diff --git a/config/chronos.json b/config/chronos.json index 3d1b07c..a48d3f9 100644 --- a/config/chronos.json +++ b/config/chronos.json @@ -1,3 +1,6 @@ { - "repo": "amazon/chronos-t5-small" + "repo": "amazon/chronos-t5-small", + "config": { + "num_layers": 6 + } } diff --git a/example/chronos.ipynb b/example/chronos.ipynb index 8af182f..69b424f 100644 --- a/example/chronos.ipynb +++ b/example/chronos.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -34,12 +34,9 @@ "\n", "from samay.model import ChronosModel\n", "from samay.dataset import ChronosDataset\n", - "# from tsfmproject.utils import load_args\n", "\n", - "# arg_path = \"../config/timesfm.json\"\n", - "# args = load_args(arg_path)\n", "repo = \"amazon/chronos-t5-small\"\n", - "chronos_model = ChronosModel(repo=repo)\n" + "chronos_model = ChronosModel(repo=repo)" ] }, { @@ -51,13 +48,13 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ - "train_dataset = ChronosDataset(name=\"ett\", datetime_col='date', path='../src/tsfmproject/models/moment/data/ETTh1.csv', \n", + "train_dataset = ChronosDataset(name=\"ett\", datetime_col='date', path='../src/samay/models/moment/data/ETTh1.csv', \n", " mode='train', batch_size=8)\n", - "val_dataset = ChronosDataset(name=\"ett\", datetime_col='date', path='../src/tsfmproject/models/moment/data/ETTh1.csv', \n", + "val_dataset = ChronosDataset(name=\"ett\", datetime_col='date', path='../src/samay/models/moment/data/ETTh1.csv', \n", " mode='test', batch_size=8)" ] }, @@ -70,22 +67,29 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/nethome/sli999/TSFMProject/src/tsfmproject/model.py:251: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", + "/nethome/sanand315/Samay/src/samay/model.py:349: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", " input_seq = torch.tensor(input_seq)\n" ] }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(465, 7, 512)\n" + ] + }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
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" ] }, "metadata": {}, @@ -105,14 +109,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/nethome/sli999/TSFMProject/src/tsfmproject/model.py:278: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", + "/nethome/sanand315/Samay/src/samay/model.py:392: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", " input_seq = torch.tensor(input_seq)\n" ] }, @@ -120,7 +124,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'mse': 11.583873753548028, 'mae': 1.6239146541801652, 'mase': 0.7193445694024982, 'mape': 1089.3897239767316, 'rmse': 3.4035090353263393, 'nrmse': 0.07411982815676035, 'smape': 0.4066715574568436, 'msis': 0.053433793432786814, 'nd': 0.43582558694727197, 'mwsq': 0.20025008741496833, 'crps': 59.84648807962155}\n" + "{'mse': 11.590527609525598, 'mae': 1.6260503437874845, 'mase': 1.7031729457074847, 'mape': 1075.0397618874017, 'rmse': 3.4044863943810375, 'nrmse': 0.07414111256776963, 'smape': 0.40731969300987053, 'msis': 0.05354113874349989, 'nd': 0.4363987624982476, 'mwsq': 0.15898334730651295, 'crps': 59.67582725645754}\n" ] } ], @@ -138,14 +142,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/nethome/sli999/TSFMProject/src/tsfmproject/models/chronosforecasting/chronos/chronos.py:182: UserWarning: torch.searchsorted(): input value tensor is non-contiguous, this will lower the performance due to extra data copy when converting non-contiguous tensor to contiguous, please use contiguous input value tensor if possible. This message will only appear once per program. (Triggered internally at ../aten/src/ATen/native/BucketizationUtils.h:32.)\n", + "/nethome/sanand315/Samay/src/samay/models/chronosforecasting/chronos/chronos.py:182: UserWarning: torch.searchsorted(): input value tensor is non-contiguous, this will lower the performance due to extra data copy when converting non-contiguous tensor to contiguous, please use contiguous input value tensor if possible. This message will only appear once per program. (Triggered internally at ../aten/src/ATen/native/BucketizationUtils.h:32.)\n", " torch.bucketize(\n", "Passing a tuple of `past_key_values` is deprecated and will be removed in Transformers v4.48.0. You should pass an instance of `EncoderDecoderCache` instead, e.g. `past_key_values=EncoderDecoderCache.from_legacy_cache(past_key_values)`.\n" ] @@ -154,11 +158,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch 0, Loss: 3.873541189175026\n", - "Epoch 1, Loss: 3.8479938911548355\n", - "Epoch 2, Loss: 3.807684043271042\n", - "Epoch 3, Loss: 3.775016161538638\n", - "Epoch 4, Loss: 3.7431155335351676\n" + "Epoch 0, Loss: 3.8853468871584127\n", + "Epoch 1, Loss: 3.856926004068983\n", + "Epoch 2, Loss: 3.8177228118077697\n", + "Epoch 3, Loss: 3.7838376551526585\n", + "Epoch 4, Loss: 3.75305997486759\n" ] } ], @@ -175,14 +179,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "{'mse': 10.591684153912842, 'mae': 1.5688448066909197, 'mase': 0.6949503097489871, 'mape': 1019.6895045377311, 'rmse': 3.254486772735886, 'nrmse': 0.07087449976770939, 'smape': 0.4019224681779536, 'msis': 0.05103026587288774, 'nd': 0.42104596257272997, 'mwsq': 0.5311213710478336, 'crps': 55.6324975659118}\n" + "{'mse': 10.774458382130508, 'mae': 1.5770615879544716, 'mase': 1.6518606822849926, 'mape': 987.5218092131197, 'rmse': 3.282447011321052, 'nrmse': 0.07148340312528659, 'smape': 0.40177552138582084, 'msis': 0.052689324448795, 'nd': 0.42325117915094523, 'mwsq': 0.7979921382474897, 'crps': 56.93112004994603}\n" ] } ], @@ -194,7 +198,7 @@ ], "metadata": { "kernelspec": { - "display_name": "torch", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -208,7 +212,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.9" + "version": "3.11.11" } }, "nbformat": 4, diff --git a/example/chronosbolt.ipynb b/example/chronosbolt.ipynb index b6b15f3..e23c6bd 100644 --- a/example/chronosbolt.ipynb +++ b/example/chronosbolt.ipynb @@ -14,48 +14,12 @@ "execution_count": 1, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/nethome/hkamarthi3/scratch/Samay/.venv/lib/python3.11/site-packages/gluonts/json.py:102: UserWarning: Using `json`-module for json-handling. Consider installing one of `orjson`, `ujson` to speed up serialization and deserialization.\n", - " warnings.warn(\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ "Loading Chronos model from Huggingface repository\n" ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "fccf7e0bf23c46f09da01257413da52d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "config.json: 0%| | 0.00/1.12k [00:00" ] @@ -144,7 +105,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Evaluate the zero-shot Chronos Model" + "## Evaluate the zero-shot Chronosbolt Model" ] }, { @@ -156,7 +117,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/raid/hkamarthi3/Samay/src/samay/model.py:552: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", + "/nethome/sanand315/Samay/src/samay/model.py:556: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", " context = torch.tensor(context)\n" ] }, @@ -164,7 +125,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'mse': np.float64(9.816165257096971), 'mae': np.float64(1.5505705333008597), 'mase': np.float64(0.40170770265323935), 'mape': np.float64(1068.946606062415), 'rmse': np.float64(3.133076005636788), 'nrmse': np.float64(0.06823047999271774), 'smape': np.float64(0.3915590823851482), 'msis': np.float64(0.05567088751092204), 'nd': np.float64(0.4161415201466724), 'mwsq': np.float64(0.925224421444837), 'crps': np.float64(52.30858828869275)}\n" + "{'mse': 9.816165257096971, 'mae': 1.5505705333008597, 'mase': 1.624113172645041, 'mape': 1068.946606062415, 'rmse': 3.133076005636788, 'nrmse': 0.06823047999271774, 'smape': 0.3915590823851482, 'msis': 0.055670886691980684, 'nd': 0.4161415201466724, 'mwsq': 0.925224421444837, 'crps': 52.30858828869275}\n" ] } ], @@ -177,7 +138,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Finetune Chronos Model on the ETT dataset" + "## Finetune Chronosbolt Model on the ETT dataset" ] }, { @@ -189,16 +150,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch 0, Loss: 31.377015804334146\n", - "Epoch 1, Loss: 29.22735953577524\n", - "Epoch 2, Loss: 42.881119529335045\n", - "Epoch 3, Loss: 36.510374999915705\n", - "Epoch 4, Loss: 32.615329802648596\n", - "Epoch 5, Loss: 28.95953608760018\n", - "Epoch 6, Loss: 27.67125716361409\n", - "Epoch 7, Loss: 26.88941504292489\n", - "Epoch 8, Loss: 26.115773259227584\n", - "Epoch 9, Loss: 25.544042750780676\n" + "Epoch 0, Loss: 31.553474061183277\n", + "Epoch 1, Loss: 30.441306571143187\n", + "Epoch 2, Loss: 29.479387388607442\n", + "Epoch 3, Loss: 27.571205430062015\n", + "Epoch 4, Loss: 27.20300356475181\n", + "Epoch 5, Loss: 27.617562670805803\n", + "Epoch 6, Loss: 25.443581952602003\n", + "Epoch 7, Loss: 24.383849652882247\n", + "Epoch 8, Loss: 23.51176245477196\n", + "Epoch 9, Loss: 22.816259629300813\n" ] } ], @@ -210,7 +171,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Evaluate the Finetuned Chronos Model" + "## Evaluate the Finetuned Chronosbolt Model" ] }, { @@ -222,7 +183,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'mse': np.float64(10.381344100070674), 'mae': np.float64(1.6539440448927825), 'mase': np.float64(0.4284887712760184), 'mape': np.float64(1223.140327848963), 'rmse': np.float64(3.222009326502745), 'nrmse': np.float64(0.07016722303984256), 'smape': np.float64(0.41659198440703316), 'msis': np.float64(0.062092753257647536), 'nd': np.float64(0.4438848632148432), 'mwsq': np.float64(1.9937639880860172), 'crps': np.float64(58.04207471061556)}\n" + "{'mse': 11.338412989063182, 'mae': 1.696647198196432, 'mase': 1.7771181669859992, 'mape': 1259.8363929305544, 'rmse': 3.367256002899569, 'nrmse': 0.07333032870024546, 'smape': 0.4210424260921774, 'msis': 0.06317027608937505, 'nd': 0.4553455189858562, 'mwsq': 2.051591627353758, 'crps': 63.01363030282886}\n" ] } ], diff --git a/example/lptm.ipynb b/example/lptm.ipynb index f23461b..25b9594 100644 --- a/example/lptm.ipynb +++ b/example/lptm.ipynb @@ -9,23 +9,10 @@ "name": "stderr", "output_type": "stream", "text": [ - "/localscratch/hkamarthi3/Samay/.venv/lib/python3.11/site-packages/gluonts/json.py:102: UserWarning: Using `json`-module for json-handling. Consider installing one of `orjson`, `ujson` to speed up serialization and deserialization.\n", - " warnings.warn(\n" + "INFO:p-2231153:t-140160196347712:backbone.py:_validate_inputs:Setting d_model to 768\n", + "INFO:p-2231153:t-140160196347712:backbone.py:_get_transformer_backbone:Initializing pre-trained transformer from google/flan-t5-base.\n", + "INFO:p-2231153:t-140160196347712:backbone.py:_get_transformer_backbone:Enabling gradient checkpointing.\n" ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "abe027a3c07f426ba6dd04cef245c349", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "model.safetensors: 0%| | 0.00/454M [00:00" ] @@ -174,13 +161,6 @@ "plt.legend(fontsize=14)\n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/example/moirai.ipynb b/example/moirai.ipynb new file mode 100644 index 0000000..6d711d9 --- /dev/null +++ b/example/moirai.ipynb @@ -0,0 +1,493 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## MOIRAI Usage Example\n", + "\n", + "### Key features of the model:\n", + "- **Multi-patch Layers:** Adapts to different granularities (frequencies) - different patch size for each granularity\n", + "- **Probabilistic:** Predicts params of mix of distributions along with a confidence score for each distribution\n", + "\n", + "### Loading MOIRAI Model" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# External imports\n", + "import os\n", + "import sys\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import random\n", + "import numpy as np\n", + "\n", + "# Local imports\n", + "from samay.dataset import MoiraiDataset\n", + "from samay.model import MoiraiTSModel\n", + "from samay.utils import visualize, read_yaml, prep_finetune_config\n", + "\n", + "# Load the pretrained model\n", + "repo = \"Salesforce/moirai-moe-1.0-R-small\"\n", + "config = {\n", + " \"context_len\": 128,\n", + " \"horizon_len\": 64,\n", + " \"num_layers\": 100,\n", + " \"model_type\": \"moirai-moe\",\n", + " \"model_size\": \"small\"\n", + " }\n", + "\n", + "moirai_model = MoiraiTSModel(repo=repo, config=config)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define the datasets" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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dateHUFLHULLMUFLMULLLUFLLULLOT
02016-07-01 00:00:005.8272.0091.5990.4624.2031.34030.531000
12016-07-01 01:00:005.6932.0761.4920.4264.1421.37127.787001
22016-07-01 02:00:005.1571.7411.2790.3553.7771.21827.787001
32016-07-01 03:00:005.0901.9421.2790.3913.8071.27925.044001
42016-07-01 04:00:005.3581.9421.4920.4623.8681.27921.948000
\n", + "
" + ], + "text/plain": [ + " date HUFL HULL MUFL MULL LUFL LULL OT\n", + "0 2016-07-01 00:00:00 5.827 2.009 1.599 0.462 4.203 1.340 30.531000\n", + "1 2016-07-01 01:00:00 5.693 2.076 1.492 0.426 4.142 1.371 27.787001\n", + "2 2016-07-01 02:00:00 5.157 1.741 1.279 0.355 3.777 1.218 27.787001\n", + "3 2016-07-01 03:00:00 5.090 1.942 1.279 0.391 3.807 1.279 25.044001\n", + "4 2016-07-01 04:00:00 5.358 1.942 1.492 0.462 3.868 1.279 21.948000" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Config for the electric transformer temperature dataset\n", + "data_config = {\"name\" : \"Etth1\",\n", + " \"path\" : \"../src/samay/models/moment/data/ETTh1.csv\",\n", + " \"date_col\" : \"date\",\n", + " \"freq\": \"h\"\n", + " }\n", + "\n", + "df = pd.read_csv(data_config[\"path\"])\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here, we have 6 input features (all form `input_ts`) and the target column is the *Oil Temperature* (`OT`)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Normalizing the dataset\n" + ] + } + ], + "source": [ + "# test dataset - for zero-shot forecasting\n", + "test_dataset = MoiraiDataset(\n", + " name=data_config['name'],\n", + " mode=\"test\",\n", + " path=data_config['path'],\n", + " datetime_col=data_config['date_col'],\n", + " freq=data_config['freq'],\n", + " context_len=config['context_len'],\n", + " horizon_len=config['horizon_len'],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Evaluate zero-shot forecasting" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = np.random.random((1,4,10))\n", + "len(a.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Forecasting done....now testing\n", + "{'mse': 0.5565837068410011, 'mae': 0.4878751595454871, 'mase': 1.7776931057677585, 'mape': 0.7628517326992671, 'rmse': 0.7182149269841657, 'nrmse': 0.12329912918504495, 'smape': 0.8062650879776672, 'msis': 0.1051555555184134, 'nd': 4.49031081361038, 'mwsq': 0.07994499641810597, 'crps': 0.8318343763552117}\n", + "CPU times: user 21.9 s, sys: 279 ms, total: 22.2 s\n", + "Wall time: 23 s\n" + ] + } + ], + "source": [ + "%%time\n", + "metrics, trues, preds, histories = moirai_model.evaluate(test_dataset)\n", + "print(metrics)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualise forecast for a given window" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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5169fXwGUN998U297UlKS4ubmpgDKoEGDjO776aefmvw7ERsbq8vw2bJli9H909LSdMf//vvvDdrHjx+vy9Y5d+6ckpmZqXTs2FEBFG9vbyU6OtrouEX5PaZmQLVq1SrbfkIIIYQQ+UEyb4QQQgghCsDdu3ezfWWXJZLfPv/8c6Pbu3btCsCVK1dITEx8avMBuH37NkCu1x7o1asXVapUMdju4eFB06ZNATh16pTJ/YsVK2Zw7KJGURTu3LkDZH9d1IySvXv3kpGRoduuZot07tyZxo0bEx0dzX///WfQ3rRpU6ytrfM8v+bNmxvN2LG2tqZDhw6A4e9g9erVpKenY2try7hx44yOGxAQYPKY6hpFZcqU0WUZPOrLL78EICIigm3btum2u7q6Urt2bUA/C+nQoUMkJSXRvHlz/Pz8DNpTUlI4ePAgYDxDycPDgxIlSjzWy83NzWA8dd2pjRs3snfvXj744APu3r1LZGQksbGx/PTTT9jY2HD58uUCyewYNGgQoF0H6MqVKwbtS5YsAbT3TcWKFfM0dqdOnXRjZ71XHzVhwoQ8jZtb5ubmut+xmn2RV4GBgWRkZODn56e7nx7l6OhIt27dANi6detjHSc7ZcuWZciQIUbbXnvtNcDwvffvv/8SGRkJaDMXjfn0009NZpatWbOG6Oho6tatq3t/P8rCwoL+/fsDxs/7q6++onHjxiQmJtKvXz+mT5/O5s2bsbCwYPny5Tg7Oxsdtyi/x9S/JUX174gQQgghni8WhT0BIYQQQojnkZLLhaALmpubm8kHrqVKldL9d1RUFHZ2dk9rWty/fx/A6IM2Y9SyZ8ao56E+qDQm63HUYxc10dHRpKenA9lfl9atW2Nubk5MTAzHjh2jUaNGJCcnc/DgQRwcHGjUqBFt2rQhKCiInTt30qBBA+BhgOJxSqbB4/0Ojh49CkCDBg105dweVblyZUqXLs2tW7cM2tT927Rpg5mZ8e+dVa1aVbf/0aNHdWXcANq2bcvx48fZuXOnLnikXoe2bdvSrFkzrK2t2bdvHxkZGZibm3PgwAGSk5OxtbWlSZMmBsfLWrowP6gPijMzM+natStz5szRtdna2vL2228THx/PuHHjOHHiBGvXrqV79+75dvzmzZtToUIFrl69yh9//KEXTEtNTdUF0AYPHmx0/7t37/K///2Pf//9l0uXLhETE2MQqElMTCQqKkoviJr1HNVSVI9r3759/Pbbbxw6dIibN2+SkJBg0OfmzZuPNbZaavDff/+lZMmSJvupZcPCwsIe6zjZadiwoV65uqxyeu+VLVvW5N8AZ2dn6tevrzvHrNRt58+fz/a81XJ0xs5bDdLUqVOHU6dO6QJMAQEBRt9bqqL8HlM/m4vq3xEhhBBCPF8k80YIIYQQ4jnm6Ohoss3C4uH3eNLS0p7GdHSSk5MBcp0BkpvzyO4cbG1tDY6dGwcOHKBkyZJGX+pD7Rs3bpjs8+233+b6WFnnld11cXZ21q0TpAYiDhw4QEpKCi1btsTCwoK2bdvqtSclJXHo0CHg8YM3j/M7uHfvHgClS5fOduwyZcoY3Z7X/dX+KvVc9+3bpwuMqRlIbdu21QVoYmNjdQ+M1fZmzZphZWWV7XHzQ9br+vHHHxvtM2rUKN09/O+//+b7HNTsG3VtG9WmTZuIjIzEysqKvn37Gux38OBBqlSpwhdffMGhQ4eIjIzE1taW4sWLU6JECb1gjbGACoC7u7vJwFxujB8/nlatWrF48WIuXrxIcnIyrq6uukwMe3v7bI+fEzXDIiEhIdtsSnX8gshiLIz3nnreycnJ2Z53bGwsYPq8fXx8+Prrr3U/N2vWrMAyrUzJz/eY2icvf0eEEEIIIR6XBG+EEEIIIcRT5+7uDjwsZ1PQsn4rXT12bqSmppp8aKl+4zwjI8Nkn6yLeOck67xyui6PBmeyZpOAtsSVjY0NQUFBpKWlsX//flJTU7Gzs8s2g+Z506pVKywsLIiPj+fw4cMkJiYSHBysyzgA09fycYNceZX14XrVqlWN9rGystJlTxREZocavLl69apeFoZaMq1z5864urrq7ZOenk7//v2Jjo6mTp06bNq0idjYWOLi4rh79y7h4eG6gCGYzkY0Nzd/7Hlv27aNb775BoB3332X06dPk5KSQmRkJOHh4YSHh/Phhx9me/ycqFlE48ePR1GUHF+7d+9+7PMpStTz7tu3b67OOzQ01Og4aWlpLF68WPfzxYsXCQ8PfxqnoJOf7zH1b0le/o4IIYQQQjwuCd4IIYQQQoinTl3TJbtSZ/kp63Fyu84OgK+vr8mHlUOHDgXA29vbZJ/s1nN5lJWVla60WE7XRQ0sqEGZR4M31tbWNGvWjISEBIKDg3XtLVq0wNLSMtdzelLFixcHMFoSLStT7er+OZW8UtvV/ipHR0ddkGbnzp0EBQWRmppKq1atdEED9Vru3LmThIQEDh8+DDy8lo9q2LChyUyrnF49evQwGK9WrVrZnptKDT6YKp/1JMqXL0/z5s2BhwGbqKgoNm7cCBgvmXbw4EHCwsIwNzdnw4YNdOzY0SBDpKAf0q9YsQKADh06MG/ePGrUqGEQDHrSOaglwwoiaFaQnvS9l1/nPWHCBI4ePYqDgwM+Pj48ePCAgQMHZruuTFF+j6mfzXn5OyKEEEII8bgkeCOEEEIIUUSopYOy+4Z41vJCRWVdncdRrVo1AEJCQp7K8dTjWFhYUKlSpadyzMehXpdr165l208NwiQmJrJ9+3aOHDmCm5sbderU0fXJmlGilgJ7WtkkKnW9naNHj5rMQrp8+bLJ4Iy6/65du0w+7L1w4YLuAXTDhg0N2rMGZ7KWTFM1btwYOzs7Dhw4wI4dO0hLS8PBwcHoWKBd6yK7MlLZvYwF5V555RXdf58/f97oMVNTU7l69SqgLUNVENQAzZ9//klqaip//vknKSkpFCtWjFdffdWg/40bNwDtQ2xTpbm2b99eIHN9dA5qGcFHKYqiC1wak5vPXDWotX379meqVJb63rlx44bu3nlUbGwsx44dM9qmnvexY8e4c+fOY83h33//5bvvvgNg3rx5/Pnnn1haWrJr1y5mzJhhcr+i/B5T/5aYyuARQgghhMhPErwRQgghhCgi1KyL6OjoHPvk1K+oa9WqFaBdl8FUuZ38FBwcDED9+vV1a2AURep1UbM/TMkaXPjiiy9IT0+ndevWesE9NWixbt063eLlTzt407NnT8zNzUlKSjK5/s8XX3xhcv9+/foB2uyABQsWGO0zefJkAIoVK0b79u0N2tVAzcGDB9m8ebPeNtBmPDVv3pykpCSmTp0KaINjWdeEyio0NDRXZaRyW1KrRYsWuoDizJkzjR7zhx9+0JXp69Kli9E+T6pPnz5YW1sTFRXF+vXrdRk4/fr1M5qt5ezsDKB7aP6omzdv8sMPPxTIXB+dw8mTJ422//TTT9kGQnPzmfvGG29gYWFBREQE/v7+2c4nNTU1T6USC9LLL7+sK3X35ZdfGu3zzTff6O6rR/Xu3RsXFxfS0tIYO3ZstgGuzMxMg2t47949Bg8ejKIo9O/fn8GDB9OgQQPd+jeTJ0/WfS4/qii/