80v3UJ0PI\n",
       "GJ8gOZWGryvejuDTs09QEKYkgxYux0SWOooL5wDYHS8dLnr4Tr9Eo7GfWzA04GzrezulHhr5e6eK\n",
       "A38poNSY6V6ytALKEC6bUerIgZSLbBq9Bu8G1IMqPUkm+6mASPE4jE7WYQT6vmb5GHkP7wVWSM/D\n",
       "lKixEAQCoY5sIEX7Gq9KsdeO570NPOusoxNvV9/kg1/RFrmLZcWUtH6ma+XdyBawtcjOauF0CwjR\n",
       "F68zODV1bSb6EPc9NFoTJ5R7ZziIr8kMAAAA2AGeG2pCvwBHgzSHoFW96zkiokpEyV1eiugBLJcY\n",
       "UNjn6Sp80+CgAvooqaxpJyac7arrcv/Bqi+Pv78hy/2C7WB/oNrAaKFKc1ukAhB3xAOS78Riu3nV\n",
       "3LvlQck9fPAjyYkOLrncyfsecWaeXD+u5ZLtnTSqZPxjVg9cZCMSkQHtm2QRHypn4bNhGLMRqp4+\n",
       "QtoxhmKw5rI6uS5EeAfuI6ffYPYbzqmwEg0NWgtxDTWdKIfuZNbVDPNtmvtAAyHc/xxiiYbsbFy+\n",
       "oT8HBVZfz5rt6XPEobKHuwAAAbZBmh5J4QpSZTBSw7/+qZYAClCJE1IAP6OqmFYVw4L+Z37JvC60\n",
       "HPzak+FseaemeyeKd5oFFx6pdBcOBMNBEprcnlEmfYLZpxzdYp6a1/gF6acza+zZ3YTiXNeatQgE\n",
       "ZZy7q4SzxOQcAEIia1LykaquRhHo/lvrT0qAFbvXpjbjEhTCyal/8X1elaebIVIeyNattdZ7JQBN\n",
       "UQowLuoP9/909DkllXE9ouhjQslMHqVjHTlke0ENrCc0Xp8BZ24NMReDk6n57tnC03F7AohOqJPA\n",
       "lSEUx4Q62r4YbDAog/nwvRnFOkigDg/hDKZe+QeIrBo2CDjG73j/wnkE5aL38EoTnlWeMuKyBmxQ\n",
       "O+Id2aFMQF+gQKm4+mRNOybx0FXMFzv+bhcJdAexe5E7WLLKesdrUle5593hdzhVpd9/cQ51ZT2y\n",
       "yEPHlPVCdnYjGhf1FkLGFOfaUGy+vCkT0FpvSN21qXT6RyNHSEitfVpit0bCZ0X3dkLZGGFKHgAV\n",
       "5F0HEmns07M/trE9lZEmP/EIjDfWmKjTRN/hdQGykFKYOgnD1B3Wm6d1a/mCuKPUoXviDIqiZsoe\n",
       "+4EAAADtAZ49akK/AB/K9RVgl/PR8uU1RxoutfCb13ABD3qZvzQ8g6/Yl7V193FX+B0r2m1KtQjx\n",
       "On/oUqLHKneFwMjYwlX5zM5Ywm/2zGamgSisADolDqSjVDcFXF1mAEIkSkkj0AlBUI7FmcYizQjo\n",
       "7YPOi1/AHoPeoZaGdWPzjG6f/iw64jZNUnJjBN1K3spBFawnmT08FN+DQt3API8TA18T5WsZfNoA\n",
       "4rqvPw50/r0pUyLb2Es9PknDnZ/yZNeDK4O7Zl897VFYVZHYY55UmzSiGWVOv6H3fKBH6UEN4UNL\n",
       "uOe1gOnz0x7EKyLKH8fYAAABh0GaIEnhDomUwUTDv/6plgAUvhb4OZJ9wBEIUnT1/1fCndeFkWS+\n",
       "gTggQ7zx6Cs8k9z2ubMCnViA1w+ViPnG43D5wbNlBi/DPa3dyGutkvFcwXKlup8WKarTKvA5M6Ya\n",
       "XYah2zZRNDL9ojzf9NDAOVppcEYvS6jTqNnwaYbyLRcr3xQuywO9wJnAHGMrCiJC/UDfa2aeyNnH\n",
       "/5kAPYqAPB/mJ/063xa8LjibdGUmmvx4Hj+whosEXtgp6E1H5kQpPnLDGe95I15oqU7oQa6pgF//\n",
       "z/R77jHXirt80kKIkf/6xbxMRwPr3mvUXxjXdHcUnWlVo1040me4hT4xkr5AwZK/vOAf04opRVrg\n",
