{
"cells": [
{
"cell_type": "markdown",
"id": "b9f22979",
"metadata": {},
"source": [
"# Deep learning examples\n",
"\n",
"[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/etna-team/etna/master?filepath=examples/202-NN_examples.ipynb)"
]
},
{
"cell_type": "markdown",
"id": "162e50a3",
"metadata": {},
"source": [
"This notebooks contains examples with neural network models.\n",
"\n",
"**Table of contents**\n",
"\n",
"* [Loading dataset](#chapter1) \n",
"* [Architecture](#chapter2)\n",
"* [Testing models](#chapter3)\n",
" * [Baseline](#section_3_1)\n",
" * [DeepAR](#section_3_2)\n",
" * [DeepARNative](#section_3_3)\n",
" * [TFT](#section_3_4)\n",
" * [TFTNative](#section_3_5)\n",
" * [RNN](#section_3_6)\n",
" * [MLP](#section_3_7)\n",
" * [Deep State Model](#section_3_8)\n",
" * [N-BEATS Model](#section_3_9)\n",
" * [PatchTS Model](#section_3_10)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "24acd388",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"!pip install \"etna[torch]\" -q"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "0eb5e69e",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"import warnings\n",
"\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "a1a1a571",
"metadata": {
"pycharm": {
"is_executing": true
},
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[33mWARNING\u001b[0m Disabling SSL verification. Connections to this server are not verified and may be insecure!\n"
]
}
],
"source": [
"import random\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import torch\n",
"\n",
"from etna.analysis import plot_backtest\n",
"from etna.datasets.tsdataset import TSDataset\n",
"from etna.metrics import MAE\n",
"from etna.metrics import MAPE\n",
"from etna.metrics import SMAPE\n",
"from etna.models import SeasonalMovingAverageModel\n",
"from etna.pipeline import Pipeline\n",
"from etna.transforms import DateFlagsTransform\n",
"from etna.transforms import LabelEncoderTransform\n",
"from etna.transforms import LagTransform\n",
"from etna.transforms import LinearTrendTransform\n",
"from etna.transforms import SegmentEncoderTransform\n",
"from etna.transforms import StandardScalerTransform"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "7851ddcc",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def set_seed(seed: int = 42):\n",
" \"\"\"Set random seed for reproducibility.\"\"\"\n",
" random.seed(seed)\n",
" np.random.seed(seed)\n",
" torch.manual_seed(seed)\n",
" torch.cuda.manual_seed_all(seed)"
]
},
{
"cell_type": "markdown",
"id": "2d42f9d7",
"metadata": {},
"source": [
"## 1. Loading dataset "
]
},
{
"cell_type": "markdown",
"id": "89c2032b",
"metadata": {},
"source": [
"We are going to take some toy dataset. Let's load and look at it."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "bfe220cb",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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"text/plain": [
" timestamp segment target\n",
"0 2019-01-01 segment_a 170\n",
"1 2019-01-02 segment_a 243\n",
"2 2019-01-03 segment_a 267\n",
"3 2019-01-04 segment_a 287\n",
"4 2019-01-05 segment_a 279"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(\"data/example_dataset.csv\")\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"id": "470802a9",
"metadata": {},
"source": [
"Our library works with the special data structure `TSDataset`. Let's create it as it was done in \"Get started\" notebook."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "c1f7de68",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"\n",
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"text/plain": [
"segment segment_a segment_b segment_c segment_d\n",
"feature target target target target\n",
"timestamp \n",
"2019-01-01 170 102 92 238\n",
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"2019-01-03 267 130 103 366\n",
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"2019-01-05 279 137 104 384"
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"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ts = TSDataset(df, freq=\"D\")\n",
"ts.head(5)"
]
},
{
"cell_type": "markdown",
"id": "75ef83d5",
"metadata": {},
"source": [
"## 2. Architecture "
]
},
{
"cell_type": "markdown",
"id": "9c587515",
"metadata": {},
"source": [
"Our library has two types of models:\n",
"\n",
"- Models from [PyTorch Forecasting](https://github.com/jdb78/pytorch-forecasting)\n",
"- Native models.\n",
"\n",
"First, let's describe the `pytorch-forecasting` models, because they require a special handling. There are two ways to use these models: default one and via using `PytorchForecastingDatasetBuilder` for using extra features. "
]
},
{
"cell_type": "markdown",
"id": "d20614e4",
"metadata": {},
"source": [
"To include extra features we use `PytorchForecastingDatasetBuilder` class.\n",
"\n",
"Let's look at it closer."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "f3ae2de0",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from etna.models.nn.utils import PytorchForecastingDatasetBuilder"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "af6a6035",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"?PytorchForecastingDatasetBuilder"
]
},
{
"cell_type": "markdown",
"id": "27ecda43",
"metadata": {},
"source": [
"We can see a pretty scary signature, but don't panic, we will look at the most important parameters. \n",
"\n",
"* `time_varying_known_reals` — known real values that change across the time (real regressors), now it it necessary to add \"time_idx\" variable to the list;\n",
"* `time_varying_unknown_reals` — our real value target, set it to `[\"target\"]`;\n",
"* `max_prediction_length` — our horizon for forecasting;\n",
"* `max_encoder_length` — length of past context to use;\n",
"* `static_categoricals` — static categorical values, for example, if we use multiple segments it can be some its characteristics including identifier: \"segment\";\n",
"* `time_varying_known_categoricals` — known categorical values that change across the time (categorical regressors);\n",
"* `target_normalizer` — class for normalization targets across different segments."
]
},
{
"cell_type": "markdown",
"id": "fadba04d",
"metadata": {},
"source": [
"Our library currently supports these `pytorch-forecasting` models:\n",
"\n",
"* [DeepAR](https://arxiv.org/abs/1704.04110) (will be removed in version 3.0),\n",
"* [TFT](https://arxiv.org/abs/1912.09363) (will be removed in version 3.0)."
]
},
{
"cell_type": "markdown",
"id": "abb65f7e",
"metadata": {},
"source": [
"As for the native neural network models, they are simpler to use, because they don't require `PytorchForecastingTransform`. We will see how to use them on examples."
]
},
{
"cell_type": "markdown",
"id": "c7386070",
"metadata": {},
"source": [
"## 3. Testing models "
]
},
{
"cell_type": "markdown",
"id": "05724e0f",
"metadata": {},
"source": [
"In this section we will test our models on example."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "fbb2c279-f505-4f1b-b0e3-5e94369f9673",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"HORIZON = 7\n",
"metrics = [SMAPE(), MAPE(), MAE()]"
]
},
{
"cell_type": "markdown",
"id": "256c596c",
"metadata": {},
"source": [
"### 3.1 Baseline "
]
},
{
"cell_type": "markdown",
"id": "95c7df2f",
"metadata": {},
"source": [
"For comparison let's train some simple model as a baseline."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "050894a6",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"model_sma = SeasonalMovingAverageModel(window=5, seasonality=7)\n",
"linear_trend_transform = LinearTrendTransform(in_column=\"target\")\n",
"\n",
"pipeline_sma = Pipeline(model=model_sma, horizon=HORIZON, transforms=[linear_trend_transform])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "281d0708",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.2s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.2s\n",
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"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n"
]
}
],
"source": [
"metrics_sma, forecast_sma, fold_info_sma = pipeline_sma.backtest(ts, metrics=metrics, n_folds=3, n_jobs=1)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "0f69745f",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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"text/plain": [
" segment SMAPE MAPE MAE fold_number\n",
"0 segment_a 6.343943 6.124296 33.196532 0\n",
"0 segment_a 5.346946 5.192455 27.938101 1\n",
"0 segment_a 7.510347 7.189999 40.028565 2\n",
"1 segment_b 7.178822 6.920176 17.818102 0\n",
"1 segment_b 5.672504 5.554555 13.719200 1\n",
"1 segment_b 3.327846 3.359712 7.680919 2\n",
"2 segment_c 6.430429 6.200580 10.877718 0\n",
"2 segment_c 5.947090 5.727531 10.701336 1\n",
"2 segment_c 6.186545 5.943679 11.359563 2\n",
"3 segment_d 4.707899 4.644170 39.918646 0\n",
"3 segment_d 5.403426 5.600978 43.047332 1\n",
"3 segment_d 2.505279 2.543719 19.347565 2"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"metrics_sma"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "6f64f190",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average SMAPE for Seasonal MA: 5.547\n"
]
}
],
"source": [
"score = metrics_sma[\"SMAPE\"].mean()\n",
"print(f\"Average SMAPE for Seasonal MA: {score:.3f}\")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "7230ecd5",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_backtest(forecast_sma, ts, history_len=20)"
]
},
{
"cell_type": "markdown",
"id": "36dd3eed",
"metadata": {},
"source": [
"### 3.2 DeepAR "
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "6508ca4a",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from etna.models.nn import DeepARModel"
]
},
{
"cell_type": "markdown",
"id": "c9b2e565",
"metadata": {},
"source": [
"Before training let's fix seeds for reproducibility."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "ecdac443",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"set_seed()"
]
},
{
"cell_type": "markdown",
"id": "05c89acc",
"metadata": {},
"source": [
"#### Default way"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "6a0ff471",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"model_deepar = DeepARModel(\n",
" encoder_length=HORIZON,\n",
" decoder_length=HORIZON,\n",
" trainer_params=dict(max_epochs=150, gradient_clip_val=0.1),\n",
" lr=0.01,\n",
" train_batch_size=64,\n",
")\n",
"metrics = [SMAPE(), MAPE(), MAE()]\n",
"\n",
"pipeline_deepar = Pipeline(model=model_deepar, horizon=HORIZON)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "9c2f9f12",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"------------------------------------------------------------------\n",
"0 | loss | NormalDistributionLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | embeddings | MultiEmbedding | 0 \n",
"3 | rnn | LSTM | 1.6 K \n",
"4 | distribution_projector | Linear | 22 \n",
"------------------------------------------------------------------\n",
"1.6 K Trainable params\n",
"0 Non-trainable params\n",
"1.6 K Total params\n",
"0.006 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "ed3cea9529d447ef9436602272c6d56e",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=150` reached.\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 2.2min\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"------------------------------------------------------------------\n",
"0 | loss | NormalDistributionLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | embeddings | MultiEmbedding | 0 \n",
"3 | rnn | LSTM | 1.6 K \n",
"4 | distribution_projector | Linear | 22 \n",
"------------------------------------------------------------------\n",
"1.6 K Trainable params\n",
"0 Non-trainable params\n",
"1.6 K Total params\n",
"0.006 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "021258da38a14cefbdc83baa6d24cc8e",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=150` reached.\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 4.5min\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"------------------------------------------------------------------\n",
"0 | loss | NormalDistributionLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | embeddings | MultiEmbedding | 0 \n",
"3 | rnn | LSTM | 1.6 K \n",
"4 | distribution_projector | Linear | 22 \n",
"------------------------------------------------------------------\n",
"1.6 K Trainable params\n",
"0 Non-trainable params\n",
"1.6 K Total params\n",
"0.006 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "02abb2a74f7a49ba9df97539af833679",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=150` reached.\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 6.9min\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 6.9min\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.2s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.3s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.3s\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.0s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n"
]
}
],
"source": [
"metrics_deepar, forecast_deepar, fold_info_deepar = pipeline_deepar.backtest(ts, metrics=metrics, n_folds=3, n_jobs=1)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "6f0b85d2",
"metadata": {
"tags": []
},
"outputs": [
{
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" 5.653967 | \n",
" 50.962088 | \n",
" 0 | \n",
"
\n",
" \n",
" 3 | \n",
" segment_d | \n",
" 4.531915 | \n",
" 4.636140 | \n",
" 36.712463 | \n",
" 1 | \n",
"
\n",
" \n",
" 3 | \n",
" segment_d | \n",
" 3.950301 | \n",
" 3.901850 | \n",
" 31.104013 | \n",
" 2 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" segment SMAPE MAPE MAE fold_number\n",
"0 segment_a 11.457985 10.746764 58.296596 0\n",
"0 segment_a 3.176019 3.188004 16.515852 1\n",
"0 segment_a 7.292166 7.075430 38.055638 2\n",
"1 segment_b 8.014023 7.647102 20.117395 0\n",
"1 segment_b 4.404579 4.387297 10.633220 1\n",
"1 segment_b 5.720607 6.126162 13.026145 2\n",
"2 segment_c 6.136967 6.092227 10.315159 0\n",
"2 segment_c 4.311422 4.218119 7.638395 1\n",
"2 segment_c 9.405841 9.125036 16.484007 2\n",
"3 segment_d 5.807082 5.653967 50.962088 0\n",
"3 segment_d 4.531915 4.636140 36.712463 1\n",
"3 segment_d 3.950301 3.901850 31.104013 2"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"metrics_deepar"
]
},
{
"cell_type": "markdown",
"id": "e0a59db0",
"metadata": {},
"source": [
"To summarize it we will take mean value of SMAPE metric because it is scale tolerant."
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "4c1754b2",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average SMAPE for DeepAR: 6.184\n"
]
}
],
"source": [
"score = metrics_deepar[\"SMAPE\"].mean()\n",
"print(f\"Average SMAPE for DeepAR: {score:.3f}\")"
]
},
{
"cell_type": "markdown",
"id": "47aec20a",
"metadata": {},
"source": [
"#### Dataset Builder: creating dataset for DeepAR with etxtra features."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "8ba0459d",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from pytorch_forecasting.data import GroupNormalizer\n",
"\n",
"set_seed()\n",
"\n",
"transform_date = DateFlagsTransform(day_number_in_week=True, day_number_in_month=False, out_column=\"dateflag\")\n",
"num_lags = 10\n",
"transform_lag = LagTransform(\n",
" in_column=\"target\",\n",
" lags=[HORIZON + i for i in range(num_lags)],\n",
" out_column=\"target_lag\",\n",
")\n",
"lag_columns = [f\"target_lag_{HORIZON+i}\" for i in range(num_lags)]\n",
"\n",
"dataset_builder_deepar = PytorchForecastingDatasetBuilder(\n",
" max_encoder_length=HORIZON,\n",
" max_prediction_length=HORIZON,\n",
" time_varying_known_reals=[\"time_idx\"] + lag_columns,\n",
" time_varying_unknown_reals=[\"target\"],\n",
" time_varying_known_categoricals=[\"dateflag_day_number_in_week\"],\n",
" target_normalizer=GroupNormalizer(groups=[\"segment\"]),\n",
")"
]
},
{
"cell_type": "markdown",
"id": "3374d004",
"metadata": {},
"source": [
"Now we are going to start backtest."
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "8155fe9a",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"model_deepar = DeepARModel(\n",
" dataset_builder=dataset_builder_deepar,\n",
" trainer_params=dict(max_epochs=150, gradient_clip_val=0.1),\n",
" lr=0.01,\n",
" train_batch_size=64,\n",
")\n",
"\n",
"pipeline_deepar = Pipeline(\n",
" model=model_deepar,\n",
" horizon=HORIZON,\n",
" transforms=[transform_lag, transform_date],\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "8db99bbb",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"------------------------------------------------------------------\n",
"0 | loss | NormalDistributionLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | embeddings | MultiEmbedding | 35 \n",
"3 | rnn | LSTM | 2.2 K \n",
"4 | distribution_projector | Linear | 22 \n",
"------------------------------------------------------------------\n",
"2.3 K Trainable params\n",
"0 Non-trainable params\n",
"2.3 K Total params\n",
"0.009 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "592631bcac4845d89b119f77420444b1",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=150` reached.\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 2.3min\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"------------------------------------------------------------------\n",
"0 | loss | NormalDistributionLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | embeddings | MultiEmbedding | 35 \n",
"3 | rnn | LSTM | 2.2 K \n",
"4 | distribution_projector | Linear | 22 \n",
"------------------------------------------------------------------\n",
"2.3 K Trainable params\n",
"0 Non-trainable params\n",
"2.3 K Total params\n",
"0.009 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "78686c8acf024b4e9f10bd943f385999",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=150` reached.\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 4.6min\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"------------------------------------------------------------------\n",
"0 | loss | NormalDistributionLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | embeddings | MultiEmbedding | 35 \n",
"3 | rnn | LSTM | 2.2 K \n",
"4 | distribution_projector | Linear | 22 \n",
"------------------------------------------------------------------\n",
"2.3 K Trainable params\n",
"0 Non-trainable params\n",
"2.3 K Total params\n",
"0.009 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "68ad67117c8343e9a076d83f6be8eae7",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=150` reached.\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 7.0min\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 7.0min\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.2s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.3s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.5s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.5s\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.0s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n"
]
}
],
"source": [
"metrics_deepar, forecast_deepar, fold_info_deepar = pipeline_deepar.backtest(ts, metrics=metrics, n_folds=3, n_jobs=1)"
]
},
{
"cell_type": "markdown",
"id": "74601763",
"metadata": {},
"source": [
"Let's compare results across different segments."
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "b9593244",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" segment | \n",
" SMAPE | \n",
" MAPE | \n",
" MAE | \n",
" fold_number | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" segment_a | \n",
" 7.796825 | \n",
" 7.472601 | \n",
" 39.812116 | \n",
" 0 | \n",
"
\n",
" \n",
" 0 | \n",
" segment_a | \n",
" 3.667108 | \n",
" 3.613067 | \n",
" 18.643385 | \n",
" 1 | \n",
"
\n",
" \n",
" 0 | \n",
" segment_a | \n",
" 4.231661 | \n",
" 4.138719 | \n",
" 22.416286 | \n",
" 2 | \n",
"
\n",
" \n",
" 1 | \n",
" segment_b | \n",
" 6.644786 | \n",
" 6.406091 | \n",
" 16.496137 | \n",
" 0 | \n",
"
\n",
" \n",
" 1 | \n",
" segment_b | \n",
" 3.708771 | \n",
" 3.632007 | \n",
" 9.208387 | \n",
" 1 | \n",
"
\n",
" \n",
" 1 | \n",
" segment_b | \n",
" 3.485869 | \n",
" 3.512980 | \n",
" 8.107008 | \n",
" 2 | \n",
"
\n",
" \n",
" 2 | \n",
" segment_c | \n",
" 4.850796 | \n",
" 4.707044 | \n",
" 8.339118 | \n",
" 0 | \n",
"
\n",
" \n",
" 2 | \n",
" segment_c | \n",
" 5.969359 | \n",
" 5.779788 | \n",
" 10.466917 | \n",
" 1 | \n",
"
\n",
" \n",
" 2 | \n",
" segment_c | \n",
" 5.508545 | \n",
" 5.325093 | \n",
" 10.010921 | \n",
" 2 | \n",
"
\n",
" \n",
" 3 | \n",
" segment_d | \n",
" 4.996653 | \n",
" 4.876972 | \n",
" 42.090489 | \n",
" 0 | \n",
"
\n",
" \n",
" 3 | \n",
" segment_d | \n",
" 3.922876 | \n",
" 4.015897 | \n",
" 31.788260 | \n",
" 1 | \n",
"
\n",
" \n",
" 3 | \n",
" segment_d | \n",
" 3.240331 | \n",
" 3.171267 | \n",
" 27.756383 | \n",
" 2 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" segment SMAPE MAPE MAE fold_number\n",
"0 segment_a 7.796825 7.472601 39.812116 0\n",
"0 segment_a 3.667108 3.613067 18.643385 1\n",
"0 segment_a 4.231661 4.138719 22.416286 2\n",
"1 segment_b 6.644786 6.406091 16.496137 0\n",
"1 segment_b 3.708771 3.632007 9.208387 1\n",
"1 segment_b 3.485869 3.512980 8.107008 2\n",
"2 segment_c 4.850796 4.707044 8.339118 0\n",
"2 segment_c 5.969359 5.779788 10.466917 1\n",
"2 segment_c 5.508545 5.325093 10.010921 2\n",
"3 segment_d 4.996653 4.876972 42.090489 0\n",
"3 segment_d 3.922876 4.015897 31.788260 1\n",
"3 segment_d 3.240331 3.171267 27.756383 2"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"metrics_deepar"
]
},
{
"cell_type": "markdown",
"id": "cedec84a",
"metadata": {},
"source": [
"To summarize it we will take mean value of SMAPE metric because it is scale tolerant."
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "4d116bf5",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average SMAPE for DeepAR: 4.835\n"
]
}
],
"source": [
"score = metrics_deepar[\"SMAPE\"].mean()\n",
"print(f\"Average SMAPE for DeepAR: {score:.3f}\")"
]
},
{
"cell_type": "markdown",
"id": "b2723da5",
"metadata": {},
"source": [
"Visualize results."
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "18f26270",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_backtest(forecast_deepar, ts, history_len=20)"
]
},
{
"cell_type": "markdown",
"id": "117818d5",
"metadata": {},
"source": [
"### 3.3 DeepARNative "
]
},
{
"cell_type": "markdown",
"id": "8386773f",
"metadata": {},
"source": [
"It is recommended to use our native implementation of DeepAR, we will remove Pytorch Forecasting version in etna 3.0.0."
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "0b7ccf0b",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from etna.models.nn import DeepARNativeModel"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "6f9138ec",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"scaler = StandardScalerTransform(in_column=\"target\")\n",
"transform_date = DateFlagsTransform(day_number_in_week=True, day_number_in_month=False, out_column=\"dateflag\")\n",
"segment_encoder = SegmentEncoderTransform()\n",
"label_encoder = LabelEncoderTransform(\n",
" in_column=\"dateflag_day_number_in_week\", strategy=\"none\", out_column=\"dateflag_day_number_in_week_label\"\n",
")\n",
"\n",
"embedding_sizes = {\"dateflag_day_number_in_week\": (7, 7), \"segment_code\": (4, 7)}"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "05603fa0",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"set_seed()\n",
"\n",
"model_deepar_native = DeepARNativeModel(\n",
" input_size=1,\n",
" encoder_length=2 * HORIZON,\n",
" decoder_length=HORIZON,\n",
" embedding_sizes=embedding_sizes,\n",
" lr=0.01,\n",
" scale=False,\n",
" n_samples=100,\n",
" trainer_params=dict(max_epochs=20),\n",
")\n",
"\n",
"pipeline_deepar_native = Pipeline(\n",
" model=model_deepar_native,\n",
" horizon=HORIZON,\n",
" transforms=[scaler, transform_date, segment_encoder, label_encoder],\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "4a5ffd02",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"----------------------------------------------\n",
"0 | loss | GaussianLoss | 0 \n",
"1 | embedding | MultiEmbedding | 91 \n",
"2 | rnn | LSTM | 4.3 K \n",
"3 | projection | ModuleDict | 34 \n",
"----------------------------------------------\n",
"4.4 K Trainable params\n",
"0 Non-trainable params\n",
"4.4 K Total params\n",
"0.018 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "56d8bf7f10144294a47e43f495f954bb",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=20` reached.\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 29.3s\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"----------------------------------------------\n",
"0 | loss | GaussianLoss | 0 \n",
"1 | embedding | MultiEmbedding | 91 \n",
"2 | rnn | LSTM | 4.3 K \n",
"3 | projection | ModuleDict | 34 \n",
"----------------------------------------------\n",
"4.4 K Trainable params\n",
"0 Non-trainable params\n",
"4.4 K Total params\n",
"0.018 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "c24d10c9836949e6a97303c4967565e4",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=20` reached.\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 58.9s\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"----------------------------------------------\n",
"0 | loss | GaussianLoss | 0 \n",
"1 | embedding | MultiEmbedding | 91 \n",
"2 | rnn | LSTM | 4.3 K \n",
"3 | projection | ModuleDict | 34 \n",
"----------------------------------------------\n",
"4.4 K Trainable params\n",
"0 Non-trainable params\n",
"4.4 K Total params\n",
"0.018 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d88a9cfbd0714c35a8df243c33ceee4a",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=20` reached.\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 1.5min\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 1.5min\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.4s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.8s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 1.3s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 1.3s\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.0s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n"
]
}
],
"source": [
"metrics_deepar_native, forecast_deepar_native, fold_info_deepar_native = pipeline_deepar_native.backtest(\n",
" ts, metrics=metrics, n_folds=3, n_jobs=1\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "a734141b",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average SMAPE for DeepARNative: 6.541\n"
]
}
],
"source": [
"score = metrics_deepar_native[\"SMAPE\"].mean()\n",
"print(f\"Average SMAPE for DeepARNative: {score:.3f}\")"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "9e94e589",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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V8vXsAPT8OjXaNQxK6TJ3R1NbXc2GFUt0mdtq18gxytepJaqrq1m5VJ92FRabRpbBc75Oljoz3dc8TG97Bj8k3E5QaL+jfg/XBqRxZvkHfP/TV/g3vQHrzOpr5G+jOL5XXnlF7xCEEOKY9i6fyyitEBsKvr0e222LMJpakpYRrWWpLAQgICzu4GNDz7mbtS+vYVTGa2xZcSJ9R0/XKzwhxF+05DdhDpCjadqqpn9/jSNBXXigdYdSKg4oano+F0g85PxuTY8dRtO0t4G3AYYPH65NmDDhsOd37NhxxK1+nsZsNntUjL6+vqSlpekdhnCSRYsW8defC+F59Pw65dU04mts6VYCXduGFUtIGz1el7lL6xvpFuity9wdzcqlixk17iRd5s6pthDh66XL3H9lLivE8t50utszWTvqJU6aeNExjy2ICYMvPyC0dh+pZ5zrxij1sW75YvnbKIQQosPyXv8eJYSyI/U2xm9/mCXfPkXqeQ+6Ze68PRuoWvgyqs/p9Bx7Fiavzr0+tZodCeqgyPiDjymDgZSr3yfnlfEk/nEzpd0HEhGfrFOEQohDNZvZ0DStAMhWSh3YwnsysB34Dri86bHLgXlNH38HXKYcRgGVru4/LYQQQgjRGVSW5GF9dypJ1izWj32DvsdJTgPE9hhIlkogJOt3N0UohBBCiLYoztrF0NpV7IibxYDpN7PebzQj9r1K3p6NLp+7prKckG8vZUzZPEavvAHDc/3Y/t6N5Gw/ck+tTqO6hEbNSHBY1GEP+weFUn/WbPy0eqo+uoRGS4NOAQohDtXS0rtbgE+UUpuBocCTwNPAqUqpPcApTf8G+BFIB/YC7wA3OjNgIYQQQojOqKIoB96fSoIth43j36LPSee06LysqJPpV7+JmspyF0cohBBCiLYqWvAmGhAz6UaUwUDI+W9Sr3wwzbsBm9Xqsnk1u53CD64gzl7A6pNms+LEV9nvn8rIoq8Y/N3plD0znK1fP0llSZ7LYtCDqa6YchWCMhyZ9krqP5zNwx5lQOM2tn5wuw7RCSH+qkUJak3TNmqaNlzTtMGaps3SNK1c07RSTdMma5rWW9O0UzRNK2s6VtM07SZN03pqmjZI07S1rn0JQgghhBAdW1l+JsbZU4mxFbJ5wnv0Hjerxef6DJyOt7KRvfo71wUohBBCiDaz1NeRWjCHTf6jiUzsBUBYbCLbhj5EP+sudnztug37tn3zFMNrl7A85SZ6jZlJ34kXkfKP78m9ZjNLev8LOwZO2vss3d4ZQuZL09j5+0c0NtS7LB538WkopcoYdsznh0y7lhURsxhT+ClbfvvIjZEJIY5GmpceQ0VFBa+//nqbzn3xxRepra11ckRCCCGE6IxKcvfi8+E0Iu0lbD/lf/Rq5YY93dMmUUkAxj0/uyhCIdpO1tRCCAH7Fn5MOFU0nvD3wx7vN+Uq1vqPZ1TGG+TtWu/0eTPW/cbovS+y3m8Mqef9+7DnQiLjSP3bPUTetZots35lVcz5JNXtYMzaW/F+oS873rmGrM1L0Ox2p8flDv6Wcmq9jp2gBhhw5WvsNvah/8q7yUvf6qbIhBBH03kS1Ju/hBcGwsOhjv9v/rJdw8liWgghhBCuVpy1i4CPzyTUXsHO0z6ix4jTWj2GycubnUFj6F213KW3CIsuwMnraZA1tRBCAIRt+4BsFUfP0Wce9rgyGIi44HWqlR/e392AtdHitDkri3JJ/O0GigyRRF7+v6O2ujggod9wBlz1KvY7drJq7NvsDRzO8JLvGPrjTMzPprH1i0coK9jvtNjcIchWRr13xHGP8fb1x/uij7EpI3x+GfW11W6KTgjxV50jQb35S/j+H1CZDWiO/3//j3Ytqu+55x727dvH0KFDueuuu3jmmWcYMWIEgwcP5t//dlx5rKmpYdq0aQwZMoSBAwfyxRdf8PLLL5OXl8fEiROZOHGik16gEEIIITqboswdBH96JkFaNXunfkbKsMltHsva+3TCMZO1aaETIxRdigvW0yBraiGEyNm+kgHW7WSmXIDBaDzi+ZDoBHac8Ah9bHvY+dUjTpnTZrVi/vhSQjQzJdPeIzA0skXnmby86T3+HHre/A2FN2xjSb8HqDMEclLGS3SfPZzqgr1Oic/VNLudMK0Sq9/xE9QAMd17s2/8C/S0Z7D7/WvbNW91ZSkbvn2BzP+Mxfx4T6orS9s1nhBdiUnvAFrkp3ugYMuxn89ZA7a/7LzaWAfzboZ1Hxz9nNhBcMbTR38OePrpp9m6dSsbN27k119/5euvv2b16tVomsaMGTNYvHgxWVlZxMfHM3/+fAAqKysJCQnh+eefZ+HChURGtuyPgBBCCOFMRdl7MXp5ERHbXe9QxHHUz72NeOrImP4F3QeOaddYiSfOoHHdv6jb/AOccKqTIhSdig7raZA1tRBCVC95i3rNi6RTjp387H/qFazZ+R2j9r/Nzu0z6TZgZLvm3Pnp3Yy3bGRJ6sOktnGNERgaSeqs24HbWbv2N4b/fj5aeUa74nKXWnMFkaoRLSCqRccPOPkclqUvZ2zubFbMfZmhs/7R4rlsViu7ls3DvuFTBpmXMEY1UkgE0ZSxZu0vDJx8UVtfhhBdSueooP7rYrq5x1vp119/5ddffyUtLY1hw4axc+dO9uzZw4ABA/jtt9+4++67WbJkCSEhIU6ZTwghhGir/PRthH4wAd47A0sn2OCms6ooymFQ3Vo2xZ5DYjuT0wCBIRHs8BlEtyKpoBZt5OL1NMiaWgjR9dRUljOk7Gc2hp5CUHjMcY+NvPA1zCoQ//k30mhp++/ePUu+ZnzebFaGnEHqjJYnWo8nIdWxVvGuL3bKeK5WWZoHgDHo+J/zQw259L9s8UkjbcvjZG5d0ezx2bvWseHdW6h9ui8nLPk7fapXsSHyTLZNn4vvnZup07xp3LuorS9BiC6nY1RQN1OZwQsDm25H/IuQRLhyfrun1zSNe++9l+uuu+6wx81mM+vXr+fHH3/kgQceYPLkyTz00EPtnk8IIYRoixpzBerzi/HWGulGPsu/e4m0c+/WOyxxFLmLP6KH0ggdfYnTxqxIOoXBe59lR+Z2YpIHOG1c0UnovJ4GWVMLIbqejD/eIVE14Dv2+maPDYmMY+eIxxiz5h8s+fIhUi/5T6vnK87eQ99lt7PPkEzSZW+2JeSj8vELoIRQ/Bo6RoK6pjQfAO+QlieojSYTkVd8RNVbJxE870rMCUsJCjv8Dp6K0gIyFnxA5N5v6GPbQw/NwBb/E8kcdAF9TzqHob7+B4/d65tKbOka57wgIbqAzlFBPfkh8PI7/DEvP8fjbRQUFITZbAbgtNNO4/3336e62tEwPzc3l6KiIvLz8/H39+eSSy7hrrvuYv369UecK4QQQriD3WZj/zuXkWTLYsfEt9nqPZT+u16T3nceKjpzHnuNPUjoe4Lzxhx+FgDFa+Y4bUzRhbhgPQ2yphZCdF2a3U7S3k/YZexD0uDxLTqn3+RLWBV0CqOy3yd76/JWzWepr0N9fglGzUbDOR/iGxDUlrCPqdQYTbC1xKljukp9uSNB7Rce16rzQqMSKDz9LaLtJeTOvhzNbqfR0sDWPz5j+/MziHh9IGN2PY1Rs7Ks9x0UXbeJfnf8yKApl+F9SHIaoCpuDD3smVQU5zrtdQnRmXWMCurmDD7P8f8/HoXKHAjp5lhMH3i8DSIiIhg7diwDBw7kjDPO4KKLLmL06NEABAYG8vHHH7Nt2zbOOeccDAYDXl5evPHGGwBce+21nH766cTHx7NwodxqK4QQwvU2fnI/Y2uXsKzX7QwbN5OMoAjCvj+TZd88zrCrXtA7PHGIgvStDLDuZnHKrYQ7cdzo5P5kGhIJy/4DuN+JI4suwQXraZA1tRCi68pY+wvD7dksGfgoLeuE7BB74StUvj2aoB9vorH3Crx8fFt0XvqHNzPGtoflI1+mX4+BbQv6OMw+MUTW7nP6uK5gNRcBENTKBDVAr+GnsHrfbYzd8xybnj+dxPpdjKCKUkJYG3MO4WOuoPvAUcQ3M07wgEmQ+RpZ638l9LQr2/AqhOhaOkeCGhyL53YuoP/q008/Pezft95662H/jo6O5qyzzjrivFtuuYVbbrnFqbEIIYQQx7L1j88Ym/UWq4NPJe18R2IyZcg41iyazAm5n1CUezNRCT11jlIcULrsQ+yaIn78ZU4fOydqAicWfEp+ZSmBIc3vXC/EYVywngZZUwshuiZt1TtUEkDPiZe36ryg8Bh2jXqS0StvZMkX95N62XPNnrPjp3cYWzaHpdEXMmCy89qHHao+IJ7omtXU2e0og2ffjK9VOxLUwZGtT1ADpJ17H2te3sAQ82K2BI4mfcjF9Bk3izRvnxaPkTxoHNXz/bDv+xOQBLUQzfHs3ypCCCGEOK6cXRvov/wOdht70/vv7x/2hiFq1hMY0Mif86COEYpDaXY7KXk/sM1nCOHxKU4f32/wmXgpG9mr5jl9bCGEEEK0TFnBfoZWL2FL1JltarXRd8IFrAo+jdG5H5C1eclxj83btZ60jQ+x3SuV3pc839aQm2UP7oa/asBcXuSyOZzFUFtCBYF4tSKhfChlMND/5i+ovj2dAf/8jtRJ57d6LJOXN3v9BpFQvrZNMQjR1UiCWgghhOigzOUl+H59CQ3KG59LPsXXP/Cw52O692Vt7LmMKP+Z/dtW6RSlONT+zYvpphVQ0edsl4yfNGQCZQRh2vOzS8YXQgghRPPy/3gTL2UjfOKNbR4j7qJXKFOhhP58M5b6uqMeU2uuIGjuFdQpX7wv+qjNCdmWMIUlAVCZn+6yOZzFu76ESkMoNY01VDdWt2kMo8mEXzv7eNckjCVJy6U0L7Nd4wjRFUiCWgghhOiAbFYr+e9dSIy9kNwpbxOd2Ouox/U85xHMyp+Gnx5wc4TiaOrWfEKD5kX38Re6ZHyjycSe4DH0M6/A2mhxyRxCCCGEODZro4U+2V+xyecEYtvRCzowNJKMsU+TbM9m7+f3HPG8ZreT/8HVdLPnkj7hVcLjktsRdfP8ox3j1xZnunQeZ/CzlGM2hfPv5ffzjwU36BZHWOpkAHLW/6JbDEJ0FJKgFkIIITqgTf+7nSH1a1k74F56j5xyzOOCw6LY2vNahtSvZcdSafugp0ZLA/1Lf2NL4BiX9oe29TmDEGrI2vCH08e222zs+PV96mvMTh9bCCGE6Az2Lv6SGMqoHdr+vsO9x5/DipBpjM7/mMwNh28Wu23OM4yoXsiy5BvoOWpau+dqTkhsDwCsZVkun6u9Aq1l1HuHk1G5j60lm9lVtkOXOJIGnEglAajMxbrML0RHIglqIYQQooPZ9NO7jC34iJXhM0n72x3NHj/wrDvJU9GELHkUu83mhgjF0WSs/J5wqmgceK5L50k6cQYWzUT91h+cPvaO719m7Po72ff7e04fWwghhOgMAjf/jwIi6TnuHKeMl3DRixSrCCJ//Qf1tY52FZkbFjJq97Ns8B3FgPMecco8zQmOjKNB80JV5rhlvvYI1Sqw+EZQVFsIwHf75ugSh9FkYp9/GomV63SZX4iORBLUQgghRAeSsWUZQ9bez3avVPpf/WaLzvH29Sdr6B30tKWz5ce3XRyhOBbDli+oIJAeY1zTf/oA/6BQdvgOIan4T6eOay4rZODOFwEwFmxy6thCCCFEZ1CwbwuDG9azO+lcTF7eThkzMCSCrJOeIUnLJf3zu6ksySf+l+soMUQQcfkHGIxGp8zTHGUwUKgi8KnNd8t8bWWpryWYWsz+ITTYGvA2ePNTxo/UW+t1iae+2xjitUIKMnfqMr8QHYUkqI/j5Zdfpn///lx88cV6h8LcuXPZvn273mEIIYTQUUVxLmHzrqBKBRFyxed4+/i2+NxBp1/NHmMvkjc9T0NdjQujFEdTZ65gYNVStodNxqsVX7e2qkw6hSQtj4J9W5w2Zu7X9xGsVZOrYogw63OrrOiYZE0thOgqyha9jkUzkjDpeqeO22vMTJaHz2RM4efYZs8gXKugcOq7BIZFOXWe5pQaIgmsL3DrnK1VUZwHQLm/HwCzev+N6kYzC7N/1yWeiEGnAlCw8Vdd5heio+g0Cer56fOZ8vUUBn8wmClfT2F++vx2j/n666/z22+/8cknnzR7rNVqbfd8xyOLaSGE6NoaLQ2UvX8hYVolJWfOJjymW6vONxiN1Ez4N7GUsO3b/7ooSnEsGUu+wF814H3CRW6ZL2ako0q7ZJ1zbmnN2b6SE0vnsjLybDIiJ5LcmEGjpcEpYwvP4Yr1NMiaWgjRNdTXmBlc/AMbg04iLDbR6eMnXfgCBYYoetn2sar/vXQfNM7pczSnyhRJuLXQ7fO2Rk2ZI4Fe5ecFwBnJ00gMSmLeXn3afCT2HUYpIRizluoyvxAdRadIUM9Pn8/Dyx8mvyYfDY38mnweXv5wuxbV119/Penp6Zxxxhk899xzzJo1i8GDBzNq1Cg2b94MwJNPPsmll17K2LFjufTSSykuLuZvf/sbI0aMYMSIESxbtgyA6upqrrzySgYNGsTgwYP55ptvALjhhhsYPnw4qamp/Pvf/z449z333MOAAQMYPHgwd955J8uXL+e7777jrrvuYujQoezbt68dny0hhOh4cnetY9sn97L16yfZPv91di38nPQ1v5CzYw2luenU11Si2e16h+lS296/idTGLWxMe5QeQ8a3aYy+o6ez0e9EBmW8S0WpZ1e/dDZBu74hnyiS0ya5Zb6oxN7sMyQTnt3+jRI1ux3jT/+iUgWSeM6TED8UH9VI4b7NTohUeApXrKdB1tRCiK5j34L/EUwNauQ1LhnfPyiU0pkfs6T/vxkw41aXzNGcWp9IorRyj75IXVvuaEFi9lEAxATEMaPnLNYXrWV/Vabb41EGAxmBw0iuWtfp368I0R4mvQNoif+s/g87y47dr2dz8WYsdsthj9Xb6nlo2UN8vfvro57TL7wfd4+8+5hjvvnmm/z8888sXLiQRx55hLS0NObOncuCBQu47LLL2LhxIwDbt29n6dKl+Pn5cdFFF/HPf/6TcePGkZWVxWmnncaOHTt47LHHCAkJYcsWx2225eXlADzxxBOEh4djs9mYPHkymzdvJiEhgTlz5rBz506UUlRUVBAaGsqMGTOYPn0655zjnI0WhBCioyjK3EHCnLMZhPm4x1k0I9UqgGoVSK0xiAZjEA1eQVi9Q6glDO3EsShDx7wuu3Huy4wu+Ybl0ReQNr19t4z6TX2cgK+nsPWbh0m7tmU9rEX7VBTlMLB+HcvjLyPVTX0iAfJiJjA670PyyovbdQvwzl/eY2zjVpb0/zepYVGE9hoBm6AqfQ30H+HEiIUr6bGeBllTCyG6Bs1uJ3bnh2QYkugxfIrL5knoN5yEfsNdNn5zLL5RGMwaFQWZRCX11S2O42msclR4m01WTAYT4b7hTOsxgzc3vcb3++Zyc9ptbo/JkjiW6B0L2Zu+jYReg9w+vzg2a6PFaf3iRft0iAR1c/66mG7u8dZaunTpwQqNSZMmUVpaSlVVFQAzZszAz8/R2+j3338/7JbBqqoqqqur+f333/n8888PPh4WFgbAl19+ydtvv43VaiU/P5/t27czYMAAfH19ufrqq5k+fTrTp093ymsQQoiOqLq8GL8vzseAxta//UFgeBx15jIaqkqxVJfRWFOOvaYcrb4CQ30FhoYqvBqr8G6swtdaRbgljxBzBcGqll251xOV2Fvvl9Rqe9cv4IQtj7HZdxiDrnyp3eMl9R/OmrBpDC/8mtyMW4lN6e+EKMXx5C7+iB5KI2zUpW6dN2DIDEz5/yN75Vz6n9G2aq5acwV9Nj3NbmNv+k+/GYCYlEHUaj6ofNkosTNx9XoaZE0thOi8sjYvIc22jyV97iW1gxZEtITd33HBu6ogw2MT1HazI0FdqWqJ9o/BoAxE+kUxNuEk5qd/z/VDbsJk8HJrTNFDpsCOxyna9IskqD2EZrez7fMHGb7/fdLPnk9832F6h9TldYgEdXOVGVO+nkJ+zZE7ycYFxDH79NmuCguAgICAgx/b7XZWrlyJr2/zmx9lZGTw7LPPsmbNGsLCwrjiiiuor6/HZDKxevVq/vjjD77++mteffVVFixY4MqXIIQQHqmxoZ7K2efT157Ppskf0bN3GgDBEbGtGmfnih8Y+edlVOXu7nAJ6tK8TGJ//DvFhgiir/rUaVf3u539GNb3fqN03v3E3vatU8YUxxadMY+9xh5uX/gmDRpPyc+heO/7GWhbgjrz64cYRznZp75HZFP1t9FkYr9XD0IrZaPEjsST19Mga2ohRMdmWf4mNZovyZP/rncoLmUMigagoWS/zpEcm6opoVbzodRSRrRfzMHHZ/acxeKchSzLXcrJiRPdGlN8j1QKicA7exlwp1vnFkfS7HZ2zL6Zk4o/BwVlG7+XBLUH6BSX9m4ddiu+xsMXsL5GX24d5py+TOPHjz+4qcuiRYuIjIwkODj4iOOmTJnCK6+8cvDfB25ZPPXUU3nttdcOPl5eXk5VVRUBAQGEhIRQWFjITz/9BDh661VWVjJ16lReeOEFNm1yVCcFBQVhNh//9nYhhOgsNLud9PevYZBlI6sHP0rPkae3eayQBEdSur6oY/UabairoebDCwjQaqk++2NCImKaP6mFIuKT2dDtYoZXL2TfhkVOG1ccqWDfFvradpPXfYbb5zYYjewNGUNf86o29YrM37uJkQWfsTLkdJKHTjjsubLg/iRb9mK32ZwUrdCbq9fTIGtqIUTnVFVawNDKBWyKOJ2AkDC9w3Ep7yBHBbW9IlvnSI7Nq66ECkMohbUFxAT8f2HL6PhxRPpFMW+f+4szlMHA/uAT6FG9XvpQ68zaaGHPW5cyrvhzlkWcQ7aKJ7Bgld5hCTpJgnpaj2k8POZh4gLiUCjiAuJ4eMzDTOsxzSnjP/zww6xbt47Bgwdzzz338MEHHxz1uJdffpm1a9cyePBgBgwYwJtvOnp7PvDAA5SXlzNw4ECGDBnCwoULGTJkCGlpafTr14+LLrqIsWPHAmA2m5k+fTqDBw9m3LhxPP/88wBccMEFPPPMM6SlpcmGLkKITm/7lw8zunI+S+KvZMC0G9o1VlhcCo2aEcoznBSde+x8/0b6Wnex9cT/ktTf+b0G+53zIKWEoH59UBbKLlS6/EPsmiJ+nHvbexyg9T2DYFXL/nW/te48ux3r93fRgDfRf/vvEc/b44YQoOopytx+lLNFR+Tq9TTImloI0Tll/fE2PqqRwPHtW7N2BF7evpQRhMmcq3cox+RrKaXCGEpRbSEx/v9f4GEymJjeYybL85ZSVFvo9rhsyeMJp4rsXevdPrdwaKirIfuNcxhV+RNLul1Dv6vfJCdkGL3qtmCzWvUOr8vrEC0+WmJaj2lOXUADZGZmHvx47ty5Rzx/3333ERQUdPDfkZGRfPHFF0ccFxgYeNQF+P/+97+jzrt69eojHhs7duxhvfiEEKKz2vnbB4zPfJXVgRMZcMkz7R7P5OVNgYrEx5zlhOjcw2a1MqxsPivDpjNkymUumcM/KJQN/W5izM4nWbvoC1InXeiSeboyzW4nJW8+W32G0C0+RZcYup84nYZVt2PZ/gOMbnkP3t1/fs7ohrUs7nUHA6O7HfF8cI/hsA3K964mtqf0UuwsXLGeBllTCyE6L7vNRo+Mz9nmNZBuXWTj4FJjNP51eXqHcUwBjeXs94vGai8gxv/w1oAzes7if9ve5Yf077hqYNvan7VV3JDTYPODlGz51SXFJ+L4as0VlL9zNidYNrK4150MPOc+AGxJYwmu+IHNu9fSbcAonaPs2jpFBbUQQojOYf/GPxm29l/sMPUn8eoPUU7aZKbIGENInedWevxVWeF+vJUNe9xQl84zcMY/yFLxRK18Emuj8zZCEw77N/1JN62Ayj5n6xaDb0AIO/yGklyyuMWV8vW11SStfoxMQyJ9Zx69T2JsrzQsmhEtTzZKFEII0XXtWzGPbloBFQMv1zsUt6nyiSXE4v4K5JYKtldQ4Oe46Hloiw+AbkGJDI8ZyXf75mDX3HsHYUz33uSqGPxzlrl1XuFow1Pz5un0b9jM0kFPHExOA0QPmgxA5faFeoUnmkiCWgghhEcozt5D4s9XUmoIx/eKr/DxC2j+pBaq9Ioh2nbk5l+eqiIvHQCfyGSXzuPl7UPhiffR3Z7Dlu9fdelcXVHd2k+p17zoPl7f6nRz9yl00wrI39eyZPK+bx8nQSukaPwTeHn7HPUYLx9f9puSCS7f5sxQhRBCiA7Fa917lBJCrwkX6x2K29T7xxNtK/LIFnF2m40wrZLSpk12D23xccDMXmeTV53LusI17g6PnJDh9KzdJO0k3KgsLwPeO41kawZrRr16RPvIyMRe5Klo/PJW6hShOEAS1EIIIXRXXVmK92fn4a1ZKD/7U0Ii4506fq1vDGGYqa4sdeq4rlJb6EhQB8f1cPlcqZMuZIfXAPpsf4Uac4XL5+sqGi0N9C/9la2BYwgMidA1ltiRZwFQtm5us8cWZ+9hRPZs1gacTK9mWoKUBPUnybLHI9+gCiGEEK5WnL2HIbUr2R53Fl4+vs2f0EnYghMIUPXUVJXpHcoRqsoKMCqNch9HN9u/tvgAmJA4iWDvYObtnePu8NBSTiKYGrK2STLUHQrSt+L/0RlE2YrZPPF9+k684KjHZQel0aN2k6xpdebRCWpN0/QOocOQz5UQoqOyNloof/9Cutly2DnhDeJ7pzl9jsamxWl5zm6nj+0KtnJHv+yIhF4un0sZDFhPfYxIKtj17ZMun6+ryFj5PeGYaRx4vt6hEJHQg73GnkTmLmj2WPOcO9FQBM9qvv+7NWYwoVRTkisbzTVHKZWolFqolNqulNqmlLr1kOduUUrtbHr8v4c8fq9Saq9SapdS6rS2zi1rxJaTz5UQojWKFrwOQMykG3WOxL2MYUkAVOR73gbklSWOOyYrvBU+Rh9CfEKPOMbH6MPpKdNYmP07FQ0Vbo2v2wmOP+fl235367yeLmPd72yffSv7tyx1WpI4Z/tKor+cgZ9Wx55pX9Bz1LH32LAkjiGcKvL3bHTK3KJtPDZB7evrS2lpqSwUW0DTNEpLS/H17TpXbYUQnYNmt7N39vUMaVjLygEP0Gv0mS6ZRwU5EtQ1+XtdMr6zmaqyKSMYv4Cg5g92gl7DJrEu4CTSsj6ktCDbLXN2dobNn1NBID3GzNI7FADyYyfQ17L94Bu3o9m7fB7Da5ewNukqIhObvzgSkOLY4Kd09yqnxdmJWYE7NE0bAIwCblJKDVBKTQRmAkM0TUsFngVQSg0ALgBSgdOB15VSxtZOKuvplpP1tBCiNSz1dQzIn8sm/1Et+pvZmfhFJQNQW+R5Ceq6sgIAKo2NRPvHoJQ66nEze55No72RXzLmuzM8ImK7s9/QjcC85W6d19NZV77DuMKPSJs/g6pnT2DrF49QVrC/zeNlrPud5O/OxYaR3L/NJWnw+OMeH9nUh7pc+lDryqR3AMfSrVs3cnJyKC4u1juUY6qvr/eYRayvry/dunXTOwwhhGiVbd88xUllc1kacwmpM29t/oQ28gmJA8Bamu6yOZzJrzaPEmMsiW6cM+TMx/H6bCI53z5IxI3/c+PMnU+tuYJB5qVsiDiDfh5yy2/QkBkYc98jd9VcQv7Sew8cLUmilzxIroqh19n3t2jM2N4nYPtJYcvdCFzi3IA7GU3T8oH8po/NSqkdQAJwDfC0pmkNTc8VNZ0yE/i86fEMpdReYCSwojXzdoT1NHjOmlrW00KIltq36BPGUsneE67WOxS3C45NAaCxLEvnSI5kqWyqoKbuqO09Dugd1ocBEanM3fst5/W96JiJbFfICxvB4JKfaLQ0HHOvj67Gx1JOhiGJnN6XErXvG07KeAlb+sts8RtOzYDz6TH+/BbvT7R7yTcMWXoTJYZIai+aQ3xi72bPiU7qRxHh+OQuB+5o56sRbeWxCWovLy9SUlL0DuO4Fi1aRFqa829FF0KIrmDXws8Zt/d51gaMp99lL7h0Lm+/QMoJwlSZ6dJ5nCXUUkCxf0+3zpnQaxBro85iRPG3ZOzaQLe+8vetrTKXfE43ZcF72EV6h3JQt9QxFP8Yhm/6L8CRCerdc//LeC2HFaNep28L3wD4BgSRZUwksEw2SmwNpVQykAasAp4BxiulngDqgTs1TVuDI3l9aIPKnKbHWqUjrKdB1tRCiI4nZPvH5KhYeo6eqXcobhca1Q2LZkRVet5dd1az44Jsqa2CXgEDjnvszJ5n89Tqx9heupXUyEHuCA8AY4+TCCidw+YtS+l9wmS3zevJ/KxVVHlFk3rWHcAdbNu7ibJl/6NP/g/ErL+TqnUPsTX8VHxGXELy0Ikow9GbQez49X1GrLubLFN3DJfPJSq6ZRedlcFAZuBQkqs3otntxxxfuJbHJqiFEEJ0XllbljFk5T/ZY+pN/NUfYzC2+s71VisyxhFQk+PyedpLs9uJtheRE3iy2+dO/tvD1L05n4Z5t1NzwxwCgkLdHkNnELTrW/JUNMlpk/QO5SCD0ciu0HEMKv+dmob6wzZzKi/IJm3fm2z0G0Gfk85r1bhFAf3oYV7j7HA7LaVUIPANcJumaVVKKRMQjqPtxwjgS6VUi3dHVUpdC1wLEBMTw6JFi5wftBtUV1d32NiFZ5PvrY5Bz69To13D0Ibq2WEN6az3GwOru1arhtrqajatXk5fFQFl6WxYscQt81rtGjnG5r9Olvy91GlGyurLsJY2sHLp4mMeG2oPwlt5886y17kg4kJnhntcDTg2z85Z/jWldV4umaO6uvq4r91VLDaNLEPrf5762iooMkYf/v3U52w295pBTfZmIvIWMLzsJ/x+ncf+X+PYGnwyWsok/EJjDh5eve1Hzix+m22GPuSc8BDe+zJgX8vb0NT49mRk9QK++/FLAiJaXRPQodTXeObfRklQCyGEcKvS3HTi519OpQrCdOlX+Lqpz3KVXwKxNTvdMld7lBfnkaAaITTJ7XOHRiWwIfUuRm17jLyXx1A47Q16DHV/orwjqyjKYWD9OpbHX0aqGy68tEq/Mwhc+T3b1/1CrzH/X/FV8u2/SMSC95nPtrpipCF6EFHmX9lXkE1YrDub0nQ8SikvHMnpTzRN+7bp4RzgW83RJHq1UsoORAK5cFiXn25Njx1G07S3gbcBhg8frk2YMMF1L8CFFi1aREeNXXg2+d7qGPT8OuXVNOJrbN3fPpvVSsiiGrwjEkkdffzetp3NhhVLSBs9nrzlMYRrFcS66fWX1jfSLdC72eM2b3ybdFModuyk9R3BqN4nHff4KSuWsiDrd5488Tn8vfydFW6z0tclk1i3k17jjh9fW61cuphRLhr7eHKqLUT4tj7p7rXIjCE4jrSjfj9NBG6lpLKczMUfE777K6ZVfY594xds8xlCZd9zsVfmMLPkLTb6jST6mq9IaMP7y7zIQPjmHcLsRaSOvqDV53ck65Yv9si/jVK3LoQQwm3qzBWoT8/DX6ujeOYnbk1o1QcmEWsvwtpocducbVGeuwcA74jkNo/x3pa3eWrVo2wu3tjqzdHSzv4nm0/9GC/NQp/v/8b6jx/EZrW2OZauJmfxhxiVRtioS/UO5QjdR0yjTvOmcdv/bwiUse53Tqz6hdVxFxHbs/W3t/p1PwGAkj2yUeLxKEdzy/eAHZqmPX/IU3NxvPNCKdUH8AZKgO+AC5RSPkqpFKA3sNqtQQshhDiq6rJCDEpD84/UOxTd1PjGEdZYqHcYR/BpKCXTOxjguD2oD5jZ82xqrbX8kfWrq0M7TEHkifRu2Ialvtat83qixoZ6glQdNt/w4x4XEBJG6pm3EHfHYnZesIxl3a4mvDGfcVvu56SsN1gdOIm4G+e1ufgprucQygjGO6dV230IJ5IEtRBCCLewWa0Uvn8RKdYMto57mW79R7g3gPAUvJSN8nzP23H8UDVNO6IHxbb4Lv/DzN37LW9tfo3v9s3j779eznk/zOKDbe9RXFvU/MlN+o6aCjetYHPQOMZmvkrm85Mpzt3Xpni6mpiM79hr7El832F6h3IE34AgdvgPI6VsMZrdjs1qJXjBvRQSTsrfHmnTmLF9TwSgIXuDM0PtjMYClwKTlFIbm/6bCrwP9FBKbQU+By7XHLYBXwLbgZ+BmzRNs+kVvBBCiP9XXV4AgDEoSudI9GMJjCdKK/O4wg+/xjJyfRx7abQkQT04aijJwSnM2zvH1aEdxqvnyfiqRjI2LnLrvJ6outzRN1z5Hz9Bfajo5P6kXvpffO7cyppJn7JkwMP0uOGLdm06qQwG0v2HkFS1vs1jiPaRFh9CCCGOqrq8mLKc3dQW7MValompcj/+NTl42evbNJ6vrYZh9gyW9L2X1PF/c3K0LZg/uidsh8rcPUQl9XX7/C1lLd0PQERC6zdJ3FKymWfWPMmouDE8Oe6/LMz+g+/3zeO1jS/zxqZXGR03luk9ZzI+4WS8jce/TTI4LIr+//iWFd+/xpDNT9A4+2S2jHySQVMua9Pr6goK9m1hgG03S3r8k5Yvsd2rJnkK8TseZcvu9VTsXMx42z6WDf0v/dvYbzwgJIxsFYd/yVbnBtrJaJq2FDhWU8ZLjnHOE8ATLgtKCCFEm9RXOCqHvYKidY5ERyGJmPLtVBRlEZnQS+9oDgq2llPo7WiTFxMQ08zRoJRiZq+zeGn986RX7qNHiHs2Ke8+7FRsyxU1OxfCqKlumdNT1VY6imgMgRGtPtdgNNJz5OnA6U6JpS5+FHF7l7Arew9Rib2dMqZoOUlQCyFEF9VQV0Npzh5qCvbSUJyOoWI/vtU5hDbkEm0tIEnVcmgX5AoCKTLGYjG2rT9bnSmIxQm3MvDsu5zzAlopOKEPAA1Fnl0JbKjKppIAAkJal+IsqSvm7sW3E+0fw2NjnybQO4gze87izJ6zyKrazw/p3/Fj+nfcu+ROQnxCOT15Kmf2mEmf8H7HHFMZDAydeQu5qROwf3U1I1ffysrdv9H7ilfxDwxp70vtdEqXf4hdU8SN97z2HgfEnXgW7HiUyuWzGVj0A9u8BtJvylXtGrPAvy8JtdudFKEQQgjh2SxVjoSab2jzCdDOyivC8S7BXJDhMQlqzW4nTKugxLsn/iZ/Ar1a1urhjJTpvLbxZb7bO4fbTrjTxVE6BIVFss/Ui7DClW6Zz5M1NCWovTzgjoSQARNh7zMUb/lDEtQ6kAS1EEJ0IdZGCzmvn023up3EUUbcIc/Va14UGGKo8ImnMGQo9tDuGCNSCIjtSVi3PgSGRNDeTnvx7Ty/PcLjUmjUjFCeqWMUzfOryaXYGEtr9o622CzcvfgOahqreXniG4T4HJ48Tgruzo1Db+G6wTeyumAl3++by7d7vuKLXZ/SJ6wvZ/acxWnJUwn1CT3q+Am9BmG5fTHLPr6b0XkfkfPSegqnv0XKkHFtf6GdjGa30yPvB7b6DKVbXLLe4RxTeGx3dht7M67oM2yaIvuM1m+M+Ff1UQOJz1zE/rJCgsK77pt1IYQQXYO9ugSAgLDmW0h0VoHRKQDUF+/XOZL/V1dTRYRqpNzL0d7Dsf1D88J9IzgpYQI/ZvzATUNvxcvY+k3+2qIk6kSG53+GubqySxd+WKocP08+wfr3dI/vO4IqAjBmLQeu1zucLkcS1EII0YWU5u5lWN1yNnsPZVfMuajwFPyiexCS0Juw6ESCDQaC9Q7SRYwmEwWGaHzNnrOQPpoQSwHlvomtSlA/t/ZptpRs4slxz9Ar7NhX+40GI6PjxzI6fiyVDZX8mvkT36fP5bm1/+Hl9c8zvtsEZvSYxYlxozEajIed6+3jy7CrX2LzilOJ/+NWYr+bxZptNzP0/AcxGI3HmLHr2L/pT4ZphWT0uVnvUJpVGDeRPjl7WBl5Nv0HjGz3eD5JJ0AmFO5aQ9Do6e0PUAghhPBkNY6EWmB4123xERrv2CvFXpGlcyT/r6I4hwig3NBITED3Vp07s9fZLMj+ncW5i5icdKprAvwL3z4T8S74mP0bFtB//FlumdMT2Zou+PiF6l9BbTAa2es3iG6V0odaD7JJohBCdCHVhZkA1I++ndSLn2LAGdeScsIphMd2b3cVZUdQ5p1ASH2u3mEck2a3E2MrpD6wW4vPmbPna+bs/YbLB1zFKd2ntPi8EJ8Qzu17AR+e8TkfT/2Sv/U+j3WFa7ht0U2c98MsNhdvOup5fUdPx3bDMrYEjGFs+kukP3cKJXmevfGkO9St+YR6zYvu4y/SO5RmxU26jhWhZ5J4zpNOGS+qjyPJXZ+1zinjCSGEEJ7MUFdKFQHt2pCto/MPCqWSAIxVnrOuri1zbF5ZTl2LNkg81MjYUcT4xzJv77euCO2oktIm0agZqdu9yG1zeiKtrhSAQA9pmVMdN4pELY+yAs8uauqMWpSNUEplKqW2NO04vrbpsYeVUrl/2Yn8wPH3KqX2KqV2KaVOc1XwQgghWqehxPGHNjAmWd9AdFIT0I1oW77eYRxTZXkR/qoBLaRlCerNxRt5Zu1TjI4by/VD2l652yesL7cP/xc/nvU7T41/FqvdyrW/XcFbm17Dam884vjQiFj63zaX5an/pmfDDgLfP5mtf3za5vk7ukZLA/3LfmNL4FgCQsL0DqdZ4fEp9L3+AwLDnFOpEhIZRwGR+BZvccp4QgghhCfzbiijUnXdlgwHlBii8av1nHV1XXk+jUCVvabVCWqjwciZPWexKn8F+dV5rgnwLwKCQtnr3ZfI4q7dh9pQV06d5o1vQMt6hrtaUN8JABRu/kPfQLqg1pTLTdQ0baimacMPeeyFpseGapr2I4BSagBwAZCKYyvN15VScu+vEEJ4AHtlDgChscn6BqITa0h3QqmmuqJE71COqjxnLwDe4cnNHltcW8Tdi+8g1j+Ox8Y+fURLjrbwMnoxOelUPpn6JacnT+O9rW/z918vZ39V5hHHKoOBtLNuI++CXygxRjNixU1sev0K6mrM7Y6jo8lYMY9wzFgHnqd3KLrJ8+tDbM0uvcMQQogu7ffthazbX653GJ2er6WcaqMkqCt9Ygi2FOodxkHWqiIKTUY0NGICWl+Ne2aPmQB8nz7P2aEdU1n0ifRq3EN1Zanb5vQ0XvVlVCrPaTKZMGAUNZovKnOp3qF0Oa64n3sm8LmmaQ2apmUAe4H2NzgUQgjRbiZzHmUE4+sfqHcoujBFOPrllefs1jmSo6suTAcgIDbluMdZbBbuXnIHtdYanjn5BYJ9nLuoC/QO4uExj/PU+GfJMedwyY/n8/XuL9E07YhjE3oPIfr2pSyPvYRRZfOoeOkkGupqnBqPpzNs+ZIKAukxZpbeoeimJmIg3ex51Jkr9A5FCCG6rEd+2MbVH6yhyFyvdyidWoC1nDovz79jytXq/OKJtBfpHcZBWnURhUbHNmutraAGiAuM58S40Xy/by42u83Z4R1VQL9JGJXG/nW/u2U+T+RtqaTa6DkJapOXN3t9BxJXIX2o3a2lCWoN+FUptU4pde0hj9+slNqslHpfKXXgN3QCkH3IMTlNjwkhhNCZf10epUb9N6DQS0BcLwBq8vfoHMnRNZY6WrCEx/c67nHPrn2arSWbeXDUo/QMPfamiO01OelUPpv2NUOj0/jvmie4fdEtlNQdWX3u7eNL2t9fYfWIF+hhz2T7z++4LCZPU2uuYJB5KdvDJ+Pl46t3OLoxdUvDoDQKdq/ROxQhhOiSNE2j2NxARW0j98/ZetSLysI5gu2VNPiE6x2G7mzBCYRQQ62HXJw21BaTbgoAINq/bf2MZ/Q8i8LaAlYXuKftRvLQiTRoXlj2LnLLfJ7Iz1pBrQclqAEqY0eSYs+issRzWth0BaYWHjdO07RcpVQ08JtSaifwBvAYjuT1Y8BzwFUtnbgp0X0tQExMDIsWLWpN3B6hurq6Q8YtOgb5/uoY9Pw6Ndo1DEq16pzk+gJKTDFkrVjioqg8U211NRtWLKGxvoYhQNm+dWwI7OGWua12jRxjy75OtrwdVGt+bN+2A2U4eruEZealzC37hlOCTyUw25eV2YudGe5RXeR1IYlhCczLn8e5c2dyYcQFDPYfcsRxml8yu1Uy8dveYXnEEAytbDtSXV3NyqWufz1HY7FpZBla9/MEYN75O7OUhaKwkdR1sZ+rQ9U1eAGQt+4XKiyuS9TX18jfRiGEOJoai436RjspkQH8tr2QeRvzmJUmdWLOptnthGhmrL4ReoeiO2NoIgAVeen49x2mczTgXV9Klpc/0LYKaoCTuk0g1CeMeXu/ZXT8WGeGd1Q+fgHs8RlATOlql8/lqQJsVZh94/QO4zABfSbA/tfJ3/g7Iadcqnc4XUaLEtSapuU2/b9IKTUHGKlp2sF3kEqpd4Afmv6ZCyQecnq3psf+OubbwNsAw4cP1yZMmNCW+HW1aNEiOmLcomOQ76+OQc+vU15NI77G1nVqMi0qpSDkRNJGj3dRVJ5pw4olB19z2aogwpWZfm76HJTWN9It0LtFx+5c/R+KjdGMPmnCUZ/fVLSBb/74htFxY3lswn+c0ne6pUZzMudWXsxDy+7l3eJ3ObPnLG4/4V8EeAUcHqP5BkZtuJsSaxGpk85v1Rwrly5m1LiTnBl2i+VUW4jw9Wr1eVmrniBPRTP+b9ehDK7onNYxaHY7pRvuIMqWRx8X/mytW75Y/jYKIcRRlJgbALhxQk8+X5PNQ/O2MrpnBDHBXffuHleoqSojQtnAXyqofaO6A1BdlAEekKD2s5SR5+9LkLcP/k2J6tbyNnozNWU6X+7+jLL6UsLdcCGiMnY0A/a/RWFpAaERbUusd2RBWhXZ3qF6h3GYbgPHUferN1rmUkAS1O7S7DsppVSAUirowMfAFGCrUurQSxxnAVubPv4OuEAp5aOUSgF6A133cpAQQniImspyglUttuCuXU1TbIojsDa7+QN1EFyfT6XP0SsIimuLuGfJnU7dFLG1UkJ68P5pH3NF6t+Zn/4dF/94LpuKNhx2zIBTL6eASPzWvOb2+PQQW59OduDQLp2cBsemmdk+vYky79Q7FCGE6JJKqh0J6uhgX545ZzAWm517v90irT6crLqsAAAV2HVb5h0Q1LRnSmNpls6ROARayyn2MrW5evqAGb3Owmq38lPGD80f7ARB/SdhUBrZ6351y3yexGa1EqzVYPPzrAs+Xj6+7PUZQEz5Or1D6VJa8m4qBliqlNqEI9E8X9O0n4H/KqW2KKU2AxOBfwJomrYN+BLYDvwM3KRpmns6zAshhDimigLHBnzG0G46R6KvSt8Ewi15eodxVFH2Iur844943NWbIraGl9GLG4fewlunvA/Adb9fxRsbX8Vqb3Q87+3Dvp6Xktq4hfRNnbvlhbXRQpRWiiWoa1/0OcAcnkqSLbvLbZIphBCe4ECCOjLQmx5RgfzrtH4s2FnE1+tydI6sc6krdySoTUGSoA6NTsKqGaDSMwo/QrUKSkxtb+9xQI+QngyOHMq8vXPccoGn++Dx1Go+2Pb96fK5PE11RTEGpYGHJagBKqJH0MOaQXXFkfvvCNdoNkGtaVq6pmlDmv5L1TTtiabHL9U0bZCmaYM1TZuhaVr+Iec8oWlaT03T+mqa9pMrX4AQQoiWqS3KAMA3srvOkeirISiJGHsx1kaL3qEcprqylGBqsIckHva4pmk8s+YptpZs5qHRj7l0U8TWGBKdxsdTv2RaypnM3vYOV/1yGRmVjosgfafejFnzo3bhi/oG6WIVBVkYlQZ/+Zp1Vcb4oXgpG4V7ZNdzIYRwt+Jqx7omKtAHgCvGJDMyOZxHv99OfmWdnqF1KpaqIgB8Qtu2CV9nYvLypliF412tf+GHpaGeYGooN1jbvEHioWb2OovMqgw2F29sf3DN8PbxZa/fIOLKu95G07UVjp8nFeB5Pd19e5+MQWnkbvxD71C6jK59P6oQQnQhllJHdUNQbLK+gegtvAdeykZZXrrekRymNGcvAKaIwy8gfLvnK+bt+5YrUq9mctKpeoR2TIFegTw4+lH+M/458mvyuOynC/h69xcEhISzJfYs0syLKNy/R+8wXaaq0HHRxzsiSedIPEN475EAmNPX6hyJcLc9hWa9QxCiyysxN6AUhAc49r0wGBTPnDsYq13j7m+k1YezWKuKAQgI7Xq9go+m3CuGgPr85g90scqSXOqVolpZiAlo/9dmctIU/E3+zNv3rROia545bgzJ9mxKCzyjGt1d6isdCWqvoEidIzlSwqCTsGgmbOlL9Q6ly2jRJolCCCE6gaocbJoiNLprJ9N8o3vCNqjK20N09356h3OQuakFS2BMj4OPbSrawHPr/sOY+HFcN/gmvUJr1sSkUxgUNZTHV/6b/655ksqGCs48/Z9o//uCvF+eI+baN/UO0SUaSvYDEBCVrG8gHiIqqS9Vmj/Gws16hyLc6NdtBVz38ToePjOVy8ck6x2OEF1WSXUDYf7emA7ZQLt7RAD3Te3Hg/O28cWabC4Y2bXXgM6g1ToS1IHt2Myu2mIms2ofFlsjFnsDjTYLjfZGLDYLjXbHx402Cxa75f8fs1mw2BtptFtICkrmwn5XoJRy1stq+2vxjSWhemvzB7o6jpICNKNjf5b2tvgA8Pfy57TkqfyQPo8L+l5Mn3DXvmcITZ0EGS+Ts+EXIs74u0vn8iSWqlIAfII9r2WOr38ge737ElXW9Srb9SIJaiGE6CK8q/MoVhF4e3nrHYquQuL7ANBQtE/nSA7XWJoJQFh8TwCKagu5e8kdxPrH8eiYp3TZFLE1Iv0ieX7CKzy64iHe2vw6XkO9GRY8kSGF8zCXP05QmOdVRrSXvcKxKVBofI9mjuwalMHAfp/eRFTt0DsU4UYn9YnilP4x/Pu7bVTWNXLLpF4ekTQRoqspqW4gMvDINd7FJ3bnp60FPD5/B+N6R9ItzF+H6DoPQ20ZNZoPvv6BbR7joeV3sq5wVYuP9zJ44WXwxsvojVEZ+SljHo32Ri5PvbbNMTiLJSCeqKpFVFqtGE36pZfqKvIxmw4kqJ3TfuWGITezJPdPHlx2Lx+c8Sm+Jj+njHs0SamjqfrBH9IXA10nQW2tdlzw8Q2N1jmSoyuNHMHovA8pMFfgHxSqdzidniSohRCii/CvL6DcFEVX75gXFpeMRTOiyjL0DuVwFVnUad6ERjo2SXxo2X3UWWt5bfJbum6K2BoGZeDBUY9gtTfy6sYXuWzQOYxY/jsbf3yFYRc/ond4TmesyqWSAFmwHqIydAAjCr+mwtKAl7eP3uEIN/D1MvLGxcO4+5stPP/bbipqG3lgWn8MBklSC+FOJdUWIgKO/L1rMCj+87fBnP7iYu7+ZjMfX32iXERqB6/6MqpUMG39C5dj3s+6wlWc1et8JiSeejDx7G3wwsvojZfh8I+9DF6Hfb00TePJVQ/y/tbXSQ7uwcmJpzjnhbWRFpKId4GNyuIcwuOSdYvDUllAUVOC3BktPgBCfcN4ePTj3LzgOl5c/xz3jHzAKeMejcnLm51+Q+hW0bXapGm1ZQAEhnnmO1Tvnidhyv8fuZsW0XvcLL3D6fSkB7UQQnQRoY1FVPtKvzyjyUShIQbf6iy9QzmMT00uRcZolMFAvbWO9UVruajfpR6zKWJLGQ1GHh7zOJMST+HD/K95PqwfvTM+xtJQr3doTudXm0+JwTMrPnQTNwQf1UjhPmnz0ZWYjAaeOWcwV45N5v1lGfzrm81YbXa9wxKiSympbiAy6Ohp08Rwf+6fNoBle0v5ZJVnrX86Gh9LGWZjaJvP/zFjHgZl4JIBVzM0ejipkYPpE9aP5JCeJAQmEu0fQ6hvOAFegXgbvY+4mKCU4s4RDzIgYjBPrnqAPeU72/mK2scr3NE2pqpA38IPu7mYgqYKamdsknjAyLhRXNL/Cr7d8xWLshc4bdyjqe02hm5aPkXZnXf/lr8y1JZh0Yz4BXhmMU63IROwagYs+/7UO5QuoUsnqGstVmotVr3DEEIIl9PsdqLtJTT4x+sdikco9Y4nuD5X7zAOE1yfT4W34wJCttmxQUqPkJ56htRmJoMXj419mvEJJzM7tJYlgQ3s+HW23mE5XbClgEofz6z40EtorxEAVKVLv76uxmBQPDR9ALef2oev1+Vw4yfrqW+06R2WEF1GifnoLT4OuHBkIuN7R/LkjzvILqt1Y2Sdi7+1glqv0Dada7Vb+Tnje06MG0ekX9svcPsYfXh87PMEeYdw39LbKKsvbfNY7eUfnQJAXXGmbjEAqJoico3ehPmE4WN07h1cNwy5mX7h/Xl85cMU1RY6dexDRQx0bIaev+FXl83haYz1ZVSqYJTBM1OTfkGh7PPqRURJ16ps14tnfhe4yWersxn5xB/c++0WNmVXyM7GQohOq6okHx/ViBaSoHcoHqE2IJEYm/47jh8q0lZInb/j65NtdlQ3JQZ31zOkdvEyevHU+GcZHTeGRyLD2Zr+Fpq9c1VURtqLqfOTiz6HikkZRK3mg8rfpHcoQgdKKf4xuTePzEjl1+2FXDl7DdUNUgwihKvVWWzUWGxEBh47MaeUo9WHUSnu+noTdrtnvPfdWVDF6nxrh3kvHmSroME7vE3nrspfRml9MdNSZrU7jgi/SJ4c9yKVDRU8uPR2LDZLu8dsiwP7cNgqsnWZ/wBTfSm5Jh+nVk8f4GV0FF5YbA08vPwB7Jpr1rOJ/YZTThCG/UtdMr4n8m6soNrgmdXTBxSHj6CXZRf1tdV6h9LpdekE9cjkcE4fGMucDTnMfG0ZZ7y0hP8ty6CiVp9f7kII4SoVhY7b7kxhiTpH4hmsod0JoYbq8mK9QwGgtrqSMMzYg7sBkFW1H4DEoCQ9w2o3b6M3/znpBfoaE3glws7/fntS75CcptZcQQg12IMlQX0oo8nEfq8ehFVu1zsUoaPLxyTz4vlDWZ1ZxsXvrKS8RtbWQrhSSXUDAFHHSVADxIf68eD0AaxML+PDFZluiOzoSqsbmL0sg2kvL+H0F5fw+qYG9hZ1jORPqFZFo2/bEtQ/Zswh3DeC0fHjnRJLn/D+3Hvio2wt3cRzax/XJckfGBKBWfPDWKXvnYm+DaUUmExO6z/9V92Dk7lj+N2sLVzNx9s/cMkcBqOR9IA0kirXdrqijmPxa6ygxhiidxjHZewxDm9lJXfLYr1D6fS6dIJ6ULcQnj13CKvvP4UnzhqIt8nAw99vZ+STf3Dr5xtYvq/EY64sCyFEe9QVZQLgF5WsaxyewhThqPYozdmlcyQOpbl7ATCGOyqms8yZRPhGEuAVoGdYTuFr8uWVMz9mYL2Nt4q/YkHW73qH5BQVeekAGEI79kUEVygLGUB3yz7sNmnv0JXNSkvgrUtOYGeBmXPfWkF+ZZ3eIQnRaRU3Jagjg47d4uOAc4d3Y0LfKJ7+eSeZJTWuDu0gi9XOz1sLuObDtZz45B888v12lILLRjvWPjnlnv87or6mEj9lQfOPaPW5pXXFrMhbwmnJZ2IyeDktpomJU7g89Vp+zvyOL3d/7LRxW6PEGI1vbZ4ucx8Q0FhOiQliXFBBfcCMnmcxKfEU3tj0KttLt7lkjobEscRSQkHmDpeM72n8rZXUe3l2gjph6GTsmqJ+j/ShdrUunaA+INjXi4tP7M53N49j/j/GceGIRBbuLOKid1Yx8blFvLZwL4VVnW9zp47EJhcKhGgXW7njtruQuBSdI/EMgXG9AKgt2KtzJA7mAkey80Afv2xzFkkduL3HX4UERnCVz3QGNTRw/5J/sSRnkd4htVt1keOuBN+ozvN1chZ77GACVD1FmVJF3dWdMiCGD64aSUFlPee8sYIMNybDhOhKSsxNCepmKqjB0erj6bMH42U0cOdXm1z6PkvTNLbkVPLwd9s48cnfuf7jdWzMruCqcSn8cttJ/HDLeK4/2bHfRl4HuIhlLm3qPxwQ1epzf8n8AZtmY6oT2nv81RWp13Nyt1N4c9MLrMx3f3uISu9oghsK3D7voby1cmoNGtH+rtsQXinFvSc+RIRfBA8uu4faRuf3co8aPAWAgo1dow91kGam0SdU7zCOKzA0knRTCqFFq/UOpdOTBPVfpMaH8MjMgay+/xRePH8ocSG+PPPLLsY8vYC/f7CG37YXyq7kbrZgZyED//0LewrNeocixEGbsis46/VlPLC0Y2wyo6pyqde8CA533aKtIwlP7AeAvTRd50gcGpo2lgmLdyTOs6r2kxTUuRKfqVNv5/n8ShKtXtyz5E5W5C3TO6R2aSx19AkPipWLPn8V3GM4AOV7ZSEvYFSPCD6/dhR1jTbOfXMF2/Oq9A5JiE6ntKmNTksS1ACxIb48fGYqa/eXM3tZhtPjKaqq560/93Hai4s589WlfLo6izG9Ipl9xQhW3DOJ+6b2p29sEADRQT4YFORXeH5BWF2FI0FtCmxdglrTNH7MmMugyDSSgpOdHpdBGbj3xMfoEdKbR1fcQ2aVe9e3tX7xRNiK3Drnoew2G3VGx3uyGBcmqAFCfEJ4dMyT5JizeW7df5w+fkKvwZQQild25+9DrdnthGhmrG1smeNOhWEn0LthO40Nnv97qiOTBPUx+HoZmZWWwOfXjmbhnRO49qQebMqp5JoP1zLm6QX89+edFNVKotodXlu4j7pGG68t9IxKR9G1FZsbuOurTcx8bRmbsivIqdY6RG9Nn5o8ig1RHrtDsrv5B4VSRjCmyv16hwKAVpGNRTMRFpOI2VJFeUN5h+8//VchETHsi5zG7Jx0Ev27cdeft7G6YJXeYbVdVQ5WzUBodNu+Tpqmsa1kM6vyl+m2sZGrxPZKw6KZ0HI36h2K8BADE0L48rrReBsV57+9grWZZXqHJESncqCCOiKw+RYfB5w9LIFT+kfzzC+72Ffc/v7P9Y02vt+UxxWzVzPqqT946qedBPqYeOKsgay57xReu2gYE/tFYzIevhY1GQ2E+qgOUUHdUOlIUHuHtC5BvblkA9nm/UzvcZYrwgLAz+THk+NexNvgzX1LbqWqodJlc/2VNSiBcMzU1+hTUGYuL6LEy/F95aoe1IcaFjOcy1Ov5vt9c/l9v3MrnZXBQEbQCaSY13f6PtQ1VWWYlB38PD9BrVLG46saydm6RO9QOjXJVLRASmQAd5/ej+X3TOLtS09gUEIIb/65j3uW1PHjlny9w+vUNmZXsG5/OQmhfny3KY/9pXJrqNBHo83Ou0vSmfTsIuZuzOW6k3rwwvlDAUjvALcsBzYUUuEV3a4xNE3j1Q3P8vXuTzvMTuvHU2SKI6AmR+8wAPCpzqHIEIXBaCTb7KjM7UwtPg6ImfJPwuw2biyJIzEoiTsW/YP1hev0DqtNvKvzKFHhmLxangwAyKrK5L0tr3PR/DO58Y/L+Nfimzhr3mT+s/ph1hSswGq3uihi9/Hy8SXTlExwhbT4EP+vV3QgX90whqhAHy55bxULd+lXbSdEZ1NS3UCwrwkfk7HF5yilePLsQfh5G1vd6sNu19hfWsPPW/N5/tdd/P2DtYx44ndu+WwDuwvM3DChJ3/ccTLf3jiWi0/sToj/8Xsuh/sq8io8P0HdWOXYXNsvtHV9juenf4u/KYCTE091RVgHxQTE8fi45ymqLeDhFf/Cam906XwHGEIdm7CX5+tzZ2JlcS4FRsf3vit7UB/q2sHXkxoxkKdWP0pBjXNzQtbu44mkgsytK5w6rqepLnO0hVEBre/p7m5xQyYDULNb+lC7kknvADoSL6OBKamxTEmNpaCynkveWMhtn28kzN+b0T09/4eqI5q9LINAHxMfXT2S019awpt/pvPU2YP0Dkt0MUv2FPPwd9vYV1zDyX2ieOjMAfSMCiS9qdoks6SGE7qH6Rzl8UVYC0kPGdmuMTYVr+Orps1X0iv3cPsJ9zl1kxd3q/JNIKHGNRuctFZgfT7lXjFE4GjvAZ0zQR3XI5WNgeMYnf89KTMWc8fK2/nnopt4ZdKbDI4aqnd4rRJQn0+ZKZqW1OmU1ZeyIOtnfs2cz67y7RiUgbToEVyeei0hPqEszP6VRdm/8WPGXMJ8wpmQeCqTkk5nYOQQDKpj1hKUBvWnf8VCbHa73LkhDkoI9ePL60dz+furueaDtbxw/lDOHBKvd1hCdHgl1RYig1rW3uNQ0UG+PDIjlVs/38i7S9K5rqkf9KHqG23sKjCzPb+KHflVbM+rYmeBmeoGxwVVg4KeUYGcnhrLrLQERveIwGBQrYojwleRX+n5t87baxwJ6sCIuBafU20xsyj7d6Z0n4afyc9VoR00MHIodwx/gKdX/5tXNzzHbSfc4/I5fSIda9aaokzoNcTl8/1VXUUBBSYTCkW0f/sKclrKZPDisbFPc8mP5/HQsvt445R3MRpafoHoeJLHnkPl1mcw/HgXtgGLMZo6Z9quvqoEAFNgpM6RNC8kMo4MQxIhBdK+zpU653e6G8SG+HLbMF9e2mrg2g/X8sV1oxkQH6x3WJ1KQWU98zfnc/mYZHpEBXLe8G58uSaHWyf3JjbEV+/wRBeQVVrL4/O38+v2QrpH+PPe5cOZ1C8apRyL7sRwfwwKj9/0ydpoIUIrZ1dA+5IAH+94j3DfCE5PnsGnO2dTUJPHI2OeIci7Y/7uawhKIsa8iFJLA17erX9T50yR1gL2hY4FIMuchUKRENhN15hcxfvk2wj+8W9sWfg5r01/m+t/v5pbF97Ea5Pf0ju0VglrLCQ3IPWYz9c21rI0dyG/7f+RdYUrsWk2eof248ahdzA56TQi/f7/DdTo+JNoGN7AqvxlLMj6mR8z5jFn7xdE+cUwKek0JiWdRt+wAQd/93QE1phBhFZ8z67cfUQl9tY7HOFBIgN9+OzaUfz9g7X84/MNVNU3kqB3UEJ0cMXVDS3uP/1XM4bE89OWAp77bTdpSWHUNdrYnteUjM6vIr24mgPF1YE+JvrHBXH2sAQGxAUzID6YPjFB+Hq1LzEX7mdgQ0k9drvW6uS2OxlqSrFoRgKCWl6YsiDrFxps9UzrMct1gf3FGSkzyajcxxe7PqRHSC9m9DrHpfMFN+3H0VCiT+u8+ooCCkxGQr2C3Vo80y0okbtG3McjKx7gg+3vc9XAa5wybmhUApuGPsiojfew7MvHGXbRw04Z19NYmhLU3sGt33RUD/mhwxhS+jM1jZZW30EpWkYS1O0Q6K344KqR/O2N5Vw+ezXf3jCGxHB/vcPqND5ckYld07hiTDIA153Uk89WZ/P24nQeOnOAvsGJTq3WYuWNRft4a3E6JoPiX6f35epxKUfcNullNBDlpzw+QV1RkEW00iCk7QnPnWXbWFOwgusG38pF/a+ke3AKz6x9lJv+uIL/jH+FuMAOmF6I6IEp3055XjrRyf11C6OhroZIKtgV7Pj6ZFXtJzYgDh+jvklzV+k1bBI7fhtAyp4PCPK6k9cnv8N1v1/FLQuu5/qIGxild4AtYLfZiLKXkBFw+Pe91W5lbeFKft//I0tyFlBvqyfWP44L+13Bqd2nkhxyZGXaAT5GH07qNomTuk2itrGWZXmLWJD1C9/s+ZQvdn1IQmAik5JOY3LS6aSE9HL1S2y3gJThsAtKd6+SBLU4QrCvFx9eNZKbPlnP/XO2cs0gbyboHZQQHVhJdQP9Y9tWMKCU4vGzBjLlhcWc99b/txRICPWjf1wwUwfGMiA+mAFxIXQL83NJAjncV2Gx2imtsRDVhkpwdzHVl1KhQjC14s6gH9K/pUdIb/qFD3RhZEe6bvCtZFbt48X1T5MY3J206BEumys0Nhm7pqAy22VzHI/NXESByUi0izdIPJqpKdNZkbeMdza/wYjYExkUOdgp4w6eeg3rd3/P8H2vk7VrJt36pjllXE9iNTvuSPBtZU93vWjJ4wgom8vu7SvpPuQkvcPplOSey3aKD/Xjw6tGYrHauez91ZRWN+gdUqdQZ7Hx6eosTh0QczDpnxjuz6yhCXy6er98noVLaJrG95vymPzcn7yyYC9TB8ay4I4J3Dih1zF7+sUGGDy+B3VVoWN3du+Itm+698mO9wn0CmJmr3MBOD1lBs+e/AZl9SVc//slbC3Z5JRY3ckv2pEsrMrbrWscJbmOfn3GMMftkVnm/SR1sg0S/8o87HritSK2L/iEmIBYXp/8Dv6mAF4vfI3yes/fPK2yOA9vZcMe0g1N09hRuoWX1/+Hc76bwt2Lb2Zl/lKmJE/nlUmz+Wz6fK4ZfMtxk9N/5e/lz6ndp/LU+JeYO3MB/xrxMHEBCXyy432u+Pkcrvj5HD7a/g751bkufJXtE9tnOFbNgC13g96hCA/l62XkzUtPYGRyOB/vsJDfATZIE8JTlZgbiGzFBol/FRnow3uXD+eh6QP47JpRbHzoVJbdM4l3Lx/O7VP6cvrAOJIi/F1W3Rzu6xjX038PeFvKMRtCWnz8vord7CrfzrQes9x+F5TRYOShUU+TEJjIQ8vuJK/adfuueHn7UKzC8NJrXVJdTIHRRHyQ++8+VEpxz8j7ifaP4cFl91Dd2P4NR8GxWWLMxW9Sq3yxz7kea2Pn2lAbwF5bCkBgmHv6hrdXzGBHH2rzzoU6R9J5SYLaCXrHBPH+FcPJq6jjqv+toaah429wpLdvN+RQUdvI1eN6HPb4jRN70mC18/6yDJ0iE53V9rwqzn97Jbd8toHwAG++vn40L16Q1mw7mVh/RWZJjUdvGnjgdruAqOQ2nZ9ZuY/FOX9wdu8LCfAKPPh4WvQIXp/8IQFegfxz4TUsyPrFGeG6TXCCo6qzoUifDV0OqCrYB4BfVAqappFtzuqU/acPNWDiheSoOMLWv4lmtxMfmMDDYx6nxl7D1pLNeofXrKoCx/eMV3gij628l+t/v5Tv933D4KhhPDHuBb6d8Tt3DH+AwVFp7e4hHeQdzLQes3huwpt8M+M3bht2L4FeQby75TUu+Wkm3+753CN///j6B5JtTCSwTDZKFMfmZTTwzLmDsWlw9zdbPPJ7WQhP12C1UVVvbXOLjwPSksK4alwKo3tGEOrv3tvXI5oS1HkVnt2H2q+xglpTyxPU89Pn4GXw4tTu01wY1bEFegfx1PgX0dC4b8mt1DgpeXo0ZaYYAuoKXDb+8RhriygwmYgJcH8FNTg+z4+OeZKCmnyeWfOU08YNj+nG7uEP09e6m81fPOa0cT2Fqi3Dpin8g8P1DqVFwmO7k63iCSxY5ZTxzGWFnfLCQ3tIgtpJTugezmsXDWNrXhU3fLIei9Wud0gdlt2u8f7SDAYmBDMi+fD+Xj2jApk6MI4Pl++nss49uxKLzq2i1sKDc7cy/ZUl7C2q5qmzB/HdzeMYntyyP5QxAQbqGm0UVnluVb+twnG7XWh8j2aOPLpPd87G1+jL3/pceMRzScHJvH7Kh/QNT+WRFXfz0fZ3OkyCISwmGYtmQpXre8Grvsgxf2hCT8rqy6hprCYpqHMnqI0mE1l9r6SPbTd71v4GQM9QxwWDLHOWnqG1SF1xJgAB0clsKFrD6LjxzJn5B4+OfZZxCRPxNrrmjX24bwRn9T6fVyfP5svpPzEydiwvrX+aR1feS21jrUvmbI+iwH50q9f3DgXh+bpHBHBeH28W7y7mizX63B4uREdWWu1IcLRlk0RPEe7nSEt4egV1oK2COu+W9Z9usDXw2/4fGZ8wiRCfUNcGdhzdgrrzyJhnyDJn8tjK+7DZbS6Zp9o3ltDGQpeM3RyrpZQ6gyImQL9K3CHRaVw18Fp+yviBnzPmO23cwadfxbrAkxmR8SZZO9Y6bVxPYKwvp1IFYTA6Z3NJd8gJGUavui3YrO0rSt2z9Fui3hrKri8edFJknYMkqJ3olAExPHnWQBbvLububzZjt3eMJI2nWbynmH3FNVw9LuWot0LdMKEn5gYrH63IdH9wolOx2uxc8t4qPl2dxWWjk1l4xwQuHJmEsRW3L8YGOH6Nppe4riKhvYxVuVQRgH9QaKvPza/J5ff9P3Fmz3MI9Tn6gjzUJ4znJ7zFqd2n8e6W13h69UM02jz/ApLRZKLAEI1vtb4JUa0iG6tmcFyVNzuq3RM7eYIaoN8Z11NOEPalLwMQ6hOKv8GfHLPnJ6hs5Y7vGd+oeMrqSxkYOZRA7yC3xhATEMcT417gmkG3sCj7V67//RIyq/S9G+CvGqIGEkU5ZQX6bJokOo5JSSZG94jg8fk7yCn3vIstQniykqbWh+2toNZTkBf4mAzkVXh2gjrEXkmjT0SLjl2au5AqSyVT3bg54rGcEHMit6TdxYq8xby75VWXzNHgH0+0vQTN7v5CvVrN0SpCjx7Uh7pq4DUMjhzKf1Y/Qa4TW6rEX/wa1cofw9zrabR4blFUa3lbyjErR+/8TUXreGPTCwffC3kqW9IYgqkhf3fbLxbs+O1/pC25Dn/VgF/ZTidG1/FJgtrJzh+RxF2n9WXOhlye+mmH3uF0SO8vyyQqyIdpg+KP+vzAhBAm9o3ivaUZ1FqknYpou3eXZrA1t4pXLkzj4RmphPi3ftfnGH9HMtuTN0r0q8unxBDZpnM/3/kBSinO73vpcY/zNnpz/4mPc+XAG/g583vu/PN6qhoq2zSnO5X5JBBSr28fX29zNsUqApOXN1lNi7LO3uIDwC8giO0J5zKkZgW5exw9zCNNkWR3gApqQ1UONZovlSbHrcjxge7veQhgUAYuGXA1z538JlUNFVz/28X8kfWzLrEcjV/3EwAo2b1G50iEpzMoxX/PGYymadz9zeYOcyeOEJ7gQII6oh09qPWmlCI+1I+8Ss9t8dHYUE+wqsXu37IE9fz0OcT6x3FCzIkujqxlZvU6nxk9z+HTnbNZU7Dc6ePbQ7rhoxqpKsl3+tjNqVWOQqEYnRPUJoOJR8c+CUrx0LL7sNqdk6sIjUpg78jH6G3bx5bP/+2UMT2Bb2MFNUZHy5x5+77i850fcOmPs7h/6T/ZUrzBI9cC0YNOAaBye9v6UG+b9yKj197BXu9+bDcNILQhz5nhdXiSoHaBGyf05PLR3XlnSQbvLPasaiZPt6fQzOLdxVw2qjvepmN/e948qRfltY18usrzExnCM2WW1PDCb7s5LTWGqYPi2jxOmK/C18tARrHnJqiDLUVUebf+lrfSuhJ+TJ/L6ckziPJv/nylFFekXscDo55kW+lmbvj9UnI8PNlY459IjE2ffnkHBNTnU+blWFBnVe3HZDARG9D278mOJHnqP2nERMlvLwAQZYruEAlqn9oCio1RFNQ6FpVxAQm6xjMsZiTvTPmMXqF9eXTFPby47mmPuIshtq/jTXlj9nqdIxEdQWK4P/dPG8CyvaV8Ius7IVqsxOxo8RHVgSuoAeJCfMn34Apqc1nTetG/+aKP/Jpc1hWu4oyUme3ei8JZlFLcnHYXSUHJPLv2ceqszv1ce4U7iisqC9yb/9DsdmoMjteiVw/qQ8UHJnDPyAfYUrKJ97e+7bRxB025jDVBkxi5/10yt65w2rh68rdWUu/lSFCX1ZfSM6QPlw64hs3F67l5wZXc+Mfl/Jn9u8va0rRFZGIv8onCL29lq8/d+vm/Gb/jUTb7DSf0+h+pCO5LtM7vQz2NZ/y27GSUUjx0ZirTBsXxxI87mLPBdTvmdjbvL8vEx2TgohOTjnvcCd3DGdUjnHeWpNNg9ZxfWKJj0DSN++Zswdto4NGZA9s1lkEpkiMCPLqCOsJWRK1/6xOeX+3+GKtm5cJ+V7TqvFO7T+WFCW9jtlRxw++XsqnYc5NT9tDuBFODuUyfnnkAEY0F1Pg77hjJNmeRENgNk8GkWzzuFB7TjQ1hpzG09EcqinOJ8oqioCYfi82zNwwJbiig0iuGvKbbN/WqoD5UlH8ML058h/P6XMqcvZ/zjwVXUVSr88WXkDCyVTx+pdt0jUN0HBeOTGR870ie/HEH2WXS6kOIlijuBC0+AOJC/Dx6k8TacsffVGNQVLPH/pQxD4XijJSZrg6rVXyMPtw54iEKavJ4f8vrTh3bP9qRoK4tynTquM2prami1AsMKCJ923bHqLOdlnwGU1PO5L0tbzNv77dOG7fbJa9RqYLw/u4mLA2e+7PSUoF2MxbvUMCRoO4WlMTVg27kyzN/5rZh91LZUM5Dy+/kkh9nMmfP506/qNJWWcHD6FG7scXtbDS7ne2zb+WkzFdYHTiRuBvm4RsQhDUkiWBqqC4vdnHEHYckqF3EaFA8f/4QxvSM4K6vNrNoV5FTxtU0jT2FZmoaOl9ri/IaC9+uz+GstAQiWrDAunlibwqrGvh6nVwAEK3z1boclu8r5d6p/YkJ9m33eD2iPDdBXV9jJgwz1sDWVXiaLVXM3fslExOn0C3o+BeMjmZQVBpvnPoRoT5h3LHoOn7NdN5mIc5kinRsHFmeo89Gbo2WeiK1MhqDEgFHBXVn3yDxryJOvR1f1Uj6jy8RZYpCQ3Nq3z5XiLAVUesXR15NLv6mAIK9Q/QOCQCTwYub0u7gkTHPkFmVzt9/ucAlt/G2RkFAX+Lrdukag+g4lFL852+DMSrFnV9tkv1chGiBkuoGAryN+Hl3nI3GjiY+1Jcicz1Wm/t7GLdEfYXj/bxXcPRxj7PZbfyYPo8RsaOJ8cA74oZEDWNGz3P5es8n7Cjd6rRxQ2JTALCWu/cOmKriXAqNRkKVP0aD5/wM3DPyfkbFjeGJVY/w2c6PnTJmaEQsGaOfoKc9g62fdezN9TS7nVCtCqtvOABl9SWE+zra5/iZ/Dir9/l8dMZcHh3zLKE+Yby4/mnO+/503tvyGmX1pXqGjqXbaMIxk79nY7PH2qxWdr99JeMKP2J5+CxSrv8CLx9H/sEU4XgfWqbT+1BPJAlqF/IxGXnr0hPoExPEjZ+sZ1N2RZvGsds11mSW8ej32xn79AJOfWExE59dxJwNOR7Zl6etPl2dRYPVzpVjU1p0/NheEQxJDOXNP/d57EJGeJ4icz1PzN/ByJRwLhiR6JQxkyMCyCqr9cjvw4qCTAAMoa2r8Px2z+fUWWu5uP9VbZ47ITCR10/5kIGRQ3li1f28v/V1j/udFRDbG4Cagr26zF+am4FRaRhCk7BrdnKqs0lswwWBjqxb3zQ2+o1iQPbnhONI9Hpym4/62moiqMQalEB+dQ7xgQlH3dBXTxMST+XtKZ8S7hfJXX/exP+2vYVd0+f3U31kKvFaka53KYiOJT7UjwenD2BVRhkfyobYQjSrpNpCZFDHrp4Gx8++XYNCs2duAtdodlQ5+oUeP0G9tnAlxXWFHrE54rFcN/gfhPtG8MyaR7HandMSLCgsmlrNB0OVe4sMasryKTCZCPc6+mbuevE1+fHsyS8xKfEUXlj3DO9uedMp74MGTr6I1cFTODH7fTI2L3NCpPqor6nCW1mx+4VhsVkwW6oI/0sFvNFg5OTEU3j9lA95ddJsBkcN46Pt73L+92fwzJpH2V+VoUvsEQMnAVDeTB/qxoZ69r9xLqMrvmdJ3BX0/fu7GE3/f5dsQFwvAGp1eh/qiSRB7WJBvl7876oRRAR6c+X/1pBeXN2i86w2O8v3lvDg3K2c+NQfnPvmCj5etZ8B8cE8OjOVuBBf/vnFJs55cwVbcjx/I7LmWKx2PlyRyfjekfSNDWrROUopbp7Yi+yyOr7bJM3lRcs88v126hptPHX2IAwG5ySVUiIDsNo1cso947ajQ1UXOvrA+Ua2vCq3trGWr3d/wpj4k+kZ2qdd8wd5B/PMSa9zRspMPtj2Nk+uetBpG4Y4Q0Si4/XZS/VZ4FQW7APANyqFotpCGmwNXWKDxCOMuZkwzATu3w7g0Tt4H7joo0ITya/JJS5A//YeR5MY1J03TvmIU7tPY/bWN7h78S1UNlS4PQ6fJMdGiYW7Vrt9btFxnTu8GxP6RvH0zzvJ9NA7lITwFCXmhg7f3gMcPagB8jy0D7W92pGgDgg/fp/j+elzCPEOZWz8BDdE1TaB3kH884T72Fe5m892fuCUMZXBQLEhCt8a974vr68opMBkJMqv9fvtuJqX0YvHx/2H6T1m8PbmN3hp/XNOSVJ3v/RVylUIfj/chKW+Y7bDqi53FC6ogEjKmyqiD1RQ/5VSikFRaTwx7gU+mjqX01Nm8uv++Vz201ncu+RWNhWtc2sRVEzyAIoIxyf32Hcp1tdUUvD6mQyv+ZPFPW4j9fLnUYbD069h3RzvQ62lsm/dAZKgdoPoIF8+vOpEFHDZ+6spqjp6vyCL1c6iXUXc881mRj75Bxe9u4qv1+UwvHsYL1+YxvoHT+Xdy0dw2ehk5tw4lv+eM5j9pTXMeG0p9367mdJqz7za3BI/bc2nsKqBq1pYPX3A5H7R9IsN4vVF++Q2UNGs37YXMn9zPv+Y1IueUYFOG7dHVACAR7b5aCjLBiAwOrnF5/yQ/g1Vlkou6X+1U2LwMnpx94iHuXrgTfy6/wceX3mf06o12ssvKJRSQjBV6pMQrSvOBCAkLoWsKkcMXa3FB0CfE89gj7EXo4t/Jtg7hGxztt4hHVN1YSYAXhFJ5NXkekT/6WPxM/lx34mPcccJD7ChaDXX/HohO0q3uDWGqD4jAajP8txe9MLzKKV4+uzBeBkN3PnVJmyyxmu3BquN++Zskd7enVBJdQORgd56h9Fu8aF+gOcmqKkpwa4pAo9TQV1RX8ayvEVMSZ6Ot9GzvybjEiZycrdT+HDb22RVZTplzArvGIIa3HvHlKUin0Kjkfhg59wZ62wmg4kHRj3C+X0v4tOdH/HkqkfbvelfcFgU+8f9hxT7frZ+er+TInWv2krHBR9TYARl9SUAhPs130M8Mag7dwy/n6+m/8SVqdezrXQz/1h4NbcsuJKqBvcUbiqDgczAIaRUH70PdXV5MZVvTGVg/XqWpD7CwPMeOuo4gSERVBCIqcpz7xx1N0lQu0lKZACzrxxBWY2Fy2evoarekZypb7Tx2/ZCbv9yI8Mf/40rZq/hh835jO8dyZuXDGP9g6fyxiUnMGNIPIE+/387gMGgOG94IgvunMDVY1P4am0OE55dxPtLM2j0wDYDx6NpGu8tzaBHVAAn92l+04lDGQyKGyf2Ym9RNb9ulx1QxbGZ6xt5cO5W+sUGce1JPZ06dkqkI9md7oEJaiqysWuK0NjkFh1usVn4YteHpEWPIDVysNPCUEpxWeo13DjkdhZm/8rDy++m0eYZSepiUxyBtfokRO1l+7FrioiEnmQ1tbVI7IIV1MpgoHTQ1XQnn2hDiEe3+LCUOi4k2MJDsdgaiAtoXX93d1NKMaPXObw6+X8o4OYFVzJnzxduqzQJiYwjn0h8i92bGBcdX2yILw+fmcra/eXMXqbPXS6dyeacSj5dlSVtUzohR4K681RQ51d65uZvxvpSKlTgYbfo/9Uv++djtVuZ5sHtPQ5167B78Db68Ozax5zSCqzWL44Im3P23mqp6to8GgwGuoX3cOu8rWFQBm4/4V9cNfAa5u37loeW39vuYp3UCeeyKnQqo3I/IH3jn06K1H0slY6ktFdQ1MGe0seqoD6aUN9wrhh4PV9N/4nbht3LzrJtPLjsdrdttN6QMIYoyinM3H7Y42UF+7G+M4WejXtYNeJFUs+85bjjFBljCajx7L133EkS1G40uFsob15yAnsKzVw1ew23fLaBEx77jWs+XMsfO4qYkhrLe5cPZ+0Dp/DSBWmcPjCu2c0ugn29eGD6AH6+bTxDE0N59IftTH1pCcv2lrjpVbXfuv3lbM6p5MqxKW1quTBtUBwpkQG8unCvx/W3FZ7jvz/votBcz9N/G4y3ybm/+sL8vQjx8yKjpGUtfNzJZM6jTIXg7evXouN/yfyekrpip1VP/9X5/S7jH2l3syR3AQ8uu50Gm/53flT5JRDRqE+bIJM5hxIVhrePL1nm/fgafYnya92Fus4ibsgpAIRbDGR7cCWBVuG4mFEb4Pj77MkV1IfqF57K21M+44SYE3lx/VM8sep+t93JkOffl9ga2ShRtN7ZwxI4pX80z/yyi30tbJMnjm5nfhUAv2wrlPVyJ9Jos1Ne29gpEtRBvl4E+ZrI99AKau/6MqrUsTdF1jSNH9PnMCB8ECkhvdwYWdtF+EVy49A72FS8jh/Sv233eNagBCKpoKHOfUU7FXX5AMSHePZ6TCnF9UNu5uaht/Hb/l/41+Lbqbe272JMj0tfpkSFE/jjzW79nDuDtamnu29IFKUHKqh9m6+g/isfky9n9T6fu0c+wsbidTyz5lG3/I0LGzARgNKtCw4+VrR/J74fnEGMrYCNJ79Dv1MubXacKt8Ewi35Louzo5EEtZud1CeK584bwrqscpbvLWHG0AQ+vGokax84hWfPHcLk/jH4erV+99le0UF8eNVI3r70BOqtNi5+dxXXf7SuQ9zG9/6yDEL8vPjbsLZVoRkNihtO7snW3Cr+3F3s5OhEZ7A2s4yPVu7nyjEpDE0Mdfr4SimSIwPILPG8nzf/+gJKjcffzOUAq93KZzv/R7/wVE6IOdFlMf2tz4XcccIDrMhfwv1Lb6OhnYuz9moISiLGXkyjxf3J8oC6PEq9HL0Ms6v2kxjcHYPqmn+aoxJ6UKn5E1NTT2FtgUdcvDgakzmXEkIpbnQspjtKghogxCeUp8e/wpUDb+C3/T86re9kc2rDU+lmz6PWXOGW+UTnoZTiybMG4etllFYf7bSjwAxAVlktO5s+Fh1feY2jWrAzbJIIEB/iR26FZ1ZQ+zWWU2MKPebz20u3kFmV7tGbIx7N1JSZDIseyZubXqSkrn3VzyrU0WajPN99d72YbY71WIy/5/WgPprLUq/k7hH3syx3Cf9cdDM1jW1PLAeGRJB78jN0t+ew/ZN7nBil69lrHVXTAWHRByuow3zC2zzeqd2nHmwn+cG2t5wS4/HE9R5KGUF456wAIHfXOiI+m0aQZmbXGZ/Ra8zMFo1TH5hIjL0Qm9Vz9mjSU9d8F6yzmUMTWHnvZFbffwpPnT2Ik/pE4WVs/5dCKcWU1Fh+++fJ3DmlD3/uLuaU5//k+d92U2dpX58jV8kuq+XnrQVcODIJf+9j3y7VnFlpCcSH+PLaQtkBVRyuwWrj7m82kxDqxx1T2rfh3/H0iAzwyB7UoZZCzD4tW7Atyv6N3OpsLul/NUo5ZwPJY5nR6xzuHvEwawtWcveSW6iz6lcto8J7YFQaZXn73D53eGMh1b5xAGSZ95MYlOT2GDyFMhjINHanR20pGhq51Z55u1tAfT6lpmjyq3NQKGL84/QOqVUMysAVqdcxIfFUp/adPB5TtzQMSqNg1xqXzyU6n+hgXx6dmcqGrAreXSIbCbXVzvwqekUHohT8sk3a4nUWxU17EEV1gh7UAPGhvuRXemYFdYCtkjqvsGM+Pz9jDn4mPyYnne7GqNpPKcUdwx+g0d7IC+uealf1qU+Eo03dgf063KHK7rg7JNr/+JtXepK/9TmPR8Y8ycai9dzyx3VUtqN3cv/xZ7EybAYn5n/CnnV/ODFKF6stxa4pAkIiKasrIcQ7FC+jV7uGvHTA3zk9eQazt73JL5k/OCnQo1MGA+n+Q0mqWk/mxkUkzjkLgKxZc0geOqHF42hhyXgrG+Vu/JnxZJKg1klMsC/GNrSzaAlfLyM3T+rNgjtP5rTUWF7+Yw+Tn1vE/M35HndL34crMh29aUe3r+eqt8nAdSf3ZE1mOavSS50UnegMXl+4j33FNTxx1kACfNp+EaQ5KZEB5FbUUd/oOReDNLudSHsx9QHNJ9Dsmp2Pd7xHcnAPxiZMcH1wwNQes7jvxMfZVLyOfy2+idp2VBC0h0+0oye5OW+PW+e1Wa1E2UuwBCVitTeSV53bJTdIPFSxTzJD6h2JE09t8xFiKcLsHUteTQ5R/jEevwnSsfwj7W6n9p08nqi+jjsy6vavc+k8ovOaMSSe01JjeO633ewplOrf1rLbNXYVmBnbM4Lh3cP4ZZt7NzETrlNS3VRB3QlafADEhfp5bA/qYHsljceo8KxtrGVB1i9MSJyCv1eAmyNrv25BSVw18AaW5i5kcU7bk5yBsSnA/+/X4Q5mQx1GDcJ92159q4fTU6by9Pjn2FW+kxt+v5qSura3aO192UsUqUhCf/4H9bUdox2Woa4cs/LH5OVNWX1pq/pPH4tSijuHP8iw6JH8d83DbChybWFEXfwo4iim/08XUKMCKL1wPgn9hrdqjAPvQ6ty3fs+1FNJgroTiwvx4+UL0/ji2lGE+Htz06frueDtlexo6kGnt+oGK5+vyeaMgbEHd21uj/NHJBIZ6MOrUkUtmuwuNPP6or2clZbAhL4ta3PRVimRjsVoZqnnVFHXVJYSoBrQgppvn7MibwkZlXu5uP/Vbm0xMSV5Gg+OeoptJZu4888bqLa4P/EQmuCorG8odO/vjtL8TLyUDRWaSF51HjbNRlIXrqAGqAlKpo/V0SrHEzdK1Ox2opou+uRV5xLv4RskHo+z+04eT1hMEiWE4lW02aXziM5LKcXjswYR4O1o9WHtYBuC6y2nvI4ai41+ccGclhrLjvyqDtEGUDSvxOyooO4sCer4EF/Kaiwed/ev3WYjRDNj9Tt6EnRh9q/UWWuZljLLvYE50bl9LqF3aD9eXP80Zkvb8gVhTQnqA/t1uEOl0UKY5t0hW+SdnDiRFya8So45m+t+u5KCmrb1IvYPCqVg4rMkaXns+PhOJ0fpGl6WcqpUMABl9SWE+7W+//RRxzV68ejYZ0kITOKBpbezv8p17WZCBkwGIN8YR93lPxPdvV+rxwiMdSSo64rcfyevJ+p4P8Wi1U7sEcEPt4zj8VkD2VVoZtrLS3ho3lYqat2zw+mxfL02G3O9lavHpThlPF8vI38fn8KSPSVsyq5wypjCfdbtL6eoynkVEza7xt3fbCbQx8QD0/o7bdxjOZCgzij2nAR1Rb7jD50x7PhJT03T+Hj7u8QGxDMp6TR3hHaYSUmn8fCYZ9hVvp3bF11HVTtuc2uLsNjuWDQTqjzTrfMe+Pr4RqWQZXZUmiQFd+0KahXWgxC7RqDy9cgEtbm8CH/VgD24G/k1OcR1oP7TR+PMvpPHowwGcnx7E2Xe6bI5ROcXFeTDY7MGsimnkrcWS6uP1thZ4Eg29YsN4rRUx23w0uajcyhpavHRWXpQx4U4ipY8rc2HubwIo9LA/+hJtB/T55AUlMzAyKHuDcyJTAYT/xrxbyobynlj0wttGsPb148SQjFVu2fzcUtDPaUmjTDV8arWDxgZN4pXJ79FeX051/x6Bfvb2Hqt39gZrIg4i1GFX7J79S/ODdIFfC0V1Bgdm446q4L6gCDvYP4z/hW8DF7cvfhmKurLnDb2oboNGMnqkz/AdO1vhMe27T1cREIvbJqCskznBtdBSYK6izAaFJeM6s6iOydwyajufLxyPxOfXcQnq/brsuGM3a4xe3kmaUmhpCUdu5dXa118YhLBvibpRd3BVNU3ct5bK5j47CLe/HMfDdb2V018vHI/G7IqeOjMAUS4oaokuSlBne5BfahrihxJT9+o4//B3FC0lu1lW7io35WYDK5rg3I8J3WbxGNjnye9cg//XHQtFQ3lbpvbYDRSYIjBt9q9CdG6IscV/eDYHmRVNSWou3iLD//I7tg0RZTN2yMT1JX5jqSYPTSOkrpi4jpwBTUc3nfyxXVPu3Quc9gAutuyOtwu88KzTB8cz7TBcbz4++6DSVc9VDdYKTJ7ZhuCo9lZYEYp6BMTRGK4P/3jgiVB3UmUVDfg62UgwNuodyhOceCuWk9r81FT7vh5MQRGHfFcZlU6W0s3Ma3HWS7fw8XV+oT357y+lzI/fQ7rC9vWHqHUFI1/XdsqgVurqjSfQqOJMGOoW+ZzlcFRQ3nzlHex2Bq47rcr2VO+u03j9L7keQoM0UT8dhvWBs+6yPNX/rYq6kwhaJrWlKB2TgX1AXGBCTw5/iVK60u4d+ltNFhd8zul1+gzCQxte+xePr4UqQi8PfB9jx4kQd3FhPp78+jMgcz/x3j6xARx/5ytnPnKUtZkuuaq0rEs2FnE/tJarhrrnOrpA4J8vbhibAq/bi9kl+xQ3mHkltdhs2vE/B975x0m11me7/tM72V3Z3en7GpXxZItWXKRC7ZxAYMpDgZCDwQwhDihOQkQSEJC8gudUAIEQgklEHoHG2NjC1cZS7blJtmWrK2z03Z2ep85vz/OzEorrbRt+n73demS5syZc15N/c7zPd/z2gx87OZDvOCzd3HHodW7+aZjWT7x20NcfoaLl57THAHJotfQb9Uz1kYCdWlOWV5nGxg57X7fOfg1egx9vGD0JU2o6tRc4rmcj1z2OSaSY9x4x1/Md3RuBlG9F0e+OW6PGuWoIkr3ejcxmZzAqrNi1zuaWkO7odbqmVJ7ceeLbSlQZ8JjAKQdVoCOjvio4bMO8+btN3DX9O1ryp1cCrX3XDRShcBT6zOHWpKkIUmS7pAk6QlJkh6XJOndJ9z/d5IkyZIk9VVvS5Ik/ackSYclSXpEkqTzWlN5+/H/rtuB3ajl7354gGILoj72PjPLcz61h1d++b6mn3u1HAok2NBjmu/Fcc32AfaNzxGuxkMIOpdIqkCfRd/xwmgNj8MAgD/WXuJadk7JbdfaThaob3rm56glDdeM/Emzy2oIb95+A17LEJ/a92+rEvWS+kEchebk3MfDUwQ1avoMjY1ybAZn9GzjK8//JhqVlhtuu55HIyuPRTNbHYSe8yl8coDs07c3oMr6YS7HKegcZEpp8uVcXR3UNc7qPZt/uujDHJx9lA/f/08N77myWmZ1HmzZ6VaX0RYIgXqdcqbbxvffdjFfeN25zGUKvPLL9/Hu7z9EoEmz1V+/+ygeu4EX7qh/t903XzKCSafmv/YIF3WnUBuEfvrV5/CNN1+ABLz5mw9w/Tcf4OgKBV9Zlvmnnz1KRYYPv3RHUwfso33mFdfbSKT4JAVZjaN/6JT7HJx9lP3B+3n11jegV7d+eeiF7kv4+LM/z0xqinff/lZms+GmnDdtHmKg5EeuNG/gok5MEcGBwWRhIjnOsHVD11xgroWQ6Qw25+IEMwFyDXI7rJZiVJn0SZsVkafTIz5qvGrrG9ji2MZn9n901bmTS9Gz5UIAUkfXp0ANlIC/k2X5LOBi4O2SJJ0FingNPB84flbmhcCW6p+3AV9qbrntS49Zx7+/9Gwe9yf4rzual9lYrsh87raned1X9xLLFhmfzRCsYzRZIzk0k2TboG3+9jXbB5FluO2gaJbY6URS+a7JnwYYtNcE6vb6bBUTinHG4BhYuL1c5JaxX3GJ53KcHdak71ToNQbes/ufmU5N8s3H/3vFj8+ZPLgq4aaMqYOzRyhJEv3W7hiPbbCN8NXnfRO7zsE7fv827vPfs+JjnHHRi8jJWgyZ5hpvVopdTlLUO+cNSfV2UNe4Yuhqbth1I3+Yuo2vPvL5hpxjraSMPlyl5qw6aHeEQL2OkSSJa3d6+P3fXcG7nrOZmx8L8Jz/2MMX7zhMrti4xhRP+BPc98wsf37JCBp1/d+CTrOO11+8gV8d8LeVm1VwamoCtcdu4Kqt/fz2xsv5hxdt449Hozz/M3/gYzcfIpUvLetYv3pkhjueDPOea7Yy1GNqZNknsdHVXgK1Nj1DRNWLSn3qZZ/fOfg/WHU2XrLpFU2s7PScN3Ahn7j8i4SzQd51+1sIZRp/AV12bMAqZUnONS6H90TM2WlmNYrjYyIxvu7jPWoU+s5ie1ERSadTUy2uZiGq+BR5WUtcXf3O6hKB+vjcyS8f+GxDzuEaOoMEZtTB9dkoUZblGVmWH6z+OwkcBGoW/M8A7wOOz1y7Dvi2rLAXcEiS5G5mze3MC3YMct05Hj5/+9PsH2/8KsBQMscbvn4/n7ntKV56jpev/flugI7oeZItlDk6m2broHV+27ZBK8M9JhHz0QWEk90lUOs1avos+rbLoC4nIwCYnAvNVffN3EksP8e1G1/WirIaxnkDF/Di0Zfxgye/zVNzK+sfUbF5MUn5poypQ3ElLs/rGGn4uZqF2+LhK8//BkPWYf52zzv5+eGVNbKWVCqC6gFsheZd06yUXCal9HQx9hDNKp+tRjioa7x665/zkk2v5P8OfYNfHflJw86zWoq2YfqIkUuLBIDWhI0K2gqTTsPfPn8rr9w9xL//5gk+ecuT/HDfJB988Vk898z+ujv6vnHPUYxaNa+94PSN29bCWy8b5Zv3jvHfdx7hoy/f2bDzCOqDP55Dq5bmB9g6jYq3Xb6Jl57r5RO/fZIv/+EIP31wig+8aBsvPcd7yvfkXLrAv/7ycXb57LzpkpEm/g8URvvMzKYLxDNF7CZt089/IpZcgDlNP6dSNI7GD3P39B28aftfYtK2V3ORXf3n86kr/ov33fkO3nX79Xzmqq80NO9X27cRjsDc1FPYeuu/smMxHIUgQfMZ5Eo5gpkAQ7bGfSd2EoahXdj9yoTUZHKCTY7NLa7oGPqMn5Cqj5mMH4PagFPfHW4pUHInX7n19Xz/0Le4esMLObf/groeX1KpGNdtoTdxsK7H7UQkSRoBzgXulyTpOmBaluUDJ/y2eYHJ425PVbctsNhIkvQ2FIc1AwMD7Nmzp3GFN5BUKrXi2p/XI3OXDl7xpft4tk/DyzdrcRjqb3x4LFLmK4/kyJXgLTt0XNY/R3ZyDpUEv7rnEXTh9m7++Uy8jCxDeXaCPXuOOerOshW47akMN992B0ZN967eWc17q5PwRzP0a7Id/388/nWyqoo8dtTPnj3NiaAsVmRUS1zv5maUlbnPHD7C+Nixr+bvhb6OXe1AO1bhofG7Glpns7m0cjF3Srfxr3e8l78Z/DvUkmJ4yaRSPHTfqf+viZzyPfzwnTdhHdxSt3pKFZkp9cLXaTz0JFggGymx9+4763auduCtlrfyjez/8JH7/5V9B/fyYseLl63LWKU+nKVQS56TQllmQnX6OrPxEB5gLlPm6UfuBiD05DgPHS02rK4r5Et5yvAYn973YZLjs5xpPLNh51opyYKycmTf73+BeYneUfUil27P30YhUAvmGeox8d9v2M1dT4f51189wVu/vY8rznDxz39yFptclrqcI5zM84uH/bz6gqGGCnj9NgOv3j3E9x+Y4F3P3TLfEVrQnvhjWdx2I6oTfsz6rQY+9cpd/NlFw3zol4/zNz84wHf2TvCvL9nODq/9pON8+KaDxLNFvvPWi1Av8cPYCEZ6FZH36Gyac0yOpp//RJylEJOWU0/QfPfgNzBqjLx8y2ubWNXy2dF3Dv9xxZd5zx/+inff/lY+c9VX8FpOHVeyFszVAXQmeBi4vCHnOJ5KucxAJcSk5SqmksqFjnBQKwxs2Y3tHmWA2m451JZcgJh2gJn0FG6Lr+siWd68/QbunPw9n3rg//E/1/wQvcZQ1+PHHWdyQfDHxAp5tLrucfytBEmSLMBPgBtRYj/+ASXeY1XIsvwV4CsAu3fvlq+88sq1F9kC9uzZw2pqv+yyAp+//TDfvm+MfSGZv7x8E39x+Sgm3dovcUrlCp+97Wm+uP8wW/otfPF157Fl4JgLeetjdxFT67jyyovWfK5GEnxgAniUV1z9rPmGzgCWkSi//fJ9FF1beeEuT+sKbDCrfW91AuWKTOqWm9i5ZYQrr9za6nLWxPGv0/cm93EknObKK69oyrn96SKGJVb1Hnz8OyRlI7uf/dz5baFMkEO/PsSfnXk955/dnFqbzXsmVfzLve/lcM84r9n2RgAeuu8uzn3Ws0/5mAkzMP1JBhwGtp5mv5Uymyvis+gWbLv76U8D8IIrXorD2D2mgRqXVa7iEw98lJ8f/gmqHjX/dPG/olPrlnzcw4+OMhj5HcOXNf6a5kSmUgV6DafXeaae2AsPg2vkTILDGpiFSy5+Pg69s6G1nVnczTt/fz3/O/ctvnDeN9nkqN8Eylo4qi/A7z6Ly6at62fmdOy/9862/G0UER+Ck3j2Fhc3v/vZfPDas3hwfI5rPnMnH7npIMnc2me0vnv/OIVyhTddOrL2QpfgL6/YiCzDV+58puHnEqwNfyw73xRlMc4ddvKzv76UT7xiJ+Ozaf7kC3fzgZ8+ymzqWHOfu5+O8OP9U9xwxSbOdNtOeaxGstFVFagjqZac/3gqpRJ9lVmK5sX90/7UFLdP/JaXbHplWzfmO7N3B5+56qtkSxnefftbCaYbk8/VN3wGAOXZ5nxfzIWn0EklcAwzmVSaJQ4JgRqAnsFhyhULloq67QTqnlKQtHEQf2oaj7k74j2Ox6Ax8p4LPshUaoJvPfGVuh9fcp+DXioSPHyg7sfuBCRJ0qKI09+VZfmnwCZgFDggSdIY4AMelCRpEJgGjp+R81W3CY7DYdLxwWvP4ta/uYIrznDxmdue4qpP7eFH+yapVOSlD3AKZuJZXvfV+/nCHYd51flD/OLtly0QpwF2+ew8Oh1Hlld/nmZwcCaJUatm+ITYs/OGnfRZ9CLmo4OZyxSoyNBnWVqw6iTcdiMzsWxbfba0uVniqoXmmN8e/SUVucKLRl/amqKawBW+q7nMexX/89iXmE5NLv0AwD64EYBStPFjuFg5hq4iYzc0VthsFRqVlg9c+EH+ete7+O3YTbz7jr8ikV+6V0jFPoxdSpOKN6/h/ErIxpVYD621j2guglrSYNOdbD6rN2athY9d/nlMWhPvv+udRLLtEYPi9CkTjKXZoy2upPUsS6CWJGlMkqRHJUl6WJKkfdVtPZIk3SpJ0tPVv53V7aLreBegVat4y2Wj3PHeK/nT83x89a5nuOpTf+Ardx5h31iU9DLzgI8nVyzznb3jPGdbf90c2afD5zTx0nO9fO+PE9z/zOyaLlQEjcUfy+FZwuWuUkm8avcQt7/nSt5y6Sg/2jfJVZ/awzfvOUoyV+QDP3uEjX1m3vGc1sUBDPWYUElwNJJpWQ01YpEpdFIZ2ba4iPa9Q99CJal41dbXN7mylXOGcxufvvK/yZTSvPfOtxPPx+p+DoPZTgQH2th43Y+9GHN+pbGXvm+EiZpALSI+ACUKYlq3CW+x0lYCdbGQp0+eo2D2MJOewmNpXORMKzl/4CJeOHod3z/0LQ7PPVnXY9s3K7EhiaP76nrcTkBS7PZfBw7KsvxpAFmWH5VluV+W5RFZlkdQYjzOk2U5APwS+PPquPpiIC7LsuigcwpG+sx86fXn86MbnsWg3ch7f/wI137+bu49HFnxse44FOJFn7uLx/xxPvvqc/j4K3Zi1J3cy2Gnz0EsU2Qi2vrf/NNxKJBg66D1pFVqKpXE884aYM+hUEN7zwgaR6Rq1OizdteKFK/DSLpQJpFb+fVmozAU5kipHQu23T7xW87p3901/SgWQ5Ikbjzv/WhUGj71wP9b1qSBrc9NXtYixRvfRyROht6yqutWtB2PJEm8acdb+LdLPsoj4QP8xe/eiD91+vlqbe8IAJHJp5pQ4copJcMAGOz9RHOz9Bh6UEnN8c72mwb46LM/T7IQ5wN3vZtMsfW/4fY+DxlZjxQba3UpLWcl74KrZFk+R5bl3dXb7wd+L8vyFuD31dsguo53FX0WPR9/xU5+/teXMtxj5CM3HeIVX76PHR+6hef+xx7e9b2H+MqdR7j3cIR45vQO618d8BNJFbj+0tEmVQ9vv2ozWrWKV39lLxd/9Pd88OePce/hCKVy47oKy7LMU8Ek/3vfGI9MxRp2nm6hXJEJJHJ4HMuLYbEZtPzTtWfx2xufza4hBx/61RNc8rHbmYxm+cjLz8agPXVDwEaj16jxOU1t0SgxERgDQNNzsug5mw1z89Gf88LR6+gz9je5stWxxbmNj1z2WWZSU7z/rneRLdW/eU5Y48aSbU5TvnRQcWpbBjYykRin19CHRdv4ibtOIeHYyqZCmslEcyYMlkMsOIFakknZ+siWsri70EFd4693/S02nZ1PPPCvlCr1EwgGRneQlvXIs0fqdswO4lLgDcBzqoaPhyVJetFp9r8JeAY4DHwV+Osm1NjxXDDSw8/+6hI+95pziGeLvO5r9/OWbz7A4dDSjYeK5Qofvekgb/7mAwzajfz6nZfx0nNPPRG106e4vQ5MxetWf72RZZknA0nOdFsXvf+a7QOkC2XuPbJyIV/QeiLJAkBXNUkEcFdXVbZTo0RzKUZG65i/Lcsy06lJtvVsb11RTcJlGuCGnTfyYOiP3Hz0F0vuL6lUhFQu9Gn/kvuulZiUx1nprhUEp+IFoy/i88/5MpFcmOtveQNPzD5+yn0tg4phK1nNTm83KmnF2W10uIjmIvQY+pp6/jOc2/iXZ32cw7En+X97P0C50tpJ2lpjS1ObNYdvBWsJaLsOuLL6728Be4C/57iu48BeSZIckiS5heujs9k15OCnf30poUSOx/xxHptO8Nh0nP3jc/zywLEfn6EeIzs8dnZ47Wz32NjhtdNn0SPLMv9zzxhbB6xcurlxHVpPZLTPzH0feC63Hwpx86Mz/Gj/JP+7d5wes47nnzXAC3YMcsmmPnSatc3YTUYz3Hskwj2HZ7n3yOy8o6HHrOPmdz+bAVt9czy7iVAyR7kiL1ugrrG538q3r7+QW58I8vHfHuLVu4e4eGPz3lunYrTP3BYRH7mwIuyZ+0+Ojfjhk/9LWS7z2m1vanJVa+Oc/t188Fkf5Z/veQ//eu/7+PfLPo1GVb8s+4TRy3CyOdED5ajy+vT6NjMxOcGQVbinj0c1eDajEzdzUzZErpTFoGl9H4FkQJlUiNnMEKZrHdQANr2dd5339/zrfX/PT57+Hq/e+oa6HFet0TD3joNstzrqcrxOQpblu4HTWryqLurav2Xg7Q0uqytRqSSuO8fLNdsH+ea9Y3zx9sNc89m7eO2FQ9x49RmLinlTcxne+b2HeGgixusvHuafXnzWkhPeWwet6DUqHpmM8ZI2zXAOJfPMZYpsG1w8+uySTX1Y9RpueSzIc7YNNLk6wVqZd1B3m0BdXVXpj2VP+d5tNtZKnLDuWFO1eH6OQqVAv7E5jbVbzbWbXs5tEzfzxYf/g/f3f2DJ/ee0/VjzjY8PimoqbC6blt6xSzhvYDdfe/63ufGOt3PDrdfz4cs+wbN9J+ef9/iUbOViZKzJFS6TjCJQW50DRLOz9BldTS/hWZ7Lede57+OzD36MLz78Kd513t83vYbjmdN7cORFkttyBWoZ+J0kSTLw39WGLAPHic4BoDaqWTddx7u9K/SpUAE71bBzGBhWkSyYGE9UGE+UGU8UePCZIDc/duwHyamXGDRLHIxWePMOHX/4wx+aXrMNeLUPXuo28Gi4zL5giZ8/OMn3H5jEpIFz+zXsHlSzvVeNTr30EqF4XubgbJknomUOzpYJZ5XlTna9xFk9Kl4yoqPPqOKzD+Z405fv4L0XGJbsDn0i6+X99fScMmMZmXiKPdmV5//qgA+eDxBiz57m50id+Drp8nkOB0rccccdDV9udrqu49lnHgZgaiZKOH6s03ahUuBn0z/gXON5BB89SpDOyrqyouMVzlfxo5kf8P6b3s7rel6/rOd5qY7jAAXZzm45wu/v+j1qTf3cGIt1HZdnnmROtvDogUd4ZvYw2007uq77+GpIpVLsvftOkgUjG4qKc/emO3+BR9d48WepruPJQ3vZDRyJK79vscNBHho//Xuqk3HIRrYbd/C1A5+nN2ShV9Ncd8upaNeu44L2w6BVc8MVm3jl+T4+9/un+e79E/z8IT9/fdUmrr90dF6AvuXxAO/90QFkGb74uvN48c7FezeciFat4iyPjUfa2EF9cEbJKt02uLiDWqdRcdW2fm47GKRckVvSYFqwemoCtavLBGqvoyZQ51pciYJcqeCQ45QMx5rwhTJBQIkLWA+oJBU37LqRv7rtDTyde5ql2rhljG4G4/c3tKZCMc+sWuICGp9d3E6M2jfy9Wv+l7/d807ee+eNvGf3+3nFGa9esI/N6SIlG1HF2ycq73hU2Sgp2YhWbyCam+UM55lLP6gBvGzLa5hOTfGjp76DSWvmLTve3rK4mKx5iK2Zh8lVKkiq9dsqcLkC9WWyLE9LktQP3CpJ0qHj75RlWa6K18umG7qOd3NX6LWSyBV5wq+4rB+v/r1tUOLvX31pSyMYAK6p/p0rlrnncISbHg1w6xMB7vHnMevUPOfMAV64Y5Art7rmu8AnckXufybKPYcj3HskwlNBJcLBZtBw8cZ+Lt3cxyWbetncb1nwpda3YZL3/fgRDjLE269cWTbyenl/JQ744f6HeOHlF53UgKgTOPF1GteNcev442w//1n0N9g5f7qu40888V3Ssp6LrnrBgh+5I7GnyE/luXbXKzl3uDldguvNuTwby+M9fOOxL7F56Cxu2HXjko9ZquM4wBOzj6B+7Cf4vAMMbtxRp2oX7zr+1N5/J6IZYMeF55IcT3L+5gu5eHvzO223G3vvvpOLL7ucQm43Y5/7RwCcW1xcPNT452apruOPjd0CgHF0EJ6E51zyJ+g13b065kOZrbzx5pfz28rv+OTF/9UWGY/t2nVc0L70WvT823U7eOMlI3z0pkN84rdP8t29E7z3mq0cmIrxjXvG2Omz84XXnsdw78qceLt8Dn64b7Jtxd1DASXa5HQu1Gu2D/LLA372jUW5qA1WogmWTziVR6dWYTOuZVF0++Gy6tGopLaJ+Mgk4/RKZWTTsc9HKKtMVrvWiUANMGpXrmUjpaUjgYoWL32xOcL5HFp9Y8ZKY4EnqUgSTn17TKA3kz5jH//9vK/zT3e/n0888BH8qWnece6N8znOkkpFQHJhTLdnZIQmHyOhsqKtlInlo/QYW/fb81e7/oZMKc3/PvE1cqUcbz/n71oy3i07NmCO5AhFA9j72nNVVjNY1q+ZLMvT1b9DkiT9DLgQCNaiOyRJcgM166LoOi7AZtBy8cbetohcOBUGrZrnnjnAc88coFg+m/uOzHLzYzP87vEgvzrgx6BVcdnmPsKpAo9OxajIYNCquGCkh5ed6+PSzb1s99hPe0HyyvN93P10hE/f+hQXb+zh/A09p9x3veKPKYNP9wojPtqV0T4zAEcj6YYL1KfDkJ4honJhPWEGdrqabeW1DC32sI7hjWe9jWg2wvcOfROnobcuEQSGgc3wGCT9T9VVoF4MR2GGiGGURLUJ4LDt5CiW9YzOYEJVGQBkJhPt4f7QJP3MYSVUiNBrcHW9OA2KM+xtO9/JZx/8GL8b/w3XjFzb6pIEglWzyWXha2/czb1HInzkpoPc+IOHAbj+0lH+/oVb0WtWbqDY6bPzzXvHOBxKsfUULuVWcmgmgdtuwG469eTblVtd6DQqbnk8KATqDiOSLNBr0bXF5GE9UaskBmyGtnFQp+aUheCS5VgMQXjeQb0+Ij4AjBojPYY+IqXw0js7hlBNy8SC47iGtzaknvHQQQB6jctb9dJtGDUmPnH5Z/iPfR/nOwe/xUx6hg9d8u/o1cqKillNP/35xueArwZ9YY6Uyo66EKcsl5ueQX08apWa9+z+IHq1gR899R3y5Tx/c/4Hmta0sYa2dyMchrmpp4RAfTokSTIDKlmWk9V/Px/4N5Tu4m8EPlb9u5aY/0vgHZIkfR+4CNF1XNABaNUqLj/DxeVnuPh/11X441iU3z4W4I4nQ/RbDbzjqs1csrmPc4cdK7qAkSSJD79sBw9PxnjX9x7mpnc9+7QXCesRfyyLzaDBou8O98fxAnUrL/Ss+SAx3QAnXi77U0oCU6d3HJckiXef935i+Tn+6+H/oEffw/NGXrymYzq8ZwBQCK88amYlyJUKrnKYaculBKtNAIetQqA+kZxpC47yISaT7SFQGzMzRNQuZlJTXZ0/fSLXbX4Vt47fxBce+iQXDl6C0yAmWgWdzSWb+vjl2y/jN4/OYDNqueKM1Wdf7vQ5ADgwFWtPgTqQPGW8Rw2zXsOzN/dxy+MBPnjtmV0ndnYzkVS+6/Kna3gchnkTS6vJzilitMZ6rLF4KBNEq9Li0DtbVVZL8Fp8RJJLO6j1vUpvlUTgaMMEan9Uabg86BhtyPE7AbVKzXsv+AAei5f/fOjTRLIhPnnF53DoHSR1/ZydfhS5DSMjjKUEWY2dQk55L/UYWjs5qpJUvOvc92FQG/i/Q9+gUM7xvgs+hFrVvJX/FreyQiEbPMKxVn/rj+W8UweAuyVJOgD8EfiNLMu/RRGmnydJ0tPA1dXbILqOCzocjVrFJZv6+LfrdnDX+57DT/7qEv72+Vu5eGPvqtw1VoOWz7/2XIKJHO//6SMofY8ENfyx3IobJLYzHocRnUbF0Ui6pXX0lkNkDCe7OqZTU9h0dqy69mg6sxbUKjX/ePGHOad/Nx/947/wx5l713Q8x8AweVmLNDdWnwJPQXx2BpOUR3YMM5mcQELCZ+1sR3sjKLi2M1IsMjbXHh3I7YUASd0AM2k/bnNnT/CsBJWk4n0X/AuZUpovPPTJVpcjENQFlUriT3Z51iROA2zsM2PVa3hkKlafwupIoVThcCjFNvfSv/fXbB9kOpblcX+iCZUJ6sVsOk+fpX49M9oJt93ITLw9HNT5uCJQ6+3HC9QB+oz9TXdZthqvZYjZZUR8WAY2ApCPjDesllBKWaTv7d3SsHN0ApIk8fqz3shHLvskB2ef4C23vIGp5CRZwwAmKU98tv28opZKnJzOQXReoG59TIskSbxt57t4846/4rdjv+Lf9/4DpUqxaefv8SoCdXm2s/pD1Zslv1FlWX5GluVd1T/bZVn+cHX7rCzLz5VleYssy1fLshytbpdlWX67LMubZFk+W5blfY3+TwgE7c6uIQfve8FWbn4swHfvbw83YLvgj2Xnm6F0A2qVxEiviWdaKFAXcln6iFGynrw8yJ+a7Hj39PHo1Xo+fOlnGLVv4p/v/TsOzj666mOp1GoCqgEMqcmld14DUb/i0Nb1jjCRHGfQ7J5fjic4hnFoF8PFIhPxsVaXAkBfOUzSNEgoE1hXDmqAEfsm3nDmW7lt4mb2+ru3MaRAsFJUKokdXntbNko8Ek5RqshLOqgBnntmPyoJfvd4YMl9Be1DJFnoWge122EgEM9RqbTe2FNKKpEWJuexvOlwNrSu4j1qeCxDxMox8qXTTx443IqruRJr3Jg6kgtirlTwDK5vgbrG1Ruezxef+xUShQTX3/IGgmbl+np26ukWV3YytkqCkt7JbHYWaL2DuoYkSbxp+19yw64buX3yFv75nvdSKBeacm6j1cEsdrRtEm3YKtbXlJ9A0ELeetlGJULk10/wZLVpjQD88WxXOagBRnrNLXVQxwJjyj8cJ7ty/akpPB2eP30iFp2VT1z+RRz6Hv7+rncxkRhb9bHm9B4c+ca2TUgHFYHaOjDKRGKcYetwQ8/XqQyccQHDpRJz5QS5UmuX+abjc9ikDGFbDzLyunJQ13jdmdczYtvIf+z/MJlia1eICATtxM4hOwdnEuRL5VaXsoDaWPPMZTioey16Lhjp4ZbHg40uS1AnZFlWHNTW7hSoPXYjhXKFSDrf6lIgrQjU1t5jgnQoE6B/HTVIrFEzucykTz9WNpgsRLGhSTZuTB0rxhgolbE6+5feeZ2wq/9cvvq8bxLLz3HQEAOOXXe0C8VCHquUpWJwtpWD+nheu+1N3Hje+7nHv4d/uPvdTbsOCWvcWDLt2diyWQiBWiBoEiqVxH+8chdWg5Z3/N+DZAvtdSHTCtL5ErFMEbeju5qNjbrMTMxmKLfI9ZEKjQGg71koRJcqRYKZGbxd5KCu0Wvs41NXfAkJeO8f/opINrTkYxYjbR5msDSDXKnUt8DjKM4qyx2dns1MJicYEvnTi9Iz4MNZVJYuTyYb62pfilhAGdxHzSag8zPcV4NOreO9F/wL4UyQrz36hVaXIxC0Dbt8DoplmUMz7WU+OBhIoFOr5ntjLMU12wd5MphkrMURZfUkUygxFu/O8XY8W6RYlrvWQV0zr8y0QaNEKTNLTtZiMCmTPRW5QjgbxGVcfwK1r2pyqTVdPx2zahembOOa9M3JKXpLEip183KCO4ER+yhOvZOEVnH+liLtFRmRilav0Uy9RHOzGDVGTFpTa4tahJdteQ3vu+BD7Avs5e/vfEdTzBkJg4eeYvtFsjQTIVALBE3EZdXz2Vefw+Fwin/79eOtLqflzMSV2chuivgAJZOyUK60rLlLLqIsDTL3jyzYHswEKMtlPF3q/vRZh/nE5V8kXojznj/8NcnCyrM0y44NWKQsiWjjXGSq+ARJjJRMKlLFJMM2IVCfCr2kxNRMtbhRYiakDO7jJqWZ63qL+Kixo28XL938an769Pd5eu5Qq8sRCNqCnT47QNvlUB+aSbK534JWvbzLvedvV8S2W7oo5uPjNx/i3/fmyBW7T6SOpBRncfdmUCvmldq1QivR5KLEJDtUG4jG8nOUKqV16qCuCdRLj8sS+kHshcaNp+ekPPaytmHH72Q8Fi9ROcYcVtTx9oqMyMQVgVpl6SWai7Sde/p4XrzxpfzTxR/h0cjD/N0f/mpV15YrIW8dZqASplhog5UjLUII1AJBk7lsSx83XLGJ7/1xkt88sr5nyPxVV0S3RXyM9lkAWpZDXct7c7o3Ltg+XXWherss4uN4tvacxb9f+mkmk2P8w903LpmRdyLavk0AxKaeakR5ABjSfsKqASarGWNDIuLjlFjM2wAYi7V2eWJhVnmt4roSOrW+rQfTjeaN29+GjMxDoQdaXYpA0BZ4HUZ6zbq2y6E+FEiwzb10/nQNn9PEDq+tawTqXLHMzx6apiTD1FzrRc56E04q7khXlzuop9vAQW0ozJFU2+dvhzLKZ2Q9ZlDbdHYMkhH/MhzUOZOH/nKoIasSi+UiCVUFm9xd15D1wmvxMVuKElYPYso0NrpwpeSrArXW0kc0N9s2+dOn4uoNL+RDl3ySp+ae4G/ueBux/FzjTuYcQSNVmPO3VyxLMxECtUDQAv72eWdw7rCD9//0ESajmVaX0zJqDuPuE6iV5bRHw6mWnF+TmmYOKwbzwgvT6Wrzv26PJ9g9eDH/eNGHeTT8EP+29wOUKqVlP9biVjooZ4KHG1Ue9vwMcb2biaQS9SEc1KfG7D6XnnKZp/yPtLaQ+CQlWUVUTuA2e1FJ63f45DT0YNc715T1LhB0E5IkcbavvRolRtMFgon8shokHs81Zw3y4ESMUKL1ouBaueXxAImc8vs/Ndd9Y+15B3WXZlA7TVoMWhUzLVqNeDzGYoyMxjl/O5RRXMHrMeJDkiRc2r5lRXyUbV7MUo50Ilr3OkLZILIENtXSGfvrEY/Fy1wpSszoxlloL0NcIaHkTuvtrqpA3f6mj8t9z+HDl32W8eRRbrz9rcxmIw05j6FfMUolZhp3HdrurN8rLIGghWjVKv7zNecC8M7vPUSx3Li823bGH8uikmCgywbXfRYdFr2mZY0STZkZZtWuk7b7U1Po1QZ6jSff1208Z/ga3nnu+7h7+g4+s/8jyPLy8sB7h5RO4OXZxuW1ucpBcmYvE4lx1JIGt9nTsHN1Os6N57OhWGQydqSldehSfsJSLzMZv3i9gGHrCBPJsVaXIRC0DTt9Dp4OJckUlj8h2kgOBZRlyNsGVybeXLNDcYT+7onOb5b4o31T2I3K8v9udFAfi/jorjF0DUmS8NiNzMRbP1lircTI6Y4J1OGqQL0eIz4AejV9y4r4UDuVFYKxBrhBg2nlNbCre+p+7G7AY/FRoULA2s9AJUSl3D4xR+X0LABGh6sa8dHeDuoaF7sv4+PP/jyBjJ933X79/EqKemLzKEapfKi11z2tRAjUAkGLGOox8bGX7+ThyRifvrVxcQLtzHQsx4DNgGaZ+YidgiRJjPaZWxbxYSsESehOHjT705N41pH780/PeC1vOOut/PqZn3Jz/DfLeozBbCeCA118rCE1JeciWKUssn2IyeQEXosXjUrTkHN1A+7NO/EWK4RKjXEqLBdzLsCstp+Z9DTuLs1wXwnDthHGE+t3+aFAcCK7fHYqMjw23dh8yuVSa9i4kogPgC39Fkb7zB0f8zEZzXD34QhvumQEtdS9ArVaJeEwdm8Gr9thwN8GGdT2Spyi4ZgQGsoG0Kl02PXO0zyqe+nT9BFIzyy5QtHoGgEgHaq/6WMiqoxBnEZ33Y/dDdR6pUSsNnRSidnAWGsLOg45o4zpdVYnyUKiIxzUNc4buJBPXv5fzOWjvPP265lJ1Tc+xekepSirYW68rsftJNaHSiEQtCkv3unmtRcO8eU/HOGup8OtLqfp+GPZrov3qDHaZ2ZstjUCdV8lQnaRAdt0amq+ucl64S073s41I9fyu8QtzGaX9xkLa9xYsksvXVwNs9NPA6DpHWEiOS7iPZZAq9NjL1uISQWypdYt0XaWQgSN/aSLqXXbIPF4NlhHieXniOdjrS5FIGgLdvocQPs0SjwUSNBr1q04n1iSJJ6/fYD7jswSzxYbVF3j+fH+KSQJXrnbR59R6s6Ij2SBHrMOlUpqdSkNw203tqzheI1cJoVZylMxHXN5hjJBXKYBJKl7n/vT0adxUZZLSzpIbYOjAJSi9W/SNxVRHKa9FtHHZTG81bFq3KJcZ8em28eRq8rOkZV1ZNVKjn6nOKhrnO06l09f+d+kiyneefubmUzWT0zWaHUEVS4My1ih0K0IgVogaDH/fO12Nrss/M0PDhBOrq+OrTPx7haop+ay5EvNXVKVScawkaZiWxhDIMsyM6mprs+fPhFJknjByHUAHI0vb3CWMProLfgbUk8qqLhIjP0bmExOMmwVAvVSWDXKZMtktclnsymXSrgqEWbMylL59fYZWoxh2wgAkyLmQyAAwGXV47EbONAmOdSHAkm2ua2rEtCu2T5IqSKz58lQAyprPJWKzI/3T3HZ5j58TlNVoG69C7feRFL5ro33qOFxGAkl8y2NQkzNKiKsynTM5RmuCtTrlT6N8lzUetucCofLR0FWI8Xrb/rwJyawlctYHWJMthgDpkFUqIgblNuZYPsI1JrcHAnJSjSnOKl7jJ3joK6xrWc7n7vqa5QqJd51+/XcP3PPsuMklyKqdWPLtVdjy2YiBGqBoMUYdWo+/7pzSeaK/N2PDlCp1OfLrd2pVGT88Rweh6HVpTSEjS4zsgwTs8117dRy3lSOhY6CaC5CrpzDuw7FtRH7RgDGlhlJULANMyDPUszXP/ewEBkDQO51ki/nGLIK58dS9Fi3AXBo6uGWnD8enkInlQmbleanIuIDhm2KK2pcNEoUCObZ6XO0hYO6XJF5Kphccf50jXN8Dvqt+o6N+bjnSITpWJZX7VZWjPUaVV0sUOtaXUZD8dgNyDIEW9i0Mx1Tso7V1mP9W8KZAP3GwVaV1HJqArV/iUaJKrWasKoPXbr+YlskG2SwVMboFBEfi6FRaXBqnMTVymenHB1rbUHHoS/ESKrtRHNKFnWnOahrbHKcweee83WMGhPvu/Pt3HjHW3kscmDNx02bfbhK7dXYspkIgVogaAO2Ddr44LVncedTYb529/rI9ZxNFyiUKni72EENND2HOh0eA0Dft9CZW+u2vd4iPgCc+h5MKtOyM3OlnlFUkszs1NN1r0WKT5CR9cyplfeFiPhYmg1DzwLgyYk/tuT8iYDieo8Zlaxwt1lEfAyaPOhUOiaSjWsmKhB0GjuH7IzPZohlCi2tY3w2Ta5YYdvgyvKna6hUEs87a4A9T4bJFdunsdZy+WG1OeLzzlIcrn1GiUgq35H/l9MRSRVWHOHSabir1wj+WOsE6kJcEah19n4AypUy4WwYl6m/ZTW1Gpvajk6tX9JBDTCnHcCSr3/T1dlClMFyGUvv+p0oWIpeTS+BbIAQPWgS7RMZYSjFyahtzNYc1B2UQX0iG2yjfOsFP+XG897PRHKMt//+jfzDXTfyTOzwqo9Zsm2ghySZZKx+hXYQQqAWCNqEP7tomBfuGOQTv32ShydjrS6n4dQy5dz27hSoR6oC9dEmC9SFWWUAYh0YWbDdXx1ErkcHtSRJDGoHl+2gNgxsASDhr3/zUkNqmpC6n8nq6yEiPpZm45mX0VsqMx2r/4TBcshGlGy5OV1ZmezQmlpSRzuhVqnxWTcwIRzUAsE8u+ZzqFsb83EooDRIPNO9Ogc1KDEfmUKZu59ubYPalRLLFLjl8QAvPceDQasGoM+oXO52k4talmXCqTx91u4WqL3VVZYzLWyUWEwo/UuMDkUIjeWjlOUS/ab1K4yqJBUes3dZAnXa4MZZrL9APVdJMVgqYe8TpoFT0aPpxZ+eZlY7iDnbmOjC1WApx8npnPMOaqe+Z4lHtDdatZaXbXkN333Rr3jr2W/n4fA+rr/llXx47z+tqomiqldZpRidrP91aCcgBGqBoE2QJImPvXwnAzYD7/reQ2RL3R31UROouzXiw2bQ0mfRcTTc5EaJ8SnKsoRjYGF0xHRqCpWkYsDkOcUDu5sBzSBj8SPLygdzeBWBuhiu/2oGa36GuG6QieQ4erVhXTtwlou9z427BJFia/JQy3PKpE+UNO51OMFzKoZtI0wkhINaIKixw2sHWt8o8dBMApUEm/stqz7GxRt7sRo0HRfz8YuH/RRKFV51wbHVYi6jksPdTY0Sk/kShVKl6yM+aiaWVjqoK2lFoLb0KIJ0rTHgehaoAbyW4SUjPgAKFg8uOUqpWL+VJblSjpRUwFFSo9N353VkPejT9BLNRZk1DNJbaJ/ICKucoKRzEM1GsOscaNXaVpdUF0xaE2846y/4/ot/w2u2vZE9U7fy+puv47P7PzYvxi8H8+BmANKB1hhzWo0QqAWCNsJu0vK515zDdCzL/x1s7RLRRuOPK4PNbo34ACXm4+hscwVqbdpPRHKi1S101fhTk/SbBrtmELBSBrSDJApxYvm5Jfd19A+Rk7VIsbG61+EqB8mavEwkxhmyDqOSxM/wcnBWzISl1jio1IlpUrKRUD6IR8R7zDNsHcWfnqJQ7u7fKoFgudiNWjb2mVveKPFgIMlon3neQbwadBoVz93Wz20Hg5Ra2KBupfxw3yTbPTa2e+zz2/rmBerucVBHqk3Vu71JolmvwWbQtNRBLaVnKcpqzHYlJzeUUdzALuP6Nhh4LD78qcmljR/2ITRShViofhETtdfAUhbi9Ono1SjvWb+9l345QrGQb3FFSuNxm5ymbFAc1J2aP306bHo7N+y6kf970S954ch1/PLIj3jdb67la49+gVQhueTj541Ss+vTBCKujAWCNmP3SA/X7fJwIFxqdSkNxR/LYtKpsRu7VzAd7TM3PeLDnA0Q1Zw8aPanpvCuw/zpGoNaxekylli6i7VKrSagGsC4jKWLKyGTjOEgRdnuYzI5wbBokLhserRu5jQQS0ebfm5Dxs+M2kUoE8AjHNTzDNtGqMgVplPtk2soELSanT576x3UgQTb1hDvUeOa7YPMZYo8MLb0xG478Nh0nMf9ifnmiDXsegmtWuougTqlTAx2u0AN4HEY51ddtgJNbpa4ZEVSKbJJOKuIo8JB7SNXzhHNnT4GSNerjHWTgfqJbcGqi93M6leJrAd6q80soxYbaklmdrr1fa5SsTAqSQZTL9FchB5j5+ZPL4XLNMB7Lvgg337hT3mW+3L+94mv8drfXMv3Dn2TfOnUq0Kszn6SshF1bLyJ1bYPQqAWCNqQbW4riQItb7TTSPyxLB6HEUmSWl1KwxjtsxBO5knmik07p6MYIqU/edA8nZ7CY16/4tq8QB1f3uBsTu/FkVt66eJKiEwpDTMk5zDTqWnRIHEFuB1bAXj4id83/dy2fICjxl7Kclk0SDyODVYlI0/kUAsEx9jpcxBM5AkmWhNJkMwVmYxmOXOVDRKP54qtLvQaVcfEfPxo3yQ6jYrrzlkYZaaSJLwOY1dFfERS68NBDTWBunURH/p8lKTqmCM/lAmiVxuw6eyneVT347UowvP0EjEf5gFlrJAL109sC9Yc1Cpn3Y7ZjdQc1PFqFFDM3/rIiExMieuTzL1d66A+EZ91A/9yycf56vO/z7aeHXz5wGf5s5tewq+O/IRS5WRDoqRSEVIPYkrX9zq0UxACtUDQhtRyAw+HUi2upHH4Y1nc9u5emjXapzRTG4s056JIrlRwVcLkze4F21OFJPH83Lp2f9rVDkwaM+PLbJSYsQwzWA4gV+q3tDkZVM6d7rFRlkuiQeIK2LzhYgCOTN7f9HP3lsNMmhwAuC1CoK4xZBsBYCK5PpcgCgSLsWtIEa0OtKjZ9VNBZfnwtsG1O6hNOg3P3uLi1ieCy+rf0EpyxTI/f9jPNdsHcZhOzmX2OU1d5qCuCtTW7s6gBnDbDS2N+DAUY6Q1jvnboUwAl7G/qw02y6F2TbHUKirnoCJQV2L1W20VTCuTZhbtQN2O2Y1YVBaMGiNxnXItkwu3fryWiysCtXpeoO5eB/WJnOHcxiev+CKfu+pr9JsG+dS+/8cbb345R2InN0OMGbw48ytvsNgNCIFaIGhDNrsU50s3C9TTsVxX50+D4qAGeCbSnNcxEQ1gkIpUbAuF6FoTE986jpSQJIkR20bGl9nUrezYgFnKkYjWzzlWiCjnTlqUWJuhdfx6rJRdW68EIBhvbkfrXCZFDwmCJmWyaT2vQjgRo8bIgMnNuHBQCwTznOW2o1ZJPNKiHOpDgapA7V67gxrgmu0DTMeyPDadqMvxGsWtTwSJZ4u8avfi39E+p7HLBOoCkgQ9i4jx3YbHYWQuUyRbKLfk/JZyjKz2mFM3nAmu+3gPgEGzG7WkXrJRotHqII4ZdaJ+Ylsg5aenXEYtGo2fFkmS8Ji9zEkpSrKKSrT1kRGFRLVZoNVKvpxbFw7qEzmnfzdffO63+Mhln2U2F+ZnT//gpH2yZh+DlWBdjVKdghCoBYI2xOs0olV1r0CdL5WJpPJ4ulyg3tBrQpKa56COzygCqMa5MH9xOq1kKa93cW2DfSNjy3RQa/s2AjA3VUdBdG6SvKxlTqV8rkXEx/Kxm5w4yjBXau5S81j1MzVrUKNRaehb502RTmTYNsLEMid9BIL1gFGn5owBKwdalEN9aCaJVa+pmwHg6jMHUKukto/5+OG+SbwOI5duWtyN53MaiaTy5IqtETnrTSSVp8ekQ6Pu/kt5j0NZbelvkYvaLscp6Hvmb4eyQfpNwrmrUWkZMLmZXka/loiqH2Nmpm7nno5NMFAqI1nEmGwpvFYfM+kZQqo+dMnW9wwppZXM8qxRA7CuHNTHI0kSl3qvZINtIzPpkydvKs4RDFKRuVB9+yF1At3/qyYQdCBqlcSgWcXhcHcK1IG4kiXX7QK1QavGYzdytEkO6mx4DACTa6HwWXM3rOeID4AR20aiuQiJ/NLONotb6aCcDRyu2/n16SlCKhdTqSksWisOvcjOWwmuiomoKt1UN0GqGssypy0zaPKgVqmbdu5OYNg6wkRyrO2X/wsEzWSXz86j0/GWfC6UBonWusUPOM06LhzpaWuBemouw92HI7zifB8q1eL/b5/TVN23O1zUkWR+XeRPA7jtyrXCTAtyqIuFPHbSVEyKy7NcKTObDeMSAjWgXFcsR6CO6wewFer3HRLMzDBYKqGxCYF6KTxmL9OpKWa1g1iz/laXg5xWHNR5ozKeXo8O6uPxmH2LCtR6l2KUik83d+VoOyAEaoGgTXGbpa51UE9Xu3HXXBHdzEaXmaORdFPOVZpTBon2wY0Ltk+nJnHqezBpzU2po10ZsSnPy3JyqHt9ZwBQma1fx2tLboY53SATyXGGbcPrPr9wpbh0A8xoJKJNdBPkZxW3ySzpdT/BsxjDtlGypQzhbKjVpQgEbcNOn4NYRmlW2ExkWebQTLIu+dPHc832AZ4OpXimTU0TP9mvXNy/4vxTf0f7nIrI2S2NEiOp/LrInwbwVAVqf6z5kwupaPW3zaS4PKO5CGW5TL9RRHwAeCxDS0Z8AGSNHlyVcN3OG8nPMlgqY3S6l955neO1eMmVcwTMg/Q2eRXiYqgyUQqymjTK53m9OqhruC1egpkZypWFq3vMg5sByAbrdx3aKQiBWiBoUzwWFdOxbMsy1xpJrRt3bdDZzYz0mnkmkm6Kk0qKT5OXtdj6Fg7Y/KkpIa6hRHwAy4r5MJithHGiTdQvr623FCJr8jCZnBANEleB17GFiEbN2MF7mnZOOTZFRZYIFyK4zaJB4okMW5XmRyLmQyA4xk5ftVFik2M+pmNZkvlS3fKnazx/uyLG3fJ4sK7HrQeVisyP9k9y6aY+hnpMp9yv6xzUqcK6cVAP2PVIUmsiPtJziqCnsroACGWUz4CI+FDwWYZIFOIkC6fPqC/bvNhIk47Prfmc6WKarJxnsFzC1CME6qXwVJt7B61OXMyRy7R2olGdixKXbETzUQB6jOvbQT1o9lCqlIicYPTo9SkreeXo+htfC4FaIGhTPGYVsty8BnvNpOaCGLR3v4N6tM9MMldiNl1o+Ln0GT9hVS+SauFXuyJQD53iUeuHAZMbg9qwLAc1QFjjxpJZ2hmyHHKZFH3EyNg8BNIzDAmBesWcOXIxAJP+vU07py41zZjaSbKYEJM8i7DBNgLARHKspXUIBO3E1kErOo2KR5osUB+aqTZIHKyvQO1xGNnps7dlzMd9z8wyNZflladojlij36pHq5a6SKBePxEfeo2aPou+JREfuZgiSOtqAnVW+QyIiA+F2rhoqZgPtVNpCh4LrN0NGswor8FgqYzDJYwDS1ETqGctyirayFT9ogtXg64YI6WyEc1FUEsabDp7S+tpNTXzy4kxH3qjmRA9aNsgN7zZCIFaIGhT3Bbl49mNMR8z8Sx9Fj0GbffnuY66lAFBM2I+LLkAc9qFg+ZCuUAoE8ArxDVUkooNtuU3SkwaffQV69PUZXb6CABRmw0ZWTRIXAVnuHcAMJd4smnnNGVneFKvuDuEQH0yPYY+LFqLcFALBMehVas4y23jwNTS/Q7qyaGA4mI8Y6C+AjXANdsHeXgyNt9DpF344b5JbAYN12w/feSCSiXhdRi7IuIjUyiRKZTXjUAN4LEbWuKgLiSVWAqjUxlbh+cd1CLiA5g3vywV82HoU8a8mdDaxwo1F7uzKGE01zfOqBupCdQJk1b5e6a1ArWhGCetthHNzdJj6EElrW85snZtsdhnKKJ1Y62TUaqT0LS6AIFAsDiDZgmVBEe6UKCejuXwroP8aYCNfccE6gtGepbYe204S2HGbecv2BZI+5GRhYO6ygbbRh4KPbCsfQu2YfoTtxLKZdEZ1hZHk5hRBOqY1QApGLIOr+l46xFf9T2cLDfPxecoBrnX4gFCIuJjESRJYtg6KhzUAsEJ7PLZ+dH+KcoVGfUpGvfVm4OBJEM9RqwGbd2Pfc32AT55y5O87qt7sRpXd/wXnz3I2y7fVLea4pkiNz8W4DUXDC3L8OBzmrrCQR1JKivyei3rI4MalEaJT4eSTT9vJaUI1CanIkiHMkGMGiMWbf0ngTqRYw7q07s8bdXeOIXZtfcQCaaVMaCxYj5pxajgZIwaEz2GHuK6IgD5cGszjc2lGBHjKNFcZN3nTwMMmAZRSSpm0ic3sEwavIwk97egqtYiPtUCQZuiVUkM95g43KZNadaCP5bF4+j+/GkAr8OIVi013EFdKhZwybMUzCfmTyuDQeGgVthgGyWcDZIuLv25knpGUUkys1Nr76Cci4wBEDNUABgWAvWKMWlN2GUdCU2afLbxKxLkSoX+Shi/UfmuEgL14gzbRpYdmyMQrBd2+hxkCmWONHEMd2gmUfcGiTU291t5y2WjDPWYcBi1K/4jyzIfuekQ37infqstfnlgmkKpwqt2L28C3uc0doVAHU7lAXCtJwe1w8hMPNeUfi7HI6UjAFic/QCEMgFcxgHR5LqKUWOk1+BiegkHtWNgmJKsgngdBOpMEEkGLes7GmIleCw+Zstx8rIW5lobGWGVkxT1DqLZWXoM6zt/GkCj0uIyDpwU8QGKUcolRynkOv93ayUIB7VA0MZs7rd0XcSHLMv4Y1ku3+JqdSlNQaNWMdRj4mi4sYJaLDRBvySDfeGFWm3QKBzUCiPVRonjiaOc1Xv2afc1Dm6GRyE18zRs3rWm88pzExRlNRGS9Bh6seiE+2Y1DGhdTGoT+J9+mNGdlzb0XIlokF6pSFivwa51iNfsFAzbRvnt2K9IF1OYtZZWlyMQtAW7hqqNEidjDYncOJFcsczRSJoXn924pmEfvPasVT+2XJG54Tv7+bdfP4HLqufanZ411/PDfVOc6bax3bM8Ud7nNBJJ5ckVyx0dMRepCtTrKuLDYSBTKJPIlrCb6r9C4FSos7PEsKDRKm71cDYk8qdPwGPxLRnxodZoCEu96FInu0RXSjATwFGGolaIm8vFY/byaOQAQZUL/RJ54Y1ErlSwy0lK+h6iucc4w3lmy2ppJ9xmD4FFBGqpZxTVtEx0+jCDm05/zdpNCAe1QNDGbOq3cDSSplSutLqUuhHPFskUynjWScQHKDEfjXZQJwNjAOh6FwrR/tQkRo0Rp76x8SKdwohNEajH4keW3NfuPQOoz3I4XWqKsKqPqdSkiPdYA8POzUxotMSPPtjwc8VnlNc9qikzaF67mNKtDFtHAJhIjLW0DoGgndjYZ8Gi1/BIk3KoD4dSVGTY5m7PTFa1SuLzrz2X84ad/O0PDnDfkdk1He8Jf4JHp+O8erdv2W5Wn9ME0PEu6nmB2rq+Ij4ApmPNfe10+SgJ6ZhTN5wJiPzpE/BahpaM+ACIagcw59be1yWUDjBQKpPXC4F6uXgtPkKZIBG9G1tu7ZMEqyWdiKKRKlSMTmL5KD1G8RoCuC0+/KmTBWpDv3LNmpx5utkltRQhUAsEbcxml4ViWWYi2vlNXWr4q124vesk4gNgtM/M2GyaSqVxSxNzkXEATK6RBdunU5N4zENiOWKVQbMXnUq3rEgCZ/8QOVmLam5szee15PzMaQeYSI6LBolrYIv7bGY1ajKBhxp+rmx4DIBZKS0aJJ6GYdsogMihFgiOQ6WS2OG18chUrCnnOzijNEjcNti+Kz0MWjVff+NuhntNvO3b++ZrXg0/3DeJTq3iunOWH73kcyrjzk5vlDifQW1eXw5qUJqsNxNDcY6UxgFAqVJiNhfBZRQO6uPxWoaIZMPkS6dvoJoyDOIshdZ8vkAmgLdUoGQU+cXLxWPxUJbLTJlduJrYx+VE0jHl9U+bzJTlssigruI2e5nNnfwZclSNUoUW54Y3GyFQCwRtzOZ+Zbl0N8V8+Kvuh/WSQQ0w2mchX6owkzj94G0tlGPK8jqHe2EDounUFF6riPeooVFpGLKOMJ5YOgdTUqkIqAcxLcMZshS9xSBh4wDR3CzDViFQr5YNdkUMzWTWngu+FKXoBGUgUowKgfo0eC0+1JKGiWV8pgSC9cQun4ODM0kKpcavgjsUSGLQqtjQa274udaCw6TjW9dfiFmv4U3f+OOqHLH5UpmfPzzN87cP4DQv30XcTQ5qu1GLTrN+LuNr1wz+eOPG0YthLsXIah0ARHMRKnKFfhHxsYDa+MifPn3MR8HsxVWJUC6VVn0uWZYJpgO4y0Ww9K/6OOuNWh+isM2OgxTpeLQldWRrArVRmVwTGdQKtR43gczCFQaOgWHyshapDkapTmL9/LIJBB3IpppA3UWNEv1V94N7HUV8jPYpF4yNzKFWJ6ZJykbMduf8topcIZCeFuLaCWywb2RsmU3d5nReHPmTl12thGIhR588x4xVeW1Eg8TVU4tHKTCDXGms6CMlpphQGyjLZdEg8TRoVFq8liHhoBYITmCnz0GhXOFQYPVO4eVyKJBg64AVtar9V0t5HUa+ef0FZApl/vzr9zOXLqzo8bc+ESSWKS67OWKNfqserVrqCoG6z7J+4j1AydvWqCRmmhzxYa0kKFQj8kIZxXkqIj4W4q32uJleKtvY7kUnlYmHTy9kn450MUmunGOwVEZtFQL1cvFYlDFs1KxM0kWmWhMZUUgoTUczBqUHgHBQK7irMYInNkpUqdUEVf0YWpgb3gqEQC0QtDE2g5YBm76rHNTTsSw6tYq+dbQ0caOrKlBHGvc6GjN+wuqFg7VINkShUsBrFg7q4xmxbSSQ9pMtLX2hk7EMMVAOrEkMTc4cRSXJhKyKA0hEfKwen1WZbJnVlIjMNNaxq0/P8JhOcXeISZ7TM2wbEQ5qgeAEdvqqjRIbnEMtyzIHZ5JsbeN4jxPZNmjjq3++m8lolrd+ex+5YnnZj/3hvik8dgOXbl6ZuKFSSXgdxs6P+Ejl11WDRFAyzAfthvlVmM2gUi7jkBOUDDWBOgggIj5O4JhAfXrhWdujGAwSgdWPFSJZ5TUYLJXQ28VEwXLpNw2gltTEjYr0lwws3YenEZSSVYG6Or8mHNQK7uoEwswiOdRRvQdHvnW54a1ACNQCQZuzud/CkS4SqP2xHG6HAVUHuHzqRb9Vj0mn5pkGNkq0FoIkdAsF6pqbQYhrCxmxbURGZnIZTd0qjhHMUp5EZPWNXbIhxa09Vx0Y1gbzgpVj1Jhwqm2MazWEnt7f0HNZ8wGO6pWGYx6z+Aydjg22UaZSE5Qqq1+6KxB0Gz6nkR6zjkcmYw09TziVJ5ousG2wPRsknoqLN/by2decw4MTc7zj/x5aVkNwfyzLXU+HecXuoVW5xX1OUxc4qAv0WdeXQA3gsRubGvGRjkfQSBVkkzIREq4K1CLiYyE2vR2L1op/CZenqV+JaKv191gN8wJ1uYypRwjUy0Wj0jBodhPXKKtVCpHWZBpXMopAndUoE5LCQa3QY+hDp9af5KAGyJh89LcwN7wVCIFaIGhzNrssHAmnkeXGNdhrJjOxLB77+smfBpAkiZFeM0cbKFD3lcNkjQsHa/6qm0EIogvZYFe6Ii8n5kPbvwWAyT98c9XnK80qDSwjmjyDJjcGzfqJt2kEw/ZRJrRa8pMHGnqenlKIaYMRtaTGJS5IT8uwdYRSpbTo4FogWK9IksROn51HGuygPjSTBGCbu3Mc1DVedLabD/3Jdm47GOSDv3h8ybHuj/dPIcvwyvNXN2nocxo7X6BO5nGtMwc1KNGAzWySmIoqopDK4gKUiA+TxoxF13mfs0bjtQwtGfHR49tCUVYjHb1z1eeZnXdQl7H1uVd9nPWIx+IlXJwlLRtQxdbeW2c1SJkoZVkiSRajxohJa2pJHe2GSlIxaPIsOoYuOTZgI01qLtyCylqDEKgFgjZnc7+FVL5EoIEN9pqJP5ZdVw0Sa4y6GidQ5zIpnCQonuCUnk5NopY0Qlw7AZ9lCLWkYSyx9BK30Yuu5WHDBVx+5D94/Lv/sKqoD3V8grIsES7PiXiPOjDi3MSYVod+9omGnaOYV3LDQzoNAyY3GpWmYefqBoZtijNKxHwIBAvZ6XPwdChJptC41QVPBqoCdYc5qGu88ZIR/vrKTXzvjxP85+8Pn3K/SkXmR/snuWRTL0M9qxM2fE4jkVR+RZEi7USuWCaZL627DGoAt91IIJ6jUmmOYafW0E1bzToOZYNiPH0KvJaheVPMqTBZHTzQ+xIuiP6awDOPreo8s7kQKlnCWapgEw7qFeG1+PCnpgmpBzAs8Vo1CnVujrhkZS4/K9zTJ+C2eBaN+ND0KOPr6FTjm8O3C0KgFgjanPlGiV0Q81EqVwgkcnjWUYPEGhv7zEzNZSmU6t/YLRYYA0DlWChQ+1NTDJqFuHYiGpWWIesw48txUOsNuP/6l9xvfR7Pnvwyh77+l1TKK7uw1aemCUm9TKYm5pv8CVaPzzpETC1hzp5ayFgrc4ExVJJMRFuez4YTnJph6wgA40KgFggWsMtnpyLDY9ONa5R4MJBgwKanx9y5ouV7r9nKn57n4zO3PcX3/ri4u2/v0Vkmo1lefcHqV4X5nIqw3aku6kgqD7DuMqgBvA4DxbI8/xw0mkJccesaHIpAHc4ERbzHKfBYfATSM5QqxdPuN/CSD1FEQ/qmf1nVeSLZIA5ZQ0Kyo1KrV3WM9YrH7GUuP0fAMIg9v/rYwrWgK8yRlGxEc7Mif/oE3Gbvog5qs3szAJlA46552g0hUAsEbc7mLhKog8k8FZn16aDuM1OuyEw2oDlPKqiIQvreheKnPzUl4j1OwQbbRsbiy8tg0+r0bLrh/7jb9Rounf0Jz3zpVRTzy1/RYM3NMK53kSwkhYO6DgxXRf6SKkQu05jvxWRwDIBZMiJ/ehlYdFZ6DS4mkmOtLkUgaCvOrjZKfGQq1rBzHJpJdqx7uoYkSXzsT8/mijNc/OPPHuXWJ4In7fPDByaxGjRcs331zkmfUxl/dmqjxNmUkiG7HgVqdzUesFk51OWksqTe5FRE6VAmSL9RuHYXw2sZoiyXCGZOn5XrHBxiv/fPuCB1BxOP3LXi80SyQXpLEgmVY5WVrl+8VbPFlLVvzc3fV4u+GCetrgnUwkF9PB6zj1QxSbKwcDLb6TsDgNJsa3LDW4EQqAWCNsdl0WMzaLpCoK51316PAvVInxmAo+H6x3wUZhW3kXlgZMH26dSkaJB4CkbsG/Gnp8iXl+fEUanVnPnmL3DnyDu5MHUHwf+6lkwytqzH9hYDPGNWnALDViFQr5Wh6nM4pdPgf6oxjRLzkXHSkkSykhafoWUybBsRER8CwQn0Ww247QYONCiHuliucDiU6sj86RPRqlX815+dxw6vnXd+70H2j8/N3xfPFrn5sQDXnePBoF29c7JrHNTrsEmiu7r6cibWnNdOzswCYOkZpFguEs1FcJn6l3jU+qRmhlmqUSLAyHX/SBQrqttW7qKezQZxlcqktD0rfux6x1MVqEMWK2YpRyJ68iRgozGXYuS0DqK5iHBQn0BtteaJMR8Wey8xLGgSrckNbwVCoBYI2hxJktjcb+kqgdq7TiM+gIbkUMtxJUvMOTg6vy2Rj5MqJvEIB/WibLBtpCJXmEqOL/sxkkrFjtf8K3ft+DfOyj1M5svXEI/4T/uYUrFAvzzLtFl5/UXEx9rxWRXBeEKrIX70oYacoxKbZEqjROMMmj0NOUe3MWwdYTxxtGsa+goE9WKnz86jDXJQH42kKZQrnNnhDuoaZr2G/3nTBQzaDLzlWw/Mj31/dcBPvlTh1bvX9hvab9WjVUudL1Cvwwxqb9XcMt0kgVqVjZCWDeiNZmZzYWRk+k3CQb0YtYn86WVkG5vtTh7b/JfsLDzM4Xt/sexzyLLMbDaEp5gnrxMC9UrxVl+jmEm5Bp+dbn5khKWSJK2zkSwkhIP6BAbNVYF6kZiPkNqNOd2a3PBWIARqgaAD2Nxv4Ui4GwRqZVlebZneesJh0uE0aXmmAQK1JjnNLHb0xmNNg2rdtL3C/bkoI7aNAIwtI4f6RLZf+w4eeNYXGC6Nof768wlPnLpxxVxgHI1UIWTQopY0eCxC7FwrBo0Rl7GfZzR6pODqGu0shSY5zSGt4kgUDurlMWwbJVVMMpePtroUgaCt2OlzMDabIZ45fT7rajg4oywH3jrY+Q7qGn0WPd++/iI0Kok3/s8fCSZy/HDfJNsGrezwrk2IV6kkvA5jx0Z8RNZxxIfdqMWoVTPTpIgPbS5KTKVE9IQyittUZFAvTq/RhV5tYDq5tIMa4Ixr/wa/1E/PPf++7L4u8fwchUqe4WKGolGImyvFrndg0piIGxQTQarJmcZypYJDThA1KtGlwkG9EHfVDLOYQJ0weOgptCY3vBUsW6CWJEktSdJDkiT9unr7m5IkHZUk6eHqn3Oq2yVJkv5TkqTDkiQ9IknSeQ2qXSBYN2zutxBJFYhlCq0uZU34Y1nsRi1m/fps2jfaZ2asAQK1KRtgVr1w2WFNoPaYhYN6MXzWDagk1bJzqE9k65Wv4bHnfQeHHMf5fy9i+tC+RfdLzBwBYFZXwmPxoFFpV12z4BjDtmEO68zY40825PimrJ/DOkUIERnUy2ODbQRAxHwIBCewy+cA4JHpWN2PfSiQRKOS2OSy1P3YrWS418Q33nQhsUyBV375Ph6ZivOq3UNIkrTmY/ucpo51UIeTeax6zZpiTjoVSZJwOwzMxJvz2hkKc6TUNYFayVZ2GYVAvRgqSYXH7MWfXp5ArTMYeWbn37K5fIQnb/3Gsh5TmyQYLueRzUKgXimSJOGx+IiplAmeUmSsqefPpRPopBJxg+Lg7hGTDAuw6mxYdTb8i6xCyFmGGagEKZdKLais+azEQf1u4OAJ294ry/I51T8PV7e9ENhS/fM24EtrrlIgWOd0S6NEfyy7LvOna4z2WRoS8WEvBknqFw6aaz9wtcwxwUL0aj0es4/xVTioa2zc/TzGrvspABt+/jKO7r/1pH3yYUWsC5MS+dN1ZMi6Ab9Wha/4TEMavdgKISZ1JixaC1ZddyydbzQbqqsSJhJjrS2kTZEkaUiSpDskSXpCkqTHJUl6d3X7JyVJOlQ1dfxMkiTHcY/5QNXw8aQkSde0rHjBmjjWKLH+OdSHZhJs7reg03TfotizfXa+/Ibz8cey6NQqXnZufcYzPqexYwXqSCq/LvOna3jsRqZjzXFQm0sxMhonAOFszUEtIj5OhccytGwHNcC257+FI6pRRg78x7Iaj4eyyiTBYKmMyiomClaDx+IlmA8Rw4IqvvyIw3qQiilNR5N6JZ5IOKhPxm32MpM+OTpSdm5AJ5WZqzZw73aWNZqRJMkHvBj42jJ2vw74tqywF3BIkuReQ40Cwbpns0tZutnpAvV0LLsu86drjPaZCCRypPP1mwGVKxVc5TA508Kv2enUJH1GFwbN+p0QWIoR+8Y1CdQAvjMvYO51vyEm2dn+u9fz5J4fLLhfjk1QAQL5EMM2IVDXC59liJSqBKosockjdT++qxwioFPjNvvq4thbD/QZ+zFqjEwkhYP6FJSAv5Nl+SzgYuDtkiSdBdwK7JBleSfwFPABgOp9rwG2Ay8A/kuSpPVnm+wC7EYto31mDkzG6n7sQ4Ek27oo3uNEnr3Fxf+86QI+/oqzcZrrk7vscxqJpPLkisuLFmgnIqk8vXV6HjoRj8PQtCaJ1nKMvF4RqEOZIBatBZPW3JRzdyJeyxD+9PSy+1Co1GrCz/oHvHKQJ3/9uSX3rzmoB0oltDYhUK8Gj8WLPzVNSD2AOXNylEQjycSU1y+pU+RHkUF9Mm6zl8AiER/6/k0AJKafbnZJLWG50+2fBd4HnGhT+nDV8fEZSZJq07le4Pjps6nqNoFAsEq8TiN6jarjBeqZeG7dO6gBxmbr56JOJ6KYpRxl28KvWX96SjRIXIINto1MJicoVdaWC+oa3kr5Lb9jQjPCBfe9nSd+/cX5+7SJSQ6pneTKOYaEg7puDNmURlmTGi3hw4vHq6yWVHwWq5Qloi2L/OkVoJJUDFlHGBcO6kWRZXlGluUHq/9OoqxK9Mqy/DtZlmuzlnuB2pvuOuD7siznZVk+ChwGLmx23YL6sNNnr7uDOp4pMhPPsc3d3as8Lj/DxcvOrd93sc+p9OvoRBd1JFVYl/nTNdx2I+FUnkKp/iunjqeWl1vSK834QpmAiPdYAo/FR76cYzYXXvZjtlz6Mh7V7WLH018ik4yddt9QJoAaNT2VCian8D6uBq/FS66cY8o4gCPf3EzjQjwCQLqadOjUi0aXJ+I2ewik/VTkhd9vlkFFoM6G6m/IaUeWDIKVJOlaICTL8n5Jkq487q4PAAFAB3wF+Hvg35Z7YkmS3oYSAcLAwAB79uxZdtHtQiqV6si6BZ3Bie+vfiP88dAEeyyh1hW1BrIlmXi2SG7Wz549kVaXUzdW8j0wm1DcOr/5wwOE3WvP4S5WZDLhMYaBaFbFQ/fdNX/fePQIWw3bFmxbz2RSqZOeCyldoiyXuPXunzOoXfuyzcLufyP9wEe47LEP8uupJzHueiU9yQke1fcARdLjcfaG7lzzebqZVCrF3ruXfo7mCsoF0LhWA4//gb36tc+DF8oyEyqJVOgoPmBWzqCOy+IztAKseTNPJw429DnLpTt/7CVJ0ghwLnD/CXddD9SWYXhRBOsawvDRwez0OfjFw35CiRz9tvqsJDsUUBokdrODuhH4nIpRYmouMx+h1ylEUnku3rh+hR2Pw4AsQzCRY6jHtPQDVkk2naBXKiKbFJdnOBPEJeI9TovPqphippOT9Bn7l9hbQVKpKD3nQ/T89mU8/ouPsv31Hz/lvqFMAAdGVIC5VwjUq8FjVoYQ09YeLk0+QKlcRqVuzsKsUlIZt6fUJew6B1q16MlzIm6Lj0KlwGw2jOu4hqy93s2UZQmiY60rroksRyG5FHiJJEkvAgyATZKk78iy/Prq/XlJkr4BvKd6exo43rbnq25bgCzLX0ERttm9e7d85ZVXru5/0EL27NlDJ9Yt6AxOfH+dM/MQD03Mdex77ulgEm67k0vP286V53TPNfZKvgcyhRL/fO8tGPs3cOWVW9Z8bn+6yMTdSibb0NnPYvS8ZwOQL+WIT8Q5e3Q3525/9prP0w08dN9dnPushc+FOdrHd279NqZRJ+cO1ed5Kl5yBQ989c+4NvYd7j5YxiVHuNXkASK84JI/YcAsLnBOx9677+Tiyy5fcr9cKcfHfvBRHtM6eG7Rz1nLeMxSTKUK9Bq0PPWHGcJqNSWpwjlnXMy5m8VnaLk88vhB9j+2jzMv2N2weKH9997Zsb+DAJIkWYCfADfKspw4bvs/osSAfHeFx+t4wwd0v+mjMqdMUH/3t3dzbn99GkXfNq6s/pk7+hh7Zrovg7penPjemssp7rTb7z8AM50jkpQqMrFMkVRkhj17ZltdTt1ZzndAOKJ8jm7acx9be+onrBUrMqrj4rwyczP4gGimxEP33YU/PkmP0SEmrKssZvqIFRUB8r4Dt1OxZFZwNBX3ai7ivMn/Zc/vLsVgdS661zOBp7AVle+5pw4f5Zmx5kZUdCInmj4iBeWacawio5eK/P6WX2C01T9qo2b4OJ7MpNLUfCYxg1E2is/SImSycwDcef/NbDRsWnDfmVIvRJ6q6/PWroaPJUdIsix/gGN5eFcC75Fl+fWSJLllWZ6RlHDGlwKPVR/yS+AdkiR9H7gIiMuy3Nw1BAJBF7LZZeHXj/jJFsoYdZ0XQzldzYzzruOID5NOg9tu4GgdIz6KUSVRyT64cX6bP11rkCjiCU7HsG0ECYmxxDNcUadjavUGRv/qh9zzPzdwWeh7VGSJKcMIerUel2l5jhLB0hg0BvpNAxzJpnhd/HBdj12ITjKlUYZHosnoyhi2jQAwmRxni3Nba4tpQyRJ0qKI09+VZfmnx21/E3At8Fz5WIDnujF8QPebPi4qlPnYA7dQcQxx5ZVb63LMW376CE5TgJdec5XIyj8NJ763KhWZ9911MybXEFde2TnfU4F4Dn73e3bv2MqVF3dfZNhyvgN8oRSf2vcHBka3cWWdmmaCYvgwqI9N8ow//Ad4BPo3ns3ohReRnEiybXSXMH1UWcz0UaoU+eiPP4xm0Mi5Z6/seQr0fwL9D6/CMf4rzvyLry66z8QP/4YdFUhg5rIrr1517euJE00fuVKWj/7gI5QGeyEIPpeVLRes3eBxIjXDx/E8fvhXAMgWDV7t8EnvHwH0Job475u/hGW0j3NHFj4//vs89FVmGajj89auho+1TLd/V5KkR4FHgT7g36vbbwKeQcnK+yrw12uqUCAQALC534Isw5FwZ+ZQ+6tdt9dzBjXAaJ+Zo5H6CdRSYoqirMbef0zH8KcUgdorBOrTYtAYGTR7GFtjo8QTUanVbHvLf3O/+/WoJJmUKsaQdRiVJBxu9WTIOsyMQYOnEiC9RHbhSpDiU4xplCZUbrP4DK2EYesoABPJsdYW0oZUDR1fBw7Ksvzp47a/AKXPy0tkWT7edvZL4DWSJOklSRoFtgB/bGbNgvph1KnZ0m/hQB1zqA/OJNk2aBPi9ApRqSS8DiNTcytxebaeSCoPsK4zqD3VRuv+eGPzw/NxpaGb3jHAbFZxBveLDOrTolFpGTR7mE5OLr3zCQxuOps/9vwJF0R+TnDsiZPuD6ZnKMsldmdVxCR7Pcpdlxg0RnoNfcR1ykqETLC+1z+nQ5WNEsfMXD5Kj6G3aeftJAbMSnTNzCKNElNGH67S+vD8ruhqWZblPbIsX1v993NkWT5bluUdsiy/XpblVHW7LMvy22VZ3lS9v77diwSCdUotJ69TBeqZeBa1SqLfun4H1gAjdRaotSk/EcmJWnNsQcx0ShkciiaJSzNi28h4vP4DNEmlYsvrPs70ee/Bb3UwZB2u+znWO8PWYcKqAipJZubpB+t2XF16mqd1VlSSigGTyDlcCb7qRMxE4mirS2lHLgXeADxHkqSHq39eBHwBsAK3Vrd9GUCW5ceBHwJPAL8F3i7LcrlFtQvqwC6fg0emYhwzya+eSkXmyUCSrSJ/elX4nKaOa5IYrgrULquuxZW0DpNOg8OkxR9r7GtXy8s1OQYIZZRYhH6RQb0kHotv/hpkpfRf9yFKaEj++p9Pum9/UGnXcFVKTUqzfjPY64HH4iWKoiWUm5hprC3MEZdsRHOz9BjqHyvSDejVelzGfmaqRrPjKdqG6SNGLp1sQWXNRdi5BIIOYaTPhEqCw6HOFKinY1kGbQY06vX9tbOxz0wsU2QuXajL8cy5AHPaha4Of2oKi9aCTSdcBkuxwb6RyeQYpUqp/gfXGtFe/T4CuSDD1u5bjttqfNZhUnKWuEoiefShuh3XkgswrjXiMg6IJi4rRK/W4zZ7mUiMtbqUtkOW5btlWZZkWd4py/I51T83ybK8WZbloeO23XDcYz5cNXxslWX55lbWL1g7O4fsxDJFJqNrF9cmohmyxTJnuoVAvRp8TmPHCdSRpHBQA7jtRmaqqzIbRSWtNHO39LrnBerjm5YJFsdj9s3HDK6UnsEN7Pe8lgtTtzPx6D0L7tsfvJ8eQy/2UpqsbvGMasHy8Fq8BLJBIjjQJCaadl59MU5EYyNfzgkH9WkYNHuZSftP2q7qUVYoRqeebnZJTWd9K0UCQQeh16jZ0GvuWIHaH8vittenc30nM9pnBuCZOrmoe0ohUvqFg+bp1BQey5BY9rsMRmwbKVQKBBZZTlUPgpkZynKZYZsQqOtNzZV+SGNBCj22xN7Lp6cYZEanxi3yp1fFsHWEceGgFghOYpfPAcCBqdiaj3UooPTX3DZoW/Ox1iM+p5FIKk+u2DmLEiIpxdiw3gVqj92AP95YgVqVjlCQNRjNNsLZECAc1MvBax0mWUiQyK8uymjDS/+ROaxIt31ofpssy+wP3s/5AxfhkGMUhPt2TXgsXoKZAAHNIOZM8xpNmktxAjplNbhwUJ8at9m7aMSHYUDpNZWcEQK1QCBoIza5LB0sUOfWff40HBOox+ogUFcqZfoqEfLmhUKaPzUpGiQukxGb8oNf7xzqGpPJcQAR8dEAas/pAYMbR+LJuhyzXCrRJ0cJayp4RP70qhi2jTKZGqdc6RzhRyBoBlsHreg0Kh6pi0CdRJLgjAHhoF4NPqcJoKNc1JFUHqNWjVmvWXrnLsbtMDDT4AxqdT5KTLIhqVSEMgGsOhtGjbiGWYpa75vVxnxY7L08uukv2JXfz+H7fgnAM/HDzOWjnNt7Hg5SVEyuutW7HvFYvFTkCuNmFz3FQNPOay7HmdUr37vCQX1q3BYP4UyQYrm4YLvTpzRXLs12vwFECNQCQQexud/C2GyaUrnS6lJWRKUiMxPPCoEaGOoxoVZJdcmhTkb86KQysv2YQF2qlAhk/HhF/vSyGLYpS6bGGpBDDTBVFaiFg7r++KxDSEiMmXsYLhylUl67IBoPTVJSVUhIBTzCQb0qhq0jFMr5+WXRAoFAQatWcZbbVpdGiYdmkoz2mjHq1HWobP3hcyrj0U5qlBhJ5elbx/nTNTwOI7FMkUyhAdFsVfT5ORJqBwChTBCXaJC4LDxm5dpjtTEfAFuu/VtmcOG4+9+plMvsD+4FYJtGGUdLFiFQr4XaJMKMxUl/JUypWJ/IyaWwy0miemX1h3BQnxqP2YeMTDCzMObD3uchI+uRYmOtKayJCIFaIOggNrnMFMsy49HOGVADRNJ5imUZr0NEfGjVKoacxvoI1AFlFlXrPObODWeClCol4f5cJmatBZdxoGEO6qnkBCaNGadeNHWpN3q1nn7TACGzAbOUIzTx1JqPGQ88w3S14ahbfIZWRW3SZzzZ/S4PgWCl7PLZeWw6TrmytkaJhwIJton86VXTqQ7q9R7vAeCxK5ML/gbmUJtKc2Q0DgDC2SD9In96WdQm9qeTq3NQA+iNJo6cfSNnlA/z5O+/zf7g/QxbR9BllAkJjU28FmvBU111G7GY0EgVZv2NH6vlsmlMUp6YTunr0mMUDupT4a6+PifGfEgqFUH1AKZFGih2G0KgFgg6iM39SnZTp8V81AaRwkGtMNpnrksGdS6iuHON/cfcubVldV6rcFAvlxH7RsYbGPHhtgyLPPAGMWQdZlanOKfDh/et+Xi5yDhTVYFaxOSsjg1VgXpC5FALBCdxts9BplDmSHj147h0vsR4NCPyp9dAv1WPVi11lEA9myoIgRrm+9k0MubDWo6RqzbjC2UCIn96mRg0RvqMrlVHfNTYes1f8IxqA56HPsnDof2cP3ARubkZ5RwO8VqshX7TAGpJQ9yorL6J+RufaZyOKjnuSa2EWtJg09kbfs5Opdb/ZiZ1cqPEOb0HR755ueGtQgjUAkEHsaljBWplEOm2C4EaYLTPwlgkTWWNDqrKnDKL6hgcnd/mr86sioiP5TNi28hE4igVuf7ROVOpCTwWkT/dKIasw4RKc5RlieL0I2s+XnlukiltVaA2i4iP1WDXO7DrnUwkxlpdikDQduzyKRfmByZjqz7GU8EksgzbBoWDerWoVBJeh7HzIj6EQD1vdqldWzQCeyVBUd9Dvpwnlp8TER8rwGMZWlPEB4BaoyF00QeI6ubIlbOcN3ARxbgicpp73fUoc92iVqlxm93ENErGcTbYGIPO8WTjQQCSGpkeQw8qSUiQp6LX4EKj0izaKDFrHmKgHESudFbU60oR7w6BoIOwGbQM2PRrct60gtog0isc1ACMusxki2WCybUtT1Qnp8jKOqzO/vlt0+lJdCodfcb+0zxScDwbbBvJlXMEMzN1PW6mmCKQ9qNGZIQ2iiHrMIligkMaD8bowTUfT52Y5hmNAaPGhF3vrEOF65Nh6wgTybFWlyEQtB0bXRbMOjWPTq8+h/pQIAnAmW7hoF4LPqepYxzU5YpMNF3AZREZ1IN2A5LUuIiPQi6LRcpSNvURySqiqIj4WD5ey9CaIj5qbHn2K/iVZQiVLLPNtIVKShE57b2eNR97veO1eJmtJCjLEpW58YafLxePAJBUFUX+9BKoVWoGTZ5FJ3nKjg2YpRyJaHf3eBECtUDQYWzut3CkwxzU07EsZp0am3F9dx6vsbHPDLDmHGpDeoaQyoWkOvZV7k9NMWj2itnpFTBi2wjAeJ0bJd45dQcAdpE/3TCGrIo7/QnrEIPZw2s+njHjZ0xrxGP2iViWNTBsG2lYbI5A0MmoVRI7vPY1NUo8NJPArFOLSf814nMaO0agjqYLVGToswoHtVatwmXRNyziIzmrmBUkU+98s18R8bF8vBYfs7kw2dLaXh9JpeKRfi/b8wXCN/8XqnSYnKzFZHXUp9B1jMfixZ/xE5J60dZhMmEpiskwAEly9BhE/vRSuC1eZlInO6i1fcr16tzU2nvutDNCwRAIOozNLgtHwmlkeW3xEM1kJpbD4zAKwafKSJ0EalshQFy70CntT03Od2gWLI8NVYG63o0S9wX3YtXZeN1Zf13X4wqOMWRTBOpJez8eOUg6Hl3T8WyFIH6tZj4DTrA6NlhHieXniOdjrS5FIGg7dg05eHQqxmu/spf/9+sn+PH+KZ7wJyiUlrds92AgydZBKyqVGFOtBZ/TSCSVJ1cst7qUJYmk8gAi4qOK22FkJt4YB3U6pjh11VYXoYzyb5dwUC8bTzVi0L/GZm7pYopn8hNsKLk4b+JbqJNTRCXHAlOOYHV4LD7i+RjTukGs2cZnGlfSswDEy0nhoF4GbrOXQPrkDGrL4GYAssEjzS6pqQg7o0DQYWzut5DKlwgkch2T6eyPZ0WDxONw2wzoNSqOhtcmUPeUwhyxb5q/Lcsy06kpdrnOX2uJ6wqb3k6Poa+uAnW2lOXu6dt57vAL0aq0dTuuYCFeiw8JiahNyef3P7WfLRc8b9XH6ymHCGl6uNQsJnnWwrBtBIDJ5Bh2/TktrUUgaDfecPEGkrkST8wk+O794+SKijCtVUts7rdyltvGmW4rZ3lsnOW24TAdi3WQZZlDMwmu3SWWua8Vn9MEwNRcdr4JebsiBOqFeB2G+aibepOPKbEeOls/4YwisrpEbN6y8c4L1JNscmxZ9XEOhB+kLJc559y/wnDLOxhKP0FS60SEr60dT9WEMWbp4/Lo2vu3LEkmShmIFxP0GIWDeincZi/xQox0MYVZe+y3qXdI+TyVZ7u7CbkQqAWCDuP4RokdI1DHsmz3iKzEGiqVxGifeU0O6kI+R68c49BxTs9Yfo5sKTPvXhAsnxHbxrpGfNzr/wPZUpbnbXhR3Y4pOBm9Ws+AaZCERUNBVqO649/J77gEvdG84mPl0kkq6jRFySkc1GuktiphPDHGjr5zWluMQNBmDPWY+OjLzwaUbOGjkTRPzCQ4OJPgCX+CO58O85MHj7kPPXYDZ3lsnOm24XUYSeRKnCkaJK4Zn1MZQ0/NZTpGoO4VGdSA0nT9jkNhZFmu++rMUkIRqA2OAULxfdh1Dgyazrjeage8dXJQ7w/sRa82cPmul/PHP/6Wi+Z+xeNqYR6oB7WVtkGLjf5olHgug85gatj5VNlZpiUTFbksHNTLYNCsTEDPpKbZ7Nw6v91gtjOLHW1iolWlNQUhUAsEHcbm4wTqZ29xtbiapckVy0RSBTwdIqY3i9E+M0+uwf0R8Y/hkWSwHxusTaeUHDER8bFyNtg2csvYr+p2sXPr+E24jAPsdJ3HXL79lw93MkO2YULFCA+e+2Eufvj97P/y69j6zp+g1qxsiJMKjjFVfYzHLATqtTBgcqNT6ZhIdrfLQyBYK2qVxOZ+C5v7LbzkOFd0OJnnYE20rgrXdzwZplxR4t3O8thbVXLXcLyDut2JJAuAcFDXcNsNZItl4tnighUG9aCcVvJyLT2DhAJBXCbhnl4JVp0Nq87GVGpt2cb7g/ez03UuerUe10s+hPStXzEgh+tU5fqm5qCeNSnX5uGpI3g3n92w82nyMSa0yqSqyKBeGk/1On4mvVCgBghr3Fgya5v8aXeEQC0QdBguix6bQcPhDmmUWMuIExEfCxntM3PrE0HS+RJm/cq/imOBo3gAXc/w/LaaW0E4qFfOiH0jmVKacDa05m7t8XyMP87cyyu3/lm1WaUQqBvJkHWY28ZvYdcr/5J7kiEuPfJp7vvqX7LrL7+6oqzCXHiMSFWgdotJnjWhVqnxWTcwkRhrdSkCQUfisupxWV1cfsYxI0KuWOapYJLZVIHzhh2tK65L6Lfq0aqlzhCoU3l0ahU2g7h0B+YbhE7HsnUXqKV0hJKswuJwEc4EcYkGiSvGaxnCvwaBejYb5mjiCNeM/gkAPZ5RAtvfQmrwfMTakbVj19kxa8zEDIohJ+F/uqECtb4wx7jWAhSFg3oZuKsmmZn0yfngCYMHb/rxZpfUVETKvEDQYUiS4rbpGIE6pgz8hUC9kAtHeyhVZK745B6+de8Y+dLKRMxMeBwA88DI/DZ/ahIJaf6HTbB8RuYjCdbeeGLP5K2U5RJXD79wzccSLM2QdYhEIUEsH+O8136Qewdex7Nmf8pD3/nHFR2nHJ1gSqtc/NeW1wlWz7BthPE6Nx4VCNYzBq2anT4HV23rF02n64BKJeF1GJmay7S6lCUJp/L0WXTida/irl5TzMTq3yhRk5slLllRqdWEM0H6jaJB4krxWIbWFPGxP/hHAM4fuHh+m/4ln4Sdf7rm2gSKluCx+oipleigXLixYzVjKUFIawCEg3o52HR2TBozM4s0SsxbhxmohCkW8i2orDkIgVog6EA291s4Eu4MgXp6XqA2tLiS9uLKrf38+IZnscll5l9++TjP+dQf+OEDk5TKlWU9vjSn5E/1eEbnt02npnCZBtCpRUbhSqkJ1GN1yKG+beJmRmwb2ezYuvTOgjUzZN0AwFRS+Uzsuv4/ecD2PC6d+DIP/eyzyz6OKjHFlEZLn8GFXi2WUa+VYesoM+lpCuVCq0sRCASCRfE5TR3ioC7QZxW/SzU8duWaYiZe/9dOl58jqbKRK2WJF2K41riqbj3itfgIZmYoVYqrevz+4F7sOgebHWfUuTJBDY/ZQ7gUpSCrYW68oeeyVOLM6pRrU+GgXhpJUsxmM4tN8vSMopEqzPm71wAiBGqBoAPZ3G8hkioQy7T/hb+/6m4YtAuB+kR2j/Tw/bddzP++5UL6LDre95NHeP5n7uRXB/xUqjmTp0JKTBPHjMF8LIdyOjUxn1slWBkOQw92nYOxNTo+A2k/j4Qf5OoNLxROpyYxZFVibiarArVKrWbrDf/LAcNuLnrs33js999b1nH0KT9HtQY8VhGRUw+GbSNU5ArTqe5u5iIQCDoXn9PYGQJ1Mi/yp4+jz6LEs0w3wEFtKMZIqx1EskqzxH4R8bFivJYhynKZQHpmxY+VZZn9wfs5b+DCakyeoBF4LT5m0n6Cqn50a2xouRS2SoI5jQajxohJ27hmjN2E2+JdNOLD4FIMVYmZw80uqWmIT71A0IEc3yix3fHHsrisevQadatLaUskSeLZW1z8/O2X8t9vOB+tWsU7v/cQL/783fz+YBBZXlyo1mcCRFQLG7f4U1Pz3bMFK2eDfeOaIwlun7gFgKuHX1SPkgTLwGvxISHNC9QAWp0e71/+iCOaLZx977t5+oFblzyOJR9gWqMRDRLrxIbqqgSRQy0QCNoVn9NIJJUnV2zvXhGRasSHQEGlkhi0GxrioLaUYmR1TkKZIMCa+5KsR2q9cFYT8zGRHCOcDXH+wEX1LktwHB6Ll3w5zzOGAWzZk6Mk6kWxkMcqZYlrVcI9vQLcZi+BtP8kHcDmVVYV5ENrj6RsV4RALRB0IJtdSouIjhCo41mRP70MJEnimu2D3PTuZ/O515xDtlDiLd/ax8u/dC/3Ho6ctL+tECCuOyZQZ4pp5vJRIVCvgRHbRsYSz5xyUmA53Dp+E9t7d+K2CJGzWejUOgbNbiaTCxvymK0OrG/9KWGVi5Fb3szEwX2nPY65FGROLYsGiXWiFr0ykTza4koEAoFgcXxOxc3Xzi7qSkVmNl0QDuoTcNuNDcmgtslxCvoeQpkAAC6RQb1ivNVx1GpWUO0P3g/A7uPypwX1p/YaTZp7cZVX7nRfLqm5MAAJdUXkT68At9lLrpxjLh9dsL3HPUqxCbEsrUQI1AJBB+J1GtFrVJ0hUMeyeEX+9LJRqySuO8fLrX97BR99+dkE4jle97X7ed1X9/LgxNz8fr3lMBmje/52zaUgIj5WzwbbRpKFxEmDgeVyJPY0z8Sf5nkbhHu62QxZh5lMnjxYc7i8lF//U/LocP7k1YQmn1708XKlQlk1hyyBxyw+Q/XAqDEyYHIzLhzUAoGgTfE5FQNFOzdKjGWLlCuyEKhPwGM34K+zg7pcKmGXU5SNvYSzioNaZFCvnF6DC73awPQqHNT7g3vxmH3C6NFgPNXnN2Sx4CRJOhlryHkyMeVzlJAKwkG9Amrv/5nUwpgPtUZDUOXC0MXxeUKgFgg6ELVKYqPLwuE2b5QoyzL+WA63XTioV4pWreK1Fw5zx3uu5J+vPYungkle/l/38tZvPcBDh6ewk6ZkPTZ486eVQaDXLBzUq2WtjRJ/P3EzaknNlUPPr2dZgmWgCNQTi7rfBzZsZfZl38MoZ+F/X058NnjSPrGIn5BW+bdHXBTVjWHbCBMJ4aAWCATtSSc4qCOpPIBokngCHoeRQDxHeYmeLSshFQ2ikmRkUx+hTBCH3imaJq8CSZLwWHwrjvgoVUo8FNon4j2agNvsASBqUqKDZqcak2mci1cd1OSEg3oF1OIGa9f3xxPVurHlTs6n7haEQC0QdCib+y1t76COZYpki2UR8bEGDFo11182yh/eexXvvWYrfzwa5T1fvwkAyXHM6TmdUuINhIN69YzYFYF6PLHyXK+KXOH34zeze/BinIaeepcmWIIh6zDJQpJ4Prbo/Ru2X8SR530VdzlA7KsvI5tOLrh/buYoUxoNAG7hoK4bw9YRJpJH1xSbIxAIBI2i36o022trgTpZFahFBvUC3A4jpYo8L+DXg9ScEuuhtvQRygREvMca8Fp8K474eDL6BOliivMHhUDdaAwaA31GFzGdMj5Lziy+wnCtFBNhCkCmkhUO6hUwWJ1ACCzSKDFt9uEqNS6WpdUIgVog6FA2uyxMx7JkC+3b2GU6pgz4RcTH2jHrNbz9qs3c9b7n8JbzbGTR0z+8ef5+f2oKu86BRWdtYZWdTa/BhUVrYWwVjRIfixwgkJkRzRFbxJBVWTkwmZo85T5bL34xD1/0H5xRPMTEl19FqViYvy8dGmNKq0EnaYXDo44M20bJlrKEs6FWlyIQCAQnoVJJeB3Gto74CFcFWJeI+FiAx65cW/hj9ZtcyFXjCLS2fsKZEP2mwbode73htQzjT09TkSvLfsz+4P1ISJzbf0EDKxPU8Fq8zKmUz08+0pjVbuX0LLNqNYAYX68Ag8ZIj6GXmdTJDSxL9g30kCTToFiWViMEaoGgQ9ncb0GW4Ugbx3zUBo3CQV0/7CYtr3vlazD+SxD7tivnt0+nJoV7eo1IksSGaqPElXLr+E0Y1AYu817VgMoES1Fzv3/p4c/jT5162dvZz/9z9p71D5yT3csT//1m5Ipy4VSMTjKl0TBgciNJUlNqXg9ssI0CiJgPgUDQtvicpvZ2UKeUyVSRQb2Q2rWFv46NEgsJJY7A4BgglA3QL/KnV43H4qNQzjObDS/7MfuDe9ni3IZD72xgZYIaHrOXUD5MRtYjxRqTaSxnZonUBGqjcFCvhEGzl5lFHNSqHmVsHZ18qtklNQUhUAsEHcrmfgvQ3gL1TFwZNAqBugFIkvKnij81JQTqOjBi28T4CjOoi+UieyZ/x6XeKzFpTQ2qTHA6hqzD/P0F/8gTs4/xml+/nO8e/BalSmnRfc/90/dwr++tXBS7iYe++XcASPFJJjRafLYNzSy76xm2VgXq5FhrCxEIBIJT4HMa21qgnk3l0agk7EZtq0tpKzzV/jYzdWyUWE4qYqrKZidZSIgGiWvAW70mmT7NyrbjyZayPDZ7QORPNxGPxUswE2Ra3Y9xma/TSlFlo/irOe7CQb0yPGbvohnU5kFlBXU60JhYllYjBGqBoEMZ6TOhkmjrHGp/LItOo6LXLHLzGkmpUiSUCeC1iAaJa2WDfSNz+Six/NyyH/NA8D4ShThXbxDxHq3kT894FT+49mfsHryQzz34aa6/5Q08GT246L7n/PnH2et8CZf6v8lDP/wouvQ001qNmOSpMz2GXixai3BQCwSCtsXnNBJJ5ckV2zMyL5LK02vRoVKJ1T3HYzNqMOnUdXVQS5kIADmD8lz3iwzqVeO1DAMwvcxGiY+EH6RUKQmBuol4LT5kZJ4x9WPLNSbTWJOfY0qjmHdEBvXKcFu8hDPBkww3Du8WAIqz3Tm2FgK1QNCh6DVqNvSa21qgno5l8dgNYsl8gwmkZyjLZSGu1YERW61R4vJ/9G8bvwm7zsGFg89qVFmCZTJgHuQ/rvhPPnLZJwllgrzpt3/Gfz74aXKlhQ4rSaVix19+jYdMl3Dxk59En32KrEoSn6E6I0kSw9bRFX2eBAKBoJn4nIp40q4u6kiqIOI9FkGSJNx2Q10d1KrsLAnMRItRAJFBvQb6TYOoJc2yGyXuD96PVqXl7L5zGluYYB6PxQvApNlJfzkwH3tXT/T5GAGNstrBqRdN5FeC2+ylLJcJZ4ILtlud/SRlI+rYeIsqayxCoBYIOphNLktbC9T+WFbEezQBf9Wd4BEO6jUzL1AvM+YjU8xwz/Qerhh6HhqVWH7bDkiSxNUbns8Pr/051268ju8c/Bav+c2fsnfm3gX7qTVaRm74AYd0Z1HRKI55t1kI1PVm2DbCRFII1AKBoD3xOZVxars2Soyk8kKgPgUeh7GuTRJ1+ShxyU4oEwAQER9rQKPSMGh2z1+jLMX+4F529J2DQSOuG5tFLYYlbLZglbIk5pafF75cDKU4EY0Wu86BVi2uk1aC26xMIJyYQy2pVITUg5gWif/oBoRALRB0MJv7LYzNpimV6z/jWQ/8sZwQqJtAzZ3gFe7PNdNvGsSoMTGWOLKs/e+ZvoNcOcfzRLxH22HT2/jHi/+FL1/9dTSShnfd/lf8yz3/wFwuOr+PwWSh760/ZkKrXPzX3CSC+jFsGyWSDZMutu9kqkAgWL+0vYM6KQTqU+GxG/HH6xfxYSjMkVbbCWdDAPQZ++t27PWI1zK0LIF6LhflcOwpEe/RZPqMLjQqDVGj0sQwOlX/TGNzOU5Uoxb506vAXb0mWewzFDN4ceZP3RS+kxECtUDQwWzut1Asy4xH28/1USxXCCWFQN0MplNT6NUGeg2uVpfS8SiRBCOMJZbnoL514iYGTG529O1qcGWC1XLewG6+++Ifcf2Ov+B347fwql+/jN888ytkWQbA2jvIxHPeDxxzKwjqxwZbtVFiYqy1hQgEAsEi9Fv1aNVSWwrUsixXIz5EL5fFcDsMhJN58qX6pXvMHAABAABJREFU5IebS3NktA5CmQA9hl50avG8rwWPxcd0amJ+vHUqHgz9EYDdQqBuKmqVGrfZQ0yrfH5SwZU1iV8ONjlBTCPRYxT50yvFZRxALalPclADZC1DDFaCDYllaTVCoBYIOpjN/RagPRslBhM5KjJ47IZWl9L1+FNTeCw+kfVdJ0bsGxlfhkAdy0XZF9jL1RteiEoSP6ftjF6t54Zd7+A7L/o+w9YN/Ot9/8S7br+B6aTiSvBnQzj0vWJpaQMYtlYF6uRYawsRCASCRVCpJLwOY1tGfCRyJQrlinBQn4KaCSYYz9fleNZKgoK+h1AmiEs0SFwzXssQqWKKRCF+2v32B+/HorVwhvOsJlUmqOGxeJkjDUAxUl+BulwqYZPTxNUV4aBeBRqVhn7T4KICdcWxAYNUZC402YLKGou4ohYIOphNLjPQngJ1rau2cFA3Hn9qUsR71JER2yYi2TCpQvK0+90x+TvKcpnnDr+wSZUJ1somxxa++vxv8t7dH+CxyKO85jd/yrcf/wZTyUkGhHu6IXgsXtSShgnRKFEgELQpPqepLR3UkZQivPZZhZN3MTx25RrDX4dGiXKlgl1OUDL0EM4GRf50HfBWe+P4U6cW0WRZZn9gL+f2X4hapW5WaYIqXouPmWyABGZU8eU1tFwuqVgYSZJJSAV6DMJBvRrcZi8zaf9J2/UupWdSfPqpZpfUcIRALRB0MFaDlkGbgSNtKVArg0UhUDcWWZbxp6fxmEWDxHqxodYocQlB7bbxm9lo38Imx5ZmlCWoEypJxSu3vobv/8nPuMj9LL7w8Gd5JPIwZo2l1aV1JRqVFq9lSDioBQJB2+JzGttToE5WBWrhoF4Ut0NZpTlTB4E6nYiik8rIpj7CmQD9psE1H3O946maZ6ZOI1D701MEMjMif7pFeMxeEoU4RzUDdW+6l4mFSEsSRcr0CoF6VbgtXmYWyaA2D24GINuAWJZWIwRqgaDD2dxv4XC4/QTq6XmBWkR8NJLZXJh8OTc/CBSsnRG7IlCfLod6JjXNY7MHuHqDcE93KgOmAT55+Wf4yGWfoFQpkS213/LubmHYNrLkhI9AIBC0Cp/TSCSVJ1esT5ZxvYikCoAQqE/FvIM6tvZGialoAIC82U6qmMIlGiSuGY9ZuTY5XaPE/YH7Adg9eHFTahIspNYc/BlTH47CTF2PnYuHiagVV7yI+FgdbrOXuXyUbGnhJFyvTzFHydHuG1sLgVog6HA291s4Ekot2YCi2czEszhNWkw6TatL6Wqmq4O+2jI6wdoZNHnQqfWnzaG+beJmAJ47/IJmlSVoAJIkcfWGa7j1FX/gHy76dKvL6Vo22EaZTk1QqhRbXYpAIBCchM9pAmg7F/V8xIcQqBfFqFPjNGnnV22uheycIlAnjEqcinBQrx29xoDL2H/aiI99wb30mwbxWYabWJmgRi0i0m+2018O1bXpXiERIaKpCtSiSeKqqDVvD5yQQ603mgnSgy4x3oqyGooQqAWCDmdTv4V0ocxMfO3ugXrij+Vw20W8R6OpDfqEg7p+qFVqhq0jjCWOLHq/LMvcNn4TZ/edy6DZ0+TqBI3Arndg1llbXUbXMmwdoVQpLZqjJxAIBK3G51TGq+3WKDGSyqOSoMcsMqhPhdturMs1UCERAiBtUOQRIVDXB49liOlTCNTlSpmHQg9w/sBFotF7i6g5qCNmE0apQDR0ckO+1VJKR4SDeo3UBOrFxs8h3TBSFxo/hEAtEHQ4m11Kbmq7NUr0x7Iif7oJ+FNTqCU1g2Z3q0vpKkZsGxmPL+6gPhJ7irHEMzxvw4uaXJVA0JlssI0CiEaJAoGgLWlnB3WPWYdaJcS7U+FxGOrioC4lwgAkdYqD1GUSER/1wGsZml/teSKHY0+SKMRF/nQLselsWLRWotWJmWgdm+7J6Vlm1cpxRZPE1VEzoC0Wk+O58TY2v+PHzS6p4QiBWiDocDb3t6dAPR3L4hX50w1nOjVJv2kQjUrb6lK6ihH7RgKZGTLFk91Ut07chFrScMXQ1S2oTCDoPIasI8DSjUcFAoGgFfRb9WjVUtsJ1OFkQcR7LIHHYayLQC1nIgAk1XkkJJFBXSc8Fh/RXOSkDF2A/UElf1oI1K1DkiQ8Fg9zaiXvPhNYfPXoalBlogRVWjSSBqvOVrfjricceicGteGkiA8ASdWdUm53/q8EgnVEn0WH3ahtq0aJyVyRZK4kHNRNwJ+aEvEeDWCDbRMAE8mFglpFrvD78d9yofsSHHpnK0oTCDoOi85Kr8HFRHKs1aUIBALBSahUEl6HsS0jPoRAfXrcdiOJXIl0vrSm46gys2RkPXPFGD2GPmH8qBO1HjmL5VDvC+5lo32LiH9oMV6Lj9lKHIBytH6Zxur8HDMaPU5DLypJyI6rQZIk3GYvM4sI1N2KeKcIBB2OJElscpnbykFdy4ITAnXj8aemRIPEBjBi2wjA2AkxH4+EHyScDYp4D4FghQzbRoSDWiAQtC0+p6ntHNSKQC3yp0+Hp7pacya+ttdOm4sSl2yEsgER71FHatcoJ8Z85Es5Hg0/JNzTbYDH4iWQCRDGjjo+Ubfj6gpzhDU6MQGxRgYtXmZS66eHy7IFakmS1JIkPSRJ0q+rt0clSbpfkqTDkiT9QJIkXXW7vnr7cPX+kQbVLhAIqmzut3CkjQTq6epSO4+I+GgoqUKSeCEmHNQNwGPxoVFpGE8sFKhvG78Zo8bIJZ4rWlSZQNCZDFtHmEgcRZblVpciEAgEJ+FzGttKoJZlWTiol0HNDHMknF7TcfSFKEm1g1AmKBok1pFjGboLHdSPzR6gUCmwWwjULcdr8VGoFDisG8CcWTwvfDUYinFm1Sp6jCJ/ei24zV786al1M35eiYP63cDB425/HPiMLMubgTngLdXtbwHmqts/U91PIBA0kM39FmbTBebShVaXAjCfBScc1I1lJq0M9ryW4RZX0n1oVBqGrCOMHSdQF8tF9kzdymXe52DUiPe2QLAShm2jpIpJ5vLRVpciEAgEJ+FzGomk8uSK5VaXAkC6UCZXrNBnFQL16Tjba2fApufLfziyJgHHVIqR0ToIZ4L0GwfqWOH6xqqzYdPZmT5BoN4fvB+1pGGn6/wWVSao4TF7AThq6qWnOFO345rLcWJqSTio14jH7CVbyhAvxFpdSlNYlkAtSZIPeDHwteptCXgOUGsb+S3gpdV/X1e9TfX+51b3FwgEDaLWKPFIm+RQ+2NZ1CqJfqtwUDeSWkdfr3BQN4QR28YFDuo/Bu4hWUhw9YYXtrAqgaAz2WAbBWBCxHwIBII2xOc0AbSNizqSzAMIB/USGLRq/ubqM3hoIsYtjwdXfRxrOcac3kamlBYO6jrjtQydJFDvC+xle99OTFpTi6oS1PBalevIGbOV/kqEcmltee41TJUECVWZXoNwUK8Ft0WZQJhJrY8c6uU6qD8LvA+oVG/3AjFZlmvv3inAW/23F5gEqN4fr+4vEAgaxGaXFaBtcqj9sRyDNgNqlZibaiQzaUWgdpuFQN0INthG8aemyJeUTPVbx2/CoXeK5YgCwSo4JlCPtbYQgUAgWIShHmVlVLs0SpxN1wRqkUG9FK8438cml5lP3nKIUrmy9AMWwSEnCBsUsdRlEg7qeuKx+BYI1Il8nKfmDor86TZh0OwGYNZkQCuVmZ1Zu5FArlRASlOREA7qNeKuOtzXS6NEzVI7SJJ0LRCSZXm/JElX1uvEkiS9DXgbwMDAAHv27KnXoZtGKpXqyLoFncFK3l8VWUargjsePMhg5pmlH9BgnhjLYpZYF5+PVn4PPBHZh1Vl5cl9+1ty/k4ik0rx0H13regxcrqAjMyt9/yMXk0fd0/fwUXmi3n0/r0rOk6pIjOlFpM1yyGVSrH37jtbcu5CWWZCTKo1jIpcQSfp2PfU3QyFV3/xn0uLsZdAIKg/7eagDieV2D7hoF4ajVrFe6/Zxg3f2c+P90/xmgtXFn2XSycwSgWiBmWSol8I1HXFaxnijsnfUSwX0aq1PBR6ABlZGD7aBL1aj8voYq5qXZ2bfpr+oS1rOmY6ESWrUcbUPcJBvSaEQH0ylwIvkSTpRYABsAGfAxySJGmqLmkfUHvGpoEhYEqSJA1gB2ZPPKgsy18BvgKwe/du+corr1zjf6X57Nmzh06sW9AZrPT9tfmRu8jr9Vx55YWNK2qZfPCPt3PesJMrrzy31aU0nFZ+D3z1pm+xwbCRc5/17Jacv5N46L67Vvw82WNuvnXLNzCMOIhXchSnirz2oreyo2/Xio4zmyviEw6oZbH37ju5+LLLW3LuqVSBXoO2JedeL4z8bhNZfWFN31n7771TjL0EAkHdcVn06NSqthGoIynFQe0SGdTL4prtA5w77OAztz3Fded4MerUy35sOqpEg8zp1VBERHzUGa9liIpcIZjx47NuYF/wfkwaM9t6tre6NEEVj8XHXE757suG1m52S8dCzGmUz6BwUK8Nk9aMXe8UER81ZFn+gCzLPlmWR4DXALfLsvxnwB3AK6q7vRH4RfXfv6zepnr/7fJ6aTkpELSQzf2Wtoj4KFdkAvGcaJDYBGZSU3gsQ60uo2vxWYdRS2rGE8/w+4mbcZu9bO/d2eqyBIKOZdg6IjKoBQJBW6JSSXidxraJ+KgJ1D1mMcG9HCRJ4v0v2EYwkeeb946t6LGZWACAuFZGJamE47PO1K5VpqoxH/uDe9nVfz4alTAFtAsei5dwKUpFlqhEx9d8vGwsTERdFaiN4vO0Vtxmz7pxUC83g3ox/h74W0mSDqNkTH+9uv3rQG91+98C719biQKBYDlsdlmYjmXJFlrbfTySylMsy0KgbjCFcoFINigaJDYQnVqH1zLEQ6EH2B+8n6s3vBDR81cgWD3DtlECmRlypfZwKAoEAsHx+JzGtnJQO0xatOq1XK6vLy7a2MtztvXzX3sOE8sUlv24YjwEQEJTpNfQh0a1nEXmguVSu1bxp6aYSU8znZoU8R5txv9n777D4yquPo5/R73LarZV3Hu3wWDANpjeTK+BhBIIIZRA3oQEUiA9JBBCgEACIUBCCwFC72C5gHvvvanaqlZvO+8fu3ZcZcne3bt39fs8jx5Jd+/eOdIZ7Y5mZ8/kJuWxs2EnhSad6F3bD3+Hw2jetZMy32NXWqxWUB+t7MRcTVAfjLU231o71ff1Jmvt8dbagdbaK6y1Tb7jjb7vB/pud74grkgXMLB7EtbCxp3OrqIurPIO7HO7xTkaR7grqC3AYrWCOsD6pPRnedkS2mwbZ/Q+1+lwRFxt90aJ22uOfnWO2xhjehljphljVhljVhpj7vIdTzfGfGqMWe/7nOY7bowxjxljNhhjlhljjnH2JxAJfyE1QV3TrPrTR+CH5wyhtqmVJ/M3dvg+bTU7AaiigSyV9/C79LhM4iLjKKrdzqLSeQDaIDHE5CTlYrGsje9OUsPRT4S21pZRFhlJXEQcCdEJfoiwa8tOzKW0vpg2j7MLEYNBL8mKhImB3ZMA5yeoi6saAbSCOsAKagoAb80wCZy+qf0BGNhtCH1TBzgcjYi79U72TlBvq9nibCDOaAW+b60dDpwA3G6MGY73nYafW2sHAZ/zv3cengsM8n3cAjwV/JBFupa8tATKaptobHF+EqCstolM7V/RaUN7pnDpuDye/2oLRVUde7HB1pYBUNlWTVZ890CG1yUZY8hJ6kVB7XYWlM4lPS6TvikaU4eS3avctyWkk9FSfNTX89R5J6jTYtOP+loC2Um5tHpaKWvY4XQoAacJapEw0TczgQiD43Wodw8Gs1M1QR1I22u8b7/K1QrqgOqT4p2gPqOPVk+LHK3c5F5EmIguWYfaWltsrV3k+7oGWA3kAhcBL/hOewG42Pf1RcA/rdccvJuTZwc3apGuJS/NO3YNhVXU3glqraA+Et87cxBY+NOn6zp0fkRDGU02krLGMm2QGCA5SXkU1mxnUelcju0xQSXzQkxOUi4ApYlJZNkKmhuPrha/qa+gLDKSzAS94OMP2Yne/HSFMh+aoBYJE7FRkfTJSHR8grqwqoGk2ChS4lS/LZC212wnPiqBbrFpTocS1o7veRJn953Kuf0ucjoUEdeLjYzl/hMf5PQuXi7HGNMXGAfMBXpYa3cvVyoBevi+zgX2LgRZ4DsmIgHyvwlq5zdKLKtViY8jlZeWwHUn9uGNRQWsK6057PlRjZUURqbQ2NZA94Qehz1fOi8vqRfbajZT1VSp+tMhKCs+i+iIaMriookwlrKio6vSG9lYyY7IaG2Q6CddaYJaM0giYWRAVpLjE9RFVQ3kdIvTK+MBtr1mO9mJefo9B1hqbDd+POHXTochEjZO7XWW0yE4yhiTBLwB3G2t3bX3Y7i11hpjbCevdwveEiD06NGD/Px8P0YbPLW1ta6NXUJbZ/pWZaMHgC/mLoXi6ABG1b7mNkttUys1OwvJz9/pWBzB5O/HgLExlthI+NFLX3LXMe3vixNfV8qmyGQA6goqWVwx029xhKP62loWz+7c76itpmnP17EFsLik87/jVo+lIFL/93RUbW0tc2bN6PD5aRFpFLZ4X9BZ8dWnbCuqOKJ2m9ssyTUllCdH0LuqudN9RQ7UalsxGBatmU3PEv+UTWmsC81xlyaoRcLIwO5JTF+3g9Y2D1EO7fpdVN2g+tNBsG3XNnKT+zsdhoiIdJAxJhrv5PRL1to3fYdLjTHZ1tpiXwmP3QUGC4G9azjl+Y7tw1r7NPA0wPjx4+2UKVMCFX5A5efn49bYJbR1pm95PJYfzfyIhKxeTJkyNLCBtWN7RT18Oo3jRw9lynG9HYsjmALxGLA1egMPfbyWxL6jOa7voSd1Vs/6EWvjkoBajh8zhRGZo/0aR7hZPHsm406c3Kn7tJZE8Z/p/6Z3cj9OnXzhEbVb3thCnuqyd9icWTM4YdLJHT6//xcD2VlTAkBWgmVcJ+67t4LaZmrmNlAbaRjSbxTjhneur8jBdX+3JzYtknEn+Of3ufCrGSE57lKJD5EwMrB7Ei1tlq0Vzr01sbiqUfWnA6zN00ZhbSE5iao/LSLiBsa7VPpZYLW19pG9bnoHuN739fXA23sdv854nQBU71UKREQCICLCkJsW73iJj7Ja72pTlfg4OjdO7Ev35Fge/HAN1h76zSlJbdWUxHpXWavER2DkJXlfaDlW5T1CVm5SHjuay2ixkVDWsfrth9JiqwBIj1OJD3/JTsyhpAuU+NAEtUgYGdg9CXBuo8TGljbK65rJ7db+W+nk6Oyo30GLp4Uc347LIiIS8iYC3wBOM8Ys8X2cBzwInGmMWQ+c4fse4ANgE7ABeAa4zYGYRbqcvLR4xzdJLKttBjRBfbQSYqK4+4zBLNxayWerdxzyvFRPNWUxMUSaSE2oBUjPxByuG34Llw3+mtOhyCHkJOVS07yLuUnHMab0bcqLthzxtZqM90W+9LgMP0UnPRNzu0QNak1Qi4SRAVmJgHMT1EVV3gG9SnwE1vYa775Z2YmaoBYRcQNr7SxrrbHWjrbWjvV9fGCtLbfWnm6tHWStPcNaW+E731prb7fWDrDWjrLWLnD6ZxDpCkJjgtq3gjpZE9RH68rxefTPTOQPH62htc1zwO3NTY2kmHoqoyEjPovIiEgHogx/xhhuGnUbvZL7OB2KHEKub+FT4xl3EkUbxf/5/hFdx3o8NEY2AlpB7U/ZSbmUNeykqbXR6VACShPUImEkOS6anilxbHRsgtr7gKkJ6sAa130cb1/0NsMyVCNPRERExF/y0hIoq22isaXNsRjKfBvKZSSq3u7RioqM4J6zh7B+Ry1vLjpw9WF1ubfmbmWkh+7xKu8hXVdOUi4ATakxLOh1PcfVfMHa2e93+jrNDTVUR3lL6mgFtf/k+BamldSHd7U3TVCLhJmB3ZPYsNPZFdS5mqAOqOjIaPp3609clH7PIiIiIv6Sl+YdWzm5irqstonkuCjiorWa1x/OGdmTMb268afP1h3wwsOu8lIAKk0jWao/LV1Yrm+Cuqi2kOFXPkCR6U7qtB/T0tzUqes0VO2gLNL72JUWd+jNSaVzshNzAMK+zIcmqEXCzMDuSawvrXVk5UdRdQPGQI8U1aAWEREREXf53wS1cxslltU2k6X6035jjOG+c4dSXN3IC19t2ee2+qoSLFBl6+ie0NOR+ERCQXJMCskxyRTVFhKXkETBhAfo59nG8jf/0KnrNFaXUR4ZSZKJJyoiOkDRdj3ZvhcQims1QS0iLnLGsB40tLTx0YqSoLddVNVAVlIsMVF6aBERERERd8lLSwCcXUG9s7ZJGyT62Qn9M5gyJIu/TNtAdX3LnuNN1Tuojoig2bbQXSuopYvLTcqjsLYAgJGnXc3SuPGMWf8U5SVbO3yN1pqdlEVGkhqdGqgwu6T0uExiImIo0QpqEXGTkwZk0DcjgZfmdvyJxF+KqhpVf1pEREREXCkrKZaYyAjHS3xkJqv+tL/98Oyh1DS18tT0jXuOtdbspCTKW44gSzWopYvLScylyDcBaiIiSLz4EWJooei1ezp8jbbacsoiI0mLVXkPf4owEfTcKz/hShPUImEmIsLwteN7M39LJetKa4LadlFVg+pPi4iIiIgrRUQYctPiHS3xUV7brBXUATA8J4VLxuby3JebKa72vQBRV0ZxZBSAVlBLl5eTlEdRbSEe6wEgd+Ao5ud+neN3fcq6eR937CJ1ZZRFRpKpvye/y07KUYkPEXGfy4/NIyYygpfnbgtam9ZaCqsayOmm+tMiIiIi4k55afGOraDeXFZHdUPLnlrY4l/fO3Mw1sKjn64HwDSUsyXKW9ZFNailq8tJyqXF00JZw849x4Ze+XNKyCTps3tpbWk+7DVMQwXlkRF0T8kNZKhdUnZirjZJFBH3yUiK5ZyRPXljUQENzcHZLLGyvoWmVg/ZqRpQi4iIiIg7OTlB/eysTcRERnDxOE3uBEKv9AS+fkIf/rNwOxt21BDdWMH2qAQiTRTdVJJAurhc30Z8hXut0k1ISmXb8T9jgGcLy/77x8Neo6WxnMaICDITugcszq4qOzGX2pYaapp3OR1KwGiCWiRMXTuhNzWNrby7rCgo7a0u9j5Q5mrFh4iIiIi4VF5aAmW1TTS2BGeRx26Vdc28vrCAi8fl0D1Z70gMlDtOG0hCTBR/+GgtcS2VlETHkBWfRWREpNOhiTgqxzdBXbRfGYmRZ3ydZbHHMGrtE1SUFrR7jca2MgDS4zICE2QXlpOUBxDWZT40QS0Spo7vl87A7klBK/PxzMxNpCfGMHlQZlDaExERERHxt93lNYK9ivqluVtpbPFw8+T+QW23q0lPjOHWU/rzyapSYpoq2RkdQZbKe4iQnZiDwbB11+Z9jpuICBIufoQ4mig4zIaJjR7vorX0eM0J+FvPRO8LCOFc5kMT1CJhyhjDNcf3Zsn2KlYWVQe0rRWF1eSv3clNk/qREBMV0LZERERERALlfxPUwdsosam1jRdmb+XkwVkM7pEctHa7qm9O6kdWcizd2EV5pCVLG7qJEBMZwzE9juWl1f9kbvHsfW7LHTSG+dnXMKH6I9Yv/PyQ12ikBtAK6kDITswBNEEtIi512TF5xEYFfrPEv0zbQHJcFN84sU9A2xERERERCaS8NO+mecFcQf32kiJ21jTxrcn9gtZmV5YQE8Vdpw2gGzVURrTSXRPUIgA8OPkR+qT04wfT72ZR6YJ9bhty1S8pJYOET35EW2vrQe9fH9EIQHqcVlD7W3JMCknRyZqgFhF3Sk2IZuroHN5aXEht08GfRI7Whh01fLSyhOtP7EtKXHRA2hARERERCYaspFhiIiOCNkFtreXZmZsZ2jOZSQM1qRMsV43NYGnKWFqNh+7xKvEhApAam8pfTv8bOUk5fC//DpbtXLrntsTkbmwZ/2MGtm1k2VuPHPT+9REtRFpDckxKsELuUrITcw+oER5ONEEtEuaumdCbuuY23lkSmM0Sn5y2kbioSL45SSs+RERERMTdIiIMuWnxQSvxMXN9GWtLa7h5cn+MMUFpUyA6PoX4G54EUIkPkb2kxaXzl9OfJjM+i7um3caq8pV7bht11g2siBnLyDWPUbVz34nSpoY6qqMsycQSYTTVGAg5SXmUaAW1iLjVMb27MbRnMi/N3Yq11q/X3l5Rz9tLi7hmQm/SE2P8em0RERERESfkpcUHbQX1MzM3kZUcywVjsoPSnvxPaV0pgEp8iOwnMz6LJ09/hpSYFL77xa2sq1wLeDdMjL3oEeJtI9v+/aN97lNTuYOyyEhSIhKdCLlLyE7MoaSuCI/1OB1KQGiCWiTMGWO4dkJvVhbtYlmBfzdL/Ov0jUQawy0na7dxEREREQkPwZqgXlOyi5nry7jhpL7ERkUGvD3ZV0l9CQDdE1TiQ2R/PRJ78uQZzxAXFc+dn3+bTdUbAcgbMo75Pa9iQtX7bFw0bc/5dRWllEdGkhqV6lTIYa9nYi7NnmYqGsucDiUgNEEt0gVcPC6XhJhIXpq71W/XLN3VyH8WFHD5+Dx6pMT57boiIiIiIk7KS0ugrLaJxpa2gLbz7MzNxEdHcu2E3gFtRw6upK6EKBNFt9g0p0MRCUm5SXn85fSniTCR3PH5t9m2yzufMOTq37CDdGI//uGeDRMbqssoi4wgLTbdyZDDWnZSLkDY1qHWBLVIF5AcF82FY3J4d2kx1Q0tfrnmMzM20WYtt548wC/XExEREREJBb3SEwBYsKUyYG3sqGnk7SVFXH5sHt0SVCrPCaX1pWQm9FC9XJF29Enpy1/OeJpWTyu3f34LRbWFJCR3Y/Mx9zKobQPL3v4zAI27SqmIjCRdJXMCJicxD4DiMK1DrUdikS7i2gl9aGhp463FR/9gVlHXzEtzt3HhmBx6ZyT4IToRERERkdBwxrDu9E5P4CdvLae+uTUgbfzzq620eDzcpI3GHVNSV0JWvCbTRA6nf+oAnjj9bzS01nPb59+itL6UUefcxMroUQxf/ShV5SVU1xbRZgxZKblOhxu2eiR69yrQBLWIuNqovFRG5aby8txtR71Z4nNfbqahpY3bpmj1tIiIiIiEl4SYKB66fDRby+v5w0dr/X79+uZWXpy7lTOH9aBvpjYUc0pJXQmZmqAW6ZDBaUN47LSnqG6q5vbPvkV5UwVRFz5Ckq1n66s/orrBW9M9O62vs4GGsdjIWDLjsyhWiQ8RcbtrJ/RmbWkNC7ce+dsVdzW28PxXWzhnRE8G9Uj2Y3QiIiIiIqFhQv8MbpzYl+e/2sLsjeV+vfYbiwqpqm/hW9po3DEe62FH/Q6yVI5ApMOGZ4zk0SlPsLNhB7d//i2S+/VnXo8rOL7iXaqq1gPQPTnb4SjDW3ZirlZQi4j7XTAmh6TYKF6eu+2Ir/Gv2VupaWzl9lMH+jEyEREREZHQ8sOzh9I3I4F7Xl9KXZN/Sn14PJZ/zNrMmLxUxvfR5nxOaWhtYHjGcPqk6EUCkc4Y030cj0x5nKLaQu784lZ6XHIvFSaV5LaNAKTHZzocYXjLTszTBLWIuF9ibBSXjMvlveXFVNY1d/r+Dc1t/GPWZk4ZnMWovNQARCgiIiIiEhriYyJ5+IoxFFY18NsPVvvlmp+tLmVzWR03T+6PMcYv15TOS4xO5MXzXuSMPlOdDkXEdY7tcRwPnfIom6s38eOFP2bp6LtpjGoBIC02w+Howlt2Ug4760tpaWtxOhS/0wS1SBdzzYTeNLd6eGNRQafv+8q8bZTXNXPHaVo9LSIiIiLhb3zfdG6e1I+X5m5j5vqdR329v8/cTG63eM4d2dMP0YmIOOOE7JN4cPLDrK1Yyz9iF1EcGUuCx5IQFe90aGEtOzEXi6W0vtjpUPxOE9QiXcyw7BSO6d2Nl+d1brPE5lYPT8/YxPH90jmub3oAIxQRERERCR3fP2sIA7IS+dHry6hpPPJVa0u3VzFvSwU3TuxLVKT+FRcRd5ucN4VfT3qQFeXL+CQrh5TEXNA7QwIqOzEXgOK6zi84DHV6VhTpgq6Z0IdNO+uYs6miw/d5c1EBJbsauUO1p0VERESkC4mL9pb6KNnVyG/eP/JSH3+ftZnk2CiuOq6XH6MTEXHO6b3P5Ocn/pqK5ipqWms7tQhOOi8nKQ+A4toihyPxP01Qi3RBU0dnkxIXxUtzt3bo/NY2D09N38jovFQmD9KmByIiIiLStYzrnca3TxnAq/O3k792R6fvX1jVwAfLi7n6+F4kx0UHIEIREWec0+98zul7HhOyp6i2foBlxGURFREVlhslaoJapAuKi47k8mN78fHKEspqmw57/vvLi9laXs9tUwbqCUdEREREuqS7zxjE4B5J3PvGcqobOlfq4/kvNwNww8R+gQhNRMRRv5z4O+4Y9zOnwwh7kRGR9EjI1gS1iISPayb0oqXN8p8F7dcu8ngsf5m2gcE9kjhreI8gRSciIiIiElpio7ylPnbWNvGr91Z1+H41jS28Om87543KJrebNhATEZEjd3rvcxiaPsLpMPxOE9QiXdTA7slM6JfOK/O24fEcuk7Up6tLWVday21TBhIRodXTIiIiItJ1jc7rxm1TBvD6wgI+X13aofv8e/52appa+dZkrZ4WEZGjc9Oo27l66PVOh+F3mqAW6cKumdCbbRX1zNpQdtDbrfWunu6dnsDU0dlBjk5EREREJPTcedoghvZM5r43l1NV39zuua1tHp77cgvH90tndF634AQoIiLiMpqgFunCzhnZk/TEGF6eu+2gt89cX8aygmq+M2UAUZF6uBARERERiYmK4OErxlBR18wv3m2/1MeHK0oorGrgW5P7Byk6ERER99GMk0gXFhsVyRXH5vHp6lJKdzUecPsT0zbQMyWOS4/JdSA6EREREZHQNDI3lTtOG8h/Fxfy8cqSg55jreXvMzfRLzOR04d2D3KEIiIi7nHYCWpjTJwxZp4xZqkxZqUx5he+488bYzYbY5b4Psb6jhtjzGPGmA3GmGXGmGMC/DOIyFH42vG9afNYXpu/fZ/j87dUMG9zBbec3J/YqEiHohMRERERCU23nzqQETkp/OS/y6moO7DUx/wtlSwtqOabk/ppLxcREZF2dGQFdRNwmrV2DDAWOMcYc4LvtnustWN9H0t8x84FBvk+bgGe8m/IIuJPfTMTmTQwk1fmbaNtr80Sn/hiAxmJMXzt+N4ORiciIiIiEpqiIyP445VjqG5o4f63Vxxw+zMzN5GWEM3lx+Q5EJ2IiIh7HHaC2nrV+r6N9n3Ydu5yEfBP3/3mAN2MMdpdTSSEXTuhN0XVjUxftwOAFYXVTF+3k29O6kd8jFZPi4iIiIgczNCeKdx9xmDeW1bM+8uK9xzfXFbHZ6tL+foJfTSeFhEROYyojpxkjIkEFgIDgb9Ya+caY74D/MYYcz/wOXCvtbYJyAX2rhVQ4DtWvN81b8G7wpoePXqQn59/lD9K8NXW1roybnGHYPavaI8lNdbw5/cXE1ESxxOLG4mPgn6t28nPLwhKDG7l5ONAi8cSYfR20Y6or61l8eyZjrTd6rEURCpPHVFbW8ucWTMcabu5zbJNb78OeY11GnuJSOj59sn9+XhlCT97ewUT+qeTmRTLP2ZtJjoigm+c2Mfp8EREREJehyaorbVtwFhjTDfgv8aYkcB9QAkQAzwN/Aj4ZUcbttY+7bsf48ePt1OmTOlU4KEgPz8fN8Yt7hDs/vWNlrU8mb8BkzOChR/P4/YpAznvzCFBa9+tnHwcKKprIS5Se912xOLZMxl34mRH2i5vbCEvKcaRtt1mzqwZnDDpZEfaLqhtJiMu2pG2peMWfjVDYy8RCTlRkRH88YoxnP/YLH721gp+e8ko/rNwOxeNzaF7cpzT4YmIiIS8Ts1sWGurgGnAOdbaYl8ZjybgOeB432mFQK+97pbnOyYiIezq43thgdteXEhcVCTfnNTP6ZBERERERFxhUI9k/u+swXy4ooRv/2shjS0ebp7c3+mwREREXOGwE9TGmCzfymmMMfHAmcCa3XWljTEGuBjYvSvEO8B1xusEoNpaW3zAhUUkpOSlJTBlcBZ1zW1cM6E36Yla8SkiIiIi0lHfmtyfcb27MW9LBScPzmJIz2SnQxIREXGFjpT4yAZe8NWhjgBes9a+Z4z5whiTBRhgCXCr7/wPgPOADUA9cKPfoxaRgPj2KQPYXtnALSdrtYeIiIiISGdERhgevmIM331lMXedPsjpcERERFzjsBPU1tplwLiDHD/tEOdb4PajD01Egu2E/hl89n+nOB2GiIiIiIgrDchK4v3vOrPvhYiIiFtpdy0RERERERERERERcYQmqEVERERERERERETEEZqgFhERERERERERERFHaIJaRERERERERERERByhCWoRERERERERERERcYQmqEVERERERERERETEEZqgFhEREREJMGPMP4wxO4wxK/Y6NtYYM8cYs8QYs8AYc7zvuDHGPGaM2WCMWWaMOca5yEVEREREAksT1CIiIiIigfc8cM5+x/4A/MJaOxa43/c9wLnAIN/HLcBTwQlRRERERCT4NEEtIiIiIhJg1toZQMX+h4EU39epQJHv64uAf1qvOUA3Y0x2cCIVEREREQmuKKcDEBERERHpou4GPjbGPIx34chJvuO5wPa9zivwHSve+87GmFvwrrCmR48e5OfnBzjcwKitrXVt7BLa1Lfcwck8tXgsEcY40rYb1dfWsnj2zKC32+qxFEQqTx1VW1vLnFkzgt5uc5tlW4TyFOoa60LzuVET1CIiIiIizvgO8D1r7RvGmCuBZ4EzOnpna+3TwNMA48ePt1OmTAlIkIGWn5+PW2OX0Ka+5Q5O5qmoroW4SL2xvKMWz57JuBMnB73d8sYW8pJigt6uW82ZNYMTJp0c9HYLapvJiIsOervSOQu/mhGSz43GWut0DBhjdgJbnY7jCGQCZU4HIWFL/csdlCd3UJ7cQXmSw3Gyj/Sx1mYdzQWMMX2B96y1I33fVwPdrLXWGGOAamttijHmb0C+tfYV33lrgSnW2uJ2ru3W8TTob18CR33LHZQn91Cu3EF5kvaE5Hg6JFZQH+1g3ynGmAXW2vFOxyHhSf3LHZQnd1Ce3EF5ksMJwz5SBJwC5AOnAet9x98B7jDGvApMwDtxfcjJaXDveBrCMq8SItS33EF5cg/lyh2UJ2lPqPaPkJigFhEREREJZ8aYV4ApQKYxpgB4APgW8GdjTBTQiK+eNPABcB6wAagHbgx6wCIiIiIiQaIJahERERGRALPWfu0QNx17kHMtcHtgIxIRERERCQ3aDeDoPO10ABLW1L/cQXlyB+XJHZQnORz1kfCkvEqgqG+5g/LkHsqVOyhP0p6Q7B8hsUmiiIiIiIiIiIiIiHQ9WkEtIiIiIiIiIiIiIo7QBLWIiIiIiIiIiIiIOEIT1CHAGGOcjkFEnKXHARH/0d+TSNejv3sR0eOAiP/o70mCTRPUDjHGZBpjUsG7U7sxRrkQvzDGRDsdg3SMMWaAMWY87Hkc0CAgBBljTjHGfN3pOKR9xpgcY0wv0N+THEjPjeFJ42kJJD1uuIPG0+6g8bQ7aDwt7Qn086IGcQ4wxpwLfAA8Y4x5HcBa63E2KgkHxpgzgR8ZY/o5HYu0zxhzPvAu8JAxZg5oEBCKjDFnA38CNu93XHkKIcaY8/A+r/7dGDMN9Pck/6PnxvCk8bQEkh433EHjaXfQeNodNJ6W9gTjeVET1EFmjDkV74PzT4BvAUnGmHudjUrCgTFmAt4nlGOByzSgDl3GmBHAr4GvW2tPBXYYY/qDdxDgaHCyhzHmZOAN4Hpr7ZfGmGRjTBIoT6HEl6dHgDustWcDTcaYx0F5Ej03hiuNpyWQ9LjhDhpPu4PG0+6g8bS0J1jPi5qgDhLjFQsMB+6z1n5qra0GngWSnY1OwoQFrgMeBXKBK/d+4NArnyGlFlgM7DTGZAATgd8YYz7yDbaVr9DQCJQA/Ywx8cC/gReMMR8YY4aB8uQ0Y0wU0AP4qbV2lu/wz4BI56KSEKPnxjCi8bQEiR433EHjaXfQeDrEaTwtHRCU50VNUAeJ9WoCXgfm