{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "_U0EkDIvBXrO"
},
"source": [
"## Table of contents:\n",
"* Initial Setup\n",
"* Data Loading and Preprocessing\n",
" * Data Variables\n",
"* Model Instantiation\n",
"* Optimizer and Scheduler\n",
"* Train and Evaluation Loop\n",
" * Save the model and plot the losses (**1 Point**)\n",
"* Test Loop \n",
"* Human Pose Visualization (**2 Points**)\n",
"* Report and Parameter Fine-Tuning Analysis (**4 Points**)\n",
"* Calculating MPJPE for a Specific Frame (**2 Points**)\n",
"* Iterative Mechanism (**3 Points**)\n",
"* YOUR custom model (**3 Points**)\n",
" * Performance BONUS (**Up to 2 Points**)\n",
"\n"
]
},
{
"cell_type": "markdown",
"source": [
"## Group composition:\n",
"- Luca Mazzucco : 1996710,\n",
"- Gian Alvin Guico : 2033024,\n",
"- Antonio Rocca : 1813055,\n",
"- Francois Hascoat : 2116739."
],
"metadata": {
"id": "xeT2Ukpr6e1d"
}
},
{
"cell_type": "markdown",
"metadata": {
"id": "0s2XUo8DBXrR"
},
"source": [
"## Initial Setup\n",
"Run the following two cellls to sync with Google Drive only if you run from Google Colab.\n",
"\n",
"*Note: we recommend using Google Colab for this specific homework, since the training phase will require a GPU*"
]
},
{
"cell_type": "code",
"source": [
"from os import makedirs\n",
"from os.path import exists"
],
"metadata": {
"id": "VLdRI5BUUyo7"
},
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"source": [
"! git clone https://github.com/LM1997610/AdavancedML.git\n",
"\n",
"print()\n",
"%cd /content/AdavancedML/Assignment_3/Practice"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "gmIU3OynL3J5",
"outputId": "6b8fe0ab-9ac4-4e6a-e640-0efcc7eab38d"
},
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Cloning into 'AdavancedML'...\n",
"remote: Enumerating objects: 1272, done.\u001b[K\n",
"remote: Counting objects: 100% (518/518), done.\u001b[K\n",
"remote: Compressing objects: 100% (292/292), done.\u001b[K\n",
"remote: Total 1272 (delta 258), reused 452 (delta 224), pack-reused 754\u001b[K\n",
"Receiving objects: 100% (1272/1272), 9.56 MiB | 31.79 MiB/s, done.\n",
"Resolving deltas: 100% (698/698), done.\n",
"\n",
"/content/AdavancedML/Assignment_3/Practice\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"! gdown 1fNjPKEBHJObyhZkgpnP4gYbIXp_D0eYA"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "6xR_Cw0n1OhE",
"outputId": "5f9818c3-ccfb-451b-b1fa-fa63c8818c2d"
},
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Downloading...\n",
"From: https://drive.google.com/uc?id=1fNjPKEBHJObyhZkgpnP4gYbIXp_D0eYA\n",
"To: /content/AdavancedML/Assignment_3/Practice/data.zip\n",
"100% 144M/144M [00:00<00:00, 156MB/s]\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"if exists(\"data.zip\"):\n",
" ! unzip -q data.zip\n",
" ! rm data.zip"
],
"metadata": {
"id": "q7eSxogXTuYy"
},
"execution_count": 4,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "nfZFycIrBXrT"
},
"source": [
"Welcome to this guide on training, testing, and fine-tuning a deep learning model. Deep learning is at the forefront of artificial intelligence, with applications spanning image recognition, natural language processing, and more.\n",
"\n",
"Throughout this assignment, you'll:\n",
"\n",
"1. **Prepare Data:** Preprocess and load the data.\n",
"\n",
"2. **Use Neural Networks:** Instantiate a neural network architecture.\n",
"\n",
"3. **Train Models:** Utilize optimization, loss functions, and backpropagation.\n",
"\n",
"4. **Evaluate Performance:** Assess model performance, prevent overfitting, and underfitting.\n",
"\n",
"5. **Fine-Tune Models:** Explore hyperparameter tuning."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"id": "7air6QP1tXsa"
},
"outputs": [],
"source": [
"\n",
"import torch\n",
"import torch.autograd\n",
"import torch.optim as optim\n",
"import torch.nn.functional as F\n",
"\n",
"from torch.utils.data import DataLoader\n",
"from utils import h36motion3d as datasets\n",
"\n",
"import time\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from utils.loss_funcs import *\n",
"from utils.data_utils import define_actions\n",
"from utils.h36_3d_viz import visualize\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"id": "m5-P9Yj-tfBC",
"outputId": "d0e2248c-a0b6-4572-e028-a94281923c7f",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Using device: cuda - Type: Tesla T4\n"
]
}
],
"source": [
"# Use GPU if available, otherwise stick with cpu\n",
"\n",
"device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
"print('Using device:', device, '- Type:', torch.cuda.get_device_name(0))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "AsK9hMdiBXrU"
},
"source": [
"## Data Loading and Preprocessing"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "e-EC3XAqBXrV"
},
"source": [
"For this homework, you will use [Human3.6M](https://vision.imar.ro/human3.6m/pami-h36m.pdf), which is a large-scale dataset of 3.6 million accurate 3D human poses acquired by recording the performance of five female and six male subjects under four different viewpoints. The dataset includes:\n",
"- Synchronized image.\n",
"- Human motion capture.\n",
"- Time of flight (depth) data.\n",
"- Accurate 3D body scans of all the subject actors involved.\n",
"\n",
"The dataset aims to provide diverse motions and poses encountered in typical human activities, with additional data to train realistic human sensing systems.\n",
"\n",
"\n",
"\n",
"For this assignment, we will leverage the rich **motion data** (See in the figure above) provided by H3.6M to perform a task known as *motion prediction*. Motion prediction involves using historical motion data to forecast future movements. This task is fundamental in human-robot interaction, animation, and sports analytics applications."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "JDVBcpLABXrV"
},
"source": [
"### Data Variables\n",
"\n",
"Each created sequence has the shape (35, 17, 3), where:\n",
"- Number of observed sequences and number of sequences to predict: $N_{obs}+N_{pred} = 10 + 25 = 35$;\n",
"- Number of body joints to consider: $J=22$;\n",
"- Spatial coordinates: $(x,y,z) = 3$.\n",
"\n",
"\n",
"The original data provides high-resolution progressive scan videos at 50 Hz. However, the dataset has been downsampled to 25 Hz for research purposes. This means that 25 frames of motion data are provided per second.\n",
"\n",
"*Note: the figure above shows 18 joints, however the dataset contains 32. For this specific case we will consider 22 joints, ignoring some of the finer ones (e.g. foot tip, hand tip, etc)*\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"id": "ZgNCWoUEBXrV"
},
"outputs": [],
"source": [
"# # Arguments to setup the datasets\n",
"\n",
"datas = 'h36m' # dataset name\n",
"path = './data/h3.6m/h3.6m/dataset'\n",
"\n",
"input_n = 10 # number of frames to train on (default=10)\n",
"output_n = 25 # number of frames to predict on\n",
"input_dim = 3 # dimensions of the input coordinates (default=3)\n",
"skip_rate = 1 # skip rate of frames\n",
"joints_to_consider = 22\n",
"\n",
"#FLAGS FOR THE TRAINING\n",
"mode = 'train' # choose either train or test mode\n",
"\n",
"batch_size_test = 8\n",
"model_path = './checkpoints/' # path to the model checkpoint file\n",
"\n",
"actions_to_consider_test = 'all' # actions to test on.\n",
"\n",
"#the model name to save/load\n",
"model_name = datas+'_3d_'+str(output_n)+'frames_ckpt'\n",
"\n",
"#FLAGS FOR THE VISUALIZATION\n",
"actions_to_consider_viz = 'all' # actions to visualize\n",
"visualize_from = 'test'\n",
"n_viz = 2"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "WHrODi8VBXrW"
},
"source": [
"Load Dataset\n",
"\n",
"*Note: It will take you ~ 5 minutes*"
]
},
{
"cell_type": "code",
"source": [
"import warnings\n",
"warnings.filterwarnings(\"ignore\", category=np.VisibleDeprecationWarning)"
],
"metadata": {
"id": "dOMMQbZtrNl2"
},
"execution_count": 8,
"outputs": []
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "0GTflRxwBXrW",
"outputId": "574f5cc9-7ba5-44db-bf74-76df013eff34"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Loading Train Dataset...\n",
"Loading Validation Dataset...\n"
]
}
],
"source": [
"# Load Data\n",
"print('Loading Train Dataset...')\n",
"dataset = datasets.Datasets(path,input_n,output_n,skip_rate, split=0)\n",
"\n",
"print('Loading Validation Dataset...')\n",
"vald_dataset = datasets.Datasets(path,input_n,output_n,skip_rate, split=1)\n",
"\n",
"#! Note: Ignore warning: \"VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences\""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ZBDfLkXfBXrW"
},
"source": [
"Following we create a torch dataloader that create the batches for each epoch."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"id": "5RWNrUxIBXrW",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "3b637ebf-ff0d-4286-8f1a-290c3e18bb6d"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
">>> Training dataset length: 180077\n",
">>> Validation dataset length: 28110\n"
]
}
],
"source": [
"batch_size=256\n",
"\n",
"print('>>> Training dataset length: {:d}'.format(dataset.__len__()))\n",
"data_loader = DataLoader(dataset, batch_size=batch_size, shuffle=True, num_workers=0, pin_memory=True)#\n",
"\n",
"print('>>> Validation dataset length: {:d}'.format(vald_dataset.__len__()))\n",
"vald_loader = DataLoader(vald_dataset, batch_size=batch_size, shuffle=True, num_workers=0, pin_memory=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ZdFwJ4QuBXrX"
},
"source": [
"## Model instantiation"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "cv7XT2pDBXrX"
},
"source": [
"\n",
"Each sequence comprises an **observed** part to train the Encoder and a part that attempts to predict the **future** sequence, the Decoder.\n",
"\n",
"Generally, the standard setup plans to use the first 10 sequences of poses ($N_{obs}=10$) for the observation and the following 25 ($N_{pred} = 25$) for the prediction.\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "YW7_ED1vBXrY"
},
"source": [
"We create an instance of a custom Spatio-Temporal transformer with the chosen configuration.\n",
"\n",
"(*Note: explore the model in ./models/sttr/sttformer.py*)\n",
"\n",
"Then we allocate it to the GPU for forward and backward accelerated computation."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"id": "9bDpLWl6BXrY",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "e0bfdce9-c618-4b67-9dfb-7ba98b78e6e7"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Using device: cuda\n",
"total number of parameters of the network is: 26859\n"
]
}
],
"source": [
"from models.sttr.sttformer import Model\n",
"\n",
"device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
"print('Using device: %s'%device)\n",
"\n",
"n_heads = 1\n",
"\n",
"model = Model(num_joints=joints_to_consider,\n",
" num_frames=input_n, num_frames_out=output_n, num_heads=n_heads,\n",
" num_channels=3, kernel_size=[3,3], use_pes=True).to(device)\n",
"\n",
"print('total number of parameters of the network is: '+str(sum(p.numel() for p in model.parameters() if p.requires_grad)))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "xBtix_WjBXrY"
},
"source": [
"## Optimizer and Scheduler"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "1XtIPG_IBXrY"
},
"source": [
"As we embark on training deep learning models for motion prediction using the H3.6M dataset, it's essential to recognize several key parameters and components that significantly impact the training phase:\n",
"\n",
"- **Learning Rate:** This parameter determines the convergence speed during optimization.\n",
"\n",
"- **Batch Size:** It influences model generalization and training efficiency.\n",
"\n",
"- **Number of Epochs:** The number of training iterations affects model learning.\n",
"\n",
"- **Loss Function:** The choice of loss function directly affects learning and final performance.\n",
"\n",
"- **Optimizer:** The optimization algorithm used (e.g., Adam, SGD) impacts gradient descent during training.\n",
"\n",
"- **Milestones and Gamma:** These parameters control learning rate schedules, allowing for adaptive adjustments during training.\n",
"\n",
"- **Weight Decay:** It regulates the impact of model parameters during optimization.\n",
"\n",
"- **Scheduler:** Scheduler strategies (e.g., StepLR, ReduceLROnPlateau) manage learning rate adaptation during training."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"id": "ILUrD5v4BXrZ"
},
"outputs": [],
"source": [
"# Arguments to setup the optimizer\n",
"\n",
"lr = 1e-01 # learning rate\n",
"use_scheduler = True # use MultiStepLR scheduler\n",
"milestones = [10, 30] # the epochs after which the learning rate is adjusted by gamma\n",
"gamma = 0.1 # gamma correction to the learning rate, after reaching the milestone epochs\n",
"weight_decay = 1e-05 # weight decay (L2 penalty)\n",
"\n",
"optimizer = optim.Adam(model.parameters(), lr = lr, weight_decay = weight_decay)\n",
"\n",
"if use_scheduler:\n",
" scheduler = optim.lr_scheduler.MultiStepLR(optimizer, milestones=milestones, gamma=gamma)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"id": "9lfkuKP1BXra"
},
"outputs": [],
"source": [
"clip_grad= None # select max norm to clip gradients\n",
"\n",
"# Argument for training\n",
"\n",
"n_epochs = 41\n",
"log_step = 200"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "fTbGwJFtBXra"
},
"source": [
"## Train and Evaluation Loop"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "uBT0Z7FLBXrb"
},
"source": [
"The **loss** and **metric** used during training and evaluation respectively, compare the predicted joint positions to ground truth joint positions for all frames, which is typically referred to as the **Average Mean Per\n",
"Joint Position Error (A-MPJPE)** can be seen as an $L_2$. This loss quantifies the dissimilarity between the predicted and ground truth joint positions by measuring the squared Euclidean distance between corresponding joint positions.\n",
"\n",
"\\begin{align*}\n",
"A-MPJPE &= \\frac{1}{N_{pred}} \\sum_{i=1}^{N_{pred}} \\left(\\frac{1}{J} \\sum_{j=1}^{J} \\left\\| P_{\\text{predicted}_{t,j}} - P_{\\text{gt}_{t,j}} \\right\\|^2\\right)\n",
"\\end{align*}\n",
"\n",
"$$where:$$\n",
"\n",
"\\begin{align*}\n",
"P_{\\text{predicted}} &: \\text{Set of predicted joint positions estimated by the model.} \\\\\n",
"P_{\\text{gt}} &: \\text{Corresponding set of ground truth joint positions.} \\\\\n",
"\\end{align*}"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "lriDKsUoBXrb"
},
"source": [
"*Note: If you restart the training for any reason, remember to instantiate the model and the optimizer again. This will avoid continuing the training with the initialized weights of the previous one*\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "3hiF0f6oBXrb"
},
"source": [
"### Save the model and plot the losses (1 Point)\n",
"\n",
"**Objective:** In this exercise, you will practice implementing a code snippet to save your deep learning model's checkpoints and visualize the training and validation loss on the same plot every 5 epochs during model training.\n",
"\n",
"Your task is to implement the following:\n",
"\n",
"- Set up a mechanism to save the model's checkpoints (weights and architecture) during training. These checkpoints should be saved periodically, say, **every 5 epochs**.\n",
"\n",
"- Create a plot displaying the training and validation losses on the same graph. The x-axis should represent the number of epochs, and the y-axis should represent the loss values. The training and validation losses should be plotted as separate lines on the same graph.\n",
"\n",
"- Ensure that the code saves the model's checkpoints in a specified directory, including the model's architecture and weights, and that the loss plot is displayed.\n",
"\n",
"Analyze the loss plot to gain insights into how your model is learning over time and whether there are any signs of overfitting or underfitting.\n",
"\n",
"*Note: see the Pytorch Documentation on how to save your model's checkpoints.*\n"
]
},
{
"cell_type": "code",
"source": [
"from IPython.display import clear_output"
],
"metadata": {
"id": "WzKzk3hSwbLj"
},
"execution_count": 14,
"outputs": []
},
{
"cell_type": "code",
"source": [
"def do_my_plot_and_save(my_model, train_loss, val_loss, path_to_save_model, model_name, this_epoch):\n",
"\n",
" #if not exists(path_to_save_model): makedirs(path_to_save_model)\n",
" if not exists(path_to_save_model+ \"plots_dir/\"): makedirs(path_to_save_model + \"plots_dir/\")\n",
"\n",
" torch.save(my_model.state_dict(), path_to_save_model + model_name + \"_epoch_\"+str(this_epoch+1)+\".pt\")\n",
"\n",
" fig = plt.figure(figsize=(5, 2))\n",
" fig.tight_layout(pad = 2)\n",
"\n",
" x_lenght = list(range(1, len(train_loss)+1))\n",
"\n",
" plt.plot(x_lenght , train_loss, 'r', label = 'Train loss')\n",
" plt.plot(x_lenght , val_loss, 'g', label =' Val loss')\n",
"\n",
" plt.title('\\n Loss History \\n', fontsize=14)\n",
" plt.xlabel('n_of_epochs \\n'); plt.ylabel('loss')\n",
"\n",
" t = 1 if this_epoch < 11 else 2 if this_epoch<21 else 3\n",
" plt.xticks(list(range(1, len(train_loss)+1, t)));\n",
" plt.grid(linewidth=0.4); plt.legend()\n",
"\n",
" plt.savefig(path_to_save_model + \"plots_dir/\" +\"loss_epoch_\"+str(this_epoch+1)+\".png\", bbox_inches='tight')\n",
" plt.show()"
],
"metadata": {
"id": "FaIreUKWVP9B"
},
"execution_count": 15,
"outputs": []
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"id": "oQUGhkJPuoF8"
},
"outputs": [],
"source": [
"def train(data_loader,vald_loader, path_to_save_model=None):\n",
"\n",
" train_loss = []\n",
" val_loss = []\n",
" val_loss_best = 1000\n",
"\n",
" dim_used = np.array([6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 21, 22, 23, 24, 25,\n",
" 26, 27, 28, 29, 30, 31, 32, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45,\n",
" 46, 47, 51, 52, 53, 54, 55, 56, 57, 58, 59, 63, 64, 65, 66, 67, 68,\n",
" 75, 76, 77, 78, 79, 80, 81, 82, 83, 87, 88, 89, 90, 91, 92])\n",
"\n",
" for epoch in range(n_epochs-1):\n",
"\n",
" running_loss=0\n",
" n=0\n",
" model.train()\n",
"\n",
" for cnt,batch in enumerate(data_loader):\n",
"\n",
" batch=batch.float().to(device)\n",
" batch_dim=batch.shape[0]\n",
" n+=batch_dim\n",
"\n",
" sequences_train=batch[:, 0:input_n, dim_used].view(-1,input_n,len(dim_used)//3,3).permute(0,3,1,2)\n",
" sequences_gt=batch[:, input_n:input_n+output_n, dim_used].view(-1,output_n,len(dim_used)//3,3)\n",
"\n",
" optimizer.zero_grad()\n",
" sequences_predict=model(sequences_train).view(-1, output_n, joints_to_consider, 3)\n",
"\n",
" loss=mpjpe_error(sequences_predict,sequences_gt)\n",
"\n",
" #if cnt % log_step == 0:\n",
" # print('[Epoch: %d, Iteration: %5d] training loss: %.3f' %(epoch + 1, cnt + 1, loss.item()))\n",
"\n",
" loss.backward()\n",
"\n",
" if clip_grad is not None:\n",
" torch.nn.utils.clip_grad_norm_(model.parameters(),clip_grad)\n",
"\n",
" optimizer.step()\n",
" running_loss += loss*batch_dim\n",
"\n",
" train_loss.append(running_loss.detach().cpu()/n)\n",
"\n",
" model.eval()\n",
" with torch.no_grad():\n",
"\n",
" running_loss=0\n",
" n=0\n",
"\n",
" for cnt,batch in enumerate(vald_loader):\n",
"\n",
" batch=batch.float().to(device)\n",
" batch_dim=batch.shape[0]\n",
" n+=batch_dim\n",
"\n",
" sequences_train=batch[:, 0:input_n, dim_used].view(-1,input_n,len(dim_used)//3,3).permute(0,3,1,2)\n",
" sequences_gt=batch[:, input_n:input_n+output_n, dim_used].view(-1,output_n,len(dim_used)//3,3)\n",
"\n",
" sequences_predict=model(sequences_train).view(-1, output_n, joints_to_consider, 3)\n",
" loss=mpjpe_error(sequences_predict,sequences_gt)\n",
"\n",
" if cnt % log_step == 0:\n",
" print('[Epoch: %d, Iteration: %5d] validation loss: %.3f' %(epoch + 1, cnt + 1, loss.item()))\n",
"\n",
" running_loss+=loss*batch_dim\n",
"\n",
" val_loss.append(running_loss.detach().cpu()/n)\n",
"\n",
" if running_loss/n < val_loss_best:\n",
" val_loss_best = running_loss/n\n",
"\n",
" if use_scheduler:\n",
" scheduler.step()\n",
"\n",
" # save and plot model every 5 epochs\n",
" # Insert your code below. Use the argument path_to_save_model to save the model to the path specified.\n",
"\n",
" #if save_and_plot and epoch in [4 + 5 * i for i in range(n_epochs)]:\n",
" if save_and_plot and epoch in list(range(4, n_epochs, 5)):\n",
"\n",
" #clear_output(wait=True)\n",
" do_my_plot_and_save(model, train_loss, val_loss, path_to_save_model, model_name, epoch )"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"id": "uPWGWLHTBXrd",
"outputId": "ae974821-e74a-43e8-c932-c8ec98885c35",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"[Epoch: 1, Iteration: 1] validation loss: 106.702\n",
"[Epoch: 2, Iteration: 1] validation loss: 98.812\n",
"[Epoch: 3, Iteration: 1] validation loss: 86.495\n",
"[Epoch: 4, Iteration: 1] validation loss: 88.856\n",
"[Epoch: 5, Iteration: 1] validation loss: 88.452\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[Epoch: 6, Iteration: 1] validation loss: 83.586\n",
"[Epoch: 7, Iteration: 1] validation loss: 87.983\n",
"[Epoch: 8, Iteration: 1] validation loss: 84.283\n",
"[Epoch: 9, Iteration: 1] validation loss: 81.305\n",
"[Epoch: 10, Iteration: 1] validation loss: 85.331\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[Epoch: 11, Iteration: 1] validation loss: 84.124\n",
"[Epoch: 12, Iteration: 1] validation loss: 80.189\n",
"[Epoch: 13, Iteration: 1] validation loss: 76.834\n",
"[Epoch: 14, Iteration: 1] validation loss: 81.435\n",
"[Epoch: 15, Iteration: 1] validation loss: 83.391\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[Epoch: 16, Iteration: 1] validation loss: 80.990\n",
"[Epoch: 17, Iteration: 1] validation loss: 83.519\n",
"[Epoch: 18, Iteration: 1] validation loss: 82.499\n",
"[Epoch: 19, Iteration: 1] validation loss: 81.216\n",
"[Epoch: 20, Iteration: 1] validation loss: 82.998\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[Epoch: 21, Iteration: 1] validation loss: 82.410\n",
"[Epoch: 22, Iteration: 1] validation loss: 80.091\n",
"[Epoch: 23, Iteration: 1] validation loss: 77.536\n",
"[Epoch: 24, Iteration: 1] validation loss: 83.058\n",
"[Epoch: 25, Iteration: 1] validation loss: 83.168\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[Epoch: 26, Iteration: 1] validation loss: 82.381\n",
"[Epoch: 27, Iteration: 1] validation loss: 80.350\n",
"[Epoch: 28, Iteration: 1] validation loss: 79.160\n",
"[Epoch: 29, Iteration: 1] validation loss: 79.196\n",
"[Epoch: 30, Iteration: 1] validation loss: 79.306\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[Epoch: 31, Iteration: 1] validation loss: 83.749\n",
"[Epoch: 32, Iteration: 1] validation loss: 79.198\n",
"[Epoch: 33, Iteration: 1] validation loss: 76.732\n",
"[Epoch: 34, Iteration: 1] validation loss: 80.527\n",
"[Epoch: 35, Iteration: 1] validation loss: 79.460\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[Epoch: 36, Iteration: 1] validation loss: 84.075\n",
"[Epoch: 37, Iteration: 1] validation loss: 80.603\n",
"[Epoch: 38, Iteration: 1] validation loss: 81.395\n",
"[Epoch: 39, Iteration: 1] validation loss: 84.408\n",
"[Epoch: 40, Iteration: 1] validation loss: 85.960\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"# Save the model and plot the loss\n",
"# Change to True if you want to save the model and plot the loss\n",
"save_and_plot = True\n",
"\n",
"# launch training\n",
"train(data_loader,vald_loader, path_to_save_model=model_path)\n",
"\n",
"# plots and model checkpoints are saved in \"checkpoints\" directory"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "RVcwUPM6BXrd"
},
"source": [
"## Test Loop"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "lrR1AEWoBXre"
},
"source": [
"After training and validation, the test loop is the final phase that evaluates the model's performance on an entirely independent dataset known as the test dataset. This dataset is distinct from the training and validation data, ensuring unbiased assessment. The test loop provides a reliable estimate of how well the model will perform in real-world scenarios, confirming that any improvements observed during training and validation are not due to overfitting or chance. It's a crucial step before deploying the model in practical applications."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"id": "AjwwPPMNxjJ2"
},
"outputs": [],
"source": [
"def test(ckpt_path=None):\n",
"\n",
" model.load_state_dict(torch.load(ckpt_path))\n",
" print('\\n ...model loaded \\n')\n",
" model.eval()\n",
" accum_loss = 0\n",
" n_batches = 0 # number of batches for all the sequences\n",
" actions = define_actions(actions_to_consider_test)\n",
" dim_used = np.array([6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 21, 22, 23, 24, 25,\n",
" 26, 27, 28, 29, 30, 31, 32, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45,\n",
" 46, 47, 51, 52, 53, 54, 55, 56, 57, 58, 59, 63, 64, 65, 66, 67, 68,\n",
" 75, 76, 77, 78, 79, 80, 81, 82, 83, 87, 88, 89, 90, 91, 92])\n",
" # joints at same loc\n",
" joint_to_ignore = np.array([16, 20, 23, 24, 28, 31])\n",
" index_to_ignore = np.concatenate((joint_to_ignore * 3, joint_to_ignore * 3 + 1, joint_to_ignore * 3 + 2))\n",
" joint_equal = np.array([13, 19, 22, 13, 27, 30])\n",
" index_to_equal = np.concatenate((joint_equal * 3, joint_equal * 3 + 1, joint_equal * 3 + 2))\n",
"\n",
" totalll=0\n",
" counter=0\n",
"\n",
" for action in actions:\n",
"\n",
" running_loss=0\n",
" n=0\n",
" dataset_test = datasets.Datasets(path, input_n, output_n, skip_rate, split=2, actions=[action])\n",
" #print('>>> test action for sequences: {:d}'.format(dataset_test.__len__()))\n",
"\n",
" test_loader = DataLoader(dataset_test, batch_size=batch_size_test, shuffle=False, num_workers=0, pin_memory=True)\n",
"\n",
" for cnt,batch in enumerate(test_loader):\n",
" with torch.no_grad():\n",
"\n",
" batch=batch.to(device)\n",
" batch_dim=batch.shape[0]\n",
" n+=batch_dim\n",
"\n",
" all_joints_seq=batch.clone()[:, input_n:input_n+output_n,:]\n",
"\n",
" sequences_train=batch[:, 0:input_n, dim_used].view(-1,input_n,len(dim_used)//3,3).permute(0,3,1,2)\n",
" sequences_gt=batch[:, input_n:input_n+output_n, :]\n",
"\n",
" running_time = time.time()\n",
" #sequences_predict = model(sequences_train)\n",
" sequences_predict = model(sequences_train).view(-1, output_n, joints_to_consider, 3)\n",
"\n",
" totalll += time.time()-running_time\n",
" counter += 1\n",
"\n",
" sequences_predict = sequences_predict.contiguous().view(-1,output_n,len(dim_used))\n",
"\n",
" all_joints_seq[:,:,dim_used] = sequences_predict\n",
" all_joints_seq[:,:,index_to_ignore] = all_joints_seq[:,:,index_to_equal]\n",
"\n",
" loss = mpjpe_error(all_joints_seq.view(-1,output_n,32,3),sequences_gt.view(-1,output_n,32,3))\n",
" running_loss += loss*batch_dim\n",
" accum_loss += loss*batch_dim\n",
"\n",
" #print('loss at test subject for action : '+str(action)+ ' is: '+ str(running_loss/n))\n",
" print(str(action),': ', str(np.round((running_loss/n).item(),1)))\n",
" n_batches += n\n",
"\n",
" print('\\nAverage: '+str(np.round((accum_loss/n_batches).item(),1)))\n",
" print('Prediction time: ', totalll/counter)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "e2TrFIWDBXre"
},
"source": [
"*Note: Your results should be better than 95 millimiters on average*"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"id": "CCt0vtOkvCxy",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "d5e126fe-f64d-4825-f8ad-15677f3b8a4f"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
" ...model loaded \n",
"\n",
"walking : 62.8\n",
"eating : 60.9\n",
"smoking : 62.1\n",
"discussion : 87.9\n",
"directions : 80.2\n",
"greeting : 102.0\n",
"phoning : 76.6\n",
"posing : 117.0\n",
"purchases : 101.7\n",
"sitting : 90.2\n",
"sittingdown : 113.7\n",
"takingphoto : 89.7\n",
"waiting : 83.1\n",
"walkingdog : 111.3\n",
"walkingtogether : 59.0\n",
"\n",
"Average: 86.5\n",
"Prediction time: 0.008471096058686574\n"
]
}
],
"source": [
"# Change the epoch according to the validation curve :\n",
"\n",
"ckpt_path = f'./checkpoints/h36m_3d_25frames_ckpt_epoch_{35}.pt'\n",
"test(ckpt_path)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "iELEXXORBXrf"
},
"source": [
"## Human Pose Visualization (**2 Points**)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6dShZAp9BXrg"
},
"source": [
"The qualitative results are as important as the quantitative ones. In this section, you will visualize and compare the predicted poses with the ground truth ones.\n",
"For simplicity, you will visualize only the first predicted pose and the ground truth.\n",
"\n",
"Ideally, the same plot should show the predicted pose in red and the ground truth one in green.\n",
"\n",
"*Note: you will find which nodes are connected in the file ./models/skeleton_connection.py*"
]
},
{
"cell_type": "code",
"source": [
"# Insert your code below\n",
"\n",
"visualize(input_n, output_n,\n",
" visualize_from, path, model,\n",
" device, n_viz, skip_rate,\n",
" actions_to_consider_viz, directory = \"images_dir\")\n",
"\n",
"# The visualization was performed by the 'visualize' function from the provided 'h36_3d_viz.py' file.\n",
"# Although the module was imported, it was not utilized...\n",
"# Some issues due to defining the three axes with Matplotlib.\n",
"# Once this was addressed, only adjustment is changing the colors according to requirements.\n",
"# Results are saved as gif images in 'images_dir' directory"
],
"metadata": {
"id": "vnaVUioOeHW1",
"outputId": "db3dfa89-c65d-400f-de6a-5deadbac8ff2",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000,
"referenced_widgets": [
"041cd101566548e3b91d22a7bfda6ad5",
"cf2e62463f09469a99a5d8cac2113b5f",
"f94fb7e4dc2f424cbf003e937b183ea0",
"e75a377b3a164fbeae37fd736df9dd89",
"bcc11bd2ed434575a2804c51fd6e5def",
"43f7fc373d5a465b80df3853e529e4e5",
"193a97de85894d68abade92169b5e6fb",
"874719d25d3547c6a1b322c012fe998c",
"1935b280dfea4a53acbbca9fbc0f19e7",
"20c39e8c832d4c72af0ff4e1366b748c",
"709923b12ec24ea6abe7527a7b93e21f"
]
}
},
"execution_count": 20,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
" 0%| | 0/15 [00:00, ?it/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "041cd101566548e3b91d22a7bfda6ad5"
}
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
" ... doing action = walking\n",
" ... doing action = eating\n",
" ... doing action = smoking\n",
" ... doing action = discussion\n",
" ... doing action = directions\n",
" ... doing action = greeting\n",
" ... doing action = phoning\n",
" ... doing action = posing\n",
" ... doing action = purchases\n",
" ... doing action = sitting\n",
" ... doing action = sittingdown\n",
" ... doing action = takingphoto\n",
" ... doing action = waiting\n",
" ... doing action = walkingdog\n",