x9Q5t27d2mQfIYQQQoj8IsEbIYQQQogiokaNGgCsXr3a5JonLi4uum+5L1q0SLcIe0GIj48nIiJC90pJSQG0axhk3f4469ZUrVpVV9bH1AO8/PSsPHDz9fUFtJkq6poTpqiBGPXcHi3z1ahRIxwcHDh27Bjp6el6JcSeltKlS/Pee+8B2gfI06ZNIy4uDtB+u/7999/njz/+0D2Ef1SjRo3o2bMnoF1Q/Mcff9QtjB4eHs5bb73FqlWrdOPb2NgYjNG8eXOsrKxITk7m5MmTeHh4ULNmTb0+6rVTr+XTDHKZmZnpshPWrl3LmDFjiIiIALSLov/8889MmjQJ0N4fHTp0MBjD19cXjUaDt7f3Y8/DxcVF99B62rRpurVv1PVwHtWiRQvs7e1RFIU+ffpw6dIlQLtWytatW3VzKkh+fn4AbN68mS+//JKEhARAG4yZOnUqo0aNynZtEvUzd9OmTSbLh1WoUEF3/b/55hsGDx7MmTNndO3p6emcOHGCL774gooVK3LixIn8OLUnZmtrq5v34sWLGTNmDA8ePAC0GTdffvklU6dOxcXFxej+Li4uzJ49G9CWp+vUqRPBwcG6DLjMzEzOnz/PrFmzqF69Ohs2bNDtqygKQ4YM4e7du/j4+PDTTz/p2saNG8fLL7+sWzMpNja2AM5eX368x0D7mXP9+nWg6P8tEUIIIcRzQhFCCCGEEPnC399fARRAKVGiRI6v/fv36+2/Z88eRaPRKIBibm6ueHp6Kl5eXoqXl5devy+//FJ3HGtra6Vs2bKKl5eX0rdvX12fRYsWKYDBvlmFhIToxgkJCTFoHzJkiK49u1d2x8jO6NGjFUB5/fXXTfbx8vJSAGXRokUm+6jzHDJkiNH2mJgYxcbGRgGUEydOPNZcn5aUlBTFw8NDAZR///032747duzQ+z2cPXvWoI+fn5+u/dVXXzU5VnbXsHXr1gqg+Pv7m9xfvfdbt25t0JaUlKS0b99eNw9zc3PF1dVVd6+PHz8+22NER0fr2gHFwsJCb39AGTdunMm5KYqitGzZUte3d+/eBu2HDh3Su5aHDx/OdryC8P333yvm5uYKoGg0GsXNzU2xtLTUzalhw4bKvXv3jO6rXp/HfS+q1q1bp3cdqlSpkm3/+fPn6/V3cHDQvdeKFSumN96jnzG5+YxSmfocSE1N1fvdajQaxdXVVTEzM1MApVOnTsrnn39u8t68dOmSbr5mZmZKiRIldJ+5N27c0PXLzMxUJk2apHfP2draKu7u7rrfmfoKCgrK8Xyyyu69k9Nnm6Jkfx0zMjKUQYMG6eZmZmamuLq66ubcr1+/HI8xf/58xcrKSu9vjru7u969CSh//PGHbp9Zs2bp3qsHDx40GPPOnTu6z7nsPv/z25O8xxRFUX7++WcFUOrUqfPU5iyEEEKIF5tk3gghhBBCFIDc1OZPTU3V26dVq1Zs3LiR9u3b4+Liwt27dwkLCzNYMPqzzz5jzpw5NGjQAEtLS27evElYWFiBLw6e395++21A+01o9RvzBWHNmjUkJyfTuHFjateuXWDHyQ9WVlYMGzYMgKVLl2bbt1mzZlhbWwPaxcXV9XKyypqN87RLpqlsbGzYvHkzc+bMoU6dOlhZWaEoCi1btuTPP/9k+vTp2e7v7OzMjh07+O233/D19cXR0ZH4+HhKlixJz5492bVrl8lSSKqs5/5ohhJo1wdRS2g5OTlRr169xzjTJzNmzBgOHTrEwIEDKVOmDPHx8djb29OyZUv+97//ERQUZHKRdDVrpEmTJk80h44dO+odw1TWjWrkyJFs3LgRX19fHBwcSE9Pp3Tp0owaNYqTJ08aZDjlN0tLS/7991/8/f2pXLkylpaWKIpCo0aNmD9/PuvWrcPc3Nzk/pUqVWLXrl289tpreHh48ODBA91nbtasRo1GwxdffMGpU6d49913qVq1Kubm5sTExODq6kqzZs34+OOPOXDggG6tmKLAzMyM33//nd9//50mTZpga2tLeno69erV46effmLZsmU5jjFy5EguXrzIuHHjqF27NtbW1kRHR+Pg4ECDBg0YNWoU27Zto3///gAcP36cCRMmAODv72/0nixZsiSBgYFoNBqWLVvG4sWL8/fETXiS9xg8/ExW/3YJIYQQQhQ0jaI8wyvdCiGEEEKIZ1rbtm3ZtWsXixcv1i2Y/iweIz9du3aNypUrY2dnx507d4r0Gj2i8N28eZOyZctibm7OuXPnqFy5cmFPSYjnTmhoKOXLl8fR0ZGbN2/i6OhY2FMSQgghxAtAMm+EEEIIIUShURev/uabb7JdEPtxBQcHs2vXLqpXr86AAQPyffyCUL58eYYPH05cXBzz5s0r7OmIIm7nzp0ADBkyRAI3QhSQGTNmoCgKEyZMkMCNEEIIIZ4aybwRQgghhBCFqnfv3qxevZqVK1fSp0+ffB27Y8eObNmyhY0bN/Lqq6/m69gF6e7du1SsWBFbW1tCQkIk+0aYNGzYMJYvX86lS5coV65cYU9HiOfOjRs3qFixIiVLluTixYvY2NgU9pSEEEII8YKQ4I0QQgghhChUoaGhBAYGUqlSpXzNjomPj2fWrFm4uLgwevTofBv3afnnn384ceIEvXv3pnr16oU9HSGEeCEFBQWxfft22rRpQ+vWrQt7OkIIIYR4gUjwRgghhBBCCCGEEEIIIYQQogiRNW+EEEIIIYQQQgghhBBCCCGKEAneCCGEEEIIIYQQQgghhBBCFCEWhT2BZ1FmZia3b9/G0dERjUZT2NMRQgghhBBCCCGEEEIIIUQhUhSFuLg4SpUqhZnZk+fNSPDmMdy+fZuyZcsW9jSEEEIIIYQQQgghhBBCCFGE3LhxgzJlyjzxOBK8eQyOjo6A9pfg5ORUyLMRQgghhBBCCCGEEEIIIURhio2NpWzZsrr4wZOS4M1jUEulOTk5SfBGCCGEEEIIIYQQQgghhBAA+bbUypMXXhNCCCGEEEIIIYQQQgghhBD5RoI3QgghhBBCCCGEEEIIIYQQRYgEb4QQQgghhBBCCCGEEEIIIYoQCd4IIYQQQgghhBBCCCGEEEIUIRK8EUIIIYQQQgghhBBCCCGEKEIsCnsCL5K0tDQyMjIKexpCCPHMMzc3x9LSsrCnIYQQQgghhBBCCCFEgZDgzVMQGxtLREQEKSkphT0VIYR4blhbW1OsWDGcnJwKeypCCCGEEEIIIYQQQuQrCd4UsNjYWG7duoWDgwPFihXD0tISjUZT2NMSQohnlqIopKWlERMTw61btwAkgCOEEEIIIYQQQgghnisSvClgERERODg4UKZMGQnaCCFEPrG1tcXR0ZGbN28SEREhwRshhBBCCCGEEEII8VwxK+wJPInIyEgGDBiAk5MTLi4uDB8+nPj4+Gz3CQ8PZ9CgQZQsWRJ7e3vq1avHmjVrCmR+aWlppKSk4OzsLIEbIYTIZxqNBmdnZ1JSUkhLSyvs6QgTUlMzOHjwNpmZSmFPRQghhBBCCCGEEOKZ8UwHbwYMGMDZs2fZtm0bGzZsYO/evYwYMSLbfQYPHszFixdZt24dp0+fpkePHvTp04fjx4/n+/wyMjIAZFFtIYQoIOrnq/p5K4qeWbOO0qzZMkaN2lHYUxFCCCGEEEIIIYR4ZjyzwZvz58+zZcsWFixYQOPGjWnRogVz585lxYoV3L592+R+Bw4cYNSoUTRq1Ijy5cvz+eef4+LiwrFjxwpsrpJ1I4QQBUM+X4u+7dvDAPjf/06wY0dYIc9GCCGEEEIIIYQQ4tnwzAZvDh48iIuLCw0aNNBta9++PWZmZgQHB5vcr1mzZqxcuZLIyEgyMzNZsWIFycnJ+Pr6mtwnJSWF2NhYvZcQQgghspeZqXD0aLju5+HDtxIXl1qIMxJCCCGEEEIIIYR4NjyzwZvw8HCKFy+ut83CwgI3NzfCw8NN7AV//vknaWlpuLu7Y21tzdtvv83ff/9NxYoVTe4zbdo0nJ2dda+yZcvm23kIIYQQz6srV6KIjU3FxsYCLy8nwsJi+fTTvYU9LSGEEEIIIYQQQogir8gFbz799FM0Gk22rwsXLjz2+JMmTSI6Oprt27dz9OhRxo4dS58+fTh9+rTJfSZMmEBMTIzudePGjcc+vhBCCPGiOHr0LgB16xbnt986ANryabt2XS/MaQkhhBBCCCGEEEIUeUUuePPRRx9x/vz5bF/ly5enZMmS3Lt3T2/f9PR0IiMjKVmypNGxr169yo8//sjChQtp164dtWvXxt/fnwYNGjBv3jyTc7K2tsbJyUnvJQrW0KFD0Wg0hIaGFvZUnrrjx49jbm7OsmXLCnsqBUaj0WRbqlA8mQULFmBubp5tUFqIp+HIEW0mbIMGJWjXzou3364NaMunxcdL+TQhhBBCCCGEEEIIU4pc8MbDw4MqVapk+7KysqJp06ZER0dz7Ngx3b47d+4kMzOTxo0bGx07MTERADMz/dM2NzcnMzOz4E7qBRUaGopGo8HPz89kn927d6PRaBg5cmS+H3fo0KH5NubTNHbsWKpUqUK/fv30tq9fv55Ro0bRvHlz7O3t0Wg0BAQEGB1DURQ2b97MO++8Q61atXB2dsbOzo7atWszdepUkpOTje6Xnp7OwoULadq0KR4eHjg6OlKtWjU++eSTbMsRPsrX1/e5XEj+WQkqDhkyBC8vLz7++OPCnop4wanr3TRooP1SxTfftKJcOUdCQmKYMGFfYU5NCCGEEEIIIYQQokgrcsGb3KpatSp+fn689dZbHD58mP379/P+++/Tr18/SpUqBcCtW7eoUqUKhw8fBqBKlSpUrFiRt99+m8OHD3P16lVmzZrFtm3b6NatWyGejXjUtGnTOH/+PKVLly7sqTxVO3fuZPfu3Xz00UcGQcZZs2bx448/cubMGd09bkpKSgqvvvoqixYtolSpUowYMYLhw4eTlJTExIkTadWqlS6YmVXfvn0ZPnw4ERER9OvXj7fffhs3NzdmzpxJvXr18hTAyc758+f5/fff82UsYcjS0pIPP/yQrVu3sn///sKejnhBpadn8t9/2rJpDRtqgzdOTtYsWKAtn/bjj8fZsyfnMqSKojzRSwghhBBCCCGEEOJZZFHYE3gSS5cu5f3336ddu3aYmZnRs2dPfvjhB117WloaFy9e1D2ktrS0ZNOmTXz66ad06dKF+Ph4KlasyOLFi3n11VcL6zSEEZ6ennh6ehb2NJ66+fPnY2trS69evQzavvzyS0qWLEnFihVZuXIl/fv3NzmOubk5X331Fe+++y6urq667WlpafTs2ZP169czb948vcyMw4cP89dff9GoUSOCgoKwtLTUtY0ePZoffviBX375hcmTJz/xeVapUuWJxxDZ69evH2PHjuWnn36iefPmhT0d8QK6cOEBiYnpODhYUrnyw8+hl1/25q23avHrr6cYPnwrJ08Oxt7eSm/fyMgkli07T2DgWY4du/vYc/D1LcuOHX0wM3v+MgGFEEIIIYQQQgjxfHtmM28A3NzcWLZsGXFxccTExLBw4UIcHBx07d7e3iiKore2RqVKlVizZg13794lISGBkydPMmjQoEKYvciOqfJUa9asoXXr1hQvXhwbGxtKlSpF+/btWbNmDQCBgYH4+PgAsHjxYjQaje61e/du3TgJCQn4+/tTpUoVbGxscHNzo1OnTkazFAICAnT7BwYGUq9ePezs7PD19WXBggVoNBq++eYbo+exc+dONBoNb7/9do7nHBUVxdq1a+nQoYPRdZVatmxJpUqVclWOzNLSkokTJ+oFbtTtEyZMAGDPnj16bdeuXQOgffv2eoEbgM6dOwNw//79HI+t0Wh0Y2e9/lnL2Blb80b9nV+7do1vv/2WypUrY2trS7Vq1VixYgUAqampTJw4EW9vb2xsbKhVqxabN282Oo+4uDj8/f2pXr06tra2uLi40KFDB4KCggz63rlzh9GjR1OpUiVd36pVqzJy5EhiYmIA7efJ4sWLAfDx8dGd16PnERISwptvvkm5cuWwtrbG09OToUOHEhYWZvRa+fr6cvPmTfr370+xYsWws7OjefPmbN++3aB/TEwMkydPplq1ajg4OODk5ETFihUZMmSIwfgeHh74+vqyevVq4uPjjV4jIQrS0aPaoEv9+iUwN9f/58a337ambFlHrl6NZuJE7XsyIyOTLVtC6NNnHZ6ePzFq1M4nCtwA7N59g5CQmCcaQwghhBBCCCGEEKIwPNOZN88yRVFITEwr7Glky87OskitWzJ//nzeffddPD096d69O+7u7oSHh3P48GH+/vtvevbsSZ06dRg9ejRz5syhdu3aeuXwvL29AUhOTqZt27YcPnyYevXqMWbMGO7evcvKlSvZunUry5cvp3fv3gbHnzlzJrt27aJr16688sormJub079/fz766CN+++03PvnkE4N9fv31VwDeeuutHM9v7969pKWl0aRJk8e7QLmkBmYsLPTf/tWrVwdg+/btBAQE6AVwNmzYAEC7du1yHN/f35/AwEDCwsLw9/fXba9Tp06u5jd27FiCg4Pp0qUL5ubmrFixgtdffx1XV1fmzp3LuXPn6NSpE8nJySxbtoyuXbty/vx5KlSooBsjMjKSVq1acfbsWZo3b87IkSOJjY1l7dq1tGnThlWrVunujcTERJo3b05oaCivvPIK3bt3JzU1lZCQEJYsWcK4ceNwdnZmzJgxBAYGcvLkSUaPHo2Liwvw8L4CCA4OpkOHDiQkJNC5c2cqVapEaGgoS5cuZfPmzRw8eJDy5cvrnW9UVBTNmzfHw8ODN998k/v377Ny5Ur8/PxYvXq1bp6KotChQweCg4Np3rw5fn5+mJmZERYWxrp16xg0aBBeXl56Yzdt2pTt27dz4MABXnnllVxdfyHyy5Ej+uvdZOXkZM2vv76Cn98afvjhP5KTM9iw4Sq3bj0MNNau7cGwYTXo3r0SdnZ5/+dK+/arOHnyPqdP36dCBZfHPo+i4t69BNzcbLGweKa/dyOEEEIIIYQQQohckuBNIUlMTMPB4YecOxai+PgPDErZPI4rV64QEBBgtC0vC78vWLAAKysrTpw4QfHixfXaHjx4AGgDBGPGjGHOnDnUqVPH6HG/+eYbDh8+zIABA1iyZIkuQPXBBx/QpEkTRowYgZ+fH46Ojnr77dmzh+DgYGrWrKm3fcCAAcyfP589e/bQunVr3fbIyEj+/vtv6tSpQ4MGDXI8PzXrp379+jlfjCewcOFCAIOH+TVr1tQFvqpVq0bHjh2xtrbm4MGDHDt2jClTpuRqbaiAgAB2795NWFiYyd97ds6fP8+pU6fw8PAAYNiwYTRu3Jh+/fpRo0YNTp8+jb29PQAdOnSgb9++zJkzR69k4qhRozh79iy//vorb775pm77tGnTaNCgge53bGNjw44dOwgJCWHMmDF8//33enOJj4/XBbHGjBnDiRMnOHnyJGPGjNEL2oC2JF2/fv3IzMzk8OHD1K1bV9cWFBSEr68vo0ePZv369Xr7nTp1itdff50//vhDdy+OHj2ahg0bMmLECDp06ICtrS1nzpwhODiYbt268ffff+uNkZKSQlqaYTBYve/2798vwRvx1B09ajp4A9Chgw/Dh9fkt99O8/PPJwFwc7NhwICqDBtWg7p1SzzR8evUKc7Jk/c5deo+3bpVeqKxCtv27WG88soqPvusCV991aKwpyOEEEIIIYQQQoinQII3osBdvXqVKVOm5MtYlpaWBiW9ANzd3XM9xuLFi7G0tGT69Ol6mUV169ZlyJAh/Prrr/zzzz8G5fRGjBhhELgBGDlyJPPnz2fBggV6wZslS5aQkpKSq6wbgJs3bwJQosSTPbDMzubNm/n555+pWrUqw4cPN2ifPXs2Pj4+fPzxx8ydO1e3vUuXLvTo0aPA5pXVxIkTdYEbgEaNGlG+fHmuXbvG119/rQvcAPTs2RNLS0tOnjyp2xYREcHKlStp27atXuAGoHjx4nz88cd88MEHbN++XVcODsDW1tZgLlnLMOZkw4YNhIaG8sUXX+gFbgBatGhB165d+eeff4iNjdUri2dubs7UqVP17sVatWoxaNAgfvvtNzZt2kTPnj2znae1tTXW1tYG29V7Sb23hHhaUlMzOHlSW2axYUPjwRuAWbN8uX07HnNzDUOGVKdLlwpYW+fPP01q1iwGwOnTEfkyXmFatuw8igI7d14v7KkIIYQQQgghhBDiKZHgTSGxs7MkPv6Dwp5GtuzsDIMkj6NDhw5s2bLFaNvu3btp06ZNrsbp168fn3zyCTVq1OD111+nTZs2tGjRwuj6MKbExsZy7do1qlatSpkyZQza27Rpw6+//sqJEycMgjeNGjUyOmatWrVo0qQJq1evZu7cubpyWr/99ht2dnYMGDAgV3NTs4fU/fPbkSNH6Nu3L87OzqxatcrgYX9mZiYjR45k+fLlzJ07l65du2JnZ8f+/ft1WUm7du2iYcOGBTI/lbHyap6enly7ds2gzdzcnOLFi3P79m3dtiNHjpCRkUFKSorRzJ/Lly8DcOHCBTp37kyrVq3w9PRk+vTpnDx5ks6dO9O6dWuqVq2ap7KBhw4dAuDixYtGjxseHk5mZiaXLl3Sy8QqV66cQbkz0K5x9Ntvv3H8+HF69uxJ1apVqVWrFsuXL+fmzZt069YNX19f6tSpg5mZ8TJKbm5ugDagJcTTdOZMBCkpGbi4WFO+vLPJfs7O1mza1NNk+5OoVUsbBD51Kue1uvLi7NkItmwJMdluZ2dJnz4v4e5uGGh9HIqisH27dk2r0FBZv0cIIYQQQgghhHhRSPCmkGg0mnwpSfYiGTduHO7u7syfP59Zs2bx7bffYmFhQadOnfj+++/x8fHJcYzY2FjAdHaLp6enXr+sssuIefvttxk2bBh//PEH77//PsHBwZw+fZohQ4bg7Gz6wWVWakZFcnJyrvrnxdGjR3nllVcwMzNj69atuvVtslq4cCG//vorc+bM4e2339Zt79ixI6tXr6ZOnTp89tlnbNu2Ld/nl5WxYJy6Po+ptqwlwyIjIwFtqTC1FJ0xCQkJADg7O3Po0CEmT57M+vXr2bRpEwBly5bl008/5d13383VvNXjLl26NNt+6nFVpu4rdXtMjPZhrYWFBTt37iQgIIA1a9bw0UcfAeDh4cH777/PxIkTMTc31xsjKSkJADs7u1ydgxD5JWvJtMJaO61mTW3w5sqVaBIT0/LlCwkHDtyiXbtVJCenZ9tv6tRgVqzoTPPmpZ/4mJcuRXHjRhwAd+4kkJycjo2N/PNNCCGEEEIIIYR43smqt+KZodFoeOONNzhy5Aj379/n77//pkePHqxdu5bOnTuTkZGR4xjqw/+7d+8abQ8PD9fr9+jxTenbty8uLi4sWLAAQPe/uS2ZBuhKhalBgPxy9OhRXn75ZTIzM9m6davJzJnNmzcDGM2Eql27Nq6urhw/fjxf51YQ1N/dRx99hKIoJl/+/v66fcqVK0dgYCD379/n+PHjzJgxg8zMTN577z2WL1+ep+OuX78+2+NmLa0Hpu9FdXvW4J+7uztz587l1q1bnDt3jh9//BE3Nzf8/f355ptvDMZQ76WsZeiEeBqOHtXev9mVTCtoJUrYUayYLZmZCufOPXji8S5ejKRLl79JTk6nfv0SDBxYzeirQgUXbt6Mo3XrFcyceZjMTOWJjqtm3ajCwgy/XCCEEEIIIYQQQojnjwRvxDPJ3d2dbt266dY2OXfuHFeuXAHQZR8YC+Y4OTlRvnx5rly5wq1btwzad+/eDRgv3ZUdW1tbBg8ezMmTJ9m1axcrV66katWqNG/ePNdjqOvpXLx4MU/Hzo4auMnIyGDLli00btzYZN/U1FQA7t83LDGUkpJCXFyc0XVVjMnud1DQGjZsiEaj4eDBg3ne18zMjDp16vDJJ5/ogjbr1q3TtWd3Xuq1zetxr1+/TlhYmMH2ffv2ARisnwPaQGLVqlV57733dJlQWeepUu8lY2s1CVGQjhxRM28Kbg2vnGg0Gl3ptNOnn6x0Wnh4An5+q4mMTKZhw5Ls2dOXJUteNfo6fnww/fpVISND4ZNP9tK1699ERiY99rEfDd5I6TQhhBBCCCGEEOLFIMEb8czYvXs3iqL/Dea0tDRddoGNjQ0Arq6uaDQabty4YXScIUOGkJaWxoQJE/TGO3XqFIGBgTg7O9OtW7c8z08tNTZw4EDi4uLylHUD6DIygoOD83xsY44dO8bLL79Meno6mzdvpmnTptn2VwNNU6dOJSUlRa8tICCA9PT0XK9PpK61Yup3UJBKlixJnz59OHDgADNnzjS4Z0B7jRMTEwE4e/as0ewXdZt6X0H259W1a1fKlSvHd999x969ew3a09LSCAoKMtiekZHBZ599ZnAvLlmyBA8PD1599VUAQkNDCQ0NzdU8s54nYJDtI0RBSkpK48wZ7TpLhZl5A1CzZjEATp9+/HWf4uJS6dTpL0JDY6lQwYUNG7pnW/bU0dGKZcs68dNPL2Ntbc6GDdeoW/d3Dh26bXIfU9LTM9m1S/t5U7q0AwAhIRK8EUIIIYQQQgghXgRSNF08M7p164aTkxNNmjTBy8uLtLQ0tm3bxrlz5+jVq5du0XcHBwcaNmzI3r17GTRoEJUqVcLMzIxBgwbh5eXFJ598wsaNG1myZAnnz5+nXbt23Lt3j5UrV5Kens6vv/6Ko6NjnudXrVo1WrZsyb59+7C2tmbw4MF52r9WrVqUL1/e5Joy//zzD//88w8AISEhum3qA/0qVarw6aefAtpyWS+//DLR0dH4+fmxbds2g3FdXFwYM2aM7ud3332XxYsXs2PHDqpUqYKfnx+2trbs37+fw4cP4+HhwRdffJGrc2nbti2rV6+mZ8+edOzYERsbG2rXrk2XLl3ycEUe3//+9z8uXrzIJ598wpIlS2jatCkuLi7cuHGDo0ePcvnyZe7cuYOdnR3btm3j448/pnnz5lSuXBl3d3euXbvGunXrsLGx4b333tM7r2+//ZYRI0bQs2dP7O3t8fLyYtCgQVhbW7N69Wo6duxI69atadu2LTVr1kSj0RAWFsa+fftwd3fnwoULenOtVasWQUFBNGzYkPbt23P//n3dvfjLL7/o1kI6ceIEPXr0oFGjRlSrVo2SJUty69Yt/vnnH8zMzPjwww/1xlUUhR07dlC1alUqV65c8BddiP936lQE6emZFC9uR5kyef8szU9q5s2pU4+XeZOWlkHv3uv477+7FCtmy5YtPSle3D7H/TQaDW+/XZtGjUrSp896rlyJpmXLFcyY0YoPP6yf63WAjh27S0xMCq6uNnTtWpH//e8EoaFSNk0IIYQQQgghhHgRSPBGPDOmTZvGli1bOHz4MOvXr8fe3p4KFSowf/58hg8frtd3yZIlfPjhh2zYsIGYmBgURaFFixZ4eXlhY2PDzp07mTFjBitXruT777/Hzs6O1q1b89lnn9GiRYvHnuOQIUPYt28f3bt3x93dPU/7ah/2vc348eM5fPgwjRo10ms/ceIEixcv1tt28uRJTp48CWizK9TgTWxsLFFRUQBs2bKFLVu2GBzPy8tLL3jj5OTEoUOHmDFjBmvXriUwMJCMjAzKlCnDyJEjmThxImXKlMnVubz11luEhoayYsUKZsyYQXp6OkOGDHlqwRs3NzcOHDjAjz/+yMqVK1m6dCmZmZmULFmS2rVrM2nSJIoV034jv0OHDoSGhrJ3717++usv4uPjKV26NH379uWTTz6hWrVqunE7duzIN998w6+//sqsWbNIS0ujdevWDBo0CNCWbDt58iQzZ85k06ZN7N+/H2tra0qXLk23bt3o37+/wVxdXV3ZuHEj48aN49dffyUxMZG6desyZcoUXn75ZV2/Bg0aMH78eHbv3s3GjRuJjo6mZMmStG/fno8//pgmTZrojbt3716uX7/O7NmzC+AKC2HakSN3AG3JtNwGKQrKk2TeKIrCiBH/snVrKLa2FmzY0IOKFV3zNEbduiU4dmwQb765lVWrLvHRR7s5d+4BCxZ0yNX+27aFAtC2bVkqVHABJPNGCCGEEEIIIYR4UWgUYzWFRLZiY2NxdnYmJibG6ML2quTkZEJCQvDx8TFa0kg8f95//33mzZvHjh07aNu2bZ73j4yMpHz58vTu3Ztff/21AGYoihKNRkPr1q11ay3lp4EDB7J582auXr2Ki4tLvo9fVMjnbNEzdOhmFi8+i79/UwICcr/uV0FITEzDwWEOigLh4e9QokTOWTOqyZOD+PLLQ5iZaVi7thudO1d47HkoisJPP53kvfe2oyhw9eqblC/vkuN+vr4r2LPnJvPnt6dECXt69FhLo0YlCQ4e+NhzEUIIIYQQQgghRMHIbdwgt2TNGyHyyf3791m8eDEvvfRSrteGeZSbmxsTJkxg8eLFRhexFyI3Ll26xIoVK/j888+f68CNKJqOHg0HoEGDwl3vBsDOzlKXLZOX7JtffjnJl18eAmD+/PZPFLgBbaD2nXfq8PLL3gAEBp7JcZ+EhFQOHNCuk9O+vRfe3tp/9EnmjRBCCCGEEEII8WKQ4I0QT2jjxo18+eWXtG/fnvj4eAICAp6oVNDo0aP5/PPPuX79ej7OUrxIbt68ib+/v956PUI8DfHxqZw/HwkUjeANPCydltt1b86cuc8772wHYNKkJowYUTvf5vLGGzUACAw8S0ZGZrZ99+27RVpaJl5eTlSo4IKPjzMA9+8nkZCQmm9zEkIIIYQQQgghRNEkwRshntCqVauYPHkyERERTJ06lX79+j3ReDY2NkyePJmWLVvm0wzFi6Zt27ZMmjQJKyurwp6KeMEcP36PzEyFMmUcKVky9yXKClKtWh4AnD6du+DNP/9cITNT4eWXvZgyJX/LvnXtWhEXF2tu3Ihj587sA/Tbt2uzL9u390Kj0eDiYoOzszUAYWGx+TovIYQQQgghhBBCFD0SvBHiCQUGBqIoCrdu3WLChAmFPR3xDFEUpUDWuxGisBw5opZMK1HIM3lIzbzJbdk0NWjSo0elJ8qiNMbGxoIBA6oCsHBh9qXTsgZvVGr2jZROE0IIIYQQQgghnn8SvBFCCCFEvlDXu2nYsGiUTAOoWVObeXP27IMcS5XFx+uvM1MQhg3Tlk77++/LREUlG+1z924CJ09qM4XatSun266uexMaKpk3QgghhBBCCCHE806CN0IIIYTIF0eP3gWKzno3AOXLO2NnZ0FycjpXrkRn23ffvpukpWXi7a1dZ6Yg1KtXglq1PEhJyWD58vNG+6gl1erUKY6Hh51uu7e3ZN4IIYQQQgghhBAvCgneCCGEECJbSUlpfP/9UY4dCzfZJzo6mcuXowCoX7/olE0zNzejenVt6bRTp7Jf9+bRdWYKgkaj0WXfLFpkvHTaw3mU09uulk0LDZXgjRBCCCGEEEII8byT4I0QQgghTMrIyOT11zcyduxuWrVaoSuN9qhjx7RZN+XLO+Pubvs0p5ijWrW0pdNOn84peKPNeCmokmmqAQOqYmFhxtGjdw3mpCgK27YZrncDD8umhYRI2TQhhBBCCCGEEOJ5J8EbIYQQQhilKAoffLCTf/65AkBiYjqdOv3FtWvRBn3VoE5RKpmmqllTm3lz+nSEyT537yboMnPati1nsl9+8PCw47XXKgCG2TdXrkRz40YcVlbmtGhRWq9NMm+EEEIIIYQQQogXhwRvhBBCCGHUjBmH+d//TqDRwKJFftSpU5x79xLx81vD/fuJen2PHFGDN0WnZJpKzbzJrmyaqXVmCopaOu2PP86Rmpqh266WTGvWrBT29lZ6+6hr3kRGJhMbm1LgcxRCCCGEEEIIIUThkeCNEEIIIQwsWXKWCRP2ATB7dluGDq3Bpk098PJy4vLlKLp0+ZvExDRd/6NHtWXTGjYsupk3167FEB+farSPWqrs5ZcLtmSays/Ph5Il7bl/P4mNG68ZzMNY6TZHRytdSbrQUCmdJoQQQgghhBBCPM8keCOEEEIIPdu2hfLGG1sBGDeuAR98UA8AT08HNm/uiaurDcHBd+jXbwPp6Zncv59IWFgsGg3Uq1f0Mm+KFbOjZEl7AM6cMSydpiiKLuOloNe7UVlYmDF4cDXgYem0jIxMXQaQqXmo695I6TQhhBBCCCGEEOL5JsEbIYQQQuicOHGPnj3XkZ6eSb9+VZgxo7Vee9Wq7qxf3x1ra3PWr7/K++/v0K1389JLbjg5WRfGtHOklk4ztu7N5ctRJteZKUhq6bRNm64RHp7AsWN3iYlJwdnZ2mT5OXXdm5AQCd4IIYQQQgghhBDPs2c6eBMZGcmAAQNwcnLCxcWF4cOHEx8fn+0+V69epXv37nh4eODk5ESfPn24e/fuU5qxeFH5+vqi0WgKexqPLTQ0FI1Gw9ChQ/NtzOPHj2Nubs6yZcvybcyCFBgYiEajITAwsLCn8txq2bIljRs3LuxpvNDCwmLo2HENcXGptGlTlsBAP8zMDD+7mjcvzbJlndBo4OefTzJmzC4AGjQoeiXTVGrpNGPr3qhZN82bl8LOzvKpzalKFXeaNi1FRobCkiVndfNo27Yc5ubG/4n2MPNGyqYJIYQQQgghhBDPs2c6eDNgwADOnj3Ltm3b2LBhA3v37mXEiBEm+yckJPDKK6+g0WjYuXMn+/fvJzU1lS5dupCZmfkUZ/7iOXHiBCNHjqRatWo4OTlhZWVFyZIlefnll5k1axb375teRPpFotFo8vTKT087wDR27FiqVKlCv379jLbv3r2brl27Urx4caytrSlbtizdu3fn5MmT2Y4bFRVF6dKl0Wg0+Pn55Xo+BRGgKio0Gg2+vr6FPY0cBQQEcPjwYVasWFHYU3khRUYm4ee3hvDwBGrUKMZff3XF2trCZP8ePSozZ05bAC5digIwmS1SFDzMvDEWvMm+VFlBUrNvFi48k2W9m3Im+0vmjRBCCCGEEEII8WIw/VSmiDt//jxbtmzhyJEjNGjQAIC5c+fy6quv8u2331KqVCmDffbv309oaCjHjx/HyUn7zdXFixfj6urKzp07ad++/VM9hxdBZmYmn3zyCbNmzcLc3JxWrVrxyiuvYG9vz7179zh48CDjxo3D39+fixcvUrr00ytXUxT5+/sbbJs9ezYxMTFG255VO3fuZPfu3fz222+YmRnGkL/++ms+//xzSpUqRbdu3ShWrBh3795l//79nD59mtq1a5sc+/333ycmJv8fanbv3p0mTZrg6emZ72MLrXbt2lGvXj38/f3p27fvM52t9qxRFIVBgzZx4UIkZco4snlzT1xcbHLcb9Soety4EcfMmUeAZyPz5vTpCBRF0d1fWdeZefnlpx+86dv3JUaP3smFC5FcuBAJZB9E8vbWBm9kzRshhBBCCCGEEOL59swGbw4ePIiLi4sucAPQvn17zMzMCA4Opnv37gb7pKSkoNFosLZ+WI/fxsYGMzMzgoKCTAZvUlJSSElJ0f0cGyulSnJr4sSJzJo1i3r16rFy5UoqVqxo0Oe///5j/PjxJCUlFcIMi5aAgACDbYGBgcTExBhte1bNnz8fW1tbevXqZdC2du1aPv/8c7p168ayZcuwtbXVa09PTzc57po1a1i2bBk//vgj77//fr7O2dnZGWdn53wdUxgaOHAgY8eOZefOnbRr166wp/PCCAw8w6ZNIVhbm7NpUw/KlHHM9b7Tp7fCzEzD7dvxNGlSdIObVau6Y26uITIymdu34yldWnuOR49q15lxcbGmXr2nnznk5GRNr16VWbLkHABlyzpSqZKryf5ZM2+yBqGEEEIIIYQQQgjxfHlmy6aFh4dTvHhxvW0WFha4ubkRHh5udJ8mTZpgb2/P+PHjSUxMJCEhgXHjxpGRkcGdO3dMHmvatGm6B7fOzs6ULVs2X8/leXXp0iVmzpyJh4cHW7ZsMRq4AahXrx7btm3D29tbty1rCavz58/TvXt33N3d0Wg0hIaGAtqH+N999x21a9fG1tYWZ2dn2rRpw/r16w2OERAQgEajYffu3QZtxtYyyXr8K1eu0L17d1xdXbG3t6d9+/YmS3cFBQXRunVr7O3tcXd3p2/fvty4cSPX1yy3cro+OZUAe7SMlkajYc+ePbr/Vl/G9s/L9TAmKiqKtWvX0qFDB10GXFaffvopjo6OBAYGGgRuQPs+N+b+/fu88847DBo0iE6dOuV6PqC9B3x8fABtNl7Wa6DeM6bWvFGv5a1bt3j99dcpVqwYjo6OdOrUiWvXrgHaTMFu3brh5uaGo6MjvXr1MrnW1qlTp+jXrx+enp5YWVnh5eXFqFGjePDggUHfXbt20bFjR0qVKoW1tTUlSpSgZcuW/PLLL4C29Jz6YHfPnj165/Xoeaxdu5Z27drh6uqKjY0NNWrU4NtvvyUjI8PgWqn7r127lkaNGmFnZ4eHhwdvvPGG0fP677//6NWrF+XKlcPa2hoPDw8aNmzI119/bdC3d+/euuOIp+PmzTjdmjVfftmcmjU98rS/mZmG6dNb8fvvr5pcp6UosLGxoHJlbVDk9OkI3fbcrDNT0N54o4buv9u398o2IOPlpf3cjI1NJTo6xWQ/IYQQQgghhBBCPNuKXObNp59+yowZM7Ltc/78+cca28PDg1WrVvHOO+/www8/YGZmRv/+/alXr57R0k2qCRMmMHbsWN3PsbGx+RbASU3NMNlmZqbBwsIsV301GrC0NH+svmlpGSiKfh8rK3Oe1OLFi8nIyODtt9/GwyPnh4HGHspfuXKFJk2aULNmTYYOHcqDBw+wsrJCURR69erF2rVrqVy5Mu+99x4JCQmsXLmS1157je+++44PP/zwic8hNDSUJk2aUL16dd544w2uXr3K2rVradOmDefPn6dEiYff0t6xYwcdO3bEzMyMvn37UqpUKXbs2EHz5s1xdTX9LeonYer6pKam5mkcf39/AgMDCQsL0yvPVqdOHb1+ebkepuzdu5e0tDSaNGli0Hby5EkuXLhAjx49cHBwYPPmzZw6dQo7OztatWqVbbm0kSNHYm5uzpw5c/JcNq1OnTqMHj2aOXPmULt2bbp166ZryxpUNCUqKooWLVpQsmRJhgwZwqVLl9iwYQMXLlxg7dq1tGzZkvr16/PGG29w7Ngx1qxZQ2RkJDt37tQbZ926dfTp0wczMzO6du1K2bJlOXfuHD/++CNbt24lODhYdy9t3LiRLl264OLiQteuXfH09OT+/fucPHmSJUuWMGLECLy9vfH392fKlCl4eXnpBeOy/m4nTJjA9OnTKV26ND169MDZ2Zl9+/bx8ccfExwczKpVqwzOec2aNWzdupVevXrRvn17Dh06xKJFi9i3bx+HDx/WzfPEiRM0a9YMc3NzunbtipeXF9HR0Zw7d45ffvmFiRMn6o1bpkwZypYty44dO3K87uLJKYrCiBH/EhubSuPGnowd2yDnnZ5hNWt6cP58JKdO3cfPTxuwVYM3hbHejapVq7KUL+/MtWsxvPKKd7Z97ewsKV7cjnv3EgkJicHVNefydkIIIYQQQgghhHj2FLngzUcffZTjguHly5enZMmS3Lt3T297eno6kZGRlCxpuub+K6+8wtWrV4mIiMDCwgIXFxdKlixJ+fLlTe5jbW2tV2otP02deshkW6VKrgwYUE3388yZR0hLMx6U8fZ2ZujQh9/cnT37GImJaUb7lirlwIgRDx+Cz5t3gujoZL0+AQHNczX/7Bw8eBCANm3aPPYY+/fvZ/LkyUyZMkVv+++//87atWtp3bo1//77L1ZWVoD2IXT9+vX55JNP6Nq1a7a/19zYs2cP06dPZ/z48bptkyZN4quvvmLRokV8+umngHZtnxEjRpCens7evXtp0aIFoH0wOnDgQJYtW/ZE8zDF1PVRs5NyKyAggN27dxMWFpZtebbcXo+c5gxQv359g7Zjx44B4ObmRvPmzQkODtZrHzBgAAsXLtT9vlV//PEHf/31F//88w+urq6PFbwZM2YMc+bMoU6dOnkuUXfq1Ck+/PBDvvvuO922d999l/nz59OyZUsCAgIYPXo0oL0nOnfuzKZNm/jvv/+oV68eAA8ePGDQoEEUK1aM/fv34+X18EHyihUr6N+/P5MnT2bu3LkALFy4EEVR2LVrl0FQS83S8fb2JiAggClTpuj++1Hbtm1j+vTpdOjQgTVr1mBvb6+b57vvvstPP/3EmjVr6Nmzp95+GzZsYMuWLXTo0EG3TQ0CZZ3nkiVLSElJ4Z9//qFr165G5/moBg0a8PfffxMSEqLLiBIFIzDwDJs3a8ulLVrkV6QzZ/JDrVoe/PnnRV3mTUJCKgcO3AYKN3hjZqZh9erX2L37Bn36vJRjfx8fZ+7dSyQ0NKZQSr0JIYQQQgghhBCi4BW5pzQeHh5UqVIl25eVlRVNmzYlOjpa97AXtIugZ2Zm0rhx4xyPU6xYMVxcXNi5cyf37t3jtddeK8jTeiGp5etKlSpl0LZ7924CAgL0XsZKmpUsWdLgm/mgzeoB+Oabb/Qe5JcrV44PP/yQ9PR0li5d+sTn4OPjw8cff6y3bfjw4QAcOXJEty0oKIhr167RuXNnXeAGtCW1pk6dirn5k2cyGWPq+hSU3F6P7Ny8eRPAaJaOGpBdtGgRDx48YOfOncTFxfHff//RtGlTli5dyqRJk/T2uX37Nh988AH9+/c3CA48LQ4ODnz11Vd62/r37w+Au7s7H3zwgW67RqOhX79+AHrl5n7//XdiY2OZNm2aXuAGoF+/ftSrV48VK1YYHNtYaTl3d/dcz/3HH38E4JdfftEFbtR5Tp8+HY1Gw/Llyw32a97cl3btXtbbNnHiRFxcXPj999/JzMx87Hmq94Z6r4iCcfNmHB9+uBuAL75oTtWqub9vnlU1axYD4PTp+wAEBd0iNTUDLy8nKlZ0KcSZQd26JfjwwwaYmeW8ho23t7Z0WmiorMEnhBBCCCGEEEI8r4pc5k1uVa1aFT8/P9566y1++ukn0tLSeP/99+nXr58uWHDr1i3atWvH77//TqNGjQDtQ+GqVavi4eHBwYMHGT16NB9++CEvvZTzN10LwmefGZaOUj36AOfjjxua7PtoefwxYwyzGkz1fe+9OgZl0wra7t27DbJFAL11WABq165tkGUBcPz4cezs7HS/16zUTJ8TJ0488Tzr1KljUFKvTJkyAERHR+u2qQ/hW7ZsaTCGl5cXZcuWzXM2TG6Yuj4FJbfXIztqtoWLi4tBm/rAPzMzk5UrV+qyUurWrcs///xDhQoV+PHHH/niiy902XBvvvkmlpaW/PDDD49zSvmiUqVK2NnZ6W3z9NQu3F6rVi2D9SvUttu3b+u2HTqkzcILDg7m6tWrBsdITk4mIiKCiIgIihUrRr9+/fjrr79o0qQJr7/+Ou3ataNly5YUK1YsT3M/dOgQ9vb2LFy40Gi7ra0tFy5c0P2s/P+HRfXqDbl/PxFPTwddm4ODA3Xq1GH37t1cu3aNihUr0qdPH2bPnk337t3p27cvL7/8Mq1ataJ06dIm5+Tm5gZARESEyT7iyajl0mJiUmjc2JOPPnq+y6Wp1ODNuXMPSEvLYNu2hyXTsltnpqjx8XEGICQkb1mGQgghhBBCCCGEeHY8s8EbgKVLl/L+++/Trl07zMzM6Nmzp94D3LS0NC5evEhiYqJu28WLF5kwYQKRkZF4e3szceLEfFkb5XHlZW2Zguqbdf2b/FSiRAnOnz/P7du3qVKlil6bmm0DD0tCmRrDmOzWHVIfjMfGPvk3kp2cnAy2qWvzZF3IXS3TVbx4caPjlChRokCCN7lZYyY/5fZ6ZEfNwEhOTjZoc3bWPpAsU6aMLnCjKl68OE2aNGH79u2cP3+eOnXqsHjxYjZv3syqVavyHLTIT9ldl+za0tIeljaMjIwEYN68edkeKyEhgWLFitG7d2/++ecfvvvuO3766SfmzZuHRqOhTZs2zJo1y2C9IlMiIyNJT083GkzNekxVaqo2wObuXozIyGS94A08vCfV90Tjxo3ZvXs3U6dOZdmyZSxatAiAhg0bMmPGDKNlFZOSkgAMAmIi/yxefPaFKpem8vJyxtHRiri4VC5diioS6908Dm9v7WdlaKgEb4QQQgghhBBCiOfVM/20xs3NjWXLlhEXF0dMTAwLFy7EweHhg0Rvb28URdHL5pg+fTrh4eGkpqZy6dIlxo4d+0x92/ZZ0qxZMwB27dr12GOY+t04OTkZrHmkUsu1ZX1ormaLpKenG/TP6/ooxqhBB1Nzunv37hMfwxhT16egz/dJeHh4AA+DFVmpGXDGsnKyblcf7h8/fhyA3r17o9FodC91nZStW7ei0WhyHcgoTOr9evr0aRRFMfnKWlKta9eu7Nmzh6ioKDZv3sybb77J7t278fPzy3UmlJOTE+7u7tkeMyQkRNdfXUvrwYMIkpLSSU7Wv8fUe119T4A2I23z5s1ERUWxa9cuxo4dy+nTp+nUqRPXrl0zmJN6b6j3ishft27FMWaM9nP5RSmXpjIz01CjhjbQu317GCdPasuntW1r/MsARZVk3gghhBBCCCGEEM+/Zzp4I4q2IUOGYGZmxi+//JLv5Y/q1q1LYmIihw8fNmhT187J+sDe1dUV0JbSe5QaAHgS6oLx+/btM2gLCwvjxo0bT3yMvFCDHHk5X3Vdntxm0DyumjVrAtosuEc1adIEW1tbrl27ZjQz59y5c4A2MAvQtGlThg8fbvDq27cvoM3gGT58OD169MhxXk/r/E1R1+o6ePBgnvd1dHTEz8+PX375haFDh3L37l2Cg4N17WZmZibPq3Hjxjx48IDLly/neBxFUUhI0AZvTp7Ujh8V9fD3FB8fz4kTJ3BycqJ8+fIG+9va2uLr68usWbP47LPPSEpKYtu2bQb9Ll68iKWlpUHGnnhyiqLw1lvacmmNGpVk7NgXo1xaVrVqaYOCc+dqPwtr1/ageHH77HYpcrKueaM87bqnQgghhBBCCCGEeCokeCMKTOXKlfnkk0+4d+8eHTt25MqVK0b75TZDIKshQ4YAMGHCBL3SUzdu3OC7777DwsKCAQMG6LY3bKhdL+jRhdQPHjzI0qVL83z8R7Vo0QIfHx82bNhAUFCQbruiKHz22WdPPSDg5OTESy+9RFBQkN51j4uLY8KECUb3UdcZKehAU+vWrQH0ggsqBwcHBg0aREJCAl999ZVe25IlSzh37hwtWrTQlcbr27cvCxYsMHhNnz4dgOrVq7NgwQImT56c47xcXV3RaDRPPdCmGjZsGI6OjkycOJGzZ88atCcmJurWxQHYu3ev0ftKzf6ysbHRbXNzc+PmzZtGj/vBBx8A8MYbb+jWI8oqPDyc8+fPA5CUlE5amvb9Exy8l4MHdxEZ+TB48/XXXxMdHc3gwYN12V8HDx40GohTM3SyzhMgNTWV48eP06BBgzyVTUtJSefevYScOxoRFZWsyyh63mUtlxYY2BELixfvnwHqujdXr0YD8PLLz1bJNAAvL23wJiEhjYiIpEKejRBCCCGEEEIIIQrCM73mjSj6vv76a1JTU/nuu++oUqUKrVq1onbt2tjZ2XHv3j1OnTrF4cOHdQud59agQYP466+/WLt2LbVq1aJz584kJCSwcuVKIiMjmTVrlt43/5s0aULz5s3ZuXMnTZs2pVWrVoSFhbF27Vq6dOnC33///UTnqWYYvfrqq7Rv356+fftSqlQpdu7cyZ07d6hVqxanTp16omPk1UcffcSIESNo2rQpvXv3JjMzk82bN+sCWY9q27Ytq1evpmfPnnTs2BEbGxtq165Nly5d8nVetWrVonz58kYzLgCmTp3K7t27+frrrwkKCqJBgwZcvnyZ9evX4+rqys8//5yv81E5ODjQsGFD9u7dy6BBg6hUqRJmZmYMGjRIr1RZQfHw8GD58uX07t2b2rVr4+fnR5UqVUhJSSE0NJQ9e/bQrFkztmzZAmiDLrdv36ZFixZ4e3uj0WgICgri8OHDNGnShBYtWujGbtu2LX/++SfdunWjbt26mJub89prr1GrVi38/PyYNGkSX375JRUrVsTPzw8vLy8ePHjAlStX2LdvH1999RVVq1bVy7Lp1KkTY8cOoV27ztSqVZmjRw+za9cuKlSowBdffKHrN2PGDHbt2kWrVq3w8fHBxsaG//77jx07dlC+fHm6d++udx327dtHSkoK3bp1y9P1e+ed7SxffoWmTUsxdGh1+vR5CRcXG5P9k5LSWLv2KosXn+Hff8OoUsWN06eHYmb2/JbRjI9P5cMPteXSpkxp9kKVS8tKDd6onrX1bgCsrS0oVcqB27fjCQ2NwcND1ocSQgghhBBCCCGeNxK8EQXKzMyMWbNmMXDgQH766Sf27t3LkSNHSElJwc3NjerVqzNz5kwGDx5M8eLFcz2uRqNh9erVzJkzh8WLFzN37lysrKyoV68eY8eO5bXXXjPYZ+3atYwdO5YNGzZw+vRpateuzfr167l9+/YTB28A2rdvz44dO/j8889ZtWoVtra2tGvXjlWrVjF48OAnHj+v3nrrLdLS0pg9ezYLFizA09OToUOH8vnnn2NlZWW0f2hoKCtWrGDGjBmkp6czZMiQfA/eaDQa3n77bcaPH8/hw4dp1KiRXru7uzsHDx5kypQp/P333xw4cAA3NzcGDhxIQECA0XJc+WXJkiV8+OGHbNiwgZiYGBRFoUWLFk8leAPagMjx48eZOXMm27dvZ9u2bdjb21OmTBmGDRvGwIEDdX0nTJjAX3/9xbFjx9i6dSuWlpZ4e3szY8YM3n33XV0ZOIA5c+YAsHPnTtavX09mZiZlypShVq1aAHzxxRe0atWKH374gR07dhAdHY27uzs+Pj4EBAQwYMAAFEXRC9706tWLV1/tx7x5s9izZwv29nYMHTqUadOm6coUArzzzjs4OzsTHBzMnj17UBSFcuXK8dlnn/Hhhx/qrU0F8Mcff2BlZcWwYcNyfd1SUtI5cOA2AAcP3ubgwdt88MFOunevxNCh1Wnf3gtzczMUReHQoTssXnyWFSsuEBOTohvj3LkHXL4cxUsvueX6uM+ajRuvER2dQvnyznz0kfEg7ougZs2HaylZWZnTokXpQpzN4/Pxcf7/4E0sDRt6FvZ0hBBCCCGEEEIIkc80ihRLz7PY2FicnZ2JiYkxePCYVXJyMiEhIbpvmwshtCIjIylfvjy9e/fm119/LezpiFxITEzj3LkHbNiwkilTxrBo0SI6depDWFgsdnYWVKtWLOdBchAVFYWXlxe9evVi4cKFudonOTmZw4fPMnhwMI0bl6Vhw5IEBp7h7NmHJeBKlXKgc+fy7N59g0uXonTby5VzZPDg6qxde4XTpyP4449XGTCgWq7nm5mp8Pffl6lfvwTe3s65P9FC0qvXWtasucynnzZi2rRWhT2dQlW27M/cvBmHr29Zdu3qW9jTeSwDB25k6dLzzJjRik8+aZTzDkIIIYQQQgghhChQuY0b5NaLV+xeCFHo3NzcmDBhAosXLyYsLKywpyNyQc26sbV9mLDp4mINQGJiOsnJ6U98jO+++46MjAy+/PLLXO+TmppOYqL22JMmNWHcuIacPj2Uo0cH8v77dXFzs+H27Xh++eUUly5FYWdnwaBB1dixow8hISP48ssW+PqWBeDo0bt5mu+GDVfp1WsdNWsGsnz5+Tzt+7QlJKSyaVMIAL17v1TIsyl8detqMz2fxfVuVGrAMDQ0ppBnIoQQQgghhBBCiIIgZdOEEIVi9OjRpKSkcP369adWlkw8nqwl0+ztLXXbLS3NcXKyIjY2laioZDw9HZ7oOG5ubvz++++ULp37MlYPHmjn1bx5KWrU0JbD0mg01K9fkvr1S/Ltt63ZuPEaO3Zcp0GDEvTq9RKOjvplAxs2LAnAkSPheZrv7t03AIiPT+P11zeyd+9Nvv++DTY2Re9P68aN10hKSqd8eWdd4OJFNm1aS6pVc+eDD+oV9lQem4+PNngTEiLBGyGEEEIIIYQQ4nlU9J4wCSFeCDY2NkyePLmwp/HCSk5OJyIiiWLFbHMMNiQlpZOcnIFGo8HOTr+vq6tNvgVvPvzwwzz1T0/PJDJSG7wZOrSG0T7W1hb06FGZHj0qmxynQQNt8Ob48bukp2diYZG7pNSDB7Xr7LRuXYa9e2/y008nOXToDqtWdaFiRdcc9n66Vq26BGizbjQaTSHPpvBVr16M6dOf7dJx3t7a9OvQ0NhCnokQQgghhBBCCCEKgpRNE0KIF8yDB0mcO/eA8PAErlyJJjMz+6XP1KwbZ2cr3njjDRRFYejQoUD+l07Li4iIJBRFwdLS7IkWna9c2RUHB0sSE9O5cOFBzjsAKSnp/PffPQAWLOjA5s09KVbMlhMn7lGv3hJWrbr42PPJbwkJqWzceA2A3r1NB7HEs0XNvAkNjUWWLxRCCCGEEEIIIZ4/ErwRQogXRGZmJqGhMYSExOgCNsnJ6dy+HW9yH23JtBRAm2XzKLV0GjwM8jwNiqJw714iAI6OVk+UTWJubkb9+iWA3JdOO378HqmpGRQrZkuFCi506ODDiRODadmyDHFxqfTps573399OSsrTDWgZk7VkWr16JQp7OiKflC3riJmZhuTkdO7eTSzs6QghhBBCCCGEECKfSfBGCCFeAElJ6Zw/H0lERBIAnp4OVKjgAkB4eALx8akm90tOTkej0eiybB6lBnXUIM/TEBWVQmpqBubmZjg4WOa8Qw7U0mlHj97NVX+1ZFrTpqV0gaPSpR3ZubMPn37aCIB5807Qtu2fpKVlPPH8noSUTHs+WVqaU6aMtlShrHsjhBBCCCGEEEI8fyR4I4QQz7kHD5I4f/4BSUnpWFqaUbmyK6VLO+DqaoObmy2gLb1krHxa1pJp5ubG/2Q8LJ2W9tRKp929mwCAm5tNvgQkGjbUBm9ym3mjBm+aNPHU225hYca0aa3YtKkHjo5WHDhwm6CgW088v8clJdOeb97eauk0Cd4IIYQQQgghhBDPGwneCCHEcyojQ79MmqOjFdWquePk9DCDplw5RywtzYyWT8upZJrqaZdOi49PJSEhDY1Gg5ub6XnlhZp5c/LkfVJTc86UOXToDqDNvDGmY8fydO1aEYDt28PyZY6PY9OmEJKS0vHxkZJpz6Os694IIYQQQgghhBDi+SLBGyGEeE5dvRqtK5NWqpQDlSu7YmlprtfHwsIMLy8nwLB8Wm5KpqmeZuk0dX0Pd3cbg/N5XOXLO+PqakNqagZnzkRk2/fWrThu3IjDzEyjy9gxpn37ckDhBm9WrboIaLNupGTa88fbW/velbJpQgghhBBCCCHE80eCN0II8RyKj08lNjYVjQYqV3alVCkHkw/vXVyMl0/LTcm0h2M8LJ2WklJwpdNSUtJ18ype3C7fxtVoNDRooM1Myal0mloyrVYtDxwcrEz2a9fOC9Cuo/M0MpIelZiYlqVk2ktP/fii4D3MvJHgjRBCCCGEEEII8byR4I0QQjyH1OwUNzdbvTJppjxaPi23JdNUlpbmODpqAxmRkY8XqMjMVIiLSyUjI9Nkn3v3tOfl5GSFnZ3lYx3HFLV02tGj2Qdv1JJpj65386gyZRypUsWNzEyF3btv5M8k82DTpmskJqbj7e1E/fpSMu15pK55I5k3QgghhBBCCCHE80eCN0II8ZxJScnQZXqUKJG77JRHy6c9eJCkK5nm7Jxz8AfQrT/zuKXTbt6M4+LFSE6evE9ISAxxcakoiqJrz8jI1JWBK1HC/rGOkR018+bo0bvZ9lMzb0ytd5NV+/ba7JvCKJ32559qybSXpGTac0otmxYW9jBjTgghhBBCCCGEEM8HCd4I8RxITEykdOnSjBgxorCnkiuhoaFoNBqGDh1a2FN5Lt2/n8j8+dNp3boicXGRud5PWz5NG4BRF0B3crLCwiJ3fyqepHRaWlqGLjCTmanw4EESFy9GcuZMBLdvx5OSkk5ERBIZGQo2NhY4OZkuV/a41PVrTp++T1JSmtE+qakZHDumDe4U5eBN1pJpffpIybTnVenSjlhYmJGWlsnt2/GFPR0hhBBCCCGEEELkIwneiAKjPqDP7hUdHV3Y0ywSdu/ejUajISAg4LH2nzlzJhEREXz++edG20NCQnjrrbfw8vLC2tqaEiVK0KZNG1atWpXj2K+++ioajQYbm5xLZ2Xl7e2Nt7d3nvZ5Fvj6+hbpLIaMjEzu309kwICRmJub4+/vn6f9y5VzwtLy4Z8GNZiTG1lLp+U1+yYiIonMTAU7O0teesmNYsVsMTPTkJKSwe3b8Zw+HcHNm9qH0yVK2BXI76BMGUeKF7cjI0Ph5Mn7RvscP36PlJQM3N1tqVjRJccxfX3LYm6u4dKlKK5fj83nGZsmJdNeDBYWZpQt6wjIujdCCCGEEEIIIcTzxqKwJyCefxUqVGDgwIFG2/IaEBCGYmNj+fbbb+nbty/lypUzaN+2bRvdunUDoEuXLpQvX56oqChOnTrF9u3b6d27t8mxf/31V7Zu3YqNjY1e+aonVbp0ac6fP4+zs3O+jSm01OyU4sXdefPN4fzwww9MmDABLy+vXO2vlk+7ciU6TyXTVG5uNsTFpXL/fiLFi9thZpZzkCUzU9GtZVOihB2OjlY4OlpRtqwj0dEpPHiQRGystoSahYUZ7u4F87mh0Who2LAkGzde48iRcJo0McysOXRIWzKtSRPPXAWQnJ2tadTIk4MHb7N9exhvvFEz3+dtzKpVlwApmfYi8PFxJiQkhpCQGFq0KFPY0xFCCCGEEEIIIUQ+keCNKHAVK1Z87IwSkbMlS5YQHx/P4MGDDdquX79Or169KF26NNu3bzcI7qSnmy5tFRoaykcffcTYsWNZtWoV4eHZL+KeF5aWllSpUiXfxhNaivIwCFK8uD2DBg3i+++/Z8GCBXz55Ze5HsfFxYYKFVwwN9fkumSays3N5v/LnGnLoBUvnvOaO5GRyaSlZWJpaYar68PAjLm5Ge7utri725KamkF0dAr29paYmRVc0miDBiXYuPEaR48av9/zst6Nqn37ck81eJOYmMaGDVcB6N27coEfTxQudd0btdShEEIIIYQQQgghng9SNk0UGWFhYQwfPpzSpUtjZWVFmTJlGD58ONevXzfoq5auSk5O5vPPP6dChQpYWlrqBYlCQkJ48803KVeuHNbW1nh6ejJ06FDCwoyvPXHt2jVGjBiBj48P1tbWFC9eHF9fXwIDA3V9UlNTmTt3Lh06dKBs2bK6fj169OD48eMGY2ZmZrJgwQIaNWqEm5sbtra2lClThi5durB7924AAgICaNOmDQBTpkzRKysXGhqa43VbtGgRbm5utG3b1qBt6tSpxMbG8tNPPxnNyrGwMB6/VRSFN954A09PT7744osc55CVWi4vLCyMsLAwvfNRfz+m1rxRf68pKSl89tlnlCtXDltbW+rXr8/27dsBiImJ4b333qNUqVLY2NjQtGlTDh8+bHQu9+7d48MPP6RixYpYW1tTrFgxevbsyZkzZwz6Xr58mWHDhul+/25ubtSuXZsxY8boso40Gg179uzR/bf6evQ8Tp06Rb9+/fD09MTKygovLy9GjRrFgwcPjF6roUOHcvbsWTp16oSLiwsODg688sorHDt2zGCed+7cYfTo0VSqVAlbW1tcXFyoWrUqI0eO5Pp1bUkvbdDDhrp161KxYkW9ezi3XF1tcHLKW9YNaAMunp4O/z/XeDIyMrPtrygKd+8mAGSbqWNlZU7x4nbY21vmeU550aCBdt2bo0fvGm1/vODNw3Vvnsai8ps3h+hKpqnnI55fPj7aDEYpmyaEEEIIIYQQQjxfJPNGFAmXLl2iRYsW3L9/ny5dulC9enXOnDnDwoULWb9+PUFBQVSubPgN8p49e3Ly5En8/PxwcXHBx8cHgODgYDp06EBCQgKdO3emUqVKhIaGsnTpUjZv3szBgwcpX768bpygoCA6depEXFwcHTp0oF+/fkRFRXH8+HHmzJmjezgfGRnJmDFjaNmyJa+++iqurq5cu3aNdevWsXnzZvbu3UvDhg11406YMIFvvvmGChUq8Prrr+Po6MitW7cICgpi+/bt+Pr64uvrS2hoKIsXL6Z169b4+vrq9ndxccn2uqlzfOWVVwyyERRFYdWqVbi7u9O2bVuOHTvGnj17yMzMpE6dOrRt29ZkBsPcuXPZs2cPe/fuxdbWNts5PMrFxQV/f39mz54NwJgxY3RtWc8tO3379uX06dO89tprJCUlsXTpUjp37sz+/fsZMWIEqamp9O7dm/v377Ny5Ur8/PwICQnRK8N29epVfH19uXnzJq+88grdunXj3r17rFmzhq1bt7Jjxw4aN24MwO3bt2nUqBEJCQl06tSJvn37kpCQwOXLl/nf//7Ht99+i4WFBf7+/gQGBhIWFqa3lkydOnV0/71u3Tr69OmDmZkZXbt2pWzZspw7d44ff/yRrVu3EhwcjKurq975Xrt2jebNm1OvXj3eeecdwsLCWLVqFa1atWLnzp26eSYmJtK8eXNCQ0N55ZVX6N69O6mpqYSEhLBkyRK6d38Td/cyeHjYYm6u/d02bdqUJUuWcOnSJaPvoYJQrJgtd+8mkJKSwb17ibpgjjFxcakkJaVjZqbBwyPnLJ2CpgY7zp9/QFxcqm4NH4Dbt+O5fj0OMzNtebXcatKkFHZ2Fty/n8SZMxHUquWR7/POatWqiwD06lVZSqa9ALy9tZ97ISESvBFCCCGEEEIIIZ4risizmJgYBVBiYmKy7ZeUlKScO3dOSUpKMt0pPt7069H9suubmPj4fRMSDPvkg5CQEAVQKlSooPj7+xu8Dh48qOvbpk0bBVB+/vlnvTHmzZunAErbtm31trdu3VoBlDp16igPHjzQa0tNTVW8vb0VR0dH5b///tNr27dvn2Jubq507txZty05OVkpXbq0YmZmpmzevNngPG7cuKHX9+bNmwZ9zpw5ozg4OCjt27fX2+7m5qaUKlVKSUhIMNgn67x37dqlAIq/v79Bv+xs3LhRAZSJEycatF29elUBlAYNGigjRoxQAL1X3bp19c5NdenSJcXOzk4ZM2aMbpuXl5dibW2dp7l5eXkpXl5eRtvUe2PIkCF629Xfa4sWLZT4LPfhypUrFUBxcXFRevfuraSlpenaZsyYoQDKrFmz9MZq1qyZYm5urmzZskVv+8WLFxVHR0elZs2aum0//PCDAiizZ882mOuj95c6R2MiIiIUJycnpXTp0kpoaKhe2/LlyxVAef/99w2uA6B8+umnev23bNmiAHrzXLdunQLo/W5U4eGRyv79ocrRo3eUlJR03fY5c+YogLJw4UKjcy4oERGJypEjd5T//gtX0tIyTPa7dClSOXLkjhIamv3nqSm5+pzNozJlflJgprJnz3W97WvWXFRgplKrVmCex+zYcbUCM5VZs47k1zSNSkhIVezsvldgphIcfLtAjyWKhqCgmwrMVHx8finsqQghhBBCCCGEEC+03MYNcuuZLpv29ddf06xZM+zs7HLMUFApisLkyZPx9PTE1taW9u3bc/ny5YKdaHYcHEy/evbU71u8uOm+HTvq9/X2Nt23VSv9vtWqGfbJR1evXmXKlCkGr0OHDgHadVl27dpFtWrVeOutt/T2HTlyJFWqVGHnzp3cuHHDYOwpU6bg5uamt23Dhg2Ehoby8ccfU7duXb22Fi1a0LVrVzZt2kRsrHZ9gLVr13Lr1i0GDhyIn5+fwTHKlHm4ALS1tTWlS5c26FO9enXatGnD3r17SUtL02uzsrLC3NzcYJ9H5/04bt68CUCJEiUM2u7duwfA8ePHWbZsGYsWLSIyMpKQkBDeeustjh8/Tq9evfT2yczMZMiQIXh6evL1118/8fwe19dff429vb3u5169emFpaUl0dLQuC0bVv39/AE6ePKnbdvz4cQ4cOMCQIUPo0KGD3tiVK1fmrbfe4vTp0wbl04xlGeXl9/T7778TGxvLtGnT8PLy0mvr168f9erVY8WKFQb7ubi4MHHiRL1tHTp0oF27dpw+fdqgfJqxeSYkaLCyssbV1QYrq4f3m3pvqPfK0+LmZoOtrQUZGQrh4QlG+yQnpxMTkwJAiRKFn3WjatBAe82OHNFf9+ZxSqapspZOK0hbtmhLpnl5OeUpO0g8u9Q1b65fjyU9PfsyhUIIIYQQQgghhHh2PNNl09TSSU2bNuW3337L1T7ffPMNP/zwA4sXL8bHx4dJkybRoUMHzp07h42NTc4DiDzr0KEDW7ZsMdl+4sQJAFq3bm1Q4sfMzIxWrVpx4cIFTpw4QdmyZfXaGzVqZDCeGhS6ePGi3ho4qvDwcDIzM7l06RINGjTQrZfyyiuv5Op8Tpw4wTfffENQUBDh4eEGwZqIiAg8PT0B7QP7//3vf9SoUYN+/frRpk0bmjZtmudSZKaoa6gYC15mZmof4mVkZPDll1/qSr+5urryyy+/cOrUKYKDgwkKCqJFixYAzJw5k0OHDrFr1y7s7ArvYXrWMmSgvQ+KFy9OYmKiwdo96rW+ffu2bpt6D9y9e9foPXDhwgXd/9aoUYMuXbowYcIE3nvvPXbs2IGfnx+tW7fWK62XG+pxg4ODuXr1qkF7cnIyERERREREUKxYMd32unXr4mAkaNqyZUt27NjB8ePHqV+/Pq1atcLT05Pp06dz8uRJOnfuTOvWralQoTJRUckAlChhrzeGGnyKiIjI07k8KY1GQ5kyjly+HMXdu4kUL26nF1QCuHs3EQBnZ2tsbIrOn6OGDUvyzz9XDNa9OXjwDgBNmnjmeUw1eLNnzw1SUzMMrkV+CQq6BUDnzuWlZNoLwtPTAXNzDRkZCvfuJVKqVP5+AUMIIYQQQgghhBCFo+g8LXsMU6ZMAcj1YtyKojB79mw+//xzunbtCmi/KV+iRAn++ecf+vXrV1BTNS0+3nTbo9ka/59JYdSja5dkt9D9o33PnQOl4BfRNkXNgDGWPQIPH86r/bIytk9kZCQAS5cuzfa4CQnabICYGO06AcYyah514MAB2rZtC2iDPZUqVcLBwQGNRsM///zDyZMnSUlJ0fWfM2cOPj4+LFq0iK+++oqvvvoKGxsb+vTpw6xZs/Qe4D8ONQiUnJxs0JZ1/ZfXXnvNoL1Lly4EBwdz9OhRWrRowaVLl/D39+fdd9+ldevWTzSvJ+Xk5GSwzcLCwuR2QC+Ipt4DGzduZOPGjSaPo94D3t7eHDp0iICAADZt2sSff/4JQJUqVfjiiy/o3bt3ruatHnfevHnZ9ktISND73Zu699Xt6j3q7OzMoUOHmDx5MuvXr2fTpk0AlCpVhoED32PYsBHY21vqjZGUlARQKME4JycrHBysiI9P5fbteN3aHADp6Zk8eKCdW8mSRSfrBh6ue3P06MPMm9TUDI4d0wZzHifzpkaNYhQvbse9e4kcOnSbVq3K5rzTYzhxQvt3ol494/eUeP6o60WFhydw926CBG+EEEIIIYQQQojnxDNdNi2vQkJCCA8Pp3379rptzs7ONG7cmIMHD5rcLyUlhdjYWL1XvrG3N/16NBMou76PZnLkpa+dnWGfp0h9IH/37l2j7eHh4Xr9sjL2zXK13/r161EUxeRLDVCoWSu3bt3Kca5ff/01KSkpbN++nXXr1jFr1iymTJlCQEAAJUsaliiysLBg3LhxnD17llu3brFs2TJatmzJ77//zoABA3I8Xk48PLQLn6tBg6wqVKigK9dmLDNH3aY+3D937hwpKSnMmzcPjUaj9woLCyMlJUX3c3R09BPPvSCp98DcuXOzvQeGDBmi26dGjRqsXr2ayMhIDh48yOTJkwkPD6dv377s378/T8c9ffp0tsd9tKSaqXtf3Z41EFeuXDkCAwO5f/8+x48fZ9q06aSnZ/DNNxMIClpvMIZ6b6j3ytOkzb7RPkiOiEgiOTld13b/fiKZmQp2dhY4OFg99bllRy2bduVKtC6j6eTJeyQnp+PmZkPlyq55HtPMTEO7dtqssYIqnaYoCsePa4M3desWL5BjiKKpeHFtAPTevcRCnokQQgghhBBCCCHyywsVvFGDAI9+y71EiRK6NmOmTZuGs7Oz7vVo6S7xZNQSWXv37kV5JANIURT27t2r1y8njRs3Bsg2IJeVWnrt33//zbHv1atXcXNz05UZUyUmJvLff/9lu2+pUqXo378/W7ZsoWLFimzfvl0XOFGDLBkZGbmas6pmzZqAtkTco2xsbGjWrBmgDcw8St3m7e2t+9/hw4cbfTk4OGBubq772draOse5mZub5/l88kte74GsLC0tadKkCVOmTOGHH35AURQ2bNiga8/ud/W4xz1+/DjxRrLw9u3bB2CwdhNoS8nVqVOHN94YxVdf/Q+AHTsMyxOq94Z6rzxtDg5WODtr75dbt7TnmJmp6B4ylyhhX+TKe7m52VK+vDZgpmbbZC2Z9rjzfbjuzfV8mKWh69djiY5OwdLSjOrVnyyrTzxb1DWj1FKEQgghhBBCCCGEePYVueDNp59+avCt/0df6noVT8uECROIiYnRvW7cuPFUj/+8K1euHG3atOHs2bMsXLhQr+2XX37h/PnztG3bNtdBs65du1KuXDm+++47XeAnq7S0NIKCgnQ/v/baa5QpU4Y//viDrVu3GvTPmpHj5eVFVFQUZ8+e1W3LyMhg3Lhx3L9/X2+/lJQUDhw4YDBeQkIC8fHxWFpaYvb/JezUdUnyem/VrFkTNzc3goODjba/8847AAQEBOiVc7tw4QKBgYE4Ojri5+cHaINjCxYsMPpyd3fHwsJC93Nu1uxxc3MjIiLCaEm3gtaoUSMaN27M8uXLWblypUF7ZmYme/bs0f187Ngxoxl1auZL1vWwsvtdDRs2DEdHRyZOnKh3j6gSExN16+JkFR0dzddff623bevWrezYsYMaNWpQv359AM6ePauXpaMoCvfuJRAZGWEwT1VwcDAWFha6QF5hKF1am30TFZVMQkIaUVHJpKVlYmlphqtr0Vxr7NHSaQcPatdUatIk7yXTVGrw5vDhO8TEpOTQO+/UrJtq1dwLbE0dUTSpa13dvZtQyDMRQgghhBBCCCFEfilya9589NFHuoXVTcnrIuIqtazV3bt3deuoqD9nl9VhbW2dq0wD8fjmz59PixYteOutt1i/fj3VqlXj7NmzrFu3Dg8PD+bPn5/rsaytrVm9ejUdO3akdevWtG3blpo1a+rKf+3btw93d3ddENDa2po///wTPz8/OnbsiJ+fH7Vr1yY2NpYTJ06QmJjI8ePHARg1ahT//vsvLVq0oE+fPtjY2LB7925u3bqFr68vu3fv1s0jKSmJ5s2bU7lyZerXr0+5cuWIj49nw4YNhIeHM27cON19VaVKFUqVKsWKFSuwtramTJkyaDQaRo0apVcy61EajYauXbsSGBjIzZs3KVOmjF57v379+Ouvv1i9ejW1a9emQ4cOxMTEsGbNGpKTk/n9999xdc17CajcaNu2LUePHqVjx460bNkSKysrWrVqRatWrQrkeI9avnw5bdq0oV+/fsyePZt69epha2vL9evXOXjwIPfv39cFlpYsWcLPP/9Mq1atqFChAk5OTpw7d45Nmzbh5ubGsGHD9M5r9erV9OzZk44dO2JjY0Pt2rXp0qULHh4eLF++nN69e1O7dm38/PyoUqUKKSkphIaGsmfPHpo1a8aWLfoZMi1btmT+/PkEBwfTpEkTQkNDWbVqFba2tixYsEDXb9u2bXz88ce6+8rR0YVTpy6yb9+/2NjY8N577+mNGx8fz6FDh3j55Zexf8rlELOys7PE3d2WBw+SuHUrjvT0TEBb6snMrGhl3agaNizJn39e5MgRbfDm0CFt8OZx1rtRlSvnRKVKrly+HMWePTd47bWK+TJXlZRMe3GpmTdSNk0IIYQQQgghhHh+FLngjYeHR4GtzeDj40PJkiXZsWOHLlgTGxtLcHCwLkNBFI6XXnqJo0ePMmXKFLZs2cLGjRvx8PBg2LBh+Pv7G6wRkpOGDRty8uRJZs6cyaZNm9i/fz/W1taULl2abt260b9/f73+TZs25b///mPatGls3bqV7du34+rqSrVq1Rg5cqSuX+fOnVm9ejVTp07ljz/+wM7OjrZt2/L333/zxRdf6I1pb2/PjBkz2LFjB/v27ePevXu4urry0ksvMW3aNPr166fra25uzl9//cX48eNZvnw5cXFxAAwcODDb4A3AyJEjWbRoEcuWLeOTTz7Ra9NoNCxfvpxmzZrx22+/8fPPP2NtbU2zZs347LPPdOv+FIRJkyYRFRXFhg0b2LdvHxkZGfj7+z+14I2Pjw/Hjx/nu+++459//mHRokWYm5vj6elJq1at6NWrl65v//79SU5OZv/+/Rw+fJiUlBTKlCnDO++8w8cff0y5cuV0fd966y1CQ0NZsWIFM2bMID09nSFDhtClSxcAOnXqxPHjx5k5cybbt29n27Zt2NvbU6ZMGYYNG8bAgQMN5lq+fHnmz5/PJ598wrx588jIyMDX15fp06frsm4AOnToQGhoKHv37uWvv/4iPj6eYsVK0qlTd7788nOqVaumN+6aNWtISkri7bffzu/Lm2elStkTGZlEbGwq8HCR9aJKXffm6NFwwsMTCA2NRaOBRo0M17bKi/bty3H5chTbt4fle/DmxAk1eFMih57ieaOueSNl04QQQgghhBBCiOeHRnl0kZFnyPXr14mMjGTdunXMnDlTtz5ExYoVcXDQlumpUqUK06ZNo3v37gDMmDGD6dOns3jxYnx8fJg0aRKnTp3i3LlzRksOGRMbG4uzszMxMTG6BcqNSU5OJiQkBB8fn1yPLcTjaNmyJffv3+fcuXO6Umyi6MjIyOT27Xjc3Gywt7fSbQ8NDcXHx4chQ4YQGBiY53EvXYokNjaVcuWcdA9vs2rZsiV3797l/PnzurV6CtP167G6zAAPDzu8vEx/fuZWQX3Oxsam4OIyF0WBn356mZEjt1GzZjFOnRr6ROP+/fdlevRYS9Wqbpw790b+TPb/lSv3MzduxLFnT19atZK12V4kixefYejQLbzyijdbt/bKeQchhPh/iqIwdWqwrkyoMa6uNnz2WWMqViyYbG0hhBBCCCGeF7mNG+RWkcu8yYvJkyezePFi3c/qot67du3C19cX0C7WHRMTo+vzySefkJCQwIgRI4iOjqZFixZs2bJFgivimTZz5kyaNm3KihUreP311wt7OuIRERFJ3L2bSHx8GlWruufLmJmZCvHxaQA4OloatO/YsYOgoCD++uuvIhG4AfD0tCciIglFUYwGm4oSJydrXnrJjQsXIvnxR23ZxCdZ70bl61sWMzMN589HcutWHKVLOz7xmAAPHiRx44Y2Y692bSmb9qKRNW+EEI9ryZJzfP55UI79Vq++xG+/daB375eewqyEEEIIIYQQ8IwHbwIDA3P8tvqjiUUajYYvvvjCoMSVEM+yJk2a8PPPP5ORkVHYUxFGxMVpgywJCWmkp2diYfHk2VFJSWlkZipYWJhhY2P4UR4TE8O3336ryzosCiwtzala1Z3MzExsbYv+n58GDUpy4UIkZ85EANC0qWcOe+TM1dWGBg1KcPhwODt2XGfw4OpPPCY8LJlWvrwzzs6yRtuLRg2Gypo3Qoi8uH07ntGjdwLw5ps1adjQeGnQpUvPs3fvTfr0Wc97791g1ixfrK2L/t9xIYQQQgghnnXyr24hnhMjRowo7CkIIxRFIT4+VfdzXFwqrq5PnumnBoQcHCzRaDQG7T169HjiYxSEZyFoo2rQoAR//HFO93PTpk+eeQPQvr0Xhw+Hs317mEHwJiwshsWLz/L331fo2NGHqVNb5mrM48fV9W4k6+ZFVKLEw+BNZqaCmZnhZ4IQQmSlKApvv/0v0dEpNGhQgvnzXzb55ZI33qiJv/9+pk4NZt68Exw8eIc//+xChQouT3fSQgghhBBCvGBkcQwhhChAyckZpKdn6n6OjX0YyPH29kZRlMda7yYuTjuOg4NVDj3F48r6DWQXF2sqV3bLl3Hbt/cCYPv2MBRFISkpjaVLz9G+/Z/4+PyKv/8BTpy4x8yZR/QCf9lRM2/q1i2RL3MUzxY18yYjQyEyMqmQZyOEeBb88cc5Nmy4hpWVOYsW+WWbFWxhYcbXX7dk8+aeuLvb8t9/d6lX73fWrLn0FGcshBBCCCHEi0eCN0IIUYDUh+/qN+FjY1OeeMys2TyOjhK8KSh16hTH3Fz7e2vSxDPfshmaNi2Fra0Fd+4k0L//BkqWnM/AgZvYseM6igJt25ajRAk70tMz2bv3Zq7GVDNv6tTxyJc5imeLpaU5bm7ajD4pnSaEyMmdO/F88IG2XJq/f1Nq1Mjd3w4/Px9OnBhM8+aliY1NpVevdXzwwQ5SUtILcrpCCCGEEEK8sCR4I4QQBUjNkPHwsAUgJSXjiR9yJCWlk5GhLY1kZ/fslCF71tjZWVK9ejEg/0qmAdjYWNCyZRkAVq68SGxsKt7eTgQENCMk5C127OjDa69VBLTZOTlJTEzjwoVIQDJvXmRq9s3duxK8EUKYpi2Xto3o6BTq1y/BJ580ytP+Zco4smtXHz75pCEAc+ceZ+DATQUxVSGEEEIIIV54ErwRQogCoiiKLnjj7GyNg4MloF867XGoWTem1rsR+Wf06HrUqFGMgQOr5eu4Y8bUo3x5ZwYNqsbOnX24evUt/P2b4e3tDED79uWA3AVvzpyJIDNToXhxOzw97fN1nuLZoa57I8EbIUR2li07z/r1V7G0NCMwMPtyaaZYWpozY0Zr1q/vjrm5htWrL7F//60CmK0QQgghhBAvNgnePAWKohT2FIQQhSA1NYO0tEw0GrC3t8TR0Rp4mI3zuOLi0gApmQYF//n6xhs1OX16KOXLu+TruB07lufq1bf4/fdXadOmnEFJtrZttcGb06cjCA9PyHashyXTiksw7wVWooQ2cHf3bvb3ixDixXXnTjyjRqnl0prlulyaKZ07V+CNN2oC8Omne+X/8wghhBBCCJHPJHhTgCwttd+KT0iQBylCvIjUIIudnSXm5mY4OWmDLbGxqY/9gCPrejcODhK8SUhIQKPRYGlpWdhTyVfFitlRt25xAHbuvJ5tXzV4o/YXLya1bJqseSOEMEZRFEaO3EZUVDL16pXQlT17Uv7+TbGxsSAo6BYbN17LlzGFEEIIIYQQWrJYQgEyNzfH2dmZ+/fvk5KSgpOTExYWFvLNaCFeEDEx8UAatraWJCcnY26uoNGkk56uEB0dj61t3gMOKSnppKWloNFoMDfPIDk5Of8nXsQpikJ6ejqxsbHExsbi4uKCubl5YU8r37Vv78Xx4/fYvj2M11+varLfiRMSvBFSNk0Ikb3lyy+wbt3DcmmWlvnzd7N0aUc++KAu33xzhAkT9tGxow/m5vL9QCGEEEIIIfKDBG8KWMmSJbG1teXevXvExsYW9nSEEE/RrVtxpKcrmJnZkpSkDdTExyeSlJRORsYDnJys8zxmXFwqkZHJWFubExYWl99TfqaYm5vj6emJs7NzYU+lQLRv78XMmUfYti0MRVGMBv4zMjI5deo+oC2bJl5cUjZNCGFKeHgCo0