       "7IxNMBe1xAJZsqT7m5kYuJaMW/wzHiiCiUtwhvPmJFLgNt8x9HtnjhaPBhlhTd900XN5v7h+EqOG\n",
       "TlBudjFiAv4OVWV35SsylQ6WOmca/bBMHmYWoPmRsXSd21hm5hlkSsmN+e5h5e0SGTT4XHUSTxES\n",
       "jpnTppeTQRc4bkAAAACvAZ5fakK/ACC68ZqSzISAEYF2wq3zhpC1FpPhjsjm4pexNKfq69h78+jz\n",
       "BXp6rT8uP8is1mvvIWEGaPzHLsAL4GC9Tm5q3NsmgBkrriYjUV0tLQqCA8vPznrTcBQZXoAj2yBm\n",
       "LAfD8QN9IbV7pAOrvzqWJYGo30IdVJYj+M6Kah+BHpSocuS8/yAiwniqGhP0Ae53DCejkg7g+/3b\n",
       "suY2ygeFgU0k21ymaxjjRC8FxQAAAbBBmkJJ4Q8mUwU8O//+qZYAFKBDGZsWcAGXfCWEpNQ4WFLB\n",
       "gE0G2cAoOonpw8otFMSGIgKrUekvhOxa2TtajMtPUKkLcIS12QUmCIuR8J1KoXcfhkUbn2cbJ7Mv\n",
       "6Nr/fb1rodTQMCDdx6i8SuX72z3RCHcJIESoFUyGWpJni4QvfkPfKTCX/gr4mz55b/Ykvi7xNOz/\n",
       "nDE+amLc8PCHxikuctBuLfmxYBplyjTgXBiFoLkjVYdQ2Hkju7LpJeJR7mWRSxsQk7mwHaFq2XhQ\n",
       "R6cmG9ZIcl3SXB08U5LEjj+HVMJ/9G8Qucw0FD1pLcI7sg/5MTWCow2ixhc41UYvB345rlF3fZCe\n",
       "cSw6HhWX/4RY5OZllHdYLhXkg/YwEroEJ9gxcUCuXiFKiRrVhLcq1KcW8UGCDyRpLsNVJ7ikq5Qx\n",
       "mupleb8yWl9yxc8PeuC+1sWnRBuPVnCgiNXu7fxwq1BO6QpoxtsyUkPp+M4Qh46MOadtxOEfMmMx\n",
       "tYzZGKgF+V73LIfcxAJr6BAajHP6TG/UI/o06CiyLf4ljp35K3KycxxrMLIZRlwmWPa7hyVXMZMA\n",
       "AAEKAZ5hakK/ACG3H1oBYj0iACbaAZ05E6mr5a2upArE5RFgIAgjbupe+hDywyMAV9GrrJZlfE6v\n",
       "/mo5vIhi9ghWl0tQbdOAVEvoeEqfQ8oscQHMsJD1lPZMW4hZMIAQkI9nqdjA0JwNLLFywot7c1yU\n",
       "1IrSLSxBMpMwksPQupmNrIZXLFiM8eky51lHTAAPCPtIx6AiazTW7s5vgp40af/SF7NR4JbYsUkf\n",
       "6/WH8JeLKTamWR6XDDPeiUnVc/u0iq/6s/ilh8XgDenJGc0QkBA4n9Z2H026EbupZ1tjpI+NNQmx\n",
       "FaLQCxd/OYBCjraGM8xhMHG5IBY4Ts8bqeJZw/+SYX7nQrJu014/sIEAAAFfQZplSeEPJlMCG//+\n",
       "p4QAKR7wlvBU+tzqMo+y1dwNBu2J5ad8ADstLzdULPwMlS6MJanDIWRCmDJwxCm71HvP4aGy4rV/\n",
       "Zwy9sBaB0fLez2zqml+ESmRNkG2OC/5fUu+MfPfmDy3KDqE/NBfN/Ug0DrnflCJcoe1aDcYKrNFF\n",
       "h/tXuXjZIyhYZzg35VyOhvjJxvI4ik8DcDuRjOCcw8Q7KgAPD//RqVAquD0BUa22YASW/EKzivkq\n",
       "ZHXelhbyHg4vy2sEl9stNdffTvsM2EwZurj31hFMezBnCYjh8m/xdB3OmvnfYuqsWVjaHR77OTQD\n",
       "qVuPg1D79xNWUQPo5QOLT2sSYwPkvw2Ia7EQ/w73BOhP0PLgsiN0Wuox4piVHVIoZD6pGVG3PaXK\n",
