diff --git a/cities/modeling/add_categorical_interactions.py b/cities/modeling/add_categorical_interactions.py new file mode 100644 index 00000000..a5059e5d --- /dev/null +++ b/cities/modeling/add_categorical_interactions.py @@ -0,0 +1,78 @@ +import contextlib +import copy +from typing import Dict, List, Tuple + +import torch + + +def replace_categorical_with_combos( + data: Dict, interaction_tuples: List[Tuple[str, ...]] +): + + unique_combined_tensors = {} + inverse_indices_tensors = {} + indexing_dictionaries = {} + + data_copy = copy.deepcopy(data) + + for interaction_tuple in interaction_tuples: + + assert len(interaction_tuple) > 1 + + tensors_to_stack = [data_copy["categorical"][key] for key in interaction_tuple] + + for tensor in tensors_to_stack: + assert tensor.shape == tensors_to_stack[0].shape + + stacked_tensor = torch.stack(tensors_to_stack, dim=-1) + + unique_pairs, inverse_indices = torch.unique( + stacked_tensor, return_inverse=True, dim=0 + ) + + inverse_indices_tensors[interaction_tuple] = inverse_indices + + unique_combined_tensor = inverse_indices.reshape( + data_copy["categorical"][interaction_tuple[0]].shape + ) + + unique_combined_tensors[interaction_tuple] = unique_combined_tensor + + indexing_dictionaries[interaction_tuple] = { + tuple(pair.tolist()): i for i, pair in enumerate(unique_pairs) + } + + data_copy["categorical"][ + f"{'_'.join(interaction_tuple)}" + ] = unique_combined_tensor + + for key in interaction_tuple: + data_copy["categorical"].pop(key, None) + + return data_copy, indexing_dictionaries + + +@contextlib.contextmanager +def AddCategoricalInteractions( + model, # TODO type hint where mypy doesn't complain about forward + interaction_tuples: List[Tuple[str, ...]], +): + + old_forward = model.forward + + def new_forward(**kwargs): + new_kwargs = kwargs.copy() + + new_kwargs, indexing_dictionaries = replace_categorical_with_combos( + kwargs, interaction_tuples + ) + + model.indexing_dictionaries = indexing_dictionaries + model.new_kwargs = new_kwargs + old_forward(**new_kwargs) + + model.forward = new_forward + + yield + + model.forward = old_forward diff --git a/cities/modeling/evaluation.py b/cities/modeling/evaluation.py index 6a5f0472..d9b18d99 100644 --- a/cities/modeling/evaluation.py +++ b/cities/modeling/evaluation.py @@ -1,10 +1,11 @@ import os -import pyro + import matplotlib.pyplot as plt import seaborn as sns import torch from torch.utils.data import DataLoader, random_split +import pyro from cities.modeling.svi_inference import run_svi_inference from cities.utils.data_grabber import find_repo_root from cities.utils.data_loader import select_from_data @@ -112,8 +113,7 @@ def apply_mask(data, mask): predictive = Predictive(model, guide=guide, num_samples=1000) categorical_levels = model.categorical_levels - # with pyro.poutine.trace() as tr: - # with pyro.plate("samples", size = 1000, dim = -10): + samples_training = predictive( categorical=_train_data["categorical"], continuous=_train_data["continuous"], diff --git a/cities/modeling/simple_linear.py b/cities/modeling/simple_linear.py index 298c2d7e..272db702 100644 --- a/cities/modeling/simple_linear.py +++ b/cities/modeling/simple_linear.py @@ -1,14 +1,12 @@ -from typing import Dict, Optional +import contextlib +from typing import Dict, List, Optional import torch -from chirho.observational.handlers.condition import condition import pyro import pyro.distributions as dist -# TODO no major causal assumptions are added -# TODO add year/month latents -# TODO add neighborhood latents as impacting parcel areas and limits +# TODO no major causal assumptions are incorporated def get_n(categorical: Dict[str, torch.Tensor], continuous: Dict[str, torch.Tensor]): @@ -36,9 +34,6 @@ def __init__( ): super().__init__() - # potentially move away from init as somewhat useless - # for easy use of Predictive on other data - self.leeway = leeway self.N_categorical, self.N_continuous, n = get_n(categorical, continuous) @@ -76,19 +71,18 @@ def forward( data_plate = pyro.plate("data", size=n, dim=-1) - running_dim = -2 - ################################################################################# # add plates and linear contribution to outcome for categorical variables if any ################################################################################# if N_categorical > 0: - # Predictive and PredictiveModel don't seem to inherit much + # Predictive and PredictiveModel don't seem to inherit much # of the self attributes, so we need to get them here # or grab the original ones from the model object passed to Predictive # while allowing them to be passed as arguments, as some # levels might be missing in new data for which we want to make predictions + # or in the training/test split categorical_names = list(categorical.keys()) if categorical_levels is None: categorical_levels = dict() @@ -99,28 +93,16 @@ def forward( objects_cat_weighted = {} for name in categorical_names: - #TODO consider expanded sampling instead of plate - with pyro.plate( - f"w_plate_{name}", - size=len(categorical_levels[name]), - dim=(running_dim), - ): - weights_categorical_outcome[name] = pyro.sample( - f"weights_categorical_{name}", dist.Normal(0.0, self.leeway) - ) - running_dim -= 1 - - while ( - weights_categorical_outcome[name].shape[-1] == 1 - and len(weights_categorical_outcome[name].shape) > 1 - ): - weights_categorical_outcome[name] = weights_categorical_outcome[ - name - ].squeeze(-1) - #TODO consider getting rid of right squeeze and replacing with view() + + weights_categorical_outcome[name] = pyro.sample( + f"weights_categorical_{name}", + dist.Normal(0.0, self.leeway) + .expand(categorical_levels[name].shape) + .to_event(1), + ) objects_cat_weighted[name] = weights_categorical_outcome[name][ - ..., categorical[name] + ..., categorical[name] ] values = list(objects_cat_weighted.values()) @@ -140,32 +122,25 @@ def forward( continuous_stacked = torch.stack(list(continuous.values()), dim=0) - with pyro.plate("continuous", size=N_continuous, dim=running_dim): - bias_continuous_outcome = pyro.sample( - "bias_continuous", dist.Normal(0.0, self.leeway) - ) + bias_continuous_outcome = pyro.sample( + "bias_continuous", + dist.Normal(0.0, self.leeway) + .expand([continuous_stacked.shape[-2]]) + .to_event(1), + ) - while ( - bias_continuous_outcome.shape[-1] == 1 - and len(bias_continuous_outcome.shape) > 1 - ): - bias_continuous_outcome = bias_continuous_outcome.squeeze(-1) + weight_continuous_outcome = pyro.sample( + "weight_continuous", + dist.Normal(0.0, self.leeway) + .expand([continuous_stacked.shape[-2]]) + .to_event(1), + ) - weight_continuous_outcome = pyro.sample( - "weight_continuous", dist.Normal(0.0, self.leeway) + continuous_contribution_outcome = ( + bias_continuous_outcome.sum() + + torch.einsum( + "...cd, ...c -> ...d", continuous_stacked, weight_continuous_outcome ) - while ( - weight_continuous_outcome.shape[-1] == 1 - and len(weight_continuous_outcome.shape) > 1 - ): - weight_continuous_outcome = weight_continuous_outcome.squeeze(-1) - - running_dim -= 1 - - continuous_contribution_outcome = torch.einsum( - "...d -> ...", bias_continuous_outcome - ) + torch.einsum( - "...cd, ...c -> ...d", continuous_stacked, weight_continuous_outcome ) ################################################################################# @@ -173,6 +148,7 @@ def forward( ################################################################################# with data_plate: + mean_outcome_prediction = pyro.deterministic( "mean_outcome_prediction", categorical_contribution_outcome + continuous_contribution_outcome, @@ -187,76 +163,29 @@ def forward( return outcome_observed -#TODO rewrite input registration as more general function on model class -class SimpleLinearRegisteredInput(pyro.nn.PyroModule): - def __init__( - self, - model, - categorical=Dict[str, torch.Tensor], - continuous=Dict[str, torch.Tensor], - outcome=None, - categorical_levels=None, - ): - super().__init__() - self.model = model +@contextlib.contextmanager +def RegisterInput( + model, kwargs: Dict[str, List[str]] +): # TODO mypy: can't use Callable as type hint no attribute forward - n = get_n(categorical, continuous)[2] - - if categorical_levels is None: - categorical_levels = dict() - for name in categorical.keys(): - categorical_levels[name] = torch.unique(categorical[name]) - self.categorical_levels = categorical_levels - - def unconditioned_model(): - _categorical = {} - _continuous = {} - with pyro.plate("initiate", size=n, dim=-1): - for key in categorical.keys(): - _categorical[key] = pyro.sample( - f"categorical_{key}", dist.Bernoulli(0.5) - ) - for key in continuous.keys(): - _continuous[key] = pyro.sample( - f"continuous_{key}", dist.Normal(0, 1) - ) - return self.model( - categorical=_categorical, - continuous=_continuous, - outcome=None, - categorical_levels=self.categorical_levels, - ) - - self.unconditioned_model = unconditioned_model - - data = { - **{f"categorical_{key}": categorical[key] for key in categorical.keys()}, - **{f"continuous_{key}": continuous[key] for key in continuous.keys()}, - } - - self.data = data - - conditioned_model = condition(self.unconditioned_model, data=self.data) - - self.conditioned_model = conditioned_model - - def forward(self): - return self.conditioned_model() + assert "categorical" in kwargs.keys() + old_forward = model.forward + def new_forward(**_kwargs): + new_kwargs = _kwargs.copy() + for key in _kwargs["categorical"].keys(): + new_kwargs["categorical"][key] = pyro.sample( + key, dist.Delta(_kwargs["categorical"][key]) + ) -#TODO mypy linting + for key in _kwargs["continuous"].keys(): + new_kwargs["continuous"][key] = pyro.sample( + key, dist.Delta(_kwargs["continuous"][key]) + ) + return old_forward(**new_kwargs) -# + mypy --ignore-missing-imports cities/ -# cities/modeling/simple_linear.py:26: error: Name "pyro.nn.PyroModule" is not defined [name-defined] -# cities/modeling/simple_linear.py:72: error: Module has no attribute "sample" [attr-defined] -# cities/modeling/simple_linear.py:74: error: Module has no attribute "plate" [attr-defined] -# cities/modeling/simple_linear.py:97: error: Module has no attribute "plate" [attr-defined] -# cities/modeling/simple_linear.py:102: error: Module has no attribute "sample" [attr-defined] -# cities/modeling/simple_linear.py:143: error: Module has no attribute "plate" [attr-defined] -# cities/modeling/simple_linear.py:144: error: Module has no attribute "sample" [attr-defined] -# cities/modeling/simple_linear.py:154: error: Module has no attribute "sample" [attr-defined] -# cities/modeling/simple_linear.py:176: error: Module has no attribute "deterministic" [attr-defined] -# cities/modeling/simple_linear.py:182: error: Module has no attribute "sample" [attr-defined] -# cities/modeling/simple_linear.py:191: error: Name "pyro.nn.PyroModule" is not defined [name-defined] \ No newline at end of file + model.forward = new_forward + yield + model.forward = old_forward diff --git a/cities/utils/data_loader.py b/cities/utils/data_loader.py index 8b8af987..182cf961 100644 --- a/cities/utils/data_loader.py +++ b/cities/utils/data_loader.py @@ -16,6 +16,9 @@ def __init__( self.continuous = continuous if index_dictionary is None: + # this is hardcoded from data processing pipeline + # and will be expanded in the future + # for easier downstream use and interpretation self.index_dictionary = { "zoning_ordering": [ "downtown", diff --git a/docs/experimental_notebooks/zoning/zoning_categorical_interactions.ipynb b/docs/experimental_notebooks/zoning/zoning_categorical_interactions.ipynb index e049250b..52ab6e8c 100644 --- a/docs/experimental_notebooks/zoning/zoning_categorical_interactions.ipynb +++ b/docs/experimental_notebooks/zoning/zoning_categorical_interactions.ipynb @@ -21,6 +21,7 @@ "import pyro\n", "\n", "from cities.modeling.simple_linear import SimpleLinear\n", + "from cities.modeling.add_categorical_interactions import AddCategoricalInteractions\n", "from cities.modeling.svi_inference import run_svi_inference\n", "from cities.utils.data_loader import select_from_data\n", "from pyro.infer import Predictive\n", @@ -42,7 +43,15 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['zone_id', 'past_reform'])\n" + ] + } + ], "source": [ "zoning_data_path = os.path.join(root, \"data/minneapolis/processed/zoning_dataset.pt\")\n", "\n", @@ -52,57 +61,166 @@ " zoning_dataset_read, batch_size=len(zoning_dataset_read), shuffle=True\n", ")\n", "\n", - "data = next(iter(zoning_loader))\n" + "data = next(iter(zoning_loader))\n", + "\n", + "\n", + "kwarg_names = {\n", + " \"categorical\": [\"zone_id\", \"past_reform\"],\n", + " \"continuous\": {\"parcel_area\"},\n", + " \"outcome\": \"housing_units\",\n", + "}\n", + "\n", + "subset = select_from_data(data, kwarg_names)\n", + "print(subset['categorical'].keys())\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "odict_keys(['sigma', 'data', 'weights_categorical_zone_id_past_reform', 'bias_continuous', 'weight_continuous', 'mean_outcome_prediction', 'outcome_observed'])\n" + ] + } + ], "source": [ + "model = SimpleLinear(**subset)\n", "\n", - "def replace_categorical_with_combos(data: Dict, interaction_tuples: List[Tuple[str,...]], \n", - " kwarg_names: Dict[str, List[str]]):\n", - "\n", - " if kwarg_names:\n", - " data_copy = select_from_data(data.copy(), kwarg_names)\n", + "with AddCategoricalInteractions(model, \n", + " interaction_tuples = [(\"zone_id\", \"past_reform\")]):\n", + " with pyro.poutine.trace() as tr:\n", + " model(**subset)\n", + " \n", + "print(tr.trace.nodes.keys())\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[iteration 0001] loss: 390.5370\n", + "[iteration 0050] loss: 395.0186\n", + "[iteration 0100] loss: 392.0267\n", + "[iteration 0150] loss: 390.2758\n", + "[iteration 0200] loss: 390.8015\n", + "[iteration 0250] loss: 392.4185\n", + "[iteration 0300] loss: 390.6453\n", + "[iteration 0350] loss: 391.8515\n", + "[iteration 0400] loss: 388.1762\n", + "[iteration 0450] loss: 391.1492\n", + "[iteration 0500] loss: 394.0619\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def new_model(**kwargs):\n", + " with AddCategoricalInteractions(model, \n", + " interaction_tuples = [(\"zone_id\", \"past_reform\")]):\n", + " return model(**kwargs)\n", "\n", - " unique_combined_tensors = {}\n", - " inverse_indices_tensors = {}\n", - " indexing_dictionaries = {}\n", + "with pyro.poutine.trace() as tr: \n", + " new_model(**subset)\n", "\n", - " for interaction_tuple in interaction_tuples:\n", "\n", - " assert len(interaction_tuple) > 1\n", + "new_guide = run_svi_inference(new_model, **subset)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['sigma', 'weights_categorical_zone_id_past_reform', 'bias_continuous', 'weight_continuous', 'mean_outcome_prediction', 'outcome_observed'])" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predictive = Predictive(\n", + " new_model, guide=new_guide, num_samples=num_samples, parallel=True\n", + ")\n", "\n", - " tensors_to_stack = [data_copy['categorical'][key] for key in interaction_tuple]\n", + "samples = predictive(**subset)\n", "\n", - " for tensor in tensors_to_stack:\n", - " assert tensor.shape == tensors_to_stack[0].shape\n", + "samples.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'function' object has no attribute 'indexing_dictionaries'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[11], line 18\u001b[0m\n\u001b[1;32m 15\u001b[0m sns\u001b[38;5;241m.\u001b[39mdespine()\n\u001b[1;32m 16\u001b[0m plt\u001b[38;5;241m.\u001b[39mshow()\n\u001b[0;32m---> 18\u001b[0m indexing_dictionaries \u001b[38;5;241m=\u001b[39m \u001b[43mnew_model\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindexing_dictionaries\u001b[49m\n\u001b[1;32m 20\u001b[0m zones \u001b[38;5;241m=\u001b[39m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDowntown\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mBlue\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mYellow\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOther\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m 22\u001b[0m samples[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mweights_categorical_zone_id_past_reform\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mshape\n", + "\u001b[0;31mAttributeError\u001b[0m: 'function' object has no attribute 'indexing_dictionaries'" + ] + } + ], + "source": [ + "def plot_samples(samples, key, labels, colors, titles = None):\n", + " limit_samples = samples[key].squeeze()\n", " \n", - " stacked_tensor = torch.stack(tensors_to_stack, dim=-1)\n", + " for i in range(0,len(labels),2):\n", " \n", - " unique_pairs, inverse_indices = torch.unique(stacked_tensor, \n", - " return_inverse=True, dim=0)\n", + " data = limit_samples[:, i:i+2]\n", + "\n", + " print(data.shape)\n", + " plt.hist(data[:,0], bins=50, alpha=0.5, label=labels[i], color = colors[i])\n", + " plt.axvline(data[:,0].mean(), linestyle=\"--\", color = colors[i]) \n", + " plt.hist(data[:,1], bins=50, alpha=0.5, label=labels[i+1], color = colors[i+1])\n", + " plt.axvline(data[:,1].mean(), linestyle=\"--\", color = colors[i+1])\n", + " plt.title(titles[i//2])\n", + " plt.legend()\n", + " sns.despine()\n", + " plt.show()\n", "\n", - " inverse_indices_tensors[interaction_tuple] = inverse_indices\n", + "indexing_dictionaries = new_model.indexing_dictionaries\n", "\n", - " unique_combined_tensor = inverse_indices.reshape(\n", - " data_copy['categorical'][interaction_tuple[0]].shape)\n", + "zones = [\"Downtown\", \"Blue\", \"Yellow\", \"Other\"]\n", "\n", - " unique_combined_tensors[interaction_tuple] = unique_combined_tensor\n", + "samples['weights_categorical_zone_id_past_reform'].shape\n", "\n", - " indexing_dictionaries[interaction_tuple] = {tuple(pair.tolist()): i for i, pair in enumerate(unique_pairs)}\n", + "labels = [f\"zone_reform{key}\" for key in indexing_dictionaries[('zone_id', 'past_reform')].keys()]\n", "\n", - " data_copy['categorical'][f\"{'_'.join(interaction_tuple)}\"] = unique_combined_tensor\n", + "# colors by whether the second element in the key is 1 or 0\n", + "colors = ['grey' if key[1] == 0 else 'green' for key in indexing_dictionaries[('zone_id', 'past_reform')].keys()]\n", "\n", - " for key in interaction_tuple:\n", - " data_copy['categorical'].pop(key, None)\n", "\n", "\n", "\n", - " return data_copy, indexing_dictionaries\n" + "plot_samples(samples, 'weights_categorical_zone_id_past_reform', labels, colors, zones)" ] }, { @@ -126,11 +244,6 @@ " return model, new_data, indexing_dictionaries\n", "\n", "\n", - "kwarg_names = {\n", - " \"categorical\": [\"zone_id\", \"past_reform\"],\n", - " \"continuous\": {\"parcel_area\"},\n", - " \"outcome\": \"housing_units\",\n", - "}\n", "\n", "\n", "new_model, new_data, indexing_dictionaries = add_categorical_interactions(SimpleLinear, \n", diff --git a/docs/experimental_notebooks/zoning/zoning_model.ipynb b/docs/experimental_notebooks/zoning/zoning_model.ipynb index 0685c88e..8245ba1d 100644 --- a/docs/experimental_notebooks/zoning/zoning_model.ipynb +++ b/docs/experimental_notebooks/zoning/zoning_model.ipynb @@ -69,32 +69,32 @@ "name": "stdout", "output_type": "stream", "text": [ - "[iteration 0001] loss: 710.3810\n", - "[iteration 0050] loss: 487.8148\n", - "[iteration 0100] loss: 426.2873\n", - "[iteration 0150] loss: 423.9250\n", - "[iteration 0200] loss: 418.7368\n", - "[iteration 0250] loss: 413.6834\n", - "[iteration 0300] loss: 417.9681\n", - "[iteration 0350] loss: 408.1572\n", - "[iteration 0400] loss: 416.2091\n", - "[iteration 0450] loss: 407.9914\n", - "[iteration 0500] loss: 416.6398\n", - "[iteration 0550] loss: 420.9972\n", - "[iteration 0600] loss: 416.5262\n", - "[iteration 0650] loss: 416.6898\n", - "[iteration 0700] loss: 409.6888\n", - "[iteration 0750] loss: 413.8520\n", - "[iteration 0800] loss: 412.3757\n", - "[iteration 0850] loss: 415.7224\n", - "[iteration 0900] loss: 411.8405\n", - "[iteration 0950] loss: 415.5523\n", - "[iteration 1000] loss: 421.2470\n" + "[iteration 0001] loss: 892.6734\n", + "[iteration 0050] loss: 492.5376\n", + "[iteration 0100] loss: 459.6003\n", + "[iteration 0150] loss: 414.2613\n", + "[iteration 0200] loss: 416.6060\n", + "[iteration 0250] loss: 414.0225\n", + "[iteration 0300] loss: 411.0993\n", + "[iteration 0350] loss: 412.5443\n", + "[iteration 0400] loss: 409.1889\n", + "[iteration 0450] loss: 402.7540\n", + "[iteration 0500] loss: 413.8028\n", + "[iteration 0550] loss: 416.3899\n", + "[iteration 0600] loss: 408.3822\n", + "[iteration 0650] loss: 421.9306\n", + "[iteration 0700] loss: 411.3812\n", + "[iteration 0750] loss: 411.2155\n", + "[iteration 0800] loss: 414.9088\n", + "[iteration 0850] loss: 412.2722\n", + "[iteration 0900] loss: 410.3324\n", + "[iteration 0950] loss: 406.9746\n", + "[iteration 1000] loss: 412.4982\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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", 