diff --git a/generation/2d_autoencoderkl/2d_autoencoderkl_tutorial.ipynb b/generation/2d_autoencoderkl/2d_autoencoderkl_tutorial.ipynb
new file mode 100644
index 000000000..71535e722
--- /dev/null
+++ b/generation/2d_autoencoderkl/2d_autoencoderkl_tutorial.ipynb
@@ -0,0 +1,785 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "688d971d-fcab-41b5-b88b-c686c74935ac",
+ "metadata": {},
+ "source": [
+ "Copyright (c) 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.
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d6ae75bf",
+ "metadata": {},
+ "source": [
+ "# AutoencoderKL\n",
+ "\n",
+ "This demo is a toy example of how to use MONAI's `AutoencoderKL` class. In particular, it uses\n",
+ "the Autoencoder with a Kullback-Leibler regularisation as implemented by Rombach et. al [1]. The autoencoder was originally implemented by Kingma et al. [2]. \n",
+ "\n",
+ "[1] Rombach et. al \"High-Resolution Image Synthesis with Latent Diffusion Models\" https://arxiv.org/pdf/2112.10752.pdf
\n",
+ "[2] Kingma, D. P., & Welling, M. (2014). Auto-Encoding Variational Bayes. CoRR, abs/1312.6.\n",
+ "\n",
+ "\n",
+ "\n",
+ "This tutorial was based on:\n",
+ "\n",
+ "[Registration Mednist](https://github.com/Project-MONAI/tutorials/blob/main/2d_registration/registration_mednist.ipynb)\n",
+ "\n",
+ "[Mednist Tutorial](https://github.com/Project-MONAI/tutorials/blob/main/2d_classification/mednist_tutorial.ipynb)\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2caa73e1",
+ "metadata": {},
+ "source": [
+ "## Setup environment"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "c942c848",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "!python -c \"import monai\" || pip install -q \"monai-weekly[tqdm]\"\n",
+ "!python -c \"import matplotlib\" || pip install -q matplotlib\n",
+ "%matplotlib inline"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "76b639ff",
+ "metadata": {},
+ "source": [
+ "## Setup imports"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "350736c2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "import shutil\n",
+ "import time\n",
+ "import tempfile\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "import torch\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.networks.layers import Act\n",
+ "from monai.utils import first, set_determinism\n",
+ "from torch.nn import L1Loss\n",
+ "from monai.losses import PatchAdversarialLoss, PerceptualLoss\n",
+ "from monai.networks.nets import AutoencoderKL, PatchDiscriminator\n",
+ "from monai.utils.misc import ensure_tuple\n",
+ "\n",
+ "print_config()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6e3aacc9",
+ "metadata": {},
+ "source": [
+ "## Setup a data directory"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4c821bb6",
+ "metadata": {},
+ "source": [
+ "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": "dbad31d5",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/tmp/tmp84mwb3ce\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": "d7964212-f198-4f5e-b564-452dbf23e9fd",
+ "metadata": {},
+ "source": [
+ "## Set deterministic training for reproducibility"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "c9552991",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "set_determinism(42)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6cb6282d",
+ "metadata": {},
+ "source": [
+ "## Description of data and download the training set"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d3f33076-768d-44a9-b28b-b9a0332243e7",
+ "metadata": {},
+ "source": [
+ "We used the \"hand\" category in the MedNIST dataset."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "83d59e68",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MedNIST.tar.gz: 59.0MB [00:01, 43.8MB/s] "
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "2024-09-05 17:32:06,408 - INFO - Downloaded: /tmp/tmp84mwb3ce/MedNIST.tar.gz\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "2024-09-05 17:32:06,500 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n",
+ "2024-09-05 17:32:06,501 - INFO - Writing into directory: /tmp/tmp84mwb3ce.\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Loading dataset: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 47164/47164 [00:16<00:00, 2897.60it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "2024-09-05 17:32:27,771 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n",
+ "2024-09-05 17:32:27,771 - INFO - File exists: /tmp/tmp84mwb3ce/MedNIST.tar.gz, skipped downloading.\n",
+ "2024-09-05 17:32:27,771 - INFO - Non-empty folder exists in /tmp/tmp84mwb3ce/MedNIST, skipped extracting.\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Loading dataset: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5895/5895 [00:01<00:00, 2972.78it/s]\n"
+ ]
+ }
+ ],
+ "source": [
+ "train_data = MedNISTDataset(root_dir=root_dir, section=\"training\", download=True, seed=0)\n",
+ "val_data = MedNISTDataset(root_dir=root_dir, section=\"validation\", download=True, seed=0)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "537e5eb9-ff25-4014-9cf9-f6b8b31c8ffc",
+ "metadata": {},
+ "source": [
+ "## Prepare dataloaders"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "049ef46f-639f-47fa-903f-a3a799cb859a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "train_datalist = [{\"image\": item[\"image\"]} for item in train_data.data if item[\"class_name\"] == \"Hand\"]\n",
+ "val_datalist = [{\"image\": item[\"image\"]} for item in val_data.data if item[\"class_name\"] == \"Hand\"]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8c477aa1-f089-4db2-845b-68dfd0ad3d02",
+ "metadata": {},
+ "source": [
+ "We apply the following transforms:\n",
+ "1. `LoadImaged`: to load the images\n",
+ "2. `EnsureChannelFirst`: to make sure a channel is added on the first dimension\n",
+ "3. `ScaleIntensityRanged`: scale intensity between 0 and 1\n",
+ "4. `RandAffined`: we apply random affine transformations, including rotations, translations and scaling to augment the dataset\n",
+ "\n",
+ "On validation, we do not augment."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "19a05912-5688-4736-a006-2972af6eafce",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "image_size = 64\n",
+ "all_transforms = [\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",
+ "]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "89ca0e40-c7c0-49bb-b2ae-572c2c87e637",
+ "metadata": {},
+ "source": [
+ "Define datasets and dataloaders:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "5058363b-2963-4eda-ae67-c4bf40ede8f9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "train_ds = Dataset(data=train_datalist, transform=transforms.Compose(all_transforms))\n",
+ "train_loader = DataLoader(train_ds, batch_size=8, shuffle=True, num_workers=2, persistent_workers=True)\n",
+ "val_ds = Dataset(data=val_datalist, transform=transforms.Compose(all_transforms[:-1]))\n",
+ "val_loader = DataLoader(val_ds, batch_size=8, shuffle=True, num_workers=2, persistent_workers=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8e3d936d",
+ "metadata": {},
+ "source": [
+ "### Visualise examples from the training set"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "ebeb6144",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "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": "083aea1b",
+ "metadata": {},
+ "source": [
+ "## Define the network"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "8cc39247-388c-4671-936b-8c9b96310567",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Using cuda\n"
+ ]
+ }
+ ],
+ "source": [
+ "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
+ "print(f\"Using {device}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "86b34ad5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "model = AutoencoderKL(\n",
+ " spatial_dims=2,\n",
+ " in_channels=1,\n",
+ " out_channels=1,\n",
+ " channels=(128, 256, 384),\n",
+ " latent_channels=8,\n",
+ " num_res_blocks=1,\n",
+ " norm_num_groups=32,\n",
+ " attention_levels=(False, False, True),\n",
+ ")\n",
+ "model.to(device)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "671ad579",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "discriminator = PatchDiscriminator(\n",
+ " spatial_dims=2,\n",
+ " num_layers_d=3,\n",
+ " channels=64,\n",
+ " in_channels=1,\n",
+ " out_channels=1,\n",
+ " kernel_size=4,\n",
+ " activation=(Act.LEAKYRELU, {\"negative_slope\": 0.2}),\n",
+ " norm=\"BATCH\",\n",
+ " bias=False,\n",
+ " padding=1,\n",
+ ")\n",
+ "discriminator.to(device)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "afb5f1bc-dcc6-4a1d-b9c0-a3d87d4044e3",
+ "metadata": {},
+ "source": [
+ "## Network losses"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ff6fca9d-a642-4caf-a661-b3eca53ff937",
+ "metadata": {},
+ "source": [
+ "Kingma et al. [2] trained the autoencoder on a reconstruction (L1 or L2 loss) and a Kullback-Leibler loss comparing the latent representation to a Normal distribution. In [1], Rombach et al. add perceptual and aversarial losses to improve the reconstruction quality."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "7f259580",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "perceptual_loss = PerceptualLoss(spatial_dims=2, network_type=\"alex\")\n",
+ "perceptual_loss.to(device)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "f39cfd6e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "optimizer_g = torch.optim.Adam(params=model.parameters(), lr=1e-4)\n",
+ "optimizer_d = torch.optim.Adam(params=discriminator.parameters(), lr=5e-4)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "b0656065",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "l1_loss = L1Loss()\n",
+ "adv_loss = PatchAdversarialLoss(criterion=\"least_squares\")\n",
+ "adv_weight = 0.01\n",
+ "perceptual_weight = 0.001"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "66041923",
+ "metadata": {},
+ "source": [
+ "## Model Training"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "ea9e0a54",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "epoch 0/100:recons loss: 0.023390,gen_loss: 0.292826,disc_loss: 0.244051\n",
+ "epoch 10/100:recons loss: 0.019977,gen_loss: 0.293877,disc_loss: 0.246095\n",
+ "epoch 20/100:recons loss: 0.017823,gen_loss: 0.290595,disc_loss: 0.242387\n",
+ "epoch 30/100:recons loss: 0.016301,gen_loss: 0.300653,disc_loss: 0.239462\n",
+ "epoch 40/100:recons loss: 0.016317,gen_loss: 0.324037,disc_loss: 0.241039\n",
+ "epoch 50/100:recons loss: 0.014776,gen_loss: 0.304615,disc_loss: 0.231920\n",
+ "epoch 60/100:recons loss: 0.015453,gen_loss: 0.371261,disc_loss: 0.216630\n",
+ "epoch 70/100:recons loss: 0.015820,gen_loss: 0.381722,disc_loss: 0.214916\n",
+ "epoch 80/100:recons loss: 0.015885,gen_loss: 0.387530,disc_loss: 0.217283\n",
+ "epoch 90/100:recons loss: 0.015494,gen_loss: 0.402209,disc_loss: 0.207687\n",
+ "train completed, total time: 5108.975979089737.\n"
+ ]
+ }
+ ],
+ "source": [
+ "kl_weight = 1e-6\n",
+ "max_epochs = 100\n",
+ "print_every = 10\n",
+ "val_interval = 25\n",
+ "epoch_recon_loss_list = []\n",
+ "epoch_gen_loss_list = []\n",
+ "epoch_disc_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(max_epochs):\n",
+ " model.train()\n",
+ " discriminator.train()\n",
+ " epoch_loss = 0\n",
+ " gen_epoch_loss = 0\n",
+ " disc_epoch_loss = 0\n",
+ " for batch in train_loader:\n",
+ " images = batch[\"image\"].to(device)\n",
+ " optimizer_g.zero_grad(set_to_none=True)\n",
+ " reconstruction, z_mu, z_sigma = model(images)\n",
+ " recons_loss = l1_loss(reconstruction.float(), images.float())\n",
+ " kl_loss = 0.5 * torch.sum(z_mu.pow(2) + z_sigma.pow(2) - torch.log(z_sigma.pow(2)) - 1, dim=[1, 2, 3])\n",
+ " kl_loss = torch.sum(kl_loss) / kl_loss.shape[0]\n",
+ " logits_fake = discriminator(reconstruction.contiguous().float())[-1]\n",
+ " p_loss = perceptual_loss(reconstruction.float(), images.float())\n",
+ " generator_loss = adv_loss(logits_fake, target_is_real=True, for_discriminator=False)\n",
+ " loss_g = recons_loss + kl_weight * kl_loss + perceptual_weight * p_loss + adv_weight * generator_loss\n",
+ "\n",
+ " loss_g.backward()\n",
+ " optimizer_g.step()\n",
+ "\n",
+ " # Discriminator part\n",
+ " optimizer_d.zero_grad(set_to_none=True)\n",
+ "\n",
+ " logits_fake = discriminator(reconstruction.contiguous().detach())[-1]\n",
+ " loss_d_fake = adv_loss(logits_fake, target_is_real=False, for_discriminator=True)\n",
+ " logits_real = discriminator(images.contiguous().detach())[-1]\n",
+ " loss_d_real = adv_loss(logits_real, target_is_real=True, for_discriminator=True)\n",
+ " discriminator_loss = (loss_d_fake + loss_d_real) * 0.5\n",
+ "\n",
+ " loss_d = adv_weight * discriminator_loss\n",
+ "\n",
+ " loss_d.backward()\n",
+ " optimizer_d.step()\n",
+ "\n",
+ " epoch_loss += recons_loss.item()\n",
+ " gen_epoch_loss += generator_loss.item()\n",
+ " disc_epoch_loss += discriminator_loss.item()\n",
+ "\n",
+ " epoch_recon_loss_list.append(epoch_loss / len(train_loader))\n",
+ " epoch_gen_loss_list.append(gen_epoch_loss / len(train_loader))\n",
+ " epoch_disc_loss_list.append(disc_epoch_loss / len(train_loader))\n",
+ "\n",
+ " if epoch % print_every == 0:\n",
+ " msgs = [\n",
+ " f\"epoch {epoch:d}/{max_epochs:d}:\",\n",
+ " f\"recons loss: {epoch_recon_loss_list[-1]:4f},\"\n",
+ " f\"gen_loss: {epoch_gen_loss_list[-1]:4f},\"\n",
+ " f\"disc_loss: {epoch_disc_loss_list[-1]:4f}\",\n",
+ " ]\n",
+ " print(\"\".join(msgs))\n",
+ "\n",
+ " if (epoch + 1) % val_interval == 0:\n",
+ " model.eval()\n",
+ " val_loss = 0\n",
+ " with torch.no_grad():\n",
+ " for val_step, batch in enumerate(val_loader):\n",
+ " images = batch[\"image\"].to(device)\n",
+ " reconstruction, _, _ = model(images)\n",
+ "\n",
+ " # get the first sammple from the first validation batch for visualisation\n",
+ " # purposes\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 /= len(val_loader)\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": "f17a5406",
+ "metadata": {},
+ "source": [
+ "## Evaluate the training\n",
+ "### Visualise the loss"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "2a7e9061",
+ "metadata": {
+ "lines_to_next_cell": 2
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.style.use(\"seaborn-v0_8\")\n",
+ "plt.title(\"Learning Curves\", fontsize=20)\n",
+ "plt.plot(np.linspace(1, max_epochs, max_epochs), epoch_recon_loss_list, color=\"C0\", linewidth=2.0, label=\"Train\")\n",
+ "plt.plot(\n",
+ " np.linspace(val_interval, max_epochs, int(max_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": "code",
+ "execution_count": 23,
+ "id": "e2cc5b87",
+ "metadata": {
+ "lines_to_next_cell": 2
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# %%\n",
+ "plt.title(\"Adversarial Training Curves\", fontsize=20)\n",
+ "plt.plot(np.linspace(1, max_epochs, max_epochs), epoch_gen_loss_list, color=\"C0\", linewidth=2.0, label=\"Generator\")\n",
+ "plt.plot(np.linspace(1, max_epochs, max_epochs), epoch_disc_loss_list, color=\"C1\", linewidth=2.0, label=\"Discriminator\")\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": "8c4701ac",
+ "metadata": {},
+ "source": [
+ "### Visualise some reconstruction images"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "8adf85ac",
+ "metadata": {
+ "lines_to_next_cell": 2
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAG7CAYAAAAPCNhAAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9e4xs2XXfh696dHdVdb36cW/fy7kzvEPO8CUyCinJURKRsCUYcPQgTEF0HMuOZVhWZEuKHAqCYMiGZQOkEFNi4sSWlMRKCDqBHcMUHNsyZJueJDJsyRElWiTFGc5wXvfd7+6q6upXddXvj85n9/es3ufUqe4e3nF+tYBGd1eds88+a++9Ht+19tqF0Wg0silNaUpTmtKUrpCKj7sDU5rSlKY0pf/v0VS5TGlKU5rSlK6cpsplSlOa0pSmdOU0VS5TmtKUpjSlK6epcpnSlKY0pSldOU2Vy5SmNKUpTenKaapcpjSlKU1pSldOU+UypSlNaUpTunKaKpcpTWlKU5rSlVP5cT34Xe96l41GIxsOh+Gz0Whk4woG6PWTULGYrkcLhUJ4/lU8axLK06+8n6e1PRwOrd1u2+zsrA2HQysWi7nfzfMkxqNJ2vP9yvu8rHfWa/IUnNC2xvGSvua5h2uLxaIdHBzY0dGRmaXPI/r69Zh3+gy/7pRi7zsajaxQKAT+xvjteZ82FjHe5RnjrPvNzMrlslUqlfBehULBTk5OzskU/955xwAe+PvS3iXWRtq9nq95ifYnXX8XJZ0bhULBXnrppczrH5tyKZVKdnJyYmZnzMmaeFBMGCPgxpEXEH4x+OeNa1MHN60vsf/ztJ1nofkJn9Y/rmWx8X9aG/pZHsHnn6P3pvWPe+BPmlLRtpVn+oyLLLJYW1k0buEXCoWEYPN9z2orr1LMQ/BgUoXrBce4vqqy8d9lUdacyOpznjnFPMpa136O6PtoP2LXxfqjbcf6E5sDsf6P4zmf5zUseb6n2HrKs2a80ZFnTj025aILIM2aiH2X1d440sHOy9gsJsLok5OTxCT1wnacQE7r60X65PvG9broBoPB2PuznnOR8YndHxPC9JP5oddyvV+0sbFMU/LjBL/ZqeEDYQDFFrX2o1QqJeZDjHfeexjXj7R70ijGE/qv18DLSqVi5fKZCDg+PrbBYBA8rmKxmHjHmBCeRNhdlNT4SFNonjfea/FzTP/OGoO8/I+1n9Y3bwxNykd/vY4P5OXQuD6Po7xGsdJjVS6e3mh4wAufy1AMJhlnkUxCeQczDVKITcC0BTau7cso4Dz3pSmrubm5sEBPTk6CwPD9Setf1hyL8U2VAwT/Y9froj45OQnC+CIQRx4a5xnE5kpMOczMzFilUrHl5WUrl8tBEB0cHNj+/r71er0EpBdDGejPm4XGKYk3kvxz08bJK4GL8jELLv96KPy87b9plMvjiHf8u0BpsJCnvLj1RS3htDbytONJF1/aPCgUClatVm1mZsbMzA4ODqzf79vJyck5ryTvgoq9j7r7WQrEX5/WPu3ktYaz6CKeyjgFVCgUQnyi0WjYzMxMiE+gaI6OjoJy8fc+jnWp4z0OVnsjlHoWpfHjKmDti9DXS+Hnec5jUy6eLjMpGKRJ4aKsfsQw0Fg8YRIMMm8f0ihLOGpf0zBatbDT2vOUpUiuStAozxFyc3Nz9sQTT1iz2bRCoWAbGxv28OFD29/ft8PDw3PvmGUFZll0eTzENGXj76H/pVIpVRh6fqbh8mnQTwwCMTuDZn2/YnGDSqVi1WrVZmdnrVKpWLFYTHhrw+HQer1eeIaH1mL9pG+a1PA4aBwknde4msQIy9sv5gIQah4jJEuRetlz0dhMXvIG3Th6UyiXPF6LVyBemVyVNajX8QNWrxjpRaykNAz2MhMhJuxiEy8Nf06jNN5Ocm/W5I9dr5+Xy2Wr1WrBuj46OrJerxfgmzSBl6U4iaXEvJSsxIFxiknvQcHk4VNez1CTH/RdtJ/E0fLAQ8ViMcRa9G/6XyqVrFwu22AwGCuAlY/ajir7qxB0ad6LzulJ1uNlId9JvHr6NjMzY7VazWq1ms3Oztrh4aEdHh5ap9PJncVmNj65wMuYLNh+EsqbOAW9KZTLReiNdn910czMzFi5XA4Lbjgc2mAwSBVwsYHN6vMbYWn4BZgmdLL6pHQRmGdcRljselXm8H52dtbm5uZsbm7OZmZmMvmV1U/12rTvvq2YIMuzyPPSRTw+vadcLtvs7GwQ5szH4+PjTC9DCf4SJyqXy+Fvr7g8qeDT+1W5HBwcTCzwx1GWgokl0qT1+zLPzyKvEPz8KJVKVqlUrN1uW7VaDfEtvPG8FENS+D8vPK7t5L1+UnrsyiWvEJs0myJ2/ziL2rfB4qvX68HiOD4+DpOi3++PtcJ1AmS9w1UomFgsIut5kygQfy+/Y96kQjcxzykt8Aw8o8qbZ8zMzATlMq5vaeOa9Xx/fRovYvci2DQbLa1vk1DMuq5UKlar1Wx+ft4qlUr4HgtY99fQ3zShq8qlWCza7OysHR8f54pn0Q7xG9bIaDSywWBgu7u71u/3c2cm5qW88ReujdEkcNhFoOM0mpmZsfn5eVtYWLBr165Zt9u1nZ2dEEv0vPKyI+969t4oBjHtZPU5jxzKK6seu3LJGyvJopib7J/hrx/XHvfVajVbWFiwRqNhzWbTDg4ObG9vz8rlsh0dHSWgAwaYRRuzKr6eGTZZeK3SpNBAGmQWg/vK5XKwhJnkGh/I6oNa1/Pz81ar1Wxvb++cF6RjT8yjVCrZ7Oys1et1MzPb398PcFpaQsBVjI9vw/+NtZ9HaCmkhIKt1+vWaDSsXq/b/Py8mZ16ZPv7++Ga3d3dBD9iKdkoa8bH7DQ7DyGXFYvScWk2mzY/P2+tVsvq9bqdnJzY8fFx8ISwymNwZV4+cF2sLzoPJt1MSJtZ96TFr5T8Otd3TUsPRwHMzc1ZrVYLnp56e77dtDiwPrdcLlu73bZGo2GVSsV2d3dtd3fX9vf3E8ZaTO5eBFbMoseuXK6SJlVSWYJEF1C5XLaZmRmbmZmxwWAQYIm0hVcsFkMaLdb4YDAYa8VN4tKmkQqFGKSjk/EqssHSoDYw5mq1GvZTkIXU7XYz34H7NdYFDITQ0v0naUqtXq/b0tKSFQoF29vbs/X1dTOL7/OJKZg0yMzsfHAT70X3yMSeMY7G8R6FoDCUQohAuEdHRwmBHBNyKOFSqRQy3TAEyuVy1BBQnjAu2iczSyRlDAaDIDgvGuy/isSRNIMqb9t5YWH/HFVeQJcokVKpZHNzc2F9pHkp44wf9VhmZ2eDIVypVOz4+Nj6/b4dHh7aYDAYG/e8SnrsykVfapJJNInHE/Ns1Cr0XoW2zWLzQVD9XHFuBFuj0QgLrt/vB9dXn8+CzuIJ105KPs7h4YRJsmjyeja8E9fDh8XFRZudnbW9vT3rdrvW6/XCfTG4kj0tKHCNvcB35TmWoBd6i4uLduPGDSsWi9br9azb7Qa4DYEKxWJCWeOg/JzEM5407qXPGQwGNjMzE/rurdBSqRSUy/7+fngvH6/Rd8ZzUYXLHD4+Pg7t+vgJSgmoUq1yxoYxo995vZQ0PqV5L3k8EMjP/XG81/81+UNlhc4/3wfdiHpwcBDiYihgMvdUudCuh5XHUbFYDDGder1us7Oz1u/3bW5u7hxcGvP8/XeX9eIfu3JR4ZJngqRZqlnX+kFjEIAVBoOB9Xq9BGSC5awLFqF1cnISAsueSqWS1et1W1hYCPs0Op2Ozc7OWqfTCXGavBDMVcJoPDdtcV1E0afxdzgcBpe/2Wxas9m0nZ0dKxQKAY/Xe2J/Hx4enrOUVThCqjRpo1Qq2fz8vM3OzlqhUAjjfXR0FCxppZjgusj4jLMus9qIzWuEE308ODgIQon5aXbq0YxGIzs+Pg6wlIdp1euiDWI35XLZ7ty5E6BD0mVVYGo7KHw8U/jMupibm7Nut2uHh4ehj9ybBblNEusa912aPNHPs2SHh8R8Bpz3sBUOjykaj4aAiCwvL9vm5mY0RpV3DjLHgSnVYGA9xJCMrPe/LD125XJRyuPWxXBJrK16vW6tVsvMzspexISOwmLqsaQpOT9xFM7BkrjMe/Kcq6CYVXSRAGaadcWCVJx/dnbWZmdngyWFENT7VZgisBRyUi8jxgs1CFh4WONZQmpcnCGmOPxCpZ95eZs1b2P/q8fCM+mzCra0OaLX6XzGE9FnjKNKpZK4X/tKUoYKy5hCz0tZabBZHs2kpN5C2nzwYxt7fgwdAB4HGsPDA0JkXfjnmI33Logx6sbjGGLz9aQ3lXK56GSIfZa2uBjIRqNh7XbbzE6Vy97eXjQugmIg998LKASgWogoFlUyCFazpPeVpjyyhGceyyN2TxYcdlHBB+lCVIxZU7aVh1n9Uv7CN4WAvDWtsAgxMa9cNCvKv0ssrpImUCB9Lt/7hayCKo2P4xa97wvetZ8DGn/JEnReuagVrtDOOMseIy2NrwhSnxp9GcglzQsZRzFlEPuev/mez2MJKLGabWYWDIu09UTtNvUqiNEiH3yf9P80TxkjrFarBe9RM/+yIPgsGXMZQza3crl3757dunUr/P+Vr3zF/vf//X+31dVVe+tb32rf+73fa+985zsn7oAycZIsGu6dBCYzM5udnbVarWb1et2q1WrAP8ElPUwHHqpwgOKo+g58zkTBa2EnNHADE3OcYBk3sOO+z4qzxCw0Jb/gYvEofYYfO4VoWEjVatWKxaLt7OxYt9u1o6OjqLeCkuCeZrMZ/kZRKw+8gGEMNHUZzzMN186jYDx/VMlpAgXCP4+1GJu//l2UdIMmfFKDBq/t8PAwAW9BzEVgNQSdN4xISz4+Pk7Ep/DMyDZrNpshc21vby/AywSQLwLzXITGwY5Z3+va0D1EuncIo8XMEsgFMZesfmg8iq0Mg8EgZHR1Oh2bn59PhYqz3otnErup1WrnZIyOQ8yTuQpFEqPcaRvf9V3fFf7+l//yX9pHP/pR+/znP2+FQsGee+45++hHP2rPP//8lXYuiy5ivZudKQAPB/gJo9ewICmZwYKNCR8mpy50fvxCvyyNE15pwjELqlGhGPs7dq9autoek5p0bSzs+fn5RGA6re/eisb11/RZ3xfGDZwZoq20YwdivFRYL8afLPK8SXvPSeAKlAltUYCyUqkERcrcy4LFFIZRD4+5S/yE/vm+63NZE8p3hGia0fI4IBql2LpALrTbbbt586Y99dRTduPGDVtYWLB6vZ6Ab83OjJpxhkHMODg8PLThcBhS5efn5xOyRZ+RJyZSLBZDNYtWq2WNRiN4+8DPWsHhjYTalXJ7Ltqhv/E3/ob94A/+oP1X/9V/Fb77uZ/7Ofuv/+v/2j796U9feSez+pKHdKF4WMDsDK7hGrXScf+r1arNz8+fC3bGnoPwQzkhSD10kIaHvpGLTwXqJBljSnm9S4XFeN9SqZTIjlE++Gw6VQiFQiEIPtK8Y/3U+Ap8z1ImaR5a7J3zQDB5KC8kxnP9vXhG3so+ODgIysITfde5CURZKBQChALfxnn/KBaUmq4nYLGsrKwsXk9CeaH0PLGHYrEYknGazabt7e3ZzMxM8LI1vdsnSGg/xsWH8IY0FVkNBL820zwvXSskZ4DIHB0dhf1P9HtSflyWcisXnQivvPKK/a2/9bcS3/3ZP/tn7YMf/OClOnORmIvZeAZ56A3LTa0RPdtiOByGRTgzM2OLi4u2tLRkrVYrZJaNRqOwSH1WBgtcA9Cxkhp5+521CLOu0Umehrmmtcc9k5AXGMAJWE4IoWazadVq1fr9foAiY+8zNzdnZqceEKUz2Amuz1BCsVQqFbt+/boVCoVERWW1/FnEaUrfk4cZ9Zn6nbcqNT1XP097Rh5ijiKUjo+P7fDw0I6Pj61er9vOzk5QQj7egvV8eHgYlBPXAXv5xAHtN/HKxcVFq1ar56BGhCHGhVrjWUaVtnEZSjPWYjCwF+Qk9ZRKJbt27VqoHl0qlWxjYyOkE2vyg9n5FOq0cUS5HB4ehg2mxIAPDg6s1WrZ5uZmwiBLI+YcKf/NZjP0Fa+l0+kE+eQ9rbyGlX43iZF1oYD+4uJitCMakLoIxWIuF9GsXuDGJrN+h/DX2IrPEvPpiwqlKfFdu922ubm5MJnMJt/Hc5XXKaVZQZfhNX3xk/To6CgI9lqtFhR4rVaLbqbUuJYmU7DgGRMlHRufNKCbLonxxBZHXks6lkGUdi8KAKWKxYplr/2PvYtPHDE7v2tbs44wbFAYPE/jhboBU/uEh0l7KBp9NyBijScyVqrIhsNhqJWlsSjtt3+XrKBy1jUx8pZ+luXv50Ov1wvCfWVlJaRZYzDu7u7a9vb2uf6lJRvEvBtkAj8E4lEQOzs7qRuu9ZmMN3GvUqlk/X7fisViIuYV89yzeJaGyIz77Nz7j73i/6WTkxP7/Oc/b7/1W79l73rXu+x/+9/+t/DdaDSy/+6/++/sG77hG/I2F6WrUCzjiDY13qJBeu9t6K5jX6PHp19yHwFlAmwsMJ/lo/RGYJ5pQtTsvPWWlzT2knafTuLBYBACmFQ6ZsFijGRhwIwNFrGOUey5Cp+pFZ2WvZTV/yzKGkvlzdzcXIAr5ufng8fsx8bPfW8JZ/VVg+xAgbG4lJklrsNbz+Kp98i4Rz1xeKGZbD7m4udLmjLJY+RclVyIQdsHBwfW7XbDHp1isRj2jywsLFir1Qre2kXXLAqc+cicpW5cDNZMI9ZUvV4P5Xs0kUbjnWaX590k0HDutxgMBvbH//gfD//fv3/f/ov/4r8wM7OPf/zj9g/+wT+w/+V/+V8m6OYZXfSF88BG/jomb6FQCIX2lNRKw8Kjnpjeq8qFxY2iUisaaAdrZZy1lud9rpLSrJmsDDIfF/GxDFUMlMrf39+3arVqS0tLoUbWzs5OFGaCNF5TqVQSY8M9nlda/gLIkqwfrDlPCFA/T/g7L9GOzo9ms3muQoGe9pgFq8QUjCYl8LfGBUejUSiQiAeBACMhAnjxiSeeSEBYmqVHkB7LHs+n1WolKiUwDqTzs6v/4OAgYYzpO3ovxs+hPJbyJDGbLA9DhS5e18HBge3s7IQqG/CTZJRisWgPHz4MiETsjKRYHMbsrPSQKl8UPfXzqtVqiKFpH2NxmFKpZMvLy3b9+vUw/kB7x8fHYY7FvLc8Hgq8ifF/HOVWLi+88ELqd9/7vd9rf+bP/BlbWVnJ21wuSnNv0zBVrskiLCsEln8ehPWH+39ycmK7u7tWKJzVcNKjXxEoTJROp2OHh4fBnfaB1ti7XYQnV00xpaLeGkIqBpt4JQMx4be2toKwYvc+fNR7PFwxGAys2+0mFqhaUMQ0EObNZtNqtZr1+/0QINU0UmAy/44XgctiSkgtcOYPqbv62cbGRmYmmf98OBza0dGRHR8fhyOJUQJarBKjSSFGFVBYu/Pz87a5uWnHx8dBeSPU+v2+DYfDUE9Pja3FxUVrtVpWq9WCdT87O2tHR0ehUKJX4h5GhPzc0f/1My9YPa9jY+L/9oS35fsGfPrw4UM7Ojqydrttt27dsnq9HhIZzMy2trZse3s7cT9pwFke52g0sr29vRAj29vbC9eTSqyGW+x98HaossxzQQoo1JrGzyzKUvZveMzF03ve8x4zM3v48KHdvHnzQm1kWcqx/8GPefHYwUZZglgXHW4+glMhGP2hn+q9KLH4KpVKIvVYCwqO618eJZML77zizCbeY25uzkqlUsie8W43pBa47kweDAZWrVZD9l21Wk2cesizdFxYOJouznUKcxYKhWD9sXuctmLWn6csBaOkbWV5UVzjs7voN+miec9goS2El9ap4vk+YQULmr/Ve9BNpjMzM+fOg+H6wWAQsprIqAKG0eQI+kKmEm3kiTVmWcbjFMRVEx5cr9cLPFpcXAzKpVwu2/LycgL2VQNHKS2OrLzWTFX2ctFOlqDHQCNVmvEHGqN80iQ07vo3BBbr9/v2cz/3c/Ybv/EbdvPmTfvxH/9x+8Zv/MbENX/oD/0h+93f/d3cD5/kxT3cUi6fVr3FMu31etHDkrwwAl+mpAj/s+mOQdL9Alhm1WrV1tbWgrvPgsXK5ppGo2E3btwIVvnGxkb4zlOWorgqeCxN8E9C1ExbXl4O9dJ6vV4iuOmFvZ7NwkY9YJmFhQUbDAbWbreDlaz9JTBN3ArLy2ceQfC/0WgEBVOr1UIpehY0yjC2x0aVV17eZ1lyhULBDg8PgwWpxTdHo5E1m03r9XpBuY57JinHeAVaal/r5JVKJVtYWLDhcJjw+HQXOEUMyTar1+vW6XRsf38/QDQa5GcPBTXbOCGUzZNbW1sJYal8Uf54ryPrszRLWy36mPBOM0Bi46OCXTcfYgzx98zMjN2+fTvsIxmNRiFz8fXXXw+weSxRQ5OEMBBomwKro9EoZI/VarVQ3DX2PvzfaDRsYWEhHD7GuBaLxeDdamxQ+ZbG0zxQWd61kVu5/PzP/7w999xz9p/8J/+J3blzx/7En/gT9tf/+l+