7ZXAEuAE5yKTcGGtnQe8Za2dDryH90nmaq36CEl1gAf4LfAl8KC19mvAKrwrwvRKdQjw/U1djXd1zg7gfbxPzGuBP/vOUZ4cZK1tBT4EZu11uB4Yb4yJAdUQ7er03BheNJ6WYNDjhmtoPO0CGk+HPo2n5XCC9bwY5c+LycEZYybiHTSvBRZbawv3urkBSPKddzPQ21p7f/CjFDcyxpwFnA2sBhZZaxcBWGs/N96Ngs4FzjTG9AHSge84FmwX58vVWcAaYDpwO9AX+CnwNoC19v+MMZ8YYwZZa9c7FWtXZowZApRaa6sArLULjDG3AMdZa//iO+17vlUfOdbaIqdi7cqMMVOAM4DtwExr7Srf8Ui8z6uR1tpmY8w3gZHGmO/rn5+uQ8+N4UnjaQkkPW64g8bT7qDxtDtoPC3tceJ5USuoA8wYMxX4G5AHXATcZIyJ22vFxyZgqTHmCuAWvCtCRA7LVyfqCaAA6A687utvAFhrPwX+DnwD76vUzzgRp+yTq0K8rzZ+DJxlrV0LbACONcZkGmMu8d1e6ViwXZjv72c1cK8xJnP3cWvtHLz5233e14BMvAM3CTJfnh4DmoF+wA+MMVkA1to2YAve59WbgVuBFzSY7jr03BieNJ6WQNLjhjtoPO0OGk+7g8bT0h6nnhe1gjqAjDGDgJ8D37TWzjPGnA7cCzxhrW3cfRpwMzAJuMxau9qRYMWN+gLvWmv/BGCMWQ78yxjzdWvt+75zhgDH4H21epUzYQoH5moZ8E9jzMV43+b2a+AyoA/ejV7KHIqzyzLGpOJdQfBjYBxwpzHmMWttOezZwToSuAbv4/iV1lr94xNkxpjewF3Ardbar4wxQ/H+/SQCO32nxQFXAScDU621axwJVpzSFz03hhWNpyUI+qLHDTfoi8bTIU3jaXfQeFo6oC8OPC9qBXVgbcZbRHwZeJfC462VNWavc5qA14CLNZiWTtqJ960UAFhr38X7CtYjxpixvsNrgfEaSDvuYLm6Hngab93MG4AfABdZa5c7EWBXt3uTLWvtg8A9wHi8g+qsvU6L9n1cZq1d6UCY4l019RTeTZHwDZZbgMm7T7DW1gNPAudrMN0l6bkx/Gg8LYGmxw130Hg6xGk87RoaT8vhOPK8aLRKPzCMMRHWWs9e30daa9uMMW8Cz1lr3zXGHI93E4fWvVaAiHSIb8OCz4BV1tpb9zr+C9+xfzsWnOyjnVz9ClihXIUe38qCp4AF1toHfG8XXWmtXedwaF2WMcbs/dbCvZ5X/4I3T88ZY07D+7xaZr0bvkgXo+fG8KLxtASDHjfcQeNp99F4OvRoPC0d4dTzolZQB8jeg2mf3b/r7UCxMeYC4PdAsgbT0lm+f9ia8RatP9kY87e96jDGAyOci072dphcxaJchRxjTJS1dhvejR6GGGM+w7sbvF7RddBB6t7t/jvahvd59XzgN0CMBtNdk54bw4/G0xJoetxwB42n3Ufj6dCk8bQcjpPPi6pBHSC7V3zsfoXKWtviu6kcbwHxZuBma22xc1GKW/n6Vqy1tsEYcwzwBvC8McYCx+OtvyYhQLlyj70er1sBrLXbjDEr8dZoO8VqJ/iQsH+e8L61/+9AEd4atduci06c4usXerwNMxpPS6DpccMdlCf30HjaHTSeloNxejytCWo/8W3Ycjze3U6/9D0Qx1hrm40x44Fx1tpngBRgODDcWrvRuYjFLYwxfYFSa23DXseMtbbJGHMKMAi4EDgJ6An8Rk/8zlCu3KGdPFljzEnAZGvt740xPYEc4AyrGnlB14E8nWy9NQ5b8NYyvMZau8GZaCXYjDGTgeOAUmCatbbI9zZVPd66mMbTEkgap7mD8uQOGk+7g8bT0p5QG0+rxIcf+Gr0PIn3D3oc8IkxZpRvMD0ZeBbvQBvgJ8AoDaalI4wxFwKbgO8YY5J3H/c9oRwDPALstNa2WWtnWmv/owGaM5Qrd+hAnh4HVviOlQD/Z61d4kSsXVln8oR3FeUJGkx3HcaYqcATeAfKJwI/McYkWW8NRT3eupTG0xJIGqe5g/LkDhpPu4PG09KeUBxPa5NEPzDG/B/QzVp7v+/7O4GfAacA2UCi9W7iEr3XWxNF2mWMyQD+AJQBw4BP8W4IVOu7fSpQZ62dtvtVUOei7dqUK3foZJ722ZhLgqeTedLzahdjjBkAPI/3n935vgH0D4HbrbXlerx1L42nJVA0TnMH5ckdNJ52B42npT2hOp7WBPVR2OutEVcAk6y1d+11253AN4FzrLWlehKVzjLGRANjrLULfG9r/QPwJvAva231XudFWW1g4Cjlyh2UJ3dQnqQ9vhVAFwKv7P6n1xjzAfCUtfbdvc6LtNa2ORSmdILG0xJoel5xB+XJHZQnd1CepD2hOp5WiY+jsNcAeQZwmjHmPtgz0H4cmA6M3+9ckQ7xvYq5yPf1AuBHwKXAdQDGmHONMdl6QnGecuUOypM7KE/SHmttDfBv693AZfdeKjuBVgBjzCRjTKYmp91D42kJND2vuIPy5A7KkzsoT9KeUB1Pa4L6CPj+mB/b/b21thS4CLjTGHPfXoPnKGCAEzGKO+3ftwDjOx5hrZ2P94nlTGPMm8BfgHgHwhSUK7dQntxBeZL2HKR/2P0+lwAVxpiLgd8BsUEMT46QxtMSSHpecQflyR2UJ3dQnqQ9bhhPa4K6k4x3p9NngZOMMS/uPm6t3QRMAq4wxjxhjPkrcBrwiTORitscrG9Zb4H6SN8rW8b3xLIBb1+70NfvJMiUK3dQntxBeZL2tNM/IvZa1dEI/APvxnnfsdYWOhOtdJTG0xJIel5xB+XJHZQnd1CepD1uGU9rgrrzEoGfAxOBWGPMy7tv8P2BnwO8CywDLrHWrnEiSHGlg/atvZ5YrDEmF8gFzrLWrjj0pSTAlCt3UJ7cQXmS9hyqf3iMt74iQDOQAXxN/cM1NJ6WQNLzijsoT+6gPLmD8iTtccV4WpskHgFjTIq1dpcxJh34K9Bmrf3a3rc5G6G41WH6Vrq1tsIYk2itrXM2UlGu3EF5cgflSdpzmP4Rh3fQnWat3eBknNI5Gk9LIOl5xR2UJ3dQntxBeZL2uGE8rQnqo2SMyQSeAsqBOcBg4JfW2kZHAxPXO0jfGgI8YK1tdjQwOYBy5Q7KkzsoT9Keg/SPYcCPrTZFdDWNpyWQ9LziDsqTOyhP7qA8SXtCdTytCeoO8NXrafcXZYxZC3QHTrHWLgtOZOJ26lvuoVy5g/LkDsqTtEf9IzwprxJI6l/uoDy5g/LkDsqTtMeN/UM1qNthjEk3xiTsnVRjTJTvc7YxJtn39cVANDApFJIqoU99yz2UK3dQntxBeZL2qH+EJ+VVAkn9yx2UJ3dQntxBeZL2uLl/aIL6EIwxFwEvAC8aY75hjBkPYK1tNcacCvwFyPSd3gyca61d6Uy04ibqW+6hXLmD8uQOypO0R/0jPCmvEkjqX+6gPLmD8uQOypO0x+39QyU+DsIYMxh4A7gKb/IuAPKAJ/HWZ5kJPGStfcOxIMWV1LfcQ7lyB+XJHZQnaY/6R3hSXiWQ1L/cQXlyB+XJHZQnaU849I8opwMIUZlAgbV2FYAxJg24DbgS2AlcZK0tNcYYgMPVdRHZi/qWeyhX7qA8uYPyJO1R/whPyqsEkvqXOyhP7qA8uYPyJO1xff9QiY+DWwHsMsb81Pf9OGAd0Aj0tdaWgjehoZhUCWnqW+6hXLmD8uQOypO0R/0jPCmvEkjqX+6gPLmD8uQOypO0x/X9QyU+fIwxeUCNtbbaV0D8VOB2vJP41lp7kTHma8A5wA2hmlAJPepb7qFcuYPy5A7Kk7RH/SM8Ka8SSOpf7qA8uYPy5A7Kk7Qn3PqHSnywZ/fKB4GnjTH/stbuBD41xnwOdMe7HB4gGagK9aRK6FDfcg/lyh2UJ3dQnqQ96h/hSXmVQFL/cgflyR2UJ3dQnqQ94dg/uvwKamNMFvAqsA0oAHYAr/qSu/d5dwM3Al+31i4PdpziPupb7qFcuYPy5A7Kk7RH/SM8Ka8SSOpf7qA8uYPy5A7Kk7QnXPuHalBDNXA3cCuwBBgIXG2M6Q6wu4A4EAlc64akSshQ33IP5codlCd3UJ6kPeof4Ul5lUBS/3IH5ckdlCd3UJ6kPWHZP7rsCmpjTG+gBIiy1tbvdfwy4BRgvbX2cWPMMdbaRU7FKe6jvuUeypU7KE/uoDxJe9Q/wpPyKoGk/uUOypM7KE/uoDxJe8K9f3TJFdTGmPOBD4AngOeMMUN332atfQOYDmQZY94Cphtjch0JVFxHfcs9lCt3UJ7cQXmS9qh/hCflVQJJ/csdlCd3UJ7cQXmS9nSF/tGlJqiNVy+8hcTvAH4GzAemGWNG7D7Pl9z+wFjgJGttoQPhiouob7mHcuUOypM7KE/SHvWP8KS8SiCpf7mD8uQOypM7KE/Snq7UP6KcDiCYrLXWGFMEzAbWAzustQ8bY1qAT4wxp1pr1xljsoFjgIvdUqtFnKW+5R7KlTsoT+6gPEl71D/Ck/IqgaT+5Q7KkzsoT+6gPEl7ulL/6DI1qI0xA4E0YBPwJLDQWvuHvW7/ITAc+I61tsEYk2StrXUmWnET9S33UK7cQXlyB+VJ2qP+EZ6UVwkk9S93UJ7cQXlyB+VJ2tPV+keXWEFtjJkK/BaoBJYDLwGPGWMirbW/8532GnAf0Ajg5qRK8KhvuYdy5Q7KkzsoT9Ie9Y/wpLxKIKl/uYPy5A7KkzsoT9Kertg/wn6C2hhzEvAQcI21drEx5mngeOAkYI4xJhJ4FZgEHAt0w9sBRNqlvuUeypU7KE/uoDxJe9Q/wpPyKoGk/uUOypM7KE/uoDxJe7pq/wj7Eh++xA621j7v+z4LeN5ae74xpj/wU7yvNkwAbnBrrRYJPvUt91Cu3EF5cgflSdqj/hGelFcJJPUvd1Ce3EF5cgflSdrTVftHV5igjgQSrbW7fF9nA+8C51lri40xfYBC3znVTsYq7qK+5R7KlTsoT+6gPEl71D/Ck/IqgaT+5Q7KkzsoT+6gPEl7umr/iHA6gECz1rZZa3f5vjVAFVDhS+rXgR8D0eGUVAkO9S33UK7cQXlyB+VJ2qP+EZ6UVwkk9S93UJ7cQXlyB+VJ2tNV+0fYr6A+GGPM80AxcBZhtBxenKe+5R7KlTsoT+6gPEl71D/Ck/IqgaT+5Q7KkzsoT+6gPEl7ukL/6FIT1MYYA0QDq32fT7fWrnc2KgkH6lvuoVy5g/LkDsqTtEf9IzwprxJI6l/uoDy5g/LkDsqTtKcr9Y8uNUG9mzHmBmC+tXal07FIeFHfcg/lyh2UJ3dQnqQ96h/hSXmVQFL/cgflyR2UJ3dQnqQ9XaF/dNUJamO74g8uAae+5R7KlTsoT+6gPEl71D/Ck/IqgaT+5Q7KkzsoT+6gPEl7ukL/6JIT1CIiIiIiIiIiIiLivAinAxARERERERERERGRrkkT1CIiIiIiIiIiIiLiCE1Qi4iIiIiIiIiIiIgjNEEtIiIiIiIiIiIiIo7QBLWIiIiIiIiIiIiIOEIT1CIiIiIiIiIiIiLiCE1Qi4iIiIiIiIiIiIgjNEEtIiIiIiIiIhIijDH5xpibnY5DRCRYNEEtIiIH0KBYREREROTIaTwtItJxmqAWEREREREREREREUdoglpEJECMMT8yxhQaY2qMMWuNMacbYyKMMfcaYzYaY8qNMa8ZY9L3us91xpitvtt+ZozZYow5w3fbz40x/zHGvOi75nJjzGBjzH3GmB3GmO3GmLP2ulaqMeZZY0yxL45fG2MifbfdYIyZZYx52BhTaYzZbIw513fbb4DJwBPGmFpjzBOH+TlHGGM+NcZUGGNKjTE/DsTvU0RERES6li40nj7TGLPGGFPtO9cE4NcpIhKyNEEtIhIAxpghwB3AcdbaZOBsYAtwJ3AxcAqQA1QCf/HdZzjwJHAtkA2kArn7XfoC4F9AGrAY+BjvY3ku8Evgb3ud+zzQCgwExgFnAXu/zXACsBbIBP4APGuMMdbanwAzgTustUnW2jva+TmTgc+Aj3w/z0Dg88P+gkRERERE2tGFxtOZwJvAT33X2QhMPOwvSEQkjGiCWkQkMNqAWGC4MSbaWrvFWrsRuBX4ibW2wFrbBPwcuNwYEwVcDrxrrZ1lrW0G7gfsftedaa392FrbCvwHyAIetNa2AK8CfY0x3YwxPYDzgLuttXXW2h3An4Cr97rWVmvtM9baNuAFvIP4Hp38OacCJdbaP1prG621NdbauZ28hoiIiIjI/rrKePo8YKW19nVfDI8CJZ28hoiIq0U5HYCISDiy1m4wxtyNd8A8whjzMfB/QB/gv8YYz16nt+EdyOYA2/e6Rr0xpny/S5fu9XUDUOYbEO/+HiDJd61ooNiYPe8QjNj7+uw18PW1tfu+ndEL7yoPERERERG/6ULj6f1jtsaY7e2cLyISdrSCWkQkQKy1L1trJ+EdRFvg93gHn+daa7vt9RFnrS0EioG83fc3xsQDGUfY/HagCcjcq50Ua+2IjobfiXb6H1GEIiIiIiLt6CLj6WK8iz4AMN5Z7l6HPl1EJPxoglpEJACMMUOMMacZY2KBRryrMTzAX4HfGGP6+M7LMsZc5Lvb68AFxpiTjDExeFeLHNEGKdbaYuAT4I/GmBTfZjIDjDGndPASpXRs4vk9INsYc7cxJtYYk2yMmXAkMYuIiIiI7NaFxtPv410hfqmvTMl3gZ5HErOIiFtpglpEJDBigQeBMrxv/esO3Af8GXgH+MQYUwPMwbu5CtbalXg3fXkV70qKWmAH3pUbR+I6IAZYhXfzmNfx1sXriD/jreVXaYx57FAnWWtrgDPxbjZTAqwHTj3CeEVEREREdusq4+ky4Aq8P2s5MAj48gjjFRFxJWNtR991IiIiwWSMSQKqgEHW2s0OhyMiIiIi4ioaT4uIuINWUIuIhBBjzAXGmARjTCLwMLAc2OJsVCIiIiIi7qDxtIiI+xx2gtoY08sYM80Ys8oYs9IYc5fv+BW+7z3GmPH73ec+Y8wGY8xaY8zZgQpeRCQMXQQU+T4GAVdbh9/qYoyZbIypPdiHk3GJiIiIiByExtMiIi5z2BIfxphsINtau8gYkwwsBC7GuyOtB/gb8ANr7QLf+cOBV4DjgRzgM2CwtbYtUD+EiIiIiIiIiIiIiLjPYVdQW2uLrbWLfF/XAKuBXGvtamvt2oPc5SLgVWttk6/G0wa8k9UiIiIiIiIiIiIiIntEdeZkY0xfYBwwt53TcvHuortbge/YIWVmZtq+fft2JpSQUFdXR2JiotNhSJhS/3IHJ/PU6rFom9uOaayvIy7BmTxZINIYR9p2m4a6WuITkxxpu81alKXQ11hfR3KSM31k4cKFZdbaLEca7wC3jqdBYx4JHPUtd9B42j2cGlNrPN05To2pNZ52h1AdT3d4gtq3++0bwN3W2l1HG5Qx5hbgFoAePXrw8MMPH+0lg662tpYkh5Iq4U/9yx2czFOLxxKhgVqH1NfWkuBQnlo9lphI5akjnPx7am6zREUoT6GuvraG5ORkR9o+9dRTtzrScAf17duXBQsWOB3GEcnPz2fKlClOhyFhSH3LHZzMU1FdC3GRh31jufgsnj2TcSdODnq75Y0t5CXFBL1dt5ozawYnTDo56O0W1DaTERcd9HalcxZ+NYMzTzvVkbaNMYccT3dogtoYE413cvola+2bhzm9EOi11/d5vmP7sNY+DTwNMH78eOvGgYMGPBJI6l/uoAG1Ozg1mAYNqDvDqcE0aEDtFgu/mqHnRhERERGRMHPYmQ1jjAGeBVZbax/pwDXfAa42xsQaY/rh3TV33tGFKSIiIiIiIiIiIiLhpiMrqCcC3wCWG2OW+I79GIgFHgeygPeNMUustWdba1caY14DVgGtwO3W2jb/hy4iIiIiIiIiIiIibnbYCWpr7Sw4ZJ3z/x7iPr8BfnMUcdHS0kJBQQGNjY1Hc5mASk1NZfXq1U6HAUBcXBx5eXlER+vtySIiIiLijvE0hM6YWuNpEREREWd0eJPEYCsoKCA5OZm+fftiQnQTsJoa5zbq2Zu1lvLycgoKCujXr5/T4YiIiIhICHDDeBpCY0yt8bSIiIiIc0J2d63GxkYyMjJCejAdKowxZGRkhPzqGBEREREJHo2nO07jaRERERHnhOwENaDBdCfodyUiIiIi+9MYseP0uxIRERFxRkhPUIuIiIiIiIiIiIhI+NIEdTu2bNnCyJEjDzh+//3389lnnx3yfm+99RarVq0KZGgiIiIiIiFP42kREREROZyQ3SSxs95aXMhDH6+lqKqBnG7x3HP2EC4elxuQtn75y18C3g1dDhrLW28xdepUhg8f3uFrtra2EhUVNukQEREREZdxYjx9yFg0nhYRERHpMsJiBfVbiwu5783lFFY1YIHCqgbue3M5by0uPOprt7W18a1vfYsRI0Zw1lln0dDQwA033MDrr78OwL333svw4cMZPXo0P/jBD/jqq6945513uOeeexg7diwbN25kyZIlnHDCCYwePZpLLrmEyspKAKZMmcLdd9/N+PHj+c1vfkO/fv1oaWkBYNeuXft8LyIiIuIPjXXVrPzvH/G0tTkdioQQJ8fTDzzwgMbTItJlWY+HpoY6dpWXsHP7egrXLmTLknw2zH6XtdNeZfWHz7DyrT+x8rVfsfLFe1n96fNOhywi4neuWGLwi3dXsqpo1yFvX7ytiuY2zz7HGlra+OHry3hl3raD3md4TgoPXDDisG2vX7+eV155hWeeeYYrr7ySN954Y89t5eXl/Pe//2XNmjUYY6iqqqJbt25ceOGFTJ06lcsvvxyA0aNH8/jjj3PKKadw//3384tf/IJHH30UgObmZhYsWAB43wL5/vvvc/HFF/Pqq69y6aWXEh0dfdgYRURERDpqw/t/5uRNjzJ/4QgGHH+O0+FIkITyePrdd99l3bp1Gk+LSJew8rVf0Wfza8TaBuJtIwk0EmU8h7/jbgUwNy6JQZMvD1yQIiJB5ooJ6sPZfzB9uOOd0a9fP8aOHQvAsccey5YtW/bclpqaSlxcHDfddBNTp05l6tSpB9y/urqaqqoqTjnlFACuv/56rrjiij23X3XVVXu+vvnmm/nDH/7AxRdfzHPPPcczzzxz1PGLiIiI7K37tg8BaCxYDpqgFh+Np0VEAs/T1sawTc9RbxLYlHoinugEPNGJ2JgETEwSxCYREZtEVFwSkXHJRMUlEZOQQkxCMrEJqURGRdH8xET6fnkfdaNPJzE1zekfSUTEL1wxQX24lRkTH/yCwqqGA47ndovn398+8ajajo2N3fN1ZGQkDQ3/aycqKop58+bx+eef8/rrr/PEE0/wxRdfdOr6iYmJe76eOHEiW7ZsIT8/n7a2toNuKCMiIiJypHZuX8/Q1rUARJZpA7quJJTH09OmTWPevHkaT4tI2CtcPZcxVDFrxPcZPvX2I7pGydmPMebDy5j76v8x9NvP+TlCERFnhEUN6nvOHkJ8dOQ+x+KjI7nn7CEBbbe2tpbq6mrOO+88/vSnP7F06VIAkpOT92ygmJqaSlpaGjNnzgTgX//6157VHwdz3XXXcc0113DjjTcGNHYRERHpekpnvwJAMVl027Xe4WgklDg5nt61a5fG0yLSJVQv+wCA7PEXHvE1+o6dwuweX+OkyrfZMPs9f4UmIuKosJigvnhcLr+7dBS53eIxeFd6/O7SUQHbdXy32tpapk6dyujRo5k0aRKPPPIIAFdffTUPPfQQ48aNY+PGjbzwwgvcc889jB49miVLlnD//fcf8prXXnstlZWVfO1rXwto7CIiItL1dN/2IesiB7I5/STyWrZgPUdfvkHCg1Pj6ZqaGq644gqNp0WkS8gsns6GyAGk9ex1VNfpf/WDbDc55M64h4aaKv8EJyLiIFeU+OiIi8fl+n0A3bdvX1asWLHn+x/84Af73F5TU8O8efMOuN/EiRNZtWrft83OmTPngPPy8/MPODZr1iwuv/xyunXrdmRBi4iIiBzE7vIeM/veATHJpFS8zbriTWTmDnQ6NAkRToynwTsmTk5O3ueYxtMiEm5qq8oY3Lya2TnfIP0orxWXkMSm0/7I+M+/xpf//hHDbv6bX2IUEXFK2ExQh4M777yTDz/8kA8++MDpUERERCTMlM5+hSFA1glfo3bnNlgHFRuXaIJaworG0yISqrbPf4/exkP8iPP8cr3+x53Nl0su48Sdr7NoweX0H3+mX64rIuIETVCHkMcff9zpEERERCRM7S7v0b3vMBJSM+FzaC5aDlzudGgifqPxtIiEqsgNn7KLRHqPOXQN/c7qe/VDlDw5k+6ff4/G4XOIS0jy27VFRIIpLGpQi4iIiMih7S7vUdrrHACS0rIoJZ3Y8jUORyYiIhL+rMfDgOo5rEscT1R0jN+uG5/cjYKTH6K3LWLTq/f57boiIsGmCWoRERGRMFc6+xXAW95jt+LY/mTWbXAqJBERkS6jYPVcsqikod/pfr/2wBMvYHa3Czix9GW2Lpnu9+uLiASDJqhFREREwlz3bR+yPnIA3fsO23OsNnUwvdq209rS7GBkIiIi4a962fsAZI+/ICDXz/3aI5SZdLp9chfNjQ0BaUNEJJA0QS0iIiISxsq2b2Bo61pKep277w09RhBjWtmxZaUzgXUxxpi7jDErjDErjTF3+4793BhTaIxZ4vs4b6/z7zPGbDDGrDXGnO1Y4CIictQyimawIXIA6T37BOT6SakZbD7pd/TzbGP9az8LSBsiIoGkCepDqKqq4sknnzyi+z766KPU19f7OSIRERGRzjtYeQ+A5D5jAKjevCTYIXU5xpiRwLeA44ExwFRjzEDfzX+y1o71fXzgO384cDUwAjgHeNIYE+lA6EdNY2oR6epqq8oY0ryK4u6TAtrO4JMvZ27K2ZxQ+ALbV84OaFsiIv4WPhPUy16DP42En3fzfl722lFdToNpERERCQdZ2z44oLwHQFb/0bRZg6dEK6iDYBgw11pbb61tBaYDl7Zz/kXAq9baJmvtZmAD3sntwPLzeBo0phYRKZj/PlHGQ/yI8w5/8lHqefWjVJtkEj+4k5bmpoC3JyLiL1FOB+AXy16Dd78LLb5aS9Xbvd8DjL7yiC557733snHjRsaOHcuZZ55J9+7dee2112hqauKSSy7hF7/4BXV1dVx99dUUFBTQ1tbGz372M0pLSykqKuLUU08lMzOTadOm+emHFBEREemc3eU9Zva5g4z9botLSKIwIoeEqrWOxNbFrAB+Y4zJABqA84AFQDlwhzHmOt/337fWVgK5wJy97l/gOxY4ARhPg8bUIiIRGz5lF4n0HnNKwNtKTu/BmuN+yUnzv8uM13/JyGt+E/A2RdzKejzUVZeTlJbldCiCWyaoP7wXSpYf+vaC+dC236uDLQ3w9h2w8IWD36fnKDj3wUNe8sEHH2TFihUsWbKETz75hNdff5158+ZhreXCCy9kxowZbNu2jZycHN5/37vhQXV1NampqTzyyCNMmzaNzMzMzv6kIiIiIn5TOvsVBgOZJ1590Nt3JAygZ/264AbVBVlrVxtjfg98AtQBS4A24CngV4D1ff4j8M2OXtcYcwtwC0CPHj3Iz8/f5/bU1FRqamoAiJ32ABE7Dr1aPrJ4EaZtvw0zWxqwb99O27xnD3ofT/cRNJ36i3Zj/OlPf8qyZcuYOXMmn3/+OW+//Taff/451lquuuoqPvroI3bs2EFWVhavvvoq8L8x9R//+EfeffddMjIy9vwcgdbY2HjA71Hcq7a2Vvl0ASfz1OKxRBgTsOtbj4fRVbNZETOKhgVzA9bOPhL68GX0iZyw9Rk+fGcoSVl9/Xbp+tpaFs+e6bfrdVSrx1IQGbg8hZva2lrmzJoR9Hab2yzbIkI/Tw3VO2BzPiOq8+lji3hn0G9Jzh3udFhB01gXms+N7pigPpz9J6cPd7yTPvnkEz755BPGjRsHeP/Y169fz7hx4/jpT3/Kj370I6ZOncrkyZP90p6IiIiIP+wu79Gj78EH3Q1pQ8mpnUlJXTVxialBjq5rsdY+CzwLYIz5LVBgrS3dfbsx5hngPd+3hUCvve6e5zu2/zWfBp4GGD9+vJ0yZco+t69evZrk5GTvN9ExENnO0H//yendcbU1E3Wo+0XHELP7+oeQlJREREQEycnJzJo1i2nTpnHyyScD3jF1YWEh48aN4/777+fXv/71PmNqYwxJSUn/+xmCIC4ubs+YX9wvPz+f/f8uJPQ4maeiuhbiIgNX+bRg1Ry6m0rWDjmPcScGb76getAAav9+IkPX/YX082YRGeWfqZ/Fs2cG9efYrbyxhbykmKC361ZzZs3ghEknB73dgtpmMuKig95uRzTWVbNp+qukrP0PIxsXE2Esq6KGU9dSQU7pZwy8/NtOhxg0C7+aEZLPje6YoG5npTPgrZFXvf3A46m94Mb3j7p5ay333Xcf3/72vh22pqaGRYsW8cEHH/DTn/6U008/nfvvv/+o2xMRERE5Wu2V99gtsucIIgospRuW0mdM8P+R6UqMMd2ttTuMMb3x1p8+wRiTba0t9p1yCd5SIADvAC8bYx4BcoBBwLyjCsDh8TRoTC0iXU/10g8AyB5/QVDbTc3MYfW4+5m4+B5mvPEbRl71QFDbFwkFnrY2Ns//iLbFLzGqKp9JppFC04Mv824ic/IN9Ow7nGXP3MJxZW9RWFZEamaO0yF3aeGxSeLp90N0/L7HouO9x49QcnLynrcSnn322fzjH/+gtrYWgMLCQnbs2EFxcTEJCQl8/etf55577mHRokUH3FdERETECaWzXwEOXd4DoFt/37vDti0NSkxd3BvGmFXAu8Dt1toq4A/GmOXGmGXAqcD3AKy1K4HXgFXAR77z2wIaXQDG06AxtYh0belF+WyI7E96zz5Bb3vomTeyKP4kjt/0JCUb2ymZKhJmSjYuZ+UL/0fLQ8M4Lv8bjKyazrJup7Pg9FeI/cEKRnzjD3veXZh68q3EmFYKPvurw1GLO1ZQH87ujVs+/yVUF0BqnncwfRQbumRkZDBx4kRGjhzJueeeyzXXXMOJJ54IeN+q+OKLL7Jy5Uouv/xyIiIiiI6O5qmnngLglltu4ZxzziEnJ0cbuoiIiIgjsrZ92G55D4Cs3kNpsDGYHauCGFnXZK094D3R1tpvtHP+b4Dg7W4VgPE0aEwtIl1XbVUZQ5pXMTv7G6Q70L6JiCDlqr/Q/PwkeOs2PHfnExEZ6UAkIoFXU1HKtukvkrXxDYa3rqHNGpbHHcumYT+k3+SrGJJ48HJhOUOOYUX0KPpv/Q+etgf0N+Kg8JigBu/g+SgH0Pt7+eWX9/n+rrvu2uf77t27c8kllxxwvzvvvJM777zTr7GIiIiIdJS3vMeadst7AERGRbE9qjcp1dooUQjIeBo0phaRrqlg/vv0Nh7iR5zjWAzpPfuwbNR9TFr+U2a89TAjL/uRY7GIBEJF0Waq3vgeo2u/oo9pZXNEH2b0u4ucU26gdwffuVA96npGLvoBc756i8GTLwtwxHIo4VHiQ0RERET26Eh5j90qkgaS07w50CGJiIh0KREbPmWXTaD32FMdjWPYubeyJHY8x657lB1b1zgai4i/lb39E0bWzmZe90tZOvU9Un6wkJFXPdCpsjoDT7mGclKJWfSPAEYqh6MJahEREZEwk7XtQzYcprzHbi0Zw8ikiuqyoiBEJiIiEv6sx0P/6jmsSxpPVHSMo7GYiAgSrnwSSwQtb9yG9XgcjUfEX2qryxlT9QWL085h+E1/pdfIkzARnZ/mjI6NY1XPixlTP4eywg0BiFQ6QhPUIiIiImFkd3mP4rxzO3R+TM4o7/02LA5kWCIiIl1G4Zp5dKeChr6nOx0KAJm5A1k87PuMal7Cqvf/4nQ4rrChcj0vr/4XJXXFTocih7D1i+eIN83EnXjTUV+r+2m3YoDSz7VZolM0QS0iIiISRjpT3gMgY+A4ABoLlgUsJhERka6keukHAGSPv8DhSP5n2AV3sTJ6JGNW/oHKku1OhxPyfvbezTy66GEueutc7vj823y4+T0aWxucDkv2kr3h32yM6EfvUZOO+lpZvYewNP54hhb9l5bmJj9EJ52lCWoRERGRMNKZ8h4Aad17UUkyUWWqSykiIuIP6UX5bIzoR3p2X6dD2SMiMhIuepxY20zFf+46/B26sOXFi9gYUcWNVbu4OP10ttds44GvfsK5b5zOr+Y8wOIdi7DWOh1ml7Z1+SwGtm2kcOBVR1TW42Aax95AFpVsnP6qX64nnXPYLBpjehljphljVhljVhpj7vIdTzfGfGqMWe/7nOY7bowxjxljNhhjlhljjgn0DyEiIiIinS/vAd7alIXRfUmrXR/AyERERLqG2upyhjSvoqj7yU6HcoDsgWOY1/smjqvLZ22+JuEO5bmZvyfe4+Gm6mrO3VLFfy96n6fO+Dun9j6dz7Z+zLc/vZHL3rmAZ5f/jeJa7eHhhIavnqXRRtP3tG/67ZoDJ11GMVkkLX/Bb9eUjuvIywytwPettcOBE4DbjTHDgXuBz621g4DPfd8DnAsM8n3cAjzl96iD5LHHHmPYsGFce+21TofCW2+9xapVq5wOQ0REREJYZ8t77FadMpheLVvwtLUFIizp4jSmFgmOz1eXsmhbpdNhdHkF898nyniIH3GO06Ec1ODL72dzRB/6z/kZddXqL/urbqpmbvMaptRZNsRNYlD5F9g2D8f2OI77T/wVH176BQ+c+Gt6JPbkb8ue5KK3z+U7n93Me5veob6l3unwu4TGumpGV3zC0pRTSeqW6bfrRkZFsb73FYxuXkLJxuV+u650zGEnqK21xdbaRb6va4DVQC5wEbD7ZYUXgIt9X18E/NN6zQG6GWOy/R34/t7f9D5nvX4Wo18YzVmvn8X7m94/6ms++eSTfPrpp7z00kuHPbe1tfWo22uPBtMiIiJyOJ0t77GbJ2s4iaaRcu1c3qUFYjwNGlOLBMvP313JXa8uprXN43QoXZpZ/ym7bAK9x57qdCgHFR0bR+WZj5BlK9j22g+dDifk/HP247QYGJ98Jq0jLiGTKtbP/WjP7QnRCZzf/wKeOuPvvHXRB3x79G2U1BXzy9k/49w3T+OXs3/GwtL5eKz+DgNl47R/kWQaiDz+Rr9fO++MW2mxkVTkP+n3a0v7ojpzsjGmLzAOmAv0sNbu3s60BOjh+zoX2LvifoHv2D5bnxpjbsG7wpoePXqQn5+/T1upqanU1NR0KK6Pt33Mg4sfpKnNW8i8uK6YB756gIaGBs7ufXZHf7x93H333WzatImzzz6ba6+9lq+++ootW7YQHx/PY489xsiRI/nNb37Dli1b2LJlC3l5eTz00EPcfffdbN/u/fF///vfc8IJJ1BbW8s999zD4sWLMcZw7733ctFFF/G9732PRYsW0dDQwEUXXcRPfvITAB544AE++OADoqKiOO2007jwwgt5++23yc/P55e//CX/+te/6N+//wExNzY2HvB7FPeqra1VPl3AyTy1eCwRxjjSttvU19ayePZMR9pu9VgKIpWnjqitrWXOrBmOtN3cZtkW4e48NVTtYGrrGt5PvYa4Tvb3mpZ4AFbNeJuUAScGIjy/aKzTc2OgvL/pfX7+1c9pbGsEvOPpn3/1cwDO73/+EV/31ltvZdOmTZx77rnccMMNzJw5k02bNpGQkMDTTz/N6NGj+e1vf0tBQQGbNm2id+/ePPbYY9x6661s27YNgEcffZSJEydSW1vLnXfeyYIFCzDG8MADD3DZZZfxne98h/nz59PQ0MDll1/OL37xCwDuvfde3nnnHaKiojjrrLO49NJLeeedd5g+fTq//vWveeONNxgwYMDR/eJEQkhFbTN1zW28v7yYi8bmOh1Ol2Q9HvpXz2Zd0nj6R8c4Hc4h9R13KrMXXMaJZW+weNHV9DvmdKdDCgltnjY+2P4OxzY1MfmiHxCbkEL9vPtoWvo6TJx6wPk5SbncNOrbfHPkLSzduZj3Nr3D51s/4b1N79AruTe/nvh7hmV0btGAHF7mmlfYavLod+yZfr92t+55LEmazKid71FX/xBxCUl+b0MOrsMT1MaYJOAN4G5r7S6z16SItdYaYzpVId5a+zTwNMD48ePtlClT9rl99erVJCcnA/D7eb9nTcWhN+5ZtnMZzZ7mfY41tTXxu0W/4/3tB1/5MTR9KD86/keHvOazzz7L559/zvTp0/nFL37Bcccdx3vvvccXX3zBd77zHZYsWYIxhvXr1zNr1izi4+O55ppruOeee5g0aRLbtm3j7LPPZvXq1fz6178mMzOTlStXAlBZWUlycjJ/+MMfSE9Pp62tjdNPP53NmzeTm5vL+++/z5o1azDGUFVVRbdu3bjooouYOnUql19++SFjjouLY9y4cYe8XdwlPz+f/f8uJPQ4maeiuhbiIrXXbUcsnj2TcSdOdqTt8sYW8pJC9x+UUDJn1gxOmORMvcaC2mYy4qIdadtfVvzn1wD0O/tWevYf2an71lWPhKd+TEbELkY69LfSEQu/mqHnxiN0JOPpxrZG7v/yfl5f9/pB73O48TTAX//6Vz766COmTZvGL37xC8aNG8dbb73FF198wXXXXceSJUsAWLVq1T5j6u9973sHjKl/9atfkZqayvLl3rfdVlZ635r+m9/8Zp8x9bJly8jNzeW///3vAWPqCy+88LBjahE3ampto67ZW6bpqfyNXDgmB6OFDEFXuGYBo6lgXd/Qn/Dtc/Uf2PGXfNI/+z4tI+YQHRvndEiOy9/8KeURTVzV3JtuWd4XeVYkT2RIxRe0tjQTdYgXHYwxjO1+DGO7H8MPxv+I/O1f8OSSx7nl0xu47/ifcV7/C4L5Y4S1wrULGdW6mhn972aknzZHPMDxN5M6LZ/l0/7J8PNvC0wbcoAOZdMYE413cvola+2bvsOlu0t3+D7v8B0vBHrtdfc837GA2X8wfbjjnTVr1iy+8Y1vAHDaaadRXl7Orl27ALjwwguJj/euOvrss8+44447GDt2LBdeeCG7du2itraWzz77jNtvv33P9dLS0gB47bXXOOaYYxg3bhwrV65k1apVpKamEhcXx0033cSbb75JQkKCX34GERERCW/dt37AhsgBnZ6cBkhMTaOYLOLamcCU8Bbo8TRoTC0SSFX1LQCM75PGmpIavliz4zD3kECoXvYeANnjQ39CMiG5G5tP+BX9PNtY9/ovnA4nJPxr/uN0b23luLH/e65h5KWkUcP6OR0rexUXFc85/c7nhXNfZmTmKH4++6c8suAPtHpaAhR117Jr5tM020h6nXZzwNrof9w5bDF5ZK7+V8DakAMddgW18b7s+iyw2lr7yF43vQNcDzzo+/z2XsfvMMa8CkwAqvcqBXJEDrcy46zXz6K47sAmshOzee6c546m6cNKTEzc87XH42HOnDnExR3+lcfNmzfz8MMPM3/+fNLS0rjhhhtobGwkKiqKefPm8fnnn/P666/zxBNP8MUXXwTyRxARERGXKyvcwNDWNczocxvpR3iNkrj+ZNVv9GtcEjpCeTwNGlOLHK2KOu+LSded1Jfi6kaeyt/I6cN6HOZe4m9phdPZGNGP9Oy+TofSIUOmXMX8Fa8xYduzrFt/FTmDxjodkmO27trCqrYCvlFjGH7C/15gGDTxYmpn30PL0jdg8iUdvl5aXDqPn/ZXHlv0J15d+xLrq9by20kPkRZ3pCM1aWqoY0TZhyxNmsyAzJyAtWMiItg+4GtM3vAQS1d8Ra+RJwWsLfmfjqygngh8AzjNGLPE93Ee3onpM40x64EzfN8DfABsAjYAzwABXw9/1zF3ERe57wA2LjKOu465yy/Xnzx58p5NXfLz88nMzCQlJeWA88466ywef/zxPd/vfsvimWeeyV/+8pc9xysrK9m1axeJiYmkpqZSWlrKhx9+CHjrb1ZXV3Peeefxpz/9iaVLlwKQnJzc4ZrcIiIiEhwFNdvYUV/qdBiUfPUqAJkTrj7ia9R1G0xeWwEtTY3+CktcJNDjadCYWiSQKn0T1N2TY7nl5P4s2FrJvM0VDkfVtdRVVzKkeRXF3Sc5HUqnZFz5ZxpMLOad7+Jpa3M6HMc8N+cxoq1lVPqFmL1KR8TGJ7IqdRJDq/Jp7uQYKSoimv8b/0MeOPHXLN+5jOs/vIY1Fav9HXqXsSn/ZbpRiz32+oC31eeMb9FgY6if9beAtyVeh52gttbOstYaa+1oa+1Y38cH1tpya+3p1tpB1tozrLUVvvOttfZ2a+0Aa+0oa+2CQP8Q5/c/n5+f9HOyE7MxGLITs/n5ST8/qg1d9vbzn/+chQsXMnr0aO69915eeOGFg5732GOPsWDBAkaPHs3w4cP561//CsBPf/pTKisrGTlyJGPGjGHatGmMGTOGcePGMXToUK655homTpwIQE1NDVOnTmX06NFMmjSJRx7xLlq/+uqreeihhxg3bhwbN2p1k4iISCj41Zz7+NWc+5wOg6ytHx5xeY/dTI+RRJs2dmxe4cfIxC0CPZ4GjalFAqmi3jtBnZ4Yw5Xje5GRGMOT+Rscjqpr2T7/PaJNG7HDz3U6lE7p1j2PZSN+yIiWFax+989Oh+OIupY6vtiRz5m1DYw7684Dbo8YeRmp1LF+9rtHdP3z+1/A02c9jwcP3/rkej7a3LFyIbKv1NUvUWh60H/CgRtW+ltSt0yWdjuD0ZWfUFtdHvD2pBObJIa68/uf79cBNMCWLVv2fP3WW28dcPuPf/zjPRs5AmRmZvLvf//7gPOSkpIOOgB//vnnD9ruvHnzDjg2ceJEVq1adfigRUREJGh21JdS2VhORWM56XEZjsRQVriBYa2rj6q8B0BynzGwFHZtWULu0PF+i0/cIxDjadCYWiQYdq+gTkuIIT4mkhsn9uXhT9axqmgXw3MOfKeC+J/Z8Ck1Np7eY091OpROG37+7Sxf/1/Grv4jpRMudU2JEn95e83rNJo2xrUNITUz+4DbB028iF1ffR/PsjdgyhVH1MbwjBH889xXuG/mPdz/1Y9ZXbGKO8d9j6iIsJmWC6iSTSsY2byMGb1vY2RkZFDajJv4bRI/+ICFnz/LyEt/GJQ2u7IAbXkpIiIiEt481kN1UxUWy+yiGY7F4Y/yHgA9BoymxUbiKVnpj7BERCSIKuq8G7B1S4gG4Bsn9iUpNoqnpuudAsFgPR76V33F2sTxRMfEOh1Op5mICCIvfoxoWqn6j/9KO7mBtZZ/r/gHI5qaGHLMdw56TkxsHKu7ncyw6hk0N9YfcVvpcRn85fS/ceWQr/HKmhf57hffoaqx8oiv15VUTH+aVhtBzmnfClqbvUdPZl3kIHpteBnr8QSt3a5KE9QiIiIiR6C2uYY22wrAzMJpjsXhLe/R/6jKewBEx8ZREJlLYvVaP0UmIiLBUlnfTHJcFNGR3n/xU+OjufaE3ry/rIgtZXUORxf+CtcupAcVNPQ93elQjljP/iOZ3/fbjK+fyZrPX3Q6nKBZUDqPYk8VZ9VEM2TCocuzRI26jGTTwLov3z6q9qIiovnB+Hu5/4RfsmznEq7/6BrWqi51u1qaGhlW+i7LEk4gvWefoLZdOuRa+nm2sXnhp0FttysK6Qlqa63TIbiGflciIiLBVdXkXfGSHpfJwpI51Lcc+YqaI7W7vEdR3jn+uV7CAHo2bvLLtSQ0aIzYcfpdiZtV1DWTnhizz7GbJvYjKjKCv83Q43qgVS19D4Ds8Rc4HMnRGXzZT9gY0Y9B8x/oMnV3X1jwFN3a2ujf/bJ9Nkfc36ATp1JJMqx4wy/tTh1wEU+f9Rxtto2bP7mBjzZ/4JfrhqONM18jg2qax14X9LYHnH49u2wCnnl/D3rbXU3ITlDHxcVRXl6ugWIHWGspLy8nLi7u8CeLiIiIX1Q2VQBwbr8LafY0s6B0dtBj8Fd5j90a0oeSY3dQX1Pll+uJszSe7jiNp8XtKuubSUvYd4K6e0oclx+bxxsLC9ixq9GhyLqG9KLpbIzoS3pOP6dDOSrRMbHsOvtPpNsqCv79A6fDCbiSumLmVy3m4l0NDD3r4OU9douOiWVt2hSG7/qSxvpav7Q/PGMkL5zzCsPSh3P/V/fx6MKHafW0+uXa4SRx+YuUksGAiZcGve24xFSWZ53P2F3TqS4rCnr7XUnIVmPPy8ujoKCAnTt3Oh3KITU2NobMIDYuLo68vDynwxAREekyqn0rqE/JO4N3Nr7OrMJpnJwX3Lf2+qu8x27R2aNgG+zYsJi+49y3yZPsyw3jaQidMbXG0+JmFXXN9Eg58O/o2yf359V523h21mbuO2+YA5GFv7rqSoY0rWRuz2tIczoYP+gz5mRmL7iSSTv/zYIFn9J//JlOhxQw/175IgbLMEaTmtHjsOfHjr2cxGnvsnLWm4w6yz+reTPiM3jyjKf508KHeXnNv1hftY7fTPw93eLCoTcdvZ3b1jKqcSFf5n2TEVHOTGGmnnIrMW/8h4LP/krq1b90JIauIGQnqKOjo+nXL7RffczPz2fcuHFOhyEiIiIOqGz0rqDOiM/kxOyTmV00k1ZPa9B2Y99d3mNG79tI99M10/qNgblQt20paILa9dwwngaNqUX8oaq+haE9Uw443icjkamjc3hxzlZumzKQVN8miuI/2xe8Ty/TRtwI/5TbCgX9rvwdxX/5gqzPv0/zyLnExMU7HZLfNbU18fb61zm1voG849tfPb3bwOPPoWJaChGr/gt+mqAGb13qe467j6Hpw3hw3q+5/qNreOas5+mecPhJ83C3Y/rfGQR0n3KLYzHkDBrHiuhR9N/6HzxtDxARGelYLOEsZEt8iIiIiISy3TWoU2PSmJQ7hV3N1SwvWxy09veU9zjBP+U9ADJ7DabOxhKxY5XfrikSbppa26hpbHE6DJF9eGtQH3zy+dZTBlDX3MY/Z28JblBdhFn/CTU2nl5jT3M6FL+JT+7G1om/pY8tYP1/7nc6nID4dOvH1NLIqbXxDBx/RofuExUdw9qM0xheM5v62mq/x3TBgIv525n/oKKxnMcWPeL367tNW2srgwvfYnncsWT1GuRoLNWjrifXlrLhq7ccjSOcaYJaRERE5AhUNlaQFJ1MdGQ0x/U8iZiIGGYVTAta+/4u7wEQERnJ9ui+pNSs99s1RcLNT/+7gkuf/MrpMET2aGhuo6GljbT9NkncbXhOCqcOyeK5r7bQ0NwW5OjCm/V46F/1FWsTxxMdE+t0OH41ePJlzE0+gwkFz1O4dqHT4fiVtZYXlzxD/+YWMnKuandzxP3Fj7uCBNPEhln+2SxxfyMzR/ON4TfyydaPWFg6PyBtuMXGL9+kB+XUjfq606Ew8JRrKKMbMYv+4XQoYUsT1CIiIiJHoLqpkm6x3vqACdEJHNtjArOK8oOyId3u8h5Fuf5/O3Fl4kBymzdhPR6/X1vE7XY1tvDO0iLW76ilqr7Z6XBEAO8GiQDpCQefoAa47dSBVNQ18+/524IVVpdQuHYhPaigoW9w96AIlu5XPUqdSSDq3e/iaQufFzdWli9nU8M2Lt9Vz6CzO1c6YuD4s9hJGlGr3gpMcMB1w28kOzGHPy74fZfeNDFmyT8pJ5UBk690OhSiY+NYnX0RY+rnULZ9g9PhhKWQrUEtIiIiwVVXXcHWf9xAcmMpGXd+QkJSqtMhhbSqpkrS4v5X/XlS7qnMLp7Jxqp1DEwbctj7r/zn95lc9NwRtb27VX+W99itJWsY6dXvs3FHIWk9e/n9+iJu9v6yYppavS/erC6u4cQBGQ5HJOIt7wHQrZ0J6uP6pnNc3zSembmZa0/oQ3Sk1qr5Q9XS9wDIHn+Bw5EERmpmDitH3cuk5T9hxtt/hOwTnQ7JL15Z+U8SPB56m+NIScvq1H0jo6LYkHk643a+TV1NFQnJ3fweX1xUHHcf831+NPP7vLH+Na4aco3f2wh1FSVbGV0/hzk9r2F4rPMbKQN0P/VWzEv/pHTaU2Re98cjvk5LcxNbF3xE9yETSMno6ccI3U0T1CIiIkLxppVEvPo1xrQVEoFl/vPfYfQdLzsdVkirbKogN+l/E7gn5Z6CWWCYVZTfoQnqXsWfsjmiDwXZZx5R+ya9L8P9WN5jt7jc0bAByjct0gS1Hxlj7gK+BRjgGWvto8aYdODfQF9gC3CltbbSGGOAPwPnAfXADdbaRY4ELvt4fWEB2alxFFc3sqp4lyaoJSTsWUF9iBIfu31nygC++fwC3l5SxOXH5gUjtLCXXjSdjRF9Sc8J/Q1pj9Swc7/NsnVvcMzaPzM9abDT4Ry18oZyphV8zpU1daSf9O0jukbisVcS9/HrLJn+b8ZMPbJrHM6UXqdzfM8TeHrZk5zV55x9FkV0BUVfPMNA4yH9FOc2R9xfVu8hLI0/nmFF/6Wl+bedLutTUbKV4s+eZEjBGxxPBbPWXMPwbz4RoGjdRxPUIiIiXdyaL9+h/7TbsBiWn/YC9eu+YGLhc8x5/2nGnB86g8JQU91UyciMMXu+T4/LYETGaGYVTOOGEe3/s1JTUUpfW8CMXrcx8ppfBzrUTskaMA6mQ2PhcuAip8MJC8aYkXgnp48HmoGPjDHvAbcAn1trHzTG3AvcC/wIOBcY5PuYADzl+ywO2rSzloVbK7nv3KH8fdZmVhXtcjokEeB/K6gPtUnibqcO6c7Qnsn8dfpGLh2XS0SECUZ4YauuupIhTSuZ2/Ma0pwOJoBMRARtp/6MpI8uoaVkFXCx0yEdlbc3vkkrHibVJjPgmCPb2HLAMadR+nEGsWvfhgBNUBtj+P74H3HN+1fw5JLH+ckJDwSknVDkaWtjwPY3WBEzmpwALMY4Gk3jbiRz9q18Nf1Vhp55/WHPtx4Pm+Z/hJn3DGNqZzHQtLEkdjymyRJfq5JLe9P7ekRERLoo6/Gw6LXfMuqLG6mIyKDy2k8YOnEqo7/+IKujhzNy0c8p2rTC6TBDksd6qG6qolvcvv+STsydwvqqNZTWFbd7/+Ll0wGIH3BSwGI8UqndcyknlZiy1U6HEk6GAXOttfXW2lZgOnAp3lcAXvCd8wL/+6//IuCf1msO0M0Ykx3kmGU/bywqIMLAJeNyGZ6dwqpiTVBLaKj0TVCntVPiA7wTXt+ZMoANO2r5dHVpMEILa9sXvE+0aSNuhP/3gwg13fK8K6cjG8sdjuTotHpaeW3li5xU30Bkv2s6tTni3iIiI9nY/UxG1M+nprLMz1H+T7/U/lw99Bre2fhfVpV3nTH5prnvkWtLqR52rdOhHGDAxEspJovk5S+0e15ddSUr3vwDNQ+P47hpX2dg3ULm9riKVVfOoPf3PqEwdgApTe3/v9DVaIJaRESkC2purGf5k9cxcd1DLE+YQMqd0+nZbxgAUdExJFzzPB4TQdu/v0lzU6PD0YaemuZdtNk2usXu+3bLyXnelTizCvPbvX/L5tm02EhyR04OVIhHpTCmH2m1G50OI5ysACYbYzKMMQl4S3f0AnpYa3f/d1IC9PB9nQts3+v+Bb5jYaWyrplLn/yS1eWhv/FWm8fy5qJCTh6cRfeUOIbnpLBhRw3NrdpMVJxXUd+CMZAa3/4KaoDzR2XTOz2BJ/M3BmVT33Bm1n9KjY2n19gjW4XrJinpPWi2UcQ0VTgdylGZXjCNitYqLtvVyMAzbjqqa6WMv5IY08qmmf/2U3QHd9Oob5Mel8FD83+Hx3aN5xyz8AWqSKL/lNCrvR0ZFcX63lcwqnkJxRuWHnB7wer5rHn6RtKfHM7J6x6k2cQxa+SvqP/uKoZ/8wl6+laE1yfkktG2I9jhhzSV+BAREeliKkoL2PX8VUxoWcWXuTcy9rqHiIiM3Oec7r0GsXzC7zh+7nf56p//x7hvPelQtKGp0vcPWrfYfVdQ90ruQ+/kfnxZlM9lg792yPunlS9iU9QAshKTAxrnkapJGcTAne9Q39Z2QN+QzrPWrjbG/B74BKgDlgBt+51jjTGdmi0yxtyCt0wIPXr0ID8/3y/xBsura5pZtK2FneWWoenT8JbeDk0ry9oorm7kkr7W+3uubKWlzfLKB9Pok6K/kVBVW1vrur+LI7FyfRMJUTBr5owOnT+lZyv/XFXPX9/8gmEZzvdfJ/PU4rFEHMFjj/V4GFn1JSuiR1G/cF4AIgs9Q00a8U1lLJ49M+htt3osBZFH/xzxTNGTZLe0EeM5hpUrVx3VtazHUEgWUStfZ076qKOOrT3nJp7Di+Uv8tjHD3NC0gmHPb+2tpY5szr2eOBPzW2WbUdZOqiproozamcyPeFsIpaE5vYbjZnH07z1bxR98DAlx91CW2sz9Ru/ov+ODxntWUOjjWZu7EQq+55LcvZQAFYvXbzvNTwJpFPDR9M/JTomuJtANtaF5nOjJqhFRES6kM3LviT9nRvoa3cx97g/csw53zzkuaPO/AazN0zjpNJXWJB/KiOmXBHESENbdWMlwEE3rJmcdyqvrnmBmuZdJMekHHB7S3MTA5rXsijrIjq3b3zweLqPIKHsP2zZunrPSg85OtbaZ4FnAYwxv8W7KrrUGJNtrS32lfDYvZSmEO8K693yfMf2v+bTwNMA48ePt1OmTAncD+BnxdUNfPFZPnlp8WyvbKCl+zDOGhG6O9m/9epiUuJ28N3LTyUuOpK8HbU8tXQ6CTmDmTJem4mGqvz8fNz0d3GkXi9aRI/6XR3+WU9oaePDP0zjq6okvnOZ8+XtncxTUV0LcZGdf2N54ZoF9KSC9YPOZdyJofluKH8r+TKLVE8lvRz4ecsbW8hLar+EzeFsqFzPpq2b+L+aXWSc/l0GHnPyUce1eN3ZHFf8CuXDhpCa0ePwdzhCx9tJLP1kOR/VfsjNp32HpJj2FzjMmTWDEyYd/c/XWQW1zWTEHf6dHO1Z8doviTFt9Dzne+QOOdZPkfnf0nUnc3xtPsvWZTG8+L9kUE2B6cmM/nfT+/RbGJXR/phmVeUqWPYKvXK7kz1wTLvn+tvCr2aE5HOjSnyIiIh0Ecs++gf93r4UgM0Xv8nodiandxt2w+NsiujLgFnfp7xoS4AjdI9DraAGmJgzhTbbxpyig68wKlo9l3jTDH1ODGiMRyOpt3egXL3lwLcuypExxnT3fe6Nt/70y8A7wO4ddq4H3vZ9/Q5wnfE6AajeqxRIWHjs8/VYa3nxpgn0SDA8+tn6kC03UNPYwkcrS7hgTA5x0d7Vpv0yE4mLjmB1cY3D0YlAZX0zaYkdn7yLi47kpkn9mLm+jOUF1QGMLHxVLn0fgJ7jL3A4kuCpi+1Omse9JT7+s+4VYjwwri6dAWOn+OWa3Y6/mmjTxuaZr/rleocSYSK457j7qGys5Onlfw1oW06yHg99N/+H1VHDQnpyGsAcfzOp1DGx6AW2xg9jzsRniPvBckZeeT8ph5mcBojN7ANA3Y4tAY7UPTRBLSIiEuY8bW0s+sf/MWHB99kSM5C2b02j36iJHbpvbHwibZf9g1jbTNWLN9LW2hrgaN2hqsm7gnr/GtQAwzJGkh6XyczCaQe9b80678R1j5FTAhbf0eo+wDtB3VrcdTbkCYI3jDGrgHeB2621VcCDwJnGmPXAGb7vAT4ANgEbgGeA24IfbuBs2lnLawsKuHZCH/pmJnLhgGhWFe/i45WhuWnbB8uLaWzxcPmxeXuORUYYhvZMYVWxJvfEeRV1LYfdIHF/107oTXJcFE/mbwhQVOEtrXA6myL6kJHb3+lQgqYpoQcZthLrcV8d5JrmXXyw8V3Or6ulfuCRb464v74jT6TA9CRx/Tt+uV57hqYP4+KBl/Gfta+wsWp9wNtzwuaFn9LbFlI29NBl8vb36dYPuO7DS9lSHdy9U/qNP5vZJzzF+mu/ou9dHzB48mWdKouX0rMfAE1lWwMVoutoglpERCSM1ddUse7PFzKx6DnmdjufnLs+Jb1H3uHvuJe8IeNYOurHjGxewtJX7g9QpO5S1ehdQZQam3rAbREmgok5pzCv5Cua2poOuD2hZD7FZJGe3TfQYR6x+ORuFJoexFescTqUsGGtnWytHW6tHWOt/dx3rNxae7q1dpC19gxrbYXvuLXW3m6tHWCtHWWtXeBs9P71x0/XERsVwe2nDgTghOwo+mUm8uhn6/B4Qm8V9esLCxiQlcjYXt32OT48J4VVRbtCduW3dB2Vdc2kJ3bubfXJcdFcd2IfPlpZwsadtQGKLHzlNG+mNGW002EElSc5m0TTRF1NpdOhdNp7m96hyTZzSXUTg848us0R92YiItiafQ7DG5dQtfOASlx+952xd5IYncjDC34fls89bfOeo8bGM+DUb3To/NrmGh5f/BBbd23i+9Nvpbg28DnYzUREMGTKVWT1HnJE9+/Wsy9t1kDVNj9H5l6aoBYREQlTxZtWsuvxUxhVN4evBv+QUbf9k5i4hCO61pgL72B+8mlM2PI31s//1M+Ruk9VUyUpMalERRx8QmBS3qk0tNazuHTfjZOsx0PvuhVsTw79f2pL4waQWR/c1SgS/lYUVvP+smJumtSPrORYwLsa+a7TB7GmpIaPV5Y4HOG+tpTVMX9LJZcdm3fAJo7Ds1PY1dhKYVWDQ9GJgLWWivrmTq+gBrhxYj9iIiP423Q91neGp62NbnYXrfEZTocSVJEpOQDsKnHXik+P9fDa6pcZ3dhMc+IpJKX6N28ZE64mynjYPCOwZT4AusV249Yxd7CwdD6fbwuv8XhtVRljdk1jecZZxCUeuADkYP616hl2NVVx3/G/oqmtif/L/zZlDTsOf8cQEB0TS5lJJyaIk+qhThPUIiIiYWjNl++R/vI5pHvKWX7ac4y78r6jejujiYig3w3PUBqRRdbHt1FdHppvxQ+WqqbKg9af3u2Y7scTH5XArML8fY6XFaynOxU0Zh8X4AiPXl23weR5imhu1OSb+M8fPl5Lt4RovnXyvm+Lv2BMDgOyEnn0s/UhtYr6zUUFRBi4dNyB7zwZnuPdBHVV0a5ghyWyR31zG82tnk7VoN4tMymWq4/rxX8XF1Jcrcf6jqqp3EGksdjETKdDCaqYdO/jYH35docj6Zw5RV9RWF/I13ftInHit/x+/d7DjmNrRB4pG9/1+7UP5pKBlzMobQh/XvRHGlrrg9JmMGz54h/EmRYSTry5Q+cX1Gzj9fUvc26/izin3wU8dPJfqGyq4Pv5t+4pxRfqKqK6k9AYWi/MO0kT1CIiImFm6Tt/YdQX11MVkUb5NR8zdOKFfrluYmo6Vef/jUxbSdELN7uyBqG/VDZVkNrOBHVMZAwTsifyZdF0PPZ/v6edK6cDkDpkcsBjPFoR2SOJMh5KNy5xOhQJE3M2lTNj3U5umzKAlLh9330QGWH47umDWFtaw4crQuOfNY/H8saiQiYNyqJnatwBtw/tmYwxsKpYE9ShqLi6gXkl4b9vQkVdMwDpR7CCGuDmyf3xWHhmxmZ/hhXW6iq9j1GRSd0djiS4krr3BqC5osDhSDrntXWvkNYK/Rp70H/MyX6/vomIoCDnHIY1LaO8JPCT95ERkdwz/l5K60t4YeU/At5eMFiPh9wN/2ZD5AB6d3CfnKeW/onoiBhuHnU7AMMyRvG7yX+mqK6QH06/nbqW0C9dVBPXk7SWrr3oZ2+aoBYREQkj1uNhwLI/siF6CEm355Pdf4Rfr99/7CnMG/hdjqmfxZI3/+jXa7tJdWMlaXEHbpC4t0k5U6hoLGN1+f82GozYPpc6G0fOkNBfQZ3aZywANVuXORuIhAVrLX/4aA09U+K47sS+Bz1n6ugcBnZP4tHP1tEWAquo52wqp7CqYZ/NEfeWEOOtna0V1KHHWstdry7hySVN1DeH9yR1Zb13gvpIVlAD9EpP4KIxObwybxuVvsluaV9DpXdCKToly+FIgivVN0Ht2VXkcCQdt71mG7OLvuTqmmoqBvtvc8T9ZZ14NZHGsnXmywG5/v7Gdj+Gc/qex79WPU9BjbtWtB/MtuWzGODZTPHAqzp0/qLSecwqnMbXh91ERvz//g7HdT+OX570EBuq1nHfzLtobA3td4Y0J+bS3VOGp63N6VBCgiaoRUREwsi2VfPIopLK4deQmNr+BOqRGnvlT1gaN55jVz/E1pVzA9JGqKtsqmi3xAfACTmTiTRRzCqctudYj6olbIwdRmRUVKBDPGpZ/UbQbCOhdKXToUgY+Gz1DhZtq+KuMwYRF33wXe5316Jev6OW95cXBznCA72+sIDkuCjOGt7jkOcMy05hdYkmqEPNe8uKmbfZu5lt6a4DN6sNJ3tWUHdyk8S93TplAA0tbTz/1RY/RRXeWnZ5a9zGdTv0Y0M4iktIosomEVUbGu9y6Yg31/+HCGs5f1czg8/4ZsDa6TXkWDZH9CFt03sBa2N/d477HtER0fxp4UNBazNQ6ha8TKONps9pNx723DZPG08sfpieCdlcMeTrB9x+Ys7J/PSE37Bs5yJ+9uUPaGlrCUTIfuFJzSPGtFK90z0v+gSSJqhFRETCSPnS9wHodfwFAWsjIjKSrOueo8YkEv/2zdTXVgesrVDU5mljV3M13WLbfwEgOSaFsd2P3VOHuq66kr5tW6jOOjYIUR696JhYtkf2Iql6rdOhiMu1eSwPf7yWfpmJXHGI1ci7nT8qm8E9kvizw6uoa5ta+XBFCVNH5xxyQh28GyVur2iguiF0/wEGaG71cP/bK9heET71Sg+lvrmV336wmsQYb95Kqhsdjiiwquq9fe9INkncbXCPZM4e0YOnpm9k4dYKf4UWttpqdgKQkNbT4UiCr8ykEdfgnpIEi4rnM7axieLUMwK2cGO3orxzGdq8krKi4JTLyUrozjdH3sLMwul8VTgrKG0GSnxdESWRPTu0geUHm99iY/U6bh37PWIjYw96zmm9z+YH43/GvJIv+fXcH9PmCc0VytHp3nclVJdoo1rQBLWIiEhYSS2cwcaIfmT07BPQdtK657H91D/Tq62QDc/fHtC2Qk1NczUe6znsCmqASbmnsq1mM9t2baF45QwijSWm30lBiNI/yhIH0rNRdUnl6Ly9pJC1pTV8/6zBREW2/+9HRIThrtMHs3FnHe8tc25F0QfLi2loaTtkeY/ddm+UuCbE61AvL6zin7O38uhn650OJeCeyt9IcXUj918wHIDSXeE9Qf2/FdRHPkEN8LtLR5OTGsfNLyxgS1mdP0ILX/VlACSnd70J6urIdJKadzodRoeVVm0jp7WV5En+3xxxfz1OuoYIY9k286WAt7Xb14Z+nd7Jffjjwt/T3ObeEj3xLZXURnY77Hm1zTX8ffkTjMocx5S8M9s9d+qAS7lt7PfJ3/4pDy/41T57woSKxO7eDaMbdm5xNpAQoQlqERGRMFFfU8WQppWUdJ8UlPaGTryQ2bnXM6HqfZZ++PegtBkKdu8Mfrga1AATc04BYFbhNJo2fkmbNeSMOiWg8flTc/pQelJGbVWZ06GISzW3enjk03WMyEnhvJHZHbrPuSN7MrRnMn/+fL1jq6hfX1hA/8xEjundrd3zRmR7J6hDfaPENSU1ALy7tIidNeFb8mJbeT1/m7GJi8fmcP7oHCD8J6gr65uJMByw8WhnpSfG8NyNxwNww3Pz9kx8y4Ei6svZZROIjj1w89RwVxOVTlqbO8YE1lpqbB1RnkT6jwn85tS5A0exMbI/GZs/CHhbu0VHRvP98T9ie802XlnzYtDa9bfE1moaYw6/8OPF1c9S3VTFnePuwRhz2POvGvINrh9xCx9sfosnl/wRa53f32Jv3XK8E9RtldscjiQ0aIJaREQkTGya9wHRpo3EEWcHrc1RX3+Q1dHDGLngfko2rw5au06qbPK+/bkjK6h7JGYzOG0YswqnkVq2iC2RfUlMPfz9QkV0zkgAdmxY7HAk4lavzNtGQWUD95w9hIiIw/8zCbtXUQ9i08463llaGOAID7StvJ55myu47Ni8w/4DnJUcS2ZSTMhvlLiupIaYyAia2zy8PDd8/xH+1furiIow3HvuMJJio4iLhJIwn6CuqGsmLSGmw39f7emXmcjfrx9PUXUj3/rnAhpbQvNt8U6LbiqnOiLV6TAc0RCdTrqtorUl9F/AqG2pocVAbETwxl0lvc5jaOtqdmwP3rtVTsyZyMl5p/KPFU+zo9495Vf2lmKraT5M6bzC2u28vu4lzu57AUPSh3f42jeO+A6XD7qG/6x7iedX/vVoQ/WrxJR0am08kbuCP9YJRZqgFhERCROtaz+h1sbT75jTg9ZmdEws8Ve/gMdE0PLqDTQ3hfdEAPxvBfXhalDvNjF3CqvKl5PasobSbmMCGZrfpfc/BoCG7cscjkTcqL65lce/2MCEfumcMjirU/c9e0RPhmWn8NjnG2htC+7bct9YVIAxcMm43MOea4xhWHaKK1ZQj8hNYcqQLF6cu5Xm1tB7q/PRmr5uJ5+uKuWO0wbSM9W7srVbnOkSK6jTjrK8x96O7ZPOn64cy8KtlXz/P0vxOFgLPlTFNXesHEE4ao7LINJYqncUOB3KYZU3lAOQGMRc5Uy8BoCCIJb5APjeMT+gzdPGY4v+FNR2/aGttZVUW0vbYd6Z+NeljxIVEcW3Rt/RqesbY7h93A84r9/FPL/yb/x77b+OJly/MhER7IzMIq5emySCJqhFRETCgvV46FM5m3WJxxAT5Lec9ugziDXH/5bBbetY+c/vB7VtJ1Q1+lZQx3VsRc7k3FOxWOYnGjy9TghkaH6XkdufGhtP5M5VTociLvTcl1soq23ih+cM7dBbcfcWEWG4+4xBbC6r4+0lwfvHzeOxvLGogEkDM8npFt+h+wzPSWF9aS0tQZ5I7yhrLetKaxjSI5kbJ/ZjZ00T7y8Pr3+Gm1s9/OLdlfTJSOCmSf32HE+LNZTuCt+SJrB7BfXRlffY3/mjs7nv3KG8v6yYP3ysjXL3l9haRUN0N6fDcIQnzruJXe3O7Q5HcnglvlWpybGde4H0aPTsN4x1kYPJ2hq8Mh8Aucl5fGP4DXyy9UMWlS4MattHq7ailAhjITHzkOcs3jGfGQWfc+2wb5IZ373TbUSYCH4w/mdM6XUmTy75I+9tfPNoQvar6pgepDaVOB1GSNAEtYiISBgo3LCMHLuDxj6nOtL+qLOuY076RZxQ8gqlW8P7n9mqpkoMhpSYjr29t3/qIDJIZFpCAlkj3FN/GrwrOwqi+5JaE/4bq4l/VdU389fpGzljWA+O7XNkb68+a3gPRuSk8PgX64O2inru5goKKhu47Jj2N0fc2/DsFJrbPGzcWRvAyI7cztomKutbGNIzmZMHZTIgK5HnvtwScrU4j8Y/Z29h08467p86nNioyD3H0+IiKKkO8xXUdS2kJfhvBfVut5zcn2sn9Oav0zfy0tytfr++m6V4qmmK6di7qMJNRKL3524oD/0J6u07NgCQmpAT1HZ39jmXwW3rg1767voR36RnQjYPL3iQNuue8jx1ld7J2Yikg7+Q0OZp44nFD9MjIZsrB3/jiNuJjIjkpxN+y4TsiTy84Fd8se3jI76WP9XH55DRtsPpMELCYSeojTH/MMbsMMas2OvYGGPMbGPMcmPMu8aYlL1uu88Ys8EYs9YYE7wimCIiIl3YjsXvAZAzfqpjMfQ8/ydEGEvh9OcdiyEYqpoqSYlJJSoiqkPnG2M4piGa2XFxJPQ8fMmAUFOZPJi8ls1YT2iuDpXQ9NT0jdQ2tXLP2UOO+BrGGO4+YzBbyuv57+Lg1Gd8Y1EBSbFRnD2iZ4fvM3z3RokhWod6rW+DxCE9kjHGcMPEfiwrqGbRtkqHI/OPHTWNPPrZeqYMyeK0ofuurOsWa9hR0xjWZSoq6ptJ92OJj92MMfziwhFMGZLF/W+vZNpaTaCA9x1rqXYXbfFdc4I6KtE7idhaFfo1c0urtgCQkdonqO3mTb4WgKIvXw5qu3FR8dx17PfZULWOJfVLgtr20Wis9j62RKccfGX0R1veYUPVWm4dczexUUf3LtHoyGh+edLDjM46hl/P+Qmzi2Yc1fX8oTUllzRqaKyrdjoUx3VkBfXzwDn7Hfs7cK+1dhTwX+AeAGPMcOBqYITvPk8aYyIRERGRgErePp2tEXn06HPkk0FHq0efQayIGU3v7e+E9WRmZWMFqR3YIHFvZ1WV0hJhWFA6J0BRBU5r5lBSqaOyRCvopGNKqht5/sstXDI2lyE9k4/qWmcM686o3FQe/2JDwEto1DW18sHyYqaOziY+puP/wvTLTCQ2KiL0J6h9ubjsmFxS4qL4x5dbHIzKfx76aC1NrW38bOrwA0rJpMUZWtoslfWhv6HbkbDWUlnn3xrUe4uKjOCJa45hSI9k7nhpESuLNIFSt6uCGNOGTTh0OYJwFpOYQrONJKIm9MsEldWUEGUtmRn9Dn+yH3XvNYg1UcPouT24ZT4ATsk7lUgTSVFz6L+AsFuzb4I6LrXHAbfVtdTy9+VPMDJjDKf2Ossv7cVFxfO7yX9mYLfB3P/VPSzeMd8v1z1SEd16A1BRtNnROELBYSeorbUzgIr9Dg8Gdr/U8Clwme/ri4BXrbVN1trNwAbgeD/FKiIiIgfRWF/L4IalFGZOdDoUaoZcTi9bxMYl+U6HEjDVTZWkHWYjl71VFG3mjMZSEolhZuG0AEYWGAm9RgNQtnGRw5GIWzz2xXo81vK9Mwcf9bW8q6gHsa2injcXBXZTrg9XlFDf3Mblx3a8vAd4J/GG9kwO2Y0S15bUkJkUQ0ZSLAAJMVFcfXxvPlpRQlFVg8PRHZ0l26v4z8ICvjmxHwOykg64PS3WO2FdEqYbJdY2tdLqsaQHoMTHbkmxUfzjhuNIiY/mm8/Pp7ja3X3maNVWeMsRmEOUIwh3ERGRlJs0outKnQ7lsCobd5LZ1kZyRuce0/2hfMBFDGjbxKLnvh/URRtREVH0SOxJRev+U3ihq612JwAJaQeuoH5p9T+oaCznjnH3dHovi/YkRifx0ClPkpOYyw9n3MG3P72WH8+8mz8u+DXPr/gr72x8nS8Lp7OmYiU760tp9bT6re39xWV6V/jXlW4JWBtu0bH3ph5oJd7J6LeAK4BevuO5wN5Lgwp8x0RERCRANs3/mGNNC3FD/bOy4GgMmnItDct+Te3cF+GY05wOJyAqmyrpm9K/w+eXrpzOQGBsyhjmFM+k1dNCVIR/N7QKpKyBx8AX0Fy0gv+tSRA5uM1ldfx7/naundCbXukJfrnmaUO7MybPu4r6knF5xEQFZhud1xdup29GwhHVzB6ek8KHK0qw/8/eeYe3VZ/t/3O0l2XJtjxkO3GGsydkDwgbCpTSMltmW+hL93x/3bt9u3dLC2WVttAyy6askB0SEiDTGY4T76Fl7Xl+fxzbWXa8JB3JPp/ryhX76IzHko50zv29v/cjimm9iU4HB9r9TCs72cl+y/KJ/HV9PQ9vOcr/u3SGTJWNjlRK5DvP7MFRoOfT50/tdx2bQXot2rsjzHYOrW9APuEJxgEy5qDupbzQwP23LebaP2/m9ge28dj/LKfAkD/fY+kk3JOXqykYnwI1gFfjwBTN/cgXX8JHSTKJrTS7GdQA8z7wBbb+ZRcrm+9n8188zLvzXlTq7IQLOM2VdHly//XpI9gFQEHRydFarYFm/l33MJfUXMHM4jlpP2yh3sav1vyFB/f8hdZgM63BZna73sUXPT3+SkDAprdTbHRQbCyh2CD9X2QoQavSohJUqAQVAj3/CwJqQY0gCKhQIQgq1IL0vwoBQVChUWmYVTyPgnLpniLmUmYqjlSg/ijwO0EQvgU8Awx7zpQgCHcCdwKUlZWxdu3aEZYiH4FAIC/rVsgPlPdXfiDn6xRPiahy7CY4VwkFAuzcvF6WYydSIk3qzL5OybefJCzqcCcL2LJB/iw1rX4xc7peYcPaV9Fohn7THAgEZKs/lhQ5phra69QV6KAq5Rzyeyq171XCoo5a9Ww2xrbxxJsPMc0gXxTLSDCKdmjeKdt51EskqHw35jq/euUAOrVqQMFwJPRmUd/+4Dae2NHEjUsmpG3fvTS6Q2ypd/Oli6aNSGCeVWHlkbcaafVFcNqMaa9vpKRSIgfaA9ywpPqk5VV2ExfPKueRt47x2fNrhxVpkis8saOJdxu9/PLa+QOKpX0Oal80m6VlDXdPdEmROfNi8cwKK3/6yFnc/uA2PvXPndx36yK06swMFuUysW5J+NPbTo8jGC8E9Q4coXq5yxiU7lSQiQnQG81ZP7ZGq2PuJ//Gpvs/x4q2v7Pt9z6m3fUPdPrRZSgPBaelkrrO7DZoHA2qsJtu0YT2lOfm7nd/jVpQc8fcz2Ts2MVGB19a9M2TlsWTcTxRF65wJ65IF65wF65IZ8//XbjDXRz2HsATcY+6GeVNMz/GbTPuJCkK4Ds2qn2NBUYkUIuiuB+4GEAQhGnA5T0PNXPcTQ1Q1bOsv33cA9wDsGjRInHNmjUjKUVW1q5dSz7WrZAfKO+v/EDO16klGMcwDm8MRsLOzetZuHy1LMd2ReJUWTLrbOp885McMM5n5XkXZfQ4Q2VvshPb+o9TGG9l7pqhd9vesmEdy1adk8HKBqYpEKN4CG6wZCpJ6FiQqRNnsXDO0N5TnRu+Qr1uGjec/wn++fQjtBe6uP4sed6PI6Vxy2SciWaKZDqPenl70zrluzGH2dPi49l3W/jUeVMoLUjvTfia6Q4WVNv4w+uH+NBZ6XdRP7mjGUGADw4z3qOXWc7jjRJzSaBu9IQIx5NMLzs9C/yjqybx0p42nn6nOSOifybpjsT56Ut1nDXBxtULB56wW6gXEATJQT0W8QQlgdqewYiPEzlnmoMffWAOX31yF996ejf/98G5OTdjINMkuqU4ArNt6I1UxxpRYxnFgW3DdylmmW4hiiUln9NfUKlY+PHfs/Gfxays/y3v/f5KKv/ncUyWzM7mcFoq8af8RBJhDJrc+T4aCG3UhU9VyInDCO92vM2bTa/y0TmfxGHK7mCQVq2l1FROqenM53gylaQ75iOeiiOKKVKkEEWRlJgkJYqkSJFKpRBJkRKlx5JiEhGRlJji+5u/SkugCa1OT5dQhC6Q+7numWZEV3aCIJT2/K8Cvgn8ueehZ4AbBEHQC4IwCagF3kpHoQoKCgoKCgqn09awnwliM4EJa+QupY9pK66kCxuaXf+Su5S00x3zISJi1w8tgzoS9DM5cRh38dkYNUYWlS1jQ/NaRFHMcKXpxV84jerEMZKJzGXwKeQ/P3+5jkKjljvPmZL2fQuCwBcumkazN8xjbzemdd+iKPLEjiZWTCmmcoTi8vRyK4IA+3Ish/rUBoknsrjGzmynlQc2Hsm7z6Tfv3YQVzDKd98/G9UZZr9oVALFZv2YFajdwV4HdXYEaoAblkzgU+dN4dFtjdz95uGsHTdXEEOSQG0pHr8CddJSjkUIE/J75S5lQJKpJH4hiVnMvGN5MM768HfZPOd7zA6/TecfLsXnymx+t9MsDdq1BPND8DTEPATUtr7fk6kkv9/5c0pN5Vw/fehGl2yjVqmxG4ooNZVRZq6gwlyJ01JFVcFEJlhrqLFOZrJtKlNs06i1z2Ba0UxmFs9hVvFc5pTMx2mpojMsvRdcmjLMkVaZ/yL5GVSgFgThEWAzMF0QhCZBED4G3CgIwgFgP9ACPAAgiuIe4N/AXuAl4FOiOErPu4KCgoKCgsKAtG5/FoCys66UuZLjaLQ6DpRdxpzgFryuNrnLSSueiNR0plA/tIzalj0b0ApJtJOWA7Cqcg3toVYOeesyVmNGKJuNXojT0bBH7koUcpSt9S7W1nVy15opFBoz41g7p7aEsybY+OPrh4gm0neLsa3BwzF3iA+dNfJGWha9holFppxrlNgrUNf246AWBIHbV07iQHuAjYdc2S5txBzqCPDAxgauX1TNvCrboOuXF+rHbJNET0/ER6YzqE/lyxdP56oFTn72Uh3PvJsfIli6UIVcBEU9BtPpTTnHC6pCSQD1tjXIW8gZ8EQ9iAKYhdM/++RgwQc+y9vLfsvk+CHCf7mYrpYjGTuW09IjUAf6DTPIOcwJL2HtcVf5yw3PctC7n0/M+1xeOMBHisNYRmdIEqgDhnLs8dxvPJppBhWoRVG8URTFClEUtaIoVomieJ8oir8VRXFaz7+viicMuYui+CNRFKeIojhdFMUXM1u+goKCgoLC+MZ49A1ahDKck2fLXcpJFK24FZ2Q5Mgbf5O7lLTi7WmcYjcMzUEdOrQRgIq55wKwwnkuAgIbmt/ITIEZwjxhHgC+I+/IW4hCTiKKIj97uY4yq55bl9dk7Di9LuoWX4R/b29K234ff7sRs07NpXNG54ic5bTmnkDd7qe6yIhF33+y45XzKyix6HhgY+bEknQiiiLfe3YPRp2aL18ytCz/cquB9u4xmkEdjKFRCRQM8PpmCkEQ+Nk181hSU8SX//0u2xrcWT2+nGgjbnyqsddwczjoi6TBvFBXemezpBN3WGq8Z9YMv+ltpph70c3svfABHMlO1A9cSvOhXRk5jtMiNYXMF4HamvIR00nX1aF4kHt3/YFZxfO4YMKlMleWWRymUjrDnaTEFDFzJY5UF6nk+Pb3KuGlCgoKCgoKeUosGmF6aAdHi5YjqHLrK33i7KXUq2ooPvSk3KWkFW9Uugm3DdFBbe3YToNQRUGRlJ9nNxQxp2Q+G5rXZqrEjFA2ZQFJUSDZpjioFU7n9f0dvH3Uw2cvyHyzvVVTS1g00c6f3kiPizoUS/D8e61cPq8Ck250It+sCitHXSH8kfio60oXdW3+fvOne9Fr1Hx46URer+ugoSuYxcpGxqv7Olh/sIsvXDiNEot+SNuUWg1jNuLDE4phM+lkyYHWa9Tcc8vZVBUZueNv26nvDGS9BjkwxDz4VTbZju+OuGiTObrB7JAy62Oe3BVA23xSbQV6h8yVnMz05Vdw7P3/xiiGsT96JUd2bUz7MYoNJWgFLa15EPEhplIUit0kDMUA/GPf/bgjXXxm4VfGfL69w1hKUkzgjXoQC6vQCUm8nekbfM9HcutuVkFBQUFBQWHIHNnxKiYhimbaxXKX0i+tk65meqKO5oPvyl1K2uhzUA8hgzqVTDIpsodW6/yTlq+qPI9D3jpag7l7Y3cqBpOFZlUFRk+eRZMoZJxUSuTnL9dRU2ziukXVg28wSnpd1K2+CP/aNnr33ku72wjGkqOK9+ilt1Hi/p5YDbmJJpIc6Qoy7QwCNcBNyyagUQk8uKkhO4WNkEg8yQ+e20ttqYWbl08c8nblVgPuYCytsTC5gjsYo8gsXxM4m0nHg7ctQS0I3PbANtp8Y3Mg4ERMCQ9hrS3jx4kkwux37+GF+qf5w86f88W1n+ADT5/P1f+5gOufex+3vvhB7nnvd+xz7SIlpjJez4nYyqTPetGXuwJoY+chAGzmgZuoysWk+atwXf8scbRUP30tB7a8lNb9C4JAkbooLxzUQb8HnZAkZS6mNdjMv+se5qKJlzOreK7cpWWc3uaPnaF2NEXSoE93a72cJcmOIlArKCgoKCjkKaE9LxMT1UxacpncpfTLxPNuJSkKtK9/SO5S0oY36kZAoEA3+PTetkPvUkiQRPXSk5avqlwDwMbmNzNRYsboME6hLDz+GmIpnJmX97Sxv83PFy+ejladnVuLFVOKWVJTxB/fOEQkPjrR8YkdTUwoMrG4ZmixPWdiVoX0ubC3JTdiPuo7gyRSYr8NEk+ktMDAFfOcPP52U065v0/lvg1HOOYO8Z0rZw/rvVZulZqkdYzBmA9PMI7dlN386VOZUGzivtsW4w7GuPHeLXSMUbd6LwVJH1Fd+mIjUmKKJv8x1jW9zoO7/8y3N36Zm164ikufWMEnXvkIP932XZ45/ASBmJ9lztV8asGX+PSCL2M3FPPo/of4n1dv5tpnL+GX23/EW62biCczcw6nxBSBmDT4ZjAX0i2aUAVyt6lbm+8YAMWFk2SupH8qa+cTvfVF3Opipr9yC7tfeySt+y/WFOeFQB1wSe8hlbmEv7z7WwRBxZ3zPitzVdnBYewRqMPtmMsmAxDubJCxIvnJbliVgoKCgoKCQtoo79jAAf1cphTY5C6lX4rLJ7LbeDaTW54jlfw5KnVmp/5nA0/Eg1VvQ60a/G/x7F8PQPHMc09aXlUwkRrrZDY0v8E10z6ckTozQdg+ncrgBtpCgXHdHErhZC6aVcYfPryQ982pyNoxBUHg8xfV8uF7t3Lnw29z+dxyzpnmoKJweM2UmjwhNh128fkLpqFSjX4qcZlVT5FZlzMC9YF2SUwaTKAGuH1lDU/tbOax7U18dFXuCTqtvjB/eP0Ql84uZ1VtybC2LSuUBOr27gjVRaZMlCcbnlCMqaXyfx4vqLbx0EcXc8t9b3HDvVt49M5llBYY5C4r7YipFDbRx6GeOIKRss+1m2cPP0G97yAN3YcJJ8IACAg4LVVMLqzlggmXMrmwlsm2WpzmqtOuO66dfhPdUR+bW9ezofkN/tvwLM8cfgyz1sLS8pWsqjqPpeUrseiG3yTQHXFxxHeIeu9B6n2HOOI71FfnF8u+wkLArS7GEM7dpm6uQCuWVAp78QS5SxmQ0uqp+O78L8fu/QALN32abSEPC678ZFr2XaQp5t3gO2nZVyYJe6X30BF9hDca/8vts/+H0h5n8VjnRAf1AqfU6yXpOSZnSbKjCNQKCgoKCgp5SFfLESanGthY9Tm5SzkjkVnXUbHjf3ln28tMX/Y+ucsZNb6oB/sQ86e1LVtxU0DZpNMbWK6sXMOj+x+iO+rDqs+PZkvqijmomkXaD7/DxLmr5C5HIUfQqFVcMc+Z9eOumFLCZ86fyr+3N7LuQCcAtaUWzpnm4JxpDpZOKsKgPfNA0lM7mhFF+OBZ6ZkCLggCsyqs7GvLDYG6rs2PRiUwuWRwAXNelY2zJ9p5aHMDt66oQZ0GwT6d/N8L+0mJIt+4fOawty2zSlnVbWPQ2esJxbCb5XVQ93L2xCIeuH0Jtz3wFh++dyuP3rlsyDnh+UIk2E2xECdlGrlAnUjF+famLxOMB5hmn8nlk65msq2WyYW11BROwagZ+kCbVV/IJTVXcEnNFUQTEd7ueIsNzW+wqflNXm98GY1Kw8LSxax0rmFV5Zo+QayXUDzIEd9h6n0HJUG6R4zujTMDKNTbmVw4lXOrLuKlhmdojUuxHt1aB5ZYx4ifh0zjibooSSQxF2f/+2k4FJZUoP30y+z78wdZ/u432Bh0cdYN3xr1fos1xfgDfvyxbgp01jRUmhliPun7e0viAAU6KzfMuFXmirKHTW9Ho9LQGe7AUliMXzSi7s5913smUQRqBQUFBQWFPKTprWepBkoWXC53KWek9twbCLz9HaLb/wFjQKD2RN1DbpBY2f0eDcY51PTTwHJ15Xn8Y9/9bG5dzyU1V6S7zIxQWDMftkPw6LugCNTDRhCELwAfB0RgF3A78GfgXMDXs9ptoii+I0idgX4LvA8I9Szfkf2qc5svXTydL140jQPtAdYd6GTdwU4e3nKU+zYcQadRsXRSEefUSoL1tDLLSQ2XRFHkiR1NLJtclFZX7cyKAh7afJREMoUmS5EnA1HX5meyw4xOM7Q6bl9Zw6f/uZM39ndw4azccbC9dcTNM++28NkLakf0WvVGfLSPsYiPVErEE4pTJHPEx4ksmVTE/bct5rYH3uIj927ln3cspXgMidR+dxsAgmXkjffebHqNjlAbP171W1ZWnjv4BkNErzGwwnkOK5znkDw7yT73LtY3v8GGpjf4zY7/4zc7/o8ZRbOZUzyflmAz9b6DJzVbNGqM1FinsNK5hkmFU5hsq2VS4VSKetzi0WSUlxqewZf0AhAylFLma0hb/emmO+GjOJnE5shtgRrAVGBjwmee4+27b2TloV+x8X43C2/75agaoBdrpNetJdDM9KLcFagTAUmg7hYiOM1VGIYxQJPvqAQVJQYHnSFpoKdLXYoxlLu57tlAEagVFBQUxhHJRILD996CdslHmXT2hXKXozAKdA2v00ER1TPOlruUM2I0F/CefQ2zPW8QDvoxmoc/1TSX8EY8TLZNHXQ9X1cLk8QWGso+2O/j04tmU2xw8Gbjq3kjUJfWzCYiaqFjr9yl5B2CIFQCnwVmiaIYFgTh38ANPQ9/RRTFx0/Z5DKgtuffUuDunv8VTkEQBKaXFzC9vIA7zplMOJZk6xEX6w92se5AJz96YR8/emEf5VYDq2tLWD3NweqpJRzuDNDgCvHp82vTWs8sp5VYIkX9EJoTZpq6dj8LJww9K/eS2eVUFBp4YNORnBGokymR7zyzB2ehgbvOnTKifRQateg1KtrHmIPaH0mQTIk546DuZdnkYu6/dTG3P7iNj/x1K/+8YxlFOVbjSAl7pDgCzQgFalEU+Xfdw1RZJrDcuTqdpZ2EWqVmTskC5pQs4H/mfZ6j/iNsaHqDjc1r+c/hx6iyTGBW8TyumHw1kwslIbrc7EQlDCyI6tV6bHo73h6BOm4qp9jrxZNIoNbknqzUnQpRnRTQGfIj1kdnMDH9M0+w5S8fY2XLg2y5282cT9w34ue2SCP1VZAE6uHPPMkaQUmg9qcClJqzFxWWKzhMZXT2ROX4dGVYY7kbm5MNcu+TREFBQUEhY7iaDrLM9xKdr2zFN3E9hSW57ypQOJ1EPEZtYDv7bOcybxTuimyhP/sjWF57ka1vPsq8990hdzmjwjtEB3XbrrVMAoxT+78BVQkqLp10Jf/Ydz9/efe33Dnvsye5O3MRtUZDo2YCBb4DcpeSr2gAoyAIccAEnMkmcxXwN1EURWCLIAg2QRAqRFHM3Y5UOYJRp2bN9FLWTC8FoMUbZv3BTtYd6OK/e9t57O0mBAFsRi0mnZrL5pSn9fgnNkqUU6AORBM0ecLcsLh6yNto1SpuXj6Rn71UR12bf0jZ1Znm71uOsq+1mz9++CyMupH1MRAEgTKrgTbf2BKo3aEYAEVmrcyVnM6KqSXcd+tiPvbQNm76q+SktuWQ03ukRH2SeKS3jWwAZ3fXO+x37+HzZ33tjGJwOhEEgRrrZGpmTeamWR9DFMURX284jGV4I17pl4IKNEIKX1czReUT01dwmugWYphT+fWeU2s0zLvrATY+8EVWtj7Exn98nbNu/dmI9tXnoA7mtiNXCLmIiFq8MS/Ti+fIXU7WcRjLOODZB0DIVEGNey8pmWuSk9y/q1VQUFBQSBuBjgYAHHjw/f12UsmkvAUpjIiGd9dhJQi1+eGCr11yKa2UYNj7mNyljIpEKkF3zIddXzTouskjm4mJaipnrxhwnY/N+RTvn3It/9z/AD/f/n2Sqdw/H93mqTij9XKXkXeIotgM/AI4BrQCPlEU/9vz8I8EQXhPEIRfC4LQOxe+Emg8YRdNPcsUhonTZuT6xRP440fOYse3LuKpT67g8xdMY2qphf85dwpmfXr9Or2RGntb5c2h7m2QOFyR/MbFEzBoVTy46UgmyhoWbx9186Pn97G6toT3zR3dQEK51TDmMqjdQUmgtueo8LuqtoR7blnEoY4AN923FV8oLndJoybhl9yephEK1I8d+AcFOiuXTnp/OssaFqMZDHeYyvoc1Bq79JUU6Mi9pm6RRJiwSsQk5l9chKBSsfD2X/GW9WKWH/sr+zc+N6L9mFQmzFoLLYHczjTWRty4hUK8UU9fnMx4QnJQdyCKIsmCamwECPu9cpclG4qDWkFBQWEcEXFJesfG4mtY6Xqc9U/8mNnXjb4Rh0J26d71IglRxaQlV8pdypBQqdXUO69kWfODtLY1Ulw+dEdfLuGLegGpYdBgFLl3Uq+tpdRoHnAdtUrNF8/+Oja9nb/tvQd/rJtvLvsxenXu5nVGi2fg6H6ZBlcb1uL0Ok/HMoIg2JFc0ZMAL/CYIAg3AV8D2gAdcA/w/4DvD2O/dwJ3ApSVlbF27dq01p0tAoFAVmufr4H5MwCaWbs2/TfvThNs3NPAWpN8U3XfbJTEQO/Rvazt3D+sbZeWqXh8eyMrLS4sOnlmdnSFU3xvcxi7XuD66hBvvvnmiPbT+94SIhEaulN5e470x86OBAD1+3dB68jc5dngUwu0/H5HNx/4zat8ebEBs/b091S2PwNOJJ4SUQ1RtA031QFw5Mgxmlu7hnWcrkQX61pe43zrhezftn3YdeYCQncSb8LDzs3rCXhCABx5bxOuYOaPnUiJNKmH9jq54tJro08a2LJhXSbLyhjx2bdzbPNuql7/DGu7kxgKhh7XBBAMBrFRyN7GXWyJZu85iCVFjg2jyW5hsJ0mtYWkmCTY5mVncH0Gq8s9ot1+oskIGze+TCoiybPb33gOiyOzsxIiQfk+c8+EIlArKCgojCNEbxMAE2/4GW8/0MbSw79j73trmDAvczl4CunH0baBg7oZ1NhL5C5lyJStvhX1vx7g6BsPUnxjfg6K9Ha1txvO7KCORcJMiR9kW9k1lA6yT0EQ+NjcT1KoL+T3O3/OV9d9hh+t+jUm7cDCtpzoK+fCEeg6vBNr8WVyl5NPXAgcEUWxE0AQhCeBFaIo/r3n8aggCA8AX+75vRk4cSSnqmfZSYiieA+SsM2iRYvENWvWZKb6DLN27Vrytfb+WNr1Hq/sa+fcc8+VLbpn7TN7MOkauebS81ANQywAqJjh55LfrOOYrppPrhk8cz/dBKIJrrl7E6g0/ON/VjK11DLiffW+tzYE9vLu1qOyvibppmN7I+x4j4tWL09ro890swaYPbudu/7xNvce0PHwx5ZQYDg5lkTOz4CWYBzDEBua7tn3b6KiliXnXjTsBna/3/EzVIKau879Mg5TbmS8D5fde+vYuGsDsxYvJtg1AQ5AiUnF7OWZv49wReJUWYY2W+C9znehBQqNZSxbdU6GK8scxyqKKX/icqp2/5ZJX/jvsPKot2xYx1TjNI75j2b1OWgKxCg2DD12qHNDiIMGG+Bm3owlLJwwvu5JvY1hnt70FBVzpiAY1ND+G8qLTNRm+Jx6e9O6nLzuUiI+FBQUFMYRKn8L3ZgxFdgouele3IKdkhc/QdDnkbs0hSHi7WxmauIg7or8uuCurJ1PnWYa5UeekruUEeONugEGzaBu3rsJvRBHNXH5kPd9zbSP8I2lP+Ldzrf5/Bt34I24R1VrpiiZuhiA0NG3Za4k7zgGLBMEwSRI6tgFwD5BECoAepZ9ANjds/4zwC2CxDKkSBAlfzpPmOW04g7G6PBHZavhQLuf2rKCYYvTANPLC1g5tZiHNx8lnsxuGmYqJfL5R9/hYEeAP374rFGJ0ydSXmggEk/RHU6kZX+5gKc34iMPGhBeOKuMP374LHY3+7jtgW0Eovn5OmgjLryCddjidCDm5/kjT3P+hIvzVpwGKS8XoDPcQWFJJQlRBf7cyzhu9UozRgsM+ftcA0yYtZgdc77O3OhO3v3n8M0dTkslrYEWpHYWuUlBykuXXhpgG5cRH33nVDvWskkAxFy5F5uTLRSBWkFBQWEcYQy34lJJrtuCojKaL/oj5akOWv9+J2JqPLdkyB+Obn0OlSBim/8+uUsZNl1TPsiU1BGO7tkqdykjotdBbRvEQR08uAGA8rlrhrX/i2su54erfs2R7sN85vWP0h7MPT3SXl5NKyUY23fKXUpeIYriVuBxYAewC+ka/B7gH4Ig7OpZVgL8sGeTF4B64BBwL/DJbNesMHJmOa2A1ChRLura/EwvG7m4e/uKSbT6Iry8py2NVQ3Oz16u49V97Xz7ilmcM82Rtv2WWQ0AtPvHTg61OxRDp1ZhHmHzyGxz8exy/vDhhbzT6OX2B94imIcitSHmxq+2DXu75+ufIpwIce20m9JfVBYpNR0X09QaDS7BjjYkX5TRQDR3Sb0ybKb8b92w4KrPsq3gQpYd/Qt1W14Y1rZOSyWRZAR3jpoeAApTPjx66fPZPg4F6r5zKtSOrXwCSVEAryJQKygoKCiMAwpiHfh0x0MHJp19EZsn3MkS/2vse+FuGStTGCqq+tfwUEDNnIGb7+UqU867hZioxr3pb3KXMiI8kaE5qM3t22kSyrGVVg37GCuc5/CLc+/GFeniU6/dRkN37jUkbDbPpjK4R+4y8g5RFL8jiuIMURTniKJ4syiKUVEUzxdFcW7PsptEUQz0rCuKovgpURSn9Dyen4Gl45QZ5VJjQrkaJXYForiCsWE3SDyR82eUMrHYxAMbG9JX2CA8/nYTf37zMB9ZOoFblqc3f7NXoG7zjR2B2huMYzdr8yqy5NI5FfzuhoXsOObl9ge3EYrll0htjHsJamzD2iaRSvDEwUdY4Dib6UWzMlNYlnD0iWkdAHg1xZgiHXKW1C8d3Y0IokiRfZLcpYwaQaVi8kfvpVlVQeWrn8bT0TTkbZ1mJwAtwdxslBgJBTALUbw6aRbIeHRQFxmKUQkqOsPtaLQ6OoVidIHcm5WQLRSBWkFBISd4YVcrXQH5psKOF4qSXYQNJzc2m3H999mlm89Zu35Iy8F35ClMYUikkkmmdm/lUMFSVOr8cEydSGFJBbvNy5jW/gKJeEzucoaNL+pBJaiw6goHXEdMpagJ7abZMm/Ex5nvOIvfnvdXkmKCz772Ufa5dg++URYJlS3EKXbgHcZNkoLCeKLAoGVCkUk2B3Vdmx+AGeXWEe9DpRK4dXkNbx/18G6jN02VDcz2Bjdff3IXK6YU8933z0676FreK1B3jx2B2h2KYTflfrzHqVw+r4JfX7+A7Q1uPvbgdsKxpNwlDZmClJeobnjN6tY1vUZ7qJVrp+e3exqgxCiZXDrDkms6oCvFGu+Us6R+cQXbsadSFBTlv4MawFRgI/SB+ykQA3Q9dBup5NDOGadF+vtbA7kpUAdc0gwdv1aFVqXFoh35oGq+olFpseuL+wZ93NoyzJHcm0GZLRSBWkFBQXa8oRif/McOvvlUbokwY41YJEwxPhKWipOWqzUajDc+QETQYXzqo0TDWWjFrTAiju7eTBHdJKdcKHcpIyYx5zpK8HJw83NylzJsvFEPhTobKmHgy6f2hr0U4yNWuWRUx6q1z+APFzyISWvmC2vv4O323IlFMU2WsrXb92yQuRIFhdxlVoVVNgd1r0A9rXx0+c3XLqrCotfwwMYj6ShrQBrdIT7x8Ns4bQb+9JGz0A6xYd1wKLXqAegYQwK1JxijKA/yp/vj/fOd/Oq6BWw54uKOv20nlszdjNwTKUz5iA8S83Uqj9X9nUpLNcvzrHdIfxg1RkwqE509sR4RYxlFSZfMVZ2ON+qiJJGkwDE2BGqAibOXsmP2V5kXfZt3/vntIW1TYZb+/pYcdeSGvD0DHRoRu6E4r2aDpBOHqZSusCRQBwzl2BO5NyshWygCtYKCguw0e8MAvLSnLSsunfGKt61B+sF2euxAUUUNB1b8kimpBur//vms1qUwdDzvvUBKFJi49Aq5Sxkx08+5Bh9mkjv/KXcpw8YTcQ8a7+Hetw4A24zR34hWWqr5wwUPUG6u5P+t+zRvNr46qv21B1t55tDjfGPD57n9pWvZ0b5tRPtxzlxGQlSROJY7ormCQq4xy2mlwRWUJWf3QLufIrMOh0U/qv0UGLRcu6iK53e1ZkzYDUQTPQJlivtuW4wtQ45gg1aN3aQdew7qPBWoAT6wsJJfXDOfjYe7+N3OKKlUbovUvXEEKWPJkLfZ3fUue927uHbaR1Cr8m/mW38Uqm19DuqUpQKrECIS9Mlc1cn4kn5KkkkKS5xyl5JWFnzg82wrOJ9lDXdzYMtLg65v0pqw6+05G/ER9UnvI786jl0/vIGfsYTDWNY36BMzO3Gkukgm8iv+KF0oArWCgoLstHilmwWVAL/4b53M1YxdAh0NAOiLqvt9fNo517DBcQMrXU9Q9/o/sliZwlCxt6zjkGYqtjx2hOgMJvYWX8Sc7vWE/F65yxkW3qhn0AaJ6qatdIsmKmoXpuWYJcZSfn/+/Uy3z+K7m/+XZw8/MeRt48k4O9q3cfe7v+a2Fz/Edc9dxi/f/iGHPHVEEmG+su4uXj364rBrMpgLOKKZRKHr3WFvq6AwXphVYUUUYX+Pmzmb7G/zM63MkhY32m0rakikRP6+5WgaKjuZZErkc4/s5GBHgD995CymOEbn+B6MMquBNt/YiZPzBGMU5WHEx4l86OwqvnrpDHZ3JdnXJl9T0aHQG0cgmIcuUP+77mEs2gIuqXl/psrKOja1rS+OQCiUBGBve6OcJZ1GtxjGmlSh1Y1ukC7XkPKo76NFVUHFq5/C2zm48Oy0VNKSoxEf8W4pHiYgRigaxsDPWMNhKusb9BELq9EJSXyd4zNGTxGoFRQUZKfVJzmoP756MusPdrH5cO5NFRsLRFzSxaPJMXDjodqbfsUB9VRmvfVVupoPZas0hSHg93QxLbaPzvJVcpcyaixLb8YoxDjwxt/lLmVYeKODO6jLfe9Sb5iV1ozwAp2VX6z5M4vKlvOL7T/gH/vuRxT7d5p1htp57vCTfGvjl3j/02v4wto7ePzAPygylvDJBV/iocue5NErXuCei//JnOL5/GDL13h0/0MD7m8gOgvnMjlaN24dHgoKgzHLKeU/ZzvmI5USOdjuH1X+9IlMLDZzwYxS/rH1GJF4erOCf/bSfl7b38F3rpzF6lpHWvfdH2VWA+1jxEGdTIl4w/G8dlD3smKKJEw1usMyV3Jmgl5JoFYXDO292hpoZn3z67x/yjWYtKZMlpZVbCc4qHV2aVZmsPOYnCWdhCiKdAsxzKn8Pzf6w1RgI3DVXykU/XQMIY86lwXqVFASqLuTAYr0469BYi8OYymBeIBQPIi2aAIAvtbDMlclD4pAraCgIDst3gg6tYovXDiNMqueX/y3bthiicLgiD5pJNZWXjPgOlq9gcSH7kcjJkk8enteNrIbqzS89RwaIUXBnMvkLmXUTFmwhkbBScH+x+UuZVh4ox5sZ5iCGPB0Mil1DH/p2Wk/tlFj5MerfsMFEy7lnvd+x93v/hpRFEmkErzbuYN73vsdH3v5Oq559hJ+vv377HPt5oIJl/KjVb/m2Q+8ya/W/IXrp99MjXUygiBQoLPy83Pv5rzqi7n73V/z+50/I5kauviUqlyERQjTdlhxUSso9EdFoQGbSZv1RonN3jDBWJJpZelrNnX7ykm4gjF+8NzePlPBaHlseyN/WVfPTcsmcMvymrTsczDKx5BA7QvHEUWwm7RylzJqqouMADR5QjJXcmaiPXm5usKyIa3/xMFHEFBxde0NmSwr6xRqbLgjLuLJOKYSSaCOunPH7emP+UkIYBLHzqDAqdTMWc7bs/6X+ZHtvPPId8+4rtNcSVuodVjXeNlCFXIRE1V44z7sw8x2H0s4TNJnSme4A1PpJAAiXemftZQPaOQuQEFBQaHFG6a80IBRp+azF9Tyjad280ZdB+fPGNoFoMLQUHW34BPNmApsZ1yvfPIcdi74Lqve/SrrH/0Gs2/+eXYKVDgj4sFX6cbEpAXnyl3KqBFUKo5VX8nKY3+h4ehByibWyl3SoCRScfyxbmyGgR3UrbvfZAKgn7wyIzVo1Vq+uezHWHU2/lX3N97p2E5z4BiBeAC1oGGuYwGfmPc5llWsZlLhlEGn9+vUOr69/CeUGEt57MDf6Qp38o1lP0KvHnxKrG3aCtgF3gObqJyefkFeQSHfEQSBmeXZb5TY2yBx+igbJJ7IiinFfHBhJf986xiPbmvkopll3Lx8IiumjKyp1bYGN19/ahcrpxbznStnp63OwSiz6ukKREkkU2gy0Igxm7iDkoEgX5sknkihUYtBDU2e3HZQJ/yS29NoLx903WA8wPP1T3Fe9UWUmsbW/YxNbQOgK9LRZ3pJ+XLHoeuKdAFgVKVnFkmusuDqL7K9cSNLj/yJvW+tpnbJxf2uV2Fxkkgl6Ax3UG6uyHKVZ0YddnNMXUhKTFJkGMcRH8ZSALrCHcxwTgMg6cmt2Jxskd/fzAoKCmOCVl+YikIDANctqmZCkYmfv3wg55ul5BvGcBtu9dC+/GdddidbCi9lZdP9HN7yfIYrUxgMMZViknczB82L0Gjz/2YUwHnObQA0r3tQ1jqGii/qBThjE5dY/SYSoorKOZmLYVEJKj531v/j43M/RTgR5tyqi/j+il/wzAfe4Lfn/ZUPz7ydybapQxaNVIKKTy/8Mp9a8CXebHqVL795F93RwZsdlU+eS7doQtOyfbR/koLCmGWW08r+1m4SyVTWjlnXLgnU6XRQC4LAr65fwLqvnMfHV09i6xEXH/nrVi741Zvcv+EIvnB8yPtqdIf4xMNvU2U38acPn402i0JxWaGBlAidgfzPofaEJIHanucZ1CC9vxwmFY3u3HZQiwFJoLYUDS5QP1//FKFEkGun35TpsrJOr0DdGeqQ4iZEI+pAm7xFnYArLAnUFu3YjowQVCpqbr+PNlUp5f+9C19Xa7/rOS1S35pcjPnQxdw0aaXvKsVBLcX0mQvtdIsm1N25MyshmygCtYKCguy0eCM4bdL0Pq1axRcvmsa+1m6e39X/F63CyCiItePTDj3jsfqmP9GkcjJx7ecGvOhRyA6NdTsoxU1s0gVyl5I2ymtmsEc7h6rGZxBT2RNvRoon4gY4Ywa1zbWTI5pJGAeZpTBaBEHg5ll38PD7nuJ/l3yHc6svxKIbnRh13fSb+c7yn7LPtYtPv347bcGWM66vUqtpMMyg1Ld7VMdVUBjLzKqwEk2kaHAFs3bMujY/lTYjBYb0Rz9UF5n42mUz2fy1C/jVdfMpNGr5/nN7Wfbj1/jak++xp+XMg1uBaIKPP7SdRDLFX29dRGGW4ynKrZIZor17DAjUY8hBDVBiFGjM8YgPIdRFTFRjtp5ZSEukEjxx4J/Mc5zFjKLszRDIFjaNDZDcngAuVTH6UO4I1K1eyXlaYBxbzvX+MBcW0f3+v2ITu2l7sP88aqe5R6Ae5LpODowxD606MwBFhrE9oHAmSnoc1L3Z7l1qB8ZQ7r1e2UARqBUUFGQlmRJp647gtBn6ll0538n0sgJ+9cqBrLqOxjpFyS7CxqFP7TIW2PBccQ82sRvv3z+aFyLiWKVr53MAVC25UuZK0kv39GuYmGriyHvr5S5lULxRDwC2ARwe8ViUKdH9dNgWZrOstHL+hEv4+bl/whXu4JOv3sohT90Z1/cVL6Am2UAkOLjjWkFhPNLbKHFPFnOoD7T7mV6ePvd0fxi0aj54VhVPfXIlz31mFe+f7+Spnc1c/rsNfPBPG3l6ZzPRxMlCSTIl8rlHdnKoM8CfPnI2UxzpiyAZKmU9AnWbL/9zqPsc1GNIoG7yhHO6B4067MYnWBFUZ5ZQ1je/TluoleumjT33NJzooJbENJ+2BHOsS8aKTqbFdQQAm6Va5kqyw6S5K9k+8yssiLzFO49+/7THy80VCAg56aC2JL109TQQHc8RH3q1nkK9nY6QNOjj05VjjbXLXJU8KAK1goKCrHT6oyRTIhWFxr5lapXAly6expGuIE/sGJ/TW9JNLBKmGB8Jy/Cyx6pnL2fLtC+xMLKVPU/8X4aqUxgMa9Ob1KtqKHFOkruUtDL1vJuIiFq6tzwsdymD4ome2UHduv8tTEIUJi7LZllpZ2HpYn5//oOoBBWfef2jvN2+dcB1tROXoBZEmvdszmKFCgr5wxSHBZ1axb5Wf1aOF0+mONwZSGu8x2DMqSzkp9fMY+vXLuRbV8zCE4rz+X+9w4r/e52fvrS/r/HdT1/az2v7O/julbNYVSuPEFHW56DOf4HaHZRiVYrGQMQHgMOoIhRL9mVr5yL6mJtuVeGg6z1W93cqLdWscOZ/z5D+MKiMGDWmPrdnWF+KLdEpc1XH6ehuQiuK2AsnyF1K1ljwwS/ztvkcltb/gUPbXz3pMZ1ah8NUmpMCdaHow62T+p6M54gPkHKo+84pUwWOpCJQKygoKGSdlp5u8Cc6qAEumlXG/Gobv331IJF47nUdzje8bQ3SD7aqYW87++qvsMO4gmWHfsPRXRvSW5jCoAT9XqZHd9PmyEzjPTmxFBazu2AVM7r+Syya24KBr8dBPVAGtf+AdG44Zp+TtZoyxWTbVP504d8oNzv533Wf4pWG/nPoy2ZLWdvhekWgVlDoD51GRW2ZJWuNEo90BYknRWZk2EHdH4UmLR9bNYnXvnguD39sCWdPtPOXNw+z+mdvcO2fN3HPunpuWT6Rm5fXZL22XorNOjQqYUwI1J5QDINWhVGnlruUtOAwSX0TGnO4UaIx7iXYE28xELu73mWP6z0+VPth1Kqx8dr0h8NYRkePgzpuLqNE9PQbLyEHrlA7JckkxmKn3KVkDUGlYsJH76dd5aD0pf/B6zo5csVprsw5gToRj1FIEK9Og1alxaLN/vdWLuEwlvbNSkhaqygkSMjvlbcoGVAEagUFBVlp8fYK1MaTlguCwP9eMp0WX4R/bj0mR2ljCn/HUQD0RcOf7iaoVBTd9Fc8go2SFz4xLr8s5aRh24vohATGWZfKXUpmWHAjdvwc2PCU3JWcEW/Ug1pQD5j1bGjdRhsllFROzXJlmaHUVMbvz7+fuSUL+eHWb/DPfQ+cNvW6sMRJs1CGqeMdeYpUUMgDZlVY2ZuliI/9belvkDhcVCqB1bUO7rllERv+3/l8+rypHOkKsWa6g29fMUu2unprKy3Q0zYGBGp3MDZm3NMAJUZJlmjK4RxqS9JLRDdwHwqAxw78HYvWwmWTrspSVfLgMJXS2ZNBnSpwohWSdLtyo1+NN+qhJJHEWlwpdylZxVJYjO+Kv2IXfbQ/ePtJ0YxOSyUtwdwSqAMe6f3j1wgUGUqG3Nx7rOIwlfXluqtskvvf21IvZ0myoAjUCgoKstLqlW4SToz46GXl1BJWTCnmj28cIhhNZLu0MUXUJYn8JsfEEW1vLS6n8YI/4Ey1YfzjQg7+8Tr2Pn837raj6SxToR/ida8QEvVMPvt8uUvJCNNXXoWLQlTvPSJ3KWfEE3FTqLehEk6/dBJTKSYE36PRMleGyjKHRVfAz875I+dPuJS/vPdbfrvjJyRTJzukms2zqQ7tkalCBYXcZ2aFla5AlA5/5kXRA21+1CqBKaXmjB9rKDhtRr508XS2feMCHrhtMRq1/LeeZYWGseGgDsbGTP40SBnUAI3u3HVQF6Z8xPUDN3JrDTazruk1rpjyIUw9ubpjFYexrM/tqbFJQnB3e27cE/hSfoqTKawlw4s1HAtMmr+K7dO/yILwFvyHjs96dVqcdIY6iCVzJ0In6JZc3n51ctzHe4B0TnmjHqLJKIae+/VAxxGZq8o+8l8lKCgojGtafGHMOjVWg6bfx798yXRcwRgPbBx/H9DpRPRJWd628poR72Py4kvYtuoeDhUsptb/Fqt2fYOpDy7E+7OF7L3vkxzc8CSRYHZyNscLYirFRPcm6kxnoTOMzZsdjVZHXemlzA1sJhrMXiOx4eKNerANEO/haq6nDDeRisVZrirz6NQ6vrXsx9ww/RaeOvQvvrPpK0QTx8WdSPlZlOHG3aJ8Riso9Edvo8RsuKjr2v1MKjGj1+RWtIAgCDnjjiu3Gmjvjspdxqhxh2IUjSGB2qgRsJu0NOaogzoejWAVQqRMAwvUTx54FAGBD9XemMXK5KHUVIY70kUilcBYLM3ODLsaZa5KoluMUJBUoe3JNh5vzL36SyREFfru49dlTnMlIiJtwdxwuQNEvNIAh1+IYTcMfF6NFxymUgBc4U4KyqWeQ3HX+JtFrgjUCgoKstLqjeC0GQe8cTlrgp0LZ5bxl3X1eEO5M+qbb6i6W+gWTZgKbKPaz7TVH6L2U/8m9ZXDvHvl86yr+QwBjZ0lHY+zdMPHKf7dVJp+dQG7//U9mvZuyZk8unylpX4PTrGd8MTz5C4lo9iW34xOSBA7sk7uUgbEG3EP2CCxc89aAAqmrc5iRdlDJai4a8EX+czCr7Ch+Q2+uPYThOJBACxTlgPQsVfJp1dQ6I+ZFT0CdRZyqOva/EyXMd4jHyizGmj3jQ0HtW0MRXwAVNlNNOVoBrW/x+2Jqf8Gn8F4gOePPMWa6osoNZVnsTJ5cBjLSIpJPBEXBaVSHEHC2yJzVZBIJQgICcyp8SlOg2T86FCVYI519C1zWiSXe2tQ/teol5hfaqzpF8MUnWFmwnjBYSwDoDPUjq10AglRBT5FoFZQUFDIKi2+MBW20+M9TuRLF08jEE3wl3XjL4cpXRjDbbjUjrTtT6VWUz17OXNu+B5VX3ydrs8eZsvKe9lW+iEKEm7OOfJb5j3zPvh5LQf/eL0SBzJCOnY8B0DF2VfIXElmqZm9nCOqiUxxrZW7lAHxRj3YBpqC2LiVoKjHOWPsOahP5JppH+EbS3/Ibte7vNkkdYl3zlxGTNSQatwmc3UKCrlJoVFLld2YcQd1KJbgmDvEdBkaJOYTZVYD/mgi76PjpAxqrdxlpJXqIiNN7tx0UIc8kkCtLuj/WvqF+qcJxgNcO+2mbJYlG71uz85wB1ZHJUlRgG75xU9v1IMogEkcm7MOh4pbW4493tn3e69AnUuNElP+TpJAd8JPkVERqEt6zqmOcDsarY5OoQhdQP5zKtv0P6deQUFBIUu0eCPM6nEXDcTMCivvn+/kgY1HuH1lDaUFhixVd2Ye2tTAE9sjrFkjdyWDY4l14NM6KMzQ/g3mAqat/hCs/hAAh1obaNvxArqGN6j1b6Vo1yuw6xv4MCMysmm+jboplH/2FdSa8fPVZTq2lmOCk/JJM+UuJaMIKhUtNR9gZf1vOXJkX07+vd7owA7qMu871OtnUqkdW262/jhvwsX8+K1v0RKQYoN0BiNHtJOxu9+RtzAFhRxmVoWVfRl2UB9oDwDyNkjMB8oLJWdlW3eEKQ6LzNWMjEQyRXckMaYyqAGq7SZe3dtBKiWiUuVGJEwvvXEEWmvpaY8lU0keP/hP5pYsZGbxnGyXJgsnuj1nFc/FLdjQBttkrgpc4S4ATGqbvIXITNDopCb6Vt/vDmMpGpUmpwRqQl14VSpSpLArDmpKe86p3kaJbm05lkjuRLJki0Hv8gVBuB+4AugQRXFOz7IFwJ8BA5AAPimK4luCNEf/t8D7gBBwmyiKOzJUu4KCQp4TTSTpCkRxDuKgBvjChdN47r1W/vj6Ib53lfwXf0ddQX70wj5iiRTdkThWQ267WIqTnbgKsif6FVXUUHT5J4FPkkomeXf/W/h2vYTaP7KRYG3UzZLAG2x4+V5mXX5XeovNUaLhINPD7/BO6VWkz/ueu5QsvALqf0v77rU5J1DHk3EC8QD2fjKoQ34vkxL1bCq7nfHQL16j0lJqLKP1hG7wXYXzWNj1LIF4DM04EOkVFIbLLKeVV/a1E4olMOkyM8h6oE3qAaE4qM9MmVUyObTnsUDtDccBxlQGNUCV3UgsmaIzEO17nXKFeLfkRjXay057bEPzG7QFW/jUgi9luyzZcJh6BOqwJNx71CUYIx1n2iQrdIakGsza8S14JqzVOLwv44+E0BlMqFVqyk0VtARzR6BWhVwcU0ufwUqTRDBpzZi1lr7mowFDOdWB92SuKvsM5QrpQeAPwN9OWPYz4HuiKL4oCML7en5fA1wG1Pb8Wwrc3fO/goKCwmm09WQAVhQOfhFaU2LmukXV/POtY3x89WSqi+SbuiWKIt95Zg+xRAqA+s4gC6ptstUzGLFImHJ8JCzydLPujQOpnr18xPtIJZMc/NUyJu/+LfELb0erz60bl0xQv/2/nCXE0M24WO5SskJl7QJCoh6xZafcpZyGN+oG6NdB3bJ7PVWCiHbSyN/f+Ua5pZLWE1w4YtUiTK7HOXRwB1WzlslYmYJCbjKrwoooShnRCyf0PxNjtOxv82PQqpgg4/VRPnCiQJ2veIJSTxb7WMug7nnvNrpDOSdQpwKSQG22n54v/e+6h6kwV7LSuSbLVcmHVVeITq0/LqbpHNij8oufbT1N4QuMYz8H/Eyo7BNQNYp0tdTjnCwZu5yWypxyUOuibho10oBqsaH/bPfxhsNYSmePgzpmrsTR/QbeRGJczR4eNINaFMV1gPvUxUDvnPxCoNcSdxXwN1FiC2ATBEEeRURBQSHnafFKNwdDcVADfPaCqQiCwG9fO5jJsgbl5T1trK3r5MNLpaYg9Z0BWesZDG9bg/RDYZWsdYwGlVqNa9lXcYodHHj+93KXkxUi+14mKmqZtOgSuUvJCmqNhsPqGmze3XKXchreqAeg3wzq6OGNpEQB59xzs12WbFSYK09y4RRNXwGA78BmuUpSUMhpZjkz3yjxQLuf2tIC1DkWjZBrlPcIn22+qMyVjBx3j0A91hzU1fYegdqTgznUoS6SokCB/eSIj72uXex2vcs10z6CWqWWqbjsIwgCDmMpHT1iWsRYhj3lkrkqaHY1AGArmCBvITJjdEwCwNdyuG9ZhdmZUwK1Ie6lVSud83bD+Ha89+IwlfUN+lBYhVZI4utolLeoLDPSJomfB34uCEIj8Avgaz3LK4ETn8GmnmUKQCyRYmu9i1+8XMdNf93KtoZTdX8FhfFFq0/q1D0UB7W0npFblk3kyR1NHOrwZ7K0AQlGE3zv2b3MKC/g21fMQiVIDupcxt8hNSfUF1fLXMnoqF15NXu0c5h54G4iQXle/2zi7NpEnWEeRvP4ma7dbphCTewwiXhM7lJO4kwOamvnDo6qJ2CxjR/3h9NchTvSRSQhfYaX1czCQwHa1rdlrkxBITeptBmxGjQZbZRY1+5X4j2GgFmvoUCvyW8HdWiMOqjtkmGlyR2WuZLTUYfd+IQCVOqTRejH6v6OWWvhfZOukqky+ThRTEtYKrARIBKS17TT2d1MQTJFgS1/TTnpwOacCkCk80jfMqelEk/UQyieGwNA5oSHLq2kASgRHxIlxtK+2Bxt8UQAfK2Hz7TJmGOkXvG7gC+IoviEIAjXAfcBFw5nB4Ig3AncCVBWVsbatWtHWIp8BAKBM9YtiiJtQZHdriS7u5LsdyeJJkElgFEDt/y1i68tMTDBOn5GWxWGzmDvr7HAhsPSBfah97ZxTD00x888nYhOBV/9x0Y+vTD70/8e3R+j1RfnozNgy8b1FOtFtuw9wlp99psYxFMiKmHw582/fyuLgdYuP/7N6zNf2ACkRCkSRSWMdGwU/BNuYPbhb/Lcw9/AOP/aIW8XCgTYKdPfnkiJNA3x/d1LMhHnvGQTr5iX4NqwLkOV5R5eYw3GUIxnnn2EgtJJWT12LClybADn4TvBbQC07qsneejkm69Z0QYO6WZSL+O5lW2iPQNEb2x6lnKtNFHOqp5Kqe+9jJ9nkeDY/25UGHsIgsDMCmvGHNTuYIxOf5TpSoPEIVFq1ee1QO0Ojs0MaoNWjaNAn5MOal3UTbeqkBPburcHW3mz6VWunfYRTFqzbLXJhcNYxq4uKZZNZZWuBXwdxzDUzJKtJnekk+JkElPR+J7EX+ycREJUIXqP9S1zWiTfaGuwhSm2qXKV1oc15cOtK0Gn0mHRKt9dIJ1T7oiLRCqBubQGgEjXUXmLyjIjFahvBT7X8/NjwF97fm4GTrToVfUsOw1RFO8B7gFYtGiRuGbNmhGWIh9r167l1Lq9oRgbD7lYf7CT9Qe7aPZKI8A1xSauW+xgVW0Jy6cU448kuObuTfx+l8gT/7OECcVKXpzCyfT3/hpr/NeziyJzGxdfcN6wtjskHOB3rx2keOpC5lYVZqi606lr8/PKf9dz/aJq7rh6HgDOt18iIJhYs+acrNXRS0swjkE9uNi75+grAJx93hWYCmwZrqp/Dnj28+Mt3yCFyFeXfI9ZxXNHuKfVvPOb/7Da+xS+Wd/BUji0KWE7N69n4fLVIzzm6HBF4lRZhncT2X60DvUGkcKJc1mwavjvrfc638ET8bC66txRDQhkm9dcjeACh7p7RH/3aGgKxCgeoNnpobqj4IIVyy6iQHf89jQei1Ky1sWhklrZ3l9yoO2y8vfX/oZtajkLndLfvefwYmoa70U7aw7mwsxk7AK8vWndmP9uVBibzHJaefStRpIpMe0xHHVKg8RhUV5ooC2PBepeB7XNlNsNukdCtd1IYw46qI1xDwG17SSB+smDjwDwwdob5SlKZkpNZXSFO0iJKXRFkmM50HGMMhkFam/MQ0kyiaVkfDuoNVodHUIRWn9T37Jegbol0Cy7QC2mUhSKfnwaFXZDMcIQDFfjAYeplJSYwh1xYauYAkDSc2yQrcYWI71rbQF6wxbPB3oDYZ8BbhEklgE+URSzbyvMIifGdlz1hw0s/MErfOqfO3h+VytzKwv50dVzWPeV81j7lfP4wQfmcMnscqwGLZU2I3/76BLiyRQ337+VDn/+XiQpKIyUVm94yPEeJ/Lx1ZOwmbT84r91Gaiqf0RR5JtP78Jq0PDVy2b0La8wCxzpCpJKiVmrZbio/K10iyZZxOlkKsnf997HXa/eRHesm3AixKdeu5V73vsdseQIYxwu+DaFBDn6n/9Lb7E5hK9VmpKnL6kZ0fbf3/xtvrLu89zy4g2sb3oTUczd9+eJGO1O/KIRcqxRoifqRi1oTnN4eFrqUQsi2CfKVJk8VJiPu3B60dUsQSWItO7dIFdZCgo5zawKK+F4kqOu9MeC1bVJzmxFoB4aZVYDHd35nUFt0qkxaMfeLNwqu4kmb+45qC0JLxHdyYOvbzS+wnLnOZSZx6db12EsJZFK4I16MPXECMbcTYNslVm6U0GKkykKi8tkrSMX6FQ5sISPX6c5e67dTuwhIhdBnwutkKRbIyrxHidQapTet52hdsyFdroxo+6W//XKJoMK1IIgPAJsBqYLgtAkCMLHgDuAXwqC8C7wY3qiOoAXgHrgEHAv8MmMVJ0DeEMxfr8zwsLv/5fr79nC3W8eRqtW8fkLpvHkJ1ew81sX8eebz+YjSycO6I6uLSvg/tsW09Ed5bb7t9EdiWf5r1BQkJcWb2TIDRJPxGrQcte5U3jzQCdb67PTkOOJHc1sa/Dw1ctmYD9hSmW5WUU0keqbLZGLGEOtdKkdWT9ua6CZz73xce7d9XtWVZ7Hg5c+zgOXPMZlNVfxj333c+d/b6TOvXfY+50wdyXbzedyVvM/8HWMzS/tcFcDANbyycPetjvazTH/UVY6VxOMB/nSm5/l4/+9le1tb6W5yvSjUqk5qp9GsXeP3KWchDfqwaa3n+bw6O7JhTM4hv865TNFhmL0agMtgeM3ohWzJSd15MhWucpSUMhpMtkosa49QKFRS2mBPu37HouUWw20d0dy2lxwJjzB2JjLn+6lushIizdCIpmSu5STsIo+YvrjQloilaAz3M7kQvmjEuTCYTouplnLpYH6pE/e6/JuIliSajTasXl+DAefppTieFvf70WGIgxqQ040Sgx4pJxlvypJkWH89HAZjL5zqieHulPlwHjCIMN4YFCBWhTFG0VRrBBFUSuKYpUoiveJorhBFMWzRVGcL4riUlEU3+5ZVxRF8VOiKE4RRXGuKIrbM/8nyMPjbzfxdnuSqxZW8pebz2bnty/i8btW8LkLazlrgh3NEKbdA5w1wc6fbz6bA+1+7nhoO5F4MsOVKyjkDi2+MM4ROKgBblleQ2mBnl/8ty7j7lBvKMaPX9jH2RPtXHv2yY0GK8zSuV7flbuNEi2xDrq12ROoRVHkxSP/4aMvX0e97yDfWPojvrv8Z1j1hVh0Bfzvku/w03P+gD/ezV2v3sx9u/5EPDm8ATrDpd/BQIzmZ3+Yob9CXnqncxU7h5/DvM8tibs3zryZx658mq8t+RbtoTY++dodfOq1O9nd9V5aa0033fY51CTqiUVzZ2aRN+Lpt0FitLMegIKeaXjjBUEQqDA7aT3BhWOxOzgmOLF05pb7PZcQBOELgiDsEQRhtyAIjwiCYBAEYZIgCFsFQTgkCMK/BEHQ9ayr7/n9UM/jNTKXrzBKaksL0KqFjDRKPNDTIFGZJj00yqwGEikRVzC3GvIOFXcoNubyp3upsptIpsScimBJxOMUigGSxuOxcu5IFykx1ScojUccxuNimrnATlDUowq0DbJV5ggnQkSEFKZU9nsU5SJBfSkO0d13PS0IAhUWZ04I1GGP9D7pJqI4qE/AcYKDGqBbV05htF3OkrJO/gRT5hibDrsoMwn8+Oq5fbEdI+XcaQ5+ed183mpw89lHdubciLGCQiYIRBP4IwkqRuCgBjDq1Hzmglq2NXhYe6AzzdWdzM9ersMXjvPDD8xBdUpuZHmPQH24Q96u1WeiONlJ2Jid6YfeqIdvbfwSP3nrO0yzz+D+S/7NxTWXn3bTvKxiFQ9e+gQXTXwff9t7D5945SMc9Owf8nGctQvYZruUxR1P0tV8KN1/huyou5txY8Vgsgx72z2u3QDMKpqFRqXl6tpreOL9z/KFs7/CIc8BPvryzXxp7Wc54MleRM5wUFefhU5I0Fz3ttyl9OGNurEZ+slV9h4lKQrYK7Lb0DEXqDBX0nbKNNFWyxwmhPchppTrmFMRBKES+CywSBTFOYAauAH4KfBrURSnAh7gYz2bfAzw9Cz/dc96CnmMTqNiamlB2h3UoihyoM2vNEgcBmVWScDK10aJnlD8pNl8Y4lquzTzOJdyqAOeDlSCiGg67vTsCEkCW6mpXK6yZOdEB7WgUuFWFaMPySemucNuAIyMv4aV/REzlqISRFzNh/uWOc2VtATld+TGujtIAv5UiCLD0PoJjQcKdFZ0aj1d4Q4AwqYKHKkOmavKLopAPQLiSSl3elZx+nK/rlpQyXeumMV/97bzjad2501eqILCSGnticQYScRHL9cvqqa6yMgvXq7L2DTNncc8PPLWMW5bUcPMCutpj1t1UGDQUN+VmwJ1LBKmGB8JS+YF6i0t67n9pWvY0rqeu+Z/gV+tuYdys3PA9Qt0Vr629Af8eNVv8ETdfOKVm3hwz19IpIbmprZf8V0EUrie/UG6/oScwRhuoUs9MlfOXtduaqyTsOiOixV6tZ4bZ9zEU1e9wF3zP8M7nTu46YXr+MaG/+Vod0Oaqk4PpdOXA+A9lDtREb0RH6ei8zfRIZSg1Y2/afXl5kpaAs0nXa/EKs6mBC9dJ9wMKZyEBjAKgqABTEArUi+Xx3sefwj4QM/PV/X8Ts/jFwiKPTbvmVlRkHYHdYsvgj+aUPKnh0F5YZ4L1MEYRWOwQSJIER8AjZ7cyaEOuiUxWl1wfDZiR48QW2ocvwK1TW9Ho9LQ2SOm+bQlmKPyiWmuSBcAJrVNthpyCrN0H+FrPUGg7nFQy601Jbo78apUiIhKxMcJCIKAw1hKR885lbRWYiVI0OeRubLsoQjUI+C9Ji/BWDKtAjXAbSsn8dnzp/Kv7Y387OXcdLYpKKSL3szmkUZ8gORG+sKF09jT0s2z76V/NDiRTPHNp3dTWqDnCxdN63cdQRCY4rBQ35mbER/etgbph8LKjB0jkgjzq+0/4v+t/wyFejt/uegf3DDjVtSqoX1Grqxcw4OXPs551RfxwO67uevVW6j3Du6KdlTXsq3kahZ7nqetfvdo/4ycojDWjl8//JseURTZ3bWLWcVz+n3cpDVx+5yP8/RVL3D77DvY0LyO65+7mh9s/jatAfkdFQBlE6fjw4yq9R25S+nDG/Vg158+BbEg3IxLOz5vTp2WSkKJIN0xX98yS600uNC1b71cZeUsoig2A78AjiEJ0z7gbcArimKiZ7UmoPfDuhJo7Nk20bO+YjPKc2ZVWOnwR+n0p69Bn9IgcfiUWaVBxVyKkRgOnmBszDqoKwqNCAI0eXLHQR32SWK0tqC0b9lxB/X4jfhQCSpKjKV0hiQxLagvxZbskq2erpA0o7ZAq3xVAmis0vs10nmkb5nTUkkwHsAf88tVFgBiqJMutXSfqER8nIzDVNYX8aHqacLubauXs6SsopG7gHxk0yEXggAzi9LfOfkLF03DFYxx99rDFJt1fHz1+Gq8pDB+aPVJNwUjjfjo5aoFldy/8Qhf+ve7BKNJPrx0QjrKA+DvW46yp6WbP374LCz6gT8uJzvMbDqUnWaNw8XfcRQAfXH6npcT2efazY+2foNG/1Gum3YzH5/3afTq4btJC/U2vrX8/zi3+kJ+uf2H3PHKDdw++y5umHErGtXAz335ld8i9sCzBF74Lnz68QHXyyfEVIrSZActlhXD3rY91IY74mJOydwzrlegs3LXgk9z/YwbeWjP/Txx4N+82PA8V0+9htvnfJwSY/abavYiqFQc1U+npHv4DTQzQSwZIxgP9BvxUZxoo8G6WIaq5Keitxt8oIlCvQ0A5/TFRJ7TIjZuAz4qX3E5iCAIdiRX9CTACzwGXJqG/d5JT7PysrIy1q5dO9pdykIgEMjb2odD3CX1mvnXy+uZU5Ke27AX66Uc5Y6D77K2QTHZn0p/761kSkQAtr5XR2X4SL/b5SqJlIg/msDX0czatZmNuMsmJ75Odr3A9n1HWKvNzsB5PCWiOsMEle6DUm+F1g43/s3SAOxu9w70goGDb7+TjRJzilAgwM6e58GUMHCkrY6dm9eTSJlZmHKzbuObCKr0+yATKZEm9cCv01tuqaZk1MSWDevSfvx8I6EykhQFfEd39T0fgZBkKnh5w7NU66vPtPmIiSVFjqnO/F2U7DxGi1oyqbkONbOzSTE29KIJCByLHmXn5vX4u6VZxYe3r6XDnd5ZJZFgbl53KQL1CNh4uItZFVYsuvQ3NBQEge9fNQdPKMYPn9+H3aTjQ2dXpf04Cgpy0+oNoxKgbJQd59UqgX98fBmffWQnX39qF/tau/n2lbPQDrFR6UB0dEf45X8PsLq2hPfNPbNDcorDwpM7mglGE5jPIGTLQczVCIDJkV6BOpFK8Pd99/G3PfdQbHTw6zX3cFbZklHv95yqC5hXspDf7PgJ9+76PeubX+drS75PTWH/Tejs5dW8XXEDq9se4r29b1E1a/Q1yE23p5NyIYpoHb7rvS9/egAH9akUGYr5wtlf4cMzb+H+Xffw5MHHeebw01w5+SqWO1ewsPTsk6JCsoW/aC4zW/5OMBxEb5Q3S9AblabV2U5xUMciYUpFDwesmRn8yXWcFunapDXYzMye95tWp+eIdirFntxuxCkTFwJHRFHsBBAE4UlgJWATBEHT45KuAnqDvZuBaqCpJxKkEDhtJFQUxXuAewAWLVokrlmzJtN/R0ZYu3Yt+Vr7cFgQivHTba+gdUxizbnpaa76dNtOKgrdXH7ReWnZ31hjoPeWY/OrGO2lrFkzL/tFjYKO7gj89zXOmj2dNcsmyl1O2jjxdZpat5m4KLJmzfAH6kdCSzCO4Qz3DbtbtwAwd9l52MokUe/xDU9SoXKycPnqrNSYS+zcvL7v767Z/DwH3HtZuHw1e5o3oDv0H6ZMr6WwZOCIv5HiisSpsgw8c2D92tdQdYtMrJ7LwlXnpP34+caWDevoEIopErqZ2/N82N0O7nvxPopry1g2ITPPUVMgRvEg/dkO7vgjBwTp+n7povOpLhg7n2WjZdt7O3mnbifzl63E01IJh79OsVlgdpo/a97etC4nr7uUiI9hEo4l2XHUy8qpmcvKUasEfn39AlZOLeZ/n3iP1/ePr86dCuODZm+EMqsBzSiFZIBCo5b7b1vMJ86ZzMNbjnLzfVtxj7Iz+w+f30c0meIHV805rcHfqUwukb5gj3TlXsxHyicJ1Lby9DVxa/If5TOv3c4Du+/m/AmXcP8l/06LON2LzVDEd1f8jO8s/ymtgWbu+O+NPLL/QZKp/gcFJ171dbpFE4lXvpe2GuTE0ypN49IWDf9ibU/XbrQqLbW2/iNpBqLMVMbXln6Lx658mvMnXMiz9U/zpTc/x4WPn8NHX7qJP73zO95q3UIkkZ3p0Nrqs9AKSZr2b8vK8c6ENyI13Tk1g9rdchiVICLYx+dFda+Duu2UZjsu+zwmxQ8Rj6UvwmCMcAxYJgiCqSdL+gJgL/AGcE3POrcC/+n5+Zme3+l5/HVR7tBIhVFjM+motBnT2iixrj3ANKVB4rApsxryMuLDHZKub4vGaMQHQJXdmFMRH0JQcqpb7McjPjpD7eO6QWIvDmMpneEORFFEbZOuC/wdx2Sppcvfgj2ZwlCUuVjDfMOtLccSPn6d5rT0zn5rHmiTrKCPuWnTSrOo+4vQG8+UGEtJpBL4ol5sZRNIiCrouZ8fDygC9TDZftRNLJlixZTMZhvpNWr+cvMiZjutfPIfO9je4M7o8RQUsk2rL0zFKPKnT0WtEvja+2byq+vms+OYl6v+uIH9bSO7Adx4qItn3m3hrnOnUFMyuHtzssMCwOHO3GuUqPK30i2aMBXY0rK/lxue42MvX88xfwPfWf5TvrnsxxToTm8emQ7On3AJD172BEsrVvHnd3/DXa/ezMbmN09r7GGxO3hn4m2cFd5Mw843MlJLNgm0NwBgLhv+oMJe126m22egVY+seVJVQTXfW/EjXrt2A3df+Fdun/1x1Co1D+99iE+//gkueGwVd736Me7b9Rfe7dg55IaWw6VspuSa6j78Vkb2Pxx6HdSnZuQF2qSmMwZH+gZ/8gmT1kyhzkZLoOmk5UL1YgxCnJY6+QcXcglRFLciNTvcAexCuga/B/h/wBcFQTiElDF9X88m9wHFPcu/CHw160UrZISZFda0NUpMJFMc7ggwQ8mfHjZlVkNeNknsNWDYTWNXoK62m2jrjhBNpH+28khQh134MKM5oSFyR6hNEaiRBOpoMoI/1o2+RxgOdTUNslVmcEe6KEkmMdkz3xg+XwgaKymKHzc7FuisFOgKZBeoTQkvXVo9OpUOs9Yiay25hsMoDYR1htpRazR0CsXoZH69sokiUA+TjYdcaNUCSyZlfqTHotfwwG2LcRYa+eiD20Ystiko5CKtvsio86f744NnVfHvTywnGk/xwT9t4uU9bcPaPppI8q3/7GZisYm71gxt+u3EYhOCQE42SjSGWulSpydP2BXu4mfbvsu0olk8cOnjnD/hkrTs90wUGYr5wcpf8q1l/4cv5uXrGz7Hx16+nteOvXSSo3rKlV/GRSHaN36Q8ZoyTdzVAIC9YnjCZzKVZJ97D7NKhhbvcSZ0ah1nly3mE/M/xb0XP8Sr167jN2v+yPXTP0wwHuSe9+7mjldu44LHVvP5Nz7F3/c+RJ17HykxNepjAzgqJ+OiEHXrzrTsbzQcj/g42UEd7Wk6Y62ozXpNuUKFpZLW4MkXzSUzpSmIgYOb5SgppxFF8TuiKM4QRXGOKIo3i6IYFUWxXhTFJaIoThVF8VpRFKM960Z6fp/a8/j46ZAzxpnttHK4M0CTZ/R5kg2uILFkSnFQj4DyQn1eCtSeoDQwbDePbCA6H6guMiGK0OLNjddHF3XjEwr7fo8lY3iibkWgRmroBtAZbqfAIc0oi3vkEah9cS8lySRWh+Kg7iVurcYhuohFj59LFWYnLUF5Bc+CpBePRkORoXjQmcrjjRPPKQC3tgxLZHh6Rj6jCNTDZNPhLhZW2zHpspMzW2zR87ePLcGoU3PLfW/RmOZwdAUFORBFkRZvmMoMCNQAC6ptPPuZVdSWWvjEw2/z+9cOnua6HYh719VT3xnke++fjUE7tEaoBq2aKruR+hyM+LDEOujWpkegfvbw4yRSCf7f4u9ktWu5IAhcOPEy/vG+//D1pT8kISb4/uavcvOLH+D5+qeIJ+MYC2zsnXonc2PvcGjzs1mrLSP4moiIWmzDzO9r6K4nnAgze4j508PBrDWzonIVnz3ri/ztskd5+Zq1/HT1L7li8vtpCTTzu52/4uYXb+Dix9fw3U3fJBQf3XeVoFLRaJhOqX9fmv6CkeOJ9kZ8nDIw7TlKXFRjKx+fGdQgxXycJlBXTqELG7rWt2WqSkEht7lucTUGrZpvPr17yNcmA1HXJs3cmq44qIdNWYEBTyhOJJ4bLt2h0hfxMYYd1FV26f4gHYM46cAQ9xDQ2Pp+7xWOsnktnKs4jD1iWqidwrJqUqIA3dlpbnkqvlSQomQKa5EycNCLyj4BtSDibjneDNZpqZTdQV0o+vFqBOyGzKYS5CO951RHSPqcCRgqTnLBj3UUgXoY+EJxdjX7WDE1uydSld3Ewx9bSjSR4ub7ttIVUHIdFfIbdzBGNJFKa8THqZRZDfzrE8u5emElv3zlAJ/+505CscQZt2l0h/j964d439xy1kwvPeO6pzK5xEJ9DkZ8FCW7CBtHf6EWT8b5z+HHWVqxkiqZGlloVFouqbmCBy99nB+s/CVmrYWfbfseNz5/BY8f+CfVl/4PbZRQuPFHiKn0OHnlQBdsoUPlGHYH9OE2SBwNNr2N8yZcyFcWf51/X/k0z1/9Ct9f8WPOqTqXlxte4AtrP004Mboby2DJPCYkjxEK+NJU9cjwRT1oVJrTpiDqA410qErQaMeuSDAYTksV7aHWk2YzCCoVx4wzqQjslrEyBYXcpdJm5MsXT2dtXSfPvDs6IaeurRuVAFNLlSnSw6Ws5xq0ozu/7qs8PREftjEsUFcXmQBodOdGDrU54SWsPT6LqiMkuRkVB/Vxt2dHuB2tTo9bKEQTzL7bUxRFuolhSWpQa3KrYb2cGEul2ZjelsN9y5zmSlqDLaMeIB0pkaAfkxClWy0qAnU/2A1FqAVN30BYzOLEIbpIJs6sY4wVFIF6GGyudyGKZLRB4kBMKyvg/tsW09Yd4db738IfyUzup4JCNmj1SdOMKgoz46DuxaBV86vr5vP1983ghd2tXHP35gHdGKIo8p1n9qBRCXz7itnDPtZkh5kjXUHZvuz7IxYJU4KXhGX0nbTXNr2CO9LFB2tvTENlo0MlqDin6gLuueif/PycP1FhqeT3O3/Gza9+kN9POwdn8iAH3nxU7jJHjCXShk83fFfOnq7dFOgKqC7IvqPXYSrl0kmX8+3lP+B7K37Eu507+dLaz42qqaJ+wlmoBZHmffLmUHsibmx6+2lTEAsirbi14zvnsNzsJJFK0BXuOGl5wLGQCWILAU+nTJUpKOQ2t66oYX61je8/u7dPcBwJde1+aorNQ57xpXCccqskULf7cyNGYqh4QjEK9Bp0mrF7G19uNaBRCTTmiIPamvIRO2EWVa+zURGopSg+laCiMyRdB3jUxRgj2Xd7dse6SQoixlTmzE/5SGHFVAAincdTwpyWSqLJKK6IS5aa/G5pAMMvxClSBOrTUAkqSoyO49fWhdVohBTednmaj2absfvNlgE2He7CpFMzv8omy/HPnmjn7pvOpq7Nzx1/2553U9IUFHpp9kqOiExFfJyIIAjcec4U7r91MY3uEFf9YSPb+mk6+sredl7f38EXLppG+Qic3ZMdFkKxZE51hPe2H5V+KBx9FtuTBx+lyjKBJeUrRr2vdCEIAksqVvD78+/nd+ffzzT7LJ6Jb+eiCVW8evBnuINdcpc4IooT7YSMwxc+97p2M6toNipB3q/2i2su49vLvs/b7dv4yrrPE02OzJ1WPmM5AP56eZvteaOe0+M9AEeilaBx9IM/+UyFuacbfPDkvEnDpKUAtO5Zn/WaFBTyAbVK4CcfnIsvHOeHz488yuhAe0CJ9xghvdd6bb7cuW4bCp5gDLt57LqnQTo/nDYjTR75HdSpZJJC0U/ScKJALQlsvc3MxjMalYZiQ0mf29Ovc1AQy/71tysiHdOEMpvkRIqdk0iKAinP0b5lTkvPtZtMMR9hTxtJwE9EEagHwGEs7Rv00RVLxqPutsNn2mTMoAjUw2DjoS6WTCqSdcT6vOml/OLa+Wypd/P5R98hmcodt6aCwlBp7RGoK2zZG+U+b0YpT31qJVajlg/fu4VH3jo+ChmKJfjes3uZUV7ArStqRrT/KSVmILcaJfrbGwDQFY3OUbvPtZu9rve4uvYG2cXPgZjvOIufn/tH7r3oEabpa3nMKnL9c5fyh50/73O65AOxSAgHHhIFVcPaLpIIc8h7kFnFczNU2fB43+Qr+cay77C1dTNfXfclYsnhOwSLnTV0UIS2/Z30FzgMvD0O6hOJhAKU4CVurZapqtzAaZHep62n3ORUzFpFShSINcjrfldQyGVmVlj5xLmTeWJHExsODl/QCceSNLiCSoPEEVJW0OOgziFjwVBwh+JjXqAGqC4y5kTvpYC3E42QQjQdn0HdEWqnUGfDoMm80SYfcBjL6Oy51o4YyrCnZBCow9IxjWr7IGuOL7Q6PR1CMVr/cSOB3AJ11NeOR6VCRIn4GAiHqaxv0MfUE9MS6Tx6pk3GDLmpNOQgbb4IhzuDrJyS/XiPU/nAwkq+fcUsXtrTxjef3pVTkQIKCkOh1RdBp1FRnOUL7KmlFp7+5EqWTynha0/u4jv/2U08meJ3rx2i2Rvmhx+Yg1Y9so/FyQ5pxP5wDuVQx1yNAJhLRydQP3nwUYwaE5dNen86ysoo04pm8qur/sVvWzWcE4jyxMFHufH5y3nK8wQpMfdzqd2t0sWHyj484bPOvZ+kmGR2Sebzp4fK+6dczdeWfIuNLev5+oavEE8OP5qq2TidsoC8jRK9UQ92w8kOak9Plp9gr5GhotyhzFSOSlDRGjw5R9dcaOeYuoqCrnfkKUxBIU/4zPm1TCox8/WndhGODW9m5KGOAKIIMxQH9YiwGjUYtKq8dFAXmbRyl5Fxqu2mnGiSGOiJI1BZjjcc7wy19WUvK/SKaZLbM2kppwg/sUh23e+ukCRQW3TpaQw/lvBoy7GEj1+nOc3S7L+WoDwCddzfhUstxVIpDur+6R30EUURu3MKACmvEvGhcAKbDksfetlukDgQH101iU+fN5VH3mrkl/89IHc5CgrDosUXwVloOC3TNRsUmrTcf+si7lg9iYc2H+WGe7bw1/X1XLeoikU1p0/jHyplVj1mnTqnHNQpnyRQ28onjXgfnoibNxpf5tKa95/WJC5XUanVGM/+Gr/ubOZ72qtYU3URb/rXUufeK3dpg+JrkzLiDMU1w9oumw0Sh8PVtdfwlUVfY13TWr618askUsMTqUOOeVQnmwn6To/lyRae6OkOan/rIQAMpZPlKCln0Ki0OIxltJ4S8QHQVjCXiZF9ed2wVEEh0xi0an589VyOuUP85rXhXc/vb+sGYJoiUI8IQRAotxpo9+dXk0T3OIj4AKiyG+kKxIY9cJNuIl7Jxai1Ho/z6Ai1K/nTJyDFEfTMVrRK4mdfzGCWaPFI4l2BafSxhmONgNFJUfx440qDxkiRoUg2B7UY6MSlkQRqxUHdPw5TKZFkhEDcj6nAhg8z6m55Xq9sowjUQ2TjIRdFZh0zy61yl9LHly6exo1LJvCHNw5x/4YjcpejoDBkWrzhjDdIPBMatYpvXD6LX1w7n11NPiwGDV+9bOao9ikIApMdlpxyUKv8rXSLJkwFthHv49nDTxBPxflg7Q3pKywL1K76IHs1s1hR9zfumPFJBAS2tm2Uu6xBiXQ2AGCtqBnWdntduyk3VVBilH+Wz6lcO/0GvnD2V3i98VW+u+mbJFJD70JtmLgIlSDStG9LBiscmGgiQjgROi2DOt7VAEBhxRQZqsotKiyVp0V8AMQrzsaOn/aG3B8YUlCQk+VTirlhcTV/XX+E3c2+IW93oN2PTqOipticwerGNqVWA+355qAOxSgyjX2BurrIBCC7izrmk5zBettxx3RHuI1SxUHdh8NURigRJBgPoLNLAnGgszGrNbR5j6FLiVgKFIH6VOIFVThEF/HY8cE4p7lSNoFaCHXRrtIAioN6IEp68u17c6i7VKUYQ61ylpQ1FIF6CIiiyKbDXSyfXIxKlX3H50AIgsAPPzCHS2eX8/3n9vL0zvExqqKQ/7R6w1nNnx6Ia86u4vnPruJfdy6nKA1ulMkOc045qA3hNlzqkQuWiVSc/xz+N4vLlzPBWpO+wrKAoFIRPOeblOKm65UHqNZV81Zr7gvUSa90QV9cMTxn7h7XbmblULzHqdw44yY+s/AL/PfoS/xg87dJpobmiHLOkholBuvlyTL2Rj0ApzmoBe8xYqIae/lEOcrKKSrMlf1OEy2cJr127rpN2S5JQSHv+NplM7GbdHz1yfdIJIc262B/m5/aUgvqHLo3yTfKrYacam49GJF4klAsOU4c1JJA3SizQJ0MdAJgtkuO6XAijD/WrTioT6A37qQz1I6pRIoVjLpPn1mVSToDrZQkkxiKht9kfKyjsk9ELYi4Wo4bGp2WytPi2bKFOuymRS2d34pA3T+9A2C9OdQ+fRnWWNuZNhkzKAL1EDjSFaTVF8mZeI8TUasEfnPDApZPLubLj73LG3UdcpekoHBGEskU7f4olbbcaCxSW1bA9DRNj51cYqHFFyYSl3c6Yi8F0XZ82pF3GF/X9Dpd4U4+VHtjGqvKHlOWXMq7+kXMrb+PaZpa9rl30x0dujtNDtTdzXRhQ280DXkbb8RDc6CJ2TkW73EqN8+6jbvmf4YXG57nR1u/O6RMcJujklYc6Dvey0KFp9MrUJ+aQa0PNNKuKkXVk6E3nnGaq3BHuogmThZ5ymvPIiTqEZq2y1SZgkL+UGjS8r33z2Z3czcPbGwY0jYH2v1MVxokjoryQgPt3ZG86efjCUkNh+3jwUFtl+4TmjzZzTI+jWBPtnGRJEh3hCSRqNSoOKh7cRiPi2nWUqmHStKXXeOcJ+qiJJnEVKQ4qE/F4JBML76eeDqQBOq2YNuQDSPpRB9z06YxoFPrMWmUGUD90XdO9UTnhI1OHMnxofMpAvUQ2HjYBZATDRL7w6BVc88tZzOjooC7/v42bx/1yF2SgsKAdPijJFOirBEfmWKyw4woSoNauUBRsouwceQOjycPPkKlpZqlFavSWFV2SV34bez4mdbSRkpMsb1dnqiIoWIKt+LSDG9QYa9rD0DOC9QAt8/5OHfMvYvn6p/hJ2/9cEgidYt5BuVBeRol9grUhac4qK3RFjxaxT0FUNHTbKc1dLITR6PVcURXS4lPnsEFBYV8431zy7lwZim/fKWOY64zu0a9oRjt3dG0DbCPV0oL9EQTKXzh4TfxlQN3UBKoi8xjv0mio0CPXqOi0S2vg1oVduEXjegM0n1Ln0CtOKj7cJik69aOUAcWm4OIqEXlz24cgS/uoySZxFqiOKhPxdbTZC/ccbKDOikm6OjNDs8ixriXLq2OIn2RLP2o8oFiYwkCQp+DOmmtxCqECPhcMleWeRSBeghsOtRFpc3IxOKhO9qyTYFBy4O3L6Gi0MhHH9zGgXa/3CUpKPRLq09yQuRCxEe6meyQRoFzIeYjFglTgpe4xTmi7Q+497Gr6x0+MPU6VEL+flVMnLuK7abVfNi9lgKtla2tG+Qu6YzYYm0E9MO76dnj2o1KUDGjaFaGqkovH5/7CW6ffQdPH3qCX2z7yaDOtYhjPlViG92ezixVeBxPRGrOeKqDuiTRTtBUlfV6cpEKi+RWag2cPp3XY5/PpPhhomH5PxMVFHIdQRD4wQfmoFGp+MbTu8742VjXJl3nKw0SR0d5oXQtmi8xH96QJKSPBwe1IAhU2Y00uuV1UGsjLnyqwr7fewU9RaA+TomhJy833I6gUtGlKkYXym4cQbcYoiiZwlqkvC6nUuScRFIUSPU0kgQpgxroN6It01iSPjwaNUWG3DR/5gIalZYiQ0lfBrW6SIoU9LWO/b5z+as6ZIlUSmRzvYsVU4pzfoSnxKLnbx9dgl6j4ub7tsreVEJBoT9avNJNgHMMOqgnlfQK1PI3Suztni0Ujmyq2xMHH8GgNnDZpKvSWZYsxGZ+kEIhzBzTNN5q2zQk164ciKkUjlQnUcvwXrO9rt1Msk7GpM3dQdQTEQSB/5n/KW6aeRuPH/wXv37752cUYow1iwBo3pP9LGNfPxnUkaCPYnzErdVZrycXqTBLQn1/WYaqCUvQCUla98uTIa6gkG9UFBr530uns/5gF0+dobdMrxFlhiJQj4pyqyRQt3dHB1kzNzjuoB77AjVIOdRNXnnvZw0xDwG1re/3zlAbAkJfEzMF0Kq1FBmK++IIfJoSzNHsmQoSqTgB4piTWiV6rR90egOdQjHa7uONK5099xpyNEosFH141WBX8qfPiMNU2uegNpRIAnWwo0HGirKDIlAPwt7WbryhOCun5scIT3WRiYc/tpRwLMkt972FK5AfF1wK44cWr+SEcI5BB7VJp8FZaKA+ByI+/D0Cta5owrC39UbcvH7sJS6puZICnTXdpWUds3MaANMTxbgjLg55D8hcUf90u9sxCjHEwqE7c0VRzPkGif0hCAKfWfh5bphxE4/W/YPf7/z1gCJ15ewVAIQbsp9l7Im60aq0J2XkuZsOA6Auqsl6PblIkaEYvdpAaz83OaWzpHigwOHN2S5LQSFvuWnpRM6aYOMHz+0d8Dp+f5ufAoOmT2BVGBllvQK1Lz8c1H0Z1ONEoK4ukt9BbU54CWltfb93hNqxG4rRqsd+zMpwcBjL+sS0oL4UWyJ7ArUn4kEUwCSOPfNTunBryzGHj1+nlZnKERCyLlDHY1GsBOlWJU+bnahwMiXGUjrDkoO6sFzKEY+7jspZUlZQBOpB2HhIaoywYkr+jPBMLy/g/tsW0+ILc/uD2whEE3KXpKDQR6svQoFeQ4FhbF7YTXZYcsJBHXNJ07jMpcMXqJ+tf5JYKsYHa29Id1myUDxhJgDTA5IAmqsxH+7megB0PdO4hkJLoBlv1JMX+dOnIggCXzjry1w77Xr+vu8h7n73D/2K1Fa7gyahHEPnu1mv0Rv1YDslIy/QJgnUhtJJWa8nFxEEgQqzk5bg6REfRc5JtFOEoW2HDJUpKOQnKpXATz40j0A0wQ+e29vvOgfa/cwoL8j52Z25TqlVD+RPxEevg9pmHJvX0KdSbTfhC8fpjsiXEV6Q8hHTHRfSOsJtlJqUBomn4jCV9sURxEzlFKfciKnszFh0RaRcXgPKjJKBCBidFMWPx65o1VpKTWVZF6gD7g6SQECIKxEfg+AwlvXNSigsrSYuqsF3+rX2WEMRqAdh42EXtaUWSvPMobCopog/feQs9rR084mHtxNNZL9Dq4JCf7R4w2Myf7qXyQ4z9Z1B2TvCJ3u+wGzlwxPREqkE/zn0GGeXLaWmcEomSss6pgIbXWIhxd42am0zeKst+1ERQyHQIQnU5tKaIW+zx7ULyI8Gif0hCAJfWvRVrp76IR7c81de9L3Y73pt5pk4g/uzXJ00m8B2SoPEmEvKfyt0Ts16PblKhbmStgFyDBtNs6kM7slyRQoK+c20sgLuWjOVp99p4c0DJzsRRVFkf5ufaWWKGDNa9Bo1RWYd7XkiUHuCMQqNWjTq8XELX2WXosuaZHJRi6kUNtFH4oQogo5Qu5I/3Q8nOqhTBeUYhDgBb3Zc1F1h6TgmtX2QNccv8YIqSkUX8djxWTlOSyUt/cSzZZKgpw2PWoWISJHioD4jpaYyAnE/oXgItUZDp6oYfT9mkLHG+Ph2GyGxRIptR9x5E+9xKufPKOPn18xj4yEXX/jXOyRT8gpmCgoALb4wTtvYnYI1ucSMP5qgU+Z4HbW/hW7RhJMYcUoAAJ0RSURBVKnANqztNjS/QWe4nQ/V3piZwmSiTVVOQegYSytWsqfrXfyxbrlLOo24W8qGszuHPjCwx7UbvVrPFFv+iqUqQcX/W/JNrpj8fl7yvcgB9+lCdLR0HhV04u3MrtPDG/WcNgVR5T1GRNRiL1UyqHspN1fSEmjud2AuVLqASrEdX1d2b4IUFPKdT503hSkOM19/chfBE2ZDtnVH8EcSTFfyp9NCmdWQNwK1OxQfN/nTIEV8ADTK1Fcp6PegE5KkzJJALYoiHaE2So2Kg/pUHKYy/LFuIokw6p7+N772Y4NslR5coR6BWq+8LgOhsk9ALYi4Wo432XNaKvuNZ8skEW87rp6ccCWD+sw4enLuu3piPjyaUiyR7DYflQNFoD4DO495CMeTeRXvcSofPKuKb14+kxd2tfGt/+yW3dWpoNDqjVAxBhsk9jLZYQGgvlPeHGpDuA2XeviDa08cfIRys5NlFaszUJV8uLTlOGLNLK1YRVJMsqM995q2Cb5GQqKewqKhN97Z69rNjKKZaFT5Pd1XJai4dfbHADjoPXja4+ZJiwFo2ZvdLGNP1E3hKQ5qQ7CRDlUpgkq5hOrFaakklAjSHfOd9php8jIA2navz3ZZCgp5jV6j5icfmkezN8yvXjneO6GuTWqQOF1xUKeFMqs+byI+PMEYdlN+f98Ph+peB7VHHgd1wNUKgMrskH6P+wknQoqDuh8cPaJ9V7gDQ7HUSyXUlR2ButkjHcdqcmblePmIwSHNqPW1Hupb5jRX0hnuJJaMZa2OuL+jT6BWIj7OjKMnSqh3ZkLA4MQeb5ezpKyg3F2dgY2HXagEWDo5fwVqgI+vnsxda6bwz63H+PUrudkcTGF8EIkncQVjOAvHdsQHwGGZc6gLou34tMPrMH7IU8d7nTu4eur1qFVjqwt2wFBBGS6mGCdh0VrY2rpR7pJOQx9splPtGLLwmUjF2e/ez6w8jfc4lUpLJSpUHO0+ctpjVbOWkxIFIkez2yjRF/Vg15/soLZGWvHoKrJaR65TYZbcUq39xHw4Z68gKQokjuXeoJCCQq6zuKaIjyydwAMbj/Buoxc4QaBWHNRpodxqoM2XH03l3cHYuHJQ20xazDo1jW55HNRhryQGaa2SQN3RkwfrUDKoT8Nhku45OkIdWBxS/5u4Jzvu3HZfIwXJFMYe57bC6RRWSLMzwx0nO6hFRFqzGPOR9HfS1SdQKxEfZ6Kkx0Hdl+1uceIQ3STi2RtQkANFoD4Dmw51MbfKRuEYaETxv5dM5/pF1fzu9UP8a1t2RjMVFE6lradL+liO+HAWGjFoVbI7qIuSXYSNw3N4PHnwUQxqA5dPvjpDVclH3CQJit7mw5xdtoy32jbm3IySgkg7Pu3Qb3rqvYeJJiN5mz99KhqVlhJNCUe7G057zFxYRKO6ElPne1mrJ5IIE06EsRlOdlA7ku0EzcpN0In0CtQtgdOz8QzmQhrUNRS6st/kUkFhLPD/LpuBo0DPV5/cRTyZoq7dT5lVj800foTKTFJmNeAKRokns9PQbTR4QrFx9boLgkB1kYkmmSI+Yj4pOkJf2ONkDEnT6xUH9en0xhF0htuxlfU0++7OjvDZFWynJJlEV6iYBwaiuHIKKVEg5TmuA1WYJcd5NhslCiEXrp4MfSXi48yceE4BUFiNRkjh7RjbWp4iUA9AMJrgnUYvK/M43uNEBEHgR1fPYVaFlX9ta5S7HIVxSotXmqI3lpskqlQCk0os1MvooI5HI5TgJW4Z+lQ3X9TLK8de4KKJl1Ogs2awOnkQrNJFa6CljqUVK+kMd1DvOzTIVtmlKNlBaBjTE/e4dgMwu3hupkrKOqXasn4FaoB2y0wqw3VZq8Ub9QBgO8FBHfJ7seMnaVXyp0+kwiIJ1G0DuHA6CudQE9lPKqk0bFZQGC5Wg5bvvX8O+1q7uXd9PXVKg8S0UmY1IIrQ6c99F/V4c1CD1ChRroiPhF9yLhrtkiDd66BWBOrTOe72bEerN+DGijqYnTgCT9RFSTKJuVh5XQZCpzfQKRSh9R83ElRaes0F2ROo1WEXLWoDerUBk8actePmI3qNgUKdjc6ezx1tsTQzobv19JmmYwlFoB6At464SaTEvG2Q2B8atYrFNXbq2vyklIaJCjLQ0uugHsMZ1CDFfNR3yeeg9rQ1ACAMY6rb8/VPEUtGubr2hgxVJS86myT8xjsOsqR8BQBbWzfIWdJJRMNBSvCSLBj6a7bHtZtCvQ2nZey4ecu0pTT6j5FMnS5kxssWUIobV0tDVmo5LlAfd1C7m6R8bFVRTVZqyBfMWguFOlu/ER8ACecirEKItvpdWa5MQWFscOmcci6ZXcZvXz3IwfaAkj+dRsoL9QA5n0MdjiWJJlLYx5GDGqDKbqTRHZJn1luwC4CCoh6BOtyGWlBTrGTnnoZBY8SqK+xze3pUxRjD2RGofQk/JckkBY6qrBwvX3FpyzGHjl+nlRgdaFQaWga4dssEuqibNrUeu6EIQRCydtx8xWEqpbOnSaKlVMoRj3Y2yFhR5lEE6gHYeKgLnUbF2RPtg6+cR8yssBKMJWXrhqwwvmntcVCXj+EMaoApJWYa3SGiCXncgoGOowDo7ENzeSZSCZ4+9G8Wli5miq02k6XJhs5YgIcCNN4GHKYyJhfW8lbbJrnL6qOruR4A1RBfM5AaJM4unjOmLvBKtWXEU/F+8/AKJkuNEtv2Z6dRojfiBsB+QkZesP0wAKbSKVmpIZ+osFT2G/EBYJsmDQp5D+TOOaegkG98/6o56NQqYsmUkj+dRsqs0jVpR44L1O6QlDtaZM7/6MnhUF1kIhhL4gnFs35sIdRFSNRjMEvnW0eojWKjY8z1aUkXDmNZX16uX+egIN6ZleN2i2HsSRGrzZGV4+UrAaOTonhb3+9qlZoKs5PWQPYyqA1xDy6NliL92EgpyDTSOSUN9NidkwFIecd2GoJG7gJylY2HXSyaaMegHVtfQDMrpKn7+1q7mVicH9MquiNxHt58lNlOK0snFWPUZf41iSdT7DzmZfNhF8FYYsT7uXxuBfOrbekrLM9p8YUpsejG3Hl1KpMdFlIiHHOFqJXB5RTt6ZptLp04pPU3tbxJe6iVTy/8SibLkp12jRNLUBLvl1as5LEDfycUD2LSyv9Z6G+XpmsZS4b2moXiIep9h1lTfUEmy8o6ZRop5/FodwNVBSeL9ZUzl5B8SSB6bAdwY8Zr6c9BnXBJr5PNOTXjx883KsyVHPDs6/ex8inzCYhGVM3bslyVgsLYocxq4BuXz+SrT+5Sri3TSK9A3dsnJVfxBCWBerw5qKvt0qzLJk8o6/Em2ogbn2BF3/N7R6idUqPSIHEgJLenJKaFDWVURzIfyxaKh4gKSUxJLSr12L6/HC3xgiocvtcIx2NotNK55DQ7s+qgNie8eNRaaoyKQD0USoyl7HfvAcBYYMOLBbW/fzPIWEERqPvBFYiyr7Wbr1wyXe5S0s708gJUAuxt9XPpnPxoJPDirlZ+/rL0BadTq1g8yc7qWgera0uYWW5FpRq9e1AURRpcIdYf7GTdgS621LsIRBMIAhg0I/uyiydT/GtbIy98bjWVY7gp4HBo8UaoGOPxHiBFfAAc7gzKIlAnfdIXl61i0pDWf+LgI5SZKljhPCeTZcmOz1jNBL/UqG1pxUoe2f8gOzreYlXleTJXBpEuSTi3VgzNmbvfvZeUmBozDRJ7KdVKGYZHuxtYWbn6pMdMlkKOqSdg7spOo0RPVHJQnyhQC95jhEQ91pL8+P7MJhXmStY3v04ylTzNXabWaKjXT6fUt1um6hQUxgY3LJnABTPLcBToB19ZYUgUmXRo1QJt3bmdQe0O9jqox5dAXWU3AdDoDjOvypbVY+tjbvxq2wkCdRvT7bOyWkM+4TCWUefeC0DCUk6x10d7NIJWn7mZs+6ICwCjaMrYMcYKKvtENM0pXC1HKJso6VxOSyVvNL6etRoKUt341EXYFQf1kHCYyvBE3cSSMXRqHV3qUoyhVrnLyiiDCtSCINwPXAF0iKI4p2fZv4Be9dYGeEVRXNDz2NeAjwFJ4LOiKL6c/rIzy+Z66YNuxRhpkHgiBq2aSSVm9rV2y13KkGlwhdCqBe65ZREbD3ax/mAXP3lxPz95EUosOlZNLekTrEutQ/8C9IXibDws7W/9wc6+BhxVdiPvX+DknNoSlk8podA4sql0DV1BLv/dej73yE4evXMZGrWSqNPqC1OTJ8790TCpRPob67vkaZSo9rfSLZowFdgGXfew9yDvdGznE/M+h0Y1tscsY4WTKOt+jY5ImDnFCzBqTGxt3ZgTAnXK00hKFCiuqBnS+r0NEmcVz85gVdnHorZg1RUO2Cixo2AmU32bEVMpBFVmP1O9UQ86tR6j5vhNjzHYTIe6FGuGj52PVFgqSaQSdIU7KDOfLuD7iuczq+VhOoL+vunSCgoKw0cRp9OLSiVQWmDI+YgPT0/Eh328CdRFkrFFjnhKU8JLSCsNUouiSGeondU5cM2Yq5woplEg9X7xdTRRUp25WWeusJQTbmDsNXhPNwaHZFzythw6SaD2Rj2E4iFM2syK/KlkEovYTUCwYjeMPZ0tEzh6mo+6wp1UWCrp1pVhi2YvkkUOhqJGPAj8Afhb7wJRFK/v/VkQhF8Cvp6fZwE3ALMBJ/CqIAjTRFHMq7btGw+5KNBrmFtZKHcpGWFGhZV3G71ylzFkjrqCVNtNnDe9lPOmSydpe3eEDT3C8vqDXTz9jnSizigvYHWtJFgvmVR0UpREPJninUYv6w90su5gF+81eUmJUKDXsHxKMZ84dwqrp5YwsdiUlkzXmhIzP/7gXD736Dv87rWDfPHisefIHy4t3ggrpoz9xiIFBi2lBXrqO+VplGgIt+JSlzCUT7AnDz6CTq3n8slXZ7wuuRGKp6BqEulqrMNZu4Czy5byVutGRFGUPcdZE2iiS7BTMESXyR7XbpyWypPykccKNdZJAwrUifIFFPte4mjzYUqrM5uX7o24sentJ703CqMteHUVym1QP1SYpWadrcHmfgVqzYSlaFofomXfFiYvuijb5cmOIAjTgX+dsGgy8G0ko8cdQG9Y59dFUXyhZ5u8N30oKOQDZVZ9zjdJ7HNQj7OID6tBS6FRS5MMAnVB0ovHLM1s80Y9xFIxSk3KDKqBOFFM09qlawJ/59HMCtQ9DmqTduxdD6ebwp5ZmuHOI33LKszSQEJLoJmp9sxeVwd9XaABUYAiRaAeEg6TFCnUEW6nwlJJ2OSkNvQO2U/kzx6DCtSiKK4TBKGmv8cE6a7tOuD8nkVXAY+KohgFjgiCcAhYAmSno1Ga2HS4i6WTi8es43VWhZXn32ulOxLHasj9RhsNXSEmFp88oldmNfChs6v40NlVpFIi+9q6+5zQD206yr3rj6DTqFhSU8RZE2zsa/Oz+bAU26ESYEG1jU+fX8s5tSXMr7ahzdBrfdWCStYf7OL3bxxi2ZTicSHODkR3JE4gmsBpG9sNEnuZ7DBT3ymPg7og2oFPWzqoQN0d9fHK0Re4aML7KNTbslGarJgqpsG74G+ug9oFLC1fyYbmNzjqP0KNdbK8tYVacWtKGaqvdG/XbuY55me0JrmYaJ3IppaN/T5WOGUJ1EH7vs2ZF6ijHuz6k294SpPtdBSOzed9tDgtVQC0BJpYULrotMfLZq+CrRCq3wzjUKAWRbEOWAAgCIIaaAaeAm4Hfi2K4i9OXH+smD4UFPKB8kID+9v8cpdxRjzBGCoBrCOc2ZnPVBcZaXSHs3pMURSxid0c7jECdISk5nKlJiWDeiBOFNOKS6Rrgqgrs3m5XT1NGS065XUZjOLKKaREgZT7aN8yp0UaSGgJZl6gDrjbCPfkhCsC9dDoPad6GyUmrVUUuMIc87mwFI7N53C087lXA+2iKB7s+b0S2HLC4009y05DEIQ7gTsBysrKWLt27ShLSQ9d4RRHXWFWORKD1hQIBHKm7uEQ75Sa/j3ywjqmF+V2MwFRFKnvCFGp0wz6XM8AZkyFWyYZqHMn2eNKsqfNxYZDXZQYBRaVqplTrGdmsRqzNg60EGhoYWNDZv+GC+0iG0wCn/zbW3x/pRGrbmhOzXx9fw1Ekz8FgKf5CGvXjp3uswO9ToZ4lF1tg3+OjIZ4SkTVj/N3fqKDZk01rs3rz7j9692vEU1GmBWexs5B1s13QoEA0aCk63TVbSWkd2JOSDd5T25+mPOs559p81GRSIk0qc983k+JtdGonUTrhnWD7q872U1bqJXl3cvYMoT184lAIABJEVekizfWvYxRdXJmfTKeYLqoxrN3LVtMNWk9diwpcuyEngbNrmOYVea+cyMW9nMZQdwpy5g/X0ZCUkwiILCzbgsV7f1fNBsoQdO4ZVTPXyQ4Jr4bLwAOi6J49AyzN8aE6UNBIR8osxpYd6BL7jLOiDsUw2bSoU5D7518o9puoq49uwMIkWA3xUIM0SR9nx0XqMuzWkc+caKYVlO6AICEL7MN+Fq8jahEEbO5X8lJ4QR0egNdgh3tCU32+gTqQOYbJUa8HUR6BGol4mNo9M5K6ApLAzFqezUcAW9LvSJQD8CNwCMj2VAUxXuAewAWLVokrlmzZpSlpId/b2sE3uPWy5YxbZDmZmvXriVX6h4O031hfrPjdQzlU1izokbucs5Ipz9K5OVXWTlvGmtWDq3hG8AlJ/wciiUwatWyTuGvnuXj6j9u4qlmM/fftnhIteTr+2sg3tjfARu3ceGKszl7on3wDfKEgV6nQ+p61jbuY97iFRlraNMSjGM4xf0fj0YoedOHxjGF2ctXD7AlJFNJfvLC/zHfcTZXnHtjRurLJXZuXs+CpSvp3m6mSOhmZs9z89CLD9Gsb2XhGZ6r0eKKxKmyDPweSCVTaN5w0VR0ActWDd6ocn3TWmiC9y26ivmlC9NYqfxs2bCO1RPP49l1z1A2u5JZ/TSBPLqlhor4UWqH8FwNh6ZAjOITZhXFn/0xE0unsHCp9N5o3CPpgkVTzmJGBt8v+Uzps+WIdhULl/X//BzePofJwd3oRvH8vb1p3Vj4bryBk6+fPy0Iwi3AduBLoih6GIbpQ0FBYXSUWw0EogkC0QQWfW724/AE49hM4889DVJ/oNf3d2Q1ks3vlgRpwewAoKPHwagI1ANTauwRqMPtWKvLiIpaVN2ZbejW7m2kKJlCV6xErwwFl7YcU/h4hrFdX4RBbciKQB3r7sClOKiHhVlrwaQx9zmojT054qGOIzBzsZylZYwRfwMLgqABPgicfcLiZqD6hN+repblDRsPd+Eo0FNbapG7lIxRbjVgM2nZ35b7jRKPuqQM34klI2+sZ9LJf6E521nINy6fyXee2cN9G47w8dXyxgnIQYtPmpo3XiI+pjikz5D6zgBF5uzlonnaGigDKKw643qbW9fRFmzhrvlfyEpduYCgUtGmdmIJHutbtrR8JU8depRwIoxRYzzD1pnD29VCpRAHW/XgKyPlT6sFNdOLZmS4MnmosUoXXw2+I/0K1F3WWcz0vJ7xRomeqAfbCREfofZ6AExl4+/ze6hUWCppPcNNTqRsIeX1aznUdpSi8olZrCx3EARBB7wf+FrPoruBHwBiz/+/BD46jP3l5IzE4TLWZo0p5A5DeW+5WqTZpc+8sg6nJTcjHuubw6hTjNnz5EyvU7grTjSR4j8vv4HNkP7Xp78Zif6W/cwAunxhdm5ez27PdjRoOLJjNw0y9y2Rm1AgMOBMKINgYO/hnbzjmcJ0wQ7ehrTNOutvRmKTq4GSZJI2d4jQGJtVOFoCgcBpMy01QhGTY3UnLber7Ow59h5bIul5/k6dkdhXT/1uXD3Gqsb36uhUHT1tHYXTKaCAg0172RldT7jby1lAx4G3CepGNyiTqzMSR6PcXQjsF0XxxGChZ4B/CoLwK6S8vFrgrVEcI6uIosimwy5WTCmWvWFWJhEEgZnlVva25nbWGkCDS2qIUVM8coE6V7hl+UQ2HOripy/tZ+mkYuZWjc0mnAPR6o2g7umUPh7oFagPdwZYVJM9gTrQIX3Z6+xnFjufPPgoDmMZq8ZZN3KvsQpncF/f70srVvLvAw/zTsc2ljvT68gdck2th6kEtEUThrT+HtduptimYpBJUM80lZYq1IKao939X7imKhZQ6HmWI0frKJ80MyM1hBNhoskINv3x2R5xVwMAtsrMZvTlMxXmSt5q3TTg46Ypy6H+13Tu3TBuBWrgMmCHKIrtAL3/AwiCcC/wXM+vQzJ95OqMxOEy1maNKeQOQ3lv6Q+7uOe9LUycMY+VU3OzX8xP3llHTZGJNWtOz/gfC5zpdRL3d/D3fduonrmAsyem/5q6vxmJB95shYMwYfZiahau5pnNz1MmVnDWCnmuFXOJnZvXDzjzsNzrBKuGhctX07bJgQ0/zjTNOutvRuIvm35AVTLJrEWrqJo+tmYVjpYtG9adNjNzx4GnKWvehHXpMjRa6bmcsvYx2oJtQ5rFORROnZHYy+4jL3MgoEav0rNsxYVjWm9LJ9VrawjFgyxcvppUMklsh5oibYRZozyvcnVG4qBDkIIgPIKUdzddEIQmQRA+1vPQqdMTEUVxD/BvYC/wEvCpfGrmcrAjQKc/yspx0MhuZoWVurZukilR7lLOyFFXELVKoMqe/0KMIAj8/Jp5lFj0fPqRHfgjY7n/6um0+MKUWw3jJjuv0m5Ep1FR3xnM6nGjLinf21w6sPjT4DvM2+1b+cDU69Co5J9hkE2i1hrKUx3EY1EA5jnOwqA2sLW1/6Z82SDYM6hgKRs8xkgURfa6djO7H2fxWEGr1uK0VHLU39Dv47apSwHoqMtcFK836paOdYJArfYdIygaKLCXZuy4+U6FuRJXpJNoItL/4zOXERfVJI/ljXchE5wUjycIwokWmKuB3T0/PwPcIAiCXhCESeSZ6UNBIZ8o///t3Xd4XGl58P/vM71ppBnNqMuS+3pt79peby8Ylh5ggZAESAgJLSGEkB54U9780l5eQpI3CaEsoQUSCAFC6B1v72t7172tZMvqM6M2vTy/P85IltfSqM1odDT357r22vWZo3Oe9XM088x97nPf9UbyxNDE3O9da0EskSHoqUzJuLVu+ntgX2z1GiXmJkcA8ASm6yoPztRYFvMLe5pnyhHEHWHqs5Wt7T6RnySUz+NvKv3kqDCowAZsqkCk/8pGiQNTl9C6snEhS3KUYYudoDskweklCHuaGUkav1MWq5URSwjHKpRkqZYFA9Ra6zdprVu11natdYfW+lPF7b+itf74HPv/tdZ6s9Z6u9b6u5UYdKU8dNZ4A71ty/qvibOjtY5UtkBPZHWDZ0v13GicjoAbu3VtPm63VA0eB//4xr1cjCb4068frfgHwVrSP5aktb42sqcBrBZFd6OHc6scoM6PGQHqhtb5g51fPfMlHBYHr9r8+tUa1pqhGjcbC7M+o7evw+pgb/NNPD44f9ZnpWWL3bSD7ZsX3PfCZC+Tmck5S1+sJ13+bi5M9Mz5Wvv2G8hoG/mLT1fs/GMpI0AdcF3O1HLH+xiyNle0rIjZtRWbFA0k+ud83eXxcfhFn6P9VX+0msNaM5RSXuAlwNdmbf6QUupZpdQzwAuB3wHzJ30IYSbNficAg2s0QK21JhbPEqhQT5O1riPgAeBiNLFq5yzEjbiAL2jcQxxODNHklvrTCwm7LwfT0p5mGgsRdKFQkXMVdIEJnSKQ09St04Zx5eYq1jAeGzgzs63V20Y8F2c8M17RcztSUQZtDmmQuERhdzPRVIRcwShFFbM14UsNVnlUlSPfsmZ56GyErkbPzIfgeraj1Q/AiYG1XYe6N5Kgax2U95jtpo1B3nf3Nr5+uJ+vPr1+734938B4itYG82fCL8WmkI/zo1Orek7r5AAT2oOnrmHO11O5JD/o+SZ3d73iiuzQWuFuMcozTFw6NbPt5pbbuDR1kb7J6tRCU+MXjczcRSyuj0eM5MqdjbsrPayq6vZv5MJEL/nC1fE4h9NFj20T/tjROX6yPMbSMeDKDOr69ABjTmnCU0prsRv8YInMjs03v5L6UNtqDWlN0VrHtdaNWuvxWdveorXerbW+Tmv9Gq31wKzXTJv0IYSZeBw26lw2hsbXZoA6nsmTyRcIemuzSaLbYSXkc3IxunoZ1Jb4KBltw+2rJ1/IM5ocpkkyqBcU9jQRSY6SK2Qp1LXiUWniE9GKnGsiM0FeaTwFhyQPLFJ9m5EMkxp+bmZbW3HtVulGic7MGFGrjaBr9UpfrgdhdxN5nSeWigAQd7cRzA1XeVSVI7/JRbl8gcfOR7itBsp7AGxp8mG1qDUdoNZa0xOJ0924/m4Y/OaLtnDzxiB/+vWjnBtZ3QBmNRQKmoHxVM00SJy2KezlQiRBNl+ZzIG5uJIDRKzzv4+dHTtNKp/ijvYDqzamtSTQadQszg5fzhy4ufUOAB6tUpkPV3yAEWt4UYvrY5GjuG1uNtav70Z9G/zdZAoZBhNzd3+PNFxLV/o0hXxlEkpjxQzqhuIiWhcKNOeHSHrkEdJSWr3G309/vHZuvgoh1ocWv4uhiXS1hzGnWDwDQKBGS3yAUeajb2z1Mqht6Qhjyo+yWIimRsnrPE0eyaBeSNjdjEYTTUWw1huBz/GhyiSARJJGlrtLr69ktkoKtW2ioBX52OU5afeuToDak4sRsyqCrtqIt5VL2GOUFhxJGkHpjK+NsI6Qy2aqOayKkQB10bOXxplM57i9Bsp7ALjsVjaHvZxYw40SY4ksk6ncusugBqP8wz++cS8uu4Xf/I9DpLLr+6ndSDxDJlegrb7GMqjDPnIFvaqPJNalh5mwz18j90zMaBC4LXDtag1pTakPtRHXLiyx2ZkDHXTWdfH4YHUC1HXpQcYdi/vSc3z0KNcEr8VqsVZ4VNXV5e8G4MI8jRJp3UudSjJwvjJZ1JczqI0A9dTYCD6VJN+wuEaWtSroasRpdTGwjmvjCSHWp2a/a82W+IgWA9TBGi3xAdAZ9KxqBrUzHWPC2gAY5T0AyaBehOk63cOJIZxB46Z1YuRiRc4VKWaUupW/IsdfjxwuD6MqgG3i8pysVga1Jz/OlKVwRfk8sbCwe7oOfrGndn0nVqUZG7xQxVFVjgSoix4+Z7zB3bqpNgLUYJT5WMsZ1NP1sddjBjUYDVk+/HPXc2Jggg9+92S1h1NRA+PGgrKWalCDkUENrGqjxGB+hESJGnmnYydpcAYIu2uz0ZuyWBiwteGdujLweVPLbRwafnLe5m6V1JgfJulZuORBNp/lVOzkum6QOK27GKDumXhuztcDW41GiaOnHq3I+cfSMZxWF26bcVMtduksALZgd0XOt14opWjxttEf76v2UIQQYkma/a412yQxmihmUNdygDrgpn8sSb6wOv17PLkYCVsDAMNJo96rZFAvbCaYlhzCFzZu6mfHKhP4jBYzqN02ychdioi9GW/ycq8Qn6MOv8PPQHzu/iHloAsFtGUSrSDgrJ14WzlM3/SZru3uaDR+ryaG5v6OZHYSoC566OwoO1r9NPqc1R7KqtnR6mdgPMVYYm0+HtBbDFCvxwzqaXfvaOZtt2/ksw/38INj67fYff+YseBvq7Ea1JtDPoBVq0OdTacI6nFyvvnr5J6OnWBr4Jqa7p485uogmL4ygHZz6x1k8mmOjFSu8d5ckvFJgkyQr2tfcN8zY6fJFrLsDK3v+tNg1H72O/z0ztcocdtektpBof9QRc4/lo4SmFV/OjF0DgBv8/ourVIObd52BqXEhxDCZFrqnQxPpimsUgB0KaZLfARrusSHh1xBr1qWuy8/TsphrAMuZ1BLgHoh01nmo4lh/E2dABQmKhP4HEmMAOB1ybwsxZSrjWD2yrhDm6+9ohnU6cQEUzaj5GWjW24oLIXfUY/D6pwp8eFtNhpdpkYkQL1upbJ5nuyNcfvm2rqbM90o8fgazaLuGU2gFHQG13dQ849esZ2dbX7+8KvP0D+2eo+urabp/69aC1DXe+w0eh2rlkE9NtSLRWmon7tObiaf4bnxc2wL7FiV8axVqbouWgpDV9Tu2hO+AYfVyWMDD67qWKL95wGwBjoX3Pdyg8T1n0GtlGKDv3veALXN7qDHsZmGCjVKjKVi1M8KUOeixjgCHdsqcr71pMXbzkC8H63XXpBHCCHm0+J3kS9oRuNrrw51VGpQz3wfXK2yeQ2FcbLFMl8jiUHcNjc+e92qnNvMfPY6XFYXI8lhXB4fY/iwTc3dT2SlBmIXcBUKuL0SoF6KTF0nTYXRK74HtXnbK9o/ZDI6xKjVKE8YcEqJj6VQShF2N82U+Ai2GckyhTEp8bFuPdUbI5MrcPuW2rqbs6PV+JA9uUbrUPdG4rTVu3Ha1netVafNykfevI9srsBvf+kwuVVsqLdaBsaTOG0WAp7a6z6+KexdtQD15FAPAI55gp094+fI6xxbA9esynjWKt24BYfKzwSHAZw2F3vC+3l88OFVHcv041nupo0L7nsscpSgq5HmGsng6fJ3c2GeADXAWMMuujNnyedyZT/3eDp2RY082/gFJrQHX0NtrROWo83XTjw7xURmvNpDEUKIRWvyG2XohsbXXoB6LJHFalHUuWzVHkrVdAaMko99scon86STcbwqRcFjfOYPJ4YIu1tq+unDxVJKEfY0zwTTopZGXMXSBOU2PHGJxnwBW/38T46Kq6mGDdhUgejg5XKHrb42Bqb6KejKxCESsSEi0wFqV20lhZZD2N00k0Ht8tYTow7b5Pp8WlEC1BjlPWwWxU0ba+tuTlOdi5DPsWbrUPdEEnSH1mf96efbGPLyl6/dxeM9Uf7pJ2erPZyy6x9P0dbgrsmF3aaQb9VKfKQjRsMLb1PXnK+fnmmQWNsZ1K7mrQBMXDp1xfabW2/jwmTPqjZ4S40ai8P6RZSOOD56lJ2Nu2rm96jb381IcoSp7Ny/P6ptLx6V5tKZw2U/dywdpWFWBrU7fokRqzRHWozWYjf4ASnzIYQwkZZigHotNkqMJjIEPHYsltr4/J9La4MLpVYng3oyWsz49U4HqAelQeIShN3NM/VyJ+xhfJmRipwnkhwmlM/japAA9VK4ikkxY5fOzWxr87aTKWSIFOt6l1t6fJiI1Qg9Bl2S7LFUs2/6AESsTXgSlXkyodokQA08dC7Cns4GvM7auyu9o9XPicG1GaDujcTXdf3p53v9vg5ev6+dj/zkDI8Um3auF/1jSdoaaqtB4rRNYS+jUxnGE9mKnys/ZgSo61vmzsY9HTuBz+6jzTt3CZBaEeg0MsjTQ2eu2H5z6x0APLqKZT507AJ5rQi2bii531Rmkp6J57i2Bsp7TNtQbJR4YaJ3ztcbt90CQOzMY2U9r9aasXSMhlkZ1A2ZAcZcCzeyFBKgFkKYU0uxkfdabJQYi2dqurwHGE+ctvhdXIxVPkCdiBqBIJsvDBgZ1FJ/evFCs8oRJF3NBPKV+V47lhkjlM/jbZT12VL4WzYDkBi5/CRpm89Yu1WqDnVucphRqxWnxYnHXhsJiOUUdjczmhyeyXCfcDRTn6nMkwnVVvMB6vFklmf7xritxsp7TNvR6uf00NSaKysxnsgSS2TpbqytN7C/vGcXXY1efvs/DzGZWT/1OwfGUrTW11b96WmbwkajxHOrkEVtnRxgUrvx+hvmfP1M7CRbGrbXTAbufALNG0hqByp6/ortHb4NtHk7VrXMh32qn1EVxO4o3aD3ePQ4Gs3OUO0EqLtmAtQ9c77eunk3ce1CXypvY8tkLkkmn57JoNaFAs35IZLehRtZCmgtfslZzScRhBBipRq9DixqbQaoo/EMAW9tB6jBKPOxKiU+xo3Aj6O+mWw+SzQ1KhnUSxD2NDGSHKGgC+S8zQT12BX1jstlvDBFKJ+nPizrs6UIdxgB6kL0cgLITIC6QskFemqEiNVKg9SfXpawp5lsIct4egyApKeNcH4YXVhbMbxyqPkA9WPnIxQ0Ndcgcdo1LXVkcgXOj65OjdzF6o0a46mlDGoAr9PGP79pL7F4ls8fX3s18JYjly8wPJmirb42M6g3h41reDXqULuSg4xaw3O+livkODt+mq01Xt4DQFksDFhb8UxdmZmrlOKm1ts4NPw4mXz5F9Jz8SQHiNoX/tJzfNRoBrgjuLPSQ1ozOnydWJRl3kaJVpuNHscWguPHynresXQUuNzEZSI6iEelKdSXznIXBq/dR72jQTKohRCmYrNaCNc5GRxfewHqWCJDsMYzqAE6Am76VqHER3bCKEnhDrQwmhpGoyWDegnC7mbyOkcsFQV/G1alGR/uK+s5coUsU2RoyIHXL0HPpXC4PAwTxDZ5cWZbq9fIQu+f6q/IOVUiyqjFSsgz9/dUUVrI3QQwU4c672/Hp5LEJ6LVHFZF1HyA+uFzEdx2K3s3BBbeeR3a0eoHWHN1qHsixuKju8YC1AC72ut5002dHBrOk8rmqz2cFRuaTFPQ0NZQmxnUnUEPNovi/EjlM6jr0kNM2JvmfO3iZA+ZfLrm609Pi7k6CaavXizf3HoHyVySZ0cPrco4GrJDTLkW/tJzLPIsnXUbqHfWr8Ko1gaH1UG7r4OeEo0SxwO76M6eJ5sp3w29sXQMYCaDeuyS0RfA3rhwnXBhaPG20T9V3i+jQghRaS1+F0OTay9BJBrPSgY10BH0MDCRIpOrbNZgIW4EqH3BFoaLpSokg3rxpv+uRpJD2BqMzNzJkQtlPUc0ZQTmXAUHylLzIa0li9ib8SYuB6NdNheNrlDFMqhtqQjDNrs0SFym8HSAuvh+ZA0YSTNj/efn/Rmzqvnf5ofOjnLjxiAOW23+VWwO+7BbFcfXWoB6dDqDurZKfEy7c2uYbAGe7o1Veygr1j9mPIrXWqMBarvVwoZGz6pkUAfzIyTccwc7T8dOArAtcE3Fx2EGSV8XrflBCvkrbwLtbboRu8XOYwMPVXwMhXyepsIomUWUjjgeMRok1poNdV3zZlADWDv24VRZLp0uX5mPWPFLz3QN6uSw0UTGu4hGlsLQ5uuQDGohhOk0+V0MrbEMaq21kUHttVd7KFXXGXCjNQyMV7bMh4pHyGor3vpGhhODAIQlg3rRwu5igDoxhCfUCUBq9GKpH1my0WIzP7f2lfW4tWLK1UYwO3jFtjZfe8VqUDsyUaJWK0EJUC/L7Js+AO5io8v48HNVG1Ol1GZUtmh4IsWZ4amaLe8B4LBZ2NJUx4mByWoP5Qo9kTit9S5cdmu1h1IVN28KYlHw0LnKdNJdTdMB6lot8QGwKeTjfIVrUGfTKYJ6nJxv7k7WZ2IncFpddNZ1V3QcZqGDm3CqLNHBKz/Y3TY314X38fgqBKhjI304VA4aOkvuN5wYYiQ5UpMB6i5/NxcnL8w0BXm+SjRKfH4GdS7SA0CgfWvZzrHetXrbGUoMkC+Y/ykgIUTtaPG7GFxjNagnUjnyBV3zTRIBOgJG4tLFaGUD1LZUhHFVh7JYZjIWm+ZJABFXC88E04bxN3UBkB8vb+AzUgxQOy0NZT1urcjUdRIujF5RG7zV21a5AHU2xqQFCVAvU4MziFXZZt6P/C1GgDoXLe+TCWtBTQeoHz5ndJS9vUYbJE7b0Vq35kp89EYSNZs9DVDnsrPRb+Ghs5XperyaBoqZKLWaQQ1GHeqeSIJ8oXKNL8eGerEoDf65s3FPx06yuWEbVktt3vR5PmezEWwcu3Dyqtdubrmd5ybOzWTNVEqs+FiWM9RVcr9jEaP+9LWh3RUdz1rU5e8mnU8xFJ97Lto27WQCD5aBw2U753QN6ukAtW3iImP48NbXZimw5Wj1tZMr5Bgt1soTQggzaKl3MZ7MrqkSe7G4EUCSADV0Bo3vEhdjla1D7UxHmbAYJdWGE4P47HV47LX7vXSp6p0N2C12RhJD1DW2kNFW1ORAWc8RSRnfkT02CXguh2roxK7yRAevbJQ4nBgiV8iV/Xx5xtEKKfGxTFaLlZA7PJNB3RDuMH6vxtdfOb2aDlDnCprd7fVcW6zDXKuubfUzMplmdGrt1FzrjcRrsv70bNc2Wnmmb4yJVLbaQ1mR/rEkfpcNn9NW7aFUzaawl0yuwKUKdh6fGDYWGPbg1dm4BV3gTOyklPeYpaHD+LtID5256rWbW28H4NGBBys6hsRwDwB1xce05nN89Cg2i41tge0VHc9a1OU3/m56JuZ+hE1ZLPQ6ttFYxkaJY6kYbpsbl834IuyN9zFildqTS9FaLFsjZT6EEGbSVOcEYGgNZVFHE0aAOig1qGnxu7BZFH0VDlC7szHiNuOm9HBiSBokLpFFWQi5mxhJDmGxWomoAPb4UFnPMRo3boB73HM/OSpKc4WN9fXYpXMz29p87eR1nqEKJOhklVHqUjKoly/kDjOaNOrjW6xWRiwhHHEJUK8rb7ihg2++9w4sFlXtoVTVdKPEk2ukzMdkKsvoVIYuCVBT0PDYeXN3Z+0fS9Vsg8Rpm8JGfbRzFSzzkRk1HvHxha/Oxu2f6iORi0uDxFmCbRtJazsqenVziS7/Jpo9rTw+8HBFx5CLGjcVgu2laxsfixxla8N2nFZnRcezFnX5uwG4UKIO9URwN12558ikyvOFNZaOUu+8nC3dkBlkwtlWlmPXiukAtTRKFEKYSUuxHN3gGqpDPVYMUEuTRLBZLbQ2uCpe4sOXHyflmA5QD0qDxGUIe5pnyhGM2cJ40uV9ompg7CL+fB7HPKUNRWn+1i0AJEcuJ4C0+abXbuVNLsimU6RsRsKdBKiXb/bvFMCF+pvIeDuqOKLKqOkAtTBMB6jXSpmP3ogRZOiu4RIfAJsbLDhtFh46a+461APjSQlQh4ybLZVslDhd262+9epg5+nYCQC2SoB6hsVqZcDSjHuq96rXlFLc1HIbTw09RjZfuScYLBOXmNAefPXzL9YKusCJyLGarD8NEHQF8dnr6J24ep6m2Tv34VB5+k49VZZzjqdjBJxGg0RdKNBcGCLpW38LwEpq9rRiURYG4v0L7yyEEGtEi98IUA9Nrp2nSqPxYmBHSnwA0BnwVLzER70eJ1NcBwwnJYN6OcLuJkaKZb7izjD12ZGyHn94sp9QvoDNLzcPliNUTI7Jxy6vr9tnnn4r79ptMjrIqNUoMSklPpYv7G5mJDmE1kbJ0O2//jmu/dV/rPKoyk8C1IKg10Gz37nmAtS1nkHtsCpu7A7ysMkbJfaPJWmt4QaJYPyO1bvtnB+pXAa1deISk9qN199w1WtnYiexWWxs9G+u2PnNKOrqIJCau6v4za23k8jFORY5UrHzO+P9jFqbSu7TM/Ec8Vyca0O1GaBWStHl76J3smfefZquuRWA8TOPluWcsVR0pv70+MglXCpLoX5DWY5dK+xWO2F3s5T4EEKYSnNxvTq0hjKoZ2pQe+1VHsna0Bnw0FfBknnZdBo/cQruRtK5FOPpmGRQL8N0tqfWmrS7mcZCefsqRVMjhPJ5nAHJoF4Op9vLCAFsE5e/BzV7m7EoS9kzqBOxISJWI+wYcEqAernCnmaSuSRT2bVR9aBSJEAtALimxc/xNRKg7okYWaa13CRx2m1bGjk9NMXw5NpZKC9FMpMnlsjWfAa1UopNYW9FM6hdyUFGreE5XzsdO8FG/xbsVvlyM1vC10VrfgBdKFz12r7mm7AqG48NPFSx89dnBplwlv7Sc3zUaJBYqxnUYNSh7h2fuwY1QFPnVmLUYR08XJbzjaVjNLiMzKmx/rMAOELdZTl2LWn1tTMgJT6EECZS57ThtlsZXGM1qO1WVdO9XGbrCLgZmUxXrJHlZLRYf9cbmmlIFnZLBvVShd3NZAoZxjNj5Ova8KoU8fFY2Y4/lhmnMZ/HF5QSbMsVsbXgTVzOlrZZ7DR7WsoeoE6NDxOxWnEqhzQbXYGw20hqGkms7wbkEqAWgFHm49zIFJnc1YGa1dYbiROuc+KVhRi3bw4B8Mi58t51Xi0D40aGQ61nUANsCvk4X8Ea1HXpISbsV2fjaq2LDRKlvMfz6cAm3CpDbOjCVa957T52h/fw+GDlAtSN+WGSntKZH8ciR/HavDO1mGtRl7+b4eQwiezcj/Qqi4WLru2EJ46v+Fxaa8bTsZkM6uSwUaPc27JlxceuNa3edinxIYQwFaUULfWuNRWgjsUzBDwOlKrtnknTOoNGgKtSjRITMSNAbfWFZ5rFNXslQL1U01nnI4khrH4jiDw+PH+5tqWa0HFC+Tz14fayHbPWTLpbCWQHrtjW6m2jf6q8a7fsxDCjViv19vqyHrfWTP9OjSYlQC1qwI7WOrJ5zdnhygXQFqsnkqj5+tPTdrXX43fZTFuHun/MWODXegY1wKawl6GJNFPpXEWOH8yPkHBdnY07khxiPDPG1sA1FTmvmTlbtgEQu3hyztdvbrmds2OnK7IQiE+O0cAUhbrStY2PRY6yo3EnFlW7H9czjRIn5/9iMxnczYb8BZLxlT32lsjFyRQyMzWoC9EeAIJtUh5nqVq97URSI6RzayfQI4QQC2n2OxleQwHqaDxDUBokzugMGt8pLlaozEdqzMiadtQ3MVwMUEsN6qWbyfZMDuMIGkHkxOjcZfWWKpFNkCZPQw48dQ1lOWYtyvg6aSqMks9d/m7a5mujv8zl2QpTI0StVoLuUFmPW2tCM79TQwvsaW61+41XXOHaNdQosTcSr/n609OsFsUtmxp56GxkpiC+mfQXM6jb6iVAvTnsA6hIHepsOkVQj5P1Xf2Y23SDRMmgvpq/fTsAqaEzc75+c+vtADw28HDZzx3tNzJzbcH5axun82nOxE7XdHkPgC5/FwC9Ez3z7uPYcAM2VaDv5OMrOtdY2nj8tL6YQW2buEAUP275ArRkbdPNdhKSRS2EMI9m/xrLoE4YGdTC0BEoZlBHK5NBnZ00khJc9c0MJ6ZLfEgN6qUKz8qg9oaNtW4mWp6yX5GUkbjlLLhQFglnLZcKbMCu8kQGema2tfnaGU2OkCpnckF8lFGrlZA8ibAija4wCsVIQgLUogZsDHlx2CxVD1AnMjmGJtKSQT3L7VtCXBpLcqFCC7FKGihmUDfXO6s8kurbHDZuulSiDvXYUC8WpVH1Vz/mdjp2AouysLlha9nPa3bBtk1ktBUi5+d8fVP9VkLucEXKfEwOGjWV3eHuefc5HTtFXudqtkHitI66DViUhd6J+etQt+66A4DJEwdXdK5YKgpAoFiD2pPoZ8QqC+rlaPUZ70eDZa5lKIQQldTidzE0kV4ziSGSQX2lsM+Jw2apWAZ1ftIIfnobWxhODBJwBnFY5e9/qQLORqzKykhyiIZmI9GgMFGe9UAkacyRS/vKcrxa5QpvBGBs4NzMtunkgsH4wJw/sxy2VIRRyaBeMbvVTsDVyLBkUItaYLNa2N5cx4nB6gaop4OwkkF92e1bjG63D501Xx3qgfEk4TonTpu12kOpug2NHiyqMhnUk8NGDWV7sPOq107HTrKhrhuXTbLYn89mdzBoacY92TPn60opbmq5nScHHyVXKG9plnTEKFdR37Jx3n2Ojz4L1HaDRACn1Umrt61kBnVjSxdnrJsJXvrxis41Xsygnq5BHcwMMOmSDvHL0Vr8klPuR0WFEKKSmv0uMrkCY4lstYcCQCyRpcEjTa6nWSyKjgZ3xWpQq8QoBa3wNTQxnBiS8h7LZLVYaXSHGUkM4fLWMYEX6+RgWY4dSRnfiV3WhrIcr1b5W43+Ksmhy4k6bcXkgnL2EFHpKONWC8Fi8odYvrC7SZokitqxo7WOEwOTVc0Y6Bk1FhsbQxKgnrY57KOpzslD58xXh/rSWJI2aZAIgNNmpTPo4dxo+TOo06NGsNMX7rrqtTOxE2yV8h7zijo7aEjN/8jhza23M5Wd5GT0aFnPq8f6yGkLwZar52zaschRwu7wTFOMWtbl7y4ZoAYYbnsR2zMniQ0v/xHS6QzqBmeAQj5Pc2GYlO/qGz9iYUFXCIfVyYBkUAshTKTZb6xb10KZj0JBM5aQDOrn6wh6uBitTAa1NRlhTPmw2myMJAZnSlWIpQu7mxgp9nGJWBpxpcqT+TmdQe22hctyvFoVat8EQD52ucfLdID6UhnXbpmcsbYOuiSDeqXCnmZpkihqx45WP9F4hpHJdNXG0BMxgncbpMTHDKUUt28J8ci5CIXC2njccLEGxlO0Sv3pGZtC3oqU+MiPG4uI+tZNV2yPpiKMJkfYJg0S5xX3ddGS60cXCnO+fn34BgCeGTlU1vPapy4xohqx2efPijoWOcrO0O6yntesNvi7uTDRS0HPPU8AgX33YFGa3kf+e9nnGZuVQT02fBGHyqEb5q8TLuanlKLV286AZFALIUykpViWbi0EqCdSWQoaqUH9PJ0BNxcrlEHtSEeZsDQAMJyUDOqVCHuaZ7I9J+xhfJmRshx3JD6MVWs8bnnCbSWcbi+jNGCbuNy8MuQO47A4uDRVnoaWABllPKEfcDWW7Zi1yrjpIyU+RI3YUWyUeLyKdah7I3EavQ78LnmUbbbbNjcSjWc4OThZ7aEsmtaagbEkbQ0SoJ62KezjudGpst9osE5cYlK78fobrth+JnYSkAaJpRQCG/GpJOOjcz/KFnAF6fBt4OjokbKe15vsJ2afPysnmopwcfICOxslQA3Q7e8mlU/NNCyac5+dtzJICNe57y37PGPpKG6bB6fNxUS/0TzTEepe9vFqXZu3nYF4eZoimZ1SartS6vCsfyaUUr+tlAoqpX6olDpT/HeguL9SSv2TUuqsUuoZpdS+av8/CFELpjOoh9dAgDoazwBIBvXzdAQ8jCWyTKbKX4bFnY0Rt9YTz04Rz07JU2wrEHY3M5IcRGtN0hWmIVeep4EHx/sI5vNY6mRuVmrU1oJnVjNri7KwNbCNo6PPlO0cGWUkZ0mJj5ULe5qZzEyQzFXmCZK1QALUYsaOFiNAfWKgekHQntEEXZI9fZXbtxiPxDxsojIfE8kc8UyetgYp8TFtU9hLKltgoMxfelzJQSLWqx+bOh07AcCWhu1lPd964mgy6q/FLp6Yd59doT0cjRwpa/mjQG6YuGv+rJwjI4cB2NskMSkwSnwAJct8KIuF5xrv4pr4k6QSy6v1PpaOEXAaC+jEsNGU0duyZVnHEtDibWcg3r9mmo1Vk9b6lNZ6j9Z6D3ADkAD+G3g/8GOt9Vbgx8U/A7wC2Fr8513Ax1Z90ELUoKa6YomP8eo9UTotljAC1AEJUF+hM2gkv/RVoFGiNzdG0hFgOGHUS5YM6uULe5pJ5pLEs1NkPS006jHyuZX3dBmZHCCUL2Dzy9ys1KSrjUD2ytrg+5r3cyxylGRu5U8pFPJ5UhbjvVRKfKxc2G3clFnPZT4kQC1m1HvstNW7OFHlDOpuaZB4lbYGN5tCXh46a54Adf+4sWiUEh+XbQoZ3abL3SjRlx5mzN501fYzsZO0+zrxOerKer71pK7dKH+SHDwz7z67Q3sYT8e4ONk77z5Lkc/lCBciZIp13uZyePhpnFYn1wSvLcs5zW4xAWoA565X4VYZzj367WWdJ5aKzjRILBRr8gXbJUC9XK2+duLZKSYy49UeylpzN3BOa90L3AN8rrj9c8Bri/99D/Bv2vAo0KCUkueZhagwh81Co9exJkp8RONGhnBQSnxcoTNgJDNVIkDt1+NkncGZJ7aa3JKlu1xht/HdZCQ5BP42bKrA+MjKn6qKpkZpzOdxBeQjcaUydR00FUauuHFwQ9ON5Ao5nh1ZeRb11NgIUZsVkBIf5RD2FH+nSjxRanYSoBZX2NHqr1qAOpXN0z+eoksC1HO6bUsjjz8XJZufvwbrWjJQDFBLBvVlm8PGtV3uOtSN+WGSc2Tjno6dYKvUny6psX0LOW1BR87Nu8/u8F4Anh09XJZzRocuYFd5VMP8zfeOjBzi2sZdOKzypRSg0RXCa/MuGKDefOPLmNJucieWF6AeS8doKD6C6Ji4wCgNuDy+ZR1LGCU+AKlDfbU3Al8s/nez1nqg+N+DwHQ0pB2YXQSyr7hNCFFhzX7XmijxEYtPZ1BL6cPZOgJG8svFaHnrUOdzORr0FDl3o2RQl8FMgDoxjK2hA4DJ4QsrPu5YboJwPo+vUQLUK6UaNuBQeaJDl5Nwrmvag1VZeXr4yRUffyo6SMRqwYkNt02S1lZqOoN6ZB1nUNuqPQCxtuxo9XPw9AipbB6X3bqq555eZHSHpMTHXG7fHOILj17gyMUx9nev/RpOl8aMhb3UoL4sXOfE57SVNYM6m04R1uNkfW1XbJ/MTDAQv8SrN/9s2c61HtmdLoYsYZwlAp8b6rqpdzTw7OghfmbTa1d8zvGB8wA4Q11zvp7IJjgVPclbrv3VFZ9rvVBK0VXfvWCA2uHycLzuJrbEHqCQz2OxLu1zbDwdm6nZ7klcYtTWwtXPJojFap0VoL4muLPKo1kblFIO4DXAB57/mtZaK6WWVA9FKfUujBIgNDc3c/DgwXIMc9VNTU2ZduxibVvOtWXPpTjbX/1r8snzRoD62FOPcdamqjqWSlvKPGmtcVrhkWdPsym38qfbsgWNRSlSUzF+RmnGkvDM6SdQKC4eOUW/Orvic6wniakpDj3ywIL7RXNRAJ46+iA7J43s2Z5nHyGaWN61nCtoLlg0E4UEoXyes8/10dsfXdaxasHU1BSPPnh/yX3Gi/d4Dt3/ffydu2a2t9vbOXjmx+yZvG7J583kNRcsxhxP9j1LxGrFq92LumZEaZmC8Zlw5ORjNA3Ur+hYqXj1P+PmsmCAWin1aeBVwLDWetes7e8F3gPkgW9rrf+wuP0DwNuL239La/39SgxcVMaOVj/5gubM0BS7O1Z20S9VT8R4h5QM6rndurkRpeChsxFTBKgHxpLYLIqQz1ntoawZSik2hb2cHy1fBvXYUC/NSqPqr0ysOxM7BcA2yaBe0Kijg4bk/I8cKqXYGbqeo2XKoI6P9ADga+qe8/WjkWfJ67zUn36errpunh5+asH9slteTujwfRx95gE27z2w6ONrrYmlowSKGdSN2QEuea+VAPUKtBbL2AxMSQb1LK8AntZaTz+fOaSUatVaDxRLeEynxVwCZj9m0VHcdgWt9b3AvQD79+/XBw4cqNjAK+ngwYOYdexibVvOtfX96DP88PhQ1a/JRxIncJ7v4aV3H0Cp9R2gXuo8dR++H7weDhzYv+Jz98ezuKwWLp16Cp6CYNcOLA29hLJh9t+2+DHVikOPPMDeW+9ccL9sPov6yp/jbvWze/dL4fQf0OjMsmsRPzuXSCqLzxancEHjzynuvPvlyzpOrXj0wfu55Y67Su5zqbkeev+K5joL18/a966nn+JLp77AnltuxLXEzOe+qQyNLuOpj5M/6iESt9LoCS/qmhEL8/93Pfawm703rOzv86mH76/6Z9xcFlPi47PAFb/9SqkXYtTGu15rvRP4cHH7tRiPLe4s/sxHlVKrm4YrVmRHq1GrthplPnojRtCuW5okzqnB42Bnm5+HTNIocWA8RbPfhdWyvhfUS7Up5C1riY/pR+XswSvLRZwpNkjc2iAB6oXEvRtoyV1CF+Yvn7M7tIeLk72MpVaeqZGLGnMW6pi7tvGR4UMoFLtDS89aWM82+LsZSgwu2LSl+9bXkdMWxg/9z5KOn8jFyRVy1DsD5HM5mgqjZHwdKxlyzfPafdQ7GqTEx5XexOXyHgDfAN5a/O+3Av8za/svK8MtwPisUiBCiApq9rsYncqQyVW3rF40niHodaz74PRydATcZS/xkRoz7hva/U2MJIcIS3mPFbFb7QRcjQwnh2hoauc5SxetPf9Tcr29kEjK+B7sKsgTuuXQ2L4ZgHz0yicRbmjeT66Q45nRldWhzk+NELFaCHrCKzqOuCzsbmYksX5LfCwYoNZa3w88/xv5u4EPaq3TxX2m/4buAb6ktU5rrZ8DzgI3lXG8osK6Gr247VZODK5+gLonEqfebadBGoHM6/bNIQ5diJHIrLwDcqVdGkvSLuU9rrI57OPSWJJkJl+W46UjxoLCG95wxfbTsROE3c0z9XTF/HKBjfhVgsnY/B/2u0J7ADgaObLi81knLjGOF09dw5yvHx55mq2BbdLc8nm66zcCcGGi9OO89Y3NnHTuom3wp0s6/njaWOoEnEFiQz3YVR7d0L2ssYrLWrxtEqAuUkp5gZcAX5u1+YPAS5RSZ4AXF/8M8B3gPMZa+pPAb6ziUIWoaS1+o3/KyFS6quOIJTLyvWgenUEPfbEkWi+pKlJJmQljHehqaGY4MUiTRxokrlTY3cRIYhhlsdC39RfZmj9H75H7ln28SDICgFPLGrkcXB4fozRgm7h4xfbrm/ZiURYODa2sDrVORIhYrTTVSQuNcgl7jBto69VymyRuA+5USj2mlLpPKXVjcbs0dDE5q0WxvaWuShnUCcmeXsBtW0Jk85onemLVHsqCBsaTtEqDxKtsChsN186PlqcOdX7MCPw0tGy6Yvvp2MmZWrqiNHt4KwDRiyfn3Wd78FrsFntZGiW6E/2MWuYuHJErZDk6+gzXFxszisu66roBFqxDDTC+4cVsLPQy+NyJRR9/ImO8rzY4A0z0G/UmHaGNSx6nuFKbr4P+qflL6NQSrXVca92otR6ftS2itb5ba71Va/1irXW0uF1rrd+jtd6std6ttV55tyIhxKI0FwPUg+PVbZQYS2QJSoPEOXUE3Eylc4wns2U7ZmFyBABPQzPDiSGa3JJBvVJhT/NMMG3ji9/BlHaTffjjyz7edAa109pQjuEJIGJrxpO4MpHAZ/exPbCDp1YYoCYxzJjVSsgrBfPKJexuZlSaJM75c0HgFuBG4MtKqU2lf+RK66Gpy3pt6NKg0zxxMcdPf/rTVX2k7GRfgs0NlnX5d7occ11f6ZzGquBLPz2E7l+7GRUFremPJdldn1v387nU94HopPFY27fue4KR1pX1qc0WNGrwNJPazenjR2e2pwtpLk72cK3lGmlIUVSqoUt80ngi4cKh+4gl569K1W7r4LHz93NLYmn1DnMFTZ/18ntpZ7KfiDXMhTkal/Sme0nmknijrgUbm6xHpRq6ZAoZFIqHjt6Hv690r4K4xyifcvS7n6Tnutcu6tynp4zs+KHTPaTPnWQ/MDyWYEp+h1bEMl5gcKqfpx6+D4tabl7EZWu1qYsQYv2YDlAPTVQ5QB3PcG2bv6pjWKs6AkZS08VosnxZ5gkj+FnwuUnnU5JBXQZhdzOHh40gp6eugSONr+DGyDfoH7mEP7z0PMbpDGq3XQKe5TLpaqMlfnVCxw3N+/nPU/9BKpfCZVte0lkya/xOBVyNKxqjuCzkaSKaipDNZ7Fb198NzOVGR/qAr2njmZrHlVIFIMQiG7rA+mjqsl4bulxw9nDwf46xfe8ttK1SiYZMrkDk+9/lTTs2cuDA9lU551o33/V1w7lHuJjJceDA2m00MDyZIv/9H3Prdds4cGt3tYdTUUt9H0hl8/zZw9/DFe7iwIGtKzp3fzzLwJMfJmINXdF44ujoYXSf5q7dL2dv+9q9TlZTqYYumVSSwtHfotGeYGeJBh63HHmSr57+D6696Sac1sU3/4yksnT4Ln95yh6MMNJw45yNS86f+DwMwhvufHNNfjFaqKFLy9dbyTewYNMXgJ6j/4eNU4fYfMffL+rcJ44OQARuvvFuRi4aNfdufPHrcLikVNFKXDw7xI+f+hEd12+j2du64uOt1aYuQoj1o6V+bQSoowmjBrW4WmfQ+Gy+GEuwu6O+LMe0JCJM4CWWM0p+NUkN6hVr8jQzlZ0kkU3gsXuof8Fv4Pjvr3HxR59g55v+YsnHG4kP4S4UcNTgGrlS0r4OmibvJ5vPY7FeTtTZ17yfL5z4HEdHn2F/y/Kq9qbyxtOJQQlQl03YbVz7o6lhWr3rr1jFclNZvg68EEAptQ1wAKMYDV3eqJRyKqU2AluBx8swTrGKdrQad+pXs8xHXyxBQRs1sEVpt28Ocax/grFEptpDmVf/mLGgb62XwM7zuexW2urdZSvx4UsPM/a8LILTMaNUxbaANEhcDIfLzZAK4RjvKbnf7tAesoUsp6LHl32uqfEofuIU6uduvndk5BBtvvaaDE4vRrd/I70Tzy1q30vNL+Sa9DNMxEYWtf94+nKJD/vkBYYJSnC6DFp9xuJZ6lALIcwi4LHjsFoYrGKAOpcvMJ7MEpAa1HOazqDui5WvUaIjHWVc1TOcMEpSyFps5cJu4zvKdEmCtu37eNZxPVt6/5N8buk9lQbH+2jM51F1cvOgXFRgAw6VJzp04Yrte8JGHeqnh5df5iOljXiSZFCXT5PH+J1ar40SFwxQK6W+CDwCbFdK9Sml3g58GtiklDoKfAl4a7FW3jHgy8Bx4HvAe7TW5ekEJlbNNS1G04HVDFD3ROIAdIckQL2Q27c0ojU8ci5S7aHMa2AsCSA1qOexKezl/Ei8LMdqzA+TdF25SDsdO0HAGSTklsffFmvE0U598mLJfXY1Xg8YGerLFe0/D4AtuOGq17TWHB5+WupPl9Dl7+bCZO+imiLV7XkNNlWg55GvL+rY45kYXrsPh9WBL9lPxCZfTMthOrtDAtRCCLNQStHkdzJUxRrU48ksWiMZ1POod9vxu2xcjCbLdkxXNsaUtZ7hxCAgGdTlEC4G+Wc3dZu87ldpZYSzD3xlyccbmRoklC9g88sarVycxX4rsUtnr9juc9SxLXDNiupQp5Tx+ykZ1OUznUG9XhslLhig1lq/SWvdqrW2a607tNaf0lpntNa/pLXepbXep7X+yaz9/7rY0GW71vq7lR2+qIQ6l53OoJsTA5Ords6eUePutzRJXNj1nQ14HVYeOjda7aHMq7+4oG9fpRIxZrM57OP8yNSKO49nMymCepysr+2K7WdiJ9gauGZVa8ib3ZS3i6Zc6QBagytIZ13XiholTg4Z2b/ucNdVr12Y7CWWjrG3ad+yj7/ebfB3k8wlGV5Ec5DNew4QoR7r6cUtRSbSMRqcAQCC2UEm3OvvsblqaPa0YlEW+qckQC2EMI8Wv4uhiXTVzh8rPikZkAD1vDqDHi6WMYPalxsjaQ8wkhzCZrFJ1mcZzASoE5eDaZvv+gWGCeI5/KklHy+WjhLK53EHVl4yTBj8rZsBSAydv+q1G5r3c3T0GVK5pd+s04UCKYvxHiq/S+Uz1+/UerLybjViXdrR4l/VDOreSJw6p02yBBbBbrVw08YgD59duxnU/WNJ3HYr9e71V7i/HDaFvcQzeYYnV/bFZ2LoIhalUfWXA9SZfIbnxs+zVcp7LEmuoZsgk0yNlb7xsyu0h2OjR5Z9cyE92gtAoLgYnO3IyCEAyaAuoctvBPZ7J3oW3NditXK24Q62Tz5KJr3wwno8YwSoc9kMTYVRMr65y7CIpbFb7YTdzZJBLYQwleZ6V1VrUEfjWQCCUuJjXp0BD32x8mVQ1xXGSTuDDCcGCbmbytLYt9ZNP805O9vT7nByquMNXJ9+isHzR+f70TmN5SdozOfxNUoSQbmEOozG4vlY71Wv7WvaT7aQ5Vjk2SUfNxmfYMwGTmy4bZK0Vi5euw+PzTtTNme9kXddMacdrX6ei8RJZJZeG2o5eiIJukIeyfhcpNu3hDg/GmdgvHyLsnIaGE/S2uCS+ZzHppAPgHMjK6tDHR/uAcARvNyb9rnxs+R1jm2BHSs6dq2xh43FWfTC1V2sZ9sd2sN4ZowLkz3LO9F4HxltJdjcedVLh4efpt7ZQLd/4/KOXQOm/256xxdXh9qy42eoU0nOPfH9BfcdT8docAaJDTyHTRUg0L2SoYpZWr1tDEqAWghhIs11LgYnUit+2m25ovHpDGpJ9phPR8BNXyxRljkq5PM06Any7kaGE0NS3qNMnFYn9c4Aw8+rl9v64neT1VaiP/2XRR8rW8gS12lC+Tz+cNvCPyAWxeXxMUoD1vGrSx3uadqLQi2rzMdUdICI1YpfyRPy5RZyN83Uyl9vJEAt5rSj1Y/WcGpwdcp89Ebi0iBxCW7bHALgoTWaRd0/lpLyHiVsChvX+krrUKcjxkLCM6tcxOmYEWCVAPXS+Nq2AxAfOF1yv90hI7t5uXWoHVN9jFpCV3TJnnZk5DDXh/fKjZ0SQu4wHpuH3kXeINh8y6tIaTvpo99acN+JdIwGV4CJgXMAOMNyo6BcWn0dUuJDCGEqLfVOEpk8k+nVSdZ5vukSH/J06fw6gx5S2QIjUysvxRIfH8WmCmhPI8OJQZrcUuO4XMLupqvq5QZbujhcdxfXjXyLVHxx8YbxtPG9ty5nweOrL/s4a1nE1ow3efU6rc7hZ3vwGp5eRoA6GRsyAtS2unIMUcwS9jQxIhnUopZc2+oH4OQqBKiz+QJ9saTUn16Ca1rqCHodPHx2bdah7h9L0lovDRLn0+J34bZbVxyg1mN9ADS0bJrZdjp2Ep/dN9OYTCxOY6cRoC6Mniu5X2ddF/XOwLLrUHtTg8RsVzevHE2OcnHyAnukvEdJSik2+LsXVeIDwO2t44RnP92j96ELhXn301ozUSzxkR4xavDVzVGGRSxPq7edSGqE9DJqGAohRDW01BuJFn1lbMK3FDMZ1FLiY16dweIclaHMx1TUaIyIN8RIUjKoyynsaZ6zXq66+V34iXP+x59e1HFiKSNA7SxIElS5TbraCGQG53xtX5NRhzqdX9qNoPT4MKNWKwGn1J8ut7B77t+p9UAC1GJOHQE3PqdtVepQ948lyRW0ZFAvgcWiuHVzIw+dG63ao4fzyeSMTIbWelk8zMdiUWwMeTk/urISH9apfia1G299YGbbmdgJtkiDxCVzeesYIohjgdIRSil2NV7Ps8V60UsVyA4x5b76scTp+tN7miRAvZAufzcXJq6ukzef5KaX0soIF048Me8+k5lJ8jpPwBlEx3rJa0WwddO8+4ulaSveMBtI9Fd5JEIIsTj7NjQA8HCVmpKPJTK47VZc9qufuBKGjoCR3HQxuvJGickxIxsx6fWSK+Ro8kgGdbmE3c1zZntuvOElPGfpouXU50smEUwbK2ZQu/CXfYy1Lu3roKkwTCGfv+q1G5r3kylkODa6tDrUuckRIlYLQc/ViTliZZo8zURTo+QLV8+X2UmAWszJYlFsb6lblQB1T8RYVHRLgHpJbt8cYmgizbkVZuGW29BECq2hrUEyqEvZFPauOIPalRwkYg3N/DlXyHFu/AzbGqS8x3KM2NupS1xdf+35doWup2/qArFUdEnHz2UzhHWUXN0cAerhQzitLrZLaZYFdfu7GYj3k8otLmOq67Y3UNCKyFP/Pe8+sbQxlw3OAI7JPkZUI3anvIeVS6vPCFAPSpkPIYRJdAQ8bGnycd/pkaqcPxrPSnmPBXQEypdBnRk3shGnPMYNAcmgLp8mTxPj6dhVGbjKYqFv6y+xJX+ensM/XfA4Y8UMaoclWJFx1jLV0IlD5YkOXbjqtT1N+5ZVhzoTH2bcaqWpXpqOl1vY3Uxe54ml12a515WQALWY147WOk4OTFY8Q7c3YgTppMTH0ty+xXhcplqZHfPpHzMWiW1Sg7qkzWEffbEE44nsso/hTw8xZr98V/rCRA+ZfJptgWvKMcSaM+nZQFNu4QzP3aE9wNLrUEcHe7GpAqp+jgaJI0+zK7Qbu1WaIS1kg78bgAuTVy+i5xJs7uC0fTvhSz+Zd5/pmw0NriC+5CUidvliWk7TJYcGpFGiEMJEDmwL89j56Ko1jZ8tlshIg8QFeBw2Qj4HfbGVZ1DnJ40bEfHiPYGwBKjLJlys5z06Rxb1phe/nUntJvfIJxY8znQwzu0Ml3eAYqbvSuzS2ateq3P42RbYztPD8z+JOJd4cgCApjkSc8TKhIpZ6euxzIcEqMW8drT6mUznynJXupSe0QRuu5VwnbOi51lvNgQ9tDe4eWiN1aEeGDdqjEqJj9Lu2hbCohSv/9hDPDe6vEzqYH6UpOvyAnq6QeLWoGThLkeuYSMhxkhMjpXcb1vwWuwW+5ID1OMDRvkQV6jriu3xbJzTsVNSf3qRuooB6sXWoQaIdNzNtvwZRvvnLuESS8cAI4O6MTvIlFtquJdT0BXCYXVKo0QhhKkc2N5EJl/gkXOrn6UWjWek/vQitAc8XCxDnXCdML5PTdqM2t/NEqAum3CxXMpo4uoAtbuugWdCP8PeiYOMD5deI0QTw9Tn81hkbsrO32L0XUkMz71O3te8n6Ojzy6pDnUiY9z0CbpDC+wplirsLgao12GjRAlQi3ntKDZKPF7hMh+9kThdjR6pmbtESilu39LII+ci5Atrpw51//h0BrU8Hl/KDV1BPv/2m4nGM9zzkQd54MzSHiHNpFM06jFyvtaZbWdiJ3BZXXT6ukr8pJiPNWQsziIXTpTcz2l1sj1w7ZIbJSZGegDwtVxZ2/jZ0SMUdIHrpf70omyo2wAYTwwsVuiG1wJw8ZGvzfn6dAa1T3kI6wiZOnkcsZyUUrR62yWDWghhKjduDOBxWPnpqdUPAsQSGSnxsQidATcXy5BBbU2MMqXdRLNRnFYXfkd9GUYn4HIG9XBy7mzP+gO/gUPluPjjj5U8TmTyEqF8Hkud1DQut8aOLQDko3P3eLmh+UbS+TTHRo8u+pjJ/DgAAZc0SSy36Zs+w5JBLWrJNS11KEXF61D3ROJSf3qZbt8SYiKV41j/eLWHMmNgLEWDx47HYav2UNa8Wzc38o3fvIPWejdv/fTjfOrB5xZdUicy2ItFaai/nOl5euwkmxu2YbVIQ53l8LVvByDef3rBfXeH93I6dmJJmQT5mFHfurFt4xXbjwwfwqIs7A5dv4TR1i6XzU2rt42eJQSoO7fv45JqxvPcD+Z8PZYyMqgL0TGsSkNAbvKUW6u3jYF4X7WHIYQQi+a0WbltcyMHT42selNyyaBenM6gh/6x5IqTdeypKOMWP0OJAZo8zZI4VUYhd+lyBG1b9/CsYw9be79MPjd/OZ1YcoRQvoCtvnXefcTyuL11RKjHOjF3L549YaMO9VLKfCSYBKDRJRnU5VbvaMBhcTAyz00fM5MAtZiXx2Gju9Fb0QB1vqC5GE3SFZL608tx62bjjuRDZ9dOgfz+saSU91iCzqCHr/7Gbbx4RzN/+a3j/MFXniGdW7gj79hgDwCOoFHPuKALnImdZJs02Vu2xk6jdnd+9NyC++4O7SFbyHIqenzRx7dMXCRGHR7flVk5h0cOsS2wHa9dbtQt1gZ/15JKfCiLhd7wAXYkDxGfo4RLLB3FY/ORHDIyR1zhTVftI1am1dvBQLx/1YM8QgixEi/Y3kRfLLmqTcmz+QKTqZxkUC9CR8BNNq8Zmkit6DjObIxJawPDiSFpkFhmHrsHn72uZDmCyet+lVZGOfvAl+fdZzwTozGfxxWQ+amEUVsznsTcT7r5nX62BrYtqVFiUhlPVQdc0tSy3JRShD3Nc5bNMTsJUIuSdrTWcWJgsmLHHxhPkskXJIN6mZrqXGxr9q2pRon94yna6qW8x1L4nDY+/ks38Ft3b+UrT/XxpnsfZXiy9EI7Pmo0iPOEjUzP/qmLJHMJtkqAetncdQ2M0oBtbO76a7PtLGY7Pzt6aPHHTwwQsV75WGI2n+Xo6LPsCe9b2mBrXJe/mwsTPUsKdnp3vwqnynL+kW9c9dpYKka9M0h6xJh7f+vmso1VGFp97cSzU0xmKvtUlhBClNOBbUZDtoOrWOYjljDqIAckQL2gzoCR5NQbWVmZD292jKQtwEhicKYkhSifsLupZEO3LS/4BYZoxHv403O+rrVmsjBFKJ+nrlGa7lXCpKuNQGZw3tf3Nd/I0dFnyOQzizpewpLBqS24bJK4Vgnbgzupc/irPYyykwC1KGlHi58L0QRT6cp0r+4ZNRYTEqBevts2h3iiJ7qorNvVMDCepK1BPoiWymJR/O5LtvHRX9zHiYFJ7vnIQzzbN3/plmzUeFS+vsUoF3E6dhKAbYFrKj/YdWzY3k5d4sKC+zU4A2yo615SHer6zBATziuzPk7FTpDOp6T+9BJ11XWTyCUYTS6+dvvGG17COF449d2rXoumovidDaixXnLaQqB14xxHECvR5jXKEfVLmQ8hhIl0Bj1sDnu57/TSeoWsRCyeBSAoJT4WtKu9Hrfdyucf7VnRceoKYyScDURSo5JBXQFhT3PJcgQ2u4PTnT/HdemnGTz37FWvJ3MJMuQI5fPUh6WRdSVkfB00F4Yp5OeOKdzQtN+oQx1ZuA51JpVkwqrxI0lrlfK/b/0gv33DB6o9jLKTALUoabpR4qnBymQ89USMx+W6pcTHst2+JUQqW+DQhbFqD4VEJsdYIkurNEhctlfubuUr774Vi1K84eMP840j/XPupyYuMand+OqNx6ZOx05gt9jp9kvm50pMeDppyi6ukduu0B6OFRscLkQXCoTzw6S9V2Z9HB42MrCvD0uAeim66o0Acs/Ewtnu0+wOJ6frbmXr+ENX1TgcS8eodwSxT15k2BLCZpegQLm1FgPU0ihRCGE2B7Y38dj5KIlMZRJ2nm8mg9pjX5XzmVnQ6+A3DmzmO88O8uj55ZU81IUCAT1BxO2joAs0eSSDutzC7mZGFihH0Hb3u8loK9GD/3LVa9GU8bSwL2fF5amryBhrXsMGHCpHbGieOtRNxTrUQwvXoZ6KDhKxWvFbJAlRLI0EqEVJO9qMAPXxCpX56I3EcdosNNdJQHO5bt4UxKLg4bPVL/PRP2aUpWiTGtQrsrOtnv/5zdu5vqOB3/riIT70vZMUntf8xZEYZNR6uenE6dgJNtZvwW6VLzMrkanfSBNRUvGFG4/uCu1hIjPOhcmeBfedGo/iU0kK/o4rth8eOURn3QZCbmkgshRd/m4Aeifm7jY+n8L2VxBgkvNP/+SK7f1Tl7AohT95iahdMqcqodVXDFBPSYBaCGEuB7aHyeQLPHJudXq+xOJS4mMp3nnXJtrqXfzlt44vq1licmoMh8oRcRvfRyWDuvzCniaiqVFyhey8+wRaOjlcdxfXDX/rqnV4JGX87jkKEvCsFGfYSP6I9Z+d8/V6Zz1bFlmHOh4rBqjtDeUcoqgBEqAWJbXVu/C7bBVrlNgTSdDV6MFikU7Jy+V32bmuo4GHVmnRXMrAuNEMQUp8rFzI5+QL77iZN93UyUcPnuOd//Ykk6nLizpfeohxu1HPWGvNmdhJtkp5jxWzhowM9NELpxfcd3doDwBHRw4vuG+k32i8aCs2tQRj3o6MHOL68J4lj7PWNbmbcNvcXFhCo0SATbfeQ0ZbmTpyuQ71oaGnSOQSxFKjNOaGmHJLbcNK8Np91DsaJINaCGE6N20M4rZbOXhqdcp8RIsZ1NIkcXFcdivvf+UOjvVP8NWnll5GKh416u6OOW0AkkFdAWF3MxpNJFk6ocpyy6/jVwnO/+gzV2yfzqB2ItnTleJvMb4DxYfOz7vPDU37eXYRdajT48OMWi0EXJKAI5ZGAtSiJKUU17T6Kxag7o3E6ZL60yt2+5ZGjlwcq1it8MXqHzMC1K3SJLEsHDYLf/O63fzFPTs5eHqE1330YXpGjbI4gdwICZeR4TGcGGQiM842aZC4Yp7WbQBM9Z9acN/Oui7qnYFF1aGODxmlKDzhy7WNeyaeYzw9xp4maZC4VEopNtR10bvEALWvvpGTruvpGD4IQK6Q42+f/CBN7mZ+f8/f0ESUbN2G8g9YANDibZMAtRDCdJw2K7dtbuTg6eElNeddrukM6gYp8bFor76ulX0bGvjQ908t+ftQcsyojTzhMBKmJIO6/MLFoH+pOtQAG/fdzTlLN62nPo8uXC6hF00aiVgua2PlBlnjgu2bAMhH5386cW/zDaTzKY4vUIc6OT7AhNVKo1du9oilkQC1WNC1rX5ODU5eVWJgpQoFTW8kQXej1J9eqds3h8gVNI8/V90s6v6xFEpBiwSoy0YpxS/f2s3n33YTo1Np7vmXhzh44hKNeoys11hAn46dAJAAdRk0dhpZ6LnRcwvuq5Rid+h6nh09tOC+6Yix2Au0Xa4RfmRE6k+vRJd/45JqUE+b6n4pG/QlLp05wn+d/hJnx07ze/v/EKJGdo4KdJV7qKKozddB/5Q0SRRCmM+B7WEuRpOcLyYKVFI0nsXntOG0WSt+rvVCKcWfvXono1NpPvrTuUsUzCc7btRGHrdl8dp9eO2+SgyxpoXdRqDy/PjZkjd5lMXCpW2/xObCc/QculyOLZoaxao1dmdTxcdaqzy+eqL4sU7MXYMaYG/TDQALlvkYL5ZzC9d3ltxPiOeTALVY0I7WOhKZPL3RRFmPOzSZIp0rSAZ1GezrCuC0WXjobHUD1APjScI+J3arvLWU221bQnzjPXfQ7Hfyx5/7IRal0fVGPePTsZNYlZXN9VurPErz8zWEiFKHfWz+x9tm2xXaw6Wpi0RTpX/31HgfGW0jEL5cPuLQ8NMEXUE21ElAdDm6/N0MxgdI5VJL+rn2W14PwOnHv8i9Rz7KLa23caDzblLFRxpdTRtL/bhYgVZvO0OJAfKFuTvECyHEWnVguxEYW40yH7FEhoBXsqeXak9nA6/f286/PvgcF5fwvTU/aczpOEma3JLxWQkt3lZsFht/9+Rf8eqvv4DfO/jrfPKZf+aBvp8wkrgyq3rz3W9jUrvJP/qJmW2j8SEa83nwSoC6kkatLXgS/fO+3uBsYEvDNg4NP1XyOBMpo2xOa7C7nMMTNUCiSGJBO1qNRonlLvPRM2osHLolQL1iLruV/d0BHqpyo8T+sZTUn66gDY0evvYbt/Nq4wksPGEjsHkmdoINdd04bZK5Xg7DtnZ88fmzB2abqUM9eqTkfvapfoYtYSzWy9lQRv3pvSglNfiXo8vfhUbTN7m4uZrW1LmVc9ZNfCPxQzKFDL+///0opchFegDwt22pwGgFGAHqXCFHJLU6dVyFEKJcOoMeNoW9HDw1XPFzReMZgh6pP70cf/Dy7ViV4oPfPbnon9Fx4/tTrDBBWMp7VITH7uUzL/sKv7f/T3hBx4sZS8f44snP8icP/S5v+ObLeP3/vIQPPPA+PnfsXp6ZOsbDTS9jz8RBxoeNp66GJ/oJ5fMon9xAqKRJdysNmYGS+9zQvJ8jI4fJ5udveBnPGIk7je5wWccn1j9btQcg1r5tzXVYlBGgfuXu1rIdtzdiPCLXJSU+yuK2zSH+9vunGJ1KE/I5qzKG/vEk17RI84pK8jlt/OEvvoa+Z310brkDMDKob2i+ucojWz/G3Z1smFy4bAfAtsC1OCwOjo4e5q6OF827ny81QMzezHTlvOHEEP1Tl/j5bW8qw4hrU7ffyHTunexhS2BpTw/c17aHh2xP8ovdb2KD37jRYx3vJaOtBJq7yz1UUdTqawegf6pPanwKIUznwLYmvvBYL8lMHrejcuU3YomMNEhcptZ6N7/+gs38w49O89bnoty0Mbjgz1iTEZLawWhqhO2NO1dhlLVpg7+bDf5uKFa7S+dSnBk7xcnoMU5Fj3MyeoxH+u9Ho8EH7c5mmn/8Tm7a+wsMxi+yJV/A0SBrh0pKeztonnyYXD5/RVLNbPuabuA/T/0HxyNHub5p7jKF8fw4AEGX1AwXSyMZ1GJBLruVTWFf+TOoIwnsViUZt2Vy+xajS+4j56pT5kNrzcBYitZ6mc9Ks3iDdNzyBrQ7SCQ5SiQ1wrbANdUe1rqRqe+mWUdIJxeuM+mwOtgevHbBRomNuSES7suL6iPDRgBcGiQuX6ffaGbYM760OtS5Qpb/8vbRns1x6/Dl9yv31CWGLWGsNrl3XymtXiNAXauNEpVSDUqpryilTiqlTiilblVK/blS6pJS6nDxn1fO2v8DSqmzSqlTSqmXVXPsQgh44TVhMrkCj5yv7BOLkkG9Mu+6axNt9S7+4lvHFtVDyZ6KMKz8xNJRuXm6ipw2F7tC1/OGbW/mj2/5Kz7/yv/m269/gH848El+7br30ZH10J+/xMeP/D9G08OE8nlcgfIly4k5BDbgVFliI/P3C5mpQz08fx3qBFPG4VwL3yASYjYJUItF2dHq58TAZFmP2RuJ0xn0YLXI4+3lsLu9njqXjYfPVafMx3gySzKblxsOq+zMmPEIozRILB/VuBmL0kT6Ti9q/92hvZyOHSc9Ty3kXCZNSMfI1XXMbDs8cgi3zc22wPayjLkWuW0emj0tXJjoWdLPfenkf9CXHuTXI1l85348s70+1U/ULl9MK6nZ04pC1WyAGvhH4Hta62uA64ETxe3/oLXeU/znOwBKqWuBNwI7gZcDH1VKScc0Iaropo1B3HZrxetQx+IZApJBvWxuh5U/esU1HL00wVefXrgxrzsT5YKzHoAmj5SQqCav3ce+5ht5845f5W1d7+OHfX38XeN7+DnrdbxhYoq6xvZqD3Fdc4SMpxOjl+ZvNNrgCrClYSuHSjRKTKgUroLCZZO4gFgaCVCLRdnRWselsSTjyflrDS1VTyQh9afLyGpR3LKpsWqNEu87bSzW2yVAvarOxIz4xhYJdJaNp3UbAJOXTi1q/12hPeQKOU7Gjs/5+sRQLxalUQ2XO1kfGTnErtB12CySrbsSXf5ueid7Fr3/UGKITz77Me5ov4tm923siD8+kykfzg8Rd8sXn0qyW+381R1/z0u7XlXtoaw6pVQ9cBfwKQCtdUZrPVbiR+4BvqS1TmutnwPOAjdVfKBCiHk5bVZu29zIwVMjaL1wZu5yHL00TjyTlxKIK/Sa69vYu6GBD33/FFPpXMl9Pbkx+hzGd1LJoF47ttz5cwwSouWZL3FbbgO7MxnqZzUbF+XnbzUaHSWHSjeL37dAHeq4JYtfy002sXQSoBaLsqPFaJR4skxlPrTW9Ebisvgqs9s3N3IhmlhS5+pyeOx8hD/4yjPs6WzgwHZphrCaTsdO0u7rxGv3VXso60bjBiMbPTsyf/bAbLtC1wPw7MjcdauTIz0AuEJGreOpzCRnYqfZE5byHivV5e+md7xn0YGCf3zqwxR0gd/b/0c4d74Kj0pz9rHvkEpMEWKMbP2GCo9Y3NH+QjrqavLveSMwAnxGKXVIKfWvSqnpu/S/qZR6Rin1aaVUoLitHZjdAbSvuE0IUUUHtoe5EE3w3OjCZcCW45MPnMfntPHavfLrvhJKKf7sVdcyMpnmYwdLr+fq8mMMOY0EGwlQrx02u4PTG36O6zKHUCOnmNAenG5JbqukxnajUXgu2ltyv31N+0nlU5yIHrvqtXwux4S1QJ2SpDWxdJK6JRZlR6sRoD4xMMHNm1Ze7H5kKk0ik2djSD5kymm6DvXD50b5heDqBACO9Y/zjs89yYagh8/8yo247PIE8mo6HTvBjuCuag9jXakLNjOOF1tscbWN650NbKjbyNF56lDnIsYiz99iZCU8O/oMGj1vYxGxeF3+buK5OJHUKKEFOoU/PvAoP7rwA9513btp93UQvvmVxO93kTv+bUbbthIALIGu1Rm4qEU2YB/wXq31Y0qpfwTeD3wE+EtAF//9d8DbFntQpdS7gHcBNDc3c/DgwTIPe3VMTU2ZduxibSv3teVKFAD4128/wku77WU7LkAkWeCbR5K8tMvG048+VNZjr3WVeg+4tc3KJ+47R3e+n7Bn7ty8m/UE/Rg3uvufOcuo5ULZx7GeJKamOPTIA6tyrlToZjK999IRP07MUs/5B+9flfOuB1NTUzy6jL+vrTTR2vN1HvzJXdgcrjn3yefTAHz98f8iUX9lAuPkRIyI1Yonb1+160QsXSq+NtddEqAWi9LsdxLw2MtWh7pn1Mjw7ZISH2W1pclHU52Th85G+IUbKx+g7o3Eeeunn6DOZePf3naT1MtbZZOZCQbj/dyz+eeqPZR1Z9Daji9eOntgtt2hPdx/6ccUdAGLuvILkBo3kiAb24y6boeGn8aqrOxq3F2+AdeoLn83AL0TPSUD1Jl8hg898Td0+Dp5y7W/CoDD5eG470Y2RR/gwiWjL527aWPFxyxqVh/Qp7V+rPjnrwDv11oPTe+glPok8K3iHy8BnbN+vqO47Qpa63uBewH279+vDxw4UP6Rr4KDBw9i1rGLta0S19bHThykr+DhwIHyVt35628fR6ke/vSNd9VcybxKvQds35vkhR8+yMGxBv7llVc/uZaYGsd9MMOUz0m9o4Gbb7+77GNYbw498gB7b71z1c53+PQB9k3+lFO2a7jljrtW7bxm9+iD9y/r7+uE/iD77nsbQ6e+yJ53f2be/T79rU8z4o5cdY7Dhx8nMmphg7tlVa8TsTRPPXz/mlx3SYkPsShKKXa0+jl8cawsNdd6IsZjcd1S4qOslFLctrmR+06PcHZ4qqLnGp5I8ZZPPU6+UODf3n6zNEesgnPFBolbA9dUeSTrz7i7g8bM4hu57Qpdz2RmggsTV2ddOyb7iVCPy2OUYTkycojtwWvw2OX9b6VmB6hL+Y8Tn+fCZC+/v//9OK3Ome2ZLS+niSjjp+4DoL5ta6WGKmqc1noQuKiUmm4YcDdwXCnVOmu31wFHi//9DeCNSimnUmojsBV4fNUGLISY14FtTTx6PkIyky/bMSdSWb74+EVedV1rzQWnK6m13s2vv2Az335mgCd6ole9PjY6CEDMWiAsDRLXJOut78KmCngs5euFJea3487X8XDzm7g18nWe/dEX5t1vX/N+jgwfIle4cl7i4/1MWK0EFniyUYi5SIBaLNord7dyamiSg6dX3rm6NxLHZlGyAKuAd961CZtF8bp/eYifnhquyDnGk1ne+pknGJ1K85lfvYktTVL/uBrOxCRAXSlpfzcthWGy6dSi9t8dNsp1PDtHmQ9faoCItQkwMnmPR45yfVjKe5RDk6cZl9VFT4kA9WB8gE8dvZcDnS/itvY7rnht462vI68VgZEnyWgbDU2d8xxFiLJ4L/DvSqlngD3A3wAfUko9W9z2QuB3ALTWx4AvA8eB7wHv0VqXLxomhFi2A9vDZHIFHjk/WrZjfunxC0ylc7zzzk1lO6Yw/Npdm2mtd/EX3zxOoXBlotVU1AhQj1lSUn96jereezdp5cTtci68syiLnb/895yxbmbbox9g5NK5OffZ12zUoT4eubJJ/Ni4USKn0dc6148JUZIEqMWi/fz+TjqDbj78/VNXfbgvVU8kQUfAjc0ql2C57Wyr5xvvvYPOoIe3ffYJ7r3/XFk7jaeyed75uSc5OzzJJ95yA3s6G8p2bLE0Z8dO0uRpocEZWHhnsSSqcTNWpYn0nVnU/h2+DTQ4A3PWoQ5kBpl0Gl96TkaPk86n2dMkDRLLwaIsbPB3caFEgPrvn/oQAL+z7w+ueq0+1Mopx0620MegJYzFKjX0ReVorQ9rrfdrra/TWr9Wax3TWr9Fa727uO01WuuBWfv/tdZ6s9Z6u9b6u9UcuxDisps2BnHbrRw8tfKkHYBsvsBnHurh1k2N7GqvL8sxxWVuh5U/evk1PHtpnK8duvLpuOSYUWUpVpiiSTKo1yRlsRD//QtMvu3H1R5KzXA4Xaif+wwOnWXyC79KPpe7ap+9xe8yh4afvGL7RML4HQtL43GxDBIdFIvmsFn4nRdv41j/BN89OriiY/VG4lJ/uoLaG9x85d238spdrfzNd07yu18+Qiq78sSrXL7Ab/7HIZ7ojfIPv7CHO7fKozvVdHbsJNske7oi3C1GqYeJS6cWtb9Sil2hPVdlUOtCgXBhhLSvDYDDw4cAuD68p2xjrXVd/u55S3w8fOlBDl78CW/f9S5ai3PwfGOdL8avEkzaVt4AWAghxPrnslu5dXMjB0+NlCUJ5NvPDDAwnuJdd0n2dKW85vo29nQ28KHvnSSevhxsy0wMk1CKeCEpGdRrmbW8DUnFwtq37ObIdX/MzuyzHPnin131etDVyKb6zTw1dGWAeiplPMHd3rh5VcYp1hcJUIsluWdPO1ubfPzdD0+RyxeWdQytNb2jCak/XWEeh42PvHkvv/eSbfz3oUv8wr2PMjSxuHIFc9Fa84GvPcuPTgzxF6/ZyauumzvYI1ZHIpvg0mQvWwM7qj2UdSnYafy9ZocXl0ENRqPES1MXiaYiM9smx0bwqjTa3wHA4ZGn2VDXRdAlwdBy6fJ3MxDvJ13sKD4tnU/z4Sc/yIa6Lt684y3z/nzTTa8HwCXJ00IIIRbpwPYwF6IJnhuNr+g4Wmvuvf88W5t8vGCbJH5UisWi+LNXX8vwZJqP33e5ZEF+aoRBm7EAaHJLBrUQs13/6vfwhO9F3NzzCc48dXUG+76m/RwZubIOdSJr1HoP10uJD7F0EqAWS2K1KH7vpds5PxK/6hGpxYrGM0ymc5JBvQqUUrz37q184i03cGZoklf/84Mcvji2rGN98Hsn+a+n+vjtF2/lLbd2l3WcYulOxU6h0WyTAHVF+EOtTGk3ltjVTQ/nsyu0B+CKMh9jA+cBsAc3UNAFnhk5LOU9yqzLv5GCLtA3eeGK7V84/ln6pi7yBzd+AIfVMe/Pt2/awZStEVuzNEgUQgixOAe2Gb0lVlrm45FzEY4PTPCOOzdisahyDE3MY9+GAPfsaePe+8/TF0sAoOOj9BXXCJJBLcSVlMVC16/cy7AlROh7v8HUeOSK1/c17yeZS3IiemJmW7wwAUDQKck4YukWDFArpT6tlBpWSh2dte3PlVKXlFKHi/+8ctZrH1BKnVVKnVJKvaxSAxfV87KdzVzXUc8//ugM6dzSy0b0RIwFQXdIMqhXy8t2tvC137gNp93Cz3/iEb72dN+Sfv7e+8/xifvO88u3dvG+uyWIsxZMN6SQEh+VoSwWBm1teOO9i/6ZbYEdOCwOnh05PLMtOWwEuL3NG3lu/DwTmQn2SIPEsurydwPQO3F5ri5N9fHZY5/i7g0v5ebWW0sfwGLD+v6zZF738QqOUgghxHqyodHDppB3xc3j733gPCGfk3v2tJdpZKKUP3r5NSgFH/yu0WjcmozynM1o9i4BaiGuVtfQyOjLP0pTYZSez74LXbj8FP2+5hsAeHpWmY8ECdwFcNpcqz5WYX6LyaD+LPDyObb/g9Z6T/Gf7wAopa4F3gjsLP7MR5VS8tDsOqOU4g9etp1LY0m++NiFhX/geXojxqNwkkG9uq5p8fM/77mDfRsa+N0vH+FvvnOC/CKaXf7Xkxf5m++c5FXXtfLnr96JUpLdsRaciJwg4Gyk0SWPg1bKmKuDxvTinxRxWB1sD+68IoM6GzHeIwOtGzk8/DSAZFCX2Ya6LoAr6lD//ZMfwqIs/PYNv1+lUQkhhFjvXrA9zKPnIyQzy+vzcnpokoOnRviV27pw2eUr82poa3Dza3dt5lvPDPBkTxRHOkqf3Y1CEXI3VXt4QqxJW2+4m0e73sWNkz/hmW99bGZ70NXIxvpNVwSo4yqNvyDvZ2J5FgxQa63vB6KLPN49wJe01mmt9XPAWeCmFYxPrFF3bAlxy6YgH/npWRKZq7u6ltITSWBR0BFwV2h0Yj5Br4PPv/1m3nJLF/fef563ffYJxpPZeff/0fEh3v+1Z7lza4i///k98ujhGnIieoLNDdvlhkEFJeu6aSkMkctmFv0zu0N7OD12gnTOqPdumegjpe00hNo4MnKIRleIdl9HpYZckzx2D03uppkA9QN9B3ng0n28c/e7afZIPUkhhBCVcWB7E5lcgUfPRxbeeQ7/+sB5XHYLv3hzV5lHJkr5tRdsosXv4i++dRx3Nsag3UHQFcIujfiEmNeeN/8lx+y7ue7IX3Lp7LMz259fh3rKkqNOO6s1TGFythX87G8qpX4ZeBL4Pa11DGgHHp21T19x21WUUu8C3gXQ3NzMwYMHVzCU6piamjLluMvl7nCeR89n+LPP/4RXbZ6/vufzPX48RdCleOTBByo4OvOr5PV1dwNYdzr4/PERXvbhH/Lb+1y0eK+8X3UqmufDT6boqrPwi10JHn7w/oqMxeyq8T6Q1VnOxs7yorpuDj0iv0eLkZiaWvLf1VTeg13leewH/40nuLimoN6kg1whxzcf+CKbXVtwxZ5jSIU4//CDPNb3CF3OLh57SOZsPlNTUzy6jPeaBt3AsUvPcP/9P+Jv+v+aFnsLGyMblnSsTF5zQW7CrXmpeG2vvYQQa8fNG4O47BYOnhrmhdcsLft2eCLF1w/188abOgl4F/89Sqycx2Hjj16xnd/5zyO4HDFG7AGa5Ia2ECVZbTZ8b/402c8dQP/X28j87gM4nC72Ne/nq2e+zMnoCXYGdzFmLdCopJSrWJ7lBqg/BvwloIv//jvgbUs5gNb6XuBegP379+sDBw4scyjVc/DgQcw47nI5ADw6/gQ/6Inyp2+6nXrP4u46/8Oxh7im3caBAzdXdHxmV+nr6wDwivMR3v3vT/PXT2T5yJv3zXQPP94/wXvvfYQNjV7+69dvIygL53lV433g2OgxChcK3LLzJeztunNVz21Whx55gL23Lu3v6pw1Dj/5GE31TrYu8mc3p6/jk1//BMnmPHuvvZPhh/6QMUcL3Xu3EuuN8bYd7+SWa+5azv9CTXj0wfu55Y6l//3c//iDfK/nO5yoP0X0YpSPvfBfuaH5xiUdo28qQ6NLsqfWuqcevr+m115CiLXDZbdy66bGZdWh/twjPWQLBd5+x8YKjEws5J7r2/nsw70EhyeJWBvYLvWnhVhQU+cWnr35/3DTY7/Fw//2++x950fY17QfgKeHnmKjvYOo1Uq31V/lkQqzWkwN6qtorYe01nmtdQH4JJfLeFwCOmft2lHcJtap33vpdiZSOe594Nyif6Y3EqerUe6qrQU3b2rkf95zO+0Nbn71M4/zrw+c50IkwVs/8zg+p41/e/vNEpxeg4KuIO/b9z6ubbyu2kNZ1wKdRgPKzPCZRf+M31lPl3/TTB3qxtwwU64WjhQbJ14v9acrosvfxVR2ks8e+zQv637lkoPTQgghxHIc2N5EbyTBc6PxRf9MIpPjC49e4GXXtkhPniqxWBT/+xWb8akkMUtWMqiFWKTdL3kLjwbv4bahf+fEg1+n0d3IRv8mnh5+ksjIBSatFvyOYLWHKUxqWQFqpVTrrD++Djha/O9vAG9USjmVUhuBrcDjKxuiWMuubfPz6uvb+PSDPYxMphfcfyyRYSyRZWNIFmNrRWfQw9d+4zZetrOFv/r2CV7xj/eTzRf4/Ntvor1B6oSvRa2+Vt6x+x00uqVBYiUFmjeQ0E5U7PySfm5X6HqOjh7h/BPfJUwMm9PN4eGn8dq8bGnYWqHR1rYN/m4AXFYn79v3u9UdjBBCiJpxYLuxFjt4anjRP/NfT/Yxnszyzrs2VWpYYhH2bQhw9I4PklZ5wpJBLcSibXvrP9Nj6WTDwd9hbOQSe5tv4PDw0/SNngagQRqOimVaMECtlPoi8AiwXSnVp5R6O/AhpdSzSqlngBcCvwOgtT4GfBk4DnwPeI/WenltjYVp/O5LtpHJF/iXn55dcN+eSAJAsgXWGI/Dxr+8eR+/8+Jt1LnsfOZXbmRLU121hyVEVSmLhQFrK97J3kXtP9x7kmNf/3taDt3PVHaS0H1vRWsIO3McGTnErvB12Cwraf0g5rM1sB27xc6797yXkNy4EUIIsUq6Gr1sDHk5eGpxZT7yBc2nHnyOfRsauKErUOHRiZJsThz7XgQgGdRCLIHbW0fqnk9Sp+MM/dvb2Re+gUQuwfnhQwA0+hbXu0eI51vwm7LW+k1zbP5Uif3/GvjrlQxKmMvGkJef39/Bfzx2gXfcuZGOwPzlO3ojxuNv3VLiY82xWBTve/FW3vdiyfAUYlrM1Uk4+dycr8XHY/Q9/V30mR/TGXuUa/QA1wAeW4hP1Xv40vZf4o23/j7jVgvnfvAK7t7wktUdfA0JuUN8/2d/is8hN9aEEEKsrhdsC/PFxy+QyuZx2a0l9/3BsUEuRBP8r1des0qjE6UMJYYAaHJLBrUQS9G182aePPa73H76/9L/+MMA9E+eAKCpoauaQxMmtqwSH0I833tftBUU/NOPS9dq7RlNoJRRVkIIIda6VF0XrYVB8rkc+VyOnsMHOfbvH2Dw7+6k9aNbufWx3+T6yHcYdW7gga1/wLE3/ISu3zlBwBlktMmDP9TGyfETaDR7pP50RUlwWgghRDW88Jom0rkCj5yPlNxPa80n7j9PV6OHl1wrAdG1YDA+CEgGtRDLsfcNf8gh9y28+PTHaXM2M5buB6CjSRLexPLIs8aiLNoa3Lzlli4+89Bz/NoLNrM57Jtzv95InFa/a8HsAiGEWAt0cBOOoRyXPvIzbEodZx9xClpx1raFR9regnvHS+m8/oV0OV1X/Nyu0B6Ojh4B4GT0MDaLjZ2Nu6rxvyCEEEKICrp5YxCX3cJ9p0Z44fb5a68+1Rvj8MUx/uKenVgtahVHKOYzGB/EqmwEXaFqD0UI01EWCy1v/RTjH7+D60YHmbJmACfNAcmgFssjGdSibH7jwGbcdit//8PT8+7TE4lL/WkhhGnUbboRgNbUeY7Xv4CH9n2Y3nceJfQHj7Hzrf/Apptegf15wWmA3aE9XJq6SCQ5yvHIYa4JXovLJk1HhRBCiPXGZbdy66bGBRslfvKB8zR47Lzhho5VGplYyGB8kEZ3CKtFkqeEWI6GUBsXD/w/DiQi5CjgKWhcdvnOI5ZHAtSibBp9Tt5+x0a+/cwARy+Nz7lPbyRBd0jKewghzGHD7tu58O4z2P7wFNve/QV2vPRt1IdaF/y5XaE9ABwafoKzY8fZE95b4ZEKIYQQoloObG+iJ5KgZzQ+5+vPjcb5wfEh3nJLFx6HPMS8VgwmBglL/WkhVmTHHa9B+V9FWikC+UK1hyNMTALUoqzecdcm6t12/u4Hp656bSKVJRLPSAa1EMJUfPWNKMvSPi63BXbgsDp58NJPyRWyXC8BaiGEEGLdOrA9DDBvFvWnHjyP3WLhLbfKo+9ryWB8kLDUnxZixW5/yz+RslioK+RB62oPR5iUBKhFWflddt59YDM/PTXCEz3RK167EEkA0N0oGdRCiPXNbrVzTXDnTB3q68N7qjsgIYQQQlRMV6OXjSEvB0+PXPVaNJ7hK0/18bq97TTVXV0WTFSH1pqh+BBhtwSohVgph9PJtZtfxfbNrwclNfbF8kiAWpTdW2/tJlzn5G+/dwo96+5ZT8R45E0yqIUQtWB3aA8jyWHafV00uALVHo4QQgghKugF28I8ci5CKpu/YvsXHu0llS3wjjs3VmlkYi7xbJzu+m466rqrPRQh1oU/esHf8tYb/ne1hyFMTALUouzcDiu/9aItPN4T5f4zozPbe4sZ1F2SQS2EqAE7G68DNK3eDdUeihBCCCEq7MD2MOlcgUfOR2a2pbJ5/u2RHl64PczW5roqjk48n8/h46uv+Sov3/jaag9FCCEEEqAWFfILN26gI+Dmb79/ciaLumc0TlOdUxqDCCFqQsjdBECdo77KIxFCCCFEpd2yqRGnzcJ9py6X+fj6oUuMTmV4512bqjgyIYQQYu2TALWoCIfNwu+8eBtHL03wvaODgJFB3S3lPYQQNWJ78Fq+8dqD/Nr176/2UIQQQghRYS67lVs3N840SiwUNJ984Dy72v3cuqmxyqMTQggh1jYJUIuKee3edrY0+fjwD06RL2h6InG6Q1LeQwhRO+qdDTiszmoPQwghhBCr4MC2MD2RBD2jcX56aphzI3HeeecmlDQNE0IIIUqSALWoGKtF8fsv3ca5kTj//lgvw5NpaZAohBBCCCGEWJcObDfKex08Ncy995+nrd7FK3e3VnlUQgghxNonAWpRUS/b2cLu9no++N2TAFLiQwghhBBCCLEudYe8dDd6+MzDPTz2XJS33bERu1W+cgshhBALkU9LUVFKKf7gZdtJZPIAdDVKiQ8hhBBCCCHE+nRgexO9kQR1Thu/cGNntYcjhBBCmIIEqEXF3bk1xM0bg4AEqIUQQghRm5RSDUqpryilTiqlTiilblVKBZVSP1RKnSn+O1DcVyml/kkpdVYp9YxSal+1xy+EWJwXbA8D8KabN1Dnsld5NEIIIYQ5SIBaVJxSig+94To+9IbrZJEmhBBCiFr1j8D3tNbXANcDJ4D3Az/WWm8Fflz8M8ArgK3Ff94FfGz1hyuEWI47t4T401ddy3sObKn2UIQQQgjTsFV7AKI2dDV6pUGiEEIIIWqSUqoeuAv4FQCtdQbIKKXuAQ4Ud/sccBD4I+Ae4N+01hp4tJh93aq1HljloQshlshmtfD2OzZWexhCCCGEqUgGtRBCCCGEEJW1ERgBPqOUOqSU+lellBdonhV0HgSai//dDlyc9fN9xW1CCCGEEEKsO5JBLYQQQgghRGXZgH3Ae7XWjyml/pHL5TwA0FprpZReykGVUu/CKAFCc3MzBw8eLNNwV9fU1JRpxy7WNrm2zKGa85QtaCxKVeXcZpSYmuLQIw+s+nlzBU2fVeZpsaampnj0wftX/byZvOaCReZprUvF1+ZnowSohRBCCCGEqKw+oE9r/Vjxz1/BCFAPTZfuUEq1AsPF1y8BnbN+vqO47Qpa63uBewH279+vDxw4UKHhV9bBgwcx69jF2ibXljlUc57641lcVnmwfLEOPfIAe2+9c9XPG0ll6fA5Vv28ZvXog/dzyx13rfp5+6YyNErfsTXvqYfvX5OfjfJOLIQQQgghRAVprQeBi0qp7cVNdwPHgW8Aby1ueyvwP8X//gbwy8pwCzAu9aeFEEIIIcR6JRnUQgghhBBCVN57gX9XSjmA88CvYiSLfFkp9XagF/j54r7fAV4JnAUSxX2FEEIIIYRYlyRALYQQQgghRIVprQ8D++d46e459tXAeyo9JiGEEEIIIdYCKfEhhBBCCCGEEEIIIYQQoiokQC2EEEIIIYQQQgghhBCiKiRALYQQQgghhBBCCCGEEKIqJEAthBBCCCGEEEIIIYQQoiokQC2EEEIIIYQQQgghhBCiKpTRJLzKg1BqBOit9jiWIQSMVnsQYt2S68scZJ7MQebJHGSexEKqeY10aa3DVTr3gky8ngb53ReVI9eWOcg8mYfMlTnIPIlS1uR6ek0EqM1KKfWk1np/tcch1ie5vsxB5skcZJ7MQeZJLESukfVJ5lVUilxb5iDzZB4yV+Yg8yRKWavXh5T4EEIIIYQQQgghhBBCCFEVEqAWQgghhBBCCCGEEEIIURUSoF6Ze6s9ALGuyfVlDjJP5iDzZA4yT2Ihco2sTzKvolLk2jIHmSfzkLkyB5knUcqavD6kBrUQQgghhBBCCCGEEEKIqpAMaiGEEEIIIYQQQgghhBBVIQFqIYQQQgghhBBCCCGEEFUhAeo1QCmlqj0GIUR1yfuAEOUjv09C1B75vRdCyPuAEOUjv09itUmAukqUUiGlVD2A1lorpWQuRFkopezVHoNYHKXUZqXUfph5H5BFwBqklHqBUuqXqj0OUZpSqk0p1Qny+ySuJp+N65Osp0UlyfuGOch62hxkPW0Osp4WpVT6c1EWcVWglHoF8B3gk0qprwBorQvVHZVYD5RSLwH+SCm1sdpjEaUppX4G+Cbwt0qpR0EWAWuRUuplwD8Azz1vu8zTGqKUeiXG5+q/KqV+CvL7JC6Tz8b1SdbTopLkfcMcZD1tDrKeNgdZT4tSVuNzUQLUq0wp9UKMN+c/Bt4J+JRS76/uqMR6oJS6GeMD5QbgZ2VBvXYppXYCfwX8ktb6hcCwUmoTGIuAqg5OzFBK3QV8FXir1vohpVSdUsoHMk9rSXGe/h74Ta31y4C0UuqfQeZJyGfjeiXraVFJ8r5hDrKeNgdZT5uDrKdFKav1uSgB6lWiDE7gWuADWusfaq3HgU8BddUdnVgnNPDLwP8D2oGfn/3GIXc+15Qp4BAwopRqBG4H/lop9b3iYlvma21IAYPARqWUG/hP4HNKqe8opXaAzFO1KaVsQDPwJ1rrB4ub/xSwVm9UYo2Rz8Z1RNbTYpXI+4Y5yHraHGQ9vcbJeloswqp8LkqAepVoQxr4CvD4rAkcBG6p3sjEeqG1fhz4utb6PuBbGB8yb5SsjzUpDhSAvwEeAj6otX4TcBwjI0zuVK8Bxd+pN2Jk5wwD38b4YD4F/GNxH5mnKtJa54DvAg/O2pwA9iulHCA1RGudfDauL7KeFqtB3jdMQ9bTJiDr6bVP1tNiIav1uWgr58HE3JRSt2Msmk8Bh7TWl2a9nAR8xf3eAWzQWv/Z6o9SmJFS6qXAy4ATwNNa66cBtNY/VkajoFcAL1FKdQFB4N1VG2yNK87VS4GTwH3Ae4Bu4E+A/wHQWv+uUuoHSqmtWusz1RprLVNKbQeGtNZjAFrrJ5VS7wJu1Fr/S3G33ylmfbRprfurNdZappQ6ALwYuAg8oLU+XtxuxfhctWqtM0qptwG7lFK/J19+aod8Nq5Psp4WlSTvG+Yg62lzkPW0Och6WpRSjc9FyaCuMKXUq4BPAB3APcDblVKuWRkf54EjSqmfA96FkREixIKKdaI+AvQBTcBXitcbAFrrHwL/CrwF4y71J6sxTnHFXF3CuNv4feClWutTwFngBqVUSCn1uuLrsaoNtoYVf39OAO9XSoWmt2utH8WYv+n93gSEMBZuYpUV5+mfgAywEfh9pVQYQGudB3owPlffAfw68DlZTNcO+Wxcn2Q9LSpJ3jfMQdbT5iDraXOQ9bQopVqfi5JBXUFKqa3AnwNv01o/rpS6G3g/8BGtdWp6N+AdwB3Az2qtT1RlsMKMuoFvaq3/AUAp9SzweaXUL2mtv13cZzuwD+Nu9fHqDFNw9Vw9A/ybUuq1GI+5/RXws0AXRqOX0SqNs2YppeoxMgj+F7AXeK9S6p+01hGY6WBtBd6M8T7+81pr+eKzypRSG4D3Ab+utX5YKXUNxu+PFxgp7uYCfgG4C3iV1vpkVQYrqqUb+WxcV2Q9LVZBN/K+YQbdyHp6TZP1tDnIelosQjdV+FyUDOrKeg6jiPgzYKTCY9TKun7WPmngy8BrZTEtlmgE41EKALTW38S4g/X3Sqk9xc2ngP2ykK66uebqrcC9GHUzfwX4feAerfWz1RhgrZtusqW1/iDwB8B+jEV1eNZu9uI/P6u1PlaFYQoja+pjGE2RKC6Ws8Cd0ztorRPAR4GfkcV0TZLPxvVH1tOi0uR9wxxkPb3GyXraNGQ9LRZSlc9FJVn6laGUsmitC7P+bNVa55VSXwM+o7X+plLqJowmDrlZGSBCLEqxYcGPgONa61+ftf3/K277z6oNTlyhxFz9JXBU5mrtKWYWfAx4Umv9v4uPix7TWp+u8tBqllJKzX60cNbn6r9gzNNnlFIvwvhcHdVGwxdRY+SzcX2R9bRYDfK+YQ6ynjYfWU+vPbKeFotRrc9FyaCukNmL6aLpv+uLwIBS6tXA/wXqZDEtlqr4hS2DUbT+LqXUJ2bVYXQDO6s3OjHbAnPlROZqzVFK2bTWFzAaPWxXSv0Ioxu83NGtojnq3k3/Hl3A+Fz9GeCvAYcspmuTfDauP7KeFpUm7xvmIOtp85H19Nok62mxkGp+LkoN6gqZzviYvkOltc4WX4pgFBDPAO/QWg9Ub5TCrIrXllNrnVRK7QO+CnxWKaWBmzDqr4k1QObKPGa9X+cAtNYXlFLHMGq0vUBLJ/g14fnzhPFo/78C/Rg1ai9Ub3SiWorXhbzfrjOynhaVJu8b5iDzZB6ynjYHWU+LuVR7PS0B6jIpNmy5CaPb6UPFN2KH1jqjlNoP7NVafxLwA9cC12qtz1VvxMIslFLdwJDWOjlrm9Jap5VSLwC2Aq8BbgNagL+WD/7qkLkyhxLzpJVStwF3aq3/r1KqBWgDXqylRt6qW8Q83aWNGodZjFqGb9Zan63OaMVqU0rdCdwIDAE/1Vr3Fx9TlfdbE5P1tKgkWaeZg8yTOch62hxkPS1KWWvraSnxUQbFGj0fxfiF3gv8QCm1u7iYvhP4FMZCG+CPgd2ymBaLoZR6DXAeeLdSqm56e/EDZR/w98CI1jqvtX5Aa/1fskCrDpkrc1jEPP0zcLS4bRD4Xa314WqMtZYtZZ4wsihvkcV07VBKvQr4CMZC+Vbgj5VSPm3UUJT3W5OS9bSoJFmnmYPMkznIetocZD0tSlmL62lpklgGSqnfBRq01n9W/PN7gT8FXgC0Al5tNHGxz3o0UYiSlFKNwIeAUWAH8EOMhkBTxddfBcS11j+dvgtavdHWNpkrc1jiPF3RmEusniXOk3yu1hil1Gbgsxhfdp8oLqD/EHiP1joi77fmJetpUSmyTjMHmSdzkPW0Och6WpSyVtfTEqBegVmPRvwccIfW+n2zXnsv8Dbg5VrrIfkQFUullLID12utnyw+1voh4GvA57XW47P2s2lpYFBVMlfmIPNkDjJPopRiBtBrgC9Of+lVSn0H+JjW+puz9rNqrfNVGqZYAllPi0qTzxVzkHkyB5knc5B5EqWs1fW0lPhYgVkL5PuBFymlPgAzC+1/Bu4D9j9vXyEWpXgX8+nifz8J/BHweuCXAZRSr1BKtcoHSvXJXJmDzJM5yDyJUrTWk8B/aqOBy3QvlREgB6CUukMpFZLgtHnIelpUmnyumIPMkznIPJmDzJMoZa2upyVAvQzFX+Z/mv6z1noIuAd4r1LqA7MWzzZgczXGKMzp+dcWoIrbLVrrJzA+WF6ilPoa8C+AuwrDFMhcmYXMkznIPIlS5rg+9PP+PQhElVKvBf4P4FzF4YllkvW0qCT5XDEHmSdzkHkyB5knUYoZ1tMSoF4iZXQ6/RRwm1LqC9PbtdbngTuAn1NKfUQp9XHgRcAPqjNSYTZzXVvaKFBvLd7ZUsUPlrMY19pritedWGUyV+Yg82QOMk+ilBLXh2VWVkcK+DRG47x3a60vVWe0YrFkPS0qST5XzEHmyRxknsxB5kmUYpb1tASol84L/DlwO+BUSv3H9AvFX/CXA98EngFep7U+WY1BClOa89qa9cGilVLtQDvwUq310fkPJSpM5socZJ7MQeZJlDLf9VFQRn1FgAzQCLxJrg/TkPW0qCT5XDEHmSdzkHkyB5knUYop1tPSJHEZlFJ+rfWEUioIfBzIa63fNPu16o5QmNUC11ZQax1VSnm11vHqjlTIXJmDzJM5yDyJUha4PlwYi+6A1vpsNccplkbW06KS5HPFHGSezEHmyRxknkQpZlhPS4B6hZRSIeBjQAR4FNgG/IXWOlXVgQnTm+Pa2g78b611pqoDE1eRuTIHmSdzkHkSpcxxfewA/peWpoimJutpUUnyuWIOMk/mIPNkDjJPopS1up6WAPUiFOv1lPyLUkqdApqAF2itn1mdkQmzk2vLPGSuzEHmyRxknkQpcn2sTzKvopLk+jIHmSdzkHkyB5knUYoZrw+pQV2CUiqolPLMnlSllK3471alVF3xv18L2IE71sKkirVPri3zkLkyB5knc5B5EqXI9bE+ybyKSpLryxxknsxB5skcZJ5EKWa+PiRAPQ+l1D3A54AvKKXeopTaD6C1zimlXgj8CxAq7p4BXqG1Plad0QozkWvLPGSuzEHmyRxknkQpcn2sTzKvopLk+jIHmSdzkHkyB5knUYrZrw8p8TEHpdQ24KvAL2BM3quBDuCjGPVZHgD+Vmv91aoNUpiSXFvmIXNlDjJP5iDzJEqR62N9knkVlSTXlznIPJmDzJM5yDyJUtbD9WGr9gDWqBDQp7U+DqCUCgC/Afw8MALco7UeUkopgIXquggxi1xb5iFzZQ4yT+Yg8yRKketjfZJ5FZUk15c5yDyZg8yTOcg8iVJMf31IiY+5HQUmlFJ/UvzzXuA0kAK6tdZDYEzoWpxUsabJtWUeMlfmIPNkDjJPohS5PtYnmVdRSXJ9mYPMkznIPJmDzJMoxfTXh5T4KFJKdQCTWuvxYgHxFwLvwQjia631PUqpNwEvB35lrU6oWHvk2jIPmStzkHkyB5knUYpcH+uTzKuoJLm+zEHmyRxknsxB5kmUst6uDynxwUz3yg8C9yqlPq+1HgF+qJT6MdCEkQ4PUAeMrfVJFWuHXFvmIXNlDjJP5iDzJEqR62N9knkVlSTXlznIPJmDzJM5yDyJUtbj9VHzGdRKqTDwJeAC0AcMA18qTu7s/X4b+FXgl7TWz672OIX5yLVlHjJX5iDzZA4yT6IUuT7WJ5lXUUlyfZmDzJM5yDyZg8yTKGW9Xh9SgxrGgd8Gfh04DGwB3qiUagKYLiAOWIFfNMOkijVDri3zkLkyB5knc5B5EqXI9bE+ybyKSpLryxxknsxB5skcZJ5EKevy+qjZDGql1AZgELBprROztv8s8ALgjNb6n5VS+7TWT1drnMJ85NoyD5krc5B5MgeZJ1GKXB/rk8yrqCS5vsxB5skcZJ7MQeZJlLLer4+azKBWSv0M8B3gI8BnlFLXTL+mtf4qcB8QVkp9HbhPKdVelYEK05FryzxkrsxB5skcZJ5EKXJ9rE8yr6KS5PoyB5knc5B5MgeZJ1FKLVwfNRWgVoZOjELivwn8KfAE8FOl1M7p/YqTuwnYA9ymtb5UheEKE5FryzxkrsxB5skcZJ5EKXJ9rE8yr6KS5PoyB5knc5B5MgeZJ1FKLV0ftmoPYDVprbVSqh94BDgDDGutP6yUygI/UEq9UGt9WinVCuwDXmuWWi2iuuTaMg+ZK3OQeTIHmSdRilwf65PMq6gkub7MQebJHGSezEHmSZRSS9dHzdSgVkptAQLAeeCjwFNa6w/Nev0PgWuBd2utk0opn9Z6qjqjFWYi15Z5yFyZg8yTOcg8iVLk+lifZF5FJcn1ZQ4yT+Yg82QOMk+ilFq7Pmoig1op9Srgb4AY8Czw78A/KaWsWuv/U9zty8AHgBSAmSdVrB65tsxD5socZJ7MQeZJlCLXx/ok8yoqSa4vc5B5MgeZJ3OQeRKl1OL1se4D1Eqp24C/Bd6stT6klLoXuAm4DXhUKWUFvgTcAdwANGBcAEKUJNeWechcmYPMkznIPIlS5PpYn2ReRSXJ9WUOMk/mIPNkDjJPopRavT7WfYmP4sRu01p/tvjnMPBZrfXPKKU2AX+CcbfhZuBXzFqrRaw+ubbMQ+bKHGSezEHmSZQi18f6JPMqKkmuL3OQeTIHmSdzkHkSpdTq9VELAWor4NVaTxT/uxX4JvBKrfWAUqoLuFTcZ7yaYxXmIteWechcmYPMkznIPIlS5PpYn2ReRSXJ9WUOMk/mIPNkDjJPopRavT4s1R5ApWmt81rrieIfFTAGRIuT+kvA/wLs62lSxeqQa8s8ZK7MQebJHGSeRClyfaxPMq+ikuT6MgeZJ3OQeTIHmSdRSq1eH+s+g3ouSqnPAgPAS1lH6fCi+uTaMg+ZK3OQeTIHmSdRilwf65PMq6gkub7MQebJHGSezEHmSZRSC9dHTQWolVIKsAMniv++W2t9prqjEuuBXFvmIXNlDjJP5iDzJEqR62N9knkVlSTXlznIPJmDzJM5yDyJUmrp+qipAPU0pdSvAE9orY9VeyxifZFryzxkrsxB5skcZJ5EKXJ9rE8yr6KS5PoyB5knc5B5MgeZJ1FKLVwftRqgVroW/8dFxcm1ZR4yV+Yg82QOMk+iFLk+1ieZV1FJcn2Zg8yTOcg8mYPMkyilFq6PmgxQCyGEEEIIIYQQQgghhKg+S7UHIIQQQgghhBBCCCGEEKI2SYBaCCGEEEIIIYQQQgghRFVIgFoIIYQQQgghhBBCCCFEVUiAWgghhBBCCCGEEEIIIURVSIBaCCGEEEIIIYQQQgghRFVIgFoIIYQQQgghhBBCCCFEVfz/3STbM+hAUkoAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_backtest(forecast_deepar_native, ts, history_len=20)"
]
},
{
"cell_type": "markdown",
"id": "a25e4cf9",
"metadata": {},
"source": [
"### 3.4 TFT "
]
},
{
"cell_type": "markdown",
"id": "d6ccd1c0",
"metadata": {},
"source": [
"Let's move to the next model."