       "2PRhyNl6s2S2/DGRQqrqyQn76gFEJxPfWz5oLWSQSsRLeFMq9ZfZT8Se0haQ/5RJvK3kmM0wAAAB\n",
       "UEGeg0URPC//ABiAv/Sl6Xz05SvB37hjgO6ABaO5unLhw7lzkRt7eVHBZ+uOJjsNKPwai4qpxbxj\n",
       "KwCvVBI0tC/0BDfrK+lZVBPCZEfZp0Bzb/VXuIML4It69zqbQFr+63LQaeaQSVVCIFlzMgM9xsrX\n",
       "uQ6KoBfUP8Z4OUrMZs+B+W92lnc5D8njab//cHCuy2A+S6kX5uYmI+Mn1rMX8+wD0wiBBXUbIZaF\n",
       "ljO2Ttp/yY3kCLiXlH/FPGjhpgo7jFlZ+Fqgzps1gzEPzJrYufzn+U822Pps+PEU/Sbtw0Pm+12l\n",
       "sONVkxch1Ay9OwLaiTy+8Y2246Hfc4qyT0PLHDi/oZfye01IuE4bgD4+gE+TgRMzqW66OyLWSPPG\n",
       "P4PkWwSi89gnZgej+mUmokvWFx5Ayy6oSee51FJsc8zqtsndAbHlln8A0jmS0zSiKvhMoQAAAN0B\n",
       "nqRqQr8AILIT1ZFeY2A0DXFIkAVpFmupWBXhgOM4oSsooocFGqNIawrCl0H6IjNblxH2Bz5k17Q7\n",
       "0zVrAd2+TQYmOXNDGWrLHius7MgUNhLC8PuJPG/ghG2IgXS6UchssWJdxVn7pZxlplggyq/ZLhQP\n",
       "i6OFxNS/P0TV8g/4M6QokAjg2r9lTltdCaS6Z4OAdjeFsKXrD736spyygKr1ZIv2JKaDWHExH9Xk\n",
       "Bwg93G8qupZaM2zbhe2vzn5VYmPIbW4C3hcwaE2poFamSRuuI1ZXkRx9g+mLV73ISQAAATZBmqdJ\n",
       "qEFomUwU8N/+p4QACo7++Czf3ADdD3vGfdD0l82Fk+MnAiKEhxFCzWb9DXKrV9GVllGKgD6khlCd\n",
       "fOi9mx6NxocrOL/JYj3/gHnfMOFmUFETLwNT/cLjiIYvyFYNoAjxhk1wCK7ntGNIJxQ19jpKtXwP\n",
       "02ZsyancGF8uHNAD9TJktPES/j0DdEdsbgix4PwjC6vZkIn/9rqXjqwqK+CyVIOzneOljh3PMID/\n",
       "lLrSs0WrhuUdNTjmqkm1ssBdaU8l6Wo2YCmxLV9L9aKsaNwL2H48d7zc+G+I/cmkUNg2mm4xE8lw\n",
       "ObdIay0bOaXZZ5Cjwq6gqy1c3xyx7tj9T43YN2hIta0iwHFB+J3B5+gxxvnIR9IqyR31Q2Vs3pDL\n",
       "5njS2FOd+qqq9rSwVdvnOvRfKQVDAAABuAGexmpCvwAPjXqYJMQAisLQObAoIdw83qPoRsP6E/q1\n",
       "rC9wuvJWmwD+udjUecJQxpWnD7EpNVreSHz7SS6tULVCSOy99infSPQxFMOX2G3VvzXm8QRdOYgk\n",
       "QdPAweWys/i9EQipA7me5Gsm7kNgcC6Cf+qaKy5eKO62F7LEeK6Uaj0Dt7i5+xflHXfMPsLm8xYy\n",
       "CJbWUs/k/DzMa5uHD+vc7yR3aKqB+ymfOGLj2IabdunmbCJql1fpyqAKORpoosGGthfqgmDvUCW9\n",
       "3yBcg+f25irplbUHMAO1WqGWTldklGXOeUvQAiRCbImEwfxaUr3PPiZlkit36KufF8qjrQmiuTxM\n",
       "Buzmzz+KgfZGn6Fe94/PBKldHLy+D/DIb10Vo748+dspEhwYvUQ3c1107emsoRfuiT3AXASmTOEg\n",
       "mp0KeuY+ID+SKRuw0gvlWrOqM5PQrG8QCSzmA4sGVEa4+jdK93npIZ+YQafQtvUR2kjxhoYKqr5M\n",
       "BIXunMHswYT0c5F8ovgrP5afDpcCjqdz2zlVB83eJEuxxgRq0m3ZOnN+tO+zw80bXDyO7oiAZP/w\n",
