From f3bdbcf114d16fd171dd004575c83f2232090fa6 Mon Sep 17 00:00:00 2001 From: Samriddhi Singh Date: Fri, 13 Oct 2023 08:29:55 +0200 Subject: [PATCH] Doc/data leak (#2020) * changes * deleating logs * update notebooks * add progress bar callback * update first notebook with new progress bar * update remaining notebooks --------- Co-authored-by: simsalabim1 <63498227+simsalabim1@users.noreply.github.com> Co-authored-by: dennisbader --- CHANGELOG.md | 4 + .../forecasting/torch_forecasting_model.py | 22 +- darts/utils/callbacks.py | 102 +++++ .../01-multi-time-series-and-covariates.ipynb | 422 ++++++++++++------ examples/05-TCN-examples.ipynb | 422 +++++++++++------- examples/07-NBEATS-examples.ipynb | 287 +++++++----- examples/08-DeepAR-examples.ipynb | 219 ++++++--- examples/09-DeepTCN-examples.ipynb | 205 ++++++--- 8 files changed, 1172 insertions(+), 511 deletions(-) create mode 100644 darts/utils/callbacks.py diff --git a/CHANGELOG.md b/CHANGELOG.md index d4441fed65..781378a521 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -9,6 +9,10 @@ but cannot always guarantee backwards compatibility. Changes that may **break co [Full Changelog](https://github.com/unit8co/darts/compare/0.26.0...master) ### For users of the library: +- Improvements to `TorchForecastingModel`: + - Added callback `darts.utils.callbacks.TFMProgressBar` to customize at which model stages to display the progress bar. [#2020](https://github.com/unit8co/darts/pull/2020) by [Dennis Bader](https://github.com/dennisbader). +- Improvements to documentation: + - Adapted the example notebooks to properly apply data transformers and avoid look-ahead bias. [#2020](https://github.com/unit8co/darts/pull/2020) by [Samriddhi Singh](https://github.com/SimTheGreat). ### For developers of the library: ## [0.26.0](https://github.com/unit8co/darts/tree/0.26.0) (2023-09-16) diff --git a/darts/models/forecasting/torch_forecasting_model.py b/darts/models/forecasting/torch_forecasting_model.py index 347890ceec..c0b76c1513 100644 --- a/darts/models/forecasting/torch_forecasting_model.py +++ b/darts/models/forecasting/torch_forecasting_model.py @@ -35,6 +35,7 @@ import pytorch_lightning as pl import torch from pytorch_lightning import loggers as pl_loggers +from pytorch_lightning.callbacks import ProgressBar from torch import Tensor from torch.utils.data import DataLoader @@ -510,7 +511,11 @@ def _setup_trainer( return trainer trainer_params = {key: val for key, val in self.trainer_params.items()} - if verbose is not None: + has_progress_bar = any( + [isinstance(cb, ProgressBar) for cb in trainer_params.get("callbacks", [])] + ) + # we ignore `verbose` if `trainer` has a progress bar, to avoid errors from lightning + if verbose is not None and not has_progress_bar: trainer_params["enable_model_summary"] = ( verbose if model.epochs_trained == 0 else False ) @@ -653,7 +658,8 @@ def fit( Optionally, a custom PyTorch-Lightning Trainer object to perform training. Using a custom ``trainer`` will override Darts' default trainer. verbose - Optionally, whether to print progress. + Optionally, whether to print the progress. Ignored if there is a `ProgressBar` callback in + `pl_trainer_kwargs`. epochs If specified, will train the model for ``epochs`` (additional) epochs, irrespective of what ``n_epochs`` was provided to the model constructor. @@ -883,7 +889,8 @@ def fit_from_dataset( Optionally, a custom PyTorch-Lightning Trainer object to perform prediction. Using a custom `trainer` will override Darts' default trainer. verbose - Optionally, whether to print progress. + Optionally, whether to print the progress. Ignored if there is a `ProgressBar` callback in + `pl_trainer_kwargs`. epochs If specified, will train the model for ``epochs`` (additional) epochs, irrespective of what ``n_epochs`` was provided to the model constructor. @@ -1125,7 +1132,8 @@ def lr_find( Optionally, a custom PyTorch-Lightning Trainer object to perform training. Using a custom ``trainer`` will override Darts' default trainer. verbose - Optionally, whether to print progress. + Optionally, whether to print the progress. Ignored if there is a `ProgressBar` callback in + `pl_trainer_kwargs`. epochs If specified, will train the model for ``epochs`` (additional) epochs, irrespective of what ``n_epochs`` was provided to the model constructor. @@ -1249,7 +1257,8 @@ def predict( batch_size Size of batches during prediction. Defaults to the models' training ``batch_size`` value. verbose - Optionally, whether to print progress. + Optionally, whether to print the progress. Ignored if there is a `ProgressBar` callback in + `pl_trainer_kwargs`. n_jobs The number of jobs to run in parallel. ``-1`` means using all processors. Defaults to ``1``. roll_size @@ -1386,7 +1395,8 @@ def predict_from_dataset( batch_size Size of batches during prediction. Defaults to the models ``batch_size`` value. verbose - Optionally, whether to print progress. + Optionally, whether to print the progress. Ignored if there is a `ProgressBar` callback in + `pl_trainer_kwargs`. n_jobs The number of jobs to run in parallel. ``-1`` means using all processors. Defaults to ``1``. roll_size diff --git a/darts/utils/callbacks.py b/darts/utils/callbacks.py new file mode 100644 index 0000000000..d3d8db339b --- /dev/null +++ b/darts/utils/callbacks.py @@ -0,0 +1,102 @@ +import sys + +from pytorch_lightning.callbacks import TQDMProgressBar +from pytorch_lightning.callbacks.progress.tqdm_progress import Tqdm + + +class TFMProgressBar(TQDMProgressBar): + def __init__( + self, + enable_sanity_check_bar: bool = True, + enable_train_bar: bool = True, + enable_validation_bar: bool = True, + enable_prediction_bar: bool = True, + enable_train_bar_only: bool = False, + **kwargs + ): + """Darts' Progress Bar for `TorchForecastingModels`. + + Allows to customize for which model stages (sanity checks, training, validation, prediction) to display a + progress bar. + + This class is a PyTorch Lightning `Callback` and can be passed to the `TorchForecastingModel` constructor + through the `pl_trainer_kwargs` parameter. + + Examples + -------- + >>> from darts.models import NBEATSModel + >>> from darts.utils.callbacks import TFMProgressBar + >>> # only display the training bar and not the validation, prediction, and sanity check bars + >>> prog_bar = TFMProgressBar(enable_train_bar_only=True) + >>> model = NBEATSModel(1, 1, pl_trainer_kwargs={"callbacks": [prog_bar]}) + + Parameters + ---------- + enable_sanity_check_bar + Whether to enable to progress bar for sanity checks. + enable_train_bar + Whether to enable to progress bar for training. + enable_validation_bar + Whether to enable to progress bar for validation. + enable_prediction_bar + Whether to enable to progress bar for prediction. + enable_train_bar_only + Whether to disable all progress bars except the bar for training. + **kwargs + Arguments passed to the PyTorch Lightning's `TQDMProgressBar + `_. + """ + super().__init__(**kwargs) + self.enable_sanity_check_bar = enable_sanity_check_bar + self.enable_train_bar = enable_train_bar + self.enable_validation_bar = enable_validation_bar + self.enable_prediction_bar = enable_prediction_bar + self.enable_train_bar_only = enable_train_bar_only + + def init_sanity_tqdm(self) -> Tqdm: + """Override this to customize the tqdm bar for the validation sanity run.""" + return Tqdm( + desc=self.sanity_check_description, + position=(2 * self.process_position), + disable=not self.enable_sanity_check_bar or self.enable_train_bar_only, + leave=False, + dynamic_ncols=True, + file=sys.stdout, + ) + + def init_predict_tqdm(self) -> Tqdm: + """Override this to customize the tqdm bar for predicting.""" + return Tqdm( + desc=self.predict_description, + position=(2 * self.process_position), + disable=not self.enable_prediction_bar or self.enable_train_bar_only, + leave=True, + dynamic_ncols=True, + file=sys.stdout, + smoothing=0, + ) + + def init_train_tqdm(self) -> Tqdm: + """Override this to customize the tqdm bar for training.""" + return Tqdm( + desc=self.train_description, + position=(2 * self.process_position), + disable=not self.enable_train_bar, + leave=True, + dynamic_ncols=True, + file=sys.stdout, + smoothing=0, + ) + + def init_validation_tqdm(self) -> Tqdm: + """Override this to customize the tqdm bar for validation.""" + # The train progress bar doesn't exist in `trainer.validate()` + has_main_bar = self.trainer.state.fn != "validate" + return Tqdm( + desc=self.validation_description, + position=(2 * self.process_position + has_main_bar), + disable=not self.enable_validation_bar or self.enable_train_bar_only, + leave=not has_main_bar, + dynamic_ncols=True, + file=sys.stdout, + ) diff --git a/examples/01-multi-time-series-and-covariates.ipynb b/examples/01-multi-time-series-and-covariates.ipynb index 30e97bcf91..f3dea1d1bb 100644 --- a/examples/01-multi-time-series-and-covariates.ipynb +++ b/examples/01-multi-time-series-and-covariates.ipynb @@ -19,9 +19,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], "source": [ "# fix python path if working locally\n", @@ -34,7 +32,8 @@ "import torch\n", "import matplotlib.pyplot as plt\n", "\n", - "from darts import TimeSeries\n", + "from darts import TimeSeries, concatenate\n", + "from darts.utils.callbacks import TFMProgressBar\n", "from darts.utils.timeseries_generation import (\n", " gaussian_timeseries,\n", " linear_timeseries,\n", @@ -65,7 +64,17 @@ "\n", "# for reproducibility\n", "torch.manual_seed(1)\n", - "np.random.seed(1)" + "np.random.seed(1)\n", + "\n", + "\n", + "def generate_torch_kwargs():\n", + " # run torch models on CPU, and disable progress bars for all model stages except training.\n", + " return {\n", + " \"pl_trainer_kwargs\": {\n", + " \"accelerator\": \"cpu\",\n", + " \"callbacks\": [TFMProgressBar(enable_train_bar_only=True)],\n", + " }\n", + " }" ] }, { @@ -83,7 +92,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -116,7 +125,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -205,7 +214,11 @@ "outputs": [], "source": [ "model_air = NBEATSModel(\n", - " input_chunk_length=24, output_chunk_length=12, n_epochs=200, random_state=0\n", + " input_chunk_length=24,\n", + " output_chunk_length=12,\n", + " n_epochs=200,\n", + " random_state=0,\n", + " **generate_torch_kwargs()\n", ")" ] }, @@ -224,7 +237,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a4e3eea31b2244d4a0b5720a85d8a8b9", + "model_id": "f13ab7bf59874aaba64679b11697e3a8", "version_major": 2, "version_minor": 0 }, @@ -234,10 +247,20 @@ }, "metadata": {}, "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "NBEATSModel(generic_architecture=True, num_stacks=30, num_blocks=1, num_layers=4, layer_widths=256, expansion_coefficient_dim=5, trend_polynomial_degree=2, dropout=0.0, activation=ReLU, input_chunk_length=24, output_chunk_length=12, n_epochs=200, random_state=0, pl_trainer_kwargs={'accelerator': 'cpu', 'callbacks': []})" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "model_air.fit(train_air, verbose=True);" + "model_air.fit(train_air)" ] }, { @@ -252,20 +275,6 @@ "execution_count": 7, "metadata": {}, "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9bd036f9ee1a4bb8aa1189902a1fa519", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Predicting: 3it [00:00, ?it/s]" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "name": "stdout", "output_type": "stream", @@ -275,7 +284,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -336,7 +345,11 @@ "outputs": [], "source": [ "model_air_milk = NBEATSModel(\n", - " input_chunk_length=24, output_chunk_length=12, n_epochs=100, random_state=0\n", + " input_chunk_length=24,\n", + " output_chunk_length=12,\n", + " n_epochs=100,\n", + " random_state=0,\n", + " **generate_torch_kwargs()\n", ")" ] }, @@ -355,7 +368,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "dfa3b9016acc45f1b9402baa605da2a2", + "model_id": "4d958219d6ba4fec91343c20b80482a5", "version_major": 2, "version_minor": 0 }, @@ -365,10 +378,20 @@ }, "metadata": {}, "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "NBEATSModel(generic_architecture=True, num_stacks=30, num_blocks=1, num_layers=4, layer_widths=256, expansion_coefficient_dim=5, trend_polynomial_degree=2, dropout=0.0, activation=ReLU, input_chunk_length=24, output_chunk_length=12, n_epochs=100, random_state=0, pl_trainer_kwargs={'accelerator': 'cpu', 'callbacks': []})" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "model_air_milk.fit([train_air, train_milk], verbose=True);" + "model_air_milk.fit([train_air, train_milk])" ] }, { @@ -394,20 +417,6 @@ "execution_count": 10, "metadata": {}, "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "790ca8d2550e4d3590473ae4965f56ac", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Predicting: 7it [00:00, ?it/s]" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "name": "stdout", "output_type": "stream", @@ -417,7 +426,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -453,21 +462,17 @@ "outputs": [ { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7b2b34bb24c640bf89edb604b75de9fc", - "version_major": 2, - "version_minor": 0 - }, "text/plain": [ - "Predicting: 7it [00:00, ?it/s]" + "" ] }, + "execution_count": 11, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -482,7 +487,7 @@ "\n", "any_series.plot(label='\"any series, really\"')\n", "pred.plot(label=\"forecast\")\n", - "plt.legend();" + "plt.legend()" ] }, { @@ -501,21 +506,17 @@ "outputs": [ { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "0cbde1e25960435ab7b191ba3d2b5281", - "version_major": 2, - "version_minor": 0 - }, "text/plain": [ - "Predicting: 7it [00:00, ?it/s]" + "" ] }, + "execution_count": 12, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -528,7 +529,7 @@ "pred_list = model_air_milk.predict(n=36, series=[train_air, train_milk])\n", "for series, label in zip(pred_list, [\"air passengers\", \"milk production\"]):\n", " series.plot(label=f\"forecast {label}\")\n", - "plt.legend();" + "plt.legend()" ] }, { @@ -557,7 +558,17 @@ "outputs": [ { "data": { - "image/png": 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", + "text/plain": [ + "Text(0.5, 1.0, 'Milk production covariates (year and month)')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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", "text/plain": [ "
" ] @@ -588,13 +599,6 @@ "air_covariates = air_year.stack(air_month)\n", "milk_covariates = milk_year.stack(milk_month)\n", "\n", - "# scale them between 0 and 1:\n", - "scaler_dt_air = Scaler()\n", - "air_covariates = scaler_dt_air.fit_transform(air_covariates)\n", - "\n", - "scaler_dt_milk = Scaler()\n", - "milk_covariates = scaler_dt_milk.fit_transform(milk_covariates)\n", - "\n", "# split in train/validation sets:\n", "air_train_covariates, air_val_covariates = air_covariates[:-36], air_covariates[-36:]\n", "milk_train_covariates, milk_val_covariates = (\n", @@ -602,6 +606,19 @@ " milk_covariates[-36:],\n", ")\n", "\n", + "# scale them between 0 and 1:\n", + "scaler_covariates = Scaler()\n", + "air_train_covariates, milk_train_covariates = scaler_covariates.fit_transform(\n", + " [air_train_covariates, milk_train_covariates]\n", + ")\n", + "air_val_covariates, milk_val_covariates = scaler_covariates.transform(\n", + " [air_val_covariates, milk_val_covariates]\n", + ")\n", + "\n", + "# concatenate for the full scaled series; we can feed this to model.fit()/predict() as Darts will extract the required covariates for you\n", + "air_covariates = concatenate([air_train_covariates, air_val_covariates])\n", + "milk_covariates = concatenate([milk_train_covariates, milk_val_covariates])\n", + "\n", "# plot the covariates:\n", "plt.figure()\n", "air_covariates.plot()\n", @@ -609,7 +626,7 @@ "\n", "plt.figure()\n", "milk_covariates.plot()\n", - "plt.title(\"Milk production covariates (year and month)\");" + "plt.title(\"Milk production covariates (year and month)\")" ] }, { @@ -621,7 +638,8 @@ "Note that here the covariates series are **multivariate time series**: they contain two dimensions - one dimension for the year and one for the month.\n", "\n", "### Training with Covariates\n", - "Let's revisit our example again, this time with covariates. We will build a `BlockRNNModel` here:" + "Let's revisit our example again, this time with covariates. We will build a `BlockRNNModel` here.\n", + "We activate checkpointing to keep track of the model performance on a validation set over time." ] }, { @@ -630,12 +648,17 @@ "metadata": {}, "outputs": [], "source": [ + "model_name = \"BlockRNN_test\"\n", "model_pastcov = BlockRNNModel(\n", " model=\"LSTM\",\n", " input_chunk_length=24,\n", " output_chunk_length=12,\n", " n_epochs=100,\n", " random_state=0,\n", + " model_name=model_name,\n", + " save_checkpoints=True, # store model states: latest and best performing of validation set\n", + " force_reset=True,\n", + " **generate_torch_kwargs()\n", ")" ] }, @@ -643,27 +666,56 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now, to train the model with covariates, it is as simple as providing the covariates (in form of a list matching the target series) as `past_covariates` argument to the `fit()` function. The argument is named `past_covariates` to remind us that the model can use past values of these covariates in order to make a prediction." + "Now, to train the model with covariates, it is as simple as providing the covariates (in form of a list matching the target series) as `past_covariates` argument to the `fit()` function. The argument is named `past_covariates` to remind us that the model can use past values of these covariates in order to make a prediction.\n", + "We can feed the entire air and milk covariates including the train and test sets to model.fit()/predict() as Darts will automatically extract the required covariates for you.\n", + "\n", + "Aditionally, we pass a validation series to avoid model overfitting." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d505fa9d752547b9b04d40c27dd7971a", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Training: 0it [00:00, ?it/s]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "BlockRNNModel(model=LSTM, hidden_dim=25, n_rnn_layers=1, hidden_fc_sizes=None, dropout=0.0, input_chunk_length=24, output_chunk_length=12, n_epochs=100, random_state=0, model_name=BlockRNN_test, save_checkpoints=True, force_reset=True, pl_trainer_kwargs={'accelerator': 'cpu', 'callbacks': []})" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model_pastcov.fit(\n", " series=[train_air, train_milk],\n", - " past_covariates=[air_train_covariates, milk_train_covariates],\n", - " verbose=False,\n", - ");" + " past_covariates=[air_covariates, milk_covariates],\n", + " val_series=[val_air, val_milk],\n", + " val_past_covariates=[air_covariates, milk_covariates],\n", + ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Since the covariates can easily be known in the future in this example, we can also define a `RNNModel` and train it using them as `future_covariate`:" + "Now we load the model state with the best performance on the validation set to avoid overfitting." ] }, { @@ -672,22 +724,84 @@ "metadata": {}, "outputs": [], "source": [ + "model_pastcov = BlockRNNModel.load_from_checkpoint(model_name=model_name, best=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since the covariates can easily be known in the future in this example, we can also define a `RNNModel` and train it using them as `future_covariate`:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "54c586fd5c64491a8a66110cf0131e91", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Training: 0it [00:00, ?it/s]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "RNNModel(model=LSTM, hidden_dim=20, n_rnn_layers=1, dropout=0.0, training_length=35, batch_size=8, n_epochs=100, random_state=0, input_chunk_length=24, model_name=RNN_test, save_checkpoints=True, force_reset=True, pl_trainer_kwargs={'accelerator': 'cpu', 'callbacks': []})" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model_name = \"RNN_test\"\n", "model_futcov = RNNModel(\n", " model=\"LSTM\",\n", " hidden_dim=20,\n", " batch_size=8,\n", " n_epochs=100,\n", " random_state=0,\n", - " training_length=36,\n", + " training_length=35,\n", " input_chunk_length=24,\n", + " model_name=model_name,\n", + " save_checkpoints=True, # store model states: latest and best performing of validation set\n", " force_reset=True,\n", + " **generate_torch_kwargs()\n", ")\n", "\n", "model_futcov.fit(\n", " series=[train_air, train_milk],\n", - " future_covariates=[air_train_covariates, milk_train_covariates],\n", - " verbose=False,\n", - ");" + " future_covariates=[air_covariates, milk_covariates],\n", + " val_series=[val_air, val_milk],\n", + " val_future_covariates=[air_covariates, milk_covariates],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we load the model state with the best performance on the validation set to avoid overfitting." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "model_futurecov = RNNModel.load_from_checkpoint(model_name=model_name, best=True)" ] }, { @@ -700,12 +814,22 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -719,7 +843,7 @@ "\n", "series_air_scaled.plot(label=\"actual\")\n", "pred_cov.plot(label=\"forecast\")\n", - "plt.legend();" + "plt.legend()" ] }, { @@ -733,12 +857,22 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -754,30 +888,70 @@ "\n", "series_air_scaled.plot(label=\"actual\")\n", "pred_cov.plot(label=\"forecast\")\n", - "plt.legend();" + "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ + "### Backtesting with Covariates\n", + "We can also backtest the models using covariates. Say for instance we are interested in evaluating the running accuracy with a horizon of 12 months start at the beginning of the validation series.\n", "\n", + "- we start at the beginning of the validation series (`start=val_air.start_time()`).\n", + "- each prediction will have length `forecast_horizon=12`.\n", + "- the next prediction will start `stride=12` points after the previous one\n", + "- we keep all predicted values from each forecast (`last_points_only=False`) \n", + "- the we continue until we run out of input data\n", "\n", - "### Backtesting with Covariates\n", - "We can also backtest the models using covariates. Say for instance we are interested in evaluating the running accuracy with a horizon of 12 months, starting at 60% of the air series:" + "In the end we concatenate the historical forecasts to get a single continuous (on time axis) time series" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "metadata": {}, "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "21c81307a941415f9081ea7ae8eebecc", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/3 [00:00" ] @@ -871,7 +1049,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -887,7 +1065,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -902,12 +1080,12 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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vvAGWZXH11VcjOztbvYEBsqsQ19WJt30aGxtx55134vbbb8eNN96Inp4ePPTQQ7j++uvx+eefh2WlQ65CY2nCplB4ulzcScOIqeNCKwtVJ7kIhrfEpCUD8XEMkhLEBY6FihhNQEUMgSe3jtPpRHV1PUpLSyOmsNEdd9yBH//4xwAgtGtQi/z8fMHiQtLe3i5YaPLz87Fnzx7J6x0dHbDZbIKF5sUXX0RqaiqeeuopYZ8333wTxcXF2LNnD2bNmqXquJVAxsT09AFdvSzSkmNj0qZQAJeYmGTuH0+vfFH0qIS3xOSkcf+Tlpi+fiAjJeRDovhIZNyNKX6xZMkSofGla4fwQJk9eza6urqwd+9e4bk9e/agp6cHc+bMEfY5duyYJBPqs88+Q0JCAqZPnw4A6Ovrg16vl7w3/zhcjdNIUzpArTGU2EMSE5PEZSfx9MSIiLHZWWFBk53O/U+KGBrcqw2oiNEwer0eJ0+exMmTJ4cIhUAZN24clixZgrVr12L37t3YvXs37rrrLixYsABjxowBACxatAjjx4/HrbfeikOHDuHLL7/E/fffj7Vr1yI1NRUAcPXVV2Pfvn149NFHcebMGRw8eBBr1qxBaWkppk6dquqYldJJRQwlxukyi26TtGQgmai40NsXhgGFgTaXoF6AihgtQkWMxklNTRUEg9ps3LgRkyZNwqJFi7Bo0SJMmjQJzz77rPC6Xq/Hxx9/jMTERMydOxerVq3Ctddeiz/+8Y/CPgsWLMDf//53/POf/8TUqVOxZMkSJCQk4NNPP1VUqyYYdElbctEMJUrMIQ3sjU1LDBnUm5PO/U9FjPagMTEaY8OGDR5f/+c//znkudWrVyuq0OtKZmYm3nzzTeExFxdULdmnpKQEH330kcf3ueGGG3DDDTf4/PnBYoiIoZYYSozRTVhb0pK5nkF8I8hYiYkh06uzeUsM0UOYVu3VBtQSQ4k5hrqTYqfMOoUCSC0xqUlcliHvUooVd5LUEsMF9lNLjPagIiZGeeKJJ5CcnCz7j2/CGY30D7AYcFlhUUsMJdZwbTsAiC6lWHEnufZNAgBjgpilSEWMNqDupBjl7rvvxqpVq2RfC1esSihwdSUBNCaGEnvwKdbxcZwrCRCDe2PFneRa6A6glhgtQkVMjJKZmYnMTD8r7WkYWRFDLTGUGIO/DtJMYsFKXsRwHa6jv+S+pPkjzU7SLNSdRIkpOntknusFevtoXAwlduBFTKpJfI53JzmdQH8MBLXKu5PE56iI0QZUxFBiCjlLDADUt4Z2HBRKuGBZVgjsTSNEjKRWTAy4lOTcSUlkxV4qYjQBFTGUmILMTDIQTbSpS4kSK/RbAbuD2ybbDUhqxcRAhhJviUkwiAKOWmK0BxUxlJiCtMSMLRG3a2lwLyVGcE2v5olVS0x2mhgXJBUx1MWsBaiIocQUZEzMxDJxm2YoUWIFufRqILZaD7AsK1hi+HgYgFpitAgVMZSYguwZM6FMzL6gBe8osYJrywGeWGo90G0GbHZum89MAlxETAwEN0cDVMRojNWrV4NhGNx9991DXrvnnnvAMIywj6d/StoQdHR04NZbb0VaWhrS0tJw2223obu7W7JPTU0Nli1bBpPJhOzsbNx7772wWqVX/zvvvIMpU6YgKSkJpaWlePrppwM6BoFAxsRILDE0JoYSI0haDkgCe0VRH+2WGLmgXsCl7QC1xGgCWidGgxQXF2PTpk3405/+JBSm6+/vx1tvvYWSEi7Qo6GhQdj/7bffxkMPPYSKigrhOSUF7W666SbU1dXh008/BQCsW7cO9913Hz7//HMAgMPhwNVXX42cnBxs374dbW1tuP3228GyLF544QUAwJYtW3DzzTfjhRdewKJFi3Dy5EnceeedMBqN+PGPf6zOAfEB0pQ+upgr9mWzUxFDiR0kMTEmUbiQ7qRot8S0ynSwBqg7SYtQEaNBpk2bhsrKSrz//vu4+eabAQDvv/8+iouLUV5eDgDIz88X9k9LSwPDMJLnvHHy5El8+umn2L17N2bOnAkAePnllzF37lxUVFRg3Lhx+Oyzz3DixAnU1taisLAQAPDMM89g9erVePzxx5Gamoq//e1vuPbaawXLUXl5OX75y1/iD3/4A370ox+FvKAWOYGnJwPDsoHzjVTEUGIHSUyMG3dSLFli+L5JABUxWoSKGILtC3bB2ix/5rLgLA+V+mqoeds15CZg3lezff67NWvWYP369YKIef3113HHHXdg69atqoxr165dSEtLEwQMAMyaNQspKSnYuXMnxo0bh127dmHixImCgAGAxYsXY2BgAAcOHMD8+fMxMDCApKQkyXsbjUbU1dWhuroaw4cPV2W8Sul0ETFFuZyIaevishHI3ikUSjSiKLA3yi0xbt1JVMRoDipiCKzNA+hv8Hzm2mEP0Wg8c+utt+LBBx/E+fPnwTAMduzYgU2bNqkmYhobG5Gbmzvk+aysLDQ1NQn75OXlSV7PyMiAwWBAY2MjAE7U/OxnP8Pq1asxf/58nD17Fn/+858BcC6vUIsYfgI3xAOJCQyGZYsBvfUtwMiikA6HQgk53QosMT0WFlB1uRZZuHMnJZIxMTSwVxNQEUNgyE1w+xpvidHr9apbYvwhOzsbV199Nd544w2wLIurr74a2dnZKo4Msq4e154q3vZZu3Ytzp07h2uuuQY2mw2pqan4yU9+gkceeQR6vV7V8SqBt8SkD65AczPE11q7ol/EfL6Pxdl64LbFgMkYvTcpinvIDL1UdxV7o96dRPRNShef1+kYJBpY9FuBvv7Qj4viO1TEEHhy6zidTlRXV6O0tBQ6XWQkdd1xxx1CcOyLL76o6nvn5+cLFheS9vZ2wUKTn5+PPXv2SF7v6OiAzWYTLDQMw+APf/gDnnjiCTQ2NiInJwdffvklAITcCgNgSLn1rFQGnEQF2rrl/yZaqGliseQXLJxO4OUPgQ//GyjJo0Im1nCXYh2rgb2kOwngXEr9VupO0gqRcTem+MWSJUtgtVphtVqxePFiVd979uzZ6Orqwt69e4Xn9uzZg56eHsyZM0fY59ixY5JMqM8++wwJCQmYPn265P30ej2GDRsGg8GAt956C7Nnz5Z1VwUTp5MV3Em8JSabMCW3dQ39m2jiZDXX3A8AjpwFLl7HYud3tD5OrEHGu5AuJElgb5SLGGlgr/Q1Pi6GihhtQC0xGkav1+PkyZPCtpqMGzcOS5Yswdq1a/Hyyy8DAO666y4sWLAAY8aMAQAsWrQI48ePx6233oqnn34a7e3tuP/++7F27VqkpqYCAFpbW/Huu+/iiiuuQH9/P9avX49//OMf2LZtm6rjVUKvBWAH79l8QGMWIWJao1zEuHbwbu4AFt/P4vRGoCCbWmRiBVKgkNaX2HIncf8zDJCZIn1NEDE0JkYTUEuMxklNTRUEg9ps3LgRkyZNwqJFi7Bo0SJMmjQJzz77rPC6Xq/Hxx9/jMTERMydOxerVq3Ctddeiz/+8Y+S93njjTcwY8YMzJ07F8ePH8fWrVtxySWXBGXMnnDNTAKALOLQtXVHt1WC/P68iOu1AB/vDs94KOFBiYiJdncSfy2kmgC9Xirg+YJ31BKjDaglRmNs2LDB4+v//Oc/hzy3evVqRRV6XcnMzMSbb74pPObjgkhKSkrw0UcfuX2P7Oxs7Nq1y+fPDgZysQCx5E7qICwx/7EUePYdbvubIyzuvIZaYmIFXsTE6aWd3A3xDAzxLKy26HcnmQeDdpNlan6S7iTXRAZK5EEtMZSYQdYSE0vupF7R0vS9ixkhnfTbI2EaECUs8AIl2Tg0u5C/qUe7O8k8eAxMiUNf40UMywJWW+jGRPEPKmJilCeeeALJycmy/6666qpwDy8oSIt8cZO31J0U4gGFGFLE5WUAsyZw2+cbucwlSmxAihhX+ODeaHcn8ZYYTyIGoC4lLUDdSTHK3XffjVWrVsm+pqSvkhZxbTkAAEmJXIGrfmv0u5NcLVGXXQRsPcQ9/vYIcPOi8IyLElo8iRjBEhPFIsZmZ4UO1iYP7iSAEzHpKUP3oUQOVMTEKJmZmcjMzAz3MEJKp0xMDMMwyEpjUd8S/e4kMiYmPQW47CKxRs43R1jcvIj6/qMdlmXFeJCkoa/zIsZs4UoS6HTRd06YCYHm1RJDM5QiHupOosQMpDspnegZw7uU2rq5ST5a4UUcw3AibtZ4LrgTAL6hcTExwYAVcDi4bU/uJEB0uUQb5PeSFTFE6wFatTfyoSKGEjOQga1k4zs+Q8lqk67Sog0yrVSnY2AyMpgxlnvuVA3Q3BG9Ao7C0evFChELtWIkIkZGyCURx4XGxEQ+VMRQYgZ35dZjJUOJdyeRVqjLJovbNEsp+nFXI0buuWgN7vXJnURFTMRDRQwlZpBLsQZiI0OJZdkhzS8B4LIpYszDt0epJSba8SZiJK0HYsESQ2NiNA8VMZSYQZpiLW7HQsE7ywCEjIwMItti7kQuRgYAtlFLTNTjiyUmWjOUvLmTjAZR2FNLTORDRQwlZiAtManEipPrZM0Rre4kd1ao9BQG44dz28erojuwmaLEEiNeC7HhThqafUXdSdqCihhKzMDHxKQkSfulkDEx0epOkqRXJ0tfKxlsJm6zR68lisIhFTFDb+AxF9hLY2I0DxUxlJhBLiYEcHUnRaclwp0lBgAKssTtC22hGQ8lPNDAXgXuJCpiNAUVMZSYgY+JITOTAGlgbyy4kzJSpCvwwmxx+0JriAZECQsSESNT7C4mAntpdlJUQUUMJSaw2VlhQkpzsUTEgjup04M7qTBbFDVUxEQ3ZhrYS7OTogwqYigxATkhp7isQGMhO8lTTEwh4U5qoO6kqMaXYnc9fdHpWjVbxO8ln50kbvf1R+cxiCaoiKHEBOQKNClB+lqqSSy/HxvuJOlrkpiYVjppRzO9xA3ca52YGLDEyB0DWrFXW1ARQ4kJ+ojJyHX1xTAMMon+SdEI2XJhqDtJ3KaBvdENDez1bo2iMTHagooYSkzgLZiPdylFq4jx5E7KyxQL3tGYmOiGVuylMTHRBhUxlJiAnLhc3UmAmKFktgD9A9HnUvGUYh0fxyA3g9umIia6oRV7XRY0XmJiqCUm8qEihhIT9HmpDRHtGUqeYmIAMbi3sR1wOqNPxFE4vKVYk5aJaHUn0WJ30QUVMZSYQDpxDa1Umh0jIkavlxdxfHCv3RG9wc0UqYiRs0jq9YwQ2Brt7iS9HjDED32dihhtQUUMJSaQuJNkVl+SgnedQR9OyOFjYtKTuUBmV2jBu9iAFyZJidLWGyS8Syna3UmmRPlrgYoYbUFFDCUm6PNiQs5KEyezaLbEZCTLv05FTGzAi3m5eBge/rVodyfJzQMAoNMxgoWGBvZGPlTEUGICb35w0p0Ube4Up5MVWi6ky8TDAEBhFlG1l6ZZRy29hBXCHXyGUtRaYryIGEC0xlgGgFPVLP73nyy6emmsWCQSF+4BUCihoM8Hd1K0Ve3t6QOcTm7bNTOJh7TE0Kq90QsvTJRYYgasXLuO+Dh5t5NWEUSMh2NgNABdAJo7gDn3sOjoAfacADb8OrqORTRALTGUmMBMlA+XdyeJ223d0bXi8pRezUOr9moHlmVxvIqF3e7b7+RwiP3DPImYaK7a63CwGBh0ESmxxHT0iPFkx6qCOzaKf1ARQ4kJvNWGiGZ3krf0aoDGxGiJnz7PYuLtLL7//3wTMd7K7cu9Fm0ZSt7cyjxy1lqyYCQlcgipiDl69CguvvhibNiwQXhuw4YNWLhwIRYsWIDnnnsOLCtemMePH8eNN96IuXPnYt26dWhoaAjlcClRBNl2wFOxOyD63ElKLDG56YBucDagMTGRzUe7Bv/fCZ/iNLwVupN7LdqCe70tZniMMnMEFTGRSchEjNPpxLPPPovx48cLz23fvh3vvvsuNmzYgHfeeQfbt2/Hhx9+CACwWq144IEHcMMNN+Crr77CxIkT8dBDD4VquJQow+yl2F1Gilh6P9qyk6QtB+R9+nFxDPIGq/bSmJjIprlD3D54WvnfeSt0xxPNrQeUWmLIqr08nb20EGQkErLA3vfffx8TJ05Eb6+4LPzkk09w/fXXo6ioCABwyy23YMuWLVixYgUOHDgAo9GIFStWAADWrl2LhQsXoqGhAQUFBUPe32q1wmqV5sPFxcXBYJA5G/3AORgZyf8fi2j5GJATuNHADpmMGAbIy+Aq1h6rAjq6nUiTsVpo8Ri0E6IsLXnod+cpyOIETGMbYLM5odcP3UeL319twnkM+vql5/K+Uywun6LsxtptFrdNie7Hn2YSt+taWMyQOV+0eh70EKIsycMxyMvk/mcYoCgHqG0GWBbo6GGRkcIdD60eAzUJ5jHQ6ZTZWEIiYrq6uvDWW29h/fr1ePbZZ4Xnq6qqsHTpUuHx6NGj8eKLLwIAKisrMXLkSOE1o9GIoqIiVFZWyoqY9evX49VXX5U8t3LlSqxatUrV71JbW6vq+2kRLR6D9s5cAJwJprW5Bv09QyfmhVMz8eaXKejrB154pw23Xtk7ZB8eLR2DqtoUANysbLe0oLpafnmdnpQDIAkOJ3DoWC1y0t1PTFr6/u44WROPP72fjoXT+rDqMrP3P3AhHMegrkUPoEh4/M1BM1bOVhbEdK4qAUA+AMBp60J1dafsfvmpSQByAABb93diaol7/2q4zoN/7jDhk31JuPfaLkwcrryYy7nz4jFwWLtRXd0hu9+d34tHnzkN86dYsO2oEbXNnLI7dqoeJbl2yb7RcC0ESjCOQVlZmaL9QiJiXnzxRdx4441ITU2VPN/X14fkZHG5azKZ0NfHTbAWiwUmk0myv8lkgsUi76Rds2YNbr75ZslzaltiamtrUVxcrFghRhtaPgbk7XjsqBJZK8PPbwLe/JLbfm9HFn6zJguuBT21eAx0RGn1kWU5KC2V329EMfDV4cG/MRbL7qfF7++O+/4P+OIQ8OXhJFy/MBtlQ9dGsoTzGDS56M9TdSaUlprkd3bhOBFSWJiXhtLSNNn9lhgA/A+3faYxHaWl6UP2Cecx6OsHfr0B6LcChoQkbH5S+d+ebhG3C3JTUVqaKrtfaSnwvbkAYMLZJvH5pNRhwnURTdeCv0TCMQi6iDl16hSOHz+OX/7yl0NeS0pKkriXzGYzkpI4h6zRaITZLF0dmc1mGI3y0VgGg0E1weIJnU4XsycsjxaPgbmfkzGJBiA+Xn7sU0YBsyY4sfs4cPQcsO8Ug1kT5GNItHQMOntFCZeZwkCnk/9Ow7JZAJyFqrHd/X6Atr6/Oy60cseFZYHXPwEeX+vb9wnHMWjtEn8jADh3AegyM8hI8V6/xDIg/m2y0f3vW17IIjOVRXs3F3PDMIxseX4gPMfgVA2Lfiv3PWqalLsdAOXHgCQrTbx+usxD/yYaroVACecxCPqnHjx4EDU1NVi6dCkWL16Mzz//HK+//joee+wxlJWV4ezZs8K+p0+fRnl5OQCgvLxc8prFYkFdXZ3wOoXiC3yxO7nUSZK7losT1MsfRkcQn5IUayD2Ct51EWuk1z7mCrtFOs0y3g+lwb1Ks5MYhsH00eLn1TUrH18oIOu1+FoOQWl2EkkGEQxPM5Qij6CLmOuuuw4ffPABNm7ciI0bN+Kyyy7DDTfcgJ/85CdYunQp3nvvPdTX16O1tRUbN27EVVddBQCYPn06LBYLNm/eDKvVitdeew3jx4+XjYehULyhpNQ4AKyaDyGgd9OXXCCf1lGSYg24FrwL3ngihS7iuDS1A//aHr6xKEVOxOw/pexvlYoYAJgxVtw+4EMGVCg4Vilek23dkJTl8IbS7CQSUvhTERN5BF3EJCYmIjs7W/iXkJCApKQkpKSkYN68ebjuuutw2223YeXKlZg7dy6WL18OgHMPPfXUU9i4cSPmz5+PI0eO4NFHHw32cClRilIRk5TI4LbF3Ha/FXjri+COKxRIU6zd71dIiJi6Fu2LN290u8SXaMHy1tw5dIwHTisbt08iZoxofdh/KrKOC2mJsdl9qyrsyzHgIUVMe5SVX4gGQt476ZFHHpE8XrNmDdasWSO774QJE7Bp06YQjIoSaajds0WpOwkAblrI4IX3uIn78FkWgLb7pfCWmAQDkJjg/ruUF3IF75xOYPvREA0uTNjsrKSfFgB8sR84W8diZFHk/t6BWWJEMeKpTgwATB8jbkeaJea7Sunjti5pbRtPeKsXJYfUEqP9+SDaiO1oJEpE8sV+FlnXsFj8c6dPpmJ3WG0s7A5uW4kJecQwcTvS4gH8gRcxGR6sMACQnsJgzkRu+1QNcKY2slbgatLtJqP61c2R/Z1JETNhMAO1qgFoV9Dviyxc580KUZIntuLYf8o3l00wae9mh7g6fYmLMRNCTqk7KZNIYOpwX3WBEiaoiKFEHH/9N4uePuCzfcDJ6sDfz9fVV3YaYBhMS65r8byvFmgfdCd5ciXxLJsjrjI37wzSgCIAMqh3/lQgftAmvX4LJ3ojleZO7n9DPLBgmvj8gQrvf+uLK4VhGMEa09rFFXuLBI7LNGH0pcI2jYmJPqiIoUQcZMClnPncV0i3gVzfJFcYhkERV+tL8yJmwMoKGRlkp253LJsjbm/eGbk380AhLTGjioDrLuO2WzqBD74Jy5AU0dTO/Z+bDlw8VhScaosYAJhBuJSUuqyCjVwnaV96nQXuTlL+WZTQQEUMJeIgJxo1Okr7M3HxIqajR2qC1hrkKjVbgYgZWwqMHHSnfXs0OrKz5CAtMWnJ2kitdzpZtAxeD7kZwLTR4mtHKxW4k3wVMaRIUhg8HGyOyXxP39xJ4rZSS0yyEUJxTCpiIg8qYigRBznZtnQOfd0ywOKJv7F46wtlE6s/ExcvYgBtW2PIVWqWfHFSCQzDYNlcbtvhALbsDs64wg1p7UszMbhiKjC6mHv89SGgoiYybtokHT3cbwJwIqY4V3xNicXSV1fKdEIkRYolxjWoFwDaFMQD8fjjTmIYRogno9lJkQcVMZSIw5uI+csHwG9eZXHToyxOVXufwPoGxG0l7iRAeoPQsoghV6lKLDGAa1xM5N3M1YBMr041cTeqdcvE7/1KBFpjSKGSm85l5PCxW3LXiSv8daXXc5lq3ijK5cQSABw648tIgwPLsmFxJwFicC8N7I08qIihRBykiOHKrEvZ8Z34nNyk5oo/VTqLcsQbmpYzlEh3UlaastTQeZPFIOAte7RRydZXpJYY7v/bl4iiYMOnQP9AZH1vPqgX4MQFwzCCMFXiUuGvq2Qj3LYRIGEYBuMG+wS1dAK9feE9Hg1tojtnlNgD0y93EsNwLUiUwsfFdPUCDkdknBfn6llsO8xGTOZYuKAihhJxeLPEkMJFSWVZqQlZ2Y28KAotMUrcSQAQH8fgqlncdlcvsOM79ccVbiQxMYMiJjudwfWXc9vt3cCHO0I/Lk9ILDEZ3Hmck849bun0ngZNihillOaJ29VN7vcLBccIV9IVU8Vtf7KTTInKhBwPGdzb5XvDc9Vp7mAx5Q4WV9zL4s3Pwj2a8EJFDCXi8CRi+vpZnK0XHze0KXAnkdlJfsXEaHel0+aHOwkALrtInODP1XvYUaN09Yq/aSrRBHrlfPF7q5Heryau7iRAFDE2O9DT5/oXUvwSMfnidnWj8r8LBuTiZc5EBnGDwbb+uJN8cSUBkZehtOM78ffcflR+fnI6WXSbtTt3KYWKGEpEYbOzGLCKj11NxSerua7DPL5bYpSNI2oCe4mgRyUp1jw5xL5qZIhFGmRMTBohYoYRTTCbOyLrBkC2HMjL5P4nhamnuBiWZf0SMSV5oqgLpyXGamOxZY/4/SeVi+ezP+4kpfMAD1koMhKCeytqxG25393pZHHpj1lkXsPi3a2RdR6rDRUxlIjC7NIHxfUCPeaSnXBBQbdlf0RMbgaElV6kFPryB3/cSYBU8PiS/aEVXFOsefhAVkAagxIJeLLEAJ5FzIBVzGzy253UGJ7zoLWTxffuY/HFfu5xWjIwrlQ8n/11J/mCpGpvBFhiTteJv4WciKuoAXYe437zSC0ZoBZUxFAiCtdmbq1dUl//sSrpBanEEuOPO0mnYzAsCgreSdxJ6cr/jlzh+2Ku1wpygb2Ai4hRodCimkhjYrj/s4lgbU8WCX8aHwIu7qQwWGK6zSxm3s3imyPc4wQD8H8PMEhKZAQR09fPlV3whtPJwjKYqei7O0k8zpEgYrxZYsjF3YEKz/FSVhuL7//Gifk/caJNJpEi0qEihhJRkFYTALDapL5+12ykBkWWGN/7pQCiS6mtS9kkGYmQq1RvvZNISKtNNLqTSEsMGRNjTGCEZoJNESZiyPHwFhillhh/RUwJEeAejpiYt74AKi9w2/mZwLbnGVx/BScofBXafX5YZHkkMTERkGZdUStut8h8d3Je7Ojh+mu546OdwD+/BbYeAtZ/ot4YQwUVMZSIwtUSA0gnZ1d3UkePd4HhT4o1II2LqdeoNYYXIOnJQJwPXcGl7iSVBxUB8G0HEg2AIV56XHgrR6RaYtKSgQSDNDsJCI4lJjGBEeJvwmGJuUAE7r/yCwYzx4u/la/nqD9uZZ5ICuxt62Iloq29e2jat6uF2lOxQjJRgnRTaQUqYigRhZyI4Sfnzh5W1rXjzRrjT7E7IDqCe/nJzpfMJIC7sfMWiWi2xKTJWKf4eJOOnshqBsnH6PDjA1wDe92PNZAbOB8X09AW+uNBBtHmZUhfI62FSiwx/ha6A1xFTHjPidO10scsKzZ55bnQKh3jgQr3YyZjnbSYiUhFDCWi8GSJcVfYzltcjL+Tl6TgnQZFjN3OonPQ9O1LZhKPEDgZzSLGNPQ1Mi4mUgTcgJUV4njI8fnlTkry7bP5uBiWDX2QOyliMl0C08l4IEWWGD/aj/CQIibU2Uk2O4v3trI4cZ4TGxW1Q/dp7ZQ+dk142O+hQShpYeNdd1qCihhKRNErU+tCTsSQAYfeLDH+Tl6SgncazFAiV2e+ZCbx8IHA7T1cUGS0wLKs4E5K9SJiIsWlRAoUd5YYj+4k4rpKNip3KwKuGUo+/WnAtHkQMVkKvztPINaozDC6k/70DnD9Qyzm3sOipZOV7evlKmBd58QDp90H95K/aU2z9ip0UxFDiSg8uZPIDraLLhZf92aJkbiTfJi8yP5Jtc3aurAB/wvd8fDCx+mEYNGJBnotYq0hWUtMurgdbhHTP8DduOQykwCpOPVkiSF/v1RfLTFhrBXDWz0YZuhvFT53km9/GyiHznAna2cvsHnHUHcSMPS3d50Tu3pFV1FDKyvE0LAsK/lNnc7wFzX0FSpiKBGFvDuJu+BIS8z3ZogTq6v/1xXSEhNLMTHSvkm+/72vNwmt4C69mocv6Q+Et1aMZYDFqJtY5F/L4lcvi+c4KWLi4hjBQuHJGkHeeMkbshKkVXtDHBMzOO6MFECvl1qQJNlJCmoZkdYope1HeJISgfg4bjvU2Ulkdubmnay8O4n47VmWlV3Y7a8AnnyTReF1XN0dluXcza6VnrXmUooL9wAoFBJ3lhiyg21BFlexk8dbwTt+BZZoGDoReiI/k+v463BoU8RIC935NmkDrjcJYJQKY4oE3BW644kUd9K+k+J59/l+8fnc9KE38/Zuz5aYDqLNgqtbxhslYeyfxFtiMmWEVyDuJF8ytACuz1JGCmcRC7UlhpwTP9sHOJxD9yF/+85eoH+w6rkhnitTAQB//ZTFZ4Pn0deHgPMN8n2gKj2kY0ci1BJDiSh6LfL+3qZ20RowqZwTMjxes5MGJy9fXEkAJ3gKBtNLwyli7nraiZE3OrH7uG+r4IDdSQoLqWmNbrJGjIxrRepOCp8bsdtNLyQ+5ZmHD+7tNnMBwHIEZIkJU0yMwyEGpssJr4DcST7OBYB43MIpYvr6IbRlIc+DVqJIHWmFWTBN3N6yR6zaDHCWbbnf81y9tlznVMRQIgrXYncAJ2KOnBMfTyzjAjJ5UaI0O8mfiYsP7m3ucH+DCCY1TSxe2cz5s59520cRQ91JsnizxJA3h3AWvOt20y15eL70MZmh5C5Lh8yo8VXEpKcwQgB0KC0xXWYxdklOxGSkcLEygB/ZST5aYgDRGtRt5jL/QoW7xp5zJ4rbpCWGXNRNHSV1i5Mcq5L/PbXmTqIihhJRuHMnkcWapo1mwDAMCgetMUrdSX6JGGICUNLiQG1I8eBrV2VydeZXdlKUFryTxsQMdbNFijuJvHk9cCOwcj7wy5uAGWOl+ylpAhmIJQYQrTG1zaHLVCPPfTl3kl7PCN8l2NlJgPS4hTLQXW5OBIC5k8Rzl/zdyXmqIIsZcr7wHKtkZWOcqDuJQgkA8oI1DgbhtnRKizVNH8P9XzjYcbirF+jrdz+x+utOAqRdjcPhUiJdCmfrh1bm9ETg7iRxu1WDPVXc4a6DNU9mCqAbnBnDGdhLjvPicQze+Z0OT96tA8NIhZeSqr2kiEn3of0EDx/ca7Mra/WhBpISAW7OX1+aQHab/Ws/whOuDCV3lphLxolNasnfnRQxhVnAjDHi+XLNHPFvXC0xiQbu/3P1nnstRRpUxFAiCjKDgDebd5uBXce57WQjMLqY21YSF2O1sbAP+oH9mbgyiYBYuSC4YENOYANWoMYHcz51J8lDWmLk6sTo9Ywg+sJriRFvJJ7Sosmib94sMclGIN6H9hM84YiLkRS6c2M94n+nrl7v9U3OEW4SMlhZKeEQMSzLurXEjC0Rv7/EEkO0aijMBu68htt3yijgf+9jMKaEe+1UjXhMGAaYNYHb7unT1vVORQwloiAvWNL339jO/T99DNdhGhAtMYB7V08gtSEA6c3D3YoomLjGRcilV7pDmp3k+2dHrTuJWJHLWWIAMbi3uSN8q1Lyt0/xIGKUVO3t8BAgq4TSfFH41ISo8KO0Wq+88CLFubdKunzn5/i4oXFFSghHE0jLgBgXNKpIOpasNPG35zM4AemCrjAbyMtkcPJNHQ7+H4OiXAYTy7jXrDbgyFlxv7El4t9pKS6GihhKRMGLmPg4qUjhmT5a3C7MImvFyL8f2bnWlxoxPOTNw12gZTBxFU5yha7cwa+mko1iw0Bf8DWFVSt4C+wFxLiYfqv7mIRgQ/72chYjHqk7aajgYllWsBz4Ew8DhMkSQ1g73IkvibXQg4hxOlmcGSz2NqLQt2aowhhSxL8JlSWGPAfGlgDL5nDb117KpX3zC41+qxi4TM6F+USQOu+GnFgmfg9eIJXmAeWF4vPnNCRiaJ0YSkTB3zCSjdLJmWfGWPFCk1hi3LiTArbEEDePsFhiXD6TKzmubALmJ3V/XEkAkJTIINHAot+qLfOyN7ylWANDg3s9WUKCBfnbe/p8b4G9ff1irRC/RQxhuTgfooJ3bYQg8+ZO4vZ3/141TWJq8pgS9/t5gjx2rr2KggUpoFOSgNd/xeBkNTB5BPecqxUuOUkUMVlp8ouXieVDnkJpPlBeID6mlhgKxU9IEUP6+nn4oF7ANSZGfmINpOkbIL159MjUsAk2ZFwEoNyd5HSygojxJ6iXh//b6HInidtuLTHp4na44mIklhiF7iQ5i5kkM8mPoF5A6so4dMa/9/AVRYG9CmsZkRbMMcX+jaeMuMl/sjs0c4GkceegRXXKKEZwqbv2zmJZVljQFRLzI8kkORGTB4wYJj4+d4EG9lIofuHJEpNqAkYSF5qSmBhJ36QYcid1mbk+KIB/8TA8/M2D9LlrHW9tBwCX1gNhEjHk+eapwqw3S0yg6dUAF5Myfji3faBCvlGr2igJ7FXqTiLF/+hi311JADBvshhL8+leruJtsCGvf7lzwNUS09EjWt3k3PEAJ8aMLnNhaT6D8kLxMbXEUCh+QEbiy4mYaaPFoF5AYWBvgAWuIi2wt7YZMCuwCJGmdX/dSYB4k7DZwxcboja8m0avd592HwkF7/jzLSnRcwyHychIyhG4ooaIAYDLLuL+tzuA3Sf8fx+lSAN75fch5whPYpPs/OyvO0mnY7B2Gfc7sCzwfx/79z6+4OpOciUnXWqJkqRXuxExOh2DCWXS50pygVSTGGNDRQyF4gf9VjHQjHMnSV+fMUb6OCWJEVYnimJifGz6xn2GuO2uDHww6ZERDmfqvP8daVpXw50EhC4OINjwlpjUJAypucITCe4k/nxTEo9DZqm40iEJkPXPCgEAl04W//bbo36/jWJ4dxLDuK9tQ9Zxqm9xL+5PSywx/o/pjqVinZX1n3DiPphILTFDfztXK5y00J37953oImL4mCfeGlPXEp4K5f5ARQwlYnD1/7paYqaPGXoRDxusqFvdCPQPDL3oJNlJfsTEhD2wV8aFpcSlJKkRE8CNi7TiREtcDB8T486VBLgE9naGZzLnz7cUBRbEbMLt51pRt10lS8ylk8Xtb4/4/z5K4S0x6cnuG7fybUEAz8UoeXdSerJ8woBS8rMYrJjHbTe2A18cCm7Et2ROlLXEiNstnaxkMUdmb7pCZigBYvYZL2JY1reaVOGEihhKxED62ZOTvFtiAGD2YIGmfiuw9fDQ1wMtNR5pMTGAsuBeiTspkJgYhTEHWkIQMR6CXMPdeoBlWcES4ym9moe/mTkcQ4syquVOKs5jhODWPSeBAZv/76UE/nzzVNsmL4NzCwKcq1WOvn5WuCGPKXFvfVPKXcvFv//7135GSitE4k6SEbPZ6eK2UncSIM1QykwFkpO470Re7+Eo7ukPVMRQIgZXS4zJKJbCTkuWRs/zLJ8rTigf7hi6Yg5UxMTHMcIYIsUSQ/r33SFxJ6X7//lkhlg0uJMGrKwQ+OjREpMubodDxPRbxY7DvriTgKFxMR094vkSiIgBxLiYfivwXZUfkfIKcTrF2jbugnoBzkLDZ+G4s8ScrRe3A3El8Vw5XbRY7DhuRGMQ2zB4Dex1cSc1uFTrdQeZoUTWACIFczgWbf5ARQwlYuh1SYdmGAYr53OPVy+RX0F9bwZgiOe2N+8YmkETqDsJEG8i4YyJSUsWO/YqcycF1vxR+NsIcyexLIt9J1lJDRFfIFeXniwcJqOYwRGO/klK06t5PGUoqZFizXPZReI1uLcieCLGWwdrEr5Ja0unvEuZr9QLAGP8zEwi0ekYXDVTfBzMCsa9RBC/nJj1aInxEBNTkAUsmMZt33CleExSk8TtcMx3/kBFDCVicLXEAMAbv2Zw/h0Gf/ov+cknOYkRLsa6FuCwSw0LM9EY0h9LDCDe7MJpiclOE1dMFbXe051Jq0kgIkbaeiD8gX6vfAhccheLSatZ2RuWN5SkVwOcYOZdSuGwxChtOcBDZql4FDEqWWIAYF+FnxeUApRkJvEUE3ExcgH+EhHjZ2aSK56Ot5rIzYkk8XGM4BZt6ZRancgMO1cYhsFnzzCo/geDB24SvwvpYqWWGArFR6QXLHdhMQyD0nzGox+bdClt3il9LdAUa0C8ifT0iavDUMCyrCCcUpPECbjbDDS1e/7bo5Xitj/N7nhIARQJ7qSth8X+ML70keKRFLrzEmvCu5Rau3zrHq4GSlsO8JDl5V3LDSgp36+UEcPEzzpwJgH2IGXntEsC0z3vy1tiAKBOxipyuk787dRwJwHKOoerQY9LnKDsWAYXGmfqgKPnuO1xpYAh3rPVSa9nUJIn3Sc1zDGA/kBFDCVi8LbqcMc1s8XtzTtd