{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"os : Windows-10-10.0.19045-SP0\n",
"python : 3.11.5\n",
"tsai : 0.3.8\n",
"fastai : 2.7.13\n",
"fastcore : 1.5.29\n",
"sklearn : 1.3.2\n",
"torch : 2.1.1+cpu\n",
"device : cpu\n",
"cpu cores : 6\n",
"threads per cpu : 1\n",
"RAM : 15.8 GB\n",
"GPU memory : [2.0] GB\n"
]
}
],
"source": [
"import sklearn\n",
"from tsai.basics import *\n",
"my_setup(sklearn)\n",
"import config"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"ename": "AttributeError",
"evalue": "module 'config' has no attribute 'DROP_COLOUMNS'",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32md:\\project\\Pipline\\forecast.ipynb Cell 2\u001b[0m line \u001b[0;36m3\n\u001b[0;32m 1\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mpandas\u001b[39;00m \u001b[39mas\u001b[39;00m \u001b[39mpd\u001b[39;00m\n\u001b[0;32m 2\u001b[0m df\u001b[39m=\u001b[39mpd\u001b[39m.\u001b[39mread_csv(\u001b[39m'\u001b[39m\u001b[39mD:/project/aircompressordata.csv\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[1;32m----> 3\u001b[0m df\u001b[39m=\u001b[39mdf\u001b[39m.\u001b[39mdrop(config\u001b[39m.\u001b[39;49mDROP_COLOUMNS,axis\u001b[39m=\u001b[39m\u001b[39m1\u001b[39m)\n\u001b[0;32m 4\u001b[0m \u001b[39mprint\u001b[39m(df\u001b[39m.\u001b[39mcolumns)\n\u001b[0;32m 5\u001b[0m df\u001b[39m.\u001b[39mhead(\u001b[39m5\u001b[39m)\n",
"\u001b[1;31mAttributeError\u001b[0m: module 'config' has no attribute 'DROP_COLOUMNS'"
]
}
],
"source": [
"import pandas as pd\n",
"df=pd.read_csv('D:/project/aircompressordata.csv')\n",
"df=df.drop(config.DROP_COLOUMNS,axis=1)\n",
"print(df.columns)\n",
"df.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Initial memory usage: 1.58 MB \n",
"Final memory usage : 1.15 MB (-27.2%)\n",
"[Pipeline] .......... (step 1 of 4) Processing shrinker, total= 0.1s\n",
"[Pipeline] ... (step 2 of 4) Processing drop_duplicates, total= 0.0s\n",
"[Pipeline] ........... (step 3 of 4) Processing add_mts, total= 0.0s\n",
"[Pipeline] ...... (step 4 of 4) Processing fill_missing, total= 0.0s\n"
]
}
],
"source": [
"'''\n",
"datetime_col=config.DATETIME_COL\n",
"freq=config.FREQUENCY\n",
"coloumns=config.COLOUMNS\n",
"method=config.METHOD\n",
"value=config.VALUE\n",
"'''\n",
"'''\n",
"preproc_pipe=sklearn.pipeline.Pipeline([\n",
" ('shrinker',TSShrinkDataFrame()),\n",
" ('drop_duplicates',TSDropDuplicates(datetime_col=datetime_col)),\n",
" ('add_mts',TSAddMissingTimestamps(datetime_col=datetime_col,freq=freq)),\n",
" ('fill_missing',TSFillMissing(columns=coloumns,method=method,value=value)),\n",
" ],\n",
" verbose=True)\n",
"'''\n",
"#mkdir('data', exist_ok=True,parents=True)\n",
"#save_object(preproc_pipe,'data/preproc_pipe.pkl')\n",
"preproc_pipe=load_object('data/preproc_pipe.pkl')\n",
"\n",
"df=preproc_pipe.fit_transform(df)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
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"\n",
"
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" \n",
" \n",
" | \n",
" timestamp | \n",
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" air_inlet_temp_deg_f | \n",
" average_cfm | \n",
" average_kw | \n",
" compressor_room_air_generated_cfm | \n",
" compressor_room_energy_cosumed_kwh | \n",
" ideal_specific_power_kw_100cfm | \n",
" specific_power_kw_100cfm | \n",
" percentage_loading_based_on_air_supplied_design_600cfm | \n",
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"text/plain": [
" timestamp data_id air_inlet_temp_deg_f average_cfm average_kw \\\n",
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"1 2021-06-10 01:00:00 1 79.0 76.0 382.0 \n",
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"4 2021-06-10 04:00:00 4 83.0 96.0 468.0 \n",
"\n",
" compressor_room_air_generated_cfm compressor_room_energy_cosumed_kwh \\\n",
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"\n",
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"\n",
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]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"((#12647) [0,1,2,3,4,5,6,7,8,9...],\n",
" (#1807) [12814,12815,12816,12817,12818,12819,12820,12821,12822,12823...],\n",
" (#3613) [14788,14789,14790,14791,14792,14793,14794,14795,14796,14797...])"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fcst_history= config.FCST_HISTORY\n",
"fcst_horizon= config.FCST_HORIZON\n",
"valid_size= config.VALID_SIZE\n",
"test_size= config.TEST_SIZE\n",
"\n",
"splits=get_forecasting_splits(df,fcst_history=fcst_history,fcst_horizon=fcst_horizon,datetime_col=datetime_col,\n",
" valid_size=valid_size,test_size=test_size)\n",
"\n",
"splits"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"ename": "AttributeError",
"evalue": "module 'config' has no attribute 'COLOUMNS'",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32md:\\project\\Pipline\\forecast.ipynb Cell 6\u001b[0m line \u001b[0;36m1\n\u001b[1;32m----> 1\u001b[0m coloumns\u001b[39m=\u001b[39mconfig\u001b[39m.\u001b[39;49mCOLOUMNS\n\u001b[0;32m 2\u001b[0m train_split\u001b[39m=\u001b[39msplits[\u001b[39m0\u001b[39m]\n\u001b[0;32m 4\u001b[0m \u001b[39m'''\u001b[39;00m\n\u001b[0;32m 5\u001b[0m \u001b[39mexp_pipe=sklearn.pipeline.Pipeline([\u001b[39;00m\n\u001b[0;32m 6\u001b[0m \u001b[39m ('scaler',TSStandardScaler(columns=coloumns)),\u001b[39;00m\n\u001b[0;32m 7\u001b[0m \u001b[39m ],\u001b[39;00m\n\u001b[0;32m 8\u001b[0m \u001b[39m verbose=True)\u001b[39;00m\n\u001b[0;32m 9\u001b[0m \u001b[39m'''\u001b[39;00m\n",
"\u001b[1;31mAttributeError\u001b[0m: module 'config' has no attribute 'COLOUMNS'"
]
}
],
"source": [
"coloumns=config.COLOUMNS\n",
"train_split=splits[0]\n",
"\n",
"'''\n",
"exp_pipe=sklearn.pipeline.Pipeline([\n",
" ('scaler',TSStandardScaler(columns=coloumns)),\n",
" ],\n",
" verbose=True)\n",
"'''\n",
"\n",
"#save_object(exp_pipe,'data/exp_pipe.pkl')\n",
"exp_pipe=load_object('data/exp_pipe.pkl')\n",
"\n",
"df_scaled=exp_pipe.fit_transform(df,scaler__idxs=train_split)\n",
"\n",
"df_scaled"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"x_vars=config.AIR_COLOUMNS\n",
"y_vars=config.AIR_COLOUMNS"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((18401, 7, 200), (18401, 7, 168))"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X,y=prepare_forecasting_data(df,fcst_history=fcst_history,fcst_horizon=fcst_horizon,x_vars=x_vars,y_vars=y_vars)\n",
"X.shape , y.shape"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"'''\n",
"arch_config=dict(\n",
" n_layers=3,\n",
" n_heads=4,\n",
" d_model=16,\n",
" d_ff=128,\n",
" attn_dropout=0.0,\n",
" dropout=0.3,\n",
" patch_len=24,\n",
" stride=2,\n",
" padding_patch=True,\n",
")\n",
"'''\n",
"\n",
"arch_config=config.ARCH_CONFIG"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"learn=TSForecaster(X,y,splits=splits,\n",
" batch_size=16,path=\"models\",\n",
" pipelines=[preproc_pipe,exp_pipe],\n",
" arch=\"InceptionTimePlus\",\n",
" #arch_config=arch_config,\n",
" metrics=[mae,mape],\n",
" cbs=ShowGraph())"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"not enough values to plot a chart\n"
]
},
{
"data": {
"text/plain": [
"InceptionTimePlus (Input shape: 16 x 7 x 200)\n",
"============================================================================\n",
"Layer (type) Output Shape Param # Trainable \n",
"============================================================================\n",
" 16 x 32 x 200 \n",
"Conv1d 224 True \n",
"Conv1d 39936 True \n",
"Conv1d 19456 True \n",
"Conv1d 9216 True \n",
"MaxPool1d \n",
"____________________________________________________________________________\n",
" 16 x 32 x 200 \n",
"Conv1d 224 True \n",
"____________________________________________________________________________\n",
" 16 x 128 x 200 \n",
"Concat \n",
"BatchNorm1d 256 True \n",
"ReLU \n",
"____________________________________________________________________________\n",
" 16 x 32 x 200 \n",
"Conv1d 4096 True \n",
"Conv1d 39936 True \n",
"Conv1d 19456 True \n",
"Conv1d 9216 True \n",
"MaxPool1d \n",
"____________________________________________________________________________\n",
" 16 x 32 x 200 \n",
"Conv1d 4096 True \n",
"____________________________________________________________________________\n",
" 16 x 128 x 200 \n",
"Concat \n",
"BatchNorm1d 256 True \n",
"ReLU \n",
"____________________________________________________________________________\n",
" 16 x 32 x 200 \n",
"Conv1d 4096 True \n",
"Conv1d 39936 True \n",
"Conv1d 19456 True \n",
"Conv1d 9216 True \n",
"MaxPool1d \n",
"____________________________________________________________________________\n",
" 16 x 32 x 200 \n",
"Conv1d 4096 True \n",
"____________________________________________________________________________\n",
" 16 x 128 x 200 \n",
"Concat \n",
"BatchNorm1d 256 True \n",
"____________________________________________________________________________\n",
" 16 x 32 x 200 \n",
"Conv1d 4096 True \n",
"Conv1d 39936 True \n",
"Conv1d 19456 True \n",
"Conv1d 9216 True \n",
"MaxPool1d \n",
"____________________________________________________________________________\n",
" 16 x 32 x 200 \n",
"Conv1d 4096 True \n",
"____________________________________________________________________________\n",
" 16 x 128 x 200 \n",
"Concat \n",
"BatchNorm1d 256 True \n",
"ReLU \n",
"____________________________________________________________________________\n",
" 16 x 32 x 200 \n",
"Conv1d 4096 True \n",
"Conv1d 39936 True \n",
"Conv1d 19456 True \n",
"Conv1d 9216 True \n",
"MaxPool1d \n",
"____________________________________________________________________________\n",
" 16 x 32 x 200 \n",
"Conv1d 4096 True \n",
"____________________________________________________________________________\n",
" 16 x 128 x 200 \n",
"Concat \n",
"BatchNorm1d 256 True \n",
"ReLU \n",
"____________________________________________________________________________\n",
" 16 x 32 x 200 \n",
"Conv1d 4096 True \n",
"Conv1d 39936 True \n",
"Conv1d 19456 True \n",
"Conv1d 9216 True \n",
"MaxPool1d \n",
"____________________________________________________________________________\n",
" 16 x 32 x 200 \n",
"Conv1d 4096 True \n",
"____________________________________________________________________________\n",
" 16 x 128 x 200 \n",
"Concat \n",
"BatchNorm1d 256 True \n",
"Conv1d 896 True \n",
"BatchNorm1d 256 True \n",
"BatchNorm1d 256 True \n",
"ReLU \n",
"ReLU \n",
"Add \n",
"____________________________________________________________________________\n",
" 16 x 25600 \n",
"Reshape \n",
"____________________________________________________________________________\n",
" 16 x 1176 \n",
"Linear 30106776 True \n",
"____________________________________________________________________________\n",
" 16 x 7 x 168 \n",
"Reshape \n",
"____________________________________________________________________________\n",
"\n",
"Total params: 30,562,776\n",
"Total trainable params: 30,562,776\n",
"Total non-trainable params: 0\n",
"\n",
"Optimizer used: \n",
"Loss function: FlattenedLoss of MSELoss()\n",
"\n",
"Callbacks:\n",
" - TrainEvalCallback\n",
" - CastToTensor\n",
" - Recorder\n",
" - ProgressCallback\n",
" - ShowGraph"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"learn.summary()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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""
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},
"metadata": {},
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{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lr_max=learn.lr_find().valley"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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" mae | \n",
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" time | \n",
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"text/plain": [
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"n_epochs=100\n",
"\n",
"learn.fit_one_cycle(n_epoch=n_epochs,lr_max=lr_max)\n",
"learn.export('InceptionTime2.pt')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"(3613, 7, 168)\n",
"568426.0068151207\n",
"607.3238199775309\n",
"7.578087851219942\n"
]
}
],
"source": [
"from tsai.inference import load_learner\n",
"from sklearn.metrics import mean_squared_error, mean_absolute_error\n",
"from sklearn.metrics import mean_absolute_percentage_error\n",
"\n",
"learn=load_learner('models/AirInceptionTime.pt')\n",
"y_test_preds, *_=learn.get_X_preds(X[splits[2]])\n",
"y_test_preds=to_np(y_test_preds)\n",
"print(y_test_preds.shape)\n",
"\n",
"y_test=y[splits[2]]\n",
"\n",
"print(mean_squared_error(y_test.flatten(),y_test_preds.flatten()))\n",
"print(mean_absolute_error(y_test.flatten(),y_test_preds.flatten()))\n",