3P/AH/kC45iJWRNo9adaiwirLy8thl/3MzEx0ofp21BNhIQIlYJUDJyAIzU4HDQgAhYSSwW3HOzk+PradnZ3QtmLR4yzdNIvtKpRQzBPMwqP1cwKbBKaxwkmpVKvNZzaBY2sMhQyZhYUFe/ToUcIC1mQKhSBRVGkb9Mrlsl27di0EXBmzg4ODYHzwvllnyviUTc9jL/R8fIT7T05ObG9vL+wHMbPE5tFarRZgKISNJ7VaeeZgMLB+v28LCwuheKQqrXK5HCAzyt5D/F0qlYJli2BTb1R/MLpmZmas0WiEJJVOp2PtdttOTk5CyitCLRaDgO8ehuLdVAAreeUN5Md7xHjm+TZJIof2h2QU+Hb9+nW7detWSMMmtre+vm5bW1uJ4wUQ2JpJx/sAax4dHVmtVgtyBANAt0WkecQLCwt248YNW1paCutqbm7ONjc3bWtry7rd7rnnpsnFNFmTF0qLUW7l8i/+xb+wv/W3/pY988wzZmb29//+37ePfexj9r/+r/9ryBK7Kks7D2mqMHEOJnbaQoXUA9L2aEthMRYvSoOF6wlvSCvEenojXPir4nmaYtGFBiQD9HdycmKVSiUBg8TuJ7AMxsxCJUBaqVTOlahgYTLOhUIhwGuxhaF7YKjUWyicnuNCJeQ0CC/Gi5hAo295aTQa2eHhYYiTACsxr4CavALwz/TCFzgGwcPGVO85EsDXsiIYAeVyOYwbihDl78dTqyLMz88nrFz2zBB8pp08FFMmWTG/NB57eFJJ59G4DEkvF1BcKPOtrS0rFk93w1+7di0o25WVlcDvjY2NsAM/1jaE19nr9RLGKs8lYcLHNSE8czZgMg79fj+cSMoYpsHvWTxIo0nmf27lsru7a29/+9vD/9/3fd9njx49sh/7sR+zz372s7awsJD7oZ7GTR6z7JfCw1ArUOMiHj6hLf83yoEFi3XearUS9Zoom68ppSosCFTrxOY9s9510njLRZRVXkjMt00wGThldnbWhsNhqImkdcJibR0cHNjBwUEQtmYWFuf8/HxIn+QdNc4Cn8l+ifWtWq0Ga5JgdaFQsM3NTTs8PLRer5eAM98IRa/9gQiOA9lpbA9BrNmIvH9am5othjAi+47PmPcog52dHTM7i4tgCO3v7wcrXz1DsuqY48DPxeLpBkr6MDMzExQ3yoVNs2n9z6NMYhTz6Cfx5jEWYwoG5eRhPNANPG+SHwqFQljn1WrVbty4EaDEk5OT4MFoHMwbLMR0dnZ2Ap/xaDV5QseTPpfL5XCkBzLH7BRd2d7eDs/3vPBKyssSVa5p8NkklFu53Lp1y37jN37D/qP/6D8Kn/3oj/6ovfjii/Zn/+yfTezYn5Sygn5pL4eww1OoVqvhs729veg9OpkoIMeAY+XpHgkYjIVQLpdDZgfYJu3y/czMTIArgMvW19dzB23T3ln7zmTLq4wUvpmkD7o4gDyIj5Cl1Gg0wiFc8CS2iPWgJOJZZBg1Go1gxfE8eKd9QDF5DJ+sGeICnONyeHgYNr3phk2FTfIuHp0P+n9aGxgSxWLRut1u2ESKAaMxH1W+QH5eCAB5oQRQANynyQuagqoZkQTjOZJYU6GBKrkfmLdarVqr1bJms2mtVivEB4hD4BmaWXhuXg9R50ks7Vr5C+TMvNMUcz9O3JumyBS2ZZ55wy9mGPb7/RAoLxQKtrKyYjdv3rRqtRpiksVi0e7fv2/b29tBcTBHUVSskf39/VDElbgi+1zwXHSua7y4Wq2GfTdAwLu7u3bv3r3QzxgfY7Eb2lZDQ/kQQ3ryUG7l8sf/+B+3H/uxH7Of+ImfsD/2x/5Y+Pznf/7n7cd+7Mfswx/+8EQC9DKksIDZ2eTjh2ByzHvRexTbHI3OyrlwvYdhyuVygHbMkinITHqNF/C8tESDce/oKa9CSWsvS1FnEfehQFgg7K2oVCpB8KdZqNzLjmS8B61erBi1toGF7gWAV/78wPterxcK93lrelJobJynozi7/1zTe/EwKGdD28SFOLU0K0lAkyQQ6MRiUPwQsTIUcLvdDllqPMfHuDC0EGQopEajYWZnyQCj0VnWkyq8tDiB9smPZVoMjT5p7a1SqRTeGwGeNiZpPCSjk5R15SdrP2bpE0dbW1sLvL1x44bVajWbnZ21hYWFcECalory78p6ODg4sN3d3fBexH0ZE/isvNO9SuxtIQUcFMHX6dN3gGJQGbzhb4WrJzXKciuX//Q//U+D9ag0MzNjv/iLv2if+cxnErv230hi8JnUMeWiVm+aoNbsmdFolNjVbXa+Cq1az6qkgNTUesTSTFMu497P/6+JCMqDrMHOmgB5YSG9DiF5dHQUUiZJhPAlWbwVCNxydHQUxgiee6Gh9zEG6jl4C1QVC0qeILPCcWmxlLxK1yubmLKPtUdqKFY+sRd+m1lig60eWpemZDS5gcC8KhcUHd4KFXhRLnjfWg5GU+Y1aaPRaIQfnsu80PWhyiWr32nf6VxG+Wq6rVYbJ74aO70xjZALhUIhZHW2223rdrshwE7yDeOmBqSOz+bmphWLp0dyrKysBHhqcXHRzE7lIrXz1BtVg4nx63Q6od4eSp0fT4wJGZGkg+/s7NjOzk5CUWbx2vObtnXs8WL1eIxx8zLR11yj8v/SRz/60ejnhULB/uSf/JP2J//kn5ykuUxS95bfumhPTk6C0EDbmp1OdqwR3Z1MG6qYmBCj0SjALQyePhMhDk6utZfMzjwYLA69DysCZRcLSPO+ahno52qZV6vVsLB2dnZSkxfyWBZZCsa7x2YWJlqn0wl4c7vdtv39/XOWmn++YszANVjL6gHpM0kX16wmM0uUEC8WizY/P2+tViucLMrcwJJjU1nWu6bxSxdRbGHlgX/gJed2gJurMtTPyMRKM0pQDAqTEUtBIJFKvL+/bzdv3gzQse7XaDabYY0cHx8n0o+Js2CNLy8vh6ymSqUS5r8qQpRnHi8vjfCaWq2WLSwsJM5G0vdj3ler1UTwWhWI/q3tqzBtNpvWbreDJ7G7u2udTiccSQ750kEHBwe2vr5uR0dHodrB8vKyveUtbwnGEmngPotVK0cA4wPlj0ajUJF5e3s7yBzmBxmWTz/9tJVKpcD/7e3tsHEbz1JlkTey9e9C4bSYLMV5WYulUsn29/ft1VdfDfAd7V6p5/JGUZpnYRZPj1PohCAwsBQCnUWA2+7bQZmYnWnr3d3dIMB0cxlBNTLFzM6sRo9FeozUzKLKKOtdtU0Eb6vVCoqQ6qndbjcEaj3ppLoIKQ7rISoWIBVYUTBYTwh+9ezUyiWjhY1fepoh3o9CNAg+rQEHTGJ2mljQbrdDrAWFTnba3t5e9PhqDzWkkbf+Ytf6YKgntXgp4w78wfyr1+vh/RCcQGQe1tU+8R2xMLXKVengIXoIrFgsBgMIBIC++YPFVDhiKOm+If++k1KpVArJGOzd0GxQ9dr39vaCp6FrkTGKrTV4SKaWmYXgOBl3/G42m9btdm13dzekVvN83hlj6+7du0Fe3L59O/BodXU1JJKMRqfp3owdMgFoDEOiUCjY0tJSQnmxnmq1WqjQDhyGXAL6xUOPoR/6Gz5hdADt1Wq1UAgTOYkM45689NiVC5QV1PcEXKIZRhprwboH49f7zM5iNiwWzzAWIMxHwGkbLGQ2jHlXVheeekt53s3MAiwwPz9vzWYzQATtdjtYKG8EjfNmRqNRiGUcHh4msr3m5+eDII+NJcoFgUDMS3F/LayoRUMZJ74nGwzlRhoyVh6LDeVyGfLZRPoZwn0clm126nHt7+8n4gh43Vq9AW+CezTo7knbVgXBHhqSVrD+FeZRqFXfkeuIhyF0Y3CfQtOa+noRArqr1+uhrhfBbQyP0WgU9lYxD1l/eUghPM1G1Nph1Paq1WpWKBSs0+mcM5p4/4ODA1tdXQ28euqpp8Leu3a7HSoc0281RHkf5aOZhdp48/Pzicy9VqtlS0tLtrS0FAxofjCAvbzLWs/ImEajYcvLy2E94tkCucZq8uWB1R+rctGFmdbZrJgJi2drayu48ZVKxVZWVuz4+Nh2d3fPQRh66M9wOAzWDxvFzJJMX1hYsGKxGAKuCmcwGcE+waVJRzQ7S3EmaBuLkcQ+Yzc8xxtgSbKTWo+n9eQtW0/Kz1h2jv6twVeEUq/Xs9XV1eDCa7Xf559/3nZ2ds7tMDazYLVvbGwEK1XxY7JgGo2GLS0thRIjZNZwrG6z2QyCp1qt2hNPPGELCwtBuVHmn7FVSCymKLJIs4W8B+zbgk9pVQTMzFZXV63b7QZvmzGkcvLc3FyAllC8eIR4IngXWh5nOByG2mU7OztBWLIvi/mDtWx2FkPTVG3GZTQaJWAxEi5iWW3MbQQ9tfjGkY+xAIWxUVOhMJTnYDCwBw8ehE2CujfKk0JjMRoMBra1tWV7e3tWr9dtcXHRVlZWrNFoWL1et+PjY1taWrJOp2Pr6+u2trZmBwcHwaDkHTudjt27dy/Agk888YQ1m0173/veF7YtcM4OShFZxYZU+rm3txdiN7dv307sf7l+/brdvn3bVlZWrNVqheKneqSHJq7E0Av9f2Zmxtrtdugve85mZ2dtdXXV1tbW7Ctf+UrIkGWexQyNGL0pPJdx1nIaMdnQ3Ajy+fn5UPvn/v37CdxRA6i6ULV8BYKK40IRAMRjmBhgk8ViMQg9NL4KrxjmGXs/4IXZ2dngpiJAyGk/OTmxbrcb8ODYBJrEddXFN87S4XnHx8fW6/VCpV/2bzSbTbt582awMmPVEogXoRg05kK9MTwRrEGyaEh/Zbc7ynZxcTGcR04glWCkt7pUEcQC8v4a/e2hF30vtUhjMCzfFYunabSbm5sB9sOYYewXFxcTFilWLxtBEUp4I3h58Io5iELE8sfzJXDM3i0qTwAN886aBAChcPb39219fT08h+d7AZcl3OEN499ut4ORgdHB/Key9uHhYagsjRLO6ynFlA28ZRNir9ezpaUlW1hYCF5Cu90OMDAxRwQ7MY5OpxPiUQhpPBnWLV4SpVqAAKvVavDWms1m4DPGL9A/CgADrFqt2uHhYaguDiLj52rMky6VSra0tGSLi4sh7gQMubu7axsbG0GZThLEV7qQchkMBra2thaFZp5++umJ28vyTvIoF3Z9k0nCACPEfN498M5odFYTjIkHTIGwm52dTaQes4iYPGYWXEmC3JpGiKZPw+r9/8ViMeCeeEd4S1QJwNqM8Wacx+I/zwtF+ntYiN1uN5GtRc0wPAa1YHH/PcSoZ1lgHBDIxUIfDocBLmO8yCRSi8vMAgyGdZkWFE/jlU8bTeOBkrfmYhg3ygwLtdPpBIMIKAJIC4hPd23zXHBy3QuhAoA4isK+xFnUS0TIYB1jodJnnkOgXwUXfyucg7KC4G8sdgdvMBz0HHnGXWFTrGYyxLISB7JgxBipgap/47VRqdjMggAuFovBwEOhEgftdrshTbhWq1m73balpSUzOzNqMRIwoFgDFBAdDofBm8W4xaPToqyaIEQsOg+Vy+UAaSPrgGk5wVKrW18E6pxYuXzuc5+zn/7pn7ZOp5P4nIn8/PPPT9wJKGZVxIhnIeRIJUSjsxel3+/b4uKi7e7uBkFH+ywqgnt4Iwhx0h/BrpkQWuaa/QUzMzO2tLRky8vLwYoHtjo6OrL5+fkAhaS9G+/DhJ6fn0/silahRDntGNY8DhLT53tep8Fl3rsBphoMBnbv3r2wKFAuCpMAUwG56CIG6uEUvm63G3iPp0YKar/fTxzARukZvEUEkUKeWe9PUJof9WKUFzHvhnfQsRsMBsEQ8FCs3qcxkq2trSA4yFo0OxXq165ds1qtZkdHR0EA6/8+7RqhzvOJv2jplmKxGBIfSqWS7e7uBg+GDDXNbFTIktphqtB8LLFWqwXFrvNLoUMMRp7RarWCZ6AVLoipcQ+KhWwujXmq8eCFq/9fx9jPbwyfg4ODsNP9qaeesmvXrtnKykrwKpeWlkKwvtfr2aNHjwLc3u127d69eyHNm7T99773vfb666/b7u6u9Xo9Ozw8DPKGOYaRqrKi2WyGd11ZWbGlpSVrNBrhnCQyMIk1ZikX2iTmB98xIPD2e71e6CfXw0vG/Q2JuXz84x+3D33oQ/Y93/M9585DuQzFvJTYRPCEwGWXK1b+wcFBWBzgtWCdOnk1EwwYACXC4mUC8CwsKT5n8bLY6DelYrhGNwr69wMzr9fr1mw2gxeDy1woFBK4uwoqbxlmkedlGmzh4wixsRoMBra+vh421926dctarVaAfvr9vvV6vZBqydho5k+hUAiZKSxsLDmqKBCYJxNGYQU9GRCFpanKsfni+RSbZz5QD991nuApDYfDkK2lVnMsngi/MUD6/b7t7u6G7DmvGJaXl0MCBDFD2qEt2tfK3ijgfr9vDx8+DEpAd7WroCdBBviGtjUIrWPEHg48eTML8BmKy881NVCwljmnHsMBi1+zBff394Ow397eThgDMQ9RKWawKt9oRw0IFNnq6qr1+3179OhR2ItSr9ftySeftFqtZtvb2yH2CFQ9GAxsd3fXyuWyraysWK1WM7PTBIK3ve1t1u/3bWdnx9bX1wOvdAz8OLLhtVQ6PRRseXk5BPqZDwTy0+Jc/t1mZ2ftiSeeSMCpzO1C4bRkEu+ilSRi7WXRxMpla2vLPv7xjyd2AV+GximQcRqSRQEeC3yieD0uJ8UDvYAzs5AdU61Wrd/vBwtNBwyLXDPUVHFo9hDX64LKymgZjUaJjYB4CEB99DGWtZIlMMeRtpMn5uKvRThWKhW7fv16OKiLEiMq1BAo8AphCnTJHhCFCrhWU2Hhj8a9UHb0S73UtPfWjJ0Y33xMRffjAE9oDAUvLS+/gVPA7Q8PD8M7M68ajYYVi8UA/arHpfuqzM5ONGS+029qgOkzzCxk+3kPxOx8FWMEMNUYEM7E15iv9IV3io3D7OxsQAYo1YMhiBeMtayWNLEWz8+8c5Z+euPOf067w+EwJDqoh8TmS5/sojwjMxB428yClw2kprzVTazEW/BMuA7eMO66oVQ3VMeIOQOsDASpigxjhD1W4/g4jiZWLs8++6zt7u7atWvXJr01QTGLeVx2R4wIyO3t7QVrCte/1WrZgwcPgjBi0xSTWjFnrKlGoxFKlBQKhcRkPjk5se3t7YQS09RYlBkDibXrA7pp78fioq8IWLWAtbqvClzlYRqlKY+YxY7wjfVX3+f4+DhYYdeuXQvZPmaWsM4QHsAfaqniZSCMEDztdjscK2t2tklP41Dq6bFnAL5g3WmqLYRQ8J6e56fCL9euXQsZgex017a3t7eDZa0eTBbfCdoSsJ+ZmbHl5eWgKIFm2SND/Anlovt/UHqakg2mjsdBxt7s7Kxtbm7a9evXrVwu29raWoIn/M08xwi4efNmYt+H1olThc9a0f03CvX4OnBkSOn7kKG5ublpq6urYWOjQjOq+GKUZjz52E/aWlC4C4+tVCrZW9/61jD/MHhmZ2et1+sFa7/X69lTTz1lCwsLYY6iaEijHo3ONkeSpaZHVgPpoxjwHikxw0ZKoPtYfAteHR0d2eLiorXb7QDBIQsrlYqtrq7a6uqqbWxshL6p8s7ic4wmVi4/8zM/Y5/85Cfth37oh+zJJ58897DLejRpEIz/TImUym63a5ubmyFegQuJxYHlzA5a/qaAIhPV7xxXaASL4/DwMLiRpVIpBN8IaupO4rW1tbAQ/ODTN6AWnodQoH97e3u2u7trOzs758pp01Ze8sLPW3JqhcXI87/f79v6+rp97WtfCwKuUCjYrVu3rNFohN3DKBXGCwgM1x4ByTg1m80gSDT+Be9RTrOzs8FrAOdmnNI8GK9oYp+z8BcXF+3atWth8xqxHhY6MTCthBvjmVfUjD/VJODD/v5+CLojwOkncUKUAFYsz0fhccQ2PCOYv7GxEbKh4D8Qpo47Rg2xHKqeoziIeVEjDsFGbIj5TOYRawooTDfskflEG8BMDx8+DBCSxqf8HMyKAcSMI284pSl/H4d79OiR7ezs2IMHD+z+/ft248YNe8tb3hIUyN7eXkJpHB4e2oMHD0ICAge6VSoVu3nzZqggwZ48Yr+bm5sByVCvHSWHt7y/v5/Y84b3w+F0XrGyu7/ValmlUrEnnngiGHAPHjyw1157zV566aVQaFXnspcJVxZzede73nVuMP/RP/pH0WsvE9CfxL01O78pkvpALKzRaBT2nYAPkztvdnbCnAohLEImFh4MzyOoijXBdbpBjcXsy8FgcWvchHYVDtC6SkBHZHCQ268DP4liifFb389DA1Cax8UkJgi6sbERUkrxOoBqvIJlkQMDqEWmcSuEPPfyPR4RQhmYSdNjgVd8sFNjSp7AnzFQNFmDcalUKsFTXl9fD/WXYkkWecZhf38/wIJAV8wfrRhBZpeHa+Hd0dFRyG7Cq1a4Fu+wVCoFKxneaMIFY1soFELKPnOT7xS+4jOUCAJf94+hXNrtdoCAOdGS8TezcNje1tZWCCz7OX/VFFMwfs4zr5AbzF8y/UhowctBJu3t7QWomDnJemBrAQYKad6sC12j+jeZo3p8BVmymrHHPYw363JhYSHMseFwaA8ePLDV1dXElow0RX6lMZdPfOITb9ig5qEYTupdWQKVKBcm49LSUhBOLAgEC9leBC5ZVLpgVCjiSmIZMDC0CySmxRnpOxZopVIJwoF3wKoEYgBmU0XIkcIolzTrOIv84lGIgN9ZGHZMwWB9DwYD29nZsUePHgXhpUfCspkPwQ0hcLDI9RRDPVhMN5tpeirtwlMyBU9OThLprIw1lKY4ef9i8bRm2e3btwOsoZsXzU5Tnre2tuzll18ONdP03ZTPMUhB5zXWLTCZTxXWfSway9AzbjiimLmuJV80DoWQJBkCYQLu7uOEpM0yH7Fi6Q/vxhwno21mZsaazWbIrNQ1oFlhpNbz7IODA1tbW7PNzc2wv0W9/VjM5CooK/6LnNCEERJWnn766QAJ1+v1kI7M+S/9ft/29vYCdMb8Yr5vbW1Zr9cLnr0WMfUehCZQaDISEB0hAj2wDEWl+/euX78eDOHRaGQvv/yy3bt3L2QBxwxWhZGvLObyvd/7vec+Ozo6SuCH9Xo9T1OXorRgK8qFH3YkFwqFgP/XarWwWUx34msQVIlJDGxDmiKDzULRoBzxkt3dXSuVSmEvCFBXsVgMRfIQmgQ3FxYWEqUYFhYWgpfz6quv2traWjjl7jKEkIGHqmCY+FzjFzH3KY6r37OxDpeboKGZBeFMMgKCi2NiWVic6YLC1+QJ4CMsOtrgezML9dZqtVrYYV0onGbAZJFm7Vy7ds2Wl5fDEbJg4c1mM1ijDx8+tBdffDHsZGZ81ZtURZ2msLke2BO4FmEMRIjXQKoq74lBAv9LpZKtrKzY8vJysK5Regh+nvPss8+GTXv0Hwtba/INh8MAd6kiIs6CJ04/UDrs2Wg2m4mEATxAYkEYIHi+BO+BgOFnbM6lKW4lPxZ4Vow7/dL2YxAmz0UpsDdIs2YHg0HYgNlsNgOcB6TFZms8RSB1YmKsF+Bf9Vj39/ft2rVrtri4aCcnJ3b37l0zs7DZlLhNpVIJXt9wOAzQ4/Xr1+0tb3lLItlmbW3NdnZ27M6dO6HQphpIqlDgVV7PfOKYy4MHD+yHf/iH7c/9uT9nf+gP/SEzM/t7f+/v2a/8yq/Y//g//o/2lre8ZdImA40LRuclrCosN8Vy+d7sbGEi3FiIlFfBKuQoUnU5ydwxO9szQ/sE97Ee5ubmQv/b7XaYmMfHx4kNhMRt2FfAIuWcj5hiiVkY43ilSkXxZ94HIav1nPQ+LF++43OsYvB/qibAOw2Q8mxNesBaJ9tGU2axFhEEjFsME0ZAn5ycBOVCyftYuiaLl82MBO5RKLrBj7pWDx8+DJY1C1KVS0yZxCA4riPlttvt2vLyclAuYPU6ZrOzs+GANU1BxSgg6Iwyp8ouXiGeZqlUsk6nY/v7+3b9+nV75ZVXQlorc1ZTgpnPCn3BP7wl/mcs1XuHz/AS4wmoiUKdVATGAFMFEuNrVszFjzPX6vxPGy+FTmNjh6GxubmZ8OpYz8w9IC/KUWmCBIF7Ei0wKDT1HJ7TfxQ1fOfZwJTEa9gPw87/lZUVu379eqg6QtIB+3R0G4XyDF5gVOeliZXLJz7xCXv66aftAx/4QPjswx/+sL344ov28Y9/3P7m3/ybudtKg1nyZIulQTxMQiwtFfpsPIRRuKmqXPAqEGhAbSgBSmMjSBFymi7Mpkc+0x21KBeUGGUftOxJpVKx9fX1EDzW0he8q/fixkEFnl+60Og3fUZR6OYp/V8xeQ+jkfXE/hTaRECqUILfKH8Eko4DCw6ITBMgYi46gg1igaPUaF8FIQu0VqvZzZs3Q5CTjEMMFfrR6XTs/v37wbJOW3DjBJ56NYVCIXi6eNiFQiEkb2isStNVVdDwbnh/wLaLi4s2GAxCbTzGvVgsWq/Xs+PjY1tZWbFXXnklPBuoEgMNT9LsrGq1Zi3SXxV6OjYYL2rQ8blmsqFcdnd3g9GRhfOnKRwlH9j2ymKcV+k9H1U6R0dHtrGxkZAjJDQAyZPRBaJBKjBGELwl/oVhpHuSmH+sTeYESoUfbb/Vatn+/n7ICsMTH41GYfd9r9cL1Zf1nT0PIN49jzKfWLl8/vOft+eeey5sDjIzW15etr/0l/6Sffu3f/ukzQXyEM04BeMFim4s1JRUJq9a4iw8dfE5KhZLlc9JkeQsjPv379twOAzZPCyumZkZW1xcDHx59OhRAo4gXZN4yo0bN2x7ezuUdGi323bt2rUgYElHxZolC0Xf3Q90bAF6weeVAbzQoOvMzIytrKzYw4cPwzPVS4CPvjQEwpBS5Z1OJ+DQrVYrceofHhClMhSqxOIlxsEYQlho9LVarSYscyA2rSS9vLxs7XY7QC686+zsbNibg7VHvSUwat51c3PTXn31Vbtz547dvXv3nLCJzVHltZ/XOl4E8s1O95Jx6BQbetnJzs5uquKaWULoA8v2+/2gMBcXF0PAH8HK3yQRDAaDcEyvGl3MWaA5HXNfmZdxU4WgUBtZmuq5Hx0dhSOBO51OgHN8Cn+aMMuCxWL817/ppx+TmCeEx+f7UyicVk3GC2s0Gnbt2jUbjUahoC7rotPpWKVyemYRiUYoCLLnOp1OOMKi3+9bs9lMFBqlQK6ecQQcD2QFWgJ/UXoUhMXo/spXvmInJye2u7ubqlw83/LAkNDEygWh4CkNckijcRZHVjZPzHLnWlxJDeri1pPCB57Jjn0GWgUc152cnCRqXGGhMdkQcGDiussa78j3gWwwf14F1ZXJsNrZ2UkkKGiAzvMyD8UUi343GAzs6aeftieeeMKeeuop+9Vf/dXoUQMKLXgBCf+xQuv1emibSa5WL9g+PGVxaFAZI0H7wWc6T9TCZxyxorHYl5aWwl4Jxg1DAWWm5WSKxaJ1u13b2tqyl156ye7du2ebm5vhfWK8R2Dlse48DQaDcBgbfcBbxgNEebZarcAnLxy05A6wGAdr8a6j0dk5MFynQX2yilgfWn3Xw0t8bnZW8w9Fj2JBgbK2gCpJ4V1fXw+K0ZOXF+M8db0GpR7zVrx88RCwPj9mxcOLfr8fKjVvbGzYcDi0paWloKwbjUZYz7u7u3bjxo2wrw5jDWgU79tDi7pGdNMlBq7ucwESRbkTyx0Oh6GG3O7ubgj+q4HoSeXOJOGJiZXLhz70Ifupn/op+/N//s/brVu3bDgc2ssvv2yf+tSn7Pf//t8/aXMXpjRXmYkNXKCQlZmFHHSgG6w1PAuzs6wZhB/7TcCVGWAgAFJGeRYDzSArvGR2dq45pc2BITQjBwGp5ykA6SmunzXYqoTyQI1HR0e2tLRkTz/9tD377LP2L/7Fv0jlfVp7WMGk6SLkOPALa5j7gSBRCqp44I0GEllk8EixePjjU8B1s6EeMMfYAFv6gDzxi62tLbt37569+uqrIbMnS3GkfZc1Boqn46Uy78hOJCZEHyltpIYH/ABGBCKmJhtQLrAaHgwbjEulUig3g0dN7AdlpfzlfdUL4HM8HpJqaIMAN3UBOfmRTZJkv42b3+MoK0ZzGWJuMG/NLPCRRIRisRhORiUblHHBEGcfkkKc6oXq9gadm/xGyWhMRtcChhqH6WnsjUrOIAl54MVJaWLl8hf+wl+wH/mRH7E//If/cELIfcu3fIv95b/8lyfugEIFeV8wNuFwAbVasGLBuPEIfd2vcnBwEM5NOTo6CumcYNK3bt0KVh3CikwZtXTYWQ4shxurgXIsGbXySNvVkjRAYWyy8lYX7zTppNDrvXfA5r1WqxV4AQavSg/LkrHTSY/nsr29Hc5TAVKBZwgbPBqsMIK9GAjq+WkgWYsxch/4N8/Q8VdLD+HG/0BOml6Mt7i+vm53794Nm+bY3GZ2lq6u/+tzgSnSBKSf98q/Xq9nnU4nCB8sWoLzZCuxGbJardrOzk4inZd3oL3Z2Vl7y1veYv1+Pygavuf6W7duWbfbDVUtbt68adevX7d79+4FD7DRaIQMSlUCmknI+qJvxWIxHJoFxIk3eO/ePXv48GGofMG4K19i8zuv0hm3PhQe1+tjHpl6yTpmxWIxxBofPnwYZAe738n4I76CfACKpXS+mYUYG3UGUR46lxWeZm3QP+YevDazsAFYswc7nY7t7OyEkzbH8XRSr8XsAsplcXHR/s7f+Tv2wgsv2Ouvv26lUslu375tzzzzzKRNmdlZtpJfaGaTWRhYzAwOu7TZLY7gIi1YPZNOp2M3b94MAkezuwgCc0+lUgkKCYFCwBclAi7tvSaCeyiL4XAYssPa7XaikjKw0v7+frAu0t47T6xFiQUEXxiHSqUSUlUV9qMuW6wPHn9mYlO9mQBtq9UK77+0tBTiSZqlQvyDZ2kfsbZ105hmHHmhD2mWDUoGS9JnnKHUtra2bH193e7du2d37twJZWdUCMX2s/hx8X/njSXiMQEpaTbi5uZmiAchFPA6FPLFK1GYpVQq2fXr1xOCTscQD6bdbgfFoKdiekgcD1CFMeNEdQWf9ccGyY2NDVtdXbU7d+4ETy2WIq98GQeFZfE37bssGcMzs9rlftbR7u5uiNVRowsPdHFxMcylnZ2dIGsWFxdDUN1Xt6ZG3Gh0tpHYrwndHqEGX6FwGrslI21nZyco042NDbt//37IyvMK8yroQue5YA1RMiKGkV6UsqyVrHuwnlgMGjDUHc5sQCJjC6vQ7Cy9lfRl3bWPoCN4bGbBkvc7/zXwF1soTNTRaBS8HbXY6ROpmbohKsarPLzJQ5SuOTo6CifUsTA4OGjckcE8D97rpjOUAW1yjSZW1Gq1MLeUPMasmLRSLMlBPT0gIo5GMLMgAIFp1tbW7OHDh3bnzp1Q9Vafk6W489I4JYNXTewQ5UJ9MT2ojj6pR6eZfaqkvbLyHnCpVEqcqMpJimZnMQGEGYYhfGbtkATA+qIPwKXsvt/c3AzBZNbZVQk2pYt49zFKi88g2M0scdQE8BNGGnX08OipZMHR5eoNQiQAACv72IsqE/jHemK8McAwPogLEXPR95jUUM2iiZXL3bt37Qd/8Aft9ddfT3z+nve8x375l3851CAaR37A0zJp8sYNsJgpFcFg6EmJJycnISCKa0pWxuHhYThHpN1uJ45xRbNXKhVbWlqy/f1929jYSCgjzshgEamLqosYJYjAIFOJBTgcDoM3xQLU45GVN+MmQ+w7vUf3lwAtdTodKxQK9pGPfMRqtZptbm7acDi03/zN37SXX37ZXn311VAHTMdGrR5cf/iKUNH9DQT6SYUlGLmwsBC8HcYMxQSc1u/3E+Vy1GrTWItm+LDA5+fnbXFxMdTUwhsDpnnttdfs+eefD1lLuph9zCvGW7PkWTFKWdavtlkoFIIBQwCecdUSJGzGA9aCv0C4GFIaGyShAYXP2BPrwlsqFE6zzra3t8NhYcBZauzAG7IgGRMSNZhfHO97//59u3//fuKkQz+HLuK1xPibplTSnpMF0Xv4TMdM/8Zrx0Nhv1qr1QoZoDs7O7azsxOyQ2/duhXS2ikrhRK6fv16mIsKsSN3FBaDB8C+c3NztrS0FDYjV6tVe+WVV+zOnTv2la98xba2tlLr4eXh9ziaWLn87M/+rD311FP21//6X7dnnnnGhsOhvfjii/ZzP/dz9slPftI+8YlP5G6LielJNanSOFgBDc+GpLm5uXD2uqanQhzTisvINU899VSAR+gDufitVsv29vaCW+vhNqy/mHLknYAp2u12mBwIsr29PXv48KE9evQolMBQoZVlhcWEvfI5hhVrDKJSqdjLL79sW1tbNhwO7c6dO3ZycmLVatX+8T/+x3ZychIUsA8i+7FDOLXbbRuNTgsRsnekUCjY0tKSzc3NJSw2lG6lUrFr164FzJnFRurr8fFx2IvCs2L89h4nJc8LhUKALI6OTg/tunv3rq2urtrXvva1AFHoe43zNNSAUL57AyqtrZiCGQwGtrq6amZnsTlgkG63a6urqyHjEIuVjbmq/ElUQTFqoJjd3SgB+sLxFAgnX1dMU8F91h7HUqDoORtF4TC1mmMCLG1OXYTS1otvTxEFfqtBCMXiNBCp1uwp4kC25eXlkKJ8cnJiDx8+DNBxtVq1hYUFGw6HoTo1CAa78Y+OjhKlfEajsyM6QJDoNxuy2fnP+GxtbdmLL75or776qt29e/dc9QPl11V4kBMrl9/6rd+yf/pP/2nIwzcze+9732t/7a/9Nfsjf+SPXLpDlyUGwnsCKiw0PZOAOSl5DFqj0QgWt9nZ7udC4XQHbqvVCgUGSQDgOhaez+DgB1hC91CYWZiU5P1jJZqdVxaTQjVpwlEtLizYUqkUSkGACT/99NO2tbVle3t7iWKHWaSQmCZcYCFj0TG58aRYRChvvmffxvHxcciywUuEpxoT0DgMG8vw0Kj51Ov17MGDB3b37l3b2NiwnZ2dAE1wbYxiCxCF7ZWSepKTwDNkjjUajZDBqHOKkwLNLCQy4KGAz5tZIoaIYQNUrH9r4gg8BYYEtmJ+ILQ0kQGDAziZzDwywvCEyFhK27oQ42se8sbnJLz25A1cVZ7eg9G5wDYGvDtiqECv1WrVVlZWQlkYlAu1wYDo8UjZlMlGSOYk6wRjSQ1QEjYwpAkXrK6u2qNHj0JJ/TeaJlYuWDue2u12cOUvSyo8s6z0GAYKIzXrhM11WFVYZDCYkvAU2JuZOa2GOzc3F+r3mJ0OHBbEjRs37N69ewESQ+BiAQK7aO45i07PMqEQJXGN9fV1e/Toka2vrydOg/PvbhZXGF4JwRdPPhBJ/vu73vUue9vb3mbvete7wibPZ5991t73vvfZ5z73OfvVX/3VgB1rgD82XmTQHB4ehj0WCEsE0xNPPBF2lNOGHvSm+4aAwjgbZjQahZ3NwACK3+OpocRmZ2cTcZ7d3V1bW1uzF154we7evRu8KM/HGO+8Yk+DIHUssHgZv3HC9eTkxDqdToBcdbNpsVgMp6LyjvCAzaOMrZaPUcgW+A6B1O12wxwmBXo0Oj3uAOgSY4ryNFyP14RQJC2X81jYdY/Xovub0vh6FZQFvaddrwqFOa7bCQ4ODhKbTz1cijEF1H5ycmJ7e3u2ublpS0tLdvv27XAMR6fTCZu0zc7iuBhaQMh4+xgBhUIhwOn0E4OM81owRA4ODmxnZ8d+7/d+z+7evZs4zdPzyXvfl6GJlcszzzxjn/nMZ+zP/Jk/k/j805/+tL397W+/UCeylIhngFrosXgMEBfCm2yxw8NDe/ToUah9xu5XBBhHJVMnCEt3ZWUlYcEi5MgGWVxcDHECLF7SZ7Ha9B04IGlmZiaUgygWTzfq3b17NygWYhGeB36BZEFhsb/hUczzYLNVq9WylZUVW1tbCwJhf38/ZBKxCSuGheuz9vb2wv6FpaWlEIcpFou2urpqpVLJrl27ZteuXUsISZQwSQ7wVDdF6sJWyEihOs0KI1mB7+/evWuvv/663b9/31555ZWwt0OhQzxVz/e8C1B5Amzlkz3SSAUcwvjk5MRu3rwZ9uVg+ZqdlQfBAGo0GolsOoSNfw88HgqC8jeZRQTnNX6DMiF9HascFIC/tU7YvXv3rNvtBm/cr/c3QrHwjjwrTyaZwptq2KEwzc6KonKvIhPwaH9/3zY3N21xcdGGw6Ftb2/b0tJSgAbf8573BFhsa2sreCd45yj8QqEQaoMhp6iEjOeppZXYsE1CSLVaDXP8lVdeCSnrMcj2Mp5ejCZWLh/72MfsB37gB+yzn/2sveMd7zAzs69+9at2//59+4Vf+IULdSIm6CaFEJRgLMeMIoDJwGJAKI3AZicCpriTLD4I4YbVTS2wmZmZsNPZ7GxjoMIUKDFcWyYxlhCQDOVJ8Ly813IZyrOAO52O3bt3z/7Nv/k3dvfuXRsMBvbSSy+ZmYXSN7rQvMLXZ+FZ6MFdLDyFV9S1p38oDU2MYAFxOJhZMiVY97RwH7APSoNCpEAE6+vrYQ/JOP74eE7atTHBGfs8K1lF2ybet7u7a81mM8wphaxIfNDd7x4e07YVptX3YX6bWVDyJEMghNUzZD8Nac8oGo4m3tvbCwFplI8aJFct0DyNaz9rTNLGJ2Zc8C7whr1IpNWDptAmSSqsAZ1Paizxue6xU4+3WCyGuBlevW4b2N7etvX19VD9ILadQI2gqxyPiZXLN3/zN9uv/uqv2t/9u3/X7ty5Y4eHh/bBD37QPvrRj9o73/nOK+tYjGKWslp4TACUS6/XC0enmlnIwpqZmbHr169bp9OxUqlk7XY7KI7hMFkNWMvQs/mRyXXt2rXQth5ypVYNKaIE34AUCLwq7r+1tWWdTidkvGligFJMWFyEfJD/5OTEVldXbX193X77t387KL6dnZ0wgeGRWTospzg0cStSwilvcv369ZBFxKFiCq3hmdRqtXAfSkb7TdyFhaepsFppgQXZ7/ft0aNHdv/+/aBcNP0zDUrU2AnfqyKMGQGqeGPp6WnwpvdUEVQnJychtbRSqQRBRhs+BR8BxXz1MB33+OcRM9SzcfCCaIdnsReLI4CJq3U6nZBqTFWDtL1a/p0vQ3mgL08eCfCJKjqfGbOseBz3kEpOfAp4uFarWbfbDQVrSfdmPPBM8EDUEMBg4tnsccJjKZfLwes0O61i/+DBg4CGxKDscfxUXkxCF9rn8ta3vtV+6qd+6iK3JugimjLNYjBL1vqhRMfy8rIVi8WA1+/t7SXiRiyQGzduJAKbLCrgDDBtrImjo6OQNYWVqIudmmVkbaAoOp1OEBQnJyd2584d29jYsI2NDXvw4IF1Op2wl4F3MjtvOZml11jLyzttH2HOBKQ0DpNXPQmd7DHMXC27/f39cMgZlhWQCQUtEYLEC8Cz1WIzOxPQlITHsgZCKJVKQRkxtvCbfqyurtq9e/fs5ZdfDt9pv3kP+KX8VwXjf6uiUR7p2A0Gg0SQ1UMxMVJFfnBwYA8ePAjCh8QH+k4sanl5OeEha5XlGMSq9fEIxMf6jkVMPAHvhPHc3d0NP3fv3g1rSOOffh7G5s9lKC8CotCwGg0YI74tHV+z+H4qvWYwGIS9JMRYNzY27Nq1a4kyLCcnJyEtfzgcBlhM64rpXOFZGAFmZ0eHqBHFMdEvvPCCvfLKK/bo0aPE8ev6Tv49ID+3Jx2biZXL8fGx/cIv/IL9s3/2z+zhw4dWLBbt5s2b9p3f+Z32Qz/0Q7lhHLU+0wKbntI8F/2bdsF9OdVPUyk5/Y0AGRlmZmdlPDQgNhqNQsqlYrAKXRHQ590UpsAT0ol8fHxsm5ubIeedAD6KyisV3aCpKaF5SRWvkvbJp1silBQO8emaaYICvql1i9UEPEUwnhpUYMwQvMUr0XFWYchnXknwfuw3IFniwYMH1uv1glUYUyrKszzkPRl9PuQhPG8h5yGE+tbWljWbzTDngcBQ4Fp4k3FHmCKcNNtLN/AC4SgszFzu9/vhGF/GlXglB0+htHW+5HnHq/JelMbFW2LPHtcPD+P7e1lPJLDU6/Wwdw5ERT1s4lnMIa36rWNndoaG8Czmt9nZ+TLb29thjxxwmD8aIqbIY4rlMjSxcvkrf+Wv2Oc+9zn77u/+brt165aZmb3++uv26U9/2tbW1i5UX8wsOwNKKY0hnllACb1eL2TPaKn4nZ2dUE/MzBL54LieKqh0N74G7jQNlmuBcRhsFq9WleUoV5QL6YF4SzEYw7931vdpfFMBHFt4jAOwSLFYDOUjmOh5Jp4qF8aB9HWyW3QjH14LlqNalapc6LNXwBof4F4dg93d3bBxD0UeM1QU/uB5qmy88spLKhR4Zt7sJbUcMZo6nU6i7Af8UI8KjxA+eG9Tr9csOt1AjFGlRhgVFPAIUTjr6+uh8m9eg/FxUMww4v+YgNUxwjvAUMiSR2xxYGPkcDgMVSBINNGzgry84UcVjMobnoExzRHHm5ubAQ3Z2NgIZwTFDDf/fldJEyuXf/JP/ol95jOfsfe+972Jzz/ykY/Yn/pTfyq3clHMV/HLNNd4kgUN483MXn755URKKsrh6OjIHj58GDIxsPjID9cd4Gpx6x4PPlcX1UMpxWIxWMnUFFJv5dVXXw2TQAk++LgLEyJtgaSRWj4qvCENNOo7AauYxetpMfFjQhfhfHR0ZPfv3w81q/SgL1UMPFe9JIXHuI5FyiLTdwT3JzNtbW0tBDVfeOGF4C3GlHjMY9HP/NjQfx0X5Yu+E89RJaAlboD5tC8IMuUV/ETAk7mEcIEnukubea9BYd5dj6dQSBclQzmlbrcbMqD4GyiMufzo0aNEam4eugooDEpT2DHhqcaL/qjsUOgLxZr1bjFUYHV1NezCZw6Tnt1ut8NxG7omkVc6v3k+zwBZQbGsr6+HiswUXKXoamzfFu+r7cVgQg+JTeLRTKxcyuWyvfvd7z73+bvf/e6JM5sUn9dBNTurPDppTEbbNju1yLa3t61cLtvy8nL4jkmIEEKAAbloaRHfB1UgWA/knvMuCjNQ2rrf74cNkpxbTaANygqgeaspD2/8YsvLTy9cswRADLv1n/POi4uLdvPmzVDxt9VqBS+R+AkWmhf6Ol9YhH7D3v7+fuA3Z4Rsbm7avXv3QmaYCuws8nh6LM6URuoVqBDT7ENqg+HJMd/8szwsgnIl4K4p2WSWISjJzEOIaVUDFKzWI1OjA77u7u4GD4jxAT4D5uG8dvqYl64SCkub234NeK8dxQsMpTCxeshAucRt0/qughj+dDqdsHeOzcE8n7H3RoR6LPSX8WZ9kH2JYtnY2LAXX3wxJKuoYaz8wNCgliCQ9GUC+J4mVi7f8R3fYb/2a79m3/Vd35X4/LnnnrM/+Af/4IU64YWTCv+8L5kGE41GZyXHOSNDvQEsAq0uisVQLBYTNZJiWpyFrdlMmrXDCXQciLSxsWHb29u2vb1ta2tr1u12A2Ya4wfPicVLxlHMAoEn2m4aJKk8jJEXtLHrGBcWGSU/9ChWFpZX5PBT21Klo1ADteKwptkVvrq6altbW7a2thaSFRTaG8dT76VMKjhViCFUECzXrl0zszMDSMeFmAd/KxwI3Iigie0Y15pqqoA07Vs9qUKhELIhUToo+263m1gTtM/8Ju3fe59vJoopGLOzOC0Cl9+lUilUB8cD9BCVb0tJPUPiUsgzCo8SF9PKC2nteGgYuBcFr17LnTt3wsbwWPzPe3hZa+AyBv7EymVlZcX+6l/9q/Yrv/Ir9uyzz9pgMLDXXnvNvvjFL9pHPvIR+9SnPhWu/djHPpbajuLFCj3FMnJ0ImRN2pgwRKmwE/sd73iHLSwshLIKClOAUStsQHBe4RkVcKpgGAgwfrDozc1N6/V6YaPkvXv3QtE4jXGoMvXvrItgUqKPaTRpnEuFe5by9+2yoQ5LaXFx0Z544olEJWs22CksgCeo0JJa15ubm+EUQD0y99GjR/baa68Fr0mD2fQ/BunpIlQYUpVdTLF6WM3vR0CQzMycHiP9J/7En7C9vT378pe/bP/n//l/RiFJXRte2fr6bmSLLSwsBM97dnbWer1eImlFBRz8wJAiOYU4QaFQCGcUsQ7wEkmU0CO4Y+P+9aS0Z/vPmcOMEXKg3W6HHfO/+7u/G67lTKLR6PT44hilrQX4RMy1UqnY29/+9iB/CLj7mAoGL5+1Wq0E5LuxsRGOh+h0Ora2thbqhvn1rtAs0CqyluxMlZsXVShKEyuXf/gP/6HNz8/bq6++aq+++mr4vF6v2z//5/88/F8oFDKVi9n5IKeZndPgqmCyBKRSzJoeDoch2MjRolgO5XLZbty4YUtLS4mjYzXVVcu9MyGxcKhEi5VCHSUUyvb2tm1sbAQslIqpvD9WovY/BgllvWeMt0qx9plceWGzWEwlCy7ykA4Cjqw49fDMzuoycS9QDHtkVKnVarWgrEiMIKj86NEj29rasvv371un0wkKS4UzikbfIe0deWZeaDDNgke5kCTxtre9LcAYeBe0o+tAvTrlJxYsSob9L41GI+yD4VAqvAsOVPMBaTWOSG7xRHuMCftZxpV9+np5MmkxF98HneOsf7YG/L7f9/tsYWHBRqOR/eZv/qYVCqdxVj1YzT8T0jni1xECXbc4UO9wfn4+sZEX6HR/fz94k0dHR7axsRFivr/3e78X6rRRxJQf9czTstogXQf+HbLuy0MTK5fnnnvuQg+KkS/nwcKL4Zl4EBedqCwM3SmLYkA5UCNMayRhKWMF+t333lolQ4TSF91uNxTs87tkY7DPVWLQtHkVVohS3riD9oH7UDBYvmTIqaJVPmhwX98FLwc8mx+U+NbWVihj7uNHsb7F6CJeYhYP9FmlUilAVGy2Q0Eoec9KjQK9Ruep9h0YDehWD2dTnqoRljVfaEMhMb+PxdPX25PJKyMUIUG5rKysBMOFUk8YOZCfo2bZRpkGz3kOldtRbsgj2mfMMHBR+oVCIVRAIBUcJb+7uxs8Tv/82DyPze9xMmgcVJ5of+wV/y89//zzY6/5pV/6pbzNJYS7ZmaR+019Ls3Z1yyjWHtpzOI7xedhIoqFXfpq2TEhdA8BA6Vu5vHxsW1tbYU9FGtra9bpdALuzy7Z1dXVAE34Aff/X7VCiPEmtgi9sov1JdbP2IRMw6UHg0E4tmB1dTVRwVp316tVpTvczSxUEtBqu+vr6/byyy+H8vkaB/BC1CuwNH6N82hi5HmtUId6HTs7O/bgwQN76aWXgsHDPMcrYa5qdpD2PwaVAQsOBoNQaRchhNeMx6OVqzUexXhoxp6ZBYOA6t14Mll01XN5kufEhKXyDQ8ZwT47Oxvg61KpZIuLi7a8vJyAOAmGe+8gZhAjO6gHZ3bKQ7JEMULxWCjqSr8YLxKSSLAg65L2gIW1Kjh9yFIuKsfGKZZJja3cnssf/aN/NGCQZmZ/+k//afvlX/7lxDW/+Iu/aD/8wz+c/+HlsxMcdXC1ZIfCIV5RQFkvzbU+7ZDnE1Tu9XphIuipb5TTJ27BdzHYAktOMzgIJrPYmZhZUAyfXdaLSYPU0ha7VwaXFQq+DYL4YMnUHVPYURW7Wm1q0bNYKeJHFh7n3/C5f/dYnCSN0oL3Fx0TFUAnJyfh/J53vOMd9p/9Z/+ZFQqFUEHg//q//q9EnS6/uVVjgMxtPfQLHo5Go5BEQaYXXhI8TZuDPtaEx8npiigqTQ9/3OTnm//fQ2MoUGBAIPFGo2Fvf/vb7fu///sD9Mr5TQTfffo8pJ6iZptRUr/dbocTKEnkoAQSnqx6j7qx2B8fzbNIGMBL97FqaJy8mZTX4yi3cvEL8fOf//zYa7JIg6vHx8d248aNsFnv/v37CQtfr/dCN2Ylpk30YrEYhFixWEwcIMZi1fYKhUIim4YF6QO7YKJ6XC4DDibt30efEaOrhscmpTSvI43GKSOwa3bia0qm95B04XvrXBcuGTNsKtzZ2QmKBYHsPZa0vuV5z4uOCe+g/ahUKra6umrFYjHEAYFI9FwVrY+mz1chqQJFBQieugatMZAooROjmKcKDKbn8gCxee/mzURZCsbsTHmClJB2zTV8TqFJxhJvbdxGRGQIqeBUHq/Vaue8Q+8pqhHKO+ANKdRJbTf1Wt4MciW3cskrYCYhru/1evYd3/Eddvv2bet0OvZrv/ZricJ7TGB1Zf2+GJ1EOoH4rRAccBsH8FDaHcUDKQ6qlgQDqwOsGyWBDXZ3d8M+Fr+3QpWZwj6XoUndVr/IshREmrWjQgWBFrseL7HZbFqr1bJWqxVqr1Wr1SB8PdTgi2Xi0bKPBaVCqQuNsXh+qOD1c0e90DS6aKyJccZKnp+ft5WVFfvSl75ke3t7tr6+Hqxmzj0xs1ArjU2sSjGog7lIejJBZPhKSR887FqtFu2vvi+8ZE6jWDgjPk2o+nnx9aBJYVz6qCfVsukQz/HmzZtBmagsSaNYvANvslarWbPZtIWFhQB/DYdD29raCv1RhAXDwuxsbNWoYhzI1sMj9XImxoe0hA3fdz73RnceulDhyqsgj0eurKzYyspKwJh5IYJYqjBwC9X980xUxhAoXVpaClYDB4a1Wq0g3FiwlOVXLwWGMthqaaD8GGgqwq6vr9vGxkaI2+igoCC9UolleVwkiUEXtvImTYmkfcY9WZ/n8XKABVAo8J4S8uD/ZOelLRD4fnBwEGBH4ly7u7vRxcX9avFpf71HkKZgxi0qFajMC5Tm0dGR7e7u2r//7//79q3f+q32/d///fbiiy+GdNKlpaVQ/qbRaNj/8//8P7a2tha8PAQLbYK38y6tVivsxSgUCoGXGsshzRiPxlvInuAXcQEgNVUuaby5CoWSBeNclLyALZfLtr6+bm9961vtG7/xG+37v//7bXV11e7evWvFYtGWl5dtf3/f7t27Z/fv3w8Fcckc1bZoP2bkIl/wYPDaNV7F+OgeJd8+KIluYN3c3EysnbT3TevnONJ7JhmLx6ZcvKZGoRCzgNFm5wUtwtosKTxi7UPlcjmkIGuhRJIENGNNd8Fn9Z++EWPRTU2kxo4rM+4noJL+P07BjIsP5I01eJr02pj1Wygkd4Fr0T51+/EGdXH692GeHBwcBCuffUQ+mJml9PIukjzXpWHcvg0C8r1ez+7fv2/3798P831raysBnZHI4kuzpLWtO/+BbzB+dL8Q89pnhaXNFTMLVjH9QNG9WWItk1CMj/D98PDQ7t69G86hKZVK9ujRIzs4OLB6vW5mZ9sT0gwvs+S6VthMIXba0uK2sQQKVbDKc5Q7CiYrIzLWP37HFORV0WNVLhqsxdVjY2GlUrFmsxkmtpZX8RpUKwWnTR5KxyPU6vV6sCDwongO+Cr9TLOgUEa6O1xP30O5xNxo/1mWYkn7LMvKVvKCw1vvaRTjpeeFXwhpkxvLjRRc+K7JG6pc8ED0eSxYYDGFxMgM457Y4p9EUeo7+r/9e2W9rxpPJCG8/vrr9uu//uv26NEjK5dPD5Cj3hkFV+GTFj30fWEdALvwOR4QwovaYqwDs+QRAh7eVMJzYV2MRqNEkUtvtFyVl3ERr4X5xN9+jqfB5sRcNzY27F/9q3+VMDB5d61s7vnmIfsY5Ep7qmyQHWSo8tw0r4JnE2eh6gdyxs9FHzqI8TNtzGM06djmVi7Hx8f2Ez/xE6n/m9nYlEQlNLkWc5uZmbHv+Z7vsW/8xm8Mbvtv/uZv2muvvWYPHjwI92qwt1AohIExS6aQMhiVSsVarZYtLi7a/Py8NRoNW15eTmSqqbvpg/hpTCXjif0sBPAfPnwY0jRjZR3oI4vVezBm55VamtJUyiMM9d4sBTPOMost/iwojoVVKpVCjIu4mlrCms2n1hhKg8W1vr5uDx48sDt37oSTLrOwZjVmeP/Y+8ViGZMoFr1fBRhQVrfbtRdffNFefPFF29zctFKpFKxirNi5ubnAQ91YyfurMiGWuLi4GDx6jDX9P2ZgHB0dhQwlDxehmFgTrC8NIHu6rGK5aJyGMdT5Mk6oMnbMK3bJ/5t/82/CtgOFF2u1WsiU8/OSv2N9xgMFiQHqJ3HDe9sxhEE9Ha3l9vDhQ3v06FEiu1XfLY0H41CMNPQhxr8syq1cvumbvsnW1tZS/zcz+8AHPpC3uUTRvMPDQ3v11Vdtf3/f7t+/HwKa5XLZ7t69a9vb23Z4eGitViukP5qdh6a8YGDikKEBFFatVsMBXjDJlxnPI2CwMtnMhDWxu7s7NkCPZZ6VOhgTCF9villik97HItT6VGrZ+4SNtGdhAbJHho2SWUIFSrOEr8rSjhHvR/98VV14wT4GlJ/fIa/vp/3V81vYkY/HQ+wSvtOeHiVBkDrmWXvoRj1MX03gquiy7cHvNINQjUWdJ94DY05qLbHDw8Mwdln80ueYnY2R/+E5w+EwUXJ/nDGLx44hu7+/f25eeI+Kz7J4kkUxxZJnrHIrl7/9t/923ksnIhTM1tZWCJwBS83PzyfytyuVSsicmUTIURLDp8KqtmcBAR3ErHO19llo7NXQ9ONut3tOASppjCVW4ThtwLM+vwqaRIFlWYc+UIyFrfuD+M1CZh5ouzHrCC+X4pSKN5PVk2Z5XQTCyeO1xBauf5YqGRQrcAzvr8pIrUxNe9XPVbmw8RIPiT4pHKmkFb9jvGBDMePDdSibN2OsJc26jkGKEHPNl17hWpS+rudxc0LHTxWKbsbm2TzT7yvSvvG3HjZGFRDOi/J98HzJmutZKIW/ZpK4zGOLuVQqlZDa+P73v9++6Zu+yVqtlq2vr9ve3p41Gg176qmn7Nq1a/av/tW/ss997nOJ0i2eWWlnjZiZLSws2PXr121+fj5kKFEdGegB6IaFmDYgChmAdzLYFEjUg6hi90MXUQp5JknsWZCHEC7zTG8J+oXhrWyEoEJfxNL4HkHLZ5DGWjgMSU/YiwWXx1mwXy/S5+n7Iqy9gPMpqGqAYJCgVDiTnc12eHe8OzynLVVCKB/PI7XW+/1++B9IEuWilvFFYiRQHqGWh9K8hzQlA/+1Hxpk50hq/Z4fssV0zvtnmJnVarUQ39W9XXinrAc/VxWVYe5zdg6l9XWzsCfWWB4jKmudxCjvmDzWgD6LqdFoWKPRsIWFBSuXy6HUtZY9uH37tn3xi1+MHkYUE5RMLPayMMD1ej1AYnqdxlnSXEnF0DXXnM2T3W7Xut1ursyNcfBMngkxyfWe0mIuk7ajlrS3gFTg6A58Ygr0I20heKiTemJAjwg+9SazYLXLvOdl2/C8wUiKxZf0Ov5WYUOcBa+cmA2UBttgTCnklWZkINB8HBVjzHuIl+Fn7J2voj1NCFEYWq/xO+r5DPL36/fM+awAOJu0+dGyRl7O4Ml72TYcntUs5JC27e3thGJJg6om8c4nRS7G0WNTLhCdxN0jCwWYaW5uLpzDQg0ks/Ol+WGMT1tGmQCF6aY9FYgq5NQi96QTkcOadPMkiQj6bmnvfFULMs3DGufujgvqT0Ix61AJxcJvSKEb/od0YQMLYE0rXJpFk0Bhk7j848jPxVh/NM6UJdj4W+cN0Ar7JvjcG0Q6v/U56m3G+OIFrvY5K67xRlPeMUwz8GIKJvZ52laEGKKR1Q7KhfR7Hd9x0CqkGWL86DYHXT+PIy6bRo9NuQwGgwBPvfbaa/a1r30tQAJkZmxtbYWUVe4xS0I7foB0cIvFoi0tLVm73Q67wpvNptVqtcRC9Vg293pS+AX8k2A+8BiZSzHrMQ0yugyNayfr+6vEzbNwbeILtVrNarVaiHeZnfLCw5D8rYrezBLpx51OZ2wtJU95eX5ZJTTJ2Pr0aVVK6tGZnW2qAw4rFouJ5BSC9ZqFiMfo5zXzXr11P4YINeY88z7NU7wMeaGY5Q3oNTpX8EKy4pL+N/ymDe8lcm2aVQ+/vbeBggKVmZ+fD5CYjgF81/dQOQEMr1liOzs7tru7G62knTYeeQ3JPGvoTQ+LmZ2l8nIcJ246JVY0uyZN2KcNOtj09evXQzl9CsbpngCzs0HW/9MIXJY9OaRq9nq9sIPZw2tKF/Fa8k4M/7wYZMX/HiZ4owg+1Go1m5+ft3q9fi5tUpVLmlABhtS078PDw0TW2UUpi29p16ZBQhcZXw0A63vE3gklgrCipIj2TdPy1Rv3pEfrevKnXCqUZna1imUS8h4cxPwhwyttLsUMUn+tKncoa475/ST8D3LSarUSysU/V5WaR02Gw2GAgqlKgWJBgfm+pY3puFDCOPL8GEePTblolgxwl8Y0tIxFTLnogolNEFIy8VQ4edK7pnr/JP1m8dFv3cV8WcWSpkih2MRIE5BZfRjnQnsvcNyz0yYswXqggZi3yRikxc90zwUb2y4LAUw6RuMW1FXCalBMGAItar28LIvVz28VZPocJU0/1vvUi3mzUpoiyDKoPLSV9X3ad+ppFIvFc9mpedpVD9bsLBWcuC5oCc8aZ8h+PSDxNHpsykVzy5ms1Bljc12tVksIcH+tJ22P+lXUsCL2otaaxkbyBhOBBoi3UGUWSzrWtzQr11Ne4XSVQsy35ZVJllWkMYPYd2YW0i/r9XpQ8gr1eOGnlht/a8o3tdtiRfomfTfIj8kkFrm3NKG8is/H5+C3Kmz9DiVdq9VsZmYmCDAVcPqOWcqSvvv+D4fDxLHGSj4NeZxhkef9Y8Zh2pqM8VWhsJhXnvVdrK00Up56T0ffgXdSSKxarUbbx6Dy84C2tJYbCEm32w39ic3dNFnmnz2JgtF1muYJe3psykXTgKHBYBDiLByHS7AyFryKEW57vV63lZWVUCyRQVYXNra4srKwNIOGRQZcw3ktF4W9sijLAhnnoaiSwKrKanec1xT7PCYgeFahUDhXgdpPfuW9Hwus5cPDw6Bgtre3zxXqi3lZWe8xjm+T3HsZWMxfp0YUpDHGSqVi1WrVKpVKiL3ofhmu082qsf56bN8nT2jsh7IkeOzK56uwftMURuz/NCXpYTuFS/34EOdTvur3aX3yY+sVOW0BVwGHURXEyxv9P/b+yEdkTr/fDwcQ+vHLY8DGDKA8hmps/mRVhoYee+FKGKMTVQVg3liDan9qhy0sLITFWK1WEwd1aT98v7IEQ2zhcdZFDG5Ie472Pc+1edzyWNsxBaKLI82yyVpkek2W0mMRU24cWEyvyVoIXtDp0caxPoxTHlkCKo2yvJxJ2rksMd90vwR/q6cMv/AOY7CJWp/6owpGST/X9OWv5/vneV7McEQIeqNKr4l53OOeNW7uUssQSCwLusxqE4MW7133+plNpuBjciDLmI59HoNZ0+ixBvRj1jW78BkgDtlSytK2w+HQ6vW6LS4u2srKSrAcarVaqrbNEqQqoFFgPnsGL2sSmC1vAkGe72MUi0nFFOu4fk7aN+/plcvlEMhHwWj/8lj98JxzNrrdbkJw+HeZ1CvJw98svun7XDX5uQ68Ozc3Z41GIxQBJcBrdn5PBsrHzwf1btLeS+9TpCFtrUCTeDTjDJm84+Mtau1DWop3zLPRa9Ig4XEyY25uzpaWlsIG10qlEl2Tsb+1n1qAlDNmgE3zeA9KsXWV9u6xv8cliHh67PtczM7iKGYWcOQYDsmL+omr7mG5XLbbt2/bzZs3bWFhIRzMAxwTs+Zji0qf5SemwmMIPD73WLenvPDKRcjj9H7iXER5mKVDBOM8HRTLwsKCLS4uhqoImjGT5Rl5j4U0zP39/dS+pHkW45Sop7RxSlOA+oyrUDI+llEsnp4FAtQyNzdni4uLATb2+yf8nIVH3mqHx2pAabkXhWV8kN/HLy4Td9E+xb6fZJ6mJR0oBJXV17S5knaPjtVgMLBarWbtdjvEe4n1arsxOEzXqPKfmMvOzk4wItLgNO7NQiey5rD//DJz+U2hXMySCoL//WD6F1VBrhoVK5lNezr4MejKC0ZvASoM5geUwY8Vzoy94xsBq3jrdlyQe1IhMInFr5+RJYbl5qsipE18D4WhxNlTpFZ62rMvo7jHKZY0eiM9F5SL7vhuNBrnjoZAUShElBbc1+u9cuFHx4Dg8qSwdRZdhYFFosPCwkICXdD+5Q3i6zr3MOG4dx2NTgPwjUYjKBbkkJdv/j6/ZhUSRrbhNVL+x6MqvKfSZcfHrwUQpTd1zMVbZlqGYVxQOTYh+YzjdMGiSWnGxeTacS6uX3B8rwu2UCiE0vF6xnbW+161AMorCD38EaMsLyKNYrABvBsOh+FgNt04mfYsXVC0jVA7OjoK5S9iZ1ekWWpXRXk8Ud+P2PfQOCvYt1kul8NBazHlgvDh/XVDIePhvZeYJa0wjHorjAGl9t8IHuchD72xDmdnZ215eTn1YLWs/ur1sVpvqnTTiO+Pj49Dlqruq8NIjRmw+i7aJ51Daiyw0VyN1XHzPs3TGcermKzFaB9HhdFFJMqUpjSlKU1pShl09bu+pjSlKU1pSv9/T1PlMqUpTWlKU7pymiqXKU1pSlOa0pXTVLlMaUpTmtKUrpymymVKU5rSlKZ05TRVLlOa0pSmNKUrp6lymdKUpjSlKV05TZXLlKY0pSlN6cppqlymNKUpTWlKV05T5TKlKU1pSlO6cpoqlylNaUpTmtKV01S5TGlKU5rSlK6cpsplSlOa0pSmdOU0VS5TmtKUpjSlK6epcpnSlKY0pSldOU2Vy5SmNKUpTenKaapcpjSlKU1pSldOj+2Y44WFhfC3P8Naz5vmSM1yuRzO9OYn6xBNjjLm+Fd/TGnaUZ4cBTsppd33uI6D9fS+973P6vV64IU/HxzimFd/lj3X+vPEOddbPzOzcAS0kj5Tr/XP8Z/7tv2Rrf672N9ZnyllHQUc+4zPdX79wA/8gL3wwgv2hS98IXF0s+e5b2dc38a922Uo7/ydZD7nufai60PvY43v7e2Fz66CP/qMtGOCs+5RuohsiM2zrPbeaNK1USgUbGdnJ/P6x6ZclPz5z/7s+mKxaDMzM+EMdr7zzObMdf+dmQWFFDujPLbI/VnXsX5mtZH2+VUqm7yTs1Ao2KNHj6xcLtvx8bEdHh6m9hfloufda3vw2Qv92FneabzLuzD07PfYd7G/J6G0+7IMj9h1+nmpVLJarXbujHEV3l6BmV2MP3nIt5k1n8fN9atWLBelcfPBf3ZV/MwrC2LPzzPXtG2+y3pGXh7HDKS8FJs3eemxKhe/OBFcMzMzVigUrFw+7V6lUrGlpSV78sknrdFoWLVatfn5eRsMBnZ8fGwHBwe2vr5u3W7X9vb2bHd31/b39+3o6CgMEMJy3ITzFsqk1qU+I639i5Jvd5znplQqlaxQKNjR0VGCF1jbeHlQsVgM3zEuxWIxcY/3aLIWn1o83jPK6nfau+YVHHkMgiyLcJwg88rW7FRBo6Rj7xjzXPJ4JVnvmnc+x4y4NAES63dehZN3nl9GePn70gybLAHO97FxV+Ge5lnnUXRZczWNT3neI/ZdTKbmNUL1d9r98MHzIkaPTbnowKmnUS6XwwucnJxYpVKxJ5980t7//vfbO9/5TqtWqzY7O2uVSiUB8XS7Xet2u7a1tWVf+9rX7N69e7a2thZcZb/QY5PyqiycSYT+ZdqdRIkVi8Vz3ohXLOVy2WZnZwPMMBgMAs9UWPr2J4F5/LVpfL+Il5hGlxFgWR5FTECpEvXXjlMmkwgf37c0CAfDij6xrkajUTAm8s79cVb2JB5pWjt57osJvDxCNG9f+LxeryfWgzci/Djr395YYw2lkTfsMORoM/Y/z9Q5F0NmLuLlozy8EsHgjz3H05sCFoNgjiqXubk5u3nzpr3vfe+zW7duWblctlKpZLOzswHvL5fLdnR0ZHt7e7azs2MzMzNWrVatWq3aSy+9dM6SzHI3YxNX+3dZuugiSGtLaZJ2WSilUimhXIBzBoOBlUqlc5ZKHq8uJlg9LKTX6+dp8RNPWUI/655Y//Lcd5H5MkmfJvWQY/f5fniDoVAo2GAwsMPDw2A46LiMm09Z/JvkvS+6psZZ1Hn7mtUf7ikWi1apVKxer1u5XA7GFqTC3b+LKoJisZgQ1Dq/uc7fjzHgFYoaCZ64lt9Z3mpensTaQP6+qZWLdlyt6pOTk8Qg3b59297//vfbf/gf/of2/PPPJzB+oJpKpRIYu7y8bLdu3bL9/X1bW1uzv/E3/oatrq7ayclJmBze0vHwQNpCicVyLmoNe8orKCfxVvRa3r1UKtnx8XH4vlwuByHUbret1+vZ8fGxnZycnPN0FCpgnNI8mSxLVu/x92EE6HVY39oHb51fxgjII4jSeKt9USGinnLsPfMo6Yt8xvPNTgVBo9GwhYWFoGB6vV6Ajw8ODhLv4/noeTyJMk8zMPK+Q1qbeTzeSdrP8qTb7bZdu3bNKpVKgldeuMbGUj1GPlcDje+9guFe/Q15gR6bk3nnvm8rTVmqkiyVSmEdvqmVi3chfZCYAfgP/oP/wBYXF+3OnTvW6/XCC6rgwzPhZ2ZmxiqVirXbbXvmmWdsd3fXNjY2zg1kXuglNtgeBkmjLKGXZTXmac9T1oIm2UEnf7lctlqtZrOzs1YonGZ/zM3N2dzcnJXLZdvb2wtKSS2wPH2aVGDqmJMdWCqVbDAY2MnJiR0fH+caK//e467POx+y2vD3kdXoFUva79g7pD0rrf/6rOFwGLzQarVq7Xbb5ubmghHBfcfHx+cyB72izTNH8yqNcZ7ROMryXLL6l4diBop6fhBCNk3Qe2WchYKQpKTyT+cN1/l+pj2P/mUp4di4xp7j+4shr97bOHrssJgqFLOkoimXy3b79m2bm5uztbW1wHwGXnFNrN6jo6MQyC+VSrawsGDFYtGOj4+tUqnkEkSTTtK8bUwivK7iPu0Hk0M9PxYO6d6NRiN4LTFBEFMwfoLqpM8r4FUwzs3NWbVatUqlYjMzM3ZwcGAHBwfnJvUkCyPtmlg/J1HeaYRyifVnEg9k3LV4nXiSCrsw/1Eys7OzVi6X7eDgwObm5uzg4CBzzqYptHG8vijMdRnynuBl21IBjIxR+DiPcuH+NG+vXC6Hn5mZmfAOx8fHdnx8PLHh6p8Xg9sg7bufp3yHnE2bE3n4/diVi5klhBkCDLjrne98p3U6HXv55ZftqaeeMrOzyeRdNRbX0dFREEb1ej1oXH5zr1k+OCq2sCZZfOPazfN9nvazFrm65WankxtrdmZmxpaWluzbvu3b7Ld/+7ftzp07trGxce4eFpsX9JMqZy8M1HpuNpu2uLho7XbbKpWKbW9v2+7urh0eHgZLO7ZwxvHnogJQ74kt5phnQvA3qw9pStl/5+/nu1KpZPPz88HDOzw8tMPDwzD31fL2hpjCoaqM0iCcGAQ0js8XWQd57okZA1eloCAPEapCUSUTkx1pRo2fIygVjKlSqWQnJyd2cHBg+/v7wcjLere073RcswL8fmz1e1Uyvu28ivxNoVy0sxpoZHFUq1VrNpuJAVW4R9vAGq9Wq2ZmtrOzE9Kbs54b+3yc0LwIhjypNTLJ93kXXblctkqlYrVazczMnnnmGXv7299ue3t79vrrr9udO3esXq9bqVRKwGl+42QMTvF9jVl0ad4Ce0RarZYtLCzYcDgMXtXs7GxQLn5h+yyeGH6sPMoS7DFe+v7HPtP3jGUW5bkvLwF3LS8vW7VatXK5bP1+33Z2dmxvby/h3XsLWTclK0RGO2an43twcBAUVUyhj+NZ2vtM4i1l3cf1b4RiYd56o1cVtcLyujZYM7H3ifGnUDjNSsN76ff7ViwW7eDgwPr9fuK6tHUT40FaTESvTVMUqlxJ6ondP47eFAF97bBflPfu3bNGo2HLy8t2dHQUBpdrdOIzqEAqx8fH9uDBAzs4OEgMetriULqIFZX3+7zK66oJi5UfeFmv121+ft6++MUvWqfTsZOTk5ASrvdiEcV2y6cJX28MeGHqeaCCT/cp+XZjf8dgiNi9eZRw1sL1Cz6mIPJkveUZb/rnvRas3kqlErKZUB79fj/0D8+G4LKOP8IDpY6xMRgMrNPphPfg2crbN1LYf70pBuemKX3WgX9PlE25XE7IozRDQz0LIMxCoRBg6pOTk8ResxipF8UY8bxYH/UdYn9n8QWaxMt8U3guGjcxSyqY3/md37H3v//99o53vMOef/55m5mZCVpeGa8Kp1qt2mg0sv39ffvqV78aEgGAxrJo0gUyTjjlsV7S2o3dc1FiAqvwLhQKQaiUy2X7nd/5Hev1ejY3NxfcdIj/1UpLew/+J+MMAceYaWKBmSUWA9cWCoVEMoFXYKrUVGgWCslAddZ4jxOWeb6LjWHedOpxFJtDOo5zc3MhC8zMEkYDipagMeNA7IXxwIttNpvWarUSsCfCESUf69s45T3u/S5ybcxAuCif0wSo/sQ84zRvoVqt2tzcXJiHe3t7ifmYBqUxXsDVbAVIK6HE2GJQME4qF30fL4KYXGZ8H6tyYVGALdJpgpNHR0f23HPP2fb2tnU6HXv3u98dsGWCvFjS9XrdqtWqNRoNGwwG9lu/9Vv2r//1v7b19fXEAOlAxkgHPw9cEqNxSuONsu6y2iaGYWa2v78fBPy3fdu3WaVSsQcPHtju7q4tLy/b3Nyc7e7uBuGscAlpzEre0uOnVCpZs9m0hYUFa7fbdnh4aPv7+7axsZHIRNN2FIsmS4z+qsLQDaDEaObn5+3g4MA2NzdDqm2MJ946jUEO/vq85D25mDCJQXN6je+PtgkkMzs7GyxXlIWHbVA2KCEPjaGo+BxFVC6XrV6vB34fHR1F3zUNdkz77jKUV/nnQSXyEEpFPXaVG/6ZzN3Z2Vmbn58PBvDMzIz1+/2Q4q9zj718tI1xhAE2NzcXFIb2y8xCuADDgHVCmrkvy5SHl7HrYmslL70pUpHToIyTkxPb3d21l19+OQzwwsKC1Wo1m5+fPwen9ft9W19ft5dfftleeOEFe+WVVxIprOOEh5+ULFKY61N5/f15KQ/k4j/LM6hZ1xA4PD4+tna7HTaFdTodOzo6spOTE3viiSesUqkEi1WzYsjC816H9ll/D4fDYGFXKhVrtVp2cHBg5XLZdnd3E2Oi7WmChkI6MeXF+NTrdWu1WtZoNKzT6Viv1wv7EtIMhJglnHcBpY23Vyx5KCYY0+YjpJtelUf8kIqsigMFA6aP0NQ2UTa6oTYWq9T3vagSyePZZz0r69kx5Z01Zmlt+Oti3kZaX5jD8BDoUtvRzd2MhxoLPq7jn0EyDoYC2zDweGLxyYsqinH8idFj9Vz0JVXTanplv9+3O3fu2Pb2tvX7fXvPe95jTz31VLCwGYSNjQ1bXV21l156yX7913/dtra2rNvtZk7eNItbLToyqk5OToIFzfUXgVJi75+XVxedDGC5eC5LS0t2eHhovV7P1tbWrFKp2OzsrL3tbW+zvb0963Q6dnx8HCxhXG4UUix7SAW+5yPWHIoa2EAnu3o7KugUwvHPwtqr1+vWbDatXq/b4eFhWMxpiynNc/F/6z3+fdPGZhIFk2ZVxgSZvycWO4NXamXzeaVSsbm5OZuZmQnjp8JLM6EUcpmbmzv3jmnvfhU0jvcxBRMTluMgoTzjk2ZI+nvTCuKq8Mf71z57iFgVO2Pp+6o88NmyWo1B6//5vsW86az39+/+7wQsxgLgB4sXAYVAx+X7l//yX9pv/MZvhD0ZpBkfHh7a9vZ22BOBdaZlYmLVe2P9MTsd5FarZfV63RYXF204HNrBwYHt7OzY1tZWZpDNLBn/uQor4TL360SsVqu2tLRkCwsLtrW1ZZ1Ox1ZXV+2ZZ56xJ554wk5OTuy1116z4XAYNlOihPb394PA13eLQUr6TDNLKCXceQL2Cj+gBFEqakn7uJzZ6TgBheqRDBqw9oKf/k0qLMdZvqpUfB22vOOU9x4fPykWiwFCiWXKVSoVm5+ft1qtZjs7OwkhhnBDmGH5VioVOz4+TsRb/FweJ8AvS7GxiBkK+ntSyoJ+vMHAPCXYzjU63hpv03GqVCqhziFwI7AvYYFSqRT2IKnSSDM0fEAfb5PPaFeTB9LkUZYnFlNuV+65bG9v2//xf/wf9m//7b+1zc1NMzO7du2afeADH7APf/jD1mw2J2kuSrrAVOEcHx8HqKZUKtnR0VE4T4BFgJvplRVtKWUJEE1nnp+ft6Ojo5AWi2WYNZn1u1ja7EUW4TiLYdz7Eacys6BgZmZm7NGjR7a/v2/379+3ubm5EN9iV/JoNAqKQfuftqi5ht+xPHm8QRam9rlQKARheHJyErLXfFAfL4nsGhaiLrg0i9LzNGsxZd2bRn5+xHgUay+Np17woQR0/4rCKpCHZvBENDMJ5aJeixpZuh8Gnsdokjl9FR77ZT2mcff675nLug7MkpsOPezFOA0Gg0QWmcYLud5vaPalYWLeMW2oJ5p2D31UIy3L07uoslbKrVy+9KUv2Q/+4A9asVi097znPbaysmJmpwrnv//v/3v7xV/8Rfv0pz9tzz77bO6Hj1t0qiB04TGQuivZ48dmyUWeF6ZSKIfFOBqNEjAR1kDMRdf30MAq/U4LjuahtAWV590Gg0HwAvf29qzRaNjNmzft8PDQut2udTqdUFuMXdy47ZoWOW7MYha89hOowFtl6sHOzs5arVZLWF7+egSdL8yI4BxnAHieTjpP/Pt6A2LcDv00PsY8Xtpmnisc4v9WxaB/8wPvgRRpVyFIbU+htssInCz++jnCZ2kek96XtgaVPNSZ1b/Y51nZf3yn3gjP1NiVV/z+vRgbn82p1/q5ptCnWdKw0nuuwqOED2l7Y2KUW7n83M/9nP2xP/bH7Ed/9EcTWK3ZqefwyU9+0n72Z3/W/uf/+X/O1Z5awDHrFfL4PruP+R/m+Z3kek9M4zMo/jO1AIGAVIhphdQ0zY8lODc3Z/Pz89ZqtYILvLW1FVzhLJpkUuS59ujoyLrdrh0cHNiXvvQle/bZZ+1bv/Vb7caNG9btdm1zc9NmZ2dtcXHR5ufnbXV1NWykI6sF8pkzMaPA7CxgaWYJnqqA0/vV0iZbCe8mNobAN4yLmQVjwNdoSiPvuVyFAEW5xBRGTHn4+5W8klLBX6lUrFKpWLFYtL29vbCW/NjA18FgELw8hS75fm5uzmq1ms3Nzdn+/r4dHh6amYUkDw0+p737OD5meXSx78cpDy9sPel3WWMb+16NxKxxYr4VCoWAoKAwzCwRaI/xh2s1zsucVrjX91EzAnmO9z7HKe5xvNA5ze9x2zmg3MrlhRdesF/6pV86p1jMToXBf/lf/pf2wQ9+MG9zCUrThn7CxiZa1kT3eyfMLOHtxMgLL585k5bj7p9NllS9XrdGo2HD4TBAU3t7e2OVS17FkteTOTo6snK5HGC+Tqdjv/3bv23ve9/77Mknn7SVlRWr1Wr2wgsv2ObmZsI75L3SxiH2/gqlqEcILMbiQYCh1DVDzY+dH29VLjzP7Hxp8yxSz2VSryXt+3GlX2KfewWkwl89ePXQKpWKVavV4A1qYF+V+cnJSSgNg5BSK1e9Q7zG+fl56/f7wZNMq0WW57PL0FVa3pNcm2YwaZ+8AMf4Rcaoh6i8jikW7lfFxH1KOgf0OrMkzObfQb1frn2jKbdyqVQq1ul0QlkVT71eLzNtMY10YY+zLJSy3GYdfIQ8A0CNKi0O58kPoMJbWcol5uZiXTLhNFtnUsqzyNK8KSzPYrFotVotVC9461vfGjbQzczMhAy9QqGQUC683zhLW5/t8/jxBNX190qLhaYYf8ygYWyw9Oivlt6YVCilCctJKeahjGsr5tGgKMzOMH1VDOxZ4TP1uj1kwv4kHYuYwNREGFJcdc7mVcBfbwWTpbwv0xdv0Hjlr4oB5aCHsamSjykkPkP+6ZzXcYwpC4VF88jQGG/8u/J5HgN6HOWWct/8zd9sP/mTP2lf/vKXzy2YL37xi/aTP/mT9u3f/u15mzunxWMdVsb7z/zi0L91QJeWluyJJ56wt771rfaWt7zFlpaWQt2stIWvSQBqHXhIIXYvxMIneM3k8Ni4pywo56KQDULj8PDQ7ty5Y/Pz8zY/P2+j0ci+8IUv2N27d4M3xQ9elm5WTfMuvTD1P+zUJ4ZFauzs7Oy5a8vlcsjOI0PNGy08C49yYWHBWq2W1Wo1Ozo6isKOkwj5yyxQPIy8ikSFlT6b9G02oDYajcT8A3blR2Mm6t1gMLAB9vDwMCgmFSIYASTHKP7P75hRdNE5eRlK85YnWTd+nLOQE7Pzlj9GDcajQo+61jEwVVlrm97TNLOEgif24j1iHRfv7U9CMfQnJld17PM+I7fn8hf/4l+0H//xH7fv+77vs3L59BAiM7Nut2snJyf2oQ99yP7iX/yLeZs7RzHtDKV5KTGPRdvzSghrmUWqRTL989TTYPD29vYSi9e7xx6y0cAcEy02mP690vgz7rM0ZWuWLLHz8OHDAKmMRiN79OiR7e7u2mAwCBsce71eovyK8jStWmva2HE9QlBLwAPb4IWw0EajUdgAqwF7MwvpxqR4onz0HBWeHQtCpll4Ma8s7T2zrESfSJJHAOs1xeJp2jj7d/r9fuCTKhH1ZhA0Ou+VZ3y/v7+f4JsKJwTk3t5eiOnU63Xr9XrnElliXs+kNImlrTyfZI3kaTfWTta4M/+Ad0FBuIa/gcYwBDQ26LNYFVlQBRYzZhlv1pFmRvJ3WrkZfZ5fF2k81nFSOTKOciuXhYUF+8xnPmMvvfSS/dt/+29te3vbzE7TWt///vfb2972trxNZVLahPMvPM5agZTRKvBjUEtsgmBxaP/yTGIPUaRhqBelLMUSI/We1CNglz4bJ0ejUaLMS0yQ8DsPVAH/URKaaukXjsIACjv4DBgUEUIyzb33fR5HaYZG7P3HtXNRYt6oVUwCCcpDeaGKGSvYZxqlHV6m/PeZlwoFq9LPG8ua5H0n5VfeuZeFDuShWMaf8o45aGZhqwRryCcYqVGQtXb1XoXV/PWTyBNvDHkvzCdN6T2+fzFDPo0m3kT57LPPhnRjdsVfu3Zt0mYC+ZeOads08p6O3qeCjYWDcCNrZn9/P4HRe4u3UCiEmmW9Xi+xMU+fp/3RzxGougcj7d2yFlmWRzJukalbq9bRwcFBsIQJ9mq8g3v1XVRRKM/8//pcdveXSqeVd6vVaji/gkWisQSeqSnLiivzfDKb6vV6qCF2eHgYhUvHCTD/DmkKJg1G8fekJRTo/M7qD/Ch7qj3mUM8VwVEzHAikQSPE6iTUjwYHdR9o5z/aJQ8L4m2s04ETaNxyvkiCiat/azPJnl2zNPVua+JPlQRL5VKAZLVunnF4tl+LOW5rpWsYL9HSjA+8Dw9DBtLRc6a47G9aLHrJqXcZvRP//RPh797vZ796I/+qH3wgx+07/u+77Pf9/t+n/3ET/xEtKjhG0F+YGIMADJgF7jCMfx40rawCjWorZODAYt5UGpdVyoVazQaNjc3FzDtNIV2VRTjh04Y9ttQUO/w8DD07eDgIPyvfGBhscMepcn3fk+LQgNHR0e2v78fspVqtVoiqM+z8BC1KoCm1qrFxXk0ZEspBAb5dGS13L1h4v/O+j5Gae36a7La4nPNTlRsXRU8qe1YzLE9SGYWEjjgLcqdOADtMZZUouj3+4nzc+hHzLsfx5+YAZj2/UUpZhDk6d+4fuuPTzFH0Gt6uBqzKtx1HwsQp3qLfI83FMtMRQ75dGV9/yxFOYnHpvNM55fyYhzlVi7/+B//4/D3z//8z9tXv/pV+9SnPmWf/exn7ROf+IR94QtfsP/pf/qf8jY3li4y4WKCRIPUXsHEXFT/bBYxOKvWCTJLt5oUViCIbZY8K34cxOa/j1nk+nceyM4rDQ3W609ssaJYCJ7rbu80HjIRB4NBqGhNsFIDlsovzXzysSuexeJKS7Dwgj6PIh9nweZVOuMC+uMIYaVZYTp/dOHzHJSwCiR4jyLmR4PQKGOsb025Z5x0DC4itNUQu0ojahzl8WjyWubwMqZYFL5KM7YYR91AbJb0clFCaUk/eJPeS/UGlf7t5/yk/B+3lrIoNyymjf3f//f/bf/tf/vf2r/37/17Zmb2nve8x97+9rfbj//4j9uf+3N/buLOT3ptHpiD33qaHu4pEFnWBiVdoLi6mtacNUmZeAy+WhixRefvj7UX+zv2fxYvzJKHq7FgYtBRLDtkZmbGWq2WXb9+3XZ3d63T6Yw9dRHFgleke13gpe4nIsMOT08tNF1wur/F79eIBfa9wtT/Y9/pu+dVRupZxe4ZB4sxDho/8YqG56rl67OMdE/XYDAIhgBERpgGgJnftVotHFbF/NANxGl8GDcv88K+2mYa5VEI49ZTHrkTU4g6tt5roV3mu641xtUXA2UsURyMnYfOuF4VkEKlzH2vBLlvEl5lGWLMtzyeS27loh3o9/v2Dd/wDYnvv+EbviEE+fO25xd4XkpbmHynfT06OgoxhZOTk2CJHR8f2/r6+rm0VWWsuqjAN/Pz89btdsNgxgQWmxWZRFRT1vLYaR7CG0XqpfhsLy9MPeQHXs8Ph4vVarUAp1H3zVtO6hVx//HxsdVqtQAXqoInBZcd+sfHx4m4FYuQwqWzs7N2eHiYUChaQcHPFa/Msyy6rLHJ8nJiym3cs+BXoVBIQGI+mK7jglJBCVP5GNgFSFKhrVi1XIywg4MDazabtri4mMiM1H0vl6HLxFZUSF8VpbXlDTE/V3SOqxeBjICXx8fHieOjMZrUY9e2mNv0LRb7VEWv3ose8BZ7l6z3Z04xv0B5/LMnpQulLn3DN3yDPf/884nPvvzlL18qsO8ppk2zKM1VQ0BpWitnmwBXxawatUAUc0zLyOFexVdVKI5zeR8XeTjNLyTv5WiAHrgFDwJl6RWXQoueP8RMfL4/Fp5vF2GHMCWewI+vSBxz67Vvacpn3L0XpTxWpGYCeUFidmY9YwnDRxQAGytR7hhW8Fj7oXMSQ8tvouQ6PfXyIsZgjLeXpTd6HWX1WT1N9TAVBuY6NVR9CX71QvU5aUkhmlWpcNxFeMrzPTSXpVTyZgzm9lyOjo7sP//P/3MzM3v06JH9N//Nf2O//Mu/bGZmzz33nP3Mz/yMfd/3fV/e5hKU5S5nWYh5SGEZrEIzC0FNAthemMJwzfpgQfNDEUoPb+niJAiq6Z2TKpe8EI6Sbz8rrTGN/HfKS96xXq+HA8c048wLZj2FD/6R8eX3WSgkxHMV22ahUrWaa8ySm9g8f2KwVEyZ+nuU/H0xisFief5XRY+C1diUjy/5GIkGhJmbbIj19a408485gXJBqeGNKqTjvdO8lLVm/Xd5IeFxz8sDGedtMw1pUGNAlQswsDeodIyYqz64b3be64d8uj4/sWSDGHlPTBMKvFyib0rqLY+j3MrlR37kRxL/X79+Pfz94osv2nd+53eeuyYPpWGDeSdc2vVK7Eze398Plna1Wk2c1UKmm7caNB305OTE9vb2rNvtBiXlhVKpVAqQmO6CjnkG+lnWpLiIgIs9I7aPJMZzrvWTmkVzdHQUUrSPjo6s2WwGPvo0Ru9mA8uRRddqtULxxcPDwwBnkc2H1wO/S6VS8Hb4u1AoWL/fD4tUM/xicEqaIvE8u4hlrfDCOFgsS+GgLPRcFeaTZh1SC8zsrLQ+qfMYA2TdYS1r/IYgvWafmVk4xx3vxacjX8RCnuTzPHQZAy3P9TqWnrylr4YAiSvdbjexERlIrFg83SS7v78fDC9NAtC5q0Kc/qP8VdBrTbO0AD8ZgTo3WUPNZjNhqPT7/XA2VtoJvOMot3L50R/90dTvfviHfzj3A6E88IBeF7PYY5PFCwxdjFT5ZeGyR6LX61mn0wn3MVgIOsrFHB4eZqYy8/y5uTmr1+uJdE+Pb45TqnkGMcvy8gIsxk/fRtri438tgIgiZSf58fGx7e7uRscCgQ+UhqBCOCLAgBK0WCaWle6FIdZjdrrQKpVKODvcC4Q0T8V/l0ep5+F9GqQxiWLxWLsKFb4HnmS+qVBR75s9Lb6WHoKL8SkUCiH5Bc9UkwPUo0qz4q9CMaehFWnX6/umfZ/2P5+lPU+TGvw96vn5ADsw5P7+vvX7/XMJKZohyfORN1qF3BuG+sP6IY6a5i3HxojrqNJBOSiqNmBk8B661iYZn8d6EmUe0peZxI3VexFuegY81gMn9HEkMu0rJKaxGdxfDczzLLMzbLparQYvCdybdi/6PjHK8vCUPDYbE7JplrwqXXX3i8ViqJ7Lpjy1ammPxaLpmCxCFLVCbrqoY0FsX0iRQDWbKWPKOwZ/ef7FFE2WAEu7Nq+VnibsFHtX0sV9cnIS5pRmDPl3U56qQPRpxarEtSyS39ga80wnoTRDMG18/L15ja43gjycpHMSuaCBegwxhYQV3sWT0H4rrKs8B27T+xkv7U9WTIzrmEccygcKgWelJ2ayFi8ipx6bckmbmP5zFXppmGJsgSuhXHzaLBlJg8HANjY2Eq6i2SlzgRQoNUKsACiH52vKJjWhGo1GKN+BRRI7cjn2HkqX9WaYdN6yjT2D77MEcq/Xs36/b81m09rtdnDJ19bWwkIqFovBWzE7K49hZsHSPjo6CnEXIDEVglzvocRYejebQmOUpki0Tc0081a7WTK7Kmu+FQqFhLV3UUIpaKxQ90gMBoNQVBR++7Ru3gmvkLI/7FcyOzM6FPoYjUZBUTPfgctiCTBpfI7NQ88XjfuM4yufZ1njV6lYNAaiHqSZJWAsDB5SvoFoj4+Pg+dCZXSMWq0zCOSL8cb7qOFVKp2evktGYLlcTngt6l2kxV/4vFgshiPcaY82T05OrNfr2dbWVthgrWEBjamOozeF55JmMcYm0jirMk1wnpyclpJXaAtIodls2sLCgnW73VBufjQ6xUIpzIlQ0+fgQjLJtAoyeDlnm2u1gCxYIe0d9Pusa7jO88TjrRexALmXisXwElis2WyGnfhqRSEI4ZWmD+/v74fDqBCAwJea/owgRRGwOBG+WnaDe9KEHYvaW/LEyzSZI02hZI2RLvY0CzL2GT8YQroRj/mmyprFD180mE/FaU1lZk6bJUvM8D9zRLPLmNca2M/ihfbXCzXuV4hIxzg2/9VDyuPdvJGkRq5mkbLeR6Oz4yRY7/1+36rVaqIyB7LHoyH+fWgX3gAr8yz1KlRBq7evbaJYKpWKtdvthGIhnfn4+Ni2t7fDqbU+AYh28tBjUy5Zms+79/76mCU6ri1gBBaO2RmERY0qgv5MIIQa1+tmPe5Xiw+4TDN3dNBUEV2WJnVVveVFG1ntp32ue4dICyYouLOzE3iNsNJEAM1AQpAicFisHh4zOztlT1OVSZ9VIaXeTxZ/1KrX0vV4mgcHB+eg0ixe+UWcl89p7amCMjvbsIfAR3j5NGOsYGKCCtWYWfAGEVR6CBgKWxUjHrmPF+h7pUFk+r2mkGsMAl7zLllwWEyRjUMtLkMxIaryROOyqiT03TTYjhxhnHROx97bw2KaherhSb1HDRXly3B4tikZyF5LC5H4pKV/vNKbxCO/kHIZDAa2trYW8riVnn766YnbUyagobXchAqOmGWkbWS5zP1+3/r9fsjmYgNfuXx6hMDe3l6IH/A8LGauw33EKgT31tRRrfpbLpdDYI+DyiYZoLQFpXBhnvtiFkjWM9OoUDgN/O7t7YVKygTZl5aWQmIEZdvNkvXFODeGhUPfEIa6EU0TB4rFojWbzZBEMD8/b4VCwbrdrpXL5TBOqsTV06TvKrgRsLdu3bJGo2G1Ws3a7badnJzY+vq6vfTSSyFJQPfbxHik8y/LgEj7XD0p5iz/c3Qz/UWhaCVeFd6aOEH2GHzFeqXaAnzGQOA+3S/EZ7SfJtj8e+p71Ov1sHF2fn4+kdSxs7NjOzs7iYzNrHbzepFXQTquQE5myQxUFLCmhmvCj2b34YEyjoyHyj6UEIYTz0b+AKvRN5STxnE0c0zHoVqtBrhej10wOz1qYW9vL7yTZhXGeDCOJlYun/vc5+ynf/qnrdPpnBuEQqFwbnNlGmW5umhWTRVGQKvn4dvLIixuYBezM+sOiADsnx31HElMauFgMEgoF/1hYIGJyKwys4RioShkGtznFUbadao009rxn/v0Ys+fcZY+kxgsudPpWK/XC4IZaHE4HAarH94cHByE0v6anqleCBMfpY3QVEtrdnbWWq1WUC69Xi8RP2DPUsxTU76Vy2VbXl62paUlW1lZsfn5+VA3rdvt2u7ubmKBqkXo+evncey62P9pxoFCG2yOBNrkiAEqHSt8x/cLCwuJvUgai6GtYrEYDCqeqZmQKuipR3ZwcBBS7NXQi80fhWXm5+dteXk5xCQQanj1VGNWfqTxK+tZeSgv6uHXtycUBvAR/CVDlDFRRazbF+r1uu3t7YXsVYxZjBO8fDNLlAPyB4jhxaonnsYbYHtgTn6rN6xFaz3PeO+8NLFy+fjHP24f+tCH7Hu+53usUqlMenuC0gSp4se6g5hrUTB5Jp62i8AH0mFBmiVPjiQzA0Zq2ieWB4OsWCv3szeBoCgWptYcivUvTcGkEf33kEcar5X8Ip6UUL79fj9RDqbRaITPEFxcz+mWLDx4yfgSFFXljbWMUOMAK12oPpiZx2uo1WrWarVsYWHB5ufnrdFohIrBq6urtre3d6Hy8v45FyV9f4wfnXNmyTFVeLFer1u32zWzZBFMlAxrBEGIBa0wDGNAfIvnK9zr+RNbh/SHCtasEYVC01Jpx/HnjfRY/LNinqrCsMC9zGcUAtdqYgDjyo968Z70O0V0+I72PbEWdLwVttNNnxiMmimoz+f3pPyeWLlsbW3Zxz/+8dR9HpNSGlar2lZjGcBMWXh4GkSGRdDv9213d9euX78elAvWMbWs1MLVgDILjBP6sPjK5bI1m83wMxgMAsSmCi0tW2ycFQthSeMic368mQUrShUvbSiMNo5vsf/VvSbWgfeCtzE/Px+gFjLKeBYKGgWDBT0/P287OzshrZnjfDVdEnceK3pxcTEIP63gq3CO779/92vXrtny8nLImGFf0szMjL3++ut2//596/f7gb9ZfPOLXIXJOIGp467jpJlIBN2pZqBBWBQzQgGPDO+b9hTSxbvThBONvRQKBatWqwF6U6OJv32KbWyekiW1vLxs8/PzQfCSdWlmASkgwyor/hCbr5MKvEkVv3ov6sXyjsgUeIwi1lRxvEtfesdDXupJ6LPwWhV6QzF7j9rzCiWo8RrkqVbB6Ha7QcH4zMiYYsnD9wsdFra7u3tldcRi7i8Wf6FQsOvXr4dihtVq1fr9vu3v7wcloymuMejHM3p/f992dnasUqnYysqKtVqtkDFGPKDZbAbBpScd4rrXajVbWVkJMBcL9fr16+G8c+I2WGSaZpjFB/rsIQIm2Pz8vDWbzYCZqjW5vr5u29vb1ul0EtAbQirNe0kjhS61L3hj8PLGjRs2NzcX9rwcHx/b3t6e7ezsWK/XC/tiuB/XezgcWrPZtK2trcDXubm5UNASbwcYgew0kgewyvr9flg0aZOefrPB9fbt22HjWLvdDhtqv/zlL9vrr79uvV4vkUE1btx0AaqQ9cojzYDwChGhwPwplUrWarXswYMHifI3KG6MvWKxGLwEBBrn4zAnMHaoqIDy4l1RNBq0BlJDsQFVKx+8oNOUfI3/IHwPDw9tbW0tpL2qMM2rBN5ID8b3Qb0LXdMKi5HmWyqVrNvtBnmkEKsm/PAZcKR63ycnJ9bpdAJPGHOtUIEhqXtSNPGFsSuXy4kNzBpHMzvbXkCck/dVuTGpYp5YufzMz/yMffKTn7Qf+qEfsieffPLcwF7Eo4lNpsFgEILGbPLRDBgGhR3ILOhxWUJAU3g/MFitMtx9rWKqWCf9xZIcDofB6iZZAOuetnTweecsUiGj0AjVgLE69bAsz9PY78uSTjTGiDRjvD+Efb1eDwFjhVvMznY/w18sP313eIYVbJZMmaU/jL2HC7SvXF+tVm1paSnsSiaIbWZ2cHAQElWAg9IMFe1nFqVdkwYJ8970WdOq8TzUe0XgaXoqcKNZcs8Wc1ETH3i2ZoQhONUwoi2FVFSheF7rRmKsZl1HlEfp9XoJgZbGsywlMqnQm4TSYgz6TIVlvReifVZhTuA/LbNQIUq9H94rjKl7XWKBeBSRQmH8b3YGcRNXzkN5EoRyKZd3vetd5zyAf/SP/lH02kkD+rHPzU4HrN/vJ1xEPVcczd/r9czMEmXXvbZVYYO7itXNxKeMCVg7Xov/USimVquF/oEr62FMWPDeos2yzhRioO8IajY+aVHM+fl5Gw6HYX+Jnh7o2/XZU3kpprgQ/EBjeBK8PzAhFi4K0gdu4T181WoKWNfU1cJ6UxjIzIKQ1MUbo1KpZPV63VZWVhKZS7Ozs+FUzo2NjUQwNgZhep54CHLS+IFvA8FRKJzt3wHWmp+fDwkp+q5stqNvGpNS61kVsyoN5R/vrRtaWVM+nuD5we9arRaqXwBvap0+3U+hAi2v8fX1oEm9J3ingtzsTFHoPqVC4azcjipzD0Hxt3ojqtB1LaqXq+2g8BQKo5+sNeSH9sd7alnQcIxyKZdPfOITVz7YfuDSrBVS4zY3N+3mzZsBv0XRtFqt4OHgxZA+apZUYiyao6OjkBGkwcp6vZ4InuHJ6MDjzu/v74eUPjwXXE2gGoSjT63O4qUfxHK5bDdu3LB2ux3gDj6vVqt2eHhoW1tb9uDBA1tdXY1OUN7dGwjjxmYcFDQcDm13d9fW1tYC1s+O/dXVVdve3g4QHnuJqGygufpsXNQUbvpL0gDKnLYajUaI+zBHDg8Pzx3mxkIZjUZ269Yte+KJJ2x5eTkobQT25uambW9vh020vJ+3ytUwSIsNXES56PUqbHUfy8nJiS0uLlq32w3zCgNG793f3z+XrIKHRrFRjc/Rb+CSVqsV3oOAtabca1CZe9XDmZmZscXFxQBzYhhhGGxsbAS4VEsJxXjtefT18l48FKoCV41V+o1nqDGN+fn5kDHqs8fUu9BsL72G8IBZEqJSr5FsWjUUdC8M6wqDHIQGOjo6sk6nkzDkeC+z84cLXrly+d7v/d5zn7EL2OwUr6vX67ke6CmG6+t3mrFF4Pfk5CQIWyYsaaikSxJA9wtdBa8vNYKH0G63QxqsTiQWoLq7PJu4EN4MSklxaX12GoylhCBdXFy0ZrOZgAbps8ZZsqy+mMK5CrxaPYzd3d0ABywsLNja2lpw04FHzCyxgDykAFSFl0Ps6ujoKFjvjUYjKCg9IMvMzlltWHKzs7O2tLQUxocAM/Npb2/Per1e8IK4N42H4wyESVI2Y/d7Q4BFrtAt32k/vffG3GQuDYfDoERqtVpilznWLTAliqdWq4U4J+1hKCmf8JhQYljKQLf0j1ilT6HNyxuzr69n4yGwmNem/VKlTpwVPiO49bfKKA9N8pmZJbxGv+mY9jwECfSM14jioU9aoNK/Z0xe+PmWRRMfFvbgwQP78Ic/bM8991z47O/9vb9n3/3d320PHjyYtLkEpQlAGN3pdGxra8u2trbs+Pg4TFzKtywuLtrCwoItLS0FizlWWkGtT2WUKhfNaNHJoANkZonBpAic1hmCGPg8WKWZhXdrt9shSQALEKWKR4fFzbt5LyXG13Hj4H+nuesEfFEuZIi12+3gERIbUkgG3quVXiwWg4WNR0G8DWsZPrOIdeMfbfj3Jx222WwG5cL4AE90u91QIl09s9g7j6PYPqw8NM7bZP5hHXvIju8qlUpi7FAu1Wo1ATFz0BrrAx4rNk+KOYpY14DZeQWse5JoC55DWuFhnJf8OEllT5qxoLEOlKQqal0nKsA1eYFnYYh55WJ2frc+yl2rBDBmOt7IJpSLJhIoBK3FYvX9dTMtn+WliQP6n/jEJ+zpp5+2D3zgA+GzD3/4w/biiy/axz/+cfubf/Nv5monzYL3hECCgd1uN8RLbt26ZUtLS3b9+vWQNskuU7J/NjY2zgWrWEgwGkgH2AwBQyC62Wxaq9UKiwwhj8VuZomkAwKauKRACnyX9v5awwyIqd1uBysQD2A4PK24evfuXdva2grxJt2bELOwszLpssZpXGwMj7Ldbtvi4mJItHjb295mOzs7tru7GxTt4eFhSNKA3wgqlBCW82AwsEajYWZmm5ubCcGmgkkXI7wiLkOc5datW2Hsbty4EcbQzOwrX/mK3b9/31ZXVxM7+z0c4IV9Gk/8uOYlHwvBe9C2vHAhNZmMLDMLxQcRIB4iUUiLtrGIEVBagFQhTA1Y1+t16/f7QWHB34WFhWAEABcjXEk7JutTYdyYp6ioRoy/b6QHo8olBrNr4gU/qhyQMcRBSXphk6X2naKU6u3olgI18BgLsv7MzipbQJyT1O/3E8k/PIM2vAL13ovZWemlSWli5fL5z3/ennvuuXBAkZnZ8vKy/aW/9Jfs27/92yfuAJQmxPR7M0tYluvr67a/v2/7+/u2sLBglUrFrl27FiY/qZZY1KRYAgugQMB+weoJxrMg1Rqmsqye1aJWAC4/6ZZMIrwZLUSnwovnYLGTwkkWmgqFra0tW19ft52dnUThQs8rJW8pTUp+cemP1rnSMvp4GIybWl5YUggcTanUwpdatE8XhGbL8H7EFjTo32q1rNlsBs8FQ4FU516vZw8fPrSNjY1EyRrl46Q8S8sA8hh+2ne+LZSk9ov9V/BAoTKtkabQiSbHmFkijuKFl8Zi/HOxjNm1zxgBC5MtydwdDodWq9Xs4ODAtre3wzyJlY/yz4Q3V6VEYkZdluzx46NzgnXL+teEIjNLxFkZC523ym9VJn4s1GtROFkhTYxSr4wwRHTjN56pPo939OtcjUhdf3loYuUyGo0SuDTEHpFJSQfWv1DMylcvhiA+HkahUAhQCvg8AkuxUBYI3+Gim1lYODwD64oFROaSBul1oL0FwKCQFcWC9Cl/4NWUIAEGw/oDhtvb27Otra0gDDWdNCuO4yfRZRarf5YKMeYAlhIKt9PphMWhkx1MmP0sCjNg4emOfu2/LkxVLlhq1JHDq4SnKLadnR3b2tqytbW1ENTUNE/l0yT8yhvQz3ONGi8qMFAUajFj8WpWEEKLuanv4qtXQ/wPf33KMuNHcgZjrpYxxhSeNmuKckoomMtQ3jGJXTfOmPUUWzM+BVgLpqoXiAJgjfB8VTAeeuNZfiw8zIZ80THESFYo3meL+XRm/55p7ztJxunEyuVDH/qQ/dRP/ZT9+T//5+3WrVs2HA7t5Zdftk996lP2+3//75+0OTOzqNDTl/T/I+S1pAhJBYuLi/aBD3wgBOXNThXGwsJCwlpC4BcKhTDZOZ8E5dPr9QIEp3AJg0r7xWIxZFno7nKuJX4zMzNjt27dstXVVdvd3U3AdDMzM7a8vGyNRsMWFxdD3AiL2+xUsbz00kv22muvhXLr3I+wiQlDtXzUKvI8zhofb+nRfqlUCnxF+OB5HR4eBpxfy+1ogBcYizZYfMPhMAT0KU6pzyeuwFwgrjI7O2tPPfVUEHzLy8u2sLBgjUbDbt68aeVyOVQVuHv3rn3ta