3EkBFrsDxAvbZhdLl4eCASuEDtwpSdJKo18fcv93ZguL/ae47bElQHa6/yb0SHMnkaLUn1YI3Qqq9fLwK1mWDf13V9pygIcUqtUubQFIS4y7VGWlMAwjWGN6+3U4ci6w93NHmw+WmKJc8fyWi4vhLTEMI608HAihKj3gLbAXkI95e3ytf9c8KZhpYC+F4iP+ipjiPAZTRnHb+08BF1rFSTzQ3kmAa+sB/97DH7pdVuNk36jbHmfx0r/krQO7T4jihzT/+0OkdbImf0/SwqAUSUxMkueJnrRuyK3wg4k0Jsb7DUnSoNElNZYXMakm96nKvjBzvPgeJ6oDfjtZpNV6PY9ZYolxETEsywoWu5I8wJgQ+PcHXAKpI8QSw3PVTK5BpD9IA3vD7z5WAhUxlIjB7KeIAcTurgDwEeFSCrR3EhC+iP0el9X4jVcCS2dxj+0O4D+fYfG79UMnmm+OiM+RgZj+kJIkFveKhE7WpNBt90NUKembxFNWIB67qhCUmCfxNSaGjAtxJ2ICjYfhId/HHCRR70tMjFTESK+Hlk4xDmq0SlYYYGjPomChZGFHCqoEA/D8Tzy73z0hcSfRwF4KxTfISHx3qw53LJsjXrSf7xffh1yt+yqMeEgzbiiDe127LcfFMfjwvxncf4P4/BNvskPaEJCFyAK1xDAMI7iUIqGTtcQS44eIUdLBmofsJXMuxGXYfY2JSUxgBMtRdaP4PMuyqosYcjFAZv+piS9xPKSIca0V8w1xLYwtDXxcPJ5S2tWEFzEJBi6IVw4ylfqXNwEji/xfuNAUa0pU8O0RFr9+xYnaptCaE/11JwFcXyU+hZqPB3E6WSFbqSSP6zHjD5ILO4QixtUSA3DugKfv0WH5XO6x1SZdCVptLHYd57aH53OutkCJpE7WEktMj+/nZ58P7sVyomtxZYi7+voaEwOIpeMb2sSS8b0W0bXoqd6KL5DHzRwsEeNDiYD8LEA3eCdzdSe98qH4PuRCJ1AksWIhcCd5mg/XLGUwczywcj7wq5sD+47hmusCgYoYigSrjcW1v2Hx328Cv3pZOyJGr2cwdTAu5nwj0NbF4nSt+J5y1X6VkkLEJITUEiNZjUsnJ7IvCmmR2H+KK0QGBG6F4eFvIn39gGXA877BxhygO8lC9IPxFuhNFlcMdUO8nj5xnErqxADSuBjeIqFmejUPaYkJlojxJbA3Pk60QpGxS+fqWXy+n9suL+SK1KlFfBwjBEmHwhLjqfVEeSGD3S/p8M7vdAHH/NDsJIrmOVcv3hxOK2g0qCauxe58hRQqByqA/RXiY7m+S0oJVxNIiSXGZRIjJ3bS9P6NxJWkzsozVP5/JZDniD+WIdISY/QiYjJTxZVpqN1JvsbEAKIlBhDjYoIuYkIRE6Ng3HxMUFMHtxADpFaYdcsY6HTqWWIA0aUUChHjryvcVxIMjFA8lFpiKJqErL3R6Uf2RyAEYokBpNk7B04DByrESSwQSwy5OglbTIxLXASZsUFO+GRQ76UqWWJC5f/3hsPBClYmwD9LjC8VnBmGEeJiqpsAuz10lkk5V6I3SgnXIR8XExQREwp3ko9p4XxcDMty7jSrjcX6Ldxz8XHAmqXqj5G/LrrMgC0I54bDwQrnq68xgoHAz3fUEkPRJGR1y1DXCQhUxEwfLW7vP8W6WGL8Hxd5E+kNc0wMT6ZMY0aHg8WOY9x2XmaQamKE0RLjesP0z50kbiupGzRiUMQ4HMEtL++Ka3q9EqSWGO6mKhUx6lgiQuFOIjtYx7kJaCVxTbP+4BtRcH//UiA3Q10rDCCNiwlGrRjy2CrpZK4W/PlGRQxFk5yuFVcUnb3ey9urCSli/OlzNLpYFD97TwIHT3Pbw/OBrDSVIvZDKWI89E0hgx35Cf/oOXHiueyiwLv18oSqxLo3XF0X/tSJ8cWdBEgzlEIZF+OfJUbcDqolJoQiRmmF4aIcouBdM/Ay4Uoiu06riaT5YhDEvbfmj8FCEDHUnUTRIqQ7yWaHxHwfbHgRYzLCL/81Gdxb1yLesAKxwgAuxe7CmGJNIomJGczkOH5efG7mOPUmbkmJ9U7V3tZnel1FTJDdSQAXNMkTShEjiYlReAOTi4nxNbZECeQNtS8IMTFOJysIVMUihqiT8+VBVqhoPboYmD9N3fHxBLtqr8QyHQZ3ktUmZrlFMlTEUCSQ7iQgtHExZhWC2GaMlXkugKBeIHwR+0rdSfyETzYqHJYD1YhUd1K/Fejr922S9dedBHDZLqGC/+2NCcrcKQCXwcYX8BMsMb3imNWyxCQYxJTmYFhius2A08ltKxVepDtp/Sfi9rpl/hd+80awY8WUtBwIBlpLs6YihiLQ3s0OuUmFMi5GjUj86aOHTliqWmLC2HaAhJzc+dV2c4d4w8rLUG8coSqx7g25G6av1piA3EkhrNrLn2dK42F4eJdSbTMXIxUMdxLDMIJLKRgixp8xkyKGr4tjiAduX6LeuFwhexYFQ9yHzZ2ksTRrKmIoAqdlugJ39obu89UQMXKWmEBFTKS0HSDJlImJae4Un8tVUcREiiXG1Z0E+B4XwzcENcQr6yNUkgfoB9suhMOd5OsKnBcxdgfQ2B6cmBgAQRUxpHhX2rCyMJtr8Ehy/eWBNT/1BnldtHSqb6WTupOC9z1c0VrVXipiKAKuriQgdJYYu11Mnw1ExIwqkt7wywuBzNTA+wfxhDI7yVOtkAQDI6S68tlJTe3i62qKmEiJiZGrSeKrJYYv1qe0o3l8HIOSwXiLcxdCE+jOsqwgYH22xJBxMY0hEDFBsEx6Ki3gDkM8M8T6GKyAXp6odScRc40WOllTEUMROF03dILuCpElRtJt2s9GjQAXEDyNSLUO1AoDcDeyRAO3HY5id4lu+qbwLiVXS4xOp14QJ8D15eGFZTizk2QtMX66k5S4knh4l1JXr1QUBIt+q+gSUZqZxCOpFdMkPT5pPgoiT/ACOtiWGCUdvHnI4N5xperVSXJHsC2USjpYBwOyOji1xFA0hZwlJlTupEBrxJCQhe0CDerl4W8m4Wg74G41yruU2nu41Tsf2JudpsxV4gv8hB1Jgb2A/+4kX1L4Q51mLWn+6KuIcWOJSU9W95zgFxr9Vi72Rk3IhZMvligyLiaYAb08khTrTvXfnwb2KoOKGIqAXExMqMyJaoqY6y7jJq84PYRGiYHCX9ihFDH8Z7lbjfPWFquNM+vzIiY3Xf2x8Kbztm7A4VT//ZUgZ4nxtfmer+4kABhBpFmfq/ft8/zBn5YDPJJaMU0sOgYFgZquJEAqAnlhqBb+FPoDgIXTud8pPxO4LYgBvTwmI5AQz10MwRAx4bLEpNGYmKE8/vjjWLx4MS6//HL88Ic/xLfffiu8tmHDBixcuBALFizAc889J/E5Hz9+HDfeeCPmzp2LdevWoaEhhOkBMYbTyeKMTK+kzt7QpJWqKWLmTGJw/K8MTr3JYGypupaYUK1MJHER7kQMEdxb0yzW9FEzHoaHFzEsC3SZw7P2MVuGnotkt2NvsCwbkDsJCE2GUo+fN3FAaonZdVy0xKgtYkiXr9pxYp7qI3ninu8Du19icOg1JuA4OCUwDJCZwomYYFgoe4nzPRzF7gAqYgRuvvlmbN68Gdu2bcNDDz2E3/72t+ju7sb27dvx7rvvYsOGDXjnnXewfft2fPjhhwAAq9WKBx54ADfccAO++uorTJw4EQ899FAohhuT1DSJN0GyxkioYmLUFDEAMH44gxHD1JvI+MnUZgcGbKq9rVsGrNxnAe5X42TV3lPV4nYwRAzp/2/vCY+ICTQ7iSzc6K87KRS1Yro9ZKV5IzcDQvzWkbNivZUpI9UZG08w+yd1m4kO3j6IOIZhMHM8g/ys0GXyZKZwwUutXeoHfUdCYG93X+QXu4sLxYcMHz5c2GYYBlarFa2trfjkk09w/fXXo6iIa/Jyyy23YMuWLVixYgUOHDgAo9GIFStWAADWrl2LhQsXoqGhAQUFBUM+w2q1wmqVlpeNi4uDwWBQ5Ts4B2cD/v9o4xQRD3PxWKC+hdvu6Bn63YNxDMjVp8kYeceZFFa9Fl3Qx9fl4lKQ+zxydX2yWpxsctLVP34SEdOtD8vvI+tO6lb+XclMGmOC8r8rI6wblReCPxeQC4cUP66Fkjypa3jyCOB3d6g73qQEFgAnFnr6WDid6t3syHM/2ajue6uJ0+lERjJ3TO0OziqYkaLeWEkrSFJi6I4DOdd19Xo+b4J5Leh0yhZLIRExAPDkk09i8+bNGBgYwOWXX47y8nJUVVVh6VKxvejo0aPx4osvAgAqKysxcqS4fDAajSgqKkJlZaWsiFm/fj1effVVyXMrV67EqlWrVP0etbUygSNRwO4jKQAyAQCj8jsAcMv5xtY+VFe3SPYNxjE4X5MEgDMBDVjaUV0d4hbaXtCx2QC4ZaG5Xxf086C6KQ7AsMHPNqO6unXIPowjFfzvtP9ELwCuqIYBHaiu9qMmvwf0rPhZ7b3B//5yNLdmgf+OPA3N/ajma+x7oaFdD4BbMLF2+WPqjtSkInT36XG2zobaWi66N1jHoJK4FmwDvl8LJdk5OF3LLacXTevDM3e1wmZmUa2ia8BpywDAmQLPnW9Eerx6gTENzeLv3NtZj+pqu2rvrTaZqdnC9pET9SjLV2+sLW05ALjfsbOtDtVOh2rv7YmeLnHuaWjuRXV1m9e/Cca1UFZWpmi/kImYX/3qV/jFL36B/fv34+zZswCAvr4+JCeLk5LJZEJfH7ckt1gsMJmktkSTyQSLRb4wwZo1a3DzzTdLnlPbElNbW4vi4mLFClFLtBCrv+/NysDT/+C2rY4klJaWAgjuMTCeELeLCjJRWpqp6vsHSgGRvtlrYYJ+HnQQRsX8HBNKS4fa1ctLxO3aVvE6Gl2WgdJSdX1Ko4aL2+09+rBcB6x+6HNma6JwfnpjgBhudqb8MXVHUS5w4jzQ1hOPoqJi1NUFby5IOCJulwzz/Vp46kfAQ68DV0wBfnJ9EnS6Eq9/4yv5OURz0vR8KPwJFOEgvEFjRw1DYbb7fcOJ0+lEZoo4cRpMw4J2HMaNLvLZtegvCcQ6wcEko7TUfcXBSLgvhkzEAIBer8fMmTPx1ltvoby8HElJSejtFU8Cs9mMpCTulzIajTCbpUsHs9kMo1HeOWgwGFQTLJ7Q6XRRKWLO1ovmwItGMkg0cMXnusxDzXrBOAb9AywAbmJMNjJ+NYAMJqlJ4vHp7dcF/Tzggvq445FmkjetZqeJ+5CNO/Mz1T9+eRniZ3X0BP/7y9HXL/4GJiPnHmrvUW52HrCJ38GUqPzvACAvw4kT57k6M32DaihYx4D87dOTff8tp44GNj+p+rAkJBPXg2VA3fOtp098b3++fyjJTBbH2t6t7lh7LeJ7pySF7jikp4jnX0+fsusknPfFsHyq0+lEXV0dysrKBKsMAJw+fRrl5eUAgPLycslrFosFdXV1wusUdalt5v5PSuRiKvhGcqGqE0OmaQZS7C5YkAWgzP3Bn0zIHk0pbgp+kYG9ZLxIsAN723pkTCIhgPyOxYPB574Uu/O1bxJJfpa43djufj816CGCKUO1+vYV8hpVu2ovHwvCMNIA4kgkM1V08aidZs2f7yYjQirkjAliqw1aJwacy2jLli3o6+uD3W7Hl19+iQMHDmDq1KlYunQp3nvvPdTX16O1tRUbN27EVVddBQCYPn06LBYLNm/eDKvVitdeew3jx4+XjYehBE7dYNhLUQ4XfM33LAlVnRjyBuNL5kiokLQesARf+ytJMyVTrEmCmWINcO6kcMBnwSQYxO9oGQAsA8oCHkmh7Os5lk94dIItYvxNMQ4l5PFTPTuJKPIY7IJ1gZJBWGLUFjF8skMo06sB7pjz550WUqyD7k5iGAb/+te/8Ic//AEsy6K4uBiPPfYYRo4ciZEjR+LMmTO47bbb4HQ6ce2112L58uUAOPfQU089hd///vd48sknMX78eDz66KPBHm5M0m0Wa5LwVS/TiOJuTicb9JWAuV+8EflSiCxUkDcTc3/wRYyn5o88bkVMuurDkXTs7QhzirUpUfrdO3qUWVYspIhJ8O18zs9kwJvYm9qBkjTP+weCkt8+3JiCKWIGb5xqtkkIFlkpoiWmtUvM2FIDNRri+kuqibuutGCJCbqIMRqNeOmll9y+vmbNGqxZs0b2tQkTJmDTpk3BGhplkDoi+YgXMbwlhmW5SSVd5WJZrpCWmEg0IUstMcFfHSppgifXH8mYEJzjl57MVUC2O8JXJ8ZMTOqkK629G4qCPwNyJxGWmKZ2AMoSJ/yCdCX6WuwuVEjqxKjtTvJS5DGSCIU7KRxCVkuWmOiLUKX4TF2zuM03UUsjAtJD4VKSmPoj0RJD3Ex6Q2GJsXiPi0hMYIa4RXIzgmOCZxhGiIsJlzvJnSWmTWFcTCDupLwwuZO0YYlRr36Jw8EKoihSBRxJsNxJVhsL62BRzXBZYgDOemmzR2adHh4qYihCUC8AFOVwN8B0QsSEIriXXM3RmBjlTQBdrTHBcCXxiCJGB5WLk3qFZVnBbZFsBDJTRKGmNLjXEoBQDmVMjMSdFIFWSSB47qRAWi6Eg/RkJ/g1g5qtB9SuYO4rkqq9EW6NoSKGIutOIv3RoWg9EMgqORRIY2JC607ytBp3jYsJRlAvDx/cO2DTSVwzocAyAEE4mYzS761UxKjlTgqVJcaYAMTFRWZga7Cyk7o0ENRMoteJ4l7N80LSciAc7iQN9U+iIoaCuhZxWS3GxIiTZygsMZKYmAgUMWG1xHhYkYZSxJDBvcHo2usJcrWf7CpiFBa0DUQoZ6cBfBkMvlt4sOjRgDslWL2TlMSCRRrFgy74+lb1XC+SDtZhdCcB0uDe1k4W1//WiV/8xal6ryh/oSKGIrXE8DExpCUmBEqcnAgTg1+z0GdCHROjtAlgKN1JOURGTksQuvZ6glztmxKl31tpJ2syFdtXd5JezwiWqFBZYiLVlQQEz53UrdCNGkmU5HH/O51iz7lACVfzRx537qQ//YPFe9uAP24Cdh8P/bjkoCKGIgT2JhhE02haiGNieEuMMSG0hZ2UkhJid5LSNNssl1TfvMzgjY2sFaOm/18JrjECfgX2BuBOAkSXUlOH2B1abZxOVlg0BDsjMBCC5U6SWmIibx6QozRP3FbYxssrEktMWNxJ4rEnhSUpXCoipI0gFTGUIYXuAGlgbyhjYiLRlQQA8XEMEgYtRKFwJ/HCMdHAfbY7QhvYK44jnO4kU+LQFGslBBp3xYsYmx3o6gvOOdBrEQVSuvuWNWHHmAAwDGfZinV3kkTENKrznlLRHnoxJ2eJYVkWB06Lz6v1XQOFipgYp7ePFW6YfDwM4OpOCr7vk1/NRWJQLw9/YQfbEuNwsDhXz22Tv4kcmanSsYQisBcA2sJpiUnyL7A3kOwkQBrc29IZnDRz0uqZEcGWGJ0OMBqCIGK06E7KF7fVssSQ11c4zgO5wN5z9dIFbXUTjYmhRABymUmA1JQdEnfS4A0mEmvE8PBunWBbYiovAP2DXawneWkVFo7sJCAMlhhJTAxXH8cQzz0OtTsJAFq7gyNiOogg5Ui2xACAMWFQxATNnaTe+wYT0hJTo9KNnXTX5gSxOrQ75AJ791dI96GWGEpE4E7EhDqwl7/BRGK1Xh5eMHSZdbDbg/c5x6rE7UkjvIwplO4k4r2rm4D6FhZWW2hWY70ugb3+9PcK1J1Exhu1dAVn6iQXDJEuYpISOL+XupYY8XzSoohR68be0ikeB3LxECrSJJYYbiz7T0mvdbWsToFCRUyMIxUx4iQtKXanMIXVX6w2FvbB6t2RbIkpHOxk7GQZNHcG73NIETOxzLPryjWwlxQaakOuCDd9CRT9gMWw61icqw+Bu9ElxRoQ3Q09Cvu7qOpO6gqSO0liiYnswFbBEhOsmBiNuJMyU8XFl1o3dtLSGcxr2h1y7iQyHgbgiqQGK8DdF6iIiXHkWg4AnOuEr0QZbEtMpHew5iH78zS0Be9zjlWKomCilx49pCUmM9VzEHCgZKcPdV+1dgFvfxW0jxSQWGIGbxi8e6/bDEU1K/jzjGFEV5QvSNxJQRIxHRqJiQGApEER09fPZVWpgRbdSQwjWmNqmpSdi96QuJPSA347n5EE9g42AT7g4k6y2oJfbkAJVMTEIL951Ym59zhxrJKVLXQHcGnO/CQS7JgY0swfqdlJAFCYLQqEC8EUMYOWGEM8MLLI876kqAimKwngBNLfHwKumWnGldPE5y+0hi7wGxAtMbyIsTuAAav39xDirhL96y8VChHTqamYGHEZTlq5AkGLgb2AKGL6reoUQ+QtMQwj3+g12LhaYs7Wy1s8I8GlFPQu1pTIor6FxRN/47b/6zlWIhpcM2HSTFw0erAtMZHeN4mnIEvcvtAanM8YsLJC/YVxpd4tK1mpQHwcl/ZLWtKCxfdmAKNzWqEzmjB8FfdcMK1SPL1EQ0z+nHUNPkz04iKyBBg8nhcKd1Kv+D0jXcQkGcSxmvvViWfToiUGAErJDKVG6bniD7yIyUzlCi2GGtdra/8p8XFmqpgRWN0IFI4M7dhcoZaYGIM0/209BOw+wW3H6YdmtqSFwRKjhZgYIHg37opawDEYH+TNlQRwnayfWMtg6ijg17eEbrLLI86VYFqleORiYsgigEriYsiCiv6QkcIJRiCYIkbcjnQRw8fEAOplKHWHudy+v5TmideeGtYJ3p0UjswkgA+e57a7eoEDFeJvvXyuuF9NBFhiqIiJMVwFCV+PYFjO0Eq5/CQ6YAX6B4LnMtBiTEywLDHHKsVtb0G9PPffyODgazrMnxY6EWOIF331wToWJJJidy6BvYCyJnWBpvEzDCO4lIIlYsgU68iPiRHdSWoF9/J1SFKSwmOB8BdXS0wg9A+wQgxYOIJ6Ae5ewC8SDp8F3vpSfO26y8TfpaYZYYeKGB9p7QSe2cTimU2RUejHVzrcZBoVy7giyNYDwXQpuVZjjVRCEdh7rIoI6vVSIybc8MejoU29wE53uLYdAHy3xFiImBh/4UVMe09w0uy1ZIlJSpC6k9SAt8RoyZUEuLYeCOxaCHeNGB7e4mKzi/NdcS4wY4y4TyTUiqEixgf6rQxG3wzc/xcWT7zJBtU6ESzcuYbkKsOmh0jESC0xkbv6yk7j3G5AEEUMYYnxVugu3PDuNZtdecE5f3FtAAlI+7v0eHFn2O0sbIOiw193EiDGOrAsE5T+UVoSMaQ7qVctd9LgPKOloF5AbAIJBH5jJ9Orw5GZxPP6rxj857XS52aM4a4BPruPupM0RqKBxdWzue32buDdbeEdjz+4q/kiJ2IkBe+CGBejlZgYnU50JwTNnTSYmZRslE6MkUiwLVMsy6Kti7tRylpiiJgJb+4kC5G9FMg5RmYoBSO9lOyZlZgQuYIecHEnqSBinE5WsKhpzRJTkCUucHgXS2cPi75+3xe64a4RwxMfx+Av9+nw4s8Y6Ae/24p5DHQ6BiWDlvvqJkCFjPKAoCLGR9YtF7df/lB7lpgOIvtBT7j1yUJ3POkh6mTdJxPvEKnwN+7mTm51rya9fSyqGrjtieX+pQGHkmBnay1/kEX2MhbP/YMV3BV6vbgKJG903txJasVdBVvE8O7eSLfCAC6BvSq4k0ihqjVLjF7PCC756kZgy24WedeyGHsLi54+3+YJqTsp/HPAPd9ncOpvDL5+jsGti7nn+Bignj6gO0jNUJVCRYyPzJvEpb4CwPajwPEqbQkZ0hJz6yJxW851kUZUDA1VTEwkW2IA8cbNskCTCvUgSI6fF7eVZCaFG0ndHJVFTFsXi492ctv/874Y6JhsFMVdig+BvYH2TeLJJ1oPBNMSowURo3ZMjFbTq3n4G3tnL3DHkyysNq6q7bdHfHufSHEnkYwsYnDFVEZI/iBjgOpbgxPkrhQqYnyEYYC7V4gT2Ssas8aQFpUHb2Hw7I8ZvPgzBvOnDd03HJaYSM5OAoKboeRPZlI4KQyiJYaMKzhbz90MAGngtySw1+L5OgyGO0ntoEa7XXSnpEd4ZhIgLXanhjtJUuhOiyKGuLGTAtdXVyvZNymc7iRPlOaL81N9W3jLzVER4we3LuZ81gDw138DFg0F+JJiJCsV+NkqBvd8n5F1XZAipj2IgZt9xPGL5OwkACggbmJq37hP1YjHYYImLDHidkObuteAa60NXuiStUN8SbFWSyiXFYjbT7wJvPQv9b43ae3MiHVLjMbcSYA0zZrE1zpKkZKd5AmpJYaKGM2RkcLghwu47c5e4J0Q9I5RCzLFOs3Laoe8SdW3BE+oaaViLwAUkJYYlYNZyWacw91MiJGEJCZG5WPhzsrh1hLjQ0xMIO6kqaOB66/gtu0O4D+fYXH/i+p0wZNkJmnCEkOKmMDnB827k/Lkrae+tuWIRHeSK6Rgo5YYjXLXcvGE1VKALz9RJhuBOC8l7cnaMeQNVm20kp0EuFbtVfd3J4/xMJlssUgjL1Os6qm6O8lNrQ0y8Nu1NLon1HInMQyDv/8WWLdUXC4/8zZw4nzg54KW0qsB9bOTpH2TIt+d6gq58MgmLCi+upNIS0zEupMIS8yFNhoTo0lmTRCDYXcdB46e04aQ8SVwsCBLvEkFVcRoMDsJUP/Gzcd9ZKUBxghPrwW4FEy+VUUwY2JISHeSv5aYQGsR6fXAr37YiXt/ID53ti6gtwSgPRFjNNDAXpK5k4Apo7g57K2HGb8FPm+JMRkjdx4oygV0g+qBupM0CsMwUmuMir7xYMK7k5SUNI+PE+ui1AaxvLQWs5MAdW/cTieL+kGhKFc9OVLhLVON7epW7XXXfybc7iSS0cXithqB79KWA5F58yKh2UlSEgwM9r/CoHsLg4UzGKG/mK+uVl7EZEdoPAzA3Rv4a5+6kzTMLYvEGI43PwfMXjIkwk3/AIv+QbO60pUeXwSvsR1CxVO10VJ2UlYqEK/nfmc140CaO7gYC0C+8GCkwos6u4MzgzscLM7Vs2ADrIDlTsSQlpj4OEYIsA9VsTsSsi2Hu3YevqA1S0xw3UmBv1840OvFNGTeatvYzl0XSnA4WLQPnkuRGg/Dw8fFtHXrhZYe4YCKmABIS2Zw45XcdrcZ2PSl5/3DDZn94KuIYdngldqXxMREuIjR6YCcdE5tqHk8SHedlkSMq3vtxkdZjLyRxU+f91/EmC2s0JiUr8nE45q9xq/YQ1XsjkTtEgRkDSctiBi1i911m8X306IlxhVe4DscUNyioqMHcA5qw0jNTOL51c0M3noYeP+hBsSHMSyGipgA0VKArz/ZD0UhCO7lV3EMI6auRzJ5gyKmuQOwqVS1VypiIt+VwEOKmP0VwD++5rb/tcP/9yStMNPHSNPNk11ipniXkrfA3mC4k6QiRo3AXvE9Ir2DNaC+iOnSuDvJFX/i5yKl5YASrpnDYNV8YMoIK+LC6FGiIiZAZowFpo7itvedAg6djlwhI/G5K7bEiDfUYImYPqK7cKSX2gdESwwANKpkjakjYo40ZYnJEn+vVzeL534g7hUyqLckD7jsIvGxySg9P3gR09MHjy4si1V8TS13Eik01I6J0YIlRq8TBaEq7iSN14lxpdCPEgRaqBETaVAREyAMw+DOa8SJ9auDYRyMF/yxxJBBpvXBEjGDq7hID+rlyUsXg4PUioupI+rwFGkpsJdYbe49KW53m/3vLUVaYkrzGCyYJl5f5OcB4s3OZgcGrHBLsN1JsRgTA4juPVXcSRqv2OuKP205pDViIn9BFwmEN6w4ShhbIm63dbMAIvPkk06SysZIWgWC5k4anAAjvVovT26GaIlRK0NJqzExZLaWK529/pnEa4gaMaX5wMLpwM9Wce+3ar50X2nrASDRjRAOvjsp8PfTqohp7aIVe+VQ6k46XsXi0Q0srpnDSM7TSHcnRQpUxKhAZqq43aYwgCsc+GOuDoWIESwxGhExeYQ7Sa3gXjKFfVi2+/0iDVfLCElHj38TMelOKs3jMj6e/bG86HbtZO0uoyMY2UmJBq6jttUWwyJmMEZJDXcS39okKdF7IU4tUDCkMKb8d/rt/7H44Fvg3W0s/uNq8XnqTlIGdSepACli2lUwK8tx9ByLP7/Doq3L/5gbcpJUGjhI3qTqglArhmVZSUyMFiBFjK8lxd3BC8T0ZCBZQ9VKc9PFoleu+OtiId1JJXnu9wOAFCLQt9sMWG0s1n/C4ssD0t8lGO4khhGvIzXcSfx7KKmmHSmQ7qRA0uqtNhZn67nt8gLP+2oFpQ1STw8WSnQ6gTc+FZ+nlhhlUEuMCmQSgiAYjRJ7+lgs+CmXdrrvFLDxIf8muM4ecZJRutJLMDDIzWDR3BEcS8yAVUwp1Io7iQzsPXch8PdjWVY4tlpyJQHczTYvg5W1SHX4aZ3gLTE56d6r67paYjZsAe76IwudDjjzd6C8kPv7YLiTAO46ampX1xKjFSsMIF6zLAtYBvwXiKdrxTpJk0aoM7Zwk5vBCXyn03PsHDmvWm3idqTXiYkUqCVGBUxGIH5QDgbDEvPWF6Kb6pPd/ldG9ddczd9YG9rEiUYttNQ3iacszybcPD/cAXQNpsayLIv9p1j09vn2+7R2iZOXloJ6edzFxfhjnbDZWWHCd9cVmCSFsFp19wF7T3LH3ukEDp4W9wuGOwkQr6Nus/KCZu7QooghrQWkkG1sY1F1QfnxOFYlbk8s04YVyht6vVjx3J0lpqePRZcbAUxFjDKoiFEBhmGQNehSCoYlhqw/09krveB9ocMPdxIgZig5nEBrl7pVjbRUrZcnwQDc/D1uu68f2Pg5t/2zF1hcvI7F3B/5VrGWdNNpqeUAD+lynDtJ3PbnWqhrFi1zpV5cSYA0ALSnT7qqJY9rsCwx5HXkrVaNJwasrFD1VAs1YnjI34i3oNU0sRj+QxblN7DYfVzZdXCsUtxvYpmHHTUGf200dciLXHcuer0eSIuCDK1QQEWMSvBxMW0qi5j9p1jJihIAvjns33v5WxGUdHE0dqgsYghLjFbcSQCwbpm4/fKH3GT93Lvc46PnlFfoBLRb6I7nknHcmJONwG2LxfH7Y4mRpld735/MTuo2u4gYIm2dP88M8dwKWS3USrPWYlAv4CJiBn+7f+8V09237FEoYkhLTLlKg4sACgYtMU4nVxzTFXcu+uw0CO0LKJ6hIkYleBFjtnCrKrV4Saax5LdHA3MnMYx08vcGeWNtaFc3jIrMatCKJQYAJo/gOpkDnGi5/iHpb+LLDU2r6dU8998ArH+QwbbnGUm5gY4e389TaaE775O4a0yMVMSI27yVQ22XpSTNWi0RoyFLTAnh8qtu5H7vSsKNpDQZ4LtK7n+TERiuwI2oFSRp1jJxMeQ5WkYENNPMJOVQEaMSZHCvGpkKABdr8dZgP6aUJFF4fHPEv0wAflxpJt9UPhmnEUxLjFZiYnjIlhOuhQB9EzFEoTsNihhjAoPVVzGYNoaRZOoFbIlRFBMjbl9olcYXkDeIYKXxq1UrRpI5qHFLTCUR7K4kGcBsYYW/mTA8uiwQ3grekcfnwVsYGOK57fLCIA8siqAiRiWCkWa98XNx8r1lETBvMN6gsR04W+f7+/ETpa8+d4k7qZ3GxPCsmi/tZEziyw2crBGjxcBekowAxTy/mgd8dyedrJa+JhExg2JZzXgYAMhIEW9SgYgYSQ0nDVli5GJizvkoYk6cF7ejKR4GkFpi5DL46prF8336aGDTwwxuXQw8sS56hFywoSJGJbKCUPDun9+KJ/i6ZQwuu0g8sb854tt7sSzrd/YDKWJUdycRIsbkJZ020khKZHDbYvExeUP1yRKj0b5JckhEjB83dVLQKbHEkIG9J1xETH2LmMkXCneSejEx2rkO0pJFIe+vJUYaD6Od764Eaa0YmcBe0pWcC3z/MgZ//Y0OE6IkQysUUBGjEpmp4kmnVoZSZQP3f0oScNFI4FKiEd43R3xzJ/X1i+nRvoqYYRIRQy0xJL+5lcHsCcCCacDDq/0LauUnspQkINWk7cnLmADBJO7PdcDHDSQalFkMSeFIxtMA3Pne3DFYUFFD7iQtBfYCojWmthlo62Il5363Geg2c3PV8SoWj7zuxLl66dwVrZlJgLT8gFxMDC/aDfFcMC/Fd6iIUQm13UlOJyuc4KV5XBr3jDHc5A74bokJpEOuMYERLrDGDnUtMZKYGA2KmLxMBjv/V4cv/6zDqCLxeaUiRsuF7uRgGCagKrZ83EBhtrKO5t4aBda1AP1EjRi13UlSERNANW2yw7yG3EmAKGJsdmDnsaGv8+f3qodZ/G4DcNOjLiKGsMRMiqLMJMB7/yT+2AzLjq5YoFBCRYxKqF21t7FdLIDGm9UTDIyQEXO+EahtUj5p+tNygISP1Wjq0At1PNxhtXFl37sUTOpkdpKWUqzlyJCcA8p+m44e0dURDSIGEANTfRUxlgFxFe+pJxOJtyy72mbx+ALqu5PI3zywmBjfq2lHCqTb76uD8rVQus2sEPuy9yRwvkHcj89MykoD8jKDONAwkJPO1XwBhooYs0U836Pl2g8HVMSohNQSE3iKtWsTPJ7LCJfSt0eVv1+g5mr+IrM7GDTJ1DsgWfsUi4U/Y3HVL7wXfdNydpIr/sSDuPrEowH+Wui1cBV4lUIGPpKxBJ6Ij2ME66QcdS3BdVmqERPT1ctiG2FZ1ZqIIVPhvz409PW6FuCMSyLC5p3c/21dYsuKiWXKrG9aQqdjhFoxtc3SrNJ6QtRoschlpEBFjEqQlhg1AntrJKmm4oV98Vhx+2S18huENPvB94li5DBx+0CF5335CXnXceBbL26vvn7xO2jRnUTiT2YOuTpTeuOOdPy1TkiOhQ+dvD1ZY+qaxcaCANewUk3SA7TEnK1jMfs/Wew5wT3OSYfELakFyEXWkbNDX69rASpqpM9t3sHHyYjPRVs8DM/44dz/rV3SMIBoCugPJ1TEqEQWEZSlRkyMu8qlZCEoch9vBGqJuXSyKHy8WYDIarVkywQ5pNlJvo8rkvBHxDS2i9sFWdGxCvU3zZq0xPhyLFzjYvRE7HldC7D/lPh42mh1j3Eggb3t3Szm3MMKqeGZqcA7v2NgMmrrPPCWRVbXwqKiVjoPbD3MuZiOnBOfmxRlmUk8q68Svxc5H0qtsNH53UMBFTEqIXEnqRATI6mXQUwSpZIKmcrfL9CYmHmTxW1P1hXLACuJc3l3G9Da6V7IaD07icSYwPVVApTfvJsIEZMfJfEAGX7Gh6lliZlMBIfWtQAHTovn34yxyt9XCfFxDExGbttXEfPBN0BLJ7c9rhTY+zKDK6Zq72YmV88njhSSzVyXahKbHfjXduBP74i/zdRRQRpgmLnuMjHz6D1iPtR6pe5IgYoYlUg2iheuKiLGjSUmJUnM/gilJSY3Qywpf+A0F5QmR2un9LHVBrzxqfv31Xp2EgnDMD4HtTa2i8cxWoIa/bXEkHU0fHGtpRilj8eUiGMgLTGJBtG0rybpLr/5b//Pibn3OHH0nGcr5LEq8fUXfspgxDDtCRgAyM0QxTvPpHIx1V7OnQQAP/oTi6rBMhLzpwIXjwvuOMNFgoHB6qu4basN2LCF264lCt1REeM/VMSoBMOIJddVcScNWlkM8UNvbrw1pq4FsCsMnFQj+4GvU2N3ALtPyO/DryxJXtnsPsA3mrKTAPHmqfQcaIxGSwxRrM0nEUMG9vpgiXF1JxXliDeFmiYIMTEXjeQsJ2rDX0+dvcC5ehaP/ZVLNX5yozcRI25rObVYp2NQ4hKYOrJI/A1qm4HTg4G9JXmi5axnsOt3nB74n58xURfUS7JumdSl5HSy1BKjElTEqAgf3BtoYC/LsoKVpSR3aP0A3jLjcMgXUJJDjWJalxIuJXfF9lpkvvvpWmCrTNYCEF2WGEAUMWaFmTnRKGL87Z8kjYlR/neu7qSiHIbIphOfnzFG+Xv6Av+b9/UD+4j4GzJotaaJxf0vOvHF/qGpxTnpnKVTy7jGxZQXiDfmzl5xsTKxDFgyU7rvfauA8cO1/f29MaqYwYJp3PbZei6LixcxcXrOmkXxDypiVIQP7u21cLVS/KWzV1yllMj4m+X6lXh9TxWKaZHp3e6K7ZHupDkTxe2/fyF/PCQxMRpPsQZ8d6U0Dt64TUYgOSk6JnL/3Unc/0mJ3ovYkaS6iJjiXPl09eljgnN8yUXBju/E8/xMndj24IH/ZfHM28D3f8Oip49FSycrxENFQ1aOa1zMiGGMrHVhTAmwbI74OxTlAL+9PTrOe2+QDWMf/6tYzLQwG9DrY+MYBAMqYlRErU7WkhoxMpH/ZMq10riYDhUsMcW5QFG2HQCw+zgwYB0qTEh3EhmVf0rGJw6I2Uk6nehD1zK+3sD5mjvRYoUBXI+BezFfeYHF5h2sYLHirYqFWb7VCxlqieGsMa4EyxJDXk9k5p5lQFxt7zrO/d9rAXYdc0kt1rAriYeckwCuC7OciBldzOD7l3LCzWQE/u+XTNSId29ce6mYXfr1IdFiT2vEBAYVMSqiVoaStNDd0AvcH0sMf0ON0wfmtrlkDKc6+q3Afpl6MS1d4k1reL5oJiWbwpHwlhhTYnQUuvJFyA5YxYqdeVFkTpZkJ7k5Bj19LGbdzWL5gyye+jtXL6hrUGj7Eg8DDO03VZQ79AZqTOAygIIBKWKOnpO+VlHDpRKTdZ++OcLiWKX4OBpSi4dYYgrl04bHFHMWx6MbGLR8yGDxJdr/7koxxDN47t6h35fGwwRG0EWM1WrF7373OyxduhSXX3451q1bh7NnxYpIGzZswMKFC7FgwQI899xzkgDQ48eP48Ybb8TcuXOxbt06NDQ0BHu4AaFW/yRJZpKsJYbc17vbyuFghYqZxbmBiYWLx4hBLHIuJdKdlJPOTWYA5yqwDAwdKx8TEw3xMIBvlhiy8nH0WmLk99lzQrTabd7JSqv1+ihiSEuMXs8JQtcbw5SRQFwQgnoB6fd1jV+vqIFEsACctYbMTIoKdxIxJ8XppcHVJGMGMxwZhoExIXYEDM/yeQyumSN9joqYwAi6iHE4HBg2bBjWr1+Pr776Cpdddhl+/vOfAwC2b9+Od999Fxs2bMA777yD7du348MPPwTAiZ8HHngAN9xwA7766itMnDgRDz30ULCHGxCZRCXcQIJ7JTVi5GJifKwVc6pGtHhMD9CkzltiAGDbYc/upOw0zqzMUyWjQfmAv2iIhwGADOIc8GaNayRu3LEmYsiqz0fOSs9jX4J6AWlMTGEWF1/gGhOjdn0YkvRk9zfj03WsJAsJAPaclFoxJ0SDiCHmqdJ8TjC63pyTjb7/ttHI8/dKW2XIuT4pygm6iDEajbjzzjuRl5cHvV6PH/7wh7hw4QI6OzvxySef4Prrr0dRURGys7Nxyy23YMsWLon+wIEDMBqNWLFiBRISErB27VqcOHEioq0xalXt9WaJyU4Tu/EqiYkhK5bOCDC4cXieHTnp3PZhmRLjZHZSTrpUxMi5lHhLTDSkVwO+WWIkmUlRUq0X4LqeJ3op+re/QhTA/VbgiwNkjRjfjgVpieFvnK5xBoGe957wFGNWUSO1ugDAgFUUcSV5Q91hWqQoR3QdXzwoGF1/g9HF0eEyDpSyQga/vlU8DtEQExVO4kL9gUePHkVmZibS09NRVVWFpUuXCq+NHj0aL774IgCgsrISI0eOFF4zGo0oKipCZWUlCgoKhryv1WqF1WqVPBcXFweDwUN3OB9wDrZudnpo4UxOZm1drJCZ4Cv8qpRhgMIs+fcpzeMsLDVNgMPhhKe5gUz7nDrK/3E5ndznjC1h0dLJoKkd6Oh2Io343rw7KSUJiI9jUUb8VOfqpZ/NsqKFKCnR87GNFLydB+SxaO/xfKwbCBGTm+H/7xJKlFwHACfmGto4ESO3r2v/rc07xO18N+e8O0xEsbthOdznmQYznLrN3POBnPeuuB4DT5lUFTVcdVp3TCjTxnnviusx0OmADx4D/r0XuPMa7vnsNM61xKe5jy7W5nd1h9JrQY5f3cQVaYyPB66Yoo1rX45AjoE3dDplNpaQipje3l488cQTuOeeewAAfX19SE4WZ32TyYS+Pi632GKxwGSSzg4mkwkWiwVyrF+/Hq+++qrkuZUrV2LVqlVqfgXU1ta6fc1mSQTA2VWrartQXd3p12dUNRQB0CMv3Y6GC/Wy++Sm5eIUjLAMAIeO1SIr1f1JtOu7PACcqSM3qRbV1YGdcIUZvQA4k8O2fQ24qFwUj03t3NjTTTZUV19Aki4BAGdOOnyqG9XVYiDIl4eMALjlmjHOgupqoiNahOPuPBgwi9+3ul76fV2pqEwDkA4A0NmaUV0tf25HIp6uAwBITigAYEB7txPV1dJ9O3p1qGooljxHulz09kZUVw9AKYw1HgBn8stJFq+7kux8HDMnINnohBG1qK5W/JaK4I+BtU/8zXly0+1o7oxDTTOLjh4nAD0M8SysNulqoyTL/3kiEiDPg4JkYPUCwN4H4VjnZQxDfSt3m8lL6UR1tQrdcSMMb9eCO1ZczP+9ioMJE/4eA0+UlSnzs4ZMxAwMDODnP/855s2bhxUrVgAAkpKS0Nsr5v6azWYkJXG2YaPRCLPZLHkPs9kMo9Glxvgga9aswc033yx5Tm1LTG1tLYqLi90qxFai5omdSUNpaZrsfp6wDABtg7EU5cPiUFoqn1IxZjjwzXeDY4svhpvdYLcDJwfPrxGFwOTxxfI7KoA/BtPGmvD2Nu65bluB8NkOB9A5+JMVZMejtLQUcYSpv6U3FaWlXPSzZQB4fJP42rprjW6/ayTh7TwwEwsqByN+Xzn6CS05aWyu298wklByHQBAbiZw5gLQN6BDQWGpJH2+Yp/nz5gyPh+lJcrHVFIC3H8DZ5l88PY0DMvhrrtn/gt4ciPwH9foUF6m3sF1PQbtUgMwUpKAhTPi8PcvAJZl0N3H9SOZN4nBqRppj6g5F/k3T4QbpefB8HygfvD7XjwpHaWl6aEZYAhQegyimUg4BiERMXa7Hb/+9a+Rk5ODn/70p8LzZWVlOHv2LObNmwcAOH36NMrLOQdheXk5PvjgA2Ffi8WCuro64XVXDAaDaoLFEzqdzu2PlZ3GAuDuYh09ys1hJHUt4nuU5rt/j+H54n61zQwuGS/vT6qoZYWsoOlj/BuTK2NKxfc4Uye+Z1u32F4gJ517flgOi0QDi34rF9jL7/uHvztxftBtNn8qcONCbZUdd3ceZKWKv0tnr+fj3dQuqpjCbGZIZeZIxtN1AAAZhGWwy8wgL1P8bofOiMdIjqJc34/F0/cMfW7RJdy/YMEfg8wU6feZWAaMK2Xg+h0nlXNxI5u+FJ+bPEJbv7sr3s6D4jwncIzbHlei7e/qDm/HIBYI5zEIyac+/vjjGBgYwCOPPCK5US1duhTvvfce6uvr0draio0bN+Kqq7hOWdOnT4fFYsHmzZthtVrx2muvYfz48bLxMJGCGinW0hox7vcjK/l6Cu4lsyBmjFVnAhldJG6T3WldM5MArmUCHxdTeYGrYHqmlsUf/s49F6cHXoyivim+dHAmA3ujqU4MMPQ4vLuVxa5j3E19/ynx5j7FpXNxspFrcqol0l0qYE8s5+I/XJlUzuCyi8TvptNBaKoaray9hkGqCVh8ydDfmkJRg6BbYhoaGrB582YkJCRg/vz5wvPPP/885s2bhzNnzuC2226D0+nEtddei+XLlwPgLCtPPfUUfv/73+PJJ5/E+PHj8eijjwZ7uAGRauLqVDgc/he7k2YmuZ/MpQXvWADy+x4gskCmj/ZvTK6UF4oBexWEiHGtEcMzYhhwsprLQmlsBx5ez8Jq4167bxUwLor6piQmMILlSWl2Unoy1+k2miCL/v3sf1j8ey930972PNcFHeACcm9eyODwGSIzyccaMZFAmokLwudrxEwsY4R6KCQTy6VZeKOKuPMlmlkwnUHb5uDV6KFQgi5iCgoKsH//frevr1mzBmvWrJF9bcKECdi0aZPsa5EIwzDITGHR0um/iGkm4kALPNQOkRa8c78faYmZppKIiY/jhMzpWrE/jE7HuFhixEmrnDCenawWM1EyU6Ozb4qQmdPreb9obDnAw9XL4e7q/97LPed0Anc8yQrWxqmjgEvGSf9OiyJGp2OQahIrDk8q5wSKK+OHcyJmyijg8Bng2nkhHWbYoAKGEkxi25EXBHiXUpufIqa9W1yVZnmI9+OKenHb7kSMzc7iyGAtl5HDgPQU9SYT3lze1w/UD/aHca0Rw1NeKH7u6x+z6B1Mwrl6dvQ0PSThXSmeLDG9faxQ6C8/CguAuWsyyleOBrheRlNHQ1IeQKvF0MjyChPLgaRERlInZXg+5ybT6Rh88wKD3S8xeGJd9J37FEqooSJGZXgzek8fhMZ2vkDG0mS6T2yRVMR0V7X3xHnOhQOoX7F0DOHz511KntxJPO98LW4vnxudkzj/u/X1u+9mLil0F5WWGOnjnHQMqWU0YwyDlCRGci4ValTETBrMNxg/HMhJ574o6VIiC5qlJDGYOT46g1wplFBDRYzKkMLDn07WpBsq081qloePi+no4RrquUIWFJs+Wt0Jc0yJ+H58cG9LpziGbMKKRFbt5QtfxccBiy5WdUgRQwaxKq9uBGbe5cSYm52oaxaPT6yJmJd+zuDOa6TP8S0wyFYYhdnavLG/fD+DZ37E4IPHxfGT4mxSucwfUSiUgKEiRmXILJOTfhTXIi0x7kzyPMOJuJjzMt0YvqsUb5pqxcPwkNkXFTXc57S6cSeVySSUXTElOsqty0H+bn/6B4u9Jzmh99rH4vPSzKToOw6kK2XJTOD7lwFPrGUEkZ+VJp5DcyaK338kYbXTEoXZDO77IYPRxeJ3uWikuK32IoJCoXCEvO1AtHPFVAavf8Ld1D/ayeLyKb5NXnzjSJPRe8YKF2vCfVblBWDSCOnrpJtphMo3B3KVeXowzkEuxRrgeukUZrOSIl/R6koCpCKGrAnC9QvivneTpG9SaMYVSiaPAH5zK3DuAvCnH3Mp9NnpwCdPAU+/xeKOpaI75Y6lXB+uRAOwdFZ4x60mtywC9p7kmptee2m4R0OhRCdUxKjM0llcKqnTCXy4Q74Ilyd4S0yWh3gYHklzRRlLDB/wq9MBw1TO+sjLFHvTVNRwz/GBvfFx0h5C/FhJEbNsrrrjiSTIzBzSpUg24mxsF61k0ehOYhgGj60dKlRnjmfw7u+lzycmMHjlF9Enao0JDF59IPq+F4USSVB3kspkpTGYO5HbPl0LnK5VHtzLsqwQE+MpqJeHFDHn6od+Di9ihmWrn+bIMIzgDjjfCPQPsEJgb3ba0G61ZJr1pHLPNXC0jjs3YGM7cKGVFbZ5olHEUCgUSiigIiYILCNcJWR3Xm+YLWLHW29BvQDXC4mn8oLre7GCa6pU2ptONXiXEssCZ+tFS0y2TGr4iGHiMVkexVYYwLMA5a0xVMRQKBRK4FAREwTIm/SHO5RbYpSmV/PkZQLGBG7b1Z0kqfzroX1BIJAZSgdPAwOD6dxkUC/Psjlcld+kRGD1VdFrhQE8B2QfOC21xDCMvOijUCgUineoiAkCY0oYoWLnjmPSAnaeaCOye5RYYhiGEVxKVQ2AwyF+jqQHU5AsMWQPpc/3i58tJ2KmjmZQ/Q8G1e8wGFkU5SLGJR6IrNFzoIJzG/LxQTnptKIphUKh+AsVMUFi2Rzuf4cD2LJb2d+QlhhP1XpJeJeS1SYNnJVaYoJzkyRvzhs/F7fdWRYKsxlkp0f/DdvVEnPvDxjhuf0VnEuJ/63kGgVSKBQKRRlUxASJ5fOIuJidyiwx0kJ3ym727jKUuKaQHMGyxIwYxmA113RcaH4HiBVLYxVSxOh0XMbajMGCbk3twEOviwfr9iWxfawoFAolEKiICRJzJ4o3sy173JefJ5GIGAUxMQAwguhLdK5efD4UMTEA8Ie7GUnfGIDGeGSlcennAHD5RVzGGlmV9tM93P+pJuCGBaEfH4VCoUQLVMQEibg4BlfN5La7zcC3R73/ja+BvYCLJeaCfExMSRBFTG7G0EZ2cjExsUR8HIO//pqzUv3vz7ljM2PMUIvLLd+LzgaYFAqFEiqoiAkiyyWp1t4tMW1d4j5KAnsBD+6kQUtMTjrXUTeYrFsm7X+j1U7EarLiUgbrH9QJGVxyDTjvWkEFDIVCoQQCFTFBZMlMLq0Y4Kr3sqxnIeOPJWZ4vtgdmHcnWW1i9kuw4mFI9HoGb/yawaRy4OrZwOwJwf9MrVGSJw3WnjUBmDyCihgKhUIJBCpigkhaMoPLLuK2qxqAE+c970/GxChpOwBwJdv5lgJ8wbu6FjHQNpjxMCQTyhgc3aDDR3/Q0ZRhGRiGEYJ7AeCu5fQYUSgUSqBQERNklvtQvZcUMd46WJPwzR1bu4BuM4uaEAX1Unxj9VUMGAYYPxxYNT/co6FQKBTtQ0VMkFnmQ/Ve3p2UlMhZWJRS7tJ+QFrojq74I4UbrmTQ8AGDw68zQY9TolAolFiAipggU17IYPxwbnv3CaC5w72Q4Sv2Kg3qFT6jQLwhVl4IXXo1xXfyMhnEU3cbhUKhqAIVMSGA76XEssDHu+T3YVlWsMQoDerl4d1JAG+JCX6hOwqFQqFQwg0VMSGAjIt541N5S0xfP9c6AFAe1MtDupPOXWCllhgqYigUCoUSpVAREwJmTQDGlHDb2w4Dp6qHChl/qvXykCLmxHkxJiYlCUOq6VIoFAqFEi1QERMCGIbBumWiNeaVzTIixo8aMTzZaeLffHMEODtYL6Y0j/tsCoVCoVCiESpiQsTtS4AEA7f9xqdA/4BUyPBBvYDvgb0Mw+D3/zFUrFBXEoVCoVCiGSpiQkRWGoPrL+e227uBd7dJX5daYny3ntzzfQZvPcwg0SA+RzOTKBQKhRLNUBETQsgqrS9/KLXEBBITw3PDlQy+eYFBeSFgMgK3LKKuJAqFQqFEL3HhHkAsMW8yV631xHlg+1HgTC2LUcWc0PCn5YAcF49jcObvQL81+I0fKRQKhUIJJ9QSE0IYhsENV4rC4sg58bX2HqKDdQAiBgB0OloRlkKhUCjRDxUxIWZ0kbjNd50GAgvspVAoFAolFqEiJsRI+xyJ1pdAUqwpFAqFQolFqIgJMRIR0yBuqxHYS6FQKBRKLEFFTIjJTAXSBqvoku4kXsQkGgCjDx2sKRQKhUKJVaiICTEMw6C8gNuuaQZsds6lxLuTstLCNDAKhUKhUDQGFTFhgHcpORxATRPXwbpt0BJDg3opFAqFQlEGFTFhYIQkuBewDAADVu4xjYehUCgUCkUZVMSEgfJCMeal8gLQStOrKRQKhULxGSpiwgCZoXTuAosDFeLjkUVD96dQKBQKhTIU2nYgDIwYJm5XXhCDewHgsotoZhKFQqFQKEqgIiYMFOcCej0X2Ft5AagarBfDMMDcSeEdG4VCoVAoWoGKmDAQH8egJJdFVQNQUcs1awSASeVARgq1xFAoFAqFogQaExMmeJdSXz/gdHLbl10UvvFQKBQKhaI1qIgJE3zBOxIaD0OhUCgUinKoiAkTZJo1z6WTwzAQCoVCoVA0ChUxYYLMUAKA0cVAfha1xFDCg63TFu4hUCgUis9QERMmXN1J1ApDCRdnnjqLz0d8haM/ORbuoVAoFIpPUBETJlwtMTQehhIOWJZF9Wu1AID6TRfgtDvDPCIKhUJRDhUxYSItmZH0SaKZSZRwYKmxwNrK5fizdhb9FwbCPCIKhUJRDhUxYYR3IV00EijND+9YKLFJ58EuyWNLdV+YRkKhUCi+Q4vdhZHXfslg+VzgezMAhqHuJEro6XIRMX01FmSFaSyU0NNX3YcL7zXC2e8AABhLjBi2qhA6A13fUrQBFTFhJCuNwR1Xh3sUlFhmqCXGEqaRUMLBwdsPo/u7HslzDosDw9eWhmlEFIpvULlNocQoTrsTXUe6Jc/1URETM1jbrEMEDAC07+gIw2jCh9PuhLXNGu5hUPyEihhKzMOyrPedopDek71wWqTZSJYaKmJiha6jooDNX5EHXQJ3O+g51RuuIYUcp9WJXYv34IuxX6P2b3XhHg7FD6iIocQ0bTva8eWYr3Hg1kMxJ2ZcXUkAtcTEEt2EiMldlAPTKBMAoK+yD05rbKTad+zpQNfhbsAJnPjNKfQ30uw8rUFFDCWmqfyf87C22dD0STN6jg01rUczpIjRGbmpYKBpAA6LI1xDooSQ7qPi+Z46ORXJYzgRwzpYmM+ZwzWskNL2bbuw7TA7UPHo6TCOhuIPVMRQYhbWyaJzr+j/jyUzOiBmJjF6BjkLsoXnLbXUGhMLdH3HWWJ0iTokjzYhZUyy8FpvReyJGACof/sCOvd3hmcwFL+gIoYSs/SeNsPWaRcfx5CIsffaBdGWMj4ZycQNrI/GxUQ9tm47+s5xNYFSxqdAF6eTnAOxIOjtPXbRGkncCY//6iRYZ2y5lrVM0EXMyy+/jJUrV+Liiy/Gv//9b8lrGzZswMKFC7FgwQI899xzkpiE48eP48Ybb8TcuXOxbt06NDQ0BHuolBijY7c0CyNWVp8AuKykwbCHtOlpSCo1Cq/RNOvop+c46UpKAQAkjyUsMTEgYtr3dIC1c/ec4luLhO/fdagblf9zPowjo/hC0EVMcXExfv7zn2PChAmS57dv3453330XGzZswDvvvIPt27fjww8/BABYrVY88MADuOGGG/DVV19h4sSJeOihh4I9VEqM0bGnU/K4pyL6J24esshd+rQ0GEtEEUODe6MfMjMpbTLX/yRpuFHIUOqNgWuBdCVlX5GFCU+OFR5X/P402ra3y/1Z1GOp79dUXFzQi90tXboUAPD6669Lnv/kk09w/fXXo6ioCABwyy23YMuWLVixYgUOHDgAo9GIFStWAADWrl2LhQsXoqGhAQUFLu2fB7FarbBapbn+cXFxMBgMqnwPp9Mp+T8WibZj0L5HaonpO98Hm9kGvVHv9m+i5Rjw8RAAkDIpBXEp4lTQd77P7feLlu8fCNFwDLoOiyI2ZVIy9110gGlkEnqO98Jc2Qd7v91t5d5oOAZt29qE7Yw56TBkGjDi52U490wV4AQO3XkEc76aicT8RNm/j4Zj4Ert3+pw/OcnYRplwpwvZnqcC4HgHgOdTpmNJWwVe6uqqgSBAwCjR4/Giy++CACorKzEyJEjhdeMRiOKiopQWVnpVsSsX78er776quS5lStXYtWqVaqOu7a2VtX30yLRcAxsLfahbhMncPbbs0gcIz9pkWj9GLQfGVxl6oH2xDbAzm3DAXSe7UJ1dbXHv9f691cDLR+DtoODN3A90J7Ujs7qTgAAU8QAx7lmoGe3n0XCiASP76PVY2DvdKB7MBsxYXQCGnoagB4gflUcTDuSYN7dB2uLFXtX70fJS0Ue28Jo9Ri4Ymu1o/L/VQEsYD5txqkPKpA816Tob4NxDMrKyhTtFzYR09fXh+Rk0QdrMpnQ18cFmlksFphM0oNnMplgsbg3c69ZswY333yz5Dm1LTG1tbUoLi5WrBCjjWg6Bo2Hm4RtfbIejl7OfJrSk4rCUnmhDETHMXBanTh1/gwAIHlMMoaPHA4AqB5WC0tNPxyNDpSWypedj4bvHyhaPwYOiwOnqrjfP2VsMspGizcL+1QHuv/N3dxTulNR4KYzrdaPQeN3TcBgCGbBlXmS871wQyF2XrkH/fX96DtgQY4jB6YRQ2/mWj8Grhx9+hicfWJcqv50HEpv8tx+IhKOQdhETFJSEnp7Rb+r2WxGUlISAM7yYjZLgyzNZjOMRiPcYTAYVBMsntDpdFFxwgZCNByDzn2dwvawlYWoWc+tJMwVfYq+m5aPQe85sxDQmDo+RfgeSSVJsNT0w95lh6PHgfi0eLfvoeXvrxZaPQbdp7rBOgZ//8mpku+QMi5F2Daf9n4taPUYdGwXXcnZl2dLvkNiTiJK7yhGxe85odexoxMpo1KGvAePVo8BSef+Tlx4W5o80769Q/H3CucxCNuRLysrw9mzZ4XHp0+fRnl5OQCgvLxc8prFYkFdXZ3wOiU6qdtUj/OvVgsTbDBp393JbTBcZgJPLAQ0kpkpKeNFa6hxOA3uZVkW9f+4gOr1tVGbZkv2S0qblCp5LVlSKyZ6r4W2nZyIYfQMMmdlDHk969JMcd9vozvAl3WyOP7gKeExE8e5zrqPdsPaEfk9pYIuYux2OwYGBsCyrLDtdDqxdOlSvPfee6ivr0drays2btyIq666CgAwffp0WCwWbN68GVarFa+99hrGjx/vNh6G4h8sy6Ll61Z07A1/w7eOfZ04+qNjOPGrU7jwQXDT6e29dqE6b/LYZKROShEq1sZChlLPCULETBBXmEklNM268vkqHLn7Oxy//wQa/tkY7uEEBTIzKfUiqYhJKjNCZ+BuYtGaZu3ocwgCLWV8siSonSf1olTh+bbt7VEraAGg8aMmIVsxeWwySu8o5l5gOWtMpBN0EfPYY49h7ty5OHToEB5++GHMnTsXBw8exLx583Ddddfhtttuw8qVKzF37lwsX74cAOcaeuqpp7Bx40bMnz8fR44cwaOPPhrsocYcrV+3Yd/1B7Br6V60fdvm/Q+CCGkdcE19Vgtbtx2V/1OFb+ftEKw9mTMzwOgYJI/mVqB9VX1w9GsnvdAfek6IN6fU8aKIMRK1YmKx4F3rN22oeOyM8DhY52GgsA4WXYe7YO+1e99Zhm6+czkDpE6Qukl0cTqhh5I5Snso9ZzoEWokpbpYonh0cTpkzuUsNNZWa9QW/2NZFuf+XCU8Hvu70cieL1bvDvd9QQlBj4l55JFH8Mgjj8i+tmbNGqxZs0b2tQkTJmDTpk1BHBmlfdCkChY4+8dKZF2aFbaxDLSIjdeCYcZmWRZ7lu+VmNIBIPeqHABAyphkbnJ3AuazZqROFCc3x4ATOgPjMUNBS3QPCsb4jHgkFIjZJ0mlScJ23/m+kI8rnPRf6MfhtUeFmxsA9J6JzOKH3913HHVv1iMuJQ5FNxWi9M4SmMqVZZE4bU70nOSuL1N5kqwVInlMMnqO94K1s+g93Su5FqIBiSVqsvtYl6zLstD8aQsAoO2bNongjxbavmkXRG3q5BTkXJkNR68DjJ4B62A14UrTdjQSJSDIG1Xb9nbZrsahYqBZ9L0Go3KupdoiETA5C7NxyfszkLuQEzF88zvXz2/5sgVfjf8a2y/fqakCUO6wtlkxMNipN2V8skSYmcpFEcPf6GIBlmVx+O6jsLZK/f/ms5EnYmzdNlx45wIArmz++ZdrsG3mdjR8qMz11XvaDOcAp9RcXUk8aVPThO3aN+sDHHHkIYkJcnMMgNiIi6l8XrTClN9bBoZhEJcSh7Rp3DnQe9oc8Z29qYiJYcyV0tU2eUKHGmuLeAOxtlox0KpuQBm5+hrxs3Jc/PZ0ZF8uWp7Ikuu86dhc1YdDdx6FrdOOnuO9aPmqVdUxhQNJPIzLytKQZRAq93Yf6YbTHn2uBDl6TvSifQdnlUwsShTOhf76fr9dNsGieUsLnFaX+Awn17hQCd2kFcKNK6XohkLok7giZ7Vv1sHaFvnBnb7QRbjTXK8BkpSxyTBkcxmv7Ts6ou566DrSjdatnLsoabgR+cvyhNckAm57ZLuUqIiJYVxdBo0fNaE3TKtPV9Gitkup+yix+po6dPImszLad7TDUt+Pg6sPw94t3sSiwTohiYeZMHQCT5/OrcC44MfIs0QEg8Z/iVaM8h8PR/o00RJhPhdZbjXS4jL9b1OFNgF9VcrG2S3TbsAVQ6YBxbcOAwA4LU6cf7XG3+FGHE6bE70nubnANNKEuGT3ERWMjkHWPO5mbu+xi7FEUQK5aC370XDo4kQ5IBEx30S2FYqKmBjF2mGFvWvwBs17FFig6sXz4RlPs9RkqXZmhGTyljEhJ5UahdVnx55OfD15m5DBxENaMbRK9wn59GqeNOIG3hVG92KoYFkWDf8aLHzIAPnL8oXAViA8LqXu77px7P4TOPKj73DkR9/h1O9Ow9Zth63bhtZBa2BCfgJyl+QIlrO+aouiDBql8SBl9wwXUm2r/68GdnNkWaT8pbeiV7BkeXIl8WRdFn6XkrXDiorHzqDx4ybvOytkoNWKxs3c+xlyDCi6cZjk9YxL0gWB3PpVa0RnZ1ERE6P0VYnZJwUr8oUAv/q3L8DRF/rYj4EWqSVGzWwAlmWFyTs+Mx6Jw4a2FWB0DMrvHS4KukH0SXoh5bTneBRYYvgsMEbqQuMhrRDhjJEKFT0newWhkjErA4n5CUgmREw4gnsP33UUNetrUb/pAuo3XUDl81U4vPYImj5pFm7A+cvywOgYJJVxcUzOfqcQ6+QO1skK8SCJRYkwZLovDmosMqLwOq6kha3DJhSD1DpdR4ju3ZO8B+qSFgne9RJqzvzhHM79qRKH1hyBWaHFzRtNHzUJGZpFNxQO6ZGkT9Qja9Dd3t8wgM79nap8bjCgIiZGIV1JqZNTkL+c84c6B5yS5oChwNHvkLhtAKD3tHqCYaBxQIi5SZ2U6jbLaNQvRuLyvfMw/K4SxCXroUvUYfKLE5E8WMXUXGkOi8BTC9bBCuIwqSwJcSaZ+hiTUsDouePTeaAzlMMLC6QrqWDwGjCNJCwxIRYxTrsTvaeHfmbLF6048SuxIFnBCq4dgIksUOglo8xc2QeHmTt/3bmSSMrvHS5sn3r4NHZdsxcNHzaCZUO7Ku89Y1bt5t39HWmJ8n4MksqSBGtX++4O2HtCb5Fq+YLLkGIdrGq1ixrI8/5a+dYS/PXA7a+eFUhtqIiJUUgfelJZkhALAYTejeCaFQIAvae4iZxl2YCrRnZJ4gA8r75M5SaMf2IcFp5ZgCtPzkfB8nzR7eJUV1yFGnNVH5wWLjhRzpUEAHGmOCSP417rOdkbNW4EOYa6krhJO2m4UXCl9J4J7e9tbbUJPX2yLsvE1PUXCbM0fwNNyEtAxsz0wbGKGWXmKs+1fbo9FLmTI2VcCoatKhQed+zqwKE1R0Lqcr7wQQO+mbMd38zejpYvWwJ+P2lgs3dLDMMwyFnI1U1hbSxat4XWGmOptUis5o0Ks9A8MdBqRdt2zjVmLDW6PRfyluaCiWcGP7cpYl1KVMTEKH3nxQvD5CJiQu1GINOrefgMpaM/OoYvRn6Nit+f9vv9yZRKJZM3AOgMOsSncpYKMgBWyy4l8zlxhZ8yRl7EAIRLySkNiI42ek/1CpaWjFkZSCzg3Iy6eJ3gpjGf6wvp5D1AxIYllSWhYHk+Rj84SrIP70ri9+HxZonx9QYOAJOen4AJT49D8mjROtXyRWiy9HpO9eK7e48DTk5AHL7ru4CKMLIOVuhcbSwxwpChrNde7qIcYZu3ioSKVpeg2u6jPQFbpZo+bhLqIRUsz3NrmY5Pi0f2FYMupQv96DwQme5lKmJiFHLCSxqehOSxyULp/VCfrGShO5IL/7ggpI7WbKj124xNZhW4Syv1BJmGSWb3aA2ylYCRKGznSqzExVx4b6griSd50KXk7HfCUtcfsjGRIiYhh7vJjvhpGXKXiDfSwuvF9itJPriTusgMPQWuFIATdKV3lODSnXOFdONQtOawddtx8PbDEvetrcOGg6sP+11Rm3SneQpqdiVrbiZ0idzc2Px5a0jdaXIVc0kXqD+QrqH8FfKuJJ6C5eLrkdqGg4qYGIV3JxmyDYhLiYMuTidE61uqLarXafEEWSMmZaI4uZz+b7EJqK3TrjiN1BXenaQ36SUF3ZRC9hfScpo1uYpNKnXfET4tjK7FUNF5qAtVLw6mmBKuJB5JhlIIXUpWwiqZkMtVU2Z0DKa8MhmjHxyJi16ahIyL04V9jKVJQjC6p+uDZVkhHsSQa0BCfoLbfeVgGAbJY03CGK3twZ0fjt13XAi4TpmQjKQysX7RsftP+NUkVpKh6MNiRp+kFwJ8BxoHhmQtBguWFSvm8skFgDSexVesbVa0866kEiPSpng+DlpwKVERE4M4LA70N3ArPnIlR67Auw6F7uZFupPIbAB+1cTjj1XA2m5F/+BKOnVSimCG94WEbAMS8gZXocd7Qh7YqBakJcaTiEkZkwy9ictWiEZLjLXdikNrDguZPsPvKhVcSTySDKWzoasVI7HE5IpCI84Uh5H3j8CwlYWS/fUJOiQWcmP3JGL66/tha7cB4G7g/rTQ4PuLAcGpqs1jqe9HwwfcjTouNQ7T3piKaeunCNaQ+rcucDWcfIzXkgT1KnQr8+QsFC1hzZ+FxqVkPtsnZJxlzssUBIe/LiXWyXIW7UEBWLDCvSuJJz49XigK2n+hPyKzlKiIiUH6yJsZERiYFiY3gpVwJ/HFpeTo8uLm6jzYherXayTm5m4/TOhypAxmKNnabbC3aTNDibfEMHGMcOOTg9EzolWuxuLW3adFWAeLw3cdhaWWE7YZl6Rj7MOjh+wnscTIZAsFC4mIyVMWs8FbKWyddtg6bbL7VL8upkgrjYdxJYVIyZfLoFIL0i1WdNMwmMqSkDopFZNfmChkzjV90ow9y/dhoEk8Xo4BJ2r+Wuv2Rtt1hAzw920uyP2e2BQxVDFBbd+IrqTsy7Ikrh9fXEosy6LmjVpsm7kdp58QrdveXEk8BcR+h9cdjbhmmFTExCCSeBgiMDB9erqwHUo3Aum6Sh6TDEOOOHnzFgHAs7Cyddmw59p9OP6LkzjxGzEVVVrcKwARQ7iUBs5o76bOsqxgiTEWJQo3A3eQgpbPZIgGmj5pRutX3M3BkG3A1Ncugs4wdBqUWmJCN2kPyLiTvCHNUBq6Qm/a0ozK5zjXGaNnUPB9ZTcvV8iq1moXoyTpJ2KQ+PRmACi8rgAzNk1DXDI3J3Qd7sa+Gw/C0e8A62Rx6I7DOPazE9i9bO+QGy3LsoI7KSHPgIQ839xpSaVJQnBzx/7OoLvTAGlxvaxLM1GwQnR51r11AU6bsjYIjZubcOy+E+gj2sxkXZbp1ZXEk788T7DYW2r7seuqPSHP0vIEFTERiK3LFtSeLdKgXnGSMBYnCsF7nQe7QuY2kcQB5BgkzRhLVhcjaQQ3SXd/1wOnVf7C7T7WI7if6jbWo/8CNxF27OkQ9glIxBApyaEQMSzLwlLf75fvXw5bp01I0fUU1MvDZyUAwPmXqjXrQnOFFLXjnxjr1iIVnx4viGnzmfC4k0gx7wlSxPDXtqXWgu5j3Wjb3o4j93wnvD7mkdF+d6UmiyMG1Z1URwSguxSmzFmQjVlbZgq/W/eRbpz4zSmce65K6DjttLI4+ZtTknO2v64ftk7u/Pd3Hsjhs5ScQNPHzX69h1JYJyssHuLS4pA6KRVJpUnImJ0BgKskXfO6sgKE7TvFOTBzTgamvzkVl7w7Q7FLMS45DrM+ukQIhrZ327HvhwfQsbfDy1+GBipi/GCgZUAyGapJ9/EefDl+K76atC2gdEJPkHUHSEsMwzDCCtzWbpOkYQcT3l2hT9IjLjkO2ZdyN9C4ZD3K7i5F+mBXXeeA023pf7I8PGtjUfVyNTr2dQoTmyErXpIm6itkmnX/6QE4rc6gBbnZe+w4cMshfD15Gw7cdkgVAaE0HoYn+4osQbh17u9Cx67ImLACxUJcU6kTPbtVeGvMQNMA+htCk6E00MQJer1JL1uMUA4TmWZdZcG556vw9ZRvsP3yXdizYp9QSDJ/eR7K/rPU77ElZBuERY45iBlKlnrxWMtV104dn4IZb00VYmRqN9Th9ONnJPu0bm1D8xYxdqUrwAxFAMi/OlfYPv3k2aAuNHuO98DWwbkGs+ZmCpbTcb8TXZ+n/3BWUQIGGdA8/W9TkXdVrldLrCuJBYmYtfkSIUuOtbE4dMeRIZXWwwEVMT7gHHDi0Ooj+GriNhz9r2NBWZ3WvlELZ78T9m47av9Wp/r7A1JLjGm4dFWePk28wEPlUuIvBH6CLL+3DFPXX4TZ/56FxMJERSm/ruXha9bX4vgvTgiPRz4wErp4/0930+hk4cLv/rQHnw37El+M+gotX6vrH7fU92PXNXsF8dX8aYsqqY2kICZN9O5gGAbl95YJj8+FscO5mpCr/MQi93FBgDT488h/fqeaVcwTvKD3xd1BWlO7jnTh3DPnhuxjGmnC5Ocn+hXQS8JbSQearXB0BSc2rJ8QMUY3v1HqxFRM/ON48YnBn4a0IJ787SkhPo4M6vU3Ni7jkgzkLuZu4gONA6h8/rxf76OEjn2dwnYmESeYPj0dw27kgrvtXXac/u8zrn8qwbU2Tnx6vN9jikuOw7Q3piBzLmcN6m8YwJF1R8Haw2ulpSLGB3QJOvQ39IO1s+g51qN6V1OWZdH8uXhTbPxXcEp881kMepMehlypyTrUNUKcNqeQNcHXxdAZdFyl3EHztSTg2E1wr2t5eIfZIRS5Sx6XjJLVRQGNU5+gk6R/A1wg5dmnh94w/KW/oR87F+0eksJ56uHTAbc7IK1qSiwxAFDw/XwYi7mbSMvnreg+rv3Cd3xAryEr3qulY8R/lQnBtW3ftktS/oOBo98hNGVNyFXmSgKk1tSmj5ph7+XOlfQZaSheXYSyHw3HJe9NF/qjBQIZFzNQFZxVOF+XR5egExY2chTdOAzFxHWdszAbF/9jOjLncTfZvvMWVP1vNQBpjRxfM5NIxv1+jJByfP4v1bDWBecYkAU6XWNXxvy/0UKsYO0bdRKB5oq/tXHcoYvTYeqrFwkiu317B1peCk2gs9sxhfXTNUjRzWK3z9o361V9b/Nps8TcbT7Xp3pxtYGmAWFVnlRqHLIyS5sqCoamLc1w2pUFj/kL2XLAXQxA6qQUYeJwZx3i3Um6BN2Qs3r8E2Mlbeb9ZcIfxiFnUTaSphkRn87dEDr2dErM34FQ/XqtkFJpLDUKpeX76/tx7oXALCESd5ICSwzATVhl9wwXHlc8diYkAY3BwmlzCm4hY7H3Y5CQl4Cpr00RLHDn/lQpdP4NBmS9JKVBvQBXWTU+02WFrQMuemkyJj0zAeMeHQNjkbLf3BsSEXNO/dgwlmVhqeXO1cSiRK+Wo/FPjEPZj4aj+PYiTHllMhgdg/FPjBPmgKq/nIdjwCksOOPT4wRh7g+mESaU3c255JwDTtTeW48DNx3CwdWH0b5HPZer4P5ipK5sAEjMT8DI+0dwD1ig5q/uLfb+1sbxREJeAqa+fpFwXbRt6Ahbh2+AihifKfh+PvRJnAq+8F6Dqg0Bm2VS9wKtzshjqbPg8F1H8dVF28DaOOtO0vChAZ6GTINgkrVUW4I6aQPS7tXuJm59ol64kHvPmNFb0Yuq/z2Ppi1ccJ2j3yGkjaeMS5YULsu7JhfZl2UNfVM/yLg4HdM3TkXpK8UoWVsiPN/4kTrHqJeIM7j4rWmY9OcJQg+fyuercPKhCpx8WPxX8fvTimOz+mpEF6JRoSUG4EQ7f4Ns+awFWy/6Fg2PNUaEL9xX+i/0C+XWlYgYAMicnYExj4hxCIf+40jQ3LxkurAvIgYYei0XLM+XxMqoBZlmHQxLjL3bLlgOXIN65dAn6DDu0TGY9OwExKdx52nqhBShqaGt3Ybav9YKx9ZTA1iljLhvhGDBttbY0PJ5Kxo3N2H/Dw/CXBl4wLPT5kTvSc4SYxppQlzyUAta6Zpi4e7d4UE8dfnYL0spmbMyMHYwPifzxnRkzEpX7b19hYoYH4lLiUP+YKqbvduu6k2+RaaIUsM/1XEpHf3xMVx4t0EQMEw8I7EqkZCxEJXPVQU1M4WsEZPgIRtDcCmxwDdzduDk/6vAgVsPoedkD8yVfYJP3DTKhDG/GYXEggQklSdh/ONjgzLufKJMvVpCk49VYuIYJI1IQvLoZJQOiiVnvxNVL55H1f+I/879uQr7Vh6AY8C7tYy3xOiT9B5N9K7EmeIw/omxwkzh7Hei85/d2L/yQNA7eg80DaDpk2ZF308JvCsJgE+r8bL/LBVK/bMOFsfvO4nm51vgVGlcPAMuWXq+wNeK4SGvYTUhM5QGKtUXMWSLB7mgXqUU3yy6mc48KboB1biRx6fGYdIzEzirL4G9x861RQjwuuit6BUKMaa5GW9cSpwQmN5zohe2Lvn6QBJLTADZmXIMv7sUMzfPQN7PcwOKNwwUKmL8oPgW8QKp3cityqwdgZXitnXb0b6bU9RJw41C8JRaLiXeb6oz6jDip2W44sClyFuSK7tv1mWZwsXe/V0PWrcGryYAOXF7SiklY3UEWK6XCZmZlDzKBNMIExYcuwKX752nmhndlZSxyUKQY8eeTiGl219YlhXiVowlRsH9NeqBER4Dca2tVmHVBgC2bhs69nWiY18nOvd3wm62g3WKJnqjjAvRG8NWFuLyPfMw/O5SIa6i53gvjv3iRNAEbtu3bdg2ezsO3HoIR3/8nfc/UADpqlVqiQG4IOeL/jIJw4nMnra/dmDr1G+5DJEmddwqZFFBX+uYkAH6WZdnub35BUpCtgGGLM7iMXBugDu36vtVE7TSoF7/r92syzKF64ZPrQb8L/TnSt7SXFx59gqM+mIErjh6qVAcsed4L9cWIYDrousIEb/jYbwZM7l7BFjIFvgLtDaONxiGQcasDFXf0x+oiPGDjJnpMA02iGvf0YF9Nx7EF6O/xtcXfeN3MGzr1lYhyjtnYQ7yicZbga70bV024ULOmJ6OMb8dDeMw9xMEwzAY8ROpNSZYKHEnAUD25VlC/xA+HgXgbnZkRVWy0mqgZmNvSCpoBmiRs7ZYBTM6mW0SnxqPS7+Zg9lbLsGsj8V/ZfeIN1TeZGyps+DrSduwa8ke7FqyBzsX78H2y3bCfK5PWNkpDep1xVRuwvjHx2LWlovBGLnjWr/pAmo9+OP9pe7v9dh7/QEhyLXh/UbZRni+Iqk/4oOIAbgiceMfG4sJT4nxFtYWK84+dQ7bZm5Hy1eBBzdKasT4ENgLAJlzBzNYdMCo+8sDHosneGuMo82Bb+fsxNeTt+HL8Vtx4jenAu6wLPmNvGSPeYLRyVua1bRG6BP1iEvXI7EgEdPfmCIE29a/LTau9YduhQU6+Zg5AGjf3Sls8wJKjdo4WoCKGD9gGAbFt4gXSMtnLYATcPQ5cO65Sr/ekyxlnbsoGwXL8oTGboG6lPok3YuVTd751+QhabBZYtu37Tj+y5Oc20ZlyMBeTyb0xMJEzP1qNqb/fSoWHL9CaGDXsbsT3UTtGLLSarAhy3E3fBiY0HTtKk4SlxKHjEsykDlL/Jd3lWhF6x5cuTV82CRkpojva0HF70+L760wqNcdyWOSUfD/RFfaiV+dRKeKfbbqNtVz5Qtc0jaPP3gq4CBzf91JJKX/UYLZn16ClIViyr29x479NxxEzRvKio+5g68RA/geE5N9eRZmfXwJ5nw2C5lz3LfuUAOyh1LfOe68tffYcf6lamy7+FtUPHbG7xpKarmTAKDoxkLJHU6fpIdpRHDmh+QxyZj8/ETh8alHTsPWLe/i8YbSdPCMS0QrCF94rup/z+PTgs/x3c+Po+tw4LVxtAAVMX4y7IeFks6iPM2ftvjca4Z1smj5gouH0Rl1yJybiYS8BGTOEV1Kbdv8j/72JzOF0TMo/6/hwuPq/6vBt7N24PTic/h64jZ8PfUbHH/gBHrPmGHrsqHyL+exY+EuHFp3xCfTsrRCqeeJO2VcCvIW50KfqBeCdR19DjT/ezCWSCdNNw02KWOTxVLkuztR9/d6v+M33BUgdPvZRNVVftLr2C0G+A27QWwUSFYX9SWo1x1pi1NRurYYAFcd9dCaw6plLZ1/qVrYLv2PYiG9tPdkL2o2BGb18ded5Era1DQUPVmIyw7ME8Qk62Bx7L4T+HL81/hy/FZsX7ALzZ/71ijQXfNHpWTOyhAKQwaTtKnSG2LqRalC4TmwXBbXoTuPwGHx3cWkljsJAIzDjMhZIPY8Sp2Y4nORN18ouDZfiJWztlhx9o++L2h9qetiHJYoiPHOA13ov9DPCUgbi9oNdTj1SIWwr9rxMJEEFTF+kpCbgGlvTEXxrcMw5ZXJgnmftbOof6fBp/cyn+sTVmFZl2ZBn8iZJUv/Q8yACaTYmKTQmQ83seJbilD+X8OhM4oTlKPNgYEmKyw1FlS/VotvZm3Hl+O34tRvK9B1qBsN7zUKPmHWyeL8y9XY+4P92HPtPuy5dh9OPVIhqXQpTStVbkInu107+znhkFRqFI5dqCBdSkf/6xi+nrIN5/+vxmfLmdlDAUI54lPjBEtZ9/EeOG1OdOztBMB1/p38wkShuiZJUok6Im/MI6ORcUk6AM7Ccfiuo5JicE6rE2efOYfvfnpMceVpW7ddqEWTMiEZ4/8wDuOfHCe8fua/zwQUf8K7KuJS44RMlkAwDkvEtDemoOxHw4XnBpqsGGgaQPeRbuy/6SDOv1rt/g1cCCSwN5QUXleA0rtLkPHDdMz5ehbmfTUbC767HCMfGCHcURr/1YQ91+7zuqCz99hx7BcnUPmX8wCk1XqVZCd5g3QpKe0VFAhjfzdGEHTnX66WFOFknSzOv1KNI/d8h56TbiqPnzP7VNeFj4txWpw4eu8xYS4EpLWh1MxMijSoiAmA3EU5mPTniSj8QQGKby8Wnq/9W51PNzHyhE4nVjkSl862NnQd9s9sb6kmXBU+iBhGx2DsI2Ow4OjlGPPwaKRMSEZcfhwSixLFlRcguXAAzid8/pUaHPqPIzjx61No3dqGtm/b0fZtOypfOI/d1+wVAmH5SU5nYBCXqrwYFylieEyjkmX2DC6l/1GM9Oni6tfabMWJX57EsftOwGlzwtpuxflXqlH10nmJlab7WDfOPHVWiCHoI2IJ+N/cG/zqytnvRPNnLYIgzLgkHYxOGtfEo4YlBuAKEk597SIhGLv1qzaceqQCDosDtk4b9q06gNNPnEXt3+qxc9FudB7o9PqenQc6hRTozFkZXODgxekoXMllBtk67di1dA96T/se6M46WOEGGUidEFcYPcOl+D4/ASnjk5FYlCh2n3YCJ351Cid+fVJRtV/eEhOfES/blDJS0Bv1GPf7Mcj/Ra6QIWPINGD0L0dixsZpQmxI5/4u7Fy8B70VvWCdLJo/b8GZP56TxL2cfLgCNa/X4tRvK9C6tQ39g6/FZ8YLpSwCIf/qPBTfXoTMuRkYfrf/LReUklRiRPmPhwPgFrTHf3kStm47HBYHDt15BCcePIX6ty9g15I9snFUkiJ3CqwnZFxM69fycWOB1saJdAIv4UgBACSPNCFjdgY6dnXAfMaMzn2dMGQb0HmwC7kLczyaBcm29mQKI6NnUP6j4Tj2c658/rnnqzDt9Sk+j01act73lbgh04AR95ah7MelqK6uRmlpKRzdDtRurEftG7WwdduRvywPSWVJOPVbzoR58ten3L5f93c92LloN8r+q0zwgRtyEnwKxDUWG5FUZpS4YZJHhs6VxJOQk4DZ/56Jjj2dOP9KNRr/xQX41v61Dh37OtFX1SeIvMaPmjH9r1PQ+nUbjv74OzitLFq+asOcT2f6VVE3dXKK0JKg+tUa4Xl+dZZxSQYyZqWjgwj6CzQmhiSxMBFTX52MPdftB5xA1V+qUbfpAuJS4iQuTGuLFbuX78Pk5yei4Lp8t79zxx5xnELmBYCxj4xB+/Z29DcMoO+8BTuX7MH0v05F1jzlsR/9jQNCeYFAXEnuKL65SEjrZZ0sTj9+Buf+zFlPz79cg75qC6a8MtltlWCWZQUR6otFMtLIXZSD2R9fgn03HMRA4wAs1RbsvGoPDFkGoYty/aZ6XLp9LmyddtS/JRYMrX/3AvovDBZ7DCCol4TRM5j07ARV3ksp5feWoe7vF9B/oR9t29rw1cStSCxMlFQVt/c6sP+Ggxj3+BiU3lEiuLm6FAb18shlBw1bVYiB5gEhq1SN2jiRTOTKfQ1STJguD64+gm2XbMeRu77D9it2Cq3hWZZF7+leSeMusq09GTQHcLENfKZC4+Ymv4op8TcUXaJOXCUGSHx6PMp/NByX770UC0/Nx8Snx6P8nuEYvq5Esp/epMf0v0/F4tqFuHT7HMES0N8wgJO/PiVkoPhSu4Qny6WInSmEQb0kDMMgc1YGpr0+BRe9PEmIleo92SuxUnXs6sC383bg8LqjQrZQ575OWNusQmBvQn4C9EZlK1BykiMrZpKrM7JeiCErXpXS8yRZl2Zh3O/HCI9t7TbhfDNkxSP9Ym4szn4nDq87im/n7ED16zWyzfPImB6yeFZifgJm/3uW0PbB3mXHvhsOoK9aeaB5IJlJvsLoGIz57WhMek4sVtj8aQt2L9uHlq9b0fpNm+SfuaoPjl6HEEvmTzxMJJE6KRVzPpslpAfbu+yCgAG4+K+q/63G+ZerhesA4LLQeIuVp+zJSCfOFIcJfxwn/PYOs0MQMHqTXrAisw4WJ351CltnfIvK/6lC6zdtaN8hXsdKLDEpY5OHWLBH/LQMU16ZLCyIi26RrwcWLVARoyL5y/OEm8RA04BQgM1S249dS/bg7LOV2HHlbnwzewe2XfKtIGT4Sq1MHAPTCKk1QZ+ox/B1g2ZQJ3Ds5ydg71HePZVlWfTxNUKKfa8R4itjfzdGCEhOLEjA7E8u4YJxk/RIGZeCOZ/NEm5sJHLuIW+4/k1yGNxJrgy7vhCXfHCxUOU2LlmPkjXFgngkM1B4mj4VXUG+BCbLZRww8YwkuDP3ezlIn8E9zrpUncrFrpTdPRxzPp+FwpUFQnsI0ygT5nw2CzP/dTGGrRKDjHtPm3H8Fyfx1aRtOPlQhSBEnDanUJ4gcVjikJuYcVgiZn90CXIWcoGaTosTJx+qgFL4OjlA8EUMT/EtRbj4bbFnUfeRbuy7/gD2fn+/5N+2S75F3SbRIqF2PY9wYBzGdT3OWSTGZWXOzRDuOOf+VIma9dJsLrJ4oLfmnJFO3uJczNs2B8Wri4SYwsSCBMz++BJc8v4MlA26nAAu4PzUw6ex9/v70XWIr+uSoOg8YHSMEJsGALlLcpA8JhmGLAPmbZ2NKyvmY9j1he7fIAqg7iQViTPFoeiWYTg/2HQscVgi4lLi0HuqF/Yeu6RdvL3LjpYvWlB4fYFQrM00Ikm28mHpHcWofKEK9i472r5px65r9mLG36cpCnyzNlvhtIiBr8FGZ9Dhkg9moGN3J9KmpA4pmZ2QbcCszRej7Zs2WNu4FERDVjyyLvf9Bps1VypiTGFwJ8mROSsDl+2ah66DXcicnYG4lDiM+EkZ9t14EL0nOcGad00umj7isobIMvZkjRhvJGQbkFiYKCm0l3ZRqiSWgNExuPid6eg80CWIy2CQPi0NU16ajHG/G4Ouo93InJMhuE4m/2Ui8q7OxfmXq9G+k7O22LvtqHrxPM6/VI0pr06GscQoBDS6K2EelxKHKa9ehG0zv4W12Yqmj5rR+k2borYSlprA06v9IfuKLMz+dCb233BAkuItwcml5PJo2Z1EEpcShxlvTkXb9nYkFiQgeXQyjj9wAtWv1Qq/NYAhbmFAnaDecJMyNhmTnpmAMf9vFDr2diJzVoYQUD7ud2OQMz8bVf97XlJegyfbh/kwZ2E29x4MMOKnYo0gXbwOCX5YuLUGFTEqM/bh0UgZyynhnO9lwznAmdGbPx2abtmxpxPp09IEkyoZD0MSnxaPGW9Oxf5bDsHeZUfPMS6mZM5nM72aXcl4mFCIGIBrHOgpXkEXr0POlUMzZ3wlITcBqRelovtINxKHJfrlkgoWCdkG5BKrUGOxEXO2zMSF9xqQMj4ZKeNT8PmnX4G1s+jc1ynspyQziSR1copExJCxJDzxafGSVNNgkpCXgNzvSX9bhmGQf00e8q/JQ/d33Tj/ag0uvNsA54CTS02+/4QkE4+sf+FKfGocxv52NI7+1zEAwIlfn8K8rbO9NvgMpTvJlZSxyZj75WzU/+MCrK3S2iEtX7Sg+7seidvRW6kBLcHoGckNedSvRuLCew1iFV0GmLZhCnZdtVdSmkHrlhgSQ4YBeYuHVkfPviIL2VdkofesGY2bmwRhF58Rz9W4UUjJ6mLoE/VILEpEhoyVO9qhIkZldPE6SVsCXZwO0/86FVUvVaPvfB/yr8nDvpUHwDpY/P/2zjssiqv7419gKdKkqICigAUjgrGgsTfAglERNLYoWGOSX2yvLVGDJjHGRGNvryWGqNhAiVGMYo8VCChFUYqCgoiKSluB3fP7g3dHVoqgC8uy5/M88yizd2fO+c6dmbP3nntv5rVMuZeLURlBDACYdTVD1xMfIWz0v8i9l4dXj17h7ooEuQmWSqN43kAdm5rRUqFI2qx3xP2dyWg0vGGNT14TGYnQxOf1KDaTDnXlklmBys9zU/dDY7kAuXg+TE3E2MkYbdY5ouW39oiaEY3HJzJQ8KwACb++nlPD7C2LyTUa1RD3dybjRcTLovljfkuB7ZTyR54oozupODrmOrCbZltiv5WHBf7pc0UYlQXUnpaY0tAx00GLr1sgdv4tAEUjMI0djdGgX30hSR14/zliVAnD5gZoPuvdZ1nW1NZE43HWby9YS+GcmGpANsrI8RcH1OtlLoz/z47LEdZLAuSXuS8NQ3tDdDnxkZDI9fBA6lvX7HmXie5UCePWRnBa1RpmXZS/hkdlKS0PqDLdSUDJvJjSWmJqIrr1dND6Zweh60uW0CkyEsGoVfnzY2hoasBhebH5Y36Kf+tke7LuJC19LWHtn5qAsaMxmoxvLLevNuTElEcTH2vYfWGDBv3rFy0uCgiL6sqoDd1JTPXAQYwSKD4s7uGB12tsvC2IAYqG9NpMLHroUQEhaWv5k2m9y5IDTPXw5ugqoPItMcVHKBk001epPvA6jfTQbKb8XDYmHetWaFZV044mQsJwwfNC3PkxvsyyRIS8h/9LbrfWq3EtdvbfNJdbD0zVRye9DU2RJlp9/wGc97aHXsOiYKWBa30hoNUQadT6QI5RHBzEKIHi2eQFz4r6yDVEGjAoZ5Kzo0eP4osvvkBUVBRsP7MRloFP2ZVSYhl28aNXeBn9v0UB71d/TgxTMUycTeQmDRQZi6BtWrlWAr2GusIIkCaTmryldM3D7ktbueDarBItSS2/bSFMrJb8e4pQ598k5Y8HQnK7MrqS3oaOuU7RzMQaRTMVl9etXFvR0tcSJqNrOMKqSpcHYGoXHMQogdIe1AbN9MucpXPnzp0YMmQINm/ejC5duuB02Gk0+l/iV2G2BPd3vh6qmPbnI5zrcAH/9LqClN0PhMReUV3FTLXOKA4tXU257h99O/1KtxJoaGjAeW87uN7tA7vPqn5GUkWjpaeF1itaQUNbA5p6mnLLOLwNPSs9NJ/9v1wCaVGSb/GZsklKuP3dHUTPihX2yYZo1zQajWgI17t90C2ki9q+wFsubAHXu33QZn35eX4MUxwOYpSAroUu9O3kfxGW1ZW0b98+TJ48Wfg7JycHgwcPxnXzq8LVS1yTiLhld3F3ZQIiJtwQRjrc9o0TFlTjVpiaSfG8mMrmw8jQ0NCAjpnqdCO9SQO3+ujxTzf0utq90quQ235uK9xLzy5lImnDPQAQpnlPXJtUrKyN3CiomoaOqU6NXm6gOtAx06lx3X1MzUa97xgl8mYC5pvDq8ViMX799VeMGzdO+HVpb28PAJBKpZi8cDIK2hUlMxZmS5DwayLuLpfPCyh4Xvh6BsxamNRbG2jg9rploDavNPs2DJsbvFNXj5ZuUX6FjNtL7iD6P7G45hEqLAEBTRQtJvnDB2rbysEwtRUOYpSE2RtrXhgVa4nx8/ODvb09/vOf/6CwsGg+halTpyI2NhZz584Vyn0V8SXMh5gJ01vLsPs/WyFXQIa+Cg2vFovF8PPzw4EDBxAbG4vc3FxERUVh79692L17N548KTk5lKpi7GiMDzc7ofl/mlaolYCIkJ6ejpCQEPz++++Ijy87obW2kJycDBcXF9jb28PDwwOLFi3C/v37ERsbi4KCAlgMbIDmc5u9Lr8rBc/Dimb/1TLQgvPe9rCdXHNbYN6X7OxsXL9+Hbt27cKZM2eUbQ6jYPLy8rB7926EhIQI74P8/HwcP34ce/bsQV5e+avES6VSBAYGYubMmXB1dUWLFi0wduxYxMXFCcc/cuQIAgMDIZVKyz1WjYSYCiGRSCgxMZEkEolCjpd1O4uOmZ0Qtpe3soiIaOvWrYSiBQuE7YsvvqDCwkLhu15eXsJnPj4+lJeaR3HL7tDVYaGUGpRGRER3f02QO37StvvvbbOiNSiNjIwM6tKlSwkNim8ikYgGDhxIBw8eLGGLVCqtMtuIqkcDIqI7d+7Q2rVryc/PjyIiIig0NJT+85//UOPGjeW00NbWpp9++kmuflQl1eW/jIiICLKysiqzLujp6dHkyZMpOTmZknc/oOMN/hbq/OnWZ+nFzRcKt6k6NEhMTKRly5bRhx9+SPXq1aNu3brRtGnTKCAgQDhvcnIyubu7l9Dkv//97zuft6L3T3VokJaWRidPnqRVq1aRj48POTs7U926dalFixbk6elJvr6+dPDgQbp9+zadOnWKJkyYQNbW1uTl5UV5eXlVZpeM6tAgPDycWrVqJVzbBg0akJeXF5mZmQn7GjVqRFu3bqX8/PwS33/w4AG5ubmVeu9oaWmRq6srGRoaCvv69OlDycnJFbavup8HpcFBTAVR9MWSSqV0svlpOmZ2go43+JskryT04MEDMjY2FirUoEGDKCIiosR3Hz58SHXr1hXKnT59ukSZwrxCOtv+vPBATz/5+L1truoKe/fuXWrevHm5AcybW5s2bWjv3r3k6+tLH3zwARkbG7/XQ/xtVLUGycnJNGXKFNLS0qqUDl27dqVZs2bRrFmzaPXq1fT8+fMqsa86H1rBwcFyD9jyNh0dHRoyZAh52A+jjXW30K8N11LSv/eqxK6q1CAiIoIGDRr01jq/bNkyuWfAm4HtxYsXK3Q+qVRKkZGRNH/+fLK1taW6devS4sWL31p/qlKDuLg46t69e6Xq/5ubt7f3WwOynJwcub/FYjFt3rxZuI/mz59f6vNXRlVqUFhYSD/++COJRKIK+2xsbEzdunWjqVOn0qxZs2j69OlywU7x+lHecerWrUv79u2rkJ0cxKgQVXGx7q6Mp2PmJyh6bgwREQ0bNkyoSBMnTiz3u1u2bBHKWllZ0Z49e0rYlnH+CQU3PElnO16gguyC97a3KitsVFQU1atXT84nX19f+uSTT6hLly40ZswYWr58Oc2bN69Ea0Rp29dff12unTk5OfTkyRO5ffn5+fTiRfm/3KtSg5CQEKpTp85bW6H69OlDM2fOpC+//JI0NDRKLWdqakorVqwo9UGdlZUlt08qldKjR4/o1atXb7Wxuh5a27ZtkwvkunTpQunp6ZSQkEBHjhyhH374gUaOHFnmixwAOTg40OPHbw/eJRIJ7d+/n2bMmEF//vnnW3WoCg3S0tJo5MiRpfrRoEGDcutEw4YNadKkSXIttPXr16fr16/T3bt36cGDB6We88KFC2UGC2ZmZrRmzZoyA4Gq0EAqldLmzZtJX1+/VJs0NDSoSZMmpKenV6GX+q+//lriHCkpKbRy5Upq3769EPyfPXuWbt68SW3atCn1hX/s2LFq04CoqBXuzevSrl078vT0JF1dXQJA+vr6NGbMGBoyZEiFtGjYsCEdPHiQ0tPTKSsrSy4Irlu3Lnl7e5O1tbXcd5YuXfrWQJCDGBWiqi6WLLgIDAyUe2g9ffr0rfa8WdEdHBxo+PDhNHz4cPL29qaff/6ZjgcFU9i1MAoPD6eIiIgyf2Hl5eVRVFQUhYeHU3h4OEVFRVFubm6Jc1aFBnfu3CELCwvBj9atW9P9+2V3f0kkEgoODiZnZ+dyb1x3d3dav349nT17VvDrwIEDNGzYMNLR0RG07t27Nzk5OQm/UNzd3Sk1NbXMc1eFBunp6XIaGBsb0+LFi+mnn36isWPH0rBhw2jr1q0lAq8LFy6QjY1Nub+qJkyYQL///juNGTOGDAwMCAD17NmTNm3aRN9++63Q+qWtrU2Ojo7k4+NDcXFx1eq/DKlUSgsXLpTzwcvLq0RdlPH06VOaP3++EPxpaWnJtd60a9eOrl27RuHh4RQSEkKrV6+myZMn02effUbr1q0jPz+/Ei8vU1NTGjduHP3666906tSpEkGfojWIiYkpcQ0bN25My5cvp6SkJCIiyszMpKNHj1LHjh3lyo0dO5YyMzOJiKigoIBcXV1LrQetW7emH374gYKCgujHH38stZyWllaJX/7jxo0TgrqsrCzBHkVrkJeXR5988oncuZs1a0azZs2inTt3UmhoKGVnZxNRUStFXFwcHTp0iHx9fcnLy4vGjBlDBw4cID8/P+H7mpqaNG/ePNq/fz9t2bKFevXqVWbQr6mpWeY9pKenR2fOnKHr16/TvHnzaM6cOfTkyZMquRf27NlDRkZGcnZ9/fXXwjV4/vw5hYWFCVoQEV29epW8vLzK/HE3YsSIUt8nz58/p0uXLpFYLCYiomfPntHo0aPlvuvj41Oi/heHgxgVoiov1qNHj+T6/f39/Sv0vYcPH1Lfvn0rFIkX35o0aUJ9+/alfv36kZubG7Vs2bLUm1hTU5NatmxJXl5etGTJEjp48CBFRkYqVIN79+7J3XydOnUSHspvQyqVUkBAAI0ZM4ZWrlxJDx48oA0bNpT7QKroZm5uTr/99hudPXuWzp49SzExMVRQUFBlv0CL5za4urqWCFbKIz8/n0JDQ+ny5ct07tw5GjduXJkP64puderUoU2bNlFGRgZt2bKFhg8fTj///DNlZWVV2X0glUrps88+k7Nj1qxZFTrXixcv6NatWyQWiykxMZEaNWr03nWgeFDz008/Ca1aiqwD586dIxMTE+Fc9evXp7Vr1wovltI0CgwMJG9vbwoICCjx+dOnT6lZs2aV8q9ly5a0ceNGevz4MSUkJND48ePl6k+vXr1oxIgRQguIm5sbXb16VWEaPHnyhLp16yZn0+effy73oq4MbwbB5d3jb+5zdHSk4OBgunz5comgqvhmZWVFx48fV5gGUqmUlixZIncOW1vbCncLynj+/LnwLLh8+TLdvXu30nasXLmyhL9NmzYlV1dX6tevH/Xr14/mzp1LaWlpHMSoErKLlZCQQEFBQbRs2TIaNWoUeXl50fHjx9/5uGKxmLp27SpUFnd390onp4aEhFCnTp0U9tAubzMzM6N//vnnnf0tzqlTp6hhw4bCsdu0afPWFqiKEBQUJPdiKG2zsLCg3r17C031IpGIHB0d5VpD3tx0dHSobdu29N1331FBwft3z8lYv369cI4GDRrQo0eP3vuYUVFR5O3tLferTvZCtre3l9unoaFBXbt2JUdHxxK/xN8MhiwtLWnp0qUKT5yUSqU0c+ZMufOuXbv2nY9369Ytql+/foXrdYcOHWjr1q00evToMrszLC0tydvbm3755Rfat2/feydTnzhxQmgRBIpajcpqAawMiYmJNG3aNPr000/p008/lXu+FN+aNGlCO3fuLLUuBwYGvrXbZsCAAfTw4cP3sjU+Pl6uPhoYGNCRI0fe65gSiYR8fHxKtdne3p6WLFlCcXFxVFhYSH5+fmRnZ0cikYhmz54tV6/z8/Np8ODB5WowbNgwCgkJea+68OrVqxL2jh8//q1d21XJgQMHhK6rsjZ9fX1asGABRUREKDWI0SAqNsUlUyZSqRT3799Hv379Sh3WOm3aNKxcuRIGBhWfrIuIMGXKFOzYsQMAYG1tjdDQUFhaVnzW0uI8fvwY+flFc8dkZGQgKioKMTExyM7OBlA0dPn27duIjo7Gy5evp2jX1dWFg4MDWrduDWPjorlKsrKyEBMTg9jYWIjF8otM6unpYc+ePfD09HwnO589e4bvvvsOa9euFfa1bNkS58+fh4WFRTnfrDg5OTm4ceMGoqKicPv2bUGXOnXqYMCAAejTpw+0tIqGoWdmZsLAwAA6Ojp4+vQppk6disDAwHKP7+bmhl27dqFhw4bvbOP9+/exZMkS+Pn5CUMbjx07Bnd393c+5pvk5eXh2LFjiIqKQseOHdGvXz9oa2vjxo0bOH78OIyMjODl5SX4kZOTg3nz5mHTpk3lHtfOzg5Lly7FmDFjBB3fBalUinv37mHLli345ZdfABRN3rd7926MGTPmnY8LFOm7bds2ZGZmAiiqtw4ODnB0dIREIkFUVBTu37+Pzp07Y/DgwcIka3l5eYiOjkZUVBTOnDkDf3//UoeedurUCT/++CNcXFwqbdv58+cxYMAA4d4aOHAgDhw4AEPDqlly4P79+wgICMCzZ8/g4OAAJycntGrVCiKRqMzvXL16FYMHDxamNKhXrx709fWRnJwslKlXrx62bdsGDw+PStt07do1DB48GBkZRauwW1pa4tixY2jfvn2lj1UaSUlJwjNAKpVi8ODBaNeuXYnJ9IgIubm5pT67xWIxxo4diyNHjqB379745JNPcPjwYfz9999y5aysrDBq1CiMHj0azs7OFZqwTyKRYN++ffD19UVCQoKwf9WqVZg1a5bSJ/2LiIjA5s2bcePGDURHRyM3N7fUckZGRjh58iQ6d+5czRYWwUFMBZEFMbNmzUJQUFCpZRo1aoSuXbvCyckJZmYlVyh+/PgxoqKiEBsbi+zsbEilUqSlpQEoesD+888/6NChQ5X6ARTdtFlZWcLf+vr6ZT7MJBIJ4uPjER0djY0bN+Ls2bMAil40ffv2hZOTEzp06ICPP/4YJiYmwvekUimSkpIQFRWFhw8fAgAKCwtx5swZBAcHo6Dg9XpPrq6u8PPzg5WVVRV4W3mICMeOHcPly5dBRMKLNioqCrdu3RLK1alTR7jONjY2GDFiBEaOHCn4UVBQgLi4OERFRQkvxVu3bgnzOjx+/FhOh+nTp8sFdsokODgY//d//wepVIrhw4fDxcUF27dvR0BAgFw5MzMz1KlTBxoaGnBycsKoUaPg4eEhBMO5ubmIiYnBrVu3UKdOHTg5OcHS0hJ//fUX/P39cf78eeTk5Mgdc8eOHZg4cWK1+fo2YmNj8e233+Lw4cOlBjNOTk5o164dnJychM3Kykp4CWVmZiIqKgpxcXHIz8+HWCzGkiVLhB8Xw4cPh7+/f7kBhbJITk7Gvn374OTkBFdXVxARduzYgSVLluDx48dCuc6dO+PDDz/Ehx9+iI8//hiNG8uvzJ2eno7ly5cjJCQElpaWaNGiBX7//XfhXmjVqhWCg4NhY2NTrf5VFCISricRYePGjfjmm2/knqMymjdvjtGjR2P06NFo1apotfWsrCwEBQVh3759uHHjBogIYrEYT58+Fb6nq6uL3bt3Y/jw4dXjVCWQSqVCfX3+/DlWrVqFLVu2ID8/H1ZWVoiPj4e+vpLmIlNK+48KIutO2r17Ny1cuJD8/f0pOjqaNm/e/NYRJRXZ9u7dq2wX30peXh55enqW2dXi4eFBkyZNok6dOgkJpOVturq6tHbtWqU2RVaWEydOlNvlpKGhQUZGRmRkZFTh4ZEmJibVOtfL+3Dt2jXq0aNHuf6IRCJBg8rm5rxPF1JVk5OTQ6GhobRlyxZq2bJluX7UqVOHjIyM3jpE3N3dvUKjwmoa6enp1K9fvzL96tGjBy1ZsoSWLVtG06dPL7OLDgD17t2bnj17pmyXKk1WVhatW7eOhgwZUuawZUNDwwo9C1xcXOjff/9VtkuV4t69ezRhwgRasWIF58SoAuUlMMXFxVG/fv3k+rff9oCztrYma2trsrOzo5UrVyrBo8ojkUgoISGBli9f/tZhn+VtDRs2pNmzZ5c5AqYmI5FI6N9//6WJEydSkyZNyNramiwtLSvsu4GBgXDtW7RoQd98841KPcBl98Hp06fJzc1N8KW0+SgqWheGDBlCCxcuVFiuVVUjkUgoPj6edu/eTW3btn3nRPK+ffuWOeqqpiN7Fmzfvr1SicRvBrVjxowpM4m5plP8nfDs2TPavn079e3b962Bu5mZmXDfuLi4UEhIiLJdeWdqQmIvdydVEFl3ko2NDTQ1S1+toaCgAPHx8YiNjS11KmhDQ0O0bt0aTZs2fa88AmXxpgbp6em4efMmjh8/jn379uHRo0cAirqamjZtCkdHRzg5OaFZs2ZCU7mNjQ26du2qkv4DZdeDW7duwd/fH8HBwULfsY6ODj744AO5boYmTZqUWX9UgbL8l0qluHr1Kvbu3YuLFy8K06PL6ryjoyNycnIQFRWF5ORktG/fHmPGjEHXrl1VTo83NcjLy8OtW7eELsPo6Gi5vBFzc3M4OTnJ5Zw1aNAALi4uteY+ePHiBWJiYnD69Gns3bsXt2/fliuvra2NadOmYeHChQCAqKgoaGpqok+fPkrP/XhXyroXUlNTceDAARw+fFjIJxKJROjatSvGjh2rknW+LCryXqxqOIipIDXhYimb8jSQSCQICwuDhoYGWrduXakEZ1VC3euBuvsPsAZA+RoQEaKjo5GUlASg6EdNhw4d3isJvibC9aBmaFDzMskYlURLSwsfffSRss1gGEbJyJK8nZyclG0KowaoZ/jIMAzDMIzKw0EMwzAMwzAqCQcxDMMwDMOoJBzEMAzDMAyjktT4ICYzMxMzZsxAt27d4OnpievXryvbJIZhGIZhagA1PohZsWIF6tevj9OnT2P69OlYsGCB3Lo/DMMwDMOoJzV6iHVubi7Onz+Po0ePQk9PD71798aePXtw4cIFfPzxx3Jl8/PzhUX+ZIhEIujo6CjEFtmaKaWtnaIusAasgbr7D7AGAGsAsAZA1WpQ0XlnanQQk5ycDENDQ9SrV0/Y16JFCyQmJpYo+9tvv2Hbtm1y+0aMGIFPPvlEoTalpKQo9HiqCGvAGqi7/wBrALAGAGsAVI0GdnZ2FSpXo4OYvLy8EjO/GhgYCKtpFmfChAkYO3as3D5Ft8SkpKSgcePGaj07I2ug3hqou/8AawCwBgBrANQMDWp0EFOnTh3k5OTI7cvJyUGdOnVKlNXR0VFYwFIempqaalthZbAGrIG6+w+wBgBrALAGgHI1qNHKN2nSBNnZ2cIiWgBw9+5dNG3aVIlWMQzDMAxTE6jRQYy+vj569uyJrVu3QiwW4/z580hISEDPnj2VbRrDMAzDMEqmRgcxALBgwQKkp6fDxcUFa9euxfLly4Xl7BmGYRiGUV9qdE4MAJiammLdunXKNoNhGIZhmBqGBhGRso1gGIZhGIapLDW+O4lhGIZhGKY0OIhhGIZhGEYl4SCGYRiGYRiVhIMYhmEYhmFUEg5iGIZhGIZRSTiIYRiGYRhGJeEghmEYhmEYlYSDGIZhGIZhVBIOYhiGYRiGUUk4iGEYhmEYRiXhIIZhGIZhGJWEg5hi5OfnAwDUeTmpFy9eKNsEpZKYmKj2GjAMw6gKHMQASEhIgLe3N3777TcAgIaGhpItqn4SEhIwceJEbNq0CdnZ2co2p9pJSEjAlClTMG3aNGRlZSnbHKWQkJCAjRs34q+//lLLOgAUBbFHjhxBdHS0sk1RGgkJCdi7dy+uXr2qbFOURkZGBlJTUwGo549aVfJfrYOYgoICfP/995g0aRI6deqEzz77TNkmKYXw8HBMnz4d7du3x2effYY6deoAqPmVVxGIxWIsXboUkyZNQrt27UBEePDgAQD18F/G9u3bMXnyZIjFYuzcuRObN2/Gw4cPlW1WtbJt2zZMmDAB0dHRmDVrFnbt2oVHjx4p26xqQVbX9+3bB29vb8THx2Px4sVYv3494uPjlWxd9VFYWIg1a9bAw8MDQUFBEIvF0NDQUJtngSr6L1K2Acpk+/btuHLlCtavXw8nJycAgFQqhaamesV2V69exeDBgzFt2jQAwNOnT2Fubq4WLVKzZs2CgYEBAgMDYWZmhszMTERERKBz585q4T8A5OTk4MaNG1i+fDk6d+4MFxcXbNiwAYWFhco2rdrIzc1FbGws1q9fjzZt2sDV1RV79+7Fq1evMGXKlFr/TJDV9YiICCxatAgDBgxAZGQkjh07Bn9/f3z99dcQiWr/6+LcuXPIyMjAoEGDkJ6ejoiICHTp0kVtngWq6H/tr5VvQETCBenUqRNSU1Px7NkzXLx4EQcPHkSTJk1gZ2cHT0/PGn3h3ofiGhQUFCA7OxudO3dGWFgYVq1aBVNTU9jZ2aF///5o06aNkq1VPMX9X758OUxMTAAUBbCFhYWQSqXC37X15VVcg/v37+PRo0eoW7cuAKBt27aQSqUoKChQpolVTnEN7ty5g/j4eNjb26OwsBCdO3dGcHAwjh07hjZt2qBLly5KtrZqyM/Ph46ODgAgNTUVmZmZaNCgAaRSKdq2bQuxWIxDhw7hyJEjGD58uJKtrRqKa9CiRQtYW1vDysoKa9asQVhYGFq0aIF69erJ1ZfaRGFhoRCgqqL/ahPEPHz4EDt27ICpqSlatWoFV1dXdOjQAaGhoVizZg3y8/Mxbtw4iMVi7N27FwUFBRg6dKjQtVIbKK6Bg4MDXFxcoK2tjZSUFIhEIojFYowbNw42NjYIDAzEb7/9hvnz58PS0lLZpiuE0vw3MTGBRCKBVCqFtrY2WrdujT/++ANffvllrQxgSrsPHBwcYGdnhz///BP//vsvTp8+jbS0NGzcuBHdunVDv379YGxsrGzTFUZpGrRt2xb5+fk4fvw4PD09AQCNGzdGWloaYmJi0K5dO+jp6SnZcsXx8OFDrFmzBkZGRmjYsCEmT56Mhg0bIjs7Gzdv3kT79u0BAG3atMGdO3cQHh4OV1dXIeCvDZSmgY2NjfB57969cfz4cYSFhWHAgAE18gX+PqSmpmLlypUwMjKCvb09xo4dq5L+176ndCn4+/tj/PjxqFu3LqRSKf744w/s3r0bADB48GB4enpi//79GDVqFHx8fDBhwgREREQgJydHyZYrjjc18PPzEzT49NNPsW/fPjx+/Bju7u5o3bo1JkyYAGNjY/z7779KtlwxlOa/v78/gKKmdG1tbQCAo6MjrKyscPfuXWWaWyWUdx988803cHNzw7Fjx9CyZUsEBwejR48eiIiIwD///KNkyxVHeRrMmzcP69evx4YNG7Bs2TJcvHgRbdq0QUJCAvT09IQWOlXnv//9L8aPHw8rKyv07dsXR44cwfbt2wEAEyZMwG+//SbkQOjr6wutU7Vp1F5pGuzatQsAhOvcq1cvWFhYIDIystblBT158gTTp0+HlZUV2rVrhyNHjuC7776DWCwWyqiK/7U+iHnx4gVSU1OxePFizJgxA19++SVGjBiBiIgIvHr1Co0aNYKHhwcMDQ2Rl5cHoKg5/dKlS7VmhEZZGvz777949eoVOnfujC5dusiNyrG2tsb9+/drxa/PsvwPCwtDQUGBXIuLhoYGsrOzhaCmtlDefZCfnw8TExNoa2tDT08P8+bNAwB4enoiLS2t1rRIve1Z4OLigm+//RaGhoYoLCzE+vXrMXLkSNy+fRs5OTm1RgcdHR1s2LABs2fPRvfu3dG0aVMQEaRSKdzc3GBra4vvv/9eKO/g4ICwsDBhCoraQGkayLpPNTU1hXywfv364dmzZ7h9+zYAIDo6ula8F2JjY9GgQQPMnTsXHh4eWL9+PW7evIm///4br169Esqpgv+1464sB11dXQwcOBCdOnWCVCqFSCRCVlYWNDU1oaurCwAwMjICAKHrKDo6Gt27d6813ShlaaClpSVoMHv2bCQmJmL37t148uQJbt++DQ0NDVhZWSnZ+venvDqgra0tl3nfsmVL5Ofn49q1awBqzwil8jSQ5QOYmpoiKioKCQkJAICYmBiIxWI0aNBAmaYrjIo8C/r06QMfHx/4+vrC2NgYISEh6NWrFwwMDJRs/fsjq8tjx45Fq1atEB0djWHDhiEsLAy6urq4fv06AGDJkiU4ffo0/P398fz5c9y5cwcffPABzMzMlGm+QihPAz09PUEDLS0tEBEcHR3RsWNHBAUFoVu3bti4cWOtaJEzMjLC/fv3IZFIAACWlpYYNmwYzpw5g5SUFABQGf9rfU6Mnp4eHBwcALxuJjQwMIC5ublcuczMTFy7dg2nTp1CdHQ05s6dWytaIYC3a1BYWAhbW1ssXLgQFy5cQEhICFJSUvDll1+iVatWSrNbUbzNf1lfr+wB5+DggMePH9fYRLZ34W0aSCQSWFtbY+TIkVi0aBGMjIxw7949fP7550J+hKpT0WeBWCxGQkICNm3ahPj4ePj6+la7rVWBrC7LWhmfPHmCsWPHwtPTExkZGRg/fjymTp0KLy8vzJ8/HxcvXsSxY8fw8OFDzJgxo4ROqkhFNPj888/h4eEBoGjU2uHDh5Geno7Zs2fDy8tLWaYrFHNzc3zwwQc4evSo4OvIkSPx999/IzIyEs2bN4eGhoZK+F9rgpjiGdbFKT7CRPbv2bNn0aFDB7lypqamOHPmDCwsLLBixQqVHE74rhrIvuPm5gY3NzfcuXMHzZo1g5aWVjVZrhjetw7IHnAeHh5o06aNSgYw76qB7FrPmTMHSUlJSEpKQs+ePdXqPpChp6eHpKQkODk5Ye3atbVWg969ewv7LCwsMGXKFPzxxx/w8vKCu7s73N3dERsbi5YtW6rcswB4dw38/PyEF/vx48fRrl07zJo1SyXrQVmYm5vD3t5eGEJtYWEBkUiE/v37IygoSBiJFhwcXOP9r5lWVYLjx49jz549aNGiBRo3boxJkyYBeP1Lq3g/tkQigVgsxoMHD/DNN98AAAICAlC3bl24urri+++/F5qVVQlFaGBmZoY+ffoAAOzt7avZg/dDEf6bm5sLD7S2bdtWq/2KQBEamJqaom/fvrCzs4OdnV31O/GeKEIDExMTuLi4YODAgSr54q6MBrKWRtlLXV9fHw0aNEB2djb09fWhqakptFypEu+rQb169fDy5UsYGxvDw8Ojxr68yyIkJAQxMTHw8vKCtbW1nI9Akf8GBgb46KOPEBAQgH379mHGjBkAADMzM9ja2grDzocOHVrj/VfZnJicnBwsX74cO3bsgI+PD7p164a9e/fi4sWLAIoulKamJqKjozFnzhy8ePECWlpayM3Nha2tLW7duoXJkydj69atQn+3qgUwitRAFYeSK9J/Ve06VKQG+vr6Svbm3aiKZ4GqBTDvooGGhgYkEglEIhESEhKwZ88edO3aFYaGhiqZxKxIDWRTCtT0F3hxxGIx/vvf/+L7779HaGgowsLCALxuYZb5HxUVhfnz58PGxgb9+/fH+fPnsXbtWly+fBk7d+6EnZ2dkCenCv7XfAvLQCqVQiwWY82aNWjcuDGAoozr/fv3o0ePHiAirFmzBkFBQfjkk0+EibxiY2Nx7tw5REREYPTo0cLQQlVE3TVQd/8B1gBgDYB300AsFiMmJgZ//PEHbty4AW9vb/j4+CjXkfdA3TUgIhgbG2Pt2rUIDQ3FjRs30LJlS7Rq1UpoaVq9ejWCgoIwYsQImJqaonv37tDV1cWZM2ewadMm9O/fHxMnTlS2K5WDVIiCggIiIpJIJERElJCQQBKJRNh/6NAhWrp0qfB3eHg45eTkyB0jPDyctm/fTrm5udVoueJQdw3U3X8i1oCINSBSjAZpaWkUFBTEGqioBufPn6e0tDTKy8sjIqJHjx4REdGDBw9owYIFtGvXLuEzopL+S6VS4f8yjVQNlWgzvHr1Kvr3748NGzbI7W/atKlcs+e9e/dQt25doQmsffv20NfXR2FhoTCUrG3btpg0aZLKdZ+ouwbq7j/AGgCsAaAYDWT5EZaWlhgyZAhroGIaxMbGYtCgQVi3bh2WLFmCr7/+GgBgYWEBAGjUqBE6dOiAO3fuIDIyUvhecf/pjdGXqtB1VBo1PoiJjo7Ghg0b0LVrVxw8eBApKSkl+mtl4ickJODDDz8U9ssmLBKJREIftyr29aq7BuruP8AaAKwBoDgNVNF3GawBcPHiRQwYMACHDh2Cr68v7t27h02bNsnNqjxgwADo6Ojg+vXrwgR1sonsRCKRSo6+LI0afxVbt26N4cOHw9fXF927d8fPP/9cogwRISMjA7m5ufjoo48gFouxYsUKnDhxosZNzPMuqLsG6u4/wBoArAHAGgCsAVC02rRsIlIrKyssWrQIoaGhiIyMFOa7MjQ0RK9evZCZmYmQkBAsXboUwcHBQktkbaFGBzGy5q6PP/4YALB48WKEhobi0qVLwudAUfZ1RkYGAODQoUMYMmQIHjx4gN69e6t0tA2wBuruP8AaAKwBwBoArIEsAOnevbtcN1GHDh3QqlUrnD59GmKxWNChd+/eiI2NxbJly5Ceng4XFxeVG3n3Vqov/aZ83kzQKuvzLVu2kIeHBxERFRYWCp/v3r2bnJ2dacqUKRQREVG1xlYR6q6BuvtPxBoQsQZErAERayBLyC3N/5CQEJozZw6FhoYK+9LS0qhnz56UlJRERESPHz+mGTNm0JAhQyg2NrZabFYGSg1ipFIpZWdn06JFi2j//v0lPi+eLV08i7pfv37k7+9PRK+zsR8/fkxHjx6tYosVj7proO7+E7EGRKwBEWtAxBoQFQUj06ZNox9//LHEZ/n5+URUNPro559/pmXLlslpMnHiRDpw4AAREYnFYoqJiakeo5WI0lti7t27R127dqW5c+fSrVu3iEg+miYiSklJIaLXFzA0NJR69OhBCxcuJGdnZ0pNTa1eoxWMumug7v4TsQZErAERa0Ck3hqsXr2aevbsSStWrCi3XEZGBl27do1mzpxJ69atIyKirKwsmjx5MiUkJFSHqTUGpXcO3rt3D82aNUPjxo1x6tQpAK9nywwMDMRHH32EI0eOAHi9aNfDhw+Rl5eHgoICHD58WOVXWlZ3DdTdf4A1AFgDgDUA1FeDPXv2IDg4GD/88APmzZsH4PVoKhkBAQHo2LEjAgIC0L59e/j4+OCvv/7CnDlzMHjwYNSrVw8NGzZUhvnKQ1nRk6wp8O7du7RixQoKDAykefPm0cWLF4mIKCkpicaPH09XrlyR+96ZM2fI3d29xH5VRN01UHf/iVgDItaAiDUgUl8NZK1Md+/epUWLFtHJkyfp2rVrNGPGDPrll1/Iz8+PiIq6mcaNG1fCz7S0NAoNDVXJvB9FoEH0vzTmKuT58+c4ceIERo0aVeKzo0ePIjo6GjNmzMDWrVuhqamJESNGwNjYGIaGhrJAC1KpVKWzqtVdA3X3H2ANANYAYA0A1qAs/3fv3o2goCC8ePECo0ePhqGhIfbs2YOhQ4di9OjRwhpvqu6/Iqny7qQTJ05g3LhxWLVqFYKCggC8vgAAYGtrK6we6uzsjCtXrmDcuHE4d+4cgKIhZRoaGsLFqoaYS+Gouwbq7j/AGgCsAcAaAKxBaf7Luo0+/vhjDBkyBHv27MGECRMwYsQIzJ49G1FRUcKQ8Tf9V3eqfJ7hJ0+ewNvbGyKRCBs2bED//v2hp6cnzBZ4//59AMDNmzexevVqSCQSODo6omPHjgBKriarirMMqrsG6u4/wBoArAHAGgCsQVn+ExFMTEwwbNgwGBoaQiwWQ09PD23btsXixYvx9OlTNG7cmIOXN1F0/9SjR48oPT1d+Ds7O5uePHlCREQjRoyg1atXE9HrfsDbt2+Ts7MzDR48mIKDgykiIoLmzJlDhw8fVrRp1Ya6a6Du/hOxBkSsARFrQMQaVNT/4kPGi3Pp0iWaOXMmPX/+vMptVUUUFsTk5+fTggULaODAgTRu3Djatm2bMMxNVjmjoqKoU6dOwvA4oqKx/BcuXKCXL18K++Li4hRlVrWi7hqou/9ErAERa0DEGhCxBu/ivyyQycrKopMnT9KiRYuob9++FBgYqBwnVACF5cScOHECL1++xJ9//olPP/0UDx48ENa00NLSQmFhIRwdHdGzZ0+5tS7q16+PHj16wMjISOgTtbe3V5RZ1Yq6a6Du/gOsAcAaAKwBwBq8i/+yrjFDQ0NcvnwZIpEIQUFBGDZsmNL8qOm8VxBTUFAg/D8+Ph6mpqYQiURwc3PDpEmTkJiYiEOHDgGAUBkXLlyI8PBwREdH4++//xY+B1RzVVl110Dd/QdYA4A1AFgDgDVQhP/79+8HACxYsAC+vr7CiCymdN4psTc5ORlr1qyBoaEh6tevj6+++grGxsbQ1tZGdnY2DA0N0bhxY0yaNAlbtmyBp6cndHR0AAAmJibo168fJkyYAG1tbSxcuFChDlUX6q6BuvsPsAYAawCwBgBrUBX+6+rqKtMllaHSYe7hw4fx2WefoWnTpujbty/+/vtvbNu2De3bt8e1a9eEYWAA0KtXL9ja2iIwMBBA0TCyn376CX/99Re+/PJLXL58GYMGDVKcN9WEumug7v4DrAHAGgCsAcAaqLv/yqbSLTFpaWmYNm0ahg4dCgCwsLDAzJkzMWXKFBgZGeHYsWPw9vaGkZERRCIR6tWrh4KCAhARRCIR2rRpg8mTJ6NevXoKd6a6UHcN1N1/gDUAWAOANQBYA3X3X9lUuiXGy8sLvXr1AlAURb569QpNmjQBAEyaNAnXr1/H+fPnkZ+fDwMDA7x48QLGxsZCwpK7u7vKXyx110Dd/QdYA4A1AFgDgDVQd/+VTaVbYiwsLAAUJSWJRCK8evUK2trakEql6NChA4YMGYLjx4/j5MmTKCwsRGpqKhwcHBRuuDJRdw3U3X+ANQBYA4A1AFgDdfdf2bzzjL2yrPGrV6/CxsZG+NvT0xPdu3fHpUuXkJWVBR8fH4UYWhNRdw3U3X+ANQBYA4A1AFgDdfdfWbxzECORSKClpYWkpCQMHz4cAHDgwAFkZ2dj4sSJ8PLyUpiRNRV110Dd/QdYA4A1AFgDgDVQd/+VxTsPwtfS0kJ+fj6kUilSUlIwefJk/P7773B0dFSkfTUadddA3f0HWAOANQBYA4A1UHf/lcV7LQCZmJiIK1euIC4uDmPHjsX48eMVZZfKoO4aqLv/AGsAsAYAawCwBuruvzLQIHr3dcwLCwuxf/9+DB8+XG0n5lF3DdTdf4A1AFgDgDUAWAN1918ZvFcQwzAMwzAMoyxUa2EKhmEYhmGY/8FBDMMwDMMwKgkHMQzDMAzDqCQcxDAMwzAMo5JwEMMwDMMwjErCQQzDMAzDMCoJBzEMwzAMw6gkHMQwDMO8wdGjR+Hs7AxnZ2ekpqYq2xyGYcqAgxiGUXOmTp0KZ2dnDB48WG7/kiVLhBc5UzlycnKwatUquLu7o3Pnzhg6dCi2bt2KwsJCZZvGMLWK91o7iWEYhpFHIpFgxowZiIyMhEgkQqNGjZCSkoJt27YhJSUFP/zwg7JNZJhaA7fEMAxTYWStM1OnTsX+/fsxePBg9OzZEzNnzsSTJ0+EcrLWncWLF2Pr1q3o378/+vTpg8WLFyMnJ0co98cff2DMmDHo27cvPvroI7i5uWHu3Lm4f/++UKZ4105ISAjGjBmDbt26Yfr06cjMzMThw4cxaNAguLi44KeffpJr7cjPz8fWrVsxbNgwdOnSBW5ubli6dCmeP38u59e+ffswcOBA9OjRA4sWLUJ2dnYJ38PCwgQ7wsLCytTo3LlziIyMBAD88ssvCAgIwOzZswEAJ06cwK1btyqlOcMwZcNBDMMwlebmzZtYt24dtLW1kZubi3/++Qdr1qwpUe7UqVPYu3cv9PT0kJWVheDgYOzatUv4PDw8HCkpKTA3N4etrS1evnyJs2fP4osvvsCrV69KHM/X1xf5+fnIz8/H5cuXMXXqVKxYsQK6urp48eIFDh06hKCgIKH83LlzsW3bNqSmpsLW1hb5+fk4evQopk6dCrFYDAC4cOECVq5ciYyMDOjp6SEiIgKbNm16Z22uXLkCANDV1UW3bt0AAC4uLiU+Zxjm/eEghmGYSiOVSrFz504EBgaiT58+AIDQ0NAS5XR1dXHw4EEcPnwYDg4OJcp99dVXOHv2LA4ePIj9+/dj3bp1AID09HTcuHGjxPEmTpyIQ4cOYcCAAQCApKQk+Pr6IjAwEG3btgUAoZUkPDwcly5dAgBs3rwZ/v7+CAgIgK6uLhITE3HixAkAgJ+fHwDA2toaQUFB+PPPPwVbi6OnpwcbGxvY2NhAT0+vTG3S09MBACYmJtDULHrEmpmZCZ8/evSozO8yDFM5OCeGYdQcDQ2NSn+nefPmaNmyJQDAzs4OZ8+exbNnz0qUc3Z2RoMGDQAANjY2iI2NlSv36NEj/Pjjj4iPj0dubi6ISPgsIyOjxPF69uwJALCyshL29ejRAwDQqFEjREZGCsePiYkRykydOrXEsaKjo+Hh4YHExEQAQJcuXaCvrw8A6NOnD8LDw+XKOzo6IiAgoExNZBT3obR976I3wzClw0EMw6g5derUAQC8fPlSbv+LFy8AQHixF8fQ0FD4v5aWFoDSX95GRkZllnvw4AHmzJmDgoICGBgYoFWrVigsLMSdO3cAFLX2vImBgYHcsYrbIgsOZMcvbo+jo2OJY5mbm5fYpwgsLS0BAM+fP4dUKoWmpiYyMzOFzy0sLKrkvAyjjnB3EsOoOfb29gCKhgUfOXIEhYWFuHXrltAt06JFiyo5b1xcHAoKCgAA69evh5+fH7y9vRV2/NatWwv/9/Hxwa5du7Br1y5s374dU6dOxdChQwEATZs2BQBcu3YNeXl5kEgkOHfuXInjRUdHw8vLC15eXoiOji7zvF26dAEAvHr1ChcvXgQAhISECJ937dr1vX1jGKYIbolhGDXHy8sLAQEBePHiBX744QcsW7ZMaMXQ0NDAhAkTquS8zZo1g5aWFiQSCb766itYWlri6dOnCju+s7MzunTpgitXrmDOnDmwsbGBlpYW0tLSkJeXhy1btqBhw4b49NNPERkZieTkZAwdOhQ6Ojqldo2JxWJh1JQsKbg0evfujbZt2yIyMhLz588XhlgDwIABA/DBBx8ozEeGUXe4JYZh1BwLCwvs2LEDbm5uMDc3h6amJgwNDdGxY0esW7cO3bt3r5Lz2traYvHixWjUqBEKCwthYmKCZcuWKfQcK1euxJQpU9CkSRM8fPgQT58+hZ2dHSZNmoTmzZsDKAo6Zs+eDXNzc+Tk5KBVq1b4/PPP3/mcWlpaWLNmDUaNGgVTU1M8fPgQlpaWmDJlCpYsWaIgzxiGAQANKq0jm2EYhmEYpobDLTEMwzAMw6gkHMQwDMMwDKOScBDDMAzDMIxKwkEMwzAMwzAqCQcxDMMwDMOoJBzEMAzDMAyjknAQwzAMwzCMSsJBDMMwDMMwKgkHMQzDMAzDqCQcxDAMwzAMo5JwEMMwDMMwjEry/xje5Hb33mfRAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -932,7 +1110,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -961,7 +1139,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -974,7 +1152,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d55f755857a34d16b945d0bb5d46e878", + "model_id": "9b0358f15cc1439f8d84f43b42729a48", "version_major": 2, "version_minor": 0 }, @@ -985,20 +1163,6 @@ "metadata": {}, "output_type": "display_data" }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "bcedba062fab4bf283c799b6499fa0b3", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Predicting: 4it [00:00, ?it/s]" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "name": "stdout", "output_type": "stream", @@ -1017,6 +1181,7 @@ " n_rnn_layers=3,\n", " training_length=36,\n", " n_epochs=200,\n", + " **generate_torch_kwargs()\n", ")\n", "\n", "# training and prediction with the VARIMA model\n", @@ -1037,12 +1202,12 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1082,16 +1247,11 @@ "\n", "Furthermore, the models supporting multivariates series might use different approaches. `TFTModel` for example, uses a specialized module to select the relevant features whereas `NBEATSModel` flatten the serie's components into an univariate serie and rely on its fully connected layers to capture the interactions between the features." ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3.9.13 ('darts-dev')", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1105,7 +1265,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.15" + "version": "3.10.13" }, "vscode": { "interpreter": { diff --git a/examples/05-TCN-examples.ipynb b/examples/05-TCN-examples.ipynb index 341412707f..dcf1459d42 100644 --- a/examples/05-TCN-examples.ipynb +++ b/examples/05-TCN-examples.ipynb @@ -26,17 +26,39 @@ "metadata": {}, "outputs": [], "source": [ + "%matplotlib inline\n", + "\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", + "from pytorch_lightning.callbacks import TQDMProgressBar\n", "\n", - "from darts import TimeSeries\n", + "from darts import TimeSeries, concatenate\n", + "from darts.utils.callbacks import TFMProgressBar\n", "from darts.models import TCNModel, RNNModel\n", "from darts.dataprocessing.transformers import Scaler\n", "from darts.utils.timeseries_generation import datetime_attribute_timeseries\n", "from darts.metrics import mape, r2_score\n", "from darts.utils.missing_values import fill_missing_values\n", - "from darts.datasets import AirPassengersDataset, SunspotsDataset, EnergyDataset" + "from darts.datasets import AirPassengersDataset, SunspotsDataset, EnergyDataset\n", + "\n", + "import warnings\n", + "\n", + "warnings.filterwarnings(\"ignore\")\n", + "\n", + "import logging\n", + "\n", + "logging.disable(logging.CRITICAL)\n", + "\n", + "\n", + "def generate_torch_kwargs():\n", + " # run torch models on CPU, and disable progress bars for all model stages except training.\n", + " return {\n", + " \"pl_trainer_kwargs\": {\n", + " \"accelerator\": \"cpu\",\n", + " \"callbacks\": [TFMProgressBar(enable_train_bar_only=True)],\n", + " }\n", + " }" ] }, { @@ -54,19 +76,18 @@ "source": [ "# Read data:\n", "ts = AirPassengersDataset().load()\n", - "scaler = Scaler()\n", - "ts = scaler.fit_transform(\n", - " ts\n", - ") # scale the whole time series not caring about train/val split...\n", - "\n", - "# We'll use the month as a covariate\n", - "month_series = datetime_attribute_timeseries(ts, attribute=\"month\", one_hot=True)\n", - "scaler_month = Scaler()\n", - "month_series = scaler_month.fit_transform(month_series)\n", "\n", "# Create training and validation sets:\n", "train, val = ts.split_after(pd.Timestamp(\"19580801\"))\n", - "train_month, val_month = month_series.split_after(pd.Timestamp(\"19580801\"))" + "\n", + "scaler = Scaler()\n", + "\n", + "train_scaled = scaler.fit_transform(train)\n", + "val_scaled = scaler.transform(val)\n", + "ts_scaled = scaler.transform(ts)\n", + "\n", + "# We'll use the month as a covariate (scaling not required as one-hot-encoded)\n", + "month_series = datetime_attribute_timeseries(ts, attribute=\"month\", one_hot=True)" ] }, { @@ -85,6 +106,7 @@ "metadata": {}, "outputs": [], "source": [ + "model_name = \"TCN_air\"\n", "model_air = TCNModel(\n", " input_chunk_length=13,\n", " output_chunk_length=12,\n", @@ -95,58 +117,68 @@ " kernel_size=5,\n", " num_filters=3,\n", " random_state=0,\n", + " save_checkpoints=True,\n", + " model_name=model_name,\n", + " force_reset=True,\n", + " **generate_torch_kwargs()\n", ")" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[2021-08-01 13:13:00,823] INFO | darts.models.torch_forecasting_model | Train dataset contains 92 samples.\n", - "[2021-08-01 13:13:00,823] INFO | darts.models.torch_forecasting_model | Train dataset contains 92 samples.\n", - "[2021-08-01 13:13:00,829] INFO | darts.models.tcn_model | Number of layers chosen: 2\n", - "[2021-08-01 13:13:00,829] INFO | darts.models.tcn_model | Number of layers chosen: 2\n", - "[2021-08-01 13:13:00,837] INFO | darts.models.torch_forecasting_model | Time series values are 64-bits; casting model to float64. If training is too slow you can try casting your data to 32-bits.\n", - "[2021-08-01 13:13:00,837] INFO | darts.models.torch_forecasting_model | Time series values are 64-bits; casting model to float64. If training is too slow you can try casting your data to 32-bits.\n" - ] - }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "0081c35ae05c4bc7bf48b5c2004b2899", + "model_id": "d6437936497b4502907b33297f613b78", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/500 [00:00]})" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ "model_air.fit(\n", - " series=train,\n", - " past_covariates=train_month,\n", - " val_series=val,\n", - " val_past_covariates=val_month,\n", - " verbose=True,\n", + " series=train_scaled,\n", + " past_covariates=month_series,\n", + " val_series=val_scaled,\n", + " val_past_covariates=month_series,\n", ")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll load the model from the checkpoint that performed best on the validation set." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "model_air = TCNModel.load_from_checkpoint(model_name=model_name, best=True)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -156,49 +188,64 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "7180ae356295453e8ca7c33f4e90f4f3", + "model_id": "2bbadef60c374bb9898b8ed0fccc12f9", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/39 [00:00" + "" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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VD96ff/6JTp06wcPDA8nJycjJycGCBQtExkgu4HVzc4Obmxt69+6NlStXoqamRmQDlHQ6HcLDw/Htt99i6NChmD59OtasWSOu9fLyQk1NjaoN11xzDTIzM+Hp6VlnZgEAunbtiq5du2Lu3LmYPn06Vq5cicmTJ8Pb29vsnpbIzyksLERISIhZu2t/vRxgyOcnTJiA6667DgaDARcuXECbNm0sDsG4ubnB29sb/fv3x6lTp1TXnD59GgkJCapzR48eRd++fVv8P6DyzxBZh/1lPfaVNrb2V3l5OaqqqgB3YwAS5G+8V5Cf6ZexvMKG/y1uKhzWyoULFyI7OxsvvPBCs+kMZ0hPT8fcuXNx8uRJrF69Gu+88w4effRRAMZaBE9PT7zzzjs4e/YsfvjhB7zwwguqr3/44YdRVFSEadOmYd++fTh9+jQ+++wzUQAqi4yMxLZt23DixAlMnz5dFKkmJibi3LlzSEpKQk5ODioqKjBy5Ehcd911mDBhArZs2YKUlBTs2rULzzzzDPbt24eysjI8/PDD2L59O1JTU/H7779j7969oqYnMTERxcXF2Lp1K3JyclBaWmrxe+/bty8iIiLw+++/29R3AQEB6NixIzp27IjExERxrPwvIMBUnPWPf/wDX331FZYtW4YzZ87g3Xffxfr16/Hggw+q7vvrr7/i5ptvtqlNRETOYixA9Qd0xnKDwCu1psH+ps/Y/KIaVzTNJpoig+rqalRUVECSJHFsqZhm6dKlOHToEBYtWtRqMhvWmjVrFsrKyjBgwAA89NBD+H//7/+JDFFYWBg++eQTfP311+jevTteffVVvP7666qvDwsLw7Zt21BcXIwbb7wR11xzDZYtW2YxGxIdHY1t27bhyJEjmDFjBmpqajB58mSMGjUKw4YNQ0REBFavXg2dTodNmzZhyJAhuOeee9C5c2dMmzYNKSkpiIqKgl6vR25uLmbNmoXOnTtj6tSpGD16NJ5//nkAwPXXX4/7778ft99+OyIiIrBw4UKL37ter8c999yDVatW2blXLZs4cSI++OADLFy4EL169cJHH32Eb775BjfccIO45o8//kBhYSFuu+02p7SJiMhWxgAkULwOujKxNCTIVP/YnKbh6iQN67bOnz8fGzZsUJ374IMPkJ2djeXLl2PNmjUAgH79+sHT0xN6valT/vWvf2H06NF2anbLIxdx1h4eaGmysrLQo0cP7N+/3+ZxSnv21ZQpU9C3b1/861//atR9mrLW8rNlL+wv67GvtGlsf+3fvx/9hswErvkLAHD3aGD5026Y/9o3eH69sdj+ho4n8esnti114GyaakDmz59f5yJTyuBi3759jWoUtVxRUVH4+OOPkZaW5vJCqYqKCvTu3RuPP/64S9tBRGSN2qugyhmQiBBTBvxymXlxflPl8Gm4RLXdeuutrm4CAGNBbu21R4iImqraq6AGygFIqGndj+Ky5pOJaj4tJSIiasXMa0CM2Y7IMB9xrrSy+eQVGIAQERE1A5b2gQGA4KAAoNq4+Fh5ZfOZ+MEAhIiIqBmonQGRp+EGBAQANUUAgIoaL1c0zSYMQIiIiJoBYwZEMQRzJQOiDEAqa1y7D4wWDECIiIiagbpmwQQEBADVhQCAavjAYGgea4EwACEiImoGzGpArgQg3t7egEHegM4NxWXmX9sUMQAhIiJqBsxqQK4EIDqdDh460xYYhcXObpltGIAQERFZ4fPPP8eCBQtQVuaaFINZDYif6T1Pt3LTdZa342pyms+EYSIiIhfZsmULZs6cCQAICgrC/fff7/Q2FBYWihoQNzfAz7T8B7zcK1Fy5bioxPxrmyJmQIiIiBqg3GQzOTnZJW1QDsEE+hqHXmQ+npXiOP8yi1CJiIiavaSkJGzbtk28Lioqckk7lEWo8hRcma9ntTi+lFeO5oABCBERUT0WLVqken358uU6rnQsVQDip37P36dGHGc3kwCENSBERER1OH/+PL788kvjC70/4ObvkgCkoqICFZUS4GZcaKx2ABLgKwFXZr/kFFQ5uXW2YQaEiIioDm+//Taqq6sBj0ig/xlgQArSixKd3o7Lly+rZsAE1gpA5I3pACCvsBrNATMgREREFly+fBkffvghAEAfPQ01HhEAgMyKvk5vS12roMqCA0z5hLyiGjQHzIAQERFZ8NVXXxmnvgJo0+Mucb68yvm/u9e1E64sRBGAFBYbnNWsRmEAQkREZIGYbqtzR05VT3HeFTvO1rUTriwsyMN0LdcBISIiar7y8/ONBwHXorTSlPWocsGOs+YZEJ3q/fBQT3F8uax5fLQ3j1YSERE5WUFBgfEgeKTqfI3OFzU1zq2zaKgGJDzEB5CMQy8l5XpnNs1mDECIiIgsEAFIyE3qN/SBKC527o5vhYWFgHuAeG02CyYwAKgxLpBWWuGB5oABCBERkQUFBQXGrEPAAPUb+gCnr4baUAYkICAAqDa2qbyaAQgREVGzVVBQAAQPB3S1hjT0gU5fjMysBsRSAHIlA1JR7fwiWVswACEiIrKgoKAACBlp/oa7iwIQfd3TcI0ZEOOU4WrJG9XVTX9DOgYgREREFhgzIMYAxMMdiPDNMr6h90dBoSsyIHVPwzVmQExtulzmrJbZjgEIERFRLeXl5ajQxQI+HQEA1/cEgnxLxfvZec79hBf1KFdYzIDUFIrXhc6tkbUJAxAiIqJa8vPzgeAR4vVN/XTw9zatMHop17k7zubk5NSbAfH09ISbZIo6ikrR5DEAISIiqqWgoADwShSvB3S7suPsFbkFlU5tT05OjlgJ1dcbcHfXmV3jqa8Qx81hNVQGIERERLUUFBQAHqHidXgQEOin2PDNyTvOGjMgxiGY2jNgZN7upgCkkAEIERFR81NQUAC4mwKQ0EAg2N/0kZl/2XkroVZXVxuHhPT1ByA+HlXimBkQIiKiZsgYgISI16GBQEigaT0QZ+44m5+fD0mCqAGpXYAq8/M2ZWWcGSDZigEIERFRLcohGL3OAH8fIFS146zz1tkw1n8olmH3tXydskg2O8+5NSq2YABCRERUi3IIxt+nCjqdDuEhphVGL5eZF4E6SnZ2dq2dcC1fF6AITJxdJGsLBiBERES15OfniyGYQF/jcEZUmLd4v6TceR+fyhkwQN01IMrAJLeQQzBERETNTl6+ae+VkADjcEtEqI94v6zS3WltUc6AAcx3wpWpimSLGIAQERE1O9n5phkl4UHGj8pgf9OwS1mlp9PaYsyAKDeiszz8ExZkOp/n3JXibcIAhIiIqJacAlORaUSIMduhzDxU1Dg5AKlnJ1yZ3E4AKChu+h/vTb+FRERETpavyCBEhRpnvyiLPKsM3nAWsxqQOopQg4P8geoCAEBhqfOGiGzFAISIiKiWwlLTmh/y0IZy+mu15AtJcs5U3Ib2gZEFBAQAVbkAgMtlHpYvakIYgBAREdVyucyUQQi9sgSHlyegw5XaEL0/ysqcsyOuWQ1IXdNwAwKAamMAUlrpBYPBeWuV2IIBCBERkYIkSSipNK35EXIlANHpdHDXXQk69IEoKipySnuM64A0PA3XmAHJBwBIcGvy+8EwACEiIlIoLS2FQWfKOISaPvvh6XZlwzd9IC5fds5Uk9oZkLqm4SozIACQW+joljWOpgBk6dKlmDJlCvr3748tW7bUeV15eTmeffZZDBkyBGPHjsWPP/7Y6IYSERE5g6WN6GRix1l9gFMCkPLychQXF6v2pQmubwimShGAOCdBYzNNAUhcXByeeOIJ9OjRo97rli5disLCQmzatAkvv/wyXn31VaSmpjaqoURE1Drs3LkTL730EnJzcxu+2AGU+8AAphoQAPD2vLLhm94HefnFDm+L6AOPcHEuLNDyteHh4UB1nulrm3gGRNM8nTFjxgAAPvnkk3qv27RpExYtWgR/f3/07t0bQ4YMwU8//YR7773X4vWVlZWorFSvW+/u7g5PT+fNs3Y1g8Gg+j/VjX2lDftLG/aX9RzRV5cuXcLo0aNRWlqKixcv4u2337bbva2Vl5enyoAE+0uioNPX07TjbGZOiabv3Zb+unTpkvHAIwKAMRvj5iZZLDANDQ2Fm6EA8t1zCi1f52hubtblNuw+UbioqAi5ubno2LGjONe5c2ccPXq0zq9Zvnw5li1bpjo3ZcoUTJ061d7Na/LS09Nd3YRmg32lDftLG/aX9ezZV59++ilKS0sBAEeOHHFJ9vzUqVOAezfxujAvFcUFxmMPN9PMl1NnMmxqn5b+Ep+dVwKQYL8qpKZm1Hl9oG81rjQVZ1LzkJrq/CVR27VrZ9V1dg9ASktLodfr4e1tWqTFz89P/EBZMnv2bMyYMUPdsFaYAUlPT0dcXJzV0WNrxb7Shv2lDfvLeo7oK2XNYHV1NRISEuxyXy08PT1FzYWPRznatzO1ITToJJBtPK7R+Wtqny39tXv3bkDnKWbBxIZ71PvM6DB3EYBUIwgJCaF1Xutqdg9AfH19UVNTg/LychGElJSUwNe3jpVTYPzDbk3BRn3c3Nz4j56V2FfasL+0YX9Zz159lZycbPzAvaK4uNglfwZFRUWiBiTAuwpubqbPL+V+MAWXa2xqn5b+ys3NVdV/RATXP8QRHe6FEwXG4/NZZXBzq6NgpAmw+59sYGAgwsLCcObMGXHu1KlTaN++vb0fRURELcjq1atVr501zbW23Lx8UQMS6KveVTY4QLHj7GXH7zibk5Mjhl8AIDy4/uvjok3BUmZ2hYNaZR+aApDq6mpUVFRAkiRxbKmYZsyYMfjoo49QUlKCI0eOYOfOnbjpppvs1mgiImpZJEnCqlWrVOdcFYBk55YDOuNS7MEB6iLO4ADTwEFhseMLlWsHIBHB9V/frq1pys6lfMcHSI2hKQB58cUXMWjQIBw8eBDPPfccBg0ahAMHDmDz5s2qgtH77rsP/v7+GDVqFObNm4d58+YhMTHR3m0nIqIWIikpCSdOnFCdKy52/DRXSy7lV4nj8CD1x2RYsGmPlcJix88wMQtAgnT1XA20iw8HJONMnTzXxG9W01QDMn/+fMyfP9/ie6NHjxbH3t7eePHFFxvVMCIiaj1qZz8A4yJc1dXVcHd37s6uOQWmzEZEiF71XniwqV6xuMzx9SnGAKS7qT3B9V/fpk0sUJUHeEaiqLRpb0jHCisiInKpmpoaUf/h4eGBfv36ifdckQXJu2zKMkSFqSdIRISaZniWlDsrALF+CCY2NlaxIZ13/Re7GAMQIiJyqT179iAjw7i2xahRo1TTTF1RB1JYYvpojK4VgESF+4jj0krHZ2ZsCkCuLMdeJfmgsqrp7ojLAISIiFwqOTlZHI8YMcK4p8kVrsiAXC4zBRZhtWouwoJMwxrlVY4d4pAkybgTroYAJDg4GG4G0xrseU14PxgGIERE5FLZ2dniODo6Gv7+pt3WXJEBKanwEschtTZ+C1AsaVVR7dj1q4qLi43blNRaB6Q+Op0Ofl7l4nVT3pCOAQgREbmU2O8EQGRkpEszIJIkoazaNMwSWmsdr0A/03GlwbE1Fjk5OcaDKxmQAF/Ay7P+WTCAcTl2WUZ2eT1XuhYDECIicqnaAYgrMyDFxcWAPkS8rh2AKDMg1VLdK3zbQ+0ApKHshyxUsXZJcmqBfRtlRwxAiIjIperLgDg7ACkoKFDthBsaoH7fw10HN8m4wqjk5oeqqio4ijEA0QMeYQCsD0AiQ001LOfON90xGAYgRETkUnIA4ubmhtDQUFUGxNlDMAUFBYCHKQMSEmB+jbvuyuaq+kCHBkjGGTCmYMjaACQ2wlTDcj6zrJ4rXYsBCBERuZQcgISHh0Ov1zeBDIgxAHF3q4S3l3nNhaf+Sl2FPtC4cZ2DaJ2CK4uLMRWqZOZU2rlV9sMAhIiIXEaSJBGAREZGAoBLi1CVQzC+npYLOL3crwy76ANQVOS4AMlsCm6QdV/XLs50YXaB4/ersRUDECIicpmSkhKUlRmHCeQAxJVFqMoAxN/Lcn2Ht8eVrIKbB3LzHRcgme+E2/AMGADonGgatskvtu5rXIEBCBERuYyyADUi4sp0UxdmQLJyigC9cRqucjqrkq9XjeJ6x01zNQYg1q8BIuvaMVIcXy5ruvvBMAAhIiKXqT0DBnBtBiQz21QzERJgeRlzP2/TsEZ2vqMDEO01IJHhAYDBWChbVuXYqcKNwQCEiIhcxlIA4soMyKU807BLWKDl4YsAH1NgkpNf4bC22FoDAgDukrE4tkoKgCQ1zf1gGIAQEZHLKJdhbwoZkKw807BLRIjlzeaC/E2BSW6h5WGaxjp16hROnDhhUwYEALz1JQAAyT3UoYWyjcEAhIiIXMZSBsTb2xt6vR6ACwKQXFNGIy7az+I1Qf6mj86CIscEIO+8847xwIYaEADw87ryfbh5ITnlov0aZkcMQIiIWhlJkrBjxw7ccccd6NChA1auXOmytlgKQHQ6nRiGcfYQTE6hqb4jNtLyXi8hgXpxXFBs/+GNgoICLF++HACg84oCAHh7An4+9X2VWpCfqVD2ZHKOXdtnLwxAiIhaka+//hrdu3fH0KFDsXr1apw9exYvvviiy9pjKQABTMMwzs6A5F82Da+EBVmuAQkLMs0sKSqxfwDyySefoKTEOITiHRAHwJj90Omsn1KrbHtyWoE9m2c3lge4iIioxcnNzcUdd9yB6mr1sMHFi65L0dcVgLgiA1JVVYXSCtMy5paWYQeAsGBPcXzZziudV1dX4+233xavKw3GRmgZfgGAqFB34JzxOPUCa0CIiMiFzpw5I4KPrl27IjExEYB6MTBnkwMQLy8v1ewXOQNSXFzstFkcly5dUu29EuJv+brIMNPQTEm53vJFNvrhhx+QmpoKABg56jbUGIyZDK0BSJsoUxsvXGqa+8EwACEiaiXS09PF8axZs3D11VeL17m5ua5okghAIiIiVEMMcjAiSRJKS0ud0paLFy+KfWAAIDTQ8nUxEYrN8srs+zGqzH5Mm/mIONYagMTHmNqYmeO4HXsbgwEIEVEroQxA4uLiEB5ummFh3PrduQwGg5iGqxx+AVwzFTczMxNwDxav6xqCCQ8xDcGUlNvvY7S8vBw7d+4EAHTq1Aldeg4S72kNQNrHmxYNyXXcfnmNwgCEiKiVOH/+vDhu27atywOQ/Px81NQYZ2vUDkBcsRiZMgDRQUJAHYuIBirOl1Xar5Ty/PnzYrjp6quvRk6hKSMUYeU+MLKYcFOQVKyoa2lKGIAQEbUS9WVAlAuCOUtdBaiAazIgyiEYP+8quLlZ/tAPUtSGVEl+qKy0z5b3aWlp4jg+Ph7ZBab3wjWsggoAYYrho7JKy9OJXY0BCBFRK6HMgLRp08blGRBLq6DKlBkQVwzBBPnVXfjq7wO44UrQ4RFht76Ti08BICEhQRWAaB2CUdavVBj8m+Ry7AxAiIhaCTkDEhERAW9vb5cHIPVlQFwxBJORYcqAhATUPeSh0+ng436lTR4Rqu+jMcwzIKagQXMAEgAAxkXVDG6hLpvlVB8GIERErUB1dbVY76Nt27YA0KQDEFcMwWRkFQI6Y01HXfvAyAK8r+yC6xGOzCxHBSCm97QGIO7uOnjqrvSbZyTy8vIa3T57YwBCRNQKZGZmioLPuDjj6ppNOQBxRQbkYna5OA4Lqv/jMcTvytRWnTvOpRfY5fn2DEAAwNfDuJoqPKKQm8sAhIiIXEBZ/yEHIBERpp1Wm1oA4uwMiCRJyMo1FZMG17EImSw82DQ8knKhxC5tkAMQf39/BAcHiwDEXd9weywJ9L4y7KL3RUZW05uLywCEiKgVUM6AkYdg/Pz84OVlnKLp6gBEGQwBzs+AFBUVodJgml9b1xogsuhQ0wqo57MaPwtGkiQRgMTHxwMALlz5I9G6D4ws2M/ULnsFSfbEAISIqBWwlAHR6XRiGMbV03BrByDOzoBkZmYC+mDxur4iVABoE2XakO5iTnU9V1onOzsb5eXGIaCEhARcyAYu5Rvf69HOtnuGB5p2xE3LtM9UYXtiAEJE1ApYyoAApjqQnJwcp0/VlAOQgIAA+Pio95p3dgak9jLsDQ15JMaasiXZBdqzE7XVrv/Ye8L03oButt0zKtTUrozsxgdJ9sYAhIioFbCUAQFMAUhVVZXTZpvI5ACkdv0H4Px1QKxdhl3Wrq0pQskrbvxqqLUDkD+Pm4LBAV1tC3Biwk3DRFn5XAeEiIhcQJkBadOmjTh21UyYyspK5OcbxxgsBSDOHoIxZkCCxeuGApCYMNOH++Wyxi91bh6AmN7rb2MGJC7a1K6cQlN7f94nYeVmCb8ckFBa7rrAhAEIEVErIGdAIiMjReEp4LoARPmshjIgzhiCMWZArB+CUU6LLa22YYpKLcoApG3beOw7aTxuEwHEhtuWAWnXxjRMVFBq2htm2XoJd78iYfhjEjKcX3ssMAAhImrhqqurkZGRAUBd/wG4bipufcuwA8YZOjLnDcGYApCGMiDKAKRGF4KSksbNMlEuw17j1QFFV27Xv6vt9+wQrxjGKjPV2KQp1k2LM+96p2EAQkTUwmVmZsJgMC7Lraz/AFyXAalvDRAAcHNzE0GI84pQg8XrhgIQPx8d3HVXFi7zjGz0cuxyBsTNzQ1p+VHi/IButhe4tm9ryoCUKLI0aVnG/0eHAl6ejS+gtRUDECKiFq6uGTAAXLYjbkMBCGCqA3FFEao1C3/5iJVG7ReAxMbG4sAp00ezrTNgAMDX2w26GmPfVRiM2+lWVkm4mGt8Pz6qrq90DgYgREQtXF0zYADXZUCUwY6yDUpyHYiza0D8fAAP94YzA4HyfjDuocjMsr3vysrKRABTuwD1ms4239bYNBgLfat1YQCAC9mAPNs6xPcyqqqqGveARmAAQkTUwikzIE0lAJFnwABAaGioxWuclQGpqqoyBkTyTrhW1pSG+l9Z6EvnhrPphTY/f+FnRUCHdwCPaLSJa4ekM8bzXeKB4AYWRGuIt1uB8cA9GMUlVar6jy3fL8O5c+cadf/GYABCRNTCKTMg9Q3BODMAUe7OWlcAImdAqqqqUFnpuJU8xfDJlSEYa/ddiQgxTWFNvVBq07OTL0iY/3kEEPsg0Gsz3IIHo/JKUqIxBagysSEdgOT0IlH/AQCoSDP7eXAmBiBERC1cU8+AhISEWLzGWYuRXbx4EdB5Anpj0WZDBaiymHDTAmTnL9kWIJ3NULzwuwobzswULxtTgCoTw0QAzqRdRmqm6T1/zwL4+vpa+Crn0ByA5Ofn49FHH8WgQYMwadIk/Pnnnxavu3DhAh566CEMHToUo0ePxvLlyxvdWCIi0k6ZAYmNjVW95+XlJT7om1oGxFmLkWmdgitrG2laTyUzt6aeK+uWX+vbKqn0FseNKUCVhfgrN6QrRWqmQbyODXVd/QdgQwCyYMECREREYOvWrXjkkUcwb948FBWZb/P72muvoU2bNvj555/x0Ucf4auvvqozWCEiIseRMyBRUVGqRchkyv1gnEUZgAQHB1u8xlmLkdkyAwYAEtua1irJKbQtW1E7AJG564HeHWy6pUp4kCngOJ9VidPpFeJ1YoxrB0E0LWBfWlqKHTt2YP369fD29sbQoUOxatUq7Ny5E+PGjVNde/HiRdx5551wd3dHmzZt0KdPH5w9exYDBgwwu29lZaXZ+J67uzs8PT3Nrm2p5Dn68v+pbuwrbdhf2rS0/qqurjYOMcBY/2Hp+woPD8e5c+eQm5uLqqoq6PV6s2ssaUxfyUMwQUFB0Ol0Fu+hXIyssLDQYX8mGRkZZqugWvOs+GhTtiK/xKPBr7HUX3nK399zvgPCJwIwzn7x9JBgMDRuqXTlhnQXLlWbMiA1pegQH+yQPnVzsy6w0RSApKWlwd/fXzVm2KlTJ5w9e9bs2ilTpmDLli246qqrkJmZiSNHjuDvf/+7xfsuX74cy5YtM/v6qVOnamlei6Acq6X6sa+0YX9p01L6KyMjQ3zIhIWFqVbclMl1AJIk4fDhw3UOidTFlr6Ssy2BgYEW2wSoP6iTk5PNho/s5fTp06oARFdTgNTUhme11JR7AogBABSVedf5fdSm7K+UC8EAjGt0eOd/hPn/HIxNe/3wyIQCpKY2vvDWz8OUOUrLrEBGnofxRUUaAgL8rW6zFu3atbPqOk0BSFlZmSoiBYwRqqXUWO/evbF27VoMHjwYNTU1mDNnDjp27GjxvrNnz8aMGTPUDWuFGZD09HTExcVZHT22Vuwrbdhf2rS0/pKzH4DxF8aEhASza5SFqT4+PhavscTWvpIkCYWFxg/4iIiIOp+n3DTP19fX6nZpVVxcrBqCSWwbjISE4Dqvl+lNq5ujoiYA8fHx0OnqHoqx1F81OlOGo02kD/4xKxz/mAUAPpZvolHPzqnATuNxbmk4KqvlACQdvXr1clifWkNTAOLj42O23n1JSQl8fNQdVVNTg0cffRSzZs3CbbfdhkuXLuGxxx5D+/btMXLkSLP7enp6tqpgoz5ubm4t4h89Z2BfacP+0qal9Fdubq44joqKsvg9KfeDycvL0/x9a+2roqIi1NQYizZDQ0Pr/NrAwEBxXFpa6rA/D2MNSF/xOjRQBze3hms6okIlAMYAQnIPR1FRUZ0zepSU/ZWZUwbAWJcTHxtg9++xQ7ypoOV8YYzpjYo0JCR0denPuKYnx8fHo7i4WFWodPr0abRv3151XVFREbKzs3HbbbfB3d0dsbGxGDp0KPbv32+fVhMRkVWUAUhYWJjFa5w9FdeaGTCAc6bhGgwGHD161KZZMF6eOnjorqz/4RFR73LskiTh66+/xk8//aQ6n5VrKgptH9dw8KJVfGwQYDA+o7xGUV1bnmo2JdvZNAUgvr6+GDJkCJYuXYry8nLs2LEDycnJGDJkiOq6kJAQREVFYd26dTAYDMjKysKOHTvQoYMdSnqJiMhqyg/7ugIQZ++Ia80aIIB6Gq6jZsGcOXPGGNzYMAsGAPw85QCk/v1gVq9ejWnTpuH+++/Hr7/+Ks5fyrsyFdZQhR7dEjW03DphYaFAlYV2VaarhrhcQXPuZd68ecjKysKIESOwePFivPLKKwgMDMTmzZtVRaMLFizApk2bMGzYMMyaNQsDBgzAxIkT7dp4IiKqHzMg9ROZeRsyIAAQ6Hslg+ERggsX697M78033xTHv/zyizguKL4y1FOdjx49ulv/YCsFBwcDlVlm58P8SuDh4WH352mhqQYEMEarb7/9ttn50aNHY/To0eJ1jx498MknnzSudUREzdQHH3yAt99+G8888wzuuOMOl7VDGYDU9WHvygDE2gxIUw1AwgJqkHYloXMu3XIb9+7di3379onXBw8eFMellVfWZanOR/fu9g9A9Ho93KU8VNc63zaicdN77aH5V1gRETUxkiTh6aefxvHjx/G3v/3N4lIFzqI1A6LcpdZRrNmIDnDOQmSmACRInNMyBBMZYipWTb1YZvGaJUuWqF4nJSUBAGpqJFTDOLNULxU5bEjEW28eGLVv6/qJHwxAiIjsLC8vDwUFBQCA8vJyPPTQQ5Ak1/zG2ZyHYBydATEYDCIA8fCJNP7fHfD1ru+r1GIjTMMYFy6ZL22en5+P1atXq86lpaUhLy8P57NMs0oDfKrrncLbGH6etYK3yotol+CYNVW0YABCRGRnKSkpqtc//vgj1q5d65K2yAGIp6en2TpOspCQEPHh15SGYBydAREFqADcrwQgIQHQFAjERZuWtr+UZ76q6IoVK1BebtwQzt3dVPWQlJSEA4fOidehQY77OA7yqVCfKE9z+QwYgAEIEZHdWVpd8tFHH7W4b5ajyQFIWFhYnR+s7u7uIhBw9iwYZ2ZALly4gP/9739ihVXl0hCSm3HNES3DLwCQ2MYU1OVeVi9hbzAYVMMvjz/+uDg+ePAgko6afk5iws336LGXEP9amZkKBiBERC2SMgMib7R28eJFPPPMM05vizIAqY8zN6SzNgOiXKSysRmQiooKXH311bj55pvxn//8B4AyAHFDebVx3EVLASoAxEWZAof8YnUAsm3bNuMy7wCGDx+OadOmifcOHjyI46czxev4WI0P1iAyuFZmhgEIEVHLpMyAvPvuu2KvlQ8++ABlZZYLFR2htLRUpP8bCkDktUCKiorMNge1N2szIIBpGKaxGZDk5GSxTscbb7yBrKwsiwWoWgOQSEX8VFTmrar1+eqrr8TxAw88gO7du4upr0lJSTiTYqrP6ZBQ/59PY0SF1vqoZwBCRNQyKTMgN954o9gtvKqqChcuXHBaO6wpQJU5cyaMnAHx9PQUwVldgoKMwYEyaGnMMwHjvmYLFy7EgQMHAABRbbqK97QOwUSYYhdU60LFHjcAVLOfRo4cCU9PT3Tq1AkAcPz4cSSnmtrUPj5Y24M1aBupXu9DX52BqKgohz3PWgxAiIjsTM6AuLu7IyYmRjW9Urk5nKNpCUCUq6E6KwBRFr/WJSYmRnxNY7JHygAEAN5++21Rk9Olx7XivNYMSHiw4oVHhGqn2/PnzwMw1rLIgZS81ofBYEBRqekjODTAMTNgACAu2geQTMMwUcGVTWKfI9e3gIiohZEDkPj4eOj1evEhCgAZGRlOa4eWACQyMlIcOzoAkbMZDQ2/AEDbtm3FcWP6rnYAUl1tWporsePV4lhrAOLhroOPu2k/GDnokCRJBCNxcXEi0OrRo4fpi91N37/W52oRFhYMVJlqexJcn/wAwACEiMiuCgsLxRog8lbnygCkOWRA6tvTpLGqqqpEQak1O8cqs0fyh7st6hvCiY03rUAa7K89ExHke6VmxiNStDE/P19kbJT1Ft26dTN9oY2rr2oVGhoKlF+Z8luVi3ZxQfV/gZMwACEisiNlAWpiYiIA1wUg1mxEJ3NWBkRLASqgDkAaUz+j7AtVEAAgLMq0UaotgUB40JXhDfcAnEs1zmxRDsUoszguC0BSngby/weceQjx8a4vQAUYgBAR2ZWyAJUZEHPWroIqU3542ysAefnll8X03ri4OBjcFLNgNBahAkBMuGn6bXKasa5Ema1RZkACAgLQsWNH4wvFDryhgdqfa63Q0FCgcAfw1ygg52vEx8c77mEaMAAhIrIjSxmQ2FjTstdNNQBxVgbE2jVAZI7IgFx11VV499130atXLyxcuBAFxaaps8E2ZCLiok1rt6dkGIdd6sqAAECfPn2MB1cyIJ4egI/j1iEz6+emMAUXYABCRGRXljIgQUFB8PY2fki5qgi1oWyDszIgjRmCaUwNSO3My7333ovDhw9j2rRpyFcsMWJLBkS5HHtGdrVZW2t/4JsCEOP3r3X5d628vb1V050ZgBARtUCWMiA6nU4MwzTVDIiz1gHRmgFRZo/skQFxc3NDYKB6vEMVgNiQAYlS7IibU2g81pIBsSXo0UoZ7DEAISJqgeQMiJubm+q3dzkAyc/PF6uTOpqWDIinp6dYNr4p1YB4enqK4aFGByAeEfBvMwqAOttQoFjl3ZYhmMhg03F5TQCKiorqzYAMGzYM3bpfBbgbH+bIAlSZXPcRHh5uVeDnDAxAiIjsSM6AtG3bViy7DagLUTMzM82+zhHkACQoKEi1E2td5A/6pjQLBjANw1y8eBE1NTU2PTc3vxjoewBFieux4Av1e1lXmqTTAUGWNwyul3I5dnkqrpwBCQgIMMu4eHt745dfD4rXjixAlS1cuBDjx4/HRx995NDhHi0YgBAR2UlJSYnYzE2u/5C5ohDV2o3oZMr9YCoqKhq42jZah2AAUwBSXV1tU3ampqYGhRVRgJfxz+DNNRIqq4yFp2fOS0gy7heHbgmAm5v2D2dVAOIZhfT0dNUiZJYUlpie44wMyKBBg/D999/j1ltvdfzDrMQAhIjITizVf8icvRpqTU2NyDZYG4A4YyZMYzIggG3DMAUFBYBntHidXQB8t9N4vGKzaQbMXaNsywzUzoAcOnRIDLPVrv+Q5RWZjp0RgDRFDECIiOzE0gwYmbPXAikoKBA7s2rNgACOqwOxJQPS2LVA8vPzVQEIAHy4XkJNjYSVPxpf6/XAzJs13xqAcQM7vduVxcg8IvDHH3+I95QZkIpK439A4wtfWwIGIEREdqLMgLg6ANEyA0bmjAxIY4ZgANum4ubl5QGe6g1Qth0AlqwDzl/5NkdfC8SE25YB0el0CA24UpviEYndu3eL9+Tg6ViKhOiJwA1z2+L8pVoBiA3Lv7cEDVclERGRVZQZkPqGYJpqAOKMDIg8BBMYGGhVYSzQ+CEY4wyYaLPzc98zDb/cM6ZxQUB0qA7ZhQA8IpCZmSXOyxmQlz6VUFQCAHp88TMQYFqWgxkQIiJqnPoyIM4uQm3qGRAtU0HtEoB4mgcgVVc2xA0PAsZep/m2KrERV4IpNw/VEutt27ZFZq6Er7ebrv15vzoD4oxZME0RAxAiIjtRZkBq77cRFhYmpuU21QDE0RkQSZJEBsTaAlSg8TUgtYdgxl2vfn/m/wGeHo3LgNQuRJXFxcXhw/WmYAcAfjsMZOSasi/MgBARUaPIGZCYmBh4eak399DpdIiONv4W7oxZMFp2wpU5OgNSXFyM6mrjJ7GWACQwMBB+fsYFOmyvATEOgXl7VOOJ29XBxuzRja/BUC5GpgxAoqLb4oPvJdW1FVXARlOdKgMQIiKyXXl5uVhgrPbwi0yuA8nOzkZVVZVD29MUMyC2FKACxuBNHoZpbA1IWGA1buwD9OtqfG/41UCvDnYIQBTLscPTGIAEBgZia1IALl75o1AOtaSZykQYgBARke2UH9jKmgUlZR1IVlaWxWvsRcsy7DJH7wdjyxogMnkYpri4GEVFRQ1crZadcxnwMAY80SESdDodNi3U4cvndFj7gn1moKiHYCJEm9/91pT9eOdRy1/LAISIiGymDCiioqIsXuPMmTC2ZEDc3d1FYNCUMiBA4wpRL+YZxHFshPFjLyJYh9tH6BASYKcAJFjx4soQTFCbIfj1sPFU90Tg9uFA17hK1dd5ewI+Xq1zGi4DECIiO1AGIMpaCqWmHoAAjt0PRutGdEqNWQsku0AvjuOiPDV9rbUsFaEWek8Spx6epINOBwzqod6IsLVmPwAGIEREdqHMGFiTAXF0IaocgHh4eMDf3/r93uU6kOLiYpSVldm1TY0ZgmlMBiSv2BR0xIY75mNPvR/MlQDE0EWcmj7C+P9B3dV9ygCEiKgZKykpcXUTmuwQTFhYmKbdTx05E6YxQzCNmYp7udy06le0trjHahHBihceEQDckF1iLHzt0AYIvjLU079LBTwU668xACEiaqaef/55+Pv745FHHnFpO6wZgnHmYmRad8KVKdtu7zoQe2VAtAzBSJKE4irTp3y0tu6wmo+XzrS6qUck4NMJlTXGSKNvJ9N1ft4Sruthes0AhIiomfroo48AAO+//75x11MX0ToE48gApKysTAyfaA1A7DEV96uvvsLw4cPxv//9T3VeeT9nFaEWFxdDcjcFVY7KgACKYRiPSMC/rzjfp6M6AzX8atNxKAMQIqLmx2AwiLU3ampq8NNPP7msLdZkQCIiIuDmZvxn15EBiK0FqIB9hmAefvhh/PLLL7jnnntgMBhnoEiShJ9//hmAsS6lffv2mu4ZFRUFvd5YTNpQAPLTTz9h6dKlqKqqMtsHJsZBGRBAMRPGIxQIHCDO9+mkvu7/TG8hwXyF+FaDAQgRNVs5OTliZU0A2LRpk8vaIgcg3t7eCAiw/GutXq8X2RFHFqE2JgBpbAbk8uXLyMnJAWAcKtm5cycAYP/+/UhPTwcAjBgxAoGB2jZA0ev1IoNUXwBy6tQpjB49Gvfffz/efffdWsuwG9S1GnamLESN6DRdHPfpqL5uQDfgtQd0uGsU8OCE1jkFF2AAQkTNWO0swubNm8Vv3M4mf1hHRUXVW/Qpf4hmZWWhpqbGIW1xZQakdmD1xRdfAAC+/fZbcW7ixIma7wuYhmGysrJQWVlp8ZqtW7eKn4FvvvlGtRGdr0cpPNwd94GvDECyS4z9GBEMxIabX/vkdB1W/MsN0WEMQIiImp3aAcilS5ewb98+p7ejurpa/NZf1/CLTC5ENRgMjZ5lsnHjRnTu3Bn//ve/VeddmQGp/Wfy9ddfo6KiAt999x0A47Lqt956q+b7AtatJLt7927V8dmz50QAEuht32nFtakWI7uiT0domoXUmjAAIaJmy9IwhiuGYXJyciBJxiW36ypAldmzEHXhwoU4ffo0Xn75ZdX3LQ91AK7PgBQUFODNN9/EiRMnAAA33HBDg31UF2UAUtcQ1p49e8RxTU0Nvly7GXDzBgCEBljOmthLVKh5oFG7/oNMGIAQUbNl6QN848aNTm+HNTNgZPYMQJQfwg899BBKS0uRmZmJl19+WZzv1q2bpnuGhoaK39htyYBYCgyee+45cTxp0iSz963VUACSn5+PkydPqs5t32V6HRnk2OE5yxkQZj/q4t7wJURETZPyA9zb2xvl5eXYt28fsrKybP4t2xbWzICR2XM1VGWGIiUlBf/9739x7NgxMQQzefJkDBw4UNM99Xo9wsPDkZ2dbZcMCABVvYat9R9AwwHI3r17zc4Z9KYhJUfXW0RamFnMDEjdmAEhomZLGYBMnjxZHG/evNmp7XBFBqSyshKFhYWqcwsWLMD69esBGAOhJUuW2FR/INeBNDYDMnr0aNV7V199NRISEjTfU9bQQm7K4Rd39yu/X3ua5rnGRTn2d+7aAYiPF9AlzqGPbNYYgBBRs6X8ELrnnnvEsbPrQLRkQOy1Gqqy0FReH0Np2bJlqoJSLeTvoaysTPMy98oA5Mknn1S915jhF6DhDIgyALnrrruMBx6mgDAx1rtRz29I7QCkV3tAr+cQTF00ByD5+fl49NFHMWjQIEyaNAl//vlnndf+8MMPmDhxIm644QbcdtttSE1NbVRjiYiU5A/w0NBQDBkyRKyuuWXLFlRVVTmtHdbsAyOzVwZEOTxy++23o2NH02ITd999N8aPH2/zvRszE0YODEJCQjBs2DC0a9dOvOfIAESSJBGAhIaG4sEHHzS+ociAtG/rC0cKDQDcFJ+qtdf/IDXNAciCBQsQERGBrVu34pFHHsG8efNQVFRkdt3OnTvx+eef4/XXX8evv/6Kt956C8HBwfZoMxERJEkSH+AxMTFwd3fHTTfdBAAoKioSsy6cQcsQjHKdEHsFIHFxcfjss88QExODQYMG4a233rL5vnIbZVraKEmSCAxiY2Oh0+nw8ssvIzAwEPfcc4/mgtjaQkJC4OXlBcA8ADl37pyYCn3ttdeiT58+xkyOIgBJiPFq1PMbotfrEB5ket2nE7Mf9dE0IFZaWoodO3Zg/fr18Pb2xtChQ7Fq1Srs3LkT48aNU1370UcfYe7cuejQoQMA9U6GtVVWVpotKuPu7g5PT886vqLlkRfOcdUiSs0J+0qbltpf+fn5qKioAABER0fDYDCge/fu4v3Tp0+jR48edX15nWzpL3k5eAAIDw+v92uVRZ4XL160+c9FmXUJDw/HgAEDVJu0NebPOy7OVLiQmppaZyFr7b4qKCgQe9DExMTAYDBg6tSpmDJlCnQ6nV1+BmNiYpCSkoKMjAzV/Xbt2iWOBwwwrnU+cuRIfHHYFIBEhkgwGKRGt6E+kcHApSt77vXuoH5eS/27WJubm3W5DU0BSFpaGvz9/REeblrWrVOnTjh79qzqupqaGpw8eRJnzpzBf//7X7i7u+OWW27B3//+d4sFUcuXL8eyZctU56ZMmYKpU6dqaV6LoJy/T/VjX2nT0vrr9OnT4jgwMBCpqakICjL9+rl371707dvX0pdaRUt/yR/8er0excXFKC0trff6sLAwEYCkpKTYVCiq/P51Op1dh7h9fHzE8eHDhxucSSP3lbJNQUFBDhl2DwsLQ0pKCnJzc3Hq1CmREdm6dau4JjExEampqbjmmmvwxQljAKKTKlGYexFFeXZvkkpsSAT+OucLb08DgjzOIzXVPOBpaX8Xa1MOu9VHUwBSVlYGPz8/1Tk/Pz8UFxerzuXl5aGmpgZ79+7FV199hZKSEjzyyCOIioqyOC45e/ZszJgxQ92wVpgBSU9PR1xcnNXRY2vFvtKmpfbXmTNnxHHHjh2RkJCg+qDMzc21acaFLf0l78IbERFh1T++CQkJOHHiBKqqqsx+qbOWchn3rl27Nmp2SW1XX23arrWoqKjOe//222/YtGkTHnvsMURGRqoCkE6dOtm1TbLExETs378fAODp6Smecfz4cXHNuHHjEBoaimnTpuGJNcY/Qy9dPhIT7d+e2l7/f8Arq4Bbb3BDt87xqvda6t9FW2kKQHx8fMwqoktKSlTRMgARkd51110ICAhAQEAApkyZgt9//91iAOLp6dmqgo36uLm58QfTSuwrbVpafymHIGJjY+Hm5obOnTuLc8nJyY36fq3tL0mSRA1IZGSkVV9Te0nxhmbOWCLXO2h5rrUSExPFcXp6utm9JUnCK6+8gmeeeUbU4qxcuVI1FNWmTRuH/LzJ+8EAxr5r3749KioqcPDgQQBA586dRUAXERkDnacBEoDENt5O+fnv1QH44j/1X9PS/i7aSlMPxMfHo7i4WPWDf/r0abNtlQMDA82mf8nLFBMR2YOyOFKeWRIaGorQ0FAA6gyJIxUUFIgaNmsXP7PHTBhlEaqt023rEh0dLdbRSEtLU71XXFyMqVOn4t///rf4d33Lli2qAlRAHWTZk6WZMIcOHRJ/Btdee614P7sAkGAc3urSTlEdSk2CpgDE19cXQ4YMwdKlS1FeXo4dO3YgOTkZQ4YMMbt23Lhx+PTTT1FSUoLs7Gx88803uOGGG+zWcCJq3SwFIADEdNT09HSUl5c7vB3KGTDWZjKaegCi1+tFIaoyAKmursbw4cOxdu1a1fVZWVmiMFTmzABEuRyEMgCJCgFSv9Zhzwc6PH8PZ6Q0NZpzQPPmzUNWVhZGjBiBxYsX45VXXkFgYCA2b96sKhqdM2cOwsPDMWbMGMyaNQvDhw83mylDRGSrhgIQSZLMCuQdQcsaIDJ7LMcuZ6J9fHzMavPsIT7eWL+Qn5+Py5cvAwB++uknsdx5QEAAbr75ZnH9rl27nBKAWOq7Q4cOiXPK+hW9Xof4KB0GdNehN/dkaXI0r0sbEhKCt99+2+z86NGjVcvuenh44JlnnsEzzzzTuBYSEVnQUAACGIdhlFNzHUHLGiAye6yGKmdA7J39kMkBCGDMgvTo0QPHjh0T595++23ExMTgp59+AmAegERHm6a/2pOlDMiRI0fEuZ49ezrkuWR/rIIhomZJ/uD29/eHv7+/ON+pk2n3L2fUgWhZhl3W2CEYg8EglmJ3VgACQLW4W8+ePXHttdeKKcTKACQiIsJhEwtqByAGgwF//fUXAKB9+/YICAhwyHPJ/hiAEFGzJH9w1071KzMgymmhjmLLEIwyO2BLAJKfny+m4doyhdcalgIQ5Vb3nTt3RmBgILp06QLAuF7IhQsXADhu+AUwri8iz7zMyMjAuXPnxOzMXr16Oey5ZH8MQIio2SkpKRF1CcpsAmA+BONothShent7i31rbAlAHFmAKqsvAxIbG4vAwEAAEIu9GQwGVFdXi/cdRafTiftfvHhRNfzCAKR5YQBCRM1OXfUfgHGlTHlFVGcPwVibAQFM7c7IyNC8TIFyKQRHBSDKRcTS0tKQm5srnitnPQDgmmuuMftaRwYgyvvn5+erZsBcddVVDn0u2RcDECJqduoLQHQ6nciCpKWlif1iHMWWGhDA9CFaXl6OwsJCTc90Rgak9n4wyuGXrl27imNLy907KwABjGuQyJgBaV4YgBBRs6OcbVE7AAFMhagGgwEpKSkObYs8BBMcHKyp8LIxhajOCED8/f3Fom5paWmqAESZAUlMTDSrQ3FmAHLgwAEAxmEt5fAbNX0MQIio2akvAwI4txBVzoBoGX4Bmn4AApjqQM6fP4+jR4+K88oMiE6nM9usztEBiKU/8+7du4vVW6l5YABCRM2OlgDEkXUgpaWlYjPOlhyA1NTUYPv27eK8MgABgOuvv1712pkZEBmHX5ofBiBE1Ow0lQDElhkwssashqosQnXUNFxAXYgqD3X4+Pio6kMA4LrrrlO9dkUAwgLU5ocBCBE1Ow0FIPZejKywsBDPPvssPv30U9WMFXlbeEB7BqQxq6E6OwMCmDYU7dy5s9lOrv369RPDH25ubjbt7qsFMyAtAwMQImp25A9sLy8vBAcHm70fEREhVsS0Rw3I4sWL8eKLL+Kuu+7C1KlTUVxcjF27duGuu+4S1yj3ILGGliGYiooK7Ny5Uwz3yAGIu7u7xe/fXpQBiExZgCrz9fXFiBEjABj7wdG1GMyAtAwMQIio2ZE/sGNiYsRS4ErKqbgpKSliq3ZbJSUlieO1a9di4MCBGD16tFiB85ZbbsHMmTM13dPaAESSJIwfPx433ngjpk2bBsAUgISHh1v8/u3FUgBSu/5DtnLlSnzwwQf49ttvHdYeWUBAgGr5/YiICM0ZKHI9BiBE1KyUl5cjLy8PgOXhF5kcgBgMBqSmpjbqmenp6arXR48eRVFREQDgpptuwpo1a+Dh4aHpnn5+fiJLU18A8u2334oN3zZu3IiTJ086fCM6mbUZEMA4BHXfffeZ1Yc4ijILwuGX5okBCBE1K/J+IwDq/bBT1oE0dhhGXoo8NDQUnTt3FucHDx6MdevWwdvb26b7KldDtaSqqgrz5s1Tnfvwww/F4mqODkCio6PNAqu6MiDOpgw+OfzSPDEAIaJmRZmNaNu2bZ3XdejQQRyfO3fO5ueVl5eL2S5dunTBn3/+iX/+85944oknsGHDBvj6+tp8b/m3+OLiYlHfobR06VKzItqPP/5YHDs6AHFzczML8pQBmCsxA9L8cdUWImpWzp8/L47ry4AkJiaK48ashqp8Xnx8PIKCgrBgwQKb76dUuw5EmbUpLCzE888/L163b98eZ8+eVS3b7sgpuLL4+HicPXsWgDHgU9ZeuFL37t3F8bXXXuvClpCtGIAQUbOiDAjqy4DYKwCRh18AyzURjVFfALJgwQKx3se0adMwcuRI/P3vf1d9vaMzIID6e66r/sMVHnroIRQUFKBbt27o0aOHq5tDNmAAQkTNirUBSFxcHNzc3GAwGBo1BKMc8rF3gWVdi5GVlpbirbfeAgB4enri5ZdfRkhICB588EHVjB5nByBNpf4DAEJCQvD666+7uhnUCKwBIaJmxdoAxMPDQ7zfVDMgypVGlUHSqVOnUFZWBgC47bbb0K5dOwQHB2Ps2LGqr3dGAKKspVEOexA1FgMQIrLK7t270adPH8ydO1e1GqizyRkJNzc3REdH13utPAyTm5uLy5cv2/Q8RwYgdS0Zn5ycLI67desmjmfMmKH6emcEILfddhtGjhyJ4cOH484773T486j1YABCRFZ57bXXcOjQIbz55pv44YcfXNYOOQMSGxvb4IqbyjoQW9cCceQQjDK7UFcAorxm7NixCAwMFK+dEYD4+/vjf//7H7Zu3ap6NlFjMQAhIqsoPyCfeuopVFVVOb0NFRUVYkpsfcMvsnbt2oljW+tA5AyIj48PwsLCbLpHXQIDA8W+KdYEIN7e3mLF1cDAQFWARdTcMAAhogZJkqSqozh58qRqPQpnURZqWhOANHYmjCRJIgCJj493yLLn8jBMRkaGWNq9rgAEMM6Oeffdd7F161b4+fnZvT1EzsIAhIgalJ+fL5Yelz333HM211XYytoCVFljA5CCggIRFDhqiXHl1Fs58JD/HxQUhNDQUNX1fn5+eOihh9CvXz+HtIfIWRiAEFGDLH14X7p0Ca+99ppT2+HsAMSRBaiy2oWolZWV4rkdOnRw6GZzRK7EAISIGqT88J49e7bYH2TRokXIyspyWju0FoS2bdsWer0egG01IMrnOSsASU1NhcFgAGA+/ELUkjAAIaIGKT+8R44ciTlz5gAwLpi1detWp7VDawbE3d1dBCqNzYA4agimdgBSX/0HUUvCAISIGqT88E5MTMTIkSPF68buNKuF1gAEMA3D5Ofnq/ZRsYYrhmAYgFBrwQCEiBqkDEDatWun2hH11KlTTmuHHIDodDrVMub1acxaII5cA0QWHBwsNpU7ffq0KgBRBidELQ0DECJqkByAeHl5ISoqCu3btxfFka7IgERHR4s6lIY0Zi0QZwzBAKZA4/z58/jrr7/EeWZAqCVjAEJE9ZIkSXxwJyQkwM3NDd7e3mJI4vTp005Zmr2qqgqZmZkArB9+AbTNhJEkCcePH0dFRQUAUwASHh4OX19fbQ3WQJnp+PXXXwEYg702bdo47JlErsYAhIjqlZubK9bCUH6Yy+tXFBQUiG3jHSkjI0MEOlqyEdYGIJIkYdasWejZsyfuvPNOlJWV4cKFC5qfZwtlAFJeXg7AmLlxc+M/0dRy8aebiOpVu/5DpqwDccYwjC0FqID1AcgLL7yAzz//HACwf/9+3HvvvaipqQHguAJUmaVaDw6/UEvHAISI6qWsm7CUAQGadgDSpk0bsWldXTUg33zzDZ577jnVudWrV4tjRwcgyr6UMQChlo4BCBHVq/YUXFlzCUD0er0IICxlQJKSkjBr1izx+oYbbjC7xplDMDIGINTSMQAhonrVFYA4eyqurQEIYGp3YWEhCgoKxHlJkjBz5kyUlpYCAGbOnIlt27bhuuuuU329ozMgoaGhCAkJUZ1jAEItHQMQIqpXXTUgiYmJYplzZ2RAGrMmR111IPn5+WLaa7du3fDhhx9Cr9fj9ddfVwUEjg5AAPMsCAMQaukYgBBRveS6CW9vb0RGRorzHh4eIiBxxlRcZQYkNjZW09fWtRaIcp2P66+/Ht7e3gCAmJgYfPrppwgNDcXQoUMxYMAAW5ttNWUAotPpVG0maokYgBA1cfv378eWLVucstZGbZIkiYxBYmKi2c6sch1ISUkJLl686NC2yAFIVFQUPD09NX2tMgNSVwBSO8sxZswYZGVl4ZdffhGZHkdS1tS0bdsWXl5eDn8mkSsxACFqwrZt24Zrr70Wo0aNwrp165z+/OzsbJSVlQFQf4jLnDUVt7q6WgQ4Wus/AKB9+/bi2NoABICYPeMMygwIh1+oNWAAQtRElZeX4/777xdrUfzvf/9zehuUH9aWhgQcOROmtLQUn332Ge655x707t1bbFHf2ADk7Nmz4tgZm81ZSxnMWZqWS9TSOC+8JyJNFi5cqPpQP3PmjNPbUNcMGJkjApATJ05gyZIl+PTTT1UzVmQ9e/bUfM+oqCj4+PigrKxMtdlbUwpABgwYgKlTp+LgwYN46KGHXNoWImfQHIDk5+dj/vz52LdvH6KiojBv3rx6C7QyMjIwZcoUjB07Fv/6178a1Vii1uL06dN4+eWXVeeaegBij6m427dvx0033YTq6mrVeXd3d/Tq1QvDhg3DE088ofm+Op0O7du3x9GjR3Hu3DkYDAa4ubmpAhBbMiv2pNPp8NVXX7m0DUTOpHkIZsGCBYiIiMDWrVvxyCOPYN68eSgqKqrz+jfeeANdunRpVCOJWhNJkvDggw+KDdFkqampqKysdGpbGgpA4uPjRUGoPTIgP/zwgwg+vL29MWvWLPzyyy8oKirCgQMHsGjRIrP1Mqwl11VUVlYiIyMDgCkDEhUVJWbAEJFzaMqAlJaWYseOHVi/fj28vb0xdOhQrFq1Cjt37sS4cePMrv/jjz8gSRKuvfZa5Obm1nnfyspKs39Y3d3dNVe6N2fy+Lb8f6pbS++rdevW4eeffwZg/IC/6qqrsGHDBhgMBiQnJ2sO6BvTX8p6iYSEBLN76HQ6dOjQAcePH8eZM2dQXV3dqA3UlMMjBw4cUH2vjf3zVtawnD59GhERESIQiYuLM+unlvrzZU/sK21aS39Z+2+ApgAkLS0N/v7+CA8PF+c6deqk+kdKVlVVhcWLF+O1117Dpk2b6r3v8uXLsWzZMtW5KVOmYOrUqVqa1yIoF1ui+rXUvlLuQfLUU0/h+PHj4vWuXbts/k3dlv6Sn+3n54eSkhKxYqhSmzZtxBb2u3fvbtQW8idPngRgXGPEw8MDqampNt+rtuDgYHG8d+9eeHh4iKnNYWFhZs9qqT9fjsC+0qal95e1a9hoCkDKysrg5+enOufn54fi4mKza1etWoVBgwZZtWLh7NmzMWPGDHXDWmEGJD09HXFxcdyCuwEtva8OHz4MwPghfNddd2HNmjXivcuXLyMhIUHT/Wztr5KSErH2Ro8ePSwOwQBA7969RcamtLRUc/tkkiThwoULAIzDPcqZK/bQr18/cVxUVCRmFwFA165dRbtb+s+XPbGvtGF/qWkKQHx8fFBSUqI6V1JSAh8fH9W5S5cu4YcffsBnn31m1X09PT1bVbBRHzc3N/5gWqkl9lVOTo4o5rzmmmvg5+enGoY4c+aMzd+z1v5Srm7avXv3Or9WOX00OTkZN998s03ty87OFr/MtGvXzu5/tsp1Ns6dO6daWTUhIcHseS3x58tR2FfasL+MNAUg8fHxKC4uRk5OjhiGOX36NG699VbVdceOHUNWVhYmTZoEwPhbkcFgwMWLF/HOO+/YqelELc+uXbvE8fXXXw9A/cHpzJkwR48eFcfdu3ev8zplACIPodhCOZRr7+wHoC6iTU5OblJTcIlaI00BiK+vL4YMGYKlS5fiiSeewJ49e5CcnIwhQ4aorrv++uvx/fffi9eff/458vPz8fjjj9un1UQtlKUAJCIiAgEBAbh8+bJTA5Bjx46J4x49etR5XdeuXcWxsl5FK+WiZ44IQLy9vdGmTRtcuHABZ8+eZQBC5GKac0Dz5s1DVlYWRowYgcWLF+OVV15BYGAgNm/eLIpGPT09ER4eLv7z8fGBl5eXqgiMiMxZCkB0Op3IgqSkpKCqqsopbVEGIPVlQKKiohAUFASgcQGIMgPiqI3Y5Km42dnZqgwPAxAi59O8EFlISAjefvtts/OjR4/G6NGjLX7Nfffdp71lRK1MZWUl9u7dC8D4ARwTEyPe69SpEw4ePIiamhqkpKQ4Zalu+QPa19e33g9onU6Hbt26Yffu3UhPT0dxcTH8/f01P8/RQzDyfXfu3AkA2LNnDwDAy8sLERERDnkeEdWNVTBETcTBgwdRXl4OABg0aJDqPWfXgZSVlYmAoFu3bg0WzHXr1k0c21oH4ughmNr3ldce4owEItfg3zqiJuL3338Xx/Lwi8zZAcjJkyfFDJj66j9kygDE1mEYOeAJDg522HCtpV1mOfxC5BoMQIiaCGX9h6szINbWf8gaG4BUVVWJolBHZT/qujcDECLXYABC1ARIkiQyIIGBgWZZB2UAYu9t7y2xdgqurLEBSHp6uliemgEIUevAAISoCUhJSUFmZiYAYODAgdDr9ar3o6OjxSrEzs6AWDMEk5iYCC8vLwC2BSDOmAEDGKc0117NmQEIkWswACFqAixNv1VSTsU9d+6c2Xb19iYHID4+PlYtra7X68WKrWfOnNE8VdgZM2AA0+Z5SgxAiFyDAQgRjEMgs2fPRtu2bbF161anP/+XX34Rx5YCEMA0DFNdXa1aRMveysvLRZala9euZtmYusjDMNXV1Q1mafbt24eOHTvi9ttvR1VVlVNmwNR1fwYgRK7BAIQIwI4dO7BixQpcuHABb775plOfXVFRgW+++QaAcXPHhgIQwLF1IKdOnRL1GNYMv8i0rIj6xBNPIDk5GWvWrMGyZcucNgQDmAcg1myYSUT2xwCECMAHH3wgjk+cOOHUZ//4448oKCgAAEyYMMGsRkGmXHzMkXUgWmfAyKwtRD1z5oxYDAwA5s+fL3YA1ul0Nu+may3lEExYWBh8fX0d+jwiskzzSqhELU1WVha+/fZb8frcuXOorKy02w7NBoMB5eXldX7QrVq1Shzfcccddd7HWVNxHR2ArFixQvU6Ozsb2dnZAIC2bds6fGdsZQaEwy9ErsMMCLV6y5cvVxVNGgwGJCcn2+XeBoMBgwcPhp+fHxITEzF58mQsXLgQhYWFAICioiKsX78eABAeHo6bbrqpznspA5DG7Dor27lzJzZu3CgWHJNpnYIr69y5s1hRtK4ApKamBitXrgRg3JLcw8ND9b6j6z8AdQbE0dkWIqobAxBq1QwGA5YuXWp2/tSpU3a5/4kTJ8QMl9TUVHz77bd46qmncN1116GoqAjfffedWH799ttvN/tAVoqNjRUrhMpDFrY6cuQIbrzxRowbNw7vvfee6j05A+Ll5aUpIPD29hb1GydOnBB1JEo///wzzp8/DwAYM2YMHn74YdX7zghAOnbsiDvuuAPh4eF46KGHHP48IrKMAQi1aj/99BNSUlIAGKecyuwVgNQ1W+X48eO466678Pnnn4tz9Q2/AMb6iKuuugoAcOHCBeTm5trcLnnTOwB4+umnceHCBQDGrIicXdEyA0YmD8OUlpaKQENp+fLl4nj27Nn497//LXbSBRxfgAoY+3HVqlW4dOkSRo4c6fDnEZFlDECoVVMWnz7xxBPi2B5DHIBxhU/Ze++9h927d4ssxrp16/Dzzz8DMC7kdd111zV4v969e4vjQ4cO2dwuedEzACguLsajjz6Ky5cv46677hJDMrNnz9Z83/rqQPLy8rBu3ToAxuGmcePGISwsDM8884y4pm/fvpqfaSudTue0ZxGROQYg1GqdP39e1F+0adMGc+fOFe/ZKwOizAIkJCTg2muvxerVq80+/O644w6rPhAdEYAAwDfffIObb75ZZIMGDx5sNjxijfoCkNWrV6OiogIAMHPmTFFs+vjjj2PRokVYtGgRxowZo/mZRNQ8MQChVuujjz4SdQr33nsvQkJCEB0dDcAxGRB5vYlRo0bhpZdeUl03Y8YMq+7Xp08fcdyYAOTixYtm53bv3g3AuBbJihUrNA+/AOoARDmbBjAGIDJldkWv12Pu3LmYO3euKGIlopaPf9upVaqursayZcsAGD8A//73vwMwzuQAgEuXLom1ORpDmQFRLng1b948zJo1CwAwfvx4q2eb9OjRQwQGSUlJNrdLmQGpvfPuG2+8YXMxqPL7UAZINTU1OHDgAADjLJRevXrZdH8iajkYgFCrtGHDBmRkZAAAxo0bhzZt2gCA2M8EsM9qo3IGxNfXV9R+AMb6gxUrVuDs2bNiFVRreHt7izYeO3YMlZWVNrVLDkCCgoLw8ccfi43kRo8ejXvvvdemewLGnXzl6cKHDx8We9acPn0aZWVlAJxb50FETRcDEGqVlFNv77//fnEsZ0CAxg/DSJIkApC4uDizGg+dTod27drB3V3beoByHUhVVZXNq7bKQzAxMTHo0qULfvvtN7z77rtYu3Zto4sz5WGi8vJyUUujzNYo61iIqPViAEKtztmzZ7FlyxYAxtknN998s3hPmQFpbCFqYWEhSkpKABhX+LSXxhaiFhcXi3bJNS/9+vXDQw89ZJdlyZUZjoMHD5q1kwEIEQEMQKgVWrZsmZhqet9996kKH+2ZAbFUgGoPjQ1AlPUfcgBiTw0FIMpCWiJqvRiAUKtSWVmJjz/+GADg4eFhttZF+/btRZFnYzMgjgpAlB/gthSiKmfAxMTE2KFFavUFICEhIXbNBhFR88UAhFqVjRs3io3PJk2ahKioKNX7Hh4eYgbIqVOnzPZJ0UI5A8aeH7rR0dGIjIwEYPxg19pGR2dAoqOjxX2TkpKQnZ0tCn579+7NBcCICAADEGpl5KmgADBt2jSL18jDMKWlpWKJcls4KgMCmIZhcnJyLK7pUR9HByCAKQuSl5eHDRs2iPOs/yAiGQMQalWU29grF81SslchqjIAsfewQ2PqQBw9BAOoh4lWrFghjhmAEJGMAQi1KnIA4ubmhsTERIvX2KsQta5FyOyhMQGIMzMggHGDOxkLUIlIxgCEWg1JksTiYvHx8WLxrdrsnQHx9/dX7fhqD80pAJG5u7tbveIrEbV8DECo1cjNzUVhYSEAiNU6LVFmQGwNQJSLkLVt29buhZddu3YVm7kdPnxY09fKQzDu7u4ICwuza7tk7du3R0BAgOpc165d6wz6iKj1YQBCrYay/qNTp051XhcTEwN/f38AwNGjR216Vn5+vlh63N7DL4Bxto4cKJ0+fVoseW4NOQMSFRXlsM3f3NzczIZbWP9BREoMQKjVUAYg9WVAdDqdGEJITU1Famqq5mc5sgBVJhfRVlVVITk52aqvqampwaVLlwA4bvhFxgCEiOrDAIRaDWsDEAAYOXKkON66davmZzlyCq5MOYvn+PHjdV534MABUfuSnZ0Ng8EAwHEzYGS160BYgEpESgxAqNVQ7m7bUAAyYsQIcWxLAOLIGTCyhgKQc+fO4ZZbbkH//v0xZswYHDp0yCkFqLLaAQgzIESkxACEWg05A6LT6cRqp3UZMGCAqAPZunWr5tVGnTEE07VrV3Gs3BW3pqYGL730Erp37y4WAaupqcFnn33m1ACke/fuolBWuXorERHAAIScRJIkZGZm4uLFi7h48SIuX77s9DbIAUhcXBy8vb3rvdbDwwM33ngjACArK0tzMaozhmC6dOkiZtcoMyBvvfUWnnnmGZSXl6uu/+GHH5yyCJnM09MTjz32GDw8PDB37lyHPouImh8GIORwZWVl6NOnD2JiYhAbG4vY2FiEhIRgyZIlTmtDXl4e8vLyADQ8/CJTDsP8/PPPmp7njCEYHx8fsZjaiRMnRJbmyy+/FNc89thjuP766wEAycnJqu/D0RkQAFiwYAGKi4vxj3/8w+HPIqLmhQEIOdzmzZvN1qqoqanBiy++KAoiHU1LAapMayFqaWkpTp48iZMnT+LcuXMAgICAAAQGBmpsrfXkOpDLly/jwoULKCkpETvQ9uzZE2+++SamTJkirl+7dq04dnQGRCYPwxARKTEAIYfbtWuXOB4yZAjatWsHAMjIyMAff/zhlDbYEoD07NlT1C3s2LEDVVVVFq/bv38/5syZg8jISHTt2hVdu3ZFSkoKAMdlP2S1C1H37t2LmpoaABCZj/Hjx4trKisrxbEzMiBERHVhAEIO9/vvv4vjtWvXYv78+arX9lJdXY2LFy9aLBi1dhEyJZ1Oh+HDhwMwZhj27t2rej8rKws33HAD+vXrh2XLlqGkpMTsHo6e+VE7AFH2tRyAJCYmWtx4jwEIEbkSAxByqPLycuzfvx+AcYnziIgIjB8/Hh4eHgCMAYi9hmFmzpyJ2NhY/Otf/zJ7z5YMCFD/MMzHH3+s+sD39/fHlClTMGvWLMyaNQtz587FggULtHwLmtUOQJTZpkGDBolj5fcBAEFBQfDx8XFo24iI6sMAhBxq3759YuhC/o08ODgYN910EwBjseaff/7Z6OecPHlSFF8uWrRINd0UUAcgDU3BVapvPRDlh/3ixYuRkZGBNWvWYOXKlVi5ciUWLVrk8CEY5VTcY8eOiTZFRESgQ4cO4j25v2XMfhCRqzEAIYeq6zfy2267TRx//fXXjX7OqlWrxHFVVRU+/vhj1fvyImRt2rSBr6+v1fdNTEwUH+S7du0SwyySJGH37t0AgPDwcPy///f/zDZfc4bQ0FBRp7Jr1y4UFBQAMPa1cgO8Hj16qIIhBiBE5GoMQMihlAGInAEBgFtvvRXu7u4AjMMwWhf6UpIkSRWAAMDSpUtFMWZBQQFycnIAaBt+kclZkKqqKvz2228AjFNac3NzAQDXXnut3Xe71UIehlFuSKfsa8BYz6IsRnXWDBgiorpoDkDy8/Px6KOPYtCgQZg0aVKd6fM33ngDt956K4YMGYKZM2fiwIEDjW4sNS+SJIkAJDg4WDVcEBoaKj7Y09LSzAo8tdi9ezfOnj2rOpeeno6NGzcCgGqjNmsLUJWU9RPyOhpy9gMABg4cqPme9mSpwLR2AAIAEyZMEMfyTCQiIlfRHIAsWLAAERER2Lp1Kx555BHMmzcPRUVFZtf5+/vj3Xffxfbt23HXXXfhySeftDhLgFquM2fOIDs7G4DxA7H21u91rU+hlTL7MXXqVHH8/vvvi3bIbMmADBs2TBzLdSB79uwR55paAOLp6YlrrrnG7Lphw4bh6aefxoQJE/Dggw86q3lERBa5a7m4tLQUO3bswPr16+Ht7Y2hQ4di1apV2LlzJ8aNG6e6ds6cOeJ45MiRWLRoEdLS0iz+tlZZWalanwAA3N3dW9UCRvJMEGctzOUMv/76qzi+7rrrzL63W265BXq9HjU1Nfjmm2/w6quvWnVfZV9VVVXhq6++AgB4e3tjyZIl2Lt3L86dO4ctW7bg2LFjqna0b99ecx+HhoaiT58+SEpKQlJSEi5duiQyIDqdDtdcc41L/9y6dOmien3NNdfA09PT7GdKkiS8+OKL4rqW9LNmTy3x76KjsK+0aS39VfuXzbpoCkDS0tLg7++P8PBwca5Tp05m6e/aMjIyUFRUVOeMgOXLl2PZsmWqc1OmTFH9NttaKPcQae7+97//ieMOHTogNTXV7Jr+/fuLIZQ9e/ZoKo5MT0/Htm3bRH3HiBEjUFhYiKlTp4rpr3379lUFt35+fhbb0ZD+/fsjKSkJkiThs88+Q1JSEgBjRqWgoEAUf7pC7eLXnj17WvweW9LPljOwv6zHvtKmpfeXtUO8mgKQsrIy+Pn5qc75+fmhuLi4zq+prq7G/PnzMXPmTLG7aG2zZ8/GjBkz1A1rhRmQ9PR0xMXFWR09NnVHjhwBAOj1eowbN87sZwcAhg4dKrIJFy5cwLXXXtvgfZV9pdzb5O9//zsSEhLw+OOP48033zTLrA0ePBg333yzTf07YcIEESSvXLlSFHzecMMNSEhI0Hw/e4qPj4e/v7/4e/h///d/qja1xJ8tR2J/WY99pQ37S01TAOLj42NWx1FSUlLngkaSJGH+/PkICQlRDcnU5unp2aqCjfq4ubk1+R/MrKwsrF+/HqNHj0abNm0sXpOfny92kO3bt2+dU1Svu+46cfznn3+qpuc2JC0tDd9++y0A4zDJmDFj4ObmhqioKDzwwANYvHgxdDodxo4di4ceesjm4AMAbrzxRnh4eKCqqkoEVoCx/qMp/Hl1795dFIQPGjTIYpuaw89WU8L+sh77Shv2l5GmHoiPj0dxcbFIeQPG9RXqWthp4cKFyM7OxgsvvMDObkFmzJiBe++9F7feemud02dXrlwpji3NyJApMx7KmSXWeOaZZ0SGY86cOaogdtGiRdi+fTvOnTuH9evXY9SoUY36GfTz81MFSzJXF6DK/vnPfyIyMhJz587lGh9E1Cxo+hfZ19cXQ4YMwdKlS1FeXo4dO3YgOTkZQ4YMMbt26dKlOHToEBYtWsTsRgtSXV2NnTt3AjBuwiZnOZS2bduGJ598UrxWTv+sLSoqSowXKldNbciRI0ewevVqAEBYWBjmzZunel+v1+PGG2+06/CIclVUwBiU9OjRw273b4zJkycjMzMTixYtcnVTiIisovlXwnnz5iErKwsjRozA4sWL8corryAwMBCbN29WFY0uW7YMKSkpGD16NAYPHozBgwdj8+bNdm08Od/Zs2dVQULt6bNnzpzBbbfdJhYB+8c//qGaxmqJnAUpKyvDX3/91WAbJElSzZj5z3/+g6CgIKu/B1vV3k+lf//+0Ov1Dn+utVy5GBoRkVaaakAAICQkBG+//bbZ+dGjR2P06NHi9b59+xrXMmqSjh8/rnr99ddfi91ti4qKMH78eOTn5wMAxo4di1deeaXBew4cOFDs47J792707du33us3bdqEP/74A4Bxds3999+v9duwSf/+/VXFnk1l+IWIqDliYUYLU1JSgp9//hmbN2/G5s2bsW3bNpSVldnt/rUDkGPHjuHYsWMAgH/961/i/e7du+OLL76wKkOg/CBvqA6kpKQETz31lHj9yiuvOG2Iz8PDA0OHDhWvGYAQEdlOcwaEmq6amhpcf/31OHz4sOr88OHD8fPPP9slRV87AAGMwzB33nknli5dCsBYG/HDDz8gMDDQqnv26dMHnp6eqKysrDcAKS0txbhx40QbBg4cqGnWjD3cf//92LhxI+Lj481qQoiIyHrMgLQgR48eNQs+AGNRqD22vAeAEydOmJ1bu3Yt/vOf/4i1MebOnavaCr4hXl5euPrqqwEAp06dQl5entk1paWluOWWW7B9+3YAxsW33n//fafXPYwdOxaZmZk4efJknevaEBFRwxiAtCDKnWfHjx+PmTNnitfyviiNIUmSyD4kJiaKaalHjhwR+7GEhYWpZsBYSzkdt3awVFVVhVtvvRXbtm0DAAQGBuLTTz9F7969bfo+GisyMhJeXl4ueTYRUUvBAKQF+f3338Xxv/71L3zwwQcICQkBAHz11Vdi+3hbZWRk4PLlywCMG6BZGv7497//bfXQi1J9dSBr1qwRK54GBATgxx9/dFnwQURE9sEApAWRMyDe3t7o27cvfH19MXv2bABARUUFli9f3qj7K+s/LAUgcXFxeOCBB2y6d30BiLwDLQB8/vnnVi3XTkRETRsDkBYiMzNTbArYv39/MTNEOUV1yZIljdqFsXYAEh8fjwEDBohz//3vf+Ht7W3TvRMSEhAVFQXAuNW9sp3ybraenp646aabbLo/ERE1LQxAWghl/Ydy6fNOnTqJD+2zZ8/ip59+svkZtQMQAFiwYAEiIyMxZcoUVc2JVjqdTtSUFBQU4MCBAwCAixcv4syZMwCMgVVd+w4REVHzwgCkhVDWfwwaNEj13oMPPiiOlyxZYvMzLAUgQ4cORVZWFtasWdPoVUHHjBkjjtetWwfAlP0AjLvZEhFRy8AApIVQZkBqb5o2btw4tG3bFgCwYcMGXLp0yaZnyAFIZGQkQkNDbWxp3W655RYxrfb7778HoA5ALO05REREzRMDkBagrKwM+/fvBwB06dIF4eHhqvfd3d0xbdo0AIDBYMDevXs1PyM/Px9ZWVkATNkPe4uOjhYFpn/99ReSk5NFAKLT6erdVZeIiJoXBiAtwP79+8UGcXV9SF9zzTXi+ODBg5qfYWn4xRGUO+euXLlSLKzWp08fp2w4R0REzsEApAVQDr/Urv+QKTd4syUAUa6A2rVrV81fb61bb71VHL/xxhuQJAkA6z+IiFoaBiAtgLIAta4MSKdOneDn5wegaWdAunbtis6dOwMwbjwnYwBCRNSyMABphJqaGlRXV4v/XEGSJJEBCQkJQZcuXSxe5+bmJlYPPXfuHAoKCqx+RmlpqViJFHBsAAKosyAyBiBERC0LAxAbvfHGG/Dz84OHh4f477bbbmvUQl+2OHPmDHJycgAYsx9ubnX/kSqHYZKSkqy6f1lZGW699VZxffv27cWMGkdR1oEAQOfOncUiZURE1DIwALHB5cuX8eyzz6KiokJ1/ptvvsGWLVuc2hbljJaGlijXWgdSXl6OCRMmqPZhWbVqlcN3oL322msRGRkpXjP7QUTU8jAAscE333yD0tJSAMZdYZUzTOyx66wWygCkf//+9V6rDEDklUbrUl5ejokTJ4qVU/39/bFlyxbVni2Ootfrccstt4jXDECIiFoeBiA2WLlypTj+8ssvsWfPHsTFxQEANm7ciJSUFKe1RRmA9OvXr95re/ToAXd3dwD1Z0AqKiowefJk/PjjjwAAPz8//Pjjj2YLnDnS3LlzERkZiV69emHSpElOey4RETkHAxCNUlNTsX37dgDG2oQBAwZAr9fjvvvuA2AsCv3www/t8qzS0lKsXLkSp06dsvh+dXW1yGS0a9fObAGy2ry8vNCjRw8Axmm1ZWVlZtfIwcemTZsAGIOPzZs31zm911G6d++OjIwMHDp0CAEBAU59NhEROR4DEI0+++wzcXzXXXeJeoi//e1vIrvw0UcfmdWH2GLevHm4++670adPH7HSqdLx48dFENHQ8ItMHoapqanBkSNHVO9JkoQ77rgDGzduBAD4+vpi06ZNLhsC0ev1Dq83ISIi12AAooEkSfj000/F6zvvvFMcR0dHY/LkyQCA7OxsfPPNN416Vk1NDVavXg3AOBNlwoQJyMzMVF2jZfhFVl8h6sGDB/Htt98CAHx8fLBx40buv0JERA7BAESDPXv24PTp0wCAYcOGIT4+XvX+Aw88II4bs+us/Cx5ei0AnD9/HhMnTkR5ebk4p6UAVVZfALJv3z5x/N///hdDhw7V2mwiIiKrMADRQFl8etddd5m9P2TIEHTv3h0A8Ntvv+Gvv/6y+Vnr168Xx/LQzu7duzFnzhyxPLkcgOh0OtVMnPrIi5EB5gHIoUOHxLG1AQ0REZEtGIBYqaKiAl999RUAY22EpZkZOp1OFKMCwLp162x+3oYNG8Q9N2zYAF9fXwDGGpQNGzagoqJCbNTWtWtXqws1AwMD0bFjRwDA4cOHVSu4KgOQq666yua2ExERNYQBCIw1Fs8++yzeeustizNDAODHH39Efn4+AGDixIl1fuCPHz9e9TW2SElJEdmTAQMG4P/+7/9UM2tefPFFHD58WOyAqzVbIQ/DlJeXi03mDAaDCGji4+MREhJiU9uJiIiswQAEwJtvvokXX3wRjz/+OHr27CmmoCqtWrVKHM+YMaPOeyUmJordYv/44w8RtGghZz8AiAW57rjjDpGV+PPPP/Hqq6+Ka6wtQJUpA5Zff/0VgDHouXz5MgD1MA0REZEjMAABxNAKAJw9exZjx47F5MmTUVxcDAAoKioSNRnh4eEYOXJkvfcbNWoUAGNWYevWrZrbowxAxo0bB8A4FPP000+L8/JsFUB7BmTYsGHiWG6fcm+YPn36aLofERGRVq0+ADlz5owYepCLPQHjB/yTTz4JAPjuu+/E7JPbb78dHh4e9d5TDkAA7cMwxcXF+OWXXwAAcXFxqlqMKVOmoFOnTqrr3d3dNQcMffv2RXBwMADgl19+gcFgUNV/MANCRESO1uoDkO+++04cv/TSS/j888/h5+cHAPjwww+xb98+fPHFF+KaO+64o8F7DhkyBN7e3gCMAYg8a8Ua//vf/1BZWQnAmP1QLsSl1+sxb9481fW9evUSz7KWXq8XU2zz8vJw6NAhBiBERORUrT4AUQ5lTJo0CTNmzMDzzz8PwLjw2D333CN2g01MTLRqPxQfHx8xzHHhwgVN03HlxccA0/CL0p133in2nQG013/IRowYIY63bt0qAhB/f3+0b9/epnsSERFZq1UHIBcuXMDu3bsBGDMJ8vTURx55RKznceTIERgMBgDG7Ie1S4PbMgyTnp4uMjJRUVGqIEHm6emJf/7zn+K1rcukK+/97bffig30evXqBTe3Vv1jQURETuDe8CUt1/fffy+Olet6eHh44N1338Xw4cNV19c3+6W22gHIP/7xjwa/Zvny5SLYefjhh+Hl5WXxugceeAD5+fmoqKjAtGnTrG6TUteuXRETE4OLFy/ijz/+EOc5/EJERM7Qqn/VrT38ojRs2DDcfvvt4nXv3r1FVsQanTp1Qrt27QAYp7rKM2rqkp+fjzVr1gAwDuEol3WvTa/X49lnn8WLL77YYEFsXXQ6nVmABXAGDBEROUerDUByc3Oxfft2AECHDh3Qq1cvs2sWLVqE2NhYAFANe1hDp9Nh9OjRAICqqips27ZN9f6BAwfw0ksv4cyZMwCMBa+lpaUAgNmzZyMsLEzT82xhaYiHGRAiInKGVhuAvPTSS6ipqQFgzH5Yqu1o06YNDh8+jFOnTlk1+6U2OQAB1LNtysrKcPPNN+OZZ55Bz5498Z///AfvvvsuAGPg8vjjj2t+li1qZ0B0Op3FQIyIiMjeWmUAsmLFCrz55psAjOtozJo1q85rw8LCzNbesNbIkSPFku3r1q0T02s3btyI3NxcAMY9Zl544QVkZGQAMC7lLhfDOlpCQgI6dOggXnfs2FFMQSYiInKkVheA/P7776oN49555x307NnTIc/y9vYWS6kXFBSIYRjlyqu1zZ071yFtqYtyGIbDL0RE5CytKgBJS0vDpEmTRCbioYcewv333+/QZ952223ieO3atbh8+bJYaj0iIgKHDx8Wa4aMGDECgwYNcmh7arv55pvFsa1rihAREWnVaqbhlpWVYfz48bh06RIAY/2DPAzjSKNGjYKfnx9KSkrw3XffYfDgwWJZ99tuuw29evXCtm3bkJGRgfLycqvXGbGXCRMm4MEHH8SlS5dUmSEiIiJHajUZEG9vb0yZMgWAcdbL119/bfMUVi18fHzEiqZ5eXmqDeWUa3hER0c7PfgAjFN633vvPXz99ddifxgiIiJHazUBiE6nw7///W989913WL9+PUJDQ532bOUwzMWLFwEAsbGxuOGGG5zWBiIioqZEcwCSn5+PRx99FIMGDcKkSZPw559/WryuvLwczz77LIYMGYKxY8dq3hXWUSZMmIBu3bo59ZljxoyBr6+v6tzUqVO55DkREbVamj8BFyxYgIiICGzduhWPPPII5s2bh6KiIrPrli5disLCQmzatAkvv/wyXn31VaSmptql0c2Nr68vxowZozpn6xLqRERELYGmItTS0lLs2LED69evh7e3N4YOHYpVq1Zh586dZju3btq0CYsWLYK/vz969+6NIUOG4KeffsK9995rdt/KykoxM0U0zN0dnp6eNnxLTdPkyZOxdu1aAMZddfv16yf2fQEgjpXnyDL2lTbsL23YX9ZjX2nTWvrL2uy+pgAkLS0N/v7+CA8PF+c6deqEs2fPqq4rKipCbm6uakGtzp074+jRoxbvu3z5cixbtkx1bsqUKZg6daqW5jVpvXr1Epu/3XHHHUhLS7N4XXp6upNb1nyxr7Rhf2nD/rIe+0qblt5f8j5oDdEUgJSVlZmtlOnn52e20VppaSn0ej28vb1V18l7ndQ2e/Zss51mW1oGBAAOHTqEs2fP4pprrjGLEA0GA9LT0xEXF8fakAawr7Rhf2nD/rIe+0ob9peapgDEx8cHJSUlqnMlJSXw8fFRnfP19UVNTQ3Ky8tFEFJSUmJWiCnz9PRsccGGJREREYiIiKj3Gjc3N/5gWol9pQ37Sxv2l/XYV9qwv4w09UB8fDyKi4uRk5Mjzp0+fRrt27dXXRcYGIiwsDCx0ysAnDp1yuw6IiIiap00BSC+vr4YMmQIli5divLycuzYsQPJyckYMmSI2bVjxozBRx99hJKSEhw5cgQ7d+7ETTfdZLeGExERUfOlOQc0b948ZGVlYcSIEVi8eDFeeeUVBAYGYvPmzaqi0fvuuw/+/v4YNWoU5s2bh3nz5iExMdGebSciIqJmSidJkuTqRpCxOCk1NRUJCQkcG2wA+0ob9pc27C/rsa+0YX+psQeIiIjI6RiAEBERkdMxACEiIiKnYwBCRERETscAhIiIiJyOAQgRERE5HQMQIiIicjoGIEREROR0DECIiIjI6RiAEBERkdNxKXYiIiJyOmZAiIiIyOkYgBAREZHTMQAhIiIip2MAQkRERE7HAISIiIicjgEIEREROR0DECIiInI6BiBERETkdAxAiIiIyOkYgBAREZHTMQAhIiIip2MAQkRERE7HAMQJSkpKUF5e7upmNAvKfuI+iQ3Lzc3FyZMnAbC/rJGZmYm1a9eirKzM1U1pFoqKipCTk+PqZjQL/HdeO3dXN6ClW7hwIXbt2oU2bdpgwoQJGDRoEHx9fSFJEnQ6naub16QsWrQIR48eRWxsLCZPnoy+ffu6uklNWkFBAcaNG4cBAwbg2WefRXh4OH+u6vHee+/hyy+/xM0334xhw4bBy8sLbm78Hawur7/+OrZv346IiAjcfPPNGDVqFEJCQlzdrCaJ/87bhn/7HOjzzz/H8ePHsWTJEvTv3x8//PADPvvsMwDgD6XCmTNnMHv2bKSlpeHxxx9HUFAQXn31VRQUFLi6aU2WJEkoLi5Ghw4dEBwcjM2bNwPgz1Vd/vrrLxw9ehRr1qzBs88+i7CwMAYf9Xjrrbdw4sQJrF69GpMnT8aePXtw7NgxVzerSeK/87bj30A7q66uBmD8gMjMzMR1112HmJgY3H333Rg7dixOnjyJTZs2AQAMBoMrm+pycl8VFBSgU6dOWLx4MXr16oV//OMfKC8vx2+//QaAQwsyub8MBgN0Oh10Oh08PT3Rrl07nDp1CsePHwcA1NTUuLKZTYbcXwBw6tQpBAUFISYmBklJSfjiiy9w4MABFBcXA+DPGGDqr8uXL+PChQuYOHEiAgICMG7cOJSWliIvL8/FLWw6KisrARj/LvLfedsxALGT/Px8vPzyy/jll18AGCPfixcvwtPTU1xz3XXX4aqrrsIvv/yC4uLiVvsbmNxX27ZtAwD069cP06dPB2CqAenSpYvon9b+W0Ttny03NzdIkoTLly+jd+/eGD58OPR6PbZv3w4A0Ov1AFrvh2rt/gKAS5cuoWPHjvj+++/x2GOP4dy5c3j11Vfx/vvvo6ioqFX/jNXur4CAAOTn5yMjIwOXLl1CZWUlqqurUV5ejpSUFFVg19rk5+fj+eefxyeffALA+HeR/87bjj1jB0uWLMGECRNQVlaGYcOGifM33XQTPv30U/E6KCgIPXv2hLu7O5KSklzQUtdT9tXw4cPF+Xbt2gEAvLy8ABiLBWNjY13Sxqakrp8tnU4HHx8fHDx4EG3atMHQoUORnp6O559/Hl9++aW4prWpq7969OiBFStWICkpCatXr8a///1vzJs3D2VlZfjhhx9c2GLXqqu/nnjiCUiShHnz5uHGG29EREQEDhw4gLfeegtbtmxxYYtdZ8eOHZgyZQoAYNiwYaKQmf/O245FqI301FNPYdu2bdiwYQOioqJU740aNQofffQR3nvvPTz00EMAgG7duiEzM7NVpuXq6ysAomArJSUFBoMBnTp1Eu/V1NSI3+xbi4b6Kz8/H/3794der0d2djb27NkDb29v3HLLLQCMqd/W9NtXff01ePBgdO3aFb/++qv4u9izZ0/88ssvKCoq4s9Xrf7q1q0b2rVrh0uXLmH69Om46aabUF5ejsWLF+PMmTOorq6Gu3vr+vhISkrC7NmzMWPGDNV5/jtvu9bzr5ODTJ48GX5+foiKisKZM2fw+uuvY926ddi/fz8A4Mknn8Snn34qpkr6+fnB19e3VU4DrKuvDh48CMBUu3D69GlER0fDz88Pf/31F5577jnRf61JQz9bPj4++O677zBnzhx89dVXGDNmDHr06IG0tDQAaFXBB1B3f+3btw8AcN9994n6BkmS4OnpidLSUgQEBLS64AOou78OHDgAwDgFd+PGjejSpQsAwNvbG+Xl5fDx8Wl1wUdBQQH279+PUaNGITU1FQ8++CBee+01rFixAgAwb948/jtvg9b1U9RIpaWl+OyzzxAREYFBgwYhLCwMAwYMQPfu3TFw4EBERUVh0KBB2LVrF5KSkvDGG29g4MCBmDp1KhYsWIAuXbqgoKAAFy5cQK9evVz97TiUlr56//338dZbb6F79+4AgAsXLsDDwwMLFy7Epk2bMH36dPFeS6X1Z+vNN99Ely5dcNVVV6F9+/a477774OHhgU8++QQxMTGu/nYczpa/i/369cO0adPwzjvvoGPHjigpKUFSUhImTpzo6m/H4bT+fXzjjTfQs2dPDBw4EM899xzuuecebN26FXv37sULL7zg6m/HoWr3VXh4OIKDgxEQEICPP/4YKSkp6NOnDxISEvDWW2/By8sL06dPx8yZM1vdv/ONpZNaa6WaRgcPHsSzzz6Lq666SkS1gwYNwm233YacnBy8/PLLmDdvHiIjIwEAH3zwAbZv344vv/wSNTU1OHjwIHbt2oXy8nI8+OCD8Pf3d+W341C29NXOnTvxxRdfwGAw4J577sHRo0cxbtw4PPHEEy26rwDt/bVkyRLs2rULn332GUpLS+Hr6yvu1RqGXRr7d/HIkSP4888/UVxcjDlz5vDnq56/jxUVFXjvvfdw8eJFBAQEYO7cuS26vyz11Y033ogJEyZgzZo1+OabbzB48GA8/PDDAIDt27fjiy++wOuvvw4/P79W9e+8XUhklU8++UR65ZVXJEmSpJKSEmnt2rXS9OnTpePHj0uSJEl5eXmSJElSeXm5JEmSdPz4cWnixIlSenq6uIfBYHByq13D1r5KTU2VJEmStm/fLq5tDWztr/Pnz7umwS5mj7+LrUlj/z4q32vp6uqrlJQU6dy5c9LEiROlf/7zn5IkSVJ1dbVkMBikkSNHSn/88Ye4R2v5d94eWvavSo1QUFAgFsKqqKjA+fPnERERgerqavj6+qJDhw64cOECPv/8cwAQKwTKsziSkpJw1VVXoW3btuKeLXVWgr36Kj4+HoDxN46uXbs6/xtxEnv1V5s2bVzSfmdzxN/Flszefx+V77U01vRVeno6li9fjsTERMyYMQOnTp3Cb7/9Br1ej1OnTqF79+7o3LmzuGdL/XfeERiA1GIwGPDOO+9g7Nix2LZtGyoqKuDl5YXIyEicOHEC58+fB2D8S9uvXz/k5OTgzz//BGD8YU5OTsZLL72E5cuXY9CgQa78VhyOfaUN+0sb9pc27C/raemrAQMGICMjA0lJSZg8eTImTZqE1157DY899hjmzJmDvn37IjQ01MXfUfPEGpBatmzZgm3btsHNzQ16vR533nknunbtioqKCjz99NMoLi5Gu3btsGPHDkydOhV5eXm49tprMXjwYJw8eRJLliyBu7s7nn76aYSFhbn623Eo9pU27C9t2F/asL+sp7WvcnNzMXDgQAwePBgAcPHiRZw8eRK9e/fm/jiN4eoxoKamuLhYOnz4sFRUVCQ98MAD0qeffioVFBRIkiRJGRkZ0u+//y69++670v79+yVJkqS7775b+vHHHyVJkqSKigoxntoasK+0YX9pw/7Shv1lPVv6asuWLa5scovEabi1+Pn5ialTY8eOxaZNm9CjRw9cffXViImJQUxMDK6//noAQEpKCgICAtC7d28AgKenp2pJ3paOfaUN+0sb9pc27C/r2dJXV111lSub3CKxBqQeY8eORUBAAH799VdkZWUBMI4dZmVl4ZVXXsGMGTPQtWtXREdHu7ilrse+0ob9pQ37Sxv2l/XYV67DAKQO8hK6U6ZMwV9//YX09HQAQHp6OqqqqpCYmIivvvoKDz74oCub2SSwr7Rhf2nD/tKG/WU99pVrsQi1HvKiTu+//z4OHz6M48ePo0ePHnj99ddViz8R+0or9pc27C9t2F/WY1+5DmtA6uHm5oaKigr8+eefSE1Nxf333y+2jSc19pU27C9t2F/asL+sx75yHQYgDVi3bh3at2+PpUuXttjFeOyFfaUN+0sb9pc27C/rsa9cg0MwDWgNe2vYC/tKG/aXNuwvbdhf1mNfuQYDECIiInI6hnxERETkdAxAiIiIyOkYgBAREZHTMQAhIiIip2MAQkRERE7HAISIiIicjgEIEdnFvn370K9fP/Tr1w8ZGRmubg4RNXEMQIhIs/nz56Nfv36YM2eOOOfv74+ePXuiZ8+erWprdyKyDZdiJyK76Nq1K1asWOHqZhBRM8GVUIlIk1tuuQUXL140O//BBx/g/vvvBwD88MMPiI2Nxfz587FhwwbExMTgvvvuw5IlS1BcXIzx48fjoYcewnvvvYcffvgBAQEBuPvuu3HbbbeJ+2VnZ+P999/HH3/8gYKCAkRFReGWW27B3XffDXd3/u5E1NzxbzERadKlSxeUlZWhoKAAfn5+aNeuHQDgxIkTdX5NTk4OXn31VYSHh6OkpASrV6/G7t27cenSJfj7+yMzMxMLFy7ENddcg3bt2qGgoAB33303srKyxDPOnj2LDz74ABcuXMBzzz3nrG+XiByENSBEpMnrr7+OG264AYAxGFmxYgVWrFiBrl271vk1VVVVePfdd/Htt98iKioKAJCeno7Vq1dj7dq18PLygsFgwP79+wEAa9asQVZWFsLCwrBu3TqsXr0aCxYsAABs2LAB6enpDv4uicjRmAEhIocLDAxEnz59AADR0dHIyspChw4dEBsbCwAICQlBZmYm8vLyAABHjx4FAOTm5uKmm25S3UuSJPz111+Ii4tz3jdARHbHAISIHM7Pz08c6/V6s3M6nQ6AMbhQ/l85xKPk7e3tsLYSkXMwACEizeQAoLy83CH379GjB3bt2gW9Xo+XX35ZZEpKSkrwyy+/YNiwYQ55LhE5DwMQItIsMTERAHDs2DHcfvvt8PHxwb333mu3+0+dOhXff/89Ll26hMmTJ6Ndu3YoKSlBVlYWqqurMW7cOLs9i4hcg0WoRKTZ+PHjMXz4cPj7+yM5ORl//fUXDAaD3e4fEhKC5cuX45ZbbkFQUBCSk5NRUVGBvn37Yu7cuXZ7DhG5DtcBISIiIqdjBoSIiIicjgEIEREROR0DECIiInI6BiBERETkdAxAiIiIyOkYgBAREZHTMQAhIiIip2MAQkRERE7HAISIiIicjgEIEREROR0DECIiInK6/w9Gndi3xa6IIQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "backtest = model_air.historical_forecasts(\n", - " series=ts,\n", - " past_covariates=month_series,\n", - " start=0.7,\n", - " forecast_horizon=6,\n", - " retrain=False,\n", - " verbose=True,\n", - ")\n", - "\n", - "ts.plot(label=\"actual\")\n", - "backtest.plot(label=\"backtest (H=6)\")\n", - "plt.legend()" + "ts_scaled.plot(label=\"actual\")\n", + "backtest.plot(label=\"backtest (H=6)\")" ] }, { @@ -216,13 +263,14 @@ "outputs": [], "source": [ "series_sunspot = SunspotsDataset().load()\n", + "\n", + "train, val = series_sunspot.split_after(pd.Timestamp(\"19401001\"))\n", + "\n", "scaler = Scaler()\n", - "series_sp_transformed = scaler.fit_transform(series_sunspot)\n", "\n", - "# series_sunspot = series_sunspot.add_datetime_attribute('month', True)\n", - "train_sp_transformed, val_sp_transformed = series_sp_transformed.split_after(\n", - " pd.Timestamp(\"19401001\")\n", - ")" + "train_sp_transformed = scaler.fit_transform(train)\n", + "val_sp_transformed = scaler.transform(val)\n", + "series_sp_transformed = scaler.transform(series_sunspot)" ] }, { @@ -231,6 +279,7 @@ "metadata": {}, "outputs": [], "source": [ + "model_name = \"TCN_sun\"\n", "model_sun = TCNModel(\n", " input_chunk_length=250,\n", " output_chunk_length=36,\n", @@ -242,6 +291,10 @@ " num_filters=6,\n", " nr_epochs_val_period=1,\n", " random_state=0,\n", + " save_checkpoints=True,\n", + " model_name=model_name,\n", + " force_reset=True,\n", + " **generate_torch_kwargs()\n", ")" ] }, @@ -250,87 +303,105 @@ "execution_count": 11, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[2021-08-01 13:13:39,307] INFO | darts.models.torch_forecasting_model | Train dataset contains 2017 samples.\n", - "[2021-08-01 13:13:39,307] INFO | darts.models.torch_forecasting_model | Train dataset contains 2017 samples.\n", - "[2021-08-01 13:13:39,310] INFO | darts.models.tcn_model | Number of layers chosen: 6\n", - "[2021-08-01 13:13:39,310] INFO | darts.models.tcn_model | Number of layers chosen: 6\n", - "[2021-08-01 13:13:39,314] INFO | darts.models.torch_forecasting_model | Time series values are 64-bits; casting model to float64. If training is too slow you can try casting your data to 32-bits.\n", - "[2021-08-01 13:13:39,314] INFO | darts.models.torch_forecasting_model | Time series values are 64-bits; casting model to float64. If training is too slow you can try casting your data to 32-bits.