"print(mean_absolute_percentage_error(y_test.flatten(),y_test_preds.flatten()))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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yERERDADmrbfecvj6O++8w0RFRTEymYzp2bMns3HjRubee+8VlEXjyoS9//77Dq+DZpYJ++2335iRI0cyQUFBjJubG+Pj48OMHDlSUFqOIAjXQ0v1EgTxr2Px4sW47777cOTIEd7bShAEQdw8UAwuQRAEQRAEcVNBMbgEQRDEdcNisaCkpKTRfRQKBcWyEgTRJkjgEgRBENeNnJycJhdbePXVV/Haa69dH4MIgrgpoRhcgiAI4rphMBiwb9++RveJjY0VrHBHEATRUkjgEgRBEARBEDcVlGRGEARBEARB3FRQDC7Y9dTz8/OhVCrbbelNgiAIgiAIov1gGAZVVVUIDQ2FWNy4j5YELoD8/HxERES42gyCIAiCIAiiCXJychAeHt7oPiRwASiVSgDsG6ZSqVxsDUEQxD+LVatWYdq0aa42gyCImxytVouIiAhetzUGCVyAD0tQqVQkcAmCIFqIp6cntZ0EQVw3mhNOSklmBEEQRJuYMWOGq00gCIIQQAKXIAiCaBMbN250tQkEQRACSOASBEEQbaKmpsbVJhAEQQgggUsQBEG0ibCwMFebQBAEIYAELkEQBNEmunbt6moTCIIgBJDAJQiCINrE1q1bXW0CQRCEABK4BEEQBEEQxE0FCVyCIAiiTfTr18/VJhAEQQgggUsQBEG0ierqalebQBAEIYAELkEQBNEmzp4962oTCIIgBJDAJf415BzIga5M52oziJsQhmFQea3S1WZcV8oulSHvSJ6rzSCaia5UB1ONydVmuJzMLZmw1FpcaoOh0oDLqZddasO/ARK4/wBM1SbsfHUnMrdmutqUGxarxYqLGy/i7KqzqLhS4XCfZeOX4eDHB5t9zrwjeWCsTHuZSNzEXN15FZ/Ffobis8WuNqVFpD6fihM/nWjVsbtf240fB/6I87+fx9SpU9vZshsHi8mC/GP5rjajUawWa5Nt1fsB7+OXUb9cJ4tuTHRlOiwduxSXNl1yqR2pz6fi19G/QpOtcakdNzskcNuI1WzF6jtXI+9wvSeDYRisv289Co4XtPn8pRml+KrrV9jzxh7sW7ivzee7Wdn7zl78NuE3rJ6+Ghsfsl82tFZXC0OFAUWni5p1vpJzJfi+7/e4tudae5tKtACDxoCsnVmuNqNJyjPLwVgZnPihdWKxKfQVehgqDe1+3gvrLuDs8taFF9QU1wAMsGraKqz4ekU7W3ZjYDVbseetPVg8ZDEKTxUCAPKP5eMNtzdg1Bqvmx3bntmG4z8cd/r6+TXn8YbkDZRdLHO6jzpSjZjhMe1m018L/sJ3fb9rcj+GYW4YR4HUUwoAMFW51pOdsy8HoX1CoY5Uu9SO6w3DMDjwwQHoy/XX5XokcNuIJluDsyvOYsXkFWyDD9bjenLxSex9ey8A4Nzqc632kpz57QyMGiP6P9kfuQdzYTaY2832v5uS8yX4YcAPKLvkvNFtD4xaIw5+fBC9H+2Nvv/t63BUXF3EJsEUn2meh+3a3muC41pD2cUyLB6yGKZqmhZsDMbK4Nh3x2Ax2U8bnll2Br+M/OWGn1qtyq8CAJz+5bTD+2grf9z/BzY8uKHdz6sv16PoTPMGfQ3RleqQdF8Skh9KRq17bTtbdmOw/739SPsoDd7R3tj+wnYAbHvDWBhB21B2sQxfdPribxmEAEDah2nY8B/nn395ZjkAts11hkFjgIe3R7vZdOnPS8g/kg+GaVy8Hv/uOD4I+qDdrstRmlHa4sHvpT9Zz61B8/d8Ts2h4koFSs6VYODzA2GptaDyaiUAVvw1HDTlHcnDsW+PNfkeO0KTo8HrotdvKCdNxeUKpD6biu0vbm/RcWkfp2HtrLUtvh4J3DaizdUCYDuKtXezH4C+jB2dZKzPQNGZIvzxwB84+vXRVp3fUGmAMlSJHvf2gMVoQe7B3PYxvBHyj+bz99VSTvx0Aoe/PMye50g+ctNy8cuoX1p9vuZw5KsjqK2pxaAXB8E72psXG7bUFLGDj8qrlTBWNe15yT3Avs8NR5oVVyqa7Y1IX56Oa3uuoTjdtdPWuYdycea3My61oTFy0nKwce5Ghw2xvkwPxsqg5KzzjtsRx78/3ujA6syyM1g+cXmLbXVGVX4VPP09oSvV4cIfFxzus2zcsmYNdBmrvcer6HRRs2cfmgvDMNBX6FFdUN2q2HRdmQ5eQV4Y9+U4RHWMalfbWsKxb4+h/HL533Jug8YARbAC8WPjeREp95EDAIya+nYk/2g+yi6WtftnBKBF3k9nDhDGysCoMSL12dT2MgvD3xoOAKjKs29vbZG4S6Ar1aFW376DoC8TvsTPw39u0TFpH6UBEH5215uM9RmQyCSIHxOPNXeu4T+TI18dwf/U/xMM5s+tOoe97+yFSCRq8XW4Pu/qrqvtYnd7wD2fngGeLTpu21PbcGZZy/swErhthBNuIxaOwJXUKzBWGXlRxFgY/Dr6Vxi1RhgqWjdiNGqM8PD2QFC3IMh95ddluvb32b/jwIcHWnXsmaVncPqX0wBY76fUUwowwMaH7cMG2gOzwYy0D9OQdH8SVGEqKEOVMFWb7ERsdWG9t6U5gjPnQA4ACD63mpIafNHpC2RuaV4s9OVtbBIB1zG6imPfHsOfD/8JS60FDMPg6u6rvEfgwoYLLo8bzT/Cxjc6mrbiPC0tFQ6bH9/caIOYdzivXRv+qvwqRAyIQHhKOE4uPunw9UubLjVrgPrbhN+w/v71/P8WE+vlqbhS0a7JMaYqExgL+xw0d2bDFn2ZHp5+bEfVu3fvdrOrJTAMg40PbWx0sFKeWY4LGxwPOprCqDHCQ+0B72hvVF6rhNVixY6XdgCAwFsbPTSa3b8Zg+eWYuspdubJs1qs7PWdhE38HeEU3DUbaz9KL5RCHcVOwzvLjWgtsaNiEd4/vNn7W81WFJ5kw0xc6cGNvzUeE76bAHeFO8RSMd/uXd1xFQAEDppru69Bc03TqoS0kF4hELuJGxWTxWeLsXfh3haf2xF5h/Nw/vfzOPzFYafPqb6Cvdfus7q36Nx9H+8LoGWDPYAEbpvR5Gjg4e2BwC6BANhGn3tgY0bEoLqwGooQBf/BthRDJTutJBKLEDUkCtd2Cb1cVrMVa+5a02jsVVNUXqvEb7f/xtuoK9FBX9o6e6vyq3gxWVNUA2WYEglTElBxuf0at8qrldj3v31gGAbnfz8PXakOKU+mAACUoUreDluqC6shEosgkoia7Mxrimt4UWr7uRWdLoLVbEVFVtP3YtAYeDHzd4doNGlLuQFGrRE5+3OQsS4DS4Yuwaklp1B2sQwrJ6/EL6N+EQwAWsrl1Mtt6kAbE7icp6UlAtdsMMOsN0NX4twraahg35P2EoxV+VVQhCgQNzqOvx9brmy/AqDeq+IMXakOmVsycWrJKf6eK69WgrEysJqt/HRmeyB4ts8UQVem4xNZLbUWrJyyElvmb3FYKcFsMKNWVwu5H+vN3LhxIzTZGv79rCmpQVVB45699kAkEsE/wR+xo2Kd7vN9v++x/PblrZrmNWqNkKlkCOkVgq53doVZb4Ymhw2Bavj+AeDD1NoTbU797Jez2FEuDMqZZ1KmkqH/k/0hkUnaza7tC9hpZmceXKvZil/H/IojXx4BAKd9gKnahNdFr+PKX1dabIMqQtXsfUvOl8CsN2Pw/w1G0r1JLb5WexGQEIAe9/QAAHj4ePADpX5PsIul2L6f3KBAc63lyWhWixUePh6NtoOrZ6zGjhd38M90a6nV1WLV9FVYOXklNv93s9P+wCvQC33/21cQKmMxWfC66PVGB6Exw9jY8ZqSln2/SODacHbVWWyY27I4N22uFqpwFTz92VFSTUkN31GPWDgCXWd2RcrTKTBUGlrVwHICF2C9BLkHcwVTPeWZ5Uj/LR1Xd1+1O5abgmwMhmGw6dFNuLjhIkrOlvDHtDaWjBO4DMOgpqgGiiAF5L7ydg0qP7/2PLYv2I6M3zNw4vsTiBocBb+OfgAARYgCAFBdIBRs1UXV8Ar0gl8HvyZjDnPSWO+tMlQpsJsTxg1Fir5cb/fZXt15FYyFgTpKjfJLrvXgcs/ApU2XcGrxKQDAXy/8hS3zt0ARrAAYYPWdq1sl9iy1Fiy9dalDr2Vz4QRUewlcfqBW6rxh5/Zpr+eyKr8KylAlAhIDUFNcY3ftrL/YmZemBNDFPy+CYRiowlXY+cpOAMIZgLYMZBvCzU6I3cQoPlOMnf+3E7+N/w1moxnll8pxfu15nPzpJH4c+CMfV2yoNICxMnxIA+fBNVQY8EnUJ/yzvmzcMuz8v53tZmtjePp58mFhjvDrxLYNjXX0zjBqjJCpZYhIicAdP98Bd4U73zYqgtm2xmqxYuWUlQD+HoGrDFXyAt5ZuzxowSDI1DKIxI6nskVidiBgMVnsvGC6Mh0Of3G4xeLBqDVi8P8NRs/7ezp8vTi9GJprGvR7vB/c5G5Ow0i457u5M2Mc13Zfw7lV55o9OM8/mg+IgAHPDkBAYkCLrtVeaLI12P3Gbv699vD24NuikF4hAo+ubTvSmlyQk4tPQleig39nf6f7cKFfWTvaNjNceKoQmmsajHp/FADhjKmp2sR7zv07+SPnQA52vlrfNnCvHf/WeRLlpU2XEDEgAmK3lklWErg2XN52GWdXtiyjWJsjFLi6Uh10ZTqIJCKE9g7FlGVToApTgbEwrcrcNGqMkHnLAABRQ6LYkjU2HqLSjFL2ug4a72u7r+GjsI8anY45v/Y8XzJFX66HqZqdtmyNx7lWVwujxgiL0QJDpQE1xTXwCvSC3E/uUARy6Cv0WD5pebPFBucZ2vLEFmTtyELPB+obWGWIcw+uIliBwG6BTXpwcw7kQBWuQmC3QEGIAhfaYNvYmKpN+CTqE5xdIXxuLm+7DN8OvogZHtNuIQpmgxlfJnzJNtQtgHtfz648i0ubLmHAcwNg1BqRuTkTw98ejqkrpyJnfw42/GdDo1NANcU1+LzD53z4Bnduxsq0OgbSUGngRVFjIQrFZ4qbPUDkztOUBxdAo8Ko7FJZs65pNVtRU1zDCtwubMdZcq4+ZphhGFz56wpEYlGTHtwL6y4gvH84RiwcgQvrL6DgeAHKLpXBzcONFQntOFji3qfQ3qHIPZiL07+eZmcoLleg9ALbroz6YBSstVboy/Wwmq34NOZTnF97nu94OQ9ut87d2HNW6GE2mpF/JB8Z6zLazVZnZO/PRva+bBSdYgdAm/67CUvHLhXsc/v3twMAf0/OSF+RjoOfHhQMTiYtmYRxX48DAFRkVaAqvwpV+VUY9/U4RA1i444rLlegtqYWYz4Zg+S5ya2+F0utxeE0vipchSnLpuCuTXfx/UxDPLw98ELlC0h5KsXh64UnC7Fx7kaAsZ+eLz5TjM3/3YzCE4UtKp9lqDA4tQeoF/vqKDXGfj6W98I1hEsKdma7M1KeYffX5jUvv0MVpkLfx/ri6s6rOPXzKX47wzDY8/YehzMOV3ddbXUSpiOKzhRh16u7+AGjh3e9B/f87+cx5uMxSJicAACo1dei68yukHpJWzXDZqhgnWNdpndx+LrVYgXqxkNceERr4do1LmTE1t5V01fhm57fsLXCr1ai4nIFjJX1Hl6pF1vZQqaSOT3/xQ0XEXdrHD+gbi4kcG2ovFIJo8YIo9aIWl0tNszdwD98mVszHXqRtLlaqCJUfEOvK9VBX66H3FfOB4Z7+LAe2NaIRkOlAR5q9nifWB/2mjZfaE7gOvIclF0sg1lvtvNmcmhyNNg0bxPix8az9pXr+Y6/NR5c2waiurCa9ZoGeUHuK4fVbHUq8PMO5+HC+gvNTqCrLqiGMkwJbZ4WMpUMiVMT+dfcFe6QqWR2AremqEYgcBsTLrlpuQhPCYfcV+5Q4NqKlLzDeTBVm/iqCxyXt11G7KhY+HbwRfml8lZ57xtSVVCF0oxSvlxRc9GX6xGQGMBOc4mAgc8NxOgPRqPj+I7ofnd3RA2KwqSfJ+HUL6fw1wt/OT3Pvnf3oTyzXNDgcwKx8kplq+6JE+vcIKghRo0Rnv6e0JfrHSYPOoL3gDTikWrKg6sr1eHLhC/5rOvGqC6qBhjW0+bXwY/1iJ4thq5Uh/X3r8eZpWdQlV+F2JGxjXpianW1yNyaiU4TO6HrzK6Q+8qRsS4D5ZfK4RPnA78Ofu3qweXeg8jBkSg+U8x/P0szSlF2oQwylYz3dOnK2HbNUGlA8dli/nPnBI7Yg+1KDBWGZg0e2gtu+n74O2zC05EvjiBzSyasZjY+VFeqg6XWgrB+YXy8sTP2v7sfW+dvxelfT/PbPP09+UHz9/2+x67XdoGxMJC4S/jPsuAEWw6y+6zufAJaa9j/3n58FvcZanXCZKzs/dkoPFWIDmM78GWuGrLnrT049Pkhp+fmQlsmLp4IqVx4jvLMcojEIqQvT8eamWv42NrGMBvMMBvMyNySic/iP3PYvnHfP68AL/R6oBeCk4IdnqsiqwJuHm68R7y59H6YjftuatDIETc6DmM/G4uM3zNwdFF90rehwoCdL+/E6hmrBfszDIM/H/0Te97cg6ydWdj95u4W2ecIba4WIomIv9e+j/XF/KvzAbCD24sbLvL7ekd5Y8qyKYhIiWj2Pdqir2AHpc4GdoYKA8CwuuLK9itt6qOqi9gQQK69sLWX88ybqk048eMJGCoNAn0R2CUQ3e/u3mj1GX2FHoXHC3m901xI4NrANQKaHA3yjuTh+HfHkb0vGwCw+bHNfNkvW7gQBalcCqmXlBe4tiMNrtFrTaKZbYhCw6B0ACg979yDyzXAjjKkTdUm/DbhN7h5uGHiTxPhrnCHvlzPd3qtsdVWgFQXVqOmqAZeQV78e+EsU7syqxJA85OxqguqETEgAoNfHoxBLw+ya/SVoUreFm7avbqQFdtB3YKgL9c7Ff0AG/fkn+APD5/66SPbTH7bLy/nzSw4Wl/zuKakBhWXKxA9JBq+8b4wVBoEnX1zvqRmgxkr7lghiI3iPEstFQ6GCgO6zOgCsZsYHcd3hKefJ/o82gczN8zkpzS7zeyGgc8NdFrtQ5unxdGv2Ndsnz/uM21tAknekTzIVDKE9Q1z6sGNvCUSQNNhClzHzD27zfHgOnsmtblaMBamWaER3LOmDFVC4i6BbwdflJwrwdlVZ3Hyp5P4/Z7fIXGXIGFqAmprap2WPLvy1xWY9WZ0ntQZYokYMcNjcOWvKyjPLIdfBz/4dWy5wOWEniO495vzRHYY1wEePh4oOV+Csgtl8Ovkx3939WV6/vnT5mrtQhQuXGXj5/QVesFAvj0Gdo1RXVQNN7kbOtzWQbCds/Xc6nP4rvd3mLNrDp8I5girxcp/L3P2189QbJi7AefXngcAeEd7o7amFnN2z8HuN3Zj9+us4Ck8UQhVuAoZ6zPaJILib2UdDQ2fucOfH8auV3Zh95u7nT6PmVsyseXxLYLkRFs4QdFtZje4ebgJXivPLIcqQoWOEzo2OyHaVG2Cp78nvGO8UXG5wmFpRovRAq8gL0g9pShOL8aJHx1XEFGFqWA2mLH58c1NXtcWrlpJc6bvi84UIXNrJhiGgcxbJhBYcl85ut7ZFbU1DQYW+7JRer4UyQ8l48L6CzjyxZE2P89VeVVQBCsglrDSy93LnfdcGioNuLz1Mp+QXXSmCNVF1Rj25jDcsuCWFl/LUGGAqdqEVVNXsdcuqBK0B9x3JPmhZCTNSWpTeUN1pBpJ9yXBw8cDcWPiBN5YuY8cngGekEglfJtj+/6f//08Rn84GtNWTXN47lp9LSxGCzLWZQgGn82BBK4NNaWscNHmaPmA+IqsClgtbHJHwxqDZqMZNUU1UIWzge5eAV5sglYZ68Hl4P5uqQeXsTKC2oUikcgu3qwxDy63zVEs4t6Fe1FxuQJ3bbxLECfbEg/u1V1XBdPVtgK3Kq8KNSX1MbiAc28Zl7TV3GQsLnFv2BvDMPDZgXavcwI3e1823vN9DzXFNXyIAher60xMW81WVBdUQxWugtyn3quoydbAVG1CUI8gQYPK3X/hqUK+gSg4xordkOQQ+HUQXi/vcB6+TPiySaFSfrkcGesy+AEWYCNwWxA3yiUDeUd74/Yfb8fwt4c73TewayBM1SY7DxLAerfc5G5QhikFzx/3d8WVilY1/vlH8hGSHMJ7aRti1BgR2D0Q7kr3RsVmzoEcvOvzLgwaQ32IQqmuyWxeZ4MF7jNu7HPa+85epD6XKhC4AOuRKDlbgstbLiNiYARGvT8KQ14dAu9obwDO4zRzD+VCGaqEfyc2Zi5mZAzyDueh8GQhfOJ94NvBt0UCt+hMERaqFjot0cdNYYb2CYWb3A39Hu+HgIQAlGWUofRCKfw7+fMzU/pyPS9qtTla6Mv0EElEkKnZjkwkFsHNw431ztgIpL+7HFN1YTXMerPdCoXce5x/NB+BXQMhloobjY/lZrvC+4cje182/9ycXVG/MqJ3tDeqC6sRNTgKPjE+fBspdhMjdmQsCo4X4Pzq862+F87OhqumaXO08I72xq5XdjkNT+LeZ2fJSJyt+9/bb9ePVVyugG+8L7wCvAA0L47Y098Tz5Y8i4HPse2vozJ+Pe/viWcKnwEAXN19FRsf3ujQO5w4NRFxo+Na5KU0G8zY/BgriJtz3L539rH7M4CH2sPuuew4oSMKjhcIZkePLTrGhpkNi0H8rfFs8nEbQ4Q4hxhH0eki/DL6F1TlV/GfEReT+vs9v2Pn/+1EeP9whPQMafG1uO8h93l+3e1rbHlyC/+61EuKfvP7odusbhj+1nC4ydwcnqc5dBjbAbd/fztEIhHu3nI3P1gDgNEfjsb01dPZ9oGb3alrf6vyq7By8spGa/XaapGmStI15IYSuP/73/8gEokwf/58fpvBYMC8efPg5+cHhUKBKVOmoKhI2NFlZ2dj3Lhx8PT0RGBgIJ599lmYza1fEEGTo+EbtYorFdDmamE1W1F2sUwwAuI6Ni6Tk6uDyYUocHAhCi31ipqqTewX0ibjUO4r5zsahmHYxkrkeDqW++I76sSLThUhemg0ArsG8ue19eDW6mqbHNGlPpuKrU9u5f+vyq+C1JP1ZBefLQZjYdgQBa6TdCImuOntisx6LyDDMEhfke4w8amqoKrR6SxO4GZuzYSp2oSctBzem8yJDGfZ6NWF1WCsDFRhKkGIAheeEDsyFjVFNfzqPLlpuYi/NR4Wo4Uvl1NwvAAytQw+sT7wjfcFUC/euemiymuOr8/Be8tsMqhbI3C5z1PuK0ePe3ogIMF5coVXENvBOfKIZO/LRsKUBKgj1A49uGaDucVxYoe/OIwL6y8gdmSs00REboAX1C1I4CVvSO6hXJiqTNBka/jzWM1WhwLLbGSrLNjaD7BZ1gc/ZYUSdy9lFxwLSoZhcHTRURz79hi0OVq2HE/ddL1/oj+KThfhyvYr6Di+IwY8MwCDXhwERRD7zNp2yKvvXI397+/nr2WbEBI7MhaMhU3W5Dy42hytwwGIIy5vvQyz3uw0PlpfoYeHjwcUQQo8X/484kbHwa+zH0rOl6A0oxR+nfz42Sddmc7Og2sbhjVp0iQ8X/E8+v23H98hPZn7ZKsWFnC07GzGugykPm9fw5V7L7c9vU2QfMs9w/lH8xHSOwTbF2zHDyk/AGCFPydgLbUWWC315aP6zOuD6sJqVGaxlSuMVUZexHtHeyNrRxb2vrOXzX6vaxuGvzUcE3+aCK9ArzYlmf35yJ+w1lr5ATKHNlcLdbQa7kp3p04SLmvdWfa6QWOATCXDzv/byd8rh3+iP+LGxMErsHGByzAMis4UwWys71vVkaxdjipt2OIb5wtrrVXQnnGUXWRjzFvSrnHPWMLkhEYraABsf3Fu9Tn0mdcHIjE7KLONQ7648SI2zdvE/w2wz8W5NefQ8/6eEIlFiBgQAZFY1OZFE0L7hCJhSgL/v9loxpXUK2xyet1nq83Vwmw0o+RcCYJ6BKHgeIEgKau5jFs0DkNeHQJdmY4tX1qmx5EvjvAaRh2hxq0f3wpVmAqaHA0Of3G41fdVebWSbx9q9bWCdrXbXd2QdySPDW2q0CN6WDQeSHsAAPiwRKmnFB9HfuxwdlPsJkbyw8kI7BbY7Hhr/tjW3lB7c+TIEXzzzTfo3l1YH+3JJ5/Ehg0bsGrVKuzevRv5+fmYPHky/7rFYsG4ceNgMplw4MABLFmyBIsXL8Yrr7zSKjuknlJosjW8B7cyq5IXuxajRVAiivOMcCMygcD1sxG43q2LweW+xFwDC9TFKtYJxeqCapiqTAhOCm6xB7c8k43ra3heWxHemBeXsbLiOu9IHv8wV+VXQRmmhCJYwSd9OPLgNhRQ3Htq61UtPV+KNXeu4acHOcwGMwwVBj4uzhGKUAWq8qv4xRqydmShVlcLRbACUk8pvAK9nJb6sv1MPXw8YKo2wVJrQXF6MWRqGUKSQ1Crq4Wp2oTSjFIYKg3o/WhviMQivmMqOFaAkF4hEIlEcFe4QxGi4Ef+nLBuSgxy0+u23jduW4s6grrPkxtkNUZjHZzmmgY+MT6C5w8QDlqaE6ZgNpiR+lwqvk3+Fpv/uxn95vfDwOcHOhS4VrMVtTW18FB7oOOEjrj450WnHTj3/lYXVgu+Z44GfrbPuO01T/18Ctue3garxcoLJ2ce07ILZdDmaGHUGHFxw0UoghV8uEdgl0Doy/SorakVeDK4AYTt+5uzPweXt1zmz8ll/ANsbBw3IPPt4Fs/+9DMhD5uqt2ZYNGX63kBy01b+3dmxbmhwgD/zv4Qu4khU8vY8odl9R2wrlQnSDDas2cPfw51lBoDnhvQ4oQQjk8iP8H3/b/n/+fCdQ68Z1+be8AzA/jp25riGoxYOAIAW3qoVl+L4vRihPYOhV9HP1RkVeD82vNY1H0RH+v4fb/vsWTYEihDlOj9aG90GNcBnv6eqMiqYGva1nn8APCfxdkVZ/nkIMbK8I4ARZACNSU1TdbqvLTpksMBNjeItp3ut1qs0OZpoY5QQ+4jd+okMWgMgMh5fde4UXEY/eFouxA3ABj2OjsT5hXkhdiRsfznePz74/z3J/dgLr5J+gaLui/CiR9PIGtnFj6L/ww1xTVInJqI0z+ftpst+eM/f2DjI+x0O9fXNHx2GYbBNz2/wYU/LrRosRG+tNb8fghNDm1039O/nIZYKkbSnCQArKe886TOvL1V+VUwao24f//9fPkwi9GCvv/ty+enyFQyBPUIQvbe+hm1g58cxOmlLZsy7/NIH8GsI6cNDBUGdLurGzpN7ITqwmoUHCuAtdaKsL5hKD5bjD1v7GnxQhlyHzmCugeBsTCCQQ3X92lyNPyMQOHJQjbRsIX5HRy/z/4dW+az3uE1d67ButnrALDP9NmVZ5H6TCpyDuTAzcMNgd0C+bYh92AuVOEqBHUPgjZH67Bt8wrwwvivxyNmeEyLF4y6IQRudXU1Zs2ahe+++w4+PvWiS6PR4IcffsBHH32E4cOHIzk5GT/99BMOHDiAgwdZT8u2bdtw7tw5/Prrr0hKSsLYsWPx5ptv4ssvv4TJ1LKqBVJPKf9G23pwbTtu2+xobjTqUODaeHDFEjFkKlmLPbjcl9jWC+LpVz+Vy412ogZHOZyO5Trphg2H1WJFZVYl710E7D24ttd3hCZHw8YsMUDWdrbESHV+NZShSihDlLzA9Qry4mOHdWU65B/Nx0dhHwka+MqsSqjCVai8Wsl7bLmR2rXdwhEzJwy5cmCOUIYqUZVXhdxDrMDlOjPOg+Yd4w3NVbYT+WXULzj6TX3cKXddLkQBYBuf4jPFCOwaKPDC5RzIgUgsQsywGAR0CeAbi/xj7LQ7h2+8Ly/euSnEpqbVuI7FoQe3BTG43LNi+zw6w5GHEWBnEvTleqij1HZClFvNCmiewE1fno4DHxxAQJcATFs1DWM+HAOxRMyf1/YZ5sSsTC1D97u7w2ww4+wqx1VOBAK3XA+JO1vvU1eig0FjEIgG22fc9r0sv1TOLsFaUM0/Z9zU/P739vMr9AFsEqHEXQJ3hTuu/HWFD08AwCdaKIIVCOoRxG/39PMERPUDPIZhl3stOl0Eq8WKsktCgSsSiRAzks08942vF7jLxi3DzyN+brSsG8MwyN7PdsYNBS7ngTNUGOyei4CEAFhrWQ8PZ4unn6fAg2vUGKG5qhEI2PLycmyZvwU7X92JwC6BGPXuKPwy6pdWlY+ryq8SVIqxbXMbOgkCEgPQcXxHAOxzessLt+BV5lV0HNcRmmwNVGEqhCaHsp5xBtjz5h4AbEgLwzDQ5miRvZcNSRj35TjIfeR4pvgZxI6I5b3/nIOh98O9ET82Ht7R3vDwZge/mhwN3pK9hSvbr8Ar0IutQGNT5mnxkMWCQVbJuRIsG7eMr9ZjK4arC6sx4LkBmP3XbH6bqdqEyFsi4d9ZmBPQkEEvDkLH8R2dDgAjBkSg13962X1/zQYzH4bnofbAPan3ILx/OBiGwV8v/IX05ekA2DjgWn0tvIK8UHG5AtWF1ai4XAF3L3cMe2MY7t9/v91qW2UXyvi4Vu8ob4gkIrtauDXFNajV1SKwW2CrPLilGaXIWN94tY4rqVcQMzyG70fjRsVh8q+TeXt1ZTp4+HggYkAEL+7dFe4Y/f5oBPeoT4wb+PxAdJ7cmf//8OeHm6xo0/A7WnCiQLAYCC9wKw0Y/tZw9HqwFxgLw692FtwjmJ+tbGmi2YaHNiBrZxakXlIUnqgXrtz36fSvp/Hrrb8CYOO/PQM8cWrJKYfnagouiRsAvIK9+Dbu3Jpz2PrUVngGeKKmuAYz1s5A1zu74rfbf0OtrhZFp4oQ2juUzV+QSVBxuQJrZq7BsvHL+HPrynQoPFkIv05+jTq2HHFDCNx58+Zh3LhxGDlypGD7sWPHUFtbK9jeuXNnREZGIi2NXXIvLS0N3bp1Q1BQfUcyZswYaLVanD3ruDM0Go3QarWCHwDwifGBOlINTbYG5ZfLIfeVsx7cyxVQhasgU8uEAjdXC5laBpmSbQDl/nJW4DaIwQXQaOPkDEcC18PXg++US86XQCwVI6xfGKy19tOxzjy42lwtLCaL0IPbIAYXaNzjzL0Pcl85v2IXVwtUEazgwzcUQQqIRCL+/CXnSgQjSqOWXfktdlQsrGYrL0S4JLCGU0JcpYbGHnRliJKNPa2pRfzYeD6JjfsC+sT4oCKrArW6WmTtyOI9vdx74+bhBg8fD0H1i9KMUvgn+Aum8XMO5CCoRxDcFe4ITQ5F/tF86Mp00FzTIKRXvcC1TQ7iBG6THty6z8xhklldR2CqNvEF3jlyD+UKVr1picD19BcKMA4unMI7yhtyP7lgwKQv00MdqWY7vmYI3NO/nkb00Gjc8fMdguoXcl85LEYLHzoA1HujPNQeUIWrEDsy1mkDzIWAVBdWw1Bu4J9tXakOu17dhd9u/63+vHXPuCpcJRS43CAkR4Pqwmr+PSs9X4r97+0XxFde3nYZkbdEInpYNBgrIxC4fh39IJKIEH9rvKDT58IYuI7KUGGAtdYKXakOeYfzYDFa+Phbju53d0fUkCiowthShGM+GYPw/uHI2pEliHnPP5qPH1J+4LeVXyrnPf62HWPZpTL8T/0/drqwXG/n2edDJETgB8Cc1962HSk8VSiYpfLz80PF5QoUnihE2cUy5B7KRVVBFUrOleDQ54dwddfVZsdopzydAt8O9YNvW68S913m2PPWHn6gX3iiEOkr0vnlQP07+WP+tfkI7R3K39fA5wcivH84ru25BpFIhGeKnkF4/3D8PPxn/rkWiURgGAbuCneMWDiCP1YkFkGTrYE6So1R74/Cw6cfFrRzQd2DMPT1oXytzjPLzuDanmuC0ltcu9n1zq5grAyWT1yOU7+cYgc7hdVQR6oF9+eh9uAT5Drf0VnQrtgy8LmBuPXTWzFj7QyHr2ftyEJOWo6dF7jgRAE+i/2Mj6Gt1dXCoDFAJBJBpqyvRjN56WTMOzcPUYOiIJaKYag0QCQRQeolhSpcBUWwAmaDWfAZ15TU8KtoSdwl6DKti107xH2eI/83ErM2zXJouyMkMgmihkThyrYr2Ply49P3HcZ1ENTqtZjYcmzcQI+bjajIqsBvE35D2aUylF8u5x0kHF1ndEXniZ35e6u4UoFDnxxyOqjIO5yH9/ze472Oxiojvu31LR8GAdT37TXFNcg9lIuAxADM2jILYokY0UOiIXGX8P1WS0PAzq8+D2WoEi9Wvwg3DzeI3cRwV7rzz6DtLIxEKkG3Wd1wZumZZlXRaAhXMQlg+1nO1pKzJQjsEigI3zFUGHBxw0UYKg1QRagQ1j8MIrEIPjE+KDpdhPTl6YL29NKmS/im5zfoeV9PzN4+2/7ijeBygbt8+XIcP34cCxcutHutsLAQ7u7u8Pb2FmwPCgpCYWEhv4+tuOVe515zxMKFC6FWq/mfiIgIAOwUlCpChZKzJdCX6REzIgamahPyDufBJ84HAYkBKD1XHyOiydEIAsb5JLNye4Hb2PSSM/gOvoEHl2uISzNK4dehflRj66mx1Fp4cdPQ48d15M48uJztjXlwS8+Xwk3uhm53d8PlbZfBMAwvcL2C2Qdd6imFu8Kdt1tfpucFLNcpcdMlcaPjBLZxQrbkbImgY22uBxcAxFIxej9Sv4Qo9wVUR6tRmVXJim0rI/Amc0kAnCgHWJHIZbLbejnzDuUhrF8YACCkdwiKThfh3OpzACCYNgtIDEDJuRI+WdH2PpzBhyg0EoO74cEN+OOBPwTH7Vu4D9ue3sb/z8fgNqN8kdhNDE8/TzuPHyfKeQ9ugxAFTz9P+MT6OCwVxokNgPWOZ+3IQrdZ3ez2c5SI2NCDljQnCdl7s+2mscwGc/3AqM6DyyX31ZTUoOhUEcoz60u1ce+Jb7yvIJ6dF7jZGtQU1SBiINsunP71NPRlev6ZNBvNuLrzKmJHxyJ2JBv/pwitfx4l7hKM+XgM+j/V3+4+FUEK/v21HUhwz42tBxcAoodEY86uOXz4Q/8n+mPw/w1mjy+o9wRve2Ybcg/mYu87bKWX7H3ZgIidGrb9PC9vvQyL0YL8o/kOPbjeMd6QuEvgHeXNl5PiZo30ZXr+e1eZVSkQuLfccgsfl3p00VGsn7Me6kg1itOLseXxLVgybEmzZh4sJguqC6sFpfWKThXxdtqGFjEMgz1v7kFVfhU63d4JhScLsebONVg+aTk2PrJRILY8/T0h95NDk6NB38f7IiAxAHlH8lB5rRJjPh4DoD5hdPcbu/F1t68h95XjlhdugXeUN2tbrQUlZ0tQmVUJsUQMkUgkSDD0jffFkFeG8O0192xxHnGAjcGX+8qhilCBYRiYqk1IX5bO1hmutcIrwAtfd/+ajU//4wJWTl3JT00PfXUoej3Qy+49M1WbkLE+AzKVDBEDIhy+r3ve3IPDnx9GwpQEBHWv7y+5Z54rQfnDgB+w/cXtyD+Wj8qrlYL+TuwmxrRV0zBy4UgYKg2Q+9THYJdfLsfHER8LFmvQlej4xDUAmPLbFMGgFqif9YkcFMnng2x+YjOOfHWkUaEV0jMEc3bNsUv6dUT/+f352rIAO2D6LO4zvgKRvlQPT39PuHu54+LGiyg+U4zj3x/H6un2ZcPOLDuDvCN5yDtUH3PsqHwhwzBIfS4VyhAl/53hEqRUYfWaQSKV4LYvb4MqQoUf+v+A8sxyxI+Jx4h3RuDurXcDqJ9Za4nAZawM/xkBQPLcZDxf8TwCuwby77m+VC/4fGJHxrIJ2Y1UGHKE2WCGUWPk7VQEKdg8lbrKQwFdAliBW1SDj8I/wqXNdXX3K/S4/fvbccvzbIiRT5wPTvzAVtoY9NIg/vyGCgNbB9zDjV3RsQUC3KUCNycnB0888QSWLl0KD4+WJyO0lgULFkCj0fA/OTlsw+Yd4w11pJrvELjOK2d/DnxifeCf4M+PfsouliH/cD7UEfUjbi5EwWq2Chp/AIKkhObCe3DVNklmNjGQXMweHztpMxXGCSS5n9zOg1txuQIisYhvuAGhB5dr7Bqzt+RcCQISAhB/azy0OVqUXShDVUEVH6IA1AtK2/NzHklO4HIj+KjBrGeAF7j5VXynZuvFrS6o5oWYMziBG5ocypdAEkvF/JfdJ8YH2lwtn61sm/BVlVvFD1q4/csvlcOoNcI33pdNrJGIUH65HCXnSxDWhxW4XaZ1gXeUN/58+E+4K90Fg4fAboEw682CcjrN9eDWFNcIPA0ABAOchhnRlVmVrJirm/rUl+sh9ZLyU/ZN4RXkZTcVVnmtEmI3MZShSl7scOJBV6aD3E8On1gfOw9u/tF8vOvzLh/2kb48HRJ3CRKnCDs5wInArfOMcM9/50mdARG7ShzACs8jXx9hBS/DxpHWFLLJGp6BnvwylSXnS1BbU8ufj3uufeJ96uPCC6v56VRtjhbVhdV8e8AVhec6styDuajV1SJudBzfRth6HACg33/7IaibcOANgG/ouWtynF99HhKZxM6D5wjOo8MJ7qwdWbi2+xpiR8bi2LfHUHmtEtn7shHUPQh+HfwEApd778oulPFJZraIJWL4dfQTCG1uUKMr1QnEke13cP369fwslaHCAA8fD6gj1cjcXC94HJWSakjl1UqcWXqGrZ1dJwyLThUhZngMBr08SPC9MlQaYDFZ4NfJD3euvxOqCBWb5CqXQnNNg/X3rceKySv4/Z+48gQGPjsQ3WZ2w+3f347Nj23Gjhd3ILx/OJ4peoYPdXBXuKMyqxLaXC0y1mfwMbYSqQSTfp6ECd9NwOXUy/g2+VtUXKmARCaBh48HGCuDzK2Z/CA2fkw8ogZHCcqTcW22SCSCWCJGSO8QlF0sg7vCHff8dQ+ih0ZDJBJh8383Y/nE5dBc0/DCSFemc1j9pfJaJVZMWoGLGy4i9flUwRS47Xvl4e2B4W8N52NRAVbgKoIVvCPCK9ALumIdP8NWU1KDWn0tvkz4kp8ZYhiGr8DB4RPrg4AuAdj65FZYTBZYzeziIJwHF2Bj6hvarytlQ5yq8qqw8eGN0Jfrcfizw9g0b1Oj0/9mgxkWE1uGjOtzHXF111XkHRYmwHHtCedAumXBLbj1k1vhGcC2GaUZpajMquT7QQ6RSIS0D9Ow+7XdAu9uQ4GrL9djw9wNuLb7GsZ8PAZV+VXQ5mrtcnY4+jzah+8z5T5y7Hl7Dz8rCrC6ovvd3QX9aVMYq4xgrAw8fDzwbfK3OPXLKfYZ23YPJnw7AUCdh90mjj4gMQD9n+zf6Gphqc+nCionAexzKZFJBB5cq9mK6qJqlF0sQ2DXQMSNiYNvvC+q8qr4flVfphckzI7830gow5SIHhaN/e/ux7k17KBfX6GHh7cHKq9V4m352y1K9HOpwD127BiKi4vRq1cvuLm5wc3NDbt378Znn30GNzc3BAUFwWQyobKyUnBcUVERgoPZ2Jjg4GC7qgrc/9w+DZHJZFCpVIIfoN6Dy8F1XmaDmf0CJwagNKMUf73wF77o9AWK04vR8faO/P62D4sjD25TIQqXNl3C/vf28+LBUGmARCYR1C309POEodLAewN9Yn34RsS2I+NGtQGJAQ49uOootUD0yH3lMGqN0JXooIpQQSQRNerBLTlXgoDEAEQPiYa7wh0HPzkIU5UJihAF3wFzIzqgXphrs9kvOTd6rsiqgNRTCkWIAj6xPnwDWF1QjeCewfCO8RY80FUFVfAK8nK6JCVQ790NHxAOD28P+HViPa/cMd4x3mxntIntfLkqGQDrZVSGsY0N1/lzDa1PnA9EYhG8Ar3Yjpths2IBtmOYs3sO/BP8ETU4SmAfJ3Qup16GxWThyw01hq5Ex1+f7+BKWTFp1ptRq6+FNk8r8PByK8WY9Wa+MXU0m9AY3OjbFs01dqZCLBFD7idctENfpncqcHMO5MBsMKPgOJt8l/5bOjpN6OQws96RwOU6IM6DK/WUQhGs4AdJJ344gZ3/t5N/lsL6hfEeXLmvHF4BXii7WMbfD/+eVOghkUmgCqsPUeBieN083NgQhaL6snJmvRlSLylMVSaYakwoTi+GWCpGUPcg+Cf4o8fsHogbFdes99crqD4+jbMrIDEAmmwNu0iEpOkm2dPPE2I3Me9p2fXKLoT1DcOM32dA7iPHLyN/wblV5xAxMIIdsNS1C4yV4Zf0LrtY5vTZGPrGUAx4dgD/PxeWoivVsTM0dR1Zw1WsuFkqfQWbvMa1pdxKRU1VDgHqY+AfSHuAb5/6Pt4XyQ8nY/ibwwUxkdz7pwhWQFeqQ2lGKTwDPOEZyIaBcMKRw7Y2Z3lmOfIO5yF6WDQA9vvLeSNV4SrU6mpx4Y8LWDFphaCaTI97ekARrIDFaEHB8QKUnC2BMlTJHisClk9cjgsb2PqskbdEYs7uOQJRHnlLJLrfXZ9I7dfRjxfEsSNi4RXohaFvDMXQ14fi4VMP4z+H/8Mfv/edvVg2rj42kYOb6TBWGXHgvQMO6z9zAldXphPMgGRuzhSEqnkFeKGmpIZvc6oLq6HN1aI0oxRiNzFOLjmJd33eRa8He2HiTxP540QiEcZ+Nhbll8rZbHwRMHvHbEGS5alfTuHzjp8LRE2/x/vhqbynoC/X49g3xwRtSGPLxx767BA+CP6A7WMY58ty73h5Bw68L0xO5NoT7n3z7+yP0N6hEIlECEgIQOn5UlRcqYB3jLfd+frM64NLmy9BFa7C6I9GA7BfeOnMsjM48cMJRA+NRvyt8fhx4I/Y/eZuvv1pOBi+tPkS/8x4eHtg58s78euYX/k+QiQW4Y5f7kBEimPvfNpHaXbhFFzfLfeRQ5unxbrZ63Dwk4NwV7jzz7nEXQJVZL3e8YnxwZiPxjitUKQv1+PAewfsFmRShanwkv4lvg3sMK4DXqx5ERJ3CeJvjUdIcghuef4W9HqQnX3gBg65h3Lxjtc7vGBWhiphqDAgaU4S8g7l8bkz3IBZEaSAxWRxuOKcM1wqcEeMGIEzZ87g5MmT/E/v3r0xa9Ys/m+pVIrt27fzx1y4cAHZ2dlISWGX6UtJScGZM2dQXFy//GpqaipUKhUSE+09RY3BeWwAtjH0jvHmRQYncGt1tdj/7n4Mf3s4ni15Fn0e6cMf35jAbcqDm748Hb/d/hv+ev4vvpix7SIPDc+rL2en+9WR7LSxSCwSNGxcpxaQGMB/+a/tvQZ9hZ6texjnKzxvnce54koFG3/q7TxmmGEYlJwrgX+iP6SeUvR/sj+OfXsMAPgYXMCJBzdbA7GbGKUZpawgy6qEd7Q3RCIRfON9+VJh1QXVUIYoETU4CudWn8Of8/7E1d1X+e2NIZVLMfCFgeh5Hxt3FXlLJJ8BDdRnQ19OvQyZWgbGwvCNlG2dQqkn6/nkEl6490wRpED23mxIPaWCslvKUCUeOf0Ipq0UFqz2CvKCp78nLm1kp2bC+oU1mTCgK9XxtQ85Qacr0fExmtWF1WwCVaWB99gYKg28l5KL+TVUGFq0upKjUkeaa2zcIWAvRHVlOj5EoSq/Cj/e8iP2v8eWveKywkvOlsBUY0LhiULEjXEsBBsLUbCdwVBHqnlRX3mtEvoyPU78eALuCnd2utJG4Hr6ewqynrlOm3tPOOHGMAwbwytil5qsuFzBTscHKXhPZpcZ7HKX1QXV7PsRoeanqSctmYSwvmHNe39tBGd1IbtIQfgAdnnLhuEJzhCJ2ZWQqgqqUKuvRc6BHPSa2wvuCnfc9tVtCOoehKT7ktB/fn+Bx5hbgYybiTJqjA6fjYQ7EhA7or70Eh+DW8bG7PEzHDazVElJSUiYnIBbP72V9+5xQq7rnV3ZgUMzPLjcZySSiPjnmrOn+Gwxrmy/wu/LhysFKfDjLT/i2KJj8Ar0giJIgeqiapRnlgtieW35utvXAOBw8Qfu/krOlfBxpg3h2uW+j/XFnF1zWJtFIv77YzaYcezbYzjz2xlBcfrkucno82h9n+HfyR+MlZ363vnqTjBWBp0ndsaQV4YgqHuQIIZb7iNnvda1bNF7fkaibiDIzSY6qqTA9SV73tyD5bcvrz+nrxyhvevDqTwD2RAlba4WngGeuGvjXQLPo0wlg1FjhIe3B78AC0dQ9yAk3Z+Eg58cZBcqGRYjmI4P7BIIMLCbdeKSTIH6RS7c5G6NLh/L3Y93tDeih0U7LGlpqjYh71AeoodHC7bzHtw6EbjnLXalMgDw6+zn1IMLgF1h0EeOsotlSHkyBR7eHgIP7uo7V6P4bDEeOv4Qpq6cCpFYhN6P9MapxadQeIpdEKThQhv73tnHVwix7e9t+09trpYPzzFWGbH3nb1sguCVCqQ+m8rfS8n5EpxeehoypQwj3xvJ5o3UzfAaq4woPFWIRT0WofJqJe5cdyfGfjpWYEv+0Xy+pvlHYR/xyZAAeBHd6fZOANiZ1eWTloOxMhCJRLxTx03mBqmnFJ5+npi5YSbC+oShVlfLO4p8O/hi1Puj4O7FDj45wS/3leOp/KfQZXoXhA8I54UvwzBQhijh5uGGfvP7wSfG/nNxhksFrlKpRNeuXQU/Xl5e8PPzQ9euXaFWq/HAAw/gqaeews6dO3Hs2DHcd999SElJQf/+bHzb6NGjkZiYiHvuuQenTp3C1q1b8fLLL2PevHmQyWRNWCDEJ8aHbyR8Yn0gEon4h9wn1gfBScFwk7th8CuDMehF+xW0bAVuwyn0xpLMSi+UYu2steg+qzu6390dm+ZtQvnlcr4hsYXrVEozSmExWqCOUvOeNdsQBVvvkL5cD4vJgl9H/4qt87eyJcLihQ8J18BUXqtkO/+6xrTwVCH2LmTj+hiGwemlp1F4ohBGjZHPFk95KoW3UxlaH3PEfbE4u3VlOmiyNQhPCYdRa+TrTXIjZd94Xz5ZqCq/CooQBXrcy3pMzq85j82PbUZ1QXWj8bccIxeO5GO6xnw0BtNW14tOdaQaEAFmvZlfAUlzTcPGEefVhyiIRCJ4+Hig8GQhXw0CqJ+CCekVYjedI3YT2z0XIpEIgd0C+UY0rG8Yv4SoM2pKahDck/VWaXO0sFrYKT9OBHHikXsdENb25ertttSDa+th5Ki8VsmHs9iuSscwDF8SL35sPHrN7QWL0YK0D9PAMAxvY3F6MYpOF4GxMk6TZGRqGSCy9+CKpWJIZPUzDeoINgnUaqmvqZm5ORO+HXyhDFHyBdO51XO4ZUgBoQfXw8eDT2yr1dWysxoRavh28OUbYkWwAgGJARBJRPy0blV+lUDwtxRBiEJRNZ+cBDRf4ALsLEV1YTX/mXNevsQpiZi+ZjrGfjYWfh38BAOWqzuvQuIuQY97e/AhQs1KPrSpomArcG3bOLGY9WgnTk2Eh7cH1NFq+Mb7YtBLg9B1Zlc+ebcptHlaSNwl+Dz+c2Ssy0DRmSIc//44rGYrjn9/nC/uz9medF8SFCEKvu0N6xfGT3nrSnQC76ktt356K1QRKocC2FbgylQyu+oAQL0QsdRaBGEl3Ptdcq4EGx/aiEOfHuLjorklvW09mME9g3FP6j3QXNPg4McHG52Z4vqQsyvPYsUdK/BR+Ec48vURfiDI2dEw6YlhGAR0CYB3jDfvaFh952qc+vkUZvw+g49BBuo8uHUCN2JABAISAwTVgjjBuvOVnXYlHAFW/PjG+6LwZCG2v7RdILa5/sK27frxlh9x9Juj/HPIJRT2uLcHsvdlC2ruAmw95OrCarY+ttoDQd2DcO+Oex2G9hSeKoTVbLWLS3bzcINEJuETdA98cIAv8djz/p7o/1R/eAZ4Ovw+SuVSdJ7cGQc/OghjlRETf5rIhk7Vvc+c8yg4KZiPb+33eD94BXpBc1WD+dnz7c7JVeTw8GYdS0lzkhA3Jk7w3G14cAOfW3FqySnseGkHitOLcey7Y3BXuvOheEuGLsHvd/8OmVqGgc8OhDpCzfdb3lHs5190usiuFjLHqmmrcOy7Y9CV6FCVX4XtL9Y7FznP7dFvjoKxsnXgL6y/gB0v78B3fb7jw+IstRb8NOgn/Pnon/zA4/TS0/yKaopgBQY8M4AV+iKhR9tD7QE3DzdEDoxE+aVy1BTXYOynY/nksls/vtWpJ9sRLk8ya4qPP/4Y48ePx5QpUzB48GAEBwdj7dq1/OsSiQQbN26ERCJBSkoK7r77bsyePRtvvPFGi6/lE8NO90tkEn7axlbgKkOUeLb4WQx7fZjD45sKUXDmwc07lAfGymDsF2Nx25e3QaaU4eAnBx16cLlOhZv25b7YXMN67NtjOPzlYdQU10CmkkEZpgRjZVBwvABmgxmnl55GaUapXcPP2ctYGN6Da6g04NTPp7DjxR2oyq9C3qE8/H737/hx4I8AwHsvPbw9MPC5gZC4Sxr14HKrgXEJZaXnS1F2qYwXuAGJASjPLIfZYObjeWOGxWDu0bmYtHgSitOLcW3vtWYJXFtkKpkgXMJN5sY31FzcXeU1tlC1xWThQxQA9nMzG8yC94u7Ly48oTkEdguExWiBTC3js7IbK6iuK9FBHaWGh48HtLlavuYmVyrKdlUvzsPLxTN7BnjyHtzWCFxHIQqOPLimahOstVZ4+nlCEaTAhG8mYOjrQ1FTzC5VXJxeDJFYhJKzJSg8UQixVIyALo4XmhBLxOysQQMProfaQ9DQqyJVbIxsQTWsZisvUPw6+kERrGA9GQxrJxe64x3jDa8gL17gch5cfhnacj3KL7HePlWEir9/ryAvJN2XhAcPP8iHmVQVVAkEf0tRBCnYAWethS+twwnchhUUGj1PsALVBdX8Z+7Mq+EV6AWj1gizwYyru64ivH84gpOCgbr8q+bUR+biYQ0VBsj96kMPbD24x48fhzZXi0OfHcIdv9yBEW+PgFgixvC3hiN2RCzu338/Rr07qslrmfVmBHYNhIcP6xm7sP4CUp9LhUgi4qufcB1pUPcgTPxxImRKGTz9PNFhXAfc9vltSJicgPHfjgcApwI3eW4ynsx+0qF4VYYq8dDJhxDUPUgwe2AL976tnr4aZ347w2/nYliLzrDfz/hb4/nnruB4ARYPXixIlJMpZYgdGQtTtanJmSm5D/s5FBwvgF9HP0QPica+hfsgkUkQkBjAC4WGAlckEuH+fffzVQyqC6txduVZWC1WSOVSwXvQ74l+eDLnSXS9sytiR8WypaZ2ZEHuJ4dULuXbxmOLjgkSyjg6TeiEe3fci7KLZdj3zj7+OQPY2GbvaG++YoOl1oLctFyIxPUJvTKlDMPfHo6ke5PAMAwffgSwCwisuGMFVt+5GsbKeueP2Wh2WCO25FwJRGKRYPEUjherX0SfR/vAUmuBUWPk++7IgZHoNrMb5p2bhy7Tujj8HIa/ORzJDyVD7CZG50md+e+trkQHU7VJEPIBsMvxjnp/FDLWZfAx8LZ4+HggclAknq94HmI3MSb+NBF3b7lbsI8yTMnPemZuzkTkoEgEdQ/CyR9PQhGswO/3/A6gvk/J2pGF87+fZ2uJ1w2ovKO9oQpXwSfOBxf+uIAPgj9AxjphiTVlqBLV+dV8GIttgmRuWi4kMgnSPkhD3pE8fknh498fR0VWBT84k0glyN6XjaNfH+VDDjln19SVU6EKV+HSpku4uPEiFEEKh/kh3KAkJy3H7rWWcMMJ3F27duGTTz7h//fw8MCXX36J8vJy1NTUYO3atXaxtVFRUdi0aRN0Oh1KSkrwwQcfwM2t5cvOicQi1tvWNZDtBMAKW6mXlO8sbWO6GiL3lQMidnrNXSncjxt9OyqVU3KuBOpINWRKGWQqGaKHRqPwRKHjEIW6ToWra8d1tF4BXqgprMHOV3Zi71t7UV1YzU+NA/WJWu4Kd1hMFvsQBdulhX3krMCtMPANzKXN7AMp95UjYmAEPP09BVM4A58biEfPPQp3L3d4BXjBzcNNmIDn5wmLkR3NRQ1hE8oOf3EYZRfKeMHLFaXOPZgLs94sELKxo2KhilDBVNV0R9AcuDCF8P7h8AzwhOaaxmESANeR2b5frRK4dd5k7yjvJsu+mKpNbAJFgBdU4ewqM1yYCe/BPVPvBeE8Y5VXKyH1lCIiJQLlF9mGhYtfai62AgwAH/PEC1ybVem4+FVboRPen51uT1+RDlOVCTEjYlByvgT5R9glUxtbDrJhjU6DxiBY5ASo8+DmaPh4zn5P9APATnvZxo5xIQoAOxBThan4MBTuPbG9F2462/aZVQQrIJVLEdIrBDK1DG5yt/oQhdZ6cOueHV2Jjv+OhvUJQ8KUBMSMiGn2eRQhdQL3al0CYJjj74Tt4hI5+3MQOThSIKSbE75i+/k68+AC7PO35YktDlcb8vRn44Z1pTr8NPgnQfk7W4a+NhRzj83la1kXnSpCcI9giEQieEd7w2K08N+bymv1i/DI/eV8eIMyRImke5PwyJlHHCb6NYXYTYzgHsFQhin5fqAhXgFemLxsMps8ZBMHH5AYAA8fDxSfKYZ3jDf8E/xhqjLBoDGg9EIpRGKRneg+8eMJpH2Y1ujqjADbFomlYgx4egAePvUw+s3vh853dEbniZ3x6NlH4eHtgZ4P9IQylBVDXFwn520DbNp5BogZbv+8uXu5QyqXosfsHugyrQuOf3scgd0CMXkpu7iSIlgBkUTE2+MIi8mCknNsCcuG39/AroF87LgmWwPGysAnxgdiNzEGPDcAHcZ1wKAXByGsbxier3he8P5zfVHl1UoYKuvbhvcD3seW+VvsZsRkKhkSpyU6bHO4mTeuDePaCrPRjCNfH3G4ohaHIliB8YvGQyqX4uquqzj+/XEA9YtYNOxbATbEqcO4Dg7bfK6vbYzEaYkoPV+Ky1sv48pfV5AwOQEnfjqBmuIadJvVDefXnkdNcQ0k7hKkPJ0CTbYGKyevZK89nRXqXChgx/EdcXLxSdQU1UAsFUpAZZgS2jw2TK/3o70xZ88c/rXoodEY+S5bsvXYt8dQdqEMqnAVdCU6gQPJFs5rz3mzAxIC4CZzw9YntyLj9wy7hDsOVYQKt315G4J7BGPp2KXY9799jb4/zrjhBO6NwJzdc3DLC2zpit6P9MaUZVMcjvQbInZjM/Vtl7DkkPvIwVgYflokJy0H6SvYItol50oEnq2gHkEoOsWuJtTQg8BP5ZwohNRLyjcyXoFeyNyaiZqiGlQXViNzSya8Ar34Tih7bzY8vD0w+GW2xFDDqTnbjo6rAWuotBG4f17CxQ0X0eG2Drgn9R48kfWEYHpeJBbxX2yxmxgPHHwA3e+pT6awFdC+cb7wjfdFxu8ZCOsbxntRufcgcyvrGbAVsmJJ/Uo0LfXgOsI7xhtSLym8o73hHe2NyquVDgUuZ7dtSAf3ZeYqKDQHrqP1jm5a4HKx1J7+nlBHsDGnnMDlOsei00WQerEeFdsQBe9ob/h18mt9iEJgvQAD6rzDTP1AynbRDq6ag63QkfvKEZAYgOPfsY1+lxldYDFacOGPC3zIhTMaClzOg2uLKkIFs97MD/C63dUN8WPjETc6TiAQPHw8+EbVP8EfqnAVqnJZAcQlQfHhFqVsdrpvvK/ddDOHSCSCMkSJiiy2yH1rBS737FTlV/EeXKmnFNNXTxfEKzaFMkSJqoIqVGRVQB2pdpqcxt1D4clC1BTXIDQ5FOpINR8H2NwQBf5vf8/6cBWbDPnx48fzbdFXiV8JYvcAtuD7svHLcG7NOWTvzW40UxuoX2678FQhv1gGN9PDeUD/ev4vrJm5hrex8GQhDn5yEPoKPbY9sw0iscgu3rG57H9/P6SeUsz43XFdWYm7hI9FtB1cjP5gNCb+OJEtTN/Bj29LuEoz3tHedoKLS6ZqSuDG3xqPl/QvQRGigJuHG2JHxGLsp2PrYx893HD797cjNDkUR74+gj/u/wNmgxnF6cV4w+0N5B/N5z9vN7mbw1mIsotl+GnQTzjw4QFAxN6nxF2C+DFssphYIsbcY3MhloqdLsP824TfsPv13fD097TrB6evnY47frkDQH2JMO5zHfXuKFhrrcjelw2RWASpXCpwCHHhOINfHowpv03B7d/fDoDto49/dxyLeiwSJEZ3ndEVU5dPdWjjhoc2YPcbu/l2lRO4YokYmx7dhC8TvmxW3ebL2y5j79tsCIquVAepp9Rh7K5IJMJdG+9Ct7vsSyQGdAlAcXoxlk9abvcaR9yoOPh28MWy8ctgMVnQaWInMFYGSfcl8SXQSs6X4D+H/4P+8/vDUGGAu9IdYjcxku5LwuRlk3kPf8cJHXnPum2ZMIB9lqvyqqCOUGPcl+MEz8igFweh/xP9oQhR4OSPJyH3laPnf3oK3j+O2766DbM219c15tqhzf9lQ4w8vD3QbVY3zNw40+H9ikQi9Hm0D7yjvVGcXtzs5ckbQgLXAe5e7nwD7B3lzTdkzcHT39NhCSuu8TdUGMAwDP58+E9senRTfa24xHqBG5wUDFO1CQUnCiDzFo6A3WRukHpJUXy2mF0dpq4B8QzwhFFjhDJMCZlKhpKzJVAE1cemZe/LRkBiAPo93g8z1s0QXA9gG0cudpTz4FblVaHyaiV8O/gic3Mmik4XoeOEjvwStI0R3COYr6MJ1HekYqkYimAFP2007K1h/D3IlDL4xPrg8la2RErDbNOe9/eEm4dbi6ZyndFlRhekPJ3Cl0vjPLgiiUgYO1wn/G1H5bGjYpF0X5LdVFRjcOJdHaWur3rhJNGMb3QDPKGKULFLo9YJTkWQAh7eHii7WAZVmIqPSQWEArfyaiXMRnOrQhQANoZ38dDF2PvWXt5uAIJFOxx5cAG2eoXmmgbuCnd0GMvGOOvL9U7jbzka1tg1aoz2Htw6AcoN2OQ+cszaNAtRg6IEAx/bEAX/BH8ow5WCEAVbD27ekTzU1tSygsRm+l0iFU6dKUIUfMJha0MU/BP8IZKIUHC8gPfgtgZFiIIPBXGU7c3BPcvcdHJIrxB2MFo3wG1WiEIDD27nOzrjrk13CTrHw4cPCwbJDT1DRq0Rl/68hCvbriAkOcTpLMx3fb/D4S8PQxmqRMWVCpRnlvMC1yfGB4HdAmGttaLiSgXOrzmPhKls5z7oxUG8rSKRCIc/P4z1969v8t6ckbM/h08KdQa3KlrDdgpgByAxI2LgE+uDzpM6QyQR2S3FzMGFHXHLwjpDJBLh3Kpz+CTyEz4Brzi9GL9N+A0/DPgBAPhFNkJ7h0JXqsPZlWf5sB2ZSoa40XHwT/AXVHIQXoTtK1KfSUVxejFU4SpsfXIrnz8A1M20WRmnApf7vBqKJwCC71RlViVEYhH/nS5OL8bvs3/nqx6cXHwSX3T8gheaCZMT8JL+JfT6Ty/IVDK+bxv17ijcv+9+lJ4v5auEAKyAdlYztfJKJYrTiyH1kqLX3F68DQKnTTOcWtxAjGEYdJrQCQuqFzTZNzak90O90f3u7o16cUViEfrP74/YEbGYvHQyfGJ80OeRPpj440T4dfDjn6/gHsE4vfQ0Up9N5b+PyhAlus3sxt9b1OAoDHuLDbNsKEx9Yn0g9ZQic2smGzc7bRVbEvNcCQpOsGGRnFc9rF8Yus1kBbvtYBdglyQWLFNe1w5d3XUVANvumA1mp55fgB3I7nx1J6qLqls0C2kLCdx2xtPf06Gg4Gu/VeiRvS8bRaeLoC/XI+9wHiqyKuw8uADsag3y1/DzBGNhHHqbEqcl8lP+noH1thgqDfBP9IfEXYLOEzs7/PJyHRnnweWyXVOeSoHZYIbYTew0C74puHOrwlQQiUVImJyApDlJfCk2/t67B/HeuYaeWu9obzxT9AyihkS1ygZbOo7ryMdSq6PUqLxWiay/suxKNfEhCjbTikHd2Ni/5jSAHDKlDN3v6Y74W+MhkUrg6e/p1IPLJQty08Gaaxp+m9yXzf5nLAyUYUphVYGrbMKeX0c/gGFLXxkqWx6iAAAHPzqI7L3Z/FKrDcNNuKx67n9buPipwK6BUIQo+GewWQK3QYhCQw8uZ0f2vmw7L6qnvyfvzZL7yAXTYqrw+hAFbgUvmUoGkUSE/f/bD69AL0QPjeY9bo68acpQJZ+M0loPrruXO4KTgpG9Lxs1xTWNNvCNoQhWgLEwyD+aL6gQ0hDuPcjckskvMACw8b5iN3GzOmOBB9fPE24yN37gwlFcXCx4zhqGPnBt1fm152GttfIxg7oyHb8YCGNlUHiiECKRCOMXjcddG+9Cl+ld+AoV7gp3PHL6EUQPjeY9hH3n9QVQH3fqFejFD4psi/G3FFW4CplbMrFh7gan++x/l60W4kjgTvhuAlKeToEyRIkZv89gp2blboKlmzk4gdtpYuOOFEOlAWtmrmFX0KxbPXP1natxceNF/rlfettS/DjgR/z5yJ+IHRmLw18cFqyIKRKLMPGniXxoT0NsB/eqcBW7IEVd2BjH8e+Og7EwTsM/uO957KhYu9cqrlTgs/jPkHsoFx0ndMSszbN40bv1ya1sScK6Z9Qr0AvlmeWC1esstRacW30OS29byi+OAgDhKWyoGRe6ZdQa8VncZzizrD4+2haZmq0G4RPjgwnfTBB8hpGDIptdFUUZqoTFVL+oUkv6BA5ukaSGg/mG9Hm0D+7eeredF1jiLoFvnC92/t9O7Hx1J1/C0Vm7L5FK+P6socDt999+mHtsLva8sQenlpzCudXnUHS6CPsW7sMf97OLCnHXD+sXBr+Ofrj/wP38jLcz3JXuSLoviV/C3sPbA+fXnBes6tYQXYkOe97YA2ut1elgqilI4LYzfh39HCY22Hpwj3xxBL7xvpDIJDi66CjAQOBRVQTV15J1WDO0TizadrLcCKrLtC6Ivy2eP4/EXcLXf2zotbU7b50Q4Ty43DRG1zu7QhGiQNSQKKdJF03BnZvr6Lrf3R0Tf7IXiYHd2VhVd6U7X0bEFmdZzW3BO9obFZcrcH7tedyyQPhF5ex2lqzSEu74+Q6+aoPtcoYc5ZfLcXblWcG0WdTgKOjL9Ti/+jwbg+dWX1KH64A0ORpByTXOw513hE1ebE2IwsWNF9Hp9k6Ys2cOxn8zXjDVa+vBFUvFdmWUOIEb0DWArS3ZJQAQQbBIgCMchSg0bPS9Ar0gcZegKr/KzosqlojZeqZ1MfBRg6Mw/J3hCO0dyte8rdXX8iEKnDfaqDVi+DvDIVPJIJWz8faOhKcihK3DCJFQ8LeUiAERyNycCavZ2uS0tDM4D6g2R9uoB1fizi5CUJlVyXpv6747AV0D2HjKZnyXuKlOiJx3mmq1mn/vAPv9bAfj4SnhOP3raVQXVuOHlB+wbPwyMAyDmpIaWM1WKEPZkkDKUCWmLp/KlpeyoeR8CU79fAqDXqqvZHPhDzbelMujANhM/NbCDXQaeqJt4b4rjp4FNw83fqCsK9WhqqAK01ZOw4i3R9jty80EcYnDzuDu1TYphxOZXLssU8n4aiX9nuiH/CP5/EIl3HcpvF+43XvKYVsrWBWm4svj2YZtFZ8tRkBigF2ZMA5OxHCOFluUYazHM3tfNpQhSsE+fLtWJ3A5kcmJ62+Tv8XBjw9i1bRVyNycKYjjFolEePTso/wKWFwMrdP7VMtg0BhQlV+F4rPFgtfu23Mf/nPoPw6Ps7ufOmFclV+FZeOWYcf/7WjWcbZcWH8BWTuy+Djp1jDszWEQu4lxbfc1fhDVWMhT7IhYzN4x2y5XiKP8cjkiBkRAppah6HQRLmy4wNf873ZXN9y//370mM1+vyJSIgSl5hwhEolgqjbxA19uUN5YrX3b+OuWlLq0hQRuOzP+m/GY8N0Eu+3cB5RzIAfn155H38f7Irx/ONKXs3G4DcUn9+E6EpQNxSIAdBjbgV9nvcPYDoCo3gPKCWLbmq2O4M7r4ePB26sIYafEpyybgjEfjWns8EbhvEBNrdTEiSBHXpG/C3WUGoyVQVCPILtlZAO6BCCgS0CLRGJzaChwGYbB+jnrseauNSg5VwJ3pTvcZG6IHBQJ/87+uLztMu+N42yx9eDqy9iqBt7R3mxoQ7gKBz8+KNi/Obh5uPGdXM8HeiJqUBSS5yYL9hHURfWzj7Pz6+gH/87+fI3R0N6hCO4R7HDAIjivL1uUnMu8dZRkJhKL+M7WkRdVEazgY+ClnlIMWjAIYjcxf0zFlQqY9WZegCmCFAhJDuFrJgPsVLijpC1OVCpDlM1eGc4REQMi+EFMW0IUOJqqC8kJMdsY6JSnUnBP6j3NuhY3EJD7yp3G+o4YwQo3Lr6y4cDctvzigGfYRSR2vbYL5ZfKkbU9Cxm/Z9QniYUpkXswFwuVC+1qpgLsNPKAZwfwheMBNj7Vt4MvHxf/ou5F3P7D7c26P0dwz0tjn3NwUjASpybalQVsyLLxy7DijhVsvVAHZcACuwQiqHtQk4MdibsEcaPjMGNdfVxwYDdWwHHfWe53aO9QdBjXAcPeGoaALqz3uLEETw7b77LUU8onotmKeLmPHCXnSuxKeHH4xvnCzcPNYaKWm8wNkbdEImt7FvYu3Msv2wqALwfIXcvT3xO+8b7IPZQLfbmerx7BDbYbPmNeAfWLdXArjjorvcdVCTrx0wn8PPznRt6RxvGO9kaX6V0gkUqQfyy/ydhyZ7a0lS7Tu0CmkiGoexCvHfrNd+ylB9j3NmZYjF3brcnR4G3Pt1FTVAOfOB/4d/bHkS/YUnRcVQmRWISIAREtqkcLAOdWncOVv9g61kn3JQGwX9XNFom7BGF9w+CudHe6BHVTkMBtZ7ig/IZwD/GOl3bAN94XSfcmsQWqjRaoIlT8lBMHNwpzFqIACDt472hvjPzfSL4I/L077uWnEvhs8mZ6cLl6fLbHRA+NbtID1xhucrb2oO3KKY7gBW47VEpoLoFdAiF2E2PU+6PsOvAu07rg0fRH2/2aXkFeqMyqRPHZYpgNZlxYfwHZ+7LBWBmc+OEEL2ZFIhGSH2IFJvc5cp8/58E1G8x87VYuU3bi4ol8OZ6Wjn69grygCFEIYqhssfXgNoy/5Wyed34eus9i4/yGvzW8WWKq43g2vvvzjp9j3//2OUwyA+o9PE4FroP75RpSrgYnt8/EnyZixtoZAuFx+4+3Y9ib9qUAuUFXa8MTOGwb69Z6cG09zI2FKAD1Atc2RESmlDksn+QMuZ+80eWxudKNQd2CcNemu+y+v24ebrj9x9sxa/Ms+Mb78osGPHDwAXQY1wHbnt7GZ6GrwlSAiK0msnr6artr+XXww6j3RgkEm2+8L/578b98uyWVS5u1KpwzuAopjYVwFKcXC6bJneGucEfeoTx2ts4BUk8pHj71sFNvoy13b71bEB7CCVwueZnzAnIrcw1+aTAGPDMAj5x+pMlzc3C1hIF6r7LtgI8bmNtWcrGFC4PgVolrSMzwGFzbcw37/7df4LXmxKFtAnR4/3DkHczjy64FdQ/iB3cN24aC4wVYlLQIVQVVKDlXAu9ob6eD6u53d8foD0bztZ1biyJYgakrpkIZpkRNUY3DCgpNwT2zXe/s2mo7Kq5UoDSjFD5xPvCN84XUU+q01m1jePp7wqxnBy6+8b7w7+wPXakO/p39nZZ4bC53bboL9x+4HwCcLlvckOjh0WwZwIDWfUatSzElWozYTYyQXiHwT/DHuK/HQaZky4Htxm6HwpP34DYSotBYoovtCj2efp5wV7gLliF2hNxXDneFOyRSCX9d/4S2J3QBrOgZ/tbwJmN4fWJ94CZ3a5dKCc3FJ9YHz1c83+LkgLbgHeONM0vP4OuuX7MllKRixI6KhZuHGy5uuChoKHvM7oHtC7bzDbGHL/vZqMJUfAOxb+E+tlZo3XRn7IhYDHtzGHa8vKPF72Xi1ER2AREn3ghu0Y7qwupGRQ+H1FPapJcLYKck52fPx7ZntmH367vBMIzDuDRuFsDR8+8T7+MwsYTroLk13jkPrqOpNWdCg3sfW5tgxqGKUPHZyq2NwZW4S3hPemMhCoBjgdtSPP08mzWFumraKvh28LWL0QUg8JKH9glFblouRr03CmM+GoO8I3mIGR6De1LvgVeQF790tm1M6PXEryObuNPYNO+AZwfw1Uoag4sP5rLd2xMuRKHnA+x7yxXWt32uZUqZnQOlMf5zsH56nlvG1vaZ7z+/P3L25zQ6QGpMrMWMiMH2BewCArYVB0L7hCL/aL6gOs3QN4bCzcMN59ech1gqZhd0CVWiMqvSYQnNolNFKDhegKr8qkYdOiE9QxDSMwTbF2x3OEhvCbX6Wrzr/S6A1oWycffR2tkcAPzytcE9giESi9BlepcmxaMjbBPDfeN9kTQnCdn7spH8UHKbQwNt2wRuYOisvCFHzLAYnFpyCmaDWWBbcyGBex2Ze2yu4P/wfuFw83BzODIK7x8OiUzisPPiY3CbmO7nUIYr7ZZ9dLifzSpknABoKqyhJXBTk40hlojRZXqXVk9JtJbrKW4BNuu747iOsJgsOLfmHC79eQmj3h+F0oxSXNxwUTBilfvKMWLhCL4BbBiiALDLMN/+w+0C7+UtC25B97u7t9gbPuId+zhBWzz9PFGZVYnyzHIMfX1oi87dFFK5FCPeHoH0ZelsglwLPbgj/zdSUJycw93LHR7eHjj540kEJAYguEfjJcscwb2PbfXgikTsFN+lPy+16blThihhqjY1KZK9AtlV+NoSR+7b0RdwnJAOAOjalRU0OWk5yDmQg0mLJzV6vq4zuyI3jY2t9OvoxydacUmnyjAlku5PwqAFg1ptc1t5NP3RRj1H/ef3b9Z5Ji2ehPxj+a321jeGd7Q3XmVe5f+3FaftQUjPEDx45EHBNv/O/njkTPM9wnbn7BWCSUsmYd296wTT3H0e6YM+j/QR7Mu9XnqhlI2/l0rQYVwHhwJbHamG3E+OgmMFmPzrZIfL99pScr4ExenFDusBtwSJVILbvroN7gr3Zien2cIJ3PLMcsSNal0Sd+TASDyZ8yQvaif+NLFV5wHY5ODoYdHwCvCC11AvPJ75eKvP5YzRH4xGt7u6NSla40bH4cHDD7ZK3AIkcF2Km4cbm2HrQOB6R3vj+YrnHX6wXPJYc+NURy4cyWcqN0bK0yl84DhX7YBLGLieNNU53gxI5VJ+UYSowVH8muB+HfzgrnS3mzaz7UxtQxQ8AzzRdWZXdJrYCV1nCL0mIpGo2YOgliD3lcNqtqLH7B4Y/NLgdj+/h7cHBjw3ADte3NFiD25jcb7D3x4OibsESXOSWhUr114hCgDrlW9rXLciRAFLraXR5V25awV2C2xyv8aY8I19XoEtnp51z2sz82S6TOvidKUogB3oTvyh9Z10WxGJHK+A1RoCEgOaDA/7NyGWiPnkJkc1Yx3RfVZ3PuRp0IJBDgc+IhEbn7/r1V0Y8sqQJuPkAxICcPfWu9uc7yF2E6P3Q71bfbyHtwemrZ7mMCmvJbTGY+sIqae0WctqtwV3r/rlhZuiLfdFAtfFOItzBOB01NLj3h4ISQ5pdifd3Bgj26ksVbgKT+Y8eV2TvQi2cZm0ZFKjwjS0Tygib4lkKwaIRJiybMp1tJAtFD5KOwr95/dvk2hqjH7/7YeyjDJ+EGBL4pREMBamxXFZfR7t0/ROjSD3leO2r25D4tTENp0HYOONuQVOWkvsyFi+fFxjhPcPd/g+toSm2prDhw8jLi4Og14ehOy92W26FnHzIxKLIFM3P7ayuc9vwuQEFJ0q4iulNEVbRWV7kTil7W1Ke9Fvfj++1Ng/HRHTnOU6bnK0Wi3UajU0Gg1UqvYZBREEQfxb+O233zBzpuNViQiiIQzDwGK0tHqlOafntTIwG1sXr0n8M2iJXqMqCgRBEESbGDt2rKtNIP5BiEStX0a50fPWLfFLEAAJXIIgCKKNnDp1ytUmEARBCCCBSxAEQbSJ/Px8V5tAEAQhgAQuQRAE0SYUiutXt5ogCKI5kMAlCIIg2sRtt93mahMIgiAEkMAlCIIg2sTKlStdbQJBEIQAErgEQRAEQRDETQUJXIIgCKJNdO7c2dUmEARBCCCBSxAEQbQJX19fV5tAEAQhgAQuQRAE0SYOHDjgahMIgiAEkMAlCIIgCIIgbipI4BIEQRBtYtSoUa42gSAIQgAJXIIgCKJNZGRkuNoEgiAIASRwCYIgiDaRk5PjahMIgiAEuFzgLly4EH369IFSqURgYCAmTZqECxcuCPYxGAyYN28e/Pz8oFAoMGXKFBQVFQn2yc7Oxrhx4+Dp6YnAwEA8++yzMJvN1/NWCIIg/pXI5XJXm0AQBCHA5QJ39+7dmDdvHg4ePIjU1FTU1tZi9OjRqKmp4fd58sknsWHDBqxatQq7d+9Gfn4+Jk+ezL9usVgwbtw4mEwmHDhwAEuWLMHixYvxyiuvuOKWCIIg/lVMmjTJ1SYQBEEIEDEMw7jaCFtKSkoQGBiI3bt3Y/DgwdBoNAgICMCyZcswdepUAGy8V0JCAtLS0tC/f39s3rwZ48ePR35+PoKCggAAixYtwvPPP4+SkhK4u7s3ek2tVgu1Wg2NRgOVSvW33yNBEMTNxPLly3HnnXe62gyCIG5yWqLXXO7BbYhGowFQXzj82LFjqK2txciRI/l9OnfujMjISKSlpQEA0tLS0K1bN17cAsCYMWOg1Wpx9uxZu2sYjUZotVrBD0EQBNE6bjA/CUEQxI0lcK1WK+bPn4+BAweia9euAIDCwkK4u7vD29tbsG9QUBAKCwv5fWzFLfc691pDFi5cCLVazf9ERET8DXdDEATx76BDhw6uNoEgCELADSVw582bh/T0dCxfvvxvvc6CBQug0Wj4H8oAJgiCaD3BwcGuNoEgCELADSNwH3vsMWzcuBE7d+5EeHg4vz04OBgmkwmVlZWC/YuKivhGNTg42K6qAve/o4ZXJpNBpVIJfgiCIIjWsXfvXlebQBAEIcDlApdhGDz22GP4/fffsWPHDsTExAheT05OhlQqxfbt2/ltFy5cQHZ2NlJSUgAAKSkpOHPmDIqLi/l9UlNToVKpkJiYeH1uhCAIgiAIgrghcHO1AfPmzcOyZcuwfv16KJVKPmZWrVZDLpdDrVbjgQcewFNPPQVfX1+oVCr897//RUpKCvr37w8AGD16NBITE3HPPffgvffeQ2FhIV5++WXMmzcPMpnMlbdHEARx0zNs2DBXm0AQBCHA5R7cr7/+GhqNBkOHDkVISAj/s2LFCn6fjz/+GOPHj8eUKVMwePBgBAcHY+3atfzrEokEGzduhEQiQUpKCu6++27Mnj0bb7zxhituiSAI4l/F1atXXW0CQRCEgBuuDq4roDq4BEEQree3337DzJkzXW0GQRA3Of/oOrgEQRDEPwupVOpqEwiCIASQwCUIgiDaBLfKJEEQxI0CCVyCIAiiTaxevdrVJhAEQQgggUsQBEG0idraWlebQBAEIYAELkEQBNEmGtYvJwiCcDUkcAmCIIg2ER0d7WoTCIIgBJDAJQiCINrEzp07XW0CQRCEABK4BEEQBEEQxE0FCVyCIAiiTQwaNMjVJhAEQQgggUsQBEG0icLCQlebQBAEIYAELkEQBNEmLl265GoTCIIgBJDAJQiCINqESCRytQkEQRACSOASBEEQbeLOO+90tQkEQRACSOASBEEQbWLdunWuNoEgCEIACVyCIAiiTej1elebQBAEIYAELkEQBNEmIiIiXG0CQRCEABK4BEEQRJvo3Lmzq00gCIIQQAKXIAiCaBOpqamuNoEgCEIACVyCIAiCIAjipoIELkEQBNEmBgwY4GoTCIIgBJDAJQiCINpEeXm5q00gCIIQQAKXIAiCaBMZGRmuNoEgCEIACVyCIAiCIAjipoIELkEQBNEmpk+f7moTCIIgBJDAJQiCINrEpk2bXG0CQRCEgJtK4H755ZeIjo6Gh4cH+vXrh8OHD7vaJIIgiJue6upqV5tAEAQh4KYRuCtWrMBTTz2FV199FcePH0ePHj0wZswYFBcXu9o0giCIm5rQ0FBXm0AQBCHgphG4H330ER588EHcd999SExMxKJFi+Dp6Ykff/zR1aYRBEHc1PTo0cPVJhAEQQi4KQSuyWTCsWPHMHLkSH6bWCzGyJEjkZaW5kLLCIIgbn42b97sahMIgiAEuLnagPagtLQUFosFQUFBgu1BQUEO6zMajUYYjUb+f61W+7fbSBAEQRAEQVwfbgoPbktZuHAh1Go1/xMREeFqkwiCIP6x9O3b19UmEARBCLgpBK6/vz8kEgmKiooE24uKihAcHGy3/4IFC6DRaPifnJyc62UqQRDETYdOp3O1CQRBEAJuCoHr7u6O5ORkbN++nd9mtVqxfft2pKSk2O0vk8mgUqkEPwRBEETrSE9Pd7UJBEEQAm6KGFwAeOqpp3Dvvfeid+/e6Nu3Lz755BPU1NTgvvvuc7VpBEEQBEEQxHXkphG4M2bMQElJCV555RUUFhYiKSkJW7ZssUs8IwiCINqXyZMnu9oEgiAIASKGYRhXG+FqtFot1Go1NBoNhSsQBEG0kE2bNuG2225ztRkEQdzktESv3RQxuARBEITr0Gg0rjaBIAhCAAlcgiAIok0EBga62gSCIAgBJHAJgiCINkF1cAmCuNEggUsQBEG0iY0bN7raBIIgCAEkcAmCIAiCIIibChK4BEEQRJvo1auXq00gCIIQQAKXIAiCaBNWq9XVJhAEQQgggUsQBEG0iZMnT7raBIIgCAEkcAmCIAiCIIibChK4BEEQRJuYOHGiq00gCIIQQAKXIAiCaBP79u1ztQkEQRACSOASBEEQbaKsrMzVJhAEQQgggUsQBEG0CV9fX1ebQBAEIYAELkEQBNEmBg8e7GoTCIIgBJDAJQiCINrEunXrXG0CQRCEABK4BEEQBEEQxE0FCVyCIAiiTXTv3t3VJhAEQQgggUsQBEG0CalU6moTCIIgBJDAJQiCINrEsWPHXG0CQRCEABK4BEEQBEEQxE0FCVyCIAiiTYwbN87VJhAEQQgggUsQBEG0iaNHj7raBIIgCAEkcAmCIIg2UVRU5GoTCIIgBJDAJQiCINqESqVytQkEQRACSOASBEEQbWL06NGuNoEgCEKAywTu1atX8cADDyAmJgZyuRxxcXF49dVXYTKZBPudPn0agwYNgoeHByIiIvDee+/ZnWvVqlXo3LkzPDw80K1bN2zatOl63QZBEMS/ntWrV7vaBIIgCAEuE7gZGRmwWq345ptvcPbsWXz88cdYtGgRXnzxRX4frVaL0aNHIyoqCseOHcP777+P1157Dd9++y2/z4EDBzBz5kw88MADOHHiBCZNmoRJkyYhPT3dFbdFEARBEARBuBgRwzCMq43geP/99/H111/jypUrAICvv/4aL730EgoLC+Hu7g4AeOGFF7Bu3TpkZGQAAGbMmIGamhps3LiRP0///v2RlJSERYsWNeu6Wq0WarUaGo2GYskIgiBayOnTp2m5XoIg/nZaotduqBhcjUYDX19f/v+0tDQMHjyYF7cAMGbMGFy4cAEVFRX8PiNHjhScZ8yYMUhLS7s+RhMEQfzLUSgUrjaBIAhCwA0jcDMzM/H555/joYce4rcVFhYiKChIsB/3f2FhYaP7cK87wmg0QqvVCn4IgiCI1nHo0CFXm0AQBCGg3QXuCy+8AJFI1OgPF17AkZeXh1tvvRXTpk3Dgw8+2N4m2bFw4UKo1Wr+JyIi4m+/JkEQBEEQBHF9cGvvEz799NOYM2dOo/vExsbyf+fn52PYsGEYMGCAIHkMAIKDg+0KiHP/BwcHN7oP97ojFixYgKeeeor/X6vVksglCIJoJWPGjHG1CQRBEALaXeAGBAQgICCgWfvm5eVh2LBhSE5Oxk8//QSxWOhQTklJwUsvvYTa2lpIpVIAQGpqKjp16gQfHx9+n+3bt2P+/Pn8campqUhJSXF6XZlMBplM1sI7IwiCIByRnp6OwYMHu9oMgiAIHpfF4Obl5WHo0KGIjIzEBx98gJKSEhQWFgpiZ++66y64u7vjgQcewNmzZ7FixQp8+umnAu/rE088gS1btuDDDz9ERkYGXnvtNRw9ehSPPfaYK26LIAjiX0deXp6rTSAIghDQ7h7c5pKamorMzExkZmYiPDxc8BpXuUytVmPbtm2YN28ekpOT4e/vj1deeQVz587l9x0wYACWLVuGl19+GS+++CI6dOiAdevWoWvXrtf1fgiCIP6teHl5udoEgiAIATdUHVxXQXVwCYIgWo/VarULMSMIgmhv/rF1cAmCIIh/HitWrHC1CQRBEAJI4BIEQRAEQRA3FSRwCYIgiDbRqVMnV5tAEAQhgAQuQRAE0Sb8/f1dbQJBEIQAErgEQRBEm9i/f7+rTSAIghBAApcgCIIgCIK4qSCBSxAEQbSJkSNHutoEgiAIASRwCYIgiDZx8eJFV5tAEAQhgAQuQRAE0Says7NdbQJBEIQAErgEQRBEm5DJZK42gSAIQgAJXIIgCKJNTJ482dUmEARBCCCBSxAEQbQJWqqXIIgbDRK4BEEQRJuwWq2uNoEgCEIACVyCIAiiTcTFxbnaBIIgCAEkcAmCIIg2ERYW5moTCIIgBJDAJQiCINrEnj177DdaawF9AWAxXX+DCIL410MClyAIgmh/slcBv4cCBVtcbQlBEP9CSOASBEEQbWLo0KH2G41l7O/aqutqC0EQBEAClyAIgmgjtJIZQRA3GiRwCYIgiDZx5coV5y+KRNfPEIIgiDpI4BIEQRBtws3NzdUmEARBCCCBSxAEQbSJadOm2W8MGg50eQmImHL9DSII4l8PCVyCIAiiTaxZs8Z+o3cXoMdbgER2/Q0iCOJfDwlcgiAIok2YTA5q3VZlAstEQP7m628QQRD/ekjgEgRBEG0iKirKfmP+Jva3Luf6GkMQxD+XilNAyYF2ORUJXIIgCKJNxMXF2W+01nl1m7uSWeEOYP+s9jOKIIh/HpuTgNSB7XKqG0LgGo1GJCUlQSQS4eTJk4LXTp8+jUGDBsHDwwMRERF477337I5ftWoVOnfuDA8PD3Tr1g2bNm26TpYTBEEQO3bssN/ICVxrMwVuzVXg2jKAsbabXQRB/Hu5IQTuc889h9DQULvtWq0Wo0ePRlRUFI4dO4b3338fr732Gr799lt+nwMHDmDmzJl44IEHcOLECUyaNAmTJk1Cenr69bwFgiAIwhZLCwXu5e9btj9BEEQjuFzgbt68Gdu2bcMHH3xg99rSpUthMpnw448/okuXLrjzzjvx+OOP46OPPuL3+fTTT3Hrrbfi2WefRUJCAt5880306tULX3zxxfW8DYIgiH8tt9xyi/1GmR/7O2RM805iqmR/W4ztYhNBEP9A7mLYn3bApQK3qKgIDz74IH755Rd4enravZ6WlobBgwfD3d2d3zZmzBhcuHABFRUV/D4jR44UHDdmzBikpaU5va7RaIRWqxX8EARBEK2juLjYfmOn/7IdlW/PZp6lrlMjDy5B/Hup1QK63HY5lcsELsMwmDNnDh5++GH07t3b4T6FhYUICgoSbOP+LywsbHQf7nVHLFy4EGq1mv+JiIhoy60QBEH8q7l48aLjF3LWAaWHmncSRSz7W+LRLjYRBPEPZJUaWNc+mqzdBe4LL7wAkUjU6E9GRgY+//xzVFVVYcGCBe1tQpMsWLAAGo2G/8nJoTI2BEEQ7crRx4G9dwBXlzVvf89IwKcXIFX+vXYRBPGvoN0XEH/66acxZ86cRveJjY3Fjh07kJaWBplMuMpN7969MWvWLCxZsgTBwcEoKioSvM79HxwczP92tA/3uiNkMpnddQmCIIjWMXPmTPuN5mr2d3NDDmLuBtx92ClKqar9jCMI4p8B0z6xtxztLnADAgIQEBDQ5H6fffYZ3nrrLf7//Px8jBkzBitWrEC/fv0AACkpKXjppZdQW1sLqVQKAEhNTUWnTp3g4+PD77N9+3bMnz+fP1dqaipSUlLa8a4IgiAIZ6xfvx4TJ04UbmxpmTCxDDi3EIiaDvgktat9BEH8A7Do2/V07S5wm0tkZKTgf4VCAYAtGB4eHg4AuOuuu/D666/jgQcewPPPP4/09HR8+umn+Pjjj/njnnjiCQwZMgQffvghxo0bh+XLl+Po0aOCUmIEQRDE34dOp7Pf2FKBm7ue/U1VFAji3wk36wMAVjMgbptEdXmZsMZQq9XYtm0bsrKykJycjKeffhqvvPIK5s6dy+8zYMAALFu2DN9++y169OiB1atXY926dejatasLLScIgvj3wDklBHDCVhkv3F64w/FUZM6quuNI4BI3KbXVQManQM01V1tyY+LuA4w9BUwpBUSSNp9OxDDtHPTwD0Sr1UKtVkOj0UClotgvgiCIllBWVgY/Pz/hxuosdlUypc0yvkU7ge3DgQFLgei7hPtv7AxoLwDDtgEho/5+ownielNzDVgfTc94G2iJXruhPbgEQRDEjc+2bdvsNypi2B+LTYiCLo/9bSy335/z2Ijd7V8jiJuB2rqa+/mbXWvHjYr2IrCpB/BHB8DgoLZ2CyGBSxAEQbQ/5z8AfpMAu8fVb+Nq3AYMtN9fqgZi5wBBQ66LeQRx3WGs7G9LjWvtuFGpuQZUngaqM4XxuK2EBC5BEATRJhxWrclew/62TTLz7QX0+gRQJ9jvHzwS8B/Q9MW0l9g4XoL4x/GvjwhtHFtRazG0+XQuq6JAEARB3BxoNBr7jZywtQ1R8IwAmFqg6jLg3UW4f9dXgLVBgMQTiJnl4HxmYMcIoHgP+/+UMkDm2z43QBDXAze2WhQkXq6140alnQUueXAJgiCINnHu3Dn7jY7KhFWcBE48C5Qfsd9fnweYyp1P39ZqAM8ooMMj7P/mqjbZTBDXHWU8K3K92mcp2puOWpvvdDuUCyQPLkEQBNH+OBK4OQ7CFjhSB7O/nXVsMj9gwM9A6SE2SYextJ+tBHE9sJiA/j8Cvr1dbcmNiU8S0OkJwLsHoIht8+lI4BIEQRBtYtq0afYbY+8DPMPY2FoOU10ogyMRy9W/dVQH11zDxvRGTgH8+wETs9puNEFcb4p3A/umAxOvutqSG5OAAexPO0EhCgRBEESb2LJli/3GLi8AMfcA8pD6bbV1AteRiOVEr61312oByo8Dl74BDt7bLqWDCMJlWGvZ30W7XWvH342xHNDlt/w4zXmgZD+Q+S0bp99GSOASBEEQbaKqykE8bOlB4MIXwKH6lSd5geto+tFqBGLuZT2/HLm/A1uSgRNPAwGD2Lq6NdlsMhqXbEY0H4YBLn7VLgk8RCvgBm/FN7nAPTALSLsH2DuNbQeaS8bHwKEHgMMPAWUO4vRbCAlcgiAIok0EBwfbb9x5K5D+GitSORRxbLWEiMn2+1tNgH//Bh5fLSCRA6PTgEFr2W0iN9aTW9v2Opn/OjRngaPzgLwNrrbk3wlT62oLrg81WYCqE5CzGqi+0vzjzNWAzJ/9ux2W7CaBSxAEQbSJXr162W+0mthySLYhB70/Azo9Dpgq7fe/08RWUcheXb8t7n5gho4Vvh51HZ+bnP1t0beb/f8aRHVdvjzUtXb8W+FL5t3k9XDNOsDdt/7vZh9XDUi9AYioTBhBEAThejZt2mS/0WoCpAqhwLWYgL8GA2des99fJAayVwFFOxu/mIQEbqvhRIO+0LV2/FuJnAYo4uuXpb5ZsegBN0+2prW5Bau2masBqZJd8ZA8uARBEMQNh9XClvFyayBw1wYAmnP2VRRqtcDWFLZOrm3HlvEpsGu8cF+xjP1NArflcJ9FEa0E5xIk7mzipV8/V1vyN8Ow4tbNq2XLEku9AXld5RXbUKVWQmXCCIIgiDbRp08f4QbGDHgEsx1V+EQ2uQlMfSH3ht4Zsx4oq0tGsRW/NdfsY/hEImDUPtYTRrQMpm5qnDG71o5/K7kbgIrjQLdXXG3J38uUUva3WAr49Gz+cYPXtqsZJHAJgiCINmEwNIiXk8iAyQXCbSYN+NjDhh5cW8Fr+7dFXx+SYEvAwFbb+q8mIIUdeMjDXG3Jv5Pqy0DuekCXC3iGu9qav5+O81p3HBdKI/Fo0+UpRIEgCIJoE2fOnHH8gr4QyP2Djb3lSoRBZL+SGSd4I2cAIbfabNexsXwNSX8LyHMQ99sYW3oDp19r2TE3I25eLYuLJNoP7rk/8qhr7fg7MWmATT2Awh1A8d6Wlfva0BG49DWwOQk49XKbTSGBSxAEQbQv+kJgfTRw7n/AnomsuOVWMRuxAxiwVLg/1/F3eoKtnMDhzIN7ZTFQ0sI6uOXHgPTXW3bMzUZBKutFFFHX7xK4hR4cLVXNUX6sZbVjbzTMNUDlafa7e/oVIOOT5h9bcxVgrIDYo12qKFCIAkEQBNEm7rjjDuEGi4GNn+V8KFYToE5glyj1CGKTbWzxDAVSfgbEbkDlWcC7C7u989P1osAWiZyN220p7ZC48o/GWMb+7vIS+3vbALY28YBfXGfTvwlO2DYmcLf0Zn/f9Q8tJWapKwsmkbOzL81NMrOY2O+6m4INcaIqCgRBEISr2bVrl3AD14FLFXX/G9mEE68o4MJnwNEnhPu7+7DZ5Re/BA7brHzm3w8IvMX+ghJ5y6soBA4Ggka07JibDe5zEdcNMErTgKu/us6efxuhY9nfjQncfzrc99KtropCc+vgckLYTcHG3pIHlyAIgnA1FRUVwg2c19WtTuBaTGx920vfsN4Z7UXh/rpcNlbXahR2/leWsIsShIwS7i/xaLnA7fQkoOzQsmNuNjiv2P472z1jnWgG/v2BuAfZKXxneEUDQcOum0