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authorGustaf Rydholm <gustaf.rydholm@gmail.com>2022-02-06 23:22:37 +0100
committerGustaf Rydholm <gustaf.rydholm@gmail.com>2022-02-06 23:22:37 +0100
commite3aad99e8bb672740bb47cba5a073f087a1eaa90 (patch)
tree463df3226f11cdbcd3b4c92f2af571eafbf4988f /notebooks
parent53c8dc3af920bd82fdcb418d29efc35aaf7bb2c1 (diff)
chore: delete unused notebooks
Diffstat (limited to 'notebooks')
-rw-r--r--notebooks/04-efficientnet-transformer.ipynb449
-rw-r--r--notebooks/04b-look-at-iam-paragraphs-predictions.ipynb267
-rw-r--r--notebooks/04b-look-at-iam-paragraphs.ipynb262
-rw-r--r--notebooks/05-sanity-check-multihead-attention.ipynb169
4 files changed, 0 insertions, 1147 deletions
diff --git a/notebooks/04-efficientnet-transformer.ipynb b/notebooks/04-efficientnet-transformer.ipynb
deleted file mode 100644
index 0977487..0000000
--- a/notebooks/04-efficientnet-transformer.ipynb
+++ /dev/null
@@ -1,449 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "id": "7c02ae76-b540-4b16-9492-e9210b3b9249",
- "metadata": {},
- "outputs": [],
- "source": [
- "import os\n",
- "os.environ['CUDA_VISIBLE_DEVICE'] = ''\n",
- "import random\n",
- "\n",
- "%matplotlib inline\n",
- "import matplotlib.pyplot as plt\n",
- "\n",
- "import torch\n",
- "import numpy as np\n",
- "from omegaconf import OmegaConf\n",
- "\n",
- "%load_ext autoreload\n",
- "%autoreload 2\n",
- "\n",
- "from importlib.util import find_spec\n",
- "if find_spec(\"text_recognizer\") is None:\n",
- " import sys\n",
- " sys.path.append('..')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "id": "ccdb6dde-47e5-429a-88f2-0764fb7e259a",
- "metadata": {},
- "outputs": [],
- "source": [
- "from hydra import compose, initialize\n",
- "from omegaconf import OmegaConf\n",
- "from hydra.utils import instantiate"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "id": "3cf50475-39f2-4642-a7d1-5bcbc0a036f7",
- "metadata": {},
- "outputs": [],
- "source": [
- "path = \"../training/conf/experiment/conv_transformer_paragraphs.yaml\""
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 86,
- "id": "e52ecb01-c975-4e55-925d-1182c7aea473",
- "metadata": {},
- "outputs": [],
- "source": [
- "with open(path, \"rb\") as f:\n",
- " cfg = OmegaConf.load(f)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 87,
- "id": "f939aa37-7b1d-45cc-885c-323c4540bda1",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "{'dim': 192, 'num_heads': 4, 'dim_head': 64, 'dropout_rate': 0.05, '_target_': 'text_recognizer.networks.transformer.attention.Attention', 'causal': False}"
- ]
- },
- "execution_count": 87,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "cfg.network.decoder.cross_attn"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 88,
- "id": "aaeab329-aeb0-4a1b-aa35-5a2aab81b1d0",
- "metadata": {},
- "outputs": [],
- "source": [
- "net = instantiate(cfg.network)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 89,
- "id": "618b997c-e6a6-4487-b70c-9d260cb556d3",
- "metadata": {},
- "outputs": [],
- "source": [
- "from torchinfo import summary"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 91,
- "id": "66118c10-2e59-469f-99d6-ddea4bfd0d73",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "====================================================================================================\n",
- "Layer (type:depth-idx) Output Shape Param #\n",
- "====================================================================================================\n",
- "ConvTransformer -- --\n",
- "├─EfficientNet: 1 -- --\n",
- "│ └─ModuleList: 2-1 -- --\n",
- "├─Decoder: 1 -- --\n",
- "│ └─ModuleList: 2-2 -- --\n",
- "│ │ └─ModuleList: 3-1 -- --\n",
- "│ │ └─ModuleList: 3-2 -- --\n",
- "│ │ └─ModuleList: 3-3 -- --\n",
- "│ │ └─ModuleList: 3-4 -- --\n",
- "│ │ └─ModuleList: 3-5 -- --\n",
- "│ │ └─ModuleList: 3-6 -- --\n",
- "│ │ └─ModuleList: 3-7 -- --\n",
- "│ │ └─ModuleList: 3-8 -- --\n",
- "│ │ └─ModuleList: 3-9 -- --\n",
- "├─EfficientNet: 1-1 [2, 1280, 18, 20] --\n",
- "│ └─Sequential: 2-3 [2, 32, 288, 320] --\n",
- "│ │ └─ZeroPad2d: 3-10 [2, 1, 577, 641] --\n",
- "│ │ └─Conv2d: 3-11 [2, 32, 288, 320] 288\n",
- "│ │ └─BatchNorm2d: 3-12 [2, 32, 288, 320] 64\n",
- "│ │ └─Mish: 3-13 [2, 32, 288, 320] --\n",
- "│ └─ModuleList: 2-1 -- --\n",
- "│ │ └─MBConvBlock: 3-14 [2, 16, 288, 320] --\n",
- "│ │ │ └─Sequential: 4-1 [2, 32, 288, 320] 352\n",
- "│ │ │ └─Sequential: 4-2 [2, 32, 288, 320] 552\n",
- "│ │ │ └─Sequential: 4-3 [2, 16, 288, 320] 544\n",
- "│ │ └─MBConvBlock: 3-15 [2, 24, 144, 160] --\n",
- "│ │ │ └─Sequential: 4-4 [2, 96, 288, 320] 1,728\n",
- "│ │ │ └─Sequential: 4-5 [2, 96, 144, 160] 1,056\n",
- "│ │ │ └─Sequential: 4-6 [2, 96, 144, 160] 4,728\n",
- "│ │ │ └─Sequential: 4-7 [2, 24, 144, 160] 2,352\n",
- "│ │ └─MBConvBlock: 3-16 [2, 24, 144, 160] --\n",
- "│ │ │ └─Sequential: 4-8 [2, 144, 144, 160] 3,744\n",
- "│ │ │ └─Sequential: 4-9 [2, 144, 144, 160] 1,584\n",
- "│ │ │ └─Sequential: 4-10 [2, 144, 144, 160] 10,548\n",
- "│ │ │ └─Sequential: 4-11 [2, 24, 144, 160] 3,504\n",
- "│ │ └─MBConvBlock: 3-17 [2, 40, 72, 80] --\n",
- "│ │ │ └─Sequential: 4-12 [2, 144, 144, 160] 3,744\n",
- "│ │ │ └─Sequential: 4-13 [2, 144, 72, 80] 3,888\n",
- "│ │ │ └─Sequential: 4-14 [2, 144, 72, 80] 10,548\n",
- "│ │ │ └─Sequential: 4-15 [2, 40, 72, 80] 5,840\n",
- "│ │ └─MBConvBlock: 3-18 [2, 40, 72, 80] --\n",
- "│ │ │ └─Sequential: 4-16 [2, 240, 72, 80] 10,080\n",
- "│ │ │ └─Sequential: 4-17 [2, 240, 72, 80] 6,480\n",
- "│ │ │ └─Sequential: 4-18 [2, 240, 72, 80] 29,100\n",
- "│ │ │ └─Sequential: 4-19 [2, 40, 72, 80] 9,680\n",
- "│ │ └─MBConvBlock: 3-19 [2, 80, 36, 40] --\n",
- "│ │ │ └─Sequential: 4-20 [2, 240, 72, 80] 10,080\n",
- "│ │ │ └─Sequential: 4-21 [2, 240, 36, 40] 2,640\n",
- "│ │ │ └─Sequential: 4-22 [2, 240, 36, 40] 29,100\n",
- "│ │ │ └─Sequential: 4-23 [2, 80, 36, 40] 19,360\n",
- "│ │ └─MBConvBlock: 3-20 [2, 80, 36, 40] --\n",
- "│ │ │ └─Sequential: 4-24 [2, 480, 36, 40] 39,360\n",
- "│ │ │ └─Sequential: 4-25 [2, 480, 36, 40] 5,280\n",
- "│ │ │ └─Sequential: 4-26 [2, 480, 36, 40] 115,800\n",
- "│ │ │ └─Sequential: 4-27 [2, 80, 36, 40] 38,560\n",
- "│ │ └─MBConvBlock: 3-21 [2, 80, 36, 40] --\n",
- "│ │ │ └─Sequential: 4-28 [2, 480, 36, 40] 39,360\n",
- "│ │ │ └─Sequential: 4-29 [2, 480, 36, 40] 5,280\n",
- "│ │ │ └─Sequential: 4-30 [2, 480, 36, 40] 115,800\n",
- "│ │ │ └─Sequential: 4-31 [2, 80, 36, 40] 38,560\n",
- "│ │ └─MBConvBlock: 3-22 [2, 112, 36, 40] --\n",
- "│ │ │ └─Sequential: 4-32 [2, 480, 36, 40] 39,360\n",
- "│ │ │ └─Sequential: 4-33 [2, 480, 36, 40] 12,960\n",
- "│ │ │ └─Sequential: 4-34 [2, 480, 36, 40] 115,800\n",
- "│ │ │ └─Sequential: 4-35 [2, 112, 36, 40] 53,984\n",
- "│ │ └─MBConvBlock: 3-23 [2, 112, 36, 40] --\n",
- "│ │ │ └─Sequential: 4-36 [2, 672, 36, 40] 76,608\n",
- "│ │ │ └─Sequential: 4-37 [2, 672, 36, 40] 18,144\n",
- "│ │ │ └─Sequential: 4-38 [2, 672, 36, 40] 226,632\n",
- "│ │ │ └─Sequential: 4-39 [2, 112, 36, 40] 75,488\n",
- "│ │ └─MBConvBlock: 3-24 [2, 112, 36, 40] --\n",
- "│ │ │ └─Sequential: 4-40 [2, 672, 36, 40] 76,608\n",
- "│ │ │ └─Sequential: 4-41 [2, 672, 36, 40] 18,144\n",
- "│ │ │ └─Sequential: 4-42 [2, 672, 36, 40] 226,632\n",
- "│ │ │ └─Sequential: 4-43 [2, 112, 36, 40] 75,488\n",
- "│ │ └─MBConvBlock: 3-25 [2, 192, 18, 20] --\n",
- "│ │ │ └─Sequential: 4-44 [2, 672, 36, 40] 76,608\n",
- "│ │ │ └─Sequential: 4-45 [2, 672, 18, 20] 18,144\n",
- "│ │ │ └─Sequential: 4-46 [2, 672, 18, 20] 226,632\n",
- "│ │ │ └─Sequential: 4-47 [2, 192, 18, 20] 129,408\n",
- "│ │ └─MBConvBlock: 3-26 [2, 192, 18, 20] --\n",
- "│ │ │ └─Sequential: 4-48 [2, 1152, 18, 20] 223,488\n",
- "│ │ │ └─Sequential: 4-49 [2, 1152, 18, 20] 31,104\n",
- "│ │ │ └─Sequential: 4-50 [2, 1152, 18, 20] 664,992\n",
- "│ │ │ └─Sequential: 4-51 [2, 192, 18, 20] 221,568\n",
- "│ │ └─MBConvBlock: 3-27 [2, 192, 18, 20] --\n",
- "│ │ │ └─Sequential: 4-52 [2, 1152, 18, 20] 223,488\n",
- "│ │ │ └─Sequential: 4-53 [2, 1152, 18, 20] 31,104\n",
- "│ │ │ └─Sequential: 4-54 [2, 1152, 18, 20] 664,992\n",
- "│ │ │ └─Sequential: 4-55 [2, 192, 18, 20] 221,568\n",
- "│ │ └─MBConvBlock: 3-28 [2, 192, 18, 20] --\n",
- "│ │ │ └─Sequential: 4-56 [2, 1152, 18, 20] 223,488\n",
- "│ │ │ └─Sequential: 4-57 [2, 1152, 18, 20] 31,104\n",
- "│ │ │ └─Sequential: 4-58 [2, 1152, 18, 20] 664,992\n",
- "│ │ │ └─Sequential: 4-59 [2, 192, 18, 20] 221,568\n",
- "│ │ └─MBConvBlock: 3-29 [2, 320, 18, 20] --\n",
- "│ │ │ └─Sequential: 4-60 [2, 1152, 18, 20] 223,488\n",
- "│ │ │ └─Sequential: 4-61 [2, 1152, 18, 20] 12,672\n",
- "│ │ │ └─Sequential: 4-62 [2, 1152, 18, 20] 664,992\n",
- "│ │ │ └─Sequential: 4-63 [2, 320, 18, 20] 369,280\n",
- "│ └─Sequential: 2-4 [2, 1280, 18, 20] --\n",
- "│ │ └─Conv2d: 3-30 [2, 1280, 18, 20] 409,600\n",
- "│ │ └─BatchNorm2d: 3-31 [2, 1280, 18, 20] 2,560\n",
- "├─Sequential: 1-2 [2, 192, 360] --\n",
- "│ └─Conv2d: 2-5 [2, 192, 18, 20] 245,952\n",
- "│ └─AxialPositionalEmbedding: 2-6 [2, 192, 18, 20] 7,296\n",
- "│ └─Flatten: 2-7 [2, 192, 360] --\n",
- "├─Embedding: 1-3 [1, 682, 192] 11,136\n",
- "├─Decoder: 1-4 [2, 682, 192] --\n",
- "│ └─ModuleList: 2-2 -- --\n",
- "│ │ └─ModuleList: 3-1 -- --\n",
- "│ │ │ └─ScaleNorm: 4-64 [1, 682, 192] 1\n",
- "│ │ │ └─LocalAttention: 4-65 [1, 682, 192] 196,800\n",
- "│ │ │ └─Residual: 4-66 [1, 682, 192] --\n",
- "│ │ └─ModuleList: 3-2 -- --\n",
- "│ │ │ └─ScaleNorm: 4-67 [1, 682, 192] 1\n",
- "│ │ │ └─Attention: 4-68 [2, 682, 192] 196,800\n",
- "│ │ │ └─Residual: 4-69 [2, 682, 192] --\n",
- "│ │ └─ModuleList: 3-3 -- --\n",
- "│ │ │ └─ScaleNorm: 4-70 [2, 682, 192] 1\n",
- "│ │ │ └─FeedForward: 4-71 [2, 682, 192] 444,096\n",
- "│ │ │ └─Residual: 4-72 [2, 682, 192] --\n",
- "│ │ └─ModuleList: 3-4 -- --\n",
- "│ │ │ └─ScaleNorm: 4-73 [2, 682, 192] 1\n",
- "│ │ │ └─LocalAttention: 4-74 [2, 682, 192] 196,800\n",
- "│ │ │ └─Residual: 4-75 [2, 682, 192] --\n",
- "│ │ └─ModuleList: 3-5 -- --\n",
- "│ │ │ └─ScaleNorm: 4-76 [2, 682, 192] 1\n",
- "│ │ │ └─Attention: 4-77 [2, 682, 192] 196,800\n",
- "│ │ │ └─Residual: 4-78 [2, 682, 192] --\n",
- "│ │ └─ModuleList: 3-6 -- --\n",
- "│ │ │ └─ScaleNorm: 4-79 [2, 682, 192] 1\n",
- "│ │ │ └─FeedForward: 4-80 [2, 682, 192] 444,096\n",
- "│ │ │ └─Residual: 4-81 [2, 682, 192] --\n",
- "│ │ └─ModuleList: 3-7 -- --\n",
- "│ │ │ └─ScaleNorm: 4-82 [2, 682, 192] 1\n",
- "│ │ │ └─Attention: 4-83 [2, 682, 192] 196,800\n",
- "│ │ │ └─Residual: 4-84 [2, 682, 192] --\n",
- "│ │ └─ModuleList: 3-8 -- --\n",
- "│ │ │ └─ScaleNorm: 4-85 [2, 682, 192] 1\n",
- "│ │ │ └─Attention: 4-86 [2, 682, 192] 196,800\n",
- "│ │ │ └─Residual: 4-87 [2, 682, 192] --\n",
- "│ │ └─ModuleList: 3-9 -- --\n",
- "│ │ │ └─ScaleNorm: 4-88 [2, 682, 192] 1\n",
- "│ │ │ └─FeedForward: 4-89 [2, 682, 192] 444,096\n",
- "│ │ │ └─Residual: 4-90 [2, 682, 192] --\n",
- "├─Linear: 1-5 [2, 682, 58] 11,194\n",
- "====================================================================================================\n",
- "Total params: 9,930,947\n",
- "Trainable params: 9,930,947\n",
- "Non-trainable params: 0\n",
- "Total mult-adds (G): 11.45\n",
- "====================================================================================================\n",
- "Input size (MB): 2.95\n",
- "Forward/backward pass size (MB): 2048.49\n",
- "Params size (MB): 39.72\n",
- "Estimated Total Size (MB): 2091.17\n",
- "===================================================================================================="
- ]
- },
- "execution_count": 91,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "summary(net, ((2, 1, 576, 640), (1, 682)), device=\"cpu\", depth=4)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "id": "b13ac47c-322d-47d4-bcee-43e5341f74a7",
- "metadata": {},
- "outputs": [],
- "source": [
- "start_tokens = torch.ones(1, 1).long()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "id": "55a16f5d-2b27-4a12-b5bb-eb079784b0ae",
- "metadata": {},
- "outputs": [],
- "source": [
- "num_dims = len(start_tokens.shape)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "id": "46c65400-fa47-4c10-9edd-8416e6a1185a",
- "metadata": {},
- "outputs": [],
- "source": [
- "if num_dims == 1:\n",
- " start_tokens = start_tokens[None, :]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "id": "1dfa0b95-a075-4121-b2bf-f1a8100b10fd",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "torch.Size([1, 1])"
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "start_tokens.shape"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "id": "c85a357c-f6af-42c5-b714-89df024c29e3",
- "metadata": {},
- "outputs": [],
- "source": [
- "b, t = start_tokens.shape"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "id": "0ba293f4-e08d-4aaa-94d5-da4899f9b592",
- "metadata": {},
- "outputs": [],
- "source": [
- "out = start_tokens"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "id": "a8225f98-c5e9-4da2-b756-75599fa8e044",
- "metadata": {},
- "outputs": [],
- "source": [
- "input_mask = torch.full_like(out, True, dtype=torch.bool, device=out.device)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "id": "63dfcfd7-6b93-49ac-a0ab-59be53fa0853",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "tensor([[True]])"
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "input_mask"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "id": "a752bfcf-f323-43bc-a910-fec4695150e0",
- "metadata": {},
- "outputs": [],
- "source": [
- "x = out[:, -200:]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "id": "4b1b1989-930a-48c5-a7b3-746289107b97",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "tensor([[1]])"
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "x"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "513f27bb-2ae1-42a0-8de9-9ae39fdfff32",
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3 (ipykernel)",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.9.7"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/notebooks/04b-look-at-iam-paragraphs-predictions.ipynb b/notebooks/04b-look-at-iam-paragraphs-predictions.ipynb
deleted file mode 100644
index f3bf53e..0000000
--- a/notebooks/04b-look-at-iam-paragraphs-predictions.ipynb
+++ /dev/null
@@ -1,267 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "The autoreload extension is already loaded. To reload it, use:\n",
- " %reload_ext autoreload\n"
- ]
- }
- ],
- "source": [
- "%load_ext autoreload\n",
- "%autoreload 2\n",
- "\n",
- "import cv2\n",
- "%matplotlib inline\n",
- "import matplotlib.pyplot as plt\n",
- "import numpy as np\n",
- "\n",
- "from omegaconf import OmegaConf\n",
- "\n",
- "from importlib.util import find_spec\n",
- "if find_spec(\"text_recognizer\") is None:\n",
- " import sys\n",
- " sys.path.append('..')\n",
- "\n",
- "from text_recognizer.datasets import IamDataset\n",
- "from text_recognizer.datasets import IamParagraphsDataset\n",
- "from text_recognizer.models import SegmentationModel"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [],
- "source": [
- "path = \"../training/experiments/SegmentationModel_IamParagraphsDataset_UNet/1207_082955/config.yml\""
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [],
- "source": [
- "config = OmegaConf.load(path)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "model = SegmentationModel(\"UNet\", \n",
- " \"IamParagraphsDataset\", \n",
- " network_args=config.network.args, \n",
- " dataset_args=config.dataset.args)\n",
- "model.load_weights()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "2020-12-07 20:38:30.094 | INFO | text_recognizer.datasets.iam_paragraphs_dataset:_load_iam_paragraphs:250 - Loading IAM paragraph crops and ground truth from image files...\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "IAM Paragraph Dataset\n",
- "Num classes: 3\n",
- "Data: (308, 256, 256)\n",
- "Targets: (308, 256, 256)\n",
- "\n"
- ]
- }
- ],
- "source": [
- "paragraphs_dataset = IamParagraphsDataset(False, **config.dataset.args)\n",
- "paragraphs_dataset.load_or_generate_data()\n",
- "print(paragraphs_dataset)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 39,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 720x360 with 3 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "data": {
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\n",
- "text/plain": [
- "<Figure size 720x360 with 3 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "data": {
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\n",
- "text/plain": [
- "<Figure size 720x360 with 3 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "data": {
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\n",
- "text/plain": [
- "<Figure size 720x360 with 3 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "data": {
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\n",
- "text/plain": [
- "<Figure size 720x360 with 3 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "data": {
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\n",
- "text/plain": [
- "<Figure size 720x360 with 3 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "data": {
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\n",
- "text/plain": [
- "<Figure size 720x360 with 3 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "data": {
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\n",
- "text/plain": [
- "<Figure size 720x360 with 3 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "data": {
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bmDT8WjNbocTJkO+kOy4fBxUVFaqtrVVzc7MqKyt19NFHa//+/SkniNfU1KisrExlZWUaP358u9OaO3eupk+fnoe5RswUVSZyebmYXE2r2DZkJVBwFVUmMpWL9b3Y1nUE3L3DJmm5EsfW9ytxrH2ipBMlPSPpVUnrJfUOxjVJ90vaKelFSeemm37wPI+yjRgxIuX+Aw880Gqc6dOn+8KFC12SDx8+3MvLy1uNM23aNJfks2fP9vnz5/ukSZMifV20zrdSz0Shinq5FXPzEs+EYp6LqJdNKTbPYL1Nblz49AiLFi1SU1NTq/8+hw8frtNPP73L36SbNWuWDh06pJ07d+q9997L6mrwmbj33nt1/fXX53SapchL/CKPcfhciBJ7GFojE6WVCTKQXraZoOCKkWXLlumxxx5Tr1699I1vfEPr16/XxIkTNXz48FbjHvk7jpJUX1+vrVu3dvk3FmfMmKGf/OQnXZpGoWPjQiQ7UoobIzJBJtpSilk4LOtMZLtLLIymGOwajKJVVFTkZDpjxoxpuX377bf7lClTXJJffvnlPmHCBJ80aZJXVVW5JL/uuutaPXfOnDk+atQol+SNjY1eWVnZbl/Tp09vNWzy5MmRL8tcNzLRqWWGLEX9npEJ1v1CEPX7m6tMRF5secyDVCht3Lhx/tBDD4XaR3JhJ6mliDuyjR49OuNpJp8vN3HixMiX4+FGJiJd9sgCmSi+hs6J4H3Kah3uJhSFQYMG6aqrrgq1jyN/1mf58uVtjvfrX/9akrRhw4ZWv7OY/A3O8ePH65prrtG4ceM0YsQInXbaaZKksWPHtnkYFaXBzNI2oJiRgeLEOVzIuwULFqi2tjajcWtra3X00Ufr7rvvDnmuUnmJn69SKuLw+ddV+dr4koniV+h5yHchmm0mKLiANrBxwWFx+IzsCAUX8i2umYh7wdXln/YBUHw6e1HOYryYZ64+xOO6kUJm2lu3i3GdTyeswqbYM0LB1Y5bb71Vd955Z9SzARQUftKmfek2UsW+sSlWma7PpbreZ6PYz02j4ArMnz9fGzdu1JlnnqkTTzyx5QT03/72txoyZIikxHWu6urq2nx+ZWWlVqxY0e70x44d2+b1scaPH68lS5Z0/QUABYIfiG5bsW9sSl2u19diW/9LAedwddKsWbM0aNAg9erVSy+99JIuuOACbdq0STt37tRdd90lSXriiSf097//Xaeddpp69+6t7du368Ybb2yZRmNjY5vfxps8ebLuv//+vL0WtFbq56sUy4d5sbyOOCATM6PsvksKed7jjJPmY2zatGktxdjhn+CZP3++PvzwQ9188826+uqrdckll2jz5s3avXu3Fi9e3GoaixcvVq9evXTFFVeopqZGDQ0NLY9VV1dr6dKlrZ7z3HPP6YILLmi5P2zYMD311FMt97myfGtsXGZG2X3ssDzIBOtAa6W+TCi4ilhDQ4NqampaDZ8wYUKbxZkkjRo1Sv369dPPf/7zlmHTpk3T6aefrrfeeku33HJLaPNbyEp945KJUv+w7YxCXmZkIqGQ38M4K8TlSsEVY/PmzUs5pJitxx57TN/5zndyOEcJixcv1oQJEyRJs2fPVs+ePbVjxw5973vf044dO1RVVdXqORUVFbr00ku1e/fuovxyARuX3CjED9GoxXWZkYnsxPV9LGb5XuYUXOi05HPKDh/yTFZXV6f6+vo2n1tXV6fm5uaWK8tPnTpVb7/9tpqbm3XmmWfqzjvv1Lx58/TJJ59o165dLYdCR40aJUl6/PHH9atf/Urf/e53W6Y5adIkPfjggzl/nZlg4xIfbLjaFveNS66RidbIRqq4Z4KCC3nxxBNPqKysTP369dMPfvADnXTSSRo4cKC++tWv6sMPP9Tq1atbFVfPPfecnnzySe3cuVOrV6/O6/yycSkspbjhifvGJdfIRNeUQkbingkKLqANpbxxcfeSvURBIW2U4r5xyTW2E/ESx6zEPRNch0sdn3QOlKJM/hErxqKMC7cCmck2B+SGPVyaN2+ezj//fM2ePVtr166NajYQM6X833y+PxOKsXDLRFc3QHH/bz7XospEWHko1fW+mHBIMQujR4/WxRdfrO7du2v//v2qra2VJD3wwAO65pprWsbLxR6w+fPn67rrruvSNJA/pbpxkeL5EzOlunHqqKii4MqfqDJRqut9oaDg6qKPPvpIxxxzTMv9iooKnXfeebrlllv00EMPtfzkz8iRI1VVVaUrrrhCd999t3bu3KkvfOELam5u1r/+9S/94he/aJnGrFmzNHToUK1Zs0bvvfee5s6dq5tuukmjR4/W1772tbTzNHToUD399NO5f7FoFxuX4sQGrPNKNRPFlAfW/9zKOhPuHnmT5HFpw4cPz/o5VVVVKffLy8tT7v/hD39wd/fbbrvNJfmcOXNcki9cuNAl+bBhw9L2MX/+/A4fnzx5cuTLrphaKWeilEW93sW5OZkoCVGvZ4XUPMt1mD1cObRmzRpddtlloUy7qqpKBw4c0IUXXqgXX3xRZ599tmpra1sOf9bU1MjdW11a4aWXXtLgwYNbTa++vl4vv/xymz8FJEnXXnut7rvvvlBeSyHwEv1vXlJR/UcflWLck1CqmSAPuUEmEk+IvCkGlWqU7dZbb835NMeMGdPuY1OnTvVt27b5unXrXJLX19f7rFmzXPp0T9qsWbO8trbWKyoqXJKPHTvWKysr25zeyJEjfeXKlX755ZenDB81alRG81pXVxf5e3BkIxOdWmbIsajfUzJBBuIm6ve4K5nIZCV/WNKbkrYkDZspabekzUEbkvRYnaQdkrZLujSjmYjBgouyLVu2zJcsWZKz6Q0fPtzvvvvudh9/7rnnfM2aNWmnk1wIHT7UumrVqpZhc+fO9T//+c8+c+ZMr6ur8w0bNqQ8/9577/WhQ4e6JJ8wYYJv3rzZZ8yYEfnyzqSRiVCWKbIU9XtGJshE3ET9nmWaibZa2kOKZnahpPclPeLuXwqGzZT0vrvPO2LcwZKWSzpPUj9J6yV9wd0Ppumj45lAzoT1e4ydtWrVKu3bty9W8yRJ3sGuYjIRvXSfW8UiTodhyET8lUIuCiUTbUl74VN3/6OZDchwesMlrXD3fZJeM7MdSoTqz9nMFMITt8KmoqIi6lnIGpmIXiYfuqWw8YkLMhEP2RYjZCS/unXhudea2Qtm9rCZnRAM6y+pKWmc14NhQCkgEzFiZjlp6BIyEWO5ygh5yUxnf9pngaQ7lDiOeYekuyR9L5sJmFmNpJpO9g/ETVFkIk4X2oyLdBsR9hK0qygyIbVe90s1C5noTNGVaYYKvaDrVMHl7nsP3zazByU9FdzdLaksadSTg2FtTaNBUkMwjUg+scaNG6eqqiqVl5ersrJS/fv31/jx43XmmWe2jLNs2TI1Nze3XCW+pqZGDQ0NOen7kUce6fJ0EA/FkomO5GojU2wbq1xtBIqtcCuWTLS1vuZrHS62rLSn0AupTHWq4DKzvu6+J7g7QtKW4PZqSb8ys58pcTLkIEnPd3kuQ/LBBx+ovLxckrRixQrV1NTojjvuSBnnyiuvlJQ412jVqlW6+OKLWwqu5cuX69lnn9XevXvV2NjY8pzKykqtWLGiw74ptopLsWQiH/iB6LYV20aHTHQdWSkumXxLcbmkiySdJGmvpP8T3P+KEruKd0n6/uFgmdkPldhtfEDSDe6e9heh4/jffC7ccccd2rVrlxYtWqTbb79dP/rRj/T888/rb3/7m77//e9LksaPH68lS5Zo+vTpmjt3bsuwkSNHhnYRVaSX5htZRZuJYvvwLrbXEyUyUXyK+bXlQ7bfUuRK8wVo4sSJOuuss/SPf/xD77zzjgYOHKimpibt27dPjzzyiOrq6lRfXy9JuvXWWzV27FitXbtWU6dOjXjOC0e2Qcq1uGaiVD6gS+V1ZoNMfKqU1o9Seq3ZouAqQfX19TruuON03HHHacKECS3D58yZoy9+8YtavHixJk6cqGeeeUYffPBBS2GG9rFx6bxi+IAuhteQa2QiO8W0DhXTa8klCq4SNW/ePN14441Rz0bRYOMSrag/4KPuP47IRDSiXhej7j/Ocn7hUxSG119/PepZAHKGk4WBhGzWczIRb+zhAtrAf/OlhesspUcmSkfy+k8W2schRSAH2LgAqcgEkCrbTHTlp30AAACQAQouAACAkFFwAQAAhIyCCwAAIGQUXAAAACGj4AIAAAgZBRcAAEDIKLgAAABCRsEFAAAQMgouAACAkFFwAQAAhIyCCwAAIGQUXAAAACGj4AIAAAgZBRcAAEDIKLgAAABCRsEFAAAQMgouAACAkKUtuMyszMyeNbOXzGyrmU0Jhvc2s9+b2avB3xOC4WZm95rZDjN7wczOCftFAPlEJoBUZALIgLt32CT1lXROcLuXpFckDZY0V9KMYPgMSXOC20MkrZVkkr4uaWMGfTiNFqdGJmi01EYmaLTUlm6dbbUOZ/0EqVHStyVtl9Q3KWzbg9sLJVUljd8yHkGiFUojEzRaaiMTNFpqy7Z+yuocLjMbIOlsSRsl9XH3PcFDb0jqE9zuL6kp6WmvB8OAokMmgFRkAmhbj0xHNLPjJK2UdIO7v2tmLY+5u5uZZ9OxmdVIqsnmOUCckAkgFZkA2pfRHi4z+4wSIXrU3Z8MBu81s77B430lvRkM3y2pLOnpJwfDUrh7g7uf6+7ndnbmgaiQCSAVmQA6lsm3FE3SIknb3P1nSQ+tllQd3K5W4pj94eHjgm+hfF3SO0m7lIGCRyaAVGQCyEAGJz9+U4kTxF6QtDloQySdKOkZSa9KWi+pdzC+Sbpf0k5JL0o6N4M+Ij/5jUZLbmSCRkttZIJGS23ZnjRvwYocqWyP6wNhc3dLP1Z4yATihkwAqbLNBFeaBwAACBkFFwAAQMgouAAAAEJGwQUAABAyCi4AAICQUXABAACEjIILAAAgZBRcAAAAIaPgAgAACBkFFwAAQMgouAAAAEJGwQUAABAyCi4AAICQUXABAACEjIILAAAgZBRcAAAAIaPgAgAACBkFFwAAQMgouAAAAEJGwQUAABAyCi4AAICQUXABAACEjIILAAAgZGkLLjMrM7NnzewlM9tqZlOC4TPNbLeZbQ7akKTn1JnZDjPbbmaXhvkCgHwjE0AqMgGkZ+7e8QhmfSX1dfe/mlkvSX+RVCFptKT33X3eEeMPlrRc0nmS+klaL+kL7n6wgz46ngkgz9zd2nuMTKAUkQkgVUeZaEvaPVzuvsfd/xrcfk/SNkn9O3jKcEkr3H2fu78maYcSoQKKApkAUpEJIL2szuEyswGSzpa0MRh0rZm9YGYPm9kJwbD+kpqSnva6Og4eULDIBJCKTABty7jgMrPjJK2UdIO7vytpgaT/kPQVSXsk3ZVNx2ZWY2abzGxTNs8D4oJMAKnIBNC+jAouM/uMEiF61N2flCR33+vuB939kKQH9enu4N2SypKefnIwLIW7N7j7ue5+bldeABAFMgGkIhNAxzL5lqJJWiRpm7v/LGl436TRRkjaEtxeLanSzHqa2UBJgyQ9n7tZBqJFJoBUZAJIr0cG4/wvSVdKetHMNgfDbpFUZWZfkeSSdkn6viS5+1Yz+7WklyQdkDS5o2+eBN6S9EHwNyon0T/9B7c/n2bcfGTifUnbs3sJORen94T+o+2fTET/fsRhHug/80y0kvayEPliZpui3G1M//Qfp8MWcZifqOeB/ku7/yNFPT9R9x+HeaD/rvXPleYBAABCRsEFAAAQsjgVXA30T/8l3P+R4jA/Uc8D/Zd2/0eKen6i7l+Kfh7ovwticw4XAABAsYrTHi4AAICiRMEFAAAQMgouAACAkFFwAQAAhIyCCwAAIGT/H6DyCm2k3FlwAAAAAElFTkSuQmCC\n",
- "text/plain": [
- "<Figure size 720x360 with 3 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "data": {
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\n",
- "text/plain": [
- "<Figure size 720x360 with 3 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "for ind in range(10):\n",
- " x, y = paragraphs_dataset[ind]\n",
- " y_hat = model.predict_on_image(x).cpu().numpy()\n",
- " fig = plt.figure(figsize=(10,5))\n",
- " ax1 = fig.add_subplot(131)\n",
- " ax1.matshow(x.squeeze(0), cmap='gray')\n",
- " ax2 = fig.add_subplot(132)\n",
- " ax2.matshow(y.squeeze(0), cmap='gray')\n",
- " ax3 = fig.add_subplot(133)\n",
- " ax3.matshow(y_hat.squeeze(0), cmap='gray')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3 (ipykernel)",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.9.7"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/notebooks/04b-look-at-iam-paragraphs.ipynb b/notebooks/04b-look-at-iam-paragraphs.ipynb
deleted file mode 100644
index cde2f09..0000000
--- a/notebooks/04b-look-at-iam-paragraphs.ipynb
+++ /dev/null
@@ -1,262 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "The autoreload extension is already loaded. To reload it, use:\n",
- " %reload_ext autoreload\n"
- ]
- }
- ],
- "source": [
- "%load_ext autoreload\n",
- "%autoreload 2\n",
- "\n",
- "import cv2\n",
- "%matplotlib inline\n",
- "import matplotlib.pyplot as plt\n",
- "import numpy as np\n",
- "\n",
- "\n",
- "from importlib.util import find_spec\n",
- "if find_spec(\"text_recognizer\") is None:\n",
- " import sys\n",
- " sys.path.append('..')\n",
- "\n",
- "from text_recognizer.datasets import IamDataset\n",
- "from text_recognizer.datasets import IamParagraphsDataset\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "IAM Dataset\n",
- "Number of forms: 1539\n",
- "\n"
- ]
- }
- ],
- "source": [
- "dataset = IamDataset()\n",
- "print(dataset)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 45,
- "metadata": {},
- "outputs": [],
- "source": [
- "transform = [{\"type\": \"ToTensor\", \"args\": None}, {\"type\": \"RandomAffine\", \"args\": {\"degrees\": [-10, 10], \"scale\": [0.8, 1.1]}}, {\"type\": \"RandomHorizontalFlip\", \"args\": {\"p\": 0.1}}]\n",
- "ttransform =[{\"type\": \"Unsqueeze\", \"args\": None}, {\"type\": \"RandomAffine\", \"args\": {\"degrees\": [-10, 10], \"scale\": [0.8, 1.1]}}, {\"type\": \"RandomHorizontalFlip\", \"args\": {\"p\": 0.1}}, {\"type\": \"Squeeze\", \"args\": None}]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 46,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "2020-12-05 22:39:25.402 | INFO | text_recognizer.datasets.iam_paragraphs_dataset:_load_iam_paragraphs:250 - Loading IAM paragraph crops and ground truth from image files...\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "IAM Paragraph Dataset\n",
- "Num classes: 3\n",
- "Data: (1229, 256, 256)\n",
- "Targets: (1229, 256, 256)\n",
- "\n"
- ]
- }
- ],
- "source": [
- "paragraphs_dataset = IamParagraphsDataset(True, transform=transform, target_transform=ttransform)\n",
- "paragraphs_dataset.load_or_generate_data()\n",
- "print(paragraphs_dataset)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 48,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 720x360 with 2 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
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\n",
- "text/plain": [
- "<Figure size 720x360 with 2 Axes>"
- ]
- },
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- },
- "output_type": "display_data"
- },
- {
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\n",
- "text/plain": [
- "<Figure size 720x360 with 2 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "data": {
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\n",
- "text/plain": [
- "<Figure size 720x360 with 2 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "data": {
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\n",
- "text/plain": [
- "<Figure size 720x360 with 2 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "data": {
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\n",
- "text/plain": [
- "<Figure size 720x360 with 2 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
