From dde87e48951f014d289e68c2063e890d0f4eb867 Mon Sep 17 00:00:00 2001 From: Ashay Patel Date: Thu, 9 Feb 2023 11:33:02 +0000 Subject: [PATCH 1/5] 106 vqvae transfomer tutorial --- .../2d_vqvae_transformer_tutorial.ipynb | 1507 +++++++++++++++++ .../2d_vqvae_transformer_tutorial.py | 538 ++++++ 2 files changed, 2045 insertions(+) create mode 100644 tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb create mode 100644 tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.py diff --git a/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb b/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb new file mode 100644 index 00000000..15426bf9 --- /dev/null +++ b/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb @@ -0,0 +1,1507 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "c6ed4815", + "metadata": {}, + "source": [ + "# Vector Quantized Variational Autoencoders and Transformers with MedNIST Dataset\n", + "\n", + "This tutorial illustrates how to use MONAI for training a Vector Quantized Variational Autoencoder (VQVAE)[1] and a transformer model on 2D images.\n", + "\n", + "This is a two step process:\n", + "- We will train our VQVAE model to be able to reconstruct the input images. \n", + "- This will be followed by using the trained VQVAE model to encode images to feed into the transformer network to train.\n", + "\n", + "We will work with the MedNIST dataset available on MONAI\n", + "(https://docs.monai.io/en/stable/apps.html#monai.apps.MedNISTDataset). In order to train faster, we will select just one of the available classes (\"HeadCT\"), resulting in a training set with 7999 2D images.\n", + "\n", + "[1] - [Oord et al. \"Neural Discrete Representation Learning\"](https://arxiv.org/abs/1711.00937)\n", + "\n", + "\n", + "### Setup imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "371614df", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/apa20/Documents/GenerativeModels/lib/python3.8/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MONAI version: 1.2.dev2304\n", + "Numpy version: 1.23.5\n", + "Pytorch version: 1.13.1+cu117\n", + "MONAI flags: HAS_EXT = False, USE_COMPILED = False, USE_META_DICT = False\n", + "MONAI rev id: 9a57be5aab9f2c2a134768c0c146399150e247a0\n", + "MONAI __file__: /home/apa20/Documents/GenerativeModels/lib/python3.8/site-packages/monai/__init__.py\n", + "\n", + "Optional dependencies:\n", + "Pytorch Ignite version: 0.4.10\n", + "ITK version: 5.3.0\n", + "Nibabel version: 5.0.0\n", + "scikit-image version: 0.19.3\n", + "Pillow version: 9.4.0\n", + "Tensorboard version: 2.11.2\n", + "gdown version: 4.6.0\n", + "TorchVision version: 0.14.1+cu117\n", + "tqdm version: 4.64.1\n", + "lmdb version: 1.4.0\n", + "psutil version: 5.9.4\n", + "pandas version: 1.5.3\n", + "einops version: 0.6.0\n", + "transformers version: 4.21.3\n", + "mlflow version: 2.1.1\n", + "pynrrd version: 1.0.0\n", + "\n", + "For details about installing the optional dependencies, please visit:\n", + " https://docs.monai.io/en/latest/installation.html#installing-the-recommended-dependencies\n", + "\n" + ] + } + ], + "source": [ + "# Copyright 2020 MONAI Consortium\n", + "# Licensed under the Apache License, Version 2.0 (the \"License\");\n", + "# you may not use this file except in compliance with the License.\n", + "# You may obtain a copy of the License at\n", + "# http://www.apache.org/licenses/LICENSE-2.0\n", + "# Unless required by applicable law or agreed to in writing, software\n", + "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", + "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", + "# See the License for the specific language governing permissions and\n", + "# limitations under the License.\n", + "import os\n", + "import tempfile\n", + "import shutil\n", + "import time\n", + "\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import random\n", + "import torch\n", + "from torch.nn import L1Loss, CrossEntropyLoss\n", + "import torch.nn.functional as F\n", + "from monai import transforms\n", + "from monai.apps import MedNISTDataset\n", + "from monai.config import print_config\n", + "from monai.data import DataLoader, Dataset\n", + "from monai.utils import first, set_determinism\n", + "from tqdm import tqdm\n", + "from ignite.utils import convert_tensor\n", + "\n", + "from generative.networks.nets import VQVAE, DecoderOnlyTransformer\n", + "from generative.utils.ordering import Ordering\n", + "from generative.utils.enums import OrderingType\n", + "\n", + "print_config()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "35c558d2", + "metadata": {}, + "outputs": [], + "source": [ + "# for reproducibility purposes set a seed\n", + "set_determinism(42)" + ] + }, + { + "cell_type": "markdown", + "id": "a31ced75", + "metadata": {}, + "source": [ + "### Setup a data directory and download dataset\n", + "\n", + "Specify a `MONAI_DATA_DIRECTORY` variable, where the data will be downloaded. If not\n", + "specified a temporary directory will be used." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "c196f290", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/tmp/tmpjwh9gann\n" + ] + } + ], + "source": [ + "directory = os.environ.get(\"MONAI_DATA_DIRECTORY\")\n", + "root_dir = tempfile.mkdtemp() if directory is None else directory\n", + "print(root_dir)" + ] + }, + { + "cell_type": "markdown", + "id": "83b8017a", + "metadata": {}, + "source": [ + "### Download training data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "065400da", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "MedNIST.tar.gz: 59.0MB [00:30, 2.03MB/s] " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-02-08 21:00:22,795 - INFO - Downloaded: /tmp/tmpjwh9gann/MedNIST.tar.gz\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-02-08 21:00:22,927 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n", + "2023-02-08 21:00:22,927 - INFO - Writing into directory: /tmp/tmpjwh9gann.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Loading dataset: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 47164/47164 [00:31<00:00, 1513.28it/s]\n" + ] + } + ], + "source": [ + "train_data = MedNISTDataset(root_dir=root_dir, section=\"training\", download=True, seed=0)\n", + "train_datalist = [{\"image\": item[\"image\"]} for item in train_data.data if item[\"class_name\"] == \"HeadCT\"]\n", + "image_size = 64\n", + "train_transforms = transforms.Compose(\n", + " [\n", + " transforms.LoadImaged(keys=[\"image\"]),\n", + " transforms.EnsureChannelFirstd(keys=[\"image\"]),\n", + " transforms.ScaleIntensityRanged(keys=[\"image\"], a_min=0.0, a_max=255.0, b_min=0.0, b_max=1.0, clip=True),\n", + " transforms.RandAffined(\n", + " keys=[\"image\"],\n", + " rotate_range=[(-np.pi / 36, np.pi / 36), (-np.pi / 36, np.pi / 36)],\n", + " translate_range=[(-1, 1), (-1, 1)],\n", + " scale_range=[(-0.05, 0.05), (-0.05, 0.05)],\n", + " spatial_size=[image_size, image_size],\n", + " padding_mode=\"zeros\",\n", + " prob=0.5,\n", + " ),\n", + " ]\n", + ")\n", + "train_ds = Dataset(data=train_datalist, transform=train_transforms)\n", + "train_loader = DataLoader(train_ds, batch_size=64, shuffle=True, num_workers=4)" + ] + }, + { + "cell_type": "markdown", + "id": "f17dfc1b", + "metadata": {}, + "source": [ + "### Visualse some examples from the dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "5c15067e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot 3 examples from the training set\n", + "check_data = first(train_loader)\n", + "fig, ax = plt.subplots(nrows=1, ncols=3)\n", + "for image_n in range(3):\n", + " ax[image_n].imshow(check_data[\"image\"][image_n, 0, :, :], cmap=\"gray\")\n", + " ax[image_n].axis(\"off\")" + ] + }, + { + "cell_type": "markdown", + "id": "9f09d030", + "metadata": {}, + "source": [ + "### Download Validation Data" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "408c9e06", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-02-08 21:01:04,300 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n", + "2023-02-08 21:01:04,301 - INFO - File exists: /tmp/tmpjwh9gann/MedNIST.tar.gz, skipped downloading.\n", + "2023-02-08 21:01:04,302 - INFO - Non-empty folder exists in /tmp/tmpjwh9gann/MedNIST, skipped extracting.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Loading dataset: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5895/5895 [00:04<00:00, 1219.75it/s]\n" + ] + } + ], + "source": [ + "val_data = MedNISTDataset(root_dir=root_dir, section=\"validation\", download=True, seed=0)\n", + "val_datalist = [{\"image\": item[\"image\"]} for item in train_data.data if item[\"class_name\"] == \"HeadCT\"]\n", + "val_transforms = transforms.Compose(\n", + " [\n", + " transforms.LoadImaged(keys=[\"image\"]),\n", + " transforms.EnsureChannelFirstd(keys=[\"image\"]),\n", + " transforms.ScaleIntensityRanged(keys=[\"image\"], a_min=0.0, a_max=255.0, b_min=0.0, b_max=1.0, clip=True),\n", + " ]\n", + ")\n", + "val_ds = Dataset(data=val_datalist, transform=val_transforms)\n", + "val_loader = DataLoader(val_ds, batch_size=64, shuffle=True, num_workers=4)" + ] + }, + { + "cell_type": "markdown", + "id": "dccc933a", + "metadata": {}, + "source": [ + "## VQVAE Training\n", + "The first step is to train a VQVAE network - once this is done we can use the trained vqvae model to encode the 2d images to generate the inputs required for the transformer" + ] + }, + { + "cell_type": "markdown", + "id": "6e247563", + "metadata": {}, + "source": [ + "### Define network, optimizer and losses" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "1c20a218", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cpu\n" + ] + }, + { + "data": { + "text/plain": [ + "VQVAE(\n", + " (encoder): Sequential(\n", + " (0): Convolution(\n", + " (conv): Conv2d(1, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))\n", + " (adn): ADN(\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (1): VQVAEResidualUnit(\n", + " (conv1): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (conv2): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " )\n", + " (2): VQVAEResidualUnit(\n", + " (conv1): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (conv2): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " )\n", + " (3): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (4): VQVAEResidualUnit(\n", + " (conv1): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (conv2): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " )\n", + " (5): VQVAEResidualUnit(\n", + " (conv1): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (conv2): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " )\n", + " (6): Convolution(\n", + " (conv): Conv2d(256, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " )\n", + " (quantizer): VectorQuantizer(\n", + " (quantizer): EMAQuantizer(\n", + " (embedding): Embedding(256, 32)\n", + " )\n", + " )\n", + " (decoder): Sequential(\n", + " (0): Convolution(\n", + " (conv): Conv2d(32, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " (1): VQVAEResidualUnit(\n", + " (conv1): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (conv2): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " )\n", + " (2): VQVAEResidualUnit(\n", + " (conv1): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (conv2): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " )\n", + " (3): Convolution(\n", + " (conv): ConvTranspose2d(256, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (4): VQVAEResidualUnit(\n", + " (conv1): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (conv2): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " )\n", + " (5): VQVAEResidualUnit(\n", + " (conv1): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (conv2): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " )\n", + " (6): Convolution(\n", + " (conv): ConvTranspose2d(256, 1, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))\n", + " )\n", + " )\n", + ")" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "print(f\"Using {device}\")\n", + "vqvae_model = VQVAE(\n", + " spatial_dims=2,\n", + " in_channels=1,\n", + " out_channels=1,\n", + " num_res_layers=2,\n", + " num_levels=2,\n", + " downsample_parameters=((2, 4, 1, 1), (2, 4, 1, 1)),\n", + " upsample_parameters=((2, 4, 1, 1, 0), (2, 4, 1, 1, 0)),\n", + " num_channels=(256,256),\n", + " num_res_channels=(256,256),\n", + " num_embeddings=256,\n", + " embedding_dim=32,\n", + ")\n", + "vqvae_model.to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9ad63560", + "metadata": {}, + "outputs": [], + "source": [ + "optimizer = torch.optim.Adam(params=vqvae_model.parameters(), lr=1e-4)\n", + "l1_loss = L1Loss()" + ] + }, + { + "cell_type": "markdown", + "id": "8a77f832", + "metadata": {}, + "source": [ + "### VQVAE Model training\n", + "We will run our model for 100 epochs" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "83474094", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 0: 100%|████████████████| 125/125 [27:23<00:00, 13.15s/it, recons_loss=0.0882, quantization_loss=1.3e-5]\n", + "Epoch 1: 100%|███████████████| 125/125 [24:35<00:00, 11.81s/it, recons_loss=0.0407, quantization_loss=1.04e-5]\n", + "Epoch 2: 100%|███████████████| 125/125 [24:40<00:00, 11.85s/it, recons_loss=0.0333, quantization_loss=9.67e-6]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "train completed, total time: 5962.2962374687195.\n" + ] + } + ], + "source": [ + "n_epochs = 100\n", + "val_interval = 10\n", + "epoch_recon_loss_list = []\n", + "epoch_quant_loss_list = []\n", + "val_recon_epoch_loss_list = []\n", + "intermediary_images = []\n", + "n_example_images = 4\n", + "\n", + "total_start = time.time()\n", + "for epoch in range(n_epochs):\n", + " vqvae_model.train()\n", + " epoch_loss = 0\n", + " progress_bar = tqdm(enumerate(train_loader), total=len(train_loader), ncols=110)\n", + " progress_bar.set_description(f\"Epoch {epoch}\")\n", + " for step, batch in progress_bar:\n", + " images = batch[\"image\"].to(device)\n", + " optimizer.zero_grad(set_to_none=True)\n", + "\n", + " # model outputs reconstruction and the quantization error\n", + " reconstruction, quantization_loss = vqvae_model(images=images)\n", + "\n", + " recons_loss = l1_loss(reconstruction.float(), images.float())\n", + " \n", + " loss = recons_loss + quantization_loss\n", + "\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " epoch_loss += recons_loss.item()\n", + "\n", + " progress_bar.set_postfix(\n", + " {\n", + " \"recons_loss\": epoch_loss / (step + 1),\n", + " \"quantization_loss\": quantization_loss.item() / (step + 1),\n", + " }\n", + " )\n", + " epoch_recon_loss_list.append(epoch_loss / (step + 1))\n", + " epoch_quant_loss_list.append(quantization_loss.item() / (step + 1))\n", + "\n", + " if (epoch + 1) % val_interval == 0:\n", + " vqvae_model.eval()\n", + " val_loss = 0\n", + " with torch.no_grad():\n", + " for val_step, batch in enumerate(val_loader, start=1):\n", + " images = batch[\"image\"].to(device)\n", + "\n", + " reconstruction, quantization_loss = vqvae_model(images=images)\n", + "\n", + " # get the first sample from the first validation batch for \n", + " # visualizing how the training evolves\n", + " if val_step == 1:\n", + " intermediary_images.append(reconstruction[:n_example_images, 0])\n", + "\n", + " recons_loss = l1_loss(reconstruction.float(), images.float())\n", + "\n", + " val_loss += recons_loss.item()\n", + "\n", + " val_loss /= val_step\n", + " val_recon_epoch_loss_list.append(val_loss)\n", + "\n", + "total_time = time.time() - total_start\n", + "print(f\"train completed, total time: {total_time}.\")" + ] + }, + { + "cell_type": "markdown", + "id": "5813384d", + "metadata": {}, + "source": [ + "### VQVE Loss Curve" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "6348d41d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use(\"ggplot\")\n", + "plt.title(\"Learning Curves\", fontsize=20)\n", + "plt.plot(np.linspace(1, n_epochs, n_epochs), epoch_recon_loss_list, color=\"C0\", linewidth=2.0, label=\"Train\")\n", + "plt.plot(\n", + " np.linspace(val_interval, n_epochs, int(n_epochs / val_interval)),\n", + " val_recon_epoch_loss_list,\n", + " color=\"C1\",\n", + " linewidth=2.0,\n", + " label=\"Validation\",\n", + ")\n", + "plt.yticks(fontsize=12)\n", + "plt.xticks(fontsize=12)\n", + "plt.xlabel(\"Epochs\", fontsize=16)\n", + "plt.ylabel(\"Loss\", fontsize=16)\n", + "plt.legend(prop={\"size\": 14})\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "efd7d2df", + "metadata": {}, + "source": [ + "### Plotting evolution of reconstruction performance" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "896097f5", + "metadata": { + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot every evaluation as a new line and example as columns\n", + "val_samples = np.linspace(val_interval, n_epochs, int(n_epochs / val_interval))\n", + "fig, ax = plt.subplots(nrows=len(val_samples), ncols=1, sharey=True)\n", + "fig.set_size_inches(18, 30)\n", + "for image_n in range(len(val_samples)):\n", + " reconstructions = torch.reshape(intermediary_images[image_n], (64 * n_example_images, 64)).T\n", + " ax[image_n].imshow(reconstructions.cpu(), cmap=\"gray\")\n", + " ax[image_n].set_xticks([])\n", + " ax[image_n].set_yticks([])\n", + " ax[image_n].set_ylabel(f\"Epoch {val_samples[image_n]:.0f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "78883060", + "metadata": {}, + "source": [ + "### Plot reconstructions of final trained vqvae model" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "498756f0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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1bv9YqlWrZn369LGbbrrJ/vd//9fMvk/tLaZYZs33/3q9OXLlypUlPK2FhYXWrVs327Jliy1YsCDj8fPpnzfGu3btsoULF9qhhx4axDglBX0MANOnTy9Rh+CBBx6wVatW2cknnxzECxTrZH/961+D30+bNi1+sZhGjRrZtm3bUubXF9tTvThm3wf9Va9e3W644QZbvnx5CfvevXuDCap///7WqVMne/PNN23y5Mkpr6m8gfnJyIIFC+zOO+8s8ftWrVrZoEGDbOXKlfbwww8Httdee61EvICZ2fDhw61du3b24IMP2iuvvJKyH7Nnz7avvvoqv4sQlYbf//73VrNmTfvzn/8ca8K5vod9+vSx/v3728KFC+2uu+4q8fvt27fbN998Y2bf1zbo1KmTvf322/bMM88Ev3vmmWfsrbfeso4dO9qAAQPyvqZ58+allDuLvWjFHhCz7+cjM7N169blda7OnTtb3bp1bfLkybZ169b4719//XVaOaL471dddVWJfu7fvz/+P/d8+3fRRRdZ9erV7f7774//56OYP/zhD/b555/bRRddFKdiJgnJBMDQoUNtxIgRNmLEiDgn/9VXX7WGDRvahAkTgt9ecskldvfdd9udd95pixYtsi5dutjy5cvjOgXPPvtsieOfeuqpNnfuXDvjjDNs4MCBVrNmTevZs6cNHTo0tj/11FM2dOhQ6927t1WvXt0GDhxoAwcOtM6dO9ujjz5ql156qXXt2tXOOOMM69ixo+3bt8/WrVtnb731ljVp0sSWLl1qZv8KgDrttNPsnHPOCeoMFBfceO211w78oObAqFGj7O6777brr7/eZsyYYR06dLAVK1bYSy+9ZCNHjrRJkyaV2OfBBx+0E044wX71q1/ZK6+8EtcZePbZZ2348OE2efLkIHCrevXq9txzz9mQIUPsJz/5ifXv39969eplBQUFtn79eps7d66tXr3aNm3aFEyMInm0aNHCxowZY/fee6/96U9/sjvvvDPn99Ds+wj2QYMG2S233GLPPvusDRo0yKIoshUrVtj//d//2dKlS61NmzZWpUoV+/vf/26nnXaanXvuuTZ8+HDr3LmzLVu2zF544QWrU6eO/c///E/GQESPiRMn2sMPP2wDBgywdu3aWYMGDWzVqlU2ZcoUq1mzZlAD5fjjj7eCggIbP368bd++PY4N+PWvf52VG7169ep23XXX2R//+Ec7+uijbcSIEfbtt9/aG2+8Yc2bN48DjJHLL7/c3nrrLZs4caJ16NDBhg8fbk2aNLGNGzfa9OnT7dJLL40lxHz616ZNGxs/frxdc8011rt3b/vFL35hTZo0sVmzZtns2bOtc+fOKT/aEkEZpzb+KMypM3DxxRen3CdVfQDMV50yZUrUr1+/qKCgIKpXr140cuTIaNmyZSmP9fHHH0dnnnlmVLt27aiwsDA66aSTopkzZ6bNf/3yyy+jMWPGRC1atIgOOeSQEv3csmVLdP7550dNmzaNqlatmjJH98MPP4wuvvjiqFWrVlGNGjWiBg0aRF27do2uvPLKaNq0aSX6+MEHH0RDhgyJateuHdWuXTs69dRTo3fffTdlDq5HpjoDRUVFafdJdY50Y/TJJ59EQ4cOjZo0aRIVFBREvXv3jv7617+693XJkiXRiBEjonr16kUFBQVRv379opdeeim6++67IzOLnn/++RL7bNmyJbrpppuirl27RrVq1YoKCwuj9u3bR+ecc040ceLEaN++fVmNi6jYpJpDkM2bN0cFBQVRQUFBtHnz5vjvub6Hn332WfS73/0u6tixY1SzZs2oXr16Uc+ePaNbbrkl2rNnT/DbpUuXRhdddFHUrFmzqFq1alGzZs2iCy+8MFq6dGmJ43rvWKp3Zs6cOdGYMWOiHj16RA0aNIgOPfTQqF27dtHo0aOjjz76qMQxXn311ahfv35RYWFhPFbF73o2c8j+/fujO++8M2rbtm1UvXr1qGXLltFvf/vbaM+ePW7dlSeeeCIaOHBgVLdu3ahmzZpRmzZtogsuuCCaN29eqfTv9ddfj0477bSofv36UY0aNaJ27dpFv/3tb6OdO3eW+G0+NWUqIlWiKMHLcv3A448/bpdccok99thjQfU/UbG58MIL7cknn7SlS5fmXT1SCCGSgGIGRIVm//79KaOvp02bZpMmTbIuXbroQ0AIITKgmAFRodm7d6+1bNnSTj75ZOvcubNVq1bNPvnkE3vjjTesRo0a9uCDD5Z1F4UQotyjjwFRoalevbqNGTPGpk+fbu+995599dVX1rhxY/v5z39uN9988wGrZCaEEJUJxQwIIYQQCUcxA0IIIUTC0ceAEEIIkXD0MSCEEEIknKwDCFNVi6pM8GIaXI4Sl0PGlfZ4X64Ohot4cHgG1tTmxT5w27N552P4/LjNddPRlm9YSS7XlO05+Hpxm6+hRo0awTaueMj1zLHaID8LWJq4rMuUbty4sUzPnw98r5s2bRq3M92zbMHnx3sHclmm1ztmLu8EXqP3TvAx0ea9n0y+SxEj/J55fcul33jcXMbQOx+eI1O/szl+quOkOx+D/06YhfMMHxOPw3MO/pb389ZiwH+beFnlTGMhz4AQQgiRcPQxIIQQQiQc1Rn4AXb/stsGXcxMtWrVUrbNfFc8/zbdfp5bjPvpuYLYhu4n7gu6uzwXaS7uy2ylB8/GLjLPZcYrD+Jx2fXmSQj4bPDiRVrdMDONGzcOtvFZK63M5mzd1rk8d/gOZFp+ON35zHyXM+LNHQw+o57Uws8yXpNnY7gvnjTqXa/nNvfOh3hSC18THqd69eqBDa+BbZ6k6j0n3hzrXZN3/mzH0yy89/zeZUKeASGEECLh6GNACCGESDiSCX7gm2++CbbZpYNuHJYU0E3HbmOM7sxlHfLScLcznqvTy0rINzrZi+zlY6KLlN2VnhvQc5fWqVMn7Tm+/vrrwIb71q5dO61tx44dge3QQw814cP3s7Si9EvjmN5+ngSVy/myPYe3H/cFn0m2sXSI4DvpyWGcMcX3EM/hucZzkVeyzdThvuDczHIujvfevXsDG/bbywIwC6+Jf+tli3hkm5XgPRdehkKu87Y8A0IIIUTC0ceAEEIIkXD0MSCEEEIkHMUM/ECtWrWCbS9lj3Up1Nf4OD169IjbnTt3Dmyff/553PZ0MK7Khjo1a9a4n5cqxP3mmAm8Rta28LicEoO6PPfNi3XA8ea4i61bt8ZtrsC3fft2S0dRUVGwjfpao0aNAhvqiV988UVgw2sqjepuSSOXlLV8yfe+HIz9vNRGfH84VqV+/fpxu2HDhmn34/HF945tmBrLcxVq9vzO79mzJ9jG95W1eJxLvPRFnh/w/SwsLEzbN54P8ZjcF5xLtmzZEti2bdsWt3le2b17d7CNcwLHNnip5en6ydtenIeXKus9h17MSyrkGRBCCCESjj4GhBBCiIQjmaAMQZedt4gRu+h27doVt9md56UqcfU8lAk41c5z9XlpNui+5DQ8dOGxOw9dhuzCP/zww+P28ccfH9jQncjyzebNm4PthQsXxu3FixcHNhwLXEiHz8EuSr4OkZkDkVpYlmTqc7aSgjcW7DbHtFkv1Znfa3zO+Xz4W04tZHB+YBe3dxy08X7ZVlblfuMcxNIHziWcanzEEUfE7RNOOCGwsWzw2Wefxe0VK1YENk+q9MaxNJ51nv+zrbaZCnkGhBBCiISjjwEhhBAi4ehjQAghhEg4VaIshYXmzZsf6L6UKaztHIxyxJlS/7Ih3xSnXPDKYXqrFrJGh2Ph6YVeaWSvL6gBmpl169Yt2D711FPjNqcO/eMf/4jbq1atCmx169aN2xy/wamVBxrWMisCLVq0SGuriDECTC4xA16aWKaSuOnO6enGuaxqisfxVkI0C1Po+Lfeu4z7eSvB8ljgcXiuxmvk1D7cj99VtPG/bxy3hHMLrwa4fv36uM2xSLjNMVuYSsr3Ce9htmWLzcJnhp8fTq1k5BkQQgghEo4+BoQQQoiEI5ngB7xVucx8l51Xgcpz52VLablS2b2GbjLud7ZV4zwXoVdViyULr6qWJ294fWE5Z8OGDXF7wIABge3GG2+M23PmzAlsDzzwQNzmSnDeNR4IKoNMkO8qgpUBb4U/fpbyrdzo2fA9zyV9z0t79FZi9Fb481zc3oqnno3nabxe3s+rwMpzB6Z2duzYMbB17do1brMU8cknn8TtDz/8MLBhVUNPhsnlXuM2319Mj0yFPANCCCFEwtHHgBBCCJFw9DEghBBCJBzFDPwA6yusGaG+5aW25JIWh789GClW+eqMnn7oXa9XxtjTIL10Ra9vrLuxRtayZcu4zaWScWXEq6++OrBhCeQJEyYEtrVr16bt24GgIsYMVPa5IxP5xkHk8k6m28+bc37Mfgd6vsolRsGzeWmOaMtUFttbtRbLpR911FGBrXv37nGbyxgvWLAgbnNJY/w3hlMS8Tq8WDalFgohhBAiJ/QxIIQQQiQcyQSi0sCpSiznoNuMZSB8DTDlxyxMHRo5cmRgW7JkSdx++eWXAxu6HrHamJnZzp074zavLHfkkUfGbZYzNm3aZBUNzR0/Hq9yoWfL5Zj5HKM0z5+t9MGURgpqJpkA5xaWCVAm5v3atWsXt0888cTAhumMc+fODWxLly6N2yx/omzgSarcF17FlZFnQAghhEg4+hgQQgghEo4+BoQQQoiEo5gBUWngR5lLLGPMgLeCGer5fFx+D4YOHRq3sWSpmdn48ePj9pdffhnYWrduHbcbNGgQ2LBsKa6YaGa2bds2q2hU9lULc+Fg6OulsV9FJZP2ny1eKqW3SiS/5zgnNGvWLLBhGiLHMKG+v2jRosC2d+/etPt5MQOZ4o3kGRBCCCESjj4GhBBCiIQjmUBUGth9d+ihhwbb6F7jtMNatWqlPQ66/vh1wfeib9++ga1Hjx5x+7777gtsu3fvjtveipHsBly3bp1VNHKZOyrjqoX5Vs/LdiySJgWUZzi9ec+ePXGbUxKbNGkSt7HKqZnZYYcdFrcxzdDM7OOPP47bX331VWDDeYxXYuQqh4w8A0IIIUTC0ceAEEIIkXD0MSCEEEIknGqZfyJExYDjAFhvx3QhjgtAPY/3w9Q/1veXL18et7l0cJ06deL2xRdfHNgeeeSRuI26Iu+HcQ4VFU8LT4Le7V1TvrbS6IuXIpeJyhjbkS/eSq0Yt8Tpilj2fOHChYEN4406dOiQ9twfffRRsI2xSBg/kA3yDAghhBAJRx8DQgghRMJRaqGoNHDqDq/2hS5+dtmhe4+Pg+5UPiZWCOQ0nw0bNsTtm2++ObBhBcT//u//DmyYElSvXr3AtnbtWqtocAVCz8WMY12e3c/ZpgSmsmdzzFz2y3ScdMfMZSXAfFcNLK1zZHu+g4HXT69yofesc+VC/Pf2rLPOCmwoY86ZMyewoWzA/WQZs0TfXasQQgghKj36GBBCCCESjj4GhBBCiISjmAFRaWA9nzV8fNQLCgoCG2p9HDPw7bffpvwdn5P382IULr/88ri9ZMmSwDZ9+vS4zTrjli1brKJRGVctzDdmIJfrzTYNkI+Jz1ouNoTPxym1aPfib3g/TP/19HWmrOME8iXbe89p0UibNm2C7eOOOy5u85yDpYs5vihTKXN5BoQQQoiEo48BIYQQIuGoAqGoNPCKYexaRPclr+iF+2Lan1lJSQH57LPP4jbKCWZmzZo1i9ubNm0KbH/729/i9r//+7+nPeabb76Z9twVlYoiDXhSwIGoHJjvqoXsbvfSM72x987HlfW8qnsIvxOe9IHwNSG5VE4srfTM0jgO9xvnHG98P/3008D2zjvvxO1jjjkmsGH1Uqycmg3yDAghhBAJRx8DQgghRMLRx4AQQgiRcBQzICoNuGKXWclUQ1xBjFN5vv7667Q2TI/iVQQbNWqUdj9cjbBp06aBDVcsw/gBM7OhQ4fG7ZUrV1pFp6LECDClVUbY08lRN+bnB3VzL7WP9WYv7c/rJx4n07VnmzLH1+vFJXhjgb/14iC8cSqtEsv54p0f5ya28aqm27Zti9tFRUWBDec8L5YjFfIMCCGEEAlHHwNCCCFEwim3MgG7OND9w6lf6FJCdy//1nPFcLW6WrVqBdvobuJ0GTxOYWFh2n6je4d/u3PnTksHpovw+bgCFbracHUrs5IuQxw3HlN0abFrHM/Bx8TVt3jFPXTj42p/3Nft27en7Xf9+vUDG16/VwnNLLxeTkPEMWYXJR7Hey545TG8RnZJousPUwnNzFavXh23L774YksS2abTHehzZzp/tqvRmYXPZS6rNOI846XT8XyE8wo/5zgf8fXi/MjH5Oce3xHuN14vzx343PP58V3m/dD9zVIAwu98thUXD5SEkO8zhPA8jmOzatWqwIZyZK7vjzwDQgghRMLRx4AQQgiRcPQxIIQQQiScchszwBo26kmsZ6GmUrt27cCGGpK3Gh1r0Vu3bg22Uf/llDU8DsceoEbWsGHDwIY6dd++fQNb165d43bjxo0DG5bHxdQ2s1CnZ82I+43bXLrSi3VYv3593F6+fHlgW7FiRdx+4403Ahueg2Mk8Hy8Qiam4fF9wTHleA0vrYrvE8YzcGwJjjfHE3gxEqjt8b1AbY9jBubOnZvyd0mgLFeny0U3zuU43nOIzxPHBaBOf9hhhwW2ww8/PG7zqpD4zLC+js8oz5XYF9apOWYA7V5qI2v/n3/+edzeuHFjYMOyu7ziHsbR8PjiHMvXizETfD9xu7TKDzPZxh54q0t6qzvyPIbxVvzvZCbkGRBCCCESjj4GhBBCiISjjwEhhBAi4ZTbmAFPJ/GWe/RyzVmXwbiEXbt2BTbW6FBTZv3My0O/7LLL4vbxxx8f2DBOgM+HeKVzeXld1My8fGeGxxTHqnXr1oHtuOOOS3sc3I/jAp588sm4PWnSpMD28ccfx23UB81CnZPjJ1CT9OoKmIU6J8ekYJyAV9KU407QxvvhfeJ7gdfE2t6aNWvi9pIlS0yUPZ6mmym2wCuXi7p9+/btA1uXLl3ido8ePQJbt27d4jYulc194/kBn3t+ltP1i4/J8HuGeEsYMzt27IjbXIYbl/JevHhxYPvoo4/iNtf6wL7xNeSiqWdbEyDf2INMtSrS/ZavCZdm9+5ZKuQZEEIIIRKOPgaEEEKIhFMlyjJ/htO9DjZeiognBaQ7hlnoGuYyxuhuMQvdZryK1FlnnRW3b7nllsB25JFHpjyfmV9uFOGUwGxhN1guEoq3YpoHjqNXuhfTBc3Mnn/++bg9fvz4wLZu3bq4zSmQ6BbkceJz4Pk5DRDvDafr4DXxWOA5eQy9leUQlixw7Pkebtq0Ke1xyiuYBmdWtumDjJfela1rmO8tb2PaMo/FscceG7dPO+20wNaxY8e4zfMv9oefH57n0vXNk9Ey3aNsyzHzu8TyQzq4b5h+i5Kimdk777wTt2fPnh3YMF3Rmw8y/TPorehYliW0GU8a2LBhg79vaXdGCCGEEBULfQwIIYQQCUcfA0IIIUTCKbcxA6yVekvMohbkabqsy6MOxDob/xbPP27cuMB20UUXleh/KnJJ9cOUOb5FeE08TnhNXFI0Fz0Lj8v7eZqkB943b4lU1gTvuOOOuP3iiy8GNtT+OSaDYwiwFCqXScVSxhwvgttcthrHBtNP+fw8Zqil8nLOuB/HCHDqVEWAdXLkQGispbUUMb5LXropP8tcdhzTAs8999zA1qdPn7iN8UUMnyPbOB5M1zML5xwv1oFTEvld8lIUSyMWim1eavmWLVvi9vvvvx/Ynn322bg9f/78wIbzAZPLUtPeM3QgUhKzPR+TKd5IngEhhBAi4ehjQAghhEg45VYmYFcQuq04DRC3OXUF3WnsYsX92C11/vnnB9u//e1v4zaPBbunEXQdczob9sdLueGUGOw33z50R7Orj1123jm9tBvvkcHx5nuYr7yAKxU+/PDDgW3ChAkpf2dm1qpVq2AbXaTs0ke3J6dqeXIS2ryKZizZIJx+ha4/lhBWrVqV9jjllbJOS0byXYmQ3x1ML27ZsmVgGzJkSNptlAXMQknBkyK81FS2ofubq4DinMMp0iiV5bJqIY8N2ljSxWvk6/VWB8W5yptHeAXQoqKiuM0S4wsvvBC3+d8GL03Yq6qY7/OVL7lUxuRVIhl5BoQQQoiEo48BIYQQIuHoY0AIIYRIOOV21UJOmfDSVbwV5zDthbVg1DJHjBgR2HC1QbOSK/elOwdrXRwngKAOxpoVptctW7Ys7fk4RQ63OZahUaNGwXaLFi3iNqdDofbkaXSsLWLqHeuMeA95P9S3eAybNm0at2+99dbAhqs93n333YFt+/btwTY+G6iPmmWfysn3CZ9Tvl7vPuFv+VnH3+a68pjwyTe9lp8JTJc888wzA9vo0aOD7TZt2sRt77nnWCiEnx/sGz+Tmzdvjtv8DmCqIWvfOK82adIksHFMFT/rCM6zHLfkpWviXMlzNfaV5yq8p7yqKcbccFowMnXq1GCbV0713kMv7dAj37RaLy4h376YyTMghBBCJB59DAghhBAJp9zKBAy6P9iFhNvs+sI0G05xwhXD/u3f/i2weW4wrlCH7nh2A6LLm907mFL27rvvBrb33nsvbrNLu0OHDnF7165dgQ1XpvJSMM3M2rdvH7fRFW/mrxKJ18T3Al14vXr1CmzNmjWzdHgVD3G8WbK48sor4zbLR3/5y1+C7fXr18dtXv0Qx4bHCd2L3Dfc9io1choXjimnD6JLmNMlKwMVJRULt1nuO+GEE+I2VxX0Ki7yOTwpCd8zrpaHqbEoC5iFqcicloxzDstx+A7yHMfzGr73ngudZQKcK70qryxx4vizLILvJ98nlDdw3jQzu/TSS+M2yo1mZpMmTQq2V65caek42FJetu7/XPslz4AQQgiRcPQxIIQQQiQcfQwIIYQQCafcxgx4K4h5qV+su6G21bFjx8D20EMPxW1Oc+Hj4Pm9eALWwfD8s2bNCmxYOpNXlMJ0JNZ+UC/kVclQ9+vevbvbN9QauVQljoe38hmnK6LGzSuIHXXUUXF76NChgQ3vIacxeWmOqLmOGTMmsHE8Ba5+yLojaqmcRrpu3bq4zdeLzwk/Mwhrp4iXUsbxIhURT4s/EKsWevD58NliDR3f3Xbt2gW2kSNHxm3Wojn1DY/L5XJxXuH3E9/zTz/9NLBhmWF+zvHZ5lgDfEa9FG1eiZBjBnCe4WcUbTyv4vXyfviOeKsmsr6PzxPHMHnvHa4SOXz48MDG443zM8dh4Dl5TL2YmNJ49r0YGKUWCiGEECIn9DEghBBCJJxyKxOwOxjdIeyKQTcru0awItUFF1wQ2ND1xSmJ7KpG+PzomuGUnLfffjtuv/baa4ENV9Xj6ljosmMJAd2H3Bc8Drv22PWHY8Nucy9FEeUWTAcyC1fVYxcdShFPPvlkYOvXr1/c7tGjR2BD16a3ehrDq8dNnjw5buP1mYXXwSu9YRqiJwWI1HgpTqWVWpit9OBVNuV3HlM+zz777MCGzyvLAgy+d3y9+Kxx+im+5/x+ohzHbmvcj995Ly0Yn22ef9nd760Gi1IAjzfuxxIGnpNTBPH95GvCbV7BESspcgovwitPsoy5du3auD1jxoy05+dx8lJXSwPvWed/GzIhz4AQQgiRcPQxIIQQQiQcfQwIIYQQCafcxgyw9oN6EmuQqNOzhtypU6e4feGFF6Y9H2s9XpoRnx/1pDfffDOwoYbetWvXwLZw4cK4zSlruNoYaoDcV75eTNfhFctYB0RdztMEWb/D1RY5rWnRokVxu0uXLoENdTnWujDtksceU/04ZgDjGdh29NFHB9u4MuV9990X2FAvxjRDtnG/D3Y53YqIF2NTWuRb4hjfCX7uMHZlwIABgY3Ld3tgXAK/yxgzwDYvhRjnPH5e8To4FgrHiW34zvNY8D3z0mG9d9IrO45xUjwWGJfAMQqeNu6lUuL14pxmZtatW7dgG58FLBVvFsZ68LOH/47l8txnGwNTmvOPPANCCCFEwtHHgBBCCJFwyq1MwC4sdnEj6MJnt8lxxx0Xt9nd4rmzWKZAFw+nlrzzzjtxm9NXcAUzTl3CSlpcjQtdYW3btg1s6LbndCQ8B6fu8DkwJYl/i9s89uhS42Ni1cM5c+YENnSJ9u7dO7DNnj07bvO9Hz16tKUD71smdzRWjcPqk2ahW5RTInGc+P5ympMoSVlXGfTOj/ePXcX43vE76OGtTMgVCHGbU1rx3eaU1mwrCeaS1onvHacd8jlwm8/hpWXjvchU9TXd+bgveEyeq3B+YkmT5U+E33OsVsg2lHD43xFPwvCkgGzfmdJ8t+QZEEIIIRKOPgaEEEKIhKOPASGEECLhlNuYAdaTUF/htBdMr2MbpwQhqHVxjADqbmah7rdkyZLAtnjx4rjN6YOovW3bti2wYUlRLoeJ+iWnD6KGjSsPmoXliFk/47gAHCvWwTDVkccGdSq2oQ43ePDgwDZ//vy4zauCtW/fPm5j+V8zs08++SRuYwln3vbSqPgcRxxxRGDD9FDWLvE54XOI3CnLdExPm+U5B58RLrvtweWBsZw4lxbHOYBTBL0y6ziGHLfj6fleah/OF5lK2eL8yPcT5yvvHDze2DeeuzCVkuN0vJgejLvgccol3qh58+Zxm0vHY18rcqqxPANCCCFEwtHHgBBCCJFwyq1MwK5xdN16KTGc1oKpbpxagu6eTO6ddevWxW2ujoUpguw2R9d8s2bNAhu6tLjf6MJn9yG63jg9xnNpc79xX06rQrcZXxOOFZ8D+83u/jZt2sRtdvVhxS92H86dOzduc1VDhF17fBwEqxqahasYcrU3vL/8DHmrJorUHIiKal6allcFDvfDVTzNwtUIc6kex1IlzgEsIaAbm99PfAd5XHCbU2FxruR+49iwa9xbbZDfc2888L3jfuN+XtVTr6oig/32VjTka8JjZrq/+G8FywR4fk7J9J7ng51ymwl5BoQQQoiEo48BIYQQIuHoY0AIIYRIOOU2ZsBb/YnT/lB3Y10edfEfo9+gbo2phHxO1MX5nBh3wPuxlohaF/cbU2TYhumLPE6croOaIa8EhnoaxwygTu7dpzVr1gQ2LM2MKVVm4diwlon3l2Mr8HxejAD3lc+BGmUuGqzITGmlW+VbvhWfC36WUQvnZ4LjaLLpl1nJssL4TnI5YvwtlxZHvBReThnG62UNHecA1uURjhHguQT3ZZ0c3xGOqcHf8jn4GhG8Jr5P3iqN2Bfup1c2mcH4Jy457D1fHt7znO2qhYyX9p0JzWxCCCFEwtHHgBBCCJFwyq1MwO4tdAVxagem5GDlPLPQpcTuHa+a3KJFi4Lt1atXx22sRmUWutjffPPNwIaVBfl8WPWOKwlimhP3G13s69evD2zbt2+P27hio1nJClzo/uaqe+jeYxchurC86mNNmzYNbHj9PBZ4/bhCmJlZixYtLB3eapYsfaDbl9MH0V3L6YtLly6N2yh1mGnVwnwoDReod0zGe8+xsh27jbOVCTjtzUu3ZRe3Jwfifvyc47PN8hg/9whWNeTz4Vh4lQvN/JVicV9vhUFvP3Zx4zXyeOPY8D3Ec/A1easWMl4qJ9r4Pnlzpfc855t26FWfzIQ8A0IIIUTC0ceAEEIIkXD0MSCEEEIknHIbM8AaFZaE5ZW/UMNhDRdTYFh7R12KU2BYs0ItiM/hledduXJl3GYNEmMdWN/BlRFZE2QtPl0/MSYhFV46HfaVYzSwP6gzmoUxG15JUS5VjKWZ+XyDBg1KeW4+P8c28Hh7K7ZhfzDuwiwsS5tpNTdREk8rzUVH9ch2P35+vNUIORUtHZxKyJo9PjN8THxGeT+cE3jO8dIHvRgJb/VXPF+m1M1syz+zDWMWsh1f7ivr8l7MAM75uZyP8VIb8d8OHnuvNPOBwHu3MiHPgBBCCJFw9DEghBBCJBx9DAghhBAJp9zGDHBO/MaNG+M2a/8IxxOgbs01CDytp3fv3mnPzzUBsJYA6/lYZpjjArCMKPcNl8rlsr6o7x911FGBDeMQli1bFti4PgL+lvV21FJZV0WNcsuWLYHt008/jdu9evUKbKjL8zXhfcPljM3Mli9fHrc5tgFjSTy9jre9HGOuuYCUt2VHKyIHegxzqUfglSPONk+bz8fPHcbD8DLFWILYO463FHEu4PVyTA3H/yB8ftTmvVofDPbbK0fMx/RKjePcxfthnIAX95AJjHXgOQj/jeGYhWxjjMrDvCLPgBBCCJFw9DEghBBCJJxyKxMw6KbBVC+z0NXG6TmY9sNlbdH1xW4w3u7Tp0/c5pQ9dDd5JY85BQjdTeheNwvdTe3btw9smPqGZZLNQpdkz549A5uXVsU2dJVziiD+FiUSs9D9zu52lD54dUmUMFiyQInm5JNPDmxeGpOXHsr3F3/LNm+ltVxcpOJ78i1HnM/xGX4m8Lc8d7AElg52t6N0Zeavqofwc+eVDsbr4JQ5dE3z+Hrnx/eOf8fn92QCT2ZDuG94HO8e8lyF+3lSgDdOmfDS17E/XtnmXOac0ngvlFoohBBCiJzQx4AQQgiRcPQxIIQQQiScchszgHqZWZiWxhoVaj9cVhjTAHlpWm/pSQa18bPPPjuwffjhh3F727ZtgQ21IO4ba+MI6oyswaGexCmYeD5Ma0x1HIy18PrC6TJ4HazB4jn5mDg2vBQwnoP7ielY3Be0cbogp0rhuLHNK02N5+QSriIzpVVy+ECcD20cM4Cpvx6casbbCL8vHI+D4Pvi6c25LKPtadiod/O7y+fwSvt684MXL4LzuBcXwHh9wfec50N8r717xufnORevw4s985ZsLq13wluyORPyDAghhBAJRx8DQgghRMIptzIBg24clhDQLcW2xYsXx+3TTz89sKHri91Q7EZGt1m7du0CG56TUwQxLY5BtxinS2KKIvcFU5nYhm4iTnni6ox4Tk7127p1a9xev359YNuxY0fcZtd8kyZN4ja7FrE6o1eNkccX3Xt8TK+SILsa8ZzeymeMl74oMnOwx8xLL/PcuCibmYVVMjEt1qzkypoeKIl56a44V5mFzza7uNE17lVO5PNlKz+yzUvL4/cMz8GyWrZpgHxNuM0SBkotPI+m6xcfM1P1SU9O8q7px6wi+GNRaqEQQgghckIfA0IIIUTC0ceAEEIIkXDKbcyAl9rCOjnqRKh1m5nNmTMn7Tk8nZjP7+nGbdq0idutWrUKbKtWrYrbrEniNbEOhfoWn69169ZxmzUyTKUsKioKbLz6IOqCHGvhpdph/AZrkhhfwCs48vUjeI2cboXXy31BrY81Mm+lM291M74mHCfvmCI1uaY4HUi8tEO2oYbPmn0uMQMIv4NeiW58DvmZxBgbLy6Awfecn2WvPK9XZpfjC7ySx4hXtpjfT7w3fHyMjeKYIry/PE5Ipmf0s88+i9v87w/2h8fUS6UsjRiCbNNms6H8vKVCCCGEKBP0MSCEEEIknHLr88xlRSlv1cAPPvggbs+aNSuwnXTSSXGbXU+eO5jdL+imOvHEEwMbutRZwsAUPV4JEY/Jqy2iu33RokWBDceC92PXJrrNeNzQDckuu8aNG8dtrAxpFo4NXy9WVMNVCs1C9+WyZcsCG6++iKBLNJMLH6UYTrP0VoFDd6YnU4jUHOwKhF56l3e/2L2+fPnyuD1v3rzAxqt1Iiy54fXzWGD6IL9nKFVimqNZWD2PKyWiG5vd5l4atjc2XKEvW/e3V2WQq4nib7352NuP+4ljyvMfSzYe69ati9srV64MbNgfHsNsV+jM9x3xpIZc5yZ5BoQQQoiEo48BIYQQIuHoY0AIIYRIOOU2ZoBT7bDMLWshqJGxFr169eq4/fTTTwc2jBlgvdnT2hj8LevN3bp1i9us+yGsX6EOhemCZuE18X6YhpdpNTNM4eMxRa2tUaNGgQ3TGVl3xNRCvoeos7Lmisfhe9ijR4+050NdlXU2TgFasWJFyrZZGBdQt27dwIZasrdipigfeDoqPyP4vrIWjXElHG+EJbO7d+8e2Dj+Bt8DTlnGlDZ+7rBvPP9g2jD3G2MI+B3A55zHwku94996adn4W+6bl6KN2zyv4VhwCXIcb44LwNgrjifwVjvk8tMLFiyI29u3bw9sXlpiLs9iaYDHVGqhEEIIIXJCHwNCCCFEwim3MoG3Epa3oiCD7qzXX389sE2YMCFu/+pXvwpsnizArh90hfF+6KbiCmNHHHFE3EY3lJnZkiVL4jaPxbHHHhu3uVofutELCwsDG6f64XWwpIDbmErI+/EqjdjXQYMGBTaWDZDjjjsubnfo0CHt+Xh8PVcYPxf33HNP3ObrxbHCFEizsMIkVpQ0C12U7OZFlyxfu5cqhderiofZ4VUS9NK7vAp1KAFNnTo1sGF1TZbRWOZKd0yzks8Mgu5wdnHjs40pymahG5srJ6KEwHMH9i2XVGsvJZLx3Nh4jex6x3eExxslBZYQcO7iMfTmDk4fxHRn/vfHW/0w23TCXFz6nvSQ7zHN5BkQQgghEo8+BoQQQoiEo48BIYQQIuGUW0HS0/ZYZ0N9i/Uc1JM4JQQ1ZNbWrrjiimAb0+m8VcI4rQjhVbowZoDB6+XSuaineak0rC116tQp2MZSzaw7oiaKaZ18XE4Bwt9iCU8zs44dO8ZtTsfyViZE+LnAsedUoeeffz7Y5tLNiBf3gSuW4fiahXopa7D4nLCOihos64zeanUVEe9dLo2V28zCMfTO5+3HOjVuc2zMCy+8ELf5Hv3iF78ItvG59+61l653+OGHB9tezAlu8/OK89POnTsDG8Yb8VjwGOLz7K1SmIuGju8vvy8YJ8BxATjncJwUzmPevLJ79+5gm1NJ33vvvbjN14v3LZdnvTRSC7VqoRBCCCFKDX0MCCGEEAmn3MoE7G5HF7tXBY5TuNClxC4rrOT3X//1X4Ft8eLFwfY111wTt/v27RvY0GXHUgC6vtiNjX1lyQDTk7DamJnZhx9+mPIazEIXFrvT2L2Frjde4RDd9nwvsHofXy+6Jfv165f2mIcddpilg6sMeumS6PpjGeDBBx8MtrECpOcy5BQklFA4rQndvNxvz+2J9yIXt2NFpLSkAI8DMU6eBIUrGj711FOBjSUFrHR6wgknBDZ8nvi5Q7xUPy89kd8XHCd+JtFV7q3+Z+av+OfJXFjZz1t9kOcu7A+/g7jNq6h6VQZx/uXU0WnTpgXbmJLprdLopbV65Pv85rtCZyrkGRBCCCESjj4GhBBCiISjjwEhhBAi4VSJshQ1vBKbBwLWdFFrYhtqT3v27El7HE9D51K9rDVhas+oUaMCG8YTsNaG6WaeJpgLmCKJ8QNs4+vFFRS5P6w7otbH5Xk3btwYt3mc2rdvH7dZEzwQpXUxPerGG28MbM8++2ywjRop9xuvl9OxMGYgl7RWPB9fO6ay8iuIOi+neHkrX5ZXvLnD018PBF56l6f3ss1bfY+fLVzh8MQTTwxsQ4YMidu9e/cObPh+cmwOPnesy/NvEYwL4JX5MEaCj8lxQ5hqzWODczDHOqD27qUd8tyFMQqcZonxDBwHgcfkVMqZM2fG7X/84x+BDVMJGb6mbFNlc4kLyDf9FseU4zw4loWRZ0AIIYRIOPoYEEIIIRJOuZUJ2IWELiyWCdCdxuld6JZiVy26fL0qWmahqwb7YmbWpUuXuH3DDTcEtqFDh8ZtXikP+83nx21vFTDPJchueh5TdEGzWxDP71Vm89I8+Zq4Pwi6zb20JW/lyXfffTew8fnRtcn3EF38/HzhcbwqcV76F79mXqqsV9WQXZ0VgYM9d+RCtjIB41UOZLkIf4vPoJnZwIED4/app54a2HAlT06ZQymJZS0PfO74+lA24LmC30l8l/m5x+vn+QllCp5z8H3hOQdXH+Sqqx4bNmyI2ygLmIVVJOfNmxfYWG7Ge5yvFJBv+qAnbXkyG8+3mSRGeQaEEEKIhKOPASGEECLh6GNACCGESDjlNmaANV3U19mGmhXrvahLsWaPmkqmtDcsXclaDKbdsF6IpYuvvvrqwNa5c+e4jZqYma+bI6ztZbsKG8Panqfve+D1c6wDjiGnX+F941LQEydOjNuo85mZrV+/Pm6zdsvpSV55TrTxc4J95XOgZuetZsljj88Mv4I4htxnXEGxosCpYDgWB6NU8YEml9XoeO7CscC0XDOznj17xu3+/fsHNkxX5NVI8XnNdh45UPC7hDEwHN+F8wXHQXjzEb4vn3zySWB79dVX4zaXHMay6vxe833yyDYWIN80Wq/ksBeXxfutXbvWPY88A0IIIUTC0ceAEEIIkXDKrUzAoOuLXfHoiuJKWV7VP2+1Q3bPeu4XdNWwOwvdgJjmaGbWpk2buM2u1COPPDJud+/ePbDhaoDsIsx35TPP1cnub0y78VZM8/jggw+C7ccffzxuv/HGG4EN0w5ZzkF5gyUidvVlmxLE9x73Y3nDOyY+p/xc4H3C6zML08b69OkT2J555pm05yuvlPXccbDhZwLnAJbjvBVPcS5r1qxZYMMURZ47cAVSnjvQxumKTZs2jdssW3optQzOF5406bnXeSywsupHH30U2BYuXBi3OX0QpQCe4735z0u15jnIuw48bi6phbgfz0d4L7gvOM/wXLVkyRL3nPIMCCGEEAlHHwNCCCFEwtHHgBBCCJFwKkzMAOq/rIWgTuKt7sWgFsPaC+q2fByOWUANx0v181LtvFLB3iqNnIKDMQRHH310YMOyyWZmbdu2TXsc1A95vL2SpsuWLYvbb775ZmBDPW/+/PmBDTU6HidMQWItD7V37ieX7kWdlVOe8Jq43CmmQ7EGis8l9xuPyX1DtmzZEmz36NEjbl977bWB7Ze//GXa45RXvLkjl7S8siSXfnpTqhdPwHOVVy7c6ws+a14J9sMOOyywYexBkyZN0u5nFsYUNGrUKLBhLALPa15ME5Yq5tVYi4qK4vby5csDG6YXc/luHBseCy8Nu7RWH8yXbEth833BuYvnOI61YOQZEEIIIRKOPgaEEEKIhFNhZILKSLauRm81Na+qHu/HbkhMXWJ3E8ok7EJD9ze75VBCKa0qXtnayqKaHV4vVzzEFEy2rVu3Lm6zm3XUqFFxe+vWrYHt0Ucfzb+zZURFnTvyTQsrrePgfuzixneZ3cFeypy3+ipKhSyFcso2ShGcNos2ljhRSuN+4/vCaYBo4/nIk3uxL958lKkC7YHAey7wmry0R6xEaRZKoZs3bw5sCxYscPsjz4AQQgiRcPQxIIQQQiQcfQwIIYQQCefgCyUiJfnq3V5KDOtQXlrcrl27AhuWTvZ0Tq90L5Pv6l75HONggRod6ppmZjt27IjbrLmijn7EEUcEtlatWsXtihgjUFkorWct39ggryQ4wro8wu+nl2qH5+A4AE7ZxrmD9X1MtfZSKb1V/Hg/b9VCPB+Pk5c+eLDx7q83b3JsBaZ9YnlpszAmY82aNTn1T54BIYQQIuHoY0AIIYRIOPoYEEIIIRKOYgbKkGzjBFhby1fL5JK4qKex1sYaIYLaG+twpaHLlbe4AA+ss8B1HDp06BC3N2zYENiwtsDYsWMD26233hq3vTLGonLhvTu5lDhGvLghL56AbfwcessU57tUeLrf8THZhn3x9vP6+WPKYmer/Xt94yWisQQ79xtrC3DpdIz98sY3FfIMCCGEEAlHHwNCCCFEwpFMUIbkW6a0tFLv0DXFbioPr1Sm55arjOBYsFsO06HYdv3118ftRx55JLChq69OnTql0EtRXsnXxZzvMb05B7e9kr9sz+Uc2brtc5njvOv15qBcVp7M9rf5lptGWYCP0759+8DWs2fPuM3lyletWhW3uVR8Jir/bC2EEEIIF30MCCGEEAlHHwNCCCFEwlHMQDnB06jy1c8YXpY03xRB7CunJCYtZsBbrvXDDz+M2/fff39g++STT+L2woULAxuWieV7VhHxdGPxLw7EOOV7zEz7ZRt7kMs1lMZy5AejhHQuZLtMMZYRNjNr1qxZ3O7Xr1/a/VasWBHYPv3007jNcQiZqPyztRBCCCFc9DEghBBCJBzJBOWEA+GWYniVMq8Cl7dKGrr/uTJZthXGPCqSGxnTABs3bhzYbrzxxrjNK4i9/PLLcZtdhDhulUEmEPlRGqt8/pjf5rtftql2+VbrOxj8mIqE6fbDlR75HC1btgxsvXv3jtu4gqyZ2eLFi+M2VzbFKqiFhYU59VWeASGEECLh6GNACCGESDj6GBBCCCESjmIGypBsdShPv8pFS2N934sZ8I6LMQNeWpEXM5DvKmzeb8silRFXDTv99NMDW9OmTeP2vffeG9hwVUguG9q2bdu4zZpgRaQixYCIH0++sQ75lmPON0Yhl5Rtb57BeY5t+G5jeXIzsyOPPDJuc8nhPXv2xG2METAzW7p0adpjYlxYrnEO8gwIIYQQCUcfA0IIIUTCkUxQAcnX7VpaFQgx7RBTWcxClxlX5MtXGijPbuYrr7wybv/zn/8MbLfffnvcrlu3bmCrXbt23GZ33pYtW9LuJyovpZXOVlHJ1m2f7zh5v8uUBo2runpp2JySjel9uNqgWSgNrFy5MrBhKjLOB2b+Sqae9JsJeQaEEEKIhKOPASGEECLh6GNACCGESDiKGUiDtxofp+h5q8zhflweEtPLcsFb0TAXXcxLEcTrZxvux3EBeA6OJ/D67fUlW/ieeXEPfA/xvu3evTuwHXPMMXH78ssvD2yTJk2K20uWLAlstWrVituoOZqFqUOs7WF5Yq8sdGUk2zQx8S/KunQvk+89LI3Uwlz2837H2ziX8TyK72irVq0CW5cuXeJ2kyZNAtvy5cvjNqcPfvnll3Gb5w4vLgB/yzFMmZBnQAghhEg4+hgQQgghEo5kgh9gdzev8IduZHa/oJuIXdNoQ9cPn9OrAJivjfHc5rxfvtUD8XpZFsH9WELw0nOyTZdBt7xZSRkG7+nmzZsDW7169eL2DTfcENgOP/zwuH3fffcFNqww9sUXXwQ2b3VHHF++Xk9qqewkTRrIt3oePlv8rqKr2JPOcqlsyn3Dc+YiVXrvMu7Hc5X33uM7wvO4J016x/z666+DbRxHnme6desWt7t37x7YCgoK4vbbb78d2FatWhW3+R7yfIF4kioexztGyuPm9GshhBBCVDr0MSCEEEIkHH0MCCGEEAlHMQM/sGPHjmCbSz6iFrNv377AhjoVakS8H8caeHoWkktcQLZpJ2a+fpitTu/txzESniaI27wSV7Y6Mmv2XMoX78Xw4cMD29ChQ+P2/PnzA9t//Md/pDwGb7O+jyWHmWzTv8o6Taw0SHqZ3dLA07s93TgX7d07ppcK7MUleOfn/bJNmeZ3EOcL71nz5t9Macnt2rWL27jaoFm4ymhRUVFgw3RjXoEU5wv+dwNtHL/mpX3jNv87lQl5BoQQQoiEo48BIYQQIuFIJvgBdk2za8bDc42ju8db7cpzw3nufXZnea54Tpfh4yJe6pCX2pKt3MEuLM9FifeC7wv2ZciQIYGNUxuPPvrouM1VBv/4xz/GbawMZmbWvHnztOdH1yOnNWFqD0sIeP18TLwvmVZTqwjk4qpOGp77G+Exw2eGXdyeiznban38vHppyTyP4DvhzU8MXj/3G/vjpdt6x+f5AFMEUQYwM2vWrFmwjVVBN27cGNimTZsWt9etWxfY8N8DlgL43xwEx9Sbf71Udm9+T4U8A0IIIUTC0ceAEEIIkXD0MSCEEEIkHMUM/ADrN54u5elZnL6CWhOvWuUdE/UeLiuJNtaFvPQc/i2ek7Un7/w4VrmsDOiVHMa+ckpew4YNU7bNQh1u69atgY31uwkTJsRt1v0wlbR169aBDVMWud+YvuileHGMBI6bF59SGfT1ynANpYVXVpjxylnjO8jPjxdj453bi1Ni8LjePMP99tKZvev1Vu/EWJ3GjRsHtgYNGsRtnlfwHJxavnLlymB7zZo1cXvLli2BDd9tHlOcV3JJl/RsXlrnj0nblWdACCGESDj6GBBCCCESjmSCH2BXDK94h3ZetQpdMyw3oJuKK1edeOKJcdtz03tSQC5waiHC8gauxocrNpqFY8PjhC6znTt3BjZ05/EY4vV//vnngQ1ddtu2bQtsmCLIrn8cez4Hj6m38iTeU35OvDQqhO8ZjgXvh2PouUcrCgeiAmF5rmqYy+p4+Dzhyplm4TvC0hXOJU2bNg1sKJ3xs4WyJb+73qqi7LbH+YGvD2U1L73ZS7flMcz2PeM5bvXq1XF7165dgQ3np88++8w9jrcaIL7LPD/g2OSSJpxtdVoeCzxHrmnJ8gwIIYQQCUcfA0IIIUTC0ceAEEIIkXCqRFnm/WBJ1sqIt2qUWUl9LR38O9SbGzVqFNhwFSsvzSeXlBTc5lvLv/VKXnrlgbPdz+sba+G4H48FanSs12GKE8dr8CqGXjoU/pbLCmP6ID8XqJ162p6X1slj4WmnmzdvTnuO8gqXds1WD2WyLaVb1vsx3jvpvUv4rHOMDT4//Ex6qc7ZrmrnvbuZfotkO2+ahe+vF4vE76f3LuF489yBsI3HJtv0X++Z8cpye8+TN8d6MQN87zl9skT/XKsQQgghKj36GBBCCCESjmSCH0B3r1mYgmPmp7OgC4ldZpiWxy4sL73MW5kK8aQAL83FzK8y5qW05buf5x7G7VyuyXNRsmzgreiI95BTKdHdxu5ElJe4L9murua5UnmltaKiorS/La/wWGOVOG9FNqY8VTLMty9elcpcViZEvOqW3jvvVbbLlLqJdnahe33Fc7K735MtEC8tmG3e/IDX61UAZPi3XlqyN6befog33/KYYb85RTvT+MozIIQQQiQcfQwIIYQQCUcfA0IIIUTCyTpmQAghhBCVE3kGhBBCiISjjwEhhBAi4ehjQAghhEg4+hgQQgghEo4+BoQQQoiEo48BIYQQIuHoY0AIIYRIOPoYEEIIIRKOPgaEEEKIhPP/PPGCDWWfHhgAAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(nrows=1, ncols=2)\n", + "ax[0].imshow(images[0, 0].detach().cpu(), vmin=0, vmax=1, cmap=\"gray\")\n", + "ax[0].axis(\"off\")\n", + "ax[0].title.set_text(\"Inputted Image\")\n", + "ax[1].imshow(reconstruction[0, 0].detach().cpu(), vmin=0, vmax=1, cmap=\"gray\")\n", + "ax[1].axis(\"off\")\n", + "ax[1].title.set_text(\"Reconstruction\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "f419ea0c", + "metadata": {}, + "source": [ + "## Transformer Training\n", + "Now that a vqvae model has been trained, we can use this model to encode the data into its discrete latent representations. These inputs can then be flattened into a 1D sequence for the transformer to learn in an autoregressive manor.\n", + "\n", + "Training can be done in 2 ways:\n", + "- Loading in the original images and then encoding these images on the fly during training using the vqvae model, the advantage of this is we can augment training data during training that is then encoded, however this will slow down training and is more memory intensive.\n", + "- Before training the transformer we encode all the training data first and save the discrete encodings. These latent codes are then loaded and fed to the transformer for training.\n", + "\n", + "For this tutorial we will use the first appraoch and use the vqvae network to encode the data during the training cycle" + ] + }, + { + "cell_type": "markdown", + "id": "d1ece23b", + "metadata": {}, + "source": [ + "### Datasets\n", + "We can use the same dataloader with augmentations as used for training the VQVAE model. However given the memory intensive nature of Transformer models we will need to reduce the batch size" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "d10e268f", + "metadata": {}, + "outputs": [], + "source": [ + "train_loader = DataLoader(train_ds, batch_size=8, shuffle=True, num_workers=4)\n", + "val_loader = DataLoader(val_ds, batch_size=8, shuffle=True, num_workers=4)" + ] + }, + { + "cell_type": "markdown", + "id": "dcfbb498", + "metadata": {}, + "source": [ + "### Latent sequence ordering\n", + "We need to define an ordering of which we convert our 2D latent space into a 1D sequence. For this we will use a simple raster scan." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "00bc516f", + "metadata": {}, + "outputs": [], + "source": [ + "spatial_shape = next(iter(train_loader))[\"image\"].shape[2:]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "0a1fd48a", + "metadata": { + "lines_to_next_cell": 2 + }, + "outputs": [], + "source": [ + "# Get spatial dimensions of data\n", + "# We divide the spatial shape by 4 as the vqvae downsamples the image by a factor of 4 along each dimension\n", + "spatial_shape = next(iter(train_loader))[\"image\"].shape[2:]\n", + "spatial_shape = (int(spatial_shape[0]/4),int(spatial_shape[1]/4))\n", + "\n", + "ordering = Ordering(ordering_type=OrderingType.RASTER_SCAN.value,\n", + " spatial_dims=2,\n", + " dimensions=(1,) + spatial_shape)\n", + "\n", + "sequence_ordering = ordering.get_sequence_ordering()\n", + "revert_sequence_ordering = ordering.get_revert_sequence_ordering()" + ] + }, + { + "cell_type": "markdown", + "id": "9dfc4550", + "metadata": {}, + "source": [ + "## Define Network, optimizer and losses" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "8d3a72fb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DecoderOnlyTransformer(\n", + " (model): TransformerWrapper(\n", + " (token_emb): TokenEmbedding(\n", + " (emb): Embedding(256, 64)\n", + " )\n", + " (pos_emb): AbsolutePositionalEmbedding(\n", + " (emb): Embedding(256, 64)\n", + " )\n", + " (post_emb_norm): Identity()\n", + " (emb_dropout): Dropout(p=0.0, inplace=False)\n", + " (project_emb): Identity()\n", + " (attn_layers): Decoder(\n", + " (layers): ModuleList(\n", + " (0): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): Attention(\n", + " (to_q): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_k): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_v): Linear(in_features=64, out_features=512, bias=False)\n", + " (dropout): Dropout(p=0.0, inplace=False)\n", + " (to_out): Linear(in_features=512, out_features=64, bias=False)\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (1): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): FeedForward(\n", + " (ff): Sequential(\n", + " (0): Sequential(\n", + " (0): Linear(in_features=64, out_features=256, bias=True)\n", + " (1): GELU(approximate='none')\n", + " )\n", + " (1): Identity()\n", + " (2): Dropout(p=0.0, inplace=False)\n", + " (3): Linear(in_features=256, out_features=64, bias=True)\n", + " )\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (2): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): Attention(\n", + " (to_q): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_k): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_v): Linear(in_features=64, out_features=512, bias=False)\n", + " (dropout): Dropout(p=0.0, inplace=False)\n", + " (to_out): Linear(in_features=512, out_features=64, bias=False)\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (3): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): FeedForward(\n", + " (ff): Sequential(\n", + " (0): Sequential(\n", + " (0): Linear(in_features=64, out_features=256, bias=True)\n", + " (1): GELU(approximate='none')\n", + " )\n", + " (1): Identity()\n", + " (2): Dropout(p=0.0, inplace=False)\n", + " (3): Linear(in_features=256, out_features=64, bias=True)\n", + " )\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (4): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): Attention(\n", + " (to_q): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_k): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_v): Linear(in_features=64, out_features=512, bias=False)\n", + " (dropout): Dropout(p=0.0, inplace=False)\n", + " (to_out): Linear(in_features=512, out_features=64, bias=False)\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (5): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): FeedForward(\n", + " (ff): Sequential(\n", + " (0): Sequential(\n", + " (0): Linear(in_features=64, out_features=256, bias=True)\n", + " (1): GELU(approximate='none')\n", + " )\n", + " (1): Identity()\n", + " (2): Dropout(p=0.0, inplace=False)\n", + " (3): Linear(in_features=256, out_features=64, bias=True)\n", + " )\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (6): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): Attention(\n", + " (to_q): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_k): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_v): Linear(in_features=64, out_features=512, bias=False)\n", + " (dropout): Dropout(p=0.0, inplace=False)\n", + " (to_out): Linear(in_features=512, out_features=64, bias=False)\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (7): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): FeedForward(\n", + " (ff): Sequential(\n", + " (0): Sequential(\n", + " (0): Linear(in_features=64, out_features=256, bias=True)\n", + " (1): GELU(approximate='none')\n", + " )\n", + " (1): Identity()\n", + " (2): Dropout(p=0.0, inplace=False)\n", + " (3): Linear(in_features=256, out_features=64, bias=True)\n", + " )\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (8): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): Attention(\n", + " (to_q): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_k): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_v): Linear(in_features=64, out_features=512, bias=False)\n", + " (dropout): Dropout(p=0.0, inplace=False)\n", + " (to_out): Linear(in_features=512, out_features=64, bias=False)\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (9): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): FeedForward(\n", + " (ff): Sequential(\n", + " (0): Sequential(\n", + " (0): Linear(in_features=64, out_features=256, bias=True)\n", + " (1): GELU(approximate='none')\n", + " )\n", + " (1): Identity()\n", + " (2): Dropout(p=0.0, inplace=False)\n", + " (3): Linear(in_features=256, out_features=64, bias=True)\n", + " )\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (10): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): Attention(\n", + " (to_q): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_k): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_v): Linear(in_features=64, out_features=512, bias=False)\n", + " (dropout): Dropout(p=0.0, inplace=False)\n", + " (to_out): Linear(in_features=512, out_features=64, bias=False)\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (11): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): FeedForward(\n", + " (ff): Sequential(\n", + " (0): Sequential(\n", + " (0): Linear(in_features=64, out_features=256, bias=True)\n", + " (1): GELU(approximate='none')\n", + " )\n", + " (1): Identity()\n", + " (2): Dropout(p=0.0, inplace=False)\n", + " (3): Linear(in_features=256, out_features=64, bias=True)\n", + " )\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (12): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): Attention(\n", + " (to_q): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_k): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_v): Linear(in_features=64, out_features=512, bias=False)\n", + " (dropout): Dropout(p=0.0, inplace=False)\n", + " (to_out): Linear(in_features=512, out_features=64, bias=False)\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (13): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): FeedForward(\n", + " (ff): Sequential(\n", + " (0): Sequential(\n", + " (0): Linear(in_features=64, out_features=256, bias=True)\n", + " (1): GELU(approximate='none')\n", + " )\n", + " (1): Identity()\n", + " (2): Dropout(p=0.0, inplace=False)\n", + " (3): Linear(in_features=256, out_features=64, bias=True)\n", + " )\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (14): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): Attention(\n", + " (to_q): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_k): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_v): Linear(in_features=64, out_features=512, bias=False)\n", + " (dropout): Dropout(p=0.0, inplace=False)\n", + " (to_out): Linear(in_features=512, out_features=64, bias=False)\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (15): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): FeedForward(\n", + " (ff): Sequential(\n", + " (0): Sequential(\n", + " (0): Linear(in_features=64, out_features=256, bias=True)\n", + " (1): GELU(approximate='none')\n", + " )\n", + " (1): Identity()\n", + " (2): Dropout(p=0.0, inplace=False)\n", + " (3): Linear(in_features=256, out_features=64, bias=True)\n", + " )\n", + " )\n", + " (2): Residual()\n", + " )\n", + " )\n", + " )\n", + " (norm): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (to_logits): Linear(in_features=64, out_features=256, bias=True)\n", + " )\n", + ")" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "transformer_model = DecoderOnlyTransformer(\n", + " num_tokens= 256, # must be equal to num_embeddings input of VQVAE\n", + " max_seq_len=spatial_shape[0]*spatial_shape[1],\n", + " attn_layers_dim=64,\n", + " attn_layers_depth=16,\n", + " attn_layers_heads=8,\n", + ")\n", + "transformer_model.to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "c5b4fde2", + "metadata": {}, + "outputs": [], + "source": [ + "optimizer = torch.optim.Adam(params=transformer_model.parameters(), lr=1e-3)\n", + "ce_loss = CrossEntropyLoss()" + ] + }, + { + "cell_type": "markdown", + "id": "df494095", + "metadata": {}, + "source": [ + "First we will define a function to allow us to generate random samples from the transformer. This will allow us to keep track of training progress as well to see how samples look during the training cycle" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "1d5876aa", + "metadata": {}, + "outputs": [], + "source": [ + "@torch.no_grad()\n", + "def generate(\n", + " net,\n", + " start_tokens,\n", + " seq_len,\n", + " **kwargs\n", + "):\n", + " num_dims = len(start_tokens.shape)\n", + "\n", + " if num_dims == 1:\n", + " start_tokens = start_tokens[None, :]\n", + "\n", + " b, t = start_tokens.shape\n", + "\n", + " net.eval()\n", + "\n", + " out = start_tokens\n", + "\n", + " for _ in range(seq_len):\n", + " x = out[:, -seq_len:]\n", + "\n", + " logits = net(x, **kwargs)[:, -1]\n", + " probs = F.softmax(logits, dim=-1)\n", + " sample = torch.multinomial(probs, 1)\n", + " out = torch.cat((out, sample), dim=-1)\n", + "\n", + " out = out[:, t:]\n", + "\n", + " if num_dims == 1:\n", + " out = out.squeeze(0)\n", + "\n", + " return out" + ] + }, + { + "cell_type": "markdown", + "id": "2485dec2", + "metadata": {}, + "source": [ + "### Transformer Model Training\n", + "We will train the model for 100 epochs" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "1ee4dae3", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 0: 100%|███████████████████████████████████████████████| 1998/1998 [12:35<00:00, 2.64it/s, ce_loss=3.2]\n", + "Epoch 1: 100%|██████████████████████████████████████████████| 1998/1998 [12:34<00:00, 2.65it/s, ce_loss=2.55]\n", + "Epoch 2: 100%|██████████████████████████████████████████████| 1998/1998 [12:37<00:00, 2.64it/s, ce_loss=2.16]\n", + "Epoch 3: 100%|██████████████████████████████████████████████| 1998/1998 [12:39<00:00, 2.63it/s, ce_loss=2.06]\n", + "Epoch 4: 100%|██████████████████████████████████████████████| 1998/1998 [12:38<00:00, 2.63it/s, ce_loss=2.01]\n", + "Epoch 5: 100%|██████████████████████████████████████████████| 1998/1998 [12:38<00:00, 2.63it/s, ce_loss=1.97]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "train completed, total time: 5908.866019248962.\n" + ] + } + ], + "source": [ + "n_epochs = 100\n", + "val_interval = 10\n", + "epoch_ce_loss_list = []\n", + "val_ce_epoch_loss_list = []\n", + "intermediary_images = []\n", + "vqvae_model.eval()\n", + "\n", + "total_start = time.time()\n", + "for epoch in range(n_epochs):\n", + " transformer_model.train()\n", + " epoch_loss = 0\n", + " progress_bar = tqdm(enumerate(train_loader), total=len(train_loader), ncols=110)\n", + " progress_bar.set_description(f\"Epoch {epoch}\")\n", + " for step, batch in progress_bar:\n", + " images = batch[\"image\"].to(device)\n", + " # Encode images using vqvae and transformer to 1D sequence\n", + " quantizations = vqvae_model.index_quantize(images)\n", + " quantizations = quantizations.reshape(quantizations.shape[0], -1)\n", + " quantizations = quantizations[:, sequence_ordering]\n", + "\n", + " # Pad input to give start of sequence token\n", + " quantizations = F.pad(quantizations, (1, 0), \"constant\", 255) # pad with 0 i.e. vocab size of vqvae\n", + " quantizations = quantizations.long()\n", + " \n", + " quantizations_input = convert_tensor(quantizations[:, :-1], device, non_blocking=True)\n", + " quantizations_target = convert_tensor(quantizations[:, 1:], device, non_blocking=True)\n", + "\n", + " optimizer.zero_grad(set_to_none=True)\n", + "\n", + " # model outputs\n", + " logits = transformer_model(x=quantizations_input)\n", + " \n", + " loss = ce_loss(logits, quantizations_target)\n", + "\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " epoch_loss += loss.item()\n", + "\n", + " progress_bar.set_postfix(\n", + " {\n", + " \"ce_loss\": epoch_loss / (step + 1),\n", + " }\n", + " )\n", + " epoch_ce_loss_list.append(epoch_loss / (step + 1))\n", + "\n", + " \n", + " if (epoch + 1) % val_interval == 0:\n", + " transformer_model.eval()\n", + " val_loss = 0\n", + " with torch.no_grad():\n", + " for val_step, batch in enumerate(val_loader, start=1):\n", + " images = batch[\"image\"].to(device)\n", + " # Encode images using vqvae and transformer to 1D sequence\n", + " quantizations = vqvae_model.index_quantize(images)\n", + " quantizations = quantizations.reshape(quantizations.shape[0], -1)\n", + " quantizations = quantizations[:, sequence_ordering]\n", + "\n", + " # Pad input to give start of sequence token\n", + " quantizations = F.pad(quantizations, (1, 0), \"constant\", 255) # pad with 256 i.e. vocab size of vqvae\n", + " quantizations = quantizations.long()\n", + "\n", + " quantizations_input = convert_tensor(quantizations[:, :-1], device, non_blocking=True)\n", + " quantizations_target = convert_tensor(quantizations[:, 1:], device, non_blocking=True)\n", + "\n", + " # model outputs\n", + " logits = transformer_model(x=quantizations_input)\n", + "\n", + " loss = ce_loss(logits, quantizations_target)\n", + "\n", + " # Generate a random sample to visualise progress\n", + " if val_step == 1:\n", + " starting_token = torch.tensor([255], device=device)\n", + " generated_latent = generate(transformer_model, starting_token, spatial_shape[0]*spatial_shape[1])\n", + " vqvae_latent = generated_latent[revert_sequence_ordering]\n", + " vqvae_latent = vqvae_latent.reshape((1,)+spatial_shape)\n", + " decoded = vqvae_model.decode_samples(vqvae_latent)\n", + " intermediary_images.append(decoded[:, 0])\n", + "\n", + " val_loss += loss.item()\n", + "\n", + " val_loss /= val_step\n", + " val_ce_epoch_loss_list.append(val_loss)\n", + "\n", + "total_time = time.time() - total_start\n", + "print(f\"train completed, total time: {total_time}.\")" + ] + }, + { + "cell_type": "markdown", + "id": "2080eccf", + "metadata": {}, + "source": [ + "### Transformer Loss Curve" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "56d16e27", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use(\"ggplot\")\n", + "plt.title(\"Learning Curves\", fontsize=20)\n", + "plt.plot(np.linspace(1, n_epochs, n_epochs), epoch_ce_loss_list, color=\"C0\", linewidth=2.0, label=\"Train\")\n", + "plt.plot(\n", + " np.linspace(val_interval, n_epochs, int(n_epochs / val_interval)),\n", + " val_ce_epoch_loss_list,\n", + " color=\"C1\",\n", + " linewidth=2.0,\n", + " label=\"Validation\",\n", + ")\n", + "plt.yticks(fontsize=12)\n", + "plt.xticks(fontsize=12)\n", + "plt.xlabel(\"Epochs\", fontsize=16)\n", + "plt.ylabel(\"Loss\", fontsize=16)\n", + "plt.legend(prop={\"size\": 14})\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "3d83c3c1", + "metadata": {}, + "source": [ + "### Plot evoluation of Generated Samples" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "84410bf0", + "metadata": { + "lines_to_next_cell": 2, + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + }, + { + "data": { + "image/png": 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6V+5p+kxV7lNaaT5GnrsuXrwYzaU50i/XAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJvu6/jyV1rtW6jXTytC0JnyMWmXojKruD3/4w/Fsd2XoGPn1r9S1Vqpl0wrkO+64I17zpS99aTybVnVX9smzzz4bz85Yc21tLZqr7NMZdcVp/fQYYzzzzDPRXFqTPkbt/NP3WWWfVGbTet9KrXZagVx59s+dOxfPpvt0c3MzXnPGNa3sk7SqunJNr1y5Es+mKjX1FTP2afq9t7KyEq95/PjxePbo0aPR3IULF+I1L1++HM+meyq99mPkVfGV+1T5jkjPKf38+P0cTQEAADclXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABosq8bGg8dOhS14aQNVJVGrbR5sdJUNKPR7PHHH4/XfOqpp+LZtKmr0nx38uTJaC5tUxtjjHvvvTeePXHiRDR3//33x2u+5CUviWfT/ffbv/3b8Zof+chHorkZzWtj5Ps/bckao9a+lbYkVtr8zp8/3zo3xpyWusr7rPLumbFmOltpvaxI93+l8bUi3dM7OzvxmjOu1YzWz/S7bIw5e6ry7KXHWmk9/OhHPxrPpt+nlX1S+Y5OGyorTaJpQ2MlS1WkravpPU2vp1+uAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATfZ1/fmNGzei6tK02jatSR8jr/dMa9LHqNXA3n777dFcpYZ1Y2Mjnk2rZStV1WkFdaUGtVJ//pVf+ZXR3Otf//p4zUqt90//9E9Hc5W63LT+vLJP0wrcMfIq2Mo+rRxrqlKBXDn/1Kz3RKpSK50+f5UK5HS28o6eUetcqf9eWVmJZ1/2spdFc5V9evHixWgufe+OMcbp06fj2Rkq7/4Zddnpd2SaOcaoPSfp90ll71X29Ix3T3pNK+/Iyr3f3t6O5tbW1uI1E365BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANNnX9efXr1+P6mDTes9KDWha612pNq3Ue6Z10ZW63Mr5p+dVOf+0MnZnZyde83M+53Pi2bTa9bHHHovX/LM/+7N49vd+7/eiuYcffjhec2lpKZ5NVap909n0eRojr6sdI6/Lrjwnly5dimdTM2qdK9e08pym74nK56e1zpX7VHHhwoVoLn3vjjHG3XffHc/ed999rXNjjHH8+PFoLq1JH6P2HZXWzx86dChec0aleWVPpe+TyvNUeU5mfH7l+s+QfkdV7n3lnqZV8WlN++bmZjTnl2sAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABosq8bGm+77bao3Sht65nRqlRpX6o03x07dqz98yvNh2n7VqUp6c4774zmKg19H/rQh+LZtKGxsk8ef/zxeDZtdlpbW4vXTNv00oa8MfJ7P0a+/yqfX5Heq0pL2YxGs0r72IzWycp7IpU+T2Pk17RyTjNmK+/oj370o/Fs2vr50pe+NF4zvaaVxtEZ7aiVa7roZy/dJ5XnaVbraKpy/un1n9E4W7n3levfneXSOb9cAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmuz7+vOk3nlGXXBaxVmpAF5aWopn04rNGXWxY+TXtFKDurGxEc0dPXo0XvPixYvx7Ac/+MFoLj3OMWrVvjOqymfUWlfWrNz/GdJrtegK4PR5GmOM1dXVaG5WVXhaKV+x6H2SmlGVPUb+Tvnwhz/c/vmL3ifpe68qvVeVz5/xfVpZc0ZVeEX6+TPefZX3TuU7svId3ckv1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBkXzc0Hjp0KGoimtEAtb29Hc0tLy/Ha1aOM23Ju+uuu+I1K55++ulortKUlLaUzWr0unDhQjQ3o1FrjLypqnJNU5XmtYoZzXsz2hRnfX6q0tCYvlMqja+V63T+/PlobmdnJ14zfaYrx1lpdFt062b6+VtbW/Ga6f2vtAhX3r0z2vxmmPHum9WQeFDMeE4re299fT2eTRsa0+/ddM4v1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCa3RP15akYNaqWq+o477ohnV1dXo7kXv/jF8ZrHjx+PZx999NFoLq1JH6NWV5xKa+pnrZnW1I+R77/Knk8rYyvXvlJDm87Oql9fpMp9Sit4K44dOxbPpu+TMfJq4Uqtdbr/Ku/TyrM3o6q7sqfTdSvnlO6pyvNcMaMCvHL9Z1TaH5RzqjwnMyrtK9I9vbS0FK85oyr94sWL8ZoJv1wDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACa7Ov68xs3bkR1nGkN7JEj+emm9ZqVutBKrXZ6rFtbW/Ga99xzTzybVoYuLy/Ha6bXtHKfKtJq2crnV2pod3d3o7lKBXJaKz2rAnlGrfQMlarqGbXKlX2SHmul0r4i3f+Vquj0WlWevUql/Iz9Vzn/Gd8ni650T89pxppj5Oc1Y5/OMuOcKtJ1K99RqdXV1Xi2kjvS90S69+K5aAoAALgp4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAk1uioXFpaSlar9IUlc5WGqV2dnbi2bSp6fTp0/GalUaztFGu0qo0oyVwZWUlnk2vaaX5Lt17lXUr1yltqqqcU2WfpI16s5rP0kaxGY1mlTUrs+mzV2l9rHx+5f6n0j1daV6r7On08ytrLrpNcUZL3qIbEmft6W6zWh9ntMNW7umMa5q2Pc9qnN3Y2GhdL86GrZ8KAADPY8I1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANNnX9ee33XZbVPGaVnZWakDTGtbKmpV6z7TW+9y5c/GaTz/9dDx77NixaK5SKZ+umVZqjzHG+fPn49m0fr5yT2dUlVcq3WfU5VYqqFOVe1qpQE7334xa3xm1xvtBeq9m3Kft7e14zYr0WGfd0xnfUTPMqHSfJb2mM6rKZ12nGftkxvlX1rxw4UI8m6p8n6TntLu72zrnl2sAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAECTfV1/PkZWXZlWcVbqetM1K5XmlcrOS5cuta9Zsbm5Gc2dOHEiXjOtNj5+/Hi85vr6ejyb2traimcPHz4cz6b3qlI/fuXKlWiuUsFbOaf0ni4tLcVrVqp90+evcv5pVXdF5d1Tuf4zVN5pqfT6z3hHj5HvqRmV5pXZWfXrM8z4jpzx7qtcp/QdXXlHpXXZYyy+fj1VeU5nZJQZ59/9jvDLNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADTZ1w2Nhw8fjtp9Km1JqbTVp9KmtrOzE8+mTVWVNWc0eqUNfWOMsbKyEs1VrmllNm3eqzT0ra6uxrMzpPf//Pnz8ZqVRq0Zz166T8bIn9PKOaXNbxWV65Se06yGvhmfP6MlrnJN00a5yvtk0c136fVf9H2qtC5Wvs/W1tba10zPv9K6uOjG1crnp22alTXT/Vf53p3ReNs955drAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAk31df37o0KGoOjOtwa3UsKZ1yZWq5Eqtc2ppaSmenVHtW6k/P3nyZDRXuU+XL1+OZ9N7ValhrdSKz5Be/8req9Qlp3W5FZXrn1YgV6TnXzn3Sl1yakYFccWiK80r1z9dt/L5M1Q+v/KcpCr3NN1/le+Iyp6+8847o7lnnnkmXjM91sq1X11djWfT777K916lKjxVeZ+k16qyZiX3pOum1yl9RvxyDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE32dUPjtWvXotactH2u0qq0s7MTzVUarWa0f6VNktXPT2crjVrr6+utnz1GraXt7NmzC/38GdL2qcrerzRlpbOVNStthun+r9zT9H1S2fsV6TlV7umM+z9rT6VmvM8q51S5/+meXnTrYsWM5r3KbPqc/r2/9/faP//UqVPxmo8//ng8m7YILzp3LPrZn9Ekmq6Zno9frgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE32df359evXo/rzzc3NaL0ZNbCVas8Z1baVqujbb789nl1dXW1fM60hrVSKX7x4MZ5NVT5/RrXrjH0yoyq6ovLsJc/8x6X7tPL56T2t1F/PqCuu7NPKnkqPtbJPZuzpGfXz6X4ao3b902tV2Sfddc3V2VTlnCr75I477ojmvvzLvzxeMz3WX/7lX47X/MhHPhLP7uzsRHNHjuTRbca7r7JP0s+ftU/S2fSc4vdjNAUAANxU6ZfrCxcujP/5P//nOHXq1Lj99tvH3/27f3e88pWv/KS5Bx98cPzUT/3U+JEf+ZG2AwUAgP0uDtfnz58f//pf/+tx/vz5cezYsbG9vT3e/e53j7/zd/7O+KZv+qZP+K/Ttre3x5kzZ6YcMAAA7FdxuP7P//k/j+3t7fH93//943M/93PH9vb2eNe73jX+63/9r+PJJ58c/+bf/Jtx8uTJiYcKAAD7W/zPXH/gAx8Yb3jDG8bnfu7njjH+4l/8+Cf/5J+Mt7zlLePMmTPje7/3e8dTTz017UABAGC/i8P1+fPnxwte8IJP+r+/8pWvHP/23/7bsbu7O773e7+39G/GAgDArSQO13feeef42Mc+9lf+2Wd8xmeMt771rWN9fX18//d///jABz7QdoAAAHBQxOH6gQceGP/n//yfT/nnd99993jrW986XvSiF41f+7Vfazk4AAA4SOJw/brXvW4cO3Zs/Mmf/MmnnDl27Nj4vu/7vvFFX/RF4+677245QAAAOCjivy3kVa961fiBH/iBm86trKyM7/zO73xOBwUAAAfRvq4/v+2226KK27SGtlLXO6MqvSKt9q1UAG9vb8ezx44di+YqVdWps2fPxrObm5vtnz+jgniMOdWyM8yodZ5Vwby7uxvNVeqC07rcjY2NeM2K9JmqXKcZ9ecVM+q/K9L7X/mOqOyp9Jma8T6pmHH9V1ZW4tnKd9SlS5eiufe///3xmuk9PXXqVLxm5dlLv88r37uVPV051tSMfTrj+yQ993RO/TkAADQRrgEAoIlwDQAATYRrAABoIlwDAECT5/S3hWxtbY0zZ86My5cv/5X/lvErX/nK57I8AAAcKHsK15cuXRo/8RM/MX73d3/30/61JO985zv3fGAAAHDQ7Clc/9iP/dh43/veN97whjeMBx54IP47kQEA4Fa2p3D9B3/wB+Orvuqrxpvf/Obu4wEAgANrT+F6ZWVl3HPPPd3H8kmuXr0aNbClDUQzWo1mNc+lTVmV9qXK7NraWjRX+W8t0majpaWleM1KS9rW1lb7mhXp/Z/REFm59xXpupWWthnPVOWeps2LlSbLGc/+oltkD9I5Ve5VqrKn0ueksmb6fVZ59iv3dEaTaPq9M8YYFy5ciOY+/OEPx2um7cBPPPFEvGZlT6f3f8azN8acJtUZ31GVJsn0WqXviPi5i6b+f173uteN3/u939vL/ysAANyyov+Y9Nhjj33C//6lX/ql44Mf/OB429veNr7iK75i3HXXXX/lf+p4+ctf3nOUAABwAETh+ru+67s+5Z/94R/+4af8M39bCAAAzydRuP7mb/7m2ccBAAAHXhSuX//6108+DAAAOPj29C80Xrt2bWxubn7KP9/c3Cz9zRwAAHAr2FO4/smf/Mnxlre85VP++Vve8pbx0z/903s+KAAAOIj2FK4ffvjh8SVf8iWf8s9f+9rXjoceemjPBwUAAAfRnsL1uXPnxp133vkp//yOO+6I/zJ2AAC4VewpXB87dmycPn36U/75qVOnSk1LAABwK9hTz/MXfuEXjne/+93jda973XjZy172CX/22GOPjXe/+93jS7/0S5/zwS0vL0e1yUlF+hi1Wu20XrNSw1mRVnbu7OzEa1YqqNNrWlkztby8HM9W6oLT+1+pdq3U0M7YU+m1qqxZeU5Slet0+PDh9s9PK83HyPf+rKrutAa4ck9nHOuM56SyTxZdaV65/jOe/fRaVf5ygco9Td8T29vb8Zrr6+vx7NGjR6O5p59+Ol7z/Pnz0Vxl71X2VPo+r1zTWe+pVLpPZ9S0j5Hv/+768z2F6ze96U3j4YcfHt/93d89vuiLvmjcf//9Y4wxnnjiifG+971vHD9+fLzpTW/ay9IAAHBg7Slc33nnneMHf/AHxzve8Y7x+7//++PBBx8cY4yxtrY2vuzLvmx8/dd//af9Z7IBAOBWtKdwPcZf/EuL3/It3zJu3LgxLl68OMYY4/jx46X/Wg8AAG4lew7XH3fo0KG//JcXBWsAAJ7P9hyun3nmmfGzP/uz46GHHvqEX65f/epXj6/92q8d99xzT9tBAgDAQbCncH3q1Knxvd/7vePy5cvj8z//88dnfMZnjDHGOH369Pj1X//18b73vW+89a1vHS960YtaDxYAAPazPYXrd7zjHePQoUPjh37oh8aLX/ziT/izxx9/fLz1rW8d73jHO8Z3fMd3tBwkAAAcBHsqkfnjP/7j8YY3vOGTgvUYY7z4xS8eX/mVXzk++MEPPueDAwCAg2RP4frq1auf9i87X1lZmfIX/AMAwH62p3D9spe9bLznPe8Zm5ubn/Rnm5ub4z3vec94+ctf/pwPDgAADpI9/TPXX/d1Xzfe9ra3jW/7tm8br3/96//yX1w8ffr0eO973zsuXbo0vvEbv/E5H9y1a9eiX8DTvwIwrTUeI69grvz1g5XKzhmVpZXzT+tVn3zyyXjNtNq2Un++uroaz6b/bcqs/9Ylvf+VfZKqVIrPqCq/cuVKvObx48fj2XSf3n777fGaaQXyyspKvGZlT8149iv3dJFV6bPep+m6lX1aqbWeIT2nGdeponKdPv7X+iZ2dnaiucqzl85Wnv1K/Xy6/2Z8R4yRH2vl869fv77Xw/mUKu+o7uckXW9Pb4dXvepV47u+67vGz/zMz4yf//mf/4Q/e+lLXzq+5Vu+ZbzqVa/ay9IAAHBg7fk/en/+53/++KEf+qFx/vz5cebMmTHGGPfcc884efJk17EBAMCB8pz/e62TJ08K1AAAMJ5DuL548eL4uZ/7ufHQQw99wi/Xr371q8fXfM3XCNwAADzv7Omfin/iiSfGt3/7t493vetdY319fbz2ta8dr33ta8f6+vp417veNb7jO75jPP74493HCgAA+9qefrn+iZ/4iXH9+vXxtre9bbziFa/4hD979NFHxw/8wA+Mn/zJnxzf933f13KQAABwEOzpl+tHH310vPGNb/ykYD3GGK94xSvGG97whvGhD33oOR8cAAAcJHsK1ydOnBhLS0uf8s+Xl5fHiRMn9nxQAABwEO0pXL/xjW8cv/qrv/pXli2cPXt2/Mqv/Mp44xvf+FyPDQAADpQ9/TPXN27cGKurq+Nbv/Vbx2te85px7733jjH+oq3vwQcfHPfee++4cePG+MVf/MVP+P/76q/+6tLnHDp0KGrNSRuAKi11M1SamtIWoEqjVqUp69y5c9FcpfkubYj8dP+tyP9f5ZzS2VlthpWGzG4zmtfGyPd0pUmzIm1KS5scx8j3SWXvbW5utn9+2lBXteiGyBlrpudUeUfPMOPaV1Tefem1qjwnleuffu9Xrml6rJU1Z7QZzjinMfJjnfFdNus7Kr2m3dd+T+H67W9/+1/+z7/5m7/5SX/++OOPf8LMx1XDNQAAHCR7Ctc/8iM/0n0cAABw4O0pXN9zzz3dxwEAAAde/A8DPfroo2NjYyOaffrpp8d73/vePR8UAAAcRHG4/p7v+Z7x8MMP/+X/vrGxMd785jePD37wg580+8gjj4wf/dEfbTlAAAA4KPb0V/GN8Rf/xuTu7m78b1gCAMCtbs/hGgAA+ETCNQAANBGuAQCgSemv4nv66afHY489Nsb4fxvHnnzyybG+vv5JcwAA8HxTCtfvfOc7xzvf+c5P+L/9+I//eOsB7UVam1mpVk1rQCs1pJVq2StXrsSzqUqteFqtXFnz6tWr0dzy8nK8ZuWepjWws2rK031a2SfpbKWCN71PY8ypCj9x4kQ8m+7TyjmlVemV+1S5/qnK5y+6rjh9T1bWrMym/+L9rHuafv6sCujUjL+goPLsV/bpx3/gu5kZz17le3/GNZ31nKQqz8mM85/x+ek+Sa9nvOu/+Zu/OR0FAIDnpThcv/71r594GAAAcPD5FxoBAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCalhsa/bsvLy2NlZeWmc2lbUqX1sNLoNmPNtKWw0n5VmT169Gg0V2l/2traiuYqLV2Vz0+vf6V9q9IQmc5WWi9Tx48fj2dXV1fbZ9MmxTHyvTfGnHu6vr4ezVXuffIe+7j0WCufX2k0q1yr7jUrbXqV45zRUldpnpvRIjzjnCrXdMb37ozG38r3brr/ZrQOzlq3cv7pPZ3x7FXOfcZzkn5+/C6LpgAAgJsSrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKDJvq4/T6UVzJW62HTNSrVopd5zRg3q2tpaPJtWpVcq1dPK0u3t7XjNivSaVurXK3XN6edvbGzEa6a12vfcc0+85mte85p49oUvfGE099GPfjRe89SpU/Hs+fPno7lK/Xe6TyuV8jOqqivvnhl1wZUK5PT6V94nlfNfdP14eq0OSk39LJXrv8jPn3HvK7Mz3ieLVvkurVzTRe0pv1wDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACa7Ov688OHD0d1uHfddVf7Z1++fDmau3LlSrxmWtU8xhjLy8vRXKUytFItnNa/z1C5ppVzSs2qtk2l936M/P5XKuUrFcxprfrm5ma85pkzZ+LZ9LzW19fjNXd2dqK5yj6dUWtdefZn1L9X1kzNqFQfY4zd3d29HM6nNeM9cZAqzSv7L3X9+vV4Nr3+lTXTc6qsWbn+i641X+Q+rZhxndJ7n362X64BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgyb5uaFxeXh4rKys3ndva2orWq7QqpQ2NGxsb8ZoV6bqVlrL0nMYY48SJE/FsKm3TqzR/Ve5p2jw3o3lsjLzZqdI+dfXq1Wiu0lB36tSpeDZd98Mf/nC85p//+Z/Hs+n5Vxoi77jjjmhuaWkpXrPSJHrp0qVoLj33MWrviXTdynMyo/muYsazN+PzK9KWvMpnz5ittPnNaB2tPCeLvqYHxSL3c1W6T7pbXP1yDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaLKv68+3traiyu4LFy5E61XqNdMa3lkVxGkN7IxzGiOvX08rxcfIz39WBXJ6rSrXtDKbnn/lmqa12pU1n3rqqfbZJ598Ml4zfZ7HGOOuu+6K5ir146lK/fndd98dz549ezaaq1S6d1f7jjGnUr1Sq1x59y7arGrnRX52eq8qz96M+z/j/Gdd0xn165VjnVFpP0MlIyzqnPxyDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaLKv68+vXbsWVZym9ZaVCui0XrNSAbzoGtK0Un2M/FpV1kyvaaXataJyrKkZNbQz1kzr7MeoVZWnFdyV+u2VlZV49uLFi9Hc6upqvGZa17y+vh6v+YIXvCCePX78eDR36dKleM20Un2M/Nnf2dmJ16y8Jw+KynOazlZqnWeY8T6v1J9XZtN3X+Xds7S0FM1V7lPlmqbntOj69UWb8R3ZPeeXawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGiyrxsab9y4EbXhpI1ilValGW2CldlFtxmmFt0oNqP1cpb085NW0o9bXl6O5iotYZcvX45nZ0hbH8eY02aYtgkeO3YsXvO+++6LZ7e2tqK506dPx2tW9lQ6m+69MfJ3dKVFt7Kn05a+GS2uB0nl+qcq7+jKbLpPK+2gM753K9+RB+U7atFNjovMUunc8/tNAgAAjYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaLKv688PHToU1dHOqCxNa3BnVbselBrUihmVqQflOMfI99TS0lK8ZqXaN5VWRY+RH+va2lq85pUrV+LZtKq9sk+OHj0azVXqv2+//fZ4NlX5/Mo1TVWuaVqrXalpr0ifk1n153