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "c0be020d",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from etna.models.nn import TFTModel"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "7cf6c22c",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"set_seed()"
]
},
{
"cell_type": "markdown",
"id": "ab88eb6b",
"metadata": {},
"source": [
"#### Default way"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "f8ff5dbe",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"model_tft = TFTModel(\n",
" encoder_length=HORIZON,\n",
" decoder_length=HORIZON,\n",
" trainer_params=dict(max_epochs=200, gradient_clip_val=0.1),\n",
" lr=0.01,\n",
" train_batch_size=64,\n",
")\n",
"\n",
"pipeline_tft = Pipeline(\n",
" model=model_tft,\n",
" horizon=HORIZON,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "345b5b66",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"----------------------------------------------------------------------------------------\n",
"0 | loss | QuantileLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | input_embeddings | MultiEmbedding | 0 \n",
"3 | prescalers | ModuleDict | 96 \n",
"4 | static_variable_selection | VariableSelectionNetwork | 1.7 K \n",
"5 | encoder_variable_selection | VariableSelectionNetwork | 1.8 K \n",
"6 | decoder_variable_selection | VariableSelectionNetwork | 1.2 K \n",
"7 | static_context_variable_selection | GatedResidualNetwork | 1.1 K \n",
"8 | static_context_initial_hidden_lstm | GatedResidualNetwork | 1.1 K \n",
"9 | static_context_initial_cell_lstm | GatedResidualNetwork | 1.1 K \n",
"10 | static_context_enrichment | GatedResidualNetwork | 1.1 K \n",
"11 | lstm_encoder | LSTM | 2.2 K \n",
"12 | lstm_decoder | LSTM | 2.2 K \n",
"13 | post_lstm_gate_encoder | GatedLinearUnit | 544 \n",
"14 | post_lstm_add_norm_encoder | AddNorm | 32 \n",
"15 | static_enrichment | GatedResidualNetwork | 1.4 K \n",
"16 | multihead_attn | InterpretableMultiHeadAttention | 676 \n",
"17 | post_attn_gate_norm | GateAddNorm | 576 \n",
"18 | pos_wise_ff | GatedResidualNetwork | 1.1 K \n",
"19 | pre_output_gate_norm | GateAddNorm | 576 \n",
"20 | output_layer | Linear | 119 \n",
"----------------------------------------------------------------------------------------\n",
"18.4 K Trainable params\n",
"0 Non-trainable params\n",
"18.4 K Total params\n",
"0.074 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "f6e0c10afec542ab85ca292c175f3cc0",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=200` reached.\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 4.6min\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"----------------------------------------------------------------------------------------\n",
"0 | loss | QuantileLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | input_embeddings | MultiEmbedding | 0 \n",
"3 | prescalers | ModuleDict | 96 \n",
"4 | static_variable_selection | VariableSelectionNetwork | 1.7 K \n",
"5 | encoder_variable_selection | VariableSelectionNetwork | 1.8 K \n",
"6 | decoder_variable_selection | VariableSelectionNetwork | 1.2 K \n",
"7 | static_context_variable_selection | GatedResidualNetwork | 1.1 K \n",
"8 | static_context_initial_hidden_lstm | GatedResidualNetwork | 1.1 K \n",
"9 | static_context_initial_cell_lstm | GatedResidualNetwork | 1.1 K \n",
"10 | static_context_enrichment | GatedResidualNetwork | 1.1 K \n",
"11 | lstm_encoder | LSTM | 2.2 K \n",
"12 | lstm_decoder | LSTM | 2.2 K \n",
"13 | post_lstm_gate_encoder | GatedLinearUnit | 544 \n",
"14 | post_lstm_add_norm_encoder | AddNorm | 32 \n",
"15 | static_enrichment | GatedResidualNetwork | 1.4 K \n",
"16 | multihead_attn | InterpretableMultiHeadAttention | 676 \n",
"17 | post_attn_gate_norm | GateAddNorm | 576 \n",
"18 | pos_wise_ff | GatedResidualNetwork | 1.1 K \n",
"19 | pre_output_gate_norm | GateAddNorm | 576 \n",
"20 | output_layer | Linear | 119 \n",
"----------------------------------------------------------------------------------------\n",
"18.4 K Trainable params\n",
"0 Non-trainable params\n",
"18.4 K Total params\n",
"0.074 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "702c9799282e491baa9bf6d459877d72",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=200` reached.\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 9.4min\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"----------------------------------------------------------------------------------------\n",
"0 | loss | QuantileLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | input_embeddings | MultiEmbedding | 0 \n",
"3 | prescalers | ModuleDict | 96 \n",
"4 | static_variable_selection | VariableSelectionNetwork | 1.7 K \n",
"5 | encoder_variable_selection | VariableSelectionNetwork | 1.8 K \n",
"6 | decoder_variable_selection | VariableSelectionNetwork | 1.2 K \n",
"7 | static_context_variable_selection | GatedResidualNetwork | 1.1 K \n",
"8 | static_context_initial_hidden_lstm | GatedResidualNetwork | 1.1 K \n",
"9 | static_context_initial_cell_lstm | GatedResidualNetwork | 1.1 K \n",
"10 | static_context_enrichment | GatedResidualNetwork | 1.1 K \n",
"11 | lstm_encoder | LSTM | 2.2 K \n",
"12 | lstm_decoder | LSTM | 2.2 K \n",
"13 | post_lstm_gate_encoder | GatedLinearUnit | 544 \n",
"14 | post_lstm_add_norm_encoder | AddNorm | 32 \n",
"15 | static_enrichment | GatedResidualNetwork | 1.4 K \n",
"16 | multihead_attn | InterpretableMultiHeadAttention | 676 \n",
"17 | post_attn_gate_norm | GateAddNorm | 576 \n",
"18 | pos_wise_ff | GatedResidualNetwork | 1.1 K \n",
"19 | pre_output_gate_norm | GateAddNorm | 576 \n",
"20 | output_layer | Linear | 119 \n",
"----------------------------------------------------------------------------------------\n",
"18.4 K Trainable params\n",
"0 Non-trainable params\n",
"18.4 K Total params\n",
"0.074 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "95eea5fc2fb9419b9b5b82a21412a8cb",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=200` reached.\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 14.3min\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 14.3min\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.2s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.3s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.3s\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.0s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n"
]
}
],
"source": [
"metrics_tft, forecast_tft, fold_info_tft = pipeline_tft.backtest(ts, metrics=metrics, n_folds=3, n_jobs=1)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "5f1584a9",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
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"
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"text/plain": [
" segment SMAPE MAPE MAE fold_number\n",
"0 segment_a 40.672898 33.431255 181.536342 0\n",
"0 segment_a 9.250597 9.923689 47.444972 1\n",
"0 segment_a 9.813989 9.510262 51.294577 2\n",
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"3 segment_d 37.934285 31.318080 263.853646 1\n",
"3 segment_d 22.102685 19.706220 174.857779 2"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"metrics_tft"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "7e12b3fe",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average SMAPE for TFT: 29.769\n"
]
}
],
"source": [
"score = metrics_tft[\"SMAPE\"].mean()\n",
"print(f\"Average SMAPE for TFT: {score:.3f}\")"
]
},
{
"cell_type": "markdown",
"id": "958a8645",
"metadata": {},
"source": [
"#### Dataset Builder"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "73035657",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"set_seed()\n",
"\n",
"transform_date = DateFlagsTransform(day_number_in_week=True, day_number_in_month=False, out_column=\"dateflag\")\n",
"num_lags = 10\n",
"transform_lag = LagTransform(\n",
" in_column=\"target\",\n",
" lags=[HORIZON + i for i in range(num_lags)],\n",
" out_column=\"target_lag\",\n",
")\n",
"lag_columns = [f\"target_lag_{HORIZON+i}\" for i in range(num_lags)]\n",
"\n",
"dataset_builder_tft = PytorchForecastingDatasetBuilder(\n",
" max_encoder_length=HORIZON,\n",
" max_prediction_length=HORIZON,\n",
" time_varying_known_reals=[\"time_idx\"],\n",
" time_varying_unknown_reals=[\"target\"],\n",
" time_varying_known_categoricals=[\"dateflag_day_number_in_week\"],\n",
" static_categoricals=[\"segment\"],\n",
" target_normalizer=GroupNormalizer(groups=[\"segment\"]),\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "45f08ec8",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"model_tft = TFTModel(\n",
" dataset_builder=dataset_builder_tft,\n",
" trainer_params=dict(max_epochs=200, gradient_clip_val=0.1),\n",
" lr=0.01,\n",
" train_batch_size=64,\n",
")\n",
"\n",
"pipeline_tft = Pipeline(\n",
" model=model_tft,\n",
" horizon=HORIZON,\n",
" transforms=[transform_lag, transform_date],\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "88e611f7",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"----------------------------------------------------------------------------------------\n",
"0 | loss | QuantileLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | input_embeddings | MultiEmbedding | 47 \n",
"3 | prescalers | ModuleDict | 96 \n",
"4 | static_variable_selection | VariableSelectionNetwork | 1.8 K \n",
"5 | encoder_variable_selection | VariableSelectionNetwork | 1.9 K \n",
"6 | decoder_variable_selection | VariableSelectionNetwork | 1.3 K \n",
"7 | static_context_variable_selection | GatedResidualNetwork | 1.1 K \n",
"8 | static_context_initial_hidden_lstm | GatedResidualNetwork | 1.1 K \n",
"9 | static_context_initial_cell_lstm | GatedResidualNetwork | 1.1 K \n",
"10 | static_context_enrichment | GatedResidualNetwork | 1.1 K \n",
"11 | lstm_encoder | LSTM | 2.2 K \n",
"12 | lstm_decoder | LSTM | 2.2 K \n",
"13 | post_lstm_gate_encoder | GatedLinearUnit | 544 \n",
"14 | post_lstm_add_norm_encoder | AddNorm | 32 \n",
"15 | static_enrichment | GatedResidualNetwork | 1.4 K \n",
"16 | multihead_attn | InterpretableMultiHeadAttention | 676 \n",
"17 | post_attn_gate_norm | GateAddNorm | 576 \n",
"18 | pos_wise_ff | GatedResidualNetwork | 1.1 K \n",
"19 | pre_output_gate_norm | GateAddNorm | 576 \n",
"20 | output_layer | Linear | 119 \n",
"----------------------------------------------------------------------------------------\n",
"18.9 K Trainable params\n",
"0 Non-trainable params\n",
"18.9 K Total params\n",
"0.075 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b1df4a78fb5d487a8f154adffe94763d",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=200` reached.\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 4.9min\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"----------------------------------------------------------------------------------------\n",
"0 | loss | QuantileLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | input_embeddings | MultiEmbedding | 47 \n",
"3 | prescalers | ModuleDict | 96 \n",
"4 | static_variable_selection | VariableSelectionNetwork | 1.8 K \n",
"5 | encoder_variable_selection | VariableSelectionNetwork | 1.9 K \n",
"6 | decoder_variable_selection | VariableSelectionNetwork | 1.3 K \n",
"7 | static_context_variable_selection | GatedResidualNetwork | 1.1 K \n",
"8 | static_context_initial_hidden_lstm | GatedResidualNetwork | 1.1 K \n",
"9 | static_context_initial_cell_lstm | GatedResidualNetwork | 1.1 K \n",
"10 | static_context_enrichment | GatedResidualNetwork | 1.1 K \n",
"11 | lstm_encoder | LSTM | 2.2 K \n",
"12 | lstm_decoder | LSTM | 2.2 K \n",
"13 | post_lstm_gate_encoder | GatedLinearUnit | 544 \n",
"14 | post_lstm_add_norm_encoder | AddNorm | 32 \n",
"15 | static_enrichment | GatedResidualNetwork | 1.4 K \n",
"16 | multihead_attn | InterpretableMultiHeadAttention | 676 \n",
"17 | post_attn_gate_norm | GateAddNorm | 576 \n",
"18 | pos_wise_ff | GatedResidualNetwork | 1.1 K \n",
"19 | pre_output_gate_norm | GateAddNorm | 576 \n",
"20 | output_layer | Linear | 119 \n",
"----------------------------------------------------------------------------------------\n",
"18.9 K Trainable params\n",
"0 Non-trainable params\n",
"18.9 K Total params\n",
"0.075 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "a8e7215ca5174361b2c4325d68b41029",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=200` reached.\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 10.2min\n",
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"\n",
" | Name | Type | Params\n",
"----------------------------------------------------------------------------------------\n",
"0 | loss | QuantileLoss | 0 \n",
"1 | logging_metrics | ModuleList | 0 \n",
"2 | input_embeddings | MultiEmbedding | 47 \n",
"3 | prescalers | ModuleDict | 96 \n",
"4 | static_variable_selection | VariableSelectionNetwork | 1.8 K \n",
"5 | encoder_variable_selection | VariableSelectionNetwork | 1.9 K \n",
"6 | decoder_variable_selection | VariableSelectionNetwork | 1.3 K \n",
"7 | static_context_variable_selection | GatedResidualNetwork | 1.1 K \n",
"8 | static_context_initial_hidden_lstm | GatedResidualNetwork | 1.1 K \n",
"9 | static_context_initial_cell_lstm | GatedResidualNetwork | 1.1 K \n",
"10 | static_context_enrichment | GatedResidualNetwork | 1.1 K \n",
"11 | lstm_encoder | LSTM | 2.2 K \n",
"12 | lstm_decoder | LSTM | 2.2 K \n",
"13 | post_lstm_gate_encoder | GatedLinearUnit | 544 \n",
"14 | post_lstm_add_norm_encoder | AddNorm | 32 \n",
"15 | static_enrichment | GatedResidualNetwork | 1.4 K \n",
"16 | multihead_attn | InterpretableMultiHeadAttention | 676 \n",
"17 | post_attn_gate_norm | GateAddNorm | 576 \n",
"18 | pos_wise_ff | GatedResidualNetwork | 1.1 K \n",
"19 | pre_output_gate_norm | GateAddNorm | 576 \n",
"20 | output_layer | Linear | 119 \n",
"----------------------------------------------------------------------------------------\n",
"18.9 K Trainable params\n",
"0 Non-trainable params\n",
"18.9 K Total params\n",
"0.075 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "cad5309cc2a84c35bf79985e6a63655f",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=200` reached.\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 15.4min\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 15.4min\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.3s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.4s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.4s\n",
"[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.0s\n",
"[Parallel(n_jobs=1)]: Done 2 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=1)]: Done 3 tasks | elapsed: 0.1s\n"
]
}
],
"source": [
"metrics_tft, forecast_tft, fold_info_tft = pipeline_tft.backtest(ts, metrics=metrics, n_folds=3, n_jobs=1)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "fdf818ef",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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" segment SMAPE MAPE MAE fold_number\n",
"0 segment_a 4.954594 4.861804 25.372825 0\n",
"0 segment_a 7.754915 7.631246 39.995815 1\n",
"0 segment_a 4.072187 3.931299 22.857274 2\n",
"1 segment_b 5.653733 5.452502 14.249708 0\n",
"1 segment_b 5.565292 5.428447 13.956488 1\n",
"1 segment_b 3.886476 3.999029 9.210266 2\n",
"2 segment_c 3.815528 3.743413 6.616340 0\n",
"2 segment_c 4.531915 4.425449 8.114482 1\n",
"2 segment_c 7.780429 7.491119 14.045940 2\n",
"3 segment_d 8.103217 7.994725 68.973964 0\n",
"3 segment_d 4.470993 4.635054 36.701948 1\n",
"3 segment_d 4.929895 4.782845 42.947946 2"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"metrics_tft"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "dfbe4cec",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average SMAPE for TFT: 5.460\n"
]
}
],
"source": [
"score = metrics_tft[\"SMAPE\"].mean()\n",
"print(f\"Average SMAPE for TFT: {score:.3f}\")"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "5841901a",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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PVsCVz1OtTUOnlEv6bm0qzGY2rlrmkr4tNo10vTxPDWE2m1m93DXlKmqsGgd17vM81VSW0XHtE3S17efXmHvwD+xx3NdwhW8SZxR9yi+/fYdP3RewtqyqXD4bxcm9+eabrg5BCCFOKGXlHIZpOVhR8MNNWO9agt7QkLSMaKyakhwAfIOiDm/rP/0B1r2xlmH732brqqF0Hz7NVeEJIf6lIe+E6UC6pml/1/17NvYEdc6h0h1KqSggt25/BhB3xPmxdduOomnaDGAGwKBBg7Rx48YdtX/Hjh3H3OrnbsrKytwqRqPRSFJSkqvDEA6yZMkS/v13IdyPK5+nzPJajPqGLiXQvm1ctYyk4aNd0ndBVS2xfp4u6bu1Wb18KcNGjXFJ3+nmGkKMHi7p+9/KCnOo+WgaHW2prBv2OmPGX3LCY7MjguDbTwms2Euv085vwShdY/3KpfLZKIQQotXy3PAR+QSyo9ddjE5+gmU//JdeFzzaIn1n7tlI6eI3UN2m0HnkORg82vb41FJmT1D7h0Yf3qZ0OhKu/Zj0N0cTt/A2Cjr2JiQ63kURCiGOVG9mQ9O0bCBNKXVoCe+JQDLwM3Bl3bYrgZ/qfv4ZuELZDQNKnF1/WgghhBCiLSjJz8Ty4VQ6WA6yYeS7dD9JchogslNvDqoYTAf/bKEIhRBCCNEUeQd30b/ib3ZEnU3itNvY4D2cwXvfInPPJqf3XV5ShOmHyxlR+BPDV9+M7uUeJH90C+nJx66p1WaY86nV9AQEhR212cc/kKpzZuKtVVH6+WXU1lS7KEAhxJEaOvXuduBLpdQWoD/wHPA8MEkptQc4pe7fAPOAfUAK8AFwiyMDFkIIIYRoi4pz0+HjqcRY09k0+n26jZneoPMOho2lR9VmykuKnByhEEIIIZoqd9F7aEDEhFtQOh2mC9+jSnlh+OlmrBaL0/rVbDZyPr2KKFs2a8bMZNXQtzjg04shud/R9+cpFL44iG2zn6MkP9NpMbiCoTKPImVC6Y5Ne3XoOYgtA54isXY72z69xwXRCSH+rUEJak3TNmmaNkjTtL6app2taVqRpmkFmqZN1DStq6Zpp2iaVlh3rKZp2q2apnXWNK2PpmnrnPsQhBBCCCFat8KsVPQzpxJhzWHLuI/oOursBp/r1XsanspK2pqfnRegEEIIIZqspqqSXtk/stlnOKFxXQAIioxje//H6GHZxY7Zzluwb/v3/2VQxTJWJtxKlxFn0X38JSTc8QsZ129hWdf/w4aOMSkvEftBP1JfP52df35ObXWV0+JpKV7VBZTqg064v9/pN7Aq5GxG5HzF1gWft2BkQojjkeKlJ1BcXMw777zTpHNfe+01KioqHByREEIIIdqi/IwUvD47nVBbPsmnfEKXRi7Y0zFpAiX4ot/zu5MiFKLpZEwthBCwd/EXBFNK7cDrjtreY/I1rPMZzbD975K5a4PD+92/fgHDU15jg/cIel3w+FH7TKFR9DrvQULvX8PWs+fzd8SFdKjcwYh1d+L5and2fHA9B7csQ7PZHB5XS/CpKaLC48QJaoDEq99mt74bPVc/QOa+bS0UmRDieNpOgnrLt/Bqb3gi0P7/Ld82qzkZTAshhBDC2fIO7sL3izMItBWz89TP6TT41Ea3YfDwZKf/CLqWrnTqLcKiHXDweBpkTC2EEABB2z8lTUXRefgZR21XOh0hF72DWXnj+fPNWGprHNZnSW4GcQtuJlcXSuiVnxy31MUhMT0GkXjNW9ju3cnfI2eQ4jeIQfk/03/eWZS9lMS2b56kMPuAw2JrCf7WQqo8Q056jKfRB89LvsCq9DDrCqoqzC0UnRDi39pGgnrLt/DLHVCSBmj2//9yR7MG1Q8++CB79+6lf//+3H///bz44osMHjyYvn378vjj9iuP5eXlnH766fTr14/evXvzzTff8MYbb5CZmcn48eMZP368gx6gEEIIIdqa3NQdBHx1Bv6amZSpX5MwYGKT27J0nUIwZRzcvNiBEYp2xQnjaZAxtRBCpCevJtGSTGrCRej0+mP2m8Jj2DHwSbpZ97Dzuycd0qfVYqHsi8sxaWXkn/4RfoGhDTrP4OFJ19HT6Xzb9+TcvJ1lPf5Dpc6PMftfp+PMQZizUxwSn7NpNhtBWgkW75MnqAEiOnZl7+hX6Wzbz+6Pb2hWv+aSAjb+8Cqp/xtJ2TOdMZcUNKs9IdoTg6sDaJDfHoTsrSfen74WrP9aebW2En66DdZ/evxzIvvAac8ffx/w/PPPs23bNjZt2sT8+fOZPXs2a9asQdM0zjzzTJYuXcrBgweJjo5m7ty5AJSUlGAymXjllVdYvHgxoaEN+xAQQgghHCk3LQW9hwchkR1dHYo4iao5dxFNJfunfUPH3iOa1Vbc0DOpXf9/VG75FQZOclCEok1xwXgaZEwthBDmZe9TpXnQ4ZQTJz97TrqKtTt/ZtiBGexMPovYxCHN6nPnVw8wumYTy3o9Qa8mjjH8AkPpdfY9wD2sW7eAQX9eiFa0v1lxtZSKsmJCVS2ab1iDjk8cO50V+1YyMmMmq+a8Qf+z72hwX1aLhV0rfsK28Sv6lC1jhKolhxDCKWTtuj/oPfGSpj4MIdqVtjGD+t+D6fq2N9L8+fOZP38+SUlJDBgwgJ07d7Jnzx4SExNZsGABDzzwAMuWLcNkMjmkPyGEEKKpsvZtJ/DTcfDRadS0gQVu2qri3HT6VK5jc+R04pqZnAbwM4Www6sPsbkyg1o0kZPH0yBjaiFE+1NeUkS/wt/ZFHgK/sERJz029OK3KVN++My9hdqapr/37lk2m9GZM1ltOo1eZzY80XoyMb3sYxXPqjyHtOdsJQWZAOj9T/47P1K/y19gq1cSSVufIXXbqnqPT9u1no0f3k7F890ZuOw6upn/ZmPoGWyfNgfjfVuo1DypTVnS1IcgRLvTOmZQ1zMzg1d7192O+C+mOLh6brO71zSNhx56iBtvvPGo7WVlZWzYsIF58+bxn//8h4kTJ/LYY481uz8hhBCiKcrLilGzLsVTqyWWLFb+/DpJ5z/g6rDEcWQs/ZxOSiNw+GUOa7O4wyn0TXmJHanJRMQnOqxd0Ua4eDwNMqYWQrQ/+xd+QJyqxjjypnqPNYVGsXPw04xYewfLvn2MXpf9r9H95aXtofuKe9iri6fDFe81JeTj8vL2JZ9AvKtbR4K6vCALAE9TwxPUeoOB0Ks+p/T9MQT8dDVlMcvxDzr6Dp7igmz2L/qU0JTv6WbdQydNx1afoaT2uYjuY6bT3+hz+NgUYy8iC9Y65gEJ0Q60jRnUEx8DD++jt3l427c3kb+/P2VlZQCceuqpfPzxx5jN9oL5GRkZ5ObmkpWVhY+PD5dddhn3338/GzZsOOZcIYQQoiXYrFYOfHAFHawH2TF+Bts8+9Nz19tS+85Nhaf+RIq+EzHdBzquzUHnAJC39keHtSnaESeMp0HG1EKI9kuz2eiQ8iW79N3o0Hd0g87pMfEy/vY/hWFpH5O2bWWj+qupqkTNugy9ZqV6+mcYff2bEvYJFejDCbDkO7RNZ6kqsieovYOjGnVeYFgMOVPeJ9yWT8bMK9FsNmprqtm28GuSXzmTkHd6M2LX8+g1Cyu63kvujZvpce88+ky+As8jktMApVEj6GRLpTgvw2GPS4i2rHXMoK5P3wvs/1/4FJSkgynWPpg+tL0JQkJCGDlyJL179+a0007jkksuYfjw4QD4+fnxxRdfsH37dqZPn45Op8PDw4N3330XgBtuuIEpU6YQHR3N4sVyq60QQgjn2/TlI4ysWMaKLvcwYNRZ7PcPIeiXM1jx/TMMuOZVV4cnjpC9bxuJlt0sTbiTYAe2Gx7fk1RdHEFpC4FHHNiyaBecMJ4GGVMLIdqv/ev+YJAtjWW9n6JhlZDtIi9+k5IZw/Gfdyu1XVfh4WVs0Hn7PruNEdY9rBzyBj069W5a0CdR5hVBaMVeh7frDJayXAD8G5mgBugy6BTW7L2LkXteZvMrU4ir2sVgSinAxLqI6QSPuIqOvYcRXU87AYkTIPVtDm6YT+CpVzfhUQjRvrSNBDXYB8/NHED/21dffXXUv++8886j/h0eHs4555xzzHm33347t99+u0NjEUIIIU5k28KvGXnwfdYETCLpQntiMqHfKNYumcjAjC/JzbiNsJjOLo5SHFKw4jNsmiJ69BUObzs9bBxDs78iq6QAP1P9K9cLcRQnjKdBxtRCiPZJ+/sDSvCl8/grG3Wef3AEu4Y9x/DVt7Dsm0fodcXL9Z6z47cPGFn4I8vDLyZxouPKhx2pyjea8PI1VNpsKJ1734yvme0J6oDQxieoAZLOf5i1b2ykX9lStvoNZ1+/S+k26mySPL0a3EZ8n1GY53pj2/sXIAlqIerj3u8qQgghhDip9F0b6bnyXnbru9L1uo+P+sIQdvaz6NDI+vFRF0YojqTZbCRk/sp2r34ERyc4vH3vvmfgoayk/f2Tw9sWQgghRMMUZh+gv3kZW8POaFKpje7jLuLvgFMZnvEpB7csO+mxmbs2kLTpMZI9etH1sleaGnK9bAGx+KhqyopyndaHo+gq8inGD49GJJSPpHQ6et72DeZ79pF498/0mnBho9syeHiS4t2HmKJ1TYpBiPZGEtRCCCFEK1VWlI9x9mVUK0+8LvsKo4/fUfsjOnZnXeT5DC76nQPb/3ZRlOJIB7YsJVbLprjbuU5pv0O/cRTij2HP705pXwghhBD1y1r4Hh7KSvD4W5rcRtQlb1KoAgn8/TZqqiqPe0xFWTH+c66iUhnxvOTzJidkG8IQ1AGAkqx9TuvDUTyr8inRBTarDb3BgHcz63iXx4ykg5ZBQWZqs9oRoj2QBLUQQgjRClktFrI+upgIWw4Zk2cQHtfluMd1nv4kZcqH6t/+08IRiuOpXPsl1ZoHHUdf7JT29QYDewJG0KNsFZbaGqf0IYQQQogTs9TW0C3tOzZ7DSSyGbWg/QJD2T/yeeJtaaTMevCY/ZrNRtan1xJry2DfuLcIjopvRtT18wm3t1+Rl+rUfhzBu6aIMoMjV/pomqBeEwFI3/CHiyMRwv1JgloIIYRohTZ/cg/9qtaxLvEhug6ZfMLjAoLC2Nb5BvpVrWPHcin74Eq1NdX0LFjAVr8RTq0Pbe12GibKObhxocPbtlmt7Jj/MVXlZQ5vWwghhGgLUpZ+SwSFVPRvft3hrqOns8p0OsOzviB149GLxW7/8UUGmxezIv5mOg87vdl91ccU2QkAS+FBp/fVXH6WQqo8XZ+g7pA4lBJ8UalLXR2KEG5PEtRCCCFEK7P5tw8Zmf05q4PPIum8e+s9vvc595GpwjEtewqb1doCEYrj2b/6F4Ippbb3+U7tp8PQM6nRDFRt+9Xhbe/45Q1GbriPvX9+5PC2hRBCiLbAb8snZBNK51HTHdJezCWvkadCCJ1/B1UVZgBSNy5m2O6X2GgcRuIFTzqkn/oEhEZRrXmgStJbpL/mCNSKqTWGujoM9AYDe32SiCtZ7+pQhHB7kqAWQgghWpH9W1fQb90jJHv0oue17zXoHE+jDwf730tn6z62zpvh5AjFiei2fkMxfnQa4Zz604f4+Aeyw9iPDnl/ObTdssIceu98DQB99maHti2EEEK0Bdl7t9K3egO7O5yPwcPTIW36mUI4OOZFOmgZ7Jv1ACX5WUT/cSP5uhBCrvwUnV7vkH7qo3Q6clQIXhVZLdJfU9VUVRBABTYf1yeoAapiRxCt5ZCdutPVoQjh1iRBfRJvvPEGPXv25NJLL3V1KMyZM4fk5GRXhyGEEMKFivMyCPrpKkqVP6arZuHpZWzwuX2mXMsefRfiN79CdWW5E6MUx1NZVkzv0uUkB03EoxHPW1OVdDiFDlom2Xu3OqzNjNkPE6CZyVARhJTtcFi7ou2TMbUQor0oXPIONZqemAk3ObTdLiPOYmXwWYzImYV15pkEa8XkTP0Qv6Awh/ZTnwJdKH5V2S3aZ2MV52UCoPzCXRyJXUifSQBkb5rv4kiEcG9tJkE9d99cJs+eTN9P+zJ59mTm7pvb7DbfeecdFixYwJdfflnvsRaLpdn9nYwMpoUQon2rramm8OOLCdJKyD9jJsERsY06X6fXUz7ucSLJZ/sPLzgpSnEi+5d9g4+qxnPgJS3SX8QQ+yzt/PU/OqS99OTVDC2Yw+rQc9kfOp742v3U1lQ7pG3hPpwxngYZUwsh2oeq8jL65v3KJv8xBEXGObz9Dhe/SrYujC7Wvfzd8yE69hnl8D7qU2oIJdiS0+L9NkZ5oT2B7mGKcHEkdnHdB1CACf3B5a4ORQi31iYS1HP3zeWJlU+QVZ6FhkZWeRZPrHyiWYPqm266iX379nHaaafx8ssvc/bZZ9O3b1+GDRvGli1bAHjuuee4/PLLGTlyJJdffjl5eXmcd955DB48mMGDB7NixQoAzGYzV199NX369KFv3758//33ANx8880MGjSIXr168fjjjx/u+8EHHyQxMZG+ffty3333sXLlSn7++Wfuv/9++vfvz969e5vx2xJCiKaz2JybODiRjF3r2f7lQ2yb/RzJc99h1+JZ7Fv7B+k71lKQsY+q8hI0m80lsbWU7R/fSq/arWxKeopO/UY3qY3uw6exyXsoffZ/SHGBe89+aWv8d31PFmHEJ01okf7C4rqyVxdPcFrzF0rUbDb0v/0fJcqPuOnPQXR/vFQtOXu3OCBS4S6cMZ4GGVMLIdqPvYs+IYBy1JDrndK+j38gBWd9wbKej5N45p1O6aM+FV6hhGlFbn2RuqLIXoLEGBTp4kjslE7Hfr8BxJeub/PfV4RoDoOrA2iI/635HzsLT1yvZ0veFmpsNUdtq7JW8diKx5i9e/Zxz+kR3IMHhjxwwjbfe+89fv/9dxYvXsyTTz5JUlISc+bMYdGiRVxxxRVs2rQJgOTkZJYvX463tzeXXHIJd999N6NGjeLgwYOceuqp7Nixg6effhqTycTWrfbbbIuKigB49tlnCQ4Oxmq1MnHiRLZs2UJMTAw//vgjO3fuRClFcXExgYGBnHnmmUybNo3p0x2z0IIQQjSW1Wbl2j8uIMI3iidHvIS3wbtF+s1N3UHMj+fSh7KTHlej6TErX8zKjwq9P9V6f6o9/LF4mqggCG3oSJSudV6X3TTnDYbnf8/K8ItImta8W0a9pz6D7+zJbPv+CZJuaFgNa9E8xbnp9K5az8roK+jVQnUiATIjxjE88zMyi/KadQvwzj8+YmTtNpb1fJxeQWEEdhkMm6F031roOdiBEQtncsV4GmRMLYRoHzSbjcidn7Ff14FOgyY7rZ+YHoOI6THIae3Xp8YYhq5Mozg7lbAO3V0Wx8nUltpnePsFR7s4kn/UxI0kfMdiUvZtJ6ZLH1eHI45gqa1pUr348lozm/M20DukHwFeJidE1v60igR1ff49mK5ve2MtX7788AyNCRMmUFBQQGlpKQBnnnkm3t72JM2ff/551C2DpaWlmM1m/vzzT2bNmnV4e1BQEADffvstM2bMwGKxkJWVRXJyMomJiRiNRq699lqmTZvGtGnTHPIYhBCiuTbmriW1dB+ppfu4/6+b+e/oN/D3DHBqn+aiPLy/uRAdGtvOW4hfcBSVZYVUlxZQYy6ktrwIW3kRWlUxuqpidNWleNSW4llbitFSSnBNJqayYgJUBbsybiIsrqtT43WGlA2LGLj1abYYB9Dn6teb3V6HnoNYG3Q6g3Jmk7H/TiITejogSnEyGUs/p5PSCBp2eYv269vvTAxZn5C2eg49T2vabK6KsmK6bX6e3fqu9Jx2GwARCX2o0LxQWbJQYlvi7PE0yJhaCNF2HdyyjCTrXpZ1e4herXRCREPYfOwXvEuz97ttgtpWZk9QB4RGuTiSf4T3mww7niF38x+SoHawFRlLmJPyLcOiRjMubhIh3g1bHFOz2dg+61EGHfiYfefOJbr7gPrP0TS25G9k3r45LEmbT5W1CpNnINf1vY3TE85Br2u5iShtUatIUNc3M2Py7MlklR+7kmyUbxQzp8x0VlgA+Pr6Hv7ZZrOxevVqjMb6Fz/av38/L730EmvXriUoKIirrrqKqqoqDAYDa9asYeHChcyePZu33nqLRYsWOfMhCCFEgyw4MBdfDz/uGvAQ/1v7OHctvp6Xx75LoDHYKf3VVldRMvNCutuy2Dzxczp3TQIgIKRxt+vtXPUrQ/66gtKM3a0uQV2QmUrkvOvI04UQfs1XDlsNPvbcp7F8tICCnx4h8q4fHNKmOLHw/T+Rou/UoIGvI3XoM5r83wPx3Ps70LQEdersxxhFEWmTPiK0bva33mDggEcnAktkocTWxJ3H0yBjaiFE61az8j3KNSPxE69zdShOpfe3LzxYnX/AxZGcmCrPp0LzwsfPfWa1RnfqRQ4heKatAO5zdThtxoqMv3hs5X146Y2syV7JW5teJCl8MBPiTmVs3CknnEyl2WzsmHkbY/JmgYLCTb+cdJyeX5nLH6m/Mm/fHNLNB/Ex+HJKx6kMixrFd7u/5OV1z/Dr3h+4a+BDJIbIBYimahOX9u4ccCdG/dEDWKPeyJ0DHFOXafTo0YcXdVmyZAmhoaEEBBz7Qp88eTJvvvnm4X8fumVx0qRJvP3224e3FxUVUVpaiq+vLyaTiZycHH777TfAXluvpKSEqVOn8uqrr7J5s312kr+/P2VlJ7+9XQghnKXKUslf6QsZG3sKk+NP57lRr5NWdoDbF11LboXjF0rRbDb2fXw9fWo2sabvU3QeMqXJbZli7EnpqtzWVWu0urKc8s8uwlerwHzuF5hCHLfQS0h0PBtjL2WQeTF7Ny5xWLviWNl7t9LdupvMjme2eN86vZ4U0wi6l/3dpFqRWSmbGZL9NatNU4jvP+6ofYUBPYmvScFmtTooWuFqzh5Pg4yphRBtU2lBNv1LFrE5ZAq+piBXh+NUnv72GdS24jQXR3JiHpX5FOsCXR3GUZROx4GAgXQyb5A61A6yOms5j6+8jy6B3fl22m98MmU2l/W8luzyTF5c9xRn/zSBB5fdwYID86iorTh8nqW2hj3vX86ovFmsCJlOmorGL/vvY9q32GpZlr6IB5fdwQW/nMaMLW8Q4h3GQ0Oe4oez/uT+wY8xOnYCr4//kEeH/ZeCqjxu/vNy/rfmCYqqClvyV9FmtIkE9emdTueJEU8Q5RuFQhHlG8UTI57g9E6nO6T9J554gvXr19O3b18efPBBPv300+Me98Ybb7Bu3Tr69u1LYmIi771nr+35n//8h6KiInr37k2/fv1YvHgx/fr1IykpiR49enDJJZcwcuRIAMrKypg2bRp9+/Zl1KhRvPLKKwBcdNFFvPjiiyQlJcmCLkKIFrcsYzGVlgomx9vfV4dGjeTFse+QX5nL7YuuJsPs2EFq8rdPMLxkLsuirybx9Jub1VZQVAK1mh6K9jsoupax8+Nb6G7ZxbahL9Chp+NrDfaY/igFmFDzH5WBshMVrPwMm6aIHtWy5T0O0bqfRoCq4MD6BY07z2bD8sv9VONJ+HkvHLPfFtUPX1VFbmrycc4WrZGzx9MgY2ohRNt0cOEMvFQtfqObN2ZtDTw8jRTij6Esw9WhnJCxpoBSvftdKLDGjyaYUtJ2bXB1KK3e2uyVPLr8HuIDOvPS2Hfx8/QnwdSFa/vcypdTf+b9SV9yXtdLSCnaxTOrH+bsnybwxMr/Y+G+eex99zyGlfzGstjr6XHte6SbBtClcitWiwWA1NJ9vLvpFab/fCr/WXEPuwt3cFGPK/ly6k+8MeEjpiScedRaTEopTul4Gp+fNoeLe1zF/AO/ctm8M/l+99dYbBZX/YpapVZR4qMhTu90ukMH0ACpqamHf54zZ84x+x9++GH8/f0P/zs0NJRvvvnmmOP8/PyOOwD/5JNPjtvvmjVrjtk2cuTIo2rxCSFES1pwYC7hPpH0Cxt4eFu/sAG8Nv4D7v/rFm5feA0vj3uXBFOXZve1c8GnjE59izV+40m87MVmt2fw8CRbheJVdrDZbbUUq8XCgMK5rA6aRr/JVzilDx//QDb2uJURO59j3ZJv6DXhYqf0055pNhsJmXPZ5tWP2OgEl8TQceg0qv++h5rkX2F4w2vw7v5rFsOr17G0y730Do89Zn9Ap0GwHYpS1hDZWW5lbCucMZ4GGVMLIdoum9VKp/2z2O7Rm9h2snBwgT4cn8pMV4dxQr61RZR4uU/96UOi+p0KWx4lf+t8p0w+aS825Kzh4eV3E+cfz8vj3jumjIdSih7BvegR3Iub+t3F1vxNLDr4O4sPzmdx2nz8wmz00o/hvNFnYsWKtcNI9CVz+Wr1a6ys2kJywRb0ysDImLFMTTiLwZEjMOjqT536ePhyU7+7OC3hLN7Y8D/e2Pg/ft33A3cNeJB+4QPrPV+0kRnUQgghnKewqoB12auZ1HEqOnX0x0b34ETemPARAHcsupadhdub1deBTX8xYN3/scPQk7hrP0M5aJGZXH0Epkr3nenxb4U5B/BUVmxR/Z3aT+8z7+CgiiZs9XNYah23EJqwO7D5L2K1bEq6neuyGIy+JnZ49yc+f2mDZ8pXVZjpsOZpUnVxdD/r+HUSI7skUaPp0TJloUQhhBDt195VPxGrZVPc+0pXh9JiSr0iMdU4vsSfowTYiqk2NmyhvJYU0bErGSoCn/QVrg6l1dqcu56Hlt1BjG8sr4x7D5NX4EmP1ykd/cIGcG38NcxIqeSdrDz6ePZkuyGf/1t6K+f+PJkPDWsY3yGGDzO+oKLWzC397+X7M+fz9MiXGR49pkHJ6SN1DEjgpbHv8vTIV6ioNXPH4mt5etVD5FfmNuORtw+SoBZCCHFSCw/8hlWzMrnj8WfVxZs689bEmfh4+HL34hvYnLu+Sf3kpe0h7verKdAFY7zqO7y8fes/qYFKPCIItx67+Je7Ks7cB4BXaLxT+/Hw9CJn6MN0tKWz9Ze3nNpXe1S57iuqNA86jnbt7PSyjpOJ1bLJ2tuwZPLeH54hRsshd/SzeHh6HfcYDy8jBwzxBBQ176KUEEII0Zp5rP+IAkx0GXepq0NpMVU+0YRbc92yRJzNaiVIK8Hq434JaoB00yA6V2w+XE5CNNy2/E08sOw2wn2ieGX8DAKNwQ06rzBzP3x0Kp0tqRj6vczz533Dj2ct4tlRrzIwYijp1ZmMK7fxn4JIPpnyPRd2v5ygBrZ9IkopxsRO4NPTfuDKXjewNH0hl807m693fkKttbZZbbdlkqAWQghxUgsOzKNbUE/iTZ1PeEy0XyxvTZhJmE8E9y29hdVZyxvVh7mkAM+vL8BTq6Ho3K8whUY3N+yjVBgjCKIMc0mBQ9t1looce4I6IKqT0/vqNeFidngk0i35TcrLip3eX3tRW1NNz4L5bPMbgZ8pxKWxRA45B4DC9XPqPTYvbQ+D02ayzncsXeopCZLv35MONXvc8guqEEII4Wx5aXvoV7Ga5Khz8PAy1n9CG2ENiMFXVVFe6n4LwZUWZqNXGso3zNWhHJeWMIYAyjm4fbWrQ2lVkgu2cv9ftxJiDOO18TMINjZsbJ29bxs+n59GmDWPLeM/pvv4iwDw1HsyKmY8jw9/nm/P+I3zavowqXQnaJpD4zYavLmm9y18etoPDAgfwnubX+OaP85nbfYqh/bTVrh1glpz8IujLZPflRDCGVJL97GrKJlJHafWe2yYTwRvjP+Qjv4JPLL8LhanzW9QH5baGoo+vphYazo7x71LdNek5oZ9jFqfSACK0nc7vG1nsBbZ62WHxDS/pnd9lE6HZdLThFLMrh+ec3p/7cX+1b8QTBm1vS90dSiExHQiRd+Z0IxF9R5b9uN9aCgCzq6//rsloi+BmMnPkIXm6qOUilNKLVZKJSultiul7jxi3+1KqZ112184YvtDSqkUpdQupdSpTe1bxogNJ78rIURj5C56B4CICbe4OJKWpQ/qAEBxlvstQF6Sb79jUh8Q4eJIji92oP3jvGj7ny6OxL3sX/8nyTPv5MDW5cdMfNhZuJ37/7qZQK8gXh3/ASHeDbv4kJ68mvBvz8Rbq2TP6d/QediJ19ioiRtBMKVk7dnUnIdxQtF+sTw3+jX+N/pNrJqV+/66mUdX3Etxlftd5HElt01QG41GCgoKZKDYAJqmUVBQgNHYfq7aCiFaxvzUX9EpHRM7nNag4wONwbw2/gN6BvfmqVUPMnffnJMer9lspMy8iX7V61id+B+6DD/DAVEfS/nbE9TlWSlOad/RDKVpFBKAt69//Qc7QJcBE1jvO4akg59RkJ3WIn22dbotsyjGj04jznZ1KABkRY6je03y4S9ux5Oy8icGVSxjXYdrCI2r/+KIb4J9gZ+C3X87LM42zALcq2laIjAMuFUplaiUGg+cBfTTNK0X8BKAUioRuAjoBUwB3lFK6RvbqYynG07G00KIxqipqiQxaw6bfYY16DOzLfEOiwegItf9EtSVhdkAeJncM0EdEtmRA7pY/DJXujoUt2JZ/QGjcj4nae6ZlL40kG3fPElh9gF2F+3kvr9uxs8zgNfGf0C4T8Oe1/3r/yT+5/OxoifjvDl06Dv6pMeH9pkIQFHy4mY/lpMZFj2aT6Z8z/V9bmdFxl98vfMTp/bX2jSu2ncLio2NJT09nby8PFeHckJVVVVuM4g1Go3Exsa6OgwhRBti02z8eeA3BkUMJ8S74XXc/Dz9eXHsuzy64h5eWPsElZZypnc7fl2+7d//lzGFc1gecRm9zrrzuMc4gpfJvpK3pWCf0/pwJO+KTPL1kcS1YJ+mM57B4+vxpP/wKCG3fNKCPbc9FWXF9ClbzsaQ0+jhJrf8+vc7E33GR2T8PQfT6Tcfs7+2pprwZY+SoSLocu4jDWozsutArL8prBmbgMscG3Abo2laFpBV93OZUmoHEANcDzyvaVp13b5DK+icBcyq275fKZUCDAEadU9oaxhPg/uMqWU8LYRoqL1LvmQkJaQMvNbVobS4gMgEAGoLD7o4kmPVlNgvxPsGO7ZcoCNlBg2mb/5v1NZUn3Ctj/bGq6aI/boOpHe9nLC93zNm/+vsTHuXu2Oi8ND78sKYN4jwjWpQW7uXfU+/5beSrwul4pIfiY7rWu854R16kEswXhkrgXub+WhOzlPvyWWJ1/LngXmkm2Vi0JHcNkHt4eFBQkKCq8M4qSVLlpCU5Phb0YUQwh1sydtATkUW1/e5rdHnehu8eW7U6zy9+iHe3Pgi5bXlXJF4PUqpw8fsWjyLUSmvsM53ND2ueNWRoR/D09uPIvwxlKQ6tR9HCazJJs/nxDW/nSGmSx/WhZ3D4Lwf2L9rI7Hd5fOtqVKXzSJW1eA54BJXh3JYbK8R5M0LwrjvD+DYBPXuOS8wWktn1bB36N7ABUqNvv4c1MfhVygLJTaGUioeSAL+Bl4ERiulngWqgPs0TVuLPXl9ZIHK9LptjdIaxtMgY2ohROtjSv6CdBVJ5+FnuTqUFhcYFkuNpkeVuF9yzVJmvyDrF9qwZKYr6DuNwbfgR7ZsXU7XgRNdHY5b8LaUUuoRTq9z7gXu5Y+t83hi++MYrdV8lrEb04xxbAuehNfgy4jvPx6lO34xiB3zP2bw+gc4aOiI7so5hIU37KKz0ulI9etPvHkTms12wvYdKdw3kpzyE9/Z2B65bYJaCCGEa81PnYu3wZtRsROadL6n3pPHh/+PF9Y+wcfb3qGi1sxN/e5GKcXBrSvot/pu9hi6En3tF+j0jb5zvdFy9VH4lqc7vZ/m0mw2wm25pPuNbfG+4897gsr35lL90z2U3/wjvv6BLR5DW+C/6wcyVTjxSU3723EGnV7PrsBR9Cn6k/LqqqMWcyrKTiNp73ts8h5MtzEXNKrdXN8edCpb6+hw2yyllB/wPXCXpmmlSikDEIy97Mdg4FulVINXR1VK3QDcABAREcGSJUscH3QLMJvNrTZ24d7ktdU6uPJ5qrVp6I6YQNFQA6r3scF7BKxpX6UaKsxmNq9ZSXcVAoX72LhqWYv0a7FppOvrf55qslKo1fQkb9+BTueea89UY1/gL33lbAoqPZzSh9lsZvXypU5p+2RqrBoHdY3/e+puLSZXH87GVcvIqc3mrZw30Bm8uS7yPtbrswnJXMSgwt/wnv8TB+ZHsS1gLFrCBLwD/yn5Yd4+jzPyZrBd1430gY/huXc/7G14GZpyY2eGmBfx87xv8Q1p9JyARtOXKTIr0lrsb+hIVeXu+dkoCWohhBDHqLZWsyR9AWNiJ+Jt8G5yOwadgQeHPIWPwZdZuz7Dqlm5OPw8oudeSYnyx3D5dxhbqM5yqXcMkeU7W6Sv5ijKyyRG1UJghxbvOzAsho297mfY9qfJfGMEOae/S6f+LZ8ob82Kc9PpXbWeldFX0KsFLrw0So/T8Fv9C8nr/6DLiH9mfOX/8H/EUYPnGS81esZIdXgfwsrmszc7jaDIlixK0/oopTywJ6e/1DTth7rN6cAPmr1I9BqllA0IBTLgqCo/sXXbjqJp2gxgBsCgQYO0cePGOe8BONGSJUtorbEL9yavrdbBlc9TZnktRn3jPvusFgumJeV4hsTRa/jJa9u2NRtXLSNp+GgyV0YQrBUT2UKPv6Cqllg/z3qP27JpBkXKxIgx41sgqqbbtz6euMqddBk1xintr16+lGFOavtk0s01hBgbn3T3WFKGLiCKsN4deHrRUxg8PHh9wkd0DDh0F9id5JcUkbr0C4J3f8fppbOwbfqG7V79KOl+PraSdM7Kf59N3kMIv/47Yprw/TIz1A++/4AgWy69hl/U6PMba3vyblZuXU6PwYOa9X27KdavXOqWn41uu0iiEEII11mZ+RfltWYmdTzxascNpVM67hzwIOd2vZjvdn/J6h+n46NVknfWly2a0Kry60CkLRdLbU2L9dkURRl7APAMiXdJ/0nn3s2WSV/godXQ7Zfz2PDFo1gtFpfE0hqlL/0MvdIIGna5q0M5RsfBp1OpeVK7fe7hbfvX/8nQ0j9YE3UJkZ37NLpN744DAcjfIwslnoyy1zf6CNihadorR+yaA4yvO6Yb4AnkAz8DFymlvJRSCUBXYE2LBi2EEOK4zIU56JSG5tPwNVramnJjFEG1Oa4O4xhe1QWU6QNdHUa9skOH0rV6OzVVFa4OxeVqq6vwV5XkGI3ctfgGLJqFV8bNOCI5bedrCqLXGbcTde9Sdl60ghWx1xJcm8WorY8w5uC7rPGbQNQtPzV58lNU534UEoBneqOW+2iyQzW1cyqkzMchkqAWQghxjPmpcwn1DmNA+BCHtKeU4sbed5BQ48G7wRb+GvY0sT0HO6TtBgtOwENZKcpyvxXHj1RetyK6f2SD7/J3uO7DpsKtq9jiP4qRqW+R+spE8jL2uiye1iRi/8+k6DsT3X2Aq0M5htHXnx0+A0goXIpms2G1WAhY9BA5BJNw3pNNajOy+1AAqtM2OjLUtmgkcDkwQSm1qe6/qcDHQCel1DZgFnClZrcd+BZIBn4HbtU0zeqq4IUQQvzDXJQNgN4/zMWRuE6NXzRhWqHbTfzwri2k3CPY1WHUy6PzWIyqlv2blrg6FJczF+WRadDzusdaqq1VvDL2PToFdjnpOeHxPel1+Qt43beNtRO+YlniE3S6+ZtmLTqpdDr2+fSjQ+mGJrfRGJE+dQlqqUN9mJT4EEIIcZTi6iL+zlrBWR3OIWP7aiqyU7AUpmIoOYBPeToetqomtWu0lvO2Lo1z4zrwpW0pg21XYNC13MeQMbwzJENJxh7COnRvsX4by1JwAICQmJZdJPHfAoLC6HnHD6z65W36bXmW2plj2TrkOfpMvsKlcbmz7L1bSbTuZlmnu3HXr0bl8ZOJ3vEUW3dvoHjnUkZb97Ki/wv0bGK9cV9TEGkqCp/8bY4NtI3RNG05cKKijJed4JxngWedFpQQQogmqSq2zxz28A93cSQuZIrDkGWjOPcgoTEnTya2pABLEWk+8a4Oo14dB0zCulJRvnMxDJvq6nBcqqIkly9NAZRRwztjP6JLUMO/p+n0ejoPmQJMcUgsldHDiEpZxq60PYTFdXVImyciM6iPJQlqIYRop6oryylI30N5dgrVefvQFR/AaE5npUca1mAbl6x4g+61Lx8+vhg/cvWR1Oh9mtRfpcGfjJhbuW/oIJ75+xE+S57BNb1vcdTDqVdATDcAqnPdeyawrjSNEnzxNbk+xal0OvqfdTsZvcZh++5ahqy5k9W7F9D1qrfw8TO5Ojy3U7DyM2yaImq0+5X3OCRq6Dmw4ylKVs6kd+6vbPfoTY/J1zSrzWyf7sRUJDsoQiGEEMK91ZTmAmA8YoG29sYjxL5WSln2frdJUGs2G0FaMfu93b/0in9QKHsNXQjKWe3qUFyuuiSXbIOBKI8wugX3dGkspsTxkPIieVsXOj1BHWIMQ6/0MoP6CJKgFkKIdsRSW0P6O+cSW7mTKAqJOmJfleZBti6CRUFexFi9yI27jYKQBHwjOxMU2w0/UwjNHe5FA72BtTmr+Dz5QwaED6F/+KBmttowwVEJ1Gp6KEptkf6ayrs8gzx9JM5fO7rhYrr0oeaepaz44gGGZ35O+usbyJn2Pgn9Rrk6NLeh2Wx0yvyVbV79iY2KP+FxtdZakgu2sD73bzbkrMXb4MPdAx8i2i+2ReIMjuzIbn1XRuV+jVVTpJ3W+IUR/60qrDfRqUs4UJiDf3D7/bIuhBCifbCZ8wHwDYp0cSSu4xdurw9clXfAxZH8o7K8lBBVi+bbOkqv5IcNZVDW15SZS9r1xI+a0nzy9XqCvFw/OSe6+2BK8UV/cCVwk1P70uv0hHmHywzqI0iCWggh2pGCjBQGVK5ki2d/dkWcjwpOwDu8E6aYrgSFx1FansbeeWdxU79b6dXjKqfFcdeAh9iev4VnVj/CR6d+g8kr0Gl9HaI3GMjWhWMsc5+B9PGYarIpMsa5VYIawNPLyIBrX2fLqklEL7yTyJ/PZu322+h/4aPo9HpXh+dyBzb/xQAth/3dbjtqu02zkVK0qy4hvYYteRuoslahUzq6BfVkf8EervnjAu4c8ABT4s/Evpaec+VEjadb+h5Wh55Lz8Tm15n36jAQUiFn11r8h09rfoBCCCGEOyu3J6j9gttviY/AaPtaKbbigy6O5B/FeemEALpWUnrF2G08ntlfcGDjInqOPsfV4biM1ZxPgV5HLx/XP286vZ4U7z7ElrRMHeoI32hyKrJbpK/WQBLUQgjRjphzUgGoGn4PvY6TSJp/YC4KxSkdTnNqHD4evjw2/HluWXgFL6x9kmdGvtIiiblCzxhMVRlO76epNJuNCGsOWX7DXR3KCXUfPo3iboPY+ukNjNz3Oltf/ovAyz4mNDqh/pPbsMq1X1KledBh1MWklR1gfY49Ib0xdy2lNSUAdAzoxGkJZzMwwn7ngL9nADnlWTz39394fs3jrMpcxn2DHiXAy7mzaKIm3Miqn7OIm/6cQ9oL6zYElkLVwfUgCWohhBBtnK6ygFJ8m7UgW2vn4x9ICb7oS91nXF1RaE/0eQa0jru5OiRNoPYvPZW7l4CDEtRlNaU8tOx+RjGSYYxxSJvOZqvMp1CvJ8w/2tWhAGCOGsaAfatJyT5AcGRHp/YV7hPJlryWSYa3Bg1KUCulUoEywApYNE0bpJR6ArgeyKs77GFN0+bVHf8QcG3d8XdomvaHg+MWQgjRBNX59tnDfhHxx+zTNI0FqfMYEDGEMB/nD+y6BydyQ987eWfTy/y09zvO7nKB0/ss942lY+FObE7vqWlKinKJUtVoppYp99BUgSGRmO6aw8qf3qD/tuep/ngs24Y/T++Jl7g6NJfIKknnYM1ffB7Vld1LLyav0r54UrhPJCOixzIwYigDIgYT6n3szJAI3yheGTeDWbs+5aOt75BcsIWHhz7DgIjmz2w+keDoBIJv+tRh7ZlCo8gmFGPeVoe1KYQQQrgrz+pCSpQJX1cH4mL5unC83ag8QWWRPRbv4NZResXXP5AUz+6E5jmuDvXMbR+yJns14YHuX4f7kKrKPCy+ijB/93je/LuPg32vkbNlIcGRzVunpT6RvlEsOpiLxWbBoJP5w435DYzXNC3/X9te1TTtpSM3KKUSgYuAXtjLjf6plOqmaZq1eaEKIYRoLltJOgCBkfHH7NtesJnM8nSu7HVDi8VzfrdLWZe9mrc3vkSf0CQ6Bzp3MQqLqSOBhWYOFufj54YDt6L0FKIAz+B4V4dSL6XTkXTOXWT0Ho82+1oGr7qV1bvm0+3KN/H29Xd1eC3mf2ueYN7+ORDmi6+yMiikDwMjrmNgxBBi/Do06M4AvU7PpT2vYVDEMJ5Z/TD3LLmRC7tfzrV9bsNT7+n8B+EAmd7diCzf5eowhBCiXfszOYcgX08GdgxydShtmrGmCLNeEtQlXhGYqnNcHcZhlrrFKwNC3K1Q3okVhg9lWPonFJYU4GcKaVZbGWXpfLPrKwCKLSWOCK9FVNTa04xBxuY9fkeJSRxG+TwjKnU54NwEdYRPFFbNSkFlHhG+UfWf0MY1b1Wc4zsLmKVpWrWmafuBFMB504CEEEI0mKEsk0ICMPr4HbPvj9S5eOmNjImd2GLx6JSOh4Y+hZ+nP0+teoAqS6VT+zOE2OvlFaXvdmo/TWXO2QeAb2TrKZcR07Uf4fcsZ2XkZQwr/Ini18dQXVnu6rBazNrsVXSvMfJRRgk/nrmQp0a+xFldzifWv2Ojy9Z0D05kxuSvOaPzdGbt+oyb/7yc1NJ9TorcscpDehNry6SyrNjVoQghRLv15K/bufbTteSWVbk6lDbN11JEpYdcBKj0jibUluvqMA7TzHUJ6tDWk+jz7TEBvdI4sP7PZrf11qbX0Ss94d7hlFiLmx9cC6mw2pPpIUb3mDxk8PAkxdibqGLnl96I8LG/VqUOtV1DE9QaMF8ptV4pdeTUutuUUluUUh8rpQ69Q8cAaUcck163TQghhIv5VGZSoD92Zesaaw2L0/5gVMw4fDxadj5IsDGEh4c+TWrpPt7e9LJT+/KN6gJAedYep/bTVLUF9hIswdFdXBxJ43h6GUm67k3WDH6VTrZUkn//wNUhtQiLrZaCyjxGl+dj8RuHl9Gn2W16G7y5d9AjPDfqNfIqc7l+/sX8uGcWmqY5IGLnMcQmoVMa2bvXujoUIYRolzRNI6+smuKKWh75cZvbf260ZgG2Eqq9gl0dhstZA2IwUU6Fm1yc1lXkUYxfq6oNHt9/PNWaBzUpS5rVzpa8TSw8OJ/LEq+iU2AXSqytZwZ1lVYGQJDRff6mSiKHkGA7SEm+c0vYHJo1nVOe6dR+WouGlvgYpWlahlIqHFiglNoJvAs8jT15/TTwMo2Y/16X6L4BICIigiVLljQmbrdgNptbZdyidZDXV+vgyuep1qaha+QMzfiqbPINERxcteyo7VsqNlNWU0rnyng2/mtfSzAAE/xP4ee9swkpMdHPp79D268wm9m4ahm1VeX0Awr3rmejXyeH9nEiFptGur5hz5M1cwdmzZvk7TtQutZXLkHzjme3iid6+wesDOmHTqdv1Plms5nVy5c6KbqTq7FqHNQ17u+p0FKIDRtxlmpyI4ZQ6cC/HR/03Bt6H18VfMFrG55nfvLPXBxyKf76AIf14UiV1R4AZK7/g+Iao9P6qSqXz0YhhDie8horVbU2EkJ9WZCcw0+bMjk7SeaJOZpms2HSyig2BpBlziDMJ6Ld1o7VB8YBUJy5D5/uA1wcDXhWFVCiC+TYFT/cl5e3L3u8EokoWNPkNjRN47UNLxPqHcbliVfy0trn2WHd7sAonatCVQJ6tynxAeDbbRwceIesTX9iOuVyp/UT7mOvu53tRrXcXalB76SapmXU/T9XKfUjMETTtMPfIJVSHwC/1v0zA4g74vTYum3/bnMGMANg0KBB2rhx45oSv0stWbKE1hi3aB3k9dU6uPJ5yiyvxahvXKUmw5ICsk1DSRo++qjtP6yYQ5BXMBeOu85lg+ze1mFkLsriu5JvOW3YdIfW4dq4atnhx1z4tz/Bqowe//odOEtBVS2xfg2rI7xzzf/I04czfMw45wblRJvLbmbYxgfIt+TSa8KFjTp39fKlDBvlmhXH0801hBg9GnXO5rwNkAkeVn9GnHcjSuf4ymljtKn8sGcW721+lZfzX+KBIU8yItr9VmXXbDYKNt5LmDWTbk7821q/cql8NgohxHHkl1UDcMu4zsxam8ZjP21jeOcQIgKcd9GwPSovLSREWXnNewuZc09HrwxE+kYR49eBGL9YYvziiPaLI8Y/jijfGLz0rWc2b2MZwzoCYM7dD26QoPauKcSsD2pVCWqAksjhJB54n5yCbAJDGr9Q4J8H/mBb/hYeHfYk3gYfwnzCKbWWtpqF9yr0Neg0bwI8Ta4O5bDY3qOonO+JlroccF6C2tvgjckriFwp8QE0oMSHUspXKeV/6GdgMrBNKXVk5uAcYFvdzz8DFymlvJRSCUBXoOmXg4QQQjhEeUkRAaoCa8DRs2nKakpZlbmUiR2muHQQ46H34LHhz2PTbDy9+iEsNotT+skzROFXkVb/gS4QUJVFiVfrqZt3PImTriSbULzXvu3qUJwut9w+28Hm1d0pyWkApRTndbuYGZO/IsQYxkPL7uCVdc86vV57YymdjjSvroSV7XR1KEII0S7lm+0J6vAAIy9O70uN1cZDP2yVUh8OZi60J5IKqGBgxFAu6nEF3YJ6UlxdyPwDc3lr00s8vPxOrvztXE6dPYzpP5/KnYuv44U1T/Lljo9ZnDaf3YU7qLZWu/iRNJ9/3ZoptQUHXRyJnZ+liKpWWHrFv+cEdEojbf38Rp9bba3mrU2v0zWoO1MTzgAgzDscDY2iqkJHh+pwVouFMr0Vf7zQKeeMpZvCw8tIilciEUXrnd5XhE8k2eUygxoaNoM6AvixbqEfA/CVpmm/K6U+V0r1x17iIxW4EUDTtO1KqW+BZMAC3KppmtUJsQshhGiE4ux9xAH6wNijti9Om0+trZbJ8dNcE9gRYvziuGfgwzzz9yN8ljyDa3rf4vA+SowxRJfvcHi7jhBmyyXXJwmAJ1c9yuCIIUztdIaLo2ocD08v9na+nJF7X2X75mV06tcyM9VdIctsv0HMz6ej0/tKMHXhvUlf8MGWN/l29+dszF3Hg0OeJDGkT6MXY3SWsuBe9Mr8gvzKcry8W7aWvRBCtHeHEtShfp50CvPj/07twVO/JjN7fTrnD4qr52zRUJVF2VQpRTUWBoQP4bLEaw/v0zSNkppiMs3pZJQdJKM8nYyyNDLNaazM/Iui6n8ShiHGMO4c8ABjYie6zed4YwWGd8Ci6aDEPSZ+BGrFZLjJQnuN0bHvaCp+98K69y/gikad++2ur8kqz+StYTPQ15XWC/OxzyHPq8w9/LO7MhfnUajXE6C8XR3KMYrDB9Mr7UPSi/PxC3Te6yrCJ4q0slSntd+a1Jug1jRtH9DvONtPOM9d07RngWebF5oQQghHqsjdD4Ax9Ohk2vzUuXQM6ES3oJ6uCOsYk+JPZ23OKj5P/pAB4UPoHz7Ioe1X+3cgomwpRbU1GDwaVnqjJZhLCgijHJspjtyKHObu+5klaYsYEjWcUO/WNdjuPvU2yt54j4rFr0EbTlCn5acQZLXiaYpvkf489Z7cmnQvQ6NG8t81j3LLwivw9fCjk6krXQK70zWoO50Du5EQ0BkvQ8vf0q2P7o9H1qfk7NlAh75t93kXQgh3lGeuASDMz15S4qoR8fy+LZunfklmVNdQokzulwBqjWpKcymuu2sq0CvoqH1KKQK9ggj0CiIxpM8x51bUlpNhTiOt7ABf7viYx1bex8jocdw18CHCfSJaJH5HMnh4kqeC8TS7foG3muoqTJRj8zl2MXh35+llZI93H6KKGrfQdFFVIR9v+4CR0aMZEjn08PYwb3tSOrcil0T3Ket8XBXFuRTodW65xoqx61h06R+QsWkh3cc1rmxhY0T6RrEuZxWaprXai1WO4j5z6IUQQjhVTYF9doN/ZPzhbVnmDLbmb2RSx6lu9YF414CHiPKN4ZnVj1BSXezYxoM74aGsFGbuc2y7zVSQngKAIaQjG3Lst5OV15p5a+NrLoyqaXxNwWyNPIeksiXkHNjj6nCcJrvsIJEWK54hHVq030GRw5h56mzuG/QokzpOBTR+T/2ZF9Y+yY0LLuW0H0Zy5W/n8vSqh/h65yeszV7ZIrd5BncdAkDZvnVO70u4lz05Za4OQYh2L7+sGqUg2Nd+8V2nU7x4fl8sNo0HvpdSH45iKc2jsG4NGJNXYKPO9fHwpWtQDyZ0OJX3J33JTf3uYl3Oaq787Vx+2DMLq6313Xhe5BGBb5XryxOU5NvvalN+rS9BDVAWNYJ4WxoF2Q2fjf7h1veoslRyx4B7jtp+aNZ0fmWeQ2N0hqqSXAr0+mMu9riDmD5jqNEMWPctd2o/4T6RVFoqKaspdWo/rYEkqIUQor0oTceqKQLD/0mmLTgwD6AuyeU+fDx8eXz4/yiqLuCFtU869EuVMbwzAKWZ7pU4Lcu2J8z9IjqxMXc9vh5+XJ54FfP2/8Lm3I0ujq7xYqbcjYYi84+XXR2K0+RX5RJlseAbFt/ifQd4mTij83ncPfBh3pr4CfPOXc6XU3/mqREvcWnPa4j2i2NL/kbe2/wa9/11C2f/NIFzf5rE/X/dyowtb7Dw4O/sK06h1lrrsJjCOnSnVPNBn7PFYW0K9zd/ezaTX1vKpytTXR2KEO1avrmaIB9PDEcsoN0xxJeHp/Zg6e48vlnrHmUYWjutIo8ivb2UQnOSagadgYt7XMUnU2aTGNKH1zc8z22LrmZvsXuNT+tjNkYSZMl1dRiY8+21wT1MjV9k0B0E9poAQPrGPxp0fGrJfn7YM5uzu5xHgqnTUfuCjcHo0JFb4frnpT7VJfkU6PUEe7vfhQWjjx8pnt0JK2zczPbGivSNBiC7wvUXelzN/Zf0FEII4RCe5kzyVAiedWUtNE1j/oFf6R828PAHozvpHpzIDX3v5J1NL/PT3u84u8sFDmnXFN0NgOrcvQ5pz1FqC1IBCIruzMa/X6V/WBLX9bmRP1J/48V1/+XTKV8fri3XGoTHdWFTwHj65fxEWdEz+Ae1rjIlDVFoLSXSYiUwulP9BzuZTumI9e9ArH8Hxsadcnh7SXUxe4v3kFK8k5TiXewt3s03u/4+vAipXhmI8+9AgqkL8abOdDJ1IcHUhWjf2Ea/3pROxwGvroSUumeNd+EcY7qFcUrPCB7/eTsllbXcPqGLW92RI0R7kW+uJtTv2NJllw7tyG/bsnlm7g5GdQ0lNsjHBdG1HbqKQrJ09jIqgcbmL8gX7RfLS2Pf5c8D83hz00tcP/9iLul5FZcnXo+X3qvZ7TtbjW80YaVLKLFY0Btcl16qLLYn97wCjy6V8r81z5Jaup8XxryCv6f7lZE4pEOv4ZT+6gP7lgLX1Xv8mxtfxag3cn3fm47Zp1M6AvQB5FW6f4K61JyBRSlC/NzvuyhAQehghmd+RnZZMT7+gU7pI9zHflElpzyTbkE9nNJHayEJaiGEaCd8qrIpMoRxaNi2s3AbaWUHuKj7lS6N62TO73Yp67JX8/bGl+gTmkTnwK7NbjMoKp4aTY8q3O+ACB2o+CCVmidWXy9SS/czrdNZeBt8uHPAvTyy/P/4MeV7pndzTJK+pfhOuAvfn/5k07w3GXDpk64Ox6HMNWVUKQuBFp3TBqyOYPIKZEDEYAZEDD68rdZay4HSfewv3cv+khRSS/axqzCZJWkL0LDfreCp86RDQAIJps725HWAPXkd4Rt10lXWSwITGZwzm+Kaajw83f+LtWg+o4eedy8dwAPfb+WVBbsprqjlP6f3RKeTJLUQLSnfXEOI77Hvuzqd4n/n9WXKa0t54PstfHHtULmI1AweVYXk6O31vB1VlkApxaT40xkcNYJ3Nr3M58kfsvjgfO4d9OhRn9/uSDPF4ZltpSQvneCoeJfFUVNin0HtH3x0onN9zlpSS/dz68IbeWPCuwQ2sixLSzF4eLLTux+xxfWXSVuXvYZlGX9xa/87CTYev8i0SR9IfiuYQV1aab+wEBHYsuXyGsqz8xgMWZ+QsXkJXUed7ZQ+In2iAMipyHZK+62JlPgQQoh2IrA2F7Pxn9ve5h+Yh6fO86jZlu5Gp3Q8NPQp/Dz9eXj5nazNXtXsNvUGAzm6CIzmgw6I0HG8yjPI1YezuWATAAMiBgJwSofJDIwYzHub36S4qsiFETZeQp+RbPPsT9f9X1BTXeXqcBzq0CDSx+bn4kgaz0PvQZeg7kzqOJUb+t7Bc6Nf4+tpv/LbeSt5f9KXPDTkKc7tehEh3qFsztvAjC1v8PDyO7lo7ulM/WEkty28ivSyE/z9RPXDS9WSs1fKfLQnBr2OF6f35eqR8Xy8Yj//9/0WLFabq8MSol3JN1cT6n/8C4NxwT48cnoiK1IK+PJv9xr/tDZeNYXkGrzRKz2+Ho4dAwR6BfHw0Gd4eex72DQbdy+5nv+teYLS6hKH9uNIHsH2xGJptmsnftjK7PWW/UOjDm/TNI2s8kz6hvZnX3EKt/x5HQWVBa4KsV4VsSOI1bLITTtxmRebZuP1DS8T5RvNRT0uPeFxgQYTua1gBrW5Kh+ACFOMiyM5vth+47BoOmr2/uW0PkxeQXjpjeSUS4mPdp2grqixUFFjcXUYQgjhdJrNRrgtn2of+6wCi62WRQd/Z0TMWLe+3Q0g2BjCMyNfRa/03PfXzTy64t5mf4AXeEYTUJXhoAgdI6Aqi2LPSDbkrMPb4E2P4J6AfVbNfYMepLy2nHc3v+niKBuveuithFPIjvkzXR2KQ+XW1Ynz1rn58uiNYH/d9WJKwpnc3P8eXhjzNt+d8Ttzz1nG2xM/5b5Bj3J6wjmkFO/i8+QPjttGYBf7TK/Sfc6t1yfcj06neGxaIvdM6sbs9enc8uUGqmpb34JfQrRW+WXHL/FxyMVD4hjdNZTn5u0grbCiBSNrW3wsxRR6eGLyCjzpHUXNMShyGDOnfMelPa/hj9RfuOK3c1h48He3XOjSJzwBgMq8VJfGocpzqdC88D3irraCqnyqrdVMSZjKK+PfIr0sjZv+vIbcihzXBXoSIb0nAZC1cf4Jj5m3/1d2Fe3klv53nLQEjElvIq/C/RdJNFvsi3i7Yw1qAG//QPZ6dCEk33kLgCuliPCJJEdqULfvBPXXa9IY8uxCHvphK5vTit3yDV8IIRyhND8LL1WLVnd1ek32Koqri5jccZqLI2uYXqF9mTllNtf1uZW/s1Zw+W/n8HnyB1Rbq5vUXoVvHBFW9xoEhFpzqPSJYWPuevqG9sOg8zi8r3NgFy7ofjFzUn4guWC7C6NsvJ6jzyVVF0f41hlotrYzo/LQDGpfD/esmedIfp7+9A7txxmdz+P2Af/HlPgzWXTwD4qrCo85NiKhDxWaFyprswsiFa6mlOKOiV158sxezE/O4eqZazFXy2QQIZytssZKeY2VUL8TJ6yUspf60CvF/bM3Y7O5x3ffndmlrMmytJrv4v7WYkr0BkwOKu9xIkaDNzf0vYMZk74iwjeKp1Y9yAPLbiOr3L0mWBxah8Na7NpFOA1VBRTrAo/almm2/66ifKMZEjmU1ye8S35FHjcuuIYsc6YLojy5uB6DKMIf3YHlx91faangvU1v0iukN5M7TjlpWya9CXNtGZUW974YVW4rAyDY230nfOQFD6ZLzS6qKsxO6yPCN0oS1LTzBPWQ+GCm9I7kx43pnPX2Ck57fRmfrNhPcUWNq0MTQgiHKs6x33ZnCIoDYEHqXEyegQyJHOHKsBrFS+/F5YnX8/lpPzIsahQfbn2bq3+fzqrMpY1uyxLYERPlmIvcY2ZBhbmEIMooCwgnpXgPSRGDjjnm+r43E2QM5qW1/8WmtZ5Er9LpyEq8jk62VHau/MXV4ThMRlEqBk3Dz7+jq0NpcWd3vZAaWw2/7PvhmH16g4EDHp0IKkl2QWTCXVw5Ip7XLuzPmtRCLv1gNUXlMrYWwpnyzfYL9mEnSVADRAd68+i0RFbvK+SzVaktENnxFZirmbliP6e/sYwpry3jnc3VpOQ6L/njSIFaKaUG5bD60/XpEtSddyZ+xu1J97MlbwNX/XYes3Z+2uRJGo7mZwqhTPNGX+raxLmxuoAyfeBR2w4lqKP97BN0ksIH8ObE9yitKeGGBVeTdqJyZS6i0+vZ55tEh5J1x53U8eWOz8itzOWuAffVW0feVPe7cPdZ1BVUoNMgwNPk6lBOSN9pFJ7KQsbWxn/nbKhwn0hypQZ1+05Q94k18dL5/VjzyCk8e05vPA06nvglmSHPLeTOWRtZuTffba4sCyFEc1TmpgLgHRaPuaaM5ZlLmNDhVDz0Hic/0Q1F+Ebx1MiXeGnsu+iVgQeX3cFDy+4k05ze4DYMIfbZHgXpu5wVZqMUZKQAsNdPD0BS+MBjjvHz8OOOpLvZVrCVuft+btH4mitxynXkE4hh9VuuDsVhMor2EWGxYghsfwnq+IBODIwYyk8p32GxHTs7ttCUSMeavdisUt6hPTs7KYb3LxvIzuwyzn9/FVklla4OSYg2K68uQR3qf+ISH4ecPyiWcd3DeP73naTmlzs7tMNqLDZ+35bN9Z+tY+hzC3nyl2SUgiuG2z9H04vc/z2iqrwEb1WDWWfD1IKL7el1eqZ3u5RPp/xAUsQQ3t38KpfOPZNf9n6PxVbbYnGcSL4+HGOFa2ck+9YWUeERfNS2zHJ7TFG+/9zt1ju0L+9O/JBqazU3LriGfSV7WzTO+lTHjSSSfLJTdxy1Pb8yj8+TP2FC3Cn0C0+qtx2T3p7wzXPzOtTlqpoAm95p5XIcIab/RGyaomqP8+pQR/pEU1hV4DYXnlzFfV8FLSjA6MGlQzvy822jmHvHKC4eHMfinblc8sHfjH95CW8vTiGntG0t7tTaWOVCgRDNYi2y33Znikrgr/SF1FirmRzfOsp7nMjgyOF8fOq33NzvbjbmruXK387l423vUGWp/wuOX1QXACqyU5wdZoOUZe8DYJ+nGS+9F71Ceh/3uNMSptEvrD9vbXyNsprSlgyxWTyNPuzqeAl9q9ZxMLlt1CbOKc8gymLBGNb+EtQA53W9mLzKHJZnLD5mny2yL76qitxUmUXd3p2SGMGn1wwhu6SK6e+uYn8LJsOEaE/yy+oS1PXMoAZ7qY/nz+2Lh17Hfd9tdur3LE3T2JpewhM/b2foc39y0xfr2ZRWzDWjEvjjrjH8evtobhrbGYDMVnARq6zAXrvYrGpbbAb1kSJ8o3h+9Bu8Om4GYT4RvLTuaa747Vzmp87FanPdReESz3ACql07+9NkK6La6+gyEZnmDEKMoRgNxqO2dwvuwbunfIimady04Fp2F+5syVBPKqzvZACyNx1dh/q9zW9Ta6vltqS7GtROoKEuQV3h3gnqMr0Ff829J0z5BYayz5BAYO4ap/UR7hMJ0O5nUUuC+l96RZt48qzerHnkFF67sD9RJiMv/rGLEc8v4rpP17IgOUdWJW9hi3bm0PvxP9iTU+bqUIQ4bHNaMee8s4L/LHfvul6HqNIMqjQPAoIjWXBgLrF+HegZfPwkaGvioffgoh5X8vlpPzImdiKfbp/Blb+dy7L0RSetZRgc1wMAW8G+lgr1pKrrFpZJsWTQO7QPnvrjz4BSSnH/oIcoqSlhxpZ3WzDC5us89Q4qNC+KF77i6lAcorCmkCiLFf/IBFeH4hLDokYT6RvND3tmHbMvoJO9RE1RivMG8qL1GNYphFk3DKOy1sr5760iObP1XFwTorUoqCuj05AENUCkycgTZ/Ri3YEiZq7Y7/B4ckureP+vvZz62lLOeGs5X605yIguocy8ajCrHpzAw1N70j3SH4Bwfy90CrKK3X9CWGVxDhaggmqXJKgPGRAxhHcmfsrzo9/A2+DDs38/wjV/nM9faX+6pJZ3hXc0IVbXJUJtViuBWilWn6MX2ss0ZxDld/y1QjoHduH9SR/jqffk5oXXsT1/a0uEWq+YLn3JJxCPtH/qUO8p2s0ve+dwfreLiPWPa1A7h0t8VLpviQ/NZqNEr+GvfFwdSr1yggbStTqZ2mrnvE9F+kbZ+ylv33WoJUF9AkYPPWcnxTDrhuEsvm8cN4zpxOb0Eq7/bB0jnl/EC7/vJLdCEtUt4e3Fe6mstfL2YveY6Sjat7yyau7/bjNnvb2CzWnFpJu1VlFb06s8kzxdGGaLmU2565jYcUq9tctakzCfCB4d/l9eH/8h3h6+/GfFPfzf0ltJKztw3ON9/AMpJABDyfH3tzStOI0CPNhr3n/c8h5H6hbcg3O7nM93u2exp2h3C0XYfKaQCDaHTSOpeAEFmamuDqdZrDYrxVoFERYrgeEdXB2OS+h1es7pciGb89azt/jo12FklyRqNANaxibXBCfcTu8YE9/eOBxPveLCGatYl3rsAptCiKY7NIM6xK/+Eh+HnDsghlN6hvPiH7vYm9f8+s9VtVZ+2ZzJVTPXMOy/C/nvbzvx8zLw7Dm9WfvwKbx9yQDG9wjHoD86BWHQ6wj0Uq1iBnV1SQ4lOh0aOH2RxPoopRgePYYPJn/NkyNeRAMeW3kfNyy4hNVZy1s0UW3xjyGYMqrKXTOhrKwoF4OygV/oUdszyzOI9o054XkdAjry/qSP8fcM4LaFN7Ipd4OzQ62X0unY7z+QhLINaDYbmqbxxoaX8fcM4NreNza4HaPOiI/Bx61nUJeXFlKo1xGg93d1KPVSCaMxqlrSty1zSvsRPnUJ6na+UKIkqBsgIdSXB6b0YOWDE5hx+UD6xJh476+9PLisknlb2/cLyNk2pRWz/kARMYHe/Lw5kwMFcmuocI1aq40Pl+1jwktLmLMpgxvHdOLVC/sDsK8V3LLsV51DsUc4OeVZaGh0MnV1dUhO0T98EB9OnsXtSf/H9oItXPX7eczY8gbVtmPreeUaovAtb3jdamfyMqfzl08YNs1Wb4Ia4MZ+t+LvGcCLa//bala9B4iYfDd6bBz47VVXh9IsBVX52JSGn9ULg0fDkwFtzdSEs/HSG4+ZRe3hZSTVEE9AsZT4EP/oEu7HdzePIMzPi8s++pvFu9z3S7MQrU2+uZoAowEvg77B5yileO7cPnh76htd6sNm0zhQUM7v27J4Zf4urvt0HYOf/ZPbv97I7uwybh7XmYX3juWHW0Zy6dCOmHxOfgt/sFGRWez+Cera0jyK9PbfsStnUB9Jp3SMi5vEzFO/46EhT1NWU8oDS2/j9kVXszG3Zcqq6QLts3qLslxzZ2JJnn0xRENA5OFtFpuFnPLswwsknkiMXyzvT5pJiHcodyy6mbXZfzs11oawdBxNKMWkblvFqswV/J29muv63EiAV0Cj2gnzCSfXjWtQlxVkUajXE+AR6OpQ6hXVbyIA5budU4c6zCccndJJgtrVAbQmHnodk3tF8tFVg1n54EQ6mXTcNWsTq/YWuDq0Nmvmiv34eRn4/NohGPQ63vvLPW7HF+3Lsj15THltKc/M3cGAjkH8ftcYHprakz4x9tpeLbnATFOFWHIo944kr9JeOy/MO8LFETmPQWdgerdL+GLqT5zSYSpf7viYF7Kfp6L26HIspcYYQmpdu6DLIX5VWazz8cOgM9AntG+9x5u8TNza/w425W3gj9TfWiBCx4jq1ItNfqPok/U95WXFrg6nyXLrBo/emvuuON4SArxMTOo4lQUH5lFaXXLUvgL/nnSo2XPcVehF+xUT6M23Nw2nc5gf13+6jl82u8d7sBCtXb65hlD/hpX3OFK4v5Enz+zFxoPFfLjs+N+zqmqtbE4r5us1B3nsp21Mf3clfZ+cz9gXl3DTFxt4a3EKBwrKmdIrki+vG8ryByZw/6k96Bzm1+A4QoyKrBL3L/FhK8+jqG4GuLskqA/R6/RMSTiDz0+bw70D/0N2eSZ3Lb6ee5bcSHKBc8tXeIXa1+Mor1uUvaVVFtvr9nqZ/vl+k1eRi1Wz1pugBojwieD9STOJ8Yvl7sW3sSLDObNkGyp+5HRK8EWbdx+vb3iZOP8OnNf1gka3E+YdTn6F+5b4KCxOo1YpTMbQ+g92MVNoFPt1HTBlO6d8nUHnQYgxTEp8uDqA1irSZOSuAUY6hvhww2frpJ6eE2SXVDF3SxYXDo6jU5gfFwyK5fv16WS3gsGLaBsOFlRww2fruPyjNVhsGh9dOYhPrh58eMAdF+yDTuH2iz5ZamsI0Yqo9Y0+fJtXmE/bTVAfEmwM4aGhT/H0yJcpsOSzOuvowWa1fwcibHnU1rh+teRQSzbbvRWJwb0xGrwbdM4Znc6mZ3Av3tj4CuW17v0aPJLn2LsIoJxdv73j6lCaLKduARMffbiLI3G9c7teTLW1inn75xy13RLRh0DM5GfsdU1gwm2F+nnx9Q3DGNAxiDtmbeTLv92j1JIQrVmeubrB9af/7cx+0UzpFcnLC3azZn8hf+3O490le7nj642c8spfJD72O2e9vYKHftjKDxsyUMpeHuT5c/vw820jSX5qCgvuGcuL5/djZJdQdLrGl5AL9taRVVKFzYkLNjqCrryAPJ0BcH2JjxPx0HtwZpfpfDn1Z27tfy97i3dz85+X89CyO0kp2uWUPgPq1uOoznfN+3lVXYLaJ/ifGdSZ5fZZ1Q1JUAOEeIfw7ikfkmDqxP1L72Jx2kLHB9pAgWEx7Oj/KNu909lfuo/bku7CQ9/4hQTDvMPIc+MZ1PklBwEIqau/7O6yAgfQpWobllrnlPeM8Ik8/B2jvZIEdTP4eSo+vWYIfkYDV85cQ1ph61gsrbX4bFUqNk3jqhHxANw4pjNWTWPGUplFLZyrosbCy/N3ccqrf7E8JZ//m9Kd+XePYWLPiKPqNnvodYR5K7dPUBdnH0SvNDDFkleZg07pCDaG1H9iGzEyehwBugCWpC04ekdIJwzKRlGma99TqivL8VElpOqrGBBRf3mPQ/Q6PfcPfpD8yjw+2jrDiRE6VpcBE9jhkUjCnk+dNsBztmyzfdann7FhC9W0ZZ0Du9I/bCA/pnyD1WY9vN03wb5QYsFu198qK9xPgNGDz64ZwoTu4Tzy4zZWZNS6OiQhWrV8czVhTUxQK6V45pze+HkZuOD9VVz58Rr+9/tO1h8oIj7El9vGd+G9ywaw9P7xbHl8Mt/dNIKnzurNRUM60Dc2EKNHw8uKnEiwUVFjsR1e7NFdGaoKyNT7AhDoFejaYOrhZTByQffL+fr0uVzX5za25G3g2vkX8uSqBymrcezkusDIeGyagpI0h7bbUNYyexLWP/SfZHSmuS5B7Xv8RRKPJ9AYxDunfECP4EQeXna/S+9S7DTpYl4LDiWpspou5U27GBLmE05eZS42zT3vZisqsz9HoaZYF0fSMFr8KHxVFRnJq53SfoRvlMygdnUArV10oDefXTOEGouNKz5eQ4HZ9TPx2oLKGitfrTnIpMQI4oLtq7rGBftwdv8YvlpzQH7Pwik0TeOXzZlMfPkv3lyUwtTekSy6dxy3jOtywpp+kb46t69BXZpjX53dM6QDuRU5hBhDMdTN/mgP9Do9/Xz6sypr2VFlPrzDOwNQmunahQbzM/ax2csTm9IaVH/6SL1D+3JG57P5eucXpJbsd1KEjlc24CaitVySF33p6lCaJL1gLwFWK56meFeH4hbO6XoR2eWZR92lENltEBZNhzVjowsjE+7M6KHnvcsHMiQ+mC921JDVChZIE8Jd5ZdVE9qIBRL/LdTPi4+uHMRj0xL5+vphbHpsEisenMCHVw7insndmdI7ig4hPk2aHd0QwUZ7u+7+PuBZU0Ru3Z1uJjdPUB/i4+HD5YnXMWvaXC5PvI6l6X9y04LLOFia6rA+PDy9yFNBeNQlhVucOQ+LpiMgMOzwpkxzBjqlI9I38iQnHsvfM4A3J7xH37D+PLbiIX7e+6Ojo22Qz3d8QpnOxs2F1Whzbm7SpI4wn3AsNgsl1cWOD9ABSqrtFxaigju5OJKGiehrr0NdtnOxc9r3iSK3MtttLyi0BElQO0DXCH8+vmoQmcWVXPPJWsqrLa4OqdX7YWM6xRW1XDvq6DerW8Z3ptpi4+MVrScRI1qH5MxSLpyxmtu/3kiwryezbxrOaxclEWkynvS8SB9Fan65Wy9Ud+h2O9+wePIqc9p0/ekT6e+TRI21+qgEWkCMfaHI6lzXzqAuzd7LOqMRHTr6hvVv9Pm39r8Db4M3L6173q1fh0dKHH8x6SqKoA3vtcoaxVklB4iyWPEIlhnUAKNixhPmHcH3e74+vM3o40eaPg6/QlkoUZyYh17Hi+f3xarBA99vbTXvYUK4k2qLldIqS5NLfByS1CGIa0YlMLxzCIE+LbsAcEhdgjqz2L1LOXrXFlNo8MTPwx+DrvElF1zJ3zOA6/rcxmvjPsBcW8bNf17G2uyVDmu/0BCBb6VryhMYKvIoUiZ0+n8mFGWaMwj3jmjS8+Tr4cvr499mSORQnln9BF/u+MyR4dZrd9Euvt75BVPip6Lr+yjdLbvZ8s3TjW4nzNteiu5QiUd3U1ZTCEB0aOtIUAdHdiRNRePnoIU0ywpzjrrwEOEbhcVmobAq3yHtt0aSoHaQgR2DefuSAWzLLOXmLzdQY2l9X7jdhc2m8fHy/fSOCWBw/NG3s3QO82Nq7yg+W3mAkkq5HVQ0X3FFDY/O2ca0N5eRkmvmv+f24efbRjEoPrhB50f46qistZJT6r6z+q3F9tvtAqM7kVeR2y7qT/9bglcnQoxhLE6bf3hbUEQ8NZoBVeTaC15VuftZ5+1FZ/9O+Hr4Nvr8YGMIN/a7hTXZq1niwnp5jaE3GDjY/Wq6WXezZ92C+k9wM3lVOURZLPiGx7s6FLdg0Bk4q8v5rM/5m9TSfy745Pr1ILbKtXcoCPfXMcSXC7p5snR3Ht+sdc3t4UK0ZgVme4KjKYskuotgb3tawt1nUPtZiykyeLSa2dPH0ycsifcnfUmETzT/t/Q2Zu/+yiEXB83GSAJrcxwQYeN5VhdSqgs8altmeWaD608fj9Hgzcvj3mRC3Cm8vuFl3tn0ZotcRF2T/Tc3LriGAM8Abk26i75TrmG931gG73+PgzvWNaqtMB97gjrXTetQm62l6DWNQO+Gfe92B+mmAXSp3IrV0rxJqXuW/0DY+/3Z9c2jh7dF+Nhn+2e34zIfkqB2oFMSI3junN4s3Z3HA99vcftFHtzV0j157M0r59pRCUfV+z3k5nGdKau28Pmq1JYPTrQpFquNyz76m6/WHOSK4fEsvnccFw/pgL4Rty9G+trfRvflm50VZrPpSzMoxRdvPxN5ldmHr6a3JzqlY0zsRFZnLT9c5kNvMJCtC8doPujS2GqKU9nq5cXg6GFNbuO8rhfQJbArr65/iSqLe3+5O6THaTdRhD+25W+4OpRGK7QWE2m1EhjV2dWhuI0zOp2Lp86TH/fMOrytOqw3YRRRmC2L4ImTm9DBwPBOITwzdwfpRbKmixCNkV9X+rC5M6hdyd8DvAw6MovdewxjspVQatAR6KYLJDZUpG80b038hBHRY3lz4wu8tO5paq3Nm/xV7RNNuC3fJXfG+dQWUO5xdJIzy5xBtF/D608fj6fek2dHvcBZnc/lk+0f8vyaZ45ab8PR5u37hTsX3UKkTyQfT/mSiLpJRdGXvo1Z+aCbc1OjFncPr/vOl1+Z55R4m8uslWOy2r+ntRbWDiMIoJys3Y27WHCkHQs+IWnZjfioarwLdx7eHuFjf73mtuOFElvPK6GVuHBwB+4/tTs/bszgv7/tcHU4rdLHK1IJ8/fi9D7H/0DpHWNifPcwPlq+n4oaKacimu7D5fvZllHKmxcn8cSZvTD5NP4WsAgfezLbnRdK9K7MIl8XSnmtmUpLZbucQQ0wvsPkY8p8FHrFYKpyUb28OumVKdQqxcDIwU1uw6AzcN+gh8iuyOLT7R87MDrn8fb1JznmfPqVryJjz2ZXh9NgFbXlVFBLSK3C19R+FhutT6AxmAkdTuWP1F8w15QB4N3RXlM9f/daV4YmWgGdUrwwvS+apvHA91uk1IcQjXAoQR3SjBrUrqaUIjrQm8wS9y3xUVtdRYCqoEyvEejVemZ8noiPhw9Pj3yZy3pey6/7fuDev26iuLqoye3ZTLF4qVpK81t+9qe/tZgqr3/GZDXWGvIq84jybfoM6kP0Oj0PD32MKxOv4ceU2fxnxYPUWB27mKemaXy87QOeWPUf+ocnMWPyzMPJaYDAsBhShjxNV+tets56vMHthniHoFDkummJD7OqIsDW/EVWW1J4n1MAKEluWh3q7T+9xvB195Li2YNkQyKB1ZmH90X4HppBnXmi09s8SVA7wS3jOnPl8I58sGw/Hyx1bW3T1mZPThlLd+dxxbCOeBpO/PK8bUIXiipq+epv1858FK1Xan45ry7Yzam9IpjaJ6rJ7QQZFUYPHfvz3DdBHVCTS6lnBHmV9tvu2muCuk9o/2PKfJT7xBFhde1V6n0qF6VB//ABzWpnQMRApsRP5fPkT0gvax23ycdPvZtaDOQveNXVoTTYoVkNPjZflE6GUUc6t+vFVFoq+T31FwAiuw8FoDZtgyvDEq1EXLAPj5yeyIqUAr6U8Z0QDZZfZk+WhbXiGdQAUSYjWW48g7qs0P75b1aWVj+D+hCd0nF939v5z7Dn2FGwlZsWXMa+4pQmteUR3BGAkuyWzX9oNhtBtmIs3v8kqLPKM9HQmlXi40hKKW5NupM7ku5h4cH53Lvk9qMWXm8Oi83Cf9c8zXub32JK/FTeGP8u/p4BxxzXZ/IVrPWfwJADH5K6bVWD2jboPAgyBrtvDWplwV9rXbXcQ+O6kEUY3pmrG33utlmPM3rHU2zxHkTgTfMoDuhO+BHfQ309/PDz8JcZ1MKxlFI8dkYvTu8TxbPzdvDjxnRXh9RqfLwiFS+DjkuGdjjpcQM7BjOsUzAfLNtHtcV5t9mItknTNB7+cSueeh1PndW7WW3plCI+xNetZ1CHWHOp8Ik6PDhpj4skgn0QPjbulKPKfNgCOxJAOWWFrqmZB5DiWUms1eu4g9HGuj3pbgw6A6+uf9EBkTlfcEQsG4NOpX/BPIrzXDuTvaFy6gaN3qptfDl1pO7BifQK6cuPe2Zh02z4moJIU9F4F2x3dWiilbh4SByju4by3LwdpBVKqQ8hGiKvDZT4AIgyebv1IokVRdlogJnqVl2D+ngmdZzKGxM+otpazS0Lr2Bl5tJGt+ETbk9QV+SmOji6k6soL8Vb1aD5/lPCMNNsH1M6KkF9yGWJV/LosCdZm7OG2xbeQHF1cbPaq6it4P6/7mJOyvdc1etanhzxHB76EydsYy97mxLlj+fPt1JT3bC/lXCfcLct8VGqt+GHt6vDaLSDAQPoVLGpweVsNJuN5Jl3Mib1Tdb4jSfq5p8w+vpjMXUggHLMRf88P5G+UWRXSA1q4WB6neKVC/sxonMI93+3hSW7HHPVStM09uSUUV7d9kpbFJXX8MOGdM5JiiGkAQOs28Z3Jae0mtnr5QKAaJzv1qezcm8BD03tSUSAsdntdQpz3wR1VXkZQZRh8Ys5fDX20IIZ7dG4uEnUWKtZlWUfeBvqVo0uSnfNQm4VVWXs8FJ0UY65aBDmE851fW5iWcZfLM9o/JcLVwiZdA9GVcu+ea+7OpQGyakbNPoYmn7nRVt2bteLSTcfZG22fXZPtm93oit3uTgq0VoopfjfeX3RK8V9322W9VyEaIB8czW+nnq8PVvXrfL/Fh1oJLesCou15WsYN0RVcS5mpbBiazMzqI/UM6QP70/6kg7+8Ty87E6+3vlJo8otmSITALAUtewdMKV1Exz0fmGHt2XVlUhwdIIa4IzOZ/P86JfZXbSLGxdcTW5F0ya5FFQWcNOf17IqawUPDvkPt/S/47jrbx0pMCSS/cOfpbNtP9u+fvSkxx4S5h3ulosk2qxWivQKf52fq0NptJrY4QRTRtaeTfUea7VY2D3jakblfM7K4LNJuOkbPLzs+QdDiP17aOER30PDfaLILZcZ1MIJvAx63r98IN0i/Lnlyw1sTituUjs2m8ba1EKe+iWZkc8vYtKrSxn/0hJ+3Jjepmr0fbXmINUWG1ePTGjQ8SO7hNAvLpD3/trrtgMZ4X5yy6p4du4OhiQEc9HgOIe0GR/iy8HCCrd8HRZnpwKgC4w9XOIj1Nh+E9SHynwsSVsAgG9kVwDKs5t2O2Nz/b1rIVU6Hd19ujqszQu7X0JCQCceXf5gq0hSx3ZPYpP3MBLTZmGpcd+ZU4dklhxEr2n4+nV0dShuaWzsKQQbQ/lhz9cAVIX2IlrLdeldCqJ1iQ705tFpify9v5DPZEFsIeqVb64h1L91z54G+9++TYOcsoYvAteSasvyKNbbLwKY2mCCGiDcJ4I3JnzEuLhJvLf5Nf675lGqrQ17PvyDwqnQvNCVtuzksfJC+8QBD1Pk4W2Z5gwMOgNh3mEnOq1ZxsVN4LXxb5NbnsP186/iQGlqo84/UJrKtfMvJ7VkHy+OeY1zu57f4HN7T7yENQGTGZr2Mfu3rKj3+FDvMLcs8ZFfkkmtUvgZTK4OpdFCek8AoKieOtS11VUcePd8hhf/wrKoq+h+3YfoDYbD+32jugBQccT30AifKHIqpAa1cBJ/owefXDOYED9Prv5kLfvyzA06z2K1sTIln0fnbGPofxdy/nur+OLvAyRGB/DUWb2IMhm5+5vNTH9vFVvTS5z8KJyvxmLjs1WpjO4aSvdI/wado5TitvFdSCus5OfN7fePWDTOk78kU1lr5b/n9kGnO/lV6oZKCPXFYtNIL3K/unnmHHsdOGNoR/Iqcgk2hpz01rG27t9lPkLiugFgK9jvknjWZdgHlr3DhzqsTQ+9B29MeJe4gA7cu+QOPts+0/0vZo64jSDKqNyzyNWR1Cu9cB/hViuGQElQH4+H3oMzO5/H31krSC87iFcH+0KJObvWuDgy0ZqcPyiWcd3DeP73naS66R1KQriL/LLqVl/eA+w1qAEy3bQOtc2cR6Henj4JbGMlPo5kNHjz+PD/cU3vW/gj9VfuXnw9BZX59Z6ndDrydGEYW3iBt6pi+wVw76CjE9RRvtHolPPSXYMih/DOKR9SaankhvlXsatwR4PO25y7kWv/uILK2grem/QRo2PHNrrvjpe/RZEy4f3rrdRUnbwcVrhPOMXVRQ5f2LG5MvP2ABDgFeriSBovIj6RXILxylh5wmOqykvIfucMBpX/xdJOd9HryleOWbsmKNb+PdRS8E/d9gjfSMy15sMLjrc3kqBuAeH+Rj67ZigKuOLjNeSWHn+GWI3FxpJduTz4/RaGPLeQSz78m9nr0xnUMYg3Lk5iw6OT+PDKwVwxPJ4fbxnJC9P7cqCgnDPfXs5DP2yhwOyeV5sb4rdtWeSUVnNNA2dPHzKxRzg9Iv15Z8leuQ1U1GtBcg5zt2Rxx4QudA5z3O1EncJ8AdyyzEd1oX2xPL/wePIqc9pt/ekjjY+bfLjMh7d/IAWYMJQccEksyaXJdK6pIS62ebXQ/y3CN5IZk2YyscMk3tr0Go+vfJgqi/vOTu429DT26LvQL+9nbFb3Xlcg15xOlMWCZ6gkqE/kzM7T0Sk9c1K+IazbEACqDspCiaLhlFI8f25fPPQ67vtuM1YZ4zVbtcXKwz9uldrebVC+uZpQP09Xh9Fs0YH2WrTumqCmPJ8CXdueQX2IUoore93AkyNeJKV4Nzf9eRm7i3bWe16xZwT+1S17x1Rtib0cgn9o9OFtmeUZRPtGn+gUh+kZksgHkz/BS2/kpgXXsiFn3UmPX3hwAbcuvAGTl4mPTv2cxJCmjf8DgsI4MOp/JNgOsO2rR0567KHSju5WhzqnyP7dK9Cn9X03VTodqX79SDAfvw61uSiPknen0rtqA8t6PUnvCx47bjt+phCK8cNQ+k9ZnAgfewnBnHa6UKIkqFtIQqgvM68eTGF5DVfOXEtpVS0AVbVWFiTncM+3mxj0zAKumrmWX7dkMbprKO9dNoANj07i3csGcma/aPy8/rkdQKdTXDAojkX3jePakQl8ty6dcS8t4ePl+6l1wzIDJ6NpGh8t30+nMF/GdmvcbTg6neKW8V1IyTUzP7l9/hGLhimrquXROdvoEenPDWM6O7TthFB7snufGyaoKU7DpikCI+PJq8ghrBUOAhytd2g/Qr3DWHxwPgB5hij8KtJaPA6LzUKKJYuBlTWExDj2NQn2GTDPjnqBm/rdxu+p87jpz2uaXCfP2ZROR0Gfa+lIFvs2nvx2OVfLrykg0mLFPyLe1aG4rRDvMMbFncK8/T/hYTKRRSjGvK2uDku0MpEmI0+c0Yt1B4qYucI1d7m0JVvSS/jq74NSNqUNsieo284M6qwS97ygrq8qIEPvA0CgsW0nqA8ZFzeJtybaa1HfvvAq/kr786THV3hHEWJt2XISWrk98RoQ8s/aIJnmTKfUnz6ejgHxfDD5E8J9Irhj0c0sTV9y3OO+2vE5Dy+7n+7BPflo8mfE+jev1GSvcefzd+BUhmV8yr5Nf53wuDBve4La3cp8FJTaa4eH+Dmm5GZLq44ZQRhF5KQmH7W9MPsAlg8m07l2D38Pfo1eZ9x+0nZy9ZH4lv9TFiey7sJKTjtdKFES1C2ob2wg7102kD05ZVwzcy23f72RgU8v4PrP1rFwRy6Te0Xy0ZWDWPefU3j9oiSm9I6qd7GLAKMH/5mWyO93jaZ/XCBP/ZrM1NeXsSKl/ttw3MX6A0VsSS/h6pEJTSq5cHqfKBJCfXlrcYr738YuXOaF33eRU1bF8+f1xdPg2Le+IB8PTN4e7M9vWAmflmQoy6RQmfA0essM6jo6pWNs7Cn8nb2CitpySr1jCKlt+TJBu4t2Uq2sdKs24OnV/MU6j0cpxTW9r+fFMa+xv2QfV/1+Kdvz3TNRGNXvFADKUt13pq3VZqXYZibKYiEosnF3/LQ353a9mPJaM/MP/EqmT3ciy2WhRNF45w6I4ZSe4bz4xy72NrBMnji+nVmlAPyxPUfGy21IrdVGUUVtm0hQ+xs98DcayHLTGdSeVYXk6u2zvAO9gl0cTcvpFtSD9yd9QSdTVx5beR8Hq09816HFP4ZQiqmubLlJO7ryPErwPTyWrqitoLi6qMUS1GC/c/H9SR/TJagrDyy9h1/3/Xx4n02z8cr6F3ltw0uMi5vA2xNnOOwCR6fL3yBfBeM377YT/s4PJ6jdbAZ1Ud0M4fCg1nlHYlDieAAKtv1TnjD3wE6Mn55GhDWbTWM/oMcpl9fbTqkxhuCaf5LRET72UjU55ZKgFi1gTLcwXr6gH+sPFrEyJZ8z+8fw2TVDWPefU3jp/H5M7BmB0aPxKzB3Cffns2uGMOPygVRZrFz64d/c9Pn6VnEb38cr9mPy9uC8AU37ENHrFDeP7cy2jFL+2u1eb7zCPaxLLeTz1Qe4ekQC/eMCHd6+Uor4UF9S893v782nKpsCfTgVteWYa82EywxqAMbVlflYmbmUav8ORNjyqK1p2TJJG3PXAxBncf6XnLFx4/lo8ud46Dy4ccE1/Lb/V6f32VhhMZ0o0XzQ5Wx3dSgnVFRdgFVp+Fs88TR6uzoct9YrpC/dgxL5cc8syoMTibVlUlFW7OqwRCujlOK5c/pg9NBLqY9m2pFtr2d5sLCCndnts7ZlW1RUbq8r2xYWSQSINnmTUeyeM6i9a4vI9zDiqffCqHfOxAJ3FeIdxvNj3gRgV9WJS32oQPts2KKslrvrxbO6gGLdPwnfrHL7zNxo35ZLUIN9Vv3bEz9gYMRgnlr1KF/u+IwqSxUPL7ufWTu/4KLul/LcqBcxGhz32vl/9u47TK6zvPv49znTy+7M7JTd2SKtpJUlq1q2bMsFWzZgQzAYeOktJCSEhBAILSEJKSSEEEiAFDoJEMD03oxtLHe5SLJkq1i97M7u7NTd6fW8f5zZlWSrbJk+z+e6fFk75ZxH2nbOfe7zu+0ON2M3foKl5VH2ffMvz/mamYiPUKa5Oqin8lF0qkqvd3mjl7Ig/pWXEaUL4+gjAIw9swP3HS+hS03wzIvvYOTa2+e0nax9iN5ykFKxCIDL7MagGGQHtVQ/t182wPYPPZ/H/voFfOyV67nhEi8G3eI/FUIIblnbx11/fiPvv+US7jsY4gX/fh//ftdBMvnmzPQ8FU3z66cneP1VS7Aa9Rd/w3m8fNMA/Q4z/33v4Yu/WOoouWKJv/jBHgacFt53yyU1289yj60pM6id+SAJU+/sQcnMVfRONxPzse3UXYie5eiESjRwpK5r2BncwUChjMFYnwPoEddKvvaib7HOs4G/e/iv+c9dn6JUbp7fDUJROK5biivRvJ22wZTW7WFRuxu8kuYnhOCVK1/H8emjHPb2oAiViWceb/SypBbk6zbzkdvXsutknC8/cPTib5DO6cD4NCM+O0LAnXtlLF67CFVmEHnbIIMaoN9pZnyqOTuobaUpYnoDTpMLIaozaL2VOExOlnQNczx//LyvMbm1bthk8PyvqTZzLkJS55z9OJDUCtR+e+0zqJ/NZrDx71v/k5uXvJDP7Pw3XvvzV/DbU3fznsvfz3s3fxCdMv9GxIu59HmvYLvrZVw9/k0O7bjnOc93G7sxKsami/hIFOO4SmW6nK15bioUhaPWy1gyvZPjT25j6EevAODky3/E8GVb57wd1TWMUZSIVb5nFKHgs/bJDGqpvnq7zegWEGcxF2aDjj+9eSW/ff+N3Lq2j/+45xDP/7dt/GLPeNPd0vf1R44jhOAt1yzu1g6jXuGPblzB48djPHo0UqXVSe3gs/ce4UgoxUdfsQ6baeEXQS5mmcfGWDxDttA8BT+1XMZTDpG1+QlVsodlBrVmNuZj/EHKnkEAEoFDddt/qVziycmdXJXJkF9kBt18OM0u/uv5n+eVK1/N/+37Ku+/790kC81z23zINMxQ4fhsF0GzmcxUCtTK/OYldKqbltyKw+TiYZ1WVMyc2NHgFUmt6mUb+7l1bS//dtdBDgVl9+98lcsqz0wkuG6Fm81LXdy5tznnEUjzF05WOqjbIOIDwO+0NG0GdXd5imm9DmebD0i8kDXuDRzPHT9vTcFeiT/LR+o3fNxejJM1uWc/nilQ1zPi40xGnZGPXvdxXjHyKqLZCP98/Sd4w6UXj3pYjJVv+QyTwoPz139GNn32cb0QAq/V13QRH4lyCldJRW9o3Ytrmf4t+Alx6a9eR0rYiLz+Fwys3jyvbZh82hyi6bHT56G9Vj/BVP3jJ5uBLFC3Mb/Dwn+8fhPfefsWHFYj7/zWTl73xe3sr2TQNVoyV+Tbj5/ixev6Zqc2L8ZrrxzCYzfxX7KLWqo4GEzw2W2HecWmAbauqu3V2WUeGwDHI83TRZ2aimATOdSuAUIZWaB+tq1Dt5Av5zlsjgOQC9bvZ8eRqcMkCgmuzGVmb4esF71i4C+v+hs+eOVfs338Ed726zdzKnHy4m+sg1TXMFaRY+L4/kYv5ZyCSe12O7upMSc9rcakM/HS5a/k8cjjPK13YZjc0+glSS1KCME/vXw9NqMW9VFssYHgjTYay5DKl1jt7+bWtX3sH59uiRhA6eLCCa2Dul0K1P0OM9FUvunu/i2XSjjUBAmd1kncqda6N5AqJwmcMdTtTDPzOdR4/YaPO9UY+TMK1GOpAGadGVcDc8J1io4PXf1h7nn1g7xg6S0135+1y8nETZ9kiRpg/zfe/5znvRZf83VQk6W73NrlSMea5wMwrvOT+d1f41u6et7bsPdpBerM5Ok7ebUOahnxIbWpq5e7+fm7ruefXr6OZ4IJXvIfD/C3P3maeDrf0HV9/4lTJLJF3nZ9dQZNmQ06/uB5y3jgUJjdp+JV2aZUPztOxJicrl7HRKms8hc/2IPdpOdvXnJp1bZ7PjMF6mOh5ilQx8e1X3Q615LZgxKPjPiYNRPz8XhiF3lVj4gdr9u+dwWfAGBzJofZ25hhe6+65DX8582fI5KN8Hu/fiOPjW9vyDpA6yifSI0TcjoBiB5pzk7b0dhR7OUypu7hRi+lZdw+8mqEEHzD1Ys3cf7cSkm6GG+XiX98+Tp2j07xhftl1Md8HJjQmlNW93Vx61ptAJOM+WgP4UrER7tkUPsdWtNSs8V