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Vpw43zyM/Px/Lsqhbty5169YlLS2Np59+mmeeeYbt27czbtw4tUCK6pOYmIjL5cLr9VJQUMDIkSMJBoNEo1EV5hHypoe/JOQkKoiEyhISEsjPz8e2bUXiZCEsyT6I4XA4Rjnq378//fv35+6772bjxo0kJyer0JKoGdIffbGGkm24LG0WlUzUNxmPJUuWMG/ePCKRiCIchYWFitDpYSohpfq4ut1u7r77bj777DMVUgS46KKLSE5OJiEhgaSkJHV8mZeS5Fi5XC4KCgro3r070WiUuXPnkp2dzYABA5g3bx41atRQ7fV4PEq9EmJ6wQUXKJIoxFpCcbZt07VrV958803S09PJz89XpFSIqE6WsrKyCAQCAJx++ulqvHUC64T0WUivjF3jxo1JTU1l7dq1ikxWrlyZypUrk5iYqK5DCW/KNSDKpKiBQg4PF8UdoyzlZBkYGBgcbZQZonW0IAvLypUrWblyJW+++aZSJzIyMsjIyFCLoeS/yOKWn5/PqaeeSjgcVuE/CWm5XC51HCEDElKSRTkajZKYmEgoFAL2kAAhGxL2OVDYUG+Xz+fjggsuYMGCBSxYsICcnBz8fj9btmxRr5O2C3EQhU4W99zcXDUuosiJGiKkSocQA1HJpP/btm1TOUISbpMFXidbsC+/KxQK4XK5GDduHN9//z1Lly7F6/WqsV20aBHhcJj8/Hw1tkIuhUgcCC6XC5/PR8eOHZk6dSp5eXl06tSJrVu3qh+dFNq2TU5ODh6Ph7S0NCpUqKBCqELSpY9du3alfv367Nixg40bN6r5FbXK6/WqeZWxy8vLo2LFivTr10+Fa/Pz81VfvF4vHo9HESsn5PHhw4fz+uuvK+UQYPv27Wzfvp0KFSooVU7OaVkWiYmJuN1u/H5/TE7ekSBCR+uLkoGBgcHxhjJDtA60aB6pm7MsTJL3IudNS0tj/fr1BAIBotGoWtxl8RXl5ayzzmLq1KlKERByAqg8Ha/Xq0JHokiIAhUOh/H5fEq5krweyd0RElUcJK+rUqVKBINB1q5dy9q1axk6dChPPPEEycnJVK5cWYX9/H4/0WhU5Yz5/X58Ph8VKlQA9uWc6eExIVF+v1+NQVGqhRCr3NxcRa7keELY5G+3261CW36/nz59+lBYWMj7779PuXLlyM7OxuPx4PF4WLx4scpFElVQQl1C8A4E27a59NJLefXVVxXJ+sc//sHzzz+vSLAecvN4PCqva8iQITz//POKGDZr1oxWrVphWRbnn38+HTt25LTTTmPChAnk5uaq3ClpnxDS/Px88vPzFYG/5JJLePbZZxX5lGtIFEOdALndbjW2TuzYsYPk5GSljObm5tKpUyeqVaumVDWIDTXLlwSZ95JWXh6O6qW/V/4uq+FEAwMDgyONMkO0isKR/varL3x6uKZBgwY0atSIdevWqRCXhJQCgYAiKT6fj+zsbFX9JWoCoEjU6aefzujRoznppJNo3LgxgEool2O63W5F1iSEk5ubWyJFSyrRRo0axXvvvYfH42HEiBHMmDGDjIwMQqEQOTk5JCQkqHwin8+Hx+MhJyeHSCRChw4dqFevHsFgMMZSQJLY9fwsQIXEdGIQD3q4UM8TatSoEf369VOk0uVy0aZNG/r378/zzz+v+i/J6EJ6kpOTCYVCKscJ9i3STrUtHrxeL6mpqWzcuJGuXbtSs2ZNJk2aRI8ePShXrhzlypWLqfDLy8sjGo3yz3/+k9mzZ7N7925FnJYvX86CBQs45ZRT6N69O7Vr1+aWW25h69atak5EGXS73Sr3zuv14vV6ycnJoWrVqtSoUYOVK1eqMKseqhTSKmRLjiXzHolEOP300/nll1/262uNGjUYPHgwK1asIC0tjcaNG5Ofn0/16tUZMmQIZ555plLc9OKOkuJIkSNDsgwMDP5OKPNEqzQgOSqiHkWjUTp06MBTTz1FUlISaWlpSn2RxbBVq1ZUqlSJKlWqUL9+fZKTkwFU+Av2KFoXXngh+fn5PP/887Rs2ZKWLVsC0KNHj5hFMxKJ0K1bN0X8ABXaORCi0Sjly5cnGo0ydOhQhg4dyty5c/n1119VuC8UClGhQgX69euncoTcbjdJSUlEo1Hmz5/Pjz/+SHZ2tkq0FuIiSexCAHw+H9WqVaNatWpKkZJ26FWSOumU/8PhMD179mTQoEEA3HHHHep8N910E0uWLCEQCNCuXTtOPvlkBg0axMUXX0zjxo0ZNmwYzzzzjAq9wj4bBgkxHgjdu3dn5cqVDBkyhOzsbKZPn85pp53GySefzKWXXsquXbsYPHgwgwYN4vbbb6dFixakpKRw+umn891331GrVi1gDxHv2LEjXq+Xf//73wDceuutbN++XSmgtWvXVoqXtFXUPFFSx40bxwsvvEBeXh6jRo3i008/5ZVXXmH48OG0aNGChIQEAoGAqmoUgitJ7dFolCFDhvDVV1/RpUsXHnvsMerWrUuDBg326/sjjzzC/fffT69evSgsLKRVq1Zq3iSkKscuCUpKzOIpWCZkaGBg8HdFmSdapfHt1+fzKQVCksPLlStHKBTi6aefZvTo0fzzn/+kQoUKBINBnnzySWzbZtKkSSp0JeRIwle2bVOlShVq1KjBkiVL6Nu3L59//jmff/45lmVx5plnAqhwXPny5bnvvvvIz89XifWSS1MSlCtXjkGDBpGYmEhiYiKNGjVi9OjR2LZNeno6Xq+XMWPG8OWXX6p8qkgkouwRLr/8ckUYJe9Jcp8ikQjNmjWjatWq1K9fn+uvv56xY8cyduxYZXx59dVX0717dwoLCzn99NNj8q+KUkvq16+vSJrf7yc9PZ3HHnuMa6+9lgYNGjBs2DC2bNnCli1bSElJYeLEiWzdupV77rmHG264gbfeeouzztpTDOZczHX7At2uokqVKowbN4633nqLZcuWYVkWw4YNY/r06UyfPp377ruPaDRKjx49ePzxxwF47LHHmD17NsOHDycpKQmPx8PFF19MZmYmHTp0YOrUqdx2223s3LmT5ORkTjvtNCpXrsxDDz2kFFEJHcu41qpVi+eff55mzZoBexTOOXPmcMMNN7B48WK+/PJLmjZtyquvvsoZZ5xBKBSKW5F46qmnUrduXbp168bWrVtZsmQJl156KZdeeimNGzfmjDPO4N577+WKK66Iee+SJUt49tlncbvdDBgwgCFDhsSM3YFwJAhSSS1cDAwMDE4kHO4WPEcF+rfiIwEJ3QEqtFO5cmUAlStz5pln8tNPPzFmzBiysrJYvnw53377LatXr2bdunUxyeDig9WtWzeaNGlCz549+eqrr3C73ezatYukpCRycnJwu9106NCBJUuWMGHCBB555BGGDRtGs2bNuOWWWzjnnHNo3rw5gUCADz74gHnz5sV4UknIzbZtmjZtyuzZs1m1ahUAM2fO5Morr8Tv9zNmzBjGjx/P3Llzad26NTNnzlR9lZBUIBBg/PjxjB07lvbt29O4cWO8Xi/ff/893bp1Y9WqVVx55ZXMnTuXn376ifT0dABq165Nt27dWLBgAT/++CNVq1alUaNGrFq1itGjR/P+++9jWRa9evUiGAwyZ84chgwZwiuvvEKLFi1i5uGrr74iOTmZatWq8eSTTzJo0CAyMzOBPcSgQYMGuFwusrOzcbvdTJ8+nQ4dOtC1a1ei0Sh33323SuyvUaMGtm2zbds2RWYjkQhvvPEGNWvW5IYbbmD27NmsXLmSqlWr0rFjR9WGDRs20LBhQ3r37s3atWtp3LgxvXv3Zu7cuaxZswbLsqhcuTKrV68mOTmZOnXqcOqppzJv3jyys7M599xz6dKlC1dffbUKI+bl5ZGUlKQKH7Zv306LFi0YN24cq1atom7dutSrVw+v18tTTz3Ftm3bWL58OU2aNGH69OlKbdJz40Thmjhxoprbt99+m61btwJ7FNFrr72W77//noSEBGrVqsXSpUspKCjYb+zfffddFdosbQ8tgShnJVEiDQwMDE4UWGVByne73bbkSxV1Mz5S7ZTwVn5+PqNGjaJt27Z88803fP/992zatAmAJ598koKCAkaPHh3j/l2zZk0yMzPJyspSOUiSqCzO23puEuwJU3bs2JELLriAhx56iJ07d6qcrHLlypGTk0O9evVYtWpVTMm9Hp6TcZHEcqlslLwlqTaU8J/f76dcuXJUrFiRP//8UyWY+/1+srOzGT58OO+99x4+n4/du3er81SqVImMjAzVDvGWkrHv0qULGzZs4PXXX+ess84iIyOD8uXLU6lSJf78809lZZCXl6dULZ/Pp9pnWVaMJ1ZCQgIul4uzzjqLuXPnqv7s2LGDnJyc/a4HObbYU8hYVKxYkRYtWvDdd98p8iCqljPnScKogCJjAmmrnmSvJ++Lx5YePm3WrBnt2rXjjTfeUNWDfr+fcDgcU6FYsWJFLrjgAt566y3C4XCMwayEj532IFKEIfMunm1ybqc6JNei7igvY9ypUyeCwSCzZs1SZNY5nkcDepvz8/N/sU+Q7WusIvZDPBowPloGf1cc62vftu0SSfRlgmi5XC5b8qVKm2iJkpWXl0cgEMDn89GsWTPOPfdcteiuWLGCd999VyVly+ImeV26yqCTicTExP0WLCEVUoGoG37q271IxWI8Z3R9Gxd9LHRLAFmI9ZwpUed0J3iXy0UgECAnJ0e11UkedMVPkuQBzjnnHNLT06levTp33XUXhYWFitjJ+MhxnIn44XBYJYULAdArN+W8sC/ZX9or7RAikpubu5/buVg0yBzoifhOkiJkW0iJvm2Q/Oh2D/pcJCQkEA6HCQQCikT//PPPilzKeWT8YY/SJOfS88vkepDEeemv7tCvk3Y9x0lUTjmXeKa5XC5V/anvdxgIBMjKylLnkjnTdzgobegka28FriFaRwDHerExMDhWONbXfkmJVpkJHeoJuUIKnDf/kuaTFAdZzMVjqrCwkF9//ZU5c+YQDAbVQiWmokIypEpQIItuJBKJsTXQ3yOERUiY9DM/P19ZAUg1oK7ESF/lvIAiC/Iap9GlLNB6xZ6EsIRMCJHLzMxUFhSy8Mp7CgoKCAaDygbA4/HQtm1bYI968+ijj3LhhReqyjWpFhQbCMlJEhImRqfSX+mf9FfmW44HKDVITwZ3Fgno+/yJnYRO3uRaEfIl29eIbxUQM09CsHRCKsUQQsRkjsWbyufzMWfOHDU/YtshSesy55IXJ2RR+qxbfMAewux2u8nNzVXXjk669S2ihLBJX/x+vzK/lSpZ6aNlWWRmZqrrVZQ8sSIpTZJ1pMP+BgYGBscbykwyvP4tvigcyRwtfWHPyclRi5PswydWA7ZtKyf24qoCJWwkrtyWZREMBgFi3NBFKZFNgAsKCtQi7twKRRQbCUnKueX4EooTF3JAKSq6l5O8RsJSQuykb05neqmkFIPQuXPn0qlTJx5++GHy8/PJyMiI2UbH7/crSwgxGBWiJFWQonLJMfV9APX9BeV5eU4nWeFwOGarGYEeihPyJNeKqI1i4CkQIqZvk6P7f+leYvq+l7pKJK/VyYv0XciZrlzqWyAJIZXn5boMhUJKpdKNS+VvUQqFyMpxotGoKqrIyclR10d+fr56na6qyXiUtOLwQNArLeMlvOu7A4DJ0zIwMPj7oMwQLVnkjgZEFRAjT4/HQ3Z2dkwYRQxExTASUKRISuPF0LSo7VOys7OVRYLupq6rEvq+hxJS0kNFsrDLAuYcIzmWbnQq5ETeJ/lRQvBEjbNtW+V26Tlheh6bhK/kXLZtk5SUxPbt25XqI33Kzc0lGAySmJgYQ2D0vf/0bXqEVAmZkVCbtFs3inW73apdoibJ3DmhL/YSJpMtj/RxlLCvVFqKgafu7i+u/7qvlShDuk+WbMOk50/pCqyuWgoJk7Cqrpbpm5EXFBSo4+bl5aktfoSo6YqekDzpj25NImFGCavKvJZGIvyBLByENB8pgmdgYGBQ1lEmQod6aCSeBw8c2dCDnotk2zbBYFAtTLIASHgI9pEZnejINi2y6Mtirod69H4I0RDlQxZ1fR9EeVwWK1350fuv5w3pyowsnLpype+7B/s2FZZjCMHRw00yProv1jfffMM111xDRkYG06ZNU2ErXYnTt/SRBGs9506S0nUio4dm9fnRk771fCkhXkI28vLylLrmDN3qx5PQqu75JW2QkJ5O8PREdoGuvElbhKTKY3pum8yPHEcImvRBxkUnaBKOFWKnj4OEgkUJE6Klq51CsnWyLeMrfZdr4EjBWDYYGBgYFI0yQ7T0fJ3ShjOUo4fKZNHUwzL63oXSTsk9kuRoPfwGexZaPQna2V9dRXImI4vaJc85E6N1oqQvcrKQigIkuVN6tZyuBunKmeRv6YqMHM/lcrFw4UJWrFhBVlaWIgxCeGzbJhAIqFw1fe8+nXA4iYxOBPRcHj0xX8ZRTGYlt0wfB3mPkBi9aMCpnOjXmZDSA0EnS3I9CHErKWHR+6kn6ovSpBdTCNGU+fB6vYRCoZgkfKlslPk+lmTH5F8ZGBw9HOsEcIODR5kgWhCr0sR7DuJ/cy7qJl+cGuYkGXoiuV5eLzlQQqokvBkvNCWKir6w6+fVN2rW26ZXzcmCKcRBlAtRjqR9QoD0fCR9H0HdaV6S4YEYciRqEBBDeCR5WqolBbm5ueo1sr2PZVmK+IiFg1OFORLIycnB6/UqXyqZL0ARDlF3hAjpc6RbNMDBh60kL0zIrs/ni9mMuziiEe+6lvGVcLGEo+X6EhIuClYoFFLkODc3V6mDMldyHgODYwGz8BsYFI8yYe/gdrttSfqVhQaOTJVhUdDPoYdxdMsAIRtSzVVQUKD2LBTSIiTJGe6CfSGwSCQSk+cl59QrBGXR1asPhRgIYZJ8Hl0h03Oo9HCiLMY60ZJjShWerioJORHVS1fvRHnRbQv8fr+qptNDonpy95FQWaTtephSD9nBPrIj4xxPFQOUT1deXp6qrhRSWhzkXFLVKAQnHnEuCvIaIdySwyZKqISQExISFFnWc7Ckz3q+mxy3ND8nhwvn2IhKtzdR39g7GBgYHLewS2jvUCYzUnU1wpmz5fw5FOhERUiJLHRCrmThkgVNEpWlokuSpGWhlUR2IU9yHN2yQBKbRZXSQ17OfQJhX7m/JItLIrvkVYmNgF6pp+dzSf6S7h2l2wcAqpJO+iiv0Y8n1gWyp59lWcoEVVzmReEJBoOKhBwJ6GTU4/Fwyy23xIyPkC/Ys62NkE6nqafHs2dD7ZycnJik85Iob6IeATRu3DjmmikpdDVU2uPz+WjevDldunRRx5TcK/G50vugV5AmJCQoUnYsE8sP5bNocroMDI4O9DWhrP78HVAmiJZOqvRFQ09ML+rmfCg3eVnw5PhCNuRY+fn5tGjRQiWR66G3xMRElZclSoeQESFO4nouflBSpShJ23q+l67GiEpWVO6QqDmST6Y7ies5W7ZtKyIoNhUScrvyyiu58cYbY9QpUVIAFVbU50SInl4xKVsWSQK8VN/pIcYjCdu2GTVqFNOnT1eKkE4Qq1atyv33389FF12kiJcQWgmTBgIBAoEALpeL1q1b06JFiyIrRuMhEAgwatQodewKFSoolawk0PPWhGBfeOGFzJkzh2g0SrVq1WjVqhWhUEi1W+ZUro9gMIjH46F27drUrl07xqD2aONwCJOpOvx74lgv6n+3H4OygTJxtyvqgtAXJueFU9QFVdzNX69u1I+jV4FZlkWdOnWoXbt2jMokBKigoIB+/fpRrlw5VW2okxIhagUFBYqUSVm+qD6WZdG/f39atGihCIDuW6W3BfYoU+LJ5YSE/kTt0t3TJRQoCtygQYP44YcfYpLYpf2iGkFspZ1OwvTcqPPOO486deoocihkDlDeT0cCMr+pqamkpaXx22+/ASi/svz8fMqXL8/o0aO5/fbbadSoEUlJSTGu93pIVNrYoUMHVq9eXaLiC91oVceFF15YotAjxBZ8SGiwVq1ahEIhpZJeeuml7Ny5U5nYCoG2bVuRrvz8fMaMGcN5551HNBqN2eqnrMPc+EsPx3pBNwu/gUHRKBNEK14eh/67uDBiSY7nfK0QBlnI9HBeNBrlwgsv5Pfff49ZhCVZvWPHjirHJxQKKQVH/4Yui2Jubi6hUIikpCRFgjweD+np6TRp0oQFCxaoijJZNOV1tm2r/yX5WldfnCqGnFPf6Fq/sQ0ePJhdu3aRkZGhtrARcgb7QqROU1R5XsZPKgpPOukktZnx6NGjlZmreDYdqWR4UfCuu+46nnrqKUUShfx4PB7GjRvH1KlTFWGVTahl/kSZlET2Zs2asXHjxhKTFEn4HzVqFK+//jrRaFRtsl1S6Lllonr27t2bKVOmYFkWVapUoXz58qxfv16pV7riKtdE7dq1CQaDBINB1q5dG7Mv49GGWUQNDAwMDowyQbRgf1JVFNlywpmzJTd9Z+6IviDEC1EKcQkGgzRo0ID169erBGjYR7QGDx7MJ598oswh9YpE27ZVBZllWSqPRt970Ov1MmLECB577DEsa99WLpZlqTCUXlWol/gLWRDypW907IQkXVuWRbNmzahbty6fffYZQ4YM4Z133qFNmzYqgV3CkELSZFEXAinhRdu2VfVfJBIhHA7ToEEDqlWrRlZWlmqTkIkjgUgkQp06dYhGo6xatUqFL6XNLVu2xO/3s2TJEsaPH8/TTz8dE/oU6PlcXbp0YerUqSUOuUUiEdLT0ylfvjy//vorLpeL2267jY8//rjY9+nXhYQKRV3r0KEDLVu2ZN26dUQiEcaNG8fzzz8f161d31ro2muvZfLkyUyePBngoHPFjiXkiwAYZ3gDA4O/D8oM0RI4vxkXte+h/vqD/VZt2/sq+nSC5vV6qVKlCitXrsTn81GvXr0Yg8u0tDSWLFmiKs+kok93fpcEZX0hSUhIUGHEs846i4ULF5Kdna1yt6SSUJzmdWNM+fvss8/G7/fj9/vxer106tSJmjVrAuyX0xWP5Dz66KMMHDiQH3/8kW3btvHHH3/QpUsXWrRoQSQSoW3bttx9991Uq1Ztv+R4qSyU43br1o1Zs2ZhWRaDBg3i7bffVrlaVapU4dRTT1Xjqhtx6r/dbjetW7emdevW3HbbbaSmpqrnRZEbNWoUXq+XK6+8kmeffVaNMezblPu6667jySef5IYbbuDVV19lx44d+10vogRWrVqVatWqqW2C9OR0CTF6PB6aN28eQ9RdLhfjx4/njTfeoEmTJgwaNIjPPvtMKXrFjbtAji3juHDhQvx+P127dqVhw4b4/X7Wr19PQkICTZs2xe/3U6dOHWDPZyAtLY2HH36Yc845h1GjRjFq1Ch69+6tCOTRwIHyIQ+3SMXAwMDgRESZ8dGC2K1XnN949Zt3vJwsJ8kqjnTpnkUul4vU1FSaN2/O3Llz6dmzJ5988gm2bSubA9vek6zeu3dv3n33XRVmdLvdVKxYkV27dsUkYMsC7na76dKlC40aNSI5OZmff/6ZCRMmMGXKFE499VQWL16s+inKUmFhIaeccgqLFi1SlgZut5tPPvlEKR3jx4/nrbfeIisrK2bPPfFdCgaD9OzZk+nTpxOJRLj++uu5/vrrVf/LlSvHmDFjmD9/PosWLaJ79+40atSIwsJCRVSkL7a9J+G/WrVqPPbYYyxZsoQ+ffrwv//9j3A4THp6OitXriQajVKhQgXGjh3Lzp072b59O+vWrVN2GEIGZFxuv/12fv/9dwAmT57MxRdfzFtvvUVqaiq///67mr8WLVpQsWJF1q5dS8+ePUlLS+ONN96gQoUKnHTSSSxYsIABAwbw7rvvsmzZMjVG+obLSUlJAPz3v/8lEonw+uuvK1Ldr18/KlasyJdffsm2bds45ZRT+PXXX0lISMDlctGoUSN2797N6aefzrx58/jmm2/45z//ybBhw5TSJ+FSIRnt27endu3abN26lS1btrBp0yays7NjrsHc3FzGjh1LOBxmyJAhzJkzhyFDhpCUlES/fv147733iEQizJ07l99//51q1aoBMGDAAABWrVpFdnZ2DFE8WtBDygd6TUnzJw0MDAxOVJQpRaskN+J4hOpg80NEgfL5fLRv355x48ZRr149/vnPf9KwYUO2bNmCbdts27aNQCBA//79adCgAYFAgM2bN8fYNPTp04fU1FSltqSkpFCnTh1lONmzZ0927txJcnIymZmZTJs2jf/7v/9jyZIlKtcLUFWCtm3TvXt33G43iYmJ+Hw+GjVqRLVq1UhLSyMtLY2srCw2bNhAXl4eI0aMwOfzEQwGueuuu6hQoQJ33303eXl5NGrUiDZt2vDjjz9y/vnnk5mZyTfffLPfePTt2xeXy8UjjzwSQxhEkXK73WRnZ/Pggw/SvHlzJkyYwHPPPUeNGjWYNm2aIpbXXnstb775JuFwmE2bNql8KtiTUC4GqQ8++CBTpkzh/fff5/3332fQoEFs27aNm2++WeVN5eXl0aBBA15++WWqV6/ObbfdxsiRI5kyZQoPPvggwWCQ888/n7lz5/Lpp5/yxx9/KMNU2XBZSN3u3bvZvXs3t99+O6tXr+aXX37h5ptvpkePHrzxxhvMmjWLESNGANCkSRNWrFhBSkoKt99+O6mpqfTs2ZOPPvqI//3vf3Tr1o2XXnpJqYhCssTJ3eVysXPnTn7//Xd+/vln1q5dy86dO5WCFgwGVVEE7Ml5a9q0Keeddx4//PADU6ZMYfv27aSmprJq1Souv/xymjZtypo1a9i2bRtLlixhyZIl5ObmqqT5o5WndTDKscnZMjAwMNiDMqVoHU2IjUGfPn245557yMnJoXz58qSnp5OdnU3FihXxer3ceeedPPjgg+zatYudO3cq36JgMEhOTg6nnHIKr7/+On6/n8aNG9OmTRsaNWrEAw88QNOmTVm5ciWRSITt27dTv359PvnkEwBl9imkT0xQk5KSqFy5Mj6fjxYtWjB//nwuuugi7rvvPrZv3061atVo2LAhqampeL1eVd4/atQocnJy6NGjB0uWLGH37t1UrFiRXr16EQqFmDFjBvPnz2fYsGEq7Ne2bVvKlSu339hIpaSEU/Pz88nNzWXZsmUUFhby5ZdfUlhYyBVXXMHixYtp1aoVjz/+OJ06dWLJkiW8/PLLyjBVXNslf+vcc8/ll19+Yfny5dx+++3AngrC77//ng4dOtCgQQPWrVvHrbfeykcffUT79u259NJLqVy5Mh07duS2226jdu3a/PXXX6SkpLBt2zZ27txJSkoKu3btUkqU5JaJ0gfQtm1bnn76aXbu3MkjjzxCKBQiPz+fVq1acfXVVxMMBmnYsCFXX301K1euJCcnh/nz55Odna3G7PTTT6dBgwY0b95ckTHxSxNVc9myZTGqj2wALR5YwWCQtLQ0Vq5cud/Y5+bmcvvttzN8+HAikQizZ88mKyuL5ORkZs+eHWPLoXuhlSaKUo3154p63vkaAwMDg78byhTRcrlcJU6SLe7mfyBIFV+5cuVU9aBlWdSsWZNVq1YRCAS45ZZb+Oqrr1i4cCEbNmygTZs2LF68WIWmZCuUxMRErr32WgC++OIL5s+fz4ABAxg4cCCfffYZN9xwAzNnzuTZZ58lGAyye/duRWCEtInzusfjISUlherVq3PdddfxxBNPKIWnadOmwB5l6N577+Waa65h5syZBAIBrr76apYtW0ZqaipNmjShQYMGlC9fnnbt2tGwYUMmTpzIr7/+CkDNmjVJT0/n/fffZ8CAAVx44YVKrXG73fvZSEjSf0FBAU2aNGH27NlKpZo4cSJLly4lJSWFW265BY/Hww8//KAKAmRvvvz8fJWHVrNmTZo0aUJCQgIbNmxg+vTpVKlSBY/Hw/r169m5cycPP/wwTz31FJUrV2bx4sXk5ORQUFDAbbfdxsqVK9X5x40bR58+fVi0aBG///67Kh4Qh3hx2Zck9Hr16rFmzRoAFab1+Xx8+umnJCYmkpWVxfXXX49t2+zYsYPvvvuO/Px8fvrpJ3UMIYcZGRmMGDFC5ehJwrvk3OmeaEKGpRI0Pz+fpUuXKkXszjvvxOVykZWVtR/x/fDDDxW5WrZsGRC7KbR4l5VW6NBZ6Quxn7mShBDjwSheBgYGfxeUiS14PB6PLRV3smgVRbgkj0v/X1CS3BHYl5AdDAZ59NFHeeaZZ5Ry07RpU6ZMmULr1q1Zv349EydOZPbs2fz4449kZmayZcuWmMVcN4wMhUJUqFCBKlWqsGHDBqLRKPXr1+fPP/9ULu56ArazL263m0AgwB133MGdd95JOBxWuUSSeH3BBRdQvnx5vvvuOzZt2sTAgQN57bXXsCxLqWxi3XDaaacxf/58RQrz8/Px+/20bt2alJQUVq5cyV9//UWvXr0AmD9/Pn/99RcAO3bsUPlZQrROOeUU1q5dy+7du/H7/SocJspc9erVqVOnDn/88Qe7du1SY2rbsV5cEm4T6NvS6JWX99xzD3/++SdPPfWUUsRknPRqS30fSWmPbNYsxDgUClGlShW1ObOEFfW9LPW9EPUqQf1cQnpycnKoVq0au3btigmn6dWe+mbguoN/Xl4eCQkJMZuEw759GqWiUsKfuool168k1sv7Dqfy8ECfm8P5UlMc0SooKDBb8BwhlIX7uIHBoeB4VrztEm7BU6aI1oFIFsTfpPdg+6B7UzVo0ICqVasyd+5clWclCeXZ2dkqDyYUCqmFU2wa9IVffut7FeqPyVY1Ynoqi6O+wMuCJ5WLupeSVM7J4qwvtpZlqW1wdAsLeV4WcCEr8n59ixdpg25n4SQCXbp04ZdffokhWjJmEgoVJSspKYlwOByzYbaodvr8ireVtEWe83g81KlThw0bNqg9IKWt0mex0BCPMd3zS/7WHxNiJWMqIUW98CEQCBAOh2M2x9avFyGPunrmHDfneYWoSdvlb7/fr5z7Rc3VibhsmB2JREhOTlZjoG9Ers/3oaAkJEpe49xT0/n3wcAQrSOLsnAfNzA4WBzPJAtOAKJV1OJxJIiWvEc8rqSEX8JkUmUoBEC3JBDEU6e0/ijykZCQoIiCHFM3r4TYSkX5W8JDesUe7DO+FIIhhE/2v9OVGN2PSdqrm2bqKkgkEiEQCAAoYih+VaKciOrk8/mUEqT3Vfy3fD6fIl66ear4culkSsiCHN/pg+Z2u/fbQFnvh1wvcg55Xg8Zynv1jcDFxFTUJ2l3Tk6OqvTUN+SWY0iVoZBI/dqRPjgVV6fipFdz6ia0ujooc6ITbHlcqkv1cdWrD+XLgE4Gj+UNzXluuS7D4bAhWkcIZeE+fiLgeF/4DY4ujiui5Xa77cTExAMSLVFiDhey6DpDOfrxhbDIgi4Lt0BIg6MfquRf8rdk42IxB5V+RSIR/H6/UpziETc5t64o6AtqXl6e2nxYf05+CwHQ90SURVpeJ4u+tAlQoULnmMlvISiwz89Kt+bQiVZJ50MnmkIE5TooDjop0201iiLIpQl9LIX46rlZentlTpxk7nCh+7rJPDt3CTgW0FVGuZby8/MN0TIwMDhuUVKiVabsHeJtNCthlZJsQlvSxURf/MT9XUJbsghIWE+O6SRZ8VQ1PRSnH08nafI+vSJPtpOJR6yEvOltFiInao/TfFUInYTs9Dbr9g36mAm50RUx/cfZd2mHkCmdiEloraTQlSUhbnqIrzjIeXTVRtQl2bS7tOEkemJEKyqhhAuFXMl7pFjgSLVBlNjSgvNaKOrxol4nONakz8DAwOBookwQLSe5cYZf5DUlSdqNRw6KgoS6JPQG8cleUe3VSY8z5HUg6DlbsgWPVOuJ2gX7bCgkwVvaJ+eS5HJZ6OMpbWUZej90FUg3HC0OEg50/sh4HO2tXsR2QcLQ4XA4phJRQqV6CPZIQM+xk+MD++XEHS7iff5KSpwO5rNpYGBgcKKgzKzIogIVlQx/uEm/OuKFxoD9woMlxaEsHmKsadu2Sr4WciVJ2xJ+lAo1UbSESMn7neN1PBEtgZ5XJqpcSbaWsSxLjYPYSBws6T1c6GFfj8eD1+tVqhzs2+PSsvZUEEqxw5GEKHcSLpTcwCNJvIsjVM7njGplYGBgsAdlZkUWwuAkDXp5vJ7HU9QCKotscTd6CU+JQiSK0qFCb9OBzi2QvRJhzxYxQhh0iwHY49cllWnSdl0F0hU1ISknwoa9Xq+3RGqP5GOJJYO+P6RzD8jSgsyFhHLF9sLtdiu3egnnwp45FTXzSJEgUUFlPCTcHO8LRWnjcFQvAwMDgxMNZYJoST7Rgb59O2/WJVEs4r2msLCQYDCoEodzc3OV7UJJF77DXUwkMd22bbVnna7YSf6TTj6j0ShJSUlKdZPcNWf/jieiJeqOhEd1h/WSQEKHQq70XDPJNzsakKKK1NRURo4cqaorc3Jy8Hg81KpVi4EDBwKoKtSi1NtDgeR8ATHKZ2Ji4hE5fknbALHWFs58wJJ8ETIwMDA4kVBmnOH1/CvdAsB50y7qvYKSqkk5OTlKRRJHb0nALklYJ14yuSR169YNRUGvEqxcuTKZmZmqj+JF5ff7Y3K1ZM/BhIQElWCt2xPoStfxAlFcZB70sU9MTCwRUXIaj0qulxz3aCA/P58KFSpw2WWX0aRJE15//XVCoZCyEenTpw/vvPOOsoWQXKqSVFaWBHIMCVlKrhvsU3BLEyVRDk1uloHBHkyYMOFYN+GEwPEyjmWCaMW7AR/MdjzFId4iJguzXpWWnZ1NYmKievxA7Y2nrh0MJE+sRYsW1KxZkxkzZqjKwkgkotzdYZ+/EkClSpWoXr06q1evVhWHThJaEqJXVhAMBnn66adZsWIF//nPf2L2JszNzVWEqThICC49PR2Px8Py5csVwTpapFO2Ynr22We5+uqrCYVCKjerS5cuLFiwgK1bt5KYmKhUO8lFO1L2DhdccAE+n48pU6YA+6o5dUPYw0FR172uUhVF/EVtNGSr7OJ4WbQMDI43lAmiJSjuRn4glOQ1um2CLHiyIIjnVUm++evnEgVLX8hK0hY510UXXcRDDz2kNhsOhUL7mUyKcuV2u7nppptYtmwZmZmZ7Nq1S4WmZJziuXeXZQwcOJBbbrmF6667DkB5i1mWpTzCikNRJB32ETCdwOp2ELp1iCiIuvO/zEFhYSGJiYnKlFUKN3QX+OHDh/PZZ5/RsGFDfvvtNxXCTE5OpkGDBvz3v/9VeXnSBrfbTZ06dVi3bp0iKVKNqJvQOiEKlV68kZKSwrnnnssLL7wQk3wv/dIhKltBQYGyNynJNaursCWFTnQPVnk2KBkMQTIwKNsoEzEm/aarq1iHky91IITDYfUNu3HjxgwYMCBuvtOBzidO4+KQHg+SlK07gUv+UEZGhmqLhM9093apxExISODuu+/mqaee4ptvvuHCCy9UyfR6LpIszBJCk0o4ObaoKDqB1dUHZ/6MPK4nluuvE8KhP6eHVSVBXMiJtMG2bcaNG8ePP/7Izp078fv9MV5kEOsjpo+tk9SKRcaoUaP4888/Y8ZebDRkSx3dg0xy4ERBlPCsECLJH9M3/XZ6rlmWRdu2bYlGoyxZsoSuXbsyc+ZMKlasCMBFF13E+++/r6pMvV6vIuZVqlThzjvvpGrVqkrBlW13ZC6FCMremvn5+aqiULZcsiyLyy67jIcffphffvklZiso2UZIH399PKU/JcGBQvfxnncWuJj8LAMDg78bygTR0vOKnNvGyPMHev/BECRRj2TBPvXUU7nuuuuUanTxxRdz0kkn7bdtipAeOZYoFr1791Z75TnJSrxFTEiR1+vl5ZdfJjs7m2AwqBKkdXIjC+vdd9/NE088wa5du+jcuTOzZs1Sqk84HFZJz2ILISpdNBpV4VDZBkhc6nVSprdV/19UP6/XqyoehZAKYdCJnl7pJopLq1ataNGiBSeffLKqyOvYsSNZWVksWbKEG2+8kVdeeUUZbso4FhQUEA6H1dhI2yS0CPs2qU5NTVXn020e4l0rQrREoQkGg1xxxRU88MAD1K9fH9gT2pVNqYWsAmoMXS4XgUCAQCDAxRdfzJtvvsngwYN58cUXCQaDap4WLlyoyJ+0Jy8vD5/Px4YNGxg+fDh//fWXKsTIy8tTapoobTJ/smE4oDYItyyLOnXq4Ha7Wb58ueqfTs6ctikSIod9xrkHgyNRoWtgYGDwd0GZIFpFVV8dTH5NSb8l27atNg4W9ahOnTosWrQIt9tN06ZNOfvss1m/fn0M8RC/K32RiEajXHLJJXzxxRcEg8GYduthynh5V4Lt27fj8XjUxsiS0C1wu93079+fn3/+mXXr1pGcnExKSgorVqyIyTU755xzuPDCCznppJP4+OOPqVmzpiJsEhoShURCS0JeBKeccgqVKlXCsiyqVq3K6aefrsKS+kbKbreb5s2bx6haOiHR3c6HDh1K9+7d6dSpE506daJcuXL4/X4GDBjAO++8Q9euXdm0aRM//fRTDImSqkyv10ubNm24/vrr1fkKCgoUISsoKMDr9SrlqH///lx66aXUrFkTj8dDcnIyoVBIKXlO1KxZk3HjxvHFF1/w2muv8eijjwKQlpZGr169VHsCgQA+n48ePXqocQyFQlx22WW89957nHfeeXz++eds2bKF1atXU7lyZRo3bsy8efMIBAI0b95ckYwhQ4ZQs2ZN5Y+mK53iHeZ2u+nSpQvnnHMOt9xyC//4xz9UcYCMgRDFwYMH8/rrr5OUlKTUPVEORY2TORESVqlSJcqXL08oFIohrgfCoZIkQ64MDAz+rjggk7Es60XLsv6yLOt37bGKlmV9YVnWir2/K+x93LIs63HLslZalrXIsqxWB9OYeGSpNJKZQ6FQTBJ5jRo12LZtG2eccQb169dnx44dZGVlKYIkyo1OpmDPYlitWjWysrLIyspSOTZCRvQkYVEkPB4Pfr+f1NRUWrWKHR5RMHR4vV7+8Y9/8MYbb1CpUiUuu+wy/ve//3HrrbcqspGQkMCXX35JmzZtuOSSS1i7di3bt29X4S1ZnCX3B/Y5zssYBINBxowZw19//QXAX3/9xamnnkrdunW54447uOWWWwgEAtSvX59//etfKgwnYUlRUoQ4FBQUMGrUKCzLYtKkSaxevZrVq1fTrl07zj33XL7++mvatm2LZVm8/vrrarEXEiGE8I477uDee+9l0aJFtGjRgttvv52OHTuSlJSEbdvUqlWLvn370rZtW3799Ve6d+9O9+7d2bx5M36/n4kTJ6p8PFH4ZF6d5H748OHcddddVKpUieuuu44PPviAwsJCOnfuzMiRI7njjjuoXbs2Z599NvXr16d+/fp07NiRunXr8sknn7Bx40aSkpLo0qULL7/8MqmpqTRq1IjCwkKGDx9Os2bNuO+++5g/f35MiLN69eqKiIjid/nll+Pz+fD5fDz++OP8/PPPMflmSUlJBAIB2rdvr8LPoVCIpKQkatasyYMPPkjPnj1JT0+nQ4cORCIRkpOTGTVqFBMnTqRly5YqP0v3+IqHkqpQ+mvKknJ1NO9hBgYGBk6UJBn+ZeBJ4H/aYzcDX9m2fb9lWTfv/f9fwDlAw70/7YBn9v4+ZJSk8vBgcz4knBKJRGjfvj1z5syhfPnypKSksGTJEurXr4/b7WbUqFFEIhHefPNNEhISyMnJUaGl7du307JlS3766ScVTissLKRcuXLKhkEnapIjVFhYyDXXXEMgEGDgwIG0aNGiyGRky7KoV68emzZtokqVKlx++eW8+OKLKknc7/dTs2ZNVq1axfXXX096ejqzZ8/mjTfeIBKJMGHCBB544AFq1KhBUlISS5cuVQqUTsAAhg0bxjvvvKNyzapUqUIgEOCBBx7gtttuo2HDhlxyySVccMEFDBo0iJycHNVOWfyFdOXl5dGkSROaNWvGNddcQ7Vq1ZSH1IgRIxg/fjzbtm0jJydHKTGtW7emU6dOpKenc9ddd7F582YmTZpEjRo1GDhwIFWrVmXs2LHccccd1K1bl//85z8sXbqU6tWrM3fuXEXURKULBoPcdtttvPXWW8oKQ6wxZGwrV67MsGHDuP/+++Mm3RcWFtKlSxdGjx7NnDlz+OWXXwDo0aMHjRo1AmDu3Ll8+OGHFBQUMG7cOL777jv8fj/Lli1j0qRJyqPtP//5D2+88QaXXXYZmzdvZujQocyePZtOnTpxwQUXMHHiRDp37kz16tWZOnUqwWCQ3bt3A3vIl5jZyh6Kubm5tG/fnlmzZnHXXXfRsGFDbNtm/PjxBAIBtm7dysiRI1UF4mWXXUZqaioPP/ywsp7QVVeIH+Y+mJC8fg3reXrxjnGUSdjLHMN7mIGBwd8bByRatm1/a1lWmuPh3kDnvX+/Asxkz02qN/A/e88d90fLslIsy0q1bXtzcedwJlmXNkR58fl89OrViwcffJD8/HzC4TDDhw/n66+/ZsSIEdSuXZuTTz4Z27apU6cOa9euZceOHQBMnz6dbt26cf/99xONRunduzeffvop5557Lhs2bOC3335T+VKWZdGxY0c2bdpE165d2b59Ox9++CEnnXSSqgyTHDDZFw/2basieO2118jOzqZly5ZUq1aNoUOHUqtWLf78809+/fVXGjduzHPPPQdAcnIy7du35/LLLycnJ4fu3btzxRVX4Pf7ycnJUeElGfdWrVoxefJkGjRoQPfu3alSpQrNmjXj6quvpk2bNlx++eWMHz8en8/HZZddxtKlS/n8889jrCfkWB6Ph7PPPptXXnmFSpUqcdNNN/HXX38xY8YMCgoKaNKkCfPnz+fzzz/njjvuoKCggLfeeov27duzceNGtm7dCqDMP8PhMA8++CCPP/44nTt3pk6dOirx/PLLL8ftdrN+/Xry8vIYM2YMffv2pXv37oRCIebNm6dyzARStXfttdcyadIk/H4/gwcPpkGDBrRo0YIuXbrwww8/7HfdtG3blrfeeoshQ4bw008/AbBx40aVcJ+WlsYzzzzDAw88wMyZMxWxKywsZMSIEdx4441s2rSJaDRKixYtWLJkCS+//DJpaWmcfvrpvPDCC1SrVo3CwkK+++47br/9dgB++OGHmN0RPB4PPp8Pj8fDp59+ytNPP004HGbChAlcd911nHXWWWRmZvLJJ58ogrZ582ZOPvlk5s2bp/ZcFCsNPe/rYOEkV/FIl+6FdyxwNO5hBgYGBkXhUO0dqmk3ni1Atb1/1wQ2aK/7c+9j+92kLMsaCYzc+/d+vlkH46F1sARNFr/WrVuze/fuGPPSqlWrUr16dQC+/vpr3n//fX777TeaNm3KsGHDuPbaawHo1q0bnTp1olKlSmzatIlGjRqRlZVF165dueaaa+jTpw8ul4upU6eSnp7OueeeyyOPPEK7du0YO3Ys6enpfPHFFyr8JsnmUpkG+5Sijh07YlkWzz77rOrDSy+9xK+//sro0aOZO3cuixcv5qSTTqJLly7Mnj2bnJwc3nvvPT7//HN27dpF7dq1ycvLU5sdS4Ud7FEyAoEAQ4cOZf369VStWpX/+7//4//+7/+46667eO6553jooYdITEzkySefpE6dOvTv35+vvvoqJhleCgJcLpdSbZYvX87LL78MoEKvs2fPZsGCBbhcLh599FEikQihUIjVq1czY8YMFfJ89tlnOe+88/jqq694/fXX6dmzJy+99BJff/015cqVo1mzZgwcOJBvvvmGtWvXqhyszz77jEmTJnH11Ver8RJVSLbFkS16hg4dCsDo0aN57LHHePfddxk8eDDp6ekMHz6caDTKokWLVBWhoF+/flx44YUqXGxZFp9++int2rVjxYoVLFu2DNhD6rp27cqyZctYsGCBUnhuv/12pb5NmDBBzXVmZiZNmzbF4/Fw//33M2rUKMqXL8/OnTvVdRuNRsnLy6N///7MnTtXFSn88MMPKjF/y5Ytam6j0SgzZ85k1qxZ5OXlxVhUAKroIp6i5SRJRSlUopQ6t5By/i/KYRkIKx7Re5iBgYFBUbBK6D+VBnxs2/bJe//PsG07RXt+l23bFSzL+hi437bt7/Y+/hXwL9u2fy7u+G6329ZzdODgt5E5GKIlr23SpAlbtmxh586diuz079+fpk2bsm3bNn7//Xdmz55NNBrl4Ycf5pFHHmH9+vXAniTvP//8k4ULF7J582YSExO57bbbmDZtGvPmzcPn89GpUyfC4TCDBg3ixhtvJCkpiZtvvplJkyYpUvfbb7+psGNBQYHycoJ928ukpqaybds25fhdrlw5mjZtqojWrFmz+P3338nPz8fr9SqiInC5XErJEudwXYVyu93UqlWL7du3Ew6HVe6XJL9L4rXkJG3dupVvv/2WgoICFZaTMKmuyAUCAXJzc1V/JB9Ikt5lD0chGbrFhMfjibGnkDCnvu2Q7ouVl5enlJnx48fzyiuvsHbt2hjVLhqNKv8o8VJLSkrC5XJx/fXXM2HCBAoLC0lKSqJly5YsWLBAeVlFo1FCoZBqp1yjMj7SvyuuuIKsrCzee+89pRyNHz+eSZMm7bfbgT7+Ujnao0cPLMtixowZALRr146srCwWLlwYQ5B9Ph933nknc+bMYdq0aUdECdbJ1KG+p6QEam8u3i+2bZ92kM08JJT2PcyyrGPmWWF8tAz+rjjW175t2yW64R2qorVV5HTLslKBv/Y+vhGorb2u1t7HDhpFJcEXRcAOZpGQYy9ZskSRBClzf++992jcuDHBYJB58+bhcrnIzc3lgQceUCpBJBKhXr16vPbaa2rbHjnOokWLlMXB999/z6hRo5g8eTJ5eXlEo1F+/PFH8vLyyMjIYNu2bcC+xHQxTZU2er1eotEomzZtUmQpEomQk5PD3LlzAXj88cdjVLCixkxyqnRyIigsLGTdunX7jaVepWdZFmvWrGHNmjUx75VjSUK8Hn4KhUJxj6dXcIoS4gw56Yat8j55vZ5PJX+73W46duwIwLRp09i8eXPMNSQkTo4rXlg7d+7k7LPP5uuvv1ZJ+NnZ2Xz33Xcxm49Lu5zhNfHZcl6Xevh3+vTpRZIs6Z/f76dRo0a0bt2ae+65R/W9XLlyrFq1SlWmCtxuNz169ODNN98s8bZRB8LR9LcqA4pWqd/DDAwMDODQ7R2mApft/fsy4CPt8Uv3Vu60B3YfTG6D2Dw4N1LWf5yLgV7Z58wXKarySa8ElOdlkc3Pz2fRokX8+OOPqgLO4/Hw559/qjb4/X6qV6+uyJMoQpKEDijiJMpTJBJRifW7du1SaodONETBktCOvm2J7jEl46CTDlnY4+XZnMgGkaIqAcycOZNVq1axevVqFcYsiRmnhPpkTvRx16+5oki+Xm2Zl5e3n20GHNio0+PxcOmll/LQQw+p8Kv0a+fOnQCqCtG2bfLy8rj++uv59ddfj/h+jsV9dkqKA/W3DKBU7mEGBgYGThxQ0bIs6032JI1WtizrT+Au4H7gHcuyhgHrgAv3vvwT4FxgJRACLj+cxjkdpeXmH8/UVMeBbvDO54sKf8gi68wBKywsZNq0aSpMl5eXx6pVq1QYSRb37t27M3nyZBUSFLduCQEeCorKkTlQH09UCCEVbNq0Sbm6Q6wyVhQ2bNhAbm6umjfd160ojzfn+ErF5XvvvUdGRoYKu+bm5rJ06dJiz+9yuTjttNN4++23Y8K6qamprFixQvVPcvgknPrVV18pR/sjiXjXvOBQwovHGsfyHmZgYGBQkqrDgUU8dVac19rAmMNtVDzEWyyLC8eUlJAU9379GPqxCgsL+eijj9Tzkk+kv862bUKhEMuXL1f2DaJSBIPBw1ocj6dFrrThzNWShHdxtRfFsTiId5W++XK8qjk5n/x2zkNBQQHZ2dkq5Ct5Y/GMUp3o0KEDTz75pLKdgD3+Wr/99ptqo57Iv3v3bvx+P/n5+XHDwYeLeF9GjuR1d7Q2+4aycw8zMDD4e6JMbSrtRLzKJefeaVD0IlDUwqCTpoMJj+jH0xc3IVEJCQnK4R3g448/VtWEsCdZ+mBCWgYHhoy9E1JdpyevFwdJ1HeipATDsixl4qrngUkbS3qdjRgxgtWrVwPw5ZdfYu11vxefsry8PJW/Jx5tOkE8HBxIxTqSONhiFwMDA4PjFWViCx6Bnm/jhL4XYrzXFLcYHGy+SbwKKmcemFgVSOgqGo3GqFSicslehfpWLkfz2/yJDp1o6Sqk5LmV1PBW5ksPURf12niQjcGF3MkxJPfvQMjNzaVbt24AyhRXnNvF1kE/t5xHrrEjgaL6dihK1uHmeBkYGBicKCiTila8Ki4dR/Lb8IHCjkV9y5cqPiFRtm0rewWpOhSrBj1ZWoiiCf8dGcSbHwkdSkjwQOqhbinhPJ4YzuqIN3dSESpb+4iSJn8XpzhFIhFeffVVWrZsqZzcpSJVhxwrGo0qiwrJRTvS11O8LxmGOBkYGBwOjrUdw7FCmSFauiqhVxwKiiJX8aoQD3dBiPd+Z7hRz4kRRUt/ndgCOEM8ulWBwZGBXANyDckYC9k9UFhNbClkiyRnOLIk4UOpWJT5luvQ5/MpP7Ci4Ha7yczMZObMmeq8omJJKDoeWZQvJHpeoOSoyft1j7J4fdEtNgYOHMi0adOoXr06y5cvV0ROjiuKc3FfhOLls8Vrt4FBWcHfdfE3OHookWFpacPtdtuBQCDmhq7DSZ4Ots0HWykVbzFyvl/CUnremE6qZPHKz88nEAiQl5enFsEjnVhcliAWFfqYyaIvZEYeh33jCPs8ueLZeDjfoz+mq4/iKaWrh2LboberoKBA5TZJkvngwYN57rnnYo4hJEU/j6hf4n+mG5fKMaWtupqlv0+S9XX1TUxcAbURtk5upE2AInD6eOjXllQvSghPrkcxxk1JSQEgMzMTt9tN37592bhxI1dddRV33XUX69atUxWyeg5YUXYpRT0XD0K0wuHwUTMsLW1Yx9Cw1MDgRMGRXBePhphhl9CwtMx8tZRFxGnfAPsGTB7XfX6cP/Hg9PSJR5z0b/1i0SALk77Qwb7Nd8XV3OVyqQXU5/OpMKEskuKrpG8yLZBzSBudSpm0Vf7WSZreX13xEFIgpEZf0HXSYNs2Z599NsnJyfu1RR8f3UIhHkks7oKWMJdt2yqUKoqP2+2mV69eimwVFhby73//m3PPPTemnTpxSkhIUG0Q5Un+l9BdYWEhPp9PJbhHIpGYbY3EC02MSPPy8ujRo4fySpP2CYmSv3WXeSGU4hwvrwmHw/j9/pjXyZiKKa58qdA34pbry+v1EgwGlUO/tCEvLw/btklMTMTn8ymLEDm3c068Xq8y0pVkemmzbJC+e/duVQV70kknsXr1ar788kvWrVunvvSILYnz8xXvnM48xuKuCQOD4wH6NW1+Sv/nREWZIFqSvKyTDJ2M6NWHukrhTIzXiUFR4T9Z1PVv+wCdOnVSSpQswk51TVQEXcHQVRghVR6Ph0AgoBSOQCCg2ieVY7Joi8ojqljLli3x+Xz7VSYKEdRDQTph0p3IfT4fV111FfXq1VPEVfY5lDGT4zRt2hSfz8fYsWOVgiPjkJCQoFzzvV7vflYKcn6ddJQvX14l/jshYyQEIy0tjXbt2gF7iIHP52PmzJmkpKTEtENIop6bJHMnRMrv98fs4VdYWEg4HFaEQ69CFOIj5Mvj8dC6dWu++eYbRdyAGAVM5kdUJLl+EhISSElJoWXLlvTp04cbbriBc889l1q1agGoduk5ejVq1OCMM86goKBAEShA9UUUL/38QjBzc3OpXbs2L730ErZtxyTb5+XlKWLnhDjx66RbrumcnBzuvfdetm/fzmuvvaYILOwj+PpN0HlDLE7lKgqGbB05HOvF8UT+MTA4EigzOVoQS5T0i9yZq3WgHI94H5B4i4GQnpSUFHr37s2sWbNISEigcuXKbNy4URECQOXKSM6PVBPq5Mrr9RIKhZQC4Xa7Ofvss1mwYAG5ubkUFBQoNcPtdtOnTx/ef/99lctz3nnnAdCmTRueeOIJRahE6dANVH0+H6FQiEAgoHJxpJ1XXXUVM2bMUHk25cuXV4uwPnZnnXUWf/zxB2eddRazZ8/G4/HQtWtX6tSpQzgcJisrS235s23bNjZv3syOHTtiQoBCZgoLC9VefT/++KPaE1IsD5zIz89nyJAh/N///Z8iitFolMqVK/PDDz8oxUb6W5QlhxCGcDisvLDy8vLwer0xeyuKMhSJRJSyJHlz1apVIyMjg6ysrBjyrm/ALNeghPTkOLm5uQwaNEht5P3EE0/EkODs7Gx1bUQiEc4880zOPPNM7r//fpXILiRVnxvZ11BCd9FolEAgwKhRowiFQkyePDlG/dXVMZ0Awx6yFw6HY8Zf9qUsKChQRFWfJyFYogY6/cXkHMV9voqDydMyMDD4u6BMEa0D3ayL8tHS31/SbyF5eXn7KS+RSIQWLVpQr149Pv74Y6WeADF7CYoqAHsIg9/vp6CggNzcXBISEmJCixUrVmT9+vUxJMDlcnHhhRfy/fff4/V6ufjiiwF477336NmzpyI9etKxnFNCQEI+ZKNoGbvWrVuTkZGhNlR2uVyEQqEY1UR8mFJTU3n77be54YYbeP311wkGg/j9ft58803y8vK44IIL+OabbwiFQiqh2+/3k52dHbOIW5ZFOBymsLCQDh06MG3aNBITE1U4TJQ06UM8t3bJT6pevTpr165V46irVvpm0hAbLtXDu7a9f0GFkFYZV1HrIpEI/fr144MPPsDr9SpXeWmnruCJWiQku6CggM6dO5ORkcGCBQsUeYE9hNfr9apwaV5eHo0bN2bgwIFceeWVqt3isyY5fnJNiRGpFFCccsopjBw5kscff5xly5YpEiljqud9yXUm75WigMTERBITE9m6det+Yy8hz9zc3Bh7DCGoULJE95LCKFoGBgZ/F5SZr5UlIVmHcxx9kRBLhnA4rMjLvHnzYl4vYR6v16vUJLfbrRQcUSFgX26TLPbhcJhwOMwZZ5zBF198oRb1k046SakQtWvXZuXKlVx55ZV88MEHfPDBB1SvXp20tDSWLVtGNBqNUV101UqIhNfrjSE0lmVx7rnn8sknn6hwnoSsfD6fap9s5fLmm28SCAT4+uuvcbvd5OXlMXXqVHJyckhNTSUtLY2cnBxyc3OZOHEiVatWVUqOTgJlHFNSUlT/hOAJAdDz6xISEkhNTSUajZKZmRl3zmR7o9zcXBXmE6Ilc6LPub4XZkJCgmqbz+dT6pYQGsnNEpWncePGbNiwAcuySE5Opl27dlx55ZVcfvnlKpFeEt9hH7msX78+nTt35s0331RzLHPv9/vVvEQiEZKSkrjzzjuZOHEibrebZs2aKQWqe/funHnmmXTo0CEmrC1FFHXq1GHkyJH861//YvHixXg8HtLT06lbt27MmIj6JKE/UVoty+Kkk07imWee4ZxzzmHo0KEqfBzvi4m0XcbRWZxQVKjQhGAMDAwM9keZIVolvSEXdwPXQzbFLQay8a/kQrVr146FCxfi8/no2LEj33777X7vlfBLMBhUISgJ1wjRkBBPs2bNSE1NpV69emzdulURpIULF+J2u+nZsyfz5s2jXLlyLF68mEqVKlGpUiX69evH/PnzeeGFFzjttNMoX7484XBYqWCSkC3h01q1ajFy5EguuugiAoEAKSkpbN26VYUvZdGWRH3pvxwnPz+fHTt2MHfuXBW+E+Xn8ssvZ/LkyUQiERITE7n33nvZuXOnUq5cLhfJycn84x//oEqVKng8Hs444wx++OEHQqEQoVBIETI950naf+GFF/LKK6+oNubm5tKkSRN+++23/dQOIa9CDERp0udVwqnyejlGXl4e4XCY3NxcRUoTExOxLIuOHTvy4osvUrFiRTp37kx6ejrVqlXjjDPOUO1NTEzcj9iFw2GSkpJ49dVXKSws5Pzzz6dhw4YkJyfj8XhITU0lGAyq/Cufz8dNN93ESy+9REZGBpdddhn33HMPiYmJ1K1bl9NPP53du3eze/duAoGAIja5ubkxFauDBg3itNNOY8KECTRv3pxrrrmG+vXr4/V66d27N2PHjqVSpUr4/X6uueYazjrrLFwuF0OHDuU///kPM2fO5N133+Xdd99V16uEpgOBAOFwmMTExP2ufT2cqld46p8pHcUVqRjSZWBg8HdDmQodCvTQDxRvYHqoN25RAAoLC2nWrBkzZszAtm2qV6+uSt6lQq0oNc0ZxhNy0aJFC2699VYmTZpE3bp1Wbt2rcrtys3NZdSoUUydOpWUlBSWL19OuXLl6NKlC6tXr+akk05iw4YNLF26lMzMTJWILptXu91uvF4vaWlpDBs2jGnTpgHQuXNnKleuzMyZM/cz3tTHU0JnQrykXS6XS4VA27Vrx5IlS9i9ezeAynkSNS8hIUHlWK1cuZJIJEJycjKXX345w4cPj9l6RvKY9G1jAJo1a8ZTTz2lSEVSUhLdu3fnvffe46qrruKSSy7hp59+4s477yQUCsWMu1TDVatWDdhjUdC7d29CoRBz5syhYsWKbN68me3bt1O/fn0uueQSJk2apBQtsVA46aSTOO200xg2bBgLFiygYsWKPPTQQ4wePZrOnTsTiURiNpvOzc3F7/eTlJTEhAkTGDRoEFu3blWESkJuw4cPZ9KkSbRs2ZLu3buTk5PDxRdfzM6dO+nZsyd9+vThySefZPTo0ZxzzjkMHjyYLVu2qDGT66pbt27MmTOHHTt2MH78eCpWrMjrr7/OnXfeSdWqVXniiScYMWIElSpVYsaMGWRlZTFq1ChOOukknnzySX788Ufat2/PyJEj+c9//sMXX3xBjRo1AFi/fj2hUEjlZsnfumWE3veD+bwV9ZriKoMNDAwMTlSUKaIV7yYcr6qwJO8t7rWBQICcnBxq1apFr169aNu2LW3btiUcDrNs2TJFsGSbnf/85z+Ew2HuvPNOlVSuV0hK6EoSmD///HPS0tJ46623KCws5J///CeBQIC3336b1NRUZs+ezauvvsqgQYNo3749AJ999hnPP/88r7zyCvfdd59SyQBlDyHJ4dFolIEDB5KcnEznzp3ZsmULX375JRdddBGbN29Waork5+hWD868I1lYJZTk8/no27cvH3/8MT179mTp0qVs2bKFcDhM+fLliUajNG7cmIyMDKpUqUI4HOaPP/6gdevWKgcJYOnSpSxatIidO3eqsJ+Ma/PmzVmxYoVSl3JycvjnP//JF198wejRo9m6dSsXXXQRI0eO5KqrrmLWrFn8/PPPSv0SsrZ161aqVavGu+++y6hRo2jTpg0dOnSgc+fO3H///Vx22WVkZGTQsGHDGENZOcYbb7zBJZdcwm+//YZt2wwaNIhPP/2UPn36sHz5cubOnRuzWbX4gQ0bNoxPPvmEzZs3Y1kWiYmJNG3alJo1a+L3+znjjDNwuVwsWLCADz74gJdeeol169bx5ZdfsmHDBqZOncr69evJysqiTp067Nq1S+WoSQ5aNBqlbt26/Pzzz0pxGjduHFOmTKFv37489dRTNG3alJ49e/LBBx9wyimn0KlTJ1atWsVLL73E4sWLcbvdjBgxgoEDB7JlyxYikQjZ2dlAbEVlUblzOmE+XBiCZWBg8HdFmSJaJakWLMkN+0ALg5CYnTt3Uq9ePZ588kmWL1/O0KFDefPNN6lUqRK7d+/moosuAuC1116jQYMGMaRFlBjJWdIhlXcSitu6dStr1qwBoGrVqkydOpWCggKaN2/OV199BcCrr77KiBEj+OOPP2IsJPRKTFGiWrZsiWVZPPDAA7Ro0YLt27eTkZFBx44dycrK4ptvvmHFihUxlWG6I734aelWEW63m7POOouRI0eyYMECdu/ezYIFC2jQoAGtW7emSpUqRCIRRowYwY033sjKlSuZNGkSl1xyCY0aNaJq1apcfPHFLFu2DIg1HdVJjtvtZvXq1SQkJNC+fXvmzJnDOeecw/bt26lduzYbNmzgnXfeoVOnTnzxxReMHz+e7OxsUlNTqVOnDq+88grp6el06NABgObNm8eM/eLFixk/fjznnXce//vf/4hEIqSlpakxFWInW+aMHTtWWSq888479OrViw8//FCpmrpVgpCR5cuX06NHD0455RR27drF5s2bWbFiBQsXLgT2bCYualiFChW466672Lx5s6rE/P333xXhueOOO2KItJBdj8fDV199xcCBA6levTput5t33nmHs88+m7POOotIJMJff/3F9ddfT+vWrfnggw/44Ycf2LRpE2eddRYZGRn8/vvvrF+/ngEDBjBv3jw1N1lZWcorTjzK9MrCw0U8nzodpuLQwMDg74Qy4Qzv8XhsCVvECxM6S8n1x0uCoqoR3W4399xzD3feeSe2bfPiiy/y22+/sX37dtasWcM111wDwLRp03j99ddjNh125oNJInI0GqVfv35s2bKFWbNmKR+q/Px8CgoKCAaDKiTTrFkzpZoNHDiQqVOnsmjRIpUns2vXLrKysmLK8MuVK0ePHj1o1KgRu3bt4uuvv2blypWMGzeO9PR07rrrLvLy8pRSVdwY6aHPgoICqlSpQu/evXnzzTdVEvdHH33Ec889xzfffEM0GqVbt258/vnnJCYmMmzYMNauXctnn30WUwEH+7YlkjHSq0UlfDlw4EBq1arFF198wcKFCxk0aBCFhYVUqVKFL7/8kj/++IMzzzyTxYsXk5GRwYsvvsjUqVNZtWoVCxYsAODKK69k165d7N69m2bNmvHhhx/yyiuv8NJLL/G///2PnJwcEhMTlc+YM6QqKpXebp0I6LlgugFqhQoVVEhT9/jSt76RoglRw3QCrVdU6sqSXp0pOYRyjkgkwiOPPMJTTz3FunXrcLvd5OTkxBRLiAKXk5OD2+1W9h/RaDRGzZK+yHl1w97DhTMnS/6Xz7bk7eXm5hpn+COAsnAPNzAoazgaKrpdQmf4MkO0xJ9IQmNFqVvxHi+uIiret2s5R82aNbn00kt58MEHKSwspGPHjvzxxx+Ew2G6dOkCwC233MJ5551HKBTaL7QiXlaS35SdnY3f7+fWW2/lgQceUCX6gUBgP6IlC6JUFfr9fnr06EFmZiYrV65k1apVADFJ+1Ipl5SURDAYJDs7Wy3aV111Fb/++iszZ85UHlTOfscbF90EtnXr1uTk5LBmzRp2796t7B5ycnLUVkJy7Ly8PBITE1XCtu4oL3YPunom6pzYGeiVkpL/FQwGGTBgAB9++KEqAhAlT9QWcSqX/lWqVIm+ffsyZcoUduzYoc4vr5d2CtESUgH7dgCQYgEhAEIMdWsDeX0gEMDlcpGdnR1T3SjH1asyRS1KTExUFYDOa1SS0WFPSDsUCqkCBkngF1IfDAa59957ufnmm2NsLqS/enhWxl12K9AJpJxPd7GPZ7lxKIgXwteJlv46Q7SODMrCPdzAoKzBEC0HnEQLSuazc6htl4W0SpUq1KhRg0WLFikiI27vMkk1a9akU6dOrFy5kqVLl+7nSSXqkyzosqDqC64kg+vKlJ7jJaE7eY+0we12q/fKwi8Ll6hkssB3794dj8fD559/vl8xQVGkVdqfm5urFmPxiNId7J0qEOwjPEKmpF+wx9RTLyYQgpKTk6MczvPz80lMTFQqj8fjITExUYXsRHGRQgCIdcfX+yG5cU4yrW+zI1YKzvw08Y6SalLdmFNXuXTVUneZl8f1/kp1pW4KKv+L1YbsOZiUlKTanJWVpawjpH2JiYnq+MnJyaSlpbF48WI1Jnp/Zc6EnCYkJChCKGOj76uokyt9c+qDRUnfZ4hW6aAs3MMNDMoaDNFywO1224mJiXGNEWEf6SoqrHiw0BUWPcdK9sCTBRP2kamcnBxVOafveSiLtx6+kUouXVnSF3gJNel7CzpDSWLQKUn2OiER5UJXrSpUqEDdunX56aeflM3EgcZHCKe+LY9ODuVcej8BZWkhFYiiMMm46GahYm+gu9ILmZS2eTyeGNNOOY7uTaaPhyT2y3mEtOmu6EAMaZZ5FGVR9+USoiU2Gvn5+SQlJanQoJ6TpxNiPfQm8ydKlqh20nchWEKC9Tw5mQv9utBJlhBCgX4+IX3Sb90/S99SyUlWZdyEoOlFBtKeklw/BwNDtEoHZeEeblA2YIpOji6OW6LlVGMgdmse/f/DPKcKy+mLkE4ARH3RF2xZtJz774kpZ7x99eR8euKxXtkoxpl6zpQQM11p0LcDEkKoL156fk9JEpt1F3H9OBJKk/MLwRPoxFLPVRMClJeXp96jV7PJuArREQjZcxYAOBd/2EcO9f910iHnlM2bhTDqfk86eZOtbSSnSSdacm6ZC51o6uqV/pxcV7LXJeyvjsl46WMqEPIl16UodrpZrRAxIazOkKBe4CBWFvIa3UHf6XivWzmU9LNWVD5WPDiT4MPhsCFaRwBl4R5eFMzCb3Aio6RE629Z/iM5LbrCJInRHo+HYDCoktQBtSWLqFTivi2KgORQiSojJETeo4ej9Hwjr9dLVlaWaoMeOtWJiEAc3UWZEeVKCJ/87QwrFQVxiRc1SN+WRhZ3IS5ChCQhX987Twhlbm5uDNnRXej18Jrf71e5Ws7EdD2cJWEwGR+nt5mcV8iujJlshaQTSBlzCaPJc0LKJBwLe8KiTu8uuW4kPCfnd86vjJ28X/otYVkZl8LCQmVEKvMufZOwsOS0OfcplLnT95yU9klfJQwqapX8yHjLeWV+4pG+kkAIbEkXe7lOzRY8Rw7xDGLLyo+BgUEZVbScONibckkSwEVxkbBMOBxWqpUeNpS96mQx0XOonInHsqjrCg3Ehjz1hGg9GVlynCRvSRQXPUdKziELt7RDD4UeTKm+9FWOL+3UyY0oKdI3nUzoxFBIivRJ1Bzps4y5ECDYRyaFgOhjr2+Q7OwbEPOcjLneTme4UeZLCKWMubMf8rxuSSH9FvVMQqW6mlcS6Oqe5HrpfZXnnaqenF/ao4cfhQzrFYvOZH79vU61U+ZbziMqr3xpcKpcxRWeFAenszxgQocGBgbHNY5bRetAoQd9ETrU4+obNsuehxIm1LetkYVKDw3KQihJ4878GOdCqS8wEhKMRCJqsdZNRSUxXQ+jiVol7ZaEfSf0NujnEyUIYkNL+nvk9c7/5fV6qE1XluL1y+mWL8eRY+vH0C0gpI3Sd90aQsZTxkPeqy/8ehhMjqGfV86lkw8Jv+rbGukFB/G+nTsLGUoKZwhV8sr0ikj9eT0fTPoqcyikTCfdethYqmDluDJmEnLUvzgASr2UHQCEwEtOmdOcN961V9xnUg8Z6uFmAwMDg78DypxhqU4sdMIRL9yg38CdVXbOBUG/scvCJCqJnpujL+I62XESKF0JkXPpeU2yOOuLiv6Yrh7pi7heIeYkQXo/RF3TQ5F6/+R9OpGRvunqXbw50OdCJ0O6OqSf53CQn58fs3+khGJ1uwI5t5ABiHU2l3wlnWg6x1uInH596cqkqIB6CFPGQQ/1Sjt1K4iS9lPeL+eMp+wByi5DQq6iAvp8PrWlkaiGugeWKLSCK664ggYNGvDaa68BsGrVqpiwtmVZasNsUSllv0M5dyAQUDYih+u1ZcKFBgYGf0eUmdChLC4QP/n9QERKf9zZJ2diryww5cqVUwqS85gSUhS1SRZgSXSXRVmSlqXCTBbPki7Axb1O1CvdGsIZOgRi8m908qP3Ww8zxatIdI6R/K0TF2lPPD+oQ4XP51MWBEBMO3Vy68wv0lU1mRdRKsPhMC6XS9lt6KqbqHNC8NLS0vjzzz8JhUIxhFmO6xwLaYMQt6LC3U7oITvJJ3Mm9ft8PnJycmLsQfTxEIIlZM/r9arCBWmLhOD79evH5s2b+euvv2jVqhUAr7zyCuXKlYuxKNGVT8mpcyqzlrXPTkTHga5ded5ZLSzXlEmGNzA4PjBhwoRj3YRDRmm2vaShwzKlaDnVGX0B00NiekirKBuDeIuATia8Xi+5ubnUr1+fCy64gOnTp7N8+fKYKkE9hAT79gXU84lkwU1ISFCLpDO8qZ/XSeiKIoeS1J6UlEReXp7aNkiIhM/nw+fzAXsWWNnYWM/ZKgqSZ6Tn3xRHTnWncnmPsxrwUCEbcUubRfnRQ3SRSEQlrDuhkywh5GKLEAqFVFhM8u10ctalSxcKCwvp1asXDz/8sOq3eKPpdhV6zpjMvahtBxtKTElJITs7WxEc3SZCVErY93mQ6yMYDBIKhWjVqhVr165l586d6hhC+iORCFWqVCE1NZWPP/6Y4cOHA/Dtt99Srlw5dY3qeWKinhUWFlKjRg0GDRrE22+/zZ9//hljoXEw0OfKSbLiXe8GBgeD43nhN/j7oUwRLSja/V2eg9iQoTOBW39dUZAQi8fj4bLLLmPOnDmMHTuW6667LkapSEtLY+nSpTHKhhhoymIlC5ckauu5Rc6wYVH9ive4kAdRyPx+v1oMxSxUD4fpnlcSAtXDbEIM9MRn51jFI4J65WQ4HI7x3ToSi6WQKp10BINBdu3aFVMpqCtxQkD0/Dk95CmqjF7FqPtZyXnWrl3L6aefznfffaeuI6eiJ6E5PU9KxklIg26qWhTk2M5wqx6KFQKtk1hRrqTtrVq14sorr+See+4hHA7HhKvFymLEiBG89NJLpKWlkZ6eDsALL7xAkyZNWLZsGbZt06ZNG1avXk04HCYUClFYWMjFF19Meno6NWvWZOfOnWqsIfb6jRcCdKrQReFIqKAGsTCkw8CgbKPMJcMXhyP1LViqBWvVqkVycjKhUIjvvvtOPZ+fn0/Xrl2pV68e5cuXp3z58pQrV04taPqiHwwGS0TynOqY/vp475FkZFHRRJURAiV5PaLiiKqlWyL4fD5FBiRB2rbt/fy34rVVSIEQMyF1YilR3PsPBhJ2hT1Eo0KFClx++eVqn0AxRxVipefq6fYceqK9KFd16tRh+PDhXHPNNaSlpcWMi9/vZ8mSJSxbtoyff/45hoTqyfg6edYhRA6IawXhhIxZQkICaWlpnHzyyfsdU8/vE2It452QkIDP5+Paa6/lrrvuYtu2bcC+/C6Z6yZNmhAOh6latSpXXnkl//73v/n3v/9Nw4YNlep5xx13sG3bNlq2bMmZZ55JSkoKjz76KDt37qR69ercdtttiqzruXxyrQrRlh/9ORkb/Tl9zAwMDAz+bihTd76ikmX1BTaeIgD7Vz7J//qP/lwwGKRBgwa88sortGrVio8++kjlOgUCAfr168fs2bPZvXs3FStW5IorriAajfKvf/2L+vXrq0XDmdujh7AgVgmIR6qKUwLy8vLw+/2K6OjKmR7Ogz2LtL59i5AuCcsJWZGFU3eVL64KTJK2LcsiOTmZmjVrorv4Hy50A81AIMCECROYPXu2UqPOO+88KlasSCAQUKRWT87XSa8kesv+k5s3b+att97i7bff5pJLLlGvycnJUWG/H3/8UdlqOMllNBplwIAB1KpVSyl4TuVMt4soDmIZ4Xa72bFjB6mpqTGu7fHGU1dFbdtm6NChfPLJJ8pXS1f0RPm68MIL2bRpExdddBETJkwgEomwe/duli5dyqpVq/jXv/7FjBkzSEpKokWLFsyaNYu7776b+fPn07lzZyZMmEA4HObcc8/l3nvvJRgMFkmq4hEvve3FFVsYGBgY/F1QZoiWs6quOGPDeIm1zrCOE/pNPyEhgXA4zKxZs1i6dCkfffSRWmQLCwvp3LkzX375JbBn377Vq1eTmZlJq1atWLJkCevWrVPnlbwlWaxhX26P2+1WCctFwamG6cnJQtgkP0lXt0TB0fcYlAR5OafuiB4MBuNW0uljrocg9Uo9Hfn5+eTm5pZ4wTxQZZ5uSzBhwgRat27NihUrAOjYsSONGzcmJyeH3NxccnNzFQkS0qkXUOjkU4hNKBTi7LPPZsaMGYq8iW1BIBBQuWBiAFtQUKDG2efz8fbbb7N9+3Y1vkCMylOtWjVatWq1H/lw/ugVjhs3bmTmzJlqLkW9k/lp164dp59++n5jdcYZZ/Dpp5+SnZ2txl9PUq9atSqDBg2ifPnyPPjgg2RmZpKZman63aFDB7p27Up6ejrXXnstL7zwAn369FHk+Z577iEjI4Pzzz+fZs2aUb58eeU1JrYQOooj6Ppz8dQtAwMDg78LyuTdz2k+WRz0kn59YSsOeo5NXl4eW7ZsUecsLCykZ8+efPHFF2rhS0xMxOfzceWVVzJr1ix1Lp/Px+WXX64Wd92eQFQjWfT1LXqKUgPiKQcSCisoKKBx48Zcd911JCUlxZTpS3jJtm0aNWrE1VdfTY0aNahRo4Zykm/atCnly5cvMszpdrtj2ivPeTyeIkNk+rZC0tb09HT++9//KgIq1Zoy7nq+kxA5y7Lo06cPy5cvZ/369QD84x//4KabbuL111/H5/Ph9XqVI7+uaglJ0durh0fbt29PdnY2CxcujNkDUC+8EEIglaYSthPk5eXRvHnzmPCx2+2mVq1aPPfcc0ycOFFtDi1zV61atRhvMDlf69atSU5OVtdeMBhULvHBYJBWrVpxxhlnMHDgQJKSkggEAtx2221cc801+13HQn4CgQBer5eePXvy8MMP88Ybb1BQUKB2OBg2bBjBYJD//Oc/TJw4kVatWjF16lR69OjB2LFjefLJJ3n99dfJz8+nfv36jBkzhmrVqvHggw9SWFhIdna2GvsDKaC6