Fl8oIr3SvPfqqyTyrvs5WVlWhuxt6vmPG9PytLpOsues1KpXyq+x3hl2sAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABosq8bGm/cuNHaxFNZa9ENiTMs+pwW/fkzmhcra85oEk1V1pwxW3n2Ko1yJ0+ejOZOnDgRr3nvvfdGc5/92Z8dr1lpqExbJysq1/TIkexrodKmmD4nsxoS04bIWfs0fU5mtRmmKq2f6T5ZX1+P16xc/xktfTNU9smMNsOKRb7PZ7VOps9++vnxuyyaAgAAbkq4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCb7uv780KFDUXVmWsV5kGpIU5XK0MrsjBriGfXfM67/rBrWGZ+fVlBX1kxrjcfI72mlqrny+S9+8YujuQceeCBe8yUveUk0d+edd8Zrbm1txbOnT5+O5s6ePRuvWam13t7ejuYq9efpc5JWFVctLS1Fc5Vzqqg8f6n0Oal89urqajw7o9K+UqtdeU+kZt3/VPqevHLlSrxm5dmfIX32Z2WpdP/t7Oy0rueXawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQJN9XX9+7dq1qI50Rv15pYY1NaPec1Zl6Iz693R2Rk19ZbZyTjNqjWeo7OdKtW6qck9f9KIXxbOf+7mf275m6qmnnopnn3jiifZ1L126FK85o9a5ck/TWvO0/rmy5hj5+Vc+v/KeSK/VjO+dSk347u5uPJvWalf2XuX8t7a2ornK+afv88o+qUivVaXSvPKczpA+J5XnuXJP02uarpnee79cAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQJN93dB4+PDhqDUnbXWqtD+lrUaLbuib1dA44/NnHGulKSu9V4tu8qyY0TxXcfny5WhuZWUlXrNyrJubm9HcRz/60XjNp59+Opo7ffp0vGalpe78+fPta85oyausOePZr7S0pbOz3ufpupX3yerqajRXab6r3KcZ37uVPbW0tNS+5ox9OuOepuc+Ru05SfdK5Zqm7/OdnZ32NSuz3U3ffrkGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA02df152NktbFpbWWl2nZGrfWMatVF169XPn95eTmaq1Sbzqr2TVXOP60Ar1TLxlWshUr3ra2tePaOO+6I5o4fPx6vmVYAjzHGM888E82lleZjjPHYY49Fc5V7X7n+M+zu7sazaV1y5dlL72ll76fvk8ps5fMr1zS9VpXvnbQuulJ/XXlHpuc063s3na18n6THWrlOlc+v7OlUpSo9ffdX3mfb29vR3Kwsk17/9JzSe++XawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQJN9X3+eSGsr07rYMfLK2Bk16RWVGtbK7IzzunLlSjRXqb+uzKb145Ua1hl1zZU119fXo7nKvb/77rvj2bTatlLre/bs2Xj23Llz0Vxakz5GXutcqQCuPE+VWvEZ0s+v1GqnKvuksk/TCuTKtd/Y2IhnL168GM0dO3as/fMr9deVd8+MSvu1tbV4Nq3qrtTUp3u6sk/S750x8mtVeU4q1z/9ntjc3IzX7P7sMWrv0/T80zXTfOCXawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGiy7xsaK609N1NpqkrbemY1JFZaAlOVVqn0WDvvz8dV2pdmzFYarSotdWmbYdomN0beOnrHHXfEa6bHOcYYd955ZzRXafRKmzzHyJ+Tyj1NVfb+jJa0yjuiMjujnTVtlKu0Xlb2SWX/pyrPaXpPL1y4EK+ZNv9VGgor55SuO6P1cYw5Tarpc1J5nirvvnSfVO5T5fzTz680RKb7pPI+rZx/9z5Jj9Mv1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCb7uv786tWrUXVmpYI6lVZhzqognvH5lRrUtAL79ttvj9dMK0srNaiVqua0LnnGmhWVatmlpaVorlJpXqkgnnH+FWn9e+UdkT5Taa3uGHP2dGXNWbOpdJ9U3lGVWun0mt57773xmpXn5AUveEE0d/78+XjNy5cvR3OV99nFixfj2WPHjkVzlXdEuuYY+XNaqcpOr+mM98kY+f5P3/tjjLGyshLPplXlFTMq5Ssq979zPb9cAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQJN93dB45MiRqIkobTWqtCpdvXo1mqu0ClWaslKVlrhK+9na2lo0V2kTTJvfKue0tbUVz6brVhqdKtd0Rutm2n5WaUnb2NiIZ9fX16O5SpvejNbTyn1K90nlfVJpPkufk0qTYvo+G6O/0azy+TPadsfI99/Zs2fjNb/gC74gnr3jjjuiuVe84hXxmk8++WQ098wzz8RrPvHEE/HsjO+zSutl+uw/9dRT8ZqPPfZYNDer8TR99irPc+Wanjx5MppLm3HHGOPcuXPRXCVLVL4j0obK9Jw0NAIAwF8z4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACa7Ov68xs3bkQVq2kVZqXWN6ldr6rUxaZVoBcuXIjXfMELXhDPnj9/PpqrVJZeunQpmqvUn1ek1cqV+1Sptk0ruGfUCleOs1LVffHixWiuUmtdefa2traiuco5VarSZ0jvVWWfVK5/+p6sVBBX9l8qrTQfI7//29vb8ZonTpyIZ//G3/gb0dxnfdZnxWum9+ljH/tYvGZaFT1G/uy/8pWvjNd84IEH4tn19fVo7sMf/nC85v/4H/8jmqtc00pVeHr9Z+3TF7/4xdFc5R2d7pO0Jn2MMS5fvhzPpu++9DivXLkSzfnlGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0GRf158fOnSotYq4slZamXn16tV4zTvvvDOeveuuu6K5tbW1eM1KDWt6/mfOnGn//EpVc6WCOVXZJ2kF8Rj5XqlUys9Ys3JN0xrcSv14xbVr16K5Sv32jDUPkvT+VyqQ06ryyvusUv+eHuvx48fjNSvv/rSC+9lnn43X/NCHPhTNvf/974/XrEjfk5X3+Yte9KJ49v7774/mNjY24jXvu+++aK5SP37+/Pl4Nn2nHDt2LF7z7rvvjmdvv/32aC7NJ2Pk3z2VfFL5jkprzdP9HM9FUwAAwE0J1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACa7OuGxmvXrkUtWJX2udSJEyeiucpnf9mXfVk8+4pXvCKaqzTfPfjgg/Hs2bNno7lKS106W2lfmtHQWDmnGZ9faZ5LG+XShrwxanv6ypUr0VylUWzG51eu6a2ocv5po17lOUn3aaWlrdKkmh5rpXXxwoUL8ewf/MEfRHOVxte0HbfSUFiRXqtHHnkkXrPy7KctiZWGxK2trWiucu8rDZXp++zo0aPta46R76k0H4yRX6vTp0/Ha6YtumPk74n0OqWZyy/XAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJvu6/vzGjRtRvXRabVupYE7XfO1rXxuv+dVf/dXx7Gte85po7tFHH43X/NM//dN49qmnnormKnW9S0tL0Vyl0r1SgZxWQFeqVSt1vanK56fVunfeeWe85v333x/Pnjx5Mpo7d+5cvObTTz8dzz755JPR3NraWrxmev2Td9NepOtW6scr0mdqxvmvrq7Gs5Va57Sqe3NzM16zcv3TWu3Kmumxpu+96udX7lXqYx/7WDz7h3/4h9Fc5TsirUqvnHvl+2x9fT2aS/fzGLV3b7pPK8/+xYsX29es7NNK/Xwnv1wDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACa7Ov68yNHjkTVlUePHm3/7HvuuSeaq9RKf9ZnfVY8m1bWPvbYY/GajzzySDyb1nrv7OzEa6a10pWq6koNbFqDWqlhrVTrprOVuuK0fv6BBx6I1/zyL//yePY1r3lNNPee97wnXvNnfuZn4tn0Xl2+fDlec2lpKZ5dpFl1wWmteGXvp59fqSqunFM6m773xhhje3s7nk3ffRXpmpX7lL5PxsjfvZWa+jNnzsSzly5diuYq9yk9p7SmfIzaPt3Y2IjmKs9J5TsyrWqvnFP6fTbju3SM/vdZPBdNAQAANyVcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGiyrxsab7vttqgxanNzM1rv5MmT8WenDUiVpqZKQ2La1PQLv/AL8Zof+9jH4tlUpSkqbf+qNEpVmqLSRrvKmpVjTZuqVldX4zXTY600r1Xu6cWLF6O506dPx2tWGtXStqxKQ16lITNV2VMHReU6pc9e5d5XVJ7TVOWZSvdppc1wxp6qtH5WZlOV+3T+/PloLm0drEi/n8eo7ZP0mlaakWfc0xmtn5V39Ix22PR9Fl+jaAoAALgp4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACa7Ov6883NzahmNK01r9Q6r62tRXN//ud/Hq959uzZePbxxx+P5j7wgQ/Eaz777LPxbHqtKnXFaa13pdp0hso+qVTrpuc145qeOXMmXvM973lP+2xln1aeqaNHj0ZzM/bUrVhpPkZe71s5/7TauPLszVCp365Ulc/Yf+malZr6ymyqck1nfH5ln87Y+5X68fT8Z9R/V8xYc9Y5pbPdc365BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCb7uqHx0KFDURtO2mp0+PDh+LMfe+yxaG5nZydes9LU9OEPf7h9zcr5p9c0bbKsfn5qRptipVGs8vnpupX2qaeeeiqaq9ynyp5O2xQr1/Suu+6KZ9Pmv8pzUpmdseaiW+IW2Tw5q81vRvNd5fNnNDSmnz+jIbCi8vkzrlPl89P3yaxnb5H7pGJGlqhcpxnNyN38cg0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGhyS9Sfp/WWly9fjj87rbX+6Ec/Gq9ZqfZNj7VyTouuH0/v09LSUrzm8vJyPJuuu729Ha9ZqWFNj7WyT1ZXV6O5c+fOxWteuHAhnk2PtVKpXjn/tIa4Ulec1vVW9mmlgjetAZ5Vvz2jKjxVWbPyPktrrStmXNMZe79iRq13ZZ9WKrDT2RnfexWVc5qhcv3Ta1U5p0pGSM149125ciWaS59Rv1wDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACa7Ov68+vXr0e1tZubm9F6lWrZtKp6VrVqeqy33357vObGxkY8O6OydEYFcaUGtXL/UysrKwv9/BkVxDPuU+U6zahgrtT1pudfuaaVc0qfvRn3aYz8WqXvyDFq1+qgqOyp9PxnPKczatrHyPf07u5uvGbleyc91spzMuN9UrHoSvv0mlbuU3r/K1mqsqfT7930ONWfAwDAXzPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAECTfd3QeObMmfHkk0/edO4lL3lJtN7W1lb82WlTUaWpaUZT0vb2drzm0tJSPDujpW5GQ+HFixfj2fReVa5T5fzTVqkZLWmVfVL5/PSaVlraKk1dM1oK02tVOc4Z17SyTyvvnnSfXrlyJV7z6NGj0dysJsdFN0Qu8n1a+Y6qPKepyjNaad6bcazpMzXjeRojv1eVd8+M1sednZ14dn19PZqr5IPKuyc9/7TBOs2RfrkGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJvu6ofGBBx6I5u67775ortJUVWk/m6FyrKlKU9OM5rsZKseZXtMjR/LHYkZD56LvfeXz09lK+1al0WxG817a0Dijea0yW9mnlfs/Y5+ura3FszPMeKYq0vdU5ThnNN7OWHNWQ+OMY02fqRnP0xgHp6GxYnV1NZqrvMsr7Zzp+V++fDma++zP/uzsc28s+q0DAAC3CP9YCAAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0OTIog/g03nzm988HnnkkZvOvfCFL4zWu3HjRvzZKysr8Wyq8vmp227L//PR9evX49lDhw5Fc9euXYvXPHJksdstPf/KNT18+HA8m65buabpbOWcKvs03Sfp3Bi1a7q7u9u+Znqt0s8eo/bszTinymxl/91qKs/JjGdq0c9e5fPT2crnV8zYp+lzUjmnyrOfmnVNF51RUlevXo1n0/fpM888E819zud8znj7299+07l9Ha4feeSR8dBDD9107v7774/Wq2zytbW1eDa16I0rXPeH68o5pS/uyosjna2Eq8o+Sa9V5cugck13dnba10yvVfrZY9Su6ZUrV6K5Gec0hnA9Y1a47idc91t0RklVviPT9/THPvaxvR7OX8k/FgIAAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgyb4ukXnhC18YFcSsrq5G6834y9xnlXPMMOMvc19eXl7ompXZ9C+en9VmOKP0IP38paWleM3t7e14Nr3+s/b+0aNHo7kZxTQVldKH9fX1aK5yTSvvqfRaLbpsZkbhxawm0fRazSgHmVUglB7rjGKcMeYUvqTHOuO7tLLujKKvyrozypZmXdP0ffbiF784mrvvvvuiOb9cAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQJN93dB4+PDhqF0nbVWqtLSlbX4VM5qqZjU1pWY0es1y5cqVaG5lZWXK58/YU2nzYuWz08bTMfKWtErrY9pQOMYYu7u70VyldXFGo9iMZ6/y7C+6TTE1o02uovKOntEQWZF+/qKPc5YZ55WuWdl7i27xrZhx/otsfax8fnc+8cs1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgyb6uPz9y5EhUWZ5WYS66KrxSrznj82fUr1fOqVI/n6rUei8vL7evWamrnbFPZ6jc03RPnThxIl4zrVQfY4zNzc1orrvadox8P42R17SPMcbKyko0V3lHVPbpIiuYZ+399FpVzn3Rz2nqoBznGLXvqEV/R88w4/Mr9z/9/Mo7ekZNfeXed1/TNMf45RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACa7OuGxkOHDkVNPGkDUaVVKG3qmtV+lX5+pX1oRvNeZc20+bByTSutj+k1rbS0pW16Y+TnX7mmaUtgpSHx5MmT8WzalJU2KY4xxpNPPhnPptd/Z2cnXrP7s8cYY3V1NZ69cuVKNDfjeb5VLbJ1coz8+s9o0a2ofP6M74iKW3FPz7imM65TpcU4Vclnlc+f0Qyd8Ms1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgyb6uP0+ltZkzKjtnVbumDlIF7Iyq+Mo9TT+/cpy7u7vxbKUCPPXCF74wmvviL/7ieM3P/uzPjme3t7ejuQcffDBec2trK549f/58NLe+vh6vefny5Xg2VdknS0tL0Vxln1YqgGe8J9P68Vnv03TdRb9PF/19UnGQjvVWU3n2Z1Slz7j3s95n6bq33Zb91pyeu1+uAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATW6J+vO0WjetSa+sWVGp1p1R1zujsnRGXfCi71PlOs2qbE3t7OxEc8ePH4/XfO1rXxvPHjt2LJqrVJpXqsKvXLkSzaXXaYwx1tbWormVlZV4zUqlenqs6bmPkVf7jpHv6cpzumjpOS260nvR3xEcDLP2abrujM+vvKNmPCdplkg/2y/XAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0GRfNzTeuHGj1IB3M51r7cWt2P5VOafupqQx5jTPzbpP6bHO2KenT5+OZz/ykY/Es3fddVc097f+1t+K17x69Wo8+/KXvzyae/TRR+M104bGSuvihQsX4tlnn302mqvsk8ps5ZlKLfrdN+OcKma8T9P3+Yw1mWPRz8kMM/bpjD2dviPSz/bLNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoMm+rj8/dOhQVEm5yFrzg1QXO6Nadcb5V45z0ZX2M87/yJH8sVxfX4/mTp06Fa/567/+6/Hs/fffH82lNelj1KrST5w4Ec0tLy/Ha6b14w8++GC85i/90i/Fs9euXYvmKpXeM6rSK3t/0e+eGRXMM8y4pgfpO+qgnP+sfZI+e7M+f8a66ZqVz668+65evdr6+erPAQDgr5lwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE32df15Kq3CTGuFZ6nUex6Uytpb8ZxmSa/V4cOH4zU3NjZa58YYY3d3N579/d///Wjunnvuidf8m3/zb8azX/3VXx3NvepVr4rX/MAHPhDNnTlzJl5zZ2cnnr106VI0t7q6Gq9ZefaOHMm+Fg7S+3TR9eupRdevzzCj0ryy7kG6pousHx9jsXu6Umleefel9edXrlyJ5tSfAwDAXzPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAECTfd3QeOjQoagNZ0ZT0/Xr16O5SqvQQWooPCjHWrn+6T2tqLQpVo41le7pSuvi2bNn49mlpaVo7vz58/Gajz/+eDz7O7/zO9Hcn/3Zn8VrPvLII9HcQw89FK957ty5eDa9ppWGxMq7L113VvNeqvL5B6XNb9HXdIZZDYHpuotec4YZWWaMOd9RqcpxVt596bppM236ne+XawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQJN9XX9+48aN1prRRVeVH5S62jEWX1ecWnSl+SJrWMfI71NaqT1GrSr96tWr0Vzl3j/22GPxbHqvVlZW4jXT+vUzZ87Ea1auf7pPKu+zymz6+Yt+n1U+f5FV2ZV1Z9RPz6rqXvQ1XeR31Ky9P2PdRT+n6fdZZe9X3qfpd8TOzk40Fz/L0RQAAHBTwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJvu+obGzgW9G+9Uss1q1us1q35ohvf+V1sUZKg2JM8y4TxcuXIhn77rrrnj2qaee2svhfFrb29vta1YaItP7X3k3VmbTZ7ry7C/63TvjfXpQ1qyY0To5y4wm0UV/R81oZ130fUrfZ5Vm4so7Oj3/9Hs/vkfRFAAAcFPCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADTZ1/Xnhw4dimo+08rSq1evPtdD+iSz6r/T2VnVpunn34p1uYcPH47XnHH/K/Xr6edXzqkifaYq1bY7Ozvx7MbGRjRXqf/e2tqK5tbW1uI1K+c0w4z68cqaM969FYt+ny5S5R1deU4WXWmfnlflOCvnP0O6/2bljoOicv7pbPqOSr+f/XINAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABosq/rz2/cuNFaR1qpgE6rMCvVqgepWneRNawzqk3HyO/VjPrxMebU0O7u7kZzlXOqVJWn5195jitV2en5nz9/Pl5zeXk5mltaWorXvHz5cjybWnStc2VPLbqC+SC9e7vNekel61a+dyv7NH1PVd5n6bvnIO2nyvVPn+lFf+/t7OzEs+l7Mp1Lz8cv1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBkXzc0ptIGohltfjPaj/aD9FrNaF+a0RI2y4xjrayZ7tNKS1nFjHNKWxfHGOPChQvtn5+e09bWVrxm5T2R3qvK+2RGQ+OMZ/9WfJ4X/fmzzindp5XPr7SerqystH/+6upqNFd5nq5cuRLPLrrJdEaWSs1qEU7vVXrtNTQCAMBfM+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmtwS9edpFeeMCuBKZWdaVV1dN7XoqvJUpVp10Z9fmU3vf2WfzNjTlTXT2Rn7ufL5lX2SzlYqzXd2duLZq1evtn9+pS443dOz7ukizXr20z11UNasrLvoa1p5n6XPSeUdXXlOUzPe+2PUqtq7zfreW1SlvF+uAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATW6J+vO0NrNSg5lW+1YqOxdda71oM+pyK9d0Rq3z8vJyPJve08q9T89/1n6a8fmznqlUeqy7u7vxmouuH698flqBXKl1To91VlVx5Z2SmnGsi15z0d9Rlc9Pn7/Kc3L16tVobm1tLV6z8vkzVD5/xvt8xrM3473ffZx+uQYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmt0RDY9qqVJG29VSaghZ5nGPMaf86KM1nFZXmuRktZZVrmn7+rOa1g9IQmbYOjlFr3Zwhvf+V1sXKM5WuO6OlbUab3BhznpOKGe+0RZ9T+p6sNJmurKzEs4ts/N3Z2YnXrHyfpPuk8j47KGZ9R3Q/J3E2jKYAAICbEq4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgyb6uP79+/XpUXbm0tBStV6nWrVSWzlgzrdicUUFcUan1XXRdb3qslc+vVFCn51+pC05V7lPl/NN1Z1S6V2bTd8QYc56T7e3teHZ1dTWaq9yntbW1ePbq1autc2Msfk+nddWVfTLjO2JGVfeM+u3Kuul+HqN2/un+qzwn6TlVrmkld8TV2oVzmlUrnqrsqRnSa5VeJ/XnAADw10y4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANDklmhoTBuQZjSvVdasNDWlbUGV9qPKsabrVtqfZrT5zWh/Wl5ejmcrDY3pbKXNL1W5T5XmvXRPL7qla8azX2lJW19fj2fTa1VpXTx27Fg8m6578eLFeM3z589HczPekWOMcfvtt0dzs97n6bqVhsju5rkxxlhZWYln0/Ov7NMZzYeV91l6rSrX9MqVKwv9/IoZ78nUjLbnMeY0qSb8cg0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGiyr+vPx8jqONPKzhnVtpXKzkoNZ1ptW6ngXXQFdWpW/Xm6bqUut1Jrffz48WhuY2MjXjOtSq+cU6XWOzWrrndGBXS6TyrP3oyq7Mr75KUvfWk8+yVf8iXR3OrqarzmY489Fs2dOXMmXvMDH/hAPJvuk3PnzsVrHjmSf31ubm5Gc5VnL52tHGelfj199876/EqtePeau7u77Z89Rn5NZ31HzsgIi6xUH6P27u3kl2sAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAECTfV1/vrS0NFZWVm46N6MGtVItnKrUgFbqqlMHpf58VlV2um6lLrVSAX3x4sVornL+aQ1vpa53RlX4rL23qGrb6mcvLy/Hs+n7rPL5L3vZy+LZL/iCL4jm7rvvvnjNtNY6ed9/XKWqPH32tre34zV3dnbi2fSZmvHuq9SPV7530vr1jY2NeM3K9266/yvfu+k9nXVND4pFV5rP0P2M+uUaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmuzrhsbd3d2oMSlt/6pIm6IqTUWV9q20/WrRTUmV5r10Nj33WRbdvlVpHE1bymbsvcq6B2mfpmbtk/RaVd57aUPhGGN85CMfieYefvjheM1f//Vfj+YeffTReM2KtKG00npZaXNM90pln6TfUYtuvJ1xTmPMaWhMZ2e0Qh8kM96nlftU+fzuFuE4x0RTAADATQnXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0GRf15+vrKyMtbW1m86l9arLy8vxZ8+ojK3Ue6bVrpW62Bn1ojNqSGfVn6frVj6/Uu2b7qmdnZ14zRk1tJUK6O5q2Vkqz3N6rJXnqbKn0tnbb789XvPUqVPx7MbGRjT3R3/0R/GaTz31VDRX2XvHjh2LZ2e8U2a8J2ZUdVeuaUV6/pVnv/LuSz9/Vv17qnJPU4t+n844p1mfP+N9nvDLNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoMm+rj+/7bbbonrvtN50c3Mz/uyjR49Gc5Ua0koN7ZEj/bdmRmVqpf47rWqfUW1aXXeG9P4vutp20Z8/Q+Wc0tlFX6etra149kMf+lA8m57X+fPn29ecUSk+Rv4dUbmnM2q1Z3yfzNqnM86/cv/Tz5/1fTJjzfRYb8VzWvT7tPu975drAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaLKvGxpXVlbG2tpa23rLy8vx7Pb2dtvnflzaUDhG3r5VaSmb0fpYadRKzWpqStetNGlWzr+ybmrRrZMHpX2rcp1mnNOMRrVK4+yir/+M90SlIfCgtPk932kTPBgO0nPS/R2ZrueXawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQJN9XX++tbU1NjY2bjr3yle+MlrvIx/5SPzZ6+vr0dyVK1fiNStV5UtLS9Hc7u5uvGalhjRdt1Ipn1YgV2raK9c0vVeV61SpYD58+HA0V6lJX3S1bPr5i65pr0jPqXLt03s/xpznpLJPK++U1Iz68xmfX7lOi/78RT/7M1TefTMs+pou+vNTM45zVqV697Gm6/nlGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJrs64bGF7zgBePSpUs3nbv//vuj9f7xP/7H8WenjWqPPPJIvOZv/uZvxrNpm+DFixfjNSvNa7fffns0V2meSxuYKi1dMxrVKk1RlWOtXKuDIr3+i24eW3SjWGWfprOV/TSryTWVNqlWzmnRbX4V6T2d1VL3fFZ59mY0iVbuaTr7fL/3lWva3YycfrZfrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE32df35kSNHxtLS0k3nXvGKV0TrvepVryp9duLMmTPxmidPnoxnn3zyyWguuT4fV6lMXVlZieZ2dnbiNdMa0lnVrpXK1FSlrvlWrKydURe8aGld8qLPvVJpXqmAnqG7gniM2vVf9PmnbsV3xKJVrumM+vEZs5XvskXvqUVXuqfPfvr56Vzbt8PW1tb4pV/6pfH00093LQkAAAdKW7je2NgYP/VTPzUef/zxriUBAOBAif+xkH//7//9p/3zK1eujDHG+G//7b+N//W//tc4dOjQ+M7v/M7ndnQAAHCAxOH6//7f/zuWl5fH8ePH/8o///g/13LmzJlx4cKFhf9zPgAA8NctDtd//+///fHe9753fN7nfd74+q//+nHixIlP+POnn356fOu3fuv4pm/6pvHFX/zF7QcKAAD7XfzPXP+Lf/Evxr/7d/9unDp1avzLf/kvxy/8wi+Mq1ev/uWf+6UaAIDnu9K/0PhZn/VZ461vfev4Z//sn413vetd41/9q381fu/3fm/WsQEAwIGyp7/n+su//MvHl3zJl4z/8l/+y/gP/+E/jAceeGC84Q1v6D42AAA4UPb8V/Gtrq6Of/pP/+n44R/+4XHkyJHxwz/8w53HBQAAB85zbmh80YteNL77u797vP/97x/PPPPMeNnLXtZxXAAAcOC01Z9XqsVTW1tbY2Nj46Zzv/3bvx2td/Hixfizz549G829//3vj9dMK83HyKt9k+vzcaurq/Hs1tZWNFep/57h//sv1d5M+i/dVqqSK7PptaqsOaOCe0a17qxzWmRdcWXvV2q903M6KJXeY9TOPzXj/BddK135/NRBqZWuzt6KZtz/GWvOsOhnL93P6Vz/NzMAADxPCdcAANBEuAYAgCbCNQAANBGuAQCgyXP620K2trbGmTNnxuXLl//Kf9Pzla985XNZHgAADpQ9hetLly6Nn/iJnxi/+7u/+2n/WpJ3vvOdez4wAAA4aPYUrn/sx35svO997xtveMMbxgMPPDCOHTvWfVwAAHDg7Clc/8Ef/MH4qq/6qvHmN7+5+3gAAODA2lO4XllZGffcc0/3sXySjY2NqFXxmWeeidb7rd/6rfizL1++HM3NaF0cY4wrV65Ec8vLy+1rjpEfa6UhMV2z0tR05Ei+hdN1K59faelLW6Uq9zQ9/8o5Vdr00j1V2fszmg8rnz+j/WtWmyO9ZjUEzmgSXXSb34z3+UFqqJzhIB1rt0U3Sab7OZ7by0G87nWvG7/3e7+3l/9XAAC4ZUU/ez322GOf8L9/6Zd+6fjgBz843va2t42v+IqvGHfddddfmeZf/vKX9xwlAAAcAFG4/q7v+q5P+Wd/+Id/+Cn/zN8WAgDA80kUrr/5m7959nEAAMCBF4Xr17/+9ZMPAwAADr49/QuN165dG5ubm5/yzzc3N/0b7wAAPO/sKVz/5E/+5HjLW97yKf/8LW95y/jpn/7pPR8UAAAcRHsK1w8//PD4ki/5kk/556997WvHQw89tOeDAgCAg2hP4frcuXPjzjvv/JR/fscdd4yzZ8/u+aAAAOAg2lO4Pnbs2Dh9+vSn/PNTp06NtbW1PR8UAAAcRHuqP//CL/zC8e53v3u87nWvGy972cs+4c8ee+yx8e53v3t86Zd+6XM+uPX19XHs2LGbzp07dy5ar1LVvb6+Hs1VKsWPHj0az6YV2JVzqlQw7+7uRnOV+vG0NvT69evxmjNmKxW0lWuanv/Kykq85oy63I2NjXh2aWmp/fMr0ms141+wnvE8VcyqC0731KLrimfs/UWf06IrzSvXdMb7tGLGPl10/Xh6rAflOCtmndOM3JHYU7h+05veNB5++OHx3d/93eOLvuiLxv333z/GGOOJJ54Y73vf+8bx48fHm970ptYDBQCA/W5P4frOO+8cP/iDPzje8Y53jN///d8fDz744BhjjLW1tfFlX/Zl4+u//us/7T+TDQAAt6I9hesx/uJfWvyWb/mWcePGjXHx4sUxxhjHjx9f+H9dAQAAi7LncP1xhw4d+st/eVGwBgDg+WzP4fqZZ54ZP/uzPzseeuihT/jl+tWvfvX42q/92nHPPfe0HSQAABwEewrXp06dGt/7vd87Ll++PD7/8z9/fMZnfMYYY4zTp0+PX//1Xx/ve9/7xlvf+tbxohe9qPVgAQBgP9tTuH7HO94xDh06NH7oh35ovPjFL/6EP3v88cfHW9/61vGOd7xjfMd3fEfLQQIAwEGwpxKZP/7jPx5veMMbPilYjzHGi1/84vGVX/mV44Mf/OBzPjgAADhI9hSur169+mlLTlZWVkrlJgAAcCvYU7h+2cteNt7znveMzc3NT/qzzc3N8Z73vGe8/OUvf84HBwAAB8me/pnrr/u6rxtve9vbxrd927eN17/+9X/5Ly6ePn16vPe97x2XLl0a3/iN3/icD25nZ2dsbW3ddC79KwArv6Y/++yz0VylqrpSgZzWqlfqxyvnn17TSq30jArqGSrXtFKZmlaFV+7TjDVn1HqnFbRj1Kp1F1lXXdnP3dW6+0Hlr15ddK33oi2yUv4g1UpX3hOpg/RXBC9yn1Q+f9HP/kGwp3D9qle9anzXd33X+Jmf+Znx8z//85/wZy996UvHt3zLt4xXvepVLQcIAAAHxZ7/nuvP//zPHz/0Qz80zp8/P86cOTPGGOOee+4ZJ0+e7Do2AAA4UJ5zQ+PJkycFagAAGM8hXF+8eHH83M/93HjooYc+4ZfrV7/61eNrvuZrBG4AAJ539vRvDzzxxBPj27/928e73vWusb6+Pl772teO1772tWN9fX28613vGt/xHd8xHn/88e5jBQCAfW1Pv1z/xE/8xLh+/fp429veNl7xild8wp89+uij4wd+4AfGT/7kT47v+77vazlIAAA4CPb0y/Wjjz463vjGN35SsB5jjFe84hXjDW94w/jQhz70nA8OAAAOkj2F6xMnTnzav193eXl5nDhxYs8HBQAAB9GewvUb3/jG8au/+qvj/Pnzn/RnZ8+eHb/yK78y3vjGNz7XYwMAgANlT//M9Y0bN8bq6ur41m/91vGa17xm3HvvvWOMMZ588snx4IMPjnvvvXfcuHFj/OIv/uIn/P999Vd/delzrl27VmqWu5lKQ2La0ldpH9rZ2Yln0+bHSkvcjKaqyvmnn19pCKx8ftoUVtlzlUax7e3taK5yn9I9XWlJq8ymx1p59tLWyTHmtH7OWHPRDY0zGtVmPPu3qkVe00U35B2ke59eq1kNhTM+f4ZF76mK9Pu8+3naU7h++9vf/pf/82/+5m9+0p8//vjjnzDzcdVwDQAAB8mewvWP/MiPdB8HAAAceHsK1/fcc0/3cQAAwIEX/wOjjz766NjY2Ihmn3766fHe9753zwcFAAAHURyuv+d7vmc8/PDDf/m/b2xsjDe/+c3jgx/84CfNPvLII+NHf/RHWw4QAAAOij39VXxj/MW/Mbm7u7vwfwseAAD2iz2HawAA4BMJ1wAA0ES4BgCAJqW/iu/pp58ejz322BhjjM3NzTHGX7Qyrq+vf9IcAAA835TC9Tvf+c7xzne+8xP+bz/+4z/eekD/X9evX4/+hcm03jKtNB8jr+CuVJpXPn+GSlV3+i+qVqrKZ/zLr5U10/OfVRVeuf6pGVXdM8yqtF9kDW/ls2fc+0VXEC+6gvlWVNkni67qTtetvCMXvadmnFPlni76/GeYcU6Va5p+96Tfpen5xGnvm7/5m9NRAAB4XorD9etf//qJhwEAAAeff6ERAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGiy2MrAm9jZ2RlbW1s3nVtaWorW297ejj87bfVJ2yHHmNPSNqN1saKyZndTUtWi2wxnXP8ZrZMzGhIrLV2zGuW6P3/RTZKLbnOb0eY3Y83Kugfpmi5yzcq6le+oRX+fpWZ8l89ad1bjcGpG62Vldnl5OZ7t5JdrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAk31df37bbbdFldlpFWZav11Zc9HVrousgK1adP34rVhtvMi62llrLroCeUatc8VBeaYXvU8Wve6M+vWKRe/T9PMr5175jlhaWmr//KtXr7Z+9hhjXLlyJZ6dca8quSc9/yNH+qPjrCyVnlM3v1wDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACa7Ov68xs3bhyYKuDEos9l0bXSi5ae06Jr0m9FlQriGVXplQrc9PMrz8iMPTWjUnuW9Pxn7ZN03UVXmlcsek+ls5Wq7BnXv1Kpnh5r5X1S+d5Nj3XWd9SMWvMZleqVd29a/54eZ7rv/HINAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATfZ1Q2MqbeCpNDXdima0Lh6k1sfKsc4woyUuNes+zTjWGS1tS0tL8Zrpe2JWQ9+i2wxnWOTen7nuQfn8VOU4F31OaaNemg/GmPPs33333fHsM888E81V2gxXVlbi2fT8d3d34zUX3WSafn73nF+uAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATW6J+vNF1hXfihXEY+THWqmUPyjnP6N+u7LuQbpP6bFW6nors2lVe+X8K3XJM6TnNOt5mvGenHGslTXTa3rbbfnvTZXr1F2tPEZ+/rP2SXpNZ0nfE5Vrurq6Gs3dcccd8Zpf9EVfFM9+wRd8QTRXeUf+/u//fjz7v//3/27//EuXLkVzBylLJfxyDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaHJL1J+nlbWVutYZVdmzarVnfP5BqBetWnQF8wwz9mnFjArmynOaPvuVut60Kr1yTru7u/FsqlLpXjn/GRa9T9N9cpAqmGdc00r9+wyVfZqef+Wc0s9/4QtfGK/5D/7BP4hn/+E//IfR3J//+Z/Ha/7xH/9xPLuyshLNPfvss/GaM56Tyj65evVq65qHDx+O5vxyDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE1uiYbGtNGt0r41o/1pRutixaI/PzWr+Sw9/8p1WnSjWXqtZjXPzdhTlWs649lPmw/Tpq6qtM1xVuuiJtPFfX7FjGOttKPOULlO3c17Y4yxuroaze3s7MRr/sZv/EY8e+rUqWjuwx/+cLzm7/zO78SzZ8+ejebS6zRGfq2Wl5fjNa9cuRLPprq/S/xyDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaHJL1J+ndcmVateDUhW+6FrrSlV1OjurfnvR1b6pg1Q/PaMCPK01rnx+Wmk+S+U5WVlZieYq+7lSAZ1e/8p9Sj+/sp/Smvgx8v0/630y4/lb9HfUjGdvaWlpr4fTsmZ6T59++ul4ze3t7Xj24YcfjuYuXboUr/nMM8/Es6kZ7+hKpXmlKj29p+lc+iz75RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACa7OuGxsOHD0fNXpW2oFSlUS216IbEivRYK81vMxq9KrNpA9Osa3pQzGipq7TZVVr6Zjz76Z6uXKcZe6qyZuVY0+s/oyGw8o6sNO+l74lFN3lWxE1xE1p0x8ifvcqai2693NjYiOZWV1fjNSvNg6lZbcPpu6/yvZ82qVbe+zs7O/Fs9z6Js1nrpwIAwPOYcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABN9nX9eSqtzUxrOMfIKzNnVLBWzKggHmOMtbW1aK5Sg5rW4M6otB4jv/+Vazrj/s+qC07NOKdZ13TWXklU6npn1J9X7v2s90QqvVaVc6pc0/Q9VdlPi35PpJ+/6Oepcp8qx5pWkG9ubsZrLi0tRXOV773z58/Hs0ePHo3mKvXfx48fj2fPnj0bzS0vL8drprOVmvj0Po2RPyfXrl2L10z45RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANDklqg/T+stK5Wl3VWYY8ypIK7UxVbOf8aaabXujKroMeZUEFfOP612nrH3Kuc+o9a5UhU+owJ7xjWtHOeMmvrt7e14dsY+rTynu7u70VylVrki/fxZVd2LfqZTlfOfsacr55TWZVf2VLpPZlV1p/uk8o6u3NO0Ur5iY2MjmltZWYnXrOy99N2X5pP02vvlGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJrcEg2NaavTjOa5ikU3BM5Yt9JUlTZlVdqXKu1bM85phkU3ic5qU0xVGsXSVq0ZbXqVRrEZraOVz9/a2opn05a2Gc9+RdqmN0Z+/2e8o8eYc/9nHOuM5rvK+6QiPdbKdZrRUPiCF7wgnk3fPffdd1+85vnz5+PZ9Jle9N5bdJNowi/XAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJvu6/vzGjRtRZXlaGTqjgrZSqV6R1otWKoArNbSbm5vxbGrRFcSpGftkjLyGtbKn0mtVWXNGXWzlnlbq39PZyjmls5Wq5LSmvaLy7Ff29M7OTjRXeZ8sek+l+7+yZuWepp9fuaaL/N4bY849rRxr5T3RvWal0vxv/+2/Hc9+8Rd/cTRXOfff/u3fjmf/+3//7/FsKt376X4eY85zmh5nOueXawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQJNbov48rYydVRecWnRdb6WudsbnX758OZpbWVmJ16x8fnpPK/e+UtmaWnT9+wyV+vVKrXT67Ff2flprntaEj1Grtd7e3m7//LW1tXi2uwZ4jPycjh071r7mGGMsLy/HszPM2KczzPjeq+yTyvkv8jv63nvvjdd8zWteE8/+o3/0j6K5xx57LF7zPe95TzybXtOzZ8/Ga66vr0dzs+rPu5+9OEdEUwAAwE0J1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACa7OuGxkOHDkVNPGkDVKXRaUZDYaWpKl23smbFIlsCZ7QejjHGkSPZdr9y5Uq8ZqV5b8a9mnX/u1Wa12Y0iVbuU6qyZqVNMd3/ldbFjY2NeDZtSaw0aabPXuUdXWldTI91xjmNke/pyp5K90nleaqcU6ry+TMahyv75MSJE9HcuXPn4jXf9773xbNp8+Gf/MmfxGv+zu/8Tjybvicq+yR9pmasuUh+uQYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADTZ1/XnN27ciOqNK/Wqt5pF1pSPUasrTs2oiR8jrzWv1LDOOtZbzaya9rQCunLtt7e3o7lKBW/l/NMK7MqaR48ejWfvv//+aC6tah5jjKWlpWhudXU1XvP8+fPxbPrsV95nldlF1jXPOs60Vryy5ozvk8rnP/vss9FcJXN88IMfjGcfeuihaK6y95944ol4dsa7J/0+nbH3xsjvVTqXfpf45RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACa7OuGxm6V9qe0+e35bkY7ZuU+VZqi0mOtNDRWzn9GU1XaFlW5TrPaFFOVNsX0WHd3d/d6OC0q55S+eyr3aW1tLZ59wQteEM3983/+z+M1X/7yl0dzf/RHfxSv+Z/+03+KZ8+dOxfNbWxsxGtWrn/6Tqt876RrVvZe5d2Xtl5W2vRmtElWzj9tPqw0nlbaFJ955plornKfZswuOkvt7OzEs+k5pceZfuf75RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANDkeVV/vuha6UoN60Exoyq7UileqWFNVepaDx8+HM/OqF9P9/Ssc0odpEr1yv6b8fkz3hOXL1+OZ++8885o7tWvfnW85kte8pJo7syZM/GaJ0+ejGfPnj0bzVWevcqenlEBnZr1HZW+e9Oa9DHGWF9fj2dXV1fj2VRaa1753rl48WI8u729Hc3t7u7Ga874PqmY8X1SOadF5S6/XAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJrs6/rzGzdutFYRVypL08+dUb89Rl5ZW6m2nXWsizSjqrpSVby0tBTPzjjW9P7PqKCtfH6lgnZGXfOi69crtcLpvarsvZ2dnXj2sccei+Z+4Rd+IV4zPf/f+I3fiNd85pln4tn0/Cv3aUat9Iy9P+N7rzK7vLwcr1l596bnX7lP6WzlOqWV5pXZSvX7jIxQuU8zLPrzE7de2gIAgAURrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA02dcNjVevXo2ardJWoUpT1aKb3yqNdqkZ7V8zjnPRKvtkd3d34pHcXHr9ZzQEVj5/xt6rzFbu6Yz2rxltfpU1jx07Fs+mzYe/9mu/Fq95/vz5aO706dPxmjOaVCvXtPLsp89U5TmZ0fhaefbSZ6qy5srKSjyb3tPK+yw9p8r7tGJ9fT2aq7SzzviOWltba//8Wdc0fU7Sz4+/c6IpAADgpoRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaLKv689vu+22qI70VqzgnlWrfhA+v3I/Z9RqV2qFK7XaqRm1xjOOc4z8+s96RtNq40q1blqBXanfruzT9JwuX74cr3n8+PF4Nr1XaU36GGNsb29Hc5VrWqnKXl5ejuauXLkSr1nZ093VyrPMeO/v7OzEszPq1yvS+1R5R1f2VFoVXlmzcp3S2co9nfF9Vlkzvabp3k8/2y/XAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJvu6/vz69etR1eSsaudbzYxq3UVXhc+qSk/NqHadoXKdZs3OkNZlzzintKa8OptWha+ursZrrq+vx7NpXXA6N0Zel7y2thavWbG5uRnNLS0txWumVdljLPY5OSjvqDHm1FpX7lP6nFbWrJxT+h1VeZ/McORIHh1nVKpXPj+V3tP0fKRSAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaLKvGxpTaQPSjFajSuvfotvsZjQULvqcKtLzrzRJVmbTfVpp9Jpx/W/FfVK5T91NXZU1x8jbx9J2yjHGuHLlSjybnlfaejjGnEa1yj6dcU1vRYv+Pqu8+9JGv8reS9tRKyrXND3/yj6ttI7OyEjpu2/Rz17397NfrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE32df35jRs3oqrJSg1xt0XXOldUjjWtbD0oa44xZ59U6npn1K/PuKa3okq17owK4Bl7r7Jmpf48rYteX1+P10wrmLe2tuI1K3u6Uj9/UFTefalFvydm1K9X7v2Ma1pZM333zNr76bHOeJ9W3mcz3n3pmvFcNAUAANyUcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgyb5uaLx+/XprQ+OM9qeDZEb7VKWhcEZL3aIbIivSdWfs01l7P73/i2xRHWPOOVVUGs3SY02bFKuzqUrrY3r+lWs/o3lu0e/9Ge/oRX/+rGuaHuuMd1/lea68+9I9XWmRrVz/Gc/pjGev8vkz3ucJv1wDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACa7Ov68xs3brTWsc6oYZ1Rv11dd4a0snVGtWilqrlSgTzjmlZqaFMHaZ/MMKMqvbJPZ9zTGfepcp1mnFNFeqyznv30/Cu11gfFQXqfzPg+rayZ7pNZVd0zPn/R9zR9pmc9e+k+ST8/fe/45RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBkX9efX7t2LaqaTCtDZ9Qqz6ohTSs2K7XGM2pQK9Wu6fWv1BpXpMc6qy52kdXKlVrpGZX2FZXrf1DqqisV1OnsrPuUrlt5n165cqV9zYr0nCrvnkVXdc94n1Vm03tV2fuLrrSfcZ8qe3rGd9/Kyko8m16ryvnv7u62r1m5p+lsepzqzwEA4K+ZcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgyb5uaHz66afHqVOnbjr3GZ/xGdF6aUvYGLVGuxlrLrolb4YZ51Rpv5rx+QelIXBW6+WMRrPKczqj0S9u4Frw3qu0s1bu/4wm1Rn3qbJP0ud01nOSrjuj9bGyTyr3Kb2ma2tr8ZoV6bHOaqicId0nlSwxa0+nZjRpzviOOHPmTDR3/vz57HOjKQAA4KaEawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABN9nVD4wMPPBDNveAFL4jmKu1LlVarGWvOaL67FS26JY9+6d4fY7H7f9F7b8b7ZIyD09C4u7sbz6bXf1bj6kFpaKx8fnpNV1ZW4jUrZjQ0Llq6/2bkk1lmNDRW3j3p/X/Ri14UzX32Z3929rk3Km9dAADgU/KPhQAAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgiXANAABNhGsAAGgiXAMAQBPhGgAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaHJk0Qfw6XzDN3zD+JM/+ZObzt13333RelevXo0/++jRo9HcoUOH4jVvuy3/zzLXr1+P5g4fPty+5hhj3Lhxo3VujDGuXbsWzy5S5Tgr1z/df5V9mt7TGWuOkV+rynXa2dmJZ5eWlqK5yvmna1b2yZEj+as2XXdtbS1e88qVK/Hs+vp6NFfZJ5XzT1Xevel7qnKclT014/xT6X4eo7anK/c/VfmOTI+1sk8WLT3/yjlV7mn6+ZV7n777Z31H7e7uRnPnzp2L5j7ncz5nvP3tb7/p3L4O13/yJ38yHnrooZvOPfvss9F6lZt3++23R3OVTV4JGOkDUXlpVzZkOrvocF35/NSs0JQGnMo+TY81fcGMUdsn6bFWrtPW1lY8u7y8HM1Vzj9dc0ZgHyO/p+kPAGOMsb29Hc+m777Kc5Kef+V9WplN93R678eo/QeWdN3K+yw9/8o5zQg4lXOa8WPFosP1jB/gbsVwPes7Kn1On3766XjNhH8sBAAAmgjXAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABosq//nusXvvCF4zM/8zNvOpeWKcz4+y4rf4do5S/IX11djeYqfy/pDDP+vs3K33VaMeP+V+5p+nc9z/g7kdP9NMacv+u2cp3SEpMx5pQdzSimmVFOUnn3VApnZvzd5ZU9PcOMYpwZf8d+5TrNKKWqmPF3Is/4O5ln/N3hM+79GIsv5knPf0Yp0qy/jz1dNz2ne+65J5rzyzUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA02dcNjYcPH45ac9JWpxktaZU1r1y5Es+mrUqVRqtKQ+Gimx9TlaasGQ2RlWuazlbWnNFmOeP8ZzWazbimqcp1qjRkpu+JSvNapfktbTOsvHtmNIlWzj+9pjOa38aYs/9mqFzTRX9HzHinLHrNGftkRutoJfdU3hOpyj5NPz9dM71HfrkGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0uSXqz9MqzkoNabpmpQJ2Vl1xqnL+M2q10xrSSl1q5ZqmZlz7MfJrWvn8GXW5B2XNWWZUAKf125V1K++eyvVfW1uL5i5duhSveffdd0dzs+q3ZzzTlWs6o1Z7hkVXmh+k98StKL3+M76jZ33vpbPp93M655drAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE2EawAAaLLvGxqTNpy02WdGQ2KlKajSarToRq9ZLYXdDspxjpEfa+XeazQ7GCr3Kd0nlb2/uroaz77kJS+J5l73utfFa77sZS+L5h588MF4zV/+5V+OZ1dWVqK5SkPhjHf0rNbNGdLzn9VkOeP8Z9zTRR/novfJjO/oynOytLQUzaUtuum198s1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANBGuAQCgyb6uP7927VpUc3nkSHYalcrMGWbUr3PrWXRd7fPdQbn+6XtvjDFe+tKXxrNvetOborlv+IZviNf80z/902jufe97X7xm5fzPnTsXzaVVyWPUvk/Sd/+MvTfru2TGsS762TsoVeWLvk6LVjn/9Dm9du1a65xfrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE32df35bbfdNg4fPnzTubReNFnr4+KKS5XmHAAzKnjJVa7/6upqNLe2trbXw/m03v/+90dz//E//sd4zY985CPR3K/+6q/Ga25sbMSzaa155R094/vkVjTr3ZOuu+j32aI///kufabTZzRdzy/XAADQRLgGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0GRfNzReu3ZtXL169aZzaQPSjKYkrYscBLdqS1ilITW1yPfJGHnzXPJu/Lhnnnkmnv21X/u1aO7YsWPxmmmb4pkzZ+I1K9f/yJHsq67SulhpHnw+m/Wc3KrvNG6u8uylGS19n8bt3dEUAABwU8I1AAA0Ea4BAKCJcA0AAE2EawAAaCJcAwBAE+EaAACaCNcAANBEuAYAgCbCNQAANNnX9eeHDh2KKk7TGtRKVbJac7h1VJ7ntAK7suaMz69Uhd9xxx3x7MrKSjT3sY99LF5zfX09mltbW4vXrFQgp/XnlUp5+lXuqfpzOqW15urPAQDgr5lwDQAATYRrAABoIlwDAEAT4RoAAJoI1wAA0ES4BgCAJsI1AAA0Ea4BAKCJcA0AAE32df35zs7O2N7evunc0tJStF5agQup227L//NppQKbzIxrmlYwL7p++dixY1PW3dnZieYqe//ixYt7PZwWM84prUEeI98rz/f3yaKfqRlUuh8M6bWPn+XncjAAAMD/S7gGAIAmwjUAADQRrgEAoIlwDQAATYRrAABoIlwDAEAT4RoAgP+nvbsLtays/wD+nL3POTNOw/gSA6IlOQj/0EGUyHdBQwhNopuS0LuuBIUgDCysCxkKryMQMulFUK+cyCATzQoiX1CjrMjMNEd8G3WcOc7M2fuc/0Xk/z/odH7Pnt/T2mvvz+cqO49rPWutZ639dc2Z/SWJcA0AAEmmurJwYWEh1IYTbbXSlES2mpa06Dqdxea1rtU030XVPE9qRJv/ao5pNBpNOp2jqjn+Fq2XNQ2JLe69Fp8R837vt7qnolpcU1kiX4tzGl170XHeXAMAQBLhGgAAkgjXAACQRLgGAIAkwjUAACQRrgEAIIlwDQAASYRrAABIIlwDAEAS4RoAAJJMdf354cOHy8GDB9O2t3nz5rRtQSvD4TA8tqYCep7NYq10TQVw18ffon6+5j7pulabmJo1Hb2m6sfnW/TZF10n0XHeXAMAQBLhGgAAkgjXAACQRLgGAIAkwjUAACQRrgEAIIlwDQAASYRrAABIIlwDAECSqW5ojIq2f9W0lLVoFKtpCYu2ALXYZp/UXKcWLXU1LXFRi4v5t+VoNErfZimzuab6ouber1n70TVd0w7a4nlWc0zR9d/i3iPOZyQRNdc0mhGi24yO8+YaAACSCNcAAJBEuAYAgCTCNQAAJBGuAQAgiXANAABJhGsAAEgiXAMAQBLhGgAAkgjXAACQZKq7XkejUVldXd1wXLQGt+tq0xb77/qY5l2LGtYWtdLWyXyLVpqXUremo2rWdAtqzfuh5jkVXaddb7OF6GdJKfF8VEr8OdH1/Vxz/qPnamlpKTQu+izx5hoAAJII1wAAkES4BgCAJMI1AAAkEa4BACCJcA0AAEmEawAASCJcAwBAEuEaAACSCNcAAJBk6jthIzWX0SrMmlrfrutNiampdu1adK4t6mprtllTrduXuuBZ1Ke1T4zPqHxdn9MW+29173dda95CV89Jb64BACCJcA0AAEmEawAASCJcAwBAEuEaAACSCNcAAJBEuAYAgCTCNQAAJBGuAQAgyVQ3NK6trYUag6INSDXNcxDRdUtetFGr1dpv0Y5ao0VDZHRsq3Pa9ZqiO1oX4/pyrmrmGb33l5aWJp1Oiq6bHGs+T6LP6eh1Cn8+hEYBAAAbEq4BACCJcA0AAEmEawAASCJcAwBAEuEaAACSCNcAAJBEuAYAgCTCNQAAJBGuAQAgyVTXny8sLISqJltUMLeoVu16/5CtRf14jeh2h8NheJvRauHRaBTeZs1YYHbUPHsWF2ORbMuWLeFt1jx7Dh06FB4bVZN7Wmwz+hkRrZ6P7tubawAASCJcAwBAEuEaAACSCNcAAJBEuAYAgCTCNQAAJBGuAQAgiXANAABJhGsAAEgiXAMAQJKprj8fj8dlPB5vOK5FvSawsVa15lHRuuDouFLiz5Oa585gkP8eI1rXC8RE7+ma517N2GhVes3zrKb+vMXzvOvPiEiGLCV/nt5cAwBAEuEaAACSCNcAAJBEuAYAgCTCNQAAJBGuAQAgiXANAABJhGsAAEgiXAMAQJKpbmgcDofhxqKImka1WWwqgj6oaR+LqmkpizYf1jQktmiR9TyBXC3uqdXV1fRt7tu3L32bpdQ9J6O6br2MtuNGtxkd5801AAAkEa4BACCJcA0AAEmEawAASCJcAwBAEuEaAACSCNcAAJBEuAYAgCTCNQAAJBGuAQAgyVTXn4/H4zIej9O2F63BBGKi91TNvVdTFR6tom1RP15jOByGx9bUqgPTrebeb1E/XvPsjY7t0zMqek6j1yk6TtoEAIAkwjUAACQRrgEAIIlwDQAASYRrAABIIlwDAEAS4RoAAJII1wAAkES4BgCAJFPd0DgcDqvajTZS0yqkzRE2Fr2n+tToFVXT+lhz/NHtRtspmW8tGk9rtttimzXbbXX8UZkt0/+WmYta6/o5tbS0FBoXvU7R45EgAQAgiXANAABJhGsAAEgiXAMAQBLhGgAAkgjXAACQRLgGAIAkwjUAACQRrgEAIIlwDQAASaa6/nxtbS1UGxyuo6yoNO+6grjr/QP/Wat7zz1Npj6t01lc+y2OKZKLpkW0qr2mJn5xMR5ds7NU9Hi8uQYAgCTCNQAAJBGuAQAgiXANAABJhGsAAEgiXAMAQBLhGgAAkgjXAACQRLgGAIAkwjUAACSZ6vrz4XAYqpqM1luORqPwvmvqNaOi8yxlNmtggY1l1/W20qfnWV/OKcyamlrzWdq/N9cAAJBEuAYAgCTCNQAAJBGuAQAgiXANAABJhGsAAEgiXAMAQBLhGgAAkgjXAACQZKobGgeDQaihMdqm2KJ1sYb2L2AjfXlO9GWepfRrruRy7bs1GMTe4dY0Kda0bUfbWVdXV1P37c01AAAkEa4BACCJcA0AAEmEawAASCJcAwBAEuEaAACSCNcAAJBEuAYAgCTCNQAAJBGuAQAgydTXn0eqM9fW1kLbi477977ZWLRatBQ1tFHOKQCzIFprXvO510K01lz9OQAA/JcJ1wAAkES4BgCAJMI1AAAkEa4BACCJcA0AAEmEawAASCJcAwBAEuEaAACSCNcAAJBkquvPh8NhWVzceIqRMaXUVUVHqzjnvX7aOc0378cPdKOmgrrFc2owiL/vW1tbS98/3am59jWi6yS7ft2bawAASCJcAwBAEuEaAACSCNcAAJBEuAYAgCTCNQAAJBGuAQAgiXANAABJhGsAAEgy1Q2Ng8GgDIfDDcdFG3iiTY60oXkwpuuWNLqV3RRWinUyz1o130XXVM161ro4e1qsk5rnWXRNZT8jvbkGAIAkwjUAACQRrgEAIIlwDQAASYRrAABIIlwDAEAS4RoAAJII1wAAkES4BgCAJMI1AAAkmeo+8MXFxbK0tBQa15Waatmuq137NNd5pqq6H1rdT11f/+hx1RxTqwruqOhca+ZZc52i1c5dP3dbXNOuj4l+aPXci67T9HGhUQAAwIaEawAASCJcAwBAEuEaAACSCNcAAJBEuAYAgCTCNQAAJBGuAQAgiXANAABJprqhcTAYhNpwou1XLRqA+tQ+1ae5wrSb1fupxXFFn701z+jhcBgeOx6P07cZ/dwppZTRaBQa16L1s9U6bbHdmnMaXSt92WbNdrtuce1azfmPrtPoMyLc9hoaBQAAbEi4BgCAJMI1AAAkEa4BACCJcA0AAEmEawAASCJcAwBAEuEaAACSCNcAAJBEuAYAgCRTXX++trYWqprctGlTaHvRCtpS1IsCZGlR6xytK67Zf4tK81LaVZDPmhafu33ZJnE1538wiL1DXl5eDo1bXIzF5mMO1wcPHizPP/982b9/f9m2bVvZsWNHeOcAADBLwin4t7/9bXnjjTfK1VdfXUr513/h33333eVnP/tZOXz48Hvjtm7dWq699tryqU99Kn+2AAAwxcLhevfu3eXMM89875/vvffect9995VzzjmnXHzxxWXbtm1l79695Ze//GW5/fbby6ZNm8rFF1/cZNIAADCNwuH65ZdfLldcccV7//zzn/+8XHLJJeXGG288Ytzll19edu3aVe677z7hGgCAuRL+tpCFhYX3/lLGwYMHy4EDB8r555//gePOO++8smfPnrxZAgBAD4TD9Y4dO8rjjz9eSill8+bN5aSTTir/+Mc/PnDs888/X7Zu3ZozQwAA6IlwuP7c5z5Xnn766fKDH/ygvPvuu+W6664ru3fvLj/5yU/KG2+8UUajUXn11VfL3XffXR566KFy0UUXtZw3AABMnYX1ii/2fPjhh8v3v//9sra2Vk499dTy+uuvlwMHDrxv3M6dO8tXv/rV8PdPH83VV19d/vjHP244zvdcA0yv6HfNRsfVin7MDYfD8DZ9zzXZWnwf/LyL3nvR780/66yzyv3337/huKovpL788svLzp07ywMPPFD+8Ic/lLW1tbKwsFCWl5fLiSeeWHbs2FEuuuii8slPfrJmswAAMBOq2162b99err322hZzAQCAXpvqKsXhcBhqe4y+zq/5Iz9/jAezo6bW2h+55os+T1vVn0d/3eT/F6JlavHH/V3/CkHX+4/q073f9f77ouaaRkWfJ9FnWZtfcAMAgDkkXAMAQBLhGgAAkgjXAACQRLgGAIAkx/RtIe+++2557bXXyoEDBz7wb2+eeeaZx7J5AADolYnC9TvvvFPuuOOO8rvf/e4/fi3JPffcM/HEAACgbyYK17fffnt54oknypVXXlk+/vGPl61bt2bPCwAAemeicP3000+Xz3zmM+W6667Lng8AAPTWROF606ZNZfv27dlz+UCRJh6tRjHRlrIamizpA8+IuOhzouZ5En1OtGheq9l/Ky3WX9druuv9R/VlnsS1uKaRNvBS4k3fE6WtSy+9tDz66KOT/KsAADCzQlH9ueeeO+KfL7zwwvLMM8+UXbt2lSuuuKJ8+MMf/sC3GDt27MiZJQAA9EAoXN98881H/dnvf//7o/7Mt4UAADBPQuH6+uuvbz0PAADovVC4vuyyyxpPAwAA+m+iv9A4Ho/LysrKUX++srJSxuPxxJMCAIA+mihc33nnneWWW2456s9vueWW8sMf/nDiSQEAQB9NFK6feuqpcv755x/15xdccEF58sknJ54UAAD00UTh+s033ywnnXTSUX9+4oknlr179048KQAA6KOJwvXWrVvLnj17jvrzl156qRx33HETTwoAAPpoovrzc845pzz44IPl0ksvLaeffvoRP3vuuefKgw8+WC688MJjntz6+npq/XnXFbgt6oJrdH380WrjPtXV1tQ1d3lcfZkncTXPk5pr2uJ56tkT4z6FXNH7JHrvRcdNFK6vueaa8tRTT5Wvfe1r5ROf+ET56Ec/Wkop5cUXXyxPPPFE2bZtW7nmmmsm2TQAAPTWROH6pJNOKt/+9rfLXXfdVR5//PHy2GOPlVJKOe6448oll1xSvvjFL/7H38kGAIBZNFG4LuVff2nxhhtuKOvr62Xfvn2llFK2bdvmj6oAAJhbE4frf1tYWHjvLy8K1gAAzLOJw/Xrr79e7r333vLkk08e8eb63HPPLZ///OfL9u3b0yYJAAB9MFG4fumll8o3vvGNcuDAgXL22WeXU089tZRSyp49e8qvfvWr8sQTT5Rbb721nHLKKamTBQCAaTZRuL7rrrvKwsJCue2228ppp512xM9eeOGFcuutt5a77rqr3HTTTSmTBACAPpioROZPf/pTufLKK98XrEsp5bTTTiuf/vSnyzPPPHPMkwMAgD6ZKFyPRqOyvLx81J9v2rSpjEajiScFAAB9NFG4Pv3008tDDz1UVlZW3vezlZWV8tBDD5UdO3Yc8+QAAKBPJvqd6y984Qtl165d5ctf/nK57LLL3vuLi3v27CmPPPJIeeedd8qXvvSlY57c2tpaqDY3Wq27uHjM3zx4TLquAO5a9Ksau66Jr9GXr5/syzyJq1n7w+Ewff/u03x9mSfdilZwl9L9morOtWaeNc+e8Xicuv/ouInS5s6dO8vNN99cfvzjH5fdu3cf8bOPfexj5YYbbig7d+6cZNMAANBbE7/KPfvss8ttt91W3nrrrfLaa6+VUkrZvn17OeGEE7LmBgAAvXLMvydxwgknCNQAAFCOIVzv27ev3HfffeXJJ5884s31ueeeWz772c8K3AAAzJ2Jvi3kxRdfLF/5ylfK/fffX7Zs2VIuuOCCcsEFF5QtW7aU+++/v9x0003lhRdeyJ4rAABMtYneXN9xxx1lbW2t7Nq1q5xxxhlH/OzZZ58t3/rWt8qdd95ZvvnNb6ZMEgAA+mCiN9fPPvtsueqqq94XrEsp5YwzzihXXnll+etf/3rMkwMAgD6ZKFwff/zxZWlp6ag/X15eLscff/zEkwIAgD6aKFxfddVV5Re/+EV566233vezvXv3lgceeKBcddVVxzo3AADolYl+53p9fb1s3ry53HjjjeW8884rJ598cimllJdffrk89thj5eSTTy7r6+vlpz/96RH/3tVXX33sM/4A0baePrUatVDTahQ9/ppzGm1p67rNDebZLN5/LVrioCt9Wqct5lrzjOrqXE0Urn/0ox+9979/85vfvO/nL7zwwhFj/q1VuAYAgGkwUbj+zne+kz0PAADovYnC9fbt27PnAQAAvRf+Jdxnn3227N+/PzT21VdfLY888sjEkwIAgD4Kh+uvf/3r5amnnnrvn/fv31+uu+668swzz7xv7F/+8pfy3e9+N2WCAADQFxN9FV8p//rb16urqzP5N8sBAGASE4drAADgSMI1AAAkEa4BACBJ1Vfxvfrqq+W5554rpZSysrJSSvlXK+OWLVveNw4AAOZNVbi+5557yj333HPE//e9730vdUL/36FDh8q777674bhNmzaFtre8vHysU5obNbXmwH/fYBD/g8e+3M81x9SiArnVeWqx/z5VYNOdmnsqqubea7H/GtG5RucZHRcO19dff310KAAAzKVwuL7ssssaTgMAAPrPX2gEAIAkwjUAACQRrgEAIIlwDQAASYRrAABIIlwDAEAS4RoAAJJUNTT+ty0sLIRaqKKNOfPeflXTqtSlrtvkaq79vK+p6PHP4rF3rS/3c43xeBwe22JNdb1Ou95/i2dv18c07/rynOh6ntH9hxsfj2UyAADA/xGuAQAgiXANAABJhGsAAEgiXAMAQBLhGgAAkgjXAACQRLgGAIAkwjUAACQRrgEAIMlU158fPny4HDp0aMNxS0tLoe0Nh8NjnRL/BX2qy+3TXJlfg0H8PUqXNcQ199PiYvzjK3pMo9EovM3l5eXw2NXV1dC4ms+o6OdeTaV8zfG3qEpn9vSl1jy6nqPjvLkGAIAkwjUAACQRrgEAIIlwDQAASYRrAABIIlwDAEAS4RoAAJII1wAAkES4BgCAJMI1AAAkmer684WFhVAdbrQyt6auVa317Ile/3m/9u6T2dOigrhmnURrvWvWU4v67ZpK84MHD4bHRqvaDx06FN5mi2s6GMTft0WvVU39OmSL3ifRdRrdnjfXAACQRLgGAIAkwjUAACQRrgEAIIlwDQAASYRrAABIIlwDAEAS4RoAAJII1wAAkGSqGxpHo1FZXV3dcFy0MadF+5eGOmaNNT17apr3WjxPo2paF2saCqMNia1s3bo1NG7fvn3hbX7oQx8KjVtaWgpvs+b8Rz6bSyllZWUlvE2IaNHOGl3Po9EoNM6bawAASCJcAwBAEuEaAACSCNcAAJBEuAYAgCTCNQAAJBGuAQAgiXANAABJhGsAAEgiXAMAQJKprj8fDAah2t4WNbwqoGePa8q8qqkKj2pVVR5VU+kenetwOAxv8yMf+Uh47MUXXxwad9ZZZ4W3OR6PQ+MeffTR8DZ//etfh8e2qKBuoWaePiPmV7TWPHrfeXMNAABJhGsAAEgiXAMAQBLhGgAAkgjXAACQRLgGAIAkwjUAACQRrgEAIIlwDQAASYRrAABIMtX151HRylLVprAxdcFE9OnaRyuLl5aWwts87rjjwmNPP/300LjLL788vM2//e1voXEPP/xweJurq6vpYxcX4zFjbW0tPDaqT+uU2eHNNQAAJBGuAQAgiXANAABJhGsAAEgiXAMAQBLhGgAAkgjXAACQRLgGAIAkwjUAACSZ+obGSLtStIGppv1pMPDfHV3RENgt55Rs0Xu6Zu21aPOr8corr4TH7t69OzTu5ZdfDm9zNBqFxv35z39O32YppSwvL4fG1bQ+evaQLfrsiba4RsdJkAAAkES4BgCAJMI1AAAkEa4BACCJcA0AAEmEawAASCJcAwBAEuEaAACSCNcAAJBEuAYAgCRTXX8+GAxCNeQtqnXpjus0eyL3cUtdV2XPuxb3dM2ail7/mnVSU+v997//PTTu7bffDm8zOtd9+/aFt1lznaJV6Z7nZItmvlLi90l0nUbHeXMNAABJhGsAAEgiXAMAQBLhGgAAkgjXAACQRLgGAIAkwjUAACQRrgEAIIlwDQAASaa+oXE4HG44LtqYU9Pqo1WqOzXXqWvWSYyGRLKNx+Pw2Oh9urKyEt7m5s2bw2MXF2MftXv37k3ff6t21Oh23fv0weHDh0Pjos2s3lwDAEAS4RoAAJII1wAAkES4BgCAJMI1AAAkEa4BACCJcA0AAEmEawAASCJcAwBAEuEaAACSTHX9+cLCQqi2NlqX3aoGllwqxYGNtHhORGvKS6mr9R6NRpNM5z+KVrW3ep6qNacrNWs6mvuGw2HqOGkTAACSCNcAAJBEuAYAgCTCNQAAJBGuAQAgiXANAABJhGsAAEgiXAMAQBLhGgAAkgjXAACQZKrrzweDQai6MlpvGa1JL0UFN8CsqHn2R9XUf7f4PInuP/r5WIrPSPqhZu1F13T0Ponu25trAABIIlwDAEAS4RoAAJII1wAAkES4BgCAJMI1AAAkEa4BACCJcA0AAEmEawAASDLVDY3ZNEoBs6Kmea+FmobCrnX97B+Px6FxLa5p102S0KXsJtPwuNAoAABgQ8I1AAAkEa4BACCJcA0AAEmEawAASCJcAwBAEuEaAACSCNcAAJBEuAYAgCTCNQAAJJnq+vOFhYXOK36B/ltfXw+PncUK6JpjqjlX86zFmmpRKd9q7Ue3O4v3U40W53/en2c1xx/NkKPRKDRuPB7H9hsaBQAAbEi4BgCAJMI1AAAkEa4BACCJcA0AAEmEawAASCJcAwBAEuEaAACSCNcAAJBEuAYAgCRTXX8+Ho9DlZTLy8uh7dVUy6pdh9kxixXANccUrewlri9rqtU8+3L8XWtxnub93Nccf3RsNEcuLS2FxkmQAACQRLgGAIAkwjUAACQRrgEAIIlwDQAASYRrAABIIlwDAEAS4RoAAJII1wAAkGSqGxqHw2FZXNx4itE2Ra2L/bC+vh4eO+9NVcwvrYsA00naBACAJMI1AAAkEa4BACCJcA0AAEmEawAASCJcAwBAEuEaAACSCNcAAJBEuAYAgCTCNQAAJJnq+vNSYlXYa2troW3VVGWr1e6Ocw8A/LdEsmbNOG+uAQAgiXANAABJhGsAAEgiXAMAQBLhGgAAkgjXAACQRLgGAIAkwjUAACQRrgEAIMlUNzQOBoMyHA5D4yJaNP9F23pq9x/drjbDbrW6/tCVmjUdZe0zr3xG5Ks5p9Gxo9EoNG48HofGeXMNAABJhGsAAEgiXAMAQBLhGgAAkgjXAACQRLgGAIAkwjUAACQRrgEAIIlwDQAASYRrAABIMtX158PhsCwubjzFaGVoixrSVnWlXdegql+Pmffj71pf1mmfKpC73j/MEvdTvprn6WAQe4c8HA5Tt+fNNQAAJBGuAQAgiXANAABJhGsAAEgiXAMAQBLhGgAAkgjXAACQRLgGAIAkwjUAACQRrgEAIMlU15/PmprKzqiaatU+VTBDRHSddr32W9yn7lHYWNf3PvmiFeSllDIajULj1tbWUsd5cw0AAEmEawAASCJcAwBAEuEaAACSCNcAAJBEuAYAgCTCNQAAJBGuAQAgiXANAABJprqhcTgclsXFvCnWtPqMx+PQuFaNTl23xEGmrlvS+rT2+zRX6Iom0/kVbUksJb5OovkwPC40CgAA2JBwDQAASYRrAABIIlwDAEAS4RoAAJII1wAAkES4BgCAJMI1AAAkEa4BACCJcA0AAEmmuv48W01lZlRNrTPMmhYVxC2q0ru+T1scv1pnZk2Le38WRSu4S6k7T9GxNVmqRe6qOabouRqNRqFx4/E4tt/QKAAAYEPCNQAAJBGuAQAgiXANAABJhGsAAEgiXAMAQBLhGgAAkgjXAACQRLgGAIAkwjUAACSZq/rzWaxVhi61uE9qqm2Hw2F4bFS03raGWmfYmLUfU1MpvrgYj3nR51TX16nF/qPnKfqZ4801AAAkEa4BACCJcA0AAEmEawAASCJcAwBAEuEaAACSCNcAAJBEuAYAgCTCNQAAJJmrhsYWrT4126xpaetLUxJE1DQp1qzp6NjRaBTeZtfc+zDdBoP4e8maNsUWaubal+dkzTFlbzM87lgmAwAA/B/hGgAAkgjXAACQRLgGAIAkwjUAACQRrgEAIIlwDQAASYRrAABIIlwDAEAS4RoAAJJMdf354uJiWVzceIrRetGua0jVFdMHLaplW6396D3dp7pizwnoRvQ5UXOPDofD8NjxeBwe22Kb0eOveUa22GbN2PX19dC4SNYsJX49vbkGAIAkwjUAACQRrgEAIIlwDQAASYRrAABIIlwDAEAS4RoAAJII1wAAkES4BgCAJFPd0Li+vh5q14m29USbekpp05LW9f6ZXzVrr0X7Vc16btGm2PW9V7PNFue0xfHXbDN7333T4pqSr+t21q5F12lN62NNQ2VUzbMn+nkS3WZ0nDfXAACQRLgGAIAkwjUAACQRrgEAIIlwDQAASYRrAABIIlwDAEAS4RoAAJII1wAAkES4BgCAJFNdfz4ej6tqNjfSpwrkqK6PqaaqOqqmgramWjV6rvq0/6jFxTa3eotjalGV3uKctqhpLyV+/DXbrLn+0e12/Tyrufe6rrVuca6ix9TiGT0Nurz3W9xPrbRYezX3XtcZIZoho+cpOm427zoAAOiAcA0AAEmEawAASCJcAwBAEuEaAACSCNcAAJBEuAYAgCTCNQAAJBGuAQAgiXANAABJprr+fH19PVRzGa3XrKnhjNbwtqgWnQYtqmVb1KDW1CW3qKGNVqvWaFFp32Ke0yB6/C3OaZ90XcEcVXPua46pxfHXzDV6/9U8I0ejUWhczTxbrP2aY2px/Vt8RkXPfa0WuaPF526Lz5NWz6hoVfuhQ4dC46Lz9OYaAACSCNcAAJBEuAYAgCTCNQAAJBGuAQAgiXANAABJhGsAAEgiXAMAQBLhGgAAkkx1Q+Mrr7xS/vnPf2447pRTTgltr0VTVNctYdH2oVLqWqUWF2NLo+uGxBbnvy9tdjVaNWm2aBRrsU5b7L9F81mNVuc0+kypaWmLXqcaLe79aEtbKXXPvhaNftHzX/MZ0eLe37RpU3ibNVq0s0bPVdfNxDXX9PDhw+GxLZ6n0XNVc50OHjwYHhud69tvvx0at3///tA4b64BACCJcA0AAEmEawAASCJcAwBAEuEaAACSCNcAAJBEuAYAgCTCNQAAJBGuAQAgyVQ3NP7P//xPaNz27dtD41o0NHbdUFjT1FTTqFaz3b6IXqtZbGisWac17VstGhprtFin0fukTw2NLe79rp8nLZ69q6urTfZfc66yt1lz7lvc+8vLy+Ft1mjxGR29p1s9T6NafT63aKhsoaZJNXr+33zzzdC4aC5dWK9ZJQAAwFH5tRAAAEgiXAMAQBLhGgAAkgjXAACQRLgGAIAkwjUAACQRrgEAIIlwDQAASYRrAABIIlwDAEAS4RoAAJII1wAAkES4BgCAJMI1AAAk+V/2qwi+apdTKwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot every evaluation as a new line and example as columns\n", + "val_samples = np.linspace(val_interval, n_epochs, int(n_epochs / val_interval))\n", + "print(len(val_samples))\n", + "fig, ax = plt.subplots(nrows=len(val_samples), ncols=1, sharey=True)\n", + "fig.set_size_inches(12, 30)\n", + "for image_n in range(len(val_samples)):\n", + " reconstructions = intermediary_images[image_n][0]\n", + " ax[image_n].imshow(reconstructions.cpu(), cmap=\"gray\")\n", + " ax[image_n].set_xticks([])\n", + " ax[image_n].set_yticks([])\n", + " ax[image_n].set_ylabel(f\"Epoch {val_samples[image_n]:.0f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "7f94c0fa", + "metadata": {}, + "source": [ + "### Generating samples from the trained model" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "1c30a2a0", + "metadata": {}, + "outputs": [], + "source": [ + "samples = []\n", + "for i in range(5):\n", + " starting_token = torch.tensor([255], device=device)\n", + " generated_latent = generate(transformer_model, starting_token, spatial_shape[0]*spatial_shape[1])\n", + " vqvae_latent = generated_latent[revert_sequence_ordering]\n", + " vqvae_latent = vqvae_latent.reshape((1,)+spatial_shape)\n", + " decoded = vqvae_model.decode_samples(vqvae_latent)\n", + " samples.append(decoded[:, 0])" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "1d54a8d1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(nrows=1, ncols=5)\n", + "for i in range(5):\n", + " ax[i].imshow(samples[i][0].detach().cpu(), vmin=0, vmax=1, cmap=\"gray\")\n", + " ax[i].axis(\"off\")\n", + " ax[i].title.set_text(\"Sample \" + str(i))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a67841ef", + "metadata": {}, + "source": [ + "### Cleanup data directory\n", + "\n", + "Remove directory if a temporary was used." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "6cde340f", + "metadata": {}, + "outputs": [], + "source": [ + "if directory is None:\n", + " shutil.rmtree(root_dir)" + ] + } + ], + "metadata": { + "jupytext": { + "formats": "ipynb,py:percent" + }, + "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": "3.8.16" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.py b/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.py new file mode 100644 index 00000000..b66b6c76 --- /dev/null +++ b/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.py @@ -0,0 +1,538 @@ +# --- +# jupyter: +# jupytext: +# formats: ipynb,py:percent +# text_representation: +# extension: .py +# format_name: percent +# format_version: '1.3' +# jupytext_version: 1.14.4 +# kernelspec: +# display_name: Python 3 (ipykernel) +# language: python +# name: python3 +# --- + +# %% [markdown] +# # Vector Quantized Variational Autoencoders and Transformers with MedNIST Dataset +# +# This tutorial illustrates how to use MONAI for training a Vector Quantized Variational Autoencoder (VQVAE)[1] and a transformer model on 2D images. +# +# This is a two step process: +# - We will train our VQVAE model to be able to reconstruct the input images. +# - This will be followed by using the trained VQVAE model to encode images to feed into the transformer network to train. +# +# We will work with the MedNIST dataset available on MONAI +# (https://docs.monai.io/en/stable/apps.html#monai.apps.MedNISTDataset). In order to train faster, we will select just one of the available classes ("HeadCT"), resulting in a training set with 7999 2D images. +# +# [1] - [Oord et al. "Neural Discrete Representation Learning"](https://arxiv.org/abs/1711.00937) +# +# +# ### Setup imports + +# %% +# Copyright 2020 MONAI Consortium +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +import os +import tempfile +import shutil +import time + + +import matplotlib.pyplot as plt +import numpy as np +import random +import torch +from torch.nn import L1Loss, CrossEntropyLoss +import torch.nn.functional as F +from monai import transforms +from monai.apps import MedNISTDataset +from monai.config import print_config +from monai.data import DataLoader, Dataset +from monai.utils import first, set_determinism +from tqdm import tqdm +from ignite.utils import convert_tensor + +from generative.networks.nets import VQVAE, DecoderOnlyTransformer +from generative.utils.ordering import Ordering +from generative.utils.enums import OrderingType + +print_config() + +# %% +# for reproducibility purposes set a seed +set_determinism(42) + +# %% [markdown] +# ### Setup a data directory and download dataset +# +# Specify a `MONAI_DATA_DIRECTORY` variable, where the data will be downloaded. If not +# specified a temporary directory will be used. + +# %% +directory = os.environ.get("MONAI_DATA_DIRECTORY") +root_dir = tempfile.mkdtemp() if directory is None else directory +print(root_dir) + +# %% [markdown] +# ### Download training data + +# %% +train_data = MedNISTDataset(root_dir=root_dir, section="training", download=True, seed=0) +train_datalist = [{"image": item["image"]} for item in train_data.data if item["class_name"] == "HeadCT"] +image_size = 64 +train_transforms = transforms.Compose( + [ + transforms.LoadImaged(keys=["image"]), + transforms.EnsureChannelFirstd(keys=["image"]), + transforms.ScaleIntensityRanged(keys=["image"], a_min=0.0, a_max=255.0, b_min=0.0, b_max=1.0, clip=True), + transforms.RandAffined( + keys=["image"], + rotate_range=[(-np.pi / 36, np.pi / 36), (-np.pi / 36, np.pi / 36)], + translate_range=[(-1, 1), (-1, 1)], + scale_range=[(-0.05, 0.05), (-0.05, 0.05)], + spatial_size=[image_size, image_size], + padding_mode="zeros", + prob=0.5, + ), + ] +) +train_ds = Dataset(data=train_datalist, transform=train_transforms) +train_loader = DataLoader(train_ds, batch_size=64, shuffle=True, num_workers=4) + +# %% [markdown] +# ### Visualse some examples from the dataset + +# %% +# Plot 3 examples from the training set +check_data = first(train_loader) +fig, ax = plt.subplots(nrows=1, ncols=3) +for image_n in range(3): + ax[image_n].imshow(check_data["image"][image_n, 0, :, :], cmap="gray") + ax[image_n].axis("off") + +# %% [markdown] +# ### Download Validation Data + +# %% +val_data = MedNISTDataset(root_dir=root_dir, section="validation", download=True, seed=0) +val_datalist = [{"image": item["image"]} for item in train_data.data if item["class_name"] == "HeadCT"] +val_transforms = transforms.Compose( + [ + transforms.LoadImaged(keys=["image"]), + transforms.EnsureChannelFirstd(keys=["image"]), + transforms.ScaleIntensityRanged(keys=["image"], a_min=0.0, a_max=255.0, b_min=0.0, b_max=1.0, clip=True), + ] +) +val_ds = Dataset(data=val_datalist, transform=val_transforms) +val_loader = DataLoader(val_ds, batch_size=64, shuffle=True, num_workers=4) + +# %% [markdown] +# ## VQVAE Training +# The first step is to train a VQVAE network - once this is done we can use the trained vqvae model to encode the 2d images to generate the inputs required for the transformer + +# %% [markdown] +# ### Define network, optimizer and losses + +# %% +device = torch.device("cuda" if torch.cuda.is_available() else "cpu") +print(f"Using {device}") +vqvae_model = VQVAE( + spatial_dims=2, + in_channels=1, + out_channels=1, + num_res_layers=2, + num_levels=2, + downsample_parameters=((2, 4, 1, 1), (2, 4, 1, 1)), + upsample_parameters=((2, 4, 1, 1, 0), (2, 4, 1, 1, 0)), + num_channels=(256,256), + num_res_channels=(256,256), + num_embeddings=256, + embedding_dim=32, +) +vqvae_model.to(device) + +# %% +optimizer = torch.optim.Adam(params=vqvae_model.parameters(), lr=1e-4) +l1_loss = L1Loss() + +# %% [markdown] +# ### VQVAE Model training +# We will run our model for 100 epochs + +# %% +n_epochs = 100 +val_interval = 10 +epoch_recon_loss_list = [] +epoch_quant_loss_list = [] +val_recon_epoch_loss_list = [] +intermediary_images = [] +n_example_images = 4 + +total_start = time.time() +for epoch in range(n_epochs): + vqvae_model.train() + epoch_loss = 0 + progress_bar = tqdm(enumerate(train_loader), total=len(train_loader), ncols=110) + progress_bar.set_description(f"Epoch {epoch}") + for step, batch in progress_bar: + images = batch["image"].to(device) + optimizer.zero_grad(set_to_none=True) + + # model outputs reconstruction and the quantization error + reconstruction, quantization_loss = vqvae_model(images=images) + + recons_loss = l1_loss(reconstruction.float(), images.float()) + + loss = recons_loss + quantization_loss + + loss.backward() + optimizer.step() + + epoch_loss += recons_loss.item() + + progress_bar.set_postfix( + { + "recons_loss": epoch_loss / (step + 1), + "quantization_loss": quantization_loss.item() / (step + 1), + } + ) + epoch_recon_loss_list.append(epoch_loss / (step + 1)) + epoch_quant_loss_list.append(quantization_loss.item() / (step + 1)) + + if (epoch + 1) % val_interval == 0: + vqvae_model.eval() + val_loss = 0 + with torch.no_grad(): + for val_step, batch in enumerate(val_loader, start=1): + images = batch["image"].to(device) + + reconstruction, quantization_loss = vqvae_model(images=images) + + # get the first sample from the first validation batch for + # visualizing how the training evolves + if val_step == 1: + intermediary_images.append(reconstruction[:n_example_images, 0]) + + recons_loss = l1_loss(reconstruction.float(), images.float()) + + val_loss += recons_loss.item() + + val_loss /= val_step + val_recon_epoch_loss_list.append(val_loss) + +total_time = time.time() - total_start +print(f"train completed, total time: {total_time}.") + +# %% [markdown] +# ### VQVE Loss Curve + +# %% +plt.style.use("ggplot") +plt.title("Learning Curves", fontsize=20) +plt.plot(np.linspace(1, n_epochs, n_epochs), epoch_recon_loss_list, color="C0", linewidth=2.0, label="Train") +plt.plot( + np.linspace(val_interval, n_epochs, int(n_epochs / val_interval)), + val_recon_epoch_loss_list, + color="C1", + linewidth=2.0, + label="Validation", +) +plt.yticks(fontsize=12) +plt.xticks(fontsize=12) +plt.xlabel("Epochs", fontsize=16) +plt.ylabel("Loss", fontsize=16) +plt.legend(prop={"size": 14}) +plt.show() + +# %% [markdown] +# ### Plotting evolution of reconstruction performance + +# %% +# Plot every evaluation as a new line and example as columns +val_samples = np.linspace(val_interval, n_epochs, int(n_epochs / val_interval)) +fig, ax = plt.subplots(nrows=len(val_samples), ncols=1, sharey=True) +fig.set_size_inches(18, 30) +for image_n in range(len(val_samples)): + reconstructions = torch.reshape(intermediary_images[image_n], (64 * n_example_images, 64)).T + ax[image_n].imshow(reconstructions.cpu(), cmap="gray") + ax[image_n].set_xticks([]) + ax[image_n].set_yticks([]) + ax[image_n].set_ylabel(f"Epoch {val_samples[image_n]:.0f}") + + +# %% [markdown] +# ### Plot reconstructions of final trained vqvae model + +# %% +fig, ax = plt.subplots(nrows=1, ncols=2) +ax[0].imshow(images[0, 0].detach().cpu(), vmin=0, vmax=1, cmap="gray") +ax[0].axis("off") +ax[0].title.set_text("Inputted Image") +ax[1].imshow(reconstruction[0, 0].detach().cpu(), vmin=0, vmax=1, cmap="gray") +ax[1].axis("off") +ax[1].title.set_text("Reconstruction") +plt.show() + +# %% [markdown] +# ## Transformer Training +# Now that a vqvae model has been trained, we can use this model to encode the data into its discrete latent representations. These inputs can then be flattened into a 1D sequence for the transformer to learn in an autoregressive manor. +# +# Training can be done in 2 ways: +# - Loading in the original images and then encoding these images on the fly during training using the vqvae model, the advantage of this is we can augment training data during training that is then encoded, however this will slow down training and is more memory intensive. +# - Before training the transformer we encode all the training data first and save the discrete encodings. These latent codes are then loaded and fed to the transformer for training. +# +# For this tutorial we will use the first appraoch and use the vqvae network to encode the data during the training cycle + +# %% [markdown] +# ### Datasets +# We can use the same dataloader with augmentations as used for training the VQVAE model. However given the memory intensive nature of Transformer models we will need to reduce the batch size + +# %% +train_loader = DataLoader(train_ds, batch_size=8, shuffle=True, num_workers=4) +val_loader = DataLoader(val_ds, batch_size=8, shuffle=True, num_workers=4) + +# %% [markdown] +# ### Latent sequence ordering +# We need to define an ordering of which we convert our 2D latent space into a 1D sequence. For this we will use a simple raster scan. + +# %% +spatial_shape = next(iter(train_loader))["image"].shape[2:] + +# %% +# Get spatial dimensions of data +# We divide the spatial shape by 4 as the vqvae downsamples the image by a factor of 4 along each dimension +spatial_shape = next(iter(train_loader))["image"].shape[2:] +spatial_shape = (int(spatial_shape[0]/4),int(spatial_shape[1]/4)) + +ordering = Ordering(ordering_type=OrderingType.RASTER_SCAN.value, + spatial_dims=2, + dimensions=(1,) + spatial_shape) + +sequence_ordering = ordering.get_sequence_ordering() +revert_sequence_ordering = ordering.get_revert_sequence_ordering() + + +# %% [markdown] +# ## Define Network, optimizer and losses + +# %% +transformer_model = DecoderOnlyTransformer( + num_tokens= 256, # must be equal to num_embeddings input of VQVAE + max_seq_len=spatial_shape[0]*spatial_shape[1], + attn_layers_dim=64, + attn_layers_depth=16, + attn_layers_heads=8, +) +transformer_model.to(device) + +# %% +optimizer = torch.optim.Adam(params=transformer_model.parameters(), lr=1e-3) +ce_loss = CrossEntropyLoss() + + +# %% [markdown] +# First we will define a function to allow us to generate random samples from the transformer. This will allow us to keep track of training progress as well to see how samples look during the training cycle + +# %% +@torch.no_grad() +def generate( + net, + start_tokens, + seq_len, + **kwargs +): + num_dims = len(start_tokens.shape) + + if num_dims == 1: + start_tokens = start_tokens[None, :] + + b, t = start_tokens.shape + + net.eval() + + out = start_tokens + + for _ in range(seq_len): + x = out[:, -seq_len:] + + logits = net(x, **kwargs)[:, -1] + probs = F.softmax(logits, dim=-1) + sample = torch.multinomial(probs, 1) + out = torch.cat((out, sample), dim=-1) + + out = out[:, t:] + + if num_dims == 1: + out = out.squeeze(0) + + return out + + +# %% [markdown] +# ### Transformer Model Training +# We will train the model for 100 epochs + +# %% +n_epochs = 100 +val_interval = 10 +epoch_ce_loss_list = [] +val_ce_epoch_loss_list = [] +intermediary_images = [] +vqvae_model.eval() + +total_start = time.time() +for epoch in range(n_epochs): + transformer_model.train() + epoch_loss = 0 + progress_bar = tqdm(enumerate(train_loader), total=len(train_loader), ncols=110) + progress_bar.set_description(f"Epoch {epoch}") + for step, batch in progress_bar: + images = batch["image"].to(device) + # Encode images using vqvae and transformer to 1D sequence + quantizations = vqvae_model.index_quantize(images) + quantizations = quantizations.reshape(quantizations.shape[0], -1) + quantizations = quantizations[:, sequence_ordering] + + # Pad input to give start of sequence token + quantizations = F.pad(quantizations, (1, 0), "constant", 255) # pad with 0 i.e. vocab size of vqvae + quantizations = quantizations.long() + + quantizations_input = convert_tensor(quantizations[:, :-1], device, non_blocking=True) + quantizations_target = convert_tensor(quantizations[:, 1:], device, non_blocking=True) + + optimizer.zero_grad(set_to_none=True) + + # model outputs + logits = transformer_model(x=quantizations_input) + + loss = ce_loss(logits, quantizations_target) + + loss.backward() + optimizer.step() + + epoch_loss += loss.item() + + progress_bar.set_postfix( + { + "ce_loss": epoch_loss / (step + 1), + } + ) + epoch_ce_loss_list.append(epoch_loss / (step + 1)) + + + if (epoch + 1) % val_interval == 0: + transformer_model.eval() + val_loss = 0 + with torch.no_grad(): + for val_step, batch in enumerate(val_loader, start=1): + images = batch["image"].to(device) + # Encode images using vqvae and transformer to 1D sequence + quantizations = vqvae_model.index_quantize(images) + quantizations = quantizations.reshape(quantizations.shape[0], -1) + quantizations = quantizations[:, sequence_ordering] + + # Pad input to give start of sequence token + quantizations = F.pad(quantizations, (1, 0), "constant", 255) # pad with 256 i.e. vocab size of vqvae + quantizations = quantizations.long() + + quantizations_input = convert_tensor(quantizations[:, :-1], device, non_blocking=True) + quantizations_target = convert_tensor(quantizations[:, 1:], device, non_blocking=True) + + # model outputs + logits = transformer_model(x=quantizations_input) + + loss = ce_loss(logits, quantizations_target) + + # Generate a random sample to visualise progress + if val_step == 1: + starting_token = torch.tensor([255], device=device) + generated_latent = generate(transformer_model, starting_token, spatial_shape[0]*spatial_shape[1]) + vqvae_latent = generated_latent[revert_sequence_ordering] + vqvae_latent = vqvae_latent.reshape((1,)+spatial_shape) + decoded = vqvae_model.decode_samples(vqvae_latent) + intermediary_images.append(decoded[:, 0]) + + val_loss += loss.item() + + val_loss /= val_step + val_ce_epoch_loss_list.append(val_loss) + +total_time = time.time() - total_start +print(f"train completed, total time: {total_time}.") + +# %% [markdown] +# ### Transformer Loss Curve + +# %% +plt.style.use("ggplot") +plt.title("Learning Curves", fontsize=20) +plt.plot(np.linspace(1, n_epochs, n_epochs), epoch_ce_loss_list, color="C0", linewidth=2.0, label="Train") +plt.plot( + np.linspace(val_interval, n_epochs, int(n_epochs / val_interval)), + val_ce_epoch_loss_list, + color="C1", + linewidth=2.0, + label="Validation", +) +plt.yticks(fontsize=12) +plt.xticks(fontsize=12) +plt.xlabel("Epochs", fontsize=16) +plt.ylabel("Loss", fontsize=16) +plt.legend(prop={"size": 14}) +plt.show() + +# %% [markdown] +# ### Plot evoluation of Generated Samples + +# %% +# Plot every evaluation as a new line and example as columns +val_samples = np.linspace(val_interval, n_epochs, int(n_epochs / val_interval)) +print(len(val_samples)) +fig, ax = plt.subplots(nrows=len(val_samples), ncols=1, sharey=True) +fig.set_size_inches(12, 30) +for image_n in range(len(val_samples)): + reconstructions = intermediary_images[image_n][0] + ax[image_n].imshow(reconstructions.cpu(), cmap="gray") + ax[image_n].set_xticks([]) + ax[image_n].set_yticks([]) + ax[image_n].set_ylabel(f"Epoch {val_samples[image_n]:.0f}") + + +# %% [markdown] +# ### Generating samples from the trained model + +# %% +samples = [] +for i in range(5): + starting_token = torch.tensor([255], device=device) + generated_latent = generate(transformer_model, starting_token, spatial_shape[0]*spatial_shape[1]) + vqvae_latent = generated_latent[revert_sequence_ordering] + vqvae_latent = vqvae_latent.reshape((1,)+spatial_shape) + decoded = vqvae_model.decode_samples(vqvae_latent) + samples.append(decoded[:, 0]) + +# %% +fig, ax = plt.subplots(nrows=1, ncols=5) +for i in range(5): + ax[i].imshow(samples[i][0].detach().cpu(), vmin=0, vmax=1, cmap="gray") + ax[i].axis("off") + ax[i].title.set_text("Sample " + str(i)) +plt.show() + +# %% [markdown] +# ### Cleanup data directory +# +# Remove directory if a temporary was used. + +# %% +if directory is None: + shutil.rmtree(root_dir) From e01f77058cb37e18922db86f8bb1b6513025394e Mon Sep 17 00:00:00 2001 From: Walter Hugo Lopez Pinaya Date: Mon, 13 Feb 2023 15:25:30 +0000 Subject: [PATCH 2/5] Get outputs for tutorial Signed-off-by: Walter Hugo Lopez Pinaya --- .../2d_vqvae_transformer_tutorial.ipynb | 455 +++++++++++++++--- .../2d_vqvae_transformer_tutorial.py | 15 +- 2 files changed, 405 insertions(+), 65 deletions(-) diff --git a/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb b/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb index 15426bf9..0292720e 100644 --- a/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb +++ b/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb @@ -32,7 +32,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/apa20/Documents/GenerativeModels/lib/python3.8/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + "/media/walter/Storage/Projects/GenerativeModels/venv/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] }, @@ -40,20 +40,22 @@ "name": "stdout", "output_type": "stream", "text": [ + "2023-02-13 12:46:51,383 - A matching Triton is not available, some optimizations will not be enabled.\n", + "Error caught was: No module named 'triton'\n", "MONAI version: 1.2.dev2304\n", "Numpy version: 1.23.5\n", "Pytorch version: 1.13.1+cu117\n", "MONAI flags: HAS_EXT = False, USE_COMPILED = False, USE_META_DICT = False\n", "MONAI rev id: 9a57be5aab9f2c2a134768c0c146399150e247a0\n", - "MONAI __file__: /home/apa20/Documents/GenerativeModels/lib/python3.8/site-packages/monai/__init__.py\n", + "MONAI __file__: /media/walter/Storage/Projects/GenerativeModels/venv/lib/python3.10/site-packages/monai/__init__.py\n", "\n", "Optional dependencies:\n", "Pytorch Ignite version: 0.4.10\n", "ITK version: 5.3.0\n", - "Nibabel version: 5.0.0\n", + "Nibabel version: 4.0.2\n", "scikit-image version: 0.19.3\n", - "Pillow version: 9.4.0\n", - "Tensorboard version: 2.11.2\n", + "Pillow version: 9.3.0\n", + "Tensorboard version: 2.11.0\n", "gdown version: 4.6.0\n", "TorchVision version: 0.14.1+cu117\n", "tqdm version: 4.64.1\n", @@ -141,7 +143,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "/tmp/tmpjwh9gann\n" + "/tmp/tmpq__mvim1\n" ] } ], @@ -169,14 +171,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "MedNIST.tar.gz: 59.0MB [00:30, 2.03MB/s] " + "MedNIST.tar.gz: 59.0MB [00:05, 11.0MB/s] " ] }, { "name": "stdout", "output_type": "stream", "text": [ - "2023-02-08 21:00:22,795 - INFO - Downloaded: /tmp/tmpjwh9gann/MedNIST.tar.gz\n" + "2023-02-13 12:46:57,030 - INFO - Downloaded: /tmp/tmpq__mvim1/MedNIST.tar.gz\n" ] }, { @@ -190,15 +192,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "2023-02-08 21:00:22,927 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n", - "2023-02-08 21:00:22,927 - INFO - Writing into directory: /tmp/tmpjwh9gann.\n" + "2023-02-13 12:46:57,108 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n", + "2023-02-13 12:46:57,109 - INFO - Writing into directory: /tmp/tmpq__mvim1.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Loading dataset: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 47164/47164 [00:31<00:00, 1513.28it/s]\n" + "Loading dataset: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 47164/47164 [00:14<00:00, 3351.92it/s]\n" ] } ], @@ -242,7 +244,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -278,16 +280,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "2023-02-08 21:01:04,300 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n", - "2023-02-08 21:01:04,301 - INFO - File exists: /tmp/tmpjwh9gann/MedNIST.tar.gz, skipped downloading.\n", - "2023-02-08 21:01:04,302 - INFO - Non-empty folder exists in /tmp/tmpjwh9gann/MedNIST, skipped extracting.\n" + "2023-02-13 12:47:15,771 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n", + "2023-02-13 12:47:15,772 - INFO - File exists: /tmp/tmpq__mvim1/MedNIST.tar.gz, skipped downloading.\n", + "2023-02-13 12:47:15,772 - INFO - Non-empty folder exists in /tmp/tmpq__mvim1/MedNIST, skipped extracting.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Loading dataset: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5895/5895 [00:04<00:00, 1219.75it/s]\n" + "Loading dataset: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5895/5895 [00:01<00:00, 3445.71it/s]\n" ] } ], @@ -332,7 +334,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Using cpu\n" + "Using cuda\n" ] }, { @@ -522,7 +524,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "83474094", "metadata": {}, "outputs": [ @@ -530,16 +532,119 @@ "name": "stderr", "output_type": "stream", "text": [ - "Epoch 0: 100%|████████████████| 125/125 [27:23<00:00, 13.15s/it, recons_loss=0.0882, quantization_loss=1.3e-5]\n", - "Epoch 1: 100%|███████████████| 125/125 [24:35<00:00, 11.81s/it, recons_loss=0.0407, quantization_loss=1.04e-5]\n", - "Epoch 2: 100%|███████████████| 125/125 [24:40<00:00, 11.85s/it, recons_loss=0.0333, quantization_loss=9.67e-6]\n" + "Epoch 0: 100%|█████████████████| 125/125 [00:31<00:00, 4.00it/s, recons_loss=0.088, quantization_loss=1.2e-5]\n", + "Epoch 1: 100%|███████████████| 125/125 [00:31<00:00, 4.03it/s, recons_loss=0.0402, quantization_loss=1.08e-5]\n", + "Epoch 2: 100%|███████████████| 125/125 [00:31<00:00, 3.99it/s, recons_loss=0.0333, quantization_loss=1.02e-5]\n", + "Epoch 3: 100%|███████████████| 125/125 [00:31<00:00, 3.96it/s, recons_loss=0.0292, quantization_loss=9.15e-6]\n", + "Epoch 4: 100%|███████████████| 125/125 [00:31<00:00, 3.91it/s, recons_loss=0.0274, quantization_loss=8.31e-6]\n", + "Epoch 5: 100%|███████████████| 125/125 [00:32<00:00, 3.83it/s, recons_loss=0.0264, quantization_loss=9.04e-6]\n", + "Epoch 6: 100%|█████████████████| 125/125 [00:32<00:00, 3.82it/s, recons_loss=0.025, quantization_loss=9.8e-6]\n", + "Epoch 7: 100%|███████████████| 125/125 [00:32<00:00, 3.80it/s, recons_loss=0.0242, quantization_loss=9.38e-6]\n", + "Epoch 8: 100%|███████████████| 125/125 [00:33<00:00, 3.77it/s, recons_loss=0.0238, quantization_loss=1.17e-5]\n", + "Epoch 9: 100%|███████████████| 125/125 [00:33<00:00, 3.78it/s, recons_loss=0.0232, quantization_loss=1.28e-5]\n", + "Epoch 10: 100%|██████████████| 125/125 [00:32<00:00, 3.80it/s, recons_loss=0.0227, quantization_loss=1.15e-5]\n", + "Epoch 11: 100%|██████████████| 125/125 [00:32<00:00, 3.81it/s, recons_loss=0.0227, quantization_loss=1.38e-5]\n", + "Epoch 12: 100%|██████████████| 125/125 [00:32<00:00, 3.83it/s, recons_loss=0.0219, quantization_loss=1.46e-5]\n", + "Epoch 13: 100%|██████████████| 125/125 [00:32<00:00, 3.83it/s, recons_loss=0.0212, quantization_loss=1.62e-5]\n", + "Epoch 14: 100%|███████████████| 125/125 [00:32<00:00, 3.83it/s, recons_loss=0.021, quantization_loss=1.52e-5]\n", + "Epoch 15: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0206, quantization_loss=1.57e-5]\n", + "Epoch 16: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0209, quantization_loss=1.85e-5]\n", + "Epoch 17: 100%|██████████████| 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100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0156, quantization_loss=1.86e-5]\n", + "Epoch 94: 100%|██████████████| 125/125 [00:32<00:00, 3.82it/s, recons_loss=0.0155, quantization_loss=2.16e-5]\n", + "Epoch 95: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0158, quantization_loss=2.12e-5]\n", + "Epoch 96: 100%|███████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.016, quantization_loss=1.94e-5]\n", + "Epoch 97: 100%|██████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.0162, quantization_loss=2.08e-5]\n", + "Epoch 98: 100%|██████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.0157, quantization_loss=2.28e-5]\n", + "Epoch 99: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0153, quantization_loss=2.18e-5]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "train completed, total time: 5962.2962374687195.\n" + "train completed, total time: 3364.192367076874.