1+ze/fuhWrYKKs0BZxl/Og1WQpmHL/xzv3cRyhgYJmdld73uLsKJ8YBTxFh5rMqfcYR8wWITTORqtWqLSws2M7OThh3YpWlUsmazWbwZODFwcFBKFK5t7cXkmg8P7IEXBpdxFhKkzWTtK9lnVgLzG9f4gZUA2QDOUPWnm4I55m6nnUvEogFfVclxGcKOYLWAInpHFfllDX3VQnlSViZWLn8hb/wF+xHfuRH7A//4T+cGJxv+ZZvsb/8l/9y7nbGuade+MW+U6tMF93v/d7vBasfa0pT9hhItcSUmSQLkIWk5cDxIDSTg/5oBhMl50ul01317KLGyqzVara+vh7abDQatrKyYo1GI7FREnjv0aNHtra2Zq+99pp1u91g9anbmrXAvOUPjVtQMZ4r6TiQHUcgU3mIh8kiUzwXz8VDBryXWmcsDISSnsZIXbLr16+HdOVWq2Xtdttu3ryZyNi5d++ePXjwwNbW1hK719WyTONnFt7vhVRe+CvGT+As2kU5w0M9wwZ+q3ejG/WYdzwfa1qFhFrbjCGeC3PbzMI4NhqNUCSzUCgEBTY3N2crKyshzjY/P2+vvfZa4DUFG9ME+jilnsa3y1Ds/jxjpftLkD+qpKlorXEU5BXjA6nhp96FWfIEVuQX/fNQrve+VS7hyeh8VGRG+3AZdMPsAsplcXHR/s7f+Tv2wgsv2Ouvv26lUslu375tzzzzzIU6EBN4eUkZpCc9Pnz4MOy3aLVaiSqgDLDGKhgM3Q3N4OPWwnxdrGpV6EBXKpUA82icgeeMRsly/XNzcyHbDWuPSUCa7Nramt2/fz94PGqVpPHUfzZusqQtdo/FequcCcomTiwwrQtHarbCqh5P1n7gqaBcvEemqZhmFhYp7QABsG9jYWEhWOrD4dA2NjZsc3PTdnd3E6XNYzAR75h3sV00DRk+c38M5lQMnf4i4DQz0isjeIP3nSbUPaSjXhLxAzygSqVizWYzzGOgTuIxZmeZc51Ox3Z2dhIHwU3qnVwWzr1q8oaVWXLPCkiGD4gznxlHs/Nr1nsjjLuOecwQ1zHE21RITJ8Tg/TyvnceutB5LqPRKNSiKRQKqcfLXoTGeS8838M+QFsIbUrrs+eCvH61iDX1lM16MzMz1mw2w0KiVAUubavVCtfTF7UGNVagmToIDRV4rVYr1H9qtVq2uLgYFj+JBnt7e/bKK6/YvXv3QgBfrY80b8QLY7//4bJjpM9BYbDLl8w1UojNLATQh8PTygtLS0sh8L+7uxsWnBYHVSWm7wTkQCKBQgYIWNqgbhxeTL/ft52dHbt7966tra2FIwJ04caEWOz/LA/mIsaSCg6tFqyWMPMSxU1/+/1+KMKpwVezM5jNx2qU1DMsFArB4taillqCh+deu3YtMdeJcTE2tLe1tRX2Y6XFepR3aWs97bo3mtI8dwxaxgmIDKWhWZLAvry/evZq/PFeMzMzAQkgGG9mifmR1VczS+wF0/iY7s4ntBBL4oD8WOWZ3xMrl7t379oP/uAP2uuvv574/D3veY/98i//si0sLEzapJllx12UxuGBCPjd3V07PDy0Wq0WhF+r1Ursl5ibm0scYHV4eGh7e3u2tLQULD5VFN1u127cuJGwCmKEAFCXlAHHivD7CwjcE2zudru2ublpa2trdu/evbAodfNaTMD538rfSV3dPBOINofDYSJ7TQ/sKhZPzw4ZjUbBo+NehQWID5BxpBtQVfCpYCLYb3a261nhzna7HaBFygWx8ZSEiDRrPi8M4+dkTAhl3a//o2BVaFGwE48CnlMZnIzIVqsVeIHiZpc31qla0uoxYh2rNxmLAWAcqUWsnurS0pK1Wi3rdDrBw3n11Vet0+mEjE0o5n3HjAkdb+VbXs/H3zMJ+b7F1pc/RoNYMAoB2Jv7NQOSRB/1KuELcZlKpRIOWKMfCpdq/3QeYeBhiABvYozs7OzY9va2bW5uhnHRuCyUZgSMo4nv+tmf/Vl76qmn7B/8g39gX/7yl+2LX/yi/f2///et2WzaJz/5ydzt5IVp/PV6Xxo+qJb07u5uwHlZaBpYVuZzH5YfFoN6E+rSap0ejRPE3FldjLSLVd1ut8OmT4QHZTw4kItn5+XXRfidR5mkwSmj0SiUFNGzbLiehaLKSGMs/IAlq6Dz76BChwWr42B2qmgajUbYOFkulxPHBKBYxsWqJuUP18XGKu/9ClMwJxVaUQHPfNGNcOrJeaGs/FO+a2aResYqxBgr5jEpz6wjjXFiKBUKZ1mdBL8hP7a+P36slWIKKQ+lwb5ZpOs5dq/C5igP3TSJEYWBYGaJ7zAo1ShlDOEznqTPKqMPCtGZnR25rgU0uR9kp9PpWLfbDXuV/PqKJQFNQhN7Lr/1W79l//Sf/lNbXFwMn733ve+1v/bX/pr9kT/yRyZt7tzkyft/rB215GHi+vp6YncxtblOTk6sXq8nLEUW09HRUdiTQn4+QTRgKZSEChIdBPqhOHjMWiXOwsZABODu7m7YgKguq7dO0igGHaZ5NbF7FfIady2eHBtcgRdpZzg83dzY7XajVrEqYKADr1h0kqvAVMgIVx/ldO3atbBR8ujoyB49ehSqPFDqJcaLrDmWxQcoD1yRdi//a8Be03bV+1WLkmuOj48TpT50PmI0xVJQzZIVABBimobMD4qL9hCkJKGQVIGngnJhbL3S0Hb1M50/yiedx+rp5KWLXJs1dnoOitkZVMb+JBQyiT0+NZzCraAlfD47O5s4kvjw8PAcHM7ztD94RBiwmiINQsN2Bk6H9cZZzIOBD3mVzMTKpVA43Uviqd1uJwroXaRds7gSmcRi9O31+31bX1+34+Njq9Vqtr29bcfHx7a8vByw0aWlpUQq6u7ubtgZv7CwEBYJCgsMkwPDgFxYmOr1KP7KYmQC1Ot1W1paChDQzMxMOHtjdXXVHj16FPruFYX/O48XmOeamFJJ478fMy3rATSgJVsQ6CgBPcZYDQDa1b1EZsmS5ip0vKDFUlxcXLRerxfeqd/v2/b2diJDLO2dLkJq2Iybsyo8/Wd4ImwCRoD1er1QAaFQKIRgOgoVnrK/RI860LbhoT8eg2wvs7NqDsC/8AWomO9IJ65Wq3bjxo3wOaWJNjY2AhzqzzNSFAHjgs8VPlJe5YEc03idhzwcxzv79nTdMe8pnMp3voCoxj1jChNDV//HANajK2J9ZFxBZFg3utH28PDQtre3bXd31zY2NmxrayuRbZlmaF1UwUwMiz3zzDP2mc985tznn/70p+3tb3977nbSOngRqzHrGiY67h+78UlGAGJgjwQYNxYblYhZdIpfA6kp7MWmSpSNQhe6wNnXQjaa2dlxyr1eL1jXuot5EsGXNSHSFpq3AmMWddr/KlTos56LAp+x0oAOsMSZ3BrEVmhHF48GsnWR0i4bOPmcZ7HHYmdnJ5fyvAjxDhch7YduTDVLHkHBPKJyA0JaU5dRID7DiO/go1qsPqOIe2IeJN+THUkVZI2hcdwCSihtk7X2R8dbN2z682A8VHUZoyCLdCy9zFKFy9r1c0k3Fuu7mp3fD6WbsDXjTGFS/qYt9fo08I8SUiMARARvRSHovPSGei4f+9jH7Ad+4Afss5/9rL3jHe8wM7OvfvWrdv/+ffuFX/iFSZuLCrw0S2MSC0TbJFi1u7sbFEGn07GFhYXgbSwuLoY6XVpRmUKRWIUqrKrVahCmWIKqXBhklIsKzdnZWXvLW94SguCFQiFsBmXnOLvG/YDmgcWukvLyfTQahdiW2anXiAAsFAphQx0wH1Cj5vvrQlKBQ+BelYvHn7He2SdETIXnELzc3t6O9t1DNR5+yMunPNZ1ljfIHMMrYe5oeZrhcGitVivhcTNH1bjBe44pF4W/zOyccoF3XqDiUQBf1ut1u379eugnfTg8PAynGyo0ox4Ubfr4UFbCTCymkcXvSWTGRRATxkqTVbgf/uF9FwpnWx/UM4IH3rCDpxgNqnSUb8Q0tTKDQmFHR0cJxbK3t3cOHvXzPaa4J1kPEyuXb/7mb7Zf/dVftb/7d/+u3blzxw4PD+2DH/ygffSjH7V3vvOdkzaXSjph/N8xikEMOpEHg4E9evQoVGwtlUq2u7tro9EopAFj7W1tbYXievPz87a8vBxSnMGawbYRmFSDLZfLdnBwEFIAqUUGkXZMzSV9pwcPHtjDhw/tzp07trGxkdh/EfNEsvjhCSF9ERrnwdCHYrEYUtQRWsA7bBxlhzyLZjQaJQ6RUux6NBolSswTQCZDCSGj1ryZWaPRCBAomUsvv/yyvfbaa7a6ump7e3vnMsSUzzGeTqJo/Fy8iGekGXdKvV4veNNzc3PWarXM7HQfCcKWcSY1eHd3Nyrg6vV6OKwLJUEqsypa3SujynM4HNri4qK1Wi2rVqu2uroaYM7Nzc1Q949KF8CgtIOXqWNH6Sbe1SukQqEQNilrrCPNGJ10DGLXpQldvRZvnYPxgG5BQHRvEmOjfODddKOrWbJQqfdqNNtUvTkNzlModn9/P8RZODkW3o/jRR7DP0YX2ufy1re+1X7qp37qIrem0kUmQt7rFbLpdrsBI8aTaTabwRMpFAphwbEgSqXTY5CpPKsWKtVhyd7BSlAcmcmDhU5pEmCO0WhkGxsbAQdlY5/yRSf4RTwWLJSLWOIxKz4N98Xzw+I+OTmxg4MDazab4flU00U56N4Uteb4jrEi1uVruCk8hrAdDAahKuz29nbgLco+zbu4Cm8wDywWW6TK55h1zpzhKAPKiLTb7XDUgSojgsjUdVOLeTQ6LTSJh86eC4SYwipKPAOvpdVq2czMTCK2NRqNAqzLmlPlxN8+E+nk5MRWVlZscXHRRqORfelLXwq1/LjXez5ZUO+knmfs/jxeqNnZAW/7+/sBklWvgLR8HziH1EBToa78UVhM44xqOKpHPxqNQvVpDkcka0/jaJ5832KGUh6eTKxcjo+P7Rd+4Rfsn/2zf2YPHz60YrFoN2/etO/8zu+0H/qhH8qN38UgiKxrYt+lLc4YYUX3ej2bm5sLwV6KK6rwn5+ft9HoLAiJ26nKhb5prSUVChpvwZLAemex4OEMBqeHfm1tbdnOzk7CYvNW40Vc1DTFctnFF3sOach4XfBd4cFGo5GAxrDC8FC4D7iR3d4IVR8YZjEVi6dl/7EYK5WKPXr0KJwBxA5x2s/z7llzKo/Vd1FSOI+2SqVS4BubTylpv7GxYWZnKa7wVKs9aKaY2Wk8EY+HeAbX8A7+PRTzx7AaDAbBO4L3W1tbIc5JZQRdzz6WViye1ue7efOmPfnkk3ZwcGBf/vKXQykmfb7CaXkgsYvOcVUuWYiJ2Rnf9/b2rNlsJhQD/abPMeXiFUlMtqlshYde2DM+zB2O7+71emGvHEhLFmUZ+3kV7sTK5a/8lb9in/vc5+y7v/u77datW2Zm9vrrr9unP/1pW1tbm6i+mFl+JeE/y1rwadp1NBqFQnuLi4vWaDRsf3/fHjx4YE8++WQIQN+6dSvs0+BkS4pfqtBnomB1awlsLUtSKBRCkJmsjYODA6tUKnb//n1bX1+3+/fv2/37963b7YY4i6YF0v9xCjftMw0kZvEvRuMWrxKBzW63a08++aSZnZV2xxtDsbMg8Q6xwAlSo6QrlUooPslGSLJouI5kAWAwhPK9e/fs9ddftwcPHoSKDDEIzC/qNCWeJmS0naxssSxhqIsWD5iqBxy2RooycQ0SJpaXl0OlDOYJcAnHQ2sl8EKhEBTPzMyMLSwsBCHOhkjli9mZgWZ2mlnGOUpaa+zRo0ehZtujR4+CQldLmb8xvtTDf/e7323veMc77Ld/+7dDHIN+m1kCOlWvNctbvAwklmbYxa4fDk8PNORIBzxB4HaFYtNkma5vja/E1q8aZ9omUDT7/Ijf9nq9RGZmjLKg80kNpomVyz/5J//EPvOZz9h73/vexOcf+chH7E/9qT81sXKZhLI8nLyfk+q7sbFh9XrdTk5OEkF5Ji/Qlbf2xlke6tmAa5udne1AuRIzCyUxCDT7Sse0y/8XFXhm2RvB0ihrMnnITAnlogFkPTZ6NBoFixflYHZW6A+eawry0tJSsMbwjogVVKvVkHihxz2vra0F/q6vr6d6K/6zy3hz45RH7G9/P22cnJwE+BAhVyqdFlLd2dmxhYUFGwwGIQ5jdlahW+ch3o33YDF6ZmdnQyki4Eg9aVL7WiyeVlvAUOp2u2Z26sUwj5nX7HuKVUCgb5rIgcE3Go3sq1/9qg2HwyCkEaJXnT7u2/EeB/1WL8tfr4RC1Kw9NkJqpY5x0CnP8h46CoVkD8aL70ajUYh1UdGdTdjjYPG8MmKctwhNrFzK5bK9+93vPvf5u9/97olT2vxku4i1N+n1g8EglP4+PDwMWhxPgvIYTAZdXD4l1k8Q9TRGo7NzNTw2TEIAmyTZMInA9JNb32sSHvj/J4Ess8YmS7GYWRB4KhTJCoNv1Wo1sQuddjV1VnnMvg08Es2KqlarwTrvdDohv39zczPwWJVOGn+yfk9KeaGDGKkA6vf7iaw3YNRer2fXr18PViqemz4f0iO79b1Go1HwCuCd9wp8v4CNiY8htGZmZgL0yM5vDeLHFAtzkpjk8vKyVSoVOzk5sfX1dRuNztLUY4UVtY9XpWD8++qzYp5LzHOPpYRrpQ9VBFwTe443ILkPdIBnsS74TrdcsA9PNybr+r0IT/LO64mVy3d8x3fYr/3ar9l3fdd3JT5/7rnn7A/+wT84UVteSE3S8SzGpE0EGHt8fGybm5u2vr5uZmbXr1+37e1ta7fbwZLSMuLqkqs7rxaI7mdRd7ZUKoWzK5gc7BKnjP7Gxoatra0lsjxUGaUpm3G88Z6Lt1rztHGR8Tg8PLTNzc1Ebbf9/f2Qqt3tdsMplXhqKFx46lNggV7IRkLQLi4uBgsefJ4MmXv37tm9e/dsbW0txLe0v5dRIFlzVRXmZRQMMAue9fz8fPDq2KsFnxSO8c/FwNENdXjojAPCCSHuz9YB+iWmhRCjfli327XXXnvNtre3bWdnxzY3N4Nn6nflK79ZH2Zm73vf+2xm5vQMH2BPnq+JCmzCVePkInyOweZZ1zI3x2Vdajq92dlcU+NT4SwV+hCyQ2E5NiYfHh4GxU0cmW0LxDuBCvHuvXFBm/q/JnJ4+eMpz5qZWLmsrKzYX/2rf9V+5Vd+xZ599lkbDAb22muv2Re/+EX7yEc+Yp/61KfCtR/72MfGtqeL9KIwjG8n7T6zMyvh6OjINjY2rFwuh70Y5OWDP3OtHpzk3eJYvjrEwtJDgtjHwgJ88OCBbW9vh0lGu/qMvDTO5Z1USdHmJIuwUDhNauj1era9vR0gK02rxfrGU0FxYMWyGPSkQto1O0vr1Mw92sJjWV9ft/X19VD5GC80z/tfhEdZ/DK7mJLBM+h2u4GP8MfsdN8WHjZ7s0g+QRAi4DU+w7zUrCH2y/AubOIcjUbh6G09m4dMPhTg6upqMJrYL6ZWMu+jHtPc3Jz1er0AH7fbbXv++eetUCjYf/wf/8f2/ve/P0A7v/M7vxPqwTGXEIaxGNdFLfPYmPn+x8abfqC41VtTT0bbVmNVP1d5op9pBWOK7Pb7/ZCZ5xWamYW203iR1/PzvHhDlMs//If/0Obn5+3VV1+1V199NXxer9ftn//zfx7+LxQKuZSLUl7P5aIKRmk4PK2FRVpso9EIisBPVs100hRNDbTzWxcQPxTRpFgcZ1uQdkwgNm3ArsLlv6ylHqO0scLK6nQ6oQaduvQoAaAvsyQ0oAUU/cY//tagpFqVQEYEMhFIF1HY47xjf01eQyl2TZpCOjk5CUIEzwIrlDp3WiLHB4HVA9SgOm2rcFYLW9OFqdyLl6L96/f71u12w+mSFIlF0KYZNDyz0WhYu922paWlULG6XC7b+9//fmu328Hj1HLz6rHkSfu+aooprlg2mF7j9yshP/zWhticUGNAY47wmyQgP4ZZ8aGsuR1Dffg9idKeWLk899xzk94SpXGKJPa9fpalSJTSri8UCsG6bjQadu3atYRQJO1YB9wPliobxVB5lpZzYSLs7OwEq/q1114L5TF82Q3/Dpe1prXPaddNAoH5PsUm4Pr6etizQKCZvRH9fj9YxnqIG+ngeCfgxew14jqsZt0tfnR0ZKurq7axsWHr6+v2+uuvh5pwaZCg/2wSBeyhgzTFMk6JZNFoNLJOpxM2DmpaN8qlVCrZ4uJiIr4Fxg+E5Ot3KfzFHheUMJCZ399F27R5cHBgDx8+DJ74xsaG7e7uJioJpPGBNP8/8Af+gL33ve+1drtt/8P/8D8EqG5mZsauXbsWnqWFOYE3EbhY/7pWLwN1jhujrPWoyl7XtFeKuvFR96V44h2VByAspHt3u93EkQyq1H0ykr5nHuNJyRsh4yi3cnn++eejgXylX/qlX7If/uEfzttkdHF6BcL3ek/W97FnpCmh4XBovV7PHjx4YE888UQosIj7z0Qxi5894dvT75kEWNBg5Ovr63bnzh1bW1sLG/q0GmwWny5DOuli5Hnvnz9Oqcf6urGxYSsrK8EzxLPY29tLVO1lQZfL5SAsEE4oEYo4klGmmDVe4d7enq2uroZYC2nnaRj5ZfiaNTfTBFSaVZr2Gc/QTXBU1iWj6+TkJMCt9Xo9Ub6dtvSoA4Veq9VqQqEonIbwY18R8384HAZer6+vh6SJzc3NEGeLvbNa9mQKDodDe+9732vf9m3fZtevX7df//VfDwbFF77wBatUKnbjxg1717veFSxxvFkfb0lT6JOMcQzdyBoXSP/Hw1MFo5scNZ6I5+g9Dk/wHgVDQhLZpSgWv769AkEJj1Mqep8fv0m8l9z1QP7oH/2jif//9J/+0+eu+cVf/MW8zSVoXEezBjPP//q5ZzbVZknXA6ohH9zXWkqzjpgYaqkQeCPnnPLj3W43sbEs1l+vrC5KWXBQlgWf1p881/MZCpV3NTtz8RW60YWRxl8gAU2M0LRM4JlutxuyloAitO9Z/c3rrXg+XIXyj/UHPvCOmhiii12TIXQeqsDSfirWr3NWi1mqYCRmqOVcmMPwnYCyT8SI8QmFNz8/b6+//rq9+uqr9vDhQ7t586Y9/fTT9ra3vc2eeOIJu3nzZjixFFjQn1BKezGUIy+fsz7PUlJ+7IEQVbn4vTwx4a7jpGvB90MzxTgu2sNr2tfYc7RKgPZNlbefPxeFHnN7Ln7wPv/5z4+9ZhzlsZT1M32GvyZLY/u+KfM1+MzBXcAE1G/CSlJh5UmDeCgW0gE544T9NWCksQnxRlGasop5JVm8i10XW4xmp8ql2+3a9va2Pfnkk4kyHgQ4gW80GInAVKiDDZi0oUpGcX9KvWxvbyfeOa2/bwRdBgbzRN/Z23J0dGRzc3PnrHYtiZNlUEBkImng2SeU8Dlpr0Bh1N7rdDohjX5zczPhBen9GGz08+DgwNrtti0sLNiv/Mqv2Ne+9jV7z3veY7dv37Zr167ZzMyMPfnkkzY/P28HBwe2trZmm5ubViqVbGlpKZwL5I2RGO/S/h8nR7TtWIaYvw7+UYEDr4/EE/icNj6xtalxJd11D9TOnI5lgnllruOuMTVkkCYc0EfGS3k2yXzOrVwuYwnkvTYm6MZdY5Yu/NKeF3P9Hj16ZPV63Vqtlh0cHNj8/Py5lGJvWaQtcAL4pAVidSNsyYIapxAvS7HJFlMg/u+8VmCsHVXAZBI9fPjQ3vGOdwS4sV6vB96RKolgZCERuESwURhUFwNKhXhWr9eze/fu2fb2doAL/ILI431dZhzS5m2WAPRz3vcZ5bK7u2v7+/vh8Cg8gEqlYs1mM/CXlGwEvfeQESw6fxFe+jnzFo8FT5TTXdfW1uzOnTuhErZPz4+9f7FYtP39/WAUrKys2Msvv2wvvPCClUqlEP/81m/9VnvnO99pe3t79ru/+7vWarVCijlzJk0ZplHWuOhvr1j8M7ySGI1GYaOk7rnSQpXMWVKo9RlZqc2abUrmoFY98DxIMyDpJ7AyhV15PpAo//s5ofMyr4K5UOHKq6A0YZpHeWTdo5/556QJGTML3gV7ChBOmsrnBy7NXcSa0HRmJiRBbBX02p9xHloWD7K+88ol656Y55JXEfr+Hx4eBk+NBenPxmHRKeSDAGGys3gLhUJiI6UKPp7la49leS7jrPxxfNV39eQFl/887e9Yu7wv3rBWL2YjqW5SVSE5rv8xwwthhgeuBRA5cGptbc329vaixpJ/H53z9JHxIlBfqVRCZYcvfOELtr29bf1+3+7fvx/aJCaXxce8lOeemKL3MmU4HIbUaip3o+h1/WNoapvjvGk1tsgQ0+xSX+sQinlWGH+zs7P25JNPhuK8/pCzcrkckAK/jkAU8tBjUy5QHuEZc13HeSaxa3WS+2vAlPf29oLAUutPg/tMqNimRwac7BtNNQQzzePGZwm9LCWZ9VlMQWa1rdekfe7v9dceHR2dw+OpZ2V2VotM9wIAQ2A1UYARiBJFBUyDIMQz1ECpf399n3HKJs87p9E4hZP1d+yZzB+UC4sfxVur1c5ZwHmEp4fFMJh0lzfrYm9vz7rdbiiy+vDhw0SqeExg+s/Yw8T4bWxshPlACZter2f/+l//a3v++edDn0AF1OjIo0D12ZMqIO+9+O+U8KxRLpTHUW9OS7bE+hcj3pkilCgX5FLaBsxYf1Euc3Nzdvv27XAiJdl9qvx1L1GWcZRFj1W5XMTagPJa9LH79Pn8D465vb1ti4uLidpKGozTc8lxezUoqpaM7ozmx0+ui7xHHgEXs2TUc/F/j+vPOI9S21PYAOuo0+lYs9m0arWaSKc1O8P/C4VCEDAoESY4BgDeyt7eXiIziYA3pefzZMaN+857emnXp32mFuq4NsZ5i5CW/MBj8NYr+4hInNDKBAqFYYVqvBCPgtpglJ8hvnL37l178OBB4pAyeKXvq3Ccfo6BgeGG4OR98Pj1HBrORWLtqBJNQybyjNM4IxVL3SsDjQfiCbAJtF6vBy+SMQECVIPAx6V8+ygVFEqn0wkbgo+OjqLGRNo7wyM8EjxRCsWura1Zv98Pcs6fJTQO6Uij3Mrl+PjYfuInfiL1fzNLBIUeJ/nJljWJ+FzhGb/TVbNo+CzmBcTa9e3r5jR/T9r/UF4LLU9bk7STplTSrHy1KtXyQoDoJjs8OT21kzHAA0FBs+hi8S8tZhl7h3FeyrjP8nibng9pvIl9N05JYcRoZQLlid+kpxZnbE6iGDR+SBVm9qrgvSjWv76+ntg75NvUZ8WMF/9umiWoe5ZUoFMIUmNFsfHk/zyW9jjPMqvP/E1/1Fup1+thg68qTz2faZxhAw/wxjm4kF34edKJ0z5DKfb7fatUKtZut+369es2Gp3V64sZwdq/vJRbuXzTN32Tra2tpf5vZvaBD3wg94O/3jTOImey+JiIphGq6+jT9dKsT378gKUNUtbgpVlo49rK0+Yk5Hk5znLUCYt7r9AXWTX+qOPRaBT4rptUycZRTBuPhs1/sQ2vae99UU8w9s6eNxdRLDEYBssTj5j71CuO9ct71SoUfeo8mD5FJ4mFUACRIqveaMviQWyuqMGl+L0/ZI5CnHrcs0J3F5m7aet03D3+bx0jKksT0Nd9RcRL/FEPsT0p+jfKxce8zOzcvZO8OwYBh5rVajVbXl5OwG6+yrJv48phsb/9t//2ZG/ydaBxkEXWxPbXmZ2dg4Dgm52dtUajkThPAgvET3AdbHBlzYJiknkLM9aPtP/N4osjywLn97hNlKogY3CGPt8/U6/nOx/zoNAexffwMBAiHAjGxlL4r/uMNBcfKxve7u3tJTZNZim8iyj2tGs8H9RjiwmlccomTVATx9NxwTImNqIVuDGKyJhjHio0o9YqwgXvD8UCXEzNMCxns2RwPabAYwaI92w0GYB2uU9ry+kmxLRn+GdlfRfzsPw1nvz6YC42m01rNps2Pz8fYi2QHjioysUbR/pM9VpIomDfllZZ0PbGKUwUFp7v8fFx2Nl/7do1m52dDVmXr732WthDE6O8iu2xB/QvS+MUTNb1XoCORqNEwT6zeMkX3R3uoQB+qyeklru25fuV9l3adeOu8Qvf7+Id5/rrNTGeZUES3iME0uFAL9rU3H2FH2PKkDa1eKHZWXyGUyaz+JUHTvCCx18zTjl5RZKlpGPXx64jqYGyOHrwl56w6kuP+PRizwPmBqVeiA+YnaXBEsyHv2nQ0TioSXkRm4MxHuX5Pq0/aX0ZJzMUuVALnh9kAim8s7OzARbTPmgAfxKPi/VAmRf47z1yz5O0+adxtkqlYq1Wy27cuGEPHjwI8TTkA4kVKrcuSv/OKxez7AmaV/l4ZeCFpH+GzxaLQRs6MWOBwVjbWe83iSURE6pq4VzErc5Lyg8VJqQTU4Yf/pD9NRolkyd8VhDtwUueockSMSsu652vig8xD8b/zf95/9Z+k0yC4gDXxyBSwZ+1HmhP+UQ78J528Gg0Q21SfsUUrfZz3NyexHCctC95nuETILhevWtNQ1b+ZMHgaSiCxn6V9+qZpgXyx8kSisZWKhWbn5+3Wq2W8FZJRKhUKtbv9xMZmxehN6VyiQnrcQtmkntj1g5WHhaxL+vNvdp2bOcubXkPSCenf26sn5MIwnGfp3kuWe1kWYUxHmcJR9oCpmEDIDw5PDwMEIMqnrRnaxkNPBmsxLyUx1P0imrcdert+nfIK9hi/+OpcEgXCkYPASNzjlRdTfvWMddkCH2GetcahAY+gb9pyiqvEtA5oeOLl+Cv8e17zzmPcXaRfpqdr6elnyOEG42Gzc/PB0hMr9FTZ3k+kLmOi3o1KHQ8cbIiR6NRqjcfm6feo9H/GdPbt2+HIw04viGtRA18mISHj025TGKNp3kj4ybVOCZ4C2o0Sp5LnbY7lwmhn/l21br2FloegZX1vV+Use+9lzJJPrznTR5LL8tq1hhU7JksLr+ZK/YMz0sWIz9vpIfm388L6DSPJaZYYjyMWfd4FASLsTrr9XpImeeMFt4XRYGQgL/8jgmiQqGQqCGmFRI4tuAqvQjv3fJZjLKMxTTK4m+evqV5yuqxAIlRHYHvNHnHe4gYUTEPBIVEvIs4GPvlNOU8thay1o1mr+3u7tpLL70UDBXSpkmK6XQ6wVONzeu0+nGe3pSei6dx3sgk92XdHxMOaR6E/9w/K6Z08tJlBWJMifjJ7K3ttHZiCibNw/EKRn+rcklTWASX09x+vY8FrzAC946z5Hybk3w+jmLzIPY7L6Fc8F4QarVaLWzaK5fLNhqNzmU6ps3TmAFAv+Gn7qXRBIy0sRtnqFwVTeKpxPpykfv0PVAOjAWeOB6kmSUMVL8WYugBRiw8V8WuJ7DGxjPm3enn/r1JkiAZhoPg9BgDjAv1pvyzYhmNnt40yiWvoJu0rXEuoicVXt4DMEsW9/NWQxqMwzXj3i/PZ+M+T1vQajGp4EnzVNIURhbFFBALUvF8+qA7gBWS0bI5sffWtGYWpJahT/POdCyy+JeX7zHLWxfeJAoly3jSkiIIg3a7nYDJzCxUOhgOh4GHvl2fnaTepcZwEG5Uq7gM9n6VHk9sfqd5zHmePc7D8WnxxA3xJNk0qTvx4V9MfqQpfe4huywGifl3TXtP9Xp1DZNVSboxgXxK9nNcg487676jWHZbGj125ZIlEM3iAmsc+QHwg+GfiaDTZzAYCi8gGH2/vJfDJNPJ5bO0vEUT44vvz7hrYu15Jaif6y5q5cs4IRubyGqZ6eceY/ZQEosJy5i6WbOzs+cgHHjKrn+sK40HKF6cNney+BbjXxZv9Z2ZM1R59n2IWfwx0vlZLBZDoUoNxjabzcSGypgRo8pOcX2u8++jNaxIR+73+yEt1c+TGE/GvdtlKbauL/PcmMEQWzOaSMF41Ot1W1hYSGyaxPBRaJ22dG4CLTE+1DPU2oZUmygUzh+FnEWqWDwSoBmWPJtkAT7XLRQ+eQaeUcEkix67cjGbPNB2lc+MTVAfT0FIcp/+hrxy8QvcK5i8dFEYIEaxfsQ8hJgnlrWY04QOm+R0U5m/x09c9V78nNC9Gt5zURw4r8eQZoT4azz/PE+8pxKryTSJNa2k+L7CMVrK3SuO2HM0fphmrQPD+PLuaYF2/ftxrOFxdJH+eA/Ir2MQALwYFbI+00sVCD9+M6WZJSBI3Th5cHCQQFJiCmbcnI0lbvC3ygEPW6t8UKNQK5WMozeFcvF0EVfWLDsJIMvy96RM9xle4wS9ei3aVtq94yzAtL5PQkwknwnC57qI0vqSx1pF0LIIseJxu7U/urC0QKVWSPb3mJ0VutSsPnbmax/Txj/2nmnvq9f7axlX76UWi8Vzm2Uvoli0PRQKgX1N19YjCLyg98/KCuiDtesxESrg0gwnb4ikvYvn6ySUNu9in+dRclnfexmCwoAQtFolQtc7ykG9cbOzsisKn/EsNkzq4XqU31FDS4uEah/zeHAa1+E3cRY8EZ3TKrf8SZeeJ2n0pskWy7KOoTyC2LfPfXmtUlxQ72WkKaeYdcgk8qe8eStm3LtM+p5pf5udCfFi8ayeF/1Is2Sz/vff6Y8qDqwctYRRHKoozM5Su7H8OMZXn6OKB56Wy2Wr1+vnxjlm0esGOH77uafenedjLOZGv0ejs0PNOp2OdTqdc7yKWf9ecWt/iLeQEYa1rMdvm1kCJ1eDQb2OtCAsfAWS4T2Iueic9TyedI5ehPLeP269jmvPzwFkgVaJ4LrhcGh7e3u2trYWFIwqaOap2dkc0zmrMRT1WtgQS3FW9chjacix9/ZyEsVEHMhv6IZ4B/1ej8FQyuO9PNbzXCb5/LLtxihmCemmKTNL1NfJErh6jxcUZmeQjl+oefumz0lTnP5vbatQON3EWK/XzwlYKG3yxoh7PY6vfw8GA6vVara0tGTXrl2zer0ezshB8HMuCW0CN2QpeA7HIrh6cHBgCwsL4ZgEyJfJ8O+pikXfWSGAWIYdbcXiHeDnL7zwQlS5jFPk6gnQF7B+fmLCzo8Ln3vPIjbn2cjqD7ajaGVW399MpAbTVbVH7GNrayvEXXZ2dmxnZyeRpIKcYENwzOOB/HxRoU6NNwyvLIqlMqe9B+Mck3GaFea/15iLV77j6E1zWNhVTNw8FnhaH7DsNDPCQwsx5RKzGvwGQM3CuQylQTve+/NEH2ZmZqzValm9Xg8WmVYeVmGcloBgZuegNbWQ/fkVjUbDlpaW7MaNG1av161SqSSENiUzvDClf/599BA2ypzPzc2FQot6JAL9TIMDVcnzHLUulSd8571bLazJPZ1Ox7rdrn31q1/NPbY6dt769MpFlZpCch6T9+3EFAxCR2u/6Tk5sUOjsmgSdOGqKGZc+c99n2LWfez7g4MDM7NwTIQ3GFEAfh34dszOG6o6dv66tHfw7x2TCbF5lHavnydZzzA7Ox4jTypyYfRmN0emNKUpTWlK/85R9mkzU5rSlKY0pSldgKbKZUpTmtKUpnTlNFUuU5rSlKY0pSunqXKZ0pSmNKUpXTlNlcuUpjSlKU3pymmqXKY0pSlNaUpXTlPlMqUpTWlKU7pymiqXKU1pSlOa0pXTVLlMaUpTmtKUrpymymVKU5rSlKZ05TRVLlOa0pSmNKUrp6lymdKUpjSlKV05TZXLlKY0pSlN6cppqlymNKUpTWlKV05T5TKlKU1pSlO6cpoqlylNaUpTmtKV01S5TGlKU5rSlK6cHtsxxz/5kz957ixws+QxuZAePRs7I9sf06lHFcfOfzZLHj+s7fBbj/nlSF49K5u2tT1PepSpPxZU28xD2he9Z2ZmJvGZHg88Go1sfn7ePvCBD9jHPvYxu3Pnjr3lLW+xBw8e2NHRkQ2Hw9Sjpscd6Rx7b/991nd85o+a1jHwR/Omnd+ddZztJGd+x66PPcsf/6xHKpudzr+9vT3r9/uJY2R5n9nZWWu32/Yt3/ItduvWLXviiSesVCqFM9T9mPIsPyf9eojd40nXij8GWa+J/Z3FR8+X2JnxtOf/98cH8zfHgrP+oWq1Gu49Pj620Whk9+7ds89+9rPWbretWCzaYDCwYrFox8fH4Qjqk5MTGwwG4Ujn4XCY4Jmu03HHIF8VZR0vPAnl5Xda28ViMby7/q3f63ocDof2pS99KbNPj025rK6u2mAwCIpAB5YzmjnTXpmhTEw7x1kVii6gGMOyzoKOKQA939qfZe8pdj41E9rf54WE9lf7EVvEnBGv58+PRiMrl8u2sLBgTz75pJmZ1Wo1W1lZsdXV1YQA8ALnKsgLKK9AdNGq4E07B13bTFNIWf3IEpKxxeifNW7B+rHSd4s9Yzgc2szMTDCwmFf8z73ann/e/4+9P4+VLbvqw/FP3apbt+bpzm/o97rd7YHYwXbAOIMNMQqxCCCMAkT5J05iiAMRsYiQgwBBotgIjJwgxiCMLAcCQTZhCAiMcZTIxDLYYHc37slvvPNU83BruFXfP64++37Oevucqnrd/jU/6S7p6ladOmefvdfee81rbRWOfIza4kDb9f1mwYfXKAZu13lY21Fn2fsESApByrwVP7FYDInEOSnLZrMAgGaziW63i3g8jsXFxQDTiMfjGA6HD/TBMhZ73r1vLizetc1pazMKfM9ZYUvvnUaLLChTjcViATroo4lRjCcMXjbmUqvV0Ol00O/3MRqN3GKkdMFr/B8FvsXg+xx2L/9HSdf6OUqq9/3ma8u+Q6U3S6B80rT+kaksLi46JgMAqVQK6+vrqNVqAM6Zy+rqKhKJhCNMVrIOw8U8kpQP5z4c+RhQGLG091t8EhdcK2HzETamKAkyjDFFEWY7Lt/YyVwAYDQaue92vfsILuAXlvT+sHGFXQsbh29tTLs/SvuxRDqqj/Y/GTGZ8dLSklv7AFAoFDCZTDAajdBoNJBKpZBKpRxt4fspvFqw2rwKk7MQVSsYvlwQpsnwuzKLKCHGzrNPiAqDl425kMBRIuBnShbA+YbjZguTQHUxhEm5Ydd8CyBMCiOETZpKPUpM5yHSvn5ZqcK2xb/hcIjBYODwykXT7/edZJdOp1EqlVAsFp3pRplRGJOcxliiGKo+b7UVHYPv/Wq2UHzShDRNA4rqwyyakvZpFoHCN9dW06SWGY/HsbS0BADo9XoA4IQDbUcZht3Qvn779kLYMy8WfJJ0GGOLmm+f0GTn00rWin8y5cFggM3NTayuriKZTOJjH/uYE1QLhQIymQzG4zFu374N4MJ87mPKfI/tv441DHz71Sdk+tZq2H6wbShE9cfSLisYzMIE7TxZ82sYvGzMhdIHEUYJgaYwIl01mjCYpqX4Pk8jiGEEYxYmp/eGETuCLiSfmWoakBGTKfO50Wjk1H+V5uPxODY2NjCZTHB6ehqKs1mJUNQGCCPIPgbCd9q5VJOImk19hN0SJoLdzD6iGDWmWcfsEwQsA+Cz3KBnZ2fo9XpYWlpyaz+s39NMuL5x2b76cG3HEPabD3x48hFl397Qvvm0M997ffeQliwsLKBUKuHatWtYWVnBH//xH6PVamE0GqHVajmhi3uC7w/DaxhN8DHUqLFPa8c+Zy0XPogy09n2fM/YvThtbUWt8TB42ZgLzV3cTCrx64Kh+ho2UXpNiUoU8wjTahSBPklL77UI9hFOOy4L9j1R/Q8DnXhlIsStBjdMJhMMBgMsLi46M4JvzA8Dsz5vCYolMso41JdE7YzjshK+tm/7FMUMZunnNGbjeyYKYrELHwF9islk0q11H4G3EqcFS5x0TURpPOz3tP0SJRz5mLaPwev9eo8+79N6on5X/yzxmM/nsbGxgWw2i36/j8FggOFwiOFw6IQxHVvYOvIJkAQbDOSDKIE4CmYl3tNMVFGMX5lM2L1hz8wqeL5szEWZBom1OvGpzirz0f/87NsU06Qu3z3WaUiwG4aE294ftbGU6PvuJ+hYrcRr++/7PB6PkUgkAkzl9PTUba5Wq4W7d+9ib28P9Xr9AfOChaiNbr/bseh1Sxi0bRugQWKYSCRQLBaRy+WcabRer6PX6zlHra+f+j71K+k4+D9M2re49Wk+Fi+2L77rOveqZSqhJOPUttUfF8YEtH1L1GxQDHFjcRbWf58wZUFNsVbY0fnQvlqm4VvXvj1DjW8ymQSiI2OxmDMxlstlFAoF149qter2RCqVQr/ff0DLCNMk9J5ZJP1p4MO54mGa0KTrl33R+bTMgN8p0ET1P0wQId2bh8G8rGYxMo/JZBL4r0wHCGcYYQzHXrO/Rd0bJcFN+x4l3RF85jO9xze2qIkk4eCGAy6kKg2MGA6HqNVq+OIXv4hareYInJomdZNHMRTfuHzEQAUHq1rbe9nvWCyGxcVFpNNpbGxsYHl52RGDxcVF1Go19Pv9UHxof6zvysfkfPMZhm8rnUfNy7TfiH8SRxtub/s2TUrWe8LmigTCd8+s0qkdu9UgoiAsWjMshJp7RYUAdcarUHp2dobT01NsbW1hdXUVjz32GL7hG77BPX///n382Z/9GW7fvo3RaIThcOh8unadRvk4Z4WodRWGw7B5C5v7KGbn02bCBGh7j68dFayt9hcGLytz4aRaBmP9LvMwj2nEYh5GAvgnN6wNS5Btn2w/Xky/wsAnjZHBDAYDDAYD9Ho95zx+MRDGgOzYqIn4BAZlNPxPgptOp5HP55FOp9Hr9ZBOp10QQtj8RzEOvUeZqM5VlNRoNZew904DjnFWZuLD67R1GTVuIDyYxWo5fFb/wvrgC3YJ278qDIWZaqxwQOKmc6eC6MLCAtrtNg4ODnD79m20Wi0sLi4imUwik8kglUohkUig0+lgNBp56YXdP9PWU9Q8+BiKr62wdRhmFZgm6Nlx6LWoKDLbZ22HwmEUs7PwsprFqL3oItFrURw77P8sk+j7zf4eJmXYGHtfW/osN5CPsdj+z6Ih+PrNa9Yswev9fj/AyJeWlpyEZvtlF7oPB3qdkoxPCptMJoHIKJU2mcRpJSG+m+GlyWQSS0tLmEwmLqx0cXERg8EgsAmtiY/vYb99kpwd7zRp3YeDaRA2dzRRcM6tLymMoemc+e6z/bVzqQQrjKCplmmJOBBkIqrphEnGYc/y+zRirKZCH5Mh0czn8xgMBrh9+zZ2d3fx7LPPYmFhAZlMBo8//jiWlpZw9epV3L9/3zFRtmmtJXa+7Oco8LVj97be42PQPjz66EWYFcC3ZzlOy8SBB01rtk1lMmHBBBZeds0FQICx2EXtI5a+BRAmTYURRgu66XzOOiWEal6w/dA+UkKNutd+9o3JMr0wBmifV5MB8KBdnFnMth8+XNlrXHg+qZ+f0+k0stkscrkcVldXAQDD4RCHh4doNpsYDAYBwqG2YWo6TILr9XpOo1lcXHQh1j6TShQBAjCV6dg5mEXCmwV0TTB8lv3n3BCmCS623ajcEd8+AoLOcOAigdMSfDW9JpNJ9ztN2Fb7tMITfwsjgPa7bQ/AA2vYwnA4xMnJCV75ylfita99Ld70pjfh9PQUnU4Hp6enSKfTePLJJ3F8fIxms4lMJuOEGppZfX32CZJhWpmOXfdZmOAVxnB9+NF+WPqk/fSNwfYtzOxnmYaPHkxrQ+FlYy7AdE3Dd78Poja5TwPxTYT2RU0DYdLhrIRF32MJ0jSJ2Y7DMpmwMdr3T+uffc8soJvI2vFVIkylUiiVSlhbW0MsFkO/30ez2USn03HP+MYUj8eRTqddKRT981VJCCOuvnm1foV5VP0wPMwD1MzIWCiw+NbCtPWhz1mtTdee/V3XI/tCYqvP8vdMJoOlpSUkk0kXeXV6ehrQzMP6OY2J+563bU0TAnz35PN5N/7RaORK8qTTaTdWtUTMs/an0SKf8OjTVPjdx5jtuvRpHFEMLkwQjRpnlO9G+zULvKzMRYFIUKkyDOwgwyR7AKESxNnZmTNN8DuBMfN2sTJRixtRpW078fq7OiR9k6MLIWoxWELxMAQxrM9WOvMxQl9bOs7JZOI0Dm7apaUlx1wAoNvtYmdnx/WfeKf5jPWkYrEYSqUSksmkI3CUmqm1ABdmIpa9oblNccjPDEXln5prfEJIGL6Jq2kbzbe5lWCT6JK5+BJGLVOwbfsS4zhWPmujFTU8nRrU0tISYrHzel4aSRWPx5FMJrGxsYFisYh4PI56vY5Op+OiEm3fdS0pAwPwgJmY+VhWUEkkEm4t+OZH1yBwvpbJ+KrVKm7fvo1isYhOp4NWq4VOp4Pt7W1Uq1UsLy8Hoii1LZ1P3btW89VgA9+a0TVihVmdN7YXNcf8zAAcX3SYMkv2a2HhvMaaj1nZ+dLKEIoHpRVRQqwP/towFwW1f1rOrJ99kS9KMPib7xkiXu/hRs9kMhgMBhiNRi7rnRuW91sCrcyJm4ST5ItaUmB7s2g1lqGGSXs+Kdbe43tO8aX/w6R8Fg4kKPHQulmnp6cYjUY4PT0NOLK1QgA3DX0tLDpI4sf7bJQb53IwGCCZTLprhUIBGxsbWFxcxHA4xP7+Prrdrkse1fGEMZkwXFtmrGBNdRaHGuAwHo8DlSj4+6xCll3vBLvmtM98ZnFxEcViEalUCvF4HM1m8wFTFwCUSiUUCgXkcjnnDx0Oh+j1egHNQMdu/abKKKw0zL7q2qFPjfeH1fTjuxmssrW1hZ2dHfyf//N/kEgkcHp6itPTU7enh8Mhut1uIFLVN7e8pukBlt741o0VUnWcPjpkx63t2yoUKlTZd1vGQPzzd92/9v0AAkxWnwm7fxb4a8dcrKZhOa5C1O8+yd8yGr0Wj8edw7hYLKLdbqPb7aLRaDzQbhiD8PXBmo3ss2HMIeyafda3cKKe57UwTSQMz9OI3LRnlAiSmNloKQKJbzKZdH+aUDvtPQwgqFQq2NzcdESm2+3i7OzMSeazSmNhDD5s7NOATPVhIEyyDeu/T1ggDrnWl5aWcHZ2hlar5e4nfhYWFpDL5QLMnfewgrO26dtvPg0urM9R+wPwmz/ZX45hPB6j2+0G+kRi60t10H778OX73ScI+gQUiw9fu1EWAx/YftrwaRXKfaa0sL6G0RqrYc265l9W5sKOWtXS99+Cb9K03SjwLY54PI5sNotyuYzV1VXUajWn/uszYRva91nHZjUR32RO01x8i9gylyhNJkyz8YGvb/PgWRe+JaTpdNqZuBSnHB+1l1Qq5fwuvV4vkFSr79d1NB6P3bMrKytYW1tDIpFAq9VCrVZDr9dDs9mca9xR/2fBg69NjbBj36PWehSECQW+30lc4/E4crkcisUikskkOp1OYE2QuSQSCeTzeSwuLgbmyTIO356yuLHrP0ownIXIKmMhc6FWwvVCLVjNpTZwyIdn+/5pApkGj+i+1HGqNqpzoiWcptG1MPz5mIfv97Bx2DGH7fVpa1FhZuZikX1wcIDf+Z3fweHhIW7cuIG3v/3tLiJoFrBSKzeYhghGSRH2N8u57TMKvvYZyri+vo6rV6+iWCzi5OQE3W4XJycnGI1Gzv4PBFXWeDyOSqXi7Pjdbhe9Xu+BsfA59sH2yTc2e68dkxJky2x8hN3nsGOb9rewzRQmPfI3+50bXMvKkxjYeaPtPJvNYnV1FZVKBQsLC2i1WoHKDTo+zgGJTC6Xc4wFAAaDAfr9PpLJpCOSanNWiUzXuY+RzEL0ovBHsBUGbB/CpGBei8WCOSmWaIQRBzLfdDqN9fV1pFKpwLj4R/NwsVhEPp8HcL52tS4XAJyenroovrOzM2fO0oAFS7TU7KbjtmvXhwcbuk4Yj8cuf4vP0w8HwEUmaji87YvF4TTTJJ+3JjtqfLbWn49hEdREZ+dNGZhdt7Ydi+8wbZ840u9hQopPMJ4FZmYur3/96/GFL3wBAPDkk0/ine98JxKJBDY2NvCxj30MP/uzP4uPfvSj7uyQFwuW+1uJHYhGhs170Hbts9yoyixSqRRyuRwKhQKazaZbhJwsLqJEIoFUKoWNjQ1nXqhWqzg+PnYLWsfj66v9Pm0yw8ZliX7YO33vn2XB2HuVMVvJTIGEnz4UEiN7rgb7S5MYtRb7u3Wm68ZcXFxELpdzyZf6u0IYrmzfLZP3EYd5GA6fC6uNxt99jEL/697gNSud2jY4P+l0GplMBul02gl0k8l5PhQz18nkc7kc0um0Yyz0mzFSLJVKIZPJIJ/Po9vtBgQryzgsWAaiY/QxdnuPvTaZXASIcJ/qmVEWD759ZfEfpo0pc6KJl7ikADSZTB4QIhTs+lWc+Ppno/isyUsZig+imGQYHuy1eXwvMx9zrB34qZ/6KfzDf/gP8alPfQq/+7u/iz/90z/FW9/6VvzET/zEzC+O2lj2+ywbV+9Rm6rl/L7x8BlGvwBwWb3FYjFQCt22bU0wa2trKJVKLhvYOtN9m82nrUwDnxRk27afLZ7CcBEGvsUWNjaVjiyj1Igt20/NZaGmwQ3HDayah84JcDFv2WzWJV+SuNhSN75x+UDne9Zn7PMWV2SuPnNYFEH29YtrW8v96HpWYWsyOY/gI35UCiZhJFOgBrm0tOT2AH1Wg8EAwLnfplAoYGVlxa17JbJhPg6LGzumsO9R+OVnFQCVKSpT8a1bOwezvAM4P1Mmk8kgl8shm8067dgKNVYg0O92jYWNOWwdz6JVzEpLLWj/5qFRM2su2qnnnnsO/+W//BcXmZPJZPCDP/iD+IZv+IY5unwOtJOrJMlFPCsifJIPE/EYPszYfL5Tk5G4SFhziKYcmrsymYyTRFSyWFhYwNLSktNweAre2dkZ6vW622AWfwSrwoZpVfYZ33UNjSTBpWquBeuiIGqD6Xu1zxqy7ZO4WcalXC47iVfDZIGgzVk3qUaScSy+cF3O1+LiIrLZLIrFIkqlkqsKwHDMTqfjpOooiZLXZmHIsxAm2w6TKHUdqvTri0Lj2vM5VXW9qPTOd6nJcHFxEeVyGevr68jn8zg9PX0gsiwejyOfz6NcLmN5eRlLS0sPMJaFhfPy9pubm6hUKlhZWcHJyQkmk4krcU9Q82WYlhcmnCiu2ZbvGXvfeDwOCHdaw00rVswK1mlOPCWTSVy7dg3lchn5fB6TyQRbW1uoVqs4Ojpya89nBuVnG7mqe5fapUa+WYuIjt3uDZ8Wa/Fu8Ww1ZIUvC3NRyGazjpASMpnMwzT1gJqlUqjVNnjNclF7LZFIuD4yBLHb7eLo6Cjg0NQ2mBRG4pPJZJxZIJVKOcKkhJCSojIlmhMYhqs23TCGob/5pGQf+CQpn0qtC1nbD2vLSlJ63fcfeLCas5WoY7GYO6yp2+1if3/fSbWWONAclsvlAmYN4MLUoczBbgSaxHK5HDKZjBMomLzJMGQ7L9PmxHdf2BzNIj1qfhClXD7rk3b1N9/cA0EbOtuz/1k1QU2Gg8EA7XbbMf6FhYWA6QyAq0nXbrfd6bGa/Mk+kIjbMSnD03H5cMvPum65vn2+KcWJhjxbAmzD5n1MydIc64T39Z9CZjabRTKZdBn/zWYzEJlo96TOm/UBMeJxZWXFBcA0m02cnJy46hbaj2lMQu/VPij47rdr/svCXCaTCfb29jCZTPDGN74Rv/3bv43v/M7vdL//2q/9Gh5//PGZXxwFlsFM65cF+kEKhYKTmDk5vV7PTawuUBItLoZkMumcmrpZ1Fau6j4nQTcX+zereWMesAtA23kYjc93LUrasYwkCohPnmVuTYvadzJnntKoph3Ok6+P/J/P5x3xpNmH86paUxSjZ3thDMe32cLaidJiOB4fo7QEIYx4aBKqmhBVulXCnk6nkUqlHH7JwIkbJhAvLS05cxgFKQpgbJt13rTul3Vka3+jwI45TAiaRSDQtan3cO1ZU6R9r/o2+FuYNsk5iMViLh8rm82iUChgaWnJ4dSOj/3xjZfzzUg9+g/j8bgTcjUPyIebeeiJj9ZaZurD1TSYmbkMBgO87W1vcy+4d++eYy7/+T//Z3zoQx/CL/7iL87anFdaCPNP2Pv5u35Weyo1jnK5jGvXrmEwGKDZbDpVnQl9OiF0ONOElslkkMlk0Gw2nQ2V7esmUumNjEWZC+DPbvVtHF90zTQIi/jw2ZftZx8urdNQ3+NbWNZMY520Srh4P9V8RhixPyS03KR0+GuRSx2HHU8sFnOnENJMeXR0hMFggFar5bRSJjBGgSVSHJtPcwsjaD4mpuskCnzrxfdOQiKRCJgCeTQBcUdiVSwWnR+FjJuhu7q2yZw5R0xUZIgvx0GNVP1orLTAdcEkUbbNtW5NTdZUpDiz6ztMcwmjG9pmGPElHbHWDbbHvcZ+jsdjp/X1ej0Mh0MsLS0hn89jPB67Qppc+xRsbL6Q9lnftbBwngi8vLzsfL9cx9RcFHc+BkPhwI7Xp7X41rbi0H6eBjMzlz/5kz8JfKe/BQDe/OY34xu+4RvwN/7G35j5xVbq12u66MJCEnWBqX9mMpmg1+s5DYQbJBaLYX193R2SpVVpY7EYMpkMzs7O0Gw2A78Vi0Vcv37d2ZF1YzAsk4ugUCggkUig1+u5WkwKdjHphIZlaOuYw76zbZWClelEPW/fQ6aZy+WQy+WwsLCAwWCAarUacIoSrA9K36k+EmVCTMpLJBIu65hEiUSN7yVRi8fjaLVaaLfbgRDTyeQ8W3xlZQWbm5tuM+bzeUcUVWvhhtMoNWtO1Pnh75ZRhBEz39xYQYiEXgmN4t9HGG1fqZ0AcD4SmlD6/T46nY6L/qLWyKRJSsKM+CIBJG4KhQJWV1eRzWbdu8lYaFZkWR+aHzkfWj6GY6FGxTHp3Ol9lpBPi3oKE8DYrk/69uGW65PlgWi14B6n1sY5sxoOcT0en4fB04+1ubmJdrvtPQWTNCgWu6j8wX3AqiDUXHK5nAuuYDoEzZdWkCE++Zuann101K4rxaHizP7NAjMzl6tXr4b+9rf/9t+etZkAhEnSvlBB30IJk+q4YUhQKAkXCgWk0+mAyYDPq3Nf7fyMGKPk4FusmsvBMFqNMLNjmRU3bF+v+aRixWUYjmZ5F3CRH8BckYWFBeeLoklkmmps55L9Up8UccX7lanRrEXJUQsq+kwJfK5UKrnw5Vgs5kqCcHP7cDGPljgrROHcMt15nrUaqN67uLgYKCzJdyiD5D3Wb0jTDQAXgEGfI3BhOtN9wXB9XecU9FRr8fXdN1YVvPR7FPg0l7C21cfmwzPboM+P0Z5c+xRKrXmMY9aAIWXkWnbGEnjf2rPzxX3C+dQoS0sfw/Cj730p1vqs7czMXF7zmtfgW7/1W/Hv//2/R7FYfFGds2Dt6LwGBBdQGEG1yBuPxy75sVaroVKpIJlMolQqYWVlBZPJBMfHxwGnqmo5dFpOJufRS6ytRIe0Eks1hXHiuelUwmZ/fX0H4Dak4sO3Gaw5wAf8zYajhpla7CJdXFxEqVTC+vo6FhYWnLOXEXCDweAB6d6+W/84NjKuZDKJVCoVIF4kuoxQYlIqcG7GrFarAVOKzhuj9Xi07Xg8RqfTQaPRcLXEqCGRGPjmg+MPw2fY79NAca+h1Cpp2n7odyWMGlpM3Gkb6k+0pieuVZpztCaXzW2h9E4Nya4jOpz5XjIVzWUiqJRNaToMv/yv71LNV+9RaT3MDBz1DovrhYUFJ1QxSrRer6NWq6HdbjscqE+JYde2vH82m0WpVEKlUnG/a18Zfad15bhXKASk0+mAv5dCgwoIvrGF0Uy7hvW7T0sMEw58+94HMzMXSiff+I3fiPe85z34tm/7toeuj0TQRWEhyjSg1/mb3heLXZR2Pzo6QrFYRLlcRi6Xc6ater3u7qeNmH2ixsNFkM/nUalUsLy87NRfJRbMy6CkQc2FoY/Wl+RbAHZsNo9Df1PzmR27D0fWLDMNr6PRyJXRYAx/oVAIJIipucv3PivJdrtdp/kxQ5zBEpTqKADwj8RRzQ5KcNj3QqGAYrHoTJMAnObKTc8TLO1c2LXkA9UWw5iqxYHveX62wogNP/YRBG1fGQvXECVtG66t/hbm/+iZLKxeQA2fgTD5fN4RQPVHkvil02mUSiXnv6Lkbn2nFn9W8vcJjBbXFof2XktYfW358Gi/831ksLRWJBIJVKtVNBoNt/aVQZ6enrozYmKx88hI0oDj42Ocnp7i5OQkVHuKWn96BLb98zEU254P3z6cWvy+FBrOzEmU8Xgc73//+/ETP/ET+OVf/mW8/e1vx3//7/8dx8fHD/XiME2Fv/kQFiax+yaH0lmn03G26WKxiEqlgnK5jFQqFZDySCg1uxY4RzJDY4vFYmBz63tpevMxFjsuBUu4VLoJG68ukCgNxvceXxsWb6zRRGcwCRNDIn3qvQ9Ug9L7Ga1kzWKLi4vuPcz8VunZHi5GvJMYMhxeE/hoztMDoSw+wvrvY7yz4jsMVKMIw5f+2XUQZjJWE6x1GANwEi/9HzqHug80mELt9mRCLFa5tLSEVCrl9o0mqvKzj5H7xhOFT9++D6MVYdd8eLU4JGjip1bqKBaLgWMD7PqhFriwsODWLv2WFKL4bjIGixPiSX3PLKZLa4j20be3dE34BNmwcYfhfdb7fTB3nsvf+3t/D3/wB3+Aj370o/ilX/ol/Kf/9J/wute9Dq961atQqVTwnve856E64gO78MIG7GM2lCyazaZzqrEE++npKXK5HDqdjltEnHAtFU5CwMS8crnsNo/6X7gIuHlpJ9W4/DCmYj9z3ByHlWjtOH2aA++dJn341GHigNL+4uKiI9ynp6euFpVPCrNMT4mOOhlpz9eoLbuRiM96vR4wOTDai05+Vj8ulUrIZrPONEPfULvdRqvVQr/fd5vTaiw24k03vgVdG1FStcWLnRfLAGxghV7zaffaDxv+zme0DZq8qC1ZwssQZDIOHZdqgWdnZ64KglZAUOZCDYd9U/+Sar2x2EUkmcWjrk3ffPjwFcZo9L+9bq+xejad8iwntLy87LQQRoVpO2QusVjMhSOPRiMXGp9MJtHtdgOWEq4D9VHxO4U65m3F4xdHIjDa1We5sDj0jTtqbSvw+YfVYh4qiTIej+M7v/M78Z3f+Z34i7/4C3z84x/H5z//eRwdHc3MXGyHSYh9UVJREk6UmeLs7Ay1Wg137tzBaDTC9evX3fkePOyIdnnmRAyHQ7TbbUecmETWbredn0ATmHQDqyOfC0QjqOzCt5qKL6xYmZMdqzIeG2Wk7VrpkaALR/tFn1W1WkU8HncJqbyn2Wyi2+06U0qYJKmlPxjtsri4iMFg4LQg5r5Qa1Ff1XA4RKvVQr1ef8AsRqmSkU0sP8LNTx/R/v4+6vW6N/xY/RRhJq8whh2m+czC0K15yK4LG2zi+6y2e/r+1GRCkzWjxTRsXpkqcUp8qpRMTZ7zTUbAAJdMJuOEEQ1rVn+JrgOOgWtdJXfd/5xfXbfKJCwB1fZ9uPK1oXOle5OJoo1Gw0XfZTIZXL16FY1GA7FYDNVq9YG9RtPY3t4e1tfXkc1mXVmo09NTNBoNR3M4ZoKPRsTjcWfqTafT3ig8fb9vH9txW9yEtWFxY9udleG86JL7b3zjG/HGN77xoZ71xbqrjyJs00ZpAap2Aucblc7dZrOJlZUVlMtlPPLIIzg8PAQA57znxqcZhc7iWCzmziBZXFx8wEHOfmukmKq+szBFbn7Nk9EIFB+DsJJF2OIIWwhRkvp4fF5llkSlUCi496n/JcoRqO0vLFzkTugGIcHjWqDvKh6PB5zxWh+KzyeTSRQKBRdwQVs3pWxqPTRjWCYSxijmxaO9N+p3jjVK89E9EdY3ri+fLV59OlaqVXu9/inutY4YE1BVmk6n0y4qj/4Y1ZSIbxtirBCm+fqEKB/x8+FkFvxHEUauEVb0UCGoWCxibW3NmYy1rBOZgx6lzGrRjDatVCpIpVLuWd8a43jI6DXEm0yac89rYbiIwlPY2GeFWe+d2eeyubk588u/XOCTvK2JQu/lJur1emi1Wk7yyOfzuHbtGjY3N91RugokTqPRyIXG0r6sUTSWq5P5aCVf7av2TfsHXISS8kwZmnk0tt5H6CyD8N3nw80s7XW7XedM18RUhvySAIWNjZuVJhduGMuU9RnNMaA5hkljan6hH6hQKKBSqbj8DUYyMnyUhM+O27e5w4SWMDyG3RsFs87RtGeVUVgcUshRwqTarnX4+5gLcBGCTCGH5mBqN1qvi0zfahFcAwp8p5Xiw9akZYRW8JwF72E4VCbGvvb7/cCJpfTrra2tYXV1FZlMJmBlUZM690yv1wNwXhGBa5R7Rs1gdrzU4rlX2DbxGrZWfWBxFaYFz4O3eWBmzeUP//AP52p4GlhbrEpkikTrwAwrBeIL51RVt1ar4datWy5kNZvN4urVqy7Eb29vz5lTarUaDg4OUKlUMJlMHOGnTyUWiwWkDyKeqqsebGUnWCUdjZIqFotYWVlx5R76/T729/cdk1NQs4ZVqS2z8YH9zbf4gHNT4MLCAg4PD7GxseE0D+Y88TdrriI+tG4VcaJBE8B5RVk9vjWZTLo5m0wmaLVaODk5QaPRcAxmMpkgm826kyavXLmCUqmExcVFnJycoFqt4vDwEIeHh852rr4GbladG99mV/xY86TNYdI58YGub7u2wyIKeY8lgHYMXHf0RwEIVJUmc1DNjz4CahkMWkmn05hMJk7ra7fbzt81Go3cAW48n0dL8DOfQ8NrVbNh31mXzJ75outPTap2frQtX/CCXdd2DsLu43+WiDo8PEQ2m3Wh7sQrGQ9NsPS/DodDNBoNl0VPM3A6nUaxWMT6+jpGoxHa7bbTUIBzywnXE8vq0NeiOCiVSojFLiwrDAVX5mzHEmb9UTzqOgtbt7a9WRjNy3YSpW5iSsDWRMbfubhIJPiMOhB1o/I5Psuood3dXTzyyCPIZrO4fv066vW622TVajVgImi326jX6y4ChNIEzQ1KLHiNG4mbnBvMqrE6QSwzs7y8jCtXrrgqqEz609BfNWfw3Xa82r7iQ3Hu64sPJpPzKK16vY5Wq+X8IqyYSybA44NtqK+VfMlwbZ8oaTO2H4CrssBNbKv3plIpV8Mpl8u5kOZqteo2d7fbDYxbtSw1zelnK83a+QrTNHwM27ZBwYKCVdT8WLCEw5qhuDdYrkUTVZWR8rMmTZJIMXCD+9CaPhncosdJKBPQQpHWf0qtnkVgdbx81o7frvcofPvwbudR77E41/80jdFPMhgMAiH5Kysr2NnZcb5JCpbj8diZxVgOhsIjGVS9XkcymXR7g+PUdcV9kM1mH4gqZAUB63dRnChuwnBg8aDPz6qFT4OX9Zhj68C2g1FE8b/mkwBwkoAto82NzEU+GAxcUuXa2hrS6TRWV1edTfmFF15wxBxA4Mx1AM5+yo3FvnPD6CmVXAB0IluJQfuYSqUCeTT06WjJfis1+4hdGN4UF/b9FnyLlU71VqvlpDjmOABAo9FwDF7bV2JG7dBuJn7mfDIMeTKZOKlwOBw6JqM+Ew0P1xDNZrPpzBI2/Fg1LKvx+nCpm81uPIUoLdECx2619qg5jGqbDIYMkkRfc65UM9QQVpohuX7pPLZCHoU5Hi9BDZ7v55+uVQWW9SHBBBA4e8aHRx8+fN+jGLoPV1GgmhHpChOIadbN5XKoVCrI5XLOSsG2GcnFtadMnoyJvirSK+DBmnXUDplEaX3SKlTasU1jnHr/LLTAvmMaDhVeds1lYWEhoLVQsqP0r5LR0tISyuUyisUiNjY2MB6fJzweHR1hZ2fHmV/ohKcWQqR0Oh3s7e05TeHmzZvuDIYnnngC29vbODw8RLPZxOrqasBnAwDXrl3DxsaGI3gsib25uYn19XWXHxCPx7G+vh6IKrFmOxIEhkc//vjj7qCl8XiMZ599Fq1WC6enp4EaZdzobMcSH/6uRMxWafbNg29+iMN2u42trS0AcLWnWKAPOJd+T05OcHR05OzKqmnG43GcnJzgxo0bSKVSmEwmLry71WohmUxidXUVV65cQaFQcKHHmgHearWcr2VpaQkbGxu4ceMGHn30UXQ6HWemoRnt+PgY3W43kJdD7UpzDiaTiYsA5O+62YkLXZ+qifI366QPW++U4NV8GEVQbT/0OveOMu9Y7DyJj6ayfD7vzrlRfxerIQwGA3e9Uqk4nKt0zCKgCwsLrgoCI8q0GKPmlHE+4vE4lpeX8eijjzrGcnR0FDitleY7xSfb1mthAgFBCawlsj6iG0YsOTe1Wg1HR0eugC2jxxKJBG7fvu18gqRf9KeQuVDwoTnx+PgY1WrVaT1k9Ha9LS8vY3l5GYVCIVBJnG0xWMAntPpMiNb0qMImQfGr4NPqZxWkXlbNheDrrLVDcyP1ej0kEgl0Oh0nuVKartVqOD4+RrPZDBBW9XHs7u4iFos5CWRpaQnXr1/HF7/4RRSLRWdaUTMUtaR8Po/V1VVnhkulUi4MlhIdJTg65IrFIrrd7gP2Y0pzpVLJJXXm83kXCs1F63PKKt7splFcahSLtZX6zD66wOz/arX6QBWCYrHoTFbEM8tkABfFOPv9PhYWFtDr9QJnUTAjfHFx0Z3kSbyQWFEQKJVKLmR8fX0dN2/exPLysptX+gYYFcizdxQfao5SadB3oJPFl400C9Mmw9Yz29TaULym0v40LYV9UQd6LBZDu912+CHz0jNGmMin76cARz+iRpvxfZPJxDmwWcON0ZBa8oWh+8oIqBUVi8VAgAHfo/llmg9Fc6zOkU/D0f3Ez9ZH65POfWtftSad61arhaOjI+zv77vcq3Q6jccee8zlWx0dHbkxdbtdZ05joikAp/WVy2Wsrq7i7t27gTXE9zPUWyMgqckfHx8H9q+WMfIxU984o7TkMJzNo60oPBRzGY1GODw8dGYHhUcffXTu9rhQCWGblYQqFou5UvjJZNJJ0JxImrMUYfzcaDSwuLiInZ0dNJtNV/+nXC47zafX6wWilqiR9Pt9LC8vO8mEUjxrMakZjBs6k8k4zUeBph0WaWSIZywWc4EFaocOWyj2t3lhlmep9TWbTVSrVayurjofSalUQqfTcRuAmdw2soWSKGuzUYJnSZJSqeSyoEnoOQ+s78bPV69exfr6ujtQjGHTjUbDMWb6ynQMPik3Fgue0+PDRxRxst/D5kQZuGo+JNphbVtCoERUmQ3L61Pap4ZHMww1EbbJcZPIkykowVfNjnOm9a7I3Mhk7LpkEUjVZq20TZyrj4Z98+FP50g/a399z9n594H6RzkvFIhoTqfmu7Kygl6v5wJIOBaGMXOd64mjetaLBWUupAucP861Fg6dtk6tljcNB9PogMX5LNrL3MzlE5/4BH7oh34IzWbzgZfHYjE888wz8zYJ4ML0YBeofiYRscd9lstl3LhxA6urqyiVSs4Zx1h1Tnw8HneSdSKRwGte8xoX/fTqV7/aPbexseFUf0roJEDXr193m5BmLZaSYR+Hw6FzOLP4HUFDPyuVSuBgq1KphFqthk6n47LKw6LBfETMJ5FY9XcaWPzzP6PoxuOxI/S5XA7Xr193TJAx/GREwIV2whL41Ch4SuRkch4Fs7a2hnK57IgXpVc6QB955BFMJuc5No899hhu3Ljh7OK0YbdaLVSrVZcEq3hTPOkcqFnWCjkWFzYwQ+8LM7VYPNpiplG417Yt8dR7aB5mPtB4PHaBEWToZC6cKzWZqEbK4AruGwBOs+Gc20KLGqqsRJKEVEPqgWCRS/bBBvKwHcVrGKNV36qCWj9UUPPtCx9zosN+YWEBBwcH2NzcdDhYX1939KharbqkhvpsHwAAugNJREFU4vF47JIwO52O09rIKOhfVbMf36VCKQVaRlOenZ2599joUc6lXUdRjDWMCVu64nvuy2YWe9/73oe3vvWt+OZv/manKXw5gYjjIuIC6Pf7ODw8dAdAPfbYY66iaS6Xw+7uLvb29rC7uxsIgY3FziM7qtUqbt26FaiW/IpXvAKJRAK3bt1yaqmqn8ytYLQU7dWpVArlctnZmc/OzlwoYaVSwfb2diDii4uIoYqMo+f5JkdHR2i32+4ZNTdY01XYIlATjrXp8ne7UKwZQhkbI9harRb29vac6WV1dRVra2sYj8fY3993JkTWDiuVStjY2HBnjKsUy03EP2o/HKMSH5pjaEZcXV1FIpFwWjQ1TfqpNBxW8aMSup7TQYJncak41vUXxbSjNp/1+ajZU2EW6Vy/k8DTRMXAk2w260rlcAy6jnjdVw9PtSSahPR3atl65gnni1n8nHMKYJoHYoUn9s+uR8sMwta8/V39tTp3di/q2rBhvfShMByepWCYDDwej9FqtXD//n0cHBwE9snu7i7W1tbc2i0Wizg+PsbCwoILXKHPisKvmjU5BmpDNP2S8VvGZMevv9k1Yxm3PmuZtOJjHmvJ3MylWq3ife973wOJhy8Wwgalv+vAuFCphdA0lk6nXal4SmA0d7F9Zu2fnJw4R3E+n8f6+jomkwlOTk5c0mS323WZspTytBw2iRp9B2dnZ4HfuLn4XiCYza92aWb/MkRaN4VPMtYJD1tcCmqGmHVO9FmaX+r1ulPbr1275mogVSoVZxZj9Vz6wwC4MZPoUeJWBqghtiT2mrHMQoDcjNyEHBsFCZ+JwH73bZYoe7OVjn1MW/Hle4fd1GHmHH2/1Vx8DIbMkUSe+9NW1bXE1Aot6svREGSG1ise9E+FMGqmZCrqo+H6oE/FMml1IPP9UZpemESuOGJ/iEeanNl3m7NkBS4yi0ajgVKphMlk4koPjcdjVCoVF65PDabT6aBarTptEoCzZGjtQbtmyFg074UBRJo/p+P1aR0+euBjEL71G4bXac9ZmJu5PPHEE2g0GlhdXZ330VDwMRXfhuPi53UivNVqYTQauYzsRx99FLlcDpubm0gkErh//z6Ojo4Cm28wGODw8BCtVgsLCwsuTJDSBU1vTKQigSRjYSIZFwqd0KPRyDEj1hba2NjAycmJYxp6pglDFNfX13H37l0XlBBG+HT8vnpZPmJkndG6yCwDsW0RlDgcHx87RsPaXrlcDk888QQWFhbcRlN/UrfbRT6fdxsolUo5RszzPrRkyWQycX4TajUsrZ/NZt0mpi9Mc1gss9XvSjipweg9lMbD8KoRPiQEYeYyH5Co2PUdJRDoPPruVc2l3++7igpkwPbAKZ8Wq/kwlL7JqKltabkX5oep9ExhgEIFtXqGLTNUl+ZqOz5+tkwnDFfTNJfJZOLMsleuXHH9r9frLklU+6G40XExyGd/fx+5XA43b94M0Iu7d++i1WphMBhga2vLVYfY3t529flonSiVSsjn81haWnJ5WKoZa31C0hPSOQ30mTZuxa0VJsIEUb3Ph+soIcgHczOXH/uxH8MHPvABfPd3fzeuX7/+wAS/WI3Gdl4n3UqcSmyPj4/R6XQcY7h27RrW19fx1re+Fffu3cPOzg5eeOEFVwSRKjxLPayurroQ6MceewwHBwcu/O/atWtOsyDBpPYDwLWlZffL5bIjUq973etwcHCAw8NDt0DL5TI2NjawubmJYrHowh5PTk5cZjzHz//EgZVALb58+PPdFyWh+BYY30vJ7OTkBFtbWxgOhy6o4caNG1hZWUGtVnPlQugYbbVaAOBMNWQqDC1//PHHkcvlXLglBQGaM69evYqVlRWsr6+7wAtGhzG/RQmEDSpQUObAebKMhwEHJMypVMoRJI0ApE+C77FRaopzEhqfBqF9821iH7Gw0W+2HxyDzp/uHRJ+mq3YJvFOKZ1+QTXjcc2rSU0d1yydlMlknFmJ1gJf1Qmb06G10Xx40mvK4HW9UpDhOfSsTnx4eIhGo+F8dDRn28AD/qcp/fDwEEdHR9jY2EA2m0U8HscjjzzimHq1WnWC6cHBAY6Ojpw5neZf5rOpGZJ91VyYs7Mzl/HPaMCwXCKLjzCzF79P07h98GVhLq9+9asfIDa/93u/5713Hoe+mhmiNpO+10relKhpimFsP3+7evUqNjY2sLS05OLDO50ORqORK3J4cHCAcrnsNkelUnGLRaV+2p7p6GftIQAusonx+lxIDKWlPZULjX4enninhzbZxWMXijWr6GefRhJlbvTBtMU3mUzcOe3VahX5fN4RoFKp5KLkjo6OAv2nFM2oOMUT8UptQiVtbniWxmEFaxJHStE0t9hIQYtDJZDWzEAmwn6yrAzNoVwXJycnrgS6JfhRECYUsD/2f5iU6dNsVcPRvWI1XCuoUGskwacmxLGp5gLAzQnnR4M2gGDpGS1xwkAPJhAqYeV8+vCgIcqzCFSKI2oeNG/TYV4ulwM1ALl2dA9pu3TUn5ycOIsHNbSVlRUcHBw4iwaZcrfbRavVcrlG3N+0Wmi+E3ORtEoC1xpr63FtKz4sHqwQrrgI02jsvT68+tqcBjMxl/e///0z2djmATtwjbay9+mm0ageRSQZC3NcKNlqqDGZBYlCMplEr9fDnTt3nAOfpqzBYOBUXZobKBnT/kxpaWFhwUWG0LxAiYmRMgy35Tuy2SzW19edY7parQakRcWRneQw9Vf/+LuP0CpEES8FG41Cm3m1WsX6+robc6FQcJF0lFBVC8jn8y58mSVb1ImpG1wFCJ4rwyAIEiYSqsFg4EwH6li2m0ilXMW3Mj/mTtEPR6GAARvMtWJknPbVzpHFtWrhURs2zBSkvykj0es6V2Quqiko4SSjoFBE06fWHVNmQmajjJ2EkUeIU3vhPA2HQzc3tVrN1dLSfexbZ9PM5T7tz5rZqJVWq1XnM+LZTGQ2AJx2EJY5P5lMXPrD1tYWbty44cbNKFVqa9S6WZk7n8+jUCigWq1iMBg4HyXfNx6PXU7c2tqaY0akYdSWfVUN7JwSp+ovs/TTB2ECjf42jRlZmIm5fNu3fdsD15hZC5wXOMzlcrM09UDnNPwzarMRcTaaRJ1+vIf21MPDQ7Tbbbz61a92Gd3ZbBbNZtOFB8fjcZflT/8BbdRHR0fY2trC/fv3XSIfNw21GNpJmSXODHNuMlY5JvFjGC9NZ2yzUCjg3r177t1aat8SDGo2vkOW7DOWAPF+H67DFhXnie2q/6VWq7kNtLq6Gjjb4+bNm67IH31LmvTKgoiUWhlOy7BZMibii4yl1Wo5HDEnSP0AxI31bWjkDIkaCSS1rY2NDSwvLztGqGfMZDIZZw5lJQDNqVEN14dTn+ZtTRj2uVmlTOtTUWJDs50KZ2TknFsGptCkQ2Ybi8VcKC01NxI47n8t3UNmXS6XAZwzcBYRrdVqgYRbvptj0mrBlhCGafJ2zdt7x+Ox868OBgM0m01X3ViFlXq9juPjY+eb1bUOwAkV1WoVX/rSl9yeJt42NzdxdnaG27dvOzxQeD09PXV9odby+te/Hnfv3nXFadfX17GxsYE3vOENePWrX+3K9tTrddRqNRfVOE3rJU304csySzWD2jVn246iDWEwt89ld3cX7373u/E93/M9ePvb3w4A+M3f/E381m/9Fn7pl34JV65cmbdJBz4JRq/5ois0yoUbh0Sm1Wphe3vblYO5du2aO1SqUqk4WyvNANxYTOzr9/tIp9NotVouCo2x6qVSyR3xzAXMCqgAAqYdmggondM3Q9VczRC+PAuLB0ugfPfzu2/D+dr0Pa/v0gWrm5tlxlutlsuop1mETIT+CWp9DJVlNBEZghIcdbRTElb/Ahkc2ybuwvxR1tRBRzWDOdbW1pypknZvBm2o054FTSmBU5KfRbMPYyR2PuzcqjBg581qIdSq1SSmZjLex/GoeUvfwWAJLdjq6zdDcsmsSZipLXF90CfG36KYBRmbz+wTBVZz1+uMGp1MJk5YYYX0hYWFQBQX1zIDRdgfIOh7YSl9Fpyl7zAWO69crEE7FFTYP9UCO52OEzQZBEGzGXHaarWcBu1bJ1bb9wkuyrDDrCE+sPt+VtPY3Mzl/e9/Px599NHAAWHf8i3fgueffx7ve9/78HM/93MztaPEZNp9wINRUPxNCR/b5GLv9Xo4PDx0iV+M3Eomky4/gpInJedOp4NSqeSK1FHN7fV6zu6ez+exvLyMk5MTt3G5GRnZRGZCyZGLGrgodsmwRo3y8am9dlOFSXQ+nEU5/2bBvV2gnAMSI5qGuCFXV1cD4drcJI1Gwz0/GAycX2xpaclpaSR0SuxIINVprkJEu90OhMT6CKUPL/zO3Jnr169jeXk5cCytHvc7Ho+dQ5oSrpbznxXHahabheHb38LGRUJFBsPras7S+/keG2CgJkMKRjy7xfdeDU/mf46NvtDT01MXpmv3qe0Pv6t5xydU+uYyCpivQnMeBb/19XUnTFKYoK+QWjif4ZiazaazdLCaOU1kV69edRoShU2G0LPmG4UrOuhbrZYr9cL9osIoy/podQSflqHalu8ea761EMY0ogSiKJibuXz2s5/FJz/5SReBAgArKyv4kR/5EbztbW+buwMWuKi4+OziUXMaf/fZpkmATk9Psbu7i8Fg4ExSxWIRS0tLuHLlijuzguGzx8fHTqqhZLO/v49Go4HDw0Ncv37dLaJbt245cwAAZ9Zh+QafNkWJOJfLYW1tzS3Evb091Go1NBoNZ4fluO0m1O9RUgSZi/px5gWLX0sYKZky6ZPEltFjeg/7wqQyEh9Vz4lL+rhYYkjNWFpK5uTkxGk+1BD1jHH+WbNBoVBwprqbN2+6opl0qnJj7+/vuyKLd+7cQa1WQ7vdRqvVCg3tVZu3gm5SRiZZW7gKUWHzQLMemTv3ix0j/6zJzmrH3EfqfNfgC5p/qR2yjxoYEYvFXGIgBTuWTWG1Ca4N9lHXk88MZf18wIPWC5+24sMfrw0GAxwcHLh9Px6PcePGDefkr1Qq2NjYQK1Ww/3791Gv110ggham3d/fdxr11atX3Vq4efMmzs7Oj1cH4Nb56elpwCfb7XaxuLjokq95WiVLzJBeEH+j0cj5iTRs3Le27FrxRRJaRqO0ypqTwywB02Bu5kJJ24KeDz0P+CSZqHfzGftfF5SqfpQMAGBra8tFtJRKpYD/g47kdruNZrPpiM/q6qqzeR4fH+PatWuuVAsrJKskzw2UzWadqU0lyn6/75z7dIz2+30cHx/j4ODA5cLYxRIm7VqmG4Zj/RxGwOaVTng/HY8a8UbiSclXhQE6/QEEiBU3qzowgYsjDLQtag5Wwi4WiwFnNMepvrl0Oo1KpeICLBiFxqg3EqHRaISjoyPs7u5iZ2cn8E4SV6s5T8OjEkefYDTLHPikdV9b1gTDZ0hAqFGruVHNl4ziY4g+hQH1kaq2Scl+Mpk4jYU5H9NowywayKzrM2xdKyMlYwHO/VVra2vONEoT1+LioqvgDCBwZAT3NrPmWbiWJ/YytYB7nEESxD8tIwyIoNO/WCw6wT0ej7u0BFo+VEvWPaxjtiZs3V96v5rQLNPXNn1MbJa5mJu5vPWtb8V73/tevOc978G1a9cwHo9x69YtfPCDH8TXfd3XzdXWw5pr9Hm7KHWj83c62A8ODrCxseHs/dxEi4uLaDabbsEwVJnlS9LptJPEzs7OnASzvr6OWq2GbrcbkEIBuIKVdOapI1XPtaAtmDkurBgQZTIMI2JhZhaf2UEJ2SyMyS4wvcbS40xO5SZUk4kyX9qeSYxUwLBOY/UjkMEwb0bLu+vhYZw/jZDi+xg+Sht3sVh0DIbmMM5bp9NxuUn7+/vodDpeU45lCmGbT01RPs0kylym9/muWQneSp42GEZNYCSAvJ++FuKbc6gBEwQ658moyKCoxTO/6aUwz07DR5gVw95PgY5VDWg2J3FnBWOa/agNa0km4oNrPhaLOX9JLBZzZi+7Lhj+TFMcBRVaQJhPpOuV86Shy9pm1Fgt7sI04ihLkI/xf1mYyw/+4A/ie7/3e/Gt3/qtgYF99Vd/NX70R3905nZ82gf/W6YRJeH51EG9lxMzGo2wv7+PlZUV58CjlMDS+dVqFY1GA41GA/V6HUtLS1hbW8P169dxfHzsEq9isRiy2Swef/xx3L17F3t7e870QJNAoVBwx55qX1j7jOrywcEB7ty5g1u3bmFvb8+ZW3SsPtOL/q74U/zyORtBZBmLb/H52vNJhFThdbNSe2MWPvtA6ZdZ+SRMOod03LOsDzc4GQ99NKzGwJpsLFOu0uXh4WFgXaTTaVeXbH193UmLjz32mIvam0zOw1b39vZw584d3L592yWw6Wa1jHGaNMffNIrNhhHrHPiIJK/7NHxNONV9YKVY4KJKgeJeTackcgzOIAFlwIuekUPiS2mewR30T3FPqdTtE2zsvldQPCtO9LsKlT46oM+o1sy6YKx19uijj7qgH5rGK5UK4vE4Dg4O3FqgQKOneK6srASCdmq1GmKxc79isVjE9evXnR+vWCwCQECj0X3CdU8/CxDMz7LMWsfK+xV3XCOKa/Wb2jnQNaMmW99chMHczKVSqeDXf/3X8eyzz+LevXuIx+O4efMmHn/88Xmbch0k1yRi9TfLZPQ3bUdVPz6nhHkyOT8XfHd316mYCwsLWF5exurqKjY3Nx3xYnQLw4WZvU9pjA45ZtuyBAmJU6fTcc48ZnUzz6NcLrswUJpd9vb2cHJyEphk3+ZQfBBvvD9MQ7FqdJTEPU1qtr+xLyRWWjKEUhclNZpWaMYC4KoZ0MzK/qpTn5uM0TyxWMzlTVAL0jDca9euIR6PY2VlBaurq2i324jFYk465RlAPPiJuSyx2Hkdue3tbTz//PPOHMZ5Uc3Cp6ko/sJwyPHZgIMwrcXHYHxmCzI6retGTYXhstQulPDwWd1bnBveS5+OaqR8jsmZnG8eLc2TS6mNh2nhSiztWg/LcVF8+fCk/Qt71r6PqQv1eh3tdtsd/re5uRmI4Mpms6jX685Zn81mcXZ2hv39fZeewBL5iUQCm5ubzhlPgYvEXDVxFTbG47Fbs2qOJO5p9dCyNZZeqOBitWSlj1YLJ/2jBk/aQcGFuUqzaqEPdZ7LZDJxHJyb8mHBRo1YsNJMGJOZRQJn3HgymUSlUkGxWHR2+nQ67QrRMX+CNZCYfczzQ5TY0MRDBgKcR9qQsKZSKfedpTD4Dpbm5p/N9rY49xExH5FTpq1Sik97sbj1gb3XPq9SsjWvcH65yLXCNKPKlBgqcyHxicfjTooGECB0DM9kP8vlsjNdMqyUEWHUppjsxtyWhYUFl7dy+/ZtbG1toVarucKDiktdW1EQtpZnkfrCJPio95JoMYGUf9YBr+YxK5SoMKZJlRrBSEaufpbJZBIwKTNAptlsOpOxzyRn16v2SenCLFGl0/AYxoxIPLnXuR6Z3MtTV5lYncvl0Gg03FpNJBKOqfLUWPpUVlZWcHJy4nyt9EVaYUp9XsQ3+0vmQuGboc16jEcYvbDmLl2/ZBA0gZI+MaBFj3On74wCtg0mCIO5mcvW1hbe9a534d69e4HrX/EVX4EPfehDLnlqGnCRq7ahUUNWcvGZD4AgQfURSkVwLBZDvV5HLBZDuVzG8vKymyyGJNJkwwxbHm/KMxysisis9Hw+7yRr9p2aDQB3rC/t28PhELdv33ZlRKrV6gP1luxYiDcfc7FMhPeSGFhC4pOUffj14TjMLGnb0RwRxc1oNHJaSz6fR6/Xc/ewz7aUDusxjccX1bDpyCdOAQRqZTGjniV46JymKY8Ma29vD8899xzu37+PZ555JuCAVtwpPux3xUkYMdT58LUVpoEqqCSqvizVHG1bSmBVk7WMRqt208ylzJWmIG2XWni323VO7MPDQ7zwwgsuVJtBGGE4tGuXhNt3v2/d+2iCTxAiWHyoBnZwcIBGo4Hd3V00Gg13TlSlUsHjjz/u6AKZCRNouRZXVlYC2ggtGdVqFbVazeGVGg4ZOfcF1zXbJEMaj8cuN44pFgxC4j6xa81q0rQMkYlpDg4j5ZiGoblN/X4f7XYb+/v7LlAjjFYpzM1cfvzHfxyPPPIIfvqnfxqPP/44xuMxnn/+efzUT/0UPvCBD+D973//TO34FokihZ9tSK4unDCGY4G/k9jQzloqldx7UqkUKpUKCoUCrly5gmazGdBiEolEIPGSIcdsn3bnWCzmCOnCwnloLcMLSQTb7bZLxGKF1mq16sbqk7Z8xDxMy+E1lS6jCFcYU/ZJ6r5Nyo1JQqSfaYPO5XIBvwwT1gqFAmq1muurjb6jml6pVBCLxZxjlXkHyWQS4/HYbWjOCwkHcKEl8VjrZDLpQpir1So+85nP4M6dOzg+PnbCBwmsCjk22kZxon9hYcga6sn2fPfZOfbNlWqIvE7NgZqyai8kVkq4rTahmgL3mgoFZCZaXodSbbPZdIVMd3Z2nGmY88TxaA6O7nllfNo33QthApXFXZQAanGpWgJwUWOMYfDNZhObm5t49atfjStXrrjEZx7jQSZDvKhJFzgXMHkfNSMKQBogQQHh9PQ0EE3JKhZqKaF/sV6vu/JU1vzN96v5TAUmlp9aXl7G+vq6C4mm8MM+cg1xDVCTmiUyeG7m8ud//uf4oz/6I1QqFXftta99LX7yJ38S3/Ed3zFvc1MhTJKepsnY54lwSgispsskyXq9HsgsX1paclxeNREevGQdpfrHrGhKexo1xdMuWf345OTEVRD2jdOHD0vgw6TcsPZUmpvFnDhLm2TEKkWzLfo6iEdV07UQqBI4bhaGbDI8k+1bQsm/0WjkNgdtx8zXYBVbEslWq4X9/X1sbW3h+PjY5ROow9o33llMiWG4CtNqwohmmODk80/SnBOVA2EZnG8NK/NTCZxCBPeFhuPWajXs7++7dW3bYns+gcm+3ycAzQuzPM+5VFzpGm00Gk5TY/0wzbrn2mw0Gs4/RUGU65KRjtz71MgVFypUkr4w4EfD6uPxuBO2SqWSizTTow/s+rRWBva/XC7jypUrjrmUSiV3H+d3NBo5qwrpJU2k09JGgIdgLrFYzIXRKrAY4cMCF2LYZuIiUCeT/ha2mKwkTicZNYZCoeBKW3NRMELDxn6TSLIt3Xw6BpY44eKiKkwzG0/IbDabuHv3LnZ2dh4IRAgDNUvZP7uo2Ce7iX2MJYzJ6DM+fKokraXraWOmKSqfz7tKCAACDkqWW2F7aj4qlUpYXV11od2cBzIAJpRpUAifZz5LPp9HsVhEu912f7FYDAcHB3j22Wexvb3tsqVVw2SRQd/aCpOGffgjKEEPY+L2u29PhLVNSZjSuOJC/S3qC7NMhXuEuFSJlQSHRJTmoXq97nBJ7ZRavR2b+nV8OPQJjVGfw/AXtn59feL9FHqIp9PTU5ycnODs7MwlMHKNMw8unU7j4OAAvV7P+VG1nD6ZC/0VZEoUkMiUSGv6/b57hsyGAQJc05PJBJubm86X2Ww2HYPhfBG/aoKNx+MuBP/KlSsuSpLh+JzfbrfrGMrdu3dx7949tFotZ76ehbEAD8FcHn/8cXzkIx/Bd33XdwWuf/jDH8YrXvGKmdvRyfYtdF9SD6VOSzi5MLTdME6ui/ro6Mg59HnOAxOmGA3GaCRdJApU/bX/3MDa9263i6OjI3zpS19yUsDnPvc5bG9vu0rO0zaA/WwZUdg4oxhvlKYSxngU1ObPcF1GJpEgxWIxF6ZJ2zHfy0RVOuDJQNLpNFZXV90RyQzRZp810YyEVQMHlpaW8Pjjj7sAChYWJdF49tln8YUvfAG3b992JjzOr2pcGrVmN1WY5mp/43/rBJ9lzqJ8ByqQUeBiaCv7T0lVCRYDKNR8Q8GNc6n7ikzElqUfjUZ44YUXcHR0hKOjI+e8p4+FoPtmFs3brmufQON7JmwPRQms+ozOPX87PT1FrVbDCy+84E6zJL1gWZd0Ou0iPqvVaoB2UMNgvtTi4qJb76yMrNoSmTrNUsr0yMyYAF4qlVxxXa2qzrZisVigL1euXHGMZGVlxVUb4T2c393dXdy9exeHh4cuTFsTZ61GGgZzM5fv//7vxzvf+U587GMfwytf+UoAwHPPPYednR38/M///LzNzQxWygbCpWj+FrbguLHohDw4OAhk6+vRu9Y0ZgmAJSpcCBql0+l0XO4M/S0HBwfY29tzIbXW/j2reSpMqo3SfmaBecwS7K+ekkdip9VcqZ3YCBYeS6ARYgsL5zlBdLqzJAnbJlFVaZoaDKMA8/m8mwvgPOT06OgIBwcHuH//PqrVqitLo2P2CS+8PitewrQLn2Rt17b90+u2ffu7rj22S5+T+jts+74AGtrWu92u8xlQM+r3+2g0Gtjf30e9XndSrfU56PusFh2GM9s/H0OZZy7CIEyg4ns5BuarHR8fI5PJYG1tLXDiJ0N4mYPV6/Wc6UzzYVgZvdvtujVKhsW1YYVunUN+Z0BMpVJxNCoePy+AyRNa2X8GG9GXzEoUa2trWF5edgnhnM/j42Nsb29jb28vsD989HcazM1cvuqrvgq///u/j9/4jd/A/fv30e/38Za3vAXf/u3fjle96lXzNjcThKnKSuTDGAu/A8GyCIlEwtWmisViTppIp9OOkGk+iiJYNRS2byMx1DlKu+XJyQl6vR4ODg5w79497O/vPxCkYAmaj+D5QrfDCI8lSj68hn0Pu2bnwDIX9o/JdzQPaKVX7T/Dgemj4jvX1tbcb7ym/gIyfc7RZHIeoVYqlVzRUZbuAc4reu/t7WF7ext37txxTn2dgzCJOSpcflZQgqth2xr1xfdpP1Qrt5q6zgX/7BpUzdvep8/b9hgtxtpgzKNhSZetrS0cHh4GcK+JsbY9iwMLNqBgmsahMI1xhY3T95vt63h8fjbRwcEBUqmU81FwLZKxsII6i9zq4WTZbBaNRgPdbheNRsMdEpjP5x8QrHRMwEXFBBVyyTjUZ0nNSTXX5eVllxR65coVF2pMi0Asdu7oZ+Lw/fv38cILLzhapRaZKFrig4fKc7lx4wbe+973PsyjXrCLgoTat+CVsCuiNdfBRvjY4n5sQx37iUTC1UdjrDqfZR8pQfC7Oj7VRq3t8wwI5k3s7u7imWeewQsvvBCQ6jWTVt8XxkDCcBhGoOZtw8esw+4nXrvdrrM9c/zEPWtV8RRJmoe4cZTpa1gxGZSabPSY4VjsIvmL2g6lMRYHbDabeO655/DZz37W1Qnb3993a8xuasWTNXfq77rpfMTOftdzTHzvs/MfJjD4bN5cfxpqzbBRZpTbcvzalmWgzPNikU5Ghe3v7+Pg4MDlszAcnyZHu2ZVAAvTBK0g5YvQC2Mc0zT1WQQo3/q2wt5gMHDCIJOjaV6kdkDthGszlUq5WoTxeBxPPvmkK1QLwFVG39jYQL1ex2RyEXXKfaAleHR/plIpx/B5z+bmJtrtNoCL00BZ1ohRZkyZWFhYcMeSHB4e4s/+7M+wvb2No6OjQIARzdukCVw/szCZuZnLcDjEz//8z+PjH/+4K3uyubmJb/zGb8R3f/d3ezfqNLAdjXIYKUPhhmeWNzk7EaAZrvqsMgpKecfHx8jlci4kWSuP+jQAVdkJlgjpeRZ0JB8fH6NarbrkPoUotdO+x4fDMA3PtmPNDz6YVQpUYkJGQEau9nx1JlMKA/CACUXb5nxqCCRt/ul02jlE1VzW7/cdsxoOh7h79y52d3fx/PPPu3BjDfsOG6eOK8x8Ms9nAA+US7cSfhgzCQO7NunwpSSrggv3BxA8w8VH0BmcQTOYHlHMPBCtRG2FKsuww8w+Or55NEIr+Fim5bvP95ziUEF/07miw/74+BiNRsNFIPZ6vYA/hKeh0pTIqsfFYtGZtTSZeHV11Wn9DCYigykUCgHTGOeH80eBAYCrmUjGQi2LbVIQIE06ODjAyckJdnd3cfv2bTQajUABYq4d1eTmmae5mct/+A//AZ/4xCfwTd/0Tbh27RoA4N69e/jwhz+Mw8PDmeuLzdJJ3dy+zabhftQwyP05Qf1+P5Roa2x4o9HAwcEBkskkHnnkEWcP5XM+BsNJ9jE8ThDPO6HdmlEYvV4P6XQ64PT29ZOE2TIye08UPudRZee5l2CZiy5+ZbhkLqqd2JBY1RhoGqHGwhwZakHM8KfWNx6PUavVXGJlq9VyTOXu3bvY3t52ZgtL6HX8vuuWeFkCFMU0eH9Y5FkYhM2Fau3EDSVlPeSMeOA9yuTZJ6vNE9/M76KTmH7Dk5MTFwBBidz6knwMVkOa58HBrDiZ55kogYL3K9NVQbXX6+H4+NilMXBvM9y9Uqk40yFzYJjeUC6XA6dSkgmvra05c1YmkwkwjlKp5O7V4qBK+zTZmNFoZHw3btxwpuZqteo02aOjIzz11FPY29vD4eFhIMxYx2/r580DczOXP/iDP8BHPvIRvPa1rw1cf8c73oF//s//+VzFKy1ESd9Eqi5QRgIxpJimGLXTk7nopgIeLC/OY5EHg4ErMMfSLio9W4lW/Ti8BgQLCbKC72QycT4AEgh1/OuYLdHVjW+lvbDJV8n/pQKf5kM8MAmMuSIa009pSqu8cpw+6Rm4iGDiRuLmy+fzzmRJaZLjTKVSLin16aefxtNPP42dnR3s7u6i0+m4XIFutxvwQygebR907PpfP88igfN9dm75/LTNa/HDYAZq68ViEcvLy87fRAFJfQfqf/H1g0yc2ef83mq1UK1W0ev1nLai/SABtsD1apMVfTjz4VrH7NNQ5mVWvvmyZjpf/0lPTk9PsbOzg+3tbZe2wLw4JiaORiMX5NDr9dzRBVevXnUVtymAxmLn1UKuX7+O4XCIlZUVN+7JZIKbN28ik8ng4OAgoMFTM2FBUc4dAHcke6FQCFSwGI1G2NnZwZ07d/Dkk0+6ZFemkFgBVxmg9knxGAVzM5dEIoHXvOY1D1x/zWteM5dJLIwTzmqm4IIlfP3Xfz0SiQT29vbwmc98xhWODJOobNuUpllmfW1tzTEBlc6IdAABs5YyMH5WlZWOZ9qpuTkpWZJAz4q7afhShjwPc/Hhy4c7ZSw6NyR2ZC7MiKem4csOtyYq4lD9aFaDo7RGuzc3ydHRUcAUduvWLdTrdZc/wPcxTyYKhzrWMG0m6rv9zWpLqtWFPRMmqaugQaZK27oe8qUHfTGTWwUta74ifmnSpXDEk0ZtSL4VBqO0E91DlkFoUIUPr9anqe/04WVWPIbdF9Z/4HyNn5ycoFgsOu2E/sZKpeKy+I+PjwMRXtls1tElDUmPx+NYXl7GZDJx+WAcC4ursgSL5hvxnrOzM1d9IpvNumx7+t4oLGxtbeH27du4f//+A2dH+fD5YjRM4CGYy9d//dfjD//wD/GP/tE/Clz/5Cc/iX/wD/7Bi+pMlNSo96jphPe99rWvdWaST37yk4GjTKMkTX5WJyhPn2OUkTIN5ehszxILPsPvqvmw3pJ9zo7/xZoP2IZP2vBpH1Fg7/ERAStpstaSMpgwh7aNSLGMWk0BqnFOJpNAkirt4Uz8unfvHg4PD532qmYFjZyKYhKzzIFlPGFCk0ZSPYx5h6DPcn4Z7sp8IdUcdW7sGtX50FwGLfNBk65GUaqZy/bLR+DVDOqzTvjmwO4r3e8+XMyKu1mFBN+6B87x1Gw20Wg00G63AwejTSYTF15M7ZjjZ0IxNT/VHHO5nIs8U5OwZuUzRUJ9y/o8zzPiWTTj8dgxPSZvU4tnJWgAAe09bF/Po7EQ5mYu6+vr+I//8T/it37rt/DEE09gNBrh7t27ePLJJ/GOd7wDH/zgB9293//93x/aji7qWSRHgkqx1DZGo5GT0ljig3WBNjY2HLcnkfG1p9rQ4eEharUams2mmwCNwqEUSM1INy8XBWv+8I/SDbNprfqpi8WaAngfv4cRxbDNatubZXNaHEWBj1hOJhMXhkn7L+fcRsZZYsk29R5qeIzwU1V9Z2fHRYDt7+/j2WefxdbWFra3txGLXUSkcS55jeCzK/vWZJSJzKfZWBypJmbnR7UyH9G2hJu4IEOgGYwMhZqLDUwJA65DJmLSpDscDl2+AyuE29pSGrjhwxX3K5/zrV8SQ6stq3anJlL9o0Ycxuh8Y/V91mu6pm1/Y7EYTk5O3PpmGkMymUS73UYul3Mn3tIvxWfVmqHj0fFpZWauWT3NFbjQvrPZbCDnZTKZOFMcBYt79+65s4meeeYZHB4eotPpuNI2bC8KL1b4m4Wpz81cfvd3fxfZbBZ37tzBnTt33PVcLoc//uM/DnQmirkAF8mMWr7DDkav6+BisZhLFmIJhkcffRRvfvObkUqlcHJygqOjI3z84x8P2Jx18doFoyG1DLXkcQJazE39KbqxuInYFtvu9/uuTZbHoHSo/VCJUiGM0PgkZl0EFuy9L0Z69vWPvhUSEgoA3Hgcr5o4gIuIMY3eozCgQM2y2Wzi8PDQ+QVqtZpzNn/mM5/BwcGBq3qgEVN8pxIizpXF5ywazTRmYsFHhKOe8TFs/ldisLCwEKhiy3FTU7LMk/vOMlOuLV2fw+EQrVbL5SvZfRqVeW/7bhm44kXnhWPz+eDs+qd0b3N4LL58+I0Cn6auMBwOnTbQarVcYVaWf0mlUs4PzLHZOdDPFBZUc+e6BeB8ahZv2h/dQ4zqu3fvHu7fv4/t7W188YtfxNHRkUv+1KiwMBzZOf2yai6f/OQn533EC1GSol3A+ruVKHj/1taWUzd1UtPptHNM6jM+1Y/vZVltdcRzQ6rkQCLo26hq/tDy/WSIlNT4Xh/hn0ZsfLiZF2bVUKKYkeKU5kjFmUpnvnlQomu/U6tjpVqtwEs/C6N3mEfU6XRcbgyJHwksCaTVntiXMNxbXIV99n2345wGUWYlq+WRcJG52Ax5ayGwf7bPloExpFYFJ8ucp41dLQ3qp7Th6KxwzT89HVPnTs2LfI7agL7T4sv+ZvsbRTzt9fF47AretlotlMvlwHHf9HsprjVkXsfjA45zMpm4eaW5S9cp6RBr441GI1SrVRwdHWF/fx/PP/88Dg8P3VEINMsnEomA2X9WOjAPzMxcnnnmGa8jX+EXf/EX8e53v3um9hS5JOokRkDQPMLfLRGlDf309BSf/vSn8Zd/+ZeOc/MMhje96U14+umnsbu7G5hcMgpLUGKxmEsuollMN4fmzKiD1EbQJJPJQHZ/o9HAzs5OgMgxqoqTy82kdmmLM6vl+O7hf2VyKilpO1EbzXfd9xu/x+PnpbzT6bSbS0rQNhlVJTJqr4PB4IFzwrU44v3799Fut90GYVXpp59+Gnt7ey7/QJka+2vxYr/r2MKYjg8fdk1aYuGTCimQ8Jrd3GFgJXOW/WDxT/pbqMFY4hWLBf0+Fj86TvVjdTod96wNAOA82vVl8ZnP512YNPcotX8yHRZlpNbU7/cDJmNdd4oz1vey+JkFfGuD13XOrPUgFjuvO3Z8fIzd3V1XHJW+KZqc1CxGOkamQHxqMrUKYLZkTz6fd8xEmT7xR5/jU089hYODA+zv7+O5555zlQHa7XaA3voE2iiN3e6baTAzc/kn/+Sf4Atf+IL7/i//5b/Ehz70ocA9v/ALvzAzc1HG4osc4j1KjK02w0mIx+PY3NzEV37lV+Lv/t2/iy996Uu4efMmrl+/jk996lO4c+cO2u02isWiQ4pGmtmNMRqNXOglJeR+v/9AiDMJGOPI2T/2i6Ue6L/pdrsBqZxt2WoEPq3NmgJ8BEEZimoBsxKveUH7srCw4EpL0A5MAtXpdNwm0L7ZjctNqOPvdDo4OTnBs88+68I7+/0+tre3sbOzg/v377ujiEejkZOMoyRqn7kljNnoPdrOrJtMn7PSNX+3ZkJLIH1rg/4LnnWvJwcqHrU0jk9IUGKuFRX0UCw1PdlnFbT/ip9EIuH8EOVy2RFI+ne4RjX4YDK5KE5KwU5xQXyNx2Pn0wvDfdj3adf1N98aoen29u3brsTL2toaOp2O63MsduETskBcWybNa3xeA4I4nxROqT3t7++7o7mfeuop7O/v4/j42GnxKrja8QDRiescs+9zFMzMXOwEfPazn516TxREbX4gWPbBJ0UogSUhozQ0mZw7tWq1Go6PjzGZXGR0q3nBJ5XwGv0kPBRIjyYFLjQX6whTXDATVqNt7Jh1jMpkfcQsSpvwEcWw7Hf77jCIMilY6XRhYSFQaoISKjeOmkBs1BSJKzcQr/V6PRwdHeH4+BhHR0fOVNloNHDr1i0cHh7i4OAgYD4JC4f3jdOHM580p9d90ptK+1GayLzXiduwayRcPLfGZxaz9/u0CwABiZr/Sfzt89bkFMaQCSSUlLDVNOoLzyZooqCdV2WgDLudF+yemgZhDJoH/5XLZdy8edMFV/BsHVs3zApWvjYBBNa1FQBoXeHx3Ay/v3v3Lu7eveuK5GoQhe8ds+Ao6nsUzMxcZml0XumY96tTn39EOn+zkjuJFQsVdrtdvPDCC2g2m+j3+3j22WcRi8Xw1FNP4fT01JVYoJkqakNQKqDmoafBKedXiUDHQ+mDZoVWq+XMCz5QaYzfp5nF+D3sT3/3mWqi+jErqOaSSCSwsrKCQqGAQqGAUqnkzDTcGASGZAII5PxQ02GUDA/yOjo6wsnJCQCg1Wrh9u3b+OIXv+iOO9ZKCpbp+cZtcRUVTaft+Xxj8+DKNw/zMndl1gsLC8hkMs4kxsAJBlUwunEW5gJcMBjuL41WChtvGGPw7QkKdyR4moNF3FgJ2sc0lIGGEW+f8BiG64ehbap912o13L9/H4lEAq961atQLBZdAVya60jLgAv/n51ftc74NAllOoeHhzg8PESj0cDh4SGeffZZ3Lt3Dy+88AIajYbrc1g7s+JkXpqu8FCFK18KUMKnhMcufkUCF6cmINGB1W63sbW1hc997nNOmllcXHQmGbalEq5lMkrk1SzAkiE2h0PDjVmQkc9rRVk6/ZiZq6AmOSUEiguC1eSi8Mq2Z3Ui81kfYQ2TXIEL/0E2m8Xm5iaWl5dRqVRQqVRc7D4Jip0DfQfbYr9pb6ZpZzKZuLPNn3rqKXeMbqFQcHiL2jTqx1KTZBgBt21Mk+DCfA7aljqztb/qg/G9w+4PXmNhQp4vwsq81Br1Ge411Rh9fVGtheufNalse8B0c4rFDyMt+S67Pgi6z7WKhe2DjovXwywePpiHePrao2bVaDRcuC/Poue42TcKUhSYVeBQQdsyeAqqzL9rtVrY3t7GyckJ9vb28Bd/8Rd44YUXHI2i1qR+TvafNG8W3+As+yAKXlbm8jDPWP8MGQwAtyF0A2q4r42Ft6qpflf1k6cqAheLhdEWqkUR9HlKfzSh+cZtieI0c5X23Qdhm+DFSCFhQJs3D05Ssxj7YvthN5Rd2PyuPrWzszPnA2NyGgUTDam07wpjxPNqabPMSdRzFI7CmH2UyVMlWmUCrCFFf4tNnJymsfB3zc/S32jjnza2qN91DJSk9V1Wm/Rp8fZ+Mim9zyf4fDnAClzEAQXJ3d1dnJycuBMfbb+sWd5qbjpPnAMmaTabTfdXrVZx69Yt3L9/H3fu3EGr1XLMmgxJ86f0nWHj0OvTYBY8zy7WvkwQxkXVRKG+FsaYa2VkbsYwxIXZPS1zUcaiNbLINBThWvSPTuiw91By8xEAvS8MN777dJO+GKYStYjYd54lns1m3f90Ov1AWClBpXwbNaVEhaX7Y7GYO83v6OgIg8HAReHYM+Onjdfih+/W//b+hyFYPk1Ho+Aedk50LefzecfIWbtNw3LtGH1BA0rstW2uf8WtT8Nh23zG9wdc+P98zEJzcuweUOe/L+jACoaK2xcrTIVpq4pD4oeBK/fu3cPe3h5qtVpgzQMIjEPxoPMABMvkkMF3Oh1XM4+VvZ977jk888wz2NraCtAPCrNKb6bt42m/z3qvwsyay3A4xL/7d/8u9DuAB5AZBVEdVEJD9diX1a3ESSMsWFaaZ7iraq3JVpq0xffyXr6DJ8uR0JG58FhQVeuVUDLmnaYF1vDRyVbfEvDgeelR2obdhHbSuTgpvYS1YefBXgtTl4mzxcVFlEollMtld2R0Op12YdbEA8uSs9x+mANWN1yv13Ol3hkZ1mw23Xnf7EM2mw0EA9i++rQi31rS53T8+qwFK3GGtWGjofQZy3TCngcuTCuxWMyZHslQtBKyPqv1xHzCje8zv+u+035w/fqIOj9rBBSd8jZ/xTJE9YuG9YvXVBvwaf4Pq23a9u34LB6AC9/Q9vY27t69i3w+j83NTVfni9W7uW7tHCljZb+Z90P6Q/N6rVbDpz/9afzVX/0V2u02KpWKEwaYIMk5t4FIPvCt25eCQc/MXP7W3/pbODw8DP0OAG984xvnenkUg7GmJjUN+IiiElAti8ES8HqPMhRe9yFWI2es3ZvEQt+rBJ+biNqPryps2Ph8m8KOOcqMQvDZw324s22GbSq9j/cwWokaCyOXuJF4eJKeJ+JjeEocaApgwcRarYbt7W2X38J5Uc2UUqGVzi0DjsLXNPDNS9hYfEJCVESTbVs1Ab5Hv7P0B7V0ClW22CdwYcq17/dpEfbdPpOv7/s0IUjvoRBAvFFYm0wmbr+qP9Tu1Wnak77b1+dpME3w9QlffD9L8u/v76NaraJSqTwwfisYWkal12yhUB7bcXR0FBCWyZBtoreuA98c6XispvNiGfTMzOW//bf/9lAvCAPdNGG/KZCg62Kyv/NZcmsAAY3D58QN49q6gJVZ6bMqEdq+qDmIKqpvTDrxszpHLUQtgFmYUNj9swAPqGKZd9VOyCR4Mp81A/jyWmKxixM8GUzBI1hp/7cmRI0+stqfgt1I88C8ePS92woi2rbd1L53q4bMY3S1UKUWBlXG4Vvjs5hCwhhLWN8Bf3UNC1YroWYzDQ981jKYecHixEdc52lDCfFwOEStVnMnOjabzUA+XJgG6QOuGU1GZig+I8K0ZBJw4Z+0ScvsJ6/NMi57zddWFLxsDv2ohaEbUZ3gdoNrmLIyBGUmRD6lW9877ALj4uX9ZBA2hJATr33l5uIzfA4I1mHi/fysZjXFTRhT8l0L0zAsYZsFZllECwvniZOlUgnLy8u4cuWKO9siHo+jVqs5ld5GL2n/iDdKXa1Wy53nfe/ePWxtbeH4+Dhw+JW138diMadJWud02DheKo0mysxHPNn5sQRG+2AJl/quhsMhFhcXA8mq1Fq4FvV+O062r2ZEFYTsswo+PCnR0ZBy27aORedCfSi8Tlxaa4Rqf2FzF4bTMJgmaNr77N60/ZhMJoGkxvX1dXf2yng8DmgiGuSgEbA+WkYfMoOWKExRsOIzKnj5xhK1r30aVhjMsldeNuYCXBB4X7SPqoy6SWw8vE+b8Zm5rDobtvAsAbCnB+pka1gfN46vPZsoppKXlS5tP3ybxYdH+7t937TFECaV8r9lCCTmKysrWFlZwfr6Oq5evRrQRBiqPR6Psbi4GCCAqrWoz6Hdbrvk10ajge3tbWxtbQVyG3y4snPsuydM+3hYpkKYN9x7lnfatapBH9lsFqurq+7sFuKW+PRpb+okVqLvW1NR60wJoI8YKf51jJw/3esEZWz8zRZ65Li431Sq9/krwrSQWbSTaQLdtDmkn5Vh3ACcdqk5OToWbdsKBqqZ0pKieNYoWMUTf59VQI26/jDwsjIXApEcxjD4PYwA68bxmc3CJH2LdCvhkYkAeGDCLZG0i1alOV9NJtuHWSbVSjRR9+nnebUWhbD3cVyFQgHlchmVSgXLy8sBNV0Jhib2aR8pzfFzo9FAvV5HvV5HrVbDycmJK7HvYyJsy3fdhxeL72n3R+Flno2oc2BDsX1t62dlLolEAplMBqVSyTEWlYT5jNU8pknjUe+2EEVcw+ZAzUH6B1yY++xaUyaiNbZsWz5iGsVYppl0ZlkbUeOlY50aBhA8hVQtFKr1hgmZKlipQKpMXoVUxYWlaVZD1vHa8fuuzYOblz2J0hI/Fjkk0jWe3Tr2LMOZVSq0CAcQ4P40u9DRyMlnkT2+XzUSHYdlLKlUKlDziu+1UuY8mgn7oAvIbjod48NIzL53s/8sNFgqlXDlyhVcu3YN5XIZAAJHD9NeHItdVEz2mW6o7j/33HPuXJbnnnvOVXIl/sK0M6s5Rmli03Dt2+RWe7OSN9dP2Mb0MUR9PiwoQE26g8EAa2trLoeCUUhcXzZTne+xkr1db/aahvn6xuEbo/UnWQGRf3qeiTJDm0Sp7diEZ9VYVBsIm2ttz2fKeliwBJ7AuWq1Ws7faumFLzGUOPEFMzHsnvuI86zWkzDGGbZudc6sxhllTbGfw+BlYy4khHZTEbEafszBhtnTAQTu0bbCkGCZgbbB99OWrRKWPms3rRIZ9oWnY2rVUytZ2r5rv+2EhkntilMfYbTPWGYRJdHZDTSZnCfwlUolrK6u4vr169jY2AgcPWwZsZrEtK9su9PpYGdnBwcHBzg+PsbJyQl2dnZcVQPfRrB9jBrPPIx7VuHEh6Ow+3XN+NZ9FKhUurKygnK57LLwmd8S5fOx/bJ7SJmOT4uwOSh2j/l8Sj4GPJlMAoVe9V4yF/oSbFvWFKaMyuc7jZqjWawFs2qmPubA0lGs78UoR/5OwZJ4sUzbpkjo2JSxWvOn0gwfTbP9DWMeYQKE75ko+GvDXJSoc7Hxd5+GMgsxsFJAFCfW91gJyUrH+rwl+EqIKa2opKETaLUW38IPkyLs+/W7EvCoReIjyOwLIUyCWVpaclVuy+Uy8vn8A20qQ1UioO0sLCxgMBig3W7j6OgI7XYbjUYD1WoVzWYzkNehfQsb1zRTT9QzUTDPptJ2dU7s2poVKGSx3Esmk3GEVYtVqomWEPaeMGZsNSafZK5zYTUW/exjLqqJ2OfCAjHYBx+D840vTFDy7aVpQocPX777LD5HoxGazaarS+ijYRyvaq42OMRn/rNCpN13Prqk90aNNeq+eeFlYy7cDLTRa6RVLHbhpFKkA0EmYH/zIdsnZekzeo8yEk6gzcQH4F3svM53qFSp+Qd2Y1mtgv33bWi7OSyx0r7z/7RFFcVgfNItF386nUalUsEjjzyCSqXiEhlpTtFDwwAEzrvRuUwkEmi1Wjg6OsL29jY6nQ4ODw9x9+5ddLtd146Pgc/S72mg908jHGFg14FdE1Zj8WmYvncrsWf9tnK5jGw2G2AsVoDxCUAWLBGyZinOtW1LCZ/PecxndX+SkGpUoI/w6Wf9XfetMqIoP44Fu87D8B72bBQedf1Rc+EJqdVqFa1W64EKx/yvjFzpnqVPDD+nkGZN8GF4tH0MW+Nh1x52TwAvs+bCwaod3koxXJgacqc2e7YFPEhYrLSgjMb3Wa9pnSarXbEPOmE+CZUbn/kIbJMLTf0OumDCQkgJ2r72Rx1/GhuvEqH23de2j3ArkLGsrKzgypUreOUrX4lSqeQYCR30sVgs4CexZ1qw7W63i3v37rkTJBuNBg4ODrCzs+PMPVwDYYxyFmIxbZyKVx+z9333Se266XWNWJ8AwWdSssQgFoshlUphfX0dxWLR5RKxErIKL/puHZN9p2UMlkHrMQmWWfoginBR6NBwe4Vp+LbEOOpeH45nMXFFacSzEGC7v8bjsQtKaTQarrq0b60p87RCsWUeama3YflWA2U7s4w/jMH7mPEs7QF/Dcxi+p1ExBfnDjxI7CyRBB7USBTR1nFqiTr7QEmRBMGn7USBIj4ePz+CVpPcGLRgJbswFV/NddbUopKxjWDTBcjx+bS8sDH4tJpYLIZMJoNisegixHiejjopbYSc4pLElsmStVrNndN+fHyMWq2Gfr8fqMTr62vYGGzfw65HMW/9P02zIfjMkJwfH/G1/fC1yeeTyWTgtEm1u+u69RHgecx+2oa2pVJ2lKnN1//xeOxq9AEX55T45sK3f3kPv6uVgyYorYBhGWWYUOG7NgvRtPf53jeZTFxIMmsLhkXwqZ+Z3zk+pYXcN6yfyFDnqHUZtoZnFbZ8OPEJYD542ZiLOgn5X/0swIOagrUD+zQVu/B10YVJqlZzUZODIlZNB7OYYkhkWcgxmUwGxj8ajQJRRtovO9lRkqHiSPFKBhkmaYQRPMuwbZ9yuRwqlQrW19dRqVQcc9HT7uypi/oe9nEwGKDZbOLk5MQdKX337l0cHx9jOBwik8kETARhOI6CaQxh2kbSa2HMn7/Z9aRM3eY62We0PcU/pf2lpSUUi8UHQo99z9qweYIKWbqPCHpdwXfYlD5jx8vr3C/j8Rjdbtd9VhORNWvZcH9epzBGszI/Tybnp8L2+/2ZGIOPMEYJWDquMKIaRqR7vR7a7bY7y4lBLtaUaJOzfWueeCBjyWQyaDQaAdoYNU7f+vbtBR/tmVVTsfCyMRcWZQPOJ8EHOrk2dNUuZAtW6vL9182oYLUbDQeNMs/wO014CwsL7ghWOmFJfO072X7UOHwLQzeg/qaSpjIeIFhgNIyYsp+KB0rQ169fx2OPPYYbN24EzmxR7UnLeeh1JSL9fh/Hx8dOgzk+PnZlXlKpVAAfti/2moIvSjBqcyhD4Hff/XberOnCMhhLENRcqRqmnTs1A4/HY1cBoVgsIpVKOU3YVofQOQ8Dnz+Gz3C+1I+TSCQC9b50roGLdavEjPdqxn+tVnOFXG3SNP/UzKsh7Goy59pi/1jqifvNJxjZz9MYTNRamSaxKyGmU59aue5HNVVbYcHXF+J4aWkJmUwGmUwmsH50PixT9PU7bI37mIn1d82itQAvI3PhUaAkLLowdWPxv24Ay9nthvKp8r77fCYx/vGEPx78w+qzmgnt28RsjwSFbdCEpASTRD6KKPikGdtfNYOpb4MVi3mNi9ASZcvAwpgZ64htbm5ibW0Ny8vLLvxYGa4udjXdaJ9ZKbnX67mzKg4ODtyJnzZixuI4TLKyzyoOFaKIifYzbKPpZ7tRNQCB82M1b8tcLPPkc4uLi1hdXcXy8rKr3UbfHU2tWvYGQCjuVLDxCUlqSSBxX1paAgCX78XrbE/b0Xcx14NMhr/ZM5ZUa9e1p+vFMheON5FIOF9GvV5/wPdg14AylmnaShj4ng9jVL571KqgQpxP87WCNHOaWKzUF5LsszZEWS5818KE53nhZWMuhULBDZ4qMwBnLlGNQf9811UKAIIhjVbr0etWolazWDqdRrFYdESUpeT1ICbbHmEymbjCgqVSCZVKBSsrK6jVag+Y1tTkoGG3Vvuwmghw4eBTYsA/jof1p3RRW9OHSlNs17dhkskkcrmcYy505GuVWzWHWYatvgHa4JnJXK/XndbiSwbUfuj/qM9KlKLA52y3DM33Dh+TU41PCefCwnn5c5pGlYir1M7nOOeJxPnx0cvLy66eGIUczrkNl1cC6COyfLeuO45HCR2dx/xs15ddjzbznKZfzqn6TPhfi8zGYrEA49G1owxX1zeFm2q1+gCDsuO2DMbO66xg8RpmXfCZ+Nln1QL1fqVDOqeTySTAXKywaAVq7ZuPydlx2/Vtv1s6PBOeJrPeeQmXcAmXcAmXMCP8tT+J8hIu4RIu4RL+/w8umcslXMIlXMIlvORwyVwu4RIu4RIu4SWHS+ZyCZdwCZdwCS85XDKXS7iES7iES3jJ4ZK5XMIlXMIlXMJLDpfM5RIu4RIu4RJecrhkLpdwCZdwCZfwksMlc7mES7iES7iElxwumcslXMIlXMIlvORwyVwu4RIu4RIu4SWHS+ZyCZdwCZdwCS85XDKXS7iES7iES3jJ4ZK5XMIlXMIlXMJLDpfM5RIu4RIu4RJecrhkLpdwCZdwCZfwksMlc7mES7iES7iElxxetmOOn3rqKdy9exfPPfccfvVXfxXD4RBnZ2cYjUYPHMHL/3qUpx5V6juC03f8sAV7HCgQPNIz7PmwNn1HyoY9O0v/oiDquF/f8bZveMMbkMvl0O/3USqV3LtjsRhSqRTy+TyeeOIJVCoVd5zzyckJTk9PMRgMcHR0hHq9jnq9jtPTU7TbbXS7XfR6PQBwR9byyNx4PB440tke6cpr9sjoWCzmju5dXFx0bXe7Xbc27FG29tjasGNew460neXI26h7OFa+6x3veAdu3bqFv/qrv8JoNAocV6s44dHbYe/j32g0CuDL9sMe7xu1DsPWW9R6tEco2+u++6POqQ97vz2ON+roXT1CGwBGo1HguHQ7Lv0867Wo777jlKO+zzIH037/ch8aPOvRx/zfbDYj23vZmEs6nUYqlcLS0hKGwyEGg8EDm49A4mOv+ZiL77sPdIH4FsWsxH/aopmFwdjPUZvTd1a6Xte29BqZw2g0wunpqduc2WzWnXcej8eRzWZRLBaRy+VwenrqzmsnE0kmkzg5OcFwOMRwOESn03EEsNfrYTAYPHCut+0Lz0Pnmeg6v8lkEgsLC1haWkKhUABwTjjIYLhObNvTxu87l1zvn5Ug+u7R+eT6JbPluMhcLbPjufNkUGdnZ0gkEg+sQbbjG6fiVe+xY52HGBKimLXv3mmfw943C96n3cdz6cP2ddT7o675fp8Fd77fZmEQUcKSbWceBh72rnnumSaoKbxszGU0GjlNpdPpYHFxEYuLi0gkEuj3+wAuEMhNB4QTB5+2M23CdTPyXp8kqcxKCaMSNX1ON2CUFBImAdkxRRHOae/h7/F4HEtLS1haWkIqlcJkMsFwOAww+VgshlKphFwuh729PaysrCCTyaBQKGBlZQX9fh+DwQDPPvssnnnmGbRaLbTbbTf+fr+PxcVFjMdj9Ho9pFIpb5/JfHQeeE8ul0O5XEalUsGVK1cckT44OMDe3h7a7TaazSbOzs4CYyOQEcViMSwuLgbmVRmeakx6PUqCtr+p5hGPx93nTCaDxcXFAMPStcax67OJRMKtp1QqhV6vh/F4jGw2i1QqhbOzM/T7fYcrMjJdg771Mq+EbcHHAGZhClHEJ4xB+gQs+177WZmJtmNpgmUKs2gZs2oK8zIP3zO+d1oao78rA40SOHgvf5tmXfHNm31uVob2sjEXgl0wKvlNWxC+tuznWSc76l7tC001lNYBvxmKBM62baWqqH5GMQzfoojSdpS4dTodZ3aKxWLO3HXz5k10u12kUikUCgX0+33cu3cP29vb+Jqv+Rokk0nU63U8/fTTuHXrFo6Pjx1RHY/HzjQ0Ho+dhkSIx+MBbUWFBcVHMplEOp1GJpNxRBUAUqkUstksRqMR2u02hsMhgHNGxXkg3klwyGh4XyLhX+4+c51tTz8rni2TpMBEgejs7MyN3dem9jUWi2FpaQnZbBbAOaNMpVIYjUZIJBJYXFzEYDBw7cZiMZydnXm1esWthXmYi+/ZWYjLrERrlj5EvdMKkvOM5WH68bDthO1XXud6oKDE9eTTdm07FnzM1n6O0ibDmFFUP3zwsjEXRW4ikXCbVgk58KBWohDGTKbd7zMtRS0GMopEIoF0Ou02NU1C4/HYmXdsH3SiZ+mjfXfY774x2P8E3kuTS7fbdeYuMsnRaITj42Nsb2+j2+066Xs8HqPZbKLT6aDf72N/fx9bW1s4OTlBu91GPp8PbAL+Vx8L8UVJU3+zUjyJ6OLiYsBklEgkkEwmHYPwaZ1sjxowAJyenjqir+/js75NYom1ZTC+dpQY+Naw3udjNGQsS0tLyGQyyGQybm5suwsLC4jH446pqi/KrokomEfi9q3jeSBKwn6Y9sL6Nq0Ps1yb9feHfacFClzxeBypVAoLCws4OzvDcDjE6empV0Phc1FtzsKwfcxmVgFiGrxszEURmEwmQ01fJAC+DWOJ9KySQ5gWoe8CgmaPxcVFFAoFbGxsAAAGgwG2trbQ7/edpKpjY7uzLE7fBFsCNG2yoxYHidRkMkE8Hkez2XS+jWw2i+XlZSwsLOD//t//i//9v/83MpkMXv3qV+Nd73oXXvva1+Jrv/Zr8bM/+7N46qmn8KUvfckR73w+j06n4/wgvJ5MJpFMJgMbgyYdJdQcm46fbdBM5Ls+mUwCa4X4icfjKBaLLihhPB6jVquh2Wyi0Wi4d8fj8cAcTZPG+L4oRjTrfLMNane8vry8jEqlgmKxiEQigde97nVYWlrCpz71KafBtVotDAYDhws6sU9PT9Hv92cSwmYhOgpRZlcKDfw87d6XQkOyTFSF0lnGo9d8NGIaDZm2D3WvWrz7+sh7M5kMcrkcNjY2sLi4iH6/j1arhePjY/R6Pecq8IFlEkov9Z1h5tKoMSnd1X07C7xszEWlsTDVjuYCfreEKGwxTJOwuBiVwPB6mNRPqWJzcxOTyQTdbheHh4eOKVpNx77P91nfEabtRNlL54FKpYJyuYx0Oo2///f/PjKZDGKxGD760Y/izp07iMfjyOfzaLfbqFar+NM//VPU63UUi0UsLi7iL//yL3F4eIhqtYr19XX0+32cnp46LYgRZ1evXkWpVEK5XEan00G320Wr1cLu7q4zZw2HQze/qtWQeVCrokZLjYd4UGLCNbS4uIhUKoX19XWsr68jk8lgPB5jaWkJyWTSBRzwfjIYBZ/9XucybHMpYwkjLvyNJrLJ5FxjX1paQjqdxubmJgaDAQaDAf7ZP/tnSCQS2N3dxc7OToChZrNZZwpbWlrCYDAAcK69qKltHmIbdT3qXqvNhGkmsxKyae/0CZ2z+Ff1dx9tiBJEw+5VIq5tWpoUxXC1raWlJeTzeaysrCCZTGIwGCCZTDrzrwaHaLs+3Ni5n4ZzH22x1x5m3l5Wn4vdjBasNDSrqh9mc7QTon/6njAGsLCwgGQy6QgiiV/Uu+37wyYyajy2fd+YwiROAol/sVjElStXkEql3MLt9Xo4OztzxKrb7aLf7+Opp55CKpVCPB7HyckJut2u00Lo3GefEomE89WUy2WsrKxgaWnJmacymQwGg4ELV1YTGf0SNH/pn29+VMhQAWVhYQGpVMr5bOgQ7/f77r/69Ign1SaiYNrvvo1tGRLHw4i4VCrlTJDFYhHLy8t47LHH8Oyzz2JraysQ2TeZTJzZRN/n8+/Nwyz4zIu910arzduHFwNfrndNY8YW1/RBzkqvCPQJJpNJF1yTTqedKThKYLB9ejnw74OX1efiA2uvTiQSAael2rf1exj4NppPZbS/a+gq36+hopQ6SXB9KqdPSgojZtOYku27bzxR2k0ymUQ+n8eVK1fQbrfRaDTQ6/Wwvr4OAKjX6zg8PHQMY2lpyd03HA5dAEAqlUK9XnfvIrHjZ4Y0x2Ix53wej8fuNzVjEdTvQJ8LCa+uB86J5kKpH0I1Hf4tLi4ik8mgWCyi0WgEmJNG/iko8Q7bqGFMRAm+rqPJ5NwkORwOnV8ol8shnU4jnU6j1+vhLW95C772a78WS0tL+KM/+iP86Z/+KZLJZCBcu91uI5lMIpPJoNls4vT01JmW9b1hmoNdVz7mreOxDEPbCNNWdNw+3PkgzARmv88qQc+qmfjowzw0heuZ5lYKbRrgorhSE2zUnud6XlpawuLioler1r7YdcbPaq4Pw1+UOfjFWE5eVrNYLBYLcHogmHw3jwTmW0zk9pyU0WjkNncmkwmomlZ1t5IxcMHoKGWn02k0m02vBqTAa+rMjtKWosYcpf3ob7aN+/fvY39/H5/+9KedBpZOp3Hnzp3A+4fDocMV26J2QVySkBE4Ls4lAwQ0WksTItU0pO8hEVWmQA0JQMBXogyCv5GBUfoDgE6n4xjWLGYja2rxmWI4Djt/+hzXDU1ywDlTZBQcNcJ0Oo3V1VVcvXoVN2/eRCaTwV/8xV+gUCjg9a9/PVKpFI6OjtDpdNButx2ROT09RbVadT4/K5QphJlTOFckTmomtj4p3Q9hjEP3j88XY3GqEMUMfaBr0z7vazPsnmnP+MDOO/PDMpkM1tbWMBqN0O/3cXJygk6nE1jjVuhQQYjtch9Zs72+29cf7qFsNuvexaAjAAEXQ5hQ4TOF6X3zaEUvG3NRpE1T94DosMowCUeJPnAhvasETPBtQNuubhiacKLs8PqZkn+pVMJgMMDp6amLZJo27rB2day+e/Q6nb5MhmREVr/fd5s0jEla86RlkrzHSmokrKlUCu12O8CoLX6IU2otS0tLjolTErOmMSAoQMTjcWdG4NwsLi66AIPFxUWMRiMMBoNIKcxqnj7c+3CsTEbxwD5SEk2lUigWi3jiiScck8lkMuj1etjd3cX29rbzqQyHQ5c8urS05PJd6J+xAQUWTxb0Ps4RcUxpW4UC3/OWsaoU7tOSotbwLBqL77coiXoWofRhGE3YnHNec7kcisWi8+9xntS/7HuH3WsU1ChMhTEA2z9qtMViEcCFYExz9LxaSNR9szw/N3MZj8e4c+cOTk5OAAArKyt49NFH51aZgOkbQgmWcn3+NssiZJ8ZGXX9+nXEYjEcHx+j2+0+YEbQdu3GUfUXgCMMeq8dF9/PiX/00UfRaDSc1GmfDRtLFAMJ+6xAhy/x2O12nYlPxwcgoIXoXOhnKxhQC+Hvsdh59r91nNs51LZodkun08hms445aDKkag5248ViMWdGoHkulUphMBi4drnh1XwXtgZnXWP6n382z4UMb3FxEel0Gmtra3jHO96B4XCIu3fv4ujoCDs7Ozg8PMT29rYTPHZ3d7G/v49EIoGNjQ20Wi10u100Go0HcoVs36Yxl1gshlwuh1Qq5aL7+v0+ut2u88fpHFnGogzFJqj68BTFSKbRj2lzMgtDmQXCBAv7Hl0rTFBW5rK0tORyslSL92lb/E+hTYVXFWB9/mntCwNa1tbWMJlMnFm6Wq065uJj7NPmwF6fldbPzFwmkwl+5md+Br/2a7/mTEF8UalUwjvf+U78q3/1r2Ztzi1aJe42U5r3+aQlO0gfg9BJYyjx6uoqlpaWUCqVMBqN0Gq1nOqom0X/KNGdnp4iFrsIi02lUs7cohFjFvkkcoVCwdlkB4MBms1mwMnsG1uU9GQXuvoQlBlyDMB5CLVqBGG+Aw299Umkqs3o+/n/9PTUOSbpWKc24lvoxCf/E7f8TbPwufEsTtgXmvySySTa7XYgCo2blc/btaf4nMZ4dMz8rGZBfuf76WNZWVnBY489hlQqhW63i3q9jpOTEywsLKBQKODNb34zbt26hXv37qHVauHGjRsYj8eo1+tot9vo9XouMELNWVbD5Hef3T0ej2N5eRnXrl1DoVBALpdDs9lEs9nE0dGRi4S0Pi8GH1Aba7Vajokq0dS97JsnxaFdY1aYCvvNzoWO377P924fA9H5jOq/9kWvc98wT4vCldW+rbbHeeSaj8Uuauyp2dkn+AIXocy5XA7ZbNZpVNls1qULqLvBQpR25MPrS6q5fPCDH8Tv//7v43u/93vxN//m30S5XAYA1Go1fPazn8WHP/xhTCYTvPvd756pPbsRwiAMEfNcZzvc7NwkuVwOg8HAlTBhG7zftqcLiovHIt4H9HFwY9o8jqixhv1mmcw01ZnSdBhj5rUw6dKHB4JmpfM6TVz9fv8BNT+sjzSJaQKlalQ+iVLnRJMtyahICEnwotqZNveEME1B8Qycz3s6nXbXW60WVldXsbGxgUcffdTVexsOh8jlcs5Gfu3aNayurqLf76NSqbgabsfHx+h0Os5vaLUIAAFhTftq55XRasRVOp12JkNN5GPfaXIslUpIp9NOSJhMJk7jiVovFqI0EN8zUfM1C0zTQvU+bX+WZ5T5qjasNCJK6yBzIY7z+XzAYjPLuGhuZSknpXWzaChRDMfi4yXXXD7+8Y/jv/7X/4onnngicP3GjRt4/etfj6/5mq/B933f983FXIALm/m0BJ0wiWSW96jtcTAYOKk2l8s9wFh0QYUtdNpYKVFMA3Wgq7o7z+Z4MWAJtF63jMXH8MMkRj5Hk5ut60VfhzIWzrdlHpTaLHOh1uhjDLph+Tw1H84PzWq8RwMCwiTdaUQlDBfsm5oX0+k0hsOhM8eVSiVsbm7i6tWreP75550vqlQqodfrodlsYjweu5yHSqWC27dvo1qt4ujoKMBI7ZypbT9srvifa1IlbM6Z1jkjEK/lchn5fB7xeNztJwDOj+XbM1F71ycE+X6LkpznoQdhe3oesPOv861mZs3VCguEUMa0uLjoCsdSWFOt3aep8VkyF84hE9RnGes0huH7fRb8zcxcjo6OcOPGjdDfX/WqVzk/zKxgibONeOFm1b8oCJNuiBg60tPpNJaWllAsFtHtdgP+DzUh8bv2hdIFizLyHusQVyLAvItcLhdoK6zf1hwTNflhUrZKLFY64v0atcZn9Jo6yrXPtnI1FzJNNYuLiy5hkxJws9l0moQm/NFslE6nUSwWkc/nkUwmA3ghDsl47HiZ35LNZp0PYXFx0eXuqCBgmZRvo+rGn4Z37afOPd/VarWQy+WwubmJt771ra5czqc+9Sk3NmpXo9EIjUYD/+t//S9X7+3WrVsYj8dOW+F/1cQ4T5wX4hOAi5BUhzIZC/GkphtqfhrSTeJFZ3Eul0Msdh6xlsvlXKUADZQIY8CKv7Df7HU7VwpWIJzlPdO0o3k1HP5pgBCDNBjxyEg/K9AR1LrBoJ9er+fW/NLSUkA7tHuae4dFaW36Bvvq+6z9eBjzVxjMzFxu3ryJT3ziE/jGb/xG7+9//Md/HMl8woAIehiYtggUeZPJxJnASIhSqRRyuRwKhQJOTk4CEm3YgrYMkd8190KZmlVZbbhu1MbTz7MSOh23ZRy+9vU5JUDKgHyLVPGjmgT/SDQZ8k3CRebAds7OzpwErT4si19rgtRNSmmNOSOqnaiTVImxD+8+80XYGrNSuh0T3726uoonnngCN27cwCte8QpsbW25Wm2sbpDJZNBqtVyZmmaziWq1ina77fKOBoMB+v3+A0EIOhfEMX0oCwsLAd/ecDgMEECbF8RxKQPmOGzlhFjsInFWc3EsbqIYjP7uu2cWIu8j1FH3zsLMZgFtazKZOOFqMpk44YgmRl3zFohvDTBR7dPW1NOx8h6a0kqlEkqlkpt3zrlGcU5jHj58PiyDmZm5/It/8S/wAz/wA/id3/kdfOVXfqULd6vX6/jCF76A//f//h/+y3/5LzO/WAehUte8YKWNqEXCQnDMSCeTKRaLqNVqAaIQBnazhJnG9D5KiUtLS27DcqPPEoatY7VS2qyLhX21eApjGNqOlnYP03r0j+2qNKYJYToGRlPZki/aZ19ypPZVo8zoL7B9sURzXmJi8R0lFChuGMFDx3m323UBMTQpLS4uOmd6q9VCvV5HrVYLHJCmZhJ9l46FOC4WiyiXy4jFzhNZyVCsz00lX/3vWxMUFpQIhvnIpjFnHxOy330Ezbc2ZwHffEfRC58mNE3IYG4LcHEmEZNb1VTmGw+FAuJVtQ4bEMB36mcyF1bgYE0/0hhf5Wzbhy8HzMxcvumbvglra2v41V/9VfyP//E/UK1WAZyHIr/hDW/Ar/3ar+Erv/Ir53o5pbywhWQnI0r9tc/67h+NRqjX60gkElhbW0OlUkEsFsNwOMT+/r4Lz9WJtNEyXEij0ShAEH1MiWOguYYqsuYqzDqxPnXW/jatLfovfJqNEigSEkYBnZ6eBrQsNVvxT8NuKcVyUdNEwDL+29vbgXlSf4xGyJD4EuccoyWwLDlTLpeRyWQC0VN8htI1gECUlQ/PSsSsidRH/OyckIiPRiN87nOfw/7+Pq5fv443v/nNqNfriMXOQ4Bf+9rXIhaLodfr4U/+5E9QrVbRbDZdjsRwOESv13P9ZkkbuzfYL5rDCoWC84swGMAegcC5Zm2zbDbrNEyfJka8k5Hzd2rkLNWj8xKmyYSZtyxew2AyCdfE56EP036z2olv3xE/9D8tLi46024sFnMCD+uFAcGD48bjsdO8KXgxssvmeVnguq5UKiiVSlheXsby8jKq1apLRie9iRJM7dh8Aqrui1kZ0lx5Lm9605vwpje9aZ5HIsFKu4A/pnqaVhL1u73G2lntdhtra2vONMaCgFFc3oZXamirRTo/J5NJFAoFZLNZJBIJtFotd3SwNfNMw5X9PMsE8x6VLK3Uq23T1MENcnZ2hna7jXq97hiiXaxU45UoM4KMfWAo9unpaaCkDyVgMgx1wpMJWAZvNRDWMCNToiQdlqejz1ui5tPGfHgPk9D5DBNWC4UC2u02XnjhBRwcHKBQKLjxA+cnsg4GA+zv77tSLqztxvHrMcds3wYk6HXON5m1HmnBfpOxUPBJp9M4PT19oGKG4o8h9dQOFxYW0Gw23W/ajzABaBohC4N5n5mXyUzTVMIIqjIYrTxOkzArMjCww8dwtW3uCwqCvFeDYcjsk8kkstmsO+CPQp9WbLDVG3xC0TR8hs3lNJiLudRqNfzO7/wOPv/5zzvn/erqKt74xjfiW77lW9yxtP+/gFkWjw+YY8KCgJTcmCFtIzt0s6gEQZNPWPFK9TvQyUxVmU7WLweEmcWUiIZJmEp4GDNPBz1LulPNtouUz6pfg0CHO6U4nhNDIAEELnJYFhcXnSStUWi+8VLyU7+M+l1USmR/rCRnv1uNTt/n0xoUj+pTi8fjLgrs4OAA6+vrToq9deuWC/JoNptunDRlkVBZgq3fLVPTfvFZNSkqQdFSOerYt+uFn8m4VQtUrVPXgxXE5oFp5jG+42FMZFEwjcGEvZ/7XSukkz7Q38qgEhXMfP1nG9NK+kwmE6dFUjigtqLmdp9j34LPIuQTlOeFmZnLU089hXe9611YWFjAV3zFV7iCh7VaDT/zMz+DX/iFX8CHP/zhB0KVw2BWbunTIuyGCjNd2AVK4tjr9dBoNFxpEp6l0ev10Ol0ApOqm5bESyPGfLHs/KOkVywWkclkEI/H3dHAtIv6iP6s4JO8fbglkSJBsVI5PzPqazKZuLL5AFAsFjGZTFCr1QDASavKcNXpTp+SmsgoGWezWeTz+YADlPkWmuzIaDw9cVHfx89khLRz65pgCDC1AL6PAoRmTE/bgIpL3xwoTjWQoFarufUUj1+cpZNKpfCHf/iHSKfTKJVKjrlojgzbIg5tOLm+k7/zPcSlFlrlOLkOrK1f17bVxnXtMzCF3zXEW4Ur4jOMGSu+fUJQ1BxECVF2/4eB7912b+h+1rZVAOV1+l3oyKdmmM/nkc1mUa/XA+ZjDTZhX9gGTW0aJKMC3Hg8RjqdRi6XQz6fdxqxDdyw44nCeRQ8DLOZmbn81E/9FP7pP/2n+Df/5t88YAMcDof4wAc+gB//8R/Hr/zKr8zUnjoO+T2MqAPhkiQQLHOtk0CwiGFZhmaz6SSMUqnkInWAC7u5NROo003NDpq7wd9YlFDVVZX+bcbtiwGf5K3A78PhMJDHYAMpSJAZLkztjiUlOp2OM5ep6k7mxA2xuLiI09NTZ+KiXT6RSKBcLruzXVQLYuiwml642ViqBwhqHjTvUAO9du0aer2eExx4L8fNMSrBUOaic8J3cf5toADxapm8ln5RIjsej93mpyY4GAxcIqU63AkkYr61zXUWi12ce0RtmdURJpOJYwZsn6VKNMGUzJ7rWPcnfQFWq2FYNPeEhkj7ou7CJGS7RsP2go+g6b3TtEwf2Pm0TEWFEGX8luED53PFw9voZ2HQUKFQwP7+vhO4tJilVlkvFAruvYlEAkdHRwErCvtGJp/L5VCpVAJCjV1rPnrIcfjwZvHxsBrizMzl2WefxS/+4i96nUuLi4v4vu/7PrzlLW+ZuwPAfOqohTAiGnXveDx2B11lMhnn0GR4ctSpb2o6UAnR9j8ej7vIHUqCGn48bbO9lOo+4Gfe/K+bWtV7LnwAjoCzCKWOQZ/1SVmxWCzgF9ESItqGahKUtHu9nmNcPulWI8wWFhZcHomO2RJt22+Lf/2z2pC9V/vja8f+rloVx0VGEyYYhTnx7TwqTrjmAARKthO/XLthREfNXLrO9Rkb6u0DH95n2d9hjGmW/T0rhDEm1aBpoqSpM6zvOpcsFElGr+WMuLf0OZ0PHuJH5qCMXsdP3yj9Olyb7KevasZLAbNqLcAczCWVSqHZbLrkLAvtdttlQs8CKjkqRIXM6WdLIHwShyXiKqXSDk6HWLFYRLFYdDkGqv5aIklTGAmmTj6BFQB45K4v8so36bNuPoubaZtPx6DvVuKp7+XmIFOp1WruQCvWnZpMJi4pkrjioj49PUWxWHSbI5fLOfNXoVAIOPE1d8PWZmq1Wi50nONTEx/rlREymYzzdXAcWi7FV19JN/tgMHD3Utsh3tScwfGSOFhc8x02tNfi39bl8t1nzb5W27Jrn45eSsnWr0LQ/Atl0GQg/K4+MzU/KlHUCL4wrUVx5jOx+BidHZ9vjet33T/TJHL9zD8m7ObzeSwvL7tCoTzywAau8DPXix47rYVK2SYZkApWxDX9s1r0Un8ncD4oEDORlcyEAUMqWM0rtNr7lF7M2sbM2Ytf9VVfhR/4gR/A008//cDEPPnkk/iBH/gBvO1tb5u1ucDzlHYt2MVmCSC5NKULLRjI+zSKRTfjcDhEo9FwiWrZbBaVSsWdoBhG5KnlUMLwSZaxWMyFxy4vL7uzRZipy4n3tf8wUoZvc/rusYTNSunEJ/OBuOCZnU1mSjMLmQHbItMkg+Gmotkxk8kEnJzqhOf7yXxJuBjdZxkizTckopTWeZ0EkmuD0rs17bDfahZi4iKlQv7RX2Xzk+x+ILP1le6wQo8KWDoPqgHq/JHJMbJMj41mhBKjH0l4gAsGqsmQNM/QRq+5LPo+lvHhfLFfNPeyXQW7X8OEqTDc+Pa77zfffTq/s4IKLRQMV1ZWcOXKFVy5cgX5fN6tZe2LMk2lKfSpck7o12W1bwAB5qz0SedALQgk7DS5FwoFR7PYv0Qi4YQ7plbwXWECvQ8XYRA1jxZm1lx++Id/GP/23/5b/ON//I+RSCSQz+cBwFVFfetb34of/uEfnrW5AEGZF+xiBIKHUVlJxBJV3sczVfr9vrOPMh+FUoCVStWZz77YhbawcF4YM5vNuoxx4KJMyiwJo1FaCMFKbLNAmPTGNpQ5kIhSmmOlYyVMSjzUDzMajQISbTqdDmTfsx1b0kIJLJkwr9uqBmr7JmGkqSaRSARCP63j1OJE1xLDR7kWuMnb7bYLE44KALDCkk9z8TGVMGldv+taY1Iuf9PACJ8JjMyVfjD+8Tf9rsRM68QxfwNAZH28aZKyb3wq0PkkZ5+24wPF8TRC6HufMnhqHjymOxaLOVOtvot/pCdk1hoxSnqwtLT0QM6RzpcyAV2/vI9+YmqT6XTarV/6G2mam4cZ+HD9MDSGMDNzKZfL+MhHPoIXXngBn//8513k0PLyMt7whjfgsccem+vFYcBwPQu+TcYNzNLSOrk+pOqm5kRQjWXEUT6fRy6XQ6/Xc0lPCjTFZDIZ1wftL9u3zIXakiY1+WBes1gYsbSLQiOkotoik6BqTSbBzdXr9RwB08J4HB8ZC0v702xFyZ/3UyNqNBqOgaiUT0c+GQdt0MyzUbMNGSADDUhQNU9AJVPFk37mfBYKBZRKJVQqFSwvL7uxnZyc4PDwEPV63R26Zk0WUQQybHPSrKJz51sDylgSiQRKpVLAR0bCpQ51Mg1qUWQ0ZETUSCeTi4g+zRliQAf9BhS8JpOL+mlqKvT1OWo8YeazqP1hf59FEOOzvjm3fdCkSDJUmp4AOK3EtqkC63A4DGjLsVjMaZIUUlSDsWOzf2qC5VpXywDXqFpxVLiyePIxjYfBaRTMfVjYE088ERpuvLe3h83NzZnamSZ5AA/anu3guUk0bHYwGLjjRXnuhZVaSWRbrRYajQYajQZWV1edyrqxsYFOp+MWkaqr3LCJRCKQj0DVlmr16uoqVldXkcvlXFu032qkyCz4mWeiw1TfsM2v7yKR4+Zi2Kwy08lkgmvXrmEymbjx63zRNt1sNjEcDp0JURkH1Xqa3ohTMqJer4dqtRo40IwmMjo5SUj5G/tJiZAMTotlKj6tthKLnSd6rq2t4fHHH3dCBgAndT777LNubKrV+giBvsv3OWwO7HdlOlwHuVwO5XIZN27ccDipVqvuULVer4fT01NHdMgU6DdlO6lUCisrKy6BuNFoOJzrnGph0fX1dcfku91uIIxZ96iPUYQxGB2z/R52r++6lfZtO7PsIwoxTBxeXl5GJpPB5uYmstksGo0GFhYWXCoDccWx9/t91Ot1lyNGs+1kclGpI5fL4eTkJIBn7g9q7PxTsyWFCkb7LS8vo1QqOebOo5UZJWaZi/X/heEwDOZlOC/pMcdvf/vb8YUvfOGlbNIraQAP+hA0/JIS69nZGbrdbqg5hNKxHv3LiCMSLtVe1JHLydPcBPaLGe7MymfSJk/48zk8FWaVeO3vUc/ZMNowzY5/7DMd+wBc9BvrGPEcd12w1rGo8facIzrG6Xhm0IBG1bHKLtuktsToG2qFWsUXgGMuttKC1nLzES06XDc3N5HP552mRVu2MjceDR02Nz5/2qwaqe8+/c4Q1EKhENCKNQye46SGrMmSaspSk9ni4qLTIlWzVie/jYxkoEVYFF3Yd/ubj/hP++xj2lYaj9Ka7H0K9Fl0Oh2XAJ3NZt049chwrfANXGgv7XYbnU4HpVLJ+WmY+0KTsPaBfac1QPGq/jcbgZZKpRw90mKV/D4r09B+TJuvWeElZS7zvHie9nySD5FATq8RLTSdDAaDwCmTFtTxBcAxJ9raGYpoJ4htK8EiUaYEzrDmeDzuakSxxpNPpZ4XohiJVX/t5vS9U5+nY5/MgU5CNRGwQB6TBPmcmmloWuQ1akCU+lmHiZn7NOloYADnmJoKT/I8O7uopszNOplMAtqmEl31IVmbNk0WlUoFGxsbgUPdyuUyFhYW3FrqdDqOuVgcE7+aqR0l7c1C9OzaJ3MhU1bp1wa1EJQp+yr0knlo39kH/qYhsVq+xubyTJNuwxhFmGkmqg2Lm7D9FCbIWe1Q8UgNsNfrOdMh7xkOh2i3244O8DrXP/Oyms0mrl696hgy1zjXrM4pGRSDM7Q8kvZbmUs2m3WVLFTbUbNeFP7DIOyeL5vm8sEPfnDqPQ/jnAcuon+A2cxlwMVAGVbcaDRc9FChUAg4dUkkNUGOi0TPc+F5CCxZnk6nA4eJ0SFPhy7VVkqLlMY3NjawvLyMVCqFTqcTqHir43gYxhJFqKyGpkSUf75cF22DBIbHPytDpHOTB1ktLJyfV1Kr1ZwER6Y7Ho+diYzmqmQyiWKx6JgLI5pYKpxl4qmtqPRcLpddUmYqlUKpVHImgs3NTZRKJSwuLuLo6CjgXyBYyU+TFrPZLK5fv461tTXk83nEYufOcmY+cw5PTk7c2fY2lFQZgQ01V41wVtCQVz43Ho9dsmixWAyYOYhTmlHUVwLAmfm0TIhGBwIXEjn9gmQk6rdhAIbmc6j2zv4SP3Z92f9KsJTxq89M17Jd7/az4kvnJUqbsho+8dJqtZyGwUgvMojRaIRqtYqFhQUnwHLdnp6eunI/N27ccBojKzEkk0mUy2XnUywUCk6Y1bVDjZP+28Fg4Cper62tOYY3GAzcftWqFCoEWRwozQUuEtEtzi3MQ7tmZi6/8iu/ElDxfDBLFBRhHgmHYJHExUhJgrZh5uIwT0IlWX2em5EqbKFQCEgWjIzhHyUQlUr5x8iSpaUllMtlJ4WzxD//dFJIpGadMIuTMHOfD6J8LtqeBh/QNNZsNrG2tuaisVZXV510xE1C0yIJDf/I3Dlebiz6LXj6npbJYDQa8UEprNFoOKLITZ5Op7G2tuZK7JCBcPOoOUjnngQsFos5xkZCnMlkkM/nUalUnAbWbre9vjIyY2VkvPZiQAmvrjM9FyiZTDq/ldU6iNdSqeSEBYZ/s00r4erziid12nOetZQ/593HUNmGjivquwYi6O+Kj1lMvNNgmlmae4Bz32g0XDQdQ4vZRzIJ9p8Evt1uO7xrsjYFNFbwpplZGQzXJ4OMxuOxW6PMwVlYCNYqVEHXp/Uo+ARMi3cbaEPNbFa6MzNzefe7340XXngBP/3TPx16zzwl95XA8/8smo9dSBqCl0wm0W63nfMykUigWCy60ECbec/ItF6vh1arhXK57IgbpT6NiCFzURuoMh9K1Sx3zg1MBsP3z6LO+zbhiwHfhg27TwkPk02vXr3qxlSpVNDpdNBqtVAsFgPOTS5K4omOdTLSeDyOUqnkNoQNqVTTgRJKElUtR07TAJkDzZokPoPB4AF/jp1/+lVIeBlGzkPkWq2WY5CWWIbNiZX+ppltCFFmIP5psVRqFCrlaw6KrTyhuSoEzg/7bYUvakA0p5GQUvjgO21ejo7HrrUoLYLgC8KJwo/vPS8GaJqiiateryOfz7s8L55nNRqNUKvVnJBLpkvBjH9cg3q8AcepuVTURrhHaWLnmmZkbKVScWWnOB+cP1oOtB2OyWqLqmkqLdO9HKYVToO5mMt3fMd34H/+z/+Jd7zjHd57XiwB1DBkMhsdjA0tVQSy9tRoNHLEIZfL4cqVK0gmk6jVarh9+7abPHL38fi8HtD9+/cdkdMNyY3FNrnJKHWTmZydnaFSqWB1ddWZcIBzU4MmVrH/AAKLI0zNV9zwvUokp0mCBIszXlPJUPF/dnbmVPh8Pu9qdZGgM8quUCi4jdbpdAKMQiVqBgbEYjFX9JSaXLFYdNqmPVyJkuBoNHJRMvQBZTIZlMvlQP0yblz6eIrFIgaDgctV0KABms44r6xAQCmT55Z0Op3AIWdWU9G+hhFYH/ike/ud5kbd4DSXUEujU5cCAcfOMFWawyhs8Ro10X6/74ggpWatYH316lVks1nEYjGnuTAqiqY065vUdWijz6xWRLxxbliMlGtoPB6j3W679zDMncxPBZowCGPsKiCyr7yftIHCUTwex8rKijsLius8kUjg8PAQ1WrV0RWa3NvttqNFw+EQuVwON2/exAsvvODeTU2G5jGawDqdjouCPTs7c0UqqbloiL7m1LDPdl0pEwEu8pRisdgDvk+a/XncNtf8l8Uslkgk8Mu//Msuv8UH//pf/+tZm/OavKLuI2KsGkeglBGLxdyRxQsL58fMUrUbDoduQ+imXVhYQL1eR7PZdIuBkUxMUGL4JzfseDwOnPyWyWSwurrqwgOBC3OOJt5Z4mE3Iq/58BGlcUzDNZMetS3fZ32GwQ503DMZbDKZIJ/PY3V1FdVq1YXs0ifjy75nHhLNaiyPMRwOnZbIkGVG7amaz8Qx4ELb5eams59jpHmHDITtMyxa8z5o09bq1myP79L8EA29DZuLaflEPlDtRK9ZgYN/unaBc6bMMHeNZFSTFrUQCkrEp2bvU1jqdDrOh8nySAyv5fgUN5YBqg81TOKNxWIuXFzLJXHf0a90dnaG27dvo1arodPpOHyQiKs2No34WYEqjKnrZ0adHh8fO61wdXXVCSs6VjJSmsXJuIfDYcASsra2hmaz6bRrWlbIOEm/iBsmIVNI0kMKKRBQ8NC+2/FQE2G7+XzeWWxo8UmlUhiNRs7fSvo1mUwClRymwVzRYpVKBZVKJfT3eZjLLKAb2LcQFChR9