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", 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" ] @@ -178,7 +178,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -205,7 +205,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -230,32 +230,32 @@ "name": "stdout", "output_type": "stream", "text": [ - "[iteration 0001] loss: 440.4494\n", - "[iteration 0050] loss: 426.9716\n", - "[iteration 0100] loss: 424.6176\n", - "[iteration 0150] loss: 424.9479\n", - "[iteration 0200] loss: 424.7210\n", - "[iteration 0250] loss: 427.9531\n", - "[iteration 0300] loss: 425.2672\n", - "[iteration 0350] loss: 424.1331\n", - "[iteration 0400] loss: 425.8853\n", - "[iteration 0450] loss: 425.3306\n", - "[iteration 0500] loss: 425.1254\n", - "[iteration 0550] loss: 425.1020\n", - "[iteration 0600] loss: 424.6870\n", - "[iteration 0650] loss: 425.1602\n", - "[iteration 0700] loss: 424.6714\n", - "[iteration 0750] loss: 426.3223\n", - "[iteration 0800] loss: 425.0378\n", - "[iteration 0850] loss: 425.2688\n", - "[iteration 0900] loss: 425.4102\n", - "[iteration 0950] loss: 425.1549\n", - "[iteration 1000] loss: 425.2085\n" + "[iteration 0001] loss: 465.7650\n", + "[iteration 0050] loss: 431.9049\n", + "[iteration 0100] loss: 426.9291\n", + "[iteration 0150] loss: 424.5584\n", + "[iteration 0200] loss: 424.7710\n", + "[iteration 0250] loss: 424.8080\n", + "[iteration 0300] loss: 425.9817\n", + "[iteration 0350] loss: 425.3506\n", + "[iteration 0400] loss: 425.0526\n", + "[iteration 0450] loss: 425.0759\n", + "[iteration 0500] loss: 425.0113\n", + "[iteration 0550] loss: 424.8727\n", + "[iteration 0600] loss: 425.0724\n", + "[iteration 0650] loss: 424.9926\n", + "[iteration 0700] loss: 425.3972\n", + "[iteration 0750] loss: 425.2870\n", + "[iteration 0800] loss: 425.5747\n", + "[iteration 0850] loss: 425.3315\n", + "[iteration 0900] loss: 425.5070\n", + "[iteration 0950] loss: 425.6559\n", + "[iteration 1000] loss: 425.0029\n" ] }, { "data": { - "image/png": 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", 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", 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", 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", 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" ] diff --git a/docs/experimental_notebooks/zoning/zoning_performance_tests.ipynb b/docs/experimental_notebooks/zoning/zoning_performance_tests.ipynb index ac222579..d584e3bf 100644 --- a/docs/experimental_notebooks/zoning/zoning_performance_tests.ipynb +++ b/docs/experimental_notebooks/zoning/zoning_performance_tests.ipynb @@ -29,32 +29,31 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[iteration 0001] loss: 336.9220\n", - "[iteration 0050] loss: 310.1179\n", - "[iteration 0100] loss: 277.6557\n", - "[iteration 0150] loss: 264.5176\n", - "[iteration 0200] loss: 266.2944\n", - "[iteration 0250] loss: 257.6673\n", - "[iteration 0300] loss: 265.6828\n", - "[iteration 0350] loss: 260.5504\n", - "[iteration 0400] loss: 261.0305\n", - "[iteration 0450] loss: 260.4505\n", - "[iteration 0500] loss: 262.3196\n", - "[iteration 0550] loss: 263.1378\n", - "[iteration 0600] loss: 255.5193\n", - "Test set residuals, Rsquared: 0.42\n" + "[iteration 0001] loss: 884.1642\n", + "[iteration 0050] loss: 431.3010\n", + "[iteration 0100] loss: 288.7277\n", + "[iteration 0150] loss: 272.2409\n", + "[iteration 0200] loss: 254.6651\n", + "[iteration 0250] loss: 249.7997\n", + "[iteration 0300] loss: 254.2368\n", + "[iteration 0350] loss: 252.8984\n", + "[iteration 0400] loss: 248.2812\n", + "[iteration 0450] loss: 255.3960\n", + "[iteration 0500] loss: 247.3863\n", + "[iteration 0550] loss: 251.8734\n", + "[iteration 0600] loss: 253.7129\n" ] }, { "data": { - "image/png": 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+ "image/png": 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", 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" ] @@ -75,15 +74,15 @@ { "data": { "text/plain": [ - "{'mae_train': 0.48273882269859314,\n", - " 'mae_test': 0.6055423617362976,\n", - " 'rsquared_train': tensor(0.4249),\n", - " 'rsquared_test': tensor(0.4171),\n", - " 'coverage_train': 0.939226508140564,\n", - " 'coverage_test': 0.9100000262260437}" + "{'mae_train': 0.4373534321784973,\n", + " 'mae_test': 0.6410512924194336,\n", + " 'rsquared_train': tensor(0.6704),\n", + " 'rsquared_test': tensor(-0.8503),\n", + " 'coverage_train': 0.9226519465446472,\n", + " 'coverage_test': 0.9090909361839294}" ] }, - "execution_count": 4, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -104,31 +103,31 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[iteration 0001] loss: 348.6778\n", - "[iteration 0050] loss: 262.3188\n", - "[iteration 0100] loss: 258.0632\n", - "[iteration 0150] loss: 253.9674\n", - "[iteration 0200] loss: 249.5614\n", - "[iteration 0250] loss: 250.3179\n", - "[iteration 0300] loss: 250.1906\n", - "[iteration 0350] loss: 250.7151\n", - "[iteration 0400] loss: 250.1431\n", - "[iteration 0450] loss: 250.5296\n", - "[iteration 0500] loss: 250.8011\n", - "[iteration 0550] loss: 250.8333\n", - "[iteration 0600] loss: 250.6255\n" + "[iteration 0001] loss: 421.6909\n", + "[iteration 0050] loss: 283.7591\n", + "[iteration 0100] loss: 275.2489\n", + "[iteration 0150] loss: 275.4660\n", + "[iteration 0200] loss: 274.9542\n", + "[iteration 0250] loss: 275.0766\n", + "[iteration 0300] loss: 275.1693\n", + "[iteration 0350] loss: 275.5062\n", + "[iteration 0400] loss: 275.2996\n", + "[iteration 0450] loss: 274.9080\n", + "[iteration 0500] loss: 275.2175\n", + "[iteration 0550] loss: 275.2243\n", + "[iteration 0600] loss: 275.8752\n" ] }, { "data": { - "image/png": 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", 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1K4YTBbbhhNmEiIiofbUqnCxevBgqlQovvPCCtK26uhrJyckICwtDUFAQHn74YRQWFsqel5OTg6SkJAQEBCAyMhIvv/wyzGZza5riVpytQ0RE5DktDif79+/H+++/j8TERNn2mTNnYuPGjVi3bh3S09ORl5eHhx56SNpvsViQlJSEmpoa7Nq1Cx999BE+/PBDvPbaay3/FG5mk004W4eIiKidtSiclJeXY+LEiVixYgU6dOggbS8tLcXKlSuxdOlSjBo1CkOGDMHq1auxa9cu7NmzBwCwdetWHDt2DGvWrMHAgQMxYcIELFiwAMuWLUNNTY17PlUrqVQqXpmYiIjIQ1oUTpKTk5GUlIQxY8bItmdkZKC2tla2vU+fPoiLi8Pu3bsBALt370b//v0RFRUlHTNu3DgYjUYcPXpU8f1MJhOMRqPs1ta4hD0REZFnaFx9QmpqKg4ePIj9+/c32VdQUACtVovQ0FDZ9qioKBQUFEjH2AaT+v31+5SkpKRg3rx5rja1VeoGxQrO1iEiImpnLlVOcnNz8fzzz+OTTz6Bn59fW7WpiTlz5qC0tFS65ebmtvl78srEREREnuFSOMnIyEBRUREGDx4MjUYDjUaD9PR0vPfee9BoNIiKikJNTQ1KSkpkzyssLER0dDQAIDo6usnsnfrH9cc0ptPpoNfrZbe2Vr+EPbt1iIiI2pdL4WT06NHIyspCZmamdBs6dCgmTpwo3ff19cX27dul5xw/fhw5OTkwGAwAAIPBgKysLBQVFUnHpKWlQa/XIyEhwU0fq/V8fHhlYiIiIk9wacxJcHAw+vXrJ9sWGBiIsLAwafuUKVMwa9YsdOzYEXq9Hs899xwMBgNGjBgBABg7diwSEhLwxBNP4K233kJBQQFeffVVJCcnQ6fTueljtV79bB3BygkREVG7cnlAbHP+9re/wcfHBw8//DBMJhPGjRuHf/zjH9J+tVqNr776CtOnT4fBYEBgYCAmT56M+fPnu7sprcLZOkRERJ6hEldhacBoNCIkJASlpaVtNv5k2MJtKCoz4esZt+LGTiFt8h5ERETXE2e/v3ltHTs4W4eIiMgzGE7s8OFsHSIiIo9gOLFDzdk6REREHsFwYofUrcPKCRERUbtiOLGjfioxKydERETti+HEjoYBsQwnRERE7YnhxA4OiCUiIvIMhhM76sMJCydERETti+HEDnbrEBEReQbDiR288B8REZFnMJzYoa6frcMxJ0RERO2K4cQOdusQERF5BsOJHZytQ0RE5BkMJ3Zw+XoiIiLPYDixg8vXExEReQbDiR1St47Vww0hIiK6zjCc2MEBsURERJ7BcGJH/YX/2K1DRETUvhhO7HBmts53x4tw9lJFezWJiIjouqDxdAO8VXPdOntOXcJTq/cDAM4sTmq3dhEREV3rWDmxo7nl6w/llLRja4iIiK4fDCd2qKVuHeX9AhyLQkRE1BYYTuzgbB0iIiLPYDixg8vXExEReQbDiR3qK2emfsxJbnElPj90nsvZExERtTHO1rGjcbfObW99BwAoq67FE4ZunmoWERHRNY+VEzvsdet8f+KiJ5pDRER03WA4saM+nDTuxeGKsURERG2L4cQOe7N16secMKMQERG1DYYTO+x165g5IJaIiKhNMZzYUT9bp3HlhN06REREbculcLJ8+XIkJiZCr9dDr9fDYDBg8+bNAIAzZ85ApVIp3tatWye9htL+1NRU934qN7C3fL3Z3pKxRERE5BYuTSXu0qULFi9ejF69ekEIgY8++gj3338/Dh06hD59+iA/P192/AcffIAlS5ZgwoQJsu2rV6/G+PHjpcehoaEt/wRtRG2nW4eVEyIiorblUji59957ZY8XLlyI5cuXY8+ePbjxxhsRHR0t279hwwY88sgjCAoKkm0PDQ1tcqy30dipnHARNiIiorbV4jEnFosFqampqKiogMFgaLI/IyMDmZmZmDJlSpN9ycnJCA8Px7Bhw7Bq1SqIZqoRJpMJRqNRdmtrvlcGndQ26sZhrw4REVHbcnmF2KysLBgMBlRXVyMoKAgbNmxAQkJCk+NWrlyJvn374uabb5Ztnz9/PkaNGoWAgABs3boVzzzzDMrLyzFjxgy775mSkoJ58+a52tRW8dXUhxOrbLvFalU6nIiIiNzE5XDSu3dvZGZmorS0FOvXr8fkyZORnp4uCyhVVVVYu3Yt5s6d2+T5ttsGDRqEiooKLFmyxGE4mTNnDmbNmiU9NhqNiI2NdbXpLmmonDQOJ236tkRERNc9l7t1tFot4uPjMWTIEKSkpGDAgAF49913ZcesX78elZWVmDRpUrOvN3z4cJw7dw4mk8nuMTqdTpohVH9ra1p13ZgTVk6IiIjaV6vXObFarU2CxcqVK3HfffchIiKi2ednZmaiQ4cO0Ol0rW2KW9VXTmrMHBBLRETUnlzq1pkzZw4mTJiAuLg4lJWVYe3atdixYwe2bNkiHZOdnY2dO3di06ZNTZ6/ceNGFBYWYsSIEfDz80NaWhoWLVqEl156qfWfxM3sdesoZRMhBFRXph4TERFR67gUToqKijBp0iTk5+cjJCQEiYmJ2LJlC+666y7pmFWrVqFLly4YO3Zsk+f7+vpi2bJlmDlzJoQQiI+Px9KlSzF16tTWfxI3szcg1qzQrWMVgJrZhIiIyC1cCicrV65s9phFixZh0aJFivvGjx8vW3zNm9kbc6I05MQqBNRgOiEiInIHXlvHDmnMiaXxhf/q0ont2ixcNZaIiMh9GE7skMacmJufSsxsQkRE5D4MJ3bYHxDbNImwckJEROQ+DCd2aDX21jlRCift0iQiIqLrAsOJHQ3rnDgTTphOiIiI3IXhxA57A2KVwongorFERERuw3Bih/1r69SFE9tiCSsnRERE7sNwYofWTjiRphLbbGM4ISIich+GEzt8rwyINZmtWP3jaWl7fa+OvHLSni0jIiK6tjGc2FHfrWOxCszbeKzJfttqiQDTCRERkbswnNhRH07ssV0hlr06RERE7sNwYoe2mXBi5YBYIiKiNsFwYodvM5cZtsqurdPWrSEiIrp+MJzYofZRQeUgn8gqJ0wnREREbsNwYodKpbI77sRqFfIBscwmREREbsNw4oC9cSe1VqusWsIxJ0RERO7DcOKAvXEnZovggFgiIqI2wnDigL1unVqLlQNiiYiI2gjDiQP2wonJbG20zgnTCRERkbswnDhgr1unutbSqFunnRpERER0HWA4ccBe5aSq1tKoW4fphIiIyF0YThywG05qGE6IiIjaCsOJA74a5dNTXWuF1drwmNmEiIjIfRhOHNA6HHPCygkREVFbYDhxQO2jHE6qOCCWiIiozTCcOKDxsT/mRLByQkRE1CYYThxwXDnhOidERERtgeHEAa5zQkRE1P4YThywWzmpscBi263DdEJEROQ2DCcO2B1zUtt4zEl7tYiIiOjax3DigMMxJ7J1TphOiIiI3IXhxAGNnXDSdJ2T9moRERHRtc+lcLJ8+XIkJiZCr9dDr9fDYDBg8+bN0v6RI0dCpVLJbtOmTZO9Rk5ODpKSkhAQEIDIyEi8/PLLMJvN7vk0buZozIl8QCzTCRERkbtoXDm4S5cuWLx4MXr16gUhBD766CPcf//9OHToEG688UYAwNSpUzF//nzpOQEBAdJ9i8WCpKQkREdHY9euXcjPz8ekSZPg6+uLRYsWuekjuY/GzmydpmNOGE6IiIjcxaVwcu+998oeL1y4EMuXL8eePXukcBIQEIDo6GjF52/duhXHjh3Dtm3bEBUVhYEDB2LBggWYPXs23njjDWi12hZ+jLZhb0Bsda0VtkUVZhMiIiL3afGYE4vFgtTUVFRUVMBgMEjbP/nkE4SHh6Nfv36YM2cOKisrpX27d+9G//79ERUVJW0bN24cjEYjjh49ave9TCYTjEaj7NYeHA2ItbBbh4iIqE24VDkBgKysLBgMBlRXVyMoKAgbNmxAQkICAOB3v/sdunbtik6dOuHw4cOYPXs2jh8/js8++wwAUFBQIAsmAKTHBQUFdt8zJSUF8+bNc7WpreZoQKzO5orFHBBLRETkPi6Hk969eyMzMxOlpaVYv349Jk+ejPT0dCQkJODpp5+Wjuvfvz9iYmIwevRonDx5Ej179mxxI+fMmYNZs2ZJj41GI2JjY1v8es5S2xtzUmNBsF/DqWPlhIiIyH1c7tbRarWIj4/HkCFDkJKSggEDBuDdd99VPHb48OEAgOzsbABAdHQ0CgsLZcfUP7Y3TgUAdDqdNEOo/tYe7FVOzFbBdU6IiIjaSKvXObFarTCZTIr7MjMzAQAxMTEAAIPBgKysLBQVFUnHpKWlQa/XS11D3kRtZ0Cs2WrlOidERERtxKVunTlz5mDChAmIi4tDWVkZ1q5dix07dmDLli04efIk1q5di7vvvhthYWE4fPgwZs6cidtvvx2JiYkAgLFjxyIhIQFPPPEE3nrrLRQUFODVV19FcnIydDpdm3zA1rBXObFYhGyGDrt1iIiI3MelcFJUVIRJkyYhPz8fISEhSExMxJYtW3DXXXchNzcX27ZtwzvvvIOKigrExsbi4Ycfxquvvio9X61W46uvvsL06dNhMBgQGBiIyZMny9ZF8Sb21jkxWwUrJ0RERG3EpXCycuVKu/tiY2ORnp7e7Gt07doVmzZtcuVtPcZu5cQqZFcl5pgTIiIi9+G1dRywP+ZEcPl6IiKiNsJw4oC9yonVKuTL11sVDyMiIqIWYDhxwN4KsU3HnLByQkRE5C4MJw44GnMiX+eknRpERER0HWA4ccB+5aTxOidMJ0RERO7CcOKAr1r59FgFcO5ylewxERERuQfDiQP2KicAUG4yS/cFmE6IiIjcheHEAXtjThpj5YSIiMh9GE4ccFQ5seXsImxf/pSHw+dKWtEiIiKia59LK8Reb+wtX9+Y1YnSScbZy5jxn0MAgDOLk1rVLiIiomsZKycO2FshtjFnunWyi8pa2RoiIqLrA8OJA0pjTpR6ejiVmIiIyH0YThxQCicahWqKM9mE+YWIiMg5DCcOKI05URok60zlhNmEiIjIOQwnDiiNOVGqpjgz5oRdP0RERM5hOHFAKYioFaopDB5ERETuw3DigFIXjlrVdJsz65wwvxARETmH4cQBxcpJC7t1mE2IiIicw3DigFIQUR5z4kzlhPGEiIjIGQwnDihdldinhZUTIiIicg7DiQPuvLYOCydERETOYThxQKkLRylksFuHiIjIfRhOHHC2cuLcOietbAwREdF1guHEAaWl6pWqJFznhIiIyH0YThxQWnBNKYc4dW0dN7SHiIjoesBw4oDimBOFmGF1os/GdswJx58QERHZx3DigI/CarC2OeSZkT2bbHMGswkREZF9DCcOaDU+uCshSrbNNljUhxfnZus03OcYFSIiIvsYTpqxYtJQ2WPbLpn6Xh+n1jmx6Q7izB0iIiL7GE6c0C0sAACgUskHtqqkyknzr8HKCRERkXMYTpyw6smbMO7GKGx89tZGlRMXunVs7zObEBER2aXxdAOuBj0igvD+E3XdO7a5or5bx9UxJ0ozfoiIiKiOS5WT5cuXIzExEXq9Hnq9HgaDAZs3bwYAFBcX47nnnkPv3r3h7++PuLg4zJgxA6WlpbLXUKlUTW6pqanu+0RtzDZk+GvVAICqGkvzz+OYEyIiIqe4VDnp0qULFi9ejF69ekEIgY8++gj3338/Dh06BCEE8vLy8PbbbyMhIQFnz57FtGnTkJeXh/Xr18teZ/Xq1Rg/frz0ODQ01C0fpj3YVkn0fr4AAGO1GTVmK3advIibunVEoK7paeWYEyIiIue4FE7uvfde2eOFCxdi+fLl2LNnD6ZMmYJPP/1U2tezZ08sXLgQjz/+OMxmMzSahrcKDQ1FdHR0K5vuITa5Itiv7jMZq2rxt22/YvmOk7g1Phxr/jDc8UtY27KBREREV7cWD4i1WCxITU1FRUUFDAaD4jGlpaXQ6/WyYAIAycnJCA8Px7Bhw7Bq1apmp+KaTCYYjUbZzVNklRP/+spJLVL35QAAfsi+qPg82QqxHHNCRERkl8sDYrOysmAwGFBdXY2goCBs2LABCQkJTY67ePEiFixYgKefflq2ff78+Rg1ahQCAgKwdetWPPPMMygvL8eMGTPsvmdKSgrmzZvnalPbhG2skLp1qszQqB3nPHm3Ths0jIiI6Brhcjjp3bs3MjMzUVpaivXr12Py5MlIT0+XBRSj0YikpCQkJCTgjTfekD1/7ty50v1BgwahoqICS5YscRhO5syZg1mzZslePzY21tWmu4VtyND7152+supahAZoHT7PyjEnRERETnG5W0er1SI+Ph5DhgxBSkoKBgwYgHfffVfaX1ZWhvHjxyM4OBgbNmyAr6+vw9cbPnw4zp07B5PJZPcYnU4nzRCqv3mK0oDYihoLFC7DY/d5DCdERET2tXoRNqvVKgULo9GIsWPHQqvV4ssvv4Sfn1+zz8/MzESHDh2g0+la25R2YRsr6gfEAkB1reNRrraB5Jf8Mnx/4oK7m0ZERHRNcKlbZ86cOZgwYQLi4uJQVlaGtWvXYseOHdiyZYsUTCorK7FmzRrZwNWIiAio1Wps3LgRhYWFGDFiBPz8/JCWloZFixbhpZdeapMP1yZs0olG7YMArRqVNRZU1ZgdPs1i068zadU+AMC3L96BHhFBbdJMIiKiq5VL4aSoqAiTJk1Cfn4+QkJCkJiYiC1btuCuu+7Cjh07sHfvXgBAfHy87HmnT59Gt27d4Ovri2XLlmHmzJkQQiA+Ph5Lly7F1KlT3feJ2ljjmTZ6P9+6cFLreCE2i0JXzumLFegWFogaixV+vmq3tpOIiOhq5VI4Wblypd19I0eObHZK8Pjx42WLr12NGn9Evb8GBcbmZ+AonRoflQq/fX83Dp8rQcbcu6QxLERERNczXvjPRWof+chXZwOFRSm9qICMs5dRaxH44YTy+ihERETXG4YTF330+2EIC9TiHxMHA4DiUvVKlMKJbczhDB4iIqI6vCqxi0b0CMOBV8dAdWXusE7jXL5TCh8qm/nHzCZERER1WDlpAdtQoVMYyKpUJVEKJ7Y9RKycEBER1WE4aSWlykmNuemaJxaFZVBUaGblNiIiousQw0krKYWTaoVpxVaFaoqFq8YSERE1wXDSSjpN026danPTcKK0zonF2lBOYTYhIiKqw3DSSjrfpqfQpLCUvVJlxGxp2MZwQkREVIfhpJUUu3UUKidK3TpmK7t1iIiIGmM4aSWlbh2lyolFIXvU2oySZTQhIiKqw3DSSq0ZEGsy2445YTwhIiICGE5aTXHMicJUYqVumxozB8QSERE1xnDSSkrdOp8dPNdkm9LCbLbhpLkLBxIREV0vGE5aSalb5/PMPFwoM8m2KVVO5GNOmE6IiIgAhpNWs3dtncbhhJUTIiIi5zCctJLStXUAwFhdK3usFD5sKyccdEJERFSH4aSV7FVOjFWNw4nCbB0LKydERESNMZy0kt1wUm2W7h85X4rvT1xsckytuSGRKHX7EBERXY8YTlqp8WwdtU/dlYZtKyf3/P0HxefWWBrWQ2E4ISIiqsNw0kqN1znpEOALACht1K2jRFY54ZgTIiIiAAwnrda4Wyc0QAug6YBYJTU2Y05YOSEiIqrDcNJKjbt16isnxiqz0uEytlOJzUoX3yEiIroOMZy0UuNunZZXTpoueU9ERHQ9YjhppSbdOv71lRMnwolt5YTdOkRERAAYTlpNq5afwo6B9ZWT5rt1ajnmhIiIqAmGk1ZSqVSygBISwMoJERFRazCcuIGvWiXdD9ZpAABVtRZ7h0tYOSEiImqK4cQNNDaVkyC/unBSYWq+W8ckq5xwQCwRERHAcOIWtpWTIF1dt47JbG22GsLKCRERUVMMJ26g8bGpnFzp1gGa79qxnUrMdU6IiIjqMJy4gcamchKgVUN15WFljeOuHV74j4iIqCmXwsny5cuRmJgIvV4PvV4Pg8GAzZs3S/urq6uRnJyMsLAwBAUF4eGHH0ZhYaHsNXJycpCUlISAgABERkbi5Zdfhtnc/PgMb+ZrM+ZE7aNCgG/dqrFVNS5UThhOiIiIALgYTrp06YLFixcjIyMDBw4cwKhRo3D//ffj6NGjAICZM2di48aNWLduHdLT05GXl4eHHnpIer7FYkFSUhJqamqwa9cufPTRR/jwww/x2muvufdTtTONT0PlRKUC/LV1XTuVzYUTM8ecEBERNaZp/pAG9957r+zxwoULsXz5cuzZswddunTBypUrsXbtWowaNQoAsHr1avTt2xd79uzBiBEjsHXrVhw7dgzbtm1DVFQUBg4ciAULFmD27Nl44403oNVq3ffJ2pGmceVEW1c5aa5bh+GEiIioqRaPObFYLEhNTUVFRQUMBgMyMjJQW1uLMWPGSMf06dMHcXFx2L17NwBg9+7d6N+/P6KioqRjxo0bB6PRKFVflJhMJhiNRtnNm9jO1lGrbMOJBULYDx2uduts/7kQd7/7PX4p8K7PT0RE5E4uh5OsrCwEBQVBp9Nh2rRp2LBhAxISElBQUACtVovQ0FDZ8VFRUSgoKAAAFBQUyIJJ/f76ffakpKQgJCREusXGxrra7DYl79ZRwd8mnDg7lsSZC/9N+egAjuUb8cyagy1rKBER0VXA5XDSu3dvZGZmYu/evZg+fTomT56MY8eOtUXbJHPmzEFpaal0y83NbdP3c5W9bp2qGovTU4RdGRB7qaLGtQYSERFdRVwacwIAWq0W8fHxAIAhQ4Zg//79ePfdd/Hoo4+ipqYGJSUlsupJYWEhoqOjAQDR0dHYt2+f7PXqZ/PUH6NEp9NBp9O52tR207Rbp+60fnrwHO64IcKp13BlzInVQVcRERHR1a7V65xYrVaYTCYMGTIEvr6+2L59u7Tv+PHjyMnJgcFgAAAYDAZkZWWhqKhIOiYtLQ16vR4JCQmtbYrH2C7CplJBqpx8f+IiUvc3VHnu7G0/qJy9VIl/fX+q2UG0AGDl4FkiIrqGuVQ5mTNnDiZMmIC4uDiUlZVh7dq12LFjB7Zs2YKQkBBMmTIFs2bNQseOHaHX6/Hcc8/BYDBgxIgRAICxY8ciISEBTzzxBN566y0UFBTg1VdfRXJysldXRpojq5zYdOsAwK6TFwHUhRbb7p/GzpdU4c2vf8bZS5VY8EA/h+9nYeWEiIiuYS5VToqKijBp0iT07t0bo0ePxv79+7FlyxbcddddAIC//e1vuOeee/Dwww/j9ttvR3R0ND777DPp+Wq1Gl999RXUajUMBgMef/xxTJo0CfPnz3fvp2pntpUTtY8KptqGwa3dwgIBAL4+PrAZN2vX9p8Lmz2G1wgkIqJrmUuVk5UrVzrc7+fnh2XLlmHZsmV2j+natSs2bdrkytt6Pdvl61Uq4GxxpfRYfSWRaNQqqNB8OmnuejwAKydERHRt47V13MB2KrFapUJEUEMXVf0S9mofFXycONuXK2vxReZ5h8dYrALfHCnAyCXf4fC5kha1mYiIyFsxnLiBj498zMmfk/pKj+srIb5qH6hUTvTrAHg+NbPZQa/T1mTgzKVKPLv2UAtaTERE5L0YTtzARyVfhC22YwAeHxEHoCGcaHxUsuOac76kyqnjnOkGIiIiupownLiB7UBXaYzJlT6catvKic1zovV+Dl8z+0K5U++tdTADiIiI6GrEbzY3sK2IqK/c12rqTm39mBONWiULMRP62190DgBOFjkXTmynMRMREV0LGE7cwMdHPlsHaBgkW9/tom7UrePv27AWipLsonJU1phhtjieN+zLygkREV1j+M3mBordOmp55cTXRz4g1nahNiVnL1Vi8II03Pe/Pzo8juGEiIiuNS5fW4eaUuzWudLdcupiBYAr65zYhBi/Zionu09dAgAcyzdCCGF3po+vhuGEiIiuLfxmcwP5bJ26/zZeql7TaEBs/cUBnVFRY4Gws/CalmNOiIjoGsNw4gaNpxID8oXZ6o6RP8dfq3zqtQqVkJLKGrtXLWa3DhERXWv4zeYGStfMaRwayqrNsmXn/X2VKyd//e2AJttKq2pRY2dgrCtrpxAREV0NGE7cQK2QThqHk8sVNbJVX/18lU99kF/T0FJaWYtNWQWKx9sLLURERFcrhhM3UBqsqmk0FuRyZQ1se2bsTSUOVBiLsu9MMV5a95Pi8SWVNXjzq2M4lHPZhRYTERF5L4YTN1Du1pFvtAr51YT97UwlVhpzsuVood33/rWwHP/64TQe/McuJ1tLRETk3RhO3MCZbh0Ashk3Oo1yOFFa8fXnfGMrWkdERHR1YThxA8VuHZ+mp9Z2xo29Zed1XLeEiIiuc/wmdANnunUMPcJgO3bV3hRgrdrx4mxERETXOoYTN1ArDohtOLVhgVr88/Ehsm4dpbElAOCrafnUYHsLtSmx2lk3hYiIyNMYTtzAR3HMScO2exJjEBLgKxsQa79y0vL/JSazc9OKvzmSjwHztuLbX+wPtCUiIvIUhhM3UFoHzTZ86K5MG3ZmzIkz18qJjwxCz4jAJtuNVbXNPhcApq05iDKTGb//8IBTxxMREbUnhhM3UFql1Xb5+vpBrlY3VU62zboDqU8bmmw3VjsXTq42720/gadW70MtF5wjIrouMJy4QZ/o4CbbZJWT+nDi1IBY+fYHB3VWrLIojVkxVpudau/VZmnar/ju+AWkHWM3FBHR9YDhxA3uuCECb/0mEV8+e4u0TR5O6rp1bCsnSmujAHXjV2yrLk/f3gMnFt6NbmEBsuOUphw7263jTscLyrBi5ynUODnepTUqTNdm+CIiIjnlq8+RS1QqFR4ZGivbZrt8vVahW8cRrcYH5hoLACD4yrV2/Botd6/U/VNmp3JisQp8vPsMbokPxw1RTas8rTHunZ0A6j7bH+/o6dbXBgCT2SLdd2EyEhERXcUYTtqIr0/Tbh2Lnem7PSICUVVjwcwxNwCQfwkH+/kCAOI6BuCXgjJpe32FxWzzmgWl1XjtiyO4J7EThnXviM1Z+Zj7xVH066zHjuMX4Ofrg18WTGjxZxJCKC44BwAHW3ltn+paC04UlqNfZ73sPcptApeF6YSI6LrAcNJGbNcr0fnWV06Uj70hMhj/fGKI9Nj2SsNBurr/RQse6IeqWgsmGbpJ+2wrLACwcNPPAICPd5/FmcVJmP7JQQDAjuMXAADVtS3venlv+wms2XMWnz1zM7p0CGiyX2lQsCue+88hpB0rxFu/SZRVoSpMFpv77NYhIroecMxJG7Fdvr5+1Vd73TqNKwK2FZb6sSlRej/8e8pw3JUQ1fC6bbTUvRAC244V4tzlSmnb0rRfUVRmwvIdJ2G1ClwqN8me08psIg12/df3p2Tby0wN42iu1QG/REQkx3DSRmxn2NQHDLvhpIWrtTqadnz6YoVLr1VorMatf/kW72z7FTt+vYA/fHwAI5fsaHKcxSrw8vrDGPLmNhw+VyJtt9fd46rG58K2clJ2DU2Vrqwx45O9Z1FkrHZpZV9qP98cKcCcz7LaZbA3EcmxW6eN2C5fXz/5xt4yHeYWhhNHeeDOt3cobrcXhP7xXTbOXa7CO9tONGlXdW1DQPBV+yB1/1kAwNtbf3WpvdW1FmzKyscdN0QgLEineEzj7+ly28pJ1bVTOfnL5l/w0e6z+POGI7ghKghfPnurbNDz4XMlKDSaZJUyV1XXWpoMpCbnTVuTAQBIiAnGEzbdqUTU9lg5aSO2lZP68Rj2rmfT0uvcDO3W0eXn2JtufKFRN029Sav24e53v5ceV9kEFbNN2qp0YjzI4s2/YNZ/f8LM//5k95jGXVzlXlg52X+mGH/dehxVNuN9XLUu45x0/9fCcnx/4qL0WAiB+/73R0z9+ACO2wyCdsWR86VIfGMr/vLNLy16/re/FGLEou34/sSFFj3fGwkhZEHbWedLqtugNUTkCMNJG7GdrdNct47Z2rKy8ay7bnD5OUVlTUNIhclsdxryzl8v4JRNF9FPuSXS/VKboFNSVYsDZ4od/vL/cNcZ6TVt2T6ncWXHdraOvTa2J5PZgsmr9uHv32bj7a3HW/w6jVe7PW8zvqe4oka6fzSv1OnXFEJg18mLKK2sxfIdJ1FjsWL5jpMtat/vPzyAAmM1plxDlziYvuYgbnpzG4rKmg8b5TZh2009lkTkAoaTNmJ7McD6+/amwtrLJnbWaZP0jAjC9/9zJ979fwOdblehUf6L+f/256DfG1tkf7k7cqKoXLqfbXP/UE4JfvPP3Xh7i+tf2CWVDSGncf++7QwdV5bnzy2ubPJZXfHtL4Xo//qWJhdH3HDwPCqvVExW/Xi6xTOIai3yn4XjhQ0VEtswmFNcCWd9nnkev1uxF9M/yYC/tqE7x1EbjxeUIXntQeTaeZ/6mWMWq3CpUrT31CW88eVRLN16HD9mO/ez5QohhGwNHFuZuSX4IvO8bJvZYsU3RwtQZjLjq5/ym339gtKGn51yLwjFbeHwuRLZv+HGSitrcfKC/f3tRQiBD388jR3HizzdFGpHLoWTlJQU3HTTTQgODkZkZCQeeOABHD/e8GV05swZqFQqxdu6deuk45T2p6amuu9TeRl1M9069kJL/cqyjsR2DECP8CCn21LQ6At79qdZLV7cTOkqyB/uOiOrClTXWlBorJZ1yXQM1OJgzmVsOVqAyhozLlc2VAouV9agrLoWe05dghACZSZ55WTx5l/wuxV7kFtciVNXfnGuO5CLxDe2IONsMYC6is7ov6bj9re+k7qezpdU4S/f/NJklpE9v//wQJOLI5ZV18qqJULA4S93e5TG/RzLrwsnlytq8NgHe6TtJwobXv9SuQnrDuSi1mJFdlEZFn59TBbYPvzxDABg18lLsvf4pcCIrHOl+Pv2E3j64wOorGk4p4+t2IOvD+fjhf/LdNjmOZ8dxqAFW53+snr0gz34cNcZvPdtNib+a2+TQb+1Fiu+yDyPsupaHMszOlXNAOoGEr+QegiDF6Qh4bUt2H3yEoC6c/rOtl/xacY5PLDsRzyfmok9py5JzztzqSF8VSlU94QQsFoFiitqcDSvFEU2/06cbZunXCo3uTyoPq+kCvf9748YszTd7jWrpq3JwNi/7cShVq5h5Eh1rQWvfXEEX/6UZ/eYPaeK8cbGY3hy9X6st+kOdea1950uhhACeSVVqDFbUVRWjVn/l4ldJ90fmMm9XBoQm56ejuTkZNx0000wm8145ZVXMHbsWBw7dgyBgYGIjY1Ffr78r5IPPvgAS5YswYQJ8sW/Vq9ejfHjx0uPQ0NDW/4pvNT9Azshu6gcw3vUjQ2xF0Ls/WLx83UuO9avItvYLfFh+DH7kmzb+ctVTr1mS5mtAn/46AAeGNQJhUYTln2XjbJqM4Z07SAdU1xRg4f+sQsAMMnQFcO7h0n7ai0Cf/o0C19n5WPGqHjZL62c4kr8M72um+K2t74DACx8sB/+vOEIAGDu50ex+qmb8O/dZ6W/+I/kGTEwNhQz/y8T+04X48j5Uvx7ynAAdaX7rUcLMDiuA7KLyqFSAZcqarDhoPyv7no7jl/AxfIaxHUMQESwDhlnL+OXAiO6hQcixN8XFqvAYx/sgbG6FhueuQUbf8pDSVUNpt7WQ5rN9M2RAixNa1pdOpZXivMlVfj37rOyAdKZuSWYtGofcosrUVljRqHRhM8OnsfuK1+8K74/jVfu7oMnb+4u+/mynUn15tc/41BOw+PPD+Xhd8PjYLZYpS6kjLOXcanchLAgnWwsEQDsPnkJ/z1Q96WwYucpLH44EZ/sPQuzRWDyzd2k44QQ0v/vxrKLytHryurEQgj86/vT+Ms3v6BzqD8KjNXoFhaAFZOG4nJlLQbHheLkhXIcOW/Exp/yMHFEHEb1qRsYvOCrn/F5ZsPPxIzUQ9j/5zH4/NB52WDu+s80okcYrFaBFTsbpqifuViBE4VlSN2fi0FxoRjZOxL3vPc9gvw0qDFbcaKoHP/vpoa1dvafuYwlW37BI0Nj0TWs7mrgFquQumvPl1RBCIHOof6orrXifEklOoX6w1hlxh//fQB33BCBWWN7S6/3a2EZfjhxEbf1CpfOSUtUmMz4IjMPf/48C3+8vSf+NKEP9p8pxn/25iB5VDz8fdVIO1aI3w7tggCtBharQLnJjBB/X1lwu/H1LXj7twPQKzII3cIC4atWYdWPp6WfsQf/sQt/f2wQ7h3QSXpOda0Fah+VdJmO4ooaBPtpZJftEEIg63wpuoYFYvHmn2GqteLt3w6QVZVX/XgaH+8+i493n0WwToM7+0Q2+Zw7fm2omLy07id8d7wISx8ZIPvjbcFXx3D4XAmm3NodVgGMuzEaL637CV8dbvg+6hzqD5PZiovlJmz7uRCH3xjn8Pz+6/tTOHDmMiYZumLniYuYcmt3RATrsPvkJRzMuYw/3NYdJZW1mPGfQwCAlU/ehO0/F0Lto0KvyGDcEBWEC2UmfH/iIsbeGIUvMvMwMDYU/TqHKL5ffmkVqmut6B7ecMX5ClPdH29vfXMcMSF+iI8Mwn0DOzn1hytQ90fAuctV+DTjHO4b2Am9IoNwvLAMPSOCZP+vth0rxJItx/H/hsXiqVu6Y/+ZYny46wxeGttb1p72pBKtmMd44cIFREZGIj09HbfffrviMYMGDcLgwYOxcuXKhjdVqbBhwwY88MADLXpfo9GIkJAQlJaWQq/Xt+g12ovtqqr/2ZeDOZ9l4Z7EGPzv7waj25++BgD07xyCjc/dKj2nfnu03g97Xhnd7HsUV9Rg8II0AECIvy+6hQVg4YP9kRCjR49XNrn7I+H50b3w7vYTzR/oBQbEhiK/pEo21uahwZ1hsQqk/3pB1qVkz/tPDMHRPCO+P3EBh3JKMMnQFUIA/95zVjpmbEIUTl2skCopd/ePxqasAgDAp9MNiI8MxpOr98lCghKt2ke2CF9bCA/SYmTvSIT4+2LlD6el7X6+Ptj5P3fiYlkN7n7ve8Xn9o4Khp9WLY09Gt69Lnhr1CpofHyQ/qvyANpOIX7Q+/ui3GRGaWWtrCLWWLewAJwtrpRV9P54Rw/07xyCF1Izm8xue3lcb6z4/pTi/8spt3aXfUYlg+JCm/3/AgDhQTr8Y+JgfLz7DH7Ivojpd/REodGEf+85g1qLQHiQFhfLaxSfmxCjR7fwANRaBL77pQhmq4CPCvj498PRPSIQaUcLsPvUJfSKDEZ4kBYBWg12n7qEWosVnUL98XO+ETnFlfjN4C44lFuCb39p2sXRIzxQ1iVoK1CrRsWVbrmbe4ahosYiGz9Wb3BcKG6JD8ffv82WbdeqffDu/xuIYd074kieEf+z/idYrAL3D+yMrHOl2HemGLfEhyHiyiy82I4BTV4DAGaMioev2gc3de+IoV074I4lO3C+RP4H0x9u7Y5X70lAdlE5ND4q/PHfGbJuz3rxkUHoG6PH0fOldj+3I7ffEAEhBE4UlmP6yJ7QaXzwzdECPD+6F05dqMCL65oO3B/WvSP2nS52+b3qBWrV+MNtPQAAd/aJROdQf+w7XQy1jwr/s/4nGKvN+OPtPXDfwE7YcrQQK3aealLp6xMdjF5Rwbghsq5iXlxZgwcHdca/d5/Ft78UIS4sAEn9Y7D/TDG2HJV3S0fpdSg0mjC8e0fckxgDi1Vg289F+MGm67VzqL/0/2TKrd0x956EFn9eJc5+f7cqnGRnZ6NXr17IyspCv379muzPyMjA0KFD8eOPP+Lmm29ueFOVCp06dYLJZEKPHj0wbdo0PPXUU3bXyjCZTDCZGr5cjEYjYmNjr4pwYksIgVMXK9AtLBBqH5UUQhJi9Nj0/G3ScbPXH8b/HchtslqqPbUWK3r9eTMAYOpt3fHnpIYfpvr3cMaYvpG4rVcEXv/yqGy7r1qFl8b2RsrmupkfP8y+E3e+vQO1lrpfsPXfFbfGh8t+yN0pSKeRDVLsERGIGnPdXwXt7a+/HYByk7nJebInNMDXqRBka+LwOIzoEYY/fXpY+lIhul7YfkECdQtO3tk7osmXrTN8VMCiB/vjz58fafGaUtcbHxXw2yGxePKWbugb497vWGfDSYvXObFarXjhhRdwyy23KAYTAFi5ciX69u0rCyYAMH/+fIwaNQoBAQHYunUrnnnmGZSXl2PGjBmKr5OSkoJ58+a1tKleQ6VSoWdEw/iQp27phtU/nsH/jO8tO27RQ/3xzJ09pRJyc3zVPvD3VaOq1oLOof4tbl+HAC3uuCFCevzpdAMqayy4rVfdtjt6R6DWLNClQwCW/GYALpSZMHFEHKatOYhL5SZMubW7w3BiW01oLDJYh46BWtn1g+o9MrQLpo+Mx2tfHEHPiCA8P7oX/LVq/FpYht/8czd0Gh+pK6Hx9YaAuu6123pFwNAzDJuz8nHmUgViOwTghqhgxEcGSV1EAPCPiYOx73SxNLOoXkSwDheuVF8GxIaitEr+F/JDgzvjXHEV8o1VyC2WByalYHLvgE74w63dsfVYAe5KiMbcz4/AV63CwZwS9I4KxsIH+wMAxvSNgslswZHzRgTo1Fh34Bz2nLqE0X0iUVhmQll1Le5J7IQDZ4pxsdyEewd0wt/SfpXGWPzz8SHIOl+CBwd1gU7jgxfX/ST95Res0+CO3hF4YkRX/OWbX3CwUfWgQ0BdV5Wx2oxgnQa1Viu6dAhAj/BAWAXQMdAXQgA3de8IIQTOXKpE3xg9NmflI+1YIX4zpAvG3hiFi+U1OJZnxNBuHaS/FOuDbr3beoVjfL9o9O8cgn98dxICAvml1RjRIwzH8ozIOl8KjY8KJVW1uDU+HOm/XoBW44NHhnbBuctVuOOGCMRHBmHSqn2ICvZDsJ9GGryt1fhg+h09cVuvcCza9DPySqoRqdehtKoWZ6+cp0FxoejfOQS9IoPQJ0aPzJwS5BRXYvORAkSH6DB7fB88uXq/7MstQKvGjZ30uCshCgWlJviqVVD7qFBhMqPcZEGvqCD0CA/E3tPF0Pv5Iqe4Epm5lzG8RxhG9Y7Ea18cgVUAhWXV6BTij1vjw+GrUaG4ogZl1WaYaq0oM5nROyoI3cOD8EP2Bew/cxkJMXoM6doBx/KN6N85BPmlVdhytBDRej8M694RU27tjrJqMz7PPI+OgVoEaNXwVftg4095OHe5Cgmd9IjS+8Hf1wfRIf6444ZwvPHlMWSdb5gZFhGsw7BuHTF7fB8E6tR4d/sJfJpxDpW1FoQF6jCsewd0C6v7bBlnlcekxIT4YXj3jvjqcL7s32SXDv6yPyqS7+yJvjF6LPjqGAqNdf/GGldTpt3eA8+O6oWTF8rx5tfHcOZiJcKDtPjpXF2bDT3CcHPPMPw1rW7tpdtviMCTN3dFr8hgVNSY0Sdaj0CdBscLyjCydwRW7zoDvZ8G2UXl+Dm/DL5qFUqramWXGOkaFoD//tGAlT+cxvnLVcg6X4oCYzVqzFb0iAhEbnElai0COo0Pnr0zHhsP52GSoRt81Sq8vfVXFFfUYOkjA7D/TDE+zTiPexJj4KNS4VKFCUIA3x4vghB1f7yUVtWiX6cQ9Ousx3/25UptiAzWQQDS755gnQbVZgtqLQJDunZAj/BA7Dl9qcnvHL2f5kplCAgL0uKJEV3x92+zUVZdiwn9Y7ApKx86jQ8uV9YCAojQ67D4of44d7kKJ4rKcUNUEPpEe/YP/xZXTqZPn47Nmzfjhx9+QJcuXZrsr6qqQkxMDObOnYsXX3zR4Wu99tprWL16NXJzcxX3XyuVk8aEqPvFH+Lv2+rXGr5oGwqNJnzwxBCMvTFa2v76F0fwdVY+5t6TgAVf/YyL5SaoVMpX+H1sWCzm3N0XiW9sBQAcmnsXOgRqnfocQF330pA3twEAPv79MExatQ8AsPYPw3HmUiUeGtwZfeZ+A6DuC2PhA/3wwc5TeO+xQegbo8e5y5UY+7edsFgF/nBbdyz7rm58yYmFE2T9o7Zyiyvh56vGYyv2ILuoHOumGfDbf+4GACz5TSLu6B2ByGA/h+1/b/sJbP+lCKsmD0VYkA5l1bV4ZcMRjLsxCn4aNaxC4M4+kXhp3U9Qq1T46yMDAAAvrvsJnx08jxmj4mVjCqpqLKisMSO/tBqFxmoUV9Tg5fWHAdSVSaeP7IlwO4vQnSgsQ4dArd39zsi5VInbl3yHHhGB+PbFkU32246XsLUr+yIeX7kXVgG89XAiHrkpFhargFUIu+e/pY6cL0VksA45xZUoqzYrjjVozGoVMJmt0Gl8sPVYAYZ3D2vy89l47IOxuhZ6P+V/Xzt/vYBJq/bh9hsi8PHvhykeU/+zrVKpcPhcCcxWgSi9HzqH+ju8EKYrai1WaHxUzb6WEAKXK2vRUeHfpLva8snes8g4cxmv3ZuA0AD5+5jMFpgtAoE6jeL28yVViNL7AaJu3aSeEYFQqVS4WG5C1rlSTFuTgRE9wvDhUzfh21+KcPhcKYzVtXhpbG8E6jSorrWg3GTGl5l5+O+BXJitAosf6o/cy5W4N7GTbGHLetW1FmjVPtI4lp/zjegZEdTiS3sIIXD2UiW2HC3A6L5RiI+UTzaoMVtx5lIFekUGobrWCo1ahUqTBSEB8p+x6loLSiprER3iJ/sZslVaVQurVaBDoFb2b/L0xQp0DNAi31iFGL0/oKpbn+rrrHw8NKgzVCoV9P4aadxJobEa/9mXg/AgHSYOj5Ne312rdrtbm3brPPvss/jiiy+wc+dOdO/eXfGYf//735gyZQrOnz+PiIgIxWPqff3117jnnntQXV0Nna75X8pX05iT9vL0xwew88QF7HjpTkSHyL+MrVYh/ePNuVQJAYF/pp/Cf/blyI7726MD8OCgLli+4yQsViueHdXL5XbM+r9MFJWZsOrJm3AkrxTGqlqM7N3wxVPfzRQepMOBV8c0ef75kir4aXwQFqTDhkPnEK33h6FnWJPjGisorcaFMhP6dwnBe9tPYM+pS/jX5KEI0LbdIshWq8BP50pwY6eQZn8Z7jp5EWXVZoyzCY5t6dzlutDmasjJLirD0Twj7hvQyWt/ubnT4XMl6BkR1OQLl9zPWF0Lf1+100HXXYGLvEubhBMhBJ577jls2LABO3bsQK9e9r+8Ro4cifDwcKxfv77Z1124cCH++te/orjYuYFGDCdNWawCFTVmu38lNiaEQI3Fip/zy1BZY8apCxX43bA42Uj6tlAfTuz9VU9ERNeuNhlzkpycjLVr1+KLL75AcHAwCgrqxg+EhITA379hrEN2djZ27tyJTZuazhTZuHEjCgsLMWLECPj5+SEtLQ2LFi3CSy+95EpTqBG1j8rpYALUlfx0GjUGxoYCAG7uGd5GLZOrHy2e1D+mXd6PiIiuPi5VTuyV2FavXo0nn3xSevzKK69gzZo1OHPmDHx85CW8b775BnPmzEF2djaEEIiPj8f06dMxderUJsfaw8rJ1Su3uBLfHS/CozfFOj1Xn4iIrg3tMpXYUxhOiIiIrj7Ofn/z2jpERETkVRhOiIiIyKswnBAREZFXYTghIiIir8JwQkRERF6F4YSIiIi8CsMJEREReRWGEyIiIvIqDCdERETkVRhOiIiIyKswnBAREZFXYTghIiIir8JwQkRERF5F4+kGtET9hZSNRqOHW0JERETOqv/erv8et+eqDCdlZWUAgNjYWA+3hIiIiFxVVlaGkJAQu/tVorn44oWsVivy8vIQHBwMlUrl1tc2Go2IjY1Fbm4u9Hq9W1/7WsNz5TyeK+fxXLmG58t5PFfOa6tzJYRAWVkZOnXqBB8f+yNLrsrKiY+PD7p06dKm76HX6/nD6ySeK+fxXDmP58o1PF/O47lyXlucK0cVk3ocEEtEREReheGEiIiIvArDSSM6nQ6vv/46dDqdp5vi9XiunMdz5TyeK9fwfDmP58p5nj5XV+WAWCIiIrp2sXJCREREXoXhhIiIiLwKwwkRERF5FYYTIiIi8ioMJzaWLVuGbt26wc/PD8OHD8e+ffs83aR2t3PnTtx7773o1KkTVCoVPv/8c9l+IQRee+01xMTEwN/fH2PGjMGJEydkxxQXF2PixInQ6/UIDQ3FlClTUF5e3o6fon2kpKTgpptuQnBwMCIjI/HAAw/g+PHjsmOqq6uRnJyMsLAwBAUF4eGHH0ZhYaHsmJycHCQlJSEgIACRkZF4+eWXYTab2/OjtLnly5cjMTFRWtDJYDBg8+bN0n6eJ/sWL14MlUqFF154QdrG89XgjTfegEqlkt369Okj7ee5kjt//jwef/xxhIWFwd/fH/3798eBAwek/V7zO16QEEKI1NRUodVqxapVq8TRo0fF1KlTRWhoqCgsLPR009rVpk2bxJ///Gfx2WefCQBiw4YNsv2LFy8WISEh4vPPPxc//fSTuO+++0T37t1FVVWVdMz48ePFgAEDxJ49e8T3338v4uPjxWOPPdbOn6TtjRs3TqxevVocOXJEZGZmirvvvlvExcWJ8vJy6Zhp06aJ2NhYsX37dnHgwAExYsQIcfPNN0v7zWaz6NevnxgzZow4dOiQ2LRpkwgPDxdz5szxxEdqM19++aX4+uuvxa+//iqOHz8uXnnlFeHr6yuOHDkihOB5smffvn2iW7duIjExUTz//PPSdp6vBq+//rq48cYbRX5+vnS7cOGCtJ/nqkFxcbHo2rWrePLJJ8XevXvFqVOnxJYtW0R2drZ0jLf8jmc4uWLYsGEiOTlZemyxWESnTp1ESkqKB1vlWY3DidVqFdHR0WLJkiXStpKSEqHT6cR//vMfIYQQx44dEwDE/v37pWM2b94sVCqVOH/+fLu13ROKiooEAJGeni6EqDs3vr6+Yt26ddIxP//8swAgdu/eLYSoC4M+Pj6ioKBAOmb58uVCr9cLk8nUvh+gnXXo0EH861//4nmyo6ysTPTq1UukpaWJO+64QwonPF9yr7/+uhgwYIDiPp4rudmzZ4tbb73V7n5v+h3Pbh0ANTU1yMjIwJgxY6RtPj4+GDNmDHbv3u3BlnmX06dPo6CgQHaeQkJCMHz4cOk87d69G6GhoRg6dKh0zJgxY+Dj44O9e/e2e5vbU2lpKQCgY8eOAICMjAzU1tbKzlefPn0QFxcnO1/9+/dHVFSUdMy4ceNgNBpx9OjRdmx9+7FYLEhNTUVFRQUMBgPPkx3JyclISkqSnReAP1dKTpw4gU6dOqFHjx6YOHEicnJyAPBcNfbll19i6NCh+O1vf4vIyEgMGjQIK1askPZ70+94hhMAFy9ehMVikf1wAkBUVBQKCgo81CrvU38uHJ2ngoICREZGyvZrNBp07Njxmj6XVqsVL7zwAm655Rb069cPQN250Gq1CA0NlR3b+Hwpnc/6fdeSrKwsBAUFQafTYdq0adiwYQMSEhJ4nhSkpqbi4MGDSElJabKP50tu+PDh+PDDD/HNN99g+fLlOH36NG677TaUlZXxXDVy6tQpLF++HL169cKWLVswffp0zJgxAx999BEA7/odf1VelZjI2yQnJ+PIkSP44YcfPN0Ur9W7d29kZmaitLQU69evx+TJk5Genu7pZnmd3NxcPP/880hLS4Ofn5+nm+P1JkyYIN1PTEzE8OHD0bVrV/z3v/+Fv7+/B1vmfaxWK4YOHYpFixYBAAYNGoQjR47gn//8JyZPnuzh1smxcgIgPDwcarW6yQjuwsJCREdHe6hV3qf+XDg6T9HR0SgqKpLtN5vNKC4uvmbP5bPPPouvvvoK3333Hbp06SJtj46ORk1NDUpKSmTHNz5fSuezft+1RKvVIj4+HkOGDEFKSgoGDBiAd999l+epkYyMDBQVFWHw4MHQaDTQaDRIT0/He++9B41Gg6ioKJ4vB0JDQ3HDDTcgOzubP1uNxMTEICEhQbatb9++UjeYN/2OZzhB3S/NIUOGYPv27dI2q9WK7du3w2AweLBl3qV79+6Ijo6WnSej0Yi9e/dK58lgMKCkpAQZGRnSMd9++y2sViuGDx/e7m1uS0IIPPvss9iwYQO+/fZbdO/eXbZ/yJAh8PX1lZ2v48ePIycnR3a+srKyZP/Y09LSoNfrm/wSudZYrVaYTCaep0ZGjx6NrKwsZGZmSrehQ4di4sSJ0n2eL/vKy8tx8uRJxMTE8GerkVtuuaXJcge//vorunbtCsDLfse7bWjtVS41NVXodDrx4YcfimPHjomnn35ahIaGykZwXw/KysrEoUOHxKFDhwQAsXTpUnHo0CFx9uxZIUTdNLPQ0FDxxRdfiMOHD4v7779fcZrZoEGDxN69e8UPP/wgevXqdU1OJZ4+fboICQkRO3bskE1jrKyslI6ZNm2aiIuLE99++604cOCAMBgMwmAwSPvrpzGOHTtWZGZmim+++UZERERcc9MY//SnP4n09HRx+vRpcfjwYfGnP/1JqFQqsXXrViEEz1NzbGfrCMHzZevFF18UO3bsEKdPnxY//vijGDNmjAgPDxdFRUVCCJ4rW/v27RMajUYsXLhQnDhxQnzyySciICBArFmzRjrGW37HM5zY+Pvf/y7i4uKEVqsVw4YNE3v27PF0k9rdd999JwA0uU2ePFkIUTfVbO7cuSIqKkrodDoxevRocfz4cdlrXLp0STz22GMiKChI6PV68dRTT4mysjIPfJq2pXSeAIjVq1dLx1RVVYlnnnlGdOjQQQQEBIgHH3xQ5Ofny17nzJkzYsKECcLf31+Eh4eLF198UdTW1rbzp2lbv//970XXrl2FVqsVERERYvTo0VIwEYLnqTmNwwnPV4NHH31UxMTECK1WKzp37iweffRR2bodPFdyGzduFP369RM6nU706dNHfPDBB7L93vI7XiWEEO6rwxARERG1DsecEBERkVdhOCEiIiKvwnBCREREXoXhhIiIiLwKwwkRERF5FYYTIiIi8ioMJ0RERORVGE6IiIjIqzCcEBERkVdhOCEiIiKvwnBCREREXoXhhIiIiLzK/weFpSF9dKNqaAAAAABJRU5ErkJggg==", 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is2fPmr8ksdbChQvl6+trsUrFVu+//75iY2O1fPnyPC9R/euvv5Senq5GjRpZtHt5ealBgwbaunVrnsfJz5hm2bp1q3bv3p3tCxAAQOFy1Jx83LhxiouL05NPPqnGjRsrKSlJmzZt0pYtW8x/O3bt2qXmzZvrtttuM8/bv/nmG3Xu3FnffvutunTpolatWmno0KF699139d///tdc6uFmJR/S09MVHR2tFi1a6O233zb/7SrIudZff/1l3m7cuHFKT0/X2LFjLeYWttq4caPWrl2rxx9/XOXLl1d8fLymTZumNm3a6O+//za/rn+7du2aoqOjzfX5w8PDdfz4cf3000+6ePGiSpQoke+YbpSVPL7xS25rj/3kk0/qiy++UI8ePdSsWTP9/vvv6tix4y3FM23aNNWuXVsPPvigPDw89OOPP2rQoEHKzMzU4MGDLfru3btX3bt318CBAzVgwABVr15dKSkpat26tY4fP66BAweqQoUKWrt2rcaMGaOTJ0+ak5iGYeihhx7S6tWr9fTTT6tmzZpasGCBevfunS2m48ePq2bNmurdu3e+blCWmZmpHTt25LhAo3HjxlqyZIkuXbqkwMDAHLe3dT6YkZGhZ599Vk8++aTq1q1rc7yASzCAYmTw4MHGjaf9qlWrDEnGl19+adFv0aJFFu0LFiwwJBkbN27Mdd9nzpwxJBljx461Kpbhw4cbkow///zT3Hb69GmjRIkShiTj0KFD5vaUlJRs2w8cONDw8/Mzrl69am7r2LGjERkZma1venq6kZqaatF24cIFo0yZMka/fv2sivffxo4da0gyunfvnu25nOL96quvDEnGH3/8YW576623sr3WLJGRkUbv3r3Nj7PGa9WqVea2S5cuGRUrVjSioqKMjIyMXGPdtm2bIcl48sknLdpHjhxpSDJ+//13c1vv3r0Nf3//XPeV5dq1a0ZYWJhRp04d48qVK+b2n376yZBkvPLKK+a21q1bG61bt862j969e1u8X3mdQ61atTICAwONw4cPW7RnZmaa/79z586Gl5eXceDAAXPbiRMnjMDAQKNVq1bmtpkzZxqSjOjoaIvtmzZtaphMJuPpp582t6Wnpxvly5e3iN+evzc5OX36tCHJ+PDDDw3DMIyLFy8abm5uRteuXY0yZcqY+w0dOtQoVaqU+TUcOnTIkGTMnDnT3Offv/NZsvqGhIQY58+fN7f/8MMPhiTjxx9/NLdlnes3kmR4eXkZ+/fvN7dt377dkGS89957eb6+Z5991nBzczPi4+Mt2h9//HFDkjFkyBBz25QpU4whQ4YYX375pTF//nxj2LBhhoeHh1G1alUjMTHR3O/o0aNG7dq1DUmGJKNly5bGpUuXjIsXLxqhoaHG3Llz84wpJyVLljTq169vdf/WrVsbtWvXtmjLGrvly5fnue28efOy/fuQpWvXrkZ4eHie29sypv82YsQIQ5Lx999/53kMAID9ONOcvH79+kbHjh3z7NO2bVujbt26FvPuzMxMo1mzZkbVqlXNbVl/z272dy9L7969DUnG6NGjLdrtPdf693h07tzZ8PHxsZhX/v3334a7u7vF+5LT3Cq3feY0/1+3bp0hyfjss8/MbcuXL7cYo61btxqSjHnz5uX5GqyVtf9PP/3UOHPmjHHixAlj0aJFRpUqVQyTyWRs2LDB3NeaY2d9jhg0aJBFe48ePbKNwb/n9llymkvmNF7R0dFGpUqVLNoiIyMNScaiRYss2sePH2/4+/sb//zzj0X76NGjDXd3d+PIkSOGYRjG999/b0gy3nzzTXOf9PR0o2XLltne26z3+8bPYLbI+t179dVXsz33wQcfGJKMPXv25Lq9rfPB999/3yhRooRx+vRpwzBynosCro7yCCjW5s2bpxIlSujee+/V2bNnzT8NGzZUQECAuXxA1orJn376SWlpaXY59i+//KK77rpLjRs3NreFhobmWFPxxhVkly5d0tmzZ9WyZUulpKRYVaPS3d3dXM8xMzNT58+fN3+LuWXLllt6HU8//XSe8V69elVnz57VXXfdJUn5Pt4vv/yixo0bm0swSNdXEj/11FOKj4/X33//nee20vXL7m80YsQISbK6xMKNNm3apNOnT2vQoEEWdcI6duyoGjVq5GufuTlz5oz++OMP9evXTxUqVLB4LutSq4yMDC1ZskSdO3dWpUqVzM+XLVtWPXr00OrVq5WUlGSxbf/+/S0u1WrSpIkMw1D//v3Nbe7u7mrUqJHFHV8L+vcmNDRUNWrU0B9//CFJWrNmjdzd3fX888/r1KlT2rdvn6TrK21btGiRY8kDaz322GMWKy6yLp2z5g637dq1U+XKlc2P69Wrp6CgoJtu++STT8rd3V3dunXT2rVrdeDAAcXFxZlXfF+5csXcd9iwYXrvvffUo0cPPfLII5oyZYpmz56tffv26cMPPzT3K1++vLZu3aqtW7dq165dWrFihQICAhQbG6vq1avrscce0+rVq9WkSRNFRERo6NChunbtWp5xJiUl5boSwlrjxo2TYRg3vRFM1mvOqZa1j4+PxZjkxJYxvVFmZqbmzp2r22+/3S43vwEA5I8j5+TBwcHatWuXeX7xb+fPn9fvv/+ubt26mefhZ8