\n" ] } ], @@ -618,13 +723,13 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "6348d41d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -662,7 +767,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "id": "896097f5", "metadata": { "lines_to_next_cell": 2 @@ -670,9 +775,9 @@ "outputs": [ { "data": { - "image/png": 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IIUQhkOxNCBFNVpcpLpVTwtWvX7+S+27cuNFiz6GMdO/e3eI33ngj8W8XXnihxR/+8IctpvyBUjeej5IIynwotSCU/FC6R6kEpWp0buMx07IGSuLo7MNEeZQmUIIxZsyYkud75plnLKZLXVuQMrRlYtq+nHyM8jb2E0pnmBh48uTJFo8dO9bigQMHljwfpZWzZ8+2+KGHHrKYzliU2rBvxzhSibZHTJJTz52SCT6vvvpqi5n4+qc//WnifEuXLrXYc12jaxrHDGXRvDdxDPCYvCfwnsh7FuvDJNasM11L02XivYL3BM79vG9Q9kY5HPHudx4teX9QklMhhBBCCCGEKIFefoQQQgghhBCFQLI3IXJKHuVGWZMUUhZDGRalZHQ4YxI3xlyi59I9pWSUnoWQTEp3xhlnlPyd+7AcTMxIZzb+zpjSAk/6QChBYgLJtHSPbcCEfYRSObraUfrABHg9evSwmHXjtaKcwiMvfbIoxIw9ylR4PdP/NmDAAIs//vGPW3zppZdaTElp+lhNUKJG18Zp06ZZTBeqBx54wOJf//rXFnPMUBaUlsB5Lod5nCvrTVurc4xLKOH8S1kmk1uzv3DODcFPLs05ly6HlNbxXtapUyeL6XLI+xTLynNR3rZjxw6LOdfz3kcZdQjJ+xddFRlTcsdz857IexDnfpaJ52LdslKvvqokp0IIIYQQQghRAr38CCGEEEIIIQqBZG9C5JQ8yjq8MnFp3pPXMAmpVwcek5IXLtdzGb+cS9TKlSstpryA8jYmtKNbDmU4lPzwfJQgePWnhIIyCx6znNyD+1CCQRkby7p8+XKL6QzkJV6lHIPHacm+l1X+kpexUQ+yJvxk/dMOTpSf3XDDDRafd955JY9F6QylaJ5Ehn2M46Fr164W//Vf/7XFdJn7+c9/bjETS3qy0RDi5pC21h9IW66bl+SUc/ypp55qMSVcvP6UEZdzLqOki/Mj3d7OPvtsiydOnGgxpW6UIHOcsE9v27bN4jlz5ljsJRimjC89HlhW3mt4v6MbHV3qKBWkzI73wZdeesniF154weKdO3da7CU/JXnsq5lffhYvXhxmz54dNmzYEHbv3h3efvvtcOyxx4ZOnTqFXr16hfPOOy8xyQohhBBCCCFEHoh++Tl06FC44447wqJFi8Jxxx0XevfuHQYPHhyOOeaY8M4774S9e/eG2bNnh6eeeiqMGjUqfPnLX078VVEIIYQQQgghWpLol5977703LF26NHzhC18IEydOTCxrN3H48OEwc+bMcNddd4V77703fPazn61pYYUoKs29bJxVbsMley6Dn3baaRZzyZ6/032My/KULHhuUHRZ43J9CEnZG13Q6HBGqYAn46OEgFIGSs9Yf7oKMfZkdSxD2lXLc6yj5IMuWz179rSYdfZc9Jh4lu3CcsckHKxl/yy61C0GT97Gfnjuuecm9vnMZz5jMSU8XpJc/vGS/Z5jLsaBjvtSNnrNNdeULPcvfvELiym9CyEpreM+sTLSUtuIlsMbx+Vc2prg3MV9OV9zbhwyZEhifya1phSa8xrHxrhx4yymZJPJUlesWFGy3Dw+52XKlNkWvMedf/75Fl900UWJOrB+zz//vMXpcdMEJXSjRo2ymLI/3lsuuOACi1977bWS23PstaYExdGGB7Nnzw7Tpk0LkydPLvniE8K7DwyTJ08OV1xxReJCCCGEEEIIIURLE/3yc/DgwURujnJ07tw58ddFIYQQQgghhGhpomVvvXv3DtOnTw8TJkwo+y3PoUOHwvTp00OfPn1qUkAhRP5lPp5kjHMFZQBcHqfUjdvTXYZ/TPHkOHv27EmUiS48lOp48jvK7Fg+1odyBK8+lA5RguFJz7g96xNCCOvXr7eYrll0vKPUjRIolpvJ6ug85MkjKM1g3RjnxXWwLePJDNn3+DsdnL70pS8ljjVw4MCS+/CacpzwHPzdSw7puTPSbYr9k2Ppqquuspjyy1/96leJOlA6yuN6Tl5F6SetlRiJopeAlPcB7ktJcbdu3SxOy96WLVtW8lhM4HnWWWdZzDmXrm6/+93vLJ43b57F7KuUp3H88B5F+RjnZcrTmJA4hOSY5py9ZcsWi1k31oGOcl7ib8r7hg4davHs2bMt5v2rnDtj3oh++bn++uvDrbfeGm666aYwceLE0Ldv39ChQ4eE4cG6devCrFmzwhtvvBFuueWWepZbCCGEEEIIITIR/fIzaNCg8N3vfjfce++94be//W3Jv7QcddRRYcSIEeGTn/ykVn6EEEIIIYQQuSJTnp/evXuHm2++ORw8eDBs2rQp7Nmzx/L8dOzYMfTo0SOxFC2EqJwYqVu95HCeHCHmfFxO57I55VZc4u/evbvFlGpRdkMpA2F50rI3ytj4b5Q/UDZAaRiX8lkmSjA8mQbP67ly8TiUQaT/qMQ2YPl69+5tMZOt9urVy2LPZWvNmjUWU87E60Dpg5dkkGRNTFoJRZEweWOMMa8tkwf//d//vcXnnHNO4riUk3nnYL/n9pT5UK7mmR9ROuQl+qVEplOnThZ/6lOfsjg9ph955BGLOTY4nzDOu1y46HjXx5Mx8vmSUq3FixdbzISdvG+kP9dgPsrBgwdb7M2nHA8PPPCAxc8++6zFHD/s9yyrJ01mW1AOd//991tMZ9QQQhg9erTFnOMpJWdCUp6PEji2N5Njc4xye/7OfRnzHpdHMic5DeHdiY2Zb4UQQgghhBAi70S7vQkhhBBCCCFEa6ailZ/346GHHgoPPPBAuO+++2pyPC1diyIS09ebezx45/Mc3rgUT6kO5VP8nUvljD15DSU46QShlNhQgsBz0w1owIABFlNi5i39032NrnFpx7ZS56UckMenZCOEpASD0iDWmxIjOgyxzps3b7aYCfcob/Pkd16SweaWutXrHHmGdeb1YV/49Kc/bTHdqSivCcGXhlGmSccoymUoWeU1YT/m79444XzA8cD+xiSLf/mXf5moA12s5s6dazHnnHol380DbXk8ePXxHDYpaaM7Gp3V6LZJV7YQkuOJcz/HFudmSi4feughiznfe3O/Jwfz3BU5p1PS9x//8R+J4zJxMV0/Fy5caDHHBucEjlGmsWG78Jrw3sJxz2N6Mt089tW6rfzksbJCCCGEEEKI4hK98rN8+fLog/IvRkIIIYQQQgiRB6Jffv7xH/+xnuUQQgghhBBCiLoS/fJz3HHHhZ49e4bLL7/8fbedM2dOeP7556sqGGlrul0hYvCko80xHmLsdj0LbGqJ+a0OrUKp9+d3ANRx09bU++6G3yKks0t7tvs8B7XOY8eOtZjfRPC4rA+16KwDv7XxbISp72bb9e3bN1FWlo/a7Y4dO5bcn+26adMmi9evX2/xyy+/bDEtjD2tN48ZYyNcS8lzjBVuW7g/eGPJ2+bCCy+0+KKLLiq5fdoumPtzDLA/0AadY4u6fvZDfiNE+E0Avymitbz3/Q/PlR4Pn/zkJy1etWqVxZxbPBvetkBzjLk8wHnGG+vsn7RE5zxGG+pnnnkmcQ4el98McW5+4YUXLH744YdLno/3BG9+9L754b2C8N7CfefNm5fYjt8nTZs2zWJ+w7Ru3TqL+d0OY35jxPOxnhxjLDfr49le53GOjn756du3b9izZ08YP378+267bdu2qgolhBBCCCGEELUm2vCgf//+Yfv27Yk3ZI+29lcIIYQQQgghROsneuXn8ssvD6NHj47K2nr11VeHq6++uqqCCSFajhh5myfB8Kw1KX/hEvprr71mMaUwPOZJJ51Uspy0NaV0JoTksjszY1NKRltdSgjat29vsWdLzaV/SuwoWaBltmclTdkEbYFDSMoRaKNKeQXLQSkIZXa8Vv379y95HGYV5x+58p5qIO/li8EbV+wntEH/+Mc/bjFt1j3JZQjJa0rJGGVvtAam/If9nr+z73Kssy+xDhwbZ5xxRsnfOQek/5B67rnnWkyZ6owZMyxurX2gGlrrGPDK6snHPBk17w8cD5R8pY242Ke3b99usScz41zO+Z7PxLwHeeX26uz9Xi7lA22wR48ebTHHKMc068B9ee+j1I3Sad6/vfQUrakfRr/8dOjQIaG1F0IIIYQQQojWRN3y/AghhBBCCCFEnohe+RFCNC95WUL23N4o46JMgS4ymzdvtpiSAE++wOOffvrpJfelFIxL7mlpHJ2iKHWjVI6SNsaU7hHKiijVoQyAkjmWge1CaQXrk5Y18P/p0MX24HVge1NOyPqwXSmBo/xpzpw5FrPOLHeMC1wIvoQypk9ze54j75IKj6zfw/LaUvJ19tlnl9yG0MkvhBA2bNhg8bJlyyymPNLL1s5z8HfKa9g3+Dv7iedySKmS53QVQnJsXXrppRbPnDmz5DlinCqbuy/V6tytdQwQbzx4Ln2c7yk969evn8XdunWzeOvWrRZTEhxCCL169bKYcjDKvjiHcv4h/J33AU8i7bmjsd9zzHiyshCSUtbf/e53JffhvM6xzvvl1KlTS5aV9+Zdu3aVLIc3/+QdrfwIIYQQQgghCoFefoQQQgghhBCFQLI3IXKKJ9loSTzJBpfpuVTOZXbiJZij2xklX3Rl82Q0lI+FkJQg0M2G8jZCGQXrRknEokWLLKb7zfDhwy2mfIHH9OR6lA2k5XZsP5bJS+pIZx86GPE4PPe4ceMsZg43ykjuu+8+iykJadeuncW8Jum+mrXv5rHf14oY6RX7LU2GPvzhD5fcnmOAfZJOVyEkpW7cjnjJbT1HK0/66dWH0k86zvGY5eSn7MejRo2ymM5xlH5mddZqDrLKPWPGQ2sdJ55c1vudkiyOjYkTJ1pMeTD7W9qwy3Mv432H/Y/3LJaP8yCdCnlf49zvJTblGONxWM60xIz/z0TWHCe8V/AcK1assPijH/2oxUOHDrX4pZdespjzTMx1q1cS3lodVys/QgghhBBCiEJQ1crPwYMHw65du8KBAwdKvoHxDVIIIYQQQgghWpKKXn72798f7rzzzjBnzhzXlSOEEO6///6KC+aRFwcsIWpFHvp07PJxjASDCQ5PPvlkiyld8yRmdJvi9pTXvPLKKxZzKT6dgJkObx6sNyUOTIj32GOPWfzUU09ZTGnBs88+azETqjKmyxwTVnIbtksISUkFZRSeBIMx3b7oWrRy5UqL6YY0bdo0iz//+c9bzHpWMqenk8++H949xZNatKb7gDfOvDqceeaZFvOPiWwjXh8mJaS7WwhJSWTaVbAJXiueg+OS14HbMI6RprDclGhy3NKRK30Ojqfzzz/f4nvvvddiyoK8RJN5dHvLizNdvcnaFrwPUEpGedv06dNL7puWO/PcdIJjX6ek2HMW5X2K/c1zLfTKxONT6uaNsXT5PHkb24n3Zt4fOO69ezPP5Tm91lLe5lGrc1T08vPjH/84LFiwIEyZMiUMHjzY1dALIYQQQgghRF6o6OXnpZdeCpdffnm4/vrra10eIYQQQgghhKgLFb38tGvXLiHbqBeNjY2hsbGxTbv/COH16eaUO1RyfC/RGZ1zuExPCRznDzq80ZGHS/eU7FCWwMRrTIAYQnI5njIFL1EepWFPPvmkxUygSDkCj0OHKZaV7nCE0h7Wn/KdEJJJSOkAlE7oWuq4jL3yUSJCScSQIUMsvvLKKy1+5plnSm7vJfFL4yXLJDF9sa3dByg7obzkvPPOs7hjx44lt6fchX04ndTRG6+ezJDjjHht70lhKDdjzDpQAsdyU9oWwnsdHZs466yzLP7Nb35T8rh5SXhazTm8srYFaRzr4MnEPIk05bjz58+3mC6fnEtDSM5flBQTz9mQ82/Pnj0t5thlP/buj0zuy7FLJ7ZyY9Ubc7xPsUycQ3jvYyJU3iu8JMYezS2Bq4aK3N4uuOCCMHfu3FqXRQghhBBCCCHqRtTKD/3DQwjh3HPPDcuXLw+33XZbuOSSS0Lnzp0Tb3xN9O3btzalFEIIIYQQQogqiXr5ufnmm91/W7x4sftvtXJ741KntxwqRF6oRoKQ9z7tLX17yQ63bdtmce/evS2m7I3yLMoUeBy6WK1Zs8ZitjUlBCEkJTOUYnkSm+eee85iOrzRiYqyAU8GwT8EeckhKbNgG82ZMydRh40bN1rMRI6sK89NicPAgQMtpvOX55DHdl2wYIHFdIHjeekWRFe6dCK+essf2CdZnxiZRnOMtxipkicPpfzQa0deT0pn0olM2f/YR7m/58zH7bmNt70nl+FxvDmDzl1MWBlCsp/xHHRM5NzC8RPTD7O68VWL1x/YTpR3UTYY07/zgjcGvLFLvLmbcs8XX3zRYs517FeURoaQTOr8+9//3mI6YLK/ce4fPXq0xZxn2Q+ZHJsOpZQvn3322RbzOlOO/Pjjj1tMSVoI/vOwdz/q3r27xd26dbOYMrvly5dbTIk0JafeNSy1CJJXol5+vvjFL9a7HEIIIYQQQghRV6JefiZNmlTnYgghhBBCCCFEfanI7e1Pf/pTeOutt96TkK+JN998M7Rr166s608MDQ0NoaGhoVUt7woR497m/Z73ZWNPpuHVgcvmlFVRckA5AZfW6eRGZx5K1ShxoetOCMmlf8oXKEd49NFHLV66dKnFe/bssZhubJzTKE+i3MxLxEeJEBOqUgJHKUcISbkfJU08LmPOyWybyZMnW7xq1SqLKRHx5EyUbDD5K2UasXLkrLK0GFhWz9WP/bC5pW7e7577GuWNdKhKywlLHYf9J53IlNfLk614ZWJbcixxX8/Jz0ucyu095zdK20JIugqyfpxD2GaUvbXU3JruC54jFtuGyV0pdWI7tSYX3KzJXBl7Ml3OoZR4Us7FvpR2KGYbc8x5Dm8f/vCHLR4zZozFlAJzbPB8w4cPL7kNJXOsMyV6I0eOtJhOhiGE8Pzzz5fcn7k3OR7YNpwr5s2bZzFlp+yrvM+wXVtr8umKZoO777473HLLLe6/33LLLeFnP/tZxYUSQgghhBBCiFpT0cvPokWLwrhx49x/Hz9+fFi4cGHFhRJCCCGEEEKIWlOR7G3Pnj0JV6Y0HTt2TMhUKqUpyWnMUlpzu7QI4eEt5VPmQZmUt6zvyQDy0qezShnomkb5lNdGdBOjPIvSF3Lqqacm/p9L/3RUYxI82vizHJS6sT506qEkgvt6iRyZwJWSDcrnKM8KIdk3KFPYsmWLxWwnShOGDh1qMaUZTKR65plnWszrQwmhJ0ny5Ezl5M6ePC6mf3syOY4lXjdeK0oa6yWjzupq59X/9NNPtzimj6WlYU2Uk3lRAuclUeTv3rk92RbjGIcyLwlkGs9Jke1Exy1u75273rKd9HFiHDMpe6LMl5Ik7zgteX+oldOpd+/j+OZ8yP5M6S/7FeW7ISTnRB6LMSVnEyZMsJgyOW+c8f7DexaluZTr8fpzTmOS6fQ9juem87KXDJa/U07Jbbz6eK5uPKY3Z9SyT9bquBWt/Jx44omJh4k0W7dudTMxCyGEEEIIIURLUNHLz6hRo8L06dPDyy+//J5/W79+fZg+fXrCB10IIYQQQgghWpqKZG/XXnttWLRoUfj6178exowZY8vMmzdvDgsWLAjt27cP1157bc0K6bkkcTndc58QoiXhEi1lGnQnomwpxjWrNUngWB+63DCmPInytlmzZpX8nbIByiA4N4SQdFGjaxpXrSk54/6UAfC6UVLhJYekvIJSBs5XPJfnpBVC8lp7kjO2PV3qVq5cGUpBuQf7IeVWlL1RguHJjrwkmOnyZZW6xYwB9jH2B/aTJUuWlNw35lyxxJTVi9mWdIbi2PASk1I640ng0niylRj3Npab/ZtQuuYdx5OtlZNNeufjeBowYEDJ7Vk3Lzlrc8+nnqsZxyLlU5TAxUj6mptq7lmetJKubIMHD7aYyUgpa2UbUSaWvubLli2zmM6i7DOcT9q3b18ypgsn7y28Z/F+QlXUiBEjLKYsmsfkXJz+1p73GrYHPzuhVHL16tUlf2f/YXJwJiCnRJzXp1pX56zUaoxW9PLTqVOn8P3vfz/cc889Yf78+WaTd/zxx4cJEyaE6667ruw3QUIIIYQQQgjR3FT08hPCu38xvPHGG0NjY6O9QbZv3z43f4kWQgghhBBCCFLxy08TDQ0NtoxX6xefJqc3Lu9yuZFyDEpcskoohKiGcv2KfZfL6UxuxmV6HstL6Nea+jHrzzpQ3kWHM0rd5syZYzGlAt27d7eYsrW0Cxwd5eiEQ3kFl/W5P+cTbk/5AqU9dAjicShD85JUsg5pCQHbjG1JmQ+lUZ7TERO7ct6kxIESOLYLj8MyMGa7lCOrZDMmWagnUfTqQJojUSSPyzZjmSht6t27t8Wsj+eC5rnupRPmelLBGNe+rC6rHpR28Vz83RuHaTy5DZ24KFui9LUlXWO9BLDsDxzHnhSa++ZF6u+Nb6/9Yso9ceJEiydNmmQxE3xyDuC836dPH4uHDBmSOC6lZV5C7H79+llMNROvCeVjTBbK/uaNPTquXXLJJSXPRblzWvZ53nnnWfzcc89ZzPsoZfXsV944GzRokMWU2T3yyCMWM2E5782ec2K5eaKlnmcqfvl59dVXwwMPPBAWLlyYWPkZPXp0+MQnPvGebLpCCCGEEEII0ZJU9PKzdevW8M1vfjMcOHAgjBgxwv4Su23btjBz5sywYMGCcOutt4Zu3brVtLBCCCGEEEIIUSkVvfzcc889oaGhIdx+++0JJ4oQ3l3qu/XWW8M999wTvvrVr9akkFwyo1MRJXDpBFZNtCaJkGidlFvS5b9RqsQkdgsXLrSYS9wk7/3Yc4yihIByNbrw0DJ///79Fvfv37/kuZiYk7KtdGJlShA8lyTPuYrlppsW5QGUDbDOPKYnQ6NUgtuk8dzVKBOi7M1z02J9KBFh3djebAtuz3pShhXbP6vpxzESOE8WxNhLHFpLYsrquVtRrsc2ZrnZ9zypbLqt2We8RKWezM5z9vNc41hWTzbpJVb0xlJ6H8ptKOWkUxrnh40bN5Y8X3O7Z3pjlH005lpldU5sDrKem32D9ee1pYyRf1AfO3asxZStEe5LqXkISfcyLy8l71m8DpyzKW+jzJnjx0t4um7dOov5fHD11VeX/N2T74aQfB7mfM99+HzBeyL7D53vKHvjs/4//MM/lNzXk2jm8fmlIqHoihUrwpQpU97z4hPCuw102WWXheXLl1ddOCGEEEIIIYSoFRW9/Bw+fDjxl5Y07dq1K/uGKoQQQgghhBDNTUWytz59+oQZM2aEiy+++D2SjTfffDPMmDEj9O3bt+rCNbm9cSmNLhhMCsWXrZhlYiHqhSd5oZSBy+AxTlR5ISaZKevPunH5nuPYc8GjaQqlLHQlo3wsvdrMJHOcExhndbei7IbHYR1YT8/tLtb9iOejKx7lgfxDFNuGMgjPVcmrA/dlGWJkN+XImgQxxn2LMaUmXp15zZvbJcuTd3E+YD/0JIdeX/Vc8ELwJUbsA9yG/SrGQdUb957DHc9LKZDnqBhCst5eYk/+zvFAaZPncFcrqpVTek5u3nHz4vZWDZRq0YmN0jDKxSl1O+eccyz2kh5TThpCsm9Rek35NN3Yhg0bZjHlbXSXo7Ma51NPlsf710svvWQxnenGjBljcdrBkZJ51pv7sN5syxUrVljsjVdKA+lGx+d7JtPmmK4XtXqmr6ik11xzTbjtttvCTTfdFCZNmmQ6zG3btoVnnnkm7N+/P3z+85+vuFBCCCGEEEIIUWsqevkZNmxYuPnmm8MvfvGLhPd3CO/mKLjxxhsTb8lCCCGEEEII0dJUvEY1YsSIcPvtt4e9e/eaO0SXLl0SUrRqOfroo8PRRx+dWALm0miMY0u93HyE8PAcp4gnfyGeM1Re5HAxkiTWjU4zrD8lP1xO92Q0bFM6OFHmlj63lxDRk4twe8ac3yhroPyXEgeWgU5xrAPbJV1OyivozsN9PGkhy8d6cg7lcbyEqp6sw5tnK5HgxMiqPCchD7YL43SiwCaaY4yxDow9uQivFWVo7D8cP+x7aYlMTJk8WRnbzJPceeXz2p7H96Si6W+LY+7z3N9Lqsry1eNalzumN697TngxzzB5vD/E4PUHuvpSzsyYfYPjh/cQuv2lZaCcyygHYwJPyuGYjJrzPbfhHM9tOM9SbkeXYkrg5s6dazGdUdOuxkuWLLGYiawpH588ebLFlE7PnDnT4kWLFllMt7cHHnjAYo4Zlqm5zc3KSaezPO9XLdDr0KFDTV94hBBCCCGEEKIeVPzys2/fvvDwww+HhQsXJlZ+Ro8eHaZNm6YXIiGEEEIIIUSuqOjlZ/PmzeE73/lO2LdvX+jfv38YP358CCGE7du3h0cffTTMmjUr3HLLLSXzAFWCl0SJy57eUrIQzY0nQfCcmzz3qXq4EFWLVzdP6kfZiSfh4jzBNqIDFKVXlLqtXbu25HlD8BN1ehIeb26hrMhL/MhEo14STdbZKw9lEyG8ayLj/VupY1H25CVQZB0ojeK1YrkpD4lJYldu/q2VJMc7DvsM6+zJHuslEYpx8/NkWDHJP73kouyrdMxK7x8jdcvqiuglDPbwZJYce+njeP/Gfsx607nL65f1cP8rJ0OLcTz0XPe847QmqRvxZOGcoyhnfvrppy3mnEuJGftFOddhT2rpJfxctWqVxYMGDbKY8zrvUxyLTCbN+ZRzOvsh5zHuyzi9HSV+rDddU/v162cxHUPnz59vMa/J9u3bLaY0zku+XMk9oaWo6OXnzjvvDEeOHAm33Xbbe7Kwr127Nnzve98Ld999d/jWt75Vk0IKIYQQQgghRLVU9GeOtWvXhqlTp77nxSeEEPr37x+mTJmS+GhMCCGEEEIIIVqailZ+Tj755LLL2scee2zCGaNSjhw5Eo4cOeImgeTvWZ2AhKgXXv+jXISSD88lyaM1Ofuwnlu3brWYS/+ULFB+QDkBt+dxKNVKS5u8f/N+53wS48jE7VlWzo28npQ4eIkc09I2bx/2GZbJk0/RNYyw/kwCSTkFpQ9e8sVyZO2jMf3bGyesTzpBZkvhybYJXZjo6MSUEV5SUF43Jg+mZCeEZJuxj1bjxubNaWlnrVLbEJ6XciYm202XiedmmSjnoeyN9az3vFnL48eMh9Z0TyCemyP7CaVenGfpjsY5nTKvCy64wGI6lIWQlEpeeOGFFnMMkQEDBljMb9qZRJSJQ1lu1pNjl32Sz8xjx461mBK29Jw7YsQIi9lmPXr0sPiMM86wmPdRSqrZfiwTXfcoW2fMcejNdeUkcLWUQmc5VkUrP1OnTg1PPPFEoiM2sXv37vD444+HqVOnVnJoIYQQQgghhKgLFa38NDY2huOOOy586UtfCmPHjg1du3YNIbz7F8J58+aFrl27hsbGxvC73/0usd8VV1xRfYmFEEIIIYQQogIqevn5+c9/bvGzzz77nn/ftGlTYpsm9PIjhBBCCCGEaCkqevn5wQ9+UOtylKRJw0c9MPWS1Fp6VoXp4wlRC2LtfGMs2KmN9b5v847fkmTNPE6N9erVqy2mRp9wTFOrzON4ttIhJNuSmmYvuzv35/ciXhZ7Zu2mBDjGOpdl4HFYtxCS8513XO7Pby1Yf34Xwm8qqF33vh1iBnPi6fXT/bNW3yN4NqrUnLO9PFry/uB9s8LvF2bNmmXxueeeW3J7Xk/2GVqdp3Pt8dzeGPKstT3bdK9/e98E8zje90L8Pi19HJ7P+6Zr/fr1FnPe8Pp3vZ8dYr9x8L4H89resxz3zt3c942YtvS+p+Tv3neZnIvZn5csWWLxpk2bLE5/P9axY0eLzznnHIv5zQ/7IsccxxnLzdQLvMexfOzrrM8ll1xi8eDBgy2mZXbaZIzfy7Jv8JsftjfHxty5cy3mt6WsM/skt+H9jnWI6ZP16oeNjY2ZLLUrevnhB2VCCCGEEEII0RqINjxYu3btexIseezcuTM888wzFRdKCCGEEEIIIWpN9MrPN77xjfClL30pTJgwIYTwro3fDTfcEL7+9a+HoUOHJrZdtWpV+OEPf5iwD6yEpmWsmOVTWV2L5qRcH/OkBjHyiryTdWxxe0pYXnzxRYt37Nhhcbdu3Upu70nPuOSelgx6bUx5AKUz3rF4vhjpFaGEwLNn5nHSFsGerIjlow1xjOSOZaW9KqUclAnSEtWzoy3XL6rpM94c740lT27F7WMtumtFzBzAPsZs68wqf95551lMGQ1lMbSmTdumUx7ptQHb2IvZp70x5lnesu+xzuyHrAPrlt7fk/FRzsN+XE4iW0/KyUC9e4U3F8WMpbzYXsecO2YbzomMKWOjpTmt4ufNm2fxoEGDEsdl/6MUmJIxwn5PuRn3/chHPmIxDb+2bNliMRcRzj77bIsnT55scZ8+fSymdDN9D+GczfqwnSjF49jYuHGjxZQL8zgcYzt37rSY1vy8D3jSTZKX5/OK7wKNjY3hnXfeiaqsEEIIIYQQQrQ0zfsnMCGEEEIIIYRoISoyPGgujjrqqPcsz3Mpn+4bRG5vIo+Uk2g14UkWWlPf9dx8uEq8bt06i2fPnm3xJz/5SYspLWB2bmaX5vJ+WhLAc/PfWA5P9ubVgXMO5WYxcw7LQNkA65C+ztyHMSUYLLcnRaOUwZMeURb02muvWUzZhOcGVkuySpK4PWVOnhwwRhpYL3hur56Ulzz++OMWDxkyxGJPTkmZGKVkISRdrCiloRyO/ce71p4Tl+fKxWvCbVhWlo2yN5YnXQ6O3cWLF1u8aNGikmVtzj5QifQspnyevJZ4c1ce7yEx0mT2H86bvXr1sphj3XN+o/taen+6LXqugF5ZKXsbO3asxaeffrrFnEP5DDtw4MCS5aE0jm6o5dxgeb/k/nTrXLhwocUcP+xvnnSYbcR7Ftsr5pkl1v0wK03u0LFo5UcIIYQQQghRCDKt/OzcudN8wpverrdv355442zaTgghhBBCCCHyRKaXn/vvvz/cf//9id9+8pOf1LRA5MiRI++RVngSD295t7W6aonWS0wSN8J+zGV29vW8yxdiYB24LE9pz/nnn28xZQB0gaP7GCU76bHuOUByyd5zjCKelIzyAM8RjjI5OhIROu14jnDpcjCm5IMxy0eZ1CmnnGIxnY3onvTcc89ZTPekGJlTtWR1tCJsP++6eY5hzT2uYmQhTz31lMV0e2tyXU0fh9ecYyaE5JhjvZmwkMfynNK83wnnOl4HJl5lvsABAwZYzH6YPj7PTfnrH/7wB4spE4q51vW47rHuh952nrytJSWb9SBGosd6ci5iklL2E8Z0WVu5cmXi3N27d7eYEkzeB2JkhhxXnGf79u1rce/evS2mfMyTHbMPe4lWQ/BleSw368Oycl/v/kVpnCePzfq8Xe14q9XzffTLzxe/+MWKTyKEEEIIIYQQLU30y8+kSZPqWAwhhBBCCCGEqC+twu3NW8JLO8E0IambaE7KuZd4jmMxsp22gLfEzSX+5cuXW/zwww9bzNVmSni6du1qMaUvXKIPISkB43I/8VzgPJc1L6EbpRleElbP+c2TPYYQ5yJHKQS/v2T9mQyPznmdO3e2mPK7pUuXWuy50XlSt2plDTGOh54shnIRz42PbZxHqRv7AyUyv/71ry0+44wzLKZ8h8dh/UMIoWfPnhZ7yVbpROWVlTIcLyEi68A+SakSpUCUHbFs6USt/H9K3ebMmVOyrDHU2x029v7gxSRGptlak2l7CY35/Mexu337dovprMZt6FpJKW8IIZx11lkWcx5kf+W52e85LgnnUNaB44Tn4nxFWbSXfDp9j6NElPc4bsf+wLmfbeM5d3rOqjHJjes1t9aqT7d+0agQQgghhBBCRKCXHyGEEEIIIUQhyLXsrbGxMTQ2NmZ2aWmty76idRLr7OM5D1Vy3DyT1cGHUoEnnnjC4nHjxlk8fvx4i5nskU5VTJyaPjclC4TSLUrxYpzivISQMUnyeEzKk9JSXsoXvASRlFF4bm+UTtBli9sw8eX8+fNL1sFzmKplX83q9uaNMW7D60wJSl7uFd59jW0/d+5cix977DGLr7vuOospa2FfTf+b15co56GMxnNvo0SITmw8Jtubbm+UwJFy8i8mafzjH/9oMecQb/y1VNLo2HN5zmJs15g6tKSDYa3wnCTZHzj3M9Eot6dDWTrJKec4JhvlGKCkmP2YcjNPpsnx5yWZZhJWOtlxjmYZOK5CSI5Rbsc+w21YDo5dtiWlePzMJCbBdUv2t6b3hVi08iOEEEIIIYQoBHr5EUIIIYQQQhSCXMvemtzePIkMl/nyviQn2hblXE28pVcuRbOPxrgNtda+6zn4eK5UTEpHd6szzzzTYjq/DRo0yGK616T/32tLSiQ4h3jbUyZG+YLnPOlJcDzJHGUJISTnOJ6PMjbGlEVQYkQ3pNNOO81iygHpmEWJiCcNi5E3VkLMsbx2pcTDS3zonSsvsD6e09V//dd/WUxnqI9+9KMWU5qThpIz9hPKXDhfecmaY64P2z6dpLHU9rzHr1mzJrHdb3/7W4s5V2R1Tav3fBp7f2DM+ZGxN+d4xNTNm5ezHqdavHby3N685zzKtrg9j5m+P1A6Onv2bItXrVplMWXHnCuZgJtzLuvD68bE0izriy++aPGuXbsspmSO4zvtWuolsu7UqZPFbDMel05ulLpRKuj1jbaQdF0rP0IIIYQQQohCoJcfIYQQQgghRCHIteztyJEj71l2i3HMaq3LcKL1UEkf4/KzJ1/wZC5tgRh3Ii7dP//88xb/7ne/s/hTn/qUxQMGDLCYcoIQQli0aJHFXO6nlMGTvXnJGz3XK8ZeQk3KI7zrn77mlB55SUvpdMT2o9SCSTHpDkfpw3333Wcx5RWeUx5pbrc3b2x4kiLPpS6PePVnn+H1+dnPfmYxJWMf+chHEvtT6sZryuOyj7HvcTx4bnTEcyijTIfXhFIbJj3+5S9/mTgux7Q3V3qJhfPi8BZTjqyOkTHJc/MgB4w9X8y9gjHHA/sw+0LaKY0ys7Vr11rM5Kmvv/66xZSS7dixw2LOxV4ybc7RLAcdNik5Zd1efvlli9OyaDq2cQylk6GWKh/PR7x7ImlpV7dS5ZDbmxBCCCGEEEKUQC8/QgghhBBCiEKQa9lbk9MblwC5JOctB+dlSVcUg3R/81ywYpZk27K7itcuXlI+Lsv/4he/sJhubxMnTrSYDjwhJKVulA5Q6kXZAKVrnGeIJ3XjXBQjwaETF9uCsqX0v3nSCSbE69q1q8X9+/e3mG5vLMejjz5qMZP+URbV3EkTY6Q9nhyD19xLcNkcjnVZ8eYGbz5g/eli9dOf/tTitFPatGnTLB4xYoTFaTlQE+zfbFfvfuw56lGexjFNyc9TTz1l8ZNPPmlxOnGxJ6fzpKne/Nuc17fc/cHbznM7i6mnNza8a8XfPTluOce6erRlzBj15MVeYuj03Mo+zXmTSU4pJeN4YD+k3JrHZLl5bt5/eEyOQ0r3KLdL14F4DqIcc5S9efO6139i+l4t+0LWefrIkSOSvQkhhBBCCCFEGr38CCGEEEIIIQpBrmVvTe4NXMryHF5iln3zmNBOtH5il3pjkgO2BXlbDDEuP3S22bZtm8WU9vTs2dPiPn36JI7FuYLytvXr11tMyQITvXnyBcpFvGSpnjyAUgZKHBizDCEkJRinnnqqxf369bO4R48eFlMC1717d4tZf7roUU7oJfTLiwNUVucq75he3JL3h5jx4M0NnoRp5syZiWNt2LDB4vHjx5eMBw8ebDH7pedm6LkiUmqzefNmi5lId+7cuRbT4Y39MJ082EtymWepe2wZPHkbJVbEc4QjnnyOyWbZZyjzKpdQtd7tGjMe2Dc8FzhSzkmTzpiUCG/atMniGEc5Sto4dxOWm3I7zuN05+R4oMtcCMn7BeMDBw5YTFmsl2ibZB1L9eoLMXNzNXO2Vn6EEEIIIYQQhUAvP0IIIYQQQohCkGvZW0NDw3uW1Lik6SVMa253IlE8ysnTYpZoPaeaGHlOW8BrC895iDIsSmduv/12i7/yla8kzsEEqNy/Q4cOFm/ZsqVkTPkCr48naWNZKSfwpHdMNFrOkYjt0bdvX4sHDhxo8cknn2wxHeEIJUb//M//bDElSSxfVjlBc8s1eQ62H9vLk0LHjLe8ECPh8doiLfOh7I1JHadPn24xpaPsY3ScYh9jG1New+OvWrXK4p07d1pMiZWXdDVd/xj3tjzI22PvDzFxzHNO1uS+lM1SnkWZV96fo7zyec6baSilZnuw3w8bNsxizs3so0yEumzZMotXr15tMeclSt14rt69e1vM8UCZNsdYCCHs3r3bYk/CTXmf51CalyTQMc9OHA+sm5KcCiGEEEIIIUQJ9PIjhBBCCCGEKAS5lr0dOXLE/muCy4GeC0oel2hF2yK2j3lyDG+ZOe/JGGtFjOMWpQJcrqfTznPPPVdy3xBC+Ju/+RuLhw8fbjElZ3RQY/LUrVu3Wrxr166SdYhJuOglsaMTG52X0v2C0gTKJSjd4z6UO1DOdNddd1lMGQWlbiSmr7YknuyLeOPES9BH8jKuYsoRI6ENwXfHYv+mFGjevHkWe1ITwnNTFuT1JfZ7b/yUo7ndp7JQToYXI7XM2ke5jSdzojMf58NFixaVPG85N728tXElv7OdnnjiCYs3btxoMRNF042N940hQ4ZYTAky53hK5k466SSLKSdlUmJK5jhf00UxBD8ZN+81MVLtvMNrR2c+Jko+fPiwZG9CCCGEEEIIkUYvP0IIIYQQQohCkGvZW5Pbm7e86y3xe8vseXCBEW2DctKzGEmAlzTQO05bkLrFECNP8tzUXnjhhcSxKBH4+Mc/bvEll1xiMSVwlJJR1sCEp5QveBIRT6ZL2Qlj1iEtMeP/U6bButH97vHHH7d41qxZFtO9jpKIGCe7PPY9T4rnOUB5bm9t7f5Qrg6eHNNLWsrf6czmybZi+gx/965VJdchL/0yhhhHK8qZYhIoe4ngvevgyaI8KW9rpVwdPHklE+4yZgJpOh6OGjWq5DZMVEqJJ+8ndBh98sknLaaci2M1XR/P3dPrD942eXnW8MrBeOTIkRbPnz/f4sOHD7uJW0uhlR8hhBBCCCFEIdDLjxBCCCGEEKIQ5Fr21oQnKfFoC8u1It+U62MxMjYv+VrekvW1JDFL4JR+0JEqhGTCObpYrVu3zuJPfOITFvfs2dNiyuHeeuutkuXjXERpAWNKHDyZXDnXHSauowSDLnczZsyw+JVXXil5DsojvHaNkcvkkZjxRjmX51bWWqnk+mRNxOxJM2OkhVnntFintNZCuUTt/DdKdhhTahvjkuk551E+x20ooY2RS+WdWLc3r36cKzj3Mxksk4vy3kInMiZO5f2EEtIlS5aUPBcd4crNXewntXI/bskx5s0PnE/oosdkyjt37ox2igxBKz9CCCGEEEKIgqCXHyGEEEIIIUQhaBWyN8+ZJsbVrTUuk4v8U0kfy5o4sogSOK9dPSmH59wVQnLeoEzhvvvus3jhwoUWX3bZZRaPGTPGYkoWPNcelpuSBc/dilITJplcsGBBog7PPvusxZTxsT6st+cM5CUszGOiyJjyxcgjvPHmyY5qWb68kzX5sofnvuptE3Mc0lrbl5Srvzc/UKZKmZR3fWLaOC0LzlKePCY69ohxMUv/G2G9vTbjfYDbv/baaxbTYZPHYZJuSumIJ51O0xYkvN718u7tbHvWv7GxUUlOhRBCCCGEECKNXn6EEEIIIYQQhSDXsrcjR46EI0eOJJa8vCSDMS4obUGuIPJBuf7jyY086QBdeChb8tx52nI/jqmP145p2Y3nREXotrN69WqLPakbY2/O4TZe0sidO3davGPHDouZ3C69D/sGk6fGyjzeb/u8kLVMlIhQBsH+wOtJyWAljlZ5bLMY8ihxLALlkmBzjmeSZcqk6PjIOcBz1POupyefO/nkk0v+Hutomrf+E3uvjJG/xjjneVJBxnxupasbJW285t61TdMa5fCxZfbannN2+hpm6Yta+RFCCCGEEEIUAr38CCGEEEIIIQqBXn6EEEIIIYQQhSDX3/w0afio46ZuNSa7tGeBXepcQtQCr5/x+w9Pzxqj3S5iX435riX9XY9n78zfvQzZzNrtwXJ42u0YO37qx9lH0ucgMd/zeLSF/uPpvtmW/H6qa9euFq9fv97imAzpIbSNNstKzJgrYrvEUK6NvDnh1FNPtZg2yeyXWe8J3jfPnK/4/WCspXVrue6x3+aSmP4dc89mzHsCf0/P9+9Xnli77rwR++zN7TjHe2Mm/e2VrK6FEEIIIYQQIoVefoQQQgghhBCFINeytya4NMjlWi4H016WtoJcOou1DxSiGrzszJ06dbL4wIEDFrNfchlX/JlaSgBj7KA9Sa1nPe1t480/hBm/K5EHVCPfaK14kkayadMmi4cNG2bxc889V/I45WjLbekh2W3lxNoT8xnmrLPOsvjll1+2mPcQTybFY3qy/zfffNNi2r1TbudJgsudr62NjWrm2azHrGab1kS5usW0MfsixwA/gznmmGPK9tk0WvkRQgghhBBCFAK9/AghhBBCCCEKQa5lb03uDVyK9bLjdu/e3eI1a9ZYLJcaUW/KLeOy7/bt29fi1157reT2nnyqNWZybmmqcUTzrgPnDU/GFuMw6TnZlCPr/BWzTVuYEz1p4datWy2+8MILLabM0JPPpV2v2rLMR9QGbxyn+xKlOeyv/fr1s/jpp5+2mP01Rsbv9WPuu3nzZovPP/98i/l85Tkqpo9bxDEQ44TobU9i9s0L9ZJae23APsfPWrjNG2+8kfhdbm9CCCGEEEIIkUIvP0IIIYQQQohC0Cpkb15yLjqiDBgwwOJly5ZZzCXjIi7PivoQu7zLpduhQ4da/Pzzz5fc3kvgFeO8lPdl8+Ymq+wrNsFfFmL6Sew1rMf81ZrmxBh5KCVFTHK6d+9ei0eOHGkxnd8orUjTmtpJtDzl5LF0XaPk7JVXXrF4+/btFnuSH+983jzGZ6G1a9dafOWVV1rcsWNHi72E8iK7E2JbaL9aSa1j92f/o1vn66+/bnE6uXiWe7hWfoQQQgghhBCFQC8/QgghhBBCiEKQa9lbQ0NDaGhoSCz1eku3U6dOtdhzUionccnqXlGN4081CazkNFQdtWr7co5eXn9lMrmVK1eW3IZSN56D8jmW1fs9L2Ttr7Ucb9VIzvh7zDb1SkpXqzmhVvNG1oR+lRw35lp5bc/4mGOOsXjevHkWT5w4seTvlCelk+XVapzVajy0Zeo11mO2z3qcSvoFkzSeffbZFj/11FMlt49xmPSSnLIf8zg7duyweN++fRYPHz7cYjrOnXTSSe75YsZirealarZP01Jlykq542ftx1nvU9UkcK1Wzk1JG/vlunXrLE67E8YmrQ5BKz9CCCGEEEKIgqCXHyGEEEIIIUQhyLXs7aijjgpHHXWUu3xGdxQu9fbp08diOsJxuTm91JZ1+bqa5c2W2lckybrsHbs0zKVYJlek1IDJudq1a1fyHPWSGDUnWctXS7ecWp07Zpvmvg71SHgaQ73qGTO2vAR4jCkV5T2Bia/HjBlj8ZAhQyxetWpVyXPFlq8e1yHv47setORYr5VDpCdNDiEp4aFz1fLlyy2mdJ/yH8/VLUYS6rFw4UKL6UjK38tJu6tJAJxHB8uWKnclx6+mH9f7/liJZJVzdq9evSzu0qWLxZSHpj8/UJJTIYQQQgghhEihlx8hhBBCCCFEIci17O3w4cPhnXfeiXJvY2JTLpFRGnfo0CGLKYELof5ylnq5QYn3px5L8V4/DCGETp06WXzGGWdY7MkaPCnDO++8YzFd4OgOF0MtHVjqTV7crbI6v8VQS3e4WklnWzIxbtY6MOkdndw8V0RC6dCSJUss7tmzp8WbN2+2eP/+/Yn9Y+RNlYyz90P3h9pRKwesmH3ZD9NOaT169LCYckyvfJ6zKO8PXvm8+wxd4Hhf4r2Lnw+sXr3aPYdXVo96j4dq57RanaMerpCxdcsq3ffImvi7kjrz2ebEE0+0eMCAARbTHXfXrl0Ws3+/8847iWO9H1r5EUIIIYQQQhSCXK/89O/fP4RQPqdKE3379i25Df8Cw7/+8S+H5Y5bK7Ty03LUezUh/dfmE044wWKu/NDYgB+98q9w7Ov8KwZjHicGrfzUrhz1XvlpDvJYDg+Wjyv3Xv4SD35I23RfCSGEU045xeI9e/ZY/Oabb0aVtZrVgRh0f6gd9cjR5e3L348//vjEv3G1sX379hazz3n923u2Id5KjGcGQqUM71csTzmlTNaVhZacc2Joyys/WWmO+YfPNnx24jM9V4SGDRtmMZ/pGxsbE3P7+9HQmPeeKIQQQgghhBA1QLI3IYQQQgghRCHQy48QQgghhBCiEOjlRwghhBBCCFEI9PIjhBBCCCGEKAR6+RFCCCGEEEIUAr38CCGEEEIIIQqBXn6EEEIIIYQQhUAvP0IIIYQQQohCoJcfIYQQQgghRCHQy48QQgghhBCiEOjlRwghhBBCCFEI9PIjhBBCCCGEKAR6+RFCCCGEEEIUAr38CCGEEEIIIQqBXn6EEEIIIYQQhUAvP0IIIYQQQohCoJcfIYQQQgghRCHQy48QQgghhBCiEOjlRwghhBBCCFEI9PIjhBBCCCGEKAR6+RFCCCGEEEIUAr38CCGEEEIIIQqBXn6EEEIIIYQQhUAvP0IIIYQQQohCoJcfIYQQQgghRCHQy48QQgghhBCiEOjlRwghhBBCCFEI9PIjhBBCCCGEKAR6+RFCCCGEEEIUAr38CCGEEEIIIQqBXn6EEEIIIYQQhUAvP0IIIYQQQohCoJcfIYQQQgghRCHQy48QQgghhBCiEOjlRwghhBBCCFEI9PIjhBBCCCGEKAR6+RFCCCGEEEIUAr38CCGEEEIIIQqBXn6EEEIIIYQQheADLV2Actxwww1hzZo1oaGhwX5rbGxswRI1H16d+Xs5qmmnas9db7wyxdQ5j32pmjqQvNQnhlrVuRJaqp0q6XsxY7FWY7Q19R/RcmTtey3Zr/JYpqzk8Z5VRJpzLvZIX/+s/TuPz0u1LNOAAQPCj370o6jz5vrlZ82aNWHx4sXhqKP+vEBVlMGvlx+forz8eOXjeCB5qU8MevnRy09WYm7o4s/EPihlPZZ3P87ji0Yey5SVrPcHjYf6oJeffL/8ZC1frl9+Ghoa3vOgp4GdnXoPwuZ+WfKOm/V8eexLLFNbqE8M9Sq31xdbajx4xG5f73GW9/6T9/LljXR7VTNne7/H/CGmlv22VsdtrX2p3vOY8KlmnNTjXOWoxxhojv5WTZkaGhoy7a9vfoQQQgghhBCFQC8/QgghhBBCiEKQa9lbKWq17F1OO1nNsbLqQr0yVEI1bVONRrQ11bOa49RSalSrNmvJ8VDv32PKWm775jhHc9Kc3/xkPU695Ez12CZredLHaqnrUK8+WY3UpLnlZi31fUW9rn+9nx1a0/NSrbavF1mvQ9ZtYiSN5erfUtehOa5P7Nyf5bsfrfwIIYQQQgghCoFefoQQQgghhBCFoNXJ3prD6atWx2puV7Jqztea3EHq3a71dnKp5TlacjzU+/es5anlPvWWV9SyDrUqazXHqaWcqd7bxFDL8VCrczdHG2fl6KOPLvn7kSNHLG4Oi9zmPH4tr09LzZV5fF6q1fbNQd7mq0qO1VJ9qRJi2zJLWbTyI4QQQgghhCgEevkRQgghhBBCFIJWJ3sTQoh6U03S0mrIo8SjNZEXZ6i8Uw9nP8Z/+tOfqiidEPmmLcwzbaEO1aCVHyGEEEIIIUQh0MuPEEIIIYQQohBI9ibK0pyJ5Op1DlFMqk3k1wSdq2IS0WUtTzkpXWtKApgHil7/clSTkJT7HnXUn/9metxxx1n81ltvldyG46dWZROiJVEfbf1o5UcIIYQQQghRCPTyI4QQQgghhCgEkr0VmKwynKzbV5LkS/KH0hS9XWL6WDkJZTXt521fjSNcrJQupt5F7A8iO9X0e6+vH3/88SV/f/PNNzOdN+aeE3ssIWpFzByf9f5QS+pxXysKWvkRQgghhBBCFAK9/AghhBBCCCEKgWRvbQgugdZqydVb6o2VKYjaUPQl6kqkBZ60zDsut6dblXfMGOna0UcfbTETP3Ibnis9fjyXrZhzt1apZGstd2vCa2Ov3xNuc+KJJ1p8+PDhksfnGODvWcenEM1BNS6h1czFlYxJbsfxF3MO7zhFQSs/QgghhBBCiEKglx8hhBBCCCFEIZDsrY3CpVJP2hMjk/P2jTlvJUusMdK6Ii7RSgr0Z2L6SAhJuQ37JeVnjJmkkfuedtppFp900kkWU/LDcvA4e/futfj111+3+NChQxaXk/8ce+yxJf8tZny31n7Sku5JRaEat0COGU/e5vXPmPuDpNOiucnqcJvV3TPrHO2di9K2EEJ4++23S+7frl27kuXTvPlntPIjhBBCCCGEKAR6+RFCCCGEEEIUAr38CCGEEEIIIQqBvvlpYbJmifesb0MI4QMf+PPl5HcHnr1ojBaU+m4en3jfU1ADTqhbPeaYYxL/FmOR6m3flvWsRfkOIut48Gyl0xw4cMBifm/TrVs3iz/5yU9afOWVV1o8aNAgi5nRPqav85ufnTt3Wrx69WqLn3/+eYsXLVqU2H/Lli0ly81xU67eTVSTqTwv5L18rRX2Y87lnO9530h/d1BqG8Yxx/G+C0p/Z6o+IJqodu6qZn9vzDDm9zgx38AR9nveQzp06JDYjt+d8j5w8ODBkuerps6t6V4Rg1Z+hBBCCCGEEIVALz9CCCGEEEKIQiDZW46IkfaUkwJR2kNOPvlki7t3714yPuOMMyymnW/Hjh0tPu644yzmsurWrVstXrduncWvvPKKxZT80PL3zTffTJSV9aNdYzXWrG2ZttwWMTajlA2k5TiUJnTp0sXiadOmWXzddddZfM4551jM/s3jUHpGWQPLREla586dLeZYGj58uMUf//jHLeb4CSGEmTNnWvzII49YvGTJEos5hjhmPNqafEGUppwFrycXpdyGv1NGTdinOf62bdtm8Qc/+MH3LUOsNEd9V5Sikn4R0+e8McR5lv2esXdML2WId5859dRTLZ44cWJinw9/+MMWP/vssxb/13/9V8lzx6Q38Whr400rP0IIIYQQQohCoJcfIYQQQgghRCGQ7K2F8ZYkvSzAXFZNZ/ft2rWrxVdccYXFF198scV0rjrhhBMspjSBcgdmmOe5KYPwHEv27dtn8fr16y1++eWXLX7mmWcS+8yaNcviXbt2lSxrOTegJtqaPKLo9fFcBz1XmxBCmDx5ssV/8Rd/YfGFF15Y8rjse2vWrLF4z549Jc/HfRnTgYf9ljGlqJTGDR48OFGHv/3bv7X4ox/9qMW/+c1vLL7zzjst3rRpk8Ucr5Ssek5FeXSBy0s5WgvlpG6eRJT7cGyddtppJbc//fTTLb7qqqssfvHFFy2mBJsy0N27d1vM+xfvMyR9zbO6Xqr/tH6yXsNYuRmfczzHWvZLOq3169fP4nfeecdiPrPQpY3jh2ODz1H79++3eMyYMRZTFs3ntxCS8rvzzz/f4vvvv79kfbxPCWJoa2NMKz9CCCGEEEKIQqCXHyGEEEIIIUQhkOythfGWDCk/oJsTl2cpbQshhBtuuMFiLpty6ZayHU8iweXg1157zeLt27eXPCYdfyifYzxy5EiLx44da/Fll12WOPeCBQss/n//7/9Z/PTTT1vMpVsvwRhprcuyHm2hPjGOOrye7JMcD3QmvOaaaxL7f+5zn7OYktC1a9daPHv2bItXrVplMaVulEtQQkCJA/sk+z2lEjwO3XwoiaAcLoQQJkyYYPHUqVMt/pu/+RuLKXf493//d4vpDkd5BSVwMUmPm6O/tYU+3ZzEOCGW28dLiN27d2+L//qv/9pijj/Kdvr06WMxZT7sYxwD8+bNs5hjr5I6kJj5RLR+Yq6t52iWfj5gn+F8zLHRq1cviyn3pAObN67opkspNOWevG/wXkYXUjoncn4PIemie8cdd1g8YsQIi1esWGEx7zU8N+9rpC277GrlRwghhBBCCFEI9PIjhBBCCCGEKASSvbUAMUv3lCJwe0p5brzxxsT+p5xySsl9eCwue/J8lPnQMer5558vuQ1lREOGDLF44MCBFntLw5TaHH/88Yk60ImrW7duFvfs2dNiOl3RUY5SC4/WKq/xlp89V8CWJKZ/e3Irygb4O68zpQiUf6VlbzzHypUrLWaffvXVVy2mtIcSB5aDblVeslXKfAjrRokDZXzpRMV0Q6QE9dxzz7V49OjRFn//+9+3mGP0Rz/6kcV0J2KZmkPqllWulZc+3ZxUI+1hH+Z1DiHpusb7APvrJz7xCYsvuOACi5lUd/PmzRY/9dRTFm/cuNHiTp06WUwJNsvA+8mWLVss5nhIJy72kkvyuLFJwUV+ySpv9BxgOR7SUH7GZ6dx48ZZ3L59e4vnzJlj8dKlS0uWg+em/JnPMnRRpNyMbqALFy60mC6kc+fOdevDzxI+9KEPWcxxyTrzEwjvvutJ47zr09wS6Sz/lkYrP0IIIYQQQohCoJcfIYQQQgghRCHIteytsbExNDY2Fkb6wCVJShY+/elPW3zTTTdZnJbXeMuvW7dutZjJRunOQ1kRXay4L5dG6TJCWd0rr7xiMWU3lK0xqWNa9kb69u1r8Ze//GWLzzjjDIvvvvvukucud9wmWpMEriWXmbMSk4iQUJpAKQsdeOgW+KUvfcniadOmWcx+GEIIy5cvt5guU+wnXNan7IBL/ByLnlMaxwYlODwO68Y6cxxTDhdCsg3oUsc6ULp30UUXWfz3f//3FlMy9+CDD5asQ0z/qbaPZU1S6ZHHfl8NWSVZ3lzP/paWAbOv062TUmX2y8cff9xiSm927NhRcnvK4QjvLUzkyN85fjgO09I97x7J9uD4E62HGKlbDJ4ELu1oxueTv/qrv7J44sSJFlPW+dhjj1nMPsY+yd9ZHz5HUe5JqRrryU8G+KzFsRFC8p73wgsvWEwpNF3neA/ynucoO+X9h20Zm5S4HmR9vvDQyo8QQgghhBCiEOjlRwghhBBCCFEIci17a2hoaBOShhD8JTkuJXIZn8uWlLrRRSftDEX3Dkp+GNOtKmaZmecjXD6lfOGNN96wmA4+TCBJZ5VBgwYljjtgwACLuSxLqRxdvXg+SuC4HOwtRTd3IsdqYD/hsn5rqgPxys3rxmS4//N//k+LmdSTTjZMkBtCUiZGaQKX7D1XRUokuC/7G3+nsw/HIa+bJ5PjudLuRJQu8bpTPvTEE0+UrAMd4SiBozzpueeeK3muWhIz5mISE3pylraMJ9vh75yjmXQ0LU2h3IYySDohcswQzvc8rpe4l/D+Q5kPxx6PyTHABNohJN23CMvNMUr5szdvkjzOm61pXs9KVlc3ry08ORevefpZhkniP/axj5Xch9J7urSxH3vl5vMZ+zT7PWM+/3n3pfSYZv+mQxyfvdatW2cxk2jThZEx92WCVH4O4SWUZx28berpHprl2Fr5EUIIIYQQQhQCvfwIIYQQQgghCkGuZW9tFU9ewyX9v/u7v7O4d+/eFlNakHYvYQIsJuHiPpS2cImQx/KWnD13HeK5ZNFZju5UdBkJISmhO/PMMy0+8cQTLaYE7lOf+pTFa9assfj3v/+9xV4CPJJ3+RjL4SX685KQNXcdsrqucIl/2LBhFn/jG9+wmAkXKdOhA0/abYpSA7rk8HyUqLH9PFkaxxJjbs8xxuuTdq5qgvKA9Jjm/1NaR/kC5RWUPtDNaOjQoRZ/5jOfsfill16ymDI+tl21iXS9+vG4dLmjbCmPSXyrISbJq3d/oOTlwx/+sMX/7b/9N4uZAPiOO+5InPvhhx+2mGPAc8ZkH/ASFLPfe65XnoSH2/CYvAdw3g8hhI9+9KMWU7Y0e/Zsi3/4wx9avGHDhpJljZFS5YU8lqlWZL3vchvOv5Sksc/wmqehHOzf/u3fLOZcdMkll1hMadgjjzxiMfu9N149p09vDuCY4f0+fW+lMxvlanQD5bG4Defls88+22KOyx49eoRSvP766xazzjymJ18uR9axmO4/SnIqhBBCCCGEECn08iOEEEIIIYQoBJK91ZiYZTtPGvbxj3/cYsp8vGVVSttCCGHRokUlj0vJD5cfuWzMsnJfT+rmuS1xyZTn4vIzY7oOhRDCjBkzLKaj1XnnnWcx5T/dunWz+JOf/KTFbBsm5eO5W5OcgEvllDNRIkInP2+ZuZYSj1olpuT1/NznPmcxl+IpafzjH/9oMV0E025lbDPK27zxFJOElWOGcjPWgXjyGuI5wqXx3LHYli+//LLFdHJjYuBJkyZZfNZZZ1nMRJYxzlix15/bsS0ZU5bHa0oJXFsgRnbLOZfzKaVuf/u3f2sxHd6WLVtmMZOUhpDsr7wnUJLjyXAovaGsiHMOt2f/4bjkNfecoSj/Trtq8d8oBz/99NMtpmzp29/+tsWUAsVIofMuh2vLeHJXztd0huW9gnI2yrwYh5CcK9kf6EbL5wU+k3GuZAJT73nJS+TtSca4fbl7iHcOHstL5M17GZ+XWGdu453LcytlPWOpZpzJ7U0IIYQQQgghSqCXHyGEEEIIIUQhyLXsrcm9oTUtOccsoXM5sH///hZfe+21FnuJOSkDWLJkSeIcnvsUZT6evKKc41Sp3z33n5jyeEnIQkhKeyjjo7sVl7hZDkrjKCGkk0vM0nIeYT2ZeI1JPtMSwuYsk4eXmJJ9j446l112mcV0sqGT4fr16y32JJ3p83m/sxz83XOi4vbs3zFJN72EleUkZtzOkxFQ0kdp07x58yzmPEPZ25VXXmnxnDlzSpa1lsnqPCnRwIEDLaYcxXMPak3EJHL05lyO9auuuspiym7o6sb2Sjul0aGJ/ZjzICVqdIHztqHck/0za2JKT0ZDZ88Qkv2brm68P1CedN1111n8r//6ryXLIfKBNx44F7O/XX/99Ra/+OKLFtPB0jtOCMl7B/sP+zfnUCZkpwT1nnvusZhzsXfvK+dA14Q3Z6R/9xwMWQdPisffea/l8yK34XzA81Ka7CXlrhfVSFO18iOEEEIIIYQoBHr5EUIIIYQQQhSCXMvesro35IGsy3Bcoqf0g1Bes3z5cot37dqV2I4OUMRzF4lxuvIc3mIS3XHZk78zphNJCP5yLd1IevbsaTFdfrjvxz72MYsfeughi+n44jkb5bHP8Tp06NDBYk/qFpNMsZZk7feU5Fx99dUW06mJss4FCxZYzPHguVaF4EuJ2He5D2OWj32UY8xzM4xxeSTlZG+edIJSAy/xMa8Jnd/orEYJHB3hNm3a5Jap1PFj+5Unu6DshBIozhUxcpG84LVNjKMgr/OQIUMsZgLbf/mXf7GYfYTXMC3FjJmzKW2hxIh1oHyI1827Vt4YY51Juflq7dq1Fs+fP7/kuSk9uvTSSy3+j//4j5Lbe22fF4roOsc+TSk8x0OXLl0sfvLJJy3m3NipUyeL6RQYQnKs9OvXz2JKwHisPXv2WExZPfvP/fffbzHdavls4j1Txcjwy0nJeG/icXkstiWPxTpzjNLNkW0/duxYi9n2PA7nd5YtL/JlrfwIIYQQQgghCoFefoQQQgghhBCFoPXoCFohnuMN5QTTpk2z2JPUMDnbhg0bSm4TQnK5kv/mufB4S6Oe64onqfFkCp7Mh3BpNIRkGzDmEvLmzZstPu2000oel9I4tjGd39KSuzzjLSF719mTQNaLGGkPfx8+fLjF48aNs5jL8pRqMZFcOplpE56MJo2XZJgxpTNeAlMSk8DUGz9eYuD0Pp5cj/BY7N87d+60eMWKFRZPmDDB4osvvtjiu+66q+TxYyQL6W08qQalR5Qvpl2ZWjsxsiUvgWCPHj0sfuGFF0puw7aj7CQ9B3iyGB6LbU8J6quvvlqy3MRzTuR5Y6SobAsmnAwhhNWrV1u8d+9eiylpokR29OjRFtOtixLC5nClqoaiSN2IJz9kf6DDG50MeX9g32My4BBCGDx4sMXs63QUZBJ1JhdnX2LCYW5DCRwlc7zHMebY8Fzc0nOrN244Fj2JJ7fnGGCbUf7NTzS+9rWvWcxr8u///u8WU3LIeqavrefoGdPvqxkbmV9+Fi9eHGbPnh02bNgQdu/eHd5+++1w7LHHhk6dOoVevXqF8847L4wYMaLiAgkhhBBCCCFEPYh++Tl06FC44447wqJFi8Jxxx0XevfuHQYPHhyOOeaY8M4774S9e/eG2bNnh6eeeiqMGjUqfPnLX3b/QiuEEEIIIYQQzU30y8+9994bli5dGr7whS+EiRMnlnTeOXz4cJg5c2a46667wr333hs++9nP1rSweSImcR3h0iOXX9NLsU1waZBL/XQfSct8PFcPT3rjSRBi3Ko82USM/Il9p5wjEeGx6PhDlxYus3L7D33oQxbfe++9FnOp3JPaZL3OtcSTwhDPZSzmOtSyDt5ytXc9mcyU142JNilN8a5PJe5MlIyxrFzu99qGEiMvUaknRfDKSolCup7eNWVZPRc0Tw61ePFii0eNGmUxZW+PPPKIxfv27St5fK+N0r97CVO9uDUlH47Bu4ZsF8osu3fvbjEll8OGDbOYbbRt2zaLPelMCMl7B/scpS0DBgywmOOE/YfQaZByIZbv1FNPfd99KVsrd81ZDkraKA9kvZkUnOPBc75Ly7BF7cl6P+LcQMk7f+c9hNeQzqh0dwsh2S95bjoY8vmMLpmsAyVzH/3oR0uem4lXmTiV7rOcA7z7RvqZzXNt9J4Fvfso24xzDuXplPqxvT/zmc9YzOcr1sd7XkyXtZpnkqzu0NFi19mzZ4dp06aFyZMnuzfbD3zgA2Hy5MnhiiuuCM8//3x0IYQQQgghhBCi3kS//Bw8eDB07tw5atvOnTsn/qojhBBCCCGEEC1NtOytd+/eYfr06WHChAllv+U5dOhQmD59uivnykJjY2NobGxsVW4nXN7znM+4fMqlUW5PadfLL79sMZcn0+0S467mLaHyWJ7EyksGF5NEk0ublFOkHddilns99zu6jnBftjdlPtOnT7c4Rj7W3PDcXnJAjkVuHyPDIunfY+odI0liOZiUbvz48RbzDyXPPPOMxVzGpzSHS/flyunJzDzZm1cf9j22N5f1PSlnTLK6cglSPemjdz5vzPB8nE84fihxYDxr1iy3fDHEyCCJ50LUWomR+bCenK8oL2FCZ27DJM68tulrRWkZk5meddZZFtP97+6777aYyZQ9CQvvTd79bsyYMRZTksaE3axnWmXCclPOzHmdEiPOLR07drSYslHOM63pWaO1EtPG7FccG3QdpDyUck3vEwM6wIaQfF7gvN6rV6+S+/BZzfsEgP3zwgsvtJiucbx//eY3v7HYSwZcTpbJcniyN++zBK/96KDLcixatMji//t//6/FX/jCFyzmfYPPV5QS1kvK3PS+EEv0y8/1118fbr311nDTTTeFiRMnhr59+4YOHTokDA/WrVsXZs2aFd54441wyy23VFQBIYQQQgghhKgH0S8/gwYNCt/97nfDvffeG37729+W/AveUUcdFUaMGBE++clP1mTlRwghhBBCCCFqRaY8P7179w4333xzOHjwYNi0aVPYs2eP5fnp2LFj6NGjR8JRpS2Q1YmCS7SelIwyAC6BUlqwcuVKiykPKCcJiSlfTKJET/bF83mJGT1ZiyfJK+euw+VenoPHWr9+vcVcrqaTC8t0/vnnW/zkk0+WPG/M0mm95BExrml0VYpxQatXfTzJmHfuc845x+KBAwdavGzZMos3bdpkMWUq3rnKJYBj//ZkCjEyVW8bSvE8iaInRYiVgnn9nr97iVopKeX56P7D8TNy5MiS8cyZM0vWIVaSFuNCSLkIY6/NWpMLXIzbG2VYdKWiHIeOZtx+xowZFtMNLT2me/fubfGUKVMsvvTSSy2mrGj37t0lj0W5pyff5PfBV1xxhcV0aKNEjw6E7JN0wwoh6URFKRHbifJaOuHR3dO7r5WbT1qKWrlhtSa8uZiOhRwDEydOtJjXk3Ir9pcQkvJKbzveX71PDlgmjgHKTIcMGVJye86tTOTOuZv1SX8m4H2Cwn14bj7/cD7gnLtq1SqLvc8v+OzE+yAdKX//+99bXE+pWxNZx0bmJKchvNtQtL0TQgghhBBCiLzT+r8mFUIIIYQQQogIMq38vP766+EPf/hD2Lp1azjppJPC+eefn5BwNTFv3rzwn//5n+EHP/hBzQraRHMvAcck8vPKxOVaygHPPvtsiymH47IiE2FRysCl3nJl8iQpLCuXcb2lf+84Mb97ch5PdhRCUjLkSSq49Lt3716L161bZzGXnLl0TekVZVVegj4S42RXbrsYYs5BKRXbojnkejHuZbyGXE5nYlMehy4yvFasG6VanjtTumye8xnL58lcYhz/vCSdPD7dplgGT9bgSVFDSI59jl2ew3P54XXg7zt37rSYbUz5Asee55RHYiUO3I7X3UuTkBcZUgxZXS95f/Ac1HgdeD25L+W+ffv2TZyb9x26utHFimORMhxeH44rT/7MmHMr+zDLykSRPG9a9sb2WLFihcV0xeO5eayskra8SMzyUo56kFVG6zlv0rGQ934ek/f7EJLySI4njktP6sZ7ULnnmSY4TtjvKbGj3JNzwODBgy2mbDSEpLyU+7AN6MDGb/E5zy5ZssRi3gcoB6R8juOS8rZPfepTFnuy8Epcij3S9/+6uL3t3bs3fO1rXwt79+4NJ554ollan3feeeELX/hCoiMeOnQoYV0phBBCCCGEEC1N9MvPfffdFw4dOhS+/e1vhyFDhoRDhw6FRx99NPzqV78K27dvD//jf/yPxF+QhBBCCCGEECJPRH/zs2zZsjBlyhRb+jruuOPC1VdfHW655Zawa9eu8M1vfjPs2LGjbgUVQgghhBBCiGrIJHujVrGJoUOHhu985zvhu9/9bvjmN78Zbr755poVrqGhIVd61xg9ofdNDW0FqbukJvmFF16weM+ePRZTUuh9mxOC/62KZ5frxdRlZ/3+xbMIjjlvCMm6et92sF3ZBrQHpxaW2Yupg6c1NrOCU1tfzTchtYTnoIaeumW2t/ftVS2/mYuxn6ZmmN8c0IKW32qx73na65hv1dL/5mXP9qzpvb7n2a/z3NRMM/a+92Cd07r3mO+WvJjfFTH2+jctjGmrzO8xaMdf7RiI+S4m1k67NeJ9O8O5n/bMhP2T/Ydz3ahRoxL7eJr9hQsXWjx79myLOc9wzKUl7qWgne+DDz5oMa3saVvNa855Of0NBa24FyxYYDH7Cb//4f7e9z8cV809r4s/E5PCgPMb+6Fn28y5Lm0Lzf/3vrNj32D/4beSHH9UP/Hex77Ee/bHP/5xi2lxz3Lzm50xY8Yk6uClPOB8wvHA8cqY44qfrPB5idbg3IZzFO8Vp512msW8b3jpOSoh/TyTZcxG31k6deoUXnnllZL/1r1793DrrbeGE044IXz7299O5O0QQgghhBBCiDwQ/fIzePDgxF+F0pxyyinh1ltvDd26dQtPPfVUTQonhBBCCCGEELUiWvZ2wQUXhE2bNoWVK1cmrPfIiSeeGL71rW+Ff/u3fwsbN26sWSFJSy5FZ7V25fb9+/e3uGfPnhYzszWtrrnsySVZz8o2/W9eWT0Zm4d3buLZexNvKTldHsqEuHztSeUoa6CU6vnnn7f4lFNOsZhL0bSNpMVrc2eSz5rF3rO/LScBqwcxMgXKEbgMTntMLonz+sRYiHoStvQ+ng1vjCW8J4FjzHJwe8/qmpIfUq4OxBvflBRQjuFZEnO8Ub7Aa8XxQ3lEjN1/+t+8srJtKLfy9m1NWe89GR/rz/6zYcMGiylV476UnVDSSOkM7zMhJNMCPP300xbTYteTznCeYZ/k79x33759FtNGl3Vjv6Kch3H37t0TdaCqhOOMMiTPKptSPM+6m7SmPpZ3YiTj3jbeMwglVpxPOe/xfpKeS2LSfnBccu7zpF7efZDHZL8/99xzLb7gggssZp+kbI19OF3umDp4zwicGziW2H58hh00aJDFTMtCe2u+J3C+4ZwRgn+f9qjVWIx++Rk2bFj43ve+977btWvXLvzDP/xDVYUSQgghhBBCiFrTdr8mFUIIIYQQQggQvfIjkmRdxu3Xr1/J41AeSJcfLo16jlTp5foYZzZuk15+LHW+chK198Nb9i3n9ua5rnB/T4ZECc/y5cstHjhwoMXnnXeexSNGjLDYawtS7XJrjIwiRgJHWQezu2eVZVaCdw7PXY6ue3QT2759u8Weq5vXf6p1FqPkhf2NfZF9LMZ9LMYlisektIvXMD3GWFavb1D25I1vbxxTRkEpFR2JmC3co9w18crtyarYH7zj5l2GlFWuR3nk1q1bLaa8hmOD8FpxvKUlMi+++KLFlKqwb1C2wrJyTHv3IB6HfZqyII4BujyybuyfZ511VqIO55xzjsVvvvmmxZQ6UcLM75TZlp6DY0zfE/XHu6/zdzqrsd96kuI0ntyKfZT90nPV5Djjc5vnXMo6UNLmSTE5N/BTgHS5WW+ej+OJ5/YkbXR/pMkZ7w8cMzwvrwnnAO9ziHT5vHmGxDjwxqCVHyGEEEIIIUQh0MuPEEIIIYQQohDkWvbW2NgYGhsbo5azsi5/pWUJ1Sxxe+fmkiSdL7iUumPHDou5DOktxXvyonLnjnFp8+KsciNPRhRzrnLEJFX1XOd2795tMdt+6NChFnM5mdvEOlrFkPVYXjtR7sGlZW852DtmJcTI8th+lORwGzrnsM/EuL14EoVySU5j3J285KQ8DqUMJKa9OY49t6C0rCGmvT0Jj3ccr/6UJbL+LF8l48GTSXlyKJajtUqPspab/YqyVs99jfKSrl27Wsx+xcTNISTlLJTS8FjdunUree7Nmzdb7M2znqMVHdso82b/WbFihcWUhKYZN26cxSNHjiy5D+V9lBDGuEfGIBe47Hjt5Mmc2K84p9GF0nsW8p6XOKeFEHff4bhkn45JwO65C3r1ZLljJHnlys37CMe6d69gIlV+MkB5Ol3gvJyfnLt572c90/dKrw9kfUZqel+IRSs/QgghhBBCiEJQ1crPwYMHw65du8KBAwdKvnHxL+tCCCGEEEII0ZJU9PKzf//+cOedd4Y5c+aUXT6+//77Ky5YDN7SoCezqERu5eEtz3kJ4LwlQB6HS6xZZV7pf/Pcc1g+L3lYjEQmJjmk93s5SZ63P8vh1Y1xx44dLaYbCZefmYCTcg+6EPEa1lIy5v3uuSexbpS2eE5f3tiIXRbO6rLFc7Ac7NNcsqdcj7DOnisbr7/nipMuE+E15T6URbCsbGPiSTzZxl6iUW5PmVO6fY877rj3PTeJkb2xbtyekgVPMugds5KxwXFJ2ZLXll7/ziNZHRbZByjtYd+j6x4lKJSQzp8/3+K5c+cmzkEZjie1pISOznFsb56P/Yfbn3nmmRbTxZTSHm+ss27PPvtsog7c59RTT7WYjp4TJ060eMGCBRZ7yVy9pMcxjq6iOrx5xhv3vG9Qikl5FiVcnNPTcybl8Pw3jjP2bz5TEG/uYqJf3gdYBy/5NO9L3r0v/W/Ec03lubkNJX1jx461eM6cORZTbs85o1evXhZzTHLce89paar9fCULFb38/PjHPw4LFiwIU6ZMCYMHD07YDAohhBBCCCFEHqno5eell14Kl19+ebj++utrXR4hhBBCCCGEqAsVvfy0a9cuIeOqFw0NDaGhocFd2vJkLV5Czdjl6lq5uXBpsGfPnhZz6Z948hriSX5C8JcAPRcREpPANKtbjteOMYmsyp3bS/DI83Hp2pMbcUmbSb7Wrl1bsgz1kkoy9lxhuA2Xn1kHLq17CRErqUOMk5nXrlwV9pyhiCf18+SH5RKQen00Zgx4joeeTIHH5HXwEj960s1yyXa9NouRi8SMRRIzb8Ymp/PaiS5jdL2kVIVtGSNxyIsTV4wsmnAe69Gjh8VMjk2ZztKlSy1mIk/+vnfv3sQ5KDNku3pyT8qCyZo1ayxmPxkwYIDFlO5RpktHU8aUd7Js3DeEEB555BGLWb+bbrrJYjrCXXvttRY/+OCDFtNdzhsnHnnpY20Bzl2UYqYlzE3wWYaJejnHDBs2zGL2Zzr/hZCU+dKN96KLLrKYSUg5N/P5gvM6paWeU2OMyxzHVTn3S46VGGk46+A9z51xxhkWU+L62muvWczxSqkbj8853XM9rYRaJXOvyO3tggsueI+eWAghhBBCCCHyTNTKDz8UDCGEc889Nyxfvjzcdttt4ZJLLgmdO3cu+Qbbt2/f2pRSCCGEEEIIIaok6uXn5ptvdv9t8eLF7r/Vyu0tRi7EZUjKKV5++eWSxyl3jmrKxOXDdMLCUttwX0ofuOwZkwQq9hzeUqcnH/Jcw4i3fUzSzXIJrzwpVUxCM29p1ZMweck4q3ETKQevI5er6ZhE1yNCSQDLR1kLJSHVJjyN2c5b1qYMgPB68jrEXGfiOa6l949JROy51HmSBa+sntsbrw+vYTmpW0zSN08q6MkMvd/Zxjy+199i3bC8vkH3pLREq1RZy7WTd+6WwnMN8+Yf3rMoN6Ns56GHHrKYUjfKYNkPKStLn9tL3MvxSskZrxUl3JTMUWrD63n66adbzHsiJbGU2rA+M2bMSNSBkmTKADlvXnHFFRYPGTLE4mnTppU8x5YtWyyOub/mpY/lnazyQLqmUerFce/128cee8xiyuFYhnTyXO7PscJ+zHPzWOzHHHMc05zreK6Y5xRPmpyWzXpt48nkeVxK1zjPsA59+vQpuT0lrnTK5bmWLVtWct80sc+0WbaJIerl54tf/GJNTiaEEEIIIYQQLUXUy8+kSZPqXAwhhBBCCCGEqC8Vub396U9/Cm+99ZabqPDNN98M7dq1i3IQqwZKIihbGjFihMVcJi/nshGzRBuzDM7jcqmPy6QsN5c9PXlEbHI/T3rjub15S67eUmqMe1SM3KPcEniMKwr395LVURLBZFtc3mX56OpSr4R2nnyR7T158mSLKXNhPSk1oSSJMhJPRhTbt2O28+SO3JeJ3jxJKOVg3hhLS9re77zp8nnH8vpujMMb8SRw3NdLLuq5zIXgj7OYpX/vHJ40g9eBfYxSBm8clpOKenMWpV5MUuiN+3pJUOuBl8CT90w6orEt6abGmM5LjJmgkHF6zHiSF7pssY9SekRZGSUv3lxE6R7nJS9ZNa8z+xsTVoYQwq5duyzetm2bxY8++qjFNGNi/2Z7M6bUz5Pp5rHv5dF1Lms7efM3xwzdxKZOnWox5wz2W/ZtzoGUZ4UQwqhRoyzmfZeJftl/GHuurPx0gdt4fd2TBMc8K6T/33N75Xzqya05L7F8lKwyZpm47y9/+UuL+dwVc48vRz0kqBW5vd19993hlltucf/9lltuCT/72c8qLpQQQgghhBBC1JqKXn4WLVqU8NJPM378+LBw4cKKCyWEEEIIIYQQtaYi2duePXsSMqE0HTt2TMiOKqWxsbGsHMdzuurVq1fJ45VL7pd1+cxbhuNyI6U9XA7lNlyG9ByZYiRm6e08qYm3jBvj5BZzfBLjVFVOIhMjm+SxKMHgcZhsy0so2r17d4tj5FxeGdLniJEqcbn6zDPPtPiBBx4ouS/7BuUvXJbeuHGjxaynRyXOb54Ejv2KEhaWm+PVk3V6be85EJaT+XhSN8Zewjgvwaona+BY9xJ2em5/6XHl/Zs3NrzjepI+ShYYUzpClyTvODHzQXofyqEo74rpY80tQ4qRXXjSP/Y99gHKyni/5L6Um1FCyrbjdeP26TJ7znmMKTEaOnSoxQMHDrTYk8mxLShp5H2Qdea8TAkb+9IFF1yQqAPTZ7DNeB/lH16XLFliMR1hKXtjmTx5bVbJaXOQF6kbqcY113OhPPvssy2+8sorLZ41a5bFvA/SuY19+Pzzz0+cm32a49KTxntuoN6nC+zHlICx33KcULLKewjHZ7p/xiRwZ7/nOOH23jj26sz7Gh2Vf/WrX4VSVDt3x8yzDQ0NmfpfRSs/J554YmKySrN161bX5lkIIYQQQgghWoKKXn5GjRoVpk+fnnjja2L9+vVh+vTpYfTo0VUXTgghhBBCCCFqRUWyt2uvvTYsWrQofP3rXw9jxowJPXr0CCGEsHnz5rBgwYLQvn37cO2119askDHLZJQBeInXuJRYyyVjT5rB1S8uGXpJ6WKkbuXKHZMEkXjLm577lHcdYqRh3vZpuZ1XVk+m4SUh43V/7bXXLPaSeaWdYEoRk8w1BL/NPAkTt+eSvSfpYj/mcjolK1kTtcb2q5h9+DvbnuOSUh1PJuYl7IxJDFeu3MRz3vHkXZ7joVdWT3LoHTMtZ/PO4ZXVuyaePILQMZNzFJ0DY6Ru5dqd8yDnR7p4eRKJlpQeVXNuXjfOP2w/tgsluHSk4h8b169fb3GsyoJ1oOx07NixFjMpKB3buD2vDyVjHLuEMjmOey+RMOd0Om+FkJRjch8mZGXidSZJpcyOZWWSU+Ldd5X8NA5P+sn5nn2JY4N9ZvDgwRZTrsjjs88MGzbM4okTJ1qc/hzCk/qzHF5iai/xM8tBedsLL7xgMR2IWbdLLrnEYs/1ls81abx7Avu6N596DqAcb6wzy8EEs0uXLrWY4zvrM2I5ajXOKnr56dSpU/j+978f7rnnnjB//nzLqHv88ceHCRMmhOuuu67sN0FCCCGEEEII0dxU9PITwrumBjfeeGNobGy0DzHbt2+vv34IIYQQQgghcknFLz9NNDQ02LJ7vV58YuQ1dM3w3DpiyersQ7gcyDJxX0oF9u/fX/KYMeUu51jnuVt5jlExzlCe1Kuc+0ap8njL4enz8d88OVSMFIjLuExi17FjR4vptOK5q8Q4hoUQJ9XxltxZVm+Jm78z0RtdcUglkp2sCfS87Xfu3GkxJXDesr63/E482VYar997186L04nlmvDGiXdtvX3Lta/Xp71ExDHH5bXy3N4oseIc5R2nHGx7ykg8KbDnWpQXly3iuTux3OzHniMlJTlMuDhp0iSLV6xYYfH06dMtfuWVVyzmtaJMJYTk9aWr5FlnnWUxHbAop6O8ljKxrVu3WkxZGe99TDrOelIdwvm33NzKe7sHj8tvjymZ2rx5s8WbNm2ymPNpjBNZzL2vluQxsSnx5ln2JX6iwGehrM5lbIszzjjD4kGDBllM+Vw68TfL58nYvESqrA+fIzi+ly1bZvFTTz1lMfsey8Qx2adPn5LlTD/zsW28ROh0fqUUjzJ57/mHczSlpc8++6zFf/jDH0qWz0sEWy+yur1V/PLz6quvhgceeCAsXLgwsfIzevTo8IlPfCKhHxdCCCGEEEKIlqail5+tW7eGb37zm+HAgQNhxIgR9oHmtm3bwsyZM8OCBQvCrbfeGvURuRBCCCGEEEI0BxW9/Nxzzz2hoaEh3H777aFnz56Jf9u0aVO49dZbwz333BO++tWvVl3AxsZGV0bCZT4uPXIpMdYtKGY5OeZYXOrLKoWpxkUohGR7cOkyLX8oheeg5snKiCdDiklGWW6Z0mszTw5HvMSMlGaw73J5lw4nlON4Tl/l3N48POmft/TvScMoefGclCpxzIpJUOttz5jL7MwNRkcryiC4tO4lF/WSyqX7i9f/YlzKvLaJGQ/lkpZ6ZX2/86aPGyNT9WQHbFcmjaTTIBNF8prQqSl2vmI/ppyDkkjKtdiPa+kSVA1ZxxDb3uujrBvlOZS/UD5GOQ/lQsuXL7eYbUqJbwhJmQsd3vr162cxry+vyapVqyxesGCBxbzXsp8w2SqTL3PO9dqiXFJm9nuWjzJAOryx7a+//nqLr7jiCovZfg899JDFvG9mnQ/rRV6kbjHtwetIySHne96PmcSXEmn2ad7v2Z85fih7ZPLTDRs2JOrA/+c52C8pB6NklzI79m+OObq6cc7lPMvxQ6lx//79LS6X2N67x7HvcuyyzlRncVyyfLw+lIf+8Y9/tJht7Mnwyjn81orGxsZMz9AVlWLFihVhypQp73nxCeHdRrzssssSE4oQQgghhBBCtDQVvfwcPnw48ZflNO3atXM/VhZCCCGEEEKIlqAi2VufPn3CjBkzwsUXX5yQKITwrkxoxowZCTlFNZRb5vVkA1xK9KRKWc6TZRviLftx6TYmqSOJlVt5L58xy49Zf485b6zULYYYOR3dWDxHJhIjefL2jXV781xbsia35TaUmnAbjksuxcdIOmPPHfM7x+KSJUssHj58uMXlHHlK4TmAlZOysl96roWe/DAm4WlaglrqXDHOiek+FiNv4x+iGHvXmhIUOnFRKvHcc8+V3DdGxpeeu7gPE2dSguElPoyRjDUHnvMXy+05JnGMcr7nNpSJUcLNa0LZzfnnn28x77UrV660OD2WeFwmD/WcMSnbodSNUhjCtqCEiY5wQ4cOLbkv+y3bN/1HVpaVDnR0wmNMORPrzESYlPnwGvJaUWJH16+iJj+NkRd58nS2H+9N7Hucf9esWVNye85d7G88F5Nu0rkthKQMm+dmn6N8nmViv6LMjmOA9ac0jrI/1oflYX8rl8TYkzNTrs9jsT6U1PLcVG1RXstxz3s5n3NZf2+OTv9eLxnc+1HRy88111wTbrvttnDTTTeFSZMmmbHBtm3bwjPPPBP2798fPv/5z9e0oEIIIYQQQghRDRW9/AwbNizcfPPN4Re/+EV45JFHEv/Wu3fvcOONNyb+siKEEEIIIYQQLU3FeX5GjBgRbr/99rB3796wa9euEMK77hFcSqsV3tIyJSGezKCWS84xLi8sB5cbWVa6iXGZ0HOXIZ5EoVw5qnG98rb3yselYS5ve5K+9HG883nOX96yr5cgNEbOxaVhT3YUKz/0+own3fLajNt4Tn5cQqd8w0ukW0ny05i6ee20evVqi9kH6PzmSREI24XbpKVnnltejAwya9JfT/bmjUMP7zjpf+M4i3FqpGRqzJgxFrPt58+fbzET9Hnfd3qSwXRfYjkoPaK0zpOBev2tJR232MaUl7ItKcmKmdd5T2DMtuDvTCNBSQ0lcJT8hJCc17yEiPyd5fZcNQnrxmvO+zFdvOg2RXkN2zTdl3i/pFxt3LhxJbehdI8uepTwzJkzx2LKpzjWmVyTZaW8KKavltuuLcjjvDpQghmT+JvzOqWc7Escb+wzdKqk5JLXNoSknMxLPsz7MccPj+Ul92WfYfk8iTCPyfmD5Uw7OHJO8FyHOVdQYs5xwrpxzPCYnBs4BryEtCxDvdzeqhk/Fb/8NNGhQ4e6vPAIIYQQQgghRC2p+OVn37594eGHHw4LFy5MrPyMHj06TJs2TS9EQgghhBBCiFxR0cvP5s2bw3e+852wb9++0L9//zB+/PgQwrtuGo8++miYNWtWuOWWW0rmAcpCQ0NDaGhoiJJbeW4x5RKmeVTj2sLl2qaXwhCSy4pcxuTSI5c0WW5PMlYu4ZUnQ/LkY8STBXnl4DE9GVIlyQo96ZEnr/Ac8tiWdDzynINi3OS88qSJaeNyUqf325dL0ZQEMAkbl7GznqscMbI5tiVlOEyM1qNHD4uff/55iym7SbtKloJL8SFkl356Y4Pbe4mEvfHg9R+vPOkx7Ul7Pbc3bkOpG5PmcV5mfR577DGLKU/yEu968oW0XJHyJB6LCXA9qVceJUKefHHz5s0We+5TnO8pqaE0lf2YdfYSF9M9itc87fa2ZcuWknWgdIv3Js6VPAeP6/UN4smZeF72W94H005XXgLKSy+91OIJEyZYzH5Ml8O5c+dazPmR143XiuXjeSl58hJitwU5WyV4sli2B+cf737PNqYclxJPuiVyLiHp/sn7JeGzGuE45v2Ix2Xf5Zih3Nebo9leTF7Occ85I10mth/3YTJYjleem4lQ2Y95r+DYZRtzPvBkbyxntTLQLIlMy1HRy8+dd94Zjhw5Em677bbETTWEdyeS733ve+Huu+8O3/rWt2pSSCGEEEIIIYSoloq+PFq7dm2YOnXqe158Qnj3L4xTpkxJeLMLIYQQQgghREtT0crPySefXFZOduyxxyakDpXS2NhYNnEhl8W4RO3JBrzjpI+V1WGIMduFS+iUeFCSREcQLjd6SRC986bxpG4x0jivzp6sgXiyqliZWIwrSIyDlueSxOVqloOJ8Ui9nEliXNc8CaG378svv2wxkwk+/fTT77tvJdKMmCVqjgdK3X7zm99Y/OUvf9lilpuuPZ5bIsdMekxzHvDkOV5yTS8psYc3foiX9JikndU8+asnL/Acweh0RYkI2/iJJ54oefyYBMXl3K0GDhxoMWVI7N+8Dvy93pKhStwPuR1lLpRpUp7CvsG+xHZdtGiRxc8884zFlGoxQSxlNN48wX1DSPYT1oEOUOw/PO6gQYMspkSPkiT2GZZv8ODBFtOhK0bGWS5hrnc/4hzvySkp8/ESz7KNOM/w+Lx/8zjl+lK1825rxHuOiJk32Q9nzpxp8SWXXGIxJWaUa7J9OT5D8F0OvYSshP2K2/AcjFkH9hkvMbnn9pZ2seV2niyW+3jOshzHrD8lnpzHeR14HM+FtFqpWj0kzxU92U2dOjU88cQTJbOx7969Ozz++ONh6tSp1ZZNCCGEEEIIIWpGRSs/jY2N4bjjjgtf+tKXwtixY+2vPNu3bw/z5s0LXbt2DY2NjeF3v/tdYr8rrrii+hILIYQQQgghRAVU9PLz85//3OJnn332Pf++adOmxDZN6OVHCCGEEEII0VJU9PLzgx/8oNblqAhq/6gFrkQzntXeOua7GGqjX3zxRYsHDBhgMb//Wb9+vcXUTnpZkMtlUo/JPs928rTUPB+P4x3T02HHXgfqRIl3Ps8ilVD7Tr0tNbnU3HvfY1SrNfVsjwn1szG21CzTxo0bLabdq6d7j6VW3wnxOE8++aTFn/rUpyw+77zzLKaemd+KsF2oh05fNy9TN/sMj8XxQJ009/Xsqr3vcbzjeLah5cY05wTvWyB+vzFq1CiLOc9wnDzwwAMW79y5s+QxiTfvlbOc5/cftFv29OfN+R2Ed65K7OvTFt9NeOOHbUbNPfX0bDteH9rD89sutj2/fQgh+V2V950L6dSpk8UjRowouQ2/lWQ9eY/jtwIxc1G5vsB+n/6Gownvu1G28VNPPVVye8aerb03TrxvBkV2C2NvnNCinHMJ+9jpp59uMedDPo+F4H9/58F+6X0v5H3/w3sZy+RZdNPqmu3Cb89CSPZFnoP78Ds7mpSxjT1rfs4BfHby7ks8bzl766zU455Q0ctPly5dal0OIYQQQgghhKgr0YYHa9eudf+ynmbnzp0JxxohhBBCCCGEaGmiV36+8Y1vhC996Usmp3njjTfCDTfcEL7+9a8n7GlDeNdG8oc//GG48MILa1JIzzbSyxxNi9sYK8X0ObKWiXjyD8p8rrnmGov79Olj8UsvvWQxl2jLZYAnrJ9nBx1jde3FnjUpickAHyPnSpcvRrrH8jEeM2aMxZRJrVu3zmLKEj2701i7xaxW6eWWtUtt79mGUxrGpXhKZzZt2mRxOSvKGOv3mDHD/sbzbd261eIHH3zQ4v/1v/6XxRMnTrR43rx5FqflC03QKjQEX6LmzRuefNWrgycX4jG943v9Od2mXtZuL0v4sGHDLKYcivA7zVmzZpXcJmu/ZZumM6yzHI899ljJOsRY7VfTD2tJVnvsmG3YT5gjj1no2e/ZpldeeaXFnN/S0A6YfSkmDQGlOuPGjbN4yJAhJfdlqgv2T96bPZk2x3Haapjt59nqsp0Y//a3v7V4yZIlFntW4SRG7upRFDvravHaie29bds2ix966CGL//7v/95i9h9KvubMmeOe20slwbnMs5JmX2dKE0rJvPsPZWXkwIEDFm/YsMHitNU1nxd4btaHbUC5LOtDWfTatWst5vjh8+nmzZstjpH7NgcNDQ2ZxlrFSUwaGxvDO++8I22rEEIIIYQQolVQuwyOQgghhBBCCJFjKjI8aG6ySh+8JUZSiQtcVpkPoayK0iMuQ9KlhMuNnjwkLQmIKV+MbIdLpp78Kaukzfs9fRyvDp4Uz3NsoRSzX79+FrPOdFXiNaGcwpMJliNrf6ULE+vgSSi9Psa2oKyMGdYp9Ssn2ci6ZO1t70m9KM+5//77Lb700kstHj9+fMnj0JmPDjdpKH9gG3uZt72253F43dLyrlJ4x4+RkIbgu9QxpnR20KBBFrPOS5cutfinP/2pxZ5zVYz7EctNOQblVSEk24yOWzHyUFKNY1S9qEb54M2tPKbnwkT5YO/evS2mxDctkfHO4bWZJ3nm/MhrHVMfzwmRv7Oe6Wvo9RnK6SjJodyc84wnv4txVvXGayV9L499uh5UUwdPnv3HP/7R4ilTpljM+93o0aMtnj9/fuK4y5Yts5jSTG9ssN9TSkZJKH+nJI3zKc9FtzfO1xwb7KvpZzYel/cp3l95f+D5WG620969ey3mvfKJJ56wmPMSZX9e25FKnDTrgVZ+hBBCCCGEEIUg08rPzp07LRdN01vt9u3b3/OhMf+aKIQQQgghhBB5INPLz/33359YOg4hhJ/85Cc1LVAWPOmQl5Qw1t3K+z2rFIhuGq+++qrFXIr//Oc/b/FZZ51lMZcVPee3NJ6zVIxbXIzDWQxeIk8uGZNySR1jEi1yWZaOJeeee67Fp556qsV0TvnlL39psSfZqFaKECPn8eRW3r6eOxP7G5f0mfA0RuJRrqxZ+4bXH/g7nW2+//3vW3zXXXdZTCkD+yrrmf6jC8sXsxwf4+LkJXdj21OmwPbyxpiXvDR9Ps5xlHKOHDnSYkoQKHH84Q9/aDGdrrJKoQi3oUyD4zCEpAsR52bWxztu1qS6eZQFxchged3Zlhwb7Fd0P7z77rstZkLnXr16JcrB8cdze/fOmOvgXU9Peh5zXyp3D+D5eE+lbJlyZjq8bd++3T1uE1nnt6zOhOl/a619OivV1IF9ieOE1/Oee+6x+Bvf+IbF/JTg4osvThyXkmn2JfZFzutMpHrOOedYzE8XvP7tJUJlMlO6tTKtjCfTDiHZrh06dLC4Z8+eFjOxqXefYkJkyuRmzJhhMd3yPJlgvRLEx9DY2JjpeTX65eeLX/xiRQUSQgghhBBCiDwQ/fIzadKkOhZDCCGEEEIIIepLrt3eSiUt8paZuYzNpcHYJKfeOdLleb/tvZiSAy7F06WEy6pc6ly4cKHFTHqXXmL0lh/ZBjHLkt72MUlRvWviSbvKufl4rmtsG7qX0B2MS72UDf7oRz+ymLIgSja8pF1eOdPEyEXYHp4czLtWMVK6LVu2WExXMi6Nc2k9TdZErTHl8/blEjqd3G6//XaLb775Zot5belqs3LlykQ52AYcN7zWnoQwpp7snyyH1+/p/uO5W7EtQkhKNplQcvjw4RZTsrBgwQKL/8//+T8We8lMvX4YIwP2+i0dj0IIYePGje97rGqkbnmnGpdQ73dKZ6ZPn24xx/r111+f2Ifjxuv37Jfsr3R181ysvG9927dvb7E3p1OOQ4lQuv6rV6+2+LnnnrOY/Z5JYukuGJPMNeYZIWZsxPxeCW3B+a0avOcajgFKpD/72c9aPHbs2MSxOE/TjZd9mhJez0HWSxjMfsxrRSkrxxtlaLwncEzz2SeEpGMbpW68V1AKzWchyuzoDksp+fPPP2+xJ4uOeU7J4xiQ25sQQgghhBCiEOjlRwghhBBCCFEIci17a3Jv8JarvSUvSgIqWYrOupSWNbkolxX/8Ic/WHzttddazGVLHp/JCul2EkKcDNArkydF89qe8gVvGTLGuS29ZBrjgtW1a1eLKeU4++yzSx6HybkoOfTqUO2yaoxjENvVuz7VJJ3k0jqlH+xXc+fOdctZjYTDq79XZy/h54MPPmgx5WA33nijxXTaoQQghKQkknIZLvez/1Fe4LW39ztlbzwOpQyerIxSREor0v/ft29fi9l3Kf/553/+Z4tXrFhR8nysM69DVtkff2f9O3XqlNhu8eLF71sOj6xjsZLEei1FjPTKkzJTukmJzOOPP25xWobGBKijRo2ymG6BXbp0sZgpLOiMRfc+Ssx4P6LUjX34lFNOsZhSOkpwWR9KvkNIzt/8N89RMGsfK+emmgfy2I/rTYw0mfc7StvZDy+//PLEcfm8wD5KuRolxRxzMRJ23tc4z/JexvFAh1/Wh1I3js8QkvcEyo153F27dlnMBMAvv/xyyd+ffvrpkvtyjifNLVmu1XHzPdKFEEIIIYQQokbo5UcIIYQQQghRCHIte2vCcxzjchsdN2Kcy9LUw5nCk6FxGfMXv/iFxVzCZBItSpW49ErZUgjJhFmexIaSHML289qJbem59niOILEyIpaPCcq6detmMduJblhsm2effdbiO+64w+K9e/eWrIPXXtX2hZj9veV0T8ITk/CU12HVqlUWM5Eu5VLpJe0YBxeSVSbnjUuvX915550WU8Z30003WUwHnhCS44ZSLCa6pcsN5TJ0tPJ+53Xj8Sm18GQ0lLqNGzeuZJlD8OULjzzyiMVMBkv5AmVFlF14Lm0xeJIs1j/dd3i9KAXxiHEaJDHulK0Vry082SglY/Pnz08ci06K7H+9e/e2mO5WlPzwGlJCSjkcz00JKqU67M+c6z3JLh0bQ0g6B/J8WaXGMeTRWS2PZao33pzjJcZln7z11lstTvelyy67zGLK52OcX2Oec7znP8J503PEpRyOSYxDSDq88RmO9wo62fFZgM+L3IZjjPeQGJq7f1ZzPq38CCGEEEIIIQqBXn6EEEIIIYQQhaBVyN6I5ybGJXQuh3vLYrHuVh5Zl9s8OcbatWstpjzrv//3/24xZTF9+vSxOC1V4rHo5EEnHK/9uNRLWE9Kkri9J2WhXMhLhJquA2UXlDFROsHlXS5Lv/DCCxYzQaaXzJTLzN5yeiV4fcOT1rEOvCZen4mRBfFa0ZHp4osvtpiSQcoBy52vHniyAU8OR8enTZs2WcwxE0IIEydOtNiTSnJs0B2LkgDGdMCi09zo0aMtpuSHLlY8F/sz3X/Yt0NIyhEob3vyySct9hLieVK3GIliTLJHHpNyPUoJQ/BdyrKWySOr21DepUNZr48nC+KYSW/n9e+YOYrzvdfer776qsWUYnrJTDnvUZKXlkV7kk3PtTCG5khOmpW2nPS3Gjxpt+cSy35x7733Jo5FGdxFF11kMSVw7Is8Fh1D2acpz+fvnpsu60BJKO8hPG/6OY3H5f2FknZ+HkFJIMcoY+/5x3uGa0mU5FQIIYQQQggh3ge9/AghhBBCCCEKQa5lbw0NDe9Z1opJWkbqJXHImuwxpkxcnvynf/oniz/3uc9ZPHXqVIvp9BFCUs5DyRilQWl5UxOe7IsyAy7F0gWE0jXPdY9yHC5LpxMies5nLB+dTCiBuueeeyym1M2TyTWH/MVzfGF9KP8gMRK4GHkEHcrodDZ8+HCLmdgshKS0JcZBq5r2izkm+yT7CB2svvzlLyf2/9jHPmbxpz/9aYsHDhxoMRPmcvxQJueNDY4Hz82H/Z5JV+lotX79eovp4hZCCL/73e8s3rZtm8Vsm5hrVY/+zevQq1cvix999NHEdmwbSmH5e8xYzConjZFp5F0C5+E53FGWmZaMUcLD/ek+6iUA5rE4n3ruVp4blhfzmOxXLFv6uJ4TV4zUPS+SNhIjbfa2b8tUkwyYcyPn3BCSz1vsZwMGDLCYzzl8pmBMaXOMYy9dbHn/YVk9Z8d0Hfh5A6XQCxYsKFm+/fv3l/zdm5eJ9+zdWvuhVn6EEEIIIYQQhUAvP0IIIYQQQohCkGvZWxPecrCX4JFLeHlZ6vbw3NeWLFli8fe+9z2LKX2hlCeEZFI6OlF1797dYk/2dfDgwZK/e5IKb4mWkgXPxYv1TDuL8P+5RMvkXEx4OXv2bItff/319y1fjEtJtX0mqySS52PfjVnu9/CuyfLlyy2ePHmyxbNmzXL39+RD9XZI9OSXhLIy9pcQku5orN+kSZMsvuKKKyymyw+dd1gOOqvRXYfjhzJTyiPoerV06VKLV6xYUfKYIfgOfjHJm+sx97F/UlrL3+maF4LvdERixqg3Ztg3eN0oZeH1qdbNMW+wfdk/PQfPEJLSG/YfynYol2WbsY968xUloZ5s1EsSzLmbCVVD8F3d8nhv98iaxDdr4uvW1BZZ8e5LHAOUkbO/pJ00eb+gIyrlYJRCc16jaxpd4yhDe/755y1m4ms+p40dO9Ziyu04fihFfemllxJ1WLx4scV0baQ8jvdIzomcK7w5Oo99qVZ9vW3dBYQQQgghhBDCQS8/QgghhBBCiEKQa9lbY2NjaGxsjEpm5snH8piYyZNsEEpcuNz6z//8zxY/9dRTiX0og5swYYLFXHKlMxvbhokWvYR2LCtjlpXLqull5lL7cqk2hKRLyYwZMyyeM2dOyX1Yh+Z0KKsEb7mW7ef1h6zSB+93LtFz+Z1OUCEkXQFr5Z5UK0e4mMSuIST7w8aNGy3+j//4D4t/8pOfWEx5KJPVUYJA+RTbct++fRZTLuTNV56jTjphsHdNvX5CsiYIJZ40jPUZMWKExZQnpWV4MQn+ssrhPPexM88802LKCSmFyeoYmkdikpxSvhNCUqLGf6PkjHJpOlHxGvJeQekQ+y638a4txxLLs337dosp+Sl3LJIHCVi5MnhjoK0l6603Xp295wDKvEJIPquwH3ty5tNOO81iSskojfPGA4/DeP78+RavXLnSYs5v/NSByUhDSM5r3lzOenvus0XsP1r5EUIIIYQQQhQCvfwIIYQQQgghCkGuZW9NSU49p7AY548YaUVzkDWJH/Hq9sILLyS2o5MX5R9MtnX22WdbzCSpdP/hcm2MCwglP5RL0d2Kbm10KKGrXQhJSVs6wV0TniQnxvWqJfHKwfZm3bik7Tkbesf3zsVrxWvCfhFCMrkmXZk8uVYeSNfZc0SjJIcStR07dlhMxzbPOZB4LpRsr5i5q5wkqxo3KI8YBzWW7+STT7aYbm/Tp0+3OC3d82Q+pJq68ZhM3EunPcr12prbmydlKQflOZwTKOWkcx7nAMp2eBxeKyaH9BKT0pGK/c1LXhpCUuLoSbLzQLlnDW+e9pKF08U0j882LYWXzNRLvJuGbcZnDX5mwITqfF6iLJr3E0/6yWvL8UYpKu85vOYsW+z9IUbaWysX1+amVuVrW3cBIYQQQgghhHDQy48QQgghhBCiEORa9tbk9pb+rQnKgrgUzyV3b1m+ucl67pgl7XQSOzrmzJs3z2I6inA5nS5WdPbp0qVLyW245E5HFMqF+DuXbrm8yzjt0OXJh9gennzIO05zEyNf9JLHepKpauRMjLksv2jRIos/8pGPJPb//e9/bzH7TB7kJbEyL2/pn7IauvZwe8oUWOcY58CsssRYaUYM9XDDolvQmDFjLKYLEeWubNNyZHUO9OYG3gc4J7IcnnS6LeC1Vzl5n+eIRSj/8drM68deMm0PTx5arn+2VtmXJ3llkkvWjWPLc4dry8TU05ujy90rvETg3j2OjqEbNmyw2LtX8JiedJxzKyXYhH0kPaZZP68N2lpiXCU5FUIIIYQQQogM6OVHCCGEEEIIUQhyLXtrwpMLccmLEismbKR7WDWuSM1BVrlMenvKPLzkinQOoVyEybO8pVRKJTwnMs+BhcekjCq9jBsjY8uaHLG5l3RjysQ6MMkgrw/jtMTx/c7rlYFL7nSXSbf74MGDLWbyNZYjj21PvPHuyYE89xtPflhN8txYyVc9ZJ0x86CXkHXkyJEWP/bYYxZTvtocsjKvfJ6rX977aq2o5L7mtR/Hujffey6UMVLRGJfDdH3ynOQ0Jhl0GrbroEGDLF6/fn3JY3nXqq31YxJTnxh3s3LH8SS1nkSacjWem5J+77MM79mMUErnucGmzxGTCDzmGSHvyO1NCCGEEEIIITKglx8hhBBCCCFEIci97K3ckjGXGOky1r17d4uZUDPWhcg7f0stE8YmRY2RGqTd1ZqISZ7GJVceJ8ZdJSbRYblyt6blWq/evD6MmWCWjn0xS/ke3r68zpTVLViwILHd5MmTLV66dKnFnjtaS12f2HNVI3uqVd0qkbDVqi29enqyJcopevToYTElq2vXrrWYErO0W1JMMr1qXO3YD9mnKSfNoytkPah2PHiSH08q6kl5m0OqVMt9akGsDNZzxeN9gGPLSzgcI+UtCtV+xhAzP/I68PmH29C5lfda7hvzHBqbyD2Pn2+0Foo9YoQQQgghhBCFQS8/QgghhBBCiEKQe9lbCP7yLl0w1q1bZzGThT366KMWc8kwdpm4NckiYiRntUp4ldVZJHaJPg8yw2qJkRxS7jBw4ECL6fIT44CU1f2IMZffX3jhhcQ+l112mcWUPTHxoedClPdr2Jzly0tbxIxFSsYo05g2bZrFTz/9tMWxySirmXNituG4omslEzeTrHNXa6I56lArqU1baG+P2MTFHH+UadKJMybZdVtuy+ammmenrAnOY+Zlft5RjjzI0FsTWvkRQgghhBBCFAK9/AghhBBCCCEKgV5+hBBCCCGEEIWgVXzzQ7zvINasWWPxxIkTS27Pb4TSdqx5zhztEWuRG6NhrdV3QTHa/bZgzxir6Sbsc7QMpsXp73//+5LbeMfPah3sWdPS2jiEEGbOnGnxRz7yEYv/5V/+xeJTTjnFYma8jrE2bkmyftNW73M1B15/5bdnnB/79u1r8cknn2zxkiVLLPYsW9PnqpWltXcO9uPt27dbPGHChJLbxNgzl6tDnqllObPO8bU6fmsi5l5WbpuOHTta3K5dO4uZ8sD75iePc2sR8a6vl9rC29dLi1HuOreFZ6mWQis/QgghhBBCiEKglx8hhBBCCCFEIci17K2xsdH+429NUHaxZcsWi7lM3L9/f4t37NhR9lylYi8Demtacq6VBC5GBlGrDO6tmZi+1K1bN4spd6DFadY2y7oEXs6qmJbG3/nOdyweMWKExbSXp92wV6bWNGZaU1ljiMlgTuniFVdcYTH7AuU4lD16so70+WrVrt5xNmzYYDEtuk866SSLWU+OAU9SLYRHjFw8DSXGZ5xxhsV79+61+ODBgxZTjuqN3VpZYLemea+5y1qrc2T93MDbt5ZlKiJa+RFCCCGEEEIUAr38CCGEEEIIIQpBrmVvDQ0NiaXdpt9KsX//fotXr15t8aRJkyz+yU9+YnH79u0T+8e4kbWmJWGPWjn4VOMy1lrbLhbWlZKF119/3eIPfehDFi9dutRiSh86dOhQ8pjVtCWlPZQqpccZ5U2//e1vLb722mst/sd//EeLKUGlg1hMWfPYN/JSjhiyyh15rd98802LzzzzTIvp8PbMM89YfPzxx5c8Dq95rAsliamDty/LsW3bNov37dtn8ZgxYyxmfTg+y+GVrzX1E1FfYuWdhw4dsnjUqFEWr1q1ymLPhZB93ZOa1mOezaPcqiXLUE1bVvMMlr4ORZ+XqrkOWvkRQgghhBBCFAK9/AghhBBCCCEKQa5lbyG8u6zlyaq4NEzZzZNPPmnxl7/8ZYvvueceiynTCOG9sp+ikVXGVo0jXFvA64chJB2k3n77bYvp6nbBBRdY/A//8A8Wf/CDH6xJ+aqRJYYQwoknnmjx7NmzLT7vvPMspqR0xowZFrMOWfuSV6a21n/qRUwbe8l2r7rqKosffPDBksfhPJtOjPt+ZQihOvfImGNyXn/uuecsvvjiiy2m7C3WeakSVy9RLLzkubwfhJB0HqTs7X//7/9tMd0zvbEbU45KpFRZKeI8nZd6tjUHv6xUU59iP/ELIYQQQgghCoNefoQQQgghhBCFINeytyNHjoQjR4640hnGdO1Zv369xUxsSpkOpXEhJGVvMQ5AWV2sSK2c1SqhHklIW+tSaq1c09KSSf4b3bSYOHLr1q0Ws7926tTJYs9BKya5XUx9YutAedOvf/1ri6+55hqLWYfNmzdbTKlfDK0pMW69E3aW2y4GL2knpZgf+chHLGaC0GXLlllMZ0z2Ba//lJOMVSOj5e+UEnGcUMa3cOFCizn2Bg8ebDGdQb1kkulz15vmkKnU+xzNkVwzD3XwXNkYHzhwILHPRRddZPH27dtLxnRVzFoOT8LvlbWcRO/9zpv+t+aUWLXWcdLcDm0tdR+tRFJczXGzopUfIYQQQgghRCHQy48QQgghhBCiEORa9tbY2BgaGxvdpVgPbv/73//eYkof5s6dm9iH8iRvCblWyayyUstly7xLiZqTapxwykl56MjTuXNniy+99FKLf/azn1lMZx9KeDz5Quxy8vttH+twSAnGunXrLH722WctvvDCCy1mUlQm9IuR67UmZ5o8jm9CGRflaqNHj7a4W7duFv/85z+3mK5uBw8eLHnMmP4ZQnWyGK+feFIdHpNJhefMmWPxlClTLKZcM5Z698vm6Pd5q0Ml5WmpOrBPenMaf+/YsWNi/7PPPttiyu89KVpMPWPGGMeud5/hNryPxco+m3PObu5xUqt7U1E+MaiX82+t2kArP0IIIYQQQohCoJcfIYQQQgghRCHIteytCc+1iHjLu0uWLLGYsrfzzz8/sT8T37311lsWU1JRK8efGNlSJZKQalx1auXOU83v9SpTzPYeMeVJ90/+/+TJky3et2+fxXSiokOVJ00glCnEyCMqSdDIfTw3raefftriD33oQxZT1sEEqTGSPpJV3pcmDy5WWY9TSd28fShb6dKli8UTJ060mLIbulKxH3ouaDx+rJyymoS23Mbb3uurTHh6ww03WNyvXz+LV61aZXFaap2HJNjNMbfW6v7QFohxRvWkbnyGOPPMMxPH3b9/v8UrVqx433N7SbO9cnjSVG7DRNScGyh33bRpU8nzpo8V83s1NPezRtYyebRkYuQ8j+lq3d7KHTdLO7f8jC6EEEIIIYQQzUCuV34GDBgQQoj7q1vM2+Opp55qce/evRP/tnv3bov5Vw7+FUUrP5Ufpy2v/KSPw7+I9+rVy2L2v5EjR1pMwwP+tZrHyVomj9g+7K0ueX/d7NOnT8nt33jjDYu9lYIYtPKTJGu/7NChg8Wnn366xQMHDrQ4ZrWn3IpnqW1iqVXeNM8IgfXnX7pZf+akSq/85GG1Qys/zUvWPsm5kc8QTc8xTXTv3t3i4cOHW0xTEm8schvv+rDveis/vOfQkIFjwMvvlT5WzO/VkMeVnxi08lOaeq78pMdaORoam/uqCCGEEEIIIUQLINmbEEIIIYQQohDo5UcIIYQQQghRCPTyI4QQQgghhCgEevkRQgghhBBCFAK9/AghhBBCCCEKgV5+hBBCCCGEEIVALz9CCCGEEEKIQqCXHyGEEEIIIUQh0MuPEEIIIYQQohDo5UcIIYQQQghRCPTyI4QQQgghhCgEevkRQgghhBBCFAK9/AghhBBCCCEKgV5+hBBCCCGEEIVALz9CCCGEEEKIQqCXHyGEEEIIIUQh0MuPEEIIIYQQohDo5UcIIYQQQghRCPTyI4QQQgghhCgEevkRQgghhBBCFAK9/AghhBBCCCEKgV5+hBBCCCGEEIVALz9CCCGEEEKIQqCXHyGEEEIIIUQh0MuPEEIIIYQQohDo5UcIIYQQQghRCPTyI4QQQgghhCgEevkRQgghhBBCFAK9/AghhBBCCCEKgV5+hBBCCCGEEIVALz9CCCGEEEKIQqCXHyGEEEIIIUQh0MuPEEIIIYQQohDo5UcIIYQQQghRCPTyI4QQQgghhCgEevkRQgghhBBCFAK9/AghhBBCCCEKgV5+hBBCCCGEEIVALz9CCCGEEEKIQvCBli5AOW644YawZs2a0NDQ8L7bNjY2WsztY35P/5sQLUW6X5aiHuNBiFpRy7m13uNBiHqj8dA28Nopa1tWs31boJ7jYcCAAeFHP/pR1L65fvlZs2ZNWLJkiV5+RGHQy49o7dTr5ub1XT3siTyjl5+2gV5+akNzjwePXL/8NDQ0RDeMt13W34VoSbyHuqyDXP1etBTV9rF69F31e9FS1LLv1fv+IHxi2jj2j+1ZjtnWqOd4OOqo+C959M2PEEIIIYQQohDo5UcIIYQQQghRCHItexOiCHjL40VcEhdCCPFndH/IN7o+zUu59s7S5lr5EUIIIYQQQhQCvfwIIYQQQgghCoFkb0K0MFoeF+LPeOOhGncrIVorGg/5I8aCn+ha1Y5y4yGLk5xWfoQQQgghhBCFQC8/QgghhBBCiEIg2ZsQQojcI7mIEH9G46F58eRtR44cKbn90UcfbfGf/vSnkvuKlkMrP0IIIYQQQohCoJcfIYQQQgghRCGQ7E0IIYQQohUhB7Hm5aij/rxWQKnbBz7w58foY489tuQ2RBK4fKCVHyGEEEIIIUQh0MuPEEIIIYQQohBI9iaEEEKIzMQkeBT1QVK3+hAjJ2zXrp3Fp5xyisWUve3evdvi/fv3V3wuEUdjY2OmNtTKjxBCCCGEEKIQ6OVHCCGEEEIIUQgke2ujeMupMcusWZditXQrhBCtn5jkjdyGDlia+0VR4Nh4++23LabzG7dhrOelfKCVHyGEEEIIIUQh0MuPEEIIIYQQohBI9tZGiZEseO48WWVy3vGrOY4QQoj6w3uFN2cfc8wxJbcXorVSzTOJJ2M7+uijLT7hhBNKbv/mm2+WPK8kpM2LVn6EEEIIIYQQhUAvP0IIIYQQQohCoJcfIYQQQgghRCHQNz+tjHI6VepKqR/lPrRiJO+8807J43rni9Gqerap5b470ndCQghRX7z5m9/2dOjQweKTTjrJ4kOHDll88OBBiw8cOFDy+Ly3xNxPvG9RhaglWfvcvn37LO7Vq5fFJ554osUcP2eeeabFL7/8ssXbtm2z+K233rL48OHDJY9T7hs7jZvK0cqPEEIIIYQQohDo5UcIIYQQQghRCCR7a2WUWwL15G2ULzAbMZdcuczK3//0pz+VPLcndePvXMb1tmGcRlI3IYSoDZ5Epn379hYPGDDAYsp2OnXqZDHn7B07dli8bt06iyntefXVVy2mZE6W2aIl8WSXjPlcxGeh8ePHW7xo0SKL33jjDYuvvPJKi08++WSLjzvuOIsph+Px+ZxWTs4Wk1okZvsiopUfIYQQQgghRCHQy48QQgghhBCiEEj2liO8pVdSbgn02GOPtfi0006z+JRTTrGYcgQurXpQmsDsxXT/4XItt3n99dctpgwv1qGEsjkel8jtRAgh3ktaUsz58fjjj7f4rLPOsvjDH/6wxX379rX4jDPOsJhSIDq5bd261eLFixdbPHfu3JK/79y5s+RxNI+LelDOWdbbjp8A9O7d2+KLL77Y4hdeeMFiPlNxzPD5Ze/evSXPtXz5cov5TNWuXTuL01JR/n+MA6/3HNYWaGhoyDR3aOVHCCGEEEIIUQj08iOEEEIIIYQoBJK9tTDe0qPnmsZlzlNPPTWxT48ePUr+2549e0oey1sa7dq1q8WjR4+2eMKECRZ7S7o81/bt2y1esGCBxdOnT7eYSfJCSDqheIm+PKmbnEyEEEWmXAJpymcGDhxoMV2pzj33XIs7duxoMeUyXsLqLl26WNyzZ0+LR44cafGvfvUri2fMmGHxK6+8UrI+QsTg3ftjHQX5LERJKKX7lLp1797dYiY/pZshx8D+/fst3rhxo8VXXHGFxYMGDbL497//vcWU0qWfa/i8xPHNhMN85vOe/9oCjY2NmZ772lbthRBCCCGEEMJBLz9CCCGEEEKIQiDZWwvjOXRQSsZtJk6caPHw4cMTx1q7dq3FmzdvtthLLEfJGc8xdOhQi2+88UaLuSzLxHVM7EUnE0olPvWpT1lMRyHKIEJIyuO4VMz28FzgvCSvQgjRluBc5yWfpnwnhGSiUsrezjvvPIspl961a5fFTMa4e/dui0844QSLmSCVibWZLNVL5PiHP/zBYm/eD8Gvqyg27AvsY3TATfcXry+xX3br1s3iadOmlTwHYb9nP+bzFccSkwR/4xvfsPiDH/ygxbNmzbKYzz4hJKWpLCuf/+jwy2c+Lwl9URx0NXsIIYQQQgghCoFefoQQQgghhBCFQNqgFsZz5+Fy/9VXX23xX/3VX1l8//33J441e/Zsi7ncS0eQN99802Iu+1K+cPrpp1vMRHT33XefxZ70YeHChRZTGnf22WdbfO2111r8l3/5l4k6MDkrz03nFMoxeD4m2ePSLdvCcyoSQojWgieXPvHEEy0++eSTE/vQDZTzcefOnS2m5IeOU48//njJbXgOurrRGXTUqFEWDxs2zGLeiyiXnjdvnsWUVIfgu3ppLi8GMa5udD2jK1saPp9QJs/xNG7cuJK/r1ixouTvTIq6bt06izku6WK7aNEiizmWzj//fIspe0uPB5abMju2AZ/PmEyYeEmG27KDrlZ+hBBCCCGEEIVALz9CCCGEEEKIQiDZW46ggwhdPK677jqLuYz7wgsvJPZnYitK3ShT8OQBdP7g0uovf/lLi5944gmLmeSUUjUmNmWCMC7dUrbG44SQTAA2YsQIiz/3uc9ZTFchusP94Ac/sPiPf/yjxZ47XIxsoi0v+wohWie8V1Dicsopp1g8ePDgxD6UnFGKRlnw8uXLLX722WctpiztpJNOsphyo9WrV1tMt6pevXpZzPsay/Daa69ZzDma83sIySTabAPJ3opBTFJ4ysoo9WTfCSGZnJROaXy+GDt2rMV8jqBkjg5vGzZssJjJ3KdOnVqyfCzT3LlzLd6yZYvFdG5LO9axTHRyo/zOk7R5ieM5/mKSy+eFhoaGTOXSyo8QQgghhBCiEOjlRwghhBBCCFEIJHtrJrwlQy6B0v2GiUm5hElHM7p7hJCUunGpk+fgMimXNOk0wmVc7stkeGPGjLG4ffv2JfelbILl5jHXrFmTqAPLTQldly5dLP7MZz5j8bnnnmsx60+nODqqcNk4ZolUUjchRB7w5iLO45Sk9evXL7HdkCFDLKb8jPMx5W2UM3Nep/Mmf6dcmpI0yp8py6MLFeVJLPfKlSsTdeCxiObpYhAjQ+d44LMTnwlCSD5vEfZpbsNnFR6XsN+/8sorJbenrIxStf/6r/+ymBJSbsMxkz6u535HeG4+U1FmF/MJgEdLfibQ2NiY6Zxa+RFCCCGEEEIUAr38CCGEEEIIIQqBZG/NhLdkyOVJuu4weRXlY5SbUeIQQnLpklI0LsVyWZC/MykdndUoZaAUjw4+PBcT3VE2QRcU/p52JKJjHZeZ6VhHaQadjlgmJvF78cUXQylYfy4HCyFEc+IlLeV9g/OVB+fPtESGDmyUunFepxxu/PjxFvNew/mb9yzef+jexvmadWA9eUxK4yhlDiEpi047XzWRd1cqkQ1eQ8r2ef0pDaOE0ktAGkKyL7788ssWczxQAsfx4yWL5/MIxyKTwnPs8feZM2eW3JfjOD0H8DmR/8bysUyTJk2y+JprrrH4nnvusZhOuRxLPI6XLL4l5adyexNCCCGEEEKIEujlRwghhBBCCFEIJHtrJryleE/uwKVOurpxuXHKlCmJc9DNhEm4jj/++JLnuPLKKy2+8cYbLe7cubPF27Zts5hJwbj8TLkZnXr+5m/+xmIu9dJlhEupISSXppctW2axJ83o1KlTyW0GDRpkMevvtbekEkKI5iRmnuE86+1LSbDnHhpCUhbDfbgdXTm5Dcvh3b84l1OO48Gyck6nK13v3r0T+1A+zfIRb14X+SZrAk7+Pnr0aIsvueQSi+n0yueXEJLjgc8OlNCxjzImLEdaatoEkwd7/ZZS0RgZbAjJOnhSND5v8XOA4cOHW3zbbbdZzMSrs2fPLllury1aErm9CSGEEEIIIUQJ9PIjhBBCCCGEKASSvTUTMVI3uqadddZZFp9zzjkWn3/++RbToS2EpFxg+vTpFlNKxm2uuuoqi7k0+vzzz1u8YMECiym/4/Iul3QpQzvxxBMtZmI8JlTlUm8IyeVnLuNyuZv14fYs09ixYy2mUxGT5OVd3ub1mby4qwghaoM3F1HWwm0Y0xGN829a9rZ+/XqL6dJGR8+1a9da7CUn5T2L8jZK5nbs2GEx56i+fftazPsdJXNdu3a1eMCAAYk6vPTSSxYziaSX1JvlYzk0b+YP3u/Zx/g7pVd0vv3+979v8RlnnGHxt771LYvTSeHp3kZ4Ds9pzus/ngPhrl27LOYzi9c/iSd9TZeP+3MMUDq6adMmi2+++WaL+QnE1772NYu/8pWvWLxq1SqLPee3lkRub0IIIYQQQghRAr38CCGEEEIIIQqBZG/NhLccyiRaZ555psWXXnqpxUxMxe3TCa8+9KEPWXzuueda7MkAyNNPP20xk23RIYVLnZ7LCKUPTG5HqdvQoUMtppwihKQEg64rnlyNLkFsJyZPnTp1qsV33XWXxZ4zS15kZd65JdloObxldV0TUQ2evKZbt24W052Jki/K29gPt2/fnjgHJcaegxTnX87fnqSGcz+TUvM4jCm3Y2JTytbo8rly5cpEHSjrY9tQFs2ElZQbESW1zh9en2Qfo1TypptusnjEiBEWU7rJe3w6Ya4nKWU5KIHznn88OSXHMZ9l+AzmOb9VkkSU+1DqT/feF154wWJK4FavXm0xk59ee+21Fv/rv/5ryXJ4csXmJqvbW+aXn8WLF4fZs2eHDRs2hN27d4e33347HHvssaFTp06hV69e4bzzzkt0RCGEEEIIIYTIA9EvP4cOHQp33HFHWLRoUTjuuONC7969w+DBg8MxxxwT3nnnnbB3794we/bs8NRTT4VRo0aFL3/5y+950xZCCCGEEEKIliL65efee+8NS5cuDV/4whfCxIkTS8qnDh8+HGbOnBnuuuuucO+994bPfvazNS1sayAmiSZfCvv06WMxZWvjx4+3mEuYXCZNu2xwKfbAgQMlt6OUYcmSJRa/+OKLFlNiRpmC5zbE5WA6qHDZlwlYuQTco0eP4OG5vDCBK4/FOn/mM58pGf/hD3+wmNKRdLLVPJDV7S0vcr3Witd+3hI/pTNq++xkbbO21sZev+IcSskuEzfPmzfPYrowcX5PS754XErOunfvbjHnQUqMCGVsMQ5ddNmiWxvvMywr5XmUw4WQdCs977zzLKasmnIeup7OmTPHPW4TMclZRX3g+Ka0kv3nYx/7mMV0Dvy7v/s7i3md6RZIF7gQkvJI7/7vydg82O/Zl6qRg1Uy1/GZke5ybGM+e7J8ixcvtphSWyq6Zs2aZTHHXvpTjDwTfUVmz54dpk2bFiZPnuxOEB/4wAfC5MmTwxVXXJGwSxZCCCGEEEKIlib65efgwYOJD6fK0blz58TbphBCCCGEEEK0NNFrvL179w7Tp08PEyZMKPstz6FDh8L06dMTS2pFwpO6MeaS5CWXXGIxHdqYIHTjxo0l423btiXOTWkZY67UcemWMjG+rHrl5pImZWiUU1BCwWVmStXKLY1SUsHysdxsYy5Xb9682WJK+kaOHGkxl81/+MMfWuzJx1qSGLe3mG3yUp+847n/eL+zT3puQSI7MfLDtoA3RinnodSE8ziTYHPOpZSH8q/0OXbv3l1yf9532O95bm5DKCWjyxbHA8cMy0dpE+V2TI4dQvJ+2a9fP4t5Pzr++OPftz50vdL8mA84Hihn5/MmXXD/+Mc/WnzfffdZ7LkXpucP9g32S89pzZN4enO/J2v15jdPRl0uiSj/zev3hG6JTGzP3+nwS8fICRMmWMznUM9FMu+S/OiXn+uvvz7ceuut4aabbgoTJ04Mffv2DR06dEgYHqxbty7MmjUrvPHGG+GWW26pZ7mFEEIIIYQQIhPRLz+DBg0K3/3ud8O9994bfvvb35Z8Gz3qqKPCiBEjwic/+cnCrvwIIYQQQggh8kkma5PevXuHm2++ORw8eDBs2rQp7Nmzx/L8dOzYMfTo0cNNHFkUvKU+LgdOmTLFYsqwuM2TTz5p8TPPPGMxpV1p+SH/nzGXU+neFuNo5dXHW6KlBO7000+3uGvXrhZTYke5QwhJ2Qa3o6SC7cSkrywTk60yeSyTdj388MMW79ixo+Tx846XfJDtFeNA2Bbx+i77tydHoGyAfYzyH0o5PQcs9sm23t5Z8eYfr53aQt/15B/sV5yvOI65zbhx4yymjJpJQZ999tnEuSlnoUTGcyL1pNC8DuzfPKbn3BXzLTDl0pS2hZB0lmJ7eJJsbn/11VdbTIc8us6RPEp12jJsb15byiCZvPy73/2uxZxzOX4o/6eMPoTkuCGUerEclNh7z0hvvfVWyZj9kGPaqzO3YX9OSzQ5XjnOmPiYz4w8h/fcxn3Xr19v8Uc/+lGL+Qz705/+tGQZvDk9LzLTinwdjz/++ITtphBCCCGEEELknZr9ifudd95J/GVJCCGEEEIIIfJEppWfl156KTz22GPhwIEDYfjw4eHqq68Ohw8fDj/84Q/D3LlzQ2NjYzjllFPCZz7zmTB27Nh6lbnVwKXRUaNGWfwXf/EXFnM5lAk4n3jiCYvppkHZGmUGISSXHLkd8eQBdDuhlIESB8Y8l+fmw6VOLhmXkxDwWFw2pjyO9eZxWW66GbFMXLGkdOS3v/1tyfJ5S7TNLYnwXMZYf9Zt2bJlFhdVsuElXfTc2yZNmmTxNddcY/Ho0aMt5riiY9TPf/5zi2fPnm0x+ySRpCZ5HSi74LVqaykTvGtNuThTSlD+4iUm5b7sb5zfQwhh/vz5FnM+5VzZsWNHizn/shw8B+OYewvPxWPy+p9yyikWU3IaQlLG5El+WG6ej85xZ599tsV0DfNkO0osXR88iTklapyXKcOiWyCvLaVxHCexsjevv7JPUxbN6+5JRb37DyVmlKRxDqCkOp2c13O2o1ue547L39k2/J3tzefQT3/60xY/+uijFrO98v75QPTLz6pVq8L3vve90L59+9C+ffvw0EMPhf3794fDhw+HrVu3hquuuiq89dZbYc6cOeGOO+4I3/72tyWNE0IIIYQQQuSG6JefX//616FXr17h1ltvDccee2z45S9/GR599NEwcODA8E//9E/21vqJT3wifOUrXwm/+c1vwle/+tW6FVwIIYQQQgghshC9LrVhw4ZwwQUXmOxj0qRJ4fDhw+HCCy9MLNd98IMfDJMmTQqrV6+ufWmFEEIIIYQQokKiV34OHDiQ0OU26SWpTWyiS5cu79FXtmW87zH4fQC/Iejdu7fFs2bNsnjOnDkW81sgapup5eRLZwj+9wUxdtXUOhPqNlkfz1abUM/Kc1F3mq4Dy0ENK/sTj0V9N+u2d+/ektvQNpPf/PB7K2py84KXCZrXZOTIkRbT8pb18ayd2yJeZmz+fs4551j8ta99zWJKdr1v6a666iqLmdfsO9/5jsUzZ860mOOkrbd9DGwDavY5h65du9bitvBNhXev8OzU+Z2B9w0b5zduz/t1CMl+zG9+OJ/w+yEea9euXRZzbuV9ivMM71OeFTDrwOcIztHpewu/edizZ4/FvKeynbgNs9j36NHDYl4H7z7o0Rb6ZF7gdeM4ufDCCy2mRfmpp55q8eTJky0eMGCAxey3GzZsSJyPY47furFfMvUGxwa/S1u8eLHF/OaH45jfF3FcsX/T4p3PJhwb6WcTfvfEb005Rnk+7s++SztstoWXSoRl5XXgN3ned+FpWmoMRa/8tG/fPtGgH/jAB8LIkSMTE1UTr7/++nsmXiGEEEIIIYRoSaJXfvr06RPWrVtn/3/88ceHr3/96yW3XbNmTejWrVv1pRNCCCGEEEKIGhH98nPllVcmMt967Nu3L+zevTuxDFkkKIuh5eKHPvQhi7dt22Yx7XIJl0MpFfBkdSH4ttQxmdE9SYUnV6PcgcubXjZibsNVwbRUj+fgsSh3YBsQbkPLRS5dcwm5f//+FtO6kvmq8ihP8jLDsw6eNW2RZBqsN+UIXNb/4he/aPGIESMs5pjzLHw5/oYMGWLxV77yFYspteC4zyqvaYuwL1KGRLks/+DWFuA8y7HL+f71118vua8nX2Ff5b5pm3DKiCkHYntTzsNj0fKWx/Usuj0JNuf3rl27ljwvLb35ewjJ+ZgpDzgWKXvi3M/nF8+G2MObN2V1XR1e+/GP55SA/ed//qfFffv2tZiyY/ZPSsEoyQoh2WfYB9ivzjrrLIs//OEPW8z+/eSTT1pM+Tz7MWXUHK9bt261eMyYMRZT6jd8+HCLeY8PIfmcM2PGDIufe+45iylx5Xjy0oRQ4cU5w3u+8CznY9KEhNBy4yb65WfIkCGJG7xH+/btw/e///2qCiWEEEIIIYQQtSbfWYiEEEIIIYQQokZEr/wIH89N7WMf+5jFp59+usUPPPCAxZQWcMmQbjlcevSy04fwXhlcqfIRyi482ZsnV6PRBaUPLBPLyiXWcpIfT4LgnZtLrjwfl3qXLVtm8ejRoy3msjSXdD3ZSXNL4Hg+tosn2eD1pDQwj9K95oDtxP595plnWnzBBRdY7MmK2K6eBI7bUKbB4993330ly9bWr48nbaE8heOPEgzvOrRWPLdFtgVlJ94867Uj5y4eJ4SknJeyN09Cx/sO3aD4O+dfSng43rgNnaFYN87XLBvn6BCS9w7KkzwpdZcuXSymcyAlcJ5ELwZJ3bLjOR6yH1P2RWcxjh/2K8ob6aBLd7j0/MFy8NmJErXzzz+/ZMz+zWe1l156yWJ+GsB+TGdC77yjRo2ymPVPu72xDa677jqL+ezJscUysd9TPrdixQqLt2zZYvHQoUMtZv05z7B8Me7DtaShoSHTvVQrP0IIIYQQQohCoJcfIYQQQgghRCFo/TqCFsJLtEkHkiuuuMJiLg3SAYpSBjpoUFpAuUI5Nw0uRXryOE+CwiVhL6Gm5/zG83IbL7GVJ60IISmd8Nzi2GbeOVgOtjeXd7kUzQR4XOptSUmSJ43i0j+XzVlnbuO1UVuXbHgSzEsuucRiymU4/jyJlTfGCPsqkxs//PDD77tvWySmn7HvxrgEtYW+68l/WDfKxCjhYnvRrY2Ogq+88krifF6iUk9O9+qrr1rMeZPjhJIf9nvO8ZTm8LyUrbEtOP/yvCEknRqZOJLyUm7D8U35D2VSnENj3FDbQt9rSbznC7Yx3ds4V7JvsD/zOYLOhOyH6c8C6DB50UUXWTxt2jSLKT/j/hxzlKUxKSjL4T2PUepGOTZd2Tg3UGodQnIs8pmMY4uSYo5RlolJpjmu+vXrZzHHEpPOs+1jxlK9xk9jY2OmY2vlRwghhBBCCFEIqlr5OXjwYNi1a1c4cOBAyTcufiAlhBBCCCGEEC1JRS8/+/fvD3feeWeYM2dO2QRh999/f8UFyzue+9b48eMtpsPbggULLObSJZcqveSiXlLP2GRR/D1GSuU5hVHiwDpwOZS/cxmbx9yzZ4/FlLmFkHTh4bEozWCbeXXwksTu2LHDYiY5pQPLkiVLQilaUnbjXUPiJS2Luf5tEfYfutwwcZ3X170ksZ7MgGODS//Dhg0rGTO5sSc7SpeptRIjtfXmU298t4V28RzbKClhPTlvUpJGdyb+nr5vcD6mNIz9z3PSZMzjepJabuPJdlhnbuNJ6UJIyopYJvYNJhffuHGjxXT9TEsCS9HWZJYtideWvG6UYXEMsA9wXyYtZcJcfnrAfj5x4sREmfj/zGHJ5xnCfsmysk9SPkd4TEr6xo4dazGfRyjRfO211yxOJ2rlcSldo0SW9yNPauvNDRxjPA4/JeCY9q5nNY6KsWR1e6vo5efHP/5xWLBgQZgyZUoYPHjwe7LOCiGEEEIIIUTeqOjl56WXXgqXX355uP7662tdHiGEEEIIIYSoCxW9/LRr1y6xrFYUuOTKJUMu6Z177rkWc9mPybY8KAPhMfm7l8g0fT4uP3qSkhiHJTp5cHmT5fCcqyhr8JKCpZdxeSwud3uJD2Pc5dh+lDtweZxLzl7i0JaU3XiOfd5ycluTCMWQlqZwjNJJh9fac4TzjuPJUT0XHboIMnHf7NmzS56rLV6rGActT6bp9fvWipd415M8091q3bp1FjPpKOdZSnC6d++eODflNuyv3I73dUqBOG/y3FR9sByUIVFWRxcqyvjonkXpXefOnRN1oJScznaLFy+2eNOmTRbzvsvfeQ8ibaGP5ZEY2SCfKXjdKC8eM2aMxbyGdE2bMGGCxezD6YS5lIzx3Hzm4fMJnQc5figTo8PvpEmTLOazU7du3Uoeh+NnzZo1Fq9cudJijpMQkmOXY59l8iSHPBbbgvcvjkVPluh9luE9X+ZFQlqR29sFF1wQ5s6dW+uyCCGEEEIIIUTdiFr5oV95CO+ubixfvjzcdttt4ZJLLgmdO3cu+Vd3/mVdCCGEEEIIIVqSqJefm2++2f03LjenaQtub94yOJfuuPTPpFivv/66xZQNePI5b/mQ0itP2pU+rue64blYcWmZcLmW9eFxWDcu43LfGKlWCMllVk9mx7ql3YCa8JzPmGSPx/SkUHlxR8uaMMyT1JC2LvGgUw2lEFzi99zeCMcf+703Fj2XQ8og/v3f/93ichLFtnyNvLp5Mt28jMUYPLmeNy7ZV9nfKDGjMybnRiYl5HE4l4aQlJBxDDChImU0/OPlwIEDLWbSbeKVg/Mv3dfmz59f8ncmdk1L9yjn4Vhk0lLKhJgIk7KimCTQov54Y4PXk85i/M6cfZJ9m9I4yizT8NmBzwVr1661ePXq1RZz/mE/5PMfxxJldp58ntDhjbIyPr+l+yolpRxzLCvdbon3nMNnJ/7uJTH2PreIHVctJYmLevn54he/WO9yCCGEEEIIIURdiXr54V8shRBCCCGEEKI1UpHb25/+9Kfw1ltvJZbcyJtvvhnatWvXLImN8gDlBXTcoByMS5okRvbmJabytg8huXxIeQCX/rmMyWVZz2WN5+MyMZc9KSXzkmix3/C8ISSXXL1jcWmVy6/c3pPI8Jp4STBjaEn3Ei/xoyep8Zaf8+K6EoPX3p7ELISk7OCCCy5433PwWJ5MwRsPXtuz3ExCRxc4JrFLXyvvGuXRPacaKNngfJL3usVI99JzXBNeAsGY41BeQ4c2zq3pvkR5Du9TdJ+izIxSon79+pU8Du8n/J33HNaNLlZ0m6LDFuVz6bZj3+C9gjHnde8eybbhMbOOq7Y2DpsD797Ma0254n/+539a/LWvfc1ifmLAccJnLW/shZC87mkXtSY4T7NfUU7n3Y89B1DC7Tl+eO9i306PaY5Rlslz+/U+P+BzFK8P5xOOpZkzZ5YsN4/D43tSv0rwxlxjY2OmMViR2PXuu+8Ot9xyi/vvt9xyS/jZz35WyaGFEEIIIYQQoi5U9PKzaNGiMG7cOPffx48fHxYuXFhxoYQQQgghhBCi1lQke9uzZ09iOTBNx44dEwmh2gqe3IbLflzi59JtzLInj+m5b3jlSR+LMZdrKUcgXB6mHIPbe3I4/u45zhEun6brwDbwJCWsj+eEx989dz3WjbK31iRlYB08h7vW6phFvOvgOc2EEMLo0aMtZoJHb5yx37OPsS0pj/AS/XI8sL/x+tAtaMeOHSXPVY6890sPr9yeBCPvsC+x3LzWTMzpyWtYf95b+Tv7G+UolImR9D2HUje6W7J8njsWz0Gpmyf54faco+ggN3jwYIuZwJXQ9SqEZHtT+kf3OpaJklKS1T1T1I4Y2Tavw69+9SuLOadTyuw9g1ACl5ZAevJ5SsnYj5lUlc8XnuOaJ/3kuPQS27Nvszxp2RvHK8/Hfs968xMNSk35rMrEyhxXlKw+/fTTJY/POYa/e06LIWR/DqnVGK1o5efEE09MZFdOs3Xr1rIWg0IIIYQQQgjR3FT08jNq1Kgwffr0hBd7E+vXrw/Tp09PvKELIYQQQgghREtTkezt2muvDYsWLQpf//rXw5gxY0KPHj1CCO8mZFuwYEFo3759uPbaa2ta0JYiRiZE2ZvnIhOTCIq/c5mUq2i1lC1xydVbfvXcQbwkdiwfj+k51qVlPp6DlrdNTJJPz/nOcw7y3OtaUhLhJU30ZIwxx2kLlKsPpW6UEnnubeWSyTXhJdv1juMl/eXxvTmjXDlaK56klHOcJ3vLo2TTm7PpmsbvY9evX28x/3hI6Qz7KvuDlyjb6yOUy4QQQq9evSw+44wzLKa0hcelzIcyds6VO3futJjJT3kuSodYVrofsr3oJEq5TAjJ+w6PSzkdy+SNLe/+EJPgWtK42uGNY86blAU/+OCDFo8dO9Ziyrm4L2VvaQkkZV+eYy+PxT7jSVC9ZyfiJaDn9hyT3rNJ+licNzkWvcTc7MezZs2y+Oc//7nFXiLYV1991WI+57HcpFzS9ZYaTxW9/HTq1Cl8//vfD/fcc0+YP39+mDdvXgjh3RvYhAkTwnXXXVf2myAhhBBCCCGEaG4qevkJ4d0Pdm+88cbQ2Nhob5nt27fPzV/khBBCCCGEEIJU/PLTRENDg0kW2uKLj7fcHSOR8Vw9vG08d7SYZFnp8hHv3JTrebIdb+nfS05GSZrn6lKuzlxO9hxcPDxXNy+BIJeDvbp516S5+7p3HSgLYT/kUrl3TVorMdKUNF7yOfYB9mPP0Ypt6TkKcntKESizeP311y32JHBtBbaHN7ewLT1HtLz3XS8RM/HmSuL1AUpZCOc3ukSl1ReeNIjXZO3atRY/9dRTFtN1jdtv3LjRYspirrnmGosvv/xyi3nNec8ZOHCgxRwbdKEKISm/oxyKbcbfub3n4FgPSVtzyOTaghTPm1spb+RzyqZNmyym+1jTpxdp2M8phwwh2R9iEqTHJIL3ZLCc+zmOWWeOXY5Vz2UufVxK/DiH8h5HiR4lakuXLrV4w4YNFlM6yzpzbvHuX57DW3oeb1WytxDe1fw98MADYeHChYmVn9GjR4dPfOITiazTQgghhBBCCNHSVPTys3Xr1vDNb34zHDhwIIwYMcI+Vty2bVuYOXNmWLBgQbj11ltDt27dalpYIYQQQgghhKiUil5+7rnnntDQ0BBuv/32hGNLCO8uS956663hnnvuCV/96ldrUsiWJMZNjEt63J7LhFwCjZFHcKmSy7OxeBIoT1ZGuMzKZVUvaZd3Lm5P+Q+3T0s/vCSP3u+eG513TVg31p/1ZFm5TOxJ45p72Zb1ZPtRLsJyexKr1iqViHVhWrJkicWUGpx66qkl9/dc2rx2iknQx3GybNkyi3lN8i7nqhZP8sC24bzh9de8ECN/pjMbEwJy/qEshPIu9lXKXLgvk+RSLsPf07n2eB04bzBn37/9279ZPHfuXItPO+00iylJogyJ9eH4oQqECVUpT+N8RZlT2s3ymWeesZgOVcOHD7d4xYoVFnvS83Ly8VJkTRTdHHNra52/vTnbk95zbmCfnjFjRsnj08nQk6Gl/43PWJSMsc945WB9OEY533MsUa5HedtHPvIRi0eMGGFxuf7GMbdnzx6LKVP13G7JWWedZfETTzxR8vgco9zek88xWSqJfearNxXdWVasWBGmTJnynhefEN61r7zsssvC8uXLqy6cEEIIIYQQQtSKil5+Dh8+7H5EHsK7b8jex5xCCCGEEEII0RJUJHvr06dPmDFjRrj44osTS2EhvLtkOGPGjETSsdaM5/zFpURKprgNlzQ9qVKMpMY7b7kXTMoOKFPgMi6XQLlcS9kF4xgJAZeDPRkal1LTS56eRMaTGHn78uWcS9pcouXx6VTkLcM2d5JFTx7gOefxWjFRG+vWWolJGJeWkFJ2sHr1aos92Rv7Fce0l6g0xu2N14QyDf7uJTFuK3iJJllv/s62j0nm2dx4UlvP5Y+SthiHO45XysQoB6MEh/2TZaDTWQjJMbB161aLZ86cafGzzz5rsZeMmvcNL6EkJW3PPfdcyTqwLegqRdkS+0IIycSwrB/bkvKfmPtGNWMuj+M1jy5wMfO397zAvs76cD5lH+a35ldddZXFgwcPTpybz0V0guP4o6SUx2Vf4j1h/vz5Fj/00EMWs09u377dYiYLZQLkW265xWI62fE5rVy5Pec8z/l10KBBJc9HiR7HYteuXS2+9NJLLeY8znmvnPNxLR0WszyXVfTyc80114Tbbrst3HTTTWHSpEnWKbZt2xaeeeaZsH///vD5z3++kkMLIYQQQgghRF2o6OVn2LBh4eabbw6/+MUvwiOPPJL4t969e4cbb7wxDBs2rCYFFEIIIYQQQohaUHGenxEjRoTbb7897N2715a3unTpkpDbtAU8OQuXPelOxGXJrHIW7/ie7IbSihCSS5pcKuaSI2PPRY6yBk9yR5kGnUW4pOklCPOSrqbJmtjUc2EintsdZUisP5eMm5uYBLOMubTOcehJw1qry5gnhUp/h0hJwJNPPmnxmDFjLOb15bG8PhqTkJTjikkgn3/++ZLHbwvXpBzeHMK29xL3etLCPOJJ2rxyc47iHEoHNUp1OKa9RL28F1FeE0JyPLDtKSWjLJjOcU3pLELwxwBlSyeffLLFnFs5R3nuWZTXpKV7vOdxvLN8nsw3q8NbayKPUjfilYnl9txkTzrpJIs5l7Bv8NqyL1BmSQlbCMl5etWqVRZz3PTp08diyqUJx9Vjjz1mMd3O6JZ45plnWsykwjQJu+OOOyz+6Ec/ajHHZAghbN682WIvYTfHKNuMbc96Tpw4seT2dIXkGGPdGHMO8Oa6dDmak4pffpro0KFDm3vhEUIIIYQQQrQ9Kn752bdvX3j44YfDwoULEys/o0ePDtOmTdMLkRBCCCGEECJXVPTys3nz5vCd73wn7Nu3L/Tv3z+MHz8+hPDucuGjjz4aZs2aFW655ZaSeYDaIpQacImfy/qUBHiJvShbi3GSSru98dyei4rntEbXPkofuOTsyee4BEo5nLecyd/TsjLKOf4/e38ebUV1ru3DE09iExUEVBBB+kakFUTssSWgxt5oNJ6oSYwnMTlN4htNTN43DpMcc37nmMToMcYm9hoT+x6VRlGQHqTvlFZAELDXsL8//PaTq8r1LGatZu+1d93XGI5xu1iralbVnLNW7Xmv+4kpfuXtw0th4nFyXyxKGFPQriGsBTFpb9Re2ltDp9RVA+98e9cqhORy/7PPPmv6K1/5imlaEGi18OxwtBZ46US0vt5zzz2maYErViqgueH1Y1pSmBTGOYrnvin13Zji2J5Nl1YWvs5EJs65PC+cf9PJUF5RRyatsVgoi5MyvZXvZ6obE+S8gsGehYnzr2cBTH+G9qa+ffuanj9/fsF2eH2pFm1iMcSMh1o5zhjbG+dT9jH2Q87LtGrR0tazZ0/T7M+cb0JIJq2xX7H/0YLpJby9+uqrppmoyO9RtHVSd+/eveD7mbJ29913m+7SpUviGHhMPJeeLdazFjJVskePHqaPPfZY07NmzTLNa8J9ealuvG6c60PwvxvHfH9MJ7xm6eMlPfzccsstYdu2beGaa65JnKgQPvMw/upXvwq33XZb+PnPf17K5oUQQgghhBCi4pRUOGHx4sVh9OjRn3vwCeGzp8ZRo0YlnlyFEEIIIYQQorEpaeWnVatWiaWuNDvuuGMi6aEp4C0Pe69TcwmUharq7YAhJFM6aJPzUtC4fOilpqWhDY6WBy8djNeQy6dcfiV8P5eD3377bdNMBGEyD+1m7Bvp34Z5aXExlgXvmvC80HbB46G9wisaSIpZDiplL4jph16hVhZka6q2jqykrwn7EhOt/vM//9P0T3/6U9O06bJAsTf+aCGg/ef+++83fe+995rOurzfHOGxch5g3/XSFr2Uv1rs3zF2I++6szggU6gOO+ww07QF0W7Geb9YUVjOiZybOT/SVkSLGedHWru5P1rPOBfz/bQX8RhoR0ont9H2c/TRR5vmfYS2Se/eV4t9JitZj8G7VzZm8WB+z9l///1N8zrzPcOGDTM9cOBA0+zDPB6vwGcIfpF3r4Aw38OEt5kzZ5rmHM99cztsB19nUhqtcXw/9xtC0ubKexbHANvN755McuMY5XfVgw46yPTxxx9vmimUTMHjdz6Ob16TtFXN+4mCR7EU3Cz30pJ6/ejRo8Nzzz1XMFJy48aN4dlnnw2jR48uZdNCCCGEEEIIURVKWvmpq6sLO++8c7jsssvCsGHDQvv27UMInwUevPbaa6F9+/ahrq4uPP7444nPnXTSSeW3WAghhBBCCCFKoKSHnzvvvNP0Sy+99Ll/f/PNNxPvqUcPP0IIIYQQQojGoqSHn+uvv77S7Wh0YqJ0Y7z/r7zyiml6kumZZuStFx/NfXmxuPS5hpCMOvYio/kZxkN6PlfPG+xVZydst7f9dNVtek95jr3Ya8/T7f0mgF55eml5TRrTA+0RE51LPy8jNGMiw5s77BsvvviiaV73I444wvQxxxxjmueSY33evHmmuco9duxY0/RkcwwUi+hubniRzm3atDHN3w16Y7cp/WYj5n7iwXlp0qRJpjt16mSaYUP0+vP3QmlvPf+f7eB8zAhbXgeOE/4mh79BoA2er/Newd8ErFy5sqDmZ/kbpBCS45K/0XvyySdNb9q0ybRXMqI54N13vfHm/baCc1olz1dMiQ7+NpWx1Pwsf7/Cfs/vVPytcaGfY4QQPvc7df5Ok/dOnif+FprfrxjoxTm+3gUVQnK+5zF7JRLYPkZPe78XCiF5vfjdifAzXvz28uXLTfP3z/yOyPsjfw/I7XPs8Tc/7GPFvl/F/BaW5yx9r6h61DUnSCGEEEIIIYRoCkT/iXvx4sWJhK9irFu3LowbN67kRgkhhBBCCCFEpYle+fnJT34SLrvssnD44YeHED6LOv7Od74TrrzyykR15RA+i+e84YYbwlFHHVXZ1jYyngWMevz48ab/4z/+wzQryc+ePds0l2i5fc+iwCXTtB2O9gdqWgf4uheb7S2Vs03UtK/QVsfPcomV++WSdgjJJVQu4/Ice0vzXCblMdB2wQhNLnUzorwWbW8xEY7sS7zmzTliuZgVylsCp41gyZIlphcvXmz6nnvuMc1IZvYNnm/+YYhjgNYHb/zUYn+rJJ41lQ4CRjrH2N6aG5zT2DdozaG16/TTTzfNuZWfTVdS98pTeBZmWt1mzJhhmnMl+zotNWwH53jaYmhv41zMdtLaFEII3bp1M71w4ULTU6dONc37ondPaA7EjA2+h1Yq3mdpGSvX6hYzRjkn0lbF+ZSaVjJGmrOta9asMc1+RTtX+vsOo55paeN8z/PENtFeSmtczPHTJsf38z7tlfZI/9SBdjLvOyNf57nnuOc4Y/tYIoLfx7hfvk5LbNqiF4N3r+AxeN9Jd9hhh+pHXYfw2cn95JNPPucrFkIIIYQQQohapHn/yVEIIYQQQggh/v+UFHgg/GVJLsXPmjXL9IEHHmiay7hceiVcovWSQtI2Bi4JEy7LelY3bpdLo8Sz7XiVjLlE66XLpK17MSuJtC/weDz7ECsQc3mX9sMVK1YU3E5jpk1lrXZMSwnPK20xrPbcHCh2HWKul5fAxj5Gi4N3TWLGDGnuVjfiWfyYvOidY8+yGUNTTYfjHMpzx3TBRx991PQpp5ximnMd7SshJPs0U9e4b9o3mfo0d+7cgu/h/jp37lyw3bS0eYmkTLLj3MXXQ0ja23h/pbXOsxA2N2LSsPieXr16meZ1WLt2bcXa5I0zb0xz37x/8Xry+wXnDNos+d2HVlFa+tK/Wffu7bxf0kLH9nG+8uykXiKwl+rL7XAM8P3pRDcvRc/7WQaPmXMA718c03wP4TXhd1ieex6zl8QbC88NrzVTQrdt25ZpvOfnDiyEEEIIIYTINZlWftatW2c/dqz/q9KaNWs+9yMsPi0LIYQQQgghRC2Q6eHn/vvvD/fff3/itT/96U8VbVBTwbOi0Vb00EMPmT744INNs5gXi2VxSZPb91Iv0suH3lKn127vPVxi9JZuYz7LJVbu11v2Te+P2iswy+Vatont4Pnmkunzzz9fsE2eNbChyWoh4PVhP+QyNpOaauU4GwJv6Z94iTLESxr00nXyZG+rJ31+ObZoW6F1gilBPPfeXJHVEuoRk5LVEHh9ieeC54sWOM5pLALKZLQQfKsT5wraVpgW540NtslL4vLuZbRhMfmPVpspU6YkjmH+/PkF28E/wPLzXp+pRRuk176Ydnuv89zTbu8ld3n23VhijsGzRHoFP6lpSaOdn0U3WVzTS+RM7499ieeG9jaep3RKbT3e9yUeJ+1zHD+e1S0W717Dc89j84rNsx0sJMyfDHCM8TsFbWhe8dz0nOv1GfZdXuthw4aZZnHxrGmg0d9+Lr300kwbFkIIIYQQQohaIvrhZ8SIEVVshhBCCCGEEEJUl/z4XipMTAGmMWPGmKa1gHYEr2hbjAXHez1NTLEpL0WOr1Pz+L3ELO7Xa0M6KYX74FKpV9zVW+ps166d6X79+pnmMvYLL7xQ8Bhq3R7hWWSomdTUvXt30+xj3vVsjsTYRbzrTjtBTJpMOQllzRFaKljUkGlktGN4/TKr1c2zJscUq25ovPuJZ/Hle6ZPn26aCVjDhw9P7IPnnttlMVNahrx28Fox6YkFJWmBo6Z1pmPHjgW3/+KLL5pmylwIyfuFZ9GKKcxdi/OdN5d77/HstTx+bwx4dtJyiwrHWIpj5lzayjhPePYs9ivarXi/Z98OIXluvHmd+/a+w3iJazwG2nppxeN4Zd/25j3a/kLw5yzvfLMP0LrGMc020WLWsmXLgm2aPHmyaS91sRjeufcSiGlxLKe/5s+QLoQQQgghhMglevgRQgghhBBC5ALZ3kokxjrByO+nn37a9FlnnWX68MMPN80lWiaCeBSzaXhpITHLofystx0vcSwmnck7dyEkl0q9ZWDPGsflWhaVpd3jwQcfNE0LmGdtqhV7RMz54+ss2sql6zxZ3RqLvFvdivUrWhaYOObZLjyyJrnResXxTQtKrYwHHptnHWFKFK05r7zyiundd9898ZlDDjnEdI8ePUxzzmZak1dYkNYW2rnXrFlT8LMdOnQouF/CgqUzZ840zeMs9P+FjiHmntWU8O6j3r3WsxHx3HkJfA1xjmLsfTy2lStXmmZqGpPIOE6YasciueyfISTT32ihy/pdwHs/5zSOmZhjpkWP142WvhCS44ztiLmm3jhhsWIm5bLdr732mmkmrvH4YxN0Y9rH7bZq1cp0+txnufdq5UcIIYQQQgiRC/TwI4QQQgghhMgFsr1VAC+Bhfree+81fdxxx5lmEheT3+bMmWOay3/Fkqe4zEpi0jRITNqZV3TU2763JJv+bDrNZHvbZfGrvn37mt5///1Ns7jfXXfdZZpL/zEJcg1N1nQr6lWrVpmm7S/G+iBEDLF9hvMPrSosYOklmXnznTefeOk/vXv3Ns15csaMGdv9bEPgjWO2lYU8CW2CtMCNHz/efR/tLLzvtGnTxjQtNl4hb2peH9rkeM15XplS9/LLL5tmClUxuwz3l7YDNXV4ntL2xXpo2YxJh/MKeXr7bUz7rvfzAdojmeLKfsLzRZvlkiVLEvvwkvAIz0eMHY7as41yruO9meOb44qkr0nWJGAeM9vHMcqyNmwfx+g111xjesGCBaa94y+3L3n9OD1nZ5m3tfIjhBBCCCGEyAV6+BFCCCGEEELkAtneKoxXbIxL/I8++qjpCy64wDRTubjUy5SSYoVNvX/z7CLUXmqIZ+PzbBoxy8declv63zzLg7dcO2TIENO0z91yyy2mabWp9WKUWdvE42FaDFNtmOSyaNGigp8VIoaYYoUhJK2pTGKiDcXrfzFWNM/WS4tHly5dTLOoZ9YCttXCO39e8VeeU9rEuB0mY4UQwlNPPWWa9xdar705Z++99zZNCyGLKTOFyUuHmzp1qulp06aZZsoc5+50GiivKY+71tM6Y/CS3FjAk5aul156ybRn2/bu8bQJNoTVLWYf3ljndX7kkUdMH3HEEab5PYDjhPNNnz59EvvbunWraZ4Pfu9gf/NSVr2iurxWPB62ibY8XkOOKxZILXafZru9723sAywyfNBBB5nmfMD0yKuvvto0f5ZBK31Mkl+arEV2ixWmlu1NCCGEEEIIIVLo4UcIIYQQQgiRC2ra9lZXVxfq6uqa7NI1l/C4dHvDDTeYph3j0EMPNc0l3WeeecY0LUzpJVCvwBSXU/keLpN6FjBv+dSziHhL7jFL8em2sh18H20Ahx12mOnWrVubpr3t1ltvNe0tb9ei7S2GmDSfpUuXmmZCzty5cwt+Nr3dpjT+RONQzDJGqyXtTbRlpeeBQmS1znCeoZWKllCOE6+ocrH9VYoYCyHtY3wP7WZ8TzoBjfYZWqZoyWYSFS0/tPDwdc8WxBQ9ps699dZbpnmP4rnnPYDHk/4MaQ7zFY+Bx8nr27Zt24Lv9/AsgA1t8cw6frwxQNvkzTffbPpf/uVfTO+zzz6mmXDYs2fPxD5o/Vy2bFnBfXtzgtffvHswv2vQVjZgwADTtJYuXrzY9OzZs01v3LgxcQzeWCT8XsSirywEz0LETz/9tOnf/OY3BdvE+TTr98I0Xt/wvqtyXqOOuYcQrfwIIYQQQgghcoEefoQQQgghhBC5oKZtb1mLFtUC3hIel0OXL19u+re//a1pJpawSCftCpMnTzadLoTFc+UVDfSWEr20HC6lcimemscWk9DB96ftVl6SB5f7hw4danqvvfYyzYSU//7v/za9cOFC0zwv3jE3JQuFtxTPY5s3b57p008/3TRTWoptV4jtwf5Gi28ISavl66+/btrrr561KWvRX84tHPdeAUFvO42JZ1XiMdAmxiKl6WOgRYTWv/T1KvR+717hFUr2EutoTaH27HbpvsD/z8sc5Z2zmALk3n2X16RWzqPXf9huFvG98847TXNsfOMb3zDdtWtX07SVhZC0zHMfTNfldjnOOGb4OvsnExk5LgcOHGiaFjheW9r1vO84ISRtxDx/3B9/JsCkOfaBe++91/T1119vesWKFaY9q1tMPywFz34YU5w2Bq38CCGEEEIIIXKBHn6EEEIIIYQQuaCmbW/bw0syqZVlXK/gE5dJJ0yYYPraa681/etf/9o0i59yqXLmzJmJ/aWTcQrhLYMTLi0TbynaS3XzCqd6r6c/T6sbk/B69eplmul3tLo9//zzprn8XG4ySVbKKe6WFW88cBmfS8a0AaxduzaxrfR1ESJNjE0lhGSiJec7ryift90Ye4U3lrxxVSv3Cg/vGHi+3nnnHdNf+tKXTDP1KoTk+eZnvPsAC5V6VkSvrbyH0F7LeYVWN0JLUfqaN0RBzsaC58azhPLeGWM98uzp3n2woYtdZy1w6dmf/vznP5umzf3SSy81ze9RISTtYIcffrjplStXmub3C373ovZsbxyLvNdyXPLaetZStpPJfyH41462OY51fmd86KGHTD/++OOmecw8Bh5bQ3/39grPUn/xi1/MNCfoG44QQgghhBAiF+jhRwghhBBCCJELatr2Vl/k1FsO9pZ0vfc3NJ5NwbOGPfLII6Y7duxo+t/+7d9MH3nkkabTtgGmeq1fvz5TW71kJC9dh+3mZz0rC9/jFbcLIXncgwYNMt2nTx/TtEXQKshlXFotuD/PRlMtq1tMkTlv2TimfTHFEbmvRYsWmWaRs0cffTSx3WIFH0V+YV/w7AcHHHBA4jNbtmwxzcKCWQsIxtjhvCQyvk5LSK1bp7z2eUmVTH+iNSeEEFq2bGnaswLznHEO9QpCMxGOn+X2vXs2bdr8LOf3PM09MYUzY6xuxLNS8bp5aa0NMTZi9hFTdJ3tZgHfN954w/Rll12W2O7RRx9tes899yyoad/kfOUVkfesYTzHPPe0pG3dujUUwkvuDSF5fVk0mt8F+ROAp556yjTt8GwfrW7VSnLz8PbH40zPa2xTlnZp5UcIIYQQQgiRC/TwI4QQQgghhMgFNW1722GHHT6XOsUlQxZ/4nI/l9C95fqGJmb5kO2++eabTXPZ85JLLjFNC1wIyYJetDe99dZbpmlBISxgxSXQTZs2meYSsGdN8CyHtFCwAFffvn0T7eD/06bBQq+/+93vTN93330F9+dZzEi1lm695XheXx4bCw56Vs6s9gDvOnA5/MQTTzSdLnjKtpI82VDE5/HGGOdZ2ilDCGH69Onb/bxHOe/hvjh3cewVs+DWMt5Y57ycLuZKiw2tOtyWV7Q0Ju3Nsxx6BUw5T8YWL611m2JWPPsmzw3PH62CXjKbt03vu1BMomJjElM43fsOwqKgV111VeLzRxxxhOkvf/nLplmElN8xef688UPrGVPTaGlbsmSJ6fnz55vmdzMeA2146XHI70VMbF26dKlp/gSC3zV4PDGW4oYo/h5ju+Qckm6f0t6EEEIIIYQQIoUefoQQQgghhBC5oKZtb9u2bQvbtm1LLO/SmjBy5EjTTLGgVatW8JYJvUQQ2jRo89q4caNpFvAKIYTu3bub7ty5s2kulXO7nh2MFjgu3TIdhKlNaXtFPUwNad++velOnTqZ5rJyCMklzUmTJpn+wx/+YHr8+PGmuQzsJSA1xHItidnHkCFDTM+YMcM0+65na4hJxvKsd1wa53Xr1q1bYh8LFiww7dkLatEiIaqL199YELN169aJz9Bq6VnLYgoAk5h+SIs0x1W7du0Kbqep9u3Ywq5ekcas+8i6b95zYpJYi9mwmoPtNqbgLs8TbeKrVq0y7d2/vWQx4n221olJNPUKh6b7/NNPP22a3ylYkLR3796m+Z2K31u4b9rQaDEjfJ12OK9IPb/jpLdJSxvv517qXEyR3Ib+vkRi5l1ae8tBKz9CCCGEEEKIXKCHHyGEEEIIIUQuqGnbW33RIi/Zpn///qZZyCkmBaVWls89qwDTRLjM59m/Qgjha1/7mulRo0aZpuWMy7W0mHnJYkxG4na4rOoVEWWCmHcNafkKIYT777/f9GOPPWaadi2em5gCcI25dOvZPIYOHWqaVgYua3tFGsux5PAcMREmXZiSViWvcG2tjCHRcHhjjHPxypUrE59hilFMAT2PrHZPvodpoLScxtrtmkpfLzbvVSpdr5w2VXtfTQHvfHhWJaZ9cV727MhZC6F61vtapBwbbPrYPHvgihUrTC9btsw0LWP8DrL77rsXfA9fp5WONkZqpjEyoZeW3bTtzSsyHPMzi6wJsg2Bdx35HcT7vqkip0IIIYQQQghRAD38CCGEEEIIIXJBTdve6osWcSmLiR1Mx+jRo4dp2i68pLhaIaYYJ5e3aRuZO3du4n2/+MUvTN96662m+/XrZ3rAgAGmu3TpYpppTTxnu+66a0G92267FXw/l2WZDjdz5kzTkydPNv3KK68kjoEWGc8GSLwl0HRx3IaES7TeUjT7KxNiKrXMHFMYjv0nXTCXdkcm/tVK0WDRcHjXmamQLE78yCOPJN7HIo0x1rWsyW/e65wzFi5caJrFfb30o/T8kZe+nvWakKaalteYePcsWsaZTsiinTFFsL20M8/y3pyvYfr7FY+b54l493KeS1pqef5Y8JT3eM9ayFRE2tmKWdW8dtfKTwCy4rWV8zTPTTnHo5UfIYQQQgghRC7Qw48QQgghhBAiF+jhRwghhBBCCJELavo3P4WirvkbD/pfe/bsaXrs2LGmPU9krZDVj8n30BccQvLc8HdP1I8++qhp+ii9yGieP2r+/odtoh+THlZ6ZBndzd8DpLfleZq9ePBa8bPyHPAct2rVyjR/j0DPcDV+l0YvOfsIf1/FuO0QQhg0aJDpcePGmfb8ys3ZK55HvIrf7D/83RrHN2NaQ0j2DX6+nD4T81nOYxs3biz4HsYI06Pv/f4yT2S9Jhr3ccTcp/g7n61bt5rm2PK+23hjl/cl797anK9h+rxnHePe+fZ+t83vPx988IFpzoHeb5NjI8e5LY9a+V4Ug3cueT7426ty5mmt/AghhBBCCCFygR5+hBBCCCGEELmgpj1hhSq2cvnr1VdfNX3RRRclPlePt6zYHJZ30+fGi23lMqG3dOtFRtOixu1wGdeLc6bmfhnXnYb7LhY9W0ukrwOPlefvoIMOMr127VrTjAdnxedK4Z1H2iDSkeNf/epXTY8fP960VxW7lq+PyI5XXZvX+dBDDzU9Y8YM02krRqWskjHv92yzHGOMvR42bJjpJ554wnTafupZg5qSpUTUBl7fZemOIUOGmF6wYIFp9uPdd9+94HY8mzPv083h+09D480/MfHMvA60+nuR1N78G2Nza454Uddp+2aWfq1vLEIIIYQQQohcoIcfIYQQQgghRC6oadvbtm3bwrZt2xLLflxWXLx4ccHXmUK0ZMkS00zYaqoUW9aLqfLspWlwqZyvx7yf5zWrDSTd5lpMb9se6WPg/zNRbcSIEaZfeOEF0zHJO5U6F9wml9/nz5+feB8tGAcffLBp2uN22WWXgtuVpaJp4o112gw6d+5smklpM2fONF3MAlmpVMCY7XBcsU0TJkwwTbv0/fffb7oa9lORT4rd47zXBw8ebPqPf/yjaaasevfsYvuuJ6/2qXIoJ/2Q1yprcm1zt9l69x3PQshk0fT7s5wfrfwIIYQQQgghcoEefoQQQgghhBC5oKZtb/XLWF6xIyaf0I4zatQo0//f//f/mebSWXNcPozBs655hbe8pVuPmCXa5nbu05YDpurst99+prt162b6uuuuM92yZUvTMeesUrYyr+BkCCE89dRTpk877TTTEydO3O7nvWOQHa728PoV50rOs0cddZTpOXPmmKa9c7fddkvsw7MyxCS2eXZKb47y9ktr7ty5c03T0nfEEUeYnjRpUmJbnt1Idk9RiGL93Cs8yjRQWnuWLl1qunXr1qZpTWaf9BIPOR44d8cW1BQNR57mEu87ozd/M0G3nL6rlR8hhBBCCCFELtDDjxBCCCGEECIXNAnbm7cEyGKZTM/66U9/arpdu3am33333aL7ygPecrxnact6XmLe3xyWdIsV0n3//fdNn3vuuaanTp1qeuPGjaZZrC5r4dCsViDC9zP5LYQQZs2aZfqkk04yTWsGC1tyiVr20qaJZ+FiembXrl1N//a3vzXN/kPbZwhxSZJeO0jM3OWlXnn2iEcffdT0GWecYXratGmJ99FqQQtG1mMT+SA2oYtj5fjjjzf99NNPm2Z/ox3Os7TF7JsJsDHpY83hni0aj1L6Evso+zrtnul7loqcCiGEEEIIIUQKPfwIIYQQQgghckFN297qiUklW79+vWnai44++mjTXEpujkW+si4tVvv9zZliVoaOHTua7t+/v+n//d//Nc30KO9cxrxeTjG0Yu/nMvO4ceNMH3PMMaZnz55tOqvlTtQGMQVCR44caZrFTN966y3TTHjzrGexeJbSGGsPX+cxcL7n2JsyZYpp3iuGDx+eaBPTRL30USEKkR5j7D+cT2mBo+2SllLaL2kv9rbv9U/aq2Pen74/aI4XWSjWX2K+w9ACx58MpO8Psr0JIYQQQgghRAo9/AghhBBCCCFyQU3b3rZt2/Y5C4VXBInLtS+++KLp73//+6bHjx9vevPmzYnteradppTak3Upupyl67xb4GijoYUghBBOOOEE02+//bbpZcuWmab1xis869l8vJQfb2x4qXHFipzy/ydPnmz61FNPNd2pUyfTb775ZsF9s61NdVw1Z3itaC1gcV4mvN1///2mmVJYLOksJk2KeAUbvf7K17kvz9rMtjI965lnnjHNwr4hhDBv3jzTmzZtMu1Zj4SoJ31/ZJ9hwhvHFi1wnEOZ/Ob1b44ffpZ9PZ3IWOizxe4PQpRKse+LXgFgJrzR+lnOdwqt/AghhBBCCCFyQU2v/PTs2fNzr3lPd/wrxV577WW6bdu2pg844ADT6Zo/5fxwPC9krcvRnOExp/+K1rlzZ9Pt27c3PXDgQNO77LKLae8H4t55jaktElPDqZQfpnM89e7d23SrVq22u2+Nq9rDW1Fkv91zzz1Ncw71fjRdbB8kZuWHeH+tzgq3z78o8n7De0gIyePeunWr6Z133rlg+9S/RT3p/s9xxn7Wq1cv0+w/Xt00b8x5PxTv0KGDafbnDz74oOD7tfIjqkF6PHjfWzif0n2wxx57FPzsDjvsUPCZwaNFXR6/uQohhBBCCCFyh2xvQgghhBBCiFyghx8hhBBCCCFELtDDjxBCCCGEECIX6OFHCCGEEEIIkQv08COEEEIIIYTIBXr4EUIIIYQQQuQCPfwIIYQQQgghcoEefoQQQgghhBC5QA8/QgghhBBCiFyghx8hhBBCCCFELtDDjxBCCCGEECIX6OFHCCGEEEIIkQv08COEEEIIIYTIBXr4EUIIIYQQQuQCPfwIIYQQQgghcoEefoQQQgghhBC5QA8/QgghhBBCiFyghx8hhBBCCCFELtDDjxBCCCGEECIX6OFHCCGEEEIIkQv08COEEEIIIYTIBXr4EUIIIYQQQuQCPfwIIYQQQgghcoEefoQQQgghhBC5QA8/QgghhBBCiFyghx8hhBBCCCFELtDDjxBCCCGEECIX6OFHCCGEEEIIkQv08COEEEIIIYTIBXr4EUIIIYQQQuQCPfwIIYQQQgghcoEefoQQQgghhBC5QA8/QgghhBBCiFyghx8hhBBCCCFELtDDjxBCCCGEECIX6OFHCCGEEEIIkQv08COEEEIIIYTIBXr4EUIIIYQQQuQCPfwIIYQQQgghcsEXGrsBxbj00kvD4sWLQ4sWLRq7KVWjVo6trq7ONNvE16nLwdt+sX+rlfPUWOhcNCyNdY4rNcaaOxoP1aec86p+3LBoPIi8U1dXF3r06BFuvPHGqPfX9MPP4sWLw+zZs5v1YK6VY9PDT22jc9Gw6OGnttF4qD56+Gk6aDyIvJN1zqnph58ddtgh7LCDnHkNQbEHknp4LbJ2NG9CLjZRaxL/BzoX+UDXOTs6Z7WHrknDovMt8k6LFi0yPS/oyUIIIYQQQgiRC/TwI4QQQgghhMgFNW17q6urC3V1dVrSrRKeTzjGAkdiro88yeWh8yeEEKIQuj8IkQ2t/AghhBBCCCFygR5+hBBCCCGEELmgpm1vLVq00BJuFfHsbUzM2LZtW8HP8nUvBU5JfXHEWBY0DkRe0HgQ4h9oPAjxDypl8dS3UyGEEEIIIUQu0MOPEEIIIYQQIhfUtO1NNBze8uGOO+5o+pNPPjHNpcePP/7Y9E477VSF1jVvZFkQ4h9oPAjxDzQehPgHlRoPWvkRQgghhBBC5AI9/AghhBBCCCFygWxvOYbWNaa3cVmRVjemt7Vq1co0bW/vvfdewe188YtfLLjfYmi5X2yPShb3y7otFRYUTRWv73pzczn9W+NECFFraOVHCCGEEEIIkQv08COEEEIIIYTIBbK95RhaEP7pn/7JtJfqdtJJJ5n+5je/afr99983ff3115seP368adrevDYIkZVK9p+s2/LeL5uPqEU8S1s1+qvGgBCiltHKjxBCCCGEECIX6OFHCCGEEEIIkQtke8sBWS0IX/jCP7pFy5YtTX/1q18t+HqPHj1Mn3HGGaYnTJhgmmlyRJYIUSmKpQh6Y8BLumJ/ZcphTH+VHa48dJ4qQ2yqpne+Y8bAp59+WvD1aifI5QmNByEqj1Z+hBBCCCGEELlADz9CCCGEEEKIXCDbW87gEjo1bQ20Muy9996md911V9NPP/206fbt25vu0KGD6datW5t+9913C+6rWPu0xC+2R7H+4vUf2nk8zc/+/e9/3247mJbotaEUO1wex0NejrNSlNtHPIuaNwb4ujeXczx4lmcRh8aDEJVHKz9CCCGEEEKIXKCHHyGEEEIIIUQu0MOPEEIIIYQQIhfoNz81Sik+7qyf8X7zw88yxprvWbJkiekPP/zQdJ8+fUzvvvvuprds2VJwO2nPeMzvK/L4O4jmRsw1jPl9Gn9bkO47H330kWn+7oDbYh9t166dafb73XbbzfTWrVtNr1q1yvSbb75pmuPB++0DX4/5XVC63URjoOmTdTywr7M0QbH584tf/GJBzc/vvPPOptnv+R6Ov82bN5t+++23TX/wwQemvd8Ixbye7vOa+4UQlUArP0IIIYQQQohcoIcfIYQQQgghRC6Q7a1GqVaVeM9qQIvQLrvsYvrss882PX/+fNNLly41TTvPjjvuaLp3796mV69eXbANaVtDzDHJ7tD0Kad/09rz/vvvu/tg1PqAAQNMH3bYYaaPPPJI0+yvtPl41rpNmzaZnjdvnukZM2aYnjhxoulZs2aZZvQ7j5P7TcPxqvjg/MF+wj7JEgRf+tKXTHfv3j3x+QMOOMB0x44dTdPqxjFA6yfHJS3Ma9asMT116lTTr7zyiumVK1eaplWU95yYuG0hhKgUWvkRQgghhBBC5AI9/AghhBBCCCFygWxvjYy3xB+T7JR+Dy05tJ998sknpmmdYSJPy5YtTV9wwQWmBw0aZPrhhx82zXQrWo+4r4MOOsj0iy++WPA9tFyEEMKnn35qmtYez/6Q1T5Vi5aKWmxTtfH6N/FsmUxTozXn61//euLzI0aMMN2tWzfTO+20k2mOmQ0bNphmn+ZYoq2ISXGHHHKIadrqLrzwQtNz5swx/fjjj5t+/vnnC7Yh3b7YVLimTnMYD+XM69Qff/yxaSa07bnnnqaHDh1qmjbOvn37Jvaxdu1a02PHjjXN+ZiJh+zfnL/vuece0xwn++23n+mzzjrL9B577GF60qRJpp988knTtMPRElrMBtpU+0ZWmsN4EKJSVGo8aOVHCCGEEEIIkQv08COEEEIIIYTIBbK91Sgxdq40tJB5RSGZDMQ0IFrUvvOd75imPYL2HG5n/fr1pl944QXT/fv3Nz1w4EDTs2fPNp0uysd20/LgpVt5S6BZbXKNSS22qdp4x8xrTnsbX/+Xf/kX0z/4wQ9Mt23bNrEt9kvaNPk6UwiZYLhx40bT7HutWrUyTfscbUgs9EtbHseYN95uvvnmxDHQavrOO++YpgWKNAeLTFNtN8k6/3hWN9osOYfS0knLJe2dTCMMIYQbb7zR9HPPPWeaVuO5c+eaZrrno48+apr2zXSR6npee+0100wMPffcc00zWY7bnzZtmmmmyYXgF1uNsUg3VZrb8QhRDpUaD1r5EUIIIYQQQuQCPfwIIYQQQgghcoFsbw0El+U9axeh9YGfZQJP586dE5+hDYcWOFpydtttt4L7btOmjem//OUvpv/617+apg2J22cS15QpUwq2m3aM9u3bm6blIv3/3B9ThZgMxHQsHk85yXmyGWSnnHQr9pOtW7eaZp/88Y9/bJpphCyg+MADDyT2sWzZMtPvvffedvfN1CsWcmT/5us8Nu6Ltk6OPVpFmcRFC9zPfvazxDHQQnf99debpo2PFjgWv4xJ1BPVwTv33jhhwhnndVrGTjzxRNMsUsp5n+OHhUZDSCa2efejRYsWmWbh3hUrVphmH6P1jBbm5cuXm37wwQdNM03uqKOOMj1kyBDTtNX9+c9/ThwDbdjcn3cf1bwuhCiEVn6EEEIIIYQQuUAPP0IIIYQQQohcINtbA+Gl4nDpnlY3stdee5lmQhuLyoWQXPqnPYf2MdplaGWgrYxF6ZgwRXuFZ4Hj9t9++23Tb731lmla4Hr16pU4Bp4PHgOtPfvss4/pGTNmmGZyFwtTxtgdZIkoj0qlW3Xp0sX0j370I9OjR482TVvMQw89ZJoJbSEkLS/sPxwntPDwPSz6y37IdnvJU9zmunXrCm6HiVZTp041fd555yWOgbYnJn/98pe/NM3ildw3kf2nYYmx1LLI9IABA0xfdNFFpk8++WTTu+yyi2mOGVqF+TpTDdPt8Po652MWT+3Zs6fpZ555xvTixYsLtoP3h4ULF5r+4x//aHrvvfc2zWLaJ5xwguli1m4WSfX6vRBCFEIrP0IIIYQQQohcoIcfIYQQQgghRC6Q7a2K0GZATWsXl+tpbxs8eLBpLvXTqjZz5szE/mg/o42NmmlAtCnQBsHkIS/Nh22l/YdWDiaxsQ20ZtAeEYKfuMWUu65du5o+8MADQyFoBfKKpXqvyxaUnZi0N/Z19pMOHTqYptXtK1/5iukFCxaYfuKJJ0zTWklbUHrf7LvU3nVnP/QKivJ4+FkvDYv2IqbPsbDkXXfdldjHOeecY/qkk04quL8rrrjCNMdZU7XA1Xr7YvDS3tivWACXxXpp++Lcz88Sr9juwQcfnHgf+5w3/liYunXr1qZZMJWJbRMnTjRNCzKLk3K80YrH+4x3r6QNNoQQvvvd75qmJZvt4PloDjSH8SBEraGVHyGEEEIIIUQu0MOPEEIIIYQQIhfI9lZhuETtWWpof2GiziWXXGKaRd9uuukm0+PGjSu4zRCStjday2iXYJtoyfEsFXwPbWIslsp9bd682bRnq6M1hwltaWjNoKYdjol3TEZasmSJ6VdffdV02mZXj+wE5RGT6kb7C/vD1772NdMs5MjrzAKNtLrR4sLth5Ds68SzkXhJbl5BSMJx4o17JhBy+xwntGuGEMIjjzximufptNNOM/3666+b/v3vf2+aRVVJTBHaxqQ5jEWv39Oaefrpp5tmwU/aFdk3vLQ2vs4+lk4DZZ/xbNG0VbNIKtvE+wxTGA899FDTTGRcunSp6ZEjR5oeOHCgad5PvPtVCCHsv//+pv/5n//ZNIuqMlnUK37alGgO40GIWkMrP0IIIYQQQohcoIcfIYQQQgghRC5o+mvCNYZnWaA9h4XkaHdg+g/tC4cffrhpFkecPXt2Yt+0L9AuQNuFZ8cgfI9n4aHtgsUlaVnw7EXcL9PnQvCLTvJc0vbUqVMn02eccYZpJhJdd911pv/617+aMByKvQABAABJREFUppXOsz8paSeOGPsUryFT+s4991zTPMcTJkwwzeK5pFh/5v68tnrFSb3+wPHg2eo8vPfTCpVOaHvjjTdMv/DCC6ZZ/PTSSy81/fLLL5uePn16wX0Q9e+GpX379qYPO+ww0yxg610T9mdaz9ivOBfT+htCsiCplwCano/roV2Y7eD+DjjgANO0r7LvsUg373EfffRRweNJ90mOj379+pnmvZO2NyGEKIRWfoQQQgghhBC5QA8/QgghhBBCiFwg21sF8Aq0cYmeRTppOWAqDtOZunXrZpq2gQsvvNA0bUEhhPD888+bpsWB9gIvuaqcBCjPskBolfCKSab/jUX52CYWOWXCW+fOnU23atXK9FlnnWV61qxZpmkb9I5ZVqDseOeM/fDMM880zSKLtGq99tprppko6CU4pfcbk/bm4dnevHHi2eFiCr5yDPAchZAc++y7++67r+njjz/eNC1w3//+9wvum6h/Vx/217Zt25rmHOVdH1p8adPlfMp5kmltTAEMIWlRo92T++Y4o1Xbs6jRlklrHAtc0w7HIqe8J3rpdbT3pdu9xx57mKbtjfNG1sRHIUQ+0MqPEEIIIYQQIhfo4UcIIYQQQgiRC2R7KxFv2dwrIkqby7p160y/8847pmlV69Onj2nauVi4jklxIYTQpk0b0zfffLNpWg28NhG+x0uKo5Ujq33OS9sKIWm7oOY5+MY3vmH64IMPNs0CkV6bunTpYpoJYizO6l1D2SPiCoTyPew/LGo4atQo07T2jB8/3jTtPLTgEC/VsFg7vGNgn/bGhmdxzZoCx/fQ8uMVGw4haZelxZV9+stf/rJpzg/PPPOMaSaLFUvWaiyakiXJm8vYbr7OFEravmhjo5Vs4cKFplkQ+t133zXNvs0+wiLBISQtZOxz7ANsB212PAaORR4nxzEtcGw3i5lyvNHe2bFjR9O9e/dOHAP/jcdDax0tet4x1GJxXyFEw6GVHyGEEEIIIUQu0MOPEEIIIYQQIhfI9lYinh3DW1rn+7kUT73XXnsV/CzTdZYtW2aaKVkhhHDQQQeZ5tL/TTfdZHrNmjUF20poo+B7vJQtWhyKWdrqobWHx5ZuN21SLGDKwqaPP/64aRa3o72CNsN58+aZpm2C1yHdJvEPvH7v2d5or2Fhzj333NP0Y489ZnrRokUFP+v1Sa9QbzE8q5f3ujemPVudt02PYsfDscLtsq9PmjTJ9Omnn276a1/7mumXXnqp4DY9e19jUutWNw+v/3BeP/TQQ023bt3aNC24U6dONc30Nu++EZNMGII/VjzLZoz917M/c1+0dnMu5jzLsc5jppUuhGRxZBYLP+SQQ0zTCj1u3LiCx9NU+5gQojJkfvhZvXp1ePXVV8Py5cvDpk2bwscffxx23HHH0Lp169ClS5cwfPjwz30pF0IIIYQQQojGJvrhZ9u2beHWW28NY8aMCXV1daFNmzahdevWYeeddw6ffPJJWLRoUZg0aVJ44IEHwrHHHhsuvvhi9y//QgghhBBCCNHQRD/8PPjgg2HMmDHh1FNPDSNHjkws2dezadOm8Mwzz4SHH344tGrVKmFzyQuePcdLWaM9i4k1XN6PTWfi+0488UTTLIj461//2jQL0dG6RisD90GbGG1LLVu2NE2bAs8FrTZMOeIxp9vNtCoW6BszZoxppiGxfXPnzi2oCYsMeteqIWhK6VYe7JdM6dt///1NH3fccaZp23rllVdMs5+wH3pFcotZzNj/vL7Iscj30IbjvcfbF9vq9SVun6SPIcbiN3/+fNOrVq0yPWjQINP9+/c3PWXKlILbb6p9r6HxksJ47Xh/HDlypOljjjnGNNMMWXCZY4N9ieMqxn6Z7i9ewiCJmYu8lEO+znYTvs42UPM4mXyXfh/vI0yBYwFlJqjSTuf1++YwFwshtk/0t7yxY8eGL3/5y+Gcc84p+OATwmcT/jnnnBNGjhwZxo4dW6k2CiGEEEIIIUTZRD/8bN68OVFjphj77bff52oMCCGEEEIIIURjEm1769ixY3j55ZfDiBEjitqC6urqwsSJExNWqzzBZXPawZj4Q6sAz1P37t1Nt23b1jTtbNRMRgshWeSUn2cK3CWXXGL6gQceMJ22F9TDonlsN21ytI/RssD377HHHqZZiJHtSW+LFjq2j/2vZ8+eptu3b19w36+//rpp2i6YQkRrE7cfk9ZVLjH2ilqxY8S0g9aUYcOGmWaBx4kTJ5pmH/MS3jyrm1e8tFi7qT0rUQyezcezvcWkK8am13Hssx9PmzbN9AknnGD6iCOOMM00sZhCtcLv97RQsvgnbcu08nJe5nVYvnx5wX0R9g32W+896bnLm+NI1gRDrx3ES04k7M/e+Q0hmQbJc7nPPvuYHjJkiOkRI0aY/utf/2qaaXleW4UQzZfoh5+zzjor/OY3vwlXXHFFOO6440K3bt1C69atwxe+8IXw6aefhk2bNoUlS5aE559/Przxxhvhhz/8YTXbLYQQQgghhBCZiH74GTp0aPjxj38c7rzzzvCnP/3JfV+HDh3C5ZdfnvjLlxBCCCGEEEI0Npnq/AwePDgMHjw4rFy50q3zw9SV5kBWuxGtBVyWpz3r3XffNc3lflraaJljqs0uu+ximhaxEELYddddC7aD22JKG/dHG4CX5sPfcdFK5tkxaHXj8bMIHd+T3h/T22gPXL9+vWlajHi+mXQ1Y8aMgp/1Eo9KKZxZbWrFjhFjjWKfHjx4sGleW8/G6BUUjSnEmMZLoqKmrYZWTvYrjivv+PlZjgGeC/Znz1JUzG7G93G77MdLliwxvXXrVtMsAvm73/1uu/urFZtlVqrVbs/2xf117tzZNO1W/K3s6tWrTTOljwU/PdsX+yRf96xqxeD9ISbtLGb8UXsFsb028Nj4enp8s008l7TO8j5w2GGHmWbqJ+2hpFb6vdeOWmmfEE2dzEVOQ/js9z/N7SFHCCGEEEII0bypWEGTDz74IDz55JNh3bp1ldqkEEIIIYQQQlSMklZ+CvHuu++GP//5z2HvvfcOe++9d6U22+h4S8ve67S80N7FNJrx48eb7tKli2mmlXXo0MG0Z7uhBS6E5JI4rQNsE+1tS5cuNU0rHlOLiJeM5VktmNbGRCpuP10Mj3YJFoCldY/2IR4D29SpUyfTTBmjPYmWO7aV75G1wMezxdCO2bdvX9O0pqxZs8Y0LVzsD569iBRLe4tJgqN9iDYx9nVa8dhW9hN+1ivkSGKKVIaQHMfe+zgP0ArEZCzaD1nwlJZQjstatH7G0NDjleee57hXr16meQ3Z7zdv3mzaO9+eva1cGyi1V/DTG9/s3167PXuWl/bm7Tdtn/NssbQN0s5NKyKTJ2m7ZQHtxiQmYVH3IyEqQ/TDz3/+538W/ff6Lwt/+9vfwvPPPx9atGgRLr/88vJaJ4QQQgghhBAVIvrhZ9q0aWHHHXdM/AWe1P9laP369WHz5s36C4UQQgghhBCipoh++Dn66KPDuHHjQv/+/cO55577uaSxdevWhcsuuyxccsklYejQoRVvqBBCCCGEEEKUQ/TDz3e+851w/PHHh9tvvz384Ac/CKeffnoYPXq0eXLzttJDD7TnV6bHeMOGDab5m5UePXqYPuCAA0ynI6Dr8SJK0/9PLzZ90u+9955pes752wTveGIieb3431WrVpmmjz3t6Y6JP2XSIH8XRO82K6bvtddepvnbnkMPPdQ0q60vXLiw4PFUq483h/hStpux5NT8vQNj073txMTuFvu9jDcGqL3f7fC3cd4Y4G+Y+FmOJf6RiH3d+/1G+jdw3u8lqL25aN68eaYZdX3QQQeZnjlzZihErffDmChg4v1WxNtmGu/3Mpy/e/fubZq/0+R8xznXI+a3ajG/zUnDvsXzwX7p3V/YpnQfLYT3+1Pv90Xe68WOh23iOSYsE9GtWzfT+++/v+mJEycW3Kb3e7tKjg3vXHr91WuTECIbmdLeunfvHq6++upw4YUXhieeeCL827/9W5g8eXK12iaEEEIIIYQQFaOktLejjjoqHHzwweEvf/lLuO6660KfPn3CqFGjKt02IYQQQgghhKgYJUdd77zzzuHrX/96OPbYY8Ptt98e/uu//quS7QohfLasW1dXV5OVlr1laUbhMq6aFpmBAweaPuGEE0zvueeeBdsQY7ELwa8S7lXb9pbcub9i1ba31z7ul1HX3G+6DTyXjBv2+kDr1q1NM4yDsb2MXqc9qU+fPqZpS1ywYIFpL5q1ktS6xSgG9hPaf3hNWFWd0eo8x+wPnjXMi4kuhmfhob2N1hm+h23l/rxobPY9b2wQL3Y43Q7P6uZ9nhZPHiftnn/5y19M8zibUp/0jp+a5zHm2NLv4XXn9aVVmfM3I7C9/pY1vp1t8uxpxSxj7N+8H3Ge5v3LsyCzr3uWOeLdT2IoFl9Py+qmTZtMc76nxZzXhxH8c+bMMc37VEPYythH2Vb2Mdq5G+J+JEQeKLvOT4cOHcKVV14Z5syZEzZs2BC6du1aiXYJIYQQQgghREWpWJHTfv36VWpTQgghhBBCCFFxKvbwUw1atGjR6PaLGKsK38Ola9rQunfvbnqfffYxPWjQoO3uKya5LYSkpYIwOY6Vx2kPWLFihWlaEzy7SExiEm0W7du3L6hpXQghaSViO9q2bWuaaVpsH1/nsR144IEFt8nq36x0753vapE1Sagx0+G8PsBz36VLF9M83961Jd61jUm9SlMsGbGemGr13rginiXUs2FxbvDeH4JvY/LsqDx/bDetM5wD2rRpYzo9n9RTyrmvNl6bvvSlL5mm9WzdunWmvWQxkr6e3B/nb87rTHhjyh/Pq3fduT/2Q69f0W4WY0cOIc6yyWPgPjzrJ99Py5x3Xr3kMlJs/uV2eQyrV682TfcJ7WNMBuU9iGmgtD9zLFUSb/7u1KmTafZdJgQ2h2TQporOffNCBlIhhBBCCCFELtDDjxBCCCGEECIX1LTtrZbxkoS4zO4V5uR7PJuPty+vmFsISQsZ7Ty0JjCJ6+yzzzb9v//7v6aZeEMbSdbCekxiO+WUU0wzBS9te+MSP4+Bx01LG88l7RuE6Xq0OND6EJNCFGP7K4WsS+i1YjdiO9hPeI7Zp2n5Yb+nvcbr317yWzFrm1ck10t1I961jklZ8woGFyvYGENMUUjCdtN6xfFDO+nKlStNe3bXWrF7sB28nux7nH/Wrl1r2rOyFjs2/hvnUNoGPQsYLVm0anmFQ2MKimZNHg3Bv9fQHsmEQMJzTPsYj9lLh/OImUPTY8abT2jb5j2Elm9ayVj8lPcjFrhuiL7O46Gdkm1lAW7e70TDUitzn6gMWvkRQgghhBBC5IKyVn4++OCDsH79+vDee+8V/CsOs/SFEEIIIYQQojEp6eFn69at4ZZbbgmTJk0qauW4//77S25YQ+PZebylec86waVrnhtaEGgb8IhJoUpbhLxipjwGptGdeeaZpmlfeP311wvue/369aaXLVtmmjYD2kBYwJX7YhuYwhRC8ri3bNlimueSlgDPasFrSHsbrTAs9OdZ5jzbUkMvgWftn957Ytsd0++5LV4T9gGeM/ZXr5htzL48q1t6nHAfXoJWTAFGz97mvd97T0zB4PQ2PQudd264Xa8AJccfdUPb28qxkXqf5fGwH8Ycm2dvDCE5f3tFNDmHclucN2k/ZL/n2PBsmeXabjlGCa14nHM5P/J80EpG7Y1jb+zFJBmm8a4drdpvvfVWwfbx+vBc0PrJ68zj8cZbKXNrjBXWS84rVhBZVJeY4tq6Jk2Hkh5+brrppjB16tQwatSo0KdPn6gv80IIIYQQQgjRmJT08DNz5sxw4oknhvPPP7/S7RFCCCGEEEKIqlDSw89OO+2USNVpDnhL1p5dgsubtFLtt99+ppmiwyX0mOKNJJ3a40HbF9vnJcS0a9fONG1p1Nwm7RvTp083zYQcWkKOPPJI015h02KJREwQ4+qiV3yO55LHz2QfWoF4TTxbomd9qGTaWznEFJstZSk+Zjx4CWe0lLAdWROtPMsY28DPxqapMSXKs8B5FtKYffA9nhWIY5LHU6ywIs9BTP/jtjy7EbfpFc6sVl/Pmn4XYzfyrJhe8l+slYxzwp577mma17Fly5amaV1jgdmY8xpjE/MKgRbrw/x/L5WU/ZW2N8/25RXx9Yg538WsXV6RVH6GVmqmrHoWRV437/7gUYo91Ds+zy7Lax37XUBUHm++Ugpc06Qkg+IRRxwRJk+eXOm2CCGEEEIIIUTViFr5Wbp0aeL/DznkkDB37txwzTXXhOOOOy60bdu24F99unXrVplWCiGEEEIIIUSZRD38XHHFFe6/zZo1y/23ppT25uHZh7j8TBsEk2Nou/BCIWgt8NLHmMbjLdEX+v96PPsL8RLUeMxeSlT//v1N81ywrTyPtFykE+v4GdreaFPwCq+y3V5aDs8F7Xeexe7dd981zevjWT8qSYylzbMJMoHP+2yx5fqYNBvvfPM9nhWT7/dS2ai9VL9iViV+hteadlRuyxs/3usco2wH+zSvA+2xHD/e9ovhWWe8vu4laHmJcDGJVKXYPbzEJO8c8FzGJG5Rc07z7GOx44HWWa/IJzX7GxPePMuzZ4fzzr1nJy02F3njkvMaLaHe2PJSNT1bnjdePWuX1+b0573PcMx5czzHYqtWrUxzXPK6VRKvn/E8sR2e3Vp2q+rgnWPvOx+/I/C7GslqWRbVJ+que+mll1a7HUIIIYQQQghRVaIefkaMGFHlZgghhBBCCCFEdSkp7e3vf/97+OijjxLLyOT9998PO+20U9FiZU0dz/bEtLMuXbqY5jI2rRwvv/yy6ZkzZ5rm76y43Hr44YebPvDAAxNt8gq6xSTYsE0rVqwwvWbNmoJtYlG5zp07F9wv2+OlWKVtDZ5FwksE4+s8Bs/C4yUE0YpHWwttE16qUkPgJZzRZjlgwADTY8aMMV2uLS8m3Yn9yrPO0KbC8cBrws/GJCR61pcQknYeJm5t2rSp4LZ4nOwPnm3US6/jMbBoJDXtnV7/TG/XswwRXhN+1iuc6Y0rbzvlWm28fty1a1fTPLZFixYVbJNXFNOz0sWkF5J0v6LtjfMaC6myT7O/0WbppQsS79yTmO0Uu//S0uVZdXj+PDuqZyH0+lhMeqpnd03/G/HGJfs976Mcf7yG/E6zYcOGgm0tl5g+x3Y0ZnHtvMM+zSTf8847zzTTbh977DHTHGOyutUeJX0ruu2228JVV13l/vtVV10V7rjjjpIbJYQQQgghhBCVpqSHnxkzZoSDDz7Y/ffhw4cn6sAIIYQQQgghRGNTku1t06ZNiaXiNK1bt04s+5dKXV1dqKura/Cl3pjic7RD0Z7D4q+0QdAKs3LlStPjxo0zPX78+IL7GjhwoGnaA2i/CCFp16JlwbO2zJs3r+C+Z8yYYZqWiLfeeqvgNrlE37t3b9NnnHGG6SFDhpimpShdtI3/z33QgsD20X7H46cVb9999zXNa0I7k5eEFGM1SvcXr796FquYBB8v0YrHzGV59h8vSauU5LeYpCL2db4eY7Gi9vqwNz7TyYFM4Xn77bcLto/HQ8smk8L4uldEkpY2nnu2gcUXvfSwNN51J2yTZ9HjZzl3eeeClDv/xvQfFqPk+aOlxCvsWcz6WGi/MeMwPdY5L7FvMCmMbeJ8RfulV8DUs5V5ZE1jTO+P92eOG/Zp9iW+h/c7z3IXcwzEK0KbHtPeZ7g/2gzZ13nOvLHO489a1Dp2nHhj2puzPduykt+qA88l+x/HQ58+fUwfcMABpvkzgRdffLHgNnWtaoOSVn522223sHr1avffV61alZhQhBBCCCGEEKKxKenhZ9CgQWHMmDFh2bJln/u3pUuXhjFjxoTBgweX3TghhBBCCCGEqBQl2d6++tWvhhkzZoQrr7wyDBkyJHTq1CmE8FlK2NSpU0PLli3DV7/61Yo2tCHxlii95WpaqXr16mWay9hPPPGEaaamkVNPPdV0t27dTPfr1880E+TSljEv7YyWn1deecX0k08+aZrLtbSxcamXhb14/LTG8bdetMldcMEFpplYR/tBCH4hQzJt2jTTtMCxrYceeqjpY4891nS7du1M87rRxklbh5f2ltXWEUJ5tiKvT3o2p3ITurK2ySsiynPG/kntpZ1559h7P+1FIYSwfv1600ze4ee9gpUcA14yHVe3eZy0YtL2RqsRbW+xqZgxCYZeoh4tQmwT7Xrl2DJLgdvl+aYVL+az3niIKR4bc8zp7dK2y3PMMeAlCsaktBVrx/beT9Kf5TzNPuolohG+h+3mmIspmJvVfpg+hpjPcP5m/44pDEyqZQP1zodXcDlmHhSVg+eV12Ht2rWm+R1k2LBhpvm9bfLkyaZj5jTRsJT08NOmTZvw61//Otx9991hypQp4bXXXgshfPZl4PDDDw/nnntu0d8ECSGEEEIIIURDU9LDTwifhRp873vfC3V1dfbXlZYtW+qvEUIIIYQQQoiapOSHn3patGhh9o9af/CJtW94y+lcAvUKZNK+ce+995r+/e9/b5rJRqeddprp008/3TTtbVzG9+wE6f+n5ecvf/mLaRZVpU2DxVm5aucVb6QNgnY42j1o87n77rsLbueYY45JHAMT7HjcTDJjugqDN2hloJ2JFg9am1jort66GULS+hFjTakWMZYXL7HO2065xda8tDP2JeoYK4zXPq+t3jhO29684o3sGywSSyuaZ3PiePBSC3mcPBee9YzjgTaq9LZiEr68fsnj4f54jti+rIUVi82tMYUwef5om+QcwHMTs02+x0u+KyWhy0udY7t5Xr05JCbtLeY6xKQAhhDC5s2bTXOsxBRJ9Syu3A7HT0xSmnc8nj0t/W+eHYz3JraPr7NNtMR699py+08MMQmdXp+u9e9etUhW2yW/2/D7DIvC83sXacwC6aIwJT/8bNiwITzwwANh+vTpiZWfwYMHh7POOisR+SyEEEIIIYQQjU1JDz+rVq0KP/vZz8J7770XBgwYYHVUVq9eHcaPHx+mTp0arr766tChQ4eKNlYIIYQQQgghSqWkh5+77747tGjRIlx77bUJO1IIIbz55pvh6quvDnfffXf40Y9+VJFGNjRcAqUdg8vSXA7lkiYtAffdd59p2rN69uxpmsU4aU2hLYbwPWloM5swYYLpRYsWmaaljWlVtJRwyd0rMkfLDzW3T4sZLSEs7JpOFzryyCNN00LIc3zIIYeYZgFTLjnzXDCBjkvUTIHjdkitFCeL2Xcxu0iW7RSD1iivIO2qVatMsy/RZsjkHJL1GPh+jr30+2inZOIf+yv3x3HmFV2k5me5TdqfmDzF88Wxx7GUfh/b4VmSeD68An0cG17aW1Zi+1VMaqF3zJ51hNvxCubGtKGY5dIrlulZHGMKgcYQY2mjZns454aQtO1459ibc9mXeJy00nn3pqz21VLwbGmeNc6zM/HYPMtpzDgp5di8YrNE9rbKkdXOS8371+OPP26a/ZBzgGeVFY1HSVdh3rx5YdSoUZ978Anhs99mjBw5MsydO7fsxgkhhBBCCCFEpSjp4efTTz916wGE8NlfL/mXJSGEEEIIIYRobEqyvXXt2jW88MIL4dhjj00sk4fwWbrKCy+8kCj2VCsUW+b00tu8InZc0mTaGV+n7YABELR20fa2bNky07SjeEvxaZjiRGsLLV1sX4w1w7MCEdrnuLzLlUEvLSi9Qti6dWvTLO5KCx11q1atTI8fP970008/bZrWI9qfmE7E36dltd2Um6AWY5GIsV14CUvlFq/03sfzRO2t+rZv39708uXLC36W5zvmDyie/TSEpM2OY5Tt4B9xvGRHvsez/7A/cM7wkss4loodg2eR8Gxf1JybOae98cYbpmmv5THHWJVIuXacmKKOxc5Toc/GWCg90vMsE8GYIMY2eZZIUg3LlHds6cKKaRtcPZwHYxLbeC5oGeM48e4J1BwDnnWxGN52vQLA7GOcW5gGmtWiWMp48ObmmHtwufcakQ0vSdNLGfUKocekdoqGpaSHn7PPPjtcc8014V//9V/DiBEj7Ivj6tWrw7hx48LWrVvDxRdfXNGGCiGEEEIIIUQ5lPTw069fv3DFFVeEu+66KzzyyCOJf+vSpUv43ve+l/irvRBCCCGEEEI0NiXX+RkwYEC49tprwzvvvGMpW3vttVfCVlQuLVq0qGi6STE7AZclWQTRS/PhEjrf71k2evXqZXrw4MGmaW/z7CiE1oV0uhVtBLS80IbDc+DZIGjZiCmA5y3vem1je9Lna8qUKaZ5blgYltY4pq7MmTPH9OzZswvue8OGDaYnTpxo+qSTTip4DJ4Fw1veLgXPiua9J2uxQ+/9pSR0eWk2tLwsXLjQ9Jo1a0x7djPPssLrFlMQMm3LpIWHCW8cG559keOb19orgOtdn3322ScUwisYnB7TXsKbVzyW22UBV85RHBveMVTS3hazLS9Rz5tPPOuQl5JVrvWT14XzJj/j2d6yFu718PpYzPhM74PWYY4T9hP2e55X75hph/POpZcg51mq09vxrpfXl2ISEj37d4z9LmYuLlb0l/ugFS82hVBUl1Kub6HXVZC29ij54aeePfbYo6IPPEIIIYQQQghRDUp++NmyZUt4+OGHw/Tp0xMrP4MHDw5f+cpX9EAkhBBCCCGEqClKevhZsWJF+MUvfhG2bNkSevToEYYPHx5C+Mzi8sQTT4QJEyaEq666qmAdoFLImoYVswwZu3xMG4mXPkUbF9PHaM/ie7iddevWmabVjfYattsrtBpCcvmeFgQurXvpU15yl7d9bpMWCqb8eNukhSJtU2G7X3/9ddOLFy82zfPKfffo0cM0f3PGArMsyvf222+b9gp2eglTXvJbof+vJ2u/zGpJ8pJpYiw/pbSV0MLy1ltvmaYVsX6eCCFpr6GliKlknh3FGw8cY+ltsV/GWGdidIwl0vsjEFOyvATGEJIWvRhLIF+n1Y+f5ViKsYmVS4yFJ2aOi5njvbHrjStvHKevLa+LZ0nOalWKGd9Z5wzPahNCco5jv/JSAT04/zLpytu3ZxH2zn2xZKxix1cP+wCvW4zNMmuiZyXT3rImFco+1XiUa6MVjU9JDz+33HJL2LZtW7jmmmsSXzhD+OzG+qtf/Srcdttt4ec//3lFGimEEEIIIYQQ5VJSkdPFixeH0aNHf+7BJ4TP/vo+atSosGjRorIbJ4QQQgghhBCVoqSVn1atWrnpLCF8trxO+1epbNu2LWzbts1N/PFStrxl4tgEFhbF9JaiqZlKRhtWz549TTNljNarGAsOl+WLFX70UrA8O5RXUJLHRtsf7UncPl+n9Yiadgrui+cr3Sa2g3Y4fp7tGDp0qGk+mE+aNMn0q6++atoroppO3CqEd04L/X8hPLuDl0jk7TtrYlJDLMuzTc8//7zpo446yjSL+9J+6CV3eUlIJG3hKieFJ8YaRWJSEWkv8ix96bmOViVqjifOV7T3cQzQ6uYlIWa1a5aCty2OP6+IqHcdstoSY8ZVGvY/nm/PCuulBcaktMXA9sQWwWT/4/lmv2K7vcK9MQVmiXfMMXNRsWvinWMSk7Ll3derNR5i0t5iPqsEscZD57vpU9LKz+jRo8Nzzz2XqIxcz8aNG8Ozzz4bRo8eXW7bhBBCCCGEEKJilLTyU1dXF3beeedw2WWXhWHDhln9jjVr1oTXXnsttG/fPtTV1YXHH3888TnWUhFCCCGEEEKIhqSkh58777zT9EsvvfS5f3/zzTcT76lHDz9CCCGEEEKIxqKkh5/rr7++0u0oyA477GD/1UM/OD2/XpV47z1pbzT/36vO7b2fkcy0Ap5//vmmWfV+r732Ms3fO3jH6f3uqFgFb88/zPNBv7/nQ/YqyXPfXlwu28r20Hvu+cTTbfLiQXm+6WPv37+/6X333dc0f4c1YsQI0zzfPM6Y31EVIyby1ot2jYkb9q5D1qjqUogZGzNmzDDN37r17t3b9Ny5c03zt10kJnq62G9+Yvzx3u9LvPd4/dv7bYoXSU3S+/X6HPfH+Yr9u35FPoQQHnjgAdPs6/y9R8z1LLf/ePvwft/ljY2sv52JGa/FjpPjjDHl3B9/h+W1Kesc4PWfmN+hpfsY/9/7LZl3H4j5nYoXKx0zF3m/RU1fN+93PjFjjvvgGNi4cWPB48n6O6xy8fYde68RQsRT0sMPv7wLIYQQQgghRFMg+k8Kixcvdou7pVm3bl0YN25cyY0SQgghhBBCiEoTvfLzk5/8JFx22WXh8MMPDyF8VuX6O9/5TrjyyitD3759E+9dsGBBuOGGGxLRtqVQV1cX6urqXNsXbR2sOk0bWmzcaUwFcG9p/s033zT91FNPmf7+979vmueIsdeMVeZSvBfnXMwmxnZnraRNTfsGt0PbBF/37FYxFcy9GPP0Z2IieT3LWPfu3U3vs88+plu2bGmaD+ue5dA7hmLtIPw8o2PZj5cuXVpwO96+PQtTzLmvJJ6FZcWKFab5+8BTTz3VdK9evUwzhtk7957dJW3z8cYDiYkhJp7FMyb+14vrZrvTx+C1gxYjjtfhw4cXfM+TTz7p7qOeakX7ev2Y54x9N23nzbJ9z5JVbiww90H7JvfBMe1F2Xvt8M4FP0t7o4c3NtL78yzPxebjQu9hW2NKBHiWNrbHuy+libGmcrxS8w+5tJ7HxE1Xi5j4csVbC1EZSjaT1tXVhU8++aTBfbFCCCGEEEIIUQr6JZ0QQgghhBAiF5QUeNDQcOmfFo8uXbqYZroXbW8k1vITk9TDJXQu/T/22GOmDzvsMNOHHHKI6d133900q4UzRcizIsRUMA8haSOIsWERz6biWRY8a0LW9Kz0/mKW9XkdmPa25557mt5jjz0KfnbRokWmX3jhBdMxdqtiCU4x/adfv36mu3XrZpq2N++zbMcHH3xgmv0wxibotTmWmGQ6tu+hhx4yfdppp5keNGiQ6VWrVplev369aS+B0LMIFWufZyOJSRbzroOXJPnRRx+Zpm3JS95K2+r4/9wWLTL777+/aVo8x4wZY3r58uWmGVjDdD3PKltu2ltMaiOPk7a3mKQrbp/nuJLHw+2uW7fONO1TnGd4PJ7N10v/476898cknabnZc9OFnOOvQRMtsNLu+OxefcN7x6XJut1pBWRn33rrbdMe/fdalmEibcP9gHvHtQQ7ROiuaKVHyGEEEIIIUQuyLTys27dOvvLdP0PrdesWZOo21L/PiGEEEIIIYSoJTI9/Nx///3h/vvvT7z2pz/9qaINKoS3xM+UlsGDB5umbcJLtYklJqWM7WPBtLvuuss0izrSdtKxY0fTa9euNc1lb9pdPDtFuk1eKkzWwo8xNrsYO1iMBa4YXlG+Nm3amB44cKDpvffe2zT7w5QpU0w///zzpmfNmmXaSwYrlrRHYtLo2B94fT0rkPc6bWXsM7QAMoWpkglBMXYwXiue+xdffNH0CSecYJr2UL6H9qyYPhZC8rx6eGlvXlpXzGdj0hm9hDfadNL7YLIfLVaHHnpowW3dfvvtpnfZZZeC7YgpplittDfapEhMSYWYNEPP3ui1rRjcx5o1a0xzvmcxZSZJ0srp2cG8e4s37mPmovR1i7Ete+csZn+ejS3GbhdTxDi23ZxzOE742ZUrV5rmPBEzH1QS7/7q2d6EEJUh+uHn0ksvrWY7hBBCCCGEEKKqRD/8jBgxoorNEEIIIYQQQojqUtNpby1atAgtWrRwl5xZQJHwN0hMRfIKFIYQl+7E12ml2m233UzThjV58mTTtPCcffbZptu2bWuaVi1a+rgEXqyIXUwSjmdr8N7vFYmLscx5VolSLHBe2hcLhNJOyPfMmDHD9N/+9jfTLDbLxJ+YYo+l2CB4PtjuCRMmFHy/l0TmFW9kciD7pFd8sNwUL29b3nWnveTWW281PWzYMNMDBgwwTfvTa6+9VvB1r+BiGp4zL1kqxj6V9Tx5hWe9lKy0FYznkpY4Wt2Y8DZ+/HjTPGcdOnQwzX7iFeCMKXZZCjyXPB72jZh5ybMZeuPSO56Ya57+PO2HTGc88MADTXMunz9/fsF9x1i4YpIny7VkeZ+PSXNku73iud49K2Yspd/j3cO5b859tCJyHpw3b17B12MK0pZLTPpqzP1bCFE6SnsTQgghhBBC5AI9/AghhBBCCCFyQU3b3urq6ooWkGQCFOO1mfxG61mx5eOYtDPCJfF33nnHNJfcaQm45557TNPm07lzZ9Ms2so0GiZ6xSbheMQsoXsWsxg7mGfH8OwRxaxKXqIek5Ro56GNhilMd9xxh2laHHg8PMeeVTJrsdg0TGCj7W3BggXb3W5MsVUeM4u8sqBfbDHBrMRsi5auSZMmmX7ggQdM//M//7PpIUOGmOY1YTIfLXDFxrRnP/POpTcGPLsVtx+TGMVtFis4yX9jIWdarGhju+WWW0zTLku2bNlSsE2lpDBmhfvz0t44Fj3LlFfA1DsGzz5GivVh9g2e1+nTp5s+44wzTHft2tX07NmzTdNeG1MomnjXKqaIcfrzxOvTHjHzkoc3NrzjL3ZeeB/h+3hPYEFxpu7xmsRYCKuVuBZj6+Tc5/V12eGEyIZWfoQQQgghhBC5QA8/QgghhBBCiFxQ07a3erzlXWraaI466ijTTFmjLSq9TByT6OQtLTP5jfY7WptWr15t+uGHHzb93e9+1zQLsnXq1Mk0bXXcVzr5xkty81JrPEubZ8fg8ru3FM9t0grk7Tdta/CuNe0YTFKixYE2iLvvvtv04sWLTfOaLFy40DTtU15qUWwylGf3Y/IQ061Y3Ja2Sc+25BXRpJ2JtreGIGuCEa/zH/7wB9O8Pix+SpsX++rcuXNN0wYbQnK8ewliHmyf1x84BjwLT4xd0Rs/IYTQs2dP08OHDzfNRMuHHnrINOfBdu3ameYcwn5VLAGzVGItOLQkeXbUmPZxf96YiUnS8raZ/n9ed84hnON57lnI2rMcegVPPZtTTDpcKXh9NOv5i0lK4zF7dri0LdqzhnHepJWc2506dappJsXGpAWWQzE7rndf9IqcKvlNiMqglR8hhBBCCCFELtDDjxBCCCGEECIXNAnbm7eEziVx2j1OOukk07T/FFvezlpwzXs/k5eYSsZl+aefftr0QQcdZPqII44wfcABB5imnYcWLlrgSoH2DVoQvIQzXgeeS352l112KfgeL+kqbWvwLBUsYNq7d2/TtAqyWOjjjz9umhah5cuXm37jjTcKtqPc9B/+G+10xx9/vGmmEBLPduKlHvFc0j7HYqFegc9KEjN+PKsXU+quueYa00z9GjVqlGnavzjGWLgwhKQFlbYqz5bG9jGJjP3Hs895NlOODVpZ+B72vV69eiWO4ZBDDjHNAspMGaNt0CuAS5tltVPdivUFto8Wx/Xr15vOat3i9fSOM8Z+WGx+9+Yl2qdmzpxp+rTTTjPNlD6O0c2bNxdsR4zVLzbhjXi2uZj7WoyNzRsD3JeXbOjdf9KJgLwOHJdMSqXNkP3hqaeeMu3dmypZ+NnDm3OYBsq5IiapUBY4IbKhlR8hhBBCCCFELtDDjxBCCCGEECIXNAnbG/GStGiboP2FVqO//OUvprnEnCbrcrdnJ6DthglltOAwlYzJTkwxozWOLF26NPH/tMF5iU7esj7tBbQKcjtMjKIVj9uhDYn75dK9Z4NIf4bnjIVraYFbtmyZ6ZtvvjkUgsdAq1tMcVaPWJsB+1mfPn1MM6GLqWReml9MMby333674H65/VrBs4axEOEvf/lL02+++abps846yzQtRUxIDCGERYsWmV6yZIlp2o28xK1WrVqZZioZbTQ8BtpdPbiv1q1bmx44cKDp9Fjn9R07dqzp//qv/zLNY+O1ZrKYVxS0UulRxT7rzadt27Y1vWbNmoLtyzoWOX44p3npaN520m3m+eN8wv7w0ksvmR49erRpWrJ4rV999VXT77//vmmv8LNnl4rFmzditutZBT3rJ+E85t0rvYLWaYsm/42JeoMGDTLNMfDyyy+bnjZtWsHt8F5WKQtcsX7rnSdauGmX9rbbEBY9IZorWvkRQgghhBBC5AI9/AghhBBCCCFyQZOzvRGvABzT1P75n//ZNAueppPSKpWWwnbQKrFp0ybTtNQwtenRRx81fc4555hmUhxtMbR/hZBMMqO1hwlLtIJw6Z8WFBbj9OwRbLeXHuXZF/g6l/pDSFoZ+vbta5rHSqvJPffcY3rGjBmmad3jeaEVyEt482wJMdazEJJ9i8mDtCfR3kWLGq8VibE1sI8xdY/XnJbLhrZKxBSJpfVsw4YNpn//+9+bZrHCs88+2zST0UJIJt7RckiLLPsD4ZhjqhSvLW2nvJ5MqWMfo42TqW5ML2TbQgjh9ttvN33vvfea5rnh9aUlK6tFppz+EPtZji1ae19//XXT3rwek7xICxP7Eq9DKXYhb47jtpj2xrlo2LBhptkn2ffmzJljmtfQs4MRrzhmsUKt3nnl+eD9K6YgtpfYxnNP7V0fL4kuhOR9asiQIaaZhMjx99e//tU0+watcd6cW04qYrF+5RWl3WeffUxzHiglcVQIURyt/AghhBBCCCFygR5+hBBCCCGEELmgSdvevASx+fPnm6b967DDDjP9zDPPJLbl2SJiiFmW5lI8bQNMkrrrrrtM0zZw8sknm6ada//990/sj6lCtDdRe1Y0Lx2M55ivM9WN55jXwbM78LOdO3dOHANtDbQe0er2t7/9zfQjjzximsdGqxuTc/iemKSrrMU7Q0ieyxEjRpi+7rrrTHv2SL5OO4aX0EV4nLS/0BLCoozF7CXVxjv3XgIhj4fFbF955RXTBx54YGIfLIx69NFHm2af8657jPWKNjaObyZ3sb9x/PA9Dz74oOlbbrkl0Y7Zs2eb5rnhtrz0rZjilQ2B1yYm3tHGl7UQL68PrwPHD+cSzlelnBcv+W316tWmacft0aOHadp8Dz744ILtYEoh527vOntFYdPzUozdz7unEtrVvLmL7/HsbcQbb7zfhRDC0KFDTafvHfWMGzeuoOa9lumMMQVcqwWvCYv+0jbp2R2V9iZE6WjlRwghhBBCCJEL9PAjhBBCCCGEyAU1bXtr0aLF55ZzudRLW4OXinPHHXeY/slPfmKayW8hJO0LXKaPSUzylpzZJs/ORKsSLQ7//d//bZqF2s444wzTaZsPLWNMlCNe8ptnseJ5YToTLSu0pPHce9eESWRp2xFtK7NmzTL91FNPmX744YdNs/Aqrxu3410HEnNt+R4eD200IYRw5plnmqZtiQVWvcKjWa0MXqFW2v5oD+HrxQo/NqSNwtuXd74J++3EiRMT/8b0LVpKOW6o99tvP9O0LnpJVBw/TITje5jwx/awYOlrr71mOm1h8qyjfF+lkirLoVi/5TWitYdzC21IPE7PkuT1Ge6LRaa7d+9uesqUKaZLsX56RVUJbdUsvvvtb3/bNOdQJhVyHl+4cKFpHk/M2EgTa4+rx5u/Yyx3Xqqotx2OH6+4dQhJa7c3zpgMyevD+ZGvN7R9jH2UlmTa8pge6VnysxYDFkL8A638CCGEEEIIIXKBHn6EEEIIIYQQuaCmbW91dXWhrq4uqigfl8C5FL9mzRrTTFA577zzEtv63//934LbJbRVxRTCjIHWD8KlcVpkXn31VdPptLejjjrK9BFHHGGaRUtp56FdjfvzXuex0dbAbRIv7Y5L+gsWLEh8hsfHQqqLFy82TcuCZ3WLscjE2B14nal5jtLXoV+/fqZ/+ctfmuY58yjHgsH383yxMC77UkzaXWMSk8DnWWpCSPYT2v1YnPShhx4yTTumV4yR8HVeW/YN2jJpcfVStTw7ZAjlFcCtNsXawHbTWshr4tmnYo7NO5e8ziwqO3nyZNMxyWUhxPVFfp59jwl+7Cdf//rXTdP+RCtmx44dTdM2yXmTfYyk09q8QqXEs1J591cef0zxU2om33Xr1s0059N0EWzuj9f3V7/6VcHX+XkWOfXaWg3SfZj75nhYuXKlabbVu2/U4pwtRFNBKz9CCCGEEEKIXKCHHyGEEEIIIUQuqGnbWyE8q46XfsMlehYT/L//9/8mtsviaXPmzDHtJSzFFGkkMe+hBc6zGbA4IlOiQkgmi913332mmdJGGwUTdmhH8KxuPK+0abCtXNLftGmTaRYxfP31102vXbs2cQyeNYjWBO6PFiOSNSnNuz5eOh41091CSCY9vf3226aZ5lMNeI54Xmn9oLWrMYv7xRBjy+MxpG1vHLveNWUfY9/z9uG1z7POePYaFt30rJXFPl/LpPsSr0vv3r1Nc/4qJ4XR07R+Dh8+3DRT1mgvik3P8vqll5jJfnXTTTeZZt87/fTTTdOmzHQ8JnhyTqc9eOPGjQXbmf5/r6gotVdUlfcpr+/SvsnzzWOj5YvHw/tSen7nveOGG24wzaRHfp72Q9qivdS0rJRSHJv3L37voB3TK2rtjQdZ4ITIRtO4mwohhBBCCCFEmejhRwghhBBCCJELatr2VqjIafrf66GFwCuoSQsSix6GEMJFF11k+vLLLzfNZXPaaDyLWgwxy9gxaXJpmw8tAkyOoebSOvfBY4g5HtrkvIJxnm3CS2dK4xV384ixL8TYaDyLHS0lLFaYTlt68sknTe+5556myylMmdXiwMKrLJ7LAoLsF16iWa3gzQOeTScE/1p7Np+Y8xpzHbIWZy1mia01q1uM7SZ9HTiOWcCTqY+cpz37mNcOz3ZLuxnnfqYx0i5V7FxntTl7n2Wbbr/9dtNvvvmmaVrgWOSTVjIeQ9euXU2zEGq6+DJhv2T7eF+jTYzt5n3GSwDldeacQ017Gq852z1u3LhEu1m0nBY49h8eG+fmcu7ZJGaeYD9MJxnyntCuXTvTixYtKtg+z55c67ZlIWqZ2rqzCiGEEEIIIUSV0MOPEEIIIYQQIhfUtO1te3hLvVxC5xI4i3FOmTIl8RkWWfvxj39smqlw3B9tQp79Lqat5SxXe/tKb9dLjOLSOl/3bGncDi0RhO/3itCWYuWpVDpPVvsYLR7HHXec6b59+5r+6U9/mvjMXnvtZbqcwpRemmFW69WKFStMs4DgG2+8YTptz2oONopyisRWY18xlstaJ6bvpeelHj16mKZ1lFYqWrqyjm/PAsc+TXsbi4syKY1jPW3d47ZixqUHt0tL1tNPP22aKXiHHnqo6XPOOcd0z549TfPc8T6Wnnu88+rdv2gT884NzzftjTxfnn15y5YtpufPn2+a52LMmDGJttK+yOPh/piISku2d2/Kijd2vfNC23EIIZx44ommWdSb91QvldNrhxAiG1r5EUIIIYQQQuQCPfwIIYQQQgghcoEefoQQQgghhBC5oEn85ierr7pY7Go96ajLhx56yPS3vvUt0/z9z29/+1vT9BUzstP77Qzx4nkrWbE5pvp81sjtmN8sZN1OsTaV83pMn/E82vxdwogRI0x/5StfMc1K7Wlvvff7gGp7tL1rzgjVY445xnSxqNRSKpc3FbJGWmelOZyjrBQ75v3228/0woULTXsx4zFjxnvd+70iY7X5+5Ljjz/e9H333WeaccQhhPDee++Z5u89Y0oSeK9T83ch69evN8370rPPPmv6yCOPND1q1CjTjMDeY489EvtmFDXbzePxfhPK36B4x8b387c2jN9esGCB6fHjx5vm75yWL19uOj23en1j69atpvnbmZj7FMl6P+F5ZFt5LnhNQkjGW996662mvesjhKg8WvkRQgghhBBC5AI9/AghhBBCCCFyQU3b3urq6kJdXV1mG0lM1fa07Y3L9Lfccovpiy++2DQjjX/3u9+Zfuutt0zvvvvuBfdHO0ZMZeZKWmcqZafL2qYYa0EljzPrsTEidtOmTaaHDBli+swzzzR94403mqaVrGXLlont0sLCvlipY405Tu6XUde0aLZu3do0+39zp1LXoSGjtGsRbxyn59ZOnTqZfvTRRwt+hpahSs0zHAOMW37uuedMf+973zM9cOBA0/PmzUtsi3NFTOy897p3b/KipPl+zlE8jzwenuu03apXr14F/61Dhw6md9ttt+22lbDdK1euND179mzTEyZMML1kyRLTtBcTz0qW/n++zztn1b6/ct7k3Mr7/ejRoxOfeeqpp0wzTpy2t+Y2VwhRa2jlRwghhBBCCJEL9PAjhBBCCCGEyAU1bXurNF5KSwjJNBsmud1www2mWWH73//9303fc889pidNmmQ6nRhUaN8xlohKJm811nJ6ufullYbWB+/c0ELA9zPZiHZFWhNOPvlk09ddd51pWjZatWplmtaFdFurcb49S41nu6ENj8dMG8y0adMS++B5as7Jb2L7xFiHOcb22msv9/O0bnkplJVKfvPSHJnc9swzz5g+7rjjTNPWmt6W19YYm1jWc+mlr3E77777rum5c+cW1OnPMwmO6WPt27c3TQscLV2cT5jk9sYbb5jevHlzwfZxXiFeQmtsMmjaark9YiyKhAmenO/5vYF9m3ZppveFEMJLL71kmue7HOux5mIhsqGVHyGEEEIIIUQu0MOPEEIIIYQQIhc0e9tbrP2AqTVc4ucSN4vgTZkyxTQTg/r06WP6gQceME37Ai1ZMRaPShY/bUgquRTP9BxaEHheaRvYsmVLwc/SinjJJZeY7t+/v+lrr73WNG0d/Cz7S5pKXbtKXXdaQubMmWN6+PDhpidPnpz4jFf4sCn1P1F52Bc4N3LsDR06NPEZFrakpYsJbJXC65+cAzi/czx07tzZ9Omnn574/L333muaVifPipa1GHdMUWrPehebnsl/e/vttwtqptyxHV5hbp5Xb77ifO1Z2mJs3ul9lENWC6VXwJT2vmHDhpnu2rWraRYyDSGEvffe27RndYtJERRClI5WfoQQQgghhBC5QA8/QgghhBBCiFzQ7G1vMcXm0tDOwSV7WoEWLlxo+pprrjF92WWXme7Zs6fpP/zhD6ZZDK5t27bFDyDEpRkVe19WanGZneeeVgFeKxYipDWFdoRjjz3W9IYNG0z//Oc/N71161bTTHVjylGs1STGJhaTpuYVxvUsaXwP7UXst8ccc4xpWn5CSPZRz55Ui/1EVIaYFDP2SY4TFtoMIYRXX33VNOdT9hnap2JS4GJsS94x0MLE9jz//POmmdYVQggnnHCCaRappIXOa3fWtsakOcaQ3m+Mzc7bH+fZGIueN3dVq/B1peaiGFse+0/Hjh1Nn3jiiaZpkaetMIRkcWnuj30xhqZqhxeiHIrNlVnGgVZ+hBBCCCGEELlADz9CCCGEEEKIXFDTtrcWLVqEFi1aVGxJu9jSurd8z+V+przsvvvuptesWWP66quvNn3aaaeZvuqqq0wzWeu5554zzeJ7tIFwaZwWpGpZjRrTwuQt5dPq5iUJ9ejRwzTtbSzW99BDD5mmHYfXk1ZE7pf74vVJU05/9d6f1fLj2Slo6Zs+fbrpgw8+OLGttWvXmvaS9mS1yB+ePW3AgAGmWUg3hGRiIucv9tFiNuR6YvqbNza8tDK+/4MPPjD95JNPJj5/wQUXmOZ8v3jx4u22KYas6WOlzDEx1jpvDuH5q1SCZSWpRgoc7/e8D+y6666mmRjKe8vSpUtNp4v+MomU9yba6bxkP++ayIIsRDa08iOEEEIIIYTIBXr4EUIIIYQQQuSCmra9bdu2LWzbti1zwa+s7yn2GS8liJpL17TJ/fnPfzY9YcIE0+eff77p66+/3vRf//pX0+PGjTPNQmrFaM42JF4TWtR4LmlXmzhxoulnnnnGNG0De+yxh2meO9oPS7HjZLWFxNgUPLtRTBFffpaJeCzU+81vfjPxeSYSrV+/3nTWRKJaoVIFKKv9/mqN4Uq1ieOHSWe9e/c2PWbMmMR2mdSY9Vi99C3PFkS8udtLmWPfpu0zhOTcfNJJJ5l+5513TNMOx2Ou9rxc7vaz3i8922A5NHRyWcz+WMiaaYb/9m//Znrs2LGmZ8+ebZrzLO8nISSTSGmni0m8894Tk5boEfsdKeYzMdTaXFyLbWoOxxCznfS2sn5fSicyKu1NCCGEEEIIIVLU9J9x63/AXis/BvV+5M6/8vEvjPwB7b777mu6Xbt2prmKsd9++5nu27ev6Xfffdc0f4RZbPWqqRJzTfmXs/bt25vmSk6XLl1M88fY/KvlTjvtVHD7WX+InaZSIQfEC16IOV88BvZh/vic5zGEZP/btGmTae8v2rX+I9ta+6tYU1r5IZzf+Ndtzm99+vRJfGbPPfc0nfVH2jF1VzxiatB4beBf/UNI1nPZZ599TO+///6m+cP2prRC2lh/ASa1uPLjuTt4nbt27Wqa9xneW7idEJJzaKVW0bTyU/r7a7FNzeEYYraT3la5Kz8MvdruduqawzdmIYQQQgghhNgOsr0JIYQQQgghcoEefoQQQgghhBC5QA8/QgghhBBCiFyghx8hhBBCCCFELtDDjxBCCCGEECIX6OFHCCGEEEIIkQv08COEEEIIIYTIBXr4EUIIIYQQQuQCPfwIIYQQQgghcoEefoQQQgghhBC5QA8/QgghhBBCiFyghx8hhBBCCCFELtDDjxBCCCGEECIX6OFHCCGEEEIIkQv08COEEEIIIYTIBXr4EUIIIYQQQuQCPfwIIYQQQgghcoEefoQQQgghhBC5QA8/QgghhBBCiFyghx8hhBBCCCFELtDDjxBCCCGEECIX6OFHCCGEEEIIkQv08COEEEIIIYTIBXr4EUIIIYQQQuQCPfwIIYQQQgghcoEefoQQQgghhBC5QA8/QgghhBBCiFyghx8hhBBCCCFELtDDjxBCCCGEECIX6OFHCCGEEEIIkQv08COEEEIIIYTIBXr4EUIIIYQQQuQCPfwIIYQQQgghcoEefoQQQgghhBC5QA8/QgghhBBCiFyghx8hhBBCCCFELtDDjxBCCCGEECIX6OFHCCGEEEIIkQv08COEEEIIIYTIBV9o7AYU49vf/nZYtGhRaNGiRWM3RYgGoa6uruDrGgMij2g8lI537kp5X+y2ClHOtYr9bB77g8aGyDvpMdCzZ8/wxz/+MeqzNf3ws2jRojBr1iwNZpEbdEMT4h9oPJROQzz88HXvmujhpzpobIi8U84fZWr64WeHHXYIO+yQdOZ5k205r1dyW431ejGyfqYxj6HWzmtDH0PWG1etHINHU7oOjYXGQ+W+RNfiMTTW62m8z6TvsdWkWuOwFs53Y/Yl77o3pWNoyPtJQ7Qp6/sb4n7V3MZDejtZ5jL95kcIIYQQQgiRC/TwI4QQQgghhMgFNW17q6urK7rMF+NDjnm9kttqrNeLkfUzjXkMtXZeG+IYvPdkXe6ulWOoRptiXk8vh9ey1Y1oPGSn1sdDLd4HPLxtlWKt2977YyyNlbzH1drrpX6mEE3p/lDt+0kp76+1NjXE/ao5j4esaOVHCCGEEEIIkQv08COEEEIIIYTIBTVte6unli0rQpSL+nRliF1a13xS2+ialE4p9pJy3s+xtG3btoKvZ7XViSTVtsM1B5rbcTa346kklTo3WvkRQgghhBBC5AI9/AghhBBCCCFyQZOwvWkJUAhRKTSfCFE6f//73017RQU9CxzROKwOOq9CbB+t/AghhBBCCCFygR5+hBBCCCGEELmgSdje8pheIoSHxoMQ/0DjoTrQ0vbJJ5+Y/tKXvmS6a9euBd+zfPnygq9zm6VcN13r7aNzVNvo+tQGWvkRQgghhBBC5AI9/AghhBBCCCFyQZOwvWlpUIh/oPEgxD/QeMhOTAIbE9t22mkn0x06dDB92GGHmV6xYoXpzZs3m16/fn3B7ZfSTl3r7aNz1HjEWNp0fWoDrfwIIYQQQgghcoEefoQQQgghhBC5oEnY3rylRKVm1Aa6Pg1LczjflWorP5suuBizXb6n2Lbq8exCfJ12IVF9msN4yEq5x+b1+3/6p38y/fHHH5veY489TO+1116mP/zwQ9NMgdtzzz1N77bbbqaXLFli+gtf+MfXDxZO5bGlx1tzvqaVIo/joVrEnLOs51XXpzbQyo8QQgghhBAiF+jhRwghhBBCCJELmoTtTakZ2amFJVRdn+rQHMZDpdpazG5GKw1tbFmtBl4ClmeNEw1LcxgPWamWXcbb7kEHHWT67bffNv3++++b5tigBe744483/cc//tH0Rx99ZHrHHXc0zXFbrH0kJr0uL+RxPJRLzBjy7iEx2yxnv6I66O4thBBCCCGEyAV6+BFCCCGEEELkAj38CCGEEEIIIXJBk/jNj3yR2YnxhFfq9Uqia719mvM58vqb559m1C6jc0MIoV27dqbbt29vmrG969atK6gZ88vfNTAKOOvvf5rbtaoVmvN4iPktC/thbJ/0+vGnn35q+pBDDjHN3+3cddddpvfbbz/TmzdvNj158mTTRx55pOkPPvjA9M0332ya43innXYq2LZiePOGR176jKKUyyPmfsQ+ynHlxbfHbLPc66M+sH208iOEEEIIIYTIBXr4EUIIIYQQQuSCJmF7y/vyXLlkjb6s1OsexZZeda23T1M6R+VUvyaetYfWthNOOCHxmZNOOsl03759TdOOsHLlStPTpk0zPXv2bNNbt241TWvd8uXLTS9YsKBguxWHXX2a0nggMZY279g4BridnXfe2d0+LW2EfXrAgAGmr7zyStOrVq0yTRsoP/vGG2+Y5njg6xdffLHp3XbbzfQzzzxjevHixW6bK2UTaqp9JgZFXWcn5tx4czk/+8knn5j2xnc598Ri789atiHv6M4shBBCCCGEyAV6+BFCCCGEEELkgiZhe2sOyRXVaGt6WTWm+rWXnuOllMTsOyaVK8bKkf58rV/TxqIWx4O375gUJr6HfY9V35kG1adPH9MXXXSR6WOOOSaxXaa6cd9Mk2Il+l122aXgZ2l36Nevn+lNmzaZvu6660yPGzfONG1IHhoP5VGL48GjUpYX2s1o/aS9k+MnhBDefvtt07TndOnSxfQZZ5xRcLu33nqraaa60QLn3TeeffZZ0yeffLLpb33rW6bPPPNM01OmTDH9+OOPJ7Y1adKkgu3gueG9zLv3VStlqxZoSuOhVvDuWRxDnMtbtWplmmOAfZL9cOPGjaZbt25tmuOQ7y/l+lTSQpcHtPIjhBBCCCGEyAV6+BFCCCGEEELkgiZhe2sOyRXVsLqlLWz8/xgLnFfoju+hlYGFH70lWr5OuHxc7Bhi2t2Urns1qJXxEHNNvPewX/H1li1bFvxsr169TNPqxgKK6b60YcMG0579jP119913N92tW7eCbdprr71Md+rUyfS//Mu/mKa9aO7cuQX3S9sSbXVKP8xOrYyHGGLGSQy0brKAb9u2bU2/9957ic9s2bKl4P46dOhgmglstJxNnz69YDt4T+BnOU4WLVpketasWaYPOugg0xxjtNtx3IcQwkMPPWSaFrg1a9aYXrt2rWmOLY45714ZY82tdZrSeKgUWe9F6f+nZsIg+/fIkSMLvs77DPXhhx9u+rnnnjPNYtrpwtyF2vDFL37RdPrYsn4vkg3yH2jlRwghhBBCCJEL9PAjhBBCCCGEyAVNwvbWnJfneDxcoqdmIkixIlq09nTu3Nk007GYBkSLxJ577mmaFjXaA7hcu2LFCtMs9jh//nzTb775pmlaMLiMm7bJeWl0ze26l0OtjIeYVDevf3NZv2vXrqYHDhxomik6+++/v+nBgwebpv2AiXAhJK00tOQQ9je2j4k8TPbZddddC26nd+/epr/73e+avuuuu0zPmzfPNFOBuN9i9ieNgcI0h3Qrb5zQHsq+ypTCd9991zSL86bHAxOneB9hEVLax8aPH2+ahX5pafvoo49M067WvXt306tXrzZ97733muZ9gO/nPYH3kBCS95eePXuaPv30001PnDjR9NixYwu21bNnNwfbdS2Oh0qlHHqvx6TYpt/DccZ/4z3l2GOPNT18+HDTd9xxh2neyzh+aKP+xS9+Yfo//uM/TPM+wDHN4+R9kHbXdFtpoaP27tO13o+rjVZ+hBBCCCGEELlADz9CCCGEEEKIXNAkbG/NeXnOW8blEj2XZGlPo/0nhBCOPvpo00zBYhoQrXFcEuYyKZdxPbjcSmsGl2hZrO7Pf/6zaRaBTO8rXZivnubcB7JSi+ciJq2KVhtCywvtmuxjtL3Rwsb+TBtnCMk+7aUT0nrD/dHexvdQs+9ym7TjnHLKKabZt2lPom0pTa3YVmqZ5pBuRQuO1w+HDRtmmqlStK2lbTGE2yW0sXHM0HLG8UM7KeF9gEWC33nnHdMLFiwwzcKp++67r2laTtNpiU8++aRpnptTTz3VNMfczTffbPrGG28s2NaYgqdNaRzW4nio1L6z2raKfZfh/Yjj5ogjjjD905/+1PRLL71kmn2afZdjkQmJ//7v/26axX3Zv2l74zjk/YE/NwghmaSYTnesx/s5hWcVzAta+RFCCCGEEELkAj38CCGEEEIIIXJBk7C91foyczl4xbW4JEk72wUXXGD6sMMOS2yLS7feUicTgGitY5oPl1k9KwOtdFyi3WWXXUyffPLJpmnRowXutttuSxwDl5M9C4eXjNTc+oZHU0rz4VK8Z1GjlXOfffYxvd9++5lm0VHaA2jHYV9It8Mr0Msx56XleOOKtgkmHrIPMyHRS+3h68WsCHnp31mpxfHgEWNzZv88++yzTZ9xxhmmr7/+etMzZ840TUtoejywr9OC2bFjR9Mcr7xXcOzSlsZxwjQ53jc4vrt06WKa1j0mtHFuoAUphBAGDRpkuk2bNqZpgeP+vvOd75heunSp6Ycfftg055PmUCiyUuOhIY4ta3FSL53TS0dj/2RR6hCSyaK0KvO7Cvv9qlWrTDPZcO+99zbNvstiu4sXLzbN4+TYY5rcAQccYNq734WQTBClxXPMmDGmP/jgg4Lb8lIlY2ygzQGt/AghhBBCCCFygR5+hBBCCCGEELmgSdjemsNym5eGxeVG8rWvfc30D37wA9NMw0rbGri8SQsCU3vWr19f8D20BXkpVjyGHj16mOYSLS0H3A6Xhr///e+bpnUhhBB+85vfmPYKo3rWoOa8REsaM80nJg2J14cFdlnMlAlvhxxyiOlevXqZZooO98u+SrtQOk2OVk5+nn2JdpmY4pIeLFY3YcIE09OmTTNN2w23X8y62Zz7caWoxXQrEjNm2B84Bi699FLT7M8dOnQwzT7Me0C6sC/bQesaoRWN44z2HxZv5NigLYh2T879tLXyXsSULL7O4qUhJO+FtAxxbuG2uO9vfvObppk4Sps3bVIx95Na6WOkUm2tlWNjH+M14ZjhfeCggw4yTdvj4YcfntgurcpMEaSllEXhuT9asjmWaK2jxezFF180/dBDD5nmeHvkkUdMsx9yHKePgcfHNMPrrrvO9A033GDaG9Mxaa3N7fuVVn6EEEIIIYQQuUAPP0IIIYQQQohc0CRsb81huc2z7fB4mOxz+eWXm2YROi4Bb9myJbGPZcuWmZ41a5b7vnq8lCmmunH5lUu0kydPNk2bwtChQ01zaZgpJVwO5jGHkLS6/e53vyvYVibKebbB5tBnPBo63Spmf7RusQ+cf/75plu1amWafYyWFRZQZCIVLZSeRZP9M4QQ3n77bdPso+xL3B/bRGsPrQw8Btrn2CcXLlxomik/3rhn8lveC8+VQi2mvcVY3TgnUp9zzjmm33rrLdO05tD+TJvPK6+8UrANISTncs6bLEbNfsy0N1pKaW/jmKG9mvO4179pVfKKb6evW9r2U8+kSZNMP/vss6b79etn+rTTTjN97LHHmn7wwQdNcx5LJ2t5bao1amU8xLTDS28j3vjh/HvJJZeY/u53v2uac+5jjz2W2O59991nmsVG2SbeK2jvpxWNFk+OB37/mT9/vmnelwhTQtkG3td4bwkhaXPlcfP7I++RtPRxTDfVvl4OWvkRQgghhBBC5AI9/AghhBBCCCFyQZOwvdXi0lvWJWQvPYpJV0yyYRFRLk9yGZf2gxCSheI2bdpkmhYeWhC4ZMo2eUW1uMzMJVra7WhfoM2C6URc3mbbQgjhvPPOM71mzRrTd911l2mvIJe3PN7cLHC1kvbG60CLGhP8mCjI97DYIfubZ4nwbGJc0meBuRCSY4XWT1oHaCng8bBNtBUdf/zxppmyxSJ5TDz0zldMgbkQyrumza3fe9RKElc5iUnsS+xvf/3rX00znerggw82PWTIENMcD0xLDCFp/Xz99ddN0/JDiyfbx0Q0zvcc6xxj7NO0+dBGxHsLxzTnCep0m1jI8amnnjLNeYNWwf79+5tmAe6//e1vpr35pykVfqyV8UC8uZz2MdogOT/ys/wOwvQ+fndatGiR6V/84hem+VOANN48ze9YHBtMeOO4Yropv8Mx9ZNjlPvyviPyXPD4Q0iOxT/96U+mmZJIO9ycOXNMjx071rTXv0mt9/usaOVHCCGEEEIIkQv08COEEEIIIYTIBU3C9lYr6SUxeGk+XNJlehuLVHFZlcueTM5h+s/UqVMT++a/0UZA2A5aEGgRYrv5OttEexutCbQRMeGE22ThufR14zL4t7/9bdMLFiwwzUQjHqe3XFsrfaZS+26IY4ixTrAdXMqnvYC2N6ZYMTUtpgCwty/2vXRSGpPcaMmhBZP9mOOHtiDadmjXGzhwoGmm/Bx33HGmaVmlRYHt8dJ/QvDnE89G0pTmykpRK8eWdd/sG7TIvPrqq6Y5x3tJZxwPgwYNMn3GGWck3sfin//zP/9jmn2JNjZaknnfILTk8HhoeeZnuS/eB5kyxzHJxKwQkvdC2pto8WMqF+8VtMZdcMEFBffB5K4YG3Ut0phzQMw9mNeK15oWM/YZbnPYsGGmL7zwQtO04f/yl780TbtZ+v7gJWuyTfyOxJ8J8N7CfbPdtLJyX5720lP5Hn53SreVx8rPMwnvzDPPLPh+HlvMNWwOaOVHCCGEEEIIkQv08COEEEIIIYTIBU3C9uZRi8twXooTly659EgrAz+7detW01yKpx2HaWjpz9MiQzsC28Ql2pgiZCx65y3Rcjtr1641zZQSWiJos0jvr127dqa5dEsrCN9frDje9l5vCGL2HWOpqMYxpPfrWSS8802LDPWAAQNMH3jggQXfw/7J5XfaBoq1tZ50kTxaIrm/3r17m6Ztjvtmf50xY0ZBTYsmE+RoQ/r+979vmsfJMU1L58svv5w4Bo532ivY7sbqM7VCrRxbjF3E05xbH3jgAdO013A+XL16tWnO6SzqyUKoISTnWqYWsjgpP08bEu0/tKwymY7zPfs3xwltOkxFZDFgzhkcq+m2ElrGu3fvbnrFihWmx48fb5qpol/+8pdN33DDDaY5/9SKtTKGhr73xfR7zs20ePK7wObNm02zT9MeSasb5/ef/vSnpmm35/hhKlu63WwrvxexffwJAGG7mYpYLLWwUBuIZ3ujvTqE5LjkWKGVc968eaZpOeS28mh7y/zws3r16vDqq6+G5cuXh02bNoWPP/447LjjjqF169ahS5cuYfjw4QlPvRBCCCGEEELUAtEPP9u2bQu33nprGDNmTKirqwtt2rQJrVu3DjvvvHP45JNPwqJFi8KkSZPCAw88EI499thw8cUXf+4vsUIIIYQQQgjRWEQ//Dz44INhzJgx4dRTTw0jR45MFHmqZ9OmTeGZZ54JDz/8cGjVqlU4++yzK9LISi23VXLpOmth0x49epg+9dRTTdMGwOVWWgi8oozpgle023CplK9T8+HUs7qxTbRmcN/cpmel4/Ew2Sf9gMzlYdqqaA888sgjTT/33HMFt9uYlJO2E5MqVA0LRrHtsD/QarDPPvuYpv3lsMMOM80ivlwRZp+hjZH2F76fy/UsZsprTotCCMnzxPfRhsN+zCQdJrnROsN+fN9995l+6KGHTHft2tU0C8/xfHGcjBo1yvQpp5ySOIann37a9IMPPmiaSVc8hqwpcM2BWkm48/btjWPO/Uz8oz2S9hVaoak5Tvr27Ws6PbdyDNDeRjsc30O70cqVK01369bNNO9ltKTRYsZ5nMWD999/f9O8Vw4ePNh0+h5HSxOTJGml4rZoFaRtdObMmaZZMPamm24y3ZQS3khDj4eYfs++SLs+v1Pw+vD9tHPR0vjss8+anjJlimmOK8/ald43503Poua9h/cdvoeWNFoo2af5Hs/KzNfTVnC+j2OAY4tjl+eA91Te4zhePZrD/SR6aWbs2LHhy1/+cjjnnHMKPviE8FnV23POOSeMHDkyUT1WCCGEEEIIIRqb6IefzZs3fy5z32O//fZL1LEQQgghhBBCiMYm2vbWsWPH8PLLL4cRI0YU/S1PXV1dmDhxYmJJrVRatGjxueXmcpbYii1jV8NaxyVQ2n9YKJHvp92By5BMKeH70zYfr+CcV1SLy8PedplwQquSV3SS26f9gEvMLCZJK1AISVsVj4FpXV/72tdMMx2L7fCWbhva/lKNfVeqQGrsPrjszr47YsQI07QlMtWNaTtef+C+WIhxyZIlpmnHYRuGDh1qmolPIST7N/sG+xXtZ7QSsf/07Nmz4L5ZJI6WH44ZpnLRgkHrA8ctLXMhhIR1mJaHm2++2TTPmTc3N1VrQgy1mOzowevjWZA5/3Leo2WFFpfhw4ebpr06Dccf+zTP00svvWR69uzZptmnaRtlW2nh4fgmHA8sWDly5EjTvCcwSSuEpD2Qdh7edzhX8A+2tEzxnnrCCScU/KxXBLNWbJYejTkevPPB/k27olfImv2NNmf2B1oX+/fvb5rz7PLly02ng7g4Z7Md3DdtmrRFs58w/ZBzNFM82e+968D7Es8X25Duk2w3zyvva3ydRYJ5Prx0ueb8u/3oh5+zzjor/OY3vwlXXHFFOO6440K3bt1C69atwxe+8IXw6aefhk2bNoUlS5aE559/Przxxhvhhz/8YTXbLYQQQgghhBCZiH74GTp0aPjxj38c7rzzzsSPeNN06NAhXH755Ym//gohhBBCCCFEY5Opzs/gwYPD4MGDw8qVK906Px07dqx4I71lQs9i5hXdrOSydEwRSFoC+DBIaxfbyiV9LlV6hfG45FmsTen3FWpfOlWnENwmLRtcJqZdyFtK5fuZ8BJC0iblWegGDRpkmqkms2bNKtjWWknqiel/lXqPR+z7uQ/2DVoKONZpL/EskewPtKTxs0yhYgrchAkTTNOaQwvl6NGjE8fAZX3aFGgJYP9jkiJtO7QIMQWO44fJQ5s2bTJN6wO3w75NK0c6zYfhMkcffbRppr395S9/MU1rFMdiVgtPU6IxbUhZExy9IsEcJxxj7DNeAVOmYXm2uhCSY4D7YGFGji3agnicLJrINMJly5aZ5pzB46f9h32VKXW0+qXnblpteQxMiWQ7OH54nmgloo3PK3oc852iVqjF8eDZ24jXd3l9OO/RJkbrJ39vzp8PsF+FkOw/nIPZbt6bOBbZj/l9jvumbZsWTaYr8h5KmymPjWMp/V3OsxMyIZhtYr/3fn7BOcpL78vaf2rxPpO5yGkIn12wajzkCCGEEEIIIUS1aL6/ZhJCCCGEEEIIEL3ys3nz5rDrrrsmrB4bN24Mf/vb38Ls2bPDu+++G1q2bBkGDRoUTjvttIR9qVTq6upCXV2du+Ts2blIQxT2ImwTbTe0LHh2By6lMnmK2+RyaClt8lKFqLkdrxCqZ23yCp7ymGmz4FJtCMmidFym5lIsl42PO+440zNmzCi4v8Ykxh7pJap4n23oor9eW3l9uJzuWUe84ra0mHEMcOl+1apVpplYQ9saiy+GkEzEYv+mjYLngOOEfYzWGSYPMZmNtp1XX33V9FNPPWX6gAMOMM1EK1oz0vY0Wi323HNP07T/0KpE+w/x5tBasSCUQ62kvcUUJY5JVWJfYgFOL9GKePbGEJLng/ZKjldaPwnHDwv90o6aTmarh/cE3tdo5/GKQKZtoAMGDCioOVcwBWzdunWmmcpF2yD3Rzsu55mYFMVascDV+niIuQ96RT6Z0sd5nNeNtkfvs+nPcL7n3MwUU36neP75503z3sR7yNKlS03zPsX70nnnnWeaxV/HjBljmt+j2M4Q/J8QTJ8+3TSPk4WLvZQ67q9S1OJ9Jnrl59vf/nbipr527drwf/7P/wnPPfdc2H333UO/fv3CzjvvHJ588slwxRVXqM6PEEIIIYQQoqYo6Tc/IYRwxx13hA8//DD8v//3/0KfPn3s9WnTpoXf/OY34cEHHwwXXXRRRRophBBCCCGEEOVS0m9+tm3bFmbOnBlOPvnkxINPCJ+lmh199NGJpCYhhBBCCCGEaGxKWvn5+OOPw6effvo5j3093bp1C+PGjSurYcSLWKZflL5d/i6Gns+G8B2yffRuMzKRHkz6UFmpndWy6YWlpzT9myeeD8/77b0n5v08fzzHXmVm73cd9JTyNx4hJP229KQStoMRl/wNCs9fzO9/GuK3Yewb7K/edajU75ZivNfFPsPryOvOfszfxfCz/C0Q98ffFjz++OOmH3zwQdO0znr+e/7OgN7rEJK/N+JvEHnueY75myTCOYTXh7//4R+BGFlK7zV/m8Oq8oxBZUXyEJK/kWBUL8cG52HGE3MsxvwepRZ92TE0pWNg/+FY4u/HjjnmGNNDhgwxzf7Ja8vtcI5J/z6U45Uw8pb3KZZe4JjhWOT8zfewHRxjHCf83Q1/UxTT5hCS153lDxg9zPHEdu+7776mea+IKfngtSE2Vrra/bUpjQfvd8Tedwf2afYZzv3eHJjuY/zNEL+rHXXUUaY5Hp588knT/I0Z28fvZF4JEPYxzt0c6/x9J38LxN9Lh5Asq8Dvjxy7bBP7On+T7v0m1KMp9TGPTA8/69atsx9x7bzzzokTSd5///3EFwYhhBBCCCGEaGwyPfzcf//94f7777f/f/3118ORRx75ufctWbIk7L333uW3TgghhBBCCCEqRPTDz6WXXvq517i8XM+WLVvC8uXLw6GHHlpeyxxoG+jUqZNpWp5ef/110+VWOM5awZsrXlzG5BIr30/LCy1wPE4u13IpNW17S1f0zoJXgdmzGfL9fA/b6lnjSDoelUvWjL1mFCPbwWVjWhm4LJ31GpZLzP66d+9u+q233jLNuMpytk9KOTbP4shldy7f87qzfbSasM8888wzpvkHFUbT0irgHQMtlFz2DyHZl2jLowWu0ByW3rdn+6PVghY79lWer8mTJ5s++uijTTN+9OWXX060g/2B54ZzBc8B25o1Qr2p0pgRvlmjjvke2k4YeUvbDW1fnPvZFxiVThsaLachJG2anFs5b55//vmm2a9oo+EYoDWV8wHHGyPeTzzxRNPs914Jh7Qdm/dXr4QDrdMci7xWPOZ58+aZ5nxVztxa7LPV7q+NOaZjxkPMe3idaf1ln+Hcyu9RLJ/BMUCbZQjJ/ko7Jr9X0t20YMEC0+yv7KNe/+Fx8rsqj43v4f2U/ZlzQAjJccy5gnH0bAfbx9Ig/A7nxfF7NNX7SfTDD+tKFKNly5bht7/9bantEUIIIYQQQoiqUFLamxBCCCGEEEI0NUqu89OQeMuHvXr1Ms2K17S9edsphRhbA5dS999/f9NcSqRFhvYsvk47DpckudSftgrw32KWKz2yLnUSz3rH13lsTEoJIblkTcsPl3R5nEy9opWBS9TVSC8p9n7v81zKZnVy2i54zFktFZVcfvaqcNPmwmvKfdPKyOvJ/sold1p4YtJ/vONMJwcycZKpOLwOtB/SFkTbDjWP7YknnjA9duzYgsdD2w3tSTwv3D5tECEkbXDPPfecaR53egwVoqlaE2JoiGPLanXz3sN57KSTTjI9atQo05zTOPZowaFVdu7cuaa9hMMQklYi3qc4tujw4P2LcxTtm9w3+yHT60455RTT/fr1C4XwbG9pmw/hOOZcRKsTj5n3HV6T+fPnm+YxePecWqeUBLpqkHUfXjLqsmXLCr6fKWi0vdFO2qNHD9NMUAsh2X84B/Mexznb+1kCLdJ83buX8dheeeUV055dmu2kJS+E5FzBNEha/NjveY8cM2aMaVpcY77nkqZ6P9HKjxBCCCGEECIX6OFHCCGEEEIIkQuahO2NcHmuffv2pr1Cb16aU5qshSC9JWQuubN9tBbQ2sTEKG7HW2b3EtdC8JPZvCVa79jYVr6fy68xS53eftnudFE5ppHQ2tGmTRvTtCPwujNViBYhr4AeKWeJvti/sZ/wfPAYuHTtJRh5S+jcV9ZjiC3Ex35F642XIkPLIa0JtKbyurEPxKQI8j1eAdIQkkv8tNnRusbrwCShAw880DTj/GmvePbZZ00zXYfnjjY22uFmzZplmpYL2ixCSI4Br3Ak8SyrTdWaEENjWniyWuBoRWPiH+8V3A77Oq85+y0LMfL+yITR9P/TIsM+w75IG/HAgQNNjxw50jRt20xbZAqVZ0/nHODdH9JzN88NP+Ode86hPGecx6ZOnVrw/WxfU0pObIhE02rAc8l5nXOrV/CU/a1///6m2YfTcFu0RTPZcMmSJQXf441R3su8cc9203LpJdl53+tCSBYoZoocv1NwuzwftBPW1+8MoXhh2Hoa005ZKbTyI4QQQgghhMgFZa38fPDBB2H9+vXhvffeK/jE17dv33I2L4QQQgghhBAVo6SHn61bt4ZbbrklTJo0qWgyGIsXloNXuI/L2LSSlZt2Us6SHt/P9A6+TvsLbQpeeg0plujG//eWSmOsVMSzGXhJXzEJXcWsSlwSpmWKCS5cWuY57tmzZ8F9lJPUVAredr2kPtpReF55DFn3W27xU89+x+V79odJkyaZfvzxx02zfzMBiqlUMfvl+fLsl+k0H/YHbovFT2mBY7+iVYDJOXwPk6u8NvH91Exx49xFW10IfvG5GLtj1tQe77O1bmWolbbG3Dc41mnV4TxI2wnnAPYF9nXOgexLaWukZ3Vjv6RN3LOf0Ro3fPhw04MHDy74WR4PrUbcF8c37+vp+4OXUkfYVr6f2/KKxHo2Hx6PxkN18L6n0ALGnxUMHTrUNIud0/7FbabPBa2PtGxynLHv7r333qY5jnmPo/2b44/WVKaKckxyPNDuzP65YcOGxDHwfbSUct7ge3j++J2KhVS976ee1bqpUtLDz0033RSmTp0aRo0aFfr06fM5b7EQQgghhBBC1BolPfzMnDkznHjiieH888+vdHuEEEIIIYQQoiqU9PCz0047JWwh1SbGgrN8+XLTXLqultXNe51Ll56FgNYEHg+XW70ik8WWcT1LnPcZz6JGuNTpFZyLsZLFpOWk98HUFdqT2Pe4b6a9cYmaaTHe0m01CqGmP0N4TbgU7SUYVcO+UMwW5bWDhQ9pR3jkkUdMMz2J23n11VdNMwXNs3Z5/dNL0aH1IYRkQhXbze16iU606NGeRGvBN77xDdNMk/OK9c2cOdP0lClTTLOoXjFrgdcHvHnDo5z5rRapxbayL3nphHwP5z1aYfgeOixoj6Sthfc+JmSGkLSAcX/ch2ff5DjxkiA9S5pnJeMc6KWypq2/tM3xfHj3O9p2+DoTKVm8ksfgWbtrsb+RWm9fjMXeS/1kcuDJJ59smvMyvwtybuX9KoTkGKLFnklptKgxWS2m39OOSosZxx6td2wf30OLOC1pIYSwePFi0/we4RUt5ZxAeyDHEs89E+54zE3JBupRUtrbEUcckajyLIQQQgghhBC1TtTKDzPAQwjhkEMOCXPnzg3XXHNNOO6440Lbtm0L/mU//ZdYIYQQQgghhGgsoh5+rrjiCvffWKwvTblpb3V1daGurs61v3A5ncvhpaRSVGpZm+2jfYHLmFyK9dLyvGX8YkVOsxZJLZbUV2ibnp3HS4SLKcRIO0UIfsFLLg97RWxpdevUqZNp2kI8i165CYEeMbYipht5dsdqJHfFHg+vI5fNn3rqKdMvvPBCwfd7xUm5b44ZHjM/6/VbLt2n0954XllEktqz+XgWUp7L3r17b/ezLJJH6yZtCcXGbYyN1Dt/zaEQXQy1cmzeteJ4oIWScx9Tomj14vxGu/TTTz9tet68eaZp9TzhhBMS7eB4IJ7Vi+1gGhbtq7QL0ZI0ZMgQ0xyXPBec02nt4X7T48GzRXNbhNtiQfGXXnrJNMeil67n2YiyFkFvCKp1L6s2nrWZczTty5zHObcyzZO2MNrf0+/jPnhPoZWM9z72E89OSisZExLZVzkH0ArO9/C6sT3p93Gs8Dsm+y6/C7F9THuj5ntYFJXUer/yiHr4ufTSS6vdDiGEEEIIIYSoKlEPPyNGjKhyM4QQQgghhBCiupSU9vb3v/89fPTRR59bgqvn/fffDzvttFPFiiLRysFt0lZG2xuJLQBYznIdt0VrAZc0uSTJtnrJOTGWtPQxeJaXGOtVTCFUb98xtjzPXlQMfsazgngWOBYVe+WVVwpuJ4ZybQOetY59wyvIGtOmrK/H2uc82xdtrosWLSr42Zi+y2vF8eCl/PAc0d44YMAA01yuDyE5P9B2QJsC+xjnFloFaMnh2OD79913X9O0UzDBhxYF7tdLfEz/m4dncS3HKtmUaAirRTkJebxPHnLIIaaZ3DR79mzTtFPS2sOx99BDDxXc/le/+lXTTJgKIWnJ8cYoxxn7/fjx403//ve/N7169WrTTMa6+OKLTV944YWmaSki7MOx/Zbjae7cuaZfe+0107Q60VrIc+Elmnp213ILSFebWkxwjCko7n0HoW2S15z2S6Zt8n6/ceNG07HJgbSfsU18D+8tTI2jzZn3mT59+phmmpxXzJ73B6bbppMTOT/Q6k+L7MKFCwtqnmNa+qpRNLsWKSnt7bbbbgtXXXWV++9XXXVVuOOOO0pulBBCCCGEEEJUmpIefmbMmBEOPvhg99+HDx8epk+fXnKjhBBCCCGEEKLSlGR727Rp0+cKqJHWrVsnlhvLJSa9xFvGj026KmdZ2yvW5hWKpKWGOmZf3n6LfSbmdQ8vyc0reMplXM/q5iVVpd/nbYvt8Apk0vIRY93Les2LLQHHWA49q5L3OiknXSV2SdvbB5f4aRvgEr/3We+68XVaArhNWt2YYnXEEUeYThde5uepvT5GTVuidwy0QfB1vn/FihVu++qhlYN2hRCS59iztXppb6QppfBkpSHShmLmU/Yx9gdaU1j+gQmJjz32mGnaV1i4mfvq3r276dGjR5sePny4ewy0/Xi2L1rdaCVjgV6vCCSTpB588EHTnTt3Nn3MMceY9u4txeZPWvxooeM44bmkBWrw4MEF20H7IVP0aOkjMVboWkx7a0y8dnjfkWgr408JeG3Zh2lp9IoKc75O/79XcJj9iq97RU5ZbJWWZ87rHTt2LPh+L2mQx8OxFEJyHuA8Qwv4hg0bTL/88sumaQnluWBCHu9NXhpfTGpuLVLSys9uu+3mTgwhfBYpyc4rhBBCCCGEEI1NSQ8/gwYNCmPGjCmY+7106dIwZsyYxF9ZhBBCCCGEEKKxKcn29tWvfjXMmDEjXHnllWHIkCG2TL9ixYowderU0LJly0TqTLl49jYuN3o2lVgqZQfjsnwxe9f22hDTnmKJdTHLkp5FJmvam5fq5m2z2Lnw2uQtj3tWDs+WWc6ybIzFoRie3SprMdNKLScX25fXZ2gv8KxuTOfhcr93zLyGtAXR3sYCigcddJBpWl/SlkEWQaSdxysmx/PKlWtaAnjM7MdsB1+nxYF2Js9yQZtcCElrAs8Z5xnaGrzUrKZkR8hKY9qKvLmSmsmTTB2cMGGC6fXr15tm/2Q6E5PiLrnkEtOHH364aS89Kr1dWtRoZeV4ZQIdiyay0CTnZVrg+IfR22+/3TTPFwuy0krHsZeeo3if92yxTMvj+SPcN+cr3kNYpJ2vZ7VRVzJZNoZaH9/eOOGcSIsw7WMsqsu+Tps7E0BpG+VPEkJI9vXly5cX3B/hnEv7Ged4HgN/+sG28v1eahyvIYvzpr87bdq0yTQtejxWWuB4n+K9hWOX+2O7aT/07uW13vdISQ8/bdq0Cb/+9a/D3XffHaZMmWLRkrvssks4/PDDw7nnnlv0N0FCCCGEEEII0dCU9PATwmd/wfre974X6urq7K9CLVu2bHZZ4EIIIYQQQojmQckPP/W0aNHClu4q/eDTokUL+4+v1cMlNq/IaZZ9FdpuTFqcl7xEO49XWDFmm+US01YSY5HxljpjClySdBtirFFe+3iOuexLK1BWu1q10nxiEvwqlVKXtT3F9uGdgx49epju2rWraaYt0XZDaGUhtC8ceOCBpr0icekEQlp1aA+gxSidrlYPbQA9e/Y0TcuCV8SZVgZqr63sq2lrBqG1h0XzaJ/idpuSBaEcGsLSl7VII+cr2kV23XVX0+yHfJ1wTmNf4j2EqWxsAy1CIYTwxhtvmKYlh+2gPZS2Ue6b/Z7HSfuYZ7G76667TM+fP990v379TNO2lk5I5PigZZVt5XcBjjkWP6W16d///d9N87fKjz76aMHj8azdsfblavfXWrS4evcQXk8WimYKGmG6GS1tw4YNM+0VzU7PrbSoeclxgwYNMj106FDTnIs5Rtkn2fc4fmg9432GcwCtzLxHsYhqCMnjo+Y9lWOa9+OlS5ea5jijNZfnhd/VaAHkMcek1dYKJT/8bNiwITzwwANh+vTpiZWfwYMHh7POOsuNdRVCCCGEEEKIxqCkh59Vq1aFn/3sZ+G9994LAwYMsCf21atXh/Hjx4epU6eGq6++OvEjNCGEEEIIIYRoTEp6+Ln77rtDixYtwrXXXptIsgkhhDfffDNcffXV4e677w4/+tGPympcXV2d/VdPTOHQmGS1Qvva3uteUpq3Py4ZctmT9oAFCxYU3H5WS1YIyeV4Lj96VrJyCiJ6hRWzptql2+AVKOPSMvGuSbk2yHoqVSw2hOSxedfBs1KVu+/tEZtIxL7E5fERI0aY5vGwqJpXtJYwJWrixImmaTdjv2B/o70mhGTSE5N0PPsdzwFtQbwmPGaOaV5b9j0WjJsxY0bB7bNvp4secw7hZ2il8sZGXqgVaw/7D/sYryHtPEz/Y1+lbZRJbrT5zJs3zzStMLTs0O4Sgp/KyX7MsetZ3WKSVen88FIup0+fbprWPdpa+/fvn9gu/58pVhzfbDdT3Z566inTLJZJyx3PN8exV+DRS/sr1ifzkvYWYxX1Clx7djCOmeOOO67g9p988knTTC5jfwkh+T2MmhZr3tcY4rV582bTvMexH3Mu532DyaW069GW17dvX9O0paZtZWwH75GcQ3i+af+mLZzzkmef4z0nt0VO582bF0aNGvW5B58QPov1HDlyZKITCCGEEEIIIURjU9LDz6effpr462uanXbaqWi9ASGEEEIIIYRoaEqyvXXt2jW88MIL4dhjj02kPoTwWfLDCy+8kChWWCrppLdC/15PzFJ8sSW5rKlefJ0PerQd0O7A5V0uv7Zs2bLgZz07F7eTPgYuV/J9XjJbTLqct82YYqYkNhGOS6tcimUyi3cd2Ae4VOy1tZRCpYXeX6wvEc864bWplH2XSux4oMWKY5/pN16qknf81Ey5YTIUi9B9+ctfNs2l/nSBUNrmaENiX2rfvr1pHjMTdrhdptqxf3Kss62TJk0quB3P3plOvvPSI2mpoD0nZu6LoSnZFyrV1mLbiZkreB/ge2jHpLXnoosuMj1z5kzTTBzjvYL9hzrGmhJC0gbn2aI5VzKVinM2P8t+z+14xU9jLOzcJu19ISRT3dq1a2faswYdc8wxppl2x/PnFT3m3FXOvSJ2bq0UjTl2Y1JCvfs/+yffT7sZLY2zZs0quF9q3h/STiX2H9remKRJ+ybnXFo2H3nkkYLHw7ZyDmDKGvsqLXC8Rx1xxBGmu3TpktgHj5VpeZw3eF4nT55smueVNjlaSL3kxJifT5RLtftxSQ8/Z599drjmmmvCv/7rv4YRI0ZYsMHq1avDuHHjwtatW8PFF19c0YYKIYQQQgghRDmU9PDTr1+/cMUVV4S77rrrc0+9Xbp0Cd/73vcSPyIUQgghhBBCiMam5Do/AwYMCNdee2145513bMl5r732cotTlUJ90huXv2gDoeZSeUzKSOy/xdhIPLsM05kY+83lSS7LMvmNx+alOaVfj0lai0kTi7XZFXoPzwUtFHwP250+Bia78DzR8uOl2nFZmgX0vGXZcgqYltKXPPuh16aY7ZfS17O8J70Pnm/aNGfPnm2algBactgHvL7K60w7yjPPPGOaqWksQpdO86FFhhYW9h8eG/sirxUTddgmjm/aGsaPH2+ath1vX17yVvoztGDwvHpJl+XYBmrd6kaqZf2MeV/M+GOxUd4fjj/+eNP777+/aY6T119/3TTtlOyftKd5xQ3Tn/ES2LwxytdjLHPefZrt42dp16Odlq+HkOzrtK4xuYrvof3+9NNPN83rduSRR5rmnBFjIydKe/P37dl3eY5pt+L3SFrSOJ9yLmYS4vDhw00zWY3W7BB86xb3zePheJo2bZppjmnug+OB2+e9iNY9FnDl90Xa89I/M/Fs6IT3lNGjR5s+9NBDTdMSeOedd5qm7c377pjVBhpLtftxyQ8/9eyxxx4VfeARQgghhBBCiGpQ8sPPli1bwsMPPxymT5+eWPkZPHhw+MpXvqIHIiGEEEIIIURNUdLDz4oVK8IvfvGLsGXLltCjRw9bZlyzZk144oknwoQJE8JVV11VsA5QFgqlvXl2mXTxJ2979ZSbwOK9n8vvLD7HZVlau7gsy/dzidWz/aXPDZclaRfwluzLOeYY+xyXfalZzCu9VEtrD5e7+T4vNYxJYYsWLTLNpWFvibaSySJZrWve9fEKycbY9col5hzQdsBCbxwD7IcxdpGYQr+0R3CcHHzwwYn30YLg2XM8CyYtbUznocWB14fF9Kg5LzHBh+eFfT6dTMh2cz6lzZe6UuQx7a2S7aBet26daRbxpd2KVq0333zT9Nq1awtu07PUsC8UKyDtJTd5JSw827J3P/LGrmdPZ3u8toWQtM3x3zw7HY+ZxSuZqMdCqN/73vcKftZLDCUxtuaGoFbS3ohnieQ55jhhvz/qqKNM04bFvsTipyxUS0touvxKuqB0PZ4llO+n5ZvfZ7wx4N1nuB0vAZRtSH9f4meoeQyerZr2O97v+D3Us8FWsl81Vn8t6eHnlltuCdu2bQvXXHNNIvo1hM8qmv/qV78Kt912W/j5z39ekUYKIYQQQgghRLmUVOR08eLFYfTo0Z978AnhszoYo0aNSvzlXQghhBBCCCEam5JWflq1auUmkIXw2ZIdi7mVSn3aG+F+uRzIZe9SltHKSUPiciCXEl999VXTxx57rGnaX7hcy+Q3pokQLoemrwGXX2OWmT0rlWe9ikly4TIp28rlWup0P2HhLRaA9Yqksd0sKLl69eqC7SOVWmJNL/XHbJfHwOsWs51yCqSWi5e0x0Q0D8+iFzNePasaLXZMxgohhMMOO8y0l5TGY+DrHMfcLgu4etYj9luvoDHtGHydto4QkueDNlCmBHn2nHL6Q61b3UitpFvF9OOXXnrJNFOpeG1pm/TsK55NjKStyd7Y9VKvPLs1ibG6eemhng2Wx5O2dHrt8FJCeX/1ChTTYjVhwgTT5SRpNia1OB6IZ88ivCa8Vueee65p3uNZpJPzKUm3x7NHet+x2FbeT5jm6CUnekWC+X2H7+e9iH0+fX+g7Zvfq3h/4eeZZsj0SFr6eDwxP5kod5w0Vn8taeVn9OjR4bnnnkv43+vZuHFjePbZZxORekIIIYQQQgjR2JS08lNXVxd23nnncNlll4Vhw4aF9u3bhxA+e2J87bXXQvv27UNdXV14/PHHE5876aSTym+xEEIIIYQQQpRASQ8/LILEZfx63nzzzcR76tHDjxBCCCGEEKKxKOnh5/rrr690OwpSH3Ud8xuUho669j7Ltk6cONE043L79u1rmv5Uxm/Sd7lgwQLT9GDS5xxC0tNN3yo/Q2+n5+H0Kt3H+Dz5Wf6WhRGL/M1TOroxfUyFtutFiz/11FOm6Zn14ltJOde/WF8i7Lte9DL7cUykdUP7ZT2fPtsR89swj5i4bp4vXmf6mUP4LJilns6dO5tu27at6U2bNplmH2NMNj3ntPryONnX6eOm9q45t/n+++8njoHecp6b+tpqabxzXytx0NWg1o+NY2bs2LGmzz//fNNdunQxzd9Bsk9ybuBYio2b9n4z5P3mh+/x9ueNaW+bJOY3RenftXr75nXnPXX//fc3zXsQx9l9991nmr8j4X2zFvuVR2PeN7x9sC9535cI5/I5c+aYHjFihGn+zoe/DeO15byc/r2MF03u/Uaa2+L9hH2G+/Z+h87+yXHP/snoaX5nS8/7LDfRrl070927dy+47/Q5qIffT0nM76XLKQ2zvX+rJiU9/PCGLIQQQgghhBBNgejAg8WLFycSkIqxbt26MG7cuJIbJYQQQgghhBCVJnrl5yc/+Um47LLLrHruu+++G77zne+EK6+8MmHjCuEzm9YNN9yQqMxbCoWirrkU7VWs9pariy2plbPc5i3fM0rw6aefNt2tWzfTtHn16tXLNCMMqWmHS7fZOwaeDy7deueMmsfmxaMS2hS4jMulXla3T9vcPKsc98d9vPzyy6YZQ+z1gawRy6Xg7S/GUpKOp93e9hsTr2/E2Nti7BjcDvsMbQCeLSiEZGQw7We0sdEKxBVtxuLSTkArK+0OtG8yapcRxrQy0K751ltvmU5H+3KuoMWBnyG1bgGrBrV4nN44Zv27Z5991vTXv/5107Rlct5k3/DmDC8SPgS/GrxX6d6b42Pw9uXZqGPuPyH4JRzYBxgvTwsh900r1S233GKa5zhtyS7Uplrse41ZCiFmHzHWXMI/pB933HGme/bsafq9994zzevGfaXHg9e/2Qe80gGc4zlH8zsf52vev3r37l3ws9wvo75pdaNNOw1/TkC4aMExw/vdI488Ypp2vRjrZ8x4qNZ373IoKeo6hM8a/Mknn5Q1QQohhBBCCCFEQ1Hyw48QQgghhBBCNCVKCjxoKOrT3jwrjLdc5i2tNwRsH+0ETz75pOkjjzzS9LBhw0yzrf369TPNhI4xY8aYTv8Gy0ts886BZ9fz0oO8JWC+n1Y1Wg5oNfKS39Lv41IxWbZsmenbb7/d9ObNm00z4c1bli0npaSU9BKvWjLPn5dAE7P9xiRrm2KuCfsbrQy00dAqkF6F5vhgCo9XCZt2ow4dOpimjYbjaubMmQXbwf5Nze3TAue1LYSkLXTevHmmOSfEWDybUl/KSq0cgzcnsh/znnDHHXeY9lKsaL+kjYZ9nde/WLKlZz+LcW94aare3OXty7O0sd2c99NWJZ5jjjnur3Xr1qY5npho9etf/7rg6551qCmNn1pMeysnQZdWUd7vTzjhBNP83kA4j6etqOxnXjKbN8/SjspkNfZDfh/h3D9gwICC2+E9YcWKFaZpkU7D42NCKdvKn02wfStXrjTNZFTvex7J2sdqMe1NKz9CCCGEEEKIXJBp5WfdunX2V5L6v1auWbPmc3+tXLduXYWaJ4QQQgghhBCVIdPDz/333x/uv//+xGt/+tOfKtogkiXtzUsDa+ilaM96xqXbe++91/R+++1nun379qa59EgLHJcwJ02a5LbDsxdQc6nXS9HxtuMVM+UxeFY3WhzSy9W0IbFNXBJmkd2XXnqpYLsrtZRayfSSGKtJU0p7I94Sd8z7PWj5oh2F/YeWACb+hJC0GDFdj3ZMnm+vcCgtC+yfZMOGDaY5NpjmwzHA97BtHTt2TGyXtgtaEzwrUbkFepsitXgMXvoh5zRez//8z/80fe2115ru37+/af5RkZ/1rn8xC1xWO3hMgqo3p/GYvVQ3L7GOOoTkWOH4ptWNaVoslnnDDTeYfv755017FmkvkZPUYt+rxbS3cqx4HEv8zkPbGq1n/I5EWxnn8RB8y7RXkJV9wEtk9Aqvsq3sq157mMTGex+tbSGE0KlTJ9O8N/F4mBw3a9Ys0+PHjzfN+1d6zNXjjfummvYW/fBz6aWXVrMdQgghhBBCCFFVoh9++INMIYQQQgghhGhqNIm0txiLUK0kG8Vs96mnnjLNZdLzzz/fNJdVaf8ZMmSI6bR14c033zRNu0zMMi6XOmOS0rjE2rlzZ9Ms/sXtcF+0yaUT3fj/LOh60003mX744YdDIRrS7hibXuK9HpPw1pQShkg51iuOaf6WkJYxWkWZ/MfUtBCStk7aJtmvaItZsmSJadoxWcSZCT4LFiwwTcsdLQvUHJMcP7QyMFkuhGQxRlr8YhJ5yknda0rU4jF4xY29VE2vCPaPfvQj08OHDzfNvsT+TNL2lZikVOJZ2mIsLxzH3K+XQhp7L+f7aB86/vjjTfPeyUQ9Wva9/XnXqhb7WKVoiHS4rJ/3bIYs8sm0Tc71HA/sb4ceemhiW7Sr0Vrn/bTCKyDMtrKoNb93xcwBvK+xsDZJj2l+X+I5ZoIh7W1MHV64cGHBz5Zz/27otLdy0pyV9iaEEEIIIYTIBXr4EUIIIYQQQuSCmra91ROztB5jNSqWSFWppWyv0B3bymJ1f/7zn01zGfaMM84wTQsOl/oPP/zwxL5ZtGr58uWmuQzMfXtF5mhL816nvY02Ddp5vJQ5Lt2mLY0s7nXzzTebZkIe7T9sU9bituUst8aml8RYKrzXS9l3U8RLEaTVzStMys8yLSf9b6tWrTI9YcIE02+99ZZp9ivuj0k43CYtc56Vk3YMz0JBuwMTrEJI2he88USU9lZ7ZLVV/fGPfzRNS+QFF1xg+phjjjH98ssvm169erVp2m5CSJ4nr4B0jNXNK3hKPEs19+sl4nmFjkNI3gtpAxw6dKjp6dOnm77xxhtN05rKdqTPUyFqvY+VQy2mw3nfo3itOKfzpwGcu/n+tKWYqYDsZ953Fc/K6c3Lnt0zpmAw730kfb54fPzu9Pjjj5t+5JFHTDN1mHgJb1kpN+0t63eyrCmzRCs/QgghhBBCiFyghx8hhBBCCCFELmhytjcvlcNL6IgtTlapZJOYttJKRtvN//zP/5jmEv0555xjmkk2tNqEEELPnj1NMy2E9hzuj/ugxYHLxlwOZXFIbp9FuIi3XE170vz58xOfoU3hxRdfNM10I29Zu9pWt1Lwlu8920VMIbGmlDzktdVrt2cV4DXnuHr33XdNp4s6egULaSXz+g/38c4775hmX6f1kyk/tCrRxsbEOe6LFgcWoQshmWDH80Hykurm0ZSOzWsr+z3nul//+temafekLZplKJjgxEKoISTvAyQmDZTjgZpjjhZP797MexaP0yu4TUtoCEl7G+93TDr92c9+VvB1jrMYq1tTpZzk24YeS1nbyr7EuZF2LlojaflPWz1PO+000z169DAdU+Td+27nFU5l/44pgu6lIrKAawghzJgxwzQTI1944QXTtAd6SXOVopz0tYberlZ+hBBCCCGEELlADz9CCCGEEEKIXFDTtre6urpQV1eXWJ6jVYvL40z78BLNYhMnysGzMnBJ07PA0RZz3XXXmZ43b57pb3zjG6b79euX2De3RXsOzw2tOly6pQ3Asw3SsuClrPHYPMsPk0iYdhdC0qrhpatwCTnrcmhj2mJ4nmiNYuHMmATDWrf2kKy2C2r2SfZt2h1il/F5Xmm38eDcQhsFC/rSRsHxRose28o0OcKURloU0u32UsNi5rim1Gey0pSOzbuG7Ovse5xDaedivzrvvPNMswh2x44dE/umNYjzLNMM2SZqzve8n7CILy0/tOfwGGjn4ZjmWGK7Bw0alDgGzpu0+P3yl780/dprr5nmufTsxdWy6tQaMfcT7/tLYxaF53s86y/ndFr7ef1ZXD6EENauXWv6iCOOMM0+xn7vFeBm/2Yf43dVD26TtGnTpuDrTHMMIYRx48aZnjx5smna/by5pdzipNsj9v1eCqq3rdgE5+2hlR8hhBBCCCFELtDDjxBCCCGEECIX1LTtrUWLFqFFixaJ5Xcup3O5jLYT2t5il96yLu+VYzXxkkK45EdbA4tUcUn/oIMOSmyXRU8PPfRQ0+3btzdNewFtB+lio/V4FjMv1YTnfurUqabvuusu01yqTafueMueWQuY1grekj2X1mfOnFmRfTWl1CvCdtNCwJQ1jntaEWgPoBUhhGTfZT/jPrxCjrw+tJd26NCh4Gc9yx3HMTUtF7TvpAu1xlhPlPbWdI4tawFkvof2WNq81q9fb/qiiy4ynS7qSItaly5dTLP/MR2N44f3Vyaw8d5CaPH0iotScxwzOTF9PceOHWv697//vWlafjy7dF6sblmtZF6qX0MUhfeI2T7vp5zfPTtpOu2QxXD5vYU/DeCcTXso52neTzhmqHlvYqF6pvdyv7zPeIVdQ0iOV94vue9y7iHl2Na9hNr0d03OLTyX1U4h1MqPEEIIIYQQIhfo4UcIIYQQQgiRC2ra9lYPl+243Lhu3TrTXIpfsWKFaVq7Kpn2lvX93rKdl6zmLekyGYpLniGE8Oijj5pmKtXgwYNNH3nkkaY7depkmlYD2iu4lLps2bKC76GFhylCc+fONb1p0ybTPLa0zc2zIRHPstCQ9pfYffF9PG5aUh577LGC789KrVt+YvAKmNKWwL7KZKh0ug5TqfhvHE/s37QFDRgwwDQL4HE+4RI95yWODVolvLHLtqWvfzG7QBaaQ9/waErHFlPklK97iWscD7R/cY6+/PLLE/vmfE/bG+ciztNeAWHadjinsd0cDzEFT3mctPHR8h1CCLfccotp3ud5H/FsXLVYBLsh4fHwOtBixZQw7xqmqcY5i7FVeam5tHwV+z7BMcQ+x/sA+7pnyWfSHL8LsX/ScsfkW2qON77O+wO3GULSBkdruGc584hJAsx6nb3rlj6P/fv3Nz1t2jTT5XwXjEErP0IIIYQQQohcoIcfIYQQQgghRC5oErY3b8lr+fLlpvv06WOaaWJcWo+1J1UjPSnmPZ6txSvkyCX99D5of1iwYIHpBx980DTTdnbZZRfTXnoJX/cKuPK8eAVSY608tVzAtJR9eUUxWZTNS+DzlrGrnYhSLbxr6xXJpW2A52733Xc3zT4cQtKyQKscrwPtDu3atTPdtWvXgu9nu2lHoAWX1hHaIHidaXEoZlFoqte3IWlK56Ucu7RngeN9gPP7jBkzEtu65JJLTJ900kmmmbSWTogrtA8Pb76izYXboWXnpZdeMn3//febZiJXCEkrllfwMsbqFmOrakpkHQO0/tLWy3v20qVLo/bdkN+XeP29IrncFy1p6T5Mmxgtybzv0B7K/fE8MRGOlmev+CnbROsd7xs8BrYz/X3JK9wbk3KYtd9X6qcenLtCCKF79+6mp0yZkmlbKnIqhBBCCCGEENtBDz9CCCGEEEKIXNAkbG+ES92zZs0yfdlll5nm8hdtW7TUlFu0q7GWx2MKK6bhkjCXfnluvGQXLqty2ZfnzyvaWq6doCnZWYi3ZM3Cs7RDcenbK/hVTlHdWiRmuZp9nbY3r1+lxwNtb7T20K7G68Nrwu2ykCPHzOrVq03TwsMCj9w+7Q4kdpw058KM5dCU+r1H1vHtFTGk9XPRokWJz1911VWmmQx6+umnmx4+fLhppl5xu14RSVp+2D4mgDLNafz48aaZDMrxyXtOCEkLXTkJUM2hz5Csx8PrxvPdt29f07xuabtVQ1rSPVsw+xi/F7KgKPsPrcYhJL+30Lq2ZMkS02+88YZpHoOX+sn+GfMTAC8h0Ss2mz6P5XzfqrZ93psnaHMLIdn/eB34vVVpb0IIIYQQQghRInr4EUIIIYQQQuSCmra9tWjRIrRo0cJNb6HVhK+zwCetKaW2oZ6YpcGGtGqVsn2vWJnXbu/93nsquTxZC0lXpdjNuNzLvjts2DDTM2fONM0lcdqkvAKClToXjWkrjBk/hNYCJrTxs1xaDyE59mlT8KyfvG60DNFGwffE2BK9Qm2lpNTUwnioRfJ4Lrw0J+p0+iHHxyuvvGKaiWosGsyiqHvssYdp9mkWRWVBX1o/WbCR1k/afHgNixUml/WzMDFjwLNhca4bOnSo6WJJuZVK/qrU+2md4rExDTRti+ZnOJd7/c+z3Hlj0Usj5Pclr3Aqxyrfk7Yf8vuCZ5XzKMc+nzV9jW3r169fYltz5swxnfX7qdLehBBCCCGEEGI76OFHCCGEEEIIkQtq2va2PZgMwaX7o48+2vSdd95p2ltiLEbM0mCt2y7KaV9W21e1zkVjndesVsc0tJGwYNrdd99t2kswqnYhvsbsq1mX1mNSftJL5tyHZ2vw5gTaC7g/r1gb3++l9njEXodan2cai+ZwLso5hpiChiEkxwr7JfvrvHnzTLM4dkxhas9W5Y1jr2gkKdduJQrDeY92Rc6T3bp1M83kt4Ygq32e72eqG+8JtC+n/40WuGKF1wvhFff12kermveecn8mEPOecu4nWd9P2+y+++6b+LeHH37YtDdvxPSHurq6TO3Syo8QQgghhBAiF+jhRwghhBBCCJELmoTtzUsT4zL+hAkTTP/whz80TXtRKQVCazntLZZy2tFUir+WSznXM/06k1r69OljmslILJ7GYl7s09yOZx1pbmlvhK979jHvHIXgp+pQMxHLsx96RYJpu2WKFdvUHKyfpBbnt6Y0F1eDUlIovfmEVs5yErqyEmMdKqVNeSFrv/cKUC5cuND04MGDTbMIbQh+wfNK2eqzWr75fY5zNO+56SLTnPt5PF5aq2f95Os8lzHpa7H9vp7099aG/G6XFR5b165dTfOahJBMg/SSVUml5gCt/AghhBBCCCFygR5+hBBCCCGEELmgSdjeuLTlpUEsX77c9Jo1a0wfeeSRpseOHevuo1hhte21Keb1apBeJi2nwGge7SKkHKtbOjGM6WBnn3226dtuu820l1LGz8YUj42h2qlxpVCp5fpi1rh00dN6OIdkTZfh+2mj8LZDYpKAap3Y1J2GpBbm4qaAlwoXY72JTWMr9Hopdh4PXdPS8a4z718zZsww/a1vfct027ZtE9t65513THuFKUnWMVqO3Z7t4TGnbW8xhUo9O51ndYspPhxz/yHFzgU/nzV1rhqwPTy/I0aMMJ3+Hl6siGshKvVdVSs/QgghhBBCiFyghx8hhBBCCCFELtDDjxBCCCGEECIXNInf/HgRg95vJVgx9oILLjA9fvx4061atUrsY/369aYZgRjTpsbyIcfuNy9x1eXgXU/P88t+uGXLlsS2Tj31VNP0A0+dOtV0+ndChdoR45WP8fY2pd9zZfWAZ63Gnf6M5+P28PpGDLV4vitFsWPLel7LeY/wqdRvQmPIGnuta1seWe8VMdHQS5cuNX3YYYcltvXII48U3FY5ceeVwrvfpdvG+0DW38CRmHtqKSUzsnw2dlse5ZR04fmibt26tenddtvN9LJlyxL79n635P2WrFK/W9bKjxBCCCGEECIX6OFHCCGEEEIIkQuahO0tZhmOS2QzZ840vXXrVtOnnHKK6QceeCCxD1aW9ZbhsrZJNB1ilnT5HlZC55JuCCGcfvrppm+44QbTtMDFRKtXyq4YE7mZ/mxz69Mxy/cxFsJi52x7rzelc9qU2ipEHslqT/LuA7Rgf/zxx6Zffvll09/85jcT+37hhRcKfibmu1OtEzPHNyTF2lCp9lWq1If3fXvevHkF35P+fEw/Joq6FkIIIYQQQojtoIcfIYQQQgghRC5oEra3mKVbLlXSknT77bebvvzyy02/9NJLiX2wYrFXNZ7Lc001TUtsH9rTvvjFL5pmH9u4caPp//iP/0h8fsGCBaYnTpxomukn7BvcX9bkJc+2RU1LKPsz95tOn6tUWkxjkrVNMcvs5Yz1WjkvMcTYHXj8TNvkmAnBT9TLmpbnUYt9T4isZO3H5ViBvJ8M8D6watUq00uWLEl8fsSIEaaZrpu2gG+vfV6byjkX5drIK2VbLidBrVrzWKX27f0cYNdddzU9YMAA07/73e9Mp1PcvO8tMaluSnsTQgghhBBCiO2ghx8hhBBCCCFELqhp21tdXV2oq6tzE0S8VC4maS1fvtw0i5ymrUr/+q//aprJb7TQ0SYk8gH70rp160wfcsghpvv375/4zBVXXGG6TZs2ptl/PMtZOXYHwu3ssccepmlLoJUhnczjWZKqsfxcLapRcC7re5oqMYWlP/roo4Kvt2vXLrEtWoppj6uUFaQ5XweRHyplt8pq36Ut1Sss+eyzzyb+//vf/77psWPHmv7www8L7rvaFuFS7pvVLv6edb5qiHmsUvvm94P33nvP9KhRo0yvXr3a9Nq1a03vvvvuUfsuxWaYpciuVn6EEEIIIYQQuUAPP0IIIYQQQohcUNO2t0LLWN5SKpfhuPRKm88jjzxiukuXLont0gb3q1/9yvSee+5pmpaNmCKVoraJsdps3rzZdOfOnU2z6Fu6YC5TcmgBilne9WydXrJhTBFe9tvDDz/cNMfJihUr3DbFFCFrSjTVdjcktMKwv9GuSdvbSSed5G7rtddeK/iZSlnamkOfFMIjZmx4hTljkkH5Hu/+QwtTCMmilRz7TNdt2bJlwXY3Fg1RLLSpkjVljfeHvfbay/Txxx9v+vrrrze98847my5W/Nbr0zHvz2J5C0ErP0IIIYQQQoicoIcfIYQQQgghRC6oadtbfdqbt/TG5TNac2jN4PLcxx9/bPqGG25IbOvGG280feihh5peuHChac/qlnW5rVKUkl7SmAW2Yqh2ITHi9R++nwUbL730UtPTpk0z/cQTTyS22759e9MshkobQMzSskdMf+OS8dtvv22a9jZa4J588snE57du3Wqa5ylrYcpqFKtrTGrleCpVENH7rJf6xLmVKYfDhg0zfc899yQ+wzHA7XJsxbSvGvNVzPxRyj6qcd2rNXdXu0+X075K3uNq4f3l7iPGnhRjo47ZLzWLV4aQvF8wKbdr166mN23aVLAdMVR7/KS3W4sFSQsRewzeezy893j3e35fOu6440zPnz/f9NKlS023atXKNL+Hp/eR2bqWsntmuRZa+RFCCCGEEELkAj38CCGEEEIIIXJBk7C90SrhWXBob6M9ja9z6ZZLsiGE8POf/9w0096uvPJK0ywKyX1kXVquFKUst9ZCocBiS8ZZC15Vqiiotyz/gx/8wDT74R/+8AfTLGQaQggffPCBaRbMZV/02pS1gGlMAWDqSZMmmb7wwgtN07YUQggvvfSSaSZ0VcoS0BDWmWpbKBuzAGe1C/QRWt1Y9Pm0004zzQLStD6EkLQ8cFtZLW1eMcZy5txamA9jiWlrKeOksYo9VuuztXY81ToGL6XNS36LKRDv3U/S9icW/J45c6bpkSNHmr7jjjtM10JiaClpb7VgdSPVSqzL+r2DluWjjjrK9FVXXWXa++6T7kvV+L4Qg1Z+hBBCCCGEELmgpld+evbsGULw/5IR8xdZ/vWCqzVbtmxJ7Is1XPjD9D59+phmzSA++dZC+EFToqH/iu8R02cYXrD77rubHjRokOl0PQNvhadSKwsxP2zke9ieXXbZxfQ+++xjmjV/QkjWN+IPFL0fJ1Zq5aeSPzCthZWfpgqPjas1/Asua1h1797d9IYNGxLb4rzpjY2Y8+r9JboW59xa+EF0c+uTwr9PleMGiFk1Sv+1/v333zfN70501wwcONC0t1LbkH/pL5dabFOlyPp9id+l6Xzp16+faTpgvH6V3nc533Pq6ursmSGGFnXN7SoKIYQQQgghRAFkexNCCCGEEELkAj38CCGEEEIIIXKBHn6EEEIIIYQQuUAPP0IIIYQQQohcoIcfIYQQQgghRC7Qw48QQgghhBAiF+jhRwghhBBCCJEL9PAjhBBCCCGEyAV6+BFCCCGEEELkAj38CCGEEEIIIXKBHn6EEEIIIYQQuUAPP0IIIYQQQohcoIcfIYQQQgghRC7Qw48QQgghhBAiF+jhRwghhBBCCJEL9PAjhBBCCCGEyAV6+BFCCCGEEELkAj38CCGEEEIIIXKBHn6EEEIIIYQQuUAPP0IIIYQQQohcoIcfIYQQQgghRC7Qw48QQgghhBAiF+jhRwghhBBCCJEL9PAjhBBCCCGEyAV6+BFCCCGEEELkAj38CCGEEEIIIXKBHn6EEEIIIYQQuUAPP0IIIYQQQohcoIcfIYQQQgghRC7Qw48QQgghhBAiF+jhRwghhBBCCJEL9PAjhBBCCCGEyAV6+BFCCCGEEELkAj38CCGEEEIIIXKBHn6EEEIIIYQQuUAPP0IIIYQQQohcoIcfIYQQQgghRC7Qw48QQgghhBAiF+jhRwghhBBCCJELvtDYDSjGpZdeGhYvXhxatGjR2E0RokGoq6vb7ns0HkRe0HgQ4h9oPJRO+tyVc564LZ3vxiN9TXv06BFuvPHGqM/W9MPPkiVLwpw5cxq7GUIIIYRIwS9+MV/MhWgsij2kqO82D7I8iMr2JoQQQgghhMgFevgRQgghhBBC5IKatr0JIYQQojbxfvsgG5GoNWL7ZNbf8KivN0208iOEEEIIIYTIBXr4EUIIIYQQQuQC2d6EEELUPLJV1R6eRch7fdu2bdt9j4hD46E6sI/usMM/1gc+/vjjgq9Tq083HbTyI4QQQgghhMgFevgRQgghhBBC5ALZ3oSoUWRrEELUGuXMS/ys5jdRi9D2Rr3rrruaZn/98MMPTcsC13i0aNFCRU6FEEIIIYQQIo0efoQQQgghhBC5QLY3IYQQQrjE2El23HFH03vssYfpDRs2mP773/9ecJve9mWHE9WCFjX2S77et29f00ceeaTp1atXm37uuedMf/DBBxVvp6gOWvkRQgghhBBC5AI9/AghhBBCCCFygWxvQghRIxSzF8kCJBoLr+/x9d1228304MGDTY8dO9Y007OEaEy8vtipUyfTJ5xwgunDDz/c9MqVK00vW7bM9OzZswtuk+NEKXC1gVZ+hBBCCCGEELlADz9CCCGEEEKIXCDbmxBCVBBaHJgcRJtFTNJVelseKhYpqoHXL70ikEx769q1q2nP9vaFL/zj6wf3xfcU68+yD4ntUaz//NM//ZPpL37xi6bbtGljmvP3vHnzCr7es2dP03PmzDGtgr61jVZ+hBBCCCGEELlADz9CCCGEEEKIXCDbmxBCVJAYCw817T+lpGF5NgpZLUQMMQVG2S9pFyJbt241vX79etOtWrUy7RWBpI2I2//www/d94l8UKl5LN3PvcKm7H9r1qwxPX/+fNO0eDLlkNvx5ntRG2gmEUIIIYQQQuQCPfwIIYQQQgghcoEefoQQQgghhBC5QL/5EUKIEPfbGU9//PHHBV/3YoG/9KUvmX7//fdN8/c/6f/3qoTLTy7Kgf2Sv1ngbyIYBczfRLAfsh8vXrzYdNu2bU2vW7eu4Pa5Tf6eIv0bH/5myPv9j8ZD08S7bt5vcwj7j/d7Sm4nhGS/Z1w1+yv797vvvmua8/fAgQNNc5ywr3rzuIf6cPXRyo8QQgghhBAiF+jhRwghhBBCCJELZHsTQjQL0lGm5VgHPIsZrRKffvqpacad7rPPPqbbtWtnmpYN2iBomVu2bFmiHatXrzbtRQyzrZ79Qwji2Tc/+eQT07T27L333qZp59m4cWPBzzIieMSIEaYZgf3222+bZl9t06aN6Z133jnR7iVLlpj2YuFlCW06eHHQnCvZB2gr43Wmpc2bo9P3B/bLM8880/RDDz1keuXKlaY3bNhg+oADDjA9ZMgQ03vttZfpN998s2A7FNdeG+gqCCGEEEIIIXKBHn6EEEIIIYQQuUC2NyFEs6CYxcWrYu9ZJGhNoOb7BwwYYPq8884zfeyxx5qmXYi2IFrdmCL01ltvJdr3yCOPmH7ssccKvo/HzX3stNNOBY+BFhHvvIjmjWc3YtIa+27nzp1NcwzMnTvXNNPe2L/79OlTsA3jx483veuuu5ru16+f2272e1ruPEuoqA08SxuhvW333Xc33alTJ9MdOnQwzbmLVsz33nvP9ObNm03vscceif1961vfMk272qJFiwpu15sru3fvbnrw4MGm2T95b+H8S+3dv2LOnciOzqQQQgghhBAiF+jhRwghhBBCCJELZHsTQjRZitm2PHsBrQO0VzBlas899yyoBw0aZPqEE04w3aVLF9OzZ882/fjjj5um7YIpQq+++qpp2jpCCOH88883fcopp5h+6qmnCn6eCUO0XXz44YemaW1iehJRSlbzhuOGljGmEPJ19hOmZLVs2dL0c889Z5qWy44dOxbcL8dDt27dTO+yyy6mp0+fnmi3VxjVmwfUj2sDLzGTeBYwzl1MXKO9jZ+l5ZI2SaYLhpCcp/kZJhWyL9JSvGLFCtMLFiwwTZscbXwcJ7Tx8Th5PExFZHtoLQ0hOZcT2Zm3j1Z+hBBCCCGEELlADz9CCCGEEEKIXCDbmxCiWUDrQwhJexsTpw477DDTxx13nGmm9rBoqWe14XvWrl1rmla3u+66yzStQPzs8uXLTb/zzjuJY5g/f77p66+/3vT/+T//x/S6desK6kmTJpl+4oknTNPuQZsGE7eYTiSaDsUKfHqFe70CkbQbMQ3r+OOPL/jZl19+2TQL/dI6xL7Oz/bu3dv0Rx99ZDpt8/Fgu5WI1Xh4557XmnNLOoGtni1btpj27GZeOqdnd960aVNiH7QOb9261TTHCedH7u/11183/dvf/tb0tGnTTHt9l+mePP727dub7tu3r2km1qVtoLRPy+qWDc0SQgghhBBCiFyghx8hhBBCCCFELpDtTQjRZKHdJZ0iRHvbD3/4Q9MsTsoEoAkTJphmws7AgQNNH3jggaa9gpAXXnih6UMOOcT0G2+8YZopc7RKTJw4MXEMtF0sWbLENJPpvvSl/x97fx6uRXWl/eMLkzgLoiKoyCQiCDKDqOAcETVOiVNikk5MOkm3yZvuxLR2fzX9tm0nr3m738zdmqhJDHGIGmdFARUUQUAEEZRBBhkEUZxNHDi/P/yx8qnyWQ/7Gc45dc5zf67L61rWqadq711776pi33WvnT2maxalfnTouuqqqzy++eabS56Lrl+SU7QdUt3NuB+d3Dp16uQx+/3AgQM9ppSIMkvKfOh+yL5ESSjHGF256GpIp0Wz7DijfIhy1MhNTDQ/7Bu87oR96ayzzvJ42bJlHt90000lf8vrHEnd2LfZFzhPmmWlbnSRo7yNdWDMfebOnesxXeO4D8+1YsUKKwV/S1k05/T99tsv8xvKraN6i9Jo5UcIIYQQQgjREOjlRwghhBBCCNEQSPYmhGizRPIdM7MjjzzS49GjR3vM5J+/+tWvPL722ms9pkTi85//vMeUIFC6RlkD5T90vaJkh05adPmhPM0s6xA3duxYjynBoFyCMaUgvXv39vhb3/qWx5RNPPTQQx6zXSkvac2kkUpYuW14rcpJX5iAcdCgQR4PGDDAY8p2HnnkEY9nz57t8fz58z1mkkY6vNGhi+5U3GfKlCkeP//88yXLZmZ26KGHekwXLPZjylHZZ6L+I1ln88C5iDLdz33ucx5/4Qtf8Jj96o477ih5HEIXuKiv85rnE4JGMrFIWhe5y0XyPt6PIge5KPkrXT8XLFjgcY8ePcJz0CWxiPN30dDKjxBCCCGEEKIh0MuPEEIIIYQQoiGQ7E0I0WahbCCfmJOJ8igpoIyCsrLjjjvOYyZdnDBhgsfdu3cvefxHH33UYyYRpdSCCe0oraBMjsc3MxsxYoTHHTt29JgSB54jkoJQmkEJ3Lnnnusxk1SmyIVamnIJPBuNqC0iaY5Ztm+NGTPGY8ojn3jiCY/pvsV9KLXhWOL5KEOjPI39njH7Ld2w6HBolpWFnnrqqR7THYzjkv1e8p+WhfMS+wyTjS5evLjkb/v27esx3dQo12T/iRL4RrIys6xMM58geyvslxHsV5EDXVSmaFwxZjm7du2aOTelo0yAKinnttHKjxBCCCGEEKIh0MuPEEIIIYQQoiGQ7E0I0aaIJAR5VyDKdigto/PQ2WefXfJYTPbImFILOldRckCpBGVIkUSPzm+U7JhlneB22WUXjyl34PkiOVQk+TnggANKHp/udUogWQyifh9dfyaTNMsm96WjGpPssv9RtkS5USSnpISHDm90RYz6LYnqaZZ1JOTfmBh10qRJHtPZMeq7ksPVBq9DXmq5FSak/eUvf+nx7bff7jHnIibzpISSMa9niuwtL23jHJfiHEe4PyVqKclWKVmO3BkpFaXc+TOf+UymHDz3ZZdd5jETCHP+Fn9FKz9CCCGEEEKIhkAvP0IIIYQQQoiGQLI3IUSbIpKm5JOcUq5GSQFjSuDySfC2QokaE9RR9hY5V1HSRtceyh24T56HH37YY9a7V69eHlNKFMnsKMeghGmvvfbyeP/99/d40aJFHkvqVjx4TXbddVePKR2iq5+Z2VNPPVUyZt/gGKCkjdspIWW/5/50Udx33309ZtLfdevWeRxJlfIyKtZ7xowZHjOhMROhUo7KxJGsA48pl6zaiFwiKafk/EPpGfeh1OtTn/qUxzNnzvSYck0eM9XtLZK6Rb+P7jt5l9FSRL/l2GN5OJaOOOIIj/NSVh6XbUZ5oFwyS6OVHyGEEEIIIURDoJcfIYQQQgghREMg2ZsQBUVL1H8lkqNQNrDzzjtn/jZs2DCPKduh/IVSNEph6BJFF7mXX37ZY8reKF2jNI6/jeQRkeOPWVa+QKcruiHtvffeHtOxjS5blEBRHti5c2eP6Qa2cOFCjynBkASuZWH/psSMsrJ+/fp5zD48ffr0zLHoMsU+wONGkjPuz3NHMku6FPbo0aPkbyOXOsp3OJbyZeLYYmLhPffc02MmFqask+M7GseSwKUR3afYfpx/eX0p6eI8tmDBgpLHv/jiiz2maxzlwexjLEM1rmeRYybnQfZj1jOS0nE7xyslyEyyzTLceuutmfLxnse+W8Qk1UVDKz9CCCGEEEKIhkAvP0IIIYQQQoiGQLI3IQqKXFpKEyW069+/f2a/4cOHl/w9EzCuXr3a47Vr13rMJHN0IaK0gJKfvNNcqX0o02G5+dsoSaBZVqpDud7KlSs9ZttQ0sakd4cffrjHlKB88pOf9Pj+++/3mFI/llX9s/mJJGl0NKP0hfKffNJfXrsoMSMljrymkVyN/Zvbu3fv7jFlPtyfMjw61rE+lAWZpTl5rVq1ymOOk6OPPtrjo446ymPKSekOx3aRBC6NaE7g9hEjRnhMme6SJUs83rRpk8d05OTcdeCBB3r8L//yLx7zekYun+XKHW2PZMscMxxXPB/HIvs9JasTJkzwmLLjOXPmePz4449nzs3zMZEs543oOjQ6WvkRQgghhBBCNAQVr/ysW7fOZs6caStXrrTNmzfbu+++a9tvv7117tzZevXqZWPGjMn4+gshhBBCCCFEEUh++dmyZYtde+21NnnyZGtqarI99tjDOnfubDvuuKO99957tnTpUps1a5bdfPPNdtxxx9kFF1xQVsIhhBDVQDkKnZ2OOeaYzH5MqLh06VKPmRxx48aNHlO2Q6kAHad4bsogIlegSBZEV6DIMStPJKOIiKR7TIpKKRBlgscdd5zHf/zjH0uWoRr3JFGaFLkQJUIHH3ywx3PnzvWYSSPzUsyof5NIJsRzU7bDsRE5trGvRsl2+Vu6NFLyY5Z1P2T9eA6Wm+dbvHixx4cddpjHo0aN8pgSUkqviijxLEo5CMvEtu/Tp4/HdHV79tlnPaYc+dhjj/X41FNP9ThKnnvRRRd5TNkkk/lybJhlJZXR/M06EG5nfbp27eoxZdTch3MuY7ozMgEwJaHsk2ZZSXKKa2MR+0xrkfzyc8stt9jkyZPt9NNPt/Hjx2f05FvZvHmzTZo0yW6//Xbr1KmTnX322XUtrBBCCCGEEEJUS/LSzMMPP2wnnniinXvuuSVffMw+/MD23HPPtfHjx2c+vBRCCCGEEEKI1iZ55ee1117LJCsrR48ePWzKlClVF0oIIQilLJQ+DBo0yOOhQ4dmfsMl/meeecbj5cuXe0xJAGUDlDWkSISi7ZFsgvuUkyVEDnGUzfH3UWJKyt4o/2FiUybZGz9+vMcPPvhgyeNESfxE5UR9jP2HiUMpXaREppyspVwy3a2wv3Xq1MnjcePGeUx5zubNm0sek+Vmn4n2j6SYlBGZmf36178uWW4SOcpR9kSXR7Zr3759S+6fIjNtaYoixYsc+CI3zLx0ayunnHKKx1/4whc8ZoJm9mHKOHv27OnxZz/7WY85p1EeapaVOEYS5ihmfSjpowMdnemOP/54jykvZj/8wx/+4DHHDxcbWGezj0r5tpLiXtfoErjklZ/u3bvbY489ts0M301NTTZjxoxMBnIhhBBCCCGEaG2SV37OOuss+9GPfmSXXHKJHX/88danTx/r3LmzffzjH7f333/fNm/ebMuXL7cpU6bYqlWr7Lvf/W5zllsIIYQQQgghKiL55WfkyJF28cUX2/XXX1926Xnfffe1733ve2GCQVF8UpJiRcunSqglaoH9hzI0yk4og2CywnySUyafY7JDbqeMIsUxivIIbs/LEUodn0QJGvMr6/w9f0M5D+tDSWAk6WOyVEqmKHPq1auXx1zFf/XVV0ueV1ROyhzKNmZySCY0ZBLIcvIiJuhlf+D23Xff3eMvfvGLHlNKxP0p2+EYY6JRlpXucKwb5W1HHnmkx0cccUSmDhxzkZMXXbwoGRo9enTJ7Rz3Bx10kMd0lmM9SaNLh8ziNmAf47xJ50BKw0477TSP2Q855/DaRvMmJZTsL5RcmmX7YiR5jtwtKTsmXbp08Zjuo3QUZFvQrZTjm+OH5cx/esL7Dvto5KSo/vpXKrp7DRs2zIYNG2Zr1qwJ8/wws7MQQgghhBBCFIWq/umue/fueskRQgghhBBCtClq1i38+c9/tpUrV9qbb75pHTt2tD59+kgO0cbh8m6UtCxyDooSH2q5VVQK+xsTvVFOcMIJJ3hM1yazrFyCx6I0LJI4RFK3SGqxLSMYszgJXbnjRK5wJKWslENxH0rguJ3SESYTXLRoUck6aHzXRtSWlLkwsSkTKFIuc8ghh3jMZL5mlnFg5bXef//9Pb7gggs8Pv300z2mzDKSM7N/U46zZs2akueNElayn9Oty8zs61//usczZ870mHVj+egG+elPf9pjyj0pMeI/6rK9N2zY4DHbQsT9gf2Y15qyRroIUuq2ZMkSj5mImhIwyiyZ2JT9kNeW19AsK3fk/MhyR3Moz83zUTZ5wAEHeBzdZyi/PO+880ru89hjj3nM5MFmWXky5wS5vW2b5LeUxx9/3F5++WW3I2xqarIbb7zR7r333kwn2nXXXe1zn/tcJkOvEEIIIYQQQrQ2yS8/d9xxR+ZfQm6++Wa7/fbbbejQoXbEEUdYx44d7ZVXXrGHH37YrrrqKtthhx0+8rGiEEIIIYQQQrQWyS8/69evzyRqmjRpko0dO9a++c1vZvY75phj7IorrrDbb79dLz9CCCGEEEKIwpD88tOhQwfXIf75z3+2t956yw499NCS+40ePdp++9vf1q+Uom5EGZips6ammTH1qdTwktdee63k8anJjbLeC8H+yX5CG+uTTjrJY34Tkc/Cft9993lMDXn0fQ7PF2m0U4i+04m+kys3HqJv7killvLcn23GbzX5zQ9tiEXzEH2TRlt3WlrzO4gxY8Z4fNhhh3mcHw8cA/w+bquU3cxs7NixHtMqm98dPPvssyXrwDn+hRde8HjSpElhmUqV7bbbbvN4woQJmf1oMcyxTzt2WhrzGyjGbD+WiXH0HUmjfCtRbl6J2oDb+d0Xv71if6Xt9b333uvx/PnzPd57771LHp/fkvH6DB061GP283JpBFhW1jtqA1pJ8xsmfoOzePFij9k/OZ+y3LS9Pvfccz2mtfzzzz+fKQfbb7fddvOYluDRt6KNTnKr9OnTx+bMmWNmH174PfbYI/MxGVm5cmXmA2UhhBBCCCGEaG2SX35OP/10mz9/vv32t7+1d955x84//3y744477M4777SXX37Z3n//fdu4caPdeOONNnXq1EzyKiGEEEIIIYRobZJlb4MHD7avf/3rdu2119oDDzxg++23n22//fY2ceJEmzhxYmbfQYMGZZbtRDGhdSPlbdxO2cEZZ5zhMeUYK1eu9PiOO+7wmHKHKCO9EITSBMp/xo8f7/HAgQM9pgzizjvvzByL8xL3o30u5V0kknVQBsF+HFlMVyqRye8f2a5GUjzKdigRimR2tPxl3Wip2qdPH4/ZXlGGdFE5kQUtJS+U+fD69O3b12NKXCgdMsvKwUaPHu3xPvvs4/FTTz3l8dNPP13yWOwz0X2DqpClS5d6TLkQ68ljXnfddR7npZ5DhgzxmBJrSvTWr1/v8ZNPPukxJX0sByVCq1ev9phSPF6HRiR1HuM8SBnXJz/5SY+7dOniMe2nH3zwQY95baki4jih3fTLL7/sMccGTboef/zxTFk5njhuOJdx3uT4obx0wIABHvOZh9bTlG3Tmp5yON7v+IkB0znkPydZtmyZlSKSusnq+q9U9BR6zDHH2KBBg+yBBx6whQsX2pYtW6xDhw62/fbbW+fOna1Pnz52+OGH26hRo5qrvEIIIYQQQghRFRX/E3yXLl3sc5/7XHOURQghhBBCCCGaDemPGoDIsYQOJ5QsMNPwt7/9bY87depU8rfMakxJEiURU6dO9ZjLrZU6VYn2QbT8zn41ePBgjyl7o6xh3rx5Hv/ud7/LnOOll17ymK44lGux31PGxjJRQhCVmxIz7k+5DCUUkUwsPx6i8cFjUerG9nvzzTdLbmf96WjF/Sm76Nevn8d0XqJESFQO+w/7HvvMM888U/K3dM+ibI2ubJMnT878huegCxblPM8995zHM2fO9Jj9LZKuUaLGvsTxwP0p82GfZEzZWh72afZFOrlFrnj777+/x6+//rrHlCrxmCmOj+1NUlSuDpFzJX/DRPd02uPcR+kaY8rnuD2SpLHtV6xYUbIMTNViZnb99deXPB/7MevJcXb++ed7TFknx9/uu+/uMeVpvC/x+JzHOb7pJjds2LBMHSjl43gg7a1f1gt54AkhhBBCCCEaAr38CCGEEEIIIRoCyd4aGC4bc0n4oosu8pjOWHRUIVy67dmzp8dnnnmmx9OmTSt5XpGlUZaoWU/2B8rHTjvtNI/pOMb96U6VT6BIaQ9dyijbiSQ50XaWmxKMaH86SbHclJCyzuVkoCmJUSNHuDfeeKNkTEcvSjPoBnbggQd6TNciOnpFbZf/m/grUcLpyNGKEjjKDyl3uf/++z2mk5ZZ1qHzlVde8ZhyuBkzZni8cOFCj5k4ksd58cUXPaZcjXWIkklS3kcHMNbt1VdfzdRhypQpHrPNKFeLJEy8B/3DP/yDx6w/k7Ny7HKsR9eqrfbzaOxGc1r+b5S3U/b+mc98xmNed/ZpXmtKETkXRY6CjDmn81x0/mNybDOz5cuXe0yJKOvGc5x++ukeH3DAAR5fffXVHlPKSUkxy0RnQz5TsQ9Tzk2ZNx0LzbKOpqxrJEvUZwZ/RSs/QgghhBBCiIZALz9CCCGEEEKIhqAm2ds777xjL730kr311lsll3yZYKq1aA/L0tUQyYoYM8HWV7/6VY8pQeDSf7RkSrkR5UWUwHFZmsveksg0JpFbGWUTRx11lMeUE9Ath8nw8vNNJBOLZJeRlCxFKkDpDCUOdJKK5BscM/lzpUjuIvkd9+f5WD46fVFqMXz4cI+ZrPDQQw/1+OGHH/aYdYsS7Iks0bWNZGLs65yj2cd4DSm7ye8XuahxO2VskbsnpTp0vWLdOL55H+D9gY6ClOQxEaXZR6V8pcoXSaBYPibOPPzwwz1mn44SDKckQC7ifSwqX5TgM5JOmWXnSjppnnLKKR6zv9JZjc5vTODJxKGUcHGOip5reM15r2A5e/TokanDt771LSsFE/oyISnrRjkm536OuSjJNNuYjnARlGKy7czMRo4c6fGiRYs8ju4V+uTgr1T18vPGG2/YNddcY7NmzSrbmDfddFPVBRNCCCGEEEKIelLVy89VV11lc+fOtQkTJlj//v0z/4oihBBCCCGEEEWkqpef+fPn28knn5xJ9NQcdOjQwTp06BAuIRdxabkoRMvaXKmj1GDIkCEec6mYcZSUj9KCyLmK+0flzP+mPV/fSPLSnutM2A/ZPz/5yU96TJkC+yETMVISQVccs6ybFPso3Zq4vV7JdykBo7Mat0dyh3Ln5d+iscWYUjdKUzhGKSGk1IRJKinLowyETpB0MBLxdUwZ35F0kZKacePGeUw5WyQLM8uOBzq5cWxRoha5aXXv3t3jT3/60x5TdrNp0yaPKZ+jhJIxy83f5hM3sqwcx1GSWNaB5aAki/LaG2+8sWR9SDQOi07Kc1Qkvyyn8KFElr/5yU9+4vHKlSs9ZrJZur0NGDDAYzpMLliwwGPOSywrJZSRMyiPY2bWt29fj88991yPmVybz0gsE/so5Xp0qYuSjhIuHHBc8f4QuRGaZV0YqbTi2Ehxe2uU5w5SlTh7hx12yGiOhRBCCCGEEKLoVPXyM27cOHviiSfqXRYhhBBCCCGEaDaSZG/PP/985v8PO+wwW7RokV1xxRV2/PHH25577lnS4YfLj7UQyYLoYkFJAGUA5RJ1tWdSlje5tEo5AZdruWRKCQHhdsomKPOJEuCVK19bJeqvjCklYptxubq9uWZF171z584eM4kbxzTddZjskdvz7UWnQhJJOCIpXkTkokhpBq8tr38kJ82XLRoPkSSFx41cnNj3KDuhtIntuttuu3ncq1cvjylLXL16tcd5iWu9xnRbnRtSpFHRdWOdKXWj/PDee+/1mP2N8i+z2G2QfYBOWewPlCQNGzbMY/aNCRMmeMz5nv0zcqajnIflzLcd5Zt0DWX7sa9HzoYPPfSQx3Svi2Tb0TXkdpahiHK4FHl11PfYpmbZ6zBq1CiPZ82a5TETKO+zzz4es48+8sgjHjOJKB34uP/jjz/uMfsnE6Ry3mcfu+uuuzJ14PMP600JL5P+Rknh2e95PrrGMRkwpdC8x3EsMYkq+xWPaZadjxlTGp6auLbRSHr5ueSSS8K/5XWURG5vQgghhBBCiKKQ9PLzjW98o7nLIYQQQgghhBDNStLLz9FHH93MxUiHS4BcrqdDx6RJkzxu1KW9yMGFS7cbN270mFIdLmlTBsHl52gJnXKKxYsXe0wJRpSAK3+stkrkrkJJ2+jRoz2m8xLdt1LddtoKvLZsC7roUErFtluxYkXJmO2Sd9eh/IHnjqQtUSLDyAGJUKrDvh5JDkg5l7lKr3skxYvGFcc392F9uJ37MyHtY489VnWZU2mrroiVOixxTqRcaNCgQR5zzrjvvvs8Zh/jPG6WldXsu+++Jc/BMtHpiskoe/fu7TEllCS6J/AeQrc3lnX27Nkec6ybZaVKvGexv0bOb9z+xz/+0eNu3bp5TPldinMp55gUVy2zYvTdaE6Lyp1PAM2+yL503XXXedypUyePKZukpIvXhzGf55iMnQ5tlD2y7Tke6NiXT8lC2RyvI/vVyy+/7PHVV1/tMWWd48eP95jObxwbVEhRuvbss896vGrVKo95HWguNnPmzEwd2O+ZhJXuehxzUcLTKMF3e6aqjwo++OCDUE9v9mFHasTGFEIIIYQQQhSXql5+rrvuOrv00kvDv1966aX2u9/9rupCCSGEEEIIIUS9qSrJ6VNPPWVHHnlk+PcxY8bY9OnT7Utf+lLVBSPRcjJdorj02ugJJMvBJW4ujVKitscee5TcnzKAKBkel2EpX6DMicdpj0QuQVwNpXRkzZo1HjN5WntwfotkZawPnXoolaAMYvny5SW30y0n727Ffsa2JNweuTVRKhDJ2DgeCKUPPCblY+XGRrSCHrkIpuwTSV6Y+JH9kH2V7U0JSiSfK3fuRpyPoyS0KdeZ7lnTpk3zeM6cOR6zvzH5pFlWekQJHO+j3E7ZG+WovNbR2IjGPetMdyr2K97L8yk1OFeybSiNohyT9yC6fVG29Morr3jM9uO4pNyOcj0eh/dT1rmI0u5oHmNcLknnyJEjPaYbMB31eE3pcMa5nPMd24UySB6H/YdObHfffbfHfJah1K1///6ZOkRjkXI41oeJeK+99lqP2QcoPeP5OMb4ucY999zjMfv62rVrPeb9kXOAWdbV7R//8R89ptMyrw/rGcmTG0W1VdUT1ebNmzMPyHk6d+6cmVCEEEIIIYQQorWp6uVn1113zXih51m7dm34IaQQQgghhBBCtAZVyd6GDh1qkydPtnHjxmUkEWYfLrFNnjw543pRT7gkR4kM4XJ1PuFeoxDJS9geXJ2bO3eux1zS5rJxipsNl2XpAMWl//YufSnn3rUVLq1zWZ+/batSNxJJr7j8TrelKPkrZQDsw2yj/FiP5JVRUtGU/p3i9sbjd+zYseT2yPmu3HwVlTWSrXDMRUkgeW46DTJp6ZAhQzzmdaMcI0oynT9fexzv24LXiv2b9y86TNFMiO5jlCVyH15b9p/u3btnykE5GK8XZVwci9xOSSnlUNE9OCVhMPse7zOHHHJIeHy6XXHM9ezZ02O6ZvF+xDpTxkZJEuV9dNTj9WF7UyZIOSDbq6X7fHQPYfkieE0Y5+dDKn+YeJRzNu9xlARyfmCf5HwdSe44Hv70pz95TOnnXnvt5THnqLzbG4nOzT7DscUk0HfccYfHnO/5aQgdFVk+jjE+j9EFLvqswCwre2PbcAxxLie8PqTcdW9PVPVmcM4559hTTz1l//zP/2wjRozwDvbCCy/Y3LlzrWPHjnbOOefUtaBCCCGEEEIIUQtVvfzsscce9sMf/tAmTpxoc+bM8Y8Kd9ppJxs7dqydd955Zb8JEkIIIYQQQoiWpmpNWOfOne3CCy+0pqYmX8bs2LFjsy+T8fhcco5kJ+1dYhWR4gDFJGEPPfSQx8cff7zHlLwQtiuXa2+55RaPKVWKlljbI1Gfi2RLbBtKKtqD7C1yvmNMaQGlGXQco8wgSs6Wd6mJXM0qdbOh3IESLko86GbE47M+LA9/S0lNXpoSSdeieZZtEznc8bfse+yrbG+el/IQyjFawu2tLc3fUVkjSQmlNowjCRPvd5H0M/9d7qxZszymExzneP6jJa81+8PSpUs97tq1q8eUzEVOduyf0ZihFIiOcGZZSRvdsaZOnVpyHzpxsax0KqQMicmnOS/de++9Hr/44oseR+6zkWtnPUkZD5FbK2FfiuZTtoVZVk7GRKDR/Bgl7ZwwYULJ37KN6dj329/+1mP2Q8rN6BZIZzX2SbNYbsxyc17j7ylrpAMhE5hyjNG9ju3Nz0b43MU5gH243DPBkiVLPKbbW3RNo3kjure0t2fpmj+I6dChg+uY27M+UAghhBBCCNG2qfrlZ9OmTXbzzTfbvHnzMis/w4YNs7POOivzdi+EEEIIIYQQrU1VLz9r1661yy67zN566y0bPHiwJxhbt26dTZs2zebOnWuXX355ZvmxXnC5jcvMXIZsb8tz9SRyf6FryMSJEz2mlIHyAC7LMtnYAw884HHkykXa+/WJVkO59M0l8ZTftiWi65uSHJGuQFz65zHZD/PykkjelrKsHzmoUbZD9y0mw2O/p1yEx+f1Z0wpr1lWqhJJ4Fhvtk3k8MZxz+NHblCRbCJK7FpuTNcy3os+r6eUj23Gtmef4XU48cQTPR4zZozHkyZN8pgOaLwP0q3MzGzBggUeU+5I6RG3s6+zjz766KMer1+/3mPOY+zHlCTRlY2SJDrT0REvn4iR7cpklkycGcmtmAiV0Cls8ODBHtMxi3JuHpPXjc8jdJOji6JZ898LI1dJnjdym4zKkHfdo6yK127ZsmUe89mBErBjjz3W44MOOshj9mP2VV5bSux4fLY9ZZN5uR6JrkOU6JZzKN3bmPyUnxLwcwAeZ968eR5v3LjRY8rnKD+l5DSfQobH5bl5TaJk3JTxRbK3KBFqe6Cql5+JEydahw4d7Morr8xYQ5p9aKt3+eWX28SJE+2iiy6qSyGFEEIIIYQQolaq+qJ68eLFNmHChI+8+Jh96JM/fvx4W7RoUc2FE0IIIYQQQoh6UdXKz/vvvx86h5h9uGzfXA4nhEuAXPJrD3Kh5iJK5EhZw3333ecxrzOXq+nUQwcWyn8imU57cDGrBi4tR4nUIslCpQ4sKcdpiXESnYP9IZ+4bStc7o+kLJFkLv+3qN9HCTijPkr5HWV5vJ4cM9H14fzI3zJ5pdlHHYq2dawIHqdcm20lkjuwvVh/XkPuUw2sWxETpKbIQiKpIOUslH1RGtavXz+Pv/Wtb3lMOQ/bgrIqOp3l+xJdBSkZ49iKXBEp8aS0ieeLkkiyvegSRhkfJUwk35c4h0bzKccDpXijRo0qWQe6hkWuc9F8wOvP9i7nfpiSTLlSojme54oksZELKcnLrfhJw+GHH+4x+zGvL/+hPHKZpQSMZaVckdeEcM6N7qd5WW/kxBrdB9gXOXYJZadPPfWUx+yrdGWjbJQLBpxb2ab5/sLjcg7mbwh/H7l4sp3yc0hUjrZIVU+hvXv3tqlTp5ZsmLffftumTp2a0YQKIYQQQgghRGtT1crP2WefbVdccYV9+9vftqOPPtr/FWDdunX2yCOP2BtvvGEXXHBBXQsqhBBCCCGEELVQ1cvPoEGD7JJLLrHf//73dscdd2T+1qtXL7vwwgtt0KBBdSmgWSx34PIcl72j37aHpbpaidqAshguS998880eT5kyxWMumebdbLYSyWuKIl9pCSL5GWHbVypLi47J31L6EbmmNRfROdg3KMfh/iwrZQmRM01eIsPfRBLM6Prwt5QFcbWb+1AWQqcrXtuoDqxn3kEtJbFpRDT+IlkM59AoaTT3YSJC1iFfznolNm3NOSTl3NweOf7RNYvyrAEDBnj8+c9/3mPKfCg15v6nnXaax5yvV65cmSkf+yKvI92q2HfZN5iwmttZPkpnIlfE1atXe0w5E/t9ND7zf+O8xnblGD3wwAM9PuKIIzymOxiPefDBB3tMSVIkayWRRCg/LzVH302ZGyJ5cSQjZv/My97YHmwzuvmxL1ECRrczugty/0jexjaOpL+RdDNf/8gxM3L65HWnxJPb6fBGV0TKXQ844ACPmWyXZWBiVx4z72BKmR3hs3HkehrVmeOK15ljtFZpcxGoOs/P4MGD7corr7RXX33VH367dOmSsXgUQgghhBBCiKJQ9cvPVnbffXe98AghhBBCCCEKT9UvP6+//rrdfvvtNm/evMzKz7Bhw+zUU09ttheiSL4ROdZI6lY5lGxQvkAZQLQ0HDlsNZLULQW2DeUo9WonLntTIvPMM894XE6qVC8iuRCX6ymLIVGSzoi8U1GKk1lKTHkAy8Q2prsOZU5Rgrl80sCozFEbRI5EkQyQcaUOgWwLloeyN8ojUmU+Ka5pbONIttMSRA50UR/gPuw/lK5x/FE6RO6//36PKT2jdGbEiBEeP/nkkx6vWLGi5DHNsteLySXp1kmpE5246MLIvsf7BuVJdK5i/4ncHNledGIzM5s6darHnMsiOVSXLl085rikHI4SJm6nI16Kqx/LUJTnjkiymiKD5W/zY491pdSNiTqffvppjyl7i5xfI4laNI+lJHfmfYZjzyzul5R9sf9EiYijTwZ4fLYXrwPH8ZFHHlnyOHSH45xhFifcjfaJ2onjj5LDcknEt3X8olOV29sLL7xg3/nOd+yee+6xnXfe2caMGWNjxoyxnXfe2e655x676KKLMtpeIYQQQgghhGhtqlr5ueaaa2zLli12xRVXZD7YMvvQP/8HP/iBXXfddfb973+/LoUUQgghhBBCiFqp6uVn2bJldsYZZ3zkxcfsQ/eKCRMm2O23315r2aypqcmamprCJWQugUauF6JyomXpaFk1chMRMSlypkqdCrk/l+IHDhzoMaUiLSHNSHF7W7dunceRI1pK38ufK5KrRb9JkcDxWlHmFDm8RTK0yEUoL6+JyldLotYocR/LzfqwfJRHvPDCCx5HzkF5IolE1BeZ/JIyrubou+XkG5GTG+XdlIm9/PLLHlP+ErnrLV++3GNKzO655x6P2W9ZBl4rymgeeOCBTB14bo65u+++22MmLeW8EUmMKOdh+SgxihwSKR1iH2NbMIG2mdnjjz/uMduVfY4yNkp4KMlimXjdeEzK3jhOIteraHw2lxQo5RyVSlwJ25TtYpaVLO6zzz4e87pTukUpWSTBpdQtRVZPonHF50KW2SzrMhrJnNkvo3sQy8R7Avs3j88xRhlb7969PR4/frzHnJcpgTPL9kVK9Chf5TkiiT3bnuN4r7328pjXsz0881Ule+vUqVOYedzsww4TadqFEEIIIYQQojWo6uXnpJNOsgcffPAjb9JmH3qSP/DAA3bSSSfVWjYhhBBCCCGEqBtVyd6amppsxx13tG9+85s2evRolyasX7/eZs+ebd26dbOmpqbMcrqZ2SmnnFJ7iYUQQgghhBCiCqp6+bn++us9ZhbbraxevTqzz1aqffmJ9N3cHtk4itqILD5JOY1/oxNprtlfqTlne0ftmpL1nvpkHp/nrfSbonrC8/EbB2qPmf2bpNjO5v8/ikmKRT7blXrwFFtpEuns89tT7OIju1NKk6PyRd9Vde7c2WPWk9eK32aUa7tKvzVgfx00aJDH5ayb60G5bzNYJ34TQPXDpk2bPOa3BtE4Zntv2LDB4169enlM7X+KhfOYMWM8fu655zLne+SRRzymvTzPTVt8fvPDOixbtszjRYsWeRxZ4RJ+QzBs2DCP2Vdpvc1M92bZ7xd4LPbXfffd1+OtaTjMzH7zm994zDajVTjbheeOvrGL5qIiWv5WWibWLW8Tze/9+O03v4Hj/M3PINjvOU6ibzRJdL+L5kleq3z6lZRPMyJr7ah87MesJ+9r/H6K/Y3f1AwdOtTj888/3+Of/OQnmfPx28IhQ4Z4zHk6gmM6mtP4DVO0f1ulqpefn//85/UuhxBCCCGEEEI0K1W9/PBfnYQQQgghhBCiLZD88rNs2TLr1q1bxkYyYuPGjbZ48WI76qijaircVqLlWi4r0vJPiKIQyXzYXyN5V4osLTo+bTYJl6tbUx7Kc9OWkzKVPfbYw+NorEcSB7O4rtyP8oWoPSJraJaJ+6TI0yIL+XJygigreyS1YBxZWkfloCSEv6VVOq2DI7vtckQSFvbdHj16eMzrHvXvelFubLCslGFFEqionmz7F1980WPaMFPGxuvGOYPSIY6ZPn36ZMpBifpjjz3mMduSMrv+/fuXrM+ZZ57pMeVm69evL1kmMm7cOI/Hjh3rMfse7anzdaB0ifLAAw880GPOJ/fee6/HlAJ1797dY8rnpk2b5vHzzz/vcSRlTZGFF53oPsNrwn5ulpUmHnfccR7z+nTt2tXjyCaZMeW1kb11NH4YR3JfSh3z54vuCZxzKBlnHKUtSJFKcqxTDsexdPTRR3s8evToTB0opxs5cqTHP/vZzzxOmY9ZVo7dlFQLbZXkjzX+5V/+xZ566in//zfffNPOP//8jOZ3K88995z98pe/rEsBhRBCCCGEEKIeVP2lelNTk7333nvt4l8+hBBCCCGEEO2fqr75KQpcSuTynxCtSUpWbf6jQYqjVwr8LR2zovOmuJu1BHSXYfZrutdQXkNpXJSxOv+3yKkmqjelD5FTWl5mt5XIeTKSb5S75tFvInlbJB2JZBeUOFBKxaztlLw8/PDDJbenur1FRH2XMuuWdNAqd65IJlTp9eVvmW3+iSee8Lhnz54e87qxXfbff3+P2Rf4W7PsNaUknX1g77339jiS8NAdbWuaC7MPc/xthWOM/YpStejaDh8+3OOlS5dm6kBHvd69e3tMh7fJkyd7XCoXoVlWAkXHLSpZovHTVrPbVzoOGefluHTCo5yQ/YdzNsc05w32K8ovI4kvy8T5PapDOYliJJuL5MJR+SL5HOEY4P50U+N9g23E+hx00EGZ47K9KVV+8sknS5Y1kg1yO/s354b2ttAhj2IhhBBCCCFEQ6CXHyGEEEIIIURDUJHsbePGje6AstWlYv369R9x0UhJsFQJKS5HdOWIJBhFTDwm2h8p/YxLyFzujpbNKz1mlNg0kqO0xNiIEkWSWbNmeUw3qAMOOMBjSlnKSVBSzhdtj+aQSBLBtqcEN5JTROXMJ8SMHHYiSU7kehTVh7IGyiYoI2JCQ8reap1nIzkm26koEqNK65eSmDvqM5QU8VyUsrDffupTn/KYbm15KNuhBC6lbtEYoOyNLm2sG2U+KQ6JlEvRMcws29fpbMfzrV692mPKh7g/5Xfs33Tc4v5RQvX2DK9P3l2Rro9z5871mInsKcdkYly2X+TMlpKIOtrOa8XjlEsgHUngWO9ITpeS1Jr9vtx8vxWOGfZhJh42M9tvv/085jVZuXJlyWORFBlb5IbaHp6rK3r5uemmm+ymm27KbPv1r39d1wIJIYQQQgghRHOQ/PLzjW98oznLIYQQQgghhBDNSvLLDxMttSbRkiFlA6lOSkI0N1F/rUUylJLwNEqcWi9nuVqJJGlMnscEcFzuX7x4scd0aspLBlOW9blPJLuIpGvczv2jNo7kaeWS2UYyyMh1LpK9MWb5dtllF4+HDRvm8W677ebx9ddf7zGd9mqVPrCsLBOlJkWRvUX1S5GJkZTrzv592GGHecw2oiMcpWeUiubngEi2EsWklv4dOSdyLPGYnA/eeOONTDlefvllj+l0tWHDhpIx+zedslgOOspFMqRItkRaej5tTfdDJi2dNGmSxxMmTPCY0kpKGTlnR+0aJbJOSfwdzUupLpSRtJlU6pqaMl9TDshPSeiK2KVLl8xx6RZ3yy23lDxWJN2rlPb2LC3DAyGEEEIIIURDoJcfIYQQQgghREPQJpKcRomZuHwYJRZsD64Uou1SqQQzkl1Ex4zg0j0dvYoyBiKpwMKFCz2mu9WYMWM8ZnJDOg3lJQeRzJBEbkCVJoCNfpsioYikUHmieS1Kchq5bLEcAwYM8JjJJenYeccdd3gcSZiqIZIlRvKX1kzEWwuRw1skRaRTE53Ljj32WI8pO4r6T759I7fBSMITXR/eayOXVZaP8lXKKSPJEyXsW91lt7JmzRqP2RfXrVtXsnz9+vXzmFKiBQsWlCwrXTLp9kYXOMryUubr5qI1n21Y7xkzZng8f/58jzmfDB482OPNmzd7zOS+hGOD7Z3iPsY+yWubbyNe6yhRaTRmIll0itw1ilkGOuUx5vgxyyb0feSRRzyO5hY9G/8VrfwIIYQQQgghGgK9/AghhBBCCCEagjYheyPREmOUrLARl/NE6xItJ0dxJJ1Ica2JtnO5PnJkammiOnOJnk5AdBk7/PDDPR4xYoTHixYt8pjymvxxU9opkidFjmOcc/hbyhdYhuj4qY5EjCNJW+Twxn26d+/uMduVx/zTn/7kMds4aq9q5tno9yx3e5MzU2oTJUdkUkPKWnr27OnxCSec4PHuu+/uMZ2d8n0pSnYcOWvxWkcObJHMh4mI6b5G6RnLyr7H/V988cXMcZmQdP369R5zPmGCXiZeZRJIygnZ31g+SowoA+V1a0t9r1LK1Y1txmvyxz/+0WNKaum0x2tKmXOKlCySjPG3lNKtXbvWY7qmmaW5ZEZjoBZXt8g5kY54Bx54oMd0dKPbppnZL37xC483bdrkMV0OiZyQ/4pWfoQQQgghhBANgV5+hBBCCCGEEA1Bm5C9RUvx3N4eXIFE+yBaTo4SmkXyl0qPzyV0JjjkuVISf7YEkdSLbTR16lSPb7/9do/POOMMj4888kiPKREyyzr9UFbDc7CdIuc3ypAofUhxeKOEIqKc/IDXLsUlKHIqohSIiTO5nYkzf/WrX5U8ZnNJJXhcyqHoVNiWpG5R/2Yfo8yFkhVe26efftpjSlw+//nPe8z2ogSJsiOzNMki54fI6Yr7M+koz71q1aqS21ln3rN79erl8fLlyz1mu5hlJU2RvJRyNUqsKKeLxu5ee+3lMduC/bBSmXJbpVx9ouTQlMtybqZM89BDDy15nGXLlnkcjXuOH15zztFRwnuOk3LHTZGPE+7Dc0T3dd5DKGk75JBDPO7Tp0/J81JWaJZ1O40ktZF0uNHRyo8QQgghhBCiIdDLjxBCCCGEEKIhaBOyNxItOUdyFC3ziZYmkguw70YyzVQXsG1BSUi0pN+aRInX2EZ0b/vxj3/s8QEHHODx0Ucf7XFeYjZr1iyP6T7Fto/c7yK3N5aV54skaZFkLKp/vjyVyiApu2Ay2NGjR3tMiRETal555ZUeUyIUJcyrp7QnateUeb3oEiPWgTJLOotF8hruQ1nQpEmTPKa8iPKffELE/fbbr+T52L8pnaFchvGSJUs8vueeezyeM2eOx5Sn0R2OsjcmMaYbGBOKUsJklm3LvLtjqXNTPsW24RhlnemSRaewlD5W9H5YKan14ZxFt86f/vSnHlPGRSczSnDZ9itWrPCYSVF5/dmHOafzOJH01yw7l/H+wHNE7plRYuDI3ZP77L333h6z3w8aNKhkGR544AGPr732WouIpHVFuecXDa38CCGEEEIIIRoCvfwIIYQQQgghGoI2IXtLcd+IliHbkjxCtA+ifsbtlGNEcp5a+i6X3yPnnNYkpRysAyU///7v/+7xj370I4+POeaYzO+ZFHLmzJkeM2knJTKUxVAKRAkBZWWUV7CslGDwt5GEq5zbH+eyyM2PciZKJxgz2SPlPGzL6dOnexzJopqr/6S4o7XV+TtKYErZFuVtlImxb/CaL1682GPKaOisRrmQmdkRRxzhMZ3gKPuK+uvSpUs9/v3vf+/xY4895jHlaqwPr9u6des8Zv3ZLvxtvr9xDESyPLo8Rn2G47Vr164eU2bH+hRl3iwKUXtwvqKs8b/+6788vvTSSz3m3DVy5EiPu3Xr5jGluZTjcpzwunGu22effTymXDr/eybAZd045jgnRq6pUcJcjlHel1hP3qdnzJjh8Q9/+EOPOXfnz5Einxd/RSs/QgghhBBCiIZALz9CCCGEEEKIhqBNyN4IZQBcYk2RwAnRmqQsS1faj1NkHZR2tSVYN9aH8qwf/OAHHl922WWZ31PmQClEjx49PKYjHF2sKMMhu+66q8d0ruL1idyqKIeL5q682xvr3alTJ48HDhzo8bBhwzxm3djfKDf6/ve/7zFdwyKnopZOjFuvpKpFkTxHLkzsJ5TFUK4WJbll/2Siw+7du3s8f/78TDmYgJJSr+HDh3vMBJR0jLzhhhs8pvsU60P5XOSAxXFIWSbHEp23KHvMn49jK+qvjCkR6tKli8eUNq1Zs8bjlETULdGvitKPSXTPip7PmKSa7XrJJZd4THdKxpSGvfLKKx5znPAeR3kar3Pe/ZBw3uQ5ovHHOnOc7L777h6zr3PuZj+kRJPj82c/+5nHlP3l68DxkR8rojx6MxBCCCGEEEI0BHr5EUIIIYQQQjQEbUL2xmVfLnVHiQXbajI80b6JlsrLyZ4qgWOAx4+S+xWdaBxT1kDZVp5/+Id/8JjuVmPGjPGY8jG6wD333HMeUzJGaQ+d3yjt4T4dO3b0OJIfRs5TZlk5xsEHH+wxE/bxfGyzBQsWePxv//ZvHtOhK0rC29KJcSlPilyVKk1k3ZpS6Oi+w+3sD5TLUNry0ksveRwlz33xxRc95nXjHGCWvXcyiSSd3Hg+ynZ4Dkr0KAPldkqVKPPh/rzOPP7GjRs9zo+Z6P4fOQSyDeiyxTG3atWqkuerVGrcXBT9uSXq61G/v/vuuz3m3Pr//X//n8eUYnI8sC9xDozcOSMpbx6OP8qTGUfwHOxv3M7ycbxdffXVHt96660e04mOdWbd8uhZtzLazpOQEEIIIYQQQtSAXn6EEEIIIYQQDUGhZW9NTU3W1NSUkSxw+ZBL/1xijFxahGhNKKPgUn60lF2p3CiSgTJ5WtFlbyl15pjmfHDvvfdm9tu0aZPHF1xwgcdHH320x3SZGjt2rMeHHXaYx5TC0KErknhQzkMiNx7K1hibZaV1kfSPrkf333+/x1dddZXHTOLH30bOai2d1JHni+RMlSYA5n2D4y1KglnPOkfHjaSFr732msfsk+xvnCciNzU6VeVlb7zWlKgddNBBJWPeRyNJG2WZjOlu9eyzz3o8b948jykzZbkjuWKe6Lqznfr27evxXnvt5fHTTz/tMftDEROkF6UcKaQk/2S/p1Ph1772NY+/8IUveHzWWWd5zD7GeYzH5/WP5ow8/BuPxfmX5+PYiJ496Rx4xx13ePyHP/zBYybvZt+LpMxFv/5tiWI/CQkhhBBCCCFEndDLjxBCCCGEEKIhKLTsbStcDqTbC9lll108fvvtt5u9TEJUCpf7KcGg5IVES9wpMgguxac41hSRlHpybshLLmbOnOkxE5gee+yxHn/2s5/1ePDgwR7TlYqObdxOGVEkg4ichziPRZKQPHTievLJJz2+8cYbPaaTG+V6lEBF5W5pqRuJpB0pifuivkGZCt3+KMPi2GsuiXSKtI7SRUr0KDFbu3atx5H8m2OA19YsK++K5gTeO1lWnpvlo7yN/ZPJg2fMmOExXd1YBo6Bcs58/H+OLf6Groh9+vTx+IknnvCY151jI0o+3RK0puy0XkTljvorrydlyj/96U89vuuuuzw+5phjPOY83q9fP4/ZJ0leBso+lyIHp3yccyula1OmTCkZc85hW0RlUMLS5kcrP0IIIYQQQoiGQC8/QgghhBBCiIag0LK3Dh06WIcOHTJL0dGyPpfiN2zY4HHR3a1E+yNFsrDffvt5vH79eo9rkVpEiX7z8pe2QqVtkZct8TpQVsRkcnSIGzFihMdHHHGEx0yE2r17d4/32GMPj6PkdpyvKHWjixfLRnmRWdaljVIiJjBlElu2QZRIN3JDKgqRlDEqa9TvKR3Zf//9PaazGKVg3L+e942UhKeE9y/KtlgH9pNIupg/ft5JcCtMNMk4ktOxbehoxeNHDomRQxcpJ2XlNaLUvX///h4zYSWlr6+++qrHUd1agigha+Q4Fs3fbcn5KyUJfSQ/fP755z1evny5xzfccIPHlJEzUTQThFJCama2zz77lIxZJsojKV2jU2GUJDdKthv1+5buh42O3gyEEEIIIYQQDYFefoQQQgghhBANQaFlb1uTnEYOL6tXr/aYy95cnuTydhElHqL9wX7G/sql73333ddjLptH/TVFOsNz8ThREtX2TpQUlPICultNmzbNY7qm7bjjjh5T6kbnN0ptomtF+Q9jSiXybpaUvESyiJSkqkWc+6L+zcSCvD6VynzYXpQW0g1sxYoVHreE1C2C56YL2gsvvOAxEzwyeSf3eeONNzzOy0Aj58Go/6RAWRDPzTpTDhc5tEXtlZcIMdkqJaiUL06fPr3k+SK5UWu6ujGmRIvXmtLXvGNZqeMUnZR7WTR3czvHycaNGz2mo2C5hLlRQlvOm5x/o7JynLGPMY7q3JauW3tDKz9CCCGEEEKIhkAvP0IIIYQQQoiGQC8/QgghhBBCiIag0N/8bLfddrbddtuF2uClS5d6PHr06MzvSsXSV4rmIP89RfRtRseOHT2mjpl65RRL0AhqlaMyRMdsD2OjXB34t0jrzZjtR205rYCj40flSPmmJP/bFHvnSq2Ui0JUVtaNWdWprU+pJ/dZsmSJx+eee67H99xzj8cck7V+J5cynqJ9WB9+80SbX1rl8/tB2njzexyzbJ2i+kXfCvKa8DuIyJY6spJmG/O3/M6L39IxNsvaW3Ms8runlHK05tjgPE0GDBjgcadOnTzmdedcVMu3Wq1J1O+j7dG3iynfCPF7zXJjOkqnwm+sou9/IvRtT8uy1SMgFa38CCGEEEIIIRoCvfwIIYQQQgghGoJCr5tuaxlr4cKFHp911lkeR5msy2XQ1bKkqBeRfIqyBmYbpw0v5R+RNCNFskF5BI/ZqKRIwyJpHEmRJabIsFL2L/f7lO1FJ5JM0fL3pZdeKrl/imSTkqe1a9d6TDvxwYMHezxv3rySv82fo7WkhZQArly50uM999zTY2aq79KlS+b3L7/8sse0Wk+RwFFKRClQ586dPaYkjfdgypZ4LsqIuA/nLtoWm2Xb4J133vGYfYMWw+xXRZHAsy3ZF4888kiP77//fo9Z58j2ua3OAbUQyQdTZLNmsQ0241raNeU+IFoPrfwIIYQQQgghGgK9/AghhBBCCCEagjYhe4uy3nMZn1nS+/Xr5/GCBQs8jjI8C1EL5Ry66NZ07LHHejx79uySv48kc/kl+1L7MKbrE6UwHA9t1S2oGiqVjKVIE1Lc24iyfGehbIVtSYcvykNT2juSE1L+8uijj3ocjcn8eOP/R3Kb5iaSCW7YsMFjOrztvvvumd+zXek8GblbMU6pM/dhmdj2lLRF7pSUxuWlQxwrkQQsxemyNWF7DB8+3GNK4J599lmPed2jflh0Z8d6Ed0r2RaRzDL1+rdV90xRGVr5EUIIIYQQQjQEevkRQgghhBBCNASF1r106NDBOnTokJQ0cM6cOR4fddRRHs+dO9fjaJlciFoo5yLIBIR9+/b1+Fe/+pXHkcNbJPOJ5A6UdTIB4KBBg8LyidKkOCnVywmonLSiKFKdehHJk+gOxgSPlG9Gx0lxYuPY4D3hmGOO8ZhuW9OmTcucjxKwSH7W3ESJHDkfUFKVd0qLEoxyO9svklilyNV4fO4fyXejupW7TxdNOpoivTPL9qUJEyZ4/Kc//ank79l3I0fKItS/NYnuleWuScoc3OiOem2Jre8LqWjlRwghhBBCCNEQ6OVHCCGEEEII0RAUXva23XbbZZYroyX0xx57zONLLrnEY0oomBQt7/ymJU1RLfmlVkpPKMFcsmSJx5SlMTlgJGmrVNqzfv16jyntSZGd5M/RiDR3/dtbwtJUogSCnKfpesVknJGEJZL/cB9KqegMOmnSJI/POOMMj+m2ZZaVkFGm2lrSo8h9LUrwaZYtH38ftVmlSXmjuSVyWU2Z36pp09aSKkXOm3S4MzM7/fTTPaZjLe8PkRQxRULYiFQznzbqHNxe2eoOnYpWfoQQQgghhBANgV5+hBBCCCGEEA1BoWVvZh9dyopkPpQlLF261GMmsbv33nszxxWiHuRlIF26dPH40EMP9fgPf/iDx5FkISWpGn8b7c/kkO+9957He++9t8eUXJRL1CpEvYjkU7179/aYczklpJGjU+SsFbmyMdnnzJkzPR44cKDHxx9/fOZY999/v8ebN2/2eMcddyx5jiLcXypNwmuWvSYp80wkP0xxwYuOWWvbtVbbR8lIe/bsmdmP7psTJ04s+fuo/SiHa0mnQSHaG1r5EUIIIYQQQjQEevkRQgghhBBCNASFlr198MEH9sEHH4TL75HjzcMPP+zxhRde6DFlb3K3ErVQrh/26tXLYzq5LVy40GPKF5gckH2d23k+JsmLnBD5WyaK3GeffTyOHKzy5xOiOaAck1JR9svI3SpF8pOSdHK33Xbz+I477vD47/7u7zL79e/f32Mm1I7uQSny1Vqo1Aky/7eIFPc6tmVqst5tUU8JXL0kdJUeJ+pjJ598cub/ly1b5vHq1as95j2BfZ0xx0wkk5Nk+a+ktoXud20fub0JIYQQQgghRAkKvfLTt29fM4s/vCT8F5EDDjjA4913393jQw45xGP+K0u54wpRiig3htlf+62ZWefOnT0ePHiwx9HHyNwe5eKg0UdUDv62e/fuHjOHCvfhalL+uEI0B8x/0qNHD485Z9O4I+r3EdHKT7SCxDHQtWvXzLF4T+EYimitlZ9on3L7lftNKZrLqKBex2ytlZ9oH662m2X7Me8J0WoP7wlc0dfKz7bRyk/j0NTUlHn22hYdmnTVhRBCCCGEEA2AZG9CCCGEEEKIhkAvP0IIIYQQQoiGQC8/QgghhBBCiIZALz9CCCGEEEKIhkAvP0IIIYQQQoiGQC8/QgghhBBCiIZALz9CCCGEEEKIhkAvP0IIIYQQQoiGQC8/QgghhBBCiIZALz9CCCGEEEKIhkAvP0IIIYQQQoiGQC8/QgghhBBCiIZALz9CCCGEEEKIhkAvP0IIIYQQQoiGQC8/QgghhBBCiIZALz9CCCGEEEKIhkAvP0IIIYQQQoiGQC8/QgghhBBCiIZALz9CCCGEEEKIhkAvP0IIIYQQQoiGQC8/QgghhBBCiIZALz9CCCGEEEKIhkAvP0IIIYQQQoiGQC8/QgghhBBCiIZALz9CCCGEEEKIhkAvP0IIIYQQQoiGQC8/QgghhBBCiIZALz9CCCGEEEKIhkAvP0IIIYQQQoiGQC8/QgghhBBCiIZALz9CCCGEEEKIhkAvP0IIIYQQQoiGQC8/QgghhBBCiIZALz9CCCGEEEKIhkAvP0IIIYQQQoiGQC8/QgghhBBCiIZALz9CCCGEEEKIhkAvP0IIIYQQQoiGQC8/QgghhBBCiIZALz9CCCGEEEKIhuDjrV2Acnz5y1+2JUuWWIcOHVq7KEK0OE1NTSW3azyIRqS9jYdayp3SFvnjb9myxeOPf/yvt/4PPvjA45122snjj33sYx7/+c9/Lnm+v/zlLyX3f//998NylNq/uYjaqT3Q3saDELXQ1NRk/fr1s2uvvTZp/0K//CxdutQWLFjQ2sUQosXgjas937iFSKERx0PKwytfWLj/9ttv73H+5WL//ff3eL/99vOYL0J8yXn99dc9fvXVVz1+7733PH733Xc9fu2110qWL4LXk7Ee3mMacTwIEZEfD5XMHZK9CSGEEEIIIRoCvfwIIYQQQgghGoJCy95KES371rK9nsdqre1FLJPqkP6bailKHYq2vYhlUh00HlK2p7Dddn/9d0v+lnKzPfbYI/Ob008/3eMTTzzRY0rlVq1a5fHChQs93rRpk8d77bVXyfPddtttHi9btszjct8hVbq9aP1b46EY7ao6FKNMRR8PRCs/QgghhBBCiIZALz9CCCGEEEKIhqDNyd4ieUC9trfEOVqzDpXuX8Q6tJXt1fym0uXdItahaNuLWCbVIW27xkNl0GKacjYzsyOOOMLjQw45pOT5evbs6XH37t093rhxY8ntb731lsdTp071mNeN0jg6y6VQxOug8dCy51Adtr29iGUq4nggWvkRQgghhBBCNAR6+RFCCCGEEEI0BG1O9lYUx4mibU/9TURbqkORt9d6rEopYh2KsL2IZVIdNB6aYzud35iA9O23387UYd26dSX3+8QnPmGl6NSpk8c777yzxzvssIPHq1ev9pjSOJY1krqlXPO2dB00HtrO9iKWSXVo/vFAtPIjhBBCCCGEaAj08iOEEEIIIYRoCNqc7K2IjhNF276tv7VGmXQdaj9Wcx5f16HY24tYJo2HYmwnlJi9+uqrmb89+OCDHtPtje5tkVtcx44dPabM7i9/+YvH77777jbLR1Lq05aug8ZD29xexDKpDrUfa1to5UcIIYQQQgjREOjlRwghhBBCCNEQtDnZWxEdJ5p7e0Q93d5SqCXBWnu4Dq1Zh4i2VIf2cB1Uh2LUIaIt1aHWMm0LJhc1M1u0aJHHdGnbc889S/6esjc6vHF7//79PT7wwAM93rBhg8eUyVV6Lyr6dShKX4poS3VozesQ0ZKue9VQtHYtSl9KQSs/QgghhBBCiIZALz9CCCGEEEKIhqDNyd7akuNEpctw9VyG5d+i/VKWXLds2VJROaJjFvE6tKW+1NzH13Uo9vYilknjofW2c17+2Mc+5jHn33feeSfzeyYt3WmnnTymjI3n4Ha6yO24444e9+zZ0+MTTjjB49mzZ4flKFXuaqQsRbgOtWyv97Ga8/jt8Tqk9DOOs0i+GW3nb6P+zX3qKYFri9vrfaxtoZUfIYQQQgghREOglx8hhBBCCCFEQ9DmZG9tyXGilmXMFPlYueNHZUqRw6Us6UZUugzZ3l1k5ObTvq6D6tB6dYiOSYpeh3qNaUrGOEe/9dZbHvfo0SNz3L/5m7/xeOjQoR5T0had+7333vOYiVAp2zn44IM9HjRokMcLFy4seUwmRa3GEa4I/bs99KWi1KG5t+eJnnMiqVskUePYoCtidJyIWp3litxnijIeiFZ+hBBCCCGEEA2BXn6EEEIIIYQQDYFefoQQQgghhBANQZv75qe92e1RP01dKHXYkd10XkdK7Wn0m0984hMe07J055139vi1117z+M033yxZJmpb85nEt0Xqt1BFs2Jsib5UKUWsQ9G2F7FMqkP6b+qxTxGvQ6VE3w3wO5/999/f429/+9uZ/U466SSPOZe//fbbHnNu5vn+/Oc/e/z66697/Oqrr3rMew6/L1q9erXHkyZN8ph22LTV1v2hfn2pLdWhObanfhfNZxj24+g5iufgbzmW+HzFb/Sib4EYc38ev9z3MhFF6zOt+bxEtPIjhBBCCCGEaAj08iOEEEIIIYRoCNqc7K017fZqgceJllK5TEoJG+HSaH4fLrlSxrbnnnt6TFlE7969S25/8cUXPX7ooYc8XrNmTckyUUqX0nbl2rRSi++iba/1WJVSxDq0tGVpVIeIItShPVwHjYfqjlWKqM6RNOcvf/mLx/vss4/HF110kcdnnXVW5liUllGuRun1TjvtVPIcjHkP2m233Tw+6KCDPO7fv7/Hu+yyi8cDBw70+JJLLvGY0jiWM09KO0X7t4fx0J6t3+s130fPWvljRvtxDAwYMMDjnj17etyvXz+PO3bs6DEloYsWLfJ4yZIlHm/YsMFjjqt33nnH45TPIfJ1qLSftIfxUAta+RFCCCGEEEI0BHr5EUIIIYQQQjQEbU721pqOE6SWZTgu63PJlMek41o5tw9y5JFHenzqqad6PHjwYI/33ntvj7t16+bxrrvu6jFlb0cccYTHEydO9Pjxxx8vWb78suxWoiXmvINRLUv8Rdte72M15/HbkptPRDXL4fVyEmrE69ASdaiUItahFvkG9+FcScnyd77zHY9PPvlkjympMcvKpDlnU+ZDlymem+6elGdzO+vGOZ7nGjdunMdnnnmmxz/+8Y9LljMvgeNxa2nLImyv97Ga8/itOS+lwL5AyRj7Cz8FMMtK2o499liP2Uf5vLR27VqP+YnBu+++6zE/ATj99NM9piR08+bNHs+bN8/jyZMnezxnzhyP+SzIsWpW+TNSyj5taTzUglZ+hBBCCCGEEA2BXn6EEEIIIYQQDUGHpuZYT6oT48aNs/nz52e2FcXtrVI3DdKjRw+Pe/Xq5fHChQs9phtPVIYxY8Zk/v8//uM/POaSLpdiKUvjcSlN4HZKJ1555RWP//Vf/9XjG264YZvnomSD+7zxxhuZOrDNuF9Uvui3bdW9pBbHm6LXoTlcsqIym2X7DPsft0d9jPKfcucoVdb2fB2KUoeItlSHKGkp96ekhhKc73//+x4PHz7c46lTp3pMJzYzs/Hjx3vcqVOnbZ47Sn7KeT1KfkrpGutMeTX34b3rzjvvLFk2s7SE2pXes6PftqW+FFHEOtSLKAkv+/aJJ57oMRPvmmWdB/n5wcqVKz2+7rrrPJ47d67H7MdMBM99+FnBxRdf7PEZZ5xRsg58vnrwwQdLloEyObNsu1Iiyu2N9Lw0ZMgQmz59uqWglR8hhBBCCCFEQ6CXHyGEEEIIIURDILe3Cv9WyT50GqEEgUlHly1b5vFLL73kMaUFXOrfY489PP7CF76QOd8hhxxS8jdcEl6/fr3Hs2fP9pjys9GjR3tMlxLKLv7pn/7JY0oTly9f7jHrz6VoOhW99dZbmTrwWFwSbhT3kkZ086nl2lKWmV9O79q1q8d0+qGUiFIdyhdS5ARRsuKUcrel69CW3HyKWIdoO+c39kn2Y8pr6Or2mc98xmPKpRnzt2ZmBx98sMdMPErHNo4nulJxf/Lyyy97HM39u+++u8dM5MjE2pdddpnH3bt39/jWW2/NnI9OpNFYjGQxkVNcRBH7UqW0pTqkyEMplaSrGxOQfv3rX/f4nHPO8Zj90Cz7jEWJJ89H5zfKRg888ECPKZF+7rnnPGZf79Onj8d8HmMZ+Gx39tlne3zYYYd5/LOf/SxTB44P3ssiF8YUOVxbuj/UMk608iOEEEIIIYRoCPTyI4QQQgghhGgI2pzsrSUcJ2opE5cxuZ3JqdasWeMxZQP8LZfouZ3SNiY1NcvW4fnnn/eYDkC33367x5SYcdn38MMP9/iqq67yeN999/WYEjguy/K8LA/rySR5xxxzTKYOLMeSJUs8TlnGLcL25jpHRFuqQ73qTIlQly5dPD7llFMy+zHRb9++fT2mq86iRYs8vv/++z2eOXOmxxs3bvSYEgfG9XI2KuJ1aEvOUEWpQwT7LqXJlFZSgjxq1CiPowSmdKo699xzPea8b2b2xz/+0WM6hVKGvWrVKo+XLl3qMed4xjw3ZTtsC0pOWTdK9NiOdECla6lZVjLEewolUNG4bA9za6UUsQ4p44TSM15b/pZSsu9+97sen3XWWR5zvD3zzDOZc/ATAD53UP7MvsS+zvsDy8RxzPHAewjHFY/Pe9kBBxzgMSV2//Iv/5KpA6Xdv/71r0uej8+eKf2qLd0fahknWvkRQgghhBBCNAR6+RFCCCGEEEI0BG1O9hbRXC4RKQ4kjLmMyeVaOnHwOClJ2+hSwiXdvHvJpk2bPGbi0WuvvdZjJk8lrMOMGTM8vvfeez2+4IILPKZ0jdIMnpcSBR7/hRde8DifkIrHoqyBUiVK4Egjupe0pTqkbI9kKuxL++yzj8f/+I//6DHHhlnW7YrnoFSAie5OOukkjzkGfve733n82GOPeUynQkpTSaXL8kW5Ds2xvdrfVEJL1IGkyDE4x7Of9OvXz2MmvmbfI0y+yDHAfk4pEGWcZmZ33XWXx+zHnJtXr17tMd2qKBliPemyRfIJVrfCOf2JJ54oGa9YscJj3mfMzIYMGeIxZdiUkj/++OMec4xGro2t5YZV72M15/Fbog7RmKHDG2X/TPR73HHHecx++/DDD3u8YMGCzPkoHY2cZfk8x3JEcZTkPaobnxHZPwcNGuTxEUcc4TH7vJnZhRde6DFlef/v//0/j/nsFN2nSHu+PxCt/AghhBBCCCEaAr38CCGEEEIIIRqCdiN7q6fjSLT0HS29MYEnl9l5Di5vRk5uXA6ltIsuP0cffbTHXKo1yzqt0dUtSuCV/32pMt1xxx0ly9GtWzePTzzxRI8ptbjzzjs9juRMlDiYZduSx73ttts8ZltG9YkS2rU395K2VIdKnWZ4ndkv6Ozz+c9/3mNKFMqdI+r3lJFOmDDB4+HDh3t8/fXXe3z11Vd7zATFkSyTpDgemRXPvU3uVmlw/mGCUCaQphshJS90g6IjJ+dWynwoe6O7FWU9ZrH0mHWjvJS/nzZtmsdMfkqZHR2qKE9j+aJ7Ee8DlG/T+S1/3DPPPNNjSn5uuukmj3/84x97TOl5ivyn0kSouj/Uz+2Nz0KUh/7Hf/yHx0xAymvL5O2UulEOZ5Ydo5SrpSTMJZzv+dvoOY/nYj053uhCyuMcddRRmXNT/vq5z33O49dee83jX/ziFx6zDVimRrk/EK38CCGEEEIIIRoCvfwIIYQQQgghGoI2J3traTefKNkWE1Jxaf6pp57ymC4gdK3h0mNUjv32289jyr+YkI7Lp2ZmTz/9tMfLly8veQ5Kg7icSljPZcuWefzoo496/OlPf7pkmbj0OmfOHI/Xrl1bstx5+QET3+2///4eM4Hln/70p5J14LVKWSYtontJe3bzSZG6cR9KAr74xS96TLkLf0vJqVm2n/G40XJ/tM9ee+3l8Ve+8pWS2//zP//TYzpPcdynSGjLUTT3No2HLNH8Q9kkpW6UrFD2RmncPffc4zGlYUxiGEmq885QlCrTASqSokX3Ct7jKLVmAlOei7CeTCZJF1Ke69BDD838ngm4KafjPeicc87xmO51TPLKuSJ/H91Kc/e9an7TlsZDyvbo+Yrz5t/+7d96zAS77D98bli8eLHHfAbLP2tEEtEoYS7vR6wDz8H+zTkgRQ7H37JPRk6GZtlkxXxmZLJjSugmTZpUshyR2x0pYl+qBa38CCGEEEIIIRoCvfwIIYQQQgghGoI2J3traccJLg1yWXLYsGElYy7F0rWH0gIek8uqXOrkkj5ldVwOztdh1apVJY8VuZfw3JHkh3WmrO5Tn/qUx1wypWRjxIgRHm/YsKHkufKwTEzE94UvfMFjykiYHC86DokcW4riXtLe3HxS3HK4DyUH7D/nn3++x3R2ooS0XB0id6coiV0kCeW4ZFJV/vaKK67wmPNBJLcjrem6V/S+FB2TNPd4K1cmwiSfTFLIuZzn6927t8eUxs2bN89j3kPoMEW5SzSnm2XvR5RFU87D31MWtNNOO5U8Lt3exo4d6/HBBx/sMe9Z69at85jyJMrQ6LrIOcDMrH///iXLymtCSfr48eM95r1iyZIlJetTqSNlUebWiCKO6eg4vJ6Uc3E8cH9K8tmXKL8kvLfk/z9KPBpJSgl/yzHD+kcS0kgCx/HNOtOl0Sz7nMdxRskr71PPPvusx5SspsxpRe9LlaKVHyGEEEIIIURDoJcfIYQQQgghREPQ5mRvrek4sfPOO3vMxFt0tqEL2qxZszymGwmXJykZe+655zyOllij7WbZBHVcfo2Sf0bH2nvvvT0eOHCgx5RXcIk2SuBFucfUqVNLljO/FE2YuOzBBx/0mFIIOpmwzhEpS6ZFccJJoYgOLJVKHCJXxC9/+cse9+zZ02PKf3jN8+eldCCS9kQS1MjZh65ATF5JBzq68zDBXEpy45a+Di25vdrf1GOferoI8TcpMaVuvO6UktH5jbId7s/EhRwz7OeUh1CiaZaVwnA88TeU6/H37KPs90OHDvX4yCOP9JjSNc7xHK+c39kWnTt3LhmbpTlr8X7H+nBuidD9oXnqEH1KwP7AJLlMXk0ZI937+LzEvkQiCZtZtk9HkudIWhmN9ZTk6jxv9AwWyefKferAROB8RmLMzxV+97vfefzyyy97HCVtLUpfqhda+RFCCCGEEEI0BHr5EUIIIYQQQjQEbU721hKOE4TLflxCp3POjBkzPO7evbvHlAHQdebAAw/0mMuqXIZMkZXR6cosu1TK/bjMyu1cBuZS55AhQzw++uijPabTTuQ8RMkB96es48UXX/R4jz32yNSBrj9MxEd3Hso36Db0zDPPeNxW3Uvag5tPpdvZb9nfPvnJT3ocJZCMtufPEcnMIpkCJTXRPpRKRIlQmZSOblORG2Ge5nYnLLrbW71orjqkJAfkfYPJSSkfY//k/MjtPBeTRvfo0cNjzu+bNm3KlIPuTnQhpJz5tNNO85j3KbpMsXyU4tENlFI/1p/3Ch6fY5Kucbxv5M/H+xevCeVtkYtXdN2aey5OPUdbuj9UCud79l0m5jzqqKM85vxLh7eXXnrJ4+g687d52Rvn70h6HI31lM8S+NsUaTPLk+Ialz/u+vXrPeazE8fQ8ccf7zEdH6Pkp0V3x60FrfwIIYQQQgghGoKKV37WrVtnM2fOtJUrV9rmzZvt3Xffte233946d+5svXr1sjFjxmT+ZV4IIYQQQgghikDyy8+WLVvs2muvtcmTJ1tTU5Ptscce1rlzZ9txxx3tvffes6VLl9qsWbPs5ptvtuOOO84uuOCCzDJhvWgJx4nIXYNL9nRvo+PGggULPKb7Bl02KI2jsxqTeT355JMe0/2HsjAmDjXLSvEiZy1CSQVlO6NGjfKYdaZsgi+4dMHjNWe5mZiSckAub5uZ3X333R7ffvvtHnMZmAnNBgwY4DGd37h0G/XDIrqXtFU3n2h7tGxOCQLlP6effrrHlMtwfzqulVuijySilGzyWHS3Yp/mOImkM3Qw5Nj42te+5jGdiihJihKwmrWs+1TR+1IttEQdKFthTDkYXako8WS/mjlzpseUr9D1avPmzR5T/sPzUo5tZjZ79myP2f9effVVj9l3KY2jzI4SGdbnkEMO8Zj3O8rbOCaZEJsSaSa4pCudWTZJKmXOHIt0GaV8leMscptMIcX1i7Smu1VLjOkUOM/yWYMumRMmTPB4zz339JjyrJUrV3ocjTfeE6J9zLLPFNF9JHKpI+UceLcSuc6lSC7Ztzl+zLLPZ3w2pDSVzouUwB177LEe89mOz5GU1VWacLqI44Ekv/zccsstNnnyZDv99NNt/PjxH7GgNPtwQp40aZLdfvvt1qlTJzv77LPrWlghhBBCCCGEqJbkpZmHH37YTjzxRDv33HNLvviYfejJf+6559r48ePt4YcfrlcZhRBCCCGEEKJmkld+XnvttYwzRzl69OhhU6ZMqbpQ5Wgu95KIaFmSy7iRrIyyAcoMKKnhsiXlB5TP0b2GS6ZcDjbLOqFEy6aES5qUO1AqMH/+fI8pOeC5KFWiyw/lEZT8XHDBBR4PGjQoUybKKCgX4fko96PbG2Uh3Ceqf0ofKIpTWkQRHbpS2pVSgYMPPthjOj2RSG5G8uMwSq5ISQD7CRMtUqpD2QClM5RRsEwcP5QWUNb629/+1uMUd51yFMHVrVHHQ+TExGs6bdo0jyn54T8iUnby0EMPecw+SckL5XC8D9ANjfcQs6wshtCB7q677vJ4+vTpHnNe5ljiGKD8m1I8yrzZLrz3USIe3R/zx2KSywceeMBjju/Bgwd7TOk1x2iK7K1e7qHl/tYc7latOaYJx8Zhhx3m8aGHHuoxrw+lyexXlNLzukVzfbSPWfb5J5J3Ver2RtgWUXJ5njc6PuvDfpv/G59J6fzG53ZKu5lUllJTtnfeUbgU7d7trXv37vbYY49t86I3NTXZjBkzMvaZQgghhBBCCNHaJK/8nHXWWfajH/3ILrnkEjv++OOtT58+1rlzZ/v4xz9u77//vm3evNmWL19uU6ZMsVWrVtl3v/vd5iy3EEIIIYQQQlRE8svPyJEj7eKLL7brr7/efv3rX4f77bvvvva9733Phg8fXpcC5mlplxLKXCgbiNxFuHRJtyrKFLgMySV+LklyOZQJ5ubOnesxZWhmaYkTI6cRLjlHS7T8LSUVXIqlmwilj3TDYltwu1nW5WXEiBEeU5pBaQeXd+kMxO2VuvNEFNHdqugOXZFchNspfaAUiNKHKElc5MSWPwfH7po1azymZIj781iUznCMkkgeQCe7v/mbv/GYkk66cnE+MKtcXlHk7dX+phJa2t2K+0Xuf3RPYr/q1q2bx4888kjJ41DmRYc3Op1REszzUkZtlr0/RHIejhNKjPhbxpQa8x7y8ssve0x3TrYXJae8n/K+mU+bwaTYPDfHNO+LKRIoziEcbylOXKQo4yFFItRcYzpqP0qH+WxIKWfkFMt7P69bJFuLnNW4T7nfRNc9cuWMZHIkeqaK9mfZOKbzz3iUhfIexLHPscj7Kz+noPS8a9euHlOOGz1ftqX7A6koz8+wYcNs2LBhtmbNmjDPDydrIYQQQgghhCgKFSc5NfvwX6P0kiOEEEIIIYRoS1T18tOa1Mu9JL+MluLmQrkVf8+lR+LpvXcAAQAASURBVC7Z06knSqjFpUfKILg0HCVfzDt/9OvXz2MulVLKwDJxeZPuVjwfk7DSkYcSDB6fTiFs08ixji5CZlnHkt69e3tMORyXdPl7yi64nJ4iA0iRMsjdqja3Ny7lUwYxbtw4jyktYF/gMdnvuT2fAI6/Z59hwka6MFI2wHFChy66GbKsPDf7N8vH/vz5z3/eY0qY8vI5SkGK4N5WdDeflqgD4VxOWQivG2W+NALiHE13NMqiObdS/hO5r1FmSQmyWfbeREc0upKyTBw/vMfxHz55z4kSYlP2x/sApU2Ebcfj58/B+vC+yHNTTsixHrn01SKLLsp4aG6nznK/YVuy/wwcONDjyDWY8zqftTh+onJHsuhIbpb//0hCRyKpaNQW0bmj/Xk/STmOWVbKybbnmOZcwXsZ68DnPErgOJaK6I5bC8kvP5/97GdtyJAhNm7cOBs5cuRHHryFEEIIIYQQosgkv/x88MEH9uSTT9qTTz5pO+64o40aNcrGjRtnhxxySJh3QwghhBBCCCGKQkWyt69+9au2ww472KOPPmqPPfaYTZ8+3Tp27GhHHHGEjR071vr27dtc5RRCCCGEEEKImqjo5WfHHXe0sWPH2rhx4+z111+3GTNm2KOPPmr33Xef3XfffdatWzcbO3asjR079iN643rRElbXke6X2uromx9+K0Bo20vdc6RVpS6W37JQ+0gNuJlZnz59PKYlKPWf1OHS9pDfKdAakRpT6qr5W+rMWc9DDjnEY2rX+W1TXl/LbzP4N7YZtbG8JtSrR/alESn9pIhW1y1x3kotrVO+j6CFbaQBjyzkI415/psf6sb5nQ/HDfsl+xL3ZyZ5fg/HfkztdaQH5/hhlnPGDz30UKYOURuQollat3er65R+H2VuZx/gdz78foVz6+rVqz2mdp9zOiXo/JYub0pEvT+/P+OxOPfzWwv+dtSoUSXLumLFipLH5HE4L3N8cuxxH35DapadNzgW+f0qrbWXLFniMduJ14TXqjVtoms91laaow757zRSzsE2HjBggMecp6PvJvl9VvS9dPSdDuPoW5s80diNYF+KjstyR9bq0XeCqXN9VG8+5/HbOrZx9K0bv/+Ovluv9PuflO3V/qZaqjY86Nixo5144ol24okn2saNG2369On22GOP2S233GK33HKL9enTx37wgx/Us6xCCCGEEEIIUTV1cXvbe++97dOf/rR9+tOftpUrV9q0adPs8ccfr8ehhRBCCCGEEKIu1N3qulevXtarV6+MlWs9aW7r4PxvIiL7QUqvuAxJm2iWg9m5o2zzlNVRKkBJhFnWvpSWqowp8+GxomVm1oFLppQfsHxcSqWciXIP2l7yXPky5WVMW4muKaUWqZadlRy/iFbXEUWpQ3RM9klKZ7jcz35FuJ0SgrxcgX2a44zSyijbNqUCtOplWSlV4viOJE/cTpnOSSed5PGjjz6aqUMkNSiapXVRrEybqw4Rka0u+yVlwQcddJDHvLaUcNHunPJL3ls4N/KYlBflJdiUZnL8cS6PUiR06dLFY8qw169f73F0r+BvI5nqCy+84DHtdZ966qlMHXjvoBRvxIgRHs+ePdtjyvjY3ixHNAeQStMltOb9oSXuPynSZs6PBxxwwDb34ZiJ5uiUOJKtlatPJJOPPnuIiGRo7G88VyR1i2Rv1ZiL8VMEXl/ey9atW+cxxyv34ViPZOikiPcHktySBx98cOYGvy1qefgUQgghhBBCiHqTvPLz/e9/vznLIYQQQgghhBDNSt1lb81Nc7lnVbqUxmU/LodyuZZymcGDB3tMacG9997rMWVrdErjihuXJ+lkY5ZdTmVMuUO0dEs3NcqKNmzY4DFde6Kla0ot6DjH8rA++fLQpYR1ZZtF2Y8juV6lS6aN6ObTEnXgdi6tsz5RX40kcIQSFzOzZ555xuM1a9Z4zD5GOQJjuvNQejRnzhyP6azFTPSRExCPyfljyJAhHlMOZ5aVthbNva29jYdq1Ar8fSRt2X///T1m9vSo39MFjlJenotubcccc4zHlIJR6mmW7ceUnFHaQpfWaJ7l+OExWT4enzI5zv2U9/H4LPe8efMydaCs7/DDD/e4f//+HjPlBqU6kbMW732ccyLJadTfiuhu1RJjmvA6cn7kdefYoNyTY4BxJD3jfJri/JavQ4rkjOVgv2fMckSfK1D2H80zKS5zeSLZLY/FZ6fo+vC5jfMBJbEcS0V0e+vQoUNFc7iykwohhBBCCCEaAr38CCGEEEIIIRqCNid7K4ojUbQPl0Pnz5/vMaUJe++9t8eUxlEyx2Vibn/kkUc8ppTHLJsskbIiuucwwSOX+/fcc0+PKVejBIOOPKwnpRJcPmW8efNmjymVoHzDLLtES/kDf89l5khWRIlDJIEjRXG3ai03n5Zwe+M1Yf+OEgNTfhBJOikLWrhwYeb3/P9o6T86B/sSfxs5UTGhJMcVjx/1W84HgwYNytSBiSMpJUpJ3Nse3N5acjyUg7+JJFORrIr9m3M5ZcuUPFMmNmzYMI85ZiKpJN0y8zIa/p5yFibr5X0gqjOlQJRFc2xEY4B9mHM/Hevo1sZ7hZnZPffc4zHbjG5vI0eO9Hju3LkeM0lslFyTssEUaVNEuX3as/sh4XMBxwbHA6VXKe5tLBO3RxI49tU87JflkmVvhTJN9o0oGTvlz4yjukUuc5FjqFlWBhidg+WmgyPnDcoPuQ9dITku2V6k0uercn8rjNubEEIIIYQQQrRl9PIjhBBCCCGEaAhqkr2988479tJLL9lbb71VcimKzjb1oiiORClLwkyyeOedd3pM+QHlaXSrossNEy5SBkOXNbOsXIJOIyzHokWLSv6eZaL0gcublFRQDkd3EJ6XS9GUezz77LMe9+zZM1OHyC2P52OZIreTSBbUHtzeaqG56pCyXM0l+3zf3QqX8XkcylS4z8qVKz3OJ0Rkn6H8IUpwGDkMEfbP5557zmPKbjgeIjcwnpdOQPk5kzKfSvtGo7i9Ncfxy8l8KEOh1IREEpYFCxZ4zDFAqdZxxx1X8rdMVsh7AiXBhK5nZlnXuT59+njM/kc5D8/HewJjtgXLyvsU7xscA5RXM3npuHHjPM5LWdl+vF9S/koXuKefftrjBx980GPemzjumZCWcsBVq1Z5zLkoIrXftpXxUO68HCvsD3we4XWn1I37UF4cyZSjZ7Do3p/ixmeWvaZRfUgkreN8wDpHzomV3lvz8xLLx7EbfYrBeYOyN14T7s/ns0h2Hc0BEc15f6hkfFT18vPGG2/YNddcY7NmzSqrPb/pppuqObwQQgghhBBC1J2qXn6uuuoqmzt3rk2YMMH69++f+VhKCCGEEEIIIYpIVS8/8+fPt5NPPtnOP//8epdnm7SmI1FEyhLlk08+6TGXenv06OExl0kpr6HMh04p+TpwSZPL+pQ1cImWUgE6fDCmZIHLnpREUMbGcxE67VDaw+1msQNS5MxSLonZViq9nkVxt4qO2Rw0Vx0YU1rAZXb2q5QEgrzmlKPQjdAsK52IHHw4TkjkBkU3n8gJkYkYI6eeKBkeXbzMYklSivNkEbbnqXSebcmxmzrGovqxL1FWdsIJJ3hM5yXO/aeeeqrHvObsw5wPKSuj7I0yajoQmpn16tXLY/6DJedgjicm2KVkjo6EPCZlNBwbdCWlOxznAErgeH+k25RZVh7IeyQlapQTnnPOOSXrw3sW72W899H5jW0fOb9V4xzY3P21Je4/kTyZUnr2N7pbUiZGeX6UjJ1E8rSUubHcsSK5WuQMmpKcNMWxjkRy6fz9KpJSR0lOOS4POOAAjzkWOR7o2EdJKJ81I1rjeanZk5zusMMOmUlWCCGEEEIIIYpOVS8/48aNsyeeeKLeZRFCCCGEEEKIZiNJ9sbkZWYfJtNctGiRXXHFFXb88cfbnnvuWdIVg0v/zU1LOBJF+0RLbZFDFZOfMtkcnTW4JMklTCb+pAzGLLsESsepI4880mMu5VPuwHJQdhE5q/H4XA6lrGP9+vUlt7Ndpk2blqkD5YFRoq9KZQCt5ZBT72NtJUUaVinNVYcoZp+JnHOixKaRRDMvlYiceiJ5QJSsjnGUYJXSHm7nOOHxI8ewvFSJv1+3bl3JchTN1S2/vV5jtJbj1Do3RFIVypApj6SM7aSTTvKYSTfpxkYpEOfKSO5LSRFjSr7y6gzuR2kLE4nSPfGVV17xmHWjRIbl5vEpbT7wwAM9pjyU0jPKqzkeKAk1y8rbeG5K5SgNOuSQQzz+zGc+4/G1117rMccV68xzM+YcVWvyxZa8P9Tr+PlzREQSOPZRztmUMVKqRVJc3Ui5+2P0m0iKluLyGD0vReeNDMN4rnKmYtG9jOOV/ZUSWc4B3J8SxciZj7K3Sp9H2pTb2yWXXBL+jdaTeeT2JoQQQgghhCgKSS8/3/jGN5q7HEIIIYQQQgjRrCS9/Bx99NHNXIzaaWm3txSXlygRFGNKzChJixKEcck4vxzKJf7+/fuXPO5RRx3lMZPEccmZS6OUAdBhiDIAOvLQCYhOIZTrUfb3+OOPZ+pAKR/PUW7pdyut5QzVXO4lUR1SlvtJikShJeoQ9ftI2kO4pM99uFyfl7ml9BkSSe54vmgc0w2KrkWUrUXJEVlOykPMsmOX8pyiubqlur0R1ptSC84BkbNWRHOVNdqP/Y8uf8cee6zHdLCkGmLo0KEes59wbDz22GMes79RVsbfch9K8syyUhW6ujERKO8D7K+8Jvwt+z37Ku9FrA/d4ZiUeOLEiSX3z7u98b7I/ShDooSO8wad4njvu/nmmz3mvY+y7cjRrNL7Uv5YRXZ7Sx0nkSMa+yWvG2XElHiy7/G6sY2jZKHR/qnOYJXev1LiFCKZGOuQInEud1wei586UDJOt8VI8s3nschdj9Q659ZL4hlRleHBBx98kNEL5nn77beT7P+EEEIIIYQQoqWo6uXnuuuus0svvTT8+6WXXmq/+93vqi6UEEIIIYQQQtSbqpKcPvXUUxkHsTxjxoyx6dOn25e+9KWqCxbREi4/KUt0XPajYwn351I8lw8POuggj7mkSYkH3bDouMFEcpQZmGUlBZQ8sKyU9rBMlBBELjqMmTCOv42cXFjPGTNmeJxPTBnJnpqDlu5LtWxnv+Kq6p577ukxHXK4pJ3Sps1Vh0imwH7Ifh+tGEfSCva9/Fhle0TL9NH2SI4QOdBRRkN5KF0Uo2SukazOLCuDi2S0lSYmbE23t8i1kTJdyqrYrpH8pZ5ljY4ftT3nRLqaPfPMMx5fffXVHs+ePdtjyr7mzZtXskzsw2eccYbHlBdz/LAvbdy4MVMHOrktXbrUY0phonsF55NIVkTHQx6HckDeH+hs+Jvf/MZjyvDySbN5PspwOBb5G8opP/vZz3pM+Tel1+xvrH8kq0qhpe8PKW6btciWyv2G/Y9jg/NYSqJ17kMid07GUeLqcs5g0TVNcX4j0b02OleK7K0aF0HCY3E+oTyU1ydK8srn2ShpeKUOfPlzVCpzrkYSuJWqVn42b96c0Qjm6dy5c+ZbESGEEEIIIYRobap6+dl1110zH9/mWbt27Uc+thRCCCGEEEKI1qQq2dvQoUNt8uTJNm7cOOvdu3fmb88//7xNnjzZDjvssLoUME9LO3RFsh1Kurj8zmX2yBGNsjcek0t+lDNRzsZjch+z7LJktPwYJc+iBI4MHDjQ4379+nlM9zbKK7jiRzkFl1jp6lKOFJlLcztAFcXtLZIOUS700ksveUxZCylKHTh+UpyUuD/7OaUVeSL5A/s6l+9T3IMieQ1lGpTOUGZQzpmu1D5mWcckUrR+X40zFNuY7mVsP8Yp1Mslq9w+7APsi3REu/vuuz2muyXlJXS64m8pn6NjJiWUnFspHWKfpxObmdlzzz3nMfs0Jdb8PfdhWSmLiWQ+y5cvL/lb1oFy7k996lMes30p1TPL9ocoIWnk1MichHTa23///T2O2ojtEt1Di+IGGiVTjiSnJLUO0TMS51aOjWhOYL+n7I11qGW8prjy5n/Pax3dQ1Lk0lH/iRK1ppQtVXKZct/lHMLjcixF4zslCWut94fIdY7Pj/njpjrJmVX58nPOOefYU089Zf/8z/9sI0aM8MnjhRdesLlz51rHjh3tnHPOqebQQgghhBBCCNEsVPXys8cee9gPf/hDmzhxos2ZM8c/4txpp51s7Nixdt5555X9JkgIIYQQQgghWpqqXn7MPpRjXHjhhdbU1OTLZx07dqxo2akaWsKRKGWZkct+hx9+uMeUqTz77LMeU/7y/PPPl9y/T58+HlM+R4ccfkuVX5LkUnHkVMNycPmQy6E8H5cb+UJLR7i1a9d6TLkVk8RF8h3KDMyyy+CR60iltJbrVbW/2db+vJ6UU7KN2PdS5A7V1CFlf8aRNIzbo3FICQXhdi7X548VyVejukUOOZFDIuVq3CdF7lDOjY+SpKhdI4ro9hZJGaPkzWy/KElsihSoVseklHMw9x3nVtaNdaBj6vnnn+8xZc4cx3TG5LnYR7g9L31lP6ZraCRhiXL58R4USUiZLJTSNbYFZducx774xS96TMmcWdYJ7sknn/Q4cnakJJBudJxD2d5sy0gWVMT7Q+RGSGkh58e8E2Cl5YkSU7McPAf7EvsM7/e8D6TMy1F5GJfLNxlJcKOY9YxcxqLfkkr7UsocWI7oHOzfnItZzyjhdIrUrRqJHq8d3SA5b3AOiCSeKVT98rOVDh06+GTY3C8+QgghhBBCCFEtVb/8bNq0yW6++WabN29eZuVn2LBhdtZZZ1mXLl3qVkghhBBCCCGEqJWqXn7Wrl1rl112mb311ls2ePBgX7Jet26dTZs2zebOnWuXX355xtmlXrS0Q1fkADV8+HCPx4wZ4/E999zjcSQ9ogyAbl10U4scdcpJmCgzYxwlv6Q0g/Xs0aOHx0ykSrkDl0ApgeO5eByei/XkcqtZVi5Bhzgum1cqh2tLbm8pRIlqI/lByrmqqUNEyjWhJCJK+Bkts1PqRvesvGNhSiK+qM2iJHuUjnA8MOZ44PaoHTmv5GUNKdKBIrq6kZTf1DKOW3pMs1++8cYbHrMv8v7Aa0gpx9lnn+0xXTWZ/JTSLs6V0digAxrnUrNs341kpJHTVbQ/24Xlo1yNv+U8znsF3UN5TDrfmZmddNJJHg8bNsxj3l/YBkyozXvipk2bPKacm23EmPKfFFr6/hBJuNjfeC9nG0WOZtHx80QyM6ZD4XWngyH7Lts4xa02paypDm9ROXi+SNocSXmj5N0p8uVUWXTKsVIkgZHbG58Xo2ew6FmjmmccHovjkhJZumfWojar6uVn4sSJ1qFDB7vyyiszD7hmZqtXr7bLL7/cJk6caBdddFHVBRNCCCGEEEKIelJVktPFixfbhAkTPvLiY/bhv/aPHz/eFi1aVHPhhBBCCCGEEKJeVLXy8/7774fL4GYfLpulLKXWk+ZyYOGyGpc9GdOxjE5ulEFwmZBOV3TwWb16tcd0UKMzD10v8slC77rrLo8ff/xxj+kcx2NFS99cuh0wYIDHXHrkkikddRhTyrDVDt0suxRP2YiZZb4Vo5yQv9+wYUPJclS65NpW3d5ItDxer+OX+1st29nXubTOvkrpGeVjkQMPnZrMYgckSssiGQClDxwP0XHo/MY+TAkBfxslbc07BHGMVio5a81+n0LkmJSSQDCiljqkSiiiOYfXPZrjeE8gTApKWTTn+Mgli3IUzr/5uZXtzfsX2yCShEb9OJJv8viRZIz3HB6Hdcg71vHeyTmB90Xe41atWuUxZW90uuK8Qble5NbVmnNrynEYs42iZLYpYyC1POwbbG/2UZ4jxUGMRPtEdUhJxpn/G3/PMcMxwP4dycdS6pbixEry+0TSvZTtkSMw68Y5JBrHUd+r5v4QlTVKRp4qcSxFVSs/vXv3tqlTp5a0wnz77bdt6tSpGdtmIYQQQgghhGhtqlr5Ofvss+2KK66wb3/723b00Ue7scG6devskUcesTfeeMMuuOCCuhZUCCGEEEIIIWqhqpefQYMG2SWXXGK///3v7Y477sj8rVevXnbhhRfaoEGD6lLAVOrp5kMiWcyKFStKbud3UEyexn3mzZvnMR1vuD1y0Rk5cqTHlAiZmb344oseL1y40GOuwlE6QXkB3W/oQNexY0ePudxIJ5clS5Z4TKei6dOne8z2Yn0oYzDLuoCNHj3aYzr73HfffR6nSN3ag9tbylI+l4YrXQKuZx2i7Sw3JZGUmtDhJUoYR5kYxwDdjMyyUjSWg9spBYmSkEayBm6n1IbyJ5Y172y4lXLSB47pSpO4FdHtLfp9LcnqSC3jLXVMR3JK/oZOpz179vSYMqxIdkwZaIpsh+MnksCZxeOBfZQyH8bch7/l/SuS1HAfkjIe8tchSoTJsvKeNXjw4JLnYPJPXge2WXM4CtZ6rIho/8gpNurDKcfPE5WPkk3G7EvR81WlkqnoOSC6b5rFLneR7C1ymY2Sn3J7St1SXGzzcwDrEDnTRb+PZGU8TpSoNpoPK3WZze8XbY9kb9UkffXfVvvDwYMH25VXXmmvvvqqvfTSS2b24U2fk4oQQgghhBBCFIXqX5v+/+y+++564RFCCCGEEEIUnqpffl5//XW7/fbbbd68eZmVn2HDhtmpp57abC9ErelUxN8wASdhsjpKHyhfofyAx6F8bM2aNR4zUdtRRx3l8de//vXMuU899dSSv6ejHF3kuBRLacYJJ5zgMWVFLMctt9ziMSV2XN6m20skoejdu3emDpRDUSISJRmMHM4axe2NMpDIwakWl6xyf6tUPsSYffKZZ57xmGMmSngaucDtv//+mXJ069bNY0pvKK3LS0e3QmcbxmxjznE8N4/JMcZyR3LFvESIclRShP5dq9tbJJcoJ3vaFs1V1qgclElxHmSS01NOOcVjJi2l5JLzI/sM+zfdpiK3riixollWHsc+Hc0VkRwzxcWKkrZoDESwnvkEj1Fi4agOdAzlNTnggAM8pkNr1K6kNe8PlfbjlATp1bi9pYxdyqQon4qkURFRHVKI5Fl5eFyeL5KDpcgMI0lWJPGtxrksqlMkb4vGceRex7GR4iZHqunDUbvmE5hH+1cyPqoSV7/wwgv2ne98x+655x7beeedbcyYMTZmzBjbeeed7Z577rGLLrooY2UrhBBCCCGEEK1NVSs/11xzjW3ZssWuuOIK69u3b+Zvy5Ytsx/84Ad23XXX2fe///26FFIIIYQQQgghaqWql59ly5bZGWec8ZEXHzOzvn372oQJE+z222+vtWzWoUMH69ChQ2EcuqIkhZQ+dO7c2WMmUlu8eLHHlLpFCb+4ZEz3nxtuuMHj/FLgN77xDY9/8pOfeExnNp6bsouDDjrIY9bz6quv9viaa67xmLIl1oHtwrZjuwwZMsRjOvOYZZPVcSmWLnIpDm9FcXurhRRpUyQBrMUZLH++ermARfKuhx9+2OOjjz7aY8pfOB5YZ0ooDzzwwMz52O+3SnPNLJTkchxTUsP6sH/SFZGOirwOHA+RPITb8yvmmzdv9jhy3CqCy2E1cyuJXJJqcX2qp6tW5BrF+XTOnDkes298+ctf9vjYY4/1mH2D8pLIgTAiSsxZzt2Kv2G9KYeLJHQpstaI6LdR3y5Xh2iO43aO9f3226/kPhz3kZyL1FLPcn+rZXsUR+59lbo25veJ5FqRgxrl7GxXzrO8P0ROaZE8LTWZKUl5zkuZH6L9I8e1lPJEibjzUroocXEk14uOxZifaCxYsGCb5U4ZJ9W4hLIvRRLX/D21Epl0VbK3Tp06lb2w22+/fZjJWgghhBBCCCFag6pefk466SR78MEHMx+3b+WVV16xBx54wE466aRayyaEEEIIIYQQdaMq2VtTU5PtuOOO9s1vftNGjx7trkrr16+32bNnW7du3aypqcnuvvvuzO/oeiOEEEIIIYQQLUlVLz/XX3+9x48++uhH/r569erMPlup9OWnEuu65rKfjDTN1BrSjvaNN97wmDpmWkxTV819KCXkdz6UEFKbOXPmzEy5uRI3YcIEj/kdBb9ZoOac39T8n//zfzyeN2+ex9RdUpfO+rCN+M0Gz0sr4D333DNTh6FDh3q8YsUKjyPb7BR9b1EsfyvN2p0Cv53hNamUlrBjZf2p454+fbrH1IYPGDCg5G/Zb9kXaGFtZjZs2DCP+e0Mj8VxVmol2yyrLacV98EHH+wx+zf7ZGSdy7FB+1+2Rb58kY67aFbX1czZKfb1lR6zObabZfsP5z5+V3bPPfd4fOihh3o8evTokudg/fndF8d31K9S+lueaM7mdvZLjjnes6IUBtzOMvFckS1wOWts/o3H5XjisTgu+Y0s54MNGzaUPGa5b49K1ac1UyFU+n1F6ncxUXmi7xcJv9NkGg9+J9elSxeP+XzBvpESV2qJnyf6LiaKSfSMGH23FH0/GNUt+hYq9fdR3+DzAvd5/PHHPaZFefT8G1HreGBc6fdTKVT18vPzn/+83uUQQgghhBBCiGalqpcfvq0LIYQQQgghRFsg+eVn2bJl1q1btzAjOtm4caMtXrzYjjrqqJoKt5VKl3RTloyrsWMlXG6k1I3Z6keMGOExbTa5lEgZDZf2aNPLpXgeh/bUZmZPP/20xw8++KDHzGZ9xBFHeEyZz/333+8xpUeUzA0cONBj2rpSNsB2oeSAUgRKAPNSJdZv7ty5HkeymIiUvlEvC+dyRMu4lf42WiqnHIXtTWotdy02wZEkgDIVynzuuOMOj2kXvPPOO3scSQi4j1nWfpryGfYlSlYpMaL9LeUylDB179695D6UBET2o5R4cLzlv5NkXaNzFMXSOqLSfl+pTTtpafv6yBp51apVHt91110eU8rJuY8x/3GR8qxIqhZJUChDM8v2uZQ2jux2U+xy2W9ZDm6P+jDJy94oA+WzCOcTpk/It8FWeH/lPTvKel+v+0k1v0mZW1Ok+vUaV+WIZFiLFi3ymM8LnOMpgX/55Zc9Zh+I+lt0rcrZcLMvkhT5WEq7RmMmOia3RzLO/Ln4m0h2yt9wH84ztL6fMmWKx7wn8v6aInurdW7l9WE9U+aNFJJHw7/8y79kvgt588037fzzz8906q0899xz9stf/rLqQgkhhBBCCCFEvan6nwKamprsvffeq/jDOSGEEEIIIYRoDar65qel6NChg3Xo0CFc5kpZ/krJiJyn0mVpLqc+++yzHnPJkEuMlCdRusZs1DwOZUHlnD9YDjqtzJo1y2Ou3nE5mcelXO+EE07wmEupXLpmu1CaQ4lC5CKUrwMlccx6niJ1IylSm+ZwMcvvV40Es5JzU5611157lTxmrc5ytTgSRW0RuZXdd999Hp988skejxo1apvnyksCIukAoQyA7jeUX7Lv9ejRw2PKiCg/jMYo96fM4MYbb/SYEpz8b4rm3lZNv0rJSl/pWE8pU3O5vXG/vERrK5QgH3vssR5/8pOf9JhzP+8VdLlkv+L8zvsg54O8DDZyPouy0kfXJJL5sBzR/inSq3JzF8cZ2XvvvT3m2KVUhy5jdFXkmGP5KpXVt7TbW6W/5fVJvZellCd6DmNbrlmzxmO6idGRkzJi9vuISELJcRhJ1Ur9/7Z+k+KclyKTI5GENMVBLv+bSFoXOaJynuGz1hNPPOFx5LLWHP2zHLVINsNj1v2IQgghhBBCCFFA9PIjhBBCCCGEaAgqkr1t3LjRl8e2LruvX7/+Iy5LdDOrB5Rzde3a1WO6ldXqBlap0wrh+bgsz8RedJehwxuXelm3QYMGeUz5HJePuYxvlpVCsA6U9nBJOMVlg0lOeV25T+/evT3eZ599POb1Yf0pUaCkz8zsySef9PiVV17xOCXxYaXysXo5Q5UrB5fEKW2hJLCcDHBbx4+kNim/bS5Hokqdiri0zv5wzTXXeMwlerq48fh5955I6kboGEXZG68Vl9wjdy+OsUhywGt17733enzttdeGZa6X61NR3N6i30TJJZsj2WMtc33q+dgXX3zxRY9///vfezxkyBCPeU/gfYAJrtlGlK1xO/twvi/xb/w9y837VyRVjhKYkkiOE8miovkgXwf+jfcR3kcp7eF14L3zzjvv9Jj3qWj+rVS+3BJub5VSi1SpXB2iOZGyY8ox//SnP3l83nnneUxJMWVYlAhzno2+N4+kZ+WkU1HS1hS5Wso+ESkOcuVko6wrxzT34z2Oz2qcDx5++GGP+ZzH9m7uxLvliK51/hyVlLGil5+bbrrJbrrppsy2X//615UcQgghhBBCCCFaheSXn2984xvNWQ4hhBBCCCGEaFaSX36Y7LKl2Or2xqXvgw8+2OPFixd7/NJLL3lcy/Ju6u8jWFYeh8u+TGpISRv3Z2JSuq9RikBnNLPs0mDkhBKVlfu88MILHnMJlEupTHhKGVLnzp1LloHLs8uXL/c4L3uLpG4p1JJEtDm2m2XrwIRuK1eu9DhFJhotFVMSkEJLOBKlXIeob3D7Pffc4zElLn/zN3/jcd++fT3OO9OklI/nY//msVIkETwOf8vxPXnyZI//7//9vx6//vrrHlO6kC9rpc6VLbm9GikDf0O5VS1SoJZwrEsh6jN0urr55ps9/trXvuYxkz1SAse5P0rCy/kgVZrL8kUJgHksSvEoeWccJYpkzHMxptQmP6YpR2Xb0Okykls98sgjHs+fP79kmUhz30+q/U0l5Ygk2PXs95HjIfslrwkTpE+bNs3jk046yeMDDzzQY8r72U94zHKOaBGcsyP5JklxgYvuCSRyZUuR0uVloJG8lGORklo+q/FZi7I3Eo3XFGodD5U6xVaKDA+EEEIIIYQQDYFefoQQQgghhBANQaGTnG6Fy4f777+/xytWrPA4ctZoTQeWlOW5VatWeUz5C6VugwcP9nj06NEec9nSLCuxoXSNMrs33nijZPlSkj1SesRlaTpx8ZpQ4kF5G13p8kvDkbNJpdKb1nS9imSGdLN5+eWXPWbCWBKdj+0SOcVFS/HVuPnUazykSDAiZ8Lf/OY3HrMPUwJ3yCGHZM5HWQRjLt9HdYhchVLkDhyXd999t8c///nPPV66dKnHTD6Z7zspcrKi9PtKiVzGajlHc9Wtln7PfejyeP3113s8dOhQj4888kiPKeuk7I1l4LyfKlNhmfgbjjnejyLnt27dunlMqU00j6c4xZH8fZ3noDwwclukdI/3I8oDK02g2BJ9qRa3t+ZwiitHJHvjXEapJN0PaZjFZ5tevXp5vHnzZo+fe+45jymHozwydc6I5vXoOlSauJf7s3zRcxfHBmP+lvvn/8aE2HxWGzBggMccP5SVs115r4ycjFOo532D5YierypFKz9CCCGEEEKIhkAvP0IIIYQQQoiGoNCyty1bttiWLVsyS6lctovczVISYraEu1W01Be5fXB5d+rUqR5TIkO5GSUHZlknnI4dO3pMWRoTurF83IdJ4uiiwyVXlnX69Oke08mFLmaRJCvv5kNSEluR1nK9Kgf7LpeTIyo9B5eiI5lgc7kf1uKGlOJcFrmmMdcYl+vPPffczPkOP/xwj+kMRVlnSt14DSnVofzu2Wef9fjWW2/1+IEHHvCYMg1K3cpRy7Vrre3VJD9NkSLWywGrlu3l/hbVm/MY5SyUJjP5KRNcU77Csc77HaV07JN51yuWgzI2jjPeX3kPoUyM2ym1SXGrIilJHfPH4f+zLTm3sp2YLJMJtIvel5rbnbBeTnZmsZyZ/ZIusOw/lCL+4Q9/8JipVegsS8k8+3A198HI6TNyaoxcC1Ok0ITliKRuUd/Ou4Fy7LJdKZflcyI/gfjjH//oMV0ReRy2a6Vys9Q+ljKfRrLBWtDKjxBCCCGEEKIh0MuPEEIIIYQQoiEotOxtK1z+4jJ7igtTKs3hhkSipWEun3Kpk0uya9as8Xj9+vUesy3yx4qSNBJKHCiH47Iny02HMpaDEriUZeJyy6e1LOu3lutVnmhZNlrWjvoDifo05UIpv011XSmCix7bhUv/HBuUWT799NOZOlAiSvfEgw46yGMmgItkWHSMomvhM8884zHldxwnrFske6yXe02eoru9RXM22z6SQNXLAasah66IFKlS1Kcfeughj5n48cwzz/SYzpscA5SEUqbCOT1P5CBF6TSdVXkd8vedUuemJIlEUhbOh9E90SwrWd11111LnoPSP8pO6TKW4obZms6BzeGwmbI99TgpZaJcmH2Uzx2UU/7yl7/0mEneTzvtNI9HjhzpMccSk4ZHfS9PNOekJCdNed6MXA5J9IzEuSFyhMvvx/tdv379PGbb33jjjR7z3kk5HduV1zCinu6CkZNtNOeUk8Vu81wVlk0IIYQQQggh2iR6+RFCCCGEEEI0BIWWvXXo0MH/20o+yVMpak0W1hwOLFGZuMQaOdkQLknSoSP/++g3hLKIdevWlTxOJNlguaOykmgpOU/K9Sr69hSJYyRRSyG6JpVKhFp6PNRr/ETtmO9jlMExZn/lfBK1WSSJiGS3Kc40zSV1I0W4bnlS5JuVujmm7NNarlp52H8iiRAT+g4fPtxjJn5kwmT+tpxMhX2OMpdIbkMHUMpOWG7egyI3upTkkCnuWWZZ97tI9rZgwQKPp0yZUrJM5VxGt9ISfak5HBZTHBIrlb2l1iHF+Y3SRUrgXnrpJY//67/+y2P2dcqXR40a5TH7MxPHR+62+bKmfCbA36c4jkXPPJGjaSSTixzdzMx69uzp8eDBgz3mfY3uo3RKjepDmVy93DZJ6nEoX2R7RG5+lRzbTCs/QgghhBBCiAZBLz9CCCGEEEKIhqDQsrempiZramoK5WC1JDtqTQeWiBQnpXKSgJRl2WhZOtoeSaki+WG0TJoqZSmCy1hzufkQLmXX4lwVyeqia5iaOLYI7RoR/TYvZYkkcWwDSnVS3PKi+SclsV50TVKvfxH6dzVubynSiUjWWIsrVUs7dFVaJvZJzqdPPPGEx//zP//j8cUXX+wx5S/du3cveV7Ki8zMXnnlFY/Z7wnbPnKBoxyFSScjGRu3R3Kz6L5Gxzkzsz59+nhMqRMlU7fccovHdGfk2K3luhXd7Y3tTTlpStvXU8pKoqS8LBOllfPnz/f48ssv9/iHP/yhx3Q0oxyOSdpXrFjhMd3+zLJ9l+0UEd1rU6S8JPpkgMdkEmwmmqfMzcxswIABJY/12GOPefzTn/7UY7YBZaORdLZeboGpRM827CdRf91uu+3k9iaEEEIIIYQQefTyI4QQQgghhGgICi172+r0liLDqlRS0hIOLJUeP2Wfcst6lS6Vp0jjUo5P6umeVBT3tmq35//G9oskVinXPZKxRdtr6W/l/tZazlopMqI8lUpeUsZP6rm3dZxUita/a3X/qTRpYAqt6dBV6f6Uj0V94w9/+IPHdL367Gc/6zElaZTF5JPqUgK0YcOGkuWg1K1z584l49dff91jumlFLoyRm1zkbkVHt4EDB2bqwESvTD5MF6t777235DlS5L+kiG5vlULnrihRdK1UKm+PJMiRlOzBBx/0mP3k3/7t3zymBI5SMErgKIE0M1u7dq3HTIzLNovur1HiUUrdOK4oJeP+lG5yjFHuSVkr62OWbbPZs2d7/E//9E8eL1myxGPKZXlNIolec/dPs7TnU7Zlpa57EVr5EUIIIYQQQjQEevkRQgghhBBCNASFlr1tJVqeoztIpRTR3aqerkrNsT+pVBrXmk44Le1KFi3FRg55KZKf6HwpEoIU2tJ1qKYOUVy0urWl61DPeakame+29i/KdYjgPpTa0NmIchwmfuS5KIGjrKVbt26Z80XzA89BGc6+++7rMaV1TIhN96hImksovWJZmcCV0j1KgcyyjnU33HCDxz//+c89ZuLValwVt9KW+hJh/6FEke5/vP61zq0p21Pua3y2i1w177//fo9Zt29/+9sejxs3zmNKKPOSMfY5OtDxuFGZOE44rrg/x1XkXLbPPvuULF8kT2M5zczuvvtuj3/yk594TLc8urqlJOmu9Bmk1j4c/a1Tp04ev/zyy9vcv6mpqaKxopUfIYQQQgghREOglx8hhBBCCCFEQ1Bo2dtWtzfCJUkuxUeJoyKK6G7VEs4a9aJeEru2dB1IuSXdFIeYlERiKUvIXGaPkgnWIjsq97e2sn1bf6uEItahaNvLwd9ESWhJNJZSjt8c26v9zVYqdcNinZnIkxI4ziXnn3++x7w/mmWd0jg/8PeUkueTpG6lS5cuHlNWxKSRPCYlPHSx6t27t8eU6FEaR7mLmdmvfvUrj6+55hqP6V7HeTaSu5IUN0dSlL4U7c8xs3nzZo8pI4ok2CnHr4ZKfx+NAV4rJvJctWqVx6eccorHJ554osd550C2ByVnkQQsilk+9nvem1l/Pp/yOvCYlG7SpZF93szstttu85hjhWO3FmfDFGqVQLJ8jDl/rV+/3mP2jVqSxWvlRwghhBBCCNEQ6OVHCCGEEEII0RAUWva2ZcsW27JlS2aZcOPGjR537drV42hpNHXprWjuSUV3hopoS3Wopc7V1IFL66+99to2z1GpQw73j2Qt7eE6VFOHetGex3RrXgdK4CIXohTa6nUgKbJZuqz9+Mc/9phJRy+44ILMcffcc0+PKVdLgeWmXOjggw8ueXxKUyhf4T2bLlQ8/rJlyzy+6qqrMuWgwxvdtFLkLy15L2uuvhQRyaooeyO77babx2zHyB2vmjFdS3tHUqjoOlP2RmkYE94OHz48c76hQ4d6fNBBB3lMaSbdBqPEplGbRc5q3J+fcSxcuNDjBx54wOOHHnrI43yi1mh+qEXu2dzjJPVYlMJyTqj0WT9CKz9CCCGEEEKIhkAvP0IIIYQQQoiGoNCyt61waYuON4MHD/aYS4wpS2/twVWpNevQ3Oet57Gau8552Oe4FE2pAZOVVXo+Hj/q93RMevfdd7d5zLZ0Hep53YpW1vZ4Hfj/lCxQ6hYl5a1UMtZWr0NUzxQJHO+JP/3pTz2mjMbM7LzzzvN49OjRHlOOy+SNLBOls4RSt7322qvkPiwrrzPdqaZOneoxHd2efPLJzLE437GskVsgKcp4qPU3pYj6D5PnUt7G60YJduSoWM+5NWX/FEko94mSjlIOt3LlysyxKInbeeedPaYck8flPuzT0ZiJJHB0RaSLGcdDVE+6MeaJnm/r5WaYct5qtrPPsZ0oOaSbYySRrhSt/AghhBBCCCEaAr38CCGEEEIIIRqCQsvempqarKmpKbPE+Mwzz3h88skne8x9uBSWIqfYeq5Sf2sr24tYpvZWh1QnEzqwUZpJ5x0ud1OiFsFzsE9TjsKYjkyUNdClpq1eh/bQl9pzHfKkJDNl4szZs2d7nJLYlBTxOqRQqQQuktayfSnrMcu267hx4zw+4YQTPKYDFl3aIidJxtG99pVXXvGYUrxbbrnF48mTJ5fcP5+wPJK8RNLKWiTMbbUvRedasmSJx3Q+W7x4sceRk1aq62JLzCfb2ieS0+b351hhUlE6sLE9IglqNKdFdYvaktvz/b5UGcr9vtJ9mvu6lduH7Uc3SF67tWvXltweOQSmoJUfIYQQQgghREOglx8hhBBCCCFEQ6CXHyGEEEIIIURDUOhvfjp06GAdOnTIaAI3bdrk8TvvvONxr169PF6zZo3H/G2qFrholphFsWNtye0tfW5qR1O+Myhnrcpvb6ihp9496ouRxjg6N/dhdnfq9ZkVOtItF+U6NMf2IpapPdehnPY8+maDNvD8Nq6ac5SiNa9DpVT6vUM0d+W/JaQl9q233urx/fff7/F+++3n8T777OPx3nvvXXIfxvz+h7bKzz77rMfz5s3z+Pnnn/eY30nye4dy38uQen3nk3KuIval6BsUtuXTTz/t8Re/+EWPOQ75/RjvY9W0aT3bqR7nzfel6D4ffSeUsn8Klc5dqdSrXev1vBR9r5jnL3/5i8f9+vXzmN9Fcx/Oa7X0Ga38CCGEEEIIIRoCvfwIIYQQQgghGoJCy962wqVbLn9xCf2YY47x+Oqrr/aYGXHbm6Ws6lA/K8ZoWTayl+X2vLyE5zj00EM9/vd///eSx6rUrjFaNmc26wMOOMDjuXPnerzLLruUPJf6UvG2F7FM5coawf0oyaGsivM6rdk5f5eTmlZShvZ2HSLycpSoLf/85z97vHTpUo+XLVtW8tyURnHuiyRT7777bslzsXyRfW0qKe1RhOtW67EiUqTTlD9zn549e3q8YcMGjyljLHe+IrRryrxUrh2jY0Vyylqka0XpS839vER4zLxMkH8bNWqUxzfeeKPHUV9M+UwgQis/QgghhBBCiIZALz9CCCGEEEKIhqDQsrempiZramrKLGdx+evxxx/3+B/+4R883nHHHcPjpZ63LW8vYpmKWAdCaSUlG4RLrIwp0zEz+9SnPuUxHUteeOEFjylBicqasuTOfZYvX+7xUUcdtc06UPpSbhm/aH2jiH2p0etQrv9w/mYm9REjRni8aNGiksdNnbO3RSNeh3IyQc4DlKultDev59tvv10yJixTJF+Jrnk9nbGKcH1a+hyUGDF+9NFHPT7jjDM8/vGPf+xxOdlbc5S1Je/3rXGO5j5v0Z6XuA+hE6SZ2fHHH+8xn6Uo04yel/LS/UrmC638CCGEEEIIIRoCvfwIIYQQQgghGoJCy962LmNxKYtLaXQmoaTouOOO8/iuu+7ymHK4cstjRXApKbrzR3urQ+R8RkkI9yknGaPs7b//+789jhyNKk08GsneXnnllZL70PmNS8lRMrdaafS+1Ch1iMqZ34djpWPHjh4feOCBHl9zzTUe77zzzts8X6W05+tQTR0YR3NfdI+M9qn0WpVzm0yhCO1alL7E+wATxnKOp3SInwwcdthhHnNM0u2PLqGpFKG9G2lMt9bzEvsen8/5W0rj+ExlZhmn5l/84hfhfqXOXYssVis/QgghhBBCiIZALz9CCCGEEEKIhqDQsrftttvOtttuu3CJjdvvvvtujy+44AKPZ86c6fGrr77qceREYVY8l5IiOn+0tzqwL0XLrW+99ZbHXMb9whe+kNmPcoH58+d7TNkBpQn5ZISliFycKGvgcdjvmWj12Wef9bhTp04e59uoFrlRo/el5the1DJtJdUtcNCgQR5TtvzSSy95HCXjTBknKWWoZXs9j9WS16ccKUkha5G3pcjnItrDdWjpOkTPSGxv3n8eeeQRjylBokS6GorW3upLlW+Pxn30vMT5ms9L3Oezn/1s5nxMws7PVyiRJuVkt5XMTVr5EUIIIYQQQjQEevkRQgghhBBCNASFlr1tJXKp2WGHHTxesWKFx5T2HHvssR7ff//9Hr/77rvh+Spdjm9054+2VIeIaCmVCbkolezdu7fHhx9+eOZYV155pcfRknCK81u0hBvVk+V7+umnPR42bJjHPXv29Hjz5s3bPFe58xV5exHL1JbqEJFynHxfonzhkEMO8ZjSTPbdSOpWaVlJW70OtWzPk7JfpfuQSsta6XGqOUfRttd6LBLdN3hvie4ndL6l7Ihub8OHD/d44cKFdatDEbYXsUxFrAOJxi5jJjpmHzvooIM83muvvTLHvfXWWz3mvSLq01G/79BBSU6FEEIIIYQQ4iPo5UcIIYQQQgjREBRa9vbee+/Zu+++Gy7PfeITn/CY8gg6v1188cUez5492+P169eH563EMaLc/u3N+aMltzfXOVKkOpGzWufOnT3+9Kc/7fHUqVMz56NjCZd+ozJFjjzch+Vgv4+kdJS0MfnpwQcf7PGUKVM8poS0XFnb4vYilqkt1SFFnkTYJ83M9t5775Ix5cmR+ybndToscnuKRKg9XId6lafWY1Xq3lZLIsIiXofW7Esp+6Q4if7lL38peZxp06Z5fOqpp3pMGXVqOdrK9iKWqSh1SJU2b4Vz/2677ebxKaec4vEdd9yR+Q3ndZ4vxbWQSPYmhBBCCCGEECUo9MpPv379zCx+0+O/FvLtcZdddvG4S5cuHvNfvfkvkKJxSPGt5yrI66+/7vHuu+/u8b777lvyt2ZmQ4cOLXmsiOhfWqKPVaOPw7nyw3/Z69Gjh8fMofLyyy97HOU2EqLSHC/5lZ/u3bt7vM8++3jMccK+S7id/6Kd8uF8e6OWXDvNVY7moDXr1laJ/lU+WvnJ37O20q1bN495jxsyZEitRRRtkErz/PB5ac899/SY837//v0z5+DzerTyk7Iatd1222UMO7ZFhybNNEIIIYQQQogGQLI3IYQQQgghREOglx8hhBBCCCFEQ6CXHyGEEEIIIURDoJcfIYQQQgghREOglx8hhBBCCCFEQ6CXHyGEEEIIIURDoJcfIYQQQgghREOglx8hhBBCCCFEQ6CXHyGEEEIIIURDoJcfIYQQQgghREOglx8hhBBCCCFEQ6CXHyGEEEIIIURDoJcfIYQQQgghREOglx8hhBBCCCFEQ6CXHyGEEEIIIURDoJcfIYQQQgghREOglx8hhBBCCCFEQ6CXHyGEEEIIIURDoJcfIYQQQgghREOglx8hhBBCCCFEQ6CXHyGEEEIIIURDoJcfIYQQQgghREOglx8hhBBCCCFEQ6CXHyGEEEIIIURDoJcfIYQQQgghREOglx8hhBBCCCFEQ6CXHyGEEEIIIURDoJcfIYQQQgghREOglx8hhBBCCCFEQ6CXHyGEEEIIIURDoJcfIYQQQgghREOglx8hhBBCCCFEQ6CXHyGEEEIIIURDoJcfIYQQQgghREOglx8hhBBCCCFEQ6CXHyGEEEIIIURDoJcfIYQQQgghREOglx8hhBBCCCFEQ6CXHyGEEEIIIURDoJcfIYQQQgghREPw8dYuQDm+8pWv2JIlS6xDhw6tXZR2Cdu1qamp7ttFbURtqfEgGhGNByH+isaDEH+lqanJ+vXrZ7/+9a+T9i/0y8/SpUvt6aefzmyr10N6OZrjRaAlXjRqeQmptM1aug5tZXu1v6nkt6QodSja9iKWSXWo3z+aNPd4KEcR2lV9qRhlapTxoOtQ+7xRCboO1Y2HSq6FZG9CCCGEEEKIhkAvP0IIIYQQQoiGoNCyN7OWW6oswhJgS9ehFqLjpGyvpg71PEcl+7fmdaiXTK6l69Ac160t1aHS7an9ogj9uyjzUtHHQ736Xj33L1odWnNMazwUezwU8ToUbXsRy1SU8ZCCVn6EEEIIIYQQDYFefoQQQgghhBANQeFlb2bNL0FpiXO0RB1ItAy+ZcuWbf42OkctThzcv5rrUCmVHqel+1KlbdaS26v9TT1oD3WolGrK01r9u62Oh1qkjrWeO/Uczb1/0erQmmNa46HY46Eo16G1tkfXv1y/SPlNc/eNIo6HCK38CCGEEEIIIRoCvfwIIYQQQgghGoI2IXtrbteHItJcDhj8DSVwH/vYxzzeddddPX7nnXc8fvfdd0vu3yjXpJ7U0maNOB5E+6a5x4PGiWhLaDy0fWq5T9d6fVKTgpbav4h9Q25vQgghhBBCCFElevkRQgghhBBCNASFl70VcQmuJWiu5erI7a1nz54ed+3a1ePnn3/e440bN5Y8DiVwlTqOlEti2yikJKhL2S4qpzWTu4nSaDwI8Vc0HtoO1bi01YsPPvig5PbtttuuZBw9C1ba31qTWu6vWvkRQgghhBBCNAR6+RFCCCGEEEI0BIWXvTU1NRVyua0tESUY7dGjh8f9+/cvuc9bb73lMeVtL7zwwjbPVcv2RkJt0Hq0ZpI9URq1mRB/ReOh7VAviXQqlK59/ON/fZz/xCc+4TGf2/7yl794HEng2lJ/q6WsWvkRQgghhBBCNAR6+RFCCCGEEEI0BIWXvYl0oiXAaEnzsMMO83jTpk0e77777iXjvffeu+T+PD4dR1KWdPNlTln6bUvLsim0JXeVIlBP2UBE1Pa1nEPXMw2Nh7aP3A/rh8ZDMYj6buSaVovUjZK0999/v+Rv8/BZbciQIR6/+uqrHi9cuNDjSp/VSGuO6XqNB638CCGEEEIIIRoCvfwIIYQQQgghGgLJ3toR0XIglzfpCNKvXz+PZ8yY4fHZZ5/t8YsvvujxsGHDPF68eLHH69at8zjF9SpVOtRckqaiIflCZaQuuacsx6f0K+5DOUKlfVKSn8pRO7VN5H5YP9RmxSC679BZLbo/UBrHONpn++2393jHHXcMy8Tf9O7d2+MJEyZ4zGc7Pre9++67HtMRrtL+1tL9s17n08qPEEIIIYQQoiHQy48QQgghhBCiIdDLjxBCCCGEEKIh0Dc/rUBL2OXSHpG60O7du3vctWvXkvsfccQRHj/44IMed+zY0eNDDz3U4xtuuMHjnXfe2WPWk3FksZj//5TvNNqDjaqsTEtTz++8or4YwT5aqe0o90/5bq1cedpD/66FRqxzS1Dp2GqO7y+rsQJuxPGg+0Nl1NovUvo3v53eaaedSm5/5513POb9hM9j/C2tqvv27esxn7tWrVqVKccrr7xS8jedO3f2eOPGjR7zWyLWk2XlN0z1svFurr5ayzm08iOEEEIIIYRoCPTyI4QQQgghhGgIJHtrBVKW56IMwuUkAVxy5TLre++95/G4ceM8HjBggMdc6txhhx08fv311z1+4403PD7jjDM8vu222zym5CdaMuXSK2VE+XJH8BykPcgA2kMd6kWlS+v5vhP9hraelGmyX3IM8Dh/+ctfPGbm7EjWwHHF47AMKX0+X4dGoRHr3BJUKmNLkV5Vmhm+lu3b+lt7pRHrXCmpaQ2i+0NKzGcQ3hMY89kmOteuu+7q8UEHHeTxwIEDS/6WqUfMzPbaay+Phw8f7jHvKfwN73fdunXzeMWKFSXLnUJr2trXcg6t/AghhBBCCCEaAr38CCGEEEIIIRoCyd6akUplANESHiUy5Y7/5z//2WNK4Pbdd1+PL7jggpL78Ldvvvmmx1yWXbRokcff+973POZy6zPPPOMx5T+UEe2///4e57MXc4n2pZde8ph15bIsl58jOVxbolEcjEilbkaRnJJL+mZZGcGIESM8ptyTfZF9nTHHCWWgzz//vMdTp071+PHHH/d4w4YNHkcuhxzf+brV4srVHmjE8ZBCqjtaym8It0eOh+yjHBvcHmW6r1TOXatbV3vrM+25brVQi3TTLNuPo2eyyDH03XffLXmcFCk0Xdk6derkMeVsu+22W8nymGWl2qNHj/aYz3B8xuJz3pAhQ0qWe/HixR5Hz1Qp7qnN5fxWL/fDtv+0KIQQQgghhBAJ6OVHCCGEEEII0RBI9lZnKl2S43bKuSgTI+VkXjxWly5dPD755JM97tOnj8ff/e53Pd60aZPHlPbwmJS0bd68ueQx582b5zFlSHvssYfHvXv3LrndLCs3IlzG5dJtPRNhthaNLl+IJGB0KaRsgC41hx12mMennnpq5riHHHKIx5QRcGxxDEWSBW7nGB05cqTHp59+useUbj7wwAMe33zzzR4/9dRTHrM/U8aQLx+JJEPtjfZct1qo1DE0///sP+zrnE8jqRvjyNEqcoyKHA8jmRzHXv5vlW5vq32prZa7CEQSTbPs8wmlaFGCeMrbonk56vc817BhwzymVI33q8GDB3vMe9drr72WOS6fw/bee2+P99tvP4+POeYYj6dPn+4xk6eecMIJHjNx6rp16zyOEqRWMxfVQr2OpZUfIYQQQgghREOglx8hhBBCCCFEQyDZWx2odAkwkhxE8p9IEpBfeu3atavHvXr18phub3/60588fuihhzzmkiaXUvfcc0+PKXt74oknPI4cfwj3efvttz2m3M4sK3WK6s0l5Hfeeafk/imJI4siiaiXe0lRSHGiiur21ltveUx52nHHHefxF77wBY/HjBnj8e677545FqUM7HPsY5QpMEHdTjvt5PEuu+xSsqzsbxw/PXr08PgrX/mKx5Tl3XjjjR7/5je/8Xj58uVhHSJHokpdttoS7aEOtVCpnCu6/mZZ2Q7vL5SR9uvXz2PeQ7hP5FDFc1M6w/vJqlWrPF6zZo3HTLJIl89yCRcjCXh0D6plXmpN2tv9oRYqdRZjv8g7y3Ju5T2Bzw6U5Xfv3r3k+dh3+TzD565PfvKTHp922mkec1zxWYsObyT/OQTva5RPs9y8Bx144IEe817DZ6ojjzzSY7qYbty40eNKk8LWE7m9CSGEEEIIIUQF6OVHCCGEEEII0RBI9lYHKl1Cp/yAS6MDBw70+Omnn/aYDh9cqs0v73PZk8uhXK5dsmSJx1zepfMHl0Ap+eG5uWQ6atQoj+luRYe2yCGIsrX8b+g6R5kGl69ZB9Y5SgxLiiIbKEo56kXKeGDM60bp5uc//3mPzz//fI979uzpMa8zj2OWXaZn4rYFCxZ4TEkOxxklP3379vWY44SSH0rdKAtiPSlx+NrXvuYxx8+//uu/ZurAhKmVymLbQ79qD3WohUrHUiTpNMv26U996lMe06mQspgUx1ESObkRlpVzP5MBz5kzx+M777wz8/snn3yy5G94XN6nKk3GWHTaUlmbg6j+KTLQvNsb+x/HDaEz7Wc+8xmP+dxx6623ekxnNo6rc889t2RZ+bzDZy3Wgc+L+Xtc5MbG50q6wLEOd999t8dTpkzxmM9qrA/bK8XlsSXuRbUcVys/QgghhBBCiIZALz9CCCGEEEKIhkCytyqpdAmdkjRKZC699FKPKaP5+te/7jGXPaMlXTOzl19+2WMu1zJh1syZMz2OEtfRkYfJUvfZZx+PV65c6THdRE466SSPb7nllpLHT12K5m8owTjvvPM8fv755z3mMi7bjDKIFBlJS0uH2qoco5YEs2+88YbHlGV+61vf8phSNzq5cen/hRde8JhuhGZmS5cuLfk3Sg0o8WR9KIFjQlI6wlF+OXz4cI/p7LP//vt7zL5OiQITtf7whz/M1OEf//EfPWYCYR6rUkewtiSNa0tlrYWUa0VSEpayH5qZ/f3f/73Hhx56aMnfU2pMN7ZXX33V42gMUNZJtynOxXRz5H2A0hzKhZig0cxsxowZHk+cONHjadOmeRwlKI6SuZKi97FGGQ8pRJLGKElu/prz/+muxjl73LhxHg8YMMBj9kPeZzgeBg0a5DHdD//whz94zMSmHD8cG3wm4jOeWfZZjQ6lPDfrSdk2nVJZHz4jRp8SRPNPdB2iffLHimiOJMZa+RFCCCGEEEI0BHr5EUIIIYQQQjQEkr1VSYo0IdpO5w8u8XP5lLKYKIlo3s1n11139fjkk0/2mImq6B7FJU1KE2bPnu0xZUE896xZszymHO7444/3mI5169ev95hJ7PKOdfwb2++II47w+H/9r//lMSUYlDPdd999HnMpmucrohSoLUkZKpXnsL9yif+f/umfPD7rrLM8Zn+mTG7u3Lke33PPPR5TmmOWlfBQdkB5ABPLcVmfUgNK4KIxw77O7ZScchxTFnTQQQd5PGLEiEwd/vM//9NjypYWLVpUsj6VXpOi05bKWgsp9YySOHNOO/PMMz2mpNrMbL/99vOYctFHH33UY8qIOZ4o26YzFuVCkWyH8jnKdnhvoYPj6NGjPc6PB8qqR44c6fHPfvYzj6+99lqPORZ5T40SoRaRRhkDKUT3aV5PzuP8lCAvsacj2rBhwzweOnSoxxwzlGxSbsZ7AuXZdP2klGzSpEkeU+7J8vG5hn2Y90Sz7H2Rz068Z7Gd+GxHd2E6q/I+zWdHzgGcf8olVi5Vhmpojmc1rfwIIYQQQgghGgK9/AghhBBCCCEaAsneqiRaeovkCAcffLDHn/3sZz2mhIASHDqa/eY3v/GYy6GUu5iZnXbaaR5v2rTJ45tvvtljSsO4XMmlVbpbUdZAGQSTa/3qV7/y+Dvf+Y7HrDOTq7IOXEo1y7YfXcC++MUvltyHy9o8N5PhcWk4StBXFAlcUeR3KaS4vUWOL0zyyX5LKQz7xvz58z2miyDllEzIlod9LkogR3kkJQiM6RzIvkTpw7PPPusxpQjst3QvZGLJo48+OlNuusj9+7//u8ff/e53PaZUicetVAJXxL5XxDI1BynXJ3IrY8JSSkjz44HyNspFX3zxRY85/iJZUSQfo2yb8jaWm7Ig1mH16tUeU5LHe5FZnJD1sssu85jj9b//+789jiRwlPlEfaw1+157kK9WSsq9JZIuRsmn80l76bRG2Rvn+CgRKmVlLAeflyh7o8SOz0V05eX9bsWKFR6zP/P4ZmbPPfecx5RC07GOktKrr77a4379+nn8pS99yWM+R/FzAyawp/ScbUFpYJTouNy1rXS+l9ubEEIIIYQQQmwDvfwIIYQQQgghGgLJ3upAlFSLy/0XXHCBx3RHo1SADlB/93d/5zGX5bn0OHbs2Ew56CL37W9/22M6kzDJVeTSwaVLLulSOkQo7aE86fDDD/d4ypQpHtOFKw+lDHS3ogRu8uTJJX8bJWSl7C0Fub2lEZWVfYl9hgkLmcCUMgWOGUorH3zwwZLb+VvK1syyy+7sx5R+UgrD8RC5AkaySZabx2dbUKbKdnniiSc8Xrt2bea4lPkcd9xxHlPe9G//9m8es23y7bEtitj3ilim5iaSIrKvHnXUUR4zES6lbnRqyv8/pW6U+URjJhoD7PcbNmwoWVbOxZTVRVBCOn369Mzf6BxHqc6QIUM8vuiiizxmPSmXZT2j+2BR+l5RytGSpNxbuA+vJ2VejCm5NMsmAmUfoOQscl1bsGCBx5E0jjElZnwW5Hi97bbbPGbSXj5H5RMXc8zx2etPf/qTx1/+8pc9phTvscce85htybmF9xxKspnk/t577y1Zh2iOyV9bziGV9nW5vQkhhBBCCCHENtDLjxBCCCGEEKIhkOxtG1TqaEWJ2gEHHOAxk47SoeOhhx4quX/fvn09PvXUUz2mawiTceWhYw6lbhHR0j+XJKMkXJRHLF++3OOvfOUrHp9wwgkec8mYLitm2XZiArCFCxd6TNc5Lr/y3ExqySVx1i3l2hbF7a0o0odKxwMddujwxuV39rEomSmlCJTO0LWJxzGLndk4RiOJGvt61GfySfNKlSNyk2O5WU7KYM3MrrnmGo8vvvhij5nMklK5n/zkJx6zblE7FdHdihRRhlQvUsYS51nO/XT7432DLm4zZszIHItji+MySqLNvss+wzJxLHHOZX+LXOOia8txknc0pazzhhtu8JjSo1GjRnn8v//3//aYEiG2DctKovK1dJ+U21tp2Jd22WUXj+nwxmeIfIJQ9l32H/YHStf4TEWXUY4TSvr5nEI5P8vK+f7WW2/1eN68eR5TusdymmVdfdkfeL9kPZk0mPcNfk5Bp0Z+bsBn0q5du3rcv39/j3lN6FLMNsrfNyMXyxS3Urm9CSGEEEIIIcQ20MuPEEIIIYQQoiGQ7G0bpCylcR8uk9KpidKr3//+9x5TfkBXHCbppGyNzh90NzMze+aZZzxmkivKwQiXKCkLYsykWpQ70BEuSsRHOQ+dvo488kiP6bhilnVkoRvJ5s2bPeaSK6U9s2fP3mb5SFHkBM2dzKu5iMpBtybKHQ899NCSv+WyPB1ili1bVnJ/9iuSl70RjjNKByhT4HF5LJYv6jORrI5jjEnsWB+WLe/QxjF9++23e/zVr37V48997nMeL1682GM670RlLSJF6d8tSeQ0yJjXfMyYMR5TwkWXKPZDs9jJLZK68feMo+S+jKM+FrmHsmyUxdDN0Sx2JaXcj/2H90smQmVb0kGO5y6KC1wjjgeSIs2lvI0OauXajv2Vkrg+ffp4zD7A/spntSgBMH/LOZ59nfI5SuB4j6JMjn01//vonkq5J5/nmGyV5xs3bpzHGzdu9Jj345EjR3pMaRyd5fh5Ax1N88lpK33GrtdYLPZdUAghhBBCCCHqRMUrP+vWrbOZM2faypUrbfPmzfbuu+/a9ttvb507d7ZevXrZmDFjMh9mCiGEEEIIIUQRSH752bJli1177bU2efJka2pqsj322MM6d+5sO+64o7333nu2dOlSmzVrlt1888123HHH2QUXXFB4eUUKKdKoyK2Cy4pM0siko+PHj/eYDlh0ziFctsxLZJgkla5pTz/9tMd0AeGSaSSB4zEjVxMuH3OJlsvEdCzhEjXrbJatdyTBoARuv/3285jSOjobcak4km8QufmkwXKz/1A6wkS83M66Ub7CpXVup2wgkuzkZW+RHIHn5nI/+zElcOwzkVNaVDf+NnLP4j6UxuX//8477/T4sMMO83jgwIEe/+3f/q3HHOtz5szxmG55kVRQ7lb1I6U+7Kvsh3QuY2JgzoH33Xefx0w4nXe3SpnvSF42txXKdlKOE42HqO+xnHknNv6NY5Tz/aRJkzzmvYZtyUSTP/zhDz3mPStyc2yJ8VBEJ9LmplJHL94T6PBGh0D+Ni+XZj/mcwtlc5wrKaHkeKXcnuXYc889PWZf4n3g+eef95hzPT9p4HZ+CmCWdWbj2OIcEj0v0UWY5+Nz4c9//nOPH330UY8HDx7s8X/91395TEe4Y4891mPei+hQZ1a5g2y0vdLxkPzyc8stt9jkyZPt9NNPt/Hjx3/kodXsw0aeNGmS3X777dapUyc7++yzKyqMEEIIIYQQQjQXyUszDz/8sJ144ol27rnnlnzxMfvwX/HPPfdcGz9+vD388MP1KqMQQgghhBBC1Ezyys9rr72WWdIrR48ePWzKlClVF6otEC3Dccm1W7duHjMhG91Eevfu7XEku+GSJN1v8gng+K3Vcccd5/EhhxziMV9KKaOhxChKCsqlW8ZcfmZZuQ+Xlenolpdi8PdMyEVHIya64xI1E4lxyfXGG2/0mEvDrSntiWhLUoYoCSulknSFiZIpUqpDSSj7ZHReHodOi/m/RVIdnoMyIY6/FGeslGV57s/ysNyUk+Z/w3aijLZXr14ec8x861vf8vh73/uex5QdsJ5FlJu1pfEQkZKsj1DOfN5553lMCRfdzSidiVw78+QdlyopX8pxIvc29vVIal3u+Jy/I2c2ulvR8fAb3/iGx3RiveOOOzymy2prJpwu4r2puanUlZXPQnzWYh9hP8w/L0WuodxO2SWfW/r161fyfEw4zGcTSjyXLFni8aJFizzm2ODnDZTVrV69OlNWHpcx78GU7vFewedCHvcXv/iFx3yOZ1vOmjXLYybWpoSUMlO6UL722mthHaKE4q3q9ta9e3d77LHHwsmOBZsxY0ZGWyiEEEIIIYQQrU3yys9ZZ51lP/rRj+ySSy6x448/3vr06WOdO3e2j3/84/b+++/b5s2bbfny5TZlyhRbtWqVffe7323OcgshhBBCCCFERSS//IwcOdIuvvhiu/766+3Xv/51uN++++5r3/ve92z48OF1KWBrUIv7BJNfMTkplwzZNpQ4cDmQiaO4lEr5WH4Vjsu6THLKpVvGdLaJpD2U2kQuUYwpvcu7DW2Fzh95ORLbjMeiKx4lP0yKSfld//79PWZSVEpEmsNBpFaKInGodAywD3C5n3KESOpFdxlKGikBozyNfZjHzLtHRRJHwnJQYhaNXY4Zno+/jWQTkQSOclcm7c2Xm7ILJi6mVIeyt6OPPtrjr3/96x7/6Ec/8jhyP4xW+JtLjlPEsVgvUsYS+yHlu3TtpDPhU0895TGvW+R0ZRY7raW0Mc/Bskb7R26GkcNblEg4cpzLn5tjlL+hPGfo0KEec2xQIr5w4UKPt6VyyZehJWgP4yEiRWYYzYfs93RH4/xLR0CzbD/OJ9PdCt1neZ/isxrvFfyMgdDF9De/+Y3HlJVFnz08++yzHtPdzSz+FIEJxSk/4zMSXYDvuusuj/mJAffn8dkulLTNnDnTY7YLn1sZm8X31BS5cIu4vZmZDRs2zIYNG2Zr1qwJ8/zwoV0IIYQQQgghikLFSU7NPlyV0EuOEEIIIYQQoi1R1ctPni1btthLL71kH3zwgXXr1q3NJzetVNrBZbtTTjml5D5ccuWyH+UvlAgxQSr3j6RGebhkz6VLysSiZVYelzKcSPpAyQGPw9/OmzfPYy6N5t2tuJR91FFHefzJT37S4xNOOMFjuqUwmSkld3SQo+yNyNEqS6XOO+wPdDPkdeAx2e/Xrl3rMSUrPCalDOyf+SSIhPux73I88XyUFbF8UWJFlokx5aHcP8WlLi8DpWsPpRmsG5NcUjZIx8MvfvGLHlPucOutt3pM6UhKn6xnv23P7lYpY4kx5zf+IyMTHD7zzDMlj08ZdV62FUnRKnVdi5J/lrsflSoriaRu5Y4ZlZXbOY7pkMckwWzv66+/3uONGzd6HNW5JWgPYyAiZaxHiUr5iQH7PZ9rKE/Lu4cOGDDAYz4jUFpGyRnneJ6PY5T3O0rD6LJLqRufkXgvY79lufMOdXz2ZH2OP/54KwXlsqwbt9PVmc9nvE8xgSvLt3TpUo/5uQY/n8gTOatW6jxZKckjesuWLfa73/3OHnnkEdt+++3tjDPOsBNPPNHmzJlj11xzjV/onXbayU4//fSMlaQQQgghhBBCtDbJLz+TJk2y++67zwYMGGC77767XX/99fbxj3/crrnmGuvfv7+dcsop9sEHH9iMGTPshhtusN122y3zIaEQQgghhBBCtCbJLz9Tp061UaNGuYX1Aw88YNdcc42NGDEiY2t9yimn2GWXXWb333+/Xn6EEEIIIYQQhSH55WfDhg0Zu+Hhw4fbNddcY2PHjs3st91229nYsWMz2tm2TKRFjyz5aKFJnSMz6PLbAuoiacnM7wai7w/K6aEjHSXLFNlbR5a8ke0h68Py8fsifmdALXVeh0uNKS2tae3LNqbOld9EsL25vVKNcUvorSNtaxGtrlPsJyNrdn7PwuvMjOzch7+ltplE3y7ky8d+SW01tds8B/Xa7D/s9zwftdvURvP4Kd/M5W1A+Q0cz039Ob/z4XjiHMJv5r75zW96TI02bX6jb6lauq+2h+9/ojZj/6E9PL9B4dx6//33e8z5sHPnzh5zjmZslu1zqd/VbIX3k8hel/04sniPUiSwbBwn+e96Ijt2bo/GPfv34sWLPeb3tQMHDvSY81Kl82E9+2oR7w+1kGJbHLUln5H4rQ3nzehbTH5TbZZ9dmA/5vc5K1eu9Jj9hGOO30qyH7/wwgsez58/32N+U8Qxyjqzb0cpIvJ/Y9+lzTTPxzJt2rTJ44MOOqhkzONwLmJ6BR6T3zzxO3eWgdfELP52jzRHX092Jthxxx0zD8JbHxTyF8Pswwdm3niFEEIIIYQQorVJfvnp06ePTZ061Z007r77bvvYxz5mjz/+eOZfTN98802bPHmyrLCFEEIIIYQQhSJZ9nb22WfbpZdeal/96ldt++23t7ffftvGjx9v3bp1s29961s2aNAg27Jliy1YsMDefPNN+8pXvtKc5W4VuPQWWV9yKfXxxx/3mMuylAXxJZESGcpXuEzIZcU8lBGwfFyipT1kZL3LZchI5hNlR+bxo0zL++67r8d52RvlGJRaUIY0adIkj+kq2K9fP4/ZFiwfyxFZIcv2unJJIPsJ+zTbm228efNmjykZi2x72e/Z97ganc8Gz7JSHsDjEkrxXn311ZLHofU0JQusG+UBPA4lBCSSC+XPzX9kYr15XB5rxYoVHlOCOnjwYI+/+tWvenzRRRd5HM0HLdE/izIGaiFFAsX5Z9iwYR5TXvPcc895TDtaXn+OJc6ZnPfzRHKt/BgqRWTfTvlPXnK3FfaraOxyLinXFyI5XV7+Wup8bMuhQ4d6TAtsZrrnb/N29CllrYX2MB5IpVJBzv18dojSKHC+6tmzp8djxozJHJd/e+SRRzyeOnVqyWPRApp9gNba0dxPy+3oGST6lKLc/YHjhmOOz14cr5RRcx9aV/P+QKkgr1Xv3r09XrZsmcd8/mOdozFpFtc7kkGSWsZG8stPnz597PLLL7cHH3zQ3nnnHRs4cKAdd9xxtt1229m7775rDzzwgL322mu2zz772Je+9KVMAwohhBBCCCFEa1NR5q4+ffrY1772tY9sV14fIYQQQgghRNFpvbTFibT2km8k/4ic0iidodSNS+u77babx1zGpPsGlxIpC+JSLY9jFsveKIuhU9r06dM9pgMboZRhv/3285jLpIceeqjHw4cP95iym2hJtpyMj+VmOdgedPDhUiyXX7lUziVgLhmnZBOOlujzv62lzxbR3SoqUzQGGLNPRm5q3B459USOVNyed5FhOSh149igMQvldJRj0qmG+3P8cX/WjZII9j1KGbg9X0/2UZYvkvywnnTbobsVx8aZZ57p8W233eYxHY8iRyJSz/HQHtytovZgn+Q+nEN535g3b57H7Ld77723x7zOHAOUapnFrkqR6xrLF/XRSKbK/h3Vn+M+Gt/5ax7dg3ksjjnGvNdSBsoxNmTIEI8pl44cKVuir7aH8ZAC68m+1KVLF48557J/U2LGPkIpfK9evTLn4zWdMmWKx88880zJcrC9OcfznsA+xvHK56X+/ft7zGck1iFVGsj24DMcHdhYb0phOW+wLXm/o8ybsI35nMZ5gvuwjXh8s2w7lTJQM0uTw1U6HpIND4QQQgghhBCiLaOXHyGEEEIIIURDUHjZW1NTU6su70ZSAZaJy+azZ8/2eNSoUSV/G7k+0bWHSUGj8nBZ3iy7xM/lQzp8jB492uPzzjvP4xtuuKFkOQ455BCPJ0yY4PH+++/vcZ8+fUqei84n0XJwnij5HutNCRyXUHk+Lu8ygWCUlC8iZVm1nv2ziFKGlHpHTm6RzGf9+vUeU7LCfkt5I68tj8n+wn3yRIkT2R84nlgOutbwHBzHlB9Q+srjsJ6UkpWT0URtE/Vdyp54rJkzZ3pM+Splqn/3d3/nMZ0qOQ5TxkytfbiIY6BSUhI5co6iExXlKExgy3mMv+UcGPXt/Lm5H68p2z4loTH34Rwf3R8jGWd0zHIJENkvo+NG9w3OLWxvSqfp7kWJVFTW5qK9jYeoPuyvUeJQJmmn9JPXM5Jd551lmaiTsuBIbs1nMpaD/YSfJVAyxn514IEHljwv51zK6liG/KcOnMspXWN/peSOcGzw2ZGfX0RuxLyelLrx3sfjU2pNeZ9Z9vrmpeulzkdqGRta+RFCCCGEEEI0BHr5EUIIIYQQQjQENcne3nnnHXvppZfsrbfeKrksxWRt7YEU155Zs2Z5PH78eI+5XEnnC0L5Afeh9IXLu/llXP4/96OjGmVvdHqibICuIaeccorHI0eO9JiyHS5bUqbBJVDWjb/NJ7+Kkn4Ryit4XMqt2H6UM/HcXOpNSeopt7e43lzipiSAS/Fc0l69erXHlJKxL6U4nZVz6Yt+HznSUHZB+SaPEzlMkShpJOsZJa7LJ5lk+aK6sm6U8FBewHJPmzbNY+ZjGzdunMdHHnmkx0z61xJub6SI46EWWB/K2Jj4mvNY5DTIsRTJNfPXIZpPq5njSu3D8kWyN96jOB449iivyZc5RYYeJVbmmKOsiPMVZUSUKlHOHtESfbU9jIeoDozZv9ln2B/o5Ma+R0k1pWrcbma2cuVKj6PPCSJH2MgVkX2XzxrcTrkePx+gxGzp0qUlz5t/duRxea/l8x/7dyT/5v2Bsre1a9d6TJk3n504X3FMU/bHccV7v1n2+rJMlSY/rXQ8VPXy88Ybb9g111xjs2bNKpu59aabbqrm8EIIIYQQQghRd6p6+bnqqqts7ty5NmHCBOvfv3/ZXC1CCCGEEEIIUQSqevmZP3++nXzyyXb++efXuzytRspyf0rStyVLlpTcTseNSH7AZcJBgwZ5zGVLLivmZW+RKxWXErmczORhZ599dsn9mSArcmmjvIaSOS69su2YxC/fFvnEfFvhCiNlDVz2ZXvwOHRGousIl3d5PVnWaOmVtEe3t0rHA/tMdN0pFeA44XXo2rWrx1xmj2Q0kfObWewcE0kWoqSolMBFTkJRP0lxt6Icp5y7FcdfJA9gnSOJAxPgMabM5/TTT/eYyZAbdTxUSkrbcC6i1IaJTSkp4TWM5EKRlCVPJGOL+jT7aLSd/ZNlimTb7Kt09yrnLsjxFDl3RkkTWWfKQ5cvX+4xnbjoYhrJT6Pr0Fy0h/GQ4oQYJcBln+Z9nXIwSrL4Wz4fmWX7CZO/89x8nuFx+azGfsJnKsreWH+el