" ... doing action = walkingtogether\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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wVeyPHTtGAJC33npr0LYZGRkWIm7v2br//vtJcHCw6x/OBRITE0lMTMyg5/XRRx8lAEhrayshxPXvw5XnzZ7YT5o0adC2U6ZMIVdddRXzd3p6OsnLyxu03X333eex2Hvy3dTX1zs8jz1cHS9onn/+eQKA/Oc//3G6rSOxd/Z8GAwG0tXVRTo7O8mUKVPIihUrBh3jH//4h8U+W7dutSnO69atIxwOh5mgvPrqq4SiKFJZWUk6Ozst/mVmZpLFixcTQlzTQFcYsTX7+vp6AMDEiRMtXhcIBEhJSWHeT05Oxvr16/Hee+8hLCwMS5cuxZtvvmmxVrFq1SrMmzcPd9xxByIjI3H99dfjv//9L0wmk8fXl5CQYPF3cHAwAEAulzvdVyQSITw83OK1oKAgxMXFDUozCwoKsnlM6/PTrpr4+HiX9nfGo48+Cn9/f8yePRvp6em49957vVr2MKetrQ3Lly9HUFAQdu3aBS6X69Fxdu7ciWPHjuGVV17xaP8nn3wSISEhuO+++xxuJxKJsGfPHoSGhuKaa65BUlISbrnlFmzYsAEhISEOXYXAQBT+lVdeiQMHDthdO/70008BwKkL3xn19fWDnhlgwGVJv2+O9fKQI7799lvMnTsXIpEIISEhCA8Px9tvv23xrFVXV4PD4WDSpEkefgJL7I0DAJCRkTHo89h6toKDgz16BpyRlpY26HmdMGECADBuYFe/D2+eN+uxABj8mevr6y2yQcw/g6e4+93weDzExcW5fR5PxosHH3wQHA4HP/30k9vnM8fW82EymfDPf/4T6enpEAqFCAsLQ3h4OAoLC22ukbszVptMJuYYlZWVIIQgPT0d4eHhFv9KS0vR0dHBXKMzDXSFEQ/Qc4VXXnkFhYWF+Pvf/w61Wo37778fWVlZaGpqAjCw1nro0CH89NNPuPnmm1FYWIhVq1bhkksucSlwxxb2fnDEhWA4e/u6c0x3juHKNVmTmZmJ8vJyfP7557jggguwe/duXHDBBV6np/T29uLSSy9FT08P9u7dO2h9yx0eeeQRrFy5EgKBAHV1dairq2OCNxsbG9HS0mJ338rKSrzzzju4//770dLSwuyv0Wig1+tRV1cHmUzGbJ+VlYXz58/j/PnzOHz4MFpaWnDnnXeiq6uLGeAdER8fD51OZzct8LPPPsPEiRORk5Pj3k3wElcDIQ8fPow//elPEIlEeOutt/Ddd9/hxx9/xA033ODR72uo8HTiONJ487x5MxYNJ0Kh0O00Zk/HC7FYjNDQUItn2BNsPR+bN2/G+vXrsWDBAnzyySfYt28ffvzxR2RlZdk0ID0d700mEyiKwt69e/Hjjz8O+vfvf/+b2ceZBrrCiIl9YmIigIE8d3N0Oh1qa2uZ92mys7Px5JNP4tChQzh8+DCam5uxbds25n0Oh4OLL74Yr776KkpKSvD888/j559/xoEDB4b+w4xR/Pz8sGrVKnzwwQdoaGjA8uXL8fzzz0Oj0Xh0PI1GgyuuuAIVFRX49ttvvbb+Ghsb8dlnnyE5OZn599prrwEAZsyYgcsuu8zuvs3NzTCZTLj//vst9j9x4gQqKiqQnJyMTZs2WexDURSysrJwwQUXICQkBAcOHIDJZHIp77impgYikcimF+DEiROoqqry2qoHBp4b62cGGMiaoN/3hN27d0MkEmHfvn3485//jEsvvdTm505NTYXJZEJJSYnD47laKMneOEC/5unn8QVVVVWDBJWuCZGUlATAve/D18+bOYmJiaiqqrL5Gbw5JjB0340340V/fz+6uroGeXl8wa5du3DhhRfi/fffx/XXX48lS5Zg8eLFPq8omJqaCkIIkpOTsXjx4kH/5s6da7G9Mw10xoiJ/eLFiyEQCPCvf/3L4oF6//330dvby0T/9vX1DUpvys7OBofDYaKobc3upk2bBgA2Ux1YBipmmSMQCDBp0iQQQqDX65nXXU29MxqNWLVqFY4fP44vvvgCubm5Xl/jV199NejfqlWrAAAfffQR/vnPfzLbdnV1oaysDCqVCgAwefJkm/tnZWUhISEBX331FW6//Xa751ar1XjqqacQHR2N1atXM6/bSr8sKCjAN998gyVLlti0bOj0KmdR165w2WWX4eTJkzh+/DjzmlKpxDvvvIOkpCSPJ1hcLhcURVl4wurq6vD1119bbLdixQpwOBxs2rRpkJVj/hz7+fm5NDjOnDkTERER2LZtm8Wz+v3336O0tNQiC8Bb3Em9A4CWlhZ89dVXzN99fX346KOPMG3aNERFRQFw/ftw9XnzlKVLl+L48ePIz89nXpPJZMzykScM5Xfj6nih0WjQ398/6PVnn30WhJAhqSrJ5XIHTfK++OKLQemG3nL11VeDy+Vi48aNg85HCGF+M65ooCuMWOpdeHg4Hn/8cWzcuBHLli3Dn/70J5SXl+Ott97CrFmzcNNNNwEYqH60du1arFy5EhMmTIDBYMDHH38MLpeLa665BgCwadMmHDp0CMuXL0diYiI6Ojrw1ltvIS4uDhdccMFIfcRRzZIlSxAVFYV58+YhMjISpaWleOONN7B8+XIEBAQw27maevfQQw/hm2++wRVXXAGZTIZPPvnE4n36+wQG1gLp6nKnT58GADz33HMABqwJupzlihUrBp2HHswuvfRShIWFMa+/8cYb2LhxIw4cOIBFixYhLCzM5v50rr31e9dddx1iYmIwadIk9PX1Yfv27aipqcGePXss7seqVasgFouRl5eHiIgIlJSU4J133oFEIsELL7ww6HxGoxE7d+7E3LlzmXQmb3jsscfwn//8B5deeinuv/9+hISE4MMPP0RtbS12797tcTXI5cuX49VXX8WyZctwww03oKOjA2+++SbS0tJQWFjIbJeWloYnnngCzz77LObPn4+rr74aQqEQp06dQkxMDLZs2QIAyMnJwdtvv43nnnsOaWlpiIiIwEUXXTTovHw+Hy+++CJuu+02LFy4EKtXr2bSu5KSkvDggw96dqNs4G7q3YQJE3D77bfj1KlTiIyMxPbt29He3o4PPviA2cbV78PV581T/va3v+GTTz7BJZdcwlSafO+995CQkACZTOayp8WcofxuXB0v2traMH36dKxevZopj7tv3z589913WLZsGa688kqPr8Eel19+OTZt2oTbbrsNeXl5KCoqwqeffoqUlBSfnic1NRXPPfccHn/8cdTV1WHFihUICAhAbW0tvvrqK9x11114+OGHXdJAl/A4tM9N7FXQe+ONN0hGRgbh8/kkMjKS3HPPPUQulzPv19TUkD//+c8kNTWViEQiEhISQi688ELy008/Mdvs37+fXHnllSQmJoYIBAISExNDVq9eTSoqKpxel71ofOuod+soYnvYq/ZkKwqcPr95pKi989uLQne1upR1NP6///1vsmDBAhIaGkqEQiFJTU0ljzzyCOnt7bXYDy6m3i1cuJAAsPvPHPpe2vrn7Fz27gP9urPvx9738OKLL5KMjAwiEolIcHAw+dOf/mQz4vy1114js2fPJiEhIYTH45Ho6Ghy0003kcrKSpvn27t3LwFA/vWvfzm8LlvARjQ+IYRUV1eTa6+9lkilUiISicjs2bPJt99+a7GNJ5X+3n//fZKenk6EQiHJyMggH3zwAXNfrdm+fTuZPn06EQqFJDg4mCxcuJD8+OOPzPttbW1k+fLlJCAgwOJ7tfcc7dy5kzleSEgIufHGG0lTU5PFNvZ+6/au0Rp3U++WL19O9u3bR6ZMmcLcE1v305Xvw5XnzV40vq3qb9bPMyEDKVrz588nQqGQxMXFkS1btpB//etfBABpa2tz6d7YqqDnzXdjD1fHC7lcTm666SaSlpZGJBIJEQqFJCsri2zevNki3c0RjqLxbX2fGo2GPPTQQyQ6OpqIxWIyb948cvz48UH33N4x3B3Dd+/eTS644ALi5+dH/Pz8SEZGBrn33ntJeXk5IcQ1DXQFipBRFuXBwsLCMsIkJSVh8uTJ+Pbbb0f6Urxi3bp1+Pe//80UgGL54zImovFZWFhYWByjVqst/u7u7sbHH3+MCy64gBV6FrbrHQsLC8t4IDc3F4sWLUJmZiba29vx/vvvo6+vD0899dRIXxrLKIAVexYWFpZxwGWXXYZdu3bhnXfeAUVRmDFjBt5//30sWLBgpC+NZRTArtmzsLCwsLCMc9g1exYWFhYWlnEOK/YsLCwsLCzjHFbsWVhYWFhYxjms2LOwsLCwsIxzWLFnYWFhYWEZ57Biz8LCwsLCMs5hxZ6FhYWFhWWcw4o9CwsLCwvLOIcVexYWFhYWlnEOK/YsLCwsLCzjHFbsWVhYWFhYxjms2LOwsLCwsIxzWLFnYWFhYWEZ57Biz8LCwsLCMs5hxZ6FhYWFhWWcw4o9CwsLCwvLOIcVexYWFhYWlnEOK/YsLCwsLCzjHFbsWVhYWFhYxjms2LOwsLCwsIxzWLFnYWFhYWEZ57Biz8LCwsLCMs5hxZ6FhYWFhWWcw4o9CwsLCwvLOIcVexYWFhYWlnEOK/YsLCwsLCzjHFbsWVhYWFhYxjms2LOwsLCwsIxzWLFnYWFhYWEZ57Biz8LCwsLCMs5hxZ6FZQQhhIAQMtKXwcLCMs7hjfQFsLD8UTGZTNBoNNDpdBAIBODxeOByueBwOKAoaqQvj4WFZRxBEdasYGEZVgghMBgMzD+9Xs+8R1EUOBwO+Hw+K/4sLCw+gxV7FpZhxGQywWAwwGg0WvzN4XAYlz4hBCaTCcCA+HO5XPB4PFb8WVhYPIYVexaWYYAWcL1eD0IIKIoCRVEwGo3Q6/XgcAaHz5iLP/2Pw+GAw+Gw4s/CwuIWrNizsAwx5m57AIzQA3Ao9raOY27108dixZ+FhcUZrNizsAwhtDVvNBoZYTbHHbG3xp74025/+r/mkwsWFpY/Jmw0PgvLEEAIgdFohMFggMlkGhJrmxZxeqJAi7/BYIBOp0NZWRkmTJgAkUhkYfmz4s/C8seDFXsWFh9DCGGseQAOhd6Xefbm4k8IQVdXF9LT05mIf/p9LpcLPp8PLpfLuP1ZWFjGN6zYs7D4EJPJBJ1ON2TWvLvQ6/mApeVvLv7mVj8r/iws4xNW7FlYfADttqej7UeD0NPXRWPP7a/X66HT6QBgULAfK/4sLOMDVuxZWLyEEAKZTAaFQoGIiIhRIfSunN+Z+LOWPwvL+IEVexYWL6Ct+e7ubnR2diIqKmqkL8kCd+IBbIk/nU1AV/mzFn862p+FhWV0w4o9C4sHWOfO00Fx4wk6mI/GXPxpy1+lUkEoFMLf398i2p+FhWV0wYo9C4ub0IJH57fTVe1Gm9gPRaqftfjX1dUhKCgIMTExjFfAOtqfFX8WlpGHFXsWFhcxt2yto+0pivJI7IdaCIdyAkJfu3nEv7XlbyvgjxV/FpbhhxV7FhYXcJY776nYjxfoe0Fb/vS9oFMRtVotK/4sLCMIK/YsLE4wL3lrL9J+NFr2IymijsRfq9U6TPVjxZ+FxfewYs/CYgd3St56KvYGgwEajQZ+fn7eXq5NRou3wVz8uVyuRSc/a/E3X+9nxZ+FxTewYs/CYgN3St4Cnom9XC5HQUEBNBoNRCIRgoODmX9CodCr6x9OPBFj8/r81uKv0WiYbWjxZzv6sbB4Byv2LCxW0Lnz7pS8dUfsCSGora1FdXU10tLSEB4ejv7+fsjlcjQ2NqKkpAQSicRC/Pl8vtufYyyJoiPxV6vVKCoqwqRJkyAUClnxZ2HxAFbsWVh+w1buvKtCQlGURatZe2i1WhQVFUGpVGL27NkICAiATqdDaGgoQkNDAQB6vR49PT2Qy+Wora3F+fPn4e/vzwi/VCplot9d+UxjEXPxpygKvb29zITK3PKnC/uw4s/C4hhW7FlYMBA41tvbywiHu21gXdm2u7sbhYWFCA4ORl5eHvh8vs0JAp/PR3h4OMLDwwEAOp0OcrkccrkclZWV0Gg0CAgIYMQ/KCjIIv99vEFPWOgcfnPL32QyMeJP1ztgxZ+FZTCs2LP8oTHPnT99+jQmTZqEsLAwt4/D4XDsWvaEEFRXV6O2thYTJ05EfHy8WwIkEAgQGRmJyMhIAIBarWYs/5KSEhgMBgQGBiI4OBghISEICAgYlyJnnepoy+1vNBphNBqh0WhY8WdhMYMVe5Y/LNZBeN7kytvbV6PRoLCwEBqNBnPmzEFgYKBX1wwAYrEYYrEY0dHRzJo2bfk3NTXBZDJBKpXCZDJBoVDAz89vyARuOJYJ6HM4C5C01dSHFn/zPH862t8TDw4Ly1iFFXuWPyS2cue9KXlrS+y7urpQWFiIsLAwzJgxw+V1dnfPK5FIIJFIEBsbC0IIlEol5HI5ZDIZysvLUVFRYRHsJ5FIxpTAeVq/wJ74GwwG5n3rNX9W/FnGK6zYs/yhcJQ772qQnS3Mxd5kMqGqqgr19fXIzMxEbGzssAkIRVHw9/eHv78/6urqMHXqVACATCZDZ2cnqqqqwOPxLMRfJBKNCYHz5hrtib/BYIBer2eOrdVqERgYyFj/bDtflvECK/Ysfxic5c77wrJXq9UoKCiAwWBAbm4u/P39fXLt3hAYGIjAwEAkJSUxgYhyuRytra0oLy+HUCj0Ksd/LNb3tyX+RqMRJ06cwJw5cyAUChnL37zIDyv+LGMVVuxZ/hDQNdod5c57u2ZvMplw7NgxREZGIjMzc1RGyHM4HEbUgYGaAnSwn60cf6lUCoFAMMJXPcBQlxamjy8QCJigP9ryB2yX9mXFn2WswIo9y7jGPHeeEOIwGttRRL0jTCYTamtrYTKZMHnyZMTExHh72T7BFXHkcrkOc/yVSqXHOf6+wpUAPV9Af/e08Nty+5t39KMoihV/ljEDK/Ys4xaTyQSDweBWyVt3xV6lUjFuewCjRuhp3PVUuJvjP1aL9tjC0aTClvjTQZ605W8t/nS0PwvLaIAVe5Zxh/lATAhxOcLa3TX7trY2nD9/HjExMUhMTMThw4eZ840XrHP8NRoNI/6lpaXQarVQq9XQ6XQIDg5GYGCgz63b4bLs3TkPvZ5vvi/9m7Nl+ZtH+7OwjASs2LOMK6xL3rqTSuXqmr3RaER5eTlaWlowefJkREVFQavVMucfLQP6UFyHSCRCdHQ0k+N/7tw5CIVCKJVKJsc/KCiIsfwDAgK8vo7h8h54M6lwRfzpCoDmAX+j5bfCMv5hxZ5l3GCeO2/ucnUVV9z4SqUS+fn54HA4yMvLg0QiYfYFRl8t+qG8HvoeS6XSQTn+crkcdXV1oCgKUqmUEX9PC/wMhyj60oPgTPy7urogFosREhJisebPij/LUOG22NMdwVhYRgt02lRTUxP4fD7CwsI8GjQ5HA5Tcc1WJH1LSwuKi4sRHx+PCRMmWEwmRqvYDyfmOf7x8fFMBT+5XI7u7m5UV1eDx+NZiL9YLHb6XQ2Xt2Qoz2Mu/oQQtLe3IzQ0FP7+/hbV/awD/ljxZ/EVLos9IQRtbW3o6ekZwsthYXEfWmB1Oh10Oh3jUncXPp8Po9GIuro6BAQEIDw8HBRFwWg0orS0FO3t7Zg6dSoiIiIG7TsaxX6khYLD4TA5/omJiTCZTOjr64NcLkd7ezsqKiogEAgY4Q8JCbGZ4z+cbvzhuGf0chEdxGdejIn+/bLiz+JrXBZ7WugjIiLGXLlNlvGJec9ziqKY5iee5oXT3dOMRiM6OzsBDNShLygoAJ/PR15eHsRisc19R6PYA8NzPa6OBbTLXyqVIjk5GUajkSnw09zcjNLSUrs5/mPdsrd1LtozZN7Qh36P/qfVaqHT6QDYzvNnx2EWV3FJ7OnCGxEREUw+LgvLSEELmLnQmyMSibw6Pr1/a2srCgsLkZCQgLS0NIcxAKNV7EczXC4XISEhCAkJAQAYDAb09PRAJpNZ5Pj7+fkxgZdDmeNvLsBDjclksivU9jr60eJvr6kP29GPxREuPTn0Gj0djMTCMlLQgx7NUAxu9KBvMBiYaHtneCL2hBA0NTWhubkZQUFBCAkJ8Wlvem8qAo4EPB4PYWFhTIthOse/o6MDJpMJhw8ftsjx9+W9AkbOsneGI/GnvVHm4s+282WxhVvTZPaHwzKSWLvthwKTyQSlUgkATM14V3BX7A0GA0pKStDV1YX4+HgolUqUlpZCr9cjMDAQISEhTOraaK7KNpSTCTrHXyKRQC6XY/bs2RY5/jqdziLNz9sc/+EUe7pssye4Kv7WHf1Y8f9jw6besYx6XLXmvelaB/xecU8oFHpU/cxVS1qhUCA/Px98Ph9z585l1l7pRjoymQxyuRwNDQ0ghFgEsLkTLzOeBnaKogbl+KvVakb8m5qaYDQaLSL93c3xH27L3lfnsif+JpMJarUaxcXFyMzMZH7XrPj/MRnXYr9o0SL88ssvAIBz585h2rRpI3tBLBbceuut+PDDDwEAX331FVasWDFoG2uhHwpo4aDXhIVCIWMhuYMrtfXp9L3ExESkpaUBgEWlP7o3fVxcHAgh6O/vh1wuR1dXF5O6Zi7+zuITxpIb3x62hNH8XtnK8a+vrwcAt3L8x4pl7wzrQlJyuZyZCGu1WiaQ1TrgjxX/8c24FnsAuPPOO7Fp0yZmHbCurg7JycnMIHjw4EFceOGFkMvlkEqlw3ptFEXZFTnr7ayZN28ejhw5MkRXNjQ888wzqKurw44dOwAAr732Gl544QVER0cP2tZZEJ493BU3o9EIlUoFLpcLgUDglTg6suzN0/emTZvG1J43mUx2Px9FUYNS13p7eyGTydDS0oLy8nKIRCLG5R8cHAw+n+/x9Y9WXPlOrHP8zSdKdI4/l8u1aOVrnePvKGjO1wzXuejJJy3owO/PFF1Twl7AnzvVJ1lGP+Ne7CUSiUsBVqOdDz74AMuWLWP+tpdeptfrx8yAHxQUhKCgoEGvexqE5+7ApNPpoNFoIBQKIRQKodVqvVoGsCf2dNU9LpfrMH3PGdbtaa2j18+fP28RwDae8GRJxZ0cf7qpz2gM0PMG+vdsXQDKuqkPLf4Gg4F533rNnxX/sc3ojfwZIXbs2AGpVIp9+/YhMzMT/v7+WLZsGVpbW5ltbr31VqxYsQIbN25EeHg4AgMDcffddzP5sACQlJSErVu3Whx72rRpeOaZZ5j3AeCqq64CRVHM3/aQSqWIiopi/oWEhDDlSHfu3ImFCxdCJBLh008/RXd3N1avXo3Y2FhIJBJkZ2fjP//5j8XxFi1ahPvuuw/r1q1DcHAwIiMj8e6770KpVOK2225DQEAA0tLS8P3331vsd/78eVx66aXw9/dHZGQkbr75ZnR1dTHv79q1C9nZ2RCLxQgNDcXixYuZgDdXMA82GioIIVCpVNBqtfDz82MKuXg7kNkS+9bWVhw/fhyhoaGYPXu2x0JvCzp6fcKECZgzZw7mzZuH+Ph46PV6lJWVQaVSoaqqCrW1tejt7fVqIuOI4WpQ4w10jn9ycjJmzJiBBQsWMOvYzc3NOH78OMrKyqDVatHR0WHxLA8Fw2XZ06WjHZ3LvIAPbdlTFAWDwQC1Wg2FQoG+vj4oFAqo1Wro9foh+y2xDB2s2NtApVLh5Zdfxscff4xDhw6hoaEBDz/8sMU2+/fvR2lpKQ4ePIj//Oc/+PLLL7Fx40aXz3Hq1CkAAxZ7a2sr87cnPPbYY3jggQdQWlqKpUuXQqPRICcnB3v27MH58+dx11134eabb8bJkyct9vvwww8RFhaGkydP4r777sM999yDlStXIi8vD2fPnsWSJUtw8803Q6VSAQB6enpw0UUXYfr06Th9+jT27t2L9vZ2XHfddQAGhG316tX485//zNybq6++2qXB2lzkvbGwnJ3LaDRCoVAAAPz9/X2aumUu9iaTCSUlJSguLkZ2djYyMjKG3JITCoWIiopCZmYm40GQSqVQKBQoKCjA4cOHUVBQgMbGRigUijGznj8UFjed45+amoqZM2di/vz5iIqKAkVRqKurw5EjR3Dy5ElUVlaiq6uLaazkK4bTsvekR4Qr4t/f3w+NRsOK/xjBazd+Yec2FHW943S7UHE2liV9aPHa3ro16FYXOd03O+wuTAm/2+NrNCcpKcnpIKfX67Ft2zakpqYCANauXYtNmzZZbCMQCLB9+3ZIJBJkZWVh06ZNeOSRR/Dss8+69HDRa7a0xe6M1atXWwjTJ598wgQcrlu3DldffbXF9uaTk/vuuw/79u3Df//7X8yePZt5ferUqXjyyScBAI8//jheeOEFhIWF4c477wQAbNiwAW+//TYKCwsxd+5cvPHGG5g+fTo2b97MHGP79u2Ij49HRUUFFAoFDAYDrr76aiQmJgIAsrOzmW1pr4Yt6AArgUDgceEUZ4JAFyQRiUQeV9lzdn7aa5Cfnw8AFs1yhhPaDRsaGoqwsDAQQqBQKCCTySzq1FuvYf9R4fF4CAgIQE9PD2bOnAmdToeenh7I5XJUVVVBrVb7NMd/ONfsvZ1U2HP7GwwGpgaLrep+ozll9I+I12KvMymgNLQ63c7PEDPoNY2h26V9dSaFR9fmKRKJhBF6AIiOjkZHR4fFNlOnTrUYxHNzc6FQKNDY2MgInS/55z//icWLF1tcE13SdebMmRbbGo1GbN68Gf/973/R3NzM1Nu2Fp0pU6Yw/08Lg7k40z3M6c9eUFCAAwcOwN/ff9D1VVdXY8mSJbj44ouRnZ2NpUuXYsmSJbj22msdrh+bT7yGyn1PC7DJZIKfn5/DQdrbAD16/TwmJsYla364XOAURSEgIAABAQEWwX5yuRytra1MsB8d5W9eqnakGYlGOAKBABEREUwfBI1G47Mcf/o7Ga2WvTPsib9Op8PRo0cxdepUiEQiVvxHGV6LvYDjDz/e4Ghqa0S8wWV2RbxQl/YVcAaLy1BiHeDmSSUyDoczaB9vugVGRUUxqVo0tNj7+flZvP7SSy/htddew9atW5GdnQ0/Pz+sW7du0Dqkrc9p/ho98NEuOoVCgSuuuAIvvvjioOuLjo4Gl8vFjz/+iGPHjuGHH37A66+/jieeeAInTpxAcnKyxfZDKezm0K5HLpcLf39/p2uXnkK3L62urkZ2drbNDIOhOK+n2Av2k8vlFqVq6Uh/qVRqc5I0XEsBI10b35c5/raC5oaKoUzxozGPCdBoNIxnTq/XM2MeRVEW4u9JHQsW7/Ba7KeE3+2xi93arT+WKCgogFqtZlyfv/76K5P2Awy46c2D+vr6+lBbW2txDLrLmq85evQorrzyStx0000ABh74iooKTJo0yavjzpgxA7t370ZSUpJdVztFUZg3bx7mzZuHDRs2IDExEV999RXWr1/PbGNP6L0t72o9eAy1255GrVajoKAAJpMJmZmZbgn9UOLOYGqrVC1d3Ke8vBxardan1ercYbR1vfM2x9/c2zLUDIfY09BjmXmaHwCmwI9er4dOp2MmB7T4m0f7swwd4z71bqjQ6XS4/fbb8eSTT6Kurg5PP/001q5dyzxYF110EXbs2IErrrgCUqkUGzZsGGQZJSUlYf/+/Zg3b55bpVmdkZ6ejl27duHYsWMIDg7Gq6++ivb2dq/F/t5778W7776L1atX429/+xtCQkJQVVWFzz//HO+99x5Onz6N/fv3Y8mSJYiIiMCJEyfQ2dmJzMxMAJa580MJXTmMEOLUbW+Nu9fW2dmJwsJCREZGQq/Xe92Ex9d4eq8FAgGT+WHLkjWZTJBKpdBoNNBoNEPuah8uy94TYXQ3x59eBhsvlr35uYDBn4uOH6GxJf4cDgdcLpcJCGTF3/ewYu8hF198MdLT07FgwQJotVqsXr3aIgDt8ccfR21tLS6//HIEBQXh2WefHWTZv/LKK1i/fj3effddxMbGoq6uzifX9uSTT6KmpgZLly6FRCLBXXfdhRUrVqC3t9er48bExODo0aN49NFHsWTJEmi1WiQmJmLZsmVM7/JDhw5h69at6OvrQ2JiIl555RVceumlLrvtvZ0I0FYWj8eDSCRya8BwZ1uTyYSqqirU19dj0qRJiI2NxbFjx8ZMhLs72LJkFQoF5HI5ent7UVdXh6amJma939fBfiOxZu8NruT4A0BZWRkzARiqSeJwW/auVOFzVfzZdr6+hSIujE4ajQa1tbVITk4edZaLIxYtWoRp06YNynf3lltvvRU9PT34+uuvfXrc8YqzlDoul4vdu3dj6dKl4HA4TN67u9A5wJ667Q0GAzQaDfz9/aHRaFBXV4e4uLhB16PRaFBQUACdTofp06czltrx48eRnJzsVhEnOrAJ8L31evr0aSQkJDBBZkPB2bNnERUVBYlEwrj9+/r6IBQKLSr7ebOM0tnZidraWotMkqGgsbERPT09FkGqQ4FCocDJkyeRmJgIuVyO/v5+JjjSF/fLnJaWFrS3t2P69Ok+OZ4j+vv7ce7cOSxYsMDjY5inrpqPGbT4m0wmtLW1IS0tjRV/Nxn3lv1bb72F9957D8ePHx/yh5jFEmclb++55x58+umnXp+HdtvTbsShXJ/v7u5GQUEBwsLCkJOTYxG74G3MwVAwHNdDF6yhy02bB/vV19ejuLgY/v7+jOUfFBTkdnrlWLLsnUGLF53xY+t++fn5McIvlUo9roppMpl8WktiqM9l3tAHsBR/nU6HkpISXHbZZejp6fHqPH9ExrXYf/rpp1Cr1QCAhISEEb6aPxaulLzduHEjHnroIQAD0fyeiCUdbU+77d2p1mfvuu29Xl1djdraWmRkZCAuLs5mc5bRJvYjgb2+9ObBfoGBgYz4Owv2G20Ber44j/nntXW/aPGvrq6GSqWyyPG3lxlhi5Fw4/sSa/FXqVSDso9YXGNci31sbOyQHJdu5MJiG1cr4ZnnMQNwu9OcRqOBTqeDWCwGn8/3uoqXvWvVarUoLCyEWq3GnDlzEBgYaHf/0ST2o8XNSfelp+s20MF+MpkMzc3NTLCfeQCbrYnUUDOchW4cncc6x1+r1TKTpbKyMuh0OmayRBf4sSeywx2gN9ReBKVSyYq9h4xrsWcZXsyteU+tJFfE0jza3t/ff0gHs56eHpSUlCA4OBjTp0936H4ebWIPDL1V7MnxxWIxxGIxYmJimIBKer2/trbWogZASEjIuLfsnUGXQaYzI8wL/LS0tMBgMDBpkSEhIRbPxFi37K2hxX60TGTHEqzYs/gETzvVmeOKWOr1eqjVaggEgiEJFjU/v8FgQHFxMVJTU5GQkOBSlLG7wqRWq1FTUwOJRILQ0NA/XMla87S1hIQEi8j1trY2VFRUMBOs9vZ2nwavWTNcYu+NB4GiqEGTJZVKxYh/Q0MDCCHMZEmj0Qzbmr3RaGQt+1EMK/YsXkGLG10ty1uxcrRmTjfdoN321pgXLfF0skHvr1arYTAYMGXKFGYt1ZX93RH7rq4uFBQUICgoCAqFApWVlUwUOx3J7k274rFo/ZgH+yUnJ8NoNKK2thbt7e0WwWvmlf087aVgzXCKva8sYIqi4OfnBz8/P8TFxVmkRcpkMshkMlAUBb1eb9EDYSg+53C58W2V62ZxDiv2LB5j7bb3thqgo/KiKpWKsQKH2lVId8UTCoUICAhweT8Oh+NS3IB5sF9mZiYiIiKY+9fb2zuoPz0tbJ40XxltywruwuVy4efnB7FYjBkzZlgE+1VWVkKj0bi8fu2M0erGdwfzHggJCQkoKSkBMLB00t7ejsrKSvD5fIs0P195yIZjyUChULCWvYewYs/iEdZBeEM1SLrjtvf2Gug63gKBAHw+f0hiDnQ6HQoLC6FSqTBnzhwEBAQw5+XxeAgNDUVo6EAfCTowSyaToaSkhFmbpS1/Z7X+xxPmDWpsBfvJ5XI0NzczNerpCZI792gsuPHdha4imZSUxHhK6AZIzc3NKCsr81mO/3C48VUqFWvZewgr9ixuYS933hfBaebHoN32BoMBEonELVetu4M27banPRNCodDtzADA+T3o7e3FuXPnEBgYiNzcXPD5fIfbWwdmqVQqJpCtrq6OCWSjxd96MjReJgKO7pGtYD96gmQd7OfMhT2UFvdInAcYbG1zuVzm9wL4Nsd/OAP0WNxnXIv9okWL8MsvvwAAzp07x/R/HykOHjyICy+8EHK5HFKpFDt27MC6detGpEBEUlIS1q1bh3Xr1rm8jy+C8FzBaDRCrVYz65G+HEDq6uqYYiZTp07FqVOnoFKpGHexQqHweNJiq9MhMHDfGhsbUV5ejtTUVCQnJ7t978zXZuPj45lANplMZtGilh7I6QI3w+HGH442va42qDGvUW8ymdDf3w+ZTMaUqaV7UNCTJHMrdrxa9o6eH+scf71ez3hK3M3xH441e4VCwXi+WNxj3DcYvvPOO9Ha2orJkycDGBjszR+0gwcPMm5oiqIQGRmJa665BjU1NUN+batWrWLqZLtCUlKSz0v/2uOZZ56xuC901a8ff/zR5va+SjszmUxMbXtfCT2Xy2X6DsTHx6O5uRnr169nLEGBQACJROL1AGzrHhiNRhQVFaGqqgozZsxASkqKTwZ6OpAtJSUFOTk5mD9/PtLT00FRFKqrq3HkyBH09fWhs7MTcrnc6xoEI40n94zD4SAoKAjJycmYMWMGFixYgIkTJ4LP56OxsRFHjhzBiRMnUFFRga6uLhiNxjG/Zm+Nu9Y2n89HREQEJk6ciLlz52LevHmIj4+HXq9HeXk5Dh06hDNnzqCmpmbQ72q4LHvWje8Z49qyBwCJROJSrfLy8nIEBASgsrISd911F6644goUFhYOmqnSgVS+iACmXZCjlaysLEbcaave1qxap9N5fT/oGvGEELfd9uY4m3RwuVxERkZCKBTCZDJ5dS5n51YqlTh37hz4fD7y8vKGtK+EtYVG1+/X6/UoLi6GwWCwsGjHUq6yr7wTXC7XIibC3IqtrKyEWq1m+iB4G+zniOEudOPNucyXkgDLGAnrHH+tVjvk45lKpYJEIhnSc4xXxr1l7yoRERGIjo7GggULsGHDBpSUlKCqqoqx/L///nvk5ORAKBTiyJEjMJlM2LJlC5KTkyEWizF16lTs2rXL4pjfffcdJkyYALFYjAsvvHBQV7sdO3Yw7laa//u//8OsWbMgEokQFhaGq666CsDAkkR9fT0efPDBQQFxR44cwfz58yEWixEfH4/777/fomxsR0cHrrjiCojFYiQnJ7tcj57H4zHBUFFRUYiOjoZAIMBtt92Gq666Cps3b0ZcXBzTwvbzzz/H7NmzERQUhJiYGNx4443o6Ohgjnfw4EFwuVzs27cPOTk58PPzw+LFi9Ha2oqvv/4aM2fOREJCAtasWQOVSsXsZzKZ8MILLyA1NRV+fn6YPn26xb2Wy+W46aabmOucNGkSPvjgA5ufyWg0QqlUghACLpc7qLa9N5iLfVtbG44fP46wsDDm+xxORCIRhEIhoqOjMW/ePMycORPBwcGQy+U4ffo0jh49iuLiYrS2tkKr1Xp8nuGK9h+KiYm5FZubm4uwsDAEBgZCrVajuLgYhw4dQn5+Purr69Hf3++zzzpcywWA7ycWdHxEVlYW5s2bh1mzZiE8PJxp6VtXV4fCwkI0NjZ6tSRmD9ay95xxb9l7Aj07pbuRAcBjjz2Gl19+GSkpKQgODsaWLVvwySefYNu2bUhPT8ehQ4dw0003ITw8HAsXLkRjYyOuvvpq3Hvvvbjrrrtw+vRppg68Pfbs2YOrrroKTzzxBD766CPodDp89913AIAvv/wSU6dOxV133YU777yT2ae6uhrLli3Dc889h+3bt6OzsxNr167F2rVrGcG79dZb0dLSggMHDoDP5+P++++3EGFbOKuE9/PPPyMwMBD79u0DMDAYGwwGPPPMM8jIyEBHRwcefvhh3HbbbdizZ4/Fvps2bcK//vUvSCQSrFq1CqtWrYJYLMbHH3+M7u5u3HzzzXjjjTfwt7/9DQDwwgsv4NNPP8Vbb73F3OtbbrmFudcbNmxAaWkp9uzZA5FIhJaWFpsCptPpoNFoIBQKHUYcezpAURQFk8mEsrIyNDU1YfLkyW51wPM15sGT1oVr6BS/5uZmlJaWQiKRWKz3+8rb4QuGa0JBt2lOSEiwCPajRYyiqEFtfD0R7bFk2TvCOsf/7NmzzG9HJpOhpqbGrQBJV2DF3nO8fqKb936Llr17nG7nl5iMSQ/+zeK1kn/+A8r6Wjt7/E7MsuWIXXa5x9doTlJSksPBo7W1FS+//DJiY2MxceJEHDt2DMCAQF1yySUABlKiNm/ejJ9++gm5ubkAgJSUFBw5cgT//ve/sXDhQrz99ttITU3FK6+8AgCYOHEiioqK8OKLL9o99/PPP4/rr78eGzduZF6bOnUqACAkJARcLhcBAQEWArJlyxbceOONTKBdeno6/vWvfzHX0NDQgO+//x4nT57ErFmzAADvv/8+Y41bYx6EV1RUhKCgIOa9SZMm4ddffwUA+Pn54d1337UQzZtuugkBAQGgKAopKSnYunUr5syZA4VCYfGAbtq0CXl5eVCr1bjpppuwceNGVFZWIjExESqVCtdccw0OHDiAv/3tb9BqtdiyZQt++OEHi3t99OhRvPPOO1i4cCEaGhowbdo0zJw5EwqFAhkZGRZiRbeu1Wq1PnXbW2M0GtHe3g4+n4/c3NxRGzVsPgADA+7snp4eyGQyi9x1WtScNaoZDoa76529YD/znvQCgcBC/F1tzTycAXrDObGgl+CioqKYSSV9zzo6OnyS48+m3nmO16OeUa2GTi5zup0wZPBar6G/z6V9jb91rhtK6OpTKpUKU6dOxe7duy2EbObMmcz/V1VVQaVSMeJPQ/c3B4DS0lLMmTPH4n1arOyRn59vYbW7QkFBAQoLCy1c84QQmEwm1NbWMuVGc3JymPczMjIGLR/Q+5lPhCZOnIivv/6a+dt8MJs8efIg6zg/Px8vv/wyCgsLLYJ3GhoaMGnSJGa7rKwsKBQKcLlcxMfHQyKRICUlBUajEYQQREZG4tSpUwB+v9dLly61OJf5vb777ruxcuVKnDt3DgsXLsTVV1+N+fPnA7AsyOPryH5zuru70draCrFYjNzcXI+K3wyFALhiFfP5fISHhyM8PByAZaOapqYmmEwmi/V+62DG0RKNP5TnoYP9goKCkJSUZFEAqbGxESUlJRYpa8HBwXYnlSOZejeUWOfZ27pndCnklpYWt3P8aW8LK/ae4bXYc8ViCIJDnJ8oYHCnMF5AoEv7cochiO3w4cMIDAxERESEzapp5lYaXWFtz549gzrruTq7t4UnwS0KhQJ/+ctfcP/99w96LyEhwaVof3u58wKBAGlpaTb3sbZalUolrrnmGixZsgQff/wxwsPD0dDQgEsvvdRiOQQYsCQFAgGEQiEoimLyeM2tKnqiQN/r//u//7N7ry+99FLU1tbiu+++w969e7Fs2TL89a9/xebNmz2qo++O25gQgtraWlRXVyM4OBgSiWTYapE7w1OBtM5dVygUkMlk6OrqQnV1NWOdhYSEDEuU/2hshGOdr26dsqZWq5mUNbqNL/27GK+WvbPUOy6Xa+FRMhgMTIGfhoYGl3L8WbH3HK/FPnbZ5R672K3d+iNJcnKyTWvXFpMmTYJQKERDQwMWLlxoc5vMzEx88803Fq/RLnB7TJkyBfv378dtt91m832BQDCoJO2MGTNQUlJiV5QzMjJgMBhw5swZxo1fXl7O5PbTXgBagD0dhMrKyiCTyfD8888jKSkJAHD69GnmfUIIs44ukUhcnhS5cq8BIDw8HGvWrMG1116LDz/8EH//+9+xYcMGt9327nx+vV6PoqIi9PX1Yfbs2ejo6PAq2G00Yl5+NTEx0aICGx2EVVlZid7eXma9fygmO6M9/50O9qPb0tKd6WQyGZMNQVc/1Gq1XvU8cIfR3PXOumKkoxz/3t5epKSk+FTs33zzTbz00ktoa2vD1KlT8frrr2P27Nl2t+/p6cETTzyBL7/8EjKZDImJidi6dSsuu+wyn1zPUDN6onDGEAEBAXj44Yfx4IMPwmQy4YILLkBvby+OHj2KwMBArFmzBnfffTdeeeUVPPLII7jjjjtw5swZ7Nixw+Fxn376aVx88cVITU3F9ddfD4PBgO+++w6PPvoogIF4g0OHDuH666+HUChEWFgYHn30UcydOxdr167FHXfcAT8/P5SUlODHH3/EG2+8gYkTJ2LZsmX4y1/+grfffhs8Hg/r1q2DWCxmLHmj0QitVutVN7GEhAQIBAK8+eabuOeee3D+/Hk8//zzAAYGAdpCB2BXDMwb0Zjf64ceeggPPfSQxb0+duwYAgICsGbNGjz99NOYMWMGsrKyIJfL8e2332LChAlD6rbv6+tDfn4+JBIJ8vLyIBAI0NnZOepq0fv6eswt2tTUVJw8eRLBwcEwGo0oLy+HVqtlRI1e7/dWqEejZe8MkUiE6OhoREdHW3Smk8lk6O7uBkVR0Gq1jBXrizoPthhNlr0zrCdMdLlouVyOJ598Er/++iukUineeecdXHPNNcjNzfXYk7pz506sX78e27Ztw5w5c7B161YsXboU5eXlzPnN0el0uOSSSxAREYFdu3YhNjYW9fX1LhuIowE29c5Dnn32WTz11FPYsmULMjMzsWzZMuzZswfJyckABsRv9+7d+PrrrzF16lRs27YNmzdvdnjMRYsW4YsvvsA333yDadOm4aKLLsLJkyeZ9zdt2sRUgKPXV6dMmYJffvkFFRUVmD9/PqZPn44NGzYgJiaG2e+DDz5ATEwMs5595513Mj9oeoDzdkANDw/H22+/jd27d2Py5Mn4xz/+gX/84x8AwETAe/pgbtq0CU8++SRefPFFZGVl4bLLLrO41wKBAE888QSmTZuGSy+9FDweDzt37hyyQa6pqQknTpxAbGwscnJymEnSaOtnPxzWML0um5GRgby8PMyZMweRkZHo7+9HQUEBDh8+jKKiIjQ1NUGlUnmV6TDUDFVsAB0vEhcXhylTpiAqKgqRkZEICAhAZ2cnTp06hWPHjqGkpMTrVEhz6Mn8cLa49eUzR+f4Z2Zm4vvvv8fPP/8Mg8GA1tZW3HDDDZBKpfjnP//p0bFfffVV3HnnnbjtttswadIkbNu2DRKJBNu3b7e5/fbt2yGTyfD1119j3rx5SEpKwsKFC5kA6rEARVx4+jQaDWpra5GcnDzs+cLesGjRIkybNm3Yqs6NBayD8ICBGblCoUBg4OC4CndQKBQQiUTg8XiMNUMXrnF1wOnr62Mi+t1Bo9FAp9OBw+FAIBA49VJs3LgR//vf/3D27FmL1/v7+yEWi2EwGFBXV4e4uDhmkmI0GlFaWor29nZMnTp1UOvbmpoa9Pf3uzUAEEKg1+uHxAIrKiqCVCpFfHy8T49rzunTp5GQkGDTGiKEMOVqZTIZent7mXK1tOXvijeptrYWarXaIshzKDh9+jTi4+OZJjtDRUlJCVPzAoDF0ohMJkN/fz+TCulufXpzjEYjfvnlF8yfP3/Ilw0IIThw4MCQFo9qa2vDhAkToFKpIBKJUF5eDi6Xi/T0dLeOo9PpIJFIsGvXLqxYsYJ5fc2aNejp6cH//ve/QftcdtllTHDq//73P4SHh+OGG27Ao48+OmpidJwx7t34b731Ft577z0cP34c2dnZI305I4p1p7qhOofBYIBarQaXy/WoM5s712cymaBWq0EIgb+/v9MGNg0NDZg8eTJ0Op1N8bB3XpVKhfz8fFAUhby8PJvBlKPNsgeG3gXu6PgURSEwMBCBgYFMNLZ10xV/f39mWcBeC9/REI3v6/PYa06TmppqkQppHeznTqtjOnhyONz49LmGUviUSiX4fD4T2JuRkeHRcejSyNaTusjISJSVldncp6amBj///DNuvPFGfPfdd6iqqsJf//pX6PV6PP300x5dx3AzrsX+008/hfq3tL2EhIQRvpqRw1kDG/O1cm8GO4qioNfrYTAYIBKJvIoBcAV6UsHj8SASiWyu+VsTExPDWPOuLit0dHSgsLAQMTExyMjIsDt4jjaxH23lcK3L1ep0OqaLX2lpKfR6vcV6v7mHZzyJvTMvjnUqpFartXmfaA+JPU8YLcDD9ZmAoZ1YKJXKIYttcIbJZEJERATeeecdcLlc5OTkoLm5GS+99BIr9qMB61StPyK23PbW+OLhMZlMTCMRPz8/r2b4rggm7bYXi8UWLkpnn4XH49nNXLBFXV0d4w2Ijo52uK0nYm80GlFdXQ0Oh4PQ0FCPljDGKgKBwKKFr1qtZlz+5i18DQbDsFT0G61d7+iyx9bBfnTKGgBIpVJmkkQLIn2e4bDs6SyhoTyXQqHwSaGqsLAwcLlctLe3W7ze3t5ut+JldHQ0+Hy+xbiWmZmJtrY26HS6ITdsfMG4Fvs/Mua58+7s48lgR1vYFEVBIBB4JfTOzm/ttvf14EILNp0qKJfLkZub61K6j7tiTzfK4XK5TCc285KstnrUu8tYaXFLURQkEgkkEgni4uIs2tPS5Y+PHz9usd7v63XokXLju4N1iVrzuIjOzk5UVVWBx+PZLH40lNDBeUN5Pl+l3QkEAuTk5GD//v3Mmr3JZML+/fuxdu1am/vMmzcPn332mYVXpqKigukXMhZgxX4c4oo1b28/dzG3sPV6vdv7u4M9t7013gqcedW9adOmuWxNuCP29NJAXFwckpOTmf3ogZvuUS8Wiz2uWT+WPQTm1deMRiMMBgPCwsIgl8tRW1uL8+fPIyAgwGK939uJ32i17B1hKy6CDvZrb2+HyWTCr7/+ykySPA32c8Zw9LJXqVQ+69a4fv16rFmzBjNnzsTs2bOxdetWKJVKpsbJLbfcgtjYWGzZsgUAcM899+CNN97AAw88gPvuuw+VlZXYvHmzzWJmoxW3xH6s98T+I+BpEJ67D5AtC9tgMLh7uTavw5ZgarVaaLVap7EA3g4EJpMJWq0WPB4PAoHAbXF1JvaEEFRWVqK+vp5ZGtDr9YxlRAtccnIyDAYDE6FN16yn17QdrdVan288wOFwLFr4mq9j00VrzF3ZQx0Y6g1DWS7XPNgvLCwMRUVFSE1NHVSohr5Prgb7OWM4etn7yo0PAKtWrUJnZyc2bNiAtrY2TJs2DXv37mWC9hoaGiw+T3x8PPbt24cHH3wQU6ZMQWxsLB544AGmBspYwKWRTCAQgMPhoKWlBeHh4V5VWmMZGuyVvHUVnU4HiqJcEjeDwQCtVgsulwuhUMiUw9VqtV4HqdHHoq+DEAKNRgNCCNOD3lHEvac5yvR56LXH3t5ei1K+rsDhcBxOiHU6HQoLC6FSqTB37lymLLO974rH4w2qWU+vadNrtfTA7guX/2jF1u/Z1jo2fW9qa2vB4XAYQXP13gxXzfrhKpdL16q3DvajJ5B0sJ9506OAgACP7sFwWPZKpdKnzaXo7qC2OHjw4KDXcnNznVZBHc24JPYcDgfJyclobW1FS0vLUF8Tiwd4a8HR1qyzB5a2Qq2DVej3AHjlJjS/DpPJxOTO8/l8lwZIT66BLhdMQ6cMRkdHuzXwOZro9Pb2Ij8/HwEBAcjNzfXoHonFYsTGxiI2NtZiTduey3+8TMidTV7N17HpDnV9fX2D7o35er+tSe14sOzNsRX1TxeqsQ6KpIP9CCEOmx7ZY7gse7Yuvue47KMUCARISEiAwWAYVJ+dZeSghYp+sD0drPLz8xEbG8tYANao1WomB3XixImQSCSDtqmtrYXBYGCKhXh6HdHR0dBqtWhsbERycjKio6Nd/lz19fXQarUuXwPdejM2NhaJiYkoKSlBcHAwYmJi3L6X9sS+qakJpaWlSElJQUpKyqDjejJRc8Xlz+PxoNVqXXb5e8JwLRO4c+0cDgdSqZQpZUrfG+smNfTEiG7hOxbX7J2dx5EAWwdF0sF+crmcaXrE4/EsJkn2PCTWHe+GAnrNnsUz3Fqzp92aw9XEgcU+dPGauro6GI1GpKamej2AcDgcm7nnbW1tOH/+vNM8cx6PB51O51XnP0IIGhoaYDKZMHPmTLer+tEeAWfXYDKZUFZWhtbWVkyZMoWZ5HiT120t9iaTCaWlpWhra8P06dMHVdzzJbZc/sXFxdBqtcjPzwfwu8s/ODjYpQ6LRrUafUX5CJ7tuDXzUOPthML63pg3qSkqKoLJZIJUKoXRaIRarfZovd8dhqtevbvnMQ/2S0xMhMlkYtr4Njc3o6ysjPGQ0P9oLRiOz+RrN/4fDTYafwxiMpkYD4ter2fWyr2By+UO8tgYjUZGELOzs52WEaWF1lPkcjn6+vrg5+fnsavb2bo5MCCE+fn5IIQgNzfXwktBW3ieYC72Go0G586dAyHEbsW9oUQsFsPPzw8ikQhJSUk23dqOovwNCgVq39oKdUMdjCoVwhZdPKzXb40vxde6SY1SqWQa1JSUlDCpa7RF683k1RYj6cZ3B7rOgXlLWrqyn3lGBN0IaTjE3p7nkcU5rNiPIczb0dIuRx6PB5VK5fWxrcVeoVCgoKAAHA4HeXl5Nt321rgitLYghKCurg5VVVXw8/NDTEyMx94jZ2Ld2dmJwsJCREVFISMjY5Dr0ZsAQ3rf7u5uFBQUIDw8HJMmTRrR2tn078Sey7+qqgpqtZoJ0qIL+/QVnoO6oQ4A0LLrP+AIhQjJvcDmOYbaJT2U7nWKouDv7w9/f3/U1NRg5syZ0Ov1jDVbWlrK9Fj3JP3RFqPFje8uPB5vUEYEvTzS2dkJg8GAs2fPWlT28+X5lUolUlJSfHa8Pxqs2I8RaLc9nd5GURQoirJpkXuC+XFaWlpQXFyM+Ph4TJgwweUHlsPhuH0t5j3hZ82ahbq6Oq/ctvYmHIQQVFdXo7a2FpMmTbJbXdHTCQuNTqfD2bNnkZGRgbi4uFEZJOcoyr+xsREABlz9eQugPnYIAND02YfgCEWQzpg57Nc7nC1u6eBM2po177FOx0LQEyNPBW2sWPbOMA/2EwgEUKlUCAkJYX5H5sF+wcHBXufIq1Qql4wOFtuwYj8GoK15uhytdRMNX4g9nSdfVFSEjo4OTJ061WYnM0e468anI9T9/f2ZnvDeLgXQZULNsZfyZm9/T8TFYDCgpqYGer0ec+bMGRV9rl0dWM2j/Okgre7ubsgmTIKhvR3i6nKAEDTseAeEy0Xw1OlDfOWDGQ7vgS0PgnWPdbVazXhFmpqaYDKZLALYXIleH6uWvSPo1Fjz35FCoWCWR8yD/dxJhzSHjcb3DlbsRzGEEKZ6mL1oex6P5xOxNxqNaG9vh7+/P+bNm+dRzrarlj0dhFdRUYG0tDQkJSUxn8tby9rajd/T04P8/HwEBQW5FAdga7LgDIVCwZS9FQgEbgu9LwZ+paEVfEoCATfI4nV3Jy7mQVrJycnQT5mC+o+3Q3XuNGAyoeH9t1G75HIEZ2UjJCRkWKzu4TyHs+9CLBZDLBYjJibGQtDoUrV8Pt9ivd9WAajxYtmbYx2NT1EUAgICEBAQYBHsJ5fLmbgRkUjkVvljpVLpcKLO4hhW7EcpdJ9z8wYTtgYiby17Qgiam5vR1taGgIAAzJo1y+MBwhWh1uv1OH/+PHp6ejBz5kzGXerOMVy5BkIIGhsbUV5ePmhC4Wx/d8Slvb0dRUVFiI+PR3h4OAoKCjy+dk8xEh2OdNwLrVGOeRFbESqcCsA3kwi+QIDU2+5CA0Wh9+wpUCYTePv3QiEWo7FRCIPBwKQ7hoSEDFkg4nBY9u6ex1rQ6FK1tBu7pKSEWRKg1/vp39d4E3uTyeSwsqW9YD/z8sd0u+Pg4GBIpdJBsS6sG987WLEfhdDFZFzJnfdG7A0GA4qLi9Hd3c10dPNmcHDmgu/r60N+fj7EYjHmzZtnc3DwZN3f1v6FhYWQyWTIyclBSEiIy/u7atmbl73Nzs5GVFQUent7R6Q8baF8K2S68wCAn1pvwLSQRzEh4GafHZ/icJCw5nbU6bToP18I6HWIEQowed58/PrrrxCJRGhvb0dFRQVEIpFFip8vutWNJsveEealaoGB5SPa5V9eXg6tVougoAHPi0KhGPJKpMNt2btzLutgP/N2x+b3Kjg4GIQQxMTE+NSyf/PNN/HSSy+hra0NU6dOxeuvv47Zs2c73e/zzz/H6tWrceWVV+Lrr7/2ybUMF6zYjyJotz0dbe9KkRxPxd5aeFtaWtDT0+PhlQ9gT6gJIWhqakJZWZndwjLmx/CmoY5Wq4VSqQSfz0deXp7baVOunF+n06GgoAAajcaiI56n6/3eDvgTAm9Gl/YMurTnYIIeZ2XPoUNzEiG4DVwS5PwArlwjl4fE2+9B7VtbwQ8JhUmvA377jUZGRiIsLMwiNYsuXuNtMBswPJXtfCH21ggEAkRGRiIyMpKpVtfV1YWenh4UFxcDgIUbWywW+/T8JpNp2GqieFsu11a7YzowcsOGDTh69CjCwsLw7bffIjIyEllZWR7fq507d2L9+vXYtm0b5syZg61bt2Lp0qUoLy93GKdUV1eHhx9+GPPnz/f0Y44orNiPElx121vD5XLdakBj7t42F15vA+Poa7E+hsFgQElJCbq6ujBjxgyEhoY6PIY3bvy2tjaUlpaCy+V6vBzhTLB7e3tx7tw5JgbA3HL1ti+Ap/jxonFx1CcokL+Ksr73AQBNqh/QIShEmvHvANJ8ch4On4+U+x9mPqet+BFza02j0diM8qfF3x2X/1gUe3PoanXR0dGoqqpCXl4eU8+f9ooIhUKL9X5vhXo0W/aOMK/sFxsbiy+++AInT57EmjVrcPr0abzzzjsICAjAo48+igcffNDt47/66qu48847mQ5327Ztw549e7B9+3Y89thjNvcxGo248cYbsXHjRhw+fNhrw2gkYMV+FEBb856UvKUF1hXrx3y93Nq97YuofmvLvr+/H/n5+RAKhZg3b55LVrYnYm8ymVBeXo7m5makpqaisbHRq37h9s5Pl71NTU1FcnLyoPs9UmIPAByKj+khjyJCNAu/dj0KnakXOqoNpdz1kPR1Iy3gBp/1nTf/ryNEIhFiYmKYYDa6lr+7Lv+x4sZ3Bfq3xeVyB7Wmpb0i9fX1KC4uZgrW0C183bWch6M5Dc1QlsulJ+9tbW04fvw4YmJicOLECY/6yOt0Opw5cwaPP/448xqHw8HixYtx/Phxu/tt2rQJERERuP3223H48GGPPsdIw4r9CGM0GplOb57UtqcfMKPR6HB9tKenBwUFBfDz87O5Xu4rsacnHi0tLSgpKUFSUhJSU1PdytV3R+w1Gg3y8/NhNBqRm5vLBIx5iq0APZPJhJKSErS3tzv0Toyk2NPESi7C0uivcKxzHbp1hSCUAadlG9GhOYW88FdBUb639Fz5zVr3XXfX5T/WLXsa+rdtfR4ul4vQ0FDmt2W+hk13pzNvb+xKSd/hDtAbyomFUqkEAAQEBEAgEHjsSu/q6oLRaBxUDTQyMpLp/WHNkSNH8P777zNlp8cqrNiPMLTAezrI0AJvT+zp6nSVlZVIT0+3G5XubWAc8PvE4/z58+jo6MC0adPcLm/pjtjbqlTX39/vdZ6+uWCbl9Z1VvbWE7GnvS0ajQahoaE+aVrjz4/DxdGf4WDNE+jg/g8AIOZFeCX0Lbt3ghgMCF14IURRMR4fh8Ydl7/BYBi2Kn3DcR5XBNh6DVulUjHBfnV1dUx0u6NeB2PVjW8LWuyHO8++v78fN998M959990h7W0xHLBiP8J4O8DQ+9sSap1Oh6KiIvT392PWrFmD0tzM8cWaPd1nXqFQDGmuPiEENTU1qKmpGVSpzlvr2nyy0d3djfz8fERGRiIzM9Op5UKf29WAMoVCgbNnz0IsFiMiIgI9PT2or69nerHT/zypzc6lBEgw3YUAMhm9fnuh1DejS5OPMNE0t49lUCrQfeQXEL0O8lO/YtLmV8DxwIXqCEcu/56eHigUCiiVSp9G+ZszmjvembfwjYuLs9nemF4SMW9QM54se5VKBaFQ6HUcQ1hYGLhcLtrb2y1eb29vR1RU1KDtq6urUVdXhyuuuIJ5jR4feDweysvLkZqa6tU1DRes2I9x7JXMlcvlKCgoQGBgIObNm+f0IfHWjd/a2orz5wfSv6ZNm+aR0APOLXu9Xo/CwkIoFArMnj2bSWVydX9n0Gv2NTU1qK6uRkZGBuLj413e11Xa29tRWFiIxMREpl69dS92ujY7nX9snqvtKlJTLmZHrxmYhMCz+yI/fhREP7DUFDw3z+dCb421y5/OGqEoyqdR/uaMpV72ttobWzeoCQwMhEajgUqlGhbRH2rLXqFQuFSd0BkCgQA5OTnYv38/VqxYAWBAvPfv34+1a9cO2j4jIwNFRUUWrz355JPo7+/Ha6+95vLYMBpgxX4U4K01ai7U5lbvhAkTkJCQ4HJUvydiT7eKbWlpwZQpU5hOb57C5XLt7t/X14dz584x5XVtTWDoNXdPB29abJVKpc3JhCPowc7RuQkhqKqqQl1dHZOfb55NYd6LPSUlhWnKIpPJUFJSAoPBYBHR7mgANP9dURQFCu5bXsRkQtfhA8zfYfMvdPsYvsDf35/pZ2Du8m9qamJqsHsS5U8zmi17Z9hqUCOTyVBZWYmmpiY0NDRAKpUy98fbGvW2GGrLXqFQ+Ky97fr167FmzRrMnDkTs2fPxtatW6FUKpno/FtuuQWxsbHYsmULRCIRJk+ebLE/XSHT+vXRDiv24wBaqLVaLQoLC6FWq90WKk/EXqVSIT8/HxRFMZ3xfFHb3tZ10JHwzvL06dc9GbwVCgVqamqY9XlPon0B+2ultFdCqVQ6rdFPw+fzLXK16XasXV1dqK6uhkAgsIhopydAGmO3x5a8Of3FhdB3dwEA/DOzIIy0dHUOV0Ci+XfpLMpfKBQy8Q9SqdQl1+9wiv1QW9lCoRDR0dGor69Heno6hEIhs95fW1sLLpdrsd7vqReOhu7GOdQBeq4EJbrCqlWr0NnZiQ0bNqCtrQ3Tpk3D3r17maC9hoaGYVv+GE5YsR8HcLlcyOVyFBYWIjg4GNOnT3d7TZO2iF0djOgysTExMcjIyGD28UUFPPPJgtFoRElJCTo7O13O0wfcH1Tb2tpQVFSE0NBQaDQaj4Te3LK3hl6f9/Pzc6lGvy3M27EmJCRYpGvV1NQw7u3gkGCU8x6GlqtEDLkFhKR7PEh2/fIz8/9hC0emp72jCYWjKP+amhqoVCoEBARYtO+19bsYS258V6HT4ejfjK1lorKyMojFYov1fnfHDvp5HcrP5etSuWvXrrXptgeAgwcPOtx3x44dPruO4YQV+1GAN258Qgh0Oh2qq6sxadIkj9uq0rNyZyJpntM+efLkQUEt3q6Zm3sGlEol8vPzweVykZeX55IFYi72rmAymVBZWYnGxkZMmTIFwEBQjieYexXMoScSSUlJSEtLs5mf7wnm6Vrp6emMe7u293v0iM8DFNCA9xDbsgBhYRFuB/pp2lqhKCsBAAjCwhEwaWTclu4IsaMo/+bmZosudfQyCDC8neiGq+2xrWfZepnIYDAwVr95PAR9jwIDA52KOD25H2o3PtvxzjtYsR/DaDQaFBYWwmAwICUlxatgEVfy9ek0NJPJhNzcXJtraN668enJAu05iI2NxcSJE93K0wdcE3udTof8/HxotVrMnTsX/v7+6Ojo8HjiZS325vXzp0yZMii319eIRCJERUfiHNkN/FbxN0y1Cq297aioqIJEIrEI9HM2OHcf+t2qD11wIagRdG16KpDWLn+FQoHu7m50dHSgsrKSqVrnScaDJwynZe+Kd4vH4yE8PJxJkaUnR3K5HEVFRTCZTBbr/bZiRGixH8pJjFKp9Nma/R8VVuzHKJ2dnSgsLER4eDi4XK7XKSmOUvjMz+csDc1bNz5FUTAYDCgsLMTkyZOZBj3u7A84F3vzsrczZsxgJjietLi1Pjdd+phenzevnz/U1Cu/QZ++CjAB/sZMRFC5yJyRDYPRCLlcju7ubpQVFMDU34cAPz8EBvgj0N8fQj4fMJlAjEYQoxEmtRqy40cGPpdAgJC5Fzj93EOFr+ICzLvUWVeta21thVarxenTpxlhc8WqdZeRtuydYWtyRP9u6J705jEiQqGQWa8fys+lUqlYy95LWLEfBbjzkNBu54aGBkyaNAmxsbEoLCz0uiAORVE2XfDm58vKykJMjOOCKt5Y9lqtFufPnwchxCuBdNamtrGxEWVlZTZb37rb4tYc+jgKhQIlJSUur897O0ga1Wr0nS9Ez7mTaOYdwqSz80Fh4JgGvA79phchCAlFREQEIiIi0NnahNYfvx241t/+2eQ3oeAHh4CYvPt9ectQCIn5MkhISAjKy8sRGxsLmUzGWLXWUf7eXsdwWfZ0Roo35zKfHNExIvR6P93C18/Pj3lODQaDz+sf0PgyGv+PCiv2Ywi1Wo2CggIYDAYLMfRFqVtbx9FoNCgoKIBer3dZfD217GUyGQoKCpgMAm8ebHtxA0ajEaWlpejo6LAb7OeNZU9z7tw5u+vzvsKgUqKvMB+9+WegKCsB+S19jxdFMUJPQ4yWjZIoV9dWf7sPuvY2lG96AlFXXIWQeQuH3Z0/XLXxuVwuoqOjER0dzVi1MpkMnZ2dFi5/68wHdxjO2ADAt0FzdBR/cHAwUlNTodfrIZfL0dbWBpPJhMOHDzNtaX1V/4CGdeN7Dyv2Y4SOjg4UFRXZdKMPhdh3dXWhsLAQYWFhyMnJcXnG7m6AHl3Ot6qqChMnTkRkZCQ6Ojq8SuWxdQ1qtRrnzp0DRVHIzc21m4vtqWVPr88DwIQJE5CYmOjW/q4IgKG/H72F5wYEvrwMsGFt8/uFUEX1QSrKgMHAAwFA8SxFSRQdg+DcC0BxuKC4lv9MBj16C85B39VpsY9RpULzzk/RdfgXxF1/E/xSfNNJz1WGq1yu+floqzYxMdHC5V9bW8s0qnHX5T9clv1wRMjz+XxERESAy+VCpVJh6tSpzHo/XfLYfL3fG8+IUql0e0mPxRJW7EcBjh4A8+j3rKwsmz94LpcLrVbr9XXQ7XIrKytRV1eHzMxMxMbGut2Fz9WJB10Xvre3F7NmzYJUKmUKzHgj9tbWeVdXFwoKChAVFYXMzEyHA6Anlr1er0dBQQFUKhU4HI7T9EBPkB07jKb/fATYmIjwgqQwZPJRm/gTVLG9SPC/DBkRm1BbWzuQRhgcYrG9/4QM+E/IGHQcRWU5Grb/G4b+voEXKAoh8xdB29sLZcFZAIC2pQnVr74ATkYWIi6/atis7uEWe2usG9XQhWvcdfkPVwnb4RB783NxuVyIxWLExsYiNjaWqX8gl8vR2dmJqqoq8Pl8C8+IO+mtKpWKtey9hBX7UQxdtAaA3eh3wP2e9o6oqKiAyWRyueiLNa5a9v39/Th37hzEYrFFARt3U+fsXQO9ZllbW4vq6mpkZmYiLi7O5X1dhf4c9Pr8oUOHvBZAnVwGDp8Pnv/v91+ckGQh9PzgEARNz0Hg1BnoCC/BafmTkFT6Iem/UxCo4aL36nNAgNSta+GIRDCqBhqO8AKDEL/mDgRMzAQAKKsr0fzfz6BpHrDYTGXFaK2uAMnMRhVFISomZsiqs43GCQVduMZdl/9wV+obDrG3VSrXvP4B7Rnp7e21aOFLl4EODg52mh1CF9Vh8RxW7EcpbW1tOH/+/KCiNbbwhRtfJpNBqVQiMDAQc+fO9TjQxpUAvebmZqb9rfW6tqvR9I7gcDjQ6/XIz89Hb2+vW9UE3al5YCt/3tM1f113F/oLBlz0qroaRF15DSIuuZR5XxQbB/+MLIjj4xE0bSaE8XFoVH2PX3ofQJ+sCgAPXK0Afk1SGNGL0ro3wcteABGmunwNkvhERK24ForSYsTf/GfwAgKZ9/xS05H+tyfRffQQ2v/vKxjVKlB6PfyKzkGQPRVyuRw1NTVMtDYd9OZtlgjNaOlGZwtnLn+6Vn1ISAi0Wu24qdRnfi5nXjgul8tMfoCBtFc6v7+srIxp4Wu+3m9+n9g8e+9hxX4UYP6jNhqNKCsrQ2trK7Kzs13KzfZG7M2tX4lEgtjYWK8iah0F6NGfjS5Raav9LW2NeDN5IYSgpKSEqaHvjrvQFc8EIQQVFRVMIR7z78idyYKmvRXys6chP3MKqoY6i/d6z52xEHuKopCy9kGYiB51iv9DSctd6DeY72OAPkDD/KWSN6Kdeg5ccSB0squR4n8NpIKJFufoO1+IgMxJoLi/f99hixYjbOHFNoPwKC4XYQsuhHT6TLT935eQHT8Cw4RJiJ+YiZCQEJhMJkbkaOstICCAEX5PU9lGo2XvCEcu/87OThBCYDQafRrlb81wt7d1d8lNIBBYlIFWq9XMen9DQwOAgRbHCoUCUqmUqYToC95880289NJLaGtrw9SpU/H6669j9uzZNrd999138dFHHzFNvnJycrB582a7249mWLEfRSgUChQUFIDD4TC15l2Bx+N5JI50C1y6g1xNTY3Xkej2xNK6jr6jZiXepL+1tbVBpVIhMjIS06ZN86idqKNGOjqdjuk/QBfisbW/I1SNDah8/VXoe2Q23xfFxCIweyqIycSIrpHoUKv4EiW970BpaLLYPkw4A5Ol90LA9UMz3gIA8JQDExwj1Yfyvh0o79uBEMFkpPhfi0TB5Wj/YhfkJ44hYslliPrT1RbXDyf3jBcQgLgb1iBk3gIU1NUz94nD4UAaGAhSXICU3PnQG42D1rXNW/e607BmpNfsvcHc5V9VVcVUqaPXsu31N/CGsdTLnqIoSCQSSCQSixa+crkcH330Ed5//30EBARgx44d4HK5uOiiizyOi9m5cyfWr1+Pbdu2Yc6cOdi6dSuWLl2K8vJyREREDNr+4MGDWL16NVPB88UXX8SSJUtQXFzMNGYaK7BiP0poaWlBcXExEhISkJ6e7tbD44ll39PTg/z8fAQGBjId5HyxHMDlcqHT6SxeowvyREdHO12SoI/h7qTDZDKhoqICTU1NkEgkiIqK8mjwdtRIp7+/H2fPnkVAQADmzp1rc1B2RewFISGDhJ4jFEEcl4DAqdMROGUaBKFhzPnrFN+gQP4yVMY2i30iRHMxOeiviBDNGSiIFKZG82/vheumQYNoyMhREGqgnJ5Mdx6mCgWM3xVD1zHQz7vjx+8hnTkHohj3By5JYjLQYnlN3Qf3o/XrL9B54CfEXrsa0ZMmM+va1g1r6JrstMjZsw7HmmXv7DxCoRCJiYlOXf7eeENGmxvfHcxb+L700kt44okncOGFFyIgIADPPvssrr/+etxzzz1444033D72q6++ijvvvJPpcLdt2zbs2bMH27dvx2OPPTZo+08//dTi7/feew+7d+/G/v37ccstt3j2AUcIVuxHATKZDKWlpXZd285wR6QJIaivr0dlZSXS09ORmJhoYZn50rI3b+fqSkEeGkeV/Gyh1WpRUFAAnU6H3NxcFBcXe/w57DWzaW1txfnz55GcnIzU1FSX2srag9gIpjRpNVBWV0BZXYHWL3eCK5FAHJ+IqD9dDV1wn4XQR4nmY7L0rwgX5Vheu0gEjkAIk04LTj/BROoJ9ChbIY6vQk3/blC/yhF9KBE644DQcwRCxF5/E1oCTiDSMAd+PO8sFaNWg/Z9A8V6dB3tqH1rKwKnTEfMNasgCA0b1LCGXrOtqKiAVqu1SNOy7nA2li176/OYi7CvovytGUuWvTOCgoIgl8vxyCOPYPbs2Whra4NcLnf7ODqdDmfOnMHjjz/OvMbhcLB48WIcP37cpWOoVCro9Xom9mAswYr9KCA0NBTz58/3uKWqq2Kv1+tRVFSEvr4+JtXNk+M4uxaTyQSdToeCggLG3e3Oeps7kw7aQyGVSpmyt74qeUv/l16fnzp1qk1Xn/X+zsSeIxIj5e77oW5qQF91Jfpra8DRqC22MapUUJSXguJwkeq/EiW92xAimIz0vquBgj7wEwh08Z3gm3kAKIoCL0gKXWc79L29EAHgEn+kUFeC/40M/cWFAAauTRyfgITb/gJ9sB4nmtcAoBApykWK/7WIkywGj+Na21Pzz8oVipD6wCNo/u9nUNVUAQD6Cs+hv/Q8Uq6/GZKZc5iCPtY12VUqFSNydXV1FgFdw1GIZjiL3Tiygh1F+Zunr4WGhjp0+Q+3ZT9UlfNozMvlRkVFDWrA5QpdXV0wGo2D4qAiIyNRVlbm0jEeffRRxMTEYPHixW6ff6RhxX6U4KnQA66JdG9vL/Lz8x0GrXG5XOj1eo+vAxgQao1Gg2PHjiEoKAh5eXluDwSuuPEJIWhsbER5efmgsrferPmbp/7RExaNRmNzfd4Wrog9VyhEyIyZaIuJQ5M4AMlXXINgiRGVJR9C1VADXhsPolYxKL0eTSo1QnuUWBb9fxDxgtF+7lu0/7j392NJ/CBOSIQ4PhHihERw6S5uGjWITgfS3IiKzz6Aoa+X2SfsoksQdcXV4PD5qJD/67dXCdo1x9CuOQY+JxATAm5CgvBaSCXO0xXNEcclIPXBR9Fz6le0fvUFDP19EAaHQnjyKEyVZeBcvAxU9GAPj/WaLZ2m1dDQAI1Gg7KyMkRERCAkJARBQUE+F7LR2OLWlSh/88I+5vdluC17b8YvZxgMBmg0mhGPxn/hhRfw+eef4+DBgy514BxtsGI/DqDF3taAZS6KqampSE5OtjuocblcaDQam++5AiEEPT096OnpQUZGhsUSgTs4s+yd9bj3ZjmCvt7+/n5mMM3NzXV5wuKSG/+3ansNDQ3IyI5HO2cXTvR+DEOCEtwEMYxQI1Z4CSZoHoNco0VpaSkMBsOAJVdhaYEYVUooykqYVrTm6MuKQfZ9C3rRgOsfgPibb0Ng1hRmm9SA68Ch+KhR7IbCMBAFrTf1obbrCL4+/zLy0v+KBRkPQMBzvaAJRVEInp2LwOxpaP/uG/h3d4LSqABZF0xffAJqag6o3Pmg7AgEh8OxKMt69OhRREREQKPR4Pz583bb1HrDcOe/e4Ijl39xcTGMRiNz34xG47A23Bnq9rYAvI7GDwsLA5fLRXt7u8Xr7e3tTj0FL7/8Ml544QX89NNPTCvssQYr9qMAbx9Ke+1pDQYDzp8/D7lcjpycHKfrTN6IJH2urq4upquYpzi6DuuoflszbF+I/dmzZ52uz9vb39G5DQYDCgoK0KtuhDjzDH7p/wJG8vsEy4gBd36z9kdMiLoRmeI8EEKgVCrR3d0N2Yy5UIZGQqTog6i/F+jsgElpu5WNsbMdCAgE+vvgPzET8bfcDn6Q1GIbCS8KWdJ7MCnobnRqT6O6/4uB1L7KX0GICUcr3kBhwy4snvwEsuOvdq+aoliMmGtWgXS2w7R/L/BbUCApOANSUwnOhUtAJaW4dKywsDAEBQVZuLbpNrUikcgi0M8Tl/JotOydYe3yVyqVkMlk6OrqQk9PDyiKQmlpKXNvfFXzwJqhXrNXKgcKPXlr2QsEAuTk5GD//v1YsWIFgIGJyv79+7F27Vq7+/3jH//A888/j3379mHmzJleXcNIwor9KMGd/Gxr6MHNXOytK9S50q/b0zV7hUKBc+fOQSgUYuLEiUxdbE8ghMDE7YPJZIKJGMGhfrcYXC176+maPb0+DwAZGRmIj493+xiOvkelUokT+XuhCNqL3oCDMCl/XzLhgI+UgGsh4UahsOefAIBT3Rtwacy34HFE8Pf3h7+/PxITE2GYOxc9PT3o7u5Gd1cX9H29CNJpIVb0AU310Le3I3DaDBhnzIEuIRnhyn5EXXGVwwY2FEUhQjQLEaJZkKhnokKzDgAFgKBf04avTt+HUzU7cOnU5xAT7HqhHlNxIUjhOUCnBZU9DaT0PGAwAP19MH2zC9TETFDzLwblwDo3v5/Wrm2DwcC4tquqqqDRaBAUFMSsa1sH+jk6x1gudkNRFPMbSUhIQH19Pbq6usDn8y1qHthy+XuLJ3n27qBSqSASiXxyjvXr12PNmjWYOXMmZs+eja1bt0KpVDLR+bfccgtiY2OxZcsWAMCLL76IDRs24LPPPkNSUhLa2gYCZel77SkHDx7EhRdeaPf9RYsW4cCBAx4f3xas2I8DzHvRE0LQ3NyM0tJSty1TT8SejlJPTExEWloauru7vYroL5a/g2r/NyDSP4WzDR9gWug6xPstQU1NDWpqapi2vo7wZM3efH2eoigEBwd7dP32zt3Z2YlfGh6FMuwgQP1+f7iUCOmBq5Hudyv8BdEgxIRW9WF0ak9DYWjA+Z7XMS3kEYtj8Xg8hIWFISwsDGTCBKjV6gGrXyaDPDYRfB4P3JAQgKJAwiMRvXiJW59hSvxKhPlPgFgQhB+KNqK89QcAQJPsDN49cBmmJV6Hi7Meh7/IcbAiAECjBjoHLHoqLhHUjNkw/bwPaKwHAJDyUpD6OlALLgI1cZLDLAdbmN8LAExxlu7ubtTX14PD4TACFxoaandteSy48d2BEAKRSIS0tIGGRVqtlsl+oF3+5tkPEonE4+saDje+r8owr1q1Cp2dndiwYQNT3Gvv3r