\n" - ] - }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "0b66560e147b4ea087a6531de6a89819", + "model_id": "530ac0d45d6a44e68cda6d630529a4d4", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/100 [00:00]})" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "model_sun.fit(train_sp_transformed, val_series=val_sp_transformed, verbose=True)" + "model_sun.fit(train_sp_transformed, val_series=val_sp_transformed)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, + "outputs": [], + "source": [ + "model_sun = TCNModel.load_from_checkpoint(model_name=model_name, best=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "4e31958f83824aa4bf0cf9f645a46092", + "model_id": "2d07fcfc6a4847778c98e70283f366e9", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/84 [00:00" + "" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "backtest_sp = model_sun.historical_forecasts(\n", - " series_sp_transformed,\n", - " start=0.7,\n", - " forecast_horizon=12,\n", - " stride=10,\n", - " retrain=False,\n", - " verbose=True,\n", - ")\n", - "\n", - "series_sp_transformed[2000:].plot(label=\"actual\")\n", + "val_sp_transformed.plot(label=\"actual\")\n", "backtest_sp.plot(label=\"backtest (H=12)\")\n", "plt.legend()" ] @@ -344,19 +415,27 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+fbvUps2bN9siStg62PXAt23bZstjxQCbvmvXLlt5K8SVrWvPnj1SW4PsXyUlJdI8HRL/EMANAP4F4EwAS5m8GH51oWxGguRtoJROAzAt+aev11Y8HldeDAvWf8qWYd+cbdu2TQ2YqLBy5UoAicXkRed3Y5cX3HLLLZg1axZmzZqV9ub/z3/+g/bt2+M3v/mNLV12/Wx669atUVJSYuv4ANCqVSthuoVmzZoJZ9V16tTJtjASkFinQtQ2derUsaU3bfrrB17r1q2F96VBgwa2MuwsPjadtbtJkybC8+fn56elh30fvSKKdjVv3jz1u1mzZkL7CgoKUuksIQKJ+z9gwAC8/vrr6Nu3ry1PVh/g/PXM3nu2Dpb8+T7JuunY9IYNG6Z+W88EYCf9+vXrS23NVP9y/CamlH4BYAMhZAmArgDmEEL+kcx+AcAgQsgiAPcA+GvgFnoES3aXXHIJ3n//fQCZW5wpSPz888/C9FWrVmHw4MHo2bOndl2iT0E+fMtKd+sT518kunbwf+v6xM3AZvagM4ahug9W/3HrllO5U1RjXCpbdPpClAc2tUIMKaWTuKSxyfTtAAYEbVQQYDvW888/j+effx41NTXCUDoLZWVl+OSTTzB48OCsPORbt27Fhg0bcPTRR2sdX1paKs3T6XRWG/Ek7tUnzqozJzt07BKdl4WfgU1D4v6g86JUEb3V/qL7oLo3qq3Vdu7cmZHolKj5xHN+ss/OnTvRp08fTJ8+3ZbupWMdffTRGDJkCGbOnBm8oRpo2bIljjnmGKxevVrr+KBG2d2SOCBWUHXr1lVOx5fZ4SaPhZmxmT24XYtERuKifqQicd4tw2Lv3r0mxDAX8cQTT+CDDz5IW+FO1rgqJW59ji1dutSWnqkbZbkHPvvsM1t6kKpR9BLjoz78xInz65vovEz543RdXm5npRoEB5021nFhuFXiKhJXuVq89C9Z+aiJhJwncdmaCV5I3EK2P7XD7BhulLhqxqZMQRUVFbm2g/9bx8eqQi6Oe+QasqXEVbHg+/fvD9QFYpR4hqCzuzULHRIPG88995zWDjp+4GYBrKAGNlXnVdnB/+2XhM3AZvhwO7AZlE9chX379vn6KtBF1JR4zm+ULPusl3Usnc4XxP6PMpSVlWHkyJHKejOlxP0MbIraPRaLpc2o83KNfkm8NrlTKioqHHdaygbcEllQSlwFkRK36qrNA5u1lsSjqsS3bt3quoyOqtZFmAObgP5O92G6U6L2kPnBYYcdhnXr1mHPnj3ag8aZgNv7FZRPXIWg3Sks3IqRTH7p5bw7JQwSz/andhDEk40QQyAxuUYHZmBTD+vWrQMgnyuQLQQ1sBmkEq+srJQ+35lW4pnsdzlP4m594l7cKbUJoodPROI1NTX485//LK1H9vC98IK35XOC9InXJhK3ELXBWr9fTmEocUC+q5QZ2IwA9u7diwULFqT5B936xL24UzJ9o8K0S/Tw8SGGNTU1+M9//oMZM2ZI65G1+7HHHovBgwc72mgGNt0haiQephL3Ams2r2xXqSBdbFHrXzlD4mPHjsXll1+Oa665xpaeaz5xP1N83WDbtm2OdVu/RZsWq0K5VCGGgP2e6HwRucnTQW1U4lG7Dp2XbkVFBS677DLMnj07EJ+4ajep+vXrA7CTuK4Sd7uVoeyYbCFnSPzZZ58FkAjPY5Ftn/g333yDVatWaR+vA78hUIC7wSY+Htxyp6igUlCqJUhFdvB/+/WJ16aBTQt8m8TjcUyYMAE//vhjVuzRuV+rVq3CM888g4suuigQEj/11FPTvhot+CFxHRifeIDgSVtGJn5CDHVRU1ODLl26pK3CFmWIHj6+HaqqqpSL76tCDAH7PQqSxHUfjNq4dgp/HcOHD8eUKVNwxhlnZMUet187fNSSl4HNtm3bYsOGDbjjjjvS8sIg8aiRtQw5F2LIk4fuNmEWvChxHVVfXV0dmH8vCCUug+jh45X4+eefn4qKkCEKSlyG2uhO4dvk66+/BpC9qBW398vaLtGCFyWel5eH4uLiFGGziJoSNz5xBVR+MR0EqdJUG8HK4OXmBklEbF2W/bztTgTutLMPe41eSLy2DTwFAf46gt5ZyS3cvihfeukl299elLh1rChfROIsdF86btV3FERCzpG4rvLWGazwq/i8kLgOMhWd8s9//hOAfI0UFXQfPi+uEaPE08G3SbZJ3O1zxPcxr0pclh+UEo+y71uGnCdxt43oRaXJjvNL4rodI0jVyNa9bNkyAN5s1yWRbLhToqaUgkCYfcIL3LbxoEGDbH97UeKqMtYuPOzWfLqE7Ed9R6F/5RyJ67pTRB2BXyDH7w1gB/94pbF//34sXbo0bfeZbHcA9pyjR48G4F6Jx2IxbQWlM8DM2xVVJf7cc8+he/fuWLt2bWB16iJqStxtgAAfVRK0Ehft5emXxI0SDwl+3CnTpk3LmE98zJgxOPnkk9N24Ha7+pvKHi8diD2n9VB4IU3d3cp1O7+X6BRZ3TrX40XJjhw5El9//TUmTpzouqxfRM0n7valy/uqVduzeSFxfm9X3sawlHgUkPMkLmrQmpoa2+7pFn755RebigrTJ/6vf/0LQOLFwcLtTLegIeqM2VDiQfjEs/XAWRtnZxJRVuI67S0LMXTzMlWR+LBhw5Rl/frEdY7nUVFRYXPvhIWcI3HenSJq9Hnz5gnL1q1bF+eee66wrAo6PnFdIvSixP3CSZEErcRZ1MYQw2+//TbwOp0gW8o1W5DdL1l7s24OwJ9PXJR/3XXXKW3Mhk+8S5cuaNy4cehEnnMkzitxESl+/vnnwrKHHXaY7W8v7hQ2LldnYDNMslKhdevWwvMEocSB7JC4l5dukCSezaVgo+xO0Wlv3p0StE/8kEMO8WyjH5/4e++9h/fff1+YZ7l4vvzyS2F+UMg5EueVuIjEZYOf/EPohcQ//fTT1G8vJB7kjFEVevXqJbQhCCUehjsl00rcCwm6nVgWJKLsTvHiEw8yTjwWi6Xt7Qpkzid+2mmnKY8Pe/GynCNxJyV+11134eabbxaW5SNFZI27efNm29/sDWHP7yXEMMiBTd3zOH365ooS10VYJJ5N4jRKXK3E27Rpk9YmYSlxt1931gbsYaFWkXhNTU1aNAgL3a3DnnrqKa3z6/jEM+U2UOWFocRV6V5mbLLIRJy4F1VtlPivkImRIAY23frEY7EY8vPzhdPxRXYFObCpA3Zp5jCQcySu406RQZfEVXCrxLPlTnGjIoJW4jovqmzHiR+MSnz9+vV49913A7cnUwObKncKgLS9BjLlTnGCl+fLDXKOxFVKvKysTFmWJ3G/MxW9EHKmolN0HjIdJT5u3Li0tLB94n6vX6euXCNxN0q8pqZGeN2HHXYYzjjjDCxcuNC3Pdl0p/DXbh0/cOBALRtVAiIoF0omUatI/JxzzlGWVc2eVIE9TkbiYYYYepns46Zjqmx3+rR1ygvTJ67zkNaWgU03fWLAgAFphAYABw4cAAAsXbrUtz1u3SlhD2wCwNVXX21LD1KJy7Z9iwJqFYk7xe8G7U7x4t8O0ieuex4nglORpozs/CpxHn5JXHbOKCnxhQsX4qyzznL8YhRBV4lXVVVhwYIFmD9/vlb7eEU2lLjKJw6oJwL6HdgcOHCgdLcsJ3Tv3t1TOV3kHImrfOJO4AcsvZClW3dKmD7xoEbcVUq8c+fOaWkyd4qTjbrw64IJy53iV4H169cP8+fPx4QJE3yfW8d+2cYeQfho/fbjoJeildVlwa8SB4BFixY5HiMCP6gbNHJ+Uwg3HYjfysqL4mM7ihf1GORsQlXn0/ncdVLic+bMQfPmzYV5Xt0psVhMeN1+v2oy4U4J6jOaD2HVgZfolIqKChQUFKSlB0Hifn3HQYYY+lXiOmWcyqkQNonnnBL3Q+I8/LpTdHziYbpTVGTlV4m3adMG559/vvQhUz187DkOHDiAJ554At9//73tGB5BvhB1fnuJvQ9qYFN0fY888gjuueceaRkv4yRhKnG3L00eQU671yFxv88K+7dR4j7hx53CIxs+8bAGNr12TJUdKuiS4PPPP5/a3LqmpiZQEtdR4iz8uq/4rzDZkqiNGzdGUVGRtB6RHddffz0A4IYbbkitjc3CizvFGsjUOb9buF0Ai0eUlLgXle4GsvsQFLRInBDyAIBeANYAuJxSWsHk/Q7AGCRU/S2U0o9CsDOFIJU4H7vq9vx+feJ8tIxbeOmYugObTg+Z6uFTLUWrQ/5hRafo7K+qi6qqqjRBsWnTJrRr1w4NGjRIi1nmy7LQech13SkHgxKXpYc5sMn+LXMHvvzyy0L7tm3bhl27dgnzgoDj65wQ0gNACaW0D4BvAQxl8toCGAzgDErpaWETOJB+I9kO5DYEbPLkyVrH6fjEvYQYyh7eoN0pXhbAciJbr6voZUKJy377JXGn+20tUeskDvjr2717tzRPdG4gugObmVDiMmEQ9LR7HioSnzdvHoYOHZqWDiTaZ/Xq1dJ6/ULHydcLwILk7/kAejN5AwDsB/A2IeRZQoj8GzIksB2oSZMmrsrKVh/jIfOleokTZ+uS+cp0HwS/6sKrEpel6xB7pt0pfhWjDKL7ze9eIwN/faxK03UF6bRjmO6UoAY2w1TiLIIY2FTBaY35MJej1XGnFAOwtj/fDqApk9cKQHMA/QFcDWA8gPvZwoSQMUi4WzB+/Hj079/fl8H79+9PbcUEABs3bkz9ZhWNDs477zzcddddGDx4MFq0aGHLY8/B3oCNGzem8tiNJ+LxONq2bZt2jurqaltdbJnS0tJU9AfbYbZu3Worwz6MbDob5VBaWmpbpZGNyy0rK0u9MNjzb9++HfF4XLhDeFVVFeLxuHBzjS1btghjnXfs2IF4PC51JcTjcduDyF7L1q1bbdfF5lmoqKiwpbN2s9fP2mzZBNgXIjpw4EDaOfj6ebDur7Vr16b5vdk4YlU9fB9mo6ZKS0uFn958m7C2sOmsMCgtLRX619k28Qr2Wq1+ZP3WgdX+or4nu/87d+5EPB639RUg8ezE43Fs2bLFll5WVpZ6rthnZffu3dK2LCsrS33B8F9UW7ZsQTwex4YNG9JscxJxq1evRrt27Ty3e0lJiTRPh8S3AWiU/N0YQDmX9x6ltIYQshDAbXxhSuk0ANb2Nv7kDxLLyVoXVF1dbds5R9QhVJg7dy7mzp2Ld955B0uWLLHlsY3GLqzTsmXLVF7Tpr++z4qKiqQNzaYXFxenfjdu3Nh2LRYaNWpkK8M+iLK62rRpYzuOVYWtW7dGy5YtAQDNmjVLpR9yyCEoKSkRKpj8/HyUlJTY1k+30Lx5c+G1WnYXFham5Vm2syTO1sEuJdqkSRNh/XXr1rWls+FzJSUlKRKX3Rf24efrAhJkqHpY2HZq1apV2pcfSyJt27aVKsc6derYzlNe/usj1bp1a9s9slBcXCztk2w6+ww0bdpUeD3169dXXqcO2PW72TYWvTREsJ5j0ddCq1athPZZzwt7f4Ff+yovOFq3bi18VlkOAexfA61bt06txc8vqGXdg3Xr1oGHaiAbSPRVUZ8LAjrulA8B9Ev+PhMAO2d3KYBjk7+PBRCe40cAL/G2InzwwQfKfJkvlf2tO0gq+9xVDZLqDGIFHWLoFAcetDuFhewz1s/gLRCuT3zNmjU2FTxixAipKuXLeolyqi0Dm1584jysl6vuwKaXtVPYv0XXKGtrC2G6UxxJnFL6BYANhJAlALoCmEMI+Ucy70sAawkhiwBcDmBKaJYKEPbqYBZYZSTrDDISVxGPbD0GLw+s7sAm34H/+c9/4uuvvxbWD/hfO0VmkyovqgObLNi6PvnkExx++OE2V+HMmTOlcd+q65P1aV2fuM55cjXE0O3CWJkMMXQScbpuJi/QCjGklE7iksYyebcGapEDdBZXCho6ytALibNKXEViMhIPYrLPVVddJaw7DCVeVVWV1YFNVi0FpcSrqqpw4oknAkh/UNevXy+sx8syvF5e7LK6Mq3ES0pK0nzBfgY2ZW3BK/F58+Zh7NixaWVU917nq0KU7jQel1UlHmUESeLsjTnhhBOkebLOKxvM42+4LMTQC4n7daeoNtDwEp3ihMrKSl8k7tedwg5g+SXxyspKTJ8+HX/4wx+kx8uiJbyQOJ+uE04bFRIXjZGEocT5Nhk3blzKnuXLl0ttDEKJGxL3iKBIvF+/fra66tWrJz2Prp/NAh9GqEOumSLxoOFE7H5JnIfbUEK/SpxFVVUVxowZg0ceeUR6jIxoVSQa5CxeXdeMF7B1fP755yCEYMmSJZEiceDX5+/ee+9NpamelSeffNLxONE1yibzWAO9qslffpFzJB6GO6VBgwbKumQPvEqByGKGdYhbV3X5neyjgpeHzAkqEmfh150iI+sw3CkqyDbsDkKJ60z2yZQSX7hwIT777DOccsoprklcBLcDmyoSF5Gn6lm56667pHZZx4nCBGVK3IqKMSTOIAwSr6mpURKd24WWAHHH1S3vZWKHF1eDCl6JWgXVMgNB+sRlbiq/7hQWOtOodd0pOnlevs6CGNisqqoSbvTrpg7+yxbwRuIyP7psYBNwT+I6xw0bNiztWBmJW0ERhsQlcNORrrnmGmU9uqpWdn7+GHbijU4Zv+4Uvozf6AELQSzabyHMgU0WmVDi/IQTEXQGpPl6g5x2L1PcovRJkybh73//e1r6b3/7WzRq1CgtBtvNoF+mSFz00hQFHOjeexkPiGLbZSRuzSWYO3eu1jm9ICdI3K+qBNSdpqZGvCeh6Dy6Sly287YXJe7XnbJ06VKsXbtWeJwMYSnxTAxshkXiLEQzWXmEObDppx15Ev/uu+/w8MMPC4UOpRQA0ibDuSFxkWvRD4nz+W7dKXPmzMGnn36qtFkELwOb7OSrsAY3c4LERWT1+uuvC9cr6NmzZ9rmD05wcqd4eYnoqGcWqvPr1KXaP/SSSy7BoYceqjw/jyAHniycc845Wv5Y3a8IHRJnoXKnbNy4EXfccYdwi79169bh559/tpXxE/cbxMBmkCGGIneJ0/nd+Nvdjqu4VeKyyT6A3I0xZMiQ1G+37hQRZG04aNCg1G+/Sx3IkJMkvmrVKpxzzjk4//zz046NxWLo2LGjMN0iMh5ufOJ8OVkZt2St6xPX8QPLzl9ZWelbgfrB559/LvUl6wzEBqnEeUycOBEzZszAcccdl5bXtm1bdOjQwRZpxG/KK4Kuqg5rYFM3OkXnxfrqq6/a/pb1o3bt2jnWBfgb2PTrEwfsCjkIJS57qbdu3Rq9eyfWDDyolTjfyfmFbnTx8ccfS+v3MrDpxY/uxZ0ii4qQxZzLzj9ixAjXA5tu3Cp+XDDZdqdYS4WqBqBYtaWzFryKRGtqajBy5EjcfffdgfrEvShxnWt59tlnbX/7DSpQ9RWnzbn9+sQB+zXrLgmtIvHS0lJhet26ddGoUWLpqbDWFM8JEufJUqUcVJ9ibdq0wcknn5yWx5O4KN8pPRsk7laJz5o1KxCfeBj+8iCVuJfoFOtBCxIqEqeU4rnnnsOdd96ZlieyMchp915InIffL7pMDWzKXsrWC728vFw7csTLNdetWze1WJgh8SRqamqUqxV62cwgCkpcFSeuQ0Q6JA6IieX0008XHgt4I2wvZXRebrr3Raa4VWunZJrErYFm3pYgQwx13Slhk7jomoIkcdV64k4k/tZbb0ntcKPELVh7yVpglbjO2IMX5CSJiwafLLhdd8Gq3+86JDyC9InrHMeTuIwMfvnll7S0iRMnpqX5ecj8QleJy15oMhL3OznLLVQhfrIHWleJBznZh20vHf/4pk2b8OCDDzoeJ6rfQpDRKSoSd3KnyCZkAYngCTeIxWI4/PDDbWksibvd70AXOUHifGceP3689FivKtDvBIxMuVNkv1XT+1n88MMPaWnsWt4WvPjE/cCLO0VG4l5Uvc5L1y1USlh2jbrqOUifOEuyOqpc9fyJEBSJO22ULGqTm266SdimVjuJSFx3XIJH8+bN0+orKChIuVOMEk/CqZN5UYk1NTW4//77bX/z+W5+i/52U141cUf28Ou6U9gdWSzwuxp5RRgDm6p2kfUFL/dLBl0SF23kIDvHrl27cPnllwuP8xsnzkJ3so/MXSfDN99843gMi6CVuBt3ys6dOzFr1izpuURfYF5JXDRL2wxsJhEEiatQU1ODRx991Pa37Py6n+eqc7mty4s7RWaP6JPu6KOPTksLY+0UFYJU4rJ6VXXJrslNNA+705JX+HWneHkhyEhcVl40A1OFLl26pKWp3EFeBzZl5YYPHy49l0iJy15+Ts+4aIKfGdhMQubvFMHLlHCnm+OWIFRldN7yunHEXs7Pk3iPHj0CI+qo+MSDVOKiB/qUU04RHquzPKwIQQ5sqspY0FXi7O/u3bunfstmI8twyy23pKWFocS9IEh3iujlZpR4EmyjeiVxFZwIUFcdqeoQpQc5sKkqw4IfrfcSzeOljBN02jUbJC6yRTaNXPdrSHWOTChxLyTOToJyq8SLiopw8cUX29KCJHE/CFKJf/nll2lprE/ckHgSYfnEVX8HOWPTL4nrPuS6SjzsSBNdZMKd4sX9JXqgRQ9+LBZL7fDj9hw6Lgwva6f49YnLQjLdknidOnWkg5EieB3Y9IIglbgIRoknkW0l7sWPrXMuXVWtQ2q6Lx63JB7k2ik83LZrlJU4AMyYMcM2mcwviXtR4iz8+sRl5y8oKHA8N4u8vLxASDwMd4rIBeZViYtgSDwJt6PnIqhutKizs/GlQU728RsnLiN7JyXeqVMnAOlx4plW3Cx0rl81QUeW55e4ZeewIFPi7dq1s83A1B089aLEZf53v+4UViTJ+qpbn3hQSjwMEhfBqxIXRSi1bdvWuFOAzCvxzz//HIWFhXjvvfeE+bJyOnlB+sTduHNkm1R4UeIyuG17HcJiFxby4k5hEZQSX7x4sVZZHjL1zH4dBTnt3s164hZ0vm7culOCVuJt27Z1dX4VRP3AqxJ/5pln0tKaNGliZmwCwfrEZdEpovAwayPhTIQYhu0T37Bhg9AeL64RLy/KyZMnp6XpXD+7+UI23CmiB7q8vDwtTdS/+HPISPzKK69M/Q5y2n2Q7pTKysqUgPLiE+ehswDWb3/7W2GZ7t27Y/r06Vp13XTTTUrbgiTxo446yvb3EUccAQApJb57925PX4NOyDkSD0uJi+q1OrRbVe2ljG5dun50FeGxCDLSRPWiFD3IOtfPTk7SvSa355DZDIiJUBQy51QPICde9kWVjWn3OiT+0ksvoUWLFqiqqsrYwOabb75pI3L2mtkXnwpjx45V5oueU6vdeLeREwHz7WIdX1BQgHr16qGyslK57pNX5ASJr1mzJvVbV4nzfktVp6mqqhIuR2mdKxM+cd2BTa9x4jJ7nJb9dJsnO5eoDHstrLqVvbT563U74OvlfolUmWgtcZkSf+uttzBixAiUlpZqxZEHqcT9RqfwbbJ9+3Zs27ZN68XOEppXd0pxcTEuuOACrTIydOjQIbVZsQii9nZaP0a2ljx/T9j2e+CBB3DvvfcGGh6ZOm/gNYYAdq1eXSW+ceNGYf64cePS0iorK4Ukbt3MIKNDdBS6F5+4kxK/8cYbhecN0ieugqjzsjZOmTIl9dvv4G+Q7hTRfRS53kTttGbNGgwYMAAvvPAC7rvvvkAjSvyU8UriVp1W+c6dO0ttYpdy8OMTl/2WgR9cjMVi6Nmzp/R40TVaabIXPa+48/LycO2116KkpMSWzrb/73//e4waNcr1V4wOcoLER4wYgffffx+APokXFxfbGsxKHzZsGK699lpbGdknjpM7RXdKNosgfeJulKVsx5UgZ2a6DUtkbWzZsmXqd6YnV8nsczqnCGw97D6OK1eudE3iutfutowXnzhb1iJx1QCj05dwkCTO2llaWopWrVrZ8lXLIbghcVmZm266CVOnTpWeI2zkBIkDv8amuhnYlN10K9zOgmyJSCd3Slg+8SCUuCiawc0AU5BKPBaLCQmMtfHYY48VpntxH4U9sKl6Scnaa8+ePaHFdsvayIs7xWkz6Z9++ilVXhYvLyvLIiwlXr9+/TT3iWq5WZVPXNbHdAVAGIOYIuQMiVsNZRGraFEd9jjA/gmv6gyyhePdKPEwfeI6D6yTOyUvLw9vv/12mj1BzthU1eWkxN0St9uXZk1NjS1O1487xQs+/fRT4QqSPGSx71Fxp/Tr109rLW5dohNB9qzq+pP5c7klcbdKXIag+o4T5FcXMVg3xlIKsgkHbt/cgJzEv/vuO2zbti3rSjyIgdVYLCbcvcZLdIrbMjpKXOe6/Cjxiy++GLNnz5aWlyEoJa4LL0rcLfGryMWJxHfv3p06X6ZJXFfxZprEjRLXBE8CDRs2FB7nRYmrwn4mTJigRba6NyxIn7gbJe7VneIGVhnRubt165Z2vI4SD8qdwhK4qLwMumoqDBL3q8SDjk7hy6vI0WlyElv3999/b3ue/bhTRMd5JXE3Zfwc5xc5Q+L8jRFNceWPC4KgPvvsM0/TcP0ocb/+XtHfQfrE3RJVLBbDGWecgWHDhkltdKvEebj99PVD4kFPhHI6nyjdy4tdpy4dErcmjql84vzYlapdOnfujP/93/8VHhs2iYvaSOYTt5CTSpwQ8gAhZAkh5FlCSNqdI4TcTAihwZv3K/iG0lmAX1eJO8GLEs+ET9zNZJ+8vDzXM+e8QhaJMHLkSFu6H/WtS+h+HyRR+SBebDJ4UeK6W7rJjndL4u+88w4ANTnyJM4HE6iI0K87hf9qD8qd4uRm0ak7DDiSOCGkB4ASSmkfAN8CGMrlHwKgu6hskOBvoGx3cp2BELcPXLZ94n7LAHK/dJBK3Cmdf5j8KHEv7a2T7vU4C276Vt++fdPSsh2dsmPHDm2yYpX48OHD8dJLL+HFF1/E8uXL00KBr7/+etx6663CcwJ6xO11oozxiQO9ACxI/p4PoDeX/3sAoQdJ8jdQFjTvR3HL6tN5sPySgoqQvfiIdUMM/bzorrrqKsdj2Lq8kHiQIYay43l89NFHyuOCGtjs1KkTJkyYYEsL0ifuRYlfeeWVGDRoUFq6CGx/6tmzJy666CJcfPHF+J//+Z80JV6vXj3ce++90rp0vpq9Ps9B+8Sd/P2y48KCDokXA9iR/L0dQCoIkxDSGEB3SulHooJBgm+o+vXrC2dfehnYdILfT3q3dekqcTfulDDixKdNm4aLLrpIuy7+YcqmC0V1zFdffeWqLq+IxWJ49NFHbYo22z5xILFmiSidB2s3f++dJuXxCPK59etOcSLfqLlTdEIMtwGwfBeNAZQzeRMBTIEChJAxAMYAwPjx49G/f3/XRgLp0+gPHDiASZMm4bTTTsPMmTPx6quvAgD279+PeDwOwN6IO3fuTKWzy5s6obKy0ra2+JYtW4T17NixI5UO2DsCm87GCm/bti2Vt379+lT6nj17bGXY6Jn169enBnV37NiRSt+6dautDK+2ysvLsWnTprTrO3DggK0cny5a/XDTpk2pMqxt27dvRzweF06eisfjtoWeAKCsrCyl2Pbv359K37VrV6r+zZs3p9Krq6tT6XxY6Pr169GkSRMA9slbfFtaqKqqsqWz9bFtKbr+srKytDTLNtZeJ1i21atXL0V6bP9ir4NtEz6vtLQ0db/ZfmTdDwuxWCz1TLDpolUZ4/E41q1bp7SfJUv2+QLsPnFR+6v6eFlZWSqEmH3G2LZhUVFRIUy3zi0LIZbdL7YvsbDak18XnL92C3wfU9npBH5KPwsdEv8QwA0A/gXgTABLmbxOAE4ihABAZ0LIHymltm8mSuk0ANOSf3p+NfETJVq2bImOHTuiY8eOmD9/fiq9QYMGqQtm38CNGjVKpbvZlTw/P9+2k0nTpk1T9RQVFaXSi4qKpA3NplvLUvI2sQ9MQUGBrQx7/hYtWgjPz9YFpKsWthyL+vXrC9Pr1auHkpISISG3bNkyVYYNDWvSpAlKSkrSwj/z8vJQUlKSRn6tWrVKTd1m7xVrEzv7rqamJpXOP0isTeza6fXr17dN6bcQi8Vs182WYe+xiMhE7ZWfn4+SkhKsXbs2LU+Ghg0boqSkBA0aNEhdT+PGjVP1s+tP8/eJbeNWrVql8tiXd2Fhoa1MnTp1UuTKposIq6SkRLieEAvWpVlcXGyr03pZ8O1sgX1OLVsttGvXLlU3+6zK+nDdunVt6ezLpaSkRPq8l5SUCBfHatmypXBJAesZ49fm5589C/y1x+NxJRl7haM7hVL6BYANhJAlALoCmEMI+UcybySldACldACAVTyBBwmelPhV0kTHBRUDHcRkG1G6F3eK1+iUIOPEndpYFp2SKZ84n/79998L02U2s791feIqTJ8+PW2tabYeduJamAObbgcGndwB7P2U1S0LQwxyYNPJR61aqkPU3jU1Na5cpdke2NSasUkpncQlpS3SSyklgVgkgRcSl6W7Pa9bQhb97VRGd5DSa7SGWxLXzddpYx0SD3LaPf+bddXolGevSfdBVI0h1KtXD/369cN3330nLCPzifsd2JwyZQoee+yx1N86y9fqpFtg76dfweQnxNCJxEX334JsYNNL1IpO3WEgZyf7yAZVgg4xPHDggKcHS3YDg4wTV+3NGKYSdzqOP491DB9R5GfavQp8GdEgm6ouP0pc9mUiUqSiY++77z5hvV6m3fPQ2ZdTJ92CjhKXwYsS90riKttkA5u5pMRzhsT5G8F2SLfhSW5InI2b5REEwYh+60anqB5e/u+8vDxPceJOJCYiBtkndIMGDaQ2Bjntnk8XfU7rPoi6cIrmUc1uZMEOfPlV4jyCJnH2mvxudhAmiffp00d6XjchhqpnQrfuMJAzJM7fGB0Sd6vERXHP27dv9+0Td/tbV4mzJK6KLQcS1+xm4o4Fp6V/RW0vW0uaJ/FMLYCVCSXupM5VSlznBaLqE6y7IGwlzl5HVJU4j4EDB+LVV1+1BUDI7LDS3LhTjBLXhIrE3XYAWaPffPPNaWkNGjTwRCpuy/hV4jruFDerGFrpIgJ0UuK6JM7ayIZLBj1jU0eJi+x1Os6pLJvmhcR1lfjXX3+tZZtfn3i9evVsEVE6PnHduoMc2BS5884991wcdthhWvbJSFxVRseusFArSFx2c92qA1FHPPHEE137t1V5OtEHujM2VetciB4SUXs4fa04TdoQKXGesJxIfMqUKVi9enUq3e8CWPyLLpNK3C+J87vSWFC9pNlQwLCVOHsP/ShxHkEqcdl18umVlZWufOJGifsE30nYv/34xAsKCnD//ffjgw8+EJ539erVtk6yZ88e/PDDDwC8kUq2lLjXQV5RrLBbn7h1PG+DZbNq6rnfafdVVVWOLiEe7PXprifuVJ/uwGZyzgUA/z7xI444wva3XxKPxWK2wWkdEvfqbxfVK2t33VBK/vp37doVSIih3+P8ImdI3Is7RYe48vLycNNNN6F3797CTrJ3717bzbjkkkvQuXNnfP7554Gu6+HXJ66jxEXw4k5h4cYnDgBPP/201EYLQbpTqqurfSnxyy+/XHqcqIwbJS6CbNEqa0ayBbdjCID70EknEtcZ2PRLZEEqcd7GuXPnuiJx2cCmUeKa8Duw6fVzbe/evcIbPX/+fN9K2q9/3W2IoQhO6ccdd5ww34IbJQ4Ao0aNQseOHQEk1igRbRahIiXZJ61bJa5L4tZXlyxfJ8+NO8WLH1XXdSf7inOjxNnZwzo+cRl0Cc4LicvWSuH76ujRo/Hss89q2ybrezIYnzgHvyGGLNyEG/JK3EJRUZGnh0dHNen6xN0ObIrgdP1FRUXYt28fTj75ZGEZNwOb/N9jx47FihUr0srrvNB0lbjMJ656wLyEGwblE1++fDkWLEgsGurFXSc7hofOuuGZdKfIjvMysKnrTgF+XeyLr8+NO0X29WSUOIdsKXGZ32z58uVa7gDAvQuFLy9TTSo1pduxdci9Xr16Wp+oOu4UtsyWLVuEdeoO8sqgo8RlD57IXh04qXNWwfJl2LIbNmzAmWeeiYULF9qObdy4sbT+KChxvwObMoQ5sCmDzJ0iU+KyMRdVHwsStYLE3Y5m657DwsqVK9PSnnzyyUCjKFQPn0hxV1VV4fXXX5eWCcqdYkH2QhQ9GKNHj0bz5s2ldTndF1XUj9UWbtwpoocpaBJXlXXjE7fQr18/vPXWW6m/VWuAy15sqn7olcSD8omH6U4Ji8TZfBYyEjfuFA7ZUuKAfHAvLJ+4Sn1ax02ZMkUZWhaUO8WCThinVVfjxo3x448/Ss8RNonzx4seJq8qyWs76kansBg+fHjqt+4iTmEqcQCh+cT9uD51vzp1vxb8krgfEeAFOUPifkMMWfhR6xaKi4sz5hMXKfF///vftmPCVuKyNnPjZnE6pwUd15IbJS6LQJAppaA/g934xGVQKfFs+cSDjE6RtYHOi4JvG92BTRmcFLQTieueJyjkDIn7DTH0o8RF2Lp1q22WoRclzsKtT5zvuJl0p8jSdV6sqnNa0JlEpavEq6urtchaxz0BeFPiYZA4i2z5xHUm3OlCRrw6L4qouVPCGh+QIWdI3Et0is5gnh9VPmvWLGG6rkr0E53iRNr8334/MXVG/HW/iIJwp/BQKXGVq0VUxosv0wuJ65RlbdIdSLcQZZ84DxnBsi8Nv+6UTA1sGiUuAf8QuJ1279cn7IQgfeIq4rLydPzmLMIa2NRV37K6RKiursbPP/+MXbt2BTKwKSM5WZx9GOGHqugUXbhdMExXicvgROJB+sT9kLiuOyUonzh/PqPENaEicZnqk93MoJQ4i0z7xFXulDBIXHac7GXqx51SWlqKDh064JhjjvHkE+ePD9KdIoOTEme35dMpI4LbeGRVG3n1ibOk6mcp2iBJXPer041PXEXifKCDUeKa4JWMDnnIOoAuibdv317bPr9KXDc2uqYmsbTq559/rnUOC0FGp8gGNnXdKU4PvLXZb2lpqSefuEyJn3vuuRg/frwtT1QmDCUuivN24xMH9OzVvQ6v0SmsEs+0T1yXxGUIyp3Ck7ZR4prgb7KMuNkbJfqEBfQJ7bbbbtO2T0Wifn3ivBKfPXt22vmdlLifyT6q8rK2D2JrPABpGzXL1KhqQpTVNocffjimTJmCZs2aOZZxCyclHjSJs/Cyho8OifP9MNtK3O/4jW4779u3T5hu2WyUuEfwg0MydwqbrrOFm+rG9ujRw5OtQceJ8w+cqJMFrcR1feJhDGyy4FdRlLlTZLH87KexZZ8lCDLpE2d3p/cKmQtEZm/QSjzM6JQg3Sk69+j666+X5p133nm2vUn58/B9TXdgNSzkDIkDdjUu60A6Slx2jB+yCcsnXl5ejvLyclseuzu6U70W/LpTZMd5idd308llD4yKxGVK3Dqvdf8zFWLInltUxq8S1x0gD8InLptq7/bZCdInLvpicEKvXr2U+XfffXdamsydYkjcBXRUgA5BsyR41FFHCcvyZXj079/f9rdfd4pMCf7rX/9KqysTJK5LvDpK3GktFRU2bNhg+9utEvdC4v/9738Ri8Vs/nMnOLlT3GxSLYPbl04YSlwWkRKWO8XL7kE6tuj60UVlnJS4cacoIFPiOu4UFiwJsttN8cdXV1fjjTfeENYxceJE299eBjZ37tyJbt26YdKkSdLyy5cvt9W1YsUK4XU5uVP8+sRlZM0OdMnOoRrPAMSqx8L06dNtf+uQuEyJW9dk2SNbBfKpp54CADz++ONp9nh1p4SpxMPyiYtIXOYHD8udouOy8eJO4duye/fujmUs8Epc94UUFmoFiesocXYtDxnx8ORYVVUl3JcPQFq6FxJ/+eWXsWLFCjz88MO29PXr16eiT3iX0F133WVbGKlz585p5wzDnSL7jGa369KdKcefs1evXpg9ezZuvPFGRztkRKYicd4nbtmj41LQhZMSV5FckNEpLFRK/J577pEO4InOAaR/UaiUeFDuFJ0Bci8kXl1djbfffhtNmzbFiy++iCZNmjiWMUo8APhxp7A7yrBKXPXZX1lZicMPP1xoS9euXfHCCy9g8ODBaXn8TZUNoKl2Ke/ZsycA8dfEiy++CAAYOnQobrjhhrR69+zZk1bGrztF1t4sievG5/J1l5SUYOjQoRg3bpywPAsdnziL8vJy3HrrrTb7nNwpKoShxEVghYaFIH3ir732Gh5++GHhcbLygL2dg4pAAvQEQNAk3q9fP2zevBkXX3yxFvFawsr4xH1ApgZlJM4SIPsAyJS4iMQLCwuxfft2oT3Dhg3DoEGDAKgfHlbxsHmyHd5ZiEjcqq9u3bqpDjtt2rTUFl5//etf08roDEyq0mUPE/tC9ELijz/+OI4++mhleRZu3SksgiBxGZyUuChf5U55//3309rDrxLnr/Gbb74RpsuOj8Vi0pelXyXuZ9a1FxK3yljH6vS9V155RbjJiFHiLiBT4jKfuCw6RUY8/M233riNGjWS2mSVUT1UMhJnIUsXTYJgSZy1/7zzzgMAoR/frxLXcafo+sTZugcMGOBYHkiodcD9wKbovE4+cZ06dNO9lunRowf++c9/2tL8+sRl53dD4jqT7HSgS7w6StxLdArflrpfEg899FBaX/MysBokcorEgwoxlLlTeOjskm6VV8UZ7927N/Vb9sDIziWyz+qA+fn5wg7DD4YC7gc2dRcc0yFxVfiZ7u4wrVu3BuDeJ84iTJ+4Ck4EIVPpMlEBeJuxKSNONyR+9dVX47jjjsPjjz+uJHG37hW3Iawq6Bzn1QVyyy23pI0lGCXuAm5JXBadohNRAdgJo0uXLkrbnnnmmdTxKiUuU3z8zEQLKoXJulMsrFmzRnhskD5xnck+LPhrYI/TcccAv95LmU9ctUEGX38YPnE/SlyUn5eXp3SnsHD7dceew035WCyG4uJiUEpxzTXXKOcCOEFXveoocR66PnHZeZywefNmZV1GiSsgc6fIZnKyx8+YMSP1W5c42IfmrrvuEh5TWFiY+j1ixAgA+j5xFrt27RKmq74GeHcKAOlArO6nqAw6n9GyB4GfdcnaoqPk2Tw/7pQwfeJe4Dai5ZNPPknZ6XYCmehvLyQuKs//Fh3rBB0lHiaJ+yFeQ+IuIFPiMnJn09k4UF0lrooht3DSSSelfr/00ksAvLlTglLiMrglcd5OnZl6YSpxnnj9DGxa17Jnz57Usdn0icvcKXx7XHHFFakYdhYq21UvJ7fuFFl5ILyBTZUS9xM2GyTxmjhxF3CrxGUTE9h6VB31jDPOEJZhIZo9yStPHSUuInHRSDgLkRKXQXac7ie6Tnyw7BxsKCV/Tp0ZedOmTUud32oPPwObVl39+vXD0KFDhfUFiaDcKcCvk590lDj/dxA+cdnfYQ1sepnanwkSZ4VgtpW4eP1HDoSQBwD0ArAGwOWU0opk+jkAbgNQAeAzSunvQ7ITgFwN6ihxWWeQPfzFxcW249yQOD/woeMTF7lTDhw4kLKvoKAg7eXghsTdft6qfIYy4tYlcbbNdYjgxBNPxJQpUwAkljsQkQ4bBqrrEwcSE64mT56c1rYyBKnEVfmysMTdu3djy5YtKC0tTaWpXkDV1dXaYaQ8VPt68nbrEqwMbpd1sP4WPU+ZIPH69eun+nXkBzYJIT0AlFBK+wD4FsBQJns5gN6U0pMBtCSEkHDMTEBG4jo+cd1PfQt8bLjOFH4gcUN50vKqxPfv328jcR5e3Cknnnii1vG6JO5FjcleZKoQxa+++sqWxrfj1KlTU24rNyQOALfffjs++OADZ8MVCDLEUBW7vGvXLvTr189mr1cl7uQTd4puCXLafZBK3M18AzdlWLCrUuZCiGEvAAuSv+cD6G1lUEp/oZRaI28HALjfEsUFZJ/0bt0pLHjCtW4O34FlSpxP79u3L/r27WtLW7t2beq3m4FNXonz8KLEFyxYgLffftvRHv76dRY+0lUgOsqwadOmwvMBwMyZM4V2yyJz+Pp/+OEHLTtFcKswVWW8kPhPP/2EL774wpamGvxmY839krhKvYY1sJkpn7hb9cyOhWVbieu4U4oBrEv+3g6gKX8AIeR4AC0ppf8V5I0BMAYAxo8fn7b6nxuwjROPx1O/2ZmPO3fuTOWxxLhx40ZbGdHxQIIsLVXMpm/bts1WTlQXACxevDgt7a677sKAAQPQvn174ZR4ANiyZUta2s8//4ydO3cCEE/62bNnD7Zu3Sqsj8fGjRtTXw3HHHOMrY54PI7Ro0fbBs327t1ru0b2S2H9+vWpl9/GjRtT6Zs3bxa2S3V1tS1d5z6eccYZWL58OX766ScUFBTY3EnDhw/Hu+++m3aedevWoVGjRraBZBY7duxAPB53JHsLzZs3Twsnq6mpEV5jRUUF4vG4rT0syNrF6nv812AsFkM8Hte+t+Xl5an6+VUfr7nmGpxwwglo3bp1Gllb9140Izkej2PTpk22tKqqKtt1sC+PTZs22fLYc4mune9frA2yZ2vdunVSgmbLsKQqq2vbtm22PPZrubCwUPqcWmjVqpWtrKxd2HSrj3iBNdlNBB0S3wbAmrLYGEA5m0kIaQfgEQBDRIUppdMATEv+6Wv0iFXW7EW1adMm9btZs2apPGuCiHWMqCFisZgtnVUUbDq7pjefp4O5c+fizjvvFK6JAYgHGIuLi1PkzYbiWWjWrBmaN28uPecFF1yAOXPmAJBff2FhIUpKSvDkk09i8uTJqWPq1atnO764uDj1u127dqkFg1jibd26tfAceXl5tnTZfWRnxjZu3BgrVqxAZWUl6tevj8LCQpvfumXLlmnnad68OUpKSoTjFNY1uLlvffr0wSuvvJKWLqqjoKAAJSUlaaRv2Soq06hRI5SUlAi/skpKSpT3lgXbh62t7VgccsghwvMXFRWhpKTEFoXFnp+952y6BdYvz9972XNkQdW/ZPeoVatWtjyW0HX6Fwu+TVj3yJFHHpn2tcODFUL5+fm2utiwYzY9Ho+75g0d6HyLfwigX/L3mQCWWhmEkEMAvAhgLKU0XYIEDJ19+Ny6U3QHtGTuFF088MADGDVqlPTTdeXKlULb/LhTOnTokPqtM7jWtm1b6fE6G1P7jZTh17HJz89PEbLoJcZDFn7o1j4AuOyyy3DKKaekpcv8+UGGGPKrLjrBaczFyXfs1Z3iZzBXZosKuhEtXqbds/2bX8NfBJaMI+8Tp5R+AWADIWQJgK4A5hBC/pHMngjgcABTCSGLCCGnhmUoICdx2XKoOgObvE9cBr8kDgCzZ8+WPjAidwo7sClS8E4Dm342mVWFGLqNTuEhu49seX53eNEywTxkszl56GyVVrduXeEsXS8kLkNQJO40D0EWSmjVr7uAVpDb1vlZtMpCWBN0unfvjksuuURZniXxXPCJg1I6iUsam0y/B8A9QRslg+zhZz/F3JK4rhKXRaeoIAqBWr16tXZ5v0rcz0a2PGRk7UWJ66wdzbtL+IdcNBDstMGxda+Lioqkk6tYW0TjN7qTgli4VYx+SNzL+WUvPacQQy/nlMHLeid+olNYn7aojFNfYr9asx0nnlOTfdySuI4SDVOJ33fffWlpK1as0C7PKnHRS6R58+YZU+I6xK2rQHSUuLUjvQy33XZbWpqTErfSdeysU6cOYrFY2l6MQbpTnPJ1yWDx4sX4/vvvAbhT4lZ6EErcLYJQ4l7cKQsXLsSNN96ISy+91JbOtzU7OMl/FQL28TZD4i4ge/jZATHZJCDdGYuyDuCFxHVmEarAKvFly5al5Xfr1k3ZYXQ2mdWFjgslSJ84/9Liy7z33ntp5Z3Uk0XeOm1hnY8/NhNKnLeBxxVXXJGWZm0iIoLTGIHXOHEV3E679xIW6KVdTz/9dDz88MNpXMJ/+bEkfvzxx6fVw5bnr4Ul+Ewgp0hc56axDeqFxK+88koASPOJsaQiilgQgQ9LdIuff/5ZuoXWAw88gI4dOyoH/PwocR4yJa7jTvEyxdpL3LHTwKYbEpep9UwMbFoQteeFF16IgQMHpqVb7iHRtYsWzWLr9zqwGSRUAqBr166oX79+2paIfr9gWNx666248MIL8eabbwIATj75ZAAJcmc54rLLLsPUqVMBAM8//zxatGiRtu77Aw88gPPPPx8LFy50bYcX5BSJ64DtaDo+YZ7E7777brz77rtpG/SyL4Rzzz3Xlvfss88K6z7zzDP1jJbgyiuvTO2+cs899qEHy1/bvn17afmwSNyvEtd5GXuZxq1L4jrw+kl8zDHH2CYqAb/aLvPzW4TBo0ePHmlp1157rTAkUAXZEslBulPc3i83SvzLL7/E9u3b076GrRU7+VDIE044AYDeALaFRo0aYdasWTjrrLMAANdddx2eeuopfPbZZzZV/tRTT+Haa68FkJivsGHDhrSvoObNm2POnDk4/fTTtc/vB7WaxL0o8bp166Jv375pscaqzQuszYpZjB49Gv369UtL9wqeACyC1iXxKA1sBjnrkYXTJh5u2sBJtT/22GO2v63jCgoKsGHDBowePTotb82aNbj99tvT7Lnzzjvx97//Pe0cLVq0wPr163H22Wfb7FKRuIhorTSZ6zDqSjwvL0/ozpwzZw4uvPDCtAl2xx57LD799FP8/PPPnu2pW7cuLrvsMrRr107ppvPrpgwCOUXibv1mOkrUzRKkmzdvTpvFBiQmvyxevBirVq3C/v37sXv3bjz55JOIxWK2iUgsrIG7Qw89VOv8/INrXQ87sUBks+i3DsIc2NSxxYsSt0hcRkqWG4Kta/z48cJjresS+Z+BhFJjJ4Cxdebn5wv7XoMGDdCuXbu0czRo0ADjxo0TElWrVq1s9z4vL0+qMPft2yd0v1l9XDYAF4ZP3AlefOI8jjjiCMyaNQvdunVLyyOEOA6O60Jnh69solaTuBclroJqhmSfPn3QqVMnFBQUoLCwMGVrp06dhMcvW7YMW7ZswZo1a3Ddddel0seMGSMswz+4bIjdnXfeKTyHHxLXrSssJc4fw9bNKlMWsoHkUaNGYcuWLbbJTxZk98d6IY0aNQorVqwQDqqrPtfdburN58nqsqJmRLjjjjuE4YZVVVVCAnaKE+efDTdKXGajde/46BBrr1XLnRElGBIPEGGQeNg36Omnn8ZFF12UNsLdtGlTNG3aFLFYDMcee2wqvbCwUBifzBJGy5Yt8Zvf/Cb199ixY1O/zz///NRv1QpwFrysJS0jbr8DmyrovJAqKirwxhtvYMGCBbb0OnXqSBfUEk0tB+zRKV26dBFOtlItziRzZanaS4fE8/LyhC8jILGJr0yJiwjYrRJXQfeevvzyy/jqq6/SAgeaN2+Offv2CTf5zjbcCL1sQGuyT1TgNpZUxyccpp8PADp27IiXXnoJW7duxW233YbCwkIcffTRNvJgI0xisRi+/fbbtHrYF9KaNWtsf7MPucyFFNZSoZnyibOQnWfdunW2rxoLqpfIeeedh969e2Pp0qW2Y3RUMpumuxOSbO173i7ZeerUqYNGjRph/fr12Lp1q20NDyB9LXtATuJuBzbdQBWqK3J/AOJZyVFA1JV4TpG4DsJ0p/hBcXExHn/8cWEev8/kqaeemhYHzfpSddYRseqy4Dc6xUtYoKysFxJn65Y9VCICB9TX2KhRI/z73/9OG7vgr0Xk75eFtgLyrQRV29HpKnEg4SsXXZfMnaIicT9KfPTo0fjhhx/SBvePPvpoLFu2zDazMVcRdSV+0LhTZGWjcIPYGWF5eXmpDZdZtG3bFl9++SXKysrS8tjBTWufTyBYn7gMQYYY6pZxe8+c3Dmi2bC6/moLPOHJvgJZtak7EMwex/4W+elvvPFGoW2iNlO5U2TEz2PGjBlYvHhxWvvMmjULV1xxhXDJ4FzD9OnTkZeXhyeffDLbpgiRU0rcLYnLZniyiAKJt2jRIvW7W7duqWVeWdStW9e22TOLhg0bYsmSJSgsLMTFF1+c2vQgSCUuA1tvkNEpqjK6SyVYcLpGJ383f34R+H4kU+KqTbpldspcM6L2Fq0N7uQTF+Xt37/fV3TKoYcemjYJJldxyimnoKKiIuPT6XURTat84Ljjjkv9Vqk3a2bmVVddlRnDFGBjwGXrOzsR5Mknn4yePXumpudfeOGFtny3HTCIWZYy+A0xPO2007TOY8GJfIqKilITOCy4bS/eXhnxqpS4ziQlJyUughd3yv79+9OeGb/LSOQyokrgQI6RuKoh4/E4Fi1aJN1Dkl/EZurUqViwYAEeffTRQG30AjaetaioyNcAT9OmTVFZWYmXXnopUCUuOy7IafcqsGVELgOvdVmYOnUqXn311dTfbpU4DxmJq3ziOnXJ1s5XYfbs2a5J/MMPPwx90N8gGOQUiavQtm1bnHpq+nLm27dvx+bNm9MmUtSrVw/9+/ePxIg4+2BWVFT49l9bscRBTvaRDSYGuQCWbpmioiLhynIy6L6oVLNy3bafjGz9KnG2Xl0l/thjjwmXXFZFpwwaNMiQeI4gp0icXa3QTZmgZm6FiSFDhqB9+/Ypd1AQ2zjpKHFdyMYOvIQYykLMVFC5K5ygS+IqlRuUEldFTOmQOFuvqg34aBHVvqKy80Y9tM4ggZwa2Lz00kvx1Vdf4Xe/+122TQkcc+bMQVVVVerB/Oqrr3DhhRf6WgktyDhxHSWu+3k/bNgwNGrUyNfaMn5IXEbIst2LVGVkkJG4bMBTZKeojO56OHzEjWhFTet8MsXttHGGQTSQU0q8QYMGeOWVV3DxxRdn25TAEYvFbA9rcXFxanSfXUzJbZ2i3yx0VaoXJf6Xv/wFAPC3v/3Nll6nTh1cffXVwoXDZPbydYdB4iqCdSJx1ZeCTEnrvli9DGby1yxa80e2RK0FQ+K5gZxS4gcbOnTogN27d2tP7uERpE9cRuIqn/gNN9yAq666ypX/2oLTBCE32+V5IfEgfeK6SlwGmRJXgb9m0Z6RTjsh7dixQ+tcBtmFIfGIQ7VKoRP8KHGdjYn5ekXK0guBO50HcKfErXWnneBHifPuJh13il+fuAo6X1hO7pSnnnpK61wG2UVOuVMM3EFnYFOm7Pj11IOMTvEC3n6LmGOxWNqKeBb++te/4oYbbsAf//hHrXOofOJO2/PxE5B03Cm6LwpZdIoMsuV1efzpT3/CvHnzAl1i1iDzMCRei6EzsCkjJ10Sz8TUflHdM2bMwAUXXIBly5bhwQcfFJbp3bs3/vKXv6QtGevFJ+4UisovPKXjTtH187t5UT744INpG1aoMHDgQMdQQjdfPQaZh7k7BwlUq8qJwPvhZW6ROnXq4MILL0yLSw8afN2HHnoo/v3vfwOQT8N3OwdARbD8S40HT+JelLgOWcraeOTIkWjZsiUmTJiAWCxmU9ezZs3CRRddJK3Tar/+/ftj+fLl2LhxYyqvYcOGOOaYY0ApdbTNIDswSrwWg904QgZdd8rYsWMxdOhQzJ49O+3YWbNm2RbeCgOqF4SMrGXEa625zk/fVxGsHxLXVeIy6Lg7evXqhYcffljYFuyXiGj+gTWAedVVV2H9+vW2/VyfeOKJUF/OBv5hSLwWQxQbzINX4rfffjvy8/MxadIkW3phYSFmz56NoUOHBmmiFDxpOhGJaNEwGbnffffdePnllzF37lxbuson7kTiKp+4bnSKbG0SL4u0sfayoYL16tXDHXfcYTvWInHra4pdaK1hw4aGxCMOQ+K1GPzmyiLwSvzuu+/Gvn37pNuWhY1HH30U5513Xmq7LguEEADyWbtr165NS5MRb0FBAYYMGYLGjRvb0lUzNp0GNlU+cZk7hbdPNDVela4C6/7q1atX6ve2bdvSroUlccD+QjzkkEMMiUccxidei3HyySfjiSeewAknnCA9RkROuvHLYWDChAmYMGFCWvq9996LVq1aSSd6iVZ+dOsTV2235uSv1lXi7G/+68HK4++Jl9UDWRJnXSjl5eVpXxkWiVvp7MutTZs2hsQjDqPEazFisRiuvvpq2/K8FqyleC+//PJMm+UJRUVFuPXWW3HEEUdIj+HJxu0kKdVOPbKxA9mLQuWascB/Cbzxxhto37495s+fb0v3QuL33nsvAOC+++4D8Ou1devWTUri1jEW6depUweHHXZYyr3iZoKVQeZglPhBiunTp2Pq1KmRWMUxKCxduhRTp07FmDFjUFRU5OjHVkG1yQOLrl274r///W/aNmQWERYXF6e9XEaPHo2tW7eidevWtvQzzjgDv/zyS9o5dEicP0fPnj1x4MCBFPHu2rUL9913H0aPHo133nnHdqy1pZtVR4sWLfDJJ5+k9vN86KGH0LRpU2k8vkF2YUj8IEZtInAAOOmkk3DSSScFUpdqBiaLOXPm4LbbbsMtt9xiSz/88MPx7bffCtXrjBkzXNnym9/8BoDz4CoP9tyFhYWYPHkygMTiaiKwCv34449P/W7cuDHuv/9+V+c2yBwMiRsYCMAPJspIvEOHDnjuueeEeUcddVQgtpx66qmYP3++dHs+AK42JJYtzWx837kJLRInhDwAoBeANQAup5RWJNPrAJgOoDOAzyilE8Mx08Ags9Al8UwgFovhzDPPFOa99957WLJkCQYNGqRdn2ziVpS3IDOQw/GuEUJ6ACihlPYB8C0ANlB4EICyZF5DQkgw37IGBlkGH20S1UG90047DbfffrsrFc2S+COPPJL6bUg8N6Fz13oBWJD8PR9Ab808A4OcBa/Er7vuOgCJmau5DnYshI2QOfLII7NhjoFP6HwjFgNYl/y9HUBTLm+HJM/AIGfBh//16NEDu3bt8rU0cFRgTQJr0KAB2rRpk0rXXbLXIFrQIfFtAKxpco0BlGvmAQAIIWMAjAESS2T279/fo6mJUKt4PO65fFgwdrlDlO16+umnMW/ePPTv319oo85SBmHYFXR7rVy5Evn5+ahfvz7++Mc/olOnTigrK8u6XUGgNtql2nNXh8Q/BHADgH8BOBPAUi6vH4DFyby0VeQppdMATEv+6Wvh4ng8HsgGwkHD2OUOUbZr1KhRGDVqVLZNsSGM9mLrs0IP3SLK9/FgssvRJ04p/QLABkLIEgBdAcwhhPwjmf06gEOTefsopR8FbqGBgYGBgRRacVOU0klc0thkeiWAywK2ycDAwMBAEyamyMDAwCCHYUjcwMDAIIdhSNzAwMAgh2FI3MDAwCCHYUjcwMDAIIdhSNzAwMAghxHT2UnbwMDAwCCaMErcwMDAIIdhSNzAwMAgh2FI3MDAwCCHYUjcwMDAIIdhSNzAwMAgh2FI3MDAwCCHEVkSJ4REauttQkjX5P+RbLMIttdxyf/rZNsWEUx7uYNpL3fIZHtFKk6cEPJbAE0opfOzbYsFQsjxAP4I4CgAfSilm7NsUgqEkN4AjgTwNKU0Ejcy2V63ADgbwOGUUnfbxYQI017uYNrLHbLFX1lXldYbixAyFolNJs5JNkYUbJoM4CEAbwN4FsAhqnKZAGPbhUjspNQPwGA2L4s23QzgAQAvArgDiRdfVmHayx1Me7lDFPgr6yQOoEXy/zcB9AGwCAAhhBRlzaJfbXqBUnoapfRxAL8FUARk3aVi7e/0PhIP2GMATiaENKWU1mTpQbNsmkkpPZ1SOiuZVgmY9lLYZNrLnU1RbK+s81fWLp4QchohZCGA+wkhZwMop5R+A2AdEor3lCzZ9C5j0xomexmASwGAUlqdBdtOIIR8BGAyIeRqAPsppb8A2Jj8d2HStox99gps2s5krwUwOmmTaS+xTaa93NkUpfaKDH9l8w12PoCHk/9+A2BMMv0zAGUAjiCENCCE5AMZ+5Q7Hwn3iWXTVUzehwDWE0IKMmCHCAMBPIjE1njNANyeTC9F4gXTgRDS3BroyVB78Tb9kcmbC2AbIaSFoFwmYNrLHUx7uUNk+CvjJM5czC8AGlJKVyLh4+pJCOlKKd0L4C0kbtrLAG4nhMTCVAAKmwghpEsyrwGA/6GUHgjLDgfbNgM4ilK6Hwm/4HGEkOMppRUAPkjmLwDwOCEkL0PtxdtEkgNPANAIQH1K6aaw7JDYZvXpKLWXzKYotJfpX95siwx/ZYTECSFHJP+PJf1qeQA2AWhMCGlGKf0BwBIAJyeL/A+AcwF8CuCeMBrAhU19kkXeAtCZENIhaFsEtp1odRbGD7k8mXd08sGaAWBossgJSLTX6wDGh/F56dYmSulniaxEO4cJQshZhJC2yfNWR6S9XNmU4fY61Podof7lyqYMt1dh8v/I8BeLUEmcEHIuIeQN/NrwNYSQ/GQnoABaAzgxefgOALuSv9cDGEQpvYNSWpllm3Ymj6sC0J9SuiZIezjbehBCFgEYAqBuMi0/2Qm+B7AVicEmAPgaCb8gkOhQF4XUXm5t+oVRK6dRSn8M0h7OtrMIIe8goXgKkml1s9xebm3KZHsNIIS8DuBvhJChhJBDgJSfO1vt5damTLbXIELITAB3EULaWOnZ5C8RQosTJ4ScjoR/+UZK6SJCSIPkpwYIIZ0AnApgHxL+pO8B/C+AdymlT4RikHebFlJK/x6WTZx91wJYRSldkFQf3ybTOyPx0vkQwO8A/ATgJACfUEr/HDGbllFK7w/RHksNDQVwEYA7AYwEsJVS+pCDbaG0l0+bQm0vxsY6AOYgoWbXABgO4K+U0o3Z6l8ebcpUexUAeA7A4wCOBtAWwJuU0mVJ205BhvlLhkBJnBBSD0AhpXQrIaQbgLOQeFM1QWJk+VEAewDcCOAVSuksQkhHJEaZV1NKnwrMmAjbxNnWgFK6Lfn3FQC6AjgWiVHuTwGsBDAAwApK6ZOEkJZIDKrspZQ+czDYxNnWkFJaTghpTSldn0zvB6AXgPuRCD37I4APKKVPZ6i9ImUTZ1sDSum2pBvwCgCvAlgF4CUA45AY6xkH4MtM96+o2CSxrQuAsZTS3ycJ/R9I+MEXA7gSGeYKFQIjcULIMACTAcynlF6bTDsXQDdK6X2EkAsA9EDizfsNZQYISUiO/yjaJLBtHqV0fDLtOiTi0f8CYDUSYV2NkVAnoYdRRdEmgW2pe8nkDUbi0/p6Qkh9AFVJH+pBZ5PKNkJIXyR8tYMBfATgByQEzINh+22japODbXMAzKKUvkQIeSh56HQAazLJFU4IxCee7KQNkQzJI4QMTGYtpJTeBwCU0jkAOgI4jFJ6gCRDb5J5YRB45GyS2BZjbPsAQB0A7ZNKuBQJ9VFNCKkblj1RtUliGwghA5L/W/frbQCnEUI6UEr3UUorSMghcFG0SWHbQACglL6HZIQJpXQEgPkALFdQvqy+2mqTwrZByay/IhEq+CaAGBIulaZJrkit2ZJNAgd8KHFCyGEA/h+AN5D47ClNpp+NhA9rFKvUCCGNAPwfgBmU0nf8Gp4rNmnaNixpWxUh5CokOsv3SLh+fqSU3nWw2KRpW+peksSgYQUh5E8AKKX09YPJJg+2TUJigHohgPFI+O0nHCw2adqW6vvJtMaU0u2EkHsBPEUT0SiRgSclnlRgdyChyloj4fy38C4So9lXWMcSQi5FYlrq5yESeORscmHbRvw6segFALOR8Nt/FCKBR84mF7al7mWSLOsi8bUQZqRC5GxyaZs1GeUFJAYJ/4TEwGVYBB45m1zYthHA5cljYwA6EULeArA9agQOuFTihJDzATQH8A6Af1JKT0+mP4mET/nh5EUfBuBeJGZ6vQogH8BmSul2cc3eEUWbfNr2HqX0K0JIHUsJ1HabfNj2MYBFSdvqhuFzjqJNPmxbBuAdSulKQkgBDWHiWhRt8mHbx0jMD1kLoA6ldJe45uxCS4kTQlqQRCznRQC6IBG3uZEQMjp5yF0AhhJCWiT9Q42QGAwbAqCAUvpj0GQZRZsCsO08AAeAVFx6rbYpANuGMLYFSpZRtCkA284DUJW0LVCyjKJNAdh2ftKuvVElcEDfnVID4B+U0t8hMYLbBYmIjm6EkM40sVDOWwDOJInBiOOQiMXuSyldFYbhEbXJr22nU0q/O4hsirJtUbQpyrZF0Sa/tvWllH4fsm2+oTv6uwWJEWRQSjcTQlojMZNxFRLx1eMAFANYThMzlDIRLxlFm6JsWxRtirJtUbQpyrZF0aZcsM033PrEY0jECM+klJ6VTPsHEsH5BUgMVOykmY3vjJxNUbYtijZF2bYo2hRl26JoUy7Y5gde4jDzAXxAEnvcDUBiyuz3lNKtgVqW+zZZiKJtUbTJQhRti6JNFqJoWxRtshBl2zzBdZw4IeQsAP9BIqbzeUrps2EY5gZRtMlCFG2Lok0WomhbFG2yEEXbomiThSjb5hVelHg5gFsBPBpmOJBLRNEmC1G0LYo2WYiibVG0yUIUbYuiTRaibJsneCHxTyilywK3xB+iaJOFKNoWRZssRNG2KNpkIYq2RdEmC1G2zRNCW4rWwMDAwCB8RGG3ewMDAwMDjzAkbmBgYJDDMCRuYGBgkMMwJG5gYGCQw8jIousGBpkGSexQ/v+Q2IXlaULIZUhMp55EKX04q8YZGAQIo8QNaisKkdiw+LLk3+8jsdj/a9kyyMAgDBglblBbQZP/n0oIqQHwMxLrRE8C8B0hZA0Sa0s/A+ASJLahmwpgGhLPxWhK6XyS2CT3PiReAA2R2HbtGkrppgxei4GBFEaJG9RW3Jr8/xskCFjkQmmY/P8jAAMB/B3AQwBaIrFLPQDcgsRKd68BeASJ7en+LxSLDQw8wJC4QW3FguT/GymlLwIQLepfDeB6JNaWBoBnKaWPASgDcHgyzdo0dywS7pmGAPqHYrGBgQcYd4pBbYXOVOS9NLFzubUDj7XTUxUS+2NaqESCzK2djYz4MYgMTGc0qK3YgYTS7kQIGYGEP9wLXkdC7IwCcCgSy5eODcRCA4MAYEjcoFYiub/lQwCaAHgOv6pot/hzsp4+SAx8noVEpIuBQSRgFsAyMDAwyGEYJW5gYGCQwzAkbmBgYJDDMCRuYGBgkMMwJG5gYGCQwzAkbmBgYJDDMCRuYGBgkMMwJG5gYGCQwzAkbmBgYJDD+P9mcnOs5WxzxwAAAABJRU5ErkJggg==\n", 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" + "" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], @@ -372,30 +451,32 @@ " \"auto\",\n", ")\n", "\n", - "# scale\n", + "# create train and test splits\n", + "train_en, val_en = series_en.split_after(pd.Timestamp(\"20170901\"))\n", + "\n", + "# scale the data\n", "scaler_en = Scaler()\n", - "series_en_transformed = scaler_en.fit_transform(series_en)\n", - "train_en_transformed, val_en_transformed = series_en_transformed.split_after(\n", - " pd.Timestamp(\"20170901\")\n", - ")\n", + "train_en_transformed = scaler_en.fit_transform(train_en)\n", + "val_en_transformed = scaler_en.transform(val_en)\n", + "series_en_transformed = scaler_en.transform(series_en)\n", "\n", - "# add the day as a covariate\n", + "# add the day as a covariate (scaling not required as one-hot-encoded)\n", "day_series = datetime_attribute_timeseries(\n", " series_en_transformed, attribute=\"day\", one_hot=True\n", ")\n", - "scaler_day = Scaler()\n", - "day_series = scaler_day.fit_transform(day_series)\n", - "train_day, val_day = day_series.split_after(pd.Timestamp(\"20170901\"))\n", "\n", - "series_en_transformed.plot()" + "plt.figure(figsize=(10, 3))\n", + "train_en_transformed.plot(label=\"train\")\n", + "val_en_transformed.plot(label=\"validation\")" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ + "model_name = \"TCN_energy\"\n", "model_en = TCNModel(\n", " input_chunk_length=365,\n", " output_chunk_length=7,\n", @@ -407,97 +488,124 @@ " num_filters=8,\n", " nr_epochs_val_period=1,\n", " random_state=0,\n", + " save_checkpoints=True,\n", + " model_name=model_name,\n", + " force_reset=True,\n", + " **generate_torch_kwargs()\n", ")" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[2021-08-01 13:17:10,560] INFO | darts.models.torch_forecasting_model | Train dataset contains 605 samples.\n", - "[2021-08-01 13:17:10,560] INFO | darts.models.torch_forecasting_model | Train dataset contains 605 samples.\n", - "[2021-08-01 13:17:10,563] INFO | darts.models.tcn_model | Number of layers chosen: 6\n", - "[2021-08-01 13:17:10,563] INFO | darts.models.tcn_model | Number of layers chosen: 6\n", - "[2021-08-01 13:17:10,570] INFO | darts.models.torch_forecasting_model | Time series values are 64-bits; casting model to float64. If training is too slow you can try casting your data to 32-bits.\n", - "[2021-08-01 13:17:10,570] INFO | darts.models.torch_forecasting_model | Time series values are 64-bits; casting model to float64. If training is too slow you can try casting your data to 32-bits.\n" - ] - }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a83d39117c5b4c58b072742a361ef12d", + "model_id": "d8e72d58883f4400a1ef256fd74c2442", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/50 [00:00]})" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "model_en.fit(series=train_en_transformed, past_covariates=train_day, verbose=True)" + "model_en.fit(\n", + " series=train_en_transformed,\n", + " past_covariates=day_series,\n", + " val_series=val_en_transformed,\n", + " val_past_covariates=day_series,\n", + ")" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "model_en = TCNModel.load_from_checkpoint(model_name=model_name, best=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6cc86cacffaf4dadbf0b7788438174d7", + "model_id": "f04132bc93e24902b75abcd756d867a0", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/434 [00:00" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ "backtest_en = model_en.historical_forecasts(\n", " series=series_en_transformed,\n", " past_covariates=day_series,\n", - " start=0.7,\n", + " start=val_en_transformed.start_time(),\n", " forecast_horizon=7,\n", - " stride=1,\n", + " stride=7,\n", + " last_points_only=False,\n", " retrain=False,\n", " verbose=True,\n", ")\n", - "\n", + "backtest_en = concatenate(backtest_en)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ "plt.figure(figsize=(10, 6))\n", - "series_en_transformed[800:].plot(label=\"actual\")\n", + "val_en_transformed.plot(label=\"actual\")\n", "backtest_en.plot(label=\"backtest (H=7)\")\n", "plt.legend()" ] @@ -512,7 +620,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -526,7 +634,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.10.13" } }, "nbformat": 4, diff --git a/examples/07-NBEATS-examples.ipynb b/examples/07-NBEATS-examples.ipynb index 76f01d4784..7178bb568f 100644 --- a/examples/07-NBEATS-examples.ipynb +++ b/examples/07-NBEATS-examples.ipynb @@ -33,11 +33,30 @@ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", - "from darts import TimeSeries\n", + "from darts import TimeSeries, concatenate\n", + "from darts.utils.callbacks import TFMProgressBar\n", "from darts.models import NBEATSModel\n", "from darts.dataprocessing.transformers import Scaler, MissingValuesFiller\n", "from darts.metrics import mape, r2_score\n", - "from darts.datasets import EnergyDataset" + "from darts.datasets import EnergyDataset\n", + "from darts import concatenate\n", + "\n", + "import warnings\n", + "\n", + "warnings.filterwarnings(\"ignore\")\n", + "import logging\n", + "\n", + "logging.disable(logging.CRITICAL)\n", + "\n", + "\n", + "def generate_torch_kwargs():\n", + " # run torch models on CPU, and disable progress bars for all model stages except training.\n", + " return {\n", + " \"pl_trainer_kwargs\": {\n", + " \"accelerator\": \"cpu\",\n", + " \"callbacks\": [TFMProgressBar(enable_train_bar_only=True)],\n", + " }\n", + " }" ] }, { @@ -79,14 +98,22 @@ "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "
" + "Text(0.5, 1.0, 'Hourly generation hydro run-of-river and poundage')" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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\n", "text/plain": [ - "
" + "Text(0.5, 1.0, 'Daily generation hydro run-of-river and poundage')" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], @@ -125,14 +160,21 @@ "df_day_avg = df.groupby(df.index.astype(str).str.split(\" \").str[0]).mean().reset_index()\n", "filler = MissingValuesFiller()\n", "scaler = Scaler()\n", - "series = scaler.fit_transform(\n", - " filler.transform(\n", - " TimeSeries.from_dataframe(\n", - " df_day_avg, \"time\", [\"generation hydro run-of-river and poundage\"]\n", - " )\n", + "series = filler.transform(\n", + " TimeSeries.from_dataframe(\n", + " df_day_avg, \"time\", [\"generation hydro run-of-river and poundage\"]\n", " )\n", ").astype(np.float32)\n", - "series.plot()\n", + "\n", + "train, val = series.split_after(pd.Timestamp(\"20170901\"))\n", + "\n", + "train_scaled = scaler.fit_transform(train)\n", + "val_scaled = scaler.transform(val)\n", + "series_scaled = scaler.transform(series)\n", + "\n", + "\n", + "train_scaled.plot(label=\"training\")\n", + "val_scaled.plot(label=\"val\")\n", "plt.title(\"Daily generation hydro run-of-river and poundage\")" ] }, @@ -143,15 +185,6 @@ "We split the data into train and validation sets. Normally we would need to use an additional test set to validate the model on unseen data, but we will skip it for this example." ] }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "train, val = series.split_after(pd.Timestamp(\"20170901\"))" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -175,10 +208,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ + "model_name = \"nbeats_run\"\n", "model_nbeats = NBEATSModel(\n", " input_chunk_length=30,\n", " output_chunk_length=7,\n", @@ -190,49 +224,62 @@ " n_epochs=100,\n", " nr_epochs_val_period=1,\n", " batch_size=800,\n", - " model_name=\"nbeats_run\",\n", + " random_state=42,\n", + " model_name=model_name,\n", + " save_checkpoints=True,\n", + " force_reset=True,\n", + " **generate_torch_kwargs(),\n", ")" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[2021-12-18 15:49:42,951] INFO | darts.models.forecasting.torch_forecasting_model | Train dataset contains 940 samples.\n", - "[2021-12-18 15:49:42,951] INFO | darts.models.forecasting.torch_forecasting_model | Train dataset contains 940 samples.\n", - "[2021-12-18 15:49:43,028] INFO | darts.models.forecasting.torch_forecasting_model | Time series values are 32-bits; casting model to float32.\n", - "[2021-12-18 15:49:43,028] INFO | darts.models.forecasting.torch_forecasting_model | Time series values are 32-bits; casting model to float32.\n" - ] - }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f09af60a0bb847c3ba349de59198a9c9", + "model_id": "b1d7887232854d218c2c985af1f68549", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/100 [00:00]})" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "model_nbeats.fit(train, val_series=val, verbose=True)" + "model_nbeats.fit(train_scaled, val_series=val_scaled)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's load the model from the checkpoint that performed best on the validation set. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "model_nbeats = NBEATSModel.load_from_checkpoint(model_name=model_name, best=True)" ] }, { @@ -250,40 +297,54 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "aedd57b443e94b73bae35f699cab65d7", + "model_id": "59ba1c2b2fcd4550b11c21b2c0e8730d", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/97 [00:00" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "pred_series = model_nbeats.historical_forecasts(\n", - " series,\n", - " start=pd.Timestamp(\"20170901\"),\n", - " forecast_horizon=7,\n", - " stride=5,\n", - " retrain=False,\n", - " verbose=True,\n", - ")\n", - "display_forecast(pred_series, series, \"7 day\", start_date=pd.Timestamp(\"20170901\"))" + "display_forecast(\n", + " pred_series,\n", + " series_scaled,\n", + " \"7 day\",\n", + " start_date=val.start_time(),\n", + ")" ] }, { @@ -305,10 +366,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ + "model_name = \"nbeats_interpretable_run\"\n", "model_nbeats = NBEATSModel(\n", " input_chunk_length=30,\n", " output_chunk_length=7,\n", @@ -319,49 +381,55 @@ " n_epochs=100,\n", " nr_epochs_val_period=1,\n", " batch_size=800,\n", - " model_name=\"nbeats_interpretable_run\",\n", + " random_state=42,\n", + " model_name=model_name,\n", + " save_checkpoints=True,\n", + " force_reset=True,\n", + " **generate_torch_kwargs(),\n", ")" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[2021-12-18 15:51:18,696] INFO | darts.models.forecasting.torch_forecasting_model | Train dataset contains 940 samples.\n", - "[2021-12-18 15:51:18,696] INFO | darts.models.forecasting.torch_forecasting_model | Train dataset contains 940 samples.\n", - "[2021-12-18 15:51:18,714] INFO | darts.models.forecasting.torch_forecasting_model | Time series values are 32-bits; casting model to float32.\n", - "[2021-12-18 15:51:18,714] INFO | darts.models.forecasting.torch_forecasting_model | Time series values are 32-bits; casting model to float32.\n" - ] - }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "5d90a2bc0e5045279fe1cdfdc2391a55", + "model_id": "c8617c1398ef4c6e9589310cb501d8ec", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/100 [00:00]})" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "model_nbeats.fit(series=train, val_series=val, verbose=True)" + "model_nbeats.fit(series=train_scaled, val_series=val_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "model_nbeats = NBEATSModel.load_from_checkpoint(model_name=model_name, best=True)" ] }, { @@ -373,46 +441,57 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d0729a13586442769be66af0db01dda1", + "model_id": "80997b3a992b4daa85838a21c5cdaade", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/97 [00:00" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "pred_series = model_nbeats.historical_forecasts(\n", - " series,\n", - " start=pd.Timestamp(\"20170901\"),\n", - " forecast_horizon=7,\n", - " stride=5,\n", - " retrain=False,\n", - " verbose=True,\n", - ")\n", - "display_forecast(pred_series, series, \"7 day\", start_date=pd.Timestamp(\"20170901\"))" + "display_forecast(\n", + " pred_series, series_scaled, \"7 day\", start_date=val_scaled.start_time()\n", + ")" ] }, { @@ -425,7 +504,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -439,7 +518,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.10.13" } }, "nbformat": 4, diff --git a/examples/08-DeepAR-examples.ipynb b/examples/08-DeepAR-examples.ipynb index 3511ffbad5..dd957040fa 100644 --- a/examples/08-DeepAR-examples.ipynb +++ b/examples/08-DeepAR-examples.ipynb @@ -53,6 +53,7 @@ "import matplotlib.pyplot as plt\n", "\n", "from darts import TimeSeries\n", + "from darts.utils.callbacks import TFMProgressBar\n", "from darts.dataprocessing.transformers import Scaler\n", "from darts.models import RNNModel, ExponentialSmoothing, BlockRNNModel\n", "from darts.metrics import mape\n", @@ -62,13 +63,23 @@ "from darts.utils.timeseries_generation import datetime_attribute_timeseries\n", "from darts.utils.missing_values import fill_missing_values\n", "from darts.utils.likelihood_models import GaussianLikelihood\n", - "\n", + "from darts.timeseries import concatenate\n", "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "import logging\n", "\n", - "logging.disable(logging.CRITICAL)" + "logging.disable(logging.CRITICAL)\n", + "\n", + "\n", + "def generate_torch_kwargs():\n", + " # run torch models on CPU, and disable progress bars for all model stages except training.\n", + " return {\n", + " \"pl_trainer_kwargs\": {\n", + " \"accelerator\": \"cpu\",\n", + " \"callbacks\": [TFMProgressBar(enable_train_bar_only=True)],\n", + " }\n", + " }" ] }, { @@ -107,14 +118,22 @@ "outputs": [ { "data": { - "image/png": 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VNS2ap59+mlWrVnHjjTf6r1xiVDOL5s03g6UrVFPBh7Vonn32We666y4uueSS0MdWZ8+SdcXDopIWTV0peOUnjC2aGkMpRq5Wk+CrWaiqmp2saiaMDmrVovEi+FLUyVdTQqNemxVV8HXEMLGCr2GUguBrJYvm+uuvr2gfQDUVfFCCdyPSait4r+O3tbXlX4fN11cJPrKCr2SaZB0xTKzgaxj1ruDVm/a8887j0ksvrdixq+nB16OCd1LkXuSvznwV9jypDX5s0ZQHEzFNcsIQfCk62UpB8ENDQzzxxBOBCcd+vJUrV4Y6fhhUk+DVXHYd1IKC7+zsdF3mtR3A6tWrtTOGVNSjgt/SazKsNCZPvmRy2HlZVr1S2TIAr7xtcusD/seM0yRrGE4EE5T0VaILa5GceuqpHH744fzkJz8JtJ39pnUikXIhqEXjdF4nk4KX83Kq0LVv/v7v/57jjjuONWvWBDp2vRH8rkGT2SearNsy/tkxXzT564vw8YsrS/DvPsPkzCtNnvCpLxOnSdpgGEa3YRhPGobRbxjG/rZljYZh/NQwjJWGYfwgUpQaKAXplELB33vvvQDceuutWuv/9a9/Zd26dUXHqyTBB1XwTh2qYTtZVeLSgRuRVzJNMoqCl9MjplKpQMdWBUfkTtYKWDRrNhR/NpALe0ewh7ZI+NuacVLv87nUVIsmqoL/yX+bLP1Sll2D1S1aFlXBDwKfAH7tsOwEYL0Q4khgimEYh0U8liecPPigpFNpD/6NN97gsMMOY+HChZEJPihRqghK8E7rRB3JqjvdXyksGtM0ufPOO9m0aZP2NuqxnX4br+M7xbxz585Ax662gh8cNhkaqb8Ki9fdrR+z+jNFVfDn/7vJHwXcfF+0/URFJIIXQqSFEFtcFh8OSLPxAeCIKMfygxPBByWdqFk027Zty7/WSY175ZVXXI8XhOC/8IUv0NXVxSOPPKK9jcS2bdsKbBKdRtFpnTAEr5Kik+3ht43O50649dZbOe200zjssGCaoxQWjUTQejLVJPjRtMm+nzV5//Lan1xcxTOvmlx/z/h7vyqadgX/iz+a/OYvwb9vJjO+zYZt1T1f5axFMw2QMqUPmG5fwTCM5cBygBUrVrB06dLQB3MimLVr1wa6GVRVNTg4GOgxeu3atRxxxHgbNjo66ru9erNs3LixaLnO8R977DH+4z/+A4DrrruOPffcUzdktmzZwvve976Cz/r6+nyP6xTrtm3bAtsO6pD7sbExre3dlO/69etpbm723T6dTvPAAw8A8NZbb/HOO+8UZLl4YfPmzQA0NRXfNhs3bnSNf8OGYr9i7dq1gc7X9u3b86937doV8FzPK3i3eUsvqZR+H9PrqUbWbrRGz/712U0smu3vX2za3ATMcllqBr5WwuCBxzuA7vz7DZu3k0q588HmzS3ADAB6d2X59OXWdfHWrelA8aa2NgBzAHjxjSFSqd6goQdCMpl0XVZOgu8FpuZedwPb7SsIIW4E5NDNSE2dk4Lq6enx/PJ2qAQxPDwcaNtvfOMbBe9bW1t9t29paSlYX4Vu7Cp5PProo8ybN0+bsO6+++6iz5qbm32P6/S01N7eHuh8gVWHRt2nzvZuVs7s2bO1tk+lUnR0dOTf9/X1sf/++3tsMY7ubosspk2bVrRs+vTprsd3miGsoaEh0PlSr+9MJqO9rSUiCm+tto4eksni7+CG598Z38frm+dw2Pv8n063DxcfVyKRSAS+VsJgQ1/hk1NX13SSSffYp60fj7lvYPweamryvydUvLppfD+vrW8nmdR7Oi0HyplF8zhwbO71ccBjZTyWI+moBKID9SlgdHQ0UMfdPffc47+SDSoR2y0a3bx+Vdlt2rSJ1157Tfv4Tz75ZNFnYTtZw1g0KvHp9peUwqJ566238q8ff/xx7e3kb+L0pBDUoqmUB+90WoJ66W+uH3/96POVsxx+8CuTO/4Q/nh/y11eM3IiPu1zS7lNdBW0w/UN5Xy9noL0WPVsmsgEbxjG/cBHgZsMw1hmGMYNuUX3AYsMw1gJDAshnoh6LC84EeJLL73EzTffrO2n20lKdzvTNAM3JlBYnsB+LF3CVAkeLKtCF2EJ3mmdMFk0doLX8XdLQfBq/Zu3335beztJ4k4WTdBO1igefJD+ISfSGhoJdGje2jC+k79pTlccdVbA9VtNvvgjk3+8IvyOXs7FemDOtfSrounWRqfHgo3WenP9eMymCVt6A21eUkS2aIQQx9s++nnu8zFgWdT968LpJvrsZz8LWJ2ZV199te8+7I3E0NCQVmdnf39/ETnpdLKWWsGDs9/rBNM0ef3114s+r5aCl/tQbSsnRK0mOTo6mk9VBP3zBeO/iVPdoKCFyIIqeDVNcuvWrVxzzTVcdNFFvts5hTUUoC1+8EmT7985/n79Nvd1/Y4bBLsiVuoYHLZy8FuaYe8F8NDTwTpZVaQDfpe3bclZG7fB/JnB9lEqTOiBThJ//vOfQ+1DVylt2eKWSOQNlSjsj926BC8zd/bee29An7C2bt3qqJgrmSZpJ3idp4CoCv7VV18tWDcIwXsp+KAWzWuvvRboqcOeBnvxxRdrbRdVwf/yocIdpLbo1dOJmkeuknEYi2Nb7gFpZje057q3KqXg5eCu5txlsqGo97FymDAE73WD6WRXQDFJ6Q6jV0u5SugoeHWdqBbNvvvuCzhnuDjBbSRlNRW8DsFHzYOXnvsBBxwABLO0SqngH3/8cb74xS9qHdc0zdAjq53yuQcDZFlKJb3f7tDZDsOjegOVvAhep7hmv3I7DI3IicP1G8TeXObvtC5oyRFtWA8+6AQp71jJVhj7WP83aj71lAMThuC9FK+T4tLZh65P6qTgg5aIlbno0rYJatHst99+gL4idcrsgMoSvL2RqYSClwT/6U9/GqiMgndbdt1112kdd3h4GNM0C6pSgt53drRoAij4vhxRXnN+ggW5rMeUxgNr1IFCKsE/8aI1cfgVt+hX45SNUE+nZdOAhkXjEnMQBW+a4+UZjHdb/zfGCj46vAgxqIKfNcu6knU7Tp0UvA7UG1R6sqeffjoQnOClgtclrCgKvhSdrMPDw2zcuJHGxkbmzbPytEdG/JknKsHLwWUnnngiiUSCLVu2aDdOXgre6/hhBnSpkPaMmt4Jer+Vo0UT4KeSw/u7p0BSErzG5R7VolEJ/mMXjX8J3f1Kgp/WBc1NFkGP+lg9bo2Sn/JXsbXPakimdcGe863jbtxex1k0tYJyELzu3JdOCj6oGpUE39XVVRCLFzKZTD7Gals0QbJRYLwmy4IFC/LEVQmLRtpus2fPZvbs2ZimqV2yQF5jURS8/J0AdtttN63jyqc7e4e/1vlyTJPUOiygEHwnJHMdhZVW8Cr8VLiEtGh6OsctmrCdrKMBFPw7uUtpwSyYZ42ZYkNs0URHKTx4eQPPnGldyboE76TgdXKVvQj+nnvu4dFHH/Xcvq+vD9M06enpYf78+QDaZOXmPeuQhlMj8Ne//lXb0lqzZg3vete7AIvkZOZMJSwaqYa7urqYO3cuoH/OSmHRfPvb385/3+nTiwZ3O0ISvLw2JPQaxOLPwlg03VPGM0F0LIeoCt4ti0a3zIKq4KVF46fEvTpZhzXHDsinm+QsmJP7eTcFz6AuGSYMwXspT10PXu5DTmqsa9E4KXgdgldvfKksVQV/5JFHem4vM2imTZuWH13Z29ur5VOqdXNUhFXwY2NjPPTQQ77bAvzgBz/Iv95tt93yo3iDEPz3vvc9rr32WpYsWVLwuRdGRkZIp9M0NTXR0tJScM50ELaTVcZ28skn89GPfpRVq1bl49GBvDbCKPioWTSqRTN9qqVkd+yKlkUTtJNVhW4lzN5+K8aezvFsFr/OUjcFf+FPumlfarJ2o//33prTOLN7rMYFoLeC1TPtmDAEX02Lxqkh0CF4lYjtCl4HsmGZNWsWLS0tdHR0kMlktCpLRiF4+zpz5lh1N3RrnE+dOjX/OpPJBFLwkkgXLlzIhRdemLd3dPLg1UY0kUjkCV63IY860El2oMsGTZfgVYvGMIz853o2XvFnugSfHjMZGoHGRpjSbpEljNsfQY7b2BDMh+4fcl4/uIJP6Fs0Lj/haymLP27/g/9xtyrpmfJ87Qg25UFJMWEIPqqCf+655/KZJUEtGqdBK0EVvEyTlE8PEl5qXBa/ktv09PQAenHbB0hJhFHwslHSHTegpp8eddRReYIP0skqVbT8r6Pg7VZHkPMF0dMk5XZBCV5tmH71q1/llXxoD15TBUt7ZmqHlRWWJ6wQaZJT2sav45FR2DngTfiuHrxmh+cONU1SZtH4WTQ+l9D0qd7LAbb1Wd9rRndiXMHHBB8ddgWvjhLVUfDyUR+CWzRO+fJBPXiAvfbaK++lS3gRh1TwdoL3i9s0zbyCV9U0VIbgZeNy3HHH8fnPfz6UBy9/X/lfh+DtNlhQiybqQKewBK8q+JaWFhYuXAiU36JR7RkgEGHZybK9tTCQ7o+bZF08kfufMLn2V8771bZo1DRJzTx4P4KfplHBW1Xwne3WpOMDQ9WrRzMhCD6bzRbdYKpf6UfwdpUc1KKRxCGrDUJwBQ/w4Q9/uIg8vEhAKngZr64iHRgYYHR0lPb29iJftxIELxuX8847j8bGxkAevN3uiELwug2ihKrg/+Ef/sExLp2Yoyh4IKClVfyZNsHLDtbcJRJFwdsJHtwtk09+zZ0MtS0aRcHrePB3/MFk+dXeJKxTpHVb7mF+xtTCp55qqfgJQfBOpKQSl59FYydjadHo3vjSolEJPp1O+/rC9oblsMMOK2qMvG5iu4LXVaRSQc+YMaPIbtAheDsxyXOtO9pSEvyMGVYeWRgFL+MOQ/Ay3rAWTVNTE7fccgt/+tOfOPvss4HyWjT2NEl5jfj9Vr27TN5yGBYxNKI3YMiu4AN58Lafo625+HhuHbHNHrerbprk9hzRFlg0HtvqFDXTOXZewfeMHx+q19E6IQjeiRjU+up+F7M9va8UCh78b2A7KXV3dxc1Rl6k56bg/RomSbDTp08vqh0fhuDDWjR2gtchvFIq+CgWTXt7O8ccc0z+OtMZ6ORE8DpEa2+YdBrEv75oss8Z7tUYdawON4umVArejeD3W+y+X10FL3PP507Xz4P3g07RMbUGDgR76ikHJgTBO5GSSpR+o0LtN7i88dWp7NxgmqYrwfvZNHbV19HREciicfPg/QhLVdBhFLydWCTxBLVoZB54pTx4t07WMBaNhHwdxKJpaGjI/84659set8752meRVap2q21owpTcfCk6Ha2yo7MrN4BWEn3fAK7+uYSdvFsdFLwbYe69wH2/OgQ/PGKyYxc0NVpEm8+DL2EBNDfI8z0j17VV7Y7WSUHwflaJXcHL1Dudm29gYADTNOno6MgPnJEIquDb29sDWTR2Ba+rSL0IPpvN+pJlFAWfzWbzhBqF4O0WTdA0SShNJ2sQglfPdRCbxq7gdSyaaV0J/vWM4oTzLknwGu6QLEomG4WmpgRdHVbDsdMnE9du0TQXJx7hprsaPVhJh2TlwKI506GhITHuwUdV8H559FmT7TmlPiNW8KWDEzGoN1NQBS8JR4fg1fz1a6+9lmOPPTa/zE/BOxF8JTpZVYJVz5Out2s/33IaPR2C7+vrI5vN0tXVlT9elE7WIGmSpexklagEwYdR8DA+VF6FLJ0bhOA7lNkkdX14+y3X2Kiv4J2yWU4+yvqvo+BVewYUiyZgVUg7/Ah+16DVqd3VMV7/Ju5kLQGiWjR2BR9EUUrSmDp1KgsWLOAPf/gD7363VUYuKME7WTRuMWQymTzBy4FGuoQlSaWtrc0xndTve9tJSRK8Tier9N/VYfpR8uCjdLKWYiSrDsHbbSWIpuB1r0+nzspABJ9bp0MpYqmrSO0k3eSg4N0IU247Q3E8W3MPtjoEL0spyAZOt5qkH/waiCGH8xWk36IcmBAE73ShR/HgVSXr1wnmNAJVlnUNo+B1LZrNmzeTzWaZOXNm/obXVfByny0tLQVkpfvkYo9Jfl8dBS/VqJp/r/vkAKX14GWfiS7Bqw2jhM7xS6XgK07ww9a139E6bvVoK/iikaz+60jIU6neekFIWir4PMFr5sH7wW97eU7blUnJuqdY506WTqg0JgTBl9qDb2ho0PZ2VQUvEZbgg3SyyrLA6sAoSVx+E5XI89Xc3BzKonFT8EEIXk1jDWKJRcmikUQuf6uOjg4aGhoYHh7WKs8sv5/8vlBZD17+vrq/k5Nqbg5Adk4Kfmquo9VvSj07eTc5WTQ+Cv7977H+NzcFU/AbtlnHkhaNbi0aP/gNVhrOtbdtCsHLDmq3kbnlRuQ5WQ3D+C5wOLAG+JwQIp37/GjgNuANICOE+EjUY7mh1Fk0YJHO8PAwo6Ojnnn0pVbw9u/iptIkwcta6jBOXH4E76bgK+HBOxG8rjUE0SwaWStn0aJFgDUQpbOzk507d7Jr1668ZeOGsARvjxmqZ9FI0tep9uhkOegSfJFFE0DBy22XfzLByUfBRw6CH9xlkatOeqec5Hp2j6WeK2XR5Ale6bOQBB91jtmwiKTgDcM4EEgKIY4EXgZOsa1ypxDi6HKSO0S3aJzK3OqSXRQF75Qmabdo/BS8SvD1quArZdG8+eabAOy55575z3TPGURX8GE9eClApAUXluB/+tVEIIJ36mSVWTg7Ayp4x05WNwWf27alGc4+IcHu8xO05lSxjoKXZCobo0p1ssoG0UnB1yXBYyn3B3OvHwCOsC0/2TCMlYZh/HPE43iiXAoe/G+iUir45uZm7U5WL4J3Kn7mtM+WlhbHTtawHrxOJ2tUgnezaPystKGhIdavX09TUxMLFownWocheNWD18niiWLRmKaZvz7lE4buE4+amnj0++Cs4wMSvPSUFYKXpOmfJllI6EE6WeWmqm8vSfqN9aZvv5g9fz+ILeUFvycAqeDbnQi+Ti2aaYAcDN0HqDMYCCA37Sz3GIbxqBBilbqxYRjLgeUAK1asYOnSpaGCcJq8Yt999+WPf/wjYOWqp1Ip1+3tE3akUqn8zfj222973kjysb+5uTl/DHmzr1+/3vO4dkJbv359UaOwYcMGx328/vrrgKUm5XJJUjt37vQ8rsxkGRwcLCBGOY/sunXrPKeWszcgsgEdGhryPK7ctzyWXFcS5/bt2323l4S4bds2UqlU/v3WrVs9t3311VcBawYpddYrSbRvvPFGXiG7QX7vXbt2FZ3z3t5e1+NLgna6DlOplGfcu3btIpPJ0NHRkZ9eUF6Pft95x45mwCq7MZYeIZXazlh6GtDGpi3bSKW8G5ftvda6Q/3KuplOoIv1m3aSSrn3tO7o7QLUOkfFDeCGTVtJTS++twYHpwOtbN++lVTKWj4ybB33pnthXncfyz/h3sJs3WFtPzxgbd/bnwDmMjKaJZVym9Jynsvn4+jtGyCVchdP6za0AtPBHCaVsjLZhges32Bb7yiplHOJ7qhIJpOuy6ISfC8gvYluIF+DVgiR//UNw7gXOBAoIHghxI3Ajbm3obuZ7SNIAf7t3/6NN998k/vuu4+mpibPk6BOkH3VVVeRTCbzKm3GjBme20qSXrx4cX49qbQ6Ojq0jwvWD+VUNM1pH7Lm+z777JNfLtMl+/v7mT9/vuvE35LUZs2aVWA3yNfTp0/XivuUU06hvb2dU045hUQiwdjYGHPmzPHss5DL5syZkz+GrP3T2trqeVwYV+xz584lmUwW1JXx2vaZZ54BrAlG1PVkuYT29nbX7W+++WZefvnlfEOm7kOme3r91rKxVGOUll5XV5dn3LKEtfxNUqlU/pheMQNsGTSRt1VHu3VuO6dkc7HMIJn0nnkjm7DWXZgcXzc5x9qn2dhFMll830m0txcSektT8bF6ps10jKGp2dp2zuzx5bNmjH+Xf7tzKt9a3uN67NGcib/7Imv7niFr23SmweN8+Vt8LW1TSCbd52vofN06Tk9XW/4424etz0bGWnyv7XIgKsE/DnwJuBU4DnhMLjAMY6oQQjZ3HwSuj3gsVzg92re3t/Ov//qv3Hfffa4WzY9//GN27dqVV4F//OMf+chHrO4CXdtAqn9JFBDeogGKasO4PT3IfasTMcsaKUNDQwwMDBRVirTvM2wnqzxfF110EYceemg+joGBAYaGhjwnLamWBy+f8lRLC/QsmnPOOafgfSWzaOSYBrUDWNeiUW0ReVmF8uBL0MnqUELft5PVyaKB8VRNN8jYpD1Ssk5Wn+3zHvxE6WQVQjwLbDIMYyWwH3C3YRg35BZ/yjCMJw3DeBxICSEeiRaqO9wudHlDuRH8ihUr+NrXvpYnaem7g/5NZK+MCOME73fzOpGCXXW77UMSvFpUDfQIK2onqzwn6rF1O1q90iTLmUXjNnG1PF86dYckKplF40TwYTpZG6MQfAgPvihN0oFpgnjwrYqv7UvwNg++qdFqYMYyMDIaPh/dr5aNkwffmbtU6jZNUghxse2jc3Of3wzcHHX/OnAjJGkHOBG82lEjSUklLN3cbEnw0mYAfQWvU0nQ7SZ2GnQD1qP/5s2b2bVrV5Fate+zpaWFK664gj/+8Y9cccUVPPig1V+uq+DVBjEKwZeik9WP4KWlpZIzBOtklXAi+CBT9oE+wcv+EieC9ztfkQneKU0yR5p+WTR2BX/uCf385rEpBSM6XRV87nP1YVbmwYM/wds7WROJBItmW6WT12y0CrGFgW4nq1sWjWmarrZpuTAhBjq5kaAkeCd1pW4jsz9UgtclHS8FHzRN0glhFbxXJo387s3NzXzgAx9geHiYSy65RPupxUvB+2XSlMqiCargZVyqpQXRCV4ni6cUFo1TaYcgWTSRLJoQloN9//NnZNl6b4L/c+T4Z34DnQosGoXgZVVLJ5immY+tU2nL98zZ32949+F7wi8Lx4ngW1usYmfW00P4Y4fFhCD4MArej+B1b6IoBK+Tux1UwQexaOR3lN9bVxl6KXi/71wqiyZommSpFHxDQ0PBWIVqWDTaaZLlUPDaaZLFnzU0JLj7igQfs7ptAhG8+rqrsI0uwNCIVeqgtWW84BfAnrkB36+XkeCdPHiobqrkpCV49caSN39QBT82NkZfXx8NDQ0FKXalVPB+naxhPHhVwauQ73Xz6NVj6xJWqS0a3WqS8jcOquDtNlp7e3vBY3bYgU66Ywe8PPiyWzROnayaFo3b/hsaEvnJMPxq0aikrjYoXrHnO1gL23H2ymXjvJEK5sEfuBccZ1gnwn8kq7Xv9pZCG6aaHa0TguDDdLKqRCRvlKAKXvVHnW7eUnjwboTp5cGDN0nbFbyEJNrTTz+d3/zmN74xqdtXiuDDWjRhCd5+7difAMJm0cj+Eb+8/yidrFGyaNJjJmMZa31VCYe1aFT4DTySCl714NXiZl6jWe3+u4S0aIIo+I42ePanDZz98QHPeCWcLBoYb2xigg+JqBaNRFAF72TPQGUsmlIoeDeCB/jnf3YffCxJvFQKPtgk0tE6WUtN8DrHd7JoFi9eDIznubtBNtRO1TfLadE4qXco7jR0g9fDqV8MThbNke8df+1F8E7+O8C7Flr/X3nHfVs75PGbm6zvqVsuuIjgYwUfDWE6WZ2IKGiapNNk2xDOornrrrsc1wmq4HXS/vwsGigmMgnTNB0biEopePuxg3ayBvXg7TFFUfDqU54keDkS2g2yYQrTIDoRvPzvR/ADuUu33eYnNzYmaGuxSvl6lRz2VPA5gverRaPmzh9+QIIffsF6kvDqrLTnwEvsvcDa31sbYGhEz6aRP5dfvBL5NEk3Dz4m+HCI6sFLBE2TlDeffVh/UAX/ve99j1NOsddpsxBUwctYvAjez6IBd4IfGxvDNE0aGxtDdRpGJXj700O5FXwpCd5Jwa9Zs8ZTCXsR/H/913/x/ve/37FYHhRaNLLbQH72ytsmy67M8vo652Ovz1XvcJoVSk7hN+BxeTt1skrkLRo3D94hDx7g8P2t/zoK3k7wLc0J9kpa/v6rmireruBDWzRVLBk8oQney4N3Ik6V4HRIx23wTFCCt49eVeFEmKZpOtokaixRFbz9ycBvWx2CN00zskUTVsGHzaKJSvD/9V//xU9/+tOCdcEqWzB16lT6+/vzfTlOkOdLFRFqw/zUU09x/fXOg8TVzmDZhkiCv+G3cMsDcMJXnQl+Ta5cz25zipdNyV0aAx6E5aXgdS2aBlvKuE5NeDeCB9h3N+v/37xdsTzstlaYPHg1lljBh4SfRaOj4FtbWwtuCB3ScVPwkux0Cd4+8fUzzzzDiSee6Hp8lWTtjYMkThmbE6IoeLeGRYfgR0dHGRsbo7m52dEOi6LgddMky6Xg3RqYk046Kf9a/a0SiYSWTeN0jdmvN62pDm0EL/HK287rr8nV5Fo8t3hZnuA9Lu9InawOFg2Mj2b1smjcOlkB3p0j+JfX6lk0RQrex9byTZOMCT4c5E142mmnMW3aNG677TYgmAdvJywd0imVRWMn6SVLlvC5z33OMU71MyeVrWPRRPHgoyh4tyceXYLPZDJkMhkSiUT+ty13mqQfwes2MGqsEjoE76Tg3WoMeUGeHjvBuw2sXLvJIrXd5havkLdoPBS8l0UTppMVgil4eycrQE+n9V28GiYV83OD05sDKvj2GlLwkUsV1AIk6Rx++OHccccdeSUeJIvGTvA6Ct7PovFTVl4WjSQ9p9hlw+FE8DoKXieLxk/B27eNQvC6Fo2q3uVvXO6RrKXw4O3rSgRR8Oo5swsKnXTbTJ7gE6iFW90IXlo0Xgp+0OPy9lbwVgzWFHjFAbh58FoE76Hg5ZODXwfzFz9l2TjX5Tp1o3rwne3W99016Px9y4kJQfBq8SzVZgli0biRXSUUvP3G143d3iiBngevY9GUw4OPquCdGiYdgjdN09WDb21tpbm5mXQ6zcjISNE5LSXB2xvysBZNKAXvYtHYfW6JtR4evCxd4NnJGsWDd6hFA2jN6mSRKHS1F38xr2yYhobxp5wP7Jvg31cklO30LBrfPPi4kzUc3AhLvfnsKsfPooniwQdNk3RS8JLgnUjPS8GX26JRG1MVlSB4p4ZNh+CHh4cxTZPW1lbHxtRLxVdTwWezWUdrKYyCD2rRbMuNk5vVU7xMx6IpxUAnVwUfIk0SoMlDwavHst+O+Um7fSyazb3W/2m2atmxBx8RboSVSCRcPVI/i6YUWTR9fX2e25dTwYfpZHWqLWOHjMcecyksmi1btvDAAw8Azg2rHFgWlODdGmIJL4IvxUhW+7oSfgSvzgGrbmv/Hjpz4WZcCN4tgctpwu388TU6WT3TJP3y4DU8eLdGTXayOnnwfgpewn7cJg2LZnDYJLXFagwWzi5cFhN8RLipSnDvaC1nJ+usWbNYtGgRO3bs4JprrnHdvpwefBgF75TXbodTTre6vg7B2ycEUeP4+Mc/zvLly2ltbS0Y5Xn//fez3377FcVWboL3U/BeDbEdQS0at7jt596rMZdwVfAu6zsVGpMod5pkvhaNLdbGxgSNjVbKp9u2XgreK/9etarstlW+YfD4TrJK5R7zock2e1WcBx8Rbp2G4H4DlqKT1akDTB7zO9/5DgBPPPGE6/blUPB+Fo1pmvl92glePZabQioFwbtZNBI33XQTALfcckv+s4suuij/2smD91LQbh2sElEIPkiKp/2c9fT00NzcTH9/v6Od55RB4wSdyUryefC2XjcniyabNfM2iN1PBr2BTloWTcA8ePC3aTwtGo+GpUDB2xuWBus8ZTLWuXGCrHGzl8OsfLGCjwg3RQrug51KoeC9bkBZv1vHovHy4EudRSPjaWpqKpp8QG3M3BRxJQjevk/7foMq+Fol+EQika9C6jQa1U1AuK3nhSAWjbRn2luLZxgDmNIm0w09atGUIU0S/DNptBS8k0XjoeATifH99bq0pa9Zc8nHBF8OeOWFuxGlXxZNlE5WdXuvG1+nkzWogpckNjg46DnRidPTjvpd3RRxOTx4t5G86u/pRvA6efDSo641gofxOka9vb1Fy/ysJft6XnDLonGyaLzsGQhu0dhJT7uTtfh0+RK810CnJl0P3uG4C2ZZ/9/Z7HzctRutE7zH/OIzGhN8RHgRnpsHX4pOVi+FpVOsTNogQS0aLwXf0NBQQPJ2ePVXqN+1kgreDaVW8G4dx5UieKeGzEvBl9KicfPgvRR8h3M3jF4tmtztdu2KBH+9vpD0/AjeqR68hN9oVq+BTl558F4KHsY7Tt0IXjaKTset5oQfkfPgDcP4LnA4sAb4nBAinfu8EbgJ2BtYJYS4MOqx3OBFeLoKPspAp3IqeKftvRo0sAh0cHCQgYGBog5NXQXvR/D2mCtJ8EHz4GtZwUuC91LwpbRo7KTp5MHLUsH2qogSOlk0Mif8k0fAjO4EKaUNCluLBjQsGo2BTn4K3qnR8yN4GY9Tn4VaD77S87JGUvCGYRwIJIUQRwIvA2pJxBOA9bllUwzDOCzKsbygo+DL4cF7PULrKPiwnaxeDZoaj5Oyc0uRtMfqR/BNtt66elDwtUjwpbBoIil4B67xSpEEPYtGzvjkNH+qF9GapumaRQPeBK/Oxxq4k1U5D05PDgtnWyu8s9m532F4pDC+guM2WSWWs1nvEsvlQFSL5nDgwdzrB4AjNJeVFF4E79bJqmvRhMmiAT0FHzZNUkfBg/ON79Uhrar9SnrwOlB/h1JbNJJAnZSwbppkNS2aKB68k1qVdoO9poqEJH63UgWmadKXC2mqQ+heRCt/xkTCuYPXy6Jxm49VQreuuxMW5Ub0+ip4H1tr0PbUY2W1BZtGMAiiWjTTgFzdOfqA6bZlO12WAWAYxnJgOcCKFStYunRpqCDkBd7b2+s6BVoqlSogBnuJ1rGxsYJtJaFs3rzZdZ/yBuzt7S0iNrn/wcFB1+0lWe7YsaNonS1btuTjsC975x2roHU2m3Xct2xc1qxZw6xZsxy3bWhoKNr2zDPPzOft9/f3O+5782brCk8kEgXL5eQnXr+B/E7Dw8O+U9XJ9Z3Wy2Qy+c/lcXft2uW6zw0brEs0m82STqeL1pPkvGnTJtffQcJ+XrZutQqnO/1Odmzfvr1oHdlQrl27tmjZ+vXr86/lMqf4vb47WFMDDg+PkEptp6+3FfVWNLMZUqkNBVu8k2oBZtCYsLaxY2igGZjJ9r5RUqltxctHIJOZR2uzyZbNG4ri7uu19t8/ULx/a9akeTQ2mI7fKWHOAFpYt2ELye7CRnVrXwMwh46WbNF3Atixw4p7YKg47kxmNmD9Fpu3bCWVGm9B0uk07Q1bgRm8/o7zOenbNR1opX9n4bYSrU3W/t9cu5GRgXExcs61PTz2QitP/XgzU9rCEX0y6ZC6k0NUgu8F5Fxi3cB2zWUACCFuBG7MvQ3djEmi3G233fJzXUpIG2PmzJkFJ8JuMUybNq1g+bvf/W7AunmcTqCsXdLY2Miee+5ZpDak72uapucPADB79uyidWRjlM1mi5bJEZ0HHHCA477l/J3t7e2u2zotSyaT/OxnP+Oss86ira3Ncd9ScTY1NRUsX7BgAQBPP/00N998M5deemnRtvJ3Wrx4se85AeuJIplMFqnznp6e/PYyHdUtXhhv8GbNmkVzc7Pj9war0bIvsz9tLFq0qGAdue9MJuP7nebOnVu0jjxvTteJvEbnzJmTX5ZKpYrWGxwcZP78+S7ernXumppbSSaTzHnHRL3Vmpoai/bX8Za1zrSprY7fac8ha/nIWIvj8g1breXdnQnHuOdutJY3NhXvf3jEWtbQUPxbAHRNsb7P1O5ZJJOF33cYedwGx23X78ztu9Eh7sT4NTZjxsyCfadSKd61+0zAZHjM+ZyYue2T82YWxZWPext0dc8tWP77J63tXt88j+MPK703H9WieRw4Nvf6OOAxzWUlhZcnLW9Au8K2Wy/2R2+pfKVCs0Mdlel0Y5UzTfL1118HYK+99nLcr1cuvPR6JVHb4Wd5+GXRAFx22WWO27qNZHWDPJZ9AvFSp0lGsWiqlUVz/vnn51+PjY35lkoIUosmb9G42A1Tc6dxp4sz5OW/g/fIUK8ceDUmJy/by38Hb+9fvXycxvj51d/x6mQF/wqc5TJpIhG8EOJZYJNhGCuB/YC7DcO4Ibf4PmBRbtmwEMJ9SGdE6OaFO21jX09i5kyrGLT9EV1Cdsi5+cmlSpN0Ig5dgnfy4KV1ZJ8oXMJvZKifB+8Fv3PmdqwdO3YUfK42qDLev/zlL67lAvw6WStF8GE7WZ3O17XXXsvKlSs9Zy1T4TrQKUQnq/TVdw46L+/rL1zPDrlfpwbCj+Dz/r9DBo8fwXvlwasDVJ20gkwZdSNomTXk1MkK43G7NRA+1a5DI3KapBDiYttH5+Y+HwOWRd2/H7ymrwN9grffuFOnTqW5uZmBgQGGhoaKlvt1GJZLwY+MjPD222/T2NjIbrvt5rhfrywaadFIa8MOP0Wso+Dd4KXgW1tbi34T+d3t30M9J/Lcvfrqq1x55ZV885vfLNp3OTtZK5Em6ZaG+8EPfpD29nb6+/tJp9OuWVXgMdDJI03SLQ++S1HwTml/fgp+b8uV4tV3IJMxaWwc395rkJMakxPR6ip4r85dKCR7CV8F71HaATQUfJkkfN0PdEqn05imSVNTk+MN5EbwfhZNIpHI2zROKt7PboiaJumWRSMnaV60aJFjqiN4WzRSwbsRvK5F45YH7wUvBb9mzZq8Hy0hv7v9acKJ4GG8ho0dlbBo5GTkXnBqyKWCD5tF49fA9ORO9YF7Wv+DKHg3i6al2Ur7G8uMK1cVfgq+uzNBcpa17dpNhcvkZedWp95LwXtVkoTKKHg3gs/X0HdpIGKCd4HbDEMSbgRvJw2nm9+L4HUtmrBpkirRqmQr/Wg3i0WNycui8SP4TCbDU089xfvf/36efPLJ/HJJrvZOard6Miq8nnrmzp3LMcccU/CZPJa9sVF/O/XcuRFhORV8IpFwtUns15hTAyCP7TTqWGegk181y6duTPCNM+Ga83OznLkoYxV+pQpAsWkcbBY/BQ/jE2C/tKbwcz+LxksJl1PBtzRbKaWjaRzTGqUH3+pG8PXowdcCZAerm4J0I3g7aTjd/F4drX4KXmckrBfBq/OOqkThRrAqvCyaIAr+2GOP5amnnuKjH/1ofrmbRTN9+vSCPgH79x4ZGSGdTtPc3Oz6W9k/D6rg3RR6KRW8kw3i1pj7vVdjciL4Uij4vRYkuPzzDfR0ORO8E9kN5oqIdbS6Z3V4dbT6KXiAfRdb/198q/Bztwm3Jca97GJK9CV4TQXvpKYTiYRn4+Kn4P1G/5bLg697gi+VgncieK+OVj8F39jYSCKRwDRN1w5LL4sGnNWZWg3SDV4WjfTg3Z4AVA9ezTGXcLNoGhsbefHFF/OWg31UqM4gJzt5ymPZz1+1FHxra6vnoDQ7yfoNroPx69Pp2DojWYP0AYAewftZNODd0aqj4JOzrMZjS28hm/p2suYaHUcF71GmAMZLJTtl76gEO9dZ+3h2lOp2sqrWklp62Kv6ZhTUPcHrDtsPo+Dnz58PwFtvvVW0TCflz6+j1auTFZwJvpIKXkJtgNwUPFjfV3Ya2lMbJeF7nS83BW//rdTzocbhptCjZNGox3JrIHQVvFO/RrksmlQqxfr164saRzvBO5FdVIumr9/MreP+BCAJ3G6HyPehPPjcfKydDvOxwriCd7Rocse97p8THPIe5+3dFHw2a+afClpcCN5JwatPEmFG1+qg7gm+nB78IYccAjhP2qGT8ufX0aqr4FWi0CH4UnnwEmp8fsd36zQMo+B1LBp1ujq3Ik5+Fo16jdhJWD33UQh+6dKlHHrooa7Hdmpcolg0hx12GMlksmg0qI6C97MbwNuikTXTvRS8JHB7m+dr0Xhl0UgF79LJqpMHv+Ik520Ljm1rXFT/3e0a7MjV0B9UauircXhNJB4Fk5bgdRT8EUdY5XOeeOKJovV1CMtPwXt58BBewUfJonFKk1SP5ffUMXWqNXi5lAreTvDvete78q/V/hG3mix+Fk1DQ0N+mX1+U/W3s4+SlnAbsyDjnzdvHg8++KBjQy6POzw8XHSNRbFo3KdlLNzeiezkZ83ul5inRfNmrkqArN/iBHn52K2JauTBq1aJV6XHDhcf3S9FEpQsGlXBK5e134TeYVH3BK/byWq/+XU8+IULF5JMJunt7eW1114rWKZDWLoK3o0snVIlo1o0ctBQkJGsuhYNuBO8ToPoR/AzZszg4osvLiiDoEPwfgoe3G0aSZzLli3jrrvuctzWT8F7ZRipjYtdhESxaNyqhuoo+DzBe2TceCn4V61yR+yz0H17VwXv68Fb/8MQvFsWTT4104cNp7g0LjpPPE7FxtSGZjS2aJxRKgXvdvPL3Gx7cTIdwvLrAAvTyeo2n6oKN4vGNM38eXBThVEJ3s2i0WkQ3SwaGcuSJUv43ve+V7CPuXPn5l+7lc31U/DgT/BHHXUUe+yxh+O2bmMWdDrE1WOr12g6nWZ0dJSGhgbPMQZBFbyd4LPZ4nlGJfF4pVTmBzvZFHz/oMn6rZYX7aXg5eVT5MHrKvgQaZINDQkSCStLJpMZP7Cf728/9sBwYcqrXwcrOFtLBRaNe7JdJNQ9wYdNk9RR8F7b6xCWX6pkpS2a0dFRstkszc3Nrg2ErgdfCQVvz6JxOuY//dM/sWzZMsDfoomi4L0aVL8sGr8xAk7XmGrPeNkGfgTvp+Ch2LKQCtfborFi2jlQyNDq5NPqCFU7/BS8m5p2U9HgP9AJnFW8V/15p2Of+DUT4xwz30j41aEB55GwsYLXgF9t9CgevNf2URX8448/ziuvvAKEU/BhLBodonPy4MNYNGEUvJ9F43TMtrY2rr32WsBZwZummbdowih4rxmwJOTvfMcdd3D77bfnP9dpHNyOrTubk9M1Ypqm67GdCN5uWaR1CN7FonnWKpOUL0fghqgevFM+uZ+CB+eO1qAKHuDpV+Hlt63XpVDwo+nyDHWKXIum2ihnFo3X9kHSJJ0UvOzABX8FHzaLxk5WOl60k0XT1NTEpk2bmDZtmm8nqyxVbK+totMgyqcxCR2Ch0KCtNdGSafTZDIZmpqatGwte/6+TuMg93vVVVcBcOKJJ9LV1aVt0ThdY7qTfTiJiEwmg2maNDQ0FJ0zHQUftpM1mzW59lcWUX3sUG+2dEuT1B3oFMaDB6Wj1UHB+3nw9to88olBq5PVIYdebVhjBe+CUo1kdbv55fb27IogaZJ+g1BKPdBJ/c5qQ6aj4J0IfvPmzSxcuJD3vve9+X24HV8SvL3PQkfB26tG2j14r87o5uZmMplMUWOq06jBeN+B3VryG2chj69CTtQR1KJRG2Sd8wXOIsBrWkYtBR+E4BUNsXYjPP8GTJ8Kyz7mGXaeTO0WjSR8307WEAOdwDkXXlfBT7G18ZLgdTpZpW3Ur1o0SgyxB+8CPwXvNpDEruBd81dLoOD9CL7UWTQNDQ2OcQchePX8jI6Okk6neeWVV7juuusA90ZJErydrHUUvF2t6ip4db8XXHABK1euzH+u08EK7p3DQRS8xLp164DgFo36W+kSvNM14jUtY2szTLPt0k3Be3Wy5i0a5bYYypHU7B5o8yhzAONk6mbRBB3opM7H6uXBy+/0wpvwgX/K8qdVZngFnzte3qLxIHg5JqBPaRBjD14DpVLwbnBLYQs70CmTyRTZF6XuZFXjUlVhWA9ehTzffhaNneB1COvzn/88y5Yt4zOf+QwQjOAlSd5000186EMfyn+u853Bve9AEnwQBR+U4KMoeKenRC8F39iY4ImfJHj9FwkWWKWWihR8vpPVi+AdFLyO8pdwU/BhBzoNj1r7amm2ql26QcZ24tdM/vcl+OiXzQAefOEKeYtGo5O1O0cTvUo3UaEH733ssKh7gg/byeo3A47f9mE7Wd/97nfnSVCi1J2salxqx2NYi8YJ5VDwHR0d/OxnP+OEE04Axn8jv3RSr/3qKHBwV/CyQQui4OW8t7q/VRQF72TR+HUM77MowZ7JhKMfDeEtmiAE7+rB+3SyWqNFi6s66vjvamySnK00Ueu1n4K3f69dNovGq5NVPvHsGhxPS40VvAaWLFnC+eefz8EHH+y43E2B6yp4J4I3TTPQSFZ5w2UymfxsTCrKoeCdMmnCWjResdkhR8i6EbzOdH327+3XsQv+hcZ0PXhJ8NlslgsuuICXX34ZKK9F43SNBVXwTz75JJdeeikjIyOeFk3Bti5D9wNl0Si3lVShWgrewaLJZk1OvSw3y5nLT61WdVQzafIE792OF9lOs6fpe/D2bWXVzC291n+v6plNTQk6260cfBlrJUoV1H0WzdKlS1m6dKnrrPJS9XlVJPSC0803NDRENpulra3Nk2jtCt6poJQaox1eWTR+N2+5LBoJP4vGrZNVZ7o+N4L3UvBuI3ODdrJKgv/973/Pj370o/zyIBaNVPBR0iSDErxMFZ06dSonnngi4J3aCeOE5dbJ6unBOyn43H5aQlo0z78BG7YVLndCV4elwHcNjlsfQRW8xIJZ+grefj56+00gweo3rRZi/929W4ieTivu3n4r7rhUQQngZjnI9+eddx4PPfSQ6/ZR1JVdwbsNxKlFBR/WolGJUm1Egyh4+wQaOgTvVlsnaCerzKKx/1Ze29t/C6ngdX+rKNeYfd9vvPFGdAWvYbW0t1o++fDoeA53KItGucxUD9tLTTtlpOgMcoJiIk3OjKDgc5fI829Y/9+7p/f2sjGS21XCg4+k4A3D+C5wOLAG+JwQIq0sOxq4DXgDyAghPhLlWGHhp+AvvfRS5sxxH1PtlaPsp0btCt6N4N2eJsJm0aixVZrgGxsb6e7upq+vj76+vjzxRlHwfmmS4E/wQRW8vU8njAdfSQUvkUgkPDtZC7Z1qc2iM5I1kUgwtcNkxy5LPc/oDtnJqnjwqi2zy/lhFxhX6eo6ugpePiFItLfqK3i7bdTbb9lKq9+03vsRvJw+sTc31KKmPXjDMA4EkkKII4GXgVMcVrtTCHF0tcgd3C0HnY478CZ4XQXvZ9HYO10lqpFFo+vBe503p47WUnjwYRR82E5WleATiYTWSFaJHTt2MDAwEMmDl08SYQheZ/QtuFdX1CVqu02Tr4ke0oNXX+8oHG9WAEniqoLXJfj+wuEsjGWiefAbt483cLOnee/AnipZ6+WCDwcezL1+ADjCYZ2TDcNYaRjGP0c4TiS4EZZOxx14Pz7rKng3i+aiiy5iy5YtruQTdqAThLdodD14HbJVffgwCl6nFo39mBKyGFTYNEl1XERDQ4NWPRgVTz75JC+99BKgb9FEGegkoRK8rkXjWqrApzaLvaN1NIhFI4uNucyFut2D4KUNE0bB2zGWCe/B9w2Mj0z1qn0vkVfwuVuy1i2aaUCu8jN9gF1CCWCf3Ot7DMN4VAixSl3BMIzlwHKAFStWsHTp0tDBpNNpx45WSVTZbLZguSSNTZs2FY1SVSFvut7e3vz2a9asAawbyK1zF8aJfcuWLaRSKdauXVuwvKenh5GREdd9SDLfvHlzfh2ZQz8wMOB5bIlUKpVfb9OmTfn9um27efPmgtjdYJqm6z5kh+Rbb73F/PnzyWazBefRPlrUDqn8BwcHSaVS+YZieHjY9Zj2hnrNmjW0tLSwYYN1iWYyGVKplOt3lw3Bjh07SKVSbNy4Mb9MbusGp3OlTiA+Ojrqub1M9d22bVt+PTlNpH1be/z28g4DAwP5kbRevxFAZmw60MqGjVtJzRz/DqPpOUADmzdvYGCne42UtuYZQAtvrN3CzPY0mza3AdMYSw+RSvUWrGuPe/v2VmA6g0PDpFLW771+QxNgJefv2OUeexM9QDtrU9tJpazvv25DB9ANmQFSKa/rq7Cmf//AMOs37ARmY2bHSKWKp+eUse/ss76fxNYdad5O9QKzaEqkSaW2Fm1bGPdUYAprU72kUoNs3toO9AAwMDhKKrXNa3NXJJNJj2P6wDCMucAvHRY9CEzNve4GCtImhBB56WgYxr3AgcAq2zo3Ajfm3kaqtpNKpRy/qFRypmkyf/78vBKTxL9gwQJPlbTbbtb072NjY/n9y8f3mTNnep5caVV0dHSQTCaLlPqUKVM8t5dxTZ06Nb+eJM8ZM2Z4bivL6DY1NeXXkwp43rx5rtv6DWSSaGlpcd2HnO+1tbWVZDKZV6NTpkxh4UKPIuE5yE7KhoYGkslk/jx0dXW5HnPPPQsN0OnTp9Pd3Z23KWbPnp2f4chpH+pcsuoxJbzOtVsGj4TfbyVLUpummV9PNu6LFy8u2NYev/3JpaurK/9dOjs7va+vKdY9MLVnJsnk+BPKWM4r2W3hPFpb3J9cZk2z1mtum0UymaBrqgmYTO1qJ5kslLT2uGenrHWbm9vyn28ZtD6zzkXCNfbZM63jtrRNz8fd2GJtO2/2FJJJr6cea9sZ3bCtD5qa25g1qz0XS5PjMWXss2eNx2ftqZnuntmAyZSOZs9zDZCcK5P8e0gmp9HZNb6/LO73UxT4ErwQYiNwtP1zwzCWAF8CbgWOAx6zLZ8qhJBN6QeB6yPGGgqJRIKGhgay2SzZbLbIgojiwfvZDbIhkArNbtF41fmG8MXGIHoWzZtvvqkVmxPsHby650uiFFk0Q0NDdHd3a1s0U6ZMobGxkaGhIdLptPYk1uBvhfj5/1E6WZ0sGt1OVjkwx14HRaeTFSySBNieu8vDePCqLaM5NMXForF21NXh7YNf/vkE/3a7yXfOTvBP3zcjefDpscLp+vzQPSUBmPn0ypruZBVCPAtsMgxjJbAfcDeAYRg35Fb5lGEYTxqG8TiQEkI8EjXYsHDy4UvhwfvdfPZp4OwE75VbDYUe/KZNmxgbG6tYqQI/eJ03O8Hrni+JUnSyDg8PMzY2xm9/+1vAn2QTiURBLXs/i0qFbieq3/IoA50kgnSyygmiVXLJZExM0/KjG3wYb0bu+X1rX+F+wqZJ2uvSuCGfRTOkjGT1mY9V4htnJtj5+wTvsR7MA3nwRdMdZsYbR69RrPa45QCtWvfgEUJc7PDZubn/NwM3R9l/qdDY2MjY2FgBweuk3kExSYN+h2FUgpc377PPPsvy5cs5+uij81aE7kAnJwXvRXZ+50NCp2yAneB1FXwp0iSHhoa45ZZbeP755wF/kgXLptmxYwd9fX2BFLwfkeo8PUDp0yT9rpG8gle+qs4gJ4mZ3ZYi3dpXqEjDpklqE3y7ddz+kJ2sjY0JmhqtA6sK3m30rISXgveqQyNhr2Vf0wq+nuCU262jCsHZ6pAdnW7pjRKlUvC/+MUvAHj44YcjWTQyQ0R6tE4oBcFLUpLH1j1fEqXIohkaGuL3v/99/r3fuYbCTJogCt6vZntQBW+aZv6c+fn7Xlk0vhZNbrFq0eiUKZCQFs02m0UTvlTB+Ovffdf96aEzr+DHP5OZKT16GqJgFG9ewQe0aMYyenVoJOyzUcUjWUsE+2An0zTzna86Fk1jYyPDw8P5G8dv4moJO8Hb8+B1PXiVbKIMdJLZKF5EWw4Fr3u+JMJYNK2trfmGECyL5r3vfW/+vTo5txvUXPggCl4leKenlKAe/MDAAGNjY7S1tWk/5UkESZOUXrmqHnUm3JaYmSP4rb2F2+p48E5pkpLsjzgAjj/MnW27HDx4mTdvL4XshgKClx58BAWv48G7KfivfBo23ePTuoTEpCJ4NWUSrJvBK79ZrmOfZ1RXkcqbM6qCD0PwUkWrMxRJonUbFAT6HnwQgg+r4IMQPMBpp53Ghz/8YcA65+r4gdNPP933uCrBh1XwTo1YUAUf5HyVupNVt4MVxj34vIIPsK1jJ6umVeI00Cmv4HUJXhkDEDYPPj0WzIMvUvC5apgdbf48FBaTguDtnay6/ruEfZRjUAUvUw/DevBOtb7DEHylFbw8dlAFb8+iCfJ7qU9N8lxdeeWVLFq0yHfbUih4J/srLMHrnK8onaxSdToqeA2Szit42cmaq0nT3ORPVvk5WRWbQr72+5mdsmgiWTRhs2gyioLXIHhZy96u4HXOdVhMCoJ3U/C6atVO8Lo3YFQP3ukGDavgR0dHGRgYoLGx0bPjzotEZX6733puCr6cFo2E2qjqEp1EuRS8n0XT0tJCU1MTY2NjjI6OBmoQ7QSfyWS0O1mllaJ2sr6VG7qo08kaxYN3qgfvVwtewqmSpST4UBZNSAWfyehN1ychp/wbtBO8Hg2FwqQgeLuC102RlHBT8FE7Wf08+FISvGrPeD0OepGoSvBB8uAr0ckqodpiYQl+586dBQpe10NX96FCJ4NHVfFRLJp0Oh1AwVvXwcioxbLrNpscuUKqcN9Dj1s0fVa/Vqg8eIdSBX4EX2QNjZkMDFkE7VdNUiKMgneKS9pEQSyaAVsna6zgI6JWFLxql4C+RaMiDMGbpqllz4B+KmIlO1mD/F7qOQ9K8G5ZNE888YTndlE9eHUfAwMDkSwa+RTgtMyOVlse/BMvKvvVuDVaWxJ0dVgk2dcf0IOXFo3ayapp0czssf5La0i1Z3S97FIoeID+XC5+kE7WIgVfRoKv+wk/dFBKBZ/NZvNEH5Tg5exAEuVU8M3NzbS2tjIyMsLQ0FCe4L06WKG2LZqgHnxYBb9mzRreeMMq8n3NNddw4IEHem6nZs6EJXhVwUexaNRRuEE7WU3FLtElnTnTLC98046AMzp5DHTyU/Cd7RahDg7D4LCZL7+ra89AaTx4GC821uoxD6xEkYKPCb40KJWC37lzJ7t27SKbzdLZ2elLsirZbNy4MV8ESsJPbXgRvJ86A0vFj4yMsGvXLq0MGtAn+CAWja6lZd93GA9ePhVF8eDvuuuu/Gc62/pZNH4Wj7qPSlo0LbaBTqqa1tQ+zJkOr6essrlRPfisJsEnEglmdpuktlgqXqZI6nawQikVvPVfx4Nvz+m5oRGrjnwQ/z4sJoVFE1XBq4/uQdSoSjZPP/10kJCBaAoeCm0aXYtGdzBRmIFOYbNownSyRlHwKnQa0lJYNGrJ4KgWTdCRrK+8A6d8I8sjz42zrb0+jRvm5C6nTdsDTtnn4MFnNIkWxjN4tvQG72CF0in4XQE8+IaGRAHJhy1xHASTSsHb0yTDePBB1KhKNs8880z+mLrzwUbx4MGZ4Ctp0dg7eMMq+LBpkrpetIQToQZV8E4DnYJ68EHOl5NFo93Jmtv04WeKlw2O+B4agLm5y2nTjnAzOjlN+OGn4AFm9Vj/t/aNT35dFQWfI2kdDx4sH35oxDq/Uv2Xk+AnlYKXRBHFg9+2zarZHJTgX3nlFQD23Xdf7bidblBZmTIowZfaovEbVdrW1sbo6Cj9/f3aTw9qDNK+ymQyoS0aXS9aYtasWUWf6TQO6v6dbDcdi0b+Llu3bg10vuzXgargdS0aJ8iOQD/MmW59343bzYpZNFA4ilZ2tlZDwQfJogHFhx8aV/C6mT9hMCkIvpQKXk4gMX/+fN/tVIJ/7bXXANh7772143a6QeVgmHJZNF79AroefCKRyNejf/HFF0mn03R3d2sRnYSqaCtl0TgRvO62Ek4DpHSEhJwXeNOmTfm+mnnz5nltAhQ3HqqC17VonKCr4FWLJt/JqnFbeXWyBrVoUlsthk7O1B8Nqk5XGLaaJAQneDnYabBCFs2kIviwCl6S4ubNmwPdfM3NzXlLRk7f9sEPflA77nIQvJ+CV2FvjNRt/c6dJHjZ96BzvlSo5SEqlSbpZNHo2jsSQUbAqnAieB0RYY85EMF7nBZ9BW/9f2O94sHr+NEec7LqKXhrB1v6rM5WgGRx++wKVcHnG5YICl63o1QOdhoY0i9xHAWTwoN3K1Wgq+D3339/AJ555pl8ypzOzQcW4fT397Nz506mTJnCBRdcQCqV4thjj/Xd1ukGDUvwQX1wp+PrWjQwTuiy7yEMwa9fv56dO3cGapCjZNE4Pb1UmuA3bNiQn1pRNpJesHcMj42N5dN4ZSPpBp3OUD9ID1718YN48P1D0Ndv0t2Z0FbSAAtnW//fXD9u0SwIQPANDQkSCav2vay/EyWLRtuDr7CCnxQEH1XBJ5NJ5s6dy8aNG1m5ciUQnOAB9tprL5qamrjmmmsAfOdUrbaCj0LwdgWve74k1MylSlk0TiiFRaMDSfCrV68mk8kwc+ZM33ESUEzw6XQ6P2La77fWtRW8cNC7YPY02Lxj/LMgHvz2ndBzvMnAg8EU/JK9rP/Pvjb+WXKmXswSTY2WRSOtpYp48O3j28ltYw8+IqIq+EQigWEYQHDLQR2tKufe1EXUTlbV5ghD8PZjeNWRt0Oen7AWjTr2oJoEH1TBm+poIeCrX/2q1naS4OUTj26DaG8ExsbGtJ/WdFWnF1qaE9z69UJm1PLgbWT6Rkq/VAHAvostwn3lHXjVmsI3kEUD44QtR/IGnfADghO8JPON2yzvv70VmjSKs4XFpCB4SQx/+tOfSKfTgRU8kCd4iSAKXiKIPQLexKRDPNKf7e3tDWXR2I+vkomfUpUKXhJepTz4KBYNFDdqutt+//vfZ5999uH888/Pf7Zs2TKuuuoqre3t5yvoE49EOp3W7lAvhUUDxdaIlgdvu/X6BvRLFQC0tVrT7pnmOFEGyaIBheClgvfrZHVYLttz3cZSPmX8ba2cQ1Zvu7AI/RMbhtEN/AHYF/iAEOIF2/JG4CZgb2CVEOLCCHFGgiTyr371q2zfvp0zzzwT0FfwAIccckjBe13CUgled6CPhBeJ6yh4eYNv3749cKoiFJNbc3MzX/va13j99dd9y+/az09YiyaoBx9VwcvpHSV0FfyXvvQlvvSlLwHW79zb28sRRxyhfVyp4CWiEHwlFTwUWyNBLBqJ3v5gFg3AwfvA6tzc8Atn69ehkbAreD+Lxpqj1nRcptvJuttcax8vvGW9LzfBR1Hwg8AngF+7LD8BWC+EOBKYYhjGYRGOFQkqkf/whz/khBNOAIIp+IMPPjj/evHixdoTSKu2RikVfBCCf/vtt/PlFYKQnZ3cGhoauPLKK/nVr37lezPttddeBe/lXLK6KIUHHzQPHoonBglj76xevZrbb7+ds846S3ubtra2AgvvyCOPDHxcGK9lrzMblJet8P3/q0+W3Z3jhbQgWCerRG9/sDx4gKOXjMd41BK9bVQEVfBe0LVodsu14y/WOsELIdJCiC0eqxwOPJh7/QCgL2dKDJXIR0ZGeOst6+wGUfCqwlq6dKm2Wpg9e3b+dVAFXyqCl4WzgjYw6jGampoCKaR99tmn4P2SJUsCHTusB+9ULjiIj/4f//EfXHDBBfn3QT14sPpaPv3pTwe6vgCuvvpqAHbffXf+8R//MfBxwUrlBb3f2smi2SsJQ39I8KVT9X/rRCJRoOLDePDbdwbLgwf48EHjrz/2/uA+dikJXlfBL8rRyLocc5YzRRLK68FPA3IVm+kD9Hv3Sgy3Gy2Iggf49re/zb777stll12mvY1K8KVU8DoZFvJ469ZZvVBBOlihkNx0GhQV9sYgKFGqFo2cESuIRRPWg+/s7GTFihX591E6aIPi1FNP5f777+fBBx8M1bDAeP0fnWvNyaKZO8Pyt4NC9eF1PHj7Lbm1zwxs0Syak+BDB1r2zEcP8V/fjqAWjRfmaN5au9kyX8uZQQMaHrxhGHOBXzosOk0IsdFj015AJuJ2A9sd9r0cWA6wYsUKli5d6heOK9LptGvaoeqpqshms76piiqWLVvGsmXLME1TezvVg89kMgXbecUM7hNFd3d3a00iLTNuJNra2gJ9X7VmTmNjY6DYAS677DIuu+wyLr744kDHVY997bXX5j/r7e313Y/MAR8cHMwT/JYtW/LEpxO3Wrd/27ZtgWOPAjlRuNsxdeIHq6HyW29wOAEUMs5+i/pJpXY5b+CB9y7u5M/PWLbljm0baVJHMFEct/3Ya1MDmHMywFSGBvVjuOUiS/n37bD+giDBLKCJrdt2Al0MDw+RSvUWrVcYe3Hf27TOLNu3btI6pmlCW8tchket1qQp4XzMIEgmk67LfAk+R+JHhzju48CxwCPAccDPHPZ9I3Bj7q1z74UmUqmU6xd1GyLf2trqeXJKAdWL3muvvQqO5xUzuE8IkkwmteK2pzVOnz490PdVB8o0NzcHih3gG9/4BscffzwHHXRQYLti8eLFRZ/Nnj3b95gyV394eDjfSOy+++754+vErRYMW7RoUdmvkSBwil9O96dizpw5vnFbkz5bt92/r0jw8lqTa/5vF50d3gOknHD1BSbJubBr0GTJfsUkaI97aGT82ADDmSl0dlodkFOndpJMBo8hKFpbrEaorcNqmDqntJNMTilarzD2bNHyRXMbAl0ji+dmeflt6/W8Wc7HLBUiWTSGYdwPfBS4yTCMZbnPbsgtvg9YZBjGSmBYCOE9LU4Z4UYuQUknDMrhwetm8EyZMqXAWlGrHuogikUDlqVyyCGHhDrPTqMwdfbT2tpKIpEgnU6TzWZpaGgIfHz1PIW1SiqJD3zgA0WfaRUqU07LyUfBDRc30NkRzqdobkpw8ekJLv+8HqXY7ZCtfcGzaKJCfn9ZGjmsBx9kBC2M+/AAi+eVLwceIo5kFUIc7/DZubn/Y8CyKPsvFdy826AefBiUw4PXTaFLJBJMmzaNLVusHh2nUrZeUMmt0kTndK50fq9EIkFbW1t+Fq0wHrramOmWdq4mfvnLX3LxxRfzi1/8Iv+ZTn+L1U9iqei5Fe4hs5P4hm3Bs2iiQhL89pwbFLbDM+gIWtWH3z3Y8JDAmFQDnXQ/LyWiKHg3Ug0yaEglykor+Cg44IADij7T/b1USy5sJ+kZZ5zBMccco1UPptpIJpNcf/31BZ85VcZ0wtZ7E2y6J0GLxpRzpYS9rX75bauj1WlZuSAJfkuv9T/oQCmJBbODnbvd5oyvX26CnxS1aKqp4NUbTTd3XsItvkoRvD1NspJwmiRDl+DVvouwBH/bbbeF2q5asIuBmTP1ZOWM7soSu4Q949Y04eFnrdeNUdJZAkASvCxW1tMZ7ri1rOAnBcGXKk0yDKZNm8YFF1zAlClTSna8IKMcVYIPatGo5FhpggdrcNmqVavy73XPXykUfL3B/vvoKvhqQbWHJJ573fpfbwp+3gz/dVRMVbSLnJmqXJgUBO9GDJWwaACuu+66ku5v4cKF2uvWq0UDcM899xSM7qykRVNvsP8+ugq+FlFpD/7Vd6z/YQk+aP/FB/az/u+/e/DyCkExqT34Sij4ciDIrFD1TPDJZLKgcQxj0dRDFkwpkEgkCs5PTPAax7FdTmEJXneQk8TsaQk2/FeC/72h/FbUpFDwbsRgL+1aL1DrsvshikVTbYKHQjUeK3hvNDc357N+at2i8UKldNe2vsL3QSbtVhHGZpk7ozL9DPUpYQPCTam7jXCtdQR5rCuVgq+WElbJWveJS+2gnSwKHgrPT9CU3FpCpRT8O5sL34dV8M1lrOceFZOC4N2UXz3kOEdFPVs0UEjWugpefVIJ+tRSz9hjjz3yryvVv1QOVIrge/sL34cl+FrGpCD4iaTgv/jFLwZaX829D0p2KqlXq78ijEWjpqMGTU2tZyxfvrzaIZQE1eoaK3fp3mpgUnvw9UTwX/nKVzjttNPyE4DrIoqCV8sF1CvB+008PZFw3nnnsWXLFg499NBqhxIJlVLwdjRUKP++kogVfJ1gxowZLFmyJLBVEobgb7vtNk455RQ+85nP5D+rBYLXjWGyKvimpiYuv/xyPvGJT1Q7lEioFMH/4tJEaNV+8D6weC7ceVltNwqTWsHXgwd/7bXXcscdd3DuueeG2j5MFs0ZZ5zBGWecUfBZLRB8rOAnJpqbIK1orUpdaqd9JMFpH0nwvy+ZgXPZD9gDfva12tfHtR9hCVDPCv7CCy/kySefDE1UUSwaFdUi+DCdrJNVwdcr7LMhVdqiOXTfRG6uVH9IxX/4/rWt3CViBT/BoRKcU30XXdSCgteNQW0MY4KvfXS0wa7B8ffV8uB18NKtCR55Dk49ptqR6GFSE3w9KPioSCQSvPzyy2QymUgkXQsEH1s0ExN2BV/LA8wXzE7w6fATz1Uck4Lg3chpMih4KJ4AOwzqleBjBV/7qLZFM5ExKU7lZFbwpUK1CF5ncnE7YgVfX2i3/cS1rODrDZPiVNZzJ2utoFoEr5ZlSKfTWtvECr6+0B4r+LJhUpzKWMFHRzUrb8oJjefMmeOzpoVYwdcXYoumfAjtwRuG0Q38AdgX+IAQ4gXb8qOB24A3gIwQ4iMR4oyEye7BlwLlrlvthbfeeot0Oq1dGTJW8PWFxsbCXPjYoikdopzKQeATwK891rlTCHF0NckdChX8SSedlH8dK3h9VFPBNzc3B0rxVAd0xQRf+2hsgJbmwvcxSoPQp1IIkRZCbPFZ7WTDMFYahvHPYY9Tatx9993517GC10c9VSdUY+3u7q5iJDF0kEhAa0zwZUE50yQFIPPz7jEM41EhxCp1BcMwlgPLAVasWMHSpeETTNPpNKlUynFZb29v/rW6ztjYmOs2lYBXzLWGkZGRglhrPXYhBGNjY2zZUqhBaj1uP9Rr/M5xWzNOj44M09TQDFgN8/bt20ilRioboAdq/ZzLPion+BK8YRhzgV86LDpNCLHRbTshRL7asmEY9wIHAqts69wI3Jh7G2l6pVQq5fpF1cd0dZ1MJuN5csoNr5hrDVOmTCmItdZjd4ut1uP2Q73G7xx3FoApHW20j8+yyJzZM0gma6cUQL2ec9Ag+ByJHx10x4ZhTBVC7My9/SBwfdB9lArZbNbx89iD10e9zl8bo/YRWzTlQ6RTaRjG/cBHgZsMw1iW++yG3OJPGYbxpGEYjwMpIcQjkSKNAPvcq9XMCKlXxOcsRrnQ0AAtTYXvY5QGkTx4IcTxDp+dm/t/M3BzlP2XCnYF/+Mf/5jzzz+fH/7wh1WKqP4QK/gY5UJjA7S2FL6PURpMilo0dgV/3nnnceqppzJ9esAi0JMYMcHHKBdiBV8+TIpT6eTBx+QeDPWUJhmjvpAgVvDlwqQ4lW6drDH0ESv4GOVCQ0PcyVouTIpTGRN8dMQEH6NcaIwtmrJhUpxKuwcfIzjiLJoY5UIiEVs05cKkOJUxwUdHrOBjlAsNCegcn9clJvgSYlJk0cQWTXTEBB+jXGhshIWzx9/Hl1rpMClOZUzw0RETfIxyoSEBu88btwBjBV86TIpTGRN8dMQEH6PUuHZFgnkz4BtnJlg8d/zzmOBLh0lh0cQefHTEefAxSo0LP5Xgn//B6sBX79FYS5QOk+JUxgo+OuIsmhjlgLyuFswa/ywT364lw6Qg+FjBR4c6S1KMGKVGU9O4gJgWT8JVMkwKi6anp6faIdQtbrvtNn7+859z4YUXVjuUGBMc7/w6wbadMKsnflosFSYFwX/961/n1Vdf5eyzz652KHWHM844gzPOOKPaYcSYBFgwO8GC2f7rxdDHpCD4np4e7rnnnmqHESNGjBgVxaTw4GPEiBFjMiIm+BgxYsSYoIgJPkaMGDEmKGKCjxEjRowJitCdrIZhvB/4IZAGUsBnhRBpZXkjcBOwN7BKCHFhtFBjxIgRI0YQRFHw7wDHCCE+BKwB/s62/ARgvRDiSGCKYRiHRThWjBgxYsQIiNAKXgixQXk7CtgHGB8O/C73+gHgCOCJsMeLESNGjBjBEDkP3jCM3YCPAt+2LZoG7My97gOKZrk2DGM5sBxgxYoVLF26NHQc6XSaVCoVevtqoB5jlqjX2Os1bol6jb9e44bajz2ZTLou8yV4wzDmAr90WHQaMAjcBixT/fcceoGpudfdwHb7DoQQNwI3+sUQI0aMGDGCw5fghRAbgaPtnxuG0QT8FviWEOIVh00fB44FHgGOA34WKdIYMWLEiBEIUTpZTwcOBb5hGMbDhmGcCmAYxg255fcBiwzDWAkMCyFi/z1GjBgxKohEXEo3RowYMSYm4oFOMWLEiDFBERN8jBgxYkxQxAQfI0aMGBMUdUfwhmHU7XQv9Ri7YRgd1Y4hDAzD2C/3v+6u8XpHPV7nUL9xe6EuOlkNw/gA0COEeKDasQRBrjzDBcCfgd8KITZVOSRtGIZxOLAC+IkQYmW149GFYRiHAF8H9gGOFEJsrXJI2jAM44PAPwB3AC8LIfoMw0gIIWr+Jq3je7Qu49ZFzaob2ZoahnEuVsrlJ3M/Rk1Difti4HKs2KcDF1UzLh0osV8OfB+4sh7IXYn728DVwB+wBuDV/PTNSuzvB74KrMIad/I9gDoh93OBe6m/e7SuuCUMapbggVm5//cDRwIPA4ZhGJ1Vi0gPMu67geOFEHdgDQh7zTCMFqhp20DG/hLWyOO9DcP4hWEYywzD2AdqNnYZ9x1CiKOFED8GPgB0Qs3GLDEz978L6BVC3CqE+C5wjGEYH4G6sA7+h/q8R+uNWwKj5i58wzCONgzjT8C/GYbxCWC7EOJvwAasm+BDVQ3QBQ5xbxRCpA3DOBh4DPgIcAuAEMJemK2qsMV+vBDil0A/VoXQ/8AqOXEV1FbsubgfYvycr1EW/y/wWaitmCWUc/5dJfZ3DMM4JrfKk8DnofZUvGEYnzcM4z7DMBYACCHWCCFeBtZRX/doXXBLFNQcwQMnAdfk/t5HrhgZ1qPremBPwzDac6USaknduMX9GvAJIcSpQKdhGJ+sUnxeUGM/1DCMs4QQpwohlgkhHhdCXAf05/ztWsJJWJaMPOfnKMseBzbKp6YahDzn3wfeC5yMZRd83TCMX2NdN5vlk1OtwDCMbmAp0Ax82HZ+n6Y+79Fa55bQqBmCV07m28AUIcRLWEXODjIMYz8hxBDWo+AM4DdYJRKq3gHlEffBubh3CiGeMAyjHViLdePWBFxivw34iGEY+yrrLQLGgL9VPspieJxzQ4m7HXivEGK0GjG6wSH2F4G7gAOx5lg4DfgX4Dpgg0udp6ogd7/1CSFOA84FjgH2ksuFECNYtke93KM1zS2lQFUJ3jCMKbn/CSGEmfNKtwDdhmHMEEK8DqwEPpjb5L3AicBTwBXV+gECxH1Ebr3zsS6gHUBVb1jN2B8hd84Nw/gy8AvgDWCgSmEHOedH5jb5H6w+hMVVCVhBgNiPE0JsAZZgkX5abledyB1jT4BlywAvAn9n867fh2XtVfUehfysctQTt5QakevBh4FhGB/FepxebxjGd7E8MIQQWcMwBPB/sAqZ3Y9VU74xt+lG4AQhxPqKB02kuN8GzhRCvFXxoHMIEbts/NdjTcf4RsWDJnzcQoiMYRhLhRDVbJSCxN7L+PWyFfh8jkSr4sF7xK7GchtwGZa1kcASAW9h3aNVKaBuWEUPTxBCfCZ3DSSAhtzrmuWWcqEqBA98GrgZWIT1qPcg8JhhGHtjZT+swcoiWIA1mchDAEKI56sS7TiCxH0c8CcAIcR9VYm2EGFj/0VVoh1H0GvlT3LDapJ7DkFj/zOAEOKRqkRbCLfY34WVMPArIcQmwzDexsoSewT4ihCiahakYRgHYFW53dswjM8JIX4K+cZ+L2qbW8qCigx0MqzRkO/CUrK9WLM/XY31yH8qlvf1KvCPwD1CiF8ZhrEHcBbwphCiKrXk6zVuqN/Y6zVumDSxnw48IIS4PdevdBdwnxDi+irH/boQoj/3WRIrTfloIcSwYRjvwxr8dqcQ4q5aOeeVQNk9eMMwlmD1ri8D/h/WU0MPcGiuA+zZXBwbgbOEEL8CEEK8CXyzikSzhDqMG+o39nqNGyZV7J8XQtwOkOuc/D9VJPcljMd9l2EYbbm4UlhZVJfnVv0b8GkhxF255VU/55VCJTpZFwGXCiEuxDrRn8XqAPucYRhThBCrsVrgeUKIUZmiBFXP/63XuKF+Y6/XuGGSxa50to5VK2gK434euNAYr510OXC4YRgzsTKqgPEO6xo45xVByT14w5qE+1+wcnqfxJqP9UPAncC/YeX9Xg6sxvpBVgKtQFUvmHqNG+o39nqNG+LYqxC2X9xXA/8OvAdYJYToNaxBTa9h2TUXAaOThdglSqrgDcNoBr6JNaItCfx/QojbgN0Nwzg8lwL2V+CLQogrsEZ4ngs8X82OyHqNG+o39nqNG+LYazTurblYv5BbfxFwEPAdIcTZQoje6kReXZSkk9UwjJOwamr8EbhZCHFM7vNbsR713gH+RQhxQu7znwNfEELsNAyjqYqKoC7jzsVSl7HXa9y5WOLYaz/un2FVQR0FmnL9BJMWkQjeMIxZwM+w6pZsxCpSdQzwP0KIn+UeqX4JHAX8GGskp0xN+la1HpfqNW6o39jrNW6IY6+zuP8MXDbZrBg3RPXgTeAGIcS9uc6MS7D8rg8YhrG3EOI1wyoG9TGsR6c9sR71fhvxuFFRr3FD/cZer3FDHHs1UK9x1xSiEvw2rAEQCCG2GoYxF9iF1bHxZeCfsKq0vZl7VHoh91dt1GvcUL+x12vcEMdeDdRr3DWFUnnwCawe7V8IIT6e++wGrPSkFmC5EGJn5AOVGPUaN9Rv7PUaN8SxVwP1GnetoJRpkk3Ao4ZV//xjwE+BV4UQO0p4jHKgXuOG+o29XuOGOPZqoF7jrjpKVqrAMIyPY9Wk+BNwey6FqeZRr3FD/cZer3FDHHs1UK9x1wJKqeC3A/8K/FDUWA1uH9Rr3FC/sddr3BDHXg3Ua9xVRykJ/kkhxP+WcH+VQr3GDfUbe73GDXHs1UC9xl11VKSaZIwYMWLEqDxqZsq+GDFixIhRWsQEHyNGjBgTFDHBx4gRI8YERUzwMWLEiDFBUa05WWPEqBoMa1KIfwHWCCF+bhjGMqzCVhcLIa6panAxYpQQsYKPMRnRAVyKNdUbwF+w5hq9t1oBxYhRDsQKPsZkhMj9P8owDBOr1OxuwMXAK4ZhrMGqQX4LcAbwKPAj4Ease+YsIcQDhmG0AFdiNQ5TgD8A5wtr0owYMaqOWMHHmIz419z/v2GRs5MtMyX3/wngeOAnWNPCzcaa1g7ga1iVDe8FfgB8HKjKBNQxYjghJvgYkxEP5v5vFkL8EmtSCTuywBexapAD3CaEuA5YD+ye++yE3P9zsSyfKcDSskQcI0YIxBZNjMkIneHbQ0KIUcMw0rn3fbn/GaBRWW8Mi+gzufexaIpRM4gvxhiTETuxFPpehmH8I5b/Hgb3YYmkM4FFWKVszy1JhDFilAAxwceYdBBCpLH89B7g/zGuvoPiqtx+jsTqhP04VkZOjBg1gbjYWIwYMWJMUMQKPkaMGDEmKGKCjxEjRowJipjgY8SIEWOCIib4GDFixJigiAk+RowYMSYoYoKPESNGjAmKmOBjxIgRY4IiJvgYMWLEmKD4/wGonW1PrvRnsAAAAABJRU5ErkJggg==", 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" + "" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], @@ -138,23 +157,26 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "2cbc81b7423d49b4a0deebd494ac2034", + "model_id": "8d4415eb84b9406d94ef3aaadbea05eb", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/50 [00:00]})" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -169,9 +191,10 @@ " training_length=50,\n", " input_chunk_length=20,\n", " likelihood=GaussianLikelihood(),\n", + " **generate_torch_kwargs(),\n", ")\n", "\n", - "my_model.fit(target_train, future_covariates=covariates, verbose=True)" + "my_model.fit(target_train, future_covariates=covariates)" ] }, { @@ -181,14 +204,22 @@ "outputs": [ { "data": { - "image/png": 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", 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" + "" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] }, + "metadata": {}, "output_type": "display_data" } ], @@ -214,19 +245,27 