Files
2022-11-11 17:39:20 +01:00

630 lines
570 KiB
Plaintext
Raw Permalink Blame History

This file contains ambiguous Unicode characters
This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "7c64affd",
"metadata": {},
"outputs": [],
"source": [
"from itertools import islice"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "8aa55868",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"from matplotlib import pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"\n",
"import pandas as pd\n",
"from sklearn.manifold import TSNE"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "6a730716",
"metadata": {},
"outputs": [],
"source": [
"from gluonts.dataset.repository.datasets import get_dataset\n",
"from gluonts.evaluation import make_evaluation_predictions, Evaluator\n",
"from gluonts.torch.distributions import NegativeBinomialOutput\n",
"\n",
"from pytorch_lightning.loggers import CSVLogger\n",
"\n",
"from estimator import TFTEstimator"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "fc889c9f",
"metadata": {},
"outputs": [],
"source": [
"dataset = get_dataset(\"exchange_rate\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "1717d0d2",
"metadata": {},
"outputs": [],
"source": [
"estimator = TFTEstimator(\n",
" freq=dataset.metadata.freq,\n",
" prediction_length=dataset.metadata.prediction_length,\n",
" context_length=dataset.metadata.prediction_length*6,\n",
" num_feat_static_cat=len(dataset.metadata.feat_static_cat),\n",
" cardinality=[int(cat_feat_info.cardinality) for cat_feat_info in dataset.metadata.feat_static_cat],\n",
"\n",
" \n",
" scaling=True,\n",
" batch_size=256,\n",
" num_batches_per_epoch=200,\n",
" #distr_output=ImplicitQuantileNetworkOutput(\"positive\"),\n",
" #loss=QuantileLoss(),\n",
" trainer_kwargs=dict(gpus=\"1\", max_epochs=30, logger=CSVLogger(\".\", \"lightning_logs/\")),\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "c77b420c",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/kashif/.env/pytorch/lib/python3.10/site-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'model' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['model'])`.\n",
" rank_zero_warn(\n",
"/home/kashif/.env/pytorch/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/accelerator_connector.py:446: LightningDeprecationWarning: Setting `Trainer(gpus='1')` is deprecated in v1.7 and will be removed in v2.0. Please use `Trainer(accelerator='gpu', devices='1')` instead.\n",
" rank_zero_deprecation(\n",
"GPU available: True (cuda), used: True\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"HPU available: False, using: 0 HPUs\n",
"/home/kashif/.env/pytorch/lib/python3.10/site-packages/pytorch_lightning/trainer/configuration_validator.py:108: PossibleUserWarning: You defined a `validation_step` but have no `val_dataloader`. Skipping val loop.\n",
" rank_zero_warn(\n",
"LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n",
"\n",
" | Name | Type | Params\n",
"-----------------------------------\n",
"0 | model | TFTModel | 93.2 K\n",
"-----------------------------------\n",
"93.2 K Trainable params\n",
"0 Non-trainable params\n",
"93.2 K Total params\n",
"0.373 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "bb103ecb6cfb4d42b00bfdac4dfddac6",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Epoch 0, global step 200: 'train_loss' reached -2.59856 (best -2.59856), saving model to './lightning_logs/version_41/checkpoints/epoch=0-step=200.ckpt' as top 1\n",
"Epoch 1, global step 400: 'train_loss' reached -3.79581 (best -3.79581), saving model to './lightning_logs/version_41/checkpoints/epoch=1-step=400.ckpt' as top 1\n",
"Epoch 2, global step 600: 'train_loss' reached -4.05098 (best -4.05098), saving model to './lightning_logs/version_41/checkpoints/epoch=2-step=600.ckpt' as top 1\n",
"Epoch 3, global step 800: 'train_loss' reached -4.17670 (best -4.17670), saving model to './lightning_logs/version_41/checkpoints/epoch=3-step=800.ckpt' as top 1\n",
"Epoch 4, global step 1000: 'train_loss' reached -4.23045 (best -4.23045), saving model to './lightning_logs/version_41/checkpoints/epoch=4-step=1000.ckpt' as top 1\n",
"/home/kashif/.env/pytorch/lib/python3.10/site-packages/pytorch_lightning/trainer/call.py:48: UserWarning: Detected KeyboardInterrupt, attempting graceful shutdown...\n",
" rank_zero_warn(\"Detected KeyboardInterrupt, attempting graceful shutdown...\")\n",
"/home/kashif/.env/pytorch/lib/python3.10/site-packages/pytorch_lightning/utilities/parsing.py:262: UserWarning: Attribute 'model' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['model'])`.\n",
" rank_zero_warn(\n"
]
}
],
"source": [
"predictor = estimator.train(\n",
" training_data=dataset.train,\n",
" shuffle_buffer_length=1024,\n",
" num_workers=8,\n",
" cache_data=True,\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "f8a362b6",
"metadata": {},
"outputs": [],
"source": [
"forecast_it, ts_it = make_evaluation_predictions(\n",
" dataset=dataset.test,\n",
" predictor=predictor,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "5fdc12da",
"metadata": {},
"outputs": [],
"source": [
"forecasts = list(forecast_it)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "4b7d3409",
"metadata": {},
"outputs": [],
"source": [
"tss = list(ts_it)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "9b154bde",
"metadata": {},
"outputs": [],
"source": [
"evaluator = Evaluator()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "0fdec8a7",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
"Running evaluation: 40it [00:00, 133.81it/s]\n"
]
}
],
"source": [