btAGDy5KbUrPlk5dIeNX58I3755RRnzkSwbNl5Bg2qnuM+oaEx/P77Wd56qxaeng75Oh8hhBBCCCGeFxK8KWAajQYXFxecnZ3JyMggPT29sKckhHgK7t1L4M03d6HRQHDwAF2gZs+eM0yffowWLUqzYEGHPI87fvwe1q69yrvv1uaDD2rk97SfGRYWFpibmz/XmYwtWpTGysqcmzfjuHQpipdecjPoc+lSFElJ6djbW1KpkmshzFIUFZJ5I4QwRlEU3nlnG5GRydStW5zx4xvl+zHc3GwZP74REybsY/Lk/fTp8xLW1qb/b2Z4eAJt2qwkNDSWzZtDCArqL9k6QgghhBBCGCHBm6dEo9FgYWGBhYVcciFeBIcOhRIW9n/s3XdcU+f3B/DPTcLeyJQpIKi4cIviHnVvrVat2mGHHerXVttau8evdtjaWjtcrVbFXffeW8ENyp4yZM9Acn9/PL0BZIWQRTjv1ysvRm7ufQgZN895zjlF6NzZCU5OFZkhffp4IT7+NNLTY/Hnn5I6JzdqsndvPOLjixAU5AZTU1N1D5voEXNzI/Tp0xKnTiXi+PH4GoM3Qr+bTp0cIRIZbiCL1I963hBCarJ1awT27ImCRCLChg0j1FYu7WlvvtkFP/54E3FxeVi79jbefLNLjdvl50sxcuROxMWxigSXL6fihx9uYPFi9fTgIYQQQgghxJDQEidCCNGAs2eTAAD9+rlX+X379g5wdjZHcXE5Ll1KadA+4+NzER+fB7GYQ+/eLdU2VqK/hgzxAgAcPx5f4/VhYWkAqGQaqZp5w/O8jkdDCNEHaWmFWLCAlUtbvrwXOnZUb7m0yszNjbBiRTAA4LPPLiE/X1ptm7IyGSZP3oewsHQ4Oprhgw96AQA++OACIiOzNDY2QgghhBBCmioK3hBCiAbUFrzhOK7ShHxCg/Z57lwyAKBrV2dYWhqrYZRE3wmPlVOnElFeLq92fXg463cTFETBm+ZOyLwpKSmvcdKUENK8sHJpx5GVVYLOnZ2wbFlPjR9z3rz2aN3aDhkZxfjuu+vVxvPii0dw9GgczM0lOHBgIj75pA+GDvVCSUk55s07DJms+vscIYQQQgghzRkFbwghRM2ysopx504mACAkxK3a9fVlU9SmtoAQMVxduzrDxsYEubmluHEjrcp1PM8ryqZR8IZYWBjDwsIIAJVOI4QA27dHYvfuR/+VS3tGY+XSKjMyEuOzz/oAAFauvIaMjIrXouXLL2DTpvsQizmEho5F9+6u4DgOf/wxHFZWxrh4MQU//nhT42MkhBBCCCGkKaHgDSGEqNn58yxDpk0bezg5WVS7fvBgTwDAtWuPkZNTovR+K4I3HmoYJWkKxGIRBg1ij5eng31JSfl48qQYYjGHwEAHXQyP6JnKpdMIIc1XWlohXn+dlUv74INe6NRJewH+yZMD0LWrMwoKyvD555cBAGvX3qr0/TCMHOmj2N7T0xorV/YHALz33nk8epSttbESQgghhBCi7yh4QwghalZfhoyHhzUCAuwhl/M4dSpRqX2mpRUiMjILHAf07Vs9m4cYrqFDa87UEkqmtWvXAqamEq2Pi+gfZ2cWLE5LK9TxSAghusLzPF577TiePClGp06OWimXVplIxOHLL0MAAGvW3MLq1Tfx2mvHAQArVvTGCy90qHabl17qiCFDWPm0uXOpfBohhBBCCCECCt4QQoiaKVPebMiQmrMpanPuHNtnhw6OsLMzbeQISVMilNm7eDEFhYUVvUzCwlgZtc6dqWQaYYS+N5R5Q0jzFRoaiV27hHJpI2BsrPlyaU8bOtQbgwd7QiqV4Y03TkIu5/HCCx2wYkVwjdtzHIfffx8GS0sjXLiQjNWrw7Q8YkIIIYQQQvQTBW8IIUSN8vOluHmTTarXFbwZOtQbgPLBG+p303z5+dnC09MKUqlMUZIPqMi8oX43RCCUTaOeN4Q0T+npFeXS3n+/p06D+0L2DQCMGNEKa9YMAcdxtW7v7W2Db75h5dOWLTuHqCgqn0YIIYQQQggFbwghRI0uXUqBTMbD29saHh7WtW43YIAHRCIODx9mIyEhr979UvCm+eI4TpF9UznYJ2TeUPCGCCp63lDZNEKao9dfP4HMzGJ07OiI997rpdOxdO/uii++CMHzzwdi+/YxMDKqPwPo5Zc7YdAgTxQXl+OFF45ALue1MFJCCCGEEEL0FwVvCCFEjYQgS0hI3UEWGxsT9OjhAgA4caLu7Jvs7BLcvp2h1H6JYaoI3iQAYI+JuDgW9NNmI2qi3yp63lDmDSHNTWhoJHbsePhfubRndFIu7WnLlvXEhg0jYGlprNT2IhGHP/4YBgsLI5w9m4Sff9Zu+bTExDysWROO0tJyrR6XEEIIIYSQ2lDwhhBC1KghGTJPT8jX5sKFZPA84O9vBxcXi8YPkjQ5gwaxHknh4elITy/ErVvpAABvb2vqgUQUhJ43VDaNkOZnxYoLAIBly3ogKMhZx6NRXatWtvi//+sHAPjf/87g9Om6z5HUJSWlAH37/oPXXjuOn36injuEEEIIIUQ/UPCGEELUpKSkHFevpgJoaPAmvs7SIFQyjTg7W6BjR0cAwMmTiQgLY8GbpjxBR9SvomwaBW8IaU4SE/Pw4EEWRCIOixZ10/VwGu2VVzpj8mR/SKUyjB+/F3fuZGj0eHl5pRg5cicSEvIBANu2RWj0eIQQQgghhCiLgjeEEKIm1649RmmpDM7O5mjd2q7e7Xv1coW5uQTp6UW4ezez1u0oeEMAYMgQln1z/Hi8InjTubOjLodE9ExF2TTqeUNIc3LiBMtO6d7dBba2TT8bUyTi8NdfI9G3rxtyc0sxYsROJCXla+RYUqkMkybtw61bGXByModIxOH69TTExORo5HiEEEIIIYQ0BAVvCCFETSoHWTiOq3d7ExOJIiBTuRF9ZQUFUty4kabYL2m+hEytY8fiKPOG1Egom5aXJ0VJCfVsIKS5EM4hhPcJQ2BqKsHevePRtq09kpMLMGLETuTklKj1GDzP44UXjuD48XhYWBjh4MGJGDDAAwCwY8dDtR6LEKL/8vJK8fff95GbW6r4XVhYGu7cyUBZmUyHIyOEENKcNengzeeff47g4GCYm5vD1tZWqdvs2rULw4YNQ4sWLcBxHMLDwzU6RkJI86FKhszQod4Aag/eXL6civJyOTw9reDlZdPoMZKmKyTEHUZGIiQk5CsytYKCnHQ8KqJPbG1NFE3Kqe8NIc0Dz/OVgjeeOh6Netnbm+HQoUlwdbXA3buZmDBhL0pL1ReYfu+9c/j77/sQizns2DEWXbu6YMoUfwBAaGik2o5DCNF/JSXl2Lz5AaKisrFnzyMAgFzO4+TJBOzc+RArV17Hv/9GIzExDzxfe7lrQgghRN2adPBGKpViypQpePXVV5W+TWFhIfr27Yuvv/5agyMjhDQ35eVyXLiQDADo189D6dsJq2QPHYqFkdF31S7Dh+9o8D6JYbK0NEbv3i0VP7doYQY3N0sdjojoG47jFNk3VDqNkObh7t1MpKUVwdxcUuU9wlB4edng4MFJsLIyxunTiZgz53CNfQLlch6nTyfg+ecPomXLNRg+fAe2bYuoNQvxl1/C8NVXVwEAf/wxHM880woAMHFia0XptNjYHI39XYKiojKEhPyDl146ovFjEUJqJpPJsX17JNLSCmFpaYyxY/0AsM93Xbs6w9bWFKWl5bhx4zH+/PMO/vrrfp39SgkhhBB1kuh6AI3x8ccfAwA2bNig9G1mzZoFAIiLi9PAiAghzVVYWBoKC8tga2uC9u0dlL5d+/YOCApyQlhYOsrL5TVuIxJxmDYtQF1DJU3YkCFeigyvoCAnpcrzkebF2dkcSUn5SEujzBtCmgMh66ZfP3eYmDTpj3a16tzZCTt3jsXIkbuwdWsE3N0t8c03AwAA8fG52LjxHjZsuIfY2FzFbVJTC3H0aBxsbU0wY0ZbzJ3bHl27OoPjOOzZ8wgLFpwAAHzySR/MmdNecTsnJwsMGOCBkycTsGPHQyxZ0kOjf9vZs0k4fz4Z588n46OPguHmZqXR4xFCquJ5Hnv3RiEmJgfGxmI891xb2Nmx3mHGxmIMGOCJ/v09EB+fh/DwdNy9m4mYmBzcupVO5YsJIYRohWGe4atZaWkpSksr6p7m5eXpcDSEEH0kTKiHhLhDJFJ+Ql0k4nDt2kw8flz7KnkLCyODaEBMGm/oUC98+OEFAFQyjdRMyLyhsmmENA+G2O+mJkOHemPduuGYPfsQVq68juLickREZOHkyQQIFYysrIzx7LNtMGlSa1y4kIwNG+4hMTEfv/wSjl9+CUf79g4YN84P3357HTwPvPRSR3zwQa9qx5oyxR8nTyYgNFTzwZvLl1MU3x84EIOXX+6k0eMRQqo6cSIBt29nQCTiMHVqAFxdq2e1cxwHb28beHvbwMnJHEePxuH06UR06uTUoM99hBBCiCooeKOEL7/8UpHlQwghNVGl341ALBbRSkuilG7dXGBtbYy8PCk6d6bgDanO2Vkom0bBG0IMnVQqw5kz7PzD0IM3ADBrViCSkgrw3nvn8PPP4YrfDxrkiblz22PixNYwNzcCAAwf3gorVgTj5MkErF9/F7t3R+Hu3UxFz7jRo33wyy9DasxgnTixNV5//QSuXXuM2NgctGplq7G/6dKlVMX3+/dT8IYQbQoLS8P58+w1dOxYP/j52dV7m+7dXZCWVoRevVwpcEMIIUQr9K7nzdKlS8FxXJ2XiIgIrY5p2bJlyM3NVVwSExO1enxCiH7jeR4XL7KVk336uOl4NMSQSSQifPRRMAYP9sTo0T66Hg7RQ87OFgCo5w0hzcGVK6koLCyDo6MZOnRw1PVwtGLp0h54//1e6NDBAStW9EZMzIs4cWIqZs5spwjcCMRiEYYO9caWLaORmvoK1qwZgj593DBunB+2bh0NiaTmj8JOThbo358txtmx46HG/ha5nMeVKxXBmxMn4lFcXKax4xFCqvLzs4OLiwUGDfJUelGUkZEYEya0rjFDhxBCCNEEvcu8Wbx4MebMmVPnNj4+2p2wMjExgYmJiVaPSQhpOmJicpGZWQxjYzG6dKFsCKJZCxd2w8KF3XQ9DKKnhLJplHlDiOETSqYNHuzVbFaAcxyHzz7ri88+69ug29namuKVVzrjlVc6K7X9lCkBOHUqUaOl0yIiniA3txTm5hLY2ZkiObkAp08nYsQIWpxBiDZYWRnjhRc61BrIVYZUKoOxsViNoyKEEEKq0rvgjaOjIxwdm8fKMUKIYbh0iWXddOniZLDNggkhTYNQNo163hBi+JpLvxtdmDixNRYsYKXT4uJy4e1to/ZjCCXTund3QZs2LbB27S3s3x9DwRtCNIjneRQUlMHKyhgAy6RRRVmZDMeOxePOnQwsWBAECwtjdQ6TEEIIUdC7smkNkZCQgPDwcCQkJEAmkyE8PBzh4eEoKChQbNOmTRvs3r1b8XNWVhbCw8Nx//59AEBkZCTCw8Px+PFjrY+fEGIYhOBN794tdTwSQkhzR2XTCGkecnNLFSW3hg6l4I26OTtrvnRa5fNHoRTq/v3R4HleI8cjhLDM5G+/vYZNm+416rkmkYiQlJSP4uJyRe9TQgghRBOadPDmww8/RFBQEFasWIGCggIEBQUhKCgI169fV2wTGRmJ3Nxcxc/79u1DUFAQRo0aBQB49tlnERQUhF9//VXr4yeEGAbhw3evXq46HgkhpLkTMm+obBohhu3MmUTIZDxat7aDp6e1rodjkKZMCQAAbN8eqZH9X75cEbwZNMgTpqYSJCTk4969TI0cjxAC3L//BABgbCwGx6lebpLjOEXW4/XracjJKVHL+AghhJCnNengzYYNG8DzfLXLgAEDFNvwPF+lh86cOXNqvM1HH32k9fETQpq+wkIpbt/OAECZN4QQ3RN63jx5UozycrmOR0MI0ZSKkmmeOh6J4Zo4sTVEIk5ROk2dcnNLFZPIvXq5wtzcCIMGeQAA9u+PUeuxCCEMz/OK4GhgYItG78/HxxY+PraQyeQ4dSqx0fsjhBBCatKkgzeEEKJr16+nQSbj4eZmCQ8PWvlKCNEtBwcziEQceB7IzCzW9XAIIRpC/W40z9nZAv36aaZ02pUrqeB5wMfHBk5OrNzl6NG+ACh4Q4impKcX4cmTYkgkIvj726lln8Jr8O3bGVSylhBCiEZQ8IYQQhqB+t0QQvSJWCyCg4MZAOp7Q4ihSk7Ox4MHWeA4YOBAyrzRpClT/AEAoaHqLZ1W0/njqFE+iuuePKHgOyHqdu8ey3bz87ODiYlELfts2dISgYEO4HkeJ08mqGWfhBBCSGWNCt5IpVIcPHgQ3333HT799FPF70tKSpCeng65nMp1EEIMGwVvCCH6RiidRn1vCDFMJ06wCcJu3VxgZ2eq49EYtokT/SEScbh6Vb2l0yr3uxF4elqjQwcHyOU8Dh+OVduxCCHqL5lW2cCBHhCJOMTG5iI/X6rWfRNCCCEqB2/27dsHT09PjBkzBv/73/+q9Iy5ffs2XF1dsXXrVnWMkRBC9BLP84rgTa9erjoeDSGEMM7OLHiTnk7BG0IM0bFjVDJNW1xc1F86TS7ncflyKoDq549UOo0QzdBEyTSBg4M5Jk5sjbfe6gIrK2O17psQQghRKXhz4cIFTJ48GSYmJli1ahVmzJhR5foePXrAz88PO3fuVMsgCSFEH8XG5iIjoxhGRiJ06eKs6+EQQggA1qcBoLJphBginucV/W6GDqXgjTaou3RaZGQWcnJKYWYmQceOjlWuGz2alU47fDgW5eVUxYIQdbG1NcGECa3Rv7+H2kqmVda+vSMsLFjgRi7nIZfzaj8GIYSQ5kml4M2nn34KW1tb3LhxAwsWLEDr1q2rbdOtWzfcunWr0QMkhBB9JWTddOniDFNT9X8IIIQQVQiZN1Q2jRDDc//+Ezx+XAgzMwmVbNWSiRP9wXHA1auPER/f+NJpQsm07t1dYGQkrnJdz56uaNHCDDk5pbh4MbnRxyKEMCYmEnTq5ISQEHeNH+v06UT89dc9FBRQCTVCCCGNp1Lw5sqVKxg3bhwcHBxq3cbDwwOPHz9WeWCEEKLvqN8NIUQfVfS8ocwbQgyNkHUTEuJOC0e0RN2l0y5dqrlkGgCIxSKMGNEKAJVOI6QpKiyU4sqVVMTG5uLXX28hNjZH10MihBDSxKkUvCktLYW1tXWd2+Tk5EAkUrmlDiGE6D3hw3fv3tTvhhCiP6jnDSGGSwjeDBniqeORNC9TpwYAAEJD1RG8qXvxj1A6bf/+6EYfixAC3LyZhgsXkpGbW6rxY1lYGOPFFzvAyckcBQVSbNp0H2fOJFIZNUIIISpTKbri4+ODa9eu1bnNpUuX0KZNG5UGRQgh+q6wUIpbt9IBAL16UeYNIUR/VPS8oeANIYakrEyG06cTAQBDhlC/G20SSqdduZLaqNJpeXmluHcvE0DtwZvhw70hFnN48CALMTE5Kh+LEML6hF28mIxjx+IQH5+nlWM6OprjpZc6IijIGTzP49SpBGzefB+FhVRGjRBCSMOpFLyZNGkSLly4gPXr19d4/cqVK3H37l1MmzatUYMjhBB9deNGGmQyHi1bWsLDw0rXwyGEEIWKsmkUvCHEkFy9+hgFBWVwcDBDp05Ouh5Os6Ku0mlXrz4GzwOtWtkoAu1Ps7U1Rd++bgCAAweodBohjZGeXoTMzGJIJCIEBNhp7bhGRmKMG+eH8eNbw8hIjOjoHPz5513IZHKtjYEQQohhUCl4s2TJErRt2xYvvvgihg4dihMnTgAA3nnnHYSEhODdd99F586dsWDBArUOlhBC9EVFyQtXcByn49EQQkiFymXTeJ7KdBBiKI4diwMADB7sCZGIzj20bcqUxpdOE84fa+p3U9no0b4AqO8NIY11//4TAICvry1MTLTfJ6xzZye89FIHODqao18/d4jF1FqAEEJIw6j0zmFpaYlz587h2WefxenTp3H+/HnwPI+VK1fi4sWLmDp1Ko4fPw4TExN1j5cQQvRCRb8bKplGCNEvQuZNebkc2dklOh4NIURdjh9PAEAl03Rl0qSK0mkJCaqVX6qv341A6Htz+nQiCgqo1BIhquB5XlGmMDDQQWfjcHKywPz5ndC5M2VMEkIIaTiVw/52dnbYvHkzHj9+jIMHD+Lvv//Gvn37kJKSgn/++Qd2dtpLSSWEEG3ieV7pD9+EEKJtJiYS2NiwBTRUOo0Qw5CXV4rLl9m5BwVvdKOxpdN4nsfly8ot/gkIsIePjw2kUhmOH49v+GAJIcjIYCXTxGIR/P11Oz8lkVDGDSGEENU0+h2kRYsWeOaZZzBjxgyMHj0azs7O6hgXIYTorbi4XKSnF8HISIQuXeg1jxCif4TSaWlphToeCSFEHYRee15e1vD2ttH1cJqtitJpkQ2+7cOH2cjOLoGpqQQdOzrWuS3HcVQ6jZBGunePlUzz87OFqan2S6Y97caNxzh5MgHFxWW6HgohhJAmhML/hBDSQELJtKAgJ734IEAIIU8TGmGnp1PmDSGG4PbtDADs3IPojlA67fLlhpdOE7K2u3VzhrGxuN7thdJpBw7EQC6n/mWkicrLA5KSdHLosjI5jIzEOi2ZVtmpU4k4ezYROTmluh4KIYSQJkSlWcdBgwYptR3HcThx4oQqhyCEEL1FJdMIIfquIvOGgjeEGII7d1jfhg4d9GMSsrlycbFASIg7zp5Nwo4dD7FoUTelb6tsyTRBv37usLAwwuPHhfjjj9t4+eVOKo2ZEK3KygLOnQPOnmWXmzcBuRw4eRIYOFCrQxk2zBsDBnhAJOK0etzaWFsbo6BAirw8KVxdG3BDuRyIjwe8vQFOP/4WQggh2qNS8Ob06dN1Xs9xHHieB0dvLIQQA0TBG0KIvnNyouANIYZEyLypr9wW0bwpU/xx9mwSQkMjGxS8Ec4fe/VSbtbWxESCuXPbY/XqMMyffwxXrqTip58Gw9zcSKVxE6Jxcjng6wvk5FS/7o8/tB68AaBUlpu2WFkZA2A9zBpk1Spg0SLg11+B+fM1MDJCCCH6TKWyaXK5vMZLTk4OTp48iZ49e2Ly5MmQSqXqHi8hRMvkch5hYWk4fz6p1kthYfN5rhcVleHWLTaBQsEbQoi+op43hBgOmUyOe/eEzBsK3uha5dJpiYnKlU7Lz5fi7l32P2zI+eMPPwzExx8Hg+OAdevuomfPzYiIeKLSuA1ZTk4JUlIKdD2M5ik7u+J7kQgIDgbatGFBhs2bgV272HXHjwMymdaGlZVVrLVjKcvamgVv8vMb2PNm0SL2detWNY+IEEJIU6DWZg3W1tYYMGAAjhw5gg4dOuDzzz/Hhx9+qM5DEEK0KD29EDNnHsSxY/F1bteypSUuXJjeLBro3riRhvJyOVq2tISHh5Wuh0MIITWinjeEGI6YmFwUFZXD1FQCPz9bXQ+n2XN1taxSOm3hwvqzb65dewy5nIeXlzVcXS2VPpZYLMKHHwajb193zJixH3fvZqJbt7+xdu1QPPdcu8b8GQZDJpOjW7e/ER2dg7593TBnTntMmeIPa2sTXQ/N8N26BfTvD3zxBfDaa+x3u3cDxsYV2/A8sGMHMHw4INZ8FoxczuPUqQScO5eEli0t8eKLHfWmbJpKmTdZWRXfb96s5hERtXj4EHB1BaxoboAQohkqZd7Ux8rKCiNGjMD69es1sXtCiBacPZuIzp034dixeJiYiOHvb1fjxd7eFCkpBRgxYqdernBSt8olL6g0JCFEX1HZNEIMx507LOM3MLAFxGKNfHwjDTRlij8AYPv2SKW2b2zJ3UGDPBEe/jwGDvRAYWEZZs48iJdfPori4gau4DdAERFZiI7OAQCcP5+MF188AheXNZg58wCOH4+HTCbX7QANVVoaMHYskJvLAjZCVk3lwA3AerRMmgRYKh+0VFVBgRR//30f584lAQD8/Oz0JnADQBFQzM9vQNWKkyfZ13btgJZU9UHv3LgBBASwy4EDuh4NIcRAaezsXyQSITU1VVO7J4RoiFzO48svr2DgwO1ITS1E27b2uHFjFiIjX6jxcuvW83B3t0JERBbGjt1j8B8iqd8NIaQpoLJphBiOO3eEkmkOOh4JETS0dFpD+93UxMXFAseOTcGKFb3BccDvv99G795bEBeXq/I+DcH1648BAF27OuPrr/uhbVt7FBeXY/PmBxg6NBTe3r/j/ffP4dGj7Hr2RJRWWgpMnAgkJAD+/sD27cpn1fC8RoYUF5eLX3+9hZiYHBgZiTFxoj8GDfLUyLFUJZRNy8trQPDm2DH2dehQoKwMOHdOAyMjKtu5k31NTQVGjwb27tXteAghBkkjwZuYmBiEhobC29tbE7snhGhIZmYRRo3aiffeOwe5nMesWe1w9epMBAbWPlng7m6FQ4cmwsbGBBcuJGPmzIMGu8KN53kK3hBCmgQqm0aI4bh9m2XedOxI/W70haurJfr2dQcA7NjxsM5teZ7H5ctsUWNjzx/FYhE++qgPjh6dAicnc9y6lYH//e90o/bZ1F27xoI3/fu74513euDevbm4cuU5vPpqJ9jamiApKR9ffHEFv/4artuBGgqeB15+Gbh4EbC1Bf79F7Czq/92a9cCnTqxLB21DofH2bOJ2LjxHgoKpHByMsfLL3fUy9fLli0tMXdue8yY0Vb5Gx0/zr727Qu4uQH9+gHR0ZoZIGm4I0fY1759gW7dgJEjdTseQohBUqnnzbx582r8fXl5OZKTk3H+/HmUlZXhk08+adTgCCHac+FCMqZN+xfJyQUwNZXg558HY+7c9kqVBmvf3hF79ozD8OE7sWvXIyxceAqrVg0yuLJicXG5SEsrgpGRCF27Out6OIQQUish86aoqBwFBVJYWhrXcwtCiL6qyLzRv8nI5mzqVH+cO5eE0NC6+95EReXgyZNimJiI0bmzk1qOPWSIF3btGoe+ff/BmTNJ4Hne4M67lXX9ehoAoHt3ltXEcRx69HBFjx6u+O67gfj332hs2HAXzz/fXpfDNBzffANs2sQybUJDWeaNMqKigNu3WZbOxIlqG05hYRkuX04Fz/Po3NkJI0f6wNhY8711VGFqKoGXVwN6xMbEsItEwnoGde7MMnFCQ4GlSzU2TqKk9HTg5k32/Y4dLJhpZMR+lkqBb78F3nwTsLDQ2RAJIYZBpeDNhg0b6rw+ICAAixcvxosvvqjK7gkhWrZmTTjeeOMEZDIeAQH2CA0d0+AJggEDPLFp0wg8++x+/PRTGDw8rLBkSQ8NjVg3hFWTQUFOMDVV6eWTEEK0wsLCCGZmEhQXlyMtrYiCN4So0ZUrqdi8+T6++CJE48+twkIpoqJYuaeOHalsmj6ZNMkfb755EpcupSAxMQ8eHtY1bnfqVAIAVtZLnZPK3bqx/WVmFiM6Ogd+fkpkPxgYqVSG8PB0AOz+eJqpqQRTpgRgypSA2ndSXAy8+CLw3ntAYKCmhmoYbt6sCBqsWgUMGaL8badOBVauBPbvB4qKAHNztQzJ0tIYEye2RkFBmdqCo3rDywu4cgW4fx+wsgKmTGHBm+3bKXijD44eZV87dwacn3r9+fRT4LPPgHXrgI0bgeBgrQ+PEGI4VCqbFhsbW+MlPj4eubm5ePDggVYCN59//jmCg4Nhbm4OW1vbercvKyvDu+++iw4dOsDCwgItW7bE7NmzkZKSovGxEqKvoqNz8OabJyGT8Xjuuba4fn2myis7p01rg2+/HQAAeOeds9iy5YEaR6p7FfXKqWQaIUS/cRxHfW8I0YDi4jJMnrwPP/0Uhk2b7mn8ePfvPwHPA05O5nByotW7+qRy6bSdOx9Vu57nefzwww0sWHACANTef8PERKLIBBcWGDU39+5lorRUBltbE/j62jb49oWFUjya9w6wZQsQFASsWMH6uZCaBQUBX38NLFgAvP56w27brRvg7Q0UFgKHDql1WH5+dk0mcHPvXiZOnkxARoYSZW3FYqBHD2DOHPbzhAnsd2FhVDpNH7i7A5MmsaDa00JC2PVRUazU3ebN2h8fIcRgqBS88fLyqvHi4eEBKysrdY+xVlKpFFOmTMGrr76q1PZFRUW4efMmli9fjps3b2LXrl2IjIzE2LFjNTxSQvTXhx9eQHm5HM88442//hrZ6BWkixZ1w9tvdwUAzJlzCCdPJqhjmHqB+t0QQpoS6ntDiPr98ks4kpLyAQC3bmVo/Hi3b7OSafrYv4EAU6awklHbt0dW+X1WVjEmTNiLhQtPoaxMjsmT/fHuu+rPSO/dm5UKE85Rmxuh3023bi4qlY2TSETY7zoIkf59WDP4Tz5hq+gvXFDzSA0ExwFLlgA//qjabYVJ7u3bGz2UkycTsHv3IyQn5zd6X9p040Yazp5NREpKQcNv7OAADBrEvg8NVe/ASMMNGMDKpb33XvXrhg0D7txhGWcyGTBrFvDbb1ofIiHEMKgUvNEXH3/8MRYuXIgOHTootb2NjQ2OHTuGqVOnIiAgAL169cLq1atx48YNJCQYzgQzIcoKD09XZMd8+WU/tdXK/vbbAZgyxR9lZXJMmLAHCQl5atmvLhUVlSE8nE3SCB+UCSFEnzk5CZk3FLwhRB1yc0vxxRdXFD8LvWg06c4ddu7RoQOVTNNHkyb5g+OgKJ0GAJcvpyAoaBP27o2CsbEYP/88GNu3j9FIiT0hG7y5Bm+Efjc1lUxThomJBMa+3vjn2a+Q8sM6VvooIoI1H3/tNSA3V53DbZqkUmD5ciC/UpBE1c+MU6eyr/v3swycRnj0KBu3bqWjsLCsUfvRNmtr9jqQlyete8Pbt1k5v337qv5ejQEwomG2tsA//7DXEp4H5s9nfXAIqcXlyyn49ddw5OSU6HooRM8o1bRh06ZNKh9g9uzZKt9WG3Jzc8FxXJ1l10pLS1FaKX06L6/pT0QTAgDvvXcOADB9ehu1ppqLRBw2bRqJ6Ohc3LyZhl27HimycZqqffuiUV4uh5eXNTw9a65pTggh+oTKphGiXt98cw1ZWSVwcDBDZmYx7tzJgFzOQyTSXKN4IUBEwRv91LKlJfr0ccP588nYseMh5HIeS5eeQ3m5HL6+tti+fQy6dFEtsKAMIRv89u0MFBZKYWHRvPqbXb/OMm+6d3dReR8tW1oiI6MIDzsNRssHD1hmyZ9/AmvWsN4s9fT7NWg8z8qj/fEHcOoUcO6c6oEbAOjaFWjVCoiNBQ4erLnclJLy81nww8qqaT3mhfEK46/VgQPscfjkCVC5UsyECcCrr7LSabGx7P5sDJmMBYKmTQNETXptt3Zdvw5YWwOtW9f9nBCJgNWrWc+ir79mpRmnTWMl1QipJCkpH0eOxIHneYSFpWPgQPWWWiVNm1LBmzlz5jR4RT7P8+A4Tq+DNyUlJXj33Xcxffp0WFvXPhn75Zdf4uOPP9biyAjRvDNnEnHoUCwkEhE++aSP2vdvairB1Kn+uHkzDWfPJjX54M369XcBALNnt1NbhhIhhGgSlU0jRH1SUwvw/ffXAQBr1gzBc88dREFBGeLjc9Gqla1GjsnzPG7fZpk3VDZNf02dGoDz55Px7rtnUVYmV/zu99+HwdraRKPHdne3gru7FZKS8nH9ehr69/fQ6PH0SUlJuSK42a1b44I3t26lIzm5ABjgyQIVzz0HLFoEGNIcQFQU4OfXsNusXs3uD5EIeP/9xgVuAHb7uXNZdpOn6hOTcjmvyLhpasEbpTNvjh1jX4cMqfp7Bwfg999ZIMzbu3GD4XlW3uvkSSAvj2WGEOUsXgycPQusW8ce03XhOOCrrwA7O9b7iQI35Cnl5XLs3RsFnucBAA8fZlPwhlShVPBm/fr1mh6HwtKlS/H111/Xuc2DBw/Qpk2bRh2nrKwMU6dOBc/zWLNmTZ3bLlu2DIsWLVL8nJeXBw+P5nNiTAwPz/N4992zAICXX+4IPz87jRynXz/2PDl7NkkR0G2KEhLycOxYHABgzpz2uh0MIYQoqSLzhoI3hDTWp59eQlFROXr1csWkSf74/PMrCA9Px+3bmRoL3qSlFSEzsxgiEYd27Vpo5Bik8SZN8sdbb51EWZkcJiZi/PDDQMyf30lr5729e7siNDQfly6lNKvgza1bGSgvl8PJyRweHqr33XVzswQApKQUVHxeGTgQuHmz8cEKVdy7BzzzDNC2Leul0b9/48dx9y6bNJ48mQVjJBLg9OnqgYHKjh8HFi5k3//f/wEjRjRuDILlyxu9i8LCMsX/ytzcSA2D0h4hoJuXV1r7RkVFFX2Xhg6tfn19wQJlyOUsKDduHAveLF3Ksnqc1FCNIycHeP55YOJE9tXQ5OUBFy+y7/v1U/52775b9efYWBbEFIvVNzbSJJ0+nYiMjCJYWBihqKgcqakFyM+XNrngNNEcpYI3z2vxBXfx4sWYM2dOndv4+Pg06hhC4CY+Ph4nT56sM+sGAExMTGBiotlVU4Ro0969UbhyJRXm5hIsX95bY8fp2tUZZmYSPHlSjAcPnqBdu6ZZ8mPTpnvgeWDAAA/4+NjqejiEEKIU6nlDiHpERWXj99/vAAC++or1COzQwQHh4em4cycD48Y1cDW7koSsm9at7WBm1rQmKJuTli0t8cYbXf6rVT8UQUGaK5NWk169WiI09GGz63tz7VoqANbvpjGBMmdnc4hEHAoLy5CXJ4WNzX+f+4V9lpez8lWurlXLV2lK27asR8Z777Hsi+Bg9v3IkaoFcUpLgZkz2dfsbMDIiE3+//UXsGoV8Oab1W/z6FFFo/XZs1kWkh4RSo5ZWhpptGylJihVNu3sWdZryNOTleXShM8/B/buZQGFoCBWhm3JEmDjxsbve/Vq1qsnMdEwgzenTrHXBT8/wNdXtX08eMACP0OHsvvcyADe4//3PxZ03LatUZl1zZG1tTGMjMQYM8YX6elFcHIyh6kpBfVIBaWCN9rk6OgIR0fNlQUQAjePHj3CqVOn0KIFrWIjzUt5uVzR62bhwm5wcbHQ2LGMjcXo3bslTp5MwNmzSU0yeCOX84qSaXPnUtYNIaTpoJ43hKjH8uUXUF4ux4gRrRSZDUIPGqFskybcuZNR5VhEf61aNUhnxxb63ly6lNKkM90b6vr1NACNK5kGAEZGYjg5maO4uBz5+ZWCN4Kffwbefpv1Fhk+HND0ok6RCJg+nU18r1vHVviPHg106sSCOJMmNWyl/ooVwK1brNzWn3+y/Tv895ry1ltAbi7wwQcVgaHcXBakys4GevUC1q5VfwYSz7NsoLt32d/aQAUFTbPfDVBRNq2goAwymRxicQ19ZoSSaUOH1n7fX7gA/PIL+x+98UbDB7J9O7v/CwuBX39l+9m0CZg3j2V7NcZ1VmK0MT2N9Nrhw+zr8OGq7yMykmUo/fMPe24/nZWjSXI5e1yp83mdnAx89x17bg8fDpw/D+jDXOvWrUBBAfDii7oeSZ169HBFu3YtYGlpjDZt9OB+I3qnSXckS0hIQHh4OBISEiCTyRAeHo7w8HAUFBQotmnTpg12794NgAVuJk+ejOvXr2Pz5s2QyWR4/PgxHj9+DKm0npqjhBiIv/66hwcPsmBvb4olS7pr/Hj9+rGarmfPJmn8WJpw7lwSYmJyYWVljEmTNLTyiRBCNIB63hDSeGFhadi6NQIA8OWXIYrfCz1ohOwYTRACQ9TvhtSlSxcnGBuLkZFRjJiYXF0PR2uuXXsMAOjevXHBGwCYN68DFi7sBnf3GsqvvfAC4OLCShzVU269UaRSNpEOsF4mv/zCjrlkCWBpyQIw06Y1bJL37FlW8gxgfVJcXNiE7bffAh99xH7/4YfsGP/1WkBSEisL5eYG7NoFmJqq6y+scPcu0LEju28rzd0oq6ioHABgadn0gjcWFkaYO7c93nyzS+1ZQ8ePs691lbW7dw/YsgXYsKHhg7h/n/0PjIxY2bQePSr63bz6KnssqkomYyX5AGDwYNX3UxO5XL37UwXPVwRvnnlG9f2MH1/x3DxypNHDUlp2Nsu0at8eKC5W3363bKl4DcnIABIS1LdvVV27xoLDL73EXgv1kFzOK75X6vXs0iUgP1+DIyL6SuXgTWJiIubPnw9fX1+YmZlBLBZXu0gkmk3s+fDDDxEUFIQVK1agoKAAQUFBCAoKwnUh0g8gMjISubnsJDY5ORn79u1DUlISOnfuDFdXV8XlolCzkhADVlJSjhUr2GP9vfd6Vl9ZpgGVgzdCA7amRMi6mTYtABYWTe8DAiGk+RLKpuXklKK0tFzHoyGkaVq2jGUrz5jRFp06VfQC6NCBBVQePsxGSYlmnl9CYIgyb0hdTEwk6NKFPTYvX24epdMKCqR48OAJgMZn3gCsWkCtLC2BTz5h33/6KVstrwmrV7MSWaGhFb9zdWUTvPHxLNjSogXLjFBGbi4recbz7Dbjx1dcx3EsI+f779nP337LJu9lMiAwkE16HjzIjq8J7duzklPFxcCBAw2+eefOTvjgg96YMEEzJSs1ieM4eHnZwM7OtOYsueJioKyM/Y/qCn5MmMAysG7eBKKjGzaIbdvY1+HDAbv/et9+8QXrd/PgAcugUNWNG+yxZ2PDAnT//gtkqilDdcYMVvIvMZH9vGULC2pq06NHQFwcC3wNGNC4fQ0bxr5eucLKsGkazwNz5gC3b7MA3ubN6tv333+zr2+/zbJugoLUt29VyOVVS0IKwWo9kpycj19+CUN8fPVFF6mpBTh5MgGJiXkVv9y4kZXRHDKEvUaQZkWl4E1MTAy6dOmCP//8E5aWligtLYWnpyf8/f0hkUjA8zw6duyIkJCQ+nfWCBs2bADP89UuAyq9iPI8r+ih4+3tXeP2T9+GEEP1889hSEzMh7u7FV5/XTtvqD17usLISITk5ALExjat1YD5+VKEhkYCYCvyCCGkKbGzM4VEwk71KPuGkIY7dSoBR47EQSIR4dNP+1S5ztXVAi1amEEu53H//hO1H7u8XK7YrxAoIqQ2lUunNQdhYengecDd3UqtJaCFuYFq5s5lvWiysoCvvlLb8RSePGGBodTUmldV29uzYEtyMtCuXcXvf/iB9SqpyVtvsaBPq1Zsu5q8/XZFKbU9e4A//mC/b9mSTbxrCsdVlNTavl2lXUgkIsPsBWZmxibWU1OButoJODoCAwey7ysH/OrD8xX3+bRpFb+3swNWrmTl0xqTUSJkDQ0axAJMY8eqJ0gQFsaCThs3sgBqTAwrhdW1K8tGK9LSea6QJdO3LwvsNkbbtizIVVTEAiqaxnFVg78//FCRLdMYt2+zi7Exy+Rr06biuuho3WRMbdkCXL4MWFiw7JufftL+GOpQXi7Hnj1RyMwsVpQArez69TScPZtYUZq3qIiVzQSAq1eBzz7T4miJPlApePPxxx8jNzcXJ06cwK3/It1z587FgwcPEBcXh7Fjx6KwsBA7duxQ62AJIarLzS3FF19cAQB8/HEwTE210/LK3NxIUc6gqZVO2749EkVF5QgIsEevXhpaeUYIIRoiEnGK7BsK3hDSMDzPY+lSVmZj/vyO8PGxrXI9x3GV+t6ov3Tao0fZKC2VwcLCCK1a2ah9/8SwCOeply6l6ngk2iGUTOvWzVkt++N5Hlu3RuCbb64hO7uk+gYSSUWJox9+UH9JICGjp2PHuhu8V+63c/QosHAhm2xfs6b6JOz06YC7O/DXX4BVDeXgBPPmsb4QpaVsIllbpk5lXw8ebHZlgKKjc3DiRDyio3Nq38hZice2EABrSPDmzh0gIoI9lsaOrXrdzJmsl07nzsrv72lC8GbwYGDUKPb9pk2q70/w4Yfs67PPAh06sCDXyJEsW+z//o9ljAnlzDRp7lyWTbRsWeP3JRIBvXuz77VVCWjcOBYYtLRkpfeE/kqNsX8/+zpqVEUmF8AeC507a7efD8BKMQrH/OADFsgJDNTuGOpx+nQiMjKKYGlpjBEjWlW73t+f3Y8PH2azBQWmpiy42qkT2+Czz1gJNdJsqBS8OX78OEaOHIn+lRqZCStUXF1dse2/NMz3hMggIUTnvvnmGrKyStCmjT1mz9bum1dICCuddu5c0wrerFt3BwAwd25gs2n+SggxLM7OLHiTlkbBG0IaYs+eKFy9+hgWFkZYvrx3jdtosu+NEBBq396h9r4IhPxHyLy5dSsdhYWG38v1+nX19bsBWDA2P1+KoqIypKTU0oNl1ChWJqm0lE0IqsujR8DPP7PvV65kpbCU0a0bMGYM60/y2mtsUjuvUomd4cOBqCigT5/a9yGYMoVNtJaVqWclvjI6dWJl4kpKKiZ/lXTwYAx2736EjIymeW7z6FH2f31Vc6pewfMN6zejSuk0oWTaiBGAtXXV6ziOBRQEJTUEMutSVgYILQyGDGGPSSMjNr67dxu2r8ouX2aPEZGoovyVqyuwYwewbx/g4cFKmY0YwS5LllS9/eefsyydN99kZeEaw9ISGD0aGDq0cfsRBAezr5qciE9MrBpwdnGpyMBpTIk8wbJlLBtECLAJUlJYIGXlSnbRls2b2bF9fFh2YWUymfbGUYvk5HxcuJAMABg92gfm5tUzCFu1soFEIkJOTgl7nROJWEA+PBx47jmWzTRzZrMLfDdnKgVvMjMz0aZSKpxEIkFRpTRFExMTDB06FPsb+CZMCFHd9u0RCAxcj4CAP2u8fPPNNQDAF1+EKMroaEvlvjfK4Hkeb711EvPmHYZMppvGhJGRWbh4MQViMaf1YBchhKiLkHnzzz8RiI3N0e1gCGkiZDI53n+f9bpZtKgrnJ1rLstUkXmjpnr+ldy+zfYpBIgIqYuHhzXc3Cwhk/E1lmAxNBWZN+oJ3gBAy5bseZ6SUljzBhwHfPMNK1VVuZdCYy1dyvpdjBjRsAlhe3tg717Wr0YiYaWwunRhmSwCkwb0N+3eHZg1i/2d2sBxKJswCQCQv3ZDg24aEZGFW7fSIZXqfiJWFdbWrI9qfv5TgZqICJa5MHGickE0VUqn9e8PTJ7M/te1KSpimQuBgWzyXVlGRiyr49gxwN8fcHBQT/bN8uXs6/PPs/1WNmYMKzO3cCGb4D58uHopvn37WHnAn35i5dxS9Ki85KRJwLp1wMcfa2b/paXsGF26sKwqwVtvsef60aONzyTkOPb68XTG1uzZFRmLS5aoJwNLGS+/zB4Da9awjBWA/c9feIG9xuqoD7NUKkNYWBp27HgInufRoYMj2rRpUeO2xsZiRdb1wwdPnWOuXg14erLSgepcSED0mkozuA4ODigsLKzyc1xcXJVtJBIJcjTVzI8QUkV8fC5eeOEI7t9/gocPs2u8SKUy9O3rhvHjtd/YsU8fN3AcEBWVU/tqtkpu3EjDjz/exPr1d/H33/e1MMLqNmxgq4OeeaYVXF0bWc+WEEJ0RJj4/fvv+/Dx+QODBm3DX3/dQ1ERNbokpDYnTiTgwYMs2NqaYPHi7rVuJ/Si0WTmjRAgIqQ+QvbN5ct6NDGpAdnZJYiKygEAdO2qnrJpANCyJTvfT06uYyVzt27AyZPsq7KKi2u/7tw5YNcuNun8zTfK71PAccCiRWw/np4s+2LUKFYmqAk44doPACAPCwcKawmaPYXneRQUsKCHlZWxpoamUcK48/KeCt4cP84CJ/n5ygfRpkxh5fZclAxkDhvGAj0TJ9a93fbtbHK4oUEFCwuWdSOMXygD+PffqmU9nDnD7hcjo+qZHQJLS5ZBcvMmCxY8Xabr1VdZ9k27dsDjx+w+a0iGk2D1atZ3pLHZO5W1a8dKsflpaI7mrbeAa9dYwMLNreL3Pj7AL7+w0mmenqrvv75+NkuWAIsXs+/nzWOPu3ffVe3+V5bQU2vYsIrf8TzLyDl1ir2G60BeXin27o1CdnYJrKxqLpdWmb+/Heyyk9FpUjCwdm1F0MnWlgXCRo5kwX/SLKgUvGndujWiK6Vl9ujRA0eOHEFMTAwAICMjAzt27ICvr696RkkIqRXP83jxxaMoKChDcHBLnD37bI2Xc+eexaFDk3RS/svGxgSdOzsBUK502vr1FWnVH354AaWl5RobW03Ky+XYuPEeAGDevPZaPTYhhKjTF1+EYMuWURg61AscB5w6lYjZsw/BxWUNXnrpCC5eTK65OTMhzZhwHvLcc21hY1P7yvXAwBbgOFaWUN3le4RsHsq8IcpqLn1vbtxgmUU+PjZo0cJMbft1c2PBm9TUQsjlSr4vVp6MfvgQeOcdlgEgyM1lk7ILFwJPnlS//YkT7OuLLzauJ0OvXqyh+7hxLBCkZCBE125LW2DTrO/x45vb2KS/EoqKyiCX8+A4DhYW1csNNQVC5k214I3Qf2TIEOV39uKLwK1bwJw56hkcAJibs0AFwHo8PX6s+r5GjgRatGAZOUI/nIYQym29+CLg7V33tp06sWDBa69V/f2cOSzosmcP6+t08WJFQKEhfvsN+PJLdn83BRs3skl/jmOBi6fvv1deAdq2VX3/RUWAlxf739SVofV//8cyvWQyYPdulhFjVOm5O3MmEBQErFql+lgAFlSrLYHAzY1l5ADAihUaz77JzS3F2bOJOHIkVvE7BwdzdOrkhMGDvfDKK51qLJdWWevWdhh08ndYPUmBbHto1YBu//7AgQOsfCBpFpQO3pSWliq+HzFiBE6ePKnIrHn77beRn5+Pjh07onv37vD398fjx4/xxhtvqH3AhJCq/vjjDo4fj4epqQTr1z+DkBD3Gi99+7rD0lJ3q5OULZ1WUlKOLVvYahZTUwkSEvLx66/aPUE6ejQOqamFcHAww+jRFIQmhDRdEokI06e3xdGjUxAX9zI++aQPfHxskJ8vxR9/3EGfPv9gwYITuh4mIXojO7sEu3c/AgDMnVv3Ag5LS2P4+NgCUG/ptPx8KWJjcwFQ5g1RnpB5c+lSikEH5YV+N+osmQawiTUjIzGkUhmePKkjWwZgQZnFi1nQ5J9/WCmmgACWPbNmDZCVxbbbsYOV6/nhB8DXF/j666qZOB99xCaSP/mk8X+AvT2bnM7NBV56qfH707DycjmKisoQ49MdMrERysuVK5Wdn88yh83NJRCLtVsKXF2srdmigPx8acVztawMOH2afd+Q8nmip+6Dsloyq3meldiLiFBuv6NGAb17s5J+GzbUv/2TJ0DXriyAWTkbw9iY9eoAWNZDQ/31F8u4ef/9ht/2aa1bswwggAWn/voLACCX81i37g7++ON27SXbU1KAO3fYBLq6+t0IYmOBH39UjEcpP/4ItGnDysa9/35FryFBeDgLzgAsWPHMM3Xvr6H9jQBWtjEpiWWy1BV8FYnYY+jECRagee+9qoGImzfZeN9+m2UiqqK8HJg6lf2PK5eHq2zpUlZG7cIF1QKJSrp7NwOrVt3AyZMJuHr1cZVqBxMmtEZIiDssLOqfl7ONvocOd9k4M/63ou6Nz57VTTm4phLINABKv9u5urpiwYIFuHnzJl577TWcOXMG4v+a6Q0YMABbt26Fl5cX7t69C2dnZ/z44494qQmcNBDSlCUk5GHx4tMAgM8/7wt/f3udjqcuygZv9u6NQk5OKTw8rPDDD6yG72efXa5eE1iDKq+4NTZWsmkoIYToOU9Payxf3huPHr2I06enYfbsdgCAtWtvITW1ATXNCTFgW7dGoLRUhg4dHNClS/0lmYTMGHWWTrt7lwWCWra0hL29+jILiGHr0sUZRkYipKcXKYJ/hkgI3nTvrt7gjUjEwdVV6HtTz3uiTMb6VFy/DsyYwSalRSI24b19e0Uj+BdeYD0lOnViQZWlS1mQZ9Omiqyd3r0BZ/WVf4Nl0yj3nJiYp/h+1qxAcHIZK9NVD+EzYVMtmQZUjL2sTIaSkv8qTFy9ysqltWhRvXeIMnie9XRp377m7IOrV4H//Y+V/FN2ol7IVPj99/rLY506xSbhDx2qHlBatIhN8n71lXLHrczWlpVuq1zyqzFGj2bBIF9fxf2cnV2ChIQ8JCXl49Gj7Jpvd+QI+9q9O/sfqdPFi6y82c8/K7d9WRm7TyIjgf37gS++YP9fwe3bLJOlpIT10hJ6BtUkM5O9hvn7s/44DSEEm2bOrL/Mn0jEgtxvvlm91NeePRXZUi+/zLK0GmrtWuDuXfY8qC2bqGVLYP589n192TdPP95v3gTi4+sNkOTllWL//hjI5Tw8Pa0xdqwvjIxqmHZPSKi7jCDPK8r/8TOeg8uIkNq3fe01lomzZk2dY1O7gwfZc+jll+t/fSCNpnTwpqSkBL/88gu6d++O/v374/r165BVerBNmTIF9+7dQ3FxMSIiIvD6669rZMCEEIbnebz00lHk50vRu3dLvPVWF10PqU4hISx4c/duZp2r2datY4GT558PxAsvdIC/vx0yM4vx3XfXa72NOmVmFmHv3igA9a+4JYSQpkgk4tC/vwc2bhyJ3r1bQibj8ddfuukv1tzdvp1B/Yca6cGDJ/Wvkm8AYQHHvHkdlCo1K2TGCD1q1EEIBHXsSFk3RHmmphJFwPHyZcMtnXbtmpB5o8aAx39atbJBq1Y2MDGpZ/GWvT3w2Wfse3d3NhEYF8cmUseOBSSSim2HDmUTf5s2AR4eQGIi6wOirebdesrc3Ajdurmgb193+BYmQBzgz+6revqiCP1udFlRorEkEpGiZJKidJpQMm3w4OrBD2UUFbGshocPWY+XpyeZt29nX8eOrWjiXp+pU1mZsZiY+vuECJkMgwdXv65VK9aXpyEyMjSXSbBiBXtOdugAAGjRwgw9e7LyU2Fh6TXfRgjeDB+u/vEEB7OvN2/W3SNLcPYsy+5zcGABn/nzK/YBADdusK/e3izTqK7Hk7U16yuUmAhs26b8mNPSWGAaYCXRGsPfH/j+exYIePKEBb0b8r9/8qQiQPXpp+z1uTbvvsse/5cuVYy/srIyFgwLCUF6Si6Ki/87R589m92fdnZAv37AggWsFF2lQCjP89i/PwYlJeVwc7PCnDnt0amTE4yMnno/KS5mr3XBwcD9Wj5/HT3KMpWMjcF9/lndf39AAPv6v/+xgJ42JCay+wRgJfBUec0iDaL0PZyWloY1a9agW7duCA8Px5tvvomWLVtixowZOHGCym0Qom3r1t3F0aNxMDERY/36Z/Q+bdzR0Rxt27I30vPnk2vcJjExD8eOxQEA5sxpD4lEhM8/7wsAWLnymtrryddky5YIlJXJ0aWLMzp1ctL48QghRJeEvl7r19816DI7+mjfvih06rQRs2cf1PVQmqzLl1PQocMGdOq0scoqblXdvZuBa9ceQyIR4bnnlKsDr4nMGyEQ1KED9bshDVO5dJohSk8vREJCPjgOSmXGNdTAgZ54/vn2aNNGiZX1r7/OVmLHxrLyZx4etW8rErEJzshIVjrNxoatlr57t/bbGDhnZwuMHu2LIUO8WF+g3FwWJNi/v87bFRezTJUmm3kjlQKxsZjnn423JznC0dGc/V6YdFW1JJeFBZtMFouBrVvZ9wK5vCJ4M3Wq8vs0N2dZFQDr91IXYU6wvn49ygQn5HK2n+BgzUxGi0QV2XEAcPs2ugWx99tHj7IVAUIFmawiuFZf+TFVeHsDLi4scCAEXuqyezf7Om4cex359deq2Vpdu7I+M8eP1x3IAFhZuwUL2Pfff6980GTrVna/9OzJSpU1lrExCzSZmLDsrV9/Vf62K1YA2dksGFdf9SdX14pyct9+W/W68HCgRw9Whu7iRZx9axXWrr2N/NwSNi4jI/Y6de4cC5rNnMn+d998AwC4dSsDDx9mQSwWYfx4P4hE/y0Aiour2hfozh0W/Lp6lWVIffFF1XKHcrki6wYLFgDe3uB5vvbSkm+8AWn/Qey5NWOG5nuelZUBzz7LgmZdugDffafZ4xEADQjeWFlZYf78+bhy5Qru3r2LhQsXwsbGBlu3bsWwYcPQqlUrfPrpp0hMTNTkeAkhYEGORYtYzdjPPuuLgAD9LZdWWb9+7EPN2bM1v05s2nQfPM9KrPn62gIAJk3yR9euzigoKMPnn1/W+BjXrbsDoGJCkxBCDNnUqQEwM5MgIiILV64Y7kptfbR6dRgAYOfOR4iIqKGRNakTz/N4992zkMl4JCcXYMSIncjJUaFmeyVC1s2YMb4VE2r1EDJv7t17Unut/Aa6fZuVTRMCQ4Qoq1cvtnrcUIM316+nAQACAuwVfUN0ytOzapZNfczMWE+Q2FjgyhVW4qqZy8wsQlhkPnKmPc9+8cMPdW4fHOyG5ct745lnvDU+tgbJzGT9Oir3Hrlzh2WidOvGJrgdHdkksI8PHCY8A9tj+ysmeBcvZo+lxmR29OzJJrIBNqkf+1+z9EuXWG8Sa+uGBx9efZXtc+XK2reJiwOioljgqH//mreRy1nGmaNjxbhqs2MHK/11/z7bXpN++w3o2hWOP/8f3N2tIJfz1RdjXL/OMl1sbNjkvrpxXEXmzMWLdW8rl7MyYwAwYULN23TsCCxZwkrDKWP+fPbaFB7OsnCUUblkmroEBlaU1vvgg4pgR12OHq0oF7ZqlXKvx+++y0rnCZlGpaXseN27A+Hh4O3tcfqFz3G33SDk5JRgy9ZIlF68wsZz6xb72xcvZgH7tDQgIgJSqQxHj8YBAAYO9GDnkFIp+3vatQP+/LOit1mPHsC9e6zMplTKgkW9erHHPACcP8+OY2MDvPcewsPT8f33N3DqVEKNf05ufhk29F+MYnMblr01cqRmAzj/Bbdgbc2CwiZ68F7cDKi0VL9du3ZYuXIlkpKSsGvXLowaNQrJyclYsWIFWrVqhREjRmDHjh0oq61ZGiFEZTzP4+WXjyIvT4pevVyxcGFXXQ9JaXX1veF5Hhs2CKVKKj7IcByHr77qBwBYs+YW4uLqruFdWlqO3367hfDwWlKe6xAWloZbtzJgbCzG9OltGnx7QghpaqytTTB5sj+AirKVysjLK8Xq1TcRH2+4fRU0KSEhD8ePxyt+XrXqpg5H0zQdORKHs2eTYGIihouLBe7de4Lx4/egtLRcpf2Vlcnw998PADSsbKqvry3MzCQoLi5HdHSOSseujOf5Spk3VDaNNIyQeXPrlmGWZBT63XTrpt5+N08rLi5T+bVEKXZ2DS8jZUAyMoqQmJgHuZxHREQW9u6NwqUuE9nk/+nTbBK5DmKxCCYmDQiaaUJ6OhAaylbGt2/PggyTJlUtL1Zayn6+cYMFNzJZYB4mJmxi3bhS9lCbNiygV1cGlzKWLQP69GH9c2bNYo3chUnqceOUL5kmCAxkmWWenrVvI2Td9OoFWFnVvI1IBCQns0llYeK/JuXlbGIdYBPk9WWONFKeTMKO+dlnGBa5Dx3uHEX59z+C//BDIIwtskFyMitRNnRow4K1DdGQ4M0337AMi5pK1KnC3p4F1gCWfVOfBw/YY1oiAaZNU88YBG++yS7nztXfv+vmTRaMlMtZRtnAgcodw8WF9Qyys2PPuS5dgM8/Z4+DyZORcOgSTrv3h5GxBBYWRkhNLcD27ZGQiSXsdXvmTBbMjI5mGW7vvANjYzFmzGiLvlZP0OeHhSyLKCiIPR+Li4EBA4C5cyvG4OYG/Psvey7Y2bG/pWtX9lzr04dl5fz2G9CiBcRiDnl5pTX2YyopKcfmzfeRwtngwGs/gre2Bs6eBT9CQwGc/fsVmUZYt075ACFptEbVWRKLxRg/fjz27duHxMREfP311/D398eRI0cwbdo0uKmrqRghRGHDhrs4fJiVS1u3Tv/LpVUWEsJeE27eTFc0mxScP5+MqKgcWFoaKSYSBUOGeGHwYE9IpTJ89FHtJzTR0TkIDv4H8+cfw8CB2xrUgJvneSxffgEAMH68HzUIJoQ0G0LAfOvWCKUn++bPP4Y33jiJzp03Yc+eR5ocnkHatOkeeJ41pAeAjRvvITNT86VBDYVczmPZsnMAgAULgnD48CRYWRnjzJkkzJ59CHJ5w0sAHjwYi/T0Ijg7m2PEiFZK304sFiEwkJVYunMns8HHfVpycgFyckohkYjQpk3TyKwm+sPDwwotW1qivFyuCHQYEiHzpnt3zQVvdu9+hK+/vop79ygjUlOuXEnFn3/ewbFjcbCxYau2H0tsgSlT2AarVml2AB9+yAINeSqU24yOZivpnZ3ZhPHPP7NV9AAL4lSezPTzA7ZsYROe586xlfXp6UBxMZLPhOFE2zEIC2OPaVhasknkxpJI2MSxtTVw4QKblN6xg12n7ol2QV39bioTAgSbNtVcnissrKK8oL098Pbbah1mTR52H4nLPSYDADxXLsekXZ+g347/A/fpp2wCHQAmTmQZFvWVjmuMysGbukqXSSTA9OksaNDQQFxdhPv633+BR/Wc19vasufQyy+rPzNKJGLP/3bt6t82KIgFUl58Edi4seHH4nkWILx/H3ByYs+T0FB4dm+N6dPbYvhwb8yY0RZGRmJER+fg1KmnqscYGbEg2n89Z9zdrTDk1g5wO3ewx7GQObZpEwvitn2qHC/HsfHfvw+MH8+CR5cvs/uge3dFiUM/P1uIRBzS04uqZJiXl8uxdWsE0tOLYGVljKEfTMPDn7ai1NQCuHiBZdypU14eMGcO+/7NN1mwmmiN2mZ9nZ2dsWTJEmzbtg19+vQBz/N48oROeAhRp+TkfCxceBoA8PHHwWjbVol6zHrEw8MarVrZQC7ncfFi1b43QrmyqVMDYGFRvYbxl1+GAGATXnfvVq8rv3PnQ3Tpsgk3b7IT4JycUsyff0zpHg5//XUfBw7EwNhYjBUrejfo7yKEkKasXz8PtGplg/x8KXbufFjv9mFhadi6NQIAe62dMGEvFi06Bam07ibDhJHLeUV5ri+/DEFQkBOKi8uxdu1tHY+s6di2LQLh4emwtjbGsmU90amTE3btGgeJRITt2yOxZMnpBu9TOA+ZPTsQEknDPiIJvWnU0fdG2EdAgJ3uV5aTJofjOPTuzUqnXb5sWKUweZ7HtWtC5o36+90IhF4qKSnKLwIjDRMTw7J2vb1tYGvLgje5udKKCeQtW9hkeQ127nyI3bsfITe3VLWDR0WxXheBgaqV+3FzY715ALYK/403gJ07gYwMViat8oSmrS2baB81Cujbl/XkcHQEOA5paUU4dy4J9+9rYM7M25sFlcRi1pepsJCNRdV+OgDrQzJyZNXMIoGTEwtm1dfvZuJE1psnOrp6hsmYMSx4tXUr+/nTT6v2pdGQ+Pg8HB22AI+HTgA6dkRhzxBIx09kfVGERvAAm1C3s9PcQLp0YZlY2dmsxJ22BQSw/y/PA6tX172tqyvLXPn5Z82P68qVqqUIb91i9xHAgh/r1gG//65aIIvj2G3nzGEBlP+euxzHISDAHt26ucDNzQpTpwbA3d1KUZa0svx8adXFV++8wzJsbG3ZYygykgVyOK72cbi4sJKLW7ey8Ty1rZmZETw8WEbbw4fsb+d5Hnv2PEJcXC5MTCR47rl2sLExQW6bztj03Hc4NPsLyAepKTNLYG3NgmQjRlRk3xCtUUvwJj8/H2vXrkWPHj3QuXNnXLhwARYWFpgjROUIIWrxyivHkJtbiu7dXbB4cXddD0clQvbNuXMVwZuCAilCQ9mEYW2lSrp3d8Xkyf7geeCDDy4ofl9aWo433zyByZP3IS9PiuDgljh0aBKMjET4999obNnyoN4xpaQU4K232Inoxx8Ho107KlNCCGk+RCJO8dorBBXq8t57LONh6tQALF7cDQDw/fc30K/fViqjpoRz55IQE5MLKytjTJ7sj0WL2H24enWYZsv0GAipVIYPPjgPAFiypDtatGCZskOGeGH9elbL/7vvbuCHH5Ro+vuftLRCHDjAJuMaUjJNIPSmUSbzZu3aW1i8+BSysmpu2iyUTKN+N0RVvXqx0mmG1vcmJaUAjx8XQizm0Lmzk8aO07KlBQCWBUfULyenBFlZxRCJOHh5WSsyb/LySiHv3oNlxEilFU3ZK+F5HvfvP8GtW+lKL9Cr5ptvgKIiFhxSJXhjasr6bGRmsonkH39kQQmHhn1+FIKEeXnSerZU0XPPARERbHI7LY0FXYyrL5BU2v79LICzdm3161atAlJTWbmnulhYAJNZlgu++qpqhklAAMsqefZZ1vPjtddUH6uSeJ5HfHwe5GIJiteuA27dgsXlszDevZP1URkwQONjUDAxYZkSubm1l857+JA1t4+I0MwYli0D/u//WGBGH+zaxR5T06ezAOT69ez1YfZsVioNaHwZu7Zt2X5btEB5uRwlJdXPw1u3tsMLL3SApWXV5w/P8/j332j8+ustxbkb2rdnz7nsbPYYUjbgx3EsM66W/72/P8vEFoI3x47F4+7dTIhEHKZNC4CLC3vf6tzZCVmtO+GqZx88fJjFbpySUmcJtbIyGQ4ejKn4G+oyahRw8GDjXkuIShoVvDl16hRmzZoFV1dXvPbaa7h+/Tp69uyJ33//Hampqfjzzz/VNU5Cmr3Ll1Owf38MjIxEWL/+mQavCtUX/fqxN6TKfW9CQyNRWFiG1q3t0KdP7eUWP/usL8RijtVFvpSC2Ngc9O37D376idWjfeed7jh9ehqeeaYVVqxgqcdvvHESjx/X/mbF8zzmzz+KnJxSdOvmjP/9r2kGxQghpDGefz4QHAecOpWI2NicWrc7fToBhw/HQSIR4csvQ7By5QDs2TMetrYmuHIlFUFBf+Hff6O1N/AmSMjwePbZNjA3N8LUqQFwdbXA48eF2LYtUsej039//nkHMTG5cHIyx9tvV+37N3NmO0Wm7qJFpxAaqtz9+fff9yGT8ejZ01WlrGahN019H3wfPcrGq68ew3ff3UBQ0CZcvlx9cv327cz/9knBG6Iaoe/NpUspqk9w6yEh6yYw0AHm5kYaO45QzjI9vQjl5XKNHae5ErJu3NysYGoqgZWVMcRiEeRynpXVXrmSTWK/8kq125aUlEMmY/+TpydSlZKSAmzYwL5fulTVPwHo1w9o0bgKGNbWbPxPlxJXG45jZdsAFnAKCmrc/l5+mX3dvZuVfqvpeCIl5ieE0mn79wPHjlX8fskSICEB+Oef+oNAapKTU4q8vFKIRBzc3av36lGlBGujdOkCmJvXfv22baxZ/P/+p5nj9+3L/g+2tuznRYtYVsr69SzbjOeBX39lj4FSFTPfGmLgQJblExUFdO4MzJsHlJSwcRTXvACmMa5de4xVq24oKrlUxlXKhgkPT0dkZBZu387Aw4dZ4Hkogiea4u/PgkBxcbnIz5ciIoIFZsaPbw0fH1vFdsbGYnTtysqKXrqUAiQmsterUaNqDeAcPBiLq1dTsXPnw5of86dOAXFxav17SMM1ePY3KSkJn376KXx9fTFkyBBs3rwZFhYWWLhwIe7du4eLFy/ihRdegGV9zaUIIQ3y/fdsBemMGW0RGNh0M0P69XMHwGodCysb1q9ndYLnzm1f5Y3xaQEB9ooVsS+8cBhBQX/h+vU02Nub4t9/J+Drr/vDyEgMgAVyunRxRnZ2CV55pfbyaZs3P8D+/axcWlMOihFCSGN4elpj8GAvAMCGDfdq3IbneSxdyrJu5s/vqPiwMG6cH8LCZqNHDxdkZ5dg7NjdWLLkNMrKqIza0/LySrFjR9VMU2NjMd54g9W5//77GwY12apuhYVSfPIJq+G9fHmvGifv3n23B157rTN4Hpg58yDOnk2stk1lPM9j3TqWcaZK1g1QkSUTHZ2DwsLaJ+JWrbqhWGickJCPkJCt+O6761X+50IASAgIEdJQXbs6w8hIhLS0IsTFGU42pDb63QCAjY0JzM2NIJPJkZamgYbPzVxMTA4AwMfHBgCbFBUCGTk5JWzivlevGm8rBDrMzCSqfWb7/nuW1dO3L+vfMHo0WyWvjMhINnl89GjDj1sD4W8uKiprGudLnToBPXoAZWUVATCAlWVryHlL//4sOwFgfYAEzs5sol6L4uNZzyM3NyvFHAIAZGQUYcuWB0pV8NAqIRttwgTNH4vnWSBt40b2uPf1BTw9WUBn4kT191OpiZ1dRS+bqCgWIPz0U2DfPpbFVY/w8HTcuZOBsjIZzp9PwpkztZ8PlpaW49y5JBQX150B//BhFvbseYQdOx7i0KFYAMDAgR5wdKwj6KYGDg5msLMzRXm5HCkpBXjhhfaYMKF1jVnaPXq4QCTiEB+fh4w7Mayk45kzNQZw4uNzFX23hg3zrl7dLS2N9SILCmI9u4jOKP2Ot23bNgwfPhytWrXCihUrEB8fj+HDhyM0NBTJyclYuXIl2j7dgIkQohbx8bmKPgQLF3atZ2v95udnCxcXC0ilMly9mopHj7Jx7lwSRCIOs2fX35huxYpgmJiI8eBBFnJzS9G7d0uEhc3G6NG+VbYzMmLBGCMjEfbujVL0Z6gsNbUAb7558r/99kb79rTKlRDSfM2bxz5Mb9x4r8aVV3v3RuHKlVSYm0vwwQdVe4N5e9vg3LnpeOstFoRYufI6hg/fgeLiMs0PvAnZvj0SRUXlCAiwr1I7e/78jjA3lyA8PB2nT9cdbNCVtLRC9Oq1GQMHblNMvqkDz/OYPn0/evXaXONqx8p+/DEMjx8XolUrG7z8cqcat+E4Dj/+OAjjx/tBKpVh7Ng9OHo0rtZ9Xrv2GPfvP4GpqQTPPttGpb/B0dEczs7m4HnU2uQ8O7tEUZZw165xmDLFH+XlcixefBrjxu1BVlYxpFIZHjxgqympbBpRlampBEFBrKzYpUuG0/dGG/1uAPYaImTfUN8b9eJ5HrGxLKAoBG8AVO17U1lOTpXAQH4+O6cQSo41SHY2yxoAWNbN3bvAgQNsgloZoaEsA2HVqoYfuwamphUBKI1l36ibkH3z+++sbJVUyhrLu7iwFf7KEIlY0CY+nk3E65AQvPHyqtpbx8hIhEePshEVlV2lQbzGyWTAW2+xIFnuU4H32FggLIzdf2PHan4sPM+CdMuWAcHBgJER68VTXMyCOP36aX4MADBoEMvG69wZOHwY+OADpTK85HIeJ07EY+fOhzhxIgHHj8fj1KkERaDiaRcvpqCoqAwODmZ1luX087ND69Z2KCuToaSkHG5uVggOrr1yjLpwHIcuXZzRq1dL2NmZwMLCGJ061TxOa2sTxWLvcyWuwJEjrF/NmTNVMhrLymTYu5dVS+jSxRnBwW7VF1IvWAA8eQJ4eQFtVDtHJuqhdPBm+vTpOHbsGDw9PfHJJ58gLi4OBw8exKRJkyBpbJ1BQkidfvopDDIZj8GDPWt9kW4qOI5TZN+cPZuEDRvYRMawYV5wc6uervw0d3crfPRRMCQSERYv7oYzZ6bB07PmZoYdOzpi+XI2wbhgwYkqq+d4nscrrxxDdnYJunZ1xjvv9Gjsn0YIIU3a+PF+sLExQXx8Hk6dSqhynUwmV/S6WbiwW43lAYyNxfjhh0HYuXMsrKyMcepUImbNOqgocUIqegrNm1c109Te3gzPPx8IoCLTVp8UFEgxevQuXLmSitOnE9Gly1/YvfuRWvZ98mQCtm6NwJUrqejdewt++SWsxuyjrKxifP31VQDAp5/2gbGxuNo2ArFYhC1bRqFvXzfk5pbimWd2YPny8zU+FoX/ycSJrRW9F1QhlDm7fbvm0mm//XYLRUXl6NjREePH+2HbtjH45ZchMDER499/oxEUtAkbN95DebkcNjYmiua0hKhCKJ1WU2m+pojneVy/LgRvNJt5AwBubix4Q31v1CstrQiFhWUwNhZXKVM1YIAHZs0KhJ+fbcXGS5YAbm7A2bNsIvnyZViveBcDTv9ZkXV55QowdGj1ie6a/PwzUFAAdOjAGrP/15wcp06xycn67NjBvgo9WxqJZRyx95wmE7yZNg2wsmJZEKdPA5cvs/5BAPtfKcvWlgUAdMzS0gi2tqbVgje2tqZo1YoFF8PDaygRpyliMQsoXrvGHtuV7dnDvoaEAI5aWNwhEgHDh7MeOxcusEDq8ePAl1+yDCBlSuSpy+LFLHA1bJjSN4mOzkF+vhTm5kYYOtQLISFs/unff6Px6FF2lW0LC6WKHnGDBnlCJKq9EoxIxGHKlAB4e9vA0tIY48b51rm9OoWEuOOZZ1rByan+rCPhHODu3UwUdugC/Psve3z9/TewaRMA4MSJBGRlFcPa2gTDhnlX38mOHewikbDANfW50akGBW+OHz+O6OhofPDBB3B3d9fkuAgh/8nPl+L331mKYlPPuhEIwZtTpxKxcWNFyTRlLV3aE4WFb2HlygFVUpxr3rYHa9yWVYLXXjuumBD6558I7NsX3eR7CBFCiLqYmRlhxgy2qkooIyX466/7ePAgC/b2pliypO7eYBMn+mPfvvEwNhZj585HWLToNJUCAxAZmYWLF1MgFnOYNat6pqnQv+Xff6MrmozqgbIyGaZO/RfXr6fBwcEMPXu6Ije3FBMn7sXChacglTau3IsQrHJ0NINUKsPrr5/A9On7kZdXtZ76119fRW5uKTp2dMT06fVn+5uZGeHYsSmYP78TeB747LPLGDIkFKmpFZOxxcVl+OcflpkrZJ6pqmNHoe9NZrXryspkiv58ixZ1Bcdx4DgOr77aGZcuzYCfny0SEvLx8susHE+HDg51lpElpD69elX0vTEEcXG5yMoqgbGxWCslBX18bNC1q4uizwBRDycnc7zwQgeMHu0Lsbjis5eXlw18fW2r9jIqLGSBgVdeAVq1Anr3huPm39D92m5Ym4tYlsLs2WxC+c036z/4jf8WRixdysov+fqyUmAyGSvDVJdHj4Bbt9gk5rhxKvzlNRNKp+XlNZHgjaUlMHMm+37tWnbfAyw7QpuT+WoyeLAX3n67a9Wg4X+E7MXw8AztnsMGs769uHix6u+1WTKtJubmwODB7PnTpYtuxtAAQoZNx46OEItFGDSILYKWy3mEhkZWyao8ezYJUqkMLVtaKtX30NhYjOefD8TChV2VCqToQsuWlhg0yBMvvdQRFhbGLFPqo4/Yla+9huRTN3DlCsvMHTvWF8bGYoSHp2PXrofsvD4zE3jtNbb90qWN75lFGk3pV9jNmzdj0KBBmhwLIaQG69bdQV6eFAEB9hgxwkfXw1ELIXhz8mQCkpMLYG9vinHj/Bq0j7pW3FZmZCTGhg0sOLNr1yOEhkYiLa0Qb7xxAgDw4Ye9qSkwIYT8Rwik79r1SFEqoqSkHCtWXAAALFvWU6nshAEDPLFx4wgAwI8/3sS3317X0IibDiHD45lnWsHVtXpvSH9/e4wezd7nf/hBP7JvhCzVQ4diYWYmwf79E3Hu3LNYvLgbADbOkJB/VO6rERHxBAcOxIDjgPPnp+PbbwdAIhFh27ZIdOv2t2LFa3JyPn78kQU/vviir9KrHE1NJfj116HYsmUULC2NcPp0Ijp33oQTJ+IBAHv2RCE3txReXtYYOLBxq4DryrwJDX2I5OQCODubVyvNFhTkjBs3ZmHatIBK+6J+N6RxevdmZRnDwzMUPSabsosXWRCqY0cHmJhovuqHl5cNxozxRbt29FxUJ5GIg4eHtXJlIYWATEQEK7FlYYHHA8di35h3Wdk0sZitBheJ2EpyITOmNrt3swyCqVMrfjdxIvu6c2fdtxWuHzQIsLevf+xKGjPGF2+/3RXt2tU/Yaw3Xn4Z6NYNGDECOME+T2PIEN2OqZFqWizRpo09TE0lyMkp0W7vsJqCN2lpwPnz7HtdBW+akKKiMkRGsuwaoQQax3EYO9YXvr62kEpl2Lz5PrKzS5CTU6LopzZkiJfSC2c4jqsSgNZH/fp5VP28sWwZMGAAUFgIyxXLIBKxUmx+fnbgOODUqQTcvp2BhIQ89vqbkQEEBrJSdUTn9PvRRkgzJ5PJsWrVTQDA22930VpKpqYFBjrAzs5U8fOMGW01+kGsUycnfPABa3z5+usn8Pzzh5CVVYKgICe8+y6VSyOEEEG3bi4IDGyBkpJybNsWCQD49ddbSEjIh5ubJV5/vbPS+3r22TZYubI/AGDJkjP45x89a/yqReXlcmzaxDJN68rwWLSIBUU2bLiHrKxirYytLh9/fBHr1t2FSMRh27Yx6NnTFUZGYqxcOQB7946Hra0Jrl59jKCgTdi3L6rB+//hB3aOM2aML/z97bFoUTecPfssPDys8OhRNnr12oy1a2/h448voaSkHH37umHkyIYvZJk+vS2uX5+FDh0ckJ5ehKFDQ/Hxxxfx5593AADPPx/Y6HMsYTLyzp3MKqt0eZ7H99+z4OWCBUE1nu9YW5vgn39GY+3aoejZ07VB2ciE1MTT0xo2NiYoL5ertUeVrmzezN4/aiztQpq84uIyhIWlKVaCA2D9Fb77jmV6hIYC6elwObkXUze/g5CB3myb4GA2IQkA8+cDKfVkmgUHs+wZgVA67dgxIC+v9tsJgSFhezVp0cIMtramej8JXEXnzqys18SJFaW9mmDwJj9fWmdGjZGRGO3bs+BtWJgWS6cJwZvLl1lWGADcucMyX7p21Ytyc/ruzp1MyGRyuLpaVinzLBaLMHVqAFxcLFBYWIa//76Phw+zIZfz8PGxhY+Pre4GrWFyOV9RNm3WLNjs2oL58zsq3lM5jlP8/Xn/7Ga9wEQiFiA3Ub2kMFGfJvQuQUjzs3dvFGJjc2Fvb4rZswN1PRy1EYk4hIRU1MXVxiTFsmU90amTIzIzi3HkSBwkEhE2bBhRb9k1QghpTjiOw7x5HQAImZ+l+PzzywCAjz4KhpmZUV03r2bRom546y1WXuH55w9V66XTXBw5EovU1EI4OJhh9GjfWrcbMMADnTo5ori4HGvX3tbiCKv744/b+PjjSwCANWuGYMyYquMeO9YPYWGz0aOHC3JySjFu3B4sWXJa6R5HmZlFioCWELQCWJ3usLDZGDXKB6WlMrzyyjFF+divvuqncjmxgAB7XLnyHF58sQN4Hvjoo4s4cYI9HufMafw5Vtu29hCJODx5UozU1Ioee+fPJ+P69TSYmkrwyiudar09x3F4+eVOuHz5OXTv7tro8ZDmjeM4RSmgqKgcnY6lsZKT83HkSBwAYM4c7QU2ZTI5UlIKqvTMJKpLTs7H/v3V+00AQHFxOfbujcLx4/FVJ9QXLgT++ov1mTE3B8AmYKtUYPjwQ1bGKSsLmDuX9cep7NYtdl1N2rUDAgIAqRTYv7/mbWJjWck1kQgYP74Bf7GBO3OGBRf8/Fgz8ybmr7/u4euvryIxsfagnZC1cf/+E+1lMAYGsr5C+fnAPXaOhCFDWBbE1q3aGUMTJ5RME0rfVWZiIsFzz7WDnZ0pevduiR49XPHaa50xYkQrbQ9TKwoLpdi3Lwpr195ir61ubixT0cEBTk4WMDWtCGb7+LA+Tzdt2rLX3qVLge51l8om2kPBG0L02HffsbIpr77auWoNYAPQv78HALZStaY3VnUzNhZjw4YRit42y5f3Ui5lnxBCmpmZM9tCIhHh6tXHeOmlo8jMLEZAgL1Kk2Ycx+G77wZi8mR/lJXJMX78Hty5U3NDd0MmlEybObNdnWU/OY5TBDJWrw5rdD8ZVR08GINXXjkGAPjgg154+eWagw7e3jY4d266ol/PypXX8cUXV2rc9mlr195GcXE5goKcFOVUBS1amGHfvgn4+ut+EItZsGbMGF/06dOAhsg1MDMzwu+/D8emTSNgbs4+sA4Y4IFWrWwbtV9h30J/jMqPcaGnz+zZ7eDgYN7o4xCiLEMJ3vz1133I5Tz69nVD69ba60Fz4UIyfvvtFs6fT9baMQ1ZZGQ2rl9/XGNpSWtrtrK7rEyGoqKyhu3Y2JitJjc1BY4eBX7+ueI6uRyYMYNlKwglvirjOFZGLSQEsLGpef/JySzA078/4KTez6zZ2SU4cSIeZ84kqnW/WnHrFvsa2PQWmBYVlSE9vQglJeWwtzetdTs3N0t06OCI4cO9tVcBRSwGerGKIVVKp5mZsUAZqVNpaTlMTMSQSES1lqC1sjLG668HoVs3FwCAo6M5HB0N8/zMyEiM+/efIC2tEPfuZeKffx5U9PvhefbamcoyHlu1Yq+BSVlyFH76FfDZZ7oaNqkBBW8I0VNXr6biwoVkGBmJGlSmpqmYP78jFi/uhg0bntFaU97OnZ2wefNIvP9+Lyxb1lMrxySEkKbGyclC0Xtl+3ZWOu3zz/sqgt8NJRJx+OuvkQgJcUdenhQjRuysc6WjocnMLMK+fdEAlMs0ffbZNnB1tUBKSoHi/tema9dSMWXKPshkPObMCcQnn/Spc3tjYzG+/34gfv99GADg008v1Tg5V1lpaTlWr2Y9bBYt6lbjeYBIxOGdd3rg7NlnsWhRV6xdO1TFv6i6WbMCcf36LCxa1FUxbnUQJgru3MkEAERH52DPnkcAoAhwEaItvr62AICoqOqZDk0Fz/OK4Le2ywm2bMl6BVRubE1UJ5TvEx6XlUkkItbHBkBOTmmNt+d5Hn//fR+7dj1EcfFTAZ62bYFvvmHfnzxZkX3z77/A/ftsQrxbN9To44+Bs2eBUaNqvr5vX+DBA2DPnjr+OtUUFpbh3Lkk3LyZpvZ9a5xczu7XJUt0PZIGS0hg56COjuasmXstOI7DpEn+6N7dVel+u2oRHMwyJMrLgaIi7R3XAJiYSDB3bgcsXNi1zmoBqn6maWqMjcXo2tUZALB7dxQiI7OwfXsky5L/5BNg1ix2kcthmZ4EZ0czAEBsbC4LbhO90aQfsZ9//jmCg4Nhbm4OW1tbpW7z0UcfoU2bNrCwsICdnR2GDBmCK1eUWyFIDEt5uRwffnge588n6XooNRJWak6f3qbGxsZNnYWFMVauHICgIGetHnfq1Db47LO+VC6NEELqUHmSrFs3Z0yc2LpR+zM1lWDv3vFo164FkpMLMGLETuTl1TxBY2g2b36AsjI5unRxVirj09hYjNdfDwIAfPfd9TprsqtbdHQORo3ahaKicgwf7o3ffhum9AKLF17ogPHj/VBWJsecOYdQVlZ71tC2bZF4/LgQrq4WmDo1oM79Bge74dtvB6r9XKht2xb49tuB8PNT30r+Dh3Y/1cIXv34403wPDBiRCu0bduEGlITg2AImTcXL6bg4cNsWFgYYcqUul8r1E0I3jx5Uqy9kkkGqqSkHMnJLAgmrO5+mo0Ny77Jza353KC0VIaoqGzcvp1R88Tr668Du3cDO3eySUeeB778suK62jJrlHmP4zjA2rr+7RrI2poFDurrv6KXli8HCguBPnUv8NBH8fEseOPlpf7/qVq8/z6QlAQsWADMmcP6Px09qutRNSl1BeWamx49XCEScYqyxqNH+7A+W88+y8pRnjjBHnP9+uHZNfNhlZ+JmJhcHY+aPK1JB2+kUimmTJmCV199Venb+Pv7Y/Xq1bhz5w7Onz8Pb29vDBs2DBkZza+ER3N34EAMPv30MmbPPqR3J0uJiXkIDWWrbRcurGWVECGEEKIhI0a0gpsbm7hqTJ+RyuzsTHHo0CS0bGmJe/ee4OuvrzZ6n/qO53msW8dWjc+bp/yq8Vde6QQTEzHCwtIVWRyalpFRhGee2YGMjGJ06eKM0NCxDVrowHEc1qwZCnt7U4SFpdf6/+V5XrFA5Y03umh3NauGCcG5O3cykZNTgj//vAMAWLiQsm6I9gmByaYcvBGybqZM8VdkZmiLubkR7O3ZKuTo6BytHtvQxMXlgud5ODiYKYI0T7O1Zb+vLfOmoEAKgK2sr/G9ieNYTxrhfOXMGeDKFdZs+6236h9kRgbL2qksNhYoKan/tiqytDQGx3GQy3kUFjawXJyucVyTbWTe0OANz/O4fv0xQkMjtTNvZPRfxkhxMXDwIBAZCdhpr2RkU/XkSTEKC6W6HobesbExQfv2LDM8KMi5YtFSQACwejX7/quvgORkWBRmo9jUqum9HjUDTTp48/HHH2PhwoXo0KGD0reZMWMGhgwZAh8fHwQGBuK7775DXl4ebt/WbVNYon0REU8AsJTABw+e6Hg0Vf30UxhkMh4DB3ooGuURQggh2mJkJMaJE1Nx8uRUDB6svka0np7W+OWXIQCAH364gdRUwy5HExaWjtu3M2BsLMb06W2Uvl2LFmYYMoTd7wcOxGhqeAqFhVKMHr0LUVE58Pa2xoEDE1WaKHVxscBPPw0GAHzySc3l006fTkR4eDrMzSWYP79jo8euT4SyaffvP8GaNbdQWFiG9u0dFP9LQrRJyLyJj8/TWf+sxigslGLbtggA2i+ZJggMZBlz4eHpOjm+oRBWcfv42Na6TX2ZN/n5bFLWykqJPrD5+cDAgez7efMA53oqPdy7B7i4sOBPaaXjz5oFODoChw7Vf0wViEQcLC3Z35OXR5PO2lBaWo7U1EIA7JxUGTk5pTh8OBb37mXi1i0tLvo+doxlN7m71172jygcPhyL7767UW/p3uZo1CgfTJkSoCiLrTBnDsvAAQCOg2j9Oix6PwTTp7fV+hhJ3Zp08KaxpFIpfvvtN9jY2KBTp5obsQJAaWkp8vLyqlxI01d5FZo2JkaUVVAgxW+/sWCi0LSYEEII0baAAHsMHOip9v2OHeuL3r1boqioHJ9+eknt+9cH5eVy7N8fjQULWIPkCRP8FCu4lTVqFPuApelzlPJyOZ59dj+uXn0Me3tTHD48GS4uFirvb/r0Nhg3jpVPmzv3cLXyad99dx0A8PzzgQ2+T/Sdt7cNLC2NIJXK8PnnlwEAixZ11VpvP0Iqc3GxgLm5BHI5r1hp3pTs3PkIBQVl8PW1RUiIu07GICyii4rKaTalPjVB6Hfj41NL6TLUn3mTn89Wgiu1sODDDyu+V6YnS9u2LHiTn88mzAEgORm4cAEoKAA6am6hgbU1+7uF4BTRrMTEfPA8Dzs701qzwJ5mZ2eKAQM8ALAAgVZeC375BRg3jn0/YQL1H6lHXl4poqJyIJPJ4e5ueC0HGsvERILAQAdWLq0yjgN+/RWYMQNYtQqSAf1gbq5EgJxoXbMM3uzfvx+WlpYwNTXF999/j2PHjsHBwaHW7b/88kvY2NgoLh4eHlocLdGUyunv+/frT/Bm/fq7yM0thb+/HUaO9Kn/BoQQQkgTwnEcvvoqBADw++93mnQz7adFRDzBu++egYfHWowZsxuXLqXAyEiEN9/s0uB9CcGbS5dSkJmpmYa1PM/j9dePY//+GJiaSvDvvxMQEGDfqH1yHIdffx0KOztT3LyZVqV82sOHWYpzrrffNrxSYiIRpyhNUVhYBicnc1q9SHSG47hKpdOa3uvsunWs7ODcue11FgBt0cIMXl7W4HkeERFZOhlDU1daWg6eZ49Hb+/agzf+/vaYNSsQI0a0qvF6oWyapaUSwZuPPgKmTAFWrgRa1by/KkQiYOJE9v3Onezr7t3sq9A8XkOEYBQFB7XDzs4U/ft7KJq4Kys42A1ublYoKSnHv/9Ga758mqlpxfcTJmj2WAbg1q0M8DwPLy9rg1sYpHE2NsDmzcAbb1T5tVyuX60lmju9C94sXboUHMfVeYmIiGjUMQYOHIjw8HBcvHgRzzzzDKZOnYr09NpToZctW4bc3FzFJTExsVHHJ/qhcubNhQvJyM7WXD1bZclkcqxadRMAm9QQiWiFBSGEEMPTr58HRoxohfJyOT788IKuh1OvrKxipKQU1HhJSMjDb7/dQu/em9G27Xr83/9dw+PHhXBwMMPChV0RFjYbwcENn/jx9LRGx46OkMt5HD4cp/4/CsDnn1/Gb7/dBscBW7aMUmmcNWHl0wYBYOXT7txhJSx++IH1uhk92gf+/o0LEukroe8NALz+emeYmkp0OBrS3Pn62gJoen1vYmJycOZMEjgOmD27nU7HMniwF154oQO6d3fR6TiaKhMTCd54owsWL+5W5+uhjY0JfH1tYWtrWuP1FWXTlAje2NgA27cDixcrP9BJk9jXvXuBsjJgxw728+TJyu9DBdbWQvCGMm+0oUULMwwc6Im+fRuWzScScRg/3g8SiQiPHmUrXT6N53mUl8sbPtDBrAQtzMyAkJCG374Z4XkeYWFsPpdaDjReQYEUGzbcxXffXacAjh7Ru08Tixcvxpw5c+rcxsencdkIFhYW8PPzg5+fH3r16oXWrVvjzz//xLJly2rc3sTEBCZNtBkbqVlxcRkSE/MBAG5ulkhOLsCRI3F49lnl69FrwoEDMYiOzoG9vanOP6gQQgghmvTFFyE4dCgW//wTgXfe6aG3H7j++OM2XnrpqFLbisUcRo70wdy57TFqlA+MjWtoqtwAo0f74PbtDBw4EIOZM9V7XrBhw10sX84CZz/9NBgTJrRW6/5nzGiL0NCH2Ls3CnPmHMbBgxOxYcM9AIZdFlboe2NiIsYrr9RelpkQbRD63jS14M2GDXcBAEOHesPDQ7m+FJqibF8MUjelMmbqIJWyCXBV+rEpJSSE9bfJyAC2bQPOnmW/FzJyNKRvXzcEB7ds9P1DNM/R0RwDBnjg+PF4HD4cCx8fG0XZu9rcupWBo0fjsGBBUMPKUXl5AWFhLBAp0btpW72SmJiPrKxiGBuLERhYe0UlohxzcyM8flyIkpJypKYWwM3NStdDItDDzBtHR0e0adOmzouxsXrf2ORyOUpLKU21OYmNZU0Tra2N8dxzrJzF/v3RuhwSAGDLlgcAgDlzAmFhQSdwhBBCDFfnzk6YPp0tmnjvvXM6Hk3NYmNz8PbbpwCwwIxEIqrxEhjYAt980x9JSa9g374JmDChdaMDN0BF6bTDh2Or9Y5pjMOHY/Hii0cAAO++2wOvvx6ktn0LOI7DmjVDFOXTBgzYhuLicnTu7KSoHW+Ixo9vDX9/O6xYEQwnJ9V7BxGiDhXBm6ZTNk0mkysCvXPnttfxaKqiVcgNI5PJIZUq/951714mTp9OQG5u9bmZMWN8sXx5b3Tr1rByV0oTi4Hx49n3s2YBPA90784m0TXI2toEtramkEj0bmrO4Dx5UozIyCwUF5epvA+hfFppqUwxp1SXvLxSyOU8Hj1S4TW4c2flyv41c0LWTWCgg1rOvZs7kaiixGVMTP2PcaIdTfodIiEhAeHh4UhISIBMJkN4eDjCw8NRUFCg2KZNmzbY/V+90sLCQrz33nu4fPky4uPjcePGDcybNw/JycmYMmWKrv4MogPC6jM/PzuMGeMLADh0KFa1lFY1KS4uU9SBnzZNtxlAhBBCiDZ88kkfSCQiHDoUizNn9KssrVzOY968IygsLEP//u6QShehrKzmy927c/G//3WHi4t6J+t79nRFixZmyMkpxcWLKWrZ540bjzF58j7IZDxmzmyHL77QXDkOV1dLRfk0oV/EwoVddda/Qhvc3a0QGfkCli3rqeuhEFKp502ObgfSACdPJiAxMR+2tiYYP95P18MBAEilMuzfH40ffrjRoGBEcxcdnYNvvrmGgweV6y97/nwyTp9ORFpaYY3Xi8UiGBlpcHJWKJ0m0HDJNKJdd+9m4p9/HjSq37FIxGHCBD+8+GIHdOpUPWO8tLQcR4/GobS0HADLGCspKadJ8EYoKirDvXuZuHs3Q3GJjGTnlDKZHBERTwAAnTs71rUb0gA+PkLwJke3AyEKTTr/7sMPP8TGjfbdAuAAAFG7SURBVBsVPwcFsVWDp06dwoABAwAAkZGRyM1lL5RisRgRERHYuHEjMjMz0aJFC3Tv3h3nzp1DYGCg1sdPdKcieGOLXr1aws7OFFlZJbh8OaXB9U/V5dChWBQWlsHLy5pqKhNCCGkW/Pzs8NJLHbBmzS0sXXoWFy/O0JuJ/V9/Dcfp04kwN5dg3bpndNKHTiwWYeTIVvjrr/vYvz8a/fs3LmOF53nMnHkQhYVlGDLEC3/+OVzjf9eMGW2xfXsk9u2Lhqurhc5L1BLSnAiZN7GxuZDJ5BCL9X/t5vr1rGTajBlt9aZnlJGRCDExucjLK8X9+0/0tsynvrl37wnKymRQ9m3dxsYEqakFNWbeaMWgQcAffwBt2gBnzgBTp2r8kCUl5bhwIRmFhWUYO1Y/gpWGKj4+DwDg7d24UogODuY1/v7x40KEhkbiyZNiFBRIMXGiP3x8bHD+fBJiYnLA87zenOM2FdHROdi16yEKC6tmS9nYmCAgwB5isQhvvNEFERFZVOJSjYTgTUJCPsrKZJoNmhOl6P/ZWx02bNgAnuerXYTADcA+pAo9dExNTbFr1y4kJyejtLQUKSkp2Lt3L7p3766bP4DojFA6wNfXFhKJCCNGsHTUAwdUX4XRWKGhDwEAkyf705s6IYSQZmP58t4wN5fg8uVU7Nun+xKmACuX9s47rN7911/3g4+Prc7GIpROU8c5yoULyYiIyIKFhRFCQ8dopbwEx3H4/fdheP75QPzxx3AqaUGIFrm7W8HERIyyMrmi36c+y8kpwe7dUQD0q2Qax3EICmIBm7CwNB2PpmkoL5crVse3a9dCqdvY2LCy4Tk5VYM3UqkMGzfexa5dDyGTabBShpER8MILQJ8+wHvvAd7emjvWf0QiDufOJeHmzTRFtkZDPH5ciLw8agFQH5ms4jXQy0t9k/wZGUU4diwO168/xh9/3MaTJ8WwsTFRLMb19LSGRCJCfr4UmZnFajtuc3DxYjL+/vs+CgvLYGdnilatbBQXD4+KPizm5kbo0sWZ5tDUqEULM1hbm0AmkyMhQf/PHZoD/VjKQoiWRUezbCxhNdro0T7YsoWl0H75ZT+tj6e4uAz//ssmrKZMCdD68QkhhBBdcXW1xNtvd8UXX1zBe++dw+jRPjpdHf50ubTXXlN/P5iGGD7cG2IxhwcPshAdnQNfX1uV9yWsaJ86NQC2tqZqGmH9nJwssGHDCK0djxDCiEQcfHxs8OBBFqKichR17HVl06Z7yMsrxbRpbeDoWH31+tatESgpKUf79g7o2lVDvU1U1KmTI06eTEB8fB6ysophb2+m6yHptZiYHJSUlMPKyljpFfHC+9LTmTcFBVLExubC2FiMCRMMa4LW2FgMExMJSkvLkZ8vhYlJw6boDhyIQWJiHjp1csKIEa30JltN36SmFqKsTAYzM0mNrz2qKCkpxx9/3KkSdPP3t8f48X4wNzcCAEgkInh5WSM6OgcxMblqO7Y+ionJwYMHT2q9vl8/D1hZKd/X2dmZlSLu1s0FzzzTivpCaRHHsXOH8PB0xMQ07rMHUQ969JNmSci8EYI3w4d7QyTicPduJuLjtV+P9PDhOBQWlsHT0wo9elDJNEIIIc3LkiXdYWdnivv3n+Cvv+7rdCyVy6X9+aduyqVVZmtripAQVtK1Mdk3hYVSbN8eCUC/VrQTQjRLmHQRPv/oyr17mXj++UN4442TcHP7FRMn7sW//0ZX6Tm6bh0LMM+d217vVlFbW5so7svw8AzdDqYJuH+fTeK2bdtC6f9lbZk3+flSAIClpbHePS7Uwdqa/d15edIG3a6oqAxJSWxV/K1b6UhNLajnFs1XbCyb4/HyslHbY8jUVIKQEDcALFA+bJg3pk9vowjcCITsbUPuH8LzPHbvfoRr1x7Xeikurih9lpZWiMzMomr7qbyNr68tXn21E0aP9qXAjQ74+9vB398erq7q7edJVENhedLsSKUyxMWxeqdCE097ezP06eOGc+eScOBAjNZX2YaGsskUKplGCCGkObK1NcWyZT3wzjtnsWLFBTz7bBudrB6tXC7tq6/66c1Ks9GjfXD6dCIOHIjBm292UWkfO3Y8REFBGfz8bNG3r5uaR0gI0VfC5x2h56eunD6dCAAwMRGjtFSG3bsfYffuR3B2NsesWe0QHOyGa9ceQyIRYebMtjoda22CgpwQFZWN8PB0DBjgofPgvr5iTcRZybTAQOVKpgG1Z94IwRsrK6NqtzEE1tbGyMgoanDwJiqK9VERPB30IhUePqy6eFdd+vRxg42NCRwdzeHiUvMkt9A/JC4uD3I5b5CvGxzH4Y03uuD8+WTwPA+xuPrfaGFR8fw9eTIBkZFZcHe3QlCQE9q1a4ErV1Jx5UoqXnqpoyKz0cmJAge60q6dA9q1c9D1MMh/KHhDmp34ePamaWYmqRJFHj3aB+fOJWH/fu0Gb6hkGiGEEAIsWBCEH364iYSEfAQFbWpQaQWBmZkEY8b44rnn2sLV1bJBt5XLebzwAiuX1q+fO15/Xbfl0iobNcoH//vfGZw+nYj8fKlK940+r2gnhGiOMFmp6+DN2bNJAFifs7FjfbF+/V38/fd9pKUVYeXK6wCuA2CfyfR1wi4gwB5mZhLk5ZUiJiZHERgjVcXE5KKkpByWlsbw8FC+v4iQeZOfL0V5uVyx2r6ggK3Gt7Rs+HtfUyC8pwtBKmU9fJhV5efsbAre1KS4uCJDqXVr9T5nOY5Dhw6OdW7j4mKBSZP80aqVjUEGbgTGxmIMGuRZ73Y8zwJYIhGHpKR8JCXlY//+GEUg8v79J+jb113TwyWkSaHgDWl2KpdMqzx5MWqUD9599yxOnkxAYaEUFhbaOTk8ciQOBQWsZFrPnq5aOSYhhBCib8zMjPDZZ30wb94RxYpdVZw9m4SlS89i+HBvzJnTHmPG+CqVxfPrr+E4dYqVS1u3Tvfl0ioLCLCHr68toqNzcPx4PCZMaN2g20dH5+Ds2SSIRBxmzw7U0CgJIfpICN5ER+fobAw8zyuCN/36uaNDB0d8991AfPVVPxw8GIP16+/iwIEYyGQ8Xnuts87GWR+JRITevVuirExu0L0rGsvZ2RxDh3orJmiVZW5uhFmzAmFra1Jl5X5F5o1hBm+srU0AAHl5ygdfZDK5IiDbpk0LREQ8QU5OiSaG1+SZmRnhrbe6ICEhHzY2Jlo/vjIBnuaE4zhMm9YGBQVS3L6dgbCwdGRkFMHISIwxY3zRsSPdV/okJ6cEeXlSpXuXEc2g4A1pdoSTnKdLobRr1wLe3taIi8vDyZOJGDPGVyvjEerPU8k0Qgghzd2cOe3RurWdyqU/EhPz8ddf93HpUgoOHozFwYOxsLMzxfTpbfD884Ho1KnmD4QJCfl6WS5NwHEcRo/2wapVN3HgQEyDgzcbNrCsm6FDveDubqWJIRJC9JSQHRIdnaOzkj1RUTl4/LgQJiZidO9e0d/T2FiM8eNbY/z41khLK0RGRhHat9fvibt+/Tx0PQS9Z21tgj59Gl6ek+O4Gt9/DT940/CeN4mJ+SgpKYe5uRECA4XgDWXe1MbW1lRRlo+o3+7dj2BmJkFwcEtFMLI+lpbGCA52Q+/eLZGWVgQzM4lOgmukdjExOdi06R7s7Ezx1ltddT2cZo2CN6TZEVadPV3vlE2M+GL16jDs3x+tleANlUwjhBBCKnAc1+hSCa++2hmRkVnYtOkeNm26j6SkfPzySzh++SW83tvqW7m0ykaNqgjeNGQCViaTY+PGewBYyTRCSPPi5WUNiUSE4uJypKYWwM1N+wFcIeumZ0/XWjMhnZ0t4Oysn+XSiG6Vl8vBcRwsLQ2z501gYAv4+dk2KDgl9HBp3doO9vYsKEHBG/0ll/O4eDEZsbG5mDo1ACYmhjMVK5XKcPt2BnieR3BwywbfnuO4WvsFEd1yd7eCSMQhO7sEmZlFcHCgjFNdEel6AIRom5B5U1ON4lGjfACgSs1NTRJKpnl4UMk0QgghRF0CAuzx+echiIt7CUePTsZzz7WFmVndH5QdHc30rlxaZf36ucPS0giPHxfi5s00pW934kQCEhPzYWtrgnHj/DQ4QkKIPpJIRPDyYuVOdNX35uzZRABASIhh9DGQy3k8fJiFo0fjdD0UvXPlSipu385AaWm5SrdPTMzD6dMJiIh4ovjd1Klt8MEHvdC+vWE2zzYzM4KtrSnEYuWn50JC3DB5sj+6dXOGrS3LVhB6BZEKCQl52LLlAW7fztDpOEQiDjdupCE6Ogfx8Xk6HYu6paQUgOd52NiYKJ11Q5oGY2OxIhvy3Llk3Q6mmTOccC8hSqoI3thWu27AAA+Ym0uQklKA8PB0BAU5a3QsoaEPAVDJNEIIIUQTxGIRhg71xtCh3pBKZSgpqX0yydzcSNEcWR+ZmEgwbJg3du16hP37o9Gtm0v9NwKwfj0rmfbcc22V6v1DCDE8fn6sZ1ZUVA7699d+2a/K/W4MQUlJObZti4RMJkfHjo60avw/Mpkcp04loKSkHHPntoeXl02D9xEXl4fTpxPRubMT2rRpofh9QwIbzYGZmZGixCDP8xg82ItKTtUgMjILDx9mwcxMovNeKj4+trhx4zFiYnLh72+v07GoU2JiPgBQWV4DNXCgJx49ysbt2xkIDm5JGbI6Qu+ApFmRyeSIickBUHPwxtRUgqFDvQEABw7EaHQsJSXlVDKNEEII0RJjYzGsrU1qvehz4EYwejTLEFb2HCU7uwS7dz8CQCXTCGnOhM89UVHZWj92QkIe4uLyIBZz6N274SV19JG5uRECAlgVh717o5CdTY3iASAmJhclJeWwtDSGh4dqza2FAERubvMqAXbqVAJ27XqIjIyiBt+W4ziEhLijY0fHJnEuo01CeTl//+pVV7TNx4cFM4X5KEORlETBG0PWsqUlAgMdwPM8Tp5M0PVwmi16ZSfNSmJiPsrK5DA2Ftf65lK5dJomHTkSh/x8KdzdqWQaIYQQQuo3YgQ7R7l+PQ2pqQX1br91awRKS2Xo0MEBXbpoNpuYEKK/hHLRQu9PbTp3jmXddOnibFAN5/v184CZmQSpqQVYu/YWHjx4Uv+NDNy9e5kAgHbtWqhcglQoASb0b8nLK8XGjXexd2+Uegapp9LSinD7dgZOn06sd9sjR2Jx7lwSCgqkWhhZ05WdXYKMjCKIRJyi9JMutWplA47jkJ5eZDD/O57nFZk3Hh4UvDFUAwd6QCTiEBmZhYQEwyr711RQ8IY0K0LJNB8fm1pTr0eObAUAuHo1FenphRobS2hoJABWMk1f6+sTQgghRH+4uFige3dWLu3gwdh6txdKps2d257KsxLSjFVk3uRo/diGVjJN4OJigVde6QwPD+v/yqhF4PDhWMhkzbPniEwmR0REFgAWvFGVkHmTlycFz/PIzS1FbGwu4uJy1TJOfTVwoAc4jsO9e5lISal9cUZpaTmuXn2MEyfiq5SCzc+X4tGjbEUWhDrEx+fi/v1MlJXJ1LZPbRKybjw9rfWibKy5uZGixGJMjGE8nrOzS1BUVAaxWETlIw2Yg4M5goKcYWYmQX6+YQQemxoK3pBmRVhtVtfKCzc3K3Tp4gyeBw4dqn9iRBUlJeXYt08omeavkWMQQgghxPAoWzrt7t0MXLv2GBKJCDNnttPG0Agheqpy8Ibnea0e21CDNwALNMyZE4jgYDcAwJUrqUhOrj8r0hBVLpnm6alayTQAsLIyhkjEQSaTIz9fqpgotLQ0nKytmjg7Wyh6shw/Hl/rdjExuZDJ5LC3N0OLFmaK39+5k4HNm+/j8uUUtYynoECKTZvuY/v2SKxceR379kWpNTCkDQ8fsmCiPpRMEwjzUIZSOi0/XwpraxO0bGlJJfsM3ODBnnjrra4IDHTQ9VCaJXp2kWZFqPNcU7+byoSJEU2VTjt6tKJkWq9ehlH7mRBCCCGaJ5R3PXo0DqWl5bVuJ2TdjBnjC0dHc62MjRCin1i5HjbRpkpPDVWlpxcqsjH69nXT2nG1SSwWYdgwb0yf3hZDhng1KnDRlN2/z8rGtW1r36iqEiIRB2vrir43BQVlAAArK6PGD1LPDRjgAbFYhJiYnFon9yv3cKmcUft0ubnGevQoW5FFVlpajps303D9+mO17FsbpFIZ4uJYeSd9Ct74+NjAyEis62GojZeXDRYt6oaZM9vqeihEw8zNjfQig625onueNCtCqYD6gjejRvngk08u4ciROBw/Ho9BgzzVWtosNPQhACqZRgghhJCGCQpyhqurBVJTC/Htt9fxxhtdqvWRKCuT4e+/HwBgJdMIIc2biYkEHh5WSEjIR1RUDpyctFPe5vz5ZABAhw4OsLc3q2frpi0gwB4BARU/Z2UVY+/eqFonaseN8zOoHkCFhSzIoo5V2ba2JsjJKUFOTmmzybwBADs7U3Tr5owrV1Jx/Hg8XnrJpkqAhud5PHpUEbypzNbWFIB6gzcA0L+/B1q1skF4eHqV3nmpqQU4cSIB48f76eX/pqBACg8PKxQUSKtkKOmat7cN3n23h8FlqZiY0NRyc8HzPCIjsyAScfD3t9f1cJoNeoaRZqUieFP36otu3Vzg42ODmJhcDB0aCk9PKzz/fCDmzGkPHx/bRo2BlUxjDRepZBohhBBCGkIk4jB1agBWrbqJ998/jy++uILJk/0xd2579OvnDo7jcPBgLNLTi+DsbI4RI1rpesiEED3g52enCN4IZb40zZBLptVFLucRGvoQqam1l1Cr3EckMTEPYrEIrq4WTbY/2YwZbZGXV6qWifyRI1tBLBbBxsZEUfbckAJddQkJcUdYWDpSUgoQG5tbZe4hNbUQBQVSGBuL4eVVNcPLzo5l3hQUSFFWJmtUdodMJlfMmwQE2KNlS0t4e9tU2SYsLB1RUdk4diweEya0VvlYmmJvb4Y5c9pDJpPr1XNKJOIMZvGuUIJTn+5fonnh4enYuzcKdnam8PW1rbWXOFEvCt6QZkMu5xUnf/Vl3ohEHI4fn4KVK69jy5YHSEjIx6efXsann15G//7umDu3PSZP9oeFRcNPIo8ejUNenhRubpZUMo0QQgghDfb11/3g4mKB9evv4uHDbGzceA8bN96Dj48N5sxpjzNnEgEAs2a1M7jVnYQQ1fj52eLkyQRFGWltEII3ISHNK3gjEnEYPdoHGRnFtW5jYVFRBuz48XjEx+fB2dkCQUFO6NDBQaXPmbomlDtrrMqZYULZNEtLwy+bBrAMo+HDvWFtbYJWraoGTIQeLn5+1SdMTU0lMDGRoLS0HDk5pY0ql8pxHKZNa4OYmBy4utacpRcQYI+rV1Nx+3YGgoNbwtlZP5vV6/PEcklJeZMuQxUfn4fQ0EgEBNhj7Fg/XQ+HaElgoANOnEhAdnYJbtxIQ48erroeUrOgv69khKhZamoBiovLIRZz1Vaq1KRVK1v8/PMQpKa+in/+GY1hw7zBccCZM0mYM+cwXF1/xbFjcQ0ex7ZtkQCoZBohhBBCVGNiIsHSpT0RETEPFy5Mx4svdoCVlTFiYnLx4YcXcOJEAgAqmUYIqSAsXouOztXK8XJzSxEeng6g+QVvAMDNzQqdOzvVehHKDMlkclhZGUMiESEtrRCHD8fi22+vY+vWCEREPFH0HdFXZWUyFBWVaWz/QuZEc8m8AYCuXV3QurVdtYwGmYyHsbEYrVtXryLCcZza+t6IRBx8fW0xdKh3rVkVvr62CAx0AM/zOHkyoVHHU7fCQikKC6W6Hkat8vJKsXr1TXz//Q3I5byuh6OypKR8FBaWoaSk9v6LxPAYG4vRvz97Tz9zJhFSqayeWxB1aLphXkIaSEj99fKyblAasampBM8+2wbPPtsGiYl52LTpPtavv4vo6By88soxPHgwD8bGyu3v0aNsbNsWAYCllhNCCCGEqIrjOAQHuyE42A0//DAQu3Y9wrp1d3H6dCJGjGiFdu0a33uAEGIYhLLR2sq8uXAhGTzPgkYtW1pq5ZhNkVgswuTJASguLsPdu5mKklkREU8QEfEE7dq1wNSpbXQ9zFqdPJmAK1dSERTkjDFjfNWyz/x8KW7eTINMxuP559s36QnuxiouLoORkRgSiQiDB3uhf3+PWre1tTVBWlohcnJKtDK2gQM98ODBE0RGZiEhIQ+envUvkNWGa9ce48yZJPTp44YhQ7x0PZxqLC2NUVhYhtLSciQn58PDQz/ut4ZKTMwHALi7W+l4JETbunRxxqVLqcjKKsblyyno16/21yWiHpR5Q5qNipJpdfe7qYuHhzXef78XwsNnw9nZHDExufjjj9tK3/6DD85DJuMxapQPpRcSQgghRG0sLIwxa1YgTp2ahqysBdizZ7yuh0QI0SNC5o2woE3Tmmu/G1WZmRmhe3dXvPxyJ7z2WmcEB7vB0tIYbdq0UGyTny/F5cspepNVkJCQh8uXUyGX82jTRn2Nq6VSGU6dSsClSynged6g+oQ0xI0bj7Fq1U1cvZqq+J1EIqq1HGr37i6YONG/UfMdWVnFOHo0DvHx9WfoOTiYIyjIGQAr/Sf0QNG1R49ywPM87O1NdT2UGolEnKIkXkyMdjIh1Y3neSQlseCNhwcFb5obsViEgQNZwObChRSNZl8ShoI3pNkQPqjU1+9GGZaWxli+vDcA4JNPLqGgoP4T6Bs3HmP79khwHPDFFyGNHgMhhBBCSE3s7EyVzgomhDQPPj5ssjArqwRZWbX3YlEXCt6ozsnJAsOGeWPRom4IDKwI3ty6la4oq/bPPw/w4IHuyqqVlcmwZ08UeJ5HUJBzjaW8VGVjY6I4RnFx8y3JJBJxKCkpx7lzScjMLKp3ez8/O3Ts6Ag7O9WDFhERWbh4MVnx/K1P//7ukEhESEjI01pguC4FBVIkJ7Oggjofk+rm42MLAIiJydHpOFSVk1OKwsIyiMUiuLpSZmVz1L69A1xcLGBiIkZWlnay/ZozCt6QZkMoEaCO4A0AvPRSR/j42CAtrQirVt2sd/tly84BAJ57rh06dnRUyxgIIYQQQgghpD4WFsaK5uNCRQJNKSoqw7VrjwFQ8KYxRCKuSsN1OztTuLlZQS7nERmZhW3bIvDtt9dx6FAMUlMLtJr5cPJkArKyimFtbYLhw73Vum+JRARLS9bjZtWqmzh0KEat+28qOnVygqOjOYqLy7F6dRh++ukm8vM1m3X18CGbM/H3Vy6TytraBP36uWPwYC+l+gpr2qNHbPwtW1rqdZ8kIZielFTQJHuGCCXTXF0tas0EI4aN4zhMnRqAN94IotJ5WkDPMtJsVGTeqGcFhrGxGJ991hcA8H//dxVPntS+gu3EiXgcOxYPIyMRPvkkWC3HJ4QQQgghhBBlVfS9ydHocS5fTkV5uRzu7lbw9rbR6LGak8BAB7z0Uke8/noQ+vRxg5WVMYqKynDlSir+/POO1iaBhXJp+P/27jw6qvr+//jrZpusMyEbSdhCwi4QEBQRURSURWVRqVq0gtSFQrVIXehXtPirBaqtVeu3enrUoEXaUkULbVVAwI1FQERlR0gCJIQlmZCEbDP390e+MxgJ2ZjJzCTPxzlzTnLv5977jt58mNz3vN8fSTfemKHwcM8vpeyqvqmoqNbhwyUeP38gCAoydM01nd3fnzpVrujo0POOr652av/+Qm3bdqxZ1ysvr1ZOTrEkqXv32EYfd+WVnTR8eEe/qPg9m3zy36obqSYRGxsbLofDWastXklJpbZuzXe/GlNx5Quulmk8tG/b4uIimrSeOJqP5A3aBNM0Pdo2zeXWW3tpwIAkFRdXasGCTee9tqvq5v77M9W1q+euDwAAAACN4fo7yNuVNx9/nCuppurGMNreWiXelpgYqWuvTdPs2YM1ZUof9e2boH79EmWxeD6J8kNVVQ6995532qV9X2ysxf21P1dQeFuvXnHu5FifPvH1/j5VVzv117/u1L/+tb9ZibwDB4rkdJpKTIxUXFxEs+I1TVNOp2/WvqmudrrntsZWDvmKYRjKyIiVJFVUnP1/VVhYrhUrDrhfb7yx02/WEvq+hIQIdeli9YtqK6AtCOjkzdNPP63LL79ckZGRio2NbfLx999/vwzD0B//+EePxwb/cvx4mU6frpRhyL04nCcEBRlasKBm/Zo//elL9ydVvu+dd/bpiy/yFRUVqscfv8xj1wYAAACAxnIlb7xdecN6Ny0jKMhQ9+7tdMstPTV+fIZ7e0FBqfuT8Z4WEhKkyy9PVWJipMfbpX2fq/JGUr3VJq2dYRi6557+Gjw4Wdddl1bv2PDwEEVE1CR6ioqavgaFq2qluQm5gweL9MorX2nLlvxmHX+hcnKKVVnpUHT02RaR/uyKKzqof//EWtUrEREh6tUrXr16xSs4OEjFxRUtup7I6tXZWrnygAoKSusdd+mlKZo2rZ96946vdxwAzwjo5E1lZaUmT56sGTNmNPnY5cuXa+PGjUpNTfVCZPA3Bw7YJdWUdXq6rHv06DRddVVHVVQ4NH/+57X2VVc79T//86kkac6cwUpK8v83EQAAAABan5ZI3lRWOrRhQ00bIJI3LcdVkbF/f6FeeWWH/vnPvV5po2YYhgYNStaMGQO80i7Nhcqbs+LjI3TDDRm1ElrnExsbLkkqLKxo0jWcTtO9XkxzW46dOHFG+fml+vjjwz5ZxyUlJUoTJ3bXVVcFRsVfu3bhuummHurZ82yVUEJCpG67rZduu62XOnSIlnR2fZmW8O23J7RlS75OnSrXBx8cVFVV4K3HA7RGAZ28mT9/vmbPnq1+/fo16bgjR47o5z//uZYsWaLQ0Lb7KY62ZP/+mjcinmyZ5mIYhhYuvFKSlJX1rXbuPOHel5X1jfbsOaWEhAjNmTPY49cGAAAAgMZwtelx/W3kDVu25Ku8vFoJCRHq1cu/Wxe1Rp06xSgmJkxFReVateqQx85bVeVQRUW1+/ugIO8+HL/oonh36662nrxpClfSq6ioackbu71CwcGGwsND1KlT89Yxufji9oqLi1BJSaU2bjzarHNciIiIUA0YkKRLLklp8Wt7g6six1tVdD9kmqaKiyslSe+9t18bNhzV2rW554wrKipXeXn1OdsBeE9AJ2+aw+l06s4779TDDz+siy66qFHHVFRUqLi4uNYLgeXsejfe6cl72WWpmjixm5xOU48//pkk6cyZKv361zWVOP/zP5fJam34kzIAAAAA4A2u5M2xYzUtpb3B1TJt+PDA+PR7a2OxhLhbqH3xRb4OHizyyHk/+ihH//u/2z12voZERYXJYqlZCLstt01rqnbtaipvmto2rV27cD300GDdd1+mgoOb95gwODhIV1/dSZL02WdHVVZW1azzNJVpmi12rZbUsWNN5c3RoyUtcr3S0io5HE4ZhqEJE7pJkjZsOKrc3NrPP99//5AWLdqsbduOtUhcANpg8mbRokUKCQnRAw880OhjFixYIJvN5n516tTJixHCG84mb2K9do2nn75CQUGGli/fp40bj+rFF7/UkSMl6tw5RjNmZHrtugAAAADQkNjYcCUk1FQzuBb2/qHc3GKNHftPvfjitmZd45NPWO/G19LTYzV4cLIk6V//OnBBLaxOnjyjNWuytXFjnuz2ClVXt9zi6aZpyjAMKm+aoLmVN1JNRxFX8qe5+vZNUHJylCoqqrVu3blVG97w1VfH9cIL27Rjx/EWuV5LSU+P1U9/2l/Tpzet01Bz2e0190xMTJh69YpXZmaSTNPUe+/td7dPM01Thw+flmma7n9LAHif3yVvHnvsMRmGUe9r9+7dzTr31q1b9fzzzysrK6tJnwKaO3eu7Ha7+5Wb2zL/CMFzvNk2zaVPnwTddVdNNdfs2Wu1cOFmSdJTTw2TxeK9fsAAAAAA0Bhn1705t3VaUVG5xo59W++/f0gPP7xex4+XNencDodTn356RBLJG1+79toustksKiws1+rV2U06try8Wlu35uu1177Wiy9u0yefHJZpmrr44vbNXsy+Oe6/f4DmzRuq9u1ZN7axmpO8qa52yjQ9k5QzDEPXXpsmSdq8OU9btuR75LznU1xcofffP6jy8moVFzc9YeXPwsND1LFjTLMroZrKlbxxra00ZkyaYmLCdOLEGXcizm6vUElJpYKDg5SSwu8l0FL8LnkzZ84c7dq1q95Xenp6s879ySefqKCgQJ07d1ZISIhCQkKUnZ2tOXPmKC0t7bzHWSwWWa3WWi8EFm+3TXOZP/9yWSzB2rgxT4WF5erbN0F33NHHq9cEAAAAgMZw/T30w8qbiopqTZz4rr799uT/fe/Qyy9/1aRz79hxXMXFlYqJCVNmZqJH4kXz1LRPq2l9tHlzXpPWzXj77b1aseKAcnKKZRiGundvp1tu6aEbbsjwVrjnFRRkeH19ndYkNTVakyZ11/XXN/6Z2fbtBXr22S/06aeHPRJDRkasRoyo6VbjzZZfpmlqxYoDKi+vVocOMbr88g5eu1ZbYLfXtNK02Woq3SIiQt2/859/flSHD59Wbm7NPJKcHKXQ0GDfBAq0QX5XDpCYmKjERO+80bvzzjs1atSoWttGjx6tO++8U9OmTfPKNeF7hYXlOnWqpudrerrNq9fq1MmqWbMG6ve/3yJJ+u1vh7fYJyUAAAAAoD5nK2+K3NucTlN33fVfrV9/WDExYZo1a6AWLNikP/3pSz388CUKD2/cY4NVq2oqPK64ogN/A/mBjIxYDRmSIqvVotTU6DrHnDx5Rtu3F+jSS1Pc7cn69UtUUVGFBgxIUv/+ibQtCyDR0WHKzExq0jF79xaqtLRKHiq+kSRddVUnJSdHqWfPOM+d9Ae++uq49u0rVHBwkCZO7NYqk3zHj5dp48Y8hYYGacyYrl69VkmJK3lzdq3mnj3jlJmZpK++KtBHH+UoMbGmVZprPR4ALcPvkjdNkZOTo1OnTiknJ0cOh0Pbt2+XJHXr1k3R0TWTSa9evbRgwQJNmjRJ8fHxio+Pr3WO0NBQJScnq2fPni0dPlqI61NlyclRio72/hvPuXOH6MMPD6lXrzjdcEPzqsQAAAAAwNMyMmIl1U7ePPLIev3973sUGhqk5csn6MorO+rNN3fq8OHTWrp0l6ZNa3jNhdLSSj333FZJ0vjxLV+hgbqNHXvu36MVFdXaufOkvvyyQDk5NYuRh4eHaNiwmsqFfv0S1K9fQpNazSMwVVU59N13RZKkHj0816XEMAz16nX22ZvTaaq0tMpjiUBXuzRJuvrqTkpMjPTIef1NRYVDW7fmKzIyVKNHp3n1d/Laa9M0fHjHc1rojRmTpsjIEF11VSe9+eZOSVLHjjFeiwPAuQI6efPEE09o8eLF7u8HDhwoSVq7dq1GjBghSdqzZ4/sdrsvwoOfONsyLbZFrhcfH6EdO6a2yLUAAAAAoLF+WHnz/PNb3V0DXn99jEaO7CJJeuCBgXrkkY/13HNbNXVq3wYfGr7wwpfKzy9V16423X13yyywjaY5deqM3n13v/LzS1VZWbMAuWEYysiIVfv2Zx9+k7QJbIcPn1Z+fqk6d45RUlL965IcPGhXdbVTNptFSUneSYBUVTn0z3/uVUFBmaZP73fBH6htS+3SUlKiFBISpLKyKp06Va74+AivXq+uKsuIiFCNHt1VVVUO5eXVtMHr1InkDdCSAjp5k5WVpaysrHrHNLTw2qFDhzwXEPySazHOlkreAAAAAIA/cv1NdPjwab355reaPXutJGnhwuGaMuXsWp333NNf8+dv0Ndfn9CaNTkaNarLec956tQZLVq0WZL0//7fMIWFsRaCvzlxokx/+9tunThxRlLNBw4HDEhSZmairFZLA0cjkGzYcFTffntCY8Z0bTB5s3dvzbOSHj3aeS1pV1npUEFBmQoLy/XWW7s0dWrfC5ojnE5TcXHhCglpve3SXIKDg5SSEq3c3GIdPnza68mb+pimNG5cugoKymq1VgPgfTSiRat3tvLGc2XAAAAAABBo4uMj3A/e7rrrvzJNaebMAXrkkUtrjYuNDdfdd/eVJD333JZ6z7lo0WbZ7RXq3z9Rt9/e2zuB44JER4cpOTlKF1/cXnff3U+zZg3U8OEdSdy0QrGxNf9PCwvL6x1nmqb27XMlb7y3Nk1UVJjuuKOPIiNDdfRoiZYt2yOns/kL7AQHB2ns2HQ9+OCgVtsu7ftc68scPnzaa9eornZqyZKdWrnygKqrnXWOCQsL1uDByRo3Lp3qPKCFkbxBq9fSbdMAAAAAwB8ZhuH+u8g0pUmTuuv556+p82Hcgw8OkmFI//nPQe3adbLO8x05clovvPClJOm3v72iVX8KPpCFh4follt6avz4burc2crD11bMlbwpKqqod1xBQZns9gqFhgYrLc3q1Zji4yP04x/3VmhosPbtK9TKlQeafA7TNGt11vHU+jn+ztWiLDfXe8mb4uIK7dtXqK++Oq7gYOYGwN+QvEGrd+BAkSSSNwAAAADQp0/NQuKXX56qJUvGKTi47scCGRmxmjChmyTp+ee31Tnmqac2qLy8Wldc0UHjxqV7J2AAjdauXbikhpM3kZGhGj68ozIzExUa6v1Whx07xuiWW3rIMAxt23ZM+fmlTTo+L69UWVnf6OTJM16K0D917FiTvDl2rMy9VpWn2e0194rVGkZiF/BDJG/QqpWUVLrfFGRkxPo2GAAAAADwsaeeGqZnnrlKK1fepIiI0HrHzp49SJK0ePG3OnGirNa+vXtP6dVXv5YkLVx4JQ/9AD/w/cqb+taAjokJ08iRXXTDDRktFZp69oxT9+417exdH7JtrO++K1J2drFWrcr2QmT+y2q1yGazqF27cHeSxdOKiyslibVsAD8V4usAAG9yvSGIj49QbGy4b4MBAAAAAB9LS7Ppl7+8pFFjhw/vqEGD2mvr1mN6+eWv9PjjQ937Hn/8Uzkcpm68MUPDhnXwVrgAmsD1AL6iolrl5dUNJmhbWu/ecbJYgpWcHNWk41zPdtLTbV6Iyr/NnDlQYWHeq45yJYVI3gD+icobtGqsdwMAAAAAzWMYhrv65qWXtquiolqStGVLvpYt2yvDkJ5++gpfhgjge0JDgxUdXbMeTGFh3ZUamzblae/eU3I6z1+Z4y0DB7bXzTf3aFJnlKoqh3JyatZ8aYvJG28mbiTJbndV3rSNdYSAQEPyBq3a/v2FkkjeAAAAAEBzTJ7cUx06RCs/v1R/+9tuSdKvfvWJJOmOO/qoX79EX4YH4AcmTOimadP6KiEh4px95eXVWrXqkN56a1eT153xlZyc03I4nLJaLYqPP/dnaiucTrPeVnjNReUN4N9I3qBV27evSBLJGwAAAABojrCwYM2aNVCS9NxzW7VmTbZWrcpWaGiQ5s+/3MfRAfih7t3bqUsXW50VG998c0LV1U4lJUUqJaVprcs8xTRNHTtWqpyc4kaN/+67Ikk1VTdtcW0t0zT11lu7tGjRZhUWlnv8/GfO1FRUWq0kbwB/RPIGrZZpmlq9umYxu8zMJB9HAwAAAACB6d57+ysyMkRffXVcd9zxH0nS/fdnqmvXWN8GBqBJvvyyQFJN+zJfJUK+/vqE/vzn7frgg0ONGv/dd3ZJUnp6rPeC8mOGYejMmWpVVFQrN/e0x89/zz399dhjQ9Sli9Xj5wZw4UjeoNXasiVf2dnFiowM0ejRab4OBwAAAAACUlxchKZO7StJys8vVVRUqB5//DIfRwWgLsXFFdqyJV9ffnms1vaCglIdOXJaQUGG+vdP8FF0UlpaTZLg6NESnTlTVe/Y6mqnHA6npLa53o1Lx47RkqTDhz2fvJGk8PAQhYTwiBjwR/xmotVatmyvJOmGGzIUGRnq42gAAAAAIHA9+ODFcn1Qf86cwUpK8k3LJQD1O3HijFauPKDPPz9aa/v27cclST16xCkqyneL01utFiUmRso0TR06VH/rtJCQIP3sZwP1y19eouho38Xsa506xUiSVypvAPg3kjdolUzT1D/+sUeSNHlyDx9HAwAAAACBrUePOM2bN1Q33JCuOXMG+zocAOcRG1uzdklRUYV7gXuHw6mvvnK1TPN9W3lXFY1rPZuGtOXEjSR17FiTvDl2rEyVlQ6PnTc7264lS3bqk08Oe+ycADyL5A1ahGmaWr58n3bsON4i1/t+y7Rx49Jb5JoAAAAA0JrNnz9MK1bcxMLWgB+z2SwyDENVVQ6Vlta0JSsurlRMTJiio8PUrVusbwPU2fVrXOvZnI+rZVpbZ7VaZLVaZJqmjh4t8dh5CwrKtG9foY4c8dw5AXgWyRt4XWFhuSZOfFc33fSexo17W06n6fVr0jINAAAAAAC0NcHBQYqJqalUKSqqkCS1axeu++8foPvvz1RwsO8fBaalWRUUZOjkyTMqKiqvc0xhYbkWLtyspUt3uSuI2jJvtE6z2yslSVZr265sAvyZ72dstGqbN+dp4MA39K9/HZAkHTlSom++OeHVa9IyDQAAAAAAtFXt2rlap9VOjPhL+zGLJUQdOtQkI85XffPdd0WqqnKovLxahmvBrTYsPd2mjIxYd1s8Tygurknu2WxUUwL+KsTXAaB1Mk1Tzz+/TY88sl5VVU5lZMQqJiZM27cXaPXqbPXvn+i1a9MyDQAAAAAAtFWxseHKzi5WUVGFCgpKZbNZZLH41yPAESM6SZI6d46pc78rqeNqsdbWDRqUrEGDkj16Trvdlbzxj6QegHNReQOPKyoq1803/0uzZ69VVZVTt9zSQ1u33qk77+wjSVq9Otur16dlGgAAAAAAaKtc1RmFhRVatmyvfv/7LTp0qP71ZVpaRkasMjJiFRoafM4+0zT13XdFkmoqTuAdrrZpVN4A/su/0u4IeFu25OtHP1qhgwftCg0N0h/+MEIzZw6UYRgaNaqLJGn9+lxVVjoUFnbuP9AXipZpAAAAAACgLcvMTFTXrjZVVDi0dWu+QkODlZwc5euwGi0vr1RnzlTXaq+GGqWllXI4TFmtF5ZwcTpN2qYBAYDKG3jMSy99qWHDlurgQbu6drXp889/rFmzLnb3Ju3bN0FJSZEqK6vWxo1HG33eXbtO6uKL39Bbb+1qcCwt0wAAAAAAQFsWFxehtDSb9u0rlCT17h2n8HD/+/z20aMl+uCDg9qx43it7a6qm7Q0q4KCWO/GZf36XD3zzBf69NMjF3yuM2eqFBYWrKAgw2/WQgJwLpI38Jj9+4tUWenQpEndtW3bnRo8uHYvzqAgQyNHdpbUtNZpf/jDFn35ZYF++tMP3G88zoeWaQAAAAAAoK2rqnLom29OSJIGDkzycTR1y84u1oYNR+tI3rDeTV0SEiIkSbm5py/4XFFRYXrssSF69NFLSZABfozkDTxm0aIr9eab4/T22+MVGxte5xhX67TVq3Madc6qKoeWL98vSTpzplp33/2+nE6zzrGmaWrZMlqmAQAAAACAtm3p0t0qL69WWFiw0tL8c90Y13o22dnFqq52urf36NFO6emxysjwz7h9pVO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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "select = {\"dataset\":data_config[\"name\"], \"freq\":data_config[\"freq\"]}\n", + "visualize(context_len=config[\"context_len\"], trues=trues, preds=preds, history=histories,figsize=(20,4),**select)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Finetune MOIRAI on ETT Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['_target_', 'module_kwargs', 'min_patches', 'min_mask_ratio', 'max_mask_ratio', 'max_dim', 'loss_func', 'val_metric', 'lr', 'weight_decay', 'beta1', 'beta2', 'num_training_steps', 'num_warmup_steps', 'checkpoint_path'])" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "path = \"../src/samay/models/uni2ts/cli/conf/finetune/model/moirai_small.yaml\"\n", + "fin_config = read_yaml(path)\n", + "\n", + "fin_config.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "data_config_path = \"../src/samay/models/uni2ts/cli/conf/finetune/default.yaml\"\n", + "torch_config = read_yaml(data_config_path)\n", + "ft_kwargs = prep_finetune_config(data_config_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "16" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Number of input features to Input projection layer is the patch size used by the model\n", + "patch_size = moirai_model.model.module.in_proj.in_features_ls[0]\n", + "patch_size" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Normalizing the dataset\n" + ] + } + ], + "source": [ + "# Train dataset\n", + "train_dataset = MoiraiDataset(\n", + " name=data_config['name'],\n", + " mode=\"train\",\n", + " path=data_config['path'],\n", + " datetime_col=data_config['date_col'],\n", + " freq=data_config['freq'],\n", + " context_len=config['context_len'],\n", + " horizon_len=config['horizon_len'],\n", + " patch_size=patch_size,\n", + " kwargs=torch_config[\"train_dataloader\"]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 0: Loss: -4.690\n", + "Epoch 1: Loss: -4.893\n", + "Epoch 2: Loss: -5.015\n", + "Epoch 3: Loss: -5.090\n", + "Epoch 4: Loss: -5.160\n", + "Finetuning done\n", + "Fineuned model updated\n", + "CPU times: user 21min 39s, sys: 2min 47s, total: 24min 27s\n", + "Wall time: 27min 18s\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%time\n", + "moirai_model.finetune(train_dataset, **ft_kwargs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Evaluate finetuned model" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Forecasting done....now testing\n", + "{'mse': 0.5779918631464251, 'mae': 0.4894990296919897, 'mase': 1.7793430057494721, 'mape': 0.8081392584103635, 'rmse': 0.7267978189638105, 'nrmse': 0.12445993317981198, 'smape': 0.7968593254384336, 'msis': 0.10380481506645091, 'nd': 4.7801035900792135, 'mwsq': 0.09674482338920819, 'crps': 0.7804203160988368}\n", + "CPU times: user 20.3 s, sys: 97.4 ms, total: 20.4 s\n", + "Wall time: 21.1 s\n" + ] + } + ], + "source": [ + "%%time\n", + "metrics, trues, preds, histories = moirai_model.evaluate(test_dataset,zero_shot=False)\n", + "print(metrics)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualise forecast for a given window" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "visualize(context_len=config[\"context_len\"], trues=trues, preds=preds, history=histories,figsize=(20,4),**select)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.11" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/example/moment_forecasting.ipynb b/example/moment_forecasting.ipynb index 2118385..c644d78 100644 --- a/example/moment_forecasting.ipynb +++ b/example/moment_forecasting.ipynb @@ -11,15 +11,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:p-3550900:t-140639624742720:moment.py:_validate_inputs:Setting d_model to 1024\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ "Loading MOMENT model from AutonLab/MOMENT-1-large\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:p-3550900:t-140639624742720:moment.py:_get_transformer_backbone:Initializing pre-trained transformer from google/flan-t5-large.\n", + "INFO:p-3550900:t-140639624742720:moment.py:_get_transformer_backbone:Enabling gradient checkpointing.\n" + ] } ], "source": [ @@ -57,14 +72,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "train_dataset = MomentDataset(name=\"ett\", datetime_col='date', path='../src/samay/models/moment/data/ETTh1.csv', \n", + " mode='train', horizon_len=192)\n", + "val_dataset = MomentDataset(name=\"ett\", datetime_col='date', path='../src/samay/models/moment/data/ETTh1.csv',\n", + " mode='test', horizon_len=192)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/nethome/sli999/anaconda3/envs/torch/lib/python3.11/site-packages/torch/utils/checkpoint.py:87: UserWarning: None of the inputs have requires_grad=True. Gradients will be None\n", + "/nethome/sanand315/Samay/.venv/lib/python3.11/site-packages/torch/utils/checkpoint.py:87: UserWarning: None of the inputs have requires_grad=True. Gradients will be None\n", " warnings.warn(\n" ] }, @@ -72,46 +99,35 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch 0: Train loss: 0.572\n", - "Epoch 1: Train loss: 0.502\n", - "Epoch 2: Train loss: 0.473\n", - "Epoch 3: Train loss: 0.457\n", - "Epoch 4: Train loss: 0.452\n" + "Epoch 0: Train loss: 0.069\n", + "Epoch 1: Train loss: 0.064\n", + "Epoch 2: Train loss: 0.060\n", + "Epoch 3: Train loss: 0.056\n", + "Epoch 4: Train loss: 0.053\n" ] }, { "data": { "text/plain": [ - "{'mse': 0.5570129,\n", - " 'mae': 0.5200917,\n", - " 'mase': 0.82687783,\n", - " 'mape': -0.30029196,\n", - " 'rmse': 0.746333,\n", - " 'nrmse': 0.07844285181705611,\n", - " 'smape': 0.8625615,\n", - " 'msis': 0.081994146,\n", - " 'nd': 28.05683713775537}" + "{'mse': 0.0646332,\n", + " 'mae': 0.059077125,\n", + " 'mase': 1.8721027,\n", + " 'mape': 0.025354875,\n", + " 'rmse': 0.2542306,\n", + " 'nrmse': 0.02672074303751667,\n", + " 'smape': 0.20617108,\n", + " 'msis': 0.046556044,\n", + " 'nd': 26.504014618362795}" ] }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "train_dataset = MomentDataset(name=\"ett\", datetime_col='date', path='../src/tsfmproject/models/moment/data/ETTh1.csv', \n", - " mode='train', horizon_len=192)\n", - "# dtl = train_dataset.get_data_loader()\n", - "\n", - "val_dataset = MomentDataset(name=\"ett\", datetime_col='date', path='../src/tsfmproject/models/moment/data/ETTh1.csv',\n", - " mode='test', horizon_len=192)\n", - "# path = '../src/tsfmproject/models/moment/data/ETTh1.csv'\n", - "\n", - "# dataset = MomentDataset(name=\"ett\", datetime_col='date', path=path, \n", - "# mode='train', horizon=192)\n", - "\n", "finetuned_model = mmt.finetune(train_dataset, task_name=\"forecasting\")\n", - "mmt.evaluate(val_dataset, task_name=\"forecasting\")\n" + "mmt.evaluate(val_dataset, task_name=\"forecasting\")" ] }, { @@ -123,14 +139,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(24, 64, 512)\n" + ] + }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -138,55 +161,8 @@ } ], "source": [ - "# avg_loss, trues, preds, histories = mmt.evaluate(val_dataset, task_name='forecasting')\n", - "# print(\"Validation loss:\", avg_loss)\n", "mmt.plot(val_dataset, task_name='forecasting')" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Visualization of the evaluation" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# import matplotlib.pyplot as plt\n", - "\n", - "# # Pick a random channel and time index\n", - "# trues = np.array(trues)\n", - "# preds = np.array(preds)\n", - "# histories = np.array(histories)\n", - "# channel_idx = np.random.randint(0, 7) \n", - "# time_index = np.random.randint(0, trues.shape[0]) \n", - "\n", - "# history = histories[time_index, channel_idx, :] \n", - "# true = trues[time_index, channel_idx, :]\n", - "# pred = preds[time_index, channel_idx, :]\n", - "\n", - "# plt.figure(figsize=(12, 4))\n", - "\n", - "# # Plotting the first time series from history\n", - "# plt.plot(range(len(history)), history, label='History (512 timesteps)', c='darkblue')\n", - "\n", - "# # Plotting ground truth and prediction\n", - "# num_forecasts = len(true)\n", - "\n", - "# offset = len(history)\n", - "# plt.plot(range(offset, offset + len(true)), true, label='Ground Truth (192 timesteps)', color='darkblue', linestyle='--', alpha=0.5)\n", - "# plt.plot(range(offset, offset + len(pred)), pred, label='Forecast (192 timesteps)', color='red', linestyle='--')\n", - "\n", - "# plt.title(f\"ETTh1 (Hourly) -- (idx={time_index}, channel={channel_idx})\", fontsize=18)\n", - "# plt.xlabel('Time', fontsize=14)\n", - "# plt.ylabel('Value', fontsize=14)\n", - "# plt.legend(fontsize=14)\n", - "# plt.show()" - ] } ], "metadata": { @@ -205,7 +181,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.4" + "version": "3.11.11" } }, "nbformat": 4, diff --git a/example/timesfm.ipynb b/example/timesfm.ipynb index 54bed30..8628898 100644 --- a/example/timesfm.ipynb +++ b/example/timesfm.ipynb @@ -11,20 +11,20 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Using device: cuda:1\n" + "Using device: cuda:3\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "b79c3a37421a40f3a8493976d7a9f2eb", + "model_id": "bdf1cea6a0564d80aa98beffa122ccf0", "version_major": 2, "version_minor": 0 }, @@ -39,8 +39,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "INFO:p-321350:t-140115981268800:timesfm_torch.py:load_from_checkpoint:Loading checkpoint from /nethome/hkamarthi3/.cache/huggingface/hub/models--google--timesfm-1.0-200m-pytorch/snapshots/0581e2c56cb06feb51cfd98fc2b4005b74f7187b/torch_model.ckpt\n", - "INFO:p-321350:t-140115981268800:timesfm_torch.py:load_from_checkpoint:Sending checkpoint to device cuda:1\n" + "INFO:p-1987940:t-140070280951616:timesfm_torch.py:load_from_checkpoint:Loading checkpoint from /nethome/sanand315/.cache/huggingface/hub/models--google--timesfm-1.0-200m-pytorch/snapshots/0581e2c56cb06feb51cfd98fc2b4005b74f7187b/torch_model.ckpt\n", + "INFO:p-1987940:t-140070280951616:timesfm_torch.py:load_from_checkpoint:Sending checkpoint to device cuda:3\n" ] } ], @@ -67,7 +67,7 @@ " \"quantiles\": [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9],\n", "}\n", "\n", - "tfm = TimesfmModel(config=config, repo=repo)\n" + "tfm = TimesfmModel(config=config, repo=repo)" ] }, { @@ -79,17 +79,17 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "INFO:p-321350:t-140115981268800:data_loader.py:__init__:Data Shapes: (7, 17419), (7, 17613), (1, 17420), (1, 17420)\n", - "INFO:p-321350:t-140115981268800:data_loader.py:train_gen:Hist len: 512\n", - "INFO:p-321350:t-140115981268800:data_loader.py:__init__:Data Shapes: (7, 17419), (7, 17613), (1, 17420), (1, 17420)\n", - "INFO:p-321350:t-140115981268800:data_loader.py:test_val_gen:Hist len: 512\n" + "INFO:p-1987940:t-140070280951616:data_loader.py:__init__:Data Shapes: (7, 17419), (7, 17613), (1, 17420), (1, 17420)\n", + "INFO:p-1987940:t-140070280951616:data_loader.py:train_gen:Hist len: 512\n", + "INFO:p-1987940:t-140070280951616:data_loader.py:__init__:Data Shapes: (7, 17419), (7, 17613), (1, 17420), (1, 17420)\n", + "INFO:p-1987940:t-140070280951616:data_loader.py:test_val_gen:Hist len: 512\n" ] } ], @@ -97,7 +97,7 @@ "train_dataset = TimesfmDataset(name=\"ett\", datetime_col='date', path='../data/data/ETTh1.csv', normalize=False,\n", " mode='train', context_len=512, horizon_len=192)\n", "val_dataset = TimesfmDataset(name=\"ett\", datetime_col='date', path='../data/data/ETTh1.csv', normalize=False, \n", - " mode='test', context_len=512, horizon_len=192)\n" + " mode='test', context_len=512, horizon_len=192)" ] }, { @@ -108,26 +108,7 @@ { "data": { "text/plain": [ - "['batchsize',\n", - " 'boundaries',\n", - " 'context_len',\n", - " 'data',\n", - " 'data_path',\n", - " 'dataset',\n", - " 'datetime_col',\n", - " 'freq',\n", - " 'get_data_loader',\n", - " 'horizon_len',\n", - " 'mode',\n", - " 'name',\n", - " 'normalize',\n", - " 'num_ts',\n", - " 'preprocess',\n", - " 'preprocess_eval_batch',\n", - " 'preprocess_train_batch',\n", - " 'save',\n", - " 'stride',\n", - " 'ts_cols']" + "(801, 27)" ] }, "execution_count": 3, @@ -135,33 +116,6 @@ "output_type": "execute_result" } ], - "source": [ - "[x for x in dir(train_dataset) if \"__\" not in x]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`data` is of `pd.DataFrame` type and `dataset` is of `CustomTorchDataset` type" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(982, 18)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ "len(train_dataset.dataset), len(val_dataset.dataset)" ] @@ -175,14 +129,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "{'mse': np.float32(17.94159), 'mae': np.float32(2.2708952), 'mase': np.float32(0.55817515), 'mape': np.float32(1283.0344), 'rmse': np.float32(4.235751), 'nrmse': np.float32(0.092243955), 'smape': np.float32(0.5231085), 'msis': np.float32(0.07495749), 'nd': np.float32(0.60295093), 'mwsq': np.float32(2.145765), 'crps': np.float64(80.78891892065549)}\n" + "{'mse': 17.941584, 'mae': 2.2708952, 'mase': 2.3713315, 'mape': 1283.0352, 'rmse': 4.2357507, 'nrmse': 0.09224394849614606, 'smape': 0.52310854, 'msis': 0.07495748, 'nd': 0.6029509394239408, 'mwsq': 2.1457655, 'crps': 80.7888972655018}\n" ] } ], @@ -201,14 +155,21 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(27, 7, 512)\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
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" ] }, "metadata": {}, @@ -216,36 +177,6 @@ } ], "source": [ - "# import matplotlib.pyplot as plt\n", - "\n", - "# # Pick a random channel and time index\n", - "# trues = np.array(trues)\n", - "# preds = np.array(preds)\n", - "# histories = np.array(histories)\n", - "# channel_idx = np.random.randint(0, trues.shape[1]) \n", - "# time_index = np.random.randint(0, trues.shape[0]) \n", - "\n", - "# history = histories[time_index, channel_idx, :] \n", - "# true = trues[time_index, channel_idx, :]\n", - "# pred = preds[time_index, channel_idx, :]\n", - "\n", - "# plt.figure(figsize=(12, 4))\n", - "\n", - "# # Plotting the first time series from history\n", - "# plt.plot(range(len(history)), history, label='History (128 timesteps)', c='darkblue')\n", - "\n", - "# # Plotting ground truth and prediction\n", - "# num_forecasts = len(true)\n", - "\n", - "# offset = len(history)\n", - "# plt.plot(range(offset, offset + len(true)), true, label='Ground Truth (64 timesteps)', color='darkblue', linestyle='--', alpha=0.5)\n", - "# plt.plot(range(offset, offset + len(pred)), pred, label='Forecast (64 timesteps)', color='red', linestyle='--')\n", - "\n", - "# plt.title(f\"ETTh1 (Hourly) -- (idx={time_index}, channel={channel_idx})\", fontsize=18)\n", - "# plt.xlabel('Time', fontsize=14)\n", - "# plt.ylabel('Value', fontsize=14)\n", - "# plt.legend(fontsize=14)\n", - "# plt.show()\n", "tfm.plot(val_dataset)" ] }, @@ -258,18 +189,18 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 0, Loss: 18.90032547148899\n", - "Epoch 1, Loss: 16.19754825744625\n", - "Epoch 2, Loss: 15.175357345854346\n", - "Epoch 3, Loss: 14.39987245485812\n", - "Epoch 4, Loss: 13.903449555103935\n" + "Epoch 0, Loss: 18.218768575298252\n", + "Epoch 1, Loss: 15.668467429040614\n", + "Epoch 2, Loss: 14.725927371423039\n", + "Epoch 3, Loss: 14.109928899828676\n", + "Epoch 4, Loss: 13.588568268989764\n" ] } ], @@ -284,16 +215,41 @@ "## Test the Finetuned Model" ] }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'mse': 11.378438, 'mae': 1.8082021, 'mase': 1.8881745, 'mape': 1426.8136, 'rmse': 3.373194, 'nrmse': 0.07345964282373121, 'smape': 0.43626714, 'msis': 0.066270255, 'nd': 0.4801001662242205, 'mwsq': 1.1346214, 'crps': 55.627149576217285}\n" + ] + } + ], + "source": [ + "metrics = tfm.evaluate(val_dataset)\n", + "print(metrics)" + ] + }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(27, 7, 512)\n" + ] + }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -301,17 +257,8 @@ } ], "source": [ - "# avg_loss, trues, preds, histories = tfm.evaluate(val_dataset)\n", - "# print(\"Validation loss:\", avg_loss)\n", "tfm.plot(val_dataset)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/example/tinytimemixer.ipynb b/example/tinytimemixer.ipynb index 8696623..0a76bae 100644 --- a/example/tinytimemixer.ipynb +++ b/example/tinytimemixer.ipynb @@ -4,68 +4,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Timesfm Usage Example\n", + "# TinyTimeMixer Usage Example\n", "\n", - "## Loading Timesfm Model" + "## Loading TinyTimeMixer Model" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:p-324173:t-140070873831232:config.py::PyTorch version 2.5.1 available.\n", - "/nethome/hkamarthi3/scratch2/Samay/.venv/lib/python3.11/site-packages/gluonts/json.py:102: UserWarning: Using `json`-module for json-handling. Consider installing one of `orjson`, `ujson` to speed up serialization and deserialization.\n", - " warnings.warn(\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8cdefc66af534b12b7c9611963ad2566", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "config.json: 0%| | 0.00/1.56k [00:00" + "
" ] }, "metadata": {}, @@ -150,36 +106,6 @@ } ], "source": [ - "# import matplotlib.pyplot as plt\n", - "\n", - "# # Pick a random channel and time index\n", - "# trues = np.array(trues)\n", - "# preds = np.array(preds)\n", - "# histories = np.array(histories)\n", - "# channel_idx = np.random.randint(0, trues.shape[1]) \n", - "# time_index = np.random.randint(0, trues.shape[0]) \n", - "\n", - "# history = histories[time_index, channel_idx, :] \n", - "# true = trues[time_index, channel_idx, :]\n", - "# pred = preds[time_index, channel_idx, :]\n", - "\n", - "# plt.figure(figsize=(12, 4))\n", - "\n", - "# # Plotting the first time series from history\n", - "# plt.plot(range(len(history)), history, label='History (128 timesteps)', c='darkblue')\n", - "\n", - "# # Plotting ground truth and prediction\n", - "# num_forecasts = len(true)\n", - "\n", - "# offset = len(history)\n", - "# plt.plot(range(offset, offset + len(true)), true, label='Ground Truth (64 timesteps)', color='darkblue', linestyle='--', alpha=0.5)\n", - "# plt.plot(range(offset, offset + len(pred)), pred, label='Forecast (64 timesteps)', color='red', linestyle='--')\n", - "\n", - "# plt.title(f\"ETTh1 (Hourly) -- (idx={time_index}, channel={channel_idx})\", fontsize=18)\n", - "# plt.xlabel('Time', fontsize=14)\n", - "# plt.ylabel('Value', fontsize=14)\n", - "# plt.legend(fontsize=14)\n", - "# plt.show()\n", "ttm.plot(val_dataset)" ] }, @@ -187,7 +113,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Finetune Timesfm Model on the ETT dataset" + "## Finetune TinyTimeMixer Model on the ETT dataset" ] }, { @@ -199,11 +125,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch 0, Loss: 5.740216328547551\n", - "Epoch 1, Loss: 5.553980057056133\n", - "Epoch 2, Loss: 5.44788331251878\n", - "Epoch 3, Loss: 5.374182811150184\n", - "Epoch 4, Loss: 5.302513085878813\n" + "Epoch 0, Loss: 5.714398750892053\n", + "Epoch 1, Loss: 5.510728175823505\n", + "Epoch 2, Loss: 5.437995580526499\n", + "Epoch 3, Loss: 5.371856836172251\n", + "Epoch 4, Loss: 5.339195764981783\n" ] } ], @@ -223,11 +149,37 @@ "execution_count": 6, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(462, 7, 96) (462, 7, 96) (462, 7, 512)\n", + "{'mse': 9.433637, 'mae': 1.6795125, 'mase': 1.7581352, 'mape': 1085.6228, 'rmse': 3.0714226, 'nrmse': 0.06688782407628086, 'smape': 0.43662193, 'msis': 0.053788815, 'nd': 0.4512009155789655}\n" + ] + } + ], + "source": [ + "metrics = ttm.evaluate(val_dataset)\n", + "print(metrics)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(462, 7, 512)\n" + ] + }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -235,22 +187,13 @@ } ], "source": [ - "# avg_loss, trues, preds, histories = tfm.evaluate(val_dataset)\n", - "# print(\"Validation loss:\", avg_loss)\n", "ttm.plot(val_dataset)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "torch", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -264,7 +207,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.9" + "version": "3.11.11" } }, "nbformat": 4, diff --git a/leaderboard.py b/leaderboard.py index febf2a6..aa6eadb 100644 --- a/leaderboard.py +++ b/leaderboard.py @@ -3,6 +3,7 @@ import numpy as np import pandas as pd import time +import datetime import torch import gc @@ -156,8 +157,8 @@ def calc_pred_and_context_len(freq): if __name__ == "__main__": - - for model_name in ["moment"]: + mod_times = {} + for model_name in ["chronos"]: print(f"Evaluating model: {model_name}") # create csv file for leaderboard if not already created csv_path = f"leaderboard/{model_name}.csv" @@ -188,7 +189,11 @@ def calc_pred_and_context_len(freq): arg_path = "config/lptm.json" args = load_args(arg_path) + mod_start = time.time() + mod_timestamp = datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S") for fpath, attrs in NAMES.items(): + print(f"Model eval started at: {mod_timestamp}") + print(f"Evaluating {fname} ({freq}) started at: {datetime.datetime.now().strftime('%Y-%m-%d %H:%M:%S')}") if SERIES == "monash": freq = attrs[0] horizon = attrs[1] @@ -266,7 +271,7 @@ def calc_pred_and_context_len(freq): args["config"]["context_length"] = dataset.horizon_len model = ChronosModel(**args) start = time.time() - metrics = model.evaluate(dataset, horizon_len=dataset_config["prediction_length"], quantile_levels=[0.1, 0.5, 0.9]) + metrics = model.evaluate(dataset, horizon_len=dataset.horizon_len, quantile_levels=[0.1, 0.5, 0.9]) end = time.time() print(f"Size of dataset: {fs:.2f} MB") print(f"Time taken for evaluation of {fname}: {end-start:.2f} seconds") @@ -281,7 +286,7 @@ def calc_pred_and_context_len(freq): model = ChronosBoltModel(repo=repo) dataset = ChronosBoltDataset(datetime_col='timestamp', path=dataset_path, mode='test', batch_size=8, context_len=context_len, horizon_len=pred_len, boundaries=[-1, -1, -1]) start = time.time() - metrics = model.evaluate(dataset, horizon_len=pred_len, quantile_levels=[0.1, 0.5, 0.9]) + metrics = model.evaluate(dataset, horizon_len=dataset.horizon_lend, quantile_levels=[0.1, 0.5, 0.9]) end = time.time() print(f"Size of dataset: {fs:.2f} MB") print(f"Time taken for evaluation of {fname}: {end-start:.2f} seconds") @@ -360,4 +365,10 @@ def calc_pred_and_context_len(freq): new_row = pd.DataFrame([{**{"dataset": row_name, "size_in_MB":round(fs,2), "eval_time":str(round(eval_time,2)) + unit}, **metrics}]) df = pd.concat([df, new_row], ignore_index=True) - df.to_csv(csv_path, index=False) \ No newline at end of file + df.to_csv(csv_path, index=False) + mod_end = time.time() + print(f"Time taken for model {model_name}: {mod_end-mod_start:.2f} seconds") + mod_times[model_name] = round(mod_end - mod_start,2) + + print("All models evaluated!") + print("Model evaluation times: ", mod_times) \ No newline at end of file diff --git a/leaderboard/chronos.csv b/leaderboard/chronos.csv new file mode 100644 index 0000000..2faaf32 --- /dev/null +++ b/leaderboard/chronos.csv @@ -0,0 +1,52 @@ +dataset,size_in_MB,eval_time,mse,mae,mase,mape,rmse,nrmse,smape,msis,nd,mwsq,crps +us_births (M),0.0,1.46s,1070716255.6687956,26338.37321553956,,0.082518286383001,32721.800923372102,0.423134031437707,0.088048193854164,0.3613017791188073,0.084168461693457,7173196090.338237,308769509665836.6 +ett1 (W),0.01,0.53s,3099526.260364619,1193.7378923969372,,0.2930298804892131,1760.5471480095666,0.1912749813153974,0.512972149846269,0.1501171918408109,0.4785215521881815,248400.7417727985,6185510031.543578 +ett2 (W),0.01,0.55s,14225512.48481565,2829.765762766776,,0.0947369165889474,3771.6723724119583,0.0931368103877156,0.6658664286407251,0.0614323845511389,0.3232260710576363,4668417.230741796,171132961105.95767 +saugeenday (M),0.02,6.94s,627.8970473209555,15.259393398050973,0.6148912009158484,0.4136521061096469,25.05787395851762,0.1729052421341959,0.5380455088157352,0.1056241056607616,0.5129422540443951,212.56665126685607,10498.319296781188 +us_births (W),0.02,15.27s,9883877.88392094,2404.706848711204,0.7868247507819572,0.0343006028613132,3143.86352819599,0.1441213682385063,0.0336398871239602,0.1879783149683595,0.0339719342505688,-87874193.55386622,722531947563.6707 +ett1 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(W-SUN),0.66,0.18s,2.183991249967143,0.8724904750256097,0.1938502022888766,323.7064430639902,1.4778332957296445,0.043582961791292,0.0914958634113649,0.0470698586720002,0.0915343484715663,0.2109941242044994,20.10001821321129 +bitcoin (D),0.72,1.52s,1.403389930738481e+71,5.378512069415479e+34,3.657320384070742e+17,2174114569823502.8,3.7461846333816505e+35,1895751571714478.5,0.2543622051263927,1.0826548839607866e+17,3.4904607919035896e+16,-4.389599974632294e+45,1.0561467837646755e+82 +tourism_monthly (M),0.78,0.07s,83041092.19536859,1324.550639924837,0.0901340820777734,47741952.2414846,9112.688527288125,0.0141618363728211,0.7067421299174307,0.1042168419132694,0.1752652801263243,-10090707.906976864,795291260519.9666 +nn5_daily (D),0.85,0.51s,37.7407319579674,3.599432257678222,0.5747129704809265,20877.27573738166,6.143348594859924,0.0680493906071462,0.2162444770736186,0.0752263624104721,0.2187614136344174,5.317535832548269,670.7295870199927 +sunspot (D),1.19,21.62s,2408.850974869677,34.10404252019393,0.7674491085600923,369847.4422650727,49.08004660622967,0.0929546319634154,0.8077924989240262,0.1146324453018251,0.4292373134245539,160.3822741656492,298461.4136420159 +rideshare (H),4.01,0.28s,5.377519916446837,1.0053914942212567,0.1267600117152568,0.1396151697220544,2.318948019349903,0.0252059539922865,0.1204105702924091,0.0362251036899433,0.1408902451027321,2.1785358756153337,28.185004954597115 +oikolab_weather (H),6.78,31.35s,91933.7799682403,64.02825100316939,0.7561063997340227,9285.097247875485,303.20583762229955,0.0029323624511348,0.3521550131063435,0.0005866887430291,0.0050143965945713,-119099.85999306508,3074136734.4388504 +kdd_cup_2018 (H),17.6,59.31s,1531.9524106139706,20.74372525678296,4.040947880585742,1131971.4726527072,39.14016365083277,0.0130263132827136,0.8332293015907302,0.1107108402425502,0.828587585239644,-208.88051659219616,77898.59405938268 +australian_electricity_demand (30T),22.54,70.96s,93506.81124365234,166.66756822507736,0.2580986912478302,39174.1899234413,305.7888343999047,0.0233431888391417,0.0562553745034121,0.0251067427671426,0.0478489791752228,-88066.5977655477,383648299.4885837 +pedestrian_counts (H),33.02,221.05s,11632.959010516037,21.193983038440308,0.1069480783875833,9448.659306806694,107.8561959764762,0.0067498714505899,0.0956186116734353,0.0341846726721815,0.1438002854732336,708.3584936380963,4447142.109602031 +solar_10_minutes (10T),33.4,179.8s,13.930475431349684,1.2140619879362426,1.09188080940848,18028.405053786923,3.7323552123759183,0.0511281465903349,1.164369913813396,0.0470182473711731,0.5298538153389509,3.118995046722567,110.4724902427233 +traffic_hourly (H),104.18,297.25s,0.0005179756436298,0.0091816064082814,2.3176367966021543,23.82356140689804,0.0227590782684583,0.0325916545208551,0.3020773945525817,0.0601703451862968,0.209183140604662,0.002940625299343,9.390514678465518e-05 +kaggle_web_traffic_weekly (W-SUN),104.91,28.98s,901268404.991326,1771.6919839028335,0.1654751531106626,18090.351075913903,30021.132640047508,0.0002537736642414,0.3758567381066314,0.2561607233851591,0.2546653599996248,4426439.436589792,14576477782948.506 +temperature_rain (D),106.72,113.89s,164.43725710098917,5.315472128858541,9.820522001413885,59994.375378854966,12.823309132239975,0.0220014221951577,1.5925184058346589,0.066398981856604,0.8467210139458897,13.869018956822964,1530.0440465775253 +solar_4_seconds (4S),181.73,47.09m,20.59055237331069,1.3425610438436666,2.305480158613653,2046.5958944407448,4.537681387372927,0.0389500514838833,0.096274798082603,0.0117628580457719,0.0411476752082862,-6.243273787882493,1451.8407760010502 +wind_4_seconds (4S),184.15,43.18m,22.26230759300231,1.704523317678408,1.864301689915005,661.7622788920144,4.71829498791696,0.036072588892898,0.1068561593081005,0.0157364222437642,0.0420831324205956,-14.02107930855725,1458.4104908247846 +kaggle_web_traffic (D),639.07,656.83s,38782004.68552088,266.1889826823415,4.054757583260426,10796.991108686636,6227.519946617665,0.0003266896395212,0.4336240491393017,0.2443110999934141,0.2641848504018766,232355.07618611515,107312511468.52844 +wind_farms_minutely (T),835.99,88.49m,407.6047380549777,2.9638871388422983,13.323034187300234,56606.23059496312,20.189223314802817,0.0260438893890143,0.4000067550035359,0.0102801860151218,0.0523917029154041,-39.4113392427386,27821.98595228156 +weather (D),1180.74,68.06m,0.062788800036489,0.0098244652661143,0.7563412918265383,17.912840634933076,0.2505769343664518,0.0010708415540941,0.0182631261262359,6954.014397704238,0.3054446609267381,0.0079665255821717,0.3023676530323023 +london_smart_meters (30T),3320.44,100.47m,0.0004848243437492011,0.0010512107428804556,0.5433163133384443,2.8455536313317817,0.02201872711464496,0.0042572863174993114,0.03651647065675501,492.32624396603376,0.44868912795482935,0.000426231474282197,0.00015529894823861635 diff --git a/src/samay/dataset.py b/src/samay/dataset.py index e9a7d3d..5499a2a 100644 --- a/src/samay/dataset.py +++ b/src/samay/dataset.py @@ -268,12 +268,8 @@ def __init__( else: self.config = ChronosConfig(**config) assert type(self.config) == ChronosConfig, "Config must be an instance of ChronosConfig" - assert self.config.model_type in ("seq2seq", "causal"), "Model type must be either 'seq2seq' or 'causal'" + assert self.config.model_type in ("seq2seq", "causal"), "Model type must be either 'seq2seq' or 'causal'" - if tokenizer_class == "MeanScaleUniformBins": - self.tokenizer = MeanScaleUniformBins(**self.config.tokenizer_kwargs, config=self.config) - else: - raise ValueError(f"Tokenizer class {tokenizer_class} not supported") self.context_len = self.config.context_length self.horizon_len = self.config.prediction_length self.drop_prob = drop_prob if self.config.model_type == "seq2seq" else 0.0 @@ -360,6 +356,8 @@ def __getitem__(self, index): seq_end = pred_end - self.horizon_len seq_start = seq_end - self.context_len + self.config.prediction_length = self.horizon_len + self.tokenizer = MeanScaleUniformBins(**self.config.tokenizer_kwargs, config=self.config) # input_seq = self.data[seq_start:seq_end, :].T input_seq = data_chunk[seq_start:seq_end, :].T input_ids, attention_mask, scale = self.tokenizer.context_input_transform(torch.tensor(input_seq)) diff --git a/src/samay/metric.py b/src/samay/metric.py index 141d07f..edf3233 100644 --- a/src/samay/metric.py +++ b/src/samay/metric.py @@ -29,7 +29,10 @@ def MASE(y_true:np.array, y_pred:np.array, freq:str='h'): "QE": 4, } # seasonality = DEFAULT_SEASONALITIES[freq] - y_t = y_true[:, :, 1:] - y_true[:, :, :-1] + if len(y_true.shape) == 3: + y_t = y_true[:, :, 1:] - y_true[:, :, :-1] + elif len(y_true.shape) == 2: + y_t = y_true[:, 1:] - y_true[:, :-1] return np.mean(np.abs(y_true - y_pred) / (np.mean(np.abs(y_t)) + 1e-5)) diff --git a/src/samay/model.py b/src/samay/model.py index 81d8908..073d46a 100644 --- a/src/samay/model.py +++ b/src/samay/model.py @@ -1453,10 +1453,6 @@ def __init__( ) self.model.to(self.device) - print( - f"In MoiraiTSModel init: type: {type(self.model)}, patch_sizes: {self.model.module.patch_sizes}" - ) - def preprocess_inputs(self, inputs: dict): """Preprocess the inputs to the model - specifically adds the following fields: +--------------------+--------------------------------------+-----------------------+----------------------------------+ @@ -1521,6 +1517,7 @@ def evaluate( output_transforms: transforms.Compose = None, num_sample_flag: bool = False, zero_shot: bool = True, + leaderboard: bool = False, **kwargs, ): """For a given test dataset, we evaluate the model using the given metrics. diff --git a/src/samay/utils.py b/src/samay/utils.py index 33c45fa..0f4acb4 100644 --- a/src/samay/utils.py +++ b/src/samay/utils.py @@ -5,7 +5,7 @@ import numpy as np import pandas as pd import yaml - +from tqdm import tqdm from datasets import load_from_disk from matplotlib import pyplot as plt from collections import defaultdict @@ -143,7 +143,7 @@ def arrow_to_csv(arrow_dir, freq=None): print(f"Conversion complete for {arrow_dir}.") -def visualize(task_name="forecasting", trues=None, preds=None, history=None, masks=None, context_len=512, **kwargs): +def visualize(task_name="forecasting", trues=None, preds=None, history=None, masks=None, context_len=512, figsize=None,**kwargs): """ Visualize the data. If task_name is "forecasting", trues, preds, and history should be provided, which channel_idx and time_idx are optional. @@ -177,8 +177,10 @@ def visualize(task_name="forecasting", trues=None, preds=None, history=None, mas true = trues[time_idx, channel_idx, :] pred = preds[time_idx, channel_idx, :] + if figsize is None: + figsize = (0.02*len(history), 4) # Set figure size proportional to the number of forecasts - plt.figure(figsize=(0.02 * len(history), 4)) + plt.figure(figsize=figsize) # Plotting the first time series from history plt.plot( @@ -287,6 +289,14 @@ def prep_finetune_config(file_path: str = None, config: dict = None): def get_gifteval_datasets(path:str): + """Fetch the path of the Gifteval datasets and their frequencies. + + Args: + path (str): Path containing the datasets. + + Returns: + dict: Dictionary containing the dataset path (key), and a tuple of their frequencies, and their sizes (value). + """ # Get the list of hierarchical and direct datasets in the given path data = [x for x in os.listdir(path) if x.startswith(".")==False] hier, dire = [], [] @@ -324,6 +334,16 @@ def get_gifteval_datasets(path:str): return dataset_dict def get_monash_datasets(path:str, config:dict, setting:dict): + """Fetch the path of the monash datasets and their frequencies. + + Args: + path (str): Path containing the datasets. + config (dict): Dictionary containing the dataset names (key) and their frequencies (value). + setting (dict): Dictionary containing the dataset names (key) and their horizons (value). + + Returns: + dict: Dictionary containing the dataset path (key), and a tuple of their frequencies, and their sizes (value). + """ dataset_names = config.keys() dataset_paths = [path + "/" + name + "/test/data.csv" for name in dataset_names] # Get the frequencies for each dataset diff --git a/transform_monash.py b/transform_monash.py index 84cb1ad..c9438ea 100644 --- a/transform_monash.py +++ b/transform_monash.py @@ -49,12 +49,15 @@ for split in splits: arrow_dir = os.path.join(monash_dir, dataset, split) freq = FREQS[dataset] - arrow_to_csv(arrow_dir, freq) - csv_file = os.path.join(monash_dir, dataset, split + "/data.csv") - df = pd.read_csv(csv_file) - # fill missing values with 0 - df.fillna(0, inplace=True) - df.to_csv(csv_file, index=False) + if os.path.exists(os.path.join(monash_dir, dataset, split + "/data.csv")) == False: + if freq == "1YE": + freq = "1Y" + arrow_to_csv(arrow_dir, freq) + csv_file = os.path.join(monash_dir, dataset, split + "/data.csv") + df = pd.read_csv(csv_file) + # fill missing values with 0 + df.fillna(0, inplace=True) + df.to_csv(csv_file, index=False)