       "gcohOo93mJWBAAAAIkGayknhClJlMCFf/jhAAJ/7Wy1sh4i8wKSke9DH6IT3PVAAAAAeQZ7oRTRM\n",
       "L/8AC6WrlZkDxtQNDv7CjGIp4NoRChfgAAAAEQGfCWpCvwAPiypjR3ittaUtAAAGkm1vb3YAAABs\n",
       "bXZoZAAAAAAAAAAAAAAAAAAAA+gAAA6mAAEAAAEAAAAAAAAAAAAAAAABAAAAAAAAAAAAAAAAAAAA\n",
       "AQAAAAAAAAAAAAAAAAAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAAAW8dHJhawAA\n",
       "AFx0a2hkAAAAAwAAAAAAAAAAAAAAAQAAAAAAAA6mAAAAAAAAAAAAAAAAAAAAAAABAAAAAAAAAAAA\n",
       "AAAAAAAAAQAAAAAAAAAAAAAAAAAAQAAAAAGwAAABIAAAAAAAJGVkdHMAAAAcZWxzdAAAAAAAAAAB\n",
       "AAAOpgAABAAAAQAAAAAFNG1kaWEAAAAgbWRoZAAAAAAAAAAAAAAAAAAAKAAAAJYAVcQAAAAAAC1o\n",
       "ZGxyAAAAAAAAAAB2aWRlAAAAAAAAAAAAAAAAVmlkZW9IYW5kbGVyAAAABN9taW5mAAAAFHZtaGQA\n",
       "AAABAAAAAAAAAAAAAAAkZGluZgAAABxkcmVmAAAAAAAAAAEAAAAMdXJsIAAAAAEAAASfc3RibAAA\n",
       "ALNzdHNkAAAAAAAAAAEAAACjYXZjMQAAAAAAAAABAAAAAAAAAAAAAAAAAAAAAAGwASAASAAAAEgA\n",
       "AAAAAAAAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABj//wAAADFhdmNDAWQAFf/h\n",
       "ABhnZAAVrNlBsJaEAAADAAQAAAMAoDxYtlgBAAZo6+PLIsAAAAAcdXVpZGtoQPJfJE/FujmlG88D\n",
       "I/MAAAAAAAAAGHN0dHMAAAAAAAAAAQAAAEsAAAIAAAAAFHN0c3MAAAAAAAAAAQAAAAEAAAJIY3R0\n",
       "cwAAAAAAAABHAAAAAQAABAAAAAABAAAKAAAAAAEAAAQAAAAAAQAAAAAAAAABAAACAAAAAAEAAAoA\n",
       "AAAAAQAABAAAAAABAAAAAAAAAAEAAAIAAAAAAQAABgAAAAABAAACAAAAAAEAAAYAAAAAAQAAAgAA\n",
       "AAABAAAGAAAAAAEAAAIAAAAAAQAACgAAAAABAAAEAAAAAAEAAAAAAAAAAQAAAgAAAAABAAAGAAAA\n",
       "AAEAAAIAAAAAAQAACgAAAAABAAAEAAAAAAEAAAAAAAAAAQAAAgAAAAABAAAKAAAAAAEAAAQAAAAA\n",
       "AQAAAAAAAAABAAACAAAAAAEAAAYAAAAAAQAAAgAAAAABAAAKAAAAAAEAAAQAAAAAAQAAAAAAAAAB\n",
       "AAACAAAAAAEAAAoAAAAAAQAABAAAAAABAAAAAAAAAAEAAAIAAAAAAQAACgAAAAABAAAEAAAAAAEA\n",
       "AAAAAAAAAQAAAgAAAAABAAAKAAAAAAEAAAQAAAAAAQAAAAAAAAABAAACAAAAAAEAAAYAAAAAAQAA\n",
       "AgAAAAABAAAKAAAAAAEAAAQAAAAAAQAAAAAAAAABAAACAAAAAAEAAAgAAAAAAgAAAgAAAAABAAAI\n",
       "AAAAAAIAAAIAAAAAAQAABgAAAAABAAACAAAAAAEAAAYAAAAAAQAAAgAAAAABAAAGAAAAAAEAAAIA\n",
       "AAAAAQAABgAAAAABAAACAAAAAAEAAAgAAAAAAgAAAgAAAAABAAAGAAAAAAEAAAIAAAAAAQAACAAA\n",
       "AAACAAACAAAAABxzdHNjAAAAAAAAAAEAAAABAAAASwAAAAEAAAFAc3RzegAAAAAAAAAAAAAASwAA\n",