"agg_metrics, ts_metrics = evaluator(iter(tss), iter(forecasts))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "4adbf8d9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'MSE': 0.0007768019271196635,\n",
" 'abs_error': 24.153231034986675,\n",
" 'abs_target_sum': 975.9766580164433,\n",
" 'abs_target_mean': 0.8133138816803693,\n",
" 'seasonal_error': 0.006515919403041842,\n",
" 'MASE': 4.859690570378005,\n",
" 'MAPE': 0.026359366600712142,\n",
" 'sMAPE': 0.025865982671578726,\n",
" 'MSIS': 28.667572757335584,\n",
" 'QuantileLoss[0.1]': 13.229250066354872,\n",
" 'Coverage[0.1]': 0.5941666666666666,\n",
" 'QuantileLoss[0.2]': 19.524527779966593,\n",
" 'Coverage[0.2]': 0.7708333333333334,\n",
" 'QuantileLoss[0.3]': 22.889725703932342,\n",
" 'Coverage[0.3]': 0.8866666666666667,\n",
" 'QuantileLoss[0.4]': 24.396077957376836,\n",
" 'Coverage[0.4]': 0.9458333333333334,\n",
" 'QuantileLoss[0.5]': 24.153230977244675,\n",
" 'Coverage[0.5]': 0.9733333333333334,\n",
" 'QuantileLoss[0.6]': 22.207836651802065,\n",
" 'Coverage[0.6]': 0.9850000000000001,\n",
" 'QuantileLoss[0.7]': 19.237755538709465,\n",
" 'Coverage[0.7]': 0.9891666666666665,\n",
" 'QuantileLoss[0.8]': 14.866606407612558,\n",
" 'Coverage[0.8]': 0.9975000000000002,\n",
" 'QuantileLoss[0.9]': 8.850234366022049,\n",
" 'Coverage[0.9]': 0.9991666666666668,\n",
" 'RMSE': 0.027871166590576424,\n",
" 'NRMSE': 0.034268647343129614,\n",
" 'ND': 0.024747754812164516,\n",
" 'wQuantileLoss[0.1]': 0.013554883672363387,\n",
" 'wQuantileLoss[0.2]': 0.020005117560544818,\n",
" 'wQuantileLoss[0.3]': 0.023453148716131175,\n",
" 'wQuantileLoss[0.4]': 0.024996579331066145,\n",
" 'wQuantileLoss[0.5]': 0.024747754753001214,\n",
" 'wQuantileLoss[0.6]': 0.02275447519097112,\n",
" 'wQuantileLoss[0.7]': 0.01971128651560983,\n",
" 'wQuantileLoss[0.8]': 0.01523254299731632,\n",
" 'wQuantileLoss[0.9]': 0.009068079951839319,\n",
" 'mean_absolute_QuantileLoss': 18.81724949433572,\n",
" 'mean_wQuantileLoss': 0.019280429854315925,\n",
" 'MAE_Coverage': 0.4046296296296296,\n",
" 'OWA': nan}"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"agg_metrics"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "cc3f804d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 2000x1500 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20, 15))\n",
"date_formater = mdates.DateFormatter('%b, %d')\n",
"plt.rcParams.update({'font.size': 15})\n",
"\n",
"for idx, (forecast, ts) in islice(enumerate(zip(forecasts, tss)), 9):\n",
" ax = plt.subplot(3, 3, idx+1)\n",
"\n",
" plt.plot(ts[-4 * dataset.metadata.prediction_length:].to_timestamp(), label=\"target\", )\n",
" forecast.plot( color='g')\n",
" plt.xticks(rotation=60)\n",
" ax.xaxis.set_major_formatter(date_formater)\n",
" ax.set_title(forecast.item_id)\n",
"\n",
"plt.gcf().tight_layout()\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "6f03bfd2",
"metadata": {},
"outputs": [],
"source": [
"metrics = pd.read_csv(\"lightning_logs/version_34/metrics.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "8e76b769",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>train_perplexity</th>\n",
" <th>epoch</th>\n",
" <th>step</th>\n",
" <th>val_loss</th>\n",
" <th>train_loss</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.077298</td>\n",
" <td>0</td>\n",
" <td>49</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.052201</td>\n",
" <td>0</td>\n",
" <td>99</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>99</td>\n",
" <td>-3.059156</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>99</td>\n",
" <td>NaN</td>\n",
" <td>-1.421714</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1.064031</td>\n",
" <td>1</td>\n",
" <td>149</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>395</th>\n",
" <td>NaN</td>\n",
" <td>98</td>\n",
" <td>9899</td>\n",
" <td>NaN</td>\n",
" <td>-4.208968</td>\n",
" </tr>\n",
" <tr>\n",
" <th>396</th>\n",
" <td>27.830784</td>\n",
" <td>99</td>\n",
" <td>9949</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>397</th>\n",
" <td>26.394091</td>\n",
" <td>99</td>\n",
" <td>9999</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>398</th>\n",
" <td>NaN</td>\n",
" <td>99</td>\n",
" <td>9999</td>\n",
" <td>-4.432779</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>399</th>\n",
" <td>NaN</td>\n",
" <td>99</td>\n",
" <td>9999</td>\n",
" <td>NaN</td>\n",
" <td>-4.266188</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>400 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" train_perplexity epoch step val_loss train_loss\n",
"0 1.077298 0 49 NaN NaN\n",
"1 1.052201 0 99 NaN NaN\n",
"2 NaN 0 99 -3.059156 NaN\n",
"3 NaN 0 99 NaN -1.421714\n",
"4 1.064031 1 149 NaN NaN\n",
".. ... ... ... ... ...\n",
"395 NaN 98 9899 NaN -4.208968\n",
"396 27.830784 99 9949 NaN NaN\n",
"397 26.394091 99 9999 NaN NaN\n",
"398 NaN 99 9999 -4.432779 NaN\n",
"399 NaN 99 9999 NaN -4.266188\n",
"\n",