mqtDrndj8WBgYPB3Q5khWk6VSq+8cv4vKI5QORUFHaJq6FWDQhjat2/PsmXLCIVCeDwevF4vzZo1o3nz5qxbt07tied2uxk4cCCnnnqqWoQqVqzIwIEDqV69OhUrVuT222/noYceitmWRicYbrebChUqMG7cOD744ANOPvnkmAVet5E4++yzGTBgALVr11b5WpKXc+WVV1KjRg08Hg8bN27kzTffBODUU0+lSpUqDBo0iEsvvZS0tLQYp3npt8fj4ZxzzuGBBx5g4sSJpKamYlkWjRs3ZuTIkfTq1UttGr1t2zbVX4jdKigpKYkrr7ySmTNnUqtWLZVjFAqFFCEcNmyYUpRkPitXrkzbtm1ZtmwZq1evZtSoUeTn57Ns2TJcLhd33nknEydOZPr06dSuXVuRwaSkJKpUqUK1atXwer1UqFCBNm3aUKdOHQKBAC1btiQ9PZ2PP/6YUCikCJS+DY4QNYFuCBqJRJg0aRKjR4+mZcuW5OXl0aRJE4YOHcq1117LQw89xNVXX81zzz3H+PHjqVatGtFolM6dO3PRRRcB0KpVK5KSkqhevTr9+/dn+vTp3HXXXdSrV4+JEydy3XXXcf/993PeeeeRlpbGAw88QLly5XjvvfewLItHHnlEtf+1116L8Qxzfn5cLhcLFy4kGt2z8Xa5cuUoV64cycnJ1K5dW83VP//5Txo0aEBOTg633HILXbt2pXz58gCMGDGCKVOm8MADD7B58+YYdbWknzVnsYoOo24ZGBj83VBmqg71UnaI/81YbtCyMBb17flAEFVDwka66jJ48GDuuOMOtd+d2+1mwIABeL1epkyZQrt27ViwYAG1a9dm8ODB3H///VSsWJEOHTrQqlUrXnjhBXJycnj11VfJzs5m3Lhxipjk5uaq8KKoZRMnTuTBBx9kypQptGnTht9//121RVzDGzRowGOPPcaTTz7JU089pRQbgC5dupCbm8vGjRvVotipUycAli1bxtNPP81PP/3E/PnzWblypVJ6pDoxMTGRU045hVatWnHTTTfRuXNnGjZsiMvlYuDAgaxdu5aCggJat25Ny5Ytef7557nggguYMmVKTChNcsV0iMqXlJSkKgGrVKkSM4/RaJQxY8bw/fffs3PnTiZNmkRhYSGjRo3inXfe4b777uO+++4D4OOPP2bgwIEEg0E++ugjevXqRYMGDXC73axZs4ZKlSqxadMmKlSowN13302/fv244447YnKwJCSan5+vPNLEmFNyn+Q6bNu2LWvXrqVevXp8/PHHDBgwgA0bNjB//nwuvvhiXC4X5513HtnZ2USjUTIzM/H5fAwePJgbb7yRnj17UrduXdatW0evXr1YvHgxn3zyCRUqVODGG29k7Nix2LbNo48+StWqValYsSKFhYV8//33rFq1iksuuYTp06eTkZFB9erV1ZjrlZ+ihjnD0+FwWBnTTp48mUaNGjF58mSuuOIKRo4cqRQ+t9vN0qVLqV27NsnJySQnJ/PAAw+QmZmpxkJ3tRc4cx4FotjqjxcVHjcwMDD4O6DMEK2i/LAETuNM/XHn3oIlgSy+QjxSU1MByMnJIScnh8qVKwNw7bXX8sEHH3D99ddzySWXULFiRZYsWcKNN95IZmYmp556KnXr1iUxMVFtAJyens62bdu444471MbJLpeLYDCoFnPZ4/DBBx8E4KabbuLjjz/myiuvJCUlhYYNG/Lxxx/z6aefctlllzFmzBjmzp1LdnZ2zPt79OjBPffcg9frxbIsatSoQdWqVQFIT0/no48+YtGiRaxZs0ZVWwpRExPM008/ndWrV3PVVVeRlJTE559/zqhRo3jiiSfYtWsXp59+Op06dWLt2rV06NCBlJQU3G43Z5xxBgBdu3aldu3aLFiwgI8//lh5POlwu9307NmTmTNnxlhhBINBWrRowYIFC1i3bp2aw+XLl9OvXz8ee+wx6tevD8Do0aO5+uqreeWVV9i4cSPPP/88w4YNo3r16rz44ovs3LmTyy67jKlTp1JQUEBmZibnnXce3333Hbt27VIqpe70roeQBYFAgPz8fAoLC3n11Vdp2LAh9evXZ/r06crn68knn6RDhw4Eg0G6d+/OypUrSUpKoly5cliWxZVXXsnpp5/O6NGjycrK4uWXX1bO6w888ACA2vpp8uTJLF++nFAoxHvvvae2Yvrmm28477zzWLt2LT/++KOa+3jXeiQSYdq0aVx88cVkZ2ezevXqmOd///13Fi5cyC+//MKaNWuU3Uc0GmXnzp389ddfuFwunnrqKUaMGMHMmTNZsWIFO3bsUPPnNFiNB6d/XLxqTf23gYGBwYmOMuMML4pIUSpVPD8fJ3QPq+IgztewJ9wlC+8///lPGjZsqBLfly1bxvfff8+iRYuoXLkyXq+Xm266ieuvvx6/30/Dhg1ZsmSJMsO0LEtVKT722GNMnz6dVatWsWbNGrZu3arOL+erUKECZ555JlWqVCE/P5/KlSvz7rvvsnPnTp599lkuv/xybNvmkksuITs7my+++IK8vDxV7ebz+bjpppvUwlm1alWqVKnCQw89BMBdd93FfffdRygUUm7gok7oW/2kpaUxceJEHn74Yfr27cvjjz/OnXfeyd13303btm3JyMhg6NChXHPNNVStWpVnnnmGOXPmMGPGDAD++OMPzjjjDPr168fWrVt5/vnnWbduncrJEjuKc845hx07dvDDDz8oy4K2bdty2WWXccMNN6jqO5lrSd7+8MMPAVi9erWyg7CsfZtyi/FmKBQiOTk5xttM8rHy8/NV3lxubq4qVMjNzcXn85Gbm6tCa0KYJele97XSfa4aN25McnIyQ4YM4fbbbycjIwOPx8O5557LDz/8wM6dO1V1orSxSpUq7N69W10HkoQv/0uIVvdD0ze5Fq8svYBBz/VzfnYkl09ywdLT01m6dKmqkJVzyedCxknIuN/vJyMjQymCOoqqKoynaMmcSri+sLDQbCp9hGB8tAwMikZpfj7sEjrDlxmiJZYB8UwRnXlZsng6UVKiJceUsJbkQaWlpdG8eXM+/fRTqlevjtvtZt26dTHJ1omJiSo5OBQKEQwGVWWXuJTLdkIVK1YkIyOD7OzsmDwXqZxzuVw0bdqUFStW4PF4yMnJUQnDFStWZNu2bSpPTJKtt2zZErNoSUVY9erVueaaa7jnnnuAPYnSlSpV4rTTTuPrr78mIyMjZnPh/Px8bNumVq1ajBkzhqeeeoq2bduSm5vLt99+y4gRI0hISODdd99l48aNqh3hcJiUlBRyc3NVG1JSUrjhhhvwer188cUXyipD2inEcvjw4bz88su43W5yc3NjiNbIkSNV3pwcVx8zCadKcr9snSTzIh5akUhEEZQGDRqQnJzM3LlzY4ilHgbT9wrcey3GkDlRCuW6ysnJwe/3K3J0wQUXUKFCBV555ZUYkiKVhkKk9IpPPXTqcrkUMdQ35HaG62TeZNzF4kM/psvlIhAIkJWVRTAYVP0TI1Q5BhBDtIRgiV2GHlaXsdS/ABWnRsXzWNP9tYTY7TVYNUTrCMAQLQODomGI1l44Fa2DwcHmaOmLgBAzObdOtCTEpyeP6xVn+p5wQr5EJdE3ENb37dOTrsUjKyEhQb1XFnk9wVwWQDmvqEOS8CyLsb6ISd90hQT25dvIBsUej4fhw4fz7rvvkpGRwU033cQTTzyhfKiE1Opb4egJ+jJm11xzDZMmTSIYDNK1a1deeukllZOmkztZuKUPorQkJyfz559/KqJVUFCg8tP0ykSdhDnJkeRVSd6VXlUoz8vxhMiI5YIzN1BCm3JeeZ2MOewJMScnJ/PMM89w8803s23bNnUtZWVlKXNSfdsenTjq8+rcUUDfeFoIohBj3TBW2q1f01IkIfMtpD7euXVFS39MDzHLcfTxLu4z5/x86Y/J58gQrSMLQ7QMDIpGWSBaZSZHS74xH6jC6XAgN3xRFySsIli7di0rV65U+U/O98pCLT5LsihnZWUp1SInJ0eFaYQESYhL1IjExER1HDEV1Rch8UXSF0xRKqTSUAiThBB153TYpwBJaExfJCUU1aJFCxYvXkxGRgY9evRQoUldcbFtWykkEv5yu90qqX/48OFMmjSJXbt2kZOTQ0JCghofOYbsVQgoZUzGJjMzU6lTEhKNp0gKgZI2SfWdbmSre2mJv5hs+i1kwe12q02nhUjKXAqELMu5dFNUfa/E9PR05s2bx86dO9W85ebmEggElGGsKI76von62OqhSUnM198jYU0n0dH3gtSPKdtLSRvF0FT2ytQJneSsiSIWjUZjnPrl2MWF6+WzUdzjzmR4Y/FgYGDwd0KZy0h13tB141Jd0XDiYJJrZe+8vLw8tbgIaUlISCAzM1P5R+mLsUAe09Unea+ED2XxdLlc+Hw+RWCcC69u1KrvlycJ2vK8LNqSoyWER5QhIal6aEjUNiEdspDLa2rUqMGCBQtITk6mSZMmzJ8/P8a4NTc3l7y8PMqXL69IhCyUOTk5FBQUsHnzZrZs2aKIhlSryQIvfZKx0cdOn2NdfZGwbFGQfuqkUsZDxkhep4fi9CIAnXCIAam0TXea1+fDaaDbv39/vv/+e/U+aZeMsR4KlGMIdAVON0DV26yH7vTrrijLBV3B0y1EdEVTHpNrVydZQuBlPg5kFlxS6N5b8VzkDQwMDE5klJm7nYRA4hGreNDDEkVVJBYFMXqUPCI9ZJKXl0diYqJyWZfFSaoTnaRLhyglettF2dLL8YGYhVDIniyycgzdL0kUG1ms9D35BOKvJcfVQ2m6YiZtEIf3K664gtdeey2mvfJ63ebC2X+3201ycrJ6X5UqVdi6dWuMMin9FPIp7xeVzeVyEQ6HY7y5ZCyEkDlzqnRYlkV2djaBQEApPcFgUJ1f1C85noQFZVzEeV/IqMvlUt5akjOnnwv2qHKJiYnUqlWLDRs2xFQsFhVeExVPjiMqpFQ4lgQlubaFQAph1t8n6qquasp1LuFCuc4kCd/lOvDm4SUhX87PtVG1DAwM/i4oM6FDQbxkdqc3z4FCFUXdxOVxWWD1MJecQ1dXJDwnzu5SiSbHKmoRktBTSSBkSI4piowoXEKShGzIdirFJfzricvFLZK1a9dW1ZWZmZlKldHzlpy/9Qq4/Px8lWgdDodp3749M2bMUOeX+ZCEcN2/SraeiUb3OJsL+ZWcJGcIUhAvHKVDyIwkewMq/CbkMxQKKfd+CUHCPjVJQqD6Hob5+fnKniMcDhMMBnn11VdVUr9+benXqE64dcj7cnJySEpKiiFr8XAw4fR4hSQytjImorDquWj6daPn+sU77qG05WD7YWBgYHAi4ICKlmVZL1qW9ZdlWb9rj02wLGujZVm/7v05V3vuFsuyVlqWtcyyrJ4H0xjJB4kH+ZZ+JCCVZBI6lPyrhIQElYQt+whK7pUQCtiXTKy/RpSSokJe8b7Ny+IrCkc0GlULrlSh6SEdaWNxeyfqONB4ffTRR8ybN49PP/2UrKysmKRvOafkT4nyJiqftH3p0qVceuml9OrVi+XLl7Nr1y4VwnOqjtnZ2ar9iYmJJCQk4Pf7ldu+KGYej0d5RpUE+vZHTkhVn25hICE5fe9ImUu9ylBXJz0eD+FwWCWk5+XlMWvWLLVZtx4eEwhZF3VNxkGc7W3bJjExkZycnBL39WChX2+6hQXsCyvqIWoZI1ECpR+HQ7L0cOGxMCw9mvewYwGTDG9gULZxwKpDy7L+AWQD/7Nt++S9j00Asm3b/j/Ha5sBbwJtgRrAl0Aj27aLjrexz96hqLCcro7EKx/XX1cSCKHT82K8Xi9ZWVkqOVjPq9HztES9EDfxvLy8mFwtqSJzJhXLc3oYR8I7+gKkVw+KEiRKmk7kdLsCfdEqCRnV1UEhUJLn5CzpT0pKUkRA2iLjIu2oV68eoVCIHTt2EAqF1J6BephUD4lK/pG+8EvumoylkEndakGHfj3o1Zawb6Nm6YcYgzrHXQiantcm14IoPjIf4rklLvgyJ5JL55xrpyWJPnd6X/Sk9pLOX1Fz6Ty2jnh9FkVPKiRFQdXz2fQxOBA5iufjJY872wsctarDo3EPO5ZVh2DI1t8JZq7LDo5Y1aFt299alpVWwvP2Bt6ybTsPWGNZ1kr23LB+ONAb9TyieMRBCNbhkiyBKClyDlFzdPsCaZMQEDG7FHIgZfzBYDBmD0Sp5ipJ2ETCZ7JgS2K0LO6S5C3J+5ZlqQT3oo5ZUsgxhfRIyFC3GxATTslhE1IgJConJ4c1a9aocJtucQHEEEZ9sZZNj2U8ZS6EcOsO+rphqG45AMSQRNh3HVWrVo2tW7eSl5dHuXLl1PF0SN914ixKmm6LAcT0QUiWbAR9oMRu27bVPAqZljEQ4nOoCo9z/uOF3mGfaiqqm/RZqlhlHnSVVY5T0raV1byro3UP+7vCLPzHDiYUvz+OplpeUhxOjtZYy7IuBX4GbrBtexdQE/hRe82fex87IPQFIJ4Xz8GgqFwt/bhShg+oZG/YZyMgC5a+j5xU/omCIuGg7OxslYOk2y0cqL9Oby1RenRCIouzqDIul0vlGOn9cyobBzo3oHKNhATo6p2Ey0Th0Nsg55MwnPhehcPhmDGTvshr9AIEIRd9+vRh1qxZZGRk4Pf7FZkUFKUM6n0REiTnPf/88xk+fDh9+/YlISFBkSxxOpfE/W3btsUcV/fPkvNIm+V5QPUhGAyquS8pZOwvueQSXnrpJUVOS4OkOFUuPc9PVwFzc3OpWLEi0WiUUCiknjuYa+pg21RGcETvYccSZYXslLH5NTAoEzjUqsNngHTgVGAzMOlgD2BZ1kjLsn62LOtnXT2Cw7dvKOoYes4I7CEaOikA1FY6omA5S/x1B3JZcPX8KmeukK7C6QqBZVmq4qwoFULOJaE4wWOPPaaIkX5c598HgqhN0l9pu5Dd6tWrc9ZZZynyJOqSHpoTJUnIoeQfSR6X3kav16vCUD6fj6uvvprWrVvTvXt3lRgu4y3J6DoRjTemgFLk/H4/nTp1okqVKixdulS1Va+iKygooGfPnmqvQiFTVapU2e88kk8mBEvOK/lcQrzhwFV1uiVFt27dVEWn00bhSHwbi5fPKOOu55IJAfb5fPTp04ekpKT98rGcyfEHwnFk3XBE72FHuG0HDX1ej+WPgYHB/jikO6Jt21tt2y60bTsKTGaPtA6wEaitvbTW3sfiHeM527ZPs237ND0H50jcqPWKO+dNQBZBPTlXr7AKh8OMHDmS6667LsbFPD8/X+33pifAt2rVilNOOUWpO86Qob7oShvkd15eHueeey7Dhw+nsLCQ+vXrc95558W9YYkq07RpUypVquQcy0O62Uk+mp6PI9V6tm1z2mmnkZ2drZLEJZ9HDznqW+1I8rxUT0r+lK6UicJ1/fXX88EHH7B69WpWrFihwlg6cQNiwoYQS0TkuEJI09LSOP/88/nyyy/Ztm2bSuIX8hcIBBgwYADVq1fnoYceIjExkc6dO5OYmMioUaNiLDec59Vz1/ScKlExTz75ZJo3b67Oqec16epmYmIiw4cPZ+rUqWrchVCKSuokW07VU/orBFJ+ZD6EROnXglhu6P2RisuTTjqJ1NRUtRG4buPhzLuK54NV0sd0HOsw45G+h5Vuaw0MDI5nHBKjsSwrVfu3DyDVPFOBiy3L8lmWVQ9oCMwtyTFlwY9XlVSSUGK8G3pRSo+TjEjVlc/n44477sDn8/H4448rP6XCwkKV06XntPj9fvr27cvvv/++XyWhk/TEy6VxuVw0a9aMQCBAjRo16NatG9WqVaNcuXIx3l6yb50O3fPImU8jbdaNK+V1+mIrapYQAmmjvK9Nmzb88ccfKoToVGr0qjynuuZUsyQJ3ufzMWjQIH777Tc8Hg+pqaksW7ZMtVknf9IOfUz1sLCoVbZtU758eSZMmMADDzzAwIED+fjjj2Mq/MqVK0evXr049dRTmT59Oj179uS3337jt99+Y/DgwWzZskX1HVD5ek6C4pw/GdNFixaxcuVKNY5C8ET9E1xxxRXMmDFDhUT9fr/KZxPiVaNGDS6++OKY98lx5boAFEFzmqJ2796d4cOHU758+RhS6PV6adu2LQ8//DDnnnuuImY33XST2japKKIu816UYncgJU6uUQlJllQhKy2Uxj3MwMDAIB5KYu/wJnsSQRtblvWnZVnDgActy/rNsqxFQBfgOgDbthcD7wBLgM+AMfYBqnV0OG+++o0Z9vf0KSpUo6s7TtIG+3JsXC6XUqc8Hg/jxo1j6dKlPPvss0SjURXWExNPSYYX9aB58+bk5ubul0AsZEBUA1GE9D4BtG/fnrS0NObNm8eIESP45JNPSEpKIhQKKQIkoSpZ+G+88UbeeOONmP4kJiaqLXGk3bIAC4kSsqP/n5iYGLM3nm3bqpIyISGBatWqEQqFYkxQpe0yJrqvmJ7srRMRscaw7T2bWLdq1YqVK1cycuRInnvuOWzbJjk5mXHjxil7BSEWesI2oCr3ZA4k5+jmm2/m8ccfp169eng8HtatW0c0GqVDhw6kpKRQp04d+vTpwzPPPEPv3r3V5twul4v+/fszffp0bNuOqXiUvpQvX55Ro0apsYkHIVUyJqLeSdvlOGeffTZvvPGGsgyRvDAhUBdffDFjx45l2LBhyng1OTmZRo0aUaNGDYLBIPXq1cPn83HvvfdyySWXqOvX4/Fw1VVX0aRJE+bNm8e1117LPffcQ4sWLUhISGDIkCG0atWKlJQUFi9ejNvtpn///syZM4esrKy4dgw6ilNLy3LY6GjewwwMDAycKBObSns8HjspKSkmxOIMe8hjuvKiP6fDmQRcFESRcbvdjBkzho0bN/Luu++q/fH0jaElVCgqksfj4b///S933XUXGzduVEqMvmWK9CcQCCjXeCFAlStX5t///jdbtmyhXLlyTJo0iQsuuIAPP/yQbdu2qfOLdYBt27Rp04b777+f/v37k5mZqRZ/gKeffppQKIRt27Rq1Yr8/HyqV6/OypUr+fPPP2NUDyEQQrrkPEJahg4dSs2aNVm+fDnvvfeeSr4XXHTRRdSvX5/77rtPkUE5loyVnscmhM/j8fDkk0/yySef0L59e/79738rN36/30+1atXYtm2bypfaunUrQIxRrChcubm5lCtXjoKCAmrUqMEtt9zCyy+/zBVXXMG//vUvRVArVqxITk4OTzzxBA8++CDp6em0bduW//u//+PSSy9V8/Tcc88B++wW5Jxut5tx48bx008/MWfOHJWXJXNcvnx5FaaEPSqhtMvtdnPVVVfRtGlTYE+F5jvvvMPy5ctVmE6uV7fbzbXXXsvOnTv58MMPOemkk6hduzYnn3wyf/75J9u3b6dWrVp07tyZW2+9ldatW7Np0ya2bdvGjh072LVrl7oO7r77bs4//3zWrl3LggULGDp0KF9//TWjRo1i2bJlrF+/ngYNGvDf//6Xxx9/nMGDBysC68xjLGmITz5LBxP2D4fDZlPpI4SycB83MCgLOJpVh3YJ7R3KRNaqHi7UVSw9HCKvi+dX5HwsnopV1Hm9Xi9Dhgxh8+bNvP/++0oZ8nq9pKSkKBVH8rUSEhJo27YtNWvWJBwOs23bNsqXLx+Tf3TKKafQt29f9V6p7hNSEQgEGDt2LDNnzqRu3bo8++yzdOvWjZ9//pmMjAyAGLXG5drj4H377bdz6623kpeXxzXXXMPy5ctV0nhmZqZSg5zQ86l0pUj6+cgjj6itdAB+/vlnrrvuOmbOnEkwGORf//oXPp8Pn8/Heeedx5AhQ/j4448BqF+/vvL4EmsHGYtIJKLUObd7z0bUrVq1okePHipHSsbM5/Oxa9cuRowYwQUXXMCAAQNITk5WbZe8JFEZK1asyDnnnEO/fv246KKLmD9/PkOHDuXWW2+NqUTcuXMnXbt2Zd68ebRo0YIhQ4ZQq1YtrrvuOipVqkT//v2ZMmWK8sbSiw8sy6JKlSo0adKEP/74g5NPPpnrr78ey7JITU3l/vvvZ8yYMZx11llccsklnHLKKXE3JP/f//7HhAkTqFChgsrxEyIo/Ze5Tk1N5ZFHHuGJJ55g+fLlPPDAA0yePJmpU6dSu3ZtVq9eTefOnVm/fj1//fUXgwcPpkaNGmp+H374YS699FL+/PNPmjVrRuvWrVm4cCGDBg3iu+++U8T0yy+/ZNy4cUybNk0Z4eqIFx4sDvFCi/GOUdTjBgYGBicqygTRgpLlYRX13MHetPUbfdWqVWnZsiWffvqpCg16PB4mTJjAjTfeqAjTBRdcQPXq1XnmmWfo0aMHEydO5KuvvgKgUaNGNGrUKMZ9vEGDBjRv3pzmzZvzr3/9SyWZB4NBUlNTadGiBWeeeSZvvPEG3bp1Y926dTRs2JBJkyaRlJSkVLVmzZqRlJRE586dCYVC/PrrrwwZMgSXy8U555zD5MmTmTx5MsFgkJo1a3LZZZfx6KOP0rJlS1avXs3mzZv367/f71fkbcCAAbz77rsqZyg1NZXBgwczY8YM0tLSGDVqFM2bN8fr9eL1ehk2bBgvv/wyADfddBP//e9/OfPMMxkyZAh33HEHAwcOVInaPp9PFRAAdO3alQYNGrBx40b69u3L6NGjVeL4ddddR4MGDejZsyc9e/Zk2rRpai9GyTeTqk63282FF15IpUqV+OGHH7jgggvo2LEjX375Jd26dSMQCFC/fn2GDBmC3+9nwIABhMNhGjZsSPny5Xn66adVmG/+/Plqg2ypApTQn8vl4tJLL2XKlCm0a9eOXr16sX79enr27EmHDh2UR1efPn2oWbMm1apVY+jQoUycOJE6derwv//9j3nz5u03/qI+iQoaiUTIz8/n6aefJhgM8tFHHzFjxgyWLl1KVlYWXq+XVq1aceqpp/LUU08RCATo2bMntWvXZuHChfz1119UqFCBCy+8kDPOOIMffviB8ePHU6lSJerXr8/MmTP58MMPyc3NpW/fvmzbto2qVauSkpLC1KlTgT0WD4KicrWKyjvUv+wUV5QhX5SOo8pEAwMDg8NGmdrrMN7+dnqo8EDy+MGEDGWT33HjxnHPPfeo7XgSExMZPXo03377Ld9//z0+n49u3boRCoW45pprePfdd/n++++59957+frrr3G5XFx++eVcf/31Kmy2fPly+vbty5gxYwB45plnqFy5Mg0aNGD27NmMGTOG/Px87rvvPnr16sUPP/zAZZddxuzZs/nhhx949tlnufHGGxkwYAAVK1Zk27ZtdOnShfvuu49AIMDQoUP5+OOP+fe//03Nmnssfq6++mqysrJ4//331bG2bNlCNBpVBELPxxJ07NiRN954gyuuuIIff/yRPn36MGfOHK6//nrq1KnDSy+9xPjx41WIMiUlhYYNG5KYmMjkyZM588wz6dKlCx9//DEffPABDzzwAO+9957KXbMsS5mTzpkzh/PPP581a9awa9cuxo4di9vtJj09nTVr1rB06VKef/55AO655x6VfyTJ4pJMb1kWnTt35v7772fgwIFMmTKFUCjEX3/9xemnn86OHTsYNGgQjz76KG3atKFp06Z88803ajw6duyowpLz5s1TbRXSI+FD2SOxUaNGTJ06ld69e1OjRg1ee+01vv/+e+X99f333zNw4EDC4TDvv/8+jRo1olOnTnz//fckJSUB0K5dO5V8r0PC0z6fjyuvvJLZs2ezcuVKatSoofLcCgoKaNasGQ8//DBbtmzhmWee2e+aB3jppZcIBoOcdtpp/PLLLzz99NNs2LABj8fD119/rYxd165dy5IlS/D5fMqgVXL4DiYEpedOxrMacUI/9tGU9w0MDAyOJcoU0RLoJeXxyt2PBCRB2+Vyqa13pPqwcePGPPPMM7jdbtq3b0/fvn259dZbGThwIHPmzKF27drk5eWpjYEl5NSqVSs2b95Mt27duPDCCwE4//zz2bJlC//5z394+umnSU5OpkaNGlx33XWkp6fz7rvv0qZNG9auXcuWLVto3749CxcuZMCAAWzevJnMzEyWLFlCgwYNWLNmDaeeeio+n4958+YRiURYt24dqampPPXUU2RmZqoEZ7FlkLww2OdNJeMazzvqqaeeomLFiowZM4bly5fjcrm4//77gT0hyNtvv51t27axdu1abNumX79+yiE9Ozubp59+WhEEyX+T0F9mZiY//vijIkuzZs0iGo2yfPlyVqxYQXp6usoVuuGGG1TYVc/PEruN6dOn06lTJ15//XX1nlAoRPXq1Vm6dClff/01mzZtYsOGDYwaNYrffvuNYDDIp59+yrZt26hVqxYAmzdvVsfXrwEJPz777LPAntyrf//734RCIXJycgiHw3z77bdK+Xr66acV2Vi+fDnr16+nU6dOLF26VJ2nSpUq7N69W9loiOonyMrK4ttvv+WKK67gs88+Iy8vT+0C8Pbbb8dsiQOoPDCB/N2vXz8effRR1TfJG4xGo3zwwQfqtYsXL1aWJk5bknifOT2UHy8kKMd15lA6K1Xl+jMwMDD4O6DMEC1nPpYO5zdh501aT9wt6Q1c9+7q0KEDu3fvpmrVqqxZs4Z169Zxyy238Oeff/LRRx/RpEkTpSyNGTOGOXPm8Pnnn8c4nw8fPpzNmzczduxYPvroI37/fU+1+GmnnUaTJk2UUlFYWMhPP/3EzTffzMyZM1m+fDnbtm2jd+/erF69msmTJ5OSksLZZ59Neno6b7/9NuvWrWPz5s3qveeddx7Z2dkqz0oIUTAYVHsNAvstwrZtK1IYDAbp378/KSkpVK9enVq1anHOOefwwgsvxIxTdna2GqdQKMS8efNiPJak/zk5OUSjUX777Tflri/jI2ah4XBYFQa43W5+/fVXRQCi0ShLly5VxETm0+nKLtWLH374ocpzEjJpWRZfffUVeXl5TJkyRS3wP//8M5ZlkZOTQyAQIDc3V41ZYmKiChdL+ExypvR2eL1etmzZokKXEvbTt24Su4mcnBwyMzOZNm2aun4jkQhbtmyJObbkslmWxWmn7Z8TLkn5kj8m6pd+/eoKsG3b1K1bl5ycHDZt2qQek/Cr09NsyZIlygLDuZNBUXYkMh5FobjPpoGBgcHfEWWi6jAhIcFOSUkBiHEnh9iteZxVh05vrIO5mcsmv9WrV6ddu3Zs3bqV5cuXqxCiKD9S9Sfnsm2bxMREKlasyJo1a9QCLw7fiYmJMU7jNWrUYMmSJWqPPPFX0rdAEeXH5dq336FAJ48S3pJzyuOiGEnVn5AAPaQT7++2bduSlZXF0qVLlSIlpEUWZanuk7HQx8GpNsqCLsfXiZ7TfkOfP6dCcqCqUqfBrUCvqtSPU9R2SHIc3efLCb2tMubxHtPJZ7x262PlrNT0+XyMHz+eJ554gqpVq9KtWzdee+01CgoKlEWEKG268qSPg3xubr31VqZNm8by5cvxeDxkZWXF7I0Zb7zj2aPoz+l9PtjcqqL87faSflN1eIRQFu7jBgZlAWWx6rBMEC2v12tXrlxZ7Yenm3ECxRKteO3X9wrUEU8Zi1fJ6FyoBU6y4jxuvHMWZ6TqJHDO18hjzpJ753ucZfUyVjrh0omo7oflHAu9T/HGtziiBcQQDnl/UYt4vGM6cSCDWpk/5xjp73USraLmO95zJYXupSZw9kd2FxDSIwSqY8eOeL1efv75Z0aMGMHbb7/N9u3blQ+bkDE9xOdMOBc7kM6dOzNr1iwVZnXOs47ivrjI887P4qHexOKNqyFaRw5l4T5uYFAWUBaJVpkJHUKsKhUvD0RXLOJVNsnr4y3c8SwfSpq46zyHvmg4q7CcxyxKkYGilRYneSiKcMljunqlj4Gz//r7dEJUVLGB7u4er79OxAs3xQvnOue4uIrTonL04r3O+bjeL2co0Imi5sR5LRVF9EviP+XMTxLD0k6dOjF58mROOeUU5s+fT0ZGhlLJJNQoWzBJgr4TYpg6Y8YM9ZqkpCRVuZmQkBCj2sVLTI83zqK0FkVai+qjcwz069NUHBoYGPydUKaIlvgtFWVcGu+xQ8n9KG4xjKdaFbUwFNW2ogicPFeUAauudMkYONuoP6e310lq9PM42xqPmDnbEI+4OI8TTw0UOBfkosa6pCHf4pQw/Vzxqt9K8g2npArlwRzHeTxnaFhITCQSoUGDBrRv357HH39cESxAOdHL3pGhUEh5sUmOXlFEVHendybOxxufeF9uBCVJYhc1Wl7r/BwZkmVgYPB3RJkiWnDwEnhxi0Nx0EORTtJRVEWV871F4UDPFRVechIx5/PO5/T26GQrngolbXbmTR2MYhUPB1I44uFgiUxxJMv5muIU0aKOBaik/JK0q6gcweLaJX/rG3KHw2ESExNJTk7m7LPP5qGHHlJWD1JJKVs3SfhOEvPFHV9eI3PpJOKwL89QXlMSElrUOBX3ejmH87qKl0dnYGBg8HdBmcjR8vl8dqVKlWJytJwKTVELenHqVrzwCOxbhHXS48zzcapDcrzi8olKgnh5UPGOV1T+WXF5YPHK6AXF5TAVBWepvn7+kvTfSWAFztDbwYZwD2axPtQ5KykBOdhj6yqmkOOqVauye/duRaSj0SgFBQUkJSUpRUvy7SScqytjYrQrx5NiCdkuSK82dF7nTtJ1IAVZUNLiheLy4XJzc02O1hFCWbiPGxgcLZSVL2zHXY6WkwjFCx/GUw30xaEoguRESRKsi8KBiEFxKK6P8c5TUugKQlHhyUMps4+3gMYjavFCrc6wYEkUwOISs52vj0ec46Eo8nAgxFMeD1b9Kep1chwhsn/99VfM3pCBQAC3201mZmbMZuHOEKn0OTs7m7p167Jr1y7y8/OJRCJ4vV6CwaCqopUcruJUvqK+mOhkMh7Bikfwi1KH9SIJA4MTBWVl4TcomyjTCRMHezPWb+olufB1NetA7XCGgA4FTuIixz2c4xWVSwWovQ+LWiCLOpbeRvkp6jE5tt6f4pRF/f8Dka+SPC8qj/5/vPOVlOjpP873llTtKQpOkiE5VBLOtSyL8uXLc8UVVwD78rKEZOljr7erXbt2TJs2jQYNGigyVlBQoDYy9/v9hMPh/caoqEIFPb9L/5F5ldwyabP8r3uixeu79NOQrKMD5/Vsfkrvx8CgOJQZRUuHcyE/WBzuhV+aC0FRqoHzsaLaEE9Z0R/TnwsGg8C+hGr9NUWphvHaEq/9cgzx74r3nJPcxVOIShLas6x9eXTO8RP1Riw9dNIsjujx+uJ2uznttNP46aefVG6TvF7UJRkjIUhCJIpSgKSdzvGTzbDluAkJCepvr9erHPw9Hg8DBgxg6tSpigxZ1h6PNq/Xq9zkxQgWoFmzZgwYMIB58+axdu3amMpCCTcK4dILTcQxXj+2nr8nKK64wDnPEg4tag7jzYPBkYEZ17KNCRMmHOsmnHA4nsa0TBEtWUgPVunRVQI5TjyiVtzN6GAT6vVFJRqN7mckGY1GufTSS5k/fz6LFi2Kaaf+LUgWc1l49TbL3nTOBVAnKXLcaDSq9or0eDw0aNCA3r178+STT6rjCzGSBVcIQIUKFWjSpAk//fSTOq78CAmRsJa+wbNsYSTHlPdGo1FFSvR2xnvMaR3g9/uV+WZR8yVjJRV1+rViWZZyU5f8JCFJevJ4kyZNaNKkCXPnziUSidCnTx+WLl3KkiVLYuZG8qB0NUnmXRLbpapPXqv3V8iMhO78fj8FBQVqroXIud1uKlWqxP+3d+bxUVTp3v9V0ulOd8IWAmExJCwhOAEFQQZ8wYXlAsLAIC4RGIWRAcXXINzLVRDFQVFRB6/A4MUBYZwFXxXEleGOiAojyHYRWcMiGiEsgazdSafTqfeP5Dk8XVQvgXTShOf7+fAhqdRyzqnqOr9+tuNwOHDkyBHExsb6CMmysjIl0IqLi5GamgoAePrpp7Fy5UqkpaXB6XQiLi4OxcXF6h5xkUht5QLL6/UGFVkcLq74IuqXkxQh1B9X0yQlCFc7ESG0dF1XEyefGHmmlT9LjhmhuhBjYmJQXl6uhApN8mTNAC5OljTpmk1KZHWgySY6Ohr3338/tmzZgh9//FGdiyZNCnaOjo5Wv7vdbuXi4esRAkC3bt1w5MgRlJaWokuXLgCA2NhYHDp0SFVrJ4FBlecnT56MhQsXoqioCA6HA5WVlSpgmoQOiafhw4cjJSUFO3bswK9//Wv861//wvnz5wFALUYdExOjxAEtTk33h0QEH2v6nWfzGcsRkGij9pOwBKBEAAAfoUfnMF6H9iGxRgKVxCKJDlouZ86cOXj44YcRFRWFHj16YOTIkdiwYYNpVX5d15WI5SKxrKzM557R2pd07/g9pbGi0g0kvvgzf+edd+Ldd9/1WQScRA2tOOB2u5GQkICioiL86U9/wiuvvILJkyfjqaeegqZpKC4u9lmomtpKIovGISYmBi6XC9HR0bDb7erZ4c+0MfYv2OeJxswYx0dfoIwWTKH2EQElCJFHxMRo0aRMk5BRZAG+sT2hWqoC4XK51PVo4klPT0dsbCyioqKQnJyM2NhYxMXFqUmc3DFUtZsvbUJ07NgRHo8Hhw4dUsKNJnz6PSYmBhkZGT4WK4qn4UUibTYbxo0bh5iYGNjtdkycOBETJ07EqVOn4HQ6AVyczGiB4k6dOiE/Px+nT59WooMsJ9R+Qtd19O3bF4sXL0ZMTAzGjBmDc+fOqXbypYFIGFG8Domj0tJSNTHTvSABxF1mVHyThIXD4fCxnpWWlsJqtSqRRfuXl5f7iDm+0LQRsi5RWQRe04ksR1lZWXjvvfeUCH322WcxZ84cFUhO+5KlErjofqUx83q9cDgcStjpug6r1epTdd/hcCiBwwUHHxsSZw6HAy1btsS5c+eg67r6LNBz1qtXL9xxxx2wWCzIyspCVlYWVq9ejczMTLzzzjsYN24cGjVqpAQZiXmyitFzzkswxMXFqfObWbTo2TKLyTPD6Lrl4y+uQ0EQrlUiRmj5e4EbU9B58LXZvqFCooYmUBJPd999N5o0aYLKykpMmjQJbrfbx1JB16AJliZZAMpdxSELCgB1DjrPxIkTlfstNjbWZ2KnNmVkZCA3NxelpaVo3rw5CgsLUVhYiLy8PBWDRZMpTaSZmZlYvny5mtz5QsiVlZXKihcVFYWOHTuirKwMLpcLycnJyM3NVe2mWk/898rKSh+BRCKVuwLJWkPHkZjk7sbKykoVO0RjSiKBxBllzFmtVpUxRxaYFi1aYMaMGejXr5+PIPT3TJDVrEOHDujRowc+++wzVFZW4sUXX8TSpUuVwKF7RPeCLDBWqxUxMTHqPBTXBECVWiCXIAmp0tJS2O129OnTR42RMY6padOmKC8vx6BBg7B582YlaAkSszt27MBXX32FG2+8Ee3atUO7du2QlpaGzZs3Y+vWrVi2bBmcTidcLpe673QveAwc9cPr9fpciwshoxji98iYeMDbacQYLEzn4ecTBEFo6ETM246XAyCrAK/9w1/kxhc1vfBrEmdFViYeu0TH2+12pKam4siRIz7B0Eb3CbmHyGIAVGV7DRkyBJ999pmyqhj7abFYEB8f7xPbZLVaVTvI8uJwODB69GisW7cOHo8Hv/3tb2GxWLB27VpERUUpixwAZf257rrrYLFYkJ+fj6ioKBU7RGNL56Zx/c1vfoM1a9agXbt2GDduHN555x2fsX3mmWfQoUMH5UKlPvPstm7dumHgwIFq/Mj6RGNKous///M/MX36dGiahsceewzPP/885s2bpyw9ZB2kazkcDh+3LAm9AQMGYMKECUhJSUFOTg7i4uKUGCbXGN1fjq7reOmll/Dqq6+ibdu26NKlC2JiYrBp0yZlrSN3MneV0vXnzp2L1NRUFdc0fvx4tGjRAna7HZmZmZgxYwbsdjvsdjv69euHzp07Y9GiRerekmijWCuHw4GSkhI4HA5kZGRg9+7davzICkhi1uv1wuPx4LHHHkNOTg5ycnJw4MABfP7556pvHo8HMTExarkdfh8HDx6M1atXY9CgQT7PIQkhulfBYiONn0UjoWRiSaaWIAjXEhERo0XQpAIEFk1c9IQqroyTB8XcULaZxWJR3/Tz8vLw4IMP4sMPP1QTEk1g+fn5Ku6IBKHdbleWse7du+Po0aOqsjdNgP5cXQ6HA0VFRUqskbWuRYsWmDZtGiwWC4qKitCkSROkpKQAAI4dOwZN02C32zFgwAAkJSXhr3/9K+x2O55//nl4vV6MGjUK//znP1FQUKAsG2RNIZE1ZcoUPPbYY6ioqMDmzZvRp08fvPrqq2oSHDp0KGw2G/r164ejR4/Cbrf7ZPfpuo4bbrgBDzzwAA4dOoRf/epXWL9+PcaMGYNBgwZh/vz5GDZsGD7++GNMmTIF7du3xwsvvIDnn38eqamp2LVrF4CLwoIsXzRebrdbiRMSi48++ihSUlLgcDiwYMECnD9/Hg888AB++ctfIisrS7nBSETTYsvAxRgxYsKECQCA6dOnY9OmTdizZw+cTqeKkeKxVCkpKWjcuDFyc3NhsVgQFRWFli1bIikpCa1bt0ZycjJWrFiBxo0bo2PHjhg6dCiioqJw4cIFtG3bFnFxceqZIdcnicLBgwdjy5YtqKioQJcuXTBlyhQAwMqVK5GdnY3+/fvjp59+gqZp6NOnD/r06YN7770X2dnZcDgcePnll/GXv/xFxe39/PPPiI2NxXXXXYeWLVsiOTkZt99+O+bOnYvS0lJlfQMuJqBQ9qMxu9OYSWnmYuQWKyM1TTIRBEFoaESU0CL8lXYwppjXpAyDcX+KkwKqJo8ePXqgU6dO6N69O/r164fk5GQUFRUpi8qsWbPgdDqxaNEiJbTIXUcWEAAYNmwYXnvtNWWxuOGGG3Ds2DHk5eUpIRETE4OZM2eiY8eOqj1c8NHk1qxZM7Rp0wbDhw+H1+tV2YsZGRmwWCy44447cOjQIdjtdrRr1w5nzpxBeno67rvvPnU9EookOniQ+oULFzBr1iysXr0avXr1wu7duzF06FBs2bIFADB69Ghs374d69evh91uh9PpVDFaFosFVqsVTzzxBKZOnQqv14vRo0dj8eLFWLNmDSoqKvDMM89g8eLFeP7551FRUYGsrCy8//77OHnyJKZPn46VK1cCAJYtW4b27dtj7Nix6Ny5MyZMmKAsODwYe/z48Zg3bx7+67/+Cy+99BKaNWuGN998E/PmzcOuXbvgcDiQkpKCLl26oFWrVjh79ix27Nih3KG33norOnfujF69euGjjz4yfUbIhUvPIN3/KVOmYPny5YiOjkarVq0QFRWFFi1aIDs7Gy+//DLmz5+PHj16AACysrLwwgsvYM+ePWjcuDGmT5+OHTt2wOl0Klcrid9HHnkEvXr1wrp16zBx4kT0798ff/zjHzFq1CjccccdSExMxH333YdZs2bhvvvuUxasnJwcREVFoW3btvjpp5/w/fffY8mSJVixYgWGDBmC8vJy5OfnIzc3F9OnT8fq1atx+vRplJeXq8QPcn2SFc9fKQwjPFOUPldmhUiNIstoZRMEQbgWiBihxV/exhpMZvsZyzkAwb89G92P9K0+NjYWKSkpuOmmm/Dyyy/jwoUL6NGjB9LS0vDDDz8gIyMDLVu2xKpVq3yy8HRdV1YeXddx66234vvvv0dFRQWaN2+OcePG4euvv0abNm1w7tw5DBkyBOnp6VixYgU6deqE6dOnq1grY3p8fn4+4uLiMHXqVOTn5+Ppp58GAHTo0AEXLlzApEmTsHv3bpw4cQIDBgzA+++/j6SkJLhcLuTn5yu3E6Xz05hRYHZ5eTm6d++ON954A+Xl5bjvvvuQnJyMCxcuoHfv3gCA1NRUvPfeeygpKYHT6VSWHBr7rl274uDBg0hPT8ewYcMQHx+P2bNnw+l0Yty4cZg7dy7at2+PU6dOYfHixXj99dexc+dOvPbaa2jVqhXatGkDoKpEwaFDh/DWW29h5syZyvJkLJvRr18/3HLLLYiPj8ctt9yCyZMnY8GCBejevTt+9atf4fDhw9i0aRO+/vprlZV38uRJJbQyMzMxduxYHD58GBUVFVi1ahVatWqF7OxszJw5E999990lzwqJkNatW2PkyJEoKSlBt27dUFRUhFdeeUUJ4wceeABff/01AGDq1KmorKzEbbfdhp49e2LDhg348ccflWWO+mez2dCzZ08cOXIEOTk5eO655/DBBx+gb9++sFqt+Pvf/4709HS89tprKCoqwttvv43GjRurZ7a0tBT79u1DdnY2AGD+/Plo1aoV1q5di+LiYni9XqSnp2P8+PF46qmn4PV60bZtWzgcDpw5cwbnz59XQfM8WN6YGcjFkdHCxccqUGai0dUvrkNBEK4VIkZoARdjN4xZcRx/Iot+5t+ag7kfeYDvJ598grS0NGRnZ2P06NFIS0tDfHw89u7di8cffxxvv/029u7dqyYkXtCya9euAID3338fCxYsQF5eHiZOnIhnn30WMTExeOSRRzBixAi4XC688cYbaN68OU6dOoUzZ87AarXC6XT6xPGYQdYft9sNp9OJiRMnolu3bvj8889x4sQJlJaW4vbbb8fBgweVy40sMzytnsQllQKgNrzyyis4d+6cul5mZiZcLhdOnjx5yaRIMT3Hjh2D3W7H22+/jV27dmHRokVwOp3QNA1z587FuXPnkJaWhoyMDEyePBnvvfcehg8fjoEDB+Lzzz/HkCFD0LhxY5w9exbl5eVIT0/Hl19+qTILKauPxM66deswfvx4bN26FQUFBYiOjkZaWho2btyITz/9FC6XCw6HA06nE40bN0ZSUpJyT1ZWVmLHjh04evQoysvLYbfbcfjwYZw4cQIAsGLFClitVhQXF5u6eR999FE0atRIiVgqieD1ejFz5kxYLBaVBUoxd1988QW++uorZZ3j2Zfl5eVo0qQJOnfujIULF+LMmTNYtGgRvvzySzRv3hxutxsulws7d+5UsXwlJSUoKSlRzzqvKu/1enHkyBEcPnxYtTk6OhoHDhxAYmIiTpw4gRUrVuCtt97C3r17ceHCBZ/+Gd3b/lyHwQjValUTa7QgCMLVTEQJrVCLlJp9G+ZZb0Bw6xYJEbLSlJaWwuVyQdd1/PDDDzhw4ABOnjyJp59+Gi6XC3/729/81gKia3311VfYsWMH9u3bh5iYGNx9993weDwoKChAv379sGTJEtx+++24cOECTp06peK3SAAZg//Xrl2LvLy8SyauoqIiZGZmqpII5EZKTU3Fxx9/rCwTZpZBPr6vvvqqsnzl5OQo9yAArFq1SrlHSTjwmk82mw0dO3ZESkoKRo0ahWnTpuH48eOqcOrPP/+MmJgYfPPNN9i1axc8Hg90XcfmzZtVQVHqCwm3AwcO4NixY0pc0TFkQfz888+xYcMGlZ04ZswYNf40bkVFRWjUqBHcbjfGjh2r+up2u7F69WpVtJQyBcmSSHF1FHdHYtXf81ZSUuIjKnhJCWo3iSNqL7mcyU03YsQIfPjhhygrK0NJSQneffdduN1unDx5UvWL7h+/j7yunDFekfpjtVrhdrsxadIkdO7cGR988AGaNGmiRCq3TvKaZWafE46ZkArmxueZnyKwBEG41ogYoWWcVPy9kINVoQ71GzUvS0AVtd966y24XC5s3bpVWQumTZuGfv36ISEhAcXFxaZt7tWrF4CqYoEdO3aE2+3GrFmzkJiYiJycHPTu3RvHjx+H1WrFpk2b4PF4sH///kv6SW0n4UBxRDabDcePHwcANYFzjh07hoqKCixbtkydg69N5w/KNKNAfl4TjAQWTY4ksEigdujQAePHj0dWVhYaNWqEs2fPqvFxOp2Ij49Xgqq8vFzFA9F58/PzAVQlA3CBU1hYqO4LWYA0TVOlIej8cXFxcDqdKjaOLEVklbJarSgsLPTJJC0oKIDdbvfJwCSRR0KXFznlVk+Xy4XCwkLl/jM+SzR2NptN1WSjkhhk/STrEJUEuf7667F3717k5eUp0Ux1wCiDEPBdwod+p+fGWASWfz4WLlyI//mf/8Hq1asRFRWFnj17qmxOLibJQusvYcOIv8+YWR0t/jdBEIRrkYgRWhyzOKyaHMv/9yc2KPPKZrOpGCmXy6UmNFoqJTo6Wrl/YmNjUVxcrCwBNKmuXr0ajz/+ODRNw7Fjx6DrOs6fP4+CggJ4vV5s3rzZR0R5PB4lPIzwKuq0KDRfOoYmRWqH2aRHE22g8eOFQ0lYcMsDiQNys/EMwKioKIwdOxZz5syB0+lEVlYWVqxYodxPcXFxcLlcsNvtKsuNzl1RUaEKwAJQ94Ay3qiSOsU+UT94JXoqksrjiqjfHo9HCRkuSD0ejyqpQc8Wr0zPXXB8O8/WpOxTqi1GViNeH42uRSLLarXC5XKp54myDQGgWbNmOHnyJMrKylQVeZfLpYQm3WtjrBpZfo01qsjy53a7kZmZiU8//RTbt2+H2+1Geno6jh8/rpbw4YHvxvP7E1Fmzyl3dwf6kmOsuSWWLUEQrhUiJgWIJnqzeCBOKPEiZjW3jLW3aKIvLS29xCVG28kVQ4Uoi4uLYbfbYbFY1LI2SUlJSEpKQl5eHhITE3H06FHVBp6N6PF41HVo0uY1h4z9pHZwQeZ0OtU6dTSx0j6VlZXK/RkqZnXEqM800VM8ER/76OhoFBUVweVyoXfv3sjLy8Pp06cvKZxKYogyFWmMqZI8CRjan8aZxoOsTDxxgdpGY8yzEgGo+lderxelpaVqvKhAKq9uT/eIxpAvoUQChPajdhUXF/uUQ6DrUX0sM2srWcxoDKj6/auvvopvv/1WCcuysjLlTiZhabPZlFA1BqVT//mXC6pY36RJE2zbtk3FnPXu3RtffvmlKilBFkS+/qQ/jH8LZDE2c3Ua/2Z2TkEQhIZKRFm0gr186Vt8oG/OFAsTCmSpIUFBAdgkuMhyQWKJRJemacptRQUgrVYr8vPz1TIybrfbZx1DslLwWk7GPnCLBa/IzrMjSZS4XC7YbDaVDUiV391ut487LtBYkhiKiYlRbaV2UIwU9ZuyK6kQaUpKCoYOHYq+ffviueeeU20lMUNWK26ZpFpYJEZ4YgFfBJr+p3bS36lKPG3niybTOn5ctPIq/dz9yd1kJDSMIoYsNVyQkFWTF2/lXw5IeOm6rvpmJnzJakXZgtwiRtek+09CkI8HiSsaX24hovZ07twZuq6jVatWuOWWW7B27Vr1zPJ6bVTtnlsGA8FFnb8vPYEyhgVBEK41IubNx6tS88nZ6HIwfrM3Yszc8/fSJzFD+9PkSJMRTeL0d3LfkdUiNjYWFotFLYkDQMVdkWuIYpPIIkNCgYKjjf3n/SUrBtVcioqqWm+wrKxM7UtrAFIsU2lpqQoEN6tKb4bdbveJ16GJnC8Szd1YdB/+8pe/oHnz5njhhRdUzBCJJBI9ZKEhwUdWHYJ+5oso0z8aAy6yyHLH10okYUXZjtwNWFpaitLSUuWqJYFBApLaZsxA5W2gbWT9ov8pxo8vSUOCh7slrVar6h+PreKQxYvaT5ZQLhq59Yk+I0DV804uZjrG7Xbjiy++wMMPP4wbb7wRGzZsUIKankOyZBqTSMzgSSok0Izt8Ae3JptZbgVBEBo6WiTESlitVp3WF6SMLQAhCSYi0L5mliMew6XruioLQJMxuVdIYPEldsjiYnQ18WVTaH86P4kGmoxp0vTXDx6Ezq9B+1itVmU9IzECQFl1yAITDLIykTik5VsobodixczED7cgUV8ozoiEImUuAhcXfKZ7QuPMLZU8E5Cuw2OzyJ3I28hju8g6w2OOuOUsNjYWAFSgPmUfGmOejM8IBcFT0VkaX34fqaq9sZ28Dfwe8p9J4PJnIFSMrnK+jQukmmC08PHt/FzGzxGPGfPXVtqnuLh4l67rvWrUsAhF07T6f5GiKiFHEOqLa+3503U9pG+OEeU6DEVMBQqkDeTKMAsYp0mSlrnhMTYkEGhSpeBwismhOCuCr+vH3T0UyE0ZZUZLEccY3EyCgfYll5fFYlHno8mbL5/CrWNmFgS+jYSPMaCbjifrEBdBJHK4oKOfyWVJgpQLCC78uPjkf+P3hcQXnZusPnQstcNms8Hlcl2SCEH/U4IDuWH5feKxctRmskLS+HGhxoPmaVz4M8VjzngbjBZLfn9q09LDxSvfdiUEOpe/uCv+maPtEgQv1DXX2sQvRCYRY9Fq3Lixz8LO3F0B+C/5YMyU4lYDwl8WFYkG/ncuTngsD7+2P2uRWeA+TdIkOIzWC2o/Dw43Tsb0dx6fRseR9YQvguxPYBnhbiP6mRfB5P2lsgA89ssoCrkIovgv6ie38NH/JCS5dYhn2dF+5Hql9SbJ+kbwUh0k3rgLluKySPRS4kB8fLxPjBu3vJELmM7nL96tJgIpXJ+1cLnjgsVUBbsuF1pmljyxaAmCcDUTqkUrYmK0eBYVh6wWtE8o5wkFY0kDfjyfpKkNJAq4m83snPyfv7ZQP0k88JpNJAjoWLJg8bpY/DgSfNQmstwEg2J6eEYfUCUyjJOiv/6SQKPxodgft9utLG5kEQKg4ssoCJuvwUixSWQpNApriimibFBeboH+JScnq77wcaOEB8p4pPGjbD/gYtkJAGpNQnIfhxrvZrz/dfElpq5jnsw+i7yf/DNljOUK9QuAIAhCQyJihBa9rGlCNUtfJ2rqCuH782BeM+uZMSCfx2sRFOcTSp/8TUyVlZVwOBw+1c/JVcfjuSgInK5Pdap4UDzVayJrEA/kNoNnyVGtMIr7KisrQ3l5uU92X0xMjE8WJnf5ETabTVnaqCgo9Y3HU9H1qb885om7vVq2bIlHH30UzZs3V/Wh6J6QS9LtdisROGjQIHTr1g0A1FhRUDslDNCzRdfgmYX9+/fHpEmTYLFYEBsbq6yZtDB3bcFdhZEsOvxZs8xKsASDCy5BiFTMvig1tH9C/RAxQotEFQ+spgfDLL6FHxNK2jgXVnQubnniliw+CfLtVJ+pJg8sPyf/n1xTPNCarstT+ckddu+996Jnz54qw45XHad/FMtkdD8GIjY2Vo0h1b2yWq0+ldzJ6kUZbh6PB7/73e/QqVMndT0jZGUiKx0v4UDnJQFHooxi5Nq2bYtZs2bhs88+Q35+vuoPHUNjQ2Ngt9sxatQobNiwQQlCyiiluDhd133cvdQ2Ytq0aVi+fLlKcuBJEYHGkv/NKJ6MgsQsaN3fvuEm2PNhJi4DWWj5cWbJKDzQX1744aG+J/Gr/Z8ghIuICYbnJQL4g28WbKvrunJTGQNsjbFPga5H1zIGp5Ng4ZYdshbxQO1gH05jYDqdm2fE8bgqAD6ZbcTy5csxffp0FBUVAYDKkCSxQUHiVALCYrH4BOUboWtRvBO3ltHYUl9JzMXExCA6OhqjR49G06ZN8d///d9q7BwOh0omoKB1XddVViTdW94equ5ut9t9MixvvfVWpKamYsaMGZcUU6XYL8oYLCsrQ0JCApYuXYpJkyap+8VFDIkmXq6Du0tjY2OxatUqTJgwwaeQKh+fmkLn4M+WEePzGcqLvrbFmFEkGjHGP/o7zqymlr9yDsYAeUEQhIZORFi0eGwWf4n7K39glrVXG5lVPJOQrBkUCE0xPCRseFxToHMCULFERvdhVFQU7Ha7spRRfBOPCRoxYgQ++eQTuN1un2r25Cq02+0q3oncd7quw+VyBXVRUZYdCSzg4gRIliASKh6PB40bN8Y999yD5cuX+5zT6XQqdxsXpLQNgGqjWRLBwIEDlbVr1KhRWLNmDYCLNa24K5AyBumcI0aMwD/+8Q9VcX3EiBG46667cMMNN6BNmzbqOLIYRkdHIzU1FWPHjkWTJk0wZMgQ/O///q9PVumoUaPwhz/8AQkJCT4xZpdDqNaw2uByrhWKC9Po+jN7rriINVqv+D86VyilRwRBEBoCEWPRCvayN1qtzISVv2/gZpBVyvgzQSKGAqmtVisyMjJQUFCAY8eOBT0/byvFCNFyPzRpUfB3YmIiHnroISQnJ+PPf/4zvvvuOzW5Dx48GE888YSqAcWFR2xsrLIktWnTBhMnTkRBQQFycnLw6aef+kxmZsHLfFvXrl3RrFkzbNmyBU2bNsWAAQNw4MABHD58WGX1zZkzB7///e+h61V1x+6//3506tQJc+fO9amdRe43srhRGQXeFl3XYbfbMWDAgEsmXS5iSRxRv8kSRjFXt912G2bPno22bdti8ODB+OabbwAAI0eOxKpVq1TQPwXD33777XjkkUdw/PhxdOrUCTfffDP27t2Le+65Bxs3bsS//du/oUmTJnj22WfhdDp9LJ98uR1e5sHseazJ82z2xcGIv/MZxU+ox/vbN9hnx6xUitlnsb5do4IgCJFCRFi0gEtrChnjr/y5Ni7XKqDrF5dXIWiRaGMqf6tWrQAAP/74IzIzM9X2O+64A8uWLUNiYiJGjx6NVq1aqXbeeeed0DQNTZs2xZIlS9C0aVPo+sVYJKDK0pWQkIDFixdj27ZtWLZsGZ588klYLBZMmTIFU6ZMwS9+8QvcdtttaNeunc+kWlFRgfLycsTFxWHYsGH493//dyxbtgzLly/HiBEj0KdPH2U148VBKysr0b59e8yaNQuzZs3CggULsGDBAtx1113Izc1FRkYGnnvuOTgcDtx4440YOXIkvF4vUlJS8NBDD6FNmzbIzMzExx9/jOTkZCxevFiNI1ksCIq3o8rovDp6kyZN8Ne//hW9e/dGixYtMHbsWFx//fVqrUgOr5RO4ocH1rdv3x4zZ87E119/jby8POTl5SEtLQ1FRUWw2+0YPnw4Hn74YSQkJODOO+/Eb3/7Wzz33HPQdR033XQTlixZgnfeeQdnz55FWloasrOzUVZWpkSWzWZD//791XPD4854XbXLpabPsPFzUZcixugSDEXc8c+ysb6YIAhCQyfiLFr0AjbLnOPf/EkM0SRV0xc3uekcDgcqKirQs2dPPPPMM8jOzkZhYSG2b9+OjRs3onnz5pcc+9BDD+H06dO4/vrrsWjRImRkZODmm2/G+vXrlfgZM2YMtm/fjvnz52PBggU4deoUgItL+FAfn3jiCbz22mvIzs7GU089haVLl8Lr9WLZsmX45JNPMHv2bOzdu1ctP0MZkLwY55gxYzBz5kwkJibiwQcfRGlpKb777jtVPZ7KLJSXl2P48OHo0KEDlixZoqrer1u3DrNnz0Zubi6WLl2K//iP/0CbNm0wefJk7NmzB506dcI999yDL774AvHx8fjd736HyZMn46effvKJveKxSdx9xGOzqKTDwoULMW/ePBw/fhzp6elISEjA3XffjTfffFMJKbMYM6vVqqxaTZs2RUJCAl5//XXs3r0b7dq1Q6dOnQAAhw8fxr333ou4uDh88803SEtLQ3JyMsrKynDTTTehf//+OHLkCA4ePAin06mqxL/44ovIyspCx44dsWzZMvWs6bruI6h4zS2ewBEKZsKqJtYso+W2NrMia0IoVjtuNRYEQbgWiTihFchFwl/a/iYZf25FI9HR0bDb7XA6nbjxxhvx1FNPYcaMGTh79izeeustnD17FhaLBS+++CLmzJmjrnX69OlLzjV06FCcPn0aKSkp+PHHH1FWVoZ58+Zh/vz5WLFiBfbt26esOhSnRC7FRo0aoaSkBA888ADatWuH3NxcJSL379+P/fv3q/gsik2i+k/kwlqzZg1mzJiB3bt344MPPsDNN9+sSh9QkVHK0Nu0aRP27Nnjs9jxvHnzsH//fiUYJkyYgH379mHlypVISkrCmTNn0LdvX2zZsgXr16/H4MGDkZ+f77MmIHelcUHMXYZUeqJr1644fvw4cnJy0KxZM6SlpeHgwYMYPXo0vv32W5w4cQInT55U4pIH/Bufj5UrV2L37t2w2WzIzc0FALRo0QI9evTA1q1bkZ2dDbvdjuTkZOzbtw+JiYnweDxYsGABpk6dim+++QY2mw1JSUlISUlBQkIC9u7di02bNinB6HK5sHPnTtUnqgMGwGdZJX+1pYhQEigCYXQ3mrnxrpRAnx2zoHhjn42fUbOkAHEjCoJwLRFUaGmalgzgbQBJAHQAb+q6/rqmaQkA/h+AVAAnANyr63q+VvUWfR3AnQBcACbour472HXIDRgoaDdUQhFblJ3ncDjwyCOPYNq0aTh37hz69OmDsrIybNy4EX379sXevXthtVrx5JNPwuFwYN26dQCAxx9/HFOnTkWXLl18zltWVgar1Yq77roL//znP7Fr1y4VCM7rUOl6VR2onTt3olevXli9ejX+8Y9/IC8vT/X17bffVv0goUauOF6HavPmzdi4caMKHi8sLFTZchTbRIKlvLwcp0+f9glM3759OzRNg9VqxbRp01BZWQmn06n6ZLPZ0Lx5c2zcuBG6rmPp0qWYPn06/vznP+PEiRMqSJ3XWOIZpPy+WK1WdO3aFR999BE6d+6Mbt264e9//zu6dOmC/fv341//+hcuXLigFt42ruFIFjJd11FSUnLJffV6vTh37hxeeOEFWK1WZdX78MMPERsbi02bNqkA923btuHUqVM4f/48zp8/jxMnTsDlcqmxoqD+iooKlJSUwG63q7pjdB9pfcVgIivQ9rrCLDbvcs9jdg6e1BLoOnU5DnX1/hIEQfBH0CV4NE1rDaC1ruu7NU1rBGAXgF8DmADggq7rL2ma9iSAZrquP6Fp2p0AHkPVi+qXAF7Xdf2Xga5htVr1xMRElJeX+7jVCLIikIAyZh6aBcGHUt6Bsu7++Mc/YvHixejcuTNOnz6Npk2bKqvFwIEDcebMGaxbt05NEEePHsXChQtx/vx5bNq0Cdu2bUNSUhLy8vLgdDphtVrx6KOPIicnB++//77qT1xcnBJA3L1Gy+hQJiGNQWxsrE8ldNqPFmfm9a6Ai5mCPHCer79HAqGsrMwnC5LGky85RAVCyW3Wvn17HD16VAk0ssYVFBSgrKzMpz/8vtG6jABgt9sRFRWF1q1bY8yYMdi6dSu2bduG6Oho3H333ejfvz+efPJJJXb4It0kZsiVR+2jQH2r1arEId1bj8ej+sNLV9Czwt3VJN5oX7o+WdL48cbPDLdohUtEmImWUILSa/rFJRQLWSChFqrQioqKqpMleOri/VV9nXovxFTfQl6IfMSaXLvoIS7BU+O1DjVN+xDAkup/t+u6nlv9MvtS1/V0TdOWVf+8unr/w7Sfv3PabDYltEhg0f/G+Bc+UfLq7TWFrCUejwfDhg1Du3btsH79epw5c8Zn3btmzZqhuLhYlTAAqqwrzZo1g9frhcfj8RGI0dHRGDRoENLT07Fo0SL18iOhxWOtqA10rNEqQu5CTdOUOKLt1Acu3uj6VDOKV5gnIWW1WtUi13QdY3kHEmd0Hb4UDbkxyS1E5+XV3SmL0/ihJmsQCTWqVWaxWDBu3Di0b98ev//9732EIbXfWC2f1/aiNgBQmY8AlMuUttPxMTEx6ro09lwglJWVoVGjRigrK1MZp7y6Pf8yQBY3o8s0XBjHNNiXi7oQWtyC7G9NSOPzZbFY6mWtw3C8v6r3q3eVI0JLCIYIrdolVKFVoxgtTdNSAfQA8C2AJPbyOY0q0zwAtAWQww77uXqbz4tK07TJACYDUJMla7zxugGLPxoJZV8+OXz22WdwOBxKsFB5AU3TcObMGVAbeQD0+fPnlWCx2+0AqibbFi1aYODAgXj66acBQFmdbDYbnE6niu0BLgbGcysJ1dCiIHZqk81mU8KBMt3o+jwOikQM9YPEJC/+aewjCZXGjRujsLBQWbEoDozaRiKRYsP4skFmIsMYU0TV4kmokNjRdR0FBQXIzc1FfHw8ioqKfCqzGxd1pjHg95HGrbKyUo1dfHy8KshqVreJr9UIXIy3IksiAPVcGIuuWq3WS4RsXWB8tgOVNPEXJxaIYDFagco7kLuY7x9J1Ob7q/p86h0mCILgj5CFlqZp8QDWAHhc1/UigzDSa/qNTtf1NwG8CVS5DkP5Nsb3CTQhhDrp0bIysbGxcLlcPrFPZIEqLS1VEwidl7vjKG4HqBJjI0eOxIsvvqjKONCETe4uAKoyORcPJFZof7J0kcvQ7XbDZrMpaw5N/Nzix8eH3IAej+eSsaI4L36MzWZDQUGBquRO5Rgo7obEBo0BVWfnIpFisiiNn7siSZBQe7jg9Hq92LNnDyorK5XI4hY4Equ8Sj+5UUn00QRPFigAKC4uVgVhCaObkI+J8f4CUAtec4sl7QP4ZssGK8J5JRavYF9EgpU6CeWLBxC8JlYg8WS8hlGU0d+vpADs5VLb76/q49Q7LBIsWsK1jVirIpeQ3niapsWg6iX1N13X11ZvPqNpWmtmej9bvf0kgGR2+HXV2wJCgfA8DoasKUYrCQ+65XFEnGDuRLLYABcD2Gn9QVoWhqxJ5BIDLk6oNPnS9srKqkWiv/zySxQWFipBRIKJT8IUV0TH88mIrFh8fxKExnMYLSk0XuR2M1o7eBwVd80SVqtViUx+bnKZ8esYq7xz1xCPqTMKEmoDH8Po6Gj8/PPPqq3Ubn4Ns3vAq/jzttHvVqvVRyDTvtS3UKr78/PyfvJ+G93b/rhc106oL1BjjFg4YsYCZTqSddPYJrOf65K6eH8JlyITvyBUEdS2r1V9WlYAOKjr+kL2p48APFj984MAPmTbH9Cq6AOgMFh8A7uWWtSYx9/QRMbXGOTLglzOZEITAp2TxBBZaYwiiuCWD/4ioTIA2dnZ6nej0KB/JBBIdJA4okB2f9/4jS8us75zcWTcN9C5+PZgL0jjZB6IUM5nNs6hQM9AKFzuc2LETNxGIjVtlz8XpNnv/FmmLz1m2/nnpB5FVp29v+obs/Gvz3+CIFQRikXr/wD4DYDvNU3bU71tNoCXALyradpDAH4EcG/13z5DVcbOUVSlR0+80kbyCTIUFw0PNg+0T6BrhVqPix/HRU6oQcX+FuQN1EaD28PnOO5CMnvZmVlk/O1Lfw9FTBnPbTwumHUl2FiH+uKuSeap2TVqIsbM2hTKmNfk2v6uEey+XQ703Nbk2TfLNDW2KxxtrQH1/v4SBOHapsZZh+HAarXqCQkJKj4KgLIqcXci4Ou6I0KdwP1NIGbBvYFS541CqCYWHrNr+xNaxuuaEerEFupkz/tWGyIs2P7GbcF+D4a/sQsmPsk16W+/ywksN7uO8fjLFSHB2mkUvzUVqmbPO23npTGM1+auw0BWUwD1knUYLjSJ0RKEa46wZB2GGx6fZYy7CVaVmvajvxnxZ2Ey2+5vWygWptqAi8qaWtaC4U98Gcc4lOuG2m/jZG+0vNUmoVoTjW2rKVd6z+vi+CsZ31A+L2ZWy0Dwv0daRqIgCEK4iCihBVyaIu4Pf24pHojNMW67khd9bQofM8ziYvxZ4nicmpn7ifYx+1tNXWW1TaDr83aHArfE1EQQh3r+UIVNfcemGK1kwe5vTT8HZv270iKngiAIDZmIEFokrow1pYBLX9A8AJcwBslz9yNB+9ME7m8yNps0wi2sgl0/VK7EhQkEF6OB3KeBMFoajdbKmhJojPyJ0nBP9Fzo18SyEw6CnT+UEg3BBJq/Lzb+guojQYQKgiDUBxEhtIBLRYLRfQgEFyH+gsuN8H1CETa17b67HEJ1XV5JLSUgcAHMUPYLZHnjbTRzI4Uyxv7aFapA4PvU5sSvaZqP4K9NS1moBHOn+6vabjyHP/xZyLgVOpBrmn4PpR2CIAgNhYgRWoRZ/A63hFDNrECiw2i9ot/5pGPcZryWv3aFm0AxRsY2hBLozwkmMPg5zIRUqKLUiJkrmI8zT24w3r9QMWZfGgnFihYsMcF4nkD7mRFMVIXyBcHf88mfbX/PdE1qfV2pAAxUTiSU0ABBEISGQkQJrVBS3I0Zh0QggRRon5rEKNVUbIViFTI7n7+ML/rdn/XGrH3BBEYg60Io8XK1YZEx1riqSWxWqO0IRYSaPQvGtvh7XmqrThfBq9k3FGpidRQEQWgoRIzQ4pO6v0mRlkapDcvS5b7sjZaTQBaGK22nP5dMKG0z+z3Ua/qDT/7hniyvtHTC5VwvmLUo0HXqO7HgakDGRxCEa5GIEFq6rqs18Ixuw0BihRb4vRxqwxLTEK0O/qjrQOa6npQDXa8mcV+RTG2I12DnqEmM4NUwZoIgCFdKRAgtr9eL4uJi9XtdWAfkJV8zZLyufmrjHl7JOeQZEgThWiQihBbgG79RWy/kQN++a+MatR0w7O/8obi0Luf8oZxPJsern5rERtXFlxyJ1RIE4VoiYoSWWQ2oUCeGmp6/tqhvq1ttXz+c/akL0XutxE+FuuyO8e+hUBfj1JDuhSAIQjAiRmgBl/dNNxJe2pcbe1LbFqlIpS5ic640xupqIlDmoyAIghBZRJTQAq5ssgi1cGdtUxsZjA2Za6WfgiAIgmAkooTWlbp4ZEIXBEEQBCGSuPyF9cJAfS9zIwiCIAiCUJtElNASBEEQBEFoSIjQEgRBEARBCBMitARBEARBEMKECC1BEARBEIQwIUJLEARBEAQhTIjQEgRBEARBCBMitARBEARBEMKECC1BEARBEIQwIUJLEARBEAQhTIjQEgRBEARBCBMitARBEARBEMKECC1BEARBEIQwIUJLEARBEAQhTIjQEgRBEARBCBMitARBEARBEMKECC1BEARBEIQwIUJLEARBEAQhTIjQEgRBEARBCBMitARBEARBEMKECC1BEARBEIQwIUJLEARBEAQhTIjQEgRBEARBCBMitARBEARBEMKECC1BEARBEIQwIUJLEARBEAQhTAQVWpqmJWuatknTtAOapu3XNG1a9fZnNU07qWnanup/d7JjZmmadlTTtMOapg0JZwcEQRD8Ie8vQRDqG03X9cA7aFprAK11Xd+taVojALsA/BrAvQBKdF1/1bD/LwCsBtAbQBsAnwPorOu6N8A1AjdCEISGyC5d13uF8wJ18f6qPk7eYYJwjaHruhbKfkEtWrqu5+q6vrv652IABwG0DXDIKADv6Lru1nX9BwBHUfXSEgRBqFPk/SUIQn1ToxgtTdNSAfQA8G31pv+radpeTdPe0jStWfW2tgBy2GE/I/CLTRAEIezI+0sQhPogZKGlaVo8gDUAHtd1vQjAGwA6AugOIBfAH2pyYU3TJmuatlPTtJ01OU4QBKGm1Pb7q/qc8g4TBCEoIQktTdNiUPWS+puu62sBQNf1M7que3VdrwTwJ1w0r58EkMwOv656mw+6rr+p63qvcMdoCIJwbROO91f1OeQdJghCUELJOtQArABwUNf1hWx7a7bbaAD7qn/+CECmpmk2TdPaA0gDsL32miwIghAa8v4SBKG+sYSwz/8B8BsA32uatqd622wA92ua1h2ADuAEgCkAoOv6fk3T3gVwAEAFgEeDZewIgiCECXl/CYJQrwQt71AnjZDUaEG4Fgl7eYe6Qt5hgnDtEWp5h1AsWnVBHgBn9f9XM4m4+vsANIx+NIQ+AA2jH/76kFLXDQkjJQAO13cjaoGG/LxdbTSEfjSEPgDm/Qj5/RURFi0A0DRt59X+7bYh9AFoGP1oCH0AGkY/GkIfgtFQ+tgQ+tEQ+gA0jH40hD4AV94PWetQEARBEAQhTIjQEgRBEARBCBORJLTerO8G1AINoQ9Aw+hHQ+gD0DD60RD6EIyG0seG0I+G0AegYfSjIfQBuMJ+REyMliAIgiAIQkMjkixagiAIgiAIDQoRWoIgCIIgCGFChJYgCIIgCEKYEKElCIIgCIIQJkRoCYIgCIIghIn/D9OT86RIKomeAAAAAElFTkSuQmCC\n",