1M0F5DQ4PFJOjtt9+GTqfDtddea3Gcp59+Gs8884zH15GXl4fW1tZBr3/zzTe4++678de//tXjY9uDFftxAEVRTH57VVUVurq67LZwdYQ7Ym/eoMc8St2b6nc1ff/Dma4tAAco1D8KgOBAy92I1t4KgWwh5syZg8DAQKfHcdeN39fXh3PnzjHr8wcPHvSqp735vuZd/cLToqHUD1wXn+OPDOktyJT+GUJOCFObgKI4mB36LL5v+RNM0KOsbzsS/JYjRDjJ7vno4Lb4+HiLIK62tjbo9XqcPXvWLUuXoijEhkwDAFyfuwNV7Qexr3ADuvqrABDk1+9ESfMeLMp8CEC24+MJfvcoEb0OnCApOCuuAyk9D3L4AKDVABo1yJmToNIzABui4c53Yd6MxWQyoa+vD93d3WhqakJpaSlTjz0kJARSqdQi1XKsufEdYe1BEAqFTBS7ucu/u7sb1dXVXjWpGWo3vq972a9du9au2/7gwYMWf9fV1fnsvOYIBIJBcQKlpaV4+OGH8fe//x0rV670+TlZsR8leOPGp/cvKCiASCSyu5btDFeFWqPRID8/HyaTaVClP08K4gBAq+oYjrY9zPwtQTJUqAFA0Cr8AOkT9PAPuMClY7njxqc9EykpKUhJSWG8JN6Kfaf6HPy4iagsbYRMJsPs2bMh8JuGjob9mBC0GhnSWyHkDtTrt77WQEEqsqT3oqhnKwiMONn9BJZEfwEO5fxxNQ/iEolE6OrqQkREBGPp0ilt7tSuT4tchOSL9+NUzQ4cLH0FWn0fdAYFuvqrEIpsxzubi4ZOy9wjalI2SGIyyKH9IFUVA1H6DqxDTwM9pVIppFIpUlNTodPpmIC2kpISC+tWp9MNqXVKM5wpfo6Wucxd/raa1Ljj8h9qy55OuxuugMORoKenB1deeSUWLVqEZ599dkjOwYr9OKClpQV6vR5hYWHIzs72eJbtilDT6+aRkZHIzMwc9JB7Ehwn15bjQMtfYMLAGnaYcSmiNHehTv8BFNKBIi2V/Z9AbWrBgujXwec4nuVzOBynXQDNK+5Z5897E+Cn4pXirOYfkDeeQojyGoRrV1rETFyTfMQl0c4MugMNyu/Qq69AID8FRqIBh3JtjdCo0UDf2wNjeyu4ApGFpdvb28sIf0lJyaDa9bayOcpa9uJUzQdYnbsD2fFX4+fiF1Da8h0uynoMBWfKHV4LJRCAmTZZVVak/PxBXXolSHcXqNAwy/N2dwGEgAoL91kFPdqaMrduu7u70dXVBblcDi6XC0IIk8M+FLnjI2XZO8JWkxrrKH9HLv/hCNDzRcbFaMVkMuGGG24Aj8fDp59+OmSTGlbsxzBGoxGlpaVob2+HWCxGdHS0Vw+dIzc+IYRZN3fULtZdN75S34afmm+F3tQPAIiVXAhh3Q3oVnVj/rQN6BMuxLH2x0FgQJPyZ+xtvA4Xx26HhGe/QZCzNXt6fV6r1dpsHeyuZU8IQYvqEAplb6DD7xTw2zyhV7IPl2RvgJD3uyvbFaEHAC4lwJywzdAa5YiRLHT5WgCg7Km/wahWgSMNBll50+/nNktpA35P3eru7kZjYyMoirKoXS8UCrG/eDOOVrwJADhRvR0XTFyLK2a8hMWTn4BYYNlC93TNx5Apa7Ag40GI+L8tt5i58a3FnmaQ0JtMMP34HdDVAWrmHFBDYA2bW7eJiYkoLS1lRKu6upqpX097Qay7sHnKcFr2nkbf25oUOXL5D8ea/Ujn2A8lf//733H8+HGcPHnSZ81+bMGK/RhFqVQiPz+faZpTUFDgdU97e2Jv3jDH2bo57R1wZQ1UZ+zD/uZboTIMBKqECCbDr/lWqLQGREVFISIiAhFYCT9+LA60/AV6Uz9k2mLsaViBi2O3I0SYafO4jixzen0+MDAQ06dPt2m9uboMQIgJjcofUdj9Brq1RRbviRCD6ZH3gc91vdmLNaFCz/J5eUFSGNUqmBT9gINJi3XqFr2+TQd4+vv7I9hvDii8DQITjla8hZnJN0MkCIJYILU4lkorw/7iLdDoe1DYsBsXZT2G6YnXA/zBbnxnkJIioGMg6pmcPI5pQhE48bGAf7rb98JV6NiHlJSBVEA60E8mkzEToeDgYMYL4kp2iy1Go2XvCFdc/gDQ1NSEyMjIISl4pFQqfbpmP5r4/PPP8fLLL2PPnj1ITx+63zfAiv2owZ3ZPt3rPi4uDhMmTACHw/FJqVtbVjldeS8gIIBpmOPsGIDzdTwj0eFAy92Q6waKxEg4cRDX3wlxUBCkgUILizFakofL4r/C/uZboTA0QWVoxd7Glbg8YQ8CBYkDRWr6dkLEDYaIGwoNpYTOxAEhJlDU7wMP3WzIfH3e3mdwZNmbiBH1/XtQKHsTPTpLNzZXF40Ezg24IPMel614d7D+TLbgBwVB29YykOJmx5q2hqIopvlISkqKhSs3UjgfbdpfoNH3YN/Zl7B02pODYkKaZGdhMA7UC1Bqu/B/Zx/G6ZqPcHnK38H4YFy9lowsQNEHcvoEYDJBotUAe76CKXsaqLyFoDwUWkdYT06tA/36+/stJkJ+fn6M8AcFBbls2Y6GNXtvsHb509Uy9Xo9iouLmeJPvojyp1GpVONS7PPz83H77bfjhRdewNKlS4f8fKzYjyFMJhPKysrQ0tIyqNe9p21uzaHXLOkBqampCWVlZU4r71kfg75WRwNgq/II2tTHAAB8BMG/8W6kJU9FYmIiky9tjlSYhssSvsLPLXegS1OAJP/lCOAnAAD0JgWOt1t1rJIAJZVcCLnBEHFDYNSKYFAJMCv7MSRHpTKbaYxyqA3tEHFDIOQGg0PxnbrxDSYVfu14EjpTH/Oa0JCEYOWVCKHmISw03OdCTwhBnfIbFPe8hcXRn0HEtZ9pYV44h9gpuOMMc1dudMKLeOPH+TARPYpaP4NIORNS/2imbj0hBBOiF+PeS37Bj+efQ0nz/wEAWnsK8emp27Aefxm4FlfFnscDNXc+SFrGQDGe9gHPDynKB6mpAufCS0Cl+NYKcuSJMu/ClpKSAr1ez0yESktLodfrXRa44SpjO1znoT1jdPyOL6P8aZRK5bhz43d1dWHFihVYtGgRbrrpJiZ/n4bL5XrUFM0RrNiPEejKcQBs9rr3VRMbYKBhTnl5uUcpfPQAYzQaHXoB4vwvwryIf+LX9icR3LkWc6ZexlgL9tzwYl44lsZ9jhL5+5gc8hdmQNUYbfeFJzBCY+yCxtg1UB/GD5AGWw4azcqfcaTtIeZvAScQJFSC7r5wBOgiIeKGQsgNhh8/BhnSgZaWAm4AMqW3oUD2GoL5U8BruwjR4oXInp7tccc9ZxOp0r53USB/GQBwVvY88sJftbstz7xKnkrp9rVYE+yfgJkpN+Nk9XYYiQaGkJNIjl2H7u5u6PV6FBQUMC7u5dn/xKyUNdhbuAHtvSXQcn4X+N7eGgQaNeBxXcsUocLCwVl5Iyp270RqZxsogx5QKmD69itQaRNBLbwYlJ9vRMAdi5vP5yMyMhKRkZF217Rpq9+6Wc1Yc+O7ch5g4Jn1dZQ/zXhcs9+zZw/q6+tRX1+P6OjoQe8nJib6PO2PFftRgqOBpqOjA4WFhYiJibHbD96XYn/y5EkIBAKPUvjoh96Z4KlUKnSURCKZ+y/kzJxncR5Ha+48jhhTQi1zZIVcKXIjtkBjlEFj7Ia8vwn9mnbwxTr0a9ph4ipAKN1v21qWDNYYLCcKOlMfwO1Dj7ENPcrf1+H9+fGM2ANAZvBt4GvS0VwqQGpKqk/S9hxZlyn+16C09z3oTD2oV36LJL8/IUayyOa2FiVxPbTsrZk/8QGcq/sceqMKZ+s+xbwJ9yAzIhPd3d1IS0uDTqdDZ2cnU752Yey/0B5+ACfr3sTBwGPQUXr0cHoRXU5h0aSHnZ/wNygOBy1hUUhYeBEExw4BDbUAAFJVDmrGLMBHYu9pnr0tgTNvVkMLHC3+w1WzfrjEnv48tj6Tsyh/V13+KpVqTLaUdcSaNWuwZs2aYT0nK/ajGDo9rLGxEZMnT7Y5A6Txhdh3dHQAAKRSKbKysjweLJylrnV2dqKwsBDR0dHIyJg76Dzu5uoLuUGYIF3N/N1iaEF1SzU0Gg0m/7Y+byBqaI3dg9zfUmE60gNXQWPs/m2yIINS2wkTx9IiFplNEgghaKjpRGu9CNOmThmUtueJ2DsTGxE3FNNDHsOJroHlilPdz+Ay0R6baYh8H1v2AOAvCsfctDtxuPw1mIgeB0tfwYqZW0FRFMRiMaKiohixk8vl6O7uhkAxHdP8XkSz5FvU9X0HET8QK1LvcPvchBAgIBCcK68FKS8BOfQzqIxJoKIGd8/zFF8V1bFuVqPRaCwC/YxGI6qrq5kOfkPVPW2oI+Rp6AwGV+6dK1H+5uJPu/x9GaD35ptv4qWXXkJbWxumTp2K119/HbNnz7a7/RdffIGnnnoKdXV1SE9Px4svvojLLrvMJ9cy3LBiP0qhC9cYDAbk5eU5/bFzuVxota5FO1tjnnPO4XCQnJzslVVgL/3OPH3PUdlbb/LcTSYTWlpaoFQqkZOTw6x78SkJ+JzBubqxfosQ67fI4rWTJ08iOiYSoVFiaIzd0BploH57VOhGNkql0mbbW2+LIzki2e8q1Cm+QbvmGFTGFhTKtyIn9IlB2/najU+Tl343TtV8+FvE/S7MmzC4pCeXy7UoXzvQp346aluXo0NejbOniy2K+jTIjiFamg2xwHZ5Yvpe0tYjlZEFkpAMWGVREJMJpKwYVEaWwx4A9hiqCnoikQgxMTGIiYkBIQQHDhyARCJBa2srysvLIZFILCr6+Uqgh9ON78k1O3L5NzQ0oKSkBFVVVTh//jyUSiXEYs+zWmh27tyJ9evXY9u2bZgzZw62bt2KpUuXory83GLCTnPs2DGsXr0aW7ZsweWXX47PPvsMK1aswNmzZzF58mSvr2e4YcV+lGA+0NCWr73CNbbgcrkepd5pNBoUFBRAr9cjNzcXJ06c8MlygLVY6/V6FBYWupS+56nY63Q65OfnMxW3PA1woSgKFLiQ8CIg4f0+CCiVSpw9exZisRi5ubk2YxKGUuwpisKs0E34vuVyGIkGFf0fIdH/coQJLRvT8KXS3//wodiLBEGYN+Gv2F+8GZmxl4HHdR4Vb96nnh7Qu7u7UVtbi7NFR3C67xHwOHzMS1+HvIm3g8u1Hedh/nzYappD8s+AHDkAUnAWnMXLQIXbr8Ngi+EqlwsACQkJEIlE0Ov1TL36srIy6PV6i+I13tSDH043vi/OY8vlr9fr8fPPP+P48eM4cOAAfvzxRyxZsgRLly7FpEm2y0c74tVXX8Wdd97JNL3Ztm0b9uzZg+3bt+Oxxx4btP1rr72GZcuW4ZFHBnpTPPvss/jxxx/xxhtvYNu2bV582pGBFftRhMlkQlVVFerr611q+GKOJ258mUyG/Px8hIWFIScnBzweb0hS+OgOfBKJBLm5uU4jcj0R+97eXpw7dw5BQUHIyMhAVVWVR9du7/ydnZ0oKChAfHw8JkyY4LBhi7ti39TUhNraWgQFBTktYxvAT0C29H7ky/8BgOBk1xNYGvMluNTv95QXGPT79ajVbl2LM+ak/hkpEQsQEzxQA4AQ5x0OiU4LaLXg6HQIDv59QP/61HoYe9UwGtX4uWwTTlbuQE7M/ciIv4hx47pyL4lWA3LiyMAfne0wff4RqBmzQc3JA8VzrbDMcIg9/VloceTz+QO1JCIiQAj5zQsy4PKvqamxiGR3t0XtaLfsnSEQCLB06VIsXboUCxcuZCrM/fDDDzh69Ch27drl1vF0Oh3OnDmDxx9/nHmNw+Fg8eLFOH78uM19jh8/jvXr11u8tnTpUnz99dduf57RACv2owSNRoMzZ85Aq9Vi7ty5bldSckekzZuzTJw4EfHx8cxA56tAP1os6dz2pKQkpKWluTSguiv29DnoFEGZTOZV5z3zAEPze5WVlYWYGMfrxO6IPd1MqKWlBSkpKVCr1airq0NJSQkCAwOZtV/ruuATA29FvfJbyHUl6NVXoKz3fWRJ72He5/B4mPDERnSrNGjv6XH/BjiAz5MwQu8qpr3/B9TVDFzbnfcBv7lkL5r8CAj0KGzcDQBQGBvwS+PDKOvKRQLvOkQEp7rUfZASisBZsWogTU82UGaXnDkBUlU+UHM/LsHpMYZT7G2dh6Io+Pn5wc/Pj2loRLu16+rqUFxcPKiin7N69WPJsneEUqlERkYGLr/8cqxbt84jz1lXVxeMRqNFujIAREZGoqyszOY+bW1tNre3TpMbK7BiP0owGo2QSCSYMWOGRzW5Xc2z1+v1KCoqQl9fH2bPno2goCCL971ZLzc/Bl3K17ornqv7u3IN5mI5bdo0xm3vaT97GlqwjUYjzp8/zzSysb5X9vZ15dx6vR75+fnM5I7L5YKiKKSlpTFBXebNa2jhp1O5Zoc+jx9arwWBEZX9n2Ji4G3gcX4P9hJFx4Lb1gbiY7H3BIpvXh9fy4h9oDgaV816HTNTbsH3BU+htacQANCuPo5uzllMCbwZPOUVAIATJ05YrPVbV7CjomPAWb1mQORPHgdMRqC3B6YvPweVNQXUBYtACe0Hww2H2JunqTnD3K2dlpZmUdq4ubkZhBAmmI1uemR9rrFs2dPQgXzmxs94bogzlLBiP0rw9/f3KujDFYu8r68P+fn5kEgkyMvLs+lO94VlDwCVlZXgcDg2a887wxWxp9fndTodcnNzLeoOeBoRb76/TqfDiRMnmHLErpZHdcWyVyqVOHPmDPz8/Bih15kVnDEP6jJvXkOnctFWf7LoRhg5MswIfcJC6IcLEzGiVX0Ijed34Pq8d+0Pwua/M/3gwjrxobNw54XfIb9+J/YXb4FS2wWDSYuzze+hVXoKAk0aFk39C4jOD83NzSgrK4Ofnx8jdHS+NsXlgpqdB5I2ccDKb20GAJDiQpDaanAWXQIqbcLAa4QAsm6Q2ipQ6RnDkv/uyLJ3hnVpY7qiX1tbGyoqKiAWiwfVqx8uy36oo/59EY0fFhYGLpeL9vZ2i9fb29sHtZqliYqKcmv70Q4r9uMEZyJN9/NOTk5Gamqq3QHHW7GXy+Xo7+9HQEAAZs2a5ZGXwpnY0+vzUqnUpifEW++ETqdDR0cHoqOjMWnSJLcGTWdi39XVhfz8fIu1f0fbmzevoa3+7u5udHd3Q10/DzwuH7WhHQgNNSIkJGRIOrXZ48uTf0VJ//8B/UB56z5kxCyzvaErzXAoDqYnrUZm7HIcKvsnTlS9DxMxQKvvR6tmNz488SVSIxZgWuIqZE2+GH29KnR3dzNd2czr1otDQsG59oaBintHfxmYYKiUMDXVgyMQgNRWg9RWAX29AyfncECI7VxxX0L/Jr09D0VRCAwMRGBgIJKTk2EwGJhAv4qKCmi1WhBC0NraisjISK8C/ZwxHJMKOuDWGwQCAXJycrB//36sWLECwMC179+/325v+9zcXOzfvx/r1q1jXvvxxx+Rm5vr1bWMFKzYjxPsibR5Z7zp06czKVHuHscZhBA0NDSgoqICEokEUVFRHguPI7Fubm5GSUmJwxK+3rjxGxsH+s+HhoYiKyvL7UHS3rUTQlBfX4/KykqX1v7tIRJZtqy1LuASFBSEkJAQBOi0UBYXgtPaAnVEOMTxztet3SU7/moU/1Ya9+eSFzEh+hJwKBtWno2e9vYQ8QOxJPtpzEi6EUWNX+FQ2dbf3iGo7vgF1R2/QMQPwuT4FZieuBoZGXlMq9r29nbGyg0NDUVIbAKkq9cA3/0P6JEBpedhKjw36JykpgokwbV4Em+gq/T5+jw8Hg/h4eEIDw9n3N4nT55EX18fmpqaLJYEzPPXfcFQW/Y6nQ46nc4n3eDWr1+PNWvWYObMmZg9eza2bt0KpVLJROffcsstiI2NxZYtWwAADzzwABYuXIhXXnkFy5cvx+eff47Tp0/jnXfe8fpaRgJW7EcJ3g4AtkSaLrFLURTy8vJcylV1t0UtMPDAFxcXo7u7GzNnzkRDQ4PXbnRrwTRfn3c2afHEsqf7DrS2tiIsLGxQUJyr2LLUTSYTSkpK0NnZiVmzZkFqnhrnBRwOx2Jdt0fZjIruXejruRCtp0/A7+wJcAG0p6YjLjrG51b/hOglCOSlo89Qic6+chQ1foWpCdcO3tBMXIhOB1fualhAGi6c9AiyY1fi26OvopdzEj2qBgCARt+L0zUf4nTNh4gIzMT0pOsxPfF6JCUlMVZud3c3k842Q6eDn3VaKocDxMaDSk4FlZwGUlY+LAF6Q20FUxTFrN9nZ2eDw+Ewy0B0/jpdsjY0NBSBgYFeXdNw9LIH4JNyuatWrUJnZyc2bNiAtrY2TJs2DXv37mWC8BoaGiw+S15eHj777DM8+eST+Pvf/4709HR8/fXXYzLHHmDFflThTY42LfZ0oFFHRweKiop+q1Jnu8SuveO4I5QqlQrnzp0Dj8dDbm4uRCIRmpqavFoKsBZrrVaL/Px8phaAdV8AW/sTQlwOuqLX/+nj19fXe/w9WH+HOp0O586dg9FoZO7PUNCg3ItT3RugM/XggtQMJJAcNJw9AQDoaqhH7eHDTGpfaGioT1y7FEUh1X81zvVsAgAcLHkZk+P+BC7HynJ0wY1vj0BxDBJEK7BgwStokp9Cfv1OFDf/H9Nhr6OvFPsLN2MqZy5MTZ2gOtoQds1qxspVqVTQGrVAcQ8IBlokGIRC9F+xEtKICHB/mwANV4DecJXKBQaeA/NlIABMoJ9MJkNRURFMJpPlEoibxWuGOkCPFntfVdBbu3atXbf9wYMHB722cuVKrFy50ifnHmlYsR8n0A+cwWBAbW0t6uvrPXIXu+PGp3PPY2NjMXHiRGZC4e6EwRparOnWovT6PF0LwJX9AdcG8L6+Ppw9exZBQUHM+r83ky7zffv7+3HmzBlIpVJkZ2cPcdSyATpTDwDgjOxZXBj4b+a96MAAZM2di+7ubsblTzdroSP8PbX6g/lZSAjJQ4PsGHpUDThb+xlmpd5quZEHPe2t4XC4SArPQ1J4Hi6d+hxKa76GrOQAwroopOvSIGj6/veI/852lBsKEBqQirCANEjm5MHk5wfq5ECXRUVUHCrr66EpL2eK2PgiKNUZw9UEh/4stn771oF+CoXCYglEJBIxwi+VSp3+Lpw1vPIWpVIJiUQyLPdtvMOK/TiBfijPnj3LRKh74vricrnQ6/UOtyGEoLq6GrW1tTYnFN4GyNEPdlNTE8rLy5GWloakpCSXrSJ6O2fBQ21tbSgqKhrU356iKI8Hf1rs29vbUVhYOOjYQ0WC33LUKb9Bi/og1MYOlJNPQfsQ9D09EIvFiIuLQ1xcHLPWT9ckV6vVXln989IeRMNvQnqobCumJl4HAe937wslME+9c8+yN49gN8llQG01eLVVyG5pA0jG4B0oCsb2Znxd9yA0+h7Eh87CtMRVyO71A/1LCJmeg9yEJKaITXd3N7RaLYqLixEWFmaR4ggAZ2o+QUhAMpLD57l17dYMdy97Z+eiKAoBAQEICAiwWAKRyWSorKyERqOxKPRka2lrqC17hUIxpAGGfyRYsR9FeGNR9vyWT83j8Vy2gG3B5XIH9ZI3hy57S9eGtxU4Q6eueQr9YFdUVLgUVGjr/ADs3ktCCFOp0FYNAG9T9xQKBQoLC5GdnT1saToURWFm6DP4rnk5DESJauxCFrUQIAT63h6Lbc3X+tPT06FWq5kIf0+s/qjAbGTGLEdpyx4otB04Wf0+Lph43+8bWAToeSb2xGQC+WwHYLRREpovAJJSQKWkgUpMQUnXD9BUDnzmxu5TaOw6hdTWu+APCUxcDqiYWFCwLOV7+PBhJCUlQavVMsGOcuo4SuTvwki0EPIC8NdLDiJQbL8ZlTNGey9780A/ABYV/erq6mwG+g3Hmr2vXPh/dFixH+OYR3lzOBykp6d7FYjlyCqnXep+fn52a8MD3rnx6fV5AMjJyXGpgpo19OBj6xqcNbIBPI/mNxqNaGlpgUajwdy5cx3W/x8K/HgxmBr8IM7IngM4gEGiB0/JGyT21phb/eYtWmmrXyqVMuJvrw3phZP+hrKW70FgwtGKt5CTfDPEAunAm+ER4Ky+dUD0RZ41NOFwuTCKxYCif+CFIOlAYJ3JCBSeA6orQLo6QCrKkBYgxo3Sx1HUfxA1ugL4G/zgbxrwNFTxK/HT/kWYmngdpiWsRKDkd69UUFAQAgMDmRTHo6XFMMoGlh20hn58eOAmXD3tA4SHRXkU0T7WetmbT4boeg90976SkhL4+/vDYDBAJBIN2USGduOzlr33sGI/hjEYDDh//jzkcjlmzpyJ/Px8r6vf2Vuzp0vSOsvTBzyL6Acs8+cBuFzIxhpzN745dCMbkUjkcLLiiWWv0Whw9uxZGAwGRjRGgrSAG1Gn/Bbd2nzo/dXgKQNg6OsFMZlc6gZnXq0vPT3dwtVN12sPCwtjircAA/c7PCAdUxOuRUHDLkyMXgqT6XcLnOILgHDXKyiaYxF3ERoGauoMUMlpQHDIwKTswI8DSwQmEyCXAXIZeACSASRjDoA5MFG/f5dVonrIlLU4UPIiztZ+ggeWnWQ8aua/aZFIhNjIVKD292uRaUrxQ9EzSOTfZNGj3tWI9uF24/sS80C/1NRUpjd9ZWUlWlpa0NLSMqg3vS9QKpU+icRnYcV+VOHOQNDf34/8/HyIRCKmwpuv6tqbH8NeSVpnx3B30kEX/aHX5zs7Oz2euNC5zOb708GEcXFxmDBhgsPB0N3llN7eXpw9exZhYWGQSqVoaWnx6Lp9AYfiYnboc9jXchX0/jqI2wEQAkN/n2Wfexex7lpHr/VXVVUxyz1tbW3gcDhYNOlvyJvwV4QHTvDZ5zH/HrhX2oiKjogEUicM5NH3yAEbv38OoUACg6A3KKGLCQP6Bl7Pjr+aeeZosZcp6hDinwQAFm13KYoLQoxoUO7F5CkXIc7vYiainRDCiFxoaKjdSepwWvZDXdWO7k3f2NiIhIQESCQSyGQydHZ2orKyEkKhkJkMeRMASq/Zs3gPK/ZjENrKTkxMRHp6us+b2NDH0Gg0yM/PZ9LGXJ2tuxOgZ57fbr4+74sgPzr9zp1GNoB7bnz6u6AnKa2trR6t9/uyNa5UMAGZQXdB5r+Pea3x1BeIX3AD+ALPB05zqx8YWNOli7c0NzdDIBAgNDQUlK4LwcHBPhMch16krClAFt2BjwD9fUCPHKRHDvTIQOQD/+VMnATRnHm4hqJwsbIR+Q3/xZT4q5njEELQr2nFO4cWISpoEqYlXY+ooN/zqeNDctDQfRIAsO/8U/jzwmxkZU21KF3b0tLC9Kin7xNdyhcY25a9o3PxeDwm0C8xMRFGo5EJ9DMPAKUnRAEBAS7fB19Uz2MZgBX7MYS5MNoKLPO0p705tMjK5XLk5+czleTcGbhddePT6/MGg8FmfXtvxZ5u+tPd3e1yIxt6X2fCSwhBZWUlGhoaLDwe3gb3+Yos6T04HHAI2hA1BDIRFF+fQPGeYxAuz0Lm4od9cg6JRAIul4sJEyZAIpEwVj8dyW2+1i9uqgc0GoDLBWfyVJfP4c69pCgKCAwCAoNAJSTZ3U7qF49FmQ8NOk9J69cACNp6i7G34ClwqN+XecSCYMxMWYPTNR/CaNJi56+3466L9sFPGGpRulav1zNBbealfOn0vrG0Zu8Ktj4Tl8tFWFgYM3FXq9XMPamvr7cIELXV1MgcNkDPd7BiP0ZQq9XIz88HIcSule2rXvQajQanT5/GhAkTkJCQ4LY14oobv6enB+fOnUNISAgmT548aDLhrdhTFIXz58+Dz+e71ciG3tfRuQ0GAwoLC6FQKAYF+XlqodMFkehCKN7CpQQI878AJlkx8xpHz4U4xNKzoeprgazxFKInLgWX53nBH2urv1/Rg+PlO1BSWY3Ymmswt+Qc+AY9jH7+4GYO/r4dMRzWMCEEIX4piA2egWb5WQCAifyegqrW9WDlnH+jrec8mmRn0Kduwe6T9+CmeZ+Bw/l9GOXz+YiMjERkZCRTura7uxsdHR3o6ekBh8NBRUUFQkNDIZVKh8TdPtyWvbPPIBaLLUo89/X1QSaTMUt3/v7+jPBLpVKLa2fX7H0HK/ajCHuDWldXFwoKChAZGYnMzEy7D5erbW7tQRfk0ev1mDNnjkeR8IBzy956fd7W5/ZG7OVyOXQ6HYKCgjB9+nS3Bz5H1rlKpcLZs2chFAoxd+7cQVHZ7oo9XTyI/q919TP6/z0hyG8K5BgQe3VkP3hqIWImXW6xTePZXdDuKkSn8CuYUoTwnzQJMVOWIyA0zeXrt/Xa56duQIs8HwCFiy+8B5waEaDQw6TR4Njhw5ZWv1hs97c/HF4S+hyTYi/H9JRr0NFXjvz6z1HYsBtKbReWT3sRmbGXgcsR4Lo57+LfPy+FUvv/7J13eFvl+f5vSZa8bXnvlcTxihNvZzGTQiZOgBaSFMIoUGjCKKUEaIHCr8y0jEAboFD2N0AWsw7ZkBAM8d6O4700LA/JsrXO+f1h3hNJlqwtOcn5XBfXFTTfI8nnPu8z7keCQcVZjI73Q+ifYPJ1ORwOAgICEBAQgKSkJHR1dUEkEoGmaTQ3N0OtVjOfAylqc8aFjad39tPB5XIhFAohFAoxa9YsqNVqJuTf0NAArVaLkJAQCAQCqNVqyOVyl4i9TCbD1q1b8eWXX4LL5eK6667DK6+8Yva9ZDIZnnjiCXz77bfo6upCREQE1q1bh6efftrqiKGnYcV+BqNvXpOZmYm4uLhpH+/Izn5sbAyVlZXgcrng8Xh2Cz1Zhymh1k9D5OXlMbtAU9gr9t3d3WhqagKfz0dSUpJdJz1zgi2TyVBZWTmtBbEtYk/TNHQ6HSiKgkAgMPh/mqaZlAyHw2FMUmw6sepFfxQpMvj+KhsCH8MuAUVDPfgAeCov8Bp1UDXWon1PLdTRWgjSYhCefSmiUpeDx7PeJY3D4SAzbvUvYk/jePM/cL3vJYBCDj5NoaiwEIO/VPifPXt2SjGX8cWsOzzr9d8nMigNV2U/gWVZj6JVdBSp0cuYAT+BvtH4dfGb+L7pZawv2AF/H9s8IHx9fZGWlsZY+cr0PgdS8+BoUdtM29lPh0AgmBIJkclkKC0txSOPPILg4GDEx8dj7969WLZsmdOEddOmTejv78fBgweh0Whw66234s4778THH39s8vGk42D79u3IzMxEZ2cnfv/736Ovrw+7d+92yppcDSv2MxS1Wo2amhoolUqz5jXG2Cv2YrEYNTU1iIuLQ3x8PH744Qd7lsxgSqiny89b+xrTYXwh0djYaPeu0NR7k4uItLQ0JCaanyBnrdiTXby+25m+mOvfT1GUwfdKdv2WTug8vc+YN8FH9/gBjGvF8PU6V+shzCvCMPdncFsnwJs4dzoQDHgBAxJIj++ByOcTeOVFISgpExFZy+EnnP6iEwCKZt2KH1v/A8WECE19/4OasxCCyQODr7c3EhISkJCQwBRzDQ4OoqWlxWC3GxYW5hbPenNz5nlcPtJirpry+KTwYiQu+djmdekX6HE4HPj7+8Pf35/5HMy5Gppzr5vufdxVG+DMDgP9SMidd96JDRs24LbbboNcLsdjjz2GG264AWvXrsXevXsdep/GxkaUlpbi559/RkFBAQBgx44dWLVqFbZv326yiHfevHnYs2cP8/+zZ8/G3//+d/z2t7+FVqt162hpe5n5K7yIIH/MpN88KCho2n5wY2wVe+Ik19HRwVSqT0xM2DRExpp1WMrPm8IWsTceZEO8tB1p3SMCoN96aCkaYfxcU5DPlnw+5mxN9cWcHIetu36ur17B44QXKGjQKv8/ZIfcx9w+e+HtwMLbodNpMHDmWwzWfg910wAEonOnBt6EF/xHdYgvF4Eu/xD9fnKMxwgRkFYMmtKZXD/fyw+XpT+Ar6u2AQDEE+2Ih3DyTrUK+OXkqF/MRXa7g4ODkEqlaG1tZVzaBgcHXZbjNif20zHVNlYLLaU2sAk29T7mhNG45oG4Guq71xHhDw0Nnfac4E6xJ2t3BYGBgaAoChs2bMCWLVvQ1dWF1tZWh1/31KlTEAqFjNADwPLly8HlclFWVob169db9TojIyMICgo6L4QeYMV+RkFmwtvjBw9M/tGpVNYNGjEXOSB/uDqdzinz6El+PjU1FUlJSVYfj7VibWqQDeBYKxsp0NNoNKiqqoJKpbK69XC69yUiT+639oRsnLu3dtfP1Ztg5jUxKQ5n5LuQKbwbPI5hrQGPx0dc+mrEpa8GAMgHW9FX8zUUDQ3gnlUjmJp8LQ44iFQGAWcp4Owp5HCVEPcdhWzWXERmXQWfwHNRg9zkDfjhzL8xNNaJYc2AntirAb+pFdb6u93ExERotVr09fWhra2NyXGTynbi5ucM7BF7fZSqQez5+R7weX64YeHb4HBMf6+2tN4ZzzIgY2o7OjqYMbXk4sC4lc1dYq9/weoqlEolU42fmJg4bVTNWgYGBqZ0Mnl5eSE0NBQDAwNWvYZUKsXTTz+NO++80+H1uAtW7GcQUqkUZ8+eRX5+PkJDQ21+vrWtd6Ojo6isrERAQMCUyIEzxb6+vh4DAwNW7YhNvYalKIW5QTb6a7B3/TqdDqdOnYK/vz8WLlxo9WdhTuz1C/CsGVJiaX36wq9/EaG/66f4fGasq6968vNXUYPoGvsaKQHT714Cw+Yg7Yr7gCsArVoJUcsxdLZWI1CkRKjqXEopgPJDgBSAtA/UT++gPd0PKVfdC2AyDH55xkPYd3oLVFw9T3wr/fG9vLwQHBzMjE823vWTCW2OVrY7IvY0TeGDExswMFIHADjR/BouSb/X7PvYI4z67nVz5syBSqVidv3d3d3gcDgGpj7uFHtb60hsRaFQWF2gt23bNjz//PPTPqaxsdHhNY2OjmL16tXIzMzEk08+6fDruQtW7GcQERERWLp0qd0jI60J4/f29qKhocHsNDby/45W9QOT4fvFixfbPCMbmF6sLQ2ysfR8S4yOjmJ8fBwpKSmYO3euzeFdY7HXL7xzVOiN0R8rDIDZ6VMUBYlEOjlLXq0CX3XuhNk8+j6S/ddZvQ4vgR/i5q0C5q0CAIyKmzFYfxS87l5EjPhAQE/+Xrnggh9hWJk+O6gQuboiaKF3EWrjmFtSz2C86ye5/qamJmg0GmYuO6nwtxZHxJ7D4eLKrG34+IebANA40vA8YoTZmBN9xZTHOstUx9vbG7GxsYiNjWXGQA8ODjJRND6fD19fXwwPD1tt5WsPrnbqI2kda/vsH3zwQdxyyy3TPmbWrFmIjo6GWCw2uF2r1UImk1kcXCWXy7FixQoEBgZi3759Lh3v62xYsZ9BcDgch34804m9fgHbdLa3HA7HoUE2JD8PAHl5eXYJPWC+ot+aQTaAfWJPhgq1traCz+cjLS3N5nUb9+ibKsRzJfpRFZVKhcDAQGgGVeBM6CDkZ2JY04AxbR/kql7482Ps2pkFRaYhKHLyszl+9CASA0ZAdzcjQDqOqMzlBo+V1BzA6v7FoKD3majGYa1EmEuJ6E9o06/iJnatvr6+BnPZpxMl8n3Z+92kRl+JKzIfwtGGFxAeOMdsKx5N004XRy6Xi+DgYAQHBzOtbLW1tdBqtYyVL7kICg0NhY+P/V4KxrjDJEihUFhVnAzAYGLfdCxatAjDw8MoLy9Hfn4+AODIkSOgKArFxcVmnzc6Ooqrr74a3t7e+OKLL5z6WboDVuwvIMz12dtqe2tvVT+pWE9NTUVTU5PDoWp7B9kAtk+uoygKDQ0NkEgkyMjIsLsQSN+m15pCPGdDzJe8vb1RWFiIs8e/hUY2CA6Xh/kh92NcK0GC70pw4c2szd7WPgAAV4CIjBUIKLze5N2cri4AAeD+Mk1e7jWG1oa3kZvyd/C4li9srSkU1a/itmfX74yK/0vS7oUX1xv5KTfBm2/6AtQddrkCgQDe3t4IDw9HYmIis+vv7+9nrHxJuN/YwMZW3OHBb8vO3loyMjKwYsUK3HHHHdi5cyc0Gg22bNmCG2+8kanE7+3txbJly/D++++jqKgIo6OjuOqqq6BUKvHhhx9idHQUo6OTQxYiIiJc/jk4A1bsZxCOnghMibRMJkNVVRXCw8Ottr21VewpikJjY6NBfr65udlhu1t7B9mQ51tboKdWq1FZWclcDKlUKocr+fUL8UgY2tWMjIygqqoKkZGRSEtLmxx5/Mdt4Hjxp0y808/1myvyI/92BP78InS2VCJMRMFf54NArT+04jP49Mff4frineDzLEd+bP3sTO36iYud/q6fCJ4zxJ7D4WLx3LunfYy7R9xyOJwpVr7kIqixsdHgIsieSXWu3tmT784VpjofffQRtmzZgmXLljGmOq+++ipzv0ajQXNzM5RKJQCgoqICZWVlAIA5cwwNp9rb25GcnOz0NTobVuwvIPRFWn/OfVpaGhISEqw+odki9iRqQFGUQX7e3jG3BCL29gyy0X++JeRyOcrLyyEUCpGdnQ0ejweNRuOQcxtFUUxhkbvmcItEItTX12P27NkGFsdcgWmb4Oly/c4w9CHEzl8DzF8D3fg46Ld2AAAS1XE4MPARPjr5W2xY9C68+ebDtI466Bm72JFdv1QqRWNjI7RaLQIDA0HTNMbHx+1OO1mDO1viTL0Pn89HZGQkIiMjDS6CSOqDFDyaMzcy9T6u3NGqVCrm+3E2oaGhZg10ACA5Odngt3f55ZfPiJkXjsCK/QzDkZYxItLGc+5tdcOzViinG5bjSN6frEGlUtk1yIY839L7i0Qi1NTUTClWtDUFQKBpGl5eXggJCUFZWRl8fX0RHh6OiIgIh0Om071nZ2cn2traMG/ePJPFiuZQasUQcIPgxfWZUuHvqKGPMTxfX+giogCJCJGacPhQ3uiUnsJ731+PTUs+hr+3+W4NZ14wmdr19/X1YXh4GD/++OOUXb8zv7OZNPXO1EUQMfUh5kbE1Ie0ORqv3dU7+7GxMQBgvfGdBCv2FxCk9e7HH3+0awCM/utY2pXr5+dN9c87urOnKApisRj+/v52Hcd0gk3TNNra2tDW1obs7OwpFbj2TK7TL8LLy8uDTqdjCsZqa2tBURRCQ0MRERGB8PDwKZ769kCKLiUSCQoKChAUFGT5SQBG1G2oHXoNXYpvUBjxN6QG3WBwv6nWPnJ8xrt+wPrdNycuAbREBA44mKNLQx23Bv3Dtfjv8XW4aen/IdgvfspzXOmgRwQvOjoaIpEIixYtYuxrGxoamIl1RPAcLchydxjfFry8vAzMjfRNfdra2sDn85nPgVj5unpnPzY2Bg6H4zQ/hYsdVuwvIIaGhkBRFMLCwpicrT1YqupvaGiAWCye1g/AkZ390NAQuru7IRAIUFRUZHdvsikR0ul0TNSjuLjYpECS6Io1QmOuEM/Ly8sgZCqXyyGRSNDd3c2YohDht2W+N0Gj0aCmpgZqtRrFxcVmhWis7SyGKn6CbmwMYYsvRUDqXGgpBToUnwMAmkfexZzA35h9f3PhfpqmMTg4yFwAqNVqi7t+TlwC6KrTAIAVYXegU/0M5BP9GFScxTvHS3DT0l0ID0yd8vm6GvI9G39nCoUCg4ODEIlEaGlpMTun3lpm0s5+OojA+vn5GVj5Gs+n1y9GdcVxkfG27kqFXeiwYj/DsCeMr297CwCpqakO/bGbE3v9/PyiRYumzW/a2+dOeoXJDsPe4zAVWZiYmEBFRQW4XC4WLVpkNlpA3tPSScx4Up25Qjz9QqnZs2czpigSiYSxQiXCHxoaatHAZ3x8HJWVlfDx8UFhYeG0j58Y6IPk8LcAAP+U2QhInYswn/mI8MmDZKICw+oWiCZ+RLTvomnfk0DEvLe3F01NTcjIyIC/v/8UQx+Tuf7Yczt3H4kCt5V8jg9O3AiZog2j4/347/H12HzpHkQGGbY8usMb35TfRGBgIAIDA5GcnGxQ3KY/p96WXf9M3tlPh76Vb2pqKjOfvru7G+Pj4zh58iRT4W/JytcWFAoFK/ZOhBX78xx929vi4mL88MMPDrnfAaaFerr8vLnXsLWiX3+QzdjYGCQSiV3rB6aG8Un/P+lKmO5kaE14Wr+S3dbiNWNTlOHhYaZIanx8HKGhoUxI1TiEaarifjp4era02l9yoACQFrwZkonJue1Nw+9aLfZkEmN3dzdyc3MNIjv6u36TuX5vbyAsAhiUAFIxgnkRuO3S/fjw5AYMjNQjxD8JQqNQvjt39tNhXNxGdv0DAwNW7/rPl529Jch8+omJCWg0GkRFRWFwcBCdnZ2or69HUFAQI/xBQUH22xC7oO3uYoYV+/MYYnsbGBiIRYsWwcvLCxwOx6FcOTB1Z0/8+ufOnWtQ6W3pNRwZZDM+Pu601r2+vj7U19dbPW9AP19t6qLGmY54XC6XsTpNS0vD2NgYpFIpJBIJIyJE+NVqNRoaGqZU3E+Hl97JUqdUMP9O9L8afrxoKHUD6FEehlzThUD+9L7jJIUzNDSEwsLCKYVT5mx89Yv9ODGx4A5KAJoG1dsN/1lzsPnSPfi29iksz3oUAi/TnvmuxNYdt7ldv1QqZXb9ZKcbFhbGRJDcubN3R9+3TqdjxmGTImCVSsXUPXR3dwOAwa7fltobhUJhsjCQxT5YsZ9hWPvDNmd768hMewJ5DWvz86awdmdvbpCNI3a3+s9vaWlBV1fXtK6Bxky3s3el9S0AxhKWVEgTL3hiihQcHAw+nw+NRmNVkZ/Bzv6XnmEA4HL4mBu8CVWyfwCg0TLyIfLDHzX7OsS5UKPRoLCw0GLY2mxrX1wCUFc9eVtPJ6iEJPC5/liT88IUIdTqVDNmZz8d5nb9xMjG398foaGh0Gg0Tly1edzZ4mf8G/T29kZMTAxiYmJA0zRGR0cxODiI3t5eNDY2IiAggBF+S3UPruqxv1hhxf48Q9/AJjc3F+Hh4Qb3O0PsSdsbMZGwlJ83hTU7e0uDbBw5DpqmMTQ0hNHR0WltdU1B1qG/fpKT1p/h7eodB2kTGxwcBJfLRXp6OsbHx5kiv6CgIGbXb67Ij6e/s9cL4wPAnKAbUTO0AxStRqv8U8wPvQ987tSd9cTEBCorK+Ht7Y2CggK7UkRk108nz4KGwwHCIsANCAIFTA33c7lQaUfw7nfXIzVsDYScS2x+P1twZoGZqV0/2elOTEygvr6e2fHr7/qdiTsH4VhKhxlb+cpkMshkMtTV1TEdKmTnb3wBSXL2LM6BFfvzCHLSpWnarO2tM8RerVZjYGAAMTExyMzMtCskOJ1Y6xcUzp8/H1FRUSafb+/OXqlUoqurCxRFYcmSJTa3uRnv7K0txHM2+hX3CxcuZE6GpMhPKpVCKpWio6PDoHUqLCyM+c68/PTD+IZi78MLRUpACc7KP4OGkqNNvhdpwTcZPEYul6OyshJhYWHIyMhwWEQ4fv7g330/ON7nTuzGhj4TKgU+OvVbiEcbIR5txJygLuTT+S77zF3Z3sfn8xEVFYWoqCgMDQ0hOTkZarUafX19zK6fCL8zhtaQ3+pMTBcIBAJER0cjOjrabN0DEX8fHx+X5exlMhm2bt2KL7/8knHPe+WVV6zaENA0jVWrVqG0tBT79u3DunXrnL4+V8GK/XkCsb2NiIiYVoAdEXuaptHd3Y2+vj4EBgZi3rx5dp8ErR1kY84dy16xl8lkTB0Dh8Oxq5+diLl+W52tM+gdhVTc+/r6mqy49/b2RlxcHOLi4kBRFJMzbmlpgUqlQkhICGPow+HzQWs00BqJPQCkB2/GWflnAIDmkfcxN2gTM499cHAQNTU1SEpKQkpKivN2v96GOzjjXD+Px8PsqMvRNzw5UKl19BN8VeGNFfOfAo/n5fTvwJVib/w+AQEBCA4OZuxrya7feGiNvbt+d/5OHTHVMY6AkKlzMpkMBw4cwL333ov09HT4+vqitbV1ikWtI2zatAn9/f04ePAgNBoNbr31Vtx5553TOuoRXn755fO2hoAV+xmG8Q9J3y7WGttba2faG6Ofn09MTIRSqXTpIJuFCxdOK8T29OkTo5+0tDTweDz09vbatXbgXGSCCL27dvPAuYr7qKgoq+cAEIEwVeQX6sUHR6OBRiGfsusL8c5ApE8xVDoZ0oW3gAYFDrjo6+tDY2MjMjIyrLYodgZE+JdnPwzlqBbl/ZMWuxWd70OlHcHqBdvB4/IdtvHVx11V8sYFevq7fuLFMDg46NCun/zNuEvsnVUIqO9xMHfuXKSnp+PFF19EVVUVsrKykJCQgJUrV+KVV15x6NgaGxtRWlqKn3/+GQUFBQCAHTt2YNWqVdi+ffu0v/Wqqir84x//wOnTpxETE2P3GjwFK/YzGH3b28LCQgiFQovPsWdnT9IDALB48WIMDg5CLpfbs2QG4zC+PYNsrBV7iqLQ3NyMvr4+ZhBPf3+/QwV+pKvBXaNpCcTjfs6cOUhMnL463hzGRX6N3x2CdlwJrWIMx48fR1hYGBPyFwgEuCz6dQi4Qiaa0dbWhs7OTuTk5CAszLyNrTOgx5Xg+BqmoyiKQl1dHcJwOdYsSMY3NX8GRetQ3/s51FoFri34N3gcb5O5fnuEwF07++kuKoyH1pD8tv6u35qqdneKvauq/okLZUxMDNLS0vDUU0/h2LFjqKmpcfi4Tp06BaFQyAg9ACxfvhxcLhdlZWVYv369yecplUps3LgRr7/+usWZ9zMVVuxnKGNjY6isrIRAILDJLtbcmFtzDA0NobKy0iA94KyKfq1WaxCZyMzMRFxcnFXPt1bsNRoNqqqqoFKpDOoYHPG3p2kafD4ftbW1jI96cHCwSwWBfE7t7e3Izs62unPAEl5eXgiZlw31UBx4fv6YlZODQZkMXV1dBkV+ERFe8PPzQ3NzM6RSKQoKClwygISg/eE7UE31gEIO/j0PgOM1acSiX/VfVFQEgWApggIi8OmpO6ClVDgjOoz/K7sJGxa9Bx9BkEFfv77QkUiMNeLgzjC+tWJlnN8mu35S1R4YGMj4Mej3suvXlbgaV9cGjI2NISYmBv7+/li9ejVWr17t8GsODAxMmR/h5eWF0NBQDAwMmH3eAw88gMWLF6OkpMThNXgKVuxnGBwOByKRCLW1tVbvgvWxVqhJfr65uXlKesDRtjfyGlqt1qWDbBQKBSoqKuDv74+FCxca5LXt8bfXF43CwkLIZDJIpVJUVlaCy+UaFMA5YlpkDOmwGBwctMnj3lrif7PJ4P+FISEmi/yIGM2dO9f1fuQKOTAyDACg+/vASUiCSqViLnD1q/7TY6/GTZfuwscnboJKq0CXtAzvfXcdbr18H3wFk78pY0MffdGzFO6fCTv76Zhu119TU2Ow6/f19XVbJMqZYXxTELtca9i2bRuef/75aR/T2Nho1zq++OILHDlyhIl+nq+wYj/DIJPYTA1osQZrxF6n06GhoYEZoGI8Fc8ZO3uKoiCVShEQEGDXIBsi9uZOxKT3PCEhAXPnzjU5iMeWCxbjQjz9fmGKojAyMgKJRIKzZ8+itraW2VVFREQ4NBZVv+K+qKjI4WErtkCK/MLDw1FRUTHpDx8sxs+yv8C/+VqECeMYG19nj37lxCcC9TUAAKqnC+Oh4aisrIRQKERmZuYUYU6JWIxbL9+HD76/EWOqQUQLswxG405n6GMq3E/+DbhH7J1ZOGe86ye97D09PUz6ra2tjcn1u+rY3DH1ztqW2QcffBC33HLLtI+ZNWsWoqOjIRaLDW4nxYHmzrdHjhzB2bNnp6RRr7vuOlxyySU4duyYVWv0NKzYzzAiIiKwePFiu1tOLAm1cX7elLg4KvZDQ0Po6OgAn893aJANMPVETEa6njlzZtr59raIvSWjHC6Xy7iEzZ07F0qlEhKJxMDlzp5wv6WKe3egUChQWVmJkJAQcOJ+QKXseUAApMwrRrAyGyKRCM3NzcwxhoeH2zUExhhufCLIL0zT2Y6fVTrExsYiNTXV7OcXGzIft1/xBU61vIlVuc+AyzG9BrOGPiam9pHfiavF3lW5dONe9sHBQdTV1WF8fBzV1ZPmRSTPHxYW5pRpiwRXO/XZ0npH/v4ssWjRIgwPD6O8vBz5+fkAJsWcoigUFxebfM62bdvwu9/9zuC27OxsvPTSS1i7dq1V65sJsGI/w+DxeA71lvJ4PKhUKpP3kfa9yMhIk7sn/dewN4xPBtlERkZiYmLCoUE2gGFekHQMSCQSiwWL1ubs7XHE8/PzQ1JSEpKSkpj2KYlEgqqqKgAwCPebGwpia8W9K5DJZKiurkZiYiJmzZqFUY3PpNgDaB//BNck3WFgDEOKLGmaRlhYGCIiIuwWEE5QMBAUDIyOAAN9SClaiqRZsyw+LzxwDtbmvzDldi2lhhfX9Dos7fpVKhVzEWBvkZ8lyM7e1RcVXC4XfD4fWVlZU3b9TU1NjIOdo7t+8hnOlJ29tWRkZGDFihW44447sHPnTmg0GmzZsgU33ngjs3Ho7e3FsmXL8P7776OoqIiJohiTmJiIlJQUp67PlbBif4FhqvWOpml0dXWhpaXFqvY9e9zrjAfZqNVqdHZ22nUMZA3kdYFJo5/KykrodDosWrTIKrtWSzl7fc92e/Ocxu1TJNzf1taGuro6g353kgd3RsW9LQyV/4S+fbuhUyoQf8NvEVq8GP39/WhoaEB6ejpTNBksmIMY30vQP/49FNou9CqPIsF/+ZRjHB0dhUQiMRh8Qnb9AQEBVn+OE6Hh8BkdAY+mkeBt/6Q08UgTPjzxW6wrfAmzIqd329Pf9VMUhb6+PvT29iIzM9Py1D4HcFeVvP7FsSkHu8HBQUb8ORyOQYW/LRdt5G/LVTt7mqZdZpf70UcfYcuWLVi2bBljqvPqq68y92s0GjQ3N0OpZy99IcCK/QWGcQie5OdJhbVxft7ca0yXLzfG1CAbkUjkUCpAX+zlcjnKy8shFAqRnZ1t1QlmujC+ueptR+FwOBAKhRAKhcwoUIlEAqlUijNnzsDX1xcCgQCjo6PIzs6eUhXsKmiKgnpwcoKgRiFHe3s72tvbsWDBgil2y+nBm9E//j2AyVn3Cf7LpxwjEZA5c+ZgYmKCKfJrb28Hn89nIhuhoaFmBwl1dnZiTEeDTK+ne7qAuASbj21E2Yv3vrsB8okBfPD9Rvxm4RvIiFtl1XO7urrQ3t7OTO/Tv/gzl+u3V6zdtbOfrkJeIBAY1KGQCv/u7m6mwp/s+s3ZLxPIZ+PKixeFQuGSjpDQ0NBpDXSSk5MtbhTcMbPB2bBiP8Nw9GSgL/bj4+NMaNma3bD+awCwalQumbwXFBRkMMjGkVQAcM7FTiwWo7m52aR/vqXnm3p/dzri+fr6IjExEYmJicwo4pGREXC5XNTX10MkEjHC6KwZ4KbQn3wn6urEkJeP2ar/WL/LEMhPhlzTgYHxUxhWNUPonTblcQQfHx/Ex8cjPj6ecfKTSCRobm6GSqUyGNfr6+sLmqbR0tKCgYEB5C1cBHS3AZgs0uMVL7H52Py8wxAXugBNfQPQUWrs+uF2lBT8E3kpG8w+h9g19/b2Ij8/n/kczIX7STumI7t+UhfgSbHXh8vlGuz6jafV6e/6TaWjyN/WTMnZs1iGFfsLDNJnb21+3hTWir2rB9kAQHNzs12dCabC+Po7enca5Wg0GtTW1kKr1WLJkiXw9vZmQuEdHR2or6+HUCg0CPc7c236k+9UIyMoKioyW13P4XCRFnwzTkufAgA0jbyHhZHPWPU++k5+NE0zhYz6RX5ENAsKCuDn5weNfwAwpgDd3wtapwPHRvHg83xww6J38PnpB1DV+SloUNh/+n6Ma0awZO7vpzyetDnKZDIUFhaaFRNzRX7kN2Trrn+mz7I37j4huf6uri6Tu36Sr3flvAJ26p1zYcV+BkKczOyBy+VifHwc5eXlSE9PR0KC7aFR8gfsyCAbR3b2Op0OdXV1oGkaWVlZdrUgErEnqQhXj6Y1h37FvX7vuH4ofHx8nLG3PXv2LLy9vZnqYqFQ6LgdrNe5XVlYQIDFNrpZgdeievCf0NAKtCv2IzfsIXjzLKd/9OFwOIyTX3JyMvM5kDGvP/30E8LDw5EcFgHvMQVA0cDwEBAWbuGVp8LjemFd4SvwEQTjxzNvAQAOVD+BcZUMy+Y9YvB7rqurw9jYmFVjevWZrsjPGkOf82mWPZfLZdJRxI9hcHAQMpmM2fWTaIhGo3FJVGp8fBwURbnU2OligxX7CwidToeuri6o1WoUFxdblZ83BYfDmXaQTU1NDRQKhUsG2UxMTKCiogJcLhcCgcDu/m79EzMJ6btb6IeHh1FVVYXo6GikpaWZfV9fX18kJCQgISEBOp2OmWFfW1sLiqIcqnwfGxtDdXMLyP6VGh+3+BwBNxCzg65H08i70NEqtI5+iqyQu2x6X31UKhWqq6vh4+ODoqIi8Hg8jIyMQCqVoi04DKpZ3uBGxyJsVI5wgbdNRX4ELoeLlQuehp8gFEfqJzsKvmt6BUr1ENbkPQdKR6O6uho6nQ4FBQUOtaBZau0zZejjzp29s9/H29sbsbGxiI2NZXb9fX19oGkaJ06csCnXby2kOI7d2TsPVuwvEMjOiaIo8Pl8u4WeYKrX3pZBNvaE8YeHh1FZWYnw8HBkZWXhxIkTdkcHyAmZtFOR29wl9AMDA2hoaLC54p7H4zEDQUjlu1QqZSrfg4ODmXC/v7//tMczNDSE6upqxMbHY4zDAWh6yphbc6QF34SmkfcA0BgY/8FusSe/mZCQEIN0Etk5wqjIr62tDQKBwGKRnyk4HA4uz/wjfAVCfF35CADgdNv7UKqGkcy9HXw+36CuxFlYY+ijVqsN6khctct3tYUt2fUTo6m8vDymwr+rq8sglRMaGmr3rl+hUIDL5brVZOpChxX7GYitYXz9/HxiYiLKysocXoOx2Ns6yIbH4xmE0S3R19eH+vp6pKamIikpycDwxBHGxsaY3Ya7/M+d5XGvX/k+e/ZsRhRJa5+3tzcj/CEhIQbfCWnvS01NRUJCAmp8fKEbV1ot9oH8ZMwPuQ/hPjmI8bW9cA6Y9BKorKxEXFwc5syZY/bz1y/y0+l0zLjepqYmqNVqA7dCa07+xXNug68gGHt/uhcUrYVOHga/GD/MmzfP5aF0U7t+lUqFzs5OBAQEuKy1j+DuWfbGu/6RkRHIZDJ0dnYysxeI+NsSsSFWuefrONmZCCv25zH6bnIkPz8+Pm4wltVeyM7ckUE2gOUiP5qmcebMGXR1dSEnJ8dAHO0Ve3KhFB4ejp9//hn+/v6MWLhyoI2+x31hYaHT843GokiMburr66HVaplpdhMTE+js7DS42OD5+0M3roR2zDqxB4D5oVvtXqtUKkVNTQ1mz56NpKQkq5/H4/GYXb3+uN6BgQFm7Ks13+X8xOsAnQAVTQeRm3AzMjIyPCIcOp0OtbW14PF4yM7OZn7Tzm7tI7ja1Y5gylBH32lSP9c/ODiIzs5O8Hg8g77+6Xb9CoXCrnQOi3lYsT9P0el0qK+vZ4ankLC9LW1z00HMeewdZKO/szGHcf7fOD9nj9jrh1BzcnKg1WoxODgIiURiMNCG5MCddWIkHvdkWpurw488Ho8p4qNpGgqFAmKxGK2trVCr1fD394dcLoePjw8CAgLg5e8PtVQCnXIMNEWB48LdX19fHxobG60urqTHxkA1N4Dq7QI3eTZ42TkAJne/AQEBCAgIYJz8SD0DaSnVH9erLx4jIyOQdQZiaeq9mD17toFo6CgNeFzXtToS1Go1ysvL4ePjg/nz5xv81vTz++ZsfO3Z9bt7Zz8dpnb9g4OD6OjosLjrVyqVrh/GdJHBiv0MxNLVLMnPc7ncKf3zROAdFXsOh4OWlhZ4e3vb1KNPMHbAM0apVKKiogLe3t5m8/+2ir0pRzw+n8/YXVIUheHhYcbTnvSBE/c3ewVaqVSiqqpqSsW9u+BwOPDz84NCoYCXlxdycnKgUCiY1j4+n49gYRj8QsMREB1rt9iPafvh7xVj9n4SBero6GCMaqyBHh+D7vghAABF04zYG6P/XRK3QjKxT7+eQSAQoLm52WRUoanvAL6teQq/XfoRQgOSrVqfPUxMTKC8vBxBQUHIysoyuQsGDC+KnWHoQ1GUW35/tk6809/1EzMmUuFPdv1E+L29vV0WxpfJZNi6dSu+/PJLxj3vlVdesVgIeOrUKTz22GMoKysDj8dDTk4ODhw44PQBUa6EFfvzjMHBQabCOyMjY8oJgOSmHR1kMzo6iuDgYLsH2Uy3DplMhsrKSsTExCA9Pd3s61sr9qQ2QN/Vy9RJgsvlIjQ0FKGhoZg7dy4TIu7v70dTUxMCAwMRHh6OyMhIq0OIpOI+JibG5PQ9d0AcDDkcDgoLCyEQCBAcHIy4uDgmB97z7ZdQSiUY43IhTkhGZGQkwsPDrZpG2Dt2FPXDb0I6UYX1Sd/D12tqexxN02huboZIJDIwqrEGTlgE4OMDTEyA7u22KgWl71ao7+RHJr/x+XwolUpIpVKEhISAx+OhQ/IjPj11B7SUCm8fvQY3X/oJooIzrF6ntSiVSpSXlyMsLMzq9IGzDH3cubN35H18fHwQFxeHuLg4g11/fX09fv3rX2P27Nmg6ckOivnz5zvt72rTpk3o7+/HwYMHodFocOutt+LOO++c1lHv1KlTWLFiBR555BHs2LEDXl5eqK6u9sg8C0dgxf48wVR+3hSkbc5esSeDbAICAhAVFeXQD9pU+153dzeampqQlpZmsUrdGrE3dsSzthDPOESsVquZ4rfOzk7G9jUiIgKhoaEmPwdScU+K4DzB2NgY42CYlZU1ZbdFcuB9SiV0APjCEAQIhejt7WXMUshxmmubEk2UQTzxEwDgzOj/TcnlUxSFuro6yOXyaQ17zMHhcMCJSwR9tmVS8KUScCJssxL28fEBh8OBUqlkQuYSiQSNjY1MkZ9vEB/BfgkYVLRCPiHCO0fX4beXfISEsAKb3ms6FAoFysvLER0dbffFnyOGPu4Se2cOwTHe9f/444/45z//iYMHD2LJkiUIDg7GypUr8c9//tOmi0hjGhsbUVpaip9//hkFBZPf+Y4dO7Bq1Sps377d7ATNBx54APfeey+2bdvG3JaWZt5VcqbCiv0MxPgEoZ+ftzTtDbBvRK3xIJuenh6H/Z/12+8oikJzczP6+vqQl5eHsLAwq54/ndjr5+cdrWoWCARMfpHshiUSCRoaGpjiNxLu5/P5Tqu4dwQSVbA0GlanUjFV+N6hYUhJSUFKSsqUCxwvLy+DCxwiNnODbkLj8NugQaFl9CNkhdwFHmcy7aLRaJj+dRJVsAdufAJ0Z1sA/OKTb6PYk+8jNzeXqV8JDw9nnNjIjIK5vD+hgf8PjGjOYFwzjHePX48NS97DnKjL7Fq3PqOjo6ioqEBCQoJN1s6WsMXQR6fTuSW6ZGsY3xbmzJmDtLQ0KBQK7Nq1CydOnMDRo0cd7rk/deoUhEIhI/QAsHz5cnC5XJSVlWH9+vVTniMWi1FWVoZNmzZh8eLFOHv2LNLT0/H3v/8dS5cudWg97oYV+xmOfn5+8eLFVoVdbRV7EgZWq9XMIJv+/n6HUgFkHRRFQaPRoKqqCiqVinl9a7A0zMZVjnj6FeHp6elM8VtXVxcaGhrA5/Oh0+kwb968KYNk3IVYLEZdXZ1Vffya4SHm3wLhOf8F/Qscc7725AInwf8qdI2VYkInQZfif0gJLIFKpWLqLnJychyrEYk/dwxUTxd4udbttkk3R39/v8n0gX4EJyUlBRpNDjIHsvFlzRaIlZXQ6Mbx8fc346ai/yE+JtXuvvChoSFUVVUhJSUFycnJdr2GNUxn6KPRaDA2NgahUAiNRuOS1j6Cq6v+iVWut7c3li1bhmXLljn8mgMDA1OGT3l5eSE0NBQDAwMmn9PWNjm74cknn8T27duRk5OD999/H8uWLUNdXR1SU1NNPm8mwor9DMZSft4ctoj9dINsHBV7LpeLsbEx1NXVwd/fHwsXLrRJEMyJvTutbzkcDgIDAxEYGIjExERUVlZiYmICwcHBqK2tdbq1rTV0dXWhtbUV8+bNs2pynmZIxvybH2K6aM7Y1964noEXUgiu8DhC+FnoV55EJHe5SbMce+GERwLe3oBKZXXeXt/nvqCgwKqhKXw+H0kJc3BX7H58dur3aOr/H6ID83G84TXEt1yL4OBg5gLH2gKxwcFBVFdXY+7cuYiPj7f6mJ0B2fVrNBrU19fDx8eH6YBwRWsfwdECYEvY4ou/bds2PP/889M+prGx0a51kPPPXXfdhVtvvRUAkJubi8OHD+Odd97Bs88+a9fregJW7GcoHR0dOHPmDDIyMmw+gZiaaW8KMsgmJSVlSnsSl8u16jWmg6ZpNDU1ITEx0a78pbHYW1uI5wqUSiUqKyvh7++P/Px85mKItPURa1v9tj5ne4aTiXEk1WIpnUNQ6+/szYi9PmbrGcbexqDmNAbV5ZDXL0R02OxpCyxtgcPlghMbD7r9LDCuBGSD0/rkO+JzD/wyQGfxf/D8F1noGT0Jf+8w3HDZPxgnv7Nnz0IgEDDCT4r8jBGLxaitrUVmZiZiYsx3KrgSjUaD8vJyeHt7G7T4Gdv4OtPQxx07e2tdQB988EHccsst0z5m1qxZiI6OhlgsNrhdq9VCJpOZbREl32lmZqbB7RkZGejq6rJqfTMFVuxnIP39/Whvb7cqP28KS7tyawfZqNVqm9+bvH5nZyeUSiUSExPtLmbRF3vjGfTucsQDzFfcG1vbjoyMQCKRoL29HXV1dQgJCWF2/Y626JC6jdHRURQVFdnUg2y4s7fdRpmE+1MHS1A//G+AQ4MX3gL5aCSOHz/OHCcZY2sv3PhE6NrPAvgllG9G7LVaLaqqqkBRFAoLC+2+qOJxvRATMg/t4hMYUw1Cx1EYzCiQyWSQSqVMkZ9+T7+Pjw/6+/vR2NiI7OxsqyIsroD08vv5+TGmPQTjXL8zWvsIzizQM8XY2JjVRa/kb8wSixYtwvDwMMrLy5Gfnw8AOHLkCCiKQnFxscnnJCcnIzY2Fs3NzQa3t7S0YOXKlVatb6bAiv0MJCYmBsHBwXYXO5Ext6awdpCNvWF8iqLQ0NAAiUSCoKAgh6pnuVwu1Gq1UwvxbIWc0C1V3Ou3gqWmpjJtX6Sn39/fnxFEW1381Go1qqurQdM0ioqKbP5daIbO7ez5QtvFnuA7ns/8mxPehKXztzHFb2SMrSPHiYhIIDQcnIAAwMzT1Go1KioqIBAIkJub6/DuMiooHe3iEwAA8WgzAnx+cRw0YVqkn9YQCARQq9WYO3euxwo0VSoVysvLERAQYNEK2FSRnyOGPq4s0APO2eU6k4yMDKxYsQJ33HEHdu7cCY1Ggy1btuDGG29kKvF7e3uxbNkyvP/++ygqKgKHw8FDDz2EJ554AgsWLEBOTg7ee+89NDU1Yffu3U5dn6thxX4GwuFwHJrKZU6oSZvWdEY2ll5jOlQqFaqqqqDT6bBo0SLU19c75G1PdvaeGE1L0zTa29uZ6IethXh+fn5ITExEYmIi4/xmj4sfSR+QE7o9J1j18LmdvTVhfGOIWU5fBw3f5FiMU30YGD8FlW4Y/v5CZoyt8XFyOBxG+MPCwizmeDk+voBMClomBW1inePj46ioqEBgYKDTfO4jg9OZf0tGmzErcmqFtX7dRkpKCs6ePYuOjg6EhITg7NmzaGtrY3b8rkjfmIKY9gQHB9tcM+FIax/B1S1+rppl/9FHH2HLli1YtmwZY6rz6quvMvdrNBo0NzczU/cA4P7778fExAQeeOAByGQyLFiwAAcPHsTs2bOdvj5Xwor9DMRRQTMl1FKpFNXV1YiLi7N6kI0tYi+Xy1FeXg6hUIjs7GzweDy7Jt/pw+VyMT4+DpVKBW9vb7cJPYlOyGQyp3jc2+viNzIygqqqKkRFRU07ItcSgpBQ+ETHQjM6Aq9A2yIt+mY5hQWFaFGtROPI26ChRc/YIcwOut7scZK0xtmzZ1FbW2s5raHf6Wl0rAqFAhUVFYiIiEB6errTfguRQefEXjTSNO1jaZrG2bNn0dPTg8LCQgQFBTHHKZVKmfSNUChkxN8VLnDj4+MoLy9niiMdff3pDH2MU2fkgtvVOXulUun0nT0AhIaGTmugk5ycbLLleNu2bQZ99ucjrNhfgOgLtSODbKwVapFIhJqaGsyaNcugv9iUqY41kEK84OBg9Pf348SJEwgODkZkZCQiIiJc6plN+sa1Wq1LPO6tcfGLiIgAj8dDa2sr5syZY9MgGVMkbLjZrueROgF9s5xE/go0jrwNAOgaO2Ag9vroG6XMnTsXSqUSEomEucjx8/NjLnCEQuEvvxnTvg5kel58fPyUQlJHiQw+V08inkbsSXGkSCRCQUEBs+vUP87U1FSMj48bFPmRyYTTFfnZwvj4OE6fPs20hTr7QsLaXT8J+7tqh++qnf3FDCv2FyA8Hg8qlcrAjMeeQTbWuNe1tbWhra0N2dnZUypa7R1kQ3YTQUFBKC4uhkqlYoTizJkzjFBERkYiKCjIaSc8/Yp7Z+SDLWGu6r2zsxMKhcLA8tWci5+rMGeWE+6dA19eFMZ1IvQrT0BNySHgWo58+Pn5ISkpCUlJSdBoNMzEvurq6snXDQ9HFGic+4VOfqekrc0aPwF78OEHIdg3DiPjvRCPNpts+aNpGg0NDRgaGkJBQcG0F5u+vr4mi/yIORMZ12vPLIaxsTGUl5cjKirKbdbMpnb9nZ2d0Gg08PHxYUSf7PidUVNDWj+dPTXyYocV+xmIM8L4arUaZWVlJoflWPsa0+3sSevT0NAQiouLTRbi2RrGN7a+JScNHx8f5gSq1WqZwreKigpwuVwmNKzv+mYrM8Hjns/nY2xsDCqVCnl5eaBp2qyLnyM1HZaYmJhgajuML3o4HC4SA65G88j7oKBG79hRpAReY9Pr8/l8REVFISoqyqCLoa/tLCP2crkc8q4upv3UnJWpM4gITsPIeC8mNCOQTwwgyPdcCx2xAlYoFCgoKLDp70i/yI+YM0mlUvT19aGpqQkBAQFM7Yali1ZiwxsbG4s5c+Z45PfJ5XLR2dmJzs5O5OXlITAw0KC1z1S4317hVyqV7M7eybBiP0PhcDh229WSnXBsbKzJiVvWMJ3YT0xMMEK7aNEis65+tuT9rTXK8fLympL/FovFaGpqgkajsUsQ+/v70dDQgLlz53rM456iKNTX12NkZASFhYVMvpKEa+VyOSQSCePiR8xfSFrDWSf/sbExi2Y5if4r0DzyPgCga6zUZrHXR7+LgfL3hbahEgCgGFOgubkZ3t7eUCgUkMlkLjMtigpKR+vAEQCTeXsi9jqdDjU1NVCpVCgoKHDoAsu4yE+tVjPFjBUVFeBwOAZWxfpFfqQexhVpDFvo7OxEW1sb8vLymCihORtfR1v7XFGNf7HDiv0FRk9PD7q6uuDr64t58+bZfWIwF8YfHh5GZWUlwsPDLV5IkNY5S+i3/thSca+f/yZe2saCOF2en1Tcd3Z2YsGCBR6zvjUOmRtfPHE4HKaNcfbs2cyEN1L85uPjwwiFsSAOV57GwP++hCAkFBFX/AqB6ZnGb89AcuNxcXHT7h4jfAqQ6L8KMX5LkOC33DkfghFanQ65ubnQ6XSQSqUGpkWm5tc7QnxYPmZHXY6o4HQE+U6movR7+fPz851eYS8QCBATE4OYmBiDIj9SzEiK/Hx9fdHQ0ICkpCTMmjXLqWuwBVNCr49+rp+cN+w19KEois3ZuwBW7C8Q9AfZzJo1C1Kp1KEdgKkQfF9fH+rr65GamoqkpCSLr28p708K8cgJwZHWOv2d06xZszAxMWEyzx8REYHg4OApeVhP5QfJ7ANfX1+r6wR8fHwQHx+P+Ph4iy5+E2IRxru7MN7dhZDixWZfkzzfmtw4l8PDpdE7bD5WS+hHsqKio+H3y8UXCfePjo5CIpEYzK93RnQjK34NsuLXMP+v0WhQWVkJHo/HuCW6EnNFfv39/RgZGQGfz2ciASEhIW4frWpJ6I0h67PX0EepVIKmaTZn72RYsb8AMB5kMzY2BpFI5NBrEqEmJ+AzZ86gq6sLOTk5VpuIWBpkYzyxy5nhSeM8/+DgIMRiMdPnDoA5mbuyun86yFyCyMhIpKWl2Z1uMeXi19bWhrq6OoS2NDP+NAKh6R773t5eNDU1ISsry6xtqKuhKAod7e0gSRSBYGp0Izg4GMHBwcz8ejLJjlS9O2NGARnu4+vry7SQuhtfX18EBgaitbUVqamp8Pf3h0QiQX19PVPkR1JV1gzGcgRbhd4Uthr6jI1NTmhkw/jOhRX7GYq1OXtTg2wmJiacMrEOmDz5NTQ0MI57toTWzBXomSvEcxVeXl5MQRjp1+ZyuaBpGqdOnWJ2wq4ufNNHKpUy7YrWREmswZSLX1tNOTS/3F/T1oYIimYKwoDJGQwdHR3Izc1FaKjthjvOQKfToba2FrRaDTplDrg8LjjT+OIDhhdzJLqhH+7Xt7a19jslRjVBQUF217o4A5lMhqqqKoPBOvpOfhKJBL29vWhsbERAQADz23VmZwrgHKE3xprWvr6+PnC5XJcO2rkYYT/N8xhzg2ycMbGO/DH+/PPP8PHxsei4Z+41jHf2+lf17nTEAybHkFZXVzPz3wEwJ8/u7m6DwrfIyEiX7fh7enrQ3Nzs8uEpfn5+8FJNTIo9l4vkzCxIBweZix0+nw+VSoXc3Fy7ZjBQtBbi8Z/QNXYACf5XIcZvic2voZ8bz73kMrty48bRjdHRUUilUoPaDXJBZ87kRqlU4vTp0/ALpjE3PcVjQk9aDdPS0qZ4YhinqkirJjlW4sxorWPhdLhC6E1hvOsfGRnBfffdh7i4OIfcN1mmwor9eYilQTbOEPuhX/zUhUKh3bsc4529O0fTGkMq7tPS0gymCJrL87e2tk7J8zu6XuLA1t3d7badNBmCww8ORkxsLGJiY6HRaFBVVQWFQgEvLy+Ul5ebdfGbjn7l9zg68DsAgJYas1nsne1zDxiG+42LGdva2hiTm4iICCb/rVAo8PmJZ9E2tgsakQKBER8gLfYqh9diK6RuIiMjw6qLQDKgKDY2lulM0S/yCwkJMXDysxZ3Cb0xSqUSN9xwA8LCwnDq1CmnG1pd7LBiP0MxJyzWDLIhYm/NTHBTdHd3o6mpCRwOBykp9u9y9Hf2+gU67va4b2trQ1dXl8WKe0t5fkf6+YkF79DQEAoLC91SaUxpNNDKRwEA/F/y9aTyn6ZpLFmyhOntl0gkU1z8IiIiEBAQYPa7ivZbDD43ABpKgR7lYehoNXgc66I/rvC5N4VxMSMxuSH576CgIIyOjiI8JBbNcgUAQDTa5HaxJ6Ny7a2bMHZmHB8fZ2oazpw5Ax8fH4NxveY+b08K/a9//WvweDx8/vnnDk+JZJkKK/bnEdYOsiFCpNPpbArlURSF5uZm9PX1IS8vj2kHsxeys9evwHWn0OsLrK0V9/p5fn0/+6amJqjVapvy/BqNBjU1NdBoNCgqKnJ5URXzviPDzL8FISGMWY6Pj4/BTpq4+JH+b7IT7ujoAJ/PZ4TfWCR4HG/E+V2JDsUXUFOjEI3/iFi/Sy2uy1U+95YwNrkh5jYCgQCjQ+fEpW+wzu4LZXsQiUSoq6tz6qhcX19fZhATmdmuf5GjX9NAfo+eEvqJiQls2LABGo0GpaWlbMudi2DF/jzBlkE2ROBtEXsS2lWpVFi0aBH8/PycMshGp9NBq9W6fTQtGQtLUZTDAmu8a7Ilz6/vRldQUODWoiP90bbwD8TPP/+M0NBQZGRkmP0u9EPDOp0OQ0NDBpXgxqZFif4r0KH4AgDQpfifRbEnvfwJCQkGcxQAgOrphrZ08rV4uQXg5ZueMe4MBgcH0dzczKR1xpQLUPn1X0BDhy5RFU6cOGEQ7ndVVT4ZoTx//nyXjcr18vIyqGmQy+WQSqXo7e1FQ0MDgoKC4OXlhZGREbcLvUqlwm9/+1uMjIzg22+/dWgkNsv0sGI/QyEnQXsG2RCPamuFmuy0/P39sXDhQkaQHMn90zQNgUAAiqJw4sQJp1jaWsvY2BiqqqocGgtrjun6+Y3z/FwuF1VVVYwLnruLvvRH2/bL5YiJibHJgY3H4zG7P3MufqHhSeBxfKCjJ9A9dghF9NPgckyfViz63Os0wC9pB1qlsv2ArYTspPULJP39ghAWOAtS+RmM0wNIS58L2eAQGhsboVarmZ1wRESE0yIzJLKwYMEChIWFOeU1LaFv0ESK/MhUQy6Xi+rqaqcV+VlCrVZj8+bN6O/vx+HDh+0qEmWxHlbsZzD6g2wKCwut/mPgcDhWC7VUKkVVVRUSEhKmeMI7MrVOp9NBIBDgkksuwcjIiIGlrX4I3NnOZMYV964OxZrL81dUVECn0yEwMBDh4eF2Wx87gl9iMoJXXQPR2VZEzc/B7Dlz7H6t6Vz8+LxM6PwroKJkOCs+gtkRy6dc2IhEItTX109ffOaGj6ivrw+NjY0mQ+ZRwemQys9AR6nA9VEgPT2dcWbU97Qn32lERAQCAwPt+o319PSgpaUFOTk5Hmt5BCYjC1KplBnl7KwiP0toNBr87ne/Q3t7O44cOeLRz+BigRX7GQoZZQnAJYNsyPSqM2fOICsry+SgEXt29qYK8fQtbcnukLighYSEMJa2jlbfmqu4dxckz6/T6SASiZCcnMzUQdia53cGg1od2v2CMG/DzVM6NhxFv/AteOS3+EFaAQCo6/8UPQ185jjDwsIgEonQ0tKC7OxsC6FqPbV3wUVad3c3zpw5g5ycHJM76YigNABfApgcdxseONukpz25yOns7ISXl5eBp701UaSuri6cPXsWubm5CAkJcfZhWo2pHL1+uopMXCRFfr6+vgbjeu2NVGm1Wvz+979HQ0MDjh496rL0BYshrNjPUEZGRhAQEOCSQTakcE0ikUwbMbB1kA3Z0QOmC/GMd4fj4+MQi8UQiURobm5mqsAjIyPN9kObe29ScW/uRO4O9NeRm5vLrGO6PD/p/Xb2Oojnvzta/BICl4E7KABFq0EJ65GTtABS6SDa2tpQW1sLDoeD+Ph4y4VX+lrv5DV2dHSgvb0deXl5Zn/vUcHpzL9Fo03IxOopjzFudyM1Dc3NzVCpVBZbGPXX4c7cuDHWFOP5+fmZLPKrq6uDTqczWeRnCZ1Oh61bt6K8vBzHjh1z+kUoi3lYsZ+hxMTEODSYxZxQq1QqVFVVQafTWYwYWCv2xo54pGbAEr6+vsyMc7JjEovFaG9vh7e3N1NUNF2Puyda2syto7GxEYODg1Mq/23J8zvaz0/TNJqamiAWi93m+c/nBiDW91L0KA9hXCeGxqcNc+bkg6ZpqNVqxMbGQi6X4+TJk/D392eOdarjm/N39sTboKenB/n5+dMWgEUGpTH/low0WXxtLpeLsLAwhIWFMTPYiae9qRG2HR0d6OzstLgOV2NP1b25Ir+enh40NjZaldqgKAoPPPAATpw4gaNHj7p0bDHLVFixv0AxJdRkVKZQKLTK93s6b3uCs4xyjKvASe67qqoKHA7HZIGfMyvuHYF4H6hUKhQVFVlMR5jK80skEof7+XU6HTN7vaioCLREBI1OC6+gYHBcXBw4O+g6+HnFIDFgBUIF89HQ0ACZTIaioiKmQ0Gj0RiMdSWOb2RoD0c/Z+8EsadpGs3NzcyFj6ULwdCAFPC4AugoNaSKNpvei8PhMC2MycnJU0bYEudI4nXvKZzRXmdc5KdSqZhj1XfyI50MfD4fFEXhz3/+Mw4dOoSjR49aHLbE4nw4tCcqh1gsQnZF9vLzzz8jJiaGyV2LRCLGi9245ckcdXV18Pb2ZqxlTa3R1Y54+j3uYrGYmVkfHByM7u5uBAUFOb3i3hYmJiZQVVUFPp+PBQsWOFS9rH+sEokEKpUKYWFhiIyMtJjnJ62TNE0jJycHfB4XVVvvBGgafsmzkPbwX+1ely0Qn/vx8XHk5uaavfAxdayJlBZJdZO5f97iS8Ertt1+l6A/1TA/P99qk5azouMI9otHaEAyuBzHf1M0TePMmTPo7e1FREQERkZGMDExgZCQECbc7y4DGXf00et/r1KpFK+88gpEIhEiIyNRXl6OEydOYI4DhaIs9sOK/QzFUbGvrKxESEgIkpKS0NbWhra2NmRnZ9vkztXY2AgOh4P09PQp93nCEY8MAunq6kJfXx8AMDnSyMhIt9trKhQKVFZWWuxdtwf9oScSiQRyudxsnl/fLGf+/Png8XhQywZR/9ifAADBOXmYdddWp63NHAY+97m5VndakBC4vKYKYWXfAwD6EmeByi206OJnCoqimAhHXl6ex2xXaZpGS0sLRCIR8vPzme+MOBZKpVIMDw8zqY3w8HCn2DKbwlOGOfX19XjmmWdw4sQJjIyMYNasWVi9ejU2b96M+fPnu20dLGwY/4KFx+Mx1qjDw8MoLi62OU9oylTHmkI8V8HhcCCXyzEwMICMjAyEhYUxO/6WlhYEBAQweUVbCvzsQSaTobq6GomJiVZHSmzB2jx/QEAAzpw5g7CwMIMLDvXQuR57QYjr25oc8bknIXC/qEhof7ktOFiILrncooufMTqdjkmpFBQUuG2KoTGkdkIqlaKgoMDAbMnf3x/+/v5ITk42SG1UVlaCw+EYpDac0efuKaGnaRqff/45Tp48iWPHjiExMRGHDh3C119/jZaWFlbs3Qy7s5+hOLqzr66uhkwmg6+vL3Jzc+3KZ7e2tmJ8fBzZ2dnMmvRn0FtbiOcM9Cvd58+fP6XiXr/Ab3BwkCnwI/PNnblO0uKXnp5ulcmRsyF5/t7eXgwODoLH4yEqKgqRkZFMnn+o/Cd0/OffAIDY9b9B1FUrXbYe4nMfFBSEWelR6FUeglRViUURL9j0udMjw6A62wEAnOgYcCOjDVz8JBKJSRc/AoksMKkMJ3s4WH0cNI3GxkbIZDKbUghk6hvZ9SuVSibcHxERYVe435NC/89//hMvv/wyjhw5ggULFrjtvVlMw4r9DEZlp4vY8PAwM5p2yZIldoeX29vbMTIygpycHIP8vLutbymKQn19PYaHh5Gbm2ux0IoU+BGBAMCE+h1x8CNuhu3t7Zg/f75D3RKOQiakzZkzBwEBAVPy/P5nW6A49D8AQNJtdyG0cKFL1mHsc3+4/2YMjP8AAFgd/xVCvDOc9l6kCpwcq0KhYFIbISEhaG5uBo/HQ05Ojt3fsY7SoKHnK4hGmyDw8sel6ffavMb6+nqMjIwgPz/foRQC6XOXSCQYGhpiojnh4eFWXcB6Uuh37NiBF154Ad9++y0KCgrc9t4s5mHD+DMYDodjs/NaX18f6uvrIRQK4ePj45Ao60/P89RoWnsq7vXnmxsPsSEFfqTozdrdH0VRaGpqYrwJ3NHSZo7e3l40NzcjKyuL6VM29u2X9fWAyN3ghAreY2NOrwI35XOf4H81I/ZdY6VOFXtzLn4ikQhnzpwBj8dDbGwsRkdHERwcbNdvn8PhYf/pB6DRjSM0IMUmsdevFSgoKHC4O0S/z12j0UAmk0EikaC6uhoADGxtjX/HnhT6N954A8899xxKS0tZoZ9BsGJ/gUCqfomxjFwuh1wud+g1Sc7eU0JPpvyRMaj27NZMDbERi8Xo7OxkHPwshUm1Wi1TYV5UVOSx8Zv6ZjmmbFb18/wcH28M/3K7XEfh1KlTTu3nN+dzn+B/FX6WPgmARpfiABaEPmD3e1jCx8cH4eHh6OzsRGRkJKKjo5mBUcA5MQwPD7c6983lcBERNBd9Q9UYUnRAoxsHn2f5+6YoCrW1tVAqlS6pFeDz+cwURpqmmXB/e3s76urqIBQKmV2/VCr1mND/97//xZNPPomvv/4aCxe6JprEYh+s2F8AGM+4DwgIgFKpdGhiHU3T4HK5UCgU6OvrQ0REhFvb20gBXHx8PObMmeOUiwx9MSQOfqYK/PQrwFUqFSorK+Hl5YXCwkKP5oFJZMEasxy13sS7nCVLQXE4U/r5w7wFiEyZhbDwcJu+W1ODZAh+XpGI8MmDZKIcI5ozGFG3IlhgXasVrVIBCvlkj72fHzg+kyKr0HTD3ysOHI7hTl2pVKK8vJwpTuRwOFPEsK2tDXV1dTblviOD0tE3VA0aNCSjZxAbMn0hGUVRqK6uhkqlQn5+vsuLAjkcDoRCIYRCIVJTU6fMrqdpGtHR0QYX6a6Gpml88MEHeOSRR/Dll1/ikksucfl7stgGK/YzGGvC+EqlEhUVFVNm3Ds6sY6iKISFhSE+Ph7d3d1obGx0qo/9dJBhJa72uNef+a3veU4c/IRCIQYHBxESEoJ58+a5fWodgZjljI2NobCw0KrIguaXiXdeQUHg8vngAszOkKIoDEml6P7HM+ji8dCUno3A7AXMdzudWJEBLtONZE30XwnJRDmAyVB+tmCLVcdJdZyF7pvPAQC8y5aBl1cEitbi65414EKApIDVKIp4EsBkrUB5eTliYmKmDDwyFkP93HdLS4sFFz8gUs82VzzaPK3Y63Q6VFdXQ6vVIj8/3yMXg+R3TNM0hoeHkZKSAqVSidraWubv2FWDp4DJ88Unn3yCP/3pT9i7dy8uv/xyp78Hi+OwYn8eI5PJUFlZiZiYmCkjVL28vKDVaqd5tmn0rW+5XC5mz55t4GM/MDCA5uZmBAUFMeLgrFwwsTbt7u52u8e9sYMfGVbC4XAgk8nQ2NjocIGfPeib5VgbHqYpCpqRyVGxfOHUtjsulwu6pRH06Ah4AKIGReAHBzPWp6b6+UlxYkdHh8UBLon+V6N88P8BALoUB5AdYp3Ym2JQVQ0NpQAAqKjJaIWpWoHpMM59G7v46Q/t4fF4Bra54mlsc3U6HSorK0HTNPLy8lw6DtYSJEefn5/PhO5pmsbo6KjB4Cn979bPz88pEbN9+/Zh69at+PTTT3HVVVc5/HosroEV+/OU7u5uNDU1IT09HQkJCVPut2dnry/0xm11xj72YrHYoOebFMTZO/JTp9OhoaEBw8PDHvW4B8CEf0lr3fDwMMRiMTPshPRBR0REuHQnZ8osxxo4XC4WvPxvaEaGQZlo36Q0Ggz870vm/+NLrof/L86KpOhNLBYz3214eDgmJiYgk8msSiH482MR5j0fg6oaDKkbINd0IpCfZHnhBlGsyd9Qn/IEc0uM71IMDQ2hqqoKs2bNQlKSFa9pBJ/PR3R0NKKjow2KN1taWphBNr5B5/LcIjNir9Vqmb743NzcGSH0xjl6DoeD4OBgBAcHY86cOYxXAxlh6+3tzVzo2DvF7ssvv8Rdd92Fjz76CKtXTx0cxDJzYMX+PIOMTO3r60N+fr7ZiWa2ir0tFfcCgYAZb6rVahlxOH36NPh8PiP81va3k4p7mqY96nFPxv62tbUZhKlDQkIQEhJiUO3e1dWFhoYGCIVCJsLhzMI9R935uHw+vMNNh9kHf/geGtkgACBo3nz4z5rN3Kc/upZ8t8Rvgc/no6ury6oIR6L/CgyqagAAXYpSZIXcZdP6ydi7gfFzYu89kYnKukrMnTvXKekd4+JN4mwnFovBgy90GEefrA5yudzAxU+j0aCystLhNj9nYEvVvf5MBtKeSqbYkXA/KWi0JoL0v//9D7fddhveffddrFu3zklHxOIqWLGfwRgLJQnpqlQqLFq0yMCVyxhbJtbpm+XYWnHv5eXF7JR0Oh1kMhnEYjFTEU2EMCwszKRgkYr7oKAgZGVleezESYamEGtTUydOY1c7UhhFdoYBAQFMP7+tFq/6DA8Po6qqCvHx8Zg9e7ZTOyDkZ5rR/+Ve5v9j1qwz+1gOh4OBgQHweDxccsklUCqVBuNcSS7YVJ4/MWAFKmUvAAC6xg5YJ/a04dQ7tU4O6cTk78ifk4yW2gFkZWXZZPlsLfqDbFJSUlAtz0TPUDnG1AM49dN38BUEMf38bW1tNkdbXIEj7XX67akk3C+VSpmL2ODgYCaCZcqN8vDhw9i8eTPeeustXH/99c48LBYXwYr9eQIxL/H398fChQsthg2tEXtjRzxHW+t4PB5z8jfV3x4eHs70t3t5ebmk4t4eyPAWpVJpU2udfoGfRqNhhL+jo4MJkdoS4QAAsViMuro6pKammkzP2It6SIa+vZ9i6HQZAECYVwhwufBLSjH5eGK1TFEUCgoKwOfz4ePjY7ALFovFZvP8gfwkzA78NUIEaUgIuNq6RRqF8UUTp0Bj8jdMj8yatijQ2UQJM9AzNFlkmDY/Ev6cFIhEItTW1gKYrAMQiURW74ItoaM0ON74Eorn3AZ/b8tmTc7so9cP9+v7F5B0lkAgQEREBPr6+rBo0SL8/PPP2LhxI1577TVs2LDBY3+3LLbBiv15gFQqRVVVFRISEjB37lyr/rj0DXFMPd54Br2zK82NQ6RyuRxisRhtbW2or6+Hn58fxsbGkJqaalfu1Vmo1WpmjK4jrXV8Pt+gwM84wkGEkBSBmaKnpwfNzc2YN28eY5ZjD0OnyzDR3we+MARB8xZA9uMJiEq/Mszfc7lIvs30btuSz73+Llg/zy+RSHD27Fn4+voiIiICGRHb7O/n5wD9evn6jJg1bhN6AEgIy4dM0Y7I4HT4eQsR6B2IlpYWREREIDk5ecou2NSAImtRTEjwyak70Ck9hU5pGW6+5BPwuOZPzV1dXS7to9dP5ZDf8sDAAO644w4MDw/D19cX1113HVauXMkK/XkEa5c7g9FqtTh79izOnDmDrKwsxMbGWv1ctVqNI0eO4Fe/+tWUk7UnHfFIv3hfXx98fHwwPj6O4OBgJqToTsMad6QQSDsUyQXrF/iRXaGxWc50le7W0P6ff2O4/CcAAD8kFBq9oTg8/wDEllyLsCWXmZxxr+9zn5WVZfNFIPHtJ4VgxoNdpvuMdfU10H379eQ6r7wahwLfhIQ6Ag6Hg9+kVIDP9cwc+ImJCZSXlyM4OBiZmZkGn4l+0ZtMJoOPj4+BcZGlz69XVoX/++FWjI5PTnHkcfi49Yp9SAwrNPl40iXibsMcADh16hTuuusupKenQyKRoLy8HAUFBfj4448xa9Yst66FxXbYnf0Mpr29He3t7SgsLIRQKLTpuSTMr9PpDE6wnhR6nU7H+IYXFxcjICCAOVmKxWKcOXPGbZPrSF48NjZ2Sp+2M+FwOEyBX2pqKhP+1i/woygK4+PjVlW6W4N6UMr8mxF6LhcRl16J6DXr4GVm90lSRZGRkUhLS7PrM/Hy8jLo5zeudp8uz6+PRCKB99CNWJX7JLSCHoeEnpZPtiFyAm2b+ghMXvyUl5cjJCQEmZmZUz4T/aI3rVZr0tLW3AS7yo5P8GX5Q9BSkzMwAn2icMPit2ek0FdUVOD666/H448/jvvvv5+p5/jmm2+mGCuxzEzYnf0MZnx8HGq12i4DG5qm8e233+KSSy5hCvk8MYOeQMLlAJCTk2PyRE/y3mRynY+PDyP8psxP7EUkEqG+vt7peXFbGRsbQ01NDZRKJWiadlqB39l/v4LR+lrgl5qNgLQMxP96I3zjzFew29q7bi00TUGqqkKXohT+dCq8FQUQi8WQy+UG4W+BL42un15GwqnJC9O2xNlIWLHaIQ8HmqZB1VVD990RcKJj4HXtjTYd1/j4OE6fPo3w8HCkp6fbNsFPz8VPIpEYTLALDRPieMtzKGt9m3l8Qlghblz0NgJ9TadvPCn0NTU1WLVqFR5++GH8+c9/ZkP35yms2M9gKIqCRqOx+/mHDh1idtCeGk0L2BcuJ61BpJ+fFP9FRkba3RMMTJ40W1tbMW/ePERGRtr1Gs5A3ywnJycHHA7HYEQvaWEkI3ptPV5ldxfa33wNcet/g+Dc/Gm/b3M+985gSNWEr3sm+6+jfBbiV3EfAcC5fn6JGH0ThyAP+xQcWo7A8TkIl27F/MJF8HVA1OjREWgPfgO6q4O5jXfVavCyrJuhPjY2hvLyckRGRiI2KQR+AiG8ePa3hJJOhl5RK071PoUR7bn+/YJZN2NV7t/hxTUd6fCk0Dc0NGDFihW499578de//pUV+vMYVuxnMI6K/dGjR5GTk4PAwECXFeJZglTcJyQk2N1GRlEUhoaGIBaLIRaLQVEUI/yW8sAEmqbR0tKC/v5+5Obmuv2kqc/ExAQqKirg6+trsn2LFEWRKAdgXYGfMTRFmczL6zMwMID6+nqTPvfOgKZpfN51JRTaLnDAxXXJP8KHN+mMqND04Gfpk+hVHj33BIqPSMmfERdcbPPxkvejaiqh+/4ooDlXkMjNzAbvsmWM3/50ECveEa8TaJB+CKVahtsu34/kiEXWH7gRGt0Eajr34HD981BMiCbXxOEj1f9WxPstZ75fY/8CTwp9U1MTVq5ciTvuuANPP/00K/TnOWzO/gKGx+NBq9V6JGwPnPO4J0509sLlchEWFoawsDCkp6cz4VGSB7bkaEe85RUKBYqKiqb1J3A1JC9OQsOmLr70WxgzMjIwMjLCDOsheW/Swjhd3tuS0Hd3d+PMmTMubWnjcDhIDFiBhuE3QYNC99ghzA68Fo3D76Bm6FXo6AnmsX6qHFye9AIQFmJXnp+SDUJ35ADo7s5zNwYEwmv5SnBTZpt9nj5yuRzl5eWIj4+HL+Jwum+y5kE80mSX2ItGGlDe9hGqO3djXDOMuJAcKCZECPSJwo2L30FcSB5T10D8C0JDQxEREQG1Wo3Ozk6PCH1rayvWrFmDm2++GU899ZRbzh2vv/46XnzxRQwMDGDBggXYsWMHioqKzD5+eHgYjz32GPbu3QuZTIakpCS8/PLLWLVqlcvXej7C7uxnMDRNQ23C7tTa5/74448AgNjYWERGRrp8Gpf+exOP+wULFph1+XPG+5CCN7FYDIVCMWVYjzW1Au5ieHgYlZWVSExMtCsvrn+8EokEcrmcGW1qSyeDfvV/bm6uzcWftiKdqEFp73oAQLhgAbQYx7C6hbnfiwpB5NhmLM28y+D7IcdLIhzGeX79fD6t0UDz7huTU/N+gTsvB7xLrwDH27qal9HRUVRUVDDfT4fkR7xzrAQAUDT7VqzJe86m467p2oPdZfcY3ObDFyIvZSOWzP39lPy8/vH29PRgYmIC/v7+iI6ONpjE6Gra29uxcuVKrFu3Di+//LJbooGffPIJbr75ZuzcuRPFxcV4+eWX8dlnn6G5udlkuk2tVmPJkiWIjIzEo48+iri4OHR2dkIoFGLBggUuX+/5CCv2Mxh7xZ7k55VKJSOERBiioqJcOrWOVNyPjo4iNzfXaUNyrIEM6xGLxRgZGWGq/QMDAz1ua+oKsxz9ToahoSH4+/szBY3mhIGkMwYGBpCXl+eU6n9L0DSN/V2XYkzbZ3A7B1wEjf8KUaoNyM9ZDI5sEHR3x+Q9SSnghBmay0wolRg+0wxN21koJyYgTUxhLuyCg4Oh2fX+ZOheo5nczZsxDDLFyMgIKioqkJKSguTkZACAUj2E5z6fnICXFL4It1+xf9pj1FIT4PPOXXAp1UPY/uUCaCkVvLg+yEpYi/yUTUgKXzitaJPQfXZ2NtRqNSQSCVPHQS50HKlbmY6uri6sWLECK1aswL/+9S+3pf2Ki4tRWFiI1157DcDkOSwhIQFbt27Ftm3bpjx+586dePHFF9HU1OSxsdPnG6zYz2BsFXtifUuc8/QL8SYmJhghHB4eZqbWRUZGOi2sPZN20VKpFDU1NeDz+VCpVE4Z1mMvZCxsVlaWQ2Y506HRaCwW+FEUxQwbysvLc2s647T0/6FD/gUmKBkAGiH8LPiJbkAIPwvz588Hl8uFrroCuiMHAEwW03Ezs0EPSkB3dYDq6gTd2wWQvwf/AAxd82tIpFJIpZOthnMmFPCNjEZwRia8fK0/NhJxmT179pQCxRe/nA/5hAh+glA8fE3DlN/NmGoQ1Z2fobz9Y6RELJ6y+z9S/wICvCOQnXgtfAWWQ/HmcvQ6nQ5DQ0NMdb9Wq2V87J3l4tfX14cVK1bgsssuw5tvvum2i2O1Wg0/Pz/s3r3bwGN/8+bNGB4exueffz7lOatWrUJoaCj8/Pzw+eefIyIiAhs3bsTDDz/s0Yv6mQybs5/B2Nrqo++IZ1xx7+PjYzC7nQh/a2urU3rbFQoFqqqqPO5xD5zbRc+ePRtJSUlOGdZjDzRNo62tDV1dXRbHwjoKn89HTEwMYmJiDAr8amtrQdM0wsLCMDY2BoqiUFhY6PZhQzmhf0R+2KOoGdoBrs4PIy3pCA4SGhn3nNt3UDWV0J04CiiVpl9wTIFIbwGi5s0z6OfvkEig+uGU1Xl+mUyGqqoqsxGXyOB0yCdEUKplUKgkCPSJBEVTaBd/j/L2j9DY+z/oqMkLEPl4P66a/zgEXucuNK7M+rPVn9F0xXg8Ho8R9vT0dMjlcoOBTI66+A0MDGD16tVYvHixW4UemLww1+l0Uy6Eo6Ki0NRkeupgW1sbjhw5gk2bNuGbb75Ba2sr7rnnHmg0GjzxxBPuWPZ5Byv2FwC2DrLRn1pHdoQikQjt7e1Mb3tUVJTVO2BnVNw7C1J0pr+LtjSsR7+y31lhS5qm0djYCKlU6vaRvfoFfjRNY3BwEA0NDUxnR2Njo1VC6Ey8uJMCmOpzB8rLyxEWFoaMjAzD34pejJEe6MMU/PzATUgCJyEZ3MRkcIKFAMxPr+vt7UVjYyMTxTIWQtJymJaWZraANDIoDWdFxwEA7eKTkCnaUdH+MYaV3VMfG5wBxYQYoQHJtn04sK3qnsPhICgoCEFBQYyXvf7oWltd/CQSCdauXYvc3Fy8884758XOmKIoREZGMhcm+fn56O3txYsvvsiKvRlYsZ/hcDgcTJdpcdQRz3hHaOsOuLe3F01NTQ5X3DsKTdNobW1Fb28v8vLyzBadGQshmVVvbliPPRgP1nFVfYQ1qNVqtLa2IjAwENnZ2Yww6A+wIULo6rA+aWmLiYkx6VrITcsAYmKh++zjydy7QABOXCK4iUngJCaDExZh8fdtPL1OpVIxoW99IeTz+Whra7PYchgZnM78e3fZ3TC4IgHg7x2GnKQbkJeyERFBqbZ/KHC8vc4RF7/BwUGsXbsWaWlp+OCDD+z+zTtCeHg4eDweRCKRwe0ikcjshMOYmBjw+XyDC5OMjAwMDAxArVZ7NIU4U2HF/jzG2Y54PB6PsTo13gFzOBxG+ENCQsDhcNDa2oqenh7k5ua6rOLeGiiKQl1dHUZHR1FYWGh1GFPfytZ4WE9dXR3T4mbLDljfLMeRwTrOgFi9BgcHM+FyfSE0tiomBX4RERFOr2sgDn2JiYlISUkx+docXz/wfP2AX60CJzAQnKgYcBzcZXp7ezNRLOLb393djaGhIfB4PMhkMvB4PLP9/JFBaeCACw6HC4rWTq4THMyOuhz5szYhLfZqs2Y41uDsPnovLy+D0bWkTfXs2bOora1FSEgIRkdHERcXh8jISJSUlCApKQm7du3y2G9VIBAgPz8fhw8fZnL2FEXh8OHD2LJli8nnLFmyBB9//DFz7gOAlpYWxMTEsEJvBrZAb4ajVqun7OynK8RzBSQnKhKJGFMbLy8vUBTltopucxBxpSgKubm5TvtD129xGx0dtWpYDzHL8fPzQ3Z2tkfDobb63JN0DgkHk8pvEtVxJL0xNDSEqqoqzJo1y6MTDoHJ3WJdXR3mzZsHgUDAfMfm+vl1lBYUrcX3Ta+isn0XclM2IC/5Rgj9He+ocLdhDnHxe+GFF/DBBx8gPDwc/v7+eO+997B48WK3G27p88knn2Dz5s144403UFRUhJdffhmffvopmpqaEBUVhZtvvhlxcXF49tlnAUym67KysrB582Zs3boVZ86cwW233YZ7770Xjz32mMeOYybDiv0MR6PRMDa3gOVCPFejUqlQXl4OjUYDLpfrtNC3PYyPj6OystLl4mrc4maqoNEasxx34Wg/v36Bn0QiAU3TzHdsq6Md6YqYO3cu4uPNe/O7g/7+fjQ2NiI7O9vAREi/v51c3Bnn+dVaJbx43uBynPMb86QznkKhwHXXXQeVSoWUlBQcOHAAvr6++Mtf/oI//OEPbl2LPq+99hpjqpOTk4NXX30VxcXFAIDLL78cycnJePfdd5nHnzp1Cg888ACqqqoQFxeH22+/na3GnwZW7Gc4+mKvn5/ncDhuFxTjinsul8uEvsViMcbHxw1C364MC46OjqKyshJRUVF2T2izB1PDeoKCgiCRSJCYmOjxAkUirs7q59cPBYvFYkxMTCA0NNSq9AbZRWdlZZnNvbqLvr4+NDU1YcGCBQgLC5v2sfp5fv2xtZGRkQgODnb4+/Wk0CuVSlx33XUAgK+//hoBAQHQaDT4/vvv4ePjg8WLF7t1PSzugxX7GQ4Re0+OpgUmC3lqamqmrbhXKBSQSCQQiUSMmx0x8XFmqxcRNBIW9pS46nQ6tLW1obOzExwOxyD07SrTk+lwh8+9KUc7UwV+RFyNd9GegPgc5OTk2FxbQvL8JL0B2DengOBJoR8fH8cNN9wApVKJ0tJSBAXZPvKX5fyFFfsZjlarhVar9ajQk4r7jIwMxMbGWvUcYzc7a3Le1tDT04Pm5uYZsVskIjJv3jyEh4c7PKzHEfR97sPDwy0/wQmQ9AbZAfv7+zNdDsRbwJOFm8A5cc3JyXHY54CiKGZOAcnzkyhHeHi4xQtaTwq9SqXCxo0bMTg4iG+//dblFsksMw9W7Gc4zc3NiI2NZXLz7hR60s7W09PjkMe9SqViRHBoaAiBgYEGOW9r10L89p1x4nYEfbMcU2vRD32LRCKrhvU4shZ3+tybgxT4dXR0QKFQQCAQICoqyikFfvbS0dGB9vZ2l4iruTw/ucAz/l17UujVajVuuukm9PT04PDhwx6/AGPxDKzYz2AGBwcRHx+PlJQUlJSUYP369cjMzHTLidNVHvdqtZox8RkcHGRsbKOiosz6uROb16GhIeTm5rrVoMbUWpqamiCVSpGXl2dxLdYM67EXT/jcT7eWs2fPMq2YGo2G2QGTKIe5Xm9XQC6A8vLy3BKuNpfnj4iIwOjoKNra2jwi9BqNBrfddhtaWlpw9OhRt0V9bJ1gR9i1axc2bNiAkpIS7N+/3/ULvYhgxX6GMzIygi+//BJ79+7FgQMHEBsbywj/ggULXCL8KpWK6a1fsGCBy/pW9W1spVIpBAIBs+MnhVAajQY1NTXQaDTIzc11u82rPvpmOXl5eXYJtXF6w5y7myU86XNvDE3TaG5uhlgsRn5+vuE0OgcK/OxdS1tbG7q7u5Gfn++RCyBibEO+Z51Oh/DwcMTFxbklpaO/jjvvvBM1NTU4evSoy+YyGGPrBDtCR0cHli5dilmzZiE0NJQVeyfDiv15hEKhwDfffIM9e/bgm2++QXh4OK655hqsW7cOhYWFThF+hUKByspKCIVCZGZmuu3EpNPpMDg4yOwGeTweQkNDmWlu8+fP94i7F0Gj0aCyshIcDgc5OTlOCcWTGQVkqpm1w3p0Oh1qamowMTGBvLw8j14A0TTNRF3y8/Mt1mOY8i8goW9HL1hI2qmvrw/5+fkejQABk6H71tZWpKamMhd5tub57UWn0+EPf/gDfvzxRxw7dszqWhtnYOsEO7LeSy+9FLfddhu+//57DA8Ps2LvZFixP09RKpU4cOAA9uzZg6+++gqBgYG45pprUFJSgkWLFtkl0qTi3t7+bGdBURR6e3vR0jI585xY3EZFRSE0NNTt+V93mOUYRznMWRUTEyEATrvosBfiXKhQKOyKdJgr8LNnMiFJaYhEoinRBU9gKkdva57fXiiKwn333Ydjx47h6NGjUyb5uRJ7JtgBwBNPPIGamhrs27cPt9xyCyv2LoC1yz1P8fPzw/r167F+/XpMTEzg0KFD2LNnDzZs2ACBQIA1a9Zg/fr1WLJkiVWCQKrcbam4dxVDQ0NobW1lWutIBXRjYyMz2pPsjFwdeXCXWY41w3pCQkLQ0dEBX19fzJ8/36PmISS6oFKpUFBQYFc4Xt/TXaPRMJGd06dPM7av1sxup2maqaMoKCjwaEoDMF+MN51vf1tbm0Ge395pjBRF4aGHHsLhw4fdLvSAfRPsTpw4gbfffpu5iGVxDazYXwD4+PhgzZo1WLNmDTQaDY4ePYrdu3fj1ltvBUVRWL16NdavX4/LLrtsyklZv+J+JrRK9fX1obGx0aBXXN+/fnR0lBnNW1dXZyD8zt7lEptXd0c6TA3r6evrQ0NDAwDA398fEonE7Y6FBK1Wy/j/5+fnO+Vz5/P5zMUORVGMg19dXR0oijJw8NM/9xNsxgAAMMpJREFUZjJdUCaToaCgwKG2TmdgS9W9vm+/fhpL/wLPln5+iqLw6KOP4ssvv8SxY8eQkpLilGNyJXK5HDfddBPeeusttxUPXqywYfwLGK1Wi++//x67d+/G/v37oVQqsXr1apSUlGDZsmXQaDR49NFHsX79ehQXF3s09KnfzmZNmx8JiRK//rGxMSYXGhkZ6XDhl1gsRl1d3YyweSXT4iIjIxEbG8sUuymVSsbP3RnHbA0ajQYVFRXg8/lYsGCBy6MLNE0zF3gSiQTj4+MIDQ1FREQEwsPD0draipGREeTn53t0uiDgvPY60s9PvmeS5yfibyrPT9M0nnzySXz44Yc4duwY0tLSHDkUu7E1jF9VVYXc3FyD3xFxDOVyuWhubsbs2bPdsvYLHVbsLxJ0Oh1++OEH7NmzB/v27YNMJkNoaCj8/PywZ88eJCcne2xtFEWhsbERg4ODVrWzmUKpVDLVz6OjoxAKhYzw2yoCxKBm3rx501YPuwPic5+UlDRlWpy+m521w3ocQaVSGdQueKJ3Xr+NcXR0FFwuF0lJSYiNjfVo+N5VffTT5fmDg4OZcP+zzz6LN998E0ePHkVWVpbT3t8eiouLUVRUhB07dgCY/PtOTEzEli1bphToTUxMoLW11eC2v/zlL5DL5XjllVcwd+5cdoqdk2DF/iKktrYWV111FcLCwqBSqdDf34+rrroKJSUlWLFihVvblbRaLaqrq6FWq5Gbm+uU3dnExAQjCMPDw0x7m6WKb/3ogicNagi2+NxbM6zHEcbHx1FRUYHg4GC3eT2Yg6Io1NbWQqFQIC4uDjKZDDKZjOlmiIiIQFBQkNvSLu40zNHP87/00kv48ccfkZGRgbKyMhw7dgx5eXkufX9rsHWCnTFsgZ5rYMX+IqO+vh5LlizB/fffjyeeeAI0TaOqqgq7d+/G3r170dnZieXLl6OkpASrVq1yyuAPc0xMTKCyshICgQALFixwSf6ZtLeJxWKm4puY+OiLoK1mOa7GEZ97MqyH+Ll7e3szMwrs+T7HxsYMihQ9OehHvzAwLy+P2fWRbgZyzKTuwdVzCjzpjDcyMoLHH38cpaWlUCgU8PLywpo1a7BhwwZcddVVbl2LMbZOsNOHFXvXwIr9RYZWq8XRo0fxq1/9asp9NE2jrq4Ou3fvxr59+9Dc3IwrrrgC69atw+rVqxEaGuq0Ez3p5w8NDUVGRoZbdorE0pW0t/n4+DDFfR0dHRgfH7fbLMeZONPn3pR/gS0iKJfLUVFRgZiYGKSmpnpc6Kurq6HRaJCXl2e2MJCiqClzCswV+DmCJ4Wepmns3LkTTz/9NEpLS1FYWIgffvgBX3zxBYKCgvDXv/7VrethmfmwYs9iEuKKtmfPHuzduxe1tbW45JJLsG7dOqxduxYRERF2n/hlMhmqq6s92s+v0+kglUoxMDAAsVgMDoeDuLg4REdH29325Ciu9rk3JYLTDesZGRlBZWUlEhMTp9QLuBudTofKykrQNI3c3FyrBdu4wE+/qNGRaYyeFvp33nkHjz32GL755hssXbrUre/Pcn7Cij2LRUgumwh/eXk5Fi1ahHXr1uGaa65BTEyM1ULQ39+PhoaGGdHPPz4+jsrKSvj5+SEmJoYJA3M4HMbEx12jasnFlUgkcovPvSkb27CwMCbnrVAoUFVVxXgdeBKtVmvgXujIzty4qNEeu2JPC/0HH3yAhx56CF9++SUuv/xyt74/y/kLK/YsNkHGl+7duxd79+7Fjz/+iMLCQpSUlKCkpAQJCQkmhZ+maXR0dKCjowPz589HWFiYB1Z/Dn2znIyMDIPc/fDwsIGvuatH1er73FtjOetsjIf1yOVyAEB0dDRSU1M9mtYgNsU8Hg85OTlO/fxJsRup57CmwM/TQr9r1y7cd9992Ldvn8lUHAuLOVixZ7EbmqbR19eHffv2Yc+ePThx4gRycnIY4ScherVajePHj8Pb2xu5ubkenc4GnDPLMdXOpg/Z/RIRVKvVBiY+zsj9ziSfewAQiUSora1FdHQ0xsfHmWE9zrZ0tQaNRoPy8nJ4e3u73DFQq9UytQ3mCvw8KfQAsGfPHtx999349NNPsWrVKre9ry0T7N566y28//77qKurAwDk5+fjmWeesWriHYtrYcWexSnQNA2xWIz9+/djz549OHbsGDIzM7Fq1SocOnQIFEXh22+/9Xjxm0gkQn19vc1mOTRNQ6FQMCY+xNyFVLnb4yI3k3zugUn3wqamJmRnZyMiIgLAZDcD2f3aMqzHUdRqNcrLyxlrYHe2+unXNkgkEuh0Ovj6+mJsbMxjLpNffPEFbr/9dnz88ccoKSlx2/vaOsFu06ZNWLJkCRYvXgwfHx88//zz2LdvH+rr6xEXF+e2dbNMhRV7FqdD0zRkMhnef/99/O1vf4OPjw+io6OxatUqrF+/3m3V98Y40yyHhL1FIpHBjPrIyEirdufEoMbHx8fjPvfAuc8mJyfHrJhZO6zHUVQqFcrLyxEQEIB58+Z5tKefDNjp7u6Gj4/PlBG97ojEfPPNN9i8eTPeffdd/PrXv3b5++ljzwQ7fXQ6HUJCQvDaa6/h5ptvdvVyWaaBFXsWl9DY2IiVK1fi0ksvxfbt23HgwAHs3bsXBw4cQHx8PEpKSrB+/Xq37NpomsbZs2fR3d3tkip34xn1lpzsxsfHUV5ezowR9qSYAUB7ezs6Ojps+mwoijJo6QPAhL1DQ0PtvniZmJhAeXn5jDDvAabm6J1R4GcLhw4dwsaNG/Hmm29i48aNTn/96bB3gp0+crkckZGR+Oyzz7BmzRoXrpbFEqzYs7iEDz/8EE1NTXj66acNdnxyuRzffPMN9uzZg//9738IDw9HSUkJ1q1bh4KCAqef3IkVr0wmQ25ursvNclQqFSP8xMkuKiqKyXeTvvXo6GjMnTvXo+1sZAhSb28v8vPz7a6lIMN6yHFrNBq7ahvIRVBISAgyMzM9+tkAlovx9N3sSIqDXPA4w8Hv+PHj+PWvf43XX38dN998s9s/j76+PsTFxeGHH37AokWLmNv//Oc/4/jx4ygrK7P4Gvfccw8OHDiA+vp6j6fwLnZYsWfxGEqlEqWlpdizZw++/vprBAUF4ZprrkFJSQkWLlzocGhbv/jNWVa8tkCc7EQiEWQyGQQCAVQqFeLi4pCWlubx8HRzczPEYrFT57/TNA25XM4Iv7XDepRKJcrLy2eESx9ge9W9NQV+tnDy5Elcd911+Mc//oHf/e53Hvk8HBX75557Di+88AKOHTuG+fPnu3q5LBZgxZ5lRjAxMYGDBw9iz549+OKLL+Dt7Y21a9di/fr1WLJkic2V72q1GlVVVUxvtqeL30iVe0BAAJRKJQQCARPqd6UlsSlomkZDQwOGhoZc3upnzbCesbExZqpfWlraeSf0xpACP3LcOp2O8TCwJtJRVlaGdevW4e9//zv+8Ic/eOzzcCSMv337dvy///f/cOjQIRQUFLhhtSyWYMWeZcahVqtx9OhR7N69mzmhrF69GuvXr8ell15qcQoWMcvx9/fHvHnzPF78RoyEsrKyEB0dbdLCVr/QzZU7foqiUFdXB4VCgfz8fLe2+pka1iMUCtHf34/Y2FiPpzUA5/fREwc//bHE0xX4lZeX45prrsHjjz+O+++/3+Ofhy0T7AgvvPAC/v73v+PAgQNYuHChO5fLMg2s2LPMaLRaLb777jvs3r0b+/fvx8TEBFavXo1169bhiiuumBKal8vlqKysRERExIwIB1vyuSe7QJFIBIlEApqmDUx8nCn8xFterVYbDJHxBBqNBt3d3WhrawMA+Pj4ODSsxxm4o49ef1wt8TBoamrCggULAExe1D788MP485//7PHfLmD7BLvnn38ejz/+OD7++GMsWbKEeZ2AgACPD5e62GHFnuW8QafT4eTJk9izZw/27duHkZERrFy5EuvWrcPy5ctx9OhR/N///R+eeuopj3u52zMu17jQTavVGhS6ORKh0Gq1qKqqAk3TMyKtMTo6ioqKCiQmJiIpKckg0sHlcplIh7vsij1hmKNSqSCVSnH//ffj4MGD8PX1xYIFC/DCCy+gqKjI450IBFsm2CUnJ6Ozs3PKazzxxBN48skn3bhqFmNYsWc5L6EoCj/99BMzoU8kEkGr1eLmm2/G//t//8+juwh9n/v8/Hy71qI/wIV41+sLvy1irdFoUFFRAT6fjwULFng8rTEyMoKKigqkpKQgOTnZ4D5Thjautiv2tDNeU1MTrrnmGixevBje3t746quv4Ovri5deegk33HCD29fDcmHCij3Lec/rr7+Ohx56CGvWrEF1dTW6u7uxfPlylJSUYNWqVU5pg7IWiqJQX1+PkZERpxW/Ee964t43NjbG5H2nq3AHzpn3+Pn5ITs72+O7xeHhYVRWVmL27NlITEyc9rGmLnj0h/U4IzrhaaE/c+YMVq5ciU2bNuH5558Hl8uFRqPBd999h9jYWGRkZLh9TSwXJqzYs5zXvPPOO3jooYfw1VdfYdGiRaBpGnV1dfjss8+wb98+tLS04Morr0RJSQnWrFmDkJAQlwm/u3zulUolI4Cjo6MQCoWM8OvXMIyPj6OiomLGGNTIZDJUVVUhNTUVCQkJNj3XeFiPvmthRESEXW2Vnhb69vZ2rFixAtdeey1eeuklj38/LBc2rNiznNeQ4rb09PQp99E0jaamJibUX1dXh0svvRTr1q3DmjVrEBER4TTh95TP/cTEBCOAw8PDjKNbQEAAGhsbZ0zf+uDgIKqrq5GWluYUj3Rj10Jbh/V4Wui7urqwYsUKrFy5Eq+//jor9CwuhxV7losCYpm7Z88e7N27FxUVFVi8eDHWrVuHa665BtHR0XYL4kzxuVer1RCLxejv78fw8DD4fD4SEhIQFRUFf39/jwm+RCJBbW0tMjIyEBMT4/TXt3VYj6eFvq+vD1dffTWuuOIKvPHGG277vdgyvQ4APvvsM/z1r39FR0cHUlNT8fzzz7t12h6Lc2HFnuWig6ZpdHV1McJfVlaGoqIiZjRvfHy81cKoVCpRUVExY3zuR0ZGUFlZibi4OPj7+0MikUAqlcLHx4cRQHfWMIjFYtTW1jIeA67G3LCeiIgIhISEoLu726NCPzAwgJUrV6K4uBj//e9/3Sb0tk6v++GHH3DppZfi2WefxZo1a/Dxxx/j+eefR0VFBebNm+eWNbM4F1bsWS5qaJpGX18f9u7diz179uDkyZPIzc1lhH+6Fr6Z5HMPTObEq6urpxS/6XQ6AwH08vJyybQ6Y0QiEerq6pCdne3wlEF7IMN6yK6foihQFIXU1FTEx8e7PQIjkUiwatUqZGdn48MPP7TZFdIRbJ1ed8MNN2BsbAxfffUVc9vChQuRk5ODnTt3um3dLM6DTRRdAMhkMmzatAlBQUEQCoW4/fbboVAoLD7v1KlTuPLKK+Hv74+goCBceumlGB8fd8OKZw4cDgdxcXHYunUrjh49iu7ubtx22204duwY8vLysHTpUrzwwgtobm6G/nXx2bNncfr0aSQkJMwIoZdKpaiqqsLcuXOnVLnzeDxERUUhOzsbl112GTIyMqDValFdXY3vvvsODQ0NGBwcBEVRTltPf38/6uvrMX/+fI8IPQBwuVxEREQgMzMTKSkpAIDIyEh0dXXh+PHjqKmpwcDAALRarcvXMjg4iLVr1yI9PR0ffPCBW4VerVajvLwcy5cvZ27jcrlYvnw5Tp06ZfI5p06dMng8AFx99dVmH88y83HfL47FZWzatAn9/f04ePAgNBoNbr31Vtx55534+OOPzT7n1KlTWLFiBR555BHs2LEDXl5eqK6u9ngY2pNwOBxER0fj97//Pe666y7IZDLs378fe/fuxbPPPovU1FSUlJRAKBTiySefxOeff45Zs2Z5etkQiUSor69HZmamxVA5l8tFeHg4wsPDQVEUY+JTX1/vtJ72vr4+xhUuLCzMrtdwJl1dXWhra0N+fj6Cg4MNhvW0t7ejrq7OqmE99jI8PIySkhIkJSXh//7v/9xuaCSVSqHT6RAVFWVwe1RUFJqamkw+Z2BgwOTjBwYGXLZOFtfCiv15TmNjI0pLS/Hzzz8zAyd27NiBVatWYfv27YiNjTX5vAceeAD33nuvQQgvLS3NLWs+H+BwOAgLC8Ptt9+O2267DSMjI/jiiy/w6quvoqqqCoWFhfj222/h5+eH+fPne+wiiQhrdnY2IiIibHoul8tFaGgoQkNDkZaWhpGREYjFYrS0tECtVts1pranpwctLS3IyclBaGioPYfkVEwV43E4HAQFBSEoKAhz5sxhLGzJZ2lqWI+9jI6OYt26dcxMd09aFLNc3LBif55z6tQpCIVCg8lSy5cvB5fLRVlZGdavXz/lOWKxGGVlZdi0aRMWL16Ms2fPIj09HX//+9+xdOlSdy7/vIDD4UAoFEIul6O5uRmfffYZVCoV9uzZg6uuugqRkZEoKSnBunXrkJ+f7zbhJ777zhBWcoxCoRCpqalQKBQQi8Voa2tDfX09QkNDERUVhfDwcLOCRYQ1NzcXISEhDq3HGVhbde/v7w9/f38kJycbDOs5c+YMAgICGOG3taNBoVDg2muvRWBgIPbt2+exee7EalkkEhncLhKJzEaCoqOjbXo8y8yHFfvznIGBgSk5US8vL4SGhpoNuZHhI08++SS2b9+OnJwcvP/++1i2bBnq6uqQmprq8nWfb8hkMuzYsQMHDx5kJnndeOONGBsbQ2lpKfbs2YNrrrkGQqEQ11xzDUpKSlBcXOyyIrD29nZ0dHQgLy/PKt99W+BwOAgMDERgYCBmz57NmNl0d3ejoaGBMbOJjIxkjIM6OjrQ3t7usSp3Y+xtr/Px8UFCQgISEhKg0WiYoTXt7e3w9va2eizx2NgYrr/+evD5fHz++ecuHSNsCYFAgPz8fBw+fJgZVUtRFA4fPowtW7aYfM6iRYtw+PBh3H///cxtBw8eNJhrz3J+wYr9DGXbtm14/vnnp31MY2OjXa9NCrHuuusu3HrrrQCA3NxcHD58GO+88w4zwYrlHKGhoaivr58i3v7+/rjuuutw3XXXYXx8HAcPHsSePXvwm9/8Bj4+Pli7di3Wr1+PxYsXO6Uoi6ZptLa2oq+vDwUFBQgMDHT4NS3h7++PlJQUpKSkMGY2AwMDaG5uRlBQELy8vBh74KCgIJevxxLO6qPn8/mIjY1FbGyswVjiysrKaYf1jI+P48Ybb4RWq0VpaemMmPb2xz/+EZs3b0ZBQQEzvW5sbIz5+zeeXnfffffhsssuwz/+8Q+sXr0au3btwunTp/Hmm2968jBYHIAV+xnKgw8+iFtuuWXax8yaNQvR0dEQi8UGt2u1WshkMrMhN2JskpmZaXB7RkYGurq67F/0BY6lXbqvry+uueYaXHPNNVCr1Thy5Ah2796Nm266CRwOB2vWrMH69etxySWX2JW7JQN2xGIxCgoKrHKKcza+vr5ISkpCUlISJiYm0NjYiMHBQQBAQ0MDIiMjGRMfT+Aqwxwej8eIu/6wHlLYqFQqIZVKsWrVKtx1112Qy+X49ttvZ8TFDzDZSieRSPD4448z0+tKS0uZIryuri6DC5bFixfj448/xl/+8hc8+uijSE1Nxf79+9ke+/MYts/+PKexsRGZmZk4ffo08vPzAQDffvstVqxYgZ6eHpMFejRNIz4+Hrfddhuefvpp5vbc3FysXLkSzzzzjNvWfzGg1Wpx/Phx7N69G/v374dKpcKaNWtQUlKCK6+80ioPfYqi0NjYiKGhIacN2HEE/QhDfn4+vL29DVzsfH19p3WxcwWecMYjw3pIx4ZEIoGvry+eeeYZ3HjjjTOiSJGFBWDF/oJg5cqVEIlE2LlzJ9N6V1BQwLTe9fb2YtmyZXj//fcZe8yXX34ZTzzxBN5++23k5OTgvffew/bt21FXV4fZs2d78nAuaHQ6HU6ePMn49cvlcqxcuRLr1q3D8uXLTYo4RVGora3F2NgYI6yehKZptLS0MCN8jXfxxi52AoHA6ly3vXjaAlej0eCWW25Be3s7Vq5ciW+//RY1NTVYsWIFvvjiC4/7MLCwsGJ/ASCTybBlyxZ8+eWX4HK5uO666/Dqq68yucKOjg6kpKTg6NGjuPzyy5nnPffcc3j99dchk8mwYMECvPDCC2ar8WUyGbZu3WrwHq+88opV+UiaprFq1SqUlpZi3759TJHQxQ5FUSgrK2OEXyKR4Oqrr0ZJSQmuvvpqBAQEQC6X44MPPkB+fj5yc3M93rpFhgtJpVLk5+fDz89v2sfrdDrIZDKIRCJIJBIm1x0VFQWhUOiUzgVPC71Wq8Wdd96JmpoaHD16lAmNd3Z2oqqqCiUlJW5fEwuLMazYs1jFypUr0d/fjzfeeIOJHhQWFk5r3EN46aWXcPDgQfzvf/9jxd4MFEWhoqICu3fvxt69e9HT04PLL78cHR0dEAgEOHLkiMdatwg0TaOxsREymcyuVIJ+rlssFoOmaQMTH3uE39NCr9PpcM8996CsrAzHjh0z62vBwuJpWLFnsQipC9A37iktLcWqVavM1gUQqqqqsGbNGpw+fRoxMTGs2FsBRVE4efIkU9GtVCpxySWXoKSkBKtXr0ZISIjbw8I0TaO+vp6punf0woOmaca9TywWQ6PRMMJP+sItod/X7+z2Q2ugKAr33nsvjh8/jqNHj06xKb7YoGkav/rVr8Dj8XDgwAGD+/71r3/h0UcfRV1dHeLj4z20woubi9cblcVqLBn3mEOpVGLjxo14/fXXWTMOGxCLxbjnnntQXFyMzs5OlJWVYeHChdi5cydmzZqFdevW4b///S8kEgncca1OagZGR0dRUFDglAgDh8NBSEgI0tLSsHTpUhQUFMDX1xetra04duwYqqqq0N/fD41GY/L5M0Ho//SnP+HIkSM4dOiQR4Xe1tkYJCWXlpYGX19fJCYm4t5778XIyIhD6+BwOPjvf/+LsrIyvPHGG8zt7e3t+POf/4wdO3awQu9BWLFnsYg9xj3ApCXv4sWL2ZyljQwNDeGKK67Ap59+Ch8fH2RmZuLxxx9HRUUF6uvrsWzZMrz33nuYM2cOVq9ejTfeeAP9/f0uEX794sCCggKXFAcS+9o5c+Zg8eLFKC4uRlBQEDo7O3H8+HFUVFSgp6cHarUaAJgxtZ4U+kceeQRfffUVDh06xAzZ8RSbNm1CfX09Dh48iK+++grfffcd7rzzTrOP7+vrQ19fH1OQ++6776K0tBS33367w2tJSEjAK6+8gj/96U9ob28HTdO4/fbbcdVVV+Gmm25y+PVZ7IcN41/EWGvcs3fvXrz33ntobm42uC8yMhJ/+9vfcPfdd0953hdffIEHH3wQlZWVTBEfh8Nhw/hOgqZpdHZ2Ys+ePdi7dy9++uknFBcXM+598fHxDof6dTodampqoFKpkJeX55HiQKVSyYT6R0dH4ePjA5VKhXnz5k0Z1OIOKIrCk08+iY8++gjHjh3z+DwJR1Js+nz22Wf47W9/i7GxMaeYP61btw4jIyO49tpr8fTTT6O+vt7m2Q0szoUV+4sYiUTCGKKYY9asWfjwww/x4IMPYmhoiLldq9XCx8cHn332mUn//fvvvx+vvvqqQdGVTqcDl8vFJZdcgmPHjjntOC52aJpGb28v9u7di7179+LkyZPIy8tDSUkJSkpKkJycbLPw63Q6VFdXQ6PRIC8vz+2T2kzR1taG9vZ2+Pv7Q6FQIDAwkKnst9QV4AxomsYzzzyDt956C0ePHkVWVpbL39MS77zzjs1/m6b4z3/+g0ceeQQSicQp6xKLxcjKyoJMJsOePXvYC/wZAOugdxETERFh1dX2okWLMDw8jPLycsa458iRI6AoCsXFxSafs23bNvzud78zuC07OxsvvfQS1q5d6/jiWRg4HA7i4+Nx7733YuvWrRCJRNi3bx/27t2LJ598EvPmzWOEPzU11aLw63Q6VFZWgqZp5Ofnu3X2ujm6u7vR2dmJ/Px8CIVCqNVqxsTn7Nmz8Pf3Z3r5AwICnF7ASNM0tm/fjp07d+LIkSMzQugB+1Ns+kilUjz99NPThv5tJTIyEnfddRf279/PCv0Mgc3Zs1gkIyMDK1aswB133IGffvoJJ0+exJYtW3DjjTcyYcLe3l6kp6fjp59+AjA5NWvevHkG/wFAYmKixRznTCk4Oh/hcDiIjo7G3XffjW+//RZ9fX34wx/+gLKyMhQXF2PhwoV45pln0NDQYDLHr9VqUVFRAWDSUXGmCH1ra6tBjl4gECAuLg65ubm47LLLkJycDIVCwfw+z5w5g5GREafUMdA0jVdffRWvvPIKDhw4gAULFjj8mpbYtm0bOBzOtP+Zm0VvC6Ojo1i9ejUyMzPx5JNPOr5wPby8vGbE74dlEvabYLGKjz76CFu2bMGyZcsMjHsIGo0Gzc3NUCqVDr/Xpk2b0N/fj4MHDzI9/XfeeafZnn79gqPMzEx0dnbi97//Pfr6+rB7926H13O+wuFwEB4ejttvvx233XYbhoeH8eWXX2LPnj34xz/+gaSkJGY0b3Z2NgYHB/HMM89g48aNyM3NddnEPlswJfTG8Pl8xMTEICYmhhlYIxKJUFFRYeBpb0/LIk3T2LlzJ55//nmUlpYadKS4ElfOxiDI5XKsWLGCGcE7E1I1LK6DzdmzzChmasHRhcbo6Ci+/vpr7NmzB6WlpQgPDwcwGX796quvZsSkNmuEfjooioJMJmMK/AAwwh8aGmrRxIemabz99tv461//iq+//tqsu6QnsWc2BjD5/V999dXw9vbGN99845KahyeffBL79+9HVVWV01+bxXbYMD7LjMLenn5jRkZGmPGrLFMJCgrChg0bsHv3btTV1TG3nzlzBoWFhXj44Ydx6tQp6HQ6j6zPUaEHAC6Xi/DwcGRmZuLSSy/F/PnzweVy0dDQgOPHj6Ourg5isdjkMdI0jQ8++ACPPfYYPv/88xkp9IB9KbbR0VFcddVVGBsbw9tvv43R0VEMDAxgYGDAY983i+thz4QsM4qZWnB0oSISibBmzRoUFxfjww8/hFarxbfffos9e/bg17/+NXx9fbF27VqsW7cOixcvdsvFkzOE3hgul4vQ0FCEhoYiLS0No6OjEIlEaGlpgUqlQnh4OAIDAxESEgKhUIhdu3bhT3/6E/bv328wT2ImYmuKraKigrlwnjNnjsFrtbe3Izk52SnrevLJJ51eB8BiP2wYn8UtuLKnX5/R0VH86le/QmhoKL744gs2D2mB0dFRvPrqq9i2bdsUIVer1Th06BD27NmDL774AlwuF2vWrMH69etxySWXuOSzdYXQTwdN01AoFBCLxfj000/x/PPPY/78+WhoaMA777yDG2+80eVrYGFxB6zYs7gFV/b0E+RyOa6++mr4+fnhq6++8vjgmAsJjUaD48ePY/fu3di/fz80Gg3WrFmDkpISXHHFFU5x1nO30JvijTfewBtvvAGKotDe3o7LLrsM1113HW6//XaPTxxkYXEEVuxZZhQzueCIZRKdTocTJ04wwi+Xy7Fq1SqUlJRg+fLlNk/DA2aG0H/zzTfYvHkz3nvvPVx//fXo6urCvn37mIscZ4zjZWHxFKzYs8w4Vq5cCZFIhJ07dzKtdwUFBUzrXW9vL5YtW4b3338fRUVFTMGRUqnEvn374O/vz7xWRETEjGghu1ChKAo//vgjI/wSiQQrVqxASUkJrr76aoPvwhwzQegPHjyIjRs34j//+Q82bNjgkTWwsLgS9lKVZcbx0UcfIT09HcuWLcOqVauwdOlSvPnmm8z95gqOamtrMWfOHKbnOiYmBt3d3czzXn/9dSQnJ8PHxwfFxcVMdbI5PvvsM6Snp8PHxwfZ2dn45ptvXHPA5zFcLheLFy/GP//5T7S2tuLIkSOYNWsWnnrqKSQnJ2Pjxo345JNPMDo6avL5M0Hojx07hk2bNuFf//oXm6NnuXChWVguAnbt2kULBAL6nXfeoevr6+k77riDFgqFtEgkMvn4kydP0jwej37hhRfohoYG+i9/+QvN5/Pp2tpaN6/8/ESn09GVlZX0Y489RmdmZtLe3t70qlWr6DfeeIPu6emhFQoF/dRTT9Evv/wy3dvbS4+NjXnkvwMHDtABAQH0m2++SVMU5bHPa3BwkN64cSMdGBhIBwcH07fddhstl8utei5FUfSKFStoAPS+fftcu1CW8xY2jM9yUVBcXIzCwkK89tprACbDzwkJCdi6dSu2bds25fE33HADxsbG8NVXXzG3LVy4EDk5Odi5c6fb1n0hQNM0GhsbsXv3buzduxcNDQ3Iz89HTU0N3n77baxdu9bpXvbWUFZWhnXr1uGZZ57BPffc45E1EFauXIn+/n688cYbTOqqsLDQrGukPi+99BIOHjyI//3vf+xUSRazsGF8lgsetVqN8vJyLF++nLmNy+Vi+fLlOHXqlMnnnDp1yuDxAHD11VebfTyLeTgcDjIzM/H444+jsrISjzzyCCorK5GVlYWbbroJa9aswZtvvomBgQGneNlbQ3l5Oa699lr87W9/87jQNzY2orS0FP/5z39QXFyMpUuXYseOHdi1axf6+vqmfW5VVRX+8Y9/4J133nHTalnOV1ixZ7ngkUql0Ol0U+afR0VFmTXqGRgYsOnxLNbx73//Gy+//DKOHTuGsrIytLS0YPXq1fj000+RlpaGFStW4PXXX0dPT4/LhL+6uholJSV45JFHcN9993lU6AH7XSOVSiU2btyI119/3aIPPgsLK/YsLCxuIzw8HAcOHMDChQvB4XCQkpKCP/3pTzh58iTa2tpw/fXX46uvvkJWVhaWLVuGV155BR0dHU4T/vr6eqxduxYPPPAAHnroIY8LPWC/a+QDDzyAxYsXo6SkxNVLZLkAYMWe5YInPDwcPB4PIpHI4HaRSGR2RxQdHW3T41ms4ze/+Q0WLlw45XYOh4OEhATcd999OHbsGLq6unDzzTfj8OHDWLBgAS699FJs374dZ86csVv4m5qasGbNGvz+97/HX/7yF5cLvSvH1H7xxRc4cuQIXn75ZecumuWChRV7lgsegUCA/Px8HD58mLmNoigcPnwYixYtMvmcRYsWGTwemOzFNvd4FufB4XAQExODe+65BwcPHkRfXx/uvvtunDp1CkVFRVi0aBGeffZZNDQ0WC38Z86cwZo1a7B582Y89dRTbtnRP/jgg2hsbJz2P3vH1B45cgRnz56FUCg0mBt/3XXXzXgvfxYP4blGABYW97Fr1y7a29ubfvfdd+mGhgb6zjvvpIVCIT0wMEDTNE3fdNNN9LZt25jHnzx5kvby8qK3b99ONzY20k888QTbeudhKIqiZTIZ/e6779Jr166lfXx86PT0dPrhhx+mT506RcvlcpPtdXV1dXR8fDx977330jqdztOHMYWGhgYaAH369GnmtgMHDtAcDofu7e01+Zz+/n66trbW4D8A9CuvvEK3tbW5a+ks5xGs2LNcNOzYsYNOTEykBQIBXVRURP/444/MfZdddhm9efNmg8d/+umn9Ny5c2mBQEBnZWXRX3/9tdXv9dprr9FJSUm0t7c3XVRURJeVlZl97JtvvkkvXbqUFgqFtFAopJctWzbt41kmGRkZoT/66CP62muvpf38/OjZs2fTDzzwAP3dd98xwt/Y2EgnJibSv//972ek0BNWrFhB5+bm0mVlZfSJEyfo1NRUesOGDcz9PT09dFpa2rS/C7B99izTwIo9C4uTsdXAZ+PGjfTrr79OV1ZW0o2NjfQtt9xCBwcH0z09PW5e+fmLXC6nP/30U/qGG26gAwMD6aSkJPqWW26hY2Nj6dtvv31GCz1NT5rqbNiwgQ4ICKCDgoLoW2+91cBUp729nQZAHz161OxrsGLPMh2sqQ4Li5Ox1cDHGJ1Oh5CQELz22mu4+eabXb3cC47x8XEcOHAAL774IkZGRlBdXc3OR2C56GEL9FhYnIg9Bj7GKJVKaDQahIaGumqZFzS+vr5Yt24dTp48iZqaGlboWVjAij0Li1Oxx8DHmIcffhixsbFTHPxYbIcdS8vCMomXpxfAwsJyjueeew67du3CsWPH4OPj4+nlsLCwXCCwYs/C4kTsMfAhbN++Hc899xwOHTqE+fPnu3KZLCwsFxlsjIuFxYnYY+ADAC+88AKefvpplJaWGniks7CwsDgDVuxZWJzMH//4R7z11lt477330NjYiLvvvhtjY2O49dZbAQA333wzHnnkEebxzz//PP7617/inXfeQXJyMgYGBjAwMACFQuGpQ2CxA5lMhk2bNiEoKAhCoRC33367Vd/hqVOncOWVV8Lf3x9BQUG49NJLMT4+7oYVs1xMsGLPwuJkbrjhBmzfvh2PP/44cnJyUFVVhdLSUqZor6urC/39/czj//3vf0OtVuP6669HTEwM89/27duter/XX38dycnJ8PHxQXFxMX766Sernrdr1y5wOBx2/rmT2LRpE+rr63Hw4EF89dVX+O6773DnnXdO+5xTp05hxYoVuOqqq/DTTz/h559/xpYtW9jCQhanw/bZs7Ccx3zyySe4+eabsXPnThQXF+Pll1/GZ599hubm5imT1PTp6OjA0qVLMWvWLISGhmL//v3uW/QFSGNjIzIzM/Hzzz8zaZjS0lKsWrUKPT09iI2NNfm8hQsX4le/+hWefvppdy6X5SKEvXxkuWDQ6XRYvHgxrr32WoPbR0ZGkJCQgMcee8xDK3Md//znP3HHHXfg1ltvRWZmJnbu3Ak/Pz+88847Zp+j0+mwadMm/O1vf8OsWbPcuNoLF3tm0ovFYpSVlSEyMhKLFy9GVFQULrvsMpw4ccJdy2a5iGDFnuWCgcfj4d1330VpaSk++ugj5vatW7ciNDQUTzzxhAdX53zsNfB56qmnEBkZidtvv90dy7wosGcmfVtbGwDgySefxB133IHS0lLk5eVh2bJlOHPmjMvXzHJxwYo9ywXF3Llz8dxzz2Hr1q3o7+/H559/jl27duH999+HQCDw9PKcij0GPidOnMDbb7+Nt956yx1LPO9x5Ux6iqIAAHfddRduvfVW5Obm4qWXXkJaWtq0kRkWFntg++xZLji2bt2Kffv24aabbkJtbS0ef/xxLFiwwNPL8jhyuRw33XQT3nrrLYSHh3t6OecFDz74IG655ZZpH2PvTPqYmBgAQGZmpsHtGRkZ6Orqsn/RLCwmYMWe5YKDw+Hg3//+NzIyMpCdnW3V8JnzEVsNfM6ePYuOjg6sXbuWuY3sLr28vNDc3IzZs2e7dtHnGREREYiIiLD4uEWLFmF4eBjl5eXIz88HABw5cgQURaG4uNjkc5KTkxEbG4vm5maD21taWrBy5UrHF8/Cogcbxme5IHnnnXfg5+eH9vZ29PT0eHo5LsFWA5/09HTU1taiqqqK+e+aa67BFVdcgaqqKiQkJLhz+RcUGRkZWLFiBe644w789NNPOHnyJLZs2YIbb7yRqcTv7e1Feno60xrJ4XDw0EMP4dVXX8Xu3bvR2tqKv/71r2hqamLrKVicj2cn7LKwOJ+TJ0/SXl5e9JEjR+grr7ySvvLKK2mKojy9LJewa9cu2tvbm3733XfphoYG+s4776SFQiE9MDBA0zRN33TTTfS2bdvMPn/z5s10SUmJm1Z7YWPvTPpnn32Wjo+Pp/38/OhFixbR33//vZtXznIxwIo9ywXF2NgYnZqaSm/dupWm6ckTbEBAAP2vf/3LwytzHTt27KATExNpgUBAFxUV0T/++CNz32WXXUZv3rzZ7HNtFfvXXnuNTkpKor29vemioiK6rKxs2scPDQ3R99xzDx0dHU0LBAI6NTWV/vrrr61+PxYWFufAmuqwXFDcd999+Oabb1BdXQ0/Pz8AwBtvvIE//elPqK2tRXJysmcXeB5jq4GPWq3GkiVLEBkZiUcffRRxcXHo7OyEUChkCyZZWNwMK/YsFwzHjx/HsmXLcOzYMSxdutTgvquvvhparRaHDh0Ch8Px0ArPb4qLi1FYWIjXXnsNwGR9QEJCArZu3WqyCHLnzp148cUX0dTUBD6f7+7lsrCw6MGKPQsLi0XUajX8/Pywe/duAy/9zZs3Y3h4GJ9//vmU56xatQqhoaHw8/PD559/joiICGzcuBEPP/wweDyeG1fPwsLCtt6xsLBYZDoDH3OmMm1tbThy5Ag2bdqEb775Bq2trbjnnnug0WguODdDFpaZDiv2LCwsLoGiKERGRuLNN98Ej8dDfn4+ent78eKLL7Jiz8LiZlixZ2FhsYitBj7ApEMcn883CNlnZGRgYGAAarX6grMvZmGZybCmOiwsLBax1cAHAJYsWYLW1lbGpQ+YdIeLiYlhhZ6Fxc2wYs/CwmIVf/zjH/HWW2/hvffeQ2NjI+6++26MjY3h1ltvBQDcfPPNeOSRR5jH33333ZDJZLjvvvvQ0tKCr7/+Gs888wz+8Ic/eOoQWFguWtgwPgsLi1XccMMNkEgkePzxxzEwMICcnByUlpYyRXtdXV3gcs/tHxISEnDgwAE88MADmD///7dvByUAAzEUBeNjPdRajmu/MgqvMw5yevAhz5xzZnfn3vvVCfBbXu8AIM6MDwBxYg8AcWIPAHFiDwBxYg8AcWIPAHFiDwBxYg8AcWIPAHFiDwBxYg8AcWIPAHEvP+CZxYcs87IAAAAASUVORK5CYII=\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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DoF999VV2m16vZ8dqMBhomnbsUmWudeDAgX7n3L59u9W+77//Pg2Afu211/qNg7mnzH0LCQmx+u5+++23NAD6+++/Z7fZ+xw/++wzGgB96NAhdptMJqPvu+8+h/eAoih67Nix/Z5FGo2GTkpKoi+55BKXz+UI5j7ZPt/d/U6sWLHC7WszHDp0iOZwOPS//vUvq+1btmyh165dS+/atYv+8ssv6QcffJDm8/n02LFj6e7ubqfnnTdvXr9n7EC/S5PJ1M8FoVQq6YiICKvvPHOOsLAwq/no8ccfpwHQ6enptNFoZLevWLGCFggEtE6no2mapnt7e2m5XE7fcccdVtdqaWmhZTIZu12pVPrE3eWV6+HXX3+FwWDAunXrrIIJ77jjDgQGBmLPnj0AAJlMBgD4+eefHZoX5XI5AODbb78FRVHeDIvlzjvvZJU3AMydOxdmsxm1tbUuHW8ZmCOXyzF+/HhIpVKrleT48eMhl8tRVVXV7/jbbrvN6vqzZs0CTdNW0f48Hg/Tp0+3e7wz5HI5Ghoa+pktbaFpelCsCUCf6evHH3/Eq6++ivj4+H6meZVKBQCIjIzEnj17cP311+Phhx/Gjh07UFlZ2c9N4oh169Zh3759+PDDD7FkyRKYzWYYDAaH+/f09GDPnj247LLL2O+W7ZhmzJiBTz75BMuWLcNzzz2H559/HseOHcP+/fut9uvs7MS3336Le+65BytXrsT+/fsREhKC//f//p9LY7flxx9/RGRkJFasWMFu8/PzwwMPPACVSoXff//dav9ly5YhLCzMpXOLxWL2/7u7u9HR0YF58+ahqqqKdfPt27cPvb29+L//+79+0d+W31dXaW5uRm5uLlavXm1l7ZgyZQouueQS/Pjjj/2Oufvuu63+njt3Ljo7O9HT0zPgtebPnw+apl2yJgAAn8/HXXfdxf4tEAhw1113oa2tDWfOnHHpHLYIhUKsWbPGattXX32F0NBQ3H///f32t72ny5cvR1BQEPv33LlzAcDqGWD5Oep0OnR0dGD27NkAYOUKkMvlOHHiBJqamuyONTc3F+Xl5Vi5ciU6OzvR0dGBjo4OqNVqXHzxxTh06BD7vHV2LnfwxXfCVdra2rBy5UokJSXh0UcftXrtwQcfxNatW7Fy5UosW7YMW7ZswYcffojy8nK89dZbHl2Pwd7vksfjQSAQAOjLllIoFDCZTJg+fbpdF851113Hzo9A3xwBADfddBP4fL7VdoPBgMbGRgB9v+Guri6sWLGC/Uw7OjrA4/Ewa9Ys1tUhFoshEAhw8OBBKJVKj9+rV0KBmXDHjx9vtV0gECA5OZl9PSkpCevXr8e7776L0NBQLFq0CG+++aZVfMLy5csxZ84c3H777YiIiMANN9yAL774wivREB8fb/U38+N05YaJRKJ+XwKZTIbY2Nh+P3yZTGb3nLbXZ74QcXFxLh3vjMceewz+/v6YOXMmxo4di/vuu88rV40nXHTRRViyZAnWr1+P//73v3j22WfxxhtvsK8zD7zrr7/eSkxed9114PP5OHbsmEvXSU1NxcKFC3HLLbfghx9+gEqlwpVXXunQRPnVV19Bp9P1cztYjslyogbAumuYMTH7JSUlsT9goM8Ef+WVV+LkyZMwmUwujd+S2tpajB07tl+mzoQJE9jXLbF1aQ3E0aNHsXDhQtYnHBYWxvrQmd8b4zOfNGmS22O3h6PnAND3npiJyRJvfpvuEB0dDalUarVt3LhxAOBxPZiYmBh2MmCorKzE+PHjrR7ujnDlvSsUCjz44IOIiIiAWCxGWFgY+z2wfG6+/PLLKCwsRFxcHGbOnIlnnnnGSnCUl5cDAFatWoWwsDCrf++++y70ej17PmfncgdPvhPufM8Z1Go1rrjiCvT29uLbb78d0D3GsHLlSkRGRrIuSE9xNN4PP/wQU6ZMgUgkQkhICMLCwrBnzx6rz43BnTkC+Os7wnyuCxYs6Pe5/vLLL2xGllAoxEsvvYSffvoJERERrCu9paXFrfc6ZDmFr776KvLz8/HEE09Aq9XigQceQFpaGhoaGgD0PZQPHTqEX3/9FTfffDPy8/OxfPlyXHLJJQ4DzZzhKAXG0eTiyrHunNOdc7gyJlsmTJiAsrIyfP7557jgggvw1Vdf4YILLhi2VLyUlBRMnToVu3btYrcxaZK2/kAej4eQkBCPJ4Zrr70Wp06dwrlz5+y+vmvXLshkMlxxxRX9XnM0pvDwcAB//Rgd7cfsazQaXQ5u9AbL1eVAVFZW4uKLL0ZHRwdee+017NmzB/v27WNzv31lqfMF3vw2fY0jK4qj546rn4cjXHnv119/PXbs2IG7774bX3/9NX755Rfs3bsXgPXneP3116Oqqgpbt25FdHQ0Nm/ejLS0NPz0009W+27evBn79u2z+4+ZXJ2da7Bx974aDAZcc801yM/Px7fffuuW8I2Li7MbHOgO9sb7ySefYPXq1UhJScF7772HvXv3Yt++fViwYIHd35+n8wxzro8//tjuZ/rtt9+yx6xbtw7nzp3Dpk2bIBKJ8K9//QsTJkxATk6Oy+/Vq2BGpqhGWVkZkpOT2e0GgwHV1dX98lknT56MyZMn46mnnsKxY8cwZ84cbN++nTXhcrlcXHzxxbj44ovx2muvYePGjXjyySdx4MABu7mxBEAqlWL58uVYvnw5+8N54YUX8Pjjj7tcVMSXaLVa6PV69u/MzEwAYE1mDAaDAR0dHS6b1O1dB4Bdld7c3IwDBw5g9erVEAqF/V7PzMzEjh07+o2JMbkyY4qOjmYDb21pamqCSCRCQECA22NPSEhAfn4+KIqysiqUlpayr3vC999/D71ej++++85qpWIbcc0E1hUWFmLMmDEOz+eqG8LyOWBLaWkpQkND+63qh4qmpiao1Wqr6zPikgnkYlb0tlk0rroogb57euLECRiNRq/rSyiVSuzfvx/PPvssNmzYwG5nVpG2REVF4d5778W9996LtrY2TJs2DS+88AKWLFnCftaBgYEuPUMHOpc7DPZ3gqIo3HLLLdi/fz+++OILNvPCFWiaRk1NDaZOnerx9R3x5ZdfIjk5GV9//bXV78fXizfmcw0PD3fpc01JScFDDz2Ehx56COXl5cjIyMCrr76KTz75xKXreWVRWLhwIQQCAf7zn/9YqeH33nsP3d3duPzyywH0+YttTbSTJ08Gl8tlJxV76o6JELWceAh/YZsqJRAIMHHiRNA0bZWC6Gp6pKuYTCa7loCTJ0+ioKAA06dPZ7fNnz8f4eHh2LVrF3Q6Hbt9586dMJvNVhUTOzo6UFpaahXHYq+okdFoxEcffQSxWIyJEyf2e/3zzz8HRVF23Q4AcNVVV0EoFOKDDz6wUvnvvvsuAFiNafny5aivr8e+ffusxvntt99iwYIFHhX6uuyyy9DS0mKVfWMymbB161b4+/u79dCzhFmFWP4Wu7u78cEHH1jtd+mllyIgIACbNm2y+kxsj5VKpXaFmC1RUVHIyMjAhx9+aDXZFhYW4pdffsFll13myduxizvpkUDffX377bfZvw0GA95++22EhYWxIpZ56B46dIjdz2w245133nF5XMuWLUNHR4eV243BXSuJvc8RQL8qmWazud/nEx4ejujoaPaZmZmZiZSUFLzyyitszI0lTLq4K+dyh8H+Ttx///3YvXs33nrrLVxzzTUO97OXDr9t2za0t7dj8eLFXo3BHvY+uxMnTuD48eM+vc6iRYsQGBiIjRs32k03Z963RqPp9xtPSUlBQECAW5+rVxaFsLAwPP7443j22WexePFi/OMf/0BZWRneeustzJgxAzfddBOAvvSctWvX4rrrrsO4ceNgMpnw8ccfg8fjYdmyZQCA5557DocOHcLll1+OhIQEtLW14a233kJsbOyAObV/Zy699FJERkZizpw5iIiIQElJCd544w1cfvnlVitdd9Ij33jjDXR1dbGr6++//551D91///2QyWRQqVSIi4vD8uXLkZaWBqlUioKCAnzwwQeQyWT417/+xZ5PKBRi8+bNWLVqFS688ELcfPPNqKurw7///W/MnTvX6kf+xhtv4Nlnn8WBAwfYXOy77roLPT09uPDCCxETE4OWlhbs2rULpaWlePXVV+36JHft2oXo6GiHfTEiIyPx5JNPYsOGDVi8eDGWLl2KvLw87NixAytWrMCMGTPYfR9//HF88cUXWLZsGdavXw+ZTIbt27fDaDRi48aNTu+nPe688068/fbbWL16Nc6cOYPExER8+eWXOHr0KLZs2eKRlQLo+z4IBAJceeWVuOuuu6BSqbBjxw6Eh4ejubmZ3S8wMBCvv/46br/9dsyYMYPNXc/Ly4NGo2HrOWRmZmL37t1Yv349ZsyYwcZm2GPz5s1YsmQJsrKycNttt7GpcDKZzOXAQ1dwNz0yOjoaL730EmpqajBu3Djs3r0bubm5eOedd9iVf1paGmbPno3HH38cCoUCwcHB+Pzzz92KP7nlllvw0UcfYf369Th58iTmzp0LtVqNX3/9Fffeey+uuuoql88VGBjI+pKNRiNiYmLwyy+/oLq62mq/3t5exMbG4tprr0V6ejr8/f3x66+/4tSpU3j11VcB9Flp3333XSxZsgRpaWlYs2YNYmJi0NjYiAMHDiAwMBDff/+9S+dyl8H6TmzZsgVvvfUWsrKyIJFI+q2Kr776atZakZCQgOXLl2Py5MkQiUQ4cuQIPv/8c2RkZFgFufqKK664Al9//TWuvvpqXH755aiursb27dsxceJEu0LNUwIDA7Ft2zbcfPPNmDZtGm644QaEhYWhrq4Oe/bswZw5c/DGG2/g3LlzuPjii3H99ddj4sSJ4PP5+N///ofW1lbccMMNrl/QnRQJR2lEb7zxBp2amkr7+fnRERER9D333GOVklZVVUXfeuutdEpKCi0Siejg4GD6oosuon/99Vd2n/3799NXXXUVHR0dTQsEAjo6OppesWIFfe7cOafjcpQeeerUKav97KU72WPVqlW0VCrtt91eqgxzfcsUOEfXd1QlzNH17F3fMs3x7bffpi+88EI6JCSEFgqFdEpKCv3II4/0S/uBG+mRCQkJbBqi7T/mc9fr9fSDDz5IT5kyhQ4MDKT9/PzohIQE+rbbbnNYtfOzzz6j09PTaaFQSEdERNBr165l0wAZmPtj+fl89tln9MKFC+mIiAiaz+fTQUFB9MKFC+lvv/3W7nWYdNX169cP+D4piqK3bt1Kjxs3jvbz86Pj4uLop556ik2Zs6SyspK++uqr6cDAQFosFtMLFiygT548OeD5GeylR9I0Tbe2ttJr1qyhQ0NDaYFAQE+ePLlfKqonlfy+++47esqUKbRIJKITExPpl156iU3ds/1svvvuOzo7O5sWi8V0YGAgPXPmTPqzzz5jX1epVPTKlStpuVxOA2BTJe2lR9I0Tf/666/0nDlz2PNdeeWVdHFxsdU+jn4DrlZ9dTc9Mi0tjT59+jSdlZVFi0QiOiEhgX7jjTf67VtZWUkvXLiQ/X4+8cQT9L59++ymRzpKSdZoNPSTTz5JJyUl0X5+fnRkZCR97bXX0pWVlTRND/x52r6nhoYG+uqrr6blcjktk8no6667jm5qarLaT6/X04888gidnp5OBwQE0FKplE5PT6ffeuutfufPycmhr7nmGvZZkZCQQF9//fX0/v373T6XLY7SI2nau++EI5j0dWfPKZqm6dtvv52eOHEiHRAQQPv5+dFjxoyhH3vssX7PHkcMlB5p73OkKIreuHEjnZCQQAuFQnrq1Kn0Dz/8QK9atcoq1djRORzdy4HmtEWLFtEymYwWiUR0SkoKvXr1avr06dM0TfdVrLzvvvvo1NRUWiqV0jKZjJ41axb9xRdfuPT+GTg0PQzRQwQCgTDIzJ8/Hx0dHSgsLBzuoRAIo5rzv5MSgUAgEAgEjyFCgUAgEAgEgkOIUCAQCAQCgeAQEqNAIBAIBALBIcSiQCAQCAQCwSFEKBAIBAKBQHAIEQoEAoFAIBAcQoQCgUAgEAgEhxChQCAQCAQCwSFEKBAIBAKBQHAIEQoEAoFAIBAcQoQCgUAgEAgEhxChQCAQCAQCwSFEKBAIBAKBQHAIEQoEAoFAIBAcQoQCgUAgEAgEhxChQCAQCAQCwSFEKBAIBAKBQHAIEQoEAoFAIBAcQoQCgUAgEAgEhxChQCAQCAQCwSFEKBAIBAKBQHAIEQoEAoFAIBAcQoQCgUAgEAgEhxChQCAQCAQCwSFEKBAIBAKBQHAIEQoEAoFAIBAcQoQCgUAgEAgEhxChQCAQCAQCwSFEKBAIBAKBQHAIEQoEAoFAIBAcQoQCgUAgEAgEhxChQCAQCAQCwSFEKBAIBAKBQHAIEQoEwjBC0zRomh7uYRAIBIJD+MM9AALh7wpFUdDpdDAYDBAIBODz+eDxeOByueBwOMM9PAKBQAAAcGiynCEQhhSapmEymdh/RqORfY3D4YDL5cLPz48IBwKBMCIgQoFAGEIoioLJZILZbLb6m8vlsm4ImqZBURSAPuHA4/HA5/OJcCAQCMMCEQoEwhDATP5GoxE0TYPD4YDD4cBsNsNoNILL7R8uZCkcmH9cLhdcLpcIBwKBMGQQoUAgDDKWrgYArEgAMKBQsHceS2sDcy4iHAgEwmBChAKBMIgwVgSz2cxO6pa4IxRscSQcGFcF819LYUIgEAjuQrIeCIRBgKZpmM1mmEwmUBQ1KKt8RgAwIoMRDiaTCQaDAaWlpRg3bhxEIpGVxYEIBwKB4A5EKBAIPoamadaKAGBAkeDLOgqWwoGmaXR0dGDs2LFsZgXzOo/Hg5+fH3g8HuuqIBAIBEcQoUAg+BCKomAwGAbNiuAuTPwCYG1xsBQOltYGIhwIBIItRCgQCD6AcTUwWQ0jQSQw42Jw5KowGo0wGAwA0C8wkggHAoFAhAKB4CU0TUOhUEClUiE8PHxEiARXru9MOBCLA4FAAIhQIBC8grEidHZ2or29HZGRkcM9JCvciX+wJxyYrA2meqStcGCyKggEwvkLEQoEggfY1kZgAgjPJ5jARwZL4cBYHDQaDYRCIfz9/a2yKggEwvkDEQoEgpswkyVTv4CpljjShMJgpGPaCoeamhrIZDJER0ez1gjbrAoiHAiE0Q0RCgSCi1iuqG2zGjgcjkdCYbAn0cEUL8zYLTMrbC0O9oIjiXAgEEYXRCgQCC7grDaCp0LhfIG5F4zFgbkXTLqoXq8nwoFAGKUQoUAgOMGyDLOjjIaRaFEYzgl4IOGg1+sHTMckwoFAGFkQoUAgOMCdMsyeCgWTyQSdTgepVOrtcO0yUqwclsKBx+NZdcS0FQ6W8Q1EOBAIww8RCgSCHdwpwwx4JhSUSiXy8vKg0+kgEokQFBTE/hMKhV6NfyjxZCK37DdhKxx0Oh27DyMcSGdMAmH4IEKBQLCBqY3gThlmd4QCTdOorq5GZWUlxowZg7CwMPT29kKpVKK+vh7FxcWQSCRWwsHPz8/t9zGaJtSBhINWq0VBQQEmTpwIoVBIhAOBMMQQoUAg/Im92giuTkIcDseq3bMj9Ho9CgoKoFarMXPmTAQEBMBgMCAkJAQhISEAAKPRiK6uLiiVSlRXV6OwsBD+/v6saJDL5WyWgSvvaTRiKRw4HA66u7tZMWZpcWCKPhHhQCAMHkQoEAjoC7Lr7u5mJx13WzG7sm9nZyfy8/MRFBSE7Oxs+Pn52RUXfn5+CAsLQ1hYGADAYDBAqVRCqVSivLwcOp0OAQEBrHCQyWRW9Q3ONxixw9RosLQ4UBTFCgemngURDgSCbyFCgfC3xrI2wunTpzFx4kSEhoa6fR4ul+vQokDTNCorK1FdXY3x48cjLi7OrclLIBAgIiICERERAACtVstaHIqLi2EymRAYGIigoCAEBwcjICDgvJwgbdNR7bkqzGYzzGYzdDodEQ4Ego8gQoHwt8U2YNGbWgiOjtXpdMjPz4dOp8OsWbMQGBjo1ZgBQCwWQywWIyoqivXhMxaHhoYGUBQFuVwOiqKgUqkglUoHbXIcCtcGcw1nwaT2GlwxwsGyjgOTVeGJ5YhA+DtChALhb4m92gjelGG2JxQ6OjqQn5+P0NBQTJs2zeW4AnevK5FIIJFIEBMTA5qmoVaroVQqoVAoUFZWhnPnzlkFRkokklE1OXpan8KRcDCZTOzrtjEORDgQCP0hQoHwt2Kg2giuBiTaw1IoUBSFiooK1NbWYsKECYiJiRmyyYfD4cDf3x/+/v6oqalBeno6AEChUKC9vR0VFRXg8/lWwkEkEo2KydGbMToSDiaTCUajkT23Xq9HYGAga3UgLbUJBCIUCH8jnNVG8IVFQavVIi8vDyaTCVlZWfD39/fJ2L0hMDAQgYGBSExMZIM2lUolmpubUVZWBqFQ6FUNh9HYr8KecDCbzThx4gRmzZoFoVDIWhwsC0AR4UD4O0KEAuFvAdNzYKDaCN7GKFAUhWPHjiEiIgITJkwYkZkIXC6XFQRAX80IJjDSXg0HuVwOgUAwzKPuY7DLXTPnFwgEbIAkY3EA7JebJsKB8HeACAXCeY1lbQSapgeMeh8oc2EgKIpCdXU1KIrCpEmTEB0d7e2wfYIrEyuPxxuwhoNarfa4hoOvcCWY0Rcwnz0jGuy5Kiw7Y3I4HCIcCH8LiFAgnLdQFAWTyeRWGWZ3hYJGo2FdDQBGjEhgcNdC4m4Nh9Fa0MkeAwkSe8KBCYhlLA62woHJqiAQRjtEKBDOOywf4jRNuxzJ7m6MQktLCwoLCxEdHY2EhAQcPnyYvd75gm0NB51OxwqHkpIS6PV6aLVaGAwGBAUFITAw0Oer6qGyKLhzHSZ+wfJY5jtnz+JgmVVBIIw2iFAgnFfYlmF2J93N1RgFs9mMsrIyNDU1YdKkSYiMjIRer2evP1Img8EYh0gkQlRUFFvDIScnB0KhEGq1mq3hIJPJWItDQECA1+MYKquFN4LEFeHAVJa0DI4cKd8VAmEgiFAgnDdY1kawNBO7iiuuB7VajdzcXHC5XGRnZ0MikbDHAiOvt8Jgjoe5x3K5vF8NB6VSiZqaGnA4HMjlclY4eFr8aSgmVF9aLpwJh46ODojFYgQHB1vFOBDhQBiJuC0UmM56BMJIgUlta2hogJ+fH0JDQz164HK5XLaSn72MhaamJhQVFSEuLg7jxo2zEiIjVSgMJZY1HOLi4tjKkEqlEp2dnaisrASfz7cSDmKx2OlnNVRWmsG8jqVwoGkara2tCAkJgb+/v1XVSNvgSCIcCCMBl4UCTdNoaWlBV1fXIA6HQHAfZnI2GAwwGAysG8Bd/Pz8YDabUVNTg4CAAISFhYHD4cBsNqOkpAStra1IT09HeHh4v2NHolAY7kmGy+WyNRwSEhJAURR6enqgVCrR2tqKc+fOQSAQsKIhODjYbg2HoXQ9DMU9Y1xcTMCjZaEu5vtLhANhJOGyUGBEQnh4+KgrAUs4P2FS1pgHPNMIyNO8f6YLodlsRnt7O4C+vgp5eXnw8/NDdnY2xGKx3WNHolAAhmY8rj4LGDeFXC5HUlISzGYzW/ypsbERJSUlDms4jHaLgr1rMRYpy+ZWzGvMP71eD4PBAMB+HQfyHCYMBS4JBaYoS3h4OJtvTSAMF8zkZykSLBGJRF6dnzm+ubkZ+fn5iI+Px5gxYwaMeRipQmEkw+PxEBwcjODgYACAyWRCV1cXFAqFVQ0HqVTKBqkOZg0Hy8l7sKEoyuEk76gzJiMcHDW4Ip0xCYOFS786JiaBCdwiEIYL5oHJMBgPRmbCMJlMbFaDMzwRCjRNo6GhAY2NjZDJZAgODoZMJvNZRUdvKk0OB3w+H6GhoWybb6aGQ1tbGyiKwuHDh61qOPjyXgHDZ1FwxkDCgbGCWQoH0lKb4GvckufkS0cYTmxdDYMBRVFQq9UAwPZAcAV3hYLJZEJxcTE6OjoQFxcHtVqNkpISGI1GBAYGIjg4mE0vHMnV/gZTiDA1HCQSCZRKJWbOnGlVw8FgMFilYnpbw2EohQJTStwTXBUOtp0xiXAgeApJjySMeFy1InjT/RH4q5KjUCj0qKqeqyt4lUqF3Nxc+Pn5Yfbs2ayvmWkqpVAooFQqUVdXB5qmrYL93IkPOp8mBQ6H06+Gg1arZYVDQ0MDzGazVUaFuzUchtqi4KtrORIOFEVBq9WiqKgIEyZMYL/XRDgQ3OW8Fgrz58/H77//DgDIyclBRkbG8A6IYMXq1avx4YcfAgD+97//YenSpf32sRUJgwEz6TA+cKFQyK7M3MGVXhFMimVCQgLGjBkDAFYVJCUSCSQSCWJjY0HTNHp7e6FUKtHR0cGmF1oKB2fxGKPJ9eAIe5Oq5b2yV8OhtrYWANyq4TBaLArOsC0yplQqWRGt1+vZoF/b4EgiHAiOOK+FAgDccccdeO6551i/Z01NDZKSktgH6MGDB3HRRRdBqVRCLpcP6dg4HI7DCdJ2P1vmzJmDI0eODNLIBodnnnkGNTU12LlzJwDg3//+N1588UVERUX129dZwKIj3J0YzWYzNBoNeDweBAKBVxPrQBYFyxTLjIwMtpcCRVEO3x+Hw+mXXtjd3Q2FQoGmpiaUlZVBJBKxboqgoCD4+fl5PP6RiiufiW0NB0uRxdRw4PF4Vu20bWs4DBRg6GuG6lqMcGXEAPDXb4qpGeIoONKdqqaE85vzXihIJBKXgtFGOh988AEWL17M/u0oBdBoNI6ayUImk0Emk/Xb7mnAorsPNYPBAJ1OB6FQCKFQCL1e75XrwpFQYKo58ni8AVMsnWHbIto2S6CwsNAq2O98whM3kDs1HJgGVyMxmNEbmO+zbXEw2wZXjHAwmUzs67YxDkQ4/H0ZuVFSw8TOnTshl8vx888/Y8KECfD398fixYvR3NzM7rN69WosXboUzz77LMLCwhAYGIi7776bzXcGgMTERGzZssXq3BkZGXjmmWfY1wHg6quvBofDYf92hFwuR2RkJPsvODiYLZG7e/duzJs3DyKRCLt27UJnZydWrFiBmJgYSCQSTJ48GZ999pnV+ebPn4/7778f69atQ1BQECIiIrBjxw6o1WqsWbMGAQEBGDNmDH766Ser4woLC7FkyRL4+/sjIiICN998Mzo6OtjXv/zyS0yePBlisRghISFYuHAhGxzoCpaBWYMFTdPQaDTQ6/WQSqVskR9vH4L2hEJzczOOHz+OkJAQzJw502ORYA8mS2DcuHGYNWsW5syZg7i4OBiNRpSWlkKj0aCiogLV1dXo7u72SgQNxFA1a/IGpoZDUlISpk2bhgsvvJD12zc2NuL48eMoLS2FXq9HW1ub1W95MBgqiwJTznyga1kWd2IsChwOByaTCVqtFiqVCj09PVCpVNBqtTAajYP2XSKMTIhQsINGo8Err7yCjz/+GIcOHUJdXR0efvhhq33279+PkpISHDx4EJ999hm+/vprPPvssy5f49SpUwD6LAXNzc3s357wf//3f3jwwQdRUlKCRYsWQafTITMzE3v27EFhYSHuvPNO3HzzzTh58qTVcR9++CFCQ0Nx8uRJ3H///bjnnntw3XXXITs7G2fPnsWll16Km2++GRqNBgDQ1dWFBQsWYOrUqTh9+jT27t2L1tZWXH/99QD6JsUVK1bg1ltvZe/NNddc49KD3lIgeLOyc3Yts9kMlUoFAPD39/dpep2lUKAoCsXFxSgqKsLkyZORmpo66CtIoVCIyMhITJgwgbVcyOVyqFQq5OXl4fDhw8jLy0N9fT1UKtWoiV8YjJU+U8MhJSUF06dPx9y5cxEZGQkOh4OamhocOXIEJ0+eRHl5OTo6OtgmY75iKC0KnvQ8cUU49Pb2QqfTEeHwN8Br10N++3YUdLzjdL8Q8WQsTvzQatvemlXo1BY4PXZy6J2YEna3x2O0JDEx0ekD0mg0Yvv27UhJSQEArF27Fs8995zVPgKBAO+//z4kEgnS0tLw3HPP4ZFHHsHzzz/v0g+T8VEzlgJnrFixwmpS++STT9jgzHXr1uGaa66x2t9S2Nx///34+eef8cUXX2DmzJns9vT0dDz11FMAgMcffxwvvvgiQkNDcccddwAANmzYgG3btiE/Px+zZ8/GG2+8galTp2Ljxo3sOd5//33ExcXh3LlzUKlUMJlMuOaaa5CQkAAAmDx5MrsvY02xBxOMJhAIPC6q42wyYYrViEQij6s3Ors+Y63Izc0FAKvGUUMJYzoOCQlBaGgoaJqGSqWCQqGw6rtg67P/u8Ln8xEQEICuri5Mnz4dBoMBXV1dUCqVqKiogFar9WkNh6GMUfBWkDhyVZhMJrbGjr2qkSM5rZfgHl4LBQOlgtrU7HQ/qSm63zadqdOlYw2UyqOxeYpEImFFAgBERUWhra3Nap/09HSrCSArKwsqlQr19fXsJOlLXn/9dSxcuNBqTEyZ4enTp1vtazabsXHjRnzxxRdobGxk68fbTlhTpkxh/5+ZVCwn9oiICABg33teXh4OHDgAf3//fuOrrKzEpZdeiosvvhiTJ0/GokWLcOmll+Laa68d0F9uKdoGy+XATN4URUEqlQ74gPc2mJGJF4iOjnbJijBUZnsOh4OAgAAEBARYBUYqlUo0NzezgZFMNoVl+eThZjiaQgkEAoSHh7N9PXQ6nc9qODCfyUi1KDjDkXAwGAw4evQo0tPTIRKJiHA4j/BaKAi4/pDy+0et2yLi9y/9LOKHuHSsgNt/YhpMbIMBPalwx+Vy+x3jTdfNyMhINp2OgREKUqnUavvmzZvx73//G1u2bMHkyZMhlUqxbt26fn5Xe+/Tchvz0GTMiiqVCldeeSVeeumlfuOLiooCj8fDvn37cOzYMfzyyy/YunUrnnzySZw4cQJJSUlW+w+mKLCEMZfyeDz4+/s79dV6CtNCuLKyEpMnT7abyTEY1/UUR4GRSqXSqnwyk1Ehl8vtCqyhcl8Md68HX9ZwsBdgOFgMZhomg2UMhE6nYy2CRqORfeZxOBwr4eBJnRLC8OG1UJgSdrfHbgFbV8RoIi8vD1qtljXX/vHHH2xqFtDnWrAMgOzp6UF1dbXVOZhuhb7m6NGjuOqqq3DTTTcB6HtYnDt3DhMnTvTqvNOmTcNXX32FxMREh+4BDoeDOXPmYM6cOdiwYQMSEhLwv//9D+vXr2f3cSQSvC05bPvgGWxXA4NWq0VeXh4oisKECRPcEgmDiTsPYnvlk5nCT2VlZdDr9T6tgugOI617pLc1HCytPIPNUAgFBuZZZpmKCYAt/mQ0GmEwGFhhwQgHy6wKwsjkvE+PHCwMBgNuu+02PPXUU6ipqcHTTz+NtWvXsj/KBQsWYOfOnbjyyishl8uxYcOGfiuyxMRE7N+/H3PmzHGrXLAzxo4diy+//BLHjh1DUFAQXnvtNbS2tnotFO677z7s2LEDK1aswKOPPorg4GBUVFTg888/x7vvvovTp09j//79uPTSSxEeHo4TJ06gvb0dEyZMAGBdG2EwYSrS0TTt1NVgi7tja29vR35+PiIiImA0Gr1uSOVrPL3XAoGAzbCxt4KmKApyuRw6nQ46nW7Q3QNDZVHwZFJ1t4YD47o7XywKltcC+r8vJl6GwZ5w4HK54PF4bPAkEQ4jCyIUPOTiiy/G2LFjceGFF0Kv12PFihVWwXqPP/44qqurccUVV0Amk+H555/vZ1F49dVXsX79euzYsQMxMTGoqanxydieeuopVFVVYdGiRZBIJLjzzjuxdOlSdHd3e3Xe6OhoHD16FI899hguvfRS6PV6JCQkYPHixeByuQgMDMShQ4ewZcsW9PT0ICEhAa+++iqWLFnisqvBWxHBrO74fD5EIpFbDxt39qUoChUVFaitrcXEiRMRExODY8eOjZpMAnewt4JWqVRQKpXo7u5GTU0NGhoa2PgGXwdGDkeMgje4UsMBAEpLS1nxMFgCc6gtCq5Ud3RVOJCW2iMHDu3Ck02n06G6uhpJSUkjbsU0EPPnz0dGRka/egbesnr1anR1deGbb77x6XnPV5ylPfJ4PHz11VdYtGgRuFwuW9fAXZgcb09dDSaTCTqdDv7+/tDpdKipqUFsbGy/8eh0OuTl5cFgMGDq1KnsCvH48eNISkpyq8AXEwQG+H7VfPr0acTHx7MBeYPB2bNnERkZCYlEwroqenp6IBQKrSpGeuP6aW9vR3V1tVXGzmBQX1+Prq4uq4DewUClUuHkyZNISEiAUqlEb28vG0jqi/tlSVNTE1pbWzF16lSfnG8gent7kZOTgwsvvNDjc1imF1s+MxjhQFEUWlpaMGbMGCIchpDz3qLw1ltv4d1338Xx48cH/QFAsMZZGeZ77rkHu3bt8vo6jKuBMX0OZjxCZ2cn8vLyEBoaiszMTKtYDW9jLAaDoRgPU8yIKYFuGRhZW1uLoqIi+Pv7sxYHmUzmdgrsaLIoOIOZ+JjMKnv3SyqVsqJBLpd7XG2Voiif1goZ7GtZNrcCrIWDwWBAcXExLrvsMnR1dXl1HYJ7nNdCYdeuXdBqtQCA+Pj4YR7N3wtXyjA/++yzeOihhwD0ZU14MtEyWQ2Mq8GdKpCOxu1oe2VlJaqrq5GamorY2Fi7jYpGmlAYDuwFRjLxDUxgZGBgICscnAVGjrRgRl9cx/L92rtfjHCorKyERqOxquHgKAPFHsPhevAltsJBo9H0y/IiDD7ntVCIiYkZlPMyTY0I9nG1wqJlnjoAtzs26nQ6GAwGiMVi+Pn5eV0dztFY9Xo98vPzodVqMWvWLAQGBjo8fiQJhZFimhUIBIiIiGDrcjCBkQqFAo2NjWxgpGWwnz0RNtgMZRGkga5jW8NBr9ezQqu0tBQGg4EVWkzxJ0cT9FAHMw629UKtVhOhMAyc10KBMLRYWhE8XZ25MtFaZjX4+/sP6oOwq6sLxcXFCAoKwtSpUwc0mY80oQAM/mrck/OLxWKIxWJER0ezwadMfEN1dbVVjYfg4ODz3qLgDKY0N5OBYln8qampCSaTiU1dDQ4OtvpNjHaLgi2MUBgpIvjvAhEKBJ/gacdHS1yZaI1GI7RaLQQCwaAE1lpe32QyoaioCCkpKYiPj3cpmtvdSU2r1aKqqgoSiQQhISF/uzLKlqmF8fHxVhkCLS0tOHfuHCvOWltbfRroZ8tQCQVvLBccDqef0NJoNKxwqKurA03TrNDS6XRDFqNgNpuJReE8hQgFglcwEyNThc3biW6gGAGmAQ3jarDFsqCNp0KFOV6r1cJkMmHKlCms79iV490RCh0dHcjLy4NMJoNKpUJ5eTmbLcBkDHjTMnw0rrosAyOTkpJgNptRXV2N1tZWq0A/y4qRnvYGsWUohYKvVt4cDgdSqRRSqRSxsbFWqasKhQIKhQIcDgdGo9Gqp8dgvM+hcj3YKyFPGFyIUCB4jK2rwdsqkwOVvNVoNOzqc7DNm0x3SaFQiICAAJeP43K5LsVJWAZGTpgwAeHh4ez96+7uZvtFFBYWIiAggJ0UPWlENNJcIe7C4/EglUohFosxbdo0q8DI8vJy6HQ6l/31zhiprgd3sOzpER8fj+LiYgB97p7W1laUl5fDz8/PKhXTV5a5oXBzqFQqYlEYBohQIHiEbcDiYD1g3XE1eDsGpi69QCCAn5/foMRYGAwG5OfnQ6PRYNasWQgICGCvy+fzERISgpCQvr4oTBCbQqFAcXEx64tmLA7OelecT1g2a7IXGKlUKtHY2Mj2XGDElTv3aDS4HtyFqU6amJjIWmiYZmCNjY0oLS31WQ2HoXA9aDQaYlEYBohQILiFo9oIvgjkszwH42owmUyQSCRumZfdfeAzrgbGIiIUCt3OwACc34Pu7m7k5OQgMDAQWVlZ8PPzG3B/2yA2jUbDBv3V1NSwQX+McLAVUueLiBjoHtkLjGTElW1gpDOz+2Cu9IfjOkD/VT6Px2O/L4BvazgMZTAjYWg5r4XC/Pnz8fvvvwMAcnJykJGRMazjOXjwIC666CIolUrI5XLs3LkT69atG5biIYmJiVi3bh3WrVvn8jG+CFh0BbPZDK1Wy/pfffnwqampYQvdpKen49SpU9BoNKyJW6VSeSx47HUMBfruW319PcrKypCSkoKkpCS3752lLzouLo4N+lMoFFZtoplJgCl+NBSuh6Fole1qsybLngsURaG3txcKhYItncz0VGEEluXq+Xy1KAz0+7Gt4WA0GlkLjbs1HIYiRkGlUrEWN8LQcd43CL/jjjvQ3NyMSZMmAeibKCx/pAcPHmRN5xwOBxEREVi2bBmqqqoGfWzLly9n6767QmJios/LUTvimWeesbovTDW5ffv22d3fV6mBFEWxvRp8JRJ4PB7bRyMuLg6NjY1Yv349uwIVCASQSCReP7zt3QOz2YyCggJUVFRg2rRpSE5O9skkwQT9JScnIzMzE3PnzsXYsWPB4XBQWVmJI0eOoKenB+3t7VAqlV7XmBhuPLlnXC4XMpkMSUlJmDZtGi688EKMHz8efn5+qK+vx5EjR3DixAmcO3cOHR0dMJvNoz5GwRZ3V/l+fn4IDw/H+PHjMXv2bMyZMwdxcXEwGo0oKyvDoUOHcObMGVRVVfX7Xg2VRYG4Hoae89qiAAASicSl2vtlZWUICAhAeXk57rzzTlx55ZXIz8/vp5CZoDNfRFozZtORSlpaGisMGGuCPTVvMBi8vh9MzwOapt12NVjiTLDweDxERERAKBSCoiivruXs2mq1Gjk5OfDz80N2dvag9kmxXRky/SiMRiOKiopgMpmsVtKjKRfdV1YRHo9nFQNiuXouLy+HVqtl+3p4Gxg5EENdBMmba1m6vwDrmBDbGg56vX7Qn2cajQYSiWRQr0Hoz3lvUXCV8PBwREVF4cILL8SGDRtQXFyMiooK1uLw008/ITMzE0KhEEeOHAFFUdi0aROSkpIgFouRnp6OL7/80uqcP/74I8aNGwexWIyLLrqoX3fInTt3siZihu+//x4zZsyASCRCaGgorr76agB9bpTa2lr885//7Bc8eOTIEcydOxdisRhxcXF44IEHrEoZt7W14corr4RYLEZSUpLL/RX4fD4bOBYZGYmoqCgIBAKsWbMGV199NTZu3IjY2Fi2jfTnn3+OmTNnQiaTITo6GjfeeCPa2trY8x08eBA8Hg8///wzMjMzIZVKsXDhQjQ3N+Obb77B9OnTER8fj1WrVkGj0bDHURSFF198ESkpKZBKpZg6darVvVYqlbjpppvYcU6cOBEffPCB3fdkNpuhVqtB0zR4PF6/Xg3eYCkUWlpacPz4cYSGhrKf51AiEokgFAoRFRWFOXPmYPr06QgKCoJSqcTp06dx9OhRFBUVobm5GXq93uPrDFVWxWCIGsvVc1ZWFkJDQxEYGAitVouioiIcOnQIubm5qK2tRW9vr8/e61C5OADfixImHiQtLQ1z5szBjBkzEBYWxrbVrqmpQX5+Purr671y4zmCWBSGh/PeouAJjCpmuvoBwP/93//hlVdeQXJyMoKCgrBp0yZ88skn2L59O8aOHYtDhw7hpptuQlhYGObNm4f6+npcc801uO+++3DnnXfi9OnTbF8DR+zZswdXX301nnzySXz00UcwGAz48ccfAQBff/010tPTceedd+KOO+5gj6msrMTixYvx//7f/8P777+P9vZ2rF27FmvXrmUny9WrV6OpqQkHDhyAn58fHnjgAasJ3B7OKiz+9ttvCAwMxM8//wyg70FuMpnwzDPPIDU1FW1tbXj44YexZs0a7Nmzx+rY5557Dv/5z38gkUiwfPlyLF++HGKxGB9//DE6Oztx880344033sCjjz4KAHjxxRexa9cuvPXWW+y9vuWWW9h7vWHDBpSUlGDPnj0QiURoamqyO/kZDAbodDoIhcIBI7s9fbhxOBxQFIXS0lI0NDRg0qRJbnWS9DWWgaa2RY2YNMzGxkaUlJRAIpFYxTf4ysriC4ZKjDCt0uPj460CI5kJkMPh9Gul7cmEP5osCgNhW8Ph7Nmz7HdHoVCgqqrKrWBSVyBCYXjw+mnQuPcHNO3d43Q/aUISJv7zUattxa+/DHVttdNjoxdfjpjFV3g8RksSExMHfPA0NzfjlVdeQUxMDMaPH49jx44B6JvcLrnkEgB9aWsbN27Er7/+iqysLABAcnIyjhw5grfffhvz5s3Dtm3bkJKSgldffRUAMH78eBQUFOCll15yeO0XXngBN9xwA5599ll2W3p6OgAgODgYPB4PAQEBVpPPpk2bcOONN7JBiWPHjsV//vMfdgx1dXX46aefcPLkScyYMQMA8N5777FWAFssAxYLCgogk8nY1yZOnIg//vgDACCVSrFjxw6rCfemm25CQEAAOBwOkpOTsWXLFsyaNQsqlcrqx/3cc88hOzsbWq0WN910E5599lmUl5cjISEBGo0Gy5Ytw4EDB/Doo49Cr9dj06ZN+OWXX6zu9dGjR/HOO+9g3rx5qKurQ0ZGBqZPnw6VSoXU1FSriY5pH63X633qarDFbDajtbUVfn5+yMrKGrHR2ZYPb6DPBN/V1QWFQmFVm4CZEJ01bRoKhrp7pKPASKVSyQZGCgQCK+Hganv0oQxmHEpRwrgNIyMjWUHK3LO2tjaf1HAg6ZHDg9dPTLNWC4NS4XQ/YXB/37apt8elY81/doAcTJiqZhqNBunp6fjqq6+sJsHp06ez/19RUQGNRsMKBwaDwcD2fS8pKcGsWbOsXmcmOkfk5uZaWQtcIS8vD/n5+VbuBJqmQVEUqqur2RK4mZmZ7Oupqan9XB7McZYiavz48fjmm2/Yvy0fhJMmTeq3Ks/NzcUrr7yC/Px8q0Cnuro6TJw4kd0vLS0NKpUKPB4PcXFxkEgkSE5OhtlsBk3TiIiIwKlTpwD8da8XLVpkdS3Le3333XfjuuuuQ05ODubNm4drrrkGc+fOBWBdrMnXGRSWdHZ2orm5GWKxGFlZWR4VRhqMycOV1bifnx/CwsIQFhYGwLppU0NDAyiKsopvsA38HClZD4N5HSYwUiaTITEx0ao4Vn19PYqLi63SCoOCghwK0uFMjxxMbOso2LtnTHnupqYmt2s4MFYeIhSGHq+FAk8shiAo2PmFAvp33OMHBLp0LG8IAv4OHz6MwMBAhIeH263GZ7k6ZCr37dmzp1+HSldXFfbwJBBIpVLhrrvuwgMPPNDvtfj4eJeyKhzVRhAIBBgzZozdY2xXy2q1GsuWLcOll16Kjz/+GGFhYairq8OSJUusXDhA3wpWIBBAKBSCw+GwedqWqzlGZDD3+vvvv3d4r5csWYLq6mr8+OOP2Lt3LxYvXox7770XGzdu9KgvhDumbpqmUV1djcrKSgQFBUEikQxZbX1neDq52tYmUKlUUCgU6OjoQGVlJbsqDA4OHpJsipHYFMq2HoFtWqFWq2XTCplW2sz34ny1KDhLj+TxeFaWLJPJxBZ/qqurc6mGAxEKw4PXQiFm8RUeuwVsXRHDSVJSkt1Vtj0mTpwIoVCIuro6zJs3z+4+EyZMwHfffWe1jTHbO2LKlCnYv38/1qxZY/d1gUDQr0zytGnTUFxc7HBCT01NhclkwpkzZ1jXQ1lZGVu7gbE+MJO3pw+w0tJSKBQKvPDCC0hMTAQAnD59mn2dpmk2bkAikbgsqFy51wAQFhaGVatW4dprr8WHH36IJ554Ahs2bHDb1eDO+zcajSgoKEBPTw9mzpyJtrY2rwIDRyKWJYETEhKsKvsxAWvl5eXo7u5m4xsGQyiN9PoGTGAk0xqa6fCoUCjYrBOmqqZer/eqh4c7jOTukbaVSAeq4dDd3Y3k5GSfCoU333wTmzdvRktLC9LT07F161bMnDnT4f5dXV148skn8fXXX0OhUCAhIQFbtmzBZZdd5pPxjGRGTsTSKCIgIAAPP/ww/vnPf4KiKFxwwQXo7u7G0aNHERgYiFWrVuHuu+/Gq6++ikceeQS33347zpw5g507dw543qeffhoXX3wxUlJScMMNN8BkMuHHH3/EY489BqAvvuLQoUO44YYbIBQKERoaisceewyzZ8/G2rVrcfvtt0MqlaK4uBj79u3DG2+8gfHjx2Px4sW46667sG3bNvD5fKxbtw5isZi1IJjNZuj1eq+68sXHx0MgEODNN9/EPffcg8LCQrzwwgsA+h4gjGUAgMOJxLIpk+W9fuihh/DQQw9Z3etjx44hICAAq1atwtNPP41p06YhLS0NSqUSP/zwA8aNGzeoroaenh7k5uZCIpEgOzsbAoEA7e3tI663gq/HY7mSTklJwcmTJxEUFASz2YyysjLo9Xp2QmTiG7yd5EeiRcEZIpEIUVFRiIqKsurwqFAo0NnZCQ6HA71ez66efVHHwx4jyaLgDFuxxZQwVyqVeOqpp/DHH39ALpfjnXfewbJly5CVleWxBXf37t1Yv349tm/fjlmzZmHLli1YtGgRysrK2OtbYjAYcMkllyA8PBxffvklYmJiUFtb6/LicrRD0iM95Pnnn8e//vUvbNq0CRMmTMDixYuxZ88eJCUlAeibOL/66it88803SE9Px/bt27Fx48YBzzl//nz897//xXfffYeMjAwsWLAAJ0+eZF9/7rnn2MqCjD95ypQp+P3333Hu3DnMnTsXU6dOxYYNGxAdHc0e98EHHyA6Opr1399xxx3sj4F5OHr7MA4LC8O2bdvw1VdfYdKkSXj55Zfx8ssvAwCbaeDpj/q5557DU089hZdeeglpaWm47LLLrO61QCDAk08+iYyMDCxZsgR8Ph+7d+8etAdkQ0MDTpw4gZiYGGRmZrICy1dFp3zFUKzCGT90amoqsrOzMWvWLERERKC3txd5eXk4fPgwCgoK0NDQAI1G41VGyWAzWLEQTHxMbGwspkyZgsjISERERCAgIADt7e04deoUjh07huLiYq/TVS1hFgJD2Wbal785pobDhAkT8NNPP+G3336DyWRCc3MzVq5cCblcjtdff92jc7/22mu44447sGbNGkycOBHbt2+HRCLB+++/b3f/999/HwqFAt988w3mzJmDxMREzJs3jw02P9/h0C78cnU6Haqrq5GUlDTk+eDeMH/+fGRkZAxZNcPRgG3AItC3ElCpVAgM7B9H4g4qlQoikQh8Pp9dRTFFjVx9WPX09LCZE+6g0+lgMBjA5XIhEAicWkeeffZZfPvttzh79qzV9t7eXojFYphMJtTU1CA2NpYVOGazGSUlJWhtbUV6enq/9tNVVVXo7e116+FB0zSMRuOgrPwKCgogl8sRFxfn0/Nacvr0acTHx9tdhdE0zZZQVigU6O7uZksoMxYHV6xY1dXV0Gq1VgGxg8Hp06cRFxfHNpwaLIqLi9maJgCs3DkKhQK9vb1suqq7/RYsMZvN+P333zF37txBd3XQNI0DBw4MamGxlpYWjBs3DhqNBiKRCGVlZeDxeBg7dqxb5zEYDJBIJPjyyy+xdOlSdvuqVavQ1dWFb7/9tt8xl112GRvI++233yIsLAwrV67EY489NmJikgaT89718NZbb+Hdd9/F8ePHMXny5OEezrBi2/FxsK5hMpmg1WrB4/E86nDozvgoioJWqwVN0/D393fazKmurg6TJk2CwWCwO/E4uq5Go0Fubi44HA6ys7PtBp6ONIsCMPhm+4HOz+FwEBgYiMDAQDbq3bYBkb+/P+vKcNRGeyRkPfj6Oo4aNaWkpFilq9oGRrrTbpwJNB0K1wNzrcGcNNVqNfz8/Ngg6NTUVI/Ow5TrthWEERERKC0ttXtMVVUVfvvtN9x444348ccfUVFRgXvvvRdGoxFPP/20R+MYTZzXQmHXrl3Q/plaGR8fP8yjGT6cNXOyjA3w5kHJ4XBgNBphMpkgEom8inlwBUaQ8Pl8iEQiuzEOtkRHR7NWBFddIW1tbcjPz0d0dDRSU1MdPnhHmlAYaSWabUsoGwwGthtmSUkJjEajVXyDpWXpfBIKzqxHtumqer3e7n1iLDOOLHDM5D1U7wkYXFGiVqsHLZbDGRRFITw8HO+88w54PB4yMzPR2NiIzZs3E6Ew2rFNp/s7Ys/VYIsvfngURbFNdaRSqVcrC1cmW8bVIBaLrcyqzt4Ln893mCFij5qaGtYKERUVNeC+nggFs9mMyspKcLlchISEeOR2Ga0IBAKrNtparZZ1U1i20TaZTENSKXKkdo9kSnHbBkYyaYUAIJfLWYHFTKbMdYbCosBkYw3mtVQqlU+KmIWGhoLH46G1tdVqe2trq8NKqlFRUfDz87N6rk2YMAEtLS0wGAyDvigabs5rofB3xrI2gjvHePKgZFb2HA4HAoHAK5Hg7Pq2rgZfP5iYyZ5J51QqlcjKynIpJctdocA0jeLxeGxHQ8sywcHBwV77e0dLm2kOhwOJRAKJRILY2FirFtFMSe7jx49bxTf42u8+XK4Hd7Atm2wZB9Le3o6Kigrw+Xy7hbEGEyaQcTCv56vUSIFAgMzMTOzfv5+NUaAoCvv378fatWvtHjNnzhx8+umnVtagc+fOsf1vzneIUDgPccWK4Og4d7Fc2RuNRrePdwdHrgZbvJ0cLas5ZmRkuLyKcUcoMO6M2NhYJCUlsccxD/3m5maUlZVBLBZ73INhNFsmLKv6mc1mmEwmhIaGQqlUorq6GoWFhQgICLCKb/BWNI5Ui8JA2IsDYQIjW1tbQVEU/vjjD1ZgeRoY6QxvUyNdQaPR+Kzr6fr167Fq1SpMnz4dM2fOxJYtW6BWq9kaNrfccgtiYmKwadMmAMA999yDN954Aw8++CDuv/9+lJeXY+PGjXYL3Z2PuCUURntP+78DngYsuvvjs7eyN5lM7g7X7jjsTbZ6vR56vd5p7IO3DxGKoqDX68Hn8yEQCNyemJ0JBZqmUV5ejtraWtadYTQa2RUZMzkmJSXBZDKxkfBMDwbGhz+Qb9r2eucDXC7Xqo22pd+eKWhkaX4f7CBabxjMEs6WgZGhoaEoKChASkpKvyJGzH1yNTDSGb5OjbSHr1wPALB8+XK0t7djw4YNaGlpQUZGBvbu3csGONbV1Vm9n7i4OPz888/45z//iSlTpiAmJgYPPvggW+PmfMelp6BAIACXy0VTUxPCwsK8quBHGBwclWF2FYPBAA6H49LEaDKZoNfrwePxIBQK2RLNer3e64A+5lzMOGiahk6nA03TEAqFoChqwMwGT3PQmeswvtbu7m6r8tKuwOVyBxTTBoMB+fn50Gg0mD17Nlsq3NFnxefz+/VgYHz4jG+amRR84aZwF1f6tPgCe99ne3575t5UV1eDy+Wyk6Gr92aoejAMVQlnpveCbWAkIz6ZwEjLBmABAQEe3YOhsCio1WqfNlpjuuza4+DBg/22ZWVlOa2ue77iklDgcrlISkpCc3MzmpqaBntMBA/wduXIrKKd/diZ1a9tYA/zGgCvTJuW46Aoiq2N4Ofn59LD1ZMxMCWsGZi0zqioKLcemgOJpO7ubuTm5iIgIABZWVke3SOxWIyYmBjExMRY+fAduSkGMwW28+B+NH/7JbjZ84A/S3YPFs6Er6Xfnun02NPT0+/eWMY32BPE54NFwRJ72RVMESPbAFImMJKm6QEbgDliqCwKpM/D8OCyXVUgECA+Ph4mk6lfvwHC8MFMcsxDwdMHXW5uLmJiYtiVhy1arZbNMR4/fjwkEkm/faqrq2EymdhCMp6OIyoqCnq9HvX19UhKSkJUVJTL76u2thZ6vd7lMTDtb2NiYpCQkIDi4mIEBQUhOjra7XvpSCg0NDSgpKQEycnJSE5O7ndeT0SeK24KPp8PvV7vspvCGe2606hRfw9+pRm8r1oAAPzjh2Gamgk4+N74CnfGzuVyIZfL2fK6zL2xbdjEiCqmjfZojFFwdp2BJm/bAFImMFKpVLINwPh8vpXAcmSZse0cORgwMQqEocetGAXGFDtUDU0IjmEKG9XU1MBsNiMlJcXrhw+Xy7VbW6ClpQWFhYVO6wjw+XwYDAavOmjSNI26ujpQFIXp06e7XS2SsUQ4GwNFUSgtLUVzczOmTJnCCiRv8vZthQJFUSgpKUFLSwumTp3ar5KjL7HnpigqKoJer0dubi6Av9wUQUFBHnUq7TKUoaL3MyAMSM+4AabcJnCMBnR9vRuRDz8BziBNFN5ay2zvjWXDpoKCAlAUBblcDrPZDK1W61F8gzsMVf8Fd69jGRiZkJAAiqLYVtqNjY0oLS1lLTPMP2YuGIr35GvXA8F1SNbDKISiKNayYzQa2dgAb+DxeP0sRWazmZ1MJ0+e7LS0LTNJe4pSqURPTw+kUqnH5nlncQJA3ySam5sLmqaRlZVlZR1hVpaeYCkUdDodcnJyQNO0w0qOg4lYLIZUKoVIJEJiYqJdU7y72RQm+s/YEA4gXZoJTb0Bxs4OGOtr0fbLj4hYcuWgvR9fTty2DZvUajXbrKm4uJhNL2RW0t4IX3sMp+vBHZg6FpZtoZmKkZaZJ0xTsKEQCo4snoTBhQiFUYRlS2jGTMrn86HRaLw+t61QUKlUyMvLA5fLRXZ2tl1Xgy2uTNL2oGkaNTU1qKiogFQqRXR0tMdWK2cTfXt7O/Lz8xEZGYnU1NR+5lJvgjGZYzs7O5GXl4ewsDBMnDhxWGvBM98TR26KiooKaLVaNqBtoKJPZvqvQFG+JADxq+5AxesvgkPTaP3xO/iPS4U0xb26++68h8GAw+HA398f/v7+qKqqwvTp02E0GtlVdElJCaRSqVV6obfFn0aK68Fd+Hx+v8wTxqXT3t4Ok8mEs2fPWlWM9OX11Wo1kpOTfXY+gusQoTBKYFwNTAoih8MBh8OxawnwBMvzNDU1oaioCHFxcRg3bpzLP3Yul+v2WIxGIwoKCtDT04MZM2agpqbGK1OzI7FC0zQqKytRXV2NiRMnOqza6anYYTAYDDh79ixSU1MRGxs7IrODBsqmqK+vBwCrok+MNcRM/5VtwuMIIU1OgWnKNPjlnQFoGnUfvotxjz8Nnti5qHSHoWwzzQSyMqtoo9HIToZM7AcjqjydDEeLRcEZloGRAoEAGo0GwcHB7PfIMjAyKCjI6xoIGo3GpQULwfcQoTAKYKwITIlk24YyvhAKTB2EgoICtLW1IT093W5HwIFw1/XAZAL4+/sjOzubrerozUTNlK61xFFaoqPjPZmYTCYTqqqqYDQaMWvWrBHRp97Vh7JlNgUT0NbZ2YmWlhacO3cOIpEIwcHBUEmV7DE8Tl9Qm3nyVEiVnTDU1cCo6ETD558gfvUdPhdIgy24HKUV+/n5ITw8nP0taLVa1hrT0NAAiqKsgv1cyRIYrRaFgWDSly2/RyqVinXpWAZGupOyagnJehg+iFAYwdA0zValc5TVwOfzfSIUzGYzWltb4e/vjzlz5niUk++qRYEJWDx37hzGjBmDxMRE9n15u6K3dT10dXUhNzcXMpnMpbgHe0LDGSqVii3FLBAI3BYJgzlpuCt6LAPaGDcF45dW9rQDfy7oWps7IQjuBs3hQH7NcnS8/R9QWi16cs9A33oFRJHRw/YevLmGs89CLBZDLBYjOjraajJkyif7+flZxTfYKw52vlgULLHNeuBwOAgICEBAQIBVYKRSqWTjZEQikVsludVq9YAinzB4EKEwQqFpmrUiAHCY+uitRYGmaTQ2NqKlpQUBAQGYMWOGxw8XVyZ5o9GIwsJCdHV1Yfr06ayJ151zuDIGmqZRX1+PsrKyfmLE2fHuTEytra0oKChAXFwcwsLCkJeX5/HYfY0vBIilX1rRLkOvum+7TkMhrz4PJpMJjXw+5PMvgea3nyFNTEZvUYFPhQIwNBYFd69jOxky5ZMZ03txcTHrxmDiG5jv1/kmFCiKGrBiqqPASMuS3EzL8aCgIMjl8n6xPcT1MHwQoTACYQoNuVIbwRuhYDKZUFRUhM7OTrYzojcPFmdug56eHuTm5kIsFmPOnDl2HyyexDnYOz4/Px8KhQKZmZkIDg52+XhXLQqWpZgnT56MyMhIdHd3nzclk+1hGaOQOm4SpPwY/PHHHxCJROgOlIOv10NVVgKNyQxMmeawsJG7jCSLwkBYlk8G+lxejJuirKwMer0eMpkMQJ8VarAr3A61RcGda9kGRlq2HLe8V0FBQaBpGtHR0T61KLz55pvYvHkzWlpakJ6ejq1bt2LmzJlOj/v888+xYsUKXHXVVfjmm298MpbRABEKIwjG1cBkNbhSQMlToWA7aTc1NaGrq8vDkffhaJKnaRoNDQ0oLS11WHTI8hzeNJfS6/VQq9Xw8/NDdna226ltrlzfYDAgLy8POp3OqrOkp/ENI8n1MBCWWQ88roiNl4mIiIAsLhYlu/98kaLYwkbeBv4BQ1Mx0RdCwRaBQICIiAhERESwVRA7OjrQ1dWFoqIiALAyvYvFYp9en6KoIat5420JZ3stx5kg0g0bNuDo0aMIDQ3FDz/8gIiICKSlpXl8r3bv3o3169dj+/btmDVrFrZs2YJFixahrKxswLismpoaPPzww5g7d66nb3PUMjRyk+AUxtXATFKuVlnk8XhuNWNi4gNOnDiBmJgYTJ8+HUKh0OsgQmYstudgAiTLy8sxbdo0p4WhvHE9tLS0oKSkBDweDzNmzPAo/93ZZN/d3Y1jx46Bz+f3az/tbZ8LX+PryTVYOAVhwunggI9Gza/W17KYJKRiEWbPno2srCxERUVBrVYjLy8PR44cQUFBARobG6HVat269mgUCpYwVRAZy112djYyMjIQEBCA1tZWnDhxAsePH0dpaSlaW1t90ol1JFsUBoK5VzExMZg0aRL++9//4ptvvoHRaMTp06cxa9YsREVF4fXXX/fo/K+99hruuOMOrFmzBhMnTsT27dshkUjw/vvvOzzGbDbjxhtvxLPPPvu3TNEkFoURAGNF8KQMMzM5u7LqsowPsDXJ+yJ7wtai0Nvbi9zcXAiFQsyZM8elidsToUBRFMrKytDY2IiUlBTU19d7/NAayPXAlGJOSUlBUlJSv/s90oSCr0mUXoGS7h2gYcLpzmch4oUB+NOaYuFioP/8DohEIkRHR7OBf0xvitbWVqtsioH6LwCjx/XgCsx3i8fj9WsPzQSN1tbWoqioiC1mxLTRdnfFPhSNmhgGs4QzI/xbWlpw/PhxREdH48SJEwPGRDjCYDDgzJkzePzxx9ltXC4XCxcuxPHjxx0e99xzzyE8PBy33XYbDh8+7NH7GM0QoTDMmM1mtmOiJ70amB+n2Wwe0B/c1dWFvLw8SKVSu/EBvhIKjGhpampCcXExEhMTkZKS4lYtBneEgk6nQ25uLsxmM7KysmAymVBbW+vpW7AbzEhRFIqLi9Ha2opp06YhJCTE7rEjUSj4cjxSfhyS/K9Gee8noGHG0bYHEeH3MDicMeBw/5okTGoVDEoF/AIDweH1fSctsykSExOtsilccVOMdosCA/Pdtr0Oj8dDSEgI+92y9NkzXR4tW4y7UmZ6qIMZB1OUqNV9UbQBAQEQCAQem/87OjpgNpv7VZmNiIhge9nYcuTIEbz33ntsKfS/I0QoDDOMOPD0AcWIA0dCgal6WF5ejrFjxzqM/vc2iBD4S7QUFhaira0NGRkZbpdcdUco2KuA2Nvb63UdBsvJ1bLcs7NSzJ4IBcbKo9PpEBIS4rMGTsx4fAmHw0Fm8FMwUF2oVf8ACga0yF5HbI0Mqvx2dj9dQz1K//UowOGAHxAIP5kMfJkcfrIg+Mnl4MtkEEVGIzR5DBvMptPpHBZ9MplMQyIUvPkdunMdVyZvW5+9RqNhAyNramrYLIKBeneMVteDPRihMNR1FHp7e3HzzTdjx44dg9qrZaRDhMIw4+3DiTne3iRvMBhQUFCA3t5ezJgxo18qoiW+iFHQ6fqi4lUq1aDWYqBpGlVVVaiqqupXAdHbVb2lUOns7ERubi4iIiIwYcIEpysm5tquBt+pVCqcPXsWYrEY4eHh6OrqQm1tLbhcLrtyHIxeA97A4XAxO/QlGHQ90OWcQ1BuNDRte9jX/UJCYezs6PuDpmHq6Yappxuor7M6T+CUqZDeOYb9WyQSwbj3OwRQNIJkMlAiMbS9XWjtaEMXzYFKpYJarXbqpvCUkdw50rKNdmxsrN0W44wbx7JZ0/lkUdBoNBAKhV4HZ4aGhoLH46G1tdVqe2trKyIjI/vtX1lZiZqaGlx55V99TJjnA5/PR1lZGVJSUrwa02iACIVRjqMyzkqlEnl5eQgMDMScOXOc/sC8dT00NzejsLAQAJCRkeGRSACcWxSMRiPy8/OhUqkwc+ZMNt3M1eOdwcQoVFVVobKyEqmpqYiLi3P5WFdpbW1Ffn4+EhIS2MJGcXFxoCiKbeDE9Bpg8sstc/FdxdeuEH1rCzoPH0ToHyJQunFWr5nERujC2iAdGweROhBUjw6m7i4Ye7oBm8/ETybvN87ewgJQBr3V9pgrliJAKAYVHg4Oh+PTbArb6w+FUPBFDQV7LcZtmzUFBgZCp9NBo9EMiWAYbIuCSqVyqeqlMwQCATIzM7F//34sXboUQN/Ev3//fqxdu7bf/qmpqSgoKLDa9tRTT6G3txf//ve/XX42jHaIUBgBeLsKtpzkLVfb48aNQ3x8vMvZE54IBaZdc1NTE6ZMmcJ2TPQUHo/n8Pienh7k5OSwJZ/tiR8mxsDTBz8zUavVartCZCCYB+VA16ZpGhUVFaipqWHrL1hmrXC5XMjlcsjlciQnJ7MNihQKBYqLi2Eymaz6MAz08PRlzIS6shytP34HVVlJv9c0UT1QZDShZ3w7aP5f1wsRTEGs5BIkiC+GRB8GY3cXTF1KGLu7IYywXr1ROl0/kQAA/NN/ICkwEB3RMYgcNx6AtZuioaGB7Slg25vCHUayRcEZ9po1KRQKlJeXo6GhAXV1dZDL5ez98bbngj0G26KgUql81mJ6/fr1WLVqFaZPn46ZM2diy5YtUKvVWLNmDQDglltuQUxMDDZt2gSRSIRJkyZZHc9UXrXdfj5DhMJ5ADPJ6/V65OfnQ6vVuj3JeSIUNBoNcnNzweFw2A6TvujVYG8cTMaBszoMzHZPHvwqlQpVVVVsPIInUdWAY98wYw1Rq9VOe04w+Pn5WeXiMy2ROzo6UFlZCYFAYJU5MFh58yaVykokUHwzulPboUhvR0zCtYgUGWHS/Aq1qYHdp9OQj05DPvK6XkWgXzIyQzcgMi7b7vl5YjEmbdkOU083jF1dMFaUwXD8MMQiETgApOeKgfGpAJxnUwiFQjbeQy6Xu3RPhlIoDPbqXigUIioqCrW1tRg7diyEQiEb31BdXQ0ej2cV3+Cp9Y+B6Wo72MGMrgRwusLy5cvR3t6ODRs2oKWlBRkZGdi7dy8b4FhXVzdkLpvRAhEK5wE8Hg9KpRL5+fkICgrC1KlT3fbhMitxVx9kTOni6OhopKamssf4orKipdAwm80oLi5Ge3v7gBkHlscD7j+QW1paUFBQgJCQEOh0Oo9EgqVFwRYmHkEqlbrUc8Ieli2R4+PjrVLqqqqq+pnkGcuKO9A0DU1VBTh+fpDEJ7LbA9ImAzIBDJxuKNKb0DWpFZKAWIS0PIIU4UUICQ7B1KDH0WUsRYN6Hxo0+9BlLGOP7zFWQcizjpExURpwOX7gcvruBZfPhyA4BILgECA5BdT0WaA//xAwmSCuqQLd2wNOQGC/e+Iom6KqqgoajQYBAQFWLbTtfS9Gk+vBVZiUReY7Y8+1VVpaCrFYbBXf4O6zg/m9Dub78nX55rVr19p1NQDAwYMHBzx2586dPhvHaIEIhRGANyZimqZhMBhQWVmJiRMnetzamFkNOJtgLWsWTJo0qV8AkLcxApYWCbVajdzcXPB4PGRnZ7u08rEUCq5AURTKy8tRX1+PKVOmAOgLYPIES2uGJYwISUxMxJgxY+zWX/AEy5S6sWPHsib5zs5O1NfXg6IoCIVCNDU1ISQkZMCgSEqvh/LUH+g8fAC6xgYEpE1G0j0PAuib0E8oHkfzdUdglOkADhAtno+s0FdwtqHY6n0ECSYgSDABk4MegMpYhwbNr2jQ/AqtuR1yv1Sra5b1fITSnvcwKfBBRArmQyaJtXqdGxwCKmM66NN/gENToM+eAmfexQPeE1szvKWborGx0arbI+O6AYa2o+NQtR6391u2dW2ZTCbW2mAZ/8Hco8DAQKcCgFkYDLbrgXSOHD6IUBjF6HQ65Ofnw2QyITk52avAGlfqMTCpghRFISsry67P0FvXAyM0GItFTEwMxo8f71YdBsA1oWAwGJCbmwu9Xo/Zs2fD398fbW1tHos2W6Fg2Q9iypQp/XK3fY2lSZ6JHVGr1WhqakJZWRkkEolVUCTzmSv+OIqmLz8HpfurWmJvcSH0He0wyLQ43HYfuo1lgLzvtUmy+zBJfj84nIE/E3+/eKTKbkWq7FaYKX2/CbJBsw8GqhsFNT/gf3XP47KMjZgcd43VfpyM6TCdPQkeRYEuygM9YzY4Etd91bZuCpVKhc7OTrS1taG8vBxCoXBIM0uG0qLgilWNz+cjLCyMTWNmhJVSqURBQQEoirKKb7AXE8MIhcEUQGq12mcxCgT3IUJhlNLe3o78/HyEhYWBx+N57ZseKM3S8nrOUgW9dT1wOByYTCbk5+dj0qRJbMlbd44HnAuF7u5u5OTkQCaTYdq0aaw48qTNtO21mXLcTDyCbannoYDL5UIoFILL5SI1NRVGoxFKpRKdnZ0oLS2F0WiEXC6H8PBv4IO2EgmSxGSEXHgR/GRyKE0V6DGWAwD4HCmywjYjVrLQ6louBctyrSdiijZBwAkBxyxGUdUhAMD/Tt+PsuZfcMXUFyEW9LkpOBIJOiNiEN5cD5hMoHNOgzNnnkf3xLLbo201xObmZuj1epw+fZqdFF1ZTbvLcFsUnGFPWDHfm8rKSvD5fKuYGKFQyMYnDOb70mg0xKIwjBChMAJw5wfGmMrr6uowceJExMTEID8/3+tiSUyDH9tJ0vJ6aWlpiI4euH2wNxYFvV6PwsJC0DTt1eTqrFV0fX09SktL7bafdrfNtCXMeVQqFYqLi12ORxjM/gIMfn5+CA8PR3h4OFvApzUvB6qyYhgB0BwOuMljEXzRJQhPm8SOOdIvC+lBj6BK9V/MDXsTgQLf5IxzOXwEGy7BobwfrLYXN34Pur4Wl0hugCxpOjgJSWiPiUdYayM4FAU6Pwd05ixwvAzAA6xdN8HBwSgrK0NMTAwUCgW7mrbNpvD2sxoqiwITn+LNtSyFFRMTw8Q3MG20pVIp+zs1mUw+r2/B4MusB4L7EKEwitBqtcjLy4PJZLKaSH1RftneeXQ6HfLy8mA0Gl2euD21KCgUCuTl5bGZGt48FBzFSZjNZpSUlKCtrc1hYKQ3FgWGnJwch/EIQ4090cPhcCAWCGDcv5fdJl98JQzjJqBO0YyyI4cRGBDIBgCO81+NsQErwOf6LpgMAHp1fxW9mT3mTuTWfgGdsQsxPTIENrWBrvgR5suvgEEghC5xDMRV5wCjAXT+WXBm2s+e8BSapsHj8RAVFYWoqCh2Na1QKNDe3m7lpvAmw2QoYyEA3wYYMtkSQUFBSElJYa1ULS0toCgKhw8fZltD+6q+BQNxPQwvRCiMEtra2lBQUGDX9D8YQqGjowP5+fkIDQ1FZmamyysFd4MZmRLTFRUVGD9+PCIiItDW1uZVupW9MWi1WuTk5IDD4SArK8thrr2nFgUmHgEAxo0bh4SEBLeOH2pB0fbLj9C3tgDoczXEL7kCKnMdzkleRLzoSoTor2LrFAB95ZSZlbe36XQMKv1fZZ8nRC9B1ti78N2Z9Yhu+6vs94dl9yNRdjt0E2dCXF0O0DToghzQ02eD48NJ0DbrwXI1nZCQYOWmqK6uZps2ueumGCqLwlBkIjBWKh6PB41Gg/T0dDa+gSnDbRnf4I1FRq1Wu+2GJPgOIhRGAAP9eCyzDNLS0uz+WHg8HvT6/sVq3IVpWV1eXo6amhpMmDABMTExbnezdFW0MH0Ouru7MWPGDMjlcrb4kDdCwdYq0NHRgby8PERGRmLChAkDPjw9sSgYjUbk5eVBo9GAy+U6TeEcKhx9brqWJrT/8mPfH1weYlbcDDN02Ne8AnqqE0XGf2NexGRMir6ArVPQ2dnJlgtm0ulCQkK8Kuik1rWx/+8vikCgOAorsz6BKe9VAEAXrweNuhI06R5FdPQuBKdNAfh8cKbO9KlIAJynR9o2bWKKGrnrphiqsspDIRQsr8Xj8SAWixETE4OYmBj2e6NUKtHe3o6Kigr4+flZWWTcSUHWaDTEojCMEKEwgmEKGgFwmGUA/DXB+4Jz586BoiiXCwLZ4qpFobe3Fzk5ORCLxVbFjdxNb3Q0BsZHW11djcrKSkyYMAGxsbEuH+sqzPtg4hEOHTo0ojpI2o6Fpig0fPoR2wpaljENfkHBKOj6D0KFU9Go/RUBfsnw5/fdK8s6BUlJSay5WaFQoKysDDqdDhUVFYiMjHS76p9K95dFwV/UZ0XgKBXg/akzldK+3iGhoqkIlaaCuyDcq3sxEO7WUWCKGrnrphjqCpBDIRTslW+2/N4wFpnu7m6rNtpMafKgoCCrLBx7MAWXCMMDEQojlJaWFhQWFvYraGQPX7geFAoF1Go1AgMDMXv2bI+DklwJZmxsbGRbUNv68V3NWhgILpcLo9GI3NxcdHd3u1Wl0p2aFvbqI/gixmEwURw9BE1VBQCAIxCg++wpdJ89hYq7TsAUoIcfJwCXRn0BP679h7JtUOSxY8cgk8mgVCpRVVXFRsUzboqB/PhMjIKAL4WA3yeC6dZm9vWkSctwkX8cOMqBrUC+wBuXgDM3BdN7ITg4GHp9/zTRwWCkNYTi8XiscAL6UpMZwclk4djGN1jeJ1JHYXghQmEEYPmDMJvNKC0tRXNzMyZPnuxS7r03QsFy1S2RSBATE+NV5PJAwYzMe2PKptprQc2sgrwRPjRNo7i4mO0J4Y6J0xWLCE3TOHfuHFukyfIz8mV/BW+xnZCMXV1o/varv17nckEDgIQPk3+f60rMD3coEuydn8vlIiwsDMHBwaAoip0gmVVjQEAAKxps/fhMjIK/0MJS0NbC/i83MgYXxj6IEydOWF23vOU3nK76EFdOeRFScTg4Pij048uV/kBuivb2dtA0DbPZ7NNsCluGusW0u25CgUBgVZpcq9Wy8Q11dX2dRoOCgqBSqSCXy9kKm77gzTffxObNm9HS0oL09HRs3boVM2fOtLvvjh078NFHH7EN7zIzM7Fx40aH+5+vEKEwglCpVMjLywOXy2V7J7gCn8/3aGJl2lAznRirqqq8Xg07mmht+0IM1LjHmxTFlpYWaDQaREREICMjw6OWvgM1lTIYDGw/DaZIk73jRwqWY2nd+z1bL0E2NRPdOWcAALpIDfDnW40Su1+jgLlPlu2xAft+fLbjo0wCvbEHAOAv+ksoWFoUEB7R7xoavQJ7Tz2K1M5o0GffQdO0sYjJXun2mG0ZTJeApZuioqKCrX7I+O4Ho1/HUAsFb9MwJRIJJBKJVRttpVKJjz76CO+99x4CAgKwc+dO8Hg8LFiwwOM4oN27d2P9+vXYvn07Zs2ahS1btmDRokUoKytDeHh/19bBgwexYsUKtjLsSy+9hEsvvRRFRUWIiYnx+D2PNkjnixFCU1MTjh8/jtDQUMyaNcutuuaeWBS6urpw7NgxduKWyWQ+cWHYO0d7ezuOHz8OuVyOWbNmOe3u50ktBqYSYWFhISQSCSIjIz168Dsqwwz0xSMcP34cXC7Xrkhgjh9JQsGSqKuvQ+hFl4AfKEPAxCnsdlX4X7ECKf7X++x6zASZlpaGCy64AFOnTkVAQABaW1tx9I997H5+HBnMZjNokwno+HMswSHgCPqKNFneT6W6FiF6GRb0XAAJJYZfbj6+Pb0eeqPKq7EOZa8HoVCIhIQETJ06FXPnzsX48ePB4/FQXV2Nw4cP4/Tp06iqqkJXV5fHwn2kuR7cgWmjnZiYiM2bN6Oqqop1Rzz//PMIDw932KfBGa+99hruuOMOrFmzBhMnTsT27dshkUjw/vvv291/165duPfee5GRkYHU1FS8++67bFvqvxPEojACUCgUKCkpcWiOd4Y7EzxN06itrUV5eTnGjh2LhIQEqxWhLy0Kli2VXSnWxDBQhUh76PV65OXlwWAwICsrC0VFRR6/D0eNnZqbm1FYWIikpCSkpKT4tLWz0WhET0+PzysB2o6RJxQhetlyRFx+Fdp+3sNu10R29b3OEUImSPbZ9W3HYtm8qUUpRuXJcVDp2mHU+OHQoUOI4nIwlvncwiP7HQ8AMcFTcdWVX6D9060I65UgxBQMfekebO9YiKtn/AfxIZ6ZhIerKZSvsilsGU0WBWcwMTCPPPIIZs6ciZaWFiiVSrfPYzAYcObMGTz++OPsNi6Xi4ULF+L48eMunUOj0cBoNLJWs78LRCiMAEJCQjB37lyP2xq7KhSMRiMKCgrQ09PDpiN6ch5nY6EoCgaDAXl5eayJ3h3/ojuCpaurC7m5uZDL5WwpZl+VYWb+y8QjpKen2zVP2h7vjlDo6enB2bNnYTAYwOVyfV6vwN5YeCIRtHU17N/aiF4AgMxvrE/O7wqRQROwdtFB9hxarRbd9XVo60oBX9EBhVYPc3ExG/tgOTlKhSEQL1gF+tv/AgDm9M7Eu+Jd2Pn7NZgz7j7Mn/gQeFz3fktDWQhpoNX3QNkUlimGISEhA7ophtqiMFgVGRksSzhHRkb2a0bnCh0dHTCbzf3iviIiIlBaWurSOR577DFER0dj4cKFznc+jyBCYYTgqUgAXJvgu7u7kZubO2CAH4/Hg9Fo9HgcQN8kr9Pp2Gj47Oxstx8irrgeaJpGfX09ysrK+pVi9ibGwTI9kxE7Op3OoavBFk+yJpKSkhATEwO1Wm1Vr0AikbCiQS6Xe/TgpzvbYehohyD0L0sVTdPQ1tUCAMxSM0z+BgBAjGR4Hn6sj3p8KjA+tW/i+TOVrq6uDjqdDqWlpQgPD0dwcDBkMhk48YmgIyKB1hZEGsMwRpeECnE1jpzbiorW33DtzO0ICXC93PRIbDPtSjaFZdEnmUzmcZt1bzCbzV49v5xhMpmg0+mGPevhxRdfxOeff46DBw/6rOjYaIEIhfMARijYe9hZTqgpKSlISkpy+EDk8XjQ6XQej4OmaXR1daGrqwupqalWbg13cGZRMJvNKC4uRnt7u91SzN64UJjx9vb2sg/irKwsl8WOK0KBqeJYV1eH9PR0hIaGwmAw2K1X0NnZiZKSEphMJtYEHRIS4jTOAwBAUaD370XZN/9F5OVXIfSiheDweDB0tMOs1QAANBHdbCBjsvRql97jYMNYVphSwUePHkV4eDh0Oh0KCwtZc3xU0jgE/1ld8nLTUmzFG6BghEJd67ZFYajrG3jCQG6KoqIimM1m9r6ZzeYhbT412C2mAXid9RAaGgoej4fW1lar7a2trU4tFK+88gpefPFF/Prrr2w7+r8TRCiMALz9QTtqEW0ymVBYWAilUonMzEynfjVvJljmWh0dHWx3Pk8ZaBy22RP2lL0vhMLZs2edxiM4On6ga5tMJuTl5UGtVrNWCnv729YrYKwNTEEfkUjEWhuCgoLsPqj1J48Bik7QALrOnEToRX0WAyu3Q2Rf5gGfI4XEb+SWyA0NDYVMJrMyx9cbjRAKxZDqtQjopnHTxDfwY9crmDPuPsil7rVcH4kWBWfYuinUajUUCgU6OjrQ1dUFDoeDkpIS1uLgi2wKewx2jIJarQYAry0KAoEAmZmZ2L9/P5YuXQoAbGDiQMGRL7/8Ml544QX8/PPPmD59uldjGK0QoTBC8CZanhEHlkLBtvKhUCgc6BQAPI9RUKlUyMnJgVAoxPjx49k6757iaKJ3tRSzpzEKTDwCAKSmpiIuzr3Jhrm2o89RrVbj7NmzEIvFLnWVtDynv78//P39kZCQAJPJhK6uLnR2duLcuXMwGAxsTf2QkBBIJBIY2lqhO9bXvhlcLmJXrvqr3gCHC1FMHLTN9dBG9sUnRIhmuf1evWFv3gZ09JbDXxSByzJegJ+eBnS6vmwHO1YxBltzvEkiBPb1laOWFTUjNf5JmDtCUEPXICQkBP7+/jCY1KhqO4QJMZc5HM9QWhQGY1K1/I7Ex8ejtrYWHR0d8PPzs6ppYc9N4S2e1FFwB41GA5FI5JNrrF+/HqtWrcL06dMxc+ZMbNmyBWq1GmvWrAEA3HLLLYiJicGmTZsAAC+99BI2bNiATz/9tC8It6XPgsXca085ePAgLrroIoevz58/HwcOHPD4/L6GCIXzAKYiION+aGxsRElJidsrYk+EApMNkJCQgDFjxqCzs9PntRhomkZVVRWqqqrY1trOjndXdFnGI3A4HAQFBXk8dnvXbm9vR15eHuLi4jBu3DivJiU+n4/Q0FCEhoaygYCdnZ1QKBSoqqqCH5+PwMP7gT8/y9CLLoE4Lp49Xj5tOuTTpsOg60GYMQetxuMYH7ja4/F4Qr3iNJqUuQA4+Me0V0CXnAF97HfATwDukn+Ak2idfeHQXTZ+IqiTx4DuLsh6ujAnZSw6+QJ0dnaitrYWXC4X1YadqO7+CROj/4Erpr0IsUDe7zyjwfXgDjRNQyQSYcyYMQD63BRMJUTGTWHZsEkikXg8rqFwPbhTGnwgli9fjvb2dmzYsIEt/LZ37142wLGurs5KQG3btg0GgwHXXnut1XmefvppPPPMMx6PIzs7G83Nzf22f/fdd7j77rtx7733enzuwYAIhfMADocDHo8Hg8GAiooKdHR0OGyjPBDuCAXLZlWW2QDeVlVkzsEIBSZTo7e3F7NmzUJgYKBbx7tCT08PcnJy2HiEgwcPemzdsbUoWHbHdCdF1J3rMcVq4uLiYDab0fjbPnQ19ll1zBIpWqLjYaj5a4XNPHAFokBEi+YhGu4XWbIdg7uo/mwIJRWGgMvlw8wUWjIagADrz3igz4LD5YIzfTboQ/vBmTINwrBwxEikiImJAUVRKG84ht9O/wQAKG76Dg1thUgJW4TpyTchMizBKh12tLkeBsLWciEUCtlsAUs3RWdnJyorK71q2DTYrgdGKPiKtWvXOnQ1HDx40Orvmpoan13XEoFA0C8uoqSkBA8//DCeeOIJXHfddYNyXU8hQmGE4G2hHg6Hg7y8PIhEIoe+e2e4OsnrdDrk5uaCoqh+FSQ9KZZkbxxMdbacnBxIJBJkZWW5/PByx/XAWESSk5ORnJzMWmd8IRTMZjMKCwuhUCjc6jfhDZRahd4/TfEAgLkLEBEby66wmZr7rvRiGCxommYbQrFVGZnSzX5+QFD/WJqBJnFOaho4KWPBEVkHeHK5XIyPvwDLOG9hT+7jMJn1MHF6kdO8DXnN7yJcOAepYcuQHDUTBoNhUFfFDEOZhjmQa87STWGvYZM7borBtigwqZFD3Yp9KOnq6sJVV12F+fPn4/nnnx/u4fSDCIXzgKamJhiNRoSGhmLy5Mkeq3tXJnkmTiAiIgITJkzo94DwVdGm7u5uVFZW2m0c5crxzrppUhSFc+fOoaGhoV99BG+DIWmahk6nw9mzZ9ly3K7EiPiCpq92w6zpy2gQpE2GISGJbf1LURS6lEoolEqUNxxDb00tgvlTER4cz/ZiGIqHsc7YBYruS8P1F4aD1qiB3r6gSoRF9Gsh7Uy0cXg8gOc4C2RS3FLEh8xEQf3/8GvRCwAACka06A+ipeEg8tonIJx3ESJEWaBpmq1RMBi1AYbLojAQ9ho22WZTDOSmGIpgRncq1Y42KIrCypUrwefzsWvXrhEpiIhQGMWYzWaUlJSgtbUVYrEYUVFRXv1gB3I9WMYJDNSy2VvXA0VR6O7uhkajQUZGhtMCR47GMNDkwsQj6PV6u+27vbUoqNVqlJeXIzw8HBMnThyyfPaeonx0nzkJAOBJpJBcvBh67V/prlwuF7qD+2AqzAc/rA7qOXnokhlAaZ9EfV5fHQpmMggODnZJ3Hhyn3r/dDsAf1oULPo7cCLsZ154+/AMlERjzvj7kBq9GKeqPkRu7W7oTX2BnEp9CZQoQY3+M4zhXYnQzrmgDRK242NISEi/boaeMpQWBU+tRYxZ3FU3xVDEKAx3DYXB5IknnsDx48dx8uRJnzW+8jVEKIxS1Go1cnNz2RVrXl6e01W0MxwJBcvmUc7iBBirhCc+X71ej9zcXOj1ekRGRnokEoCBLQJMPEJgYCCmTp1qd9XoTWVHnU6Hjo4OpKamIj4+fkhXB1y+H/yCQ2BUdCLqmuuhkUgBrXVdDE1tDQztbZC0i0BdZAZAI2PcZRClhqCnpwednZ1sMKy/vz/rovBllLzKSiiEgW79q2Mk7AgFd75LtFYLOu8MYNCDe+HF/V4PCUjB4vTnsCDtMeTXfYVTVTvR1tNXlU9vVqKo/SOI/L7DvRcdQ0933wRZX1/PBrgy98NTC9FItCgMhCtuCgBoaGhARESET78nDGq12qcxCiOJzz//HK+88gr27NmDsWPdr4w6VBChMEJwZ0JpaWlBYWEhYmNjMW7cOHC5XJ+UX7ZnDWAqOgYEBCA7O9vpKsWyMpw7q4yuri7k5OQgKCgIgYGBXsVrOBIKTU1NKCoqsopHcHS8u9dnmlKpVCrExsYiISHBo7F7g//4CRj35LNQnjiOoFnZ0DY1Wb1Om83QNvS18DXItDCLTRByQyDmhQLoq6kvk8mQnJxsZX5mihwxq8iQkBCvKtMx8QkA4C+KAF35l1DgRPQvfOPqZ0FTFKjPdgKqXoDLBZ0xHZxA+3EhAr4U05NvQWbSzajt+AP7c/+Dxt4joGHG5LilCPCXI8BfzrpsuruVUCq7WREllUqtRJSr3/WREKPgDbZuCqYKq9FoRFFRkVVhMG+zKRg0Gs15KRRyc3Nx22234cUXX8SiRYuGezgDQoTCKIKZjJqamjB58mSrmuWetpq2hMfjgaZp9mHW0NCA0tJSpxUdbc/BjNWVh6dl5UimSVVFRYVXFSJtXQeW8QiuNN5y1/VgMBiQm5sLo9HI1jEYLnhCEUIv/Cs/2/J96FtbQBv6yjVrI/qq3UWI7DdRsjU/q1QqdHZ2oqWlBefOnYNEImH7MLgrqlR6C4uCMBRo/bPuhkgMOJjYXfnucbhccCZOBn3yGEBRoM6cAO+iSwc+hsNBYlgWsmJkoPlqtJkOYFKsdYVKvakH7x9fiIkxV2DG+FWQidJZEVVSUgKj0ejy5DhUpZWH6jqMRY6JV/JlNgWDWq0+71wPHR0dWLp0KebPn4+bbrqJrc/AwOPxPGoQOFgQoTBKYCoSAuiXaQD4rqET0JeSWFZW5lGaJfNwMpvNTq0PZrMZRUVF6OjosKoc6W1ApOXxzuIRnB3vDKapE9OUytPOlZ6uumiKAv7M1HCGxqoiY59/PlbifCVjWeQoMTERJpOJnQyMRiPy8vKszPLOhJJK91cJXZlJBuj6ilwhwn5rcHeECCc9E3R+DhAcAlScAz1tJjgyudPjKIpCgDAcaeMe7fdabu1uqHStOFn5Hk5WvoeU8HmYkbwa41MXggOu3cnRsmqm5e9gtLkeXLkO0Peb8XU2BcP5GKOwZ88e1NbWora2FlFR/d1tCQkJg5aa6QlEKIwQBnrQt7W1IT8/H9HR0UhNTbX74/KlUDh58iQEAoFHaZbMA8PZZMkIHybGwvI6vhIKzCQuk8kcxiPYw1WLAtPUyVeplZ7EdbT/9gtUpSWIueEmCEOtVyC2Y7Es3ayL/NOiIHa/IiOfz2fLS3d2dmLMmDEwGAxW5aUtOxzaWpZSwueDzxVDrW+HnJL1WRJ0WrtuB8v34gocsRicqdNBHz8MAKCP/Q7OkqucHjfQvdcbe8HnimCi+qxclW2/o7Ltd8gksZiRvApTE1YgPj6enRwtGzcxkyMjHIaqB8NQCQXm/dh7T86yKVx1U2g0mvOurfOqVauwatWq4R6GyxChMIJhTOb19fWYNGmSXeXJ4Auh0NbWZxKWy+VIS0vz+EHjbKJvb29Hfn4+oqKi7Aofb2sxMB0sT5w44TQewR7OhA5N06ioqEBtba3d1EpPhIInIoGmaajPlUJVWoRzL2zAhOdfBt/fcdQ00zESALThvRDzIiDiuVeUyxYOhwOxWIzIyEh2omSaWZ07dw56vR5yuZydKKVSKVIi5iEl4q8iT3TyVKCnG3DgqnL3fnKmTAOdewbQakCXl4Ge2gRO5MCFrga6//MnPoxZY25DTs3nOFX1Ibo0fXEe3ZoG/Fr4Ag4Uv4LJsVdh1pg7EClPs2rcpNPp2Mmxvr4eZrMZlZWVbCfMwepCONiZCAxMaqQr311XsikshQPjpvBlMOObb76JzZs3o6WlBenp6di6dStmzrTvfgOA//73v/jXv/6FmpoajB07Fi+99BIuu8xxKfDzFSIURihMUSOTyYTs7GynPxQejwe9Xu/RtSx9+FwuF0lJSV6tRhylSLpaitkbiwJFUWhqaoJarUZmZqZHfr6BJnt7TZ0s8cSiQJtNMGs14IDT18mRpgEaAPr+S9N/mnf9/MATW5v1RbHx6C0tAQ3AoFTArNWyx5k7O4AuJbTNTfALDGADGfVBGlAiMyJFc9wapyvweDy2vDTQtxpkJoOqqirWZ80IBz6f3zfJOHAPMPfSLaEnFIIzaw7og/sAANSRg+AuWzHgOZwJNbEgCNnj7sHssXeiouUATlV9gIrWvlr8ZkqP3LovEC6bgEh5mtVxIpEI0dHRiI6OBk3TOHDgACQSCSrqzuDMqVcgFUQiyD8eYfIkRIWMRZB/POSSWAj43k2MQ+l68ESQDOSmqKurQ3FxMSoqKlBYWAi1Wu1at1Qn7N69G+vXr8f27dsxa9YsbNmyBYsWLUJZWZndDKtjx45hxYoV2LRpE6644gp8+umnWLp0Kc6ePYtJkyZ5PZ7RBBEKIwTLhxSz4nZU1MgePB7Po/RInU6HvLw8GI1GZGVl4cSJEz5xYdhO9EajEfn5+S6lWHoqFJigQqaSm6fBQI4me1eaOnkiFLqLClD11r+d7hc0ew7iblpjda32X/cCFAVQZlS81L+iGw9AOYDwJVeA/vP7wQQyRovnuzVOT2DKS8fGxrKTQWdnJ2uWDwwMZFfgA1Xfc9fawkmb0pcmqVQATQ1AVTmQMs7h/q5adLgcHsZFLcS4qIXoVFXhdNVHyK3dDROlR0bCcqt9e7UtoGgzZBJrQVyp+RRqbgt6zOXo0ZajWQugHX0f1J+I+DLIpbGQSWKxbOZb8BugoJQ9htL14Ivr2HNTGI1G/Pbbbzh+/DgOHDiAffv24dJLL8WiRYswceJEt6/x2muv4Y477mAbQG3fvh179uzB+++/j//7v//rt/+///1vLF68GI888ggA4Pnnn8e+ffvwxhtvYPv27V6829EHEQojCIqiWJO2K82PLPHE9aBQKJCbm4vQ0FBkZmaCz+cPSpqlu6WYPREK3d3dyMnJgUwmQ2pqKioqKjwau6Pru9rUyROh0NnZ6dqOds7LFQhAuZAh0ltcyP6/7s9AxkbtAcRKLwGX47mJ2p33yuPxIA+SgSvSICk5HSYj2GZWluWlLU3PHhe+4vHAzZ4Has//AADU0d/BTUz5q4OmnffhrhgJ8U/GoinP4KKJj6K5K79fs6nDZVtxuvojpEYtwoyUNYgPng2aNiO37lMYTKoBz60zdaOluxvtPZXobO9GSAjfrQJKI92i4AyBQIBFixZh0aJFmDdvHlu58JdffsHRo0fx5ZdfunU+g8GAM2fO4PHHH2e3cblcLFy4EMePH7d7zPHjx7F+/XqrbYsWLcI333zj9vsZ7RChMELQ6XQ4c+YM9Ho9Zs+e7XaFLncmeMtGRePHj0dcXBz7kPRVUCQz0TK1C9wpxeyuUGCuwaRxKhQKr2IcLGMU3G3q5I5QYBprtXYqEJSUAjNFwWg0wmymwPfjQyAQQCAUgvened6yAySDLCMT2vo66P5sAgUOx66g8AsKRvDSi9FY/hN6I84AAGrU/4OZ1iIr7BXwOO6nrXlCr7YF/97b5xNeJL4JMzRTERURCTptEnp4fCvTc2BgoMddPAEAyWOA6Ng+i0KXEnRhHjjp0+zu6k1TKAFfgoTQ2Vbb9MZe5NV9AZo2o6TpR5Q0/YjQgHEQGsayImFC9GVYkPZ/6NY0oFvTiC5NI7q1DejWNKBL04geTROkggjU1tay98OyUqSz/gujyaIwEGq1Gqmpqbjiiiuwbt06j8RjR0cHzGazVUo5AERERKC0tNTuMS0tLXb3t01l/DtAhMIIwWw2QyKRYNq0aR7VmHe1jgLTjbGnp8duoyJf9Wpgykvbdpd09XhXxsBMtE1NTVb1EbyprMgcT9O0R02dXL220Whkq1DOuPxK8HhL2ehxJgCus7MTjQoFeDxeX32GkBAYjUarlWXcTWtAm80of/l56BobrEQCRyqFaUwq0q5dDsGfjZZCxmYhUDUTf3Q8Chom1Gv2wtDahbnhb8GP63kKmkJfiDbdSaTKbh1wP8tiS+Eqf6C5HnRjPbgJyQiKS0BQUBBSUlKg1+vZewAAJ06csIptcKUyIofDAXfuRaB2fwwAoE8cBZ2aBo6dY33dPZIGjayxd+NM1cds3YiO3nMAzrH7JIXPRWjAGIQGjLF7Doo2Q2fogkQYYnU/GhsbQdM0G/hnrwDWaLcoMDBBj5YLp5HYC+F8hwiFEYK/v79XATKuWAJ6enqQm5sLiUSC7Oxsuy4AX1gUAKC8vBxcLtfl2gWWuCIUmHgEg8GArKwsq9x9TzMPLI83GAw4ceKE202dXLEoqNVqnDlzBlKpFLNnz2ZbhDNYBsAxvS8G9OvzeIi9cTVosxlte3+AWaNByIULoIuKQVNrKysSGBL9r4CQJ8PhtrUw01q06v7Aby23YF7EDrezICgYUKrdimrlJ6BBI0SYjjBRpsP9LYstBavF+DNqEwi3To0UCoWIiopCWFgY2trakJaWhp6eHjQ2NqK0tBRSqZSdJAfKx+dERIEzbgLocyWATgs65yQ4s+f228/X9Q1EfoGYP+EhzB1/P0qafsKpyp2o6zwBAAgUR0MqDEViaPaA5+ByeJAI+z4P5n5ERUWBpmn09vZaFcASi8X9+i8MlUVhsLMrfJH1EBoaCh6Ph9bWVqvtra2t/do9M0RGRrq1//kMEQrnCc4m+IaGBpSUlCApKQkpKSkOVbm3QkGpVKK3txcBAQGYMWOGR9YRZ0KBiUdgihzZXsNbq4jBYEBbWxuioqLcburkTCh0dHQgNzfXKtZhoP25XC6CgoIQFBSEMWPGQKfTobOz06ptNCMagoODkXDb3eAK+kTNQCbSKPFcLIj8CL+33gED1QWFoRC/Nq/ERZHvQ8p3LTamUX0QTdHrQFvESJzr+WhgofBnnwcezYO098/3HRRsd5VviUwmQ0hICJKSkmA0GtnVNdPd0LLgk22EPCf7QtDVleBMmgJOxnS75/e1RYGBxxVgUuxVmBR7FeracvDTyVcwL/0WpEZ7XrKXw+EgMDAQgYGBSEpKgslkglKphEKhYFNSaZpGc3MzIiIiIJVKB20VPhSChAlO9gaBQIDMzEzs378fS5cuBdA39v3792Pt2rV2j8nKysL+/fuxbt06dtu+ffuQlZXl1VhGI0QonCc4muAtO0xOnTqVTVtz9zzOoGkadXV1bHnfyMhIj9v0DjTRNzY2ori4eMCy0t64Hurr66FQKBASEoK0tDS3H7COxk7TNGpra1FeXu5SrIMjRCKRddtom+I+MpkMwcHB7OdM0zR6S4vRVL0X/gnjEJGyAHxhn/UlVJiOhZGf4mDrrdCYW9Brqsa+5uW4KOIDyASOG9QYKRX+aH8MDdp9wJ9zBBd+mCRfiwmy2wccPyMUwo2h4P6pExx1jGTGb4ufnx8iIiIQERFhVV66tbWVXV0zokEul4MXKAP31nsGFCODJRQsCfUfj3HS25EafZHznd2Az+cjLCwMYWFhrKn+5MmT6OnpQUNDg90gUV8x2BYFg8EAg8Hgk66K69evx6pVqzB9+nTMnDkTW7ZsgVqtZrMgbrnlFsTExGDTpk0AgAcffBDz5s3Dq6++issvvxyff/45Tp8+jXfeecfrsYw2iFAYIXj7kLI3wTPVDzkcDrKzs13KRfakTTRTirmzsxPTp09HXV2dz5s6WcYjOBM8nlgUmD4azc3NCA0NHTBVbyDsWQgoikJxcTHa29sxY8YMyOVyt89rDy6Xyz78x4wZA61Wy660a2tr2ZiH5twT0OcWQ49iFN+8A5fM+pY9h0wwBgujPseBljXoNVVDa27D72134YqYn8Hl9I+yb9QcwPH2h2Ck/4ra54CH7LAtiJNe4nTMTIxCtMEiSGyAiozsNQbIMrEtL80UfCotLbXqwxASEgKxWOywTPRgC4WhKN/M4XDYeIXJkyeDy+WyrismSJQpoxwSEoLAwECvxjTYwYxqtRoAfFLCefny5Whvb8eGDRvQ0tKCjIwM7N27lw1YrKurs3ov2dnZ+PTTT/HUU0/hiSeewNixY/HNN9/87WooAEQojCi8Kf/LCAXmgdfW1oaCggKH1Q8HOo87k6xGo0FOTg74fD6ysrIgEonQ0NDglfvCdqJn2k8ztR6c9RJgYhRcffhbNnXKyspCbW2t52l5Np+hwWBATk4OzGYze38GC7FYbGVtqKmpQVNTE1S1ZeADoDk0OMGxUKlUVuZoKT8aC6M+w++tt6PLcA6zQ1/sJxKMlBp/dPwfGjQ/W23nG8MwN+RdREonuDRGJkbBUihwwt2zKAyE7epao9GwrprKykoIBAKEhIQg1N8fsvBw8P8MDB0KoTCUnSOBvt+BpesKABsUqVAoUFBQAIqiBnTbuHKtwbQoMELBV5UZ165d69DVcPDgwX7brrvuOlx33XU+ufZohgiF8wTmx2oymVBdXY3a2lqPTNzuuB6Y2gIxMTEYP348K0Z8UYKZ6WLJ1GCQy+VsrQdXjgdce/hb9oNg4h28EWyWx/b29uLMmTOQy+WYPHnykJTUZeByufD394eQxwWvWwMA0IeqITRm4vTp02zjIqYfg4gfjAWRH0FpKEG4aEa/87VojqBR86vVtvEBq6EqngNJhOv1PhjXQ7QhkhkoEOY8I8ZT645UKoVUKv2rvHR7O6icUwioPIfCuGTQ8YlsD4bBZqgaQjHvxd49sw2KtHXbiEQiK7eNs9+bK83fvEGtVkMikQzJfSM4hgiF8wTmB3327Fk2E8ATcx2Px4PRaBxwH5qmUVlZierqartixBdNnYC+AMyysjKMGTMGiYmJrjcG+nM/Z4FW9po6Mcd7OnEwQqG1tRX5+fke9ZrwJRxFJzh/fhTaCBVmjb8BglQ5urq62FW2VqtlgwVDQiZYCSyjWYvjHf9Eo/Y39pwCjgxzw99CuHgGDuOwW+NR6dogoPwQavozEyMkDJwBJiNPSjg7gsfjIUTVDaq8BACQ1t2J1pBMdCqV0Ov1KCoqQmhoKCuefD0BDqVFwZX+C47cNgqFAuXl5dDpdOz3Ijg42K47brAtCrbWL8LwQITCCMKblWxXVxeAPsHg6srbHjweD7oBKv0xpZiZXgf2goyY9EJPYR4K586dcykA0971Acdm64GaOjHHexNjoVKpkJ+fj8mTJw9rKhWHwwGtqP/r7xh/iHh9EzQT2zB27FhotVrWPF9dXW1lbThHvWglEmLFCzErdBMEPOc1JWyhaRoqXTuijeF9fS2AATtGMsf4lJRxQEQU0NoMbpcC0T1KxKan4/Dhw0hMTIRer7dKQ7UscOTtZDWUtQ08uY6l2wb4q0+HQqFATU2N3aDIoYhR8JXbgeA5RCiMciyj6blcLsaOHeuxSAAGtgYwbgCpVOqw1wHgneuBiUcAgMzMTI8q8zEPLntjcNbUCfA8a8JsNqOpqQk6nQ6zZ88esJ/FUEErqtj/D0xK6/e6QamAKj8XMRdcyPZjYDIpiup+Rot8P2Sm+egVHsck/0cwIfgmryaG+y89AnVPIxRNbQjRSMCJTXDpOE8naYqiQP+yB9x5C/taUDNFmL78FABA/3EE9Li++AqZTIbAwEA2DZUJDGWC3CwLPnmSOTBUrgdfCRLLPh1MPQ+mC2ZxcTH8/f1hMpkgEokGTQQxrgdiURheiFAYxZhMJhQWFkKpVGL69OnIzc31uqqioxgFpkyyszoMgGeZE4B1fQQALhc5ssXS9WAJ09RJJBINKHQ8sSjodDqcPXsWJpOJnXBGAtwOJQAOKC6FyIQFoGka+pZm9OTnoDsvB9q6mr79/PwQkj3Xqi7DWIyFovdCqLrMaOkqQXuNBF1+xxEaGsoW9gFcn8Q5HA4CJdEIlEQDLhpavA0ypPd+D1SUgWpqAHfxleBEx4ITHdtnWag8B2jUoM+e7Hcd26JXPT096OzsZCfJgIAAVjS4mjkw1K4HX2IZFJmSkgKDwcC6KJqamtDU1GTVItpZwLGrqNVqn2Q8ELyDCIURhDsPkd7eXuTm5kIkErGVA33Vp8HyHI7KJDs7h7uChSkIxcQjtLe3eyx6mLRAy+OZwMvY2FiMGzduwAepuy6g7u5unD17FqGhoZDL5WhqavJo3L6GMujhp+z7f6NcD/P+BpTlPwVDW2u/fRs//xiiqGhIk1KstgcHxCM4AIiPS2KtDZ2dnaioqGBdVC0tLeByuYOy8vPG9UDptEB9bd8fql5QX30Gzuy54EyfBe6cC0FVVwAUBfrsKfDHTXI4di6XC7lcDrlczk6STDOrgoIC0DTNTpAhISEOBe5QWhQGO3BWIBAgMjIS9fX1iI+Ph0QigUKhQHt7O8rLyyEUClkhFRQU5LGVk4lRIAwvRCiMQpjVfUJCAsaOHevzhk7MOXQ6HXJzc9nUPldXCe4EM1rWL7CMR/BFQCSTIulOUyfAPdcD81kwAqe5udmjyc2b+BRH9DSdZmMBhAoxOn/d53BfYUQkxHEDuwEsrQ1Anw+bKezT2NjIph4ywYC+mqw8FR9ckRj0jWtA7f2+rzEUTYM+fgh0YS44V14DzuQM0HlnAZMR8S0NLl9HIBDYLafc1NSEsrL/3955x7dZnuv/kmTL8pZly3tlOI6dOJ6J4yQQIAGynUApJClhFSg0rEMpAVqgcAoNpKxAT4BC2T9GnLBxBhmQEBzw3o731rC8JNla7/v7w31eJFuytaWE9/v58DmnssYj2dFzvfdz39fViICAAOZzMLaXPp8rCtO9lo+PD9MUmZSUNDFd8t+mSONmWSKmbOn3cIYrI4vjsELhPMJ4UzXXhMfj8aDX6x16DbJBDw4OoqKignEotOVL39qjB9KPoNfrzeY1OCoUSADWwMCA1aFO5LEzbdo0TePcuXPo7Ow0qbQ42gjpTHh8P6iTDAjoMP3dBc6dB98wEYZ++hEAwPXzQ/JtfwTXxqu+gIAA8Hg8zJs3DwEBAUy1gXTMC4VCZsMMCAhAl+InDHaVI2w8EOGzlyFAbN5Z0xhHP0tOUDC4V10H+uwPoM/+MHHj6AjoD94GlhQAfD6g1SJaIYNuUAHYePU62U6Z2EsrFAoTe2kygnk+9ShYg7n3xOPxEBERwYh+YgRG4sSNjcJmCvhimxm9A1YonCeMjY2hoqICNE1bvLp3RkWBy+VifHwcP//8M+bNm4fExESbr4KsOXoYGhpCeXk5RCIRFi5cOEWIOCoUOBwOampq4Ovra1OoE3nsdK+t1+tRVVUFpVI5pSHS3soAMcsiJjnOIDR+CZoXvoOAjl++aNVX8ZGyYBtanv0Hc5v/RenwCbN9isEYc9UGMknR2toKPp+Pbn0RIlpbsXCkADi7H1i7CUiZP+NzO3oVzuFywVm6AlRkFOivPv1vwiYNnP0BCA4BtFpwAPCqyoD4BIdea7K9tEqlwsDAAKRSKYaGhsDlctHU1ITw8PAJe2kXHBG4u6Iw03uYbAQ2MjIChULBHDcGBQUxokEoFJqsne1R8A5YoeBFWPpClMvlqKysRFRUFNLS0iz+w7Q2atoSxKxJp9MhPz/frokDYOaKwuR+BHPv2xGhMDg4CK1Wi9DQUGRnZ9v8pTldVUCtVqOsrAx+fn5YunTplO53W4UCMZYi/3eyqx75/+3FL2QNZBuL4NtCI6A7FB1xp8H7txJ+4xPr5iYKoTpajqrv/wBqth+C0tMRu2g9gsPNRx+bW785SMd8QkICU4o+V6UwcWTs01MQqtUWbZWne3574M5OAbXtRtBFHwLjYxM3jo4AXC66hBGIufgyp70WMPG3EBQUhKCgICQlJaGzsxMSiQQ0TaOxsRFarZapupAGQGccTXi6ojAdxv0es2fPhlarZY4p6urqoNfrERYWBj6fD61Wi9HRUZcIBYVCgbvuugtffPEFuFwurr76arz44osWX0uhUOCxxx7D4cOH0dnZCbFYjM2bN+PJJ5+0ulJ5PsMKBS/G2NgoPT0dcXHTO+A5UlFQqVQoLy8Hl8sFj8ezWySQdZjb5I2PTnJycpirT3PYKxS6urrQ0NAAX19fJCUl2fWFaWmzVygUKC8vn9YW2xahQNM0DAYDKIoCn883+d80TTPHSBwOhzHQsfX9+PFScdEVB9Aw/AaqBl9E5HeJ8Ov7r7gR8THuPwI+AJ7GB7x6AzT11WgrqoY2Wg9+agwiMi5GVMpq8Hj2mw+RUjTPdxwx2kQAgMHXF9JxDZrOnp3S+DZZCDvzXJ8bLgb1+z+C/qII6GibuJGiED08AE5vDzBv5gqHI/j7+yM1NZWxlyYjmMb20o42AHpbRWE6+Hz+lAqMQqFAcXExHnroIYSGhiI+Ph4HDhzAqlWrnLYpb9++HX19fThy5Ah0Oh1uuukm3Hbbbfjggw/M3p9MduzZswfp6eno6OjAH/7wB/T29mL//v1OWZM3wwoFL0Wr1aKqqgpqtdqisdFk7BUKUqkUVVVViIuLQ3x8PH744Qd7lsxgbpOfrh/B2ueYjskipL6+3u6rUXOvTQRIamoqEhMTLT7WWqFAqgfGLnrGQsD45xRFmfxeSbVhps2AbLBcjg/ShbcjrCsZsp8+mXh+LoW2dT8iSBkLoU80fFr04I3/8nXA7/cB+mWQnyyCRPARfHKiEJKUDvGC1QgQWm/ZbIJyFEHUxDEILyYOWdnZTLVhYGAATU1NJlfZ4eHhLslg4HK5QOE1oKorQJecBtQq+BoMQPHnoPp7wVm+EhwXHQkYu38Se2lSdbHklmnJFXG613FXL4QzJzmMKzC33XYbtm7diptvvhmjo6N45JFHcO2112Ljxo04cOCAQ69TX1+P4uJi/PTTT8jLm4gd37t3L9atW4c9e/aYbXheuHAhioqKmP89Z84c/P3vf8fvfvc76PV6h7xrzgcu7Hd3nkG+CIifQEhIyLTz/pOxVSgQh8L29nZmImB8fNymQCVr1jFTP4I5bBEKk0OdiDe8I+OVZLM3Hg+dqQoy+bHmIJ8t+XwsWe0aCwHyPuypNhivxUfOBTgcgKYhvbgD49FKjKMJwyl92Bh7FPKWHzBQ/T20Df3gS375auCN+yBwxID4Ugno0vfQFzCKsRghglLzQVMGq/9OgkeMPqf/RksbN74ZhzjJ5XI0Nzcz7n8DAwNOP9PnZmSBTpkPw5GvwGlrAQDQFT+DbmsBp/A34Artr6qZY7pNdXKPB3HLNHZFJKJBJBJN+53gTqFA1u4KgoODQVEUtm7dip07d6KzsxPNzc0OP++ZM2cgFAoZkQAAq1evBpfLRUlJCbZs2WLV8wwPDyMkJOSCFwkAKxS8Cpqm0dnZaVe+ATDxD1aj0Vh1X0sVC/KP3mAw2P0PwHiTJv0IKSkpSEpKsvr9WLvRmwt1AhwbNyTNjDqdDhUVFdBoNFaPh073ukQgkJ9b+2U+uVfB3mqD+NLLEZCQBEXJD4hbfy9KFLswrGtCRtjd8PMNQ9z89Yibvx4AMDrQjN6qr6CsqwO3RYtQaiJVkAMOItUhQAsFtJxBFlcNae9xKGbPQ+SCKyAINh/wRFF6iFS/fH7mrJsnhzjp9Xr09vaitbWVOdM3jox2hqkPRyAAfeVGNH9WhJT+boDHA4YHQX/4DujVa8CZm+rwaxBsGY/09/dHfHy8iSviwMAA2tvbTQyfzNlLu0soGItdV6FWq5mph8TExGmredbS398/ZWLMx8cHIpEI/f39Vj2HXC7Hk08+idtuu83h9ZwPsELBi5DL5WhpaUFubi5EIpHNj7d2PHJkZATl5eUICgqaUrFwplCora1Ff3+/VVfi5p5jpuqIpVAn4zXYu36DwYAzZ84gMDAQS5cutfqzsCQUjJsVrQnsmWl9xqLBWIAYVxvIbcYbR+DceQicOw8AcGXsAbSOFmFu8LUmz2+gtQgUzULqpfcAlwJ6rRqSphPoaK5EsEQNkeaXY7AgKgBBcgDyXlBn30Tb/ADMuuLuKWtWaeSI1f3SyIgoy9HSBB8fH4SGhjIR5pOrDSTp0NEJAhpAb3gUUrJzgO+PTzQ4ajWgvv4MnEXZ4Ky4dNrgKqtfx84yvbEr4ty5c6HRaJhqQ1dXFzgcjonhkzuFgj19M7agVCqtbmbctWsXdu/ePe196uvrHV7TyMgI1q9fj/T0dDz++OMOP9/5ACsUvAixWIwVK1bYnVpnzdFDT08P6urqLKYakv/t6PQEMHHksGzZMpsz7oHpN/qZQp1mevxMjIyMYGxsDLNmzcK8efNs2tTNCQXjJkVHRcJkjKO9ATAVBoqiIJVK4cPhML+PydUGHoePlJCtU56zcnAPFJpq5Ef8A8G+SfDhByBu4Tpg4ToAwIi0EQO1x8Hr6oF4WAA+PfH3ygUXvmLT8UL1UA8Gmr4HHRePGO3E72mMb0BQoPWd7KR/Y3K1gfQ2NDQ0QKfTISwsjBEOtvzNMRWeOfOAhGTQx4pBn2uc+FlVOejeHnDXbgInzHbxboyzDJf8/PxM7KWJ4ROp3vn6+sLf3x9DQ0NW20vbg6sdIMlRlLU+Cvfffz9uvPHGae8ze/ZsREdHQyqVmtyu1+uhUChmDHEbHR3FmjVrEBwcjIMHD7o0YtubYIWCF8HhcBz6w5tOKBg3+01nxczhcBwKdSL9CACQk5Njl0gALE9OWBPqBNgnFEjAVnNzM3x9fZGaanvZebIHg7mmRVdiXM3RKEcR8m0xBkcHEbZy1ZTxy8kNlAAgHf8JjSNvA6DxTe8mZIU9gJTgbeBwfrlPSGQqQiInPpuTx48gMWgYdFcjguRjiEpfbbIeadU3SKhQwIA28DDhZWHg80A11YPjHwD4BwABAYDAH5wZeiyMMU46NO6WJxbC/v7+zJn+TNUG8plwOBzAzw9YswlIqAR98hhg0ANyKagP3wbn0ivAnT81WMtaaJp2+sbK5XIRGhqK0NBQZtywuroaer2esZcmAkokEkEgEDjttd1hIKVUKq1q5AZgknw5HQUFBRgaGkJpaSlyc3MBAMeOHQNFUcjPz7f4uJGREVx55ZXw8/PD559/7tTP0tthhcIFhCUfBVutmO2dniCTASkpKWhoaHC4vG5vqBNgewIkRVGoq6uDTCZDWlqa3U1TxtbR1jQtOhtizOXn54folkYMSfsh+fwAKJUSsVdda9IQabxBMg2R8EGgTxxU+m4Y6DGUKp5At/ow8iOeRqCPmWkHLh/itDUIWvwbs+vhdHYCCAIPExskDRpBSg7o4i8wRQIIBBPCwT8A3OUrwYmJY5pq6TE1IJcB/v4T9xH4M5MJxt3y9lQbJjfucjgccBZmgY6OBfXN58CgAtDpQB/+ClR3JzgrV4Hja3t6pDssnPl8Pvz8/BAREYHExESm2tDX18fYS5MjisnmRrbijkwJWyoK1pKWloY1a9bg1ltvxb59+6DT6bBz505cd911zMRDT08PVq1ahXfeeQdLlizByMgIrrjiCqjVarz33nsYGRnByMhEd65YLHb55+BpWKHgRTj6JWJug1coFKioqEBERITVVsy2CgWKolBfX2/Sj9DY2OiwBbO9oU7k8dY2M2q1WpSXlzNCSqPRODwxYdy0SK7cXc3w8DAqKioQGRmJyGEFOs+eAQBwBQKIV66y2Ntg3BAZwl2AKyIPomrkObQo/x8AQDL+I77u2YAc0UOYHXSNTe/Fd9ESdDSVQyjTQ8PVIlIzzSTB+PjEf4MKwOjz53A4QF8vqC8njcX5CX4RDgEBTIWCt3TFlGoDcUc0rjaQzdLShA8nIhLca3eAPnkUdH0NAICuq55ocEyebfVnQHB3zLQ5e2kioOrr600ElD2Jj66uKJDfnSsMl95//33s3LkTq1atYgyXXnrpJebnOp0OjY2NUKvVAICysjKUlJQAAObONTUja2trQ3JystPX6E2wQuECwniDJ2X0c+fOITU1FQkJCVZ/wdsiFEi1gqIok34Ee6OmCUQo2BPqZPz4mRgdHUVpaSmEQiEyMjLA4/Gg0+kcSy2kKKYJyx0CAQAkEglqa2sxZ84cRAn80PjqL196CVt3wE9s2scxXW8Dhw5AVsgjiPG7DKVDf8WYoR96WoWzA39Bl/oQloT/HQE+1uVExy7aACzaAIqi0Nl1Et+U7YNOKUcA5Y8AQwDCeJFIDsqGv54PjKkn/tPpJjZ//HL0QI+ppz65Znziv6GJiEwaAPwE4BZcBJqiQJ/9AZzMHBN3RFJtkMvlqK+vh16vR3BwMGiaxtjY2JRqA4fPB+fydaDiE0GfOAJO+iJw7BAJ5DP2ZNaDr6/vhIiMjDQRUOS4hjSHWjK+Mvc6rryS1mg0zO/H2YhEIovmSgCQnJxs8h1wySWXeE2GiydghYKX4chYH9ng9Xo9ampqMDg4iLy8PJtdFq3dZKcLjnKkz4GsQaPR2BXqRB4/0+tLJBJUVVVNaey09diCQNM0fHx8EBYWhpKSEvj7+yMiIgJisdjhMu90r9nR0YHW1lYsXLgQESIRzu35OyjNRAS0qGAFREsKZnyeydUGiqIQy1uBcP6nqBzejXb1QQBA/9gZaPTDVgsF4+dPTroUCQnLcarxFXzX8AIoWvffnx7E4tQbsXrhw+D7BILW6wGjz4rD4YATLgZy84Ex9YRoGBubEBVqNaDT/vJC/v4TIuHIV6Ab60G3NoN71bXgCCYEgLneht7eXgwNDeHHH3+cUm1gRlPTFoKOiQWCQqZ8/tDrwbGit8ib0iMn20vr9XrG8IkYXxHDJzKKOnntrq4oqFQqAGCzHrwAVihcQJDxyB9//NGuMCTj55mpGmDcj2DOH8HRigLp2g8MDLTrfUy32dM0jdbWVrS2tiIjI2NKp7M9CZDGDYs5OTkwGAxMc111dTUoioJIJIJYLEZERMSUjAh7IA2qMpkMeXl5CAkJQU/RR1B3tAMA/CKjEP/b7TY/r7Fo8PEJRz7/71D1d0Om+Qlcjg/0Bi20Wi3zO7fls+Jx+ViZdh/S4tbh89L70TNYBoDGT63/QVP/EWzMfgZzoi5h7k+OBTjRMeBEmx+ppPX6/woHFWi9HvThL0E3NUz8UCEHpBIgMXnK48hmGR0dDYlEgoKCAsZSua6ujkl+JJulQDh16oGuq54QCpk5M753dx892IKPj4+J8ZWx4VNrayt8fX1NIsR9fHxcXlFQqVTgcDhO8ctgcQxWKFxADA4OgqIohIeHIzU11e4vpZmmJ+rq6iCVSqf1e3CkojA4OIiuri7w+XwsWbLE7tlzcxuYwWBgqi35+fkICQmZch9S1bHGndJS06KPj49JmXd0dBQymQxdXV2MYQ4RDZMNc6xBp9OhqqoKWq0W+fn5EAgEGKmrhvRo8cR74PGQfMsfwHO0M5tjwBn5nyDT/PTf92vAOC2BiJeOgYEB5nhIq9VabS0NAJEhqbj5ks9Q0vwGjtX9A3rDOIbV3Xj/9O+w84rvIQqa9d/Xm1mEcHx8gOBg0AEBwOEvmdFGcLngrisEx4xIMIb8nif/zpRKJQYGBiCRSNDU1ISAgABmswwNDQVnUAG6vQXcdZtnXCPgXRWF6SCbs3Go19DQEBQKhYm9tHHjriveF4mYdtfxHYtlWKHgZdhz9GBsxQwAKSkpDn1RWBIKxv0IBQUF044+2utjQGbByZWNve/DXEVjfHwcZWVl4HK5KCgosFilIK850xfg5MRHS02Lxk1lc+bMYQxzZDIZY89LRINIJJrR3GlsbAzl5eUQCARYvHgxfHx8oBsZRsdb/2buE7vlGgTMsEHOhIHW4pTkHnSpDgMAuODj4uiXER+4Cj09PWhoaEBaWhoCAwOnmD1ZE2TF5fBQkHIb5sdeiS/KHkCb7BQWz7mJEQkEazYK2mAAVfwF0NL03yfngbu+EJxZM6dgmvs9czgcBAcHIzg4GMnJySaNgLW1tTAYDIgU+EE4fxHCNBqrRuW8uaIwHcb20ikpKRgbG2PMnsbGxnD69GlmkmIme2lbUCqVrFDwElihcJ5jbMWcn5+PH374wSFXRcD8Jj9dP4Kl57B1csI41EmlUkEmk9m1fmDq0QPxdyDTH9N9kVpTUjeeGLDVnW6yYc7Q0BDTUDY2NgaRSMSUgSeXXY0nG4yrRga1GryAAOhHRxCyIAPiSy+3ej3mMNAafN9/N7rVRwEAXA4fK6P+D7EBK9Hc3Iyuri5kZ2ebVJRIQyQRUNZaS4cFJuH6FR+hqqsIabFrTddB6aExDE271gmR8DnQcm7iBh4P3PWbwUmeY9V7teaKeHIjIKk29A4MoKGzc0q1wdz7PF8qCjPh7++PuLg4jI+PQ6fTISoqCgMDA+jo6EBtbS1CQkIY0RASEmL3e3bFaCSLfbBC4TyGWDEHBwejoKAAPj4+4HA4DvUGAFMrCiR/Yt68eUhMTLTqH74tRw/mQp3GxsacNl7Z29uL2tpaq/MzjJv6zAkiZzotcrlcxn43NTUVKpUKcrkcMpmMKXcT0aDValFXV4c5c+ZM+T0IomOQ+tDj6PviAKKuWG/WvMhaDJQGJyV3old9AgDA4/hhZfSriBYsR21tLQYHB7F48eIpTWbTjV/OZPbE4XCQmTjVi6G690OclfwLwR1PIjPxt1M+a9pgAPXNZ0Drf30veDxwN1wFTtKsKc9lCVuv9C1VG+RyOVNtIFfY4eHhTOXKnRUFd8z1GwwGJpKeNExrNBqmz6OrqwsATKoNtvQaKZVKs02ULO6HFQpehrX/KCxZMdtrlmQMeQ5r+xHMYW1FwVKokyMWzMaPb2pqQmdn57RulJOZrqLgSjtmAIxNMelEJ9kGxDArNDQUvr6+0Ol0UxoieX5+iP/NVEtmW9BT4zjZ/wf0jX0/8ZwcAS6Jfg1ifj7Ky8uh0+mwePHiGUvt041fWjR7mrSJDqo6UNL+EvTUOD4rvQ/VXQexMftZCAN/sYmmayqMRIIPuBuvmrEnYTKOnrFbqjYQk6PAwECIRCLodLqZn8wJuHMMc/LfoJ+fH2JiYhATEwOapjEyMoKBgQH09PSgvr4eQUFBjGiwVHkhuMpDgcV2WKFwnmFsbpSdnY2IiAiTnztDKJDRRGIwMlM/gjmsqSjMFOrkyPugaRqDg4MYGRmZ1urZHGQdxusnZ/Bko3OH0yIZ5RsYGACXy8X8+fMxNjbGNESG+PsjPDIS4qgouxoizdE39h0jEnw4Abg05t8I5WTip59+gp+fH/Ly8uw61rLG7Mn4flwuF34+QZgdvgpNsq8AAK3S7/Cvo5fiposPICZsEQCAk5EN9PeBbmkCd+PV4CQk2bw2Zzbjmas2kCvs8fFx1NbWMpUG42qDM3FnKNRMR3iT7aUVCgUUCgVqamqYSSBScZgsPkmPAovnYYXCecT4+DjKy8tB07RFK2ZnCAWtVov+/n7ExMQgPT3drjLmdBu9cfPlokWLEBUVNeU+jlQU1Go1Ojs7QVEUli9fbvMo4uSKgrVNi87GeLJh6dKlzBcpaYhsfWMfRiR96MotAFcYxhxRhIeH2116Tgi8Arnhf0GV4gVcGvMG/PWpOFt+FuHh4UhLS3PKBjRTtYE0RPpyQ3DJ3CcQghw0Kf+NkbE+BPpFINDvl8oQh8sFLl8HTu4ScCLMR1zPhKu69oGJakNUVBSioqIwODiI5ORkaLVa9Pb2MtUGIhqcEeA0OS3Uldh6xMHn8xEdHY3o6GiTykt/fz9zzEaEg0AgcFmPgkKhwF133YUvvviCcWV88cUXrbqYoGka69atQ3FxMQ4ePIjNmzc7fX3eCCsUzhOIFbNYLJ5283ZEKNA0ja6uLvT29iI4OBgLFy60+wvU2lAnS65r9goFhULB9G1wOBy7/AqIEDAefWQSBt3wBQz8Mtng7+/PTDYYo6ooxXh1BQAg4sxJRN/7IAaGhtDU1ASNRoOwsDDG7MnWalCa8CYkB22AepiLn6t+RlJSEmbNmuWyzdSc2RMRDyMjI4gOWIJlWZvx8tElUKp68Mnha3Fz4clfDLK4XMBOkQC4VihMfp2goCCEhoYylsqk2jA5wMneaoM7/04dMVyaXHkh6Y0KhQKHDh3C3Xffjfnz58Pf3x/Nzc1TbJMdYfv27ejr68ORI0eg0+lw00034bbbbpvWqZHwwgsv/Cp7Jlih4GVMadYysjC2xoqZmC7ZinE/QmJiItRqtUtDnZYuXTrtJm6PDwMxgUpNTQWPx0NPT49dawd+qYgQkeCuKgLwy2RDVFSU2VyLcWk/uv7fu8z/jr3qtxBFRSEiKmrGhsjJDpFaahQD41WICVhu8hqDUh3q6+uRlpZmtW22MyCigZhiSaVSLFq0CDJVJbgGDn47sBGxVDz0Mgm44WKbJ07M4a5phMnNjMbVBuK1MTAw4FC1wbhh1NWQZkZnYOxhMW/ePMyfPx/PPvssKioqsGDBAiQkJGDt2rV48cUXHXpv9fX1KC4uxk8//YS8vDwAwN69e7Fu3Trs2bNn2r/1iooK/POf/8TPP/+MmBjz5l8XKqxQ8GKMrZgXL14MoVA442PsqSiQIw0AWLZsGQYGBjA6OmrPkhkmHz3YE+pkrVCgKAqNjY3o7e1lQqn6+vocaoYk0yPuiocmkMyGuXPnIjExccrPKb0e7W+8amrRvHipyX0sNUQSh8jw8HBEREQgRMTH9/LboNDU4uLol5EQeDlomkZbWxs6OjqQlZWF8PBwt7xvk/dIUaipqcHIyAiWLFmCgIAAlFf8gGsHNmGWZuIzob/5HIZrdzBWz7aYPU3GXRWF6QTJ5AAncp5vXG2wZnrAnULBVdMVxN00JiYGqampeOKJJ3DixAlUVVU5/L7OnDkDoVDIiAQAWL16NbhcLkpKSrBlyxazj1Or1di2bRteeeWVKU6uvwZYoeClqFQqlJeXg8/n22RhbClq2hKDg4MoLy83OdJw1uSEXq83qYikp6cjLs5MVLEZrBUKOp0OFRUV0Gg0Jn0bjuQ10DQNX19fVFdXM7kAoaGhLt1MyOfU1taGjIwMixMafZ8VYayzHQDgFxk9o0Wzj4+PyVXryMgI5HI52rrq0DX0d+j9OgEAJdK/IjJ+GVrOdUAulyMvL88lYTwzQY6mdDodlixZAj6fD1qnxdyzw4ghIsHXFz5XrAcEAhPfhunGL6fDnUcP1m50k8/zSbWBTA8EBwczfhvGXgXGfTSuxtW9ECqVCjExMQgMDMT69euxfv16h5+zv78fkZGmx1Q+Pj4QiUTo7++3+Lj77rsPy5YtQ2FhocNrOB9hhYKXweFwIJFIUF1dbfXVtzHWbvKkH6GxsXHKkYajo4nkOfR6vUtDnZRKJcrKyhAYGIilS5eanOPbk9dgvOEsXrwYCoUCcrkc5eXl4HK5Js2CjhhaTYZMsgwMDDCZDeYwsWj28UHy722zaCZd6IIgCg38e6HXTogEHhWC4N47car1R3C5XMybN88j/voajYYRx2S6gtZqoT34AWJUE3P6Wq4OAVfvADdmQnBObog013g6k0OkN1QUpmO6akNVVZVJtcHf399tFTBnHj2Yg1g4W8OuXbuwe/fuae9TX19v1zo+//xzHDt2jKm6/hphhYKXQRINzYUVWYM1QsFgMKCuro4JE5qcLumMigJFUZDL5QgKCrIr1IkIBUtf4sRbICEhAfPmzTMbSmWL2JnctGg8D05RFIaHhyGTydDS0oLq6mrmas6eZkFjjCcblixZYtGfYIpF8+ZrEGDHKOC4YQBHe6/HkHYiD0HAi8DKqDfRLB8Bx3diQ2pra0NDQwPCwsIYa2lH3qM1kAqaUChEenr6hNDTaqA/+DE4vX0Ta+doUJ3DwfKYqVUpW8cvyf8PuEcoOLPJcHK1gXgVdHd3M0eGra2tTG+Dq96bO9IjrR1rvv/++3HjjTdOe5/Zs2cjOjoaUqnU5HbSSGnp+/bYsWNoaWmZcvR79dVX46KLLsKJEyesWuP5DCsUvAyxWIxly5bZPRY00yY/uR/B3MbkqFAYHBxEe3s7fH19HQp1AqZ+iZNY5XPnzmHBggUWm49sEQozmShxuVzGfW7evHlQq9WQyWQmzYL2HFHMNNnArI+i0PHW69CPjgAAQhZmQnyZ7RbNY3o5jvb+DsO6Catjf14klglfR0O5AmFhYb9s0DTNvEeJRILGxkbmPUZERMxolGMrw8PDKC8vR2xsLFJSUiYmTjQa6A9+BLpvoiF1jDOOD8QHcHnK3hmfz9rxS1JlcEczo6t6ByZ7FQwMDKCmpgZjY2OorKwEAKavITw83CmppQRXO0DaMh5J/v3NREFBAYaGhlBaWorc3FwAE0KAoijk5+ebfcyuXbvw+9//3uS2jIwMPP/889i4caNV6zvfYYWCl8Hj8RyaHebxeNBoNGZ/RkYsIyMjmU3B0nPYe/RAQp0iIyMxPj7uUKgTYHoOSiYzZDLZjM2d1vYo2OO0GBAQgKSkJCQlJTEjbjKZDBUVFQBgckRhKSBnpskG00VS8I9PxGh9LXxChUjccbPNG5taL8XR3t9hRNcy8R540Vgc+AoaymVITEw0MbzicDhMQ6SxaRBpSKVpGuHh4RCLxQ5vPnK5HFVVVZgzZw6SkiYqJLTBAP3BD0H39QIAxrlavB9RBLlgBEli81/m0zFTtUGj0TACwt6GyJkgFQVXCxIulwtfX18sWLBgSrWhoaGBcUZ0tNpAPkNvqShYS1paGtasWYNbb70V+/btg06nw86dO3HdddcxFx09PT1YtWoV3nnnHSxZsoSp3kwmMTERs2ZZbxV+PsMKhQsMc+ORNE2js7MTTU1NVo1Y2uOKODnUSavVoqOjw673QNZAnheYMIEqLy+HwWBAQUGBVRbCM/UoGM/s23uuO3nEjRxRtLa2oqamxsTPgJz7zzTZMBkOzwdxV/0WwfPTwPHxhW+w+R4Gi++TNuB4382MSAj0iUWmz/NoqhrA/PnzZ2wwnfweR0ZGIJPJTEKASLUhKCjI6s+xt7cX9fX1WLBggckXMYfHA3f2PBj6ekH58fFu6PuQ8GWYHXExfHmOHYEYVxsoikJvby96enqQnp5uc/qlLbhrGsFYWJtzRhwYGGCEA4fDMZmksEXwkX9brqoo0DTtMgvn999/Hzt37sSqVasYw6WXXnqJ+blOp0NjYyPUarXTX/t8hRUKFxiTjw1IPwLpZJ/cj2DpOabrD5iMuVAniUTi0PGFsVAYHR1FaWkphEIhMjIyrPpymu7owVKXvKNwOBwIhUIIhUImjlcmk0Eul+PcuXPw9/cHn8/HyMgIMjIypnRfz0RIeoZd6+JyeMgO/zNO9N2OAJ8opBqeRnvLCDIzM6dYgM+E8eYzd+5cjI+PQy6XT0xStLXB19eXqaiIRCKLoVodHR1oa2uzOILJW1IA+PCgFQdhwSgHAsl3mBezyq73b4nOzk60tbUxKZjGwtGW9EtrcFdFYbpJBD6fb9J3QyYpurq6mEkKUm2YyRKcfDauFD5KpdIlkzcikWhac6Xk5OQZLzJsbZQ+32GFgpfh6BeJsVAYGxtjyuHWXIUbPwcAq+KqSYJlSEiISaiTI8cXwC/uiFKpFI2NjWbzIGZ6vLnXd6fTor+/PxITE5GYmMjEgQ8PD4PL5aK2thYSiYTZVCcfUdA0Dd2gAnyRc3wMYgMuxsroVyHvpCGVaqedrrAFgUCA+Ph4xMfHg6IoDA4OQiaTobGxERqNxiQy29/fHzRNo6mpCf39/cjNzWXWYE6U8nKWIAjAJUjHJen/4/BaCcRCvKenx2QNlo4oyMisI9UG0gfhSaFgDJfLNak2TE59NK42mDtCI/+2vKVHgcW1sELhAoP4KFjbj2AOa4WCq0OdAKCxsdGuCRBzRw/GlQR3mijpdDpUV1dDr9dj+fLl8PPzY8r37e3tqK2thVAoNDmiUPx4Gl0fvI24q69DxMrLbF6r1jACPu8XIWAwGCBtCsbY2BiWLMl2yRQDl8tlNhZLDZFkw83Ly2M2AXpMDf1nn4C3dAW4yXOcvi5jyCiqQqHA4sWLLW5Elhoiyd+QrdUGd7k/2uttMHnKh/Q2dHZ2mq02kP4EV70nVx49sNgOKxS8EJIzYA9cLhdjY2MoLS3F/PnzkZCQMPODzLw+AIsbvTWhTo5UFAwGA2pqakDT9JTza2shQoFcqbo6HtoSxpMNxsmLxuX7sbExxnK5paUFAsqAoIqfQOv16P7oPQhi4xA8b77VrzmibcPR3t9hXujvsDDsDmg0GlRUVIDH42Hx4sUWGyydyeSGSPI5kKjls2fPTgij4CCIvv8WkMug/7wIPoXXgJvkmgYx8nelUqmsiso2ZrqGSGvMnmwxW3IEZ0wicLlc5giNBJANDAxAoVAw1QZShdHpdC75exobGwNFUR4x/WKZCisULiAMBgM6Ozuh1WqRn59vVT+COTgczrShTlVVVVAqlS4JdRofH0dZWRm4XC74fL7dV77GX+rkGMLdImFoaAgVFRWIjo5Gamqqxdf19/dHQkICEhISYDAY0PLum1C1NsMgDIM+VIi2cS3EfX1WTRgMa1txtHc7xgxSVCj2gKMPwmDjLISGhmLBggVuC7UyRqPRoLKyEgKBAEuWLAGPx8Pw8DAUPT3wP/QFoFYBAAy+vtByeQj8r7jrlP8Evk8AIkPTwOU4tm7i+GgwGJCXl+fQpMZM45fmzJ7cWVFw9uv4+fkhNjYWsbGxTLWht7cXNE3j1KlTNvU2WAtpJGQrCt4BKxQuEMgVG0VR8PX1tVskEMx5KdgS6mTP0cPQ0BDKy8sRERGBBQsW4NSpU3ZXJciXORl5I7e5SyT09/ejrq7O6skGAqUchbr0LADAV63C7J33Y3B8nJkwCA0NZY4oAgMDTd7PkPYcjvb+DuMGOQAgmDcX/fWhSIyJwty5cz2Sekf+Zox9GgAglO+LwNIzoIlIEPijLXMx+prOgd/egYiICJzo/Av6RioQ6BeBe9aegcDXvp4KMjHj4+Nj0kfjLKwxe9JqtSZ9M64SbK62VSbVBmJClpOTw0xSdHZ2mhw/iUQiu6sNSqUSXC7XpqoPi+tghYIXYuvRg3E/QmJiIkpKShxew2ShYGuoE4/HMyn9z0Rvby9qa2uRkpKCpKQkEzMcR1CpVMxVjrv8/K3JbLCE5Mg3oP/bNBdx8WUQxcVBBGDOnDnMhAEZv/Tz82NEAydQim/7dkBDKQAAwdwUBLTfgXlzsu06fnIGxEgpLi7ORKjQKhX0+z8ArZgQNAgKhuA325AeJkKqwYDBwUH0StrRP1IFAOBQ/pD1D0Ms5tu8cYyPj6O0tJSJTXd1RcVctUGj0aCjowNBQUEuG78kuFooGL8Oj8ebUm0YHh6GQqFAR0cH6urqEBISwggHW0ZniX3zrzHS2RthhcJ5jLFLIelHGBsbM4lGthdSEXAk1AmYuSGSpmmcO3cOnZ2dyMrKMtlY7RUKRGRFRETgp59+QmBgILOhujLcyTizYfHixTafr8q+OwbZiWMAAI4vH5GXrzH5ufGEAWlYlclkKG/6BtLwZ0HxlACAQKQgsOOPyFywdFqhYqA04HL4Lvk8zBkpAQCtVEJX9AGgGJi4ISgYvtdsA0coAjCxwUZERECmOQsaE7/7xLAC9Pf3M9HL1v4uSTUjPDwcaWlpHtl0DAYDqqurwePxkJGRwfxNO3v8kuBqt0SCObMlYwdT496GgYEBdHR0gMfjmfg2TFdtUCqVNgkLFtfCCoXzFIPBgNraWiZIiBw12DLaOB3EuMneUCfjKypLTO53mHweaY9QMC77ZmVlMTHLMpnMJNyJuAo660uVZDaQ1EN7Sqb9X34GGEg14RL4hlj+vHk8HsRiMbgh/ajpfQ4UNSES+NpZCOi9AwH+4RgdHYVAIDD7has1jOJ4/y0I98tEbvjDTv1CtmSkRCtHodv/ATA4UfVAcAh8f7MNHOHUY7IWyXfM/5+dshGpsYuh0+mYyGwy9ksisyePmJJqRnx8PObMmeORDUer1aK0tBQCgQCLFi0y+Vsz7mewZC1tT7XB3RWF6TBXbRgYGEB7e/uM1Qa1Wu2RYDIW87BCwQuZ6UuN9CNwudwp/ghEHDgqFDgcDpqamuDn52eTBwNhsrPiZNRqNcrKyuDn52ex38FWoWDOadHX15exYKUoCkNDQ0xGA5nzJ66C9p6HqtVqVFRUTJlssAXd6Aj0oyMQ5uWDHyZC5KorZnyMfLwK3/btgI6aCAIKMKRCPHgfFuUtgVKpZMYviQmSWCxGWFgY9BjFt303QqGphmy8FH48ITLC/mjzmidDqk/t7e2MiZHJz+VSYHho4n+EhE6IhFCh2edqkZwEAHA5PkgWLwMAk98lccGUy+XMiCnp3+Dz+WhsbJxSzXAn5MgjJCTEbBOpuSMKZ5g9URTl9B4Mc9iaHGlcbSBGXWSSglQbiGjw8/Nz2dGDQqHAXXfdhS+++IJxZXzxxRdnbJo8c+YMHnnkEZSUlIDH4yErKwuHDh1yeViat8AKhfOMgYEBppM+LS1typcHOYt3NNRpZGQEoaGhdoc6TbcOhUKB8vJyxMTEYP78+Raf31qhQHohjN3izH3BcLlciEQiiEQizJs3DyqVCnK5HH19fWhoaEBwcDAiIiIQGRlpddmTTDbExMSYTbG0Fp6fH2bdfhd8Q0MROMs6LwFfbiB4HD/oMAp/XSriRnchO29CdIWGhiIuLg6G/575y+Vy1NfXY0wvx3DcS9DwJiKm/bhhiA1YadeajaFpGo2NjZBIJCYmRsZwk+fAZ/1m6E+dgO9V14FjoWIyqOrEgLIVAJAQngc/36lf4sYumMYOkSRB0dfXF2q1GnK5HGFhYW4pxxPUajVKS0ttOvJwltmTOysKjryOQCBAXFwc4uLiTKoNtbW1uOaaazBnzhzQNI3KykosWrTIaYJh+/bt6Ovrw5EjR6DT6XDTTTfhtttum9ap8cyZM1izZg0eeugh7N27Fz4+PqisrPTIBJGnYIXCeYK5fgRzkNFGe4UCCXUKCgpCVFSUQ/8YzI1YdnV1oaGhAampqTNOA1gjFCY7LVrbtMjhcBAUFISgoCAkJydDq9UyjYIdHR0mV+Eikcjs50AmG1JSUhxuGOTy/SDMyrHpMaH8OVge9jrOdD2FWdR9WJSTN2VDJGf+ERERSJgTgiM9j0NjmBAJXH0IokYfwhDlD1/xiN2jbRRFoaamBqOjo1iyZMm0V1ncuanwnTUXnGk2blJNAIA5UdaJGIFAAA6HA7VazZT5ZTIZ6uvrodVqnVI5sgalUonS0lJER0fbLRwdMXtyl1BwZiDU5GrDjz/+iOeeew5HjhzB8uXLERoairVr1+K5555zyE20vr4excXF+Omnn5CXlwcA2Lt3L9atW4c9e/ZYTKK97777cPfdd2PXrl3MbampqXav43yEFQpeyOQvF+N+hJlSEwH7YqInhzp1d3c77GduPCJJURQaGxvR29uLnJwcs/7+5h4/nVAw7kdwtHucz+cz56nkKlwmk6Gurg56vZ5JSyRn4Y5MNjiLoaEhNFYosDD2CSae2RJKXReO9l4PpaELABDgE4OV0W9CMxzEiCMfHx8TcWTNVbhOp2P8CRYvXmxyhESPDIPqbAdvYabJY6YTCYB9QoH8PrKzs5l+nYiICMbhTyaTMZWjwMBAk8hsZ12tjoyMoKysDAkJCTbZjc+ELWZPBoPBLf0Yth492MLcuXORmpoKpVKJDz/8EKdOncLx48cd9lQ4c+YMhEIhIxIAYPXq1eByuSgpKcGWLVumPEYqlaKkpATbt2/HsmXL0NLSgvnz5+Pvf/87VqxY4dB6zidYoeDlGPcjLFu2DH5+fjM+xlahQEKdtFotE+rU19fn0PEFWQdFUdDpdKioqIBGo2Ge3xpmCnZyldOi8VX4/PnzoVQqIZVK0dnZibq6Ovj6+sJgMGDhwoU2hyo5Qr/6B7Qpv0C++H8hlw2gpqbGKp+GYW0rvu29HmpDPwAgyCcRq2PfQ5BvHBAIptnMXE7DdFfhGo2G6TPJysoyORunh4cmGhdHhgGdDrzsvCmPNwdFG9Aq+R4AIPANRZwoa9r7k6mZvr4+s0cexpWjWbNmQafTMSFWtsSCz8Tg4CAqKiowa9YsJCcn2/Uc1jCd2ZNOp4NKpYJQKIROp3PJ+CXB1dMVxL7Zz88Pq1atwqpVjgeC9ff3Twli8/HxgUgkQn9/v9nHtLZOHIE9/vjj2LNnD7KysvDOO+9g1apVqKmpQUpKisPrOh9ghYIXM1M/giVsEQrThTo5KhS4XC5UKhVqamoQGBiIpUuX2tRoZUkouNOOmcPhIDg4GMHBwUhMTER5eTnGx8cRGhqK6upq+Pn5QSwWQywWQygUuqzs26c+hRP9t8FAazCqHASv/TfIWLjIYgKlWi9B3dDrGNTUYVBbDy01AgAI9Z2LVbHvIMDH1HZ7ck7D5P6NoKAgRjSEhIQwzaiTjZQAgB4anBAJoxOvaagqAzcjExyfmTfhcd0I5kZfghbJ90gWLwWXY3kzMs5tMM6OmA5fX18m08A4FrytrQ01NTUIDQ1l3qe1zXQDAwOorKzEvHnzEB8fP+P9nQmpNuh0OtTW1kIgEDCTJq4YvyQ42iw9E7bkPOzatQu7d++e9j719fV2rYN8/9x+++246aabAADZ2dn49ttv8eabb+Lpp5+263nPN1ih4KW0t7fj3LlzSEtLs/nLh4w2zgQJdZo1a9aUETIul2vVc0wHTdNoaGhAYmKiXee1k4WCtU2LrkCtVqO8vByBgYHIzc1lhBQZvayurgZFUSajl87ywO9RncBJyR2gaC0AYEQtxWXZmQgM4aN/7EcMauoh8luAKP8lRo/ioGH4P//9/7kI9U0Bl+OLVbFvQcCb/tjHXP8GeZ+dnZ3gcDjQ6/UQi8VTmlHpIQV0n3wAKCcmMSAKn5husEIkAEAAPwzXLH0VFE1BoxuxeD9HchuM3+fkWHBSbWhpaQGfz2dEg6WGSKlUiurqaqSnpyMmJsbmNTgDnU6H0tJS+Pn5mYxhTraWdqbZkzsqCta6y95///248cYbp73P7NmzER0dDalUanK7Xq+HQqGwmCdDfqfp6ekmt6elpaGzs9Oq9V0IsELBC+nr60NbW5tV/QjmmKkaYG2ok1artfm1yfN3dHRArVYjMTHR7sYfY6FgPHMOWN+06AwsTTbweDxERkYiMjLS7NVpWFgYU22wd4yqW3UMJ/vvBI2JMCUfXQyEQiFOjlwNlaKHuV9q6A4ToeDPE0PAC8e4YQD+PDHyxU8hlD8HfjzrvTAIfD6fuQonG6NQKMTo6ChOnjzJvM8IHx54Xx5gRAJHFAGf32wDZ9KVPm0wgGpuBMbHwMvMNfuaXA4X/nyh2Z/p9XpUVFSAoiinhlxNztxQKBTMtIhWqzXxbBAIBOjr60N9fT0yMjIsVnZcDfFqCAgIYAydCJN7G5wxfklwZjOjOVQqldUNwuTf2EwUFBRgaGgIpaWlyM2d+Ls7duwYKIpCfn6+2cckJycjNjYWjY2NJrc3NTVh7dq1Vq3vQoAVCl5ITEwMQkND7Q6uIVHT5rA21MneoweKolBXVweZTIaQkBCHupS5XC60Wq1TmxZthWwGM002TL46JaN5xLPBnga6AU01TvTfDuCXqoretw/9mr4p9x3UmJZWORwOLo15E4E+MTNWEKzFnJESaRSU9vYi9Oz34OknBA3lHwCf/GWAVgNaIACHxwOtUoGqLoehqhxQKQG+H7hpGeDY8Heu1WpRVlYGPp+P7Oxsl13VEkMrsVgMmqahVCpNjmL4fD60Wi3mzZvnsWZWjUaD0tJSBAUFzWhPba4h0hGzJ1c2MwK/WDg7k7S0NKxZswa33nor9u3bB51Oh507d+K6665jJh56enqwatUqvPPOO1iyZAk4HA4eeOABPPbYY8jMzERWVhbefvttNDQ0YP/+/U5dnzfDCgUvhMPhOJRuZ2mTV6lUKC8vn9bkaKbnmA4SZ2wwGFBQUIDa2lqHshpIRcET8dA0TaOtrY2putjatBgQEIDExEQkJiYyjoK2ukOG8dMR4jMHI/pzU37mywmC0G8+RPw0hPmlQ+S3cMp9ws3cZg/TGSkZR0lrDVqg5BQAgDumBvXN56AA0BwOOP7+wPg4YPz3oNWAam4ELz0DAKDSDMCXJwDf55cNQjJcB3FIKrgcHsbGxlBWVua23AaCcZ/KrFmz0NLSgvb2doSFhaGlpQWtra1OaYi0BWLoFBoaOqVHZCYcGb8kuHoM05YeBVt4//33sXPnTqxatYoxXHrppZeYn+t0OjQ2NjLplQBw7733Ynx8HPfddx8UCgUyMzNx5MgRzJljnd/JhQArFLwQRzdDc5u8XC5HZWUl4uLirA51skUojI6OorS0FEKhEBkZGeDxeHYlSBrD5XIxNjYGjUYDPz8/t4kEUhVRKBR2ZTZMxl53yNERJXwkq8AT9SEqYDFEgnSI+OkI80tDkE8COA5GL1uDsZFSXl7etJ+Fj1gMc10tHJoG1GrofX3hQ1GgORxw58wDLzsPnLhfqjTf1b+Asy1vISE8D5ty98DPJwivH9uAiOAUXDb/r+hvpZi+CE9YMtM0jZaWFnR3d2Px4sUICQlhzILkcjlz5CQUChnh4Ap3wbGxMZSWljKNpI4+/3RmT5OP+4hYd3WPglqtdnpFAQBEItG05krJyclmx8J37dpl4qPwa4MVChcgxpu8I6FO1m7yEokEVVVVmD17tsn8uDnDJWsgTYuhoaHo6+vDqVOnEBoaisjISIjFYpd6wBNfAL1eb3dmw3RY4w4pFovB4/EmfmdzrkFy8gNOXYO1EP8Oa4yUAIAzZx58b74D9PAQ8x+Gh0APD4IaHoYqZT40Q4NoCwgBTxgG8ZgGEUNDEAqF4HA4aJachIHSokP2IwL9IvBV+UPQ6lXoHazAsfJ/YXXaEx7LbaBpGk1NTYxgIle7xmZB5hoiScLndA2RtjA2Noaff/6ZGd119mdhbbWBHFW4qrLgqooCi32wQuEChMfjQaPRmBg12RPqZI0rYmtrK1pbW5GRkTGlc9jeUCdyFRMSEoL8/HxoNBrIZDLIZDKcO3cOAQEBEIvFiIyMREhIiNO+LI0nG1x5/k2w5A7Z0dEBpVIJX19fZuOx5A7pKqYzUrIEh8sFQoUW8xvISX6UTsckX1ZWVgIAAkJpyEYmGsbiRNmQDNehqrMIAODDCcJl6bswd85ch9+XPdA0jbq6OgwODiIvL29aoWqpIZIYd4lEIpOGSFtQqVQoLS1FVFSUQ3bhtmCu2tDR0QGdTgeBQMAIBlJpcEYPERnPdbSSx+I8WKHghTjj6EGr1aKkpMRscJS1zzFdRYGMpw0ODiI/P9+8t7+NRw+T7ZjJF45AIGC+fPV6PdMkWFZWBi6XyzSdWesmaA5nZTY4gq+vL1QqFTQaDXJyckDTtEV3SEd6WGZifHyc6WVxhWDy9fVFVFQUoqKimGmRHxvfYX7ub5iLT0v+xPzvgll3Y96cRU5dg7UQe2qlUom8vDyb/h0ZN0QS4y65XI7e3l7Gm4L0qswkeIk1dGxsLObOneuRv08ul4uOjg50dHQgJycHwcHBJuOX5o4o7BUNarWarSh4EaxQ8FI4HI7dFsrkCjw2NtZscp01TCcUxsfHmU26oKDAolukLX0O1poo+fj4TDnvl0qlaGhogE6ns2sz7evrQ11dHebNm+dwZoO9UBSF2tpaDA8PY/Hixcz5LCkxj46OMj4GdXV1jDEQOYpx1sahUqksGim5AjItokQDcxtfwIFiuBkAEOwzCwlBV0ChULjU0MocBoMBVVVV0Gg0yMvLc0icTW6INPamKCsrA4fDMbHPNm6IJP0/nozMBoCOjg60trYiJyeHqU5aspZ2dPzSFVMPLPbDoR019GdxCWQs0Fa6u7tRW1sLf39/XHTRRXZ/qYyOjuLs2bNTrFOHhoZQXl6OiIiIGUXIuXPnMD4+joyMjGlfa/J4lj1rJiNsMpkMUqkUSqVyxr4GMtnQ0dGBjIwMt9oxG2Nc5s/KyprRppskJcpkMigUCggEAmaTcWQzHR4eRnl5OeLi4tx61UrRFJ79IgMqjRy+vAAAXOgMSgDA1VnvwkcbB7lczhhakf9cOV1g7NWQnZ3t0tcyboiUyWRQq9VMQ6S/vz/q6uqQlJSE2bNnu2wNM2FOJFiCVBaMqw3GoW0zVRsMBgNEIhGam5s9+p5ZfoGtKFwgGIc6zZ49G3K53KEvenPHBr29vaitrUVKSgqSkpJmfP6Z+hzIFwj5MnFk/NH4im327NkYHx8329cgFosRGho65dzZU+ehJMvD39/f6jK/QCBAfHw84uPjneYOSR5vTXaEs5EO10OlkQMAfLlBUOsm3POyk69DZsoVACb+VkZGRiCTydDe3o7a2lqXVVV0Oh3Ky8vB4/EYF05XYqkhsq+vD8PDw/D19WUqEGFhYW6PN7ZFJAC/VBnsNXtSq9WgaZrtUfAiWKFwATA51EmlUkEikTj0nGSTJ1cC586dQ2dnJ7Kysqw2mJkp1Gly8p0zr2An9zUMDAxAKpUyPgYAmI3AlVMU00FyNiIjI5Gammr3EZE5d8jW1lar3SF7enrQ0NBgYqTkTpqN0iJBTXwlCXxDcHnGI8zNHA4HoaGhCA0Nxdy5cxkhaDxd4IzMDRJ05e/vz4z5uht/f38EBwejubkZKSkpCAwMhEwmQ21tLdMQSY7XrAmJcwRbRYI5bDV7UqlUAMAePXgRrFDwUqztUTAX6jQ+Pu6U5Edg4ouzrq6OcXK0pcHIUjOjpaZFV+Hj48M0zymVSqa/gqZpnDlzhrkCd3WToDFyuZwZKbWmOmMN1rpDkuY5ABaNlNxJS/8J5v/fuuxNKPXd0OnHECSwbItsLARJVUUulzNVFWO7ZWt/p8TEKCQkxO7eHmegUChQUVFhEjJl7BApk8nQ09OD+vr6KWFdzhTbzhAJk7Fm/LK3txdcLteloVMstsH2KHgpOp1uxtFCS6FOw8PDKC0txWWXXWb361MUhcOHDyMwMBACgQCZmZk2b6I9PT3o6enBkiW/ZBAYfyG402kRmIgCrqysRGxsLBMPS754ZTIZRkdHmXJ2ZGSkyyoN3d3daGxsdGuQkLE7pFwuB5fLha+vLzQaDbKzs+3KFHHWuvZ+cxmGNE0AgLDARKzOeAQZCZvtej5yREEEEulVIWLQkgGSWq1GaWkpwsPDkZaW5rGGQZJEmZqaOqPnCRmnlcvlGBgYYBw/iUOkIxutK0TCTJBejfXr10OhUKCpqcnpPiYs9sFKtvOQmUKdnBERPTg4CAAQCoV2X11Nrii4Mx56MmSyITU11SSN01JfQ3Nz85S+BkfXS5z9urq63H4Fb+wOqdPpUFFRAaVSCR8fH5SWllp0h3QlJLfhkvgXUad6Dk39RzCo6oRqXGb3cxofUcyZM8ek8bO1tZUxQBKLxcx5Pxk9jImJQUpKisdEAukTSUtLs0pA8vl8xMbGIjY2lpkAIkcx1dXVCAsLM3GItBZPiARgQqxde+21CA8Px5kzZ1iR4EWwFQUvRa/Xm93sjUOdsrOzzTb8jI2N4eTJk7jyyivt+tLr6upCQ0MDKIrC8uXL7Z5nlkqlOHfuHJYvX27SzOTuzIbW1lZ0dnbaNNlg3NdArsAd8WsgttCDg4PIzs722Iw4mbCgKApZWVmMdwOpNAwPDzPukGKxGEFBQS75XRnnNkQl8vGvI5eABo1Avwj8z/qf4cuzL21zOowNkGQyGfR6PUJCQjAyMoL4+HiPigSSyumsPpGxsTHmd0omY4wjsy0Jf0+KhKuvvhoA8NVXX7EeCl4GW1E4j7A21IlsYgaDwabyI0VRaGxsRG9vL3JycpiRPXshFQXjTmd3igTjzdnWyQbjvgbjfIaGhgZotVqb+hp0Oh2qqqqg0+mwZMkSlzegWYIYKQkEApMJC+IOSeb7yUba3t4OX19fRjQ4q+Oe9IkQI6Kis38EjYnrleWpd7pEJABTDZCI8RGfz0dnZyeGhoaY36urBJI5JBIJampqnBpX7e/vz4SS6fV6RiCRhkjjHg7y9+gpkTA+Po6tW7dCp9OhuLiYFQleCCsUzhNsCXUi4sAWoUDK0RqNBgUFBQgICHBKqJPBYIBer3d7PLRWq2WunB3dnCfnM5C+hq6uLhPzI3N9DcYuh3l5eR5r0CJGSiKRCGlpaRZ/F8blbIPBgMHBQZOOe0fdIYlXQ0JCAmbNmgWFsg3VnQcBAAF8ERbPudGRt2k1AwMDaGxsZI6iNBrNFIFkfEThqukHEmO+aNEil8VV+/j4mEzGjI6OQi6Xo6enB3V1dQgJCYGPjw+Gh4fdLhI0Gg1+97vfYXh4GIcPH3Yolp7FdbBHD14K2WDtCXWiaRqHDx/GRRddZFVDHrnCCwwMRGZmJrOZff/995g/f75dX2DEr72kpAQcDscpNsvWolKpUFFRgaCgICxcuNClr2fc16BQKEz6GrhcLioqKhh3RU910RN7akec/cgGQ94raRIk79WaM3DSqEe8Gqo6i/BF6YPQ6EcBAKsW7sLKtPtsXputkCt4S82kRCAR4aDVapkrcLFY7LSKEKloZGZmIjw83CnPaStarZZJB+VyueDxeE5riLTmtXfs2IGuri58++23Hpu6YZkZVih4KQaDARqNhgl1srUz/ejRo8jPz5+x3C6Xy1FRUYGEhIQpGQc//PAD5syZM6VZciaMmxaBiatIqVQKmUwGnU5nUrZ3tuPd5MkGd545G/c1yGQyGAwGplEyPDzcIzP5rjJSMucOSX6n5nwMJBIJamtrTRr1PvzhFtT1fAkA4PsE4k8bKiDwde0VZW9vL+rr660u85ORRPJeR0ZGEBwczPwNBwcH2/U31t3djaamJmRlZXl0gzQ+bggODmYaIuVyOdRqtd0NkTOh0+lwyy23oLGxEceOHXNZNYXFObBCwUtRKpX4+eefAQDZ2dk2dwAfP358WnFBUuDOnTuHBQsWIDY2dsp9SkpKkJCQYPZnlpiuadH4qlQqlUKlUiEsLIyxWXa0y9nSZIO76e3tZWx3KYqCVCq1ua/BGRAjpYULF9os9mzB2B1SJpOBpmnmfYaHh0MikaCpqQkZGRnMhkDTNP734GzoDGoAwEXz78HlGQ+7bI3ARJPuuXPnHLqCN+7hGBgYgI+Pj0lGgzVisLOzEy0tLcjKykJYWJhd63AGM/UkEB8O0hDp7+9vEpltb4VMr9fj9ttvR2VlJY4fP+7Sv00W58AKBS+lp6cHfX19do8mfvfdd1iwYIHZL0TS5CeTyaYVEz///DOioqKsCkoidsykp8GazIaxsTHm6ntoaIjpto+MjLQ4727ptclkw6JFizxWxrW0DmOjnMl+DdaW7W1dB8mwyMzMdOsVq7E7pEwmg0qlAofDQXx8PJKSkhh3yB5FOV79dg0AgMPh4cFNtQjgu27TbG9vR1tbm1M9IyiKYno45HI5NBrNjGOmZB3u7gWYjK2Ni8YNkaRaZq4hciYMBgN27tyJM2fO4MSJEzZdhLB4DlYoeCkURUGn09n9+NOnTyMlJWVKeVWj0aCiogIGgwE5OTnTXsWXl5cjLCwMycnJ077WZKdFe4KdyJWaVCrFwMAA/Pz8mAas6TwMvGXskKIo1NfXM8dE0x35TNfX4KhfA03TaGhogFQqZcrJnoCmaZw7dw69vb2IjY3F6OgoBgcHGXdIUbgQPaOncarxZYQFJuC6ZW+6bB0tLS3o7u5GTk6Oy5rlSE8O2UiHh4enxEi3t7czEc2ebNpzdLrBuCGSCF9rjmMoisK9996L48eP4/jx427PFGGxH1YoeCmOCoUff/wRSUlJJs1aJK5WKBRa5WNfWVnJnLFbwhUmSqSUTTwMLDVDGk82WJO66CqItwVxObTlCIX0NRDh4Ihfg8FgQE1NDZRKJXJycixmO7gaIpoUCoVJloY5d0jjACtn93DQNI3GxkZGNLlTRBrHSA8MDDCOpCkpKYiPj/dIvwrgmhFIjUbDvFeFQmHyew0LC4Ovry8oisKf//xnfP311zh+/DhmzZrllNdmcQ+sUPBSaJqGVqu1+/E//fQTYmJimLN6iUTCZAvMnj3bqg29pqYGfn5+jN2xuTW62mnR2MNAKpVCp9MhPDwcoaGh6OrqQkhIiMsnG6ZjfHwcFRUV8PX1NZkYsQfj9yqTyaDRaBAeHo7IyMgZ+xrIeCtN08jKynJbZsVkDAYDqqurMTY2Nq1oMvdeSdneGZMFxumgubm5HhNNpLLS09MDsViM4eFhjI+PM2FdJEraHbjDJ8H49yqXy/Hiiy9CIpEgMjISpaWlOHXqFObOneuS12ZxHaxQ8FIcFQrk2CApKQmtra1obW1FRkaGTa5v9fX14HA4mD9//pSfecJpkZz1d3Z2ore3FwCYzSUyMtLtlq9KpRLl5eUzehPYgy19DcZGSosWLfKYaNLr9aioqABFUcjOzrZ6ooWU7Z3lDklRlEllxVNWwDRNo6mpCRKJBLm5uczvzPi9Dg0NMccxERERTrEKN4enzJRqa2vx1FNP4dSpUxgeHsbs2bOxfv163HDDDVi0aJHb1sHiGKzh0gUKj8dj7HqHhoaQn59v87moOcOlyU2L7nRa5HA4GB0dRX9/P9LS0hAeHs5UGpqamhAUFMT0NdjSDGkPCoUClZWVSExMtLpCYwscDseqHIqgoCCcO3eOCTPylFcDyW3g8/kmro/WwOFwnOYOaTAYmGOgvLw8j1VWSK+IXC5HXl6eiZ9JYGAgAgMDkZycbHIcU15eDg6HY3Ic4wwfA0+JBJqm8dlnn+H06dM4ceIEEhMTcfToUXz11VdoampihcJ5BFtR8FIcrShUVlYyI03Z2dl2lXKbm5sxNjaGjIwMZk2kigDY17RoLzNNNlhqhhSLxRAKhU5dJxnDnD9/vlUGWM6G9DX09PRgYGAAPB4PUVFRiIyMdIuh1WRIboMr4pmN3SFJPoMld0hS0SDHL8726LAWmqZNejSsPVog6Ymk2kB8DIhIsueIwpMi4bnnnsMLL7yAY8eOITMz022vzeJ8WKHgxWg0GrseNzQ0hJ9++gkCgQDLly+3+4u7ra0Nw8PDyMrKMulHcLcdM0VRqK2txdDQkFWTDZPn+gEwxxOObKTEJbOtrQ2LFi2yOmDKFRgbKQUFBdnV1+AMJuc2uFI4TucOGRYWhsbGRvB4PGRlZXns+IWmadTW1mJ4eBi5ubkOHXsQHwOZTIbBwUGmikRMrWb6rD0pEvbu3YtnnnkGhw8fRl5enttem8U1sELBi9FqtbD119Pb24va2loIhUIIBAKmGmAPnZ2dkMlkyMnJ8Vg8tKOTDZaaIclGau1VJ0VRaGhoYD4PT40dAhMeG42NjViwYIGJWY27/RqMcxtccfwyE8QdUiKRQKFQgMfjITY2FlFRUQgNDXX7MYxxb0Rubq5Tp3B0Oh0UCgVTbQBgYrU8+e/YkyLh1VdfxRNPPIHi4mIsXbrUba/N4jpYoeDF2CIUSHd1Z2cnMjMzMTo6itHRUYdKft3d3UySpCdEAknLDA4OdspkA9lIicmTUqm0qrSr1+tNOvk92UFvi5GSK/0aJuc2eIrx8XGUlpYiKCgI0dHRzBU48MtGGhER4fIwLoqiUF1dDbVajdzcXJdWcoxNreRyOVQqFYRCIVNtkMvlHhMJ//nPf/Dwww/jq6++wkUXXeS212ZxLaxQ8GKsFQpkjp90eQcFBaGjowMDAwPIycmx67VpmkZfXx8aGhowd+5ciMVitzaGkWbB+Ph4zJ071yUCZWxsjKk0DA0NMc2Qxp32Go0G5eXl8PHxQWZmpkfPvUlFYyZDJ3OY82uIiIiw6zhmplAld6FWq1FaWso0cpK/kcnukM44658OiqJQWVkJjUaDnJwctzdQkr9jYrVM0zSio6MRFxdnNnfDFdA0jXfffRcPPPAAvvjiC1xyySUuf00W98EKBS9Gp9MxjYOWUKvVKCsrg5+fHzIzM5kvqe7ubvT19WHx4sU2vy5pWtTr9ejo6DC5+nZWLsN0kOAed2Y2GHfay+Vy+Pn5QSgUYmBgAGFhYVi4cKHHJgqIkZJKpXJKRcOSXwPZSKfb6EiYkXFugydQKpUoLS1FTEzMjOFfk8/6yTgicUx0RIQaDAZUVlZCr9fbNBLqCjo6OtDS0oJZs2Yx75miKJPmT1esj6ZpfPTRR7j77rtx4MABXHHFFU5/DRbPwgoFL2YmoaBQKFBeXo6YmJgpMcb9/f1oa2tDQUGBTa852Y6ZPCfJZZBKpRgeHkZISAgjGpx19k3sdru6ujya2WAwGJjgHg6HAx6P55RmSHtwtZES8TAgxzGW+hpII2d7e7vHw4wc6Y0w5w5pHGBlqxNmeXk5aJpGdna2y483psNcTwJN0xgZGTHJ3TD+3QYEBDilUnfgwAHcfvvt+Pjjj7F+/XqHn4/F+2CFghcznVDo6upCQ0MD5s+fbza0SSaTobGxEStWrLD69YxFwnSjj1qtltlYBgYGEBAQwPgX2Bu7azAYUFdXZ/Vkgyvp7+9HbW0tUlNTERcXh6GhIeb9ajQaZs5dLBa79ArSE0ZKpEFQKpUyfQ0REREYHx9nxv082cg5ODiIiooKzJ49G0lJSQ49lyPukHq9nvE9yMrK8jqRYA7Ss0KOKPz8/BiRZG8a5BdffIGbb74Z77//PjZv3uzAu2DxZlih4MWYEwoURaGxsRG9vb3Izs622NCmUChQXV2NlStXWvVa9tox6/V6ZmORy+Xw9fVlRIO1/gVksoGmaWRmZnoss4FEbxMXy8mldeOpAqlUCqVSCaFQyFRWnHn27UrXR2shv1vip0GMjzzl1yCXy1FVVYV58+Y5/UjK2B1SJpNhZGTEojukTqdDeXm5x0cxAfunG8gIMTmSIUcUpPnTmsrVN998gx07duCtt97CNddc48jbYPFyWKHgxej1ehNnRFKGJk1Txm5vkxkeHkZpaSkuu+yyaV+DOC06w47ZYDBAoVAwV98AmE00PDzc7GZHJhuIWY8n598bGxshkUiQlZVl1ZcuaSIjZ99BQUHMRmqr7bAxQ0NDqKioQHx8PObMmeP2sUPC5NwGtVptV1+DMyANlAsWLLDJhtxejHtWBgYGGJEUFhaG1tZWj9tlA84bgSRHFOT9En8KUjkz53L67bffYuvWrXjttdewdetWj/2NsrgHVih4McZCgRjbBAYGWhU+pFQqcebMGVx++eUW7+NKp0Vz/gWky56Mq7ljssEayIaoVqvtbhbU6XTMJkqaIYlosMUZUiqVoqamBikpKWaPlNwFsf82l9tgbV+DsyDNrYsWLfJIAyVxh5RIJOjr6wMA5r26w9TKHK70SSDHT2Ssls/nQywWo7e3FwUFBfjpp59wzTXXYO/evbjhhhtYkfArgBUKXgwRCnK5HBUVFUhISMC8efOs+oc5NjaGkydP4sorrzR7f0tNi66AOOqRZsixsTEEBARApVIhJSXF4bNmR9BqtaioqGDOmp3Rc2CuskI2luka5rq7u9HY2IiFCxeaGCm5G+PchszMzBmvmidvLP7+/k7za+jq6sK5c+eQmZnpseZWYMIltbS0lMlomHz17SqRZA7SaOsOnwTyt9zf34/NmzdjaGgI/v7+2LRpE3bv3u3Rv1MW98EKBS9Gr9ejpaUF586dw4IFCxAbG2v1Y7VaLY4dO4bLL798yhe9O+KhLUH8AHp7eyEQCDA2NobQ0FCmr8GdZkbuOPagadqksmLcDEmuRo2NlDw9UeBoboOxX4NcLp8ScmTLZ0zssrOzsyEUCm18J86DmDqFhoYiPT3d5DOZ3CAoEAhMRJKzBbg7RcJkzpw5g9tvvx3z58+HTCZDaWkp8vLy8MEHH2D27NluXQuLe2GFghdz7tw5tLS02PVFSVEUDh8+jMsuu8ykNOpJkWAwGBgffDLZQL5opVIpc87vjgRI0gcQGxs74xy+szAu2Rs3Q1IUhbGxMY9bQ5PjrcjISKSmpjr8mdjr10DGZLu7uz0+ZTE2NobS0lKEhYUhPT192s9Er9czNsvG7pDOSoL0pEgoKyvDxo0b8eijj+Lee+8Fh8NBf38/vv76a2zdutVjbqUs7oEVCl7M2NgYtFqtXeZGNE3j8OHDuOiii5imR9KP4KnMhoqKCgCw6AdAzvlJAqRAIGBEg6PGOMZIJBLU1tZ6vA9ApVKhqqoKarUaNE07rRnSHlyd22A8VSCVSqf1a2hsbIRUKkVubq5bSvmWGBsbw88//4yIiAibA6+c7Q7pSZFQVVWFdevW4cEHH8Sf//xntifhVwgrFLwYiqKg0+nsfvzRo0eRn5+PoKAgj8VDA/aV+Mn4FjnnNzY9snfmG5j4wm1ubsbChQsRGRlp13M4g8lGShwOxyQmm4yZkphsV/aQeCK3YXJfAynZq1QqKJVK5OXlefQqVaVSobS0FFFRUVb3BU0HmRiRy+U2u0N6UiTU1dVhzZo1uPvuu/HXv/6VFQm/Ulih4MU4KhSOHz+OrKwsBAcHu6Vp0RxksiEhIcHuUT+KojA4OMiU7CmKYkSDtefeNE2jqakJfX19yM7OdvsXrjHj4+MoKyuDv7+/2RE70kBGrr4B65oh7YGYS3kyt4H4NZw7dw7j4+PMKKIr3q81EHvo2NhYl0zjWHKHFIvFU/wpPCkSGhoasHbtWtx666148sknWZHwK4YVCl6Mo0Lhu+++Q1paGtNU5e5/6GSsbf78+YiLi3PKcxqXdCUSiVVOiSQrQalUIjs7e1r/CVdD+gBIOXsm4UbeLxFJ5JyfjJk6MppHJgo8ndtgMBhQVVUFjUaD7OxsE+Mjd/s1jI6OorS01G0eFtO5Q2q1WnR0dHhEJDQ3N2PNmjXYvn07du/e7ZYLjFdeeQXPPvss+vv7kZmZib1792LJkiUW7z80NIRHHnkEBw4cgEKhQFJSEl544QWsW7fO5Wv9tcEKBS+GpmlotVq7H/vjjz8CAGJjYxEZGem2eW/jzAZr4pAdeZ3JzYGTg6us6Y1wF0NDQygvL0diYqJdfQDm/AtIvLAtEyPGUxaenijQ6/UmRzDm/Bpm6mtwFiMjIygrK2N+P+7G+P12d3djfHwcgYGBiI6OnuIO6Ura2tqwdu1abN68GS+88IJbRMJHH32EHTt2YN++fcjPz8cLL7yATz75BI2NjWaPCLVaLZYvX47IyEg8/PDDiIuLQ0dHB4RCITIzM12+3l8brFDwYuwVCqQfQa1WM5so2VSioqJcmv5IJhtGRkaQnZ3t1ma0ycFVZKoiODjY41a7rjBSmjwxEhgYyDR/WtpUyBFMf3+/x6csdDodysrK4OPjY9Xvx1xfAxGFjvo1DA8Po6ysDLNmzUJycrLdz+MMyHFDRkYGtFrtFHdI4hDpig28s7MTa9aswZo1a/Cvf/3LbUeV+fn5WLx4MV5++WUAE99hCQkJuOuuu7Br164p99+3bx+effZZNDQ0eDSx89cCKxS8GFuFArFjJm6Oxk2L4+PjzCY6NDTEpD9GRkY6rRTvTVfvJBfA19cXGo3GKcFV9kKimRcsWOAygxqdTjdjMyRFUUzw1kwW4K5Go9GY9Gk46tcA2N/HQSo9c+bMcVszpyUs9SQQd0hyRKHX65lcBme5Q/b29mLNmjVYuXIlXnvtNbcJa61Wi4CAAOzfv98kWOqGG27A0NAQPvvssymPWbduHUQiEQICAvDZZ59BLBZj27ZtePDBBz16QXCh4rnIM5YZsXUcy9hpcfJkg0AgQGJiIhITE5n0R6lUiubmZqd4FyiVSlRUVHg8swH45ep9zpw5SEpKMgmu+vnnn+0KrrIHmqbR2tqKzs5OZGdnu9RIydfXFzExMYiJiTFphqyurgZN0wgPD4dKpQJFUVi8eLHHgrcAx02dAMDHxwdRUVGIiooyOedvamqyqa9BoVCgoqLC46OywPSNizwejxEF8+fPx+joKGQyGTo7O1FXV+fwkUx/fz/Wr1+PZcuWuVUkABOi3mAwTBHRUVFRaGhoMPuY1tZWHDt2DNu3b8fXX3+N5uZm3HnnndDpdHjsscfcsexfFWxFwcvRaDQz3odkNhgMBpubFsmVqEQiMfEuiIqKsvrK2xmTDc6CNOhZunq3ZK9MJiicVWqlaRr19fWQy+XIycnxWGw2TdMYGBhAXV0d0xjrzubAyajVapSWliI8PBxpaWku9WsgKZCkejZ5EyVjoSRO3JM4Mt3gqDukTCbDunXrkJGRgffee8/tkdm9vb2Ii4vDDz/8gIKCAub2P//5zzh58iRKSkqmPGbevHkYHx9HW1sbI2qee+45PPvss0weB4vzYCsKXg6Hw8F0Ws5Rp8XJV6K2Xnn39PSgoaHBqZMN9kDTNJqbm9HT04OcnByLDXrEj0EsFjP2ylKpFA0NDWaDq+zBOGRqyZIlLusHsQatVovm5mYEBwcjIyOD2VS6u7tRX1/P2GeLxWKXH0WQscOYmBiXuWFyOBwEBQUhKCgIs2bNgkajYURDS0sLs4n6+vqitbXVo2OhBEdHIAUCARISEpCQkGDiDllZWQlgenfIgYEBbNy4EampqXj33XfdLhLI+ng8HiQSicntEonEYlJoTEwMfH19TSofaWlp6O/vh1ar9eix54UIW1HwcrRarUWh4EqnxclX3hwOhxENYWFh4HA4aG5uRnd3t0snG6yBoijU1NQ41EA5ObhKrVYzY4i2XHkbGylNTl10N8R+ODQ01GyJ31IzpFgsdnofB3F+TExMxKxZszxSdSJ9DV1dXRgcHASPx2Oaez3h1wC41ifBkjvkyMgI4uLiEBkZiQ0bNiAuLg5FRUUe3Vzz8/OxZMkS7N27F8DEv+nExETs3LnTbDPjww8/jA8++ACtra3M3/WLL76I3bt3o7e3161r/zXACgUvx5xQmK5p0RWQM2CJRMIYHvn4+ICiKK/onK+oqGDikJ31ZWc8hjgyMmJVcBUxUgoICEBGRoZH+zRszW0gR1CkhE067Ek1yZEjmcHBQVRUVGD27NkeTQoFJq5Sa2pqsHDhQvD5fOZ37G6/BsD9ZkrEHfKZZ57Bu+++i4iICAQGBuLtt9/GsmXL3G7GZsxHH32EG264Aa+++iqWLFmCF154AR9//DEaGhoQFRWFHTt2IC4uDk8//TSAiSPGBQsW4IYbbsBdd92Fc+fO4eabb8bdd9+NRx55xGPv40KFFQpejk6nY6yXgZmbFl0NidvV6XTgcrlOK9fbw9jYGMrLy12+MVsTXGWrkZIrcdSvwbgZUiaTgaZp5nds65U3mT6ZN28e4uPjbX0rTqWvrw/19fVTDKZs6WtwFp50XFQqlbj66quh0Wgwa9YsHDp0CP7+/vjLX/6CP/7xj25dizEvv/wyY7iUlZWFl156Cfn5+QCASy65BMnJyXjrrbeY+585cwb33XcfKioqEBcXh1tuuYWdenARrFDwcoyFgnE/AofDcftmNHmygcvlmpTrx8bGTMr1riy7j4yMoLy8HFFRUU5JOrQWc8FVISEhkMlkSExM9HgzJ9mYndXFb1y+lkqlGB8fh0gksupIhly9L1iwwOJZs7vo7e1FQ0MDMjMzER4ePu19jfsajJsDIyMjHfZrADwrEtRqNa6++moAwFdffYWgoCDodDp8//33EAgEWLZsmVvXw3J+wAoFL4cIBU/GQwMTTU9VVVXTTjYolUrGWpm4JJIzYGeO45HNkJSyPbUxGwwGtLa2oqOjAxwOx6Rc7ypDnOlwdW6DJadEc82QZGP2tD008IuPRVZWls29NM70awA8KxLGxsZw7bXXQq1Wo7i4GCEhIW59fZbzF1YoeDl6vR56vd6jIoFMNqSlpSE2Ntaqx0x2SbTmjN8auru70djY6BVXqWQDWrhwISIiIhwOrnIEMha6aNEiREREuPS1CORIhlx5k0REmqYZ7whPNrkCv2zMWVlZDvtYUBTF5G4Y5zKQY7eZxLAnRYJGo8G2bdswMDCAw4cPe9S2m+X8gxUKXk5jYyNiY2OZXgR3igQycujoZINGo2E20MHBQQQHB5uc8Vu7FpIf4YwvfUcwNlIytxZ7gqscWYs35DaQZsj29nYolUrw+XxERUU5pRnSXtrb29HW1uayiQJzfQ1EHE7+u/akSNBqtbj++uvR3d2Nb7/91uPijeX8gxUKXszAwADi4+Mxa9YsFBYWYsuWLUhPT3fLl66rMhu0Wq2JwROxVo6KirKYT0CshwcHB5Gdne0x8yKyloaGBquNlKwJrrIXb8ptIEKuu7sb2dnZ0Ol0zJU3qa5YmuV3BUQ85eTkuKXEbqmvQSwWY2RkBK2trR4RCTqdDjfffDOamppw/Phxt1WbbE2CJHz44YfYunUrCgsL8emnn7p+oSxWwQoFL2d4eBhffPEFDhw4gEOHDiE2NpYRDZmZmS4RDRqNBpWVleBwOMjMzHTZqJixtbJcLgefz2cqDaRpTKfToaqqCjqdDtnZ2R61HjY2UsrJybFrk598JGNvd7035TbQNI3GxkZIpVLk5uaavA9HmiHtXUtrayu6urqQm5vrEfFETI/I79lgMCAiIgJxcXFu9WvQ6/W47bbbUFVVhePHj7ssZ2QytiZBEtrb27FixQrMnj0bIpGIFQpeBCsUziOUSiW+/vprFBUV4euvv0ZERAQ2bdqEzZs3Y/HixU4RDUqlEuXl5RAKhUhPT3fbl5rBYMDAwABzFcrj8SASiRgjoEWLFnnENY6g0+lQXl4ODoczJQ7ZXkjmBkkHtDa4ymAwoKqqCuPj48jJyfGoeKJpmqn25Obmzth/Ys6fgpTrHRU75Kist7cXubm5Hq08ARPHDc3NzUhJSWEEoq19DfZiMBjwxz/+ET/++CNOnDhhdW+RM7A1CZKs9+KLL8bNN9+M77//HkNDQ6xQ8CJYoXCeolarcejQIRQVFeHLL79EcHAwNm3ahMLCQhQUFNi1wZPJBnvn750FRVHo6elBU1MTgF9sl6OioiASidx+3u0OI6XJ1RVL9tnEYAqA0wSLvRBHTKVSaVeFxVIzpD0Jn+QYRiKRTKlqeAJzPQm29jXYC0VRuOeee3DixAkcP37crYmY9iRBAsBjjz2GqqoqHDx4EDfeeCMrFLwMNuvhPCUgIABbtmzBli1bMD4+jqNHj6KoqAhbt24Fn8/Hhg0bsGXLFixfvtyqzYRME9gy2eAqBgcH0dzczIw/kk7z+vp6Jl6XXJG5uuLhLiMlHx8fREdHIzo62sQ+m/j1i8VihIWFob29nYlm9qSxDKlqaDQa5OXl2XWEYJxRoNPpmIrSzz//DB8fH+Z4YqZRU5qmmb6RvLw8jx7DAJYbF6fLoWhtbTXpa7A31ZSiKDzwwAP49ttv3S4SAPuSIE+dOoU33niDEcAs3gcrFC4ABAIBNmzYgA0bNkCn0+H48ePYv38/brrpJlAUhfXr12PLli1YuXLllC9048kGbxhn6+3tRX19vYkXQFhYGMLCwjBv3jyMjIww8dg1NTUmosHZV9fEetjdFRZzwVW9vb2oq6sDAAQGBkImk7ndCZOg1+uZPIvc3FynfO6+vr6MUKIoinGGrKmpAUVRJs6Qxu+ZpHQqFArk5eU5NHrrDGyZbvDz80N8fDzi4+NNjt6MxaEtfg0UReHhhx/GF198gRMnTmDWrFlOeU+uZHR0FNdffz1ef/11tzVastgOe/RwAaPX6/H9999j//79+PTTT6FWq7F+/XoUFhZi1apV0Ol0ePjhh7Flyxbk5+d7tFxrPHJozSgmKeOS/AmVSsWc/UZGRjrcJCeVSlFTU+MV1sMkdTEyMhKxsbFMYyAJriKla3fkE+h0OpSVlcHX1xeZmZkur2rQNM2IQ5lMhrGxMYhEIojFYkRERKC5uRnDw8PIzc31aEon4LwRSOLXQH7PpK+BCAdzfQ00TePxxx/He++9hxMnTiA1NdWRt2I3th49VFRUIDs72+TviDjRcrlcNDY2Ys6cOW5ZO4tlWKHwK8FgMOCHH35AUVERDh48CIVCAZFIhICAABQVFSE5Odlja6MoCvX19RgYGLBq5NAcarWa6TIfGRmBUChkRIOtGwgxL1q4cOG0XdrugOQ2JCUlTUldNHZJtDa4yhE0Go1Jr4YnvBGMR01HRkbA5XKRlJSE2NhYjx45uMonYbq+htDQUOaI4umnn8Zrr72G48ePY8GCBU57fXuwJQlyfHwczc3NJrf95S9/wejoKF588UXMmzePjYz2Alih8CukuroaV1xxBcLDw6HRaNDX14crrrgChYWFWLNmjVtHyvR6PSorK6HVapGdne2Uq8Lx8XFmMxkaGmJGEGfqrDeuanjSvIhgS26DNcFVjjA2NoaysjKEhoa6zcvDEhRFobq6GkqlEnFxcVAoFFAoFMzUiFgsRkhIiNuOitxppmTc1/D888/jxx9/RFpaGkpKSnDixAnk5OS49PWtwdYkqrrvcgAALy1JREFUyMmwzYzeBysUfmXU1tZi+fLluPfee/HYY4+BpmlUVFRg//79OHDgADo6OrB69WoUFhZi3bp1TgnBscT4+DjKy8vB5/ORmZnpkvN2MoIolUqZznpi8GS8gdpqpORqHMltIMFVJJ/Az8+Pydyw5/epUqlMGjo9GXpl3ESZk5PDXG2SqRHynkmfh6tzNzzpuDg8PIxHH30UxcXFUCqV8PHxwYYNG7B161ZcccUVbl3LZGxNgjSGFQreBysUfmXo9XocP34cl19++ZSf0TSNmpoa7N+/HwcPHkRjYyMuvfRSbN68GevXr4dIJHLaJkH8GkQiEdLS0txyhUpshskIokAgYBoh29vbMTY2ZreRkjNxZm6DOX8KWzbQ0dFRlJWVISYmBikpKR4XCZWVldDpdMjJybHYRElR1JTcDUvNkI7gSZFA0zT27duHJ598EsXFxVi8eDF++OEHfP755wgJCcFf//pXt66H5cKGFQosZiFue0VFRThw4ACqq6tx0UUXYfPmzdi4cSPEYrHdm4ZCoUBlZaVH/RoMBgPkcjn6+/shlUrB4XAQFxeH6Ohou0fTHMXVuQ3mNtDpgquGh4dRXl6OxMTEKf0R7sZgMKC8vBw0TSM7O9vqzX5yM6RxA6gjqaaeFglvvvkmHnnkEXz99ddYsWKFW1+f5dcHKxRYZoSc3RPRUFpaioKCAmzevBmbNm1CTEyM1ZtIX18f6urqvMKvYWxsDOXl5QgICEBMTAxTuuZwOIzBk7viookwk0gkbsltMGetHB4ezpzxK5VKVFRUMF4WnkSv15u4YjpSEZjcAGqPhbanRcK7776LBx54AF988QUuueQSt74+y68TViiw2ASJED5w4AAOHDiAH3/8EYsXL0ZhYSEKCwuRkJBgVjTQNI329na0t7dj0aJFCA8P98Dqf8HYSCktLc2kV2FoaMjEp9/VcdHGuQ3W2CA7m8nBVaOjowCA6OhopKSkePQohlhn83g8ZGVlOfXzJ42BpH/FmmZIT4uEDz/8EPfccw8OHjxo9viQhcUVsEKBxW5omkZvby8OHjyIoqIinDp1CllZWYxoIMcKWq0WJ0+ehJ+fH7Kzsz2acgj8YqRkbuTQGHLVTTZQrVZrYvDkjLNub8ptAACJRILq6mpER0djbGyMCa5yts2wNeh0OpSWlsLPz8/lTpR6vZ7p5bDUDOlJkQAARUVFuOOOO/Dxxx9j3bp1bntdW5IgX3/9dbzzzjuoqakBAOTm5uKpp56yKjmSxXthhQKLU6BpGlKpFJ9++imKiopw4sQJpKenY926dTh69CgoisLhw4c93igokUhQW1trs5ESTdNQKpWMwRMx/iHTBPa4E3pTbgMw4YrZ0NCAjIwMiMViABNTI+Sq25bgKkfRarUoLS1l7KrdOY5p3Mshk8lgMBjg7+8PlUrlMffSzz//HLfccgs++OADFBYWuu11bU2C3L59O5YvX45ly5ZBIBBg9+7dOHjwIGpraxEXF+e2dbM4F1YosDgdmqahUCjwzjvv4G9/+xsEAgGio6Oxbt06bNmyxW1TDpNxppESKdVLJBIolUqEhYUxG6g1VQFiXiQQCDye2wD88tlkZWVZ3AitDa5yFI1Gg9LSUgQFBWHhwoUe9WwgYVNdXV0QCARTYrLdUQH6+uuvccMNN+Ctt97CNddc4/LXM8aeJEhjDAYDwsLC8PLLL2PHjh2uXi6Li2CFAotLqK+vx9q1a3HxxRdjz549OHToEA4cOIBDhw4hPj4ehYWF2LJli1uuFmmaRktLC7q6ulwyTUAihKVSKYaHh2d0SBwbG0NpaSkT5e3JjRAA2tra0N7ebtNnQ1GUydglAKZULxKJ7BY+4+PjKC0t9QpjJ2BqT4IzmiFt4ejRo9i2bRtee+01bNu2zenPPx32JkEaMzo6isjISHzyySfYsGGDC1fL4kpYocDiEt577z00NDTgySefNLnSHB0dxddff42ioiJ88803iIiIQGFhITZv3oy8vDynbwzEHlqhUCA7O9vlRkoajYYRDcQhMSoqijnfJ74E0dHRmDdvnkdHDkkgWE9PD3Jzc+3uHSHBVeR963Q6u3o5iIAKCwtDenq6Rz8bYObGRWOXRHIsQ8SSM5whT548iWuuuQavvPIKduzY4fbPo7e3F3Fxcfjhhx9QUFDA3P7nP/8ZJ0+eRElJyYzPceedd+LQoUOora31+LEji/2wQoHFY6jVahQXF6OoqAhfffUVQkJCsGnTJhQWFmLp0qUOl+ONGwWdZQ9tC8QhUSKRQKFQgM/nQ6PRIC4uDqmpqR4vqTc2NkIqlSI3N9dpV8M0TWN0dJQRDdYGV6nVapSWlnqF+yNg+3SDNc2QtnD69GlcffXV+Oc//4nf//73Hvk8HBUK//jHP/DMM8/gxIkTWLRokauXy+JCWKHA4hWMj4/jyJEjKCoqwueffw4/Pz9s3LgRW7ZswfLly22eMNBqtaioqGBm7z3dKEimCYKCgqBWq8Hn85njCVfaZJuDpmnU1dVhcHDQ5eOY1gRXqVQqJh0zNTX1vBMJkyHNkOR9GwwGxqPCmgpLSUkJNm/ejL///e/44x//6LHPw5Gjhz179uB///d/cfToUeTl5blhtSyuhBUKLF6HVqvF8ePHsX//fubLaP369diyZQsuvvjiGdPkiJFSYGAgFi5c6PFGQWIytWDBAkRHR5u1VTZuCnRlpYGiKNTU1ECpVCI3N9et45jmgquEQiH6+voQGxvr8aMYwPk+CcQZ0jgafLpmyNLSUmzatAmPPvoo7r33Xo9/HrYkQRKeeeYZ/P3vf8ehQ4ewdOlSdy6XxUWwQoHFq9Hr9fjuu++wf/9+fPrppxgfH8f69euxefNmXHrppVOOE0ZHR1FeXg6xWOwVJeyZchvI1adEIoFMJgNN0yYGT84UDSQrQavVmgQqeQKdToeuri60trYCAAQCgUPBVc7AHT4JxpHRxKOioaEBmZmZACYE8YMPPog///nPHv/bBWxPgty9ezceffRRfPDBB1i+fDnzPEFBQR4PWmOxH1YosJw3GAwGnD59GkVFRTh48CCGh4exdu1abN68GatXr8bx48fx//7f/8MTTzzh8WwCeyKrJzcF6vV6k6ZARyojer0eFRUVoGnaK45iRkZGUFZWhsTERCQlJZlUWLhcLlNhcZeFtifMlDQaDeRyOe69914cOXIE/v7+yMzMxDPPPIMlS5Z4fOKDYEsSZHJyMjo6OqY8x2OPPYbHH3/cjatmcSasUGA5L6EoCmfPnmWSLiUSCfR6PXbs2IH//d//9ejVi3FuQ25url1rMQ4zIlkMxqLBlo1ep9OhrKwMvr6+yMzM9PhRzPDwMMrKyjBr1iwkJyeb/Myc2ZGrLbQ97bjY0NCATZs2YdmyZfDz88OXX34Jf39/PP/887j22mvdvh4WlsmwQoHlvOeVV17BAw88gA0bNqCyshJdXV1YvXo1CgsLsW7dOqeMqlkLRVGora3F8PCw0xoFSRYDcYVUqVTMOfd0kwTAL8ZOAQEByMjI8PhV6tDQEMrLyzFnzhwkJiZOe19zYsk4uMoZVRFPi4Rz585h7dq12L59O3bv3g0ulwudTofvvvsOsbGxSEtLc/uaWFgmwwoFlvOaN998Ew888AC+/PJLFBQUgKZp1NTU4JNPPsHBgwfR1NSEyy67DIWFhdiwYQPCwsJcJhrcldugVquZzXNkZARCoZARDcY9G2NjYygrK/Ma8yKFQoGKigqkpKQgISHBpsdODq4ydsMUi8V2jb56WiS0tbVhzZo1uOqqq/D88897/PfDwmIJViiwnNeQRsD58+dP+RlN02hoaGCOJ2pqanDxxRdj8+bN2LBhA8RisdNEg6dyG8bHx5nNc2hoiHEKDAoKQn19vdf4EgwMDKCyshKpqalO8fyf7IZpa3CVp0VCZ2cn1qxZg7Vr1+KVV15hRQKLV8MKBZZfBcTGuaioCAcOHEBZWRmWLVuGzZs3Y9OmTYiOjrZ7M/WW3AatVgupVIq+vj4MDQ3B19cXCQkJiIqKQmBgoMfEgkwmQ3V1NdLS0hATE+P057c1uMrTIqG3txdXXnklLr30Urz66qtu+3uxJQUSAD755BP89a9/RXt7O1JSUrB79263playeA+sUGD51UHTNDo7OxnRUFJSgiVLljDx2PHx8VZvqmq1GmVlZV6T2zA8PIzy8nLExcUhMDAQMpkMcrkcAoGA2Tzd2bMhlUpRXV3NeEi4GkvBVWKxGGFhYejq6vKoSOjv78fatWuRn5+P//znP24TCbamQP7www+4+OKL8fTTT2PDhg344IMPsHv3bpSVlWHhwoVuWTOL98AKBZZfNTRNo7e3FwcOHEBRURFOnz6N7OxsRjRMN2bpTbkNwEQPQGVl5ZRGQYPBYLJ5+vj4uCT1cTISiQQ1NTXIyMhwOK3THkhwFak2UBQFiqKQkpKC+Ph4t1d+ZDIZ1q1bh4yMDLz33ns2u406gq0pkNdeey1UKhW+/PJL5ralS5ciKysL+/btc9u6WbwD9mDsAkChUGD79u0ICQmBUCjELbfcAqVSOePjzpw5g8suuwyBgYEICQnBxRdfjLGxMTes2HvgcDiIi4vDXXfdhePHj6Orqws333wzTpw4gZycHKxYsQLPPPMMGhsbYaypW1pa8PPPPyMhIcErRIJcLkdFRQXmzZs3ZZqAx+MhKioKGRkZWLlyJdLS0qDX61FZWYnvvvsOdXV1GBgYAEVRTltPX18famtrsWjRIo+IBADgcrkQi8VIT0/HrFmzAACRkZHo7OzEyZMnUVVVhf7+fuj1epevZWBgABs3bsT8+fPx7rvvulUkaLValJaWYvXq1cxtXC4Xq1evxpkzZ8w+5syZMyb3B4Arr7zS4v1ZLmzc99fK4jK2b9+Ovr4+HDlyBDqdDjfddBNuu+02fPDBBxYfc+bMGaxZswYPPfQQ9u7dCx8fH1RWVnq8dO5JOBwOoqOj8Yc//AG33347FAoFPv30Uxw4cABPP/00UlJSUFhYCKFQiMcffxyfffYZZs+e7ellQyKRoLa2Funp6TOW97lcLiIiIhAREQGKohiDp9raWqd5FvT29jJug+Hh4XY9hzPp7OxEa2srcnNzERoaahJc1dbWhpqaGquCq+xlaGgIhYWFSEpKwv/7f//P7WZXcrkcBoMBUVFRJrdHRUWhoaHB7GP6+/vN3r+/v99l62TxXlihcJ5TX1+P4uJi/PTTT0z4yt69e7Fu3Trs2bMHsbGxZh9333334e677zYpO6amprplzecDHA4H4eHhuOWWW3DzzTdjeHgYn3/+OV566SVUVFRg8eLFOHz4MAICArBo0SKPCSyyKWdkZEAsFtv0WC6XC5FIBJFIhNTUVAwPD0MqlaKpqQlardauqOju7m40NTUhKysLIpHInrfkVMw1LnI4HISEhCAkJARz585lbJXJZ2kuuMpeRkZGsHnzZkRGRuKTTz7xqG02C4u9sELhPOfMmTMQCoUmCW2rV68Gl8tFSUkJtmzZMuUxUqkUJSUl2L59O5YtW4aWlhbMnz8ff//737FixQp3Lv+8gMPhQCgUYnR0FI2Njfjkk0+g0WhQVFSEK664ApGRkSgsLMTmzZuRm5vrNtFAciScsSmT9ygUCpGSkgKlUgmpVIrW1lbU1tZCJBIhKioKERERFjc7silnZ2cjLCzMofU4A2unGwIDAxEYGIjk5GST4Kpz584hKCiIEQ22To4olUpcddVVCA4OxsGDB90ec04g9t8SicTkdolEYrECFR0dbdP9WS5sWKFwntPf3z/lDNjHxwcikchimZAE8Tz++OPYs2cPsrKy8M4772DVqlWoqalBSkqKy9d9vqFQKLB3714cOXKEScS77rrroFKpUFxcjKKiImzatAlCoRCbNm1CYWEh8vPzXdYw19bWhvb2duTk5FiVI2ELHA4HwcHBCA4Oxpw5cxijo66uLtTV1TFGR5GRkYypVHt7O9ra2jw2TTAZe0cgBQIBEhISkJCQAJ1OxwQ4tbW1wc/Pz+pocJVKhd/85jfw9fXFZ5995tIo75ng8/nIzc3Ft99+y8RFUxSFb7/9Fjt37jT7mIKCAnz77be49957mduOHDmCgoICN6yYxdtghYKXsmvXLuzevXva+9TX19v13KRp7fbbb8dNN90EAMjOzsa3336LN998k0mCY/kFkUiE2traKRt/YGAgrr76alx99dUYGxvDkSNHUFRUhN/+9rcQCATYuHEjtmzZgmXLljmlgY2maTQ3N6O3txd5eXkIDg52+DlnIjAwELNmzcKsWbMYo6P+/n40NjYiJCQEPj4+jGV1SEiIy9czE87ySfD19UVsbCxiY2NNosHLy8unDa4aGxvDddddB71ej+LiYq9ITfyf//kf3HDDDcjLy2NSIFUqFfPvf3IK5D333IOVK1fin//8J9avX48PP/wQP//8M1577TVPvg0WD8EKBS/l/vvvx4033jjtfWbPno3o6GhIpVKT2/V6PRQKhcUyITG9SU9PN7k9LS0NnZ2d9i/6Amem6oC/vz82bdqETZs2QavV4tixY9i/fz+uv/56cDgcbNiwAVu2bMFFF11k11k1CZuSSqXIy8uzyoHQ2fj7+yMpKQlJSUkYHx9HfX09BgYGAAB1dXWIjIxkDJ48gavMlHg8HiMMjIOrSBOoWq2GXC7HunXrcPvtt2N0dBSHDx/2CuEETIw7ymQyPProo0wKZHFxMdOw2NnZaSJ2li1bhg8++AB/+ctf8PDDDyMlJQWffvop66HwK4X1UTjPqa+vR3p6On7++Wfk5uYCAA4fPow1a9agu7vbbDMjTdOIj4/HzTffjCeffJK5PTs7G2vXrsVTTz3ltvX/GtDr9Th58iT279+PTz/9FBqNBhs2bEBhYSEuu+wyqzIhKIpCfX09BgcHnRY25QjGlY3c3Fz4+fmZuCP6+/tP647oCjzhuEiCq8hkjEwmg7+/P5566ilcd911XtHQycLiKKxQuABYu3YtJBIJ9u3bx4xH5uXlMeORPT09WLVqFd555x3GsvWFF17AY489hjfeeANZWVl4++23sWfPHtTU1GDOnDmefDsXNAaDAadPn2byJ0ZHR7F27Vps3rwZq1evNisAKIpCdXU1VCoVsyl7Epqm0dTUxMRoT64eTHZH5PP5Vp/t24unbZl1Oh1uvPFGtLW1Ye3atTh8+DCqqqqwZs0afP755x732WBhcQRWKFwAKBQK7Ny5E1988QW4XC6uvvpqvPTSS8zZaHt7O2bNmoXjx4/jkksuYR73j3/8A6+88goUCgUyMzPxzDPPWJx6UCgUuOuuu0xe48UXX7Tq/JWmaaxbtw7FxcU4ePAg01D1a4eiKJSUlDCiQSaT4corr0RhYSGuvPJKBAUFYXR0FO+++y5yc3ORnZ3t8fE6ErQll8uRm5uLgICAae9vMBigUCggkUggk8mYs/2oqCgIhUKnTIh4WiTo9XrcdtttqKqqwvHjx5lyfkdHByoqKlBYWOj2NbGwOBNWKLBYxdq1a9HX14dXX32VqVosXrx4WlMnwvPPP48jR47gm2++YYWCBSiKQllZGfbv348DBw6gu7sbl1xyCdrb28Hn83Hs2DGPjdcRaJpGfX09FAqFXccfxmf7UqkUNE2bGDzZIxo8LRIMBgPuvPNOlJSU4MSJExZ9S1hYzmdYocAyI6QPwtjUqbi4GOvWrbPYB0GoqKjAhg0b8PPPPyMmJoYVClZAURROnz7NdM6r1WpcdNFFKCwsxPr16xEWFub2UjZN06itrWWmGxwVLTRNM66QUqkUOp2OEQ1k7n8mjH0bnD0iag0UReHuu+/GyZMncfz48SnW2b82aJrG5ZdfDh6Ph0OHDpn87F//+hcefvhh1NTUID4+3kMrZLGXX69fL4vVzGTqZAm1Wo1t27bhlVdeYY1abEAqleLOO+9Efn4+Ojo6UFJSgqVLl2Lfvn2YPXs2Nm/ejP/85z+QyWRwh84nPRIjIyPIy8tzSmWDw+EgLCwMqampWLFiBfLy8uDv74/m5macOHECFRUV6Ovrg06nM/t4bxAJf/rTn3Ds2DEcPXrUoyLB1qwXcoyYmpoKf39/JCYm4u6778bw8LBD6+BwOPjPf/6DkpISvPrqq8ztbW1t+POf/4y9e/eyIuE8hRUKLDNij6kTMGETvWzZMvaM1kYGBwdx6aWX4uOPP4ZAIEB6ejoeffRRlJWVoba2FqtWrcLbb7+NuXPnYv369Xj11VfR19fnEtFg3EiZl5fnkkZKYqk8d+5cLFu2DPn5+QgJCUFHRwdOnjyJsrIydHd3Q6vVAgATFe1JkfDQQw/hyy+/xNGjR5nAKU+xfft21NbW4siRI/jyyy/x3Xff4bbbbrN4/97eXvT29jLNy2+99RaKi4txyy23OLyWhIQEvPjii/jTn/6EtrY20DSNW265BVdccQWuv/56h5+fxTOwRw+/Yqw1dTpw4ADefvttNDY2mvwsMjISf/vb33DHHXdMedznn3+O+++/H+Xl5UzDI4fDYY8enARN0+jo6EBRUREOHDiAs2fPIj8/n3GFjI+Pd/h4wmAwoKqqChqNBjk5OR5ppFSr1czxxMjICAQCATQaDRYuXDgltMgdUBSFxx9/HO+//z5OnDjh8XwUR44Fjfnkk0/wu9/9DiqVyinGYJs3b8bw8DCuuuoqPPnkk6itrbU5i4TFe2CFwq8YmUzGmOVYYvbs2Xjvvfdw//33Y3BwkLldr9dDIBDgk08+MZsnce+99+Kll14yaVAzGAzgcrm46KKLcOLECae9j187NE2jp6cHBw4cwIEDB3D69Gnk5OSgsLAQhYWFSE5Otlk0GAwGVFZWQqfTIScnx+2Jh+ZobW1FW1sbAgMDoVQqERwczExQzDR94QxomsZTTz2F119/HcePH8eCBQtc/poz8eabb9r8b9Mc//73v/HQQw9BJpM5ZV1SqRQLFiyAQqFAUVERe3FwnsM6M/6KEYvFVqn8goICDA0NobS0lDF1OnbsGCiKQn5+vtnH7Nq1C7///e9NbsvIyMDzzz+PjRs3Or54FgYOh4P4+HjcfffduOuuuyCRSHDw4EEcOHAAjz/+OBYuXMiIhpSUlBlFg8FgQHl5OWiaRm5urlOuMB2lq6sLHR0dyM3NhVAohFarZQyeWlpaEBgYyHg1BAUFOb3Zk6Zp7NmzB/v27cOxY8e8QiQA9h8LGiOXy/Hkk09Oe1xhK5GRkbj99tvx6aefsiLhAoDtUWCZkbS0NKxZswa33norzp49i9OnT2Pnzp247rrrmNJmT08P5s+fj7NnzwKYSJ9buHChyX8AkJiYOOOZrrc0Z52PcDgcREdH44477sDhw4fR29uLP/7xjygpKUF+fj6WLl2Kp556CnV1dWZ7GvR6PcrKygBMOHV6i0hobm426Ung8/mIi4tDdnY2Vq5cieTkZCiVSubv89y5cxgeHnZK3wZN03jppZfw4osv4tChQ8jMzHT4OWdi165d4HA40/7X0NDg8OuMjIxg/fr1SE9Px+OPP+74wo3w8fHxir8fFsdhf4ssVvH+++9j586dWLVqlYmpE0Gn06GxsRFqtdrh19q+fTv6+vpw5MgRxrPhtttus+jZYNyclZ6ejo6ODvzhD39Ab28v9u/f7/B6zlc4HA4iIiJwyy234Oabb8bQ0BC++OILFBUV4Z///CeSkpKYeOyMjAwMDAzgqaeewrZt25Cdne2y5EtbMCcSJuPr64uYmBjExMQw4U0SiQRlZWUmGQ32jJXSNI19+/Zh9+7dKC4uNpn8cSWuzHohjI6OYs2aNUwMtjccL7F4J2yPAotX4a3NWRcaIyMj+Oqrr1BUVITi4mJEREQAmCgZf/nll16ReGiNSJgOiqKgUCiYZkgAjGgQiUQzGjzRNI033ngDf/3rX/HVV19ZdC31JPZkvQATv/8rr7wSfn5++Prrr13S4/H444/j008/RUVFhdOfm8W9sEcPLF6FvZ4NkxkeHmYikFmmEhISgq1bt2L//v2oqalhbj937hwWL16MBx98EGfOnIHBYPDI+hwVCQDA5XIRERGB9PR0XHzxxVi0aBG4XC7q6upw8uRJ1NTUQCqVmn2PNE3j3XffxSOPPILPPvvMK0UCYN+x4MjICK644gqoVCq88cYbGBkZQX9/P/r7+z32+2bxbthvURavwlubsy5UJBIJNmzYgPz8fLz33nvQ6/U4fPgwioqKcM0118Df3x8bN27E5s2bsWzZMrcIL2eIhMlwuVyIRCKIRCKkpqZiZGQEEokETU1N0Gg0iIiIQHBwMMLCwiAUCvHhhx/iT3/6Ez799FOTfBRvxNZjwbKyMkZ0z5071+S52trakJyc7JR1Pf74407ve2DxDOzRA4tbcKVngzEjIyO4/PLLIRKJ8Pnnn7PnrjMwMjKCl156Cbt27ZoiArRaLY4ePYqioiJ8/vnn4HK52LBhA7Zs2YKLLrrIJZ+tK0TCdNA0DaVSCalUio8//hi7d+/GokWLUFdXhzfffBPXXXedy9fAwuLtsEKBxS240rOBMDo6iiuvvBIBAQH48ssvPR6idCGh0+lw8uRJ7N+/H59++il0Oh02bNiAwsJCXHrppU5xbHS3SDDHq6++ildffRUURaGtrQ0rV67E1VdfjVtuucXjyZ0sLJ6CFQosXoU3N2exTGAwGHDq1ClGNIyOjmLdunUoLCzE6tWrbU6VBLxDJHz99de44YYb8Pbbb+M3v/kNOjs7cfDgQUYgOSMSm4XlfIQVCixex9q1ayGRSLBv3z5mPDIvL48Zj+zp6cGqVavwzjvvYMmSJUxzllqtxsGDBxEYGMg8l1gs9ooxvwsViqLw448/MqJBJpNhzZo1KCwsxJVXXmnyu7CEN4iEI0eOYNu2bfj3v/+NrVu3emQNLCzeCiuRWbyO999/H/Pnz8eqVauwbt06rFixAq+99hrzc0vNWdXV1Zg7dy4zUx8TE4Ouri7mca+88gqSk5MhEAiQn5/PdIFb4pNPPsH8+fMhEAiQkZGBr7/+2jVv+DyGy+Vi2bJleO6559Dc3Ixjx45h9uzZeOKJJ5CcnIxt27bho48+wsjIiNnHe4NIOHHiBLZv345//etfbE8CC4sZ2IoCy6+Cjz76CDt27MC+ffuQn5+PF154AZ988gkaGxunTFkAwA8//ICLL74YTz/9NDZs2IAPPvgAu3fvRllZGeMyyWIZiqJQVVWF/fv34+DBg2hpacGqVatQWFiI9evXQygU4rnnnkNISAiuueYaj4mEU6dO4eqrr8Zzzz2H3//+9063frYW4i76xRdfMJMLL774olV+FjRNY926dSguLmZD11hcAisUWH4V5OfnY/HixXj55ZcBTGxkCQkJuOuuu7Br164p97/22muhUqnw5ZdfMrctXboUWVlZ2Ldvn9vWfSFA0zTq6+uxf/9+HDhwAHV1dcjNzUVVVRXeeOMNbNy40SMbdElJCTZv3oynnnoKd955p8dEAjBx3NbX14dXX32VOW5bvHixRTdSY55//nkcOXIE33zzDSsUWFwCe/TAcsGj1WpRWlqK1atXM7dxuVysXr0aZ86cMfuYM2fOmNwfAK688kqL92exDIfDQXp6Oh599FGUl5fjoYceQnl5ORYsWIDrr78eGzZswGuvvYb+/n6nZDNYQ2lpKa666ir87W9/87hIqK+vR3FxMf79738jPz8fK1aswN69e/Hhhx+it7d32sdWVFTgn//8J9588003rZbl1wgrFFgueORyOQwGA6Kiokxuj4qKsmji1N/fb9P9Wazj//7v//DCCy/gxIkTKCkpQVNTE9avX4+PP/4YqampWLNmDV555RV0d3e7TDRUVlaisLAQDz30EO655x6PigTAfjdStVqNbdu24ZVXXpkx14GFxRFYocDCwuI2IiIicOjQISxduhQcDgezZs3Cn/70J5w+fRqtra34zW9+gy+//BILFizAqlWr8OKLL6K9vd1poqG2thYbN27EfffdhwceeMDjIgGw3430vvvuw7Jly1BYWOjqJbL8ymGFAssFT0REBHg8HiQSicntEonE4pVYdHS0TfdnsY7f/va3WLp06ZTbORwOEhIScM899+DEiRPo7OzEjh078O233yIzMxMXX3wx9uzZg3PnztktGhoaGrBhwwb84Q9/wF/+8heXiwRXRkV//vnnOHbsGF544QXnLpqFxQysUGC54OHz+cjNzcW3337L3EZRFL799lsUFBSYfUxBQYHJ/YGJWXtL92dxHhwOBzExMbjzzjtx5MgR9Pb24o477sCZM2ewZMkSFBQU4Omnn0ZdXZ3VouHcuXPYsGEDbrjhBjzxxBNuqSTcf//9qK+vn/Y/e6Oijx07hpaWFgiFQvj4+DD221dffbXXZ1OwnIfQLCy/Aj788EPaz8+Pfuutt+i6ujr6tttuo4VCId3f30/TNE1ff/319K5du5j7nz59mvbx8aH37NlD19fX04899hjt6+tLV1dXe+ot/OqhKIpWKBT0W2+9RW/cuJEWCAT0/Pnz6QcffJA+c+YMPTo6SqtUqin/1dTU0PHx8fTdd99NGwwGT7+NKdTV1dEA6J9//pm57dChQzSHw6F7enrMPqavr4+urq42+Q8A/eKLL9Ktra3uWjrLrwRWKLD8ati7dy+dmJhI8/l8esmSJfSPP/7I/GzlypX0DTfcYHL/jz/+mJ43bx7N5/PpBQsW0F999ZXVr/Xyyy/TSUlJtJ+fH71kyRK6pKTE4n1fe+01esWKFbRQKKSFQiG9atWqae/PMsHw8DD9/vvv01dddRUdEBBAz5kzh77vvvvo7777jhEN9fX1dGJiIv2HP/zBK0UCYc2aNXR2djZdUlJCnzp1ik5JSaG3bt3K/Ly7u5tOTU2d9u8CAH3w4EE3rJbl1wYrFFhYnMyHH35I8/l8+s0336Rra2vpW2+9lRYKhbREIjF7/23bttGvvPIKXV5eTtfX19M33ngjHRoaSnd3d7t55ecvo6Oj9Mcff0xfe+21dHBwMJ2UlETfeOONdGxsLH3LLbd4tUigaZoeGBigt27dSgcFBdEhISH0TTfdRI+OjjI/b2trowHQx48ft/gcrFBgcRWs4RILi5Ox1dxpMgaDAWFhYXj55ZexY8cOVy/3gmNsbAyHDh3Cs88+i+HhYVRWVrJ5HywsDsA2M7KwOBF7zJ0mo1arodPpIBKJXLXMCxp/f39s3rwZp0+fRlVVFSsSWFgchBUKLCxOxB5zp8k8+OCDiI2NneIMyWI7bDQ0C4vj+Hh6ASwsLL/wj3/8Ax9++CFOnDgBgUDg6eWwsLCwsEKBhcWZ2GPuRNizZw/+8Y9/4OjRo1i0aJErl8nCwsJiNWxdjoXFidhj7gQAzzzzDJ588kkUFxebeP6zsLCweBpWKLCwOJn/+Z//weuvv463334b9fX1uOOOO6BSqXDTTTcBAHbs2IGHHnqIuf/u3bvx17/+FW+++SaSk5PR39+P/v5+KJVKT70FFjtQKBTYvn07QkJCIBQKccstt1j1Ozxz5gwuu+wyBAYGIiQkBBdffDHGxsbcsGIWFutghQILi5O59tprsWfPHjz66KPIyspCRUUFiouLmQbHzs5O9PX1Mff/v//7P2i1WvzmN79BTEwM89+ePXuser1XXnkFycnJEAgEyM/Px9mzZ6163IcffggOh4PNmzfb/B5ZprJ9+3bU1tbiyJEj+PLLL/Hdd9/htttum/YxZ86cwZo1a3DFFVfg7Nmz+Omnn7Bz5062CZPFq2B9FFhYzmM++ugj7NixA/v27UN+fj5eeOEFfPLJJ2hsbJySSGhMe3s7VqxYgdmzZ0MkEuHTTz9136IvQOrr65Geno6ffvqJOToqLi7GunXr0N3djdjYWLOPW7p0KS6//HI8+eST7lwuC4tNsLKV5YLBYDBg2bJluOqqq0xuHx4eRkJCAh555BEPrcx1PPfcc7j11ltx0003IT09Hfv27UNAQADefPNNi48xGAzYvn07/va3v2H27NluXO2Fy5kzZyAUCk36S1avXg0ul4uSkhKzj5FKpSgpKUFkZCSWLVuGqKgorFy5EqdOnXLXsllYrIIVCiwXDDweD2+99RaKi4vx/vvvM7ffddddEIlEeOyxxzy4Oudjr7nTE088gcjISNxyyy3uWOavgv7+/ikVHB8fH4hEIov+Ga2trQCAxx9/HLfeeiuKi4uRk5ODVatW4dy5cy5fMwuLtbBCgeWCYt68efjHP/6Bu+66C319ffjss8/w4Ycf4p133gGfz/f08pyKPeZOp06dwhtvvIHXX3/dHUs879m1axc4HM60/zU0NNj13BRFAQBuv/123HTTTcjOzsbzzz+P1NTUaStCLCzuhvVRYLnguOuuu3Dw4EFcf/31qK6uxqOPPorMzExPL8vjjI6O4vrrr8frr7+OiIgITy/nvOD+++/HjTfeOO19Zs+ejejoaEilUpPb9Xo9FAqFRf+MmJgYAEB6errJ7Wlpaejs7LR/0SwsToYVCiwXHBwOB//3f/+HtLQ0ZGRkWBXEdD5iq7lTS0sL2tvbsXHjRuY2clXr4+ODxsZGzJkzx7WLPs8Qi8UQi8Uz3q+goABDQ0MoLS1Fbm4uAODYsWOgKAr5+flmH5OcnIzY2Fg0Njaa3N7U1IS1a9c6vngWFifBHj2wXJC8+eabCAgIQFtbG7q7uz29HJdgq7nT/PnzUV1djYqKCua/TZs24dJLL0VFRQUSEhLcufwLirS0NKxZswa33norzp49i9OnT2Pnzp247rrrmImHnp4ezJ8/nxlf5XA4eOCBB/DSSy9h//79aG5uxl//+lc0NDSw/SMs3oVnU65ZWJzP6dOnaR8fH/rYsWP0ZZddRl922WU0RVGeXpZL+PDDD2k/Pz/6rbfeouvq6ujbbruNFgqFdH9/P03TNH399dfTu3btsvj4G264gS4sLHTTai9sBgYG6K1bt9JBQUF0SEgIfdNNN9Gjo6PMz9va2mgA9PHjx00e9/TTT9Px8fF0QEAAXVBQQH///fduXjkLy/SwQoHlgkKlUtEpKSn0XXfdRdP0xJdzUFAQ/a9//cvDK3Mde/fupRMTE2k+n08vWbKE/vHHH5mfrVy5kr7hhhssPtZWofDyyy/TSUlJtJ+fH71kyRK6pKRk2vsPDg7Sd955Jx0dHU3z+Xw6JSWF/uqrr6x+PRYWFs/DGi6xXFDcc889+Prrr1FZWYmAgAAAwKuvvoo//elPqK6uRnJysmcXeB5jq7mTVqvF8uXLERkZiYcffhhxcXHo6OiAUChkm0tZWM4jWKHAcsFw8uRJrFq1CidOnMCKFStMfnbllVdCr9fj6NGj4HA4Hlrh+U1+fj4WL16Ml19+GcBEP0RCQgLuuususw2j+/btw7PPPouGhgb4+vq6e7ksLCxOghUKLCwsM6LVahEQEID9+/ebZEPccMMNGBoawmeffTblMevWrYNIJEJAQAA+++wziMVibNu2DQ8++CB4PJ4bV8/CwuII7HgkCwvLjExn7mTJcKi1tRXHjh3D9u3b8fXXX6O5uRl33nkndDrdBeeSycJyIcMKBRYWFpdAURQiIyPx2muvgcfjITc3Fz09PXj22WdZocDCch7BCgUWFpYZsdXcCZhwHvT19TU5ZkhLS0N/fz+0Wu0FZ6nNwnKhwhousbCwzIit5k4AsHz5cjQ3NzPuj8CE62BMTAwrElhYziNYocDCwmIV//M//4PXX38db7/9Nurr63HHHXdApVLhpptuAgDs2LEDDz30EHP/O+64AwqFAvfccw+amprw1Vdf4amnnsIf//hHT70FFhYWO2CPHlhYWKzi2muvhUwmw6OPPor+/n5kZWWhuLiYaXDs7OwEl/vLtUdCQgIOHTqE++67D4sWLUJcXBzuuecePPjgg556CywsLHbAjkeysLCwsLCwWIQ9emBhYWFhYWGxCCsUWFhYWFhYWCzCCgUWFhYWFhYWi7BCgYWFhYWFhcUirFBgYWFhYWFhsQgrFFhYWFhYWFgswgoFFhYWFhYWFouwQoGFhYWFhYXFIqxQYGFhYWFhYbEIKxRYWFhYWFhYLMIKBRYWFhYWFhaLsEKBhYWFhYWFxSL/H1w+SqE74pJ8AAAAAElFTkSuQmCC\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Mfh69SDiBXrh"