ntDjezIpGzAleX17zjuJUJ3RRsiAJ5cAmCIAhX4+/vL9zAiVSZP6BKYGM+NeeA3LVsp9ew89KcY5eQtegb1MH9mM06b0jEFCBoeMuMTJsNFG5r2TH/NE48D6yLcv46l8xnqhuQ9PwQiH+4+ee/soQdjBCto+wIED4JGNNIjG3Su0DcA9fNpHZHGQfcspIV6l6xgFdk847zCGDL//n3ZWP0+37XZlNI4BIEQRBtIiUlRbhBGQcMTwUipwLjzwGqjmyimVTNLtTQUOBywstNJSwhZtHVL81rS+cngLj7WmakuQo4+07LjvmnkfkNoMt2/nrYOLZMGFdFofN8oO/XzT//wTnCpZSJlnHlJ+B0E9UBarVsEuU/FZkfu2Kbuxro9n/AwN/qX7NaWI9uwzKBADsrEzCQDVfy8GePbyMkcAmCIIg2sWHDBuEGqYpd5EGqqt9mqmRXKpLInNfB9QisD2sA6qooOCgTVnMN0GQ030BugQNjafOP+SeStJBdBpaxOn5dEQNEzWDjHS0m4DcJcPEr9jVzTePLJHPvoe3nc70pPQToi1x3/bZiNQEVJ4A9dzh53QyceoEVwv9UNBnA+Q8di1h9LrAuvH5WxlQJGErYv7UXgOPPsLMLFz4HTi5osykkcAmCIIj2ofwYkLMOqMoETv0fUH4CWKVm62HWalivTPgdQPc3hcdxnWH3N4Gxx+q3m3WOy4SdeQ04dL/9dmcwlpbeyfXHXMMKuLYg9WHv1VTp+PWi3UDWz+y1zHWryh2dx77/B+8Htg9nvWyO4OKqC7a2zca28NcgIGeN667fVrj3sPy449dNFWylixv5eTVVAof+4zx5rPwocOIZdpB14TNgTWD9a9zMAfcMrfYB1ta9rr0IZHzIDrwqT7fLctIkcAmCIIg20bNn3XKcW3oDe+8Aqi4BZ99iPbC1WjYjOnwS0PFxtjJC9EzhCTwCgeBR9dn9HKFjAXWi/QVbWkXBUamxG43jzwDb+tcn27SGA3Xvq7MEnYKtrDAZupn9XDhMFUDFycaP5baXH229fW2BsbKfo6HYNddvD5oqE2aqcLz9RiJ/C3D5B0B73vHr3PdS4gGI3IT3ZK1bItpRHWYzl2TmyYYxOfIAtxCXC9w///wT/fr1g1wuh4+PDyZNmiR4PTs7G+PGjYOnpycCAwPx7LPPwmwWrqO9a9cu9OrVCzKZDPHx8Vi8ePH1uwGCIAhCCCcopcq6/02sWI2dzSaUXflZuH/IKGD4NuDqUmBT9/rtA34Fwm+3P39LBa6bHOj8FKDq3LL7uJ4E15UwcyYcmoMiDkh4znm9X6uRDVNQJwC1VfXbTeWAXx/2b2flmThR5iz84e+Gu/7l79t2nnYQTq3GK4b97VTgVl43U1oNFxvrEeT4dW7WRSRiE0oZM+uVBeqfLUcCl1+eV86KY2vby4S5VOCuWbMG99xzD+677z6cOnUK+/fvx1133cW/brFYMG7cOJhMJhw4cABLlizB4sWL8corr/D7ZGVlYdy4cRg2bBhOnjyJ+fPn4z//+Q+2bnXhNApBEMS/iBMnTrB/9PqkrkpCXYfGxWtaTUDhX0DFaaBwu7DWLcB2brXVrBdHWxdby1jZjH1Hgksib3mdzLDxrMi9UeFqpFamt/4ctZWN1xC1GNn399Bcdl8OUwXQ73tgShng7u34WKm6LhFoQOvtawu8KGyDwNblAis8gNwNTe/7d5D0DtDro6Y9uIltjz/92+CeLWfPqe3qg9wy29ziD5xoFUkcHydyYxd7kcjapQ6uywSu2WzGE088gffffx8PP/wwOnbsiMTEREyfPp3fZ9u2bTh37hx+/fVXJCUlYezYsXjzzTfx5ZdfwmRiH5BFixYhJiYGH374IRISEvDYY49h6tSp+Pjjj111awRBEP9OAgawnTNfFcFG4B57ArjyY/0qRVzSEsDG6q2PrHutlhW3pgpgXQSQv8n+OlKVfThDY+jygbR7AVWn1t/b303en+xvzdnWHc8wgLEcSH8DyHKyMhnvBf0OUHcBRu5m/zdVAFWX2dedLeMrdgN8e7PTx66AmxVwJI6ai6bOO152uO32tAaGAULGsoMJR7h5AgGDgC7/AIGbv9nx68q4+lkXiRf7m4u9DbiFHSR5Oigdpk4EOjzK/h0ytl1EvssE7vHjx5GXlwexWIyePXsiJCQEY8eORXp6/aggLS0N3bp1Q1BQvSt8zJgx0Gq1OHv2LL/PyJEjBeceM2YM0tLSnF7baDRCq9UKfgiCIIjWMWHCBLYT2zaADQNQxAAxs1lv4K1HgZDRbPKMu1+9QLKNi7UYWcHKiVZrrU0sn4Mks8TngAkX7bc7w6IHdDlAzu+tur/rQlZd2IajkIzmYK4BwFWLKHG8j29PQN2V/ZuxsILjjgIgZAywqSvwe0jdEst16PLZ2rqMFdAXACX72PqmrkDmx9rb0vrHtvj0YH97NVIr+O9kxyh2ABI1g/1fly+MKQ4cxC5ZnbveebKfq/EMZ3+byh2/HjkN6F9XBSLwFuC2dDbGHmAHT9N1QJcX2P8HrQVG12m1oKFA70/rj+vwUJtNdZnAvXLlCgDgtddew8svv4yNGzfCx8cHQ4cORXk5+8YVFhYKxC0A/v/CwsJG99FqtdDrHcdoLVy4EGq1mv+JiIho13sjCIL4N5GWlsZ21oyZXf7VuyuQsoRdntc3mS0PZixl61vyAtdmmtZqYrfzrxltVkRyUCaspXDXuvBJ28/1d2EsA2LvY5cUbg1unsDEq4A8rL70UkM6PAIk181u5q4DDj3AxlKKpTZ22AiX7FXA+ffY0BGuxBoXSuEKZH71tloMLU8elNUtSOLMS90UhTuAol31yVItxWpiK4xkfMqeY10YsNZGv5j17CAi7Z76af0bjcBB7EIrzpL9TBX1z5BUBXh3qf/MCv8Cdoys/25H3MGu7gYANTn1HvbqK0B226tltLvAfeGFFyASiRr9ycjIgNXKxtG89NJLmDJlCpKTk/HTTz9BJBJh1apV7W2WgAULFkCj0fA/OTk5f+v1CIIgbmZKS0sBfT77T8aHQMkBQHuJ/f/YfNYjxVhYD648hJ2GtY2ltBrZ8ITAwcDQLXUxtnUdvCMPbu56YEOn5gsNZzGPNxKmuvJQF78SVjhoLiIx65lUxDqv96svqp9iLjkA5Kxl46EzbVaNso19dKubYnZT1L+HVZdablt7UJXJxn12mMf+v9ILWN6CMBWAXQ66y4tAzL0tv77VDOwYAWwfBlxb3vLjAVaQa9KB4/MdV6s48xorbgHXJsM1hqkSAAPonSzBe/xpYNc49m99EVtSjFuaW5fLlv+6VFd7edd4YJUP+/eFT4C9k9m/C1KBfdOEYUytwK1NRzvg6aefxpw5cxrdJzY2FgUFBQCAxMT6EjAymQyxsbHIzmZXYgkODsbhw8JYmaKiIv417je3zXYflUoFudxBw1h3HZnMRXFEBEEQNxk+Pj71AhcALnwKlOwHpmvZrHexDPBJYqc3AwYAo/YIT8CFKMiD2R+gPkTBzYEH16wHqi6y+2wbBkTNBBKedm6gwFtsZuNJbzSMZaxtR+cB3t3ZadqWUJkOpL8FwOo8ROHQ/ax3N+EZ1ssmVbEed0EpJxuBW3mmzrbyesF1/Ckg5u6W2dYemKuB6sv1NWJbU82hYAsbf9vj7ZYfa+tRPfs2+8yJWxgPzNSygwaLnn0mJZ7C8wo+hxt0UHZpETswir7H8esWff3qg1YDW1Iscga7miH3ndbVORXz6+LOGaswOU3iAeD/2zvv8CaurI2/6rZcMbaxDdiYZlOM6WAIJXQCCaSS3jYFAptAerIBFpJd0uuSsptsIF8SAqlsIPReDIRiOqZjio0x4G5LljTfH2euZkYeFVcZc3/P40eyNBrduRpb75x7znsEWhHSGFBdaj2CGxUVheTkZI8/RqMRPXr0gMlkQmZmpvO1FRUVOH36NBISKD8mLS0N+/fvR26uFApftWoVQkNDncI4LS0Na9asUYxh1apVlVtHcjgcDqdOGDx4sFLgWi4BOjG6pjXS0vLoPSRuBYFsg+QCpes/qeCp5Ayw7+8k9pr2oXy90A6V31AXIL5PHjWXuLrX8wBDk4A2j9F9dz6v/qbFeCDhbqokL6iGk0LxKSBrIdD738ANbtrp2i0U4e32Dlm4GUIBYwS9Vr6Nc58n6NZySSa4ahZVqzZsXNtcoq/uoviCAJz6Vvl8WTZ1Ejs5v+rvzwql2j1FThQlp6u+D4dVKry0W4EBP1HOLcN6FYBG3LaBnqcOC6XB9PtG/XmFUBUvTtncsdUBV/Fut6gIXNTYScFvObihoaGYOHEiZs6ciZUrVyIzMxOTJk0CANx5550AgBEjRqBjx4544IEHsHfvXqxYsQKvvfYaJk+e7IzATpw4ESdPnsSLL76II0eO4NNPP8WiRYswbdo0fx0ah8PhXFf8+uuvQNvHgTEHAWgoP08rE7j2cmm58dIWYKGJWnMy9EEkgkvPAQdm0es1GooEqUXJ2BchWy6/KtqUlWQBl1UaERhCgfi7KDJa3fzJuqbvV0CLmynSxSKnVYHZfgW3Bgxu2ukyl4TczZTnqA8FjE0obeSuYqD7B0qnCYPoeeqwSMVFtZETXR2Y4Cs9p3zcVlR5W4BEaPoDQO4G6bEyWjlGURUKFJ3vI0Za2Tx48mG+sFyZ9sEYtARImUX3HVYSfhE9pOcr8snLuGmfmrlF1CX2ckonKr+knkZhK5XOEZbiwqLUbgVumbhfUdiyXPwapmn41Qf3nXfewd13340HHngAvXr1wpkzZ7B27Vpa7gKg0+mwZMkS6HQ6pKWl4f7778eDDz6I2bNnO/eRmJiIpUuXYtWqVUhNTcV7772HL7/8EiNHjvTXYXE4HM71hyGUrH6adAWgUQrcE18Bi8wUtdKpFJkdepta+zpdFCxU0LNmiBT9kcOWQNlSJ9vnsm7Ail6Vty/MBHLXA8M3SUb1DQlbGY3RbgGadAcuV6NlrzWfBMLF9ZTbyLiyB8j8hO47LAAEanmrDwbaPkEC13qFxEjyVHLAYLBqd7sFCGlLqQ1s7usbJnZcUxOsBerbs3OCRUQBoFwUuNWJDAo2ErdBCUB4qroA3TcT2HwXsH+WejveoHigSRcg7iYqvNp8J7BD5hZgvQrEDAFGbqNtGyL2cor4/xKtbremiMQGAtBIf8Oxo8RtXFZw7OW0cmEU83FNTcX/IzVrKuLXRCSDwYB3330X7777rtttEhIS8McfKj6IMgYPHiwZjXM4HA6nXklJSQEyXqXo4+jdQMYrlKcHAG0eJ3FpvUppC2rRmcs7qLNW/J3ic1axIGWdeg5eWGdg0O9SziLbJ7MuEhzKSvnCTODgP4GkZ0iIV5cru0nEs0hTbZG/j9r0js6gyvILgZWPwRvWq+RWYb1CuY22EhKtK3qTOEv6K11UGMJp+5hhQJtHgKCWlLu7oi+QNBVo2pPELCD7rMqpYOjqPvWiv/qgSTeKwLMCupv2k0eyu8YULNIrz2tNfIjyZ6vSBY8RmgSMFy+oWt2rvk3xCaD8IuV4s9az+2cD+2cC9wrAzmfIDmvwUuk1lzZL94esopUOttpxYRmwYQxw2yVyIHGHtYAK35qPBczNXcZ0iuzxkv6qdMuoLvZyWiUoPqFMS3IewxopT1qjoaK+cLE7YUQ34MaVYoczO10ohHWgv8l+Mu/m6AGU0lRD/N6ql8PhcDjXNgEBAZT/yWx+us4BbhZTEFKm05Irs2hyRnBlAtcuuijIn7OXkcBT+1I2RdCXORPJvb+g2+hBQPTgysKQRYt/aQYUHKneQQoOYHkPYMvd1Xu9J5gwNzUFWt4G9Pl31a2smg0GOv0NMEXR78wqLDxF2mbkTqDnxyTQLyyjzytmGLXptVwG0u+nTnOMA6/TbUA0WTzlrASGb6HHCo4AuS7FgnVJQCTQ4lY4I7LhnckP2Z3ALThEt/IUhtQ3gMi0WumSpYq1gC4g9MFS1JI5BgD0N3J1r1i0JxsD87w1NqH0nAVaSuW5soseL5V5E6thKwL+nKie2nLiv8Ce5yqndlSXXnOBMYcoDUFN4OqMyih/6htAZB+6f2kL/V1H9aO/65sygP4L3KfU1BAucDkcDodTI/7880/6sjM3BzbcAqQ/LD2Zv5+W3JnA1aoIXIeFHjeEAwn3ktCzi7l8GtkSM8NaQFFH62UgZjiJHYAM9BMfrLy9wkWhBuImNIk6ftU2lst0a2xKt2U56rnEnogeCCRNkeaZOSmEJkvNEbQ6EhY6M3D2J+D4FxThO/wuiVjXNr+OChLAYR2kOWSf37JUYPWgqh9rdbm6l3Ku+/6Xft9yD6ViFJ9U355d/Dij+1cp9zhpavVswi4sB35tQcJ5YSBwXmVluSKf8pb1QZLA7fIG3QoOms+io8DPTcmmjWErpuc33CJFdB0WoMU48b6XvHF2rhQdr/xcoXjRWeJFJAMUOf4tAVjW3f02Gi2J2MA4dYG7eQJw4mvZ2P6UbMJOzgc2jhNtAx003mOfk6jfdDtFuwH6rH8IUE/zqAJc4HI4HA6nZjgqSBgFxtEX4Kn5wLZH6Lntj5H3pUkUb+YW1JAgSmaDxXxwA5sB/b+jNAB7mbpFGEDiYd90ICwFSH4WOCDaPrV+hJoTZK90GZ9M4MoFXMEhoNSNn6crGi3Q/mkqXqqOT60nrFdo6Z9FvvbPlPxQfSV3MwmdAJcIrimK9u+oADbeCpycJ3UjM4RKQssQQmJQfgFgKyYRYrkizeFS0dqz3VP0OdUXV/cAZ76XxPrZnykV45KbrqUsAs4aU+Rtp9zjyL5As2oIc+tV8n41hIpNJlQulCoKKMe7aS9ajgekc5g1pnAtvAJonm3FwPnfpYiz3UKfCXtvV3LWSs0QnEVcKs0hWBcxX1wfSs4ApVlS0aYaGa8AGS/TxSwr2pOTu17pkbvtESmKzVJDjs6li7jf2wF/TiIBXJgprWRoDeIqzjXqosDhcDicxsFNA5LpTmCcVHnPoklaIxWX9P5c/F1PhTryPNZ2k4FW91NUp/gk5ePG3QR0e1/9DdlrrVeAvK3SF2j+fiB7GeW0ygluA0T1p/vy3N/NE+jL2prv/SALjwFZiyif9eI679tXBVuJFHkFSMQVHvFdfAMk+I+8D5iige4fAmHiZxIzFLiaQSLp0haKuo3eJUYaQ6TCHo2+cgS3Ip+E0YU/pIh70VH6nLTG+m1GwN7r4D+UDQBsbi427GV0bCyFgYmxwkz16Ks3WESW5TCria+ec4G2TwIdXwK6vkmPsaYQGq1oEyZrnjFyB+WnCjZJxAaInc0cFuD0d3TfpJJ/e+JLYN/flGPz9Hn4EsG9Ils1cNdk4WoGCdJBvystzhi2MmWetjya7XRRsFReVbGXSX/X17pNGIfD4XAaB7uPXCTz/JB2kgCQuygYm5CoBehLePMEIHeTtIOEu4C4UfRF+L82wPmlVEWdeJ/6G7Iv0PQHKE+0Qox6rRPdc1y/zKMHAP2+F99fLuAKgNPfKvMk3VFyiiyn4ieQD6ga+2YAy1VcHLzR6RWKajNYlPLiet/3UZFPYk5nBJKfoUIgQCp2spWIqSBGEi+2IopGmiLo+cQHgIieUsQPkHJDHRblBYndQi18i+sgXcMdTBDt/7uyTa87FwVzvJiWIJ5nZRdoFeHUN8Dht6r+/rYSOu/YuacmvqIHULqM3SJreawB4sbS/HV6VVq5sJeTRdhNe+lvg11kMYHLxGpAMyr8c+XMAslqj33GzMJMDtuP2QdXBrnAVXMvAaRzwRCinidudxG4OnNlgWu3KlOUbMwmTHydWhpTNeACl8PhcDg1IudyMX15B0RJETO5wD2zgHIYAfpSzFqkFEfnl1LenfyLLXcjcO539Td0dTGwFVFUkaUOuArc8jwSwaMzqMCFIYi5jSe+9t4WlAmWPv9RFxwAcHqBUiRUBblYCIiifN+8re63d8WaL0Vjz/8hLd1vFS8SbCUkErUmaokqOKhrHHtNYCwwaDHQbpK0z15sabmcLMVYA4ma5DFXF7nYkS/ZV7gRuK1cmmaUZdMKg2uU2hN2K3BhhXi/lKKRLI/ZdR+Cg2zC8vcDh94E/hDzwkvPUXGeNR9ImSEJ3EtbgAU66kAnPyZzC2DsUbGIsoxcI8qU3VorvW9FEX1+bR6p/HyTbvS3qfacK5f/lBpRuGv3zPxqT84DNt2pfM5RQX9T8tQifZCUOsFWFRxWNxHcRtLogcPhcDiNg5CQEOmXtk8CwW0l9wOjGCFkolOjB6BRLqfumgqc/l56jcNK1d/uIm0aDdBKFG4sMlWeS9ZDhnBq+CDnxJfAmkFAk1QprxGgyFHsKKD4uLqnp5yKq+R9aishIWtTyXeM6ielQlSF7Y8De/+mfCx2tDhXPsJswgBqlnHiS+XztmLJrcJuIUeCFuOkwjYWBZcL/YhuJHjYZ+UUHhbqMJc01ffxKcZa4D531h2hySRQAWp52+0dILKfetQSIEEp2KRIr0ZH+9AF+m4TdmoesH4UjbfV/cDAxfT4qN3UdU5ORSFwYDallsiX5QsO0PlceJTEsuAAbr8sCd0/UuhCLjgR6PYeHWNoO3IWsJXSOX34bfdjtBVT9L3vfPVodtIUoPN098V4cqL6UyOKtG+lyL4rTOCWngcuubpoaIDe/6HPhWFuQQ1FAPrMes6lPGgmcFmaTL/vyUEEoPP4pv1U4FgDGmBDbg6Hw+FcS4waNUr6xRxHXbkYvf5FxUGsyEyjIZFVyUXBSM9pRQHGXBTc0e9bKsqJHkBL7WyJN+mvFLWS47CSwNnxJFXQsyiu1kD2WtnLKdeU2RmpYblCYr3gALD1XuCWU0BwK+U2+fs9F+i44+oeavAgp8cH0v1DbwPQAB1fUH+9IFCeMWsOYIoiFwVFTqaWHAgi04DsVVK0OyCSPEfDUoBVA8kDlzkVHHhDXP4WqJDv9LfkY2oMpyV/VkxkuULRv+gbpBxTT2x/jFwc7rapd6pTo/lYoO88YN0ImosOz9OPO/4UI9FMSPX8iG73vOh7ZNAm5oUaQql4LKglPc5cO+SwSLIhTLIJEwQ4Wxtb8sjTtv8P5PYhVMjep5jSFDo8S79vfwxoeacU+VQrMgtuSxdmFYUkjvdNp/zkYeuV25VfIqeCg28AE8o82891me3+OUbK3+n8ykun+ZGj1QNtH1M+xnLvAXEl4En6zB124I4rJHC1LlJUq1Of4yrCI7gcDofDqRE//vij9Ev+fspzDE+l38vFpU55oQwTsQzmogCI4tcqtvz00FSg+DR9uccMo6V0rZ6+eGNHU7MEOQ4roA0Ajv9b8kcFgNtzgQ4vAAEx3lMUItNoW085mNURtwAJRHYBIMdWSlG5098DGS+6f71GQ4VjCRPo94AoElRMdA38DYjsDbR+mFIfCo/Qsnn+QXq+SVdx6V2v/FyOfEDFUh2eE5esNUDscBJ9FQXkWAFQUd/6UUCpim2UGsxhgHUW84XySwAEspGzlwFZP9G55S5XtELMS3VUKB8PaV/5YsIdxSfpc7ZeAc4sBI6KKRsZL0uNTBgsemoIlxoZOKxA73+L48mnW40OWD+GrLIYtmIq3jq/hH4/s4gupLq+RZ+NmsDtK1pxVRQBp38Azv1Pfbut9wGH/kljKctxf6zlueTC4bCRywFLnXClxS1AVJqY6uEicK0F1LXQ3fss7wHsnELj1OoocivY6TPc/7ryb3PHk+QUUQO4wOVwOBxO7VF+ib7kWPX4DjGiIxe4KTOVNmF2q5R/e8dVimS5Fqu4smYI0PpRoPnN5JcZ0IwEa1gyfUHLxRYT0FpT5cIVjRa4LZtyNj0RM4QiqM5lepVl7o4ved6HO6yXKwtcQQAWx1MBXPQg6t7mDldxboqiz4FFtQ3hFG079gWlirDooasNmzZAmV8rj6I7rCRM9s2g5el2T4mP26S5kHsWX91LBYOFxyqPt7no71p82v0xuXLwn8DuaWQjV1FEbW7XDAbW36S+PbPbihDzpVcNpBa6bR8DbvjBt/csEBsnXP6TVguyFtLvWT9XTmlhAtYYJkWxbcVA81vE50UBrAsgVwom5nQBokj9DtgtRnDZCocxHAjtqC5cQ9oBt+XSBUvWIjpeZrMlx14OhCTRfU9OCucWU9c7jZbG4c4p5OR8av+sCxRTQGQevWXnKfosz68/+CZ1yQPoHDz+ObC0MzWxWHcTsDCACkX3z6ALL8apbyu7oVQRLnA5HA6HUyM6dpT5obIisxP/oVutKAjluZLJ0ygKxAhPkVqMsiXUsE5Aky7u31Rvpnxa61WKDLHiLlsJRYnk0VRBIKGmM0mRV8tlYEmy75ZfeTsoqsWORy2Cy5wLvEWD87YBf06m+44KikQbXXIeNRpKtdj7Krk3uCumAij6tzCQbgGau/DOJILuLKLo6pH3pW5XiQ/Tdq5ti+XzIzjo/q6ngYNzSHDZikiMlGRJucYOKzWLAKhwis3N1vspAnr258rjLReLpnyxrmI4LAC01GiDNcYIiHHvomArpuXw2OH0e9kFEuKCo/LSujvYdtZ8cUVBFK5qhWrGJmKTkiiyuLvjCj12dC49rxFTMbRGSo1pcQsVkxmb0FjLL0ld6LRGuujb/zql96jle/+vNUX2NVpJzKsJYYeFWmgDnue7ooiEuUZLF1tsjl3Z/SxF/6NuAPp8pXyOjVOeWuSwkrcuQBdPugApmpy9jN7P2XJbVjyqN1evpbIMLnA5HA6HUyPCwsKkX5jAZV92oe0pXUHeUvXiemVb0eEbgVb30v3NdwGZ/6KWsp1edf+mhUeAzI+kL8HT31PEUB9CxVnyL/Pu71JbUHkE11ZMNkuOCuqItcdL9DXjBaqON4SSvZPOWHmbA2LXKtdlcVc2T6DILLPhGvgb+dW6wi4KNBrPzSVsRUqbpdYPAQN/pdcZggFoJMGiNVHFPUBzJUcu3OQCriSLBBcTxNYrtEwPiPnTYg6lwGzFKqjZQXgqRStdYakNasfsDruFhPHvbamZAEAuEO6EP2tSwYqrmIPE8f8APwZ7vwgByFUCoOisrUSKeMsvBBjhKRRdNkXQPBqbkJjePwPo819KnQluTfm5WiONJbQdMGQNRcMtecpufw4LNUhJuAcY5RItdtgpur57KrmNVBSLQrek8rlnLydvZEO4dGHhnKNSyR3EViQVYJoiaVVBDXs5CdHQdkCbR5X5s+xv0dUHl6WL2MspR9ku88HVh0oCV97iV8cFLofD4XD8THq6rCKeVfKz3Mii40D+XuULdk4BjrtU+TPyD5AosZVKAlANJqZY5JOJGX0wRYNLz1Z+Tfu/Ak17i+OTfRnbipXdl9RgRWZBLYFRO0nkusLeU/AicFveRkVhzHKqxTjJJ1hO0jSKBvb4GOj0t8rPM5zHIouc2Uqpo9uaYSR+KliUzEjpA0Blkd7tXSBtvviLQNZgrKtUp1elfNLyHOlY7VbpM2CfiSGECtU6v0bz7Som7aUUAQyMcX9MrjgsUhMRthQfGOte4I7aQ0vlmR9Lr9caSXwKDskizhMB0RTNtOYD9hIp9UAtglueJ6VcFJ8G1o2mZXiALjKCWgK3nKACR62RCvZ2TaU2yAGRVBTIutAlTyUvZGZN5oq8Y1nxaTp/Wz8K3JFf2XmDpefcdpH8keUsCqK2wQDtg13wGN1EcAVBisKWXqCcdvmFFxOkcqFqCCPx7LDT84ZQErcs19sYJolshTAOVI9cVwEucDkcDodTezAREtaBbl09awGXSGopsEBPRTwAffk7LMCSJLK78kZgLC3/lp0Xo2M6ICCWRBhj72vA9ieAlOmS9ZDzy9hMY/bWzcx6VZlGoBYBNLcgSyZvTgL2MiminX8AOPSWespDky7A4KXkFOHOQYHtD5DmOm8HiZfzv1MU0BghExEm2hfztFWMv7kUNdYHAb2/ACL709jCkqnQDpA8Uoeup/bK8XeQsGKi8dhnlC4RfwdFz+W5uQB95pc2A5mfuD8mVxwVJIYAABqKmAbEksBS+yz0gTTHLKJpt4oClxUJeokO2i3AptvpvNAaKNebnTutHqALDznHvwBW9pHGmr1c6ua3+S5K82B0FVcCLvxBhXzHPqcLnrBO9HzS05RaYS+j9JQ/Umn8DGbpBtDxNx9LYzOGVZ7r0fuA1DnqKw5yNDopst/sRhpL3nZKfWF/G4KNLg50AeTgsONJZbtefQgQPVC5MsB8lisKgJtP0EWTQ9bowRBG7x0/QWpyAQBtJ5LDSQ3gNmEcDofDqREjRoyQftHqKJoUPYh+v2FRZTEhtwlzWCjyxyJPzEXBXubZJqzzTOD4ZxSdDIihqB4T17EjlAVURcdpyfXKHhJuoe2lKJhOFELefEKtYk6lvRxYFEKWVa6d1ryNmWG5TNG9nNU0tr1/A5I9WF5ZLtNSdMxwMeXABSaOmcANEJe6i47RnBhCaI6bDaFjCIwF4m+vvJ/TP1Ducre3KCpcdAyAgz6jE2K+ZasHpHmWj0Xu/br7WaDr2+QAUJJFxxgzRDZe8Xw4Npds3XzhhoW01P1jCJ1bvT+n3xMfqLytIJCd2NUMqcjsxmUk3q/slubMNQdZTlk2OSUMXg7EjVQ+1+7JyttX5FeeF3lKwKXNwM9RwNB1JPKu7qWLjpw1tMw/8Ddp27wd9FnaSum5/H20f53YZY51LgMoOtp1DjWUWDca6PY2iX8GE7YH/gEUHiZ7PTZHclhrYYAaUgDAn0/RPF3NILHpsJGQNrdQv1CISgOGbVDuN3oQMHwLXXyaIoD2U4A2f6Ec3O4fkvOHLlB28SKSPBU1hUdwORwOh1MjDh06pHyg71dA6wfpvtZQWUjIbcKcTQREFwWtkR7zZhNWkS8V5dx6ThRe4vt0maV0NHCI0bsdj1OxFUCm/wMXU6MIbxFcRwV5zJqb09gFm3o3L8tlYO8rVAjliRsWUtSq6Dg5EgTGevaDLcyk7mPuioTiRgM37ZMixyaZwDWGAzf8TB3Yhq6hqnt35GdIRWGFR4BlqUDLO4AOL1Jzi+xVQL9vpEjj6hvpGDL/RUIs6RnRVaFcyufM/BjY9rDyfULa0lhLzviWC8twtWgzBNOyvmvU0l5OFw+AFMGN7OtemKnBIpMsqpm/X7QqA1BwmC6W5FgLpPQc9jkINqDl7XTuWS5LVmvnl5Lg1QeR8KsoUubO7nkeOPwu+fwmiLnp8gKykLbULCKwOb02/yDdZi8HSlxSc9aPpdUR61Vyg2DIRbIrdgsdf/cP6ffCw+JxBQJDVlHutJpdnqOicg5wQCSlZTisFBG/uo8ussI6UMpEYAydOyVnlClJ+Qdo2xrABS6Hw+FwasS5c+eq9oKQNhR1BSRLIdalqvN0inDZyyrbWMkxhJJLAKPdU0AfMa/XbqWIFoPlX2plxUGmplTJbgim3Ny0edL2gkDLxuW59LvWAIw9Ii7Fi80o1CrxY8SKfW+NBDRaEk6sWUJgc8/bs8igu3xTYxhF7ZgDhT6Ejrf4JAncsGS6GLCVehaU2gApss4i3DHDqAEGu0goOkHR9qZ9KXpYUUjj0oj5xEw4sZavoe3pGOXipceH1C3LXi7NsTd2TKJmBXfbSCj+2oK6g20YV9luzCneNHQOCQ5g93Pk8xp1AzD+nPc5Zx69B2YBm+4AVg8CToreswfekCy9GBX5UhRSJ7vQGPATEN5F+uy0BmDPCxSV1QfR+Vd0DPjBKLWzZisc7SYCLcbTY3KBq9FSNLTrW3Rx80dnyQ3E1Unh4joSqwFi8w+Ga47tlnuA3eIqwtF/Ab+3p+hvWEfJL1lwUNRccKhfKBz7AljkssJQUSjO/XaKiJ/7jezB8naQl/Ghd+hCaXErpc3Z3leBfa+JY7uPot9VhAtcDofD4dQIs9mHZXk5fb4EeoiR1Ms7STCyZdXYEUDTniRAmDeuGl1mk1MAQJZUJ7+SOpSd+gb4LV7y6GTiTJ4akb+fvFUdFVQRLi8aKztPnbCY4HBFF6AewWXLvK5eu65svJUEeOl5+jF7EVtMOLlzUriwHNgpKyDSaEjQNhsCdJ5BYn3DLZSXW+rhYkRePMUKfHI3Aqf+TypWWtYVuLxNdjFhkYTqkY8qC9yAGBJEFpmQddikojpfrcLy99K2Wp2UCuGwAOf/p8y3BiTbrCGrqQmI3UKR+8JMikKam1funuVKWTYJeUMozZlNXmSm4qdsK5MuRLQ6oMcn5F1cel5qjAGIF1pGyjdNfIjmiRXssRxvlod+9lfpM5cL17xt1Cyi+U3S301ANL3OVeCyojBTFD3HIqzGMEojGXuELnqKjkvvZYqkz/H3JGrJ3OxGerz4JKWI5G6keYkeLH3OgLp3tSDQ3Mtt/LKXkafwjieBK3/SD6B8rc4snYNnvpfyvqsAF7gcDofDqRHjxo2r/ovbP0XL61qD9JgugJa7fS0yKb9IhVpZ4vJ6YCwAQcqB7PQakDSVIpRMwF3ZRbmv0NBy865npSgji1gxr9dLW4CfIqTUA11g5Sit3UrLzoBLi1wVmItB2QV6j5gRnrdnqRfuIrhXd5MIkDPqTypQa3krRfGyl9HjWg/FRnL7KxbBzV5OxWB2mQtBSRZQIM6RwyKJvat7AGiBuDFSRJ4t8cu7Wy3pQBX4bZ/0nAcrx26hC571NwPH/iUVBwKVhX+Fi8hmllQ6I4nVTXcABUfgkaZ9KJ/VGEHiymH17KIw+Heg/0Lp96Qp1P75txbkgpEitsHVGmgeW4yjHO7YkVLBGsud1ppI3G26jZpN9F9I+cyMkjNUoHZpi9RRTR9CY5ULXIdYFKY1Sek8TCgam1CxYWgSXRApbMJEZ4Wio0Dyc1K+tjzXOyAKGLaO7OAYcis1hiGEIs4s5YNdrNmKRbEvK0J1dVGQu0VUAy5wORwOh1MjFixYULUX7JgIrBtF97UGyYheTscXKO/VF1jVdrYYcWX2Uyyy12wQFcAENpMEla2UInRavWgn9YEU+Ss4SF+2ZdnUuctymYQDE0zDNgLtJinHYLkE7BKjqGrRXTm2QqrK7/waFfSoFS0pji+YlordRbRtKpGzwFhq/Xppq9LVQechKs7aEQMkjpifq8NCS+VRN9Bjp78FtkwQt7MqRbE5Dhi8RGrSEdic8p3lEU97KUUwe39O87a8p9Skwh0sCp+/jz4PXaB74R8YC/T6DDjyHpD+sCRwWX732Z+9twlu2pMakhjCJQs5VkAov1DK3y/lb8vzqM/9Tg4IAKUoxN9OxVamKBLaOaupm1ncaMofB6TcaXMLSWwamgAJd0kXCoAUJT85D9g3XdwumFYQ4kbJ5kyW3960NzDgF2nOCjOBjFfJRq70nNjoQWYTxghuBZz9jXKM5QJXEOh3ubtD2QXpwoah0dI5xASu8zMros+DWYppDcr5k/vgDvwf/VQRLnA5HA6HU78INhIF1quU28gq26uLUwyI0aEAFjUUv1RP/R9FMft+Lfm8ynN8nf6q+XRbcJCWZouOUecu1paVWR6FtqvcWpctp3Z/H4joBbcIAkUcY0eR6Mg/6FvO7piDQMvx6s87yisL3Mx/UTvbrEVKgespghvZV6qgj78dmFBGUUF7OdDl70Cre0jcWfJIbPf7jpbIOzwHBCVSBM9eTgJUcNB+zHHA2MO0bwab+wvLgdUDKZp+fqnnOWApEkwQ6cySIHPtZhYQRfmr0Ij5vxbp2Nk8eetmlr2KzktjOB2TPliWdhEpff5/dAGWdQPWDKU2toyMl6gtrS6QLgiOfUYpNDojpS4Un6Sc1bIcIOsHUeyJx9PzYxLoAB3v8f8AF2XuBBXFkvtHeS6JQ30wNfiQR1Q1BkoladqHLu5a3iqdC9krgUNzgItr6PO0FSsbPTjfqwjYdCt9Rs55FKOuCwMpHYhRmkVFm64YmtD5kjqH7NCAyhFceSQXoAsglrLR4mb6qSJc4HI4HA6nRrRvrxKB9QTzwb28k/L5vPnGekPvKnCjAWikAqZDb1MUSo48X5B50rJIYEA05QIn3E0Rp8wPSUAwy6X9s4ETX1feH0C+sWpWXgyHhfIgyy8C2/5CBUJ523w/VruVjkVeLGYvr+w3XHSMbg3hLgLXQwS37CJwYYWUuwxI+aYFh8lFwGlFFkXd5wJjKZ82qp+YX7kK+DlSchxgyMfLHDIKM6mBRdQASrPwRLd3qauXNoAaZfT7liJ+3d+Xmnc4j/0EcPIbWnp3WOm92j5J42Tj9xZlz3iRhGXL24ER24E7CynnFaCmF8M3SduWnKb0FHkkWR9MIl8fDOSlUzrMrmfp8+v9udjVzExC89xiStORu0E4vY3NFIk+L4tgMjGqFwst77ZSlDh3M31+DJ2RLLlC2lD6zeF3JfcHeU5rRSEw4Fc6VoDGFtEDiL9TbEhiAgoOKCO4rNhSXmR2w090bK60fpgKOju9TBc6PT6ilIuIbpSq0edL4A6XoreUGeT6AZCP9cJAai5RBbgPLofD4XBqRHR0dNVewJaKr/xJolTuhlAd2k0kT1W2/KnVA3cVScLOYaUv+72vUSTqxmWUe9jyNnqe2TuxCG5XmSl/wt2ULyqvus9eQa9v8wgtE0cNkL7o9zwHdHsPiHQRXQyNjjxPLXnAATEv01tFPwCsSCNxEJxIqRDDt1LaBQA0G1p5DllXLGMYENaPxEjbJzzbkeVtISun2y9TbufpbykVI+YSsGYw0P5pEmJ7ngfO/Y9yc2OGkUB3WClvmi2fy0X+qoEkwHr9i4SWw0Lirs1f6PkLK7wXfbW4hW51gfR5hYiRwORplbe9tAnY9ggt/TsqKNrKhBeL3HqL4JZl03K7Wfxxx8DfgI3j6fjZeQRI554+WEptyPyAPIYBqWhNLWq69zXg1HyKjpsiKAIqz62NHUEXFiVnpPxjjYaaTZSckXx7rQUUwW8+lor99k0HUg0kLC2XKV3CcklqFsHQ6oA+X0n3Q5NpVaPtRODWC1I+r2suuiFY/eKu899InJ5bTCsXSU+7n081Dv6Dbi2XAJ2Hi0cXeASXw+FwODVi8+bNVXsBK2a6uI6M+DU1/CoK6wS0eRxokio9Jo9aOqwk8CqKJBeB+Dupwh4gMdj2Cbq1lyvFROLDdCsXUroASdBue4SWegESHZc2k4esO1hr3qZ9pMe8uSgANEfWq1JFO6s8Byh1wVU0MLFlCCVB1GWW9/dhy8T2cpqnouNkxN/n31KRmUYjNteIBnY9TeL2/GISbC1vFfOYNcqGF/ogys9kx3HLKZp/RtxI8lb1xLHPKU83ZSbNw/H/0OPZK2klQE5FMX3eejN99rZSeq2tjM691H8qzxVXLiyjCHtIGyqoWzUQ+LGJVGR44mtgcWu63/xm+jwBZbMCfRA9N+ag8lzU6KmzWflFMc1CFGwslxYQ0zHMdDER0UPMYb1A0fG8bZSG0OZRuqgpOw8s60Gfj9FFCJddAHY8IVq7aQBTtGQVZr0MBLWi+6Xngb3Tpc5rAM0Pm6OwTpQvrDOKns3ixYg+UPo7sFyhvHq1dKOSLLpI3Die8uJPL6DVAoDGtmYosPVB5WtOfA0sTlQ+5q3boAtc4HI4HA6nfmn/V4r25aymvMGacjWDCnPkrgtsSRiQ2YTJioPKc6UUBmM4taUN60ii+6cI+lIGKGra92sSFAy2H5Zn2rQPecWOPw9A49kmrPQ8cPBNZS6sJ79fhiGMIm3hKVTslbtRdvx7yRhfsT1L2wgnMbHzr0C6l7l2Lt9bpDxZWymJXYeVxOHOZ+gYR2yhaLTDQuKq6DhwZhGJS32wcrk9MFbKh9ZoqHBJ7p5gLyeLMeZeocbuZykPNW4UiTTmWJHxMnDyv8ptbcUUSUx6Gug5l6KPy7qRK4BGC3R6BQjvrP4+xSdJgDa/mdrHVhRSRLgiX7oQc1iB0jN0/my6HUh8UJprRngKLe/rA6XPV6MXLxDEKHpAM0ngXpJdJDKbMEZFAa0a7H2VhH7uJuqAlng/nbdX99BrjBEkXBnyIjOALuDYOR/Uiv5eenwCmFuSx7A7C7mIHrTNxXVkccesxnQygVtyhsYo2Cu//uAcqe12RRGw9V5gRU9g9WAqhLy4llIg5Ag2Sv2Qp7a4WqB5wa8C9+jRoxg3bhwiIyMRGhqKG264AevWrVNsk5WVhTFjxsBsNiM6OhovvPACbDabYpv169eje/fuMJlMaNu2LebNm1ePR8HhcDjXN0OGDPG+kRxzc+piNDpDvdVqVbm8Hdg/U2kXVXaBch8BWsIPTVb6l+5+nuyiGPkHaRm1QIy4mVvQ4xoN5RCyAjNAWpplfqysWYVGo7TaUqPoGHU7g8b9NmoYQknosGKsS5ukL/+9ryojgAC1SO3xMUVvc1aRef+53zy/h04WwbWXSgVSixOkZhklp6QINUs1sZeTeNz5lCQu5QTESK4F5bnUVEAuZjUGmhPmgqEGKzLLXklikOVPy1sEM2xFkvNEZB/Jto1dVFxY5t4mLCiRGij0X0DL8yw/m70XQOMQHFQgdu43irbesEjq8AZQmos+CNjzIhDZj8Qns8LTGukiJfE+af/y80trIsG4MIg6k3V/H+j/Awnm0izqDnfobdrWcpneR6OhqHr5JenCy3ncosBlKQlsfN3eJjsz5tCgd7P83+FZoP/3JP7P/SYJ9OFbKIcaoHEB6kVmpgjpvtNFoZgEv7No0KVIUq1T2rUkcMeOHQubzYa1a9di165dSE1NxdixY5GTQ9YudrsdY8aMgdVqxdatWzF//nzMmzcPM2bMcO7j1KlTGDNmDG688UZkZGRg6tSpeOyxx7BixQp3b8vhcDicWuTECS+tad3haZm4KpSKNk7yYq2AGMkmrN83ZLWklQlcV1P6tUOBE1+JDgodPadNxN9Jubks3zTzI4pe/hILrxFcJsKNYVT4NOAX347RGEYC95AonG46IEVJ1Qz2g1sBSX8Vi5FYLrIyOFQJQwgVGEEQC8HMYmtiBwAtvYcuADj/O10gsPlkx2sroejoGJfWzSyCKwi0lH3mB6VY0eooR/eqS/tbhtzP9eQ8eoylQOjMlQVuYHMq9stZDRx+T2kTBgDbHgWyflR/L42GvJnZnMmjsnKbMEBqXmFuTudEgCyPFqDmBkXHyKbuhh/p82bjYGMK60DnajNZigaLuNpLab4j+1CqSFBLErzsIuL8Urq4Yccf2p6EM4uqyovCALGJiuiywLranVtMEVRAivqr4aig12iN0t9GYIx0MVOSRZ8Py/2Ww8Q7W0UBKrsoMNHMYFHvigK6WIu/U/Kl9hG/Cdy8vDwcO3YML7/8Mrp06YJ27drhzTffRGlpKQ4coFD1ypUrcejQIXz77bfo2rUrRo8ejddffx1z586F1Uonx+eff47ExES899576NChA6ZMmYI77rgDH3zwgb8OjcPhcK4rzpzxsRtVXRHQjG6ZiwKgFFVlF+nLvtV9kqC0l0rRI4AiaRUFlEPIPFzdkTCBUivYcqzGQEvY5ReBDs8DTbq7fy0TuIZQKnxqeatvx9jpNYoSlpylJWO5kFBzUZDDxJrgReCGpwC3nKDIZ/vJFOVj0b87rtIxM0FivULpAkEJVKzXbCiNQ+MS9QTI/YCJXmbe75qW0SQVOP1d5RaygHKpnR2n3kMEt/1TQP/vKI0j8yNZowfxWORL664ceEMS0Wz/zvtMVIv7YU4RehVhuPc1WrLXBwPlomNBt3fo1pJH1nM5a0XRn6csMmt1PzVYYGNlmOOp65lN9Kx1ClIxkh8zjJovOMV5MIlDtl3yNHKAAIBfmpE7yN6/UdqDu+MAaJw/GClKLz/P9s0EDosdCUuzKI1B7cKQCdzwFOkiQ7BRTq8+sPL2gHQxIdiAYevp3Ffzy/aA3wRu06ZNkZSUhG+++QYlJSWw2Wz44osvEB0djR49qGVieno6UlJS0KxZM+frRo4cicLCQhw8eNC5zbBhwxT7HjlyJNLT092+t8ViQWFhoeKHw+FwONXDaPTgrVoftJsEDPqdIl2MwFgSRhX5wK+x5NcZ3EqKArEIJcMQRhHf4lPU8MAThceoi5S5BRWnhSZJ1lddZgMxHlI2KgpFU3sPdl1qBLUEzAmUemFuQVZlu8TCN7uKD64cZwS3wvf3i+hOOZrytAVAJjCDaBk/YQKJ+jaP0eN7XwP2vKTcV0AkFWxpNJJfsOt4owfR7YabyVtWjiAAsaPpuNnrWLFdWAepWIpht1DEV2MgcSs4aLxMXKl1ImOc/RXI2y79rtFQ9DBpmiTeogZQsw+WZqLWjc2ZQhFMKRVrh9I5AwDJYm64Vk8XSYYQpQuGuTkdl3w/7Fgj+1JqhD5YEqRd3lAeO0tNiOhB4pClINhK6dy1WymCaoygsevN5DjhemHCYJ6/pWeVAjcvndo2A0CLW4HUNyq/FiDxboqi1slaExWWAvR5MGGf9Ffla5r2pjk2RtDxnFtMQrsK+M0mTKPRYPXq1Rg/fjxCQkKg1WoRHR2N5cuXo0kTUvs5OTkKcQvA+TtLY3C3TWFhIcrKyhAYWPmPfs6cOZg1a1ZdHBaHw+Fcd9x+++3+HYBWp7Q5Akik9vteXPoU6Mv0ym6yTUr9Z+VlfUMYfZHecVm9UEbOif/QF+7NmWLxV4FUlHVlD4kGZmPlSlACEH+3sgjLF3I3UnGaYKNI2dW9sgYUEZJ1kxossp001fN7lGUDy7oCad9SrqYhTIpWLk2m6Hebx+j49cFiNFpLOcgaDV085Ll0TgOo+n3n05R3zSKnrhHchHuoZfGZ7ylvVRCkOTIEAzf+QffPLaYLihgxsJX6j8rHsek2+rwj+5Kob34TcFex9LynCK5auscNi5S/B0QCAQPIx7frW+oCVx5FZce65kbgXocUUdWZSeTecUX52st/kvuBa3evmGH0s+Ueimay/UT1o9uKIuDHUKDfAqDV3XTsgp1EpUYDnFkIbH8UGCeuuJia0tgD4yiNxx0Bog1gWCey+WLoAiW7NTYGNVqMk5wmAGojzTxtzXHAvULl15gigOgBlKv9R2f6POPvBDr3dP8+LtR6BPfll1+GRqPx+HPkyBEIgoDJkycjOjoamzZtwo4dOzB+/HjcfPPNyM7Oru1hKXjllVdQUFDg/Dl79mydvh+Hw+E0Zn780U0+oz8xt6DOWxoxjqM1ktXRobcoqjciXWlKHxANEsIGz8v9gGQTdv4P4PA7FCFkwij9QVoWd0fzMZ7FhDuKTwPZy4DogUBwW7HoTGwtPHQ1dRpzR3hnEhE93vf8HhoDFYHZioFjn1Keasxw4OZjlDpgKyN/34BoEnAr+9ES9/oxNLfDN0tdteRoTcDp/yOxEpwIpMyWulQ531tDwjGwOUXerTLR57BTzq7DRiLLVkpRTIbgIpAqxCIzFsF1JTRZEm2u2Esri++jn0qOHACliex5iT6Dji+qe/gygdvyTtlKgTjO09+J27hxzyjMpHNqmIr9nt0K9PkvOUSwCO7p78X9BdO5WS5acJ1ZSA0SWLSaHXNhJt0am9I+ik9QAZk72MVTcGuxQ5yI/ELh+JfUDMQde16ilsyMwFjJX/jMQnKGkFOeC+x5gVohA/T37O8is+eeew6HDx/2+NO6dWusXbsWS5YswQ8//ID+/fuje/fu+PTTTxEYGIj586ndXUxMDC5evKjYP/s9JibG4zahoaGq0VsAMJlMCA0NVfxwOBwOp3q4Ots0CBwVVG3OCpe0RlnxjkXsxGSQtu/3Ld26Lq+rwZa4baLAHL2HIpsDfva8/A2I9mR57p93B4sS3vATEJZMwoS9vy/kbadOV56QpyPYRKEnF286I5C3A4i+kYrstCYSkA4xB9hhp+YCrsVK+kApBSSkLZAy3X1BE/PqZYWDAAmwnyJoib/V/bRUni0Wku9/HVjcSrkPm2hVFt6Zxpn1M7A0RXIX6P8d+QKrwVJN5OycTE0aGJZLwOG3qdXwhWXq+2EiP7xTZSHLUiDcdfBj52lokvJxQQB+akJtfwFa3g9uKzkjaDSUj84ErqtNGBOqhYel1zdJJZu9lR4KuLR6ivZeWEb2ZM5jFAWu3UoR57yt6q8vy6H5urKLfl8UTMdx8hta8dhyN7DvNeVrbMXUeY3ZhzUEgRsVFYXk5GSPP0ajEaWllIej1SqHoNVq4XDQSZiWlob9+/cjNzfX+fyqVasQGhqKjh07OrdZs2aNYh+rVq1CWpqXHCoOh8Ph1AqtW7f29xAqo9GRdyr7QtYapbxXhwXYcIuymEhw0LburJLkMJswFkHVBwFB8VShLrciU2P387SEXlVYEwHmDGEIkd7/9ySp8YEathJgZV9g9QDP76HwwRVzlAuPUaQWoDm8uJqq7kPaSn6tzAf3Bz01oFCbQ1b0V3zavSgEpK5uck9WuVBj7XCdBV9Gyc2CYb1C+aSxI4A+/yEBWHjYt4YiSU+TE4En2Dyd/IpSL9RoPhbo8CJFe12Lt6LFzyEgVv217Dzd+4rycY2G0gn2PEeOH1odCU95gZopWhK49nK6iGPHzQoTK4qA8Wcpmt75Ncqh9uSgAACjdtG4MmRjip8AtHuKmk1AULcIA1SEvFYs6Nyl9IOWwy4ymHg3t/S/wPWVtLQ0NGnSBA899BD27t2Lo0eP4oUXXnDafgHAiBEj0LFjRzzwwAPYu3cvVqxYgddeew2TJ0+GyUQnwMSJE3Hy5Em8+OKLOHLkCD799FMsWrQI06aptO/jcDgcTq0TH+/mi82faLRSccydhUDcaGWE8tJmSQgAtBxake85l5BhiqRIIxNWP0VQtOnop+QyYPcgcG2F6jmb3mCvYQVYsSOAXmIkr+S0+lI8Q+sl5cK5nZ4uDOzllI6gN5O4ZCKDCS/LJVqO1pnoWB0WqVK+zeNA/F2V981s284voWYB7giMA0Zsl0QgoLT5YukfTADpXFwUHDYSx0EJlCNccETqwsbY+iCwfiwJrAIXS7POr5Gtl5wOLwItZXnm7Dwqv+ReGGoNYtRyJxDajhqbRA+k50yRJHp1bsQdm+czP1R+jnnK6kTReHm7FM0GlBFcu0VZzGhuSaJUo6WIqFZPUeHyS94v7IIS6NyQp+/EjSIvX9bEI9CNYHfdNztuuSuGqy80S+tgThWR/YCIXp7H6ILfBG5kZCSWL1+O4uJiDBkyBD179sTmzZuxePFipKaSN6JOp8OSJUug0+mQlpaG+++/Hw8++CBmz57t3E9iYiKWLl2KVatWITU1Fe+99x6+/PJLjBw50l+HxuFwONcV69ev9/cQ1DFFkQWTIYQEhzkeaP2olEMrd1FgaQVNe3vfb+IDwNjDUgS1ogA49X/A2V+k/FR3VFRT4AaKjSeCxeK1sI5A6wcp8uywes4blhcqeWPYJqqIjx1Btk5sv+2nUOEcE+9Fx8QUhXISWyy/s/lY9YuEto+TSFQr4nIda2RvpXBUNCwQ81jlbg4OC6VHACTCbs2morVzvwNLO1Aqh8K1QqDHjs5VpqQ47OSdW54LBd3eAgb8JBsj88G95P6zZLmjFjEdpceHwLANdP9qBr2/a+4wI7gV3RqbVn6O5S7Lm2k06Sbd7/s1cMNC8XgsyvNCqwdu+IG8ihlH3gNOzfcewT32GeVRy/dXcIQuWNgFkLtCR9eCSnaxoTXKzgWXbViEPnYEFcW1m1Tl3HW/uSgAQM+ePb02ZEhISMAff/zhcZvBgwdjzx43BtEcDofDuT4xRVKUbu1woMdHJAr7fiUWhblYa3V9C0h8yPsXvZx2kyhPcssEimKZ46njkycqCoGQqvl5AgACm1EUiwnc0gvA+cUkRgHPorEqRInpfX3ElIcSsQg7bixFaVkeqy4QGPAjCUp9EHWmyniJRGNoB4payml1L93un+W9NfGRj0hItRMbI8hTFJziSBSs7GLCXgJoQ8U8VFFosRxrW7EyWsqq/3WBUgcugETn2uHUlCFe1uXOFUMI5Vxnr3TvHctEsq2YBPr/2pDIjb8DSJkJhHV276QRmkQCnaWjyGGRchYVveOKFM0FlM0m2v+VzmlPMIHuLYLLCsjkAjfrR+DYXHIraXajtGKihtYIxI2R7rNbtj+We+3c3kAWfOEplP7D8rsF3+Oyfu1kxuFwOJxrn4EDB/p7COrEDKMvx5zVtIxtt1Alv0Ws0JcLLUMwRQ594cIK4GdRRLFopeWSe9N6ORVF1YvgCoKyiKf4JPDnU1KbYG/OD76yfzZ1yCo5K4pAUUge/AeJcyYedQGih6oorthc5qxULzYqOQOc/U29iMuV3PXKtsJRA4Db86iNbngKPcba4saNAsYelUTeucXApjtpvpiQaj4O6DtP2p8ukHKFj/9bmj9A5tHrRYAbQugCoPlYya/WlZihQOtHKEdVa6Q81c130nPBrYGOL7jfv62MbOHYxYQc1g2NCVJjE6V4z15JrhaCQOc0cypwh148F/sv8Lwdi9DL/XpZkVnMEGDoWnU3CcbQtdQamN3v+JLYhCIMGL0X6PVp5df0/oKKDXc8SW2cf25KTVt8xK8R3GsNu92OiooqGGVzAAAGgwE6XRWWyDgczjXF+fPn0bx5c+8b1jedXyNP0TM/kMgoPkWemkNWA2nfeG/o4Bax+1Tmh8rcTp2ZlryLjgIDf1V/6djD3lvmqsGifWFUYK2INA/bSNZXnhiR7j5HUs7JeeSve2EpcONKyhttMZ4EZ0WxlAdpjKA2uAUHgEtbgd7/BkbtJCsotWhg9koSKl1mV3YHcCWwOXBpo/Q7q+IHpPQAllJiCFVeMFzeQc0H5C4Zwa2Ux84uBgQbYLORT68xXNZlzYcLlfwDQMqsyu155e/R97/e96NG8QkSxM1vrvxcZBpwy0n3n6X1KnDhD7oYOfsTXdB5sodjc1dR7PnCK6AZ5e52fVt6jNmEWQtc8mlVkLfZDW4NdH1T+t1d58CCw3Qe5m6SItHWfPfv4QIXuD4gCAJycnKQn5/v76Fcs4SHhyMmJgaaqpqbczicBs+JEyfQu7eP0c/6xF4u+XtqjdIyaFk25dFWFxaBPPcbpSWM2Eb3wzpR8VpJlvvXarTui4u8cY8soscErr2cooXeiOzr23voAkhU6INI3OpMQOKDdHw6EwnBhHso/aPgIAnXsguUB2wSo3xqAjegGQCBlvY7v1b5eTnm5koXhdyNwKG3Kbc0Zihw+2Wp61bJGWDvdBLOwa3oIiYokZ5jDgLMtaHNo3Sb9AzlnoZ1AvL3UZGesavk6eotggsAy7pR2kv7p7xvW1VY+kXC3ZWf0xnJ/cAdrG11+UXg8k4qQvMEO48O/gPoNdfDfqMpomy9LEVzdQFkx/fnJLJuG77J/evl7Ps7uVp0f4+K3dyx/ib6bMJTpM+7It+39wAXuD7BxG10dDTMZjMXaVVAEASUlpY6rd5iY32IIHA4nGsKV7vHBsPx/wC7RBsnrZG+zM0tSYRWFFLRU2Azz/tQg0WqLHkkkiL7SG2Cr+ykwis1HBXAqoFAyt+BuGoUQsu/e9jSctFRqqJv/1dq51tT2LHFDJPSE45/QbdaIy3JszxjrUnsZgbadrvYrtegJnBFUVSeCwTGeB4D8zy1lVE0tSSLRDe0YqRQVjBWUUzFT+0mSgI3VMxxjhkO3GMH/pxCnzkTuBoddfhqP4XEIstrFhx0weJLHrbORP64tiJabq9N2AVQ4eHKjg7ekAtch4uLghpNWUQ+3PN24VT8j72vAn2+FN8rBmjSlS5wPHXScyV7OQnvmGFUfOgOuVMGyz1mNnE+wAWuF+x2u1PcNm3qIYGa4xbWcCM3NxfR0dE8XYHDaWRMmDDB30NQh33pps6RckfDOtIX7PEv6Mu9WgJX5tFpCAEO/IMiqe2nkKBwZxNWUUTL566+rdXBEAI0G0IC7/A7VMRVGwKXLdOzgiBAsqFyFUtamQetNgC4KHoOq4kdJrzWDiVh4ynnM6In0Hk6pRAAlRsWyGE5wMwqrOQUECtePLALAodV+drj/5aOUZ6j2iQVGH/G/bjk6ALoPX0t7tMFAhE9fNuWzfOR95Wdw3xBLnDtFs9pA4CUS80EpDuCW1FqiXy75mPoZ1kP72kncpgvrzsPXAbL6zYES+9bhRSFBnrZ3XBgObdmsw9LFhy3sPnjOcwcTuPjl19+8fcQ1GGiNuEuKb8wrJPkE+rLUrQaIW2B4VvIuksfTPZgB98g43/XRg8VxdTcAJCinVVxanCHzgQMXSOlHvjqdesNZjkVd1Pl5+Sd39gY5PebdCMfXBZBlRPQjObectl7DnJYB0o5cKZhWKjlslqjBqeLQikVVnV9C2g5nh4rOAws70VpCHIxlXg/0P1DErdHPwVOq/jNekMjBmp8LRgcsopcFHyBidLqFA4amwDdPwDCu4gWbl4iuLYSOi+v7vO8nSBQi1/mqiHHcqlqEVyGN4GrCySXijaP01zcdsmzu4Xr7qs+ousTnpZQM/j8cTiNF4vFQ2MDf8I6PB1+n9qJAkC3d4FBS+m+L8VEaujN5J6QPBWIGSEt7+oCqRimnyw6uXEc8D8xZ5J5olZHDKhhK6OuXUD1j8WV/gso11du22SKAlL/UdnWqsV4oMfHwKAltNQv7zTmit4MjDlAxUbeop6CAOSsBS6l0+8Oi3uhJo/gajRA64do2Zy97spOmnd59Dk4EUh+hu6f+w04+6N4/3/Ar3HShYhHRPnkzibMlaj+vkdwjeGU0hFfjZURjYbOy9D21Na4zV+8bC9etMSN9r5fALi6W3rs0hbghwDKv60LgWsIB1reSheoABX0eXJqcIGnKHA4HA6nRjTITmaA9KV7bK5oUWSkL2q2DF9d71hbCRU2tX6IlrVPiDmJOjM1QwhpI217ZSfdCg4pcszyUWvK0g5SBLG2fHCBykLWUaFeOBfVT9nU4dIWurV97d7r1lbi3QdXo6HmA1mLyCEiejDQ7R31bXWBQKe/UepJwREgbwsVxWkNkoBq0lXKIXUlqBV5JQO0/F2W7T1vFQBGbgMWt6qe5Zsv+GKn5o6L6yjHuKWHjnEMnRG4103DCVf6/FfZxlhjoIuI4Vvp78BXEu4G8tKl9tPuGPw7kL2KmmYwe7gqwAVuDSjIKkBpXmm9vZ850oyweC8nBIfD4dQz7dtXo3FBfRAYQ/6afz4liR1bKbBBtF/yZm7vDsEBZH5ABUZdXpcVwwQCeTuA8/8DUt+gx/p+DWy6nbx3w7vQ77UlcPUh5CPa5rHqH4svVORTznLvz5WPFxwhs3+NBkieBjQbSnm47oTZ2uHA1T3kf+qN3l/QkvjG8cDNx4CIburbaTTSXGd+Aux5nvxnASk62X4K0Gyw+uuDEoBzYoqNvYzSILxFFgFqKTz2CFma1QW2Yjq/qsPRf1FqjEZP54e7uasqbR5R/s5WDTRa7xctcpKeph9f2PU0EDvas9WZG7jArSYFWQX4V9K/YCuvhp9hNdEH6DElc4rPInfw4MHo2rUrPvzww7odGIfDua5ZvXo17rnnHn8PozIaLX3JQyPlTOrN5CHa+i/Vz4VluZEnvqSIVsxQ4Mz3VAyTv48sl7q8LnbVakbi03qFlo1bP1wbR0YYQigfmHUdqytSZgHHP6/8ePYKYP8Mut9+Mi1zX/nTfYcufRBFTJOneX9PXQB5FS9JAg7OoVzj5mPUt83dRPNccoZcEFiuLnMjKD1HrgxqhVRBrSgvuKKYIvu6QPfjl7PjCSAgFuj6T+/bVodbc6QUm6pibkmfzZ4XKbJaV+cHy/tePYAuQoISfHtd/kES8Mx5xB37ZwOFR4D4O6s3vGq9ioPSvNJ6FbcAYCu31WrEWBAE2Gz1ewwcDodTr+x4AoCgFC3BrakhQHWRF1sZQsh+6l4BaHmblCvKCs1OfUuV8KHtabk166fqv68r+hDy+c0/WHv7VIM5FLgi9/PVBlBTDU/5q6ZoatgQ5GNKS2h7inoffAPY85z77dIfpAYVZRcq5w73+w44MBvY6SZiGNENSJpKTgu2Ut8LD8/+BhyaU6Wq/ioR2AzQVtNxyBxPebGOct/SLaoLi+A6KsQLSR/5cyKwsi+dL55gOessz7qKcIHbSHn44YexYcMGfPTRR9BoNNBoNJg3bx40Gg2WLVuGHj16wGQyYfPmzXj44Ycxfvx4xeunTp2KwYMHO393OByYM2cOEhMTERgYiNTUVPz0Uy3+o+ZwONcs/fv3975RQ+LSFmopWxvog8nbNVfsvMUEBbMKKzwElOXQ/ZPzaPm4tjCE0Puu9BIJqymH36bcVFe0Li4K3gqAAppRvuvFDb6/d/8fKOrtKW1AH0QivOyCMmVAbyb7NGNT968P6wj0+AAwRVBO9aD/+TYuZ8OBBlhAHdRSnI/s2mvhrEZAMyBZvPCoSrRZsIt3vMwdS3WpZvoNF7iNlI8++ghpaWl4/PHHkZ2djezsbLRsSR6JL7/8Mt58800cPnwYXbq4aZHnwpw5c/DNN9/g888/x8GDBzFt2jTcf//92LChCv+oOBxOoyQvL8/fQ3BP85uBuLHKx4ZtAjq8WLP9xo6iW30IcOQDYPUgEm9MULBWshXFwOlvyXvVklt7+bcALT13erVuRYwn5AJXowXS/o8aK7iDHXvhYd/fI6wD5dJ6ikTqgwB7CUV75e2XHRVA5seUNuLJLitvB9lfmVv43vHN+d51mPtcXULak0ey9Yp3m7CaoDVQnrshtHrv49UmTNynLy2mVeA5uI2UsLAwGI1GmM1mxMRQ15gjR44AAGbPno3hw4f7vC+LxYJ//vOfWL16NdLS6J9H69atsXnzZnzxxRcYNKiKnVY4HE6jIjMzE927d/f3MNQxRlQWVNE30E9N6PoWUHBIrAQXI1HWq5TT2foRKY2BFQoVnyQXhdDkmr2vHGMTEn+16aCgRswwqMbDWJOMlrfRrUYDj1G5+DupaKiq/sMnvOSQ6oMovYB12GI4bMAu0Q7Mk5haN4IuFIJa0WeU9Fffx1bdNIK6pEkqeSSvGVZ3RXAA2bnteaH6r/cmivVigwd2flURLnCvQ3r27Fml7Y8fP47S0tJKothqtaJbt1qqzuRwOJy6IC+d2tnWNloDMHwT5ZOydqcBsUB4J6Dvf6XtWKevshxKZTDVYgT39ALgwCwguG3t7VMNfTDlqLoSM8x3iylAijRXpeIeAAYu9tyiNSiR0iPKLlJzD7VOWZ4ErimS8j0LDtKFiC8CN24scGGJb+P3B/ZyYOAvdWdjBkh57VFVvFg0hNOttwhui1uBsM5VHhaDC9zrkKAgZcK2VquFICj/Sck7jhUX0z/opUuXonlz5dWgyVSHyx8cDueaoMG26gWAEVspN7O22TKB/Fl7fkx+o+PFJW57OVB8iqKB+kCg95fAnmcpMhg9sGp+od4oEdvK1qWIAaggz90cWi6TvZa5hff9lJ5T3vpKi1s8P9/3K7Is+zVG9M0dQI9rdQA0QM9PqBuWO0xN6TiqUmSWPM299VhDYGknoOUdQLe36vZ9DGFAi3FVe03/BbT6ERjnZUMHsPl2YMhaICrNy7aV4Tm4jRij0Qi73UM+lEhUVBSys5UFBBkZGc77HTt2hMlkQlZWFtq2bav4YXm9HA7n+mXJkgYcyTI1rZZJvFfy9wNHP5E6pDGBV3gEWNqRooEA0PwmIPpGErg3LPIu1qqCIYQiyaN31d4+1RixjWygXLm4Afg5EvjNx++B0A7UlIH51NYmTIC7iiYWJdT5EMG1l/reES5mCNDBg7ODvzG3pOLAE//1vm1NqCiQCix9xRhGgtVbisKVXXTBWM1OqFzgNmJatWqF7du34/Tp08jLy4PD4VDdbsiQIdi5cye++eYbHDt2DDNnzsSBAwecz4eEhOD555/HtGnTMH/+fJw4cQK7d+/GJ598gvnz59fX4XA4nAZKSYkbG6nrAbllGCAVQzks9OV88E0gdgTQ/X1KUxDU/w9XC30IFVIxx4a6Iqgl+e264nrs3tDqqCmDtw5WVWXva8DaoXTftSAp7iZg5xTgzEL3rw9KICFsL6t6fnBDhc2Dph5knuVy1bbfMQn4XiMVYrrjMusC6D1QpwYXuI2Y559/HjqdDh07dkRUVBSyslRaLQIYOXIkpk+fjhdffBG9evVCUVERHnzwQcU2r7/+OqZPn445c+agQ4cOGDVqFJYuXYrExMT6OBQOh9OAcU1duq5wjS6xqJS9nDxS975CQlCwA7/GUvpCbcEaVaQ/UHv7rAp1WaFfFQTRz90QXjm/d+AvVISmZnPG6PUpMOBHyquNHVFnw6xXAsQCwLr0wQWA8eeBIauq9pr8vXQreMnfbi66nwS38bydG3gObjUxR5qhD9DXeyczc6TvV5ft27dHenq64rGHH35YddtZs2Zh1qxZbvel0WjwzDPP4JlnnvH5/TkczvVB587VLwRpdMh9cFmBWflF4IDYTpYJj9qgSVe6rWoErbZwiic/e8HqxLoSs8qFljWfPGF9ab/b4dlaHZZfYZZs3ryJa4rZWx6tCsamdOttBSBmSNWKGF3gAreahMWHYUrmlFrtLOYNc6TZ5za9HA6HU1+sWLGiYbbqrUuSpqo3i9AFUFtgoUISuLYSoOQ03a9mVyZVghOBZkOr39K1pjCBW80cyVpDH0Q/I9IrP7dUvPjyFG0+swjYPRUYvIwuQAJj6mSY9Ur8XcDev0nivyGRNo+6+tWx+OYCtwaExYdxwcnhcDjXI0nPAIkqqQGmpsA94spe7ia6lS+x1qYYrCgGLq4BYkfW3j6rQlACMPao/wWhPojyZz01XfAUwdXoKIVhZRrQ8SUgZWbtj7G+CUoAbtpHtw0NU1Og1d11/jY8B5fD4XA4NaJPnzpuFdsQCW4FRHhpbmEII5P6sI51MwbWLrbwSN3s3xs6IxDaTsoF9hctxlPk9dQ3lZ/TBVBubqQHmykWAbeX1X3TjPpCayD3kLq2kGvAcIHL4XA4nBrBvLI5Iiv6Alk/Ak26AAN+plQCXSDQ5Y3afR+9KCwT7q3d/fqKrZSq4dfd5J/3ZwREUx5yRWHl5/RmirSruUAwTE2l+43FRYHDBS6Hw+FwasbBgwf9PYSGRf4+oPQCCa5S0Z+17ZO12+QBkJbkQ6pXZV5zxAKgi6v99P4il7dTpzW1PFuHFTj2qefmEvIcZl99cDkNnjoTuP/4xz/Qr18/mM1mhIeHq26TlZWFMWPGwGw2Izo6Gi+88AJsNqUrwfr169G9e3eYTCa0bdsW8+bNq7SfuXPnolWrVggICECfPn2wY8eOOjgiDofD4XB8QBdAPrgn5wG/i5HDHh9Itke1hVZHt9lVtGmqtfdvIC4KhZl0qxZ97b+QLNo8pXGYIoFBS+m+pzxezjVFnQlcq9WKO++8E5MmTVJ93m63Y8yYMbBardi6dSvmz5+PefPmYcaMGc5tTp06hTFjxuDGG29ERkYGpk6disceewwrVqxwbrNw4UI8++yzmDlzJnbv3o3U1FSMHDkSubm5dXVoHA6Hw5Fxxx13+HsIDQutiWzCKorqPj81ZjiQcFfdvoc7NDp2xz/vz0i4G0idAySotIxmObWeisy0euo4d6+gvg/ONUmdCdxZs2Zh2rRpSElRb5G4cuVKHDp0CN9++y26du2K0aNH4/XXX8fcuXNhtVLrw88//xyJiYl477330KFDB0yZMgV33HEHPvjgA+d+3n//fTz++ON45JFH0LFjR3z++ecwm83473/ruD0dh8PhcADQ/3OODH0wYCskm7C6jggOWUmFbP6AOUL42yZMZwI6vazuq7rnBbr11vDg8HvA2V9rf2wcv+G3HNz09HSkpKSgWTPJ9HrkyJEoLCx05nOlp6dj2LBhiteNHDnS2bzAarVi165dim20Wi2GDRtWqcEBh8PhcOqGwkKV4p7rmR4fAYkP1o/A9TcRvYBu7/p7FO65vI1uvTV6OPhPYNNtwJU9dT8mTr3gNx/cnJwchbgF4Pw9JyfH4zaFhYUoKyvD1atXYbfbVbc5csR9vo3FYoHFIvXurvY/55IswJJXvddWB1MkEBRff+9XBVq1aoWpU6di6tSp/h4Kh8OpZ1z/B1/3NBddBWzF/rfQqmtGNfCaF0MYUJ4LGMM9b+dsOlD9zlmchkWVBO7LL7+Mt956y+M2hw8fRnJyco0GVdfMmTPHY1tanyjJAn5PAhzltTMoX9AGADdnNliRy+Fwrk969uzp7yE0LK7sAXJWAX2+oip+jv8ITwWCW5NVmydYgVpj8cHlVC1F4bnnnsPhw4c9/rRu3dqnfcXExODixYuKx9jvMTExHrcJDQ1FYGAgIiMjodPpVLdh+1DjlVdeQUFBgfPn7NmzPo1ZgSWvfsUtQO9XhxFjlvvM4XA4VWHp0qX+HkLD4moGkPGSaF0V4O/RXN9otGTXJniJzOrNylvONU+VBG5UVBSSk5M9/hiNXvJcRNLS0rB//36F28GqVasQGhqKjh07OrdZs2aN4nWrVq1CWhp1JDEajejRo4diG4fDgTVr1ji3UcNkMiE0NFTx0xgZPHgwpkyZgilTpiAsLAyRkZGYPn06BPEPvVWrVnj99dfx4IMPIjQ0FE888QQAYPPmzRgwYAACAwPRsmVLPP300ygpKXHuNzc3FzfffDMCAwORmJiI7777zi/Hx+FwOA0S1h51/U3AoXf8O5brHVMUkJdOaQqeaNqXbnkEt9FQZ0VmWVlZyMjIQFZWFux2OzIyMpCRkeHseDNixAh07NgRDzzwAPbu3YsVK1bgtddew+TJk2EyUbXjxIkTcfLkSbz44os4cuQIPv30UyxatAjTpk1zvs+zzz6L//znP5g/fz4OHz6MSZMmoaSkBI888khdHdo1xfz586HX67Fjxw589NFHeP/99/Hll186n3/33XeRmpqKPXv2YPr06Thx4gRGjRqF22+/Hfv27cPChQuxefNmTJkyxfmahx9+GGfPnsW6devw008/4dNPP+W2bBzOdUyPHj38PYSGBRO4F9cBpVn+Hcv1TrMb6VbnJfiW+g9g4GJq68tpFNRZkdmMGTMwf/585+/dunUDAKxbtw6DBw+GTqfDkiVLMGnSJKSlpSEoKAgPPfQQZs+e7XxNYmIili5dimnTpuGjjz5CixYt8OWXX2LkyJHObSZMmIBLly5hxowZyMnJQdeuXbF8+XJe9CDSsmVLfPDBB9BoNEhKSsL+/fvxwQcf4PHHHwcADBkyBM8995xz+8ceewz33Xefs1isXbt2+PjjjzFo0CB89tlnyMrKwrJly7Bjxw706tULAPDVV1+hQ4cO9X5sHA6nYVBRUeHvITQszC2k+/pGXmTW0MkTHZW8uSgExgAtbqn78XDqjToTuPPmzVPtOiYnISEBf/zxh8dtBg8ejD17PNt2sGV4TmX69u0LjcyjMC0tDe+99x7sdjuAysUhe/fuxb59+xRpB4IgwOFw4NSpUzh69Cj0er0iYpOcnOy2Wx2Hw2n87Nu3D506dfL3MBoOOhPQ+lHg5H8BQyO3CWvonBBXLL354HIaHX6zCeM0DIKCghS/FxcX48knn8TTTz9dadv4+HgcPXq0vobG4XA41y59vwLOLGj8PrgNHrG4zNl1jXO9wAVuI2f79u2K37dt24Z27dpBp1P/Y+/evTsOHTqEtm3bqj6fnJwMm82GXbt2OVMUMjMzkZ+fX6vj5nA41w7jx4/39xAaHtarQPI0aqXL8R+tHwWOfuL/bmucesdvncw49UNWVhaeffZZZGZmYsGCBfjkk0/wzDPPuN3+pZdewtatWzFlyhRkZGTg2LFjWLx4sTMFJCkpCaNGjcKTTz6J7du3Y9euXXjssccQGMgrTzmc65WNGzf6ewgNj0NvAae/B8J4fYJfMYQBAbwm53qEC9xGzoMPPoiysjL07t0bkydPxjPPPOO0A1OjS5cu2LBhA44ePYoBAwagW7dumDFjBuLi4pzbfP3114iLi8OgQYNw22234YknnkB0dHR9HA6Hw2mAXLlyxd9DaHgYmwAlp4GSavisc2oPRzlQdsHfo+D4AZ6iUF1MkdRZrL47mZkiq/QSg8GADz/8EJ999lml506fPq36ml69emHlypVu9xkTE4MlS5YoHnvggQeqNC4Oh9N4aNq0qb+H0PDQiF+vlzYDQff4dyzXMymzgCT3q5acxgsXuNUlKJ7a5tZhZ7FKmCJ5m14Oh9PguOGGG/w9hIZH81uAPc8DkX38PZLrG50JCIz19yg4foAL3JoQFM8FJ4fDue5ZvHgx7rmHRykVhLYD7vXSHpbD4dQZXOA2YtavX+/vIXA4HA6Hw+HUO7zIjMPhcDg1omvXrv4eAofD4SjgApfD4XA4NUKr5V8lHA6nYcH/K/mIw+Hw9xCuafj8cTiNl927d/t7CBwOh6OA5+B6wWg0QqvV4sKFC4iKioLRaISGd0TxGUEQYLVacenSJWi1WhiNRn8PicPhcDgcTiOHC1wvaLVaJCYmIjs7GxcucLPo6mI2mxEfH8+XMjmcRsjYsWP9PQQOh8NRwAWuDxiNRsTHx8Nms8Fut/t7ONccOp0Oer2eR745nEbKjh07MHToUH8Pg8PhcJxwgesjGo0GBoMBBoPB30PhcDicBkVubq6/h8DhcDgK+Hoxh8PhcGpEWFiYv4fA4XA4CrjA5XA4HE6N4OkJHA6nocEFLofD4XBqxC+//OLvIXA4HI4CnoMLsrICgMLCQj+PhMPhcK49SktL+f9PDodT57D/M0y3eUIj+LJVI+fkyZNo06aNv4fB4XA4HA6Hw/HC2bNn0aJFC4/b8AgugIiICABAVlYWL5aoJQoLC9GyZUucPXsWoaGh/h7ONQ+fz9qFz2ftwuez9uFzWrvw+axd/DWfgiCgqKgIcXFxXrflAhdSH/WwsDB+4tcyoaGhfE5rET6ftQufz9qFz2ftw+e0duHzWbv4Yz59DUTyIjMOh8PhcDgcTqOCC1wOh8PhcDgcTqOCC1wAJpMJM2fOhMlk8vdQGg18TmsXPp+1C5/P2oXPZ+3D57R24fNZu1wL88ldFDgcDofD4XA4jQoeweVwOBwOh8PhNCq4wOVwOBwOh8PhNCq4wOVwOBwOh8PhNCq4wOVwOBwOh8PhNCq4wAUwd+5ctGrVCgEBAejTpw927Njh7yFdE/z973+HRqNR/CQnJzufLy8vx+TJk9G0aVMEBwfj9ttvx8WLF/044obFxo0bcfPNNyMuLg4ajQa//fab4nlBEDBjxgzExsYiMDAQw4YNw7FjxxTbXLlyBffddx9CQ0MRHh6Ov/zlLyguLq7Ho2hYeJvThx9+uNI5O2rUKMU2fE6JOXPmoFevXggJCUF0dDTGjx+PzMxMxTa+/I1nZWVhzJgxMJvNiI6OxgsvvACbzVafh9Jg8GVOBw8eXOkcnThxomIbPqfEZ599hi5dujibDaSlpWHZsmXO5/n5WTW8zee1dm5e9wJ34cKFePbZZzFz5kzs3r0bqampGDlyJHJzc/09tGuCTp06ITs72/mzefNm53PTpk3D77//jh9//BEbNmzAhQsXcNttt/lxtA2LkpISpKamYu7cuarPv/322/j444/x+eefY/v27QgKCsLIkSNRXl7u3Oa+++7DwYMHsWrVKixZsgQbN27EE088UV+H0ODwNqcAMGrUKMU5u2DBAsXzfE6JDRs2YPLkydi2bRtWrVqFiooKjBgxAiUlJc5tvP2N2+12jBkzBlarFVu3bsX8+fMxb948zJgxwx+H5Hd8mVMAePzxxxXn6Ntvv+18js+pRIsWLfDmm29i165d2LlzJ4YMGYJx48bh4MGDAPj5WVW8zSdwjZ2bwnVO7969hcmTJzt/t9vtQlxcnDBnzhw/juraYObMmUJqaqrqc/n5+YLBYBB+/PFH52OHDx8WAAjp6en1NMJrBwDCr7/+6vzd4XAIMTExwjvvvON8LD8/XzCZTMKCBQsEQRCEQ4cOCQCEP//807nNsmXLBI1GI5w/f77ext5QcZ1TQRCEhx56SBg3bpzb1/A5dU9ubq4AQNiwYYMgCL79jf/xxx+CVqsVcnJynNt89tlnQmhoqGCxWOr3ABogrnMqCIIwaNAg4ZlnnnH7Gj6nnmnSpInw5Zdf8vOzlmDzKQjX3rl5XUdwrVYrdu3ahWHDhjkf02q1GDZsGNLT0/04smuHY8eOIS4uDq1bt8Z9992HrKwsAMCuXbtQUVGhmNvk5GTEx8fzufWBU6dOIScnRzF/YWFh6NOnj3P+0tPTER4ejp49ezq3GTZsGLRaLbZv317vY75WWL9+PaKjo5GUlIRJkybh8uXLzuf4nLqnoKAAABAREQHAt7/x9PR0pKSkoFmzZs5tRo4cicLCQkVU6HrFdU4Z3333HSIjI9G5c2e88sorKC0tdT7H51Qdu92OH374ASUlJUhLS+PnZw1xnU/GtXRu6uv9HRsQeXl5sNvtig8DAJo1a4YjR474aVTXDn369MG8efOQlJSE7OxszJo1CwMGDMCBAweQk5MDo9GI8PBwxWuaNWuGnJwc/wz4GoLNkdq5yZ7LyclBdHS04nm9Xo+IiAg+x24YNWoUbrvtNiQmJuLEiRN49dVXMXr0aKSnp0On0/E5dYPD4cDUqVPRv39/dO7cGQB8+hvPyclRPYfZc9czanMKAPfeey8SEhIQFxeHffv24aWXXkJmZiZ++eUXAHxOXdm/fz/S0tJQXl6O4OBg/Prrr+jYsSMyMjL4+VkN3M0ncO2dm9e1wOXUjNGjRzvvd+nSBX369EFCQgIWLVqEwMBAP46Mw1Hn7rvvdt5PSUlBly5d0KZNG6xfvx5Dhw7148gaNpMnT8aBAwcUOfacmuFuTuX53ikpKYiNjcXQoUNx4sQJtGnTpr6H2eBJSkpCRkYGCgoK8NNPP+Ghhx7Chg0b/D2saxZ389mxY8dr7ty8rlMUIiMjodPpKlVVXrx4ETExMX4a1bVLeHg42rdvj+PHjyMmJgZWqxX5+fmKbfjc+gabI0/nZkxMTKViSJvNhitXrvA59pHWrVsjMjISx48fB8DnVI0pU6ZgyZIlWLduHVq0aOF83Je/8ZiYGNVzmD13veJuTtXo06cPACjOUT6nEkajEW3btkWPHj0wZ84cpKam4qOPPuLnZzVxN59qNPRz87oWuEajET169MCaNWucjzkcDqxZs0aRc8LxjeLiYpw4cQKxsbHo0aMHDAaDYm4zMzORlZXF59YHEhMTERMTo5i/wsJCbN++3Tl/aWlpyM/Px65du5zbrF27Fg6Hw/mPh+OZc+fO4fLly4iNjQXA51SOIAiYMmUKfv31V6xduxaJiYmK5335G09LS8P+/fsVFw2rVq1CaGioc9nzesLbnKqRkZEBAIpzlM+pexwOBywWCz8/awk2n2o0+HOz3svaGhg//PCDYDKZhHnz5gmHDh0SnnjiCSE8PFxRBchR57nnnhPWr18vnDp1StiyZYswbNgwITIyUsjNzRUEQRAmTpwoxMfHC2vXrhV27twppKWlCWlpaX4edcOhqKhI2LNnj7Bnzx4BgPD+++8Le/bsEc6cOSMIgiC8+eabQnh4uLB48WJh3759wrhx44TExEShrKzMuY9Ro0YJ3bp1E7Zv3y5s3rxZaNeunXDPPff465D8jqc5LSoqEp5//nkhPT1dOHXqlLB69Wqhe/fuQrt27YTy8nLnPvicEpMmTRLCwsKE9evXC9nZ2c6f0tJS5zbe/sZtNpvQuXNnYcSIEUJGRoawfPlyISoqSnjllVf8cUh+x9ucHj9+XJg9e7awc+dO4dSpU8LixYuF1q1bCwMHDnTug8+pxMsvvyxs2LBBOHXqlLBv3z7h5ZdfFjQajbBy5UpBEPj5WVU8zee1eG5e9wJXEAThk08+EeLj4wWj0Sj07t1b2LZtm7+HdE0wYcIEITY2VjAajULz5s2FCRMmCMePH3c+X1ZWJjz11FNCkyZNBLPZLNx6661Cdna2H0fcsFi3bp0AoNLPQw89JAgCWYVNnz5daNasmWAymYShQ4cKmZmZin1cvnxZuOeee4Tg4GAhNDRUeOSRR4SioiI/HE3DwNOclpaWCiNGjBCioqIEg8EgJCQkCI8//nili1k+p4TaPAIQvv76a+c2vvyNnz59Whg9erQQGBgoREZGCs8995xQUVFRz0fTMPA2p1lZWcLAgQOFiIgIwWQyCW3bthVeeOEFoaCgQLEfPqfEo48+KiQkJAhGo1GIiooShg4d6hS3gsDPz6riaT6vxXNTIwiCUH/xYg6Hw+FwOBwOp265rnNwORwOh8PhcDiNDy5wORwOh8PhcDiNCi5wORwOh8PhcDiNCi5wORwOh8PhcDiNCi5wORwOh8PhcDiNCi5wORwOh8PhcDiNCi5wORwOh8PhcDiNCi5wORwOh8PhcDiNCi5wORwOh8PhcDiNCi5wORwOh8PhcDiNCi5wORwOh8PhcDiNCi5wORwOh8PhcDiNiv8HWAdJ42DItsYAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"X_test=X[splits[2]]\n",
"plot_forecast(X_test,y_test,y_test_preds,sel_vars=True)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DatetimeIndex(['2023-07-23 16:00:00', '2023-07-23 17:00:00',\n",
" '2023-07-23 18:00:00', '2023-07-23 19:00:00',\n",
" '2023-07-23 20:00:00', '2023-07-23 21:00:00',\n",
" '2023-07-23 22:00:00', '2023-07-23 23:00:00',\n",
" '2023-07-24 00:00:00', '2023-07-24 01:00:00',\n",
" ...\n",
" '2023-07-31 14:00:00', '2023-07-31 15:00:00',\n",
" '2023-07-31 16:00:00', '2023-07-31 17:00:00',\n",
" '2023-07-31 18:00:00', '2023-07-31 19:00:00',\n",
" '2023-07-31 20:00:00', '2023-07-31 21:00:00',\n",
" '2023-07-31 22:00:00', '2023-07-31 23:00:00'],\n",
" dtype='datetime64[ns]', length=200, freq='H')"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fcst_date=\"2023-07-31 23:00:00\"\n",
"dates=pd.date_range(start=None,end=fcst_date,periods=config.FCST_HISTORY,freq=config.FREQUENCY)\n",
"dates"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" air_inlet_temp_deg_f | \n",
" average_cfm | \n",
" average_kw | \n",
" compressor_room_air_generated_cfm | \n",
" compressor_room_energy_cosumed_kwh | \n",
" specific_power_kw_100cfm | \n",
" percentage_loading_based_on_air_supplied_design_600cfm | \n",
" timestamp | \n",
"
\n",
" \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
"Empty DataFrame\n",
"Columns: [air_inlet_temp_deg_f, average_cfm, average_kw, compressor_room_air_generated_cfm, compressor_room_energy_cosumed_kwh, specific_power_kw_100cfm, percentage_loading_based_on_air_supplied_design_600cfm, timestamp]\n",
"Index: []"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#df=pd.read_csv('D:/project/aircompressordata.csv')\n",
"#df=preproc_pipe.fit_transform(df)\n",
"\n",
"new_df=df[df[config.DATETIME_COL].isin(dates)].reset_index(drop=True)\n",
"new_df"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'new_df' is not defined",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32md:\\project\\Pipline\\forecast.ipynb Cell 18\u001b[0m line \u001b[0;36m4\n\u001b[0;32m 1\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mtsai\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39minference\u001b[39;00m \u001b[39mimport\u001b[39;00m load_learner\n\u001b[0;32m 3\u001b[0m predict\u001b[39m=\u001b[39mload_learner(\u001b[39m'\u001b[39m\u001b[39mmodels/InceptionTime2.pt\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[1;32m----> 4\u001b[0m new_df\u001b[39m=\u001b[39mpredict\u001b[39m.\u001b[39mtransform(new_df)\n\u001b[0;32m 6\u001b[0m new_df\n",
"\u001b[1;31mNameError\u001b[0m: name 'new_df' is not defined"
]
}
],
"source": [
"from tsai.inference import load_learner\n",
"\n",
"predict=load_learner('models/InceptionTime2.pt')\n",
"new_df=predict.transform(new_df)\n",
"\n",
"new_df"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1, 7, 200)"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x_feat=new_df.columns[1:]\n",
"new_x,__=prepare_forecasting_data(new_df,fcst_history=fcst_history,fcst_horizon=0,x_vars=x_vars,y_vars=y_vars)\n",
"new_x.shape"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n"