- "text/plain": [
- "<Figure size 720x360 with 2 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "data": {
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u+p9zmY9EQ3TtTl5iex2yfU6pUokc6eMNDAz0Iwyyj0tFPq1WqzqPdrtd6aIyMjLO6jkl7+tFEUI4hCCda8pKJyEZGRk4HI4zqgIhO/okgniv14vT6VRRLiFLFotFpUEtFgtpaWmKxAm51K01QkJCiIqKonjx4gBs2bLFL40q0duWLVvyxRdf4PF4sFgsanuXy+V3PiTyFRISQuXKldm+fXuOFhLnCl0Xlh8UtoivCRMmLi9puZJRKIhWQcNIrkQ3YyRMorXRow+i44LsyFhaWlqO+xdiJilJOea5eBLlB0bbBLvdjtVqVWQhvzYOIsSW8ev7tdls6nxlZWWRlpamKtxkAT5Xu4gLgYxTyLI+PmOvQH17IyTlJhG7sLAwkpKSlHYrvxByJgQlNTVVRfqk4lC/Ri1atGDdunWULl2ahIQEUlJS1OdtNptKhbrdbpxOJ1WqVGHHjh0AflFKm83Gs88+qxzlk5OT2bt3ryJ5uvt9RESEeq1Dhw5ERkYC8N577/ldb7mGzz//PPv372fnzp1+XyYK4r41XhvTM8uEifODSXyuDFyRRMuYQtG9tXIjDLJwSnm8bg0hZApOkziPx0NYWBhut1sJnnVjz4LSguniaPnZ6/X6kaT8psB0DZM+F6PgPSAgQFW4CSSidikg4xStk4xZJ1wyZqPNgkDSabK/6OhoZs2axeDBg0lMTMy3nYikHyUimJmZqdJ0sn8RwQNUr17d7/OhoaGcPHmS0NBQPB6PIvySlh0xYgQul4vt27f7pTMDAgKYMmUKPp+P1157DYCUlBQyMzOVli4wMJCIiAimT5/Ojz/+qI45YMAAAEaMGOH3BUBSpg8++CDJycnMmzcPwO+4BdFKyYSJKxUm8TFxPrgiiZaugfH5fISEhGCxWNTipKeBRLAskAVTFnRdDK1HEGw2GykpKQCK1Mkiqns0nUsvvNwgmiybzaYWQkmH5SdNKeTMCCE0kibU06cS8dHTbZcyoiXibRGRg38rG9Hh6cREn1dAQABpaWlnjNlo2Hk26Bo2IXZ9+/blww8/xGazMWfOHB555BEAypYty4svvsi0adNo164dQ4YMUe/pREbuv3bt2tG8eXNFiKRaMSMjg/79+xMaGsqkSZPUfSZzkarF4OBgJk2axJo1a1iyZAlZWVlce+21auxly5alY8eOvP3226SlpVG1alVuv/12qlatyuOPP+7nDC/7zy0ClR9d47mgMGhDTRR9mMTHRFHAFUm0ZMHSiU9OztcOh0P5E+UUgbLZbLjdbvWew+FQGhhARRaMi704dhdEClHShGJKKalMiazoIufcILouGXNmZuYZ9gERERFqu9TUVNUOZ9iwYcyZM+eC5nA+0IX6kydP5vXXX+fAgQMANGnShAMHDuByuc5I7eoVhrrYfOLEiX6mqzq50HV6QqqMlYkS9enSpQtlypQhMzMTj8fDyy+/TJUqVYiPj2fevHm8+OKLxMXFMWPGDGJiYoiPj/cje7pVRe/evYmJiaF06dIMGjSIhQsX4nK56NKlC02bNmXChAmUKFGCsLAwjh49Snp6urpnS5QowZNPPsnq1atZunQpAE2bNmXmzJnExMSccT5feOEFqlSpQo0aNejUqRPp6elqrvo9qhPBvJBfYqXrzQSFsSrXRMHAJD4mTJyJK5JoScuY4OBgevXqRaVKlQgJCaF48eIcP34cgGXLlvHHH38o0bu+GIrYHVApR0BZH0jkx2q1Eh4eTlJSkiJCehl9QUSz9IVejFZlv7Lwnk3cLdEvqdzTI245Cf1LlizJrFmzANi/f/8FC6XzA912wev1qojVjTfeiMPh4ODBgzRq1AiABx54gDFjxvjprIxtaPQUce/evUlMTGThwoVnOKzLOZAUqqQDRcQu+4ZsIjN27FgGDhyoSNnhw4cBGD9+PHPmzOH3339n1qxZTJ48mf379yuNmX48sXxYvXo1LpeLl156ifj4eGw2G/fddx+tWrXi5Zdf5tZbb6Vz584ATJs2jeuuu44+ffqwbNkyWrVqRUJCAocPH6Zp06ZYrVaGDh2Ky+UiJiaGN954gyeeeIIPP/yQSpUqqWPv3LkTON0HVB9bQRU85ETCcjLlNXFpYJIfEyYuLwoN0SrIb7kiYhch9Jo1a6hRowaffPIJpUqVAuChhx5i165dJCcn+zXwlRSdXuEmi7bVaqV27drs3LkTu92Ow+GgQ4cOrFixArfbrSJZell9QXgTyTysViv16tVTc9ywYYNq6ZIX6tevD2QvshLZ09v9WK1WYmJimDVrliIYycnJZGRkMGPGjFyLCXKyWpCqNl1DJa/JtnrUKSftl0SyKlasyMSJExk0aBDt27cHsnVH48ePJzk52S9qaHQet1qtSqvUp08f7r77bhUFbNeuHXFxcWzbts2v4CErK0uJ2202G1WqVGHIkCG88MIL1K1bl0GDBnH06FHq169PeHg4brdbRY8WLVrEli1bmD9/PqtWrWLbtm2q32BGRgYhISFcf/313HDDDer6/f3330oz9ssvv/DEE0+wePFiatSowYABA/jmm29Yvnw5devW5fnnn6d48eIUL16cKlWqsHjxYm6//XaGDBmCx+Phzz//JDY2lqSkJADuv/9+lixZQuXKlRk+fDh79+5l+vTpPPbYY37nWYo/jP5juSEvE155X/9bzi1FaKYO8w+TKJkwUbRRaIhWQX7LFTsAn8/HRx99RL9+/di1axdBQUEkJiby2GOPsWrVKqXjkoVexiDf8CUaAf4Lg/gQPfroo1x33XV88803Klok0SXdrbug4HQ6WbhwIQBDhgxRx5Gxi5Bfj0D1798fgBtuuIERI0Yoc0q9JdGECRPYuXMnR44cwWazMXnyZL/jihBdiJIQSp2oyRjgNNHVSZYQr4CAAOx2uyI3+j6MkZB58+bxww8/0Lt3bwYNGgTAww8/zL59+9Tn9PMt4ytWrBgPPPAAAA0bNuTNN99kypQpxMTEcP/996uqwD///FMRjJCQEL/IYM+ePalXrx41a9Zk4MCB2O12Nm3aRJMmTbj//vv56KOP6NKlC5BNYE+cOMGCBQuIiopixIgRBAUFKdE8ZJO9EiVKqJRsyZIl2bx5s998p0+fTlJSErNnz8btdnP06FEgu+NA27Ztad++PRaLhWnTpmG1Wjly5AiHDh3C4XBw/PhxFf36/vvvqVu3LnXr1uXIkSN88MEHLFmyhOTkZN566y1q167NwYMH/e5PEf2fa5Wg3vrJhAkTJkyciUJDtAoSEpEKDAzE6XRSt25d0tLSFOl466232LJli1pofD6fXwpFIj5ut1tVHlqtVm666Sa6dOnC2LFj1bEWLlxIYmKinwEo4Jf+0o8jkR19YZP3hJjorV2M20F22nPr1q0qRSqfEw8wyHYnr1mzJn379gWyNUp2u53k5GRCQ0NxuVxERkYyadIkWrRowfz58xk1ahStW7cGYPXq1SxcuNBvMX7yySeZOnUqISEhygRTNxb1+Xx07NiRFi1a8Oyzz1KrVi02btyomoY7nU7S09NVKks8nHSCKKSuWLFiftd05cqV6udOnTqpdkdyvSX116xZM7p37867774LZBOtDh06kJqaytChQxkzZgzz5s1jzpw5fkUQQogkHSyw2+0cPHiQlStX8uyzz/LMM8/w/PPPU6JECV555RUA7r33Xnr27Mm7775Lz5491XkRXy2r1UrTpk0Vkfvyyy/59ttvGTVqFJs3b8bj8RAaGqqOKVo0XS926NAhGjZsyJw5c1TV665du/B4PCQkJBAYGMiXX34JZIvlf/rpJ9atW+cXmfX5fKxatUpFrmQ8ubWiyos8Ge02TJgwYeJy4Kmnnir0Ud8rkmgJRLx8yy23EBUVBWRHRFwul59Jo1GzpOuiIHsxadeuHRMnTmTq1KlkZWXRokULWrRowV9//QVkL8jiXXTdddfx3XffkZiY6BcpCQkJITk5WZla6uapElkJCwtTNgCynZCPxx57jNWrV/vN0W63n1E5lpmZSVRUFI8//jivvvoqkG10KQagaWlpNG7cmN69e5OcnMxff/2l2hXt3bsXgKVLl9KhQwe++uorypUrx5QpUzh48KA6rl4QANmFAiNGjKBr1648/vjjPPXUUyQmJrJ161YaNWpEnz59WLNmDUOGDKFMmTIAvPzyy5QuXZrSpUszb948Tp48idvtxuFwMHXqVKpXr05WVpbSQSUnJzN//nw++OADvvjiC0VCfT4fZcqUoWfPnhQrVoznnntOGXXOmjWLffv24XK5qFu3Ls2aNaNEiRLMmjWLhx9+mOTkZD/zV6vVSr9+/Th48CBLliyhcePGQLa1woQJE/B4PCoNKffGnj17OHHiBAAVK1ZU50fOTUZGBnPnzlVpPTnm22+/jcvl4quvvvLzxRLiKtfK7XbTrVs3Dh48yB9//EFqaqrSmUnBhsfj8TNC1S0g4HSKVrbR9YO6lYYgNwJ1tpRfTs3Vc4Kp0zJhwsTVgkJFtApSpyWLR6NGjXjqqae45pprAOjevTvbt2+nVatWrFixgjvuuINZs2YpbZVe/h8QEEB6ejp33303bdq0Yffu3fz888/YbDaGDh3K4sWL+eKLL4iIiPBz627QoAGJiYn8+uuvqhQfUNEkiaD179+f77//nl27dhESEoLH41GGmrpXlsVioXbt2jRo0ACAu+66yy91B9mpxNatW7NlyxYSEhIYNWoUn3zyCQ0bNlSppsDAQCwWC927d6d27drMnj2badOmMWvWLPbv30/fvn35888/gWzBuc1mY82aNUyaNInt27dTunTpM3y7WrRoAUDHjh157733aNCgAQMHDuSzzz6je/fuzJw5k927dxMWFsY999zD7t272b17N5GRkSQlJXHNNddQtWpVFi5cyIMPPojFYmHgwIH4fD7mzp3LkiVLePTRRwGIi4vzu8a67UTZsmX5559/WL16NRaLRZnPrlu3TkUR//jjD/r06UOdOnU4duyYnxeWID09nbfeeovmzZvz7LPPsnDhQlatWuW3jV55mpGRQVxcnDrGrFmzVIRNvNiCgoL8olQS/UxKSvJrcSSkX4iUjtKlS7N7924SEhIIDg5WlaiyrTEympKSQkhIiJ+XnJwzIeY6mToXPeHZ9Fdn+xs29VkmTJi4mlCoiNbF+pb7ww8/0Lx5cwD69u2Ly+Xiyy+/5IEHHqBatWrMmzcPr9eLx+NREShZdEaPHk316tX566+/CAsLo1u3bnTr1o0tW7bwzjvvcMstt5CWlsYvv/zC0aNHmTp1qoqmSERBbBmk2iwjI4PJkydTpkwZli1bRkREBC1btmTNmjUqHSjpT4vFQtWqVXnrrbcAmDRpEunp6WqMXq/XL9VVtmxZihcvTkhICImJicBpHy2fz0f9+vUpUaIEL730EhEREdjtdvbs2QOgIi69e/fmvffeo0ePHnTr1o22bdtitVoZP368X5TEuDDv3LmTiRMnkpGRwdGjR1m7di3p6el4PB4iIiJ4+umniY+PB7Kr6DweD7///jthYWH06tWLYcOGsX//fl5++WXGjRvHxx9/jMfj4dlnn6VDhw6UK1eO4cOHExMTQ6NGjVQ00Wq1smnTJkUodK8tqQ4ULV5GRgZbt27F5/OptKVRY5aVlcWWLVsYOXIkcXFxisRIg22BTlbkWgm5kSipkCAh4tJSyGaz+WnXdGNRSSPKuCUaa4R+fGMkSYTuOV0nODNipUdvCwq5ETIzmmXChImrCYWKaBUUJKV0zTXXsG3bNgBmzJjB3LlzGT9+PAMHDqRjx45MnTqV8ePHExERQUJCgjI1DQ4OVmQiPj6euLg4xo4dy7fffovFYiE5OZnPPvuM9u3bc++99zJo0CCio6MBqFGjBocPH+bvv//2G5PNZsNut9OsWTNatGhBlSpVAKhduzaDBw/G5/OxadMmGjRoQEZGBr///jstWrTgnnvuoXz58qp33YYNG5Rg2Wq1UqpUKR588EEVPdPRtGlTpkyZ4rcg//XXX2zZskXpuhYuXKhIneigvv76a7Kysti0aRMtWrRg7ty5NG/enCeeeIKlS5fy559/4vV6ad68ORkZGdSqVYvnn39eHXf//v04nU5lpREUFERcXByjR4/2i4ZJtCU5OZmZM2fidDrVa5MmTfIzHP3iiy9UJGbQoEGcPHnyjKiM3npJ7zkp85PX4bQOSaKNct9ItCgpKYnU1FRVwSj7kkKAnKIyUiQhP4tVhW4RIp5dRu8q2bdcFxmPzWbD4XAQFRXF22+/7TdnvQk15OzafrE0VLlVHOYEfU4mTJgwcbXhiiRaEk244447+Pnnn5k+ffoZ24wePZqaNWtSvnx5tdCJTiUjI0MtqEuWLKFNmzb89NNPPPnkk9jtdlq3bs0dd9yB0+kkISGBsmXLKvuBVq1a0a1bN+Lj45XHlVRBAtx8881s27aNpk2bAtChQwemTp1Kx44dGTlyJHv37uW6666jS5cu3Hrrrfz999+MHj0agOeee45SpUqRmJiI1+slIyODG264AZfLRatWrVi5ciW7d+/ml19+4aOPPjpjzqIDk0UvMTGRtWvXAtkLp8vlIiQkRDmRJyQksGzZMnw+nxKXp6SkqLmsW7cOgPXr1yuCKnoqgYj6dXsHOG0YKuc7MDAQl8ulSKQQEn17SX8ePnyYgIAAlcYUMb2+0OuVl8afjedEv2/0Jtu6vYfcU0ZDz7yE4/nxpDJW+enWF5AtbI+Li+PNN99k9+7deab4cjqePr7cxnMhZCwncqVLAC5lM3ITJkyYKIywFIZvmgEBAb6CMPcUiCD8iy++UCXyixcv5ueff1aCcJvNRs2aNXniiSfo2bMnKSkpKnIhRELIVsuWLQkODubnn38mPT2dWrVq0aRJE5YtW0aNGjUYOHAgkJ06S0hIUFVxn3zyiZ8ZaoUKFRg6dCjbtm3j888/B7KJi+hxRJdls9koXbo0gwcPZt68eSoVWbVqVaKioli9erUiIcWKFaNjx45s3LiR3bt3U6ZMGdX3rnPnzvz7779nNPjVxf/iGaWTCpvNpsgO4Nc4G1C6I9leIit6qyCpdtP7FV7pyK1672zQK04Fcq4lIiaid91pXY+0FeS4zwXGY+fW49OovwwICMDlcm30+XxNz/vghQgWi+WiPUgLe0WVCRMFiaJ0v/t8vnw9fK9IoiUP9Q4dOqgqPd0gE6BSpUo89NBDVKtWzY9oyQJnTNGIjYKkr4R8GJ3aJYIjnxN9juxb7zsolWG6WaSkpfSIgF7mL9qsoKAgJdzXx1ShQgWmTp0KoBoW64u40Rn+fM4t+C+kMuZL2Q/xSoLuii/QSbEQWDnPuvBdcCHtns6VaOljM0IfU07vS4TLJFr5R1FaeExcmTDvwZyRX6J1RaYOIXvhWb16tYpOJScnK/8nq9XKLbfcwmeffaZ8j4zmjfqCJp5YIrY26mj0ii6J3uhNjeWzWVlZysgT8KtUFJKla4n0Xo1w2vFcxqQTPBHx16hRQ4ngPR6P+oy+j/NFThog0SWJh9jVELkqaOR03nQPNTjtwq+/pkcZL0WbJMH5RMCMTb9NmDBx/jCJT9HCFUm0dCIknlRCsuT9ChUqcODAAdasWaOIle4urkN/3UhYjIubvJ6VleUnvM6pz1tuESCJoOWXuIjfksPhoHLlymzevFnpmXTj1AuF8RzIWHXdl4lzh9yv+vmV+0JSsgIhKbpeTI+ing/OxQ1e/9vKyY4lL+G7XoVoEvL8oygYMl7tMK+PibxwRRIt8I+6COGQ1J886K+99lreeeedM4wadTuAiw2JYOlVZzryIyaWtKbH42HNmjVAdgRPIma679OFwriQCinQo30mzg05kSRj9FCPSso9I9vIvX0hOJsbvL5/nTAZ7wWdCOYGfTsTJi4GTOJjojDhiiVauUG3RggODiYuLk7pW/S+e5fqG7euxQJUivFctE5BQUEq1fjvv//i9Xqx2+3KpwkuLGUoMFYBiuBdSIAZ1Tp/GFPXxmpIY6Wj3oNTChrOl+ieS2VgbtvmFuk1qw5NCEzyY+JqxVVHtCB7Mfjhhx9wuVy4XC61yIlWSyI0lyo6I2kj3VjU4XCoasOzFQroLvKAas+i91gsiLmIqzlwhrBfbwNk4tygE1Q9zW2s0hPDVT0NbrVaVaum4sWLc+zYMT+3eV3DJdtLytqYKtdTerlFnHIS5ecEXcifk6mqicIBk/yYKGhc6r/zopBFuSKrDvMDm82Gy+XC4XD4EYicdEgXE3rPRb0iKzffp7z2oy+SQrREn1UQ85GxSD++oKAgRbREV3YlVh0abS30ClZj5ad+HeE02dGbg+t9DY3HMeoJmzdvzh9//OFHaAcMGED9+vUBmD9/Prt37+b666+nS5cuzJw5k/T0dEWEpN2TnnbUzVz1ilX9NUFulYOQd5RUv4eN8zSrDk2YuLQoDOv8xcLlJFr5rTq8aoUSekscyH74XwpHbSMkZSmLrKQ13W63n29SXtAF6bLAOhwOsrKycLvdF0x+AgICCAgIIDg42K8Hn7HlzeXU3eiRE/136QkohKJWrVqEhYURFhZ2xsMnICCAEiVKEBUVpaw7jNvoRqvp6emEhYX5ESR5Tz730EMP0bJlS79KQfHGAlSKV+xC7Ha7ilwJJEIl0ailS5cyefJkNm7cSFhYGI0aNeL+++/n3XffJT09XRGn4OBgv7ZPsk9jw3LZRhqUC4R05WSompNIX/9nfF9MgU2YMJENeV5fin8mLi+uWqIlvkX6gqa7j1+qNJgsyrrORlzRjY2FzwZZzMRaQnQ8BWHpYLFYKFOmDGXKlFGLtA7ddFMIiu5Lpp9nncDo10D3ERPyqFte6OMRCFlo3rw5AwYMUMeXCGlQUBButxuv10uZMmUYPXo0M2bM8Cs8kPFUr16dF198kVKlSqliCJmTRIYEQUFBWK1W0tLSFElJTU1Vc5B5L1u2jC1btqgG0yEhIX4PPpfLpYiQ6N7S09NxOBz07NmTBx980G++EqW02WwsXryY2rVr88477/D6669z5MgRvF4vwcHBuN1uZS8iLaUCAwPV58X6Q4owpB+n3EN5kSL9nsjpmghyitrJ/WmSLhOFDZeS+Jjk5+rCVanRAhQZCQ0N9UuJyf8SFbjYEMKXlZVFqVKlOH78uEoTVa9enYMHD6qWOLlBJyICKfkPDg4mIiKCo0ePqvnUrVuXsLAwADZu3KgWXUkzBgcHU7NmTY4dO0Z8fDzp6ekMHToUyO6fOH78eD8TTWO/QWPKKDMzU2nOhKyIA7+85/F4cLvdADgcDpWSy8jIUOldIaOAckuH7GbPgwcPZubMmeozssjLvqKjo3nnnXd45ZVXAP80YEZGBk2aNOH+++/nueeeY/PmzQQFBSnyqLveGyM8gHLCN9osZGZmEhcXpzRRenNxnVgLJE2YmZlJ3bp1GTp0KEOHDsXlcvk9nE+ePEnPnj2Jjo5m5MiRTJo0iU2bNgEoJ/4SJUpw2223cdNNN6nPjRo1SqV3q1evTsWKFVmzZo3fdTybni+n9/LT2qegdIImrh6YZMTElYKrlmhJZZ5oYXQNjQiOhfBcLOgLecWKFZk8eTIPPvggbdq0AWDcuHHMmTNHNXuG05ouaW+j66+EsOki6CeeeIJq1aoxePBg0tPTcTqdPPfccwBMnz5dRVKE7FSsWJHhw4eTmJjIgQMH+Oijj6hbty7Vq1cHUAUEOfUSzElzJFESiVLpERSJHKalpREQEEBoaCiQbUcRGBioCExqaioWi4WQkBDcbjdOp5OHH35Yuf6XLFnS77hCtqxWq5rTvHnziIyM5Mknn6Rdu3Z+YvLu3bvTrFkzpkyZQlxcHA6HA4vFQqlSpYiLiwNOV/oJ4erRowddunThkUceUUULEkmSMQjBLVGiBL169QKy+0LWq1ePpUuXAqebWj/xxBMkJiayfv16OnfuzGOPPcb999/P4cOHld1IlSpVFOHdsGGDOuYPP/yg9GISMRo5cqQinAClS5cmIiKCiIgIOnTogNfr5dprr2Xjxo243W6/86Ffx/OJhhpJlRBUfb/mIlo0YV43EybOHVct0QL/NjvGdFWTJk3w+Xxs2rRJiYt1rZMYgUpkwu12ExQUROPGjYHsSJG+TzgdDZDPCOmoVq0ajz32GG63m/DwcLZu3crs2bPZvn07GzZsyFFcLd5gMTExvPnmmwAcPHiQkJAQ0tLSAJRmSMeoUaP46quvAPj5558JCgpSHlzly5fnvvvu44033iA2Nlb1hBw8eDAA4eHhvPDCC3i9XiXYFmG8x+MhLCyMtLQ0FYUSSPpOUlaSwkpNTcVut6tz5PF4/CKJQsBkHGlpaRQrVownnniCFi1aULp0aQDKlSvH2LFj2bdvn1+vyqysLJo2bUr//v2pWrUq77zzDnC6MbbT6WTUqFFUqFCBl156iUGDBqlU36RJk7jhhhsAeOCBB9i9e7dqXt22bVvuueceXnvtNcqXL0+FChX49ttv/c7z6NGjadmyJW+99RadOnUiOTmZKlWq0L59e5YuXcrAgQPVdRg+fDiHDx/mv//+Y9GiRbRu3Zpx48axe/dupSvr0aMHgYGBivCmp6cTGRnpd0whWcHBwURFRbF371727dsHwPHjxxk9ejRxcXEsW7aMqKgoGjRooIhjTpWO+UVuPR6NlhR6JaKJgoF5Lk2YKPwoEkTrfJr1ihDaarUye/Zsdu7cyYIFC4CcHdkl+mKz2WjXrh2PPfYYjz/+OL169aJy5cpMnz79DMGz3lbH4XBQoUIFxowZQ2xsLBs3bsRisfhV5eVkgVCvXj369+/P6tWrKVOmDHfffTeQTZLefPNNypUrh8vlIiUlRUXcJNXTv39/mjRpQpMmTRgwYIDy/5JI3b333kuVKlX4+OOP/ZzhhXDIHETD069fPxYuXMihQ4dwOp2kpaXRpUsXypUrB8DUqVP5999/CQkJUdoqSf8FBgaSnJxMaGioEuEHBQXhcDhUalMsLCRqKGkuXbMTFhaG2+0mODiYyMhIDh48CGSTo/LlyzN69GiioqKIiYkBoGLFimRmZtKwYUNatmzJxx9/TNOmTbHZbHz//fdqzuXKlWP58uVAdlSucuXKPProo1xzzTWsWrWKvn37Eh0dTVRUFOPHj+fRRx+lW7duAOzZs0eRvwYNGjB8+HA+/fRT6tWrR/v27QkMDKRdu3Y4nU4gu4G5oFevXrz00kv07t2b8ePHM3r0aJo1a8bu3bsZOXIkABEREdSvX5+IiAhefvlloqKiWLFiBR6Ph/DwcFq3bs0XX3zBoUOHAHj88cdZvXo1DRo0IDIykvj4eFJSUtQYU1NTmTBhAnBaSB8eHq7mPWDAAKKjo3nxxRdV5E9Ilv53IYt4Tr0VdeTkLJ+Tbss0Kj13mETKhImij0JLtIwNds8Vsqinp6czd+5cWrdu7dfaRq8eg9Ml/Lfccgvt2rXjwIEDNGvWjJtuuomlS5cqciOpIdHXSPrO5/Nx11134XK5eOuttxSBkHlIVEpvhyME5Pnnn6dv377KluH666/nySefpFWrVtx1110MHz6c/fv3K7+s0NBQBgwYQNOmTfnll18AlBC7ZMmSHDt2jGuuuYbOnTvz0UcfsWTJEkWkbrrpJm666SbuvPNOda7S09Pp1q0bq1at4siRI0C2Tur++++nQYMGjBo1CsgmKNWqVWPIkCHUqVOHTZs2sWnTJr766iuqVq2K1Wpl8+bNfqLxyMhIjhw5cgaxdTqdOJ1OevfurVJv3377LRMnTmTVqlV06dKFxYsX899//5GZmUnlypUZNGgQn332GUOHDuX3338HoHv37oSEhPDjjz9y8803c+uttxIdHc2yZcsoW7YsxYsX57fffmPgwIH8+uuvlChRQlX2zZ07l8qVK+N0Ovnqq6+oU6cOzZs3Z8OGDWzcuFFFzIKCgnC5XPTp04eyZcsSGxtLzZo1+fjjj9m5cyd16tRh165ddOnSBYAyZcqwatUqevToQXJyMgBz584lLi6OZ599loyMDEWo582bR2JiIrfccgv//PMPBw4coHPnzkpgn5SUxP/93//5kfSJEydis9nYunUrixcvVsUTxgiqXDOLxaKinIcPH2bNmjVs3bqVrKwsVQGpe67pMBqn6v8bU4RmtMqECRMmzsQFES2LxRILJAOZQIbP52tqsVhKAB8C0UAscJfP5zuR333m5xtvfnx89Oq1f//9l//++8/PyVyvLJSFRicIkrJKSkri888/x2azUbFiRQD27t2L2+1WkSOLxUKVKlVo0KABzzzzDP/++6/6vJApSTWKyFv0Ur1792b27NnquO3bt+eDDz4gICCAbt268eqrr7Jnzx4VQapYsSJDhgxh3bp1REdHExkZSUZGBo899hj16tWjWrVqfPXVV9SvX5+XX36ZVatWUa9ePR544AFq1KjBN998A2QLqvWUZK1atfj444+JjIykd+/elC9fnhIlSvDaa69Rt25d4uLiGDFiBO3bt+f1118nOjqa9PR0wsPDGThwIJ06deLFF18kMDCQevXqATB48GC+//57kpKSqFWrFgsWLKBkyZLEx8er+SYmJtKxY0cASpUqxY8//kjJkiWpWLEiv/76qyIACQkJTJ8+ndtuu43PP/+cTp06sWLFClavXs3hw4fZuXMnN910EyEhIWzZsoVKlSqxbds2lixZQtu2bfnss8/OuEf27dvHvn37VJRt69at7NixA6vVqkiT2DEEBwezZMkSv6pCuZ82bNhAYGCgimTVrl2bsWPHkpKSQnJyMnfccYcS4QNcd911tG3blkGDBpGenk56ejrLly9XXwAmTJigoq66ka2O9PR0jh8/7veaRFCluXlOOHToEG63m9TUVPVlwWhAmlcD6PNxfM+pOrGwuMVfjGeYCRMmTOgoiIhWO5/PF6/9PgH41ufzTbdYLBNO/T6+AI6TY3oiNydrITadO3fm+PHj/Pnnn9SqVYudO3f6VemJYDooKIiuXbtSs2ZNtm7dyk033aS2CQkJYfz48SoN88gjj9C9e3dKlizJDTfcwLp16+jVqxcLFixg4sSJvPHGG4okyP4BP1dvef25554jPDycDh06+FU5Pv/882zZskUtwOnp6URERBATE8Ps2bM5duwY99xzDwB//vknbdu25ZFHHqFz586UL1+eb775hq+//ppevXoxcuRI1q5dy44dOyhfvjwfffSRn5WCTjBjYmL47rvvePvtt3nmmWcUCSpZsiS//fYbGzdupGbNmrz++uuMHDmS6OhoVq1axaFDh0hOTmbKlCkAXH/99UyePJk2bdpwyy23MHPmTJ544gkiIiL48ssv6dixI1FRUao3I5wW5zdr1ozrr7+epKQkVfEnBHXlypV+JGLlypXq2s+fP5/ExESOHDlCYGCgivKtW7eOdevWERkZqXRxhw4dUgRAbzZu9FOTe8Tosq6PQRf7R0ZG0q9fP7Zv387SpUs5cuQIO3bsUEUHiYmJ6nOZmZmkpqaqFKqkolNSUvx6R56P1Yj+d2GMPJ08eZLAwMAc+2rmhJwc6vPa3mj/kNc2hQSX7BlmwoSJqw8XI3XYHWh76ud3gO85h4dUTqaheT2Uc3vPZrNx5513MmzYMJ566inatGnDsGHDGDBggN9CabVacTqdSrw9f/585s2bR2BgIPv37/dbGFu2bMmLL77I6NGj6dGjBwcOHCAyMpIff/yRzZs3U716dQ4fPszGjRtp3bo1r732GgBNmjRRkTTRgVmtVlwuF+XLl2fatGls3LgRgE2bNtGyZUu/udx0002sWbMGl8vFuHHj8Hg8tGzZUml2jh07xiuvvEKdOnXIyMhg165d/P3334wbN45bbrmFH3/8kenTpzNnzhwgW3MEpy0OxD7i8ccf9zvujBkzgOyKtX/++YfixYtz3XXXsWbNGn755Rfq1KnD2rVr2b9/P127duXWW29l//79QHZqsH///mzcuJHk5GTatm3LK6+8wsiRI4mMjGTatGlERUURHx/P8uXLqVu3rjruK6+8wquvvqruBYkACkHWG3HD6Xtmy5Ytah8SaRTiAqj/C9pmQFLSkB2R/OWXX2jTpg0///yz8s+SiKndbmfQoEF8/fXX6vPi/SXEyuPx+JG7C4n+GCv+dGd73eRWjzrl5pEm+8stPSiv6ynEQkao8osLeoaZMGHChI4LasFjsVj2AicAH/C6z+d7w2KxJPp8vohT71uAE/J7bggICPDlZq55tgd1bm7u999/P8WKFaN06dLEx8djt9spV64csbGxvP7660B2JZbb7VZO6m63mwYNGjBv3jwmTJjATTfdxKpVqxgzZgy1atUC4MUXXyQqKooePXqQmZnJtGnT+PXXXxk+fDgdOnRgxowZ1KpViwYNGgDQqVMnWrZsSXx8PF6vl8cff5zly5ezZcsWAgMDCQsLU5V+giZNmhAUFMTIkSOJj4/n008/Zc2aNaSlpamFUlJbBw8eJDExka5du/Lff/+xatUq6tatS7du3ShXrhxxcXFMnz4dt9utUp+xsbFqAZeqwZCQEIoXL658szIzM4mKigLwS/XlpcORxdhut9O6dWvWrl2rhOqbNm0iOTmZsLAwRYLEtgBOO463a9eOmTNn8uqrr/Lmm2/6ubvrx76UvSjPBknrOZ1O+vTpQ8WKFfn222/55Zdfzkj99evXj9tuu41HHnmExMTEMwxzhVQGBwcr/VRebaHONR0n6Wvdz0xSp7nhfMlSbu185BomJydf9hY8BfUMu1gteEzNmwkTeaMotOC5UKJV3ufzHbRYLFHAKuBBYLn+ULJYLCd8Pl/xHD47DBh26tdrJS13rsiNaDVo0IDY2FjKlStH48aN+fTTTylevDidO3f2i14ZU0L33HOPKvfv2rUrzZo1U1V3n3/+OWXLlmXHjh089thjZGZm0qlTJyUSb9KkCeXKleO3337jwIEDALRp04bPPvtM2RvYbDaSk5P9Uoi67YMsTjImSR3JP71fnuF8+plqyn7ltfN1us/L9Tuv7URjJJ5ZApmDtK+BbCF/QEAAlSpVYvbs2VSpUoUOHTpw5MgR7Ha7Ilo6uTKKvi8nZBzBwcGUK1eO5s2bqwIK6QcplZXPPfecivrNmzdPpZBFzC5ES7/OBUm0JDolKUBjkcLZjEXPdj/k1icxp88VEqJVYM+wizE+k2iZMJE3rnii5bcji+UpIAUYCrT1+XxxFoulLPC9z+erlddn9YjWueBsi70x/SLvC9FKTExU3/CFmFSrVg232608qfSFx+VyERgYSKNGjRgzZgyTJ0/mwIEDimgJuTrbOC8UZ2t5orc50UXOBXnssxUi6M2LddJnHCegdGJ9+/YlKiqKxMREXn/9dUVGjS7qhSWSJZA+hi6XSxFCIVi6CW5gYCCTJk1SNiOS+tUbOss9axSbn4v4/GyQSlk5tk5Y5broz4WctFxnG0tuInr9vcJAtHRcyDPMjGiZMHF5UBSI1nkLKCwWS6jFYnHKz0AHYCuwHBh4arOBwJnlXpcIuoWDtNXJzMwkOTmZkydPqiotXRi8d+9e4uLiVJWfVIVJ9CkzM5PrrruOFStWsHv3bkUCciNZFwMi2DYaQhq3EXH1xTh2XhCNkdgO6K/J/+IrJoTQ6/VSuXJlAgMDlVhfev/lZLxamOD1elUUSloDSfpPCL54jz333HPExcURFxfnF00ScqynRi8GfD4f6enpeL3eM5pXA2dEuOQzxgX/XFL6Qqwv1HG+oFEUnmEmTFxJ0HupFtS/ooALEcOXBpadmmggsMjn831tsVjWA0ssFsu9wD7grvzuMKeTltc3urwe9jml1+T1vKB/TiJY4B8du/HGG3n00UdzXJTO9XgXisKwYBkhmiTpFyhaLEmlGXVJ0u6oePHifPvtt5w4ccJPPwandVDSBqcwabTgdIseIeSSAtRd70V3BacF9BL9M0Zd9UrG/CI//QT1cemebnrz7rxSfsbfjUJ6PVqZ0xeBnMT2lxEF/gwzYaKooTA9R69UnDfR8vl8/wINc3g9Abj5QgZVUMiNbOXncwChoaHKmgGyFym73U5sbCwHDx7M0d/ocqOw/NEIIZKolsViUY7vejpTd4qfN28e//33nyJXIoTXXe0hu6JQHOkLC4RASqpQ99nSiZe+vaQcjc7rQjDFEkJIV04pPBHQGysUde2hEDZjH8z09PQzWlAZyZ4+rtygEyt9DgJ93Of7N3kxUBSeYSauPhSWZ7iJgkOBabQuBLpGKz9RrXON4uRHV5QTZCH3+XxqYff5fBQvXpwTJ05ccOn9lQohCrJ46ylEvdGx6K58Ph8hISHKfkFe16NaOmkQ37PCBCE9ukhfekCKca1+DgClyZKIFpyupjT2tzSK42UbnWjJcYOCgrBarX6tpkRwf65zyq3YRK9aNSIvMqX/fbvd7kKl0boQmBqtKxcm8TGRGy66RqugIfnWi/FtNz+6opwQHBxMcHCwah7t9Xqx2+0kJCQoV3gTZ0K8o4wRJ4/Ho8iFmKUK0tLSCAkJUQu41WolKChIeY4Bap8Oh+Oc7hMh8SIy18elvyZESY/yCOQ1iVoJjDor/T6TSlPZr2j9dIIp28i9pJMpOb5ETkXjJvORfelRV/1cyRik4XduMC7metGCDl0bmJefVl4wiYOJC8XF0PkUdQ2QicKNQtvrUHA5H8z64hccHKwMRwMCAlSkojClrwoL9ApB6c+oR1P0SFdISIhyfdfTX3o6TciD7FcaVksPQrvdjsViUZEi2d5oayEESSc6wcHBan/gTwZ12w2J0DkcDlJTU9X2ur5KT78ZIeRRUqFyPoSw63Yf4N+DU8hdeno6DodD3Ze6/5WQV2MFod1ux2q1kpKSouZlhFGTlZ+KQiMZOxfimx8tmYmiA/NamrhYeOqppwrlvs4VhZ5oXU7IwuTxeFREQRYzvTF1UYcsrkJU9FRXTkLtnGwWZFH3eDyKxOg2E2LcqZ+zkJAQ3G63EsPrflN6WgxQvSXFRV1eczqdpKSkqGsD/pGYoKAgZd+hQ1KSElGCbJIVHh5O7969+eabb9i/fz9Wq1WRIbECcTgcah46aZJjyPiEiOsWCvJZGWNWVpbSb8k5AvyKBywWi2rVo5NCuSflOsk1EVKnj9HhcKi0rVHArp+zC02F5/fzZmTr4sIkPyYuFi4nYSmqKHREq7BpnkR4rVfP6dqti/FAExG4kBddw6ObYBoFz4DfogunbQN0vZPMRY/aACq9lJKSouapp8OEIEgqVSCk0+PxqG3Fq0nGC6jKO/lZt22Q8QtZExKhvy77lpC+1WolNTVVETY9LWkke0ZjUH3sbrcbgBIlSjBu3DhOnDjB8ePH8fl86lxLP0JJi8Jpwb9cH6m01A1Wjek+QUZGhoqOCbkUYqZHh3r27EnDhg2ZNGkSHo/HL/Up85Rzqjei1j28jPeWnpbUCXR+7+fcInb5RWH7Gy/MMAmTibPBJD6FH4WCaJ2LrcPlekgbq8aysrL8SvD1KI8snGJCaaz6MkZ2JD2Uk0ZNF4YLXC6XWlxl4bTZbLjdbjIyMhQ5k3HqhEwiQw6HQzVrFnKit8SRhVoIhD4ufaGX8ci2Ml6J5OjkRsYslg6S9tMhqVnRSsm9IZEcOUdCXqQyz2az0bVrV7766ivgdB9HieJkZGTgdDpp3rw5v/76K6mpqYrUCLl7/PHHSUlJYf78+eo8NmnShL///pvjx48TEBCAw+FQ18LtdhMaGqrGIOm/rKwsqlSpwqFDh87QVBkF6Q6HQ5FqOW+6NuvTTz+lVq1afiRZrqtcf/2+lHkLSZX9SUrUaB+hw/h3KO+fz2KfW0rRJFkmrnSYxMeEEYWCaOUmxjUip4d0bg9yISB2u520tDTgdENdff96BEhSQ7q9QE7jsVqtOBwObDYbSUlJ6jWjlYFoh2SR1CMS+j51zZFEqmTRFgQHB5Oamqra+IgAWlr6CJmSCIp+HiR1JxETi8WithGxuZwjieDJsXv37s2iRYsUCbPb7dx8882sXLlSLeTilyX70TVLoimScck5lyiRECGJRukEVObg9XoZOnQohw4d4ptvvlHnZ8CAASxfvpwTJ05w3333UbduXT777DN1XiRCI/5Vd999N40bN2bNmjXqXtCtPATiRm+326lRowbjx4+nV69e+Hw+PzsP0YhBNhkRu4RbbrmFbt26MWnSJD+SrEe15L4U8pmRkUFoaKiavxRfpKen89RTT6kop0QnJY2oe3MJQZVr7PV6qVChAsWKFVONxM+mwdJTiQURTTGJlYnLDZP4mIDs++By3QuFxt4hr16HuZWQa58/432JqORUQSWLqBAAaQGjm2DmVPUl1WEOh4OZM2eyYsUKvv76axW9EjIjKS3R4+jEQ49q6H5SWVlZyrcrMDCQChUq8Oabb6ob49dffyU6OppHHnmEmJgY4uPj/cYsDuqy+MLpSr5p06bh9Xp58sknVeRLTzUaW+NYrVZiYmIoWbIk//vf/zhy5Ai333478+bN46GHHuKDDz7g6NGjgL+xph790rVAOfXj0w1gdVsC0SpJtEzIYUhICNWqVWPDhg1cc801PP300+zcuZPMzEw6dOjA2LFj2bRpE5DduNntdvP+++9TuXJl7r33Xlq0aEHfvn3577//CAgIUKlAgOnTp5OSksLUqVOpV68ee/fuJSMjQ11TXeCu3xNCkDMzMyldujSjRo3CarXSqFEjvvrqK/r27cvx48cB6NGjh9/5tVgsTJ8+nZiYmDPc2SUFeO+99xIaGsprr71Gnz59aN26NZGRkezZs4datWrx0ksvERkZCUDHjh15/fXXWbduHQ6Hg4cffpiff/6ZrKwshg4dytdff01AQACNGjUCYM6cOTRo0ICIiAjWrFlDgwYNqFGjBtdffz0vv/wymzdvpkWLFrz44ov8/fffAAwZMsTP2+tC4fV6TXuHQgSTkJi40lHQ93h+7R0KRURLX4xz+gZsTHPkVHaeU2RLFwhL5EVPPQm5k8VD2pLAabNSiVQEBgYqQfKECRM4ceIEP/744xmCeJ/Pp1JiOmmQKITNZvMzgtT7AEp7GrvdzhNPPMHUqVNZu3YtkE38du/ezfLlyylbtqyKpAEq/eV2uxXZgWyx+WOPPUZgYCAxMTFkZmaSkpLiRzKlzQ2g/KpuvPFGqlSpwtq1a9m9ezevvvoqr7zyCrfccgsdOnTggw8+ICoqiqNHj2Kz2XC5XKoyTo+8OBwOXC4XFouF4cOHA1CrVi1WrlzJihUr1LwDAgLU+Q0PD1d6L0B9PiQkhC1btvjN+eeff+b48eNUqFCB9u3b0759e9q0acN///3Hc889x6BBg+jfvz+VKlVi+PDhHD58WKXqSpQowfjx49WY7rvvPkaOHEnr1q0ZNmwYDRs2pFKlSvz2228kJiZy8uRJALp27cqKFSvUPef1emndujX9+/fnjTfeYMSIEVSsWJE777yTDz74gNatWwMQHR1NbGwsXq8Xi8VCnTp1WLBgAXXq1KF8+fIcOHCAli1bAlCyZEm+/vprv/uqZ8+e7N69m6VLl7JhwwZmzJhBjx49APjmm2+Ijo7m33//JSAggAoVKuB0OrnppptISUlh9uzZdOvWjS1btqj7dfTo0fz22280aNCAWrVqYbVaCQkJoWbNmn7HbdOmjfob0Ss8TVx8mMTHhIkrA4WCaIE/ecpPlO1ctR9lypShUqVKbNiwQQmPRU8jKSzd30m+tYt+SsTL7dq1o0KFCjz00EOq2k2Ob6xs0/2PpL+coFSpUhw/flylzkJCQvB4PFSoUIGnn35aRRV088vMzExWrlyp5i8EUj+uHCM0NJRRo0Zhs9mYMGGCqm4DqFu3Ln///bdfJaU+52HDhrFp0yY+++wzZs6cid1ux263M3LkSB566CESExMB/358DoeD4sWL88ADD/DVV18RERFBeno6q1evZtCgQXg8HurWrav0YZCdDr3vvvuoWrUqERERvPzyy9x3333Mnz+fEiVKANmRvK5du9KvXz/69etH165dGThwoDpu6dKlWbFihYpmBQYG8vXXXzNmzBhq1arF/Pnzefjhh9mwYYOfSL5+/fqsWLGCyMhInE4n48aNo0KFCmzZsoXhw4fTpk0bjh49yqBBg3jsscdo2rQpR44c8bu+FouFoKAgUlNTmT59OiEhIURGRrJx40bGjh1L2bJl+f7779U5ExuH6667jpEjR7Jz504sFgvFihUjLi6OX375BYDIyEiuvfZaWrVqBcDkyZPVMb///nsyMzN55plnSE5OBqBKlSqEh4dTsmRJEhIS2L17N6tXr+a///7j77//xmazsXXrVjIyMli2bJkf0f78889VBLJy5cp07tyZu+++mzlz5vDzzz+rayVkXHRtZkrQhAkTJvKHQp06zGtsZ4ty6Tomi8VCqVKlGDp0KPPnz6dcuXJs375dRXBEiK6LvEVjpROdWrVqMXXqVEaNGsWhQ4dUNZ18VqJmkmaUiMfIkSN55ZVXsFqt3HPPPUB2emvAgAEcO3ZMjb1hw4Y88cQTfPLJJ3zxxRc0bZqdVfnhhx/weDzUrl2bxMRE4uPj1TGFoGVmZuJ0OlWk69VXXwXgscceIzw8nHr16vHDDz9wzz330KdPHwYPHsyRI0fo06ePmsP777/PgAEDqFKlCh9++CH33Xcf1atXJysri1q1arF06VKuv/56IDuyI9EzmasQrcOHD9O0aVMSExP5448/GDJkCAA7duzgnXfeYe/evdx+++3ceOON/PDDD6SmptK9e3cOHz5MhQoVOHToEIDSnoWHhwNw/Phxdu3aRbly5di7dy+ff/45nTp1IigoiE2bNpGQkMC9995LYmIixYsXZ82aNWzfvp2XXnqJd955h7Vr155RjRccHEyfPn3466+/CA0NZdCgQbz55pvExsZSrlw5brvtNsqUKcPhw4cBqFGjBoMHD1YaNiEdmZmZVK1albp161KiRAnatm2rCOmLL76oPl+/fn1atGjBV199RZkyZfjzzz9VY3I4XfHp9Xrp168ft99+O1OmTKFcuXIcP36cbdu2qXutbt26AHzwwQe8++67zJkzR31Wb3ckEVlJKevaLt11/r333mPDhg289NJLynYDTqfRZT8FVW1rpg7zhhnRMmGiYHFVpw6BM/Q8elWfDmP/tdy0WiJSttvtlChRghkzZrB7924AunTpwp49e+jUqRPlypXjzTffpH///qxZswaAQ4cO8cADD7B8+XKio6Pp2rUrX3/9NRMnTmTRokUcP37cz0dLNF9yfIkSDR48mKZNm/Lnn38C8OSTTwKwa9cuDhw4wMmTJ1UK6sYbb6Rdu3a4XC62b9/OM888o+a6detWunfvTrt27fjpp58oUaIECQkJLFq0iMTEROWlJE2wS5cu7XfOnnjiCVavXk14eDg9e/bk66+/xmazMWfOHHr37g3AiBEjuO+++2jbti1vvPEG3bp14/XXX+e1115j7NixvPzyy9SqVUu1ydGd/K1WK61bt+aWW27xi3KtX7+eoKAg/ve//zFu3Djuu+8+mjVrRteuXVm1ahWlSpXiww8/ZOjQoXzxxRf88ssvjBw5km+++QaApk2b8t5771G/fn0effRRHnzwQbZt28bo0aNZu3YtaWlprFixQpEUIevvvvsudrudkydPYrVaGTVqlNK+SRpXIjRpaWn873//Uzq9tWvXqvP+33//sWnTJj8tXbNmzZRWT2+HI/jiiy8IDg5mxYoVAIpsScT0jz/+YOfOnaSnp7Nv3z71Ob25s9VqpVevXvTs2ZM5c+awa9cudu7cqcYdEhJCZmYm27dvp27duhQrVowlS5Zgt9txuVwq/SwESbR7YmMBqJ8lqlm/fn1KlSrF559/rrRk8jemV5GaMGHChIlzQ6F5cspidbaURH61WpLyqFKlCv379yclJYXY2FgmTZqkIiaQTWIee+wxrr32Wrp168YDDzzAk08+SXBwMG3btqVp06b8+uuvNG/enD179nD8+HE+/fRT7rnnHk6cOAHgZ2MA2QvT4MGDKV68OE6nk40bN1KqVCm/sb7++uukpqZitVrp0qUL9erV45lnnmHEiBHccccdzJ07F4CHH35Ykb7Nmzdz++2388orrzB27FjCw8PxeDy4XC5sNhv16tUDsoXXNWrUYNSoUVSrVk0d88knn8RutxMaGsrbb79Neno6mzZtIiUlhSZNmihdUO3atXnllVdwu9088sgj7N69mylTprBr1y7efvttIDtld/jwYcLDwxk+fDgHDhxg2rRpTJs2jZ49e/qlSdesWUO5cuW4//77+e2333juuedIS0tjw4YNeL1e5s2bpxbzcePGAdmEY+XKlWRmZhIXF8f69euJi4vDZrPx6quv+hl3CvlLS0vj+eefV5EbOO1irleUBgQEKHKmu7/LPnWHdj1iBfDLL78QEhKioqC67k8nTvHx8QDKg00KIzIyMkhLSyMzM5OwsDBV7alXjXbo0IGAgAB27drFn3/+SUBAgF+ESo++3nbbbeqYesWn/K2IaF/mK0a06enpqsVUSkoK3bp1Y/PmzcTGxqq/MRmbVKbqEVsTJkyYMJE/FLrU4dnGY/TnycvyoWXLltx66628+uqrPP300yQlJREcHMwnn3yCxWLh/vvvZ/r06dx4440qtVO5cmU+++wzmjZtys0338wXX3yB0+nkzTff5IEHHsDhcJCUlETVqlUBmDBhgiJMeppx5syZWK1WnE4nP/74I1WqVAHg008/ZcyYMcyfP18J3fWFTHyXZKH3er0qPej1emnUqBEPPvgga9euVZEYq9VK48aNAWjbti1ffPEFY8aM4YcffqBevXqsWbOGLl26AHDNNdfw/fffc/jwYTZs2ADAgQMH8Hq9yltKROy6OamuA9N1YRERETidTuLi4rBarSxfvpyVK1fy008/sX79esqXLw9A//79iYyM5JFHHiE4OJisrCxFbCTFKqQFThMCOaf6Ii9RNDk/cNrTS2wkdHIjKU5diybnXSKfTqdTESC9ylQn0KK1E48viTAJ4dLvUd1lXwiWiPolGqYXZEC2iWulSpXo168f69ato169erz11lt+RqR62s5ms/HKK6+QlJTE+PHj/So+IWcTW/lZosUZGRlUr16dOXPm8Nprr7F69Wo/k1mJtBmjy2bq0B8Xq+rQTB+aMFFwuFypw0JBtKxWq0++cesmicaxGdOEumO5OJFbrVb69u0LZAvgJXKzfPly3nrrLSpUqABkpxY9Hg/XXXcdH3zwAZBdGfbhhx+qasEWLVoQHBzML7/8ooTvomeRhV28kKQiy2q14nK5qFq1KhkZGYSHh+Pz+VQUbc6cOSxevJg1a9YoLZju+SSLoMxRj65AdiVh1apV2b59O8HBwSQnJxMcHKwWxsDAQNLS0rj//vs5fPgwX3zxBWlpaZQsWZLk5GQiIiIICwujXbt2ALzxxht+KVeJzkF2VFCiJLqDukRJQkNDVdTDarVy5513UqNGDWbOnAn4p8PkvEkkRYhVWlqanyO6fEaOLRWJEvEKDg5WthXymhxDyJEe9dGJiU60xIpD7jkhKZIWFMG47sSuR8WE+On3pqT1dENTsZEQHZbH41EmpwJ9Dj179uTYsWM0a9aMt99+myNHjigiqqcsAaKionjzzTeZMmWKEvvLdvrc8zImFd+vli1bMm3aNHXt9XtOt6WQ8Z4P0dKvxSmSZxKts8AkWiZMFByuaqIlES2jyDavNKFsq3/T100xS5QogcfjIS0tDafTSWRkJPHx8dSsWZMKFSrwww8/+BlWQvbCGBYW5mfLoDcZBhSRAlT/ODGlFLIni7xEbnTdkmi7xABUttWrCHWyqUfuZKEXOwchQfr2YgSqm6Tqpqm6+zvgt3BLFElMPt1utyIaMgfRookdhhCb9PR0ZsyYwRtvvKFSaPrYdWdzj8ejDFrT0tKwWCx+xQsSUTMWK8j5l3Mu2wIqEiiE1+hmr1eQwmmfNZ0wCYHQiY9OstxuNw6Hwy9tKe/LtdLTahKJ1EmLRMiMWkO5RgMGDKBs2bIkJiaycOFCda5z8h1r2rQpt912G1OnTlXnWW/5Y4xs6R5xQnZ9Ph/t27dn165dxMbGntG1IDfoBFSOLa/LXM5GxsyI1tlhEi0TJgoOVz3RMvaCMyKnnm1wWswrEQNJ8+iNhH2negZKtETavxjNOiU1BNnVaOKgLpEEgRxDFlE5jpAY3SFdUlEyVj0KIg7y4qwur+ljEs2Q9BwUEiXkTl8YjVWIkgITcpfT4i5kRyoWAwMDFWGRseoO6E6nU7X6kfMn9hROp5OEhAS/7Y2kR8iTy+VSGiWZh94sWo+e6FFE6ZEo/mZyLwgZDAsLU5E3WfSlLY1xHHqlqJHMyLWXqJfH41FRNiGhkkI0kjE5Z3okyGgXImQ2NTVVjdVqtVK2bFmeeuopxo8fz7Fjx/yabHu9XuVgL8eXfolGY9W8oEcnrVbrGfd3fiDH09sk6UUDuUEn3ybROjtMomXCxJkoLH8XVwTRyuuhLURCFlFj2k0X70r0Qrdx0N3g9ePJQiBERtJeeiNh/X1dXySLsU589MVXfpbFOz09XZEN3WFd37/0rZPxSZpL104Zz5M+P3lfj/rp2+lzF5KmR4b0NKlEsURXJe/p3kpyP+mfkV6C8rrefFkWa4GkU/XX9QiTni42pjyN0UCBLgoHFIHUz6Nx/zlBT1fnFIE0ptvk2MbzIdda7BMkHam3gtKja/q51s+jCPv1FjznSrT0Lx0y3nNJC+rPj/ykFvVr5vF4TKJ1FhSWBcWEibxwtd6nRc7eQce5mCHqvlV6ZElIhbERtK4X0tvVuFwupdGRdJsQOL3VinFfGRkZKhohWi1AOWhLak4WV9HneL1e7Ha76l8oBEcnirL45mSEqju7C+Szunj+VORAzVlPR+qkR6JwAomcCWTB1yNqMj89EqSTVUljSjsiXbMlMM5B1xjJeZZInk7+9ObIMj79d4EQEUmD6pC0a34qXmXOOhkT4i4RMDGfleOKBYZxbqJT0+0WBNIQXNeMSRNxuRfkGupp0LCwMJKTk/0iprlB9q2PTb+GZzsXAonmybZG7ZdpamrCxOXD1Up+CiMKJdHKqXehEbLwywIrkS047aekR730z0jERIgGoBYyMWWUz+i97VJTU/1SLgKdjAnBMmpYdF2T7E/XQOnmqHqERSI8ApmjHN+4WErFnT4+mZuQRZ3E6GkwYyWf0UpAzqF+XH0cerRJ5ixkS2/WLSkmIVR6xMqoOdMh8xBNlz7W3CBRQX1fcm0lCpkfcqJr9ETbJONNS0vz00TpVZHGtK5OOmVMkqbUr5lo3yRVaYzWClmT+1WKCvJDbvR0ppBX/XzlB8Zrdq6fN2HiaoRJfi4+LiRLd7HaixUaoqULaPNzooRA6SaKEp0xtgsR4hQSEqIWRSN5kMVY157IuKxWq+pzKMfRtTwCibRIlCcnA1Zd16Mv8HoVmi6S13VdOhHTKxNl/0IsJQoUEhKiqiXl+EJQJNKmp/GM58V40+V3EdU/JwTVaOOQEyGUlJZegSiied0LSsT3Qh7zgpGQiyZJzmF+yQlk67QCAgJUdFDXZumpTGNKT+5puYek36HoCoV0WiwWUlNT/YiPjFnfv5AsiUBKFCy/0COZUi2pawnzm36UvwM4HcES4nW+lYkmTFxKmMTn0qAwSJQuJwoF0dK/2ecX4gEk4m09siWLtywcOQnajZV9uh+TvmjJIq1rfCT9qJfQG6Nw+sKlEyPwJ0WSbpIIhnxWFmedBOnny0hSZE6iR/N4PKSkpKix6QujaJZkP1KFpovQLxRyXlwul6oM1FN/oaGhysVcTzUaNXVw2sVcokJCMMQ6IS/oGixdQyb709Nl5zM/Y0NzOafSR1OP+BgjeqIr0/VlTqdTpZONhMcYDZXImKTvzofYiK9XYGCgn67sbPvSU77GyKucF/3ampEuE/mBSXwuHa528nMpUSiIlhG5WTwYIek2ndQAfuJ1gSyIom0xVuDpZfF6FEkWMOOCrOtSdCuFkJAQv3SWntL0eDyKHIhjOeBHFKWdj066jP5JOjGROeiRPT0VqevU9N51sj+xGhBhekFBxiDHl9+FZBo1ZnqER8iuntqVc5ScnHxGxCcv6NEsOSeSzjSmd88G3ZndOFfj8XIy/fT5fFSsWJE77riDV199VZER/UuDkEiPx0Pjxo05fPgwCQkJfsfQHezbt2/P+vXrVYPp/BAavZpVN4CVY+hGsblBjzCWLFkSq9XKsWPH/NLQOgGViJeRmJoo/DDJz6WBSXyuXBRKonUuN5yQJ720XFIzkhbRowM5+SsBfou8LJT5rcCS6Ivdbj9D7yTIyspSHky6EFmIiLHqUvfZ8vl8yjtLUmZik6DvK6fFUbdhEKG+XhDgO9XTThbfgoo8iO2AEDk5t1JkUKJECY4fP+5HFh0Oh7KmkLkKMZVzoKe7zmYJIudRb40Ep7VeGRkZOByOfLWU0YXw8rNRyK9DyIsUZjgcDiIjI5kxYwYzZszwsxOpUKECtWvX5ocfflDEulu3btx7773MmTNH9X4UCwy5jgAVKlSgVq1avPTSS/kmyrolh+77Bqcjume77+XcBwUFERMTw+uvv87hw4f9Ci2MPngmwSoYmMTn0sAkPiYKCoWGaOlVSrk95HO78fMiB7J4GxdFiQLJoiI6Lr0yLL8Ll6SmhAxI6gjIMSWnp2j0BVtIo54iM/pkAWdEryQapL+uR8BkOyMB1NOIUqFY0NArQWURHzRoEBUrVmT69OkAqupStFw2m41atWpht9tZv369Il0yVsCveOBsEB81IX6QfQ3E4ys/kPMnGkBx5ZdKTJmjQKI3QmjKli3LuHHjmDdvHn///bciIlZrtqfYvffeyx9//IHL5aJdu3bcfffdLFq0iO+//97P5kLIoS6mh9OVpkbSJPdTmTJlOHnypJ9vmbFoAfAzU5XP6vrJnKoJMzIy2LNnDxaLhdDQUJKTk3OMaAlM7Vb+YZKq0zCJj4miikJDtIzIzx/V2YiBCJAlaiFidCOEcOgpvrNFLIyfF2Ikn5MFXVIsmZmZqjJMFmRxdxeIzkXSOnqKTFKbIuYGFDmSakfddkEiYJmZmWdUtMkcJRUmVXRQcIugzFWH1WqlXLlydO/enQkTJvgRVDidmktPT+fOO+9kx44dbN68WZHQrl27qn19/vnn55Tq1PV8LpeL8uXLU6VKFdavX58vgilNu8PCwli3bp0isqGhoaqptU5S9Dm3adOGMWPGsHDhQn7//Xc/4mS1WklMTGTAgAFYrVZatWrFgAEDmDVrFuvWrVO+WU6nk+TkZJXWa9asGXv37uXdd99VEUD9mDLmGjVq0K9fP9xuNzt27GD58uUqdRsVFUXXrl1Ve6hVq1ZRokQJmjRpwurVqwEYMmQITZs2ZcKECXi9XtXySe7B119/XTXQDggIIDU1VUXzcvobzo2smSiaMMmPCRNnR6EkWgVBssDf9VpSe3qarUWLFhQrVozly5cD2QulCLalVYweJcoNsvjVqlWL/fv3+0WssrKyVDRHxhIaGuoXSRGCJ9EKgYjXpSJS/umRExHR51Q5ZiRmetoLsqMgQ4YMYcGCBeocFRSMaUj9PL799tvUqVOHNm3aAPDuu+8qm4TAwEDsdjv//vsvP/30k5+G7rfffgOyF/+vv/46X/eAsYpV1069++67dOnShdjYWFWUINEpIbySXq1RowbPPfccEydO9BPV62lfOb9RUVEcPnzY77ixsbGsWbOGNm3a8MMPPwBw9913k5WVpfpuVqlShUaNGjF27FgSEhL8Ch6EKFatWpW+fftSv3595syZQ2JiIg0bNqR79+6sX79epRm9Xi/R0dHceeedzJ49mzFjxlCtWjVFEOvWrUvfvn3ZsWMH7du3V3Pu06cPkZGRRERE0KZNG44cOcIrr7xCeHg4Xbt2JTY2lt9//x2Axx9/nJYtW3L33XefkZI3XgMjzDTixYFJfEyYKHwolESroCDRHLvdTnR0NDVq1GDVqlUAVKpUiXHjxjFmzJgcIyM56azyQnp6OnPmzOHee+/l6NGj6vVixYoREhJCpUqVCA4O5ueff1YmnnoqDLIXpGuuuYYuXbpQvnx50tPTef3119mxY4cSh+s9AYVEiCP9DTfcwP79+9mzZw82m405c+YwatQoPxsCeRAbo00i2i+oSIMQOj311LhxYyZNmsRrr70GwLFjx+jRoweLFi06I1X7wQcfKF2PkE0R88+ePdvPNV1SwEYnf92I1GhdUbZsWZo2berXdig9PV1VC15zzTVERkbyww8/UL58ecaPH8/kyZPZvn27SjvrukC5lh07duSOO+4gJiaGI0eO0LNnT+rXr6+OO2jQIAYNGsTHH3/MrbfeSlRUFLGxsaSnp9OuXTvuuusuTpw44VcpKf+PGjWKEiVK8OGHH1KxYkUiIiKIiYnh6NGjqnm5kHAjubnpppsYNGiQ0vS1b9+ew4cP06NHDwBSUlJo2rQpa9eu5dprryUxMRGPx8PSpUu5+eabufXWW0lKSuK7775TDcldLhcnTpxQ7ZpSU1NVs2+BmSY8f5ikyYSJKwOF5mulcYE3umqfD6xWqyIUffv2VQ7oVquVsWPHsmjRIvbt20dAQAAVK1Zk9OjRhISEnPMDThbZ1NRU1Tdw1qxZfPvtt3z99de899573H777ZQrV45+/foRExNDcHCwqqrLSR+VkJDAvn37KF68uB9p0dvuiNeUw+HgxhtvpH///vTr1w+fz8f1119/Rvm9LN6SRh09ejSHDh1SxE3mIloxOC3qFrJz5513Uq9ePbWvgIAAGjduTOPGjSlWrJjaPiQkhIoVKzJ48GA6duzImDFj6NWrF8eOHSMiIoJHH32URx99VB1XonGSxpXIS3p6OjVr1uSpp55i5MiRdOjQgfT0dFq0aMF9990HoM5JgwYNeOaZZ+jYsaNflWlQUBDFixenU6dO2Gw2WrRo4Xeux40bR5s2bahUqRKVKlXihhtuYNasWVSqVImOHTuye/duDh06pNKYupWB7D88PJxHH32Uxx57jA8//JCxY8dyxx130KJFC1avXk1aWhozZ84847gJCQkcOHCA559/nl9++YUnn3ySGjVqqGIH8RGrXLkyf/31FzNmzCA2NpbVq1fTvHlzsrKyaN68ObGxsaxatcrP9DU6Ohqn00lMTIw6Zrdu3fD5fHz66aecPHmScuXKUa5cOX777TcWLlxIbGws8+fP57fffmP37t3079+frVu3snjxYr777js8Hg+7du1ixowZHD58mBkzZrBz506/rgEFHR01YcKEiaKMQhPRMhp75gVZRM8WfRHLgs6dO9OwYUPmzp2L3W7n2muvJT09ncWLF6toS0JCAklJSSr9I5Gw/KYos7KyiImJ4cSJEwA888wz2Gw2XnzxRR577DEOHjxIw4YNmTZtGqNGjfLTbsFpwXbz5s35/fffVVptx44dSmulV0HqvQ4dDgd33303CQkJLFq0CID69evzySefnNGLTir/RowYgcvlYunSpQBKY2Y0QJWokc1m49577+Wuu+7i7rvvpmLFivTp04fZs2dz9913qzF9/vnnREZG0rp1a2rUqIHH42HLli0sXbqUevXqMWjQIG688UYAZs6cqTRGOsTTyWKx0L17d1q3bk10dDSQrSOaM2cOycnJREREqGjWHXfcQYMGDcjKyqJVq1Yqhebz+bjhhhto164du3btYvbs2Zw8eZKaNWvy4IMP+rnuT5kyBYCwsDAWLlxI48aNGT9+PEePHmXBggUqPeZwOHA4HMpSIT09nc6dO5OcnMzRo0fp1q0bR44cYfjw4UyaNIk///yTMmXKsGfPHgB69uxJREQEACNGjFBNoYcPH07dunVp27Yt27dv97tu//77L7t27VIav+XLl7Ns2TJ69uzJ4sWL2bNnj/oiIQUdq1ev5uTJk2zfvp02bdrw7LPP8t5776n9JicnqzTmhx9+SEZGBr/99ptqnv1///d/yp1+w4YNpKWlqbRrQEAA7733nook6r5huo1IbjAjXSZMmLhaUCiaSlutVp9oY+BMIiVj1EmPrvHIjQxZrVZatGjBE088wUcffcSWLVsAiImJ4Z577iE1NdVPQwWnXeL1qEVeKUSjBYQsLkFBQVSvXp077riD6dOnU7p0aebNm8fkyZPZsmWLErCLnQGgbCjmzZtHWloaCQkJvPbaayQnJ5OZmUlkZCSQvUCmpKTgdDopVaoUffr04dprr2XixIkcPHjQr7WPaKNkQSxVqhTjxo0jPDychx9+WEVovF4vw4cPV6mnt99+W43L6XQycuRIDh8+TKtWrZg+fTqjRo0iOjqazz77TM192bJljB8/nurVq/PJJ59w++23s2XLFmbMmEFAQAAzZ87ku+++4+mnnway01mJiYl4vV4cDofSlUlV3dixYzl06BCffPIJANdffz033HADO3bsYNiwYbzwwgusXr2aqKgopk6dqtKAu3fvVoT3mmuuoVy5cixdupSvvvqKESNG8NVXXzFr1iwmTpzIww8/jNVqZd++fQBUq1aNwMBA4uPjycjI4O2332bEiBFMnTqVxMRESpcuzTPPPMOYMWNISEgATle2VqpUiZiYGBYsWMDmzZupWLEihw4d8iMh+j0GEB4eroiWxWJRBRVyz0uKUn6WNlFCZiQiqvemlGMZbShCQkLUfeDz+ejYsSMAcXFxbNu2zc/tXvei0w1X9bS1jFOqXuU1Edsb/6YFkr5MTU01m0rngcLwbDZh4mrCuX4BLNJNpeVBLGRL95LKz2eFqLVr147WrVsTHx/Ptddey7XXXktQUBDffPMNLpeLRx55hM8//5ydO3cqs1JACc5lMfR6vap83mjmKL/bbDZVQSjRpptuuomlS5fSuHFjnnrqKV566SViY2OxWq3ccMMNjB49msGDB5OamqrSh7Vr1+b222/nlVdeYe/evSxYsECRM8HNN9/M6tWreeutt9i8eTNNmjRhwIABeL1eP62S6JhEZF+xYkWGDBlCvXr1mDhxIl27dqVVq1Y8/vjjdO3alZtvvpmtW7eqObhcLrWgQ3Y0qUOHDowbN45p06bRqlUrmjbNXienTZuGx+NhyZIlFC9enISEBMqXL8+CBQuA7IX2vffe488//6RUqVIALFiwgNdeew2Px8PevXvZt2+fstkwXmuv18uaNWtISEjgrrvu4oknnmDTpk0EBAQQHx/PTz/9xG+//UZ8fDx33303kZGR7Nq1i6lTp+J0OomPj8fr9TJv3jyio6OpVasW48aN49ChQ9SoUUOR6pdffpkxY8ao4+7cuZNHHnlEpUTvvfdePv/8cxITE/10fFlZWRw6dIgHH3xQEZzY2Fi/4gMhKSEhIYp4JCYmnmG9oRc1SCpOKlSlolU0aJJelOIKvaJRPMikYtXlcimyFBERQa9evQB46aWXgNOCe2lqbXzoSHWlFHMIYZTxiQUHZEcFjUauZqWhCRMmrkYUuohWTg/jnCJa+nvGxsqQLTouU6YMe/fupVOnTrzwwgsAXHfddfz555+0bduWVq1aMXHiRO655x5++OEHjhw5QsOGDXG5XNx5550AfPzxx3z00Ud+qTupApSFSdJregSuWrVq3HPPPWzYsIFhw4bxzz//8M8//1CqVCneffdd5s+fz/Lly1m4cKESa6empvLyyy+zfv16kpKSGDlyJHPmzOHnn3+mXbt2PPTQQwDMmzeP1atX89BDD7Fo0SLmz5/PnXfe6ReRAP/GvxUrVuTuu+9m5cqVjB07lg0bNhAeHo7dbmfBggUsXbqUDRs2APDwww9z8uRJgoKCcDgcxMTE8Nlnn7Fv3z5mzpxJUlISDz30kNJQyTHE6NVms6kFWAxDJUIoVZW6xmzZsmXcf//9nDhxAo/Ho4ii0YNMFnK5BrIfXZQun4FsQuB2u/0iZtLmpm7dumzZsoVq1arRuHFjAN5//30ASpQoQVJSEoCfN5XVauW1117jwQcfVPPWzVNljnqbIImO6u700noI8GuvJORIWvDIa1IAYfRi0+853ctLUtnydyMRL7k+VquVQYMGAdC1a1eGDh1KfHy8InESnTI+G4zE62xffHL6e9UbbicnJ5sRrTxQGJ7NJkxcTbhqIlrG3mh5PWz0VjS6QzpkL3AvvPACw4YN47333qN06dKsXLmS2rVrc9999/Htt99SokQJ+vbty1dffUW7du2Ii4sjPT2dwYMHq5RbixYtWLp0qYpS2Ww2rrnmGtq1a8esWbPOaI2TlZVF+fLlGTJkCE6nk4YNG/L111/TvHlzdu7cSZkyZXjttdf4/vvvWbhwoZqjy+WiVq1adOnSBZ/PR/Xq1Rk5ciQul4vHHnuMDh06ALBx40auv/56P/8tgKioKPbv368W5ZCQEFUd9uuvv3L48GFee+01QkJCsFqtbNmyhe+//5677rqLwYMHs2nTJq655hp17nWbiblz53L06FGCgoJ4++23+euvv9R7uqO83rMvJSUFh8OhfpeIpFxXWcxDQkKIi4vjyJEjfiay0vNQ/hkrLnWCpTd11tNyycnJOBwOlRqV/aSkpLBu3Tq8Xi/bt29X85H9HDp0SBU46Ck/gZ5SlvSsREGFKAmxE4Il8xaSpYv1deNQnWTpKW3pdJDb34DRLFUnnzJ/OZ7D4eCWW24BYO3atcrEVI4l4zPC6LWWWyrf+JpO2nKbhwkTJkxcqSgUEa2AgACf0W7AOK7cHs6ZmZmEhoYq4mG324mJiSEuLo7//e9/DBs2jI8//hjIthOwWq2ULVtWaWcAP7+srKwsrr/+eiBbP/P888/TqVMnjhw5ovQygYGBftEZQB0/MDCQcuXKMXLkSHbt2sXixYtV+5U9e/bQoEEDli5dSrdu3QDYvXu3WrjGjRtHcnIyP//8MwMGDFDpzOrVq6toy6effso111xDVFQU27dvJzk5mZ9++olOnTqxf/9+JVy/7rrrAGjZsiVz5sxR0RIZtyz44r/ldDoVMfvpp59ITEz0qzjUoyS6+zic9swS0iDbS/pXFlpJb+k2ErJ/vV+kpKFkLnC6r6PognQyYSTZcv/ojcCDg4P9+isKodNJha5rE+ImBRUyPqvV6kdq8nJMv1Qwkhw537kRsxo1avDMM88A2QUJmzZt8vMFy6lJuhF5ffM7mwu8nCtTo5U3CsOz2YSJqwlXRUTrfGwVgoODlXZFIghi5JiZmUm1atXU9hkZGaSlpfHvv//6pRzFOV4WiP/++w+AV199lU2bNnHixAm/liJ6L76MjAy10EtEpG/fvnTq1Ildu3YBkJSURGJiIgBbtmzh2WefpVKlSgDs3buXtLQ0LBYL+/fvZ8WKFSQmJrJjxw6KFStGSkqKGqfb7cZisbBjxw7Wr1+vtD4tWrRQpEwvqx85ciSTJk1S0aTk5GScTicnT57EbreTkZGh+t25XC5WrFjh15NOiI9EbPSokU5ujb0a9abYOrnSNW+6SatojWQ8OrmRhV8neHr7Gj0tp98/sq0cRzcglWPpn5VIi04ijdEsEXnraT3B5YzSGI99NtJ34sQJRo0aRZs2bdi4caOfHlEI8tn+Fo0p+9zGo0e19N9Nw1ITJkxcLlzqqudCE9HKq0FwbouGsRcb4Bd5sdls1K1bF4Dt27eTmZmpFnFZhGVbSa8EBQUpa4X69etTtWpVHnnkEb/Iix7BkBSXPs6IiAjq1KnDr7/+6ncc8K/mEr1OWFgYXq8Xt9tNaGioiuaI6FlPLenl+0KqZDvRjsn27733HpMmTWLfvn0qnWissNTPmfwsKVJxag8KClI/6+laGZOYfUoaD8g1olLQ0Bd8I9Ey3hNGHZ0eucnPWHXRuZw70YEVJuRFtPT35J6W13Qj1vwgvw8rY8RRzrmp0cobheHZbMLEpUBRtXvJb0SrUBOtsy1+QUFBuFwupYcxuoNLpAtOR2fCwsIAVANj3d5AiAjAXXfdhdPpxGKx8NZbbwH+6StZnIwptMzMTJWak21lO921HE73fRPBOJxuNK0Ly+V1EeDLZ3UTUmkMDVCnTh0g2z5h/vz5qupMokVXEnKLjOhpTr2VjRBz4z7yQ7S8Xq8ywNXF/JJqPJdOAhcTZyNa4K+BlOim/lp+5pKTlst4PfTUrq7TOhVhNYlWHigMz2YTVzeKKgG6VCiSqUMd+Vn4RG+UlZWF2+3G6XQq000xBAX8Uk4i/DVCqv5kIXW73dSvX58ffvhBLc56FEmPmgmEdEnlnGwvC4sQOuM8JYogbviSwtJTWwKjZ5f8ru93x44dfv+L7uhKI1kCPTJ3Nujief3z+XmgiCZP7i0hWUFBQUXSvkCIurFyNL8P1/zMNyf9nAkTJs4P5t9S0USRFkrIN2qPx6O0WgLRnAB+lYFCmPRFRb95dZJUo0YN1q1b59eIWt9WCJz8k9d0w0jZXk/p5dReyPwDOj8IKZXzrl8LPfJohLHV0Nng8/n8nPJ101C3252nC/qlRn4IkIj69YKOnPZj/KdDqknln/4Z4zj0981IjYkrBfLsuVT/TBRNFKqI1vlEBPQqsZzKzuE0IdMJE5xOv4luSSdnAJ9//rnZs62QQ9Jc+rU1+q7J9dcd12Vb/bN5QSpNIdspPzU1VVVu5kXoChsklefz+VR6XS/y0LfL6/Pgr4MDf72c/nkhp4BfCteEiYKGSUZMFEaclWhZLJa3gFuBoz6fr/6p10oAHwLRQCxwl8/nO2HJvsvnAl0AFzDI5/P9cT4Dy0+LnYKALg4X2Gw2du7cSYMGDS7acU0UDHQCrRMAo8BbT4/peqT86qokKipeV1IEIIRBiiyKCnQ7Djh97kTwbySOum5LtIK6K35OkcGcCiLyqla8WLhczzATJvExcfHw1FNPXdbPnwvyE9H6HzAPeFd7bQLwrc/nm26xWCac+n080BmocepfM+DVU/+fEy5l6bcxGuHz+cjIyGDbtm3s2bOHlJQUJVS/nLgcC1RRQHBwsNKeCUHQRdrGqIvD4VCtZHQydrZzK87raWlp2Gw2ypQpQ79+/Zg7d26OZP1codtmJCUlERISQmZmpkqL655fxkpLIXxz5sxh8uTJxMfH43Q6SUlJUVE80R5KEYhAN+IVAikESbZLS0vzs+yQtKlEe40WDgKd8OZGxi4R/sclfoYVZpjPERMXA5eSuBQ1nJVB+Hy+Hy0WS7Th5e5A21M/vwN8T/ZDqjvwri/7ifybxWKJsFgsZX0+X1x+BnM5HsS6KSX420MkJydfMpKV12JvalpyR0REBAAnT55UfmRw+pzp5qNWqxWn06kqQkXQntt5L1u2LLfccgvvvPOOioiJW/zhw4eJiIigUqVK7N69+wyyrtt5SFpbxiDjNKbTILtSdOXKlaoxuKQpdYsKGa+QLxHl//TTTzRq1IiffvqJpKQkv/Y/qampQLYdhZjU6n07pUJXxip6tKCgIGbNmsVLL73EgQMHFOE8n5S6nra8lLiUz7CChEmITFwoTPJTOHC+LKK09uA5DJQ+9XN54IC23X+nXjvjIWWxWIYBw852oIute9G1PXoj5uDgYJUiuRTaGz39lZOI2IR/BMpms9GuXTuqVKkCZDeo1lNZuv5OyE6PHj2oUaMGAM8//7xq5C3pRPEJ0/sPgr+uSPZps9l44okn/OwSJE0pr9ntdux2OwkJCepzHo8Hp9Pp5y4v175fv34kJyf7zVkIV1BQkOr7KG2IAgMD/ca/dOlSVcEqUTCBVEbqfRZ1HzZ9W92cF+CPP/6gYcOGHDlyBK/X6+dPpiOnLwuFWLd2yZ5hJkwITOJzdeKCwzU+n893Ph4yPp/vDeANyPbRgtMP5UsZ2dLdw41VZfLa5Uod6guangIrLIuXMWpkXGj193X/L3kvr2/s+vsZGRl+qSur1Urnzp158MEHue+++4DTREcc+yVSI22HmjRpQu/evRk27PS6qKeN7Xa7ijYFBwcTFRXF008/zaxZs6hduzZ///03gDJuFRIunxOzWyFSAJMmTeLPP//kvffeU874YkXi9XoJDAxUKb0xY8awf/9+vvzyS9VIWic/Qqj0akcx4C1WrJjar/43JNo0/e9Jb3UVERHB0aNHVaRN92KzWCw4HA6SkpL49NNPSUtLU+lMIZP5qSA09kcsjCiIZ9jF8NEycfFhEh8TlwLnyyCOSDjdYrGUBY6eev0gUFHbrsKp184KnTwYXbwvJvSKKFkM9AXHbrdfkgopIRbGxUvKekWkLLYEufWxk2iM2BEYyQr493YUbZD0R/zpp59yjFTI9rp42uhFJaRG9/8KCQkhNTWVwMBAtfAHBwcrkqD3IJSxut1ulaLy+XzKAFaPFgmeffZZFixYQOXKlenevTsTJ048gzjXrFmTRx55hIkTJ5KUlARkk6yqVauyfft2QkJCcLlcap41atRgwoQJHDp0iG3btqnroM9LdE2NGjWiePHirFy5Eq/XS/HixQGYMmUK6enpfP75537pPan0czqdOBwOpk6dCsDmzZtZsmQJXq+XsmXL0rx5c/bu3cuWLVv85iupS7fbTdWqVbntttto1KgRAQEBDBs2DKfTSceOHWnTpg1z5sxh//79aszp6elUrFiR/v37U6lSJdxuN3PmzMHj8dC8eXO6dOnC7NmzOXnypNpe0KhRI6Kioti9ezder5dDhw6dky7NSKwLwZeFAn+GmbhwmMTHxJWI8yVay4GBwPRT/3+mvf6AxWJZTLaA9OT5ahsu1YNYFmVdX6MTCDEcPV8I+QH/CIre7kRvIyTjkIhGUFAQgYGBTJs2jXfeeYd//vmHMWPG8Mwzz6j3c4oq6H37goODldgZThtvStsci8WC1+slJiaGYcOGsX///jOKBHSjViF9IkTXF2S9Zx5AsWLF8Hg8WK1WypQpw4033sj777+vxi77l3Nks9nOqIYTMbbb7aZYsWKMGTMGn8/H0aNH1XFffPFF4uLiGDJkiHLDFyIUExPD+++/j8PhoF69ehw4cIBx48ZRs2ZNpk+fzu+//6681W666SaaNWtGcHAwP/zwgzpX1atXJzY2NkfSLaSrffv2xMTEAJCYmMg999yjUnWPP/44R44c4fXXX1eRs5dffhnI7oX5zz//MH78eD7++GPuvfdesrKyqFChAps3b/YjqHK+nnrqKQICAli+fDlbt27lhRde4H//+x9ut5svvviCTZs2UbNmTWJjY9V9EB4eTkxMDIcOHSIyMhKfz8fNN99Mp06d2LRpE2XKlGH69OmqWODTTz9l69atfi2GXn75ZUaNGuVXgZhbVMv4+qVqy5RPXPRn2JUCk/yYMHFhyI+9wwdki0ZLWiyW/4DJZD+cllgslnuBfcBdpzb/kuyy6N1kl0YPvghjvmDoURxZOOV3vYmxpMREm6MTAFn8pKpL0mO6Z5MxbSMLjSxA+r4hm5wYI0cRERE89NBDlC1blh07dtC8eXPCwsL8tpV9y3j0KjghRUK4RKcD2YRL5hsQEMBtt91Genq6iuKJFklPR0lUx2az4XK5CA4OViLzyMhI9u7dC2SnwmQeL730EtHR0UyZMoWtW7cSHh5O69at+fLLLwkJCfEzmpVjRkdH07NnT7Zs2cKXX36Jz+ejdu3a3HfffSxbtozrr7+eX3/9ldq1a/P+++9z5MgRtQ+JknXu3JkKFSrgcrkoXbo0ffr0AVC/v/zyy2zfvl2l2YYNG0ZSUhLff/89nTp14t577+Xee+8lPj6ehIQEtm3bxkcffQRArVq16NKlC7Vq1eLdd7OL2V566SVKliwJwPXXX4/L5VKtlObPn0/z5s3JysoiJCSETp068dNPPwHQpUsXGjZsSK1atRg5ciRly5Zl2bJlfPzxx+qelN6TAOXLl1dz/eOPP4iKiuLAgQPExsZy9OhRunXrBqBIn9wfbrebzZs3c/LkSdatW8eYMWOoU6cObrebihUr8vbbb7NhwwYAypQpQ69evahfvz6hoaHs37+fa6+99ix/Waehpwxz89q6VLgSn2Em+TFhouig0PQ6PB8dlP7Q1gmNHiGS//VqQiELc+bMAWDWrFkcPHjQL0UnpCojI0Mt3HqfQomYCKmRz+jjMTrJy3hkP0LOJFUpBAayCUfTpk3p3bs3mzdvxmaz8X//93/MnDmT5cuXs2nTJpxOJ4cOHQI4Q8wtxzf2WjTqpoRESTrParWqCIakAiWNp88xIyNDkaRGjRrRq1cvatasycCBA9V8R40aRWZmJgsXLmTOnDns27eP999/nxEjRvDNN99Qrlw5evbsyT333EOJEiWA7EhQv379KFOmDImJiTRv3pzevXszePBgqlWrxmuvvUZcXBwLFiwAslNuHo+HpUuX8swzz/D222+zfv160tPT6d69O2vWrGHFihV8+eWXQLZofsGCBcyYMYPNmzfjcDgoVqwYxYsXx+l08uOPPzJ9+nQSExN58cUXgexUa82aNYmJiSE2NlZd/5SUFHbu3ElQUBC33HILrVq1AqBkyZLq2Hrln1wTh8PBtddey19//QVA3bp1+eOPP2jXrh2DBw/m2LFjLFiwgICAANUMXcg7QOnSpYmMjGTLli1kZmYSFRXFggULGDBgADabjXLlynHgwAEVwYTsSKRcY4fDwdNPP83mzZv55JNPuOaaa9i5c6dKGcq9Kmlq+b1Xr15ERkby6quvntHnU7bJDTnpLz0ej9nr8CwwCZUJExcHBfG3VeR7HeYHsoDp0SUdEpG69dZbadCgAbNnz1bkom7dumq7Y8eOERgYSM2aNSldujTff/+92m90dDT//fefIiy6tklIl6S9REuUkZGBw+EgOjpaLcyZmZlUr16d5ORkTpw4ccYcpFJM9jdgwACqVq3KtGnT6NmzJ9u3bycyMpLo6Gj27t3LlClTCA0NVZGj5ORkNTepsoPT5pI6kR03bhwzZ86kd+/ebNq0ifLly9OlSxcmTJhApUqVaNOmDe+++y5Op5MhQ4YAsHDhQho3bkznzp0JDg7mqaeeIjAwkMGDBxMZGcmcOXOYPn064eHhSqBus9mYMWOGui4bN27kgQceIDo6Grvdztdff82PP/7IuHHjgGw7hejoaF5//XXS0tLo378/ixYtAmD9+vUsWrQIt9tNnTp1FME8duwY1157LU899RTvvPMOa9euxefzcfvtt/ulqZ5//nl1T0ybNo0xY8YQGBjIiRMnWLJkCd999526hj/++CO///47YWFh6lrt3r2bcePGkZKSQqlSpQgMDOTo0aO0b9+ebt26YbfbefXVVwFUZaPcJ5mZmdxwww3s2LGDEydOkJaWxtq1a1X0cf369VitVr799lt+/vlnunTpwm233UZ8fDz//vsviYmJft5XR44cYf/+/TgcDqxWKwkJCYwYMUK9/88//6jIJPjbQFitVlq1akWFChVYsmQJbrdbRbEkPSz3pHyBCAwMZOjQofTu3ZuJEyf6kXZjKjCvgpbL6KNlwoQJE5cNRZpoybdqEX9LdEiIS0BAAPfeey+lSpWiWrVqTJs2jU8++YRdu3Yxbtw4Dhw4cMY+77jjDn7//XesViujRo2iUaNGLFiwgKZNm/Laa68B+JXgWywWlT7LyMggPDycihUrctttt1GpUiUgm9hYrVbmzJnD119/zYIFC/zctcXHSwhbly5dSE1NZebMmUC2PuiLL76gf//+zJo1ixEjRhASEsJzzz1HVFQUcXFxDB8+nKSkJJYtW0b//v35559/WLNmDa1btyY5OZl169Zx7bXXcsstt/jNd/jw4TidTv7991/uu+8+6tWrh9frpVOnTrRu3ZrKlSsD2SQoOTmZlStXMmrUKIKDgxk+fDh//fUXb7/9NiEhIURGRqp0VUZGBmPHjqV69eoMHTpUNbgWTJ8+nSNHjvD9998rEliiRAmCg4PZt28fN954I7NmzWLVqlUAbN26VRHJ48eP89JLL1GpUiXWr1/P+vXr2bdvH263W0ULf//9d06cOEF6eroiozKujRs3MmLECGWkKZWEPp8Pl8vFypUrz/DE8vl8xMfH43a7FZkODAzks88+488//1Rz+Pfff7FYLKSlpeFwOBTh7d69O7///jtwmnDoaWPZzu1288knn/idKyFZetWpRCQzMjIICAggISEByI6+5URo5G/CbrfTunVrEhMT2bVrF263289rTM6R6LqysrKoXbs2DRo0IC4ujs2bNyuriZwqTAWFSItlwoQJE5cVRZpo6d+q9YiN6JdGjx7NgQMH+Pvvv2nXrh2ffvop1157LaNGjVKL3jvvvENWVhYdO3b0i3K98847fPrppwQHB9OuXTsiIyMVEbr99tvZsGEDBw4cUOm09u3bc8MNNxAfH09kZCRWq5UJEyYA2Ytfp06dCAoKYsWKFWqBksXdOCfRLnk8HhwOB0FBQbRp04bGjRtTsWJFwsPDmTBhAtdffz2QrcVZtGgRHTp0oFOnToSEhLBo0SK6dOnC4MGDmTZtGl26dOHWW28FstNtjRo1on379oo09uzZk/nz5/PMM8/Qv39/SpUqxfTp09U5SU1NpXnz5owbN47nnnsOr9fLyy+/rKoZmzZtyo4dO1iyZAkA99xzD88++yzJycn89NNPdOjQAbfbzXPPPUfDhg3VfEV4LWL9wMBA0tLSWL16NXA63Sq2BpmZmSqaFR8fj8ViYc+ePaqSUlKyUhUnxApOa7cEQhZ0404pDDBCNyCV9LMUMoguTT4vhF/Iyk033ZTbLXxB0N3WjX0GZU5C5OTLSHp6OpGRkcTGxpKUlKTSzUKqwJ8ApqenU6NGDb777jvKly+vrCnkmDmdo7zGC2Zky4QJE1cXijTRkkosEQnL4mKz2ZgwYQK//PIL69ato0+fPmzevJkffvgBi8WC3W5nxYoVQPbCOGbMGOLi4vjqq6/o1KkTLVq08DvOjh07CA4Opm/fvlSpUkVpk6pWrUqLFi0IDg4mJCSEqVOnkpqaSsOGDWnRooUiMR06dODpp59mzZo11K9fnwMHDih9V926dRkxYgSPPvoocHox8ng82O12PB4P4eHhNGzYkAULFnD06FGGDh2qNEobN24kJiaGNm3aULJkSZ5//nkGDhzIxIkTOXToEH///TcdOnQgNTVVRUp69+5NtWrVmDhxIqmpqQwYMIAmTZoAEBcXx0svvQRkL7hr165VpO/w4cN88sknJCQkkJmZSUhICFlZWWRkZLBu3Tp+//13tYhOnjwZp9PJiRMn8Hq9rF69WkVfVq1apar8jKRGr6TUncQl9SXXTMYn94GQGvkf8NPmyXaAX0GAbKcjP0QgN9KgawDFmmLkyJHExMSo6kvjPi4ERrIF/gL0tLS0M5qlh4eHs3LlSsDftBT8LR0yMzNxOp1YrVaCg4M5ePAgWVlZfhYdBTkXEyZMmLgSUaSJlqQwdBdvqZabPXs2KSkp2Gw2nE4nCxYsIC0tjYyMDH799VdKly5Nz549SU9P58MPPyQpKYl58+aRmJhIjRo1WLduHfv37yc6Olrtu169erz//vvs37+fXr16cfToURYuXEjx4sUpXbo0ycnJWK1W/vnnH2688UYefvhhypUrx8mTJ7n99tsZMWIE5cuXV/3srFYr//77L999950iHBJ10RfwsWPHKpLicrmYOnWqEo8fOnQIi8VCQkICY8aMwePxMGPGDMqUKcM///xD6dKlCQ8PZ8+ePWr/FSpU4PPPP1fnY/HixXz00UdntFWRMYgT+bFjx9R7xqpKPRoC2Tozj8ej0m4SPdK1P3INIe/oSG6L+Nn658n7er89fV45HTev4+V2DB3GataoqCg+/PBDdu3a5Uf6ChLG8yDXUchsZmam8iGLjIz0+5weyYPT50bOm8fjYePGjfTp00elznUNoOwnNxjvj5zGa8KECRNXMop01eGpzwKnU08+n0+lmHTbhNTUVOVDJHMuXrw4qamp1KhRgylTpnDo0CHef/99kpKSeOihhzh27BgvvPACtWvXBrLTa0K0EhMT/frFicO86K10927Rv0iaUcr15fNCZCSCpVczWiwW1cBXjzbkBr2HXl7Ia3EsqHvC2Hcwr+Mbx1xUIyRGI1epMhVn9ZzSkgV1XIHc92JwqxdweL1eWrRowYYNG7BYLH7mtZLy1Ps/SqPrgIAAv56LRm3Z2caV0/U2qw7PDrPq0ISJs+Ny/Z3kt+qw0BKt/DrD61EXaYci5EYX64q5piwM4ksUEhJC6dKlKVeuHNu3byc1NRWbzUZoaCgej0dFZQA/Wwajsam++OjnVLdX0B3oC8N5vxw41+jHpYLxepyv15M+ByH7YoWRVwPrgoCRrOrNrPX7U7ebkLHCaYsQeU8+I2lQyE4xyn48Hs9Z55NXFwOTaJ0dJtEyUVRxNdy7V4W9Q06RG4ka6c7V8jr4NwiWqNLhw4eVwFqE17K9pFCkZYzu4J4TYcotBXa2dNX54mKQknONiOW2vTFFlF+x9OVAQREg6XkIKHLlcDhITU3F4XBctIgW+J9vnVhJFFfXjwGqSlP/vA75jFQrZmRk4PP5VARWb1WV15iMMNOGJkxcHlwN5KcwokgTLYF4R+X0UM8PqdE/J9vrvQfBfyE+2+Khk6tzIVWXO112MSJKxr6Vl8MZ/FJCvw+k/Y54WkkfyAuFsRdmTpDjiIWIRFb1iKxR2xgUFKS21yFfPsSsVq9IhNMpb924V4/66ia8etGCCRNXO0zic3Wg0BCtC1nkZSE3NofOL8nJb6+2vGDsVSjIK/JzuYmVoKAiDPmZT2FdYAsqdSgRI7GNkIINITYF1aBcrCz0Btr6FwMhOEKMRPOnpw19Pp9fEYbenSC3NKdEs8RCJSMjQ70m7YWkyCIwMFCRNIGkUS9Fo3YTJs4VJvG5snG+2aQLXbcKDdES6NGP8yUAeZ3MvEwWLxRnS6cVFmJlxPmS24u5/0uNC/1D0lPRQrpFXB4UFKQiPsb7W+9soKe89YpAXRsomi/5fE7jl+OAf2RWSJeMU08BCvmy2WwqpahHIY2eb5KOFFIm76elpfk1GzcSQb3dlAkTZ4NJfK5sFBWt8oVmYgoN0dKjUOdDsIzRLNlXXidH11gZt8vtBsiNTOV1w1yJ6bKiQJ6kAlWq5SS6ZPwZ8CM18rue9hO3dCFK+vY5VdR5vV4cDoeK+ISGhiq/N90eQdJ5+nGlv2ZOekKpEszJikOvNpTXLBYLLpcLh8Ohji+flcpYq9VKcnIywcHBKnUopMztdqvWUg6HQ0Wj5BglSpTgyJEjfoJ5qXa02Wx+Pl1SUSvzkZ6aJooWTPJz5aOoEKCigkJDtOBM7Ul+LraRwJyL+DqnfZyrpiq3lKfRw0nGVhQISn6QG0HNDaIBMr6mN/8GctRz6SRaKkolaiPic6/Xm2tqThZ8eS8gIEC13ZEIkRAVvRG3mNsaG3QbTUd1zZL+nm77Ia1xxHlexipETVJsQUFBZ4jMvV4voaGhKvol50XGrve3NEbLJMXn8XgICwtTujEheAKHw6G8xnTXe6fTqcYpJq9BQUEEBQWdce2FoMnPup9XWloadrsdn8+ntGAmCg4m+bmyYRKfoo1CY+8gD2HAL3JwHvtSP+fXK8qo6copapVf3yfjuPWoRE5zupzkS69A08mOTgBEd6ZHbuQzEhFJS0tTUSKdIEhESF4XouX1esnKysLpdKoUk3iFeTwegoOD1bWQYwlp0DVQQib0tjcNGjRg165dAMqeQyI1wBktZ3TfK9mPkCvRKclrgF/0Sc6PTtBkrPr49LSb7l4vZEUfW3p6uuqReeLECT/vKjh93+mpRPldzrlsJ/sT/7jU1FSVHrzrrrvUnN9//30/0iTRPiGIMneBbPv444/z559/8uWXX6r3hKilp6fjdDoBmDRpEtOnTycpKclvf6a9g4miisKwbpq4tMgpqJBfe4dCU2d9vjeuXoIOqG/lujFpfo6VV6rwbCTLCL3aUKJa+U2HSurU6NAtc9R/1ptp68eU1IxUewUEBKiIh8/nIyIigoiICHVMvR+ezWZT5E+OoX8WUFEXl8uFy+VSx5bUlIxTyI+8JkRJkJaWpgiKEApJ06WnpytSIqatEvUxekMFBQVhtVpp06YNTzzxBO+++y4lS5YE4OGHH8bpdJ5xDcVYVo+ABQQE4HQ6GTNmDK1atVJGnna7nfT09Bxb9eiaKkClx+QYxqpVcWuXzxhb3tx1113MnTuXuXPnEhoa6veeRPAyMzNxOBzq2kuUSMTo0h1BkJqaisfjISgoiNDQUFq1asWQIUMYMmQI+/fvV2OS/bhcLnVsh8OhCJtckzJlyjBt2jR27drF6tWr/doj6efzmWee4ZlnniE+Pp6kpCQyMzMJDg72E+2bMFEQ0NeBS/HPhIlzQaEhWrKg5paK0gmL/i+n7XPSaxmPlRtyWpCDgoL8CI6kemShlEVKRMOywEqUSLQoEsnQ9wWc8ceblZWF1+vF6/WqRc4otoZsopKVlUV4eLifrsZqtZKWlkZaWho+n4/Ro0cTERGBzWYjOjqaBQsWMHr0aDIyMvwiUKmpqWo+mZmZtG7dWpXuBwYGqgiKkA45lrwu0SIp89cXYLvdruYUHBx8RhpR1zDBaUIi11J3OddNYCHbRqFatWqMHj2a//3vf/zvf//j0KFDZGZmcuLECaZMmYLNZiMrK7svo64NkntO5jJq1Cjq1q3LP//8o8auR4V0SwS5LnCarOpeWUICJYWokxC5lqGhoUok3rNnTzp27Mjx48eZPHkyCQkJ6lpLVFDGIalPiZgFBgb69f2U62ZMpRYvXpznn38ep9PJihUr+OOPP9S5tNvtpKWl4XQ6qVy5MuHh4aSlpanm5g6Hg1tvvZW5c+eyZs0ali5ditvt9ut7KderWLFiTJo0ye88S2QvPx0OTBRtmMTHhInTKBQaLVnohMQI8qrc0yM+etpGd+SG09+wc7J8EH2QntbTU2h6Kkx0NYCKILndbkJDQ5V2RW+hI9tJJAGyox1iYqlHdvSxyeIp8Hg8Z6TRdGfukJAQTp48yQMPPMDq1avZuXOncsiXiFKbNm1YtGiRIl0nTpzg/fff90s9GTUzNWrUYMiQIYwePVoRKLfbTVZWlhJHQ7YY2uv1Kkd9Y/WcIKfFVUTdxnOhO5LLNdX3KcJ0uT5lypTh0UcfVY22V65cqYjehx9+yPvvv6+iPS6XS2mF9OuQmZlJz549qVmzJhMnTiQ+Pl5FDOX6y70i18putysCJeJuPTVYrFgxHA4HR48eVXMTqwdJn5UuXZqTJ0/SpUsX6taty9tvvw3Av//+60eCfb7Twn6Hw6GiVpUrVwYgIiKCrVu3AqeNUuXvQH7X9/fNN9+wcOFCvF6vuk+EUN1666307t2bESNGEBYWRvny5QHo378/nTp1YuzYsaxdu9Yvnaw3/K5bty7Tp08HoGzZsrRv314dV8iquTheepjn3ISJy4NCQbTg9EMgt+pByL0xrd4zUNfXyLd0wK/sHFB+PxIZ01uPQHaUxOfz4XA4ciQJLpdLaX9Kly4NwJQpUxg7dixZWVmqdB6yiZEs8Lp4OjIyksTERD8htG4wqS/s4eHhSsgsVgESFXn44YepXLkyb731lkq9QXbUpFKlShw9epTk5GTGjBlDeHg4kydP5tixYypSFRAQoM6T0UxS2qxIZE8iQPfffz8AderUoXbt2owePZoDBw6oKJQQEKmea968OQCJiYns379fRUpCQkIUQTGSM/ldj4RI9Eaq4apUqcK4ceP45JNP+Oqrr9S1laiXnr50uVzYbDYqVKjA8ePHSUpK8tNYCY4dO6Zek/tM+lMK5F5xu904nU4qVarEoUOHaNWqFb/88gvXXHMNI0aMYO/evQBMnjwZgOjoaNWFoEOHDuzevRuAWrVq8eOPP/LEE08AMHPmTH766Sd1DEBpxYT0jx49mnLlygHZkapt27YxZ84c1TbK4XDg8XhITU0lKCiIcuXKMX/+fHV8OJ3etFgsREREMGLECLp27crcuXMZNWoUPp9PpWFDQ0OZO3cue/bsoUGDBmzZskVF8ITI3nnnnTRv3py9e/fSs2dPlixZQvv27fnoo4/O+BsycXaY5MiEiaKPQkO09MVdUoJ6NEp0P3Bmek8iSRJhkEiFXtKup34yMzNxuVx+5EoE3XLM0NBQIiIiiI+P96vc0oXBQoTi4+OZOHEiLpdLHV+vHJPUk5CF22+/HciOGs2YMYOQkBA/zZG+uIvppfE8SbppyJAhtG7dmpkzZ5KZmUmdOnVUZCMzM5MRI0bw5ZdfMnDgQMqXL8+YMWNISUlRZM5YFZmRkUGZMmX46KOPGDdunN95Ftfv0aNHAxAbG0tWVha1atUiIyNDRVtk3BkZGVSqVImhQ4eqa1exYkWmTp1KbGwszZo1o0ePHmzYsIFly5YpHVhOXlNCBjMzM3G73RQrVoz27dvTo0cP4uLi+PnnnylRogQA3bt3JyQkhAULFtCsWTPatGnD7NmzGTt2LLt27aJPnz7MnTuXjRs3AtnRoKFDh1KuXDkmTJjgd65vuOEGoqOjWbRokbqeutO50+mkT58+DBgwgIMHD1K+fHkcDgc9e/Zkw4YNLFy4EIB27drRo0cPqlevTmxsLG63m/r167Nt2zbKli2rBPxz586lYsWK/PLLL+p8yPWXlLDT6eSRRx7hwIEDSmt3ww03sGzZMkJCQqhVqxbVq1fnm2++oUaNGnTu3Jly5crRsmVLIiMjAbj//vvPiGK2b9+eX375hbZt29K9e3fi4+P5999/OXHiBB988AFjx46lYsWKxMTEUK5cObZu3UqzZs1YsWIFqamp1KxZkx9//JHly5cD0KRJE7Zt28a2bdv8/rb1LxAmTJgwcaWj0BCtvGCszNNTinqqTTyIhGBJekt0U0JeJIIlECIlES7IjtTUr1+fxYsX+6W3JMqhV8YBNGrUiJiYGEWWREMDp6vZLBYLnTt3xu128+ijjzJ9+nTCwsJITk5W0S45hlE47nK5ziCYDz30EEePHmXnzp1s2bKFli1bqkjToEGDqFSpEtWqVSMqKorIyEgmTpxIp06d+OKLL0hOTqZWrVrUqVNHRYIsFgu1a9fmnXfeweVysXbtWj/NlqBatWoA1KxZk48++ohGjRpRtWpVvF4vBw8eVCT5mmuuoVevXvz0008AdOzYkbS0NGrVqsWjjz7KddddR0JCAt9//z1er5fKlSvTqlUrVqxYwcCBA4HsiNrrr7+uji1WB126dCE6OpqFCxfSunVrbr31VgAaN25MVlYWx44dY8KECZQsWZI9e/YwcOBA2rRpQ5MmTRTJuvnmm9W4HA4HixcvJi0tjWHDhlG3bl3GjBnjd771e8BqtVKqVCkGDx7M3r17cTgcREVF4fV66dKlC9999x2xsbFcf/31dOvWTRUOLF26lCVLljBhwgRSU1NZv349LVq0YPHixUyZMgXITn0Cfvdy2bJlKV++vCJmLVu2VNGyZcuWcfjwYXr06EHPnj3Zvn07drudNm3akJmZSfv27fn7778ZPnw406ZNU/eTpFclSip4+umn2bt3LykpKeq6Z2Rk8Pbbb1O3bl3eeustAgMDqVevHomJiVStWpW1a9cye/ZsTp48CWQTxnfffZdFixad0Z7HFMKbMGHiakKhIVp6tEr3oMrpfWNaUVIqOhkQITKcrjCTtiB6yx6fz6eMK4ODgwFUem3ixIkqRSXpSalwkyhVgwYN/OYhOjOJaMk4srKy6N+/v4qGlCpVit27d5OamqqiZDIu0TqFhYUBp20KJFpks9koXry4Oubff/9NnTp1aN++PampqUC2dmr8+PEkJiZy4MABHA4H/fr1o3Tp0vzxxx9UqVKF0aNHU7VqVaZPn86AAQMA6Ny5MxaLhd27d/u1YREvJCnZF6xevZrdu3czYMAAoqKi+OSTTxQ5a9euHZGRkdSuXRuAzZs306VLF2w2G8eOHWPlypWUL1+elJQUHn30UZo2bcrvv//OxIkTATh06JCyJNA1coCKmgQEBFC5cmUSEhIAmDZtGuHh4fTo0UMRlunTp7NkyRJGjRrFpEmTqFSpEmPHjgXg119/Zfr06XTu3JkbbriBW265ha+//pqqVavy/PPPU7x4cQ4cOKCOKy7tmZmZ3HnnnSxdupRbbrmF9evX8+GHH/L3338TFBREr169uPHGGwGoXbs269ev5+OPP+avv/6idu3adOjQgW7dupGWlsbtt9/OmDFjSExMpGTJkn5FAYKpU6cyZ84c0tLS+O+//xg9ejSJiYlAdhHDunXr+Pzzz0lPTyc1NVX9HZUtW5bffvuNb775hszMTPr27cvo0aOpU6cOf/75p7qXbTYbn376KTabjcaNG6vjStoyMDCQPXv2cOjQIfVF4tdff+Xnn39WNh2JiYmqWvHHH3/kyy+/JDU1VYnldY1YTqarJkyYMHElolD4aFmtVp+QChmPXqEHuTdy1s0fRY+jP9Dtdjtt27Zl586dxMXFkZGR4Wfy6Ha7lXarWLFiALz88suUKlWKO+64g/T0/2/vvMOjqrrv/5mSMjMJJBBaJIggIFVQBBVEURRBRbEifgUbgmCjCQqCoCBNUBRfmi8qgo0XfiIoCCiiVEMRJBRpUkJNCCSZlEkyvz/CPpy5zCQTCBjgrufhIZncuffcc+/cs2btvdfO9tlecpVE0YD83Kzp06ezatUqtW2FChVITk6mWrVq/PPPP7zwwgskJCT4qBCNGjVSCpsoZZKULJYCAiFrISEhlCpVir59+zJjxgxiY2MpU6YMCQkJtG/fng8//JDHH3+cBx98kB9++IGpU6dy8803U6dOHWbOnEm5cuV46aWXlA2AkNFff/0Vh8PBjBkzmD17Nvfeey8pKSmKoOrJ54CyF3C73VStWtWHjAjCw8OJjIxUBHbSpEkMGDCAhIQEda1r1arFddddx5o1a4iOjqZChQrKl2no0KF89913amxS7WhM4jf6f2VnZ6uEfSkMEBLesmVLHnnkESZPngzApk2b8Hq9hIeHU6tWLRISElTS/x133MHAgQN55513+OWXX9R5yXVxOBxcccUVTJo0iU6dOnH06FGVF6jnB9asWZNt27Ypd/VPP/2U//3vf8yaNQu73U758uUVoXnuuecICwtj1KhRpKWlkZOTQ/ny5Rk+fDjjxo1j165dPnl+cv5i+aAbowqBEvIvn63IyEiysrJUuFz36ZL501+TUJ+E6C0Wi7Jp0CsqxZ5DxqV7lMn10d3209PTTR+tIFASntEmTFzuOBcfrRKjaIH/B4qRYOlVgZC/MMhCEB4erlqJ+CNmsv82bdpw6NAhNm3aREREBNnZ2Ypk9e7dm5CQEH766SeVfC5VkYBSm+rXr89LL70E5BOKGjVq0Lx5c2JiYkhJSfEJd02aNIn333+fLVu2APkEAqBy5cpYLBaVrF6zZk1ycnLYv38/jz76KEuXLgXg2LFjiuBkZmYSHR3NuHHjOHbsGE2aNMHlctG5c2cVFgLo0aMHiYmJpKWlsWzZMhYtWoTNZiM5OZkvv/yS+++/n8WLFwP5eVMJCQmsXLmSvLw82rdvr9QSPTleJ75CDGw2m1+SBShl5cSJE7z++uskJiayc+dOcnJylFP4X3/9peYlPT0dl8ulVDMJwUnRwauvvsqaNWtYsWKFyl/Sw6v6zxKugtM2DCEhIaxYsUKdt15w4PF4iI+PV/dXgwYNuPfee3E4HKxZs8bnfI19/+bOnUtycjKAIjgSjsvOzmbt2rXKe+z+++8nLy+P77//XuX97d+/XxGS0aNHK4IihP6RRx5h27Zt7NixQ82/qEFCgOVLg064RHkSbzS5hikpKYSGhvo0vdabXwsxldC3sRhEKiwlx08S9IWcSYhQ5szYq/FSa0dlwoQJEwWhxBAtY2Whbt+gw1/loZTei6KVl5eniNPLL79MlSpVSEhIYMKECUB+4vD48eO5++67cbvdJCQk0LVrVwDmz5/PoEGD+OOPP85o6ZKbm0t0dDQdO3akatWqJCcnk5KSQt26ddm/fz+33norERER5Obmcuutt3L11Vdz9dVXq/dLSGju3LlMmjSJPXv2cPfdd9OoUSPmzJlDREQElStX5p9//uHQoUNcc801rFu3zkepsVqtHDt2TJ3/hg0buPvuuxk5ciQnT54E4Msvv6R8+fLquFlZWYqo5ebm8ttvv/Hbb7/5VCcK2bDZbBw9etSvkmi8NoXBbrerMFRqaio7d+5UxpeiqOmGpU6nU4VE58yZw/Lly1m9ejWQn6h99dVX8/777ytlTRZt41h1AiGqltwnoirB6SIF3d5DiHSzZs1Ys2YNe/fuVTYecg3lXs3OzqZr167s379fnbPsR/IDpQIyOzubvLw84uLiGDZsGHl5eSo3TwoA5N6V+xkgJiaGG264gX79+ikCZFSKpKpQWgalpqZit9txOBw+nwuBVHrqnx35zGRkZPjYrcg5SahPLwYRoiX+aPq9IqqXGKwa89tMmDBh4nJBiSFa/nobygPZ2HDauPgbW6JYLBZOnDhBhw4d+OOPP9izZw+33347N9xwg8qbEVSsWJHWrVsrD6bDhw9TvXp1tm3b5mM8Cahqty1btvDpp58CMGXKFKZMmcLx48cJDQ3l008/Zf369Vx55ZVs2bKFPn36MGLECLZt2+YTwtq+fTsul4v58+erUNNff/3Fpk2bsFqt/Prrr+rcJawopELP/YqPj2fLli0qhCRu69nZ2aSmpgJntiUStUEWXzE+FdJhXGTlffo+goHNZmPNmjUqn2jv3r2q2lPm1m6343a7KVWqFDk5OTRv3hzIJ3/Dhg0jOTkZq9VKixYtePfdd1VStTjTGxdto6mo7tkkxrP6/eTxeHwc5+X+KV26NKVLl2b16tVK0RHDUIHFYqFMmTKMGDHCx7Fezl03DZUcpQkTJihFTx8noLzIZN/Z2dmcPHmS1157jbS0NDIyMnwqEHXTVjhNYqQ1UlpamjJ+lXMIDQ0lLS1NKbmitOXm5nLixAlcLpePlYXYV0iuld7L0Hit5X9RCfXPs4TC5doFS9ZNmDBh4mJHiXva6Y7vuhO7nmNiTJLXW5nY7XblYt2wYUPWr1/PNddcw4oVK6hSpQoul4uVK1fSoUMHnnzySbWfrKwsEhMTycrK4rnnniMpKUktzBICcjqdJCYm8uuvv1KxYkUqVqyIw+Fg7dq1bNu2jU6dOrFgwQKOHj2qKvbGjh3L9u3blf+U3W5XKo2MV1cp9IpDOS/Jh9Ld1yWsZLfblZIFpxdgIVmikhgXNlFa3G63Cj+Br9u54GyrxPy5NutWFbIoS8VndnY2s2bN4u6772bWrFkcOXJEzcXgwYM5cOCAWsRFpZG/SyhMyKxeQSoQ5UU8vISA+KtCtdlsXHXVVSxfvly9LgqNrt706dNHKUiiCupJ3haLhYiICKUgifu+rkrpBrm6pYPYjmRkZJCTkxMwLyo0NPSMcJzkEooKJSpeXl4eERERquuAzIXsS/6Xz1x4eLiqeJWQqd7ZQM+HlGsuipgQTyGN+jU3YcKEiZIIvUtNYR1rgkWJUbT8PXz9mZYa3yPfsiUJXsJKFouFpKQk3njjDaZPn87WrVux2Wxs2rSJBx98kLVr17Jw4UKaN2/ORx99pPYpoTVRmTwej1IjhPiEhISwZ88e7r33XuLj48nMzPRpFCxkZffu3Uq50EOjOTk5Z1RhwWkCqee2QL4yIR5XshBKGCwsLExVJ6alpfkYtsrCaCROqamplCpVCjgdNpTxC+EojhJ8OW7lypVJT0/n+++/9zlXMUwFlO8Z5Cfaf/fdd6qPn1xXMTiV8JqoLkI6ZNyimOhkRIeoUpmZmSqEqY8lKyuLhIQE9u3bh9frVRWXxjmRULBO8vXzlsRxgXxZEEKjExAhWULY9HCgHEf3lpNQo5BOIeB6bprMq1g3CMmRY4ptia5SGc9RSKOxl6b+Ht3jTqB/Xs9FFTVhwsTljUshp7PEVB1Kzzdjsrs/6K16JJSmV5vB6cVAFC9phSOJ1UJEdO8qgVRFSTjOWIYuC2qtWrVIT0/nyJEjSkGR/clip8+vhDnFVV7OVd9GwoICIY7Sgkb36QoPD/dJVDa2MpK5kfcGyo+RudJzeYwO8WeLqKgoRowYwd69exkzZoyPnYVOBvVFvk6dOqoFjZABuSai+OgFCpJrpVfLCfnQk731akG5HnKNdTIgJMZqtSq1UCfGur2HkDnJ7dKr93RipVfwSf9KYw6g/F03rdWhv1ZQqyp/YfjCEOha6+Pzdxx/CLSdXlFstVpJTU01qw6DQEl4RpswoeNSID/FgYuu6lB3PDe+Jg+agqoSJRFY1AkhDKJUiCoBvr5axoRwIWu6gaMspHo4Mzc3l23btikyoyMkJMSndF72JaEnUZ2kcksvqZfjyetSnSe2EXBaZdD9uuC0eiEhRUCRLH2x1/djzBOC0wSoOCBtb3755Rc1t5LPJInguilmWFgY27ZtU68LKRHjTlH5RMmR+RabDlEhpTWMkCzJk5LzM+Zy6UQIUEncMg8yx6KUCbGC0+FfnfzpCqeQXTkXgYxfjiPXSvcvMxYgGMONso1Obs5mYT7b9wR64Pp7XV4z87NMmChemMSnZKNEKFp2u/0MHy0dxtdEKdD9hHRyJZVUQo4kxKZ7VElCMqA8l6QaKzQ0VCkpkqwt+zKW1cvCLu+RRVNIjyzusp2/ljd6n0G9pD48PFwRNmNJvd1uV2aecFr5kjH5CwPJXOokSkKhonjpalBxoWzZshw5ckSNUW8+DacVIkDNhe79FMxDRDehFdKjN+nWz1uubaB50hVBGR+cSXJ0pVBXIkW1lHPRr7ceOtbzlgAf9VHGryuz+jwYlTDZvw7jeZ0NwSlMOTMqbPJ7QddMtjEVreBQEp7RJooOk/ycf7z11lv/6v4uOkUrEPQwoT8I8dEXTCEjQowcDgcWi4XU1FTVTFqvzpKwlIT2hKTpCpcxuVqO6/F4iIyMVHlasrgK8ZMyfyF6+r51w1BjX0RRynTPJn1bqYDTiZ8s5DIXxobJUqIv4TIZe0ZGhg9RkAR643XQK90kNJabm4vL5fLJKdLzjiDfB0z+JgRGD2Eay/8huAVbh36dZF+nTDHVOIRASgWnPk/GsLXcQ3Ca2MvPDodDkWq98k+2l7CuniOmm+tKjp2obDppkrHJfa9f86LMib/PjL9wZGEItL1OsmQ7SaDX87n8jfdsxmHCxLnCJD4XBsVNfi4FlEiiZfwGZ7R0KOh9Ep4x5t5ICE5CdMYkcSOhEyKjExZRzLxer0+bFPnZqMzoREoWZF1xMTqaC/TQkRxbDy3KsYxmosZwkxAbf9sAShXTiZ+RsOoJ0DIvpUuX5uTJk4pUStsfQIVJRUmSyrWMjAwcDgdOp1OF+aQfpL8HYFGTpSU0rDuhS9hYnzfxxNJDzPp10QmfThok1CgES1ef5D16GFq//3RPON3JXcYm96YejjSqWDrJClbl84eikhx/+V6BwvsF7dckViaMMInPhYNJfv5dlCii5c8OQB70Ri8oWYgkTGP8dq0vEEJkhIjpJMtfiExXIKSCT1dqvF6vyi/SeyzqoUx/oZ1ARo1CiGTf+uIq+9FJUHEZPuqk1OidlZubS2Zmpk9jbCPkfbqSpvspRUVFERUVxYEDB5SVgD5n/pSzs4WoRJLLJqFWIXaQr7BJmFh8rsC3v6a83x8xEHIk7WXknhDrA5knj8dD5cqVufHGG/nxxx9JS0ujQoUKtGrVilmzZgGne3TK2IzVffp868UYehukfwPG+yAQ6StsETUX2ZIJ87pcGJjE5/JCiSBaRoJVlMVXcqsA5XcVKFdFVCBdPRLSJSRBFkB9e1FnBPp+9GT14oDk54jCJCTMGGIqjuOISibEypgfJqRJJ3cSjtMr5mS8or5BvqrTo0cPrFYrdevWZcSIEWzcuBFAeUoV50NdPxe5PlJ8oHuEid+WEGjxE5PQphAtXRXULRAExmIDnWxHRkbSv39/NmzYgMfj4Z577qFLly6MHj3ahwjKlwHdJV+3KRESLJBtzkXRkjEWlM9VULjQ33uMinOg0KE/JcxE4TDn6vzDJD4mzidKBNHSq7UkjCPQH+B6ebhATBmN+/EHYxhMQkvh4eFq8RfVSMr79R5tkG9XIC1wxGNL7BqKgwiJeqaTQb0lS3E9dHV7Al3REcIi8wGnSZmoUXl5eURHRysDV2O+lczftGnT6NatG3v37qVt27asWbMGwCe8V9B5FeWcdWsLyYUSRU4Iq+7ZJYQlJydH5Uv5CxHLNdXnwOgHJb97PB6io6N55ZVXyMrKYvHixQwePJg77riDCRMmsGrVKp/cPwkVSs6dVE/qHmCinMrcBjsf/mwgdMj1LiyXy6gwyxyJqibno5M/Ud0kxyxQUYYJE4FgEh8TlxJKBNHSFzQ96TjQN2t9G3+v65BFX8J+eh6O0+kkLy/Pp9JQEpRzcnJwu924XC6Vg9WmTRsGDRrE0KFD+emnn9RCJWSvOEiQhLP8VTcGqiQ8G+jGqqVKlSI9PV3lTHm9XqpVqwbAgw8+yPHjx5k5cyY5OTmqarNt27bY7XamTZsG5PtM6ZYYGRkZtG7dmoceeog1a9bw9ttv+1xPvVehQF/4z3YhHjx4MCtWrGDRokU+xQIC4/WX8xGiJg71Utkp4xEVTEKHYvyph56vu+46unfvjtPpZOHChQwaNIht27axdu1alp5qEB4XF6faQP33v/+lWrVq2Gw2du3a5UNY8/LyCAsL8+lZeeTIkTPI/KuvvkpCQgK//PILubm5VKpUiQYNGgDwzz//kJCQcEb+mSiUQpokBCzzo+ejicon5FTPN5PtRYkD1NzIfSufY/06n6siZ+LfgUl+TJg4O5QIogWByZMRgf5ekMeWEADjIiXqgRAlCduIyiBJ01WrVgWgb9++bN++nS1btqjFSxalwqojg4X4Q0loSRLHi5NkCSQkeeLECSIjI5Vy1qFDB+655x4gv0H1DTfcQMOGDYmPjyc0NJTKlSszduxYbr/9dkWwhIzqCgfAxx9/zIQJE9SCLLYGspDDaYUmUJ5aMOedm5tLmTJlznhNiJDD4aBt27YsXbqULl26sGnTJubOnYvL5SIkJISoqCiuvPJKtm7dCqBaMMFp8iDWDHLNA1lgVK1alerVq/PGG28wbNgwYmJiGDp0KL1792bgwIFqu3379tG9e3emTp3KP//8o9TEnJwcrrjiCh5//HHatWun5vHkyZOkpKSoFk7XXXed2ldcXBydO3embt26VKpUCcgnnQ6Hg5o1a/L111/7FGsIOTL2T5QvH263W10HPQ9R3qtDV19lvgC/4eGCPPFMFB0m+TFhouSjxBAtgb6wFrbA6guyv+oofx4/unO6QEJLstCJZYGEirp27aqO8emnn3Lo0CEfk1BJui4uIhQWFqYWRZfLpUKcxakEZGdnKyVL1K3s7GyeeeYZYmNjeeqppwBo2bIldrudpKQkIN90deLEiezatYu///5bhYikrY34R1WoUIFu3brx+eefq2PecsstrFixAvC1ixAYr5/kzekmn4HgcrkYOHAgVapUYcmSJT6VlpA/p926deOZZ54hISGBzZs3k5ubS9euXWnatCmpqanExcXRo0cPAG644QYmT55M9erVlbITEhKC3W6nZcuWtG7dmpycHL788ksA7rjjDmJjY6lSpYoaU3p6Oo0aNWLixImEh4fz8ccfExkZCcCzzz5Lu3btWLhwIfPnz8disSgSGhERwdNPP82OHTvUl4SmTZtSq1Yt5s2bR8WKFbn33ntJTk5WFiI7duxQxz18+DBZWVk8/PDDREZGsnz5ch+jWFHyxIZCrkGrVq144oknGDBgAImJiVgsFm677Tbq1q3L2rVrSU9PJzIykt9++03NqSTzy/UzmsD6K94w7R2KBpNMmTBxcaPEES1/KEjVKIxsGfehhz70XB047TMlISSASpUqMX78eGbPns17773HypUrlY2AHFcWu+Iw+ZTmwW+++SYzZsxg48aNOJ1OHz+o4sLJkydVSCwvL49atWpRp04dBg0ahMVioVGjRrz11lu88cYb7N69G7vdzttvv029evXIzc0lLi6Ov//+W+UWQX44LjIykg8//JARI0Ywe/ZsYmJiePnll5k/fz4ATzzxBM2aNQNg+PDh7N+/XxUUSIgrNzeXypUr8+GHHzJx4kR++OEH4HTLJSFh4o1111130bRpUwYNGsSyZcto1aoVjRvne2GOGDFCnfOePXuYNm0ae/fupV69ekRHRzN69GhuueUWFi9eTOPGjSlXrhwxMTGqhY8oPFFRUQwYMIADBw4wZcoUpk2bpu6BWbNmkZKSwrRp03jqqafYs2ePz/0wZcoUvvrqK4YOHQrATTfdRLNmzZgwYYJSUsWA1uPxMGrUKK644gpWr17Nf//7X+Lj45k4cSKvvPIKMTExjBw5kiNHjjBixAhq1KhBly5d2Ldvn8/1HTt2LC1atODuu++mc+fOTJ8+nUmTJpGeno7dbsflchEbGwvAiy++SGhoKAkJCdjtdoYPH47b7cbpdLJ48WIef/xxbr75Zn777Tc2bNigrkWNGjWwWq1s3brVp2OBfJbgzDZUJkyYMHE54aIgWoEqogp6aBtJFfhWGOru4cb9Qr6aUq5cObVIf/rpp3z33XfY7Xaf6jx9sS8OREZG0qlTJ2699VZGjBjhU+EYbBgtGBg9m7xeL/fddx/Tp0/n6quvBqBnz55s3ryZZcuWER0dTZ8+fViyZAkvvvgid9xxB3v27FE9BvWcnRdeeIHk5GQWL15Mo0aN6NevH3l5efTv35/+/fv7jKN27dr07t2bw4cPM3fuXOrXr0+1atX4z3/+w5tvvsn111/Ptm3bfExB69evz65du0hPT6dy5crcf//9dOrUiaeeeoojR47Qs2dPypYtC+SH8dq1a8e9997L8OHDefjhh4F88nXixAnmzJnD5s2badiwIa1btwZg9uzZbN68mbvuuousrCzl8N+5c2eWLl3KkSNH6NKli7o3FixYQG5uLi1btmTBggXs3btX+YZ16NCBPXv2KFVn0KBBQL561L9/f1JSUlRYNTIyUtlqSN4WwMMPP4zb7SY3N5f+/furNku5ubksX76c3Nxcrr/+eg4ePAjA559/zpVXXukzzx07dmTChAk0aNCAwYMHc+zYMTIzM5VSOWHCBEqVKsWAAQOoVq0aO3bsIDU1lW+//Za0tDS8Xi87d+6kZs2ajBo1itTUVHJzc9m/fz+1atVi4sSJ7N69229f0OKqyDVhwoSJixGFsgOLxfJf4F7giNfrrXfqtbeALsDRU5u94fV6fzj1t9eBZ4Fc4GWv17uwqIPSzRkLquQrSmWVv1CF3oZFcm+MVVJ5eXlUq1aNIUOGEB0dTfXq1Vm9erWP5YMsJsWZ4LtmzRrlKl++fHksFouPYhEREaFUNCE6VatWZc+ePVgsFkWkZJGTsJRUskmOjnF+pRXSc889x+eff85tt93GrbfeypNPPsmUKVPYtWsXmzdvVnlCUkgA+cSzevXqNG/enAMHDjB69Gjq16/PkCFDqF69Oi1atKBbt25q+8TERHXcChUq8OCDD7Ju3Tpuvvlm6tWrx8MPP8zgwYPZuXOnUvOuueYaunbtyuDBg0lPT6du3bokJiayatUq2rVrR4MGDfjpp5+YMGECkE/kWrVqxYgRI0hMTOTvv//m5ZdfVsddt26dqpCcNm0aYWFh3H333SxcuJAvvvhCzVdGRgZ//vknzzzzDG63m+nTp/PHH38Ap5uFL1myRCWlOxwOrFYr27dvVw3EU1JSgPzKVcgP8emqqp7npv9/4sQJdf+63W4V6g0JCWHOnDl4vV5WrFih7peMjAw2btyI3W5nxowZ6loBDBs2jOPHj5OXl6f6QUoYMTQ0lFdeeYWMjAwsFouyS3E4HKxevZr4+HhlpSJksFy5cjRp0kQ53su56CrWv022/o1nmAkTJkwICu11aLFYWgBpwOeGh1Sa1+sdY9i2DvAl0ASIBRYDNb1eb4G+BzabTfU6BN+yfqN7u7yuv+av+lAnV5GRkTz++OPUqFEDgN9//5358+crZ3CpHhNlKjc3l+rVq/P6668DUK1aNZ5++mnatGlDuXLl+H//7//xyCOPMGXKFI4fP47FYuHkyZNKRenWrRtTpkwhKSlJeTSdPHmSChUqkJqaqoiR7tGVm5tL6dKlVQgnKiqKvn37MmTIEFq0aIHVauXdd98F8vN19u7dy5QpU2jatCm33HIL77//PmPHjlVhzCpVqtCvXz/uuusuIH+xFrNMf9YNDoeD8ePH8+mnnwL5JCgpKYlRo0aRnZ3NmDFj2Ldvn1KQPvnkEywWi3KFt9vtOBwOJk2axMSJE4mPj6d8+fJ8/PHHbNiwgYyMDCZMmIDb7VZVcR07duTvv/9m69atPPDAAyQlJbFu3To2btxIWFgY0dHR9OvXj2eeeQbIJxDffvstffv2ZceOHUolys7OJiYmhsaNG7Nx40YOHz6sFEapKtTVTCGYQib030NCQpg+fTpxcXG8/fbbLFiwgOzsbFUsIMaregK57gtmtVp9vNXElFWKGgS6dUhOTo5qHyT3uF4FqLdhknOQakD9/bqhrowrIiJC5cK5XC6cTieHDx/2sQyx2WzqPtQJuVxXCc/ruZPNmjXjgQceoFKlSkyaNIn4+HiysrLOUI8DwWq1XrBehxfiGWY5j70OzRwtEyYuDIr6WfMWV69Dr9e7zGKxVA3yuPcDX3m93ixgt8Vi2UH+A2tlEMdRPxsTpAMpRUKobDabWlClPYpUtZUtW5bXX3+d3377jcTERPLy8nj++ef59ddf1bZ6jpfVauWmm27iqaeeYvLkyQB06dJFhWUAhgwZwvz584mIiGDIkCF8+OGHlClThvbt26v9XHvttfz999+88sorzJgxg8TERD744AO6dOni005Hfq5cuTJ9+vTh119/pVq1ajidTu644w51zIMHD3LttdcC+dVmq1aton///jRu3JgVK1Zw2223ceTIEb744gtiY2P58MMPVZiuTJkyHDt2jOnTp+NwOFSloLQBcjgceDwe4uPjefrpp4F85UPQp08fZX9w+PBhpkyZosihy+UCUCrIjBkz+P3333G5XBw4cIBJkyZx/Phx4uPjgXzi88cffxAWFsZff/2lyMGyZcuUcWe5cuUA2LBhAw899JCaq5YtW7J7926VqC0KSlhYGKmpqSxevFh5fQGqYbfk3cl+xMZCSIze5xHg+PHj1KxZk99//x1AeXJJGyU97CoJ5qGhoSqPToidbBcaGorT6QTw8dAyOuNL54KQkBDS0tKA062cRJmVXp36OVosFqWG6V5weqshyLfUSE1N9bEzgXyilZaWpqoQdbVT5kZXbMPCwti8eTPJycns379fWV0YyZjemuh8VM0Giwv1DDNhwoQJfziXxKIXLRZLJyAe6O31eo8DVwCrtG32n3qtUAQiU/4S3I2/G8N/YsTpdDp58cUXmT9/PqmpqQCMHDmSZcuWceLEiTPUg+bNm3P77bcrNQjyF1K3202LFi0oU6aMT49DyPc26tq1Kzt27GDAgAFAvg1Et27dOHbsGKVLlyYnJ0eV+Uslo+zH4XBQpUoV+vfvz2effcaGDRt46aWXWLhwIa+99hoLFizgjTfe4JVXXqFRo0asX7+eadOm0alTJ77++mu+/fZbhg8fTtmyZRk5ciSZmZmcOHGCyZMn8+OPPwL5ocd33nlHEary5ctz4403Mn/+fDIzM5W9xaeffsqnn37q04+xV69ePvNstVpVjpD8DPkLfFpaGkuXLlU/h4aGqgR4Y/jI6/UqlUcW9rS0NKxWK/v371fv0Y973333MW3aNFJTU31a6ejNoXWXdjEBlesrCqlUnur3kYS8dGUVUIn+0psxLy9PESW5P2w2G+np6SpfTc8BFEIqVaoOh0MRNqkmtdvtKuwHKKNVGaOu2gqZk2sg97sQP90jS5QpUazEnFUnWUaiJ4RKV131ql2Z15ycHEUG9TkM9Lsexi9M7bqAKNZnmAkTJkz4w9kSrf8AbwPeU/+/BzxTlB1YLJbngedP/ezjo+WvfYc/+PuGrH9zjo6OJiYmhsqVKwNw9913M3nyZJ544gnCwsJ8DDaFpG3dupUPPvjApzmyzWajbdu2vPPOO2RmZrJx40Y6dOigksYBPvroIyDf4LNhw4aMGjWKVatW0b17d+655x7++9//0qtXLxUuslgshIeHU7p0afr27cvYsWPZsmULTZo0YceOHUydOpXbbruNX375hW7dujF69GgA1q9fr7yV5s2bR15eHl26dFHjzczMJDc3VxmJZmdnc/jwYYYOHerjOn7y5EmffC099CT5P7pKGKgnpH6dvF4vWVlZqupMN8jMysrC6XT6kC3duiEzM1MpOlL1qdsFyPu2bt2qFBwhLUJ8hNwAKiSokyudREiukT4eu91OlSpViI2NZfz48T73R2pqKi6Xy6cptG7kqZMr6cUp85qVlaVCjRJ2FENSfQz+chJlXwLZjxxHXNr1bfReiPK67m2ln7OEMP1VtBp9zfTPm6i/+rgL+9yWsIrDYn2GmTBhwkQgFJqjBXBKdp8n+Q2B/nYqiRSv1/vuqb8tBN7yer0Fyu42m80rISghWsY8LPmbEfJtPzQ0VCkEkL+AhIeH89xzzyn16JtvviEtLY3u3btz3XXXMXnyZFauXKlCTKKc6IqIy+VSIZuUlBS1eFutVvUvMjKS48ePA3DllVeSnJxMcnKyGpvD4aBly5Y0adKEoUOH+oSqrFYrLpdL7bty5cpUq1aNX3/9laeffpqrr76a6dOnKyNNf07q0jhZWgFJGxrIX5hFLRLS4vF4VNshycmR7cW3S5KbxXJACGxOTg4RERFkZGSoRV7ORXcEFyVHQliyH0DlFEmekLGYQOZdFBhAzU1iYqJKxNbdzo3qi7RGktChceHX2w0BKuH98ccf5+mnn+aVV15RVgfGMZUwwhAUiuJb5e+z5+9vgSqA9df1L1HyXvnd7XZfkBytU8euynl8hpk5WiZMXPz413K0/MFisVTyer2StNQe+OvUz3OBmRaLZSz5iaQ1gDXB7NP4bRkKdwXXQ39Clvw1lZYEbwmbfPzxx2d4X4lnkIRkABWSkRwgPadGN3uUsI+/PoshISHccsstDBw4UB1XyAjkq0epqakqFLdnzx7++ecfrFYrn3zyiWpcDb5hJz1clJKSohKtJSwjv2dnZ5Oenq4IlSSDS55STk6OT79IIVmiflmtVpVrZLPZcDgcijQZ1Re9jY2E9CRhXq/mFJKnEzT5X3y99H3I3/bt26fUKF21EUgFppy3hN+EiBtDWXqSuag61157LVu2bGHv3r0+Kp4ofBdr65hAnyN/BKywvEjgDIXLmGNp7JWo768kzOH5eIaZMGHChD8EY+/wJXAbEGOxWPYDg4HbLBZLQ/Jl9z1AVwCv17vZYrF8AyQAOUCPwqp1CoLRZiEQZAGVUI5efTVmTH5RkShmejseIRAS4tErrWR/FouFtLS0M5pGh4eH4/F4fNqMeDwe/vnnnzPMRR955BHy8vJYtGiRIhDZ2dkqNKc3ETYqBh6Ph1KlSgGoPDMhQkIuhTiJmgUoawdRqIQoiQIlCdvi7C5hLMntkYVSyIuEh8TKQCDkSleHLKcaOMt8GROhdSVKD7Xp19Kfm7iMR3flN94HQs70vnxih+CPCMtx5X316tVTqqMQVvnZnx3GpQB/alRhSrc/AuVvn/r+/i2C9W8+w0yYMGEimKrDx/28/EkB2w8DhgX6eyDonljBhDPhdFhCFC1AlahnZWWRlpamWp5kZmb6POhl8c/KyqJ06dLKn0j6FuqhL/Gs0sMgumeQnkekk4C8vDyeffbZM8YskLY9evWkHkqT7aXvnKhC8je9r6AeFjTmNelVleBbeq/bCPgbo07+5H+jkqEnmOsKiU6ozjeMJBVQRFhUMlnsAymlVquV1atXk5CQoH4X0n6ptowxzkNR2+PInPorWjHu/9+awwv1DDNhwsTFhwsRmg8qR+t8w1+OFpyZJK9DXyz1bXTiIITD7XarsJs/J3dRroz5WZIwnZ6ernKKBOLWLpCEbP0YV199Na+88gofffQR3bp1o0+fPj7VV+cT/o6hu8z7C72d7XEA5euk504ZbRMuBIR4S4hVP2d/fmsCUeb0ZPeQkBB1D8r+wH+I+FJEQfepMQ8LCs7n8rfPzMzMC5ajdb5xPnO0wMzTMnH54GK6189rjtb5RDDEz9haRxZAScKWvCoJE0q1m81mU7lYEh7TCZeEsEQ9EkXIHzExhsPsdvsZi1LdunVZvnw5TZo04bPPPvM5zvmGXlSgG1gWd79EOY5uxaDn2F0o6ARbrr/xXjISB2PSt5BzIVoSbpR5FOJ+KYYP/SHYFleBYAwXXqqqoAkTlzouJvJTElFiiFZhD3V/v+tqCpxeACX8J8nYetm9Xl0IvuX9gVBYqx8d4kUklYB16tQhNDSUWbNmXdBqNQknioeT3nJFcq6KC3JeQuqM1+VCQDffFBVLFEYJAfvLFzJeW/G3Ev8tmUfJ0/o3c41KKgr6chQoed6ECRNnj8uN+BRn5O3feH6XGKIl8JfrEaiM3Bg69Ad/SbvnM1wqCfYnT55k586d9O/fn549e/q0vblQC47kF+mqTHE2wAZU7pNuFurPouN8QyfU0ilAFCx/YUMZO5x5T0nunNFsVI5zsUJXgPVQuV6dKeqksXjA2MkAfNXMYJPn4eKeQxMm/OFyIz5wftfRSw0lhmj5W/T85XwIadC3NT64/d0ARVkIzgXiTWWxWDh27BibNm0iISHBJ2H/Qiw0/hQb3YC0uCDu62Kn4M/24UJBQseQ399S9+7Sw4aB5l+2EesJcYpPS0vz8WcrLqIsOWRGAqQXF+iFEXolp/4eo6eYmLLCaSsNY8hYfOdsNhvdunVj0aJFbN++HTid5ybv8Xg8yjtNt/vQnd5NmChJMImPiZKEEkG0AlUtFUZIAi16F0q98gfdqiE5OZl+/fr5LHwXyiJALBdycnKU71RISIhqm1OcqpbkvOnq4YVI+DdCSIo4vEvjafEMM8LofA74EPmoqCjlcabfR3Juup2EkFjJBZT8QPE7k96G1apVY8uWLWfMjVSL6jYSsh8JgWdnZ/vYjMgYwsLCVOGBHEvyD/VWOsbzBmjTpg316tXj888/V3MoLYHkXO699166d+/OG2+8wV9//YXb7Vb5ano7HxMmAsEkPiYuZ5QIoiWhJ4E/w1JdmTGSskCePv6qEY3GisUNvfpOGg3rxpsXSu2RPLSmTZuyb98+Dh8+rNrVFKeqFRoaSqlSpVQzYiFZ/hzBzxbGsJVeHWjsvyc9ED/88EM++eQTZs2adYZ7vIwb8Al1GjF48GASExOVF5veHFlsRLKzsxW5kbCsVCzq3QMqVqxI7969+f7779m8ebN63W63n9E/U/cxk0IOCYGKD5vMizjaCznTjWl18gf4bJuVleVzD+Tm5hIbG8uhQ4fIyMhQTbBbtGhB7969WbZsmVK89GPopCsQivNeMFG8uJwIkEl8TPxbKBFEqyDIh8MfMQiWKPmrdjpfaoss5lar1cdtXmCsVjyfqFevHsOHD6dnz54cPnzYJ0H+XCFtfCpWrMiQIUPo3r07kH+dhg0bxqJFi1i2bBmAj/ojio3uvyVqm9FzyUiApK2OEDk9fCZO+BkZGYSFhXHfffedsW/9vF955RW2bNnCvHnzFHER3y2jfUOrVq345Zdf1DY62dOLLiTsqIfpMjIyaNq0Kf3792ffvn2sWrVKzYncIwLjQpCbm0vdunU5cOAAqampau7Kli0L5JOwffv24XA41LW9/vrr+fvvvzl8+DBXXXUVN910E3PmzAFQ6pjNZqN69erExcXx7LPP0qNHD5/jyj1SvXp13nnnHWbNmsXEiRMVYZOctbCwsID+WYJgwvomCselSIjMe8HE5YISRbT8hXKCQaBt9UXgQn2o9fCVtPkR13U4v4qWHtKKiorirbfeYt68eWzevNkn3KRDlA+p0JN5kgRneZ8/lbFChQqMGTOGLVu2kJubS2ZmJq+99hqRkZEsX75cER2r1Uq1atXYv38/GRkZZGVlKY8yf0RI9+DSc9t0VVC/5qIKWSwW6tevz9atW8nJyVEJ8XIfiErz8ssv07p1ayZMmKDUGFGlRAXKyMhgyJAh3HDDDT7zFRsbS8WKFdmwYYO6zjk5OSqsJ5BcvaeffpqoqChsNhvffvutUq+aNm1KfHy8moeoqChSUlIAqF69Ort371bz0apVK+68806+//57Vq9eDcCwYcM4fPgwb731FnfeeSdPPvkkMTEx7Nixg3HjxlG2bFn69etHbm4uS5cuBSApKYmGDRvSs2dPqlatisViYfDgwaSlpdGvXz8qVarEiy++qI77008/0bt3b3744Qc17/o9cPLkSZ9zLgimknXxwCRAJkwUL0oU0fIHowJkzJXRUZLKx7OystTCrlf/ycIvC6tYBsh5ysIVGRnJoUOHfLy+dMIRiJRarVZCQkLo168f27Zt48MPP1TvAV+SEhISolQ3GYccS8YsCebyNyFlOnkEqFOnDi+99BIxMTH83//9n09Ses+ePbHZbBw9epRJkyapSj5JrDa2zoF8VSUqKoqePXsyZMgQZUshYSvByJEjWbRoEb/88gt33XUXTz31FF27diUpKQmXy8V1113H6tWrKV++PIMHDwagU6dOPPbYY3i9XkXQIiIiVD9LMbht1aoVADt27CAzM1N1GQAUwZL7UZLOBVWqVKFLly6sXr2a3377jfbt27N27VqqV69Ojx49OHDgAIcOHQLgxhtvpG3btowZM4aOHTtSq1YtunTpwhNPPMEDDzzAxIkTAWjbti0PPPAAAFdccQWjR48mJCSEa665hvXr13Ps2DG+/vpratWqxZAhQ1izZg3ffvstZcuWJTc3l06dOtGxY0eOHj3KuHHjeOyxx/j777/p2rUrsbGxLFq0iB49etCkSRO/97PcNxIi1RPqA8EMGRY/TCJkwsTFhRLjDC/f7AV6D0FZfAO5xBvh75x09UFfGGTRFoPLQG7q/giNEAQ9L0tCQtnZ2TidTtLT04H8hVhyWipVqsTChQt5+umn+euvv3zO75FHHlHjnTt3ro9Tvd6P0WjKqftE2Ww2Ro4cSc+ePX2UKbvdTpkyZTh69Kg6nnGRzMrKonHjxoSFhREfH68UOhmTy+UiLS2NunXr0r17d8qWLcvkyZM5fvw4L730EsnJySocNmrUKB5//HFKly6N3W7n0KFDTJ8+HTgzb0dIZKlSpWjSpAnLly+nd+/etG3blrvuuovq1avTs2dP1q9fz65du6hYsSKQT/AWLVrEwYMHGTZsGAMGDGDbtm3Url2bDh06EBcXx5IlS7jppptYsWIFkK9o3XDDDT7ETr9+1apV48UXX1SE46WXXmLjxo00a9aMRx99lOzsbPr27evzHv3+KFOmDC+88AJfffUVBw4cYNy4cfz0009kZ2fz/PPP8+GHH2Kz2XjyyScBOHLkCHXr1mXXrl3MmzePrl27cvLkSZYuXUq7du0oU6YM2dnZKkcqNDSU3bt3U6pUKUJDQ0lISCArK4trrrmG0NBQ0tLSKFeuHHl5eUox279/P61atWL27NnMnDmTzMxMevXqRXR0tFL7bDYbN954o7oXPv/8c6ZMmUJKSsoZjvn+ekf6695QELKyskxn+LNASXhmmzBxsaI4v/RdtM7wgoJCbIGUrGCJmM1mo1y5ckRHRwNw4MABUlJSFPEQqwLIDwGJyqQ/4CS0ZbFYyMzM9Cn/l0owPTcL8klMZGQk0dHRNGvWjKysLBUyCw0NpXXr1rjdboYOHUrr1q2VegSnK/v05sqy+Ml85ebmEhERQZ8+fdQxJTk8LCyMbt260bBhQwC6dOmiiKVeaPD4448r1eSZZ55RJf1wWrV56qmnqFu3LqtWraJbt248//zz7Nmzh7/++ovY2FgAqlatSu/evXnggQfIyspi+PDh/PDDD2eYyMqchYaGEhMTw4ABA7j++uuZOHEi9evXZ+/evbz11ltkZmZSrVo1du3aRdmyZTl58iSQH778/fffqV69ujrnIUOG4Ha7+eKLL3j77bepXLkyr732GpCvBM2ZM8cnMV4PWQ4YMIBrrrmGCRMmEBERocb37rvvcuTIERISEjhx4oRS+PT7VO6PtLQ0RowYofYpOVpRUVF06dKFjIwMXn75ZRYvXsz8+fNxOp20atWKr7/+mhtuuIEKFSowbtw4Dh8+TNeuXdmzZw+pqals3LgRgKVLl/LQQw8BMGbMGI4dO4bdbqd+/focOHCAw4cP43Q61f2dkpJCVlYWH330ERkZGep+GDlypLrfHQ4HtWvXZsqUKer+OHz4MFdffTXr1q1TZLigh5S/4hU4Tar/zWpgEyZMmPi3UGIUrfDwcL8904JJpi2oh52+H730vVy5crRp0waAZs2aMX36dH799Vef5s66maPupm6z2ZRapZs1SjhMYLfb1bd+vR3QlClTeP7558nKylIL9qOPPsqbb74JwJdffsngwYNVwreoB+3bt+enn35SxE7UuJycHEJDQ4mOjmb06NHExcXx1FNPkZ2dTWZmJm63G5vNxnfffceoUaMAWLZsmVpg4+Li6NWrF1u2bKF79+6sWLGCd999lx07dvjkMNlsNnr16sXx48eZNWsWAwcOxOl0MmrUKPbt20fLli3p2bMnR44cAWDnzp088MADpKSksHbtWubOncuqVasUuZTcLCE0gwcPZsGCBQwYMAC3202pUqWIj49nxowZJCYm8uGHH9K1a1eOHTum5nLixIls2bKFsmXLUqFCBb755huaNWuG2+0mKiqKLVu2MG3aNL/hLVHexP/Lbrdzyy23sGLFCnVN77rrLpo3b06ZMmVYuXIl7dq14//+7/+U/QGcNqnVoXtbxcTEKFUoLy/Pp0pPJ7uS1C9/Hz16NBs2bOCLL75QCeihoaGkpKQQGRlJuXLl8Hg8imhJTprAmF/n7/MhZFHvDer1emnSpAn169fn559/ZseOHUH7ZRWlibSpaJ0dSsIz24SJixWmonUKxhBdIAf4ouRkZWZm4nQ6cTqddOnShVKlSgHwzz//UL9+fZKTk9Ux9AVKjhkaGqoW69jYWF5//XV+/vlnVq5cyYEDB9QCKgunzWbj5ZdfBiAuLo6+ffsSERGhlA5Bly5dqFChAnXq1FFhxunTpyulQVzKAe6++24VOtMX1bCwMG666SY6d+7M6tWrSUxMVOrQ1KlTWbhwIe3atQPgtdde4/777ycqKorq1atz8OBBateuzaZNm9i2bRsej4chQ4Zw/PhxNQY4neM1fvx4vF4vmZmZ7N69m40bN7Jnzx4iIyNZunSpStZ2uVxce+21ZGVl0bp1awB+++03bDYb4eHhpKWlqfkVwtO3b1+uv/564uLiiI+PZ9iwYWzbto2kpCTCwsLo16+fssuAfPI3fvx4rr76aiZOnEjZsmVp1qwZM2fOZOvWrT5z7fV6fYiwNA2XHpCQT0yWLFni45s1f/58FixYwAMPPEBsbCydO3fG7XYrC4awsDCfggcJM+v3qBBDyL+f/flOyT2XlZVFVlYWDRs2VFV/4ocG+aRaem8ePHhQ3W9Gqwb9+HJc/XdBdna2T19P2XblypWsWbNGeZCdzeIeTD9EEyZMmLjUUWIULWOOlj8EExoM5JMlKtSgQYP47rvvWLNmDZBPgr766iuee+45Nm3a5JMvpIc8pGS/Xr169OvXD6fTybZt20hJSWHcuHHUr1+fzMxMjh07xvHjx7npppsYPXo0kB/emTlzJt27d6ddu3a88847/P7775QvX5727duzf/9+brvtNiA/5+ihhx5SaogQi0qVKhETE0NCQoLyU5I5y87O5oYbbmDfvn0AvP/++1gsFhISEvB6vWzYsIEXX3yRCRMmAPnkITIykvvuu0/l5Lz55pskJSXRtm1bXnrpJY4dO0b//v2B/NCqDpkj6QEoC394eLgii0KoLBYLN954I5mZmfz+++/qdalSlHkVn6i+ffvSokULOnbsSFpamo+bvb92L0IGJVdKQrZer5fw8HDcbrePw7kOfySgsPDW2RRcFEQ2/ClAFouFmjVrctVVV7FgwYIzfNhEnfXXWsh4rIJC8BLC1RU22a+ez+jxeM4IM+tjD9Qiq7DzNxWts0NJeGabMHGx4t9QtEoM0XK5XOp3Y5WhMaR4NkTLarXy4osvsm7dOlauXMk111wDwNixY9mxYwfdu3dXLX6EaDmdTmXE2b59eyC/LF/yWX777Tfq1q1LVlYWcXFxHD9+nJ07dxIZGamStf/66y+GDx9OuXLl+OSTTxg9ejQrVqzg+uuv595776VVq1YMHjxYEa1169Yxc+ZMNZbMzExcLheVKlXi8ccf57333vNJRJZwaFhYGNnZ2eTm5lKuXDkyMzPxer088MADxMTEsGvXLpV7lZGRQXp6OgkJCYpovfTSSyrBXsJYQkysVquPc7nRKd0419KQWZQi40IrFZnS6ubUPUBYWBjz5s1j6tSpzJo1y2/+07miqAnbgd5XVBRGRozbicWEca4lN1CuRWHdFALNm155qjvni6KrNyTXybA/Zaygcytofk2idXYoCc9sEyYuVlzWRMuoaBnztIJNdDe+V8fw4cP59ttvadmyJQAxMTF8/fXXDB8+nG7dunH48GFleClkICMjgyuvvFKFv7777js+++wzQkNDOXLkCJMmTcLj8TB06FBmzpzJV199pZLKATp37swHH3xAixYtiIqKYvv27ZQvX57t27fz559/EhYWptS1m2++mTJlyjBz5kyfvnW65YHkegX6u+TbyAJnbD0j6lBeXp4Kn0lCv7GSrKjkIhjSEmifNpuNFi1a8O6773L//fdz7NgxpZr569V3tsfxN+aSZAsikGsoBFqg9xn0h2ATziX/TyfTcDpfTVQsvddisAhEwoxfmEyidXYoCc9sEyYuVpg5Wgb4C00UhkBKS3h4OB988AH33HOPcudeu3Yt2dnZDB06lDfffJP169czefJk1Qvw5MmTiNK2cOFCDh8+TI0aNYiLi2Pt2rUq3Fa/fn22bNnCt99+q1qbiMljTEwMVatWZezYsRw9epSqVaty6NAh0tLSuOWWW1i+fLlaSBcvXuyjVhjPRw+Ribrg9XqVFYax4bD+mkB3Iod8dUuOYUwYLyoJKex6BbuvY8eOERISotQVfyGy4kJJJFlwukeiEGshnIBPCyIdcj8EC0lw1/3edF8sf/ePfOkxXmv9y1BhIdnC3ORNmDBhIhhcLP58JUbRcrlcAY1JBQWFJYwLgnFbaa4spEZXevQ+iLonkvwuaorNZqNGjRp89dVXtG3bVvUPFBVAXL+DzckJhEBk0Ri2uRCJxheKiFitVt566y0OHz7MxIkTlVdTMLYClyKk2lTPn9LvccmPM75HR6AcKp0c6WqVxWLxaY8kx9SJF5wZwg/mPvQX0jQVrbNDSXhmmzDhD5fbc/qiU7SCKR8/F2Kh5xeB78NKX2z0BtQ6yRI0atSIhQsX+owpMzPTJ78r2ByyQChKQnFR9hHsfi4EufI3jvnz56sEfnFsL8h1/FKGVLHKtfB4PLhcLmU1IhWUwZAdf0nson4Zuw7oVabeYuyNafTRMmHCxIWB+bn791FiiBYEzi8pTOnyh6KEvWQ7o7Il5pqQvxDl5ubSuHFjZs+ezZEjR85QHHSSFUh9OtuSd30/gc4tmPMNNon5fCHQudtsNpYvX65yyESx0d3bL0cI4RELBvmyIOHjQAh0nY3zr7vz+7NSKeizV9T7uCB/PBPBwwy9Xtww7/3LDyWKaAkCPdDz8vL83qSBHjqFLQT+jE7193i9XvVN3263U7ZsWcqUKcPq1atVLpa/XKqCjhvM4lQQASrOsOGFzk8qaMzSS1Dc8kXhFLPVy+3hFKjlk6h8QkIlP08vZNCT2MX+Qgis5LyJwal+jPMdkjYJgomSisvt+WLiwqLEES1/5ep68m2g7YriSF0QRHHSy+o9Hg9hYWFER0ezcuVKtajJgifJ2udDeTmbqriSWklXEMRmQJpii1pobCpe0qC38hESJDlOxtYzepcAvbpPz4vSSZRUHhpVUKNBqqivuuVHTk4OYWFhPv/D6TZKWVlZqrVUQfdtcRIjfV8m4TJREEzic2njrbfeuiDvKSkoMURLFpRgvvUW10O6oBCctGSR37Oysjh69Cjz5s1TC2R4eDgej0fly/jL/yqucRbndv8WCgubhoSEKCsHsTHQc7SCyfPxer0+ydviNSXExZjQLURO73eoq0cyLrH9yM7OJjY2lmuvvRbIrxSVY5UrV47XX3+dIUOGkJaWRk5OjmpxoyeYS1FGXl4eLpeL1NRUda+5XC6ioqKU+ayMTZQoi8WikuB1VUtyCd1ut2o+7na7FaGT+1za/JyvLwbBwHSMvzhhkp9LGxczkSnpKDFEy5gjYkSg8GFBJeXBwPg+WaQlH8Zutyv/qqNHj6r3SFWY/F6cYZGzSYYvqYuXcZHXr6NuUyAkKjQ0VIW85FoIiRBiIGFF+btOOPRtPB4PdrtdkR0970uIj56fJ2OTpuJiupqbm4vD4SAjI4Pq1aszYsQIVWG6bNkyPB6POu727dvJyspSJNHYRzAnJ0eNIS8vj9TUVMLDw7FarURHRzNkyBCys7Pp1auXGosQenm/OOvrENsOl8ullEGHw6G2Cw8Px2azkZGR4dM0XebiXMOGwdz/sk1JvE8vRpjE59KGSXwuHZQYoqVDf2gHSoo3/q24YPSkEnKgVyIazR5lIZf3FZR8HOwY5FiCQNYWxm0KO57u/K2THT1E589aAPJDXrKQ60RI3m+xWMjKylIhPz3EJfYauteXXD9RWYScyHzabDbVZqhXr16MHTuWjIwMpRQJYXG5XKp3ok5KBLm5uSp0Jufv8XiUO72ct8vlwu1243A4lLO+y+UiKysLj8dDpUqVGDx4MJCvSo0ZMwbIJ0M1a9Zk9OjR/PTTTz7HFV80QU5ODk6nU52rnHft2rXp1q0bbrebxYsXc9ddd/HDDz8QGhqqnNslr0oqEmUe9XsgIyND/c3tdqt7Ny8vT+1H8rVkPvT76XzAX7N4E+cGk2RdeJjEx8TZokQQrcIeGmdTdXi2EIKhtx0JlAejhwrFWDIsLMxv26CCFhs5hsvlUqaU0sZGV2sgP2lcVB8hS7KYCgGy2+2UL18egJSUFJUTpIevnE4nqampZ5AuGbuMV87darVSqlQpUlNT1fai6OnWGaKUuN1uwsPDlfIkREfvnSfzIvuTbWQsVquVHj16ABAZGanaIUmbIK/Xq6wghFzobX/EiFOIlyg3oaGhSv3S7TtknvRQsCSMOxwOevXqRVRUFEOGDAHy2yt5vV7q16/PqFGjGD9+PL/88osijjIWmScJFQoxFeLasGFDHnnkEVJSUvj7778VWZOwn9wPbrebyMhIHxd/Ifhyv+gu8uHh4VSuXJldu3apBHjBuVbBBguTEJg4XzCJj4mLBSWCaAE+4QsdxteC7eV2LtAVEZ1c6Y11hbhIzoz8LgqDLOIPP/wwK1asYM+ePT6+SP7GLd5R0qRZyIZOUsQx3eFwkJ6ervJ2hIDZ7XZatWrFK6+8AsALL7xAYmKiCnXZ7XZatmxJfHy8Om6VKlVUA+kuXbrg8XgoVaoUaWlpPj5Kbrfbh9zJAq3nEGVmZhIeHq7CW3orGWO4S5QrCdOKC79sd+edd7Jp0yaee+45nnnmGTVvsl+5F4Q06fMr10zIjtPpVGRYiLGuVN588838888/REREULp0aa644gp+/PFHdT5du3bF5XLxyiuvkJiYCEBsbCxPPPEEt9xyC//9739p1KgRa9asISkpSZEtf+pao0aNaNCgAV988QVxcXG89NJLZGZmMnfuXJYtW+bjxybVmNIXMjs728ffyl+xgN6AG/Ible/YsUNdL2PT9OJAMPsxVlGauPRgkh8TJs5EiSBauiM7FPwt2J8Xj/FbeaD3GyvEdOd3XRkyLo6yyOnl9HqVmJ5DJApQaGgotWrVol27dixcuBCXy0Xjxo05fvw4mzZtAvLDT2lpaSpHRx+b7pelN14WApaenq4W8pCQEPVz48aN6dq1K5mZmaxfv55Dhw6pkJHX66VFixY89thjrFmzRpE6Qbdu3VRLFrFVEPVFoCdny5hkXrKzsxUR1JsfAz5qlVS76QQhLCxMETmPx8PNN99Mt27dgPyG18YwmFyzrKwsFZ7UW9RYrVZeeOEFvv32W44dO0aNGjXwer1s3brV59qK6tWxY0eOHTtG48aNCQsLw2azsWzZMkqXLs2zzz5LrVq16NWrF23atAHyjWtDQkKoVq0as2bN4rXXXmPevHlKEZU5gNM5ZkIsAeLj4ylTpgzvvPMO+/btY8aMGZQpU4Z27doB+T01nU4nd999N2XLlmXevHns3bsXi8VC2bJlSU5O9jlG6dKliYuL49Zbb+V///sfBw8epGnTpvTv35/XX3/d57MRyOn9fEO+mJgk68LCJD8mTPy7KBFEywijJ5W+IBu/wft7cAcibHrJva6CZGRkqByZQYMGERYWRmpqKg6HQy1kEgoSpUAWLN04UsZhs9mIjo6mf//+jBo1irS0NOrXr8+AAQN48803FdHIyMjA4XD4KFZGN3DJfZKk8djYWNULUM5dCEb58uV56aWXSEhIAGDcuHGkp6crpatOnTo8+uijDBo0SPW0y8jIYOfOnXTp0sWHUOmkTq9Qk6RqfY7FrVxfwENDQ7ntttu4/fbbOXbsGBMmTADyw2hy3roCqF/PVq1aMWDAAACmTZumFKSKFSvy5JNPMn/+fP78808AOnXqxMyZM4mMjFQq3vLly3n55Ze54ooruOOOOzhy5AhVqlRh4sSJJCUlcd999zFjxgwyMjJUld6OHTtISEigefPmpKen89dff3HHHXdwww034HA4mDRpEu3ataN27doAfPrpp5QvX54BAwYwbNgwxo4dy6RJk3zUIkmil3vvqquu4tlnn2Xjxo1q/L/99hvbt2/niSeeoEqVKnz33XcAtGrVivvvv5/y5cuTlpZG3bp1Wb9+PVWrVqV8+fJMnz6dmJgYqlWrBkCDBg2oUqUKmzdvJi0tjZiYGHr06MHixYv5559/1Bjk3pWwa6A2PYJgSVGw6phJsooHJnkyYeLiQYkgWrr/EHBGeK2wh3Ogb+b+CFdoaKiq0BLlo0yZMvTv35+9e/eq7RwOh8obEmIkEOVGVygENpuNyMhI3n33XbZt28a2bduIi4tjwIABfPnll6xfv17l0eg5WQKxERCSI3C5XFx33XX079+ft99+mz/++AOv10vFihVJTEwkKiqKHj16sGbNGgA+//xzRSK8Xi+33XYbvXv3pnv37iQlJan9RkREUKtWLSA/58hfKCokJERdg8jISEU+hazl5OQQERGhlD+Hw0HXrl1JT09nwoQJvPfee4r8/fzzz8ouQQ9LZmZm4nQ6fY596NAh5s6dS2RkJC+++CKPPfYYGRkZfPbZZ1xxxRU8++yzXH311SxYsIAXXngByFeabr75ZgYNGsQTTzzBDz/8wIEDB3jhhRcICQnh7bffxuVy8dVXX9GoUSMA6tev73O+b7zxBo888gihoaGMHj2am2++mY4dO7Jz504OHjzI1KlTycrK4tixY3zyySc8++yzXHXVVbz66quMHj0aOJ0IL+HKa665hkcffZT333+fo0ePEh4ezieffMLSpUsB+OSTTyhXrhwATz31FHv37iU0NJSffvqJRYsWUbt2bVJSUpg3bx4VK1akTp06HD9+nISEBLZt28bnn3/OnXfeCUDTpk1p164dbreb+Ph47r//fmbPng3gE+6V+7UgglQU0lUY2TLztUyYMHE5okQQrcIQbMJuoAR0QWhoKKmpqSpcJGG+1157jaSkJN5//33sdjuZmZkqNCeQXB2p3gJ8KvMkkbps2bL07NmTKlWq8PrrrxMdHc2gQYOYO3cu33zzjaoek/fk5eURERHBiRMniIiIUMndonQZzzshIYHU1FRq1apF7969KVeuHF9//TWNGjUiNjaWLl26AKdDdS1btqRHjx7Y7XYWLFjA8ePHadGiBcuWLSMkJIThw4cD+flGffv2Ze/evURGRtKxY0f27dvHjz/+qI4dFRXFTz/9pOb3xIkTnDx5ktGjR7Ny5UpFDHv06MHatWtZvnw5Dz30EE2bNlX/RJ0TQqfnugHcfffd1K9fn0OHDqnjzpw5k/r167NkyRIyMzO58847ueGGG/j2229p0aIFo0aNYs6cOWr7VatW8eCDD7J582aWL19OmTJlqFatGrt27WLgwIE8+OCDihBt376dhIQEfvzxR2JjY1m0aJHaz3fffYfH42HJkiWsXr1aXXfpCpCUlMTcuXP5/fffad26NatXr/ZJUtcTzoVE1a5dm4cffpjq1avz448/0rp1a0qVKqV8swD69OmjwqhSyXngwAFFvlNSUti6dauab73A4b777mP58uWMGzeOFi1aMHr0aKZMmQKg1LX09HSV51cUM9iiJs4XRKxKsgmtCRMmTBQnSgTRMoYx5LWzhTGcKPvNzs5Wi40kmUt4ZuDAgaSnp6v3R0VFkZ6ejsvlUlVyHo+H7OxslZws+wwNDSUsLIxatWrxyCOP4Ha7WbduHbfeeisdOnRg9uzZfP/995QrV46KFSsCsG7dOpo0aUKpUqVYvHixKvOXRGcZd15eHk6nk65du57RYHnDhg1cd911hIaGMnv2bNq3b6/ygSpVqsQrr7zCzTffzKxZs/B6vaSkpPD666+rhOuWLVtSs2ZNAObMmcPevXtxOBwMHDiQw4cP88svvwCcoa7deuutPtdIiJPVaqVOnTo4nU727t1L3759qVmzJgcPHgQgOjpaJYkfOnTIp9JQxlO+fHmOHj3KL7/8QkxMDPfdd586bp8+fejevTuQrzpBPqmaM2eOyntzuVx06dKF2bNnM3fuXKxWK0ePHuX//u//lJXDZ5995kPK5Ty2b9/O33//TV5eHiNHjvSp0ktNTVXXW0hUTk4OOTk5uN1uZs6c6dPyRp8vp9PJihUryM7Opk6dOsTHx/Pll1+Snp7OnDlzlHnpP//840PEs7Oz1f2mO8hLSx1RywAaN25MmzZtmD59Oj///DMWi4XvvvtO5Y1JwQSczhnTG0gHi4LIVjCf2ZLq92bChAkT5wslgmjp8OcPJQno+u/GB3ZB35BlO6M/VseOHXnwwQfp2bOnjzWBkBKp/nM6nVxzzTVs3bqV8PBw0tPTfRYnCRNBfgjo448/ZtOmTVSrVo2kpCR+/PFHKleuTNeuXQH47LPPiI6OZsyYMXTs2FEd2+PxkJmZqVSfunXrAvDcc8+xYsUKfvjhByZPnsztt99Os2bNWL58OQD/7//9P5Vz1r9/f+x2OzfddBNpaWlMnTqVOXPm0LBhQ+655x48Hg/XXXcdTZs2JTIykl27dgGwdOlSYmJiVDXe6tWrFaGQuXe73bRo0cJnbnVymJ2dzcGDB7n66qsZMmQIM2bM4KOPPgLgwQcfZNy4caSmpjJ79my++eYb1WpH8tC2bdvGFVdcwfPPPw/Arl27OHbsGBs2bGDmzJk+xxWSMWzYMB/j2P/9738sXryY1NRUVZTg9XoVyZIiBuO9oydq6x5TenED+HqGif2C1WolNTVVJdHrLW9krE6nk/Xr17Np0yYsFou6X8W9Xc4hNzdXqaN6WBXwsfDQTV1r1arFnXfeyZYtW9i7d6+6hjk5Oeq85DrJfsS0tKBWVkWBv9ZZxr+ZoUMTJkxcjihRRCvYpHZ/2wZ6TX+/JL9bLBaefvpp2rVrx3/+8x+SkpJUhVtOTg5//fUXTZo04eOPP+b666+nZ8+e/Oc//2HHjh0qh0ofX25uLnfddReNGzdm2rRpAIwaNYpatWpx5ZVX8sADD3DddddRqVIlID+Hpm/fvoSGhnLkyBGf5smioDkcDnbt2oXdbmfYsGHUrFmTESNGEBMTw+23386QIUNo3769agEjGDNmDHXr1qVmzZpMnjyZ33//HZvNxqpVq/jtt9+IioqiVq1aJCYmqiTzOnXq0LJlS6pUqUJWVhYHDx5k8+bNZ8ytGH36Q25uLk6nk6SkJEUodX+rqVOn8tVXX5GRkeGjIkmCNuSHIjt06EBKSgqLFi1i0qRJPqTH6/UybNgw4LQKk5qaSnR0tPpZ/MHkmguRE/d2o4M8+Pdp0x3m5VyMEAsG8ewSY9Pw8PAzwtjyN1EoxRgVThMp3dhU5sVIYBwOB1arVeUZhoeH88gjjzBlyhR69OjBvn37zjCx1X3YJKwpPwtxKwoCqVJ6Yr0QPD3vUh+HqWqZMGHicoGlJLg122w2rx7Sg8BJuLr6IAim9cep4+BwOGjatCkbNmxg8ODBZGVl8ccffwCwcOFC8vLyiIqK4p577uHXX3+ldOnSPPzww/Tr18/HeLNMmTJAfj7SX3/9xcKFC/F4PERFRXHllVeyadMmQkNDVbn+ggULSE5OVn3upIpQFmtxUo+MjFR/g9NqiBQMiCu67EcImt6XLysri+joaNxut1Iy9EVPQk/ys64QitohPfh0DzF/cyrXR+9RKJ5aetGBrqZIKFbIhBCfOnXqMHToUACl9MGZvma6mqO3ppEqUfGREid6IT9ic6HfN/7uo4LCW0bvLnFrl+ujV4GKMaoQTlGWdDNa3ctLQrRChnTnfTmOTr7CwsKoWbMmt956K2XKlOHLL79k37596p6QMcpnSXIOJdwtoXB/RMv4OfT3udS31Ymlv8+u3mZJXnO73Wu9Xm9jvxN9kcFisVzQB6lZdWjickRJu++9Xm9QMn2JULQkDAO+OTMCY2jHCFkYjdWK+qII+WrAyy+/zOrVqwEYP348gEq8drvdhISEkJKSwn//+18aNmzIq6++yuzZs1VDYavVqioXw8LC+Oabb9i3b5/Kg0lJSeHo0aOEhISQlpbGrFmzfHKRdIjDuygAQgz0xc3pdCpDT72dTWpqqk+fQKNCdPz4cRXykmNLzpmE+eQYuvmnkJHMzEw1b4WFhfLy8pQ6I6RCJ0c5OTkqp0h8vwCfax4aGkq5cuX48MMPadCgATabTREWvVegzLuoQwLZ3nh/iJFrIKNYfyRdJ6b+7A+EyOnzbby+Ygci+XsSrtQrTXUFS6wuxExVCKVO4ORnPcyoY9++faoFkm7qKvMtBFcIn9hw+DMLLmq+pNGSxd9+hNCZifAmTJi4nFAiiJYOvReeEcZvzUYPJvk9UC6Ix+Ph22+/Zf/+/Xg8HhVygvwFWV8wq1evzgsvvEBSUhJ79uxRrWRkWzneP//8o/JsJHldFjpJoNcXZb23HpxWl0S1AHxUJFkwZbEWtUifCyE1cv6yrYSGdKIix9TDqfp8y8JstF/wB/28pNBAbwsjZq562E1UHrGCENjtdlatWgXk20zIOck+5HrL+wEfciNjlXwnPe8JUFYX+mvG+0de03tZGu9DnZhKYrpYfch7jAqRTvzFzV+ug64U6R0BdEjFqyiDukHuvn37qFy5MsuWLTvj+sgY9ftD/5v+s7+58LdtUUN+ZojQhAkTZ4OSpl6dC0oE0RLiFKjdjr4QGL21jD5AgUIeUib/zz//qPCMtMUxwmq10rlzZ4YOHcqrr77K33//rRKM9WPpbW10800JJRlzbIQMSHhLJzEWi8Unb0cPI8HpxsiiRunqnp5zIwqZmIxKg2dA2VPInEtStp7DJG109IRtf9dEh1RMCtHR836sVqsP+THOhahZMpcOh4PU1FSysrKIiIhQlaAyrtDQUEXS9LFIGyRJAJexGsmirubJ+Iz3ihBc/doZVVVRm8SRX5zx9etlvLd0kiTH1NsZGfPC5N4WhdCYWwaQlpbGoEGD1DH1//VzNMJMUDdhwkRRcSmRnwuJEkG0dBjzZuQ1I/TGx/5Igb/EelFbdNsEySMKCQk5I/yTlpbG0aNHVehLD8eIGaUQFXGMBxSxEHVEFj49H0vIhYQDjRB1w+FwqFCS3W73UUSE2MiCLmOUHBxRz4SkGc1IQ0JCfBQtvcVNQUaWxtdlTBIekz6HgI9ypYdedegqjqhEMoeSz6Q30xZiJ3MtRF2un5ArPe9MD7kJAiXHy/2kE1E5lu78LvsAfLYzzlNBYbmCIMRXVFGZN7kP/RnmCgpSqPTrp3/eCnKHL+zzZcKEiQsPk/hcHCgRREtXZ2Rx9PdNO9iFv6DjyILsdDpVE2dZ2EWFCAsL89mnJJ2LOgMo1Upf/MRoVBZw2bf8XRzWdXVK1BOLxaJc3GWsubm5pKWlqfHk5OTgcrl8Etxl3jIyMnzIlIxBiIGQMJ3k6P5X+oJtNNzU589fvpbsU1QdafMix9MT4cVqQciPnh+kJ8jL+HX1Tl7Tw8M68dHn3N856HlPOvQQoU6kZd9CXKWvooQIoWDSpLd78odAlbOyTxm/bCf3ksyxjE+/drpSKWOQ142Qz5pOtoL9LAVKijdh4nKGSXxM+EOhRMtiscQBnwMVAC8w2ev1fmCxWMoAXwNVgT3Ao16v97gl/4n9AdAWcANPeb3edcEOyF8Ctr+Hup4AXlCVmP5eWRwlFGNUQIQAud1uTpw4QbNmzdi2bZvP/iRRXHKxJEymkyg9t8rot6VXQOrEQpKY4bTLvEAWeDGdFJVH9/PSQ2SyQBurDeV4+jbg2zRblCPjvEpIUEJlgKrkk2PIGPXjyfhFyZJ50802/S3uOskStdBfcrrRQkAn0S6Xi/T0dB/irle/6WqjEaKASu6U1WpVCf3GsKU/FIcxp57LZbFYiIiIUOegK136mPX/BQWN1Ui2dHJYUOVvUfBvhicv9PPLRMmCSXxMlAQEo2jlAL29Xu86i8USCay1WCyLgKeAJV6vd4TFYukP9Af6AW2AGqf+NQX+c+r/gDBWPRmr2oy5UTqK8tCXMJyEp+B0zo4QBSFDCxcupE+fPgwdOlRVysnCJ+MSIiXEQRZuPQSn+0DpSom8LsqErqBIWDIiIkK1e4HTidh6Uryu0OjHl7FJWE5P4IbTYUPJG5J9iAJlXGhFTZOqRCF6EiaU9kZ6+BTyCZ3L5VLnLOMTKwbd10nIg4RqZd7EFV2/L3SCoOdPyfXUPaJ0xU4nE/Kzngsn0BUeCUPm5ub6NBo3ojAT3WA9pHRyq7fiEVsQu91OWlqaIsTBqlDGsRpR0GfsXEijv3SAC4jz/vwyETxM4nPp42yeR/5wKeWPFkq0vF7vQeDgqZ9TLRbLFuAK4H7gtlObfQYsJf9BdT/wuTd/tldZLJYoi8VS6dR+AiLQpOq5MAV5+QSCThgyMjLU7/oiJURDCI/H42Hjxo28+uqrnDhxwkf9yMrK8slt0verJ6HrYT0deu6Q/C7naCSbonbJIqsTPX+Ln/EGlwT38PBw0tLSFPkRMmI8D/3YMndG6DYLUsUnxxFCBfjsX3LZrFYrERERpKWlKZIlpC43N1dZN0RERJwRHhPyZCQyeqhVQnpyfqK+SahRrxzV8/EkLCv7kftAIEqWkMqzJQ7+rCIKgsxBqVKlOHnyJHA6L08novp+i/PhpH92ztWS4d8iWxfq+XWxwyRAlzaKi/yYODsUKUfLYrFUBRoBq4EK2sPnEPnSPOQ/xPZpb9t/6jWfB5XFYnkeeP7Uz35zRIzVhDoBKMqiJdvrFXDyPt00Uq/es9lsJCUlyVhVqMuoEukVc/78vvyRAf3cAn0AJN9JjqnnP+kJ2AWpfWIgmpmZ6dNAOCMjg8jISJ/Qo7+FUJ9vj8dzRqNtqXB0uVxkZWWRk5Oj1B4xVJXQm4zb4XCoEKgeuhPVJi8vj+zsbBUu9ee9ZCSZOimSRPnQ0FCcTifJycnq72FhYUrl0tVFnaSFhIQoElOzZk1KlSrF+vXrAVTYVr9GxrEFA3/3biD164orrmDw4MEAjBw5ksTERKVm6ZYgOvT7wV9enb/jFBUXYz5WcT6/Tu1PPcMuNExidHHDJD6XF4J+Wloslgjgf8CrXq/3pP63U9/+inTneL3eyV6vt7HX621sDAHJP2NCr8/ArdYzwj0FQYiaLMJ6vpNU80nrFFGlpDpRH5MeVrNa83vc6UqJwJ9dhbwu52T8p0OIAJxpFRDsIic5Z8bcMVF69EW6sDweCZECqhpSIITKWFEpKpcoXmXLluX999+nRo0atGzZkgceeEApgboCJhWhenhVrxg1zpOMUZowWywWWrVqxbBhw3A4HMp7S66xTnJlzHLdLRYLzZo1o1mzZgwbNowKFSoEJDT+rrHxNTm/gq5ZoPvE+J69e/cSFRXFa6+9pki0vm/jNdRJfnEj0P0dCP92GKC4n1+n3qeeYcU0TBP/EozP+PP9z0ThuJTmKagV22KxhJD/kJrh9Xpnn3r5sMViqXTq75WAI6dePwDEaW+vfOq1IkF/iBtJmP668T36PyNkwZYFWZKzpVpQf48QEz0XS/4upMDj8VCqVCmf5Hp/C4pRsQt0A+mkS89nkpwyfyHGghY7nUzpyflCMoV8FrYI5uTkKBWwXLlyKoRmfK+ex5aXl+fTxicqKoo+ffrw008/sWXLFhISErjhhhsYPny4ajEkJqlWq1W1kdEtGXQy6++8xTD13nvvpUePHkybNo2MjAwyMjLIy8tTqprMiV7dJ22LWrRogc1mo0+fPqxZs4Yff/zRh/RKHliwCFSdFwxZbt68Oe+99x7Tpk1TPTThtKFrXl6eUhDlvtJJr5575w8XUpX6Nxebf+P5ZeLcYBIfE5cSgqk6tACfAFu8Xu9Y7U9zgc7AiFP/f6e9/qLFYvmK/CTSE8HkN+gKFpwZljH+Xd/GuJ3+mnEx0XvJifJy/fXXc9ttt/HFF19w4sSJAn2PRAER4uF2u5VyI6RADxXqY/WX7xJosZOE+LCwMBXyEsNRoxVGQdDDoRIik30ZTUQDQUJpdevW5bXXXqNPnz4cOnRI5TKFh4eTnp6uHMwB9VpYWBg33ngjzzzzDB6Ph1mzZpGbm8vBgwcZMGCAGqNcDxmfy+UKaLyph970nDhANd5+9tlnOXTokBqP7tWlFxPoOXtNmzalf//+AEyZMoVZs2apULNuR+Evr01IaNu2balUqRLr169n4cKFijR7vV6V62WEMbQcExNDp06daNu2LW+//Tbh4eH8/vvv1KlTh1deeYWvv/5avddms1G5cmXi4uJYuXKlKljQr70/BEOyCiLx/j57JTGceKGeX5cDTEJiwsTZIZgnYzPgSeB2i8Wy4dS/tuQ/oO60WCx/A61O/Q7wA7AL2AFMAboXeVB+Htj+vpkXpF7p2wj0ajGr1aqq23bs2EF0dDQPPPDAGe7aupqhJ7CLwuX1eomIiFCqiQ55MBnPp7AFSc5Vwmdi0pmXl+djxVDYPvR8oubNmyvFQ0J0wYReJazXpEkTnnvuOWXiGhoaqhRBMSwVBUVaFAEMHTqUOnXqsHXrVmbMmKEq55xOp2o9pFs/eDweypcvT4cOHQgLC1OtbSIjI31CuXroWMKhMTExZ4xfwsNxcadFCq/Xq3LI7HY7sbGxPP300zzxxBPs27ePl19+mW+++UZZWoSGhqqQo5A0GYP8rmPhwoX06tWL+vXrq2bXTzzxBN26dVPnLeciJNHlcuFwOOjQoQO9evWibNmy7Nq1i/Lly1O+fHkGDhzIsGHDmD9/PqtXr/a5tgCvvfYaUVFRKvctmHtE7pOCrr3+c6AwaFEIVqBQ+XnEBX9+XSiYqo8JExcHgqk6/B0I9FS8w8/2XqDHOY7rDOjJ8KJuFZaM7PX6mjcGWniys7MZNmyYygHSE7CNSdeifsiCL+7yuveULHR6XlSgc9KhLz5iaKobjkI++QLfKsxA526z2YiNjeXKK69Ur0uYU8bnb070/VosFh566CGuvfZaVqxYoRpzx8bGMmbMGA4fPuxDeLKzs4mMjKR27dqUL1/eZ78hISE88sgj1K1bV7XWGTNmjEpEv/LKK7nnnnu45ZZbmDx5MllZWVSvXp2uXbuyePFiABYvXkylSpV48skn+eyzz9i/fz+lSpWiffv2tGnTBpvNRq9evThy5Ig67vjx4/F4PEycOJE///wTu93OE088wfXXX68qIq+66ip69Mi/bY8dO8b111/Ptm3bsNlstG7dmrS0NH7//XdSU1OV2iYkEeDee++lXr16rFy5Uh13//79tG/fnptvvplly5Zx3333KTUqIyND9XDMzc2lYcOGPPzwwyxfvpyvv/6at99+m99++42qVauyfft25s6dS1xcHBaLhTFjxjBq1Ch27NjB1VdfzfDhw33mWfdUKygZXu63grYpiSpVUVBSnl/FCZP0mDBxcaFEOMMLJIxTEHEC3z5x+uv+viXrDyVd0dK9mnQLCWl1IwTJn0qVl5enEqR1+4Ho6Ggee+wxAD7//HO83sANff0tYPpYJXQoTvVut5tSpUpRrVo1ID9Px98DVyeHYWFhPPPMMwCUL1+eP/74w8fWQK+AlGpK3UzU4XDw4osvcuTIET788EN6+h2sQAAAJ3FJREFU9+5NpUqV+Pbbb3G73TRp0oSUlBSaNs23Gfr4449JSUmhbt26dOjQgeXLlzNp0iROnjzJxIkTWbt2LQA33XQTAF27dgWgXr16tG/fnqZNm7J371569epFXl4ezz33HC1atODAgQPEx8cD8PDDD9O5c2dGjx7NkSNHaNWqFe3btyc+Pp5du3YxZ84c9u/fT+nSpQFo1qzZGXNks9moV68eQ4YMIS0tjWbNmlGrVi1lCPrss89SrVo1Vq5cSYMGDahTpw69evWidu3aJCcns2fPHp/93XjjjVStWpWJEydSr149+vfvz7fffuuzzaOPPkpycjKDBg2ib9++Pr0br7jiCmrWrMnIkSM5efIkTzzxBD/88AMzZsxQ483OzmbPnj3ExMSQl5dH9erVqVmzJvfeey9RUVH07NmT1NRUn/wxPaQKhVcgngsKImTGz6VJFM4N5/M6mjBhovhRoohWIBjNM/0lwft7j/Hv8i1fkqaFLMXExNCwYUMWLlyo3qMrUvpCIcnUouKIdcJVV11Fv379SExM9DsW/eEY6CGpK0xC5sRkNTIyknfffReAlJQUEhIS1AKsJ/lXr16dvXv34vF4uOeee0hNTQUgMTHRR7HTTTwlUVzCqVI5mJmZyWeffUZ6ejqhoaE0b96cpUuX4nK56NChAzk5OSQnJysy2aRJE1asWMFNN93Ed999x9q1a8nIyOCBBx4gMjKSmjVrsmPHDp9z/uqrr9ixYwfz58+nUqVKfPTRR9x5551cf/31LFy4kPj4eDweDx07dqRGjRqsWrWKxMREUlNTGTZsGFarlffee4/U1FQGDhzIyZMnefbZZ2nevDmQX6m3detWKlWqRJs2bfjzzz8BWLJkCSkpKQCsWrWKJk2a8NhjjxEeHs7GjRvJzc0lOTmZ8ePHM2fOHMaMGcPWrVuZOHHiGY2qS5cuTaVKlRg4cCAHDhxg586d1KtXjwYNGrBs2TLGjBnDmDFjAHj11VeVA7/L5SIzM5NDhw4xY8YMlcBeu3Zt3nvvPVwuFydPnlT9OMeOHUtOTg6LFi3ipptu4uTJk3z22Wf07duXxx57TF3rOnXq8L///Y958+apMRb0JaSwMN65LOyBikNMmDBh4nKBpSR8M7Lb7V6XywUETnoXpcafiiU/69/gAxlbyu/SNqdatWr06dOHvXv3MmbMGBUazMzMVEnQeuhRHM4lBOd0Ornrrru4++671TGmTp3Knj176NGjhyISjRo1YtOmTVitVmrXrs2RI0c4fvw4LVu25Oeff1aVfXp1m6geVquVgQMHqjyjwYMHk5OTQ/fu3Zk5cybp6em88sorrFmzhg4dOvD888/jdrtVSCkqKoq+fftSuXJlKlasyC+//ILb7SYyMpKqVauyZcsWFabU517ULbvdTps2bfj888/ZsGEDK1asYP369fTo0UMRp6+//pq2bduSkJBAqVKlmDhxolIF+/bty19//cXPP/9MVlYWI0eOBKBBgwYcP36cHTt28Pbbb/Pyyy9TqVIlVqxYweLFi3G73VSrVo1bbrkFgEWLFnH48GHGjx9P9erVGTFiBCtXrlQVinfeeSfXXnutSoAXVWvFihUsWrSIzp07k5aWRtWqVVm2bBmLFi1S5yrqpt5HEvIVtOeee44ePXqwZ88eZU6rk/bs7Gxq167N8ePHOXnyJHl5eURHR3P06FHsdruq/tSd/9PT08nLy6NUqVLKqFXuK92bTYiv3oJIGolLLlxYWBjXXXed2vemTZtITU31qUoU6Kqw0RaioBBjMM8J43aFEarMzMy13kvEGsFisVzQB2lJeG6bMHG+UdK/lHm93qAGWGKIVqlSpXwsHPRKJqncEqJlJE2CggwgBaISZWRkcMstt/Doo4+SkpJCfHw8y5cv5+GHH6ZChQqMHj1aba8rYhKaEVL00EMPUa5cOb766iveeecdADZt2kT16tWpUaMGEydOpH79+sTFxfHxxx/Tvn17WrRowaBBg2jcuDGtW7emW7duJCYm+iSpi7oB8Mwzz9CxY0eVQ3TNNddwxx13EBkZycqVK6lTpw5xcXGsX7+e2NhYevXqxZVXXsl7770HQGRkJIcPHyY9PZ3x48erEF7ZsmV55pln+OCDDxRZgdMhVvHbCgkJ4cMPP2TWrFn88ccfKsRYs2ZNtm/fDkB6ejqxsbE0aNCAJUuWkJ6erioaK1WqRHJysmp/BBAbG0ubNm349ddf2bNnDxaLRRGt119/XZG0sLAwRSgk5FqqVClycnLIyMhQxEj6GzqdTkW0mjdvTnx8PMeOHVOh4gYNGnD48GF27959RghX/MEkb6tatWpMnTqVnj17smnTJrWdbm576v5V5Ex38BflSs8vFNKUmZmp2jZJWx8pEtCVTVFV9Vy6kJAQTpw4gcvlUgROH4/D4VDkTbfHgDPD7zrZOtdngb6PYB6QJtE6e5SE57YJE+cbJtEqRtjtdm9ERITPw8Of3YM/CweB7jJeEGTBuu+++6hfvz7/+c9/ePXVV1m7di1NmjQhMTGRm2++WW3/n//8h1WrVuH1elVOjXhw6X0NRRGpWrUq9erV4+eff6Z69erceOONLFq0iJYtWxIVFcWGDRu48847OXr0KPv27ePWW2+ld+/epKWlKR8u2a/H4yE8PJxnnnmGw4cPA3D77bezceNG5syZQ0REBA0aNGDp0qXKOmDYsGHMmzeP5s2b89///hfIdzhPTk5m69atZGRkqPnr0aMHJ06cYMaMGT6mnJJbJkTrmmuuYciQIXTt2hW3263Ip+4qryt/cr2EZOjhUJ0wCGERAivHDQsLU2MUFUh8y6QS0Hhs3apCd5vX/cOkOlHIh4SBjSRFrm+/fv2oU6cOzz//PJmZmYqAGvcv5+pyuVQXAZmP7OxsH3NXIXFSRZqVlaWIltfr9VG+hMDp6pXMg7xfiJj+BUDmVm8QLghko2JEoAdcQc8LXRkLRNz0/ZpE6+xREp7bJkycb1wqRKvE5GgZS4h15aowElWUixEaGspTTz1FqVKlmDx5Mh6Ph2+++YaHHnqIefPmsW7dOr788ktq1KgBQJs2bTh27BgJCQkBFyWPx6MWwr/++ott27bh8XhISkpS6tH27dvJyclR+WDr1q0DoEKFClx77bU89NBDvP322xw6dAjAZ4Feu3YtlStXVsebOXMmWVlZJCUlsWfPHmw2G6mpqVSsWJGqVavSqlUrxo7Ntww6efIkO3bsIDIyUrm1SxucWrVq8dFHHynCoYdgxdZBn3dxwc/IyFCWFoAiCqLcCPFwOp2KWBiJk1RmClESciIEU9QsGQ+cdn+32Ww4HA5SU1N9mlMLZD/iQ6ZbMaSnpxMREaHIoh4G1Bt7C/78808yMzN9SKNuASLkUAiaKICSDyfEXL//5G96VWxISIjazuhtpreMErIqxEzufXmvbmprbDot52v0dCvuykK9mlEP+5swYcLE5YgSp2jpi4K/PCx/0KsGC0OtWrWoV68eP/30E1arlbS0NKxWq8qHktwtOP3tX5QUUUecTqda5GXBlvcI4ZDxGMM34jUlr23evJklS5YwatQoDh48qBQOISv6IqWHx7KysnyUNa/Xy4svvkhsbCyjR49WCdRe72m3cHF0l1y2m266iYMHD3LgwAEfh3E9dGW32xk4cCCHDh1i6tSpimjpTvqixOhKnMyn7vckIb309HQcDgdpaWk4nc4z8nrEN0wsIMQTSg/h6qE1OK3MGMOferhZ8qAk70kn8EKy5P21a9emd+/e7Ny5k/fee0+RI5lzOe+CEGyRhvF1mYfCFKFAylFxVPkV9OWloP3J/Wp8vz+i5Xa7TUXrLFESntsmTJxvmIpWMUNXCkSBMJIt+ZsRRXno7Nq1i927dwMoZUZ3CtcbI2dnZytzSUkKF/VIFAidBEi7HFFY8vLySEtLU/0UbTYbJ0+eVG7vAD/99BODBg0iMzNTeWd5PB6ys7MJDw/3IRgSMktJSTnDsLJjx4488MAD9OzZU6lDYg4qqo4eurPZbKxYseKMJtu6xYX4Yt1xxx1069ZN/U3Ika6y6K74ci31FjASeoXTXl5CfHRyLcRR8pdkrLoCpF9z4wKuV1aKUmaxWNT56GRKPwchnzLXtWvXxuFw8MUXX/iQ56Leb0YEq+74q6yV+8tf0nmgMQWbxF6c8HeOMr+msmXChInLDSWGaImapeeQ6HYIgZzhiwppEyNEQAiU2+1WxEAWdQmn6a1XpOWMLOYSngLOSDwWpUxeFy8sIXZ33HEHCxYsICsrS1koCEGSBte683hISIgiBxKSMrZ0kco4gexPziMjI4OwsDBFBvVKR5lvyYOC/IrFZcuWsXfvXuC0KamoOrJwBiIiRqKsh9Skgk9vD6QrVHq+kX4vGBdrf1Wqcl46cZX5LUxpgvwKx/Xr16vQrH4NAh03WJzt+wRFJXrF6btUmLKsXyt/X47MMKIJEyYuN5SYJ54oG/oiFEwIJFBbkECQhVeIkh6qkp9F9RBSYbSNEAIgCpQQRH07PYwppESqHYU83XvvvcTHx+N2u1U+VmZmplKZZJ8CGbckR8v4n376aVwul8oH0+dLVwWNyd+6SiLbSAhNWuq43W4GDx6M2+1W2wnhk30GE7KV98pCLMcQpU9ULKvV6qOySQ9J4zEKar8k11bCnEYTz2CQkZHBtm3b1HwVdLyzRbD3rtGgV4cxt7EwBGqBU9TPUTDHCPS7vGbChInLG/rzyN+/SwUlRtHS4c8DqyiLSWE5K6IyGT2GJLcITofQxJ1dKgJFCZI8JTmWrvLo4Sl9n3JsyHdqT09PJyUlRYX2xBpAD78Z2wwJ+ZJcqGuvvZZGjRoxf/58UlNT1Tj8NS+W9wcKw/rLGTKqjAXNsz8YjWZDQ0OVaqibwkqIU5K8Zf50Na4oJEdXVvSwcEHj1O87sVqQcy8OJasgnI99BgN/DzOjQXAw7zdzhkyYuDRwKRGckoISo2gJg9V9fYRkFeci5M9XSM9fkpJ5SVjPy8tTITx/C7fRPsBf/0DZt95sOT09nauvvlqpZnq4UK8cK0hFsdls3HPPPXz//ffceuutLFmyhKysLJWXZAwZ6WStKAujfu5G6GpLMNdJSKKECYXA2u12HzVQv066E39RYSSdBe1Hn28JN0pIGVDX6WzHUtDxzuX9BcF4DxR27c92PEXJvzIf5CZMBI/CVJ/i/mei+FHiFC3jQ96Y96FvU5AHUGG5JMYkcPCtYEtPT8fpdOJ0OlWYzpjTVNg56InW8rsxdKWTNCF5wexb9rd3715at27Ntm3bVKK9mI/qKk2gEFtBx9Hf62+u/eVGGWFUR/wpXPKz5MtJGFVXHP21QwoECe8aCwaMnlkFweFw+Fwb8UoLpBT+GyiK8lQYzpZcFRUSqv63FDwTJs4VJhkxUVSUCKKlJ8IHgpCnQIu27Mff+wSSRO52u7Hb7Sr5XS/xl5+dTid5eXmkpqaqpGohAoUpAsZji4qjV7Wlp6crrytBQSTAny1AXl4e3333HWXKlOH7779X75dzKmysBaEouTqFbRvI0kC+QWVmZhIWFqYS/HU1SwiuJPEHS5TkvUKSZT6CRXp6urpfRMEEfColL5YHrr9cR+P4gzkfY6WjkcQXhTyZCfEmigsXy+fQxOWLEu2jZURBOUX+/g7+FxmPx+OTZG3MwYHTpEvvO2exWJQzdzAKj56DpKtguuIlylpBCFRlJwqZKC3yuiSZG40ujfsqaGE0blfQ+RZl0fQ3RwB33XUXtWrVYsKECcDpEK/Mf0REBOnp6UGF7YTUli9fnho1arB8+XIVmhXiVRj0alFR3eS9BamE/waMiq+eN6VbehSWu+gPgWwk/H2ugl3wZP5MH62zR0l4bhcEk/yYuBxw0floGeEvLOKvUqqw8Jg/iHFmXl6ecvSW38XWwWi2KUnc4lEVzJgDLUqyrSTkW61WwsLCVM5XYQ8p/XxFYZEQq+5ErifTFxXGuTSSrbMhGbIP/X/jAi3hQlFMBgwYwPTp09m2bRuhoaFBHVfIRfny5RkwYABt2rQBfI1OC4PH41HjkjHprYRKEnSVT/fa0n8vbhivW1EWVtPi4d+BSX4uDN56662LYp8mLhxKDNHyl79UEPQwYlEWPkn2FTKiVx+KvxacbpWSmZnp84DS83wK83PyZ9Ioi4zFYlENhHNzc1U402KxnNG3zl81oEBUOb3iEfLtCYwqnX78ooZ5CkqSDkbZkuMajWkhvz9kt27dWLJkCS+//DLjx49X71u3bh033ngju3fvVvvQ7xNjdadsk52dTenSpTl58qQis/qxL9VFp7hJjDG86A+FXXcTxY9L9f49HzBJiol/GyWGaAWDQOGJgpQjI2RhFrKTlZWlCInYNwjhEk8pu91+hqoBRV9EjGqXbucgZpqAClXKuIx5aXq7GSPJkn3oDY+LY7EzkkVjE2rw36RZD5/qap0Qt8jISHr27Mnhw4f57LPP1H7kPObNm+ejZGVlZeF0OtX1kAIC3YIjNze/n2O9evWYMWOGCvdlZGQUKU/rYoF+jXVbjuLat0C/rgX5YunH9vdlxFSzLm+YxMfE5YYSseoU5dvZuSwgugomi7ks6BaLhfT0dGJjY+nRowfjxo0jOTlZucBLQnRRzSGNREeOp/tyCdFyu904nU51zGCT7kXFkrCh5NKIiuPxeBSREzd28eGSbbKzs7Hb7T6hPb0tjb44SpK4GKaKs74eptLJF6B6Psp5e71ewsPD6dixI5GRkbz22muEh4dz+PBhNT7ddV/26XK5lPqnz6mQPGn+nJ2dzZQpU1T+nbRTAorVouFcUJxVg0byYvS38keEAn1x0UPT/oo7/IXq9eMU5K0lX3BMlCyY5MeEifOHEkG0goXxAR5sbpaeYC/hJcmH0olPuXLleO2110hKSlL9DPX8J9k+0AJpXOxEdRFlSny0pNpRiF94eLhKXNe9roTgCBETEmXM47LZbERGRvLkk0+ya9cu5s+frwiWGJjm5OQoV3d5r8vlIjMzk+zsbCIiIlTFX2hoKNHR0aSkpGC1WnE6nQAkJSWpggCAkSNHEhcXx+jRo0lKSuLJJ59k5MiRPpWDkpgv7veiKlksFurVq8ett95Kz549OX78uJpDIbbSZzItLU0pdABdunRhxowZwOkQqRBWl8vl428mrzscDp9G0yUFxUW2dEWrKLlTQraCmRPd406IvL/9mbgwMMmRCRMXB0rEihMo9Ke3BDnbxVF/8Ovu4tJ2R1Qqh8NBz549qV69Ot988436Zi75XHofREm2tlqtPk7yRoSEhChlSFePRP0BfCrhpBJSjFKFbAnJkp/1+dDnJSIigttuu82n4lDIihAvMQnNyckhNTVVqVNWq5VevXpRv3597HY777zzDldeeSVjxoxh6tSpTJ06lWuvvRaAxx9/nEGDBqnj3n777XTu3Jlq1aqpRTgkJMQnFBoWFqb+t1qttG7dmvfff59NmzZx9dVX4/F48Hg8VKpUiccee4zo6Ghl+SD/ABo2bOgzx0LAxPcqOzubTp06UblyZfW6eIsJ0dJb8vybOBez0oL2WRDZKazysCATVX/WHIF+N+5L/1dUw1wTJkyYuJhRohStQCXq4H8B0dUff+/RIX+TcJTT6SQ9PR3Ib5zcp08fNm/eTG5uLocOHVLeToBybK9bty4Au3fv5uTJkzidTuLi4rjnnntYvnw5q1atUuqUELCYmBgA