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" + "" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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VV7iVDFmQXWsgXfDTTz9h7ty5SseQUbo0udHQSA5YuRisSltNTc5nl4jjm03UZMnLYe+j8lQ0TacjzyM3Ko66iuqTDmFpVlluWWhyo6Gh0eLREsgNiyCsWrUKI0aMABBTcizk5MTepmTVs4svvjheBtrtuB9++KFQf6qqqrx34rQhi5UrV2LevHlKx5DFL7/8gqFDh2KfffbBjz/+6Ps4Mr999erVvtvR0NAQB8t5Zd2qh1/TvLGx0URTkynk8JPkJjeLvY9qtTSajNE5QxZUCIqKrV8okZuA5tE0udHQ0GjxaJSpNZkikBW4WCCdaGPblBld0vnll192tQOAzz77DEuXLvXsj4wioUJu1q9fj/79+2P33XfH9OnTfR9HFpdeemn885VXXun7ODLniQwt1NDQSBxo57WpyWSGm335SyyEbfEqE11PMDHgdBMVW7yPn00QGq5yo+CINzQ6w+O4YWkq5EbByU+JchMQuXnhk5YZbSADTW40NFo5VJWbW2+9Ff3798cXX3wRUI+c2LLF/Y0qQm5YNjTxME3TsYaUV3tB7kvjwQcfRF1dbAGKE044wfdxZEEqYSpr1cj8dj/FGjQ0NORBO8xlm/lhYhsqgNPuMFFaCSxZDTzzgfc9bQtL4+TcqJCOI68zk6Lc0G3IwO9jX6UUdFCP0GVrY2sItWZoctOC0Lt3bzz22GPxvw3DwPvvv8/df/ny5TAMQznkJajjaKQGKuRm06ZNuPPOO7F48WIcfvjhAfbKDhlyY8HvYpxebSUTFrGhPyezXZmiADRkCEtLCI/U0Eg3rCk1cewNUVz5eFR4MoF2mDdu4jvG68qBH/+070uDLg8tQm5UQp+iUWD5Ovu2hBQUSEFIm2MRT4WcGxW8NK11k5uI9y4a6Yq1a9dKrTMhgrPPPhubNm2ykaaePXti7dq1KCoqCrQtjeRAxamsrq4OsCd8iJIbg4gFECE3LGdg61bOFKCHXRD7utmGkriiHKncZGVxguYFIPPbNbnR0JDHuEkmPv429vmg3YFRB3jb0I53+Wa+0rCu3P53h7b2v03TRF4OUEmkIYoUFPC7wGSzvb3DXOWGeqyYpml7T7hB5ZHkUMcqTRS2826Xvg5/rwL230WszSBr12S0cu9fKzctGF26dFFyTEQRDofRpUsXx9ojGi0DLSHnJhHkhhWWBqQXuSGVj2SSm1QoNzosTUNDHv+Z1fz5m//5U25q6vghWGup6vg0iWhscqoziVZuACASthMF0ZwbmXZp26214s9yup3bXhSzpfc69z6Zd43wrp4QXay1pUKTmyRh8uTJ6N69u+MFf9xxx+Gss87CkiVLMGrUKHTu3Blt2rTB0KFDMWPGDNdj0mFpc+fOxe67747s7Gzstdde+PXXX237NzU14bzzzkOfPn2Qk5ODAQMGYNKkSfHvJ06ciFdeeQUffPABDMOAYRj4+uuvmWFps2bNwt57742srCx07doVN9xwg82JHjFiBMaNG4frr78eHTp0QJcuXTBx4kT5E6ehDJUZ82SVOd68ebNQP2TITTTKDuO455578N5777nayhDClkhu/Co39PNLh6VpaCQWYcIJrXavuxIHi9zwHlN/lti/2EQViqyrt5MZQIzcqCo3NLZyonZpgkKvj+OGJorxvSpR04U+x3N+E7NTXdw0KGjlRiMQjBkzBqWlpfjqq6/i2yoqKjB9+nSMHTsWVVVVOOqoozBjxgz8+uuvOOKII3DssccKr7dRXV2NY445BgMGDMDPP/+MiRMn4tprr7XtE41G0aNHD7z11ltYuHAhbr31Vtx000146623AADXXnstTj75ZBx55JFYu3Yt1q5di/3228/R1urVq3HUUUdh6NChmD9/Pp555hm88MILuOuuu2z7vfLKK8jLy8MPP/yABx54AHfccUdCk9I12FBxKpM1254I5aapqYlLPEaPHu1q29rJjV/lhj4vOixNQ0MMqzYAr88wpdQBwE4eqmv5+5GgHe/aer5y8/cq+980uamtdzrVJLlpwwlLU1VuGqk1eLZyfjtNbnjhayK297wm8zyz/90hX8xO5ZWqUgCBRmtXbloNd9vrgqgjdjQwmEBTU/fYDIphH5ldOgA/Pe/tlHTo0AFHHnkk/v3vf+OQQw4BALz99tvo0KEDDjnkEITDYey6667x/e+66y689957+PDDD3H55Zd7Hn/q1KloamrCiy++iNzcXAwePBirVq3CJZdcEt8nIyMDt99+e/zvPn364Ntvv8Vbb72Fk08+GW3atEFOTg7q6urQpUsXbltPP/00evbsiSeffBKGYWDgwIFYs2YN/vWvf+HWW2+NO2m77LILbrvtNgBA//798eSTT2LmzJk47LDDPH+PRnBQcSqT5ZAmm9x4IVnkpqXl3NDjQYelaWh4Y1NVCMdcEysOcNaRwMs3idcRzssGNm9LfeSFZtFwKDcUQfniEQOHXR3b8BdFbiqpNMu6BqdTTZKbSMTAngNM/LzIvo+qcsMOGXOeN/q3Ll8HdCkUbIOy3bmPeP/odulcJR5UFzcNChma3LQMrCsHVm9MZAvqp2rs2LG48MIL8fTTTyMrKwtTp07FKaecgnA4jOrqatx+++34+OOPsWbNGjQ2NqKmpkZYufnjjz+w6667Ijc3N75t3333dez37LPPYsqUKSgpKUFNTQ3q6+ux2267Sf2OP/74A/vuu6/N0Rw2bBiqqqqwatUq9OrVC0CM3JDo2rWr6wrxGomBSs5NsvJ1/JAb0kFnoSWQm1QpN2S7WrnR0EgsPvw+F2tKY59f/Rx4+SZxW1IZEVVu6Futps6uGBQSKoOIckPPS9BhasfuZ+DnRfZnwYQXTNx8JoST+2nQj2BuWBr1W5esBv4xWKwNmkDtVCxmBzDIjaByE2RYGk81E0FrD0trNT+vS4cEHtwEmpoaEQ5HHBMHMu0ee+yxiEaj+OSTTzB06FDMmTMHjzzyCADguuuuw/Tp0/HQQw+hX79+yMnJwUknnYT6+nqxLgrcMW+99RauuuoqPPzww9h3333Rtm1bPPjgg/jhhx/EfwTY1UhYzie9foZhGHr2NgVQcSpVyM2WLVuwYMEC7LPPPp4vOK+qbKzxtWrVKt7uALzJjVtVnWSROvLa+HUCVJEs5UaTG43tFRVbmqfJZV+BZDUypZwb4u+2zXOgjv5sph7FrJC2LGppLN68zG9LgF37eXaXCfo3iIalLVkj3gb927MkVhfwrdyokBvqbxWCoslNC4FIaJhfRKNRlJSsRnFxsdLsak5ODkaPHo2pU6di8eLF2HHHHbHnnnsCAObMmYOzzz47vpBfVVUVli9fLnzsQYMG4dVXX0VNTQ1ycmJPw++//962z5w5c7DffvvZVidfsmSJbZ/MzExPJ2TQoEH4z3/+Y3MOv/32W7Rt2xbdu3cX7rNGcpAKcmOaJvbdd18sWLAAd955J2655RbX/Rsa3LNAWeRm5cqVrjZe5Ka2tjZ+r8j2h9U3P1BVbhobG/Hnn39ip512QjjsL85AhtyoKDd6YkNje4VKrkRgOTfE7UeSGy9sqrLb/vPgWCgaiRBnXkbFkXeQG8GCApVV7PA1EVuZRxRtm5cj1qZSzg1lK3p+Wc9puhpda4MuKJBkjB07Fp988glefPFFnH766fHt/fr1w7vvvot58+Zh/vz5OO2006ScgdNOOw2hUAjnnXceFi5ciGnTpuGhhx6y7dOvXz/89NNPmD59Ov766y9MmDABP/74o22f3r1747fffsOiRYtQWlrKdPIuvfRSrFy5EldccQX+/PNPfPDBB7jttttw9dVXJzW0RkMMqSA3JSUlWLBgAQBgwoQJyu2wyM2gQYNcbbzITVVVFfc7md+t4rSr5txceOGFGDJkCE477TTffZBRjLRyo6Ehj6YoO9JBBOQMu++cmzrT5gjn5wk3j3VlzeQsPw94/Tbn84L36MoRmDcxTRObq53nQ1S5ofeT4VMq5MbRrijREG/CaUsZi5Jm1u9q7cqN9kSTjIMPPhgdOnTAokWLbA7Jo48+ivbt22O//fbDscceiyOOOAJ77LGH8HHbtGmDjz76CAsXLsTuu++Om2++Gffff79tn4svvhijR4/GP//5T+yzzz4oKyuzqTgAcMEFF2DAgAHYa6+90LFjR3zzzTeOtrp3745p06Zh7ty52HXXXXHxxRfjvPPO85yd10gNVEKs/DqkMsqHyP4scnPvvfeid+/eXJuWQG5UlJtFixbhpZdeAoB4xUPVPnhB59xoaMjDmRwvbkuWNvar3NDr3GRn2ktMu2FdebNzXNSOPRniV7kxTRMjrzPR4Rjnjo5zJqjcqKgvMsTDSW4E17kJMCxNXLlxbtPV0jQCRTgcxpo1zqDQ3r1748svv7Rtu+yyy2x/02Fq9M30j3/8w7YWDb1PVlYWXnrppbhDZOHee++Nf+7YsSM+//xzR//otg488EDMnTvXsZ+Fr7/+2rGNXJNHI3lIhXIj26Yf5aZPnz5YsmQJfv/9d2ZRDC9y45bnI/O7VcijCrn55ZdffLfL64MXdLU0DQ150EO/stqeS+OGOoLc0Mn+PNBOO7nOjWHEnqN52aYjv4aFdeVmnBjxSAzv0eWlLCxfC0znuBHCOTfUfjIhgA5bBeVGtN0gCwoIKzeM/bRyo6Gh0aKRCnIjayer9FgIhULcvJlkKTd++w6okRu3/stARn2hz4sOS9PQ8AYdllYpcevWETWFqmuAunrv+9VtnRtrfkiE2AB25Yb3iOKRHq/HQ5nL2s1+c25UlBspYuSz3UDJjUKbrb0UtCY3GhqtHKkgN8kIS7Pgl9w8/PDD3O+Spdyo5NwERW5UCIoOS9PQ8IajIpnEQpP11OOlwr1qPgD3dW54RISHymokTLlZX8H/TjSUzxFapkBQZGz9KjcqxSVoW9H+str0WX+mxUCTmzTFzJkzcc0116CkpCTVXdFo4UjFOjdea9DIthMEudlpp51s37/zzjuYM2cO01aGnKVKufEqn80DTUhUcm50WJqGhjdoJ3qLBLmpox4v5X7IDbHOjfUIvf5Usfaj0cQoN5VVJu55le+d07+BpzT5JRmAs39KYWmpUG4UCgoEuSBoOkKTmzREXV0dDj30UDzyyCMYNWqUtP27776Lyy67THgBUI3WjVQoN3V1nBgCDlSUG14pY5rcXH311ejUqZNtnzfffJNp25rD0mjiqZUbDY3Egg5Lo8mOG+qope5EiBErLM26U63HzH0XGxjYy/tY0ah/5cb6nVHKCzdNEweNN/Ht//jt0r9hXTlQVuldeCBZYWnpkHOjUlCgtc81aXKThti0aVP88/z586Vsy8vLceKJJ+Lpp5/GSSedFHDPNFoiUkFuZJUbFXJDLxZrIRqN2pzvSCSCKVOm2PbJzGSv2pYsckPayi7i6Zfc1NTY68lq5UZDI7Ggh77MI5kOSxOxpfdpaiKUm23bDMPAqP0FjhVtPp4f5eb/PotVQ7vh2eaTUN8A/Pq3e7s0eQCAnxcx+qdSUECBGPlec4a1TbjSGqW6K4SltXLhRp7cVFRUYPz48Rg2bBhGjx7NrZi1evVqXHbZZRgxYgRGjhzpqNClwYeKM7ps2bL4Z3oNG43tE8kkN7/++iv+/PNPaeVGJSyNR27o320YBrp06WLblpWVBdM0UVFhD/5OVs5NfX3ztGyywtK2brVP/WrlRkMjsWgyFZQbau5ExJYmBo1NRM4N8ZjhJemTiJqEcsMjNy45N2fdY6KyCrj/383PCxH1ifW4OOJaE6s32p85gebciJs6CIPoY5S1n7Ct35wbhTZbKqTJzf3334+OHTti5syZGDduHG644QZs3uwsefHggw+ie/fumDFjBqZMmYI333zTtXSwRjNSsS6JKsrKynDPPfdg9uzZKWlfgw+V2XaZsfjNN99gjz32wKBBg/D7778L2wFqyk04HGZuZxUU6Nq1q+3v2tpaDB8+HB07drRtT5Zyo0JuaOVGlGikSrnR5EZje4VDuVEIS2MpGjTofZqI0DLyUdmhrfexyJybsGLOTc02MiWyGCnvd171pOm6X7JKQTvydRRCxPyGlwnn+Qj2ozVBqtL11q1bMWvWLHz00UfIzs7GiBEjMHXqVMyePRvHHHOMbd+1a9fi9NNPRyQSQffu3bHbbrth6dKl2HvvvR3Hra+vt73kgVgICS9kJNmwXuDJCqugz4VMu7Sjlaw+n3/++fF1bCoqKpCfny9kl+xzm2q8/vrreOihh3DdddfhlFNOSUqbtEPa2NiISETs1pcZixdffDGAmJM9YcIEYTtWO7QtSW5Yx8rIyHAco7Gx0bavaZooKiqy7fPRRx9hyZIlzP6IjkmVe44OS5Ox3bLFnlnc0NAgdF1pUtTU1KT0W0Vt/a6Rs709I5INfX4Ti2g06iAzDY2mIw+Fbet03kVsWaFsZLU061qfdzTw/Mexdi4fDdwyBQ40NtlzbpjjhENuGpvs/aysMpGdaaJSQHRuIH53n67AsrWxz9/+bu9DU5Np60AsBE9sLDNJoPBzyZ8t69I1NpkIhcTGA42mpii8IppZc3VNUdExmF7PB9FJQClys2LFCrRp08bmIPTv3x9Lly517DtmzBhMnz4du+yyC9atW4fff/8d559/PvO4L730Ep5//nmH/cknnyzTvYRj5cqVSWmHXqxTpmIavUBosqqtkQt0zp49G0OGDJGyT9a5TTVOP/10AMDYsWOx7777Cts1NTXhrbfeQnZ2No4//nip/Iz169fb/l66dCk3Cd/L1m08uREUr3Holj9SUlISd6pN02QeKxKJONovKyuzbSsvL8fatWvRp0+fePgmi9gAwMaNG4XvHZpkyNxzpIpSX18vZVteXm77e9myZUITQmToKgBUVlYKt7t69Wrb3xUVFUk5T8D284xIFfT5TRyaovZJlfXrN6KkxDs2q6ERAIpt29auW4+SEvecxg0b2wAojP+9taYOdXUhABkwzShKSpqv9Zf3A5FQbHb/linFjmNt3VqDaDRWkbKhoQ4lJesc+1SU29uzsHrNOgDNocCLFq9GbedGLF6WCaCrY38S1dW1ALIBAHecsR4TXumA5eszsLbMxJKlKxDZVsp4S3URgLy43ZYtVSgpKXM9toWq6o4AcgnbLSgpKecbEKir7wqg+XlbWbkZJSUuta23obwiH0B727bly0uQJTCXv6myAEA7h62Xv1+2OQSgp70f5eUoKREovbcN6fJ86NOnj9B+UuSmpqYGeXl5tm15eXlMx2TXXXfFO++8gwMOOABNTU248MIL0a9fP+ZxzznnHIwdO9besTRTblauXImePXtKh474QWVlpe3v4uLYA2fixIn4448/8Oijj6Jbt25MW9phsGyTiW7dugm3m+xzm06QuTYvv/wybr75ZgDAgAEDMHLkSGHb9u3tD9KePXtyyyfTaNfO/iB16zO9r6gdAFfFoVevXghvK8ofDoeZx8rMzHTkkrRt2xYdOnSI/11UVITi4mLMnTvXEYZGo23btsLXh875kbmu9DNOxpZW5Hr06CF0XWlCl5eXJ9wuPZGVn58vbEsTav2MSA/o85tYxNRNexxW+8KOEBn+dEgaABQWdfa0LSiw/x2OZMF6xEbCIe69lxGxCFUzMrOanyk52VlMW97jNLuNPcexXYfuKC4G/tro2v1YXzKz45+7dOmM3XYElq8HoqaBjLxi9Oq8rY0su/qQm9cGxcVtvBsAkEnN8eXmtUVxsUCsHgD6lZXXJh/Fxd4RKwWM12SPnsXIzXZup8EKiOnZs9jRFxo5DM7VrqADios7OL+g0FKfD1LkJicnx5HEWl1d7XihNjU1Yfz48TjzzDNx0kknYcOGDbjyyivRt29fHHrooY7jZmZmpg2RcUMoFErKxaWdllAohDlz5uDOO+8EECM/n3/+OdOWlg5l+tvU1IQZM2Zg4MCBSqTIz3lK1rkNAqZpYuHChRg4cGDc6fYDmd97zz33xD8/++yzOProo4Vt6TFhmqZw27StYRhc1Sg3N5e5HfD+rTIFBVjHYhUVoPseDocRCoVQVFSEHj16YNWqVdz2mpqafJ8jmetqD68QbxNgnzMRe7rYg8p4kLGlc4Ja8zOiJUKf38TBmfRuICSymqZhgs6YiEa9bZuidjs654Z3nUMhZ+gRSXZCIbZtJOTsJwBsqjJs27fWxfpeXcPenwQZMhYJG+jVqXn/VRsN9O4aOwdR0M8k8WeLafq3jZrOcyVia4L128XGA91fADBCIrb+27TQ0p4PUj3t1asXqqqqUFpaGt/2999/o2/fvrb9Nm/ejI0bN+Kkk05CJBJBt27dMGLECPz888/B9LoFYc2aNTj++ONx/fXXCyf8ssJ7yJLQX3zxBddWJWn3ySefxJFHHok99tjDkXQsA9mSti0N48aNw84774zTTjstaW2SY0f2/AZZUMDN1o3ceMEtKZ8sDMD77SxyQxcUIG29yKFMQQGZimE0yPMpW0iEvhai1zXIamm6oICGhjei9Do3grcCM8fCR7W0pii7WhoNVsEA8liy69yUU7WmrCppZEGBdhyRhW63e8fmxtcRkWN+E/uBYEtBqyziKdplv+vV6HVuPJCbm4vhw4dj8uTJqK2txaxZs7BkyRIMHz7ctl/79u3RuXNnvP/++4hGo1i/fj1mzZqFHXbYIdDOtwRcdNFF+OCDD/Dggw9y1RYaLHIjmiOh4kBceeWVAGKxmDNmzPB9nNZObp588kkAwFtvvZW0NlXIDT0mZMYI7XC72SaK3DQ2NgZObuhnFqtNUaiQG9JWtuoaTSxEr6tKAQT6vOhS0Boa3qCdaNFqaazbyy+5iSs3Lnae5EayWlr5ZvsPsEgNWQo6n/PaIH9nKAQUECSoksiE8FuSmbWvzJPcUbksCQtq+q16pte5EcANN9yA9evX45BDDsGkSZNw7733Ij8/H59++qmtAMD999+PadOm4aCDDsKZZ56JvffeGyeccEKgnW8J+Pjjj+OfRdedUSE3KmWkSaiEW2kEjyDJjYoz6za+VMiN23ETodzstdderv2RIRqOhdV8LmyZLOWGFVomCpWxpNKuhkZLBlU0TJjcsJxSoUU8GYuGpkK5odezqawCnn7PxBPvNv+wdnlggm6X3G8TQW7ox0gy1qpRsWU995SIkQi52Q7XuZHKuQFiqszjjz/u2D5y5EhbkvPgwYPx4osvqvWulUHUeVEhN24Vq2SwPZCb9evXo7q62hFWmY5oCcqN6BhlIdnKTb9+/RAOh7m/R0W5aWxsFM4hTAW5CZLsqhAj0zRbvcqroQEwwtIUFnz0s84NWc7Z7ZZjkRQ654ZpxzkmXZL6/Aecz4sCTv4+rRiR4WuV1c3ln/2GhzFtJZiRX1vWfioLgIo8grfHdW5aTnZQK4DobLAmN4nHunXrUFxcjB122AHfffddqrsjhVTm3LiRGzfn3MsJ9sq58YIsuQmFQq4V2lTIjQx5DJLciLbrlxSx2lCx1cqNxvYClpIiAqZyIxSWRj2TyJwbl9dH0MoNXXmNhUJOgTG63USEpTlUH4lHEr2rUs6NqHLD2OZbuWnlj19NbpKI7UW5aQmx9XfccUe8apTKekoyDprKIlhBJa0DiVNu3AiK1293uzcSodwAzqphov2hQf82v8RINufGbzicCrlRUW5U2tVIHB544AFcdtllWLFiRaq70moRpHIjYks/pmMLTMY+u82NBZ1zQys3LAiRm5A9LI1cBJQuICalvgSZr5Pg0DKere+cm1ZObqTD0jT8Y3shNy3BaSGrwdGLC8ogGo0KnyuVfKh0ybnxS24aGxtdz1Oyq6V5QTUsTRTktYithxH1XZY5GWFpWrlpXZg/fz5uvPFGAMCpp57a4lTslgK/BQX8Kje0nS05343cMB7RDQrKTb3AfE0hY90XwE7QDMMelmbLuaHsZB4rSmFpfgsKCPSDaxtktTSzObSvNUIrNwkG6VCJOj2sGWVRxywocqNSz7wlKDfk+VQhYzKOrIpj2BJybtzGHu88NTU1obGxMSHKTTQadT1vO++8M7dNlYICKqqP35A2GdtUKTcq418jMVi4cGH88/fff5/CnrRu+A5LYyk3Ara0XWOTmHLDIi9Kyo3AY7R9W7axa1gaodwESlBSVAo6FQUFWvvckiY3CQbpdKnk3KiskeMHKo5HSyM3KpBxZGWIAo1UrXMjQ4y8lBsaGzZsQJ8+fdCnTx+sX7/etQ+JUG5eeOEFFNBLebv0l4egwtJU20135UZXS0s/tPbcynRBk9+wNMYtIlJQgL61UlUtjQxL69yBvU8GZwjSpaBzsoDItn0TVgpaJufGp3KjUrnMb3iZilrUUqHJjSDee+89HHXUUZg7d66UHZm0rEJuRJ2IoMiNCkFpaeRGxclSUW6SRW7odt544w1hWxl1QJbc3HDDDVi5ciVWrVrl2oeGhgZf5IZUfFi2e++9NzZs2IADDzxQqL88BElQZBSjoEpBJ2pRVxpauUk/aHKTHPgOS/PIuanayn53scLShNa5YYWliVRLEwhLu+NcA3vvJNYm4CRVhmHEQ9PIsDQV5cZRFCAJqo9SQYEglRuxJlssNLkRQGNjI6655hpMnz4d++yzj5QtSW5Ucm6Srdy0dnLjFyqz9KlSbug+33zzzb5t3X6vbFjaH3/8IdSHRJEby46Vz5aKammy7aZDtTTVUtAaqYVK+LGGOOhbLIicmykfmyg42sSYW50HY7WXUOWGs53M1wmHgLfvMOLqi5ctKxzOCk2zFRRQqHiWijLSfiueAcEWFGjtc0v6ySYAMvlcFkGEpZmm2aLIjeyM7Icffohbb70VlZWVvtuUhV/lRmZRSy/bVJEbFdsglRvR815XV+eL3ND94dmy1qTRYWlsqCg3ulpa+kG1cMxJJ52EnXfeGX/++WeAvWp9cISl0at6csB6RFq37wUPmGhqAt75Gli9kaqcSNkJr3PjN+dGQLmJhIFenQ1MndDcyGNXGExC5Wh3m4lVMa2yuvnZGeRCnDLTLQ5bFfVFVPVh9cNnQYHWPrekq6UJoLa21rctqdy4lZ4lQRMUOjFaxtYvkqXcLFy4EFdeeSUAoLy8HE8//bTvdmWQCnKTqrC0dCA3ll1paSnKysowYMAAqTEdhHLDA0u5SVVBgXRXboJexFMjtVAhN++//z7+85//AACOP/54TXBc4Fu5YezHyrk5+TYTXzwC5GbHno+OnBuiFLR0tTSFRTxJW0uxOWkE8OSVBvLzgNMPB555n23LIlUWuWlqArbWAnk5igUFFJQbR86NwjVNuHKj17nRYCEoclNdXe2yZzNox4pOjHZDSyM3M2fOjH9+5plnfLcpC7/khr42WrlphldYWmVlJfr164eBAwfio48+SopyI3Legg5LSxW5SUbOTZAFBbRyk3qokJuSkpL450WLFgXRnVaLIAsKsGy//R/wymd8O7KggNI6N5IFBeqI16U11EIhA5eNNnDGEQYMw+Daku1afWaVgw604lmKSkGLuiB+Scr2uM6NJjcCUAlLIx0fUceF5fCIOlAtjdyorP2iAr/V0lQICr2vigMtgyDJjdu94BWW9tFHH8VDD4877rikKzeytqIIMiwtGQUFggxL08pNy4ZKzg05cafhjkBLQXNu17v+r/l+YilFloPrqtwwhgN5m6qUgqZzbdzaBNhr87DKQTtybtiHY6LFlYIWPJ5Qm618bkmTGwGokBvScfAbNsIiNzwVKKjZ0NZObki0hJwbEqlUbm666Sbuvl7KTW5urq9+JVq5YTl4LUG58VvIQKUkc6rKSGskBirKja60Jo5gCwpYz0L79l6dmz+zkuytNl1zbjw8QlnlhiwowCM3vGOS54wOSwOay0GrEBSlYgR+lRuVnBtdLU0YmtwIQIXckC90v84HKyytvLxcyNYvWju58avcqISltYacmxkzZnD3dVMd3njjDcfvFS0g4Ve5SRW5SVW1tFSUgpYhRnqdm/SDCkHRyo04mkyfYWmcnJuGRtPh6HZsR9gxbi0rzEu2WhoJFeWGd2wR8dA6fof85oY2VMT+T0VoGeA/5ybwRTwF2tXV0jSYCEq5EXVcWOFLtCNA5qq42YpCZaV0r2O5QZXcVFVVYc2aNUrHaAnKDXlOk0lu6HMzYMAA7r5u5GbatGnYunWrbdvq1auF+iCi3LCcNNGwNFVysz1VS2stys13332H/fbbDw8//HDK+pAO0OQmOQhUuWkCtmx1bt9MbGPdWlZyv+s6N0ErN4yCArJtksffoVvztuNvNtHQaKYktIy1r6gXoUI0fC/iqUCoWio0uRFAOio3F1xwAdMp9+swsIoY+IWMrUyOAY0tW7agT58+6NWrF2bPni1l29KqpZFIpXLTt29f7r5uYWkFBQWO+4hVqCM7O5t5XC9ywyIoosoNa3uqqqWp5NzoamniGDduHL777jtce+21tsT47Q065yY5CDrnhkVuyjcTdi4OtNsl9wxLk1Ru6gJWbnbsad/+1S8MBSVJyk2LWsRTFxTQYEGF3JDOiojzEY1G8ffff9u28Ura0qWlTdPE3LlzffWTdkxbQljaU089hdLSUjQ1NeHoo4+WstXV0vzZuh3LzTHPyclxKDcstG3b1rFNpIQ6T31pzTk3ulqaf/z000/xz59++mnK+tGSoXNuxEFXS2OVc2aBVy2NSW62NH92e6XJVksjIavc1AsoN24FDujj0+RmdSlDQVEoBS1j65dUBR2WpgsKsKHJjQBUyA1JGkQclxNPPBHTp0+3beOVgqaLCrz33nv43//+p9xPq02/SBa5qaqqYn4WgV7E05+tX3JjmqbQfdSmTRvHtkQrNzoszb9yo0KM0iXn5pFHHkmbviQbKr9bKzfiCHKdG15YmpdyY0G2WprNNoB1bmTbBJpD6dq1MdCjY/P2deXBFhRIinLDOlaKCwpc8VgUu5wdxa9/tZ7noCY3AvBLbkzTlFJuotEo3n//fcd2nnJDz4SfeOKJvvoJqJEb2sG5/vrrhW3ToVqaDNKhFHS6khu3sLRoNCqk3LCIRrqTm3RRbpIRlqZCUNIp52bgwIHxz3///bfwGmStDZrcJAeOsDSFHIvGJnt+jYWaulihAcDdWXZVbjzEOGnlhrHOjagtb5+372juxOqNzsIKySAorH1F2/W7Vg3AJkZvzARmz3M/gFuY4vzFJp58F/h9KXD0vzS52a7gdxFPWUeY94IVVW5YEH15qeTc0PuuW7cOpaWlQrbkOZINc/Bb8Yy23d7C0goLC33b8hxSmsizjiMyScAiGiIFBVTC0ljbU1UtLRnr3ASZc5OsfJ2gQT/TN2/ezNmzdUPlGuiwNHFEfS7iybo8vLA0oHm7q3LjlnPj8WqRVW5IBBGWBgDdipo/r9oYLEFRKgWdhJwbVhu3vWjiwHEmFq3gH4R1/O8WAHe8bOKnP5u3rS0T60dLgJ56EYBf5UaEMJimiWeffRbV1dU46aSTmMcRVW5YiEajQi8hlWR31r6ihJA8R8mcCWxpBQXSndx4nQdR5Yb121Kh3KiQjGSoPqZpOmxTUS1N5t6hc6dSqdzQz/TKykp069aNs3frhSY3yUEyCgoAwOZqoEO+R86NS3tB59yIHFtkGJHtdisE8nKA6hpg7h9AbpZ9X5kRHWgpaAX1RYUYWXj+IxMPXca+QKy+/bYE+G1J61FqaGhyIwC/5EYkDOm9997DpZdeCgCoqKjgHoflCIg4i01NTb7IzXXXXYfLLrvM0w5g/y7WuiMskCRIltyoKDfkS317U25UksB558qLDIjk3GRnZzN/m1/lpjWHpbGuQyqqpYnamqbpCFtMpXJDj0Wt3MhDkxtx+F7nRkC5sRx9oDlcze22dF3nxissLQ2Um0jEwP5DTEyfy1YaUlYKOhkFBdz64/KlzO+aM9/EAbv6963SBTosTQB+47FFnNmHHnoo/vmee+7hHsdvWJqow0PvV1NTgyVLlviyBcRLjJJORjLJjd+CCemg3MgiSHLDs/UiNyLKzb/+9a9AlZvWXC1NpQx8KnJuWOMjnZQbTW7kofL83d4QZEGBRqqgQHciTGvzNpfAzdFNZrU0ElxyI1EK2sJBu/N/hFRBAdpWmKCwnr9itsycmwCUG7djyNzmw69wRgW0RGhyIwDZSlwWRJzZ9evXxz/zZsJUwtL8khsAKCsTC8BkOWSiNwep3KisuSALss8toVoaCVmnUMWZFQ19cismYNnxlJuioiKce+65uOmmm1Ki3Kjm3ARZFEA0HI51Hfze68lQbljjI1Uv0MbGRsd5rqysTElfUg2Va5Cq6/fN7yaO+VcU//m65ThgvsPSWMpNE7Bla/MXLHLjdmnclJJE5txww9IkCwoAwEG78/eVKijgU30JuiiASjECkWPILti5gR1E1KKgw9IE4JfcuDnCTU1NOO2007B06dL4tpycHGZbqVBuACAzM9O3rajTo1ItLRXKjUpYWlDKTTLJTZDKDY8ATZ8+HXvssQeAYHNuWoJy49eWdR3SWblhXftUKTcskq2Vm+Tari018cMfsXCqXXYAhuwg/izf/7JYu598Z8Kcnf7qkWkCpt+wNE7ODVktrTtRGnmzQEEBlWppKgtxBqnc7DmAv69SUQCV0LIkFBRw283NnZC9VSurgc4d5GzSDVq5EYDfsDQ3Z/a1117DW2+9ZfueR6LImWsSpHLDcxRUSIYKuRF98ZHtJtPZ8UuqglRu/M7wyxKzdCE3vDFRVNQ89dgacm5UqqUlg9ykQrlhLcSaqpl/FrlJF+Um2aXxU0Vu5v4BnHCzidPvMvHRt74P0yLAehwEmXNDrvsSD0tzy7lJRFiaQs6N0Do31PHDYQMr3hZPnufBb84Ns7SyAjH6aRHw10rvA7iGpQWo3FT6m89PK2hyI4CglBvSqSBXyPYCj9xYpMs0TbzzzjtMWxXlRrQogEpYGukcyb4s0yHnRqWqXKrC0mTOsyi58QpLY1X3suBFbkhilIiKZyKqjxuCDEtTITd+CwokY60ardx449tvv0WXLl1w6KGHJu3cpIrc5OU0f66u9X+cxsb0D01jEZkgF/HsXtT8TBQhN0o5NwrKDXedG5GCAox9crKc2wDJogDU8FEKS1NQbq5+0sROZ5hYvta9A27985uPw0JlK1j2S5MbAZDKjYxD7VYtTcax9VJupk2bhn/+859CfeDBr6PNs/Uziyz7QlchN35nSFUc2aCqpbXUsDSebW5ubvxzkORGJSwNEL8+QYalqeTcpGKdG5WwtHRSbvyuZRYkDj30UJSVlWHmzJmYNm1aUtpMFblpQ5CbKu/UUS7qxCu2pwxMcqOQc9PYBGwlhmvHgubP1du2u10Z13Vu/JIblWppPnJuACCLE1iipNyIkhtWaJlom5wdo1Hg5uf9kxu3vkuHpWnlZvtAIpSbIMnNNddcw7VVITcqIW2iLz4VcqOCoFSTVJCbVIal8a6rSEEB0vapp55CYWEh7rzzTtt+QZIbwH7OZQoK0LZuSEW1tFSFpfm1ZYWlpUq5YRVi8Rq/yQBJutatW5eUNlOm3GQ3f65W4JUtltwoKDcm7L+7sF3z56oak2tnIe3WufGRcwMAWZzAEplh6VirRkF9CaLimde48FvuWTYsbbPChEO6QJMbAZDKjVt4DQ23MCSZmUKvsLS2bdsK90FmP7/OEtB6c25E1i7igf5927Nyc95552Hjxo245ZZbbPsFTW5Ip9UvMVq0aBHuuOMOLF68mLlfkOWcUxGWtr0pN6yxyiJfqYTMIrIWHnroIZx00klYtmyZsE16hKX5PgzqWwK5YdyWKgpBU5Od3LQnXv/WuXQ7vus6Ny1IucnglMNSCUtTuS6BlHP2aN93zo1sWForUG50tTQB0MpNU1OT0JosbjP1GzduFG6/rq6OmdxvzUB27dqVa5sMghIUMZJVJFSSb1Oh3ARFblpiQQF6UiAUCjHJRtDkhuyXrK31W0877TT88ssveOedd/Dbb7859vNbUCBocpOKamktUblhnXdVcmOaJlatWoWePXsqHceCLLmZN28errvuOgDAli1bMH36dCE7+lyYpikc7htUWFq1vzWyAbQM5aaRRW5UFAKz+XdnZlAhfjXex1eplhbiPkPd7QC1RTxZzRqGgaxME3XUvElLLAXtdlybrU8C46daWkuHVm4EQJMbv4SBdFxKS0uF2/dSbtzIjaijxXKqkh2WRle38tOuKFoyuWmp69yQtjIhYiL9TYRy09TUBNM08csvvwAAfv/9d6Z6E2Q552Tk3ARZLa0lKjeJIDenn346evXq5VAi/UI2TO67776Lf/7888+F7UTvbxFbGZBhaVWtnNywQo1UFQLLoc/KoEL8tp3L1rTOjWHwn93ZjLwbJeUmCWFpKiREVrlZvMrE9wtM6bC0eYvTv1CHFzS5EQD94vNLGEi7iooKqfZZL5KKigpcdtlleO6557i2jz/+uFAb6aDc8I7Fg5/QDQt+S9qqhKWp2LZ05YbOueERCtZLzCIZvO/djidCbnjbo9Go4z798ccfmfuRSIb6wro3kxGW1hqqpSWC3Pz73/8GANx9991Kx7Eg+2zbsGGDr3aCLIYhA7LSlVLOTepTpTyhVFCAQ4wsUpdFKTciYWlK1dIUcm78hqW59ZeVdyMzKoMsKKBSCtqCV86NjOqzttTEoDNN7HuJiXdne3euc4fm/K2PvgWqtrZsgiNNbioqKjB+/HgMGzYMo0ePxty5c7n7fvjhhzjhhBOw//7746STTkJJSYlSZ1MB0zR9O+BuTv+mTZuE+8AjN59++imefvppV9tJkyYJtZGqggK0rcxLPUjlZsuWLUJ2qVJu3I4ju3865NzIkBQRuzAnnkI1LG39+vW2baxKW34dRNY94je0TMU2GcpNuoelpUNBARKy5IYMc5apIhkkuZEhO6GQEc+7Ucq5Se6yQL6gpNxwihHEyU2mPX9p+tzYdXC7tVzXufEKS0tBKWi371nkRuaxQl8GlbC0IBbi9Oq72/f0OHv/v0DDtvvjNQExt2M74Jh9tx2rCfhrpbdNOkOa3Nx///3o2LEjZs6ciXHjxuGGG25grhEwe/ZsvPbaa3jooYcwZ84cPPbYYygoKAiiz0mFSuIu60Vhlae1ZoStldndUFtbG0gIR1lZGZdgBq3c+LWVKbSgQm5oW9F1LlQICm0r48Cku3IjWy1NRkUhf69KOWc/tnTVKpHFKP0qKLxtQdumolpaaw5LS8TvUCE3HTt2dNnTjiDJjexzyQqnUgpLSy9OygSzoIBoCJNAWFpGxP5cm/GTuwOdEOVGJSzNJ6ECOORGIecm1cqNSkGBN2YCDcS6T7x1gHjIywEG9mq+kH+tkrNPN0gVFNi6dStmzZqFjz76CNnZ2RgxYgSmTp2K2bNn45hjjrHtO2XKFFx99dXYYYcdAAA9evTgHre+vt7x8otEIswk+mSD9VJubGz0fKnX1dXhoosucmxvaGjA6tWr4y+C9u3be/ahtrbW9yz/qFGjEI1GsW7dOuy4446oqanB7Nmzse+++zr6RUPkd6ra0r+rtLQU7dq14+xtB31tVJy0TZs2oXv37p52LKXJr1NZU1Pja/a6qalJmaD4daJjs4JOWy/nkLQzDIPbPouA0OWc/SoNvL67lYJeu3atbVttba0n4RMd+7zJD7+2omORRVD8qrS8c0qDpXiJ/lZrn6CUHta5q6ur8318+vlXW1ur/O6S7U95eXn8c4cOHXw/k1SeZ3V1ddyJAhYsclNd4//a1tSbiMomFCQZDY1R0PPI0ajYb+YVI4gXFIg4jzPpHXflxjD4bXuJfobh73zHhoU/20iY31+eciNybk2TXQpa7Bnqv123XaKm+zG8Tt9L00ycf0xsJ9lCHXnZQP+ezQ0sWhG7XkE/f1Uh+oyRIjcrVqxAmzZtbCuK9+/fH0uXLrXt19TUhEWLFmHx4sW44447EIlEcOyxx+L8889nOhIvvfQSnn/+edu2MWPG4OSTT5bpXkLAWhNh+fLlnjP9r7/+OhYsWODYvmzZMlxxxRXxv2kHPSsry+Eobty40bfqVVtbi5KSEpx//vnxAgSXXHIJPvjgA9t+rHUV1qxZg8LCQs82Vq9ezdyWnZ3N2NvZPxILFiwQqkQHOEP7ZMIeyfLeAPDXX3+hTZs2nnZ0lTs3NYwGXURi7dq1vkI1t27dqvRbm5qahO3p8V9fX8+0pUkADdLxCYVC3PZZkwlk/3nt88I8yXDDdevWSdmuWLECf/75p20b65rRTl5FRYXQ+aWvi4wt654rLS311S7vnLJAk5SamhohW9b4kB3/K1cGEyfBetZVVlb6Dpumz8nvv/+OFStWoHv37ujcubOvY4peSwvkO6OxsVHYls7VWbp0qXCILv0sXLZsGfLy8oRsASAz3BVAJrZsjaKkRObaFsc/rVy1HiUdUr8AqxtWrYsAsE+c1dbVoaTEey2jDRtyAdiVuJqaWtTVZwEwYKAeJSVrQZ6TvIwtKKvIAMB+/9bWbEVJCbtaa3VVAQD+5GLlpnKUlDjHx+atBoBeXLuwYaKkZAXzu3VrMwB049uG+OPDMLsAsEsUsfebt+wQ89WLbdsaGhpRUuJ8ttLYsCkMwD5hXy9oW1XdEUAu87ut1TUoKeHnz9XUdAKQw/3+jyWbUFJSCQBYviofgPfkuYWQuRWZ0UoAsQJVi5ZvQUlJ86RJUM9fVfTp00doPylyU1NT43h45eXlOaqJlZeXo6mpCT/++CPefPNNVFdXY9y4cejcuTOOO+44x3HPOeccjB071t6xNFFuKisrHdu6devm+dLiyfvdunXD119/Hf+bTlDOy8tzkJusrCwhhYeFnJwctGnTBl9++WV8m2maKC6239Ss43fu3NmxHwtLlixxbOvatauQLU12I5GIkB0QOy8kRO2sdkjk5OQI2dPnKS8vT7hdmqDK2JLIzMyUsqPPE+v6u7VFIhQK2Wyj0SjmzZvHdNRJhMNhZGTEptkMw+C2zyLEZB+ys7OZtuSECwmrTSB277FseQS+W7duDrKVm5vrOAY9hkWvK2uCpE2bNkK2rFCogoICIVuva+oGetYsIyNDyJa1FlenTp2EbKPRKFauXImePXtKKQM8sNaBcRuTNGbNmoVbb70Vp59+Oi644ALHO+Kjjz7CnXfeifz8fKxYscJ1HTISkUgk/t4QfR5ZyM1tdpbC4bCwLX3fdO7cWbicNX3fdOvWTWoSru02V6KhSXz80WjXvjN8miYNVYwZ73AkS+g3d3C+WhHJyI7nGrXNi70L8vOAzdsewbVNbfH9n047C3l5zmeYhfYF7v0pLOyA4uIOju1eKkEkwr+/vASGzAh/fOSzbi1DbPyzXLRQWMz/iDC4SSgkZpvD5ybIzHa/7zM9Qs1y8wpQXFwAAAhLus+dCnOx++DmH1Zd3xbFxW0Df/4mC1LkJicnx+HEVFdXI4e6WpYzddZZZ6Ft27Zo27YtxowZg2+++YZJbjIzM9OCyLDAkuJM0/S8yDxyQzslp59+OqZMmRL/mz6XQGxmVSZJlG6PVmm6dOni6D/LWTIMQ2gw8+RKEVt61ru8vFz4BqJtZW48+vpUVVUJ2bPizEXbpW3r6+t9PSyi0aiUHSuMStTey/bKK6/EE088IXQc6/eHQiHpamnk9yxbntpH9j8cDjNtecUITNN0zGyzrpnK+WW1mWhbVvlfv/ecaJssRU70+WLBbdzIgDXGREKqVq5ciTvvvDMeZfDLL7/g/PPPd5yTO++8E0CMvL7//vs466yzhPqVkZERfy41NjZK/VZy/Ms8k+hzoWIrO+4jESvcBQAMhEQSN2IW8U+NTTJ2qQGvbLDYuTJBZ9DUElGQWRmx47xzh4nDr4nt9+E37kcMhfhtZ0TcQ4/CIfb5zsp09pNEJMxvMxJxt82I8G2zMli5h7Gx6eUzGSFnuyrXJWqK2vLPsel5DPfr00T0f/NWuTCywnZA5w4GrN+1vsLel6Cev8mCVE979eqFqqoqW3jN33//jb59+9r2y8/PdyQ1pip5VBV+q4jxyE1TUxOGDx8e//vaa6+1fc+aueZVSxNBNBp1zLB16dKF2S+WrQiCLCggs/5PkNXS/BYUUKmWJlM8gUQ6FBRYtGgR6uvrhYgN4My54SHoggJ0vo6MLataWpAFBYIs58zbJmKrsraUaJus8N50r5ZGFn4BgNtuu80WPr1161ZUVFS4Jv/LOAOkyihbUIBsx+/6WYBc1TjVggJkaWCvErg8tPp1bhi2NcQjKGvbnPAuO4j3x40LRsLuhIA3nHllni24FSrw4qYZLlPwWYw58U1VQMfjTNz1ivtJZp1blYU4hauluRUU8LgPvNpoIB7Pm92DKRwozDeQETFQtC0qcX25+/7pDilyk5ubi+HDh2Py5Mmora3FrFmzsGTJEpuzbuGYY47B//3f/6G6uhobN27Ef/7zH+y///6BdTxZYDmvIg9x3suJtu3du7ctbIhlp0pu6LAkVhhOqqql0ee3rKxMyA5wniuZlyvdrldYFa8NFXLjt0KTrFPIKtkqen1Ys/yPPfYYBg4ciL333ptpwyvnTCo3PKRTtbTNmzdj2rRptm3pXC3Nb4l6lUIcouOIRW7SvVracccdh6KiojiheeWVVxz7lJaWuhIR+tnrBjJ6QbY0NTmGZa5nkORGdrLJRm781ctpGdXSWE40sW3TFhN/r2TfCyxn20ZutvHhduKpTq5FA7xICn+dG3eG4nZcrwptbrasggIAUFYJTHjB/T33ztfObSqloGNV7LwP4EagVKqlAfbS6LLkpkN+7P/O26IO15W3XFEC8FEK+oYbbsD69etxyCGHYNKkSbj33nuRn5+PTz/91FYA4MILL0RRURGOOuoonHnmmTj44IMdFdVaAvySG96Dnq4QFAqFbPHSrJcsTW7cKs/REK2EFPQ6NyrVekShQoz8OnhBloIWJTc0GVFVbqxj+rGNRqO46qqrAADz589n2rBihslxKKvcqKgvIra87Z988oljG0tt8zsmUlUKWkXJo8dsS1RuRKr9rVy5Eh9//DGi0SguvPBCAMCwYcMcdmVlZa5OvWhxFCA45UaF3PgtTw+okRtWVTARtHTlprrGxI5jY//eYyy0yHpMs8hNdpaBbMHIfjcx0bMUtM+oJLdyz17HdFVuOOTGgpuDf/pdzpOrUgp6XTnQ9kgTD77ufhC3V6/Xa1lGuamUJTfb8pe6bCM3tfXAFudju8VAKucGiCVUs1a9HzlyJEaOHBn/OyMjA7fccgtuueUWtR6mGIlQbljkxgp/YDlP1to4FnbeeWesWiVWhJxVqlX0N6VinRuZFzN9jtetW4dOnToltN0gw9JEyY2KM8rbXzQ+XjaE6cADD2SOzZao3NCFUoDEKzcqIW3JIDe0wtlalRtWZSByEspCaWkpt5gFIKeEqJAbv5Mf6aLc+CU39S2B3DB+m0V4Pv4W2Lgp9nn0LSbM2VQeE+MW2coISwOAdm2AWoFQIjeNxa9y4wUV5caN3GR6kJuNm2LnRRSij0Lefg2NwPXPmLjuVP6J8huWVltn4qtf3ftlC0uTJCZx5YaombSuHOjnvUJGWqLlZAelCEErNyxyQ1ag463kTb5ITjjhBIwYMcKzD5Yt7bzw1qVh2YqAZes3LM3vGiYAu8Rr0O0GGZYmmnNDtxmEcpMoR/i+++5jkohU5dwEla9jIdE5N+kclmaaJrOsuAjSSbkRITes0tWs/nqFpcnk1amQG7JvLSUsjXRqW4JyU11j4vO5Jmrq5Ei5W1gaK2eEtR8JlnIDAG1cqnCRcJvT8iQ3Pj1Gt+N6ERQVYmQRR1EEsRCniq1b7tkjb3kfu4G4jyqdc3OusMiNpdwAwBrxFOi0gyY3HvAbrsV7OdFhaYZh2GYEeWEv5IskNzcXX331lRCBYJEbUcKmUlDAr61KcjOd/C3T7vao3CSi7TZt2jBJRDooNzzwbHn5bzSCDEtLRUibqF19fb3v+ybdlZva2lrbdha5Ydl5kRvW4qU8qOTcBKXctPawtKqtJg67OoqDx0exuVpu/P1zookjrjVxzr0BkJtth/ASQljONnnaSXKTK5jelYicGy+4kRCv0DI35caL3GyocP+ehmnGFBIvqKwb62bqdtwFy7wbJZVMWeWm0CI3hc0X+aDx21HOzfaGRCo3llN1wgknxL8/6qijmDbki4R08L766ivXfqiQm3QPS0uFcpMKcpMo5aaqqgqvvPIK/vjjD2Fbr/OUl5fHJTfpWi2Ntz3Ryk2qcm783nOsohutRblpamqyVUZjPUt45Mat0mKylJvtNSytrkHO+br9ZRMzfgK++hW406OaFo1Pvov9/+aXUmauys1W6nFCO9Zetwjp+Od6r5kNwKNamkeiQiqUmwwXWy8yttG5TKErNlfH8mZufcH9xKs8utxs3dwmr98KNN9HpmnG841Er5ml3ORT0ber2eu9pj00ufGAKBH44osv8MYbb8Qf+G45N/QM9r/+9S+cccYZOO200xyloQGnckM6YzvttJNr/1mVsVh9C7qgQDLIDW0r40ikQrmh2/Sr3MiWkOY5wnfccQfOPvtsHHTQQdy++CE3KtXSeLZeSFZY2qJFizBs2DCceeaZ8X61tLA0v8pN0ORGRrmZPXs2zj77bG4RCzdUVVXh22+/5V4vCyShYSkurPP0008/uYYI+yU3spUUUxGWpvIsBIIpBS2bc0PmLHy3wF+bsmDdItYM/VZqeJRtBiqrTMd+PJDkJicA5cazoEACcm4yPQiVa1iah8Nfusn9exYam4A7nYURbVDRM/zm3Hj9VqA556a2vvmzaM6MVXFv9/727V55PukKTW48IEJuFi5ciMMPPxynnnoqnnzySa6dtZ1WbrKysvB///d/mDp1Ktq0cWa/uZEbej0hlm0qlBuRFyyr2EEy1txg2fr9ranIudmyZYtwm6x2rW0PPvgggFg436xZs4TyrlTC0tJVuZEJS1u+fDm+/fZbvPrqq3jnnXcAbD9haalUbs4++2y8+uqrGDp0qLANELuvDzzwQAwbNgwTJkxwbfeKK67A3XffjcbGRhu5sMYN6xnx9ddfu7YvQ27INc5SFZaWqnVukhWWVkv8PNHqYgDQ1GT/rVM/F39PsYibdaqqqeHR40QTBUeZuPihKFZvNL2VG+Icioalua9z42Hrt1qaW4U2j7V13MLSvPpbsSUxYVUqyo3fsDQR5caqkEZWievbTahb8eswdCfgCGKVh7/FalelHTS58YCIwzd37tz453HjxgEQq5Ymulq6G7kJhUI45ZRTAIC53lAycm78KjcqbbLsk2GbDjk3oguO8uxZ24444ggceeSRnmTT6zzl5ORwCwqkIucmqDLSLPz4448A0icsLdEFBVKp3FiQDdeqqqrCL7/8AgC45557HO2Sk0NffvklbrnlFgwYMABPPfVUfLtVztlPf2VybkhywyJF9fX1uPjii3HRRRc5vif7pqLctLicG8l1bvySm1qqHVYZYR7ccm5o5cbC5A+BMbeauOc193b8hKWlIudGxDH3Y+ulNFVIJtWToAktCaWcG5/Kjcg5nDUPiEZNWxloa1FON5AV5QzDwP0XN1/ollpUQJMbD4gQAfrF3dDQwH3Qe81gy5IbAPj3v/+NkpIS3Hfffa7tkf2jEWRomaitKrkJUrnx61QmY50bVvidjBMi6gjPnDkTn332maut13U1DCNw5UaFoAQdlkbCKhUdZFiaVm6coPerrBQPpPd6NnXt2tXx/dKlS21/q5AbGeWGXPCTZXfrrbdi8uTJeO655/Duu+/aviPP0faVcyO3v19yQ+fGyMA954Y/pr5b4J3vQJ5D0bC0VFRLEwmp4kFNufHfrts1/+gbd1tXYuTy2HMjTV5EzsJd/weUECmD+blAwTbywjtfBVTAUHeiuv1qTW5aJ1gvCnpbeXm57e+ysrJAlRu6oABtZxgGevXqxbRVWecm0dXStnflxm9YGiAXmsb6bZs2bWLu+/rrr7vaup0nqxhGOlVLC7qgAImqqqq0ISgytqlQblgKhqgtfR2WLVsmZAewJ3LIa9atm3fMhpULQ56n/Px8ofZl8+MssCY+7r///vjnmTNn2r5Lh7C0VJSCrpdr0j+58XcZAcjl3MgiI9L87BKulubyXSpybrygUi1NhdxUuVQbu2WK+0RHg8u4dA1LU1RuAOC2F028SoRN9u1m4OvHDVxxIvDt0+wLSBcRKGzXfN7Xiq+NnlbQ5MYDIkSgrMx+9UtLS6WqpZHgKTfki1XGwUtGzo1f1UdFLWLZJ0O5CTLnRtSW1TdVcrN69WrmvtOmTbP1S4TcfPPNN5gzZ058Njmdcm5UbL3UsUSQm2TY0o5zMsiNyCQRD/R9wirTzIMXuWEpNzRYys3pp58u1L4MuSGvg5eqSxeS0WFpYiDJjZvTTKPGp3LzyyITPyx0bm9Wbvwd1wL5G0SdX6WwtARUS1OxTaRyQ+dDyaCBM55N08TXLgn6qjk3Fmb+HPs/Jwu44Fhg134GHh8fwtCdDOb1p9dIMgwD3bapNzosrZXCjQg0NTXh4IMPxmOPPWb73m3tA9LJCyLnRsRWJCytJSo3KuQmHZQblfOrSm5WrWJnCZaXl+O7777j2rKOteeee2L//fePh9WwxnVrzLnZsmWLErlRqZamYstSUUQmFViOejLIjUopdJYS4Ve5Ie0effRR9OrVy9NWJueGPL4XKXJ7frUU5cZWLS0FYWkytn4UlvmLTex5gYkHXnd+Z4WqqZbZJcmN6LomKmFeiVjnxguuyo1Hf9eVAz8sNNHYKB9SqkRuOLfCx9+626mWggaA9m2bCcmwIUB+nv2isV53rJDGboWx/0srk7tYblDQ5MYDbgUF3n//feY6M/PmzQtcuQmS3NB9++9//4t7773XYZvuOTcqBEU2UZ63nwq5UZmllykqIKPcAMC33zY/gUXIDZkrALQe5cbr2v7111+OHCW6TTekKiyN5TiLLghMIxlKE30dZJx3eiKHXkS5XTvvbFvruUraZWRkOPJeRNp3A3kNSOXmpZdecuRTuhUUkEG6kJtk5dyQbcqoMTWSChEA3PqCe0J6TZ2JDz1yN7xA/h5RlUKJ3KRAuXFf58adba0pBf5xsYnzH5C/P6rE5yUc4JUo/26Bez/cHuGiBJEcB0P6Or9nnTFWMYpuRN5NaaXCBUwRNLnxgJtys3Eje9rlqquuSlq1NBJ+wtIaGhpwwAEHMI+X6GppqQpLUyFVqSA3yVRuAGDDhg1cW/rvIUOGOOy9cm7SrRQ0b7uXY7py5Uocc8wxju3pHpYmuoZLkG0GqdzITIDQ15BW29zGogVWWJphGNhzzz3x8ccfu9r6VVEscvPbb7/h3HPPxY033mjblw5bC4rcqISlJasUNGknG5aWRSwYKUNu/Cg3botTRqPA/5byvxcFSVREyY3KujGpUG5UqqVZeOUz4PmP5O6RagVyw1Nu8rLdT2BQYWkWOrR1tieq3JBFBdZv0uSm1cHtpZybm+v4zoJVSYmGn7A0uqCAjHLDKihAvsDcFIBEr3OTKuUmyBC8ZISlsfZj5T/I2LspNyRpZ9nuuOOO8c8ffvih43sv5SaZYWmJVG54SNUiniK2pmn6JjcqIXhB5tyoKDd0npRhGHjggQdcj+FWLY03MWRBpZoiAHzyySfMfWnlhrYVfXanVLkhHHO/5Ea2oIBfcuMn58ZaFJGFqAmUK+SDWCBVjZMOFGMe7kqIu21KlBuFggIkLnzQxPtzxAmOknLDGZd0bgsN94IC8sySroIGsAlqDqO4Rrei5h3XVUgkqKUJNLnxgJtyk5PDH6l//PFH/PM+++xjs022cuP2EmKVaCVtRZCqdW78Kjciaxfx4Fd9UbFVcQxZ7QLuSdmlpc0ZhG6z9e3bt0fv3r0d3wet3ASVN5Nu5CZo5UZkDPOc10STm1SFpdG/l6XcXHfddViwwHu5elbOWF6eiwcr2VfWc5qcSCDhpdz4zd1qCdXSyFZlw9JIR1lKufFBbliOpYWmJqBMvKI5FyRpuHhU7N8e7CHTbNPSwtIU+kvjkofFyU0icm48yY1bKWgf57B9W+c21jljhaV1LWz+vFErN60Pbo6wyIurXbt2ttCVdMu5cSM3rTXnpqWFpbH6ptIu4J6wTCo3rOtozYbzSAGvoEBLU25kF4xktemGoHNuRNrlJbi3pLA0FeWGF5bWoUMH7jGs383KGWM9c/32lb7Xampq4qoRDS9yI/p8SG3OTfN5lCI3RLOyYWmkrYpyw3Iaabgtqhk1gXK5tZiZIB3/7CwDz1wTwtNXu8/wqyg3fsPLEhWWJktuZAgLvXCrDHjKTZ6CcuPnHBaIkhtGWBq5+OemqpZHFVpej5MMN+VGZBHGSCRic57SrVqaW3hToslCqnJuglywNFXV0lSVG9rpy8jIQNu2sSehV1ia9Zt5jl065dyQ/Q96nRse0jksTYXcsPpLVsFzQ7oUFKivr2euGeamwlvt8cavW3iyKrnhXRevsDS/5EZmzAdaLU18TstObiTnH8iZcZkiAXSCuEh/eUnlQMyJDSQsjcF9vZxgcm0cGomqluamFnkhqLA0ANiyFYi6ySME3Naq8WvrRiwBd+XGT1pde4Z6yHpts3JuOuQ3f66sbnlUoeX1OMlQJTcZGRk2JzCRyg1ru9cini05LG17UW5Y+6kqN+QM7ZVXXonZs2ejZ8+eAMTJDY9QBJ1zI/K92zH92rbGsDSeYueX3ABifU5Vzg2tRJDPX6B5TGRn86fZrf15pcwfeugh9O3bFy+88ILDVmUSora2lntdEqXcpIrc+FVu3AgEC+TplFFuaKdThNx4Ea+ySjlvtQ9jSSaW4+9FUFQS9NMtLM1PqNY1TyWe3PDGpVfLbo9hQU5mg7Bywyh0QJKbTZrctD64vZRFlRtVciNaUMDLqbRAvoTclBvTNNHU1IRvvvnGdb2GVIWlpUPOjcwL3W94jYoTzLMnZ7QnTJiAf/zjH+jYsSOAGOE96KCDMHr0aOZ1t2xllBuAP/NNwoukJJPcpHNYGuvZk4qwNNF2gwxpU1FueM/SzMxM7vhwC0sDgEsuuQRLlizBueee69l3N9DPzNraWu5zdLsmN8RnJeVGhtxQw1fksnr1bcMm8fYfH2/YnE0LLEfVW7nhf5eO69yokLEsRqL8Y2+LtZsI5cbrMetGYLzGHIv8dixwbmOdz30GObd1IIiRJjetEEEoN8kKS2PBKyyNVm5OOukkm+1VV12F/fffH0cddRS3Db9kQYVkAOmh3Mg4wEGGpakqN2S/rTFnkRsA+Prrr/Hee+8xnWE/yg3Q/DtUlBseRMiNrC15jm+//XYAsft51113dT1eMkjr8uXLhY5HI+iwNMC7z7zQtVStc8N6lhqGwf19tHIjM0ZVyE1DQwP3unz00UeuJdtFn0tBkptklYImf6pstTS/OTe+lBuPsLefF4m337k9m1gErdykY0EBtyphbscd2Auo+sxA1XTDQXJq6gSWqnAZk9nE8VgEqoFj66W+qCg3xV3sf1/zT6BjgfPcsQjhIXs69yPzyiqrdEGBVgc3B5wO8Rg3bpxj3yCUG5WwNBnlpk+fPjjwwAPjf5umiSeeeAJAzNmVcW78KjepyrnxSzSSUS0tEcoNGa5jjbmioiLHfiz4JTeWnWzOjcj3iQ5LO+CAA/Dnn39i2bJl3ApWFpKRc7NkyRJf7aYiLE1F8WHtpxqWJjtR5JVzI2IrAhbRcLsuZ555pqut3zZFkbJqaUSzsot/kqeztl4m15L6e9txNm4y0dDIUdc8+OXf25Yay3cvuAcA6NuNTSxYORxeoVqJUm4K2/G/81JYpj9kIC8HGLE70JZKYXOzdeuvYQCRiIG8HAPTH7J3/Jvf3fsD8AkKYK8kNmaE83tuWJrHcHP72itXiCwKEAkDD13GPnH0Obvmn+zjhcNGvOLf/KWZvsqhpxKa3HiAVT2GpdxMmzYNBx98sGPfZObcsCCTc3PLLbfYjk3b8ZSqVISlqYT0BNluqkpBB6ncWBWZMjMZU1AMeBUU8Kpclm45NyKLeIZCIQwYMADdu3d3TSAHkkNaWeQm0cqNX5LC+z4Vyo0buenalRHXAe+cGzeokhu35+j06dO5tqlQbpIVlmZrU5bcUKdTtCIWbReNAl/8aKLbCSZ2OsNEfYPzOrHIzS47OLf9gxESRKKoXay8c1DKjUqCvtvQ//whAz07AUfv6yx57NWnw/c2sPFDA18+Zjj64PZKcOsv2dcDdzMwaVzzgZ56z9s/4ZFWoJncdu7A/m0iYWnnO9d/dlVuvNTCzkTBR7f7Qub8Dui1rV+mgdPvcm8/3aDJjQdmzpzp2MYiN3l5ebawHguZmZlpF5ZGEjZSucnLy7P1iX558fJz/CohKiQjSPVFxjZIcpPosr9u9qywNDLMxQ3bo3JD7hMUuVEZh+Xl5b5sUxGWls7khryu8+fPZx7DK+fGDfR5/e2333DKKafg6quvdkycsULL/D4jREs6tzRy4yBxkmFp9OkUnY1mXYbDrzHR2AQsWQ38e4bze3r2vldnoFN75369Oru3fcTeQChkMBUZPzk3rjksCsrNHgMMlLxt4OP7Q47jiISl5WQZMAzn73Rr01W5of6+9PhmAvDRt979cRtb1ngIh9jnmxcuSZJkMqeF9b3MdwCwYw+x5xJ9ztweZw9fZqBNDpCXHcWNY4UOnzbQ5MYF//3vf/HZZ585trPITVZWFjp16uTYNy8vT0q5CYVCuOmmm9C5c2ebjQi5YS0oRxMjwF5ilFRucnNzXZUbXmU1v8pNkCWZgdQUFFAlN34VrkSEpZ1wwglCx/OawfZKzE435UaW3OTnMzJ7CYhemwkTJji2qRB0kXZ5DqjIOGwNYWl0qBc5Jjp27Ig333zTcYwgcm42bdqEyZMn4/DDD8ebb76JRx99FFOnTrXtKxuW5mbrV7lRVZpk4KcUND0Eo1HvcB3b/tSuwuTGo4lNjLLOpHJT2LYJd1/AdtR7dnIfT1Y+RGDKjcv3XgUDvB6z1r1BH0emoAC9r1ubPZ0uF9cuEjEwenjss8gwdyM31ngNGezfxiPr5O2cmcE4rku/SNvLRzu/H31g83i46Qz+cejx4XbNhw0x8NUk4NlxG7HXQP5+6QhNblwwbNgwvPzyyygqKsJ+++0X3269cGhyw1JucnNzpcgNANx9991Yu3Yt+vTpE2+PfMnx7AoLCzFu3DgbMWIpN6Zpxmdwq6qq4tuDVG4SHZaWKuUmyJwb0XYTGZZmGEb8mp944okYOXKk8HFlq6WJfu/HNpnkxis3SXRMbN7sXMUv0aqPV9K8G4IOSxMdw35z6wC5sDQAOPnkk9GtWzdmeyphaddddx0uvvhirF+/Pv7d77/bA/9ZBIXcduuttzqO/7///Q+DBw/Gr7/+6rAVQdooN4KmrEsvs0ZOkMoNCZYzS5KbOY+sxmmHsh31HpTbQOeuWPkdzJybgMPSvIa2aLU0B7GQyEd3kBuXNvcbYuDskUDfrg04ZA/7d6zH/UXHsQ92+FDnNjc10SK74TBb7eKNF5Iku603xLQljtmtyGnbuT3w9aRY+N2/TuMfm+6v1+t4jx2BYYMlVj9NE2hy4wLDMHDWWWdh0aJFtlltnnLDmtHNzc2VCksj27a+lwlLmzRpEtauXYvu3bs72iNhkZqysrL4tsLCwsCUm3QOS0sX5Ua03USEpVnbSIISDofxwQcfCB9XVrnxshNBKnNuLARFbqxFU0kkmqDz9klWQQHyPKZTKWiR9v2EpVm2U6ZMcXy3dOlS299eyg1NugBg1KhRWLhwoWN7KsiNbOl0X2FpjG0yoWl+lRsvAjXzF0bODSEaZka2EWPG0CFzJQCgU4H973bbAjJElRuVsDRV5YZ3HJn1aGSUGwB44V/AjPvWYG8qd4n1W4oZIYBH7A3s2s+53VW5aWpug3W+eeOFvGUyGdfObUqYPCbL1jBiZG/cSQby88QrzCnMNaY1NLkRQEFBgUN9AeyVh7KyspgvPT/KjQU/5Mb63rJlFRQAmlWY0tLS+LbCwkJfyk0qCgqkyjZociNinwjlxgKtvmRkZODss88WOm4ilBuvcZMOyk1hYSFr9zj8FBSwijokuhhBUOSGPJcyyg1ZtCIdcm54Cx+TSFQp6L///hsNDQ34/fffbe8Fsu90CF2EWuqdJkgWUpFzI9qmhbAfcsN4PPgtIw0EF5b22Q/A4+/Yd7KUm0i42UFnOcKF1JwonZdjVaxi2bKIiopy4zW0/So3MmFpMmFTbnas35KT5dwWCbP751YtLa7ccHJueOSGHEessDQ32FUf5/eijyVNbjRsYJEbUrmxVrh+7bXXbHY0uRFVbsjv/RQUsPYJUrlZvHgx1qxZ4zhWkOvciObcBK3c+M31aanKjQXaWQKAF198ETk5OYy97eCNX9Fx7QfpQG6Cyrkh98vIiL3p0lm5YZExXl9M08Qll1yCY445BmvXro1vTza5YeXcyD5LE0VuFi5ciG7dumGXXXbBsGHDHJNHdF9DoZBwRcNUKDe8MuM8kLkfouvVKJMbWrkRrZYmcFve+xqb3GQRTizrUWORFws0uWnXhm/rpxR0MpQbWfXFZuvT+RZx2jMznNsjYbmKZwCRc8MjNwI5N24k08uWRYxEn0qOamly3WgxkDy92y9oggLYlQyL3IwdOxann356fDsdliaj3Fht+gmlIImRm3JjkZvc3Fzk5OS4KjfnnnsuwuEwFi5caFvrY3tWbiziKeMkefVFZB8ZJ8StDZb6YhgGBgwYgHnz5rke129YWktRbsjzluhqaRZZkB3D4XDYETblBpWcG9I2IyMj7kCzfu/777+PZ599FoA9t8gPuUlkWBrr2nspN0GWgraU8x9++MHxHR2WZpEbXngwiVSQG5FFrUlkE7PodQ0mRNwsloIiFZbmW7nxfp+tK4+VD7ZyKaywNHKRRxZ5oB3V/j3sf8uGpakoN53aAx3ygfLNsX7TC5H6DUsTVV8AuZwbEiKKj2EYyM40bdc9HLIWChWvxGerlsbKueEMF5tywwpLcxlmpBrEIrVaubFDKzeCYIVhWGtN5OXloX17Ro1HpCYsjbblKTfV1dVxJcYKtXFTbqz+jx8/3ratpRUUCDLnRtXWbyhRUMoNL7QsK4uh3wvatpacG97xBw50Lxsj67SHw+H48WVtLcVH1DaosDQv5eann36Kf54zZ078s2x/geDD0njV0nhQKQUt01carLA0kfvSshVBKskNqWjQTjS/Tec2v2WkgeAKClgoWdf8WVS5oZ3NvQbYx1duNt82myHkeYWAua5zEzbw8/MGXrvFwOPjnOPcb1ialHLj01bUaadD03hhaW7jylO54YWleSg3bm6Tp3IjeG1UVLWWhFb6s4IHTVDq6uqwbNkyAMCAAQO4L7xIJOJQfURnAIMgN7ycm59//hldu3ZFRUUFgGZy46bcWKCrPPklKakqBR2kcsM7nqhtMqqlySo3gNiCnrzx61d9UbFNhHLD26dt27aYM2cO7r77bua+fsiNdR1kxzBJFtIpLI03fpKt3LBy5GRzbkzTjP/j2fCgQm5YYWmsIhQsJCPnhj63smFppGMuupimGrlxbguqoICF/qeZmPhibGe/5GbPAfa/rfHGcqLznas/eCo3Xt/37mpg7OEG2jIEav/Kjfg949f5FrWjyU3YR1iaTbmRCEsjx6B0WJqHre/cJLlutBhociMImtwsXbo0/nAfMGAAzwxbt261OUa8OH4WEplzc+ONN2LLlubi/AUFBY5jq5CF1qrcqKw5E2RYmmibXteBlXMDiJEbHjHyQropN7LkBgD2339/3HTTTcx9k6HcWGNJltwEGZZmgdVnnsKQbOWG/l1+cm6s46iEpXmpfSzQyk0oFMJLL70kbCuClIalEY+YOsFCa6zhKxqWxhriork+osoNANz+MlBZZTLJDcsRDofsC3l2I+qVdCDS++hhl5kBZGYw1BUPL9dtnRvbcRiHSYpyE1RBAc5+OdSrTSXnRiUsjWUrqtwEG5bWOumNtJdRUVGB8ePHY9iwYRg9ejTmzp3ruv+aNWswbNgw3HPPPb47mQ6g82Y2btwY/9squ2yBdAyrqqpsTiCvvCwL5Gxu0GFpNKwFQEWUGxqpCEsLWn1JhnLjl6Sw2hR1QryOrxKWlgjlxm++jgjRCpLcuCGZyo2sEhJUWBqrwAoJ3ix+EAUFHnjgAeFnkx/lhncclbA00XAyEqwFR/fff388+eSTnrYtgdyQTr+wcsPYJqrc8PJ1fl9i4vF3TJRv5o8piXVCAQAbKsRzbiJhYNoDsfVaPrrPQCRiYPYTBs48IradZ8tSViw8f72BYUOA565zNii65gzrkepbRVHJuQk4LI0O5eMRFJFqabGwNGdDIgUFeCFtPNhKQQcYltZKuY08ubn//vvRsWNHzJw5E+PGjcMNN9zAXIzOwiOPPOKqbLQU0GvVWOFcABz5Nm3aNJc/qa6utjkCfpQb1YICIo6A1WcR5YZuv6Wtc5MqchNkWJpKmyRSEZbmNu79EqOOHTvGF73lqVHJIjeAXFhmJBIJJOcmncLSKisrmccIIiwNAKZNmyZkGyS58ROWRufryIAVlgYAl156KU455RQAQHFxMdO2JVRL8xOWxjqNwuSGYbu1FtjlHBPjHzdxzr0u5Eby8pVWyoWlDe5j4KUbQzhmv9jYOmBXA6/cHMI+gwyubVuXgpbnH2Pgv0+FcMiezu9Ew6FSptz4JEYOxUc0LC3kQ7lparb1Wwo6ZMgtbqpLQctB6o29detWzJo1CxdffDGys7MxYsQI7LDDDpg9ezZz/++++w6maWKfffYJpLOpBK3cuJGbiy++OP555MiRNlsZ5YbMmwk654YGS7mJRqPcalok/Co3Oucm9cpNIsLSVJQbvwiHw/jpp58wa9YsfPrpp1LtyhYUIME7TzLhhmRYmuwY9iIZNOgwJ9Z2HmTC0ngTXkGEpQHwrORnwYvciJJWv+RGppIdDVZYmtX+1KlTUVVVheXLlzMX90zFOjfSyg0ZlqaQcyMclsaw3bCpeeOH38jZumF9RXNfbeSGo9yIgHai3ZQbng0gQW4YtsmolubX+RYOS6PITfu27GvAI83254f/ggIGg9y4DTNbQQEWuXGxJeEotS1o19IgldK0YsUKtGnTxrZCd//+/ZkLiTU0NGDSpEl48MEHPWfZ6uvrHQ/jSCQiXNM/0aCd/MbGRpSXl8f/bteune0ldNNNN6GsrAx5eXn45z//iRkzZsS/I39nKBRyfenxcnVECAvpLIk4EXl5eY5jRqNR5OTkxNfEob+zwFMWvPrIml0UDaNjvbxF2gTYL3BRW9ZvpZ0QHlj7iNiyzhMdssKDl7MSDoeZxyGdUB5441dEuQlKQSBRUFCA/fffH7NmzWJ+L0r0ZdrNyspijsWGhgbPUDleWJrMOQiHwzAMI/7bvGzp8tNW30XGE0+5YY3hTZs2MY9BPtNFxzBr/PPGLQ36fm1oaLBtY40J1vhtaGiw5dzIkFDWdbn66qvxyCOPuNrSv5vua05ODqLRKAoLCx3rj9XX1/u6l0SvCcu2rq5O6v4iHbSaekEVm5k3YyIqwD5Yj8J6amjx+iCzlg4ArN7Y3J/MDDN+bBaZDhli/aed/La5/kizaHtMmGK2TnIj3qaTLLjbxp+FoSjI+fqQwXlmU25lz05AKMS45xt5E4tEXw22bVMTu8/2w5lOcmOKjcFw2HlsU/DaOMPSxM6vyrszSIhOSEmRm5qamvgMv4W8vDym8zt16lQMGzYMPXv29DzuSy+9hOeff962bcyYMTj55JNlupdQkI5KeXm5bY2bhoYGlJSU2Pb/17/+BQBYtWpVfC0Dy9ZCXV2dw44E6TSRzsL69etd7aw+AbGXKy9EhERjYyNKSkpsfS0rK2M683S/a2pqHPts3LjRs49k3hJ5LC87AFi9erVj29atW4Vs169f79uW9VtLSkqE1p5g2a5cudJzJph1niorK4X6SxaNYCEajTKPIxLWwhu/XufCbdx72VZXV/saV0BscoZVbWrdunWMve1Yu3YtU+XiTcAsW7bMcz0ccqbbenHU19cLXVfr+lgTL42NjUL3Dnl/k8+0NWvWoEOHDq62pFpNEoDVq1fb2jVNk6vmk8+TzZs3C/1Wss+ytjTJKisrs533srIyx3FYz7zly5fbnqkibZP7km2edtppOOusszzJzYYNGxzvHVa7ZBi0BZF3hHVMErW1tcK/jT63W7ZsEbYFgJo6A0AvAEDl5lqUlDify442q0IA7D7FqtVr0SnHW/rZUtPcnoXS8s0AmrP2ef2vrGxv288LfyypBNAOABBtij33V65cia3VHQDYn0GrV5cI5V7UbC0E0HytM4walJRscLVZXxEGYF84Z/26VcgQmPAsK80B0Mm2bc3aVTDqvW0bG7sCaH42bqosR0mJ+7vIQkNDZwDZ8b8ryktRUlLNN9iGyk1lADrG/66r44yppo4Amp/NWdiATRUhAEW23aqq61BS4nw3xIpQxMJB6+trUVm5FYD92VlWXoGSEqd6XVaeDyAW6VNWugEGCgE03+NmNIqSkpXM37elqghAzP8uL10LoKvt+5UrS4RUrrpa+zjatIndVxorV7L7lWxY4edekCI3OTk5jlWUq6urHauZb9iwAR9++CFeffVVoeOec845GDt2rL1jaabc/Pjjj/G/27Zta4svHjBgADf2GWheDweA7Vzl5ua62pFEknSUunbt6moHNC8qapqmg5Cy0L17dxQXF6Nz5+ayLQUFBcxZzOzsbFv7LCbdoUMHzz62a9fOsS0zM9PTDoiRRr+2LCdO1JalaHTt2tVRVELUtkuXLp7tWpXsSNDXgAfeDLqFnJwc5nG8HF0gNj5Ztl73rdu497Jt27at5+9mEV8glp/AIjciuQI9e/Zktks/+yx0794d+fnuzpBFajMzM+MJ54ZhCF1X677Mzs6O33+RSERqLJFkrXPnzp625O8hn0cdO3a02f7yyy9MQgLAdv5FxzDrmhUVFQnZ0s++tm3b2s4B3XeA/Tzr0aNHfHtGRoZQ20CM3BQXF8dJSocOHeLvxf/7v//DM888g++++45pu2bNGgwZMiT+d6dOnZjtssLSRO4TgP1sEf1t9PiORqPCtoA96bq6XmwstGHM0xUWdYVIs5sYvnVOrv038PqQ5+SPrqhqaH63FWxLjunZsyfy851jq0/vYiGnlL4NOhayn90kchiPoF69eqBnJ+d2Gl0Ycz69evRADwHbnGz730UdOqC42PudAgBtqDmhjh2LUFxcxN4ZsXG3cuVKdOpYaNuem8seUx0K7H/vMbgTFix3HjcUzmLak+XD83Kz0bEw27FP2/z2KC5u79hOujydO3dyqEhGKMS9puSrpmePro7ve/cWvG+pcdShPbuvFqzz27NnT6VKp8mGFLnp1asXqqqqUFpaGg9N+/vvvzFq1CjbfgsXLsT69esxevRoALHZ2Gg0irVr1+KJJ55wHDczMzNtiAwPdHw6qYZ06NDB9aKTTi0ZJkTG2ou0KWpH2tIFBbp06cKcqc7KykIoFLLNFJqmyQ1po3OQaBiG4dlHXoK9yA3EIl2itjyI2PLCsBJpy/qtTU1Nvs8TCd5YEl3Ek2XrJV+7jQ0v5SYUCnn+bl5IHa+/IpXWyKR/EtYkAg2R68orBS1yXXkhbV62pEpIK1Ey946bLa0GkCCf8yr3ekZGhi/biooKm0Mv8iwFYpMEZFia6Lmyrqd1T5C2Z5xxBs444wzstdde+Pnnnx22r776Ku64447437wxyCIoDQ0Nvp6FjY2Nvp+hdXV1UraxXWPn5bclwJLVBvr39PDyDRN0ZkI0aniWP+bZ0vk6/CIpciE5a8uaP2dlGvFj0wpNOAyEBUtmRcL2PuRle9+zWZnO3xwJi52vSJhhGxGzDYXsfQ0LtgkAmRl2W9H+ZkTs58Iw2OenXZ79+H27Gfh7FeAYG02889t8XkKhWP8cY9Jk25qEbSRsIDNitzM5drHvmvudleFsU/Tey4jYf38oJHpNxZ976QCpnubm5mL48OGYPHkyamtrMWvWLCxZsgTDhw+37bfffvvhgw8+wNSpUzF16lSceOKJOPTQQ3HnnXcG2vlkgi59SobieS2splotTdaO3IeO0548eTJzf0uRo0tBsxzVll4tLehiBImulsbLL/LbJgmVamk8W9F8MBZYIa4kVJL/ebYqleF4qmiyCgrI2vLyZmQLCrgVMnAjqEGUggbE11iif9eTTz5pCw8VWcQTAMaNGxc/lmxBDDLnhjWO3JT13377zbWvAPtc3HLLLUJ9o3+rzBpCqtXSaNw8xTtfQGURT9YQF11fRzbdYA0hXLpVS5OplkX7nyK2rPVQRMsPs/bzXS1N4pahyxz7XueGY7dzX/sXhe0M5m/ljSsy74u7zo1gQQG6uIPbXKRbKWiZR5KulsbBDTfcgPXr1+OQQw7BpEmTcO+99yI/Px+ffvppPEcmMzMTRUVF8X85OTnIyspizjC1FNBKBelwes1yq1ZLA+wveJVFPPv06YO99trLsb/lVNKloEUW6EzFOjetpRS0iC2rClGi17kpKytjbieRiHVugiA3POWGZ8vKWaDB+6288D0ZchOJROJkQfS6spQA2Wpp5LWXJUZuVc/cyI2fammsvvGq/InYvv322/HPojORn3zyia9qaYC9WIksuSHD/3h95W0nc6R4SGW1NBoVAikZzGppCuvciFZp41W/4mGNTblp/kw70VLkhiYMAkOXuZK9z4pnKrYyE/5ZNLkRtKXPJY8UDWCkgbOuA11swgL5SJGtlkYOwZDBXq+GB7Jd+rrKPJK2l3VupMLSgFjZ48cff9yxfeTIkRg5ciTT5qKLLpLvWZqBVm5IcuM18+t3EU9e6JdKKWjDMJj2gwcPdrTJc3joGToRAsRCqkpBtzRyw5oRDUq54TmJf/75p+exeeM31cqNLLkRyUlLBLmxxn84HI4/Q0TXJ/G7AChPfQlSuWEVzrAQ1Do3fpUb+ngyRCUV5EakbDXvXIgQlSDJzZYtW5RCg7sVeu/DVG4Eu8yyFV5fh2Gbmx1bJwcADtkT6Nwe+Pe2wqjlRH62WyloGXJD7yuiwLCOL6rcMEtBJ2GdG0ceSsDKzYjdgZ2KgT9KgFdv2Zb3yHhlbNwUG+OOSBVauWGRG8FFPOmSzq6loIkvaTsV5UZGVWtJaDkBdCkG7fT7JTcy4WW8VcBlQ3NI21Ao5HCgRo8ejdNPP91xbN6Ljna2/aooOixNrF3WjKgfx1Am32S33XbzPHYi1rkJgtzw7keeLS9vhgTvXi0sZHtksmFpVp/r6+s9zx+57tX2EJbG6psKuSH7LhqWRm6Xdd5VyA35npFdhDbZ5AYAPvjgA2F7Gt34OeNEm85tqQpLIy/Ha7cYmHprCN07OvcLKiyNnq0XcUrDYcPh+IoOX2ZYmk9bqbA0H78TED8/mRkG5r1oYNV/DJx+OJ/cVNUAmxivI9tCnJywNP4insRkBSMszQ1NLsqNzPl1rHOjyc32DZoskA6n15ogQYSlBUluyBfYQQcdhP/85z/xFz4vFI7E6tWrbcf0q9yk00Kc6azcqISlkW2ywid5TuKNN97oeezWotyo5PH4ITc///wz9thjjzgJIMkN4H1tyWPTxQi8EFRYGtlferIkGWFpKverF7nxOlYylRuR90W6KDcA8L///U/YnkZetvd5ZSkoKmFpKsoNWYwgb1slq0JGdTLScXYUFJDwwOj8GVGi4dcRZh1fWPVJQVhatoTik5lhoHvH5h1Yi2ICwApWJWlyvRmG+gKwxwvAUG58hqWp5M3onBsNG3hhaZmZmZ4vuyDC0mRzbtyKEZDJptdcc43NjqfckCWiy8vLbQuTBhmWpnNunFBRbngOqQVeWFqPHj2Y20n4LSjgNn694vYTodyIIMiwtNGjR+PXX3+N/02TG6/V5WlyIxOWFpRyQxJlur/JUG5Ucs5UlRvZcfTGG2+0GHJD52jK2AJyBQkA4LazCVuBZoNWboTJDcOWJDeWM9+BQW5IZ50mGiphaX4VDb8ERco2BQUFcqi5O5nblEcyGMvc2JUbTt4MNyyNsDUMJ2F1c5tIW7qQgRK5ETdtUdDkRhC8ggKyVaX8VkuTVW54JCUUCmHMmDGYPHkyXnzxRRx11FHcNkm7wYMH4+mnn47/vWzZMuZ+FqwX5Msvv4yddtoJr7zyimMfv6SIZ5sq1SfRM9CsnBs/zp2MckODRYISodx4IRHKjQh4fT7ssMOY293GxIoVK2x/y5Ib8vySBQWSmXNDhvLJkBs/yg1rP5Hxv27dOkydOtWxnbyWfnJuZMfvRRdd1GLC0ug2ZW1llB8A2G/n5t/UJLC6uhK5YRUUEAxLYxEvkwpPAmLlmWkERW4cJEXQ1kGKVHJufBIjGYUqKOVGJRTOwmrGcl025SbMtuUWFPAgRq7kxqWQgcybbXspKKDJjSB4OTeyZWRllJugcm5ochMKhXDhhRfinHPOcRzLjRSRC1WS1bR4JKW+vh7nnHMO/vzzT5x99tmOfVpitTSVnBu/tkEpNyrkhqzaZCER1dLIY7L6lm7Kza677orJkyfjzDPPtE0UkNfn77//xtNPP81d2DIcDtucflnlJhVhaX7JTVDKjYjtxRdfzNzuNcHEG79+w9JI23RXbgBgypQpnnY8W1lyQzreQsoNYxu9Vg0PzJwbBeWGhOVIe5Mb+9iRIzd2W2HlxqfiwyIkvpUbhYICov2VCUujwVNuLn3ERPahURx7QxRNTbHRJ6TcCJSCZhYUECwFHTLsY0dOuaF9PnHblgRNbgRBEw3L4ZRVbtIh58aPXTgctuUXkI4aj2j897//tW2jY/NTpb6kSrlhnadkloJmkRvRkro55PLI25CIdW4+/vhjGIaBLl264JJLLnF8n27KDQCcf/75mDhxIrp06RLfZp130zRx1FFH4bLLLsPll1/OtFcNSyOLEXhBhdwEEZYWVM6NyPj/5JNPmNtF1BAW/IalAe7kxq0UOdlX2VLQfskNqcrL2sqGpZGPEJFHGmuYbhVcXifonBsS1pDIcz4mQboINNFQKijgM+dGVPFRCkujc26kVBSKxAm2mUOTIgnvlqfcADEC/PG3wGufx/62VUvjKDfcdW4oYiRTUCBKtUuSOZlHkkoxgpYETW4EwQtLE1nJ3e9inEGRG5k2yWPTRIwkNyLKzS+//GLbtnbtWtvfKqWgW2LODavMb6KrpXnl3CRCuVHJuRk5ciSWL1+OxYsXM9fFSjflhgQ9AbJ+/XpUVVVh8eLFAIA333wTy5cvd9hFIhElcmM9g0TWGUlEWBrdLklu6AWeMzIy4udSNPzJ7z3Hc+7J+zAZOTeAf+VGhIjx7uHKykocfPDB2HvvvfHDDz8w91FRX4JQbkhn2W/Ozd+rxN4ZQVdLIyGu3Ni/UwpLE/Te/ObqqISl0UNSpaCA6O3mUG7EmxRK7P/1723KDaWgKCk3MgUFKGKUm2X/WxQqCldLgiY3gnArKCBj6/ViJRHEIp60rd8iBrRy8+qrr8Zfbjxy89dff9m20aFp6aS+JIPcsJy5VCs36RaWBgC9evVCXl6eZxVCHni/KZnkZty4cejSpQtOPfVU2z5jx45l2iWL3PAKCohMKvBCHN2UGzrXLhwOx4mR6Ir2fnNueFBVbvzkjKUiLO3TTz/FV199hR9//BH/+Mc/ADjXPWNdd9G1llJCbhjb/igRayuRyo1ozg3tzCoVFPBbLU2pFLTY/aKi3PgNS6MLCgSl3Fh4d3bsf3qdG5mcG1tBATivjdswa6KIUS4x1mRebZrcaNiQCHKTCuVGhlDR4Wzt27e37fvtt986jm8hGo1i0aJFtm1fffWV7fen0zo3KoUMEkVuTNPEhAkT8PHHH/tuMyjlJllhaSRY/RUl9rK21sLELBIHyJOb2bNjb0I6NMq6Z2g7t9LKNOiCAhZZqKur8xzHQYWlueXckH/Tz4xwOBwfS26LffL6bEGF3MhMMLH6kSrlRjYsbdOmTba/Fy1ahG7dumG33XZDdXU1gBZIbhjDe/FqsbZUqqV5PW6bw9KcY8NNuVEqBe2jWpphiI9feliJhrOxbFWIhqgtTRyDyLkhsXIDsHiVKaS+CBUUYBAjt8cwrRhpcuMOTW4EQT4QVAoKpMMinm5wU3zo/IxbbrkFmzZtYjofpmlizZo1ju0//fQTs18Wtjflxq3dN998E3fddZdtm+VUprNyQ/4m1lgVfbn6JTeA99pTNC6//HL8+OOPWLBgAfN7WXIjg6CUGxHboEpBu5EbcmzS14EkY6LKjco9x4KXctNawtJoJW/gwIFYt24dfv/9d/znP//B1q1bmevSJLNaGqlGiFQ9Y12aGm/BEoBatTQ35YYkDEzlJtU5N0QbMiRDRX1JhXJD3x4q5OaUQ9j7vTubodwwXjXcnBuKoDiUG9OloAlFjMiwNMG5WQCa3GhQoMs5y+TckE6EyEwc6/tUFBSgw9IA4Prrr49v+/rrr3H11Vczj2OaJvNF99VXXzGPT9qJoCXm3MgqN2+88YZjm+UY+lFuWA6/aEEBFrnhOVXkNZQhRTRUyA1t62VnGAb22msv7qKcLYXceIWmqeTciIalkfcmPb7SQbmReQaTaGlhaW5jYf369dhjjz2YqrCKcqNSUEDElEUy6gWHAuvVItpdt9uDvCy5Sc25EXsWkregjFJEO+1S5ZwDTO73u3KASinoNjnAUf9w7vf9AtOx3ozfsDSWcgPwiYo1Bi0yTY41UYIPqOUmtSRociMI8gVCzjiKKDfkPqRtuhcUYNkdeOCBtv1feukl5nGi0SjTAfn8889dc3Vaa7U0cpVyUVu66lR2dnbcWQxKuRF11PwqNyzHTUV98WsrSjxUKq2lityQKoqXGpKIRTxpJ9qN3NTU1MT7K0puVEJBWfBbUMBvWFqbNm1SEpbmRm6+/fZbR9gwq003pEtYWn0A6ouKLelEJ7OggJ9S0DIOfy71upB5vLWlopillBufi3jSUFFuQgbQjlHEcMkaOyGWDUsTKUbAIzfWMa3bnawOJ7rWE6CWm9SS0Ep/VvAgXyDkS1mE3JDOB2nrV0URcUgTUVAAcMbQ80AqN7169YpXvpo1axZCoRAGDx7MDIloievciNjyHAY3W9r5y8rKijuLQeXciJIbcgx72ZJtsnJ1UqHciCpUMouV0kgWuaHzZmSUm2SUgrbuTcMwHOdu3bp18TFRW1srXciAbsMPkl0KumfPnoEoN6phaSRYVftYbbohbciNwjo3onCzNZJEboIqKCAK2gmWUW7aUnNhKuvc+A2bkiFF9Lk1DCCfkX65bK1gQQHO69lWUIBTCppHpK0xaF0HlkooAh2WpmED+TLfvHlz/LMIuSFtZcgNHQpnIZXKDas8LwskucnIyLCtAQIACxcuxI8//si0E0FLU254DqubM0ArN1lZWfExkeycG5liBOQ5Yik+qci5ESU3rN+USnKzaNEibNiwwbY/HWYqo9wEFZYmknNjHZ+890lyYy30K9OuhUQqNzz4JTcNDQ0JDUvzo9zMmzdPqE03pEvOTVMTEBWQZVTIjRvxIp3oNox1bhKVcyNKNkg7EQJpgXaeZcgCfR6kwuEU1mEhlRCZ25S+p0MhoB3jttyyFdhQYd+PmXPDGY5eBQUA/ji1FqsNnNz4O0zaQ5MbQWRkZMRf1hUVzaNbhNxEIpH4C0iG3JCz3lZ1GyA1OTfWdlHlhgxLi0Qi6Ny5s+v+1rlNd+XGr6PFcxhkwtLy8/OVlBuVsDQZW9LpaWnKjWEYjn0TTW4ikYiNjFkO/yeffIKBAwdi4MCBtjWiVHJukllQgEVutmzZIkXGeH1TUW5kJ4poyObc1NfXuxKj/Px8bu6mSFgab9yJhpf5tQuCdNpybnyWggaaHT83JCwsjbgsHfKd37tWS5MhNz6VG5JAyZyDjIi9DamwtFx/C3ECjBAxGdXHJ7mhETKALoXsAzz3UfNJVFFuYgUFnG3wrtHWbY92Sx2kwwZFoZUbDQesWWiyxKZIQQGg2Rmgy7i6IT+/+UlJtpkK5cZ6gbopN6TtwoUL432ORCLo1KkT1659+/bo2bMngPQnN37j/2WVmwcffBB//vmnbVtBQUHgyo0K0RBRbljhbKnIuRElNyzbVCk3VqW8iooKTJw4Mf59UOQm0WFp1vFffPHF+He33367jfCK5N0Evc4NCT/kRtaGvCassRQKhVBcXMy0DbJamihSFpYmUlCAM0xFQtMSFZZGKgtF7ZzfB7XOje+cG8JO5hwYhmELTZNRX2jlRkZ98fs7Afv5VHHaDQPYiX1L4oP/2tsLehFP3jXaum0eyFJsdFiaOzS5kYBFbmRzbgC2Y+ll265d85OysrIy/jmR5Ib8nlX8IDs7G71792bakk7h66+/Hv8cDoddlZuDDz44fi5aa0EBHrlhORLfffedrSqdhYKCAiXlJmgVRUS5kcnVEWkz0coNa99UkRtSufvvf5vfqEEVFCDvVxGHlkdaeQUFrPO4++67Y+7cufjuu++wzz77BKLcqISlkWBdW9VFaGmIqC99+vRhbhd5dvO2i5baptHSCgoAYkUFkqHceJGbQAsK+CgFLVMyGLCrAzIkQyXnxm9uESBPlnkIuZAbEn26GnJ5M1TOjUy1NEu5sa5JUMqN34IN6Q5NbiTAyh9QITdeqg+p3HitHULDb0EB0o50qEi7d999l2nLqzQViUTQtWtXbpsdO3aMH7+1loKWUW6++eYb5r5t27ZVUm7atHGWf1GpIiZSUEBFuUlFzg3LNlXkhixLTfZBpaAAeX+