+e1blz5xQdHa19+/ZlK41lq2eeecbicUGOR0ZGhhYvXqzOnTtbzCtr1qyp6OjofL+GG+f/aWlpOnfunKpUqaLg4OA85/9Zq1kXL15803JKtujXr59CQ0NVrlw53XfffUpMTNTnn39ucdm+NcfO+hyRdaVXllu98fON45WYmKizZ8+qdevWOnjwYLayEBUrVsz23sybN08tW7ZUyZIlLc6Rdu3aKSMjwzyP/uWXX+Th4WFxjrm7u+vZZ5/NFlNUVJQMw8jXKlvp5vO5G/vkZ/sbtz137pxeeeUVvfzyy7leqQkUBSRtUazt27dPiYmJCgsLU2hoqMVPcnKyTp8+LUlq3bq1HnnkEcXGxqp06dJ66KGHNHPmTIt6qLY6fPiwqlatmq29evXq2dp27dqlLl26qESJEgoKClJoaKj5xg3W1nqaPXu26tWrZ67VFRoaqp9//vmWa0VVrFgxW9v58+c1bNgwlSlTRr6+vgoNDTX3y+/xDh8+nOPYZCVaDh8+nOe2bm5uqlKlikV7eHi4goOD89w2r31KOb9fNWrUyNc+c5OVBMwqFZCTM2fOKCUlJdcxyszM1NGjRy3a/50Azpq4RkREZGu/sX5aYfzetGzZ0lz+YNWqVWrUqJEaNWqkUqVKadWqVUpKStL27dvNSdb8+vcYZCVw/10vzppts7a/2bb16tXTnDlzdODAATVv3lxVqlTRu+++a76MLausSW569Oih8PBw/fbbbxbtnp6eatCggWrVqiU3Nzft2bNHH374oaZOnarz58+rY8eO6ty5s+bNm6elS5eay2rkJigoSJcuXcqzj71kfXDJ6dyw5mYb+R3TlStX6vjx49yADAAczJFz8ldffVUXL15UtWrVVLduXT3//PPasWOH+fn9+/fLMAxzcujGn7Fjx0qSOb788PDwyFZzviDH48yZM7py5YrVn0OsdeXKFb3yyivm+qqlS5dWaGioLl68mOf8v2LFioqJidH//vc/lS5dWtHR0frggw9u+TPKK6+8oqVLl2rBggXq1auXEhMT5eZmmf6w5thZnyNu/KJeurWxkq4vSmjXrp38/f0VHBys0NBQ/fe//5WU/fNSTp+39u3bp0WLFmU7P9q1ayfp/5+Thw8fVtmyZbPNhW71vU5ISLD4kW4+n7uxT05smQ++9NJLKlWqVI7JZ6AooaYtirXMzEyFhYXpyy+/zPH5rG/tTCaT5s+fr/Xr1+vHH3/U4sWL1a9fP02aNEnr16+/aZLlVly8eFGtW7dWUFCQXn31VVWuXFk+Pj7asmWLXnjhhRxvXPZvX3zxhfr06aPOnTvr+eefV1hYmNzd3RUXF5etGL+tcvrDm7Xa7fnnn1eDBg0UEBCgzMxM3XfffVbFW1BuZUXmrR7XyOEGUjfeSM4R3N3drW6/Mf7C+L1p0aKFPv74Yx08eFCrVq1Sy5YtZTKZ1KJFC61atUrlypVTZmbmLSdtcxuDnN4ve2776KOP6sEHH9T27duVkZGhO+64w3yjkmrVqt10+4iICJ0/fz7PPs8995yeeOIJ3XHHHfr8889VqlQpjRkzRpI0atQoTZgwQbGxsbluX6NGDW3btk3Xrl0zr9QvKGXLlpWkHG98cfLkSZUrV+6m+8jPmH755Zdyc3NT9+7d8x88AOCWOXJO3qpVKx04cEA//PCDlixZov/973965513NH36dD355JPmuevIkSNzXYn674UBtvD29s6WTHSWzyi5zZ1zmsM+++yzmjlzpoYPH66mTZuqRIkSMplMevzxx286/580aZL69Oljfg+GDh2quLg4rV+/3qabqN6obt265gRm586dlZKSogEDBqhFixYWCxTseWxrx+vAgQNq27atatSoocmTJysiIkJeXl765Zdf9M4772Qbr5w+b2VmZuree+/VqFGjcjymNfPJ/Pr666/Vt29fizbDMFSqVCl5e3vnOp+TlOecztr54L59+zRjxgxNmTJFJ06cMPe5evWq0tLSFB8fr6CgIJUqVcr2Fwc4GZK2KNYqV66s3377Tc2bN7/pSi5Juuuuu3TXXXdpwoQJmjNnjnr27Km5c+fqySeftDkhGBkZmeNlWHv37rV4vGLFCp07d07fffedxQ2XDh06lG3b3GKYP3++KlWqpO+++86iT9bqAHu6cOGCli1bptjYWL3yyivm9pxeqy1jFhkZmW1sJJnLQ0RGRua5bWZmpvbt22dxCfSpU6d08eLFPLfNa5/S9ffrxjvWZ7XduM+SJUvmeMn8v1fj5jYeWeUOdu7cmWs8oaGh8vPzy3WM3Nzcsq2gzS97/t7kJisZu3TpUm3cuFGjR4+WdP2D1bRp01SuXDn5+/urYcOGeR7bUYl6a3h5eVlcope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"text/plain": [ "
" ] @@ -149,15 +148,15 @@ { "data": { "text/plain": [ - "{'mae_train': 0.671817421913147,\n", - " 'mae_test': 0.6910492181777954,\n", - " 'rsquared_train': tensor(0.0806),\n", - " 'rsquared_test': tensor(0.0812),\n", + "{'mae_train': 0.7356542348861694,\n", + " 'mae_test': 0.6495898365974426,\n", + " 'rsquared_train': tensor(0.1094),\n", + " 'rsquared_test': tensor(-0.0356),\n", " 'coverage_train': 0.9281768202781677,\n", - " 'coverage_test': 0.9256198406219482}" + " 'coverage_test': 0.9669421315193176}" ] }, - "execution_count": 5, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -185,31 +184,31 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[iteration 0001] loss: 1078.6567\n", - "[iteration 0050] loss: 469.8433\n", - "[iteration 0100] loss: 307.1995\n", - "[iteration 0150] loss: 291.4823\n", - "[iteration 0200] loss: 264.3389\n", - "[iteration 0250] loss: 266.3608\n", - "[iteration 0300] loss: 267.3744\n", - "[iteration 0350] loss: 257.6014\n", - "[iteration 0400] loss: 258.3453\n", - "[iteration 0450] loss: 257.4400\n", - "[iteration 0500] loss: 256.5814\n", - "[iteration 0550] loss: 261.3239\n", - "[iteration 0600] loss: 263.0456\n" + "[iteration 0001] loss: 812.6606\n", + "[iteration 0050] loss: 359.7283\n", + "[iteration 0100] loss: 288.0717\n", + "[iteration 0150] loss: 263.7165\n", + "[iteration 0200] loss: 250.3900\n", + "[iteration 0250] loss: 258.0603\n", + "[iteration 0300] loss: 257.3111\n", + "[iteration 0350] loss: 247.3067\n", + "[iteration 0400] loss: 246.7883\n", + "[iteration 0450] loss: 249.6171\n", + "[iteration 0500] loss: 245.8468\n", + "[iteration 0550] loss: 251.8617\n", + "[iteration 0600] loss: 245.1260\n" ] }, { "data": { - "image/png": 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", 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", 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EifL399ezzz6rN954I0vrSP+8JpIyLXcG2IUB5CNDhw417n7btmzZ0pBkzJ8/P1X/2NjYVG3PPvus4enpacTFxZnbBgwYYAQEBJifnzlzxpBk+Pj4GNeuXTO3r1q1ypBk/PDDD+a2SZMmpYpJkuHq6mqcPHnS3HbgwAFDkjF37lxzW5cuXQxPT0/jwoUL5rYTJ04YRYoUSbXNuyUkJBh+fn5G3bp1jfj4eHP7ggULDElGy5YtzW23b9+26GMYhnH9+nWjTJkyxuDBg81t4eHhhiRj0qRJqfaX1rn84osvDEnGtm3bMow1PQEBAYYkY+3atVnaX/v27Y1KlSpZtAUHB1sca4rNmzcbkozNmzcbhvHv+apZs6Zx69Ytc7/Vq1cbkozXX389w1hHjhxpSDK2b99ubrt586YRFBRkBAYGGklJSeZ2ScbQoUMz3J5hGMbKlSsNScabb75p0f7YY48ZJpPJ/P5JeT8uXrw41Tbufr1mzpxpSDLOnDlj0e/EiROGk5OT0aNHD4tYDcMwkpOTDcMwjCtXrhiurq5Gu3btLPq8//77hiRj0aJF5raUz92yZcvMbceOHTMkGU5OTsYvv/xibl+3bl2q+IcMGWKULVvWuHr1qkUsffr0Mby9vc2vf7du3Yzg4OBUx52ZmTNnGs7OzkZUVJRhGIbx3nvvGQEBAUaDBg2Ml156yTAMw0hKSjJKlChhjBo1yrxeWp9nLy8vY8CAAan2kdL3zs+QYRhGjx49DB8fH4u2gIAAi20sXrzYkGS0bdvWfP4NwzBGjRplODs7Gzdu3Ej32FLibtOmjUX71atXDS8vL0OSsXfvXnN7ly5djOnTpxsrV640Pv74Y6N58+aGJGP8+PEW6y9btszw8PAwJBnOzs7G22+/bRiGYSxdutQoU6aMERkZmW5MaUn5e/nOO+9kqX/K+3zmzJkW7QEBARZ/n9PTuXPnVH8fDMMwYmJiDEnGyy+/nO661p5TwzCM3bt3G5LMj+rVq5v/3gBAYcL1+b/27dtnSDJWrFiRbp/Q0FDD2dnZeOuttyzaDx06ZBQpUsSivXPnzln6NzBFynXYkSNHLNpted2Vcg2Tcq2Zcv3YuXNni2uaV155xZBkcf2T1uuS1jYNI/vvkxEjRhjFixc3bt++neFxZNWAAQMMLy8vIzw83AgPDzdOnjxpvP3224bJZDJq1qxpccxZ2XfKd4o9e/aY265cuWJ4e3unOgfpfS+7+7oyLi4u1fX9mTNnDDc3N2Pq1KnmtpTvR5UqVbI4v8nJyUbVqlWN9u3bWxxPbGysERQUZDz88MPmtu7duxvu7u7G2bNnzW1//vmn4ezsnOq1TXm9M7s+WrFiRbrfKXv16mX4+/tnuL5h/PNZdnZ2NtatW2ex7/Dw8EzXHTJkiOHs7Gz89ddfmfYF8hrlEVAguLm5adCgQana7/zF8ubNm7p69aqaN2+u2NhYHTt2LNPt9u7d2+LX0+bNm0tSqttg0tK2bVuLEXm1a9dW8eLFzesmJSVp48aN6t69u8Wvn1WqVFHHjh0z3f7evXt15coVPffccxa38w4cOND8K34KZ2dnc5/k5GRdu3bN/GvmH3/8kem+JMtzGRcXp6tXr5rrNmZ1G2kJCgoy18xMb3+RkZG6evWqWrZsqdOnT6e6vSwrUs7XCy+8YFHXq3Pnzrr33nstyhyk5ccff1SDBg0sRuoVLVpUzzzzjEJDQ/Xnn39aHdOPP/4oZ2dnDR8+3KJ9zJgxMgzDqqL7mVm5cqWSk5P1+uuvp6pZlTJKeuPGjUpISNDIkSMt+jz99NMqXrx4qnNUtGhRi8mdqlevrhIlSqhGjRpq2LChuT3l/1Pe+4Zh6JtvvlGXLl1kGIauXr1qfrRv316RkZHm91SJEiV0/vz5VLc9ZqZ58+ZKSkrSrl27JP0zorZ58+Zq3ry5uYTI4cOHdePGDfPnOruee+65VPuOiIgw32qWkWeeecZilHpK3GfPnk13HScnJz377LPatGmTJkyYoBMnTuj333/X448/bh7RklLuQJK+//57jR8/Xt26ddPgwYO1detWtW/fXrNnz9b58+fN/fr27asLFy5o9+7dunDhgsaMGaPY2Fi99NJLeuutt1S0aFFNmTJFlSpVUu3atfXdd99leGwpx5+TUbbSPyNZsjK5yK1bt9KsHZzyeb/znNzN2nMqSffdd582bNiglStXavz48fLy8srWDMcAUFAVxuvzlGvwdevWpXtL+Lfffqvk5GQ9/vjjFtdA/v7+qlq1qkX5suxo2bKl7rvvPvPz3L7uSrl+fPHFFy2uaVJG72ZXdt8nJUqUUExMjDZs2JCj/d8pJiZGvr6+8vX1VZUqVTR27Fg1bdpUq1atsjjmrOz7xx9/VKNGjSzuzPH19dUTTzyR7fjc3NzM1+5JSUmKiIhQ0aJFVb169TS/pw0YMMDi/O7fv18nTpxQv379FBERYX5/xMTEqE2bNtq2bZuSk5OVlJSkdevWmSfxSlGjRo00v89NnjxZhmFkOMpW+vcaK73ruIyu4VIMHz5cHTt2tGruBemfkfsff/yxxowZo6pVq1q1LpAXSNqiQChfvrxF4jLFkSNH1KNHD3l7e6t48eLy9fU1F5HPSuLvzn+MpH9vf7l+/brV66asn7LulStXdOvWrTRvN87KLcgpSZ27/3FxcXFRpUqVUvX/5JNPVLt2bbm7u8vHx0e+vr5as2ZNlhOg165d04gRI1SmTBl5eHjI19dXQUFBkrJ2LtOTso277dy5U23btpWXl5dKlCghX19fcy207Owv5XyllF+407333pthkixl/bTWTbkVO7P109tmuXLlUiW1crLN9Jw6dUpOTk4WF/FpxSOlPkeurq6qVKlSqngqVKiQqiyGt7e3RWmOlDbp389NeHi4bty4oQULFpgvgFMeKV/urly5IumfyaGKFi2qBg0aqGrVqho6dGiatbXu9sADD8jT09OcoE1J2rZo0UJ79+5VXFyceVl6t8xnlS3/TmR13alTp2rIkCGaMWOGqlWrpvr166tIkSIaMmSIpIxvnzSZTBo1apRu376dquZzyZIl1ahRI/MtbiEhIfLz89OgQYO0aNEizZ8/XwsXLtTIkSPVu3dvnTx5Mt39pNQku3nzZobHYiseHh7mMgd3iouLMy/PiLXntHjx4mrbtq26deum6dOna8yYMerWrVuq+nEAUFgVxuvzoKAgjR49WgsXLlTp0qXVvn17ffDBBxbHdeLECRmGoapVq6a6Djp69Kj5Gii77r62zu3rrvS+k/j6+lok162V3ffJCy+8oGrVqqljx46qUKGCBg8enGbdYmu4u7trw4YN2rBhgxYvXqwaNWroypUrqa4tsrLvs2fPppkcTOt7RlYlJyfrnXfeUdWqVeXm5qbSpUvL19fXXB7sbne/R06cOCHpn2Tu3e+RhQsXKj4+XpGRkQoPD9etW7dsHn/KeUzvOi6za7gvv/xSu3btSjURb2a2b9+uIUOGqH379nrrrbesWhfIK9S0RYGQ1h/yGzduqGXLlipevLimTp2qypUry93dXX/88YdeeuklJScnZ7rd9GZGNe6YJCo31rW1zz//XAMHDlT37t01btw4+fn5ydnZWSEhIVma4Ef6p27nrl27NG7cONWtW1dFixZVcnKyOnTokKVzmZ60XrtTp06pTZs2uvfeezV79mxVrFhRrq6u+vHHH/XOO+/kaH/5UXr1grMyEUNuSu89ntl7P+X1e/LJJzVgwIA0+6bUUq5Ro4aOHz+u1atXa+3atfrmm2/04Ycf6vXXX9eUKVPSjc3FxUUNGzbUtm3bdPLkSYWFhal58+YqU6aMEhMTtWfPHm3fvl333ntvlmtIp8cefydcXV21cOFCvfXWW/rrr79UpkwZVatWTf369ZOTk1OmXyxTEuvXrl1Lt09oaKhmzZql9evXy8nJSV988YWeffZZPfTQQ5L++SEoZSKLtNx7772S/qlTlhfKli2rzZs3yzAMi8/MpUuXJClVPbe75fSc9uzZU//5z3+0fPly1alTJ+cHBAD5XGG9Pp81a5YGDhyoVatWaf369Ro+fLhCQkL0yy+/qEKFCkpOTpbJZNJPP/2UZjxZqVubkbvPe15cd2VVVq9pc/I+8fPz0/79+7Vu3Tr99NNP+umnn7R48WL1799fn3zySbbidnZ2Vtu2bc3P27dvr3vvvVfPPvusvv/++1zdd1ruPl///e9/NXHiRA0ePFhvvPGGSpUqJScnJ40cOTLNc5Xee2TmzJmqW7dumvssWrRomklVWyhbtqykf6/Z7nTp0qVMr+HGjRunXr16ydXV1Xx3VsrEsH///bcSEhJSbePAgQPq2rWratasqa+//lpFipAag2PinYkCa8uWLYqIiNC3336rFi1amNvPnDljx6j+5efnJ3d39zRHqmU0ei1FQECApH9+GU1JokhSYmKizpw5Y5E0+Prrr1WpUiV9++23FhdLkyZNsthmehdS169f16ZNmzRlyhS9/vrr5vaUX2Vt7YcfflB8fLy+//57ixERad0ultUJ0FLO1/Hjxy3OV0pbyvKM1j9+/Hiq9pTbszJbP71tbty4UTdv3rQYbXv3NlNGKdw9K31aI3HTOx+VK1dWcnKy/vzzz3Qvxu48R3eO1k5ISNCZM2csLlZzwtfXV8WKFVNSUlKWtunl5aXevXurd+/eSkhIUM+ePfXWW29pwoQJFqUu7ta8eXNNnz5dGzduVOnSpXXvvffKZDIpODhY27dv1/bt2/XII49kuv/sTrKXF8qUKWMeFZuUlKQtW7aoYcOGmX7hS7kNNKOE9dixY9W1a1fzSOSLFy9aXPCWK1dOFy5cSHf9atWqqXr16lq1apXefffdHH8JzUzdunW1cOFCHT161GJE+Z49e8zLsyK75zQ+Pl7Jyck5uvMAAAq6gn59nqJWrVqqVauWXnvtNe3atUtNmzbV/Pnz9eabb6py5coyDENBQUGqVq1ahtuxxTVIbl9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bt0/+/v7m9p49e2rIkCE2jAwAAAClgdVJ2xMnTigkJET//ve/s91WuXLlAgksJ8OHD9fw4cOz3bZ+/XqL52+//bbefvvtQo0H9oUkoX0J8/dQ9OkEygIAAIqdTZs2aevWrXJxcbFoDwsL06lTp2wUFQAAAEoLq5O2VapU0ZkzZxQYGGjRHhcXpypVqig9vXTWrIR9IEloXygLAAAorjIyMrK9rj158qS8vb1tEBEAAABKE6uTtoZhyGQyZWlPTEyUm5tbgQSFrKjVmj8kCe0LZQEAAMVV586dNWvWLM2fP1/SjcV3ExMTNXnyZHXt2tXG0QEAAKCky3fSdvTo0ZJuXLBOmjRJHh7/P4MxPT1d27dvV+PGjQs8QNxArdb8sVWSkKQ6AAAly4wZMxQeHq66desqJSVF/fr106FDh1SuXDn997//tXV4AAAAKOHynbTds2ePpBszbffv329R38vFxUWNGjXS2LFjCz5CSKJWq70jqQ4AQMlSqVIl7du3T0uXLtVvv/2mxMREDR48WE888YTc3d1tHR4AAABKuHwnbdetWydJGjRokGbPni0fH59CCwpZUavVvpFUBwCg5HFyctKTTz5p6zAAAABQClld03bWrFm6fv16lvaLFy/KycmJZG4hsXWtVr7+nzuS6gAAlCyLFy/OdXv//v2LKBIAAACURlYnbR9//HF1795dzz33nEX7F198oRUrVuiHH34osODw/2y9oNPNX///7eRl/Xr8kvy9XEng/k/bmgH69fglHTqXqBqBXmpbM8DWIQEAgDswcuRIi+dpaWlKTk6Wi4uLPDw8SNoCAACgUDlYu8P27dvVoUOHLO3t27fX9u3bCyQo2J+bv/5/KemathyO05HziVq5P1ZR0bG2Ds/mNv51XrEJqQrwdlVsQqo2/nXe1iEBAIA7cOnSJYtHYmKiDh48qNatW7MQGQAAAAqd1Unb1NTUbMsjpKWl6erVqwUSFOxPmL+HUtIyFBOXpPirafL1cFKYv6fcnB2o3yrLpDZjAgBAyVSjRg29/vrrWWbhAgAAAAXN6qRt8+bNNX/+/Cztc+fOVdOmTQskKNifzvWC1a1BsKoHeKlV9XIq4+FK/