89CBx10kMecD8rNuXzO4VzBZzJ+isBysxxRWekaRwkurwPLwE8dIkfT/H2az221yG4rpSrDgx122CFzkYUQQgghhBCi6FT18jNu3Dh74okn6l0WIYQQQgghhGg2kmRvzz//fOb/DzvsMFu0aJFdccUVdvzxx9uee+5ZUq7B5cCikyJT4NIblyIpmaLcjPtziZFLhlFCtm7dunlMmdeaNWs8pmNN/tyUFETyIZaDDiTRcbgczDoT1pNLoNyfy6GUFOV/H8mBomRorA+XfSkvOeqoozym6wiXXlMS/bV3d6uUJeeUZKO87pQNsO9yaZ19g2MgRdbAcWIWO8cx5pI9z8FyUwIXEcluuD2SIZVLHBqNAcaRVJT1oUSEx1y2bJnHTNZ36KGHeszxw/knxSGx3H4RzSFxaAlS5DzRnMu+y/stxwn7JI+Z7/dbieTV5cpHonHCMRr1yUiKyZjjMzpmvmxRW0Zy0ciRkuWjCxj7GCW4HNMpbpNye0sjup6E142KI85L7Kt83qHLGPuYWVbGxd/QhZHySD7PsNx0bONY5DMFY8rvImdQXls+4+QTeUcOwZS6RU6ndCBmzG/4WQ4+L/G8Kfd4jnu2qVm2baI+0Gpub5dcckn4twULFoR/k9ubEEIIIYQQoigkvfx84xvfaO5yCCGEEEIIIUSzkvTyQyeMRiNF6sSlOsq4Ine0yCkjcnLjci3dQShlMcvK0riUHy33U85D+cvkyZM9ZpIrLvtyaZj9g4m6uHxKRx3uk5dGcomXS6spkj4uv0ZJAE8++WSP6XTFxI/8LduruSQORZQvVJrYlPuwn7Cv02mGzmKUvVGuyP4ZyWtIXj4Wua5FjlEp54uW5Sl3YJ+MHIxSnN/yv4+IrgnnDY4NlpXjm32dkhI6T65YsaLk8Ul7HA8R0TiJkmBzf/YT9gc6TEVSN0pH2IcpfSknp4ySf0Z9nfcpjp9o/xQJE0mRGufPzXLzN1G9o3aKZDe8x7HckTypJWhLYyOi0oTinJeZ2JQy3fvuu89j3tf52759+2bOR4kWxxn7T/Q8Qskq5ZE8DiXCq1at8phqKTr58rcHH3ywx6xzvu2icUZpHc9BKTnrQKI5hG1ByWCUlJjXkM+jfD7I16FSt7daqMrw4IMPPsh0nDxvv/12st5YCCGEEEIIIVqCql5+rrvuOrv00kvDv1966aX2u9/9rupCCSGEEEIIIUS9qSrJ6VNPPWVHHnlk+PcxY8bY9OnT7Utf+lLVBSsi0dIbl8QpZYjcaCirooMGXX64natolInlJWNMIMelX5abUhVKXq699lqP58yZ4zElY1yGXLx4scdz5871+Mtf/rLHw4cP95hSG8rh8kvR++67r8eRfIHSqCj5KRN+sdw838iRIz1etGiRx2yXejmLlKOIDj6VJrBk/+YSNyUllAccccQRHnMJnQlPuVzPa0vpZ+SslidypiuXVHQrkayMx4xcdwiX+7lyTgkT5w+zOIFl5CTJ8c02iyRZHCeUSlDyM2TIEI/vv//+kmWo1f0wRdZQlLFBKnUJpbyNsmX2AY4ZJsfmfSNyHi3Xn6M2TpG9pYyTSHoWJaVOkY+V6xeRzC4aMxwnjCnpozQ1cr1KKZ/c3ion+pSATmRMBErmz5/vMZ3OOMbKSexJlJCUTnNM/s4xyjpwDqWkjS5ofM7jvY/ytCjhq1maUxrneMZsy8i9jTHbj9sjt0SOqxdffLHk9jwpslhSixyuqpWfzZs3Z/T7eTp37vwRG2YhhBBCCCGEaE2qevnZddddM2/XedauXRu+VQshhBBCCCFEa1CV7G3o0KE2efJkGzduXMa1yexD6dbkyZPtsMMOq0sBi0S09MalUcoaouV0OpdRavLEE094TPcSLr///d//vcdcDjbLuoLQoal///4eU3bwP//zPx5PnTrVY15TLr9ySZLSHsr1fvWrX3n8mc98xuNRo0Z5TPkTl5LNYgepyJWLbcll46VLl3rM5WC6WLFdeN5IWpCS8LRRYRtwaZ0SQrr80c2G7jdcfufqcYqsJS9749J8tJweucBFEgISLbmzf0b9mXUr5wJHyVDkQBclWI36LutG2QTLweNwXqlU/pRKWx1Dlboi8lpR4kjHw8hJKXJhYr/lefPykpQ25j6RhJLjKkr+GUng2L8p4Unpt/lzkKiNo3Jwf/b7yEk0ksmljIdaaZR7TTR+KL2n4iglgW2UENss2795DsrVeN0pb6NTGsclxyLl2fwEgElRKSnmMwtdgxnTbdMsO3/zfGwnSuvouss6HHDAAR6zXTgGuKARuSXy3s/tnNPy91a2caWJi2sZD1W9/Jxzzjn21FNP2T//8z/biBEj/GK+8MILNnfuXOvYsaOdc845VRdKCCGEEEIIIepNVS8/e+yxh/3whz+0iRMn2pw5c2z27Nlm9uGb4dixY+28884r+02QEEIIIYQQQrQ0Vb38mH1oanDhhRdaU1OTuxh17NixzS7LpiylRUvukXsSlxt5zJUrV3rMb6f4Wy75HXPMMR7ToSyfpIrLo5GT0C9/+UuPH3jggZK/pRSNL7Fc7o+kBZQ53XjjjR7T6eq0007zeL/99svUIUpMSVnIU0895TGdRljPWbNmeUzJBqVuXN5OcelLSVxY7m+Vul6Vk3+0FinuRnTj4zI7pY+Row6X1ilFoJNhSjLF/HHZByiVpOSFy/SRQ1V0bSmpiNxyWB/uX+46V5pEkkROhZQecVxyO8vBeYZtyvEZnTd/rEop+niIYPmia825lc6GlO9SphslEIzaolzCXPafyC2OYzHq0+UcFktBuUzUh3nMWpMbprQN+zHnGcqIonq2tANoW5XAVermyL7Bfhjdmzm3Rt+bU3pllnV+pZNZ9GzD/hBJkFnPaExz/PB57tBDD/WY0jPeo/icZpZ9lozmByawZ8z5nmNgzJgxHvOzB7Yr5aEsK9uL+5RzWI3kiynPGrWMh6pffnjCrY3SlgajEEIIIYQQorGo+uVn06ZNdvPNN9u8efMyKz/Dhg2zs8466yMfsgshhBBCCCFEa1LVy8/atWvtsssus7feessGDx7s0qV169bZtGnTbO7cuXb55ZdnElYWnUqdcLjcFskAuIRHSRvlZkwQyqVBJoj9/Oc/7zHlbHn3EkI3qZ///OceP/LIIx5zGZfLmzxHlPyK8DrTgY6JrR5//PGSvz322GMz/9+jRw+PKZHgkjWP9cwzz5SsA9ubji9r1qzxmDIsOrmkLKumLrdWuhqaIrksygprJFNgWZ999lmPOR4idz326UjmlbqcTokW+xLlm5RK8rjcJ3JcI9weOUzRtTGSIOXHGI/LulKyELm9Ua6X4kzHevI6pCR7JLX2z3pJRVuClPEauZ1xrmR/o7wkum7R3B/1vfyxonEWSUV5rEgWlCJtisZk1F75evL/I3lcitMet7Pted/gfY3zFeeM5upv7UHqRlLKzX7IeYn/kB5dwyiJOqXt+TJQzstnB94H6MZL+Rmfkdh/mFz+tttu85hyM56XiUbpkMw6c8ywPmZZlzZ+QkHJHfs0E9jzkwHK51gOXgdK9/hsx/7JZy0+g5brw7U8e7e429vEiROtQ4cOduWVV2YeVs0+/M7l8ssvt4kTJ9pFF11UdcGEEEIIIYQQop5UZVK/ePFimzBhwkdefMw+/Jf78ePH26JFi2ounBBCCCGEEELUi6pWft5///3MMmOeHXbYIXQCKiopS/aRVIVOI0wQSmcOyn8oe+NSJZdemRSLx+GyP12rzLKJSn/729+WPDfd1biESuehlMRt0fXnMinjaOmVy6dm2XozuSKXgY877jiPBw4c6DGlCU8++aTHjz32mMdclmX5IsejKAFXPhllvWgPEge20+LFiz1m29NdL5JTsu25T5SUkPvn/z9KFhkliIzkNdHYSHFfI1Gd81KlKAlrlCwycvGKXJI4t0QJWaNzpUhC83+rlJTxUESJUIorIPsuJXCRjJH7c+6PJGP568lzR/0+Ond+bG2LcpLsUseMrlv+OCkyu0iCGjlJRTJYth/Ha+TeF5WzGqK6FaV/14vomYr9kM9XnK943Ti/U85OWX3eHZfPQiwH5WDz58/3mM9II0aM8Jj3o2uvvdZjOs6yr1M+Rnka6xA9m1HSZ5aVZvKZjIlU6WR35JFHekxnXrYFn7UeffRRjydPnuxxNKcxCStdX3kPKfesXWmfrmU8VLXy07t3b5s6dWrmYWYrb7/9tk2dOjXT4EIIIYQQQgjR2lS18nP22WfbFVdcYd/+9rft6KOP9rfPdevW2SOPPGJvvPGGXXDBBXUtqBBCCCGEEELUQlUvP4MGDbJLLrnEfv/739sdd9yR+VuvXr3swgsvtEGDBtWlgC1Fpa5CXBLnkiGXG7lcu3HjRo/pXMZj9urVy2Mue3JplG5lXJI0y0q9uCQ8ePBgjyn54TIpyxFJFiPnnBRJBGUDkYzGzGzVqlUl92Mbd+3a1WMmKmObUUJImR3LyvpE7iW8zpEEqZ4yn7YqZYgcmp577jmP2Y/prseY4yRyGqQ0havPeelZlIguSrTIaxolNYxkkJEcLHLBI+WSd7IckTNbJO+LXOrYlpRNRG50lOayjZpL8lPpXJyyT3MlS61UlsdrRSkw5zFeH84/nA/ZryiBS006GpU7mh+jNov6OomkotH1iWR4eaKyRr+J3CM5dpn0NxozUX3qOXcXUcpZL6L6RPLiKME19+G9n5I0SuDyMtBofmS/4vMWE3bzOY/PLHzWYD05z7K/UWI3Y8YMjw8++GCPKXvLz3vsl9yP2/ltPtuDcj0elwnlFy5c6PHDDz/sMd3uKGGn2x3npWgsmaVJZCNa3O3N7MMH6iuvvNJeffVVf6jp0qXLRzLQCiGEEEIIIUQRqPrlZyu77767XniEEEIIIYQQhafql5/XX3/dbr/9dps3b15m5WfYsGF26qmnFv6FqFapUiT7iuQvb731VsntQ4cO9fjMM8/0mMk7n376aY8pmaO0zSy7/EgpEc8XOZxFDlqM2UZRQsRIHsDzsm/kJQr8PWUhTJhFKRWXh0ePHu3xgAEDPKYEk04mrPP/r70zj7aivNL3RzpRY1QEGRVlRgaZZBAUBMQJnOc5xjYdYxI7difm59CaNmmjnY4m3R1NJ3FKcB5xwAEQQRQEZEbmGQFFBBQ1Ro3394fr7jxVnn38zjn33HvurfdZy7W2h3Oqvqr6hqq733o3pT2Ul7DdbCvPS1ruUYpsp9IlDjFyDF53St3oOkgXHq/ArCfL5HjLJ4vx2sTPvQLFhP3BK/zoSX44NmIKS6bxXBU9uUhMwWX2acox+FvK2+h4xHNB+aA376XbWiiFytU8+RTPY4zzUGybCy3e6LlKUUZCWSevFYufcv6h9NPrYyH40jBPSsTPvXPvScC8vuc5uXlum+nz60ndPCc3b3/sD953CpV2F0Op/a8+EnNsHKMsEEpZFQt8evc+fPUg3Vf5/7zulLQde+yxFlN+16ZNG4spmfekZHQ+Y7/ifSGd0ugIl0867Tkyevct/D3PMe9/eJx006VTHKVx3/jGNyzmes95LN96x7WGa5BXrDjfWlMIRbm9bdiwIfzoRz8K48aNC7vvvnsYNGhQGDRoUNh9993DuHHjwhVXXBHWr19fdKOEEEIIIYQQoqYp6s8Zd9xxR/jss8/CDTfckHhRM4TPn9JvvPHGcNddd4Wf/vSnNdJIIYQQQgghhCiVoh5+Vq5cGU455ZQvPPiE8LlrzahRo8LYsWNLbVudESOvYOqOqT7GlIUw9chU4re//W2LmT588MEHLab8i/IIpnRDSLqZ0GmDaUVK5WKOzUuTMl1LCUGMhIJxWtbD33B/lHkwLcvvUMLTuXNniyl7oxyOqV7K6mKKXZYqT6uvbj4xhS15nigDmDVrlsUsVEuXw5kzZ1rsufx4blhpYor1en3dGzOUE3jSM37fK4bLY8jnJBVTsNFz0mFb+TklIpRvcPt0veI14Xc8qV+5XK9i8MYuXY4o4+M8Vq52e25qlDPTzZLXhHMUP/ckh+y3+eZWz7XPc0HzJGPe+uBJMT1ZS4wzX/r/Y/qi91vCY+MazDWnXEWtY+Sb5VqDKgHvGHg9KQ+dN2+exVzved245ngy5RCS15T75prSs2dPi9l3uV2OSxYrZhFR9iXv1QPem3BN9KTPaWLkqJTT3X777RazICvXB86bQ4YMsZiyN69wPM8jzwWvVQhJOS/vwzxX4JgxE0NRsrfGjRu7FcpD+PxipW/MhRBCCCGEEKIuKerhZ/To0WHChAmJl7iq2bZtWxg/fnwYPXp0qW0TQgghhBBCiBqjKNlbVVVV2G233cJll10WBg4caAUlN2/eHGbNmhVatWoVqqqqwtNPP5343fHHH196i4UQQgghhBCiCIp6+BkzZozFL7/88hf+ff369YnvVFNJDz/5NLIxVYepQWQVYFpU0/GO+lS+79C3b1+LeS753gCtG6nHpL4yhKRG0tN8UuvtQV26Z2nNd4o8Paanw/b0zCH47wlRM0udPm0m165dazGPkxpT2myPGzfOYh4PtarcTjG670J12ZWu4455V8mz5pw6darFl1xyicV8P6tt27YWL1++PGcbqBHmftPW78RrU0x1e287hP3Ee1eA/cqz0c13zWNsrL13mPh9atRbtmyZc99z5861mFW+Y96jKtXqOsb+1+tvPE7vPUv2K+rVyzX2vOPhu0csYcAK9bT55XtY7Au85p49dRrP6pr92Ht/03sv07PzZXkBridst7ff9DHE6Pq973j74+dca3m+33333S/db2x7YuZQto/vg3GdKqVNlQ7PhWd7zTFzwAEHWOxZSfPeKf097103b33g9eH6NWLECIsfeeQRi9mX+Fu+j3z22Wdb3KFDh5xtS9+DeO8DsV/xPZ+rr77aYr5XTvje0ooVKyw+8sgjLW7WrJnFixcvtpjvp3fp0sXi3r17W7zHHnsk9sc+/eKLL1rM93+8dacUq+uiHn5++9vfFr1DIYQQQgghhKgLinr44V9yhBBCCCGEEKI+EP3ws3LlytCqVasvpKxysWXLlrBkyZIwbNiwkhpXCXjpfqYuGTNNSFkD5W3t27e32LPFpUzOk3LkI0bC4UnMPJtSz1bYs8/2KmfH2JKm25G2R6yGaV/KALhvygN5raZNm5bz+54tN3+b7/yWIp+pRKkbiUkze1IBpscnTZpk8ZlnnmnxIYccYjFlDbS9Jp71awjJ8eRZ6Xo20V5f9yq9exIzxtymJ4FLj+981e5zfe5JSin56NWrl8W0TKY044EHHrCY0pEY2VupfbjQ33vyLG6H7qMcxzxHMcdWKtwHyyI89NBDFp9zzjkWv/baaxZT4sv+Q2tfSkj4eQjJObTQNcFbB9nfOP/yc/YxttuTV3sWxOk2eXAMeVbHvO68p6HEbPr06RZzbMSMSVLq+tC9e3eL2QcoMYq9L6gveLbNW7ZssXjdunUW04aZ15wSZMq50vvw5m9vvufnnFv+6Z/+yWLew82ePdtiJg+OOeYYi2krTTiO068J8N6L6xd/M2XKFIsnTJhgMeXjPB7+lvezbDfPN2XEGzZssJjSOMr4KGcLIWmDzTnEk796cdmsrq+55pqEx/r7778fzj///MQNTTXLli0Lt912W0ENEUIIIYQQQohyUvSfuqqqqsInn3wS/Vd8IYQQQgghhKhLinrnpyGQL0XmSSE86Qxhevyll16y+LDDDrO4RYsWFjPFz88p+eF3PLldCL5czXO6KrQqtpcO9s6XJzvi9/NdB6avKV2jfCPGxYvpZzqfzJkzJ+f3eQxMK8c+6Me4+RT6eaVQaHVlfr5z506LH3vsMYuZ+mdF7VWrVlm8ZMkSi9nvPcllCL6MyXPI8Ry0YirDexIeTyITK2X1+oMncfBcIil1o6Mej4Ey0PHjx+f8jjcflouYceK5cHqSxnyyqlzbz/c9jxjHOrbpzjvvtPj888+3mA5Ld999t8U8TkpF6F6X7leeFNhrK38fIzXx1ib2zxi30VgnVs8Fi2ORx+nJ3jp16mRxkyZNLH7llVcs5jGkXVariemr+f7NWyN5X8Brze80BNmbdy54vihjmzVrlsWUVXG95/1Y+pUNzyXRm5s9dzi2lXPuWWedZfFxxx1nMce9J0XlcTLmGhpCco6j/I59g/JAjhO2g+OSn3PflNRSRs3Puf5Q1sv7WW4zDa8J2xHTNwqdo8svchZCCCGEEEKICkAPP0IIIYQQQohMUJDsbcuWLWH16tUhhL+n1zdv3pxwc6n+XiUSKynypGExEiumISkjYQHOQw89NOd2WrdubTFdM+h0xbRguqhjjFwrplBnjJuNlw72UsmM+Z10up6SIToDeSlQyhH4fZ7Lbt26WTx58mSLeY5J2lGlmmJkaIU6dFWi1K1QvFQ0ryHHxvPPP2/x6aefbjEdZehsxDQ++2p6HvKcqygN8hytiJdy5295bHTR8foq9xUrWfHkehzr/A7dgwYPHmwxxwnn6ttvv91izjkxco9yFQUtxS2Rx8nzTdlFzPgsFW9b7DMslP1///d/Fl911VUWUwY6ceJEi3lNeP3zuYxx3yRG5uuNE/Z7QmmP55jq7Ss9Nti+tAQo1284l3P8sU1Dhw61ePPmzRZTtu4VQI4pKhvr9hbjPtbQ8I455rzS+Y6uZJSeUSaYlr2x4DnHgydPjpFY8Rg8NzWvWCrnJfZzHkO6sC3HO2Vv/NwrLMz1ko6e3msWLBTNorLEK07rFY4NwXdsrSlXN4+CHn4efPDBL1SF5YIphBBCCCGEEJVK9MPPpZdeWs52CCGEEEIIIURZiX74GT58eBmbUTsUI2Xw0q/e50yJM4V+zz33WHzQQQdZ3LJlS4tZRIoxU4b50ocxx+ClDD0HthiHM0/GRlccT16UTul7rlmeWxN/z7Q2HXwof6GLFVO63Jd3bWtS5lNf3d5iiDkGyqp+//vfW0ypFl3JRowYYTGv4aZNmyxOuzCxHZ7c0+vflB1QJkfYJ7lv9jf2Mc+RypN0pn/vuZdxrmCR2KOPPtpiSiLogPTHP/7RYrpbeVK32iamL3nzsjcvxcgmSnV7y7etarw5989//rPFdHs744wzLKb0c+bMmRbnk4ESbw725lZPzuxJajzHQ/6Wxx/jApfv955Um8fDNg0cONBiFh2nkmXNmjUWe+OhVCl0MX2xmtooyltXeHO353LJQpksoplPJtmxY0eLOT9y3Hh9lA5n3j0P+5vnhOj1e87RlHzTNS0E/z6Rx9C0aVOL2We4BnuvTPA+6lvf+pbFL7zwgsU7duyw2JsnYvtqKWNDbm9CCCGEEEIIkQM9/AghhBBCCCEyQWaLnOYjJvXmpdiY3mMKkO48Tz/9tMXnnnuuxUxPMhXP9CTjtPsT9820bExRR09OEFPY1ZOnec4++WRvlAx5kgrP0YlpbDq+LF++3OJJkybl3E6h8ppSaWhSNxJz/thP5s2bZzGdrq677jqLDzzwwJy/nTFjhsXr169P7I8yB0/+wv7nyRG8vhfjTOgVj2OROM+JLL0PuhOxqF/37t0tpiMP90fp3iOPPGIxZT7eGK2ponKxxGw3Zsx4LlmeXKq2YbvZx+jAd8stt1h86623WsxCqJRXcwykJTX8f54/T6LmSXI8typ+TmJk1N6YTG+T65on6/MkapTwUEbLsfHoo49azH7iueOVSqH3EXUpQS033tziyfZ5nTlmeD3p6pd2d6W8q127dhZTAsd5nb+nFI2FcTkv77nnnjmPwZODeZJdb54IwXep43nq3LmzxSwivnDhwpzbHTZsmMUXX3xxzu1zDeGaFSNFzed+SMp9L6TMjxBCCCGEECIT6OFHCCGEEEIIkQkajOytXNKhUoor8bd0JqG0p3///hZTvkKnKzp/sBgeJXDp/RHPJYrw2JgOplzIc6uiw4kne/OkdOn28P9jpBBt2rSxmLIG7u/++++3mK4wlBHx+tSGE1tDc3uLKfrmfZ/9hK6ITNdT5sMCa5Q1LFmyJLEP/j8lC+zf7EtsKz9nsTr2dbabfdUr7sbt7LvvvhZTHpGWGlGCQekfzwG/w3ZT/nHfffdZ/F//9V8WUxpIiQePobb7YSkyCP7Wk5TE7KuYfcf8NkZGzGvIosyUZF1wwQU547vuusvitDMU5SlcU2IcTYnnhJiWbFbDfuVJ4Chh4zhJF/LmPE0JHK81v8M5ZOTIkRZTqvTMM89YTCkQ2xHjRlfM3O31B+/3xbi91ke888L+xnsCOo4tXbrUYs7L6eLldApl3+V9AYt/8t6LjnKcy71C657MlHj3TmwPtx+CX0CYx9q1a1eLv/vd71q8YMECi/fbbz+L+/XrZzHP9/XXX2/x4sWLLeZ18KRuJHbOLeV+OwZlfoQQQgghhBCZQA8/QgghhBBCiExQL2Rvte3E5VGKPImpQRZPu/nmmy3+zW9+YzGlLExbMs3JtG0IyVQs07WetMdLUXqyBsoJPCkdpQIxac/0d7hdpngpi2jWrJnFdLdiOnnq1KkW33vvvTm36bkfye2t/HiyN/Y3yrMokTnzzDMtZpFgOvyFkHTeWbZsmcUrVqywmK49lAKxTZS6eQXwPDcfFt5le3r16mVxixYtLOb4DiEpeWA7PAcoyjoprx0zZozFPE6vEF9dEjMGYr7jSV48F6/aGIeFzon8/A9/+IPFlHMde+yxOX/74IMPJvaxdu1aiylr5FrB31MK5MnVvD7DeZbytBhJI9eftLSbUj5+j9ulc9eoUaMs5lrBY6bjoTeOYyi14KkH11SvWHNDI0b2x2tIKOfifE032BCS55XbpYSO/Y/jwXMJpYyYcwvna64JnO95zPycx5C+/t558qSsLILdp08fi7kmTJ8+3WIWXF60aJHFXgFpb8yUOp+WYz5W5kcIIYQQQgiRCfTwI4QQQgghhMgE9UL2RmLkASTWcaKm0mpeO5gOZDp0woQJFv/xj3+0mK4cdIOi3KF58+aJfbz11lsWU/5C2QHTpmwr075My1JWxPQm07uUH3iFBT3ZRPp8UdpDORDdSOh0xe/T3euGG26wmCldr0BfbcjNYtxLGpoErtC0PKVKLFz3i1/8wuKVK1dafN5551ncrVu3xD4oM2vVqpXFvXv3tphSILr5rFu3zmKODbaPMgjGdP/heKV8lWOX8os03B/PGeUYdAS77bbbLH711Vct9goDe2OxLvteKXO559jnzXuxbSj0fNSUOxyvD+XSN910U874qKOOsph9PoSkbG7u3LkWU0rmySk92SD7Jwv3et/nWsS1guOH83Ja9ubN5RxnZ599tsVDhw61mH2AMlDKebwir966VipeX/T6cUN2e4sppuwVX6YEjnM3P6ecLYRkwU/ea3A+9uRd7JdegWKOKx4D76l4L0PZtidvzFeU2XPm5W/YvlmzZlk8duxYi2fPnm0x7/N4nN51qEkKdVqW25sQQgghhBBC5EAPP0IIIYQQQohMUC9kbzHprxjJRk3KOgr9vSd7Yxr7t7/9rcWUprCIHZ3OKPkKIZk2ZYGtd99912K6WzGlyTSpJ3uj/G7r1q0Wv/322xZ7xfMoIfCKQ4aQLFrKlHDTpk1zbpdSkF/96lcWz5kzx2Keb09uVdtkxe2tlHHJ/k2ZwR133GHxlClTLD7ttNMS2z366KMt7tKli8WUOLBfUQZBuYQnyeHnlATQqYfFFPkdr0+m5Q4cr/Pnz7f44YcftvjZZ5+1mOPSKz4c43JYKX2ylLmcc0tMcdHalr4W6mrHeXPevHkW/+xnP7P4yiuvtHjgwIGJbdE5kA5nM2bMsJiyNLp7pgtEVsP+TYdSjg26kHpSMro8cjyki5xy/RsyZIjFp59+usWUtfIYXnjhBYt5/FwHeY7LJXUjMX3AcyRsaJRyT8VrxWvOe5NXXnkl8XvK0jj38x6E91Ts37wm7KNeX/fklFwrGHuFUNPnyLvH4vjjKxDjx4+3eNy4cRYvX748574Zc9/eGpKvraUgtzchhBBCCCGEKBI9/AghhBBCCCEyQb2QvXmShZpyfqttmCalxIypyltuucXizZs3W/yP//iPFrOYWwhJlxKmZSlNoMuUJ+3hbymVYAqU32E6mPIFXgempSn/oUNQen/8DWUXlHzwPNE5j+0jtS2PjOmjlSIxKgeFFoz1XAE9xyMWL73xxhsT26KjU79+/SymA1T//v0t9mSW7IeeE5cnp6Tcge2mjI9SNfbtEEJ45JFHLH755ZctphyO8javyLDnHlSXRaNjiHGA8sYSr1taPpXr+/moqfNRynjw3OteeuklizmnX3311YltDR8+3OJrr73WYhaEpnPgqlWrLKacmfJnyknZD+nIyDZ58h9vzaEcKYSklJVFGillpcybhV4pdduwYUPOdnvyvnIRI+MnhboWNjRi3EOJN+eGkHT5Y3+ltNJz6/Tc4Xh92KcZcwxQluc5J7J/pucx9gGuCRy7nB8okd60aZPFnpObV8jbozak0zV1f6/MjxBCCCGEECIT6OFHCCGEEEIIkQkqXvbWqFEjN33GFCPT7yzk5BVFKxeFynkoCWCqk647lO/Qmeecc85J7IPuPnQsoYsIJWqUL3hF6bx0KOV6u+++u8U8NjrWUYKSz0WHTi1MRT/22GMW0+mKqVuvAFihDm/lcinx+oCXZs5X0Ky+U6j8kPC8sI9RRhNCCG+++abFTz31lMXPPPOMxXRFpKyBkhoWT6X7oeemxnmJ/ZmOOosXL7aYUjd+J4SkhMdzwvPkoR6V6OrmUUqbKEfxZG+VcsyFyvu8YqQsUHj55Zcn9vG9733P4rPOOsvi0aNHWzxs2DCL6RJFeQ7HH8cD+/rSpUstZl/ndeC6RAl3p06dcsYhJNcvjnfKX+kG+eijj1pMWZBXPLi2iZFBelLbSum7lYA3ftJrAuG/8X6LRVJ5f8H1ZMCAARZzDBCOUS/mmOH2+fpAvr7K9r3++usW09mQn/N+mOsGz19NuYGWq3/W1HYb7t2VEEIIIYQQQgA9/AghhBBCCCEyQUXL3ho1ahQaNWrkSoSY/urRo4fFTBMy5ZfPHaWmUmkx8gXCY6MbCWUtlNFQTvBv//ZviW3R1a19+/YW09HqsMMOs5hSQUrgKBfh+Wa61itW50kL+X0WF6PjSgghPPfccxazINf69estptTJ6w+V4oQTI92itIMpd8+hqyFQSqrcO6eew196u/w9+xUdoCgbYJ/2CsB5EkVPWsHPeZ3T48dzmiOUuhV6XitdOlOoPLKm3N5q+7yUcn14nOyH7NshhPDv//7vFtMZ89xzz7X4iCOOsLhDhw4Wc47yXBgJ159jjz22oHbnk3Fyfhw7dqzF999/v8WrV6+2mOMspuhtbV/3mHUqRpKUdWLW/vR6yr7FtYMyfvZLuu5Onz7dYvYrr7ApJZ503OWrDnyVgNukNI5tCCEpKaVkeseOHRbz2LwxV+h4qEvptNzehBBCCCGEEKIA9PAjhBBCCCGEyAQVLXv7Mph+p1SLxQope6uNlFyhhTO9lDbdPigt8FKYIYSwc+dOi+n6Qzephx56yGLKGuhuRTkczyXTwWwT98tUMl336Nw2Z84ci1esWJE4BroKEc85jucsxgmnNlK0MWlZppwHDx5sMd1bGrLsrVBirlvaCcc738RzzWI/Zh/j55SxeWPak6SxPZS4pvH6dFZcn2KOzbu2nCt5HSrd4Y4UWiSZUDoTQlL6R0kxHUQ9x0N+Tmc2FnukbMeTsTHm9aG0h65sLOwbQtL1c/78+RZ70lHGMeestvGuqXf+6lPfrU2KOS+cQzmXs+A75WpeH+Xn3v0c28Q+yfsafs7v816QbUv/G3/DseUVCPdcDmMkbZXSD0vZtzI/QgghhBBCiEyghx8hhBBCCCFEJqho2VtVVVX47LPP3NQWU92US9FNIzbVXY7UXSmuGUxJMq2aT8rjSeK4LRZNfO211yymFI3bpXSC2/cKc/IY2G5PRpR2C/JSvzwGTw4W4/hSDle/Yn7DuFmzZhZ7Eqt8hWGzQKnFaQuVj3kua9519yQrMYVqY4ssVroEoRzEuGfy/HnXx5OgxOyrLin0Oudb7ziXc55loW1vTfBkO4wpEfKcECnx9NxD6XpK16oQkhJrb22KoVKcQb3r5bUppohxFil1vHr3S+yLnrNsoXJk3r9QtlYMHE8x0muPSilgWiilzNnK/AghhBBCCCEygR5+hBBCCCGEEJmgomVvIeRPZdHhbdWqVRb369fPYqYFvQJU5aKmXDNipHEhJGVmXorWc97hdzyJGtO13L5XhJZt9eRsaWJkAIWmN8uRoo09BsLz1LJlS4u9Qpi10UfrC8WMn5pK38dI3QqVXNakLLNSJAjloJTCppyv6KrkbafSKVXq6MkrY4p/erJjrhWePNtbd2MkQunPueaTmlpf6xKvoDjvYbxivaJwvOvurbsxssRSikyXKruNcW/zqETJbwxyexNCCCGEEEKIL0EPP0IIIYQQQohMoIcfIYQQQgghRCao+Hd+0njaRFpdUxdMDTi1nNQnp79XDv1jTemNY981qakK8J5NoqcvLfTzYuzHK8HyN9++Ymx4u3TpYvGWLVsspqab1rGxdsgNlWLGTyVonQttd3o81Cf9dSkU+l4V8WxnaevvWcJ626l0irF+jznHHt766G3Hew/L2yaJvQ6FrgOV8l5DzDuh3vn23qsS5SFmbJTyHW/uKnT7pf6+0vtSKeuDhzI/QgghhBBCiEyghx8hhBBCCCFEJqh42VusLOq9996zeNOmTRYffPDBFk+bNs1iL+Ve6cSm+cqRAq2p38akemO3W+h3ahv2M9pY9+/f3+KJEydaXFNyRRFHbZ7j+mS7W9vUlDyJ39+xY4fFu+++u8Vf+9rXLPas+esrxcynhZ7vUqScNWn3XoqtcF0Sc+5pzU7b67RcX5SXUvpMTcksS+23ldLvS6Ec8lVlfoQQQgghhBCZQA8/QgghhBBCiExQ8bK3fI41lBRRLjR9+nSLTznlFIuff/55i5s2berukw5nNVXFvaY+J+WSaRQqb6tJKV05zp9HzPeLcXJh/6GsplmzZhbvs88+Fi9atMhiOrx5TnsxlNrHyt2Pa2OcVFqbdAw+hbr58HOOsU8//dRiur1xfdhrr70spjTOq+yeb9/lmH8qpS+Vg0Ln01h300rs9x7ebxg3btzYYkrdPvroI4spjSsUzUvlkYPVpaNgJZzXcrkryu1NCCGEEEIIIYpEDz9CCCGEEEKITFDRsrdGjRqFRo0aRaW8mAJeuHChxSeeeKLFvXr1snjVqlWJbe2yyy4W012FMop0276MmnKjqcn0aTnS+uVyMin3eSrlGuaTOFA+8+GHH1p8zjnnWLxgwQKL33//fYspx6TEoaaOrZhzV+5+XBvjpNLalNVj8Cilf3sSuE8++cTibdu2Wbz//vtbvH379oLbU+75pxL7EqlE+VilfV6MKysLXHfo0MHi9evXW1xTxa41L5WH2pa6xey70j4vhnKcV2V+hBBCCCGEEJlADz9CCCGEEEKITFDRsreqqir7rxqmv5gCpvMb5Q50eDvjjDMsvuGGGxL7ojyJBfG4XUrg6qo4Xk0685QiQShl3zXpkFMJbj7pz9lPmjdvbnGPHj0svuWWWyxmf6Ozj+dmWG4HwoZOuY+7NiQ/WcSTPtAVkWOGc/SyZcss7tSpk8Vz587N+f1i2pT1daCmvh/r0FXbMrtcFCoTzLc/9t127dpZvHTpUospyS+HbL2+zkuVMh5K2X5NbqvS1rjaoFBpnDI/QgghhBBCiEyghx8hhBBCCCFEJqho2VsIn6fOYtJZlAXRuW3mzJkWjxgxwuL+/fsnfj9nzhyLKZvbbbfd3HZVU4oTRV0WjiKl7KOUtsYeQzn2UVNuPun0LvvfyJEjLZ4/f77FmzZtsnjPPfe02HMXLJRKdMIpB/muf6F9oxxjq6Fdh5qcl0rZVqHXdsWKFRZ3797dYspSWRQ1LYErR5G9mtpOuc53bbTpy75fLpexchejjJXuERa+btGihcVPPfWUxZTG1VT7vM9rckzX5vdjj6ES7r1qwxGt3GtKufZb7uugzI8QQgghhBAiE+jhRwghhBBCCJEJKlr2Vu305jm8UZrgfc4U2dNPP20xnd9CSBY99QrfecX0vO/EpOQqURZTG5KFQqkEmVCse8nXv/51i4cMGWLx9ddfbzGlcXR4o5sPXaxK6UsNmWJkMTX1/SxSCeMwBF/mzDHD72zdutViFsSmvIiFUNPUJ/lLofuolGtam9TlsfHegTJnFrhmwVPej3hubzHUxnxYV/LIYr6v8VD/KcVRTpkfIYQQQgghRCao6MxPly5dQgilvYzGv6B07NjR4pYtWyb21bNnT4vfe+89i1mDhdsqpiaEaJjwL8whJPtMs2bNLGYf++CDD3Juiy+0lvulXCHqKxxzX/va1yz2Mj8cP/vuu6/FBx54oMXMCNXUi+VCpGFfZH9t06aNxeyjvXv3tjimzo8QWaVz587R321UVenVq4QQQgghhBCiBlD6QgghhBBCCJEJ9PAjhBBCCCGEyAR6+BFCCCGEEEJkAj38CCGEEEIIITKBHn6EEEIIIYQQmUAPP0IIIYQQQohMoIcfIYQQQgghRCbQw48QQgghhBAiE+jhRwghhBBCCJEJ9PAjhBBCCCGEyAR6+BFCCCGEEEJkAj38CCGEEEIIITKBHn6EEEIIIYQQmUAPP0IIIYQQQohMoIcfIYQQQgghRCbQw48QQgghhBAiE+jhRwghhBBCCJEJ9PAjhBBCCCGEyAR6+BFCCCGEEEJkAj38CCGEEEIIITKBHn6EEEIIIYQQmUAPP0IIIYQQQohMoIcfIYQQQgghRCbQw48QQgghhBAiE+jhRwghhBBCCJEJ9PAjhBBCCCGEyAR6+BFCCCGEEEJkAj38CCGEEEIIITKBHn6EEEIIIYQQmUAPP0IIIYQQQohMoIcfIYQQQgghRCbQw48QQgghhBAiE+jhRwghhBBCCJEJ9PAjhBBCCCGEyAR6+BFCCCGEEEJkAj38CCGEEEIIITKBHn6EEEIIIYQQmUAPP0IIIYQQQohMoIcfIYQQQgghRCb4al03IB/f/va3w4oVK+q6GUIIIYQQQogKpXPnzuH222+P+m5FP/ysWLEizJ8/PzRq1KiumyJErVNVVZXzc40HkUU0HoT4OxoPQvwdbzx4VPTDTwgayHWBd87ZuQr9TqEdU6jvC0E0HoT4OxoPQvydQseD3vkRQgghhBBCZAI9/AghhBBCCCEyQcXL3qqqqpTerWU8idpXvvL3Z+XPPvvMYl4fXavyECM5FCIraDwI8Xc0HoQoDGV+hBBCCCGEEJlADz9CCCGEEEKITFDxsjelcCsHptYpgSOUw8mKs+bQORPi72g8CPF3NB6EKAxlfoQQQgghhBCZQA8/QgghhBBCiExQ8bI3Ufv8wz/8g8VMp3uSNkrgdtllF4s//vjjnN8XQgghhBCiLlDmRwghhBBCCJEJ9PAjhBBCCCGEyASSvYkv8Le//c1iyt6+9rWvWbzXXntZ/Omnn1q86667Wvzuu+9a/MEHH1hMWZ0QQgghRF1BWT5j3qt4hd297ciBr7JR5kcIIYQQQgiRCfTwI4QQQgghhMgEkr2JEIKfovWc3Nq1a2fx2rVrLaY0jt+n7E2pYSGEEELUFZ7UjTFfAfAcbimHk6S//qDMjxBCCCGEECIT6OFHCCGEEEIIkQkke8sAlJZ5xUa9tC/Tu7vttpvFzZo1s3jhwoU5f0sXOK9war52CCGEEEKE4EvmKT3jPQtJ33f89a9/tfirX/37rbB3r8LvUN5PadxHH30Ute9qYu67vM/T/yYKQ5kfIYQQQgghRCbQw48QQgghhBAiE0j2lmGY3v3kk08sZkqX0jWmXJnGpZMbU8NMRZOYYmFCVCIx/VVSBJF1YqTWQhQK+xVjTybG+xfe14QQQu/evS1u3769xfvvv7/F++23n8Vt27a1eO+997Z448aNFr/00ksWz5gxw+I333wzZ5t438V7J37O79NBNwT/fGjMfTnK/AghhBBCCCEygR5+hBBCCCGEEJlADz9CCCGEEEKITKB3fjIArRiJZw+55557Wrxz506LaW/Nz7mdXXfd1WLaPsZWQZZWVdQmMTppjp8YC9IYW1Mh6pJyvB/g2fZ648Frg95dEN79gvc+D+dovhdz6KGHWnzaaacl9sF3flq2bGnxjh07LJ4wYYLFzz//vMXt2rWz+KCDDrL4xz/+scXbt2+3ePr06RZv3rzZ4iZNmljMUiJLliyxeOrUqRavX78+cQw8H3ynybMB1zvWf0eZHyGEEEIIIUQm0MOPEEIIIYQQIhNI9lbPyCcDiJHe8Du0qGZ6mGnchx9+2OK99trLYlZH/sY3vpHzt6tWrbKYKWAvjS1EbcAx4EknvCrhlBDw+15V8HwSTyHqCm/erSnpGscPx0nMdkQ28ayrifd569atLb7ooossPvrooy1+5JFHEr+55557LO7YsaPF7733nsWUvfGeZ4899rCY9z/9+/e3+Pzzz7d49OjROdtNqRtj3psdeeSRFj/wwAOJ30+ePNni999/32K+fuBJtbOOMj9CCCGEEEKITKCHHyGEEEIIIUQmkOytgohxicrnmsb0JisE8zdM3bJi8RVXXGEx3UX4fVY7Xrt2bc52Dxs2zGJWQV6zZk3O4xGiXHjVrzk2GDdt2tTiNm3aWMyK382bN7eYY2PhwoUWU+7pVfCOaXMIGiuiMDzpWfrfCKWfXCsIt+XJaNi/6TzlrUsff/xxzv3mk8DFyOMkoatsYq6P52LGfrL77rtbfPjhh1t83HHHWfw///M/Fj/44IPu/ubMmWMx+7E3f3PMvPnmmxZThkYp3cEHH2wxJXO8h+M4oQvcyJEjLeZaFEJyPeIrCmy31pDcKPMjhBBCCCGEyAR6+BFCCCGEEEJkAsne6hivGBVjplvpuMbUaAjJ4l4sMEp5AdOmp556qsWdOnWy+LrrrrOY6d1u3bpZvGnTppzbZ3zBBRdY/OKLL1r8zjvvWBwjBQpBLkEiN/kKIrIvEkoF6AZ0yimnWEzXQhb9JZQssOgv+/qYMWMsnjZtmsUcV3T5SUuV+D0hvgzPDSuEpEyTa0WrVq0s7t69u8VdunTJGTdu3Nhizt8cD1y/6FxFidCKFSssXr58ucVvvPGGxdu2bXOPgXDfbBPbIflPZeDN2ZRqsY+x77E/cDsHHnigxSwo+tRTT1n84YcfJtrBeZcSOhYw5f0Sxwll0fwt+x6leNwm+2S6TdXwvLCdvAcLIXmPtXTpUosp4xO5UeZHCCGEEEIIkQn08COEEEIIIYTIBJK91RL5XHiqYTqU8raePXtafNhhh1l8yCGHJH7fokULiymXoSSHMBXLdPLbb79tMZ1J2A5KEyZNmmQxXd2+//3vW3zllVdaPHHiRIs3bNiQaNPWrVst/stf/mIxj8eTL3hORTHF+kRlEzN+0jI3ytVYKI5SAfZpfp8OQ5QyeO3gODnrrLMsHjFihMV0G7rjjjsspuSH+w0hWazO698ie8QUFGUcQggHHHCAxSy6eNJJJ1lMhypKyTxnNsrQKM9h4UeOH2/+5Vy/efNmixcvXpz4Hl0VZ86cmfN7XO9ixrHkcOXBu9aUQVJ+2bVrV4svvPBCi+mUtn79eospk+vVq5fFlJKdfPLJFi9btizRDkrrjjnmmJzt+PrXv27xjh07LOZ9C++F+H0WS2UBUvZJ9vslS5ZYzKLwniw1hBB69OhhMV3uXn/9dYt5PrwxkMX7ImV+hBBCCCGEEJlADz9CCCGEEEKITCDZWy3hFYajnIsOIqeddprFxx57rMV0NWER0RB8mQJTxc8884zFlKh16NDB4tatW1u8ZcuWnO3bZ599LGZxSErm3nrrrZzHQ5c5tiGEEBYsWGDxrFmzLKaTycaNGy1+9913LaYcg+c7iyndhkbM+GEfDiGESy65xGLKH9hf2WcoR6BboifFpNSNDnKE44RSjt69e1t88803W8wCw+l2UFYkCVy28cYD+wUdC0NIypApeyOrV6+2eOXKlRZzDfFk1JRocg1hMW1+Tpkp5UKdO3fOGafbzbXppZdesvjOO++0eNGiRTnbmi4QLmoGr7A05ZG81pyXL7roIovZd3kvw0LrvIbcJsfDNddcYzGdBkNIytIIZXmUtFGOSdkbJWqU4rF/ct98pYHbZ1+lxI7jasCAAYm2UrLKe6zZs2dbPG7cuCC+iDI/QgghhBBCiEyghx8hhBBCCCFEJpDsrZbwCphSEvDd737X4nPPPddiymuY0qUEJ4Sk5Iwp11//+tcW02mN+z7zzDMtpjSBaVxKH3gMlPbQYWjevHkWs1AZj4FuLyGEMHjw4Jy/mTJlSs7trlq1ymLK4SiHopzJK3onaVzlQWkP+yH7GN3aKHEIIYRDDz3UYrpPeYUS2b8po6GEgH2G45IyjSFDhlhMmQaPp3///hb/5je/sfgXv/hFok2PPvqoxRzvLKzHvq5+3HCJKYjNOfPf/u3fEr/neKBUh0Uh6ZrG9YR9jDIcukdxXLIINrfJ+Z7jgZ9z+1xbQgihffv2FvNY6bBIafiNN95oMYsMe3O/nN9Kw5Pj8lqfc845FtMFlnIwztF0K2M/8foS5XC8nmn3QzqiUZbGPs1+Twmy53LINlE+x/sXz62UbaUTHYvCP/DAA4nf8NUCyqp/8IMfWEyJHtcytjuL/V6ZHyGEEEIIIUQm0MOPEEIIIYQQIhNI9lZGmE5nypVSmB/96EcWn3LKKRbTyY3p1ldeecViSthCSKacKTvg9+icwlTvnDlzLKarG11HWMyUEhwW4eLn3D5T0Y8//rjFLOwVQrLAGN2A6DxEZxc6nFC+8fLLL1vM68B2SO5QeXiyLY4f9pEbbrjB4nTRX0oQeH05nugiOHnyZItZTJH9jRJKSoc4Nujgw/7JIpMcq5wP0rI3ytv+9Kc/WSypW7Zhf6ZM+Sc/+YnFlBCHkJR1Uoazdu1aiynn8aRh3nzqyVQ53vg5f8t1hn2bsuYQkusF5XRDhw61uG/fvhb/9Kc/tfi6666zmBI4zhNaE0rDK7hLGdegQYMsbtasmcWetJLb5OeeyyH3S0e31157LdFW3vPw9zH9oVC3TUrgKDcjXFs4NijZ5vGHEML48eNzbpevTVx22WUWc36gnI77zkq/V+ZHCCGEEEIIkQn08COEEEIIIYTIBJK91TCe1I3yFbqdsEgVU8MsJPf0009bfNttt1nMgqAhhNC9e3eLmZal1I3pVKZiKX3o1q2bxSzeuHz5cotZKJLtZiEwugVRAsdUbbrQGNvBdDflGDyXRx11lMX//u//bjHlDpQ48Pp4riui7mDKndeczk68tpS60aUnva1t27ZZTMcbOv5QxsZ+T6kBpQXsS5Tt0IGHcjj2VUpFKQVq0qRJ4hgoi6Xr0UMPPWQxj5t9mnOApHH1E09eQynmd77zHYuHDx9uMeWXIYQwYcIEi+mMmXbByvW5Ny75eaExt+85v+WboznOKAdnX2cxYY4luqGuWLEi5741ZkqD54/SR86/hx12mMV09uN9CmNeH/YfSuY4T/J+Ij0eKNHnHM9t8d6J++P32T7PhdGTAxJ+zjXBc4FLM3/+fIvpeHjEEUdYfP7551t866235txOVqSfuvsTQgghhBBCZAI9/AghhBBCCCEygWRvNYznkEOHqpNPPtliOnlQhkaZDlOgPXr0sDgtkWFqdc2aNRYzVcyULtOylAFs3bo15zFQ7sCUMT+njI1OWpQUvf/++xannU94rDweSnsoMaLjD+WELPLFc0GphGQNlQf7JPs3HWuYxvcK0oWQ7NN0t6KDFPdHOaVXAM7rk5TJsR10XZw6darFAwYMsNgrhBpCCPvvv7/FV1xxhcWUl3qyzobQv7MiwfCgpIZz4+jRoy3mvEd5EftbCMl5kH2U+/DWB0py2O8pC4qRtHkuhZ5rHD9P/xvh+jJz5kyL6ZpKl7FvfetbFt90000Wc11L71t8Obw+vL7sJ5yXY9z/eF/kzQeM+X1K3dJF4b0+x215cjp+hxJU9ntv/vXucYi35nCNSv8/pXh8JaJXr14WX3DBBRZzTZw7d67FdH5ryCjzI4QQQgghhMgEevgRQgghhBBCZALJ3oqEKU1PHkBJ2zHHHGMxpSx0dVu3bl3OfTFd36dPH4vpmhZCCI8++qjFnnSNkgW2mylduoYwpUtJBbfPmGliFialHM5LMaf/zZN88DstW7a0mMdGF7CRI0dafP/99+dsa9oprCHhSTErBbaJ14TuaKNGjbKYMk7KI+hGGEKy0O3q1astZp/mGPXaxPPHfsi2sk2UH3DMcDzwc0pi6dITQtIVrmPHjhb/+Mc/tvj73/++xZR5eEVeKwWvX3Jeyor0yJO5sL+xL9C1icWgX3zxRYvpdJXGkzN7a5n3uSc98tyqPGdCr4BkWoLD77F/U1ZFJzsWtjzyyCMtZkHxWbNmWUxn1UqfNysRT+7Iccx5jHJh3kfQvW/Dhg0Wc77nNeecvtdee1nMeZbfT+O5KnqyN/ZLr2hpzPaJNx7y9UOeV0o8eS5fffVVi0844QSLKZel46En/azENaQUlPkRQgghhBBCZAI9/AghhBBCCCEyQcPV+pQZLwXINCHlCEw3MnX7+OOPW0wJHFO3BxxwgMUtWrSwmK5VISSlPZQdeBIeL6VJeQ73zRQyHVs8+Rgd6zzpQ/o8erI8pmLpXkI5FL9POdNxxx1n8bPPPmvxO++8ExoSPH6vf3puPLWNVwyYxXPPPPNMi1nczUvpM05/z5NgeFII79zw+9648orv8XO2beHChRan++TBBx9sMV3h+vXrZ/FFF11k8c9//vOcbapEvPPn9Y2GXJQ4RkY9ePBgizkH0vlv2bJlFueT+XC7nrzNi2O2mXZerMabf7zt5zsGrgneeKXDHeVwlF6de+65FlMCR2fQSpRfVqITojd2W7dubTEl6ZzX582bZzHvQejkx3sk3kcRyr/22GMPi3n/ko98boPVePOV52zIc8FtUj7nFUX19pveLs8Tt8Wisn379rWYr2I888wzFtMFjm2txP5WCg13NRFCCCGEEEIIUHDmZ9OmTeHVV18Na9euDdu3bw8ff/xx2GWXXUKTJk1Cu3btwqBBg8K+++5bjrYKIYQQQgghRNFEP/x89tln4c477wwTJ04MVVVVoWnTpqFJkyZht912C5988klYsWJFmDFjRnjooYfCyJEjw8UXX9ygZQpe2pOf062K6d3rrrvOYqbW6eT29ttvW8zUP1P9/G3637zij7wmTI16jlteQVKmkLkvyu08POldCMljZTuYyr7kkkssbteuncWU2fH7vXv3tphyh3fffTdnmxqCsw/T/bzmPOa6dLjzpDZDhgyxmJIv9m0Wb6SbU1oi4zm5eeOBeM47XrtjnK4It8OifJSuhpA8bkrdOnXqZPHZZ59t8XPPPWcxZYB0Q6pEyQLPd5cuXSymtNeT8sZQ6ZINz92JjmbDhg2zmMfDAoV0xkofZ4ykzZPDxci8iede58lovHamoTOdty3Oa5QC0f2O6wYLDg8dOtRiuqdW4vpQif3Yk2517tzZ4rZt21rM+wgWhOZcTvdMzgG8H+GczvNCh7Z8/cq7vuxjHIsxzmw8NsZst3fv5K1L6b7HMcqxwXNGeeCMGTMs5v3pqaeeajELpHL8VLp7aKFE3/088sgjYeLEieHkk08OxxxzTKL6ejXbt28Pzz//fBg7dmxo3LhxQrMvhBBCCCGEEHVJdGpm8uTJ4dhjjw1nn312zgefEEJo0qRJOPvss8MxxxwTJk+eXFNtFEIIIYQQQoiSic78vPvuuwnnr3wccMAB4YUXXii6UfUNpig9V7I//elPFt9zzz0W0wWOUi2mKpnO5Hfo3BFCMqXJ38SkdL10NdOnTF1TnsPUK7fPNC4lSF5Bu/S26Hh32WWXWXziiSdaTNcsFrmkzKd79+4WU0pFdxlPwlQpEgcPz0WP8j5eQ/aRuoTnu1mzZhZ7Dm+8VosXL7aYx5wuiEgphOc+FSNj8yRthGPGc/zx9ptvPNChitAVj+9YfvOb37SY19ob33UpX/DaQXkX5b+UtcbgSd1iXJVqG88li4VNKXukwxvdnCjzSR+bJ1Hz5jjvnHlt9fbFcem1wRt7+aRKHIvcrlcklhLKgw46yGI6qB577LEWT5o0yWL2vUp0fqsUeO3odsu+S0k2+yvjGLiueRJI9p/03O3N5VxTvPUlRs7MezjeF3K98yTSXjFtb7yFEMLuu+/+pW2lpI0FtUeMGGEx+/0TTzyRc9+VsoaUQvTM36ZNm/DKK698qeVlVVVVmDZtWsKWVQghhBBCCCHqmujMzxlnnBH+67/+K1x11VXhyCOPDB06dAhNmjQJX/3qV8Onn34atm/fHlatWhVeeOGFsG7duvDjH/+4nO0WQgghhBBCiIKIfvjp379/uPLKK8OYMWPC7bff7n5v3333DT/5yU8S8qKGiJf2YyqWKcann37aYkrAevToYTFdQDwZANO7dOsIIen+RskL20r3NkpKuA+vaCllfNOmTbOY6V2mnClb2n///XO24b333kscA114vve971l82GGHWUwXK6bK6RbD9nXt2tViTzpT6fK2GLcqft6yZUuLKQH0vl/bx8/9sV8NGjTIYvaN+fPnW+y5YaVlDJ7E05MaeLEn+SnUrcqTYHA7nD/SUAK3YsUKi5s3b27xEUccYTH7gFdwuLbx5hl+3qZNG4s5d3mFAj2868DfVkoRVW98c+6ivHHmzJkWU+KcT3Lpne8Yuac3BnguvWviSZI8OU++/hkraarGK7pN2TbHCeVwXLPqsiC2t/7HFJ6tbdhWvibBdZ3X0Csazc/plMbPY2RYPEdpN1CuL5x3+Rv2H88pl+OPzp10SvNkoJ4rL+H204VaPVdFrvk8T2+88YbFdE0955xzLD799NMtfvnlly3mGKgUuXApFOR127dv39C3b9/wxhtvuHV+uHAJIYQQQgghRKVQVKGPNm3a6CFHCCGEEEIIUa8ousrhu+++G7Zt2xY+/vjjsNtuu4VWrVrllWw0NDzHG6YDJ0yYYPGWLVssZlFCFvyiWxndQeh6ts8++1hMR68QQvjud79rMQ0nmK6kOxrtyPk5U7RMuTJt7Lmg8FxQxtehQweL6WBEyUEIIYwaNcpiFjucPn26xXQ34vnjNVm0aJHFdB7k+fMKjFWi21uM1I2peM/thdentouceil6Fhnk9ZkzZ47FHD+8JvnS7zHFST2pgecIFiN786Q5nuTLk+SF4PfRhQsXWswivpTA0Z3xlVdesZhSwdrGO3+cZzy3pULHIs89pcacMyin5HxVG3jHw77K+ZDniBJnujyxj+QrOM3+5xU89Yi5Dp77YUxB1Xz7ill3Pbc3xitXrrSYBYNZxoNrFt0ma2N9iJEf1iXeHMfx2r59e4spgefaxGvlFThnYW5PYk8HOc6n3pwbQgg7d+60mK8AcFtst3etKUWj1I2f01GQLngxxUw5X1NWF0JyDMTISPmaAIsjDxw4MGfMouOPPfaYxd68XJ+c3wq6+9m5c2cYO3ZsmDZt2hfenfjKV74SOnfuHI4//vjEyRNCCCGEEEKISiD6raW33347/OQnPwnjxo0Lu+++e+jYsWPYddddw1e/+tVw1FFHhUGDBoW33nor3HzzzeEPf/hDOdsshBBCCCGEEAUTnfkZM2ZM+OSTT8J//ud/mmxg586d4Te/+U3YsmVLuPrqq8Nnn30WnnzyyXD//feHjh07hpEjR5at4UIIIYQQQghRCNEPPwsXLgwnnHBCQi+95557hvPOOy9cddVV4c033wytWrUKJ598clizZk0YP358g374idEov/nmmxb379/f4j59+lhM7T513LTZpBUwdbTUjoaQ1NJyf57en6YVfKeCOlS+L/Tiiy9aTO0oNb/UyzKm5vXII4+0OP3eEo+JVpR8B4q6X+p7eW54bNTzMqZutRLf84nB017T6pLaY0+fW9vHzL7KStNsB205aY/OPuxp40Pw32Wg9t/T0HsWyzHnjN+P0UPns3Cmjpvx+vXrLaYFNq3zeV45B1RKX/fawfPhXeuYbfIaUrvfs2dPi19//fWcbci33ZrCex+B771xHl+3bp3FvObeuz3p4/Fsgr3+7a1xMecipgK89/4PSY+HmHdevHd+ePxc71gige//cM3y7LrLBc8Z28E1ke+A1fY49t5D4rt1fH+K74PzHTWee+/9SL7nwneTCY+fbSDpd1y5RrKf8L0drjvcLn/LtqatqKvhfU2+8gzVeO+wcd1Mb4tt8sYf+zHP62uvvWZx9+7dLT7++OMtpjU238OqT/dLJFr29umnnyY6bTXVn/GGtFevXolOLYQQQgghhBB1TfTDT7t27cLUqVO/8JeXSZMmha985SuJAmwfffRRnToKCSGEEEIIIUSaaNnbGWecEX7xi1+Ef/mXfwkDBw4Mu+yyS1i2bFlYuHBhOOKIIxJ2zEuWLElU920oxKT3PMkLpRaULFC+Qsvao48+2mJa1vI8U3oWQjKtTwkYv0f5GFPRrBjP1C1T67Ti5udMq1IWedRRR1lMqR+raKcfknnOmCqmhJLHQLtGSt14/pjGXrp0ac59xcg0KgVPSsW0PlP0TN3HWDXXJF5bKYlk9W/2q82bN+fcDqUCno1uGk9S4dnlet8nnuTQw5PO5LOy5f9zXFImtWrVKospWaBk6r777sv527qULHh9ke2j2iCmrd42Odc1bdr0S7dT23MA+yHnR87jY8eOtZiSaspXvLIDIfgW74VaKcdI4zy7YW9ceftNX3Nvu5wTvDZ554bzTNeuXS3mWGL/KZfczNsW13+u05Rw1zbe+OC87llRc53i8XCdTssdq2E/4b1DTJmV9L0Gy4FQWsj7M0qveR+19957W8x1w3sdgPvmsfGezZNak7TsjdtK/1s1vA5eCYzVq1dbTNXWoYceajFdnJ977rmc269LGjVqVFBboh9+evXqFa644opw7733hieffDKE8PnCdNJJJ4Uzzzwz8d1DDjkktG7dOroRQgghhBBCCFFuCqrz069fv9CvX7/w/vvvh08//TQ0btw455PW0KFDa6yBQgghhBBCCFETFFXinSnMho4no/AqwDNdydQo06obNmyweNCgQRafdtppOX9LmOqmY00ISQkd5SJM5bOtdI5h2pgyKeKlYgldlSiBY3uYSk6nq+lYwnPQqlUri5lpZDp5zpw5FlMuwodxShxY4dm7zpUugSPsk6xW70kUa7tNnuyNWWIap1DOE+OUlv6Od01jrjVjShM86Zonx/Hw9pWuQs7xyrFC6QgLTvN8dOvWzeJmzZpZTMlUXRJzvjkfkEJd9LyK5JRLpd2gyo13DAMGDLCY8xvXDUqEiOceld4H8SRn3vUp9PscG6W4LoYQ56ToyZl5LjnOuI5SWkr5IaWSXENqEs+Bj86v7AM8Z55MrFA82VC673hya8Ycx3Qw5PkbP368xXQQ4/F47o+8P+Dc6N2npGVv3rbYNzhXUm7P42Qf89zeYmSZ3hjguUhf51j5dDVsN+8R2O5FixZZPGrUKIuPPfZYi+keynU6PV5rk6qqqoLub+qupUIIIYQQQghRi+jhRwghhBBCCJEJajfPXw/xUujES7nTmY1pT8rQKHXj99esWWMxJQ5MT6bdXpi+Z0qTMZ1j1q5da7FXtMpzwPIkgHSemjlzpsV0bqMELi2hZHqc6X66B1JCeMEFF+Tc1vTp0y2mw0mMCxqpFAlcocU1eb7rshge+w/bQVkiJVmLFy+2mNfHk86QfNeH7YgZ0zyXnnSPEgJvbHjXLWYspdvn9WPKSyjl5Pjp0qWLxXQzqkuZgic/ZD/h3OVJjb3zzWtI+RzPV6XIXXk8hxxyiMVcNzj3U7LD4yHpvuSN/RiXQ6+/UiIU05c8mWrsePBkp570ypOjsh1cNykd5/ihhJvSM89hqxi84qzpYubVeDJDz7nUO9+FSnZD8CW/nsMbC57Onj3b4mXLlllMWRnnN/Yxnu+Yc+/JXUPwpZkcW16/9OSXnpMm5+XmzZvnbKs3PvPJ3tgOzpvEW7M8SSjv4ShDHzJkiMUsTk/H3bpeTwq5v1HmRwghhBBCCJEJ9PAjhBBCCCGEyAQlyd7+8pe/hLfffjt88MEHOdOlLBJW6cRIVZhyTLsyVcM0KaUWlGodeeSRFlPq9vrrr1vMgqKUO3D76SKnlAnxN0uWLLGYriZ0MvEcljz3IKacPWnGW2+9lfNzpvHpVJVu07p16yxmWnbfffe1mBIROpMwhU75HbcTU7yyUtzeYmR5XlE1psNjihiWC7b1wAMPtJjnmAXW2Fav3fmKkcY4QMW4THmyjhj5YUwhVH6edhzjPMNryu2yr3M8UbZDqe3kyZMtjpFT1gZsB4+H80yhckd+nzIazleeLKhcePujLIhFfyl5Zt/gHMp5P58jp3etveP22urJhUiMC5U3dvP1Se7PG6M8TzwfXC85J3LtoySUY6ZDhw4WT5s2LZQbrzBloXhOad4aXIxsyZsTWXSc/ZsyQzqFsT9QJsY2ee6PPM5YGZ/nshlTBNprB/set8Pj9FzjYtza8rn6eccT87oGodRt5cqVFrNQfc+ePS1esGBBzm2Waz3JNy/FOBJXU9TDz86dO8Mdd9wRZsyYkfdm6sEHHyxm80IIIYQQQghR4xT18PP73/8+zJ49O4waNSp07do1U3V/hBBCCCGEEPWToh5+5s+fH4477rhw/vnn13R76owYSYXnLsMUIz9napDyLBbsZMqZLhv8nGl5zxEmfQxM8bOoKKV1dNyiLITbYfEwzy2H6XS6gPTo0cNir9Bm2qGE55IOdHSIoyMYU7R0zqMEjsVcKYEjMUUw80msyk3M/thWXhP2k9qQNnn7oHyjb9++FrMv8XpyLPEY2EdipAL5/s1zEPOKi3ryObYpRkrn9bG0nJYyB6+AHmEBQTok0u3Nk1rUJV7hUfaZUtrK7fA81rY7kXetORfT8ZJrgnf9eWye01cI+QsCf9nnxOu7bIcnT/PGbmwBVm899uZprp3sV5wfOR4oT2JbKeH3znFNzq3eefWkrzGyff6ReuDAgRZPnDjRYk+ym699njSXsjeeY67HnmthjCzTm3O9eTyf+6G3Rnr3fHShJJ4DKMcu78143xUjM00TIzuNgftgWyl74/0sCzE//PDDFnvnsdR1hr/35ruPPvqo/G5vu+66q2vXJ4QQQgghhBCVSFEPP0OHDnX/gi6EEEIIIYQQlUiU7G316tWJ/x88eHBYvHhxuOGGG8KRRx4Z9tlnn5zyATqkVDoxrlmUv3iOQUz10tWNRdLo9sFCo0yHeg5TlImlnS08xxMvjUn3jhEjRlj8/PPPh1x4xbbo5HLiiSdazD5BFzcef/oYmDbm+Sb8nDIpPpAPHz7cYh7blClTLKZ8znMw8mSGtS0X8tK5MYUC2WfKJfPxUtyMOZYoyWK/5/X0ispRHhErRfTGtxd7shji/dZL/XuyN6+d+f6NY5ryDzos8vOWLVtazOPxpCa1gddPvKKdhRYi9mSgnoy4JinUTY0OlpTUUMbIdnuuRrHST2/eiCmc6e3Dkwh534lxn0ufO6+tnvScsA/wHNO5y1sHKOeOKTBbDDGSPo+Y80q5EO9HCi1UG4LvUMmYczz7K53cPLma1yavqCfvCXh9SLov8dp5fY5SQc7r3B/bRxkb8eT83j2O5yacxnM8jJGRemOJ55jrCSWhdGvl+KnJew2vH9OxuHHjxhavW7euIGfEqIefq666yv032tylkdubEEIIIYQQolKIevi59NJLy90OIYQQQgghhCgrUQ8/lBA1VGJSbISOJYQSq169elnMVCLd1ygH436Zlme6lWnldDo8Rr7A71Cudu2111pM56HHH3/c4rfffjvnNukcQ3nAwoULLWYhPrYh7Vbipfi9NDtT3CyQuWLFCotZNHDkyJEWUwJXilSpNohxFeK55PmizLA2Co95UBLQunVrizmWKIHjNeHxcCx5n6fxHJo8CQ+3xVR6odIrT9bhyWvS2/dkDd5veK25b8o3PNlbbRPj1uV9PwaeY86nvLbedS6VQl3TKEPibznnetIzb25In8eYosHEk9F4+4iRannyGk9qnA/+3pNMeU5pXszxwJgOrXQercnxE+OSSWIcwbzPvUKwsefek6JRAsV7J87lW7duzbkdxmyf5+7ljQFvzU6743rrC/si503ew3jOgV6xXbaP8jHKl9mvSL6xGlOA2+sD3jpKKNHjdaOkkZJdFmUuFW+e4Vhs2rSpxStXroyWC4ZQpOHB3/72t8RNSpoPP/ywoEqrQgghhBBCCFFuinr4ueuuuxKZgjTXXntt+POf/1x0o4QQQgghhBCipimqyOm8efPC4Ycf7v77oEGDwtSpU8NFF11UdMNqG0+GwtQtU5T8fufOnS2mrGqvvfaymOlDOvhwm5RmMH3nOYLkS1Hz982aNbO4a9euFrNwG1O3fMfrqKOOsphyvY0bN1pM1zgW6PMcsDwHvRCS595LdxNeB0p+5s+fb/Gee+5pMYvNUnpF170YqVE+h5xyOMHFyK28VHelZGHZv3kuKSfwnLg8qaPn/BZC4VKQGPcbr8hgMbKdXNtJO1Xx/72+6LlbEZ772i7s6eHJAwt1e4vZvieLqm0pqzdeKeXgXElnLE9GE+uU5s0DhRbq9CRC3niIkZl6UuP0MXjb8trkjQ3PXZBrCJ2rKH+itIvFyMslkeaxFSLrydcOT8pbamFKT3LoSawo9YqZ37zr5hXP9VxC07/xoFTbW/NjJPn8Le/5eF/ozfX5ihN74927pp7M0CsiynPGe75OnTrljGmAFrMu5cM7Nl6TdBHsQvpsUavg9u3bE1q7NE2aNElMCkIIIYQQQghR1xT18LPHHnskXi5Ps3HjxsRfR4QQQgghhBCirikqL9WnT58wceLEMHTo0IQzWAifF0SdOHFiGDx4cI00sLbwUoNMV9LkgQ93dHg76KCDLKaki99v0aKFxSzSxBQoU6Nsj1dcK4SktIWZOaYl6dKxatUqiydNmmQx05uEKWrK2ygfo2sRj4fOapQTpJ1sPOeUGBc4xnQQW7ZsmcXsl8OGDbN4/fr1FjPN7Lnr5XNVKoeUJqbgYIzLTV3KfNg+7zp70s8Yl580+eQCubbryQDSLkHVeIVQPbmH15+9NqR/47k+cd+UBHh91DsXpUpeCsUbTzzf+SRQX/a5d47r0uHOk5fsv//+Ob/vOVLFnIvYaxjj3kZipG6e7M2ThxYjGfMkdF6f4Vj0pI9cd7lOcYxRzs4/Apdrbi10u973vTmq1DbFnFev2CpfK+DnMbJJz3TLK16aHveeDNS7x/LcVL1j9lw1GdNBzXvdwttv+v89ObM3tmLkjvyc94U8dwcffLDFY8eOLaht+fDa5Em4P/vssygXy2qKevg566yzwrx588LVV18d+vXrZxP3hg0bwuzZs8Nee+0VzjrrrGI2LYQQQgghhBBloaiHn6ZNm4abbrop3HvvveG1114Ls2bNCiF8nt0YMmRIOOecc/K+EySEEEIIIYQQtU3RdgxNmjQJP/jBD0JVVZVJjPbaa686LQRZUzCVRicqSqko+6KUiik5pjeZxqRzDGUNO3bsyLkvT3aTfsCkqxn3x2tS/aAaQgh33HGHxTSooJyHaUSeC56j2bNnW3z00UdbTFkZ2zB37lyL06lrzy3FK0xI0gVTq2FqmbIGyhWffvppi70CtjFp5RBqRzL0ZfB816W7lSc78Bx/vBR9jJwifR082ZvnDOUV7mN/8Aogs98y9iQ4nowv3/XxzgHbSskGv8PCep7LUSX02xB8x79S+m6lyEAJZT7Nmze3mNeT0quYgr75nNW8+cvrfzEFTGNcw7wimt6YKUS6kouYAquehJDrA9cmFgSntLRc0h7GHK8xks0Ydz3PiSvm3IXgz61eIVBul7JBT/blSb28OcpzDPWcy9J4UmVCJ0BvDvX6MWP2MW7Tu8fJl0jw+gnxZKqeJJtw/qHsjfeLnmtwqS6z3rXmPrx74xhK86ILn5/M6vdZGsKDjxBCCCGEEKJhUvTDz9atW8NDDz0U5s6dm8j89O3bN5xxxhmJv2QJIYQQQgghRF1T1MPPxo0bw3XXXRc++OCD0KtXr7DffvuFED53PnnppZfC7Nmzw89//vOw77771mhjywlTbExdMpXI1GDPnj0t7tatm8VMrTLtR1c3ynz4fUpW+PDIlGy+9Cy3S15//XWLH3jgAYuZMqTbkFdgy5MFvf322xbfeeedOb9z/PHH52wni5Gm2+SlkJmK9WQUPAZuk+nx3r17W9ylSxeLZ86cabHn3lIbzliF7sOTXXip4UKLG5YK0/28DnQ/5DFQqhVTtDW2AJznMuWl7NmXKIWhZMFzWfNci2K+E0Kyr3uyBkptKanlXEFXKm6zEvEKJRbqUudJInnd6lIGyv7GQtQcJ55zlScFyucc6Em0YgrAevOgJ/GMkSp5Ray99qSJcYsr1CWU++McxfWY18o7zth+5c1RnvOZJwn1iCmO7bUh3/F455jnjPcFvBds2bKlxSwu7sk9OV65lnF94LzMuZjSZM6TISTPJbfLPkDHWsqfPQdDuvryfs5zbWTMgsbePJG+x4uZ+7y1zHPpI95rDzwvdPvlfe4777yTc5uxeH2X15FzZaEU9fBz7733hkaNGoVf/vKXCevkED63DP75z38e7r333nDFFVcU3TAhhBBCCCGEqEmKKnK6ZMmSMGrUqC88+ITweR2ZY445JixevLjkxgkhhBBCCCFETVFU5ufTTz9NpOLS7LrrrnnT1XVFPhmRl8bk53R8GTp0qMVMdTLV60nUmKJdsWKFxUwZtmnTxmJKWTxpQQjJ9DDlZE8++aTFTCczlc9UMbfjudfRWY7uLcuXL7f4scces5gPynTHS78btmXLFot5zpjifuuttyxmKtorlsnzyu/w8169ellMNzriORul+1JNSeIKLeoY41xGakPy4zkpbd682eJ27dpZzH7oSX48Z5q0DMSTlnnf8SRw/A77Vb5Ct7mIKXKaD8ooeD44P1Bewn1wnqltuaOH1w7OUZR5lOICxu1zfqtLOJ/w2nKuo1zGkyDHyAFD8F0OPbwCjzHFTD2HMu+aF1qQN7bdxJMbEbaV14Hb5H1AjMSuGGIKahZKzDzjOfzFXgeux2vWrLG4X79+FnO+X7p0qcVc1+kmxvslT5bJscT5kPN1vvmD44z7pnTLk497xWO5lnkOZZSSsX3se9u3b7eY80QI/jiOkcB5Ujxuk+32joHjgfM1nfyKwZNgeu2oqqoqaL4oKvPTvn37MGnSpJwVdj/88MMwadKk0KFDh2I2LYQQQgghhBBloajMz5lnnhluuOGGcPnll4fhw4fbXxs3bdoUpkyZEnbu3BkuvvjiGm2oEEIIIYQQQpRCUQ8/Bx10ULjqqqvCPffcE5544onEv7Vr1y784Ac/CAcddFCNNLAmiZV7pF1BqqGrxSGHHGIx06xM9TEl99prr1k8ceJEi+nwceGFF1rMlKkndWN6NoQQXn75ZYsnT55ssVesjXI9rzCYJzdi+tQr1seU9sMPP2xxtTtgCEl5X/r/PYcvSqYos2PKnY48nnMe09UHH3ywxY8++qjFTLMzpct0dVpGEyMpKQVPjuD1E5672pY5cX/sYwsWLLB4+PDhFnfs2NFiXlvvuuUrABgjS4txB6PEk3MDx7dXQM9zIPSuQ7rv8Li5b27Xc1Jiv1y4cKHFPBdescPawDsHPK+e1LRQeD0LdcwqF55rWi5FRQhxEhduJ6YgZgh+v/f6CWNvjuZvPeme1/fySVdiCxx/GV77KCvi+OG559pcjCwvxmnNm7tqSvbm7bfUbfFc0mX2jDPOsJjzFQt4evIubpOSJ88Rj/NkPnkot+XJsxl70jDuj2sFZfUenrQ/pnhpPmKl4bk+9+S4XgFt3kd6jsPF4F07XrdSxkPRK1+vXr3CL3/5y7Bjxw57z6V58+YJa0EhhBBCCCGEqBRK/rPf3nvvrQceIYQQQgghRMVT9MPPe++9F8aOHRvmzp2byPz07ds3nHjiiRX5QJQv1cuUHlOGlDfxmJi69SQyTJPSbYlyte7du1tMOZjn9kI3tOeffz5xDLNnz875e0phmKKlqxJTnZ4sxJM4UKbB/VJiRwnT7bffbvHpp5+eOIYePXpY7MkLPHcVFkyjA51X6IzpUxZ53WeffSymex/3y/RubRSNLFQqEVMUtLahfIGOekxd0xWQ15/f4XXLJ3fxJDLcllf40XPO8xwcPUlbjOwtnysd5yX2XX7OIsucfzgeOP+QunR7IzFF+WLkOZ4MlNvxHKNqA699/JzyF+L1YeLJudL/7xVsjnHUiym2GlNAMaYAaez18X7jScZKcYTjGCum/3j92CvUynZ7jmPe9mOKt3tzYL7xFiPRW7ZsmcWUj3HtZDs8aaUn940p8EnyFWolMQVJeZ4o++J9h+cMmna4rYb3dtwX15xiHC+9fuW5NnpSY6+gvCfRK8WdM71dbsuTRBZKUYLnDRs2hB/96Edh3LhxYffddw+DBg0KgwYNCrvvvnsYN25cuOKKK8L69euLbpQQQgghhBBC1DRFZX7uuOOO8Nlnn4UbbrghdOrUKfFvK1euDDfeeGO46667wk9/+tMaaaQQQgghhBBClEpRDz8rV64Mp5xyyhcefEIIoVOnTmHUqFFh7NixpbYthPB56stLURfqUpIvpUsZG2UHlHRRrsb0HtNwdBkjffv2tbhLly4Ws+AXXeMoG3j33XctposbHbNCSKZZKfWKkTVwf14xPcJ0o5cypZSM53HTpk0WP/7444ntMp3KwqNeAUpK1LwUqOdSwuOk6wzPoyeVoCSLjn3p39SUrCbGlcyTStYlXpr9lVdesXj16tUWt23b1uIDDzzQYrqVedeEfS/9b54shn0m1oHN21+u/cbEJF082nNYbNGihcXt27fPud1XX33VYkoqPClZXToBxhTu9SRWXrs9p8q6lL15+/PklIwpR/bkbZ7LYwhJeS77CWVIXt/gtjw5Cill/vHkWfmIkTp5sipP4urJhQp1jsyHJ1HzHFdjJIHeuPIKlpeKd44XL15ssTf/0FFvx44dObfvXSuveC4/zzfH8PrGyLX4e95TeEVVeQ29ddqb9zyJanpMe1K8GFfEGLdEr39yzqDLLu/zvH2VUvg9hOQ5LkXSX5TsrXHjxu7CH8LnC3iMzZ8QQgghhBBC1BZFPfyMHj06TJgwIeeT+rZt28L48ePD6NGjS22bEEIIIYQQQtQYRcneqqqqwm677RYuu+yyMHDgwNCqVasQwufFJ2fNmhVatWoVqqqqwtNPP5343fHHH196i4UQQgghhBCiCIp6+BkzZozFL7/88hf+ff369YnvVFPow0+jRo3CV77ylShdsadx9LSGaVkeLQrfeecdi6kppO0xqxHT0tl7P4DvplQ/LIaQ1I6yfW+99ZbFfM9n/vz5FtNiMQT/PR/vXRieP+rB+c5TTKVgr9ox34uhjTf1tdT8hhDCzJkzLeY54/tDhMfpWSB69rKe9t/T2dOuk3an1PyGkHxHK8YS1NPeFvpeA/F07HX5vgPbsXnzZosffPBBi6+++mqL+/fvbzE14xwbJF0x3tOie++CxGijPf11+l2dXNvxbHfzvU/AfkypMd8b5PtqzMbzvUvP1r4ura69/u3FJOZz77p5+n5vrisVTzfPuYXXJ8aqmb/13oFLjwdvDHjjwXufgPvz2u2db44Zft97xyX9LkLMuxMx7/l472MQz1bZe0+wmLHk3Z9416HQdxxirK6LIcay/c0337R4zpw5Fo8YMcJirqNeH+N9TowVuXdt0+eO1zHmfoHXhPeLPAbum+fbW094bLzf8cZ3Gu/97JjYm++8c8x7O94/L1q0yGLeF5f6nk/M2EqPxULGYFEPP7/97W+L+ZkQQgghhBBC1BlFPfx4RZqEEEIIIYQQolKJfvhZuXJlaNWq1RckPrnYsmVLWLJkSRg2bFhJjauqqrL/qvFS5V5q2Es9UpIVQlLSxFQ+U4P8DmNKXmLSlfwtZV+U1c2bN89iphXZnvS18GQNJMYq00sVe+lkT0bjSa+YMmUqNYSkHIp2yIMHD7aYD99e+7zUcozVN68bY++ap+WHtHv0bGhjbFQ9m2Pvcy9FXaiUriaJkTM9/PDDFp9yyikW0+r6iCOOsHjKlCkWb9y40eL0ePPGvicpiZFMecRsh+1jH8kna2HfYmkBnhsybtw4i6dOnWqxdy5KtR0tBa/fs+968qxCqUvpp7cPyosp66SMhjHnH8/6n3NgWorpSehiLNi977BN3KZnk+1J94gnRU3/mydLIzFlATypoFfygNKeQu3XY/G2VegY8NaTUksheG3iueR91Pjx4y0eOXKkxQMGDLB4w4YNFnN+9EpVeFI1T8Iee+48+TznYt6DxNwTe+sDrwn3681X6TXOGw/8PKavx4x7vq7BuYWvZfC6xaybxeDd/xRKtNvbNddck7ghf//998P555+f8HKvZtmyZeG2224rulFCCCGEEEIIUdMUZXUdwudP0Z988knFFFMUQgghhBBCiHyUJy9VQ1S7N3ip6w4dOlhM2QDT0kx1MmVIR64QklVqPUkAU/zbtm2z2JMTUNK2detWi+kmR0cUfocSuFgJTqGSNn7Hq/Idkw71ZD4xVcjTqWimyukQw2t6wAEHWMxUNCUfdMDid7zUMq8JHbOYVqVMhaT/AODJAHjtWrZsmXPf3EeMwxtj9k/vmsRUl65JYiSry5cvt/iee+6xmM5vXbt2tZjH8Oqrr1q8bt06d9889zEOX/w+JbKeW5f3RyBef08S68kpQ0jK2w477DCLef44Tv7zP//T4p07d1rMMVCXUjfiuQpRFsv5oNB2e1Kt2pZ+Eu6bY33ZsmUWUy5OB09KSrzq9vnWCm8MkBiJlefu6bmgeRJpT5pD0uuP59jmSUo5nrw1znMMpYvr+++/bzHlWaW6vZEY+aE3d8VcN28uKtd8wP1Nnz7d4vXr11vcq1cviynvX7lypcXe+sXr791fxMqiOD9y/uE+GHNN8OSEnsydxIyBfO6HnrtcjIsp8e7n6GrXuXNni3mPRHl1jGNhLDH90nMyjqHozI8QQgghhBBC1Cf08COEEEIIIYTIBAXJ3rZs2RJWr14dQvh7annz5s2JdHL192oSL7XsOUAxJedtJ11cMwZKMChXi5EhsTDj2rVrLaY0hW3ypGGec04IfurSw0uzMvXvfT9GYhcje8v3G6bm6QLnObAw5rWiM4tXpHLNmjUWUwJJ+H3KINLH76W+2b6BAwdavGLFCotnz56ds60kxtmGfY8uLex7Xgq8XMQUj7v33nstphMQCyTT9Yxp+bT5yqZNmyzmnEBZDM8TiZHLcLzGSOC4TY4xyixYvDSEEA466CCLKcOhLOSaa67J+Xk5XNPKBc9Zx44dLWYR7VLcg2pb7hkD5+8JEyZYPGrUKIt5LiiLZv/xijKn3dQ8Z8gYvPm+UBkb4Xjw1rX03Oo5kXIdpZyQYyumwCPXihYtWljMccW1oiZd3YjX1wstdk0859qalH56Eive/zzzzDMW//CHP7SYRa3Z17nWxjiU8djyFUX1+gOlpp7DrVe82hsnMVJrb47yXI3Tv8nnkpjr954kn+OKrxhw3aV739KlS7/0GIrBk9Ax5n1eoRS0mjz44IOJauwhhHD77bcXvXMhhBBCCCGEqC2iH34uvfTScrZDCCGEEEIIIcpK9MPP8OHDy9iM/Hiyr2bNmuX8PEbiEZv292RsTH0zLUtpE9NzlGp5xU+9lCFjbiedPvVSzoVKHLx0I4mRTHmucYzTbh08NzEFST03P0of+DmlQHT8W7BgQc7vezKLfI51xHMHY/FCOr8VWtDOKyrH/klXRMo30s5i5SamqCWvyfXXX28x20q5a+vWrS1OFy7mtihTZUyJLsc3x/H+++9vMSUIlL3x3PM6U55E+Zwnr6G0LYTkGGIfvemmmyyeNWtWznaXUhyxXHht4rmh7IRyGZ574h1bTEHs2nZ+86QmdMOiDPbggw+2eMmSJRZTxukVOuS6FEJy/oqRgPH7McVCPalWTNHxmGLI6f/3xh/7El0/vfmHRSrpaMU+Q/kl+2SpLoIxxUK94rGl9F3OUbUxT/D6sBDzaaedZnG3bt0srn69IoSknDnGVTP2nsW7J/HuW7zx440T7z7P698xx5D+3Cv46cm5udZ6UjLOv5x/eDxPPfVUzn2VS17sjbN0Py5kHMjwQAghhBBCCJEJ9PAjhBBCCCGEyAQVXeQ0F0x/MYVXaNGu9Hdi0u5MK1KCwM+9QlieY5SXJvQkAfnSip7rSKFOT14a3EvFxqSii3EW8wraxRTr81zgeGye7M0r1leq5IDbZUwJXKGpYq+QJwuH9uzZ0+LnnnvO4rqURcUUZqT857rrrrOYbnzHHXecxWnXSf4/JbKUtlAeSRkN+ysdo9g+HoPn8hNT4DGfVGnu3LkW/+53v7N40qRJOdvhyQMqBa9NPMccD55zaMwxe3NXbbsckhg3rDFjxlj8s5/9zOKhQ4dazOtPSRH7UlrWyvWS3/PWUU/mw37szX2FytC9OSCfaxz3QakO+xLdID1ZUfv27S2m2yKlw08++aTFPN+eG1gxY69Qib53nxJT5DRmjStVBuq1j/dOjz/+uMWXXHKJxXR+Y8F3rtmeKyDPF2XHafdDr8/FOOp547iUOTemGGk+90PPKdcr9MoxwLmCrm7t2rWzmNJPrkve3FqTbm8e6T4g2ZsQQgghhBBCpNDDjxBCCCGEECITVLTsraqq6gupL6bVvJSmJxmLTenGpOlXrVplMdOy++yzj8WUWzEV7xXj9FKvXgGqfMU1PbeYGMkHt+M5+MSkZWPS+OnteI5OnrsKv8/9UcrBlC73zfQ7rycpRkJJeD54rXkM7A+efMrru97n69ats3j06NE5t++d09rAkymwTZSNUsZ37bXXWkxp3BlnnJHYBwu0cVveuPRclUpxPPSkcSzKSPe5yZMnJ35///33W7xs2TKLvfmhUGfH2sC71uxz++23n8V0D3rnnXcs5nXz8NwfPQlXbTi8Ea9f8bywll737t0tPu+88yzmXPLqq69aTBkn58AQ/HkzppiyJxmLOX/eeuqN+xgHuRCS8kj+hvcFPE7GdHA87LDDcrbpz3/+s8WLFi3KuZ2alA578vYYCWFNyd5qcjx47eO9GmVvdPE88MADLaYL3MyZMy32xg+vv9eH03jHHePq5v02xtUtxu0vXzu9cRMzRnk8dBzt16+fxXSVfOyxxyym9Lxc8vmY9TXtFlzQ9ov+pRBCCCGEEELUI/TwI4QQQgghhMgEFS17q8ZLB1PO9OGHH+b8vredYvbNFPwbb7xh8cKFCy1mutYrHMWYEg+m8ChZiJXrefISws/zOenk+n6MJM2TDuWTuhGeY8+RyCvOSWkT07hMg7OfTJw40eLt27fnbJ8nOShVHsDzwXbXlNsb3aP4Hco96KSVlpfUplNYjKMerz+lULfddpvFdMAKIYRRo0ZZfPjhh1tMBxuvKHGMTMErMEvpEdtKid78+fMtfu211yxeunRp4hjo/uZJIitR6hYDz9mwYcMsnj17tsUxMtCYcclrQokdJcu1DdvNOY1t/dWvfmUxi3GeeOKJFnM9YbFUrlEhJOdB7s+TW3vztCezLLQgJNvgSXbSbfDWLK8P8Jjp8kipG10h7777bosp8yE16ermtZvXOkba423Hu3/xnNJqkpgCnpQz/+lPf7L4//2//2cxZVhc11gI1XMI5Ofpwp8xxY69QqUkRjJXqPOt59ybxpN1esW42ZfYx4YPH24xC4fTeZJzi3efV2pf8sYTx7F3feT2JoQQQgghhBA50MOPEEIIIYQQIhPUC9lbTFrNK3JarjQcpQnPPPOMxSNHjrS4adOmFjdp0sTiVq1aWUw3DU8CxxRmvhSoJxEhnhsSY55LShM81zjPVclzFyLpz7ld7ptpT6ayKVuipKtNmzY5tzljxgyLn3/+eYu9YrakVNkkt8tzHCM/JIUW/6Lc6tBDD7WYTmJMgVcK3nHy+lM6xcJrISQL1/7hD3+wuGXLlhbvu+++FvMccLxSFuNJbTmOKTeiTGPbtm0Wc6zzGGL7Qn2SunlSJ47drl27Wvxf//VfFlPuGHPMnqRkw4YNFnP+LVQGXC48iSf7DAv9UspyyimnWHzMMcdYPHXq1MQ+6ADJPucVMOUa5EnRPAmy5yxGvG3GSK1D8GVVHN99+vTJGZOHHnrI4v/7v/+zmAU1PQexUvHWFPZRSmc5r3vnJkYyFSPnqkk8GSTXwUceecRiruX/9E//ZPFRRx1l8RNPPGExx7d3z8JrmG6Td18U4/bmOc7GSKdJjKw5fc29dnguiTwHRx99tMV9+/a1mI6j9913n8Vc48pFzHF795iFosyPEEIIIYQQIhPo4UcIIYQQQgiRCeqF7I146S+mT2vSvcRzGGJakfICSqkoR6CUgW5DLHZIKQOPx0vtpeUEMW5I3BbTipRBcLv8PtPBXrFCwvSzV5w2fa14Xvk9xpQntW3b1uKOHTtazPPNIpIPPPCAxZs3b87ZvpqUTRKv0JuXTi+0sCnh9aHU76KLLrL40UcfzbnNfNutTWKkm57kIIRkf6WzHWM6NXr78woOFlqgjnjuP/VJzuaRPo88N+z3dHHieaVMk2Pdk6N454x9g65SnJc9Z6zadDsMwZe8UBpI2cmNN95oMSU/3/72ty0+4YQTEvtYuXKlxTwfdLr0JFbemPPGnyeNy+fkVk2+tY8S1GbNmllMB8devXpZTFkrz9/DDz9s8S233GIxJaue42pN4jlXsd2vv/76l7aj0PmH16FQ58Ri8MYW+wYLZ9LFk26o3/rWtyxm8W5KtdasWZNzv2liCrjznox90XOXI557aMy5914ZSI8Hz/2YsB/T9ZQObyzy/t///d8Wc87w2l0beAVtS1kvlfkRQgghhBBCZAI9/AghhBBCCCEyQUXL3qqLFjG1xXQj5Vnlkot422Uak448//u//2sx5W0sqsaidB06dLCY8gO6QXkpxnRK13Mv8VKGnlOI5y7nbZ9pYq8wKWVrbE/avYT/zzQu5Q50guH5o0MX09VPPvmkxSyE6bnC1GS630trU2bonVdvOzH78grJ8Xp2797d4nRxTV7HckkhaoJ8494rmEsKlXzEFIH0vl/bUoFKgeeA/f7YY4+1+MUXX7Q4pvgg8a4Df0s5E+cJysq4ntT2tYqRr7KtnkSIxXN/+MMfJrZFR6cePXpYvHXrVospGaKcjs5nngMW51xPJkcZI+d0jk/K3tIulJSDcR1o3ry5xZz7KBn73e9+Z/HYsWMtpnMrz3FtSN284p90K3322Wct9twPY2TRPK977rlnzraVWsC1ULgP3iNQfnnDDTdYTIfNSy65xOLjjjvOYhbjpKyZBaNDiJNget/xrpvnwMf+7W0n5rWCfOsd72foeEiHV457youvvPJKi+maGiN1q417Ak/6x3PmrfEeyvwIIYQQQgghMoEefoQQQgghhBCZoKJlb1VVVV9ItTG1xXQ1KZdLiQfbtGzZMovpyPOzn/3M4v79+1u8zz77WEwZElPUdCtjajhdqIwpUc8ZySu2xWPwHGi8QmUxRb6YPuW+0mlifo8SBMoA2rdvbzEdfyi7oPvLmDFjLGaf8VxDypXG5bF5ks2YQouexMFzo6FUYMqUKRafeOKJFi9ZssTdX21LIWqKmGsa87knJyxUipgV0vMSz2WnTp0spjvjL3/5S4vp7hQzFmPOMedT9vWhQ4da/PTTT1ucLohYCXJP9mfKnzjuOb5Z5DeEEEaNGmXxueeeazFd9ygl4znjfMXPGdNNzSvS3bhxY4spveJ38slJKe2hhJLFhB977DGLWTiT8t+YIpXlgvvgmnXwwQdbTInW22+/bTELp3Mt89wP+TmlZN26dbO4EqW5vM48FzfffLPF69evt/hHP/qRxSeddJLFnTt3tphyuBCS/ZVrpDffe68GeN+JkTd690WcQ71iwyGE0Lp1a4tZxPeggw6ymOdy3LhxFv/P//yPxZTLcu4rVIJcLih/9eS1hfZdZX6EEEIIIYQQmUAPP0IIIYQQQohMUNGyt2q3N+K5wnip3nKl6jy3M+5j5syZFv/qV7+ymBK4rl27Wkxpl+f8wQKNaXcL7xx4cih+hzIKr6ijJ3vzzqvnoJbvt2wfU/wsYkepINPV48ePt/jWW2+1mOlx4h1PufCuCfHSuDHSM+87THu//PLLFlMG07Nnz8S2mAb3CrpVsgtcCKVJpkpx3cs66XmJTmGUW7HILscx5a7eHOL1PU/qyDFAZ7lLL73U4meeeSbnb/Ptr67wiu3y3KVl4Q899JDFdL0cNGiQxUcddZTFdIfj/Mt5mfMB3U3pVuoVC+V85UnsKNUKIeneRonfSy+9ZPHatWstpkQmZs2qbdi/BwwYYPFrr71msSf19xw5vb5K+bzntFeXBZe9uZXtY7+66667LPacy3hO6RQYQtLNkDGLn2/cuNFizmMxzpNewXa6/TLm2GXM31LmFkIILVq0yLnv1atXW3zHHXdY/Nxzz1lMOWWM9LO2xwzbwTmH7pRekeoYlPkRQgghhBBCZAI9/AghhBBCCCEyQUXL3qrd3pj+8hwxCnVzqkk8dxBKE+g+dsstt1h87bXXWnzAAQdY3LZt25zbpGPNpk2bEu3wZID8vefAxjSrV9jLK5ZKmQIdeLz9krREplWrVhYfeOCBFjNlHSN1ozyClJImrUm86+NJM2LkVjHnmAV5n3/+eYtPPvnkxG/WrVtnMd126lIWISoLT26WlpAOGzbMYkpWWbzRKy7pFbgutDgt28S+TYnL4MGDLabsKN92KwHv+Cn1CyG5XnIeoNyPcjhKbCiBGzhwoMV076OTG/dN6RllW5QUrVy50mIWXE4XX6bkhfOSJ6eLWYPKLWVNb59touMhxwCd+vg5ZV8xMlDGLIzL71M6Rde82u7zhTrr8jxSAsl7pPPPP9/iU045JbEt3m9R1snzxPmBrxzwO7znoYyNrpW8r6GEi9+hvM0rCs/9hpAsSPrwww9bTHkbx4zn0utJ8utS6sZ98/xRvlmKE60yP0IIIYQQQohMoIcfIYQQQgghRCaoaNlbLphO95zIvEKRtVH81JNpsH1jx461eK+99rL4n//5ny2m8xslcEyBs/BTCMmUNaVhlMPFFD+lEwylDEzX8jgpodi+fXvONnhF5Zo3b544BrrfMdXJdD/lMv/7v/9rsVfEjtSla5NXPLYcRea842Q6/amnnrL4mGOOSfyexR8pi2E/odyRePIk0bDwZI+UOYUQwkUXXWTxn/70J4s5L6WLilYT4y4Y08e8AqGcS8455xyLKScJoW6lIIXgFT0OwZeD8TeclygPpIMa1y+ux56Mhtv0CqSSfGu5J9spVNJWm/NSWga6c+dOi0844QSLKf3jGOJ8yvWfcivPTZXHye/TRY+yN0oReW0rZR733BwpH+OxsZAnixiHEMKIESMsPuKIIyzu0qWLxZTD8XOvKHyMrMyTYvIeh6800Hn18ccfTxwDZf90o/Oc5jyX2doo8h6Dt28Ws6ckVLI3IYQQQgghhPgS9PAjhBBCCCGEyAT1QvbmFaD0UnXlkBHFwn17RTT5+ZgxYyymi8UPfvADi3v37m0xU9R77rlnYt+UnO3YsSPn55SoMQ3OdDrlZnT8oZMJU7d08KEjilcUjI5P3FcISRkgt/XEE09YzKJdLOZVSgq0XMQUY0w73tUE3hjgdeN+r7/++sTv6ZzHczxv3jyLea0obaEcrhzHJspPTOFQyjo4x/z0pz9NbGv69OkWs/948uSYgtUx44qwH7J/cp5cvHixxZTEhJB0RqQcqD45HsacP+9zz+XRk7F57mtewW1vjspXfNo7ntrEOy/5ZER0eOvevbvFN954o8VeYVie40KdSyl/mjVrlsXDhw+3ePbs2Tn3W4nwHLOtnJfY3yiLDyEpM6ScjM6ydJyl7I3XkPdIXBO9QrKUNFLeNm3aNIunTp1q8ZIlSyymw2EIyePmPRzPjfeqQyXCuZnnleeS54xzxSeffFJQn63sMyGEEEIIIYQQNYQefoQQQgghhBCZQA8/QgghhBBCiExQ0YL8Ro0ahUaNGrla2hjNb6XY9rF9nv583LhxFtNykhas1KKn35ehVpX/Rp0w38PhOz9sEy20GVPr7tlM8r0gwuOn9ph22CGEMGPGDIvvvvtuiydMmGAxqxxXuobV63+87t4xlPvdNY6lt99+O/FvN910k8XXXHONxXwXjZat3nsQ9emdCPF3OGfw/QN+TmvW0047zeL0e160Suf8Qxt9avNral6P2Q7fVeJ7EN/85jcT3+O8xGPwSi947/RV4niImVtqqkRAoWUoKvG9E87X3ntOXBP5XlkIIVx88cUW33vvvRZ77wl5fYbnMuZ9I36f1uVNmjSxmO/jcm3mvUJ6W3zHJva9p5rAe+fJ22/aTp/jdevWrRZzLfTeUeQx810bzpXsA5wnCOcftsHr9+m5NWaOq/R7JMLj69Chg8V8z4fXje8z/cM//ENB/az+nBUhhBBCCCGEKAE9/AghhBBCCCEyQUXL3qrxKlB7lpg1laKvSdgmTxLBdB4tJ1esWGExqxQfeeSRiX0ceuihFrMyMaVrlMN5aVKvcrYnw/K2w+Nh1WVaJ1POFkKyYjGtKLlvzyK10q+7h1dtvdzkkwS8+uqrFrOiO+Vw3//+9y32UtGeJKIu7ejF3/HkIp7VLq9tnz59LD722GMtvuWWWxL72Lx5s8W0LCXsP540inh22N645+eUqVC6t2HDBotpbR1CCP/0T/9k8W9+8xuLPVt3b77PCpUy/5YDb75i36bU7dxzz018j5IzVqunZJzjodB2xMjtKVmmtGvw4MEWU4bP+SCEZJ/mGODYrfQ+wHnDm3M8OS5lgJQ+UsbmnQuvHArx7sHS17w+rp3pNnvW5P369bOYVuTeWlHouVDmRwghhBBCCJEJ9PAjhBBCCCGEyAT1TvbGdCulOl7Ky3NEqW1i3GyYlma7P/jgA4snT55sMSsCh5CsiEtJSt++fS1mRen99tvPYkrjmA5mzPQ2Kw1TLrJmzRqLWVGZ0j1+J+2Ew3Qy9+1JSkglptm9lDVTvV4F9Lpkzz33tPiee+6xmMfz+9//3uIf/ehHFtMNi32G1a/ZfzyZnCgNr++xj8X0Q7orjho1yuKzzjrLYkrdWJE8hOTcwnHM6+45osXIbj0JHPHk0lxDeC7o/BZCcq781re+ZfEf//jHnPuLkdFU4nyVddivYlyy2Ge2bdtm8VFHHWVx165dE7/5t3/7N4spdfNk24XKzb1j4FxMJ7JXXnnF4gsvvNBiusem3UA9uT7jSnM5zCeL8s691wfSrmsx+8iFt97FXOf6Snreo6vgYYcdZjHve3mPSTh/f/TRRwX1M2V+hBBCCCGEEJlADz9CCCGEEEKITFDRsreqqqpQVVWVSDEyRcbCUZ7rQyWkW2PxJE9egSxKOUJIFkZl/Oyzz1pM6RFT33Sq8eQYf/nLXyzmdaAsxiv65slA0mllr1hmQ0gD83god+D5qxQXNLaVxSjvv/9+i3lNKXv6j//4D4spfaQTDq8zZVFe/xE1R1oqUA3PN8f66aefbvHRRx9t8XXXXWfxm2++aTHnmBCSfYlzXExxXw/2vUKlop7cju1JH8NTTz1lMYtUnn/++RaPGTMm5/4obfHkQqIy8Nwp2Wc8iRSd0g4//HCLb7311sQ+YhwPY8aAt1bE/NZza1u0aJHFlO7dddddblt5H8H7gvo6fxda9LfQbXrOxA2ZfPfkTZs2tXjIkCEW33nnnRZzvuccyvuFr3zlKwUVdFXmRwghhBBCCJEJ9PAjhBBCCCGEyAQVLXsL4fN0GdO4LM7F1CsL1zH1GuMEVCl46Woeg1cgNd9vmHKkxIpxDNymJ2PzXNlinY08mWJ9Sg97bWX/Y7HZN954w+KYAo/lIN1mzyWRkg1K4OgGdM0111j86KOPWvzyyy9bTJc/Ovx5Es8Y9yMRd27ookMoxfzud79rcYcOHSy+/vrrLaarX7pIbgyFXruY4tCeo6InMfMkeelxyH553333WfzNb37T4lNPPdViFoikrIgyjRi3UlF+OC/z+jCm+yXvL3r37m3xiSeeaPEf/vAHi9NOVXRl5f1MKQWhYxxQYwpCzpgxw+JOnTpZPHz48MT3WASY7a6r9avSycqa5d3n5ZtbWSCbBXcppfakoulxUsi5reynASGEEEIIIYSoIfTwI4QQQgghhMgEFS97a9SoUSItTdcVOhXRnYdp6YZGMUVbC3UX8VK05ZANptOknlSuPqWKvdQvZS4HHHCAxSyoGFPksxzOMek2x8gudtttN4tfeOEFi1evXm3xj3/8Y4spEaFkbunSpTm3SWkTpUP1qS/UJbxuPH+UCHfu3NliOpdt2rTJYrq6cZvsI+y3lAuFkLyOMWM6piC0J6PwXCFjxkm+ooxeu++++26LL7roIouPP/54ix977DGL2b9V8LQy8PoVXago62Wh3/79+1v8i1/8wmKOgXbt2iX2x7FFOV3MvOYVES1lXHFuYL8fP368xeecc07iN5Rqr1q1ymL2b5E9vPs3rg8DBgxI/MZzk6ULrOe2yO3+9a9/LchBU5kfIYQQQgghRCbQw48QQgghhBAiE1S87K2qqsotyMVUGAtt8fMYGVF9Il9q3Et9x7iuxRQR9WRvMduP2W8h/1bJeNIgOkZRprl169ac2/HOaznkgMVsh8dGSd/atWst/uEPf2jxZZddZjGlVGPHjrX48ccft5iyDs8Frr72kXLhuVvSLeess86yuFu3bhY/+eSTFk+aNMliz5XMk5Klnd/KUaDYc/rk3M/YGz8e6bnOO6/cx+23324xC8N+73vfszhdLDLX9kXdwb7BosyXXHKJxZR2sYAppW6876BrVQjJuZ+/iXFm4+cxa623FhHOrfz++vXrLX7uuecSvzn55JMt/uMf/2gxHWS9e7JKoRLWjoYmd42RyFM2GkIIv/3tby1m/+a9PuF9QSn9SpkfIYQQQgghRCao6MwPX8athk969Mvv2rWrxd5L0w2dmnqZOGb73m+9NpSy3/pGzF8/mjVrZnGPHj0s5l/O6tNfhfjXcP7Fhn/J4Xht0qSJxXwhuE+fPjl/62VwG2L/qSnYfzgPtmnTxmL2w44dO1q8bds2i/mXYS/zw32lsyaFZn5i5gov68iMUCmGAvmMWLzMD6GhCft6z549Lfbqt4nahdea15PXhGOG/Y3Xk0ZLHG9pAxBmYTlXemOoFBOPmMyPN45pKJW+F+NcznPAGmJeRlY0XGLufZo3b574Tffu3S1mv/LgfUF6vu/SpUt8W6t09yCEEEIIIYTIAJK9CSGEEEIIITKBHn6EEEIIIYQQmUAPP0IIIYQQQohMoIcfIYQQQgghRCbQw48QQgghhBAiE+jhRwghhBBCCJEJ9PAjhBBCCCGEyAR6+BFCCCGEEEJkAj38CCGEEEIIITKBHn6EEEIIIYQQmUAPP0IIIYQQQohMoIcfIYQQQgghRCbQw48QQgghhBAiE+jhRwghhBBCCJEJ9PAjhBBCCCGEyAR6+BFCCCGEEEJkAj38CCGEEEIIITKBHn6EEEIIIYQQmUAPP0IIIYQQQohMoIcfIYQQQgghRCbQw48QQgghhBAiE+jhRwghhBBCCJEJ9PAjhBBCCCGEyAR6+BFCCCGEEEJkAj38CCGEEEIIITKBHn6EEEIIIYQQmUAPP0IIIYQQQohMoIcfIYQQQgghRCbQw48QQgghhBAiE+jhRwghhBBCCJEJ9PAjhBBCCCGEyAR6+BFCCCGEEEJkAj38CCGEEEIIITKBHn6EEEIIIYQQmUAPP0IIIYQQQohMoIcfIYQQQgghRCbQw48QQgghhBAiE+jhRwghhBBCCJEJ9PAjhBBCCCGEyARfresG5OPb3/52WL58eWjUqFFdN0WIWqGqqipnzDGg8SAaMuz33ufeePC+I0R9ReNBiNyk75e6dOkS7rjjjqjfVvTDz/Lly8P8+fM1aEVm0MOPyDq62RPi72g8CJEb734phop++GnUqJEGrMgUesgRWcfr9zHjQWNGNDQ0HoTITfp+6StfiX+TR+/8CCGEEEIIITKBHn6EEEIIIYQQmaCiZW9VVVVf0PEpjSuyiLTbQvwdjQch/o7GgxCFocyPEEIIIYQQIhPo4UcIIYQQQgiRCSpa9ia3NyE+R+NAiL+j8VA4nhUsHZI+++wzi2POsSe3qqnPRRw6Z0IUhjI/QgghhBBCiEyghx8hhBBCCCFEJqho2ZsQQgghSiemgDIlcH/729++9Lf8fimSNsm2hBC1iTI/QgghhBBCiEyghx8hhBBCCCFEJpDsrR7gufT8wz/8g/u9Ql17hBBC1G9iXdM++eQTiz/99FOLKWNjXKiMzfsO1yWuXzGSPCFqAzkPZgNlfoQQQgghhBCZQA8/QgghhBBCiEwg2Vs9gKnXXXbZxeKvf/3rie99/PHHFn/00UcWSwInhBANB0+a4xUsDSEpbyPNmze3uFu3bhbvuuuuFnM9efPNNy1+5513LP7a175mMdep3Xff3WI6yL333nsWb9++3WIeG7eZ/jfJk0RN4fUroj7WsFDmRwghhBBCCJEJ9PAjhBBCCCGEyASSvVUolAcw9d+4cWOLv/rVr7q/8eQPkgoIIUT9g3O3V1yUc/1f//rXxO8pbxsxYoTFJ5xwgsWtW7fOuW9ud9u2bRa/++67Ofe39957W7znnntaTJe5BQsWWDxhwgSL582bZzHXtBB8hzjJ4bIN+yfHBvtLui9590Xed2IK9HJ/3jZFZaDMjxBCCCGEECIT6OFHCCGEEEIIkQkke6tj8rnzVNOiRQuL6cZD150QknIEzzGHqV+lZYUQonLxpG6EUjLKbo488sjE977//e9b3KFDB4uvv/56i1988UWLuW40bdrU4uHDh1t80kknWUznN64ze+yxh8V0gTv55JMtHjRokMWPPvqoxU899VTiGLjG8XxQAu5JAkX9IaZ4ridvZN9jnN4m5ZitWrWymH2dY2vjxo0Wb9myxWLvvs2TZRb6HVEelPkRQgghhBBCZAI9/AghhBBCCCEygR5+hBBCCCGEEJlA7/zUAdR2UlPKeK+99rKY+uwBAwZYvGbNmsR2N23aZPHHH39scdoSuxqv4rcQQojaw3t/wbPq/eijjyzed999LT7vvPMs/t73vpfYB7/3xz/+0eLHH3/cYr6Tw/WI7zhw33zf4ZlnnsnZVr7zQ7vt/v37Wzxq1CiL//Vf/9XigQMHJo6BbX311Vct/vDDD3O2iccj6g/e+y+8Z+E42XXXXS3ebbfdLN5nn30s7tu3b2Jbhx9+uMW9evXK+Xu+P7Zs2TKLx40bZ/H48eMtpvV7DLJirzuU+RFCCCGEEEJkAj38CCGEEEIIITKBZG8VBC0Wma6l9IGfd+3aNfH7Dz74wOJp06ZZ/PWvf91iSgI2b95sMdOv5UjFytJRCCG+HM6VlJ5R8kOZzne+8x2Ljz/+eIspfQ4huSZQtuPJfLg/Sqe/8Y1vWLxy5UqLV61aZTHXLMaUarN9/fr1s5gy7zPOOCNxDIMHD7aYNthPPvmkxQsXLrSYEr3dd9/dYs+eWFQGvEeghJL21JSxtWzZ0uIePXpYfMghh1jctm3bxD7++te/WsyyIekSItXsvffeFl9yySUWt2vXzuIHHnjAYt5fUX7JMfb+++/n3JfkcOVHmR8hhBBCCCFEJtDDjxBCCCGEECITSPZWRjx5FyUEbdq0sbh9+/YWM9Xr/ZZVsdPb6t69u8WUNbAK9/3332/x9u3bv7TdJCYtK6mbEEJ8OZTCcK6k9IySr3/5l3+xmK5pXDeee+65xD7olLZ27VqLuaZ4TnPcx6mnnmox1xNK2tavX28xnbjYvkMPPdRiStLuuusuiykFDyGEYcOGWXzhhRfm/JzSo4cffjhnW9kmrU2VB/shxwb74QUXXGDxgQceaDHlbbzmlHqGkJSBfu1rX7OYfW7r1q0Ws0/TtfCII46w+KKLLrL4+eeft5j3V7wfW7p0qcWU4Un2Vn6U+RFCCCGEEEJkAj38CCGEEEIIITKBZG81jCf14ufNmjWz+OCDD7aYsje6gzDFSukDpQIhhNCxY0eLzz33XIsbN25ssecc9+tf/9rinTt3hlx4qVjJ24QQong8qRvlyzfeeKPFXbp0sZiFFekOx3UjhBAOOOAAi7nueG5vXB9YXJvyahbW7ty5s8WU/CxevNhiOrnRmY7ObXfffbfF6QLd06dPt/j000+3mA5fP/nJTyzmOeAax6KoXhFwUXdwPLBP9unTJ2fcunVri//yl79YPHbsWIsfeeSRxD5YfJd9l/3BczlcsGCBxcuXL7f44osvtpj3YA899JDFlMBRfpl2ZxTlRZkfIYQQQgghRCbQw48QQgghhBAiEyjfW8N4xdP4OYuRepKAM88802LK1uhKkk6TsqAbf8PULd12zj777Jxt/dOf/mTxxo0bLaYcgzHT0pTV8Zg9N6O0lE6yOSFE1uC8zDnw5JNPtpjSrh07dlg8Z84ci+fNm2cx3alCSBYhZVFRrjX77befxd5aw3mdhR/p3nbQQQflbAelRlyX6EzHdSzNSy+9ZDEld5QH0gXsvPPOs3j+/PkWP/PMMxbnW49E7cF7BDqf7bvvvhbT7Y2vD7DPvPrqqxZPnTrVYt6zpH/PfkkZKftDt27dLGaxVUrg2I+vueYai0888USLH330UYs9uStfe+B30vdH6q/Fo8yPEEIIIYQQIhPo4UcIIYQQQgiRCSR7qyUoB6MbCVP3TO8y9tzU0rI37oMpZEoknn32WYuZ3qV70BVXXGHx5MmTLV6yZInFb775psVMUbNNXrrWkwaGIOc4IUS2oRyMDqCEa8ikSZMsfuKJJyzmvBxCUlq3YsUKiyn/+c53vmMx1xDO65Tn0DXNm+8pSeOxUS703nvvWUy5HduQPiauR/z9IYccYjFd7ViM8sUXX8y5TVF3sH+yn4wcOdLi3r175/wO5fm8Z2Ex369//evuvnkvxPsl3o/w95SH0r2NfZIS1NGjR1tMSRuL8LLd3rnId+8kCkOZHyGEEEIIIUQm0MOPEEIIIYQQIhNI9lbDpNP01VAGQKnAiBEjLKbEga42dIGjHC5dnI379gq3MQ38+OOPW9y0aVOLWTzu8ssvt/idd96xeN26dRa/9dZbFjP9vHDhwpz73bZtm8WStolKxHOAkjOUqCnYfyj1oqzs/ffft5jFpz1XTcrh0hIZrg/8HguMHnnkkRZz3fGkbtzO5s2bLaYMjZJqSuw2bNhgMY8z7cpFKD3i8bFYpLdGcn1lYVcWhpWsqO6g1IvFaY855hiL6WLLPjZ37lyLZ8yYYTHlbHRoCyEpP+O+OS75HfZLFphnn+QYfeGFFyw+6qijLD766KMtZl/lGKBjHfeVvr/U/VPxKPMjhBBCCCGEyAR6+BFCCCGEEEJkAsneCsCTvzBVzpgpd6ZGR40aZTHdS/77v//bYqZhb7zxxqj2MUXLffNzFsqbOXOmxXQmue222yxmmvWMM86wmClkOupwX0zdPv/88xZPmTLFYqalQ0jKP4QoB6XI2LxivUKUAiU1nLv5OeXF/M7w4cMtptRmy5Yt7v4om6P8jOtAixYtLKa7J6U9jOkgx22yHQMHDrSYEmniraEhJGV2lLpRrte6deuc+2YhTK0zlQHnXM6t7dq1s/jAAw+0mP1269atFi9atMhiXvO0Iy75xje+YTFlkLyHYcx7OLab/Yqfr1y50uI1a9ZYzPslOhP+67/+q8V03KUjMPu8KA1lfoQQQgghhBCZQA8/QgghhBBCiEwg2duXwDQmJQiUpbVs2dLiPn36WNyrVy+L6epBOdj//u//WvzBBx9YvP/++1tMeQDTsGnZDVPFdLChiwglAQMGDLB48eLFFjPNSolaz549LWZxLkofLrzwQosPP/zwkAsWBaOrXQjJ80ppglx4xJeRHg8cu4w9mWqMpM1z2fL25Uns5BonCPsA3Z322msviyk941pEGQ2LlFK+HEJSDsS+zrWCUiKuR2+88YbFdPrkd7h9Sn7YbsqL+Lnn3JZ2fuP/Dxs2zOJjjz3WYrrOeW1V4cjKg9eBUjIWoaX0k1K3pUuXWkw3Qt5P5JPA7b333hZzbvbme8+Fkf2Tkv7XX3/dYroOUlo6ePBgi8855xyL/+d//idnG0LQ2lEKyvwIIYQQQgghMoEefoQQQgghhBCZQLK3L8FLgfbr18/iSy+91OIjjjjCYqbZb7rpJosfeughi5mKpSSArjZ0CqFrWtu2bRNtvfjiiy1mynXChAkWszAYU72UAfCYly1bZvGqVassHj9+vMVMRTPNfNVVV1nM9C7PESUKISTT1zzfnnxIiGrSEgD2E/ZLfk75D3/PvufJ1bx+6BXMI9y+yCZeX2KBR87RlAJx3dhjjz0sPv/88y1Ou73de++9Fu/YscNiyuwonabsmNuiBI6/5fe5flHmTEc4Soc4DikdShd15Lr74x//2GKeg9mzZ+f8nNtiWz1JrCRF5cebi9nHnnjiCYs5HpYsWWIx5Y2UcbIvUdIZQghvv/22xa1atbKYTrbsD14xXO6DfYb3VHx1gXK9rl27WsxC80OGDLH4z3/+s8UsEB+Cv36JL0eZHyGEEEIIIUQmKCrzs23btrB27dqwbdu28PHHH4dddtklNG3aNLRr1y7x9CqEEEIIIYQQlUJBDz/Lli0L99xzT1i+fLn7nS5duoTzzjsvkc6rb3gOb0yNUup23HHHWcx0KCVdlIZxm40bN7aYUgG2gYXnJk+ebDElCiGEcOKJJ1pMt5277rrLYjqh0C2HkjtC2QBd4LgdHg9la5Tr8fgpdxg5cmRif2vXrrWY8iFPlqdUb/bwpKiUBaX/jS6JdF7s0KGDxSymxwJ4LG7HPkk5D/s3JQ4s9kjZhec8lC7qKIlnNuB13meffSymPOudd96xmHIzzr908/ze976X2AfXpueee85iunjSOY5tYv+mdJoSIc7FlNWx31NGzXHI8Ul5UbNmzRLHcN5551lMCRwdVDkPUBbE4+f50xirDDhfs//w/oX9gWODfZL9h9eW83UISQkm7+32228/izkf857Hcw7keOD9GdeB++67z2IW/aVjYefOnS2mO1xa9qb7n+KJfvhZsGBBuPHGG0MTi5VSAAA/kklEQVTz5s3DOeecEzp16hT23nvvsMsuu4SPP/447NixIyxfvjxMmTIl/OxnPwtXXnllwupZCCGEEEIIIeqS6IefBx98MHTq1Clcd911iSfuatq0aRMOOuigcOKJJ4brr78+PPjgg3r4EUIIIYQQQlQM0Q8/69atCxdddFHOB5/EBr/61TBs2LBw9913l9q2WsVzfGFK84wzzrD4mGOOybkdytIWLFhgMR3O6FJCBzUvxcqUKeUHLK6V3jdlBJQdMJ1MtxMWauV3OnXqZDGL0jFFzUJ8dHXzCvdxv4MGDUocAwujvvDCCzn3p1RvNvCuM2U+lLhQRhNCCEOHDrV41KhRFh966KEWs19RpkoZBQsOU1ZEKIOg0yJdiGbMmGEx+zZlrSzoF0JyHMvxsGHhXU+v4CJjzrN0h6M0jn0nhBB++MMfWsx5tk2bNhZ37NjRYsqCKMmm9NOTeVNiRJkzj6Fbt24We0VUjz/++MQxcB3lesn7Esae85dX2FRrS93hyZnZpznPst979we8zuy3ISRl/Ox/lH6yL3HfbBOllZTlUQLHsbF+/XqLFy5caDHXDUpW+XoC15AQ5IhbCtFub9/4xjcSN7/5ePPNNxOaeSGEEEIIIYSoa6IffoYOHRrGjRsXnn766S+8WFzNRx99FJ5++unwzDPPJP7qKoQQQgghhBB1TbTs7eyzzw5bt24NY8aMCffee2/Yd999w9577x2+9rWvhU8++STs2LEjbNq0KXz22Wdh0KBB4eyzzy5nu2scpi7pxETZ1+mnn27xrrvuajElLL/4xS8spvMZ0/eUHDB9SskLU7R0YmvSpInFlKeFkCw8yv3RsY0PrkzL8vv9+/e3mGlcuvzRGYuyIL7nRWkGnXl4ftPyA8oJ58yZYzElfunCd6J+4xW6I16/pZztwgsvTPyGjjkcAxxnjzzyiMU333xzzu/84z/+o8Xf+c53LKbsgtJP7otSPI6BESNGWMwifk899VTiGCh5pcxH8pyGi+dgSOkw+zYdMp955hmL03Nr7969LT7ooIMs5hzvuRDyO1SAcN+UeVMiRCgbHTBggMUcJxx7XENCSBZbpSseJXSUkVI+znHpSeA4rjTGahfPxdUrOB1z3Rin1xZKItmPp06dajH7CeWYdF3jGOW9Gudu3qt5EmmuRZRm0wXu9ttvTxwD5aVe4V6Rm+iHn69+9avh8ssvD8cff3x49dVXw9q1a8P27dutzk+TJk1C3759w6BBgxIPDEIIIYQQQghRCRRc5LRTp056uBFCCCGEEELUOwp++GkopNOCTKEyzcr0I4tNTZw40WLKZZgapdsOv0+HM8oJ6D7C9vXo0cNipmpffPHFxDHMnz/fYhaZpTyA6dcDDjjA4qOOOirnPng8dMCi7IKFIinXY2qYD8zDhw+3eNKkSYljoNMRpQwsYuelwUX9hHIEXk/KX+hI9e1vf9tiymvZz9Pb4nhi0dIjjzzSYvY9ultRnhMjnUm7CuXab58+fSzmHEApXQghjBkzxuLVq1db/GWum6Ly8dyZvPmtbdu2FrOPPfDAAxazj3A7ISRdpvr27Wsx1yOOIfZXtoMSIcpuKEnzCgyzfzdt2tRiFpakG+j06dMTx8D1iNK9U0891WK+b0wZIKXq3nvLou7wpFqedI39ipJQwjUkPR74b+xzfI2BMlCuCV4RbMrz+UoDxw/XDUJHuLFjx1p87bXXWsy1KITk/ZMnH9c9Um4KfvhZsGBBmD59eli7dm3Ytm2byd6aNm0a2rZtGw499FDV9xFCCCGEEEJUHNEPPx999FH49a9/HebNmxd222230K5du9C1a9eE4cH06dPDiy++GPr06RP+5V/+JfHylxBCCCGEEELUJdEPP/fff39YtGhRuOSSS8Lhhx+ecB6q5tNPPw0vvfRSuPPOO8P9998fLrroohptbKnkc5WibIUPbYcddpjFTI3eeuutFi9evNhiFgvlNllodNmyZRbTJYpp1YEDB1pMJzam619++eXEMWzcuNFiSuKYumXql64jjCn/odSC6WcWrqNMju3j8dDlh3KFdLqaRVzTMqZqlMZtWPB6sv9QZvqv//qvFp944okWc6ym5QSeXIL9lXI6Ok55zjns93SSogQjRsbHccj9pl0y+fvbbrvNYkoq2FaNjfoD1wdeN8qzuD5wbWGxQ8ql+f10X+AcP23aNIvZvymB4zjh2udJu+nMxrHBMdqqVaucn1M+x3WNErsQklJqypM4Bjg/cK2hS51XPFZOorVLjNyTMWXHvDfh9ffGAH8bQvJeg2OI44TyUrqMcixS9sY+xlcMPJkyxx6/M3PmTIsXLVpkMSXS6d8TrQNfTvRInz59ejjxxBPDEUcckfPBJ4TPHeGOOOKIcPzxxycmVyGEEEIIIYSoa6Iffv7yl7+4f4lPs88+++iFQiGEEEIIIURFES17a9euXZg4cWIYMmRI3nd5PvroozBx4sSEZKVS8Nx1Qkim+OmUNnjwYItnzZplMQuY0hGOcjUWsGL6nq5pTKvSyYNSN0rGmNLNJ/NhQVKvgCuzc5Tz0F2O54JyOJ4vbpPHw7Tva6+9ZjFTxt27d08cwxtvvJFzW16BR6V36ye8huzHlBBcdtllFp9wwgk5v+P1kRCS448yMUpQPUko+zrnO0oiKGPjGKWjFaUMHDOE45NFjEMI4bjjjrN4xYoVFtPhyyv2JyobXiv2XfYBT0q2ZMkSiymT43bS/Y39jH+c5LrG+ZSSZLrIsd9TxkbHNkrjON9T4snvvPLKKxZTOpQe0xyXHLtz5861mIZLXMvYbo5Ljh+eI42lwvEcNj15mwevCV0B6ZJJGRrndK4JdGXjvVMISVk+78nYbv6ehd07duxoMfsVxxKP03vdgPddbDdd4371q19ZzDETQnKMU4Iqvpzoh5/zzz8//PznPw+XX355OPzww0OHDh3C3nvvnTA8WLVqVZg6dWp4//33E/Z8QgghhBBCCFHXRD/8HHjggeE//uM/wv333x+eeuqpxJN5NV/5yldCr169wtlnn12RmR8hhBBCCCFEdimozk+7du3CVVddFf7yl7+E9evXh+3bt1udnyZNmoT999/fLTYlhBBCCCGEEHVJwUVOQ/hcc0/9Y32ButN05ora4t69e1tMXSktrXv27Gnx+eefbzH12rRSpHab7/9Q5zly5EiLqVWmPjufdpZ6Zc9Wl5+vXLnSYlo9sn18H4N6be/9BZ4vtodWpq+//rrFXbp0SfyeulxPi50r6ygqE08DzmvIvnTaaadZPHr0aIupZ2af5OccSyEkbXHZ1/nuhGfNznZzTLMfcs7wxmjjxo0tjql7ln7PgO8SsYr9vHnzLOb7hxzremehsuEYYMz3Wjgfsg/zfUq+8+NVjw/B77t872DOnDkWc81i+/gexP77728x1we+g9GpUyeLPTvfBQsWWMw1hOci3W5+j6xatcpirqlsK/9Iq3Hy5aTPkfeurWcbznmQfYBzMd+F4VzJ+zGWJuB9Ct+RYV/l2GCfDCH5ng/hvmmnzfefuSZwneH7nnwfjt/n+3N8j5PnmGvZ9OnTLU5bZus9n+KRqb0QQgghhBAiE5Tl4eexxx77QrE+IYQQQgghhKhLipK9xVDpFsT5Ut1MlVK6xpTjySefbDGrSC9cuNDijRs3WkxJDeslUVrAFD/TnkyNMtWbfr+K++DxUVYUI4uhRI0yCFoHM73ryXmY6uV+aWXarVu3xG8oTeB1YFuZTvcqQYvKwOtjlOfQIvfCCy+0mP3Hs6TmNU9LfijnobyC0k/K1Si74Jjh9ym18eRG/C1la5QFUc7E/pyW7lHmQwtfSuBuvvnmnPuWnKey4fXx7HW55nAtitlOWhbNvkW5DMcWxwyryTPeY489cu6DY4ntoFSJbN682WKOz3xSHq41HH9sB4+BY5drrSeZ05jJTb55ifD8sSQB+w9laex77FcdOnTIGVPe5tnDczu0yaZUNAS/xALhcVNezHs4yuc4lx9wwAEW836J/ZvHw/HD8cA5IH2PE1P2Q306N9EPP3zf5cvYsmVLUY0RQgghhBBCiHIR/fBz/fXXl7MdQgghhBBCCFFWoh9+dtttt3DAAQckKo57zJgxI0ybNq2khpWDfI5h/H+66jDjxfQh5Vl0Slu2bJnFlCl4EgJK3ZgC5fmbOnVqzu2nZW9MmzJdy3YzhUonE0pyKCGgkwm3TwcfngvKEtgGpqUpOUhLHCghZBVlz1lLKd36g+e2OGLECIt5/fM5V1VDmVfazYcZaEo22S+5D0+65jkYcTuU11B+yjHN7VBmwXHM7YeQlIVQDjVq1CiLn3zySYspu/XkUKL8eBIUzq0cA55DoLdN9h/2Efbh9BqXlsFV48lqYpzVuFZSVsb2sU971e35HcrZ0usD/43t5v54Drg/HgPlqCI3+eYPnkv2P86bvA6UunPeZH/jfcTBBx9sMa8599WyZUuL2dfbtWtnMfskpWQhJPsPv8d2b9iwwWK+xsD7Is9djvO6N6a5L88FjsTO45rvv5zoh58OHTqE7du3h0GDBn3pd/kwIIQQQgghhBCVQLTbW6dOncLmzZsTf0nx0IvnQgghhBBCiEojOvNz3HHHhb59+7qpc3LaaaclihVWCl7BxRCSqVjK1dIOIdUwZf/GG29YvG7dOouZ6mSKlm4klMvwt0yxrlmzxmLKAygLCyGZxn3nnXcsZlqWDiQspOq5T9GRh+3gNvlbyg+8YqRMmaddY9g+yqHGjRtnMYvYxUh7vOuuh/Ty4xU2pYTrhBNOsJiySc+lkNeN/ZyygRCS49L7ow23xTnAk2Z40lLKHfg5pRY8fkpf+du07M3r05TtHH300RYvWrQo57bU1+sObwx4RUc5B/I7nFs517O/edtM75tjy5MR8/scf2n5UDV07qSkmvO95/DG7TNOy95iCgXzHFB2Sol5nz59LB4/frzFlKx6csCsFNnmcaavA+9heI/k9THK1bz1mP2b14H75jVk/2a/Yhv4HTquhZCU7tNRjvMxxwal07xXY9H25cuXW8z7SG6Hx8mxzu9QTsrxkHbd8+5/NN9/OdEPP3vvvfcXqi0LIYQQQgghRH2hLEVOhRBCCCGEEKLSKFuR00okn+yNqUU6cFBewt9TArZ+/XqLmZZncTfKfJi6ZMqYRhGU6dApjRKztNtbq1atLGahUrabcgR+33MJolyPzid0I2EKnLDdbCuPgdKCEJLX4cADD7R48ODBFvM8MbVOPGmC0sG1C68D+1iXLl0spuSAeNeKfZvyg7TRCqUTnntbjCsOJRsx7fPkc3Q8okTPc37Ltw/OMxwblNpS8pOW04nag9fQk7CwGCPXDfZhSniowuAawu1TUh1Csh978iSv0CSduLg2sd2UX3JtoYSbEiF+h4UiWUAyLbfy5nuuKWyTV4i4f//+FvM46e7qyUY9J9WGBo8tLbdK961qPFmnJ6cklCnztQLeR/CegNJhznte/6GsLP3/PD6OIY4Hzrn83Ctayr5EF05+n9I7ryg8+226v/FcNuS+WA60IgohhBBCCCEygR5+hBBCCCGEEJkgU7K3Yor+0Y2DhbCWLl2ac1uUIzCNSakAY6ZJuR3+lqlNygMopQshKdHjb1iQi+lhryApU9pM7/L46a4ya9Ysiyk94rnr3r17zs/ffvvtxDFQxkTHE8oOeI55bJQ4UCJCWYgnI1LKuDx4hYXZH9jXPYkQnaFYvJSFTdNSjBipl1dIlb/1ZAdsnyfrSMtFqqETEF2IKDMNISkL5T7Yvq5du1pMGcVrr72W8/ui/HiSH8aUoVG6SNnW2rVrLaZcxnML5DhJy3zYFzmHsr/Ssa13794WU37HdYZys7SbVjWUWvPY6FZKKau3FoWQXC+5b8qh2D6ucRyvlBZyzHguW8Rzgmxo5HO48yRj3nzPz73vcC3nfQ7ne7p7DhgwwOIhQ4ZYzLWFx5AuHMp7DY4tFnznPRb7oif7o4SSY51rCO8deTy8vyJcA9IOjmwH9+HNP+LvaEUUQgghhBBCZIKSMj9/+ctfwttvvx0++OCDnH8B4RO4EEIIIYQQQtQlRT387Ny5M9xxxx1hxowZeQt+Pfjgg0U3rC6hLI1pxoMOOshiylPoTEJ5AOVWTEnS0YlOT5T/0NWG22d6Nu2URjz5A/fNtD735zm/0Z2H2/QKoVICx/Quv0/ZUghJGRwlCEw/s2gepSM8BkoweDw8l3JKKT88x/wDCSUv7NPe95ne57hiP0zPRZ4khZ97EgzPsc2TwvC3Xr/ieOX49KSbIST7ujf2KWFi4WLK3gp1uBOl4clOOBfRlerUU0+1mHMi+wYlyLz+jLnNtCyac79XLJLz6ZQpUyyeP3++xVwf2SfZVyklGzhwoMWUwFHm4605aeke528eD+d7z1mVMc9Z2mGxGk+umJVikvnmCc7H/B77EseAN8fzfsm7l+TnHBuUhA4bNsxi9gXKHnkPEkIIc+bMybkt3ttxPmY7eN/G71COyrHIdlDSR/kz74t4XrjmUOIcQrLwKl2HOY69NSvrFPXw8/vf/z7Mnj07jBo1KnTt2tW1OhZCCCGEEEKISqGoh5/58+eH4447Lpx//vk13R4hhBBCCCGEKAtFPfzsuuuurrNLJZMvjcv0NYsRLlu2zGLPUYYpSqY0mRr1ZAr8LVPJ/JypfsIUawhJKQNT/z179rSYsgOmpemEwmOmVIBpXO6bqVfGlPbQZY4p5nnz5iWOgb/hOaBDHOWHXuFVpseZivccs0R54PmmPKB9+/Y5v+MVFqSk0SvWmJageK5MnjuRJ2fxtuN9h3jucGw3+3y6oGqM5I7HwLHOecaTvTVk2U5t4/UHKiN4rY444giL6azG+Zf9gXMg1yjui8VIOdeHkJR3UYZE1ytK1V988UWLKT9jP+SY5vY5Xukg57lkURbE7aRloPw9i6fyHHgFjbkec52i3IjyO64b+eaZLJC+d/KkwzxnvI78judw67nLMeacxjHw8ssvW8x+z76Xvl9i32LR6VWrVuVsH++puN1evXpZzPtir9A8HQ85rvh99kNPzh9CCIMGDbJ48uTJFi9atCiI/BR19zd06NAwc+bMmm6LEEIIIYQQQpSNqMwPn4pD+LwmweLFi8MNN9wQjjzyyLDPPvvk/Cs6Pc+FEEIIIYQQoi6Jevi56qqr3H9bsGCB+2+V5vaWL13NdCpT64sXL7b4mGOOsdhzXqJjG9OqMS5wTBl77jd01KF0KISkHIztoKsOU/+ERd8o6aNEjfI7ygw8px0+/O63334WM41LR7gQkk5CdKtiYTC2lYXumOplOtmTL3gySDljlQfPocwrFsrrwPHgOTixX4WQlAzx9zEucPkK/H3Zbwn/KMT2cQ7geUnLfDievH3w/FHy4c0/WZTt1AZeYVxKfvv27Wvx4YcfbvHzzz9v8YwZMyzmfE+3KsrE6E7FuZHfSbeJzlCPPfaYxS+99JLFHD+U7rFfcT3h8XtFvbm2enJuHk/6j6p0A/3jH/9oMed7rnecHyhbZyFLOup5c0vWZW9pYiS4xOsDMQ5v7Ic89+yHVCJxvPHeJC174/0JZZBsK8dQly5dLOa9Fscc5fZz5861eNKkSRbznopjkusA98tzkS4K369fP4spgaMkkP3bcy3MIlEPP5deemm52yGEEEIIIYQQZSXq4Wf48OFlboYQQgghhBBClJei3N7+9re/hb/+9a9ucbAPP/ww7LrrrvWquJJXqItFO5k+pGMH8WQA/C3Tnl6RU6Y6KbFj6nXAgAGJfTP9ynPP1CrTpkwbU4bE9CmLanmpVKaiKUOjBMeTOXXu3DlxDEyJMy19xx13WEwJHK8D5Q50Aio01Zv1dHBN4skUmNb3zjdlJ54M1PtOCH7hXva/GOe3GEc4D7bVK1xM96O0DIQSDo4twvZxDPD7lL3J7a38sF/RxckrwPmb3/zGYs6zXGMpjTvrrLMsHjFihMWU9qSdAymbe+GFFyx+5ZVXLPYkP5TkUIrHMe1JPNn3uLay73EMcHymC3nTGZEyZ/6erng8toMPPthiSvm5znCbPIZS5oCGQPpejufAm4N5TXguY5wxief6SThv0kGW8dChQxO/YSFe/p7t5j0V71U4jrds2WLxtGnTLH7yySctfv3113MeA2PO9d4rECyKGkLyXpL3idwW5x/d2/ydotze7rrrrnDttde6/37ttdeGP//5z0U3SgghhBBCCCFqmqIefubNmxcOOeQQ998HDRqUeNlLCCGEEEIIIeqaomRv27dvd2VfIXwu36Isqi7x0tLp1CvTjHSbocsNZQNecTdu13M44bmjjI3pVqb76b5GlxE6qIWQTGnSpY6pfxYF5TGwyN7AgQMt5rngcVJewdQtZXyU3XhSpeXLlyeOgW5DPN9M6TINzOMklBDyt5SCeOlgpYbLT4zDG/sM3Zw4ltgX0jIfz+HNc/Pj/ihzYey5QXnwtzwGzzmRBRdDSMrYOG9wvqI8id/hGOV2Vdy3/HDOYeFrzr9HHnmkxVwrOG9S5kWJC+Eaxf6cHg90Zp09e7bFHA+eUxqPh/3Ncw/l8bzxxhsWc/3y5mU6ZlG+E0JyXezRo4fFfC+Zsm0WaqXUj8Vgjz76aIvHjx9vsSe1zQpe8dIQfNmbNyfWlDzQc4Fr1apVzn1RkpZ20mzXrp3F3v0F73m47lAeyXsQxnzFwFtDvPWO0lI60aVlb7y347jk+uLN91mRbHoUtQruscceX7AoJhs3bnQnRSGEEEIIIYSoC4p6+OnTp0+YOHFiwgygmtWrV4eJEycm6hkIIYQQQgghRF1TlOztrLPOCvPmzQtXX3116Nevn6WQN2zYEGbPnh322muvhBtNXeJJapjmDCFZAG2fffaxmLIDOnYwBUp3Gf6WKfpevXpZzPQr08krV67M2VZukxK4tDyLqdhx48ZZzIdUL+XKond0Sjv55JNztsNzLfJcStjWqVOnWnzrrbcmjmHWrFkhF+eee67FdDe68847LWZKmJlHOrZQxkdJRBZlDbUB+xilbmkZRTXsJ55jlOculC+NH+Mk5H3uObZxfPPYPImDV9CY0p50YUpKgCglonsi4bxG+VTWJQ61Ac+xJzVZt26dxZ6kkZJx9pnu3btbTKdPXnOOk4ULFyb2/fLLL1tMyRDlkRwnnkMg+2h6Ha2Gkh+2w5Nt8zgp0Uy7jFEOxPWI3+N3KP+hpPqWW26x+KSTTsrZJs8x1CvS2ZDl0unrXGjRV092TLzz593DcT6kpJjXP5+TJo+JsjlK5ZYsWWIx32OnfJVzNCWungQwpniuN8Y4JkNIOkPGFMH21rUsrg9FPfw0bdo03HTTTeHee+8Nr732mt2wfv3rXw9DhgwJ55xzTt53goQQQgghhBCitinq4SeEz18o/8EPfhCqqqrsaXevvfZq0H/9EEIIIYQQQtRfin74qaZRo0YmMaqUBx/PzYlQ/hRCMlW6YsUKi+mQM2PGDItZ8OqCCy6weNiwYTn3TWkBU/xMY1JiRwef5s2bW0y5GVO6ISQdfJiWpayGkjumQ+kowlQvJWODBw+2mGlZL5VKaQ8df6ZMmWJxWuZGWRHPHyVqP/3pTy2mtIf74Hml1ISyBp7jHTt2WFyfivNWOryG+YoXVkNJAPsCZQ2enDI91r10v7c/r91sB8ccf0sZGseA5yDH+YZjOt33KLHhGPXcjQjPcRZlDbWN5xzIeZByM87LVEpQ9jV69GiLKUGm0xnn+pkzZ1r82muvJdrHOY791ZOgUm7DMcDve26GHBuU5nA9Zf/03BwpnwshOfa5hlO2/cQTT1h83333Wbxq1SqLf//731tM1y/K3yl784oyc53xpNOVcl9UKPlknKU4Rnoucp4k37uf84q38z6K143XP4Tkqwi8dqtXr7b4ueees9gr7M7PKYHz+rQH+5L3ika6yKtXvDtmvud1yKIEruiHn61bt4aHHnoozJ07N5H56du3bzjjjDMSN+xCCCGEEEIIUdcU9fCzcePGcN1114UPPvgg9OrVy/6avmnTpvDSSy+F2bNnh5///Odh3333rdHGCiGEEEIIIUSxFPXwc++994ZGjRqFX/7ylwmnsxA+Tz///Oc/D/fee2+44ooraqSRheKl85gWTEvG6ORBFxG6q7HgFWH6nilX7pupUW6HbaKEi7IEPkQyTUxnkRCSqV9uy2s3903nHJ4bbpOpW0o2PDcWpmgpMaNkJy3z4TljSpfSNcpCWKyObnxMofN45s+fbzGvlSefykoKuDbgOGE/9grmUSKUTvfn+m1avsP+w5h4kgq2g/2E7lGe9NOTPxHPJSstJ+F2Y1zuYs5TjCxYFE5MH+BcxP7Tp08fi7lW/PM//7PFHD8TJ060mHJfStvSfZ5zNvufJ8tjuymX9mTOhMfGPs01i2sL3Tk9t7YQkhJRStS4Zk+YMMFiOqjy+Dmm582bZ/Hhhx9u8eTJky3mMXsyck8Sm6a+rCn5nOx4fXlNPbkav8/1n32a0kVKxmKKdPJ6MuZ4uP322xO/v/DCCy3m/RLlcWwHX11g32UxdsrevLZ69xqenJv3TuznIRReLJzjnt/ncWaFooSbS5YsCaNGjfrCg08In9s+H3PMMYlKt0IIIYQQQghR1xT18PPpp5+6f7kM4fO/hnh/aRVCCCGEEEKIuqAo2Vv79u3DpEmTwsiRI78gqfrwww/DpEmTQocOHUpuXFVVVaiqqipYmhHj7JROp/PfmHZnav2QQw6xmClTps2vvPJKi5kaZbr+m9/8psXt27fPuV9+n+eYEgWmd0NIpke9wox8KOV3mH5mWprb9Ny6PGkOJRQ8tpEjR1r8yiuvJI6B8kOm07ktSuCYio6R8/CaeN+vL7KE+ob3BxGv6JvnFMfveO5wIST7TIyzTYxrIccix4bnWsRj8JwWPblDCL60zhtzlKby+D3nJvX1msObc9iXeE04F7EouOciSBdSOlKx37N/pgvmenIbto/9xxszMbJOtoN/KOXx073Qa2daykqJUZcuXSxu27atxSyizX2zr1OiRskPZe6UGHlrKNdBSvfyucDVlzGXz+2NMjFKvbxCzk2aNLGY9zw895S9xazlMZ/zOj/++OOJ73E8sfguxwDvE3m/Rem9JzX15Hox44prC8cS+38+vLWM18FzHc7K+lDUw8+ZZ54ZbrjhhnD55ZeH4cOH2zspmzZtClOmTAk7d+4MF198cY02VAghhBBCCCFKoaiHn4MOOihcddVV4Z577kl46ofwuWf+D37wg8STtBBCCCGEEELUNUXX+enVq1f45S9/GXbs2GHp++bNmyfS9KXSqFGjkt2IvN+nU5JMa9NdrUWLFhaPGDHC4jlz5lh8+eWXW8y0JJ3IhgwZYjHPEVOplAGwfV46ffv27Ylj8Bx2mJb1YJqVqVGmt7kdpmKZVqVUja5FLOLH7bMobAjJc7N8+XKL6dLGa8JUOfFSzp4kSa5X5YFpc0peKEfw0uyUhlG+QqkJU/dpJxyOLUrOKMeIkT5y/HGc0PWJx+BJH7ziuZ48Ld0mtsPrr5RseG6GDVnKUJd4MiHGvNbPPvusxddff33ObVIuTImvt4Z40soQ4goZeu/ycls8BsJxybXIK6LKdlPmnW9e9lwYedyUqrOoteeQ2Ldv35yfe9/31pCGVjSSx5N2r/PuNfg9rxgu5yjP1c2T+HpzaMz1SV8Hvq5Agy7Os2wT+5g3ponnNOz1b6/4K++10vc1nrSb54Cf8972rbfeytnu+tpfC6Xoh59q9t577xp94BFCCCGEEEKIclD0w897770Xxo4dG+bOnZvI/PTt2zeceOKJeiASQgghhBBCVBRFWV1v2LAh/OhHPwrjxo0Lu+++exg0aFAYNGhQ2H333cO4cePCFVdc4cqRhBBCCCGEEKIuKCrzc8cdd4TPPvss3HDDDaFTp06Jf1u5cmW48cYbw1133RV++tOfltS4Yq2uPbxqutX7qoZ2l9QxU5d88803W7xhwwaLe/XqZfH3vvc9i7t27Wox39uh1pTvy+yzzz4WU7fMd5PWrl2bOAbqP6kxpYaVUFfKY6Oel+/5sK1vvvmmxTx3/D6Pk+/8sDhux44dE23q1q2bxUuXLrWY708NHDjQ4mnTplnMa0p9br5K1aK88HxTo0+bX08bzfcPPLt3712bEJJ6cs8229M3c7ve+wv8LcclP/fed+BY5/GnSwdwHuBc5LWDY47vEHo686zou2ubGKveRx991OILLrjAYs6BfMeMOn6WI9i0aZPF3rtG+drH7XrlDLzP2e+5P37Hg+uV9+5C2r7eOz6ucYceeqjFHLtcs7hmH3300RY//PDDOdvEd688e++G8J4P4TGk36eMsfj27gt4nqgQYl/P9x5kNRxX7MPe2EuPQ+8dGb6P6tmuczyk+2guYsdlNTFlDUJInkuv/3FNadmypcUcA15ph4bQjz2KyvysXLkyjB49+gsPPiGE0KlTpzBq1KiEh7oQQgghhBBC1DVFPfw0btw47192dtlll4QTkhBCCCGEEELUNUXJ3kaPHh2ee+65cPjhh3/B2GDbtm1h/PjxYfTo0SU3riasrtPb86DsizBF6VXapXXzt7/9bYsHDx5s8dy5cy1m+p3pRqaWGbOasFeNOwTfapTHTSmRZ8NLuRBjQtmOlz72Ki3z2Gi9GELyXHbu3Nnigw8+2GKmZSmN4/F7aXBRu7APUB7g9WleW68/sw/z+2mbXv5boVXCY/BkBvyc48ez6eX30xJV/hGJtvMcc94482Rvovx40hteN74X+7vf/c7iK6+80mJKgWh1TRm1V4U+n7wmRgrMNcGzcfa+w7Hrbd+zlfbkTOl9cLxT5ty8eXOL+/fvb/Ebb7xhcc+ePXPue+rUqTmPwVvXvONpCPA4PTvnEJLSXJa34DnjvcqWLVss5prAtd8rYeBJDj3ySXxjyqB4/T6mHd6awP16ax8/571mWtrtjUVCiSzXl61bt1rs2Yw3ZIp6+Kmqqgq77bZbuOyyy8LAgQPt5G7evDnMmjUrtGrVKlRVVYWnn3468bvjjz++9BYLIYQQQgghRBEU9fAzZswYi19++eUv/Pv69esT36lGDz9CCCGEEEKIuqKoh5/f/va3Nd2OnBTr9uZJDryKzSEk5QV0z2FqnWlcxi1atLC4d+/eFlPeRncrL8XINDtdU7gvpjnTKVCmkPlvPAZul6lor6K9V7Xcc+fx5Dg8BkqB0rI3ynyYBuZv6JK0bt06iylL9CRJkv/UHeyTrC7Na+vJMil7Y3o/n/zAk+SQUpzPvO/zOD03LPZVjjdKdkJIuvPwNzxPPAeUMnCsy+Gtdok5x+yfnNMoaTv55JMtpiyI/YJOmp7rYD48RytPiubJdng83nj1nBC5L34/n+zN+z1/M2fOHIu53vXo0cPisWPHWkx5elpGm2XS9xo8l1yzPZkYYR+gpIuOem3atLGY92OUdXr3c8Ws997vvfsfb2zFfO61m7JmjgGeozRem7gPOuVu377dYl7DGHfGhkZRDz/pBVoIIYQQQgghKp1ot7eVK1cmXqzMx5YtW8KUKVOKbpQQQgghhBBC1DTRmZ9rrrkmXHbZZWHIkCEhhM8dZr773e+Gq6++OnTv3j3x3WXLloXbbrstDBs2rKTG1YTbG39PR5i0qxJTtJSoUTrClCtlB0zRUsa1atUqiylZ4DbpZOI5lHmfp6U83m8oK6JLGwuPUcbGY6DUxnMT8eQRPKeeE1C6qCPlEjw3a9assZgyBa+IJJHUrTLwnK7YPyl94HVjv/AKP7I/h5Ds09yWl+L35HSec5XnJufJJrh9Shx4PG3btk20iU49nuyN88myZctyfu7JUeurBC7fPFiN587kzWM1SYyDGvsP1xy+L0sX0mOPPdZiqi9YNJrze9oN1Ou7XlFR7zxxu94c7xUojpEncZtplzFul3Irfr5y5UqLWbR05MiRFq9evdrixx57zGIeP+ec+jpOaop0f+Zce+CBB1rs9QdvzuH8TRc4Xlu+VsBxwvsDT0oWu/YXOid63/f6MY+T54UOjrzv4r0mkw7pMem9BsHxwKLJEyZMKPp4GhpF1fkJ4fMT9MknnxRsPSiEEEIIIYQQdUHRDz9CCCGEEEIIUZ8oyvCgPkGpm1dEK4RkapFpfUpHmJalbTdlO9wHi38xTewVKqUUgel+z7ksLffwXNcYU+7Hc0DpDSUVTP2zrYy9ffHcczuU/KTTqjxWnjO+Q7Z27VqLKUnKujShEvEKvW3YsMFiOpSx7/G3lP9QGsaieiycGoIvi/AkbV4/JjHyuZjidhwPnDMo8Uj/G3/DuYJz1+zZs3Pum99vCOPEk2N415nzGyUltX1evH1QprJ48WKLKYHj9aeEq2PHjhZT9rZx48bEPijpIpynve94MhzKkChZZT/meOV6yiK83D7XvrR0j3Jzjg1+74knnrCY6x3jBx980GJK4Dyn06yTHm/sA1zPOZ48l1pvuyzQzDW+U6dOFnMdoAsanXU9F9v0nB7TJk8OxrmfY8ZzweXYpTtju3btcrabDndeoex8UC7NfXO7MWtcQ0aZHyGEEEIIIUQmKCjzs2XLFvsrSfVfajZv3vyFl9aZIRFCCCGEEEKISqCgh58HH3wwkS4OIYTbb7+9RhtU0zBNyJRk2kXGk5kRFkC76KKLLGbK3pPZMV3LNCbTxJQ+sD2e21va6cxz22Hak850TFe3bt3aYqb+KU3gQ60n5+F+uR3KIHhe0g/O3C5lTDNnzrSY5yPGgU7UHV5RQjoyvf766xbTOdIr5Elp3MEHH2xxekwvWrTIYvYHb8zFSKm8wqkcl9wmxzq/wzFJlx+Oz/T3PAnGwoULLV6wYEHO9jU0Ylwlea1Y1JLzeKVIm9hnKKNhkc4777wz5/eHDx9uMccD16IQkvO3J8/hOsXPKTFigWKufZQWsrAi3aY8B0/Klrjf/fbbL3EMffv2tZhrx7Rp0yymjK1nz54WT58+3eLnnnvOYk++WimuiF7/rk3S6yzlxjx/XNv5nUIdxFiMk/cgAwYMsJh9iX2PMup8kjH2Xe/VAhLzKgHvqXguKHXj+sU2LF++3GJK/mOle7xGXEc5Hnhes17EN/rh59JLLy1nO4QQQgghhBCirEQ//PCvS0IIIYQQQghR32iQbm9MqzK9z/RpOrXpFV9jqvSll16y+IQTTrC4ffv2FjOVSAkBi3bRKYUpY0+aQ9ie9He8Iq50naOspkOHDjnbynNGqQTlGGwH202ZDgt40X2E5yKfi8y8efMsZsFYHrfnkCcqAy9lz/T7s88+a/GIESMsphTTkyJQTtmvX7/Ev7Fv0eWG/ZjfYfvovMP+zTHGmPIDb5x48hBKeyibSP+GUNrxzDPPWMzxyjmgIddj8wrJci6i7I0yQa8Qbm3grTmc09iXXn311Zyf87dHHHGExZQIhZB0ZuNa6BUOZf+mDIf9lXI1Old17drVYsp8eL75OWV1vA5cQ0JIjg/KeShjo5Ro0qRJFlPu6Emn61LeFlMANkbyXRtQTsZ+RedBzkWFOotxzn3jjTcsZr/q3LmzxVwHuF/2W8rwQkjK6rke8RxzDFBmyXHiubdxjucY4z3OK6+8krMNJJ/8kv/Gc0DZKZ1yY2TbWaHhisKFEEIIIYQQAujhRwghhBBCCJEJGqTszcNzTQshmT700uBMm//pT3+y+Dvf+Y7FlJIxTcoUKCUrlDhwv/ycbfOcqtL/RskLU7SUGrB9lNdwf3vvvbfFTNcyLc3CdSx0RxcrpmQ9uVAISRcwShko06Czi1dQUlQeXv+mC9PkyZMtPvPMM3N+n9thTGllCEnnK/ZLFn9kUUjPYZGw77Efe0UguR3OAV26dLGY4yQ9pilNoNSJc9H48eNzfr8hSxliZEGUvXEeo6SxEgv6eVJRtnXWrFkW33jjjRazH44ePTqxXUpy2Jc8qSChBJV9l9vx5MhesV2vKCq/n57TV6xYYfGtt95q8fPPP28xxzGlRDxOjl1Pblbb8Fg5D3B+oENebZIeJ7xfoFvnqFGjLKZDq3eOvXHMmPPpa6+9ZjHnYp4j7z6I0v4Qkv2P/YTXgfdIXkFk7xUDzjmcl7j+UIrnzUX5+if3TYc3SvrYZ7KyPsSgzI8QQgghhBAiE+jhRwghhBBCCJEJGrzsLbZQWYzzDuUSjz76aM59XH755RZThkO5Gd1RPIkM5QTcL0m7vTEVzbQ+08OE2/UkgUyTUj5HKCfgd5gCppyC+2JhrxBCeOihhyxmgT+vQCRdZ0ihRdVE7cJ+xfFwzz33WNyrVy+L6fJDvCJvIYTQsmVLiz0phFdokdul4xTdEjlGvXFMJyC60VGCxPbkc6HcsGGDxffdd5/FlDhQLpMVWUOM7I14MqxKxHMj5DEsW7bM4l//+tcWr1+/PrGtIUOGWMy1KV0MtRqvWC8lz/wO1x+2jzI0jlHKjniclDgvWbIk0aYxY8ZYTFm0J+OLkeLVJZ5TISWyvXv3tpjXtNxrXL7tsy/SSZO/4ZzNgtNeIWLiXSvOdXSDZftY/JRrS/pegX2X8zqlbpxPeL/k3WvxO3Qw5PrAedyTV3uFbdOueXRe5P0WXeTyrZFZRpkfIYQQQgghRCbQw48QQgghhBAiE1R2zr8CYDqV6U2m5inVYvqULnCUg7EAlVdMkelQr0BYOoXJ9nF/LAzHVC/3F5NCpzyHMeUl/Nwr0Ei3ExahCyHp2sP0NaV73B+vA9O7krpVHuxjnkSGbj5/+MMfLP7nf/5nizt16pRzm+lrTukE3ao4NujIw6KJlOq0bdvWYsoMWEyP3+c2WQCZ8hWv0C/HZAhJZ8ixY8daPGHChCDyw3nCk4x5n9c2MU5PMfIV9kmuSyEkXRUpSTrggAMspuSHDliU6nAfnJfZp7nO0NGKzqCUhHJcsTAlC9KGEMKMGTMs5pjjteZ58gqWe46utS0V9a475y7eU9Qm+dZQ/hslhywEz4LVdHHlPY8nsSeeQxn7JPsC+xvlZmk811Cee68wNV19+R2OGbaDn1NezfFAvNc1KG0LIbkWclzGFJjNOjorQgghhBBCiEyghx8hhBBCCCFEJpDs7UugDIXpUKb7d+7cafFdd91l8cCBAy0ePHiwxSzoxpQxYZqUheuYuk/LyihvY3qUcgSvaJ4nCSCesw8/92JKGViobvbs2Yl9UMbG31NKxGvC8yeHt/oD+xuvM+UL999/v8WU41x66aUWU7KTLhDq9Wn2JfZjOmBROsPvs19xXNERjv2QjnOUhLJt3CbHSQghPP300xbfeeedFlMS6kkIs4InVfIKWZJKOV+eq5sn2/KOh0V705Iaym3ovkUXQhYGZr/ivPzWW29ZvHbtWos5fijHoeSU/ZtFJykR4vqwYMGCxDHQsYvrcVouWo1XOJNUiisi+yKlYZz7+Lnn0lcO8hWF57y7dOlSi7t162YxC+4+/vjjFvO65St+ngveF61atSpnW/O5/XpyR64VbAcldIx538V5mTGvG9tN2FZP4sp1JoTknEBnRO6v0h0t6wplfoQQQgghhBCZQA8/QgghhBBCiEygfFgBeKlYSuBYNPH222+3mEUNKXtjTFmMVyArn+wtxnknhhjXFa94HFO3TL3S4W3+/PkWU4oRQvIcMN1PN5833njD4hi3GFF5eC5W7NOURNx9990WU9rzwx/+0OIDDzwwsQ/2e44b7o/9yiuKSdkBt8N+z996LkKenJQyosceeyzxb//3f/9nMYsJepKurEg/Y6RKlVjUMgbvunnOdN4cmJaCUTJGSc4zzzxjMQtHUmLD71PmzXZQusbv0N2U42fx4sUWc07ndtIFvr1j9WSkjD05U2wh9HLDdniOY17By9putycT45z7xBNPWHzhhRdafNRRR1lM10pKnj2plnetirkPiPkej40yUo4lOqt5bYq5Pt4x8D4oPaZff/11i7mO6F7oy9EZEkIIIYQQQmQCPfwIIYQQQgghMoFkb1+C58DBFC1dayh/GTdunMV0PrngggssZqE3piq9YqT5UvReSjymkB9lA8STEHgpXUqS6MDC9Parr75q8dtvv53YnycloksQpRANWdrTkIlxXqLcg5KDBx980OL169dbfPHFFye2NWTIEIsp4eHY8twCPZct7xg8SZsnzVm+fLnFdLXjsYWQlDJkXermETMvVTrevOzJV4pxLuN48uZ1ypAZx7jRUa7Gfjtnzpyc3+fY89qTPn5Pgkr4ex4z15a0nK4S8KRknqSvLot6e+3w+isL7p566qkWDx8+3OIpU6ZYzL7h3ct47Ykd94XOD945jnEaLHSb3vFQ+hyCXyRVsrcvR2dICCGEEEIIkQn08COEEEIIIYTIBJK9FQllb0xR05mDUq3f/e53FlMmd9JJJ1ncpEkTi2OcXNLpVv6/VyTLK2zqSXi83xK60bF4HlPdM2bMsJhOdun0LF3q6KjCoq8xhetE/Yd9mOOKkoiXXnrJ4nRBxBEjRlh81llnWcxCjumicdXEOB5y/HDscW5gQTvKPSlvmzRpUs5thpCUunn7ziIxc4Anx/Hm1kqZS2IklyRW8hNT1DFGVuW5pnnn1ZMFeS6h+Y7BaxM/p6yV7qHe+lgp8Lg57mOc7OqSmCLDXMvpaHnsscdaTAnc9OnTLfYKOrMfxshd0+erFFlsoXI1b79e0Xl+zvWEa196W975ELlR5kcIIYQQQgiRCfTwI4QQQgghhMgEkr0VgJfSZEqXqfU999zTYkq9/vu//9tiymKOP/54i/fbbz+LKQ/IJydgKp+xJ8+JcQTx0uxs95IlSyym1I3F83iOmJ7da6+93H2/++67FvMY5GSSPbziohxjaQcnFtmjPG7gwIEWs+Aei6Ryu5QasB/TaYfSjA0bNljMopGvvPKKxXQ5pJSDMp0QkseddambhydhqkRpUwzlkOPk264nJfNijgfP5bCmZEH5/s1zdfPWFBZejZVG1SZsE6V7nrtppUg2Y2SnvD48nvHjx1s8aNAgiwcPHmzxwoULLaabLO9BvALs+YqfluKYGdN3PbmiJ/csVDaa7zfiy9FdpBBCCCGEECIT6OFHCCGEEEIIkQkkeysSr3CoJ1OhjGbr1q0W//73v7eYhQ9PPvlki/v162cxneLSkgOmUz3omhXjCOdJ3Vhc8vHHH7d44sSJFlNmQCnCHnvsYTEdYUJISt2YHvfkFSJ7sN/mkytQQka5BPso5XDsl4xjnHcoh6MEzpNBUNZC0m4+pFLcnSoZzhOUGu+9994Wcw6txGKX5SJGDsTPvXFGiim2muu3nvwnvX2vEDhlVRxDXLM4/upSMubtm+1r3ry5xXRTjSkoWil4fYD9kNJhzsXt27e3uGfPnjm/z/soyog5/3qS/xDinGxJjOSQMdcfxtwvj4drSEwBX1EalT16hBBCCCGEEKKG0MOPEEIIIYQQIhPo4UcIIYQQQgiRCfTOT5F4mk9qcqkn9+xst23bZjGrvtMWl5XqWRG5S5cuiTY1bdrU4pjq2dQMU29KjTF1tXwnafLkyRZPmDDB4u3bt1vcuHFji/nOE/fL74eQ1OuSGI16faUhH1u5ibX25fsB3jt67Is7duzIuZ1C20R9N+cAXdvS8MYMdf28npwPPdvdhkC+fuW9L8KxwZh913s/wnunjdfBe3+BbYh57yj9b4z5bg/37b23VJfvy3DfXgkHvvPDuYj9ldeqEueTGAts9it+vmrVKovXrVtncevWrS1u2bKlxW3atLGY9y9eHELyfRv2Ge8dHs4bu+22m8W8bvyc743y2N58802L+Q6pShnULsr8CCGEEEIIITKBHn6EEEIIIYQQmUCytxrGkwR4Fra0emZa9Y033rD4z3/+s8VTpkyxeOjQoYltDRkyxOIOHTpYTJkd0+YbN260mKnlFStWWLxmzZqc36GNLKVqzZo1s5j21pTVUY4SKzuJqQxe6Xjpfk/mIVvLmsOTqeaz1f2yz71rVYr9r4gjxiaZ8xKtcCkXpryYZQAa4rXyyjBwbfLGQ4zkh3jyNO43LWnLRfo7njQoxhq4UqyheT54Xind4/pNWbnX7+tTf/XmR698CPvnhg0bLOY9klemgOc3XS6D915emzzZsicP5TXkKw38nHI7bwxUSl9tyOgMCyGEEEIIITKBHn6EEEIIIYQQmaDiZW+NGjVyU+iey1r697ni2sBLRdPhg+lNpk+ZkuV2KD1jCjiEZHq8RYsWFnsVzZmWpaOMVyGZUEpHZxrua+fOnRa/++67FmdV2uX1Y08G4TnQiJqjlErvkiZUBjFOTZS3HXHEERbTtTJfX6hPsiKPGDmmt45yHaCEOWbMxJw77zv5tl+Xa3speP2MMnGuqcuWLbOYki72+4Y2F3nuf57Uz3N1q40+4o0fr92VKMXMIjrzQgghhBBCiEyghx8hhBBCCCFEJqh42VsIfqqTKUYW+KQTmeeqVRvEpFkpJ/Dax2Og3CwNpWWMPTxnH0ruvGKplGfxOvDcUx7hFXNr6PISShP23Xdfi3me6GbD81SfpBxC1CYxMhK6kr3++usWn3TSSRa3bdvW4k2bNlmcb55taJS7sHKMI1yWijuzv1Kideihh1q8efNmi9977z2LWTica0tDplAXTo98/cq7x4x5zcLr315h4Ng2ifKizI8QQgghhBAiE+jhRwghhBBCCJEJ6oXsjeldyrAYd+/e3eK5c+daTOeySnSHiUm3xjjZhZA8H56kgHjOJMRzUvIkbZ6Tmyd1awhp3/Qx8Hw0adLE4l69eln8wgsvWFwpfVGI+oJXMNhbKygdWrx4scWDBw+2+LHHHrM4PWfGFOSsr5R7Di7F7a0hkD42b/075JBDLJ49e7bFlJizQGa6aKconkLdBr17Ksnb6g/K/AghhBBCCCEygR5+hBBCCCGEEJmgXsjePMkUC3bSoaxnz54Wv/rqqxbHun3UJjGFsGLxnMJi5G3Ek655UjpPElJKAclKJ995pPSmX79+FrO4LeMYuWJWC8MKkQtP9saxwfmQ0qFJkyZZfNppp1m8//77W7x169aaa6wQgHN8t27dLN5ll10spnSf64NXdFxUBlqb6w/K/AghhBBCCCEygR5+hBBCCCGEEJmgomVvn332Wfjb3/6WSPtS7kB50RtvvGExi4XNnDkz528rBc81hHgucLF4v4mRpXm/LbQYZ2y760vaOJ9jHQvRUYI5ZswYiz0polcgtRKdCoWoTbxxwrnIc8DiWGIBSf62Y8eOFm/ZsiXxe405UVOwzw0YMMDi9evXW7xt2zaLKYejfJPFsfMVDhciC1RVVRV0f6zMjxBCCCGEECITVHTmp0uXLiGE5F/z+GTHv3x06NDB4jZt2ljcu3dvi/O9NF5f/lpSKaYNhZoZNLTMD0kfG803WrdubXGPHj1yfs7MpvcXba9mkhBZwcuAx4wNrxbZfvvtZzFrqHz44YeJ39fHeUlUBvnqwB1wwAE5P+/Tp4/FzPZwrWA2U5kfkXWqqqrsmSGGRlWqviSEEEIIIYTIAPoTshBCCCGEECIT6OFHCCGEEEIIkQn08COEEEIIIYTIBHr4EUIIIYQQQmQCPfwIIYQQQgghMoEefoQQQgghhBCZQA8/QgghhBBCiEyghx8hhBBCCCFEJtDDjxBCCCGEECIT6OFHCCGEEEIIkQn08COEEEIIIYTIBHr4EUIIIYQQQmQCPfwIIYQQQgghMoEefoQQQgghhBCZ4P8DHAdjrTy9/x4AAAAASUVORK5CYII=\n", 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" + "