       "CIUAAAI7AAABoAAAATcAAAEiAAABgQAAAVYAAACXAAAA8wAAAOQAAABzAAABlQAAAOgAAAEnAAAA\n",
       "/gAAANAAAAEtAAAAnwAAARgAAAD/AAAArQAAAKIAAABcAAAAhQAAAEsAAABLAAAAzQAAANYAAABM\n",
       "AAAAWwAAABcAAAAuAAABFwAAAIwAAACYAAAALAAAABoAAAAmAAAAFQAAABsAAABCAAAAGAAAABYA\n",
       "AAFQAAAAXQAAABkAAAB/AAACQgAAAGkAAAJpAAABUgAAAU8AAACuAAACyQAAAXgAAAFFAAACawAA\n",
       "AUkAAAGWAAABTQAAANwAAAG6AAAA8QAAAYsAAACzAAABtAAAAQ4AAAFjAAABVAAAAOEAAAE6AAAB\n",
       "vAAAACYAAAAiAAAAFQAAABRzdGNvAAAAAAAAAAEAAAAsAAAAYnVkdGEAAABabWV0YQAAAAAAAAAh\n",
       "aGRscgAAAAAAAAAAbWRpcmFwcGwAAAAAAAAAAAAAAAAtaWxzdAAAACWpdG9vAAAAHWRhdGEAAAAB\n",
       "AAAAAExhdmY1Ny44My4xMDA=\n",
       "\">\n",
       "  Your browser does not support the video tag.\n",
       "</video>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ani = create_gif(vis_final, axis=2, title='prediction', filename='prediction.gif')\n",
    "HTML(ani.to_html5_video())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "x1P5PWoVtlk4"
   },
   "source": [
    "# Confusion matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "id": "CfLEqU-StpWo"
   },
   "outputs": [],
   "source": [
    "def compute_conf_mat(pred, label):\n",
    "  mat = np.zeros([3,3])\n",
    "  for i in range(3):\n",
    "    for j in range(3):\n",
    "      mat[i,j] = np.sum(np.logical_and(label == i, pred == j))\n",
    "    mat[i,:] /= mat[i,:].sum()\n",
    "  return mat\n",
    "\n",
    "def plot_confusion_matrix(confusion_matrix, title='Confusion matrix'):\n",
    "    plt.matshow(confusion_matrix)\n",
    "    for i in range(confusion_matrix.shape[0]):\n",
    "      for j in range(confusion_matrix.shape[1]):\n",
    "        text = '%.1f' % (confusion_matrix[i, j]*100/np.sum(confusion_matrix[i,:])) + '%'\n",
    "        plt.text(x=j, y=i,s=text, va='center', ha='center', size='large', color='white')\n",
    "    plt.xlabel('Prediction')\n",
    "    plt.ylabel('Actual')\n",
    "    plt.title(title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "4gYAbs16vTuz",