"[400 rows x 5 columns]"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"metrics"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "ad490889",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'perplexity')"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEQCAYAAABBQVgLAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABfz0lEQVR4nO29d5QkV3m4/bydpyfv7Mxs3pV2tVplIRYhJJAQAgECAQYExibIAZnPGAMGm2gDBoyNbfDPgE2wSSaKLIQIIgiEck67CrurzTs5dk73+6PqVlf3dJzU3TP3OafPTFdVV9+urr7vfbMopTAYDAaDoRKeRg/AYDAYDM2PERYGg8FgqIoRFgaDwWCoihEWBoPBYKiKERYGg8FgqIqv0QNYbNauXau2bdvW6GEYDAZDS3HPPfeMKaX6y+1fccJi27Zt3H333Y0ehsFgMLQUInKo0n5jhjIYDAZDVYywMBgMBkNVjLAwGAwGQ1WMsDAYDAZDVYywMBgMBkNVjLAwGAwGQ1WMsDAYDAZDVYywMBgMq5KfPHiCIxOxhrx3OptryPsuBCMsDAbDquPhY9O8+Rv38rZv31+w/dO/foI//8rSJvXed3iSMz7wcw6MRpb0fRYbIywMBsOq43O/OwBQMGHPJNL89037uefQxJK+92NDs6QyOX6xZ3hJ32exMcLCYDC0JLfuH+NLtzxJLldft894KsuNe4YAmIylOTYVB+Dau44QTWWJpbKLPlY3Y5EkAL99bHRJ32exMcLCYDAsCf99036ue+D4kpx7Opbmj75wBx/68R4eOjZd12t/+/goiXSOv3/x6QDcvn+cTDbHl245CEAykyNbpwCqh7FICoC7D00QSWac7T958MS8TVN7T8xw4xJrKkZYGAw1kMrknBWhoToPHJniX372KO/8zgNLYpufiqec/ydiqQpHzuXnjwzRE/bzugu20hv2c9uBcW7cM8yxqThP3doLQDy9dNrFaCSJCKSzilv3jQEwFUvxlm/ey//8/sl5nfM933+I93z/ocUc5hyMsDAYauCrtx3keZ/4bd0mj2KOTMSYjqfnbP/YDXv52A17F3TuZuIbdxymM+Qj5PPw7u8/VPd1+/Wjw1zz1fKO5tlEfkU+Ga1dWKQyOX65d5jnnTZIwOfh6Sf1cfuBcb50y0G2rAlz5dnrAYilMlXONH9GZ5Ocu7mH9oCXmx63TFG/e2KMnIKjk/G6z/fo0Az3H5liKpZCqaXTiIywMBhqYGg6wWQszWxyYZPIsz7+G8750C9IZgpXrjc8fII7nlxax+pysm80wunru3jfi07jzicn+NZdR+p6/V0HJ/nFnmFSmdIhpgXCIjZX+JbjtgPjzCYyvODMdQA8Y3sfRyfj3Hlwgpeft5GOkB+w/Bpfv+MQr/jvW+sadzmeGJ7lL79+D8en4oxFkqzvDnHRjrX89rFRlFKO/+LoZP2hvN+607q2mZxa8P1ZCSMsDKueJ4ZneehoZbu3NktM1zExVeL6B044/yfSWY5OxkmWmRircfuBcV7wH78jvsiO2f+5+QD3HZ6c12sPjkU5aW07r9q9mfNPWsMnf/l4Xa9P29ei3Gdy2/qn6jBD/ezhIdoDXi7asRawhIXmadvWEA54AYilsvxyz3Dd/pBy3PTYKDc8NMRVn72NoekEazuCXHJqP8em4uwbifBbW8M4PhWvSztIpLP84L5jtPmtcU9FF+f+LIURFoZVzz//9FH+7nsPFmyLJDP83+2HnB+uFhaTrolJKcV1DxyvaLJQSvGyz9zC1+84VDAJHBqPOv8/ORZFKUjO005+7+FJHh2adaJ6FgOlFP/ys0f54X3Han7N3hMz3HFgnJlEmvFoim1r2xERztvSW7eQ1UlrsXTpaxtJ5s83WaOwyOYUN+4Z4tJdA4TsyfWUgQ762gN4BM7Z3EObS1g8cnyGzCIlzx2bihP0eYilMsRSWdZ2BHn2qQOAFQgwFkly9qZuEukc40VmtZlEuqzQ/PkjQ0zH0/zh+ZuB2q/FfDDCwrCiuemxEZ4ci1Y8ZjaR4XjRRPvdu4/w9z98mP22czZhT+RTLn/DY8Oz/PU37+MXj5SPQhmNJLn/yBSPD80WOE2PTSWc/4vfo16m7Il4vIQDfngmMWdbLURTWdJZVZe28/GfPcr7f/gwB+3rva2vHQC/V8jk6pt0U1lLsEaTpa+JNkN1hXw1m6H2HJ9hLJListMGnG0iwuVnDHL+SWvoCPoI20Lk6GSMkdkkOcWC/VTW+eJs62vn23/xDM7c2MXurb1s7GljU28bP7zfEsivOX+Lc6xmOpbmhf9xM+/7geW8vv/IVIG29+27jrB5TRsvOsvytRhhYTDMk3d+50E+bydgaUZmEtxxYNx5nshkmY6nCzSEew5PAfnJSq/s3CYPPSlGKtiJHxuaBSCdU0Rcdna3cNo/Yp1nvmYoPabiFemNe4Z5+j/9in0js/M+Zz0C7MhknKl42hHOJ621hIXXI3VPuo5mUUZr08JiS1/YGWs1c9Qt+63Io4u2ry3Y/tGXncXX//wCAMIBq9P0PYfyE3KmwriPTMR489fvrXqdjk3F2djbxs7BTq5/y7O40DaDnbu5h5yCMzd2ce7mHiDvt1BK8e7vP8ixqTjHp6375T3ff4gPXveIc96Hj01zyc5+1rQH7GtgzFAGw7yIpTLMFEUf/e/vnywo6aAFwdB0fhV+rz1ZaG3AMUO5JuRD49aPutJE8egJa6LOZlWBUDkx7RIWC9QsJstoFl+6xQrDnKhix05msvzo/mMFuQV60qlVgCmlOD4VZyae5uCYdV229oUB8HutaabSpFuMFhblNItIMkPA62GwM8RkNM3jw7M85cM38sjx8j6GW/aNccpABwNdoYLtHo/g9QgAbQFrrHcddAuL8tfg1v1j/OShExyuUmPq+FScjT1tc7ZrAfHsnQNs6rX2H5mw7o1v3XWEnz48RNDnYTqeIZHO8vjwbIFWGk9n6Qj66QlbwsJoFgZDjXzmN/v41K+ecJ4nM7k5ESJjkRQx18SsBYEWFkPTCcf+7wiL1Fwz1CF7gqg0oT7qaBY5R1hs72/n+HTCWWlrYbFQzUInewHsG5nl1v2W9pSr4jD92cNDvPVb93P9g/kEOh3eW6sAszSzLMlMjseHZ9nQHXL8AnoirscUVU2ziCQydIR89LYHmIylODGdQCnYN1I6p2MimuK2/eM8Z9dAyf2aNluzeHRoxtlWSchpQV2pMGAkmWE6nmZj71xhcfHOfsIBLy88ax2dIT9r2gMcmYwxm0jzjz/ew0U7+rjirPXMxNPsPTFDNqcYiyRJZrKksznSWUU44KW7zY9IfZFh9WKEhWFFccNDJ5zY9XTWysSdTRT+gGYSabI55aykE2nrh37CFhb3umzCWkhooeFW87WTWk+oe0/M8NLP3MKES/vQk04mmzdD7RzsJJWxHJm5nHKERSan5uVQdTSLaF6z+Nrth53/q5l/9tsT7BduPuA44StpFqlMjr+59n6+eedh53i3nf2Bo1Nss01QAD5HWNSuWaQyts+ijGN3NpGmI+ijN+xnMpZyvoORmdKJkz956ASZnOKl526s+L7aZ+GWr5lsJWFhfdfpCsccs69NKc1i52Ane/7xBZyxoRuAzb1tHJmw/CXxdJarnrqZ7jY/M4k0D7sis4amE05ZknDAi9cjdIX8dUWG1YsRFoYVxehs0lnl6QnEHZMP+VVz8XFDtjP43kOVhEV5M9S7vvcgDxyZ4nbbH5LJ5nhiRAuCvGZxymAnYJmijk/HSaRzbLNNNvPRLhyfha1ZxFIZvnfPUceska2iWey3fQwPH5vhTjvXQ2dIl9Isvn3XYb5/7zHe8/2HeP0X77Q+h8sHc3QyXlpYVJhQi3E0izL+oEgyQ0fQR084QCKdc6KtRmZLO/R/dN8xdg52cNr6zorvq6OhAAa7gta4K2hEOlS1kmZxbMq6T0ppFsVsXhPm8ESMqP2524M+utr8RJIZHnCFdx+bijv3ph6zJTiNZmEwVCWXU4xHU04il554I0XCQvswUtkcSilHEGg/wj2HJx17e94MZZ1L/xhTmZwzQcbTWXI55fgntIZycDzmjCXt8lmcaguL41Nx9o9aE7VeWdbrt1BKuaKhrAn+uvuPM5vM8PpnbAWoWudo/0iEC7f30Rv2O+UmKmkW37rrCOdu7uEjLzuTuw9O8r4fPDwnmuykPpewcHwWlQVhzqVZOT6LsppFhs6Qj17bVq8F/cjsXM3iyESMuw9N8tJzNyIiFccQ9HmwZRtnb+qxxl2TZlFBWNiaxaYSmkUxm9eEOTYZZyauhYWXrpAPpeC2/eNsXmOd48RUwjHR6dyQ973odK6+cGvV95gvRlgYmgqlFF/8/ZPzCvmcjKXI5pRj7shrFkVmqHh+wk9n8+aooekEiXSWR47NOElb+hzFobPHpuLoOTiRznFoIkbKnjCeHLO0CW2CCng9ZHMuYbGuwz5HwjEBnb6hC6hfs5hNZpzPO2aboR46Nk1P2M/Ttq0BKvsscjnFwfEop6/v4nUXbOWXe4d5cixaMRrq+FScMzd28doLtnLRjrUcn4pzfLrw+5qPZvH2a+9nx/t+CtSmWVjCwsq41gK6lBlKFzN8yTkbKr4/WKG0OiLqnE3dVcc95fgsyh9zdCpOwOthbUew6vtvWRMm4zJNdtiaBVj33OWnr3P+12aoNr813uedPshTt66p+h7zxQgLQ1MxGknyj9fv4ScPnqh+cBHawasnGj3xRlPZgtW12wyVcJXdODGd4JHj06SyOSe8Mp7KFmgfehI96EqqS6SzBY5VHQ302NAsXo+wY6CDdDbnmMM29YYJ+T22ZhGhu83v2LPr1Sy0GaQ94HU0i1QmR5vf6ziWKy3ov3fvURLpHGdv7uG1z9iKUpbfp5xmkcxkmYylGei0Ioq6Qj5mExmOTcad9wM4aW3Y+V9rFtU0nB/df9x5D51nEStzPWYTeTMU5PNJRkvkmlx3/3GeurWXzWvCc/aVoi3gZU17gE291vGVNCKtWVTyNR2bjLO+J4THU1mrAdhsv+feE9ZCoz3oo8suQQKwe2svm3rbeMyVtxN2mc6WEiMsDHURS2UYLaHqLxbaZJTI1DdpAs64dKkI98SrV/XpbM4xbaQyORL2/16PMDSd4N5DUwCcf9Ia/F4hls4WaB96Ej1s+yvWdgRJpHOOsLhs14CTZ7D3xCwnrW2nPeglk1VEkxl8HiHo87Chp40T05aw2N7fTshv/RTr1Sy0b2H7QAfT8TSpTI5UNkfA58Fjm1zK+SyGZxJ8+Po9PG1bLy8+az0DnSH8XiGSzDgalHb+F19jbc/vDPmYTVg9Ibb3W9qECAUTs9YsKplq3N/VyEzSMd9V9FmEfPS2WxOpNoONFGmkDxyZ4rHhWV52bnWtQtMR9HHGhi583uqO+VqioY6VCZstxRb7uu21o+gszcLn7D9zYzfnbOrhgaNTBQ7u5cAIC0NdvPf7D/FHX7h9yc6vfwDJdP2OXl1CXK9K3ROvFhbunIt0NueszrasCTMeTXHv4Uk2dIfo7wzS5vcST2UdR2JnyOdEUh0ajxEOeNnU20YyY2kWA51BztrUbTutszw2PMOp6zrxeTyOg7sj5ENE2NjTxrGpBPtGomzv7yDos37w9WoWerLaMdBhP0+RTOcI+jwuzWLuZKeU4n0/eJhkJsfHX3mOs+oN+rwkXQ7j4oKH2iegNYvOkOV8PTYV57T1liltQ3eb83kAZ9KtpFm48yOGZxJVfRaRRMYKNS3yWcwkMgXX8Cu3HqQ94OVlT6kcBeXmgy85g3e9YFdV85nlL6otGqpWYbG+J4RH4HFbWLg1i56wn029bZyzuZujk3Enea9tJQoLEblKRK4TkWMiEhGRe0TkNUXH3CQiqsQjVO68huVhKpbihoeG5mQKLyZ6Ul+IZqHNBu5JQ/stZlzO7lRGOStnnW38yPEZBrutW60t4CWRzjoCZUN3G0pZAufwRJQta8KEA5ZA2TcaYcdAByetbUcp2HNihiMTcU5b14nPK5aDO5Gh3baHr+8OsX8kwlgkycn9HQTnq1nYk5UWFmORpKNZaGFRrFkk0lle9bnb+OXeYd55+anOZwcI+T0kMllHYykW2nrlPuDSLHLKuvYnrW0n4PMUnA/cmkX5CVWb7sCa+CvlWVhmqlyBGcod0qzvA6UUv9w7zBVnrafTZcqpxiU7+zlzYzc+T2XHfMTlLyqnWSQzWUZmkzVFQoGVwLihpy1vYvJbORQAZ23sRkQcx/sdB6zINe1jWWqWW7P4GyACvB14CfAb4Bsi8pai434DPKPoYTrPNJjrHjhOKpsrWzZ6MdAhgwvRLLQZyn0O7S9w95JIuTQLPcEdnog5q9U2v5e4S1is77GEyGQsxcHxGFvWhAn5vSQyWfaP5IUF4HQt2znYid/l4O4MWT/sDT1tjmDc0BOqS7NQSvH1Ow7xvh885OR0bO+3hMV4xIoGC3hdZqiiFf2B0Sh3HZzk2af286fPPKlgn9Ys9OSbyuYKNJPhGW2GymsWmg09bWzrC3PO5u6Cc+pJt5Jm4Q5CGJpOON9hqQxu/V12hnwEfB7ai1bWOnx2NJJkJpFxggfqRWtE5YScW0CVEhbJTNZJ9KxVs4C8Kao94MXjEcfBfebGbuevCE6I9nKZoZZHJOW5Uik15nr+axHZgCVEPuXaPqGUWjpbh2FefOfuowBO1M9SoM0OxeaPWtDOzbRjhnL5LEoIi3Q255gY3NE7vXadnVCRGWp9d15YHJ6I8ZxdAxydjHFoPEYkmWHHQIdzHp09vak3jNcjpLM5JzcArIlVs6GnrWafxXQszbu//yA/fdjqIf3GZ1mTvfYXjEcte3/AFQJa7LLQWsNfXLy9wCkNEHQ0izQegZyyxqRNHSOzCXwecQSqFn5ghYb+6M3PdCZZjVdPuhUcxVoA+GzfkePgLqFZ6O9SX8uecIBoKh+6qyOidM0tLUjrpZqQKxQWhcccGo/y3E/8lr99/qlAbTkWGsvJPU67/fm62/z8x6vP5cIdVjn1jqCPUwY6eHzY8pOtSDNUkaDQ3AfU7n0yNIRHh2Z46Ng0fe0BUplcyZr7s4n0gvs91KpZKKX4n5sPFLQ6dRzcOWt8bufsjDZDuYVFJh8N5c4L0EXZ2gJFmkW39YN/dGiWVCZnaRY+rzPR7ejvoCvkp6894GTb9ncG7aqryvFZQOFKc11X7ZrFO7/7ADfuGeZ8Oyz22FScrpDPqXc0HkmRzOYI+PLRUMWTnf6OesJzTTNBn5fpmOUo7++0TE1uoTs8k6S/M+j4ONzCYkNPG20Br1MLSuOvRbNIZgj5PWzqbSswQxVrFlOxlEuzsMavndx6LNqvss8OP9UmunpxHNxlFkfuOkzFmsXjwxHSWcVNdlOjTT21RWKBVRwRcIQFwMuestHxE0E+BwTyWedLTTM4uJ8BFHdGuVxEYvbj5yJydiMGZsjz3buP4veKUy6hlGp+0T//mnP+8RcLeh9HWFRZYR8Yi/KRn+zl2rvzHdh06KxS1sRUoFkk52oWyWw+GmptZ8CZbHrdZqhU1jH1aM3igSNTgFUoL+j6oW63J6WT1raTzSm8HqGvPWA5uLM5y2cR9BWcS8Qy6dSqWew9McOLzl7v9C84NpWgtz1AZ9BHwOthLJIimc7ayWWlfRY60qmUsAj5PY6zWJua3EJ3ZDbJQGc+X8BthtJmumK8NURDzSbSdIb8DHaFChzcbs1idDbJ+R/9FT992Aqr1pqF/r42dLfh9Yhjhto/EiEc8DrXul6qlSlxC4tiJ7gO5X342DQisK6OMejM+/ZgeSGgc0ACXo8TmrzUNFRYiMhlwMuAf3dt/i3wVuD5wDXAFuBmEdlW4TzXiMjdInL36Ojo0g14FfPTh4d49qkDrOu2JopSpqiZROkwx3pwHNxVVtjaFrz3RL78tjukN50t1CxK+SzSmbzPos2fn1TW2CvVcMBLJJnhkzc+zkBn0EnUe+CIpTVs62t3OpR1Bn3OJKpNUWs7Ang8kndwJzN0Fpmh1nYECfg8TtG9Sg2QcjnFyEySdd0hx6l5bDJOTziAiNDXEWC8hIO7OBpKm0962gJz3iPo8zA8XSgs3EJ3ZCZRULW1yxaw/Z3BgggoN/4aoqFm7Izsdd2hQs0i5dZqEqSyOafsuxbu2sndFvCytiOQN0ONRtje31E1a7sc1TLP3Wao4t/DiCs6a6DT+o5rJe+zKO8lOMeuVrtcJihooLCwJ/9vAD9SSn1Zb1dKfUAp9SWl1M1Kqa8BlwIKeFu5cymlPq+U2q2U2t3f37+0A1+ljEaSnNzfTsD+AaUyOabjaeeH66ZSglI2pyp2lnNCZ0ussI9PxZ3XamGxxw65zOYUE9Gk4+xL53IlfRYziUI7sxYWIb+XdbaZSa9UQ34vjw7NsufEDB96yRms67LCGnV27UBX0NEItg/kJyXt5NZmA78n7+DWq+GQ30tfe4ANtoAK+qprFhOxFKlsjnVdIedzjkWSThZzX0fAKXcS9JaPhpqKp2wBNffnH/J7nSq9OpeiFs1iQwUHrreGDO5ZOxR2XVeI4emko7m6O8Rpga99U/parrE/f8jvYaAz5JihdNDBfKkWxVXJDDXsyiSvx7kN+RyVjmB5YbFrXRcBr2fZnNvQIGEhImuAnwKHgD+udKxSagi4BThvGYZmKEEinSWVydEV8uP35YXFZ3+7n1d97jagcBJ2l8ou5ht3HOKSf72pbJ/hiGOGKlxh53KKF3/q93zut1YjI20qeXIs6piKcipv3klncs4k1xH05UNnC6Khss4xIb+X9V1as8ibocBKtHvBmevweITuNj+ZnKLN7yXo8zoagXtSygsLa1L1eoVUNkcslS2wQ5+9qZuzbHOCPk8ljUoLyPXdoQIThRZufe1BK3TWdnDrBXXxgn46lqanzV9yxR10rYAHOws1i2TGus6DLs1Cr+4r1T2qpZ/FbCJNV8jHYFfIWaV7PUI0lXHuFW2i1BpksWYR9HkZ6AwyMpskmsxwfDrhOP7nQ7X8kKlYms6QD69H5pqhXAUNN/bW7q8A6GsPEA54C+6VYgI+D6et71xWzWK5o6EQkTBwPRAAXqyUqtw1xELZD0MD0IKgK+RzNIt0Nseh8SjT8TSZbK6gkNzQTKKsjfbEdILR2STJTM6ZIN1EHTNU4Urt2FSciWjKMSPpiTOnrPamepLb0NPG/tGobYbK4rMneLcZKhzwEktlSWfy5cvb/F5nzDoaqq8jSHvAyz++7ExnYu0NB5iMpR17v16du4WFbieqHcR+jzjjdjuEv3j105z/fR7BI3M/t5thly/BbfLpcWkW+0YipLJ2Up6UNkNNxlKOgCnG/Z3ofBM9puLsbbBMdSG/x3HKliKvWVSOhlrfHSq4b3ra/IxHUyTSVjSWXkjooIYOx8eU/y7WtAd44Og0B+wCjQvTLPL3ein0dUxnE4uqWYgIf/WcHU7ByXK85TmnMLGEJcmLWVZhISI+4DvAKcCFSqmRGl6zDngm8MUlHp6hDLoCpo73Bstcoou3RZPZQmExnYDNpc+lV2nRZKaMsCgdOqubCOlV5tBMwi41kWHP8RnHKehoFtmcI5A6Qz7HtDIdT9PXESA2ESeVzXFgNMrGnjYCPg+7t/WyZU3YOcdfX7aD1z9ja4GJpduemHSilKNZuMIzt60N4/eKMyafnWcBhaYF98peROgI+iq2aNXa1LruUEGui/Y9rO2wNAuPSGFSXgmfRXcJ5zYUaRZFPovi7G097m++8QJHQJbCX0PZjNlEms6gv0Br6Q5bwiKaytAWyJvH0llFwOtxBKY71Lm/M8R4NMljw9b9Mt+wWcibocppFpOxtFUWPJqaY6pylx2pJ2xW85fP3lH1mOeePlj3eRfCcmsW/wVcgeXA7hORPte++4BTgY9hCZRDWM7t9wA54D+WdaQGh1lHs/A7E0cqk3NW97PJNMddrR7L9RSA/IQRS2XpK7G/XDTU4/aPX/9uh6YTPGVLL/cdmmTviRlnha8n9nQ2R8KOCtL1i8ASfP0dQY5MxEnZXd12DloTyrNO6ed3f3ep857hgG9OdqxekWvBubYjiEdgl6tPQjjg43v/34WOOcqdd9ARKv+T62rzz2kB62Z4OoEI9HcEC1aUOnS0rz3gXLeAz+OEtxZXnZ2Opx0najFa+AW8HmfFrjWL4uxtzVO29JYdM4C3SiY05EuOF2sWALFkFjoKS827r2PeDOVhoDOIUnDHgXG8HmFrBSFWjXzorKWlWvWv8sJnytYs/L54gWahG1tpailN3gost8/icvvv/wNuK3qsB8YBwRIYPwc+ATyCpYUcnnM2w7Kgo5y62nxOVEc8nXVWmtGkVRsp5LcSwYamywsLR7Mo4+TW24tt99qRrp2145Ek/R1Bdq3vZM+JGcdEsqFbCwvl0iz8BaGzulR0PJ3lwGiUnVXUfTd6AtN/Lz99kF+8/RKnQqnm7E09jvNX5xkAFe3Q3W3+gmitYvYOzbKtrx2f11MQKaMnyz5XCeyA1+uYoUppFqXCZiGvWfSE/Y4WpAVtKc2iFqrVWMrY/pzOkJ+BzqDja9GfS98TUZfW5Tbn5c1QXsdPdNuBcbauCdcVhTR33LYZKpfjq7cd5EX/eXOBRmeZofz4PFIgCLUDXt9n89EsmpHlTsrbppSSMo+DSqljSqkrlFLrlVIBpVSfUuoVSqlHl3OchkL0arcr5CfgtVaex6biziQUSaZ54OgUZ2/qYV1XyDGXlEL/qKJlzC2RKpqFNkMlMzmCfg+nr+9i74kZRmaThPwex7ziaBZ+j2OuAm2Gsn7E+237/in1CAt7AtNmKJ/XU9Uu7tYsOhcgLB48OuXE17f53Q7uvM9C4646W2xFmYqnnM9RjNYsesJ+5zrpPJPhmYSTO1IP1aq36u+8M+TD7+r7oK+xjoBzm+jc5jx39Jr2Ex2djDt5L/PF7eB+YjhCIl1Y0n4qmqYnHMDv9ThtYCHvW7poRx9dIZ9jjmx1miEpz9DkOA7uNr9jfz7s6ucwGU3zyPEZzt3cw2B3qGwfZHD7LEpH/cS0z8Ll6E1nc064ql7A6fpHp2/oIpbKcs+hSSdnQb9mLJKku81aIUcSGXJ2P+619qT6sB12e0odk4pekZdbmZdCr6yhshmqkrAYnkkwPJN0Mnc9HnEEhp4s17bnNYugz4NWaNxmqETaigDrbquiWbQFnIAGHd02PGNpc7X0ZXCTL8hXWli4az2BldEOeWGh7xV3e9wCYaF9Fj5PQQ7IQvwV1rjzobO6x7jWeNPZHLPJDL3hAAGfp8AMpc11b3zWydz5vucuW6G/pcYIC0NVHAd3yO9Mxocn8kFsdx+aJJXJcc6mHgY7q2gWFWr+gCsaKpN1tIiDY1HHgagnvqQd8aPLYt9/ZIq1HUHH5JPOKvaNRNnR30FnyIqGiqQy5JQ1CQV8HqelaT0RM71FDu5acGfYVkq06gr5C0KQ3eiscXeRPh1j31NGsyhlhpqukL0Nec2iO+wvSPQDyww1WOSvqAVflWgo/Zm12U47ufUY85pF/tq4zVDtAS9/ccnJPO/0dfS7THH1LAJKjttp2pTjiF0OXC9i9HXsbZ9rhtKRUOu6QyWDOFqVlSHyDEvKTCKN3yuE/B5HWBwazwuLW/dbJb/O2dzNXQcnuGV/qRJgFpU0C6UU0VTGKWCXzioCPnEiocDyWSilnFyCnYOdeD1CNqecOkxghVeORZLsGOggk1OksjnHr9HV5ifg9RDJZNjU21bRj1BMd5EZqhbcmkVnJc0iXF6zePDoNF6POL26AcJBL+PRvGaxpr1IWJSI5qmUvQ1uzaIw0Q+sFXOt3ebcVMtX0BqDzgbXVQIcB7edmOe+Z9xlRkSE97zwNOf5s0/tJ+TzcsVZ6+sea8G47euXSOcj/5z2unaAQTkzlLvY4krBaBaGqszE03SFrJVmsIRmoQsMbuxpY7ArxGwiU1ZzyEdDzd2fSOfIqfykpyOvHh+22pMOdlmRLlrLCHitMhl6Bbm2I+gkDT5qt6XcMdDhTNDHbFNCVyhvTqvHuQ0uzaKOicBdWK+agzuRzpWsuPvA0SlOHewsWKmG/b6CLN6Q3+v4RII+DyKCSKEZKj/JlTFD+Yu0lfZggWbhzt6uFZ9L2ytFcWHAdY5moR3cthmqjM+imC//yfl89nVPXXDCmhYWRydjjqDTkWG66VRv2G8XiizMcncXW1wpGGFhqIqu2wM4Du6hmYSTbKSUVatGRBwzRbmIqHw01NwJUTswtbDQP8zHhmbZ1hemze8lp5ST4au1nNc9Y6t1zmTGSRrcY9eMOmWgMy8s7FwQbYYCOGWwPlPFjoEO1nYE2bWudiGjV9Yhv2dORVY3Ohy3WLtQSvHg0ek5fSLCQa9jLtJoU5S+Dh6RQmFhn7uqz8KJsAowZvfIKM7erpW8ZlHaDDWbKExY1O+hgxV0a9WIy0RXyfezWGjNzN2YSTu4J21tq9fWLNw+i+Gi+lkrBSMsDFWZiuWjZ/w+6wekFGxe0+ZMLufYjle9Khwu4+TWK7BSvZWjRcLCrVmcuq7Tnvhwwhf1hP/q3Zu5+sJtvOmS7c7E9OjQDEGfh429bXQErUlHt6HsbvM7k/bOgfo0i/Xdbdz9/ufWpZHoFWql1TDkzTDFuRaHxmNMx9MFZanB8n/0FmkIOoJJd97ziuB2Fejy5L1lIpocn4Urj2QskmQ8WhgOWg/VaiwVO7jP3NhN0OdhR38HIvmFhdsMVe1aLgYigs8jPOkK5tA+iylXmXddKFIzMpNkcB4aWLNjhIWhKhPRlDOBB1wr4/Xdbc6PVq96dYmI4TJO7lo0i7523UchRzyV5dBEjJ2DnXg8Qi6n5ggLn9fDB19yBqdv6HKEwNHJOCf3d+D1yFwzlCtfpF4z1HzQZphqE1y3o1kUCtIHjk4BeYGsee0FW3jjs04u2NbnfE/WpO/xFJqhdPG7niqaRb7elJXop/09lcpml0NEHL9SKWaLHNynre/i0Q+/gM1rwoT93rxm4VpgdC2DZgGWVuSuZqx9Fvo6ltQsZhPz0sCaHePgNlRlMppyoo7cSU7rukN0hHyMR1PORKZ/JOUiojKuch/FaEemNqXEU1n2j0ZQyprUPXLCMkPZwqJUSWy3MNNRTnqSLjBDea1CewupHVQrWtupZjrRwqJYs3jw6DQhv8fJNNe84My5DlytWejvydIsCs1Qfq+UrVaqNQfdm0KfT4eOts0zusfrkbKd8mYTGYI+T8G9pU1r4aCPaCpLzq7aq1kOMxRoQZ8ft2OGiuWvY8AlLBLpLFOx9Lyixpodo1kYKqKUYtytWfjcmkWI9oCPrX1hx6zREfTREfTNS7PQAkSXfJhJpB37fV97wLG/p7LZOWPRuBPgdL2mLnvFemwyjkesMfq9Hjb3hpelaqfWdqqaocr4LB48OsUZG7pranLT31H4PXlcK/p7D08yFUvR3RYo2+PhzI3d/Oxtz+I8u4SHFtzahDff6+XzCNkyZqgZuzx5Kayijxkni1sLOW1aXGr0/bSuqBGUNs2KWP1KdEi41kJWos/CaBaGisTTWZKZnGOWcK/c13WFePl5G+dM2oNdwbLCwsmzKKFZ6JWjdpxPx9KE7MnBb0f36J7QxWPR+EtpFvYq9Ph0gh7bIXzGhq6ConlLSa0+i+4ywuL4VIILTi5VSWsujs/Cl3dwK6W46bERrv7SXUB1bWrXui7nf53od2RiYZqFlYtQ3gxVzqwUDviIJrOOv2JtR5DDE7Fl8VlA3oR4ymAHQzMJxwwVTWWdyDO/1+MEXQwXdRlcSRhhYaiILvWgbeEigt926K3vbuPyM9bNec1gV6hsNJRT7qNE6KwOp9XlESZjadbaE23A68HrwcmxAEpO9m5hoSOd3LkNekL+51csX6feWjWLcmao6Xi65ryOnYOdBHwep+yF1yNkleKIK9S5nL+iFMWaxXyTzHxeT9lCgrOuaLti2gNe4umMk5DX32kJi0r5KouJFvTb+zu4+YkxZ6GSyeYcrcPv9TiLIB3YYcxQhlWHFhbu6Bm9oi/Xs2JdV6hCNFS+6mwxEXv1uNFubj8VTxWEyXps+3uxg9uNzp/wesQpm+335rvC1ZNMt1joEMxqdna/nTPh1iwy2RyRZIauttomx2ds7+PBD1zu+B48djSU2+xUT6kSbX50fBYLMEOVKySo+2+XIhy0NAsdMaUn4eX6HrVA0NpYvtyHcrQOa/FUpFnUWWyxFTCahaEiWljovtRgTdKpbK5sQbnB7hAjswlyOTUnMSlbwcGtt/V1BAj6PEzF0qzvtn6Efm/eDFWcZ+FGr+KLK452BP0k0smGCAs94dSSKd4VKszi1qa5rjKTaSncq3+vZ27zo+4y2dvlztUZ8i3YwV3ZDJUpa7ZpD3gZmo471+Gqp27m0lMH5pVJPh/cmoVIvkd6OptzFiY+r8cJnZ2IpvB6pC6B3CoYzcJQER0iuMZVpC7g8zDYFSqboTrQGSSdVU4CmJt8bajSDu6Az0pc6wn7mYqlSNtlFPxescuAuDSLEj4L58ddZJfXNvFGCAstwCpVnNUUFxOcrpJEVw2vWGYot3CudyJb2xF0epXPt+ezz+spWxuqkhkq77PQmkWIq3aX6ay1BOigAp1TlNBmqFzO2ddpt+1VyurpHrL9aysNIywMFRm3K46669wEfB6nm1wp9IRSqp90Rc0ilXHs+r3hAFOxdF6L8FqF8ZTbwV1CsxARBjqDnLu5p2C7Fmyn1JmEtxjU6uAGSyi4iwmW6lJYD2JHkLnPWY/PAijQIOfts6ji4C5nhmoPWtFQxYl7y4XPY+WIrOuyigIWmqHsSKnuEMlMjslYmkQ6u6KKB7oxZihDRSZjqYLENrCS8Sr1B9Yr6VK9i/MObquqrHsFFk1mnaSv7jY/U7G0c45afRYAv3j7xXNMPifsHIvT1i+/sHAc3DWYkrra/E4+CBT2P58PXjuR0V3eu17NQju5RUoHFdSCO7zUTTanrMiiSppFKuuYoZYrCkrj8wobekL4vB5CvrywyGRzTulxvXA6MR0nkS7dW34lYISFoSIT0TS94UCByemrf3q+01inFJWEhdYssrl8JztNJJlxSnj3hgMcGIs4gsFvJ9FVM0MBJRv76LyO0zd0zdm31OhquCetrW5n72rzsfdECTPUPG3gVjRUYYRVucZH5dDhuG1+77zNK16Pp6RmESkqIlhMe8BLKpNzymvUUyF4MegM+h0TbNDvyUdD5ZTjs1hnd2ccmk6QyGSdYIqVhhEWhopMRlMFzm2oborQwsJdtlnjnjBiqUKVPZbKOJNBT9jPpEuz8HvzmkUyWz50thxW7kfSyeFYTga7Qjz4gefXFElU7LNwdymcDx6xHNwxl0mwbp+FbYaar3MbmFOZVTNTVESwmLB9P4zMJgkUZXkvBx9/5dn5QpC+IjOUfZ9rzeL4dIKkMUMZVisT0ZSTkFcrAZ8uHFdas9D9KqLJTEEPhkgy6zhye8IBpmNpl2Zh2Y7T2VxVM1QpfvjmixibTTXM8VhryGl3m9Uv3Irj9xR0KZwPXo/lsygwQ9URDQV5zWIhk6DPIyXvh+JeFsVo/9fITKKmAIHFxh11FfJ7nAzujCsaam1HEJ9HGFrhZqiVqS8ZFo2JWKqgA1st6CJ2qZI+C+WYHIojoqLJDO2u7m+pbI5pu5aR7s2QVdV9FqVY393GWZu6qx/YYLSwdPcM93rEuS71orWxAgf3PH0WCymNEvR5ne/NTXERwWIcYTGbXLZ6UOUIuhzcmVw+z8LqtRLixHTCdnCvzGl1ZX4qw6IxOQ/NQq+40iUmh2xOOQlmxVnc0WTeDKVLb49Gko5Za06J8hpqJbUa2tykTVEz8QxdId+8NSJdT0sLn6DPU6DN1YKuAjzfsFkotPe7qRblpH1YI7OJZXduF9NWEA2VK6hDtq47lPdZlChwuRJYeb82w6KRyykmY6m6Jxfdra6kZpHNORNiLDlXs9ATgk4cG5lJ5oviiV3uI5vFI9RUWK/VKK4PNZNIz9sEBTilwWfiaV53wdaSkWLVWGtrFgsxrwR9HqcXhJvZZBXNwo6OG55JLrtzu5iesN/JHcpkldPvHSxhcWI6QTy1cn0WK+/XZlg0puPpgjantRJwoqFKh0pqYeHWLKz+2/nQWa1ZjMwWaxb5/tsrER31pIVFPXWhSuGx8xsiqQy97QG22iVQ6sEdDTVfgj5vyXaxtWoWUFtS41JitZi18o6KNYv1XSEndDZozFALR0SuEpHrROSYiERE5B4ReU2J494oIk+ISMI+5rLlHKfBYsLJ3q7XDFUpzyJvhnL34U5mcmRzyold1+GdI7OJfItQj1XnKJXJrUgTFLiKCSa0GSo970goAK9YJcCVmn+uRk+bH69HFigs5meGcmtVjfZZ9HUEiCQzJNJZu9xHoWaRSFtNooxmsTj8DRAB3g68BPgN8A0ReYs+wBYenwW+CrwQeAS4XkTOXOaxrnomXH2G60Gv+ks5NLM55UyIEZcZKlqUdKU1i0Q6H3WSN0PlCKxQu/Acn0Wi9iKCpfCIMG0L/XmH33qEvvaAYxKaD0G/p+T9MJNIE/B5SjaygsIyJ432WehM9vFoynZw5zWLDXZIdiqbW7E+i+W++lcqpcZcz38tIhuwhMin7G0fBL6ilPowgIj8FngK8G7gtcs41lVPvojg/BzcxT4LpZSlWTg+i7xmofsVaLu0Owmt2AyVzOSWrRfFclPss1gMM9RkTIffzv/n/vFXnu1MiPPBMkOV1iwqmZfcGkfDhYVtjhuPJMm48iygsAKziYZaBIoEheY+YAOAiJwM7ASudb0mB3wHS8swLCOT8xQWgTJmKJ2Pp80J7m55upyDDhEN+rxO9E3ANzcaaqUKi5DfQ8DrcUVDLdQMJa7Et/mf59mnDiyoX7llhprrs3h8aNbpvVEKv9fj3E+NFxZ5zSKdy2u8QEGtNGOGWjqeATxu/7/L/vto0TF7gTUi0r9sozIwPm/NwhYWRStJncGr+zYUaBa2/8Id8aIL3vldPouV7uAWEbrafMzELdt4MpNbcDSUsoX0chfhcxP0eUlnVUE/8AeOTHH3oUle+dRNFV+rg44a7bPQXQNHZ5Iole+iB9DfEURbpYxmsQTYjuuXAf9ub+q1/04VHTpZtL/4PNeIyN0icvfo6OhiD3PVMhlNEQ54614p6dDZ4mgoPVH4POIUiNNon4VbWHQXtXLVpSssn8XK/EGC5dSdiacXnL0NFNT0WoiGslB0hJDbb3HnkxMAvPy8ysLCK7VX7V1KtGYxZDc48vvy19bn9