" ] }, "metadata": {}, @@ -702,13 +807,13 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "498756f0", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -754,7 +859,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "id": "d10e268f", "metadata": {}, "outputs": [], @@ -774,7 +879,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "id": "00bc516f", "metadata": {}, "outputs": [], @@ -784,7 +889,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "id": "0a1fd48a", "metadata": { "lines_to_next_cell": 2 @@ -814,7 +919,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "id": "8d3a72fb", "metadata": {}, "outputs": [ @@ -1106,6 +1211,142 @@ " )\n", " (2): Residual()\n", " )\n", + " (16): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): Attention(\n", + " (to_q): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_k): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_v): Linear(in_features=64, out_features=512, bias=False)\n", + " (dropout): Dropout(p=0.0, inplace=False)\n", + " (to_out): Linear(in_features=512, out_features=64, bias=False)\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (17): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): FeedForward(\n", + " (ff): Sequential(\n", + " (0): Sequential(\n", + " (0): Linear(in_features=64, out_features=256, bias=True)\n", + " (1): GELU(approximate='none')\n", + " )\n", + " (1): Identity()\n", + " (2): Dropout(p=0.0, inplace=False)\n", + " (3): Linear(in_features=256, out_features=64, bias=True)\n", + " )\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (18): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): Attention(\n", + " (to_q): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_k): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_v): Linear(in_features=64, out_features=512, bias=False)\n", + " (dropout): Dropout(p=0.0, inplace=False)\n", + " (to_out): Linear(in_features=512, out_features=64, bias=False)\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (19): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): FeedForward(\n", + " (ff): Sequential(\n", + " (0): Sequential(\n", + " (0): Linear(in_features=64, out_features=256, bias=True)\n", + " (1): GELU(approximate='none')\n", + " )\n", + " (1): Identity()\n", + " (2): Dropout(p=0.0, inplace=False)\n", + " (3): Linear(in_features=256, out_features=64, bias=True)\n", + " )\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (20): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): Attention(\n", + " (to_q): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_k): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_v): Linear(in_features=64, out_features=512, bias=False)\n", + " (dropout): Dropout(p=0.0, inplace=False)\n", + " (to_out): Linear(in_features=512, out_features=64, bias=False)\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (21): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): FeedForward(\n", + " (ff): Sequential(\n", + " (0): Sequential(\n", + " (0): Linear(in_features=64, out_features=256, bias=True)\n", + " (1): GELU(approximate='none')\n", + " )\n", + " (1): Identity()\n", + " (2): Dropout(p=0.0, inplace=False)\n", + " (3): Linear(in_features=256, out_features=64, bias=True)\n", + " )\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (22): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): Attention(\n", + " (to_q): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_k): Linear(in_features=64, out_features=512, bias=False)\n", + " (to_v): Linear(in_features=64, out_features=512, bias=False)\n", + " (dropout): Dropout(p=0.0, inplace=False)\n", + " (to_out): Linear(in_features=512, out_features=64, bias=False)\n", + " )\n", + " (2): Residual()\n", + " )\n", + " (23): ModuleList(\n", + " (0): ModuleList(\n", + " (0): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", + " (1): None\n", + " (2): None\n", + " )\n", + " (1): FeedForward(\n", + " (ff): Sequential(\n", + " (0): Sequential(\n", + " (0): Linear(in_features=64, out_features=256, bias=True)\n", + " (1): GELU(approximate='none')\n", + " )\n", + " (1): Identity()\n", + " (2): Dropout(p=0.0, inplace=False)\n", + " (3): Linear(in_features=256, out_features=64, bias=True)\n", + " )\n", + " )\n", + " (2): Residual()\n", + " )\n", " )\n", " )\n", " (norm): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", @@ -1114,7 +1355,7 @@ ")" ] }, - "execution_count": 17, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -1124,7 +1365,7 @@ " num_tokens= 256, # must be equal to num_embeddings input of VQVAE\n", " max_seq_len=spatial_shape[0]*spatial_shape[1],\n", " attn_layers_dim=64,\n", - " attn_layers_depth=16,\n", + " attn_layers_depth=12,\n", " attn_layers_heads=8,\n", ")\n", "transformer_model.to(device)" @@ -1132,7 +1373,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "id": "c5b4fde2", "metadata": {}, "outputs": [], @@ -1151,7 +1392,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "id": "1d5876aa", "metadata": {}, "outputs": [], @@ -1201,7 +1442,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "id": "1ee4dae3", "metadata": {}, "outputs": [ @@ -1209,19 +1450,119 @@ "name": "stderr", "output_type": "stream", "text": [ - "Epoch 0: 100%|███████████████████████████████████████████████| 1998/1998 [12:35<00:00, 2.64it/s, ce_loss=3.2]\n", - "Epoch 1: 100%|██████████████████████████████████████████████| 1998/1998 [12:34<00:00, 2.65it/s, ce_loss=2.55]\n", - "Epoch 2: 100%|██████████████████████████████████████████████| 1998/1998 [12:37<00:00, 2.64it/s, ce_loss=2.16]\n", - "Epoch 3: 100%|██████████████████████████████████████████████| 1998/1998 [12:39<00:00, 2.63it/s, ce_loss=2.06]\n", - "Epoch 4: 100%|██████████████████████████████████████████████| 1998/1998 [12:38<00:00, 2.63it/s, ce_loss=2.01]\n", - "Epoch 5: 100%|██████████████████████████████████████████████| 1998/1998 [12:38<00:00, 2.63it/s, ce_loss=1.97]\n" + "Epoch 0: 100%|████████████████████████████████████████████████| 999/999 [00:57<00:00, 17.37it/s, ce_loss=4.38]\n", + "Epoch 1: 100%|████████████████████████████████████████████████| 999/999 [00:57<00:00, 17.50it/s, ce_loss=3.82]\n", + "Epoch 2: 100%|████████████████████████████████████████████████| 999/999 [00:57<00:00, 17.50it/s, ce_loss=3.69]\n", + "Epoch 3: 100%|████████████████████████████████████████████████| 999/999 [00:57<00:00, 17.39it/s, ce_loss=3.58]\n", + "Epoch 4: 100%|████████████████████████████████████████████████| 999/999 [00:58<00:00, 17.19it/s, ce_loss=3.48]\n", + "Epoch 5: 100%|████████████████████████████████████████████████| 999/999 [00:56<00:00, 17.59it/s, ce_loss=3.24]\n", + "Epoch 6: 100%|████████████████████████████████████████████████| 999/999 [00:56<00:00, 17.69it/s, ce_loss=2.47]\n", + "Epoch 7: 100%|████████████████████████████████████████████████| 999/999 [00:56<00:00, 17.56it/s, ce_loss=2.15]\n", + "Epoch 8: 100%|████████████████████████████████████████████████| 999/999 [00:57<00:00, 17.50it/s, ce_loss=2.05]\n", + "Epoch 9: 100%|████████████████████████████████████████████████| 999/999 [00:56<00:00, 17.62it/s, ce_loss=1.99]\n", + "Epoch 10: 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"Epoch 93: 100%|███████████████████████████████████████████████| 999/999 [00:58<00:00, 17.12it/s, ce_loss=1.62]\n", + "Epoch 94: 100%|███████████████████████████████████████████████| 999/999 [00:58<00:00, 17.16it/s, ce_loss=1.61]\n", + "Epoch 95: 100%|███████████████████████████████████████████████| 999/999 [00:57<00:00, 17.38it/s, ce_loss=1.61]\n", + "Epoch 96: 100%|███████████████████████████████████████████████| 999/999 [00:57<00:00, 17.32it/s, ce_loss=1.62]\n", + "Epoch 97: 100%|███████████████████████████████████████████████| 999/999 [00:55<00:00, 18.09it/s, ce_loss=1.61]\n", + "Epoch 98: 100%|████████████████████████████████████████████████| 999/999 [00:56<00:00, 17.58it/s, ce_loss=1.6]\n", + "Epoch 99: 100%|███████████████████████████████████████████████| 999/999 [00:57<00:00, 17.41it/s, ce_loss=1.61]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "train completed, total time: 5908.866019248962.\n" + "train completed, total time: 6024.548704624176.\n" ] } ], @@ -1324,13 +1665,13 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "id": "56d16e27", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1368,7 +1709,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "id": "84410bf0", "metadata": { "lines_to_next_cell": 2, @@ -1379,14 +1720,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "3\n" + "10\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": {}, @@ -1417,7 +1758,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "id": "1c30a2a0", "metadata": {}, "outputs": [], @@ -1434,15 +1775,15 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 23, "id": "1d54a8d1", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "
" ] }, "metadata": {}, @@ -1470,7 +1811,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 24, "id": "6cde340f", "metadata": {}, "outputs": [], @@ -1499,7 +1840,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.16" + "version": "3.10.6" } }, "nbformat": 4, diff --git a/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.py b/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.py index b66b6c76..4750b6b7 100644 --- a/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.py +++ b/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.py @@ -19,7 +19,7 @@ # This tutorial illustrates how to use MONAI for training a Vector Quantized Variational Autoencoder (VQVAE)[1] and a transformer model on 2D images. # # This is a two step process: -# - We will train our VQVAE model to be able to reconstruct the input images. +# - We will train our VQVAE model to be able to reconstruct the input images. # - This will be followed by using the trained VQVAE model to encode images to feed into the transformer network to train. # # We will work with the MedNIST dataset available on MONAI @@ -49,7 +49,6 @@ import matplotlib.pyplot as plt import numpy as np -import random import torch from torch.nn import L1Loss, CrossEntropyLoss import torch.nn.functional as F @@ -191,7 +190,7 @@ reconstruction, quantization_loss = vqvae_model(images=images) recons_loss = l1_loss(reconstruction.float(), images.float()) - + loss = recons_loss + quantization_loss loss.backward() @@ -217,7 +216,7 @@ reconstruction, quantization_loss = vqvae_model(images=images) - # get the first sample from the first validation batch for + # get the first sample from the first validation batch for # visualizing how the training evolves if val_step == 1: intermediary_images.append(reconstruction[:n_example_images, 0]) @@ -329,7 +328,7 @@ num_tokens= 256, # must be equal to num_embeddings input of VQVAE max_seq_len=spatial_shape[0]*spatial_shape[1], attn_layers_dim=64, - attn_layers_depth=16, + attn_layers_depth=12, attn_layers_heads=8, ) transformer_model.to(device) @@ -405,7 +404,7 @@ def generate( # Pad input to give start of sequence token quantizations = F.pad(quantizations, (1, 0), "constant", 255) # pad with 0 i.e. vocab size of vqvae quantizations = quantizations.long() - + quantizations_input = convert_tensor(quantizations[:, :-1], device, non_blocking=True) quantizations_target = convert_tensor(quantizations[:, 1:], device, non_blocking=True) @@ -413,7 +412,7 @@ def generate( # model outputs logits = transformer_model(x=quantizations_input) - + loss = ce_loss(logits, quantizations_target) loss.backward() @@ -428,7 +427,7 @@ def generate( ) epoch_ce_loss_list.append(epoch_loss / (step + 1)) - + if (epoch + 1) % val_interval == 0: transformer_model.eval() val_loss = 0 From 39752e43da725e91d1989b6fcf048a3baaefc7af Mon Sep 17 00:00:00 2001 From: Ashay Patel Date: Fri, 17 Feb 2023 12:20:45 +0000 Subject: [PATCH 3/5] 106 vqvae transfomer tutorial update --- .../2d_vqvae_transformer_tutorial.ipynb | 174 ++++++++++-------- .../2d_vqvae_transformer_tutorial.py | 79 ++++---- 2 files changed, 145 insertions(+), 108 deletions(-) diff --git a/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb b/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb index 15426bf9..c50e2440 100644 --- a/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb +++ b/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb @@ -141,7 +141,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "/tmp/tmpjwh9gann\n" + "/tmp/tmppp_3eww_\n" ] } ], @@ -169,14 +169,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "MedNIST.tar.gz: 59.0MB [00:30, 2.03MB/s] " + "MedNIST.tar.gz: 59.0MB [00:15, 3.95MB/s] " ] }, { "name": "stdout", "output_type": "stream", "text": [ - "2023-02-08 21:00:22,795 - INFO - Downloaded: /tmp/tmpjwh9gann/MedNIST.tar.gz\n" + "2023-02-16 20:07:10,265 - INFO - Downloaded: /tmp/tmppp_3eww_/MedNIST.tar.gz\n" ] }, { @@ -190,15 +190,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "2023-02-08 21:00:22,927 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n", - "2023-02-08 21:00:22,927 - INFO - Writing into directory: /tmp/tmpjwh9gann.\n" + "2023-02-16 20:07:10,410 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n", + "2023-02-16 20:07:10,411 - INFO - Writing into directory: /tmp/tmppp_3eww_.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Loading dataset: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 47164/47164 [00:31<00:00, 1513.28it/s]\n" + "Loading dataset: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 47164/47164 [00:20<00:00, 2304.02it/s]\n" ] } ], @@ -278,16 +278,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "2023-02-08 21:01:04,300 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n", - "2023-02-08 21:01:04,301 - INFO - File exists: /tmp/tmpjwh9gann/MedNIST.tar.gz, skipped downloading.\n", - "2023-02-08 21:01:04,302 - INFO - Non-empty folder exists in /tmp/tmpjwh9gann/MedNIST, skipped extracting.\n" + "2023-02-16 20:07:37,466 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n", + "2023-02-16 20:07:37,467 - INFO - File exists: /tmp/tmppp_3eww_/MedNIST.tar.gz, skipped downloading.\n", + "2023-02-16 20:07:37,468 - INFO - Non-empty folder exists in /tmp/tmppp_3eww_/MedNIST, skipped extracting.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Loading dataset: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5895/5895 [00:04<00:00, 1219.75it/s]\n" + "Loading dataset: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5895/5895 [00:02<00:00, 2674.13it/s]\n" ] } ], @@ -522,7 +522,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "id": "83474094", "metadata": {}, "outputs": [ @@ -530,16 +530,18 @@ "name": "stderr", "output_type": "stream", "text": [ - "Epoch 0: 100%|████████████████| 125/125 [27:23<00:00, 13.15s/it, recons_loss=0.0882, quantization_loss=1.3e-5]\n", - "Epoch 1: 100%|███████████████| 125/125 [24:35<00:00, 11.81s/it, recons_loss=0.0407, quantization_loss=1.04e-5]\n", - "Epoch 2: 100%|███████████████| 125/125 [24:40<00:00, 11.85s/it, recons_loss=0.0333, quantization_loss=9.67e-6]\n" + "Epoch 0: 100%|████████████████| 125/125 [26:17<00:00, 12.62s/it, recons_loss=0.048, quantization_loss=1.19e-5]\n", + "Epoch 1: 100%|███████████████| 125/125 [26:08<00:00, 12.54s/it, recons_loss=0.0359, quantization_loss=1.14e-5]\n", + "Epoch 2: 100%|████████████████| 125/125 [25:20<00:00, 12.17s/it, recons_loss=0.031, quantization_loss=9.23e-6]\n", + "Epoch 3: 100%|███████████████| 125/125 [25:21<00:00, 12.17s/it, recons_loss=0.0282, quantization_loss=8.41e-6]\n", + "Epoch 4: 100%|███████████████| 125/125 [25:19<00:00, 12.16s/it, recons_loss=0.0264, quantization_loss=9.48e-6]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "train completed, total time: 5962.2962374687195.\n" + "train completed, total time: 7750.342885255814.\n" ] } ], @@ -587,7 +589,11 @@ " vqvae_model.eval()\n", " val_loss = 0\n", " with torch.no_grad():\n", + " k = 0\n", " for val_step, batch in enumerate(val_loader, start=1):\n", + " k += 1\n", + " if k == 3:\n", + " break\n", " images = batch[\"image\"].to(device)\n", "\n", " reconstruction, quantization_loss = vqvae_model(images=images)\n", @@ -618,13 +624,13 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "id": "6348d41d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -662,7 +668,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "id": "896097f5", "metadata": { "lines_to_next_cell": 2 @@ -670,9 +676,9 @@ "outputs": [ { "data": { - "image/png": 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" + "
" ] }, "metadata": {}, @@ -702,13 +708,13 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "id": "498756f0", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -754,7 +760,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 7, "id": "d10e268f", "metadata": {}, "outputs": [], @@ -774,7 +780,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 8, "id": "00bc516f", "metadata": {}, "outputs": [], @@ -784,7 +790,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 9, "id": "0a1fd48a", "metadata": { "lines_to_next_cell": 2 @@ -814,7 +820,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 10, "id": "8d3a72fb", "metadata": {}, "outputs": [ @@ -1114,17 +1120,19 @@ ")" ] }, - "execution_count": 17, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "\n", "transformer_model = DecoderOnlyTransformer(\n", " num_tokens= 256, # must be equal to num_embeddings input of VQVAE\n", " max_seq_len=spatial_shape[0]*spatial_shape[1],\n", " attn_layers_dim=64,\n", - " attn_layers_depth=16,\n", + " attn_layers_depth=8,\n", " attn_layers_heads=8,\n", ")\n", "transformer_model.to(device)" @@ -1132,7 +1140,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 11, "id": "c5b4fde2", "metadata": {}, "outputs": [], @@ -1151,7 +1159,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 24, "id": "1d5876aa", "metadata": {}, "outputs": [], @@ -1159,35 +1167,41 @@ "@torch.no_grad()\n", "def generate(\n", " net,\n", - " start_tokens,\n", + " vqvae_model,\n", + " starting_tokens,\n", " seq_len,\n", " **kwargs\n", "):\n", - " num_dims = len(start_tokens.shape)\n", - "\n", - " if num_dims == 1:\n", - " start_tokens = start_tokens[None, :]\n", - "\n", - " b, t = start_tokens.shape\n", - "\n", - " net.eval()\n", + " \n", + " progress_bar = iter(range(seq_len))\n", "\n", - " out = start_tokens\n", + " latent_seq = starting_tokens.long()\n", + " for _ in progress_bar:\n", + " # if the sequence context is growing too long we must crop it at block_size\n", + " if latent_seq.size(1) <= net.max_seq_len:\n", + " idx_cond = latent_seq\n", + " else:\n", + " idx_cond = latent_seq[:, -net.max_seq_len :]\n", "\n", - " for _ in range(seq_len):\n", - " x = out[:, -seq_len:]\n", + " # forward the model to get the logits for the index in the sequence\n", + " logits = net(x=idx_cond)\n", + " # pluck the logits at the final step and scale by desired temperature\n", + " logits = logits[:, -1, :]\n", + " # optionally crop the logits to only the top k options\n", "\n", - " logits = net(x, **kwargs)[:, -1]\n", + " \n", + " # apply softmax to convert logits to (normalized) probabilities\n", " probs = F.softmax(logits, dim=-1)\n", - " sample = torch.multinomial(probs, 1)\n", - " out = torch.cat((out, sample), dim=-1)\n", + " # remove the chance to be sampled the BOS token\n", + " probs[:, vqvae_model.num_embeddings-1] = 0\n", "\n", - " out = out[:, t:]\n", + " # sample from the distribution\n", + " idx_next = torch.multinomial(probs, num_samples=1)\n", + " latent_seq = torch.cat((latent_seq, idx_next), dim=1)\n", "\n", - " if num_dims == 1:\n", - " out = out.squeeze(0)\n", - "\n", - " return out" + " latent_seq = latent_seq[:, 1:]\n", + " \n", + " return latent_seq" ] }, { @@ -1201,7 +1215,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 15, "id": "1ee4dae3", "metadata": {}, "outputs": [ @@ -1209,19 +1223,23 @@ "name": "stderr", "output_type": "stream", "text": [ - "Epoch 0: 100%|███████████████████████████████████████████████| 1998/1998 [12:35<00:00, 2.64it/s, ce_loss=3.2]\n", - "Epoch 1: 100%|██████████████████████████████████████████████| 1998/1998 [12:34<00:00, 2.65it/s, ce_loss=2.55]\n", - "Epoch 2: 100%|██████████████████████████████████████████████| 1998/1998 [12:37<00:00, 2.64it/s, ce_loss=2.16]\n", - "Epoch 3: 100%|██████████████████████████████████████████████| 1998/1998 [12:39<00:00, 2.63it/s, ce_loss=2.06]\n", - "Epoch 4: 100%|██████████████████████████████████████████████| 1998/1998 [12:38<00:00, 2.63it/s, ce_loss=2.01]\n", - "Epoch 5: 100%|██████████████████████████████████████████████| 1998/1998 [12:38<00:00, 2.63it/s, ce_loss=1.97]\n" + "Epoch 0: 100%|█████████████████████████████████████████████████| 999/999 [11:27<00:00, 1.45it/s, ce_loss=2.7]\n", + "Epoch 1: 100%|████████████████████████████████████████████████| 999/999 [11:39<00:00, 1.43it/s, ce_loss=2.34]\n", + "Epoch 2: 100%|█████████████████████████████████████████████████| 999/999 [11:43<00:00, 1.42it/s, ce_loss=2.2]\n", + "Epoch 3: 100%|█████████████████████████████████████████████████| 999/999 [12:55<00:00, 1.29it/s, ce_loss=2.1]\n", + "Epoch 4: 100%|████████████████████████████████████████████████| 999/999 [11:43<00:00, 1.42it/s, ce_loss=2.03]\n", + "Epoch 5: 100%|████████████████████████████████████████████████| 999/999 [11:40<00:00, 1.43it/s, ce_loss=1.98]\n", + "Epoch 6: 100%|████████████████████████████████████████████████| 999/999 [11:43<00:00, 1.42it/s, ce_loss=1.95]\n", + "Epoch 7: 100%|████████████████████████████████████████████████| 999/999 [11:43<00:00, 1.42it/s, ce_loss=1.92]\n", + "Epoch 8: 100%|█████████████████████████████████████████████████| 999/999 [11:45<00:00, 1.42it/s, ce_loss=1.9]\n", + "Epoch 9: 100%|████████████████████████████████████████████████| 999/999 [11:46<00:00, 1.41it/s, ce_loss=1.87]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "train completed, total time: 5908.866019248962.\n" + "train completed, total time: 7144.017184257507.\n" ] } ], @@ -1240,6 +1258,7 @@ " progress_bar = tqdm(enumerate(train_loader), total=len(train_loader), ncols=110)\n", " progress_bar.set_description(f\"Epoch {epoch}\")\n", " for step, batch in progress_bar:\n", + "\n", " images = batch[\"image\"].to(device)\n", " # Encode images using vqvae and transformer to 1D sequence\n", " quantizations = vqvae_model.index_quantize(images)\n", @@ -1256,8 +1275,8 @@ " optimizer.zero_grad(set_to_none=True)\n", "\n", " # model outputs\n", - " logits = transformer_model(x=quantizations_input)\n", - " \n", + " logits = transformer_model(x=quantizations_input).transpose(1, 2)\n", + "\n", " loss = ce_loss(logits, quantizations_target)\n", "\n", " loss.backward()\n", @@ -1278,6 +1297,7 @@ " val_loss = 0\n", " with torch.no_grad():\n", " for val_step, batch in enumerate(val_loader, start=1):\n", + "\n", " images = batch[\"image\"].to(device)\n", " # Encode images using vqvae and transformer to 1D sequence\n", " quantizations = vqvae_model.index_quantize(images)\n", @@ -1285,21 +1305,22 @@ " quantizations = quantizations[:, sequence_ordering]\n", "\n", " # Pad input to give start of sequence token\n", - " quantizations = F.pad(quantizations, (1, 0), \"constant\", 255) # pad with 256 i.e. vocab size of vqvae\n", + " quantizations = F.pad(quantizations, (1, 0), \"constant\", 255) # pad with 255 i.e. vocab size of vqvae\n", " quantizations = quantizations.long()\n", "\n", " quantizations_input = convert_tensor(quantizations[:, :-1], device, non_blocking=True)\n", " quantizations_target = convert_tensor(quantizations[:, 1:], device, non_blocking=True)\n", "\n", " # model outputs\n", - " logits = transformer_model(x=quantizations_input)\n", + " logits = transformer_model(x=quantizations_input).transpose(1, 2)\n", "\n", " loss = ce_loss(logits, quantizations_target)\n", "\n", " # Generate a random sample to visualise progress\n", " if val_step == 1:\n", - " starting_token = torch.tensor([255], device=device)\n", - " generated_latent = generate(transformer_model, starting_token, spatial_shape[0]*spatial_shape[1])\n", + " starting_token = 255 * torch.ones((1, 1), device=device)\n", + " generated_latent = generate(transformer_model, vqvae_model, starting_token, spatial_shape[0]*spatial_shape[1])\n", + " generated_latent = generated_latent[0]\n", " vqvae_latent = generated_latent[revert_sequence_ordering]\n", " vqvae_latent = vqvae_latent.reshape((1,)+spatial_shape)\n", " decoded = vqvae_model.decode_samples(vqvae_latent)\n", @@ -1324,13 +1345,13 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 17, "id": "56d16e27", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1368,7 +1389,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 18, "id": "84410bf0", "metadata": { "lines_to_next_cell": 2, @@ -1379,14 +1400,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "3\n" + "10\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": {}, @@ -1417,15 +1438,16 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "id": "1c30a2a0", "metadata": {}, "outputs": [], "source": [ "samples = []\n", "for i in range(5):\n", - " starting_token = torch.tensor([255], device=device)\n", - " generated_latent = generate(transformer_model, starting_token, spatial_shape[0]*spatial_shape[1])\n", + " starting_token = 255 * torch.ones((1, 1), device=device)\n", + " generated_latent = generate(transformer_model, vqvae_model, starting_token, spatial_shape[0]*spatial_shape[1])\n", + " generated_latent = generated_latent[0]\n", " vqvae_latent = generated_latent[revert_sequence_ordering]\n", " vqvae_latent = vqvae_latent.reshape((1,)+spatial_shape)\n", " decoded = vqvae_model.decode_samples(vqvae_latent)\n", @@ -1434,15 +1456,15 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 20, "id": "1d54a8d1", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, diff --git a/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.py b/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.py index b66b6c76..8cad39e8 100644 --- a/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.py +++ b/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.py @@ -212,7 +212,11 @@ vqvae_model.eval() val_loss = 0 with torch.no_grad(): + k = 0 for val_step, batch in enumerate(val_loader, start=1): + k += 1 + if k == 3: + break images = batch["image"].to(device) reconstruction, quantization_loss = vqvae_model(images=images) @@ -325,11 +329,13 @@ # ## Define Network, optimizer and losses # %% +device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + transformer_model = DecoderOnlyTransformer( num_tokens= 256, # must be equal to num_embeddings input of VQVAE max_seq_len=spatial_shape[0]*spatial_shape[1], attn_layers_dim=64, - attn_layers_depth=16, + attn_layers_depth=8, attn_layers_heads=8, ) transformer_model.to(device) @@ -346,36 +352,41 @@ @torch.no_grad() def generate( net, - start_tokens, + vqvae_model, + starting_tokens, seq_len, **kwargs ): - num_dims = len(start_tokens.shape) - - if num_dims == 1: - start_tokens = start_tokens[None, :] - - b, t = start_tokens.shape - - net.eval() - - out = start_tokens - - for _ in range(seq_len): - x = out[:, -seq_len:] + + progress_bar = iter(range(seq_len)) + + latent_seq = starting_tokens.long() + for _ in progress_bar: + # if the sequence context is growing too long we must crop it at block_size + if latent_seq.size(1) <= net.max_seq_len: + idx_cond = latent_seq + else: + idx_cond = latent_seq[:, -net.max_seq_len :] + + # forward the model to get the logits for the index in the sequence + logits = net(x=idx_cond) + # pluck the logits at the final step and scale by desired temperature + logits = logits[:, -1, :] + # optionally crop the logits to only the top k options - logits = net(x, **kwargs)[:, -1] + + # apply softmax to convert logits to (normalized) probabilities probs = F.softmax(logits, dim=-1) - sample = torch.multinomial(probs, 1) - out = torch.cat((out, sample), dim=-1) - - out = out[:, t:] + # remove the chance to be sampled the BOS token + probs[:, vqvae_model.num_embeddings-1] = 0 - if num_dims == 1: - out = out.squeeze(0) - - return out + # sample from the distribution + idx_next = torch.multinomial(probs, num_samples=1) + latent_seq = torch.cat((latent_seq, idx_next), dim=1) + latent_seq = latent_seq[:, 1:] + + return latent_seq # %% [markdown] # ### Transformer Model Training @@ -396,6 +407,7 @@ def generate( progress_bar = tqdm(enumerate(train_loader), total=len(train_loader), ncols=110) progress_bar.set_description(f"Epoch {epoch}") for step, batch in progress_bar: + images = batch["image"].to(device) # Encode images using vqvae and transformer to 1D sequence quantizations = vqvae_model.index_quantize(images) @@ -412,8 +424,8 @@ def generate( optimizer.zero_grad(set_to_none=True) # model outputs - logits = transformer_model(x=quantizations_input) - + logits = transformer_model(x=quantizations_input).transpose(1, 2) + loss = ce_loss(logits, quantizations_target) loss.backward() @@ -434,6 +446,7 @@ def generate( val_loss = 0 with torch.no_grad(): for val_step, batch in enumerate(val_loader, start=1): + images = batch["image"].to(device) # Encode images using vqvae and transformer to 1D sequence quantizations = vqvae_model.index_quantize(images) @@ -441,21 +454,22 @@ def generate( quantizations = quantizations[:, sequence_ordering] # Pad input to give start of sequence token - quantizations = F.pad(quantizations, (1, 0), "constant", 255) # pad with 256 i.e. vocab size of vqvae + quantizations = F.pad(quantizations, (1, 0), "constant", 255) # pad with 255 i.e. vocab size of vqvae quantizations = quantizations.long() quantizations_input = convert_tensor(quantizations[:, :-1], device, non_blocking=True) quantizations_target = convert_tensor(quantizations[:, 1:], device, non_blocking=True) # model outputs - logits = transformer_model(x=quantizations_input) + logits = transformer_model(x=quantizations_input).transpose(1, 2) loss = ce_loss(logits, quantizations_target) # Generate a random sample to visualise progress if val_step == 1: - starting_token = torch.tensor([255], device=device) - generated_latent = generate(transformer_model, starting_token, spatial_shape[0]*spatial_shape[1]) + starting_token = 255 * torch.ones((1, 1), device=device) + generated_latent = generate(transformer_model, vqvae_model, starting_token, spatial_shape[0]*spatial_shape[1]) + generated_latent = generated_latent[0] vqvae_latent = generated_latent[revert_sequence_ordering] vqvae_latent = vqvae_latent.reshape((1,)+spatial_shape) decoded = vqvae_model.decode_samples(vqvae_latent) @@ -513,8 +527,9 @@ def generate( # %% samples = [] for i in range(5): - starting_token = torch.tensor([255], device=device) - generated_latent = generate(transformer_model, starting_token, spatial_shape[0]*spatial_shape[1]) + starting_token = 255 * torch.ones((1, 1), device=device) + generated_latent = generate(transformer_model, vqvae_model, starting_token, spatial_shape[0]*spatial_shape[1]) + generated_latent = generated_latent[0] vqvae_latent = generated_latent[revert_sequence_ordering] vqvae_latent = vqvae_latent.reshape((1,)+spatial_shape) decoded = vqvae_model.decode_samples(vqvae_latent) From bdbd88b228ea84df8a5031fa59a2b762a362b4c1 Mon Sep 17 00:00:00 2001 From: Ashay Patel Date: Fri, 17 Feb 2023 12:44:36 +0000 Subject: [PATCH 4/5] 106 vqvae transfomer tutorial update to notebook --- .../2d_vqvae_transformer_tutorial.ipynb | 1359 ++--------------- 1 file changed, 91 insertions(+), 1268 deletions(-) diff --git a/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb b/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb index 8544379e..eb317a21 100644 --- a/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb +++ b/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "c6ed4815", + "id": "dc826984", "metadata": {}, "source": [ "# Vector Quantized Variational Autoencoders and Transformers with MedNIST Dataset\n", @@ -10,7 +10,7 @@ "This tutorial illustrates how to use MONAI for training a Vector Quantized Variational Autoencoder (VQVAE)[1] and a transformer model on 2D images.\n", "\n", "This is a two step process:\n", - "- We will train our VQVAE model to be able to reconstruct the input images. \n", + "- We will train our VQVAE model to be able to reconstruct the input images.\n", "- This will be followed by using the trained VQVAE model to encode images to feed into the transformer network to train.\n", "\n", "We will work with the MedNIST dataset available on MONAI\n", @@ -24,55 +24,10 @@ }, { "cell_type": "code", - "execution_count": 1, - "id": "371614df", + "execution_count": null, + "id": "5e2e2865", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/media/walter/Storage/Projects/GenerativeModels/venv/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2023-02-13 12:46:51,383 - A matching Triton is not available, some optimizations will not be enabled.\n", - "Error caught was: No module named 'triton'\n", - "MONAI version: 1.2.dev2304\n", - "Numpy version: 1.23.5\n", - "Pytorch version: 1.13.1+cu117\n", - "MONAI flags: HAS_EXT = False, USE_COMPILED = False, USE_META_DICT = False\n", - "MONAI rev id: 9a57be5aab9f2c2a134768c0c146399150e247a0\n", - "MONAI __file__: /media/walter/Storage/Projects/GenerativeModels/venv/lib/python3.10/site-packages/monai/__init__.py\n", - "\n", - "Optional dependencies:\n", - "Pytorch Ignite version: 0.4.10\n", - "ITK version: 5.3.0\n", - "Nibabel version: 4.0.2\n", - "scikit-image version: 0.19.3\n", - "Pillow version: 9.3.0\n", - "Tensorboard version: 2.11.0\n", - "gdown version: 4.6.0\n", - "TorchVision version: 0.14.1+cu117\n", - "tqdm version: 4.64.1\n", - "lmdb version: 1.4.0\n", - "psutil version: 5.9.4\n", - "pandas version: 1.5.3\n", - "einops version: 0.6.0\n", - "transformers version: 4.21.3\n", - "mlflow version: 2.1.1\n", - "pynrrd version: 1.0.0\n", - "\n", - "For details about installing the optional dependencies, please visit:\n", - " https://docs.monai.io/en/latest/installation.html#installing-the-recommended-dependencies\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "# Copyright 2020 MONAI Consortium\n", "# Licensed under the Apache License, Version 2.0 (the \"License\");\n", @@ -92,7 +47,6 @@ "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "import random\n", "import torch\n", "from torch.nn import L1Loss, CrossEntropyLoss\n", "import torch.nn.functional as F\n", @@ -113,8 +67,8 @@ }, { "cell_type": "code", - "execution_count": 2, - "id": "35c558d2", + "execution_count": null, + "id": "5eecf5fa", "metadata": {}, "outputs": [], "source": [ @@ -124,7 +78,7 @@ }, { "cell_type": "markdown", - "id": "a31ced75", + "id": "eeeb2157", "metadata": {}, "source": [ "### Setup a data directory and download dataset\n", @@ -135,22 +89,10 @@ }, { "cell_type": "code", - "execution_count": 3, - "id": "c196f290", + "execution_count": null, + "id": "44d781fc", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ -<<<<<<< HEAD - "/tmp/tmppp_3eww_\n" -======= - "/tmp/tmpq__mvim1\n" ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - ] - } - ], + "outputs": [], "source": [ "directory = os.environ.get(\"MONAI_DATA_DIRECTORY\")\n", "root_dir = tempfile.mkdtemp() if directory is None else directory\n", @@ -159,7 +101,7 @@ }, { "cell_type": "markdown", - "id": "83b8017a", + "id": "f7b331a2", "metadata": {}, "source": [ "### Download training data" @@ -167,64 +109,10 @@ }, { "cell_type": "code", - "execution_count": 4, - "id": "065400da", + "execution_count": null, + "id": "d89063f8", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ -<<<<<<< HEAD - "MedNIST.tar.gz: 59.0MB [00:15, 3.95MB/s] " -======= - "MedNIST.tar.gz: 59.0MB [00:05, 11.0MB/s] " ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ -<<<<<<< HEAD - "2023-02-16 20:07:10,265 - INFO - Downloaded: /tmp/tmppp_3eww_/MedNIST.tar.gz\n" -======= - "2023-02-13 12:46:57,030 - INFO - Downloaded: /tmp/tmpq__mvim1/MedNIST.tar.gz\n" ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ -<<<<<<< HEAD - "2023-02-16 20:07:10,410 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n", - "2023-02-16 20:07:10,411 - INFO - Writing into directory: /tmp/tmppp_3eww_.\n" -======= - "2023-02-13 12:46:57,108 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n", - "2023-02-13 12:46:57,109 - INFO - Writing into directory: /tmp/tmpq__mvim1.\n" ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ -<<<<<<< HEAD - "Loading dataset: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 47164/47164 [00:20<00:00, 2304.02it/s]\n" -======= - "Loading dataset: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 47164/47164 [00:14<00:00, 3351.92it/s]\n" ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - ] - } - ], + "outputs": [], "source": [ "train_data = MedNISTDataset(root_dir=root_dir, section=\"training\", download=True, seed=0)\n", "train_datalist = [{\"image\": item[\"image\"]} for item in train_data.data if item[\"class_name\"] == \"HeadCT\"]\n", @@ -251,7 +139,7 @@ }, { "cell_type": "markdown", - "id": "f17dfc1b", + "id": "19ce954e", "metadata": {}, "source": [ "### Visualse some examples from the dataset" @@ -259,21 +147,10 @@ }, { "cell_type": "code", - "execution_count": 5, - "id": "5c15067e", + "execution_count": null, + "id": "510f986a", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Plot 3 examples from the training set\n", "check_data = first(train_loader)\n", @@ -285,7 +162,7 @@ }, { "cell_type": "markdown", - "id": "9f09d030", + "id": "acda5546", "metadata": {}, "source": [ "### Download Validation Data" @@ -293,37 +170,10 @@ }, { "cell_type": "code", - "execution_count": 6, - "id": "408c9e06", + "execution_count": null, + "id": "cde9bca8", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ -<<<<<<< HEAD - "2023-02-16 20:07:37,466 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n", - "2023-02-16 20:07:37,467 - INFO - File exists: /tmp/tmppp_3eww_/MedNIST.tar.gz, skipped downloading.\n", - "2023-02-16 20:07:37,468 - INFO - Non-empty folder exists in /tmp/tmppp_3eww_/MedNIST, skipped extracting.\n" -======= - "2023-02-13 12:47:15,771 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n", - "2023-02-13 12:47:15,772 - INFO - File exists: /tmp/tmpq__mvim1/MedNIST.tar.gz, skipped downloading.\n", - "2023-02-13 12:47:15,772 - INFO - Non-empty folder exists in /tmp/tmpq__mvim1/MedNIST, skipped extracting.\n" ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ -<<<<<<< HEAD - "Loading dataset: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5895/5895 [00:02<00:00, 2674.13it/s]\n" -======= - "Loading dataset: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5895/5895 [00:01<00:00, 3445.71it/s]\n" ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - ] - } - ], + "outputs": [], "source": [ "val_data = MedNISTDataset(root_dir=root_dir, section=\"validation\", download=True, seed=0)\n", "val_datalist = [{\"image\": item[\"image\"]} for item in train_data.data if item[\"class_name\"] == \"HeadCT\"]\n", @@ -340,7 +190,7 @@ }, { "cell_type": "markdown", - "id": "dccc933a", + "id": "ba5fac10", "metadata": {}, "source": [ "## VQVAE Training\n", @@ -349,7 +199,7 @@ }, { "cell_type": "markdown", - "id": "6e247563", + "id": "cec13fba", "metadata": {}, "source": [ "### Define network, optimizer and losses" @@ -357,163 +207,10 @@ }, { "cell_type": "code", - "execution_count": 7, - "id": "1c20a218", + "execution_count": null, + "id": "8bc82d96", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Using cuda\n" - ] - }, - { - "data": { - "text/plain": [ - "VQVAE(\n", - " (encoder): Sequential(\n", - " (0): Convolution(\n", - " (conv): Conv2d(1, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))\n", - " (adn): ADN(\n", - " (A): ReLU()\n", - " )\n", - " )\n", - " (1): VQVAEResidualUnit(\n", - " (conv1): Convolution(\n", - " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (adn): ADN(\n", - " (D): Dropout(p=0.1, inplace=False)\n", - " (A): ReLU()\n", - " )\n", - " )\n", - " (conv2): Convolution(\n", - " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " )\n", - " )\n", - " (2): VQVAEResidualUnit(\n", - " (conv1): Convolution(\n", - " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (adn): ADN(\n", - " (D): Dropout(p=0.1, inplace=False)\n", - " (A): ReLU()\n", - " )\n", - " )\n", - " (conv2): Convolution(\n", - " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " )\n", - " )\n", - " (3): Convolution(\n", - " (conv): Conv2d(256, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))\n", - " (adn): ADN(\n", - " (D): Dropout(p=0.1, inplace=False)\n", - " (A): ReLU()\n", - " )\n", - " )\n", - " (4): VQVAEResidualUnit(\n", - " (conv1): Convolution(\n", - " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (adn): ADN(\n", - " (D): Dropout(p=0.1, inplace=False)\n", - " (A): ReLU()\n", - " )\n", - " )\n", - " (conv2): Convolution(\n", - " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " )\n", - " )\n", - " (5): VQVAEResidualUnit(\n", - " (conv1): Convolution(\n", - " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (adn): ADN(\n", - " (D): Dropout(p=0.1, inplace=False)\n", - " (A): ReLU()\n", - " )\n", - " )\n", - " (conv2): Convolution(\n", - " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " )\n", - " )\n", - " (6): Convolution(\n", - " (conv): Conv2d(256, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " )\n", - " )\n", - " (quantizer): VectorQuantizer(\n", - " (quantizer): EMAQuantizer(\n", - " (embedding): Embedding(256, 32)\n", - " )\n", - " )\n", - " (decoder): Sequential(\n", - " (0): Convolution(\n", - " (conv): Conv2d(32, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " )\n", - " (1): VQVAEResidualUnit(\n", - " (conv1): Convolution(\n", - " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (adn): ADN(\n", - " (D): Dropout(p=0.1, inplace=False)\n", - " (A): ReLU()\n", - " )\n", - " )\n", - " (conv2): Convolution(\n", - " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " )\n", - " )\n", - " (2): VQVAEResidualUnit(\n", - " (conv1): Convolution(\n", - " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (adn): ADN(\n", - " (D): Dropout(p=0.1, inplace=False)\n", - " (A): ReLU()\n", - " )\n", - " )\n", - " (conv2): Convolution(\n", - " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " )\n", - " )\n", - " (3): Convolution(\n", - " (conv): ConvTranspose2d(256, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))\n", - " (adn): ADN(\n", - " (D): Dropout(p=0.1, inplace=False)\n", - " (A): ReLU()\n", - " )\n", - " )\n", - " (4): VQVAEResidualUnit(\n", - " (conv1): Convolution(\n", - " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (adn): ADN(\n", - " (D): Dropout(p=0.1, inplace=False)\n", - " (A): ReLU()\n", - " )\n", - " )\n", - " (conv2): Convolution(\n", - " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " )\n", - " )\n", - " (5): VQVAEResidualUnit(\n", - " (conv1): Convolution(\n", - " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (adn): ADN(\n", - " (D): Dropout(p=0.1, inplace=False)\n", - " (A): ReLU()\n", - " )\n", - " )\n", - " (conv2): Convolution(\n", - " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " )\n", - " )\n", - " (6): Convolution(\n", - " (conv): ConvTranspose2d(256, 1, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))\n", - " )\n", - " )\n", - ")" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", "print(f\"Using {device}\")\n", @@ -535,8 +232,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "id": "9ad63560", + "execution_count": null, + "id": "675d2618", "metadata": {}, "outputs": [], "source": [ @@ -546,7 +243,7 @@ }, { "cell_type": "markdown", - "id": "8a77f832", + "id": "19ad3fd0", "metadata": {}, "source": [ "### VQVAE Model training\n", @@ -555,146 +252,10 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 12, -======= - "execution_count": 9, ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "id": "83474094", + "execution_count": null, + "id": "42a56f13", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ -<<<<<<< HEAD - "Epoch 0: 100%|████████████████| 125/125 [26:17<00:00, 12.62s/it, recons_loss=0.048, quantization_loss=1.19e-5]\n", - "Epoch 1: 100%|███████████████| 125/125 [26:08<00:00, 12.54s/it, recons_loss=0.0359, quantization_loss=1.14e-5]\n", - "Epoch 2: 100%|████████████████| 125/125 [25:20<00:00, 12.17s/it, recons_loss=0.031, quantization_loss=9.23e-6]\n", - "Epoch 3: 100%|███████████████| 125/125 [25:21<00:00, 12.17s/it, recons_loss=0.0282, quantization_loss=8.41e-6]\n", - "Epoch 4: 100%|███████████████| 125/125 [25:19<00:00, 12.16s/it, recons_loss=0.0264, quantization_loss=9.48e-6]\n" -======= - "Epoch 0: 100%|█████████████████| 125/125 [00:31<00:00, 4.00it/s, recons_loss=0.088, quantization_loss=1.2e-5]\n", - "Epoch 1: 100%|███████████████| 125/125 [00:31<00:00, 4.03it/s, recons_loss=0.0402, quantization_loss=1.08e-5]\n", - "Epoch 2: 100%|███████████████| 125/125 [00:31<00:00, 3.99it/s, recons_loss=0.0333, quantization_loss=1.02e-5]\n", - "Epoch 3: 100%|███████████████| 125/125 [00:31<00:00, 3.96it/s, recons_loss=0.0292, quantization_loss=9.15e-6]\n", - "Epoch 4: 100%|███████████████| 125/125 [00:31<00:00, 3.91it/s, recons_loss=0.0274, quantization_loss=8.31e-6]\n", - "Epoch 5: 100%|███████████████| 125/125 [00:32<00:00, 3.83it/s, recons_loss=0.0264, quantization_loss=9.04e-6]\n", - "Epoch 6: 100%|█████████████████| 125/125 [00:32<00:00, 3.82it/s, recons_loss=0.025, quantization_loss=9.8e-6]\n", - "Epoch 7: 100%|███████████████| 125/125 [00:32<00:00, 3.80it/s, recons_loss=0.0242, quantization_loss=9.38e-6]\n", - "Epoch 8: 100%|███████████████| 125/125 [00:33<00:00, 3.77it/s, recons_loss=0.0238, quantization_loss=1.17e-5]\n", - "Epoch 9: 100%|███████████████| 125/125 [00:33<00:00, 3.78it/s, recons_loss=0.0232, quantization_loss=1.28e-5]\n", - "Epoch 10: 100%|██████████████| 125/125 [00:32<00:00, 3.80it/s, recons_loss=0.0227, quantization_loss=1.15e-5]\n", - "Epoch 11: 100%|██████████████| 125/125 [00:32<00:00, 3.81it/s, recons_loss=0.0227, quantization_loss=1.38e-5]\n", - "Epoch 12: 100%|██████████████| 125/125 [00:32<00:00, 3.83it/s, recons_loss=0.0219, quantization_loss=1.46e-5]\n", - "Epoch 13: 100%|██████████████| 125/125 [00:32<00:00, 3.83it/s, recons_loss=0.0212, quantization_loss=1.62e-5]\n", - "Epoch 14: 100%|███████████████| 125/125 [00:32<00:00, 3.83it/s, recons_loss=0.021, quantization_loss=1.52e-5]\n", - "Epoch 15: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0206, quantization_loss=1.57e-5]\n", - "Epoch 16: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0209, quantization_loss=1.85e-5]\n", - "Epoch 17: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0201, quantization_loss=1.83e-5]\n", - "Epoch 18: 100%|██████████████| 125/125 [00:32<00:00, 3.86it/s, recons_loss=0.0204, quantization_loss=1.83e-5]\n", - "Epoch 19: 100%|██████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.0203, quantization_loss=1.89e-5]\n", - "Epoch 20: 100%|██████████████| 125/125 [00:32<00:00, 3.83it/s, recons_loss=0.0201, quantization_loss=1.87e-5]\n", - "Epoch 21: 100%|██████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.0197, quantization_loss=1.85e-5]\n", - "Epoch 22: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0197, quantization_loss=1.76e-5]\n", - "Epoch 23: 100%|███████████████| 125/125 [00:32<00:00, 3.82it/s, recons_loss=0.0193, quantization_loss=1.9e-5]\n", - "Epoch 24: 100%|███████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.019, quantization_loss=1.99e-5]\n", - "Epoch 25: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0189, quantization_loss=1.99e-5]\n", - "Epoch 26: 100%|█████████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.0193, quantization_loss=2e-5]\n", - "Epoch 27: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0191, quantization_loss=1.97e-5]\n", - "Epoch 28: 100%|██████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.0191, quantization_loss=2.03e-5]\n", - "Epoch 29: 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recons_loss=0.0178, quantization_loss=2.46e-5]\n", - "Epoch 38: 100%|██████████████| 125/125 [00:32<00:00, 3.83it/s, recons_loss=0.0177, quantization_loss=2.37e-5]\n", - "Epoch 39: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0181, quantization_loss=2.09e-5]\n", - "Epoch 40: 100%|██████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.0187, quantization_loss=1.99e-5]\n", - "Epoch 41: 100%|███████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.018, quantization_loss=2.24e-5]\n", - "Epoch 42: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0174, quantization_loss=2.13e-5]\n", - "Epoch 43: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0174, quantization_loss=2.02e-5]\n", - "Epoch 44: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0174, quantization_loss=2.29e-5]\n", - "Epoch 45: 100%|██████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.0175, quantization_loss=2.22e-5]\n", - "Epoch 46: 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recons_loss=0.017, quantization_loss=2.51e-5]\n", - "Epoch 55: 100%|██████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.0168, quantization_loss=1.95e-5]\n", - "Epoch 56: 100%|██████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.0168, quantization_loss=1.96e-5]\n", - "Epoch 57: 100%|███████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.0172, quantization_loss=1.6e-5]\n", - "Epoch 58: 100%|██████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.0173, quantization_loss=2.46e-5]\n", - "Epoch 59: 100%|███████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0166, quantization_loss=2.5e-5]\n", - "Epoch 60: 100%|██████████████| 125/125 [00:32<00:00, 3.83it/s, recons_loss=0.0166, quantization_loss=2.11e-5]\n", - "Epoch 61: 100%|██████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.0165, quantization_loss=2.52e-5]\n", - "Epoch 62: 100%|██████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.0166, quantization_loss=2.23e-5]\n", - "Epoch 63: 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recons_loss=0.0168, quantization_loss=2.34e-5]\n", - "Epoch 72: 100%|██████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.0171, quantization_loss=2.01e-5]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Epoch 73: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0166, quantization_loss=2.05e-5]\n", - "Epoch 74: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0165, quantization_loss=2.36e-5]\n", - "Epoch 75: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0161, quantization_loss=1.96e-5]\n", - "Epoch 76: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0161, quantization_loss=2.22e-5]\n", - "Epoch 77: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0166, quantization_loss=2.06e-5]\n", - "Epoch 78: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0161, quantization_loss=2.05e-5]\n", - "Epoch 79: 100%|██████████████| 125/125 [00:32<00:00, 3.82it/s, recons_loss=0.0161, quantization_loss=1.79e-5]\n", - "Epoch 80: 100%|██████████████| 125/125 [00:32<00:00, 3.82it/s, recons_loss=0.0162, quantization_loss=2.33e-5]\n", - "Epoch 81: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0163, quantization_loss=1.92e-5]\n", - "Epoch 82: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0162, quantization_loss=2.08e-5]\n", - "Epoch 83: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0162, quantization_loss=2.08e-5]\n", - "Epoch 84: 100%|███████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0162, quantization_loss=1.9e-5]\n", - "Epoch 85: 100%|██████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.0158, quantization_loss=1.92e-5]\n", - "Epoch 86: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0157, quantization_loss=1.78e-5]\n", - "Epoch 87: 100%|███████████████| 125/125 [00:32<00:00, 3.83it/s, recons_loss=0.0157, quantization_loss=2.1e-5]\n", - "Epoch 88: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0157, quantization_loss=1.92e-5]\n", - "Epoch 89: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0158, quantization_loss=1.94e-5]\n", - "Epoch 90: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0164, quantization_loss=1.93e-5]\n", - "Epoch 91: 100%|██████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.0164, quantization_loss=1.94e-5]\n", - "Epoch 92: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0162, quantization_loss=2.09e-5]\n", - "Epoch 93: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0156, quantization_loss=1.86e-5]\n", - "Epoch 94: 100%|██████████████| 125/125 [00:32<00:00, 3.82it/s, recons_loss=0.0155, quantization_loss=2.16e-5]\n", - "Epoch 95: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0158, quantization_loss=2.12e-5]\n", - "Epoch 96: 100%|███████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.016, quantization_loss=1.94e-5]\n", - "Epoch 97: 100%|██████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.0162, quantization_loss=2.08e-5]\n", - "Epoch 98: 100%|██████████████| 125/125 [00:32<00:00, 3.85it/s, recons_loss=0.0157, quantization_loss=2.28e-5]\n", - "Epoch 99: 100%|██████████████| 125/125 [00:32<00:00, 3.84it/s, recons_loss=0.0153, quantization_loss=2.18e-5]\n" ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ -<<<<<<< HEAD - "train completed, total time: 7750.342885255814.\n" -======= - "train completed, total time: 3364.192367076874.\n" ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - ] - } - ], + "outputs": [], "source": [ "n_epochs = 100\n", "val_interval = 10\n", @@ -718,7 +279,7 @@ " reconstruction, quantization_loss = vqvae_model(images=images)\n", "\n", " recons_loss = l1_loss(reconstruction.float(), images.float())\n", - " \n", + "\n", " loss = recons_loss + quantization_loss\n", "\n", " loss.backward()\n", @@ -748,7 +309,7 @@ "\n", " reconstruction, quantization_loss = vqvae_model(images=images)\n", "\n", - " # get the first sample from the first validation batch for \n", + " # get the first sample from the first validation batch for\n", " # visualizing how the training evolves\n", " if val_step == 1:\n", " intermediary_images.append(reconstruction[:n_example_images, 0])\n", @@ -766,7 +327,7 @@ }, { "cell_type": "markdown", - "id": "5813384d", + "id": "86d238c9", "metadata": {}, "source": [ "### VQVE Loss Curve" @@ -774,29 +335,10 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 14, -======= - "execution_count": 10, ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "id": "6348d41d", + "execution_count": null, + "id": "96730fbb", "metadata": {}, - "outputs": [ - { - "data": { -<<<<<<< HEAD - "image/png": 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\n", -======= - "image/png": 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\n", ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.style.use(\"ggplot\")\n", "plt.title(\"Learning Curves\", fontsize=20)\n", @@ -818,7 +360,7 @@ }, { "cell_type": "markdown", - "id": "efd7d2df", + "id": "e61de2f8", "metadata": {}, "source": [ "### Plotting evolution of reconstruction performance" @@ -826,33 +368,12 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 15, -======= - "execution_count": 11, ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "id": "896097f5", + "execution_count": null, + "id": "bccef846", "metadata": { "lines_to_next_cell": 2 }, - "outputs": [ - { - "data": { -<<<<<<< HEAD - "image/png": 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\n", - "text/plain": [ - "
" ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Plot every evaluation as a new line and example as columns\n", "val_samples = np.linspace(val_interval, n_epochs, int(n_epochs / val_interval))\n", @@ -868,7 +389,7 @@ }, { "cell_type": "markdown", - "id": "78883060", + "id": "ffa58261", "metadata": {}, "source": [ "### Plot reconstructions of final trained vqvae model" @@ -876,29 +397,10 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 16, -======= - "execution_count": 12, ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "id": "498756f0", + "execution_count": null, + "id": "d6efa4c9", "metadata": {}, - "outputs": [ - { - "data": { -<<<<<<< HEAD - "image/png": 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\n", -======= - "image/png": 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\n", ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(nrows=1, ncols=2)\n", "ax[0].imshow(images[0, 0].detach().cpu(), vmin=0, vmax=1, cmap=\"gray\")\n", @@ -912,7 +414,7 @@ }, { "cell_type": "markdown", - "id": "f419ea0c", + "id": "b40490ea", "metadata": {}, "source": [ "## Transformer Training\n", @@ -927,7 +429,7 @@ }, { "cell_type": "markdown", - "id": "d1ece23b", + "id": "ca886d3e", "metadata": {}, "source": [ "### Datasets\n", @@ -936,12 +438,8 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 7, -======= - "execution_count": 13, ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "id": "d10e268f", + "execution_count": null, + "id": "9c888aa5", "metadata": {}, "outputs": [], "source": [ @@ -951,7 +449,7 @@ }, { "cell_type": "markdown", - "id": "dcfbb498", + "id": "c11cccc3", "metadata": {}, "source": [ "### Latent sequence ordering\n", @@ -960,12 +458,8 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 8, -======= - "execution_count": 14, ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "id": "00bc516f", + "execution_count": null, + "id": "d95e1cc1", "metadata": {}, "outputs": [], "source": [ @@ -974,12 +468,8 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 9, -======= - "execution_count": 15, ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "id": "0a1fd48a", + "execution_count": null, + "id": "8afcb16e", "metadata": { "lines_to_next_cell": 2 }, @@ -1000,7 +490,7 @@ }, { "cell_type": "markdown", - "id": "9dfc4550", + "id": "295e1970", "metadata": {}, "source": [ "## Define Network, optimizer and losses" @@ -1008,455 +498,10 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 10, -======= - "execution_count": 16, ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "id": "8d3a72fb", + "execution_count": null, + "id": "acaa850a", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DecoderOnlyTransformer(\n", - " (model): TransformerWrapper(\n", - 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" )\n", - " (1): Identity()\n", - " (2): Dropout(p=0.0, inplace=False)\n", - " (3): Linear(in_features=256, out_features=64, bias=True)\n", - " )\n", - " )\n", - " (2): Residual()\n", - " )\n", - " )\n", - " )\n", - " (norm): LayerNorm((64,), eps=1e-05, elementwise_affine=True)\n", - " (to_logits): Linear(in_features=64, out_features=256, bias=True)\n", - " )\n", - ")" - ] - }, -<<<<<<< HEAD - "execution_count": 10, -======= - "execution_count": 16, ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", "\n", @@ -1464,11 +509,7 @@ " num_tokens= 256, # must be equal to num_embeddings input of VQVAE\n", " max_seq_len=spatial_shape[0]*spatial_shape[1],\n", " attn_layers_dim=64,\n", -<<<<<<< HEAD - " attn_layers_depth=8,\n", -======= " attn_layers_depth=12,\n", ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e " attn_layers_heads=8,\n", ")\n", "transformer_model.to(device)" @@ -1476,12 +517,8 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 11, -======= - "execution_count": 17, ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "id": "c5b4fde2", + "execution_count": null, + "id": "c64b1237", "metadata": {}, "outputs": [], "source": [ @@ -1491,7 +528,7 @@ }, { "cell_type": "markdown", - "id": "df494095", + "id": "ad0849c3", "metadata": {}, "source": [ "First we will define a function to allow us to generate random samples from the transformer. This will allow us to keep track of training progress as well to see how samples look during the training cycle" @@ -1499,12 +536,8 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 24, -======= - "execution_count": 18, ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "id": "1d5876aa", + "execution_count": null, + "id": "eedfc55e", "metadata": {}, "outputs": [], "source": [ @@ -1550,7 +583,7 @@ }, { "cell_type": "markdown", - "id": "2485dec2", + "id": "a54894d1", "metadata": {}, "source": [ "### Transformer Model Training\n", @@ -1559,151 +592,10 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 15, -======= - "execution_count": 19, ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "id": "1ee4dae3", + "execution_count": null, + "id": "34364372", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ -<<<<<<< HEAD - "Epoch 0: 100%|█████████████████████████████████████████████████| 999/999 [11:27<00:00, 1.45it/s, ce_loss=2.7]\n", - "Epoch 1: 100%|████████████████████████████████████████████████| 999/999 [11:39<00:00, 1.43it/s, ce_loss=2.34]\n", - "Epoch 2: 100%|█████████████████████████████████████████████████| 999/999 [11:43<00:00, 1.42it/s, ce_loss=2.2]\n", - "Epoch 3: 100%|█████████████████████████████████████████████████| 999/999 [12:55<00:00, 1.29it/s, ce_loss=2.1]\n", - "Epoch 4: 100%|████████████████████████████████████████████████| 999/999 [11:43<00:00, 1.42it/s, ce_loss=2.03]\n", - "Epoch 5: 100%|████████████████████████████████████████████████| 999/999 [11:40<00:00, 1.43it/s, ce_loss=1.98]\n", - "Epoch 6: 100%|████████████████████████████████████████████████| 999/999 [11:43<00:00, 1.42it/s, ce_loss=1.95]\n", - "Epoch 7: 100%|████████████████████████████████████████████████| 999/999 [11:43<00:00, 1.42it/s, ce_loss=1.92]\n", - "Epoch 8: 100%|█████████████████████████████████████████████████| 999/999 [11:45<00:00, 1.42it/s, ce_loss=1.9]\n", - "Epoch 9: 100%|████████████████████████████████████████████████| 999/999 [11:46<00:00, 1.41it/s, ce_loss=1.87]\n" -======= - "Epoch 0: 100%|████████████████████████████████████████████████| 999/999 [00:57<00:00, 17.37it/s, ce_loss=4.38]\n", - "Epoch 1: 100%|████████████████████████████████████████████████| 999/999 [00:57<00:00, 17.50it/s, ce_loss=3.82]\n", - "Epoch 2: 100%|████████████████████████████████████████████████| 999/999 [00:57<00:00, 17.50it/s, ce_loss=3.69]\n", - "Epoch 3: 100%|████████████████████████████████████████████████| 999/999 [00:57<00:00, 17.39it/s, ce_loss=3.58]\n", - "Epoch 4: 100%|████████████████████████████████████████████████| 999/999 [00:58<00:00, 17.19it/s, ce_loss=3.48]\n", - "Epoch 5: 100%|████████████████████████████████████████████████| 999/999 [00:56<00:00, 17.59it/s, ce_loss=3.24]\n", - "Epoch 6: 100%|████████████████████████████████████████████████| 999/999 [00:56<00:00, 17.69it/s, ce_loss=2.47]\n", - "Epoch 7: 100%|████████████████████████████████████████████████| 999/999 [00:56<00:00, 17.56it/s, ce_loss=2.15]\n", - "Epoch 8: 100%|████████████████████████████████████████████████| 999/999 [00:57<00:00, 17.50it/s, ce_loss=2.05]\n", - "Epoch 9: 100%|████████████████████████████████████████████████| 999/999 [00:56<00:00, 17.62it/s, ce_loss=1.99]\n", - "Epoch 10: 100%|███████████████████████████████████████████████| 999/999 [00:57<00:00, 17.52it/s, ce_loss=1.95]\n", - "Epoch 11: 100%|███████████████████████████████████████████████| 999/999 [00:56<00:00, 17.66it/s, ce_loss=1.91]\n", - "Epoch 12: 100%|███████████████████████████████████████████████| 999/999 [00:57<00:00, 17.48it/s, ce_loss=1.89]\n", - "Epoch 13: 100%|███████████████████████████████████████████████| 999/999 [00:57<00:00, 17.41it/s, ce_loss=1.87]\n", - "Epoch 14: 100%|███████████████████████████████████████████████| 999/999 [00:58<00:00, 17.13it/s, ce_loss=1.86]\n", - "Epoch 15: 100%|███████████████████████████████████████████████| 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100%|████████████████████████████████████████████████| 999/999 [00:56<00:00, 17.58it/s, ce_loss=1.6]\n", - "Epoch 99: 100%|███████████████████████████████████████████████| 999/999 [00:57<00:00, 17.41it/s, ce_loss=1.61]\n" ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ -<<<<<<< HEAD - "train completed, total time: 7144.017184257507.\n" -======= - "train completed, total time: 6024.548704624176.\n" ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - ] - } - ], + "outputs": [], "source": [ "n_epochs = 100\n", "val_interval = 10\n", @@ -1729,7 +621,7 @@ " # Pad input to give start of sequence token\n", " quantizations = F.pad(quantizations, (1, 0), \"constant\", 255) # pad with 0 i.e. vocab size of vqvae\n", " quantizations = quantizations.long()\n", - " \n", + "\n", " quantizations_input = convert_tensor(quantizations[:, :-1], device, non_blocking=True)\n", " quantizations_target = convert_tensor(quantizations[:, 1:], device, non_blocking=True)\n", "\n", @@ -1752,7 +644,7 @@ " )\n", " epoch_ce_loss_list.append(epoch_loss / (step + 1))\n", "\n", - " \n", + "\n", " if (epoch + 1) % val_interval == 0:\n", " transformer_model.eval()\n", " val_loss = 0\n", @@ -1798,7 +690,7 @@ }, { "cell_type": "markdown", - "id": "2080eccf", + "id": "1100d2c4", "metadata": {}, "source": [ "### Transformer Loss Curve" @@ -1806,29 +698,10 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 17, -======= - "execution_count": 20, ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "id": "56d16e27", + "execution_count": null, + "id": "7fd86e1e", "metadata": {}, - "outputs": [ - { - "data": { -<<<<<<< HEAD - "image/png": 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\n", -======= - "image/png": 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\n", ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "text/plain": [ - "
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\n", -======= - "image/png": 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\n", ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Plot every evaluation as a new line and example as columns\n", "val_samples = np.linspace(val_interval, n_epochs, int(n_epochs / val_interval))\n", @@ -1907,7 +753,7 @@ }, { "cell_type": "markdown", - "id": "7f94c0fa", + "id": "0fffe05f", "metadata": {}, "source": [ "### Generating samples from the trained model" @@ -1915,12 +761,8 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 25, -======= - "execution_count": 22, ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "id": "1c30a2a0", + "execution_count": null, + "id": "1fdbabce", "metadata": {}, "outputs": [], "source": [ @@ -1937,29 +779,10 @@ }, { "cell_type": "code", -<<<<<<< HEAD - "execution_count": 20, -======= - "execution_count": 23, ->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "id": "1d54a8d1", + "execution_count": null, + "id": "63bf0adb", "metadata": {}, - "outputs": [ - { - "data": { -<<<<<<< HEAD - "image/png": 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\n", -======= - "image/png": 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->>>>>>> e01f77058cb37e18922db86f8bb1b6513025394e - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(nrows=1, ncols=5)\n", "for i in range(5):\n", @@ -1971,7 +794,7 @@ }, { "cell_type": "markdown", - "id": "a67841ef", + "id": "82147d1f", "metadata": {}, "source": [ "### Cleanup data directory\n", @@ -1981,8 +804,8 @@ }, { "cell_type": "code", - "execution_count": 24, - "id": "6cde340f", + "execution_count": null, + "id": "2bb33a5d", "metadata": {}, "outputs": [], "source": [ @@ -2010,7 +833,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" + "version": "3.8.16" } }, "nbformat": 4, From 4217e245dd5225facc175ac606d3a4124cd9b74f Mon Sep 17 00:00:00 2001 From: Walter Hugo Lopez Pinaya Date: Fri, 17 Feb 2023 16:40:42 +0000 Subject: [PATCH 5/5] Add outputs Signed-off-by: Walter Hugo Lopez Pinaya --- .../2d_vqvae_transformer_tutorial.ipynb | 1101 ++++++++++++++++- 1 file changed, 1061 insertions(+), 40 deletions(-) diff --git a/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb b/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb index eb317a21..584e5894 100644 --- a/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb +++ b/tutorials/generative/2d_vqvae_transformer/2d_vqvae_transformer_tutorial.ipynb @@ -24,10 +24,55 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "5e2e2865", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/media/walter/Storage/Projects/GenerativeModels/venv/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-02-17 14:01:31,235 - A matching Triton is not available, some optimizations will not be enabled.\n", + "Error caught was: No module named 'triton'\n", + "MONAI version: 1.2.dev2304\n", + "Numpy version: 1.23.5\n", + "Pytorch version: 1.13.1+cu117\n", + "MONAI flags: HAS_EXT = False, USE_COMPILED = False, USE_META_DICT = False\n", + "MONAI rev id: 9a57be5aab9f2c2a134768c0c146399150e247a0\n", + "MONAI __file__: /media/walter/Storage/Projects/GenerativeModels/venv/lib/python3.10/site-packages/monai/__init__.py\n", + "\n", + "Optional dependencies:\n", + "Pytorch Ignite version: 0.4.10\n", + "ITK version: 5.3.0\n", + "Nibabel version: 4.0.2\n", + "scikit-image version: 0.19.3\n", + "Pillow version: 9.3.0\n", + "Tensorboard version: 2.11.0\n", + "gdown version: 4.6.0\n", + "TorchVision version: 0.14.1+cu117\n", + "tqdm version: 4.64.1\n", + "lmdb version: 1.4.0\n", + "psutil version: 5.9.4\n", + "pandas version: 1.5.3\n", + "einops version: 0.6.0\n", + "transformers version: 4.21.3\n", + "mlflow version: 2.1.1\n", + "pynrrd version: 1.0.0\n", + "\n", + "For details about installing the optional dependencies, please visit:\n", + " https://docs.monai.io/en/latest/installation.html#installing-the-recommended-dependencies\n", + "\n" + ] + } + ], "source": [ "# Copyright 2020 MONAI Consortium\n", "# Licensed under the Apache License, Version 2.0 (the \"License\");\n", @@ -67,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "5eecf5fa", "metadata": {}, "outputs": [], @@ -89,10 +134,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "44d781fc", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/tmp/tmpe6_z3kbl\n" + ] + } + ], "source": [ "directory = os.environ.get(\"MONAI_DATA_DIRECTORY\")\n", "root_dir = tempfile.mkdtemp() if directory is None else directory\n", @@ -109,10 +162,47 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "d89063f8", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "MedNIST.tar.gz: 59.0MB [00:08, 7.24MB/s] " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-02-17 14:01:39,832 - INFO - Downloaded: /tmp/tmpe6_z3kbl/MedNIST.tar.gz\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-02-17 14:01:39,905 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n", + "2023-02-17 14:01:39,905 - INFO - Writing into directory: /tmp/tmpe6_z3kbl.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Loading dataset: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 47164/47164 [00:14<00:00, 3309.92it/s]\n" + ] + } + ], "source": [ "train_data = MedNISTDataset(root_dir=root_dir, section=\"training\", download=True, seed=0)\n", "train_datalist = [{\"image\": item[\"image\"]} for item in train_data.data if item[\"class_name\"] == \"HeadCT\"]\n", @@ -147,10 +237,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "510f986a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot 3 examples from the training set\n", "check_data = first(train_loader)\n", @@ -170,10 +271,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "cde9bca8", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-02-17 14:01:58,883 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n", + "2023-02-17 14:01:58,883 - INFO - File exists: /tmp/tmpe6_z3kbl/MedNIST.tar.gz, skipped downloading.\n", + "2023-02-17 14:01:58,884 - INFO - Non-empty folder exists in /tmp/tmpe6_z3kbl/MedNIST, skipped extracting.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Loading dataset: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5895/5895 [00:01<00:00, 3366.35it/s]\n" + ] + } + ], "source": [ "val_data = MedNISTDataset(root_dir=root_dir, section=\"validation\", download=True, seed=0)\n", "val_datalist = [{\"image\": item[\"image\"]} for item in train_data.data if item[\"class_name\"] == \"HeadCT\"]\n", @@ -207,10 +325,163 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "8bc82d96", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cuda\n" + ] + }, + { + "data": { + "text/plain": [ + "VQVAE(\n", + " (encoder): Sequential(\n", + " (0): Convolution(\n", + " (conv): Conv2d(1, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))\n", + " (adn): ADN(\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (1): VQVAEResidualUnit(\n", + " (conv1): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (conv2): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " )\n", + " (2): VQVAEResidualUnit(\n", + " (conv1): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (conv2): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " )\n", + " (3): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (4): VQVAEResidualUnit(\n", + " (conv1): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (conv2): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " )\n", + " (5): VQVAEResidualUnit(\n", + " (conv1): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (conv2): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " )\n", + " (6): Convolution(\n", + " (conv): Conv2d(256, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " )\n", + " (quantizer): VectorQuantizer(\n", + " (quantizer): EMAQuantizer(\n", + " (embedding): Embedding(256, 32)\n", + " )\n", + " )\n", + " (decoder): Sequential(\n", + " (0): Convolution(\n", + " (conv): Conv2d(32, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " (1): VQVAEResidualUnit(\n", + " (conv1): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (conv2): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " )\n", + " (2): VQVAEResidualUnit(\n", + " (conv1): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (conv2): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " )\n", + " (3): Convolution(\n", + " (conv): ConvTranspose2d(256, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (4): VQVAEResidualUnit(\n", + " (conv1): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (conv2): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " )\n", + " (5): VQVAEResidualUnit(\n", + " (conv1): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (adn): ADN(\n", + " (D): Dropout(p=0.1, inplace=False)\n", + " (A): ReLU()\n", + " )\n", + " )\n", + " (conv2): Convolution(\n", + " (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " )\n", + " )\n", + " (6): Convolution(\n", + " (conv): ConvTranspose2d(256, 1, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))\n", + " )\n", + " )\n", + ")" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", "print(f\"Using {device}\")\n", @@ -232,7 +503,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "675d2618", "metadata": {}, "outputs": [], @@ -252,10 +523,130 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "42a56f13", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 0: 100%|█████████████████| 125/125 [00:30<00:00, 4.11it/s, recons_loss=0.088, quantization_loss=1.2e-5]\n", + "Epoch 1: 100%|███████████████| 125/125 [00:30<00:00, 4.16it/s, recons_loss=0.0402, quantization_loss=1.08e-5]\n", + "Epoch 2: 100%|███████████████| 125/125 [00:30<00:00, 4.10it/s, recons_loss=0.0333, quantization_loss=1.02e-5]\n", + "Epoch 3: 100%|███████████████| 125/125 [00:30<00:00, 4.04it/s, recons_loss=0.0292, quantization_loss=9.15e-6]\n", + "Epoch 4: 100%|███████████████| 125/125 [00:31<00:00, 3.94it/s, recons_loss=0.0274, quantization_loss=8.31e-6]\n", + "Epoch 5: 100%|███████████████| 125/125 [00:31<00:00, 4.00it/s, recons_loss=0.0264, quantization_loss=9.04e-6]\n", + "Epoch 6: 100%|█████████████████| 125/125 [00:31<00:00, 4.00it/s, recons_loss=0.025, quantization_loss=9.8e-6]\n", + "Epoch 7: 100%|███████████████| 125/125 [00:31<00:00, 3.99it/s, recons_loss=0.0242, quantization_loss=9.38e-6]\n", + "Epoch 8: 100%|███████████████| 125/125 [00:31<00:00, 3.97it/s, recons_loss=0.0238, quantization_loss=1.17e-5]\n", + "Epoch 9: 100%|███████████████| 125/125 [00:31<00:00, 3.94it/s, recons_loss=0.0232, quantization_loss=1.28e-5]\n", + "Epoch 10: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0227, quantization_loss=1.15e-5]\n", + "Epoch 11: 100%|██████████████| 125/125 [00:31<00:00, 3.91it/s, recons_loss=0.0227, quantization_loss=1.38e-5]\n", + "Epoch 12: 100%|██████████████| 125/125 [00:32<00:00, 3.90it/s, recons_loss=0.0219, quantization_loss=1.46e-5]\n", + "Epoch 13: 100%|██████████████| 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quantization_loss=1.85e-5]\n", + "Epoch 22: 100%|██████████████| 125/125 [00:31<00:00, 3.91it/s, recons_loss=0.0197, quantization_loss=1.76e-5]\n", + "Epoch 23: 100%|███████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0193, quantization_loss=1.9e-5]\n", + "Epoch 24: 100%|███████████████| 125/125 [00:31<00:00, 3.93it/s, recons_loss=0.019, quantization_loss=1.99e-5]\n", + "Epoch 25: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0189, quantization_loss=1.99e-5]\n", + "Epoch 26: 100%|█████████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0193, quantization_loss=2e-5]\n", + "Epoch 27: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0191, quantization_loss=1.97e-5]\n", + "Epoch 28: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0191, quantization_loss=2.03e-5]\n", + "Epoch 29: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0192, quantization_loss=1.76e-5]\n", + "Epoch 30: 100%|██████████████| 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quantization_loss=2.37e-5]\n", + "Epoch 39: 100%|██████████████| 125/125 [00:31<00:00, 3.93it/s, recons_loss=0.0181, quantization_loss=2.09e-5]\n", + "Epoch 40: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0187, quantization_loss=1.99e-5]\n", + "Epoch 41: 100%|███████████████| 125/125 [00:31<00:00, 3.93it/s, recons_loss=0.018, quantization_loss=2.24e-5]\n", + "Epoch 42: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0174, quantization_loss=2.13e-5]\n", + "Epoch 43: 100%|██████████████| 125/125 [00:31<00:00, 3.93it/s, recons_loss=0.0174, quantization_loss=2.02e-5]\n", + "Epoch 44: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0174, quantization_loss=2.29e-5]\n", + "Epoch 45: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0175, quantization_loss=2.22e-5]\n", + "Epoch 46: 100%|████████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.018, quantization_loss=1.8e-5]\n", + "Epoch 47: 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recons_loss=0.0168, quantization_loss=1.95e-5]\n", + "Epoch 56: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0168, quantization_loss=1.96e-5]\n", + "Epoch 57: 100%|███████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0172, quantization_loss=1.6e-5]\n", + "Epoch 58: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0173, quantization_loss=2.46e-5]\n", + "Epoch 59: 100%|███████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0166, quantization_loss=2.5e-5]\n", + "Epoch 60: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0166, quantization_loss=2.11e-5]\n", + "Epoch 61: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0165, quantization_loss=2.52e-5]\n", + "Epoch 62: 100%|██████████████| 125/125 [00:31<00:00, 3.91it/s, recons_loss=0.0166, quantization_loss=2.23e-5]\n", + "Epoch 63: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0172, quantization_loss=1.92e-5]\n", + "Epoch 64: 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recons_loss=0.0171, quantization_loss=2.01e-5]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 73: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0166, quantization_loss=2.05e-5]\n", + "Epoch 74: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0165, quantization_loss=2.36e-5]\n", + "Epoch 75: 100%|██████████████| 125/125 [00:31<00:00, 3.91it/s, recons_loss=0.0161, quantization_loss=1.96e-5]\n", + "Epoch 76: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0161, quantization_loss=2.22e-5]\n", + "Epoch 77: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0166, quantization_loss=2.06e-5]\n", + "Epoch 78: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0161, quantization_loss=2.05e-5]\n", + "Epoch 79: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0161, quantization_loss=1.79e-5]\n", + "Epoch 80: 100%|██████████████| 125/125 [00:32<00:00, 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"Epoch 89: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0158, quantization_loss=1.94e-5]\n", + "Epoch 90: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0164, quantization_loss=1.93e-5]\n", + "Epoch 91: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0164, quantization_loss=1.94e-5]\n", + "Epoch 92: 100%|██████████████| 125/125 [00:31<00:00, 3.91it/s, recons_loss=0.0162, quantization_loss=2.09e-5]\n", + "Epoch 93: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0156, quantization_loss=1.86e-5]\n", + "Epoch 94: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0155, quantization_loss=2.16e-5]\n", + "Epoch 95: 100%|██████████████| 125/125 [00:32<00:00, 3.89it/s, recons_loss=0.0158, quantization_loss=2.12e-5]\n", + "Epoch 96: 100%|███████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.016, quantization_loss=1.94e-5]\n", + "Epoch 97: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0162, quantization_loss=2.08e-5]\n", + "Epoch 98: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0157, quantization_loss=2.28e-5]\n", + "Epoch 99: 100%|██████████████| 125/125 [00:31<00:00, 3.92it/s, recons_loss=0.0153, quantization_loss=2.18e-5]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "train completed, total time: 3202.491312265396.\n" + ] + } + ], "source": [ "n_epochs = 100\n", "val_interval = 10\n", @@ -335,10 +726,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "96730fbb", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.style.use(\"ggplot\")\n", "plt.title(\"Learning Curves\", fontsize=20)\n", @@ -368,12 +770,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "bccef846", "metadata": { "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot every evaluation as a new line and example as columns\n", "val_samples = np.linspace(val_interval, n_epochs, int(n_epochs / val_interval))\n", @@ -397,10 +810,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "d6efa4c9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(nrows=1, ncols=2)\n", "ax[0].imshow(images[0, 0].detach().cpu(), vmin=0, vmax=1, cmap=\"gray\")\n", @@ -438,7 +862,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "9c888aa5", "metadata": {}, "outputs": [], @@ -458,7 +882,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "d95e1cc1", "metadata": {}, "outputs": [], @@ -468,7 +892,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "8afcb16e", "metadata": { "lines_to_next_cell": 2 @@ -498,10 +922,447 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "acaa850a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "DecoderOnlyTransformer(\n", + " (model): TransformerWrapper(\n", + " (token_emb): TokenEmbedding(\n", + " (emb): Embedding(256, 64)\n", + " 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[], @@ -536,7 +1397,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "eedfc55e", "metadata": {}, "outputs": [], @@ -592,10 +1453,130 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "34364372", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 0: 100%|████████████████████████████████████████████████| 999/999 [00:55<00:00, 17.87it/s, ce_loss=3.58]\n", + "Epoch 1: 100%|████████████████████████████████████████████████| 999/999 [00:56<00:00, 17.72it/s, ce_loss=3.05]\n", + "Epoch 2: 100%|████████████████████████████████████████████████| 999/999 [00:55<00:00, 17.84it/s, ce_loss=2.86]\n", + "Epoch 3: 100%|████████████████████████████████████████████████| 999/999 [00:56<00:00, 17.81it/s, ce_loss=2.76]\n", + "Epoch 4: 100%|█████████████████████████████████████████████████| 999/999 [00:56<00:00, 17.79it/s, ce_loss=2.7]\n", + "Epoch 5: 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100%|███████████████████████████████████████████████| 999/999 [00:58<00:00, 17.20it/s, ce_loss=2.16]\n", + "Epoch 89: 100%|███████████████████████████████████████████████| 999/999 [00:57<00:00, 17.34it/s, ce_loss=2.15]\n", + "Epoch 90: 100%|███████████████████████████████████████████████| 999/999 [00:56<00:00, 17.60it/s, ce_loss=2.16]\n", + "Epoch 91: 100%|███████████████████████████████████████████████| 999/999 [00:58<00:00, 17.00it/s, ce_loss=2.16]\n", + "Epoch 92: 100%|███████████████████████████████████████████████| 999/999 [00:56<00:00, 17.65it/s, ce_loss=2.15]\n", + "Epoch 93: 100%|███████████████████████████████████████████████| 999/999 [00:57<00:00, 17.34it/s, ce_loss=2.15]\n", + "Epoch 94: 100%|███████████████████████████████████████████████| 999/999 [00:56<00:00, 17.73it/s, ce_loss=2.15]\n", + "Epoch 95: 100%|███████████████████████████████████████████████| 999/999 [00:57<00:00, 17.39it/s, ce_loss=2.15]\n", + "Epoch 96: 100%|███████████████████████████████████████████████| 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5Blu3bsXs2bMxatQoqFQqiKKIjIwM7N+/Hz/++COuX79u8V4TJkxAREQErl27hkWLFiE7OxsPPPAAnJycjFuhnD59GrGxsfVujtsUs2fPxq5du3Djxg28//77AKSWtbrGVQUGBuK7777Dgw8+iIyMDAwcOBCPPfYY7r33XoSGhkKr1SItLQ3Hjx/Hxo0bkZycjJ9//tk4fb+wsBCTJ09GZGQkHnjgAQwePBgRERGQy+XIyMjAzz//jG+++QYAEBISgokTJ7b456YOyGZrVRO1Ew3dwLTmn02bNhmv12g04rPPPisKglDvdVFRUWbPP336tOjt7V3rNb179xZv3rxZ59Ye9W2/0JRza8bF0tYajdlAtS4REREiAHHOnDkWjyckJIj+/v61xuexxx4Tv/32W+P7zMzMOp9Xn5ycHPGRRx4RZTJZvV9PhUIhzps3T8zPzze7z4EDB2rdiNTBwUH87LPPGrWBamMUFhaKzs7OJs/817/+1aBrt27dKvr4+NT72WUymbhnzx7jdbdvlVLbH5VKJcbHxzfq8xDVht1hRDamUCiwYsUK/PHHH/jrX/+K3r17w9PTEw4ODvD09ETfvn3xl7/8BRs3bsSFCxfMru/bty8SEhLwzDPPICIiAgqFAj4+Phg0aBD++c9/4vjx4x16Fk2fPn2QmJiIV199FV26dIGjoyP8/Pxw1113Yd26dVi1ahUKCwuN5xvGETWVj48PVq9ejXPnzuGtt97C8OHDERISAkdHR7i4uCA8PByTJk3Cv/71L6SlpeGzzz6z+Mzhw4fj5MmTeOSRRxAcHAyFQgGVSoVp06Zh//79mDdvXrPqWRd3d3dMmjTJ+N7BwQEzZ85s0LWTJk1CSkoK/vnPf2LMmDEIDAyEQqGAs7MzoqKiMHHiRHzyySdITU3FXXfdZbwuIiICx48fx+LFi/GnP/0JXbt2hZeXF+RyOfz8/DBy5Eh89NFHuHjxYr2LXxI1lCCK9SwaQkTUzj3xxBP49ttvERoaajY+h4jaL7YEEVGHVlZWZhw4Hhsba+PaEJE1MQkionbt6tWrtc44qqysxLPPPmucbm3Yu4qIOgZ2hxFRu/bYY4/h+PHjmDlzJgYPHoyAgACUlZXhzJkz+Prrr3Hq1CkAwNixY7Fz584mzw4joraHU+SJqN27cOEC3nrrrVqPDxs2DOvXr2cCRNTBsCWIiNq1pKQk/Pjjj9i9ezdSU1OhVquh1Wrh6+uLgQMHYsaMGZg5c6bJrvdE1DEwCSIiIqIOif/1ISIiog6JSRARERF1SBwY3QB5eXkmu3U3hb+/P9RqdQvViOrCWFsPY209jLX1MNbW01qxlsvl8Pb2rv+8Fn9yO6TT6aDVapt8vWHGiU6nq3OHZGo+xtp6GGvrYayth7G2HnuINbvDiIiIqENiEkREREQdEpMgIiIi6pCYBBEREVGHZJcDo2/cuIEffvgBycnJyM/Ph6OjI0JDQzFp0iQMHDiwQfc4c+YMNm3ahOTkZIiiCJVKhfvvvx9Dhw5t5doTERFRW2CXSZBarUZZWRlGjRoFb29vaDQaHDt2DB9++CGeeuopjB07ts7r9+7diy+//BJ33HEHHn74YchkMty8edO4UzQRERGRXSZB/fv3R//+/U3Kxo8fjwULFmDbtm11JkFZWVn49ttvMX78eDz++OOtXVUiIiJqo+wyCbJEJpPB19cXV69erfO8Xbt2Qa/XY8aMGQCA8vJyODo6cndoIqIm0Ov1KC8vb/aCsW1JWVkZNBqNravRITQm1nK5HE5OTi262bFdJ0Hl5eXQaDQoLS1FfHw8EhIS6h3Tc/bsWYSEhODUqVNYs2YNcnNz4erqinHjxmH69OncKZqIqIH0ej2Kiorg5OQEZ2fnDvOfSYVC0awFcqnhGhprURSh0WhQVFQEd3f3FvtdbtdJ0OrVq7F7924A0sqSgwcPxty5c+u8JiMjAzKZDP/5z38wefJkRERE4Pjx4/jpp5+g1+sxa9asWq/VarUmXwxBEODs7Gx83VSGazvKDxBbYqyth7G2HlvFury8HE5OTnB0dLTqc4luJwiC8fuwvLwcrq6uLXJfu06CJkyYgNjYWOTl5eHIkSPQ6/X1NsmWl5dDFEXMmjULU6ZMAQDExsaiuLgY27dvx9SpU42Jze02bdqEjRs3Gt9HRUVh2bJl8Pf3b5HPExQU1CL3ofox1tbDWFuPtWOdkpICV1fXDpnoKhQKW1ehw2hMrOVyOUpKSqBSqVrk2YLYhjZHeffdd1FSUoKlS5fW+o/ykUceQUVFBVasWAE/Pz9jeVxcHL744gssXrwYPXr0sHhtbS1BarW6Wf3hgiAgKCgImZmZ3IumlTHW1sNYW4+tYl1QUAAPDw+rPc9esDvMepoS68LCQnh6etZ5jlwub1ADhl23BN0uNjYWK1euREZGBoKDgy2e4+Pjg4yMDLMAGd6XlJTUen+FQlFrRtoSP3hEUYS+rBTiwZ1ARQUQoILszhHNvi+ZE0WRv5ithLG2HsaaSNJS/w7a1Chhwwjy0tLSWs+JiooCAOTm5pqUG97b/H81mgqI338LcfMaiMfibFsXIiKiDswuk6CCggKzMp1Oh7i4OCiVSoSGhgIA8vLykJ6ebtJVZZg9tmfPHmOZXq/Hvn374Obmhujo6FaufT2UNQYYaipsVw8iIqIOzi67w1auXImysjJ0794dPj4+yM/Px8GDB5Geno5HH30UTk5OAIB169YhLi4Oy5cvR0BAAADgzjvvRO/evbF582YUFRUhIiICJ06cwMWLF/HUU0/ZfrBbzSSootx29SAiIrsTEhKCIUOGmEzSodZjl0nQ0KFDsWfPHuzcuRPFxcVwcnJCdHQ0Zs+eXe/eYYIg4LXXXsP69etx+PBh7Nu3D8HBwfjrX/+KESNsP/5GkMkApRLQaNgSRERkhwz/qW6o9PT0VqoJtTa7TIKGDRuGYcOG1Xve888/j+eff96s3MnJCY899hgee+yxVqhdC1A6SkkQW4KIiOzO/PnzodfrTcq++eYbFBYW4pVXXmnVZ8fFxdW6jAu1PLtMgto9pROAIikRIiIiu/K3v/3NbNr2hg0bUFhYiFdffbVVn925c+dWvT+ZssuB0e2eYVyQhi1BRERt1Y0bNxASEoKXXnoJly9fxl/+8hf07NkTISEhuHHjBgBgx44deO655zBs2DB06tQJ3bp1w9SpU/HLL79YvGdISAgefPBBk7KXXnoJISEhuH79Or799luMHDkSUVFRGDRoED755BOzVitqOLYE2YKjNLAbFdLq1h1xNVYiovYiNTUVkyZNQrdu3TB9+nTk5eUZJ+G8//77UCqVuPPOOxEYGIicnBzs3LkTTz31FN555516t4Kq6Z133sHRo0cxduxYjB49Gr/++is+/vhjaDQavP7666318do1JkG2oFRKf+v1QKUOkHN5diKiturEiRN4+eWXMX/+fLNj/+///T9ERESYlJWUlOD+++/HRx99hIcffrjBY4DOnTuH3bt3IzAwEIDUQjR8+HCsWrUKr7zyCpSG3y3UYEyCbMHQEgRIK0czCSKiNqTy3VeAgjxbV6Nunt5w+PsnVnlUQEAA5s2bZ/HY7QkQALi6uuKhhx7CkiVLkJCQgCFDhjToOS+99JIxAQKkHRL+9Kc/4YcffsDVq1fRvXv3pn2ADoxJkC0oayRBmgrA1c12dSEiaqyCPCA/x9a1sBs9evSotRUmOzsby5cvx969e5GWlobyctOxoLdu3Wrwc3r37m1WZthItLCwsBE1JgMmQTYgKB1h3PWE0+SJqK3x9LZ1DepnxTrW3Ky7pry8PNx3331IT0/HnXfeiREjRsDDwwMODg44f/48fvvtN1RUNHy9OHd3d7MyuVz6NV5ZWdm0yndwTIJswZFbZxBR22Wtbqa2orbJLevXr0d6ejpee+01vPTSSybHli9fjt9++80KtaO6cIq8LZjsH8aWICKi9ig1NRUAMG7cOLNjx44ds3JtyBImQbZw+8BoIiJqdwybfR8/ftykfNOmTSabfJPtsDvMFriTPBFRuzdt2jSsWLECixYtwuHDhxEaGorExEQcPHgQ9913H7Zv327rKnZ4bAmyhRqzw0QOjCYiapeCg4OxceNGDB8+HAcPHsSaNWug1Wqxbt06jB071tbVIwCCKIpi/ad1bGq12mwfmcYQBAEqlQoZGRkQRRH6Azshrl4uHXvkechGmvcXU9PcHmtqPYy19dgq1oWFhfDw8LDa8+yFQqFo1s98arimxLoh35cKhQL+/v713ostQbZQc0wQB0YTERHZBJMgGxA4MJqIiMjmmATZAgdGExER2RyTIFuomQRxYDQREZFNMAmyBa4YTUREZHNMgmxByTFBREREtsYkyBZqdIeJbAkiIiKyCSZBtsAp8kRERDbHJMgWODuMiIjI5pgE2YDg4ADIq7Zt4+wwIiIim2ASZCuGwdEcGE1ERGQTTIJsxdAlxu4wIiIim2ASZCuGwdEcGE1ERGQTTIJsRamU/mZLEBFRh/L9998jJCQE33//vUn54MGDMXjw4GbfpyV9/PHHCAkJweHDh1vtGbbEJMhWDC1BOh3Eykrb1oWIiIyeeeYZhISEYPPmzXWeV1RUhE6dOqF79+4oKyuzTuVa2OHDhxESEoKPP/7Y1lWxCbmtK2DJjRs38MMPPyA5ORn5+flwdHREaGgoJk2ahIEDBzbqXl9++SX27NmD/v374/XXX2+lGjdBzVWjNRWAs4vt6kJEREazZs3CTz/9hPXr12PKlCm1nrd582aUl5fjoYcegrOzc7Of25otOk31+OOP4/7770dISIitq9Iq7DIJUqvVKCsrw6hRo+Dt7Q2NRoNjx47hww8/xFNPPYWxY8c26D5Xr15FXFwcFApFK9e4CW7fRJVJEBGRXRgxYgTCw8Nx6NAhpKen15oAGJKWhx9+uEWeGxkZ2SL3aUk+Pj7w8fGxdTVajV12h/Xv3x9vvvkmHnroIYwdOxb33Xcf3nrrLURERGDbtm0Nuocoili1ahVGjhwJLy+v1q1wEwgmm6hycDQRkb0QBAHTp0+HXq+vtXUmKSkJp0+fRvfu3REVFYUvvvgC06ZNQ//+/REZGYn+/ftj3rx5SE1NbfBzaxsTlJeXhwULFqBPnz7o1KkT7rvvPuzYsaPW+6xfvx6PP/44Bg8ejOjoaPTs2ROzZs3CoUOHTM77+OOP8dBDDwEAPvnkE4SEhBj/3Lhxw3hObWOCdu7ciQcffBDdunVDp06dMHbsWHz11VfQ6XQm5924cQMhISF46aWXkJKSgr/85S/o0aMHOnfujGnTpuH8+fMNjlFLs8skyBKZTAZfX1+UlJQ06Pz9+/fjxo0bLZahtziuGk1EZLemT58OmUyGDRs2QBRFs+M1W4EuX76Mf/7zn3BycsL48ePxxBNP4I477sDmzZsxYcIEpKWlNbkeZWVleOihh7BmzRpERETgiSeeQKdOnfDss8/il19+sXjNm2++CbVajREjRuDJJ5/E3XffjZMnT2LmzJn47bffjOcNGTLEmAQNGTIEr7zyivGPh4dHnfX66quv8Pjjj+PChQuYMmUK5syZg/LycixZsgRPP/20xZilpaVh0qRJyM/Px4wZMzBy5EgcOHAA06dPh1qtbnKMmsMuu8MMysvLodFoUFpaivj4eCQkJGDo0KH1XldWVoa1a9di6tSpjWoF0mq10Gq1xveCIBj7eQVBaHT9a97H7B419g8TNJpm3Z+qWYw1tQrG2noYa+sLCQnBqFGjsHfvXhw8eBAjRowwHtPpdPjpp5/g6OiIBx54AA4ODjh16hS8vb1N7nHo0CHMnDkTn332GT766KMm1WPFihW4cOECZs+ejQ8//NBYPm3aNMyePdviNXv37kV4eLhJ2a1bt3DffffhnXfewbhx4wDA+Pv0hx9+wJAhQ/Dqq682qE6pqalYunQp/Pz8sH37dmN34YIFCzBz5kz8+uuv+PHHH/Hggw+aXHfkyBEsXLgQzz//vLHs448/xieffILvv/8eL7zwQoOeD7TcvwW7ToJWr16N3bt3A5A+8ODBgzF37tx6r9u4cSOUSiUmTJjQqOdt2rQJGzduNL6PiorCsmXL4O/v37iK1yIoKMj4Ot/HF0VVr33cXOGkUrXIM0hSM9bUuhhr67F2rMvKyiyOqZz38xXklWktXGE/vJ0V+HxS5yZfr1Ao8Oc//xl79+7Fhg0bMGbMGOOxXbt2Qa1W4/7770dAQECt9xg9ejS6du2KgwcPmsRRXrVtklwuNyk3/GKvWWb4ffb666+blN9zzz0YMWIEDhw4YHafTp06mdUlNDQUEydOxDfffIPMzEyEhYWZ1EUmk1n8WstkMrO6bt26FTqdDs8++6zJOCaFQoF//OMfmDhxIjZu3GjsiTE8Izw8HPPmzTPeE5AGoX/yySc4c+ZMg8fvKpVKqFrod6ZdJ0ETJkxAbGws8vLycOTIEej1erO+xtvdvHkT27dvx4svvtjoAdFTp07FxIkTje8N35Bqtbre59ZFEAQEBQUhMzPT2ESo11bfLyfjJmSBGU2+P1WzFGtqHYy19dgq1hqNxqR13CCvVIucsqb/TLQKERbr3hAKhQJarRZ33303fH19sX37duTk5Bi7iNauXQsAmDFjhvEZhw8fxjfffIPTp08jNzfX5HeGUqk0qYvhmE6nMyk3fG0NZUVFRbh+/TpiYmLg4+Nj9nkGDRqEAwcOmN3n2rVrWL58OQ4dOoTMzExU3LY9U1pamjGhNtRFr9dbjJderzer65kzZwBIY5huv6Zv375wcnLC2bNnjccMz+jZsycqKytRWWNZmODgYABAfn5+g79eGo0GGRl1/86Uy+UNasCw6yTIMEALAEaNGoV3330Xy5Ytw9KlS2ttCvvvf/+Lrl27IjY2ttHPUygUtSZOLfGDRxRF433EGmOCxIpy/hJpYTVjTa2LsbYee4m1l7Nd/+oA0DJ1VCgUmDZtGlauXIlNmzZhzpw5yMrKwt69exESEmLsIvv555/x7LPPwtXVFaNGjUJYWBicnZ0hCAI2bNjQ5DFBRUVSf4Gvr6/F435+fmZlKSkpmDhxIoqKijB06FCMHTsW7u7ukMlkOHLkCI4cOQKNRtOk+txeL0tJhiAI8PPzQ2ZmptkxNzc3szJDK5Eh2Wqolvp3YP/fyTXExsZi5cqVyMjIMGaPNZ07dw4JCQmYP38+srKyjOWVlZXQaDTIysqCm5sbXFzsYDr67VPkiYjaiE/ujbR1Fazm4YcfxsqVK7F+/XrMmTMHP/74I3Q6HWbMmGHs1vnkk0/g6OiIHTt2IDo62uT6LVu2NPnZ7u7uAICcnByLx7Ozs83Kvv76a+Tn5+Pzzz/HtGnTTI4tWLAAR44caXJ9bq+XWq1GaGioyTFRFJGdnW0x4bFHbSoJMmSvpaWlFo8bviH++c9/mh3Lzc3FCy+8gDlz5jR6rFCrcLxtsUQiIrI7MTEx6N+/P06dOoXExER8//33EAQBM2bMMJ5z7do1xMTEmCVAt27dwvXr15v8bHd3d4SHhyM1NRVZWVlm44+OHTtmds21a9cAwDj42UAURcTHx5ud7+DgAAAmXVT16dmzJ3bs2IEjR46gX79+JsdOnTqF8vJyDBgwoMH3syW7nCJfUFBgVqbT6RAXFwelUmnMPPPy8pCenm7sb+zVqxfmz59v9sfDwwOdOnXC/Pnz7eYLI3CKPBFRm2AY4Ltw4UJcvnwZI0aMMGkBCQkJQWpqqsk07/LycrzxxhtNHpdkMG3aNGg0GrP/3MfFxeHgwYNm5xuGkBw/ftykfPny5bh48aLZ+YYZ1Ddv3mxwnaZOnQq5XI6VK1eadHtpNBosXboUgLTEQFtgly1BK1euRFlZGbp37w4fHx/k5+fj4MGDSE9Px6OPPgonJ6kVZd26dYiLi8Py5csREBAAPz8/i32k3333HTw9PTFo0CBrf5TaObI7jIioLZg8eTLeeustnDhxAgAwc+ZMk+Nz587F3//+d4wbNw4TJkyATqfD/v37AQA9evRAYmJik5/93HPPYceOHVi7di2SkpIQGxuLmzdv4ueff8bdd9+N33//3eT8Rx99FBs2bMCTTz6JSZMmwdvbG6dOncK5c+csnt+5c2cEBQVh69atxllXgiBg7ty5ta4VFBkZiYULF2LJkiUYO3YsJk2aBBcXF+zatQtXr17FuHHjzLri7JVdtgQNHToUgiBg586d+Oabb7Bt2zb4+Pjgb3/7m8nsrTaNLUFERG2Cm5sbJk2aBEBqORk/frzJ8cceewwffPABvLy8sG7dOvz6668YMmQItm7dCk9Pz2Y928XFBRs3bsTs2bORkpKCb775BleuXMF//vMfi0M7evXqhXXr1qF3797YsWMHvv/+e3h4eGDz5s3o06eP2fkODg74+uuv0b9/f2zZsgX//Oc/8dFHH1nskanp6aefxqpVq9CtWzf89NNPWLVqFZRKJf7xj39g5cqVbWZNK0G0h6kGdk6tVjerSVMQBKhUKmRkZFTPDrueDP07L0nHR46H7JHnWqKqHZ6lWFPrYKytx1axLiwsrHfl4PbIMEWeWl9TYt2Q70uFQtGgKfJ22RLUIXBgNBERkU0xCbKVmusEcQNVIiIiq2MSZCscGE1ERGRTTIJshQOjiYiIbIpJkI0IcgVQtUgVKpgEERERWRuTIFsytAaxJYiIiMjqmATZkrJqhhgHRhMREVkdkyBbcmRLEBHZN64BRfakpb8fmQTZkqE7jGOCiMgOyeVy48bVRPZAo9FALm+5Hb+YBNmSYcFErQaivuE7+BIRWYOTkxPKy8tRUVHBFiGyKVEUUVFRgfLycuP+oS3BLjdQ7TBMpslrACdn29WFiOg2MpkM7u7uKC8vR1FRka2rYzVKpZItYFbSmFjL5XK4u7tDJmu59hsmQbZkkgSVMwkiIrsjk8ng4uJi62pYDffEsx57iDW7w2xIqJkEcVwQERGRVTEJsiVuokpERGQzTIJsiUkQERGRzTAJsiWlsvo1N1ElIiKyKiZBtqSs0RLEMUFERERWxSTIlmoMjBbZHUZERGRVTIJsyWRMELvDiIiIrIlJkC2ZrBPEliAiIiJrYhJkQ4JjzXWC2BJERERkTUyCbEnJKfJERES2wiTIlrhiNBERkc0wCbIlDowmIiKyGSZBtsSWICIiIpthEmRLjjXXCWJLEBERkTUxCbIlkynyGtvVg4iIqAOS27oClty4cQM//PADkpOTkZ+fD0dHR4SGhmLSpEkYOHBgndeePXsWBw4cQFJSEnJycuDl5YVevXphxowZ8Pb2ttInaKCaY4I4RZ6IiMiq7DIJUqvVKCsrw6hRo+Dt7Q2NRoNjx47hww8/xFNPPYWxY8fWeu3atWtRXFyM2NhYqFQq3Lp1C7/99htOnjyJjz76CF5eXtb7IPWRKwBBBoh6TpEnIiKyMrtMgvr374/+/fublI0fPx4LFizAtm3b6kyCHn30UXTr1g0yWXVPX9++fbF48WL8+uuvmDlzZqvVu7EEQZC6xCrK2BJERERkZW1mTJBMJoOvry9KSkrqPK9Hjx4mCZChzM3NDWlpaa1ZxaYxDI5mSxAREZFV2WVLkEF5eTk0Gg1KS0sRHx+PhIQEDB06tEn3KS8vh4eHRyvUspmUTIKIiIhswa6ToNWrV2P37t0ApK6jwYMHY+7cuY2+zy+//AKdTldvAqXVaqHVao3vBUGAs7Oz8XVTGa61eA/D4OiK8mY9gyR1xppaFGNtPYy19TDW1mMPsbbrJGjChAmIjY1FXl4ejhw5Ar1eD51O16h7JCYmYuPGjRgyZAh69epV57mbNm3Cxo0bje+joqKwbNky+Pv7N6n+twsKCjIru+XqBg0AaCoQFBTEf3gtxFKsqXUw1tbDWFsPY209toy1IIqiaLOnN9K7776LkpISLF26tEHJQnp6OhYtWgQ/Pz+8/fbbxlad2tTWEqRWqxudfNUkCAKCgoKQmZmJ28Nd+c83IV48AwBw+OIHCDWnzVOj1RVralmMtfUw1tbDWFtPa8ZaLpc3qAHDrluCbhcbG4uVK1ciIyMDwcHBdZ6bnZ2Nd999Fy4uLnjjjTfqTYAAQKFQQKFQWDzWEl8gURTN7iPWWDBRrKgwXUCRmsxSrKl1MNbWw1hbD2NtPbaMdZuZHQYAmqpVlUtLS+s8r6ioCO+99x50Oh3efPNN+1sksQbBZNVoTpMnIiKyFrtMggoKCszKdDod4uLioFQqERoaCgDIy8tDenq6SVdVeXk53n//feTm5uKNN96ASqWyWr2bxLHmJqpMgoiIiKzFLrvDVq5cibKyMnTv3h0+Pj7Iz8/HwYMHkZ6ejkcffRROTtK4mXXr1iEuLg7Lly9HQEAAAODzzz/HlStXcNdddyEtLc1kbSAnJycMGjTIJp+pViYtQZwmT0REZC12mQQNHToUe/bswc6dO1FcXAwnJydER0dj9uzZ9e4ddu3aNQDA3r17sXfvXpNj/v7+dpgE1dw/jEkQERGRtdhlEjRs2DAMGzas3vOef/55PP/88yZlX3zxRWtVq3WwJYiIiMgm7HJMUIdSc0o8B0YTERFZDZMgW3O8bYo8ERERWQWTIFvjFHkiIiKbYBJkYyYrRLMliIiIyGqYBNkaB0YTERHZBJMgWzOZIs/uMCIiImthEmRrbAkiIiKyCSZBtubIgdFERES2wCTI1kzWCdLYrh5EREQdDJMgW1PWXCeILUFERETWwiTI1jgwmoiIyCaYBNmaQlH9mgOjiYiIrIZJkI0JMll1lxiTICIiIqthEmQPmAQRERFZHZMge2CYIcYxQURERFbDJMgesCWIiIjI6pgE2QNDElRRAVEUbVsXIiKiDoJJkD0wdIeJekCntW1diIiIOggmQfaA+4cRERFZHZMge1Bz/zAOjiYiIrIKJkF2QGBLEBERkdUxCbIHNTdRrWASREREZA1MguxBzf3D2BJERERkFUyC7IGzS/Xr4kLb1YOIiKgDYRJkD3z8jC/F3GwbVoSIiKjjYBJkBwQf/+o3uWrbVYSIiKgDYRJkD5gEERERWZ3c1hWw5MaNG/jhhx+QnJyM/Px8ODo6IjQ0FJMmTcLAgQPrvb6kpARr1qzB8ePHodFo0LlzZzzyyCOIjo62Qu2bwLtmdxiTICIiImuwy5YgtVqNsrIyjBo1Co899himTZsGAPjwww+xe/fuOq/V6/X44IMPcPDgQYwfPx6zZ89GQUEB3n77bWRkZFij+o0mKBSAp7f0hkkQERGRVdhlS1D//v3Rv39/k7Lx48djwYIF2LZtG8aOHVvrtUePHkVSUhJeeeUVxMbGAgCGDh2KF198ERs2bMCLL77YqnVvMh9/oCAPKMiDqNNCkCtsXSMiIqJ2zS5bgiyRyWTw9fVFSUlJnecdPXoUnp6eGDRokLHMw8MDQ4YMQXx8PLRaO92g1DBDTBSBvBzb1oWIiKgDsOskqLy8HIWFhcjMzMS2bduQkJCA3r1713lNamoqoqOjIZOZfrTOnTujoqLCfrvETAZHc5o8ERFRa7PL7jCD1atXG8cACYKAwYMHY+7cuXVek5eXh+7du5uVe3l5AQByc3MRHh5u8VqtVmvSUiQIApydnY2vm8pwbV33EHwDIBre5Kmb9byOrCGxppbBWFsPY209jLX12EOs7ToJmjBhAmJjY5GXl4cjR45Ar9dDp9PVeY1Go4FCYT6eRqlUGo/XZtOmTdi4caPxfVRUFJYtWwZ/f/9ar2mMoKCgWo+VdoqBoRPMXVMOD5WqRZ7ZUdUVa2pZjLX1MNbWw1hbjy1jbddJUEhICEJCQgAAo0aNwrvvvotly5Zh6dKltWaOSqXS4rgfQ/JjSIYsmTp1KiZOnGh8b3iGWq2uN/mqiyAICAoKQmZmJkRRtHiOKFR/KQqvJaPETrvt7F1DYk0tg7G2Hsbaehhr62nNWMvl8gY1YNh1EnS72NhYrFy5EhkZGQgODrZ4jre3N/Lz883KDWU+Pj613l+hUFhsRQLQIl8gURRrT4J8TNcK4j++5qkr1tSyGGvrYayth7G2HlvG2q4HRt/O0JpTWlpa6zmRkZFITk6GXq83Kb98+TIcHR2hstduJjcPQFHVSpXDtYKIiIham10mQQUFBWZlOp0OcXFxUCqVCA0NBSANgk5PTzfpqoqNjUVBQQGOHz9uLCssLMTRo0cxYMCAWlt6bE0QhOrtM3Kz+T8QIiKiVmaX3WErV65EWVkZunfvDh8fH+Tn5+PgwYNIT0/Ho48+CicnJwDAunXrEBcXh+XLlyMgIACAlAR16dIFK1asQFpaGtzd3bFz507o9XpMnz7dlh+rfj5+wK10oKIMKC0BXN1sXSMiIqJ2yy6ToKFDh2LPnj3YuXMniouL4eTkhOjoaMyePbvevcNkMhneeOMNrFmzBjt27IBGo0GnTp3w3HPP1TqOyF4IPv7V0+Rz1UyCiIiIWpEgst+lXmq1ulkrTQuCAJVKhYyMjDq7ufRb/wfx5/8BAGQv/B1Cn0G1nkuWNTTW1HyMtfUw1tbDWFtPa8ZaoVA0aHaYXY4J6rB8q79g3E2eiIiodTEJsiMmW2dwhhgREVGrYhJkT0z2D2MSRERE1JqYBNmT2xZMJCIiotbDJMiOCAol4OElveFO8kRERK2KSZC9MXSJ5edCbMZ+ZURERFQ3JkH2xpAEiXqgINe2dSEiImrHmATZGc4QIyIisg4mQfbGl4OjiYiIrIFJkJ0xbQnKsl1FiIiI2jkmQfbGZK0gzhAjIiJqLUyC7I0Pt84gIiKyBiZB9sbdE5ArpNdMgoiIiFoNkyA7IwhCdWtQjpq7GBMREbUSJkH2yLCbfEUZUFZi27oQERG1U0yC7JBQYw8xdokRERG1DiZB9shkmjxniBEREbUGJkH2iDPEiIiIWh2TIDtksmAikyAiIqJWwSTIHjEJIiIianVMguxRjYHRIrfOICIiahXy5lys1+tRXl4OR0dHODg4GMs1Gg22bNmC1NRU+Pv7Y/LkyfDx8Wl2ZTsKQekIePsBedlA2jWIlZUQasSXiIiImq9ZLUEbN27E448/jkuXLhnLRFHE4sWLsXHjRsTHx2PHjh34+9//juLi4mZXtiMRortKLyrKgPRUm9aFiIioPWpWEnT27Fl4eXmhe/fuxrKTJ0/i6tWrUKlUmDNnDvr06YOcnBz8/vvvza5sh9Klh/GlePmCDStCRETUPjUrCcrKykJISIhJ2YkTJwAA8+bNw3333YcFCxbAw8MDR48ebc6jOhyhc3ViiatMgoiIiFpas5Kg4uJieHl5mZQlJSXBx8cH0dHRAAAHBwd06dIF2dlc9K9RQqMARycAgHg5kXuIERERtbBmJUEymQzl5eXG98XFxcjIyEDXrl1NznN2dkZpaWlzHtXhCA4OgGFcUH4Op8oTERG1sGbNDgsMDMTly5eh1+shk8lw6tQpAEC3bt1MzissLISHh0eD73vlyhXExcXh/PnzUKvVcHNzQ5cuXTBz5kwEBwfXe31ycjI2bNiAq1evory8HIGBgRgzZgzGjx8PmaztrAogdOoO8cIfAADxygUIvgE2rhEREVH70ayMYODAgSgsLMSHH36I7du3Y+3atZDJZBg4cKDxHFEUkZKSgoCAhv8C37JlC44dO4ZevXrhsccew9ixY3HhwgUsWLAA169fr/Pa5ORk/P3vf4darcb999+PRx99FAEBAfjvf/+L7777rsmf1RZMxgVd4bggIiKiltSslqDJkyfjxIkTOH36NE6fPg0AuP/+++HnV73Y38WLF1FUVGTWOlSXiRMn4sUXX4RcXl29oUOHYv78+di8eTPmzZtX67W7du0CALz99ttwc3MDANxzzz146623sG/fPjz++OON+ow2Fd0VEGSAqId4JdHWtSEiImpXmpUEubi44P3338fRo0eRn5+Pzp07o0ePHibnFBUV4d5778XQoUMbfN/bxxQBgEqlQmhoKNLT0+u8tqysDAqFAi4uLibl3t7euHnzZoPrYA8EZxcgNAK4kQKkX4NYWgLBxdXW1SIiImoXmpUEAYBSqcTIkSNrPT5o0CAMGjSouY+BKIooKChAWFhYnef16NEDhw8fxsqVKzFx4kQ4Ojri9OnTOHbsGB555JFm18PahM49IN5IAUQRSE4CevW3dZWIiIjahWYnQXUpLS2Fs7MzBEFo9r0OHDiA3NxcTJ8+vc7zxo4di7S0NOzatQt79uwBIM1imzt3Lv70pz/Vea1Wq4VWqzW+FwQBzs7OxtdNZbi2KfcQuvSAuPcXAIB49QJkvQc0uR4dQXNiTY3DWFsPY209jLX12EOsm5UEXb9+HefOnUPfvn1NZm2dO3cO//nPf5CdnQ03Nzc88sgjGD16dJOfk56ejm+//RYxMTH13kcmkyEwMBB9+vTBkCFDoFAocOjQIaxatQpeXl51tkpt2rQJGzduNL6PiorCsmXL4O/vX+s1jREUFNToa3RDRyFj5UcAAOX1qwhQqVqkLu1dU2JNTcNYWw9jbT2MtfXYMtaC2IxV+L766ivs3bsXy5cvNw6GLioqwgsvvGCyfpAgCHj//fcRFRXV6Gfk5+dj0aJF0Ol0eO+99+rdiHXz5s3Yvn07Pv/8czg5ORnL3377bdy8eRMrVqww2ey1ptpagtRqNXQ6XaPrXvM+QUFByMzMbNKih7q/zZXWCVI6wuHz9RDkrdqA16Y1N9bUcIy19TDW1sNYW09rxloulzeoAaNZv02TkpIQFhZmMhts//79KC8vx9ixYzF79mzEx8fjiy++wI4dO/Dcc8816v6lpaVYunQpSkpKsGTJkgbtRP/bb7+hV69eJgkQAAwYMMC47lBtWadCoYBCobB4rCW+QKIoNuk+QufuEI+rAU0FxOvJQFSXZtelvWtqrKnxGGvrYayth7G2HlvGulnrBBUUFMDX19ek7MyZM5DJZJg5cyZcXFwwcuRIREZG4vLly426t0ajwbJly5CRkYHXX38doaGhDa6TXq83K6+srDT5u03pXGMz1aucKk9ERNQSmpUElZaWmk1Fv3LlCiIjI+Hu7m4sU6lUyM3NbfB99Xo9Pv30U1y6dAkvv/wyYmJiLJ6Xl5eH9PR0k64qlUqFM2fOoKioyOR+R44cgbOzMwIDAxtcD3tRc9FEkYsmEhERtYhmrxOUl5dnfJ+Wlobi4mIMHz68WZVavXo14uPjMWDAABQXF2P//v0mxw1T8tetW4e4uDgsX77cuCL1lClT8O9//xsLFy7E2LFjoVQqcejQISQnJ2PmzJkmCzC2GSHhgLMLUFYKXLkAURQ5c4GIiKiZmpURREZG4sKFC8jMzERQUJBxSvrtCyZmZWXB29u7wfdNTU0FAJw8eRInT540O17XukQjRoyAu7s7Nm/ejK1bt6KsrAzBwcF48skncc899zS4DvZEkFVtpnr+NFCQB2TfAvw5c4GIiKg5mpUEjR07FufOncOCBQsQGBiIa9euwdPTE/37Vy/oV1ZWhtTUVAwY0PD1bRYvXtyg855//nk8//zzZuV9+/ZF3759G/y8tkDo3B3ieWlrEvHiGQhMgoiIiJqlWWOChgwZgoceegh6vR7Xrl2Dv78/XnnlFZMZVkeOHEFlZaVZ6xA1jtCjn/G1ePKQDWtCRETUPjR7gMyDDz6IKVOmoLS0FB4eHmbH77jjDixbtowLTzVXVAzg4y+tF3TxDMSSIgiu7vVfR0RERBY1qyXIQC6XW0yAAMDPzw+RkZFm6/ZQ4wiCAGHgMOlNZSXE00dtWyEiIqI2rkWSIADQ6XS4dOkSjh49iqNHj+LSpUvNWmWZzAkDhhlfi/EHbVgTIiKitq/Z3WGVlZX44Ycf8Ouvv6KsrMzkmLOzM+699148+OCDtW5VQY3ALjEiIqIW06yWIL1ejw8//BCbNm1CWVkZXF1dERUVhaioKLi6uqKsrAw//fQTPvzwQ4urOFPjsEuMiIio5TSrJWjPnj1ISEiAv78/HnnkEQwePNjk+PHjx7F69WokJCRgz549GDt2bLMqS1KXmLhzM4CqLrHhbXPtIyIiIltrVktQXFwclEol/vGPf5glQAAwaNAg/OMf/4BCoUBcXFxzHkUGhi4xwNglRkRERI3XrCToxo0b6NGjh3HLCksCAgLQq1cv3LhxozmPoirsEiMiImoZzUqCtFqt2Qaqljg5OUGr1TbnUVQDZ4kRERE1X7OSID8/P1y6dKnOQc96vR6XL1+Gr69vcx5FNbFLjIiIqNmalQT16dMH2dnZWLVqlcU1gXQ6Hf7v//4P2dnZ7W4vL1tilxgREVHzNWt22JQpU3Dw4EHs3LkT8fHxGDp0qHF80K1bt3DkyBHk5ubCzc0NU6ZMaYn6UhXOEiMiImqeZiVBPj4+WLhwIf71r38hOzsb27ZtMzvHz88Pr776Knx8fJrzKLpdVAzgGwDkZAGJCRCzbkIICLZ1rYiIiNqMZq8Y3blzZ3z22Wc4cuQIzp8/j7y8PACAt7c3evbsiSFDhiAtLQ2JiYncSb4FCYIAYeQ4iJv+HyCKEHdtgTD7WVtXi4iIqM1odhIESBuojhgxAiNGjLB4/Ouvv8bVq1exfv36lngcVRFG3Qtx+w9ARTnEQ79DnDwLgrunratFRETUJrTYBqr1EUXRWo/qMARXNwgj/iS90Wog7v3FthUiIiJqQ6yWBFHrEMZOBmTSl1Hc+wvEigob14iIiKhtYBLUxgm+ARAGVnVDFhdBPPy7bStERETURjAJageEcVONr8VdmyHqK21YGyIioraBSVA7IIRHA937SG/UmQAXTyQiIqoXk6B2QjbuAeNr/W+bOBCdiIioHo2aIh8XF9ekhxQWFjbpOmqEHn2B0CggLQVIuQRcOg907WXrWhEREdmtRiVBK1asaK16UDMJggBh3BSI3/4LAKD/+X9w6PqejWtFRERkvxqVBPn5+bVWPagFCANHQPx5PZCVASSdhXjhDwiGsUJERERkolFJ0BdffNFa9aAWIMjlECbPgvjNxwAA/Za1kHW7A4Ig2LhmRERE9ocDo9sZ4c7hQHC49ObqReBsvG0rREREZKeYBLUzgswBsvtnGd/rt6yFqNfbsEZERET2qUU2UG1pV65cQVxcHM6fPw+1Wg03Nzd06dIFM2fORHBwcIPucebMGWzatAnJyckQRREqlQr3338/hg4d2sq1twP9hgDhnYDrV4HrydK6QQM6wOcmIiJqBLtsCdqyZQuOHTuGXr164bHHHsPYsWNx4cIFLFiwANevX6/3+r179+K9996DXC7Hww8/jD//+c/o3r07srOzrVB72xMEAbIpfza+l1qDuIo0ERFRTXbZEjRx4kS8+OKLkMurqzd06FDMnz8fmzdvxrx582q9NisrC99++y3Gjx+Pxx9/3BrVtU+9+gOduknjgjJuQDy+H0LsXbauFRERkd2wy5agrl27miRAAKBSqRAaGor09PQ6r921axf0ej1mzJgBACgvL++Qqyff3hokblnHHeaJiIhqsMuWIEtEUURBQQHCwsLqPO/s2bMICQnBqVOnsGbNGuTm5sLV1RXjxo3D9OnTIZPVnvdptVpotVrje0EQ4OzsbHzdVIZrrT1VXejeB2L3PhAv/AFk34K4+f9BNvNJq9bB2mwV646IsbYextp6GGvrsYdYC2IbaSbZv38/li9fjmeeeQZjxoyp9bw5c+ZAJpNBo9Fg8uTJiIiIwPHjx3Hw4EFMmTIFs2bNqvXaDRs2YOPGjcb3UVFRWLZsWYt+DmvTpqXi1l9nQ9RUAIIA/w++glOv/rauFhERkc21iSQoPT0dCxcuRFhYGJYsWVJna86MGTMgiiJmzZqFKVOmGMuXLl2KxMREfP3118bWndvV1hKkVquh0+maXH9BEBAUFITMzEybdM3pd26GfsO30hu/QDgs/jcEJ8sxaOtsHeuOhLG2Hsbaehhr62nNWMvlcvj7+9d/Xos+tRXk5+fjgw8+gIuLC1555ZU6EyAAUCqVqKiowPDhw03Khw0bhoSEBKSkpKBHjx4Wr1UoFFAoFBaPtcQXSBRF2/yjunsicOoIcCURyL4F/cZVkM1+1vr1sCKbxboDYqyth7G2HsbaemwZa7scGG1QWlqKpUuXoqSkBG+++SZ8fHzqvcZwjqenp0m54X1JSUnLV9TOCTIHyB5/EVA6AgDEfTsgJibYtlJEREQ2ZrdJkEajwbJly5CRkYHXX38doaGhDbouKioKAJCbm2tSbnjv4eHRshVtI4QAFYQHHzO+13/3OcTSjpcQEhERGdhlEqTX6/Hpp5/i0qVLePnllxETE2PxvLy8PKSnp5uM1zGsCL1nzx6T++3btw9ubm6Ijo5u3crbMWHUvUC3O6Q3udkQ//eVbStERERkQ3Y5Jmj16tWIj4/HgAEDUFxcjP3795scHzlyJABg3bp1iIuLw/LlyxEQEAAAuPPOO9G7d29s3rwZRUVFiIiIwIkTJ3Dx4kU89dRTtY756QgEmQyyx+ZBv/ivQHkZxKP7oO/RD7IhXESRiIg6HrtMglJTUwEAJ0+exMmTJ82OG5IgSwRBwGuvvYb169fj8OHD2LdvH4KDg/HXv/4VI0aMaK0qtxmCbwCEPz8H8ZuPAQDi2i8hRneFENiwPdmIiIjaizYxRd7W1Gq1ydT5xhIEASqVChkZGXYz20C/6jOIh3+X3kR0huz1ZRDkbb+VzB5j3V4x1tbDWFsPY209rRlrhULRoCnydjkmiFqf8PBTQGCI9ObaFYib/p9tK0RERGRlTII6KMHJGbKn5gNVe7SJOzdDPGfe9UhERNReMQnqwITwThCmzTG+13/7L4jp121YIyIiIuthEtTBCXdPBnoPlN4UF0L/8ZsQ01JtWiciIiJrYBLUwQmCANkTrwCRXaSCogLoP/47xLQU21aMiIiolTEJIggubpC9/DYQVbUoZXGhlAhdT7ZtxYiIiFoRkyACUJUIvVQzESqC/pNFEK9dtW3FiIiIWgmTIDISXFwhe3kJ0KmbVFBSJI0RunTethUjIiJqBUyCyITg7ALZS4uBzj2kgrJS6D97i9PniYio3WESRGYEp6pEqGc/qUCjgX75e9CfOGjTehEREbUkJkFkkeDoBNkLfwcGDJUKKnUQv/4I+gM7bVsxIiKiFsIkiGolyBWQPfUahOH3SAWiCHH1cuh3brJtxYiIiFoAkyCqkyBzgPDoCxD+NMVYJv6wCvpNa7i5IBERtWlMgqhegiBAePBxCFP+bCwTt2+A+L+vIOr1NqwZERFR0zEJogYRBAGyCdOl3eeriHu3Q1z1KcTKShvWjIiIqGmYBFGjyMZMhPD4S4BM+tYRj+6D/vMlEIsLbVsxIiKiRmISRI0mGzoGsmdeB+RyqSDxNPTvvgIx9bJtK0ZERNQITIKoSYR+sdLq0u6eUkFOFvTLFnAKPRERtRlMgqjJhJhekC36tHqbDZ1OmkL/388hVlTYtG5ERET1YRJEzSJ4+0I2/z0IYyYay8RDu6F/92WI17n5KhER2S8mQdRsglwB2cNPQfjLK4DSUSrMTIN+6WvQ/7aJ0+iJiMguMQmiFiOLHQ3Z3/8FhHeSCip1EDeugv7TtyDmqm1bOSIiotswCaIWJahCIXvjQwjjpwGCIBVe+AP6Rc9Kq0yXl9q2gkRERFWYBFGLE+QKyKbNgeyVdwAvX6lQo4G4fQP0C5+Gft92LrBIREQ2xySIWo3Q7Q7IFv8bwtj7AYeqNYWKCiCu/RL6xS9Af3gPRJ3OpnUkIqKOi0kQWbQvpQDfnc5Cha55g5oFVzfIZvwFsiVfQBg4vPpAZjrEVZ9C//dnoN/7C0QNp9QTEZF1MQkiM/llOnwTfws/Jebipe2pOJ/V/HE8QoAKsqf/BtnrHwJdelQfyMmCuO4r6F9/QppJptU0+1lEREQNIbd1BSy5cuUK4uLicP78eajVari5uaFLly6YOXMmgoODG3WvL7/8Env27EH//v3x+uuvt1KN25cL2WUo04kAgJtFGizcdR33dvHCo/384aJwaNa9hU7d4PC3DyBeOg/9jo3AuZPSgaICiBtXQdz7C4Qpf4YwaCQEGXN0IiJqPXb5W2bLli04duwYevXqhcceewxjx47FhQsXsGDBAly/fr3B97l69Sri4uKgUChasbbtz5Awd3x6XyS6+jkby3ZczscL21IQn17cIs8QYnrC4cW3IFv0KYQ7R1TPJMvJgvjtJ9AvnQ/x4pkWeRYREZElgiiKoq0rcbukpCR06tQJcnl1Q1VGRgbmz5+PwYMHY968efXeQxRFLFq0CCEhITh37hzCwsKa3BKkVquh1WqbdC0ACIIAlUqFjIwM2GG4a1WpF7Hjch7+X4Ia5brqeo+K9MATAwLg4dRyDYliWgr0G/8LnD9teqBTN8jGTgb6DYHgUH8rVFuNdVvEWFsPY209jLX1tGasFQoF/P396z3PLluCunbtapIAAYBKpUJoaCjS09MbdI/9+/fjxo0bePjhh1ujih2Cg0zAxK4++HxCFPoGuRjL41IL8fy2FOxPLWyxb1whNAoOL70N2ctvA6FR1QeuXoT+qw+hf/Np6HdtgVjGdYaIiKhl2GUSZIkoiigoKICHh0e955aVlWHt2rWYOnUqvLy8Wr9y7VygmxKLx4ThxSEquCmlb5nCikp8fOgmlu5PR05p01vJbif06AfZok8gzH0ZCImoPpCTBXHDt9AvmAv9D6u4AjURETWbXQ6MtuTAgQPIzc3F9OnT6z1348aNUCqVmDBhQqOeodVqTbq9BEGAs7Oz8XVTGa5tzj1sTRAE3N3JC/2D3fDViUwcvl4EADieVoxzt0rxWP8A/KmzF2Qt8BkFBzkwdAzEIXdBTEyAuGsLRMMA6rJSiDs3Qfx9K4Q7R0D2p6kQwqNN6lnzb2o9jLX1MNbWw1hbjz3E2i7HBN0uPT0dCxcuRFhYGJYsWQJZHbOGbt68iVdffRUvvvgiYmNjAQDPP/98g8YEbdiwARs3bjS+j4qKwrJly1rmQ7Qzey5lYdmuS8gtrZ7SPiDMC2+O64Ywb5c6rmwa7fVkFG1eh5I924HbptE7DRwGj4efhGO3Xi3+XCIiar/sPgnKz8/HokWLoNPp8N5778HHx6fO85cuXQqNRoPFixcbyxqaBNXWEqRWq6FrxsrGgiAgKCgImZmZ7WqgXXFFJb49dQu/Xy0wlikdBMzu44/J3XzgIGv57F4syJMWV9y7HSgpMjkm9OwP2eSHETz8rnYXa3vUXr+v7RFjbT2MtfW0ZqzlcnmDBkbbdXdYaWkpli5dipKSEixZsqTeBOjcuXNISEjA/PnzkZWVZSyvrKyERqNBVlYW3Nzc4OJiuaVCoVDUOp2+Jb5Aoii2q39UrkoZ5sWqMDLCA18cy0RWiRaaShGrTmXhQGoh/hobhEhvp5Z9qIcXZPfPhjj+QYiHf4f4649A1fgg8fwpVJ4/haye/VA5cDjQfygEF9eWfT6ZaW/f1/aMsbYextp6bBlru20J0mg0eO+995CcnIxFixYhJiam3mv27duHFStW1HnOnDlzGj1WqKNOkW+MMq0ea8+ose1iHgyf0EEApvX0xfRevlA4tM4YfFGnhXhkL8TtPwDZt0wPKpQQ+gyCEDsa6NkPgpzrRbWkjvB9bS8Ya+thrK3HHqbI22USpNfr8c9//hOnT5/Ga6+9hv79+1s8Ly8vD6WlpQgMDIRcLkd2djaSk5PNzlu5ciX8/f0xdepUhIeHIygoqFH1YRLUcBfVZfj30QykFVaP2wn1UOKvsSp083eu48rmEXU6iMfipJahzDTzE9zcIQwYBmHwaKBTN65G3QI60ve1rTHW1sNYW489JEF22R22evVqxMfHY8CAASguLsb+/ftNjo8cORIAsG7dOsTFxWH58uUICAiAn58f/Pz8zO733XffwdPTE4MGDbJK/Tuybv7O+PS+SGw4l4Mfz+egUgTSCjV4fec1TOzqjdl9/OGsaPkERJDLIQy7Gxh2N3yLcqHethHi8f1AcaF0QnERxLhfIcb9CvgGQBg4HEL/IUBkFyZEREQdlF0mQampqQCAkydP4uTJk2bHDUkQ2SeFgwyz+/hjWLg7/n00E1dyyyEC+DkpD8fSivH84CD0VbXOWB1BEODYtRccPHyhf2gucP40xGP7IP5xDNBUtU7lZEH87SeIv/0EePlC6DcYQr8hQEyvBq1KTURE7YNddofZG3aHNV2lXsTWi7lYdyYbmsrqzz62kyce7xcAN8eWTTpqi7VYXgox4RjEY3FAYgKg15tf7OMHYeR4CCPugeDh3aL1ao868ve1tTHW1sNYWw+7w6jdc5AJmNrDF7Fh7lh+NAPnssoAALuvFuBkejGevjMIQ8LdW70egpMLhNi7gNi7IBYVSAnR6aPAhQTAsPxBbjbEzWsg/rwewoChEIaMAYLDAS8fdpkREbVDTILIKlTuSrwzNhy7rhTgv6ezUKrVI6+8Eh8cSMeQMHc8fWcgvJ2t8+0ouHtCGPEnYMSfIJaVQjx3EuKRvcC5k4AoApU6iMf3S2OKAECuAPyDgAAVhK69Idw5AoJX3cs1EBGR/WMSRFYjEwSM6+KFASGu+PJ4Jk6klwAAjtwowtlbJZjbPwBjoj2tuoS64OwC4c4RwJ0jIKozIe7/DeLBXdUDqgFApwUybgAZNyD+cRziD6uA7n0gxI6G0C8WglPrzXojIqLWwySIrM7PRYE3R4XiwLUifB1/C4UVlSjW6PH50UzsTy3Ec4ODEOimtHq9BP8gCNPmQJz8MMRTR4DUKxDVGUBWhrQGkWG7DlEPJJ6GmHgaolIJ4Y5BUiLVewAEhfXrTURETcMkiGxCEASMjPRA3yAXfHMyC3GpUstLQmYp5v2Sgkf6+uPeLt6tsvVGvXVTKCEMHgUMHmUsE/V6IDNN6iY7ug/IqVqRXKOBGH8QYvxBwMkZQt9YoPsdEAJDgKBQCK5uVq8/ERE1DGeHNQBnh7W++PRirDieiZzS6j3auvo546+xQQjzdGzwfawRa1EUgasXIB7dB/HkIaC4qPaT3T0BVRiEyM4QomKAqBjAx79d7FDN72vrYayth7G2Hs4OI6oyMMQNyydGYfVpNXZczgcAJGWX4aXtqZjRyxcP9PSF3AatQpYIggB07gGhcw+IM58CLp6BeOKANNusrMT05KICoKgA4qVzxu1E4OEFoWtvoN8QCL0HcEwREZGNMAkiu+GicMAzg4IwIsIDy49l4GaRFjq9iLVnsnHoehFeiA1CF1/7ShgEuRzo1R9Cr/4Q//wccOkcxJvXgcx0iJlpwK10oCDP9KLCfIgnDgAnDkBUKKV9zfoNgdClB+AX2C5aiYiI2gImQWR3ega64NP7orD+bDY2X8iFXgRS8yvwt9+u4f5uPnj4Dj84yu1v3R5BoZASmp79TMrFwjwg5QrElCSIKZeAlMvVLUZaDZBwTFq3CABc3YGIzlL3WXRXoGsvCE4uVv8sREQdAZMgskuOchnm9AvAsHCpVSglrwJ6Edh0IRdH04rwwmAVegW2jeRA8PAG+twJoc+dAKTNXnHpHMTTR6QutJotRSVF1TPPAMDBQdrwtUc/CD36AeHR3NqDiKiFcGB0A3BgtG3p9CI2JeZg/dkc6PTV8RvX2Qtz+vnDVVmdFLS1WIv6SuBqEsTEBIjXrgCpl6VxRLVxdJI2fY3uCqFTNylBcvOwXoVraGuxbssYa+thrK2HA6OJGkAuE/BQLz8MCZM2ZL2YLW298duVfMSnF+PZQUG4M7RtTkUXZA5Alx7SeCBUzTzLywFSL0G8eAbi+QQg62b1BRXlQNJZiElnpZYiQZCSojsGQuh9p9RSxDFFREQNwiSI2oxQT0e8/6dw7LiUj9UJWSjXicgp0+HduDSMjPDAEwMD4OWssHU1m0UQBMDHT9rMtf9QAJBWsr6QAFw8C/HqRSBXXX2BKAIplyCmXIK4ZR3g6QOERkDw8Qe8fKX7+PgDASrptYxdaUREBkyCqE2RCQImdPXGnSFuWHE8E6czpAHG+68V4nRmCZ4aGIgZQUE2rmXLEvyDIPiPB0aOBwCI+TlSF9rVCxATE4D0a9UnF+QCBbmo2bBsfO0gB/wCpT3QwqOlafqdukFQNnwdJiKi9oRjghqAY4LskyiK2JtSiG9P3kKxRm8sHxjuhVFhLhgc6maXs8hampiTBfFMPMSz8UDSWUBT0fCL5XIgKgZC5+6Atx8Ed0/Awwtw9wL8AurcBoTf19bDWFsPY209HBNE1AyCIGBMtCf6q1zxVfwtHL4urdwcfz0f8dfz4SyXYUi4O+6K8kCvQBfI2ulYGcE3AMJd9wF33Sf9ICkuBPKygdxsiHk5QPat6j3Q1JmmSZJOB1xOhHg5EQBMWpAgl0vT9Tt3l5KkTj0guNtmEDYRUWtgEkRtnpezHAtGhODIjSL838ksZJVIrXZlOj32JBdgT3IBfF3kGBXpgbuiPBHu1X67fwRBkLbqcPcEwjvh9rRPFEUpObqSaBxgjawMyzfT6YCrFyFevQjxt01SWXA4hK69IXTrDXTtDUDVmh+HiKhVsTusAdgd1naIADJ1zvgxPhmHrhehVKs3Oyfa2xGjozwxMtID3s78f4CYmw2kX4NYmA8U5UtT9PNzIaZeMZ2ZZoFcFYpKTx/A2w/w9Zf2RQuPBkIipdW0qUXwZ4j1MNbWw+4wohYmEwQMCPdGsCIYTw6sxIn0YuxLKcCpmyWorPo3lpxXgeS8LPz3dBb6BLlidJQHYsPc4dQBxg9ZIhhmo1k4JhbmAVcuSoOwL50Hrl0FxOrEUpeRBmSkmV4DAEql1JUW3RUIi4bg6Q14egMe3oCLK6fxE5FdYBJE7ZajXIbhER4YHuGBgnIdDlwrxL6UQlzOKQcA6EXgdEYJTmeUwEl+C0PC3DA6yhO9A13gYCebtdqa4OEN9B8Cof8QAIBYVgpcPi+tU3TpHIRbGRBv3zQWADSaOsYaKaRutaguQFRXCNExQGAIBFnHTEKJyHbYHdYA7A5rOxoS67SCCuxLKURcagGySnRmx32cpfFDo6M8EOnt1NpVbrMMsb559QrEXDWQq4Z466a0blFyEpB9q+E3UzoC/kHSBrJVf8PFDZDLIcgV0iBtpRPgFwB4+3a49Y74M8R6GGvrYXcYkQ2Eejriz339MauPHy6oy7AvpQCHrhWhpGr8UG6ZDpsu5GLThVxEeTtidJQHRkR4wNelbS/E2FoEF1fA2QUIiYDQu7pcLMwDkpMgZmUChXlAYT7Egnxpscdb6dJCjwaaCmm9o/RruP1HodmPRge5tKCkfxCE0EgIMb2Azj0guLbNVcOJyHaYBFGHJRME9AxwQc8AFzw5MLBq/FAhTqYXG8cPpeRVICVPje9Oq3FHoAtGR3kiNswdzgp23dRH8PAG+sZaHmtUXgqkXoGYchliShJw8waQc0uakVafSp001V+dKe25tnOztH1ISKQ0ld/LB3B1h+DmDri6A+4egJsn4ObBwdpEZII/EYgAKB1kGBbugWHhHigs1+HAtSLsSynApRrjhxIyS5GQWQqnE5mIDXXH6GhP3MHxQ00iOLkA3e6A0O0OY5mo1wP5uUB2JsTsW0BFBVCpBbQ66e+SEqk8+5aUBFWUVd9QFIG0FIhpKdVFlh7s4gp4eEPo1hvCwBFAl+4drmuNiKoxCSK6jYeTHBO6emNCV2+kF2oQl1qAfSmFuFUsjQsr14nYl1qIfamF8K4xfiiK44eaRZDJqvdNi+lV57miKErT+a9chHj5PMRL54AbKaZdbJaUlgClJRAz0yDu2wF4+kAYOAxCj75Sq5GzC+DkAri4AI7OnMVG1M5xYHQDcGB029FasRZFERfVZdibUoiD1wtRojFffyjCyxGjIz0wKqpjjB+yt+9rsbQYSL8OlBRCLC4CSoqA4iKguBBiUYG0knZhvrSadkO63QSZ1HLk4go4uwKubhBc3KRkydUNcHOH4BcIBIcD/ioIDq3XomRvsW7PGGvr4cBoojZCEAR0D3BB9wAXPDkwAPHpJdibUoCTN4uhq8qHruVX4LsENVYnqNE7yAV3RXkiNswNLgp2t1iD4OIGdOkhva7jPLG8FOIfJyCeOACcP1V7QiTqpUSqpKi66PZTDC/kciAoFEJIBNC5O4QuvQBVKKf9E9k5u0yCrly5gri4OJw/fx5qtRpubm7o0qULZs6cieDg4DqvPXv2LA4cOICkpCTk5OTAy8sLvXr1wowZM+Dt7W2lT0DtmcJB2pNsSLg7CisqcehaIfamFCIpWxqjIgI4k1mKM5ml+M9xAbFh7hgd6YG+KleOH7IDgpMLhMGjgMGjIJYWQzxzAriVAZSVAOWl0lpIZaVS11lZSVUXWjGgN2/9M9LpgLRUiGmpwLE4KTlydQe69IDgG1D1YAGAACgUQGgkhKgYaUkAC11uoiiyK47ICuwyCdqyZQuSkpIQGxuLiIgI5Ofn49dff8WCBQvw3nvvITw8vNZr165di+LiYsTGxkKlUuHWrVv47bffcPLkSXz00Ufw8vKy3gehds/D0QH3xnjj3hhvZBRpEJdSiL0pBcisGj+kqRSxP7UQ+1ML4eXkgBFV+5dFezvyl5wdEFzcIMTeVe95oihKA7FLiqtah4qlbUZupUO8eV2a3XYr3TRRKikCEo5ZHqCNqlYkd08gsgsEF1fpfvm5QEEeUF4qJUrd7oDQtTdQzxgpImoauxwTlJSUhE6dOkFeYzprRkYG5s+fj8GDB2PevHm1XpuYmIhu3bpBVqMZOjExEYsXL8YDDzyAmTNnNro+HBPUdthDrEVRRFJ2OfalFODgtUIUWRg/FOapxOgoT4yK9IC/a9scP2QPsbYnolYrzVC7fF7aYuTKBZOutGaRySBXhUInc5BW3JbLAYUjBG8fwC9IWjPJL1DamkQUqwaIi1Km5eMHQaFsmXp0APy+th6OCapF165dzcpUKhVCQ0ORnp5e57U9evSwWObm5oa0tDQLVxC1LEEQ0M3fGd38nfGXAYE4eVPav+xEegl0eukf+o0CDf5fghprEtToFeiC0VEeGBTiBg8nu/wnSQ0gKBRAVIzUzfWnqdKU/1s3pVYdQ2IiikBpMcTUyxBTLgEpl00TJaUS8PSREp3MtOrZbno9dOnXzZ4p1vLahFwBRMdAiOklzbqLigEcndgSSQQ7TYIsEUURBQUFCAsLa/S15eXlKC8vh4eHRyvUjKh2CgdpTFBsmDuKKypx6Lq0/lCiunr80NlbpTh7qxQCgBg/ZwwMdsWAEDdEeTtCxl9UbZYgkwGqUMvH7rgTQFU3W3bVIpGe3oCzizE5EYsLgUvnIF48AzHpHIT8HIgaDaBrZKu0TgtcklqnRHxfXe4gl1qUHOTSDDh3T8DDC0LV3/ALhBCgkrYz8fLlIG9ql9pMEnTgwAHk5uZi+vTpjb72l19+gU6nw9ChQ+s8T6vVmnR7CYIAZ2dn4+umMlzL/3m1PnuOtbuTHONjvDE+xhuZRRrsS5HWH7pZpAEgJURJ2WVIyi7D2jPZ8HZyQP8QN9wZ4oY+Qa5wVdrXLDN7jnVbIQgCEKCyfMzdExgwDBgwDIIgICgoCJmZmdDr9dKq2RUV0n5tWRnSApNZmVKrkkwmDcIWBKCyEmLqZWlxydtV6qQ/gDTwu2qvN4utS3JpMLfsjjsh9LkTCO/Ubr/u/L62HnuItV2OCbpdeno6Fi5ciLCwMCxZssRkvE99EhMT8c4772DQoEF4+eWX6zx3w4YN2Lhxo/F9VFQUli1b1uR6E9VHFEWczyjEnktqHErJQXK2hR3ZATjIBPQN8cSwaF8MjfZFtK8rf0hTg+nUmag4dxoVZ09Cl34dok4rjWGq+ltfXAh9UUH9i01WcfD1h1P/IdJ+bXq9lGzpKyGWl0FfXAR9USH0xYUQy0og8/GHIiQc8pBwyIPDoQiJgDwoBDJ3tsyT7dl9EpSfn49FixZBp9Phvffeg4+PT4OvTU9Px6JFi+Dn54e3337b2KpTm9pagtRqNXQNWVytFjX/F2fn4W7z2nqss4q1OHmzGCfTi/FHZgkqKi1/hgBXBQaEuGJgsBt6B7nCSW79roq2Huu2xBqxFisrpQUliwog5ucC6gypdUmdATEzXRqj1JJcXKUuN/8gQBUGIbwThLAok2UDxIpyqbUrLweCoxPgFyh12bXifwD4fW09rRlruVzedgdGG5SWlmLp0qUoKSnBkiVLGpUAZWdn491334WLiwveeOONehMgQBpNrlBYnqnTEl8gURT5j8pK2mqs/V3lGN/FC+O7eEFTqce5W6U4ebME8enFxmn3AJBVosWOS/nYcSkfCpmAXoEuGBjiigHBblC5W3cmUFuNdVvUqrGWyaSxQB5e0qKP6Gey6KSYq4Z4Jl5aV+nCH/WPTXJyBhydpFW6LdW5tAS4ngzxerJ0f0O5iyvg7QcU5Eorft9O6SglQz7+gNIRgmG2nFwBeHgCwREQgsOBwOBmbZjL72vrsWWs7TYJ0mg0WLZsGTIyMrBo0SKEhloeYGhJUVER3nvvPeh0OvzjH//gIonUJikdZOgf7Ib+wW54cmAg0gs1xlaic1llxplmWr2I0xklOJ1Rgq+RhWB3pbGVqGeAMxQOHNBKzSf4+EMYfS8w+l6phSYtVUpuZDLAwUHaZkSprNqDzdWYgIhajTQm6dZNqUVJnSFthKvOBHLV5otQVu3vVitNBXDzuvQHlmfFiYA04NsvUKqjpqL6j0IhJVk+/hB8qv4OiwKiu0JwYxddR2OXSZBer8enn36KS5cu4bXXXkNMTIzF8/Ly8lBaWorAwEDjmkLl5eV4//33kZubi7feegsqleVBh0RtTYiHEiEePpjczQdlWj3O3CrByfQSxN8sRk5pdXftzSINbl7U4OeLeXCSC+gTJLUQ9Q92bbNrEpF9ERydgE7dGnauQintrxYcbradiajTATlZ0mrb15Mh3kgGbiQDRQWAl6+0xpGPv5S0VJRBVN8CsjOrZ9TVpVInLWB5O50WKJOSKEMCZUykAoIhdOqKwpge0BcUQNRpqwaQVwJVY6ig1UivBQHwrllHf8DTS0oClVwMta2wyyRo9erViI+Px4ABA1BcXIz9+/ebHB85ciQAYN26dYiLi8Py5csRECAtTf/555/jypUruOuuu5CWlmayNpCTkxMGDRpkvQ9C1EqcFTIMDnXH4FB3iKKIa/kVOHmzBCdvFuOCugxVjUQo14k4llaMY2nFAKRNXgcEu2JgiBu6+TlzGw+yKUEuBwKDpa6rAdWzd+vbNkTUV+3rZkhMKnVScpKdVbWC93Xp7+xbUouQ0rH6j0aaVWexOy/rJsSsmyg4srdRn8OsNUoul5IhNw9pIcuAYCBQJf3t6i7tSyeKgF4EZFXJlHvrjnUiy+wyCUpNTQUAnDx5EidPnjQ7bkiCLLl27RoAYO/evdi71/Qb2d/fn0kQtTuCICDS2wmR3k6Y1tMXxZpKJGRICdHJmyUoKK80nnstvwLX8ivwU2IuXBUy9FVJCVF/lSu8nO3yxwF1QPUlA4JMJq1rdLvwThD6D6n3/qIoSq1NednSEgPJlyCmJAHXrtTfwtQQOp20/UlBHpB+zbzFyRLDwG//IAhevtKYKidnwMkFcHaG4OoBuHtIn9vdkwtethC7nx1mD7htRtvBWJvSiyKu5pYbu82u5JTX+oO4i68TBgRLXWedfZ3qXaiRsbYexto6RK0Wwo1keMmAvMJCQOZQvaCkXCGNJ5IrAIVSan3Ky4GYq5ZalnKzpQUuq/aWQ0kRUJTfMkmVJS6uUtIX0RlCZGcgvJOUNOl0NVrHDF14VX/rdICXtzR4vJZJQNbEbTOIqFXJBAFdfJ3RxdcZM+/wQ365Dqerus1OZZSgpMa+ZpdzynE5pxzrz+bA09EB/YKlwdX9VK5wc7SvhRqJWoOgUEDo1A0uKhUKGvKLOUBlNs6pJlFfCeTlSIPCs24CtzIATXnVYpZVi1pW6iDmZAHqW9L4qMoGJk2lJcDFM9KK4g3+hFUcHABVOISIaCAwVKqTYWPg0mJArpBao7x8AG9fCN5+UiuVrz8EmenPArG8TFo+IVcNhERCCAxubG1sikkQUQfi5STHXdGeuCvaE5V6EUnZZcaxRCl5FcbzCioqsS+lEPtSCiETgG5+zhgQ7IYBIa6I9OKgT6KGEGQOgG8A4BsAoUffes83Jk1FBUB5GVBeJiUZZaXGNZxQVACxqEAa9J2f27SKVVZKm/2mpdReF0uvHeSAfyDgr5LGNGXckBK3moJCINwxSNoapnN3CA72/R8odoc1ALvD2g7GuumyS7U4VbUm0R+ZJSjXWY6fr7NcmoIf4o57+kSjKFfNWLcyfl9bT1uKtZifA1y7CvHaFYhpqdJyA3J59dpJDoYuPLnUhSdzALIyIF6/CmSkSQO0W5OLG4Se/YA7BkLoOQBCjVXCxbJSCNm34KWrQL5cCYRFt+ijG9odxiSoAZgEtR2MdcvQVuqRqC7DyfRixN8sQXqhptZzg9wUiPJ2QrS3I6K8nRDl4whfZzlbi1oQv6+tp6PEWqyoANJTpW4sZ1fAxQ1wrfpbowHyc4D8HIh5uUBe1R51WRmAOkM6DkjXBYdBUIUBnt4QL50Drly0nFwJAhDZRXqtzpRatgyH7pkC2fS5Lfr5OCaIiJpM4SBDnyBX9AlyxdwBQEaRBqequs3O3iqFpsZ2HpnFWmQWa3HkRvXqvu5KmZQQGRIjb0eEejpCzin5RHZBcHQEortKfyzx8ZPOu61Y1OulWW+CAHh6m/1nRywuhHjuJPDHCYjnTwNlVQtfiiKQcsnys7ItbPBrJUyCiKheKnclJnRVYkJXb1To9DhbtZ3H9aJKXMoqMkmKAKBIo8eZW6U4c6vUWCaXCQj3VBqTomhvJ0R6O8JVad9jBoiomiCTSesa1XbczQNC7F1A7F3SYphXL0I8ewLimXhpDJFhkUm/IAj+QXCP7oxin0ArfgJTTIKIqFEc5TIMDHHDnaHuUKlUSEu/iZuFFUjOq0BKXjlSq/7Oq7E+EQDo9CKS86Tzagp0U1S3GHlJf/u7sjuNqK0T5HKgay8IXXsBDz4OsaRIWk1bIe1vKAgCPFUqlNqw65FJEBE1i4NMQKin1N01MrJ64GNemQ4peeVIqUqKUvIqcLNIY1zN2uBWsRa3irU4eqPYWOZaozst2tCd5uEIhQMTI6K2SnB1t3UVzDAJIqJW4e0sh7eztAGsQYVOj2v5FcbEKDmvAtfyy81mopVo9Dh3qxTnTLrTgDBPR5NxRlFeTlzDiIiajEkQEVmNo1yGGD9nxPg5G8sq9SIyi7VIrUqKDK1GuWWmi8bp9KhKnioAVM8sCXCVG5OiyKpZagGuCnanEVG9mAQRkU05yASEeCgR4qHEsIjq8vxyHVLzKpBcY5xRWqF5d1pWiQ5ZJdWbxAKAq0KGyJotRt5OCPdUQuEgs9KnIqK2gEkQEdklLyc5+qrk6KtyNZZV6PS4XlBhMs4oJa8C5TrTdUlKtHqczyrD+awyY5mDAIRWdaeFeToizEOJEE8lVG5KOHDqPlGHxCSIiNoMR7nMuBeagV4UcatYazIIOzmvAjmlpt1plSJwLb8C1/JNZ6fJZUCQmxJhnkqEeDgizFOJUA9HhHgo4axgyxFRe8YkiIjaNJkgQOWuhMpdiaHh1eWF5Tqk5FcYu9RS8ipwo6DCrDtNpwfSCjVIK9QAKDY55uciR6iHUpr95qFEaFWC5OXkwDFHRO0AkyAiapc8nOToEyRHn6Dq7jRNpR5pBZqqpKfC+PpmoQba27MjANmlOmSX6pCQWWpS7qqUIdSjZmKkRJinNCCbXWtEbQeTICLqMJQOMkT7OCHax8mkvFIvIqtEi7QCDW4UViC9UIMbBVKiVKIx3wepRKNHUnYZkrLLTMrlMgEh7tJYo1CP6uQo2EMJJzm71ojsDZMgIurwHGTVXWp3onpdI1EUUVBeibRCDW4UVCVHhRqkFVQg+7YxR4C0Kva1ggpcK6gwOxbgKpfGGnkqEVajFcnDkV1rRLbCJIiIqBaCIMDLWQ4vZzl6BbqYHCvT6pF+W7daWmEFMoo00FnYRFuayq/DqYwSk3J3pQyhntJAbMOg7FAPJfzZtUbU6pgEERE1gbNChs6+Tujsa961llmsNU2OCiqQVqhBqdY8OyrS6HFBXYYLatOuNaWDgGD36sHYvQtkcNOXI9hdASXXOyJqEUyCiIhaUM3FHweHVpeLooi88kpjQlT9twY5ZeZda5pKEan5FUjNrwBQhPVnswEAMkHadDa0ajp/WI2Zay4KbiFC1BhMgoiIrEAQBPg4y+HjLMcdNWasAUCptlLqWrtt5lpGkQaVt01a04tARpEWGUVanEg3PebrLJe61KoSozBPKVHydOKPeiJL+C+DiMjGXBQOZotAAtJA68wiKTEqEB2RmJaNGwUapBdWmG06CwA5ZTrklJlP6Xd3dEBYVWtRWI0Eyc9FzkHZ1KExCSIislNymYBQT0eEeTlBpVIhI8MRoihCL4rILtEhrbDCOJX/RoHUxVZkYUp/UUUlEtVlSLxt3JGTXGbsSgszrJbt6YggNw7Kpo6BSRARURsjEwQEuCkQ4KZA/+DqclEUUVBRiRsFFVVrHkmJ0Y0CDXItjDsq1+lxJbccV3LLTcrlMgHB7gqp1ahqYHa4pxLBHkoOyqZ2hUkQEVE7IQgCvJzk8HKSo3eg6bijEk2lcUB2zdajW8Va3N6xptOLuF6gwfUCjUm5TAACXBW3DciWWpA4KJvaIiZBREQdgKvSAV39nNHVz3TcUYVOj5tF1StkpxVIC0PetLDekV4EMou1yCzW4kS66XpHvs5yqdXI0xFhVWOOQj2V8ORikGTHmAQREXVgjnIZorydEOVteb2j6q41w7pHdQ/K/uO2QdnOchmC3BUIdFMg0FWBQDclgtyk9wFuXPOIbItJEBERmam53hHCqsv1ooicUp2UHFVtJ2IYf1RUUWl2nzKdHil5FUjJM99KBJBakAKrkqIgNyUC3BTGJMnbWQ4ZW5GoFdllEnTlyhXExcXh/PnzUKvVcHNzQ5cuXTBz5kwEBwfXe31JSQnWrFmD48ePQ6PRoHPnznjkkUcQHR1thdoTEbVfMkGAv6sC/q6mg7IBoKBchxtV3WnSekca3CrWIKtYa7bekYGhBen2mWuAtGp2gKshQZJakQyvA9wUHIdEzWaXSdCWLVuQlJSE2NhYREREID8/H7/++isWLFiA9957D+Hh4bVeq9fr8cEHHyA1NRWTJ0+Gu7s7du7cibfffhsffPABVCqVFT8JEVHH4ekkh6eT+T5rlXqp9ehWiTQQO7NIi1slWtwq1iCzWIuCcvMWJEBaNduQTFni4ehg0ooUWKMVyc+F0/ypfnaZBE2cOBEvvvgi5PLq6g0dOhTz58/H5s2bMW/evFqvPXr0KJKSkvDKK68gNjbWeO2LL76IDRs24MUXX2z1+hMRUTUHWfWU/t6B5sfLtHpklWiRWSwlSdIfKUG6VayFppZmpMKKShRWVOJyTrnZMcNMtoCarUiuiqrxSUq4K2UcsE32mQR17drVrEylUiE0NBTp6ekWrqh29OhReHp6YtCgQcYyDw8PDBkyBAcOHIBWq4VCoWjxOhMRUdM4K2SI8HJEhJej2TFRFJFfXmmSIGXWSJJyS3VmU/wB05lsZyw9s5YB20HuSvj4W26ZovbHLpMgS0RRREFBAcLCwuo8LzU1FdHR0ZDJTGccdO7cGbt370ZGRkat3WlarRZardb4XhAEODs7G183leFa/q+j9THW1sNYW09HjrUgCPBxkcHHRYEeAebHtZWGVqSqFqQiTVXyIyVNpVrzFbSBugdsC0iGn6sCKncFVG7SIpEqdyVU7lK3m6OcM9pagj18X7eZJOjAgQPIzc3F9OnT6zwvLy8P3bt3Nyv38vICAOTm5taaBG3atAkbN240vo+KisKyZcvg7+/f9IrXEBQU1CL3ofox1tbDWFsPY21ZbaNERVFEYbkO6QVluFlQjvT8MulP1fuMwnJU6s3bkUQA6hIt1CVanEGp2fEAd0eEeTkj1NsZYV4uCKv6O9TLGc5KDtZuLFt+X7eJJCg9PR3ffvstYmJiMHr06DrP1Wg0Fru7lEql8Xhtpk6diokTJxrfG7JTtVoNnc58yfmGEgQBQUFByMzMhCjWMkWCWgRjbT2MtfUw1s3jDcDbA+jpoQTClQA8AUgDtrNLTbvYbhVrkVMBXMspRrGFfdgAIKuoAllFFTh5I9/smI+z3NhqpHJXIthdakUKcudsttu15ve1XC5vUAOG3SdB+fn5+OCDD+Di4oJXXnnFrJvrdkql0qRLy8CQ/BiSIUsUCkWt44Va4gskiiJ/gFkJY209jLX1MNYtyzh42rV6wLYgCFWb1WagsFyHjCINbhZpkFmkRUaRBhnFGtws0lpcEwkAcst0yC3T4XyW+TEvJwcEuysRZEiSjF1tHTtBsuX3tV0nQaWlpVi6dClKSkqwZMkS+Pj41HuNt7c38vPzzcoNZQ25BxERkbujA9wdnRFz21YjAFBcUYmMYg0yDMlRUdXrYk2tU/7zyyuRX15mcU0kT0cHBLkrEVzVglSzNcmNXWytxm6TII1Gg2XLliEjIwOLFi1CaGhog66LjIzEhQsXoNfrTVqNLl++DEdHR64TREREzebm6IAujs7o4mueIJVoKpFZXJ0c3SzSIrPqdV4tCVJBRSUKKsqQlG2eILk7OkDlpjDpWjN0tbk7MkFqDrtMgvR6PT799FNcunQJr732GmJiYiyel5eXh9LSUgQGBhrXFIqNjcXRo0dx/Phx4zpBhYWFOHr0KAYMGMDp8URE1KpclQ7o5OOATj5OZsdKtZVS15qFVqTcMstjT4sqKlFUUYlLFtZDclPKpFYjNyW8nB3grnSAq9IB7o4OcFPK4GZ87QAXhYwLSN7GLpOg1atXIz4+HgMGDEBxcTH2799vcnzkyJEAgHXr1iEuLg7Lly9HQIA0dzI2NhZdunTBihUrkJaWZlwxWq/X1zuzjIiIqDW5KBwQ7eOAaAsJUrlOX9ViZDr+KKNIg5xSywlSsUaPyznlFheMtMRVKatOlJSyGgmTlDRVvzZ9r3QQ2uUSDXaZBKWmpgIATp48iZMnT5odNyRBlshkMrzxxhtYs2YNduzYAY1Gg06dOuG5555r0L5jREREtuAklyHS2wmR3uYJUoVOj1vFWty8bfxRRqEG2bUsGGlJiUaPEo0egPkEorooZALcqlqXqlubZDUSJvPWJ1elA1ztvPVJEDnVoF5qtdrijLOGqjnbgOFuXYy19TDW1sNYW09bjLWmUo+sYi0KKypRrKlEsUaPYo3UhWZ8X1GJIk0lSjSVKNLoUaKphIUlklqFq0JWlUCZd9EF+3nDx6EC/VSuLfpMhULRPqbIExERUe2UDjKEeppvOVIXvSiiTKs3JknVCVMliiuqkiiN5SSqXNe47KlEq0eJVo9bFlufcjAiwqPFk6CGYhJERETUwcgEQequUjrAwp62ddJW6o2tTcUVVUmUpmYSdXtrlN54zFLrk5uj7bYhYRJEREREDaZwkMHbWQZv58alEKIookwntTqVaKRESu7qAaWmuJVqWj8mQURERNTqBEGAi8LBuDq2NP4qABkZlTYbf8WtcImIiKhDYhJEREREHRKTICIiIuqQmAQRERFRh8QkiIiIiDokJkFERETUITEJIiIiog6JSRARERF1SEyCiIiIqENiEkREREQdEpMgIiIi6pCYBBEREVGHxCSIiIiIOiTuIt8AcnnLhKml7kP1Y6yth7G2Hsbaehhr62mNWDf0noJoq/3riYiIiGyI3WFWUFZWhgULFqCsrMzWVWn3GGvrYayth7G2Hsbaeuwh1kyCrEAURaSkpICNbq2PsbYextp6GGvrYaytxx5izSSIiIiIOiQmQURERNQhMQmyAoVCgQcffBAKhcLWVWn3GGvrYayth7G2Hsbaeuwh1pwdRkRERB0SW4KIiIioQ2ISRERERB0SkyAiIiLqkJgEERERUYfEzVFakVarxffff48DBw6guLgYERERmDlzJu644w5bV63NunLlCuLi4nD+/Hmo1Wq4ubmhS5cumDlzJoKDg03OTUtLw3fffYeLFy9CLpejf//+mDNnDjw8PGxU+7btp59+wvr16xEWFoaPP/7Y5FhSUhLWrFmDlJQUODs7Y8iQIZg1axacnJxsVNu2KTk5GT/88AMuXrwIrVaLwMBA3H333bjvvvuM5zDWzZeRkYHvv/8eFy9eRHFxMfz8/DB8+HBMmjQJjo6OxvMY64YrLy/H1q1bcfnyZVy5cgUlJSV47rnnMHr0aLNzG/qzWa/X4+eff8bOnTuRn58PlUqFKVOmYPjw4S1WbyZBreiLL77AsWPHcN9990GlUmHfvn14//338dZbb6Fbt262rl6btGXLFiQlJSE2NhYRERHIz8/Hr7/+igULFuC9995DeHg4ACAnJwdvvfUWXFxc8PDDD6O8vBw///wzrl+/jvfff5+bIzZSTk4ONm3aZPILwiA1NRVLlixBaGgoHn30UeTm5uLnn39GZmYmFi5caIPatk1//PEHli1bhqioKEybNg1OTk64desWcnNzjecw1s2XnZ2NhQsXwsXFBePHj4ebmxsuXbqEDRs2IDk5GX/7298AMNaNVVhYiI0bN8LPzw+RkZE4f/68xfMa87N5/fr12Lx5M+6++2506tQJ8fHx+PzzzyEIAoYNG9YyFRepVVy+fFl86KGHxC1bthjLKioqxBdeeEF88803bViztu3ixYuiVqs1Kbt586Y4a9Ys8bPPPjOWff311+Ls2bNFtVptLPvjjz/Ehx56SNy1a5fV6tte/Otf/xLffvtt8a233hJfeeUVk2NLly4Vn3rqKbGkpMRYtnv3bvGhhx4SExISrF3VNqmkpER84oknxI8++kisrKys9TzGuvl+/PFH8aGHHhKvX79uUv7vf/9bfOihh8SioiJRFBnrxtJoNGJeXp4oiqJ45coV8aGHHhL37t1rdl5Dfzbn5OSIM2fOFL/55htjmV6vF//xj3+IzzzzTJ3/ThqDY4JaydGjRyGTyTB27FhjmVKpxJgxY3Dp0iVkZ2fbsHZtV9euXc1acVQqFUJDQ5Genm4sO3bsGPr37w8/Pz9j2R133AGVSoUjR45Yrb7tQWJiIo4ePYrHHnvM7FhpaSnOnDmDESNGwMXFxVg+atQoODk5MdYNdPDgQRQUFGDmzJmQyWQoLy+HXq83OYexbhmGzTo9PT1Nyr29vSEIAuRyOWPdBAqFAl5eXvWe19CfzSdOnEBlZSXGjRtnLBMEAffccw9ycnJw6dKlFqk3k6BWkpKSApVKZfIPCAA6d+4MQGpqpZYhiiIKCgqM/cm5ubkoKChAp06dzM7t3LkzUlJSrF3FNkuv12PVqlUYM2aMsauxpuvXr6OyshLR0dEm5XK5HJGRkYx1A509exbOzs7Izc3Fiy++iEcffRRz5szB119/DY1GA4Cxbik9e/YEAHz55ZdITU1FdnY2Dh8+jJ07d+Lee++Fk5MTY91KGvOzOSUlBY6OjggJCTE7z3C8JXBgRCvJz8+Ht7e3WbmhLC8vz9pVarcOHDiA3NxcTJ8+HUB1bGuLf3FxMbRaLZfFb4CdO3dCrVZj0aJFFo/n5+cDsBxrLy8vXLx4sTWr125kZmZCr9fjo48+wl133YVZs2bh/Pnz+PXXX1FSUoKXXnqJsW4hffv2xYwZM7Bp0ybEx8cbyx944AHMnDkTAL+vW0tjfjbn5+fDy8sLgiCYnVfzXs3FJKiVaDQai79kDWWG/91R86Snp+Pbb79FTEyMcRaCIbaWBj/XjD+ToLoVFRVhw4YNmDZtWq0z6gyxthRLpVLJ7/MGKi8vR0VFBe655x7MnTsXADB48GDodDrs3r0bM2bMYKxbkL+/P7p3747BgwfD3d0dp06dwqZNm+Dl5YXx48cz1q2kMT+bNRpNvee1BCZBrUSpVEKr1ZqVG8qUSqW1q9Tu5Ofn44MPPoCLiwteeeUVyGRS764htjqdzuwaxr/h1q9fDzc3N9x77721nmOIo6XvdY1Gwzg3kCFOt894GT58OHbv3o1Lly4ZZ+Yx1s1z6NAhrFy5Ep999hl8fX0BSAmnKIpYu3Ythg0bxu/rVtKYn81KpdIqP8M5JqiVeHl5WWyuq6s5kBqutLQUS5cuRUlJCd588034+PgYj9XVXJqXlwc3Nze2AtUjIyMDu3fvxr333ovc3FxkZWUhKysLWq0WOp0OWVlZKC4uNg6EtBTr2rqEyZwhTrcPLDUM3i0pKWGsW8jOnTsRFRVlTIAMBg4ciIqKCqSkpDDWraQxP5u9vLyQn58P8bY93lv6dyiToFYSGRmJjIwMlJaWmpRfvnzZeJyaRqPRYNmyZcjIyMDrr7+O0NBQk+M+Pj7w8PDA1atXza69cuUKY98Aubm5EEURq1atwgsvvGD8c/nyZWRkZOCFF17Axo0bER4eDgcHByQnJ5tcr9PpkJqaylg3kGEAbs01gYDqH/geHh6MdQvJz883m3kHVLdO6PV6xrqVNOZnc2RkJCoqKkxm/RrOMxxvCUyCWklsbCz0ej12795tLNNqtdi3bx+6dOliMj2QGk6v1+PTTz/FpUuX8PLLLyMmJsbieYMHD8apU6dMliI4e/YsMjIyEBsba63qtllhYWGYP3++2Z+wsDD4+flh/vz5GDNmDFxcXNC7d28cOHDAOPUYAPbv34/y8nIMGTLEhp+i7TDEac+ePSblv//+OxwcHNCjRw/GuoWoVCqkpKTg5s2bJuWHDh2CIAgIDw9nrFtRQ38233nnnXBwcMBvv/1mLBNFEbt27YKPjw+6du3aIvXhmKBW0qVLF8TGxuJ///sfCgsLERQUhLi4OKjVajzzzDO2rl6btXr1asTHx2PAgAEoLi7G/v37TY6PHDkSADB16lQcPXoUb7/9Nu677z7jku7h4eG46667bFH1NsXDwwODBg0yK9++fTsAmBybOXMmFi1ahMWLF+Puu+82rqzbp08f9O3b11pVbtOioqJw1113Ye/evaisrESPHj1w/vx5HD16FFOmTDF29zLWzTd58mQkJCTgrbfewrhx44wDo0+fPo0xY8Yw1s1gmM1oaMGMj49HTk4OAODee++Fi4tLg382+/r6YsKECdi6dSsqKyvRqVMnnDhxAhcuXMC8efOMY0CbSxBv73CjFqPRaIx7h5WUlCA8PBwzZszgP6BmWLx4MRITE2s9vmHDBuPrGzduYPXq1cb9afr164dHH320QQt6kWWLFy9GUVGR2d5hFy9exNq1a5GcnGyyx5Kzs7ONatr26HQ6bNq0Cfv27UNubi78/f0xbtw4TJgwweQ8xrr5rly5gh9++AEpKSkoKipCQEAARo0ahfvvvx8ODg7G8xjrxnn++eehVqstHlu+fDkCAgIANPxns16vx5YtW7B7927k5eUZ9w4bMWJEi9WZSRARERF1SBwTRERERB0SkyAiIiLqkJgEERERUYfEJIiIiIg6JCZBRERE1CExCSIiIqIOiUkQERERdUhMgoiIiKhD4rYZRNTq6lpJtqbnnnsOo0ePbv0KtYDp06cDMF2lnIjaFiZBRGQ1Xbt2RVBQUK3H6zpGRNTSmAQRkdXcfffdbaalh4jaP44JIiIiog6JLUFEZJdqjrnZvXs3du3ahZs3b8LBwQFdu3bFtGnTEBMTY/Ha4uJibN26FfHx8cjKyoJMJoNKpcLQoUNx7733QqlUWrwuNzcXv/zyCxISEqBWqyGKInx8fBATE4OxY8eia9euFq87evQofvnlF1y/fh16vR6RkZGYOnUq+vfvb3ZuXl4eNm/ejISEBGRnZ0MQBLi7u0OlUqFv376YPHlyEyNGRI3FJIiI7Np3332H7du3o2vXrhg4cCCuX7+O06dP48yZM3j55ZcxaNAgk/Nv3bqFJUuWQK1Ww8PDA/369UNlZSXOnz+PtWvX4vDhw1i0aBHc3NxMrjt79iw++eQTlJSUwNPTE7169YJcLodarcbBgwcBwGIStGHDBvz444+IiYlBv379kJ6ejqSkJCxbtgyvvvqqSf3y8/Px+uuvIy8vD35+fujTpw+USiXy8vKQmpqK5ORkJkFEVsQkiIjs2q5du7Bo0SL06tXLWLZ161asWbMGK1asQNeuXeHp6Wk89vnnn0OtVmPgwIGYN28enJycAACFhYV47733kJKSgv/7v//DvHnzjNdkZ2fj448/RmlpKaZMmYLp06dDLq/+8VhQUICMjAyL9duxYwfeffdddOnSxVi2YcMGbNy4EWvXrjVJgnbv3o28vDyMHTsWTz75JARBMB7T6XS4cOFCMyJFRI3FJIiIrGbFihVYsWJFrcdXrVoFV1dXk7KxY8eaJEAAMHnyZBw5cgRXr17F77//jgceeAAAcPHiRVy+fBmOjo546qmnjAkQAHh4eODpp5/G66+/jkOHDmH27Nnw9fUFAGzbtg2lpaUYMGAAZs2aZVYvT09Pk0SrpunTp5skQAAwdepUbN++HRkZGcjOzoafnx8AqSUIAPr27WuSAAGAXC5H7969a40NEbU8JkFEZDX1TZGv2fpiUNtsspEjR+Lq1atITEw0JkHnz58HAPTp0wdeXl5m10RHRyMiIgLXrl1DYmIiRowYAQD4448/AEgJV2MNGDDArEyhUCAwMBApKSnIzc01JkGdO3fGzp07sXbtWoiiiD59+pgkakRkXUyCiMhqmjJFPiAgoM7ynJwcY1lubm6d1wBAYGAgrl27ZjwXgHEhx5CQkEbVDYAxwbmds7MzAECr1RrLRo4ciTNnzuDgwYP4+OOPIZPJEBoaim7duiE2NtasxYuIWheTICKiZpDJGr7SiEwmw7x58/DAAw/g1KlTuHjxIpKSkrBz507s3LkTAwYMwGuvvdaoexJR0zEJIiK7lpWVhcjISLNyQ+uNj4+PsczwOisrq8773X6dn58fbt68ifT0dKusWh0aGorQ0FBMnjwZoiji3Llz+Pzzz3Hy5EnExcXhrrvuavU6EBEXSyQiO7d///46y3v27GksM7xOSEgwDkKuKSUlBampqRAEAd27dzeW9+3bFwDw+++/t1CtG04QBPTu3RvDhg0DAKSmplq9DkQdFZMgIrJrO3fuNA54Nti2bRuuXLkCZ2dnjBkzxljerVs3dOnSBRqNBitXrkRFRYXxWGFhIVauXAkAGDZsmMlYnokTJ8LZ2Rnx8fFYv349dDqdyfMKCgpw8eLFZn+WuLg4JCcnm5WXlZUhMTERAODv79/s5xBRw7A7jIis5vfffzdLaGrq06cPhg8fblI2duxYLFmyBN26dYOPjw9u3LiB69evQyaT4dlnnzWbBTZv3jwsWbIE8fHxeOGFF9C9e3fodDqcP38eZWVliIqKwty5c02u8fPzwyuvvIJPPvkEP/30E37//XfExMTAwcEB2dnZSElJwfDhw9GtW7dmff5jx47hiy++gLe3NyIjI+Hq6oqSkhIkJSWhtLQUYWFhuPvuu5v1DCJqOCZBRGQ1SUlJSEpKqvW4q6urWRL02GOPITg4GLt378aJEyfg4OCAvn37Ytq0aRZXcA4MDMSyZcuwdetWnDhxAidPnoRMJkNwcDCGDBmC++67z+K2GX369MHHH3+Mbdu2ISEhAQkJCXBwcIC3tzdGjhzZIsnJpEmTEBAQgEuXLiElJQXFxcVwc3NDaGgohg8fjtGjR3PKPJEVCaIoirauBBHR7WruHUZE1Bo4JoiIiIg6JCZBRERE1CExCSIiIqIOiWOCiIiIqENiSxARERF1SEyCiIiIqENiEkREREQdEpMgIiIi6pCYBBEREVGHxCSIiIiIOiQmQURERNQhMQkiIiKiDolJEBEREXVI/x/ztALQNO6YBwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.style.use(\"ggplot\")\n", "plt.title(\"Learning Curves\", fontsize=20)\n", @@ -731,12 +1723,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "391f5417", "metadata": { "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot every evaluation as a new line and example as columns\n", "val_samples = np.linspace(val_interval, n_epochs, int(n_epochs / val_interval))\n", @@ -761,7 +1771,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "id": "1fdbabce", "metadata": {}, "outputs": [], @@ -779,10 +1789,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "id": "63bf0adb", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(nrows=1, ncols=5)\n", "for i in range(5):\n", @@ -804,7 +1825,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "2bb33a5d", "metadata": {}, "outputs": [], @@ -833,7 +1854,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.16" + "version": "3.10.6" } }, "nbformat": 4,