8JGKT6IRKQil1dAf1Ws8GAPaGz33B2Wi2EMaJPlmf7s98LouDFGXb6TvbxpNj9NsHmiKGxairX3fw6utexiPuV7Al+F0OPnbnWc95rd6my6BOiAL2sqHRy1iUwTVX8diNX0P/9rvo6VtYIoB7YISSKiB6fPaxPpufSCZMoVSo0kpbhyxQdwidInjTlqVse/9W3rRlKd/YfoKbPrmNbz56oiEDZ8pllf99+DibljjZtKR6v+TfePUSus16mUXdYqazBV7zhUe46ZPb+Px9R8gVF9818Y3tJ9h1Ms7fvnQN7jp0lQxXCtRHmyiHOjWp3V5n9i4llAniMLkw6drjBKYaZmI+Hpt4mKO6XszJ+nUR75zcgVt04S+V6O5r3HCQzX1X8bUXfQuvxce77/0TvnPgmzWJgiqVSwRTE+ya3Mkvj/6Mrzz1Bf7xkb/lj+/+A17+k9/h+m9fxct+/CI+U/gmD5nNFALN2WkbiB+nr1hE71rS6KW0DJ+1j+sHbmKbLU9v+eR5p8xL0lzctqGfl2zw8+m7D84WXRshmSsymWjOGIJzOTCRQAi4pLeLoR4rl/q7ZYG6TYSTOcwGBZux+tm2jTBzV22zxXykYtr3S5J8Rxeoh7tXYBIm9kXOf5wW0fuwZurT/Tkd0fYjzihQB1KBhsV7NNrKN/07E4oP913voZg7fZHHa/ExmZ5smrhXVVWZ0pWxqa0/bHTkmpdid3oW/H6DycykcGM8427WXqsfFXX2DuhOUrtAVqkpOa1GPnL7Ol5/1RL+/qd7+esfPc03t5/kH25fy5XD9bsN5rcHJjkRSfP+W1ZVdbtdZgNvvW4Z/3HPIZ6ZSLCqr6uq25dqYyyWoVRW6e028y+/OsB3Hj/F3962hptWL6zbdyye4V9/fYAbLvHy8svqc4BiN+nxdZk43kQF6mJMu72uu3eY0KEfyAGJ53DT0C384NAd/La7h1sS9en2UFWVXZM7WV3SBu25B1bUZb/nM9A1yJdv/Tp/9/Bf8W87/pVD8UP8xZV/jUF3uqtBVVXy5Tz5Uo5cKU+hlCdfzpMr5ciXcuRLM3/OkywkmUgFCKQCjCcDjKcCTKQmKKln50p7LF78tn7WuTdwy9J+/LZ+/nvHZ/iCU+XPo83ZaRvKTLC0WMLqG270UlrKK1e+jvtG7+Y3dgvLDu5g6cYbGr2kuhNCDAFfB3oBFfiiqqqfOeP59wGfBLyqqoaF1vr1GeB3gDTwVlVVd9Z/5c3nH29fx6NHI7zvu7v58Tuvq8qg8fnYfjTCn92xC4tRx30fuKmu+16oAxPTLO2xzs7iuHVtL5+55xChRA5vm3TedqpwMo/HbmqKbtFq6HdqBatAvLk6qDOxIDkBOQo4OrhArVN0LDEuZe8FCtQJUx/edH3uckmEtWN3g0O7M0RVVQLJMS7zbqrL/puNrcvJ6M2f5LJ73szOQ7+F598KgNfqI1fKkiwk6DI2ftB3spCgKMAmbI1eSlOIGPvpzozNftxr8wMQTI/Tbx9s1LIaQhaoO9Sl/m6+/fYt/OKpcT76i/28+vOPcPtl/XzoxZfS56j9layvPHiMfoeZF6/rq/q2f+/aYb78wFE+u+0wn3ldZ/5yajUzB6H//trLiKXz/OPP9vF7X32cm1f7+PBta2bjM+ZCVVX+5kdPUVbhoy9fV9cD9mUeG8eaqEAtpk6RV3U4fUOE9gTxWqv//dbq1no24rX4eLiQ582xAPlyGaHUtthxbPoo8VyMVRkbYZzYrPaa7m8ubAYb/3rDp/jC7s/yv3u/xP2j21CEQr6kFaXz5flHQs0UoNe61/PCpbfit/Xjt2uF6D6b/5zd/E8f3M3PSj8lFW3Ou2CixThbisWGdr23oo3eK1hiXcK3uvP82dEnoAML1EAReJ+qqjuFEF3ADiHEXaqq7qsUr28BzryN48XAysp/VwOfq/y/4/XYjPzTy9fzjm/s4LP3HuHdL1hZl/2Wyir/9dvDfOaeg+h1CpOJHMHpLL3dzd8BdmA8weq+00WJW9f28em7D3H3/iCvv0reEdLKwslc2+RPA7PnoYF4c3VQF6YniSlal3onZ1ADDJuG+W38HrLFDGb9c+dIZa39eJOPkqnDMXWm0tlucmnnONP5aVKFZMd2UANccvXvkL3bgDl9uvHGa9E6zCfTk01RoI5lowDYdY4Gr6Q5JC2DjEw9PPtxr7VSoE51Xg61LFB3MCEEt23o5+bVPj6/7Qifv/8od+0L8s6bRnjb9cswG2pzq9i+wDSPHI3wly9ejb4GXS8um5E3bVnKlx84yp+/4JLZ6AWpec0UqPsdZi4bcnLdCg9fffgY/3HPYW751H287frl/OnNI9hNF/+R9bM949z7TIgP37aGoR5rrZd+luVeG7/Z2zy34hhS44QVN2adjlB6kjXujY1eUtOZifn48aFvI5Qsidgk3e7aFvJ3BrV85cuSSSJ6H83yE0oRCn982Z+y2n0pD4xuw6AYMelMGHVGjDoTpsr/jYpx9jGjzohJOfs1Fr2VXlvfguJkruu6jt/EfsEvHGVWxkJ0u7wXf1OdZIsZkuTwFlW63f5GL6elCCF4zaVv4ZM7/oljkUdY1+gFNYCqquPAeOXPCSHEfmAA2Ad8Cvgg8JMz3nI78HVVux93uxDCKYTwV7bT8V60ro/bL+vnP397iOtXurliaW3vApxMZHnPt5/k4SMRXrlpgJdvGuAt//MYu0/FuWVtc1/8zeRLHIukeOnG/tnHVvd1saTHyp17J2SBusWFEjkGXfU93q0lk16Hx25qugzqUiJMrHLe6mzg8L1mMGxaRmm6xDPRfWz0XfGc58vdA1hDOSbrcExdmNIK1PZKgTqQ1LpQO7lALRSFoK6X7vzpzGmvtReAUGaSFc6RRi1t1kRliKbd0NnfSzMK3UvwTP2SQCqB2dY1+/kKpjsviksWqCWsRj3vvWUVr948xD/9Yh+fuPMZvvvEKT78kjU8/1Jf1TtQ//ehY1gMOl5/Ze0OiP/g+mV89eHjfOH+I3zslRtqth+pOgJTWQw6MdsBYtQrvP2GFbx80wD/+utn+Px9R/jhzlE+9Durefll5x96EUvl+Yef7mXjoIO3Xjtcx7+BZpnHRiSVZypdwGFt/NAHe3aCmN5HTzHLVD6OzyojPs5l69AL+f6hb3Gf1UL/6MGaH0w/ObkDr8XLJZlxJm2X1HRfC3HT0PO5aej5Ddm3VbFyY9dmfs12Xrj3Hq65/nUNWce5TKa1i0/WkhWlzpEC7eCFwy/hc49/lIeUI7y00YtpMCHEMLAJeFQIcTswpqrq7mf9bhsATp3x8WjlsbMK1EKItwNvB+jt7WXbtm21W3gNJZPJea/9hT0qDxjhVZ97hOcN6nnliAGnufrfm0+HS3xxT5ZsEd62zsj1vhiZUzEUAT97aA/GUHNGEs04OlVCVaEUOcm2bac76tZ057n7YJpf3X0vFn17xEOcy0K+tlpJIJrGp8+0/N/xzM9Tl1Lg6WMBtm2L1mXfhbKKcpHz3ez4YXQ6rXkrdOgku049UI+lNSVvQcvbvWvXTyl3p5/z/HRW+zn85P2/pKuvene4FMsqo7qzP0+pk9rP38PHTnEiEOHJ1JMARA4F2X7i/qrtu9V0CQ+u4iTbH9T+DcKFMACP7n4QjhQv9NZFy5dUTioX/n7aGboXADVrYNcjnfu9NCOR1+4ceeKen2DzasMWu5Vu9h3bxa7p2vz7ZFPN+btRFqilWUM9Vr7w5s08cCjEP/xsH3/w9Se48RIvf/vSNazwVucW9FAix0+eDPDaK4dqWsDzdZt57eYhvv34Sf7s+StnJ0JLzSkQz+B3WFCe9cvM12Xmk6/eyBuv1jLT//w7u/nG9pP8w8vWsm7gubcEffSX+5nKFPjGH1yN7iK/GGth2K31wh6LpLjM6qz7/p/NVZzklH0DpcrUZq+lt8Erak5rPRtxGZzcaUvz2uBhoHbxA6qqsnNyB5d7r6Bv7/8wam+N/NJ6esO6t3HPI9v5+akfcQ3NU6AOprW6oIXOzZ5cDLPewjVFP/daxwhMnaTf0Zldm0IIO/AD4D1osR9/hRbvsSCqqn4R+CLA5s2b1a1bty5+kQ2wbds2FrL266/P85+/PczXHznOE5Mqf3TDCv7whmVYjYs/xSmWynz67kP8947DrPTZ+e83XM7K3tOzTVY9/QBxnZGtW5s7eSX4+EngKV71gmvOuqvQPhzl159/hIJ3FS8+o7u63Sz0a6sVlMoqyTt/yYaVw2zdWt25PvV25ufpjlNPcCSUYuvWG+uy70CqgPkiF5737/0G40WtiLT5ihtZ2r2sHktrSrseeYCB4hAx2zSbrnnec54/aQPGPkGv08yqczy/UJFsgUG78ey17P82GdXI9TfdglAUDu87BmG49frbmiLKolGefGoZfeHfsOR67ZwmW8zyke/8A12DLrasq23M2mgyj9t84TrPzvsfhAwsHVx3zq+hTnPMlIfffBpvt2H2e2bgriUUDOWa/fvsePj+pvzdKFuApOd43kovv3r38/jwbWvYeSLGrZ+6n3/+5X4S2cKit/3NR0+QL5V563XDi1/oRfzRjctRVfji/fUZ0iAtXCCemR2Kci6blrj40Z9cx7++agMnIile+l8P8qEfPkUkmZt9zYOHwnx/xyjvuHEFl/obc0Cy3FspUIeTDdn/mcrFIp5yhILNPzsBeOZ2IelsMzEfD1ksJCPP1HRfpxInCWdCrLIsxyiK4OzMIt2FXLrsSramCjxQOkgyn2j0cmZNVm6zsxrk99FCbe15PmXg2zs+3+ilNIQQwoBWnP6mqqo/BFYAy4DdQojjwCCwUwjRB4wBQ2e8fbDymHQGp9XIh29bw11/fiM3XuLlU3cf5KZPbuN7T5yiXFYXvN3xqQxv+NKj/Ne9h3nNFUP85J3Xn1WcBtg46OCpsSm0FJbmtX88gcWgY8mzYs8uX+LCYzdx597Ou4W4XcTSecoqeJ5VtGt1foeF8Ximqb63DNkI43rte8jZwUMSZ6xxb2Bf5Klzfo4clTkdxejJ5zxXbfpMmJjinM26DiTH6DJ2dXRxGqDsWIJDpEhORQAw6810Gx2E0pMXeWd9RFIT6FQVV3dnDQA8H9egdoGxGDk2+1ivzT977tFJ5lSgFkIcF0I8JYR4UgjxROWxHiHEXUKIQ5X/uyqPCyHEfwghDgsh9gghLq/lX0CqDYNO4W3XL+PeD2zl/10+yJceOMpNn7yPL95/hCeOR0nl5n9rSLZQ4hvbT3Dzal/VOrIvZNBl5eWbBrjjsZM8ejSyqBMVqbYC8Sz9F+lyVxTBazYP8dv3b+Vt1y3je0+c4qZPbuOrDx0jkS3woR/tYbnHxp/e3LhcraEeK4qAY+Hn3u5Wb/HwKEZRQu0enI0mkB3U5/fC5beRVwT703trup9dk1r+9JKCduBs8gzXdH+tSCgKN6c9ZEWZnxz5YaOXM2s8MYqiqtgsSxu9lJa14pLn8/fhKFekOu/EUWj5HV8B9quq+u8Aqqo+paqqT1XVYVVVh9FiPC5XVXUC+Cnwlspx9RZgSuZPn9+wx8bn3nQF33vHNfQ5LHzg+3u47T8f5OHD4Xlv694Dk/zOZx7g6cAUn37tZXz8VRuwGJ87l2XDoJN4usDJaON/51/IgYlpVvV1PecuNUURvHBNL9sOTJItlBq0OmkxwpVGDU9X+wxJBBhwWkjlS0xnaxtFMB/mfIyQ3oxO6Dq++Amw1r2BaDbMxBmD+GZ0e/zkVANiarTm6zDnoiR0ztmPA6kx+m2dmz89w+AeBiB86uDsYz6rj1Am1KAVnS2eDeMqlbE6m3uGQ704PP2kVRMifnz2sT6rn2B6oqku1NXDfDqob1JV9TJVVTdXPv5L4B5VVVcC91Q+hrOnjr8dbeq41KI8dhMff9UGfvwn17Gkx8I///IAr/r8I6z7+zt5/r9t48/u2MUX7z/Cw4fDTKUv3GH9s90Bwsk8v39d/W6JeudNIxh0Cq/94na2fOwePvzjp3n4cJhiqVyzfaqqysFggv975Dh7RuM120+7KJVVJqaz9DvnFsPSbTbwN7et4dfveR4bh5z8/c/2ce2//JZT0Qz//Mr1NRvuORcmvY5Bl5Vj4VTD1jBjeuI4APqeJYTSsoP6Yta4N9BTFDypq+2Qy52TO+gx9+CIaV329t7lNd1fq/LY1rI5k+OO/d+gWF783TvVMBo5grdUQteh0RTV0LtsHbcminhizXGCVGfXAW8Gbq40fDwphPidC7z+l8BR4DDwJeBP6rDGlnflcA8/+uNr+czrLmMqU+ANX36Ut331cQ5PXvxujEKpzMd+uZ/f++rj9Dks/Pxd1/PyTecvdGwY1KLGdo9OVW391aaqKs9MJLjU33XO529d20sqX+LhI/Mv5EuNF07kAWZnuLQLf+WuymYalGgrxokZjHQbHShC3oS+1q3NeNoXeeo5zwlFYVLxYko9t3hdbbZClLTBPftxIDnW0QMSZ9j7tIatxPjh2cc8Fm/TdFBPFeK4SyUszuYZht5IM4MtrcnTF3V8Vj/5Uo54LtbAldXfYgLabge2Vv78NWAb8BfIqeNtaeOQkx/+yXVMTmd5OjDF02PTPD02xY4TMX66+/Qvn6EeC+v6HawbcLC2v5t1Aw48dhOqqvI/Dx1nVW8X1424L7Cn6lrmsfHIh57Pbw9M8qunxvnejlP83/YT9NiM3LKmlxet6+PaFR6M+sUdaJyKpnn4SJiHDkd4+EhktqOhx2bkV+9+Hr3d54+v6HSTiSylsjrnAvWMEV8XX//9q7hrX5CP//oAr908xJbl9fvaOp9lHltTRHxkQycAsPmWEsr8li5jNxa9zGI/H0UoXF5wcJ8pRqqQxGaozV0eu4I7uMx3BeWT2m2P7sHGT9JuRkrfen7v0E94p8XEXSfu5MXLbmv0kphInKKvWMLolh3UC6XT64n96X7WdjkbvZS6U1X1QeCCwxEqXdQzf1aBd9Z4WW1JUQS3XzbArWv7+OrDx/nv3x7m1k8/wOuvGuI9L7jknMW80Viad92xi10n47xpyxL+5iVrLnrBe1VfFya9wp5TcV7WpBnOk4kcsXSB1X3n7vi8doWHLpOeO58OcvNqeRG71cx2ULdbgbpyV2Ugnjnv1269dZWnmNL34zA5G72UprDcuRKTzsze8G6ev+RFz3k+ZvDRlat9PEF3OU7ItBbQLsiNpwJcNyAzjXsGteGUhfDx2ce8Vh+H44catKKzJcpJBkolulzy986MmKkfZ+50klufzQ/ARCqAy9zTqGXV3VwL1CrwGyGECnyhMpCl94yi8wQw89XVMVPH230q9PkowAYdbFgCLFFI5K2cmC5zYrrEiek8O48G+dXTp38huUyCPptgf7TM760zct9999V9zd3Aawfh5X4zT4VKPBEs8uOdp/j246ew6mGTT8/mPh1r3TqMuosP15vKqeyPlNgXLbE/UiKU0W69cJgEa3oUXjZsxGNR+PTOLG/9/L184ErzRadDP1unfH0dimm3lYZPHmRbZv554Ubgw1cATLJtW/2vCj/782TM5Tg8UeTee+9FzPNzPl8XmjqeOfokAKPjUQ6n9mNX7R09JTmdTF70739Jto+7LXG+8dvPclX3NVXb98zU8WgxykR6nOsS15Ebf4qYauep3Xuqtp92kEwm2f7g/STyFm7LZPGWu/ni45/FOdpV8++ni00dD6YnuKpYJBhLkezg76VGa9ap41LzMRt0vOPGFbz6ikE+c88hvvnoSX68K8Cf3LSC379u2WwB+s69E3zge7tRVfjvN1zOSzb457R9g05hTX83e5q4g3r/+DQAq/vO3UFt1CvctNrH3fuDlMpqQwZMSws3U6D2tlmBesA5U6DONnglGrVcxqlOMa3rl/nTFXpFz+qetefsoAZIW/z0TT1a0zWUSyVc6hQlqweASDZCrpTDb2vOC4b11O3yklQtKFOnc8B9Fh/RbIRiuYheWfwg4cVIqBkcJYHBJJv4ZmRsQ6xKP0m2XEYoCj6rFn8ymZ7gUve6Bq+ufub6lXm9qqpjQggfcJcQ4sCZT6qqqlaK13PWDlPH23kq9GJNZwvsC2hd1nsr/1/dJ/iL117X0AgGgFsr/88WSjx0OMwvn5rgrn0TPBTIYTPquPnSXl68ro+tq7yzU+CnswUePRrlocNhHj4S5mBQi3DoNuvZstzHdSMerl3hZsRnP6uI4ll6ig9+fw/7GeKdW+fXKdkpX1/TuwPw6C5efMPVzxlA1Aqe/Xk6YTzOXSf2svaKa/DVuHP+QlPH9+37JinVxNU3vYiv3P1/LDEv6+gpybseeeCif39DeDe9009zkAP80TUfrNq+Z6aO/+Loz2AMXnnNa1H3PUBY38uW62s7SbvVbH/wfrZcfwP57GZK+z/Ii0r9/F/hALoRE1f5t9R03xeaOl5Wy0yfyOAvlth8822YbY6arkU6v2adOi41L7fdxEduX8fvXjvMx355gH/99TN8c/tJPnDrKnaPxvnfh46zYdDBf73+cpa4rRff4Bk2Djr57hOnmra4e2BCiza5UBfqrWv7+OnuAE8cj3J1E9yJJs1dKJnDqFPotjS22FRt3i4TekU0TcRHOjGFW5RI6MoMyAL1rLXuDXz34P+RK+Uw6c6+SFKwD+CJxwjlsjUrQk7HQvhFGexaTEQgqXWfyogPLTJiQnixpE5HRnitPspqmWg2gq+BsY+qqjItCtjL7fVza7FKzqXYwlkmoxM4PP30VS60TKQ7K4hiTl8VqqqOVf4/KYT4EXAVEJyJ7hBC+IGZ1kU5dVyi22xgy3J3U0QunI/ZoOP5l/by/Et7KZTW88iRCL96epzf7A3ys90BzAaF60c8hJJ5nhqNU1bBbFC4criHV2wa5LoRN2v7HRc8IXn1FYM8eCjMv991kC3Le7hiaefcnjFXgbh28OmfZ8RHs1rmsQFwLJyqeYH6QsypccKKly5FIZQOconr0oatpVVY+1bywvE039bvrknMx87JJ+g2drPCOUI4P07YXL88/lZjNFs5pRvipnCMXy7z8I39X6t5gfpC4rkYRVGmu6iXxWlJalErvHa+/LubefhImH/+5X7e850nAfj965bxFy9ehUk//waKDYMOvvrwcQ5PJll1ni7lRjowPo3fYcZhPffFN4Ctq7wY9Qp37g3KAnWLCSfyuO3Gmt9hVG86RdDbbW6aDupkTCsQpSjKDuozrHGvp1gucii2n3Wey85+0jmEMqYSD57Au2RVTfafiIzhB3RdPkAWqJ8tovfhy52OYvVatEJ+KD3Z0AJ1spCgKFSs5fa682OxDO7lcBhiowdxePqxG7qw6K0E65Dl3kwuGrwrhLAJIbpm/gzcAjyNNl38dysv+13gJ5U/y6njUssx6BRuuMTLx165gUf/6vl86w+v5jWbh3gmmECvCP70phG+/fYt7P67W/i/t13NH29dwYZB50W7ZYQQfPQV6xhwWvizO5686CDJThSIZ+g267Gb2uMq6pkF6kbqygWJG3vJl/LEclE5IHEOnAOXcGsqTZESD41VP4roycmdXOa7HKGCtxQiZ5e3IF5IxDbC0uwRXrvqDWwff5hDsYMXf1ONBFPaYYxFrU02uSRJ9XPtCg8/fef1/OfrN/G137+Kv33pmgUVpwE2DDoB2N2kQ7EPTCTOG+8xw2bS87wRD3funUCLPpdaRTiZa7v86Rn9TvNsE0ujZWJBSkCKLA5ZoJ61pjIocW/4uXF1Jrc2UHp64ljN9p+OasdmZqcWhRBIVQrUMuIDgITRR28piFouA8yeC4YyjR1UHctGAbBga+g6mo3dr91tnwkeAbQ6Up/VTzBd+yz3ZjKXyXC9wINCiN3AY8AvVFX9NfAvwAuFEIeAF1Q+Bjl1XGpxep3CtSs8fOT2dTzwwZv5wR9fy3tvWcWW5e4FncB0mQ385+s3EZzO8pc/3CMP/p8lEM/Oe0BiM+t3WjDqlYYXqN2lSdLmPiKVgxCvRRaoL8bZu4RVWRVX2ci2U3dVdduh9CSnEifZ5LuCqcg4VpFDdS6p6j7aTd67Fh9RbnY/D4vewjf3f71ha5msHBxahewulKR2oCiCl27s58ZLvIvaznKPjS6Tnj1NWKDOF8scnkyy2n/xIXO3ru1jLJ5hb2C6DiuTqiWSyuGxGxu9jJrwOyyMTzVHB3VuKsiUoqCC7KA+g9vioc/Wz97IcwvU9t7lAOTCJ2q2/9yUdgO/pVKgHk8G6DG7Mcuh8ABkzL1YRY6piFbI91q0TvNQuv4zm84Uy0YAsCrNd9dRI/UMaAXqUuT0RZ1em3+2SaZTXLRArarqUVVVN1b+W6uq6kcrj0dUVX2+qqorVVV9gaqq0crjqqqq71RVdYWqqutVVX2i1n8JSWp2G4ecfPBFq/jV0xN889GTF39DBwnEM7PDUNqBThEMu60cbWCBOp/N4CFOsaufyUwQAJ/V17D1tApFp2NS6eXKjInHJh4imU9Ubds7J3cAcLlvM9GANgzU6B6u2vbbkWVoIwDpowd52YpXcOfxXxFMBxuylmAl/81mHGzI/iVJak6KIlg34GjKQYlHQkmKZfWiHdQAz7/UhyLgN3s7q1Or1YUT+bbtoPY7zUxMZSmXG9/YU0yEiFdmvjjNskB9prXuDew7R4Ha6ddi7MrxUzXbd3Fa+3nl8GqRHoHUmOyePkPJpjUnRUYPAeAyu9AJPaFMYwvU0ZxWoLbpZfTpmSxdTiI4MEyfMdjS6p9tkukUc+mgliSpCv7g+uXccImXf/z5Pp6ZqF7hq9UFpjJt1UENMOy2NbSDOj5xXPuDc4hQpaAnO6jnJmbq56ZEmkK5wMOB+6u23V2TO7Dpbax0XUIqqBWou3plBvWF9F5yJQDp0Sd53eo3olLmu898qyFrGYudwFIuY+pe2pD9S5LUvDYMOdg/Pk2uWGr0Us4yc6x56Rw6qN12E1cO93Dn3sZcBJTmT1VVrYO6qz0L1P0OC/lSmXAq1+ilQCpEVKfdReswOhu7liaz1r2RUGaSyWc1EJitdqJ0o0/UcBRZMkxRVehync6glvnTpyldWmf5zHmHIhQ8Fk/DIz5CSe1rxW70NHQdzSik92NPnx5s2WfzM5WPkyk2R9xRPcgCtSTViaII/u3VG+kyG/jTb+0kk2+uE5lGSOWKxNMF/M7GDROshWVeGycjaUoN6vpITh4HwNQzRKjSQS0zqOcmZVvCDekJvJZe7j31m6ptd1dwBxt9m9AregoR7XbHnoGVVdt+O+rpHSSME/3kXgbsg9w89AJ+eOj7JAvJuq8lED+Gv1hCL2NZJEl6lo2DTgollQPjzdV8sH9iGqNOmZ2NcTG3ru3jmWCC4w2OKKumdL7I8an2PN6eyhQolNS27aCeaV4Zb4JBiSIdYVLRolRkxMfZ1rjXA7A3svs5z0V0XqyZ2g1406VDxEU3ik5HqVxiIjUhC9RnMDu0c79i+HRkhNfqa3jEx2T8FIqqYrP0NXQdzWja3E9P4XSkh8+q/RvN3MnZCWSBWpLqyNtl4tOvvYzDoSQf+fneRi+n4cantKuB7RTxAVomZb5Ubthwl2xYuzXI5hsmlA5i1duwGeRwt7koOZfSLTJc67mWxycerkrMRzwX5dj0UTb5rgBAmTpJAgtdLtk5cDEB0wrcSe3WxDeteSupQpKfHv5R3dcxmR7HXyxi9sgOakmSzrZh0AHQdDnUB8YTjPjsGHRzO927Za1WzLizjWI+Pv6rA/zT9izZQvsVqcNJrbO4fTOoteaVmXOFRtJno4zptAs9MuLjbCPOVRh1pnMOSpw29eHI1+6uDFMuwpSifT4m00FKalEWqM9gMFmJ0YVu6nRkhNfibXiBOpwcx1Uqo+9a3AyIdpTrWkJvOUQhr/1877P6AToqh1oWqCWpzq5f6eEdN67gjsdO8Ys9nfPD5lwCla6Idov4WObRisGNyqGeyXtz+ZcTykzK7ul5MHhWALBBLKVQLvBQ4L5Fb3N/5EmA2QK1ORUgpMjPyVwknatYUjxBIZ9jjXstl/s2c8eBb1AsF+q6jmghSl+xRHefjGWRJOlsA04Lbpux6XKoD0xMs9o/9yFUgy4r6wa626ZAnS2U+NGuMYoqjMYaX+SstlAiD4C3zTuox5qgg9qcjxHSawVzh1EWqM9k0BlY5br0nDnUWWs/vtIkarlck31bC1FSBu3zMZ7SOrX7bbJAfaaQrg9r+nTMitfqa3jERywbxlMqYbDLRp3ncA2jF2VilXlFvTZZoJYkqQ7e+8JL2LTEyV/+cA+noulGL6dhZjqM269ArXVZHAvVP4oAQJ8cI0YXZlsXoXRwdmqzdHF2vzZB2T9VxGftY9upuxa9zb3hnZh1Zta41wDgyI0zZfIverudQPGvxyiKjB95CoA3XvoWgukJ7j6x+M/LXOVKOabJ0lss4eyVER+SJJ1NCMH6weYalBhN5QlO5+Y0IPFMt67pY+fJOJPTjS8KLtadeyeYzhYBGI2137H2bAd1m2ZQu6wGzAaF8QbdjXgmSyFORG/CZrBj0BkavZyms9a9gYOx/eRL+bMeL3UPYBNZUtPRmuy3qxQja3IDWv40gN8uhySeKWHpx5U/Xdz0WnwkCwkyxcb9TIznYrhLJUwO2UH9bGaf1ig1PX4YALfZi07oZcSHJEm1ZdAp/MfrNgHwrjt2USjV5spyswvEMygCetvs4NpjN2I36Rs2KNGaHiei037phzJB2UE9D+4hLRdajR7nxsEXVCXmY29kJxu8l6FXtJMabylIVnZ4zIlrudZ1HjuyA4DrBp7HcPcyvrn/a6hqfTLeZwaN2koWdHp9XfYpSVJr2TDo5NBkgnS+2OilAFr3NMDqvosPSDzTreu0vMvf7Gv9YYnfe2IUh0X7vduOHdSnIz7a6xh6hhCCfoeF8anGXyzpKseJ6/Uyf/o81rg3UCgXOBx/5qzHdS7ton680g1abc7yFEVzpUCdGkMgZiMRJE3OPkRveZJySYs58lq088PJBsZ8TJcSuEtlLE5ZoH627n6tUSo3eQQAnaLDa/XJArUkSbU31GPlX165gSdPxfn3uw42ejkNMRbP0tttRj/HfMRWIYRgmcfWsIiP7nyQaWMvxXKBSCaM1yIL1HNltjkI48Q4dZybhm5ZdMzHdG6Kk9OH2eS7HIBELEyXyKA6hqq15LbmH9lAXtVTnnga0CaQv+HSt/BM7ABPBB+ryxom09rt7macddmfJEmtZ+Ogg7IKT49NN3opALMDG+cT8QGw0mdnmcfW8jEfp6JpHjwc5q3XDqMT7Vug1ikCp6V9O3r9TjOBJsigdpSnSOgVHLJAfU5rPRsA2Bs+e1CixTsMQGry2LPfsmipRByryKHatLtEx5Jj+Ky9ssP92VxLMYoikYnjgBbxARBuUMyHqqpMqxncpRJ2pzw/fTaXfxkFVQexE7OP9Vr9BNOt/Tt5PtqrKiRJLeYlG/y8/qohPn/fER441Ng8qEYIxDNtF+8xY5nHxvFIYwrUnnKYjMVPNBtBRZ09GJHmJqT3Y8+Mssa9Hp+1j3tP/WbB23oqvAsVlU2+zQBExrSBf3r3cDWW2vYMRhOn9Euwxw/MPvbiZS+hx+zmm/u/Xpc1zHQtWHXy+0iSpHPbMOgEmmdQ4oGJadw247zziYUQ3LK2l0eORJjK1Dfrv5q+v2MUIeDVmwfxWER7Rnwk8vTYjCiKaPRSasbvsDRs4PiMbDqJTeRI6FQcJmdD19KsPBYfPmsf+yJPnfX4zNyOYvTkud62KImwdmymdGnHZoHkmByQeA5m73IA4mNaR66vcldtowYlpgpJiqKMowRm2/wuoHYCvcFIUPFiTp7+num1+mUGtSRJ9fO3t61lxGvnz7+zm1Ai1+jl1NX4VHsXqEdjGXLF+k6OTyfidJOi3N3PZCWawCc7qOdl2jKIOx9ACMHWwRfyxMQj/OjQd3hw7F4ORPcSyYQolef2eX1ycgcGxchazzoAkkGti8TWK4ftzVXEfgn92cOzH5t0Jl6z6vU8HHiQI/FDNd//RDKAUFVsFtn1LknSuXm7TPQ7zOxukhzqAxMJVvu7EGL+xctb1/ZRLKtse6Zxt4AvRrms8v0do1w/4mHQZa0UqBvfhVtt4WSubeM9ZvQ7LUwmcg2NQkxGtM7FpCjKiI8LWOvewN5nDUp0egfJqzrE1GjV95eIakMRjQ7tHGc8FZAF6nPo9muZxumgVqD2NDjiI5bT8sgtJWND9t8KogY/3dnTgy17bX2EM5MUy80RIVZrskAtSQ1mMer4zzdsIpEt8L7v7aZcrk+uaqOVyyqBqSz9TnOjl1ITy702VBVORurbtTOT86Y4l8xGE3itfXVdQ6vLdy+hV41QyGV50bKXoggdn975Mf76wT/nj+56I6/86Qt54fev5lU/vZU/vuvNfPih9/GZnR/nW/v/l7uO/4Jdk48zmjhBtphhd2gHK11rMem0k8h8+DgA7oGRBv4NW0vBswYPcWKTp09wXrny1Zh15rp0UY9Gj+ApldA7ltZ8X5Ikta4Ng86m6KAulVUOBhPzzp+ecdmgE1+XqWVjPh46EmYsnuE1m7WLim6L0sYF6vYu8vQ7zKgqBBs4tDMVD6ICSXKyQH0Ba9zrCabHCWdOFz4VnY6Q4sGYGrvAOxcmF9eacCwuP/lSnlB6Er9NDkh8Ns+gdr5Rih4HwGawYdPbGhbxEc2EATBhbcj+W0HKNoi3eLpjutfqp6SWiDToc1ZvctqPJDWB1X3dfPi2NfzNj5/myw8e5e03rGj0kmouksqTL5YZaOMOaoCj4RQre+t3C1MqdBwAk2cpoYx2cumTQxLnRfQsQxlTiYweYsWK9fzqlQ8Ry0UIpScJZ7T/QpmZP4c4PnWUJya2ky6eO9Llyr4bTm976iRp1UR3j/yczJV1yUY4AhMHn8DlGwTAaXLy0hUv50eHv88fb3xXTWNsxqdP4i+WMPQsqdk+JElqfRuGHPx67wTxdB6ntXGFwxORFNlCmdV9Czv2UBTBC9f08qNdY2QLJcwGXZVXWFvfrQxHfOEa7fesxyIIj+Za8u9yIeFknhVee6OXUVP+yjlCIJ5l0NWYglZ+KkhaCIqUZIH6Ata6NwKwL/IUNww+f/bxmKEXe676Q1cLU9o5jt3dx0RqHBVVdlCfg8liY5Ie9NOnIyO8Vh+TmcZ0UEdzEQDManv/7FqMYvdSemIJRhNxrF1OeiuDP4PpCXpt7T8EVBaoJalJvPHqJTx0OMy//voZrlrmbvRyam4mU87vaM8C9XClQH2szoMS8xHtAKSrd5hQeDdmnRm7QWZ8zYe5dyU8BdOBg/StWI9O0eGx+PBYLlwETRdSs4XrUHqSk9PHeWT8Pq7ovf70tpNjTOp89CryBqa58q+6Eu6FzMkngZfPPv6G1W/mB4e+y3efuYN3bnp3zfYfzobYWCxi8clYFkmSzm/jbA71FDdc4m3YOg5MaAMSL/UvrIMatJiPbz56kgcPhXnBmta5oBpP57lz7wSvv3JothjtsWi/b0djGUZ87VEUUVWVUDKHp6u9Iz4GKndZjjdwUGJhOkS0MsxdZlCf30rXagyKgb2RPWcVqFNmP0umd1R9f+Wk1k3q8AxwJLoTgH6bLFCfS8TQhy0TmP3YY/E2LIM6ltUiPsw6ebHnfBT3MjgB0VMHsa65arYoHUwFwLupwaurPXmGLElNQgjBv7xyA73dZv7sjl1kiu0d9TFToG7XiI9uswGP3cixUJ0HJU6NUlIFzt4lhDJBvNbeBWVQdjLnwEoACqGj83qf1WBjafcyrui9mhcteylv3/gu/vdF3+eW4VfMvqYrN86UUUauzIfD42eSHgzh/Wc9PtA1yE1DL+CHh79HqlCb7zNVVYmWp/GXSrj8y2uyD0mS2sO6AQfQ+EGJB8anUQSLKsZuWe6my6xvuZiPnzwZIF8s85orT88M8Fq0Y6B2GpSYyBXJF8ttH/Ex08QSiDcu4qOcChHTaRc7ZAf1+Rl1Rla6LmVv+Owc6ry9H68apVjIV3V/unSIaWwYTWYCSS1CZEB2UJ9T0tyPO386MsJr9TWwQB1BUVXMhvZvxlsoW58Wy5Ka0Obs9FaiOifSnTEoURaoJamJOKwGPvO6yxiLZ/jW/ur+Im82gSntYLNdIz5Ai/k4FqlvgdqQChAWLgxGE6F0EK8ckDhvTt8QWdWAiB+v+ra9pSAZqzyAnq9x8wo8yYPPefyNl76ZRD7Bz478uCb7ncrHKVDCVVCwOXpqsg9JktqDw2JgucfW8EGJ+ycSLPPYFhVnYdQrPH+1j7v3Byk2cEDdfH33iVOs7e9mbb9j9jHPbIG6fXKow5Wh6u0+JNFm0tNt1je0g1qkIoQUAyAL1Bez1r2eZ2L7KJYLpx90DKEXZeKTJ8//xgUwZsPEhROA8WQAvaKfHQAonS3fPYRPDVPIaz83fBYf4WyIslr/n+3hdAhXqYxqlsfU5zPbKBU5BoBZb8Fhcs3Olmp3skAtSU1m83APt2/sZ3eovSe1BuIZrEYdDouh0UupmWUeW90jPmyZCaJ6LYoilJmsaTZvu1J0OiaUXizJU1XdbjoRx0mSkmOwqtvtBEnXpQyWTpHPnd1Ftc6zgcu8l3PHgW/UZLr1ZEo7GLSU7fJOBEmSLmrDoKPxHdQT06xeRLzHjFvX9hFLF3j8eKwKq6q9p8em2BuYnh2OOMNhEhh0or0K1EmtiaXdC9QA/U7L7F2XjaDPRhjXafnXDlmgvqA17g3kSzkOx083FBjd2vyOxMSxqu7LnIuS0Gufj0BqjD6rH53SPhnz1aS4htEJlciYdmeox+qlWC4Sz9X/Z3s4OY67VAKr7KA+ny6Xj4RqQRc/MftYn9XPREp2UEuS1CCr/V1M57UsvXYViGfod1rauuizzGMnlMiRyBYu/uIqcRYmSZr6KJW1ab+yg3phYqYBnNnRqm4zPHoYAH3PcFW32wn0/nUYRYnxQ08+57k3rfldxlMBfnvyrqrvN1i5nc4iZKeHJEkXt2HQSXA6R3C6MZEEiWyBU9EMly5wQOKZblzlxaRXWibm43tPnMKoV7j9sv6zHleEYMBpaauIj3CyMzqoYaZA3biID1MuSlCv3e0pO6gvbK17A6ANSpxh69Xmd2RDJ875noWyl2JkjdqxWSA5JgckXoClV4uoiwe0yAhfZaZOI2I+IukQ7nIJYZMF6vMRisKkrg9r6vR5qM/ax6SM+JAkqVFmcgMPTyYbvJLaCcQz+B3tmT89Y5lH67g4Hq7PSZFaLuMth8jZ/MRyEUpqCa9VFqgXIm1fQl9pArVcvdvfEkGtc8HaK4ftzZdrxeUAxI7tfM5z1w/cwNLuYb6x/2uoanWz+4OV2+msxv6LvFKSJAk2DmnRErtPxRuy/4NBbUDi6r7Fd1BbjXqet9LLXfuCVf/ZWm3ZQokfPxng1rV9OK3PzWUedFnbrIO6UqDuau8MagC/w9zQiA9zIU5Yb8KoGLHorQ1bRyvwWfvwWLzsDe+efczVpx3zluPVjfhwlOPkzR5AFqgvxuHXMo2zIa2Lfebu2lAmVPe1xPMxPMUyerun7vtuJXHzAK7c2OzHfTY/wfR40/8urgZZoJakJjTi1Tpf2rlAPRbPtnX+NGgd1ABHw/X5PE5HJzCLAuXuQULpIIDsoF6gknMpNpFlOlq9zrF8WDswdPWPVG2bncK/fD051YA68fRznlOEwhsvfQsHovvZNfncAvZiBKZOYiqXMduXVnW7kiS1pzV+BzpFsKdBOdQHJioFav/iO6gBbl3by1g8w9Nj01XZXq3ctS/IVKbAazafO0Jr0GVpswJ1HiGg5xzF+HbT77QQSxfI5EsN2b+9FCeuN+Awudr6rs9qEEKwxr3hrA5qS5eTKWzopscu8M75KeRzOElStnrIFNPEcjH6bbJAfT6egeUUVYVyVOtin2leqncHtaqqTBcTuEslzA6ZF34hGdsgfeXgbKOUz9pHppghkW/u38XVIAvUktSEBlwWDEr7FqhzxRLhZI7+Ni9QL3VbEaJ+HdRT41oBVO8aIpTRDjpkB/XCGDza7XCx0ecO5luw2ClyqgGXVx5Ez5feYOSkfild8QPnfP5Fw7+DSWdi2+hvq7rfsdhR/MUSOufQxV8sSVLHsxh1XNLbxe4G5VAfGE/QZdJXrQHgBZf2olNE08d8fPeJUww4LVy34txdeYMuC+FkjmyhMUXOagsnc/RYjeh17X8q3+/U7rYMNKiL2qFOMaXX4TA5G7L/VrPWvYFAapRYNjr7WFjxYaliPMFUWNuWsPsIJAMA+O3yTrfz0RuMTCoejAmti91t7kEgZs8V6yVVSFKgKAvUc1B2DWMWBWKT2jykPpv29T3RATEf7f9bTZJakE4R9NkUDofas0A9MaVlybV7gdps0NHvsHCsTh3UmdBxAKzepUxWOqhncsak+bH7tQnKmYnDVdumKTXKpOJF0ckhLgsR7bqEgdyRc8aumPUWNvmu4NHAw1Xd52QqQF+piNkjO6glSZqbjYMOnhqbasituNqAxK6qdXq6bEauGu5p6gL1aCzNg4fDvOqKQRTl3H/vQZe18tr26KIOJ3IdkT8N4Hdo5wrjDcihLuRzOEiR0Mn86blaM5tDvWf2sSlTL9356v0MSUS0bmx9t49AUvuzjPi4sKjBT1dGK+brFQM9ZjehdH0jPmI57aKFu1zC3tNX1323GpNXa5SaGtMapXqtfgCCqUDD1lQvskAtSU3KbxNt20E9VpnGPdMV0c6We20cC6fqsq9iTLvK6uhbTigTxKAY5MTxBXIPXgJAOXK0atu0Z8eJGeUB2UIVfWvpYZpopZvg2bb4r+XY9NGqTrmOFKL4iyXsMjdckqQ52jDoJJ7WhhXWk6qqHBhPVCV/+ky3ru3l0GSSo03aNPGDHVqB6lVXnDveA7QOaqBtBiWGk7mOyJ8G6K8UqAPx+l9cSEa1DtOkUpIF6jla5boUndCz94wCdcbSj7dcvWJophK/Z3H5CaQqBWoZ8XFBKesA7uLpiwReq6/uHdTRbAQARxEstur+nmo3tj4tDjJTmV/Ua9XOH2dm47QzWaCWpCbVb1cYi2calrlWSzPTuGcOOtvZsNvG0XCqLp1UYmqMnGqg2+MnlA7itfTKvLwFMtu6COHCMF29qePu4iQZq7wFcaFsQxsBCD7zxDmf39J/LQDbx6vTRV0oFZgup+krlHD1DVdlm5Iktb8Ng5VBiXWO+RiLZ0jkilXLn55xy1rtxPjOvcGqbrcaymWV7+04xXUrPAz1nH+AXdt1UCfzHdNB3eswIURjIj5SMa0YlBR5GfExRya9mRHnJWcVqEvdA3STIjUVq8o+8tPazyJrj59AcgyzzkyPuacq225Xxe4hvMTIprULjV6Ll8k6Z1DHKgVqY8mCUGQZ8kLcg9qdvGpUi+90mFyYdGaCVWzCaVbyK0OSmlS/TUFV6zdgr55muiD6HO3fQb3MYyORLRJJ5Wu+L1M6QEhxIxSFUGZS5k8vUkjvx54ercq2sukkHuIUu2WW8UL5V18FQHb0yXM+v6x7OT5rL9urFPMRzkyiCrCXTBhM7f+zSpKk6ljV14VRr7CnzgXqA+OVAYl91S1Q9zstbBh0NGXMxyNHI4zGMrz6PMMRZ/i6TBh0oo0K1J0T8WHS6/DYTQ2J+MjGg+SBrJrHaZIF0Lla69nIgcjTFMtFAHSuJQDEJ6pzV2I5oRVWnd4BxlMB/PZ+2ZBzEbqeYQDCo1p0odfqI5ypb8THTAe1UbXVdb+tyGSxMUkPhkpuuBCCXmsfQZlBLUlSo/jt2rdnO8Z8jE9l8NhNmA3tn8W7zKv9Eq5HzIc9O0HMMDOZOYhX5k8vSsIyiKdQnQOByNgR4PRBujR/3S4vE3gwhvef83khBFv81/LYxKOzJ0WLMXMQaFHlbYiSJM2dQaewxt/N7tGpuu73wMQ0AJf0VrdADXDr2j6ePBWfnSHSLL77xCm6zXpuXXvh+CxFEQw4LW0R8ZHOF0nnSx1ToAbod5gb0kGdT4SIVeaGyIiPuVvjXk+2lOXYlFYMnZnjkZ48VpXti1SIjGrEYusmkByT8R5zYO1dAcD0eKVAbfERz8XIl2rfQDUjlo0gVNALeVw9F2GDn64zGqV6bf6OKFDrG70ASZLOrc8mUAQcacMC9Vg8y0AH5E8DLPecLlBfOVzb7gtXMcSJ7isoq2XCsoN60fLdS/BN38VkNoPRvLg4mulxrUBt9S2vxtI61oRlBE/q0Hmfv6b/On565EfsizzNBu9li9rXTM6bRScv9EiSND8bBx18b8copbKK7jyD+6pt/0SCoR4LXWZD1bd969pePnHnM7zhS9vpsixs+y9Z38fbb1hRtTVNpQv86ukJXnfl0JwaHgZd1rbooA4ntIKS294ZGdSgDUo8NJmo+37LyRBxndYw5DTLAvVcrXNrkWx7I3tY6VpNd5927JuPnHuGyHzpM2HiwoFTUQgkA2xc5PFeJ+gZ0CIjciGti91r9QIQykwyYL/wHSjVEs1GcJRV8gb5vTQXCfMAw4kdsx/7rH0ciR9s4IrqQ3ZQS1KTMiiCJT1WDjfpUJrFCMQz9DvbP38aYMBpwaATNe+gLhbyeNUIeZufqVycQrmA1yIL1IshepahCJXI6OIPBrLh4wA4/LJAvRgp16UMlUbJZc79/XRl79UoQqlKDvXMpGyruT4H7pIktY8Ng07S+RJH6ngMd2B8uuoDEmeM+Lp42/XLGOqx4rQY5v2fqqr88y8P8L8PVaeDEuCnu8fIF8u8ZvPcorMGXZa2KFCHkjkAvJ3UQe20MD6Vrcs8lzOJVJhoJSvXYXTWdd+trM/Wj8vUw75KDrWzdwlFVYGp6hSoTbko03oX07lpkoUE/XbZQX0xrt4hcqoBYlpkxMxdtuF0/WI+Ytko7mKZgsxzn5N89xK8apR8thKNau0nmo2QK+UavLLakh3UktTERnz2tov4UFWVQDzDDSu9jV5KXeh1CkM9Vo6Falugjk+exCdUcAwRSmvDQ3yyg3pRLH0j8BQkxw/ByMZFbUuNnaSg6nD7h6uzuA6lH1iPPlAmcOhJlm247jnPd5u6WetezyOBh3j7hj9Z1L5Go8foKZXQdy9d1HYkSeo8G4cqgxJPxWsSufFs2UKJY+EUL1nvr9k+PnzbmgW/t1RWecc3dvCRn+/D22Xitg2LHxj83SdGudTfzdr+uRXlB10Wwskc2UKppSPmwpUCdUdFfDjNpPMlpjNFHNbq3yFwPrpMhDGddiekQ3ZQz5kQgrWeDewNawVqnV5PSLgxJgNV2b69GCVh9JFOjQHIiI85UHQ6gooXU1K7SOCzagXqyUz9BiVGs2G8pQJFmec+J6JnGcqYSnTsMH0r1tNr036/T6YnGOpq33MT2UEtSU1shc/OsXCKYqnc6KVUzVSmQDpfor9DIj5Ai/modQd1YuI4AEb3EKGMVqCWER+L4xi4BDh9O9xiGJOjhBQPOr28LrwY7uWXAzB1bOd5X7PFfy37InuJ5+KL2tf41An8xSL6HpkbLknS/Cz32LGb9OypUw714ckkZRVW+5sz21OnCP7z9Zu4fImL935nN48ciSxqe/sC0zw1NsVrNw/OeTjaoMsK0PJd1LMF6q7OivgAGIvX93NnzEWZ0GlfNzKDen7WuDcwmjzJVOVYLGroxZatTn5udylGzuRmPFkpUMsO6jmJm/rpzmoXCTyVDupQun4F6kg6hKdcAqssUM+FuRILmRjXog17rdqshWCqvXOoZYFakprYiNdOoaRyMtr6Q11mBCpTuAc6JOIDYJnHxvFIinK5drcmZsMnALB6h5msZOfKiI/FcfmGyKoGlNjxRW/Lng3MDrCUFq5v2VoyqhF14qnzvmZL/7WoqDw+vn1R+wplg/iLJSze9u1SkCSpNhRFsG6gmz2j8brsb/+4NiBxdV/tu7UXymzQ8ZXf3cwSt5W3f/2J2TUvxHefOIVRp3D7ZXMvTA26tOPOVh+UOJtBbeusDmrQhqzXk7kQI2wwowiFLkNzXvxpVmvdGwBmYz6S5j5cxcUXQ8ulEk51mqLFQ6DSQe2XHdRzkrIO4C1p54jdxm5MOhPhTH0iPlRVJZaL4imWEDZ3XfbZ6pyVRql8pVFqpoO63QclygK1JDWxEZ8doK1iPgKV7odOyaAGWOaxkyuWGZ/O1mwfpbg25dfpX0EoM4lO6HGZ5RXqxRCKwoSuD2vy5KK35S4ESVoWf0tzp9Pp9Zw0DNM9df5c8DU9a+k2di8qh1pVVaKlKfqKRZwyN1ySpAXYOOhk/3iCfLH2d8EdmEhgNigsddtqvq/FcFqNfO33r8Jm0vPW/31sQR2xuWKJHz85xi1re3HZ5t5F3E4d1A6LAaO+c07jZ84ZAlO1O44+F1sxTlRvoMvoQKe0bixMI6zqWYtO6NgX0RoK8rYBvOUwpWJxUdudjocwiBLYfQSSY9gNXXSb5MWDuSg7hnCSJDUVRQiB1+Jjsk4d1OliioJawF0qobN76rLPVufsXUJONSAqjVJeiw9FKLJALUlS46yYKVC30aDEQKX7wd9BER/LPNoJYy1zqHXTYyRUCzaHi8l0EK/FiyLkj/jFihkHcObGFrWNQj6LR41R6pLD9qoh1rWKwfwR1PK5iz46RcdVfVvYPv7wggcqJQsJchTxFqG7p28xy5UkqUNtGHSSL5U5MLHwTuG5OjAxzareLnTK3OIuGmnAaeGrv38l6XyJt3zlUWKp/Lzef9e+IPF0Yc7DEWf4ukwYdKItCtQee+fEe4CWt61XBON1jvjoKk8zpdfLeI8FsOgtLHesZG+lgxrHAEZRYio0uqjtJsNacU7X5SOQDNBvl80fc6V3LwMgPKpFRngsXkJ1yqCOZbVYJ3e5hKm7M+ZQLZaWG+7DXMkN1ysG3GavjPiQJKlxus0GertNbdVBPRbPYNQpeDro1sTl3kqBOly7z6MlHSCkq+SJZYIyf7pK0vYheksT5y2GzkVi/BiKUBE9MiqiGkq+tThJEh4/dt7XbOm/llAmxJH44QXtY+bgz1KyIRR5qCRJ0vxtGKwMSqxxDrWqquwfT7CqieM9nm11XzdfestmTkUz/MHXnyBbKM35vd99YpR+h5nrRubXhacoggGnpfUjPpK5jhqQCFqGeZ/DPHsXZj3MRElM62X+9EKtca9nf+RpSuUShso8j+mJ8x+7zUUqqmUomxx9BJJjMn96Hux9KwBITBwBtEGJ9Yr4iMwUqEtlzA5ZoJ6rqKkfZ+70cNFeax/BSpRnu5JnXZLU5EZ8do60UYE6EM/id5pRWqDLp1p8XSasRh1HazgosSsfZNo4M/AiKPOnq6TsHMYmckyHF361OjOpZYdZvcNVWlVn61q6CYDJQzvO+5qr/dcCLDjmY+bgz4yMyZEkaWEGXRZ6bEb2nIrXdD+hZI5oKs/qvta6zX3Lcjefft1l7DwZ40+/tWtOA8ED8QwPHArxqs1DC+oWH3RZ26CDOo+nq7MK1AD9DktdIz5SU2H0okxSUXGYnHXbbztZ69lIupji+PRRrD6tezcTOr6obWantEHwFlcvgVSAfpk/PWfuwUqmcVg7L/FatYiPhd5tOB+zHdSlEnaXPEedq7R1EF/pdEG61+aXHdSSJDXWiNfOkVCqLr886mE8nqHf0Tn50wBCCIbdNo7VsEDtKYXIWPpQVZVQZlJ2UFeJwbcSgFP3fXXB2yhGtAGW3f6Raiyp4/lXXQFA7tTu876m19rLcseKBReoJyv5blY52FKSpAUSQrBh0MGeGndQHxhPALDa3zod1DN+Z72fv3/pWu7eH+TDP9l70WPd7+8YRVXh1VcsLDJr0GVp/QJ1Ioe3wzqoQYsGrOeQxGRUKwolRUF2UC/QWvd6QBuU2DO4koKqQxy7f1HbLE9rBepyt4VcKYtfRnzMWXdPLynVjBLXZut4LF5ypSyJfKLm+54pULuKZazdsvljrorOpXSTIhnTOt37bP1MZiYoq7WfbdEoskAtSU1uxGcnmSsyUcMBe/UUiGc6akDijGXe2hWos+kkLqYp2AeZzk+RL+XwWnw12VenWXb1bTxpvpIbjvwbe7/5VwuK+tBNnaSkCtz9y2qwws5jd7gJCB+myL4Lvm6L/1p2Te4gU5z/7dzjiVEMqorZJmNZJElauA2DTg5NJkjnFzcY7EKemagUqFusg3rG7147zJ9sXcEdj53kP+45fyxTuazyvR2nuHaFm6Ee64L2NeiyEE7m5hUp0kyyhRKJXLHjMqgB/A4LE1NZyuX6NOxk4pOUgZSalQXqBRqwL8FhdLI3sgdrl5PH3S/jyujPmTj69IK3qSZDlFRBwlAAkB3U8yAUhUldL+aklgPus8xEQ9Y+hzqajSJUEGUbik4OHJ0rfY927hgd1YbD+6x9FMtFotlwI5dVU7JALUlNbnZQYhvEfBRLZSams/R30IDEGcs9NkZjGfLF6l/xjE8cB0BxDhJKa50FsoO6OgwmM/4/+SmPdr2Q5536PAe+8keUS/M7sTUlxwgJNwZj53U81UrQMoI3feF86Wv6r6NQLrAzeP4okPMZjR6lr1hEcS5Z6BIlSZLYOOigrMLTY7UblLh/YprebhM9ttYtWn7g1lX8v8sH+dTdB7njsZPnfM32YxFORTO89sr5DUc806BLK2y3ahd1OJkD6LgMaoABp5lCSZ39N6i1/FSQaUVBRcUhC9QLIoRgjXs9+yJPAdD7sr+ngJ7UL/9uwdvUZcLEhIPxjNbhLjOo5ydu6seR0+4S9FrrWaAO06UqpEVrXkhtFFvl7tv0hHbO02f1AzDRxjEfskAtSU1upI0K1MFEjrJKZ3ZQe2yUyiqnajCcJxnUBo6Y3EsIZSoFaplBXTUGo4kV7/gWD3pfx3WRH3D0c6+hkJv7HQ1d2XGiMiqiqtI9axgsjZFNn//n4mW+yzHpzAuK+Qgmx/AXSxjdskAtSdLCra8MStwzGq/ZPg6MJ1q2e3qGEIJ/+X/rufESL3/9o6e4a1/wOa/57uOn6DLruXVt34L3M+jSjj9bdVBiJJkHOrNA7a/EA9Yrh7qUCBHVaaUSmUG9cGs9GzgxfZREfhpX3xA7Bt7Ilcl7ObnngQVtz5QNM604CSTHAOiXER/zkrUPzg5/ny1Qp2tfoI5lozhKgpSutX9X1ZurkhtejGi54b5KgXqyjQclygK1JDU5r91Et1nfFgXqmenbnVigHvbYADgWqn7MRz6idRvZeodnDzJkB3V1KTodl/7ef3H/8Lu4Knkvwc/eRjoRn9N73YUJkhZ5AF1Nhv716IRK4OD5u6NNOhOX+65YUIE6kg/TVyxi75WxLJIkLZyvy4zfYWZ3jXKoC6UyhyeTLZk//WwGncJn33g56wYcvOuOnew4EZt9bipT4FdPT3D7Zf2YDQu/PbxtOqg7cEiiv3L35Xi8Pp87NR0hpmhfazLiY+HWuDcAsD+ixXoM3/7XROlCuXthXdSWQoykoYfxVIAecw8W/cLifjpV2bkEm8gyHQ3isXgBmKxLgTqCu1gia3DWfF/txO5wE8eOflo71++1aRdoJ1KBRi6rpmSBWpKanBCCEZ+9rQrUAx0a8QHUJIdandKyxFx9ywhlgihCocfsrvp+Op1QFNa97h94YN1HWJN9kvTnb2UqfOEDhGIhj0+NUOha2EAn6dw8I9qgxKljuy74ui3913Ji+jjjybkfyBXLReLlFP5iCWff8kWtU5IkacOgg6dq1EF9LJwiXypzaYt3UM+wmfT8z1uvpK/bzNu+9vjsse/PdgfIFcu8dvPi7mrxdZkw6ETrF6g7MIN6oNLcMlanArWSCTOuaOcrskC9cJf2rEMg2BvRBlvbHC6eHvkjNuSf5PDDP5n39rpLMXLGHgLJMfw22fwxX0a31ngRGTuMSWfCYXISzoRqvt9oLoKnVCBvdNZ8X+1mUufHltLO9W0GO3ZDl+ygliSpsUZ8do6E2qFArd2WN3ObXidxWo24rAaO1qBArU+MEcGByWJlMh3EbfagV/RV34+kWXvbn/L4Nf/FkuJxdF+5hdDJg+d9bWziBHpRRsgs46rqXbqalGpGBC88aGeL/1qAeXVRRzIhVAHdRT0Wm31R65QkSdow6OR4JM1UulD1be8f17KtV/W1fgf1DI/dxNd//2r0iuB3/+cxgtNZvvvEKVb3dbFuYHGFeEURDDgtLRvxEe7giA+HxYDFoGO8ThEfhmyU8Up3rsygXjirwcYyx8hsDjXAJbf9OQHho+ehf5r3XBdnOU7B4iGQHJP50wvQ1bcCgGQl09hr8dU8g1pVVWLZKH3FHAVzT0331Y6mzf305E9nTvfZ/EykZQY1QgidEGKXEOLnlY+/KoQ4JoR4svLfZZXHhRDiP4QQh4UQe4QQl9do7ZLUMUZ8dsLJPPF0vtFLWZRAPIPDYsBm6szi6TKPjeM1KFBbMxNEdDODLoIyf7oOVm19HU+/8Bs41Slc3/odxg48cc7XTY8fAcDiHa7j6tqfotNxyrAMx9QzF3zdcPcy+qx+Hhl/aM7bDla6Eixqe3QkSpLUWBsHnQDsGYtXfdsHJhLoFcEKb3tdTFvitvK/b72KeDrPqz//CHtGp3jN5iGEEIve9qDL2rId1KFEji6TflExJ61KCIHfaWZ8qj6fO3M+RkivNdTIDurFWevewL7IHsqqNijeaLZwdMN7GSkd4Zm7/nfO28mmElhFjpLNzUR6nH6bLFDPl2eokmkcPg6A1+KtecRHupgiV8riKxdQLfJ7ab6y9iX0loOUikUAeq39BOWQRADeDex/1mMfUFX1ssp/T1YeezGwsvLf24HPLXqVktTh2mVQYiCe6cj86RnLPPaaRHw4CkESJq0oHUpPyvzpOlm++YUcv/2HACz98Ss4tuOu57wmF9IGWM50LEjVE+u+hMHCUdRy+byvEUKwpf9aHp94jGJ5bt2LwUpXgll4q7JOSQIQQgwJIe4VQuwTQuwVQry78vgnhBAHKk0dPxJCOM94z4cqDR/PCCFubdjipUU5PSix+jnUB8anGfHZMerb76bY9YMOPv/mKwjEMxh1Cq/YVJ1i1KDL0rIF6nAy15H50zP6HRbG4vXpoLYV40QMRqx6G0Zd50WqVNMa93qShSQnE8dnH1t9y9s4oixjePe/zXnweCaqHZ9N2ewUy0XZQb0ANkcPcewoUycA8Fp9NY/4iGUjAHhKJYRVRlDOl+pailGUiAWPA+Cz9jHZ6R3UQohB4CXAl+fw8tuBr6ua7YBTCOFfxBolqeONeLVbN1u9QD0Wz3Rk/vSMZR4rE9NZUrli1baplst4SyGyVj+qqhLKTOCTBeq6Gbz0SmJv+AVx4WDtb97EM9u+c9bzalwbauEZkFnG1ab2rqObNJOnjlzwdVv815IqJHk6/NQFXzdjJtfNZpInPlJVFYH3qaq6BtgCvFMIsQa4C1inquoG4CDwIYDKc68D1gIvAj4rhOi8tsk24LAYWOaxsftUvOrbPjCRYHUbxXs82/NWevmft17Jx1+1HpetOkXCQZeFcDJHtjC/aIFmEE7mcFfp36EV9TvNdRuS2FWKM6U3yO7pKljr2QjA3vCe2ccUnY7QNX/FgBrkmZ9/Zk7bycYqBWqLdieuLFAvTEjXhy09BoDP6iOajVAsV+/c9Nmi2SgA7lIZnd1Ts/20K5NPa3KaHjsEaBEfyUKSZD7RyGXVzFwvt38a+CDw7Dalj1Y6Pj4lhJi5nDsAnDrjNaOVxyRJWqABlwWTXmn5AvX4VLbjO6gBjkeq10Wdmo5iE1lK3QOkCkkyxYyM+Kgz75JVlN72G07qh7nykXey7+f/PfucYfoUIZyYLLYGrrA92Yc3ARA6fO54lRlX9l2FTujmnEM9GjuOs1RC37100WuUpBmqqo6rqrqz8ucE2l2JA6qq/kZV1Zkzw+3AzETV24Fvq6qaU1X1GHAYuKre65aqY8Ogo+od1FPpAuNTWVb72zuO6IZLvLxiU/UGDQ+6tFzhVuyiDifzHZk/PcPvsBBK5sgXz3/nVDWo5TJOdZppncBhctZ0X51gqGspdkMX+yJ7znp85XWv4CnjRtYd+hzpRPyi2ylOaQ0E05VvATkkcWGmzX6cOa3Y77F4KatlIpUu51qY6aB2l0oYu+XdifNlr9yFm5nUGnJ81j7gdCRhu7loEKwQ4jZgUlXVHUKIrWc89SFgAjACXwT+AvjIXHcshHg7WgQIvb29bNu2bc6LbhbJZLIl1y21hmd/ffks8NiBk2yz1zYnqlYyRZWpTIFsJMC2beFGL6dq5vNzIDKtdev84r7HCfkXn8NdKKukQ8dZAkQzCicf+ZW2ptEou2IPLHr77SSdTLLrkdr+m+Q3f4TU4//M9U9/mJ+PPoNl46vpSZxkUnh5+sH7a7rvdpFMJtk+x3+rQq7ABiC09z62X6TbeYlxCXcfvJPLEhvO+5p8SeWkIjgy9hT+YoloQan514w0f9lU6x97CSGGgU3Ao8966veBmdswBtAK1jNkw0cL2zDo5CdPBpiczuLrrs6dZAcmtAGJ7dxBXQuDLq1RYjSWno3QaxXhZI4tyzt3yFi/04yqQnA6y1CPtWb7yaSmcYsCSZ3KoOygXjRFKKxxb2DvswrUQlEo3vz39Pz6Fez9ycdY+6aPX3A75YR2DhzT5xAI+mzyJv2FyNmH6E1up1gq4bVoM4zC6Ul6a3QHbjSrnfe7SyUKDlmgni/3wAglVUD0OAB9lQszwfQ4K5wrG7iy2phLheQ64GVCiN8BzEC3EOIbqqq+qfJ8Tgjxv8D7Kx+PAUNnvH+w8thZVFX9Ilphm82bN6tbt25d2N+ggbZt20YrrltqDc/++rpsfBe7TsZa9mvuUDABd9/PdZevZetl7XOOPZ+fA+l8kb99+E4svqVs3br4XyiBVIGTD2pXT4fWX0PIb4EJuGrjjaz3blr09tvJrkceYNM1z6v5fgrX3sjjX3ojt8W/wYP7S3jVMGPW1Wy5/oaa77sdbH/w/nn9W41u76O3FGDNRd5zy1P7+eKez7F683qc5nOfbI4m87jNBpI/+AiXFIsMbbqWZZtq/zUjzc+Oh+9v2d+DAEIIO/AD4D2qqk6f8fhfo8WAfHOe22v5hg9o/6aPcky7QP3NXz/IJl91BkXffULL1Y8de5pt4+2XQV0tz/7aimW17tvfProbxg0NWtX8Fcsq8XSBZHicbdtq1+3YKHP5GRAKa99Hv9z2CKt6qpd4VCirKGcM4EzHxhkEptQc/um8vFj9LAtp+ujJdPP41MM88tBvMCtn3k2r8LD+ai4/9X9s+811mLvOf0EgO34YgEOTR3HoHOx8ZPt5Xyudv+kjWbRiEgXuufMnhM3anSQP7txGwhqryn5nGj5m7Is/iVDBVSrz2IlTBMPtGU1RS5cKN4QPsuuRB5gqaXdj7Xj6ASwnFj44uFkbPi56hKSq6oc4nYe3FXi/qqpvEkL4VVUdF9o45ZcDT1fe8lPgT4UQ3wauBqZUVW3fFG9JqpMRr52f7wmQyZewGFsvhnKskhk30MERH1ajHr/DzLEqRnwUolqikqNvOXvTuwDkkMQGMpjMLPvj7/LQ/7yD6yfvoKwKDltvbvSy2lbQspLe9OGLvm6L/1q+sOezPDqxnVuHX3zB10aLcfzFEo4+mRsuVZcQwoBWnP6mqqo/POPxtwK3Ac9XVVWtPNwxDR/Q/k0fV+dL/Mvjd1J2DrF166qqbPPOH+7BZZ3g5bfehBALP0ltd8/+2iqXVT74wK+weofYunV14xY2TxNTWfjNPWxet4qtW9ovgmouPwMGJ5N88on76F22mq1VGpoJWsOHWXf6Is+JJ+9D3QMZpcjywVVsukxerD7TQpo+ihM6fn3frzCs6GZT35aznpvw/Sum796E88TPuPQPv3TebTz91NeZxkbRXmaY5bL54yLO1/SxrzQJD3yZQW8XG9bdyCd++K+4lnrYsqo6/54zDR8z7nl8G/YpIzpg8423ojd0bo7+QgUe6cdTjtB7zfMoq2UM3/8HDL02Nm1c+M+mZm34WMzl9m8KIZ4CngI8wD9VHv8lcBQtK+9LwJ8saoWSJAEw4rOjqnAk1Jo51IHK1O1OzqAGWOaxcSxcvQK1mB6loOpw+IYIZYIIBG6zvH2qkRSdjtVv+wKP+t+EIlSG1ECjl9S2su5L6S9PkLpIduHqnjV0Gx0XzaFO5hNkKOAtlnH4hi74Wkmaj0pDx1eA/aqq/vsZj78Ibc7Ly1RVTZ/xlp8CrxNCmIQQy4CVwGP1XLNUPRajjpU+O7urmEO9fzzB6r5uWZyeJ0URDDgtjMbSF39xEwkncwAdnUHdXxm0HpiqbX54bipIRggKFHHIiI+quLRnPUbFyM+P/vA5z/WtWM9jPS/lyvCPCR7fd95tmLJh4sLBeCqA3y7zpxequ5JpnA4exWV2oVf0hDOhmu0vlovQXdYxhU0WpxcoaRnEW9R6fhWh4LP2EUy1Zw/wvArUqqpuU1X1tsqfb1ZVdb2qqutUVX2TqqrJyuOqqqrvVFV1ReX5C08vkiRpTmZy8lq1QD0+lUGnCHxdnXtgDTBc5QK1IRkgLFzo9HpC6UlcZjcGXevcstquhKKw8g0fZ+zy96O++KONXk7bMg5uRBEq44d2XvB1OkXH1f4tbA88zOkG1eeaTAcBsJWs6HStd6eK1NSuA94M3CyEeLLy3+8A/wV0AXdVHvs8gKqqe4HvAvuAXwPvVFW11KC1S1WwcdDJntH4BX8GzVW5rPLMRIJVMn96QQZd1pYbkhiqFKi9XZ1b4LEa9TitBgLx2n7uiokQ0UpHtVMWqKvCbuzizWv+kHtP/YaHxu57zvO+2/+eInoSP//b827DUogR17uYTAcZsLdPXGS9eYa0mMlS9DiKUPCYvUymazfjKpqN4ijBtGjvgb61VOhegoc42ZQWj9Jr9RNMywK1JEkNNOyxogg4PNmaBeqxeIa+bjN6XWf/2FnusRFPF4il8lXZni07QcygRXqEMsHZYRdSEzBYsNzyV6jukUavpG15R64AIHFs10Vfu8V/LZFsmEPxg+d9zWTlYM+CozoLlKQKVVUfVFVVqKq6QVXVyyr//VJV1RFVVYfOeOwdZ7zno5WGj1Wqqv6qkeuXFm/DkIN4usCp6OKLayejaTKFEpf6ZYF6IQZdlpYrUIcTsoMawO+wMF65K7NWyqkwMUW7SO00d+5Qymp7/eq3sswxwqd2/DOpwtnnsz19S9nR/3quSv6Wk089dM73dxejjFq6UFHpt8kC9UKZrXbCONFPnwTAY/USytSyQB3GWSyT0slj64VSepYBEB09BECvTRaoJUlqMJNex1K3rWUL1IF4Br+jOpPrW9kyjw2Ao1Xqou4pTpI0VQrU6aDMn5Y6im9oJQnVgph8+qKv3eK/FoDtgfPHfATT2tBRi15Ohpckqbo2DjoB2D0aX/S2Dkxo8zVX98mOtIUYdFkIJ3NkC61zU0I4qTU2dHqBut9hJjBV2wK1kgoTUrS7ER1GZ0331UkMOgMf2Py3hDOTfGnPfz3n+aUv/2tidCHu/vtzvt+pxhk3a+dR/bKDelHCej+2tDbWwmfxEU7XJuJDVVVi2SjeYoGMXhaoF8rcq83FSYxXCtTWPiKZMIVSoZHLqglZoJakFrLCa2/hAnW24/On4XSB+ngVCtTlcglPOUyu0kWgdVDLArXUOYSicMq4HOf0Mxd9rdfqY8S58oI51BPJAHpVxWyR+dOSJFXXqr4ujHqFPVUpUCcQAi7plR3UCzHosgK0VBd1OJnDYtBhM+kbvZSG8jvNjNc4g1qXizKm147XnWYZ8VFNaz0beOXK1/Hjw9/h6fDus56zO9w8teIP2ZjbweFHfnrWc4V8DidJQmYt4kYWqBcnYfHTU9CaMrxWH5M16qDOFNPkSlm8xSx5ebFnwVyD2nDlYuQYoEV8qKiEMsFGLqsmZIFaklrIiM/O8UiKYqnc6KXMS7msMj6VkQVqYKjHik4RVcmhToQDGEUJ1TFAupAiWUjikx3UUoeZ6l7FkvwxyqWLd8Jt8V/L7tAuMsVzD8cajR6ht1hCcSyp9jIlSepwBp3CGn93VQYlHhhPsMxtw2KUWfkLMejSjkdbaVBiOJnD08H50zP6nRbi6QLpfLFm+zDlYgT12kUMmUFdfX+w/k/xWnv5xOP/8JwO0JW3vZdxvDgf/KezjusSES3OIGIU6IReRhouUr5rCb5yiGIhj8fiJVVIki5U/+dhNBsBYKCYoSC/lxbM4eknrZoQ8eOAFvEBtGXMhyxQS1ILWeG1USipnIi2zgE1QDiVo1BSGXDKiA+DTmHIZalOgXpCu4pqcC2ZzQ6TB2xSp1F712ETWSZPnj9besYW/7UUygV2BM89v3kiMUpfsYjBLQvUkiRV38ZBB0+PTVEqL25Q4oGJaVbL/OkFa9UO6k6P9wDod2gXFwI1zKG2FmNE9Sb0ih5rpZNaqh6rwcZ7r/grjk8f5ZsH/ues50wWK0fWv4dLSod55p6vzz6eimqFuKi+SJ+tD50iL84thnAtRS/KRALH8Fm1c8da5FDPFKj95Rxli8xzXyihKAR1vViTo4DWQQ0QTMkCtSRJDTTiswOtNyhx5iBSdlBrlnlsVcmgzoZPAGDxLSWU1m7xkRnUUqfpXrYJgNDhcxedz7TRtwmTzswjgXMP4AnnQ/hLJWy+4WouUZIkCYD1g07S+RJHQgs/jkvlipyIpmX+9CL4ukwYdKKlCtSRZF4WqGF2nk0tYz66SnFiBgNOkwshRM3208mu6b+Bm5e8iG/s+zLHp4+e9dyqW/+Qo8pSlu76BIW8Nhw0G6t0UIu0jPeoAotPyzSOBw7NNjeF0tUvUMcqBWpPqYSwygL1YsRM/Thzldxwax9wenZOO5EFaklqIStatkCtHUT6HbJADbDMY+d4OEV5kR1U5Zh2FdXZt2w2g0oWqKVO03/JFZRUQWFsz0Vfa9KZ2Nx75TlzqEtqiXg5ib9YxOFfXoulSpLU4TYOakOidp+KL3gbB4MJVBVW98kO6oVSFMGA09J6ER+yQD3b7DJzblELjvI003pFxnvU2J9t+iAWvZVPPv4Ryurp+EqdXs/k1R9iUJ3g4C/+A4DClFY8DZfi9NtkgXqxnP0rAcgEj+KtQwe1u1RCZ/dUffudJGMborcURC2XMeqM9Jg9soNakqTG6jYb6O02LarzphFmDiIHZAc1AMu8NjKFEsHE4m5P1CVGyahGuly+2aveHhnxIXUYi62LMaUfS3T/nF6/xX8NpxInGavcJjcjlg1TRsVZ0GF3yC4PSZKqb7nXjs2o46mxhedQH5hIAHCpX3ZQL8agy9oyHdSlsko0lcdrlxnUfQ4zQtQu4iOfzWAXGRI6cMgCdU25zD2887L38VT4SX565PtnPbfyea9ir2Edlz7zOTKJOOVkkLQQTBWmZQd1FbgHllNSBeXYiTM6qENV308sF0EgcJbKGLpkgXoxSs6l2ESW6ajWNd1n9TORDjR4VdUnC9SS1GJGfHaOtFgH9Vg8g82oo9vS2ZPHZyz3aHl2i82hNqfGmVS8CEUhlAniMLkw6WR3jdR5QrYR+jKH5/TaLf3XAbA9cHYXdTijHfBZyvbqLk6SJKlCpwjWDTgWNSjxwPg0NqNOXvRfpEGXpWUK1NFUnrIKni55jGfQKXjtpppFfMwM40sqJVmgroNbh1/KFb1X84Xdn5mNKwQtczd38z/gIc7Rn34cJRXiuE6Ld/Hb+hu13LZhMJqYFG4MiVNYDVZsBnttOqgzEezCjB4wOWQT1WIYPNrdnbFRbebOP13/KT52/WcauaSakAVqSWoxI147R0IpVHVx8RD1NB7P0u+0yBy3iuEqFai78xNMGWauegflgESpY2Xda+hXg6Smohd97ZKupfht/c+J+QhXYnLMiuzwkCSpdjYOOXlqNM7rv7idf/z5Pr6/Y5R9gWnyxfLF3wzsn0iwqq8LRZHHVIsx6LIQTubIFkqNXspFhZNaDq+M+ND4nRbGp2rTQZ2Ka8cCSfIy4qMOhBC8b/PfUFJLfHrnx846vx3edBM7rNdz+cmvoUuM8oxBu2tEdlBXR9TgpytTyTS2+GqTQZ2L0IX2c8vq9FZ9+53E3jcCQCZ4BAC3xYNJb27kkmpCtjNKUosZ8dlJ5opMTGdbJtM5MJWRAxLP4O82Y9IrHAstrkDdUwxxxLECgFAmiK8y0VeSOo1pYCOcgMDBHay88oUXfK0Qgi3+a/jN8V9TLBfQKwYAwpXOHatRduZIklQ7b96ylES2yL7xab756AmyBa0wbdAJRnxdrPF3c6m/izX93azxd+O0no51UFWVA+PT3LZR/pxarEGXFYDRWGZ2CHmzkgXqsw04zbNRN9WWi09SADJqThao62TAPsTvrXsHn9/9ae4fvYcbh14w+5zpxR/B/P3nM5Tax6OubqAoC9RVkrQOsGzqMQA8Vi+hTPUjPqLZKN0lHQBdLjknaTHcQ1pueClyrMErqS1ZoJakFnPmoMSWKVDHM6ztl1mJMxRFsMxjW1QHdT6Xxa3GOVA5SAulJ1nr3litJUpSS/GvvY78QzqUe/+J3LprMVlsF3z9lv7r+NHhH7AntIfLe68AYGL6JF2lMgb7knosWZKkDjXUY+Vjr1wPaNnCx8Ip9o1Ps398mn2Bae4/FOIHO09n5Pc7zKzp7+ZSfzcDTgvT2SKXygGJizbo0o6hR2PplilQu2UGNaANXb/3QAhVVat+d2ZxepK4TrvJXBao6+fVl7yJe078mk/v/Bcu772KLmOlW3rlZTzmuo2rYz9j3NCDSafHbXY3eLXtodg9hG/q10xl03gtPnYGn6j6PmLZCEMlSKoWDKb26/atJ7PNQQQHhumTjV5KTckCtSS1mJEzCtTPW9n8t8pkCyXCyTz9LVJMr5dlHhvPLKL7Ixw4Tr9QwTFIrphlKh/Ha5VXpqXO1NM7yM5NH2XLk3/Jjs+/gVXv+gE6/fkPca7svQqd0LF9/OHZAnVw6jj+YhHFIwvUkiTVh04RjPjsjPjsvOyMruhQIsf+maJ1pXB97zMhSmXt9vc1/Y5GLbltnNlB3ezCiTwgO6hn+B1mMoUSU5nCWXcYVEMpFSKqaB2fDpOzqtuWzk+v6PnglX/HO+5+E5/f/Wk+cOXfzj7nfdnfI772M6b1GfptK2RkZJUoPcNwCkKjR/BZfYQyIcpqGUVUJwVYVVVi2QjrihamlS5keXrxQno/9vToxV/YwmSBWpJajNduotus53CLDEqcyYiTER9nW+axcde+IKlcEZtp/j+K4xPH6AeMPUtmh1p4LbJALXWujbf9EQ8lJrnuyL/zyJf+iI1/9CWEcu6DbLuxi3WeDWwff5g/uexdgDYkcaRUwuRZWs9lS5IkPYe3y4S3y8sNl5xuRMgWShwMJogk81y+xNm4xbUJX5cJg060RoE6mcOoU+g2y1N3YHZA6Fg8U/UCtUiFCSvav7PsoK6vS3ou5dWr3sS3D3yNFyx9MZt8VwLQ07+MibVvY6y0B79dxhtVi7VXi4mcDhzC0+ulpBaJZWO4LdXpUM8U02RLWXoKOpKKQxaoq2Da3M9Aam+jl1FTckiiJLUYIbRum5YpUMe1A39ZoD7bVct6KJZVbvzENr728HFyxfkN6UmHTgBg6x0mVBnu5pMd1FKHu/z1H+bh3jdwTeSH7PrGX1/wtVv813Iguo9oNgJArBijr1iku29ZPZYqSZI0L2aDjg2DTm5a7ZMdhFWgKIIBp4XRWLrRS7moUDKHx26Un/cKf+WcYjxe/UGJ+myEMb0WEyYL1PX3e2vfQb9tkE8+/o/kiqc/v6aXfYJJNU2/TeZPV4trQBu6lw0dxWv1ARDOVG9Q4szxtbeQJ6OXd/1UQ65rCb3lEIV8rtFLqRlZoJakFjTis3Mk1BoF6rHZArW8bnqmrat8fP8d17DCa+PvfrqXmz95H999/BTFUnlO7y/GtPypnv5lTFaGu8mID0mCjb//Hzze/UKuO/l5dv3o0+d93TX91wLw2Ph20oU0aXL0FUo4+2QHtSRJUicYdFlbpIM6j6dLxnvM6Hdo5xTjU9X/3BlzMSb1WgHcIQvUdWfWW3jf5r9hNHmSr+/70uzjifw0qUJCDkisInffMHlVB7ET+CxagXoyXb0CdaxSoO4rpMgZZYG6KnqWoRdlYoGjjV5JzcgCtSS1oBGfnXAyTzydb/RSLipQ6W7oc8gC9bNtHu7h22/fwv+97So8diMf/MEebvnU/fxsd4ByJWfyfMT0GFPYMNschCoFak/l4EKSOpmi07HqHf/HbvNmrn76Izx9zx3nfN3qnjU4TS4eGX+YYHoCAFvJjMEoiwCSJEmdYNBlaY0CdSIn86fP4LFr8SxjNeigNhfihPVmBIJuWVRriM19W3jR8Mu448DXOBI/CMB4KgAgC9RVpOh0TCo+jMlRPJUO6lAVO6hjuSgAg8UkBaO82FMNZu9yAKbHDzd4JbUjC9SS1ILOHJTY7ALxDN4uEya9rtFLaUpCCJ630suP33kdX3jzFRh0Cu+6Yxcv+c8HuWd/EFU9d6HalJ4grMwcTATpMnZj0csYFUkCMBhNDPzR9ziiX8n6h9/Nocfves5rFKFwVd8WHh1/hPGkduJjVuXJqCRJUqcYdFkIJ3NkC/OLWau3cCXiQ9IoiqDPYa5JB7W9GCeqN9JtdKBT5LlLo/zJZe+l29jNvz7+D5TKJSZSY4AsUFdb1OinOxPAbXajCIVwJlS1bUcyYQCWlNOULT1V224n6x64BIDc5JEGr6R2ZIFaklrQiLcLaJEC9VRG5k/PgRCCW9f28ct3P4/PvO4yMvkib/vaE7zycw/z8OHwc17fnZ9gylgpUKcn5YBESXoWW5eTrj/4ISHFy/Cdv8fJ/U885zVb+q8lmo3wVHg3ABZ9X72XKUmSJDXIoMsK0NRd1OWySiSVlx3Uz+J3WGqSQd2tTjFl0Ml4jwZzmJy86/IPciC6lx8eumO2g9pvk0MSqyltHcRbGkev6Okxu6sb8ZGLIBC4SmVUa3UGL3a6Hv8yCpVYlnYlC9SS1IIGXBZMeqU1CtTxDAMyf3rOdIrg9ssGuOu9N/KxV65nYirLG778KG/40nZ2nozNvs5dCpG2+AGtg3pmuIUkSac5vQOU3vRDchhx/eC1TJ46dNbzW/zXAPDk5C50qorZPNSIZUqSJEkNMOjSGiiaeVBiPFOgVFZlgfpZ+h1mAlXuoC4VizjUJAmdwGFyVnXb0vzdPHQr1/ifx1ee/m+OxJ/BqrfRbexu9LLaSsmxBBcJUok4HouXUFUzqKN06e3oAZ1dFqirQafXE1S8mJMnG72UmpEFaklqQTpFsNxr53CTD0pUVZVAPIvfITuo58ugU3j9VUu49/1b+dvb1nAwmOCVn32YP/ja4+w6PIqDFMUu7Ta3UDooO6gl6Tx6l64i8oo7sKgZ+L9XMhUJzj7nsXgZcV7CqdghfKUSOsdgA1cqSZIk1VMrdFCHkzkAOSTxWfqdFiamspQuMrNlPpLRIIpQSSplnLKDuuGEEPz5FX8FCLaPP4TP2o8QotHLais6tzYYPDJ6GJ/VR6iKER/RbIQuof2MNcgCddVEDX66s2ONXkbNyAK1JLWoEZ+96Tuo4+kCmUJJRnwsgtmg4/evX8Z9H7iJD9y6iseORXn/V34JgHAOki/lieWieK2yQC1J57N07dUceeGX8JcmiH/pFWRSidnnrum/llQuhr9YROda0sBVSpIkSfXk69KG7TV1gTpRKVDLDOqz+J0WimV1toBfDcmYNjA5KfKyQN0kem1+/nD9u5jKxdAJfaOX03bsvSsASIwfwmvxVXdIYjZCF9qFNaND3ulbLSnbIN7ieKOXUTOyQC1JLWrEa2csniGTb97BLmNx7YBfRnwsns2k5503jfDAB2/mbZd3k8GEb8kIkcqVbtlBLUkXtmrLS3jy6n/jksIBTn7+NRQLeQC2+K+lhEpfsYTVO9zYRUqSJEl1oyiCAaelqSM+QpUCrFdGfJyl36GdWwTi1bu4kI0HKQMpNScjPprIy0deg0VvxaCTF2mqrWdwJQC58DE8Fi9TuTi5UnUu+kSzEbpK2kUFq9NblW1KUHQspYcE6US80UupCVmglqQWNeKzo6pwpIljPmYOGmUHdfU4rAbe8OrXYfm7II7VW5nMaHEFPplBLUkXtf6Wt7B9zV9xWWY7+77we6jlMus9G8kLgb9YxOFf3uglSpIkSXU06LI2dwd1UruYKjOozzZzbhGo4qDE/HSIhKJQRkZ8NBOdouNnL7+Pf37elxu9lLbj9PSTVk2I+MnZc8lwlWI+YtkIXZU+OrtTNlJVi9KzDIDoqYMNXkltyAK1JLWoEZ8daO4C9fiUdtAoC9Q1IAQIQSitFahlB7Ukzc2m//d+Hh78A66O/5JdX30fRp2Rv0yPcPtUju4eeaFHkiSpkwy6LE1doI4kc+gVgcNiaPRSmkp/Zb7NeBUHJZYSIaI6rTwiC9TNxaCTX/+1IBSFSZ0PS/IU3kqBuhqDEtOFNNlSFkehREY1YrZ1LXqbksbWNwJAauLQRV7ZmmSQjyS1qGGPFUXQ1DnUgXgGo17BbZO3ZNVKqNJBLTOoJWnuLnvLx9n+uUmuC3yVh7/n45JUCUV1IxR53V6SJKmTDLoshJM5soUSZoOu0ct5jnAyh9tuRFHkcLgzdVv0WI26qnZQi3SYmKJ9DTjNskAtdYa4qZ/u7DgGixbDUY0CdSwXAcCZLzAtupCXF6rHOaDFshQixxq8ktqQZ2KS1KJMeh1L3bamLlCPxTP0O8xy4nINhdJBrHobNoO90UuRpJYhFIV1f/RldlmvZcszn8CbeoaYQV7kkSRJ6jSDLitA03ZRh5N5Ge9xDkII/A5zVTuolUyEgE7rzHYYZYFa6gwZ2yC+0gQec6VAXYWIj2gmDIA7lyWhOBa9Pem0LpePhGpBFz/R6KXUhCxQS1ILW+G1N3WBOhDPyHiPGgtlJvHJ7mlJmjed3sDwO77DAeMahtQgOr28qUySJKnTDLq049RmHZQYTuZkgfo8+p2Wqg5JNOaijOtsgOygljpH2bGULpFBTWYx6cyEMtXooI4C4CukSeu7F7096TQtlqUPa2q00UupCVmglqQWNuKzczySolgqN3op5xSIZ2WBusZC6aCM95CkBTJb7Xj+4PsUhQGHVRYAJEmSOk3Td1AnZIH6fPodFgJT1Yv4MOdjhPRmABxGZ9W2K0nNzOAZBiA2dhivxVuViI9oVov48BeS5AzORW9POlvcPIArN9boZdSELFBLUgsb8dkplFRORJuv66NQKjOZkAXqWgtlgnJAoiQtQpe7j+JfnCD3pu83eimSJElSnfm6TBh0oikL1KqqViI+5CyXc/E7zYQSOXLFUlW2ZyvGiBqMWPQWTJVCtSS1O3vfcgCSwaN4rb6qRHzEshEEgsHiNAU5cLTqMvYh+spB1HJzNikuhixQS1ILG/FpucPNGPMRnM5SVqHfIQ/waqVYLhDJhGenLkuStEAGeSFNkiSpEymKYMBpacqIj+lskXypLDuoz2OmCSY4lavK9rrK00zpDThkQU3qIJ7BVQAUwkfxWnxV6qCO0m100KOmKMm4nKorO5diFgVik6cavZSqkwVqSWphK7xaTlozFqhnpmrLDuraiWYjqKiyg1qSJEmSJGmBBl3WpuygDie1wqunS3ZQn0u/QzvHCFRhUKJaLuNQp5nWC5yyQC11kC6Xh2lsKFMn8Vl9hDKTqKq6qG1Gs2GcBieKUFGt7iqtVJph8mpd71NjBxu8kuqTBWpJamFdZgN93WaONGWBWjtYlAXq2glnggAyg1qSJEmSJGmBBl2W5ixQJyoFatlBfU5+p3aX5ngVCtSp6ShGUSKhU2WBWuo4M0P3PBYvuVKORD6xqO3FshG6FC3fX7HJAnW12fpGAMgEjzZ4JdUnC9SS1OJGfHYOh5qvQD02W6CWER+1EkpXCtSyg1qSJEmSJGlBBl0Wwskc2UJ1soyrJZzMA7JAfT6zHdTxxQ9KTEYnAEiJIg6Tc9Hbk6RWMm3y48yPz8ZGhipNUAsVy0axq9rPLb1dFqirzT24EgA1eqzBK6k+WaCWpBY34rNzZDK56Ftxqm18KoPLasBq1Dd6KW0rnNEywnyyg1qSJEmSJGlBBl1ap1+zdVHPRnzIAvU5WYw6XFbD7F2bi5GJaQXqJFmcpp5Fb0+SWknWPoivNInX7AVgcpE51LFcBHtJqwGYHHJWUrWZLDaC9GCcPtHopVSdLFBLUotb4bOTypcYn1p890A1BeJZ/A4Z71FL4UwQs86M3dDV6KVIkiRJkiS1pEGXdrzabIMSw8kcioAem8ygPh+/w1KVc6D89CRpIcirRRnxIXUe1zAWkceQ1u4iCWdCC95UppgmU8xgL2ofWxzeaqxQepZJ4xJEudDoZVSdbG2UpBY34rUD2qDEZsp7DsQzsx0pUm2EMpN4rb0IIRq9FEmSJEmSpJbUzB3UPTYjOkUe551Pv9Nclc9bcTpETKf17smID6nTGL3LYOFKBQABAABJREFU4BkQ4SiwuA7qqZy2ja5KZJLN1bf4BUrP0f+euxFK+/Ubt9/fSJI6zIjvdIG6mYzFMwzI/OmaCqeDMn9akiRJkiRpEXxdJgw60XQF6lAiL+M9LqLfaalKxIeaDhNXdACyg1rqOF29ywEoTJ5gwD7IL47+lGg2sqBtxXPa+xzZAnlVh9XeXbV1Sqe1Y3EaZIFaklqex27EYTE01aDERLZAIltsqo7udhTOTM4Os5AkSZIkSZLmT1EEA05LU0Z8yAL1hfkdFqazRVK54qK2o6QjjCvav7VDFqilDuMZ0obulaIn+Mh1HyOUCfG+bX9Gpjj/n4nxrNZB7cxnmRZdbVtIlWpDfrVIUosTQrDCa2uqDuqZLDhZoK6dUrlEJBuSHdSSJEmSJEmLNOiyNl0HtVaglvnTF9JfuVtzfGpxnztDNkpAbwNkB7XUeax2BxEc6KZOst6zgY9e/3H2R/fx1w/+BcXy/C7+zHRQe3IpphVHLZYrtbE5F6iFEDohxC4hxM8rHy8TQjwqhDgshPiOEMJYedxU+fhw5fnhGq1dkqSKEZ+dI01UoB6r3GrXLyM+aiaSjVBWS3itskAtSZIkSZK0GIMuS1MVqFVVlR3UczDTDHMklFrUdkz5KJN6bVsyg1rqRGF9H7b0KAA3DG7l/Zs/xINj9/OJxz+Gqqpz3k48F0Ug8OYSpHUy3kOan/l0UL8b2H/Gxx8HPqWq6ggQA95WefxtQKzy+Kcqr5MkqYZGfHYiqTyxVL7RSwGYzYKTHdS1E0wFAWQHtSRJkiRJ0iINuiyEkzmylcFejZbKl8gWyni6ZIH6QtYPOOjtNvH5+47Mq4j2bNZinIjBhF7RYzd0VXGFktQaps0D9BTGZz9+1SWv4a1r38aPDn+fr+79ypy3M5WL0m1y0l2aJmtw1mClUjubU4FaCDEIvAT4cuVjAdwMfL/ykq8BL6/8+fbKx1Sef37l9ZIk1cjMoMQjTZJDHYhn0CkCX5fsoK6VYLpSoJYd1JIkSZIkSYsy6LICNE0XdTiRA5Ad1BdhNuj48xdcwq6Tce7cG1zwdrpKceJ6Aw6jC1m6kDpRvmsQXzlMqXg60uOPN76LFw+/hM/t/k9+cfRnc9pOPBehx9RDV3magrwbQZqnuXZQfxr4IFCufOwG4qqqznz1jgIDlT8PAKcAKs9PVV4vSVKNjHi1K/3NkkMdiGfp6zajU+QBXq3MFKh9skAtSZIkSZK0KEM92l1/zTIoMZKaKVDLDOqLedUVg6zw2vjEnQcolsoXf8M5ONVppvWKjPeQOpZwLcUgSkTGj51+TAj+Zss/cGXf1fzT9r/n0fFHLrqdeC6Ky9yDQ01QNPXUcslSG9Jf7AVCiNuASVVVdwghtlZrx0KItwNvB+jt7WXbtm3V2nTdJJPJlly31Brm8/VVVlUMCty7cz996aO1Xdgc7DuewSboiO+PRv0ceDz2OHr0HN3xlOz0mIN0MsmuRx5oyL6LZZVRnfwczUUymWT7g/c3ZN/5kspJeVGt6WVT8thLkqTqa7YO6lBCi+2THdQXp9cpfODW1bzjGzv4/o5RXnfVknm9P5uaxiLyJHVyQKLUucy+5bAPYmOH8A2tnH3coDPw8ef9G2+/6/f5y/vfxxde+D9c0rP6vNuJZyP4HavQizKqVRaopfm5aIEauA54mRDidwAz0A18BnAKIfSVLulBYKzy+jFgCBgVQugBBxB59kZVVf0i8EWAzZs3q1u3bl3kX6X+tm3bRiuuW2oN8/36GtnzADmTia1br6rdoubow4/9lsuXuNi6dVOjl1Jzjfo58Mv7f4m31Mfl195Q9323ol2PPMCma57XkH1HsgUGZQfUnGx/8H62XN+Yr+nRZB632dCQfUtzt+Ph++WxlyRJVee1mzDqlKYpUIeTWge1V2ZQz8mta3vZtMTJp+4+yO2XDWAx6ub83lRUuysxqZQYlgVqqUM5+kcAyEw+t9nNbuzi0zf9F2+78y28Z9uf8pVbvo7f3n/O7UzlothU7eeWYpNBCtL8XDTiQ1XVD6mqOqiq6jDwOuC3qqq+EbgXeFXlZb8L/KTy559WPqby/G/VxUwskCRpTkZ89qaI+CiVVSamsnJAYo0FU0E5IFGSJEmSJKkKFEUw4LI0TcTHTIG6xyYvcM+FEIK/fNFqgtM5vvrw8Xm9Nx2fACBJDocsUEsdytO/nLIqKEdPnPN5n7WXT9/032SLWd5z7zuZyk095zWZYppsKYOtqPXB6uyemq5Zaj9zzaA+l78A3iuEOIyWMT0z2vMrgLvy+HuBv1zcEiVJmosRr52xeIZMvrHTx8PJHIWSKgvUNRZMB/FYfY1ehiRJkiRJUlsYdFmaqoPaaTVg0C3mdL2zXL3czc2rfXx222Hi6fyc31eYmqQApNUcTplBLXUoo9lKSPRgmD513tescI7wiRs/xWjyFB+47z3kSrmzno9mogBYC5VtdssCtTQ/8/qNp6rqNlVVb6v8+aiqqlepqjqiquqrVVXNVR7PVj4eqTzf+EBcSeoAIz47qgpHQo3toh6Lawf2A05zQ9fRzspqmcn0JB7ZQS1JktQShBBDQoh7hRD7hBB7hRDvrjzeI4S4SwhxqPJ/V+VxIYT4DyHEYSHEHiHE5Y39G0hS+2uqAnUiL/OnF+CDL1pFMlfks9uOzPk9pUSIqcqFANlBLXWyiMGPPTN2wddc0Xslf3fNP/JkaCd///DfUFZPDyaNZMMA2CsNcxaHbKaS5kdekpWkNjHiswONL1CPx7MAsoO6hmLZGIVyAY9F/tKXJElqEUXgfaqqrgG2AO8UQqxBu9PwHlVVVwL3cPrOwxcDKyv/vR34XP2XLEmdZdBlJZzMkS009m5E0DqoPXJ+xbyt7uvmlZsG+erDxwnE53axQU2GiSpaZrXTLAvUUudKWgZwF8Yv+rpbhl/Muy9/L/ec/A2f2flvs49HstroOXtW66y2OeW5qjQ/skAtSW1i2GNFETQ8h3rmYNDvkAXqWgmmtWEuMoNakiSpNaiqOq6q6s7KnxPAfmAAuB34WuVlXwNeXvnz7cDXVc12tOHk/vquWpI6y6BLO3Zthi5qrUAtO6gX4s9fuBJU+NRdB+f0eiUTZlLRMnOdsoNa6mCF7iG8apR89uJZ/G9Y/RZeu+oN3HHgG3xr//8BEM1oBeruTJaSKrA55JBEaX5kgVqS2oRJr2Op29bwAvVYPIPdpKfbrG/oOtqZWW/m9hW3M9S9rNFLkSRJkuZJCDEMbAIeBXpVVZ1pV5oAZq48DgBnBkGOVh6TJKlGTheoGz8oMZyUER8LNeiy8pZrlvKDnaMcDCYu+np9Nsa4XrsT1WGUBWqpcyk9S1GESjhw8ZReIQTvufz93Dz0Aj6985PcdeJOolktg9qZTTEl7Cg6Xa2XLLUZWUGSpDaywmtveIE6EM/Q7zQjhGjoOtrZ8v/P3n3HV13dfxx/nZu9QyAJhBX2nqKAgOLChXtr3aOuVltrqx2u1rY/ba11tlpXW0etW1GchKHsvfdKCAGyyF73/P64FwoCIYHc+73fm/fz8ciD5Hu/4xM+J/d7cnK+n5PSnd+N/R3bKuqcDkVERJrBGJMIvAvcba3dve+90lprjTG2mee7BV8JEDIzM8nJyWnBaIOnvLzctbFLaGtO2yqu9tVS/Wb2YsiPCmBUjattsJTX1FO2M4+cnJ2OxRFMLf0eMDTaEhMBv3j9W+4a3vi6OHEVBeTH+f84sWw1pRGHL3HQmlWWl7Nw5vSgX7fea8mN0O+XTVVeXs6sGdOadUypfxhh2XdfsmVbUZOOOYsz2RSzgQdm/JL+cf1I8CQQUVbAbpJY70A7kaaprgjNfpcGqEXCSM+MRKau2UF9g5dIh1b93lZapfrTIiIi32OMicI3OP26tfY9/+YCY0wHa22+v4THDv/2PKDzPod38m/bj7X2BeAFgBEjRtjx48cHKvyAysnJwa2xS2hrTtvyei2/mD6Z+PTOjB/fN7CBNWJrUSV8OYXjBvdl/LFdHIsjmALxHrA5ah2Pf76ahOzBHJuddsj9Vs74BYXRsUA1xx9/OpEeDZE0ZuHM6QwbPS7o1y2srqOT6rI32awZ0xg19oRmHbNjawfY8BvS4y3DmnHs4JoR3PzFtawsW0m7+PYkeSqojEx1pJ1I08z/blpI9rtU4kMkjPTMSKSuwbK5yLlHE/NLqlV/WkREZB/GN1X6JWCltfaJfV76CLjW//m1wIf7bL/G+IwCSvcpBSIiAeDxGDq2iXO8xMeuct8CYyrxcXSuH5NNRlIMf/xsFdYe+uGUxIZSiqOiSYpO1uC0tGptO3SjzkbArqbVb98jNSaVv570HAClNUUk1JdQFZUagAgl3GmAWiSM9Mzw1U9zqsxHdV0DhRW1dExt/FE6ERGRVmYMcDVwsjFmkf/jLOCPwGnGmLXAqf6vAT4FNgDrgBeB2x2IWaTV6dQmzvFFEneV1wIaoD5a8dGR3H1qb+ZvLuarlTsOuV+Kt5TdkZFaIFFavYjISJYljGRIwYcUbtvUrGOzEjvy8PGPctfwR0j0llEXnRqQGCW8aYBaJIz0SE8AnBug3lbi69CrxIeIiMj/WGtnWGuNtXawtXao/+NTa22htfYUa20va+2p1toi//7WWnuHtbaHtXaQtXae09+DSGsQGgPU/hnUSRqgPlqXjuhE93YJPDZ5FfUN3gNer62pJtlUUhaBBqhFgNQL/kQkDeT/955mH3ta9hkcmzmOFFtGvX6e5AhogFokjCTFRtE+OZb1jg1QVwMaoBYRERER9+nUJp5d5TVU1zU4FsOuMt8AddsE1ds9WpERHu49vQ9rd5Tz3oIDyvhTWrgdgPIILykaUBOhfbd+zOt8LceWfcPqmZOafXxtVRkxpg5v/KHrvoscigaoRcJMz4xE1u10dgZ1Rw1Qi4iIiIjLdGrj68M6OYt6V3kNSbGRxEZFOBZDODljYHuGdE7lL1+tOeAPD7sLCwAop5aUmFQHohMJPf0vfZBtJoOUKb+krramWcdWlfjK6Zj4toEITcKcBqhFwkzPjETWFpQ7MvNjW2kVxkBmsmpQi4iIiIi7/G+A2rmFEneV15Ku+tMtxhjD/Wf2Jb+0mte+27Tfa5Ul27FAha1WiQ8Rv9j4RHJHPkg37xaWvvdYs46tLt0FQERiu0CEJmFOA9QiYebUfplU1TUwedn2oF97W0kV6YkxREfqrUVERERE3KVTm3jA2RnUO8trtEBiCxvVvS3j+6Tz7JR1lFbW7d1eU7qD3R5DA14NUIvsY+DJl7M4dgRD1j5P4fbNTT6uvmwnANHJ6YEKTcKYRpFEwszxPdqS3Tae12c3/UbSUraVVKv+tIiIiIi4UnpiDNERHsdLfLRLUv3plvbz0/tSVlPP81PX791WX7aTYo+vlIpqUIv8j/F4SDj/CaKpY9vb9zb5uIbyQgBiUzSDWppPA9QiYcbjMVxxXBfmbipmTUFZUK+9raRK9adFRERExJU8HkPHNnGOlvgoLK/VDOoA6J+VzAVDO/LKtxvJL/X/AaJiF0X+AWrNoBbZX8eeg5jb8Qcct/tL1sz5vGkHVfhKfMSnZgQwMglXGqAWCUMXH9OJ6AgPb8zeErRrWmvJK6kiK1X1p0VERETEnTq1iXNsBvXGXRWUVtXtrYUtLesnp/XGWnjyy7UAmKpCciMTAA1QixxM30sfYjvtSPzqPurrag+7v6eqGIDEVJX4kObTALVIGGqbGMMZA9vz7oJcqmqDs1hicWUdNfVeOqSoQy0iIiIi7uTkAPVLMzYQHeHh/GEdHbl+uOucFs8PRnXlv/O3sm5HGVHVRWyP8NUd1wC1yIHiE1PYctxv6OHdxJL3/3zY/SOqiyklgcgolSmS5tMAtUiYumpkF8qq6/l4ybagXG9l/m4AOmrGh4iIiIi4VKc28ewqr6G6LjiTPPYorqjlnfm5nD8si4wkPZEYKHee3JP46Egem7ya2LpidkX5fndJiUl1NjCREDXw1B+wJGY4g1Y/Q1FBbqP7xtQWs9skBykyCTcaoBYJU8d1S6NnRmLQyny8OH0DaQnRjOulBRFERERExJ32lNcI9izq12dvprrOy03jugf1uq1NWkI0t57YnS9WFBBdU0xRZDSxEbHERmqSjcjBGI+H+POfIJYacg+zYGJsXSkVERqgliOjAWqRMGWM4crjurBoawnLt5UG9FrL8krJWb2TG8d2Iz46MqDXEhEREREJlP8NUAdvocSa+gZem7mZE3qn0zszKWjXba1uGNuN9KQYUtlNSVSkynuIHEbHXkOY2+FKRpZOZu38rw+5X0J9CVWRqcELTMKKBqhFwthFwzsRExn4xRKfnbKOpNhIrh7dNaDXEREREREJpE5tfDWJgzmD+sNF29hZVsPN47oF7ZqtWXx0JHed3IM2lFEW4SFFA9Qih9XnskcooC3xX/yChvr6g+6T6N1NbXRqcAOTsKEBapEwlhIfxcTBWXywMI/ymoPfRI7Wuh1lTF6+nWtHZ5McGxWQa4iIiIiIBEN6YgzREZ6gDVBba3lp+kb6tk9ibE+VyguWy4a2ZWPScKpjIzVALdIECUmpbBrxS3o2rGfJB08cdJ9kW0adfp7kCGmAWiTMXTmyCxW1DXy0KDCLJT43ZT2xkRHcMFYzPkRERETE3TweQ8c2cUEr8TF97S5WF5Rx07juGGOCck2BqLhkev7sGyqiPCrxIdJEgyZcx7LooQxc9RQlO/P2e62mqoIEU4M3Ls2h6MTtNEAtEuaGd0mlb/skXp+9GWtti557a1ElHy7expUju5CWEN2i5xYRERERcUKnNnFBm0H94vQNpCfFcM6QDkG5nuyvpKZYA9QiTWQ8HmLOe4I4W82W//xiv9fKinf49onXALUcGQ1Qi4Q5YwxXjezC8m27WZLbsosl/m3qeiKM4ZYTtNq4iIiIiISHYA1Qr9q+m+lrd3Hd8dnEREYE/Hqyv6r6KmoaqkmJSXU6FBHX6NRnGHPbX8bIkkmsXzBl7/aKogIAPAkqVSRHRgPUIq3A+cM6Eh8dweuzN7fYOQt2V/PfeblcPKITmcmxLXZeEREREREndWoTz67yGqrrGgJ6nZembyQuKoKrRnYJ6HXk4EqqSwA0g1qkmfpc/ig7SCPm85/vXTCxqnQXANHJGqCWI6MBapFWICk2inOHZPHx4nxKq+pa5JwvTttAg7XcekKPFjmfiIiIiEgo6JwWD8C8TcUBu8aOsmo+XLSNi4/pRGq8SuU5oaimCIDUWA1QizRHfFIqG4ffR6+GdSz58K8A1JbtBCAmOd3J0MTFNEAt0kpcNbIrVXUNfLAw7/A7H0ZRRS2vz97CuUOy6NI2vgWiExEREREJDaf2y6BLWjy/+mAplbX1AbnGP7/bTJ3Xy41aaNwxxdW+P0CkRKc6G4iICw0640aWRw2i/8onKSncTkO5bwZ1fGqGw5GJW2mAWqSVGNQphUEdU3hj9pajXizxlW83UlXXwO3jNXtaRERERMJLfHQkj188mM2FlTw2eXWLn7+ytp5/z97Maf0yyW6X0OLnl6bZM0CdGqtF3USay3g8RJ77BIm2ks1v/QJb6XsiITEt0+HIxK00QC3Silw1sgurC8qYv/nIH1fcXV3Hq99t4owB7emVmdSC0YmIiIiIhIaR3dty/ZhsXv1uEzPXF7boud9dkEdJZR03a6FxR+0doFYNapEj0qXfCOZkXsJxRR/jLVhJuY0jOkbrU8mR0QC1SCtyzpAsEmMieWP2liM+x79mbqasup47TurZgpGJiIiIiISWn5/el+y28dz7zmIqalqm1IfXa3l5xkaGdEphRFcNjDqpuKYYj4kgMUqTbkSOVK/Lfk+RSWFA9Xx2G/0syZHTALVIK5IQE8kFwzryydJ8iitqm318VW0DL8/YyIm90xnUKSUAEYqIiIiIhIa46Aj+dMkQ8kqq+P2nK1vknF+tLGDjrgpuGtcdY0yLnFOOTHF1MSnRqcqDyFFITElj7ZBfkGbK8ehHSY6CBqhFWpkrR3ahtt7Luwtym33sm3O2UFhRy50na/a0iIiIiIS/Edlp3DS2G6/P3sL0tTuP+nz/mL6RjqlxnDmwfQtEJ0ejuLqYFJX3EDlqQ86+hSoTR5KpgqNc70paLw1Qi7Qy/TokM7xLKm/Mad5iibX1Xl6YtoHjuqVxbLYWEhERERGR1uGeCX3okZ7AL95ZQll13RGfZ/HWEuZsKuL6MdlERuhXcacV1xSTEpPqdBgirmc8HuyP5pF/y3zQEwlyhHRXFGmFrhzZlQ07K5i1oajJx7y3IJftu6u5U7WnRURERKQViY3ylfrYvruaRycdeamPf8zYSFJMJJcd27kFo5MjpRnUIi3HJGdhY1UGVI6cBqhFWqGJgzuQHBvJ67M3N2n/+gYvz09dz+BOKYzr1S7A0YmIiIiIhJZhXdrwwxN78NbcreSs3tHs4/NKqvh0aT6XH9eZpNioAEQozaUZ1CIioUMD1CKtUGxUBBcf05nPl29nV3nNYfeftDSfzYWV3D6+pxYREREREZFW6e5Te9E7M5H73l1KaVXzSn28+u1GAK4b0y0QoUkz1XvrKa0pJSVaM6hFREKBBqhFWqkrR3amrsHy33mNL5bo9VqenbKO3pmJTOifGaToRERERERCS0ykr9THzvIafvvJiiYfV1Zdx1tztnLWoA50TI0LYITSVHXeOi7pfQl92w5yOhQREUED1CKtVs+MJEZ2S+PNOVvweg+9WOKXKwtYU1DO7eN74vFo9rSIiIiItF6DO6Vy+/gevDM/l69XFjTpmP/M3UpZTT03j9Ps6VARFxnHA6Mf4Nj2Y5wORURE0AC1SKt25cgubCmqZMa6XQd93Vrf7OkuafFMHNwhyNGJiIiIiISeH53ci77tk7j/vaWUVNY2um99g5dXvt3Ecd3SGNwpNTgBioiIuIwGqEVasTMGtictIZo3Zm856OvT1+5iSW4pt43vQWSE3i5ERERERKIjPfzpkiEUVdTy8MeNl/r4bNl28kqquHlc9yBFJyIi4j4acRJpxWIiI7jkmE58ubKAgt3VB7z+zJR1tE+O5cLhHR2ITkREREQkNA3smMKdJ/fk/YV5fL58+0H3sdbyj+kb6NYugVP6ZgQ5QhEREfc47AC1MSbWGDPHGLPYGLPcGPOwf/urxpiNxphF/o+h/u3GGPOUMWadMWaJMWZ4gL8HETkKVxzXhQav5e25W/fbPndTEXM2FnHLCd2JiYxwKDoRERERkdB0x0k9GZCVzK/eX0pRxYGlPuZuKmZxbik3jO2mtVxEREQa0ZQZ1DXAydbaIcBQ4AxjzCj/a/daa4f6Pxb5t50J9PJ/3AI837Ihi0hLym6XwNie7XhzzhYa9lks8Zlv1tE2IZorjuviYHQiIiIiIqEpKsLDny8dQmlVHQ98uOyA11+cvoE28VFcPLyTA9GJiIi4x2EHqK1Puf/LKP+HbeSQ84B/+o+bBaQaY7S6mkgIu2pkF7aVVjN1zQ4AluWVMnXNTm4Y2424aM2eFhERERE5mL7tk7n71N58siSfSUvy927fuKuCr1YW8INRXdWfFhEROYzIpuxkjIkA5gM9gWettbONMbcBjxpjHgC+Bu6z1tYAHYF9awXk+rflf++ct+CbYU1mZiY5OTlH+a0EX3l5uSvjFncIZvuK8lpSYgx/nbQQz/ZYnllYTVwkdKvfSk5OblBicCsn3wfqvBaP0eOiTVFZXs7CmdMduXa915IboTw1RXl5ObNmTHPk2rUNli16/DrkVVeo7yUioeeHJ3Tn8+Xb+c2HyxjZPY12iTG8PGMjUR4PV4/u6nR4IiIiIa9JA9TW2gZgqDEmFXjfGDMQuB/YDkQDLwC/AB5p6oWttS/4j2PEiBF2/PjxzQo8FOTk5ODGuMUdgt2+rq5bzXM56zBZA5j/+RzuGN+Ts07rE7Tru5WT7wPbKuqIjdBat02xcOZ0ho0e58i1C6vr6JQY7ci13WbWjGmMGnuCI9fOLa+lbWyUI9eWppv/3TT1vUQk5ERGePjzJUM4+6kZ/OaDZfz+gkH8d/5WzhuaRUZSrNPhiYiIhLxmjWxYa0uAKcAZ1tp8fxmPGuAV4Dj/bnlA530O6+TfJiIh7PLjOmOB2/89n9jICG4Y283pkEREREREXKFXZhI/ndCbz5Zt54f/mk91nZebxnV3OiwRERFXOOwAtTEm3T9zGmNMHHAasGpPXWljjAHOB/asCvERcI3xGQWUWmvzDzixiISUTm3iGd87nYraBq4c2YW0BM34FBERERFpqpvHdWdYl1TmbCrihN7p9Gmf5HRIIiIirtCUEh8dgNf8dag9wNvW2k+MMd8YY9IBAywCbvXv/ylwFrAOqASub/GoRSQgfnhiD7YWV3HLCZrtISIiIiLSHBEew58uGcKP31zIXaf0cjocERER1zjsALW1dgkw7CDbTz7E/ha44+hDE5FgG9W9LV/99ESnwxARERERcaUe6YlM+rEz616IiIi4lVbXEhERERERERERERFHaIBaRERERERERERERByhAWoRERERERERERERcYQGqEVERERERERERETEERqgFhERERERERERERFHaIBaRERERERERERERByhAWoRERERkQAzxrxsjNlhjFm2z7ahxphZxphFxph5xpjj/NuNMeYpY8w6Y8wSY8xw5yIXEREREQksDVCLiIiIiATeq8AZ39v2GPCwtXYo8ID/a4AzgV7+j1uA54MTooiIiIhI8GmAWkREREQkwKy104Ci728Gkv2fpwDb/J+fB/zT+swCUo0xHYITqYiIiIhIcEU6HYCIiIiISCt1N/C5MeZP+CaOHO/f3hHYus9+uf5t+fsebIy5Bd8MazIzM8nJyQlwuIFRXl7u2tgltKltuYOTearzWjzGOHJtN6osL2fhzOlBv26915IboTw1VXl5ObNmTAv6dWsbLFs8ylOoq64IzXujBqhFRERERJxxG/ATa+27xphLgZeAU5t6sLX2BeAFgBEjRtjx48cHJMhAy8nJwa2xS2hT23IHJ/O0raKO2Ag9WN5UC2dOZ9jocUG/bmF1HZ0So4N+XbeaNWMao8aeEPTr5pbX0jY2KujXleaZ/920kLw3Gmut0zFgjNkJbHY6jiPQDtjldBASttS+3EF5cgflyR2UJzkcJ9tIV2tt+tGcwBiTDXxirR3o/7oUSLXWWmOMAUqttcnGmL8DOdbaN/37rQbGW2vzGzm3W/vToJ99CRy1LXdQntxDuXIH5UkaE5L96ZCYQX20nX2nGGPmWWtHOB2HhCe1L3dQntxBeXIH5UkOJwzbyDbgRCAHOBlY69/+EXCnMeYtYCS+getDDk6De/vTEJZ5lRChtuUOypN7KFfuoDxJY0K1fYTEALWIiIiISDgzxrwJjAfaGWNygQeBm4G/GmMigWr89aSBT4GzgHVAJXB90AMWEREREQkSDVCLiIiIiASYtfaKQ7x0zEH2tcAdgY1IRERERCQ0aDWAo/OC0wFIWFP7cgflyR2UJ3dQnuRw1EbCk/IqgaK25Q7Kk3soV+6gPEljQrJ9hMQiiSIiIiIiIiIiIiLS+mgGtYiIiIiIiIiIiIg4QgPUIiIiIiIiIiIiIuIIDVCHAGOMcToGEXGW3gdEWo5+nkRaH/3ci4jeB0Rajn6eJNg0QO0QY0w7Y0wK+FZqN8YoF9IijDFRTscgTWOM6WGMGQF73wfUCQhBxpgTjTE/cDoOaZwxJssY0xn08yQH0r0xPKk/LYGk9w13UH/aHdSfdgf1p6Uxgb4vqhPnAGPMmcCnwIvGmHcArLVeZ6OScGCMOQ34hTGmm9OxSOOMMWcDHwOPG2NmgToBocgYczrwF2Dj97YrTyHEGHMWvvvqP4wxU0A/T/I/ujeGJ/WnJZD0vuEO6k+7g/rT7qD+tDQmGPdFDVAHmTHmJHxvzr8CbgYSjTH3ORuVhANjzEh8N5RjgIvUoQ5dxpgBwO+AH1hrTwJ2GGO6g68T4Ghwspcx5gTgXeBaa+23xpgkY0wiKE+hxJ+nJ4A7rbWnAzXGmKdBeRLdG8OV+tMSSHrfcAf1p91B/Wl3UH9aGhOs+6IGqIPE+MQA/YH7rbVfWmtLgZeAJGejkzBhgWuAJ4GOwKX7vnHoL58hpRxYCOw0xrQFxgCPGmMm+zvbyldoqAa2A92MMXHAf4DXjDGfGmP6gfLkNGNMJJAJ/NpaO8O/+TdAhHNRSYjRvTGMqD8tQaL3DXdQf9od1J8OcepPSxME5b6oAeogsT41wDvAnH0SuB0Y5VxkEi6stXOAD6y1U4FP8N1kLtesj5BUAXiB3wPfAn+01l4BrMA3I0x/qQ4B/p+py/HNztkBTMJ3Y14N/NW/j/LkIGttPfAZMGOfzZXACGNMNKiGaGune2N4UX9agkHvG66h/rQLqD8d+tSflsMJ1n0xsiVPJgdnjBmDr9O8Glhorc3b5+UqING/301AF2vtA8GPUtzIGDMBOB1YCSyw1i4AsNZ+bXwLBZ0JnGaM6QqkAbc5Fmwr58/VBGAVMBW4A8gGfg18CGCt/akx5gtjTC9r7VqnYm3NjDF9gAJrbQmAtXaeMeYW4Fhr7bP+3X7in/WRZa3d5lSsrZkxZjxwKrAVmG6tXeHfHoHvvhphra01xtwADDTG3KNffloP3RvDk/rTEkh633AH9afdQf1pd1B/WhrjxH1RM6gDzBgzEfg70Ak4D7jRGBO7z4yPDcBiY8wlwC34ZoSIHJa/TtQzQC6QAbzjb28AWGu/BP4BXI3vr9QvOhGn7JerPHx/bfwcmGCtXQ2sA44xxrQzxlzgf73YsWBbMf/Pz0rgPmNMuz3brbWz8OVvz35XAO3wddwkyPx5egqoBboBPzPGpANYaxuATfjuqzcBtwKvqTPdeujeGJ7Un5ZA0vuGO6g/7Q7qT7uD+tPSGKfui5pBHUDGmF7AQ8AN1to5xphTgPuAZ6y11Xt2A24CxgIXWWtXOhKsuFE28LG19i8AxpilwL+MMT+w1k7y79MHGI7vr9UrnAlTODBXS4B/GmPOx/eY2++Ai4Cu+BZ62eVQnK2WMSYF3wyCXwLDgB8ZY56y1hbC3hWsI4Ar8b2PX2qt1S8+QWaM6QLcBdxqrf3OGNMX389PArDTv1sscBlwAjDRWrvKkWDFKdno3hhW1J+WIMhG7xtukI360yFN/Wl3UH9amiAbB+6LmkEdWBvxFRFfAr6p8PhqZQ3ZZ58a4G3gfHWmpZl24nuUAgBr7cf4/oL1hDFmqH/zamCEOtKOO1iurgVewFc38zrgZ8B51tqlTgTY2u1ZZMta+0fgXmAEvk51+j67Rfk/LrLWLncgTPHNmnoe36JI+DvLdcC4PTtYayuB54Cz1ZlulXRvDD/qT0ug6X3DHdSfDnHqT7uG+tNyOI7cF41m6QeGMcZjrfXu83WEtbbBGPMe8Iq19mNjzHH4FnGo32cGiEiT+Bcs+ApYYa29dZ/tD/u3/cex4GQ/jeTqt8Ay5Sr0+GcWPA/Ms9Y+6H9cdLm1do3DobVaxhiz76OF+9xXn8WXp1eMMSfju6/usr4FX6SV0b0xvKg/LcGg9w13UH/afdSfDj3qT0tTOHVf1AzqANm3M+235/96K5BvjDkH+D8gSZ1paS7/L2y1+IrWn2CM+fs+dRjjgAHORSf7OkyuYlCuQo4xJtJauwXfQg99jDFf4VsNXn/RddBB6t7t+Tnagu++ejbwKBCtznTrpHtj+FF/WgJN7xvuoP60+6g/HZrUn5bDcfK+qBrUAbJnxseev1BZa+v8LxXiKyBeC9xkrc13LkpxK3/birHWVhljhgPvAq8aYyxwHL76axIClCv32Of9uh7AWrvFGLMcX422E61Wgg8J388Tvkf7/wFsw1ejdotz0YlT/O1C77dhRv1pCTS9b7iD8uQe6k+7g/rTcjBO96c1QN1C/Au2HIdvtdNv/W/E0dbaWmPMCGCYtfZFIBnoD/S31q53LmJxC2NMNlBgra3aZ5ux1tYYY04EegHnAscD7YFHdeN3hnLlDo3kyRpjjgfGWWv/zxjTHsgCTrWqkRd0TcjTCdZX47AOXy3DK62165yJVoLNGDMOOBYoAKZYa7f5H1PV+62LqT8tgaR+mjsoT+6g/rQ7qD8tjQm1/rRKfLQAf42e5/D9QA8DvjDGDPJ3pscBL+HraAP8ChikzrQ0hTHmXGADcJsxJmnPdv8NZTjwBLDTWttgrZ1urf2vOmjOUK7coQl5ehpY5t+2HfiptXaRE7G2Zs3JE75ZlKPUmW49jDETgWfwdZRHA78yxiRaXw1Fvd+6lPrTEkjqp7mD8uQO6k+7g/rT0phQ7E9rkcQWYIz5KZBqrX3A//WPgN8AJwIdgATrW8Qlap9HE0UaZYxpCzwG7AL6AV/iWxCo3P/6RKDCWjtlz19BnYu2dVOu3KGZedpvYS4JnmbmSffVVsYY0wN4Fd8vu3P9HeifA3dYawv1fute6k9LoKif5g7KkzuoP+0O6k9LY0K1P60B6qOwz6MRlwBjrbV37fPaj4AbgDOstQW6iUpzGWOigCHW2nn+x1ofA94D/mWtLd1nv0irBQwcpVy5g/LkDsqTNMY/A+hc4M09v/QaYz4FnrfWfrzPfhHW2gaHwpRmUH9aAk33FXdQntxBeXIH5UkaE6r9aZX4OAr7dJCnAScbY+6HvR3tp4GpwIjv7SvSJP6/Yi7wfz4P+AVwIXANgDHmTGNMB91QnKdcuYPy5A7KkzTGWlsG/Mf6FnDZs5bKTqAewBgz1hjTToPT7qH+tASa7ivuoDy5g/LkDsqTNCZU+9MaoD4C/h/mp/Z8ba0tAM4DfmSMuX+fznMk0MOJGMWdvt+2AOPf7rHWzsV3YznNGPMe8CwQ50CYgnLlFsqTOyhP0piDtA/7vX+3A0XGmPOBPwAxQQxPjpD60xJIuq+4g/LkDsqTOyhP0hg39Kc1QN1MxrfS6UvA8caYf+/Zbq3dAIwFLjHGPGOM+RtwMvCFM5GK2xysbVlfgfoI/1+2jP/Gsg5fWzvX3+4kyJQrd1Ce3EF5ksY00j48+8zqqAZexrdw3m3W2jxnopWmUn9aAkn3FXdQntxBeXIH5Uka45b+tAaomy8BeAgYA8QYY97Y84L/B/wM4GNgCXCBtXaVE0GKKx20be1zY7HGmI5AR2CCtXbZoU8lAaZcuYPy5A7KkzTmUO3Da3z1FQFqgbbAFWofrqH+tASS7ivuoDy5g/LkDsqTNMYV/WktkngEjDHJ1trdxpg04G9Ag7X2in1fczZCcavDtK00a22RMSbBWlvhbKSiXLmD8uQOypM05jDtIxZfp7uNtXadk3FK86g/LYGk+4o7KE/uoDy5g/IkjXFDf1oD1EfJGNMOeB4oBGYBvYFHrLXVjgYmrneQttUHeNBaW+toYHIA5codlCd3UJ6kMQdpH/2AX1otiuhq6k9LIOm+4g7KkzsoT+6gPEljQrU/rQHqJvDX62n0P8oYsxrIAE601i4JTmTidmpb7qFcuYPy5A7KkzRG7SM8Ka8SSGpf7qA8uYPy5A7KkzTGje1DNagbYYxJM8bE75tUY0yk/98Oxpgk/+fnA1HA2FBIqoQ+tS33UK7cQXlyB+VJGqP2EZ6UVwkktS93UJ7cQXlyB+VJGuPm9qEB6kMwxpwHvAb82xhztTFmBIC1tt4YcxLwLNDOv3stcKa1drkz0YqbqG25h3LlDsqTOyhP0hi1j/CkvEogqX25g/LkDsqTOyhP0hi3tw+V+DgIY0xv4F3gMnzJOwfoBDyHrz7LdOBxa+27jgUprqS25R7KlTsoT+6gPElj1D7Ck/IqgaT25Q7KkzsoT+6gPEljwqF9RDodQIhqB+Raa1cAGGPaALcDlwI7gfOstQXGGANwuLouIvtQ23IP5codlCd3UJ6kMWof4Ul5lUBS+3IH5ckdlCd3UJ6kMa5vHyrxcXDLgN3GmF/7vx4GrAGqgWxrbQH4EhqKSZWQprblHsqVOyhP7qA8SWPUPsKT8iqBpPblDsqTOyhP7qA8SWNc3z5U4sPPGNMJKLPWlvoLiJ8E3IFvEN9aa88zxlwBnAFcF6oJldCjtuUeypU7KE/uoDxJY9Q+wpPyKoGk9uUOypM7KE/uoDxJY8KtfajEB3tXr/wj8IIx5l/W2p3Al8aYr4EMfNPhAZKAklBPqoQOtS33UK7cQXlyB+VJGqP2EZ6UVwkktS93UJ7cQXlyB+VJGhOO7aPVz6A2xqQDbwFbgFxgB/CWP7n77nc3cD3wA2vt0mDHKe6jtuUeypU7KE/uoDxJY9Q+wpPyKoGk9uUOypM7KE/uoDxJY8K1fagGNZQCdwO3AouAnsDlxpgMgD0FxIEI4Co3JFVChtqWeyhX7qA8uYPyJI1R+whPyqsEktqXOyhP7qA8uYPyJI0Jy/bRamdQG2O6ANuBSGtt5T7bLwJOBNZaa582xgy31i5wKk5xH7Ut91Cu3EF5cgflSRqj9hGelFcJJLUvd1Ce3EF5cgflSRoT7u2jVc6gNsacDXwKPAO8Yozpu+c1a+27wFQg3RjzATDVGNPRkUDFddS23EO5cgflyR2UJ2mM2kd4Ul4lkNS+3EF5cgflyR2UJ2lMa2gfrWqA2vh0xldI/E7gN8BcYIoxZsCe/fzJ7Q4MBY631uY5EK64iNqWeyhX7qA8uYPyJI1R+whPyqsEktqXOyhP7qA8uYPyJI1pTe0j0ukAgslaa40x24CZwFpgh7X2T8aYOuALY8xJ1to1xpgOwHDgfLfUahFnqW25h3LlDsqTOyhP0hi1j/CkvEogqX25g/LkDsqTOyhP0pjW1D5aTQ1qY0xPoA2wAXgOmG+tfWyf138O9Adus9ZWGWMSrbXlzkQrbqK25R7KlTsoT+6gPElj1D7Ck/IqgaT25Q7KkzsoT+6gPEljWlv7aBUzqI0xE4HfA8XAUuB14CljTIS19g/+3d4G7geqAdycVAketS33UK7cQXlyB+VJGqP2EZ6UVwkktS93UJ7cQXlyB+VJGtMa20fYD1AbY44HHgeutNYuNMa8ABwHHA/MMsZEAG8BY4FjgFR8DUCkUWpb7qFcuYPy5A7KkzRG7SM8Ka8SSGpf7qA8uYPy5A7KkzSmtbaPsC/x4U9sb2vtq/6v04FXrbVnG2O6A7/G99eGkcB1bq3VIsGntuUeypU7KE/uoDxJY9Q+wpPyKoGk9uUOypM7KE/uoDxJY1pr+2gNA9QRQIK1drf/8w7Ax8BZ1tp8Y0xXIM+/T6mTsYq7qG25h3LlDsqTOyhP0hi1j/CkvEogqX25g/LkDsqTOyhP0pjW2j48TgcQaNbaBmvtbv+XBigBivxJ/QHwSyAqnJIqwaG25R7KlTsoT+6gPElj1D7Ck/IqgaT25Q7KkzsoT+6gPEljWmv7CPsZ1AdjjHkVyAcmEEbT4cV5alvuoVy5g/LkDsqTNEbtIzwprxJIal/uoDy5g/LkDsqTNKY1tI9WNUBtjDFAFLDS/+8p1tq1zkYl4UBtyz2UK3dQntxBeZLGqH2EJ+VVAkntyx2UJ3dQntxBeZLGtKb20aoGqPcwxlwHzLXWLnc6FgkvalvuoVy5g/LkDsqTNEbtIzwprxJIal/uoDy5g/LkDsqTNKY1tI/WOkBtbGv8xiXg1LbcQ7lyB+XJHZQnaYzaR3hSXiWQ1L7cQXlyB+XJHZQnaUxraB+tcoBaRERERERERERERJzncToAEREREREREREREWmdNEAtIiIiIiIiIiIiIo7QALWIiIiIiIiIiIiIOEID1CIiIiIiIiIiIiLiCA1Qi4iIiIiIiIiIiIgjNEAtIiIiIiIiIiIiIo7QALWIiIiIiIiIiIiIOEID1CIiIiIiIiIiIcIYk2OMucnpOEREgkUD1CIicgB1ikVEREREjpz60yIiTacBahERERERERERERFxhAaoRUQCxBjzC2NMnjGmzBiz2hhzijHGY4y5zxiz3hhTaIx52xiTts8x1xhjNvtf+40xZpMx5lT/aw8ZY/5rjPm3/5xLjTG9jTH3G2N2GGO2GmMm7HOuFGPMS8aYfH8cvzPGRPhfu84YM8MY8ydjTLExZqMx5kz/a48C44BnjDHlxphnDvN9DjDGfGmMKTLGFBhjfhmI/08RERERaV1aUX/6NGPMKmNMqX9fE4D/ThGRkKUBahGRADDG9AHuBI611iYBpwObgB8B5wMnAllAMfCs/5j+wHPAVUAHIAXo+L1TnwP8C2gDLAQ+x/de3hF4BPj7Pvu+CtQDPYFhwARg38cMRwKrgXbAY8BLxhhjrf0VMB2401qbaK29s5HvMwn4Cpjs/356Al8f9j9IRERERKQRrag/3Q54D/i1/zzrgTGH/Q8SEQkjGqAWEQmMBiAG6G+MibLWbrLWrgduBX5lrc211tYADwEXG2MigYuBj621M6y1tcADgP3eeadbaz+31tYD/wXSgT9aa+uAt4BsY0yqMSYTOAu421pbYa3dAfwFuHyfc2221r5orW0AXsPXic9s5vc5Edhurf2ztbbaWltmrZ3dzHOIiIiIiHxfa+lPnwUst9a+44/hSWB7M88hIuJqkU4HICISjqy164wxd+PrMA8wxnwO/BToCrxvjPHus3sDvo5sFrB1n3NUGmMKv3fqgn0+rwJ2+TvEe74GSPSfKwrIN2bvE4Kefc/PPh1f/7X2HNscnfHN8hARERERaTGtqD/9/ZitMWZrI/uLiIQdzaAWEQkQa+0b1tqx+DrRFvg/fJ3PM621qft8xFpr84B8oNOe440xcUDbI7z8VqAGaLfPdZKttQOaGn4zrtP9iCIUEREREWlEK+lP5+Ob9AGA8Y1ydz707iIi4UcD1CIiAWCM6WOMOdkYEwNU45uN4QX+BjxqjOnq3y/dGHOe/7B3gHOMMccbY6LxzRY5ogVSrLX5wBfAn40xyf7FZHoYY05s4ikKaNrA8ydAB2PM3caYGGNMkjFm5JHELCIiIiKyRyvqT0/CN0P8Qn+Zkh8D7Y8kZhERt9IAtYhIYMQAfwR24Xv0LwO4H/gr8BHwhTGmDJiFb3EVrLXL8S368ha+mRTlwA58MzeOxDVANLAC3+Ix7+Cri9cUf8VXy6/YGPPUoXay1pYBp+FbbGY7sBY46QjjFRERERHZo7X0p3cBl+D7XguBXsC3RxiviIgrGWub+tSJiIgEkzEmESgBellrNzocjoiIiIiIq6g/LSLiDppBLSISQowx5xhj4o0xCcCfgKXAJmejEhERERFxB/WnRUTc57AD1MaYzsaYKcaYFcaY5caYu/zbL/F/7TXGjPjeMfcbY9YZY1YbY04PVPAiImHoPGCb/6MXcLl1+FEXY8w4Y0z5wT6cjEtERERE5CDUnxYRcZnDlvgwxnQAOlhrFxhjkoD5wPn4VqT1An8Hfmatneffvz/wJnAckAV8BfS21jYE6psQEREREREREREREfc57Axqa22+tXaB//MyYCXQ0Vq70lq7+iCHnAe8Za2t8dd4WodvsFpEREREREREREREZK/I5uxsjMkGhgGzG9mtI75VdPfI9W87pHbt2tns7OzmhBISKioqSEhIcDoMCVNqX+7gZJ7qvRYtc9s01ZUVxMY7kycLRBjjyLXdpqqinLiEREeu3WAtylLoq66sICnRmTYyf/78XdbadEcu3gRu7U+D+jwSOGpb7qD+tHs41adWf7p5nOpTqz/tDqHan27yALV/9dt3gbuttbuPNihjzC3ALQCZmZn86U9/OtpTBl15eTmJDiVVwp/alzs4mac6r8WjjlqTVJaXE+9Qnuq9lugI5akpnPx5qm2wRHqUp1BXWV5GUlKSI9c+6aSTNjty4SbKzs5m3rx5TodxRHJychg/frzTYUgYUttyByfztK2ijtiIwz5YLn4LZ05n2OhxQb9uYXUdnRKjg35dt5o1Yxqjxp4Q9OvmltfSNjYq6NeV5pn/3TROO/kkR65tjDlkf7pJA9TGmCh8g9OvW2vfO8zueUDnfb7u5N+2H2vtC8ALACNGjLBu7DiowyOBpPblDupQu4NTnWlQh7o5nOpMgzrUbjH/u2m6N4qIiIiIhJnDjmwYYwzwErDSWvtEE875EXC5MSbGGNMN36q5c44uTBEREREREREREREJN02ZQT0GuBpYaoxZ5N/2SyAGeBpIByYZYxZZa0+31i43xrwNrADqgTustQ0tH7qIiIiIiIiIiIiIuNlhB6ittTPgkHXO3z/EMY8Cjx5FXNTV1ZGbm0t1dfXRnCagUlJSWLlypdNhABAbG0unTp2IitLjySIiIiLijv40hE6fWv1pEREREWc0eZHEYMvNzSUpKYns7GxMiC4CVlbm3EI9+7LWUlhYSG5uLt26dXM6HBEREREJAW7oT0No9KnVnxYRERFxTsiurlVdXU3btm1DujMdKowxtG3bNuRnx4iIiIhI8Kg/3XTqT4uIiIg4J2QHqAF1pptB/1ciIiIi8n3qIzad/q9EREREnBHSA9QiIiIiIiIiIiIiEr40QN2ITZs2MXDgwAO2P/DAA3z11VeHPO6DDz5gxYoVgQxNRERERCTkqT8tIiIiIocTsoskNtcHC/N4/PPVbCupIis1jntP78P5wzoG5FqPPPII4FvQ5aCxfPABEydOpH///k0+Z319PZGRYZMOEREREXEZJ/rTh4xF/WkRERGRViMsZlB/sDCP+99bSl5JFRbIK6ni/veW8sHCvKM+d0NDAzfffDMDBgxgwoQJVFVVcd111/HOO+8AcN9999G/f38GDx7Mz372M7777js++ugj7r33XoYOHcr69etZtGgRo0aNYvDgwVxwwQUUFxcDMH78eO6++25GjBjBo48+Srdu3airqwNg9+7d+30tIiIi0hKqK0pZ/v6f8TY0OB2KhBAn+9MPPvig+tMi0mpZr5eaqgp2F25n59a15K2ez6ZFOayb+TGrp7zFys9eZPkHf2H5279l+b/vY+WXrzodsohIi3PFFIOHP17Oim27D/n6wi0l1DZ499tWVdfAz99Zwptzthz0mP5ZyTx4zoDDXnvt2rW8+eabvPjii1x66aW8++67e18rLCzk/fffZ9WqVRhjKCkpITU1lXPPPZeJEydy8cUXAzB48GCefvppTjzxRB544AEefvhhnnzySQBqa2uZN28e4HsEctKkSZx//vm89dZbXHjhhURFRR02RhEREZGmWjfpr5yw4Unmzh9Aj+POcDocCZJQ7k9//PHHrFmzRv1pEWkVlr/9W7pufJsYW0WcrSaeaiKN9/AH7pELs2MT6TXu4sAFKSISZK4YoD6c73emD7e9Obp168bQoUMBOOaYY9i0adPe11JSUoiNjeXGG29k4sSJTJw48YDjS0tLKSkp4cQTTwTg2muv5ZJLLtn7+mWXXbb385tuuonHHnuM888/n1deeYUXX3zxqOMXERER2VfGls8AqM5dChqgFj/1p0VEAs/b0EC/Da9QaeLZkDIab1Q83qgEbHQ8JjoRYhLxxCQSGZtIRGwSkbGJRMcnEx2fREx8ChGRkdQ+M4bsb++nYvApJKS0cfpbEhFpEa4YoD7czIwxf/yGvJKqA7Z3TI3jPz8cfVTXjomJ2ft5REQEVVX/u05kZCRz5szh66+/5p133uGZZ57hm2++adb5ExIS9n4+ZswYNm3aRE5ODg0NDQddUEZERETkSO3cupa+9asBiNilBehak1DuT0+ZMoU5c+aoPy0iYS9v5WyGUMKMAffQf+IdR3SO7ac/xZDPLmL2Wz+l7w9faeEIRUScERY1qO89vQ9xURH7bYuLiuDe0/sE9Lrl5eWUlpZy1lln8Ze//IXFixcDkJSUtHcBxZSUFNq0acP06dMB+Ne//rV39sfBXHPNNVx55ZVcf/31AY1dREREWp+CmW8CkE86qbvXOhyNhBIn+9O7d+9Wf1pEWoXSJZ8C0GHEuUd8juyh45mZeQXHF3/IupmftFRoIiKOCosB6vOHdeQPFw6iY2ocBt9Mjz9cOChgq47vUV5ezsSJExk8eDBjx47liSeeAODyyy/n8ccfZ9iwYaxfv57XXnuNe++9l8GDB7No0SIeeOCBQ57zqquuori4mCuuuCKgsYuIiEjrk7HlM9ZE9GRj2vF0qtuE9R59+QYJD071p8vKyrjkkkvUnxaRVqFd/lTWRfSgTfvOR3We7pf/ka0mi47T7qWqrKRlghMRcZArSnw0xfnDOrZ4Bzo7O5tly5bt/fpnP/vZfq+XlZUxZ86cA44bM2YMK1bs/9jsrFmzDtgvJyfngG0zZszg4osvJjU19ciCFhERETmIPeU9pmffCdFJJBd9yJr8DbTr2NPp0CREONGfBl+fOCkpab9t6k+LSLgpL9lF79qVzMy6mrSjPFdsfCIbTv4zI76+gm//8wv63fT3FolRRMQpYTNAHQ5+9KMf8dlnn/Hpp586HYqIiIiEmYKZb9IHSB91BeU7t8AaKFq/SAPUElbUnxaRULV17id0MV7iBpzVIufrfuzpfLvoIkbvfIcF8y6m+4jTWuS8IiJO0AB1CHn66aedDkFERETC1J7yHhnZ/YhPaQdfQ+22pcDFTocm0mLUnxaRUBWx7kt2k0CXIYeuod9c2Zc/zvbnppPx9U+o7j+L2PjEFju3iEgwhUUNahERERE5tD3lPQo6nwFAYpt0CkgjpnCVw5GJiIiEP+v10qN0FmsSRhAZFd1i541LSiX3hMfpYrex4a37W+y8IiLBpgFqERERkTBXMPNNwFfeY4/8mO60q1jnVEgiIiKtRu7K2aRTTFW3U1r83D1Hn8PM1HMYXfAGmxdNbfHzi4gEgwaoRURERMJcxpbPWBvRg4zsfnu3laf0pnPDVurrah2MTEREJPyVLpkEQIcR5wTk/B2veIJdJo3UL+6itroqINcQEQkkDVCLiIiIhLFdW9fRt3412zufuf8LmQOINvXs2LTcmcBaGWPMXcaYZcaY5caYu/3bHjLG5BljFvk/ztpn//uNMeuMMauNMac7FriIiBy1ttumsS6iB2ntuwbk/Ikpbdl4/B/o5t3C2rd/E5BriIgEkgaoD6GkpITnnnvuiI598sknqaysbOGIRERERJrvYOU9AJK6DgGgdOOiYIfU6hhjBgI3A8cBQ4CJxpie/pf/Yq0d6v/41L9/f+ByYABwBvCcMSbCgdCPmvrUItLalZfsok/tCvIzxgb0Or1PuJjZyaczKu81ti6fGdBriYi0tPAZoF7yNvxlIDyU6vt3ydtHdTp1pkVERCQcpG/59IDyHgDp3QfTYA3e7ZpBHQT9gNnW2kprbT0wFbiwkf3PA96y1tZYazcC6/ANbgdWC/enQX1qEZHcuZOINF7iBpx1+J2PUvvLn6TUJJHw6Y+oq60J+PVERFpKpNMBtIglb8PHP4Y6f62l0q2+rwEGX3pEp7zvvvtYv349Q4cO5bTTTiMjI4O3336bmpoaLrjgAh5++GEqKiq4/PLLyc3NpaGhgd/85jcUFBSwbds2TjrpJNq1a8eUKVNa6JsUERERaZ495T2md72Ttt97LTY+kTxPFvElqx2JrZVZBjxqjGkLVAFnAfOAQuBOY8w1/q/vsdYWAx2BWfscn+vfFjgB6E+D+tQiIp51X7KbBLoMOTHg10pKy2TVsY9w/NwfM+2dRxh45aMBv6aIW1mvl4rSQhLbpDsdiuCWAerP7oPtSw/9eu5caPjeXwfrquDDO2H+awc/pv0gOPOPhzzlH//4R5YtW8aiRYv44osveOedd5gzZw7WWs4991ymTZvGli1byMrKYtIk34IHpaWlpKSk8MQTTzBlyhTatWvX3O9UREREpMUUzHyT3kC70Zcf9PUd8T1oX7kmuEG1QtbalcaY/wO+ACqARUAD8DzwW8D6//0zcENTz2uMuQW4BSAzM5OcnJz9Xk9JSaGsrAyAmCkP4tlx6NnyEfkLMA3fWzCzrgr74R00zHnpoMd4MwZQc9LDjcb461//miVLljB9+nS+/vprPvzwQ77++mustVx22WVMnjyZHTt2kJ6ezltvvQX8r0/95z//mY8//pi2bdvu/T4Crbq6+oD/R3Gv8vJy5dMFnMxTndfiMSZg57deL4NLZrIsehBV82YH7Dr7ie/Kt1GjGbX5RT77qC+J6dktdurK8nIWzpzeYudrqnqvJTcicHkKN+Xl5cyaMS3o161tsGzxhH6eqkp3wMYcBpTm0NVu46NevyepY3+nwwqa6orQvDe6Y4D6cL4/OH247c30xRdf8MUXXzBs2DDA98O+du1ahg0bxq9//Wt+8YtfMHHiRMaNG9ci1xMRERFpCXvKe2RmH7zTXdWmL1nl09leUUpsQkqQo2tdrLUvAS8BGGN+D+Raawv2vG6MeRH4xP9lHtB5n8M7+bd9/5wvAC8AjBgxwo4fP36/11euXElSUpLvi6hoiGik6//9wek9cTXUEnmo46Kiid5z/kNITEzE4/GQlJTEjBkzmDJlCieccALg61Pn5eUxbNgwHnjgAX73u9/t16c2xpCYmPi/7yEIYmNj9/b5xf1ycnL4/s+FhB4n87Stoo7YiMBVPs1dMYsMU8zqPmcxbHTwxgtKe/Wg/B+j6bvmWdLOmkFEZMsM/SycOT2o38cehdV1dEqMDvp13WrWjGmMGntC0K+bW15L29iooF+3KaorStkw9S2SV/+XgdUL8RjLisj+VNQVkVXwFT0v/qHTIQbN/O+mheS90R0D1I3MdAZ8NfJKtx64PaUzXD/pqC9vreX+++/nhz/cv8GWlZWxYMECPv30U379619zyimn8MADDxz19URERESOVmPlPfaIaD8AT66lYN1iug4J/i8yrYkxJsNau8MY0wVf/elRxpgO1tp8/y4X4CsFAvAR8IYx5gkgC+gFzDmqABzuT4P61CLS+pQu/hSADiPOCep1U9plsXLYA4xZeC/T3n2UgZc9GNTri4QCb0MDG+dOpmHh6wwqyWGsqSbPZPJtpxtpN+462mf3Z8mLt3Dsrg/I27WNlHZZTofcqoXHIomnPABRcftvi4rzbT9CSUlJex8lPP3003n55ZcpLy8HIC8vjx07dpCfn098fDw/+MEPuPfee1mwYMEBx4qIiIg4oWDmm8Chy3sApHb3Px22ZXFQYmrl3jXGrAA+Bu6w1pYAjxljlhpjlgAnAT8BsNYuB94GVgCT/fs3BDS6APSnQX1qEWnd0rblsC6iO2ntuwb92n1Pu54Fccdz3Ibn2L6+kZKpImFm+/qlLH/tp9Q93o9jc65mYMlUlqSewrxT3iTmZ8sYcPVje58uTDnhVqJNPblf/c3hqMUdM6gPZ8/CLV8/AqW5kNLJ15k+igVd2rZty5gxYxg4cCBnnnkmV155JaNHjwZ8jyr++9//Zvny5Vx88cV4PB6ioqJ4/vnnAbjllls444wzyMrK0oIuIiIi4oj0LZ81Wt4DIL1LX6psNGbHiiBG1jpZaw94Jtpae3Uj+z8KBG91qwD0p0F9ahFpvcpLdtGndgUzO1xNmgPXNx4PyZc9S+2rY+GD2/HenYMnIsKBSEQCr6yogC1T/036+nfpX7+KBmtYGnsMG/r9nG7jLqNPwsHLhWX1Gc6yqEF03/xfvA0P6mfEQeExQA2+zvNRdqC/74033tjv67vuumu/rzMyMrjgggsOOO5HP/oRP/rRj1o0FhEREZGm8pX3WNVoeQ+AiMhItkZ2IblUCyUKAelPg/rUItI65c6dRBfjJW7AGY7FkNa+K0sG3c/Ypb9m2gd/YuBFv3AsFpFAKNq2kZJ3f8Lg8u/oaurZ6OnKtG53kXXidXRp4pMLpYOuZeCCnzHruw/oPe6iAEcshxIeJT5EREREZK+mlPfYoyixJ1m1GwMdkoiISKviWfclu208XYae5Ggc/c68lUUxIzhmzZPs2LzK0VhEWtquD3/FwPKZzMm4kMUTPyH5Z/MZeNmDzSqr0/PEKykkhegFLwcwUjkcDVCLiIiIhJn0LZ+x7jDlPfaoa9uPdpRQumtbECITEREJf9brpXvpLNYkjiAyKtrRWIzHQ/ylz2HxUPfu7Viv19F4RFpKeWkhQ0q+YWGbM+h/49/oPPB4jKf5w5xRMbGsaH8+QypnsStvXQAilabQALWIiIhIGNlT3iO/05lN2j86a5DvuHULAxmWiIhIq5G3ag4ZFFGVfYrToQDQrmNPFva7h0G1i1gx6VmnwxFpEZu/eYU4U0vs6BuP+lwZJ9+KAQq+1mKJTtEAtYiIiEgYaU55D4C2PYcBUJ27JGAxiYiItCaliz8FoMOIcxyO5H/6nXMXy6MGMmT5YxRv3+p0OCFvwav3UvD7wXgbGpwORQ6hw7r/sN7TjS6Dxh71udK79GFx3HH03fY+dbU1LRCdNJcGqEVERETCSHPKewC0yehMMUlE7lJdShERkZaQti2H9Z5upHXIdjqUvTwREXDe08TYWor+e9fhD2jFaqoqGJD7Ftnerayb/5XT4chBbF46g54N68nredkRlfU4mOqh15FOMeunvtUi55PmOWwWjTGdjTFTjDErjDHLjTF3+benGWO+NMas9f/bxr/dGGOeMsasM8YsMcYMD/Q3ISIiIiLNL+8BvtqUeVHZtClfG8DIREREWofy0kL61K5gW8YJTodygA49hzCny40cW5HD6hwNwh3Kqq//RRLlVBtD5fy3nQ5HDqLqu5eotlFkn3xDi52z59iLyCedxKWvtdg5pema8meGeuAea21/YBRwhzGmP3Af8LW1thfwtf9rgDOBXv6PW4DnWzzqIHnqqafo168fV111ldOh8MEHH7BixQqnwxAREZEQ1tzyHnuUJvemc90mPcYqAaE+tUhwfL2ygAVbip0Oo9XLnTuJSOMlbsAZTodyUL0vfoCNnq50n/UbKkrVXg4mefm/eSStIyd06UJFxVQa6uudDkn2UV1RyuCiL1icfBKJqe1a7LwRkZGs7XIJg2sXsX390hY7rzTNYQeorbX51toF/s/LgJVAR+A8YM+fFV4Dzvd/fh7wT+szC0g1xnRo6cC/b9KGSUx4ZwKDXxvMhHcmMGnDpKM+53PPPceXX37J66+/fth96wP8hqXOtIiIiBxOc8t77OFN70+CqaZQK5e3aoHoT4P61CLB8tDHy7nrrYXUN3idDqVVM2u/ZLeNp8vQk5wO5aCiYmIpPu0J0m0RW97+udPhhJwtK+fRq245n6fEUuWx/CIznje/+bPTYck+1k/5F4mmiojjrm/xc3c69VbqbARFOc+1+LmlcZHN2dkYkw0MA2YDmdbafP9L24FM/+cdgX0r7uf6t+Xvsw1jzC34ZliTmZlJTk7OftdKSUmhrKysSXF9vuVz/rjwj9Q0+AqZ51fk8+B3D1JVVcXpXU5v6re3n7vvvpsNGzZw+umnc9VVV/Hdd9+xadMm4uLieOqppxg4cCCPPvoomzZtYtOmTXTq1InHH3+cu+++m61bfd/+//3f/zFq1CjKy8u59957WbhwIcYY7rvvPs477zx+8pOfsGDBAqqqqjjvvPP41a9+BcCDDz7Ip59+SmRkJCeffDLnnnsuH374ITk5OTzyyCP861//onv37gfEXF1dfcD/o7hXeXm58ukCTuapzmvxGOPItd2msrychTOnO3Lteq8lN0J5aory8nJmzZjmyLVrGyxbPO7OU1XJDibWr2JSypXENrO9l9XFAbBi2ock9xgdiPBaRHWF7o2BMmnDJB767iGqG6oBX3/6oe8eAuDs7mcf8XlvvfVWNmzYwJlnnsl1113H9OnT2bBhA/Hx8bzwwgsMHjyY3//+9+Tm5rJhwwa6dOnCU089xa233sqWLVsAePLJJxkzZgzl5eX86Ec/Yt68eRhjePDBB7nooou47bbbmDt3LlVVVVx88cU8/PDDANx333189NFHREZGMmHCBC688EI++ugjpk6dyu9+9zveffddevTocXT/cSIhpKi8loraBiYtzee8oR2dDqdVsl4v3UtnsiZxBN2jop0O55Cyh53EzHkXMXrXuyxccDndhp/idEgho2jaC2yNS6CCOu4f/is++u5Bnt7xBonrenF+zwudDk+AdqveZLPpRLdjTmvxc6dmdGJR4jgG7fyEisrHiY1PbPFryME1eYDaGJMIvAvcba3dbfYZFLHWWmOMbc6FrbUvAC8AjBgxwo4fP36/11euXElSUhIA/zfn/1hVdOiFe5bsXEKtt3a/bTUNNfxhwR+YtPXgMz/6pvXlF8f94pDnfOmll/j666+ZOnUqDz/8MMceeyyffPIJ33zzDbfddhuLFi3CGMPatWuZMWMGcXFxXHnlldx7772MHTuWLVu2cPrpp7Ny5Up+97vf0a5dO5YvXw5AcXExSUlJPPbYY6SlpdHQ0MApp5zCxo0b6dixI5MmTWLVqlUYYygpKSE1NZXzzjuPiRMncvHFFx8y5tjYWIYNG3bI18VdcnJy+P7PhYQeJ/O0raKO2AitddsUC2dOZ9jocY5cu7C6jk6JofsLSiiZNWMao8Y6U68xt7yWtrFRjly7pSz77+8A6Hb6rbTvPrBZx1aUDoTnf0lbz24GOvSz0hTzv5ume+MROpL+dHVDNQ98+wDvrHnnoMccrj8N8Le//Y3JkyczZcoUHn74YYYNG8YHH3zAN998wzXXXMOiRYsAWLFixX596p/85CcH9Kl/+9vfkpKSwtKlvsdui4t9j6Y/+uij+/WplyxZQseOHXn//fcP6FOfe+65h+1Ti7hRTX0DFbW+Mk3P56zn3CFZGE1kCLq8VfMYTBFrskN/wLfr5Y+x49kc0r66h7oBs4iKiXU6JMdVV5YzYOen/LRDV1JiIjmnzwV0+fxNXvWu5vezH6a4uojrBtyony0H5a2ez6D6lUzrfjcDW2hxxAMcdxMpU3JYOuWf9D/79sBcQw7QpGwaY6LwDU6/bq19z7+5YE/pDv+/O/zb84DO+xzeyb8tYL7fmT7c9uaaMWMGV199NQAnn3wyhYWF7N69G4Bzzz2XuDjfrKOvvvqKO++8k6FDh3Luueeye/duysvL+eqrr7jjjjv2nq9NmzYAvP322wwfPpxhw4axfPlyVqxYQUpKCrGxsdx444289957xMfHt8j3ICIiIuEtY/OnrIvo0ezBaYCElDbkk05sIwOYEt4C3Z8G9alFAqmksg6AEV3bsGp7Gd+s2nGYIyQQSpd8AkCHEec4HMnhxSelsnHUb+nm3cKadx52OpyQsOrrfxJpKlkYV8OpXSYQ6YkiZuDFPF+Qz+j4QTy/+Gn+Mv9xvFZldJyye/oL1NoIOp98U8Cu0f3YM9hkOtFu5b8Cdg050GFnUBvfn4ZeAlZaa5/Y56WPgGuBP/r//XCf7XcaY94CRgKl+5QCOSKHm5kx4Z0J5FcceIkOCR145YxXjubSh5WQkLD3c6/Xy6xZs4iNPfxfHjdu3Mif/vQn5s6dS5s2bbjuuuuorq4mMjKSOXPm8PXXX/POO+/wzDPP8M033wTyWxARERGX25W3jr71q5jW9XbSjvAc22O7k165vkXjktARyv1pUJ9a5GgVVfj+mHTN8dnkl1bzfM56TumXeZijpKW1yZvKek830jpkOx1Kk/QZfxlzl73NyC0vsWbtZWT1Gup0SI5KXfFv3k7IotbWcXr2mQD0GnM+NTPv5fo8S9fRP+CtVf+muKaYB0Y9QlSEu5++c5uaqgoG7PqMxYnj6NEuK2DXMR4PW3tcwbh1j7N42Xd0Hnh8wK4l/9OUGdRjgKuBk40xi/wfZ+EbmD7NGLMWONX/NcCnwAZgHfAiEPD58HcNv4vYiP07sLERsdw1/K4WOf+4ceP2LuqSk5NDu3btSE5OPmC/CRMm8PTTT+/9es8ji6eddhrPPvvs3u3FxcXs3r2bhIQEUlJSKCgo4LPPPgN89TdLS0s566yz+Mtf/sLixYsBSEpKanJNbhEREWldtn/3FgDtRl5+xOeoSO1Np4Zc6mqqWyoscZFA96dBfWqRQCr2D1BnJMVwywndmbe5mDkbixyOqnWpKC2mT+0K8jPGOh1Ks7S99K9UmRjMRz/G29DgdDiO2bJyHv3qVjI5PYsOCVkMTh8KQExcAitSxtK/ZCp3DLiTO4b+mM83fco9U39MZV2ls0G3Mhty3iCVcuwx1wb8Wl1PvZkqG03ljL8H/Fric9gBamvtDGutsdYOttYO9X98aq0ttNaeYq3tZa091Vpb5N/fWmvvsNb2sNYOstbOC/Q3cXb3s3no+IfokNABg6FDQgceOv6ho1rQZV8PPfQQ8+fPZ/Dgwdx333289tprB93vqaeeYt68eQwePJj+/fvzt7/9DYBf//rXFBcXM3DgQIYMGcKUKVMYMmQIw4YNo2/fvlx55ZWMGTMGgLKyMiZOnMjgwYMZO3YsTzzhm7R++eWX8/jjjzNs2DDWr9fsJhEREfmf9M2fHXF5jz1M5kCiTAM7Ni5rwcjELQLdnwb1qUUCqajSN0CdlhDNpSM60zYhmudy1jkcVeuyde4nRJkGYvqf6XQozZKa0YklA37OgLplrPz4r06H45iiqX9ju4lmpdnJhK5n4DH/Gy7zDLyIFCpYN+sTrh1wI78a+SBzts/ijq9vpqS62MGoW5eUla+TZzLpPnJiwK+VmNqOxamnMrj4C8pLCwN+PWnGIomh7uzuZ7doBxpg06ZNez//4IMPDnj9l7/85d6FHAHatWvHf/7znwP2S0xMPGgH/NVXXz3odefMmXPAtjFjxrBixYrDBy0iIiKtyq68dfSrX3lU5T0AkroOgcWwe9MiOvYd0WLxiXsEoj8N6lOLBMOeGdRt4qOJi47g+jHZ/OmLNazYtpv+WQc+qSAtz6z7kjIbR5ehJzkdSrP1P/sOlq59n6Er/0zByAtdU6KkpVRVlDFg12c8lz4Ir93JGd3O2u/1XmPOY/d39+Bd8i6Mv4Tzel5IakwbfjXj59zy5fU8dfLztE/o4FD0rcP2DcsYWLuEaV1uZ2BERFCuGTvmhyR8+inzv36JgRf+PCjXbM0CtOSliIiIiARDS5T3AMjsMZg6G4F3+/KWCEtERIKoqMK3SGJqvK8m7tWjs0mMieT5qXpSIBis10v3ku9YnTCCqOgYp8NpNuPxEHH+U0RRT8l/W660k1us/vo1kqlkdts4eqb2pkdqr/1ej46JZWXqCfQrnUZtta+sx4mdT+Kpk//Grqpd3PTFtWwoPfqfter6amZu+5b/rHqdstrdR32+cFI09QXqrYesk28O2jW7DB7HmohedF73BtarhTEDTQPUIiIiIi7mK+/R/ajKewBExcSSG9GRhNLVLRSZiIgES3FlLUmxkURF+H7FT4mL4qpRXZi0ZBubdlU4HF34y1s9n0yKqMo+xelQjlj77gOZm/1DRlROZ9XX/3Y6nKBqs+J1Zkd3Yl3Nlr2LI35f5KCLSDJVrPn2w73bhmcew99Oe4kGbwO3fHE9S3YubtZ1rbWsL1nL6ytf40ff3Mpp75zAXVNu58/zH+PmL65j+0EWL26N6mqq6VfwMUviR5HWvmtQr13Q5yq6ebewcf6XQb1uaxTSA9TWWqdDcA39X4mIiLQ+e8p7bOt0RsucL74H7as3tMi5JDSoj9h0+r8SNyuqqCUtIXq/bTeO6UZkhIe/T9P7eqCVLP4EgA4jznE4kqPT+6Jfsd7TjV5zH2w1dXc3L59N3/pVfNRpEMAhB6h7jZ5IMUmw7N39tvdu04d/THiNlJgU7vz6Fr7Lm9Ho9UpqSvhy02R+O/MBznl/AldMupi/LniCHRUFXNDrEv560nP89aTn2FG5gxs+v5o1Rata5ht1sfXT36YtpdQOvSbo1+5xyrXstvF45/wj6NdubUJ2gDo2NpbCwkJ1FJvAWkthYSGxsbGH31lERETCRkuV99ijKq0vWXYHlWUlLXI+cZb6002n/rS4XXFlLW3i9x+gzkiO5eJjOvHu/Fx27K52KLLWIW3bVNZ7sknL6uZ0KEclKjqG3af/hTRbQu5/fuZ0OEFRPO3vVNsoFsWXMTR9+CFrSUdFx7C6zXj67/6W6sry/V7rmNSJF057la7J2dwz9S4mb5y097V6bz2Ldyzk74uf5frJV3H6O+P51be/ICf3GwamD+GXIx/k4/M/5z/nvM9Pj7mX0VljGJ01hhcnvEKEieCWL69n5rZvA/lfEPISlv6bAtrSY8yFQb92bEIKS9PPZujuqZTu2hb067cmIbtIYqdOncjNzWXnzp1Oh3JI1dXVIdOJjY2NpVOnTk6HISIiIkHUUuU99ojqMAi2wI51C8ke5r5FnmR/buhPQ+j0qdWfFjcrqqglM/nAn6MfntCdt+Zs4aUZG7n/rH4ORBb+KkqL6VOznNntr6SN08G0gK5DTmDmvEsZu/M/zJv3Jd1HnOZ0SAFTWV7KwF2T+ThtFFsqNnPlgMZn6MYMvZiEKR+zfMZ7DJqw/75t49ry/Gkvce/Uu3ngu1+yrHApOyoLmLt9DhV15XiMhwFtB3HToFsZlXU8/dL6E+k59JBcj9RevHz6v/hJzp38NOdH3D/yN5zb44IW+b7dZOeW1Qyqns+3nW5gQKQzQ5gpJ95K9Lv/Jferv5Fy+SOOxNAahOwAdVRUFN26hfZfH3Nychg2bJjTYYiIiEgrtKe8x7Qut5PWQuds020IzIaKLYtBA9Su54b+NKhPLdISSirr6Ns++YDtXdsmMHFwFv+etZnbx/ckxb+IorScrfMm0dk0EDugZcpthYJul/6B/Ge/If3re6gdOJvo2DinQwqINV+9ymhTxfzsbCJK8zi5S+OD8T2PO4OiKcl4VrwPEw4czE6MSuTJk57lwe9+xdur3yQzvj2ndpnAqKzjOTZzJMkxB/6MNiY9PoO/n/YK902/h9/NeojtFfncPOg2jDHNOo+b7Zj6D3oBGeNvcSyGrF7DWBY1iO6b/4u34UE8ERGOxRLOQrbEh4iIiIgc2t7yHqNaprwHQLvOvamwMXh2rGixc4qEm5r6Bsqq65wOQ2Q/vhrUBx98vvXEHlTUNvDPmZuCG1QrYdZ+QZmNo/PQk50OpcXEJaWyeczv6WpzWfvfB5wOJ2DSVr3Bek9n5tSs5PisMaTGpDa6f2RUNKvbnkz/splUlpcedJ+YiBj+MPZxJl/0DR+dP5lfjXqQU7qc1uzB6T0SohL4y/inOaf7efxj6d95ZNYD1DW0jntQQ309vfM+YGnsMaR37uVoLKWDrqWjLWDddx84Gkc40wC1iIiIiAu1dHkPAE9EBFujskkuW9ti5xQJN79+fxkXPved02GI7FVV20BVXQNtvrdI4h79s5I5qU86r3y3iarahiBHF96s10v3ku9YnTCCqOgYp8NpUb3HXcTspFMZmfsqeavnOx1Oi9u0bCZ96tcwtdvJ7KzawRnZZzXpuLhhlxBvalg3491D7mOMIS22bYvNdI70RPHrUQ9zy+DbmLThI36ScyfldeWHP9Dl1n/7HpkUUjHoB06HQs8Tr2QXqUQveNnpUMKWBqhFREREXGZPeY9tHVv+ceLihJ50rN2A9Xpb/Nwibre7uo6PFm9j7Y5ySiprnQ5HBPAtkAiQFn/wAWqA20/qSVFFLf+ZuyVYYbUKeavnk0kRVdmnOB1KQGRc9iQVJp7Ij3+MtyG8/rhR4l8ccVXHWOIj4xnX6cQmHddzxAR20obIFR8ENsDvMcZw06BbeWDUI8wvmMctX1zPjsqCoMYQbNGL/kkhKfQYd6nToRAVE8vKDucxpHIWu7auczqcsBSyNahFREQkuCpKi9j88nUkVRfQ9kdfEJ+Y4nRIYW35P+9h3LZXjujYPTWnW7K8xx516f1IK53E+h15tGnfucXPL+Jmk5bkU1Pv++PNyvwyRvdo63BEIr7yHgCpjQxQH5udxrHZbXhx+kauGtWVqAjNVWsJJYs/AaDDiHMcjiQwUtplsXzQfYxd+iumffhn6DDa6ZBaREVZCYMKv2B+ynhmFMzgxM4nExvZtDrbEZGRrGt3CsN2fkhFWQnxSamBDfZ7JvY4j3bx6dw/7Wfc8PnVPDn+WXq2cbb8RSAUbd/M4MpZzGp/Jf1jnF9IGSDjpFsxr/+TginP0+6aPx/xeepqa9g8bzIZfUaS3LZ9C0bobhqgFhEREfI3LMfz1hUMacjDg2Xuq7cx+M43nA4rrHXO/5KNnq7kdmh8QZ5DMWnZ9G/B8h57xHYcDOugcMMCDVC3IGPMXcDNgAFetNY+aYxJA/4DZAObgEuttcXG90zwX4GzgErgOmvtAkcCl/28Mz+XDimx5JdWsyJ/twaoJSTsnUF9iBIfe9w2vgc3vDqPDxdt4+JjOgUjtLCXtm0q6z3ZpGWF/oK0R6rfmT9kyZp3Gb76r0xN7O10OC1izZevcLypYvWg0ZRte7XJ5T32SDjmUmI/f4dFU//DkIk/DFCUhzaqw/H8fcIr/GTKHdz85XX83wlPcFz7kUGPI5C2ffMiPY2XtBOdWxzx+9K79GFx3HH02/Y+dbW/b3ZZn6Ltm8n/6jn65L7LcRQxY9WV9L/hmQBF6z4aoBYREWnlVn37Ed2n3I7FsPTk16hc8w1j8l5h1qQXGHJ26HQKw0lZUQHZNpdpnW9n4JW/czqc/aT3GAZToTpvKXCe0+GEBWPMQHyD08cBtcBkY8wnwC3A19baPxpj7gPuA34BnAn08n+MBJ73/ysO2rCznPmbi7n/zL78Y8ZGVmzb7XRIIsD/ZlAfapHEPU7qk0Hf9kn8bep6LhzWEY+nZerjtlYVpcX0qVnO7PZX0sbpYALIeDw0nPQbEidfQN32FcD5Tod01NJXv8FGT1cWR+TSJqYNxzZzcLfH8JMp+LwtMas/BAcGqAF6t+nDy6f/m7un3MHdU27n1yMf4qzu4TGT39vQQI+t77IsejBZAZiMcTRqhl1Pu5m38t3Ut+h72rWH3d96vWyYOxkz50WGlM+gp2lgUcwITI0lrlwll/al53pERERaKev1suDt3zPom+sp8rSl+Kov6DtmIoN/8EdWRvVn4IKH2LZhmdNhhqX8pVMBiOtxvMORHCgloyOFpBC9a6XToYSTfsBsa22ltbYemApciO8vAK/593mN//3Wfx7wT+szC0g1xnQIcszyPe8uyMVj4IJhHenfIZkV+RqgltBQ7B+gbtNIiQ/w1bC9bXwP1u0o58uV4V27Nhi2zptElGkgdkDLrwcRalI7+WZOR1QXOhzJ0du4eAa9GtaxoefFzMibxqldTyfS07y5m56ICNZnnMaAyrmUFe8KUKSHl5nQnhcnvMrQ9OE8NPPXvLzsRay1jsXTUjbM/oSOtoDSflc5HcoBeoy5kHzSSVr6WqP7VZQWs+y9xyj70zCOnfIDelbMZ3bmZay4dBpdfvIFeTE9SK7JD1LU7qABahERkVaotrqSpc9dw5g1j7M0fiTJP5pK+279AIiMiib+ylfxGg8N/7mB2ppqh6MNP3UbZ1JnI+g4cJzToRxUXnQ32pSvdzqMcLIMGGeMaWuMicdXuqMzkGmt3fPbyXYg0/95R2DrPsfn+reFleKKWi587ltWFob+wlsNXst7C/I4oXc6Gcmx9M9KZt2OMmrrtZioOK+osg5jICWu8RnUAGcP6kCXtHiey1kfFgNZTjJrv6TMxtF56MlOhxJwyWmZ1NpIomuKnA7lqO2e8SJVNpq8ftnUems5o9vZR3Se5BGXEm3q2TD9Py0cYfMkRifx15Oe48xuE/nb4mf4/exHaLChf19tjJn/GiUk0n38lYfdd8rWL7jk4zOCtmBkRGQka7tcwqDaReSvW3zA67kr57LqhetJe64/J6z5I7UmlhkDf0vlj1fQ/4ZnaO+fEV4Z35G2DTuCErNbqMSHiIhIK1NUkMvuVy9jZN0Kvu14PUOveRxPRMR++2R07sXSkX/guNk/5rt//pRhNz/nULThqU3hAjZE9iA9IcnpUA6qLLkXPXd+RGVDwwFtQ5rPWrvSGPN/wBdABbAIaPjePtYY06zRImPMLfjKhJCZmUlOTk6LxBssb62qZcGWOnYWWvqmTcFXejs0Ld/VQH5pNRdkW9//c3E9dQ2WNz+dQtdk/YyEqvLyctf9XByJ5WtriI+EGdOnNWn/8e3r+eeKSv723jf0a+t8+3UyT3Vei+cI3nus18vAkm9ZFjWIyvlzAhBZ6Olr2hBXs4uFM6cH/dr1XktuxNHfI2qrKxlb9AVzY4/nozUf0zayHeUri5llmvazsy/rNeSRTuTyd5iVNuioYztaZ9gJNCTX8uH694hK8BAxI/g/27UNli1HWTqopqKEU8unMzX+dDyLDr/8xvs732BH1XYe+vIebkq/JSh9iep2x1G7+e9s+/RPbD/2Fhrqa6lc/x3dd3zGYO8qqm0Us2PGUJx9Jkkd+gKwcvHC/c/hjSeNMiZP/ZKo6OAuAlldEZr3Rg1Qi4iItCIbl3xL2kfXkW13M/vYPzP8jBsOue+g065m5ropHF/wJvNyTmLA+EuCGGn4qqutoUftahakn0e608EcgjdjAPG7/sumzSv3zvSQo2OtfQl4CcAY83t8s6ILjDEdrLX5/hIee6bS5OGbYb1HJ/+275/zBeAFgBEjRtjx48cH7htoYfmlVXzzVQ6d2sSxtbiKuox+TBgQuivZf/DWQpJjd/Dji08iNiqCTjvKeX7xVOKzejN+hBYTDVU5OTm46efiSL2zbQGZlbub/L2Oqmvgs8em8F1JIrdd5Hx5eyfztK2ijtiI5j9YnrdqHu0pYm2vMxk2OjSfhmpp279NJ8VbTGcHvt/C6jo6JTZewqYpFr77ZxJMNebEa1m77mGuG3Ajo4eceOTnW3M6x+a/SWG/PqS0zTz8AQF2nHcsX7/1DaURpYwae0LQr59bXkvb2MM/ydGYZW8/QrRpoP0ZP6Fjn2Ma3ddrvWz64DekxLRhefUyijpWcGrXM4/q+k21eM0JHFeew5I16fTPf5+2lJJr2jOt+910OeUWBrVtvE+zongFLHmTzh0z6NBzSFBi3mP+d9NC8t6oEh8iIiKtxJLJL9PtwwsB2Hj+ewxuZHB6j37XPc0GTzY9ZtxD4bZNAY6wddi2cjZxpha6jnY6lENK7OLrKJduOvDRRTkyxpgM/79d8NWffgP4CNizws61wIf+zz8CrjE+o4DSfUqBhIWnvl6LtZZ/3ziSzHjDk1+tDdlyA2XVdUxevp1zhmQRG+WbkdatXQKxUR5W5pc5HJ0IFFfW0iah6YN3sVER3Di2G9PX7mJpbmkAIwtfxYsnAdB+RHgsStcUFTEZtPG6t8SH9XrJWPMmGzzZrEksw2u9nJ591lGdM/W4y4kyDWyc/lYLRXl0IjwRZMRnUNJQ4nQoR8R6vWRv/C8rI/sddnAaYF3JGkprS7htyN30TxvEUwsfo6Q6OG3UHHcTKVQwZttrbI7rx6wxLxL7s6UMvPQBkg8zOA0Q064rABU7NgU4UvfQALWIiEiY8zY0sODlnzJy3j1siu5Jw81T6DZoTJOOjYlLoOGil4mxtZT8+3oa6usDHG34K1vjezQ2c+B4ZwNpREYP3wB1fb4WyWxB7xpjVgAfA3dYa0uAPwKnGWPWAqf6vwb4FNgArANeBG4PfriBs2FnOW/Py+WqkV3JbpfAuT2iWJG/m8+Xh+aibZ8uzae6zsvFx3Tauy3CY+jbPpkV+RrcE+cVVdQddoHE77tqZBeSYiN5LmddgKIKb23yprLB05W2Hbs7HUrQ1MRn0tYWY73urL2/ccl0ejasZ3vvK/hiy2f0adOXbilHl7/sgaPJNe1JWPtRC0V59DLiMyiuL3E6jCOycf6XdLF57Op7RZP2X1AwG4Bj24/m58c9SEVdGX9d+FggQ9yr24jTmTnqedZe9R3Zd31K73EXNassXnL7bgDU7NocqBBdRwPUIiIiYayyrIQ1fz2XMdteYXbq2WTd9SVpmZ0Of+A+OvUZxuJBv2Rg7SIWv/lAgCJtPeK3zyWfdNI6ZDsdyiHFJaWSZzKJK1rldChhw1o7zlrb31o7xFr7tX9bobX2FGttL2vtqdbaIv92a629w1rbw1o7yFo7z9noW9afv1xDTKSHO07qCcCoDpF0a5fAk1+twesNvVnU78zPpUd6AkM7p+63vX9WMiu27Q7Zmd/SehRX1JKW0LzH6pNio7hmdFcmL9/O+p3lAYosfGXVbqQgebDTYQSVN6kDCaaGirJip0M5ImUz/kGljSFu9OmsKFzOGd2ObvY0gPF42NzhDPpXL6Jk5wGVuByRGd+ekgZ35qhhziuU2Th6nHR1k/ZfsGMOXZK60S4ug24pPbm6/818s2Uy3+blBDZQfLnvM/4y0rv0OaLjU9tn02ANlGxp4cjcSwPUIiIiYSp/w3J2P30igypm8V3vnzPo9n8SHRt/ROcacu6dzE06mZGb/s7auV+2cKSth/V66VKxjK1Jof9LbUFsD9pVrnc6DAkzy/JKmbQknxvHdiM9KQbwzUa+65RerNpexufLtzsc4f427apg7qZiLjqm0wELL/XvkMzu6nrySqocik4ErLUUVdY2ewY1wPVjuhEd4eHvU/Ve3xzehgZS7W7q49o6HUpQRSRnAbB7u/tmfFaUFjG4+EuWtjmF6YUzMRhO63pGi5y77cjLiTReNk4LjTIfGfHtKakvcd0fT8tLdjFk9xSWtp1AbELKYfeva6hjyc4FDM88du+2q/reQPeUXjwx/1HKancHMtyjFhUdwy6TRnR5aPxhIxRogFpERCQMrfr2E9LeOIM0byFLT36FYZfej/Ec+W3feDx0u+5FCjzppH9+O6WFofkofqjblbuWDIqo7nDs4Xd2WEVqbzp5t1FbrcE3aTmPfb6a1Pgobj5h/8eqzxmSRY/0BJ78am1IzaJ+b0EuHgMXDjvwyZP+WckArNgW2r8ES3irrG2gtt7brBrUe7RLjOHyYzvz/sI88kv1Xt9UZcU7iDAWm9DO6VCCKjrN9z5YWbjV4Uiab82XLxFvaog//iYmb5rE8MwRZMS3zKKGXfody2ZPJ5LXf9wi5ztamfEZ1FNPSY27ZlFv+uZlYk0d8aNvatL+K4uWUVVfxTGZ/1voNSoiip8f+yBF1YX8bfGTAYq05RRFZhBfHVp/mHeSBqhFRETCzOKPnmXQN9dS4mlD4ZWf03fMuS1y3oSUNErO/jvtbDHbXrvJtTUInbRz+VQAUvqMcziSw/N0GEik8VKwfpHToUiYmLWhkGlrdnL7+B4kx+5fjiDCY/jxKb1YXVDGZ8tC45c1r9fy7oI8xvZKp31K7AGv922fhDGwIl8D1KEov7SKOdvDf92EoopaANKOYAY1wE3juuO18OK0jS0ZVlirKPa9R0UkZjgcSXAlZnQBoLYo1+FImsd6vWSueZP1Ed2p7dyOrWVbOOMoF0fcl/F4yM06g341Syjc7vzgfUaCb4G+gkr3TCaxXi8d1/2HdRE96NLEdXIW7JiDwTA0fcR+2/u1Hcilfa7mkw3vsaBgTiDCbTFlse1pU+eePAWaBqhFRETCiPV66bHkz6yL6kPiHTl06D6gRc/ffeiJzOn5Y4ZXzmDRe39u0XO3Bp6ts6mwsWT1Cf0Z1CldhwJQtnmJs4FIWLDW8tjkVbRPjuWa0dkH3Wfi4Cx6ZiTy5FdraAiBWdSzNhSSV1K13+KI+4qP9tXO1gzq0GOt5a63FvHcohoqa8N7kLq40jdAfSQzqAE6p8Vz3pAs3pyzhWL/YLc0rqrYN6AUlZzucCTBFZPm+369u7c5HEnzbFg0lR7ejRT0voLJWyYT5Yni5C6ntug10kdfToSxbJ7+Roue90hkxvsGqHe4aIB6y9IZ9PBuJL/nZU0+ZkHBHHq16UtyzIHlQK4fcCsdEzvz+NxHqKoP3adDahM6kuHdhbehwelQQoIGqEVERMLIlhVzSKeY4v5XkpCSFpBrDL30VyyOHcExKx9n8/LZAblGuMosWcT6mH5EREY6HcphpXcbQK2NgILlTociYeCrlTtYsKWEu07tRWzUwVe531OLeu2OciYtzQ9yhAd6Z34uSbGRTOh/6MfA+3VIZuV2DVCHmk+W5DNnYxEABbtrHI4msPbOoG7mIon7unV8D6rqGnj1u00tFFV4q9u9A4DY1JYpEeEGi3fM58LJZzItOpXI8tB4yqWpKr57kUobQ49TruXLTZMZ03EcSdHJLXqNzn2OYaOnK202fNKi5z0Se0qXFFS4J08V896g2kbR9eTrm7R/VX0VywsXMzzzuIO+HhsZx8+PfZBtFbm8tPTZlgy1RXlTOhFt6ind6a4/+gSKBqhFRETCSOHiSQB0Pu6cgF3DExFB+jWvUGYSiPvwJirLSwN2rXBSUVpMdsMmStOPcTqUJomKjmFrRGcSS1c7HYq4XIPX8qfPV9OtXQKXHGI28h5nD+pA78xE/urwLOrymno+W7adiYOzDjmgDr6FErcWVVFaVRfE6Jqvtt7LAx8uY2tRpdOhBFxlbT2//3QlCdG+vG0vrXY4osAqqfS1vSNZJHGP3plJnD4gk+enrmf+5qKWCi1sNZTtBCC+TXuHIwkOay0vLn2aBlvPlwlJxFa5Z2ZueWkhg4u/ZknaBFZVraewehent2B5j31t63QmfWuXs2ubs+Vy0mLTiCDCVTOo4yq2sT2iPYkpTVt4dOnOhdR76zkmY+Qh9xmaMYJze1zCO2teZ/mu0HwaMCrNVzandLsWqgUNUIuIiISVlLxprPd0o237rgG9TpuMTmw96a90bshj3at3BPRa4SJ/+TQijCW62/FOh9JkuxJ60r5adUnl6Hy4KI/VBWXcM6E3kRGN//rh8RjuOqU363dW8MkS52YUfbo0n6q6hkOW99hjz0KJq0K8DvXSvBL+OXMzT3611ulQAu75nPXkl1bzwDn9ASjYHd4D1P+bQX3kA9QAf7hwMFkpsdz02jw27apoidDCV+UuAJLSWscA9Zzt37F01yKiI2JYGB9JYu1Op0NqsjVf/IM4U0vS2JuZvGkSCVGJjMkKzDogmcdficdYtkx/PSDnbyqP8ZASkUJBpXtmUMfVFVMekdrk/RfsmEOkJ5JB6cMa3e/WIXfRLi6Dx+Y+RG1D6JUwSsjwLRhdtXOTs4GECA1Qi4iIhInKshL61Cxne8bYoFyv75hzmdnxWkaWTGLxZ/8IyjXdrGb9tzRYQ9agE50Opclq0/rSnl2Ul+xyOhRxqdp6L098uYYBWcmcNbBDk445c2B7+rZP4q9fr3VsFvU783Pp3i6B4V1SG91vQAffAHWoL5S4ansZAB8v3sbOsvAtebGlsJK/T9vA+UOzOHtwFhD+A9TFlbV4DAcsPNpcaQnRvHK973H5616Zs3fgWw7kqSxkt40nKubAxVPDjbWWl5Y+S4eEjlzR91o2RzdgbKHTYTVZ8sbJbPR0JWvAsUzZ8jUndT6Z2MjA5K1jz0Gsj+hO242fBuT8zdEmso2rFklMqC+lOrpNk/dfUDCH/m0HExcZ1/h5oxK5Z8Sv2LR7A/9eGXq/q6Rm+QaoG4q3OBxJaNAAtYiISJjYMOdTokwDCQNOD9o1B/3gj6yM6sfAeQ+wfePKoF3XjVJ2LWBTRDYJKU3vgDstKmsgADvWLXQ4EnGrN+dsIbe4intP74PHY5p0jMdfi3rDzgo+WpwX4AgPtKWwkjkbi7jomE4Y03jM6UkxtEuMDvmFEtdsLyM6wkNtg5c3ZofvL8K/nbSCSI/hvjP7kRgTSWwEbA/zAeqiilraxEc3+eerMd3aJfCPa0ewrbSam/85j+o6Ldx1MFE1hZR6DlyYLRxNz5vC6uIVXDfgh4zq4Jt5vDa2mvo6d/wBI7l+F0VxXfl223Qq6is4I/vsgF5ve+ez6Fu/kh1bnX1aJTWijatKfCTbUmpjmrZ2zu6aUtYUr+SYjIPXn/6+0VkncFrXs/j3ipdZX7LmaMJscQnJaZTbOCJ2B7+vE4o0QC0iIhIm6ld/QbmNo9vwU4J2zajoGOIufw2v8VD31nXU1oT3QMCRaqivp3v1SgpShzgdSrOkdR8OQNXW0KzdJ6Gtsraep79Zx8huaZzYO71Zx54+oD39OiTz1NfrqG/wBijCg3t3QS7GwAXDOh52X2MM/Toku2IG9YCOyYzvk86/Z2+mtj64/6fBMHXNTr5cUcCdJ/ekfYpvhmRqrGkVM6jbHGV5j30d0zWNv1w6lPmbi7nnv4vxOlgLPlTF1javHIFbNXgbeHnps3RJyubUrmfRu00/Ym0ks+NjKd2R63R4TZLqLaY2th2TN06ibWw7jsk8NqDXyxpzJQC5Dpf5SI1MZUdlAV4b+u/1DfX1pNhyGmKbNkC9aOd8LJbhmYeuP/19dw67l6ToJP5vzkPUe+uPNNQWZzwedkakE1upRRJBA9QiIiJhwXq9dC2eyZqE4UQH+ZHTzK69WHXc7+ndsIbl/7wnqNd2i22r55JoqvB2HuV0KM3StmN3ymwcETtXOB2KuNAr325iV3kNPz+j72FnIn+fx2O4+9RebNxVwYeLgveLm9dreXdBLmN7tiMrtfFHh/fon5XM2oJy6oI8kN5U1lrWFJTRJzOJ68d0Y2dZDZOWhtcvw7X1Xh7+eDld28Zz49hue7e3iTEU7A7fkiawZwb10ZX3+L6zB3fg/jP7MmlJPo99roVyvy+hvoSqqFSnwwi4KVu/YOPu9Vw/8DYiPZFEeiLpZjswMy6Wsh2h/yRGbXUlKVRQltCG77bN4LTsM4jwHHrR25bQvls/1kT0Jn2zs2U+2kSkUueto7i62NE4mqK8qACPsZDQrkn7LyiYTWxELP3SBjb5Gqkxbbhr+H2sLl7Bf9f8+0hDDYjS6ExSatxTLzyQNEAtIiISBvLWLSHL7qC660mOXH/QhGuYlXYeo7a/ScFm/TL7fbtXzwAgfYB76k+Db2ZHblQ2KWXhv7CatKySylr+NnU9p/bL5JiuR1bWZkL/TAZkJfP0N2uDNot69sYicouruGh444sj7qt/h2RqG7ys31kewMiO3M7yGoor6+jTPokTerWjR3oCr3y7CWvDZ2bsP2duYsPOCh6Y2J+YyP8NQLWJ9bC9NMxnUFfU0Sa+5WZQ73HLCd25amQX/jZ1Pa/P3tzi53ezZG8pNdFNm+35fRtK1vGPpc/w/tr/tHBULaveW88ry56ne0ovxnc+be/2nlE9yI+MZPPOpQ5G1zQlO31/iFsUW0Gdt44zss8KynV3dj2T3g1rHS19lxrpu++6ocxHRbFvcNaT2LQnreYXzGFw+jFERTTvD3MndZ7A2I7jeXnZ82wtC533tMq4LNo27HA6jJBw2AFqY8zLxpgdxphl+2wbYoyZaYxZaoz52BiTvM9r9xtj1hljVhtjglcEU0REpBXbsfATALJGTHQshvZn/wqPseRNfdWxGEJVTP4cdtKGdp16OR1KsxUn9aZT3UasNzRnh0poen7qespr6rn39D5HfA5jDHef2ptNhZW8vzA49RnfXZBLYkwkpw9o3+Rj+u9ZKDFE61Cv9i+Q2CczCWMM143pxpLcUhZsCf2ZdU2xo6yaJ79ay/g+6ZzcN2O/11JjDDvKqsO6TEVRZS1pLVjiYw9jDA+fO4DxfdJ54MPlTFmtARTwPbGWYnfTENf0Aer8ijz+veIlrp98Cdd/fjH/WvEPnlzwByZv/CiAkR6dLzZ9Qm75Fm4cdDse879hoz4JvlJly0sXOxVak5UX+u4bc00unZO60C+tf1Cu22ncVQBs+/aNoFzvYFL9JWgKKkN/Zm51qe+9JSo54zB7wq6qHWwp28gxmU2rP70vYww/OeaXRHuieHzuIyFT/qQ+uSNtKKO6otTpUBzXlBnUrwJnfG/bP4D7rLWDgPeBewGMMf2By4EB/mOeM8YE9hkKERERIWnrVDZ7OpHZ9cgHg45WZtdeLIseTJetH2kw83s6ly1hc8IgjMd9D6/Vt+tLChUUbw+d2SYS2raXVvPqt5u4YGhH+rRPOqpzndovg0EdU3j6m3UBL6FRUVPPp0vzmTi4A3HRTf8Vplu7BGIiPaE/QO3PxUXDO5IcG8nL325yMKqW8/jk1dTUN/Cbif0PKCXTJtZQ12AprnTHgm7NZa2luKJla1DvKzLCwzNXDqdPZhJ3vr6A5ds0gFKxu4ho04CNb7wcQXF1Ee+tfYs7vrqWyz85mxeXPk18ZDx3D7+Pd875nGMyR/L4vEdYvHNBkCJvurqGOl5b/nf6pg1gTNb4/V7rkJRNh7p6VtdtciS25qgq2k5BRASra7dyRvbZzS41daQyOvdiVWQ/2m91rsxHG/8MajcMUNf6B6hjUzIPu++CgrkAzao/va92cRncPvQeFu+cz0fr3zmic7Q0T2oXAIq2bXQ4Eucd9rcka+00oOh7m3sD0/yffwlc5P/8POAta22NtXYjsA5o/p82REREpMmqK8vpXbWYvHZjnA6Fsj4X09luY/2iHKdDCRlF2zbSgZ1Uth/hdChHJL7zYAB2rQ+9X6IlND31zVq81vKT03of9bl8s6h7saWokvcWBHZRrs+WbaeytoGLj2l6eQ/wDeL1bZ8Usgslrt5eRrvEaNomxgAQHx3J5cd1YfKy7WwrqXI4uqOzaGsJ/52fyw1jutEjPfGA19vE+AaktofpQonlNfXUey1pASjxsUdiTCQvX3csyXFR3PDqXPJL3d1mjlZ5kW/AzxykHEFFXTmTN37Ez6bexkUfncZfF/yRyvpKbhn8Y96aOIlnT32NC3pdTnp8Jg8f/zgdEjrymxk/ZVt5aC04+MmG99hemc9Ng+44YFA3IiKSIdWw2hSF1GJzB1Nbms/khHgsltOzzwzqtQt7nEePhg0seOUeRyZtJHgSiPJEuaLER0P5TgDi2xx+BvX8gtkkR6fQM/XI+xdndTufYzJH8rfFT1JQkX/E52kpse26AlBRsMnZQELAkU7jWY5vMBrgEqCz//OOwNZ99sv1bxMREZEA2TD3c2JNHbF9JzgdCr3GX0WVjaZ8dmgtQOKkguVTAUjqNc7hSI5Mes/hANRuW3aYPUVg464K/jN3K1cc14XOafEtcs6T+2YwpJNvFnVtfeB+0X9n/lay28YfUc3s/lnJrMjfHZJ1ndcUlNE7c/+Z7NeM7oq1ln/Ncu+TEV6v5cGPlpOeFMOdJ/c86D6psb7BtYIwHaAurqgDCNgM6j3ap8Ty8nXHUlHTwPWvzKWsui6g1wtlVf56uZFJvgHqmoYapuV+zQPf/ozzPziZP8x5gK1lm7mi73W8cvo7vHLGf7mq3w10SNh/WCQpOpk/jnsKL17um/5jymvLgv69HExNfTX/WvEPBqcPZ0Tm6IPu07cmgSqPlzXFztVYbgpbvoPp8XH0SulFl+SuQb324PN/wuzUsxmT9zKL/34T3oaGoF7fYzxkxGdSUBH6A9RU7AIgKa3x0lrWWhbsmMOwjGP3KzvTXMYYfjbiN1jr5c/zf+f4fTupfXcAagvdez9uKZFHeNwNwFPGmN8AHwHNfmbKGHMLcAtAZmYmOTk5RxiKc8rLy10Zt7iD2pc7OJmnOq/FE6RH1dyusrychTOnO3Lteq8lNyKweWqY/x5VNpqihiRmzZh2+AMCLCrmWAbu+pIZOV8RGdn0X5rLy8sdi7+2wbLFE5g8eVd+RZWNZmdZA0UOtcOjFWfbQN5Cx36O9qiu0L0x1D3x5RqiIzyHHDA8EntqUV//6lzeXZDLFcd1abFz77G1qJJZG4q457TeR/QYeP8Oybw5Zyv5pdVkpca1eHxHyuu1rCko5/LjOu+3vVObeCb0b8+bc7bw45N7NaukSah4d0Eui7eW8OdLhpAUe/DFsvbOoC6tCWZoQVPkL12SltC8xcKORL8OyTx31XCuf3Uud7yxkJeuHUFUhPvKVh2t2t2+cgR5MdW8N+dBpuV+TUVdOW1i0pjY4yJO7XIm/dsOatL7SKekrvx2zJ+5J+c2Hp75C/4w7ikiPUc6RNMyPlj/Xwqrd/Lg6D8e8nvoZjOArczbPov+bQcFN8Bm8FTsJD8mkl4p3YJ+7cioaAbd/k++e/kujt/+b+Y+XUrv214nOiY2aDFkxrd3xQxqT1URu208UYf5v8kr38qOyu1c1e+Go75mVmInbhp0J88s+hNfbv6UCdlnH/U5j1RqZhcarIHSLY7FECqO6N3PWrsKmABgjOkN7MlmHv+bTQ3Qyb/tYOd4AXgBYMSIEXb8+PFHEoqjcnJycGPc4g5qX+7gZJ62VdQR2wp/MTgSC2dOZ9hoZ2avFlbX0SkxsDObdk69nTVxQxhz0mmH3zkIVjTsJHX6TaTU5TNo/NVNPm7WjGmMGntCACM7tNzyWtoeYoDjaO2ccS8bonszYtzJATl/MGyd1Z2s+jzSHPo52mP+d9N0bwxhy7eV8vHibdxxUg8yklr2l/DxfdIZ2jmVZ75Zx0XDOxEd2bL3v/cW5GEMXNjM8h579M/630KJoTRAvbW4kqq6BvpkHlgL/Iax3Zi8fDsfLMoLyKB/IO2uruP/Jq9meJdULhh26Ad2U2IMxoTzDGrfAHWbAJb42NcJvdN59PyB3PfeUn7zwTL+cGHTBmLDSf1uXzmC57a9RllDOSd2OpVTu57JsIxjj2hweVjGsfz0mF/y+LxHeGbhn7j7mPtaOuQmq6yr5PWVLzMicxRDMo455H4xsVn0rtnA/IJZXDPg5iBG2DzR1TspTIhgVFxbR65vPB6G3fQ0377RljEb/sqSp8+h463vEJ+YEpTrZ8RnsHjnoqBc62hE1RRS6kkh4TD7LSiYA8DwjJapInxhryv4ZusXPL3wMbISOzKw3dAWOW9zRUXHsMukEV2+zZHrh5Ij6tkZYzL8/3qAXwN/87/0EXC5MSbGGNMN6AXMaYlARURE5EDbN62ii82jvMt4p0PZq/fx57CLVCKX/sfpUBxXXVFG9/r1FLU99C96blCW0pvO9VtoqA/tepPirMc/X01KXBS3nNCjxc9tjOEnp/Umr6SK/87fevgDmsFay7sLcjm+R1s6HuHgcp/2yRgDK0OsDvX3F0jc17HZbRiQlcwr3250/BHn5nr667UUVtTw0LkD8DTy9Eukx9A2ISZsB6iLKvbMoA7OADXA5cd14Y6TevDW3K08P3V90K4bKmzlTrxAYW0hF/a6nPtHPsKx7Ucf1czniT0u5NLeV/P+urd4f61zfad3175BaU0xNw66o9H9GhLbM6aqimW7FlNZVxmk6JrPU7OLCo+hbWzjC1oG2vArH2LmwIcZUDWfnc+cQWlhcGY1Z8a3Z2fVDrw2tBcuj60tpjwi9bD7zd8xm/S4DDontUy5lghPBPcd9zAxETHc8fV1PDrr1xRW7WyRczdXYWQmCdXO18N22mEHqI0xbwIzgT7GmFxjzI3AFcaYNcAqYBvwCoC1djnwNrACmAzcYa0NbrEdERGRViR/3scAZA4/x+FI/icyKpo1mWcysGIWJYWhv3r40Xhy/h95ZuGfDvn6tuUziDINRHU7eB1H18gcQIypY8em5U5HIiFq9oZCclbv5LbxPUiJC8zTCCf0asfwLqk8+806aupb7leMuZuK2VJUyUXDj2z2NPgWkuuaFh9yCyXuGaDudZAZ1MYYrh/TjTUF5Xy7rjDYoR2xdTvKeeXbTVw2ojODO6Uedv/2KTFhu0hisb/ER6BrUH/fzyb04byhWTw2eTUfLW5ds/48lYXkmVgabAPt4g6/qFtT3TrkbkZnncDTCx9j7vaZLXbepiqr3c1bq17j+KwTD1u2w5PSkVFV1f/P3nmHt1Web/g+2sManvJMPOLsvQMEwiy0tIy2lA5mW9rSvenem9JdfoUCLd0tFAqUXQjZO4FMZ9hOvCTZkiVbe53fH8cOMbHjJenI9rmvK1fso6NzHmt+5/ne73lJiAle68rdBspxugEoMsprUAMsvvYT7F79C2rjxwn/7gq62psyfk6HuZREKoE34s34ucaDOeEjrD13VXlKTLHXvYuljpVpXbUx3VrDw1c9znvn3M7LLc/xvqev5e9H/kg8md2c/YChlPx47sexZJphDWpRFN8timKZKIpaURQrRVF8QBTFX4iiOLPv313iGVPuoih+TxTFOlEUZ4mi+Exm5SsoKCgoKExtjCdfpl1wUF47T24pAyg47xZ0QpKmlx+WW0pG2dT2Mv86+me2tg+enR06vhmAsgUXZVNW2jFPWwiAv2mfvEIUchJRFPnxcw04rHpuWVOdsfP0V1G3+yP8c1dr2o77yO4WzDo1V84/d4Om4ehvlJhLNLh6qSowkqcfvLrzrYvKKMrT8dDmzJsl6UAURb715EGMOjWfe9OsEd2n1GrA1TNJM6iDMTQqAcsQz2+mEASBH79jISurC/jcP19lZ3NuG2DpRBvx0qyTzLQiY3HajqtWqfn66h8w3VrLN7d8npM92X1P/rPhTwTivbx//p3D7qsvqGRpNIoGDbuc27KgbmwkVAEA2Suo+1lw+U0cuuwhipOdqB+6krbj+zN6vhKTAwB3KLeLRawpPzFdwTn3afQdwx/tTlu8x5mYtCbuWPgJ/nDloywqXsq9r/6M2597JzudW9J+rqGImSsoTnVlvZlmrqGElyooKCgoKExQYtEIs0J7OFmwBkGVW1/p0+etolFVTeHxf8stJWMkUgk8EWkp4N27vkNv7GxjyureRbNQiaXAkW15acVRt5ikKJB0KhXUCmfz0hE3u09284lLM99s74IZRSyfns9vX05PFXUoluC/r3XwloVlmHTjM/nmllk56QnRG8lu5dW5aHD2Dpo/3Y9eo+Y9q6bzUoOb5q5gFpWNjRcPu9l4rItPXzaTojz9iO5TYjVM2oiP7lAMu0knSw60XqPmvpuXUVlg5IMP76KxM5B1DXJgiHXTqskDoCDNxqdJa+YHa3+BVqXjSxs/gS/andbjD4Uv4uVfR//CxVVXMCN/+Ikfc/E0DKJIndrBbtf2LCgcPdFwkLBa+iwulCmDejBmrbmaU2/7J0YxTP7f30rT/s0ZO5ejz6B2BXPXoBZTKWxiDwnDuZ+j3e6+/GnHqoxpqbRM44cX/oofrv0lSTHJ5165k69s+jQdgUHb6qUV0VaJTkji60zf5PtEJLeuZhUUFBQUFBRGTNOeFzEJUTQzr5BbyqB01FzHrEQDbcdelVtKRvCEO0mJKd5W9w66I15+s++nA25PJZPURA7SYV0kk8L0YTDl0aYqw9jdILcUhRwjlRL5yXMNVBeauGF51fB3GCf9VdQd/gj/2Dn+LOpnDzgJxpLjivfop79R4pG+WA25iSaSNHUFmXkOgxrgfaunoVEJ/GFLc3aEjZFIPMl3njpEfUkeN60ZeQZpqdWANxhLayxMruANxigwZyZSZyTYTTr+cOtK1ILArQ/txOmfnBMBZ2JKdOPSSVn16ayg7qfUXM73Lvg5nSEXX9/8uaxEDfztyB+IJiPcOv/DI9rf7pA+6+fErTT6j+EJd2VS3pjwudvpVEsTpoUZeJ7GQ82iC/C860niaKl6/J0c3fZsRs7jMEmrgtyh3I2OCPZ2oxOSpMznNqj3uLZTZZl+uio8k6wpv5A/XPkodyz8hNQI9JnreGD/b4kkwhk7p6ZAalTc09GYsXNMBBSDWkFBQUFBYYISOvgcMVFNzcqr5JYyKNMvvoWkKODa+Ee5pWQEV9+SybUVl/Du2bfyTNN/2Nax6fTtzuOvYiNIoipz1R7ZxG2swxGeeg2xFM7NcwedHHH28pkrZqFVZ+fS4ry6QlZWF/Cbl48TiY/PdHx0TyvTCkysqD738uKRMLdMWvZ/qD03Yj4aO4MkUuKgDRLPpMRi4OqF5TyyuzWnqr/fyAObmjjlDfGNt84b1Wut1GoAwD0JYz66g3HyTdnNn34j0wpNPHDrCrzBGO++fxvuSVqt3o8l6adLJz3m6a6g7mde0UK+sPKbvNq5m5/u/m5Gm5h6wp38+/g/uHz6m6m21o7oPgazjR7RxJyQVLm/JwerqAPeNrrUagQE8vX5css5i4r6RURveQavupBZL9zMgf/9Le3nsOnt6NV6XDlsUAc8UmNAlXno91IiFefVzj0ZifcYCp1ax3vn3M7DVz3O2spLePjQfdz8zPWsb3lh3O9HX8TLHtcOHjv2d5xBKcPf7JDee+HO5vFKn9AoBrWCgoKCgsIEpdS9iaP6BZgtdrmlDEph6XQOGJdR2/7UpMxUc4WkQXWJuZRb5n2Iamstd+/8DoGYVD3ZfWQjAIVzJnb+dD/h/FlUpDqIhKbGMm6FkXH5XAe/fs8Srl5QlrVzCoLApy6vx9UT5Y4/7eYfO0/R4R99ZVNrd4gtJzy8fWklKtX4IxIcVj0FZl3OGNRHXdJn0XAGNcBt51cTiCb4VxqzvdNJhz/Mr186zpXzSrmgfnSmoMMmGdSTMeajOxSjIMsNEgdjcZWdP96+AndPhBvv34a7d/I91iDFEdhFP91aDTadHZ06c4/95dPfzM1z7+CZpv/w94bMTfT/6dADJFNJbpn3oVHdz6supD7Yi1VnY5cr93Kow94OutRqrJo81KrMRk+NlZKqGejveJ5TmhqWbPkY+578bVqPLwgCJSZHTldQh32SNo1l6IajR7wHCSdCLHVkz6Dup8Tk4OtrfsgvL36APK2Fb2z5PJ995cM0+4cv2IglYxzrPsKzTU/y23338LlXPsJ1/7mMa/5zCZ9efwc/3/ND/nL4QQDs5ZJBnew+ldG/J9dRDGoFBQUFBYUJSFd7E7WpZvyVuW1+RubeQBmdHNv5nNxS0k5n34C/xFiKTq3jrpXfxhPp5Lev3gOAtn07Xiw4anKrgeVYUZfNRyWIuE7sk1uKQg6hUau4emF5Wgze0XBeXREfv2QGDc4evvjoftb84CUuv+cVvvPUIV452jmiyurH9rQhinD90oq0aBIEgbllVg47c8OgbnD2olEJ1BblDbvvwko7y6bn88etzSRTmavWHCs/ePoIKVHkK2+ZM+r7OqxSVrVzkhrU+TlgUAMsm17AQ7etxOmP8J77t9MVmHwV65FgDwYhjk8DBcbMN967bf6HWVd1Ob979Rdsbluf9uM7g+082fgIb665hoq80UU09WiLscY6WepYyW7X9oxWeY+FuN+JR62iQJ87+dODYSsqo/Bjz3HYsIg1r36FPX//TlqPX2IqOb3iLxeJ+aVeLnrb0Ab1btcOBASWlKzIlqyzWFSyjPuu+CufWvoljnYf5vbnbuDXe39CINaLKIq4gh1sbd/Anw89wLe23sUtz1zPlY+u4QPP38gPdnyNx479HX/Ux8rS87hz8Wf56UX/x9yCBZzwHQUgz1ZIr2hE3ZP5vOtcJrvtfhUUFBQUFBTSQuuOJ6kCiha/RW4p56T+ohsJ7P4G0V1/gdVvlltOWnGFOrDorJi0JgDmFM7n3bNv5S+HH+TiqsuZ2/Mazcb5VOdYA8uxYqteBLsgePJVWHCB3HImHIIgfBr4ACAC+4HbgP8DLgL8fbvdKoriPkHqePYL4M1AqG/7nuyrzm0+e8UsPnP5TI66Amw42smGY538adtJHtjUhE6jYlVNARfWF3PhzGJmOvIGNJITRZFH97SyuraAqgJT2jTNKbPwx60nSSRTaLIUeTIUDc5eaovN6DQj03Hb+dV87K97efmIm8vm5k5j1x1NXp54tZ1PXFo/pueqP+LDNckiPlIpke5QnAKZIz7OZGVNAQ/euoJbH9rBe+/fzl8/uIrCETaznAj0eiWjr0edpDgLucYqQcWXVn4bZ7Cd72z7Er+65CHq82en7fgPH7wfAYGb531w1PcNGUpw+JtZ7ljN+pYXONnbNOKIkGwgBlx0atSU5JXKLWVYTBY70z7+FLvvfTfnH7+HzQ96WXLrT9PSAL3EVMpe1+40qMwMiYBkUJvyh/7O2ePewQz7LGx6e5ZUDY5GpeG6+ndx8bQreGD/b3jk6F95tvlJRDFFIP766sJSczm1tnrWVl5Cra2eWns9lXnT0KgG2q+b2tbzbPMTpMQUKkFFl7oEY6g9239WTqEY1AoKCgpTiGQiwYn7b0a78nZqll0mtxyFcaBrfgk3BVTNXia3lHNiNFt4LX8d87pfJhzsxWgefqn5RMEVcp5uQNPPLfM+xKa29fxw2zd4kg6aHdfLpC79lFTPIyJqwX1IbikTDkEQKoBPAHNFUQwLgvBP4Ma+mz8viuIjb7jLVUB9379VwL19/yu8AUEQmFVqYVaphQ9eWEs4lmR7k4eNx7rYcLST7z19mO89fZhSq4G19UWsnVnM2hlFnOgM0OwJ8bFL6tOqZ265lVgiReMImhNmmgZXL0umjTx79U3zSimzGXhoS1POGNTJlMg3njhIuc3ARy6qG9MxbEYteo1q0kV89EYSJFNizlRQ97O6tpAHb1nBbX/YyXt/v52/fnB1TsSQpINwt7Ryyk+E2RnKn34jBo2R71/wcz70wvv40sZP8rvL/5yWpn+tvSd5tvkJrpvxLkpMozdx46ZSCn0+lhQtB2C3c3tOGdSqYCedJg015qErc3MJncHErI8/yrbfvZ/z2//Atnu9zP/QA6g147PsHKZSOsOdJFPJ3Iw6CUoGtaVw8NdgJBHmYNerXF//7myqOid2fT6fXf5V3lr7dv7e8EfytBbq7DOptc2gxjaDPN3Ivvvr7PWEEyFcwQ7K8irw6xxYY7kbx5INJkdJj4KCgoLCiPC0HmO1/1mmvfAh/F1Te4Z2IpOIx6gP7KLJvjot1RWZRr/sveQJYY698ne5paSVzpCTEtPA3F29Ws8XV3wTT7SLnxbYMc5YK5O69KPWaGjRTMPiPyq3lImKBjAKgqABTMC5PoSvAR4WJbYBdkEQshfyPIEx6tSsm1XC166eywufuYgtd13Cj96+gGXT83n+kItP/G0vS7/7Ah98eBcmnZqr5qe3ui5XGiUGoglau8PMcgwf79GPVq3ipjXT2XzcQ4OzN4PqRs6ft53kcEcPX3nLXIy6sZkrgiDgsBpw+ieXQe0NxQAoMGtlVnI2580o4oFbVtDUFeR9v9+Or0/rRCfqd5ECelLBtJjEI6XQWMz31/6C3pifr2z6NNHE+F/Lfzj4O7QqLe+Zc/vYDmApQyOkMIWhIq8q53KoNRE3XrWKwixNJKQDtUbDwo88xOayW1jd/QSv/uXL4z5miclBUkzgjXjSoDD9CCEPEVGLwWQd9Pb9XfuIp+Ky5E8Px8yCOXx9zQ/5zPKvcM2Md7KgeMmIzWmAOvtMAE70jatDpjKKkopBraCgoKAwRQi4mwEophv/n2+blI3rpgLNr27AShDqJ0YVfP3KK+mgCMOhf8ktJa24Qk5KTGdXGc4rWshlsQoesVpwleSecTAevOYZlEcb5ZYx4RBFsQ24GzgFdAB+URSf77v5e4IgvCYIws8EQehfC18BtJxxiNa+bQqjpNxu5F0rpvGb9y5lz9cu57E7z+NTl85kRkkeH76oDrM+vQtK+yM1DnXIa1D3N0gcbRX3u1dMw6BV8YctTZmQNSp2n/Tyvf8eZm19EW9eML6JhFKrYdJlUHuDkumbn0MRH2dyQX0R9928nOPuAO97YDv+UFxuSeMm0dtJt0pFkhRFxuxW5s7Mn81XV3+fI96DfHnTp9jQ+j/8Ud+YjtXkP86LJ5/h+vp3UzjGLG1NvvSVFHCfYpljFfvcu0ikcuc5TiY8JASBoixkhacTQaViyW33sMN6BWtO/Z4jm58a1/EcfePUXM2h1ka8+AQbCIP3sdjr3ola0LCwaGmWlWWeamsdAgInfMcASFqqsBMg3OuTV5iMKBEfCgoKClOIiEfyOzYXvoPzPY+w8dHvM++Gr8msSmG09Ox/hoSoomblW+WWMiJUajWN5W9lddsf6HC2UFg6ukY8uUgoHqI31oPDNHhR683ubg46BH726o9YVLYCk9acZYWZIVo4m+Ke52j2OLEOsRxT4WwEQchHqoquAXzAvwRBeB/wJcAJ6ID7gC8C3x7Fce8A7gBwOBysX78+rbqzRSAQyKr2RRpYNBugjfXr09+QqNwEmw82s94kXyXUKy2SUeQ7eYj1nUdGdd9VDhWP7Grh/DwPebrsNr/spyuc4ltbw+TrBd5VFeKVV14Z03H6X1tCJEJzT2rCvkcGY687AUDjkf3QkYNL9/v46GItv9rTw7U/f5HPrTBg1p79msr2Z8CZxFMiqiHMsTcSbm2gUyM91j2nOtnbtTGT0s4iDy3X57+dJ91PsMu1DQGBcm0FMwz1zDTMpFZfh1FlHPY4D3U+gE7QM693Fnu3ju5vCAUC7N26kUB3CICm17ZQWGYjlAjynw1/pVafmZiPREqkVT3yzyN1ygdo8ZzsZFvXhoxoyiTxebdxausBKl/6OOt7khgsI49rAuk9tW3TBtwx6Ttu0+71BMy+DCgdSCwpcmoUTZNtQRd+wULrEK/Djc4Xma6bRsOu3M3RHg+FmiJ2n9jCwp459EYke3bXy0+RVzw9o+eNBOX7zD0XikGtoKCgMIUQfa0ATL/xx+x+yMmqE7/k0GvrmLZw8sQQTAWKnZs4pptNdf7EqQpxrL0F9T8e4uTLf6Dw3RN/UsQdlipRBsttjEXCzIkd572JK7g7dID/e/XnfGb5V7ItMSPoKxZAE3Sd2Iu18Cq55UwkLgOaRFHsBBAE4d/AeaIo/rnv9qggCA8Bn+v7vQ04cyansm/bAERRvA/J2Gb58uXiunXrMqM+w6xfv56Jqn0wVnW9xguHXVx00UUDGjNmk/VPHMSka+EdV16MahRmAUDZ7F7e9PMNnNJVcee6GRlSODSBaIJ33LsFVBr+8uHzmVEy8piSN9L/2toUOMSr20/K+pykG/euFtjzGpevXZPWRp/pZh0wb56Lj/xlN/cf1fGn96/EYhi4ukjOz4D2YBzDCBuaHjz8T9oj0kKX5YsuZH7RokxKG5QlrOXO1Bc54j3IXvdO9rh2srVrM6/0voxKUDErfy5LSlaw1LGC+UVLMGoGGtZHvYd59dQ+bp33IS6Yf+Woz79360aWrFmL1zkNjkKRScWSC27mD48/SE9RiCXzM3NN4YnEqcwb+WqBrduCgJ3Vi9ey1JHb/VqG4lRZIaWPvoXKA7+g5tPPjyqPetumDay+4EJ8UR8/euRH2KYXsHr2hRlUK9EaiFFoGPnqwc5NISK6QpasOft10xvrofXxVm6a+4GMva7kZs6mBTT3nGDJmrU0aiPg+jmlBSbqB3k80snuLRtyctylRHwoKCgoTCFUve30YMZksVP0vvvxCvkUPfMhgv5uuaUpjBBfZxszEsfwlmV+kJlOKuoX0aCZSWnTY3JLSQvu4NAGdduhLeiFODOq3sQNs27iPyf+xR7XjmxLzAhFM1YAEDo5OStZMsgpYLUgCCZBcscuBQ7350r3bbsWONC3/xPAzYLEaqRIkA4ZdCuMgbnlVrzBGO7eqGwajrp6qXdYRm1OA8wqtXD+jEL+tPUk8WQqA+qGJpUS+dTf93HMHeA371k6LnP6TEptBiLxFD3hRFqOlwt090d8TIAGhJfNdfCb9yzlQJufWx/aSSA6MZ8HbcTDKY20Imqs0RjpQKPSMr9oMTfN/SA/u/g+nrp+Iz+/+H7eN+cDaFRa/tHwJz73yp1c/dhaPva/23hg/2/Z695JNBnlwQO/xaKz8s6Z7xuXBltRBQlRBb3tWPU2ZhXMZbdre5r+wvERDvYSVEuvsUJjocxqxs60uSvYM//LLIju5dW/jq24w6azoVcbcIdyM9vYkvIR0Q1eHb7PvYuUmGJZyeTtEV1nr6ct0EIkEcbqqAEg5jklsyr5UAxqBQUFhSmEMdyBRyUNqC0FDtou/w2lKTcdf74DMZXdi1CFsXFy+1OoBBH7ojfLLWXUdNVdT12qiZMHc+MCZjy4QpJX6BjEoA4e2wRA6YJ1vH/+nVTmTeNHO79JKB7KqsZMkF9aRQdFGF175ZYyoRBFcTvwCLAH2I80Br8P+IsgCPv7thUB3+27y9NAI3AcuB+4M9uaFcbO3HKp2ZOcjRIbnL2japD4Rm47r4YOf4TnDmY3t/THzzXw4mEXX796LhfOTF8TOofVAICrd/LkUHtDMXRqFeYxNo/MNlfMK+XX71nCvhYftz20g+AENKkNMS8dWqkiudCQvSaJw6FX61lSsoL3L7iTX1/6EP+9fiN3X/Rbbph5E/FUjD8f/j2fevmDXP3YhWzt2Mi7Z986qmZug6HWaPAI+Wj7jM9ljlUc8uwnGA+k408aF/7ONrr6oliKstjMMhMsvuYT7LRcxuqTv6Nh29Ojvr8gCJSYSnAFczOD2pbykzAMblDvce9ErzYwt3BhllVljzr7TFJiiuaeRuyl00iKAvgUg1pBQUFBYQpgibnx615v6lKz7HK2TruDlb3/4/DT98qoTGGkqBr/RzcWquefJ7eUUVN38c3ERDXeLQ/LLWXcuEMuVIKKwkEufMyuXbQKpdhLKtFrDHxx5bdwBTu477VfyKA0/bSZ51ERPCi3jAmHKIrfEEVxtiiK80VRvEkUxagoipeIorigb9v7RFEM9O0riqL4UVEU6/pu3yW3foWRM7tUMn7kapTYFYjiCcZG3SDxTC6ZXcL0QhMPbW5On7BheGR3K//3ygneu2oaN69Jb/5mv0Ht9E8eg9oXjJNv1k6oyJIr55fxyxuXsOeUj9v+sJNQbGKZ1Ma4D5dWh1VnQ6fO3cp1o8bIitLz+NCiT/K7y//Ck9e+wvcv+AXX1L2TS6ZdyfX1707LeXyaQkwRNwDLHWtIikn2ueVfYRXwttOlVqMTtJg0uRt/MxIElYra2++nTVVGxYsfo9vdOupjOEyluHKwgjoSCmAWoiSHWI2wx7WdhcVL0KonV8PxM6m11QNwwncMjVZHp1CILtAusyr5UAxqBQWFnODp/R10BeRbCjtVKEh2ETYMrPic/a5vs1+3iKX7v0v7sX3yCFMYEalkkhk92zluWYVKPTEqps7EVlTGAfNqZrqeJhGPyS1nXLhDHRQaitGoBuYBiqkU1aEDtOW9Xu2xsHgJ75j5Hh47/g/2undmW2raCTmWUC668Y3hIklBYSpgMWiZVmCSrYK6wdkLwOxS65iPoVIJ3LKmmt0nu3m1xZcmZUOzq9nLl/+9n/PqCvnm2+al3XQt7TeoeyaPQe0Nxcg35a5JOhRvWVjGz961mF3NXt7/h12EY0m5JY0YS8qHV6MedHI6l8nTWTi/4iI+tuRzfGPND8/KpR4rAV0J1ngnAPOLFqFXG9jl2paWY4+HiLeDLrWafI1tQk3gDIXJYid07YNYxABdf7yVVHJ07xmHuTQnIz4CHqmqWzCfbVB7wp009zSytGRltmVllfK8SgxqA42+owB4tQ7Mkamb6KYY1AoKCrLjC8W48y97+OpjB4bfWWHMxCJhCvGTyCsbsF2t0WB890NEBB3Gx24nGg7KpFBhOE4e2EoBPSTrLpNbyphJzL+BInwc2/qU3FLGhSvkHDTew9V8iEL8xCoGDqg/sOBjVORV8aMd3yScCGdLZkYw1a4BwHVwk8xKFBRyl7llVtkqqPsN6pml48tvfufySvL0Gh7a3JQOWUPS4g3xoT/tptxu4LfvXYp2hA3rRkOJVWps555EBnV3MEbBBMifHoy3LSrnnhsWs63Jwwcf3kUsKcotaUTYUn66NVBomDhNqjNJxOigIOkBQKfWsah4aU7kUMf9TrrUagpNE2si4VxMn7eKPfPuYmF0N/v++vVR3bfE6KAr3EkylVuTQSGfZJprLGc/T3v6CjqWOSZv/jSASlBRY5vBCf8xAAKGUvITbplVyYdiUCsoKMhOm08ya5496MxKlc5Uxedsln6wV551W0FZNUfP+yl1qWYa//yprOpSGDndrz1NShSYvupquaWMmVkXvgM/ZpJ7/yq3lHHhDjkpMZedtd17eAMA9jd0SjdojHxx5bdwBtu577VfZkVjpiifs5qEqCJxSv6LUAWFXGVuuZVmT1CWnN2jrl4KzDqK8/TjOo7FoOWdyyv57/6OjBm7gWiiz6BM8cCtK7BnqCLYoFWTb9JOvgrqCWpQA1y7pIK737GIzSe6+OXeKKlUbpvU/XEEflVywucap4tUXhlWIUQk6AdguWM1J3saZa/WFQNuutRqSvLOHqdNZBZf+yl2Wi5hdfO9HN327Ijv5zA7SIpJuiJdGVQ3eqJ+6XWis5Wcddse1w4sOisz7LOyLSvr1NrrafQdQxRFYuZyilNdJBMTK/4oXSgGtYKCguy0+6SLBZUAdz/fILOayUvA3QyAvqBq0NtnXvgONhXfyPmeR2l46S9ZVKYwUvLbN3BcMwN7cYXcUsaMzmDiUOHlzO/ZSKjXJ7ecMZESU3SGXJSYHGfdpm7dTo9ooqx+yVm3LSpeyvX1N/LvY3/j1RzIaBwrBrOFJk0NNs+rcktRUMhZ5pZZEUU40lfNnE2OOHuZ6chLy9L2W8+rJpES+fO2k2lQNpBkSuSTf9vLMXeA3753KXXF46v4Hg6H1YDTP3ni5LqDMQomYMTHmbx9WSV3XTmbA11JDjvlayo6EgIeJynAL0QnXMRHphBs5QD4XC3A69Wue2SuolaF3HSq1RSbJ9fzJOVRP0C7qoyyFz+Kr7NtRPfrX/En98TBG4n3SPEwRtvA8bQoiuxxbWdx8XLUqokXaTha6mwz8cd8eCNdiLYqdEISf+fUjNFTDGoFBQXZ6fBLFdQfWFvLxmNdbD3hkVnR5CTikQaPpuKhGw/Vv+8ejqpnMHfHXXS1Hc+WNIUR0NvdxczYYTpLL5BbyrjJW3UTRiHG0Zf/LLeUMeGLdhNLxXCYzq7MKfW/SqNh7pAZ4R9c+AnKzZX8aOc3iUzgqI9O2wJqow1TtsJDQWE45pZL+c/ZjvlIpUSOuXrHlT99JtMLzVw6u4S/bD9FJJ7e5eE/fvYI/zvi5htvncva+swbSQ6rAdckqaBOpkR84fiErqDu57w6KS6jxZvb34lBn5NulYoUIoWGyWV8jhVdvrQqM9h5CpAqQfP1BbLnUAvhLnrVKgomYRSLyWIncM3vsYm9uEeYR91fUOEKOjMtb1SkgpJBbS4YaFC3B1txhjpY5pjc+dP91Nlfb5SoLZgGgL/jhJySZEMxqBUUFGSn3RdBp1bx6ctm4rDqufv5BkQxt5f5TUREvzQTay+tHnIfrd5A4u0PohGTJP5+24RvZDeZaN7xFBohhWX+VXJLGTd1i9fRIpRjOfKI3FLGhCsoNS95YwZ1oLuTmtQpekuWDXlfo8bIF1Z+g7ZAC7/f/+uM6swkqYrl5AlhnCeUKmoFhcEosxmwm7RZb5TY5gsTjCWZ6bCk7Zi3nV+DJxjjO08dOl1UMF7+tauF321o5H2rp3Hzmuq0HHM4SieRQe0PxxFFyDdp5ZYybqoKpIZ9rd0hmZWcm6jPRZdGmnxWIj4kTEWSQR31StcYKkHFUsdKdru2y3otF0tJxmeRcfIZ1ADV89ewe+4XWBTZxb6/fXPY/fvHq65QbhnUqpCHhKjCbBv4PO1x7QBg6STPn+6n1tZnUPuPYiqpASDSlf5VSxMBxaBWUFCQnXZfmFKbAaNOzScurWf3yW5ebpi6zQEyhaqnHb9oxmSxn3O/0tr57F38TebGD9Lw969kR5zCsIjHXqQHEzWLL5JbyrgRVCpOVb2V+bFXcZ08JrecUdMZlpZIFr/BoO448AoA+trzz3n/JSUruG7Gu3jk6F95rXNvZkRmGPvM8wDwHd0isxIFhdxEEATmlGa/UWJ/g8RZ42yQeCbn1RVy/ZIK/rrjFBf86GU+/KfdbD7eNWYDamezly8/tp/zZxTyjbfOS5vO4XBY9XQFoiSSqaydM1N4g1IBwURtkngmNqMWgxpau3O7gjrR24m7b3VU4SQ1PkdLf9FLyv961MRyx2q8EQ+NfvlWYsZE6XN3Mj9Pi6/7DLvy1rGq6bcc2/H8Ofe16CwY1Iaci/hQh734BOtZqw73uHZQaChmmqVaHmFZxqq3UWws4YTvGPnlMwBIdrfIrEoeFINaQUFBdjr8YcpsBgBuWF7FtAITP3nuaM43S5loGMNOvOqRDdTmXnUH22xXcn7rg5zY9t8MK1MYDjGVosa3lWPm5Wi0E/9iFKD8wlsBaNvwB1l1jIWhKqhjjVtIiCoq5g8fw3LHwk/iMJfxpY2f4P7XfoUn3JkRrZmitHYBPaIJTfsuuaUoKOQsc8utHOnoyaoh2uCSDOp0VlALgsA971rMhs9fzAfW1rC9ycN7f7+dS+95hQc3NeEPx0d8rBZviA/9aTeV+SZ++55laNXZuxx12AykROgMTPwc6u6QZFDnT/AMapBeX8UmFS3e3K6gFgOddJ02qJUKauiLmxCNqAOvV+YuL10NwG4ZYz7iqiAAhZMw4qMfQaWi+rYHcKpKKH3+I/i7OobeVxBwmEtx5ZhBrYt56VXZBmxLiSn2uHew1LEyLX0UJgq19nqa/Mcw2/LpEU2oe5QMagUFBQVZaPdFKLdLy/u0ahWfuXwmhzt6+O/+ob9oFUaPJebCrx35gLrqfb+lVVXO9PWfPOegRyHztDTsoQQvsZpL5ZaSNkqrZ3NQO5/KlicQUxOrms0VcqJXG7DqBg6q7Z69NGlqMA6zSgHApDXxowt/zZKSFfzl8IPc8NRV/GD71zjhO5oh1elFpVbTbJhNif+A3FIUFHKWuWVWookUzZ5g1s7Z4Oylwm7EYkh/9ENVgYkvXTWHrV+6lHtuWITNqOXbTx1i9ff/x5f+/RoH2/3nvH8gmuADf9xFIpni97csx5bleIpSq1QM4eqZBAb1JKqgBigyCrTkeMSHEOqiQy29ZidjtvFY8agK0Z8RHVFiKmWapVq2HOpQwE+vRhpXTtaIj37MtgJ63vZ77GIPzj+cO4/aYSrNuQpqY6yboGbgWLrJfwJftHvK5E/3U2ebSXNPI4lUnC51McZQu9ySZEExqBUUFGQlmRJx9kQotxtOb3vronJmOSzc88LRSbEMM1coSHYRNp7d1G0ojBY73Vffh13swffn2yeciTiZ6Nr7FACVK98qs5L00jPrHUxPtdL02ka5pYwKd8iJw1Q6oLIjHotSFz2C275kxMepttby3Qvu4S9veYK31r6D9S0vcPtzN/CZ9R9ie8fmnM/i9xcupjrZTCR4blNKQWGq0t8o8WAWc6iPunqZVZq+6unBMGjVXL+0ksfuPJ+nPn4Bb1tUzmN723jLLzdx/W838/jeNqKJgUZJMiXyyb/t5XhngN++dxl1xemLIBkpjj6D2umf+DnUpyuoJ5FB3dodzunvPXXYS7tGmpzWq/Vyy8kZ/NoizLGuAduWOVbxqns38eTIV1eki57OdrrUagQg35Cf9fNnm5oF57NrzudZHNnBvr9/e8j9SkwluHOsSWJe0kdEO/A52uPaDsDSkqllUNfaZpBIJTjVcxK/rhRrLLcmE7KFYlArKCjISmdvlGRKpMxmPL1NrRL47BUzaeoK8uieqbm8Jd3EImEK8ZPIG7lBDVA1bw3bZn6WJZHtHHz0BxlSpzAc1tZXaFRVU1ReI7eUtDLj4vcREbX0bPuT3FJGhTvkpOSN+dNHdmASojB99aiPV5FXxaeW3cW/3vocdyz8BCd7GvnCho9y67Nv57+NjxFN5ma1n3b6StSCSNvBrXJLUVDISeqK89CpVRzu6M3K+eLJFCc6A2mN9xiO+RU2fvSOhWz/0mV87eq5dIfifOof+zjvBy/xo2ePnG5896Nnj/C/I26++da5XFAvT1Wj43QF9cQ3qL1ByfgrmAQRHwDFRhWhWPJ0tnYuoo95cWp0kzo2YiyE9SXYEwNjypaXriaSjHDQk/1GygFPG11qFXkqExrVxG8iOhIWX/85dpsvZFXjrzm+68VB93GYSumKdJFIJbKsbmhsop+YvmDAtt3uHVTkVeEwj+6adaJTa58JSI0Sw6YyipOKQa2goKCQddr7usGfWUENcPlcB4uq7PzixWNE4kMvV1IYGT5ns/SDvXLU95133efZYzyP1cd/zsn9m9IrTGFYgr0+ZkUP4Cw+d+O9iUierZADlguY3fU8sejEMQxcgxjUvUel90bxvAvHfFyr3sZ759zO39/yNF9e9V00Kg0/3vkt3vXkVfzh4O/wRbzj0p1uHPOkrO1wo2JQKygMhk6jot6Rl7VGiU1dQeJJkdkZrqAeDJtJy/svqOF/n7mIP71/Jcum5/O7V06w9scv887/28J9Gxq5ec10blpTnXVt/RSadWhUwqQwqLtDMQxaFUadevidJwDFJmlFUksON0o0xn10adRK/vQbiJsdFIndA+IlFhcvRy2oZYn5CHd30KVWk6+zZ/3cciGoVEy7/UFcqmJKnv0wPs/ZldIOcykpMYUn3DXIEbJPIh7DRpCksfD1bakEr7p3s8yxSkZl8jDNUo1GpaHJf5yktRIbQUK9PrllZR3FoFZQUJCVdl+/QW0csF0QBL7wplm0+yP8dfspOaRNKnrdJwHQF1SN+r6CSkXB+35Pt2Cn6OkPTckvSzlp3vkMOiGBce6VckvJDIvfTT69HN30mNxKRkQsGcMb6TqrQaKhYydOiiiqmDHuc2jVWt5UfTW/v+If/GzdfcwqmMtDB+7lnU9dxd07v8PJnqZxnyMd2IrKaRMcmNz75JaioJCzzC2zcihLER9HnOlvkDhaVCqBtfXF3HfzcjZ98RI+dvEMmrpCrJtVzNevniubrn5tJRY9zklgUHuDsUlTPQ1QZJRsidYczqHOS/roVgsUKQb1AFKWcrRCkh7P6/1q8nQWZhfMY7dze9b1JPxOutRqiowlWT+3nOTZCvFf/XvyRT+uP9x2VjRjidEBSEUWuUCg2w2AaH59RUKD9xChRJClUyx/GqSx/3RLLSd8R1HZpwHga2+UWVX2UQxqBQUFWenwSRcJZ0Z89HP+jCLOqyvkNy8fJxjNneVIE5GoRzL5TcXTx3R/a2EpLZf+mvKUE+NvlnDsNzdw6L/34nWeTKdMhUGIN7xASNRTu+wSuaVkhFnnX4MHG6rX/ia3lBHRFZYG1GdWUIupFNOCr9GStyCt5xIEgaWOlfzowl/zx6v+zRXT38JzzU9y8zPXcdeGj/Nq5560nm8stJnnURU6KLcMBYWcZU6Zla5AFHdv5k3Ro85e1CqBuhJzxs81EsrtRj57xSx2fuVSHrp1BRq1/JeeDpthclRQB2OTJn8apAxqgBZv7lZQW1J+fKqkUkH9BjT2CgB6XAOvCZaXruZI90F6Y9nL4AcQA2661GpKrOVZPW8uULPoAnbN+gyLw9voPT5w1avD3GdQ50gOddAr6VDnvW5Q73FLExpLipfLokluau31nPAdw9B3vR5w50ZBSjaRf5SgoKAwpWn3hzHr1FgNmkFv/9ybZuEJxnho89T7gE4nol/K8raXVo/5GLUr3sTOC+7juGUF9b07uGD/V5jxhyX4fryEQw/cybFN/yYSzE7O5lRBTKWY7t1Cg2kpOoNJbjkZQaPV0VByJQsCW4kGs3sRMxZcIalC6EyD2tPWiAMvkbIVGTtvtbWWz6/4Ov9867PcNu/DHPYe4JMvvZ9nm57M2DlHQqR0KQ68eNuVz2gFhcHob5SYjSrqBlcvNUVm9Jrcin0QBGFAU1k5KbUacPXkZq7/aPCGYhRMIoPaqBHIN2lpydEK6ng0QkodISWIFBoUg/pMjIXS6sywp2XA9mWO1aTEFHvdu7KqRxVy06VRU2yeWhXU/Sy47rMkRBX6N6y2KzFJBrU7nBvZxhGfpENref152u3awQz7TOyGgqHuNqmptc2gM+yCQsm0j3um3ipyxaBWUFCQlQ5fhHK7ccgLl6XT8rlsjoPfbWjEF8rdxim5jqqnnR7RhMliH9dxZq59O/Uf/Sepz5/g1bf+lw3VHyegyWel+xFWbfoAhb+cQes9l3LgH9+i9dC2AXl0CqOnvfEg5aKL8PSL5ZaSUexrbkInJIg1bZBbyrC4Q9KA+szmLZ0H1wNgmbk24+fPNxRw6/wP84+rn2apYyU/3PF1Xmj+b8bPOxR5dWsAcB9S8ukVFAZjTlmfQZ2FHOoGZy+zZIz3mAg4rAZc/slRQW2fRBEfAJX5JlpzNIO61+uks2/ip9CoNEk8E0uJFEeQ8LUP2D6vcAFGjYldzuz2qYhH3cSFqRvFotHqcKuKMMfcA7bnaS2YNCZcwdwwqGO9UmNNg10yzqOJCAe7XmVpydTLn+6nrq9RolcXJSGqwK8Y1AoKCgpZpd0fpsx+drzHmXz2ipkEogl+t2Hq5TClC2PYiUedvoGaSq2mat4a5t/4LSo/8xJdnzjBtvPvZ2fJ27EkvFzY9AsWPvFm+Ek9x37zLiUOZIy49zwFQNmyq2VWklmq562hSTWdOs96uaUMi7u/grovyw+Alu0ERT3lszNXQf1GDBoj37/g5ywuWc73d3yNl049l7Vzn0n5nNXERA2plp2ynF9BIdexGbVU5hszXkEdiiU45Q0xS4YGiRMJh9VAbzQx4aPjpAxqrdwy0kpVgZFWb25WUIe6nXSqJYN6qhqfQ2EtriApCtAz0KDWqLQsLl7Gbld2c6ijyW4ACg2Fw+w5efFqS8mPdw7YJggCDlPp6UILuUn1GdTmfGlF4gHPq8RSMZY6sjeWzjXq7PUAnAw20ykUoAu0D3OPycfga+oVFBQUskS7L8LcvuqioZhTZuVti8p5aHMTt51fTYnFkCV15+aPW5p5dFeEdevkVjI8eTE3fm0xtgwd32C2MHPt22Ht2wE43tGMc8/T6Jpfpr53OwX7X4D9X8GPGZGxLfNt0dVR+okXUGumzleX6dR6TgnllNbMkVtKRhFUKtqrr+X8xl/Q1HQ4p/9eV9CJTZ+PXvP655DDt49G/RwqtNmtZjNojPxg7S/54oaP8d1tX0YQBC6uuiKrGnQGI03aWvK9+7J6XgWFicTcMiuHM1xBfdQVAORtkDgRKLXpAXD2RKgrzpNZzdhIJFP0RBKTKoMaoCrfxIuH3KRSIipVbkTC9BPxuU4b1ErEx0A0Wh1ewY52kGzj5aWr2dqxEWewnVJzdjKh44If0E3pSvegsZzq6I6ztpeYSnKmSSKhLgDyCqSIjz2uHagFDYuKl8mpSlYKDcXYdHZO+I7i1ZaSF+kY/k6TjGGv8gVBeBC4GnCLoji/b9ti4P8AA5AA7hRFcYcgrdH/BfBmIATcKoqi/B18FBQUcpJoIklXIEr5MBXUAJ++bCZPvdbBb146zreumZ8FdefmpCfI954+TCyRoicSx2rI7SqWwmQnHkv2TL+CsmoK3nIncCepZJJXj+zAv/9Z1L1jmwnWRr2sDLzMpufuZ+5bPpJesTlKNBxkVngf+0quYSpcChUtuRoaf4HrwPqcNqjdYSeOM/KnQ70+ahKNbHHcRoUMeowaIz9c+yu+sOFOvrP1S6gFNRdWXppVDV22hSzpepJAPIYmyya9gsJEYG65lRcOuwjFEph0mZlkPeqUekAoFdTnxmGVJhddE9ig9oXjAJMqgxqgMt9ILJmiMxA9/TzlCvGeztMGdcEUNj6HoltdhDHiPmv7MocU17DbtZ231F6XcR1iKkVUCAO6KV3pnrBWUex7jt5IaEAPmxJzKSfaN8uo7HVUIQ89mNHqpEnDU73NVFqmYdLmRpNfORAEgRr7DBp9xwgYSqkKvCa3pKwzkhHSH4BfAw+fse3HwLdEUXxGEIQ39/2+DrgKqO/7twq4t+9/BQUFhbNw9mUAltmGH4RWF5m5YXkVf91xig+sraWqQL6GcaIo8o0nDhJLpABo7AyyuMoum57hiEXClOInkVc2/M4ZoD8OpGremjEfI5VMcuye1dQe+AXxy25Dq8+tC5dM0LjreZYKMXSzR18R6wl7CCWClJsrUKtyq1nWUFTULyYk6hHb98ot5Zy4g04qLNNO/95+YCOVgoi2Zuyv7/Fi0pr48YW/4XOvfIRvbvki3z7/J1xQkb3ccrFyOSbPIxw/tofKuauzdl4FhYnC3DIroihlRC+Zlp+Rcxxx9mLQqpgm4/hoInCmQT1R6Q5KPVnyJ1sGdd9rt8UbyjmDOhXoxK1Rk6fJQ6/Wyy0n5wjoismPtp21vdpaR6GhmF3ObVkxqMPBHno00vXZVI74UOVPQ9Ui0tXeSHnt64VdDlMpnnAXiVQcjUre4ipd1ItfsNFvR7tDztONHKcydbZ6/tv4GBHzaop7XsaXSEyp1cPDZlCLorgB8L5xM9C/Jt8G9JfEXQM8LEpsA+yCIMjjiCgoKOQ87T7p4mAkFdQAn7h0BoIg8Iv/HcukrGF57qCT9Q2dvGeVZFI1dgZk1TMcPmez9IOtUlYd40GlVuNZfRflopuj//2V3HKyQuTwc0RFLTXL3zSi/VNiim0dW/jChk9z9WOX8/Yn3sq6f67h5mdu5BtbvsLDBx9iU9sGOgLtiKKYYfWjR63RcEJdjd13QG4p58QVclJyRgV19MRmUqJA+YKLZFQFJq2Zn1z0W2blz+EbWz7PlvbsNZwsmHUeAP6j2W2EpKAwUZhbnvlGiUddvdSXWFDnWDRCrlHaZ3w6/VGZlYwdb59BPdkqqKvy+wzq7hzMoQ510alWU6QYaIMSMTrIT3nO2i4IAsscq9jt3kFKTGVch6+zlS61Gi1qzNqJuUIiHRiLawDwt58YsL3E5EBEpDPUOdjdsooh7iOgfj18sjPkptiovL/q7DOJJCN0WW1ohSR+d4vckrLKWK34TwHPCYJwN5LJfV7f9grgzEewtW/b1AtPGYRYIsXeU91sPNbFvhYfn7ysnhXVBXLLUlCQjQ6/1Kl7JBXU0n5Gbl49nQc3N/Hhi2qZUZL9ZazBaIJvPXmI2aUWvn71XP6+4xSNncGs6xgNvW6pOaG+sEpmJeOj/vzrOLjjF8w5ei+R4IcxmCf3Mubyri00GBZSP8zf6Yt082Tjf3js2CO0Blqw6/N5z5ybmG6tptF3ghP+4+x27uCZpqdO38ekMVFrq6PGXkedbQZ19hnU2uooMhYjpXXJg8tQx/nBF0nkaFREINZLKBEcEPFh7dzDSfU0bHb5l/yatXn8+KLf8Nn1H+brmz/Ldy/4GavLLsj4eR3Vc+nGgrZjd8bPpaAwEamwG7EaNBltlNjg6uWimVN3SftIMes1WPSaiV1BHZqkFdT5UsFKqzcss5KzUYe9OA1TOzbiXCTyyrB7A7SHAhhMA43h5aWref7kUxz3HWVm/uyM6gh2tdOlUWNTW2Qdz8qNvXwGAJHOpgHbHX0TLK6Qk7K87GSCD4U50Y1PL4XjxZNxvJEupYIaqLVJjRJdeVKFu7/jBAXlNXJKyipjNag/AnxaFMVHBUG4AXgAuGw0BxAE4Q7gDgCHw8H69evHKEU+AoHAOXWLoogzKHLAk+RAV5Ij3iTRJKgEMGrg5t938aWVBqZZJ8bya4XsMtzrazKw6YQ0wD7+2k5OqUc2iFioE9Gp4K6/bOZjS7K//O/vR2J0+OPcPhu2bd5IoV5k26Em1uuzPw8XT4moRjD46j2ynRVAR1cvvVs3Zl5YBumddiPzTnyVp/70FYyL3jni+4UCAfbK9LcnUiKtI3x995NMxLk42coL5pV4Np1dCSuKIk3RJjYFNrEvuJcECWr1tdxcdAuLTIvQBrUQhBIKWa1bCSUQSoZwxp10xNvpiDvpCLSzvvt/PJl6/PRxTSoTpdpSavS1XGC5gEJNdpdH+ozVGEMxnnjyb1hKsjsYiyVFTg1TedgekxaMhVp97O2WXk9zo80c182hMYfeW7eYb+G3gV/zlQ2f4gPFdzDbmPlMb6t6BiX+1zL+PosEJ/93o8LkQxAE5pRZM1ZB7Q3G6OyNMktpkDgiSqz6CW1Qe4OTM4PaoFVTbNHnZAW1LurFnadmmZI/PSgqq7Ro3u8+haF67oDbljlWArDbtS3jBnXE56RTraZAP7WLAAvLa0iIKkTfqQHb+w1gd8glh6wBWFN+XPoFAHginYiISgU1UGOrQ0DArZN8kkjXSZkVZZexGtS3AJ/s+/lfwO/7fm4DzizRq+zbdhaiKN4H3AewfPlycd26dWOUIh/r16/njbp9oRibj3vYeKyTjce6aPNJM8DVhSZuWFHMBfVFrKkrpDeS4B33buFX+0Ue/fBKphUqeXEKAxns9TXZeL57PwVmJ1dcOrqs1OPCUX75v2MUzljCgkrb8HdIEw3OXl54fiPvWl7FB69bCED57mcJCCbWrbswazr6aQ/GMaiHTWri4MkXAFh28dWYLPYMq8o0a9n38/+w1vcY/rnfIM82MgN179aNLFmzNsPaBscTiVOZN7qLSNfJBtSbRGzTF7D4gtdfW4F4gGeb/su/j/2L475jmDVmrpv5dq6b8U5m5NePSV93xEuj/wQnfMf7/j/G+q71vNz7EusqL+E9c25iQdGirFSi/M/TAh4oVvcM+LuzQWsgRuEwzU4j7RvACSsXr2N+0SLisShF6z0cL6qX7fU1FAuiq/n0+jt40PsAP7jgFywvzWw29METK6huuR/t3PmYbZnJ2AXYvWXDpP9uVJiczC238vcdLSRTYtpjOBqUBomjotRmwDmBDer+Cmq7KbcbdI+FqnwjLTlYQa2Pe+lWCxQZS+SWkpPoCqQYwYD7FI43GNRFxhJqrHXscm7j3bNvzaiORI8Tj1pFiXlqG50arQ63UIC2t3XAdodZWgHoktmgFlMpbGIvSYM0Xuw3zM+M0JuqGDRGKvKq6KAbgGT3qWHuMbkYq0HdDlwErAcuAfoDYZ8APiYIwt+RmiP6RVGc1PEeZ8Z2bDzWyWttfkQRLAYN59cVcefFdaydUXyWAW01aHn49pW883dbuenB7fzrw2soseRWMwgFhUzT4QuPON7jTD6wtoaHtzZz9/MN/PH2lRlQdjaiKPLVx/djNWi466rXZ//LzAIvtwZJpURUOZr7qOrtoEc0TQJzuo9Lv47tv2/ltf/8gHk33y23mozg75CW5OmLqgE42t3Ao0f/yXPNTxNKhJiVP5svr/o6V0y/CpN2fBOc+YYClhkKWOZYcXqbK+TiXw1/47Hjj/BSy4vMK5zPu2e/j0umXZbRpirG/HJ6RSPkaKPE/gF0f8RHd3sjDkGE/OlyyhoUq97GT9f9H59++Q6+vOlT/HDtr1h6xnOcbnTVK1G13kfHoU3MWPPWjJ1HQWGiMrfMSjie5KQnSG1xerNRG5xSZbZiUI8Mh9XA9sY3tliaOHiDMUw6NQbt5FuFW5lvYm9Lt9wyzkJM+UkKKgoMSgX1YJj6YgRj3tZBb19eupr/nHiEaDKa0SaTYq+LLrWaBVZ54ytygU5VMXnh9gHb8rR5mLV5uEJOmVRJBP0eCoUkokl6P7n79CgRHxJ19pkc9zXQgxl1z6D1vpOWYUvvBEH4G7AVmCUIQqsgCO8HPgj8VBCEV4Hv0xfVATwNNALHgfuBOzOiOgfwhWL8am+EJd9+nnfdt417XzmBVq3iU5fO5N93nsfer13O/920jPeumj5kdXS9w8KDt67A3RPl1gd30hOJZ/mvUFCQl3ZfZMQNEs/EatDykYvqeOVoJ9sbz27IkQke3dPGzuZu7rpqNvlnLKksNauIJlKnV0vkIsZQB13qyZOZN23B+ewyX8TStr/gd0/OL+1wVzMRQWC3uo3bn7uJ9z19A083Pckl0y7joTf9mYev+jvXznj7uM3poXCYHHxsyad46rrn+cKKL9MT6+Grm+/i2v+8hYcPPkRPNDPL1FUqNSf1Myn0HczI8ceLK9SBWtCcvkDt6ZCazxiKa+WUNSR2fT4/W/c7ys0VfGnjx3nVnbmM6LJ5UgV5pGl7xs6hoDCRyWSjxAZXAJtRS4klc8bPZKLUasDVEyGVyr2GwSOhOxibdPnT/VQVGGn3RUgkM99QbzTEVFJDdCWDenCspdJEfdI/+Lh8mWMVsWSUA137MqpDDLnxqdVTvoIawK8poTB+thFdYiqRPeIj0C2dX8iT3k+dYen3YsWgBqDWXk97oJUWdRHGN0wyTHaGNahFUXy3KIploihqRVGsFEXxAVEUN4miuEwUxUWiKK4SRXF3376iKIofFUWxThTFBaIo7sr8nyAPj+xuZbcryTVLKvjdTcvY+/XLeeQj5/HJy+pZOi0fzQiW3QMsnZbP/920jKOuXj74x11E4skMK1dQyB3a/WHKx1BBDXDzmmpKLHrufr4BUczsBYYvFOP7Tx9m2fR83rlsYKPBMrP0Xm/syt1GiXkxNz3ayTWgNlz5DQzEaHvyu3JLyQjJ7lPcWlbCLxt/R2+sh08v+zxPXfcCX1/zHeYVLcha4xejxsQ7Zr6Lf731P/z0ol9QZZnGr/f9nLc+fgU/2fkDWnrTv+ysJ38+1YlGYtHcW37tDjkpNhajVklVa9HORgAsZXVyyjondkMB91x8Hw5zOV/c+DFe68xMdXpefjGnhHLyMnT8yYAgCJ8WBOGgIAgHBEH4myAIBkEQagRB2C4IwnFBEP4hCIKub1993+/H+26vllm+wjipL7GgVQsZaZR41NXLrNKp3RRsNDisBhIpEU8wJreUMeENxSZd/nQ/lfkmkikxpyJYEvE4YXUUgEKlgnpQzJZ8gqIeVWDwytxFxcsAOOR5LaM6IjHJ6CxUssIJ6ksoFr1njacdplJcQXkN6nC39DrRWKTrU3fIhbmvulsB6mz1iIgcNhVii8qfF55NRuaiKpzFlhMeHCaB71+3gDfNK8U6TG7lubhoZjE/vWERO5q9fOJve3NuxlhBIRMEogl6IwnKxlBBDWDUqfn4pfXsbO5m/dHONKsbyI+fa8AfjvPda+efFeNR2mdQn3AHMqphPBQmOwkby+SWkVbK6xez034lK9z/pqvtuNxy0k649yQH9XpumXs7/7z6cd49+33Y9NnLW38jKkHF2sp13HvZ7/nzVf/g4qrLeOz4I7zjibfxuVc+yW7XzrRNFKmrlqITErQ1ZK7ad6y4Qy5KzGe8l3wnSYoC+WW53V27wFDIz9bdR7HRwRc2fJQDXa9m5DwdefOZFj6MmFLGMW9EEIQK4BPAclEU5wNq4EbgR8DPRFGcAXQD7++7y/uB7r7tP+vbT2ECo9OomFFiSXsFtSiKHHX2Kg0SR4HDKhVHTNRGid2h+IDVfJOJqnxpZVgu5VAHut10aaTxvpJBPTiCSoVXVYh+iMpck9ZMgaGIjkBmq0Gjog+AQkN2m3znIjFjCSpBxNN2YsB2h6lU9grqWI8bAL29v2mjk2LlvXWaWrvUV6jRZKY45ZZZTXZRDOoxEE+m2N7oYW5h+nK/rllcwTeunsvzh1x85bEDGa8IVVCQm46+SIyxRHz0867lVVQVGLn7uYaMLdPce6qbv+04xa3nVTOnzHrW7VadlDnf2JWbBnUsEqYQP4m8yWVQA+Rf/U0EUnie/I7cUtKONy5l+C0pWZZzFXEzC2bzzfO+yxPXPstt8z/Aq537+MiLH+DmZ27k6cYniSeluCpRFIkmowRivXgjHlxBJ6d6TnLCd4zDnkO81rmPnc7tbGnbxPqWl3ih+VleC71G8UypmZ/veO5FRbhCHafzpwF0va24hSK0utxfVl9oLOJnF99HoaGIz79yJ4c8+9N+jljZMorw0fWGiyGF02gAoyAIGsAEdCD1cnmk7/Y/Atf2/XxN3+/03X6pkGsfBgqjZk6ZJe0V1O3+CL3RhJI/PQpKbRPcoA7GKJiEDRJBivgAaOkOyazkdYJeJ51q6bq/QKnMHRK/tghzdGgzrdxcQXtw8IzqdBFFahirVFADfTEn/o6BY7ISkwNvxHN6vC4HiR6puMzUZ1B3hlxKg8QzKDNXYNQYaTGqsBIk6M+9XP5MMdYmiVOa11p9BGNJ5ham94L01vNr8AZj/PKl4xTk6fjilbOHv5OCwgSlP7N5rBEfIFUjffqymXzmn6/y5GvtXLO4Il3yAEgkU3z18QOUWPR8+vKZg+4jCAJ1xXk0duZmxIfP2UwpgC29j00uUFxVz86i61jV9W+ONh6gtHa+3JLShlfoBgSqbblbmVtkLObDiz7GrfM+wDNNT/H3I3/hm1u/yve3fxsRkXhqbAPf5QtXU4gZVce+9AoeJ8lUks6Qe8AA2hJuw6MtZaK04ikylvDzi+/nky9/gM+98hHuXPQZ3lx7LSohPfUKefVr4Ch0Hd5IcVV9Wo45WRBFsU0QhLuBU0AYeB7YDfhEUUz07dYK9H9YVwAtffdNCILgBwqBrqwKV0grc8us/HtPG529UYrTlBetNEgcPQ6r9NjnUozEaOgOxiZtBXWZzYggQGt37lRQh/0uOjVqTCpjRhv8TXSC+hKqAkNHeJTlVbK/c0/Gzi+mUkRUIUBHoZIVjsYqVSRHOpsGbHeYHYiIuMMuKvIq5ZCGGJIMakuBNKbuDLuYkT9LFi25iEpQUWOrp80n9dryORsx25bJrCo7KAb1GNhy3IMgwJyC9HdO/vTlM/EEY9y7/gSFZh0fWJubjZcUFMZLh1+6KBhrxEc/1yyu4MHNTXz2n68SjCZ5z6pp6ZAHwJ+3neRgew+/ec9S8vRDf1zWFpvZcjw7zRpHS6/7JAD6wvQ9LrlE6Vu/RuyhJwk8/U342CPD7j8REFMpPJoQOtFCqTn3K98NGgPX1b+Da2Zcz/aOrexwbkMjaNCqdehUOrRqLXq1Hq1Ki06tQ6vSoVP3/VPp+vbTEklE+OALt3Kk+zAW/SyKeg7J/acNoDvqISkmBhjUhQknzdYVMqoaPcUmBz+/+H6+vfVL/GTXt3my8VE+tfQu5hQuGPexy2etIPKUFrFlJ3D7+MVOIgRByEeqiq4BfMC/gCvTcNw76GtW7nA4WL9+/XgPKQuBQGDCah8NcY/Ua+Yfz21kflF6LsOeaZRylN3HXmV9s1Jk/0YGe20lUyICsP21BirCTYPeL1dJpER6own87jbWr89sxF02OfN5ytcL7DrcxHptdpqDxVMiqnMsUOk5tpdOtZo80cTerRuzoimXCQUCgz4OiZSZJSkvGza/gqA6e+Jb5UviCjnZueVlNMLoP/8SKZFW9dDPUzwSxN932GO7D9IkNIz6HJOJhMpIUhTwn9zPtk0bTm/3hKUq9/XbnqfOMCPt540lRU6pzv1dlOw8RUjUc/i1fSTEBN6Ih6Qnory/zsAWtbAv2YAInNi1Hrc3vatKIsHcHHcpBvUY2Hyii7llVvJ06W9oKAgC375mPt2hGN/972HyTTrevkyemS0FhUzS4QujEsAxzgoitUrgLx9YzSf+tpcvP7afwx09fP2tc9GOsFHpULh7Ivz0+aOsrS/izQvOveSorjiPf+9pIxhNYD6HkS0HMU8LAKbiyWlQ55dWsbvsRtY6/8hrh3ZQOXel3JLGTU93J6e0KkoFa9oqW7OBSlCxpvx81pSfP+ZjWNVWGrqPMLtgAXPa/0wwHERvNKdR5dhxBaWGLv0RH7FImBKxm6PWiffeKjGV8qtLHuTFk09z76s/58Mv3sSba67ljoWfIN9QMObjanV6mrQzKOzObBOkCcplQJMoip0AgiD8GzgfsAuCoOmroq4E2vr2bwOqgNa+SBAbcNZMqCiK9wH3ASxfvlxct25dpv+OjLB+/XomqvbRsDgU40c7X0BbXMO6i9LTXPVx517KbF7ecvnFaTneZGOo11bx1hcx5pewbt3C7IsaB+6eCDz/P5bOm8W61dPllpM2znyeZjRsJS6KrFt3XlbO3R6MYzjHdcOBjm109qops1exZM3arGjKZfZu3Tjo43CwbRO64/+hblY9tqKz15a5mrp5bsezlC2oo9Iy+rGTJxKnMm/olQNtx/ez45iaPMHABWsvGfXxJxvbNm3ALRRSIPSw4IILT293+Cu596nfUlhXyuqaC89xhLHRGohROEx/tmN7foNfsLJkzVo6Am3QAgtnrmJJrfL+6qf5WBtb92zGrVZTaBaYl+bPnt1bNuTkuGviXPnmCOFYkj0nfZw/I3O5RmqVwM/etZjzZxTyhUdf46UjU6tzp8LUoM0XwWE1oBmnkQxgM2p58NYVfOjCWv607SQ3PbAd7zg7s3/3v4eJJlN855r5w2YA1xZJBlpTV+7FfKT8kkFtL01PVERnyEU0kVtLYqdf82V6RBOJF74lt5S00N3RSKNOS7k+96un002lrpKj3iNoq5aiFZK0Htkpt6TTuEIdAKcrqL3tJ1AJIkL+xDQIBEHg8uq38Oc3P86Ns2/hueaneN/Tb+ORo38lkUoMf4Ah8OQvpCZ+nHgsmka1k4JTwGpBEEx9WdKXAoeAl4F39O1zC/Cfvp+f6PudvttfEpUGJRMeu0lHhd2Y1kaJDa4AM5UGiaPGYTVMyIgPb0ga3xZM0ogPgMp8Y05FfAjBTjo1akryJkqglzyo7VJCVa/71KC3l/XFSXRkKIc66G2nS63Grjm7Z9BUxastJS88cCVCiUnKfXaFnHJIAkAf8xJQS83f3X06+nUpSNTapKi8w1o99F3PTwUUg3qU7DrpJZZMcV5dZjvD6jVqfnfTcuaVW7nzL3vY1ezN6PkUFLJNhz9M2Tjyp9+IWiXwpTfP4Z4bFrHnlI9rfrOJI86xXQBuPt7FE6+285GL6qguGr56s7Y4D4ATnbnXKFHV20GPaMJksY/7WDs6tvCep9/G5zbcOS4DK93k5Rezb/qtLA1vpXnvy3LLGTedHQ04NRqm29K/7C7XqdRW0dzThH2mlLPWc2KHzIpep7Ov43m/QR1wSk1nDMW5mxM+EkxaMx9Z9GkeuvJfzC6Yz6/2/pgPPH8je91jmxwQqlZgEOK0N+TO5EIuIIridqRmh3uA/Uhj8PuALwKfEQThOFLG9AN9d3kAKOzb/hngrqyLVsgIc8qsaWuUmEimOOEOMFvJnx41DqthQjZJ7C/AyDdNXoO6Kt+EsydCNJH+1cpjQRXuolOtptisGGjnQl8gGdShrsEN6HKzdHt7oG3Q28dLpLudTrWafH1mfZqJRNBYQUF8YLGjWWsmT2vBHZKvCNKU8BHU2AFwhyUdxYpBPYBau2RQ79Pb0GXoPZOLKAb1KNl83INWLbCyZuxLYEdKnl7DQ7euoNxm5PY/7Byz2aagkIt0+CPjzp8ejOuXVvLPD60hGk9x/W+38NzB0c0ORxNJvvafA0wvNPGRdSNbfju90IQgkJONEo2hDrrU428UsqV9A1/e9ElsOjuvde7h4UP3pUFd+qh76+fwYEP78nfkljJuWj0HAJhVNrGWHaeDKn0lSTGJ35zEgw11x165JZ3GFerApJEG9QDRvqYz1rLJ0QxwurWGuy+6l++cfw/heJBPvfxBvrX1rlFfwBTNkZYgBo5tzYTMCY0oit8QRXG2KIrzRVG8SRTFqCiKjaIorhRFcYYoiu8URTHat2+k7/cZfbc3yq1fIT3MK7dyojNAa/f48ySbPUFiyZRSQT0GSm36CWlQdwelBsT55nMvoZ/IVBWYEEVo9+XG8xOLdZEQBKXx3jBYiqUVZfHuwQ3qQmMxOpWO9kBmqkGTPW48ajUllnNHM04l4tYqikUPsejA95LD5MAlo0FtSfqI6iQ/7XQBiFExqM/EorNSYirliMFIXkS+avdsoxjUo2TLiS6WVOVj0mUnZ7YwT8/D71+JUafm5gd20JLmcHQFBTkQRZF2X5iKDBjUAIur7Dz58QuoL8njQ3