7rzzTipVqsSECRMICQkhIyNDhez0xHshcBaLhYiICLp160aFChVITU1l6NChZyhDMsYXXnjhjPPVCaHknomqFhoaqiodb775Zh599FEcDgcffPABpUqVwmaz0bt3b+Li4gCYOHEiO3fuJDw8nHr16jF16lTCwsLo2bOnz3FzcnKUqaeYveo5ZTabjXbt2tG6dWvsdjspKSm0atWKVq1aUalSJZKTk6lcuTINGjQgKysLh8PBxx9/TFZWFk2aNGHAgAH8/fffLFiwAIAjR44A+b5XQmyPHj3qU3kp7XQA1WuyJIQOixOBKl6DRbCEL5AZsL8vS4FsJYzbmTBhwsSljBJFtPw9fPU8J/0h7y93RP/dH2mDfMfvzMxMHA4HZcuWBWDQoEF8++23XHvttcTExBAeHo7NZqNFixZcccUVxMbG0qhRI5WkfuTIEWbMmEHjxo254447SElJoX79+txwww1cd911rFixgri4OFasWAHApk2bANi5cydPPPEEEydOVHYRMlbda8vj8VCxYkVef/11ZsyYwZEjRxg3bhyVK1dm3759lClThubNm9OqVSsgP6TXtm1bJk6cyIQJE3wq8/RctNzcXGVtIU2cO3fuTL169fjkk0945JFHiI2N5cUXX2TMmDEkJSXx0ksvAdCgQQNq1apF6dKl+e2339i3bx9er5fx48eTkpKC0+mke/fuQH5IUoijXkHpcDh45JFHSElJwev1Eh8fz2effabO2+FwkJ6eTsWKFcnNzSUxMZE6depw//33q/2WLVuWYcOGUaNGDSIiIlSYVO9juGDBAtWjUv4X4iXEtCgVriUZRoLlT/kt6AuIHjoM5PQfDCkqqEilsO1MmDBh4lJGiSJacGbSrr92HbqS5c840YhA3+5dLhe9evVi9uzZ7Nixg549ezJz5kyGDRuG2+3mzz//JCkpiSZNmtC3b1/+7//+D4C9e/fSqVMnDh06RM+ePWnTpg2ZmZmsWbOGK6+8khtuuIEvv/xSmW+uXLmSL774gnLlygGn27tItZzuzSWEqHPnzkyZMgWn08nYsWOZP38+drudvn37KnK2Zs0aAKZNm8batWt58skniY6O5quvvuLgwYM+Rqh6crpYIeTm5rJkyRK++eYbsrOzqVy5Mp06deKrr75iy5YtREREMHz4cABKly4N5BOmjIwMpdolJCTg9Xrp2bMniYmJ6pi6YqQn3K9atYqkpCTefPNNnn76aUVebTYbJ06cAPJz2ex2O3l5efz5558kJCSoBPYFCxbw0EMPAbBmzRql3OmtkvT7RBp2S9hYkvEvFgSbD2h8raDPhb8QfSAE+vJj/EwVpqDJORSkcpkwYcLEpYgSRbR0E0vAL8nStzubBVP8lYQ4AMTHx3PXXXexZs0aFi9ezO7duxkzZgwff/wx4eHhNG3alE6dOqltFy9eTPny5fnxxx+59dZbcbvdzJo1C5vNRoMGDfjhhx8YM2YMw4YNA/ItCtLT06lcuTK9evXyGY+QLTlPUX6cTidPP/00R44cYezYsTz++OOUKVOGuXPnsnPnTlV1JzlWP/74Ixs3bqRKlSokJyfjdrtVpZ8kwwskQd3j8agwaWRkJD/++CNLlixRYUadBCUnJ/v0UdQrHd944w3uuece+vbt69POSBQqCdtBfti1fv36bNu2jR07dvjYEYSGhqprn52dfYajvs1mIyEhgYSEBJUwL/B4PD7jMrbrkfm9mEgWBA7p+asE1RGIyAQiTkaFrzgS3f0pbSbBMmHCxOWGEtOCp3Tp0opY+SNagQxNAy1EBS00FStWBGDgwIFMnDiRbdu2cdddd1GzZk3GjRuHzWajYcOGakG/7rrrlNqSkJBASEgI1atX57777iMhIYHFixfjdru59957eeqpp0hPT+eTTz4B4I8//iAsLIzx48dToUIFJk6cyHfffacWN+M3fAnjuFwuIiMjSUpKUuRG5sGYiyP2DUIyxO1eSJbRPV9a/0hifmhoqHLCz8vLw+Px4HQ6fdQp3XA0MzNTWVA0a9aM6667jtjYWKXgJSYmkpGR4dfJ3Wq1Ur9+fZo2bcrkyZN9xqUbip5N8cPlaI4Z7DwFCu35CxsGChkW1Ay6oBZN8nfj/tLT080WPOcIs/Lw8oF5rUseLqoWPAW5Txfmu1PU8niv18vRo0cB6N27t6rAS05O5ssvv1TbrV+/XlWpSa6V3pdw69atbN++XfVKDA8Pp127drz//vusW7fOx1AzJyeH3r17k5mZqfr16eE7PVdLyFdKSgrHjx9XOU7i4yUhR93TSConhYzJMfSwma5oWSwW3G43kZGR6jVJ3pdKRb0FjU7UpGegVFHefvvtTJo0ib59+7Jv3z61fxm3HF/vD1mmTBl1XL0i8mwS1C9HcmVEQXOgK0mBvLRkO71rQWH7C9QNIFCyvH4sEyZMmLicUCLsHQTGBSOY9h/G9xRWOi7ER6rjcnJyCA0NZc2aNRw4cMDvsYQIGRUoIQdWq5UKFSrgdDrZsGGDIlmAIkYnTpxQBEhyifQEf39j1hUeyA+PBRMy1W0lZKySEC8NiPXcsGASw+XchaTJvoR85ubmMnLkSBWuNLa6kW09Hg9//PEH//vf/844hj4HgewFjP8uZ+gWH4XlbAmCsXeQ+9H4z9+8B2MFYdzWvHYmTJi4nFAiFC1jom6gb986Aj2oC6t+0sMiohKJEaiYg4rLuL+8F939XHdPv/HGG/nll198SIZ+PNlOd5gP9O1fT2IPZkEKpC4Eev/ZhOUkzBgWFkZkZCTp6elYrVZ27tzJU089RXx8PHC6kbUkqcsYxK0dwO12q1CszIW/1jhnuxgHc36X4kJfWM/BQMTLWFxitE2BgpUqwEdlDXR8EyZMmLgcUSKIlhFGkiXhOVFjBIH6qBXkuaWHUoyqjw491OZvgZEkdqmGi42NZcGCBT5Vbfr7gq2GNPYULAjGsKkxFytYBLOtWEN4vV7lAWaz2Zg9ezaPPfYYS5cuBU63t7FYLKr3oigY4hemG69K9aIoY5eav9X5hD+CXRjp1r8oCIz5gbKt/jkM9LkyIpD5sP73i60gwYSJs4WZV2UCSgjRkhY3AmPzWlm45Xd/7T8KCjuCb65XceaKSBPlTZs2sXv37gIXukBjNY7zXBDICynY4wezf1mwJSQqif9G8pqXl+fTeFrCtBkZGeoaCBETpa84lI/LTT0pKHRX1M4KgZSpYMLLep5gURRnEyYuJEzyY+JCo0QQLShcYTJ+0w6Uz6N/6z4fxEogCowQiZ9//llV8sHpEJoRF4IEFFYgcDb99YyKk1g9OJ1OH/VPT/TX889E4RJvKzitkolDv7kI+0dBpqTBhoYLC/1BwQpsoNCjEcGoXjIeEybAJD4mLn2UGKLlT5Ey5oicjZu35KAUdyNhIYVGvyY9ufxsSJU+1sIW1GAW2UALdFFClJAfShXFSX+vkCxZYCX8pNsG5OXlN/OOiIhQBQGAqkQUu4nLJXRY1LmHwIUCRclfLGxMge4V/ZoGg0BfcExydfHAJD8mTBQfSoSPVkhIiDc6OtrHR0uvfhLoYQ1/rXj0PJKCHvbn45x1e4JgK/kKy6c6mwU5GDVLh57XFuz+JTFeqhv18RlzefRG3nD6ekjIVbbJzc0ttvyds5m3s8XZ3EvBVNMat9e3M7rfn+uXCH+flWA6LhSGwr4IZGVlmT5aJkyYuGhxUfloCfT8Dn/Jt/rDX8/V8ke2LhTkWA6HQzVTLuqiVNiYzzaxvaDEZH+5XAUdR/fDslgsfqsydegeXP5e14mo0QriXOHP8sPfGApDUa5jsPs8m4pI/doYSWRBJqJFQUHXP1AosiD4y6MM9r0mTJgwcSmhRBCtQE1t5W8Co3piJFtC0C4E2bJYLKpiLi8vT7Wrkcq6oiBQAvu5noOuhBgXvWB8l/TjS9m/qE+6DUCg90DRLAKCRTALdXGHigOhMFJnRGE2CP72oX/hCOb9RckNDBRODoTiULrMykMTJkxcTigRREuHPxVLV2b0b8p6Cbq/b/rnE16vV5EsMS2V14tKlPzZNMjrOs6GeOkl+2e7Dzj3ggJ/uVcXSnn0d5ziStguaD9FJYT6F4jC9iX3TDBqZUEoaugx0PmKmmvChAkTJnxR4ogWBF4Y/S02/t4TSNHSCZC/BcOYqxJM1aI/X6JgLB78jVtHcYWEAh3jfCg+gZKpC9rufBHiws65uOb2XJWZsx1HMO/TOxScC4qaU2bChAkTJk6jxBCtggiHPNyLUmFVUPgkmNBiYUStMBTWTsYfzob8FKZIBKNYFBfpOJtzPhuiUpR5KmmeWsVFfi4kTHJlwoQJE2ePEkG0dK8lXSHSQynGnKBzKXEvSijJWOYOnOFQXxiKSqCKQg4KU77OVhk7m7ClP9IU6NzPhQCdiwpkHM/FSHxMmDBhwsTFg0KJlsViiQM+ByoAXmCy1+v9wGKxvAV0AY6e2vQNr9f7w6n3vA48C+QCL3u93oXBDkgW0UCLqb+Ean8hvsKIwtn8vbiS1INFcYf3zrZ6sTiPWZiaeCGIz/my+DBR8nChn18mTJgwYUQwilYO0Nvr9a6zWCyRwFqLxbLo1N/Geb3eMfrGFoulDtABqAvEAostFktNr9cbsBRP+hmKKanRP0vbt8975DV98S5M3REYq7f8hb2K4nPlD8WZ23K2YzhXmIqPiYsc5/35ZcKECRMFoVCi5fV6DwIHT/2carFYtgBXFPCW+4GvvF5vFrDbYrHsAJoAKwO9wWKxEBoaqpzC9WoqY2K63u5FIK7V/hLmA4UVC8rhMlbIBRP+Craxr7/3FgUm8Tl3mGrW5YML8fwyYcKEiYJQpBwti8VSFWgErAaaAS9aLJZOQDz53xqPk/8QW6W9bT8FP9jwer14PJ6A+US6wmXMj9KJVUH+Vcb9FqZ8BUrS9vc+k/yYMFHycb6eXyZMmDBREIImWhaLJQL4H/Cq1+s9abFY/gO8TX7ew9vAe8AzRdjf88DzcLqtiz+1yghj0+lAFgxiIKrjbJ2+TQXEhImLG8X9/Dq1T/UMM2HChIlACIpoWSyWEPIfUjO8Xu9sAK/Xe1j7+xRg3qlfDwBx2tsrn3rNB16vdzIw+dT7vUlJST42DoU1pg1EforDufpc3mfChImShfPx/Dq1D59nWPGP3IQJE5cCCs2ktuQzl0+ALV6vd6z2eiVts/bAX6d+ngt0sFgsYRaL5SqgBrCmsOMYm0gHSogP9Lrx74VtZ8KEiUsfF+r5ZcKECROBEIyi1Qx4EthksVg2nHrtDeBxi8XSkHzpfQ/QFcDr9W62WCzfAAnkV/z0MCt2TJgw8S/BfH6ZMGHiX4WlJKg+puxuwsRlibVer7fxvz2I4oD5DDNh4vKD1+sNqrVJiXCGB44B6af+v5gRw8V/DnBpnMelcA5waZxHoHO48kIP5DwiDdj2bw+iGHAp328XGy6F87gUzgH8n0fQz68SoWgBWCyW+Iv92+2lcA5waZzHpXAOcGmcx6VwDoXhUjnHS+E8LoVzgEvjPC6Fc4BzP4/zaytuwoQJEyZMmDBxGcMkWiZMmDBhwoQJE+cJJYloTf63B1AMuBTOAS6N87gUzgEujfO4FM6hMFwq53gpnMelcA5waZzHpXAOcI7nUWJytEyYMGHChAkTJi41lCRFy4QJEyZMmDBh4pKCSbRMmDBhwoQJEybOE0yiZcKECRMmTJgwcZ5gEi0TJkyYMGHChInzBJNomTBhwoQJEyZMnCf8fyR+KdalnmakAAAAAElFTkSuQmCC\n",
- "text/plain": [
- "<Figure size 720x360 with 2 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "data": {
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5ktdff52tW7dSr149OnToQL169cjJyaFz586MHDmSmJgYrr/+eqKjo7Ftm5SUFF566SWefPJJnn/+eW6++WaGDh3KZ599xrJly9ixYwft27fnu+++Y9myZSxatIiJEyfy5JNP4vf7KS4uxufzUVhYiNfr3afPR1m9DyUI3/m3wWA4cIx4qpvUOKGlE8k96Py7LIx4qvmUlpbi9XopKSn5mytKBFEwGFTiRcSWuONEGLndbkpKSoiJiQmzXsl7yHaBQIDExEROPvlkvv3227C4KD3mSnC5XHTt2pURI0bwj3/8g9LSUoLBoLq2ZL+w95oU16DH48Hv99O+fXuGDh2qROL06dMZM2YMPXr04NRTT+Wtt97C5/PxwQcf0KRJEyXgJCj+8ssvZ+LEiWzZsoVAIED79u254YYb6NGjB5dffjkXXXSRslxdcMEFbN26lRUrVlC/fn0AJT4lDmx/0b/gmIrwBkPlMeLJUOOEllgSIomp+Ph4ILxEgl7Px9T2ObSIUBIBJcJEhJJYjfQAccmIk3PntBjp7i8pJxAVFUVxcTFRUVE0adKEXbt2KYuWiACxWukiLTo6mldffZVRo0YpK5gIMxm3vNayLEpKShg7diw333wzcXFxNGzYkJSUlLBjFrdjdHQ0Pp+PQCBAaWkpgUCAI444grvuuoucnBymT5/O6aefjs/n4+STT+ajjz5i7dq1/Prrr9xwww0sXLiQZcuWKYFZXFxMjx49yMrKUq7F++67D5/Px86dO9m8eTPvvfeemp/WrVvTt29fJkyYQHJyMq1ateKnn35SAlYC9A/k3DpjJfeljpvBUJcw4smwL9Q4oXXqqaeSm5tLTk4OwWCQYDBIIBBQf4u40n9HcjWaIN0DR493EvGjPw6EudvEyiTuqpiYGGzbVkJHXiuiy+12U79+fYYMGcJ//vMfVSNKhI6IBHkPl8ul4qeioqJo3bo11113Hffff7+yNJWUlCgBEBUVRVJSEo8++ih+v5/bb7+dp59+mqKiIiXAnJYssZaVlJQQFxfHpk2baN++Pd27dycYDNKiRQs6dOjA2rVrAZg1a5aycInQ83g8hEIhiouL6dSpE8888wyFhYUAdO7cmV9//ZXhw4cTHR1NIBDgrbfeon379mRmZqp59Hg8dOjQgbfffhvY7SZNS0tT58PlcoUJ1REjRvDYY4+Rm5tLbGws8+fPV+dMMiCrws0nglTmzQgtQ13BiCdDdVHjhNb3339Pr169AJQLRRZgWQzLCoY3N/2K0TPq9JIFsoCKIBKLU1RUFKWlpaoeUzAYxOfzqfkPBoNqEZfXFhcX4/V61XPSF0/KEki8kMvlIj09Hb/fr8SAiIeYmBiKi4tp0aIFmZmZ5OTkEBMTQ35+vhIaw4cP54EHHlCiKhQK4fP5lEXpmGOO4cYbb+T222+nTZs29O7dm/POO4+SkhI2btyoxi9zIEU//X4/MTExJCcnEwwGycnJ4fTTT+emm25i8uTJNGrUiJEjR7Jt2zYlXkRk6nMM8Mwzz6h4q0aNGnHZZZexbds2Xn75ZSzLwu/3U79+fX777Tc1P9HR0RQXF/Pxxx+HjVHOCUBRUZGK5fJ4PCxbtowjjjiCXbt2sXPnzr8F3u+vRau8jF/zZcZQ0zHiyVATqHFCC6Bx48bk5eWphR32Bt463YqRxNXhtgCI60tP5ZfSAfoiLQuvs6q4ZMaJJSYYDNKxY0fWrFkD7LbyiLXG7Xar4GoRUh6PR7n6jjzySLZu3arGEh0dTVxcHBkZGUqUiPgqKSkhPj6ec889l9TUVJYuXUpqaiqdOnVi2LBhbNmyhQULFrBr1y4GDRrEoEGDuPfee8nPz8eyLD777DNgb+C7uCpFGD7wwAPccccd9OzZk127dvHQQw8xdepUYmNjlaVUt8rIsbvdbm644QbOP/98vvvuO/r27asEXnx8PG+//TZ//fVXhddZKBTiiy++UC7M2bNnh7kXJa6sqKiI0tJSJYrE4uf3+4Hd8YYS2C5jlnMbDAZJTk5mzZo1bNiwQVkMxVqmn2MRaZXB+bmSeXIWLA0EApXep8FwoBjhZKiN1EihBVC/fn1cLhc5OTllLmgivCA8bqQuEClmCfbWNZLgbsl2g3A3njyu14qSeCmx+IiVIyYmhsLCQqKjo7EsC5/Px/jx4xk1ahR5eXlh1hqxoOhWLKlsDvD4448zevRoBgwYwMKFC3nmmWeUUPvxxx+ZPn0627dvZ+TIkfj9fho3bkznzp3p27cvSUlJfPrppzz88MNMnTqVTz/9lKioKK6++mqOPPJIfvjhB4YPH84pp5zC+++/z2mnncbDDz9MQUHB31xjLVq0oH79+vz73//myiuv5IorrmD8+PEsXLhQiXfdAiUWN7GmNW3alPvvv5/FixcTFRVFSkoK/fr1Y/To0eTn56vzUh56qQcJ+C8qKlJiWEpMiFCU8yqi1ev1AqjsxuLiYjXXYiWMiYkhEAiwcuVKFUAvj4mlr7S0FJ/PV+kK8ZE+Q84vOrrrMCkpiczMzErt22BwYsSToa5TI4WWWENcLpfK3irPdVEbLVjOek/SAFgWZ1mIRUyJa01/rV7yQP4Wy5U8npCQQKdOnfj1118BVFySWKTkPfQMviuvvFK5nySTz5kZKO8v7WKio6Pp168fa9euJS8vj7S0NI488kgWLVpE/fr1OfHEE0lKSqJdu3bk5eXRrl07Zs6cqd5/yZIl/PXXX7hcLr7++ms++eQTvF4vffr04YQTTmDKlCkUFRVx7rnnMnbsWAKBAIFAQAk8sdiUlJQQHR3NunXreOaZZ1i3bh3FxcX8/PPPrF69Wln3xNWou0fFdRgIBHj33XdZuXIlHo8Hl8vF3Llz8Xq9SihVBplj3ZUq5SdEGEo2oIxBzrdYuMQ6Ka5bmWv5jBQXF5OWlqaORdyOgLomRJxVNkYr0uepIiuywaBjxJOhLA7Ha6NGCi1ZYERc6ItHJGTxP1RB8LpI0usv6c87rSe6lUgEjCykwWCQ+vXrk5ubS4MGDcjPz6dRo0b4/X5yc3PDXDgiwkRwuN1u5eKLiopi2LBhvPLKK8ryJG4kv9+vRI70xxPhdf/99/PBBx9w88034/f7SUpK4vnnn1ctXcRKI8ciYxk3bhwpKSnExMTQrl07fv/9d+bNm8eoUaN46qmn6Nu3L/Pnz+fII4+kR48eLF26lLfeeovevXvTs2dPMjIyGDdunAqov+666+jXrx8zZsxg/fr1tGzZknbt2rFjxw58Ph8//PCDEhC6cBK6devGjz/+iMvlYvny5cpCJELR5/PRuHFjhg0bxlNPPRWWEZmSkkJsbKwSmVFRUeTm5hITE6P+189rJMTiJSJLzq0ILDn30ptQb9YtrlAR0c7rTRIU5Lj1UhO6i1Yv1Lq/OIWVXK9GcB1+HI6LpKF8zDVRMVZNsAZZlhU2iIEDB5KdnU1eXh4FBQUUFxcr64WIMGfW4Z79VInQ0vejVxKXVH49PkkWxEAgoNwzsvBJiQCfz0d0dDRFRUVqUZWFL9JC3bZtW4455hjq16/PsGHDGDx4MHFxcZxxxhn88MMPZGVlqdeKhUrGrb/n+eefz++//86oUaPIzc3lhRdewO/3q0Xf2YC4Xr16vPPOOyxbtozPP/+cyy67jCZNmvD1118zbdo0ZZFxJiOEQiHuvvtumjRpwuzZsxk6dCiJiYn885//ZPv27URHR3P77bfz3nvvsWXLFqKiolQxUXF1iTWuQ4cObN68mfz8fGVhOvHEE8nIyGDDhg00btyYHTt2qHMg7lDZlz4Xek0u+S2CMxQK0bx5cwYPHswrr7yigvzFPSeiU7c2yuMyx/Hx8eV+AdCtbCKAo6KiVNaj7sqTLEjdHS5iTvbl8/nCeijqmZ+6dbQq0a3HumjTr1+3272/rsPFtm2fWEVDPaQ472G1CbNQGiJhrouKsW27Ut82a6zQysrKIicnh4KCAlXeoaSkRIkdXWRVZaNbfYEFwqwPsHtBLCwsVG1VdDeauJ+klYrE3TRp0gSAv/76C9hbp0neQ2ohud1ujj76aP79738zbdo00tLSOOqoo3j++eeViJAAagmYFkteIBBQ1pFQKMQRRxzBu+++S0pKCm63G5/Px5o1a3j22WfD2tPI8Xbs2JFzzjmHoUOHcssttzBkyBAKCgo444wzmDNnDosXL2bDhg2sXr1azYuIgujoaD766COuvvpqVfOqadOmbNq0SbnyjjrqKNatWxexYrteYR32Zps6M/nkbynhoBfiFKEkLjeJRdOTBMTVGQgEaNq0KT179mTmzJlERUVRWFioRIOIZulnKFYmvfaXLqDKQlx2Ik71Yqty3p2NpmU+RbDr7y8uSLkW9PpfzhIcVYl+nel1ykQ4GqFVs4WWWTANgrkWqpZaLbTOPvtssrKyyM3NJT8/X1ku9FgtET9llXrYz3EoMSOZa7KYynucdtpp/PLLL+Tn5wP8beGV+BpdcEmAeTAYpEmTJqSmpgJ7XaRut5tTTz2Vk046idTUVLKzs5k5cybPPPMM99xzD/n5+URHR5Ofn8+jjz7KfffdpwSBxPzIYiui7/nnnyclJYXLLruM2267jby8PNq0acNXX30F7LWQBINBhg4dyowZM/jnP/9JXl4eO3bsIDc3l3Xr1pGZmUlcXByBQEBlDoqw1YPxxTomgk8EhsRDNWjQgOzsbGWFkWBtEbXiDtVdoDJOOTfyPiLy9BIHTiukWPokMUDOjcxVgwYNSE9PV42e5bzJudaL4UYSpjKWsq69SDF0UqVdL8gq49WvQRmPiBq5TsTqJRY8PfZLF75VjV4RXuZBd3u73W6ys7P3Z9dGaB0EzOJat6kN57eiNbq2hiFUVmjVyBgt+TYv2LaN3+9XgczixnD2sZNt9xe9mGZ8fDz5+fl4PB7OPvtsnnzySQYOHEhiYiJ+v5969eqRnZ2txiQLOqAqhcsC6PP5aNiwIZdeeik//fQT27dvB/bGusTHx+P1enn77bdJTEzk6quvJicnh9zcXIYOHcrXX3/NiBEj+Ne//qUsHrLwOt2Z559/PmPGjGHIkCGUlJSQlJTEiSeeyPfff8/s2bPV+4qosW2badOm0a5dOxYtWsSKFStIT09XQqq0tDRM4DrjggRdjIjIlOMvLS0lNTU1LLZMt/KIRUpqbIklR8SaCA3ZTgSOBOoLuqsuJiYmzJ0o+4XdIi4nJ0eNUUSNzIlef0oXeGJhE3Es1iQp0WBZFv369WP+/PlhrXQAtV/dwqUnPfj9ftWOSGLJ5FgbNWrEsccey9y5c4mKilKlNsTlqlv6qsOi5RSyupXQYDBUPXVBPBn2UiOFllhM5NuyHnRcnWUc9AVVLCIej4dLLrmEGTNmKIvGSy+9xKZNm/j6669JTk5m+/btLFu2TI1PRJaIhNjYWO68805SU1NZuXJlWPFO27YpKChgzpw5wO6A8qeffppQKMRZZ53Fb7/9xgMPPMCbb75JMBgkPz8/zKpn27ZycwF89dVXNGjQgIKCAkpKSnj66acpLS1VcW66JUK34Kxbt45169aFuaN0KxXsDbSX4xRhGhcXR0FBgQpKF5ebuAhFTOglKeQ9nPE+En8ksVciakRQ6teDCEWv16ssQYASULrwclp7ROQK+nicIkIEdKQsV7fbTUFBAR6Ph1GjRtGqVSt+//13CgsLw/o1yrh1t3T37t0JBAIsX74c2F1ZXnd/RkVF0bdvX04++WRef/11dX3K+Xb2f9T3XdUYYWUwHBhGPJX/vnX5/lJjhZYIER35Ji2LoYiFqhJfkqknFgOfz0fr1q3Jzs5m/vz5tG3bFp/Px2+//UZRURHPPfccN9xwgyrsqcdeSWaf9Kh77bXX2LRpE5dddhlTpkxRAseyLGXJufjii5k+fTpZWVncfffd/PLLL8pC8ccff3DyySezbt06tX/ZhxQQFQvOjz/+qBbq3NxcVR9LhIv8iCCRsetNkyUuTo+R0gWLCB1xK8p76M/LOOVv3Xqkt9rRXV+6mBArkWyn1xLTSxc4Y6l0F6JcJyLmROyI202vSSb/+/1+YmNjVekK/drSK+tLzJK8bu3atbzxxhth16tubZT9iJi84IILeOONN9T8iSiU92rXrh0DBw5k/PjxFBUVKReklN2Qgqa6y7aqYhWFsqrA6+fVfLM1HI7UBuEExvJUE6iRQuvHH3+kW7duqsq3WG6g/DT1A72gnFaWQCDA5ZdfzhtvvIHP5+Pjjz9m2LBhjBw5kvvvv5/Ro0ezadOmsFgd+S2L0PDhw0lLS2P79u0q5kvEocRIud1uEhISOOKII/joo49wu918++23ym03bdo0zjrrLJKSkvjwww+V+JAFWzIiZX42b94cFqgsAeBS5FLcj/riLeOQ/Yh7SxBRq1eVj4mJUZYseVzEjwT4O+OTRAz6fD5lkdIFlwg7se7I/iSmS6xqeowe7I3pKgvJ1pMgeckiFOupHK/f71fV7/Usu7KuP5m3u+66i8mTJ6tzogsUeT9pNSRC1rZtNm3apESTiEx57bhx47j11ltp1qwZiYmJ/PHHH6osh/y+7LLLmD9/Pn/99ZeynlUH+pcY+VuEs8FQVzDiyVAd1EihBRAbG0tubq76XyxFuqCJFKMlz+0vIrREwMTHx/Pnn38CcM0117Bt2zY2b97MNddcw4UXXkhycjIbN25ULiy97INk382bN4/jjz+euLg41qxZoyp36667nj17MmXKFOVqW7BgAdHR0Vx++eV88MEHYSUQ9GBpKTegV+qWuCW9N54zU1HatOgtX3Sh44zF0i1K8rzb7Q6z1kTKDNTHoYs4cfNJgDcQFmQu+xULjliY9PpT0jJHWtOUh54hats2d955J0888YQSoiIUZWzintOtaPp+9MfeeOMN7rzzTiUmxVom28iYRZQ0btyY7du388UXX6iECbkm5By4XC6mT59OYWEhl1xyCaeccgqrVq3i2WefpaSkhISEBNq2bavKbuifh6pEN+lHMu9Xl7AzGKoKI54Mh5oaK7QAEhMTyc7ODivACH+vUl2VF6hYs4LBIL1792b+/PnqfebOnYvL5eLRRx8lLi6OwsJCFRAvVhuxlJSUlNC6dWvefvtt8vLywt5DrBl6WYc5c+Yokadv99Zbb+F2u1XtLCDMBahbrsTlKUJRLCklJSVhFdRFNIVCoTARI8/pWXF6LSfdAqQ/rrsJxTUmFjBneQw5ZhF+ugtUthMrpl4nTESIzLseSyVis7zrQI+PiouLo1mzZvh8vrDzLsJNL88hc6BbDGUeXS4XPXr0YOXKlWRlZfHAAw8QCoV45pln6NWrF99//71yQRcXF9O5c2f69+/PggUL6NatG3PmzFHHr8fBiQA//fTT+fHHH0lOTuajjz7igQce4NVXX6VHjx6cd955TJgwQR17dZV2gLLjJ3SBX69ePXJycqrl/Q0GJ0Y8GWoTNVZo6c2jJV4Hwq1X1ZHOLkIhOjqa4cOH8+yzzypLklhOxLWkxzeJVUjvL7hu3ToVd6NbeuLi4igpKcHv9yvBIRYu2caZfScWNonL0d1aTiuXbvmTQG29RpUIF4/Ho+qCiVtTt4IBYQVFdSHorF0m1ii9jILER8kcyet0C4keoK9n9omAkHMBuy1hhYWFYYHv0dHRSuCWhx4nduutt/Lf//5XWZIaNGhAZmZmmEvR4/Eo61R5N8ubbrqJDz74gJEjR7J06VIsy+Loo4/muuuuY+7cuTRr1oy8vDz+97//EQqFeP755+nfvz9HHHGEKrUhYjEUCtGhQweuuuoqWrZsid/vp1OnTtSrV49169bxzTffEAwGmTBhAoMHDw6rraYXM60unJatqo4HMxze1AbxZISTYX+osUJLkMVRBIsTEVtVFZSru25at27Nhg0b1P8SnC1iRg9o16uJ69/09Rij6Oho1S9P710He+tKyb5EtIgQA8KEjliwRBSJlUsPZhfR4KxBpVsoZFwiGnVxIYJQhJiOXs4BUC1kZE70Ol1i4ZPXiJtMF2S6e1FKIFiWRYsWLUhOTmbRokVh7YVkvouLi4mNjVXxZuURFRVF48aNadmyJb/88gter5fjjz+eq666ig8++ID69euzdOlSOnToQJ8+fXC73Xz33XfKkqkLDZfLRf/+/enfvz9z585l4MCBAPz666907tyZb775hrPPPpu+ffvSpk0b/v3vf3P66aezefNmhg4dytatW1UzbxHxwWCQvLw8XnvtNYYNG8Z7771HRkYGxx57LIMGDWLKlCn07t2b6667jqKiorD2Q1Io1imUqxK9jpZTZNXljCHD/lEbhBMY8WSofmpkwVKAvn37kp+fT35+Pn6/X1l9xO3mjEmJdBz7c2wi6MTyIxYTCZYWa5ZebFM7DvW+suDptZl0RNDpcU3iMpLn9YKX+vGI5UVvLeMseqnHmslrnduJ20oXfHqFe2cbGr1UgmT56QJOPx8ifkVw6i1iJKtUxqe3kJG6VIWFhWpMXbt2ZdWqVQBhtbX05ILKWlcef/xxGjduTGpqKrNmzSIpKYmEhAQaNGjAzJkz+cc//sFXX33Fl19+ybnnnksoFOLrr79W8yplJ4qLixk9ejTt27fnhRdeoGnTpuTn57NhwwbuuOMOevToweOPP87ixYvxer088MADTJ06lZUrVyqLWVZWVli5DRFLLpeL0047jdmzZ6uMxvr165OTk0NJSUmYKPd4PBQUFKisRb/ff0CWpvJcsHIt6YJWhO9+Voc3BUsPAlUteGqDgKoJ65ph36iNX9bs2lywFPaKFREizpih6vogyWIn2WkS9ySCQmKaYLcVR+Jv9NIGehabLlb02CW9oKdYCfQimUCYAIK9gkpfDJ21meR1eukG3c2oiy09qFu3sMkY9NfJOCVDTty5UjRU7+cn+9AFJxAm6qRhsy665PhFyHq9XuLi4rjlllsYNWoUALfddhvTp09n586dXHzxxRQUFPDFF1+UeT3IMVuWRc+ePenYsSOjRo3iwgsv5LbbbuOLL77A5/Px888/s2HDBr788ksVX9WgQQOVoKCPT9yas2bNAmDr1q1s27ZNCU09yL60tJTExERyc3NZtmyZEpb5+fnKUqr3bBTLqTTDllixXbt2Kbex3pJHr85fXQVLdXe0HoPnFPeGmsn48eMrFEdGPBkM1UeNFVqwVyDoN3FnULKgVwg/EGSBlKw8cemIEBJri4g/fXHThaDecNp5DGIZkXIHIjZEnOkFWiV4XI5ZtwDBXuuC7s7Uq+fr760/Jo/LPqWPpDwvdZlgbwahWEzEjag31NazIGVckSxNgUCAhg0bsmvXLiU0Ilm2xMJz++23M2XKFKKiorjyyivJzs5WleuPP/54HnrooTAhrGcXilgGSEpK4oMPPmDgwIG0a9eOK664gl9//ZWPPvqIJ598kvr165OQkMCIESO46aabKCws5Msvv1S11URgy7mPjo4OK/Kqz1t8fDwFBQWqnEZxcbGqryXiSNykMl/6/5L5KNeVPue6ONOzTH0+n7JmHUicVkWWYT0xQNDjKQ01k5oqpMx1YzgcqLFCy+fzUVBQAOwtVKrf4HULkjMb8UC+XesWIj1bTrdmyMIqi6vuJgTCxIteLkGElLjdJK4pkhASoaM3SXZaiMTyJFY4GYtYOCJlyznnT7IeRaDJmPU6WtKfT/4WC4wII4/HQ8uWLTnrrLPYsGEDP//8Mx07dmTJkiW4XC5iYmK45JJLSE1NZc6cOZx55pkceeSR/Otf/wo7rzKnItAaNGjAGWecQVZWFomJifzwww8MHz6cc845hy+++IL4+HhVi0vGJWJTr90VFRVFhw4dePHFF2nfvj3Z2dnceeedDBkyhD59+nDrrbeqchzBYJCcnByOO+44srOzSU1NVXFQImT0eEGJuZOx64JHzmtOTg75+flYlhU2fyIK9QbY+nUg/8fGxqrzblmWCv7Xrbwi3uT6rC50d3WkL0CGwxsjnAxlcThbvWus0NKFjP6N2VnqQQ9EFw7kwy6LnG6d0l1nejq+LHziJtNbxOgWGnm9xJdJbzxnQLw+dlnQRdyJcJJyDVLw0+VyhfU8lMVWXDy69UsQy5WMVW/50rRpUzIyMtR7xMbGMmDAAP744w9VlR72xnKJKO3bty/vv/8+RUVFDB06lGXLlnHUUUexefNmRowYQdu2bXn77be56KKLCAQC/P7772HuT5kLXWg+/fTTrF69mk2bNjFo0CDWrl3LRx99xOTJk/n222/JyMgA9mZpOmPd9ESJqKgotmzZwvfff09BQQGxsbEsWbJEzVNhYSGlpaXMmzdPZYw6m4SL5UzvL1lYWKjEXDAYVNmx+nFITJcIX72emIgu3Zoof8v86EkgutVSd6kfLCJdq4fzDfRwwQgoQyTMZ79y1Nj8bKfVSB4r68TKcwd64r1er4qF0fsVCnpTYWfBVL0psD5WfeGUhVssXnocmriOxE1n27srlesWs3bt2imhJmMYMGAAJ5xwgrLIREdHc8IJJzBq1CjlatLHKWMSa5ZuSWrevDlTp04lMTGRPn368N133zFw4EDOPvvssHkS8REKhRg2bJhqOeRyubj22msZNGgQl112GfHx8dx111289NJLKsvv2muvZcmSJWHV2iWoXSxnZ511Fj6fj2effZYzzjiDiRMnsnHjRvx+P48//jgdO3ZU/Sd1gaVfD3rs24IFC5g2bRq5ublhGZt6TTOxWnk8HpUNqIs/yQ6EvZXzxZIo1sno6OiwxAlANYyW60XGGykhwmkZKss6Jf0dxfIpbuiKMi+rEmcVfEPtQqzrlfkxHF7I57qiH0PlqLFCSyxVegyPk7JuAgdyAYgVQ7LbZH9i+RCRBIS5qyBcmEnpASkDoLt69AB/yTJzZi+KG8/r9TJ27Fjq1avHgAEDGDVqFJZlKQtQv379OPfcc9m4caNqbXPTTTcRHR1Nenp6WMyYPq/y/rrrLjo6msmTJzN9+nRefvll7r//fm688UbuvPNO0tLS1LHrljLLsjj77LNJSUkhOTkZl8vFnDlziI6OZsmSJfTp04c//vgDt9vNyJEjefvtt5k8eTKjR49WAe56EVQRJEuXLuUf//gHZ511Fo8//jg5OTkEAgFSU1P57bff2LZtG6tXr1biTix+cj5015y0G5L2NyKg9DpUIvQkq1TmSqyWumgWC6C8B+ytpSbiUcYiVkhxDYo4kfMtcy9zGRsb+zcLbSSkBIfuytQLsFYn+ucrklvfUPMw4slQWfFkBFTVU2PLOwAMGTKENWvWUFBQoBZDcd1AeBseZ0Du/h6XHsQuAsXlcpGUlESLFi1YsWKFWpxhb1abLKxiJalfvz4nn3wySUlJXHTRRfzf//2fCioXt6Ne9kFcknI8wWCQ+vXr06tXL/r27cvjjz/OnXfeSf/+/Rk0aJAqfPrmm28yatQocnNzsW2b/v37s379erZt28aAAQOYN28el112Gf/5z3/CXJ96XJQc4/XXX0+HDh348MMPad++PStXrmTlypUMGjSIzz77TLkXdfdkMBikQYMGnHnmmWzYsIFNmzaRnp7OhAkTGD9+PElJSbjdbnbt2qVu8HrtJymfIYJB2tcEg0FiYmKIi4sjKyvrb+4xsSaJmJGbg5TTkMdkzvWm27rAlPOtB6GLsBfhdaAiQm8sLedfL/chY5exSTxfee8rYk0/n7rruqrjtJzJHGItlPfxeDxhLbMqiSnvcJCoCfd5Q9ViBNGhp7LlHWqsRQv2xu7oBUl1VxFU/cXmcrnw+/3KQiAWtZycHFauXKkWb7FCiWgAlNiKjo7ms88+IykpiU2bNrFixQpKSkpo2bIl06dPp0GDBmp7vW2NIMU+O3XqxPDhw/nyyy8pKSnhtddeY8KECbz00ktYlsXIkSMJBoNMmjSJjh07AjBmzBhycnLo3bs3mzdvpmvXrtSrV0+VYdDjhG6++eawmLAuXbrw5JNPcsYZZ/DZZ59RUFDApZdeyieffIJlWcoyI82RxQpTUFDAtGnTWLhwoaoN9cQTTwC7A8HT0tKUi07EjrgtJWBdrFJ6WYqioiLS0tLUvEitKJlzPXlArEm6JUjOhVTUl/3rFj4RPGJF0ktfHGgGnyCuUUBZHSWmz7ZtlfGpX4MVWbTkvEkgPKD2W1Xuw/K+4Trd0MFgkMTExCp5X4PhcMVYneomNTYYHlALamJiIjk5OcrlU91IwLq0r7Esi3bt2pGSkkKPHj1YuHBh2CKsZwZ6vV6effZZPvzwQz7++GMeeeQRoqOjGT16tCqS2axZM9LT01UNLkBZOkRYdu3ala5du5KVlcWyZctITExUFc2vvPJKoqKiuOKKK3j11VdZtWoVnTp1Yv369WRmZtKiRQvOOuss/H4/L7zwAqeddhoJCQmUlJQogXPffffxySefqPd2uVzccccdXHrppXz44YcUFBSwYcMGNm7cqLbR3aklJSXExsbi9/tVvJie/Zafn69csPKcCD2JgZLsRhE4YikLhUKqGKlk8clzMt968VOXyxVmIdJFsJwjvb6UWID0m5VeUqOqERGodwuQ60zGrTevlu3KE3nOgrYej4czzzyT7777Tn0ROBAiWbBkfM7nqjPL0WCo7RhRVD6VLT1SU0uUVIYaLbT0DC23260sA+VVhHcuBPuD7raRRbtbt24UFBRwwgknsHjx4r+1/fF6vbRq1Yqzzz6b++67j1AoRJcuXTjuuOMYPXo0jz76KPn5+SxYsICUlBQ8Hg/x8fHKnaSXlOjfvz+tW7fm559/Ji4uDtu2GTlyJM8//zyxsbFs27YNy7K49dZb+eWXX+jYsSMrVqwgPz+fb7/9lhtvvJH33nuPRo0akZCQQOPGjf/2LWjBggVs3LhRzVdhYSFut5tvvvmGnJwc5TqDvZY3EQXi8tQr5IulRl6nu1JFDEivSLE06VXvBXFNiiAUq5m+2Ouv2ZdFXo+fAsISD6rzZijHLYHrXq9XCVERYYLEjVUk+kSkSymLQCBA//79+eabb8qcE91aJ1TkUnJuKxZeZ6kVMCUeDIcPRjyVT3WIovGVKLxbU6lQaFmW9SZwHpBm23bnPY8lAf8FjgI2AZfatp1l7b76/gWcCxQCV9u2/fuBDlJPI5dU+bJu6s5FeX/fT/oMBoNBevTowTfffMOFF15I48aNefLJJ3nzzTdZs2ZNmDsuIyODV199lV69etGuXTsKCwu58cYb6dSpEykpKYwZM4Zvv/2W5ORkevXqxfLly8nOzg4LVP/yyy/5z3/+w5QpUzjqqKP417/+Ra9evTjiiCMAGDRoEEuXLsW2bTIyMvjf//7HnDlzePzxx/F4PHz88cd8+umnhEIhGjduTOvWrXn66afJyMhQC3P37t2Jj49X8T16bbC8vDzVQFovAKrXcdLjc/Qq8rJ/ICxuTS9sqp9Pvf2M/rhYteQxvYTBgVhPxJKlx0CJy1LitqoD6RUpAkVKQohlS3o1ut3uvyVYlIW8tnv37qpBuTQxlzhG3aUtDbn1Nk+VPV453+UtLk6Xfk2iJtzDDDUfI54qprYKnUNNZSxabwMvAu9qj90DzLZt+wnLsu7Z8/9Y4Byg3Z6fXsAre37vF1KaQLceRXJdODP2Ij2+L4jokKBqyUi74YYbeOmll/D7/bRu3Zq1a9eGLd5SOqBLly68//77KtaqTZs2/Prrr5x99tm0adOG8847j7feekstluI2jI2NZdOmTUoobdiwAYA1a9Zwzjnn0KNHD9q1a8ejjz5KKBRi9erVDBs2TMX/WJalSlO4XC7S0tLIyMigsLAwLHvT6/Xy1VdfKcuRCA6v10tubq4SUHoJBylaKs/pBUv1Mhx63JT8va/uXglcd1ouD1QMyXGKlVLEVnW2dAJUXNigQYOYPXu2qho/evRoXnvtNU455RRWrFhBYWEhOTk5NGjQgJNOOomffvpJlfeQuZbr7b333uOOO+6gdevWfPLJJ4wdO5Y//viDhIQEsrOzOeKII7j33nvJzc0lLy+Ps846i0svvVRdH5XBOSe65SqS4K3BC9XbHKJ7WE3hQL981kZq8PVYYzDC6eBQodCybfsny7KOcjw8GOi/5+93gB/YfZMaDLxr7/5E/2JZ1hGWZTWzbXvHgQxSrCbyrVl3STlFVnn/VxY9K8zlctG5c2c2bdrEnXfeyapVq7j++uv58MMPwzLeZAE/4ogjWL16NQD5+fkEAgG+/vprMjMzCQaDbNiwgdzcXGU1kkU/JiaGFi1a8Nxzz6kxS6B4Xl4ejz/+OElJSTzyyCNqTgKBAHl5eUqkSRafWJb0+C9dtCxYsCCsZpQIqNzcXOLj41V5A1lM9cxKfZHVRVVVIvFgekPrqlgk9EKyEm9WFQKuIizLIjk5mdNPP1259i699FJlWdq1axc9evRg9uzZvPzyy7Ru3Zo5c+YQHx/Phx9+qOIEZdzXXXcdWVlZ5OTk4PV6SUxMZOjQoTRu3JghQ4YwceJEzjvvPM466yy+//575s2bR1xcnGpGDfvv5pPzL19+9GzPmuo6rAn3MEPVYMRTxRjxVPPY3xitJtqNZyfQZM/fzYEt2nZb9zz2t5uUZVmjgFHlvYnH4/lbixq50evWIAi/0R/otzdxv4hAWbhwIbm5uSxevJioqCi2b9/Ozp07leiLiYlRwiUnJ4cFCxYo16NlWWzbtk2JMj3jDvYueIWFhfz1118q8FvcerA37X/btm1/i43SS0rAXjGh79vZqFoXSrqLSWKGDrULqLi4WLnTZDHXWwLtL7pIj4uLo6ioSAmY/blm9PpdQNhcCnINjR49mmeffZZQKET//v3p1q0b48aNA2DZsmV06NABgKZNmzJ8+HBatWpFRkaGShKQ5tI+n4/rr7+ejh078tlnn9GtWzemT5/OsmXL2LBhA1u2bOHxxx/nzz//JDc3l++++45+/frx/vvv/80qVh6RYh8F52traYzWQbmHGSrGiKeKMeKpdnPAwfC2bdv7U0PGtu3Xgdeh7Bo0kVwXkb4564tkVXxoRTwVFRXh8/lYu3at2ndRURG//PILEJ69JjE2IpQk404y6GQBlvYvIoz0OBoRYHp7FRE+xcXFSkRJ5XldNOnV56UelIxRYp70zDw5RhlHTcLlcjFu3DgmTpyorJbyo/d63B9kDlq0aMGGDRuUQNZ7VepuS3G32rZNvXr1VAxbTEwMJ554IkVFRSxZsoRgMPg3cSjn49RTT6VJkyakpqYSFRXF9ddfzy+//KIK2o4dO5Z58+bh9/t59tlnSUxMJD4+nuXLl4cVzw0Gg5x44omUlpZyyy23cOWVV+LxeGjatCktWrRg3bp1rFixgg8++IATTzyRzMxMVdR1586d6jNSFedcPmdOa3NtpDrvYYcrRjxVjBFPhw/7u2KlijndsqxmgBQ72ga00LY7cs9j+4W+wEbC6cKQNjIH+iEX15Vec0oqhns8HjZv3qwsGWJtkAVZHhO3nMvlUu1ZxEUHe4tYSiq+07IkrkX9OKWkgViiBD3LT8oHSDV0eU7KMsixSPbfgYiW6qJ79+507dpVuTBF0EoZg32xPMl8eDweJUaLi4sZM2YM9957L1lZWUrESLyWPl9SUsTj8XDssceSnJzMDz/8QEZGBiNGjGDSpEkEg0HVXFqv/SYu6MzMTCWaLr30UvLz82ndujVRUVHEx8fzwgsv8Nhjj/H777+zfv163nzzTX7//Xd+++031TBcxF1KSgoXXHABHo+HIUOG8NJLL5GRkcGoUaM47rjjyMvLIykpiejoaN5++23y8/PJyspSxX4rQ1kxWHrNNdmuFnNQ7mF1DSOgyseIJ0Mk9neV/QK4Cnhiz+/PtcdvtixrKrsDSHOqIrZB/3A7K8BH2vZAXUx6lpXEPelCR2+mLOJGRB4QZpmSIpsSCyQFUb1er9peX7BE/OhtaXTLVXljljICgLKC6DWnpARDcXGxsowdjLpk+8q4ceOYO3euapwNqAryYpHSy0hI7NLxxx/P448/zgMPPMCSJUt44oknKC0t5ZFHHqGgoACv10vHjh1JT0/n5ptvJi4uTln1oqOjOfroo1m7dq0SY4CqAda+fXtOOeUUjjvuOL7++mt1TWRkZISVHYmPj1eNpd1uN7169aJHjx6kpKRwxBFHcN9999G/f38GDx7MGWecwbx580hKSiIqKoqYmBhycnK45ZZbyM7OBlCW1aioKIqKilQwe1xcHNdff72ag61btyoXtQh9eb1kGwoVfUYqutbEiqufg4qyEmsgB/UeVlOpZefskGDEk+FAqUx5hw/ZHTTa0LKsrcBD7L45fWRZ1nXAZuDSPZt/xe606D/ZnRp9zYEMbtq0afTp00f9L5ac8r5JV0VQs5QTEDeciCSxcunix1k4Ux9HpIw7CfLW28FIIL0EvxcXF//NKlLeMctCJxY3vV6UCEBn42WxeOnuxEOFzK1Y2nr37s3cuXPVOWjQoAGBQAC/369EgpwTvQzEqaeeyrhx4zj22GO56qqrePDBBxkyZAjHHXcc6enpDBkyhE8++YS//vqL+vXrM2bMGD755BNSUlLo3LkzQ4YMYfz48cqCBXsTI/7v//6Pb7/9lo0bN3LzzTezePFifD4fpaWlKn4qOjqa/Px8Ne+DBg0iMTGRf//736q8w4svvkhRURENGzZk6dKlJCcn06xZM15++WXy8/MJhUJs2bJFCfWEhAQVSyaC3eVyqcxFuValsCvsLf0g2zmtwhV9RioSYnrxVf2xmsqhvIfVJIyo2o0RToaDTWWyDoeV8dQZEba1gZsOdFA6TZo0IRQKkZ+fL+/xt0UjkjvtQHCWKIC9QeR6lpoekyUioaI4FQnuFzElmYfSu7CoqEjV79JdguVZGcTKJtvIoisWBxmbLMqyiJ911ln88MMPVTJnTnRLh4wRwvvkSVsevVaX1+vl+++/Z9euXSrg/6WXXuKFF15QSQYStyQV4f1+P02bNqVp06YcddRRfPDBB5xzzjmUlpaydOlSmjdvzmuvvUb//v3Jzs7G5XJx5ZVX8umnn/LHH3/w2muvkZiYyF133aUspnqyhcvl4sEHH8TtdvPyyy8zZswY7rjjDl599VWV+Wfbtjp3JSUl3HrrrViWxb/+9S+io6PJzs4mKiqKl19+meTkZL788ktWrVpFKBRi+/btygomxyNxfqNHj2by5MnKwiYuaN2iCqjX6+gidF/Qz4kQaZHWsw7lfCYmJu5Pz8Nq5VDfwwzVjxFPhppMzQvQiYBt28TGxpKbm1slBUkPFIn7EUuCNC7WXSllIRalmJgYtXgK0pampKREHZ8srOUh4kDcTFLlXYLqZcF1tqsZM2bMPgktmXe9SKszfgz2up7atGnDzp07yc7OVhYZvaRFdHS0CvT3eDz07t2bW265hYYNG3LSSSfx/vvvc/zxx7N+/XrmzZun9gGoGCo57hEjRnDUUUfhdrv58ssvmTJlCoMGDeL444/n+++/Jy0tjZycHEpLS2nQoAEej4fly5cTHR3NJ598wsiRI9m6dStAWKV4Xcx07dqVqVOnkpeXx2OPPcbgwYPZvHkzqamp6pzK8c2dO5dly5aFNQ8vLCwkPj6eHTt2sGXLFhXXp5ddEDdmaWkp559/Ps8//7xquq3PrS6+y/o8HMhnpLKuxcOtNpPh4GHEk6GuUGuElgRxizuuMqUcqmsREBedHvSuW7rKe18RQCLO5HhkHyLiZNGuTACz7joUK8rYsWPD6oyJQBFXV1RUFDt27A090S1N4rITN6TEoYm4evzxx/n0009ZunQpXbt2Zfny5ZSUlBAfH0+bNm1YsmSJmp9JkyZx0003ccEFF/Dpp5+GjaO0tDSsPMXKlSs55ZRT6NOnDwMHDqRfv378/PPP3HbbbWEV3KUnpN/vV1mDhYWFtGjRgpkzZ9KvXz/WrVvHX3/9xdatW8nMzOSuu+5Sc3XyySfz4osvKhHVsmVLpk6dqqxReqFWue4syyItLY2FCxcCuwXR1KlT1T7lWITffw8vJi7xenLeRbBKUoScZ3Ehd+zYkenTp6uekiUlJSowX86FnNuDIXac1q1Imb5yPRsMZWHEkyESdf26qBVCS1/AJGaqKgtZ7ivi2hMXD+zN5tMfi4Qz2F3EjGQuwt4K73o5i8q6Dl0uFwkJCWGWJnlOd/9YlsX27dsBGDJkCG3atFFuriOPPJK1a9cqV6jL5WLAgAEcc8wxLFq0iLS0NI4++miWLVvGTTfdxI033kgoFOLcc8+lS5curF69mmAwyPr162nSpAlDhgyhW7dubNiwgeXLl6vMUBGX4gq79dZbefDBB9myZQu7du0iNjaWVq1a8e2336p5E0uYWIEkMeHNN9/ktddeU/sWQTt37lwV3B4dHY1lWfzwww9KtJx//vkUFhYyffp0NZdyPp0V7zdv3qzmb18Lt5YVI6VnpcLuRIr4+HjWrVunSnJISx392j/UVl0gzOon12ptLfFg2H/q+iJp2D/MdbGXGi+0nAuUM+uwvFiS6lqIpLaVLI7iDpSA7vIQi4yeJVhSUkKPHj1o2rQpX3/9NRdddBHTpk0LW+gljsvZS1A/TinEKcUvmzVrxsSJE7Esi+eff55Nmzap+BnLsujUqRMNGjQgLy+P448/nkceeYRff/2V5ORkVq9eTePGjcnJySE2NpbXX3+d7t274/P56NGjBzt27ODoo48GdrvUdu7cydy5cznhhBPU+KR58llnncXtt9+uxI4EcotFSebxjz/+4Msvv8TlcvH1119Tv359tm/fzpYtW5SrVSx+Mg8iWvUefiKsxEIFhGVY5uXlERUVxSmnnEJUVBT//e9/w+KNqsMqo9flciKuVJfLRWxsLAUFBSrbUay34irVEygqc71VFc4YLf0LQC3MODRUgFkkDWVhro19p8YLrYpu4vq3ar2ulvO5qsTtdjNy5Eg++ugj+vfvz8cffxzWsqe8oHxdIE2YMIGxY8fidrvp0KGDciV98803wN4q73ocjwgL53FGR0dz8skn06ZNG7Zs2YLP5+P9999n8+bNzJo1iw8++IBLLrmEoqIi7r//fiZNmqTa7dx444088sgjDBgwgJ49e/Lll1/Sq1cvTjjhBD766COaNWvG9u3bKSgoAODiiy8mJSWFTZs28corrzBmzBhGjhxJMBjko48+AiA+Pp7x48czc+ZMTjrpJOWKLCgo4Oijj8blcrFx40ZlsfF6vXz22WcqS7KkpIS8vDxVrV7PMJQK+xL/JNZEPRZNak85C7rKnCYnJ1NaWsr06dPx+XyVauR8IJQn3qSOl15kVuLgdIEo14BTbB4K5PrT4/NE8BpqLmaRNETCXBfVS40XWvD3b9N6JWpd1Dj7r1XXwmnbNvn5+TRq1IgTTzyR6dOnh72nM0hcHtfjoF577TUmTpyo3GEnnniiKhmQk5OjrDGXXHKJ6ncnFiA9vV4W37vvvpvnn3+en3/+mYSEBM4991wWL17MU089RefOnbFtm9NOO41+/frRuHFj+vTpw5IlS7Asi4SEBPr06YPb7SYpKYlnnnmGBx98kPr165OZmUn79u157rnnKC0tpWPHjkycOJF27dph2zbz5s3j6quvpqioCK/Xyx9//EFUVBQ33HADM2fOZN68eaSkpBAMBlUl9B07dqjYNhFFUtrCWVzUtm21kOuuOv2xfbFAWZal+v4tWLAgrIo+VI81qyJEYEttLtjbMUAvXCtuXP1LxcFC/1zJ/87nDrUr02Aw7MWIp5pDjRdaziBjiBzvogfkVgcStC6WGcuy6Nu3L2vXrlXtV0KhECeddBKrVq1i165dYc2KxZIirhaXy8WoUaNYtWoVO3fupGfPnqSnpzN48GDcbjfvv/8+Tz/9NI899piy4OjlEmTx9Xg8JCUlkZSURGlpKd26daNPnz7cfffdNG3alKSkJI499li+//57tm3bxpIlSyguLqZPnz58/vnnlJaW8uyzz9K2bVs+/vhjtm/fTuPGjdm1axdLly7F7XazaNEifvnlFzweD0uXLiUQCPDjjz8Ce+PnxILk8Xjo0qULGRkZ/Pzzz5SWlrJo0aIwV6sebwWEWaSqW0BIUP2OHTvUe4ob15kFejDR+zDqDbVhbxakxLPBoQk8d35ZcH7mjPvQYKhejHiqndR4oQV/TyfX62bp36TFNRRJfO3rt209y1Gy/2JiYmjdujXx8fFceumlzJgxg40bN+Lz+bBtm+OPP56bb76ZV199lblz56oyDSLMdMtESkoKb775Jk8++STLly+nXr16zJo1i5NPPpn09HQeeughvv76a1XVW2987GyBkpmZyS+//MKYMWOYN28e+fn57Nq1i3nz5jFx4kSuv/56ALKzs/F6vUybNk0FkYtomjdvnqoJlZaWRjAYZNeuXWGLqtSukgxLyYDTA7RLS0tJSkriww8/DMukq0nWDon10ktxSNzdoRinnj0owf7i9vR4PCpYXqy4cj4ORZHQsuZHhJ/JOjQYKs/hKpwqqtFX16jxQksElV4RXncdiniJ9O36QBYisXZIRtzgwYMpLS1l2bJljBkzhokTJ7J69WqmTJnCggULsG2b008/nSlTprBr1y4VqOzMkJQ4lsGDB7N69WoeffRRoqOj6dKlCytWrGDs2LHceuutxMfH889//pO+ffuybds2Nm/ezOLFi1VTY6m1JFaQ//3vf3z++eckJiaybNkyNdaRI0cSCAQoKChQAdV5eXkqQ1JvqiyxQbrVpKzEAz2mSWLHpLXQvHnzamSzakEEprheJUarOtxfeuanCFQReHqRWSDMauV2u2nVqhV//fUXbdq0IRgMsmnTJlUKojoD9yuDPk+RsloNhsMVI54MTmq80JoxYwbdunVT35b1NHKJrdGtKkJ5MSWVQW+xk5CQQJs2bXj99deJjY0lPz+fNWvW0KVLF7Zv306nTp24/fbbKSgoYNu2bXz33XcAYeJQt5a43W7eeOMNzjrrLL788ktuu+02pk2bRocOHfjrr7/YuXMnoVCI22+/Ha/Xq8oZFBQUKBei3g5Ial1Jlt8rr7yixp+Xl6feXxel8re4NMUFWFbsjXMR1d1+Ml96lpwU3qyJHz6xVopglfiwygrzYDAYJs50oSGi2ufzUVhYqLIl9cB1vW9jaWmpssyKa9Xj8dCuXTsuueQSJkyYQGxsLGvWrCE2NpbevXuzePFi1XC7Jsyvfi3U5FY8BsP+criKJ6gZ95jaTo0XWgDt2rVj3bp1qpebWIX0LMNIF0MkgVBZxH0TDAbJy8vj/fffx+VyMXDgQL766isArrnmGt58803i4uJYsmQJu3bt4uSTTyY/P58dO3awZs0asrOzw7KxxPLz4Ycf8tFHH6n2QvPnz2fEiBHccccdatEtKipS7ke9fIGITWc9Jr22FOwVUWXNj9OCU9YclvWcHI9exysYDBIIBIiLiwuraF6TELeplNqQCvUiNkWEhUIh1XRaxJMIWLEC6pl3Yl3UC9l6PB61Pey1cMlcSRkHy7KU+zImJoannnqKp556iiFDhuByuTj11FNJSUmhf//+zJ0795De/MqrRK8nFhgMNZnDVTwZ4XTwqRVCS8SSLGCSpQWEiS19+wMRWYASDGJJS09PVzFaM2bMICYmhri4OFavXs1NN93Ef/7zH44//njGjx+P2+0mKyuLvLw8XC5XmNVEd1nJY6+//jper5eXX34ZQLmPdDElFrGK4oicz1Vm2wOdJylDIM2VdYvbofxQS9V1WfzFkiWB+3pmn4hhsWyJtVAE0+DBg9m+fTsLFixQzaTFPS1CUwSTWBdvvvlm+vfvz6effsp7770XVuRUryMm4/B4PCQmJnL33XezY8cOPB4PX3/9NePGjeP1119n8uTJZGZmhtWwqilxWnqdsJrY79BweGDEk6EmUiuEVlRUlLIUiFUBiLjIyOJTFfE2Xq+XqKgoVbXd6/Wyfv16iouLueCCC7jjjjsoLCzk559/JjMzkx9//FEt6mIBKS4uDqsGr5d7EKuGbk052BzoPOnxZ7IvPe6rqgmFQtSvX5+srCxs28br9SrBKtmZYv0T0aM3227Tpg0rVqwIi5sSK2BiYiIFBQVhAlcsVkOGDOGaa65RIm3QoEF8++23qjyF3rLH5XIxYsQITjzxRK699lpOOeUU4uPjueKKK1i4cCG9evVi48aNfP3118p6ecstt5CQkMCuXbto1aoVo0aNIhQKccYZZ/D8889z9NFHk56erqxsuhu5pqDHUxoMVcHhKpzAiKe6RK0QWhAe9Ov1elVvP+dC47Ruwf5fsLZth8XZNGrUiJkzZ2LbNlOnTlVjkmB4CQAX0aRbK2oqB/phlur2ehajM2apPGQbvcq43vsRCHOxRUVFMXr0aJ588kllEWrevDnvvvsud9xxB8uWLQsT2lLw1OVy0aJFC6655hrGjRunLIZi9SotLSU3NzesQCjsdiGfdNJJ/PbbbwwePJgvvviCiy++mOTkZOrVq8eOHTvwer1hFlS3283//d//8eijj9KsWTMaNWrEBRdcwPnnn8+sWbOYOXMml19+uaqC7/f7ycnJ4Y033uDFF1/knnvuUZbQH3/8kaOOOorLL7+c2bNn06hRI+6//342bNjAjBkzVBulQ4nTvWwWCEN5GPFkONyoFUJLAob1v10ul1rky8N5YVfUN9D5Wt3NtG7durDn9QKa+/setZ1AIKAqu+v1saRtjFgDxXoXExOD1+slKysrLANPLExyTiXAX0ocBAIBgsEgnTp1UtuIlfDhhx/mkUceoV27dqxevVrFCkkrHkBZpb755hs1JmkTJJXo5X3Egur3+wkEAkyaNIkhQ4Ywfvx4EhMTiY6OZv369WRkZIRlAertgJYsWUJJSQmXXnopX3zxBa+99hr33HMPmzdv5vzzz2fixIlhAvI///kPF1xwAV999RW5ubmq8XfTpk1JTk7m5ZdfZvv27cr9KfMu8WSHmopi/Qw1g/Hjx1eL0DHiybC/HGiYT22gVggtCR6Wv8V6pC8wkawnkR6rSgFUloukLoqsSNl1kQLJxVLk8/m48cYbeeaZZ5SokRioBg0akJGRoSxXxcXFxMXFEQwGKSgoIC4uTsV7yfk76qijVILB+vXrlQDu1q0bW7Zs4eeff8br9aoxyGul/pe0OXrmmWfw+XxcffXVZGRkMH36dJU9qFeJl9isYDDIHXfcQb9+/Vi/fj0jRozg9ttvZ82aNWGuUtibpGFZFnfddRcPP/wwM2fOZNWqVdx+++0sXLiQgQMHsn79ejVfYgkMBoPMmTMnTAS6XC5ycnL4+eefw7oelJSUKLdnTRBZhrrL4SigjHAyVDW1QmhBuCVLLCZlFT2r7hY8zvcT9ODymvRhLavxtl5rTISUVCbXq5FL5fuTTjqJBQsWKMGku/18Pl9YzajmzZurIpvyHl6vl+zsbLKysoiJiVFZnRLT5fV6VYzP/fffz7Rp01i3bh1PP/00lmUxefJkNm/eTJ8+fZg1axY7duzg6quv5rHHHlMWM0C18JFMPom127RpE507d+aDDz7grbfe4sYbb+TXX39V5TSKioqAvTGBlmVx1VVXcdRRR7F+/XpmzZpF27ZtldiU99ALn8oXAcuyGD9+vIrF++WXX+jVqxc5OTksWrRIWbLcbrcSV0lJSYRCIXbu3KkEqF70VjJL9cB7qBkLQ0275g1lY8STwXBwqTVCy+v1qoVHr0KtW5X0/8sqaVBVOGtM6XFGhxKXy0VJSYkqSyDWGhFQYvWBvbFkIl7lRw/cF1dVYWEhI0eOZPHixRQUFKgefFImQfYlJQouuugiPvvsszDhoScDJCUlceWVV9K2bVtVbLWkpITo6Gj69OlDkyZN8Pl8zJkzh7S0NN5++21SU1OpX78+CQkJpKWl4Xa76dixI16vl7i4OJV4IMdUXFxMkyZNuOSSS+jatStHHnkkBQUFnH322WRmZrJy5Ury8/PDMjud5/S///1vWCPv+++/XwW3r1ixgqKiorAvAYJuDpfn1q1bx7Zt24iNjVXuRjk/LpeLLVu2KNelLqbkf7GW6YVwD6XJ/VC/v+HwxognQ22h1vi4nBYs3Z2oczDbvUiJiaoKvi8LCdqGve5K3Y0nC7A8L9YQiYmKiooiNjZWNaoWK4uMUy8Gq5fNEDweD9HR0WRlZal4LD1WCMJ7Hrrdbtq2bcvOnTsZPnw4nTp1Ijo6moYNG2JZFv369WP8+PF89tlnfPTRR5x55pk89dRTnHTSSZSUlPDrr7+SkZHBV199RTAY5Oabb+bbb7+lqKiIM888U5VKuPLKKznjjDNUsVhprSPjiYmJITMzk9dee41169YxYsQInnvuOTIzM7nnnntITU0lNzdXzaUcu8yvVMkvLi5W/2dlZalm2Tk5Ocq6FxMTE/Z653UgLY0kJkzKh4i1ClBxYiKyxGJWUlKihK1+ng+1yNHHov9vMOwv+he+in4MhtpCrRFaeosPPY38UKeS6819nT0IK4Ms8rrrS/YhC2tJSYlyzck8+Hw+FauTkJDAuHHj1PMihtxutxJcTzzxBE2aNOHyyy8HCGtcHAqFKC4uVvFWclynnXYaPp+PoUOH0qJFC2Wd0rPLpFm0tEUSd+Avv/zC4MGDKSoqolu3bvzzn/8kOTmZBg0aMGXKFP71r3+xfv16jjnmGCXaLMtSlrh58+bx+++/k5qaquY1JiaGDh06MGfOHPX/hAkTGDdunHp/3XIm1s969erxww8/kJWVpdyU48ePZ9WqVWH9+fS6X/q5lMB8OXax2ok4Ky4upqCgoMwMU/16ECujiCuxBpaWlqrG5DKneo04j8ejYuEkiB44pDFa+lzpbnMjuAw6RjwZDndqhdD68MMPwyxa5VWD1xe16r7h6y2B9EVetw7pAlF3FcnrJNNNsvQkTkq3lonrThdBknEGMHToUL799lt1/DExMaqopgSmZ2Zm0rp1a6ZNm0ZUVBT9+/fn8ccfp3HjxoRCIXr16kWvXr2IiYmhXbt2DBo0iKSkJLp06UK9evW4/PLLwyrci8iwLIuioiJlqfF4PMTFxXHrrbcSCoXo2rUrs2bNonv37qxatYpjjjmG2267jfXr12NZFu+88w5jx45l586dbNq0iTvvvJOGDRuSkJDAsGHDePTRRxk4cCDnn38+xx13HNOmTaO4uBjbtpkxYwYTJ05U7jtdKEl7nWAwSE5ODr/99ltYDTOJ35K/5bzo1420YNIFvsSsyWMiaAHVSzLSdSLItiKmRMDJOZVAfjkmiYUT65fsQ15XUa0y3fIl50uuPacFbl9wxkTqc1TTS5oYqgYjngyGylFrYrRatmzJihUr1P/yIXbGZTk50CBdPWbHWRcrGAwyePBgOnTowKRJk8IWVNm2W7dubNu2TdU7io2Nxe/3h8W3xMTE4Pf7w6xCeiyO1FSS54uLi1VtL4/HQ8+ePfnqq6+Ij4/H7/dz7bXXMmDAAG6//Xa2bdtGMBikRYsW5ObmcvLJJzN//nyOO+441q1bh8/nIz4+nq5du+LxeIiPj2fDhg3Ex8ezcuVKunfvzsKFC1myZAldu3bF5/OFFXAVy5hYeWQRv+WWW1iyZAlut5sjjzxSWdJ++eWXsCxFaXb9yiuv4Ha7WbFiBcXFxXz33XcEg0E2bNjAhg0bVC0s3dKzcePGiGJIF1wyZyJidWuczLNYi2R7Z7NnQUS0fs1JED9AYWFhucJHtwBJwoEIa7mepcK+WPik8begZzjKcUo8mh77JdeXXphVSnDofTz3B6fI0ucaDq2VzbD/GFFkMFQPtcKiJcTExCj3lu4q0tGtS1Vh0RIrgN5rUEoY1K9fn/vuu4+CggJgbxaf9LgLhUK0bNmS0047TdWKOv3009XfcixJSUlMnjxZxRW53W5iY2PDBIm4qAKBgBJZsHvhHT58OLfeeit33303Tz75JOvXr+eTTz5RlrLmzZvz+eefM3ToUAoLCznyyCNp2LAh2dnZpKWlkZ+fT5s2bbAsiwsvvJCLL76Ytm3bsnbtWubPn8/gwYM566yzaN26NRdffDE+n0+NSdCtcHl5ecyfP5+WLVuSnZ3N8uXLady4sbLKSCyViEnYLVLy8/P54osvCAQC5ObmqubU4tYUV6he/kAXWBKULiJDalGVVWtNXJ56qRC9krxuOdXfT8Sw1OESF25lKuHrVlDd6qa/twTf68jxibiKi4tT5yAQCBAfH6+sYHqj8A4dOqj3lKxKmcv9cbtHyu7VrWTy2UxKStrnfRsOHsbyZDhU6Ovz4RJqUGssWnpmX6QFTc+cE7dIVWRF6dYSsYBIUPlZZ51FVFQUW7dupVevXvz6669ER0crMSA9EiWw+YorriAnJwefz0ePHj24+eabufHGGznjjDOYOHEiHTt25M8//2TSpEm8+OKLrF+/PqxNj7iMZBzSHujVV1+lbdu2TJgwgfHjx6tWQRLfdNppp/HNN98wbNgwVq1aRf/+/TnnnHNIS0tT1p6mTZvSs2dPhgwZQnFxMWeffTZDhgzh999/Z/Lkydi2TXx8PG3btg1boEUM6tYSEZJbt25lw4YNlJaWsmXLFlVBXUey7PRyCfn5+Uq46aUU5LVSjFQEhVhmnDFyEoMm50+C9z0ej8pwFMEh109ZVh7dwiUuUhE/lXHDiRATMaWLLbE6xcbG/i3WS8Ylx6n3zNQr6Ofn5yvXpZ496na7OfXUU/npp5/CKuaXZbXbV3Trntw09c+MwWCo+1TH531fypDU9JIltUZo6TjdIE6qMkDe2fRXXDNer5crrriCQCBA8+bNueOOO7jkkkvYtWsXLpeLevXqkZWVxfz58zn22GNJTk4mNTWVBg0aUFxczNq1a/njjz/o3r07qampdOvWjQULFnDEEUewbt061q9fr9x0Ijpk8ZRFOhAIMGLECBo1asRdd91F8+bN8fl8LFiwgOzsbHUMrVq1on379syZMwfbtklJSWHOnDmUlpYyYMAA0tLS+PDDD5k/fz7FxcWEQiEV86XPQ35+PhkZGUqQOLMuxQUmVhVdHInL1BknJfWknNmUIoAkFkkEhbyHnA9nX0vnB14fg+xLxLqeTCHbRRJausiHveJSxi4uXIlhk7FKvBWEuwv1OROknpYEycv51avVSxyfbuGTcUi8l9vt5uWXX+bWW2+lqKiI5cuXc8455yhhKcchxVkPRGzJXOtuV+dzBoOh9lLVn+OaLoiqi1ojtMRCpFst9IVdFko9XkuvbbS/sVqygMJe0VVUVMSzzz7L2LFjGTt2LG+//TYDBgwgJycHl8vF8OHDOeOMM3jiiSdYs2YNI0aM4Morr+SFF17g6aefJhQKqQbBiYmJtGrVijlz5pCcnMz27dvp2bMnq1evZvbs2cq1JC4jvcyDz+dTcWu9e/dm8+bNPPHEE4wYMYI1a9aQkZFB9+7d+eyzz+jUqRNTpkzBtm02b97MhAkT1OIrrWZ016f+Xvo5yM/PD7MgiQVDr6slIkFvo6Mv9Pr5kFgj3WUnmZYirETUyTkXd5n8LYJJhJseRyXuLLHyiNtV9qlbZOR6krHJ8YmbUMSiHlfl9/tVjFRMTEyYxUgaoMu1KUVaI12H8r56UoVcc3p2KKAsWiL4pZq92+3msssuY968eSopIhQK8eeff4YF6kdFRdGsWTO2bt26z58J3UKoj1mPfasJ2cAGgyEyVSmeDlfhtK/UWqHltDA4g+P1bEBhf8SWWAl094jH4+G0005j4sSJ7Ny5k7Zt23L22WczcOBA5s6dS0xMDF9++SVXXXUVzz33HJ988gkzZ87k//7v/2jatCm9evXip59+YteuXbRq1YqEhASWL19OMBjk4osvZv369SxYsCBiHI0uIILBICtXrmT16tVhmXJLly5VYmTbtm3s3LmTlJSUv2UK6nE/YjERISJCQhZ6eZ0eAC/nQRcIeqC1ZDzq7jIdEVlSvV3vlagX6dSteSIqJKtSxJU+T5HqWcl5k9i2YDCIz+dTwezO7D/dpRgVFaXcxXqmoFyPbrcbn8+nguHFHStiUeZMXMploSddiJCWelu669jtdqv4PrGCifgbOnQoN9xwgzp3zZs3p1WrVmzevJnExERiYmIoKCjgtNNO45NPPgkr8loZnOdQj+/RY7WMRatmc6BJQoaaw6F22xkqplYJrUiB7/q3Z/1GrwdFH8gNRV9sZcGPjo5m/vz5NGrUiPT0dNxuNzfccAOnnnoqa9asoXXr1pxzzjls3bqVfv36MWPGDCzLokuXLlxyySV89tlnpKamEhsby6uvvqoyDlu3bs0ZZ5zBmDFj1IJaUlLytyw6/fhhb+yYbmURwbBjx46w2C590ZaYH5knsczIb31x17PddJElv/UsOBFvEoQuwdsFBQVhMUf63+J+02O29DIZ+jjEUiZzIHMlVh7dFSnjlnOnF7qVeRKXnrxeanmJNVF/Pxmfs+6ZZE/K++jXnN5GRz8+53Up1lO3280pp5xCmzZt+Oqrr0hNTQ3LPpVSGnl5ecTGxoZZmbZv306rVq248MILCQQCNGvWjC+++IJLLrmEuXPnsmPHDmbPns0NN9xAMBhUx65bFPeFsoLjDQbD/mPE074xvpqapVcVtVJoiXUCwrNndDEg2x0oYsEQ64nL5eLBBx/kkUceIS0tjV27dpGdnU2jRo348ssvWb9+Pa+88go+n4/rrruOTz/9VImef/3rX7jdblq3bk337t35/PPPVamEqKgo/vnPf3LvvfeSn5+v0vylrIMuFOQ4dSuMy+VSjZBlO7GsFBYWqrmQCuYiKsSlpFtxdIElFhtBnnc2mBbhoVu39H6JhYWF6pzJfkQg6e5gPYZLkHgneb3MgbQUEquMno0qYk8vCKvHc8lYW7RoQa9evZg2bZqaO72xs974OjY2FtgbRybuQNlexurz+ZSo0l2qek2rSOJfhNGwYcNIT0/nxx9/VAKupKSEu+++m0AgwMaNG1myZAn169fn/vvv55lnnmHTpk0MGDCA4cOHq/O4evVqevfuzaBBg5T1tWvXrtx8883cf//9fPPNNyxYsIBNmzZFnPPKoPd5rIrkE4OhrmLE0+FLrRFaIibk52CZvWVhlgKTgUCABx98UL1/Tk4OoVCItm3b8tJLL+H1etm8eTPdu3dn3rx5ysLidruVBWX16tUAYY+PHDmSF154gYKCAiWGRDjodbNERAB/s0Do7j4pPSCiTRZ5GYO4s8QiKLWgxFUn+9MtRn6/X8VFibVHLzkglh49AF0sXCJYARUXVplyCBLrJGJKzocILxE5er9FGbvMlV55XkSSuAvvuece/vjjDxISEigsLFQNtMXSJ8cbGxurxKIcp23bqvq8zIHX66VTp04MGTKENWvW8O6776qq+tu3b1fHrH8ZEIvgMcccw3XXXcfkyZPJycnhzDPPZOzYsbhcLu68806GDh3KbbfdxqJFi4iLi2PUqFE89thjXHzxxfznP/8hPT2dp59+mjfeeEMJ6D59+vDjjz/y66+/cu655/Lll19iWRajR48mOTm5SlxIuvvYYDicMOLJUBlqldDSf5dXHR72Vi7fn2/pOmL5EYuRnvUm7rGYmBi++OKLsOyv3r17M2PGDGzbVnFBYn2Rv0OhEH6/nyOPPJJFixaxbt26sOwzr9eranaJ+0nEl4gpvTSCCCQRChL7JAt5aWmpEnHiMtIz8sRqJyJKYpJ065PMrbMhtd7+RwSkuD31jDhAWd6c1dzLOo8iDqWPot5fUVx9UiNKBJcukOXcy/Ug8y7iSjoPyHgLCwvDkhDq16/PUUcdxdatW8nIyKB58+YAxMfHs2bNGpo2bcoLL7zAgw8+yCmnnEJGRgaffPIJ27dvJzY2lmuuuYaFCxfSvn17jj76aN59910VayZjjY6O5qabbuKxxx4jLy8Py7L466+/WLZsGRs3bmTIkCFs3ryZlStXYts29erVo1WrVtx66628+uqrlJSUMHjwYJ544gksy6J///4kJiZy0003KVfwjBkzlDgvLi4mJSVFzY0zeQQqH8ejW+kiZSAaDLUJI54MVU2tEVpvvfUWJ598clhWkx4orVtRYK/F4EDdGRIErcdA6e4Sj8eD3+8nJydHWYBKS0tp1qyZqlPl9Xrx+/1h+5H2Lx6Ph9zcXNLS0pQQEzGkVwgHlAtJzwyUhVpPFJDXyfNigRHrjO760gPQ9f55uqtWsgLLqyQu7jyxIMk5EEucLPZiaRErUEX1nMQaJWPQY6FkPM7jlRIIeqC8HKeI1JiYGG699VbeeecdcnNzVcB7KBRi8ODBLFu2jLy8PE4//XSCwSBLliwhPz+f0tJSnnrqKdavX09aWhpvvPEGn376KVu3biUuLo7o6GgSEhK4+OKLeeSRR2jcuDHDhg3D5XIxd+5cJY71ul0S3F5aWkphYWFYUPynn35K9+7d+eGHHzjvvPOUZXLbtm3ce++9dOzYkV27dhEfH89XX32l5iwQCPDxxx8r8RwIBMKyc2VO9exS53lwxjjqX3acAswIK0NNxQgnw6Gm1ggtgGOOOYZff/0VKPumX9ULgBSQFHeZWGL0Okewu7J5aWkpXbp0YenSpaSnpysLiRSZFHGoZ+UFAgFVX0oEidQ30mOcnFYhvdednoGpL+B6gLNe4V4PXJdYMHGlietPGlPrcVrlWTckk1FckEVFRcTExHDLLbfw4YcfUlBQQEZGhhI/UiW+IvdhVFSUSjoIBALExsYq0Tds2DCmT59O165dWbRokZo/ZxadCAnJ0ouJiaFly5YEg0FWr15Ny5Yt6dixI7/99huXX345KSkpbNy4kccff5x3332XdevWKZHcu3dv/H4/zz//PFFRUZx44ok899xzJCcnk52dzerVq3nxxRf517/+hcfjYcyYMSxcuJBXXnmF008/nQ8//FCVvoC9Tatt26ZBgwbUr1+f0aNHs3r1an788Ueys7P59ttv8Xq93Hvvveo4bNumoKCARYsWqWPWPxvfffddmJtZLKiSUepyuZQrNFLcmH49VQYRZaasg+FgYMSToTZRq4RWKBRS7h49BgjCK1RHElv7G4cirjNZqAoLC5WVRixViYmJ5OTkEB0dzejRo7nvvvv49ddf1SIlMUZRUVGqDIC4piTuS9x0IpL04xMRJnWYdEuTfvy6KNPrUMkiKG5GcYcCSgzqbiOXy0VcXBxHHXUUa9asCROI5Z0bmSspiFlaWsqJJ57I22+/zUknncSwYcOYMmUKs2fPZsSIEfzxxx8sX768wpIHu3btwuPx0KpVK0444QS++OILBg0ahM/n44gjjmDQoEGqh+LRRx9NSUkJmzdvDjt2cUFKxt7w4cN5+eWXefjhh/nzzz/JzMzk+eefZ8eOHSxatIhhw4aRl5fH6tWrlZhOTk7mxhtv5L777lPxXKNGjcLn85GVlaUq5JeUlPDnn3/icrl444032LVrF61bt+aLL74IE8W6wAkGgzz33HOkp6fzzDPPKNetuI5DoRBbtmxRFlQJupfzKfsQa6huqZRkBLlexHUrFtRIIlqvaSZjdKI/J3/r57JRo0bs2rWrzHNrMOgY8WSoq9QqoSU3e5/PpxaMSNs4FwWn62NfRZe4oqKiooiNjVUB2CJ6pP2JNGfOysri8ssvZ8WKFar/nB74rsf/RMq002OqoqKi/haoLtluYgnTM+R0K5juzhOhMXnyZMaOHatcUOLeE/HXtm1bcnJyyMrKYuLEidx4442kp6dXOEd6EDlAQkICZ555Jg0bNuSUU06hqKiIlJQU/vrrLzp37kyHDh1IS0tj+fLlFe77+OOP54orruDbb79l8ODBNGjQgNWrV1NUVMTZZ5/Nzp07lRBLS0sjNzcXCO8Q4HK5lBCUOLKioiLmz59PWloa9evXJzo6mkaNGtG7d2/Wr1/PDz/8oGLmYmJi6N27N5MmTSI3N1edKxGWeuzTCy+8gNvtJi8vjx07dlBaWqoabMt1pJcNkXO+evVq3G43mZmZfyueKnFpegycFE8VcSV1wcRKKHFgYs2Ua0p3p+oFeSMR6bOiX6dOseW0rBoOb4x4MhwodeF81yqh5ayl5fP5KCgoqPZ4Eb10gN/vV4UkAWXVgt3usldeeYUhQ4awaNEiVTdKLxHgLMxZFiKg9JpWskhKg2m9FYwz5km209u6tGrViqZNm6r50RdnOb7zzjuPTz/9FK/XS3p6OgUFBZWqsSSZhKFQiH79+tGuXTtOO+007r77blJSUvj4448ZPnw4Xbp04aSTTmLx4sWsXr064n71qv+2bTNy5Ei2bdvG77//TteuXWnYsCENGjSgsLCQ7t2706pVK/r06cPs2bNVoLnMs+xPhIrH4yE2Npbt27czcOBAZSXs06cPO3fu5Omnn8ayLAoKCpRVUFy8X375pRItcu70voMSnyc9Ki3LIisrS82/iOxI1kE5j1LSQ/6Xa093FcNul7bX6w2zasrx6rF7EDlYHcKtwJXB+YVFx8RoHV5U9fmuC4upofIcbue7VgktvdikoFf7hr1uQmeZAWF/vmXLwq8vehL/UlJSolyDJSUlKrVe72vn3EdlkPcKBAKq56FUQ3e5XDRv3pwdO3Yoa1tsbKyKUZI5kAVb9nf88cfz66+/qrII4uYSd1ogEKBTp058+umnxMTEkJ+fr+a2IverzLnb7SY1NZXNmzfTrl071qxZQ6NGjRg2bBjFxcUcd9xxzJs3j3fffZfLL7+c7du3h1lu5HyKcGnTpg1HH3009957L8nJyWzevJk1a9ZwwgknsGjRIv7880+ysrJISEggOzs7LG4O9l4zIlJhdzzdv//9b4477jgCgQBDhw7lueeeUy5V27ZVgL2eZOD3+5VFU85nfn5+WDydWK30emJyLsUFrF8XuniRMcq51pMhRGSJq1AEvO4WlngsEYP6e1S0MDq31x+v6DPj3Lc+Z4baQ1WKp8NtITWYc14eVk0w71uWValBXH/99axatYrMzEz8fr+qdC5Vz/Vv9Ho2lTy2v8jiJ3FagFoUxV2it0eRrMMtW7ao1zuD051CzIkuGMUSJkHyo0aNIiEhgWeffZbS0tKwBtu6W1JElG3bDBo0iLPPPpsPPviAxYsXc+6559KvXz8efvhhcnNzVS/Cbt26kZ+fT/v27Rk6dCj/+Mc/KC4uVi4rJ7rrUxdL1157LVOnTlVuPNmmc+fOxMbGUr9+fQYOHMjvv//OggUL+OuvvygqKlLHKnM0depUXn75ZX777TdOPvlkFi5cyIABA/j666/VeRUBoycBON2G8luC/EWEN2rUiLy8POXKEzehPC+WMD0GSc637oqzLEu56vTm43phV2cRVUHvnSjiTM9ulePTK97rSRHO+S/vehLKswI7hVakx2R/euyfvr24NzMyMiKOZw+Lbds+sbwNaguVvYfVdsxienhhznf52LZdqW8ntVpo2fbugpElJSXq273eAqWqhBZEtmrJgi0ZabLA2rbNxIkT+e9//8uKFSvCmguHQiEuuOACvvzyywqz+KRau7y/1KR69dVXGTVqVJh7SLIJ9b53xcXFxMXF8Y9//IP4+Hiuu+46+vbty3XXXcdHH31EUlISxxxzDAMGDGD8+PFkZWWxceNGzjzzTJYsWcITTzxBdnY2jz32mBIRzmrrItBkXuSYGjRoQGZmZpjLUyxLUVFRyurn9XrxeDzs2rVLiTS9dtmxxx7L2rVr/xY4rgsD3WIlblB9PgQRomIN0oPH5TEZlwgIPeZIrHuSAaoXkZVzoNc+E/Gml2vQq+DrrnDd5VtcXIzP5wuzsDlLc+g9F6VmWUXuaJ2Kgtudj8nj+v/yt1yjulCUY8nMzCxvGEZo1QDMYnp4Yc531VFZoVWrXIcQHuCsu06Esr7V728gPBDWQkX+F9eO7jaS4GbLsnjooYfUc2J1k0X/mmuuYfbs2arIZlnv6fP5aN68OaeffjpLly5lyZIltGrVilWrVinhposXvYWOWG7cbjdNmjThxRdfpGvXrgwbNoyZM2fSokULMjIyOPHEE3n00Uf5v//7PyZNmsQXX3zBsmXLCIVCjB07lnfeeSes7Y8uCHr27Mlvv/0Wdh7Edbdz504lYkQUiPVPrD+6pUwvMCvHUlxcrLISdTewM5NSyiU4K9qLRUrElV5KQcYlYlZ6LUoMngg6ETJ6dXnYax0TAeXz+dQ16XwfGafTsqWfaxFgMk96UVb9PMtYdAueM9u2Mq5CHfnMlBX47rRWOZ/Ty47o+zRxWzUbs+DWHcy5rNlUKLQsy3oTOA9Is227857HxgMjAcndvs+27a/2PHcvcB1QCtxq2/bMqhqsM/YjUjCvPO+0aGnHs89iS8SSLMwSFyU9C4uLi/nll19U0VJJr5faWVK5PBAIkJCQQHFxccSxObn99ts577zzePrpp2ndujV//vknGzdupKSkhIEDB7J8+XKV1SbHrGPbNqeccgo//vgj6enp/PbbbzRp0oRzzz2X5557juLiYho1asS1117LzJkzSUhIYNGiRWGWmNGjR1NUVKT2LdaiU089laSkJGVl8Xg8YXMv24nYEeujWHxkPqXsgIgrQFkJdfeYWHj0MUgslcvlUkHmUs9L9icCWS+PoZdhkP3Lb726PZRdR0pEo5TkkGw/3eIn57+kpESNV0SgWL2c7kK53kTkiUiVY9eveT1hQLdmVUbg7IsIcgq3SFm84uZ2blMTqEn3MIOhshjxVHeojEXrbeBF4F3H48/atv20/oBlWZ2Ay4FjgWRglmVZx9i2XbGq2E8qytxzZontLyK2xF3YunVrzj//fJYuXcqWLVsYPnw4Rx55JImJiTz00EP4fD62bdvG5ZdfTlJSEsnJyUyYMIFGjRqxbdu2v5UFcJKQkEDfvn254IIL8Pv9dOzYkaZNm3LppZdyxhlnMGjQIAoKCtTYRFjK4i0L9KpVq7j++us56qijGDx4MNdeey2XXXYZgwYNIjU1lWeeeYazzz6bRYsWUVhYyBtvvKHGICKqa9eurFixQlku3G43Xbt25bnnngNQRU/FtSnFXfXgbD1bzufzqfICIp71chdyXnURIpXNJVheFnkRM7pYEsuhLsL1Xot6vJxesV4sWjJmsUA5617J32Kd0gPf9bpUUu9N37ezCrse3yTXgx53JRatmJgYZbnTWy/JMUWK99sXK25F8V2yH93lKa9xlifR56OG8DY1+B5mOHww4unwpEKhZdv2T5ZlHVXJ/Q0Gptq2XQxstCzrT6AnsGD/hxiOvngerG/NYsWS9ywtLeWSSy5hw4YNnHLKKUyePJk33niDt956i48//pjOnTtzxRVXcPvtt3PzzTczadIkTj31VNxuNx06dGDLli3Uq1cPv9+vxJITj8fDhg0byM/PVwVId+7cyc8//6wsNLr7SZ8XPUh7x44dPPHEEyQnJ9OkSRO2bt3KU089pQSJuKQKCgrUwi0WKNhdsmLNmjVqkS0uLubUU09l6tSpanGXrEfpSRgKhVRQuYxTd2XqVepFAOluPNhbzV0vheGsO+Y8biDsucoQDAaJi4tTlf0jZQTq/zstO7KNxKnp1fSl6rr0kZRCrrpFSoQThMea2bZNr169WLx4sSqUK3Mk760L37IsuJVFP9ZIYgr2NnZ3iihnQoSzDMuhpqbdwwx1CyOeyqey63RNumdUNQcSo3WzZVlXAouAMbZtZwHNgV+0bbbueaxKeP3117nhhhv48ccfgcjFSZ0Lb1VYs8T9pJdbeO211zj11FM5+uij6dOnD16vl/bt25Oens6vv/5KaWkpjRs3ZunSpfzyyy+qT+M555xDamoq3bp1Iz09nT/++CPie0rgdd++fUlPT6dRo0asWbOGBQsWqKrz0vdQL3wJu0VKXFycss5YlsXmzZuZNGmSKp0gxxIMBvnjjz9UTJG40/R6XeKCE37//Xfl/pP5FZEkLlM5BhEuMj4Zr4xZz+BzVrqX11WnoHa5XKp/ogTTS7kLwSlCBF1w6JX4RQBJw3E9MF5+QqEQd911FxMnTgwTWLK/5s2bk5ubSygUokWLFtx444289957rF69Oixmq169ejz99NOMHTuWnJycsFg252/nZyFSYDuEz7nzd1lz6LxJ6lbGGsxBv4cZaj5GOFVMTQoNqA3sr9B6BZgA2Ht+Twau3ZcdWJY1Chi1r29sWRYNGjRg27Zt6rFIlgfZ1sn+XCD6azweDw0aNOCOO+4gJiaG9evXk5KSQr9+/fD7/SxbtoxGjRpx7rnn8uKLL3L33XfTpUsXtm3bRqtWrejRowcDBw4kLy+v3FpDRUVFTJw4kdNOO43ExES+++479ZyeAajH5shiLUU0RYjqLjwgLGhft6ZIGQE9807imiQGSeKi9AQBEUoSpyP71BdscavJ/vTaVBIsfijQ2wXpFjXdjVlWEDjwt0SEYDBImzZtaNu2LXPnzlVFayWuTwQZwLvvvhsxY9OyLF544QVmzpxJz5498Xq9/Pbbb7z55pvMnDmTCRMmUFxczD//+U9CoZAqjVEWZbkQy8su1H+X902zovNWg9vwHLJ7mOHgY8RTxRjxVH3sl9CybTtV/rYs69/A//b8uw1ooW165J7HIu3jdeD1Pfuo9BmWiyE2NjbsG3xFF4kuKvYHcQFFRUUpC1aPHj3473//yxVXXMH8+fP5+OOPueeee3j44YeZN28e2dnZlJSU0KtXL6ZPn85RRx3F/PnzVSHK8r7xW5ZFTk4O06dPD8tkk+BrPWBd5kAfox6ULe+jB1/Lgq9Xqpeq5HoNKJlzfX9OQSWZhPr5cSL7kHpk8lssZYfqQy4xVGJB9Hq95OfnExcXV+b14hQletagCJ+GDRuq86y7ct1uNz6fj7i4OFJTU8OC7+Xnt99+47bbbuPWW29lzpw5ZGVlcckll3DzzTczYMAAEhMTueCCC4iKimLlypUsX75cuSbLO86K5iHS8ZX3mCDn32kxq8mFSw/lPcxQNRjxVDFGPNUM9ktoWZbVzLbtHXv+HQKs2PP3F8AHlmU9w+5A0nbAbwc8Sg0RKCI6xPWjp91HysLTrRD7c/HJQuJ2u5kzZw6tWrUiMzOTGTNmkJaWBsDKlStVwPKMGTNUi5RXX32V0aNHs2zZMj7//HOV+aa38nEiMTi6y0maAEfKvhRhpNeI0q0kYqUSS5Y8p1e516uLA2FxN/I+lZmn8oKqReRJvJGzofXBJioqisLCQnr27KlEjrg+hUhCUuZM3Ix62Yu4uDhuueUWRowYAexNpHC73XTv3p277rqLoqIiRo0aRX5+Pl6vV1233bt357LLLuOII46gS5cu/PTTT+Tk5PDnn3/St29ffv75Z3r37k3z5s15+eWX6dixIxCebRtp/iua432Nj5DPUyRxdyjPZ2U5lPcwQ9kY8VQxRjzVPipT3uFDoD/Q0LKsrcBDQH/Lsrqx2+y+CbgBwLbtlZZlfQSsAoLATdWRraMv/BITpJcgqCguyxngu2fs5b6niALLssjMzCQpKYnXXnuN3NzcsKr04lKLi4vDsnY3nI6JieG9994jJycH2C16xJVWnutFF0CSeSfHHWnxdwZTy3POTDb9uCNRXhxPeRar8o5D5kZvCwSEBXgfCkT83XXXXYwZM4YGDRqQn5+vLHAidnXRqotfCezXxe/999/Pjz/+yJgxY3jttdeUxbBr165cdtllPPDAAzz66KPK4iXi3Ov1cs455/Dnn38SHx/Pm2++qZIFjjzySP7880+2bNnCc889x8iRI+nYsSMpKSnk5uaGCZv9jUusjFU40vZ65qTOgViQq5KaeA87nDDiqWKMeNr3+n+1icpkHQ6L8PB/ytl+IjDxQAZVHrLoOUWDXilbFyK6i6si90h5iItJsr+efPJJ5RJyutKk/IAs1oFAgPT0dCUynHWQyntPcRUKztphuiVKYoWcompfKWtunPO3rzeHqKgoxo4dy+OPPw6gei6W14qoKnFmx8n10rFjR4LBIOnp6Vx33XX897//JS8vT405OTmZevXqsXbt2rCyHJJlKC7XUCjEeeedR/v27Zk/fz5du3blmGOO4Y477uC+++7jtttu4+6776Zr167MmTNHlcKQshhut5vvv/+ehIQEvvrqK2Dv+U1LS+Pss8+mU6dOvPLKKxQXF7N06VLVNNz5JcPp3qzIwlTRudRLSuixa/J/pHIONcWqVdPuYTWF8ePH77cIMuKpfIxwMujUusrwgHJ9ictMtzbI4inb7UtsSnn4fD6VnSbWqDZt2rBlyxaV/eesVC+B4rLQSS0oGa/E1UgRS30Rd1YPdx6Pnt0nbispQxFJwEUKdi7reaeYc7qjZNtI8xvpMfn/mGOOCTtGKdoZqfBsZdDnSI9F02OuJHvy1ltvpV69ekybNo21a9fSr18/Zs+ejdfr5ZZbbuHVV1+lffv2ZGZmqpIaEmDepk0bzjzzTCZOnKjct/Le0i4HoFWrVtxzzz2MGzeO7du306dPH2666SZ69epF7969sW2bgQMHMnv2bNauXauyQmFvkdbff/89rLipzMvatWv566+/VJFX6Xsp8yDXn37N7OvNvqLPix6LVt4XFT1eraZYtQwVY8RT+RjxZNhfap3QkoU5Umq6Lggixao4XW378sGRuCJp1uxyudi0aZMqcyCxOrLI6BlsMm7J3BNrit6aRnoGAir+zJn1po9XLCgS0C7jk1YyTsozy0ZKzS9v3ioi0vaWZTF69GieffbZsCB+XUzo24polAxFcYnqjZYty6JRo0ZceOGFvP7668Duchh+v58lS5YQFRVFixYtKCoq4s033yQ+Pp577rmHxYsX06NHDwoKCti+fTutWrWiXr16PP7447zzzjs8/vjjjBs3Trk1GzZsSE5ODi+88AIPP/wwqampSpTodbFcLhfXXHMNGRkZDB8+nDfeeINgMMiyZcv44Ycf+Pnnn7Esi4yMDFUZ3ymYReTp14Y02i4qKqKoqEhdH5KxKdsdaCmM8gS40zXpRG/D46zpZqi5HO7iyognw8GgZtj29wFxUTgtNJGsLhWVd9D3VRlXoh4TJuUAxO0jgeayIEmgvlgadCElIksec7o7neOMhOzDtu2wWC+v11upY9GPW58/PYvTOa+V2W+k14RCIY4++miKiopIT08Pc+vq1iwRNnpzZxFbHo+HRo0aqRY+paWltG3bluOOO46lS5fSqVMnoqOjmTRpEoMHD+aYY46htLSUk08+mby8PEpKSsjPzyc2Npa+ffsyadIk1q1bx3HHHUdiYiIbN25k+fLl/PHHHyQnJ6vYKYBmzZpx6qmn8sUXX7Bjx46weLzS0lLVLmjLli1s3ryZHj168Pvvv7Nz5062bdvGlClTyMnJITc3l5ycnL+5hKVeGRCWpRgIBFQpDxFYMld6DTN93veHsq7/yriQnV9uytvWYDgYRLp/lfVjMBwMaqXQkg9JJOtWpO2d/5cl0srbjx7ELdmHgUBA1UaSwGnY2zvP1rL6JFYL9go2t9sdVhNLXisWKn2szpuCtI6RcgG2bSsXZlkVwsu7uejCKJKF0MmAAQOwbZuhQ4dy//3306ZNmzDhpAs5n8/H9ddfz7x580hISFCWQTl3LpeLwYMHc+qpp3LaaacxePBgmjVrxocffghA/fr1eeSRR7jvvvs4++yzqVevHgAnnngiixYtomXLlmzdupWhQ4cya9YsXn75ZY466igSEhI47rjjaN68OfHx8fTp04etW7eSnJzMO++8Q6NGjRg3bhxTp07F4/EwefJkunTpwsSJE5Xb0OVyUb9+fX777Td++uknvF4vQJiLV0pjyDn9448/WLJkicqGlbpjIpSciQ0Sy6fPt97aRy+jof+U5x6uLPuSFBHpS0mkx2VsxnVoqCqMeDLUZmqd0HIGhut/l5X9pGeElfehLMt1Iq49+V9cNiISJEZH9qFn2Yk7RV+E9FYsukDT26uIxaOim4fL5eKYY47B7XYTHx9fqUD4SPuUBVGvlSXj1ufV5XLRqFEjduzYodru7Nq1i507d6pSDT6f72/lI9577z2CwSB33303Pp+PU089lYceeogzzjgDt9vNPffcQ/v27UlISOCmm27i4osv5rHHHuPpp5/m2WefZcWKFdx9992sX7+eoqIiOnfuTMuWLRk6dCgLFiygsLCQo446ip9++om8vDxyc3N59tln6dChA927d2fw4MFs376d119/nQcffJA///yT+vXrU1RUxPvvv092djYAa9as4c8//1Tn6aKLLsLn8/HMM8+Ql5eH3+9XYlbOv2VZqgdmYWEh6enpKv5KLHTyt/xfUTxUJKtRpGt3X6yNFVGWBbiiz4xzrAZDZTDiyXC4UOuE1osvvkjXrl3DKnfr7rmyPpROwRDJ0hXpNUJMTIwKNBcRIUHsxcXFSmA5XWbiQgwEAgwaNEi9Xgp22raNz+ejpKREWUv0QOfyEKvawIEDKS4uVtlvYtHSBZ/EQ+niQPYRFRXFKaecAqAKmEptJwn4drvdxMTE8Mgjj/Dwww+zceNGbNtm0aJF9O3bV/XzEyudHLtY8iZMmEBGRgbZ2dncfvvtXHjhhXzyyScMGDCAe++9l7lz5/Lhhx+yatUqgsEgH3zwAR07duTZZ59l27ZtfP7553Tt2pXNmzdzwgkncMkll3D66afz3XffkZ6eTlxcHK+++ipdunRh1KhRrFy5kltvvZVZs2axcOFCZs6cyfr168nKyiI9PZ0pU6ZQXFzM4MGDCYVCpKWlsXPnTpYsWaKC0Xv16kWPHj148skn1WOAihHTxY5u7ZSkCN2q47REVWbxqGjhqYoFaH+sYpURXHU1TdtQNvsinIx4MhxO1LpgeNjtXouPj6ewsFA95nT/6S6sylT4joQumkpKSpSAkXIKInQkcF0XRyLE9Bilzp078+OPP3LyySfz008/qX1KL8GoqCg6d+5MSkqKsqA5cZau8Hq9tGvXjpiYGCVwYK81TX7EitaoUSO2bNmixp6QkIBlWQwYMIBNmzaxa9cu1UdRrHYST2ZZFpMmTaJJkyZ88803fP3110yZMoVFixbRrVs3li1bpoSn3iTa5XLx/PPPk5KSwjnnnINt28yYMYNNmzbxwgsv8NZbb3HRRRdRUFBAx44dGTduHNHR0cybN4/8/Hxl6UpJSSEQCOD3+5k8eTJt2rThtttuY9GiRWrb//znP6qExoknnkjz5s3ZsWOHSkTw+Xykp6eTnZ0dJpBgb39JQWpelZSUqEKxIp7kXJR1zTj/rmqcwv5A3qu81zrd7GV9IRGrsdPibNs2SUlJZGZm7vf4DIcWI4oMhgOj1lm0dHw+399q+jgRC4Jukahs9p1zn1L5W1xzkm14/vnn/y3DMBgMEhsbS8OGDfH5fKpW0/Dhw0lMTMS2beV2DIVCKrh5xIgRf8vaEguUc9ELhUKceeaZzJ8/Xwm+0tJSfD4f8fHxHHfccXz77bd8++23NGrUiCZNmvDoo4+qmKImTZqQm5tLQUEBWVlZKiZKhJ9el0zvc5iZmclDDz3E888/z3nnnUe7du3YsmULwWCQwsJCEhIS/paFNnfuXLp27cr8+fOZNGkS8+fPJzMzk/r16zN+/HiysrIIhUIsWbKElJQUMjIyyMrKwrZt3nnnHfLy8tQ5XLt2LUVFRaSkpDBu3DimT59OWloaRUVFFBcXK1F5xRVX8K9//Sssdq6goEDNtxQKlf8BddyJiYn4/f4wkVXR9RLp+eqy7Bwsi5FugSjr8yHXolmQayfG8mSoCdRlK3ittGiJcNKz95zoN37dxSg4RUukxyPtU1xD4j4KBoM0aNAgLNZKhNbo0aNJTk7mtddeY/bs2XTt2pWGDRsya9YsZQXo0qULS5YsITY2lvj4eDZv3qyC7XVXqJQ10AVMmzZtuPrqq5k6dSrJycns2rWL0047jeLiYvx+P2+99RaTJk2iS5cunH766fj9flatWqXiif7v//6PF154gbi4OIYOHcott9yirHNSUkCsUqFQiNjYWAoLC8nNzeXnn38mLi6Ot99+m5iYGPLy8tSiK6UmdGtRVFQUTZs2ZcaMGRQUFKj9Llq0CNjrBpXjk3MbCASYNWuWOjeWZan4KGf7It3CM3jwYP73v/+Rnp6u5lovXKsnDIirVIRibGwsV199NU8//bSq9eW8Nirj2q1ui5aTiuK+quM9K/MaExBvMBye1GXxtC/USouWtLzRLVRSJkFHD1iP1ODWGSTvJFLAuLjCJO6pYcOGXHLJJdx7773ceeedREdH4/F4GDRoEN9//z1TpkzB7/fTsmVLBg0axNdff82uXbsIhUIkJSXRvXt36tevz7XXXkuTJk2Ij48H9sZp6XFeIu58Ph8vvvgiY8aMYcWKFSxcuJDc3FySkpK48847adq0Kf/4xz+YMWMG3333HWlpaWzZsoULL7yQefPm0a9fP9q0aaPmp6ioiKuuugqAkSNHhhXAFCuZx+MhMzNTxSZFRUWRn59PMBhUGXqAEoF+vz+sgr9t20yfPl2JMD1eyel2dZZP0OOdZGz64+KmlTE3a9aMY445hp9++knNpY5znyLsRECfdNJJfPrpp6oUhX49iIXvUFpwyhIuB3s85cVDGgyGuosz27isH8NuaqXQ0hdKHWczYCFSOQfgby10ygo4lh+fz6esLhIsfvXVV5OVlcWUKVNo2bIlLVq04H//+x+xsbFs3bqVdu3akZOTw7333svChQs55ZRTePTRRzniiCP4/PPPWbVqFaNHjyY1NZWOHTuSlpamsthE1EmZAOkVKK69zp07s3jxYk4++WT69u3L8ccfz2uvvUa7du147733mDNnDk888QQlJSWUlJTQpUsXrr32WrZu3Upqairvvvuucpvt2LGD5ORkPv74YwDVEFssTFJAVFxsuhiSx/T4MHmtuOckWF6sSSLIJG7K2Qhcd0fpgeQ6+rZ+vx/btomNjWXEiBG8+OKLlJSUhDWudp5/+S1ZgJZl0aBBA9atW8eGDRvC6qLpxweHtr3MoXrvshJI9AQLfZuyylAYDIaaRWWFkxFQ+0etdB3Kwi2Lt57lJVYJ3eogi3h51iu9WGhZSJVycVu53W5eeeUVTjjhBAC6detGVlYW7733Hj6fj6uvvppp06YRFxfHxo0bmTVrFhMmTOCdd97hiSeeYODAgTRv3pyGDRsyf/58Ro4cyaxZs9QCJccixyGV0W3b5r///S/dunVj+/bt7Ny5k6KiIixrd82qNm3akJKSgsvlYsKECQSDQdq0acPSpUt55ZVXWLduHcFgkNzcXBV7FQwG+eGHH9R7iuUICHOzOWN29BgdfR7LshCKNVDKSOj71tsTRTpPZZUfEIsb7K7v9d1335Gfn68C+COVUyjLWllYWEhqampYH0LZtioaN9dGnHWzKtrGGc9lbsw1m8PpWj6cMJ+7mkOtFFpiTZI4Jr3wZ6Rv3bJYRlLkZd1gIgXOOwWbZOsNHjyY2267jTFjxhAMBlm7di1vv/027733Hk2aNGHNmjXExcWxc+dOvv32W2bNmkVqairnnnsuH3/8MS+88AJ33XUXMTEx/Pnnn+o9pNaW3AhFUOTn59OiRQveffdd/H6/asws4uzzzz+nqKhIlZEoLS1lyZIlrFy5ksLCwjArnh5XJnMYqeips3K9zJFTaOnz7syMk9eItUv6BurHJmI20rlwxtLpYwwEAqpMxuLFi8PEaUVWFbHY6e5SPUZMt9g4LW41pXHywSDSZ0IvIeLss6i77Q0Gw4FjxFPtxKoJ32Qsy9qnQVx//fWq8rbf7ycYDKpGv5LaLzhdjE4XVSXG9rfXy8IRHR3N22+/zXPPPcfq1atVyxhpPO31esnMzMTtdtO2bVvWr1+vPigijiS+KTY2Vo1d6lZFRUXh9/uVIBHXpQSz670X9UXQKQrkcSk1obvx9NfJ2CIJJOdzQqQG1DrO7XUhIzFcct4iNcOu6NzoyHz6fD41h/KeFRVxjY6OVuekJnwmDjb6+a3ouUjZuPq2IuLl/+jo6LLKOyy2bfvEKjqEQ8q+3sNqGofjNV9TMOKp9mLbdqVOXq20aEHZVg74++JfVoaajjPAOdLCoy/Y4qbbsGEDK1euDGt+XFhYiMfjIScnR1nbxJUn8UTSZgd2i7eioiL1Xj6fT1UWF9ehCBJxaYk1Sk8KkPHub0aac04rkyAQqd1PJLEVaRxSpNW2bWU9qkgQlfc+fr+fmJgYgsGgmsOoqKhKiSdpo2QWnLKRc+d0HctnLVJnBmPNMhyOGPFk0Km1Qgv+nn2lW090V5eeKaY/59xXeYJFSi7oQqGwsJCJEyeq10vZAdjbq04PGtfHLMUx9YBsaaQMuy0sUvhTmkZLMVC9fY8e5K2PXcYs6C5C/Zicr3XuI9L/TitVpPctS7DoYiYuLk4Jyop6Vpa1X/0Y9H6Sumgz4qliIl0z8nhZliz9sybbOp83wbOGukB1XMPjx48v939D3aFWCq033niD7t27hzXpjSSe9MdkGx2nMChLQMg24t6SeJRQKERBQYHKDpR9OiuHSyxPWVlzIjKksrvES4nrS7IpRaTIcevCriz0gPOyrF36WMrDGaNUFuW5nwAlElu0aMGGDRuA3UIwJiZGCVC3260EJuwVrpHcVOVVajfsGxW5DiPF6Dlj1ZzbmPNiqIkcDPFkMEAtFVoAPXv2ZOHChX+rdaS7MnRkQS7LPeQM3pZtdJEkrj/dRSL7E2FUlgCJ5GITpJK5HigufxcXF6vmzVLeQY8Tq0jwlCWM9icWan8sQ1LKwbIsiouLiYmJAXbP24033sgjjzxCXl4erVq14phjjuG7775Txy3WEKl2r1u/RGhKfbH9HZ+hbCIllpQltsqjvGvfYKhKjHgy1ERqrdASsSOuNWez3kh1k+DvmYPO1zmtXM5v45ItJ8HkYnVyWnucgq8iEeD3+1XWnC7Y9NglKYsg496XtOx9vQHpVoqy3kNEkAgdZwwboCyAsLsxt9/vV1a2du3akZeXB8DmzZvZsmWLek56NEqCgJ79J1Xl9UzLSBbLw5WKznVlrZdV8V5C06ZN2blzZ6W2NRh0jHgy1HZqrdASJDVfxInuYnJaunQ3lC4kynMXOhclCUaX/enix5neHunvSEipiqKiImXZkuw82NtTUdxpekB8RWKrrMxBp7vtiCOOoF27dixcuFBtIxY8/b2kcKmeNShj9Hg8at9XXnklH3zwQVhsmGQCSoLA//73Py6//HKmTp0aFrwOhNVHi4mJ4dJLLyUjI4OvvvoqLJtQ78N4OBEplirS35G23dd9l4fzS0VZMVmH2/kxlI8RT4bDiVortKS0gVi2ZPGVYGghkttLt3zI33rT6UivF0R46IVEpVZQJPecs2xCWYRCIWJiYlTrHRFc4u6U0hGR0uf199PnR+KdYK8FUMSL9IiU7MXevXvTuHFjFi5cqMSLVHbXW+bopROknY4+/6FQiDZt2jBr1ixatWrFunXriI2NZcCAAaxevZp169ZRXFxMfHw8559/PrNnz+bee+/lvffeY+vWrViWRbt27fD5fKxevRq3202fPn1IT09n69atYbF0lRGahn0XObo7sKJEibLm3xmTZ6j7VLV4MsLJUFeotUJLFnfJxpOYJj1zr7zXRvrWr8doCU6xJBXExeqkW3oilSYoK5tLx+Vy0bBhQ0444QRmzpwJoOKZSktLSUhIoG3btixatEjFa4n4kfGJEJOA/Xbt2rF69Wr1vFj9ZH5s21bbR0dHc/rpp/Pee+8pQSXi0ev1quNOSEggNzdXWa5EvOmWRK/Xy9ixY1myZAmDBw/msssu44UXXmDz5s3ExsayZcsWPB4Po0aN4o477mD79u1YlsVXX33FBRdcwP33388333zDtm3blNg7/fTTOf7445k2bRrp6elkZWWpmlcSzyXzcbhQ3eKyPHdxWduLK1k+E2W1LzLUHox4MhgOnFortPSMPYnrcd7c9TgseU0kQRUpa60sV4z+erHiiHurPIEXaeHSA+2bN29Oq1atlPARK5bL5eKEE04gPT0dr9er3Isi8kpKSoiNjVVB4bZtM2XKFP7xj3+EFSWV1+ivl2zJqKgo2rdvz8qVKwFISkqiuLiYgoKCsPmRnotiGfP5fBQVFSmrlpRXkOOZOXMml112Gd9//z3Tpk3juOOOw+v1cvPNNzN48GBefPFF3G43F110Ec899xyBQID8/Hx++uknJfjcbrdqWdSzZ0+uuOIKALZt28bvv//Ohg0bTPmAg0ik4He5JsrKMCwv29VQMziQz5ART1XD+PHjzVzWUWqt0ILy41REwDjjtJzbOutQleXqk7/FZSaFMMVS1KxZM9q2bcvs2bPVfsTF6Ha78fv9SpxJcLdUg7dtmzZt2rBp0yZVGV4C7gH69+/PpEmTlEtRt6RJSQSJgWrdujXr168nOzsbQLn65H2kQKhYizweD927d2fp0qUqq3HChAmMHTsWt9vNueeey+zZswkEApSUlKiAfcmOlAVW5qV9+/b07NmTESNGcMYZZ9CyZUuef/55QqGQam69bds2+vXrRzAYpGnTpmRnZzNz5kxKS0tJSUlh4sSJfPnll3g8Hr7//nv++usvXC4Xc+fOZd68eWHnpbi4mMaNG3Psscfy008/HcDVZDhQ9M+OSU6o/ZhF32CoGmqt0BI3ndMKVVYBT2c2oeBsbFxW8Lj8rwd0S/FQgBNOOIHCwkKVZadn4xUWFpKYmEh0dDQFBQWEQiHi4uIoLCzkhhtuYOrUqfTo0YNPP/1UxWaVlpZSUlJCTEwMXbt25YQTTmDjxo3s2LEjLMtPjlmsYGeddRbz5s3D6/UyYMAAbr31Vt555x0+/PBDZeEqLS1VLkGXy8WwYcOYMWMG99xzD+eddx4vvPCC6pEYDAa58MILmTp1qhJXUmJC9iP1v3w+H8cccwxPPPEEGRkZLF++nF9++YXRo0eTkpJCeno6JSUlvPfee0qcZWRkMHv2bDW2Tz/9lHnz5hEfH09qaqoaryQwyGKuB9fv2rWL2bNnq9ZEhkODHr8YqXCpoeZiRJXBUH3U2q+c+jdmZ1VxcWXJNuXd+PXFO9KC4HR5+Hw+FSQupQVKSkro3r0769ev56abbuLII4+kb9++nHrqqUyZMoXLLrsMy7IYN24cJSUlWJZFQUEBTZo0YefOnfTu3Zv777+fYcOG8fTTT3PJJZdQWlpKTEwMEyZMYMGCBaxevZrt27erMUl8kvQ8jImJ4fzzz2f48OHUr1+fG264gX/+859MmjSJG2+8UR1XIBAIC/z3eDx07tyZtm3bsnz5clatWsVnn31Gy5YtadeuHTt27KBp06aqPyGgGkGL2BH3bTAY5JtvvuGTTz4hMzOTBQsWAPDyyy8ze/ZslixZooShxLgFAgE1lyKotm/fztq1a8nMzAyraybnW7aX8xUdHV2h69ZQecr6LMhzlUG3JhvXocFgOJyptRYtHd2qJe48J3qWoJOyFoFIWYTStFgqmcv7t27dmh49erBt2zZ69+5NYWEhXbp0Ye3atSQkJHDkkUeSlJSE1+vFsizOPvtsOnToQCgUIi0tjZYtW9KvXz9OO+00Jk+ezNKlS9m2bRtDhgyhT58+5Ofn4/F4KCoqUgHgcrxyfH6/n4KCApYsWUJ+fj7HH388ubm5TJs2TbkMZbwiai655BKys7P5/PPPueOOO3jggQcoLS3ltttu46effqJHjx4888wzyk0oViwRXWX1JhQLVEXzKefKGUcnxyYCTK/PpQf3y+ulpppZ0KsfZ6yj4LQAy+fN9JA0GAyHM7XWovX000+rv8WFJgHZetmHSIG7TiJZscpaGKQsQmlpKYFAgGAwyFVXXUVmZiZr1qwhOTmZWbNmccMNN/D555+TkZHBli1blMWrS5cujBkzBr/fz/Lly1m8eDFnnXUWPXr04PXXXycQCPDPf/6TQCBAvXr1mDFjBkVFRYRCIYqKigBU1mN0dLSy7mRnZzN79mxmzZrFli1bSE9PZ/z48dSvX59p06bh9/uVVUiO1+Vy8dZbb7Fu3ToSExOZPHkyaWlpANx9990sWLCABx54gJycnDBhJVa5SOhFW8V6pVs3nNYSZ5ajcx96iyU519LrUWLeJONwXxpSG8qnrM+Afm4qQs5zWV9wDAaD4XCgVlu0evbsyZw5c4Dwm7q+ODvbfzgzDiP1ICwPPYPP5XJx0kkncf755zNjxgwCgQDvvPMOffr0oaCggNTUVNq3b8/cuXNp164dZ5xxBps2bSI1NZWNGzeyc+dOYmJiiI+P5/vvv1di5rjjjuP3338nOjqa119/XQXIi6AQ65IEpQNK+L311lsEg0GCwSA7d+4kNTU1LJbLKWZ8Ph8PPfQQsDcLUoLkMzMzlVVJAullPvU2QJHmSA+KjmTJciLbyRicFfzlGOS99bmIjo7G5XLh9/uVhe9wpzK128qivNc4E0oilUlxiul9/YwZDAZDXaJWr0q2bRMbG0soFCIrK0sF45ZVSkEXWc6sw31BhI7P52P06NGMGzeOv/76S1mcevTowb///W8CgQCvvvoqt99+O6+++irTpk2jqKiI+Ph4srOziYqKorCwkIKCAvx+P0VFRViWxW+//YZlWRQVFbFx40bVkkYfq7OMhWT1SZmLSMcXqaWO7noTi6CILakCL22BpFaXXgW+vHNTmcciHYsglknnMehB15I9qRdMNeylqgu6VrQvmX+9/6QI6MTERHJzc6tsLAaDwVAbqNVCS3C5XMrCUZZLS8RIJAESyR1S0QIlMU5jx44lNTVVCRSAl156STVA3rJlC2PGjFEZfJZlkZeXFxbMXVJSonr5Rcqa1B+PhG6p0i1Bss/yjkMPMJfYKz3YXoqjyrZ6rFZ56fv6mMpDr+6uv0YElQS4O2ui6W5CYzE5dERyzesdCQwGQ2RMpufhQ60WWpJRKEj5AcEZG6JbspwLN0ReNMqyjkmsklQ211+bn5//t3GKpU1qaEmx0ZiYmLDG1vr7VTa2RY9PcvZb1Bs9R0Lmy+fzqQzA+Ph4ioqKsG2buLg4CgoKsG1b9VjcVyIVhI30eCRhZmox7R9VHRMVKcEkEhWVcjCxWoa6ihFOhrKo1UJLr7EkiAspUqq/HrciFhOnpcu5/0g4F3/dPaK/j6BXaJfYsVAoRGxsLC1btmTt2rUqS89paavMwlReVldFDZf1AqpSALWwsFAtmIWFhaoVj2T6iauuPCtSWe7AsrYxHHwqK54qS1W7KQ0HD1OVPDJmTgxVQa0WWnqdLEGy10RIiRiD8MKjIhIO1OUk4kneQxc9kb7Z602a4+Pj6devHzNnzvxb3SHneCsbG+O01FUkZoqLi1X/RLHS6XXHJBZKAs0lXd+46moeVS2cYN9aszjLPTgTTwyGmoART4aDTa0WWrC31Y3UVNItQxJTVNbrYG98jzNIviKcYipSnJFzX/I+kinXpk0bPvnkExWzpb9mXxYn3R0aSViVt9hJcLuz0r6+T1ML6dBRHeIJKieg9qfQaGUyTA2GqsaIJ0NNplYLLWmFoxezFGuMxCdJSxzdsiWUVWagrOfKwim29B6A4oLTXYcAI0eOxO12s2jRIrWYlhWMX5mxRIo5K+84K/OcYd+oDldcVcc7VdZCZa4LQ1VjxJDhcKVWCy09LkqQeCtnzJOIMF1slSVmKrvIVLZGlJOoqCjeeOMNrrrqKmVxM5aAmkl1iKfKUFlr0r669sx1ZahqjIAyGMrHqgk3Xsuy9nsQp512Gjk5Ofj9fgoLC5XI8vv9SmjpwerO7D49EN5pUXI+5hhz2PP7YglzWrlkHCY4vPqpCXFMB3t/NZjFtm2feKgHURUcyD2spqALJiOeDIaKsW27UjfrWi+07r77bmbNmkVxcbEqQxAMBlXjYxFe+m9Bt4gdLPeaEVRVT20QT5XdZ034PB5EjNAyGAy1lsoKrVrtOoTdC5NUnC4oKAD+HugO/E1QVdSrr7ooK1j9YLx3beJQiqd9cbFVFEe1P/s0GAwGQ92h1gstva9avXr1yMnJieiak20liw5qTruWw2UBrk3iqar3aTAYDIbDkwp9WJZltbAs63vLslZZlrXSsqzb9jyeZFnWd5Zlrdvzu/6exy3Lsp63LOtPy7KWWZbVvToPQEoP6E2HI8VcVeSu0zMH98VtdLgj1eQr87MvOJsTR/qBvWKnvJ/K7m9f9mkEVu2gpt+/DAZD3acywUJBYIxt252Ak4CbLMvqBNwDzLZtux0we8//AOcA7fb8jAJeqfJRa+hlE/QMQ6/Xq7ZxCifdtaj/GIG1b8JpX9uyRBI1ZVGV4qmywsmIpzpJjb5/GQyGuk+FrkPbtncAO/b8nWdZ1mqgOTAY6L9ns3eAH4Cxex5/1969av1iWdYRlmU127OfKkeC3yNZrKSIKex1GzrLO8g+6jJ1KVhc9lfXz5mhaqjp9y+DwVD32acYLcuyjgKOB34Fmmg3n51Akz1/Nwe2aC/buuexsBuVZVmj2P2N8YCQ8gyRalo5F269ArxQUZmHmkptincyweKGmkBV3r/27K9K7mEGg6FuU2mhZVlWPPAJcLtt27n64mnbtr2v6c22bb8OvL5n3we0woqVqjKV3yM97wyKP1SWrtoknqp6nwbD/7d3Py92XmUcwL9PkuJGF4Kb2MYfiC5cVSgixL3iRt0UXWhxExcKurUr/wDtShAqdVeUggW7FoS4UtJSrG0oFFQ0lEoQ1IncSdIcF3mv3omTufcy98yde+bzgTCTN++vJ2Se+ebMec/b06b713TcxnoYMK6VglZVPZL7Ter51tqL0+Z35kPqVXUxyd+m7TeSXFo4/LFpWzfz9bEWX6R89+7dAwFqnW/4Dy4BcdywsAuriwtPjOq09y9gbKs8dVhJnktyvbX2zMIfvZTkqenzp5L8cmH716endz6T5B+95zfMQ9ZhyzXM52YtvnB5cSTrYcfM93tYqNjkhPFVJ3X3etLOZHFGtQv9Cxjb0pXhq+qzSX6T5LUk81TydO7Pc3ghyYeS/DnJk621v0+N7UdJPp/k30m+0Vq7tuQax/oOfvny5dy6dSt37tzJ3t5e7t27l9lsltZabt++neTggqXzmhd/1Li/v3+cWzjUOqNEmzzfOueELeq+MvxJ9K/pOr7g4IxpZ+UVPEly5cqVXL16NbPZLPv7+7lw4UJms1lu3ry5NHAcNol+FassT7CJ86x7PtghXsED7KwzFbTmr9o5f/78/02IP+RaB34/f2LxMMf5uxGgYClBC9hZqwatnX8FT3Lwx4Lz0LX4nsNFhwUbT9sBAD0MEbTmk9wXnzqcr5n1oOMEIOEJAFjHEEFrHqrm860WR7gAALZllXcdnnrnzp3771yrB5dC8P5CAGBbhhnRWvy4yKgWALAtQ4xoAQCcRoIWAEAnghYAQCeCFgBAJ4IWAEAnghYAQCeCFgBAJ4IWAEAnghYAQCeCFgBAJ4IWAEAnghYAQCeCFgBAJ4IWAEAnghYAQCeCFgBAJ4IWAEAnghYAQCeCFgBAJ4IWAEAnghYAQCeCFgBAJ4IWAEAnghYAQCeCFgBAJ4IWAEAnghYAQCeCFgBAJ4IWAEAnghYAQCeCFgBAJ4IWAEAnghYAQCeCFgBAJ0uDVlVdqqpfV9UbVfV6VX1n2v79qrpRVa9Ov76wcMz3quqtqnqzqj7XswCAh9G/gG2r1trRO1RdTHKxtfZKVb0vyctJvpTkySR7rbUfPLD/J5P8LMmnk3wwya+SfKK19u4R1zj6JoARvdxae6LnBU6if03H6WFwxrTWapX9lo5otdbebq29Mn3+ryTXkzx6xCFfTPLz1tp+a+2PSd7K/aYFcKL0L2Db1pqjVVUfSfKpJL+dNn27qn5fVT+tqvdP2x5N8peFw/6aoxsbQHf6F7ANKwetqnpvkl8k+W5r7Z9JfpzkY0keT/J2kh+uc+GqulJV16rq2jrHAaxr0/1rOqceBiy1UtCqqkdyv0k931p7MUlaa++01t5trd1L8pP8b3j9RpJLC4c/Nm07oLX2bGvtid5zNICzrUf/ms6hhwFLrfLUYSV5Lsn11tozC9svLuz25SR/mD5/KclXquo9VfXRJB9P8rvN3TLAavQvYNsurLDP5SRfS/JaVb06bXs6yVer6vEkLcmfknwzSVprr1fVC0neSHI3ybeWPbED0In+BWzV0uUdTuQmPBoNZ1H35R1Oih4GZ8+qyzusMqJ1Em4muTV93GUfyO7XkIxRxwg1JGPU8bAaPnzSN9LRXpI3t30TGzDyv7ddM0IdI9SQHF7Hyv3rVIxoJUlVXdv1/92OUEMyRh0j1JCMUccINSwzSo0j1DFCDckYdYxQQ3L8OrzrEACgE0ELAKCT0xS0nt32DWzACDUkY9QxQg3JGHWMUMMyo9Q4Qh0j1JCMUccINSTHrOPUzNECABjNaRrRAgAYiqAFANCJoAUA0ImgBQDQiaAFANDJfwDx7431rA9iQAAAAABJRU5ErkJggg==\n",
- "text/plain": [
- "<Figure size 720x360 with 2 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "data": {
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\n",
- "text/plain": [
- "<Figure size 720x360 with 2 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "for ind in range(10):\n",
- " x, y = paragraphs_dataset[ind]\n",
- " fig = plt.figure(figsize=(10,5))\n",
- " ax1 = fig.add_subplot(121)\n",
- " ax1.matshow(x.squeeze(0), cmap='gray')\n",
- " ax2 = fig.add_subplot(122)\n",
- " ax2.matshow(y.squeeze(0), cmap='gray')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3 (ipykernel)",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.9.7"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/notebooks/05-sanity-check-multihead-attention.ipynb b/notebooks/05-sanity-check-multihead-attention.ipynb
deleted file mode 100644
index 952636b..0000000
--- a/notebooks/05-sanity-check-multihead-attention.ipynb
+++ /dev/null
@@ -1,169 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "%load_ext autoreload\n",
- "%autoreload 2\n",
- "\n",
- "import cv2\n",
- "%matplotlib inline\n",
- "import matplotlib.pyplot as plt\n",
- "import numpy as np\n",
- "import torch\n",
- "from torch import nn\n",
- "from importlib.util import find_spec\n",
- "if find_spec(\"text_recognizer\") is None:\n",
- " import sys\n",
- " sys.path.append('..')\n",
- "\n",
- "from text_recognizer.networks.transformer.attention import MultiHeadAttention"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [],
- "source": [
- "temp_mha = MultiHeadAttention(hidden_dim=512, num_heads=8)\n",
- "def print_out(Q, K, V):\n",
- " temp_out, temp_attn = temp_mha.scaled_dot_product_attention(Q, K, V)\n",
- " print('Attention weights are:', temp_attn.squeeze())\n",
- " print('Output is:', temp_out.squeeze())"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [],
- "source": [
- "test_K = torch.tensor(\n",
- " [[10, 0, 0],\n",
- " [ 0,10, 0],\n",
- " [ 0, 0,10],\n",
- " [ 0, 0,10]]\n",
- ").float()[None,None]\n",
- "\n",
- "test_V = torch.tensor(\n",
- " [[ 1,0,0],\n",
- " [ 10,0,0],\n",
- " [ 100,5,0],\n",
- " [1000,6,0]]\n",
- ").float()[None,None]\n",
- "\n",
- "test_Q = torch.tensor(\n",
- " [[0, 10, 0]]\n",
- ").float()[None,None]\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Attention weights are: tensor([8.4333e-26, 1.0000e+00, 8.4333e-26, 8.4333e-26])\n",
- "Output is: tensor([1.0000e+01, 9.2766e-25, 0.0000e+00])\n"
- ]
- }
- ],
- "source": [
- "print_out(test_Q, test_K, test_V)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Attends to the second element, as it should!"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Attention weights are: tensor([4.2166e-26, 4.2166e-26, 5.0000e-01, 5.0000e-01])\n",
- "Output is: tensor([550.0000, 5.5000, 0.0000])\n"
- ]
- }
- ],
- "source": [
- "test_Q = torch.tensor([[0, 0, 10]]).float()[None,None]\n",
- "print_out(test_Q, test_K, test_V)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Focuses equally on the third and fourth key."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Attention weights are: tensor([[4.2166e-26, 4.2166e-26, 5.0000e-01, 5.0000e-01],\n",
- " [8.4333e-26, 1.0000e+00, 8.4333e-26, 8.4333e-26],\n",
- " [5.0000e-01, 5.0000e-01, 4.2166e-26, 4.2166e-26]])\n",
- "Output is: tensor([[5.5000e+02, 5.5000e+00, 0.0000e+00],\n",
- " [1.0000e+01, 9.2766e-25, 0.0000e+00],\n",
- " [5.5000e+00, 4.6383e-25, 0.0000e+00]])\n"
- ]
- }
- ],
- "source": [
- "test_Q = torch.tensor(\n",
- " [[0, 0, 10], [0, 10, 0], [10, 10, 0]]\n",
- ").float()[None,None]\n",
- "print_out(test_Q, test_K, test_V)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3 (ipykernel)",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.9.7"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}