vt9Zx+l/4PnzKg90lYLVUJKEwu5OAAnXVCTGY/HLm6dWhNLPORyOace6+KKklKjJAHf5pyXyajtdJZ7Vc2nw7BQKDgCSCJECZn9I2FWYs1IPhImEnS1LWt1YzIXMgkuZkaEsX9aeZYaj80x4fvJSDQjnVFUvE5Crf42JZqa7BamHQIPBraE+QaseXTaf/aBfWL+DseimpVGMlqCQu1Ss/D5u2qA1BSV8NhSMcq4fGOOAs4PLQMsmUTfGzViHmJG3Nr8onnBMhjfb7afzPuKxWKO4RInNHszfJn+Vy3rMh6PA0nETEoGLqqLkD7xGfaRzEVNvDp+3s914POv6pgpqNH0W6lUUCgUHGNZWlpyVgUNXZ8X3y9pKPLDgk9aUAjbkEpwibzhcIjDw0MnwTLTem1tzZkCjo6OsLe358xUk8nERUaxjhWJJ/0nPEqUUgOZS7lcdu+tVCool8vOiQoAu7u7aLVazt9iN0YUkeJ9VnsLuzcMbzSfqNM1jGmriYy+hk6ng5OTE7epmMQIwJ0Lz4VYKpUc3ugT0LPtqW5rSDLxQpMkCT0JISO09IA1ZUY0ldFExHBhblDd3GRSbENzZihBkphyjhmYEVZZwadN+6LyfP99DCTsd0qeZF5k2GSQlJwZscTwdxIKms/IMPSIYmoR/X7fRUwysKFUKjkTGa0HDBhQgsT+RWlfZHS8h0cyFwoFFzSSzWaxubmJeDzuzMrNZtMVfFQBi1UZuP54PUyQmwZh941GI3ca62g0ctGg2Ww24FcE4CJMs9lsQKvSkG9GPKp5lu/nWqMpmWuTWvri4qIzf45GI8fY2BYZCAU0XZMabfnII484S0ylUnFzDMDtIVtoN5VKOXo3DV5W5mI5dBRn9P2mSNPnGUY4mZyfXfHII4+4cFf6DiaTCfb3952GQcLC+kFMmlpfX0csFnNhspTU1NmcyWQwHA4DWd1UV315BxaiNoCaAqeZyqKYFfvu0wDDCBsJOkvBMHKGY6TZkZLlYDBwRzpTG9HijXwvbcTJZNJVHuY9JHQaSaebhc/Z9rmpNMKFtmON8qL0DsCZXmj6HI/HKBaLjiiQYPR6PVfyRes1TdMiZ2EYQLim45tD3S+ZTAYAXM4PCTzHR42T0XWlUskxbV/JFgoV3B9kxhSoOOfEFYUDCgH6m5rGVOMjcD5pcuPeKRaLzixDxrK9vY1qtfpATgm1V58m6dtTURaCsN+UrpCgNptN3L1715mKUqkUyuVyIJ9lPD7PzaIFQCsfELe8bzQaoVgsOkGYPhNaPNS0TKafSCQcU6EgpSWTVMNXnNOUf+XKFZRKJRelqcJBrVbDrVu3cHh4iKOjIxcgoOa/WaJP/1poLkB0pMwsz9mNPBgM0G63UavVUCgUXI4F/SHNZhP1et1tVuvoIsEpFAqOISkRAy5UdErDlICB2Y8rjRrnNGYSds1qdMBFQIAuvGnaE00sKklpDsTCwgKKxaJzePMgMS3ZriYv9oNRS8zHIL7oiFcCpaq/mqn4RyLHMdhESc4Dv6vvhERRtbVKpRIwOzEYQxNCw+YvilmH3RN2bxjo+ymFDodDV04HuEjK4/xpvoQe4KYFKhW/loHThEZ8q+mFz9moNbUm+MbFNUEtl85qMjLu33q9jlqtFqhsoet6ntDYaWAZjP2u+6FarQYOXaN/Kp/PuzwqDTbQPUMNBoDTNugHo9+Rc0mrAABnHtNiqgw0IC6UCeg+p9BBGsggA62cTX9drVZDvV5Ho9EIMHQKD7Pi+2VjLlFait5D8NlJlfBY8wFtw8fHx06S29jYcPb1TqeDg4MDR1Q0vFPt+CxuSYKoTIg+Azr/6Rij6kx/hUaE+cbOBaht23GrlGvDNHXcFm8EG2Fm/4cxGGqBlIxIZGkiWV5eRiKRQLvdxtHRkXuO/7UWEjcntcSzszOXgMa2GY1EFV6L8JE58Hf62JThaWkWtWFbRqflM4iHVCqF69ev4/T01GkGzz77rCtWqRFRijeLPzvfvjm34GtX54Ht6r3q1yqVSm4dMV+H91IqBc5NNvS5aDkYEjkyHOKfTInvUeavuUhaw02ZuR0755Ca1PLysiOqa2trjoCxXtrBwQGOj48fWFdcB6xortrxPIKqpSdhoIyCNbxIK2iyogZDLYf7hjSAGjHHwTB3OtYZqUgaEo/HUa/X3X7XhEr62hYWLpI4uSd0LMR9PB5HsVjE5uamKx1ULpddZCT3UbvddpoiGZua2hhw8JI79Amj0QiHh4feExsfffTRudoiUuYBu6G56IGLxEgit91u4/Dw0EVrXL9+Hel0GsvLy9jY2ECz2USn03FER1V4xpSfnZ1XnKVPhUSs0Wg4iYo+HTIgTjhV1iiJl+9TBqAESjUrre1kcWA/K9NSs5jv/fpd3zmZXFSa1oqv9EtMJhPnHATgihkyGcxqEQACkrDOJyPr2A/OI9V9NW8p4dJgCRJJAI4ZqADQ7XYDEVD0rayvr2Ntbc29i/O6t7fnJGfWhgubxzDhIWzOo6RkO8ecSzJoCi7UXpaXl53ETBMuAFfbjlohCSKJFEOsOU/0LylzIdBEqMRFmTbNwzTNqLbMuVf/ZblcRiqVcmeSMPKK83lycoKTkxO0Wq1AIANLErEfszIIH47tHOg1/U5BEoBbC/V63eVJMRChUqk4hkJGSSZO81M8HkehUMDe3h6q1Wogh47J3BooQYGYWhJwsc7JWNmGChycAwp3169fdxoS6SBp1OLiItrtNvb29rC9ve38dNRGuTb4/llo9tzM5ROf+AR+6Id+yJ01r5MUi8XwzDPPzNvk3OBbIGFqGqXjhYUFHB0dORs7cyRUCyDxpVRG+3O/33fSrpbR5kRSJSZRYwKgHpHKfvomxS5qZQhqyuFG5rgosVuchJnNfKYz/a6ETHHKd3EsJNpkPlqd2o6DGhz/kxlxfHwPpS4SQOIqTGrXsVonL+dRNxcJRKFQcKo+7dec20QiEajoMB6PXX4StSftUxhYYWKahm7v8WktBGpj6h+klqVOYF8tNRIf4luJKM1fdJqroMOIPfU5co406o5RkloCiMBnGSjDPBZGWLLsDn0N1WoV9XrdCRuKJ2uSm8VEE8a8ozSdqHtpHmP5fAqhnAcAAQ0EuKgLRpNkvV53wUFcw5pPQm2d77aMROfJRj6yDeYMMZScZjHSPjKORqOBarWK4+PjQPCK4pd788tmFnvf+96Ht771rfjmb/7mgPr9UsFLYTsFLsxAzMA/OzvD7u4uisUilpeXkc1mXSIS72NBvtFo5BYAQwa17IZKa+TkdN6ReGqugY0c4uQooeJE816+nw5V+jIo4bAcilam1Y3nw6tqND4mYudAiTw1FgDusxKPRCKB5eXlANNTbSSXyzktjhoik8DIDDQ8XP+IN2tescwXgPMJ8F76etQPZKvKMgonFouhVqs5QkeTKBkrpdcoZ+a8mvg0wmbNomRyJMKxWMxF5JHxa1VcrmtK+mS01M6UaNEno3PPeVY/wWRycSgV28xkMiiVSk5z0UPxFOdMAKQ55urVq65CAgWM4XCI3d1d1Go19Hq9gAYEBE+X1bWg+PLhkJ8t7n2/6xxaqwD3Ks1InU7HJVKrwFUoFFzkmAaaqH92aWkpUANMTX5a2gdAIJSeGhxBUyeoKVGwYqAAc9NogeE6AYCDgwPs7Oxgb28voJ1z7vXzl425VKtVvO9974usMTYL2MnUARCUGCpB1Od9m5M2YxIu2kl3d3ed4/ORRx7B6uqqcyiyND/7wTj/Xq+H8XjsJpaIp4RGBqCOTG4+a0KxC9+OiXiIxc6PSWaY5pUrVwI5KiyDsrOzg7t377qCdRY/GnwwDf9h95BYqkObZ4pnMhlcu3bN1fxiGPBkMnEJfe1220XSkaG0Wi1H1JTwsU+UwJThajAFmQk/a7AFo/yoJWlCJO384/EY9XrdMWNKctzoNM0wLBe4qB+lzC5ME4wyg84CYaYbSrOs5UapmBIqcaAOZJphuK6y2axbL2T+9NOouZICEvFBsyIA5xsjQ1IfJR3EDMGnJsUQ9bW1NSwvL2N1dRUbGxtOygbOmcbt27dx+/Zt3Llz54FD/zgGXQ9W6CCefIzDgmXcOqcq1fO79kPDj5nGkM1msbq6GhBCNZmX5kGaXqktUpjlc+pLZKg1546hyACcuXYymTiBaDweu1JNLB2zvr6OSqWCzc1N3Lx50yXcZrNZNJtN3LlzB0899RROTk7QbrcfYNpkjHzvrJreQx0WxsO1XgyEqaiAv86YXSQqgWt7VirX97GcwdLSEiqVigs71YXKhaPEj6q5LXFBaVaJHt/D8F0lnhrKx3Fq//hOLgj1C1ASoVmu2+06R62V8rVNlfaUQfnAtyn5nTWWut0uisViIOyR99MGzFLwNLEA574YbozRaOQIEu+lpkMGpE5EamVKJEnw9PRFaipkbBw354D+h36/j0ql4jam1iYrl8suP0RNGpoFrXPog1l8bNOuhc2Lllbv9XpuXKqVAQiEIzMPKBaLOTMvy4uwjIkyJ4aVk6gwwiyXyyEejzuBC4ALG+Zz1LRjsZgr9gkA6+vrznG/srLizEfUuNrtNnZ3d3H37l3s7++7kvYWTz5t1jcXs2gwYc/q/fpepTFcl9wHWiWagihxoSZlWkM0skv3pe5ptUZwntm2mpG575iYzER3Rt4tLy87dwBxxkjIvb093Lp1C9VqNVABXfGiOFdNZhrMzVx+7Md+DB/4wAfw3d/93bh+/foDkzOrRuObePvZ/lfibBmNz8yj32Oxc3tmq9XC0tKSs63TNEJpFbio8BqPx93Gs45K4OIAKvaBGpPWI+KCoN9BF7cdByVBBhuwuoDavCld6/i0PV5Xu7T93Qe+3yxzoZmIY1dTGUGZBaNNYrFYIOKO95EZMKtZNxP7z6x8OyaaIMhc+CyLl5JxqK1fM4+z2awzKbKuEqswMMpHfTkqxfrwpL/5/ENh2oivLV/bJDYahdjr9QLEXasMkMmcnp6iWCw6X0sqlXLrs9PpYHNz0wVjUECgzwY4F4AoZTMA4PDwMKAZUfugL5MVMVR7X1tbc1FnemosAwjq9Tq++MUv4v79+y6nKEwYslaOMOFqmgZjGQxphO95Oz86JxQkaYqkwEpzIXBRLZzaNdehmtKIT45Ry/KomZwWFDIYFcYmkwnK5bILO55MJk6IJkNnXt/29jZ2dnZw7949V3zWJxTpvrN7MQpmYi6vfvWrHzAB/N7v/Z733lkd+uqHUHspQbWXafY9n1lJ7bTKZJiLQX8F7cDpdNolJdH3wrpXlBTU9GRt8Lq4mRjIEEXaY2njJBFge3S6MYqG54qwvEQ+n3fa0N7eHg4PD9FqtXB8fOykdPbDLn7dOMrQfFpO1O+sgtxoNNBqtZy01Gw23Xja7bY7S6fdbrtxM6CiWCw6CZkbkJIdiXmj0XARLb1ezxFJm0PBMhjUTGi+42an74CSHhkQtUOaIihEULNstVru7B1qLySQloBZ3PrWtq7PsP9RphvbBpkLGbdKtspQiE+OWcNladbSNVwsFt3aZFImhSF1QhPPnEPuDf7O/fPEE0+g1Wo55k2/282bN9Htdp12eHh4iP39fezv7+PWrVtOMNCoSMW1RrVNYyi+a5aOhVlEfM+H7Y92u+2sGvSDMYeHTJqavJprKfC0220XFcZj0flemoe5V1imn1U/xuOLZE3ibG1tzVVmGI/HLkWC5vRer4fDw0M8+eST2NraChz4Z2mxFdBtsEcUzMRc3v/+908l8A8DUdKcT0vxLRK7MOw1lb652fr9vjvXnpNPCUOdiiRADJFkqQ0bJsy2KR1qwUAyDjIWbk46WumIK5VKWFlZcVIGS25wk3e7XZetfHR05ErVqDYURaB8i8JuJMWtlWCYh9JsNh1T7na7qNVqLoyURIn2ew2BZcY17cDsEzUFSt+UdrlZNBpGy3z4IsQoAFCyt8RHJWH1SzCSZmHh/LwS+inYFxJ0u84s3uy1KAYz7fmw3ynY0FnP9UQGQ7zYcviMfKSdf2lpya1JmqdSqZQrTKsBEj5TJe/hd95PR32z2XQWgfF4jCtXrjhzEHOLBoMB9vb2cHBwgIODA8fwyEB8ePExk1lwOA+Emc/snuf60gAGjeAkztUiwt+0arXiV+u1UYDTem/cB9S6+R7goloI9y7XA8+pIp56vR52d3dxcHCAZrP5QHAO7/PR/Hn4wEzM5du+7dseuDYYDJyJQ0uCvFhQdRB40PY/C4SZI+hPGQ6HjrnQfKXlX7hQyACohlIFZbt2kanTDoAzibGENk1jKhEyS5YRHSzxwEzfWCyGVquFer2O4+NjHBwcoFaruXBBvn8aRJm9osw9BDJlLX3e7/fRarVQKpUCCXk0odi2+EyhUHD44obh4tbwbZWilDFYpqEhsiRQnDsrfPBebZdl6CeTScDPooxKtZdpOA8TmqLMZLMCmQuJGAMeOBba5rkO+TslYxIqMhfiimtNC4Bq2KuVWnW98zrbicfjjrkA52tneXnZJSWT6J2dnaFWq6FWq7naYWFmKWu+erHwUjIj3dcauUl8+gpNUmglw9c/9X2pH4v+GA3rJy64/oELU7JNgqWw1Ol0cHR0hGq1GvBt+QR3n0A6K8ztc9nd3cW73/1ufM/3fA/e/va3AwB+8zd/E7/1W7+FX/qlX8KVK1dmaocLR+3TPonZp3lYzYFIUMKubdr3jkbnR5TWajVH2OnPoM+Ez2oVXQ2b1Y1GrYWmG0rXdDhXKhX3mWYYbtYrV64gn88jmUy6ej+VSsVJ+t1uFzs7O/jiF7+I3d1dp1VZxubDr8805sNrmGSmbQFwlWG73a4zebXbbTSbTSwsLLhDxJLJJG7evImdnR134iSjxEajEdbX1x2xYy0ySmPqdGc2cyx2XtuNDFUFEI1gUaJLoIbCIAL6LbrdLjKZjKuztLW15fpKojuZnCfyMd8iyhQTRviitHMfhJllFFQ4ojbIdaUVnhmAQU2a0ms+n3c5GtReuB4ZusoMdDIjzU1SqZrzwcAXrYqwsrLissFV82+32zg5OXFay8nJiVtXmm1vBYMwAUm12HlxOy/YeaZ5m4VCOX7ihdn0ZMax2MWZTPTJ0ILB+aEZl/NKPyzpixUISJdIezjHms3POm07OzvY39/H0dGRqxvmc0uEfY4SRi3MzVze//7349FHH8Ub3/hGd+1bvuVb8Pzzz+N973sffu7nfm7mtqIIn+8eu5AsgwHwgGbhU2WpGrZaLbRaLbcpuCmbzaYjVnTKk8nQlEKpQM00ZJbsJyUWdfrTAQucJ/ExUok5AqPRyJm8jo6OcHh4iFu3bjnCpyciaj6HxZfdRCrZKFjGEgVcpPV63SVMxmIxd/aHltsHzsvtxONxZ0OnJF2tVp0ky4qswIWvQJMBSfRyuRxqtVogQo/+KG4uBl6oAKK2YjIfzjczqnd2dlxOQTwex97eHnZ3d3H//n0cHh66XAXf2rTXKeD4hCRdf/rZZ/f3vY+gDJK29E6n40xbjMqjBEshpd/vO8347OwMJycnTjsjQ1haWsKNGzecWS2ZTGJlZSWAW/bZmhm1KgP9h+wfw9VjsWDCHsuM0KRKYql0YR6z4cNAlOk9ipjyOv18KhyxjBHNwOVy2TEG4pGZ85wz4o+MWyuPK3Nh/2hNIVMiMOeoUCg40z/7WKvVcHR0hN3dXbcvwky1SmcfRlucm7l89rOfxSc/+UnnowCAlZUV/MiP/Aje9ra3zdzOLHZre90yIxJENQ2oRsTF7FOtWcJBy1Uzzpz2Y5WOyVwIvM/mYBDUDq31q1SSYWITqwWQeDYaDdTrdezv7zvpTkMXw/BnNRWL7xe7WOjTaLVajhHEYrEALmnmAi7OomdOBglTt9tFoVBwzFwPGNMoGNVs6QfhfOoGVLOQRrzoWonFYs68xbkmM2RNNEKz2XSlR2iu8eH6YSFMKmTb04BrnmZdLVlDcwgZPAkQA0KYsMg8Lt5DhsWcFOYLkQCSOXNPWYe7Cn4LCwsub0i1TJpG6/W6sxx0Oh3nPyKhm4Zfa76ZhmufWXLW58I0ScuAqL2o6V2FzFwu54RWrm1GlGnEnWqCZC6MaLWCtfaHa55CHuuYad4Wg3KazaarsGKZuQ/XD7vW52YuRKSFTqfzQFz6NAgjhFGgajknSRFE6Zy+FDW7WVMQkcwSH3rOtUZP0DGpVWc1eoabWW3e6qjjPXRy875isejiz/n96OgId+7cwdbWljtitFarBUo/EFQ6thqLNeEQb1Eml2lSIv0ux8fHWF9fdyGqJHQHBwe4evUqEonzQpbMJ8rn83j66addfxiFZfMByuWyO+2PjIhrjYEPJHDpdNr5q1qtlrNJh2kN4/HY+WMWFhZw48YNF5rJ8HSaTPf397G7u4v9/X1XPy4MZ2xff7PRYha305i8j6gp0R2Px85EyZwjmhIZ3kuitbS0hP39fZyenqLVamFjY8OZY3gct5oUqSWWy2WXp8WQVjIhW3OMfdN6X4888oir20e/HADs7+/jzp072N/fx+HhYaACAhniLKbBqOs+zc+nHYZp69YyEtYnvYdmRjJpCjE0O5VKJRcVxj1MmsBjBsiIybxpLidz52+kfTRLqj8wlUrh5s2bLm2AggUL9R4eHuLk5MSFevvWJJliGL5npdtzM5e3vvWteO9734v3vOc9uHbtGsbjMW7duoUPfvCD+Lqv+7qZ27GEUaXUKODG0UQiLSoHXEhRiUTCLVzgIpyVTEe5OJP86ACjtKr2UjIM9kPPfSdD0kRCTh5NOKPRCM1m00n0V69edX4E9qdarWJvbw/37t1zfU+n04FMXwUrnYddU6c3cRQFUdpPq9XC4eGhswWrWr67u4tsNotsNot2u+3svqVSyRH3yWQSqGbLjUKCpmdLUENiWDbnhEEEJKwMAdWSGPSTqeOaUns2m3UFOa9cueIORHv66aexvb2Ng4MD7O7uPmCi8dmfLaHyMRcFa3LQ6/azZUr8zrVE3wt9Up1OxxE5Mm1qztQuaVoslUpoNpuIx+MugY7O++Xl5QDRYoUGRuWpkMY/CgDJZNJVMqYmtLOzg6OjI9y7dw937951x4rTMc12w8y6FgcWXxY/9roy7DBG73tf2Hdte2FhwZ2d02g0nHmLBTdpNmfhSmpwfJbHOWuUHJMtGdjDACrmm5HWUCOfTM6z9FdWVgL+50Qi4aJMn3vuOdy/fx+tVitQVcTShCjNOgoXFuZmLj/4gz+I7/3e78W3fuu3Bibmq7/6q/GjP/qjM7ejEvas92vIHp2zuqlp07cOtDBk2DpI1IQoEdBfwPfSgUatgD4XSt+UihkFoqGHlPpIaJntTAbU6/Wcj+Xk5CSQZc4NP8ukhi2GMJ/LrKDtDodDZzfXKgQkYIzJp9QEwElferKdMvpY7CIXQ5m4vp9Mh8wIuKiaQIKr1RAosFAS1DBpMhZuwNPTU3fGD/+Y3DkvTGMuwHSmMsvzJDRaWJM5MFz7ZDBsj2Y0+sE0N4Y+Dwo0JIQaNUcHNn2RJNZ0/NNc1uv13BzRf8h8lkaj4RI5fUx0FtOY4sHeN22vhGks+ruvLatx6nWGITMii2tfi7zSQsE1TwsG81RoEmObnAP+poIS1zbbYQ7M4uKisyLF4+cl+w8PD7G3t4ejoyNX2dtnsZhHO5wF5mYulUoFv/7rv45nn30W9+7dQzwex82bN/H444/P1Y5PGvOBnUQSSUaykGiwJDwjvSxxUimTyCIj4objBFIL4QbmotAjYSeTyQPHzJKQcbFwEwMXh1gx8z6VSuHk5MSZ3Or1Op5//nns7u7i6OjogYgnjl3xEgZWGuOYyRTDFpKVysNME6PRyJUbZ6IjzWPUSEiIGJG0srLiMuRrtZpjLhq6SemOJgLgIt+CkhwJFt/XbrcdM6Fmwg3N+dXETYbh7u/vO0n79PTURc/0+30cHh7i+PgYvV4vsGbCmLPFlY+5hJlUfL/Z9iyx4zzwQK1Go+E0DUYFsa/M1CauWaqEmg0tACy+CMCFi1OaJgOjqZk+EvpUGFgBIHC0Mp+/e/cu7t+/j4ODA2xvbztTo12HvF+vh0nRPtNM2JqOwqedB/3zvcvXFgUbDdWn4KoHzOmZO+qrZd09a82hWZNta3I3AGemX1pawvXr1wHAReIxUODevXt47rnncOfOHRwcHDhhz0bV+iDK/DWLoPtQ57lMJhNXajoWiz1QFnsWsFqHth0mLZLYU61/5StfiVe84hX4O3/n7+CXf/mX0Ww2A1xdw4Lj8bhTRUmktQAgNxBtoOyjSnCUgIFzxNNpRumCTIVZ61x0JGy5XC4Q9ZHL5dBoNHB4eIjPf/7zuHv3LprNZsBZznHbSfapsPqbEsJpmouPqSgx9W06Rp588YtfxOte9zqX+a19Y2HQxcVFF+0GwBEuSnfqyNW6Zbq4h8NhIPmOklkikXBRbDQdqPChEXvLy8uOWNLODQDPP/+8M4Xdv38f9+7dQ6vVcuYNDTv34Uy/+4iTb96m/aZEUdtW09FgMEC1WsVkMsHa2lpAwqWZbDAYIJ/Pu3BXamqj0ciF4jM/iH5HVkfWygWqkfAzz45h1F+j0QBwUQJoa2sL1WoV+/v7uH37Nk5OTnB8fBwIpfeN32f6CjNHWgLoM33pdR9utQ1dd0qjdD/oHGhbw+EQOzs7WFlZwWAwcPilhtjpdFxVduKA2oomTqrfjFqQMjCe40MfMf1ZtHQwsvLw8BCf+cxn3JHFpCs67mlM92G1FuAhmMvW1hbe9a534d69e4HrX/EVX4EPfehDrm7QNPAROnJvy8WBBzczpa3T09NARVc61OxzvsXMezUhjU4zEiUSFk6GmtooSWvhRBI1talqXSA1K0wmExwfHzvnMVVWK8EohEl1PoiS9KZpL3Zj2j7QiX94eIhqtYpUKuWSI7kRKPlrO7Q/a4Sd3qN2YEtYtQ1bB4lEVU2mvJ/hziQAo9HIRe3x0Kdms+kYPefB5k9E4UwZShhRi4Io6TEKqL1Qk6T5ltWpGYFn7eo036qJl9e1vpXmcHF/cY9oQVUSQErsDEQ5OTlxib+skhzGWGYlZNO0bh1nFO59TEQFHV1zvj1pmRU1aQrerMxhE4xjsZjTGAE4c6QGK/n6SjMbo/jo8I/H44EzWFje5fbt29jf33e12nxJ19PWp52XeeZpbiP8j//4j+ORRx7Bb//2b+Ppp5/Gk08+iY9+9KMoFAr4wAc+MFdbYSqv7z6VSPh3fHyM/f199Ho9dyY0F4ISF7vx1R5PqZebhhNA+7xOuGbTJpNJF0acTqcDC0IjaRgamM/nnVrM8jOtVgvb29u4e/eukyy0nEuUWqq/z8pkfIwjSsq279A/mliOj48dg9FDirjImbNDxmyruyqD4Qaitmn7pZooiQBNBJw/tk3COZmc13F65JFHnOOfJp1er4fj4+NAVN7+/r4TNqb5W8JwF/XcLBszrF37LAUV1uhiiDjDxekz0jwWlcTz+byTmNPptFvn9H1xfrgXaNenOZHPqzbJkkB7e3s4Pj52yZK1Wg3dbjdUcArDi299W6nbao0+fIa1q4yBVgYbEq3fiXdf3ynwNhoNFxlGzYO+L5q29MwVpkDwXeqLVa1ZT2NNp9NYXV11DnwN969Wq9ja2sKXvvQlHBwcBFIHomAWWjIPzK25/Pmf/zn+6I/+yCW+AcBrX/ta/ORP/iS+4zu+Y+Z2rNlmFumODi2aqzTx6Ou//utdGO/du3dxdHSE4+PjQLkV9TnwfaPRyJVAoI+EfhaqnloGw+a6qL+BUgUXCiOTKEkykmRpaQmDwQCf/vSncfv2bRwfH6PVagVKOqi2pLixEj0hbGHwmtbpCoMobUXniYwCOD9TYmtrCwsLC9jc3HQER8MwKeXyGdqKtW8cs/pIbEQZ/3gf5yCbzQZMRtzErVYL6+vrSCaTqNfrgdImu7u7jrE0m03nF9jf3w8QlKgNF0XUrGkmjBhGtRt2j0rZwPka3tvbc2Y+HjsQj8ed9KzlRGjL50F41HDImLmuNcGSAhmDXdgP+hh47Df/tre3sbW15YQPDe23OAobu+96mDYehTOfdE4BlNdtojT/iDMSeRJ/7lcN+JlMzkOSj4+PkclkcPPmTUd/xuNxwGerQRYqLHFM3D9cy7ofGKZcr9cdnSmXyzg5OcGtW7fwmc98xh38tbe354QyrWYRtmZ9+A6zIEyDuZlLLBZ7oG4UcO6sYjXPeWBaZI3dwOrcnkzOo5NeeOEFZyph9jHNa8pQ+D4A7n5NMOOmUZuqlaxJeICL8F6CSrus+sujY3n/cDh0poKdnR2cnJwEcoTCJDVCGK6mqas+v4F93vc/DFTiazabqNVqqFarbvFzMXOeVGriZtI+qXnGMlY1paiphgRWKxWoeQG4KA9DfxAleR6jW61WXRG/Wq3mpEwd57wwi7A0K54tWELJ/jHPgustl8u5UG7iStcn8USNhSYbMm5N2vMRZmahUzOl8ES/yv3793F0dOTCosP678PLNAZjv/sYzCzANaJZ71p5g5YNasvU4hgJqZqzxY2e9Alc+HI0J460g8xfNSSaGtX3ynVJxkiBmKbdk5MTlz/EoBStDqJ485luLSMB/Ix6VpibuTz++OP4yEc+gu/6ru8KXP/whz+MV7ziFXO1NcvGsoiwkmC73catW7dcUh2jVniPEmslQBoSyEgzdbIBFwSPE+9jML4xUWKktqPJl81mE4eHh7h3756rSqoRJQ+DI73XMkKCj7kogZvGwPR37SvNXyTUjIQDLmzJxCm1DkrHZAxKHLTYIdV9WyWZn/mMb6w6Z/T/MKqQm5ElSJiDwaxlbfdhmPm8DCMMojQbXcuxWMyZx8hcdG1zT+je4VqgSZcaI4CAYMbvig8tA9RqtdBut9FqtZwTmTlCjBRUPE7TjnmPz+wUhgvfPZZgWrqhzylz0SO4z87OXP4P9zKTGrUIpH2nOt4J1HDU98rUhn6/7ywkWpmCwqjSHOan0HfIEPrt7W1Uq1XHWE5OTlwpfTVVT2PElg5ME3ajYG7m8v3f//145zvfiY997GN45StfCQB47rnnsLOzg5//+Z+fuR3ttFWZdVET0SRMLIVAlV61jkQigUqlgq/92q/FZz/7WXzuc597IFGIwFyYyeTcB1KtVlEqlQJOMzIWtY/yOUoyKpXT10IJnIlUXFC9Xg/PPPMMvvSlL2FnZwe1Ws0RAuCiLhq/W9OK4k5/t/jkb3pdtTjbtm/xhEWrWak8Ho87Yn14eIjNzU2X9KnPcHNRKlMzDLVI2pTJiIhjJRA0M5AphREuBhzU63U3FvpWqtUqqtUq7ty5g3v37uGZZ55x2cwUOrhmfDhQHFvzga7baaaHMA1nFuZEyZb4YVUEAK5WHRm15nCRwJFYap4Lv/PMEB0b8U1BrNlsusq63W4X7XYbe3t7LuqOJptp44rCr4/B+IQJ2/ase0a1Ez3ojPuatIMRg/y+uLjoin+SHqjJjCHhzFUjgacpkkcba1+0IjLnDIBjUHwHLS3tdttVk6a2sr+/j7t37+L27dsuKIVa2MOsNR+e54G5mctXfdVX4fd///fxG7/xG7h//z76/T7e8pa34Nu//dvxqle9auZ2rKSpTnjfwuBip7OVxdxKpRJu3rzpPlcqFXzpS18KJJNp+B0JHCUDEj4WsGSVWBIklYI5+fysTJBt8bqa+5jbwXMrDg4OcHR05BaOdRi+mAm1eGNbGp0Vdg/BMjXdjPyuC1az5BnSys2lkXJq97e12gh6TokyRiWQXCdsQ/tH/xk3IU0HNBtRuv6rv/or53RWs6QyF4snH0wzR+p900xh82qp/K9SLhl9rVZzBE2TeTkXDKhQHGlFYhJI+lMoLGjYPuecf9Vq1TmPoyRe3zqP+hwmQD0sUHgi7uiDSiaTOD09xSte8QrcvHkTg8EAn/vc57C3t+eqgFMLVsFHhWTN2wIuhFg9app9UBOYBhRpzh01FTWB9Xo9l8TcaDRQq9Vw+/Zt7O3tYWtry5X0IV0Jw+8sazdKe58GD5XncuPGDbz3ve99qBcSHsbWTBMHCRolDa0CyiOMKTUwU57I/v/au5beOIpofXpsBttje8bjWJg8iUJAkUCgIDZsUTbAJju2CAllC/wC+AEsgQ0Sgj0LkBACFKTACkVCSSCRZeI4iZ0Yjz1+jD225cfcRfSVvz4+VV098VWurvpII497qrurTp067zrFzwPyEdSHJgImBhcXf1hL0UE4jAkmK7SW9fV1x9Tm5+dlaWnJ+aJj0l27WVDWMywfeuyzQ5ohFgYEMx/5CuEMKxACgXfS80LnXdsQPowTJHVA8+Y5xR4Wjf/t7W1ZW1uTZrMpjUZDZmZmZHJy0hVOhN8c+OG03ZD7IIaGsywXX7tYYOYBIY9MRGR08V4JTc9wB8MzwGsC88mp/VzDTDPDtbU1h39f4D5LgcpD66G2Pquf7+U1Dlra3NyUer0u586dk1arJTdv3kwxeeAALl/9Tv0+KKkI5jNtsYWMdQB6xbM4/ZvjXCg1gwzH+/fvS6PRcEoFjzFGiGvF0YezPPOTW7hsb2/L559/Lj///LM8fPjQZQm99dZb8sEHH5g52hb4zDT8xlYMa2d8pO7GxoY0m03577//3GalTqcjU1NTsrKyItVqNcWwkiRJaXC8IJeXl13mC1secIlx+RcwINYwWPtAUUH49+GDvnfvnvz999/OnYFxwe3g29sT4ysNLVq2wOBf5/tYOGomoL9b7fDhLBsuHIrfICygJUITxoLC4WMInHY6nVTpd1gwnK4tsl/5d3t726Vk4jt85tvb23Lr1i2ZnJyUyclJWV1dPZABpS1aPQcWvq3/s9xhGpcaYq0hbsNuSJxaisKIyDiCu1Jkn6HBHYg5gQUEwYxnYl756Gcw3XK5LOvr6ylBzcw7VrDEQrcWjMY1hCnWLYRqrVaTU6dOyfXr152AHhwcdOc9dTodp4jqlHl4NUDroFVOve90OrK+vu4ULlT6EJFUnTy4LJH2j5JEmN9GoyHT09Ny5coVWVlZkU6n45I3gKcsoeHjF3rNd6Pw5hYun3zyifz666/yzjvvyPHjx0VE5O7du/L111/L/Px8rvpiIYaJSReRFPMCg4dA2NraclYJhAcWTJIkzuWhU3jZaujt7XWTurW15QSY7iNiA+gTM0/srMWGtmaz6TQM+Panp6dTjFFr3RoX2oTW3zUuQxOux6PfAfC551gT5N/Z7cYxFCwyWBPIkuGDo/A8FEWEsEa6tg4ws+tUZH/RcQVauGugwcMdtrCwINeuXZNGo+EyxzTuQQ86YSEvsMCNBcsNGXufiDi/voik6uVBQHMAeG1tzTFGWIHIbhTZ30jJGj0Usc3NTZdGi7gWvvN+Ggsn3eAidvx4BysGvjnw0TD+rq2tSaPRcNYvKn5zCjdieZwmL7Jf6RhZeMA/uxJhkYDGIdSQgMGWH6pGw82MVO+5uTm5du2azM7Oun1kPkHB3zW+fIpMiAZj6TO3cPnxxx/lm2++kZdeeil1/eLFi/Lee+9FCxeLwfpAa8ki+wHbnp4eGR4edoURYbJi0xCn4lkaN7R6aM6wXDhV0CJATbQISMMfikya1dVVefjwoczNzcni4mKQeR8GhNwN2gVnCZpu+sHpwdBkscub3YiMO978yGe98MmfuF/HiiAAMLewWrgoIz5YkEg3RgZTjBvAwqEFmomFBIulxWdZSbHAVj6ntvPzgCsOUOv4Ac8ZJ1RAywYD5N84VmaN1wex7rG8lko3tAzlBcpJvV5PHUPOwXZ2n+sUYl0VnTNSWaFljwHomS1o8BSOYaLqNYpRLiwsuHkEhATG49BY3jnILVx6e3vl3LlzB66fO3cu2iWmAcTsC6TidxFx2gT8xbVaTV555RVXW4k1hGaz6RgRJh591BpWu92W1dVV55bBLmReYKjpg4kHkWCvB9Ix792750r5Ly0tye3bt93BU3i/tQgtVwomVMeL9L0xOI5xJ/gEHgtnnbAAwYJaa5VKRUZHR2Vzc1Oq1aqMjIy4eUDZdgh/KAQij2iL67qhLY8dcwPNXAezcR+SC5aWlmRmZkZu3rzpXGRYvMwcMV7QicZBDN60dWfhT+NZM4KsRe9jHJyoAgEN9yILfKYBPt4ADIqVKowBAmVra0tGRkacyxFrAAkxXIwS85I1Rv7tcd1l+tkhRsrvZHc23Lnlcllef/11uXv3rvT19cmFCxek0WjI1NSUXLlyxVkbGxsb7hRZpA0jmxVWCWgTBSWxTxCuRbiqYc3DQ4K4LFKeUUJnZWVFpqampNlsHqjnBy+NT5BoF56egyx6zzNXuYXLm2++KT/99JO8/fbbqeuXL1+WCxcu5H2cV8JqzQ7+XywC7GsZHBwUEZHbt2874TQ+Pu4K5IGB4DfffhIWXnt7e6kSJQCdeQZzGFYPainhXHkwNi59wRq55WayJjdrIvXiDRFGrGCyBJ3vOkx8VGKFOwuVkHt6emRkZMTVN8KGW+yPgbbX19d3YBcxWy39/f1uofI+DKSKlstlWV1dlY2NDRd7WVhYcIFOPtdFZ6pZ1nG3TM+yZHx4tXAcAt0Xa+6Rso8TPmu1moyOjrqK3JxWjPnjHepcu42tlt7eXncPmCtckWtrawcy/ax+Wsw/C3wCVf/Ga8pqp3Ekkna5bm1tSa1Wk7m5Ofnjjz+kr69PTp48KceOHZPjx49Lq9Vy6x74QrUNWNG1Ws0dAgj+hPpuiMNubm7K2NiYq1rB2afavYZCtugrDn1DCjgEGvMVXquW1yUEMbwjdt5yC5dnnnlGPv30U/nuu+/k7NmzsrOzI9PT03L9+nW5ePGifPbZZ67tRx99lPfxQeBFz4E4bE7s6Xl0MBG7ZQCaservLMTYvLf+avcDLBmYr9CC1tfXZXl52V3TLsBY0zS0uPRYYtvEWDG6va+/SHbg8hbw2yN+1dfXJ0mSpCwHCGYIIE5PtoQY/NvstoHmzPPD+MdmMhywpMee5b7qRpu2hEmMRcLvzuO20AwWuMfBXQMDA05j5npgwB2n2zOTwhrDd23VAM98gNXjuhgPAyz8hYQOM2G411utlkxPT7vqGnfv3nW0ilMlkyRxWWTAEeMa5Z9QSgp0b51jo3kDaJuVK7gf4RrTgjzvmo7BD37T3/9XLJfvv/9eKpWK3LlzR+7cueOuDw4Oyi+//JLqREi4WIhgd4veSIjsLHZt4VTHcrksa2trUqvV5OjRo7K9ve12HuuyKpZlYDEmCA3OwhFJb5DjNhy0g3bdarVkYWHBBT25TImlycVqtXmsGgvfscLI507Q12HlAed6XxB89QMDA7K39+jsGg7gc7FJvWmSS5aIyAFGCKuUa8jt7u7KxsaGLC4uuhRNxNJ0GjlnRAFHFn6zFp5vPvMICd9zQ22s33t6etwJlOVyWYaHh2VoaMgxOk6U4PUFBsdrhucD7iLgG9lmqATMwptpnMcTYmIht2GWgpWFE+s3pjHQ4MjIiFSrVRkYGJB//vnHJQ319/fLyy+/LNVqVU6fPi03btwQkf06brCcBwcHZXh42MWBa7WaO7YD7l+Nc/AY3uqg8YZ7YCW2Wi1zK4MeZwwt++YmZMXEQG7hcvny5by3mICBcDBK+/FF0oTO0h2WQrPZlNnZWXnjjTfchrHffvtNpqamXMAf9+u/ehc5vwcfmLucoooPm7E80Xt7e7K0tOR24PN7+bvPfcB/fff6cGpd4zHpBZ/FDK32fG1v71ERUSwmPkUSmltfX587RpoXFFdJENkXHLjGlXy5L5xxBqsFmXood95qteTff/+V+fl5V6HWUihCCSXW/PC4GR+M6xDECJs8Fq3uW29vr9v/hWN16/W6DA8Pu2O5ATroj/nAGIAzxhXKGcGtiYxIXVfQohX9G76HxmbNme+6b664naVk8viuXr0qH374oVy6dEnm5uZkcnLSHcNw/vx5WVpaktnZWSd0dI07PoYDx4BXKhWXxswZkaA9dr3Dw4FYC8/Bzs6Oq9/GfIUz5HDNErJ6zJaw8fEQfq6vnYbokvu3bt3KbPPll1/GPi7F9ELgM2UxCe12W27evCkTExPuMzs76xiKXiAWcAAMwWm4d3jnLGtm7CZgpDOj453fobGEXCc+4ZPVTl/TQb5Y8C1uhv7+fhfMB144qAxhwhvyIFx4jlhD1u5JPT8i6R3RCOIjMWNpaUkWFhZSLoi8YC0+n0YYM0/d9CPLctHWVqlUcnOBQD6sGNA0cAymyIFdgM7uw3fOXkKsEbGXmPFrYdwtHvSzYoDHwx/gCut9fn5eJiYmXOXjnZ0dV5gT15ByL5IWwqB9lNFB3AVWI5/twkos07e1cRsxoY2NjdTRBRbj1+O1rsUqrI8D0ZbLu+++K9euXXP/v//++/LVV1+l2nzxxRdy6dKlqOflJSytBe3s7LjyFX/99ZfMz887k//hw4cuawYWCj/L6gvMUsQOECtgoQLrhAmC/a0ikqr9Y/mhdabVYeDHGotFaFmCPPRMbT0wg4ArgPe38CLC3GHHPrtVLHyK7B/kxn3n9khfhpDChtX19XVXkHJxcfHAhlEekw8sDVf/7sOP9Xuea90AMwzsWUHAGZsoeT5YcOuyQMC1tvDR33a7Le12220ihGDx4dk3Tp9VYUGsS0zjIoRfVmI4s6uvr08mJibkhx9+kDNnzrgjGcBfQGOwnvn4YfAJZOlVq1V35hN4lYi4OLGOcWE+2KIBH8K7UP6lG+iGp+SxVDRECxc9UVevXs1sEwKdtaUlsXZTQVggBbKvr8+Z4gMDA84NBfMRGgDcF5YpyIIKLgVoetixDK0YwOXiWfNLksTVM4NPFMKF3WkYk4/4rf5Zv/Nz9Hd9r+6n73kaP6zRcowCf0Ueub7Gx8dlfHzcWTDValWOHDniYh84PhoxMJj1vPEP8+brGzPETqeTOs0TaeDr6+vubJb79++7Qo4iae0yhNuQpRa7wHhzbQi0kLbeqcHXd8RD4IpBjKterzulC8yL96mAeemxawsH84S5AzOFEhWau5j+x7pjfM/U1r+FW90HCFtkY5VKJTl27JhMTEzIn3/+KadOnXICdGdnR37//XcplUouvop0eCRIiIj7XiqV3EmRyIREbAeVl63xaiUKShay8hDMt9ZxFu8IQZYw1m1jIFq4xDywG2vESg3m65qhYQLYGkmSJEXcmpGE+oo2nFqIQ8j4HAyfGQvND+2wBwCEZ71P96MbN0GobYhxhhZqqI9Wf0ulktTrdZd2CasP+IPPuFQqHag5hvt9AHxykBM0wCVmNjY2HINDFWTsB7DGoAUy3pWFkyzIYn5Z17K0bLzDeg9oGPSL2BfSkFlLZhcvJ1+ExgDrZWtrK5VyzJl/sXAY+MwDIabJHgm8b21tzeGy2WymFCy2qrkCglZYmKcwz2DLxjdGfY2rhHMFiph1nBeyFJwsIa+hOz/JIYFvgfkEDmdVcDASv1taoE/AaETBnYNFycUVWaDwX9wHxocFh/xztppC0I2Wkfc3Fo76uma8PkGkr/f09Ei9XpehoSGXbgmrDy5JWJDYcIa9LoxDPQ8iaUtW45z3FuGZ+DSbTVldXZV2u31gfJYQz7JWQnj24ScEsXGCvPEEMETewIdz1pnJwarSwkXThX43ux5ZQFnp3RpCVkxWe9/3rGdn/cbKLfcDdDMwMOCURIyRXYDsBtPWEq6zVcjCyfIgcDKLyD79czUAbPLkMvzd0mEMaCXM+i0EXVVFPgzIYxqzCwpI58XAWV9geiAedkmFNHqOt0C4WK4aPAd9wf3Q5lBgDj5p7ieIzNIQWMOy+mpNtHXNN05dJ0rjEM/Rqbl4pnY9JMmjnchnzpyRkZERd04FssNE9svXc3Vk3u+j91Bw7Ta4FXjxY4EiGwwCBTv+5+fn5caNG7KysuJcnUwLGBNfi8W1hhAjzSMULMgj4HhcyFCCSxduMa6VB/zrvWCYA19/4JLhyhZYH2B+OnZjCXPGdyx+LWszBichYNoHjUFpwfv29h7VxQPNaIVHRFy9Q+CFz2digc6uwyRJnPIKmtdChXGL8XBFao1rAPDrU6gst6GFQ+t76JoFT0y46GwUQJZJptPufG4mzVD0BGgfbalUSrnE2BwGE2SLigVXkiQu0IeNk+w3tRaUjwi4zWECE3GMoGI86n6LPNLsRkZG5MiRIy4BolKpSKVSceev41RELtjX6XTcQsXigjDnKrPcVmS/cgIEODQ4uGoWFhZkbm4udZQBNGumG8309Hzo6yGIZXQWo9VKRjdzrmkGVjdXS+C4CtyTzFh5HXIFCVYCkiRxjBcfWC+6erIPPz5GGHOP1UbTsb6WhVN+txVbFJFULAXv0RaP75qIpMrh8MZVKHkQIOzyZQD98lEK1hoOWS0+xSkvdHNftHDZ3t6Wjz/+2Pu/iBzQ8kMQEi5soehF6WPIPrCIWQsgTDh81vqcEMui0N+RIoiAmxYeDPxb3jHoa6G/fB+7QPR7fQvSp+UkSXLgDB1YfdhtD+GBBaY3QuI5fKY4fmOhxm05uMmVkHEI2OLiYsplkIVDHpuFN5/G7buX22kh7cN5qK95LBjQMOgXsS/QslWE1Xo3CxhOuOBYFwSNTtHX/Ynpd57fYoQ5fw8JdH2fz9NhKa88Xv1sbs+p9Lxlgdcg/vfFrRjn7FLGu635tCxG9NEadx4+ZK0NH0QLl9dee03m5+e9/4uInD9/PvZxqUAiEzQzFpE0sriNb6GjnbZMAKxJsDDEDnPkovOiAgGAKJhQEGNptVqyvLwsKysrsrGxERQu3JduIItxWv+zW0zjKSQAAawxdTodqdfrcvLkydTub/j6ORECH60F4/3ALd/HmjQvSBSjBEND8sTi4qI8ePBAZmZmUnjVwWpezCFGb+HDciGGGJC14GO1Px9zwG+MH6ZJzAFiX3BVckYe41Of4qkzNvU6gmaOD4pZZimVWWsgRmj42uj7tWC2mL9uYwkT37yKyAH3IeiUr2vGv7u769zFOnPT4gPAN8e2cAAizyH3C6Dp28KTpbT7IEvJ8kG0cPn2229jm0YBkGNNiMj+fhCf9LUkdIzG59NQEWtBDSx+DpiUVdEY54lj497y8vKByqSW5cN9icWX9ddqY7WzsoKyFi1/Z4IdGhqSZ599Vk6cOOE2iCHWwgsHvniR9P4ejq2wRozNkbi/XC47FxgWFzbvwSW2ubkpMzMz0mw2nb/bNz7WGjEvVozJh/eQ5seg3SOPAz4Gp/uGw8BQDBEVE7jsO9pq5gbQ7iHgifcTMbODgLfikrqvPvC1icWdbz1ZDFH/tebURw9ZiiBnheE5bLnAksdzmRa1Zc8CnN+LFHDuv28cloLp40PWGK37YwQRwxOLuTABWoQukj4wzIIsBIUIQv/G9a0sItV9xP1Ih8X+FmxwCjFuS4PyCcaQwPA9m7/zPTojJatvlgXZ6XTcPpZ6ve5cYVwbjP37vLjyuAC1AEAas05pRgkgZDH5xs7XLFxbuM27mHz357VaLMWJf7fexckonLVnPVv3MWteMAeceszxAG3xZMHjCF09h/p//XxLsOjnZWn5MX0SSde9E5EDyrFPuWO6xfu1YOl0Ok7J0oIl1Fdrbn1zHrpufc+CJy5cWNpbWoQlxX0LTpu3Piai2+3t7blg/sDAQCoQr9NguW8i4o7mhVtsdXX1wFg1k+K+ZU2WTzu2nm0xU27HxM848/XDwnOSJHL69Gk5duyYjI2NudP5eH8LuxQt5YB35+silyL76Zc878i+w0ZVLvXy4MEDs5CfT9CGxujDn4YYQel7R8hlo+8JMUN2a8J6hFBBLTFU8gUT8+FBz5N2U2urBXPE55CExuwbTwzkWSs+hc3HOHkuWBiElDzfb0mSOPr3beD2KTfWOmS+0+l0Utsb2Pr0ubws/PjG74PHUQSemHDhisIAZvwW6MnIkrKhZ/D9SHsFc+R+YHK53Dj6vLu76+IACOZzscyQ+e0Dn3Zljc3S0DTh4n8O5uN6qVRKMRx+t+4DmNTw8LC8+OKLMjo66qyVSqUig4ODLuZizSPSkq39SeyCgWUF+uCgPSyhTqfjDgJ78OCBrK6uuqwblEDXeLJw4xOyWmD7mD7jn/dg8Xg0LmNoO6utbpMkidRqtVRZfRRLBNP0uep860gH9tnFiXvgFvPt97AYXl5mFaL5LOsl1v3DyiZ+D61bn7Igsu8BYV4Rcr3q5+sUabQHri1F1wcxtOajbw2xAp7hiQkXJniRtAsMAwbzwzWf8GFCCpl7/DtfK5VK7mAl9ouiX/r9Io8mCNobAsvY6+Ijcktj1W0ssBaU7/9QG0tr1YRq9RGfp59+WkZHR6VWqzlBAgHDGV9orzeahVxjeB/7lMHUEGfhvH9YjIuLiwfcMiFch3ClaQs0GMP4fUI9BN1o8fw+XjtIPUYlahRW1OsKoFPtNbBgwbyxO8zaSHnY8DhaM+7Xa0w/N+v3PBYXlBuf+9nCv0W7uj+Me/xm8Rhr/HqcFlgCJiRwYufliQkXLmuAgXAGF5iLpUWEEIn7tEYS0lp7enpkcHAwddYF7mHTFtfxXI4DtFot57rBXg0LulkwLHxCi4D7yUKDcenrjyZgNuvx+9DQkBw9elSq1aqz8vAXeGPtVu9k1oxILyjcA+0f5S5w2BqnILfbbVleXpZGo2EmT+j5t2hBv9vSYBlnnKYK4Qlc4TfUj7Ker+cypAjp7zyPPNYkeZTODcsF5fZRldqKW+q9LQCfgsPCBHTCLrEY7Z6v+cbuu09ft5QkHpsvESgPs7Xu9SkU7OLl1Hpd3UODb17AB5nWOESgrRcfjem+ZglIa11o3ufDkQVPTLi02223J4GPtuWsIkya1oItImFGoLUy3UYz4FKp5ALTyGQCUVhph3gOKsS22213jC7A2iej+2tpH74Fri0oBh8h8AfFCkHArIFye2QX4bwI9Gl4eFiOHj0qzz//vNOQkbqtK0izT15bLvhwdo2eJy6jg5phnDiBEyYbjYY0m01vOQxehBgHx9CYpnQ2ID7s5mLhiKKmaMfuwKeeesrMWgvNbwgsjRf9xH6jsbExt++oVquljiWw3slMynJrsUIA/LP1iM2svInSYkLWGPJYd2jnY3CWxg/lzhcL4vnle0PKBW+otJRcWC1YF3BJsmVoCXVL6PEGVVzTymGWALGUh5BiYwkojZNY4Qx4YsJlc3PTEeXAwIBDqA4G8wJmrRhtGLSmqdswUTHz6O/vd9o4amIBtCaEiead4lhkKLWd5RP1TUyWZWYJI/0bM1VmssBxvV538Q+MjdviGpgG8HfixAl54YUX5OzZs67qLrLEuLwIM1Jm7BBc/B52H/BHKwpcrRoa4fj4uDtro91uu93+OiVUp7r7LBtWNCy86wWplQ5Nt/fv35eZmRlzwYfm3upn6B7EvIaGhtycYD+Fj4Exs9OaMdMSrmPDJK9H0L9P4csrQH33+K5ZNM/nqyD1l2mJ8aEFjLX2fAzYEtTaamGlmA/Fs5RDXIcwZDwzPfNaYIXc19+Ya3pMmu74LwvH/9PCBTnbvb29UqlUXLwCwNYKiEKfTKg1A77PBzzh0DIrlYrLrgFxhMxCLDiu9QNiLpfLqb7xfb7+WP9blk1o8VkWC49jcHBQkiSRsbExGRoaSr2PC3Ty9a2tLdePV199VU6fPi3PPfeclMtlR/iw9lhIaAuS8cFEqg9bwzXeGwOBLfLIWtjZ2XHxHmT3tVotx1S5WCALDHygxOC6xpUWytrPrX/X2Y67u7uucvDs7Kx3vvSca+Fl0Y/FgCF0sc8IMTCRNDPV78P4WXHTggXP4ArAPE4oiLq/uq+hdRBiUpbV4WvDwkX3hxUpFqbcBx6b1SetyGpcQblh/gEljS10i58wsEUNuuQiulB+sQb1WPJAyBvCbVhRA15DPNbhqBMjggoooIACCiggBzzRkvsFFFBAAQX8/4RCuBRQQAEFFHDoUAiXAgoooIACDh0K4VJAAQUUUMChQyFcCiiggAIKOHQohEsBBRRQQAGHDoVwKaCAAgoo4NChEC4FFFBAAQUcOhTCpYACCiiggEOH/wG359heItgyBAAAAABJRU5ErkJggg==",