/aza/+d4yRroy+f0MjjZ1BvvW2eRi0I2uEatCqqcw30piDER95MTc92vENqDe0vsTXNn+GWls9D77pn7yp+mr+dOj37HPvSpPK8WO02Dk04w4WxPZxfOuTcssZFx2hZgDmVy6XV4gMVGql5Z9HfQ20GGZR0ntYZkWv4wo5KTE5Xo/86T5JXFRjL514GdRDIQgCF1ZewsNXPcat8z7EpraXufmZa/nL4QeJJUcWm1RUUUcXdnQduzOsVkFhYnLDiioMWjVfffzAiMcmQ9HglFZuzVIqqEeNw2KgOxQnEs+NKt2RcjriYxJXUFfmS9cH6ZjESQehVDcAhcbMRXxOBmyOKlKiAD2DN7dUCSpKzRW0BzNTDZoKOOlSq3BYlf5d/ajyp6EWRLztA5vBOsylslZQ28Re4n09T9whF3naPEza3Og5k0vU2epp1qnOqoKfzCgG9Sjwh+Lsb/Nz3ozsLhupzDfxp/evIppIcdMD2+kKKLmOChMbbzBGNJFKa8THG3FYDfzjQ2u4bkkFP33hKB/7615CsXPHUrR4Q/zqpeO8eUEp62aVjOp8tUV5NOZgxEdBsouwceyVBC+deo5vbvk8M/Pncs+632HV2/jU0i9Tbq7ku9u+jD/qS5/YcVJ/9adwUoRt8/cQUym55YwZd9KNRhSpnIDN98ZLgaYQi85Cg/cwwaKFTEueIhTwyy0LkCo8Skyv54LrAy24VUVotJPPJNBrDNw2/yM8fOW/WeZYzX2v/ZLbnn0H2zo2DXtfQaXilHEOZYEDWVCqoDDxqLAb+dwVs1jf0MkTrw5u5IyUBmcPKgFmlOSlSd3UwdE3BnX3TKzrqu6+iA/7JDaoqwpMALR4cyOHOkIvAEUGpYL6XGh1eryCDU1w6GrP8rwK2gOZyaCOhVxEVSqKzaO7hpvMGEukGDpf+4kB20tMjtPZz9kmEuzFJEQRTdKET2fYSbFJqXofjFp7PR3qOHbRQzKRO/GamUQxqEfB1kYPokhGGyQOxUyHhQdvXYGzJ8ItD+6gNxLPugYFhXTR4ZeWGZXZMlNB3Y9Bq+aeGxbx5TfP5ukDHbzj3q1DVmOIosg3njiIRiXw9avnjfpctcVmmrqC466GSiexSJgifCTG2NTluean+M62LzGvaBE/vehe8nRShZZJa+Iba35Ed9TLD3d8I2f+Zp3ByLF5H2dW4ihHX/m73HLGjFsIUJrQoFFlZ6VOLiEIAjPzZ9PQfQT9tKWoBZG2w7mRQ+0KdeA4YwBtiXTg1U7uRpZleRV874Kf8ZMLf4sgCHxxw8f48sZPDXtxGShewjSxnUB3Z5aUKihMLG45r5pFVXa+/eSh04bjWGhw9VJdaB7xii+F1ym1Sga1qzc3YiRGSncohkWvQaeZvJfxpVYDGpVAS45UUIdVko4io2J8Dke3uhBjZOhqzzJzJR3BtoxcO4Tj0pij0KBUuvdjK5P62UQ6B6aEOUwOvBHviFfHpZNer2SMC2ap6NMdcikNEoeg1lZPShA5pVPjcw3efHSyMXm/2TLAlhNdmHRqFlXaZTn/sun53Pu+ZTQ4e/ngw7sm3JI0BYV+2nxSRUSmIj7ORBAE7riwjgdvWUGLN8Q1v97MzkGajr5wyMVLR9x8+vKZlI6hsru2OI9QLJlTHeF9rpPSD7aKUd/3v42P84PtX2Nx8XJ+fOFvzlp2NbNgDh9Z9Gm2tL/Cv4/ljhk868oPcUoop3TnTybsTHOHJo5DnLrL3Gblz+Z49zGKZq4AoLdR/mZ70UQEX7T7dINEgOJEB0Hj2CZ/Jhory87joTc9wocWfpI97u3c8sz1HOs+MuT+hppVAHQc3JgtiQoKEwq1SuCH1y/AH47z3f+OPcroqCugxHuMkf6xntOfO+O2kdAdjJFvnrzV0yC9P8rtRlq75a+gTiWTBNVSYViBEvExLL26YiyxriFvL8+rIBgP0BNL/+q46OkoFqVJYj+F5TUkRYFU98kB2/sLLjpD7qxrCndLBrXaUtynwUWxkj89KHV9jRKP6rT0OE8Ms/fkQDGoR8Hm412srCmQdcb64lkl3P3ORWxr9PKpv+8jmcqNykUFhdHQ0WdQl9kzF/HxRi6eXcJjHz0fq1HLe+7fxt92vD4LGYol+NaTh5hdauGW86rHdPy6IslQzKVGib2uZgB0BaOLinj8+D/58c5vsqJ0DT9c+0uMmsEnEt5e/x7WlF/Iva/ew9FzmFXZRKPV0bLks9SkTtLwwoNyyxk1vcFuOjQCDs3UXUY6q2A2sVSMXrOImwK0rn1yS6Kzr8N4v0EdCQUowkfcWiWnrKyiVWt5z5zbePBN/yKWirHbtX3IfcvmXkBKFIg150b1u4JCLjKnzMqHLqrl0T2tbDo2tKEzFOFYkmZPUGmQOEYclr4K6hwqLBgJ3lB80hvUAFUFxpzovRTwddKlUWFCi16tl1tOzhMxOMhPncuglvKhMxHzERGkqMUipZnlabQ6PW6hEG3vwMe7v2LZJUPMR9Qvjal11hJiyRjdUe+AAhCF16myTEcjaDim0xHpPDn8HSYBikE9Qpz+CCc6g5xfJ//M6bVLKvj61XN59qCTrz6+P2eW1ysojJQOfwSdRkVhlgfYM0ryePzO81lTV8SX/r2fb/znAPFkil/+7zhtvjDfvXY+WvXYPhZri6X8xxM5lEMd80hdss0lIzeo/9XwZ362+/ucV34R373gZ+g1Q08iCILAXSu/hU1v59tbv0goLv+FBMCsS2/muLqWmtd+Rjw2sbIlDzRtJyUIlJumyy1FNmYVzAGgofsIbcZZOALyN0rsH8A7zNIAursvy0/Ir5ZLkmyU51Vi1+dzqrd5yH3MtnxOqSuxdO3Lmi4FhYnIxy+pp6bIzJcf2084NrqVkcfdAUQRZisV1GPCatRg0KomZAV1gUkrt4yMU5VvyokmiQGvk061GptKyXkfCcm8UgroJRYZvPq9zCwZ1B1pbpQoplJE1dJ7WYn4GEi3tpS88MB+B/3jWTkM6nivNIFhzC89XQBSrMTnDIpGpWVa3nSO6rSkfErEh8IZbDkhvZGy3SBxKG6/oIaPXTyDv+1o4afPH5VbjoLCqGj3Ryi3GRAEIevntpm0PHjLcj64toY/bj3Jjfdt4/cbG7lheSXLqwvGfFyHVY9Zp86pCuqUXzKo7aU1I9r/r4cf4tf77uaiysv49nl3j6hSxK7P5yurvk9r7yl+seeH49KbLlRqNV2r7qJCdHH06d/ILWdUHO3YC0B1wVyZlcjHdEs1erWBhu4jhIoXUpVsI+g/O5Ynm7iCHcDrFdS9HccBMJTUyqZJTqos1bT0nruSw2lZwPTI4QndsFRBIdMYtGq+f90CTnlD/Px/oxvPH3H2ADBTMajHhCAIlFoNuHon1kS2dwpEfABU5hvpCsRGPXGTbiI+F51qNfnafFl1TBisUvTZ6ZjBN1BmlmIH011BHfB76VYLaFBh0SmfiWcSMJZTEB9oRJeYJEPYHRo6LzxTiAEpKzyvoJTO0MAVigpnM6NgDg06Peqe9E7q5CqKQT1CNh/3UGDWMafUKreU03z2ipm8e+U0fv3ycR7c1CS3HAWFEdPuC2e8QeK50KhVfOUtc7n7nYvY3+onz6DhrqvmjOuYgiBQW5yXUxXUqt4OekQTJot92H3/ePA+fvfaL7hk2pV8fc0P0apHXp2z1LGCm+Z+gGebn+CFk0+PQ3H6qL/geg5p5jLryG+JhHLnORmOU76jqESR+splckuRDbVKTb29ngbvYQzTl6MSRFoPb5NVk/t0hYe0JDLe1QyAraxOLkmyUmWZTuswBnW8bBn59OJqPpQlVQoKE5M1dYXcuKKK329s4kDbyHNZj7p60WlUVBdO3Z4F46XEasA10SqoQzEKTJPfoK4qMAHIXkUd87vp1KgpUGIjRoQuXzKgA50tg95u0prI1xfQHkyvQd3T1YZHrcIqmGQpgMpl4pZKikXPgFWlRo0Jq86KK5h9g1oIdREX1ZitBacNcsWgHpo6ez1dGhWJcPpjcXIRxaAeAaIosuVEF2tqC1GpcucDTxAEvnvtfK6cV8q3nzrE43unxqyKwsSnwxfOav70ULxjWSX//cQF/OOONRSkoRqltticUxXUhrATj/rcy9xEUeT3+3/Ngwd+y5uqr+arq76HRqUZ9blumfchFhQt5p5d36O1V/4lSIJKRfDCr1KCl+NP3SO3nBHTFmmnIpGgvHK23FJkZWbBbI52N1A6R2q2F2yUN8vYHXRSYChCp5Y+JwTfKWKimvzSqRnFUmWZjjfiIRDrHXIf28w1AHgbtmRLloLChOVLV80h36Tjrn+/RiI5slUHR5y91Jfkoc6ha5OJRqnVkFPNrYcjEk8SiiWnSAW1ZFC3yGxQJ3rddKrVFOdNjabI48VUJMUKRr1Dm2nleZV0BNLrWwQ8bXRq1ORr7Wk97mRAlT8dtSDiaR9Y0FhiKj1dgJFN1GEvfsGCoFK9HvFhUpokDkV/o0Qv2W9oKQeKQT0CmrqCdPgjORPvcSZqlcDPb1zMmtpCPvevV3m5YWq8cBUmLolkCldvlAq7fBXUZ1LvsDArTctja4vyaPeHicTlXY7YjyXqwq8dOtNLFEX+79Wf8adDv+cttddx18pvo1apx3QujUrD11b/AJWg4ttb7yKejI9VdtqoW3klr+qXs6DxAeKR3Jk4OBcu0UdVDPRGk9xSZGV2wRyC8QAhI3RQjN79mqx6XKGO0w1lAPSBFlyqElTqsb1fJjrTrNUAtJwjh7q0fikhUY/Quis7ohQUJjA2k5ZvvW0eB9p6eGhz84juc9TVyyylQeK4KLUZcPVEJkw/n+5QDID8qVBBnS9dJ7R2D55lnC2CoQ4SgkCpfWpOSI8Wa4nUPDrpH9qALs+rTHsFddTnpEutpsCo5E+/EUOxFEfn74un68dhcuAKZj+DWh/z0qOyAeAOObHorBg1ueEL5CK1tpkAdGmGLgqZTCgG9QjYfMIDkBMNEgfDoFVz383LmF1m4SN/3s3uk91yS1JQGBJ3b5RkSpQ14iNT1BabEUVpUisXKEh2ETYOvmRKFEV+tffH/L3hYa6dcQOfW/41VML4vhIc5jK+uPJbNHQf4v79vxrXsdJF6rKvk08vqUOPyy1lWBKpBE5VhOKk/KsL5GZmvlRBfsR7mHbzbEqD8jZKdIdcOExlp3+3Rtvp1k7d5YhVlmoATp0j5kOj1dGkq6fIL+/kgoLCROHNC0q5bE4JP32hgVOec1eN+kIxXD3RtE2wT1VKLHqiiRT+sPyT6iPBG5QM6gLz5G+SWGzRo9eoaPHKW0HdG5UqPB1WpYJ6JOTZi4mIWlS9HUPuU2auxB1ykkil732X6HHiUaspsZQNv/MUw14uxdGF3W+soHbgkiGD2hj3EdRIme7ukIuSIa5VFSQKDIXkiTpa9BDwe+SWk3EUg3oEbDneRYXdyPTC3K1osxi0/OG2lZTZjNz+h50cdU2NGRaFiUeHX6qEyIWIj3RTWyzlQOZCzEcsEqYIH/FBliSmxBT37P4ejx77G++c+T4+tfRL4zan+7mw8hKuqXsn/2h4mG0dm9JyzPEwfcEF7DKt5cKeJ4kEc/tzsS3QSlKAIuxyS5GdOvsM1IKao91HiBQvolJ00tPdKYsWURRxhzoG5OMVJVwETZWy6MkFys2VqAX1OSuoAbrzF1ETP0E0LP9nooJCriMIAt+5dj4alYqvPL7/nFW9DU7p+0xpkDg+Sm3SWHSixHz4QpKhNxUqqAVBoDLfSItX3grqQLwLgCKDkkE9EgSVii5VIbrQ0JW55XkVpMQUrnPsM1qSARfdKhVl9mlpO+ZkoaC8hqQokOoeGMHoMJfii3YTTWa3UWxe0k9EJxnUnSEXxaahV/sqSJ+FFdoSjuq0+Dsmf985xaAehlRKZGujh/PqCnM+cL8oT8/Dt69Er1Fx0wPbZW8qoaAwGO0+6SKgfBJWUNcU9RvU8jfl6++eLdgqzrrt7l3f4YkTj/DeObfz0cWfTftn20cXf5ZaWz0/2P41PGF5TMUzic25njwhTNfJg3JLOSdNvhMAFOvOfs6mGnq1nhpbHQ3eIxirlwPQdlCeLOOemJ9IMnI64iMS9FOIn7i1ShY9uYBWraXUXE7LMI0SVdNWohOSdByRN0NcQWGiUGYz8oUrZ7HxWBePnaO3TH8hymzFoB4XpVbJoHb1ZNegGSuvV1BPfoMapBzqVp+817NBsQeAQqVJ4ojxa4owR4ce/5ebpQn+9kD6Yj5C4Q5EQaDIpDxPb0SnN9ApFKLtGdi4sn9c685yFbVN9BPX91VQh11Kg8QRMD2vluNaLb2uRrmlZBzFoB6GQx09+EJxzp+Rm/Eeb6SqwMSf3r+KcCzJzQ/swBOYGAMuhalDu0+qhCifhBXUJp2GcpuBxhyI+OjtM6h1BQMrCTqCbfy38THeUf8ePrjg4xmZeNNrDHxjzQ8JJ8J8b/tXSYkja/iUKczlUnZXoP2orDqG44hTikJw5M2QWUluMKtgNg3dhymfKzXbCzfLk2Xs7qvw6Y/48LZKEwnqgmpZ9OQK0yzVtPSc26AumXsBAIETW7MhSUFhUvC+VdNZOs3Od546NOQ4/oizF4tBc9pgVRgbjn6D2j8xKqhPZ1BPEYO6qkD+CuogkkFeaJgYXkAuENSXYE8MbVCX5UkGdTobJYYTUvSB8jwNjldbijk88PF29BnU2cyhjseiWAmSNBYSTUTwR7spNioNEodjZvFCIioV7Z7cLrZKB4pBPQybj0vLes6ry70GiUMxq9TCg7euoN0f5rY/7CQQTcgtSUHhNB3+CBa9Bothcubn1Rbn5UQFdcwjLeMylww0qBt9xwC4eNqbMroqpNpWxyeWfIHdru389fBDGTvPSCicNgeAZNfxYfaUl2Odh3AkEtgKFYMaYFb+bLwRLzEDtAqlGDpflUVHv0HdX+ERcEoGtaGkRhY9uUKVpZrWwKlzTkAVlNfgogCDc08WlSkoTGxUKoEfvn0hgWiC7zx1aNB9jrp6mV1qyfnVnblOiVUPTJyIj/4Kartxco6h30hVvgl/OE5PRL6M8IA6iimlQq9RJoNGSsxUSmHKi5gafHxQZCxGq9KmtVFiJOUDoNA4cTybbBIwllMQH2hEy1FBHfC6pR9MRXSG3QN0KAzNvKqVALQFcvtaNh0oBvUwbD7hob4kj5IJVqGwvLqA3753KQfbe/jQn3YRTSTllqSgAEgV1JMxf7qf2mIzjZ1B2TvCJ/3SoM9eOtBEO9FnUNfaMm+CvqX2Oi6uuoIHD/yWA13ymIsAJoudLtGGxtcsm4aRcCpwktp4HHNJtdxScoJZBdLEQkP3EZzmOZQHj8iiw/UGgzrmkfLfbOVTeyKhyjKdaDJy2sAfihbTPCqCk7/iQ0Ehncx0WPjIuhk8vq+dV44OrEQURZEjzl5mOpR4j/Gi16gpMOtwTRCDujsYw2bUolFPjUv4ynyp/1OrTFXUYipFrzqJjcl73ZIJUpZSDEKcgG/wKmqVoKLMXJHWiI+IIK1eLVKiWAYlbqmkRPQQj72+Kud0BXUWDepgtzRmVFmKTxvjSsTH8NTm16MSRVzJoZuPThamxrfbGIklUuxs8k6YeI83cslsBz95x0I2H/fw6X/sI5mS1zBTUABo94cpt0++/Ol+aovM9EYTdMocr6PubadHNGGy2Adsb/Qfo9RcjklrzrgGQRD43PKvUWxy8J2td9Eb68n4OYfCqSrFEjo1/I4ykRJTOBMe6mJx8vu6bU916vOlaJYG7xGiJQspoxNfZ/qWg44Ud8iJVqUl31AAgMp3ioioJb9k6mZQA1RZpwMMm0MdKllMhejC39WeDVkKCpOGj15cR12xmS//ez/BM1ZDOnsi9EYSzFLyp9OCw2qYMAa1NxSfMvnTIEV8ALTI1Fcp2NtNl1qFVZX5MfNkQt3X/8bvGnrcXZZXQUcwPWM6MZUirJauuwoMSgX1YKjyp6EWRDztrzfZM2iM2PT2tDarHI6ITzKlddYSOsPSz8VKBfWwGDRGShNqnIJ819LZQjGoz8HeU92E48kJFe/xRq5fWslX3zKHp/c7+dp/Dshe1amg0OGLUDYJGyT2U1ucB0Bjp7w51IawE4/67Mm1Rv9x6mwzs6YjT2fh66t/SGfYzd27viPbZ5BHW0pxLPvm5khxBZ1ESVARA1uB0s0aIE+bR5VlGg3dhzHXrACg/VD2s4xdISclplJUgjRkMgRbcKtKEFRTewg1zVINDG9Qm2pXA+A8sDHTkhQUJhV6jZofvn0hbb4w97zweg+FBqfUIHGWUkGdFhxW/YSJ+OgOxsg3TY14D5AiPgBau+WpoA54OuhSq7Fr7LKcf6JiKJQypkNdQxvU5ebKtFVQ93R30q0RMKFFp546EzijwVAsraj1dwyMiCgxObIa8RHvlWI9jPaS0yvwio3Kdc9IKE+ZadXE5JaRcTRyC8hlNp/woBJgVe3ENagBPrC2Fk8wxr3rT1Bk1vGZK2bJLUlhihKJJ/EEY5TbJu9SudpiqcriRGeA1TJ+dliiLvzaEmxnbIsmo7T2nuTCykuyqmVe0ULev+Cj3PfaL/mJ5ts4zGVoVBo0gga1SoNWpUWj0qAWNGjO/L1vH41Kg0alxWEqHfMse8BQhiP2Cu2hAAZTXpr/wvHT3CNVNOQn86a88Xkms/Jnc9BzgMqLv0bqRYHIyV3AO7KqwR3sGPC6s0Y66NaVkXuvouxSYCjCpDFzqqf5nPuVzzuP5P8EEqd2AO/KijYFhcnCiuoC3rtqGg9tbuJti8pZVGV/3aBWKqjTQqnVwIG2iVGV5g3GJmWT8aGwm7SYdWpavPJUUIe6nXRq1CxUGu+Nirxiqf9NvHvowpCyvEoC8V56on6setuQ+42E3q52PGo1dpXymTgUtjJpdWbY3TRgu8PkyGrER7JXin0x5ZfiPuXCprNj0EzewrV0UqYqYpe2l55QN1ZTvtxyMoZiUJ+DLce7WFBpxzYJGlF84U2z8AZi/PKl41TkG3nXimnD30lBIc04+7qkT+aIj3KbEYNWJXsFdUGyC49l9oBtJ3uaSIpJam31Wdfz7tm30uA9xH+bHhvzMdSChmtnvJNb53141IPZuKkMesDT0kDFrGVj1pApGv1S4z07SnbemcwqmM2Lp54nadDQoq7A1Pla1jW4wy6WlCw//Xtx0sVh27ys68g1BEGgyjKdlt7mc+5nMNtoVldj88iXQ6+gMJH54lWzefGwi7v+vZ8nPnY+Da5eHFY9dpNSKZgOHFYDnmCUeDKFNseznbtDMeaWW+WWkTUEQaCqwESrTBEf3b4W4oJAkblclvNPVOwOKQKMnqGjvcrNUgxIe7B13AZ10NtGp1qNXWcf13EmM4UVdaREgVT3wKp2h6mU/V3ZG1sLIQ8AefkldDa4KDYp1dMjpdxYDYkmDpzcynlz3iy3nIyhGNRDEIwm2Nfi444La+WWkhYEQeB7181nf5uff+xsUQxqBVlo90lL9CZzk0SVSqCmKI/GzoBsGuLRCA58HMobOKBu7G+QaM++Qa0SVHz7/LsRRZGkmCSZSpAQEyRSCRKpuPT/6d8HbkumEsRTcTa1vcxjx//B8yf/yy1z7+DaGe9Cqx7ZBKJgLQMnBNobIAcN6mZ/E7ZkCrWhUm4pOcXMfGmSpaH7MIa8OVT37M7q+ROpBF1hNw5TGQChXh+V9JK0Tu386X6qLNM50LVv2P3ctvnM8/6PWDKJSq3OvDAFhUmE1aDlW2+bz4f/vJv7NzbSoDRITCsOqwFRhM7eaM4XUHiDsSmVQQ1So0S5DGpPX4RViW26LOefqGj1BrxYUQeHrswtz5PGu+2BVmYXjG/SP+Jz0qVWUWNSijyGQqc30CkUoO0dGKtSYnLgj/qIJMJZqWRWhz34yEOj1dEZclKsNEgcMdML5oH7ZY507J7UBnVuTxPLyI4mL4mUOGEbJA6GRq1iRXU+Dc5eUkrDRAUZaO+voJ7EGdQgxXw0dslXQd3tbAZA6GtS0k+T/xg6lY7KPPkmqARBQKPSoNcYMGvzsOntFBqLcZjLqMirYrq1hjp7PbMK5jKvaCGLipey1LGSVWXn89nlX+X3V/yDWflz+fW+u7n12bezuW39iHKtdXbJrI+7j2X6TxwTJ7qPMSMWI2mpGH7nKcSsAsmgPtp9hLhjMSV48bQ3Z+38nnAnKTF1OuLD2yq9flQF1VnTkMtUWatxhZxEE+fOb02UL8cqhHA27s+SMgWFycWV80t50zwHv3jxGMdcASV/Oo2U2vQAOZ9DHY4liSZS5E+xyvnKfCMt3pAsPUz8YSkjt6JIaV49WrpVhRjDQxvUZX0V1OlolJjwu/Co1ZRYlTH0ufBoSzGHBj7ejr7xbbZiPnRRLz2CVDHfGXJTbFQaJI6U6WWLMadSNPuODr/zBEYxqIdg8/EudBoVy6ZPrnyXOWVWgrGkbN2QFaY2HX0V1KWTOIMaoK7ITIs3RDSRlOX8AbdU8aHLH1jl2eg/zjRrDRrVxF08U2ev5+6L7uVHa3+FSlDz5U2f4jPrP8Tx7oZz3k9ntNCNBY2vOTtCR4EoijT7G6mNx1HlK5W5Z1JgKKTEWEKD9wiWWqlRovNI9hol9jdw6a+gDrqkKBZTiXKxClKjRBGR1sDQjZAA7DPPA8B3dEs2ZCkoTEq+fc18dGoVsWRKyZ9OIw6rNCZ157hB7Q1JzbEKzBM/enI0VBWYCMaSdIfiWT93T6wLgPJ8pYJ6tPTqirHEO4e83aQ1Y9fnp6VRYiTYTlilotyurBA/FwFjOQVx54BtJX0GdbYaJRri3QQ0NiKJMP6Y7/T5FYansGIG9bE4bbHxT+rkMhPXpcgwm094WD49H4N2ci1FnVMm5ZYd7uhheqFZZjUjoycS509bTzKv3MqqmkKMusw/J/Fkir2nfGw94SEYS4z5OG9ZUMaiKnv6hE1w2v1hivJ0k+599UZqi/NIiXDKE6JehiqnaF/XbHPJwAH1Cd8xljlWZV1PuhEEgdXla1leuponTjzKQwfu5QPP38iba67l/Qs+SqFx8JUvLk05ecGTWVY7PN6Il0AySF08jrFIuQh6IzMLZtPgPULFxXeRfFYgemoP8O6snNt12qCWliAmPFJzGXv5jKycP9epskiv11O9zdTZZw65X2ndIgKiEVXbzmxJU1CYdDisBr7yljnc9e/9ytgyjfQb1P19UnKV7qBkUE+1CuqqfGnVZWt3KOvxJr1JHwCFSpPEURM2OKiKnLt4pNxcmZYK6mDUCQYoUiI+zkncUkmx/3+E4zE0Wum95DBL49tsVVCbEz68hiriYTcAJUrEx4gxWuxMj4k8r/cjiiKCIMgtKSMoBvUgeAJRDnf08Pk3zZJbStqZVWpBJcChjl6unF8mt5wR8cz+Dn7ynPQFp1OrWFGTz9r6YtbWFzGn1IpKNf43pyiKNHtCbDzWyYajXWxr9BCIJhAEMGjGZqbGkyn+sbOFpz+5loocz7TLFu2+CGWTPN4DpIgPgBOdQVkM6qRfqkawl9Wc3uaP+vBEOqmTIX86U2hUWq6vv5HLp7+Zhw/ez7+P/42XWp7jvXNu54aZ70OvGVip7zdWMa039xq1NfU1SKyJJbCWKZW5b2R2wRy2tG9CZdBxSj0NcxabufRXUPcPoAXfKUKiHmvRxPj+zDSVfQZ1a++5J37UGg2N+lmU+A9kQ5aCwqTlxpXTuHSOg2KLXm4pk4YCkw6tWsDZE5VbyjnxBvsrqKeWQV2ZbwKgxRtmYaU9q+cOiEHMKc4aTyoMTyKvlEKfH1c0glY/+ONXllfBIc/4o78iCanxnjKRcG5U+dPRtKXwtDfhmC75XP0VzK6g81x3TRuWVA9OXQHdfYa4EvExOhwJE2EhSWfYNWnN/WENakEQHgSuBtyiKM7v25x1XK8AAIbFSURBVPYPoN+9tQM+URQX9932JeD9QBL4hCiKz6VfdmbZ2ih9yJ1XVyizkvRj0KqpKTJzuKNHbikjptkTQqsWuO/m5Ww+1sXGY1388Jkj/PAZKMrTccGMotOGdYl15AMIfyjO5hPS8TYe66S1W4qfqMw38rbF5VxYX8SauiJsxrEtpWvuCvKWX27kk3/by9/vWI0mxzuDZ4MOf5jqCVK5Px5qiqS/sbFLnkaJ6t4OekQTJov99LZGf1+DRNvkMaj7seisfHTJZ7lmxjv4v1d/we/3/5onTzzKHQs/waXTrjw9wxyz1eDo+R/uSBidIXcmSpp7pKrcmlgCU1m1vGJykJn5s0mJKY75jiFa5jDDvxUxlUJQZf4z1R1ykqe1YNJK72ljsA23ugRrFs49ETBqjBQbHZzqGX5lgr9wEXPb/4Q72IvBrMQTKCiMFcWcTi8qlUCJxZDzER/dfREf+VPNoC6QxmtyxFP2qCLYkpN71WfGsEi9X/zuVoqqBl91Vp5XyfqWF0ik4mhUY4+uCYuSrzHUCkoFCUOxVLjkaz9+2qDWq/XY9flZifhIJZPYxR4SxoIzCkAUg3o0FIsFQBcnfEenrkEN/AH4NfBw/wZRFN/V/7MgCD8F/H0/zwVuBOYB5cCLgiDMFEVRniDWMbL5uAeLXsOCCpvcUjLC7DIrr7b45JYxYk56glTlm7h4VgkXzyoBwNUTYVOfsbzxWBeP72sHYHaphbX1kmG9sqZgQJREPJliX4uPjUc72XCsi9dafaREsOg1rKkr5EMX1bF2RhHTC01pWTJRXWTm+9cv4JN/38cv/3eMz1wx+SryR0u7L8J5dZN/8GAxaCmx6GnslKdRoiHcgUddxJmfYCd8fQa1ffJGE1RapvPdC+5hr3snv9n7U76z7Us8euxvfHTxZwEQCutQtYp0tTRQXr9YXrFn0OQ/gUFUoUpZ0Q1RZTKVmZUvNUps8B6mtnQxhf5nOdl2gpKqzE+2uELO0/nTALZoOz5dGdaMn3niMM1aTUtv87D7aaatQtPxR9oPb6N2+eWZF5ZjCIIwC/jHGZtqga8jFXp8EOgP6/yyKIpP991nwhd9KChMBBxWfc43STxdQT3FIj6sBi02o5ZWGQzqXlUCm6hMqI4Fbb7UsLC38+SQBnWZuZKkmMQdclGeVznmc4WFEKBXDOphsPWt0gx3Ng3Y7jA5smJQB/1dFAkpRFPR6fMVG0syft7JRJG2CsmgPsaa8gvllpMRhjWoRVHcIAhC9WC3CZKLdwNwSd+ma4C/i6IYBZoEQTgOrASy19EoDWw50cWq2sJJW/E6t8zKf1/roCcSx2rI/UYbzV0hpheaBmxzWA28fVklb19WSSolctjZc7oS+o9bTnL/xiZ0GhUrqwtYOs3OYWcvW09IsR0qARZX2fnYJfVcWF/Eoio72gw919csrmDjsS5+9fJxVtcVTglzdih6InEC0QTl9qlhwNUWm2nslKeC2hJ149eWDDCoG/3HsOnsFBomfz7bkpIV/O7yv/D8yae4/7Vf89H/3cJK82o+UnEDvAq9bQ2QUwZ1E5VxgW5NiWJ8DkKpuQyrzkaD9whL6i6EBnAd3poVg9od6hhQ3VGSdOG2Lcr4eScSVZbpvHjy6WHz8BzzLoDtEGrcClPQoBZFsQFYDCAIghpoAx4DbgN+Jori3WfuP1mKPhQUJgKlNgNHnL1yyzgn3cEYKgGsY1zZOZGpKjDS4g1n9ZyiKNKthiph8q/8zASmIslwjnqGboJYnieZ2O2B1jEb1KlkkrAqhlo0YNUpo+hzUVhRR0oUSHkHrnpzmEtpD7Rn/PwBr1Q1rc4rojPswqbPV+JzRonOWk15fCcNnZM3Mm+8GdRrAZcoisf6fq8Atp1xe2vftrMQBOEO4A4Ah8PB+vXrxyklPXSFU5z0hLmgODGspkAgkDO6R0O8U2r697enNzCrILeXLYmiSKM7RIVOM+xjPRuYPQNurjHQ4E1y0JPkoNPDpuNdFBkFlpeomV+oZ06hGrM2DrQTaG5nc3Nm/4bL8kU2mQTufHgH3z7fiFU3sursifr6GorW3hQA3W1NrF/fIrOa9DHU82SIR9nvHP5zZDzEUyKqQQyhRQk3bZoqPFs3nt52wLmXYqGYfds2ZUxPrlFKAV8o+iL/8T3GlsBm1riWsRzoathOSF+eNR2JlEireuj3/dGuI6yMxvAIpXRs2pA1XblIIBBg2yCPQanKwZ6WnawrOo9ZopruQ+vZZqpO67ljSZFTb+hp0N7TiiNRwt6tG4mFe7mKIN5UHnvPeG9NdYSeJIF4gI2bn8GiPnelmYEiNC3bxvX4RYKT4rvxUuCEKIonz2HqT4qiDwWFiYDDamDD0S65ZZwTbyiG3aRDnYbeOxONqnwTDa7sTiCEA366NCrmMzlXVGcaS1+j9oR/6CaI5WbJlG4PDm1iD0ePrxOvRsAqGFAJk7O4MF3o9Aa6hHy0vQMf7xKjg33uPRk/f8QnNUbUWIpxh/ZTouRPjxp1fhX1bXGOdx+RW0rGGK9B/W7gb2O5oyiK9wH3ASxfvlxct27dOKWkh3/ubAFe45arVjNzmOZm69evJ1d0j4ZZ/jA/3/MShtI61p1XLbecc9LZGyXy3Iucv3Am686vGf4OfbzpjJ9DsQRGrVrWTqdVc/1c95stPNZm5sFbV4xIy0R9fQ3Fy0fcsHknl523jGXT8+WWkzaGep6OqxtZ33KYhSvOy1hDm/ZgHMMbqv/j0QhFr/jRFNcxb81aAFJiCve/v8BVNdeyZOnajGjJZaoCs9jy37eiqrPRs89MgdDDnDXZexw8kTiVeYO/BnpjPfSc7GFOLIhQUMvqCybncq2Rsm3ThkEfgx17dvGPhr+y6qJ1nNxWTVn8JPVpfqxaAzEKz1hVFIqHCJ0KMa92KUvmrKXloOQLFtQtZXYWXz+5TqxDxWMbHsU2q5RFxUvPue+JXfOpDR5AN47Hb/eWDZPhu/FGBo6fPyYIws3ALuCzoih2M4qiDwUFhfFRajUQiCYIRBPk6cd7eZwZuoNx7KapVz0NUn+gl464h12pk0463MeJCwJ27eTrSZUNrAUOoqIWVU/HkPsUGUvQqrR0BIY2sYejx91Kl1qNTa1UT48Ej7YUU3hgtbTD7KAn1kM4EcKoMQ1xz/ET65EMar3NQWebG4dZaTg+WozFNcxsirEx6iSWjKFTT77IpzF/AwuCoAGuB5adsbkNqDrj98q+bROGzSe6KLboqS/Jk1tKxii1GrCbtBxx5n6jxJMeKcN3etHYl1eZdPIPNOeV2/jKW+bwjScO8sCmJj6wtlZuSVmn3S8tzZsqER91xdJnSGNngAJzQdbO2+1sxgFge32pXEewjXAiTK1t8uZPn4tycyV5qjwOe/fjVJeTFzwlt6TTNPmlHLhZ8QiUVQ2z99RlVsEc4qk4jf5Gwta5zOl+KeONEt3hvgYufRUeIVcjACbH1Pv8PhfTLNUAtPQ0D2tQRxxLKG1cz3HnSQpKp2dBXe4hCIIOeBvwpb5N9wLfAcS+/38K3D6K4+XkisTRMtlWjSnkDiN5bXnapdWlT7ywgfK83KzCbGwLo04xad8n53qewl1xookU/3nuZeyG9D8/g61IPN62GQAhrFFWTb2BUCAwosdklpAPvuZz7mtX5XPo1D72hoY/3mArEv0n99GlVmNI6gddgTeVGWxVokYooDbWMGB7T8AHwPMb/4tDO/6q5sFWJAIEGqVYitZWJx2BVsqSDuW9NUrCPT5mxuKkEHlu06NU6sae3Z6rKxLH49xdBhwRRfHMNQJPAH8VBOEepLy8emDHOM6RVURRZMsJD+fVFcpabZtpBEFgTqmVQx25nbUG0OyRGmJUF078/K+b10xn0/EufvTsEVbVFLKgcmotGevwRVD3dUqfCvQb1Cc6Ayyvzp5BHXBLuWK6/NfNzsa+Bol19plZ05FLCILAdH01Bz2v4TNWUh48LLek0zT5TwBQG0/gLJgms5rcpb9R4lHvESrKFmPrfpKmkw2U1szJ2Dk7+zuM91V4xD3NANgrMp99PZEoMZWiU+lG1CjRVLcGGn9G56FNU9agBq4C9oii6ALo/x9AEIT7gaf6fh1R0UeurkgcLZNt1ZhC7jCS15b+hIf7XtvG9NkLOX9GbvaL+eG+DVQXmFi3brncUjLCuZ4n8YibPx/eSdWcxSybnv4x9WArEpuf3wzdUF+zlCXKqqkB7N26cUSPiXNLMXZ6KT/HvjWv1OOPdo/oeIOtSHzVf4SuLjVLi2qm/CrENzLYqsQ9Rx/H0bYF66rVaLTSY6lzmfjTiw9TNruKlWWrx33eN65I7OdAk9Tnee75FxJ65jvMrV3CkjnKe2s0pJJJPPvvBEA7LY8lNZNvReKwU5CCIPwNKe9uliAIrYIgvL/vpjcuT0QUxYPAP4FDwLPARydSM5dj7gCdvVHOnwKN7OaUWWlw9pBMiXJLOScnPUHUKoHKfKPcUsaNIAj85B0LKcrT87G/7aE3EpdbUlZp94cptRqmTHZeRb4RnUZFY2cwq+eNeqR8b3PJ6+ZPo/84ANXWuqxqySWqdTW09J7EY62gNOUmHovKLQmA5p4mtGgoTyTIc4w8xmiqUWWZhkFtoKH7CPYZqwBwN2Q2itcVlAxqh6kUALX/FEHRgCVf6Th+JmqVmoq8Kk71nhx237I5q4mLapKnJkztQiYYEI8nCMKZa1yvA/o73zwB3CgIgl4QhBomWNGHgsJEotQmFU+4eiIyKxma7lCMAtPkW849EvqvA1u7s9co0RuUoilKC5RVU2MlqCvGFj93tnt5XsW4MqjjPU661SpK7UqRx0gQ8qehEVJ42l8fs/WPc119hRmZQhXuIiTq6UG6Ni5WMqhHjUqtxpi0oxEFGv3Hhr/DBGRYg1oUxXeLolgmiqJWFMVKURQf6Nt+qyiK/zfI/t8TRbFOFMVZoig+kwnRmWLzcekD9LwZkz9rak6ZhUg8RbMnu+bZaGnqClKZb0Srzs3ldqPFbtLxixuX0OIN8bXHDyCKuT1BkE7afWHKbFOjehpArRKoLjRxIssGddInGdT2stfNzkb/McrNlZi0mcsVy3Wq9dUAnLSZpIFZa258qTf5G3FgRg0UVEzdCYThUKvUzMyfzRHvYSpmLSMmaki2ZLahiyvkRECgyFgMgDHYikvtyGisyESlylpN6wgMaoMpj32X/JGKq7+YBVW5hyAIZuBy4N9nbP6xIAj7BUF4DbgY+DRM/KIPBYWJhMOqB8CZowa1KIp0B+PkZ6inSa5TmS+NX1u8oayd0xfrlM7tmJ21c042oiYHhSkPYio15D7l5kp6Yz30xsYWPRoItpISBMrsY486mEoYiqXrQ1/H69dBxSap8MIdcg16n3Shi3jxqWy4+1comhSDeiz0aEqojAuc8B2VW0pGUK6yzmDzcQ/TC02nvwQnM3PKpEYChztyO4f6pCfE9EkQ73EmK2sK+OSlM3l8XzuP7plQEe3josMfocw+8SvhR0NtUR6NXYGsnlPd20GPaMJksZ/e1ug7Rq19auZP9zNNNx2VoOKUUVq50NPWILMiiSZ/I2VxjVSZa5v8k6PjYVbBLI51N6DR6WjW1GLtPjD8ncaBO+SkyFiMRiUtU7RFO/DplYYug1FlmU5boJVEaviVQXWr3oytqDwLqnIPURSDoigWiqLoP2PbTaIoLhBFcaEoim8TRbHjjNsmbNGHgsJEwqTTYDFocPlz06AOxpLEkikKzFOzSaJRp6YoT0+LN3sV1D3xbvKSKfJtiok2VlKWMkxClGCPd8h9yvIkY3msjRIDManxXqGpeEz3n2rYyqVimIi76fQ2nVpHgaEAV4YNan3MR6/KftqgLlYM6jERNJZTH42dXiE92VAM6j4SyRTbGz2cNwXiPQBmlOShVgk5bVCLokizJ0h14eSbMPjYJTNYVVPA1x4/wInO7BqYcpBKiXT4I1OmQWI/tcVmTnlCxJNDVw6kG0O4A4/69c+xaCJCa+AUtbapmT/dj16lp9ZWzyk8AMTd8ldQhxMhOoLtVEUTdKqLlcrcYZiZP5tQIkRrbwse+1ymR4+SSmauoNQdclLSt+xRTKVwJF2ETUqFzmBMs1STFBN0BNuH31lBQUEhBym1GnD15Eb81xvpDsYAyJ+iER8gxXy0+rJXQd0jBihIoozNxoHaVgGA3zX0Cqtys7TPWGM+wknJ/C40TA0PZ7wUldeSEgWS3QOfkxJT6elou0xhSnQT1trpDEuTCkrEx9iI5ZWzMNaLN9JFd2ToyZ+JivKJ28f+Nj+90QTnT4F4DwCDVk1dsZnDOdwosTsUpzeSmHQV1CDFP/zixiUYtCo+9te9ROKTe9WuJxgjlkhRbptiFdTFeSRSYlaXJFqibnq0r2fknuxpIiWmpnwFNcDcwoUc6z1Gj2hA1d00/B0yzMkeaXBYFw7i15XKrCb3mV0gNURs8B6GsiVYhDAdjZmronaFOk4b1AFfJ3lCmKSScTgolRYp8/5UT7O8QhQUFBTGiMNqyNmID2+fQV0wRSM+AKoKTNmtoCaCLaXO2vkmI/oCaVI/1Nky5D5leX0GdWCMBrUoeRlFRsWgHgk6g4kuIR9Nz8DnpMTkyHjEhyXpJ6rLxx1ykq8vQKeeup9n48JWxayY9J0wGXOoFYO6jy0npKq6NbVTw6AGKeYjlyuo+/OxJ2MFNUgNWe5+5yIOd/Tww2eOyC0no3T4pQHlVMqgBqmCGshqo8SCZCch4+tmZ/8XV62tPmsacpV5hQsJJYLsNJZhDgyfl5tpmvwnAJgf9RI2Tc3Ig9FQa5uBRqWhofsI+fVSo8Suhm0ZOZcoinSGXKcbx3S3ScvoNAXVGTnfRGeapRpgRDnUCgoKCrmIw2rI2SaJ/9/efce3dZ2H//8cDALEIECQ4Ka4JFGyPGXL8rYSO9uJkzZtkjajmW2Spk3ab9Ok/Xb80qbNN13fZjbOHv0mTbObvSxPyVNe2hJFinsAJEgCILHO748LypJFQRxYl3jer5dfkS4uL070HAIHD577nHAsW0FdyQnq2mpGZuKkM8XZv2fWkqImU7n/3vngCRpf6idnLty+w2334HPUrj1BrYzPmAFn5eRw1itkb8QdP/eOt0ZXY0FbfOhMBr+OkHQGmIyPS3uPdaiq28SWhNFSbyP2oZYEddYDJ6bY3lxDncdR6qEUzfbmGkYjC8xkFz3lZiCboN6IFdRLbtveyFtu7OJLD/bz84OFva2mlEZmjAV/S4X1oO6p9wAUrQ91cnGBgI6Q8jzbJ/fkzHGqrA5aPe1FGUM521F/OQBPuP0EFte+Y3i+nIqcwqqsXJacIe1tLfVwyp7daqfb18PR6SO0br2KuK4iM3KgIM81szhNIpOgwWX8LsXGjS8T3I3dBXk+s6tx+PA5ajk911/qoQghxJo0+RxMzC2SKVICdDWWWnwEKrrFh4tURhelyl1rzbQ1g5eNWSRVLDUNxmePzGzu9l8t7tY1tfjIpNNErQmqtQ2nrbKKoNZj3tlCIHlu3qHB1ch8co5osjBFVYuxWZwqiXbVMREblw0S18Hd2EV9JoNXVW/IPtSSoAYWkmkeHZjmxp7K+uZtaaPEQ2VaRd0/FUMpaA9s7KTmn7+klx0tNbz/208xMlO8W9eKaen/V6UlqH0uO3XuqqJVUM+MD2BRGnzP9sntixyns6Ybm8VWlDGUszbPJnxVfo657DRlxkklS/vlXP9sH02OBuyAtVa+QFiJ3tptHA0fwWqz01/Vg79AGyWOx4x96pYW0KlwPwC1bZXdyz2XTd4OBqWCWghhUk01TtIZzVS0/PpQh6UH9ZnPg8VomzeXmCWpFF6Lt+DPtZE5XR5m8GCbH815XrOnbU2bJM6GxwhbLfhUZX2+XK+Et52GzNQ5n4OW7hgsVJuPuXD2uu4gk7Ex6T+9DoEWo1imN1NLtW3jfYkmCWrgsYFpEqkMN26urN5F25uNN90jZdqHeiAUpcVXjcO2sft/OWxWPvE7O0mmMrz3G0+QKuKGesUyGonjsFmodVXe7uPdQXfREtRz4/0AVJ2V7OyLnKDbJ/2nAZRSXFJ3GX32BapUmvBIX0nHcyrSR5PyA1Dd0FXSsZhFb2A7M4vTTMQnmPFfSmfiBOlUKu/Ps7RAb8xWUNsip5nVLjz+ylonrEabt4NBqaAWQphUQ41RgTkeKb8E9UwsidWi8Dort9igvdZIxAxNF76YZ2TmNAA1VZVVvFYIYUsdznjupGeLu5Xx2CipzOrWc7OTI0zZrPhsvvUMseIo/yZsKkN47Nmigka3kaAejxXmju7YtDEHUu4a5pPzZ/Z4EavndPuYxsvbZxv5451/Xurh5J0kqDHae9gsimu7AqUeSlE1eJ3Ue6rKtg91fyhGZ/3G+1ZoOV31bv7ulZfycH+Yj/16492qMRJZoMVfjVKq1EMpuu56T9FafCyGjA0v3A3GhmUzC2HCC1PSf/osl9RdzpieIWJRzA4fLdk4kukkQ3ODNKSMaiiftI5Ykd7abQAcCx9GtVyFSy0yfPyJvD/PxFIFdXbBXh0dZtIq1R65bPJ2El4IMZ8ozy+9hRAil6ZsgrocN0oMxxLUuuxYLJW3jl7S7HeiVHEqqIcmjfWhzynv++s1aw/iSUzmPKfF00Zap5lcZfVuNDzClNVKrfSfXhVntihmZvjkmWMNrgagcBXUi5EJAKIuo52u9KBen5C1AVcs950JZiUJauCBkyGubPfjdlTet9Lbm2s4PFaeCeqBUHRD959+rt/Y2cZv7GzlE78+zr7spp0bxchMnBZ/ZfYG6w66mZpPEIklC/5c6RkjQe1rMhYeS32puv2SoF6y1If6GYeDxfHS7Xx8em6AtE7TFE+R1opA86aSjcVMttT2olAcnT5C3dbrAJg+/lDen2c8OkaV1YGvyg+APzHKjFM2ssyl3Wt8MSZtPoQQZtSU3ci7HDdKnI4mKrq9Bxh3nDbVOBmcLnyCenzaeB8LuNsucqa4mLizkdp07s+1zdl/59X2oU7MjDFltRJ0SzXuatQ09QAQm3z2TtKG6kYUivFoYRLUqblsgtr57POJtZutasSXKNymlqVU8QnqSDzJ00Mz3FBh7T2WbG+u4dj4fNm1lYjEkkzHknTWVUYF9ZK/u/NSOurcvPe/DjCXKL9NWtZqdGaBZl9l9gfrDhobJZ4sQhW1dW6UOV2Nu8YPGP2nAamgPsu2wA4UikcdLlS4dC0++mdPAdAejTGlAtirKmeD3vVw2V1squngSPgIzT2XEdVO9PDjeX+eifgYja4mlFLoTIbG9Dhxt2xkmUt7TScgCWohhDnVuauwqPJMUIejCWrdlZ2gBqPNRzFafExl+yEH/dJ+bb1S7kYCeibnvi8tHmN9NTK/ugR1dHaYmMVCc60UeaxGsM1IUGfCz67X7FY7AWddwVp86Hmjin7ObrRxkRYf6xN3tRBMT6Az5ZXDy4eKT1A/1Bcio6m4DRKXbGvykkhl6JsqTo/clRoIG+OppApqALfDxsdfdxXT0SRfPVR+PfDWIpXOMDG3QIuvMiuoe4LGHC5GH2pnfIwpa/DM3/tmTuBz1BKQW9/OcNs9dPk285jTg2u+dIm0U5GTKBTd0WnCdqkiWI3e2m0cCx/BarPRX7WZQORg3p9jIjp2ZvE8Gx7DpRbJ+OQDUC4t7jYsyiJ9qIUQpmSzWgh6HYxFyi9BPR1LEKjwCmqAttpqhorQ4iMcn8SbzuCvk/f9datpwao0kYkLJ5+D1Y1YlY3R6Oo2SpyLGec3+2Wj8dWocrqYIIBtbvCc4w2uxoK1+FCxMAltJZIx2sDVVzcU5HkqRbqmFY+KE50Nl3ooeVfxCeoHT4aotlu5alNtqYdSEtubawDKrg91f8hYfHRWWIIa4NJWH6+7tp0DE2kWkulSD2fdxucWyWho8VdmBXV7wIXNouibLHwFtXdxnFn7s2/4JyPH6PFtqcje37nsqLucIw6Ff3F1lRr51B85RZO7mcbEBPNOqSJYja212xiLjTKzOEOk9lI6k30kE/n9Qm889myCembYaJVjr5M+4blUWatodrdKBbUQwrSaapyMz5VfgUg4mpQKaqAt4GJ0doFEqrBVgzPJMPXpNJ6ArM/Wy+Y3qqPnJk9f8ByrxUqTu3n1FdQJo21EnSt4kTPFc4XsjbhjI+cca3Q3FqyC2rYQYkb5mFyYIOCsw261F+R5KoU1e9fAzEjp7gYulIpPUD9wYopdXQGqbJX5T9ET9GC3Kg6VW4J6aqmCurJafCy5eUuQZAYeH5gu9VDWbWTGuBWvuUIT1HarhU11rqJUUAfSk8SqjcV0Rmfoj5yk27e54M9rNpfUXUbcolm0TJFJl+ZLoFOzp+iq6aYhM0VCWkesyrbAdgCjirptJw6VZPhY/tp8JNNJwgtTNGYT1PEJYxMZt2xkeVHt3g6poBZCmFZDjZPxMqug1lobFdRuSei011ajNYxGCtvmYzY9R306jdsndyCul6veqG5emBrMeV6Lp23VCepYegaAeqckqFdr3tlCIHluMtqooJ4oyPNVJcLMWWqYjI0TlP7T61ad3egyOnGqxCPJv8rMymZNzC5wfGK+Ytt7AFTZLGxu8HJ4dK7UQzlHfyhKs8+J024t9VBKYnd3AIuCB05OlXoo67aUoK7UFh8A3fUe+grcgzq5uEBAR0h5mgGjj9tCekE2SFzGjvorADjitBAeK/4bezqTZiByiiZ7PVUqBXJr4qpsDWwDKNhGiVPxCTSaBpfxu5QK9QNQ2yq/SxfT7u1kcO40Gb3xeuIJITa+phonY2XWg3p2IUU6oyt+k0SAtlqjcGkwXNgEdYQ4/rQFZanoVEle1DQYGyinI7nbdzS721bd4iOOkb+oq67cXM5aJbztBDNT5/QGb3Q1EU3OM5/M/2dWV3KGmM3PRGyMoEsS1OtV02QkqFPhC9+ZYFYV/ar74EljR9kbK3SDxCXbm71l1+JjIBSr2OppAK/TTleNhQdO5N712AxGs5UolVpBDUYf6v5QjHSmcBtfzowPYFEaaoxq3L6I0ZZAKqjP1+7twKWcPOl0MHP6SNGffzQ6QiKToD5pfGnjqO8o+hjMzO/w0+hq4mj4CC3dO5jFhWX0ibxdfzw2ChiVJAC22UFm8OD2VWYrsNVo93awmF5gskA9DIUQopCafE4i8WRZtdibjhoJJElQQ3vA+CwxOF24PtRaa2YtSTxp+ffOB29dEwltRc2N5jyvxdPKbCLCXGLlOYmYZQGLBp/Dv85RVh7lb8eu0oTHnm3L1phd945H89/mw5OeIV5Vy2R8QjZIzAN/sM34vYqUrl1loVR0gjqV0VzW6uOSbB/mSnVJcw2Tc4tMzZdPz7WBULQi+0+f7ZI6K08NzTC7kCz1UNZlZCZOjdOGx2Er9VBKpjvoJpHKMFzAncdnJ4wFhj1gVOP2zRxDoeiUBPV5LMpCr28bTzqqWBw/XvTnPxUxWkbURY0qU2+D7BK/Wr2B7RydPoyyWBio2kpdHjdKXNogpjFbQe2ODjFplWqPlWj3dgJIH2ohhCk1eB0AjJdRFXU4ZiSoA9KDmqYaJzaLYqiACeq5xCxJBR5duYVS+WSxWgmpWuzR3F9ct3qMzy+j0ZGc5y1Jp1JELUm8OLCoik5prYkzaHz2mBk+eebYUmFGITZKrMnMMuvwE03On3kesXYWq5VJSz1VUUlQbyivvrqN/3nPTVgslb2B2NJGiUfKpM3H3EKSqfkEHZKgJqPhoT5z7846MrNQsRskLukOegA4WcA2H4kp4xYfT9Coxu2LnKDF00a1rbL/7S/kipbdnLTbWQgfK/pzn4oYbUWCs0Zf8kCr9DZerd7abZyeHSCWjDEbuIyO1CkSC/n5wPrcCmp/YoxZR0terr3RbaoxXn+kD7UQwoyasu3oxsqoD/VMNkEtmySCzWqh2e8saIuPqfgkAG6Lt2DPUWlmbEFci7l7Gzdn92MZXWEf6khojCmbFZ+lsvMFa1XTbBQwxSefbXW4tPfKeJ4T1MnFBWpUjLDL+EwqPajz47TvWhLutlIPI+8qOkEtDEsJ6nJp8zEQMpIMnRXc4gOgx2/BYbPwwAlz96EejcQlQV1vLJ4KuVHiUm83X7OR7OyLHKfbJz1zL+TS4BVopRhJnCj6c5+a7aO+OohnbpJZ7cIjm/CsWm9gGxrNiZlj2Nt3UqXSDB19LC/XnoiN4avy47RVozMZGjPjxD0bbwFYCHXOINU2F6elgloIYUJNNUaCenyufO4qDUeNOykD0uIDgPZaV0FbfIQWsglqq7T1ypeoI4gvOZnznKUE9cgKK0LnpoYJWa34bb51j68S1WeLY9LTz67Xgq4gCsVELL8tPubCxvWmncZrmLT4yI/eP/gyl7z530s9jLyTBLUg4K6iscZRdgnqSq+grrIqdnUGeNDkGyWOzMRpruANEsH4HfNV2+mbLFwFtXV2mDldjbvGz0IqzvD8IN1+ae9xIdsDl6E0jKjcC+ZC6I/00eXrxhEdYcraUPTn3wh6A9sBOBI+TMO26wGIHN+fl2tPxMbOLJ4jk8M4VZKMb1Nerr3RKaVo93ZIBbUQwpQas+vV8TKqoD7Tg9ptL/FIykN7rYuhArbMm8j2SvZWBQv2HJVmsbqRukzufZU8VV58VX5G5le2UWIsPMKU1UJtdWXvJbZWjmo3k9Rimx08c8xmsVNXXZ/3CurYtHG9iMNIPQZd8tlHXJgkqAUA25pqOFQmCer+kFFlWsmbJC65YXMdx8bnmZgrn4XyasQTaaZjyYqvoFZK0R10F7SC2hkfY8pqLKb7Z/vI6Aw9vq0Fez6z81R5acpU01+1iM5kiva8Wmv6I6forOnClxhj1iG3ua1FQ3UDfkctR6eP0NC+hWm8WMeeyMu1x2NjNLqNBPXMiFFhX1XfmZdrV4J2bweDs/2lHoYQQqya12Gj2m5lrMx6UNutqqL3cjlbW201k3OLBdvIciRstDzwuVoLcv1KlPa24FYLRCPTOc9r9rQyusIK6oXpEcJWKw0eacG2ViFbE+7YuT2/G12NTOR5k8SFiNHeZdauUSiC1ZKgFhcmCWoBGG0+Tk7Ok0gVL1FzIQOhKEGvA7csxLixx/hWeN/J3N86l6vRiFHhUOkV1ADd9R76CtiD2rs4zqzdeMPvmzE2/uv2S4uPXLpsLTzjsJ2zg3WhTcQniKaidPm6qUtPEM9uxCdWRylFb20vx8JHUBYLg85egrOH8nLtidgYwWojQR2f6APA3SR3I6zUJm8n47ExFlPlk+ARQoiVUErR5HOWVYJ6Opqg1lWFUpW9Z9KS9oBRwFSojRIn5obwZDK4vLI+yxdrjZFEjkzkXm+3uNsYWWkP6rlB0krRHOhY9/gq1Vx1M7XJ0XOONbqamIjl7he+WslZ43oRyyIBZz02i9wNIi5MEtQCgO3NXpJpzYmJwiXQVqo/FKv4/tNLLm31UeO0mbYP9ciMscCv9ApqgO6gm/HZReYXUwW5fiA9ScxpVOP2RU7gsDpp2YAbJ+TTVv8OZq1WDvfdX7Tn7I8YCc9mewN+5sl4JUZr1RvYzsnICZLpJHOBy9iUPk08ur7NfucTc0ST82cqqDPhfgACLT3rHW7FaK/pRKMZmh+8+MlCCFFmGmscTJRRgjocTRCQDRLPaA8YnykGC9TmIxSbIJhKU+WTKs98qQoY1eixqdzrgmZPK2PRUdKZi1fHz8aNxGqzv339A6xQCU87DZkp0qlnP5s2uBoZj42htc7b82TmjXaKM0SlvYe4KElQCwAuKaONEgdC0YrvP73EalFc113HAydCeX2jKJaRbAV1i08S1D1BD0BB+lAnFxcI6AjJ7G1ufZHjdNZ0Y7VY8/5cG8nl7TcDcGTy4aI956lsgrom2+3FFpDexmvVW7uNVCZFX+QEVZuuxqYyDB1ZXywnsn33GrOV7bbZ04SpodrrX+9wK0a7txNA+lALIUypsabMKqhjRgW1MLTVZiuow4WpoJ5OhGhIp3H6pAVbvriDxlo3Ec5dHd3ibiOtU0zEL95iIpo0irfqq6VX+Fqp2k3YVZrQaP+ZY43uRmKpGPPJ9RV8nCM6RUYrppMzskGiuChJUAsAuurdVNksJU9QxxIpxmcXpYL6LDdurmd4Js7pAi3ECmk0W0Hd6HOUeCSl1xM0vnQpRB/qmfEBLEqjfEaFQt/McWnvsQKX9dyMO5PhVOxk0Z7zVKSPmioflimjbU91sLNoz73RbA1sA+Do9BGaL70JgLnDe9d1zYmYUZHT4DI+mLpiI0xaZTG9Gm0e44OoJKiFEGbUVONkfHaxbApDpIL6XEGPgyqbpWAV1JH0HPXpNO46ee/PF3+j0YYjM5t7A8QWj3FX4egKNkqMpY1+1pKgXjtnsAuAmdFnPwc1VBvr34k8bpRoWwgxozxMxMfPXF+IC5EEtQDAZrXQ2+jl8FhpE9RLSVipoH7WjZvrAHjghPn6UI9G4gS9Dhw2qeTdVOfCogpTQT03cRoAe6Cd6YUw04thun3SM/diqqqcbF2EAV28FjqnIn10+bpIhI2Y+Zq6ivbcG027dxMum4uj4SPUNXVw3NpDYPhX67rm0oK8IVtBHUiMMueUPpSr4bK7CFY3MDhXvN7uQgiRL401ThKpDDOxZKmHAsB0LInfJT1bl1gsijZ/dUF6UGutieg4wVQaj19aEeSL0+1lFjfWudyV0c0eo9BmJX2oYxjxD1QH1j/AClXTbHxWjI/3nTm21OJuPJq/BLV9cZoxi494KkbQJQlqkZskqMUZ25u9HB6dK2nFQP+U8WbTVS8J6iU9QQ8NXgcPnDRfH+rhmTgtskEiAA6blfaAi5NT+a+gXpwyEkGeYAd9kewGiT6poF6JjpSXYVuCWDL/cVlO/+wpunw96JkhUtpCoEk2d1kri7KwpbaXo+EjAEy0PJ/exBGmJ1a2wc5yxmOjWJWVOmc9mXSaxswECx7pb7ha7d5OBmclQS2EMJ/GGmPdWg5tPjIZzUxMKqifqy3gYjCc/wrqucQsKZXBnbZhtdnyfv1KFrLU4VzInfQMVjdiVTZGohdfx8UtCzi1hWqb3HW9VvWt3QCkp59drzVmW3CMxy7eZmWlnIlpTju8ANLiQ1yUJKjFGdubawhHE0zOLZZsDP0hI0m0SVp8nKGU4sbN9ew7GSKTKY/bDVdqNLJAs/SfPqO73l2QFh/piHErnK+5m5MzxwDo8W/N+/NsRO3WNjIKDoeeLvhzTS+EmVmcprOmC/v8MJOqDptdqqLWozewjeMzR0ln0tTuvBOL0gzs++6arzceG6O+ugGrxcrMxCBVKoX2S5/w1Wr3dnB6rr9sbpEXQoiVasq2pSuHBPXsQpKMRnpQP0d7bTWDBaigDi0Ym7m5M/LZJd9m7UE8icmc59gsNprczRdt8ZFKJpizpvEhRVDr4ah2M4Uf2+yzm1fWVddjUZa8Jqg96RlGHEbxYbBa7kwQuUmCWpyxPbtR4qES9qEeCEWpc1dR45Skzdlu6KkjHE1wZCyPGxYUmNaa0Zk4LX5Z5C3pDno4NTWf9y8arLPDzOlq3DV++iInqHUEqHXKLW8r0eHdAcDjpx8s+HOdipwCoMvXjTs+wrRdbnNbr22124mn4gzND9K543rGqMd58qdrvt5kbOxMdcfsiHE3QlV9Zz6GWlHavR3MJ+eYWZwu9VDKhlKqVyn1xFn/zSql3quUCiilfqGUOp7939rs+Uop9TGl1Aml1FNKqZ2l/v8gRCVYqqCeKIMEdTiaAJAK6udoq3UxE0syt5DfNixTcSOBWq3lTt58izuD+FMXvxu42d160QrqSGicKauFGosnX8OrWFO2JlyxkTN/t1lstHnaOTZ9NG/PUZOJMOUwvviTCmpxMZKgFmdsbzIS1IdHS5cE7Z+K0SHV0+e5cXM9AA+aqM3HbDxFNJGmxS/fbi/pDrpZSGYYzfOHHmd8jJDVmCOyQeLq+BsvoSuR5OnxRwr+XKcixiYkXb5ualMTRJ2ySFuvpY0Sj4QPoywWTtXdwrbooyzE1tbrfTw2dub2xtiE8YWCu0n6ua9We00ngPShPovW+qjW+kqt9ZXA1UAM+C7wAeBXWustwK+yfwd4CbAl+987gE8XfdBCVKAGb7bFR6R0d5QumY4ZCepaSVCfoz1gFL8M5XmjxFDc+JxVbfXn9boCkq4m6vQM6VQq53ktnraLVlDPTQ0RslrxV/nzOMLKNOdsoTZ5brX0NU3X8vj4o6Qy6/8CKJNO49NzhKqsWJSFuur6dV9TbGySoBZn+Fx2WnxODpe4grpTNkg8T4u/mu56Nw+cME+CeiRiLBqlxcezuuuNb/rzvVGiZ3GCGXsD6Uya/tk+6T+9Ct7WbVy+uMjJ2KmCtyPonz1Fta2a+qp6gpkQiexmMGLtun3d2C32M32oHZfeQbVKcHL/j1Z9rYzOMBkfP1Pdkcn25Au0SoJ6tTZ5OwEYnOsv6TjK2G3ASa31AHAn8OXs8S8Dr8z++U7gK9qwH/ArpWTHTiEKrMpmoc5dVRYtPsJRI0EUkBYf52ivNYqZ8p6gXmrxYZMkWt7VtGBTGSKTuaujm92tRBIzzCcuXDAXD48yZbMSkHYR65bwttGQmTzni4Nrm64jlopxcOqZdV9/fmYSq9KE7RBw1mGzyF3yIjdJUItzbG+uKVmCeiGZZiSyQIckqJd1w+Y6Hj4VJpnOlHooKzKaTVBLBfWzeoLG3M53H+q69ARxZxMj0SEW0wt0+yShtlJ1rZu5bCHJPAsMzw9e/AfWoT/SR2dNN9MTg9hVGuWXzffWy2ax0+PfwrFpI0Hds+tFzOtqUodXn6CeWQyTyqTOJKirZk8zhR+nS24hXa1GVzN2i53TkqC+kNcCX8/+uVFrPZr98xiw1PunFTj7RWkoe0wIUWCNNc6yaPExHV2qoJakztnaao3il8FwfvtQT0Un8GQyWCXxmXc2fxsAcxOnc57X4jHOG41euIp6bnqQeYuFhhp5S1wv5d9ElUoTHn/2jrerG3ehUDwy/tC6rz8fNqqzZywpGqrlzlFxcbI9rTjH9uYa9h6bZCGZxmm3FvW5lxYZnfXS4mM5N/bU87X9p3lycIZrOsu/v/DwjLGwlx7Uzwp6HXgctrxWUCcXFwjqCElPC30zRs9cafGxcnaHk9aE8cXBwdBTtHkLtyHeqUgfVzddS2S0DwBHfUfBnquS9NZu4+7BX6G1psrp4pD3WjZP30cmncZiXfn72FR2Q5hGt1Gk6ooNM2VrQj6mrp7VYqXV087grLT4eC6lVBXwCuCDz31Ma62VUqu6lUMp9Q6MFiA0Njayd+/efAyz6Obn5007dlHe1jK37KkFToyUfk4+2mckqA8+9hAnbKqkYym01cRJa43DCvuePkZ3av3vM8mMxqIUx0efJphKMxOHA/vuW/d1N6rY/Pyq/33mpo3inP6n9xGOXXguz2Y3Unzg8V8w7zp3U8VURjNkVQwOPw0+SMxk2H//vascfeWYn5+/6L9PJPsdz4F7f0ZN+6VnjrdVtfGroz/n0sglq37eRFpz2mLEeG7oaS4FplKztMbr5feqjCxES/8et5yLJqiVUl8A7gAmtNaXnnX8PcC7gTTwI631+7PHPwi8NXv8j7TWPyvEwEVhbG+uIZ3RHB+f57I2X1Gfuz9kvEJKBfXyru+pQyl44ETIFAnq0Zk4Noui3uMo9VDKhlKK7qCbvqn8VVDPjA/QqDTK10pf5DgKRWdNd96uXwncqoXqzBSHQk/xos47CvIc88l5JuITdPu6iZ7uB8DT0FmQ56o0vYFtfP/kdxiPjdHkbia5+cXUP3EPzzx1Hz1X7VnxdabiRoK6odooYK1LjjLsvkQS1GvU7u1kYPZUqYdRjl4CPK61Hs/+fVwp1ay1Hs228JjIHh8Gzr7Noi177Bxa67uAuwCuueYavWfPnoINvJD27t2LWccuytta5tbPwk/xi0PjJZ+T+2KHcfT188Lb9qDUxk5QrzZOnU/cC24Xe/Zcs+7nHokmcVotLP7w3wnOpgl0bGf79Tev+7ob1YF993HVKv99psc64difUedIcmmOn92cmOVfvvtRnK01XLXt3PNCC0naPFUMHfkMADdc/Tyua7lx1eOvFPvvv5frbrol5znDjT4Y+HsavRauOOvcPQce4+tHvsblu6/BZV9d8eDQfII6p3HXx5Ff9qOBOesiW9t3cNVV8ntVLh578N6Sv8ctZyUtPr4EvPjsA0qp52H0xrtCa70D+Ofs8Uswblvckf2ZTymliluGK9Zle7MXoCRtPgZCRtKuUzZJXJbfVcWOlhoeMMlGiaORBRprnFgtG3tBvVrd9e68tvhYulXOHmjn5Mxx2rybcNqkan014u4OdiwkODj1VMGeoz9iVE131nSTChsxq2+TViz50BvYDnCmD3Xn9a8ipS1EDnx/VdeZihv5wkZ3M+lUiobMFInsraZi9TbVdDISHSSVyb0hUgV6Hc+29wD4AfCm7J/fBHz/rONvVIbrgMhZrUCEEAXUWONkaj5BIlXatnrhaIKAu2rDJ6fXoq22Ou8tPsKLIYLpNPYa+Wo63/wNrZyydNDc/3105sK/V96qGrxVNYzMX7hXdTQZApAN9/KgrrUHgHT43DsRrm26jlQmxRMTj6/r+un5SWYtisXMIkGXtPgQF3fRBLXW+l4g/JzD7wQ+orVezJ6zVO1xJ/ANrfWi1voUcAK4No/jFQXWUeem2m7l8FjxE9T9oSi+ajt+2Qjkgm7sqefA6WliifL/wD88E6dV2nucpyfoYXgmTjyRzsv1FkPGgsId3ERf5LhskLgGqdourkrEORk5RjyV3w13lvRHjErSLl831tlhIrhxef0Fea5Ks8W/BYuycHT6MAC+ukaOOC6lZezuVV1nMj5Gtc2Fx+5lerwfu0qj/Z0FGHFlaPd2kMqkGMvRR7LSKKXcwAuA75x1+CPAC5RSx4Hbs38H+DHQh7GW/izwriIOVYiK1lRj7J8yOb9Y0nFMxxLyuegC2gMuhqbjedvgWmvNTGqWYCqN09948R8Qq6IsFoa2/C5b0icZePKenOe2uNty9qCOZiIA1DklQb1eTpeHKfzYZs/dh+eK4FVUWarW3Ydax0KMWY2mDUHp7S5WYK2bJG4FblZKPaSUukcptSt7XDZ0MTmrRdHb5C1RBXVMqqcv4obN9STTmkf6p0s9lIsajcRplg0Sz9MdNDZc65vKTx/q9IyxgHPWNzMyPyQbJK6BPbiFKxcWyegMR8MHC/IcfZE+7BY7LZ5WqmMjTFlkkZYvTls1Hd7OMxXUAJFNt9OVGWDs1OEVX2cqPkaDqwmlFLMjJwCoqu/K+3grRbvX6LF+ek76UC/RWke11nVa68hZx0Ja69u01lu01rdrrcPZ41pr/W6tdY/W+jKt9aOlG7kQlaUxm6Aei5R2o8TpWJKAbJC4rLbaauYXU0Tiybxcbz45R4o0wXQad61UehZC1+1vY15Xk3zwP3Ke1+xpzVlBHSOG0uB3+PM8wsoUsjXiip37hYDT5uSy4BU8PLa+BLU1NsWA1cjvNEgFtViBtW6SaAMCwHXALuCbSqlVNT3dCJu6bNQNXfx6kUcGU9x9991FvaXsyFCMHr9lQ/6brsVy82sxpbEq+MbdB9Aj5VtRkdGakek4l/lSGz6eq30dCM8Zt7X98J5HmGxe3z61yYxGjR1jTldz/9O/RqNhPMmBOdmA4rlybegSnUtxy6KxEdEvHv8+2pffKupURnMg9ChBa5BHH3yQ9vgIIWuQ07Kxy3lWsqHLcgKpAE+PPXnmZ6Mu44uaZ37yWfovf+WKrjE81YfH6ubAvvuYP/wg1wATMzHmZUOXNYmmjVZG+5++m+qB/K0lynVTFyHExrGUoB6fLXGCOprgkpaako6hXLXVGkmvwXA8L1XmU3HjhvBgOo0nIBXUheDy+nmy7iXsCv2AkclhaoLL1zG2etq5f/hu0pk0Vsv53WJj1kW82r3sY2L15pwtNEXPL+i4tuk6Pv3kxwkvhAg469Z0bftimH67JKjFyq01OzIEfEcb99Q8rJTKAPWscEMX2BibumzUDV1OO/rZ+/2D9F51HS1FatGQSGUI/ewnvG57F3v29BblOcvdhebX1Sf3MZhIsWdP+W4yMDG3QPpnv+L6y7ey5/rOUg+noFb7OrCQTPPXD/4UZ7CDPXvW145jJJpk9NF/JmStx7bJDeNw+7V30ubdtK7rbkS5NnRJLMSpeeaPaNAuZjxzq9745WJCC0kiv/onLgleynU33UJyb4hJ/66LblxSiVayoctyTh4+xWOPP0rvNZdS6zQ2ke1/5h/pmj9Az03/uqJrzH3rb7iy5Rqu2nUzB0/+CIBdt7+KKqe0Klor33c/QiZg4apd+fudKtdNXYQQG0eTrzwS1OGY0YNanK89YLw3D07HuKzNt+7rheLGHj/utB17lWzwXii+W99F1Xe/w+AvP8OO131o2XOa3a2kMimm4hM0upvPeSyZWGTWmsGnZG2WL4ueNhrm7iWZTmOxPpv039V0LZ9+Eh4be4QXdL44xxUuzJmYZsTtxKL0mpPcorKstcXH94DnASiltgJVwBTGhi6vVUo5lFJdwBbg4TyMUxTR9mbjm/pitvkYmo6R0UYPbJHbjT31HByZZSaWKPVQLmhkxljQN/tk8fBcTruVFl913lp8eBYnmLE30DdzHKfVSYts6rZqVc5qxlU9PYs2Dk49lbd+hksW0wsMzw/R6etmPhKmhigZn8Qpn7bWbgPg5/0/ORO/4cbnsW3xKWanJy/684vpRSKL4TPVHfa500wQkOT0OrV7Oxic6y/1MIQQYlVqXXaqrBbGSpigTqUzROJJaqUH9bKWKqiHpvOzUeJU3FgrVKXls2ghtfTu5OmqK9g88F+kU8vvqbT0WWYken6bj9mpUaasFnxWb0HHWUlU7SaqVJrw+Olzjm8LXILH7l1Xmw9XaoZxexV1ziA2y/ruHBaV4aIJaqXU14F9QK9Sakgp9VbgC0C3UuoZ4BvAm7K98g4C3wQOAT8F3q21zs9OYKJotjUZL/jFTFD3h4xbgTvrZVFwMTdurkNr2HcyVOqhXNDojNEiQXpQL6876KZvMpqXa9WlJ4g7m+iLnKDT14NFrfV7x8o2WdXKjlic6cVwzo1Z1mJk/jQaTZevm/BIHwC2gFS559Ol9Zex2b+Ff3nso7zhJ69h7+Cv8VzxcmwqQ/++71305ydi4wA0ZhPUnvgIIZvc4rtebd4O6UEthDAdpRQNNQ7GS9iDOhJPojVSQX0Bvmo7NU4bg+H8tGULLxgV1A6kpUqhzV3+ZpqZ5MR931r28RZ3NkE9f/56fHZqmCmrFV9VoKBjrCSO7H4r08Mnzjlus9jY2XjNujZK9KYjTNkVQZesqcXKXDSTobV+nda6WWtt11q3aa0/r7VOaK1fr7W+VGu9U2v967PO/3B2Q5derfVPCjt8UQhep532QDWHR+eK9pz9U8a337JJ4sVd0e7HXWXlgZNTpR7KBY1kF/StRWoRYzY9QQ99k/PrrtRNJhYI6AgJTzMnI8fp8W3N0wgrz7y7g+vixpc+B0NP5fXaQ3OnAOiq6WZu3PhzdbAjr89R6aptLr7ykm/wN9f/PfFUnPff+z4+NH4X33PVYTn244v+/Fh0FIAGl3EraSA5xmy17PG8XptqOgkvTBFN5ueOESGEKJamGifjs4sle/7p7J2StZKgvqD2gIvBvFVQT+DKgLZJ4rPQem55DRMEcD3x+WUfD7oasSoro8tUUEfDI4StVuol4Zk3Nc09AMTG+8577Nqm3YzMDzM8d+FNKy9EZzL49Sxhq6ZB4iVWSErtxLK2N9UUtYJ6IBTF67BJlcAK2K0Wru0K8OCJ8q2gHpmJU2234quWnceX0x10E02kmZhb3wef2fFBLEozV1NLZHGabv/mPI2w8qT8nVydmMFpdXJwKv8JaouysKmmg8Upo5q0NrsYFPljs9h4WffL+a87vmskqtNx/qrRzT/WHOWXfT/L+YXQeHQMgAZXI6lkgobMFAlpl7Nu7d5OAAaliloIYTKNPmdJe1CHo0kAAtLi44Laa10MTeengjq0MEVdKs2iQxLUhWavcnC07dVcsfgYY33PnPe4zWKj0dXM8Pz5SdHpmX5SStHoaz/vMbE29W3G58f09PlrtWubrgPg4bH9q75uPDpLlUoybUnQUC0bJIqVkQS1WNb25hpOhaLEEsv3hsq3/lCMjnoXSqmiPJ/Z3bi5nr6pKKOR/CzK8m00EqfZ75R4XkB3vQeAk5PrqyqMTvQDMOE2enp1+9a36WIlswc3YwO6HO0cynMF9eDcKVo9bVRZqyAyREJbCTTKwrpQzk5Uv9X3MhYt8Bf73s8bfvIa7hm8e9lE9XjMSFAHXY1Mj57CpjJQ21nkkW88m7zGnQKDs/2lHYgQQqxSo9fJ2OxC3velWKlwdKmCWoo9LqSttpqh6VheYjQVm6ApnSRdLRu5FUPz7e8kqa2E7/7k8o97WhldJkE9kz3WUtdV0PFVEqfLwxR+rJHB8x7rqOkkWB3kkTX0oZ4PjxKxWEiSJuhqyMdQRQWQBLVY1vbmGrSGo2PFafMxEIrKBomrcENPPQAPlGkV9cjMgrT3yKE7aMz19fahXgwZC4kJh1Fl0+2TCuq18rT0AtCRruHEzDEWU/mrmhqeP0WXz6iYrpofYspSf84u2aIwbBYbb3zeB/mvwSneHO8mnorzZ/e+d9lE9Vh0DL8jgMPqYHb0JACOoHz4Wa8WTzsWZZE+1EII02nyOYgl0swtFqdY57mWWnzI3aUX1h5wsZDMMDm//lYsk7Fxguk02iUJ6mIINHXwhPcWLp/8IQvR8/MNLe42RpbZE2Z2wdgzpLlW9nLJp5CtEXf8/H9vpRS7mq7jkfGHyejMqq4Znx5n3GZ83lnahFyIi5EEtVjWJc3GBhFHipCgTqYzDE3Hpf/0Kmxr8hJwV/HgifLsQz0yE6fZJxskXkhTjZNqu3XdCWo9Y1QRjKtZAs56/E65LXGt6tqNBHVnDNI6xZHpQ3m5biqTZGT+NF01RrLTvTDGtE2qCIql2u3luOsaXjd2kG+89NtnelT/2b3v5Y0/ee2ZRPVYbJS6aqM/3uKk0YPPK21Y1q3KWkWTq4XBuf5SD0UIIValyWcUWgzlaRO+1TpTQS0tPi6oPZCN0TrbfGitCS+EaEilsXiC+RiaWAG1+x3UEKXvV18477EWTxuRxenz9rCYTxrFWfXV9UUZY6WYc7ZQmxhb9rFdTbuJLM5wYvrYqq65GJlgLFuQE6yWHtRiZSRBLZbVVluNx2ErSh/qkZk4qYyWCupVsFgU1/fU8cDJqZLdenghiZRRydDskwrqC7FYFF31bvqm1tfiwzo/wpyu5nRsQKqn18np9jJOgK0R4zUvX20+hueHSOs0nb5uAGqT48xXt+Tl2mJl4t0vpJlJRo4eOKdHdSwVO5OoPhXpoz7bH09PD5DWikBzd4lHvjG013RID2ohhOns3OQH4MESbUo+E0tQbbfitMsdVxfSVmsUNw2G17dR4nxyjqROUp9OY/NKEUGxdF39Ak5ZOmg6+lV05tzq3GaPsVH16Py5Vb0xbRTP1TklQZ1Pi542GjITZNLp8x7b1XQtAA+vss1Ham6ScZvRhlI2SRQrJQlqsSyLRdHb5C1Kgro/ZCwqOiVBvSo39tQzPrvIyXVW4ebb+OwCWkOLXyqoc+kOutddQe2MjzFhrad/tk/6T+fBpL2V1ugorZ72vG2UODB7CoAuXzepZIKgDpPySoK6mDpueDUZrQg99l3g/M0Uo8koE7FxxrO3klbNDTGp6rA75DUsHzZ5OxmaG1j1raFCCFFKbbUuNjd4uOfYZEmePxxNSnuPi2irzU8FdXjB+BKiIZ3G6ZdEWrEoi4WhLa9nc7qP/ifuPuexFrexUfVz23zEVAxHRuGyy53X+aT87VSpNOHx0+c91uBqpLOma9V9qDPRKcZsVizKQkC+UBArJAlqcUHbm70cGZ0reIXuQMhI0kmLj9W5cbPRI61UlR0XMjJjLBJbpAd1Tj1BD0PTMSKx5JqvUbM4zjFngER6kR6/JKjXa861iYbUCJfUXcbB0FN5ee0bmDX6GXfWdBEeG8CmMijZebyoAo1tHLP3Ehz+9TnHlxLVX3/Zt7mj+05e1v0aADzxYUJ26ZWXL23eDhbSC0zFJ0o9FCGEWJU9W4M81Bcu2qbxZ5uOJWSDxItwVdmo91QxNL2+CupQ3PgSoj6dxlUr7//F1H37W5nT1aT2feac4y0eI0H93I0So5YEPi1f3OTb0r4r08Mnln18V9NuDkw8RiKdWPE1LbEpRqx26p0NWC1yJ4hYGUlQiwva3lzD3GJq3d9KX0z/VIxqu5Wg11HQ59loNgVctPqreaDM+lCPRozN5aTFR263bK3HohS/8ekHODW1tkrqQHqKEy4vgFRQ50HK30U9M2xxbyG8MMV4bHTd1xyYPUV9dRMuu4vIqFFN7azvWPd1xeqE2m5ja/o4UyOnznvMYXPw19d/iNs6XgFAXXKM+erWYg9xw9rk7QTg9Gx/ScchhBCrtae3gUQ6w76Txd+UPBxNSP/pFWitdTG4zj7h4QUjQd2QSuOta87HsMQKVXv9PFX/Mq6a3Utk4tlqaW9VDR67l5HoswnqZGKBiFVTY5GitnyraTL2XYlNnL9OBri26ToW0gs8s4o7TG0LIYZtVdLeQ6yKJKjFBW3PbpR4qMBtPgZCUTrqXCilCvo8G41Sihs317HvZIh0pnz6UI9Eliqo5fb4XK7uCPDVt+4mHE1w5yfu577jq7uFNLG4QJ2eYdBlw6IsdGQ34RNrZ603FmfNi8aXK4dCT6/7mv2RPtqyCbrYZD8AnibpbVxs9Ve/EoDBfd/JeV5ycYGgDpHwthVhVJWh3Wt8ISN9qIUQZrOrqxZXlZW7jxb/DpDpWEJafKxAe201g+uuoDaKfapTdqqcUmBTbL4976JKpRj81afPOd7iaWPkrB7UsdAoU1YrNdaaYg9xw6trM/YySoeXX6vtbLwai7Ksqs2HY3GGcZuNBpfclSBWThLU4oK2NXlRioL3oe4PRaX/9BrduLme2YUUB0cipR7KGaMzC/hddlxVtlIPpexd31PHD/7wJpp91bzpCw/z+ftPrbitRGhsAIvSjNhTtHk24bDJFwLr5WntBaAuHMNhdXJw6sl1XS+dSXNq9gRNLiPZmZ4eNK7fIl8mFFt7706GVSOuUz/Ped70aB9WpaFWqtzzpb66gWpbNYNz/aUeihBCrIrDZuWGnjr2Hp0s+qbkUkG9Mu0BFyMz8XUV64QXJnFmLCSVJD5LoWXLlTxddSVbBr5JOvVsO51mdyujZ1VQx6eNBHWts64Uw9zQqt1eQviwzg4u+7i3qoZLAjtWtVGiMxVmygZBqaAWqyAJanFBriobnXXugiao0xnNYDhOR73cqrMW1/cYb9APnCj+rYcXMjITl/Yeq9AecPHtd93A7dsb+bsfHuLPvvUUi6nzd1B+rpmxfgBG1Bzd0n86L+ratxl/CPWzLbCDg6G1b5Q4l5jl/fe+m1QmxcxiGADL7CDTeHF5fPkYrlgFZbEwENzD9vgBonMzFzxvdtToGe4MSpV7viilaPN0SAW1EMKUbu1tYGg6XtRNyZPpDHMLKamgXoG22mqSac347MKarxFamKI2rZiz+vM3MLEqc5e/mWamOHHfN88ca/G0MRYdIZ0xPhfFwqeZs1qoc0tFbiFM2RpxxYYv+Pg1Tbs5FHqG+eT8iq6ndYSkQlp8iFWRBLXIaXuzl8OjcwW7/mgkTiKdkQrqNWrwOtna6CmrjRJHIgu0+KSadzU8Dhv/8fqr+aPbtvCtx4Z43V37mZjLvdCOTp0mphST6WnpP50n1V4/U/ixzZzikrrLOD5zhMX04qqvc3DqKd72s9dwYOIR3rj97fzBFR80rh8bJWRtyPewxQq5L7sDh0rSt+8HFzxncdLovVfT3FOsYVWE9ppOTksFtRDChPZsDQKwt4htPqZjxkZktZKgvqj2WqPIaSC09jYf4fgkdekMcVttvoYlVmnzra9hnDrcT3zhzLEWdxvJTJJQtkd4JPtFd5NvU0nGuNHNOVuoTYxd8PFrm3aT1mkOjD+6ouvFLcbvZLBaEtRi5SRBLXLa3lTD6XCM+cXC7F7dP2W8cEmCeu1u6Knnkf7wiqpui2E0EqfFLxXUq2WxKP7kBVv51O/u5PDoHHd+4gGeHrpw65ZkeIgTVcbu7t2+zcUa5oY3YW/FGzvNjrrLSWVSHJ8+vOKfzegM3zjyZd7z67eAUnzyti/z1svfTY3DD4AvMc6sQ6o+SqXr6hcQwQ1Hf3LBc9TMACltobZZ2rDk0yZvB+PR0TV94SOEEKXUHnDRE3Rzz7HV7RWyHtPRJAABafFxUZe2+qi2W/nq/v41XyO8MEVDKsGiQxLUpWKzV3Gs/be4fPFxxk4ae8A0e4wNq0fmjTYfc7ERAFqDUkRQCAlPG42ZCTLp5XMKlwWvwGF1rKjNR2IhzpzNyB9JBbVYDUlQi5yWNko8OlaYNh/9IeN2uU5p8bFmN26uZyGZ4cDpmVIPhVgixUwsSbNskLhmL72smW+983osSvHq/3iQHzw5sux5anaYp+3GFzvS4iN/Zl3tNCSHuaTucgAOrnCjxMjiDH9x3x/z6Sf/jRtbb+VzL/wG2+suPfO4zmQIpidYdLcUZNzi4uxVDo55r2dL5IFzehyec87cIBOWemx2SQrkU7u3E41meG753oZCCFHO9vQ28FBfmFiiMAU7z3WmgtplL8rzmVnAXcW79vTw46fH2N+3+paHWmtC8UlaUoukpLdxSbXc9k4S2kp47yeNv3uMPVyWEtTRReMuhhZ/e2kGuNH5N1GlUkyPL79Wc1gdXBm8akUbJc6HxxizWQFkk0SxKpKgFjltbzES1IcK1OZjIBTFYbPQ6JWE5lrt7g5gUfDgidK3+RiZMdpStEgP6nXZ0eLj+394I1e0+fmjrx/goz89QuY5m79UxcY46PBQbaum2d1aopFuPAlfFw2EcWfsNLlbVrRR4lOTB3jrz17Do+P7ee/OD/ChG/4Zb9W5G+3MR8J4VJxMTVuhhi5WINP7EmqZo+/xXy/7eE18mLBdFtL5tsnbCSAbJQohTGlPb5BEOsO+k8XZ82U6Ki0+VuPtt3TT4nPydz88tOrNEueScyQyizSlk2RckqAupdqmdp7w3sLlEz9kIRqh0dWEVVkZjRp9kWOZGQDqqutLOMqNyxE07h6cHjlxwXN2NV1HX+QkU/Hcd5REp40EtQULfkcgr+MUG5skqEVOLT4nNU5bwTZK7A/F6KhzYbGogly/EtQ47Vze5ueBIi2acxmNxAGkxUce1HscfO1tu3ndte18au9J3v6VR5lbSJ553LM4zglHFV01m7EoeSnPF2u9cdvg1OljXFJ3OYdybJSY0Rm+dujzvPfut1FlreJTt32FV215LUqd/3oWGjE237MFpOqjlLqvv5OEtjL/5PJ9qOtS48xXS5V7vrV5jX6R0odaCGFG13YFqLZb2Xu0OG0+wtkKatkkcWWcdisfeOl2Do7M8u3Hhlb1s5MxI6bBdBqLJ1iI4YlVsFz3B9SoGH2//CI2i50GV9OZCuq4nkNp8EsrloKoaTI+A0XH+y54zq6m3QA8OvZwzmstRiYYt9motfmwWqz5G6TY8CSrIXJSSrGtuaZgCeqBUJQO6T+9bjduruPJwZmC9QpfqZEZI0HdLJsk5kWVzcI/vOoyPnTnDvYem+RVn3qQ/imjLY4/Nclpe4Yuv/SfzidX81YA5keOsqPucibjE0zExs87b3ohzJ/f+4d89umPc2vb7Xz2hV9na2D7Ba8bHTc233MFpbdxKXl8dRxxXkHbxN7zHksuxmkgTNIrm+/km8vupr46yFB2gyMhhDATh83KDT117D02gdarq9Bdi6UKar+0+Fixl1/ezM5Nfj76s6Or+jw0GX82QW3zykbWpda18zZOWjppPvpVdCZDi6eNkWwFdVQt4NUWbBZbiUe5MQVauwFIhy+8Vtta20tNlY+Hx/bnvFZydoIxq5V6h1S7i9WRBLW4qEuaazg6Nndei4H1ymQ0A6EYnXXSf3q9buypJ5XRPHyqtFXUIzMLKAVNkqDOG6UUb7y+k6++5Vqm5he585MPsPfwMNoyS9SSpse3tdRD3FDq2rcBkJo6yY4zfajPbfPxxMSjvPVnr+GJiUf506v/N399/Udw2z05r7sYMhZ7tS2ysUupzXe+kE16mOHj58Z1dtSocle1HaUY1obX7u3ktCSohRAmtac3yGA4Tl+2UKCQwtEkHocNh00qD1dKKcVfv3wHU/OLfOruC7coeK6lCuqGVBqnTxLUpaYsFoa3vp6ezCn6D/yaZncro9kK6nlLkhrtKPEINy6Xx0eYGqyzF94vxGqxck3jLh4Zezjnl3WZ+SnGbVYaPXJXolgdSVCLi9re7CWWSDMQjuX1uuNzCyymMlJBnQc7O2px2Cw8cKK0CerRSJygx4HdKi8t+XbD5np+8O6baKxx8Jdf/gUnHUZVTbdUUOeVx19PGC/2mT42+3upsjo4NGVslJjOpPnSwc/wvr3vwGV38enbv8orNr962ZYez6UiQyS0jdqgLNRKrfW63wBg/JHvnnN8IXtLo7NBqtwLod3byeBcf1GqD4UQIt/29BrJy2K0+ZiOJah1S/X0al3Z7uc3rmrlc/efYnCFn1vPrqCurpU9KMpBz21vYU5Xk97/GVo8bUwvhonMh4jYNDUWyRsU0pS1CVdsJOc5u5p2Mx4by1l0oGOTjFttNPuk6EOsjmSRxEVtbzY2+8p3m4/+KWPh0CkJ6nVz2q1c01nLAyXeKHFkZkH6TxfQpjoX33nXjby8G47Zswlq35YSj2rjmbC14okOYrfa6a3dzsHQk4TiU/zZve/ii898mts2vZi7XvD/2Fzbu+Jr2udHmLAEsVilGqrUGtq3cNLaTe3gL885ngr1A1DTIl/6FEK7dxNziVkii9OlHooQQqxae8BFd9DN3qMTBX+ucDRBwCX9p9fiz17ci1UpPvKTIys6fzI2iUPbcGmNt04S1OWg2uvnqeAdXDm7F3/a+Fx5augAU1YrPpuvxKPb2Oaqm/EnRnOec23zdQA8MvbQBc+JLUyQsCga3PI7JVZHEtTiorY2erGo/CeoB0LGLXId0uIjL27oqefI2BxT84slG8NIJE6LX9p7FJLHYeP9v/sKnujaQ8BRh8/hL/WQNpxIdTv1CeN2wkvqLufY9GHe9vPX8MzUk7x/19/yl7s/jMu+ui/WPAujTNsbCzFcsQZjzc+nN3GImcnhM8eskQES2kptY2fpBraBbfJ2AkibDyGEae3Z2sBDp8LEE+mCPo9RQS0J6rVo9lXzB7f28KOnR3n4VPii50/EJvBpG3FdhdNdU4QRipXw73kXVSqNeup+ACbGDzJltVLrlI0sC2nR3UZjZpJM+sKvcW2edppczTkT1PMpo2iuwSUJarE6kqAWF+W0W+kOevJfQR2KYbcqqbjNkxs3G5sQ7DtZmjYfWmtGZxZo9kk8C83iDjBiS9Dll/7ThZDwddKoQyzGo1xafyXJTBJvlY//uP1rvKz7lStq6fFcdalxYtWySCsXtVfdiVVpBvZ978yx6vlhJixBrDbZfKcQ2ms6ARis4AS1UsqvlPqWUuqIUuqwUup6pdTfKqWGlVJPZP976Vnnf1ApdUIpdVQp9aJSjl0IAc/bFiSRyrCvr7B3LEoF9fq845ZuWnxOPvTDgxfdQ2kqPoU/ZWFGSXK6nDRvvoKnqq7i2qFfABCaPkJKKeo9zSUe2QZXuwmHSjI9OXTBU5RS7GrezaPjD5POLJ/IjuoIAA0uKc4RqyMJarEi25trODw6l9drDoSitAdcWC2rT/aI813W6sPrtPHgydK0+YjEk8STafnCoQhSmRQnZ07S5ZNWBIWg6nqwKE1o6Bg3ttzK/3fDP/GZF/znmvt9pxKL1OtpUt62PI9UrFXnZTcwQQD7iZ+dOeZbGCFsly8RCqXJ1YLNYmNwrr/UQymlfwd+qrXeBlwBHM4e/zet9ZXZ/34MoJS6BHgtsAN4MfAppZT0CBKihK7tClBttxa8D/V0VCqo16O6ysqfv2QbzwzP8u3HL5xoA6OCui6VZt7qL87gxIrNX/kWtmSmqFYO5qOnAWiq7SztoDa4qnpjH5bwcO6NRnc17mYuMcfR6eVb6cwp4075YLUkqMXqSIJarMj2Zi/DM3Ei8WTertkfikn/6TyyWhTXddeVbKPEe44Zi/VWSVAX3OnZ0yQyCTql/3RBuJqNyvS54aNYLVb2tL+Aatva5/Xs+AAWpVH+9nwNUayTslg4GbiZ7dGHWYxnF9HpcaLVrSUe2cZltVhp9Wyq2AS1UsoH3AJ8HkBrndBaz+T4kTuBb2itF7XWp4ATwLUFH6gQ4oIcNis39NSx9+hkwTZ8fWY4QjSRlhaI6/SKK1q4apOfj/7sKPOLqWXP0VozFZ8imEoSs/mLO0BxUZtv/i3GqadxMcVCwijAagtKcU4h1TR3AxDPbhx+IbuadgPwyNj+ZR+fsyawakWtM5DfAYoNTxLUYkW2Nxm3PR3JU5sPrTUDoagsvvLsxp46TodjK965Ol8e6gvxZ996iivb/ezpld5ghbaYXuTqxqvZ7F/5Jn1i5eo2bQcgOZm7emCl4pP9ADjrZSfrcuLYcQcutciJh37MQmyeemZI+jaVelgbWru3g9OzFdviowuYBL6olDqglPqcUmrpW/o/VEo9pZT6glKqNnusFRg86+eHsseEECW0pzfI6XCMU1PRglz/s/f14XHYeOVV8uu+Hkop/vqOS5icW+TTe5dfz0WTUZKZJE3JBRYckkgrNzZ7Fcc2/RZbknMk00YOotkvdyMWUl2r8QVAKpx7rVZXXUePbzMPL9OHOp1KMWNN48eBRUm6UayONFoUK7K92UhQHx6dZXd33bqvNzm/SCyRpqteKqjzaakP9YMnp3hNoDiJloMjEd725UfZFHDxxd/bhdMudyAX2va67XzpxV9iJJq/OxrEs7yBRiK4sU2fysv1UiFjkVfT1J2X64n86Nn9UqL3Okkd+hFTLVuoBSy18iVCIW3ydrJ/9D5SmRQ2S8UtQW3ATuA9WuuHlFL/DnwA+ATwd4DO/u+/AG9Z6UWVUu8A3gHQ2NjI3r178zzs4pifnzft2EV5y/fccsYyAHzuR/t4Yac9b9cFCMUz/M+TcV7YYePx/Q/k9drlrlCvAde3WPnMPSfpTI8QdJ2fLPvX9n/lmpOvYb+7igP77sv7829Esfn5ov1bLdTvpvnUNwhbNeCg74mjjFpOF+W5zW5+fp7999+76p/bQgPN/d/j/l/fgq3KecHz2jNt3D92P/fe+0uqLM+2JJqbnWbcZsWbdsrvVBlbiJbnuqviPh2ItWmscVDrsuetD3X/lFHh2yEtPvJqc4OHBq+DB06EeM2uwieoB0JR3vSFR/A6bXzlLddKvzyxYYxZW/FE81PpqSJGEWRdS1derifyo8rp4pBnF93h+zg9bOxLV90gMSqkdm8HqUyKsegIbd6Kq1YfAoa01kvlRt8CPqC1Hl86QSn1WeCH2b8OA2f3BWrLHjuH1vou4C6Aa665Ru/Zsyf/Iy+CvXv3Ytaxi/JWiLn16cN7Gcq42LMnv113PvyjQyjVz1+99paKa5lXqNeA3qviPO+f97J3xs8nX7rzvMdj8xFc9ySoDnay4/qb8/78G9GBffdxVRH/rQ5+7uOkVD9VGdhz8wvXtFl5Jdp//71cd9Mtq/65w/oj7LznLYwf/TpXvvOLFzwvNWz83jq3erk22/ID4IknHmZswkZrdUNR54lYnccevLcs111Scy9WRCnF9uYanhicyUvPtf6QcVtcp7T4yCulFDf01HHPsUlOTMwX9LkmZhd4w+cfJp3J8JW37pbNEcWGEqluoy5xXi5oTarmRgjhw+ny5OV6In8Sm19MA2EiR+8BwNcifd0Lqd1rVKhXYh9qrfUYMKiUWurNdBtwSCnVfNZprwKeyf75B8BrlVIOpVQXsAV4uGgDFkJc0J6tDezvCxFPpPN2zdmFJF9/eJA7Lm+uuOR0ITX7qvmDW3v40VOjPNIfPu/xmakx4w/u+iKPTKxUY++dxJWiNoMkp4tg+82v4sHG13F96Hs8/cuvXfC8qxquxqpsPPqcNh8LkTHGbVYCzoZCD1VsQJKgFiv20suaOTo+x95j69+5eiAUxWZRsgArgLff0o3NonjVJx/g7qMTBXmOSDzJm774CFPzi3zxzdeyuUESb2JjWazppCkzQXJxYd3X8iyMErLKIq0cdV3/KtJaUTv5KAltw98gG1kWUntNJwCn5yq2D/V7gP9USj0FXAn8A/BRpdTT2WPPA94HoLU+CHwTOAT8FHi31jp/2TAhxJrt6Q2SSGXY1zeVt2t+4+HTzC+mePvN0g4s337/lh6afU4+9D+HyGTOLbSaDxsJaluNrNPK1ZVX3EHIasVbmH1JxTJ2vPFfOW7tYev+DzI5fHLZc9x2N5fWX8rDz9koMRI5TUopGj3SR1+sniSoxYr99jXttAeq+eefHT3vzX21+kMx2mqrsVllCubbjhYfP3jPTbQHXLzlS49w170n87rT+EIyzdu//CgnJub4zBuu5sp2f96uLUS5UHU9WJUmNHR83deqTYwx52jKw6hEvvnqmzlatYPNDDFmCWKxSg/9QvI7armu+Sb8jtqLn7wBaa2f0Fpfo7W+XGv9Sq31tNb6DVrry7LHXqG1Hj3r/A9rrXu01r1a65+UcuxCiGdd2xWg2m5l79H1F+0AJNMZvvhAP9d313Fpqy8v1xTPqq6y8ucv3sbTwxG+c+Dcu+PiM0aXJYckqMtWk7uVZ5wO4rWdpR5KxahyOFG/9UWqdJK5r72ZdCq17Hm7mnZzJHyY2cXZM8fCMaO1YXOtfNkmVk+yg2LFqmwW3nf7Vg6OzPKTZ8bWda2BUFT6TxdQq7+ab73zel56aTP/8OMj/Mk3n2Qhuf7Cq1Q6wx/+vwM8MhDm315zJTdvCeZhtEKUn+omo9XD7PDRdV1HZzIEM5MselryMSxRADPtt1OjYszZ1r8BsLi4/3PLJ3hR5x2lHoYQQqyZ027l+p469h6dzEsRyI+eGmU0ssA7bpGETqG84ooWrmz389GfHiG6+GyyLTFr3G1aXdtYqqGJi7Bb7ViUBYu09yiq1s2X8eTlf8mO5NM8+fW/XvacXU3XkdEZHpt45MyxyILxpc+m4NaijFNsLJKgFqty55WtbGnw8C+/OEoqnVnTNbTWDEzFpP90gbmqbHzid67iT1+wle8eGOY1d+1nfHbt7Qq01nzwO0/zy8PjfOgVO7jjckm4iY0r0L4dgOTE+iqo52YmcatFdE1bPoYlCqDh2t8AwCnF00IIIVZoT2+Q0+EYp6ai67qO1pq77u1jS4OHW7dK4UehWCyKv375JUzMLfIf9zzbsiA9b1TBewLNF/pRUQZ+8qoH+Oc9/1nqYVScK17+bh7xPJ/d/Z/h+GO/Ou/xS+suw2l18sjos32o51IhAFr8HUUbp9g4JEEtVsVqUfzpC3vpm4yed4vUSoWjCeYWU1JBXQRKKd5z2xY+84arOT4+x8s/fj9PDM6s6Vof+ekR/vuxId57+xbecH1nXscpRLmpqW9mXldjmT61ruvMjPYBYA9sysewRAG0dm9n3laHrVE2SBRCCLEye7YaLSHW2+Zj38kQh0ZnedvNXVgsUiFaSDs31XLnlS3cdW8fQ9MxAHR0ioS24vL6Szs4kZPTXo3dYi/1MCqOsljo+L27mLDUU//TdzEfCZ3zuN1qZ2fjNTwy/myCejYzi01rfA5/kUcrNoKLJqiVUl9QSk0opZ4569jfKqWGlVJPZP976VmPfVApdUIpdVQp9aJCDVyUzot2NHJ5m49//+VxFlOrbxvRHzIWBJ31UkFdLC/a0cR33nUDDruF3/7MPr7z+NCqfv6ue0/ymXv6eOP1HfzxbZLEERufslgYs7Xgjq5vM7f4hJHgdjd25WNYohAsNqwfOEHiVf9R6pEIIYQwiU11Lrrr3evePP6u+/qo9zi480rZUKwY/vzF21AKPvKTIwBY42FmlA9lkbo9IZbj9dcx9eJP0ZCZov9L70Bnzr2LflfTbgZm+xmPGa09ZlWMurQFi5LfKbF6K5k1XwJevMzxf9NaX5n978cASqlLgNcCO7I/8ymllNw0u8EopfizF/UyPBPn6w+dXvXPD4SMW+Gkgrq4tjXV8P1338TOTX7+5JtP8g8/Pkx6BZtd/vejg/zDj49wx+XN/O3Ld6Ck/5eoEDPONuoW13anyJJkyHiNrG2WBLUQQgixkdzaG2R/X4h4Ym37vBwbn2Pv0Ul+74YOnHb5yFwMLf5qfv+WHn741CiP9oepWgwzZ5GNKYXIZcvVt7G/4x3smvs1T/3w0+c8tqtpNwCPjBlV1DOWBLUZqXYXa3PRBLXW+l4gvMLr3Ql8Q2u9qLU+BZwArl3H+ESZumlzPdd1B/jE3SeIJZbf1fVC+kMxLAraaqsLNDpxIQF3FV99627ecF0Hd93bx1u+9AiRePKC5//y0Dgf+M7T3Lylnn/97Svl1kNRUeLeTpoy46SSiTVfwzI7xIK246+Xnu1CCCHERrKnt4FEKsP+vtDFT17G5+7rw2m38Lu7pVdrMf3+rd001Tj50A8PUZ2cJmrzl3pIQpS9K3/n7zhov4zLn/w7hk88feb4Zv8Wah21PDK6H4CwNYNPS55HrI1tHT/7h0qpNwKPAn+qtZ4GWoH9Z50zlD12HqXUO4B3ADQ2NrJ37951DKU05ufnTTnufLktmGZ/X4K//uqvuaOnasU/9/ChBQJOxb777yvg6MyvkPPrNj9Yd1Tx1UOTvOiff8F7dzppcp/7fdXRcJp/fnSBDq+F3+2I8eD99xZkLGZXyteBZEbLjtYrFJuf58C+1b3mzKdd2FWah37+XVyBtSWYndOnGFf19D14/5p+vtLMz8+zv0SvNYm05rR8CVf2FqKVvfYSQpSP3V0BnHYLe49O8LxtDav62YnZBb53YITXXttOrXvln6PE+rmqbPz5S3p53389ibNqmpkaaa8ixMVYbTY8v/MFkl/eg/7vt5D4k/uocjixKAvXNF3Lw2MPkUolmbIprkzVlHq4wqTWmqD+NPB3gM7+778Ab1nNBbTWdwF3AVxzzTV6z549axxK6ezduxczjjtf9gD7I4/w8/4wf/W6G/G5VnYrx78dfIBtrTb27Nld0PGZXaHn1x7gJX0h3vmfj/PhR5J84nd2ntk9/NDILO+5ax+b6tz89x/cQEAWzhdUyteBkWgSp1X6e63EgX33cdX1N6/qZ05ao/DrT9Pgc7BllT+7ZOKB9zNT1cR1N92ypp+vNPvvv7dk/1ZD8wnqnHJLYrl77MF7K3rtJYQoH067leu769bUh/rL+/pJZjK89SZpAVYKd17RypceHCAwMcegI1Dq4QhhCg3tm3l69z9y7UN/xINf+V9c9fZPALCr6Tp+MfAzHh64j7RS+O3yOyXWZk2ZDa31uNY6rbXOAJ/l2TYew0D7Wae2ZY+JDepPX9jL7EKKu+47ueKfGQhF6aiTDRLLwe7uOr7/7htp9Vfz5i8+zOfu6+N0KMabvvgwHoeNr7x1tySnRcWqbd8GQGLi+JqvUZeaYN7ZlK8hCSGEEKKM7OltYCAU49RUdMU/E0uk+Nr+07zokibZk6dELBbF37ykB6+Ko931pR6OEKZx2QvewP7Andww/p8cvv97AOxqMtKB+/t+BkCts7FUwxMmt6YEtVKq+ay/vgp4JvvnHwCvVUo5lFJdwBbg4fUNUZSzS1pqePkVLXzh/n4m5xYvev5MLMFMLElXvSzGykV7wMV33nUDL9rRxN//6DAv+fd7SaYzfPWt19Lql/5RonLVNm4iph2o6b5V/2wqmaD/0Z8RZBqbQ36PhBBCiI1oT69x9+HeoxMr/pn/fnSISDzJ22/pLtSwxArs3FTLqVv+L5tu+u1SD0UIU9n6po/Tb2ln0973MTM5TKunjVZPG6fCTwEQ9Gwq8QiFWV00Qa2U+jqwD+hVSg0ppd4KfFQp9bRS6ingecD7ALTWB4FvAoeAnwLv1lqvbVtjYRp/8oKtJNIZPnn3iYue2x+KAUi1QJlxVdn45O/s5H23b8XrtPPF39vF5gZvqYclREkpi4VRazPuuYEVnT8xcISD3/tX+j52J85/6WHnL1+H1hB0rG4jWSGEEEKYQ0edm656N3uPrqzNRzqj+fz9p9i5yc/VHbUFHp3Iyeag6/lvxt56ealHIoSpVLu9LNz5Wbw6yvhX3orOZLi2aTfTsSEAGv3SukiszUV7UGutX7fM4c/nOP/DwIfXMyhhLl31bn77mjb+30OnedvNXbTVXrh9x0DIuP2tU1p8lB2LRfHHt2/hj2/fUuqhCFE2pp3tBOOnln0sGplm6PGfoI//ivbp/WzTo2wDxqnjoG8PmZ7n07rzRaSr/UUdsxBCCCGK59atQb7+8GkWkmmcdmvOc39+cIzT4Rh/8dJtRRqdEELkX8eO3Tx68E+48dj/4YFvfYRrdu/m6UNfx5Gx0Vgnd4eItVnrJolCnOM9z9/Ctx8f5mO/Os5HX33FBc/rn4qhlNFWQgghyt2Ct4Pm6D4iKaMKevCZ+4ke/Bl1Y/ezNXGYdpUhqh0cq76S/vbXE7jiJTR1X06v5dkblEILyVINXwghhBAF9rxtDXzpwX729YV4Xm/DBc/TWvOZe/voqHPxgktkfwohhLld9er3c+Df7mHX0X/jia1fJ42iMZ2mpr754j8sxDIkQS3yosVfzRuu6+CLD5zi92/toSfoWfa8gVCU5hrnRasLhBCiHOhAN1XjKYY/8TK6Fw6xkygZrThh28y+ljdQvf2FtF/xPDoczlIPVQghhBAlsLsrgNNu4Z6jkzkT1I8NTPPE4AwfunMHVosq4giFECL/lMVC05s+T+Q/bqLxx+8j0WKjKbWIw1VT6qEJk5IEtcibd+3p4RsPn+Zff3GMT/7OzmXP6Q9Fpf+0EMI0vN274DA0L/RxyHcr6Z7n07LzJdTXNyN7vgshhBDCabdyfXdddqPEHRc877P39eF32Xn11W3FG5wQQhSQv76Fw3v+L1fe/Xv8/mSQGpVGWS661Z0Qy5IEtcibOo+Dt97Uxcd+fYJ33hrh0lbfeecMhGK8cEdjCUYnhBCrt+myGzm96Thuby1bZbElhBBCiGXs6W3g7qMH6Z+K0ll/fjHOqakoPz80zh8+bzOuKvkILoTYOLbf9Ar2HXk9rxr7KqNKcj1i7eTTtsirt93Sja/azr/8/Oh5j80uJAlFE1JBLYQwFY+vTioBhBBCCHFBe3qDANkq6vN9/v4+7BYLb7i+o5jDEkKIorj0Df/EAk5qVBS0LvVwhEnJJ26RVzVOO+/c08PdRyd5pD98zmOnQzEAOutkg0QhhBBCCCHExtBR56ar3s3eY5PnPRaOJvjWY0O86qpWGryyZ4UQYuOpcjjIvPNBxt58PyjpsS/WRhLUIu/edH0nQa+Df/rpUfRZ3571h6IAUkEthBBCCCGE2FBu3Rpk38kQC8n0Oce/tn+AhWSGt93cVaKRCSFE4am6LjLe5lIPQ5iYJKhF3lVXWfmj52/m4f4w9x6fOnN8IFtB3SEV1EIIIYQQQogNZE9vkMVUhn19oTPHFpJpvrKvn+f1BtnS6C3h6IQQQojyJglqURCv2bWJttpq/ulnR85UUfdPRWnwOmRjECGEEEIIIcSGcl13HQ6bhXuOPtvm43sHhpmaT/D2W7pLODIhhBCi/EmCWhRElc3C+27fyjPDs/z0mTHAqKDulPYeQgghhBBCiA3GabdyfU/dmY0SMxnNZ+/r49LWGq7vrivx6IQQQojyJglqUTCvvKqVzQ0e/vnnR0lnNP2hKJ310t5DCCGEEEIIsfHs2RqkPxSjfyrK3UcnODkZ5e03d6Nk0zAhhBAiJ0lQi4KxWhT/64VbOTkZ5T8fGmBiblE2SBRCCCGEEEJsSHt6GwDYe3SCu+7to8Xn5KWXyaZhQgghxMVIgloU1It2NHFZq4+P/OQIgLT4EEIIIYQQQmxInfVuOutcfPHBfh46FeYtN3Vht8pHbiGEEOJi5N1SFJRSij97US+xRBqAjjpp8SGEEEIIIYTYmPb0NjAQiuF12HjNrvZSD0cIIYQwBUlQi4K7eUs9u7sCgCSohRBCCFGZlFJ+pdS3lFJHlFKHlVLXK6UCSqlfKKWOZ/+3NnuuUkp9TCl1Qin1lFJqZ6nHL4RYmVt7gwC8bvcmvE57iUcjhBBCmIMkqEXBKaX46Ksv56OvvlwWaUIIIYSoVP8O/FRrvQ24AjgMfAD4ldZ6C/Cr7N8BXgJsyf73DuDTxR+uEGItbt5cz1/dcQnv3rO51EMRQgghTMNW6gGIytBR55YNEoUQQghRkZRSPuAW4PcAtNYJIKGUuhPYkz3ty8Be4M+BO4GvaK01sD9bfd2stR4t8tCFEKtks1p4601dpR6GEEIIYSpSQS2EEEIIIURhdQGTwBeVUgeUUp9TSrmBxrOSzmNAY/bPrcDgWT8/lD0mhBBCCCHEhiMV1EIIIYQQQhSWDdgJvEdr/ZBS6t95tp0HAFprrZTSq7moUuodGC1AaGxsZO/evXkabnHNz8+bduyivMncModSximZ0ViUKslzm1Fsfp4D++4r+vOmMpohq8Rppebn59l//71Ff95EWnPaInEqdwvR8nxvlAS1EEIIIYQQhTUEDGmtH8r+/VsYCerxpdYdSqlmYCL7+DDQftbPt2WPnUNrfRdwF8A111yj9+zZU6DhF9bevXsx69hFeZO5ZQ6ljNNINInTKjeWr9SBffdx1fU3F/15QwtJ2jxVRX9es9p//71cd9MtRX/eofkEdbLvWNl77MF7y/K9UV6JhRBCCCGEKCCt9RgwqJTqzR66DTgE/AB4U/bYm4DvZ//8A+CNynAdEJH+00IIIYQQYqOSCmohhBBCCCEK7z3AfyqlqoA+4M0YxSLfVEq9FRgAfjt77o+BlwIngFj2XCGEEEIIITYkSVALIYQQQghRYFrrJ4BrlnnotmXO1cC7Cz0mIYQQQgghyoG0+BBCCCGEEEIIIYQQQghREpKgFkIIIYQQQgghhBBCCFESkqAWQgghhBBCCCGEEEIIURKSoBZCCCGEEEIIIYQQQghREpKgFkIIIYQQQgghhBBCCFESytgkvMSDUGoSGCj1ONagHpgq9SDEhiXzyxwkTuYgcTIHiZO4mFLOkQ6tdbBEz31RJl5Pg/zui8KRuWUOEifzkFiZg8RJ5FKW6+mySFCblVLqUa31NaUeh9iYZH6Zg8TJHCRO5iBxEhcjc2RjkriKQpG5ZQ4SJ/OQWJmDxEnkUq7zQ1p8CCGEEEIIIYQQQgghhCgJSVALIYQQQgghhBBCCCGEKAlJUK/PXaUegNjQZH6Zg8TJHCRO5iBxEhcjc2RjkriKQpG5ZQ4SJ/OQWJmDxEnkUpbzQ3pQCyGEEEIIIYQQQgghhCgJqaAWQgghhBBCCCGEEEIIURKSoBZCCCGEEEIIIYQQQghREpKgLgNKKVXqMQghSkteB4TIH/l9EqLyyO+9EEJeB4TIH/l9EsUmCeoSUUrVK6V8AFprrZSSWIi8UErZSz0GsTJKqR6l1DVw5nVAFgFlSCl1q1Lq9aUeh8hNKdWilGoH+X0S55P3xo1J1tOikOR1wxxkPW0Osp42B1lPi1wK/b4oi7gSUEq9BPgx8Fml1LcAtNaZ0o5KbARKqRcAf66U6ir1WERuSqmXAf8D/JNSaj/IIqAcKaVeBPwbcOo5xyVOZUQp9VKM99XPKaXuBvl9Es+S98aNSdbTopDkdcMcZD1tDrKeNgdZT4tcivG+KAnqIlNKPQ/jxfkvgbcDHqXUB0o7KrERKKV2Y7yhXA38piyoy5dSagfw98DrtdbPAyaUUt1gLAJKOjhxhlLqFuDbwJu01g8opbxKKQ9InMpJNk7/Cvyh1vpFwKJS6uMgcRLy3rhRyXpaFJK8bpiDrKfNQdbT5iDraZFLsd4XJUFdJMrgAC4BPqi1/oXWOgJ8HvCWdnRig9DAG4H/C7QCv332C4d881lW5oEDwKRSqg64EfiwUuqn2cW2xKs8LABjQJdSqhr4L+DLSqkfK6W2g8Sp1JRSNqAR+N9a6/uzh/8KsJZuVKLMyHvjBiLraVEk8rphDrKeNgdZT5c5WU+LFSjK+6IkqItEGxaBbwEPnxXAMeC60o1MbBRa64eB72mt7wF+iPEm81qp+ihLUSAD/APwAPARrfXrgEMYFWHyTXUZyP5OvRajOmcC+BHGG/NR4N+z50icSkhrnQJ+Atx/1uEYcI1Sqgqkh2ilk/fGjUXW06IY5HXDNGQ9bQKyni5/sp4WF1Os90VbPi8mlqeUuhFj0XwUOKC1Hj7r4TjgyZ73NmCT1vqviz9KYUZKqRcCLwIOA49rrR8H0Fr/ShkbBb0EeIFSqgMIAO8s2WArXDZWLwSOAPcA7wY6gf8NfB9Aa/0nSqmfK6W2aK2Pl2qslUwp1QuMa61nALTWjyql3gHs0lp/Mnva+7JVHy1a65FSjbWSKaX2ALcDg8B9WutD2eNWjPdVq9Y6oZR6C3CpUupP5cNP5ZD3xo1J1tOikOR1wxxkPW0Osp42B1lPi1xK8b4oFdQFppS6A/gM0AbcCbxVKeU8q+KjD3hSKfVbwDswKkKEuKhsn6hPAENAA/Ct7HwDQGv9C+BzwBswvqX+bCnGKc6J1TDGt40/A16otT4KnACuVkrVK6VelX18umSDrWDZ35/DwAeUUvVLx7XW+zHit3Te64B6jIWbKLJsnD4GJIAu4H8ppYIAWus00I/xvvo24A+AL8tiunLIe+PGJOtpUUjyumEOsp42B1lPm4Osp0UupXpflArqAlJKbQH+FniL1vphpdRtwAeAT2itF5ZOA94G3AT8ptb6cEkGK8yoE/gfrfW/ASilnga+qpR6vdb6R9lzeoGdGN9WHyrNMAXnx+op4CtKqVdi3Ob298BvAh0YG71MlWicFUsp5cOoIPgL4CrgPUqpj2mtQ3BmB2sr8DsYr+O/rbWWDz5FppTaBPwx8Ada6weVUtswfn/cwGT2NCfwGuAW4A6t9ZGSDFaUSify3rihyHpaFEEn8rphBp3IerqsyXraHGQ9LVagkxK8L0oFdWGdwmgi/hQYpfAYvbKuOOucReCbwCtlMS1WaRLjVgoAtNb/g/EN1r8qpa7MHj4KXCML6ZJbLlZvAu7C6Jv5e8D/Au7UWj9digFWuqVNtrTWHwH+DLgGY1EdPOs0e/a/39RaHyzBMIVRNfVpjE2RyC6Wk8DNSydorWPAp4CXyWK6Isl748Yj62lRaPK6YQ6yni5zsp42DVlPi4spyfuikir9wlBKWbTWmbP+btVap5VS3wG+qLX+H6XUtRibOKTOqgARYkWyGxb8Ejiktf6Ds47/f9lj/1WywYlz5IjV3wHPSKzKT7ay4NPAo1rrv8neLnpQa32sxEOrWEopdfathWe9r34SI05fVEo9H+N9dUobG76ICiPvjRuLrKdFMcjrhjnIetp8ZD1dfmQ9LVaiVO+LUkFdIGcvprOW/q0HgVGl1MuB/wN4ZTEtViv7gS2B0bT+FqXUZ87qw1gN7Cjd6MTZLhIrBxKrsqOUsmmtT2Ns9NCrlPolxm7w8o1uCS3T927p9+g0xvvqy4APA1WymK5M8t648ch6WhSavG6Yg6ynzUfW0+VJ1tPiYkr5vig9qAtkqeJj6RsqrXUy+1AIo4F4Anib1nq0dKMUZpWdWw6tdVwptRP4NvAlpZQGrsXovybKgMTKPM56vU4BaK1PK6UOYvRou1XLTvBl4blxwri1/3PACEaP2tOlG50oley8kNfbDUbW06LQ5HXDHCRO5iHraXOQ9bRYTqnX05KgzpPshi3XYux2+kD2hbhKa51QSl0DXKW1/ixQA1wCXKK1Plm6EQuzUEp1AuNa6/hZx5TWelEpdSuwBXgFcAPQBHxY3vhLQ2JlDjnipJVSNwA3a63/j1KqCWgBbtfSI6/oVhCnW7TR4zCJ0cvwd7TWJ0ozWlFsSqmbgV3AOHC31noke5uqvN6amKynRSHJOs0cJE7mIOtpc5D1tMil3NbT0uIjD7I9ej6F8Qt9FfBzpdRl2cX0zcDnMRbaAH8JXCaLabESSqlXAH3AO5VS3qXj2TeUncC/ApNa67TW+j6t9X/LAq00JFbmsII4fRx4JntsDPgTrfUTpRhrJVtNnDCqKK+TxXTlUErdAXwCY6F8PfCXSimPNnooyuutScl6WhSSrNPMQeJkDrKeNgdZT4tcynE9LZsk5oFS6k8Av9b6r7N/fw/wV8CtQDPg1sYmLvazbk0UIielVB3wUWAK2A78AmNDoPns43cAUa313UvfgpZutJVNYmUOq4zTORtzieJZZZzkfbXCKKV6gC9hfNh9JLuAfj/wbq11SF5vzUvW06JQZJ1mDhInc5D1tDnIelrkUq7raUlQr8NZt0b8FnCT1vqPz3rsPcBbgBdrrcflTVSsllLKDlyhtX40e1vrR4HvAF/VWkfOOs+mZQODkpJYmYPEyRwkTiKXbAXQK4CvL33oVUr9GPi01vp/zjrPqrVOl2iYYhVkPS0KTd5XzEHiZA4SJ3OQOIlcynU9LS0+1uGsBfK9wPOVUh+EMwvtjwP3ANc851whViT7Lebj2T8/Cvw58BvAGwGUUi9RSjXLG0rpSazMQeJkDhInkYvWeg74L21s4LK0l8okkAJQSt2klKqX5LR5yHpaFJq8r5iDxMkcJE7mIHESuZTreloS1GuQ/WX+2NLftdbjwJ3Ae5RSHzxr8WwDekoxRmFOz51bgMoet2itH8F4Y3mBUuo7wCeB6hIMUyCxMguJkzlInEQuy8wP/Zz/HQPCSqlXAv8IOIo4PLFGsp4WhSTvK+YgcTIHiZM5SJxELmZYT0uCepWUsdPp54EblFJfWzqute4DbgJ+Syn1CaXUfwDPB35empEKs1lubmmjQb01+82Wyr6xnMCYa6/IzjtRZBIrc5A4mYPESeSSY35YzqrqWAC+gLFx3ju11sOlGa1YKVlPi0KS9xVzkDiZg8TJHCROIhezrKclQb16buBvgRsBh1Lq/y09kP0FfzHwP8BTwKu01kdKMUhhSsvOrbPeWLRSqhVoBV6otX7mwpcSBSaxMgeJkzlInEQuF5ofGWX0VwRIAHXA62R+mIasp0UhyfuKOUiczEHiZA4SJ5GLKdbTskniGiilarTWs0qpAPAfQFpr/bqzHyvtCIVZXWRuBbTWYaWUW2sdLe1IhcTKHCRO5iBxErlcZH44MRbdtVrrE6Ucp1gdWU+LQpL3FXOQOJmDxMkcJE4iFzOspyVBvU5KqXrg00AI2A9sBT6ktV4o6cCE6S0zt3qBv9FaJ0o6MHEeiZU5SJzMQeIkcllmfmwH/kLLpoimJutpUUjyvmIOEidzkDiZg8RJ5FKu62lJUK9Atl9Pzn8opdRRoAG4VWv9VHFGJsxO5pZ5SKzMQeJkDhInkYvMj41J4ioKSeaXOUiczEHiZA4SJ5GLGeeH9KDOQSkVUEq5zg6qUsqW/d9mpZQ3++dXAnbgpnIIqih/MrfMQ2JlDhInc5A4iVxkfmxMEldRSDK/zEHiZA4SJ3OQOIlczDw/JEF9AUqpO4EvA19TSr1BKXUNgNY6pZR6HvBJoD57egJ4idb6YGlGK8xE5pZ5SKzMQeJkDhInkYvMj41J4ioKSeaXOUiczEHiZA4SJ5GL2eeHtPhYhlJqK/Bt4DUYwXs50AZ8CqM/y33AP2mtv12yQQpTkrllHhIrc5A4mYPESeQi82NjkriKQpL5ZQ4SJ3OQOJmDxEnkshHmh63UAyhT9cCQ1voQgFKqFngX8NvAJHCn1npcKaUALtbXRYizyNwyD4mVOUiczEHiJHKR+bExSVxFIcn8MgeJkzlInMxB4iRyMf38kBYfy3sGmFVK/e/s368CjgELQKfWehyMgJZjUEVZk7llHhIrc5A4mYPESeQi82NjkriKQpL5ZQ4SJ3OQOJmDxEnkYvr5IS0+spRSbcCc1jqSbSD+PODdGEl8rbW+Uyn1OuDFwO+Va0BF+ZG5ZR4SK3OQOJmDxEnkIvNjY5K4ikKS+WUOEidzkDiZg8RJ5LLR5oe0+ODM7pUfAe5SSn1Vaz0J/EIp9SugAaMcHsALzJR7UEX5kLllHhIrc5A4mYPESeQi82NjkriKQpL5ZQ4SJ3OQOJmDxEnkshHnR8VXUCulgsA3gNPAEDABfCMb3LPPey/wZuD1Wuuniz1OYT4yt8xDYmUOEidzkDiJXGR+bEwSV1FIMr/MQeJkDhInc5A4iVw26vyQHtQQAd4L/AHwBLAZeK1SqgFgqYE4YAV+1wxBFWVD5pZ5SKzMQeJkDhInkYvMj41J4ioKSeaXOUiczEHiZA4SJ5HLhpwfFVtBrZTaBIwBNq117KzjvwncChzXWn9cKbVTa/14qcYpzEfmlnlIrMxB4mQOEieRi8yPjUniKgpJ5pc5SJzMQeJkDhInkctGnx8VWUGtlHoZ8GPgE8AXlVLblh7TWn8buAcIKqW+B9yjlGotyUCF6cjcMg+JlTlInMxB4iRykfmxMUlcRSHJ/DIHiZM5SJzMQeIkcqmE+VFRCWplaMdoJP6HwF8BjwB3K6V2LJ2XDW43cCVwg9Z6uATDFSYic8s8JFbmIHEyB4mTyEXmx8YkcRWFJPPLHCRO5iBxMgeJk8ilkuaHrdQDKCattVZKjQD7gOPAhNb6n5VSSeDnSqnnaa2PKaWagZ3AK83Sq0WUlswt85BYmYPEyRwkTiIXmR8bk8RVFJLML3OQOJmDxMkcJE4il0qaHxXTg1optRmoBfqATwGPaa0/etbj7wcuAd6ptY4rpTxa6/nSjFaYicwt85BYmYPEyRwkTiIXmR8bk8RVFJLML3OQOJmDxMkcJE4il0qbHxVRQa2UugP4B2AaeBr4T+BjSimr1vofs6d9E/ggsABg5qCK4pG5ZR4SK3OQOJmDxEnkIvNjY5K4ikKS+WUOEidzkDiZg8RJ5FKJ82PDJ6iVUjcA/wT8jtb6gFLqLuBa4AZgv1LKCnwDuAm4GvBjTAAhcpK5ZR4SK3OQOJmDxEnkIvNjY5K4ikKS+WUOEidzkDiZg8RJ5FKp82PDt/jIBnar1vpL2b8HgS9prV+mlOoG/jfGtw27gd8za68WUXwyt8xDYmUOEidzkDiJXGR+bEwSV1FIMr/MQeJkDhInc5A4iVwqdX5UQoLaCri11rPZPzcD/wO8VGs9qpTqAIaz50RKOVZhLjK3zENiZQ4SJ3OQOIlcZH5sTBJXUUgyv8xB4mQOEidzkDiJXCp1flhKPYBC01qntdaz2b8qYAYIZ4P6euAvAPtGCqooDplb5iGxMgeJkzlInEQuMj82JomrKCSZX+YgcTIHiZM5SJxELpU6PzZ8BfVylFJfAkaBF7KByuFF6cncMg+JlTlInMxB4iRykfmxMUlcRSHJ/DIHiZM5SJzMQeIkcqmE+VFRCWqllALswOHs/96mtT5e2lGJjUDmlnlIrMxB4mQOEieRi8yPjUniKgpJ5pc5SJzMQeJkDhInkUslzY+KSlAvUUr9HvCI1vpgqcciNhaZW+YhsTIHiZM5SJxELjI/NiaJqygkmV/mIHEyB4mTOUicRC6VMD8qNUGtdCX+HxcFJ3PLPCRW5iBxMgeJk8hF5sfGJHEVhSTzyxwkTuYgcTIHiZPIpRLmR0UmqIUQQgghhBBCCCGEEEKUnqXUAxBCCCGEEEIIIYQQQghRmSRBLYQQQgghhBBCCCGEEKIkJEEthBBCCCGEEEIIIYQQoiQkQS2EEEIIIYQQQgghhBCiJCRBLYQQQgghhBBCCCGEEKIkJEEthBBCCCGEEEIIIYQQoiT+f+lTroYbaq/ZAAAAAElFTkSuQmCC\n",
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