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
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"text/plain": [
""
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"metadata": {},
"output_type": "display_data"
},
{
"ename": "ValueError",
"evalue": "Length of values (72) does not match length of index (168)",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mLossySetitemError\u001b[0m Traceback (most recent call last)",
"File \u001b[1;32mc:\\Users\\99011443\\.conda\\envs\\tsai\\Lib\\site-packages\\pandas\\core\\indexing.py:2084\u001b[0m, in \u001b[0;36m_iLocIndexer._setitem_single_column\u001b[1;34m(self, loc, value, plane_indexer)\u001b[0m\n\u001b[0;32m 2083\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[1;32m-> 2084\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mobj\u001b[39m.\u001b[39;49m_mgr\u001b[39m.\u001b[39;49mcolumn_setitem(\n\u001b[0;32m 2085\u001b[0m loc, plane_indexer, value, inplace_only\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m\n\u001b[0;32m 2086\u001b[0m )\n\u001b[0;32m 2087\u001b[0m \u001b[39mexcept\u001b[39;00m (\u001b[39mValueError\u001b[39;00m, \u001b[39mTypeError\u001b[39;00m, LossySetitemError):\n\u001b[0;32m 2088\u001b[0m \u001b[39m# If we're setting an entire column and we can't do it inplace,\u001b[39;00m\n\u001b[0;32m 2089\u001b[0m \u001b[39m# then we can use value's dtype (or inferred dtype)\u001b[39;00m\n\u001b[0;32m 2090\u001b[0m \u001b[39m# instead of object\u001b[39;00m\n",
"File \u001b[1;32mc:\\Users\\99011443\\.conda\\envs\\tsai\\Lib\\site-packages\\pandas\\core\\internals\\managers.py:1306\u001b[0m, in \u001b[0;36mBlockManager.column_setitem\u001b[1;34m(self, loc, idx, value, inplace_only)\u001b[0m\n\u001b[0;32m 1305\u001b[0m \u001b[39mif\u001b[39;00m inplace_only:\n\u001b[1;32m-> 1306\u001b[0m col_mgr\u001b[39m.\u001b[39;49msetitem_inplace(idx, value)\n\u001b[0;32m 1307\u001b[0m \u001b[39melse\u001b[39;00m:\n",
"File \u001b[1;32mc:\\Users\\99011443\\.conda\\envs\\tsai\\Lib\\site-packages\\pandas\\core\\internals\\managers.py:1991\u001b[0m, in \u001b[0;36mSingleBlockManager.setitem_inplace\u001b[1;34m(self, indexer, value)\u001b[0m\n\u001b[0;32m 1989\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_cache\u001b[39m.\u001b[39mclear()\n\u001b[1;32m-> 1991\u001b[0m \u001b[39msuper\u001b[39;49m()\u001b[39m.\u001b[39;49msetitem_inplace(indexer, value)\n",
"File \u001b[1;32mc:\\Users\\99011443\\.conda\\envs\\tsai\\Lib\\site-packages\\pandas\\core\\internals\\base.py:326\u001b[0m, in \u001b[0;36mSingleDataManager.setitem_inplace\u001b[1;34m(self, indexer, value)\u001b[0m\n\u001b[0;32m 323\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39misinstance\u001b[39m(arr, np\u001b[39m.\u001b[39mndarray):\n\u001b[0;32m 324\u001b[0m \u001b[39m# Note: checking for ndarray instead of np.dtype means we exclude\u001b[39;00m\n\u001b[0;32m 325\u001b[0m \u001b[39m# dt64/td64, which do their own validation.\u001b[39;00m\n\u001b[1;32m--> 326\u001b[0m value \u001b[39m=\u001b[39m np_can_hold_element(arr\u001b[39m.\u001b[39;49mdtype, value)\n\u001b[0;32m 328\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39misinstance\u001b[39m(value, np\u001b[39m.\u001b[39mndarray) \u001b[39mand\u001b[39;00m value\u001b[39m.\u001b[39mndim \u001b[39m==\u001b[39m \u001b[39m1\u001b[39m \u001b[39mand\u001b[39;00m \u001b[39mlen\u001b[39m(value) \u001b[39m==\u001b[39m \u001b[39m1\u001b[39m:\n\u001b[0;32m 329\u001b[0m \u001b[39m# NumPy 1.25 deprecation: https://github.com/numpy/numpy/pull/10615\u001b[39;00m\n",
"File \u001b[1;32mc:\\Users\\99011443\\.conda\\envs\\tsai\\Lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1882\u001b[0m, in \u001b[0;36mnp_can_hold_element\u001b[1;34m(dtype, element)\u001b[0m\n\u001b[0;32m 1880\u001b[0m \u001b[39mif\u001b[39;00m dtype\u001b[39m.\u001b[39mkind \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mV\u001b[39m\u001b[39m\"\u001b[39m:\n\u001b[0;32m 1881\u001b[0m \u001b[39m# i.e. np.void, which cannot hold _anything_\u001b[39;00m\n\u001b[1;32m-> 1882\u001b[0m \u001b[39mraise\u001b[39;00m LossySetitemError\n\u001b[0;32m 1884\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mNotImplementedError\u001b[39;00m(dtype)\n",
"\u001b[1;31mLossySetitemError\u001b[0m: ",
"\nDuring handling of the above exception, another exception occurred:\n",
"\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32md:\\project\\Pipline\\forecast.ipynb Cell 20\u001b[0m line \u001b[0;36m6\n\u001b[0;32m 4\u001b[0m dates\u001b[39m=\u001b[39mpd\u001b[39m.\u001b[39mdate_range(start\u001b[39m=\u001b[39mfcst_date, periods\u001b[39m=\u001b[39mfcst_horizon\u001b[39m+\u001b[39m\u001b[39m1\u001b[39m,freq\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39m1H\u001b[39m\u001b[39m'\u001b[39m)[\u001b[39m1\u001b[39m:]\n\u001b[0;32m 5\u001b[0m preds_df\u001b[39m=\u001b[39mpd\u001b[39m.\u001b[39mDataFrame(dates,columns\u001b[39m=\u001b[39m[datetime_col])\n\u001b[1;32m----> 6\u001b[0m preds_df\u001b[39m.\u001b[39;49mloc[:, y_vars]\u001b[39m=\u001b[39mnew_scaled_preds\n\u001b[0;32m 7\u001b[0m preds_df\u001b[39m=\u001b[39mpredict\u001b[39m.\u001b[39minverse_transform(preds_df)\n\u001b[0;32m 9\u001b[0m preds_df\n",
"File \u001b[1;32mc:\\Users\\99011443\\.conda\\envs\\tsai\\Lib\\site-packages\\pandas\\core\\indexing.py:885\u001b[0m, in \u001b[0;36m_LocationIndexer.__setitem__\u001b[1;34m(self, key, value)\u001b[0m\n\u001b[0;32m 882\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_has_valid_setitem_indexer(key)\n\u001b[0;32m 884\u001b[0m iloc \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mname \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39miloc\u001b[39m\u001b[39m\"\u001b[39m \u001b[39melse\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mobj\u001b[39m.\u001b[39miloc\n\u001b[1;32m--> 885\u001b[0m iloc\u001b[39m.\u001b[39;49m_setitem_with_indexer(indexer, value, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mname)\n",
"File \u001b[1;32mc:\\Users\\99011443\\.conda\\envs\\tsai\\Lib\\site-packages\\pandas\\core\\indexing.py:1893\u001b[0m, in \u001b[0;36m_iLocIndexer._setitem_with_indexer\u001b[1;34m(self, indexer, value, name)\u001b[0m\n\u001b[0;32m 1890\u001b[0m \u001b[39m# align and set the values\u001b[39;00m\n\u001b[0;32m 1891\u001b[0m \u001b[39mif\u001b[39;00m take_split_path:\n\u001b[0;32m 1892\u001b[0m \u001b[39m# We have to operate column-wise\u001b[39;00m\n\u001b[1;32m-> 1893\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_setitem_with_indexer_split_path(indexer, value, name)\n\u001b[0;32m 1894\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m 1895\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_setitem_single_block(indexer, value, name)\n",
"File \u001b[1;32mc:\\Users\\99011443\\.conda\\envs\\tsai\\Lib\\site-packages\\pandas\\core\\indexing.py:1933\u001b[0m, in \u001b[0;36m_iLocIndexer._setitem_with_indexer_split_path\u001b[1;34m(self, indexer, value, name)\u001b[0m\n\u001b[0;32m 1928\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_setitem_with_indexer_frame_value(indexer, value, name)\n\u001b[0;32m 1930\u001b[0m \u001b[39melif\u001b[39;00m np\u001b[39m.\u001b[39mndim(value) \u001b[39m==\u001b[39m \u001b[39m2\u001b[39m:\n\u001b[0;32m 1931\u001b[0m \u001b[39m# TODO: avoid np.ndim call in case it isn't an ndarray, since\u001b[39;00m\n\u001b[0;32m 1932\u001b[0m \u001b[39m# that will construct an ndarray, which will be wasteful\u001b[39;00m\n\u001b[1;32m-> 1933\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_setitem_with_indexer_2d_value(indexer, value)\n\u001b[0;32m 1935\u001b[0m \u001b[39melif\u001b[39;00m \u001b[39mlen\u001b[39m(ilocs) \u001b[39m==\u001b[39m \u001b[39m1\u001b[39m \u001b[39mand\u001b[39;00m lplane_indexer \u001b[39m==\u001b[39m \u001b[39mlen\u001b[39m(value) \u001b[39mand\u001b[39;00m \u001b[39mnot\u001b[39;00m is_scalar(pi):\n\u001b[0;32m 1936\u001b[0m \u001b[39m# We are setting multiple rows in a single column.\u001b[39;00m\n\u001b[0;32m 1937\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_setitem_single_column(ilocs[\u001b[39m0\u001b[39m], value, pi)\n",
"File \u001b[1;32mc:\\Users\\99011443\\.conda\\envs\\tsai\\Lib\\site-packages\\pandas\\core\\indexing.py:2008\u001b[0m, in \u001b[0;36m_iLocIndexer._setitem_with_indexer_2d_value\u001b[1;34m(self, indexer, value)\u001b[0m\n\u001b[0;32m 2005\u001b[0m \u001b[39mif\u001b[39;00m is_object_dtype(value_col\u001b[39m.\u001b[39mdtype):\n\u001b[0;32m 2006\u001b[0m \u001b[39m# casting to list so that we do type inference in setitem_single_column\u001b[39;00m\n\u001b[0;32m 2007\u001b[0m value_col \u001b[39m=\u001b[39m value_col\u001b[39m.\u001b[39mtolist()\n\u001b[1;32m-> 2008\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_setitem_single_column(loc, value_col, pi)\n",
"File \u001b[1;32mc:\\Users\\99011443\\.conda\\envs\\tsai\\Lib\\site-packages\\pandas\\core\\indexing.py:2091\u001b[0m, in \u001b[0;36m_iLocIndexer._setitem_single_column\u001b[1;34m(self, loc, value, plane_indexer)\u001b[0m\n\u001b[0;32m 2084\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mobj\u001b[39m.\u001b[39m_mgr\u001b[39m.\u001b[39mcolumn_setitem(\n\u001b[0;32m 2085\u001b[0m loc, plane_indexer, value, inplace_only\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m\n\u001b[0;32m 2086\u001b[0m )\n\u001b[0;32m 2087\u001b[0m \u001b[39mexcept\u001b[39;00m (\u001b[39mValueError\u001b[39;00m, \u001b[39mTypeError\u001b[39;00m, LossySetitemError):\n\u001b[0;32m 2088\u001b[0m \u001b[39m# If we're setting an entire column and we can't do it inplace,\u001b[39;00m\n\u001b[0;32m 2089\u001b[0m \u001b[39m# then we can use value's dtype (or inferred dtype)\u001b[39;00m\n\u001b[0;32m 2090\u001b[0m \u001b[39m# instead of object\u001b[39;00m\n\u001b[1;32m-> 2091\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mobj\u001b[39m.\u001b[39;49misetitem(loc, value)\n\u001b[0;32m 2092\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m 2093\u001b[0m \u001b[39m# set value into the column (first attempting to operate inplace, then\u001b[39;00m\n\u001b[0;32m 2094\u001b[0m \u001b[39m# falling back to casting if necessary)\u001b[39;00m\n\u001b[0;32m 2095\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mobj\u001b[39m.\u001b[39m_mgr\u001b[39m.\u001b[39mcolumn_setitem(loc, plane_indexer, value)\n",
"File \u001b[1;32mc:\\Users\\99011443\\.conda\\envs\\tsai\\Lib\\site-packages\\pandas\\core\\frame.py:4059\u001b[0m, in \u001b[0;36mDataFrame.isetitem\u001b[1;34m(self, loc, value)\u001b[0m\n\u001b[0;32m 4056\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_iset_item_mgr(idx, arraylike, inplace\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m, refs\u001b[39m=\u001b[39mrefs)\n\u001b[0;32m 4057\u001b[0m \u001b[39mreturn\u001b[39;00m\n\u001b[1;32m-> 4059\u001b[0m arraylike, refs \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_sanitize_column(value)\n\u001b[0;32m 4060\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_iset_item_mgr(loc, arraylike, inplace\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m, refs\u001b[39m=\u001b[39mrefs)\n",
"File \u001b[1;32mc:\\Users\\99011443\\.conda\\envs\\tsai\\Lib\\site-packages\\pandas\\core\\frame.py:5039\u001b[0m, in \u001b[0;36mDataFrame._sanitize_column\u001b[1;34m(self, value)\u001b[0m\n\u001b[0;32m 5036\u001b[0m \u001b[39mreturn\u001b[39;00m _reindex_for_setitem(value, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mindex)\n\u001b[0;32m 5038\u001b[0m \u001b[39mif\u001b[39;00m is_list_like(value):\n\u001b[1;32m-> 5039\u001b[0m com\u001b[39m.\u001b[39;49mrequire_length_match(value, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mindex)\n\u001b[0;32m 5040\u001b[0m \u001b[39mreturn\u001b[39;00m sanitize_array(value, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mindex, copy\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m, allow_2d\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m), \u001b[39mNone\u001b[39;00m\n",
"File \u001b[1;32mc:\\Users\\99011443\\.conda\\envs\\tsai\\Lib\\site-packages\\pandas\\core\\common.py:561\u001b[0m, in \u001b[0;36mrequire_length_match\u001b[1;34m(data, index)\u001b[0m\n\u001b[0;32m 557\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m 558\u001b[0m \u001b[39mCheck the length of data matches the length of the index.\u001b[39;00m\n\u001b[0;32m 559\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m 560\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mlen\u001b[39m(data) \u001b[39m!=\u001b[39m \u001b[39mlen\u001b[39m(index):\n\u001b[1;32m--> 561\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\n\u001b[0;32m 562\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mLength of values \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m 563\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m(\u001b[39m\u001b[39m{\u001b[39;00m\u001b[39mlen\u001b[39m(data)\u001b[39m}\u001b[39;00m\u001b[39m) \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m 564\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mdoes not match length of index \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m 565\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m(\u001b[39m\u001b[39m{\u001b[39;00m\u001b[39mlen\u001b[39m(index)\u001b[39m}\u001b[39;00m\u001b[39m)\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m 566\u001b[0m )\n",
"\u001b[1;31mValueError\u001b[0m: Length of values (72) does not match length of index (168)"
]
}
],
"source": [
"new_scaled_preds, *_ = learn.get_X_preds(new_x)\n",
"\n",
"new_scaled_preds=to_np(new_scaled_preds).swapaxes(1,2).reshape(-1,len(y_vars))\n",
"dates=pd.date_range(start=fcst_date, periods=fcst_horizon+1,freq='1H')[1:]\n",
"preds_df=pd.DataFrame(dates,columns=[datetime_col])\n",
"preds_df.loc[:, y_vars]=new_scaled_preds\n",
"preds_df=learn.inverse_transform(preds_df)\n",
"\n",
"preds_df"
]
}
],
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