+ "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, max_epochs, int(max_epochs / val_interval))\n",
+ "fig, ax = plt.subplots(nrows=len(val_samples), ncols=1, sharey=True)\n",
+ "ax = ensure_tuple(ax)\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": "code",
+ "execution_count": 26,
+ "id": "fd170679",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# %%\n",
+ "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(\"Input 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": "8ffdc149",
+ "metadata": {},
+ "source": [
+ "### Cleanup data directory\n",
+ "\n",
+ "Remove directory if a temporary was used."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "fd57125a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "if directory is None:\n",
+ " shutil.rmtree(root_dir)"
+ ]
+ }
+ ],
+ "metadata": {
+ "jupytext": {
+ "cell_metadata_filter": "-all",
+ "formats": "auto:light,ipynb",
+ "main_language": "python",
+ "notebook_metadata_filter": "-all"
+ },
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.14"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/generation/3d_autoencoderkl/3d_autoencoderkl_tutorial.ipynb b/generation/3d_autoencoderkl/3d_autoencoderkl_tutorial.ipynb
new file mode 100644
index 000000000..97b637d24
--- /dev/null
+++ b/generation/3d_autoencoderkl/3d_autoencoderkl_tutorial.ipynb
@@ -0,0 +1,793 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "ca6bdf5b-80bc-4285-9cde-fc5641e23742",
+ "metadata": {},
+ "source": [
+ "Copyright (c) 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.
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "eca65c39",
+ "metadata": {
+ "lines_to_next_cell": 2
+ },
+ "source": [
+ "# 3D AutoencoderKL\n",
+ "\n",
+ "This demo is a toy example of how to use MONAI's AutoencoderKL. In particular, it uses the Autoencoder with a Kullback-Leibler regularisation as implemented by Rombach et. al [1]. The autoencoder was originally implemented by Kingma et al. [2]. The model uses the 3D brain tumour segmentation challenge (BraTS) [3] dataset available as part of the Decathlon Dataset.\n",
+ "\n",
+ "[1] Rombach et. al \"High-Resolution Image Synthesis with Latent Diffusion Models\" https://arxiv.org/pdf/2112.10752.pdf
\n",
+ "[2] Kingma, D. P., & Welling, M. (2014). Auto-Encoding Variational Bayes. CoRR, abs/1312.6.
\n",
+ "[3] Menze, B. H., Jakab, A., Bauer, S., Kalpathy-Cramer, J., Farahani, K., Kirby, J., Burren, Y., Porz, N., Slotboom, J., Wiest, R., Lanczi, L., Gerstner, E., Weber, M.-A., Arbel, T., Avants, B. B., Ayache, N., Buendia, P., Collins, D. L., Cordier, N., … van Leemput, K. (2015). The Multimodal Brain Tumor Image Segmentation Benchmark (BRATS). IEEE Transactions on Medical Imaging, 34(10), 1993–2024. https://doi.org/10.1109/TMI.2014.2377694
\n",
+ "\n",
+ "This tutorial was based on:\n",
+ "\n",
+ "[Brain tumor 3D segmentation with MONAI](https://github.com/Project-MONAI/tutorials/blob/main/3d_segmentation/brats_segmentation_3d.ipynb)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7e0fa3de-eadc-41cf-aebc-a2ceb0399ab7",
+ "metadata": {},
+ "source": [
+ "## Setup environment"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "0f82c364",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "!python -c \"import monai\" || pip install -q \"monai-weekly[tqdm, nibabel]\"\n",
+ "!python -c \"import matplotlib\" || pip install -q matplotlib\n",
+ "%matplotlib inline"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7325d9ae",
+ "metadata": {},
+ "source": [
+ "## Setup imports"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a44e7a6e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "import shutil\n",
+ "import tempfile\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "import torch\n",
+ "import torch.nn.functional as F\n",
+ "from monai import transforms\n",
+ "from monai.apps import DecathlonDataset\n",
+ "from monai.config import print_config\n",
+ "from monai.data import DataLoader\n",
+ "from monai.networks.layers import Act\n",
+ "from monai.utils import first, set_determinism\n",
+ "from torch.amp import autocast\n",
+ "from monai.networks.nets import AutoencoderKL, PatchDiscriminator\n",
+ "from monai.losses import PatchAdversarialLoss, PerceptualLoss\n",
+ "from monai.utils.misc import ensure_tuple\n",
+ "\n",
+ "print_config()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "72bae2d5",
+ "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 specified a temporary directory will be used."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "48155dfa",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/tmp/tmp0_29f8jr\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": "f83013c7-8f1d-4bc2-9677-9912642e00f7",
+ "metadata": {},
+ "source": [
+ "## Set deterministic training for reproducibility"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "1aaa77a6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# for reproducibility purposes set a seed\n",
+ "set_determinism(42)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "319bff04",
+ "metadata": {},
+ "source": [
+ "## Description of data, download the training set and creation of dataloaders"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "053fdee1",
+ "metadata": {},
+ "source": [
+ "The brain tumour segmentation dataset is available as part of the Decathlon dataset. Select the channel (MRI contrast) you wish to use for training (0: FLAIR, 1: T1, 2: T1-PC, 3: T2). \n",
+ "Note: The DecatholonDataset has 7GB. So make sure that you have enought space when running the next line"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9774010c-cc3e-49d8-9244-0dfe1b85fe1f",
+ "metadata": {},
+ "source": [
+ "We use the following transforms:\n",
+ "1. `LoadImaged`: retrieve the nii image\n",
+ "2. `EnsureChannelFirstd`: we ensure that the channel component is in dimension 0 of the tensor\n",
+ "3. `Lambdad`: this custom transform retrieves the specific channel that we desire\n",
+ "4. `EnsureChannelFirstd`: we add the new channel dimension (as the last transform has removed it)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "1dbaf6af",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "all_transforms = [\n",
+ " transforms.LoadImaged(keys=[\"image\"]),\n",
+ " transforms.EnsureChannelFirstd(keys=[\"image\"]),\n",
+ " transforms.Lambdad(keys=\"image\", func=lambda x: x[channel, :, :, :]),\n",
+ " transforms.EnsureChannelFirstd(keys=[\"image\"], channel_dim=\"no_channel\"),\n",
+ " transforms.EnsureTyped(keys=[\"image\"]),\n",
+ " transforms.Orientationd(keys=[\"image\"], axcodes=\"RAS\"),\n",
+ " transforms.Spacingd(keys=[\"image\"], pixdim=(2.4, 2.4, 2.2), mode=(\"bilinear\")),\n",
+ " transforms.CenterSpatialCropd(keys=[\"image\"], roi_size=(96, 96, 64)),\n",
+ " transforms.ScaleIntensityRangePercentilesd(keys=\"image\", lower=0, upper=99.5, b_min=0, b_max=1),\n",
+ "]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "ac41ad56-1c09-4e17-aba4-7f00e1894ff9",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Loading dataset: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 388/388 [01:51<00:00, 3.47it/s]\n",
+ "Loading dataset: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 96/96 [00:27<00:00, 3.47it/s]\n"
+ ]
+ }
+ ],
+ "source": [
+ "channel = 0 # 0 = Flair\n",
+ "assert channel in [0, 1, 2, 3], \"Choose a valid channel\"\n",
+ "# Training\n",
+ "train_ds = DecathlonDataset(\n",
+ " root_dir=root_dir,\n",
+ " task=\"Task01_BrainTumour\",\n",
+ " section=\"training\",\n",
+ " cache_rate=1.0, # you may need a few Gb of RAM... Set to 0 otherwise\n",
+ " num_workers=4,\n",
+ " download=True,\n",
+ " seed=0,\n",
+ " transform=transforms.Compose(all_transforms),\n",
+ ")\n",
+ "# Validation\n",
+ "val_ds = DecathlonDataset(\n",
+ " root_dir=root_dir,\n",
+ " task=\"Task01_BrainTumour\",\n",
+ " section=\"validation\",\n",
+ " cache_rate=1.0, # you may need a few Gb of RAM... Set to 0 otherwise\n",
+ " num_workers=4,\n",
+ " download=True,\n",
+ " seed=0,\n",
+ " transform=transforms.Compose(all_transforms),\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "eef45a74-aca0-4897-b1e9-185ef288812a",
+ "metadata": {},
+ "source": [
+ "Now we create the training and validation loaders:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "aa5875c0-a150-4561-876b-2a0233bc683b",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Image shape torch.Size([1, 96, 96, 64])\n",
+ "Image shape torch.Size([1, 96, 96, 64])\n"
+ ]
+ }
+ ],
+ "source": [
+ "train_loader = DataLoader(train_ds, batch_size=1, shuffle=True, num_workers=1, persistent_workers=True)\n",
+ "print(f'Image shape {train_ds[0][\"image\"].shape}')\n",
+ "val_loader = DataLoader(val_ds, batch_size=1, shuffle=False, num_workers=1, persistent_workers=True)\n",
+ "print(f'Image shape {val_ds[0][\"image\"].shape}')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "617a46a9",
+ "metadata": {},
+ "source": [
+ "## Visualise examples from the training set"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "8902c0a4",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "check_data = first(train_loader)\n",
+ "# Select the first image from the batch\n",
+ "img = check_data[\"image\"][0]\n",
+ "fig, axs = plt.subplots(nrows=1, ncols=3)\n",
+ "for ax in axs:\n",
+ " ax.axis(\"off\")\n",
+ "ax = axs[0]\n",
+ "ax.imshow(img[0, ..., img.shape[3] // 2].rot90(), cmap=\"gray\")\n",
+ "ax = axs[1]\n",
+ "ax.imshow(img[0, :, img.shape[2] // 2, ...].rot90(), cmap=\"gray\")\n",
+ "ax = axs[2]\n",
+ "ax.imshow(img[0, img.shape[1] // 2, ...].rot90(), cmap=\"gray\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "19532ecb",
+ "metadata": {},
+ "source": [
+ "## Define the network"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "0a839bfa-a494-4500-9cd0-7c6205be164c",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Using cuda\n"
+ ]
+ }
+ ],
+ "source": [
+ "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
+ "print(f\"Using {device}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "5e0514e5",
+ "metadata": {
+ "lines_to_next_cell": 2
+ },
+ "outputs": [],
+ "source": [
+ "model = AutoencoderKL(\n",
+ " spatial_dims=3,\n",
+ " in_channels=1,\n",
+ " out_channels=1,\n",
+ " channels=(32, 64, 64),\n",
+ " latent_channels=3,\n",
+ " num_res_blocks=1,\n",
+ " norm_num_groups=32,\n",
+ " attention_levels=(False, False, True),\n",
+ ")\n",
+ "model.to(device)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "feac8b4f-a0b9-47e6-b8dd-6e83da1e8f04",
+ "metadata": {},
+ "source": [
+ "Rombach et al. [1] trained the AutoencoderKL using a patch-GAN adversarial loss and perceptual loss to boost the quality of the reconstructed images."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "c4ebda38-603c-440c-87bb-ff88198b424f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "discriminator = PatchDiscriminator(\n",
+ " spatial_dims=3,\n",
+ " num_layers_d=3,\n",
+ " channels=32,\n",
+ " in_channels=1,\n",
+ " out_channels=1,\n",
+ " kernel_size=4,\n",
+ " activation=(Act.LEAKYRELU, {\"negative_slope\": 0.2}),\n",
+ " norm=\"BATCH\",\n",
+ " bias=False,\n",
+ " padding=1,\n",
+ ")\n",
+ "discriminator.to(device)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "da14911d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "perceptual_loss = PerceptualLoss(spatial_dims=3, network_type=\"squeeze\", fake_3d_ratio=0.25)\n",
+ "perceptual_loss.to(device)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ded7dc3f-56e0-402d-8ce0-d77ea6205f20",
+ "metadata": {},
+ "source": [
+ "## Definition of losses and optimisers"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "aa53b342-aeec-4817-8797-adf7b7080ea7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "adv_loss = PatchAdversarialLoss(criterion=\"least_squares\")\n",
+ "adv_weight = 0.02\n",
+ "perceptual_weight = 1.0\n",
+ "optimizer_g = torch.optim.Adam(model.parameters(), 1e-4)\n",
+ "optimizer_d = torch.optim.Adam(discriminator.parameters(), lr=5e-4)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b33436df-be7d-4e1a-ba34-0df8a8105b8b",
+ "metadata": {},
+ "source": [
+ "We also use automated mixed precision (AMP) to save memory:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "5c0b87e9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "scaler_g = torch.amp.GradScaler()\n",
+ "scaler_d = torch.amp.GradScaler()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7d19616e",
+ "metadata": {},
+ "source": [
+ "## Model training"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "aa98bfa9",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "epoch 0/50:recons loss: 0.028408, gen_loss: 0.899995, disc_loss: 0.068511, perc_loss: 0.047966, kl_loss: 84008.107885, \n",
+ "epoch 4/50: validation recons loss: 0.029058\n",
+ "epoch 5/50:recons loss: 0.026289, gen_loss: 0.890100, disc_loss: 0.075222, perc_loss: 0.044404, kl_loss: 82538.794358, \n",
+ "epoch 9/50: validation recons loss: 0.031279\n",
+ "epoch 10/50:recons loss: 0.025868, gen_loss: 0.897919, disc_loss: 0.067960, perc_loss: 0.043630, kl_loss: 81820.101361, \n",
+ "epoch 14/50: validation recons loss: 0.023571\n",
+ "epoch 15/50:recons loss: 0.027377, gen_loss: 0.953108, disc_loss: 0.047639, perc_loss: 0.044497, kl_loss: 80916.426989, \n",
+ "epoch 19/50: validation recons loss: 0.026467\n",
+ "epoch 20/50:recons loss: 0.025950, gen_loss: 0.983597, disc_loss: 0.041265, perc_loss: 0.041636, kl_loss: 80244.706749, \n",
+ "epoch 24/50: validation recons loss: 0.027087\n",
+ "epoch 25/50:recons loss: 0.024513, gen_loss: 1.003783, disc_loss: 0.033110, perc_loss: 0.040052, kl_loss: 81447.181137, \n",
+ "epoch 29/50: validation recons loss: 0.027916\n",
+ "epoch 30/50:recons loss: 0.024828, gen_loss: 1.052075, disc_loss: 0.010955, perc_loss: 0.038624, kl_loss: 79766.662814, \n",
+ "epoch 34/50: validation recons loss: 0.033613\n",
+ "epoch 35/50:recons loss: 0.025590, gen_loss: 0.984481, disc_loss: 0.034665, perc_loss: 0.040138, kl_loss: 81379.091817, \n",
+ "epoch 39/50: validation recons loss: 0.025075\n",
+ "epoch 40/50:recons loss: 0.024524, gen_loss: 0.956906, disc_loss: 0.044816, perc_loss: 0.039182, kl_loss: 78912.705622, \n",
+ "epoch 44/50: validation recons loss: 0.022967\n",
+ "epoch 45/50:recons loss: 0.025341, gen_loss: 1.032001, disc_loss: 0.021897, perc_loss: 0.040327, kl_loss: 78940.488946, \n",
+ "epoch 49/50: validation recons loss: 0.021878\n",
+ "Training finished\n"
+ ]
+ }
+ ],
+ "source": [
+ "kl_weight = 1e-8\n",
+ "max_epochs = 50\n",
+ "val_interval = 5\n",
+ "print_every = 5\n",
+ "epoch_recon_loss_list = []\n",
+ "epoch_gen_loss_list = []\n",
+ "epoch_disc_loss_list = []\n",
+ "epoch_perc_loss_list = []\n",
+ "epoch_kl_loss_list = []\n",
+ "val_recon_epoch_loss_list = []\n",
+ "intermediary_images = []\n",
+ "n_example_images = 4\n",
+ "\n",
+ "for epoch in range(max_epochs):\n",
+ " model.train()\n",
+ " discriminator.train()\n",
+ " epoch_loss = 0\n",
+ " gen_epoch_loss = 0\n",
+ " disc_epoch_loss = 0\n",
+ " kl_epoch_loss = 0\n",
+ " perc_epoch_loss = 0\n",
+ " for batch in train_loader:\n",
+ " images = batch[\"image\"].to(device)\n",
+ " optimizer_g.zero_grad(set_to_none=True)\n",
+ "\n",
+ " # Generator part\n",
+ " with autocast(\"cuda\", enabled=True):\n",
+ " reconstruction, z_mu, z_sigma = model(images)\n",
+ " logits_fake = discriminator(reconstruction.contiguous().float())[-1]\n",
+ "\n",
+ " recons_loss = F.l1_loss(reconstruction.float(), images.float())\n",
+ " p_loss = perceptual_loss(reconstruction.float(), images.float())\n",
+ " generator_loss = adv_loss(logits_fake, target_is_real=True, for_discriminator=False)\n",
+ "\n",
+ " kl_loss = 0.5 * torch.sum(z_mu.pow(2) + z_sigma.pow(2) - torch.log(z_sigma.pow(2)) - 1, dim=[1, 2, 3, 4])\n",
+ " kl_loss = torch.sum(kl_loss) / kl_loss.shape[0]\n",
+ "\n",
+ " loss_g = recons_loss + (kl_weight * kl_loss) + (perceptual_weight * p_loss) + (adv_weight * generator_loss)\n",
+ "\n",
+ " scaler_g.scale(loss_g).backward()\n",
+ " scaler_g.step(optimizer_g)\n",
+ " scaler_g.update()\n",
+ "\n",
+ " # Discriminator part\n",
+ " optimizer_d.zero_grad(set_to_none=True)\n",
+ "\n",
+ " with autocast(\"cuda\", enabled=True):\n",
+ " logits_fake = discriminator(reconstruction.contiguous().detach())[-1]\n",
+ " loss_d_fake = adv_loss(logits_fake, target_is_real=False, for_discriminator=True)\n",
+ " logits_real = discriminator(images.contiguous().detach())[-1]\n",
+ " loss_d_real = adv_loss(logits_real, target_is_real=True, for_discriminator=True)\n",
+ " discriminator_loss = (loss_d_fake + loss_d_real) * 0.5\n",
+ "\n",
+ " loss_d = adv_weight * discriminator_loss\n",
+ "\n",
+ " scaler_d.scale(loss_d).backward()\n",
+ " scaler_d.step(optimizer_d)\n",
+ " scaler_d.update()\n",
+ "\n",
+ " epoch_loss += recons_loss.item()\n",
+ " gen_epoch_loss += generator_loss.item()\n",
+ " disc_epoch_loss += discriminator_loss.item()\n",
+ " perc_epoch_loss += p_loss.item()\n",
+ " kl_epoch_loss += kl_loss.item()\n",
+ "\n",
+ " epoch_recon_loss_list.append(epoch_loss / len(train_loader))\n",
+ " epoch_gen_loss_list.append(gen_epoch_loss / len(train_loader))\n",
+ " epoch_disc_loss_list.append(disc_epoch_loss / len(train_loader))\n",
+ " epoch_perc_loss_list.append(perc_epoch_loss / len(train_loader))\n",
+ " epoch_kl_loss_list.append(kl_epoch_loss / len(train_loader))\n",
+ "\n",
+ " if epoch % print_every == 0:\n",
+ " msgs = [\n",
+ " f\"epoch {epoch:d}/{max_epochs:d}:\",\n",
+ " f\"recons loss: {epoch_recon_loss_list[-1]:4f}, \",\n",
+ " f\"gen_loss: {epoch_gen_loss_list[-1]:4f}, \",\n",
+ " f\"disc_loss: {epoch_disc_loss_list[-1]:4f}, \",\n",
+ " f\"perc_loss: {epoch_perc_loss_list[-1]:4f}, \",\n",
+ " f\"kl_loss: {epoch_kl_loss_list[-1]:4f}, \",\n",
+ " ]\n",
+ " print(\"\".join(msgs))\n",
+ "\n",
+ " if (epoch + 1) % val_interval == 0:\n",
+ " 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",
+ " optimizer_g.zero_grad(set_to_none=True)\n",
+ "\n",
+ " reconstruction, z_mu, z_sigma = model(images)\n",
+ " # get the first sammple from the first validation batch for visualisation\n",
+ " # purposes\n",
+ " if val_step == 1:\n",
+ " intermediary_images.append(reconstruction[:n_example_images, 0])\n",
+ "\n",
+ " recons_loss = F.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",
+ " msgs = f\"epoch {epoch:d}/{max_epochs:d}: validation recons loss: {val_recon_epoch_loss_list[-1]:4f}\"\n",
+ " print(msgs)\n",
+ "\n",
+ "print(\"Training finished\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a28c94e3",
+ "metadata": {},
+ "source": [
+ "## Evaluate the training"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "066417fe",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "val_samples = np.linspace(val_interval, max_epochs, int(max_epochs / val_interval))\n",
+ "plt.plot(np.linspace(1, max_epochs, max_epochs), epoch_recon_loss_list, label=\"Train\")\n",
+ "plt.plot(val_samples, val_recon_epoch_loss_list, label=\"Validation\")\n",
+ "plt.xlabel(\"Epochs\")\n",
+ "plt.ylabel(\"Loss\")\n",
+ "plt.legend()\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "plt.close()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "bb1b6dd8",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.title(\"Adversarial Training Curves\", fontsize=20)\n",
+ "plt.plot(np.linspace(1, max_epochs, max_epochs), epoch_gen_loss_list, color=\"C0\", linewidth=2.0, label=\"Generator\")\n",
+ "plt.plot(np.linspace(1, max_epochs, max_epochs), epoch_disc_loss_list, color=\"C1\", linewidth=2.0, label=\"Discriminator\")\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": "21bbecae",
+ "metadata": {},
+ "source": [
+ "### Visualise some reconstruction images"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "caf2b1e1",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# get the first 5 examples to plot\n",
+ "n_evaluations = min(5, len(intermediary_images))\n",
+ "\n",
+ "fig, axs = plt.subplots(nrows=n_evaluations, ncols=3, constrained_layout=True, figsize=(8, 6))\n",
+ "if axs.ndim == 1:\n",
+ " axs = axs[None]\n",
+ "\n",
+ "# Remove ticks\n",
+ "for ax in axs.flatten():\n",
+ " ax.set_xticks([])\n",
+ " ax.set_yticks([])\n",
+ "\n",
+ "for image_n in range(n_evaluations):\n",
+ " axs[image_n, 0].imshow(\n",
+ " intermediary_images[image_n][0, ..., intermediary_images[image_n].shape[3] // 2].cpu(), cmap=\"gray\"\n",
+ " )\n",
+ " axs[image_n, 1].imshow(\n",
+ " intermediary_images[image_n][0, :, intermediary_images[image_n].shape[2] // 2, ...].cpu().rot90(), cmap=\"gray\"\n",
+ " )\n",
+ " axs[image_n, 2].imshow(\n",
+ " intermediary_images[image_n][0, intermediary_images[image_n].shape[1] // 2, ...].cpu().rot90(), cmap=\"gray\"\n",
+ " )\n",
+ " axs[image_n, 0].set_ylabel(f\"Epoch {val_samples[image_n]:.0f}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "dd03417f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots(nrows=1, ncols=2)\n",
+ "ax = ensure_tuple(ax)\n",
+ "ax[0].imshow(images[0, channel, ..., images.shape[2] // 2].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, channel, ..., reconstruction.shape[2] // 2].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": "292506bf",
+ "metadata": {},
+ "source": [
+ "## Clean up data directory\n",
+ "\n",
+ "Remove directory if a temporary storage was used"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "25551b82",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "if directory is None:\n",
+ " shutil.rmtree(root_dir)"
+ ]
+ }
+ ],
+ "metadata": {
+ "jupytext": {
+ "formats": "ipynb,py"
+ },
+ "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": "3.12.0"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/generation/README.md b/generation/README.md
index 422163001..d9125a861 100644
--- a/generation/README.md
+++ b/generation/README.md
@@ -63,3 +63,12 @@ Example shows how to use a DDPM to inpaint of 2D images from the MedNIST dataset
## [Guiding the 2D diffusion synthesis using ControlNet](./controlnet/2d_controlnet.ipynb)
Example shows how to use ControlNet to condition a diffusion model trained on 2D brain MRI images on binary brain masks.
+
+## [Spatial variational autoencoder for 2D modelling and synthesis](./2d_autoencoderkl)
+Example shows the use cases of applying a spatial VAE to a 2D synthesis example. To obtain realistic results, the model is trained on the original VAE losses, as well as perceptual and adversarial ones.
+
+## [Spatial variational autoencoder for 3D modelling and synthesis](./3d_autoencoderkl)
+Example shows the use cases of applying a spatial VAE to a 3D synthesis example. To obtain realistic results, the model is trained on the original VAE losses, as well as perceptual and adversarial ones.
+
+## Performing anomaly detection with diffusion models: [implicit guidance](./anomaly_detection/2d_classifierfree_guidance_anomalydetection_tutorial.ipynb), [using transformers](./anomaly_detection/anomaly_detection_with_transformers.ipynb) and [classifier free guidance](./anomaly_detection/anomalydetection_tutorial_classifier_guidance.ipynb)
+Examples show how to perform anomaly detection in 2D, using implicit guidance [2D-classifier free guiance](./anomaly_detection/2d_classifierfree_guidance_anomalydetection_tutorial.ipynb), transformers [using transformers](./anomaly_detection/anomaly_detection_with_transformers.ipynb) and [classifier free guidance](./anomalydetection_tutorial_classifier_guidance).