TBgNzwymsUiIyLbgG8AP1JKfXkh51JKfV4ptVsptbu/3ygfi8VErP6EPCjvs9B1obwecUpPa7TPwj0haCe3/lG6zVArNRoK8vWhnPLkC1hRu1uONFazsL4vtylqPJrC7xXney6HLlrZyPED9sLJkxcWnsJ7UPstVqqDuyG/OBFZA/wUOAT8sWuX1iCK6zL0Fu03LAMT0foT8iCvCRRHv2SzRZqFKxpKCw53lrAuS6HNUO6qsytZs3CExSJoFl5X5vdCfBYLRUc7uZ3c45Ekfe3Bqtnpenejk/JEhL72IMN2f3l3ngXAhh5LWJg8i0VCRMLA9UAAeLFSKubarX0Vu4petguYUEoZG9MyMjlPYSEiBX2JNY5m4fXQUaRZaJOVO3a9p8gMpZsfrXQzVHvARyyVWXCXPMiboUL+5a/Y6sbRLFxZ3LUuRpwe5g0WFmCZooZntbAo0iy6rGgxY4YCRORKEZn3HSciPqzIplOAFyilRtz7lVIHsJzdV7le47Gf/3S+72uYHxPzKPWh8Xs9c4TFHJ+Fy8Gtnd/u1Zrj4HZFQ+nmRyvZDKUT2BZanhzymkUj/RWQX227zVBj0dqKVGph0WgzFFi5FkPTSQD8RW2FdUTUShUW9V79HwLDIvJ/wJeVUnvrfP1/AVcAbwX6RKTPte8+pVQSK8/iayJyELgFeAOWcPmjOt/LsAD2HJ9hZCY5L58FaGFR6ODWAkH7LI5N5ScOR7Nw2YF7ix3cntVhhgr4rAS2GV2+ewH5Ec0y0ZYyQ01Ek5y8tnr5EW2mCgeaQFh0BBmLWMJijmbh+CxW5r1Z76faDnwBeBXwsIjcZpfmqLX92OX23/8H3Fb0WA+glPom8CbgauBnwNlY5qqH6xyrYQG874cP0RnyVQ1rLIffO7e8Q7Fm4Q6dzWpB4tIsuh2fhbVNbAd3coULi8XULLS9v5H+Cijj4I7Uprm++Oz1QOMFHlCgCfmLfBbP3LGWVz51E2dubP5S+POhrl+cUuqgUuoDSqmTgOcB+4BPAidE5P9E5NIqr9+mlJIyj4Ou476glNqhlAoqpc5TSv1qHp/NME/S2RyPHJ/h5edtmncb0qBvrhmqIBoq4C0InU27nN8arVn4C3wWKzuDG1yaRTxN0OdZkFlDaxYLcZIvBoEin0U8lSWWytZkhnr/i07nrvc9t+ECD/IlP6AwzwKgtz3Av111TsMd8UvFvH9xSqlfK6Veh5VxfQ9WVNMvReSAiLzd9k8YWpDHh2dJZXILWiGVcnDnNQsP4aCvwMGdKengtiYHd4lyq/lRdoX7LKwKrdPxhZUnh7zPotGr8rxmYd0T41HLlNNXo4O7Upb3cqJ7e8DcaKiVzkKc1ZeIyJeBx4Azgc9gmZm+C3wIqxCgoQV56Og0AGctSFiU0CyyhZpFOpvvepfJ5RDJr4Qhn2cRcEJnZVUk5QV8HnLKihZaSCQU5KOhGu7gdnwWljapS327J99WoJIZaqVT13JDRLZiOZzfAGwDbgKuAb5vO6cBfiUitwFfW7xhGpaTh45N0xnysdXVf7he/F4PqUz5DG6tqsdSGQK+AOmiZjKQb4DkLiSodFLeChYWehU+GkkuKCEP3NFQjW5JWqhZ6CKV9bbsbTRrO1yahWfl3oOlqPcOOgAcB74MfFEp9WSZ4x4B7lzAuAwN5OFj05y5obugVES9+H2eEhnceSe2bmoTTWXpCVsObm/R+/WE/XQEfY4T1OuxcixyKt/neyXiCIvZJDsGOhZ0Lj2fNdpnUZxnoSOKWlmzWG1mqHqFxYuBn9uVYMuilHocqOjsNjQfiXSWnFLsPTHL1RdtW9C5Al6ZU0iwIBrK7o2gcy3SWTXnx+f3evjZ257lrOY8Is7KdCVrFrpXx+hskqduLVkOrWaapVRGsRmqVTULd/SWfwX7zUpR7x10FVaW9RyNwjZRfUAp9aeLMTDD8vOGL97JbCJDKptbkL8CrMm8uOdyYTSUrVnYwiKTy5X88W3qzZvC3GUhVrKwcDuDF+praJo8C3+xgztF0OcpKO/SCgR9XjqDPmaTmVUnLOr9tG8AylXqW2vvN7QgkWSGuw5OsOfEDLAw5zZUy+DOTxIxO3w2ky3sPFYK9+6VLCzcn20hCXmQ1ywa7+AuEhaRFGs7qteFaka0NlTtfl1p1PuLE0CV2XcmYGo3tSgPHJlymhN1hnxs7Zu/cxtsB3dRBrf2Yfi84uQOxG1hkc6qqis1t08juIJXde4ckoVGQ+U1iwbnWXjnhs62mglKozvmrTbNouqyRUTeilWeAyxB8UMRSRYdFgIGsRzfhiZhaDpBf2dwjuO4FHcfzBf0PWtj94JXfAGvh1RRZ7SYbp0a8DnObm2aKuXgLsY9ppVa2ROKNIsFTvL6ki5UQ1koIlLQLW88UltdqGZE54YYB/dc9gDfw9Iq/gb4DXCi6JgUli/jWgxNwUQ0xQUf+xXXXHwy773itIJ9dx2cYMuaMINd+VaQ9xyeZG1HgLFIasEmKLBU9WNTccYiScdBHXWVIbcrWThCI52b6+AupsAMtYJXdUFXP4SFRjF5mkSzALuMSTofOruQNq2NxNEsTOhsIUqpG4EbAURkFvgfpdSxpR6YYWFM2BmyNzx0gndcvpOXfvoW/vLSHTz/jEFe+z938EdP38IHrjyDfSMRutp83HdokivP3cDp67u4dNfAgt//6gu38fU7DvNfv9nPP1x5OoBTC6oj6HP8GdqPkcnmqv74PKvFwe1fRDNUk0RDAQT9XpKZHEopxiItbIYymkV1lFIfWqqBGBYX3Qshk1Xcsm+MR4dmefDIFJt620hmcgzPJMhkc7zqc7cx2BViNplh99beqi0ua+Xk/g5ecd5Gvnb7If78WSexoafNqQUVDnqZTRS2Xs2UCJ0tZtU4uL2LZ4bqCPlo83vpaIKKrdoMFUtZvcVrKfXRjAza1WXbVmgp8nLU4rO4FniPUmq//X8llFLq1YszNMNCmIzawiKX44aHhgCrP8X9h6cAGJtNcdfBSSaiKSfmfffWNYs6hr++7BR+cN8xPvXrJ/jYy88mmszg8wgBr8cRDJms2wxVRbNwSYuVbIYK+RcvGup1F2zl0lMHFpRguVjoarq61Md8e6U0mlect5Eta8L0tuj450stv7h+QC9vBuzn5R4Lt18YFoXJmPWDjKey3LhnGICpWJr7jkwBVgbtL/cOO8ev7QiyeU3boo5hU2+YPzp/C9fefZTR2SSxVJZwwIuIOGGHbgd39dDZ1WGGcmenL9QM1Rnyc9r6+VUOXmyCPi/JdM4pIugundFKhAM+LtlZLoNg5VKLz+JS1//PXtLRGBaNqZilWVimnyxBn4fJWIrHh2cBq+7QjXuGafN7iaez7N7auyQx708/uY+v3HaIiWiKSDLjtMbUWoSjWZg8Cwe3z6IZWokuFkG/ZYZyigi2qM9itVJvW9VQlf0bFjYcw2KhNQuA9oCXS3b2c2A0ytHJOL1hP7OJDIcnYrz+wq0A7N62sLIS5dDhsOlsjlgqQ9gRFoWaRSZbOoPbjVuzWNH9LOzr0BH0VTXNtRLaDKXNnq1qhlqt1Hsn3i8i55faISJvAEw3uyZh0tYsAJ5z2iDrukOO0/s5uwadfX920Ul89U/P57UXbF2ScfhdQiGazNJuZ24Xm6EyNYXOun0WK9e5qDWLhZqgmo2Az4qGGou2ZhHB1U69wuJx4BYR+ScR8QOIyICI/BD4X+B/Fnl8hnky5dIsrjhzndN1zucRnn2qZW89d3MPA10hLt7Zv2RN5nUZ52wuRzSZcfoo6+2FZqhqmkX+/5VshtKaRTOEuy4mVp6FZYYKB7y0tVhdqNVOvaGzLxGRPwE+AbxIRL4IvB+YBC5WSt26BGM0zIPJWIozN3Zx1VM387zTBxmeSQBw2vouNvVajuznnT5Y6RSLgtYW0llFNJVlY09hXZ26HNye1eHg9nk9eD3S8LLii03Qbhc7EW3d7O3VTN1LF6XUl0TkPuA2LKFxH/BMpVRisQdnmD9TsTSb14R5w4XbAJwwv6ds6eGsjd389WWn8Efnb1nyceQ1CEUslaHdLk3u8QgeyXfPqyXPYrVUnQVrYl1pZqigbYaajKXoaTPCotWo+xcnIlcCP8VqgvRp4Gzg2yJiwmabiIloijXh/A9Sm6HO3dyDz+vhb563c1nixB3NIpcjmsw6Zihrn4e0U+6juoPbK6sjzwIsYdjoSrGLjY6GSmdzKzpAYaVSbzTUV4Af2Y+zlVJvBS4CTgH2iIhJyGsClFJMxdL0tOcnm6dtW8ObLtnO5WesW9ax6BIe2awimszQEczbqX0eIevWLOoInV3p/Y+vvnAbLz5nfaOHsajo2lClGl0Zmp96zVDPAV6glPqF3qCUuktEngJ8FKvv9rcXcXyGeRBLZUllc442AdAW8PLuF+5a9rHo0NlUNkc8XaRZeMTxWVgTSG2hswGfpyX7INTD2567s9FDWHS0GSqdza2o/JHVQr264JluQaFRSiWVUu8ELql2AhHZISKfE5EHRSQrIjeVOOagiKiix1CdY1216ByL3nDjzRhaA5ixw3bbXZqF3+txqs7W4uDW8mEl97JYyQTtvuypTHWTo6H5qDcaahpARE4HngpsBr6olBoSkR3AQzWc5gzgCuB28mVESvEN4FOu56lyBxoK0dnbPeHGOxG1tqBzPNyahdcjdTm4tZay0p3bKxWdPxJLZVddl7mVQF3CQkQ6gC8CrwAy9ut/BgwB/wQcBt5Z5TQ/Vkr9yD7fd7HasZbihFLq9nrGZ7DIaxZNICzsSUELC7f5wWq9apuhanBwu81QhtZD9+mIrML+1SuBer+xTwAXAs8FOrEaImluAF5Q7QRKqVy1YwwLQ2dvN4MZSmsLec3CW7Avqzvm1eDg1mYoIyxaEx0BFU1mVnyAwkqk3l/dy4F3KaV+A2SL9h0CFrNmxJ+JSEpEpkXkuyKyNPUoViA6e7spzFB2NNRMwmp81B4sNEOlcwqllF3uozbNwoRdtib6e4ulsiuq5tVqod6QhDZgvMy+TuYKkPnyIyyfxlHgNOADwM0icpb2m7gRkWuAawC2bFn6RLNmR/ey6GkCzcJfpFm4hYXf4yGbVU5EVDXNwvgsWpug3x3cYDSLVqPeX91dwOvL7HslsCjlPpRSb1VKfVMpdbNS6vPA84ENwJ+UOf7zSqndSqnd/f2rr858MZOxFJ1BX1PYhfUEP21rO+0uM5TXI2RyOae1aq2d8lZ6Qt5Kxa0RVqsDZmg+6tUs/h64UUR+CXwHUMAVIvJ2LGFx8SKPDwCl1MMi8hhw3lKcf6UxFUsVJOQ1Ei2wtBkqXODgFtJZ5fTjrtaDW4yDu6VxC4tmWMgY6qOub0wpdTNwGRDEKvUhwIeAk4HnKqXuWvQRut7efhiqMBlLN0UkFMyNhmovcHB7yOaUEz5ba4nygM9UK21Fgj5jhmpl5lNI8BbgWSLSBvQCU0qp2KKPzIWInAnsAj6/lO+zUpiMpZpGWHg9xdFQRQ7ubM6pD1XdwW39NWao1sTdAdCU+2g95p1zr5SKA/F6XyciYaykPICNQJeIvNJ+fgNwKfBa4HqsYoW7sMqgHwa+PN/xriYmYylOXtve6GEAOP22MzlFwOspMCH5vUIinctrFjWWKDfRUK2JW8gbM1TrUVVYiMjH6zifUkq9q8oxA1j+Djf6+UnAEfuY/wB6sKKvfga8Vyk1U8dYVi1T0XRThM1qfF5LWISDheYjn8dDJpfNO7irFhI0PotWJuQ3wqKVqUWzuKqO8ymgorBQSh2kMJmvFJfV8Z4GF+lsjtlkpmnMUGA5rhPkaA8U3m4+j5DJ5phJzA2rLYUxQ7U2bp+FKffRelQVFkqpk5ZjIIbFQdeF6m2SaCgAr22fbi/WLLxCNqfYNxIB4OT+yqYzo1m0NiYaqrUx39gKo5mytzU6pj5crFl4PaSzOfaPRPAInFTFz2KERWtjoqFam7od3HZHvLcB5wPrgRPAHcB/KqWGF3V0hrqYTaR53id/BzRHXSiNv5xmYTu+nxiJsLWvvWAyKYVjhjLCoiUpjIYy32GrUW+nvIuAJ4C/AMaAX9l/3wQ8Ye83NIiHjuUroTSTz0KHSc71WXjIZC0z1I6Bjqrn0dFQxmfRmri/N+OzaD3q1Sw+DdwDXKmUiuqNduny67H6T5gs6wZxYNT5StjQ09bAkRSizVDFDmyfR0hmsgzPJHju6YNVz2M0i9bG4xECXqsBkvkOW496v7FdwL+7BQWAUioC/BtW0T9DgzgwGqXN7+WRDz2fNe1NpFnYs7y7PDlYGsdYJEUmp9jRX4NmYarOtjz6uzO1oVqPer+xPcC6MvvWA48ubDiGhXBgLMJJa9urhqAuN9o+XTwud0TMKYO1CwuzKm1dtN/CZHC3HvXOKm8B/k9EIsAPlVJJEQkCfwC8m/IVaQ3LwP7RCOds6mn0MOagNYtin4XXZbfeXodmYXwWrYsOYjDfYetRr7D4ERDG6o+NLTT0rzwB/EBXBgVQSg0swhgNNZBIZzk6GeflT9nU6KHMwVchzwJgY09bTdqQ6ZTX+jhmKKNZtBz1CovPYCq/NiUHx6MoVT2xrRH4y+RZ6O3ba4iEgvwEUy3E1tC8BIzPomWpWViIiAf4AjBtO7QNTYSOhKrFnLPcaHNTsWaht9fi3AbYOdDJe6/YxSWnmgZXrYrulhfwGc2i1ahHvHuAg8Azl2YohoWwv8aSGY2gXJ6FTtarxbkNVujlNRdvp6PJHPiG2jHRUK1Lzd+YUioDHMLyWRiajANjUdZ3h+aYepoBHfVUXHXWa08YtSTkGVYGxmfRutQr3v8FeJ+IrF2KwRjmz4HRSFOaoKB8NFRfe4CAz8POgc5GDMvQALS/yRQSbD3qXYZejpVPcUhE7gGGKXR4K6XUqxdrcIbaUEqxfzTKy8/b2OihlCQfDVV4u73sKRt5xvY+upuojpVhadGahREWrUe9wmIt8FjRc0ODGZ1NEklmmliz0El5hWaogM/D5jXGqrmayPssjBmq1ahLWCilLl2qgRjmz77R5nVuQ16zaEZ/imF50RncRrNoPeb9jYnFBhExM0CDeXLMCps9uWk1C+2zMPkRq528z8JoFq1G3cJCRK4QkTuwMraPAGfb278gIq9d5PEZyrB/NMKRiRgAwzNJRGCwM9jgUZXG5/UQ9HlMDwODKxrK3AutRr39LF4PXIdVMPAaCntpPw782eINzVCOO5+c4LJ//y0X/+tviCYzTEZTdLf5m/YHePLadnYOmogng9vBbTSLVqPe2eV9wL8qpd4AfK1o3yPA6YsyKkNFdJMjpeD3+8aYiKaaqiR5MX/+rJP58VtMLqcBNq0JWyHTTbqwMZSnXn/DVuDGMvsSQNfChmOohX0js3SGfKDg13tHmIim6GtiYWEwaF553iZecs6GptWCDeWp9xs7AjylzL7dwL6FDcdQC08MRzhtfRcX7+znN4+NMB5NNlUbVYOhHB6PEPKbQIdWpF5h8b/AB2xHtu7bKSJyGfB3WIUGKyIiO0TkcyLyoIhkReSmEseIiLxXRI6ISFxEfici59Y51hWJUoonRiKcMtDBc3YNMDKb5ImRCH0dRlgYDIalo14z1L8Am4GvAFl7262AF/icUuo/azjHGcAVwO1AudTddwN/D/wtljP9b4BfisiZSqmhOse8ohiNJJmOp9kx0MGzT+1HxPJdGM3CYDAsJfUm5SngzSLyCeAyrAzuCeDXSqnHazzNj5VSPwIQke9SlAUuIiEsYfExpdSn7W23YVW8/Svg/fWMeaWxz64ue8pAJ30dQc7Z1MP9R6aa2sFtMBhan/nkWQSwBMX5wEVYvopL7O1VUUrlqhxyIZaj/FrXa6LAj4EX1jvelYYjLOyy3pftspoRGjOUwWBYSurNszgNeAKrY96ZWKaoM+3n+0RkMUJnd9nnfaJo+15736rmieEInSEfA3YC3gvPWk/I7+EUU7nVYDAsIfX6LD4PTAPPUkod1htFZAtwPfBZ4OIFjqkXiCilskXbJ4GwiASUUin3DhG5BitJkC1btizw7ZubJ0ZmOWWgA93rfMdAB3s+9AI8pjCbwWBYQuo1Q+0G/sEtKADs5x8AnrZYA6sHpdTnlVK7lVK7+/tXdsvNfSPROVqEERQGg2GpqVdYHARCZfaFgMNl9tXDJNAhIsXB2L1ArFirWE1MRlOMRZKms5zBYFh26hUW7wY+IiJPd28UkQuADwPvWoQxPYoVirujaPsue9+qRZci31Fjz2qDwWBYLOoVFu/HilS6VUROiMgDInICuMXe/l4RuVM/5jmmW4EZ4Cq9QUTCwJXAT+d5zhXBE8M6bNYIC4PBsLzU6+B+2H7MG3viv8J+uhHoEpFX2s9vUErFROSfgb8XkUnySXke4FMLee9W58BohJDfw4butuoHGwwGwyJSb1LenyzCew4A3ynapp+fhOUX+Wcs4fAeoA+4G3ieUmp4Ed6/ZZmOp+lpCxiHtsFgWHaWvcudUuoghX0wSh2jgI/aD4NNLJ0lbLrNGQyGBmDqBLcQiVSWNiMsDAZDAzDCooWIpYxmYTAYGoMRFi1ELJ2lLbDslkODwWAwwqKViKcyhE3jGIPB0ACMsGghjBnKYDA0CiMsWoi4cXAbDIYGYYRFC2E0C4PB0CiMsGgRcjlF3Di4DQZDgzDCokVIZKz2HkazMBgMjcAIixYhlrKERZuJhjIYDA3ACIsWIa6FhdEsDAZDAzDCokXQmoUxQxkMhkZghEWLEEtlACMsDAZDYzDCokVwzFB+Ew1lMBiWHyMsWgRjhjIYDI3ECIsWYSySBKAjZDQLg8Gw/Bhh0SL89OEhNva0cfLa9kYPxWAwrEKMsGgBxiNJfr9vjJecuwER01LVYDAsP0ZYLCOfuPFx3v7t++t+3Q0PnSCbU7z03A2LPyiDwWCoAWMAX0Zu3TfGqO17qIfrHjjOzsEOdq3rWoJRGQwGQ3WMZrGMHJ+KE01m63rN0ckYdx2c5KXnblyiURkMBkN1jLBYJrI5xfBskridXAfw8v+6hQ9e90jF1/34gRMAXHm2MUEZDIbGYYTFMjEymyCbU8TSWZRSANx7eIov33oQsExUtx8Yn/O6ew5NcMpAB1v6wss5XIPBYCigKYWFiFwtIqrE402NHtt8OT6VAEApSKRzTMfTBfs//vPHeMe1D6CUYjqWdvIqDk/E2GbCZQ0GQ4Npdgf3c4C46/mBRg1koRyfyn+MaCrDyEyhozueynJsKs69hyf53G8P8NCxaX72tos5PBHjWaf0L/dwDQaDoYBmFxZ3KaUijR7EYnBiOi8sYklLMGiSmSxJu7nRdfcf59GhWU5MJ3jHtQ+QSOfYssaYoAwGQ2NpSjNUKzMym+D1X7yT//zVEwXbtRkKIJbOcGwy5jwfi6RIpHMAXP/gCY5OxugN+/nl3mEAIywMBkPDaXbNYr+I9AH7gU8opT7X6AGV46M/2QNY0UtDMwk8RYnWbs0iWqRZjMwkSGSyrO8OcWLaEip/+/xd/O/vD7B/NMrmNW1L/wEMBoOhAs2qWZwA/h54HXAlcDvwWRF5e6mDReQaEblbRO4eHR1dxmFaZHOKL9z8JF+4+Ul8XmHzmjbS2VzBMSemE7TbFWNjqQz3HJrEa0uUkdkkiXSW550+SGfQkt+nruvkU685jz9++ha29RkHt8FgaCxNKSyUUj9XSn1EKfULpdRPlVJvAK4F3i8ic8aslPq8Umq3Ump3f//yO4OPTVpawmW7BvjxXz2Tzb1hUplCYXF8Ks72gQ7AinC678gUf/i0zYAlLJKZHN1tfi4/Yx0AJ61t5/QNXXz0D87C523Kr8lgMKwiWmkW+i6wBtjW4HHMYd/oLAB/eel2etsDBHyeAmGRzGQZi6TY0W8Ji+sfOIFS8IdP24KIJUiUgpDfyzsu38m/X3UOa9oDDfksBoPBUIpWEhaq6G/TsG/ECtja0d8JgN/rIekSFkO2H0JrFrc/Oc6G7hBnbuyirz3I4QnL2R30edjQ08YrnrppOYdvMBgMVWklYfFKYAw41OiBFLNvJMLajiDdYT8AAZ+nwGehI6F22MJCKbjstEFEhP7OIEe1sPCbLngGg6E5acpoKBH5HnAn8CDgBV5tP/5aKZWr9NpGsG8kwo6BvBM66PWQcgkLHQm1vT9/zHNPHwRgoDPIg0enAAj5Wkl2GwyG1URTCgvgMeBPgc2AAHuA1yul/q+hoyqBUop9IxFe4uo14fcW+ix09vbGnjAhvwevCBecvAawhMVkzCr9ETKahcFgaFKaUlgopd4LvLfR46iF0UiSmUTGcV4Dcxzcx6cTrGkP0Bbw0tMW4LytPQR9lmDo7ww6xwWNZmEwGJqUphQWrYR2bmvnNWifRd4Pf2IqzvruEABfeP1uBrvzAmLAJSyMZmEwGJoVIywWyP7RKJB3XsNczeLEdIJNvVbJjrM2dRe8fqAr5PxvhIXBYGhWjN1jgewfidAR9LHONen7bQe37ltxbCrOhp5Qydf3F2gW5uswGAzNidEsFsi+kQjb+9sRyReD0r6HVDZHNqeYTWRY111aWAwU+CyMZmEwGJoTs5RdIPtGIgX+CoCAXZ4jnVVO34rBTqNZGAyG1sXMTgtgNpFmaCZR4K8Ay2cBkMrkGJ6xEvIGu0oLi3DAR4ddPND4LAwGQ7NihMUCeHLMcm5v7y8UFn5vXliMzNqaRVeQcmhTVMiYoQwGQ5NihMUCODRulekoLiFeSrMYKKNZQN4UFTRmKIPB0KSY2WkB6AKAxc2JAi4H98hskqDPQ1eofCyBIyxMUp7BYGhSzOy0AA6NR+nvDBIOFAqCgNeKjNKaxWBXqCBaqphNvWG6Qr6KxxgMBkMjMaGzC+DQeIytJfpjuzWLIxOxsmGzmjddcjIvPnv9kozRYDAYFgOjWcwTpRQHx6Ns6SshLLyWo3o2kebhYzM8ZXNPxXP1hAOcubG74jEGg8HQSIywmCd3HZxkeCbJ+dvWzNmnNYu7npwglc1x/klzjzEYDIZWwgiLefLlW5+ku83PS8/dOGef3/ZZ3LxvDBHYvdUIC4PB0NoYYTEPjk/F+fkjw/zh0zbTFpibG6E1iweOTLFrXZfTQc9gMBhaFSMs5sHXbj+EUorXXrC15H4dAptT8HRjgjIYDCsAIyzqJJHO8s07D/Pc0wbZXCISCvIZ3IDxVxgMhhWBERZ18tvHR5mMpctqFZA3Q4ERFgaDYWVghEWd3LJvjDa/lwtO7it7jK46u72/nbUd5WtCGQwGQ6tgkvJscjlFJJWhK5R3RmeyOR46Ns29h6dY1xUikkzzyz3DPP3kNQXaQzF63/knlRcoBoPB0EoYYWHz+MgsL/x/N7PF9kNksoqpWIpoKltwnEfgHZefWvFcHUEfV1+4jVc+ddOSjddgMBiWEyMsbLpCft522U6eGJnF6xF8Hg8dQS+7t61h97ZexmZT9Lb7GegMVdQqAESED77kjGUaucFgMCw9RljYbOhp463PPaXs/vXdbWX3GQwGw0qnaR3cInK6iPxKRGIiclxE/lFETHcgg8FgaABNqVmISC/wS2AP8FJgO/DvWMLt/Q0cmsFgMKxKmlJYAG8C2oCXK6VmgBtFpAv4oIh83N5mMBgMhmWiWc1QLwR+XiQUvoUlQC5pzJAMBoNh9dKswmIX8Kh7g1LqMBCz9xkMBoNhGWlWYdELTJXYPmnvMxgMBsMy0qzCoi5E5BoRuVtE7h4dHW30cAwGg2HF0azCYhIo1We0195XgFLq80qp3Uqp3f39/Us+OIPBYFhtNGs01KMU+SZEZDMQpsiXUcw999wzJiKHFvDea4GxBbx+tWGuV/2Ya1Y/5prVx3yuV/lS2jSvsPgp8Lci0qmUmrW3vRqIA7+t9EKl1IJUCxG5Wym1eyHnWE2Y61U/5prVj7lm9bEU16tZzVCfBZLA90XkuSJyDfBB4BMmx8JgMBiWn6bULJRSkyJyGfBp4MdYkVGfxBIYBoPBYFhmmlJYACil9gDPacBbf74B79nKmOtVP+aa1Y+5ZvWx6NdLlFKLfU6DwWAwrDCa1WdhMBgMhibCCAuDwWAwVMUIC0zvDDciskNEPiciD4pIVkRuKnGMiMh7ReSIiMRF5Hcicm6J41b8dRWRq0TkOhE5JiIREblHRF5T4rg3isgTIpKwj7msxDEbReQHIjIrImMi8mkRCS/PJ1keROSVInKriIzb1+IxEXm/iARcx5j7qwL2fRIRESUiHa7tS3vdlFKr+oGVFX4cq3/G87DKo0eBjzR6bA26Hi8FjgDfAfYCN5U45j1YOS9/BTwXuAErAWjdaruuwG3AN4BXYQVk/BuggLe4jnkNkAX+HrgU+Kp9/c50HeMHHgbuBV4E/DEwDHyt0Z9xka/XXwAfAf7Avhbvsq/Fp839VfM1/AYwZN9nHct13Rr+wRv9sC/wJNDl2vZ3WBVuuxo1rgZeD4/r/+8WCwsgBEwD/+Da1g6Mum+41XJdgbUltn0DeNL1/DHgi+5rDDzkFgQugXKSa9urgBxwSqM/5xJfw49ihceLub+qXquLgQngnW5hsRzXzZihTO+MApRSuSqHXAh0Ade6XhPFyod5oeu4VXFdlVKlSircB2wAEJGTgZ0UXq8cluZWfL3uUko96dr2QyAFvGBxR910jAPaDGXurzLYpqJPAf/I3FIeS37djLAwvTPqZRfWCviJou17Kbxeq/m6PgN43P5ff9bimmZ7gTUi0u86rvh6pYD9rMDrJSJeEQmLyDOBvwb+W1nLXHN/ledNQBD4TIl9S37dmjYpbxkxvTPqoxeIKKWyRdsngbCIBOxJblVeV9tx/TLgT+1N+rNOFR066do/yuq7XlGsiQ8sH87f2v+b+6sEItIHfBh4rVIqLSLFhyz5dTOahcGwSIjINix/xY+UUl9u7GianguBZwHvwAqq+HRjh9P0fBS4XSl1Q6MGYDSLOntnGJgEOkTEW7SK6QVi9upFH7dqrquIrMGqlnwIK5JJoz9rN4Urut6i/ZWu1wOLNtAmQSl1r/3v70VkDPiKiPw75v6ag4icgaWpXiwiPfZmHVLdLSJZluG6Gc1iAb0zVimPAl5gR9H2Ylvoqrmudi7E9VhO2hcrpWKu3fqzFtuDdwETSqlR13HF1ysAnMwKu14l0ILjJMz9VYpTsEKrb8Oa0CfJ+y2OYjm9l/y6GWFhrQafLyKdrm019c5YpdwKzABX6Q32ZHkl1rXUrIrrKiI+rMimU4AXKKVG3PuVUgewnN3u6+Wxnxdfr6eJiLsBzUuw7Po/W5rRNw0X2X+fxNxfpfg9Vk6K+/Ev9r4rgH9lOa5bo+OGG/3AUr9OADdiJbJcA0RYBck9Za5HGHil/bgNeMT1PGwf8x6s6Ik3A5cBP8EK5RtcbdcVq7qnworouaDoEbSP0TkU77d/6F+mfFLePfYE8BqsxKuVlpT3M6wcgRcClwMfsu+Lb7mOMfdX9et4NaWT8pbsujX8QzfDAzgd+LX9Az6BFXXgbfS4GnQtttk3YanHNvsYAd6HpQLHgZuBp6zG6wocrHa97OPeCOzDaup1L3BZiXNtwsqtiGDlHnwGW0CvlId9Dzxsf8Yp+1q8BfC7jjH3V/XrWEpYLOl1MyXKDQaDwVAV47MwGAwGQ1WMsDAYDAZDVYywMBgMBkNVjLAwGAwGQ1WMsDAYDAZDVYywMBgMBkNVjLAwND0i8ioRuXqRz/lsuy3lmXW+7uridpaNRER2isgHXTWDDIYlweRZGJoeEfkuVke6Zy/iObuwkpMeUErF63hdP7AduFNVbxS15IjIi7Ea3JyklDrY4OEYVjCm6qxhxSAifiCn5tb0n4OyOoXdXu97KKvw32jVAw2GFYYxQxmaGhH5MvAK4BLb/KNE5IP2vptE5Lsico2I7AcSwAYR2SUi3xKRIyISE5FHRORtdgE/fd45Zij7+VtF5J9EZFRERkTkMyISdB1TYIYSkW3281eJyOdEZFpEjorIh9zvZx97lYg8ISJxEfmNiDzFfu3VVa7Be0Rkn4gkRGRYRH4mIutE5NlYWgXAk/a5Drpet8W+DhP2dfi5iJzq2q/H/kci8n8iMmt/5g8Uvf8mEbnW3hcXkf0i8uHq355hJWE0C0Oz82FgC9AD/KW97ahr/0VYZqF3YRVRm8bqef0Y8HVgFjgXq2BdG/CxKu/3Dqy6Oa8FzraPPwR8vMrrPg58D6vg4mXAP2AVYbwWQER2Y/U6/i5WLaTTgG9XOSci8nrgvfbnewToA54DtGPVVXon8G/Ay7Hq/CTt163BqlY6jtWOMwa8G/iliOwsMr39K1aJ9VcCFwMfEJExpZQug/1VrGt3DVY9p5NZua1LDeVodEEs8zCPag+sCfamEttvwiqGNljhtYK1KHovcMC1/dlYhdjclV8V8Lui1/8Qq0OZfn41rgJu5AsvfrXodfdTWEn1O1gF9MS17e/s115dYfyfBr5XYf+LKSpaaG//MJagWOPa1oslTN9cNPZfFL32C8AxwGM/jwBXNvo+MI/GPowZytDq3KOUGnZvEJGQbQbSVV7TWG0pT7L7T1TiF0XP92BVg61Gtdc9DfixUsodUXJdDee9H7jC/jzni4i3hteAVX76RmBGRHz2557FKoG+u+jYHxQ9/z6wwTX++4GP2Sa4LTW+v2GFYYSFodUZLrHtX7DMM5/H6g3xNOAj9r5QlfNNFT1P1fCaWl63jrmO8Voc5V/E0opeBdwBDIvIR2oQGmuxmtqkix6XApuLjh0p83y9/ffVwN3AJ4FDInK/iFxWw9gNKwjjszC0OqViv68CPqWUcvwMIvKi5RtSSYaA/qJtxc/noKzw3E8Cn7TbX/4xlpZ0FPhshZdOYGkupRzRs0XPB8o8P2GP4Rhwte2wPx/4IHCdiGxRSo1X+wyGlYHRLAytQK2re00btqMXwF6F/+FiD6pO7gKuFBFxbXtJPSdQSh1RSv0zVhOl0+3NKftv8fX5FXAG8IhS6u6ix2NFx/5B0XPtLHcHEqCUyimlbscKFggDWzGsGoxmYWgFHgVeKiIvw5rAjiuljlc4/kbgzbbPYgKrzWSwwvHLwb9gmZG+JSJfwoqGeqO9r2xyn4h8Dusz3I7lnL4Uq9/3u+xD9MT/FyLyLSCmlHoI+ARWRNevReRTWA7rQeAS4PdKqW+63uYM+32+hxUN9WfAW5VSORHpBn6OFRH1ONZ1fAeWprR3ntfC0IIYzcLQCvwXlgP5i1gr9GuqHP8WrJaSn7Ff8zDVQ2aXFKXU3Vh9tZ+KFWH1CuD/s3fPVHjpbVgT+JeAG7C0gDcqpX5on/cQln/m5cAt2HkXSqkxrD7gj2KZsX6BFd7bDTxY9B5/B3RhCYu/wDJdfdrelwAeAt6KZdb6ClYY7uWqjsx3Q+tjyn0YDA1CRF4L/B9wslLqyQa8/zbgSayw2OuX+/0NrYUxQxkMy4SI/DeWiWwSOA94P/CTRggKg6FejLAwGJaPPiyTWh9Wwty3sUxABkPTY8xQBoPBYKiKcXAbDAaDoSpGWBgMBoOhKkZYGAwGg6EqRlgYDAaDoSpGWBgMBoOhKv8/Fo//jjvwoBQAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = metrics.train_perplexity.dropna().plot(kind=\"line\")\n",
"ax.set_xlabel(\"training steps\")\n",
"ax.set_ylabel(\"perplexity\")"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "f1185a0f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'val neg. log likelihood')"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = metrics.val_loss.dropna().plot()\n",
"ax.set_xlabel(\"training steps\")\n",
"ax.set_ylabel(\"val neg. log likelihood\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "d887cb3b",
"metadata": {},
"outputs": [],
"source": [
"X = predictor.prediction_net.vq_vae.embed.cpu()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "ae16d4bd",
"metadata": {},
"outputs": [],
"source": [
"X_embedded = TSNE(n_components=2, learning_rate='auto', init='random').fit_transform(X)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "8feaef88",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7f14dc058370>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(X_embedded[:,0], X_embedded[:,1], alpha=1.0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "50a0e3d3",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}