},
"source": [
"## Report and Parameter Fine-Tuning Analysis (**4 Points**)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "kOcLSDxkBXrh"
},
"source": [
"**Objective:** In this exercise, you will analyze the results obtained from a deep learning model you previously trained and perform parameter fine-tuning to optimize its performance. The key considerations are learning rate, milestones, and weight decay. **You will also use tables and plots to visualize and interpret the outcomes.**\n",
"\n",
"**Instructions:**\n",
"\n",
"1. **Analysis:** Analyze the generated report and answer the following questions:\n",
" - Is there evidence of overfitting or underfitting in the initial training results?\n",
" - Are there fluctuations in training and validation loss or accuracy? If so, what might be causing them?\n",
" - What can you infer from the initial learning rate, milestones, and weight decay settings?\n",
"\n",
"2. **Parameter Fine-Tuning:** Based on your analysis, perform parameter fine-tuning to optimize model performance. Adjust the following parameters:\n",
" - **Learning Rate:** Experiment with different learning rates (higher and lower values) to find an optimal rate.\n",
" - **Milestones:** Modify the milestone values for adjusting the learning rate schedule.\n",
" - **Weight Decay:** Explore different weight decay values.\n",
" \n",
"\n",
"3. **Re-Training:** Train the model with the adjusted hyperparameters. Record the training progress and generate a new report, including performance metrics and line plots as before.\n",
"\n",
"4. **Final Analysis:** Analyze the results of the fine-tuned model and compare them with the initial training. Answer the following questions:\n",
" - Has parameter fine-tuning improved model performance?\n",
" - Did it mitigate overfitting or underfitting issues?\n",
" - What can you conclude about the optimal hyperparameters for this task?\n"
]
},
{
"cell_type": "markdown",
"source": [
"Report and final analysis submitted separately with a pdf file named `AML_HW3_report.pdf` \\\n",
"Search carried out with the help of [Weights & Biases](https://wandb.ai/site)"
],
"metadata": {
"id": "WaKeczi6t4Bg"
}
},
{
"cell_type": "code",
"source": [
"model= Model(num_joints=joints_to_consider,\n",
" num_frames=input_n, num_frames_out=output_n, num_heads=n_heads,\n",
" num_channels=3, kernel_size=[3,3], use_pes=True).to(device)\n",
"\n",
"print('total number of parameters of the network is: '+str(sum(p.numel() for p in model.parameters() if p.requires_grad)))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "LfIELM2Mwo-b",
"outputId": "16e19120-6711-4d5d-a411-df425285a784"
},
"execution_count": 21,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"total number of parameters of the network is: 26859\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# Arguments to setup the optimizer\n",
"\n",
"lr = 3e-01 # learning rate\n",
"milestones = [10, 30] # the epochs after which the learning rate is adjusted by gamma\n",
"weight_decay = 1e-08 # weight decay (L2 penalty)\n",
"\n",
"optimizer = optim.Adam(model.parameters(), lr = lr, weight_decay = weight_decay)\n",
"\n",
"use_scheduler = True # use MultiStepLR scheduler\n",
"if use_scheduler:\n",
" scheduler = optim.lr_scheduler.MultiStepLR(optimizer, milestones=milestones, gamma=gamma)\n",
"\n",
"clip_grad= None # select max norm to clip gradients\n",
"\n",
"# Argument for training\n",
"\n",
"n_epochs = 41\n",
"log_step = 200"
],
"metadata": {
"id": "hKKZd1bYwHb6"
},
"execution_count": 22,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Save the model and plot the loss\n",
"# Change to True if you want to save the model and plot the loss\n",
"save_and_plot = True\n",
"\n",
"# launch training\n",
"# train(data_loader, vald_loader, path_to_save_model='./checkpoints_fine_tuned/')"
],
"metadata": {
"id": "JPoWbsf5xOCV"
},
"execution_count": 23,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Change the epoch according to the validation curve :\n",
"\n",
"# ckpt_path = f'./checkpoints_fine_tuned/h36m_3d_25frames_ckpt_epoch_{35}.pt'\n",
"# test(ckpt_path)"
],
"metadata": {
"id": "ABhz59Rystca"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "hi3ybeUnBXrh"
},
"source": [
"## Calculating MPJPE for a Specific Frame (**2 Points**)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "QscgEyYVBXrh"
},
"source": [
"\n",
"In this exercise, you will calculate the Mean Per Joint Position Error (MPJPE) for a specific frame. This skill is valuable for assessing the accuracy of your model's predictions at a particular moment.\n",
"\n",
"\\begin{align*}\n",
"\\text{MPJPE}_t = \\frac{1}{N} \\sum_{j=1}^{J} \\left\\| P_{\\text{predicted}_{t,j}} - P_{\\text{gt}_{t,j}} \\right\\|\n",
"\\end{align*}\n",
"\n",
"Fixed the frame $t$, you will calculate the MPJPE for the predicted pose and the ground truth. Steps:\n",
"\n",
"- Write a function that takes in input the predicted pose and the ground truth one and returns the MPJPE for a number of frames $t$. (e.g. the output could be a dictionary with the frame number as key and the MPJPE as value)\n",
"- Rewrite the test function to use the function you just wrote.\n",
"- Run the newly created test function for $t=[5, 10, 15, 25]$ and report the results in a table and plot.\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"id": "mYQK7SB2BXri"
},
"outputs": [],
"source": [
"def mpjpe_per_frame(sequences_predict, sequences_gt, frames_to_consider):\n",
"\n",
" # Insert your code below\n",
"\n",
" mpjpe_diz = {}\n",
"\n",
" #print(f\"predicted.shape: {sequences_predict.shape}\")\n",
" #print(f\"ground_true.shape : {sequences_gt.shape}\")\n",
"\n",
" for frame_index in frames_to_consider:\n",
"\n",
" predicted_frame = sequences_predict[:, frame_index-1, :, :]\n",
" gt_frame = sequences_gt[:, frame_index-1, :, :]\n",
"\n",
" joint_distances = torch.norm(predicted_frame - gt_frame, dim=1, p=1)\n",
"\n",
" mpjpe_frame = torch.mean(joint_distances)\n",
" mpjpe_diz[frame_index] = mpjpe_frame.cpu()\n",
"\n",
" return mpjpe_diz"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"id": "w0arCQrDBXri"
},
"outputs": [],
"source": [
"def test_per_frame(ckpt_path=None):\n",
"\n",
" model.load_state_dict(torch.load(ckpt_path))\n",
" print('\\n ...model loaded \\n')\n",
" model.eval()\n",
"\n",
" accum_loss=0\n",
" n_batches=0 # number of batches for all the sequences\n",
" actions=define_actions(actions_to_consider_test)\n",
" dim_used = np.array([6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 21, 22, 23, 24, 25,\n",
" 26, 27, 28, 29, 30, 31, 32, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45,\n",
" 46, 47, 51, 52, 53, 54, 55, 56, 57, 58, 59, 63, 64, 65, 66, 67, 68,\n",
" 75, 76, 77, 78, 79, 80, 81, 82, 83, 87, 88, 89, 90, 91, 92])\n",
" # joints at same loc\n",
" joint_to_ignore = np.array([16, 20, 23, 24, 28, 31])\n",
" index_to_ignore = np.concatenate((joint_to_ignore * 3, joint_to_ignore * 3 + 1, joint_to_ignore * 3 + 2))\n",
" joint_equal = np.array([13, 19, 22, 13, 27, 30])\n",
" index_to_equal = np.concatenate((joint_equal * 3, joint_equal * 3 + 1, joint_equal * 3 + 2))\n",
"\n",
" totalll = 0\n",
" counter = 0\n",
" frames_to_consider = [5, 10, 15, 25]\n",
"\n",
" for action in actions:\n",
"\n",
"\n",
" running_loss = 0\n",
" n = 0\n",
" dataset_test = datasets.Datasets(path,input_n,output_n,skip_rate, split=2,actions=[action])\n",
" #print('>>> test action for sequences: {:d}'.format(dataset_test.__len__()))\n",
"\n",
" test_loader = DataLoader(dataset_test, batch_size=batch_size_test, shuffle=False, num_workers=0, pin_memory=True)\n",
"\n",
" for cnt,batch in enumerate(test_loader):\n",
" with torch.no_grad():\n",
"\n",
" batch = batch.to(device)\n",
" batch_dim = batch.shape[0]\n",
" n += batch_dim\n",
"\n",
" all_joints_seq = batch.clone()[:, input_n:input_n+output_n,:]\n",
"\n",
" sequences_train=batch[:, 0:input_n, dim_used].view(-1,input_n,len(dim_used)//3,3).permute(0,3,1,2)\n",
" sequences_gt=batch[:, input_n:input_n+output_n, :]\n",
"\n",
" running_time = time.time()\n",
" #sequences_predict = model(sequences_train)\n",
" sequences_predict = model(sequences_train).view(-1, output_n, joints_to_consider, 3)\n",
"\n",
" totalll += time.time()-running_time\n",
" counter += 1\n",
" sequences_predict=sequences_predict.contiguous().view(-1,output_n,len(dim_used))\n",
"\n",
" all_joints_seq[:,:,dim_used] = sequences_predict\n",
"\n",
" all_joints_seq[:,:,index_to_ignore] = all_joints_seq[:,:,index_to_equal]\n",
"\n",
" # Insert your code below.\n",
" # The function mpjpe_per_frame should return the loss for each frame in the sequence.\n",
" # (e.g. a dictionary with keys the frames and values the loss for each frame)\n",
" # Keep a tab of the running loss for each frame and the number of frames in the sequence.\n",
"\n",
" frames_to_consider = [5, 10, 15, 25]\n",
"\n",
" dict_loss = mpjpe_per_frame(all_joints_seq.view(-1, output_n, 32, 3),\n",
" sequences_gt.view(-1, output_n, 32, 3),\n",
" frames_to_consider)\n",
"\n",
" loss = sum(dict_loss.values()) / n\n",
"\n",
" running_loss += loss\n",
"\n",
" # Insert your code below.\n",
" # Average the loss over all the frames in the sequence and print the results.\n",
"\n",
" accum_loss +=running_loss\n",
"\n",
" print(str(action),': ', str(np.round((running_loss/n).item(),1)))\n",
" n_batches+=n\n",
"\n",
" print('\\nAverage: '+str(np.round((accum_loss/n_batches).item(),1)))\n",
" print('Prediction time: ', np.round(totalll/counter, 5))\n"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"id": "U9sky2L9BXrj",
"outputId": "98ba11e2-dc14-4a09-e88a-78b3d793b8b2",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
" ...model loaded \n",
"\n",
"walking : 8.2\n",
"eating : 8.1\n",
"smoking : 7.7\n",
"discussion : 12.0\n",
"directions : 9.5\n",
"greeting : 11.3\n",
"phoning : 10.4\n",
"posing : 15.9\n",
"purchases : 14.1\n",
"sitting : 11.6\n",
"sittingdown : 13.3\n",
"takingphoto : 10.7\n",
"waiting : 11.1\n",
"walkingdog : 15.5\n",
"walkingtogether : 7.6\n",
"\n",
"Average: 11.1\n",
"Prediction time: 0.00881\n"
]
}
],
"source": [
"# Insert your code below where you want to load the model and test it.\n",
"# You need to specify the path to the model checkpoint file and call the test function.\n",
"\n",
"ckpt_path = f'./checkpoints/h36m_3d_25frames_ckpt_epoch_{35}.pt'\n",
"test_per_frame(ckpt_path)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "sVcNnOJMBXrk"
},
"source": [
"## Iterative Mechanism (**3 Points**)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NSSW3wgYBXrk"
},
"source": [
"In this exercise, you will explore the concept of an iterative mechanism and its adaptability when the model's output length changes. You will start with a model designed to produce 25 output frames but adapt it to generate only 10. The exercise will involve modifying and re-training the model for the new output length. During test time, the model will generate 10 frames and then use them as input to generate the successive 10 frames, and so on, until the desired number of frames is reached. In this case, you are asked to generate 25 frames.\n",
"\n",
"The steps are as follows:\n",
"- Change the model's output length from 25 to 10.\n",
"- Re-train the model.\n",
"- Rewrite the test function to generate 25 frames using the iterative mechanism.\n",
"- Generate a new report and compare the results to the baseline model."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"id": "Bas-0-OHBXrk"
},
"outputs": [],
"source": [
"# # Arguments to setup the datasets\n",
"\n",
"datas = 'h36m' # dataset name\n",
"path = './data/h3.6m/h3.6m/dataset'\n",
"input_n = 10 # number of frames to train on (default=10)\n",
"\n",
"# Insert your code below\n",
"\n",
"output_n = 10 # number of frames to predict on\n",
"\n",
"input_dim = 3 # dimensions of the input coordinates(default=3)\n",
"skip_rate = 1 # skip rate of frames\n",
"joints_to_consider = 22\n",
"\n",
"#FLAGS FOR THE TRAINING\n",
"mode = 'train' #choose either train or test mode\n",
"\n",
"batch_size_test = 8\n",
"model_path_iterative = './checkpoints_iterative/' # path to the model checkpoint file\n",
"\n",
"actions_to_consider_test = 'all' # actions to test on.\n",
"model_name = datas+'_3d_'+str(output_n)+'frames_ckpt' #the model name to save/load\n",
"\n",
"#FLAGS FOR THE VISUALIZATION\n",
"actions_to_consider_viz = 'all' # actions to visualize\n",
"visualize_from = 'test'\n",
"n_viz = 2\n"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"id": "hMoSKaitBXrl",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "b528c982-c461-4bfb-de81-0b8506888279"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Loading Train Dataset...\n",
"Loading Validation Dataset...\n"
]
}
],
"source": [
"# Load Data\n",
"print('Loading Train Dataset...')\n",
"dataset = datasets.Datasets(path,input_n,output_n,skip_rate, split=0)\n",
"print('Loading Validation Dataset...')\n",
"vald_dataset = datasets.Datasets(path,input_n,output_n,skip_rate, split=1)\n",
"\n",
"#! Note: Ignore warning: \"VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences\""
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"id": "aRFyVcL9BXrl",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "13e06c73-9201-480c-8639-c06cac6601d7"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
">>> Training dataset length: 182327\n",
">>> Validation dataset length: 28560\n"
]
}
],
"source": [
"batch_size=256\n",
"\n",
"print('>>> Training dataset length: {:d}'.format(dataset.__len__()))\n",
"data_loader = DataLoader(dataset, batch_size=batch_size, shuffle=True, num_workers=0, pin_memory=True)#\n",
"\n",
"print('>>> Validation dataset length: {:d}'.format(vald_dataset.__len__()))\n",
"vald_loader = DataLoader(vald_dataset, batch_size=batch_size, shuffle=True, num_workers=0, pin_memory=True)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"id": "_7OAb9s6BXrl",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "96cac875-ad3e-4abf-d0ed-9b62ea4948a2"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Using device: cuda\n",
"total number of parameters of the network is: 26694\n"
]
}
],
"source": [
"device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
"print('Using device: %s'%device)\n",
"\n",
"n_heads = 1\n",
"\n",
"model = Model(num_joints=joints_to_consider,\n",
" num_frames=input_n, num_frames_out=output_n, num_heads=n_heads,\n",
" num_channels=3, kernel_size=[3,3], use_pes=True).to(device)\n",
"\n",
"print('total number of parameters of the network is: '+str(sum(p.numel() for p in model.parameters() if p.requires_grad)))"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"id": "aYdpdrcmBXrl"
},
"outputs": [],
"source": [
"# Arguments to setup the optimizer\n",
"\n",
"lr=1e-01 # learning rate\n",
"use_scheduler=True # use MultiStepLR scheduler\n",
"milestones=[10,30] # the epochs after which the learning rate is adjusted by gamma\n",
"gamma=0.1 # gamma correction to the learning rate, after reaching the milestone epochs\n",
"weight_decay=1e-05 # weight decay (L2 penalty)\n",
"\n",
"optimizer=optim.Adam(model.parameters(),lr=lr,weight_decay=weight_decay)\n",
"\n",
"if use_scheduler:\n",
" scheduler = optim.lr_scheduler.MultiStepLR(optimizer, milestones=milestones, gamma=gamma)\n",
"\n",
"clip_grad=None # select max norm to clip gradients\n",
"\n",
"# Argument for training\n",
"n_epochs = 41\n",
"log_step = 200"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "W3_T38zzBXrm"
},
"source": [
"### Train and Validation Loop"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"id": "EaiHzL3lBXrm",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"outputId": "b9881af9-2c1b-49f7-da53-ce3e99305171"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"[Epoch: 1, Iteration: 1] validation loss: 78.042\n",
"[Epoch: 2, Iteration: 1] validation loss: 79.070\n",
"[Epoch: 3, Iteration: 1] validation loss: 68.852\n",
"[Epoch: 4, Iteration: 1] validation loss: 55.792\n",
"[Epoch: 5, Iteration: 1] validation loss: 52.656\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[Epoch: 6, Iteration: 1] validation loss: 52.142\n",
"[Epoch: 7, Iteration: 1] validation loss: 58.568\n",
"[Epoch: 8, Iteration: 1] validation loss: 53.875\n",
"[Epoch: 9, Iteration: 1] validation loss: 58.187\n",
"[Epoch: 10, Iteration: 1] validation loss: 52.146\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[Epoch: 11, Iteration: 1] validation loss: 46.532\n",
"[Epoch: 12, Iteration: 1] validation loss: 47.965\n",
"[Epoch: 13, Iteration: 1] validation loss: 47.104\n",
"[Epoch: 14, Iteration: 1] validation loss: 47.788\n",
"[Epoch: 15, Iteration: 1] validation loss: 46.178\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[Epoch: 16, Iteration: 1] validation loss: 46.009\n",
"[Epoch: 17, Iteration: 1] validation loss: 49.399\n",
"[Epoch: 18, Iteration: 1] validation loss: 47.230\n",
"[Epoch: 19, Iteration: 1] validation loss: 45.784\n",
"[Epoch: 20, Iteration: 1] validation loss: 48.085\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[Epoch: 21, Iteration: 1] validation loss: 44.867\n",
"[Epoch: 22, Iteration: 1] validation loss: 44.780\n",
"[Epoch: 23, Iteration: 1] validation loss: 47.583\n",
"[Epoch: 24, Iteration: 1] validation loss: 46.648\n",
"[Epoch: 25, Iteration: 1] validation loss: 44.380\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[Epoch: 26, Iteration: 1] validation loss: 45.829\n",
"[Epoch: 27, Iteration: 1] validation loss: 47.521\n",
"[Epoch: 28, Iteration: 1] validation loss: 45.196\n",
"[Epoch: 29, Iteration: 1] validation loss: 47.350\n",
"[Epoch: 30, Iteration: 1] validation loss: 47.172\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[Epoch: 31, Iteration: 1] validation loss: 45.537\n",
"[Epoch: 32, Iteration: 1] validation loss: 44.923\n",
"[Epoch: 33, Iteration: 1] validation loss: 45.862\n",
"[Epoch: 34, Iteration: 1] validation loss: 45.944\n",
"[Epoch: 35, Iteration: 1] validation loss: 44.304\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[Epoch: 36, Iteration: 1] validation loss: 45.018\n",
"[Epoch: 37, Iteration: 1] validation loss: 46.367\n",
"[Epoch: 38, Iteration: 1] validation loss: 47.310\n",
"[Epoch: 39, Iteration: 1] validation loss: 45.780\n",
"[Epoch: 40, Iteration: 1] validation loss: 46.420\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"# Save the model and plot the loss.\n",
"# Change to True if you want to save the model and plot the loss\n",
"save_and_plot = True\n",
"\n",
"# launch training with the new output_n\n",
"train(data_loader, vald_loader, path_to_save_model=model_path_iterative)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Flw5562hBXrm"
},
"source": [
"### Test Loop"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"id": "0yi1JCPdBXrm"
},
"outputs": [],
"source": [
"def test(ckpt_path=None):\n",
" model.load_state_dict(torch.load(ckpt_path))\n",
" print('...model loaded \\n')\n",
" model.eval()\n",
" accum_loss=0\n",
" n_batches=0 # number of batches for all the sequences\n",
" actions=define_actions(actions_to_consider_test)\n",
" dim_used = np.array([6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 21, 22, 23, 24, 25,\n",
" 26, 27, 28, 29, 30, 31, 32, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45,\n",
" 46, 47, 51, 52, 53, 54, 55, 56, 57, 58, 59, 63, 64, 65, 66, 67, 68,\n",
" 75, 76, 77, 78, 79, 80, 81, 82, 83, 87, 88, 89, 90, 91, 92])\n",
"\n",
" # joints at same loc\n",
" joint_to_ignore = np.array([16, 20, 23, 24, 28, 31])\n",
" index_to_ignore = np.concatenate((joint_to_ignore * 3, joint_to_ignore * 3 + 1, joint_to_ignore * 3 + 2))\n",
" joint_equal = np.array([13, 19, 22, 13, 27, 30])\n",
" index_to_equal = np.concatenate((joint_equal * 3, joint_equal * 3 + 1, joint_equal * 3 + 2))\n",
" totalll=0\n",
" counter=0\n",
" for action in actions:\n",
"\n",
" running_loss=0\n",
" n=0\n",
" dataset_test = datasets.Datasets(path,input_n,35, skip_rate, split=2,actions=[action])\n",
"\n",
" test_loader = DataLoader(dataset_test, batch_size=batch_size_test, shuffle=False, num_workers=0, pin_memory=True)\n",
" for cnt,batch in enumerate(test_loader):\n",
" with torch.no_grad():\n",
"\n",
" batch=batch.to(device)\n",
" batch_dim=batch.shape[0]\n",
" n+=batch_dim\n",
"\n",
" all_joints_seq=batch.clone()[:, input_n:input_n+output_n+15,:]\n",
" running_time = time.time()\n",
" sequences_train=batch[:, 0:input_n, dim_used].view(-1,input_n,len(dim_used)//3,3).permute(0,3,1,2)\n",
" sequences_gt=batch[:, input_n:input_n+output_n+15, :]\n",
"\n",
" sequences_predict = model(sequences_train).view(-1, output_n, joints_to_consider, 3)\n",
" #sequences_predict = model(sequences_train)\n",
"\n",
" # Insert your code below. You will need to iteratively predict the next frames\n",
" # and feed it to back to the model until you reach the desired number of frames.\n",
"\n",
" input_frames = sequences_predict[:, -10:, :, :].permute(0,3,1,2)\n",
" new_frames = model(input_frames).view(-1, output_n, joints_to_consider, 3)\n",
" sequences_predict = torch.cat((sequences_predict, new_frames), dim=1)\n",
"\n",
" input_frames = sequences_predict[:, -10:, :, :].permute(0,3,1,2)\n",
" new_frames = model(input_frames).view(-1, output_n, joints_to_consider, 3)\n",
" sequences_predict = torch.cat((sequences_predict, new_frames), dim=1)\n",
"\n",
" sequences_predict = sequences_predict[:, :-5, :, :]\n",
" sequences_predict=sequences_predict.contiguous().view(-1,25,len(dim_used))\n",
"\n",
" all_joints_seq[:,:,dim_used] = sequences_predict\n",
" all_joints_seq[:,:,index_to_ignore] = all_joints_seq[:,:,index_to_equal]\n",
"\n",
" loss= mpjpe_error(all_joints_seq.view(-1,25,32,3),sequences_gt.view(-1,25,32,3))\n",
"\n",
" totalll += time.time()-running_time\n",
" counter += 1\n",
"\n",
" running_loss+=loss*batch_dim\n",
" accum_loss+=loss*batch_dim\n",
"\n",
" print(str(action),': ', str(np.round((running_loss/n).item(),1)))\n",
" n_batches+=n\n",
"\n",
" print('\\nAverage: '+str(np.round((accum_loss/n_batches).item(),1)))\n",
" print('Prediction time: ', totalll/counter)\n"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"id": "nbwZQr2PBXrn",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "ed00a4ba-37eb-4080-afc6-eef11a738c6a"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"...model loaded \n",
"\n",
"walking : 76.8\n",
"eating : 63.6\n",
"smoking : 62.2\n",
"discussion : 88.1\n",
"directions : 76.7\n",
"greeting : 103.5\n",
"phoning : 77.0\n",
"posing : 113.6\n",
"purchases : 99.6\n",
"sitting : 85.5\n",
"sittingdown : 107.0\n",
"takingphoto : 82.4\n",
"waiting : 81.2\n",
"walkingdog : 110.0\n",
"walkingtogether : 68.2\n",
"\n",
"Average: 86.4\n",
"Prediction time: 0.026681232949097952\n"
]
}
],
"source": [
"# Insert your code below where you want to load the model and test it.\n",
"# You need to specify the path to the model checkpoint file and call the test function.\n",
"\n",
"ckpt_path = model_path_iterative + model_name + f\"_epoch_{35}.pt\"\n",
"test(ckpt_path = ckpt_path )"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ceuqVt5HBXrn"
},
"source": [
"## YOUR custom model (**3 Points**)\n",
" In this exercise, you will implement a Transformer-like network (based on the Theory notebook) for this specific task. You can use the Transformer's Encoder and implement your own Decoder to predict future poses. (e.g. RNN, MLP, CNN, TCN, ...).\n",
" We won't provide any code for this exercise, but you can use the code provided in the Theory notebook as a starting point.\n",
" The goal of this exercise is not to beat the previous model but to understand how to implement a Transformer network for this specific task. For this reason, the evaluation will be based on the code you write and the explanation you provide in the report rather than the results.\n",
"\n",
"\n",
"### Performance BONUS (**Up to 2 Points**)\n",
"- **1 Bonus Point** if the model achieves an A-MPJPE between 80 and 90 millimeters.\n",
"- **2 Bonus Points** if the model achieves an A-MPJPE between 70 and 80 millimeters.\n"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"id": "1dxldHMmBXro"
},
"outputs": [],
"source": [
"# Input Shape: [batch_size, input_time, joints, 3]\n",
"#\n",
"# Encoder:\n",
"# Input shape: [batch_size, input_time, joints, 3]\n",
"# Output shape: [batch_size, input_time/output_time, joints, FREE]\n",
"#\n",
"# # Decoder:\n",
"# Input shape: [batch_size, input_time/output_time, joints, FREE]\n",
"# Output shape: [batch_size, output_time, joints, 3]\n",
"#\n",
"#\n",
"# Hint: Transformers often take an input of shape [batch_size, time, joints*channels],\n",
"# use the reshape or view function to match the dimensionality."
]
},
{
"cell_type": "code",
"source": [
"from transformer import Transformer, subsequent_mask, transformer_inputs, train"
],
"metadata": {
"id": "s89gxiIn0_R8"
},
"execution_count": 36,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"A Transformer Network based on the *Theory_Notebook*, where no changes have been made to either the Encoder or the Decoder.\n"
],
"metadata": {
"id": "JGnKLI1QZLje"
}
},
{
"cell_type": "code",
"source": [
"input_n = 10 # number of frames to train on (default=10)\n",
"output_n = 25 # number of frames to predict on\n",
"skip_rate = 1 # skip rate of frames\n",
"batch_size=256\n",
"path = './data/h3.6m/h3.6m/dataset'\n",
"c_model_path = './checkpoints_transformer/' # path to the model checkpoint file\n",
"\n",
"print('Loading Train Dataset...')\n",
"dataset = datasets.Datasets(path,input_n,output_n,skip_rate, split=0)\n",
"\n",
"print('Loading Validation Dataset...\\n')\n",
"vald_dataset = datasets.Datasets(path,input_n,output_n,skip_rate, split=1)\n",
"\n",
"print('>>> Training dataset length: {:d}'.format(dataset.__len__()))\n",
"data_loader = DataLoader(dataset, batch_size=batch_size, shuffle=True, num_workers=0, pin_memory=True)#\n",
"\n",
"print('>>> Validation dataset length: {:d}'.format(vald_dataset.__len__()))\n",
"vald_loader = DataLoader(vald_dataset, batch_size=batch_size, shuffle=True, num_workers=0, pin_memory=True)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "31AsjzP_1p4H",
"outputId": "61d63460-12ab-4f41-a48c-f87a5bda5cd0"
},
"execution_count": 38,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Loading Train Dataset...\n",
"Loading Validation Dataset...\n",
"\n",
">>> Training dataset length: 180077\n",
">>> Validation dataset length: 28110\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"torch.manual_seed(0)\n",
"\n",
"num_heads = 4\n",
"d_model = 512\n",
"dim_feedforward = 1024\n",
"dropout = 0.4\n",
"coder_blocks = 3\n",
"\n",
"tf = Transformer(enc_inp_size = 33, dec_inp_size=34, dec_out_size=66, N=coder_blocks,\n",
" d_model=d_model, dim_feedforward=dim_feedforward,\n",
" num_heads=num_heads, dropout=dropout).to(device)"
],
"metadata": {
"id": "nTZsVKNQ1D9m"
},
"execution_count": 58,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Arguments to setup the optimizer\n",
"\n",
"lr = 3e-05 # learning rate\n",
"use_scheduler = True # use MultiStepLR scheduler\n",
"milestones = [10, 30] # the epochs after which the learning rate is adjusted by gamma\n",
"gamma = 0.1 # gamma correction to the learning rate, after reaching the milestone epochs\n",
"weight_decay = 1e-02 # weight decay (L2 penalty)\n",
"\n",
"optimizer = optim.Adam(tf.parameters(), lr = lr, weight_decay = weight_decay)\n",
"\n",
"if use_scheduler:\n",
" scheduler = optim.lr_scheduler.MultiStepLR(optimizer, milestones=milestones, gamma=gamma)\n",
"\n",
"epoches = 15\n",
"train(data_loader,vald_loader, epoches, tf, scheduler, optimizer, device, c_model_path)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "uIJJW6ps1Kht",
"outputId": "1e1c9fc8-d924-49e0-cf17-bbfeccc81c54"
},
"execution_count": 59,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"[Epoch: 1, Iteration: 1] training loss: 592.388\n",
"[Epoch: 1, Iteration: 201] training loss: 412.256\n",
"[Epoch: 1, Iteration: 401] training loss: 345.014\n",
"[Epoch: 1, Iteration: 601] training loss: 314.546\n",
"[Epoch: 1, Iteration: 1] validation loss: 269.299\n",
"[Epoch: 2, Iteration: 1] training loss: 300.865\n",
"[Epoch: 2, Iteration: 201] training loss: 280.634\n",
"[Epoch: 2, Iteration: 401] training loss: 271.422\n",
"[Epoch: 2, Iteration: 601] training loss: 260.721\n",
"[Epoch: 2, Iteration: 1] validation loss: 234.159\n",
"[Epoch: 3, Iteration: 1] training loss: 250.014\n",
"[Epoch: 3, Iteration: 201] training loss: 248.412\n",
"[Epoch: 3, Iteration: 401] training loss: 239.881\n",
"[Epoch: 3, Iteration: 601] training loss: 235.701\n",
"[Epoch: 3, Iteration: 1] validation loss: 216.836\n",
"[Epoch: 4, Iteration: 1] training loss: 231.950\n",
"[Epoch: 4, Iteration: 201] training loss: 222.771\n",
"[Epoch: 4, Iteration: 401] training loss: 221.679\n",
"[Epoch: 4, Iteration: 601] training loss: 220.523\n",
"[Epoch: 4, Iteration: 1] validation loss: 211.344\n",
"[Epoch: 5, Iteration: 1] training loss: 215.781\n",
"[Epoch: 5, Iteration: 201] training loss: 213.013\n",
"[Epoch: 5, Iteration: 401] training loss: 209.622\n",
"[Epoch: 5, Iteration: 601] training loss: 210.208\n",
"[Epoch: 5, Iteration: 1] validation loss: 210.057\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"[Epoch: 6, Iteration: 1] training loss: 207.745\n",
"[Epoch: 6, Iteration: 201] training loss: 209.919\n",
"[Epoch: 6, Iteration: 401] training loss: 208.190\n",
"[Epoch: 6, Iteration: 601] training loss: 208.202\n",
"[Epoch: 6, Iteration: 1] validation loss: 210.265\n",
"[Epoch: 7, Iteration: 1] training loss: 214.177\n",
"[Epoch: 7, Iteration: 201] training loss: 207.403\n",
"[Epoch: 7, Iteration: 401] training loss: 217.282\n",
"[Epoch: 7, Iteration: 601] training loss: 214.453\n",
"[Epoch: 7, Iteration: 1] validation loss: 214.335\n",
"[Epoch: 8, Iteration: 1] training loss: 221.027\n",
"[Epoch: 8, Iteration: 201] training loss: 217.222\n",
"[Epoch: 8, Iteration: 401] training loss: 223.953\n",
"[Epoch: 8, Iteration: 601] training loss: 222.582\n",
"[Epoch: 8, Iteration: 1] validation loss: 226.435\n",
"[Epoch: 9, Iteration: 1] training loss: 220.888\n",
"[Epoch: 9, Iteration: 201] training loss: 218.973\n",
"[Epoch: 9, Iteration: 401] training loss: 226.022\n",
"[Epoch: 9, Iteration: 601] training loss: 227.549\n",
"[Epoch: 9, Iteration: 1] validation loss: 230.278\n",
"[Epoch: 10, Iteration: 1] training loss: 226.940\n",
"[Epoch: 10, Iteration: 201] training loss: 228.189\n",
"[Epoch: 10, Iteration: 401] training loss: 228.844\n",
"[Epoch: 10, Iteration: 601] training loss: 231.440\n",
"[Epoch: 10, Iteration: 1] validation loss: 227.601\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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"[Epoch: 11, Iteration: 1] training loss: 229.561\n",
"[Epoch: 11, Iteration: 201] training loss: 236.309\n",
"[Epoch: 11, Iteration: 401] training loss: 231.966\n",
"[Epoch: 11, Iteration: 601] training loss: 234.909\n",
"[Epoch: 11, Iteration: 1] validation loss: 223.356\n",
"[Epoch: 12, Iteration: 1] training loss: 230.088\n",
"[Epoch: 12, Iteration: 201] training loss: 229.070\n",
"[Epoch: 12, Iteration: 401] training loss: 234.251\n",
"[Epoch: 12, Iteration: 601] training loss: 226.336\n",
"[Epoch: 12, Iteration: 1] validation loss: 224.393\n",
"[Epoch: 13, Iteration: 1] training loss: 227.723\n",
"[Epoch: 13, Iteration: 201] training loss: 229.079\n",
"[Epoch: 13, Iteration: 401] training loss: 229.245\n",
"[Epoch: 13, Iteration: 601] training loss: 228.326\n",
"[Epoch: 13, Iteration: 1] validation loss: 224.372\n",
"[Epoch: 14, Iteration: 1] training loss: 231.456\n",
"[Epoch: 14, Iteration: 201] training loss: 225.505\n",
"[Epoch: 14, Iteration: 401] training loss: 226.294\n",
"[Epoch: 14, Iteration: 601] training loss: 230.280\n",
"[Epoch: 14, Iteration: 1] validation loss: 224.972\n"
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