RkydVVVWe/RRVbqwxR57zoUOH4h//iNVWlVVugg5LI5GMsDQv5QbgkxuRdluychMJKCxNiNwkQbnJy3EmxAeVc0Pv6yfnRhY25UYqLM3+t0pyv4xt2GcIHg3DAHp1BnbedlvSxRUsDOzFfoY0NQG3PB/FTqdH8fWvzR3xWufGrd+0cpOd6Y+VaOVGwwHWzLcouWE5eV62JLkhIVuWlnRcvGx5L1DSgdl9993xf//3f459eA5kOBzGAQccwG2zffv28XbTeRFP0zR9r+3w66+/xj+T153lDHTo0IF5jLq6OiXlJiMjw0GoRR01wzAc49VvWFpLU25E2/RLbkKhkIPcbNq0ybYmFHnd6Bw6v2FpJLkhi6Tw4DfnhgaveiQPiVRuZEpBu9m4QYTcsCYeRNtNJ3KjknPjt6AAIBiWpuDsuhYUIC6pYRgO9SbVpaBl2qARWFhaKpQbBTIbCsWu5ZeTDEx7wMCLN7BPNk/dWVsG3P0q8OcK4KDxzQPPUVBAMCytodGM3x8WufFLWrMpoqbJjQZTuRHNufGj3JDOBwmRlyvZ140bNwIAOnXq5Nmm6Ity8ODBjn14CyAahoF9990Xffv2BeB8kRcUFMR/UzJyblgvYL8laQFvZ2DJkiU45ZRT4n+T14b1O3jXYMuWLUrKTTgcdoxhmVloUWLkVcSgpeXciN7jfslNY2Ojjdw0NDTg+eeft+1DhqgFFZYmS278VkujQU4SiYROeeXcfPnll7jkkkvwwQcfCCu/FpKRcyNS0IWnepMIslqaG1IWlqZAboQKCiRBuQGcoWkpD0tTUG4CC0tTLMssCnI8qYi7VpMdCwyM/IeBzpw6Sl3YLg/WlrO3OwoKMK4/i4RvJR6T1jXxTW60cqNBI5VhaSREXq5t27Z1bDv++OM9bVnqFOB0QgYPHuwINePl4pimiUgkgi+++AIvvPAC3nzzTdv3pHKTjFLQXmEumzdvxsSJE/HGG28IHd/LiSBVG8B+jlnEiKyMR2LLli1Kyk0oFHJcX1GH3DRNX+SGrBToZUcjyHV5VJQb1n3Pgte5tEKPLrnkElsOWkNDg0O5uf/++222f/zxBw477DBEo1GlggLk/UUWB9myZYurHW3rti5PMpWbVatW4ZBDDsGzzz6L448/3kEKvZAM5YYEb/yKjE+eLa8/5Fi48847ce211+LBBx/0bCed17lRKiiQoJwb+vTT5CYzKHKT4rA0mdPnyOtQUW58khuV6033t73TnUL7tvx7r6ySudl3QQEbuVFUbuhFUlspt9HkRgbJDktTUW5Y5IanrJDgOXI0ucnKysKMGTNs23hFA6yXYN++fXHuuedixx13tH1fUFAgHZYWtHJD/r577rkHt99+O0499VQsWLDA8/h1dXVSJZ1J5+Hhhx/Gvvvua8tv4pGbU045Je5ANzU1CRHBoJSbaDTqIDc8Z57sFx1yBajl3IiSFDq0T0W5CYrc/PDDD/j888/xxBNPYNSoUfHtAwYMcJAF1kTBjBkzMHDgQFxxxRW2NpOl3JDXlQxT9CooQINWqbzgNhnx2Wef2bZfdNFFwscFkpNzI2Irotzw+ipCboYOHYoHH3wQw4cP92wnrQsKcLbXNwCVVe7PQ9lkehKuyg11SWlyQ14ev2vVsGyTotwQbotIXpMFRzlnlWppMmFpkjlcPNC3VPeOzn0+uk/+2WErKAD2tWEN063EI1ZVuQlRF0MrNxpK5CYdlBsRB0+U3ADAoEGDPNsEnC/BPn36xEPTDMNA9+7dlXJurPPhV80AYgTE6ic5a/7JJ58w7Uhcc801aNeuna3kLQma3JA5UGvXrsX3339vy0ki93/llVdw+eWX47zzzsO4ceOk1yahQ2KSEZbmRW5UlBtRkkITeRXlxm2RRRJev6tjx4447LDDEA6HMWnSJNxxxx248MILcfHFFzvIDb1wp4W///4bP//8s63NVOTckNe1vr4e8+fPx3PPPYctW7ZIkRu/i3habbCuTW1trXClsGRUS/NqD0h8WJpFvDt2ZHhpFJKZcxPEIp4AcNodJtofbeLxd/jXLmHV0jyUGxJBFhRISs4N8QiukyA3ftfkAYJTblTS8uix2LHAwO3nGgiFgD12BOpmGhg2xAe5oZUbwUU8mcqNwnUloTBXk9ZopT8rMQg6LC2RBQWSQW4A4OmnnwYQmyk/5phjmPvQL8FwOIxffvkFp59+Oh5//HF07dpVKefGctJqa2uFZg7JNiySFY1GmY4W+aJ3e3FXV1fjvPPOY35Hkxsvx4tUbnr37o0nnngCU6ZMQU5Ojk0dmDp1Kn766SfXY11wwQXxzyrKDSssTaSggIpyw3L4RMPoioqKPI8l2m4Qys3hhx9u+zs7OxsTJkzA5MmT0alTJ9s5qqurw+rVq4XbDCIsTTbnhlRu1q9fjxEjRuCiiy7CrbfeGrhy47a2FFki30JZWZkwuUlGzg2JRJAbEeXGGptu641ZSKpyI1stjUMy/iiJfTf+cRdyozCT7+Yo05eFzjchEeg6Nz5KQcuCTD4XyWuyQP9OGYVKpaAASYRklRvyNmIR7VvPNrDxQwNzJxvIzJDNu4uNS3J0hgx2WNqZd5vx/S0EqdzQaKXCjSY3Mkh2QQGeEuKX3Ig4hhkZGcwXLc9ZuOiii/Dll1/i119/5YbRsV6C/fv3x6uvvopLL70UQPOL20/ODTlLz3J23GzJ8zRy5EgHQSFf9F5VwHgQySsgQZIbemaadBjPOussDB06FOvWreMei1z8laXcJDrnhkVuRFWUdFFuVMjNSSedhGuuuQZPPPGEqy35W5cuXSpM8nv06OE7LC0vLy/eZ9mcG8Mw4uOhrKwsPs4ee+wxT3JDPl9UlRtyfFtINLlJVViaLLmhlTYgds3vvPNODBo0CJ9++inTLq0X8UyQ+mKB9/6xbFmPS1pZqHGZXwiyoEAycm5IYiRz7lVCy1SUG9nS4jxbHpHrkG8gHJZ/ZlRtcwFo5YZ1bT7/EXjkLftYDDLnhoYOS9NghkCo5Nx4kZtQKMQkKYlUbgC2M8ebEQ6FQjjooIPQq1cv7otBhLCo5NyQs/QsZ4cG2QZ5nr766itHaBnp9HktiMkDrdzI7E+POZYD/c477zCP89JLLzlsg1Ru/JIbUUKVKnJDO5qiYWms33XAAQfgoYcecuSZubX59ttvC7WXm5uLCy64wHdYGvl8UQlLo2ERlmSEpVVUVDi+UyU36RqWxmtX5B4mx+Ytt9yCBQsW4IgjjmDum0xyQ8b/qyg3IhB5tfD2sbbnMIY8ffrJJPyelFDW0qqlkcqCTJgXHW6ltM5NknJuyPMkEiIpgzWlsf/pdW5YYWkAcP0zJoZeaKKmLjbgq23kJnYyNblxhyY3EmApE4kMSwPYoWmpIDci6sOKFSuY20UIC/mbZBPlyThyEXLDU25YIHMfSDvebD6r7zS5oSth0SCVG7od1jXkhcude+65tr+DzrkRCUuTWR+HhkpYmgq5oX+ninIjquyKPkdIvPnmm8jMzFQiNxZJl61axrquFqx7gHetyOvqt6CAZZcIcpMIGwvJrJZGgnUtaDvruqiEpflZf8hyZlVybkRAKg+8xwjPIbZsMyJOZ5t23K840YhXC5s6gTrHCjk3qVjnhmwzVcqNzO1mC0uTHIqJJDfXPxs7ebaCApxFPC38vAjY7dyYwSZijeWCbStpaHLjDk1uJKBCbvwoN7w2RV4+LFKkQm5EnIWDDjqIuV1GuQGAq666CtOnT3e1I2cISUeW5ezQYOXc8GCtEUTb8Rxe1krvJLl5+eWXceCBBzJtrd/rFpbGclIsh6KpqQlr1qzBfffdh99++82xn2EYSVFueFW1LCQjLI1W1mTIDZ10raLc8BZkpeGH3FjHlglLo9UXGXLjdV1pBKXcsBxmi8Sx7vfS0tJWqdwETW5oWPc3XW6chyCUm1jfYv8nU7nJ5bx6vZQbVigRffq7FRlY/paBxa8bOGBXitzQoWUKBQXEw9L8j9cMn0pIoNXSZAoKqCg3AmFpfmFVmhMpKEDir5XAyvUmKoioYassdVAFBVopt9HkRgYq5IblRPtVbrp16+ZpRyYLW0hEWBqJHj16YODAgY7tIuSGJBGTJk3CkUceaVuhnQb58lUJS/MiN+Tx6HwFr/0tkORmv/32414Hy9GTJTf19fU4+OCD0blzZwwaNAg33ngj9ttvP8d+tbW1ga5z47cUtEpYmqgtfY5lyA1d0lxFuUkkuWnfPraynIpyY/02WXLjFpZmIaiCAqznh/U7Wffb0qVLlaqlJcLGy1ZkfMqWgiYhct+Qz4ZVq1bhpZdewtq1a7n7B0Zutp0SoUU8ic+yigTpWObwyA3nVWU5yiFDLCekcwcDO3R3fhHkOjfJCEuz5bBIqBmBVkuTCUuTLC3Oazdo5cYiJ3RBAZFrs2wtbOQmaOVGV0vTYJIb0bATlhPtR7m56qqrhF6urDVnRB1Dlapw//znPx3bRMjNo48+6th25513cvdXybmRCUvjkRtezo0XucnNzeXO0lqz0Nb+ZNK2BZYT9Prrr+Orr75CWVlZvKACa62cmpoaxxhI55wb1m8VJSl0G62Z3PgtKGAYhk258bpPaVuv55dMQYF169ZxHWO6XcBduXnwwQc9qwjSxyPR0hbxlM254YEc5yeffDLOPfdcjB49mrt/4ORGMicmS/KWIYkLvcgk6/gs21BIzXGn1xiJSCSn+1U0VGb4ZZQlNzu/5ZxVbBNRUMAvyreRE5FFPGmsKwc2EWs4xZUbHZbmCk1uJMBSQ0SdEtZMvwi5oZUbkXUKrPZE8jVYYDlzr7/+upAti8SJkJt+/fo5tlnOGwskYejSpUv8c9BhaeTxRHJuWNXayL7m5ORwr8NVV10FoJmY5OXlORwplpPCCkFjoaamxtF2Ita5CapammEYDiIoatvalZvzzz8/Pu7J68LLe7PAC0szTVOqjHSQYWmvvfYaunbtin322YeZX8OaVKirq8OLL75oW/OHxNVXXy3Un3TJuREhH4kOSyPH+dy5cwEA33//PTdnkh4PgL+cG8shlc25oVda94KNGHFsecqN1bdIWC1sikYyCgqo5NzIlHAmQY9JFQLoW7lJo5wbS3khx5dbQQESa8vADksLiNy0VmhyI4F0CEuTcdLoNQ1Ebem+7rPPPjjkkEOEbFlKiEhBAda57dWrF3d/SyGJRCLo3r27Y7sbeNXSeO1YL3GRsDQvcpObm8u9Dm+88QYAO7mhIXP9abCUGzenhy7yQBONRIelAc57RNQ2SOVGtOw3qw1VcjN48GDHttdeew3PP/98/G+S3Hz++eeYOHEitx1eWBrAVvtIBBWWRhcUOOOMMwAAv/zyC6ZNm4abbroJTz31VDxkjXSYLXKzcuVKW9l2kbwo1mSSl3LDshGdEGD9fhVyk+iwNN45pEPTli5diurqatt5sq6pH+XGcr6Fcm6Iz9LkRkG5sWbyM1jkRsGLkiEetNOfjFLQKsQtqOMkK+dGJSyNdwvu1j/2f/lm4OtfTRvh8iooYGFtmckOSwso5yZoIpcukL4tKyoqMH78eAwbNgyjR4+Oz/DQeOSRRzBq1CgMHz4cZ5xxBn755RflzqYaKspNUGFpKk6aqO0OO+xg+3vPPfcUbtNLCeGBlVs0adIkbi6Apai0b9/epvAEHZbW0NAQJyci69ywHEQ6zMzrOriRGxliwOqHTFgaOQ4KCwt9hbSpFBQAnPdXMsLS3NYWkrUTvR94z5GbbrrJsY1WNOmxePvtt3Pb4YWlAUDPnj1dCY5otTQLIsoN7ThfccUVuPfee3H55Zfj3//+t6Ndq790+J0XMQPEyQ0J1n0uqtywbFtKWBoJUg188803scMOO6B3795YuHBhfLvV/2QWFJAlN6YIuUlj5YaGKKlSeGUo2ZJQIYAyQmmqwtJYJGWXHYCOhPt20HgTXxDRsqJhaas2ArPmNf8dtHITdAheukB6yN1///3o2LEjZs6ciXHjxuGGG25grpHQpk0bPPnkk/j6669x1lln4dprrxV6AaUzgs65SbZyI+oYDxo0yPa36G8E/IelZWdnM8/HhAkTAAB///039ttvP5x77rkwTTNOYgoKCmzOXnl5uWdoBOksicysW22RdpFIhNlfXq4LEHMeWKFWFnbaaScAzWSI5WwErdy4OUbvvPMO2rZti+LiYlx99dVSqo8FlVLQgH/lRiUsjb4+IpWsAOe9mp+fL+wIs8bSv/71LwwfPtyxnT4m6/585JFH8MEHHzi280pBA7Hx8fDDD3P7mIiwtOeee8723fLly+Of//rrL0ef3daX6tmzp2t//KgwLYHciPRHhADxzm1JSQnuvfdeDB48OL7ocmlpKf73v//F97HuEdE1ckiQYWkffWNi9jz++0KEoPBAOru+lZuIWsI7Db9hX4A4qVIhXyr9C+o4qQhLa5C0JcfEoN7ANf8E3r3LQAfnnG0cbgUF+nRt/jz1i+ZS0Lv2ax67mty4Q+r0bN26FbNmzcJHH32E7OxsjBgxAlOnTsXs2bNxzDHH2Pa98MIL458PPfRQPPzww1ixYkXcgSNRX1/vKAnKcx5TAevlyls7RiTsiuWoZmRkeNrSbYZCIeGFLukZXlFbesHBrKws4TZZaoNpmlx7a3s0GkW7du1sVdMAYPLkybj77rtx2GGHoaSkBN999x0uvPBCG7khnco33ngDP/30E95++23ssssuzDZ5xQh4KC0tRdeuXW0vbsMwkJ2d7Ri3W7ZscfxWkqxEo1Guo/HHH3/gvffei++fl5fnOJZKpaasrCyHvWEY3GszZMgQrF69Oq42sdpm2Q4YMACLFi0CAHTt2tWRByIzhmliIWpLO3yi9yngJFBebVrf0cRe5r5hndvc3Fx069YNL7zwgi0Eq7Cw0HZcFvm65pprAMTGFHk/0/2hHfCVK1d63qsWvJ7P4XCYeSxRglpVVWUrS+xVxOCdd97B7bffjmnTpjG/Z9mynk0kieMptCLXlacUsWxF7mvec1Rk8sjtPrfAU25OPfVUz+O3a9cOlZWVqKmpQV1dnfCEANDskK7eCBx3Y+y3zH/RxM59nfuSITTcvBnO7ySduGzOMGpsMhFlyDckuaFPt+HSJtkf5r0QYrcnAsPwZyv6TIq14d/WDv+/E6a7LXl+yfsoasr116bcNMjZkiFie+8EPHAJAJjY0XW+xUSEcduHQ8CCV4Dcw53f/eu02P1umqaDMPq9NvWN4uc3HSAcFixz0BUrVqBNmzY2h7B///5YunSpq92aNWuwefNm7szaSy+9ZIshB4AxY8bg5JNPlulewrF27Vrk5ubacihKS0tRUlLiacua0V+/fr1nCVZ6Jmzz5s1C7QHO2cCKigohW7pN0zSF22St81JfX+9pv3LlSubMYVVVlcPBmDFjRvyFnp2d7QhFW7x4MQ4//HD88MMPzLbIayHiGPz888/Iz8/HqlWr4ttqa2uZzsuqVascv3XLlljAbGZmJkpKSlBWVsZti6xOFAqFHMcSKdnLQk5ODs477zxHYYhNmzYJX1u67fLycqbto48+ijPOOANFRUU4+uijMWfOHNv3lZWVwm3SDzLRMbxu3Trb37W1tcJtlpaW2v4WvefosW8YhnCbQGx8kGS5rq4OJSUlOOigg/DWW2/hiiuuwNChQ1FUVGQ7rttL54UXXojPttN9XLNmjUPldDu/5H2zatUqz1l6q/803MY/iQ0bNqCkpCQegub2Uuvfvz86duyIJ598En37Mrxijr31TOeBRcRExxLLduvWrUxbesyxsHr16vizRNZ23bp1nqRS5FnIAznBNH/+fOHCNwAQQjcAdqYycUoVHr7IOU7Wrc8GsC3c2qwD4HwG867Nho15ALb5Lk1bATive8mKVajZ7Jy2b2jsBcBAtKkOZtQA0EzsGxvrUFKyzmFDY+XKlds+Fce3VW4qQ0mJ853JR7Ptxo3rUVLiXfJ8UwXxu8E/Pyxs2dwOQIEvW7Kva9asglkrI4c0265evRJVm7wd65UrV6KutiOs61pX14CSkjXCLUabusAaT9U1YtfUQsjoASB2f22qrEJJSWzsHrFrGHeiB6e/JdtUtWLb9uzMKNatXYnszJ6orW9+ZoUME4O6rkRJSew+XV8WBohj+7026zeIjcHm8Zta9OnTR2g/KXJTU1PjmJnPy8tjOrQWGhsbMXHiRJxxxhnc+PNzzjkHY8eOtXcszZSblStXomfPnmjfvr2N3PTu3RvFxcUu1jGwXuj9+vVzDbMAnBeyU6dOQu0BcOzXtWtXIVvaaS8uLhZuk0XiwuEw1548t17nwgLpuHbp0gU77LAD2rZta3vxb9y4EX/99Reuuuoq7Ljjjnj77bfjL3fy9/HUHRLl5eUoLi62Xfe2bduia9euDqUpMzPT8VutKlT5+fkoLi5m5hexUFhY6DgWK+/LC3fffTdGjhyJIUOG4PPPP7d9V1RUJHxt6bY7d+7MtC0uLsaqVauQkZEBwzAc4ZwdO3YUbpN2PLt06SJkSxP7goIC4TZpZ5H3Oy1YY5he4yknJ0e4TSCmwJDkpnv37nH74uJijB492jWpnOWc0teXnCjo2bOnI3SVNX5Ztr169XKtZgjEZvNZx2I56CwYhoHi4uL4fRsKhbj3ztSpU+NtPfnkk7j88ssd+7DeP+Q5ZoGl1ufl5QldV1Z71jOAxrJly2x/s9RC3rODVfafRq9evdCjB9vJsiCiYvPQtWvXeJhabm6u1LgvaAuUbLBva9u2DYqLnefvL+Jx2zaPLb/w2i5Y0Py5QwGb0Hbr1gPdKV5mms0hbXk5WY6QpeysLKHnQ8+ePR0Eu1OnQhQXF3Is3dG1S2eInGaaZ8pcm0IqalvGlkSvnj3QzefwKu7VE+1cUhfJ89u2TfP5NUIZUv3NI9yPcNj9mtIgy5JnZTeP3eLiWFgda/6pd3ExM7QsJyuE4uJidMgH1hCvoqEDDQzZqbnIUiZ1Tvxem3bt3Meg2/hNZ0iRm5ycHIfzWl1dzXVKTdPExIkT0b59e1uYGo3MzMy0ITJuCIVCaNeuHVavXh3flp2dLXTBWS8lEVvagcjMzBQeYIWF9gGbkZEhZEvnoXTo0EG4TVZekmmanvahUEi4KtVTTz3l6FtBQYHDaTryyCMBxEJzvvzySxxxxBEA7DPdIo7BddddhyuvvNK2LRwOo2vXro4yzNXV1bbfapqmLSwtFAoJ5zDl5eU5zptMuIeF4uJiFBQUIBQKMXNR/FZ/crMlryUrh0W0Tfq5IDr+Vdqkrw8rnI+FvLw8hMPhuBoic69a+5PP17Zt20pdG5aSUldX55rnQZPHhoYGoTYjkYjQOjesY4ne5zU1NQiFQnHSFg6HmW3edtttGDp0aPzv008/nUluWLbhcNj197LebaFQSOgcsX4nrz3WOKeLJvBsaUUmOzvbYSsy/kUnl1gglZqKigqpcd8mlxW6yFbaDJiwaqbx1rnhtR0bRzHbXO4QNBxVyRoam+0yMuBY0j0UEguVaR43zb83M+Jszx1E3mdYzDYSbu6/1Q9RhBVs/fSVaSt4jkKhkH3R0ahcfyOR5jYbmiRtw822jZTtV4+ZOP0uEyspAp+VaWybrKLCfTNi9u3bRm3k5qA97MfNygjm2jQ2iZ/flkRupHraq1cvVFVV2WY2//77b24YwAMPPICNGzfizjvvbFEnxQ307LWoo0quxQLEXkgisecqBQVoYiRqS7+UZdQCvwUFAPH1REhYTg1N5GgceeSRzJLOOTk5nhXTgBhBIkN4QqGQ45oCTuWqoaEhbmf9Pr/VtwB/1dLIMeqnKABvXxVSJIpUrHND7ytKKA3DsN2vskSUdnBZaz/xwLuO69evt/3tVgoacE8ID2oRT9GJrOnTp2PGjBnx+4c3MUAfr127dujfv79jPz+loGWKAoi0J1pQQMaW3s4jcV7wM3FigSQ3ImFyJNoyHvs8X4t8k6gUFMiRqJZG5upkhIMtKJCMNWhUkvmDKiigco5kOBHZjmy1NJV1btxsh+9mYMU7Idx9gf2H8FR4a+2b9pRbsu9g+/6BFRTQpaBjztnw4cMxefJk1NbWYtasWViyZAmzos/kyZMxf/58PPzwwy1ClREFrUyI/rb8/HybSiBKilJBbmiw1BgeVMiNn5nDo446CoCYAjNt2jSYpmkjIOFwmEmMCgoKbA+fsrIym3NnKTc0aHJDL+AJ+F9vSMaWhBu5kZvZsrftt3JZuq9z45dQAfb7Vfa5R+5vGAaGDBkibMt7UT799NPxqmOAdzlnukAGiaCqpYk60TU1NTjssMPi4U6i5AYA3n77bVxyySW2bX6ICuuZlIhqafR4Zf0m0WppPMXIC27XxcueDGlbv369VEnoNozHPu+yiCzEyQOZXpbDef2ywodIchN0KehkVBFLVTU3Egrr3iatFPRhezU3NHIfOVuRMtIsEg84FUirPHQB9frfm6rFpauluUN66N5www1Yv349DjnkEEyaNAn33nsv8vPz8emnn9oKADz//PNYvnw5Ro4ciQMOOAAHHHAAPv3000A7nwrQKoaMA0POJro5ESTomdVUkBsZ5Yb1gkwUuXn77bfjBEOE3BxzzDEIhUL47rvv4ttCoRAz1ryoqAj3339//O/S0lLHrDdLuaHzz+gFPAFxB3233XZzbFNVbugxIBeiEIxyo0JukrHOjd9S0IBdbZOdCSf379Gjh9SaUW4O9z//+c/4Z3oM0+fXTbmRJTe8nBy/k108csM6z7vuuivuu+8+2zY/69z4sbEgU0ZaRLkRXcQzEcrN9ddf7zrJRYYyX3LJJejTp48jH5EHFrnhOdW2dW5UlBseuWG8qsiZ+IyIc/HEZK3hQiMZpaCDCriRLcts64NfciPZ5pVjgLOOBE4+CLjtHLmTZisjzSELvP7Me4G6f7fdhjt0s+/XpTAxyk1rXcRT+vS0b98ejz/+uGP7yJEjMXLkyPjfP/30k2Of1gA6hEnmRV1cXIz//ve/AMQXO6Mdfhknje6r3wUgRcK23MBSOFiQCUvLzMzESSedFP/bbx8jkQiT3LRr1862vbS01JawFwqFhJQbssKY9ftEnKOMjAzb/UT2VxZBKTd+Q9pUQsTSYZ0bGVuyfyrkRjQvxYLbmJo3b178M0lQWOTGbdLFixjRoIsVWKDPS35+PnOtNBq8nBteP+ix4icsjXVsUXIjE1qW7srNkCFD8NVXX+Gzzz5DNBrFLbfcYvue/q2rVq3CDTfcgBdeeMGzXb9hadLKjY3cGNTRYvBSblgOpQpB8VsdGRBfYDMdlBsVB1pqnRsq50YGmRkGXr7J38Uc1BtYuDz2uTfH3anlPFoHFhsYNsTEN7/H/rZI+76DDUx6JzZA+jNqgaiENPbuAizfVpepY4H/46QzWkciTBJBkw0ZcsPKofAC/aKScbRUVJ/dd989/tkrn8ULL774otB+48aNEz4mTQ7plc5F0K5dO4TDYSFyc8UVV9gWreMpN5WVldi8eTMeffRRzJkzh6nceOGCCy7A1KlTmcf3Uy0t3XJuZNr0SzREnEUe/ObcsNqVAdmOSv7DCSec4NhmKYo0QaHbCVK54ZEb2u6MM85wPY4FGeUG8E9uvGxEx73KIp4q5MZvn3ljd7/99sPRRx+N3XffHTfeeCMOP9y5AAerTboCHAkyf1EmLI2c/U5IWJpXzg1rEU8FcqNQfZuua8BFqnJurt4WyFPcBb4rpQEKyk0Sl2V5YryB4i5A327APRewO7zngObPo/a3f1dPPHatnJvjD4iFouXlAM9e4zymYRgYvmvs89UnO752xYf3GuhYAOzeHzjvaDnblgJNbiRBv7BEZ/EAfwnzKsqNCrl55513cOmll+KTTz6RnkUmUVpayly4lYX9998fb7zxBvd7Ujmhy6Sefvrp0n2zSBtrnRCa3DQ2NuLcc8+N/83LuamoqMB9992Hq6++GgcddJBtAUvyevAWxguHw3juuecwZswY5vd77723x69ygrx+QebcJKOggN+wNBFnkYeglBvZRc/IdmTJDfkcYvX33XffdfRJNefGK2+Qt9YJ3aZMwYZkKzeyhGjy5Mnxz6wKobx7plev5hKvhx56qFS73bt3j39u06aNlHIzatSo+Oedd97Z8f0555yDb775xpZLRrZnQTSH1MLxxx+PvLw89OzZE2E41+7iObSkApDHeS3xwqCFwtJYyg3RJjPnRsGLUiE3oqbJyOth4e4LDLx7l4FvnpKtlGaHjDJ2zL7NO194rO8mpdGl0MCS1w38/W8DRQXsDh+6F3DtKTHSQpOVeoJAWzk3WZkGvn/WQNlHBg7ek33Mzx4y8O3TBh68VO78DtnBwOp3Dfw8xUBmhgI7T2NociMJFUffj3JDv/hlZoZVyE3fvn3x1FNPxRP2ZUDO2NJlpb1A5gcAsBGKyZMnxx2Zq666yrbfcccdh5tvvtlxPLffbJEb1uJX7dq1Q7du3RzbLfCUm4qKCtx7770AYrOTH330Ufw78nrQv9MCvagijT333NP1exbSLSwtGQUFVEpoq+Tc2FbIliQ3KsoN6fiyztFZZ52FhQsXOsLS6HZUwtJoxYj3vGPlQx1yyCHxv3lV4pqampjP36CVm0ceeST+mUVQ3MjNeeedhw8++ADz5s1D7969Hd/z7rc2bdrgq6++woQJE/Dqq69KKTcDBw7E9ddfjz322AOzZs2SyrmZMmUKJk6ciFdeeYX5PGOdW1Z+o+x7sby8HFu3bsWqVatQWMBSmth2pIqSx0nR5N12fqulOXJuAiwooEJuRB8vqQpLy84ycMJwA907yp+gRy6P2Zx4IBAOi9uPPhC48zwD408Cbjs7uU572KPctWEYePDSEN67O+TIn2EpN5ZNVib/mDlZBvbd2R95zIgYUpPzLQ0BpSRtP1AhN36UGxoyBIVWfVRCZmTw9ddf47HHHsOYMWN83TwffPABHnjgAYwfPx6jRo3CP/7xD3Tp0gVHHHEEPv/8c3z33Xe46KKLbDbhcBh33XUXvv/+e8ycOTO+faeddsLvv//ObMciN5deeim++eYb23eXX345iouL0blzZ0c5XSDmaLRp08axeOKmTZts+y1evDj+mbz+MhXoSPipKOdWUCDdw9L8Kjf0uFMJS5O558hz4kVU3dqVLZ1PKzfjxo1z5EbedNNNtrCzoAsKTJ48GdXV1fGFYnkkhb42kUgEL7/8Mh5++GEceuihmDx5su2+sVBTU8N8hvKurUiJZNZ5vvTSS5Gbm4vOnTtj6NChoBfUdLs24XAYxx13HAB2qKyb7YgRIzBixAgAbHXL7VlKFj+RUW6KioowYcIElJSUoLKy0vE969yyjsUKQVy3bh3efPNNHHXUUY6cyPLycgCxXMn8vDBoHYLnqzXYlBt23kxTlJ2PIqLcsEKZ6FLQNJSUG/+mwmFX6VBQQBZXnWxg7GHy+SCGYeCWswDxoL30QB1JbvxHJGsQ0ORGEirkRmWRNAsq63X4rZYmi5122skWniGL4447Lu4gALEcFAsHHnggDjzwQK4tnYtz4okncsmNpSqddNJJ+OOPPxCJRNCtWzd06dIlrpC89dZbzPbC4TAMw8CLL76IZ599Fj/88AMA52w9WViDfMH7JTcA8N577zlmyffcc0/MmzcPhxxyCL766iubk5qVlRWfkU8H5UYlud8vQU+WckP2T5bcBIVwOIyJEyciNzcXixcvxjvvvAMgNmlAIuhS0EVFRXj++edx//334+CDDxZe8T4SiaBHjx549NFHAQBffvklc7/a2lrmM9Tt+rz11lv497//jZtuuglvv/2243sWYcjIyLA9c+gFNVUKCoiOX9pWhpz7zblhtSEy9mfOnMm0/eOPP3DKKafg3HPPdRQWKCsrAxB7BrNyZ3hOv0254byKucpNU/NRVUpB01BxoyXFXRtEyU1fIgCh2CnOueKAXZo/n3aonK0qOrVvWQRFBSS5kc0l02BDh6VJQoXcBEEuVI6RLHKTStx1110AYg7IZ599httuu427r0UwMjMzceedd+K2227DBRdcgGOPbQ7WHT58OB5++GGHreUsnH322fj++++5OTLkbChZ2pdHbi6++GJufy0cf/zxWLBggW3b+eefj9LSUnz22WcOBzBR69yks3LjdRw3qJSRVglLIyGreJL7G4aB9u3b495778VLL73EtREpKLBq1Spcc801mDFjhmdYmmEY6NWrF5566imceOKJwn2nz6/b4qUscuN2bceMGYP33nsPQ4cO9V3WmfU7RSATQufVpgzBptv1S6jc2u3Tp0/88w477ODaP4tcWzBNM67cdOjQgTlTzSun2yhQFIDn9JPbeQuAsm5ZOiyNJjgqJXlVqqWJPl4GFhu4/VwDB+8BTHtA7rkyoJeB124xcO0pwOPjtx+ykWzUa3ITOFq/txswNLlJb+y///74+eefkZ2djUGDBgEAnnnmGVxyySXo2LEjJkyYgPHjxwMAjj5arEwIq1oc7djz1vQg4abc3HrrrWhsbIz3zQvWb7MQiUTildRoJyUrKwtbtmwBEKxy01rJDe28+lVuVMiN6NpQFsg+k7Z5eXmIRCLM0vMsgkIqFE1NTRgxYgSWLFmCF154wUY6RAoKiIK+pm7KLCssTfT6JJvcyJAFGvQaRyrKjej9xmqD1+5//vMfjBs3DkceeSSKi4ttC8XS2Lx5M0zTjJ+3LVu2xFXNwsJCW46BBR65oSuXZUSc+4qQm3AoVnK3jhIqRaql0VAhN0o5NxK2t55twK/GNPZwA2MP18QmkWAVFNBQQ+v3dgNGSyY3ycq5STX22GMP298XXnghhgwZgh122AFdunTBqFGj0NTUZJt9dIMIuXGbbbbgptzccsstSuV/SVsWubEQZCnodF7nhobKufVbLS2ZYWk8cmMYBgoKClBaWsq0oc/Lxo0b8c477+Ckk07C/PnzsWTJEgAxBZLMPRMpBS0K+vwOGjQIc+fOxffff485c+bYwslklRsSMotqkqDvJ1FSHw6HHcRStK90yfdkKDcyYWm777475syZ42pLYsuWLfGKa1ZIGiCv3NBEIzPDuS8/LK35czgcC2tzkBsf69zIOqOj9gc+iC13h6ED5WxJpCjqVSMB4BUU0PAPHZYmiVSTGxWCsj0oNyyEQiEMGzYsXg2oV69ewsQGADN3gL4OrKpKNEhyE4lEcN555yEUCuGJJ55Qcr4Be2WqVatW2b4jr3tLU25UyjKTUHHEk1UtjYRKFRta9eE9s3gLcVohlvTCmtaK81bfEkVuAGDo0KG44oorHGXkZXNuSASViyJzbehzL9pXmtyoKDeitjJltmX3W716NX7++WdMnjzZVh6fl3NTL0puGI8DUeWGtb5OHaOehlcpaFaRATc8d52Bi0fFygHv3FfuPr/2lObP/xgs165G+oJc92bfnbVKFgS2T29XASqhGEGQC1Z4iShac9m/RGLAgAGObbSa065dO9xwww247777uMehKwZNmTIFTz31lO8x9e9//xunnXYaevToYcsTcoPfvBkV21SUgvY6jgxSQW5k4XZvWwt4smzczktdXR3z72SQGwt0OWmZamk0/IaJqZIb8vz7JTcqyo3ohJzfggI8WxKHHHJIvHrcXnvtFd9eVFTkO+cmEmbnzoiSG1ZBgs1bndvonBsasspNp/YGnmEsyiiC2881MLgPsFs/ID9Pv89bCx67wsCWrSY6twfOPCLVvWkd0MqNJFQIShAx6irkRsV2e0b79u1ti+wBsfUsaPTs2dP1OHQcPaA2Jk499VT8+eef+OOPP2zHccvbaWnV0oLKuUlWWJoKuZHNsyHBC0sD2GV6rf3dzgtNbmjbZJCbHj16xD/vvvvugSs3fsiNDMGm20yFciNapTOR5IYsi01WkOzdu7dczg1FNFgERWSdG55yU8mYB7CXgjbQJofKyUviFHFutoGzRxrYrb8mNq0JnTsY+Pj+EF64IaS04KlGMzS5kYSK+nHsscfGV+1+/vnnk9L+HXfcAQAYPHgwc2VpDTGQCfyFhYXM2VDSEWOBRW5UMWDAAMdxH330UVx55ZVo164dHnjgAdt3QebcaOXGiXTLuQHArFxmObwyyo0F67onqqAAiTFjxuDqq6/GzjvvjFtvvVUp5yYociPzu4MKS0uGchMKhRzXQoUYiaC4uJipfHz5C7BohZPsNzQ2b8sIA7mMn8ZVbqicGxa5eeB1VpvNnyNh4Oh97d/rHAkNjfSDJjeSkF1cj0ROTg4WLFiA77//njnzz4O1RsCQIUOw2267SbV588034/vvv8f333+vw9IUYJFSAKioqGDuQ5Mb+oVPh6UlCoZh4NFHH8WmTZtw3XXX2b5racoN7dT5zXlTITfJKiigcn+62d50002OyRQrudvNaeateRO0cuM2BjMyMvDggw/iww8/xHHHHRd4tTQRW7cCHbK26azcsNoRXXjarzLKIzebqoDdzzMdBIfOuWEpNyo5N/MXA/MXu7e5yw52m2QqNxoaGmLQ5EYSKuQGiDnJ++yzj5Qjc+6552Lp0qX46aefpNsPhULYZ599EqIabE8gE5vpJGcLvXv3tv1tLQRqgc4fSAVa+jo3fp2ooCrReSFVYWlux2nTpg3OP/98G7m2yI0f5SZociPzu4NUbkKhkK+CAirKTSqqpclMCNC/TZTchMNh6XdTUVERiouLuet61NQB1z5tHxt0zk0eg6CIhqWxbAFgt3P5bWZEnBMJWrnR0Eg/aHIjCVb8ejLQp0+fwJwJDXlccskl6NKlCyKRCJ566inmPh06dMAZZ5wBIOaM0Ot1qBLjIKBCNPwSI9oxUyE3fpEs5Wbs2LHxz5dddpnvNmXhFpZmgVyLySI6fnJurOueLuTGr3LjN58kGWFpNKlId+WGZeuFmTNnIjMz05UcrNpo/5tWUXIZl0JIueGEpVn4e2XzmCSLDLCUIq3caGikH1LvbbUwDBo0CBdffDH69OmD//73v6nujkaSUFBQgGXLlmHNmjWuiww+//zzePLJJ/HFF1+kZY5TSwtLC8qBVlFuZFTWE088EQ8++CBuvfVWjBs3znebKuCRBdLRtsgN7/w2NDRg61ZG6SgEr9zIKFxBVkvzS25UiIZomzQhkWkzFcoN4OzjxIkTuft2794du+yyS8zO5ZSsLbP/7QhLYxAUoZwbTliahZLmJZ2wtqz5furqXPIMmRk63FtDI92gyY0PPPPMM1i6dCmGDRuW6q5oJBHZ2dm23BsWsrKycNlll+HAAw/EySefHHcOXnvttWR00RMtfZ0bv5B1xM8//3wAwD/+8Q8pO8MwcO211+L222+XTrhPVM6NBbI/VuVE3nn517/+hWuvvda1raAKCmjlxgn6d8rcB+mg3Oy0004455xzxOxcftr6cuDrX008/Z6J+gbTUS2NpdyoVEuzsJpQjNYRBKtLB+e+WrnR0Eg/6NtSQyNB6NSpE3777TesXr0aBxxwQKq7AyDYnBu/yo1KKJxfyJKbxx9/HKNGjUrqBEaiSkFbINdmslaJ56lojz76KLcta8wERTxlfjdLhRC9tn6JhkpBgaDITbKUm6DITXZ2Ntq1a8fdd/Xq1c12Hl7IQeNj42PZWkbOjUJBgQ75BgD22FtDEJp15c2fu7CUG+1FaWikHbRyo6GRQOywww4YPnx42lSqS4dS0DJV4xoaGEuG+4CsI56Tk4NjjjnGlqeSTMiOF1lyU1pa6qsd0iYV5MYwDN+qhl/lhi4EIkNu6EIuyVBuaDIjo9yoqD7kfZ6dnR0vWmGhX79+7DapnzZ0IHDdqc79HnoDqCUK+GVwCgqI5tz0pNJnv3+2+V646TkTH/7XxJhbo/jwm9g2wwA6FTiPq5UbDY30gyY3GhrbEfxWPAOc5EaUpNBtylTu45UjloXK4rupgKyKI0JSdtihuYYtSXQuu+wyX+Wuc3JycPHFFyM3NxevvvqqRG/tkK0qRzrckUhEmKDRSoIoYSDPFSCnotBjXdRWRbmh1RYZ5YYmcjLKDd0mfV3OO++8+La77rorvp2eXxk2BDjxQPY1XdIs+GwLS3Pu9+tfwOAzozjjrihq65rvIzrnphdFbnp3sf896iYT73zd/HeHfCAScbYXCUZc1tDQCBCa3GhobEcIMufGL7mRUQt4FbtkEVR4W0sAjxhdd911aNeuHUKhEJ599tn49ieffBKVlZW44oorhI5PkoRnnnkGmzZtwumnn+67vyrkRkbRKCwstI09v+QmGcoNfc/I/E66jLSM+kL3V4bckPeYRajI811cXIyZM2di0qRJGD9+fHw7/TzIygD23gk4bC9nG2T1tIwI0JbRvSfeNbFwOfDa58CtLxLkhgpLo5Wbzh3cn0u79GVvlxy+GhoaSYAmNxoa2xFSsc6NCqzEdz8YM2YMgJhzl6wFVFMFkbC0oqIiLF++HMuWLXNU/MvNzUXPnj2F2qJD9VTD02RVKtLhllE0IpGIjaiI9ruoqMj2dzLIDQ2Z30lfHxnlhu6vDDEiny3Ws+GLL75AKBRCz549MWrUKBx00EEYN26cq3qbnRkbz58/EkLZxwZOPqj5uzWlzZ8jYWCPHZ32Py9q/vz1r82f6bC0zkRxgFH7x/5nFQywcNMZbPITDWZ5Kg0NjQChyY2GxnYEmtx06dKFs6e3rSgqKip82QGxdWMsB+uVV16Rsp08eTKeffZZzJs3Ly3WGJJBInJugNisfq9evZjfDR48WKitIPKQunbtGv8su3aYX+UGADp37ixtq6Lc0GFeyViElr4+MosH06RD5p4nJz+sSYlDDjkE69evx19//SWsAmVlNo/lDvkGjtibfS9kRIB/MIYs2eV6Ym6EDksLhQz8MsXAXecbePrqWBuv3uJsq0dH4NcXDBy6F7sfvBwfDQ2N1KFlvfE1NDSUQDsrHTq4TFV62IqCTCR2WyOIhfbt22P+/Pn44osvpEOf2rdvj4suugg77siY3k1DkKREpXKaXwwaNEhoPzrsyQ8++eQTdOrUCfvvvz9OOeUUKVs650YGJJESDXmklRuVnJtkKDe0Simz3pYMEaJBPh+aCCZRVFQkt9YOdYo6cx5RGREgI2Lgs4fspIMkMVuIpZrosDQA2H1HAzefaaBbUewYh+5lYPRwezv77wLs1p8/2aDD0jQ00g+a3GhobEcgnQ5Z+A0R69evH5588kmcddZZmDp1qrR9//79ceihh7Y49UUW1113Xfwzb40ZHkjn1+956t27N2688UYMGjTIlhNBIwjlZvfdd8eaNWswZ84cadJMKgCy+Tokmd+0aZOQTTqEpcmQA1r1Ky4uFraVKfZBg0duZEESEsCZG2PBSuQ/Ym+DWV0NADZuav7MIjcs7EBxQbdQNfq4Ghoa6YHW7S1oaGjY0Lt3b/Tp0wcA8MADD0jZVlVV+W73sssuw8svvyw1i7y9YfTo0XjxxRcxZcoUnHjiiVK2VrUywzBw7733+u7DPffcgwULFuCoo47i7lNTU+P7+CT8KoGkciNLuEllQvR30LlIKuRGdr0lC337crLZBSBDblSqCqqQG7Kc8qqNdtVyCOenZxDDh0dWtmwFarZVTKNzbnjo281ODgf2cg8R1cqNhkb6oWXVR9XQ0FBCOBzGL7/8gj/++AN77723lC05Yy8zk6whBsMwhFd1p7Hffvth3rx5yMnJsZV89gtaYTjooIPw1VdfAZBXS4KGCrkhbbdu3eqyJ9sGSE1Y2oABA6T2D4fDcYLRrVs3YTsV4koSI1lyc+KBwBszY5937GknE4Zh4OvHgRHjmklPbradoLiJlevKgD7dnDk3PPTtav972BD3vmvlRkMj/aCVGw2N7QwFBQXYd999pWfOd999d5x77rnYcccdMWfOnAT1TsMvdt1118Dyi3bcccd4eNOYMWPw3HPPITc3F6FQCOPGjQukDb8gw9JkyQ1p63eBWJliDyrkpkePHvHPAwcOFLYDgBkzZuCAAw7ACy+8IKXGkIRPloipKDdPXWVgn0HAAbsAl4xyfj9sZ2AAUQfjljMN23Vom8O/JnP/AB5/x8TvS4m+ung+++7cHIq2x47AoN7Ofe69sLk9spqbhoZGekArNxoaGsJ44YUXUt0FjSSge/fuePXVV/Hrr79iwoQJaNeuHf766y/U1tYGogypgCQMtbW1UrYypY1J7LHHHvjll18AAB07dhS222233dCvXz8sXrwYQ4YMkSrG8NZbb+H666/HySefLFX4AwBGjBiB2bNnS9kAdrIom3+jQm465Bv4/lk+QYlEDPz5moEvfjSxaiNw1pH273dxGZKn3O4szuGm9LTNNbBoKjDvb2C3/rGqajSuOhlo39ZAn65A/55ylQ01NDQSD01uNDQ0NDQcGDt2LMaOHRv/O13ypchFRGVD5GQWpSTx7rvv4s4778RBBx3kKA3thqysLPz222/4/fffMXDgQCnVZ9999026QnrddddhypQpAIDXX39dyjaoggJuOGwo+/zt3l/8GKGQt/qWn2dg+G7877MyDVzEUJg0NDTSA5rcaGhoaGi0GOTn5/u29avcFBcXx51+P23K5relCjvuuCN+/PFHbN68GQcdJBdvNXbs2LhadMYZZySie1x0ofhmr85AdS1QVunc1y0kTUNDo3VAkxsNDQ0NjRYDeh0XGfhVbrYn7LXXXr7szjvvPJSUlKChoQGXXnppwL1yR0yJaQ4/u+g4A2ePBH75Czj2BntYmiY3GhqtH9K3eUVFBcaPH49hw4Zh9OjRmDt3LnO/2tpaTJgwAcOHD8fRRx+Nzz77TLmzGhoaGhrbN1SUG5VFKjXcEQ6Hcffdd+OBBx7wXfI6KGRlAN2KDByzn4HHx9tD0PL8iXcaGhotCNLk5v7770fHjh0x8//bu/eoKOv8D+BvnEEcGFBOEIJiYpe1wjJxN88eg7TLIinmLXQrowWkTmyZe3Tp6JZ6zKhNjDSjU1tuZ81kjRU1vKS2UGGKLrpiZomE42VGMUBncobLfH9/8JtHEHC5zHcuD+/XOR71mYfhO+/5+Dgfnu/zfXbvxvPPP4/MzExcunSpzX7vvfce6urqUFhYiOXLlyMrKwtVVVVOGTQREfVOPTlzM3XqVOXi/NzcXGcNiTxMY4tLfq69CefjD7p2LETkel2alvbLL7+gqKgIW7ZsQb9+/XD//fdj3bp1KC4uxsSJE1vtW1hYiBUrVkCv1+Puu+9GbGwsdu7cibS0tDbPW19fj/r6+tYD02rd/tMfB8dFq+6+v4MaMVv5mLFczFeua/MdOHBgu493hk6nQ1lZGU6cOIHY2Fi+Z1BP/a5+EchY2TztLGm8gN3ePB3t7mtWUpuX5NrXqpZ8PRXzlcvT8u1zvaUOW+hSc3Pq1Cno9XqEhIQo22699VacPHmy1X6XLl3CxYsXccsttyjbbrvtNhw9erTd5/3oo4/w/vvvt9o2Y8YMPPbYY10ZnnQGg8HdQ1AtZisfM5aL+crlyDcsLAxxcXHYv38/Vq1a1a0ZAVFRUXy/ruHteTwYDWSlBGBIaCOE1QZHWfgCWPxEIFYV9MeMWDPsV2rhjkkk3p6vp2O+cnlKvlFRUZ3ar0vNzZUrV9rMWQ4ICIDZbG617ZdffoFGo2l1F/OAgIAO7wj99NNPt1pyFPC8MzcGgwGRkZGd7hqpc5itfMxYLuYrV3v57tmzBzabDX5+fm4enfdTU/3O7+B+N39Jbf4F9P//X66jpnw9EfOVy1vz7VJzo9PpYLFYWm2zWCxtltf09/dHU1MTrFar0uBYLJYOV6rp27evxzQy19OnTx+venO9CbOVjxnLxXzlujbf7i7rTO1j/crFfOVivnJ5W75dGumQIUNgNptRXV2tbPvxxx8xbNiwVvsFBQXhhhtuwIkTJ5RtP/zwQ5v9iIiIiIiInKVLzY2/vz9iY2Px3nvvwWq1oqioCBUVFYiNjW2zb0JCAj744ANYLBYcOXIExcXFeOihh5w2cCIiIiIiopa6fI4pMzMTJpMJDzzwAHJycvDaa68hKCgI27Zta7UAQHp6OvR6PeLj45GZmYnMzEwMHTrUmWMnIiIiIiJSdOmaGwAIDg7G22+/3Wb7hAkTMGHCBOXv/fr1w7Jly3o2OiIiIiIiok7ynquDiIiIiIiIroPNDRERERERqQKbGyIiIiIiUgUfIYRw9yCIiIiIiIh6imduiIiIiIhIFdjcEBERERGRKrC5ISIiIiIiVWBzQ0REREREqsDmhoiIiIiIVIHNDRERERERqQKbGyIiIiIiUgU2N0REREREpApsboiIiIiISBXY3BARERERkSqwuSEiIiIiIlVgc0Mu0dTU5O4hEHUb65e8GeuXvBnrl7qKzQ1Jt379enz66ac8QJFXYv2SN2P9kjdj/VJ39OrmZteuXcjJycHp06cBAEIIN49IXQoLC5GQkIDs7GyUlpZCo9HAbre7e1iqwfqVi/UrH2tYHtavfKxfeVi/8qm5frXuHoA7WK1WfPzxx1i3bh0iIyNx0003YfDgwfDx8XH30FTBaDRi3rx5sFgsWLJkCQYOHIgXX3wRly9fRmBgoLuH5/VYv3KxfuVjDcvD+pWP9SsP61e+3lC/vfLMjRACQUFByMnJQVxcHA4fPoxjx44pj1HPaDQaJCYmoqCgAL/+9a9RXV2NsLAwnDlzxt1DUwXWr1ysX/lYw/KwfuVj/crD+pWvN9Rvr2luiouLYTQaYbVaodPpMG7cOIwcORIJCQmwWq3Yt28frFYrfHx8VPPmupIj3ytXriA0NBQzZ85UHouKikJFRQUaGxsBgKeWu4H1KxfrVz7WsDysX/lYv/KwfuXrbfWr+mlp3333HebPnw+dToeQkBDodDqsXLkSYWFhAIBBgwYhJiYGZWVlOHToEMaMGePmEXuXa/P19/dHdna28nhTUxMGDBiAESNGYNeuXYiOjkafPr2mp+4x1q9crF/5WMPysH7lY/3Kw/qVr7fWr+qr5KuvvkJ8fDw2btyIV155BT/99BPWrFmDuro6ZZ/4+Hj07dsX+/fvh9lsho+PD2w2mxtH7T2uzbeysrJVvhqNBo2Njcp8TsdPX6hzWL9ysX7lYw3Lw/qVj/UrD+tXvt5av6pvbv79738jPDwcABAeHo5FixahtLQUhw4dUk5v6vV6xMXF4eeff8auXbuwZMkSbNu2jUsPdkJn8tVqtQgODsbhw4eh1WpVccrTVVi/crF+5WMNy8P6lY/1Kw/rV77eWr+qbW4cb8rYsWNx6NAhZXtMTAxuv/127N69GzabTfmHcv/99+PYsWN49dVXYTKZ8MADD0Cj0bhj6F6hs/k6/vGMGzcOZ86cQWVlpapW5JCF9SsX61c+1rA8rF/5WL/ysH7l6+31q4rmxmq1Amh9oZnjTRk+fDhsNhsOHDigPDZ79mwUFRXBZDLBx8cHFy5cwNy5c5Xl8dasWcMlB1voSb6O+bE1NTWYNGkSgoODXThy79Dy9LAD69d5epIv67dzqqqqUF1d3Woba9g5epIt67f7WL/ysH7laHlWq7fXr1c3N0ajEc8++yxWrlwJAK0uNGtoaADQ/MbeeOON2LlzpzJfc+DAgbjllltQWloKAAgKCsKcOXNQUFCA22+/3cWvwnM5K18AuOuuu5CRkYEBAwa47gV4OKPRiIyMDGRlZaG2trbVY6zfnnNWvgDrtyNGoxHPP/88Zs+e3eYDOGu4Z5yVLcD67YjRaMSaNWuwadOmVscIIQTrt4eclS3A+u2I0WhEfn4+jhw5AgDKWS3Wrxc3N2+99RaSkpIQFRWFl156qc3jvr6+AAA/Pz/ExcXhwoULePfddwEAZrMZffr0QUxMjLLPHXfc4brBewFn5kttHT9+HOnp6YiMjMTcuXOVn5I4zo6xfnvGmflS+1asWIGkpCTcfPPN6N+/P06cOAEAyn+grOHuc2a21L68vDzMmjULdXV1yMvLQ05ODioqKgA0f0hk/XafM7Ol9m3YsAEzZ87EoUOH8NJLL2HVqlUwGAzK4729fr1yKeh169Zh27ZtWLZsGe677z4AzQd9rfbqy/nss8+QlZWF1NRUpKSkwM/PDwsWLEBVVRUOHjyIMWPGICIiwl0vwaM5M18hBOfItqO0tBRjxozBn//8ZwBAdXU1QkJClLNjGzduxOuvv8767SZn5cv6bV9mZiYuXbqETz75BIMGDYJWq8XRo0cxceJE5TiRn5+P1157jTXcRc7MlvXbvsbGRpSWlmLBggWYMGECKioqkJWVpUzBBvgZorucmS3rt31NTU0oKyvD0qVLERsbi/Lycvztb39Dfn4+0tLS4O/vz88Qwos0NjYKIYT48ccfxaJFi8TOnTvFvn37xAsvvCD++te/io8//lgIIcS5c+fEk08+Kfbu3dvq68+dOydKS0tFWVmZq4fuFZiv66xevVps3rxZHDt2TPz+978Xzz77rFi2bJkoKysTNTU1zLeHmK8cDQ0NQgghLl++3Gr7m2++KZYvX6783WAwiNmzZzPjLmC2rmMwGMSMGTNEaWmpsm3OnDlKdqdPn+YxopuYrXyVlZUiISFBnD9/XtjtdiGEECtWrBAPP/yw+PLLL0V1dXWvz9hHCM9eV6+2thbbt29vdcdaAPjHP/6BgoIC1NXVYdasWdDr9Vi3bh0mT56MWbNmoV+/fgCa5x7a7XavXvVBJuYrV0f5vvzyy+jTpw8CAwMxaNAg3Hvvvfjkk09gMpmwYMECDB48GADz/V+Yr3wdZQw0X/vh6+uLoqIiLF26FLt3726zDzPuGLOVr6OMly5dCo1GgyFDhuDAgQP473//i5EjR2LUqFF49NFHlamszLhjzFa+jjJOSkrC+PHjkZ6eDqB5NkJhYSFGjRqFOXPmoG/fvgB6b8YePS1t+/bteOedd2A0GqHT6TB58mRletTEiRMhhEB8fDxCQ0MBAGFhYdi0aRMefPBBREZGoqmpCRqNpte9qZ3FfOW6Xr7JyclISkrCiBEj8MILL0Cr1SI1NRUffvghvv76a8ycOZP5/g/MV772MhYtpoo45nUPGzYMt956K8rKynDPPfco+zDjjjFb+a53jJg/fz4qKiqQnZ2NiIgI7NmzBzt27MA333yDwsJCJCUlMePrYLbyXS/jRYsWISMjAxaLBXa7Hf/5z39w33334YcfflC+vjdn7NELClRXV+Opp57CwoULsXr1alitVuUmTgMGDMCUKVMQGhqqzOUcOXIkDh48iIsXLwJAr3xDu4L5ytVRvna7HcOGDUNCQkKrVWTCwsJgMBiUDzUtV6ejtpivfO1l3N4ceI1GA4vF0uq6PMd2ah+zla+jYwQA6HQ6BAQEoKmpCZmZmfDx8UF8fDxqa2uVhUd4jOgYs5Wvo4ybmpowYsQIvPrqq7jxxhtx6dIlvPHGG0hLS8PJkydRU1MDoHcfIzyqukwmE86fP6/8fcqUKRg3bhweffRRBAcHIzc3t9X+er0eAJQpUuXl5Rg1ahSioqJcN2gvwnzl6mq+c+fORV1dHdauXYvTp0/j7NmzsFqtGDJkCADwQsprMF/5OpvxtbOZIyIioNPpUFxc7NLxehNmK19nM3Z8wA4NDcWxY8fw/fffAwAMBgNqamqUO7rzGHEVs5Wvq//HjR07Fk888QSWLl2KwYMHY8eOHfjNb36DsLAwVw/d43jENTcNDQ14+eWXcfjwYYSEhCA2NhaPPPIIwsPDldNq5eXlSElJwWeffYbBgwcrp+bNZjP27t2L4uJilJSUICMjA1OmTHH3S/IozFeu7uTrmE9fUlKCL774AlVVVaiqqsKTTz6J5ORkd78kj8J85evJMcLxe3Z2NqxWKxYsWNDmLENvxmzl607Gjuk9H374IbZs2YLw8HAcP36cx4hrMFv5enKMsNlsOHXqFD744APs378fmZmZ+N3vfuful+R2HtHcbNmyBdu3b0dOTg727NmDkpIS1NXVKTePbDmP02az4e2332719UuWLAEA/OlPf1LONtBVzFeunuYLABUVFRg0aJByloyuYr7yOSPjI0eO4LbbboOfn5+rh+/RmK18Pc34p59+QmVlJe699174+/u74yV4LGYrX08z/uKLL3D8+HEkJyfzM5qD/AXZ2ldfX6/8OTs7WyxcuFAIIYTdbhenTp0SiYmJ4p///KcQQgibzSaEEKKmpkb89re/FUeOHBHbt28Xn376qRBCCKvV6uLRez7mK5cz8nU8Tm0xX/mYsTzMVj5nZJyXl+f6gXsBZiufMzLesGGDEOLqbTzoKpef3z516hTeeust6PV6hIaG4o9//COCgoLg6+sLs9kMvV6PyMhIpKSkIDc3F1OnTlWWtBswYAAefvhhPP300/D19cXChQsBgD/NaoH5yiUjX7qK+crHjOVhtvIxY3mYrXwyMu7NCwd0xKULCvzrX/9Ceno6hg0bhvHjx2PHjh14//33MWrUKOzbtw8XLlxQ9o2Li8PQoUORn58PoPm0XFZWFrZu3YrnnnsOJSUleOSRR1w5fI/HfOVivnIxX/mYsTzMVj5mLA+zlY8Zu45Lz9ycO3cOzzzzDCZPngygeWnWuXPnIi0tDYGBgfj888/x1FNPITAwEFqtFiEhIWhoaIAQAlqtFnfddRdSU1MREhLiymF7DeYrF/OVi/nKx4zlYbbyMWN5mK18zNh1XHrmZtq0aYiLiwPQ3IXabDZlWdaUlBTs378fRUVFqK+vR0BAAOrq6hAUFKQsGZiQkMA39TqYr1zMVy7mKx8zlofZyseM5WG28jFj13HpmRvH2tt2ux1arRY2mw2+vr6w2+2IiYlBYmIiCgsLsXPnTjQ2NuLs2bO44447XDlEr8Z85WK+cjFf+ZixPMxWPmYsD7OVjxm7jlsWzHfcmfbbb7/FTTfdpPx96tSpGDt2LL755htcvnyZ66F3E/OVi/nKxXzlY8byMFv5mLE8zFY+ZiyfW5obx02JKisrMX36dABAXl4ezGYz/vCHP2DatGnuGJZqMF+5mK9czFc+ZiwPs5WPGcvDbOVjxvK59JobB41Gg/r6etjtdhgMBqSmpuLvf/87oqOj3TEc1WG+cjFfuZivfMxYHmYrHzOWh9nKx4zlc8uZGwA4efIk9u7di+PHj+Pxxx/H7Nmz3TUUVWK+cjFfuZivfMxYHmYrHzOWh9nKx4zl8hFCCHd848bGRmzYsAHTp0/nTSIlYL5yMV+5mK98zFgeZisfM5aH2crHjOVyW3NDRERERETkTG655oaIiIiIiMjZ2NwQEREREZEqsLkhIiIiIiJVYHNDRERERESqwOaGiIiIiIhUgc0NERERERGpApsbIiIiIiJSBTY3RETkUgcOHMDo0aMxevRonD171t3DISIiFWFzQ0RE0ixevBijR4/GnDlzlG16vR7R0dGIjo5G37593Tg6IiJSG627B0BERL3L8OHDsXbtWncPg4iIVMhHCCHcPQgiIlKfSZMm4dy5c2225+bm4plnngEAbN68GREREVi8eDG2bt2K8PBwpKen491334XZbEZiYiKee+45vPPOO9i8eTMCAwORnJyM6dOnK8934cIFrFmzBnv37kVtbS3CwsIwadIkJCcnQ6vlz/CIiHoTHvWJiEiKX/3qV7hy5Qpqa2sREBCAqKgoAMD333/f4ddUV1cjKysLISEhsFgsWL9+Pb799lucP38eer0eRqMRb7zxBmJiYhAVFYXa2lokJyfDZDIp3+PkyZPIzc3FmTNn8Morr7jq5RIRkQfgNTdERCTFm2++ibFjxwJobnTWrl2LtWvXYvjw4R1+TUNDA1avXo38/HyEhYUBAAwGA9avX4+NGzfCz88PdrsdBw8eBADk5eXBZDLhhhtuwKZNm7B+/Xq8/vrrAICtW7fCYDBIfpVERORJeOaGiIg8RlBQEEaOHAkAGDhwIEwmE26++WZEREQAAIKDg2E0GvHzzz8DAI4ePQoAuHjxIh566KFWzyWEQHl5OSIjI133AoiIyK3Y3BARkccICAhQ/qzRaNps8/HxAdDcuLT8veW0t5b69esnbaxEROR52NwQEZE0jubCarVKef4777wTJSUl0Gg0WL58uXKGx2Kx4Msvv8S4ceOkfF8iIvJMbG6IiEiaoUOHAgC+++47JCUlQafTIS0tzWnP/9hjj6GgoADnz5/HtGnTEBUVBYvFApPJhMbGRkycONFp34uIiDwfFxQgIiJpEhMTMX78eOj1elRUVKC8vBx2u91pzx8cHIyPPvoIkyZNQv/+/VFRUQGbzYZ77rkH8+bNc9r3ISIi78D73BARERERkSrwzA0REREREakCmxsiIiIiIlIFNjdERERERKQKbG6IiIiIiEgV2NwQEREREZEqsLkhIiIiIiJVYHNDRERERESqwOaGiIiIiIhUgc0NERERERGpApsbIiIiIiJSBTY3RERERESkCv8HJvcS9HROmP4AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], @@ -245,30 +284,32 @@ "# convert to float32\n", "series_en = series_en.astype(np.float32)\n", "\n", + "# create train and test splits\n", + "train_en, val_en = series_en.split_after(pd.Timestamp(\"20170901\"))\n", + "\n", "# scale\n", "scaler_en = Scaler()\n", - "series_en_transformed = scaler_en.fit_transform(series_en)\n", - "train_en_transformed, val_en_transformed = series_en_transformed.split_after(\n", - " pd.Timestamp(\"20170901\")\n", - ")\n", + "train_en_transformed = scaler_en.fit_transform(train_en)\n", + "val_en_transformed = scaler_en.transform(val_en)\n", + "series_en_transformed = scaler_en.transform(series_en)\n", "\n", - "# add the day as a covariate\n", + "# add the day as a covariate (no scaling required as the day is one-hot-encoded)\n", "day_series = datetime_attribute_timeseries(\n", - " series_en_transformed, attribute=\"day\", one_hot=True, dtype=np.float32\n", + " series_en, attribute=\"day\", one_hot=True, dtype=np.float32\n", ")\n", - "scaler_day = Scaler()\n", - "day_series = scaler_day.fit_transform(day_series)\n", - "train_day, val_day = day_series.split_after(pd.Timestamp(\"20170901\"))\n", "\n", - "series_en_transformed.plot()" + "plt.figure(figsize=(10, 3))\n", + "train_en_transformed.plot(label=\"train\")\n", + "val_en_transformed.plot(label=\"validation\")" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ + "model_name = \"LSTM_test\"\n", "model_en = RNNModel(\n", " model=\"LSTM\",\n", " hidden_dim=20,\n", @@ -281,54 +322,96 @@ " training_length=300,\n", " input_chunk_length=300,\n", " likelihood=GaussianLikelihood(),\n", + " model_name=model_name,\n", + " save_checkpoints=True, # store the latest and best performing epochs\n", + " force_reset=True,\n", + " **generate_torch_kwargs(),\n", ")" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "240675b7978840d0b5136bc7e1743e57", + "model_id": "19355b24d5154cc0a62362346dcb6c40", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/10 [00:00]})" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "model_en.fit(series=train_en_transformed, future_covariates=train_day, verbose=True)" + "model_en.fit(\n", + " series=train_en_transformed,\n", + " future_covariates=day_series,\n", + " val_series=val_en_transformed,\n", + " val_future_covariates=day_series,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's load the model at the best performing state" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "model_en = RNNModel.load_from_checkpoint(model_name=model_name, best=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we perform historical forecasts:\n", + "- we start predictions at the beginning of the validation series (`start=val_en_transformed.start_time()`)\n", + "- each prediction will have length `forecast_horizon=30`.\n", + "- the next prediction will start `stride=30` points ahead\n", + "- we keep all predicted values from each forecast (`last_points_only=False`) \n", + "- continue until we run out of input data\n", + "\n", + "In the end we concatenate the historical forecasts to get a single continuous (on time axis) time series" + ] + }, + { + "cell_type": "code", + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "70e9a2b724ba4db88d1bc05b70788a56", + "model_id": "4dad0c392b7d4c7c93ba7ebb06c266e7", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/83 [00:00" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(10, 6))\n", - "series_en_transformed[1000:].plot(label=\"actual\")\n", - "backtest_en.plot(label=\"backtest (H=30)\", low_quantile=0.01, high_quantile=0.99)\n", + "val_en_transformed.plot(label=\"actual\")\n", + "backtest_en.plot(label=\"backtest q0.01 - q0.99\", low_quantile=0.01, high_quantile=0.99)\n", + "backtest_en.plot(label=\"backtest q0.05 - q0.95\", low_quantile=0.05, high_quantile=0.95)\n", "plt.legend()" ] }, @@ -370,7 +477,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -384,7 +491,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.10.13" } }, "nbformat": 4, diff --git a/examples/09-DeepTCN-examples.ipynb b/examples/09-DeepTCN-examples.ipynb index 5458088f75..f6e721b0ae 100644 --- a/examples/09-DeepTCN-examples.ipynb +++ b/examples/09-DeepTCN-examples.ipynb @@ -37,14 +37,15 @@ "import pandas as pd\n", "\n", "from darts.models import TCNModel\n", + "from darts.utils.callbacks import TFMProgressBar\n", "import darts.utils.timeseries_generation as tg\n", - "from darts.utils.likelihood_models import GaussianLikelihood\n", + "from darts.utils.likelihood_models import GaussianLikelihood, QuantileRegression\n", "from darts.datasets import EnergyDataset\n", "from darts.utils.missing_values import fill_missing_values\n", "from darts import TimeSeries\n", "from darts.dataprocessing.transformers import Scaler\n", "from darts.utils.timeseries_generation import datetime_attribute_timeseries\n", - "\n", + "from darts import concatenate\n", "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")\n", @@ -52,7 +53,17 @@ "\n", "logging.disable(logging.CRITICAL)\n", "\n", - "import matplotlib.pyplot as plt" + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "def generate_torch_kwargs():\n", + " # run torch models on CPU, and disable progress bars for all model stages except training.\n", + " return {\n", + " \"pl_trainer_kwargs\": {\n", + " \"accelerator\": \"cpu\",\n", + " \"callbacks\": [TFMProgressBar(enable_train_bar_only=True)],\n", + " }\n", + " }" ] }, { @@ -69,14 +80,22 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], @@ -108,23 +127,26 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "291b3153e4cd4bd181900afc8d899fcd", + "model_id": "172ea036d9614810820f83304ed593f7", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/100 [00:00]})" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -137,9 +159,10 @@ " dropout=0,\n", " random_state=0,\n", " likelihood=GaussianLikelihood(),\n", + " **generate_torch_kwargs(),\n", ")\n", "\n", - "deeptcn.fit(target_train, past_covariates=covariates, verbose=True)" + "deeptcn.fit(target_train, past_covariates=covariates)" ] }, { @@ -149,14 +172,22 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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\n", 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", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], @@ -205,21 +244,19 @@ "\n", "# scale\n", "scaler_en = Scaler()\n", - "series_en_transformed = scaler_en.fit_transform(series_en)\n", - "train_en_transformed, val_en_transformed = series_en_transformed.split_after(\n", - " pd.Timestamp(\"20170901\")\n", - ")\n", + "train_en, val_en = series_en.split_after(pd.Timestamp(\"20170901\"))\n", + "train_en_transformed = scaler_en.fit_transform(train_en)\n", + "val_en_transformed = scaler_en.transform(val_en)\n", + "series_en_transformed = scaler_en.transform(series_en)\n", "\n", - "# add the day as a covariate\n", + "# add the day as a covariate (no scaling required, as one-hot-encoded)\n", "day_series = datetime_attribute_timeseries(\n", " series_en_transformed, attribute=\"day\", one_hot=True\n", ")\n", - "scaler_day = Scaler()\n", - "day_series = scaler_day.fit_transform(day_series)\n", - "train_day, val_day = day_series.split_after(pd.Timestamp(\"20170901\"))\n", "\n", "plt.figure(figsize=(10, 3))\n", - "series_en_transformed.plot()" + "train_en_transformed.plot(label=\"train\")\n", + "val_en_transformed.plot(label=\"validation\")" ] }, { @@ -230,56 +267,99 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "b07333aaad394bcb93557653b414be57", + "model_id": "339c796556c94efa8739cb61c8d3108c", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/20 [00:00]})" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ + "model_name = \"TCN_test\"\n", "deeptcn = TCNModel(\n", " dropout=0.2,\n", " batch_size=32,\n", - " n_epochs=20,\n", + " n_epochs=50,\n", " optimizer_kwargs={\"lr\": 1e-3},\n", " random_state=0,\n", " input_chunk_length=300,\n", " output_chunk_length=30,\n", " kernel_size=3,\n", " num_filters=4,\n", - " likelihood=GaussianLikelihood(),\n", + " likelihood=QuantileRegression(),\n", + " model_name=model_name,\n", + " save_checkpoints=True,\n", + " force_reset=True,\n", + " **generate_torch_kwargs(),\n", ")\n", "\n", - "deeptcn.fit(series=train_en_transformed, past_covariates=train_day, verbose=True)" + "deeptcn.fit(\n", + " series=train_en_transformed,\n", + " past_covariates=day_series,\n", + " val_series=val_en_transformed,\n", + " val_past_covariates=day_series,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's load the model at the best performing state" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, + "outputs": [], + "source": [ + "deeptcn = TCNModel.load_from_checkpoint(model_name=model_name, best=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we perform historical forecasts:\n", + "- we start at the predictions at the beginning of the validation set (`start=val_en_transformed.start_time()`)\n", + "- each prediction will have length `forecast_horizon=30`.\n", + "- the next prediction will start `stride=30` points ahead\n", + "- we keep all predicted values from each forecast (`last_points_only=False`) \n", + "- continue until we run out of input data\n", + "\n", + "In the end we concatenate the historical forecasts to get a single continuous (on time axis) time series" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "b226b95ccbbe4d52bfb61f5433117291", + "model_id": "b48873be43fd413099795041f533365a", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/83 [00:00" + "" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", - "series_en_transformed[1000:].plot(label=\"actual\")\n", - "backtest_en.plot(label=\"backtest (horizon=30)\", low_quantile=0.01, high_quantile=0.99)\n", + "val_en_transformed.plot(label=\"actual\")\n", + "backtest_en.plot(label=\"backtest q0.05 - q0.95\", low_quantile=0.05, high_quantile=0.95)\n", + "backtest_en.plot(label=\"backtest q0.25 - q0.75\", low_quantile=0.25, high_quantile=0.75)\n", "plt.legend()" ] }, @@ -337,7 +428,7 @@ "hash": "d38ec2bcfb2a2a58cd89ea96ea15a213fe5121785395d0a379d8262791c28fd0" }, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -351,7 +442,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.10.13" } }, "nbformat": 4,