dab3JzUZkwAACi5nJycdPr0aVuHAQAAgBLO6pq2r776qjp16qR9+/apY8eOkqS1a9dq586dioqKKvAAYR9urqmbuSiZrRZFs0e2XigOAAAUrBUrVlg8NwxDZ86c0XvvvadWrVrZKCoAAACUFlYnbVu1aqVt27Zp+vTp+uKLL+Tu7q6GDRvqo48+Uo0aNQojxlIlMyEaE5dst4t82XpRNHvEmAAAULL06NHD4rnJZFJAQIDuu+8+zZgxwzZBAQAAoNSwOmkrSY0bN9Znn31W0LFAUlR0rFbuj5Wbs4OiTydIEslA4DYUhw9AAAD2KyMjw9YhAAAAoBTLV9I2ISFBPj4+5n/nJrMfbs/NC1rFxCWxoFUxQYLQ/vABCAAAAAAAKK7ylbQtU6aMzpw5o8DAQPn5+clkMmXpYxiGTCaT0tPTCzzI0iTM30PRpxNY0KqYIUFof/gABABwJ0aPHp3vvjNnzizESAAAAFAa5Stp+/PPP6ts2bKSpHXr1hVqQKVdSVnQyt5nnhZ0fCQI7Q8fgAAA7sSePXu0Z88epaWlqVatWpKkv/76S46OjmrSpIm5X3aTGQAAAIA7la+kbbt27bL9NwpeSVnQyt5nnhZ0fCQI7U9J+QAEAGAb3bt3l7e3txYtWqQyZcpIki5duqRBgwapTZs2GjNmjI0jBAAAQEmWr6Ttb7/9lu8DNmzY8LaDQclh7zNPCzo+EoT2p6R8AAIAsI0ZM2YoKirKnLCVbpQMe/XVV9W5c2eStgAAAChU+UraNm7cWCaTyVy3NjfUtIVk/zNPCzo+EoQAAJQsCQkJOn/+fJb28+fP68qVKzaICAAAAKVJvpK2x44dM/97z549Gjt2rMaNG6cWLVpIkrZt26YZM2bozTffLJwoUezY+8xTe48PAADYVs+ePTVo0CDNmDFDzZs3lyRt375d48aN0yOPPGLj6AAAAFDS5StpGxoaav5379699c4776hr167mtoYNGyokJESTJk1Sjx49CjxIFD/2PvPU3uMDAAC2NXfuXI0dO1b9+vVTWlqaJMnJyUmDBw/W9OnTbRwdAAAASrp8JW1vtn//flWpUiVLe5UqVfTHH38USFAAAACALXl4eOiDDz7Q9OnTdeTIEUlStWrV5OnpaePIAAAAUBo4WLtDnTp1FBkZqWvXrpnbrl27psjISNWpU6dAgwMAAABs6cyZMzpz5oxq1KghT09PGYZh65AAAABQClidtJ07d65Wr16tSpUqqVOnTurUqZMqVaqk1atXa+7cuYURIwAAAFCk4uLi1LFjR9WsWVNdu3bVmTNnJEmDBw/WmDFjCvx8p06d0pNPPil/f3+5u7urQYMG2rVrV4GfBwAAAMWD1Unb5s2b6+jRo3r11VfVsGFDNWzYUNOmTdPRo0fNizQAAAAAxdkLL7wgZ2dnnThxQh4eHub2xx57TKtWrSrQ1k0dYwAAOblJREFUc126dEmtWrWSs7OzfvzxR/3xxx+aMWOGypQpU6DnAQAAQPFhdU1bSfL09NQzzzxT0LEAhSIlLV1R0bGKiUtWmL+HOtcLlpuzo63DsnuMGwCgNIuKijJ/u+xmNWrU0PHjxwv0XG+88YZCQkK0YMECc1t2a0gAAACg9LB6pq0kffLJJ2rdurUqVKhgvmh9++239e233xZocEBBiIqO1cr9sTpyPlEr98cqKjrW1iEVC4wbAKA0S0pKsphhm+nixYtydXUt0HOtWLFCzZo1+7/27j0uyjr9//h7BjmI4gkR0Ag0zROYKGVqlpuuWHZwa+1k62H76dbiKXRNNtPQEtetVssy7btlfTdXv7ut5uZmmHkow3OUkpqSqKl4wJSA5eDM/P4wSQKVgZm572Fez8eDR84998x9zaeo+353zXVryJAhatGiheLj4/XGG29cdv+SkhLl5+dX+AEAAEDd4nSn7YIFCzRt2jRNmDBBzz33nGw2mySpadOmmjt3ru69916XFwnURk5ekYL8rYoJbaCcvEIdyisyuiSvwLoBAHxZnz599M4772jmzJmSJIvFIrvdrjlz5ugXv/iFS4/17bffasGCBUpOTtYf//hHbdu2TePGjVNAQICGDx9eaf+0tDSlpqa6tAb4ppgpq4wuQZJ56gAAwEyc7rR95ZVX9MYbb+jpp59WvXo/Zb4JCQnatWuXS4tD3VFcZtPKzKN6ee1+rcw8quIym8eOHRMarOIyu3LyClVcZld0aOWuGVTGugEAfNmcOXO0aNEi3XHHHSotLdXkyZMVGxurjRs36k9/+pNLj2W329WtWzfNmjVL8fHxGj16tEaNGnXZm/ympKTo3Llz5T9HjhxxaT0AAAAwntOdtgcPHlR8fHyl7YGBgSosLHRJUah7Ln7VPsjfqqxjF77Cd0/XVh459oDOEZKkQ3lFiv5xNqu3MWK+bF1YNwAAaio2NlbffPON5s+fr5CQEBUUFOi+++5TUlKSIiMjXXqsyMhIderUqcK2jh076r333qty/8DAQJePaAAAAIC5OB3atm7dWpmZmYqOjq6wffXq1erYsaPLCkPdYuRX7YP8/TwWELuLEaF3XVg3AABqoqysTAMHDtTrr7+up59+2u3H6927t/bt21dh2zfffFPpfBsAAAC+w+nQNjk5WUlJSSouLpbD4dDWrVv197//XWlpafqf//kfd9QIE6htp2dMaLCyjuXzVfsaYr4sAACe4+/vr6+++spjx3vyySfVq1cvzZo1Sw888IC2bt2qRYsWadGiRR6rAQAAAObidGj7//7f/1P9+vU1depUFRUV6ZFHHlHLli01b948PfTQQ+6oESZQ205PvmpfO4TeAAB41qOPPqq//vWvmj17ttuPdeONN2r58uVKSUnRjBkz1Lp1a82dO1dDhw51+7EBAABgTk6FtufPn9eSJUuUmJiooUOHqqioSAUFBWrRooW76oNJ1LbTk6/a1w6hNwAAnnX+/Hm9+eab+vjjj9W9e3c1aNCgwvMvvfSSS49311136a677nLpewIAAMB7ORXa1qtXT48//rj27NkjSQoODlZwMB1/voBOT2M5G3obceMyAAC83VdffaXY2FhZrVbt3r1b3bp1k3RhvuylLBaLEeUBAADAhzg9HuGmm27SF198wY0RfAydnt6luuMsCHcBAPhJfHy8jh8/rhYtWujQoUPatm2bQkNDjS4LAAAAPsjp0Pb3v/+9Jk6cqO+++67Kr4p16dLFZcXBPDw53oAgsfaqO86itrOKAQCoS5o0aaKDBw+qRYsWysnJkd1uN7okAAAA+CinQ9uLNxsbN25c+TaLxSKHwyGLxSKbzea66uCTCBJr73LjLH4eiO8/WVCrWcUAANQl999/v2677TZFRkbKYrEoISFBfn5V/4/jb7/91sPVAQAAwJc4HdoePHjQHXUA5Wp70zNcfpzFzwPxiEaBKi6zM6sYAABJixYt0n333acDBw5o3LhxGjVqlEJCQowuCwAAAD7I6dCWWbZwt+p2iTI24fIuN87i54F4k+AAdY9uyqxiAAB+NHDgQEnSjh07NH78eEJbAAAAGMLp0FaS9u3bp1deeUV79uyRJHXs2FFjx45V+/btXVocfFN1u0QlxiY46+eB+HVhDVhDAACq8NZbbxldAgAAAHyY06Hte++9p4ceekgJCQnq2bOnJGnz5s2KjY3V0qVLdf/997u8SPiW6naJMjbBeZcLxAEAAAAAAGAeToe2kydPVkpKimbMmFFh+/Tp0zV58mRCW7jN5cYmeJo3j2m4XCAOAAAAAAAA83A6tD1+/LiGDRtWafujjz6qP//5zy4pCqiKWbpEGdMAAAAAAAAAd3I6tO3bt68+/fRTtW3btsL2zz77TH369HFZYcDPmaVLlDENAAAAAAAAcCenQ9t77rlHTz3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"text/plain": [ "
" ] @@ -230,15 +229,15 @@ { "data": { "text/plain": [ - "{'mae_train': 0.4841829538345337,\n", - " 'mae_test': 0.5987932682037354,\n", - " 'rsquared_train': tensor(0.4206),\n", - " 'rsquared_test': tensor(0.4269),\n", - " 'coverage_train': 0.9337016344070435,\n", - " 'coverage_test': 0.9200000166893005}" + "{'mae_train': 0.436811625957489,\n", + " 'mae_test': 0.6522226333618164,\n", + " 'rsquared_train': tensor(0.6733),\n", + " 'rsquared_test': tensor(-0.9898),\n", + " 'coverage_train': 0.9226519465446472,\n", + " 'coverage_test': 0.9090909361839294}" ] }, - "execution_count": 6, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -259,31 +258,31 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[iteration 0001] loss: 371.4592\n", - "[iteration 0050] loss: 293.5357\n", - "[iteration 0100] loss: 276.9263\n", - "[iteration 0150] loss: 260.0886\n", - "[iteration 0200] loss: 264.4848\n", - "[iteration 0250] loss: 255.9603\n", - "[iteration 0300] loss: 260.3510\n", - "[iteration 0350] loss: 261.0880\n", - "[iteration 0400] loss: 259.2023\n", - "[iteration 0450] loss: 260.5154\n", - "[iteration 0500] loss: 262.6394\n", - "[iteration 0550] loss: 258.0988\n", - "[iteration 0600] loss: 263.7669\n" + "[iteration 0001] loss: 456.1432\n", + "[iteration 0050] loss: 310.1945\n", + "[iteration 0100] loss: 268.1730\n", + "[iteration 0150] loss: 248.6654\n", + "[iteration 0200] loss: 253.3595\n", + "[iteration 0250] loss: 255.7769\n", + "[iteration 0300] loss: 249.6176\n", + "[iteration 0350] loss: 248.9318\n", + "[iteration 0400] loss: 250.4507\n", + "[iteration 0450] loss: 248.4317\n", + "[iteration 0500] loss: 241.2205\n", + "[iteration 0550] loss: 252.2814\n", + "[iteration 0600] loss: 253.8555\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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"text/plain": [ "
" ] @@ -304,15 +303,15 @@ { "data": { "text/plain": [ - "{'mae_train': 0.4877510666847229,\n", - " 'mae_test': 0.6115579009056091,\n", - " 'rsquared_train': tensor(0.4240),\n", - " 'rsquared_test': tensor(0.4050),\n", - " 'coverage_train': 0.939226508140564,\n", - " 'coverage_test': 0.9100000262260437}" + "{'mae_train': 0.43739429116249084,\n", + " 'mae_test': 0.6508105397224426,\n", + " 'rsquared_train': tensor(0.6723),\n", + " 'rsquared_test': tensor(-0.9719),\n", + " 'coverage_train': 0.9171270728111267,\n", + " 'coverage_test': 0.9090909361839294}" ] }, - "execution_count": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -333,31 +332,31 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[iteration 0001] loss: 386.2854\n", - "[iteration 0050] loss: 301.6163\n", - "[iteration 0100] loss: 277.3794\n", - "[iteration 0150] loss: 269.8240\n", - "[iteration 0200] loss: 263.2381\n", - "[iteration 0250] loss: 268.6579\n", - "[iteration 0300] loss: 272.9825\n", - "[iteration 0350] loss: 268.3787\n", - "[iteration 0400] loss: 263.1782\n", - "[iteration 0450] loss: 258.8941\n", - "[iteration 0500] loss: 257.1353\n", - "[iteration 0550] loss: 256.6524\n", - "[iteration 0600] loss: 259.4407\n" + "[iteration 0001] loss: 845.4012\n", + "[iteration 0050] loss: 353.9489\n", + "[iteration 0100] loss: 290.7693\n", + "[iteration 0150] loss: 265.3107\n", + "[iteration 0200] loss: 268.3149\n", + "[iteration 0250] loss: 251.5148\n", + "[iteration 0300] loss: 263.8924\n", + "[iteration 0350] loss: 247.8256\n", + "[iteration 0400] loss: 248.8544\n", + "[iteration 0450] loss: 243.0668\n", + "[iteration 0500] loss: 251.3350\n", + "[iteration 0550] loss: 248.0109\n", + "[iteration 0600] loss: 243.6116\n" ] }, { "data": { - "image/png": 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NLqGqpi5AYet7IiKiwDFA8ZFmkaxepxziEWpQmmCDXiIiorDBAMVHeo0Mik4nNmpTZ1CA7w9fwD/XHORKx0RERH7ya7FAciU3arNDkUGx2SXc8sZWAEB6UgymDE5rlP0jIiJqiphBqSdnYsXuoQblRFF5Q+8WERFRk8YApZ6UQzxiDQo0fyciIiLvGKDUk7gWj8WqnUFhCQoREZF/GKDUk5xBsSszKGJQIoERChERkT8YoNSTXmjU5i6DwviEiIjIP5zFU0/iWjxWIW0i9kFhfEJEROQfBij1ZHDO4lE1alMM8bBKloiIyC8c4qknd51kWSRLREQUOAYo9VQ3xANYVJ1k635nhEJEROQPBih+iIpwPVwGuZOs3e1aPIxPiIiI/MMAxQ/b/joaaUnRistSE6IAAD+eKlEO8XBch4iIKGAMUPxgjopAh6RYxWUT+qQCANYfOo+Symr5chbJEhERBY4Bip/UTde6p8QjLSka1VY7dp4oli+3c5oxERFRwBig+Klrcrzib51Oh06t4gAABaVV8uUSi2SJiIgCxj4ofvrj2G7Q6YBr+7aVL2tbW4cisrFIloiIKGAMUPwUHxWBR6/tpbisbWK0y3Y2O4d4iIiIAsUhniBoo5FBqbGJU44bcm+IiIiaPgYoQdBOI4NitWmvy0NERETeMUAJgjYaAUqNXbvtPREREXnHACUI4qNcS3mUGZSG3BsiIqKmjwFKEBhr1+MRWcUalIbcGSIiol8ABihBYDS4HsYaYRbPRzmncOhcWUPuEhERUZPGACUIvGVQAGDs8xsaaneIiIiaPAYoQaAdoHBgh4iIKFAMUILAoBGg1HA1YyIiooD5FaAsXrwYmZmZMJvNMJvNyMrKwldffeWynSRJmDBhAnQ6HT799FPFdSdPnsSkSZMQExOD5ORkzJ07F1artV5PorHpdDqXLIp6iIeIiIh851er+/bt22PhwoXo2rUrJEnC0qVLcd1112HXrl3o1auu/fsLL7wAnc41q2Cz2TBp0iSkpqZi06ZNOHv2LKZNm4aIiAg8/fTT9X82jcho0MEqZE1qOMRDREQUML8yKNdeey0mTpyIrl27olu3bnjqqacQFxeHLVu2yNvk5ubiueeew5tvvuly+6+//hr79u3Du+++i379+mHChAl48sknsWjRIlRXV9f/2TQio155KK12ZlCIiIgCFXANis1mw/Lly1FeXo6srCwAQEVFBX73u99h0aJFSE1NdbnN5s2b0adPH6SkpMiXjRs3DqWlpdi7d2+guxIWjAb1EA8zKERERIHyezXjvLw8ZGVloaqqCnFxcVixYgUyMjIAAA8++CCGDRuG6667TvO2BQUFiuAEgPx3QUGB28e0WCywWCzy36Wlpf7udsipa1BqWINCREQUML8DlO7duyM3NxclJSX46KOPMH36dKxfvx4//fQT1q5di127dgV9JxcsWIDHH3886PcbTK5DPMygEBERBcrvIZ7IyEh06dIFAwcOxIIFC9C3b1+8+OKLWLt2LY4cOYLExEQYjUYYjY7YZ/LkyRgxYgQAIDU1FefOnVPcn/NvrSEhp/nz56OkpET+yc/P93e3Q0491diXAKWqxoZ1BwtRVWML1W4RERE1SfXug2K322GxWDBv3jzs3r0bubm58g8APP/883jrrbcAAFlZWcjLy0NhYaF8++zsbJjNZnmYSIvJZJKnNjt/wk2ESw2K9yGeeR/vxm1vbcfDn+4J1W4RERE1SX4N8cyfPx8TJkxAeno6ysrKsGzZMqxbtw5r1qxBamqqZhYkPT0dnTp1AgCMHTsWGRkZuPXWW/HMM8+goKAADz/8MGbPng2TyRScZ9RIXDIoPhTJfpp7BoBjrZ5//rZvSPaLiIioKfIrQCksLMS0adNw9uxZJCQkIDMzE2vWrMGYMWN8ur3BYMDKlStxzz33ICsrC7GxsZg+fTqeeOKJgHY+nESoFgys4TRjIiKigPkVoLzxxht+3bkkuWYROnTogFWrVvl1P01BIBkUIiIi0sa1eILEqMqgaNWg2Dmzh4iIyCcMUILEpQ+KRjDCYR8iIiLfMEAJEoPO+yweDvsQERH5hgFKsKjWRtQKRti8jYiIyDcMUEJEKxjxpTcKERERMUAJGlUCRXM1YxszKERERD5hgBIiNRpDPFqFs0REROSKAUqQ6NQpFA0bD53H9uNFod8ZIiKiJs7v1YxJm85lkMfVvE/yAACHn5rg0nmWiIiI6vAsGSS+ZFCcKrl6MRERkUcMUEKsZxszIo3Kw1xVzQCFiIjIEwYoQeIug5Icb0Kr2EjFZcygEBERecYAJUjc1aAY9DqXdXrUAYo/w0NERETNAQOUIHEXZOh1Opd1eipUQzx6RihEREQKDFBCzKAHjAZlAKKuQWF4QkREpMQAJcQMeh0Meg7xEBER+YMBSpDo3EQZep0OEQbPQzy+9FAhIiJqThigBIm7EMORQVFe6zKLh/EJERGRAgOUEDPodIhQDfFUqYd4GnKHiIiImgAGKEHiro5Ep9PIoHAWDxERkUcMUILE/RCP6ywelxoUxidEREQKDFCCxF2RrEHv2gdFPcRjs0t4PvsQpryyGT/mF4dqF4mIiJoMrmYcJO6SIHqd906yFqsdL357GADwZd5Z9E1LDMEeEhERNR3MoISYVgbls9wzLlkUpxqbvSF2i4iIKKwxQAkSj63uVRmUksoa/Oe7nzS3t9mlYO8aERFRk8MAJUiu799O83KtDAoA/G97vub2DFCIiIgYoATNpD5t8OnsK/DmbYMUl7sLUPq0S9C8H7vEAIWIiIgBSpDodDr0S0tEfFSE4nLHEI9rgOIuU2K1MUAhIiJigBJk6mSJQQ9Fo7YOLWMAAMUV1