    "outputId": "fbc9ccaf-f8be-4985-9a73-ed53c836b9a7"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[9.93028306e-01 6.31487815e-03 6.56816231e-04]\n",
      " [8.13256502e-02 9.11994232e-01 6.68011764e-03]\n",
      " [9.77944236e-02 2.02455264e-01 6.99750312e-01]]\n"
     ]
    }
   ],
   "source": [
    "conf_mat = compute_conf_mat(vis_pred[:,:,46:-3], vis_labels[:,:,46:-3])\n",
    "print(conf_mat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 295
    },
    "id": "oBpNnsCbxFCl",
    "outputId": "5b61d47c-5024-4a8f-94fb-710a6cdedb6d"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_confusion_matrix(conf_mat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "CPL_-C7V7v5S",
    "outputId": "6c9ed1fd-eb1e-424b-cf0b-a44b309a7e89"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Dice accuracy for single z axis segmentation is 0.905159\n",
      "The Dice accuracy for 3 axes segmentation is 0.915491\n"
     ]
    }
   ],
   "source": [
    "def my_new_dice(preds, labels):\n",
    "  smooth = 1\n",
    "  dice = 2 * (preds * labels).sum() / ((preds ** 2 + labels ** 2).sum() + smooth)\n",
    "  return dice\n",
    "\n",
    "dice_acc = my_new_dice(vis_pred[:,:,46:-3], vis_labels[:,:,46:-3])\n",
    "print('The Dice accuracy for single z axis segmentation is %f' % dice_acc)\n",
    "dice_acc = my_new_dice(vis_final[:,:,46:-3], vis_labels[:,:,46:-3])\n",
    "print('The Dice accuracy for 3 axes segmentation is %f' % dice_acc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Wg95BpTpHDY4"
   },
   "source": [
    "# Generate some figures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 287
    },
    "id": "ufMm_i4DHHNV",
    "outputId": "66973a22-e092-4b89-eecb-d8320cf64cb9"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fbd65207b10>"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(vis_final[:,:,60])"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "authorship_tag": "ABX9TyO01xDgV1YhuyrFVG3RW/hS",
   "collapsed_sections": [],
   "include_colab_link": true,
   "machine_shape": "hm",
   "mount_file_id": "1RInkdjt2rwEA67LXydJKIIuBzjknlhzr",
   "name": "segmentation.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}