Zq3tzGDQkRExAAl2NT9UPQ6HYZ3aY2E6AjMGN4Jj13bCwBwsaJG8/asQSEiImIflKBTt63vl5aIUT1TMK5XCnQ6HXaevAgAuFjuJoPCAIWIiIgZlGATh3gGd2yBUT1TANRlVsy1NSplFqvm7RmgEBERMUAJOjGD0r5FjMv15ijPSSsGKERERAxQgk4c4YmJNLhcr57lo8ZpxkRERAxQgk7MoMSaXLMlURF6zb4oTlZmUIiIiBigBJsiQIl0DVB0Oh3iPQzzcIiHiIiIAUrQicmRWJPrEA/geZiHAQoREREDlKAT+6DEaGRQACBOY+jHiQEKERGRnwHK4sWLkZmZCbPZDLPZjKysLHz11VcAgKKiItx7773o3r07oqOjkZ6ejvvuuw8lJSWK+zh58iQmTZqEmJgYJCcnY+7cubBatafcNkW+ZFCiItwfdhbJEhER+dmorX379li4cCG6du0KSZKwdOlSXHfdddi1axckScKZM2fwz3/+ExkZGThx4gRmzZqFM2fO4KOPPgIA2Gw2TJo0Campqdi0aRPOnj2LadOmISIiAk8//XRInmBD81aDAgCRRvcBCotkiYiI/AxQrr32WsXfTz31FBYvXowtW7ZgxowZ+Pjjj+XrOnfujKeeegq33HILrFYrjEYjvv76a+zbtw/ffPMNUlJS0K9fPzz55JN46KGH8NhjjyEyMjI4z6oRievuxLjJoJiM2pcDgJ0BChERUeA1KDabDcuXL0d5eTmysrI0tykpKYHZbIbR6IiDNm/ejD59+iAlJUXeZty4cSgtLcXevXvdPpbFYkFpaaniJ1yJfVDc1ZqYmEEhIiLyyO8AJS8vD3FxcTCZTJg1axZWrFiBjIwMl+0uXLiAJ598EnfddZd8WUFBgSI4ASD/XVBQ4PYxFyxYgISEBPknLS3N391uMHofimQ9DfGwSJaIiCiAAKV79+7Izc3F1q1bcc8992D69OnYt2+fYpvS0lJMmjQJGRkZeOyxx+q9k/Pnz0dJSYn8k5+fX+/7DBWdD0WynoZ4GKAQEREFsJpxZGQkunTpAgAYOHAgtm/fjhdffBGvvPIKAKCsrAzjx49HfHw8VqxYgYiIup4fqamp2LZtm+L+zp07J1/njslkgslk8ndXG4XVVhdguMugmDzM4rFxFg8REVH9+6DY7XZYLBYAjszJ2LFjERkZic8//xxRUVGKbbOyspCXl4fCwkL5suzsbJjNZs1hoqZInCYcq7EWDwBEGjxMM2YGhYiIyL8Myvz58zFhwgSkp6ejrKwMy5Ytw7p167BmzRo5OKmoqMC7776rKGZt3bo1DAYDxo4di4yMDNx666145plnUFBQgIcffhizZ89uMhkSb9KTYnDDgHZIiomE0U0gopVB0esAu8QiWSIiIsDPAKWwsBDTpk3D2bNnkZCQgMzMTKxZswZjxozBunXrsHXrVgCQh4Ccjh07ho4dO8JgMGDlypW45557kJWVhdjYWEyfPh1PPPFE8J5RI9PpdPjXlH4et9GqQYkw6GGx2plBISIigp8ByhtvvOH2uhEjRkDyoX6iQ4cOWLVqlT8P+4ujNc04sjZAYQaFiIiIa/E0Cq0AxWhwTP9hq3siIiIGKI1CO0BxXMZpxkRERAxQGoVWDYpzZg+HeIiIiBigNAqtTrIRziEeBihEREQMUBqD1hBPBDMoREREMgYojUCrD4qzBoVFskRERAxQGkWkQasGxTHEwwwKERERA5RG4SmDIknwqZ/ML53FakN+UUVj7wYRETUSBiiNQLsGpW4Z5CdW7sPGw+cbcpfCzm8WbcKVz3yHnBNFjb0rRETUCBigNALtWTx1l731w3Hc+sY2l22ak31nHes4fbLzdCPvCRERNQYGKI3A3Vo85Eqn874NERH98vCs2Ai8DfFoeeTTPXhg+S7WpxARUbPAAKURGPWuwYjRQwalqsaG/245gU9zz+BsSVUod42IiCgsMEBpBNGRGkM8GkGLU0lljfy7VnDzS6ZD83q+RETkwAClEcRHReC1aYPw1m2D5cv0eh3cxR7FFXUBio1DPERE1AwYG3sHmqsxGSmKv/U6HYx6PaptdpdtxQxKc1vtmEWyRETNEzMoYcKg00Hv5r9RXFEt/97sApTG3gEiImoUDFDChF7vCFJEzmBEzKCwFT4RETUHDFDChE6ng0FVhFJTO9zTvId4mEMhImqOGKCECb0OLgGKxeoaoFhtzStAISKi5okBSpho3yIGBlURCjMoRETUXDFAaWRv3T4Yt17eAbdf0RHqXm0//HQB3x++oKpBcZ3lQ0RE9EvDacaN7JruybimezIA1yLZ+5fnAgAGd2whX2ZnHxQiImoGmEEJIwY36/FcuFQ3zbi51aCwRpaIqHligBJG1BkUJ9agEBFRc8MAJYyoZ/E4Nec+KFyLh4ioeWKAEkbcBShi1qS5ZVA4xENE1DwxQAkjeh/Oxs0tg0JERM0TA5QwYnRTJCvSyqBIv+CZPUygEBE1TwxQwoi6UZsWdYBSXFGNrAVr8bfP9oRqt4iIiBocA5QwYlJ3atOgbtT23taTKCitwjubT4Rqt4iIiBocA5QwYorwP4PySy+aZZEsEVHzxAAljERHGLxuoy6SZWdZIiL6JWKr+zAS5UOA4syY/JhfjD9/tBvRkd5vQ0RE1NQwQAkjUX4M8dz+9nYUlVd72bppEmcl6TjGQ0TULHGIJ4z4k0EprvhlBicAII5aMTwhImqeGKCEkUBqUIJl3cFCLN10PCT37S87IxQiomaPQzxhxORTBsXudZtA3PbWdgBAZvsE9E9vEZLH8NUvfGISERH5wK8MyuLFi5GZmQmz2Qyz2YysrCx89dVX8vVVVVWYPXs2WrZsibi4OEyePBnnzp1T3MfJkycxadIkxMTEIDk5GXPnzoXVag3Os2nifKlBcWZQQlWbca60KiT36w/OTCIiIr8ClPbt22PhwoXIycnBjh07MHLkSFx33XXYu3cvAODBBx/EF198gQ8//BDr16/HmTNncMMNN8i3t9lsmDRpEqqrq7Fp0yYsXboUb7/9Nv72t78F91k1Ub4M8dhs7k/ewWl53/hjKsoRnsbfHyIianh+BSjXXnstJk6ciK5du6Jbt2546qmnEBcXhy1btqCkpARvvPEG/vWvf2HkyJEYOHAg3nrrLWzatAlbtmwBAHz99dfYt28f3n33XfTr1w8TJkzAk08+iUWLFqG6+pdb9OkrsUh28dQBuPyyJJdtPNWgBNK0TZIk7D9b6vftQokZFCIiCrhI1mazYfny5SgvL0dWVhZycnJQU1OD0aNHy9v06NED6enp2Lx5MwBg8+bN6NOnD1JSUuRtxo0bh9LSUjkLo8VisaC0tFTx80skDvGkJETBqLE2j6eTdyAFtMu2ncSEFzfKf4fDrF67YppxI+4IERE1Gr8DlLy8PMTFxcFkMmHWrFlYsWIFMjIyUFBQgMjISCQmJiq2T0lJQUFBAQCgoKBAEZw4r3de586CBQuQkJAg/6Slpfm7201ClLEugxKh10Ovdz07BzuD8vLanxR/h0M8wCJZIiLyO0Dp3r07cnNzsXXrVtxzzz2YPn069u3bF4p9k82fPx8lJSXyT35+fkgfr7FECV1hDXodjEKA4vzVUxASSAalssam+DscGqMFp5aGiIiaMr+nGUdGRqJLly4AgIEDB2L79u148cUXceONN6K6uhrFxcWKLMq5c+eQmpoKAEhNTcW2bdsU9+ec5ePcRovJZILJZPJ3V5scRQbFoINBCFCiIwwor7bBWlskqxVGBJJBqahWBSh+30Pwic8jHPaHiIgaXr0btdntdlgsFgwcOBARERH49ttv5esOHjyIkydPIisrCwCQlZWFvLw8FBYWyttkZ2fDbDYjIyOjvrvS5Ik1KEaDXpFBcRbQeuqD8lPhJew5XeLXY1ZblfcXBgkUxRAPcylERM2TXxmU+fPnY8KECUhPT0dZWRmWLVuGdevWYc2aNUhISMCMGTPwhz/8AUlJSTCbzbj33nuRlZWFyy+/HAAwduxYZGRk4NZbb8UzzzyDgoICPPzww5g9e3azyJB4Iy78Z9QrMyjOAMXTMM6UVxzFyLseGYMWsZEh2svQE4d4ONpDRNQ8+RWgFBYWYtq0aTh79iwSEhKQmZmJNWvWYMyYMQCA559/Hnq9HpMnT4bFYsG4cePwn//8R769wWDAypUrcc899yArKwuxsbGYPn06nnjiieA+qyZKHOIxGnSqDIoju+LLFNyiimrodI76kspqG747eB5Th6b7tdZPY1JkUBihEBE1S34FKG+88YbH66OiorBo0SIsWrTI7TYdOnTAqlWr/HnYZkMMIIx6PQzCNGM5g+KhUZuo3xPZir8vllfjT+O6e71dOPQgEfchHPaHiIgaHhcLDCNGg7IAxKgqkgV8y3Co60oAYOuxn33ah1AtRugPO4d4iIiaPQYoYSQ2si6hZYrQwyAELM76FF8CCPXMHMD3E304DPGI+xoGu0NERI2AqxmHkehIA16fNghWuwRzVIQig2IyKjMonmbblFXVuFymdZ6vsblmWsIhQFFkUDiPh4ioWWKAEmZGZ9R12jVoFMlaPUwzdiqrcl0dWqvYVGu78BjiqfudQzxERM0Th3jCmEGnVYPi/XaXLBoBisZ2pZWumZZwy6CwSJaIqHligBLGtGpQPDVqc9Ic4tE4z2vVqngKUC5csjTIysfsg0JERBziCWNas3icQzCeAglfh3j8rUEZ9PdvAADf/OEqdEmOd7tdfYm7xQwKEVHzxAxKGBP7oJiEacY2u+RxdotWgKJFK0DxpQZl+/GLPt1/oJRDPCF9KCIiClMMUMKYVidZq13SDCxEmhkUje1qNJq+2X2ICEK9XI8ya8IIhYioOWKAEsbUqxkDjgyKtyyHVg2K1lBJoBmUUFP0QfGhKJiIiH55GKCEMXeLBWp1ihVpzuLRiDu0piz7UoQb6hWP2QeFiIgYoIQxMQ5wZlDsdgm/e22Lx9tpF8m6bqc1xOPLNGZdiAd5xCROGCR0iIioEXAWTxgTz83ODIrFasOhc5c83q5+nWS1IxTFLKAGzKBwFg8RUfPEDEoYE0/OLeMiAcBrcAL4Ps1Ya2VkdzUo4uX6EI/xKPaV8QkRUbPEACWMiefpAektMKhDC59uV6ZRg6KlWiuD4iZjIfZHCf0sHvF3RihERM0RA5QwJk75Neh1uKZHsk+30yqi1SyS1apB0bgMUA4HVdvs2HXyok9TkgMh3i/DEyKi5ok1KGFMff531qEEdl8+dpJ1k7EQg5n5n+QBAP48vjt+P6JLwPvkjo2N2oiImj1mUMKYOqhwNmsLhATXOhR/Wt3XaBTPvrHxWMD744nEIR4iomaPAUoYUwcUUUZlBmXmlZ2w8t7h6JHqfV2cnwovYeDfv8GHO/Lly7SmGV+yWLH9eJHL8I3mcFCIggc7i2SJiJo9BihhTJ3McK5oDACXtY7FXydloHe7BJ+7vxaVV2PuR7vlv60aGZRPdp7Gb5dsxlubjisu18qsuKtBKauqQVWN60rJvmKRLBERMUAJY+ouquIQj5hNCbRY1dOaPi+tPex1W63YoaLaij6PfY3BtSsfB0LRSZbxCRFRs8QAJYx5KpI1CcFKoOvn1Hi4XXFFXbM3i9WG5dvzXbbRym4cru3T4utUZy0SG7URETV7DFDCWLRq1o4iQDHW/evcFbZ6U+NlTR+nxeuO4NUNR10u13pYRRfYAPdLrMflLB4iouaJAUoYu+2KjhiQnoiHJ/UEoBzWEYMVrQClb1qi1/v3NfPyzf5zmpdrZTfES7Rm/vhCeb+MUIiImiP2QQlj5qgIfPL7K+S/xSJZMYOiFWi0T4zGj/nFHu9fq5OsyGK1wWQ0uF1AUGv0Rbws0MwOFwskIiJmUJoQsUjWZBQzKK4RRLsW0V7vT2sWj+hMcRUA7XV8ADcZFOGyQGtjWINCREQMUJoQcYjHaKhbEUcrU9Eu0XuAotUHRVReW+jqLhOiFTyIm7prm++NjbN4iIiaPQYoTYg4xAMvQyltfQpQvA3xOK5315BNK24R9yXQDAr7oBAREQOUJkSsOxFP2200gpFUc5TX+9PqDityLjroz2wcqzDcFGgNirshJSIiaj4YoDQhOl3dsI54El9yywAM79IKt1/RUb4s2Wzyen/eMijOIlp/WtqL92kNwiweZlCIiJonzuJposTTdpfkeLx751BYbXZYrHYM7ZSElrGRXu/DU6M2ALh32U68cdtg+BNniHUt3jI07ij6oAQW4xARURPHAKWJ0kosGA16PP2bPj7fh7NR2/M39sX5MgueXnVAcX1plRW/XbLZp+Ei+T4VGZRAa1CEIln2QSEiapY4xNNEBeO07RyCiTIa0CU5zu12BaVVvt+nkDUJvAal7nf2QSEiap4YoDRRwSgkra4NJiIMeuiF+pb63Wdwa1CYQCEiap4YoDRR9TlvO4MbZ6M2o0EHoz44LwVxiCc4nWQZoRARNUcMUJqYYZ1bAgCmDk33um17N91knYGDM5iINOhh0AcngyIO8QSjBoUBChFR88Qi2SZm6R1DUFBShbSkGK/bvj59EP704Y84W1yFn8ur5ctPF1fi39/+hEPnLgFwFNcGi6JINtBZPIoiWSIiao6YQWliIgx6n4ITAOiRasbKe6/ExD5tFJfP/XA3Pt55SrhPXdAyKEGpQbGLGZR67xIRETVBfgUoCxYswODBgxEfH4/k5GRcf/31OHjwoGKbgoIC3HrrrUhNTUVsbCwGDBiAjz/+WLFNUVERpk6dCrPZjMTERMyYMQOXLl2q/7MhTTFii3wA+86WKv6OCNEQTzBqULgYDxFR8+RXgLJ+/XrMnj0bW7ZsQXZ2NmpqajB27FiUl5fL20ybNg0HDx7E559/jry8PNxwww2YMmUKdu3aJW8zdepU7N27F9nZ2Vi5ciU2bNiAu+66K3jPihQiVEM46rqOCIMexgADFPVsomD3QWEGhYioefKrBmX16tWKv99++20kJycjJycHV111FQBg06ZNWLx4MYYMGQIAePjhh/H8888jJycH/fv3x/79+7F69Wps374dgwYNAgC89NJLmDhxIv75z3+ibdu2wXheJFBnRyqqbYq/Iww62KXAApQam4RIY91txSGeQFczljiLh4io2atXDUpJSQkAICkpSb5s2LBheP/991FUVAS73Y7ly5ejqqoKI0aMAABs3rwZiYmJcnACAKNHj4Zer8fWrVs1H8disaC0tFTxQ76LMHgOPuKjIhAbGVi9tHo9n2DP4mF8QkTUPAUcoNjtdjzwwAO44oor0Lt3b/nyDz74ADU1NWjZsiVMJhPuvvturFixAl26dAHgqFFJTk5W3JfRaERSUhIKCgo0H2vBggVISEiQf9LS0gLd7WbJ4KXHSXyUEW0S3bezX/H7YW6vUwco7INCRETBEHCAMnv2bOzZswfLly9XXP7II4+guLgY33zzDXbs2IE//OEPmDJlCvLy8gLeyfnz56OkpET+yc/PD/i+miNPGRSTUY+oCINLnYrTe3cORf/0Fm5vX+0SoIgZlPp3kmV8QkTUPAWU158zZ45c3Nq+fXv58iNHjuDll1/Gnj170KtXLwBA3759sXHjRixatAhLlixBamoqCgsLFfdntVpRVFSE1NRUzcczmUwwmUyB7CrBtQZFFB/l+SUQFWHweH2NzUORbMA1KFwskIioufMrgyJJEubMmYMVK1Zg7dq16NSpk+L6iooKx52qhhQMBgPstd+ms7KyUFxcjJycHPn6tWvXwm63Y+jQoQE9CfKsTYL74RtvLe6jIjxf71wRWf5bNcRjt0tYufsMzhRXypfb7RJuf2sbZr+3U/M+lUM8Hh+eiIh+ofwKUGbPno13330Xy5YtQ3x8PAoKClBQUIDKSsfJp0ePHujSpQvuvvtubNu2DUeOHMFzzz2H7OxsXH/99QCAnj17Yvz48Zg5cya2bduGH374AXPmzMFNN93EGTwhMjYjFTOGd9K8TsyutEt0bY3vPYPiuUh22baTmLNsF8a/sEG+/OiFS/ju4Hl8mXcWFdVWSJKkyJqItSvBWBSRiIiaHr8ClMWLF6OkpAQjRoxAmzZt5J/3338fABAREYFVq1ahdevWuPbaa5GZmYl33nkHS5cuxcSJE+X7ee+999CjRw+MGjUKEydOxPDhw/Hqq68G95mRTK/X4ZFfZbi5ru73xbcMgDnKiCu7tpIvcwYoH87KglljOMiiyqAophnb7Viz11H4XFplxSOf7sG50ipcuFTXdr+ksgaTF2/CTa9ukYMRiTUoRETNnl81KL58m+3atatL51i1pKQkLFu2zJ+HphAx6OoyKJntE/Hjo2Px3cFCbDx8AQAQZXREMIM7JuH16YMx5ZXNituv2VuANglRaBnnqBFSN2oTe678d8sJfLAjHwtu6CNfdqCgDDtPFgMAyqttiDMZOYuHiIi4Fk9zpy6g1el0iqyFOMSjVWz70tqfcN2iH+S/xSGeM8WVyDlxUbG9xWqXFykEgOKKumyKc2iHiwUSERFXM27mtIpk3QUo7trhn7pYiRW7TiEp1qQY4nlt4zHN7cW1gIrKa+TfndkXZlCIiIgBSjOn1wg6xJBAzJp4mq784Ps/AgAy2yd4fcx9Z0rk38+XWeTf6wIU1qAQETV3HOJpRv4383KXyyb1ce094y4OMXppmQ8ARwq9r0otFskWllXJv9dYHdHIxfK66xmgEBE1TwxQmpGszi3x6LV1s3keuzYDd13V2WW7K7u2Ru92Ztw0WLmkgC8rHperFiL0RsygOIeHCoXLOMRDRNQ8cYinmRGHaf5vUBoija4xaqRRj5X3Xqlx2+DHs1pDPOdK67IqTTE+kSQJGw5fwDf7zmFX/kW8f1cWYk2N91arqLbi1je2YWSPZMy+pkuj7QcRkT+YQWlmdMK04iiN4MQTb11lA1GoEaCcD2IGRZIklFbVeN/QjUPnyrDh0Hm/brNs20lMf3Mb/rvlBPacLsVHOacCfvxg+HDHKeScuIhn1xxs1P0gIvIHA5RmRhylMbpZINCdFjGRQd4boEioN6mx2VFjs+NnsQalnvf/+Bf7kPnY19hxvMin7T/ckY8rn1mLw+fKAABjn9+AaW9uw4GCUi+3rPPOphOKv9XddhtaVY1/w25EROGAAUozo9d5ryNxx1vb+/qqtkr4cIcy21DfVvdvbzoOAPjH6gM+bT/3o93IL6rE/E+Uq2/vP+t7gFIgDFEByqwVeVdWVcMlDoiIAUpzE+ln1qS+/jqxp8/b5hdV4C8rlIGBsyfKu1tO4K0fHH1VHv9iL/780Y9+ncQuWfzLIlTb1Isg+v5YJZXKIaXGDE+qamxoSvHRvjOl6PPY13jw/Vw8/GkenvpyX2PvElHYKamswWe5p1FRbW3sXQkpFsk2M5My2+CN749hSKekBnm8Tq1ifd72k1112ZPW8SacL7NAkiRU1djw8Kd7AABje6XirR+OAwDuHdkVaUkxPt33JYt/dSjqTJOtHssq+zD5KSTW7C3A3f/NQfsWrotAhqvXNh4FAHyae0a+7E/jusNkDG32jshfFy5Z8PLan3DTkDT0SDU36GPPWbYTGw9fwA0D2uFfU/o16GM3JGZQmpmoCANW3X8lHvt1rwZ5vNbxJp+33XLUUScyrHNLPDM5E4AjgyLWUJy+WCn/brH6nhUp9zODYtDrYBXXFfKxjkRs3e/UWEM8c5btBODo9NtUaA1B1ic4JAqVv3ySh7c3Hcf4FzY2+GM710r7ZOdpn29TVlWDvUKTzKaAAQr5xd+ZPEmx2oW1ns7Z943qivSWjsyIXZJQKQQoZ0vqTrYllb6nNy9ZPG9bY7Pj9re2yX8bdDrFsI7Vx5NkWZXr4/h6W7Vn1xzAc18HPvNG62Qf7rUdWr12/BleI2ooe8/4XpcWDia8uBGT/v09vq8NbpoCBijkF3NUhF/bJ8T4tz0AxJmMdSdXCYoVkc8U1xWg+jN9uNrqOQOyZm8BvjtYN51Yr1fexurjSVJduwL4l+lxKqmowaLvjuCltT9pZmV8obU0QaDBkjdniisx5ZXNWL3nbL3ux6DRrdjX7BVRQwpBW6iQcmZSv6rne7QhNbFDTI3NHO1fwBHvpkGZpy/yMZEGubDULkmoFAKU08UV8u+ltcWo1VY71h0srFfB2MUKZbBj0OsUwYZW4KFFK5Cx1Ph/ghX7v2hlZXyhFaCEasrzX1fkYduxIsx6d2e97kcrgxKqoIqoPuozI7IxeVpTLdwwQCG/jOjW2q/tA6m/EDMoEqAY4hFrUJwBypL1R3DbW9vxwPJcj/dr93Cis6h6hRj0ekVQ4mvwoxUAVAWQQamx192Pt+Epd7QDlNCc7M+WVHnfyAeBBFU5J4ow/oUN2PRT00ldU9NnaKIBSlMKrDiLh/zyp3HdkRQXCXNUhDyzJthiTUZYrI5hDdcMiliD4ghQlm09CQD4et85rN5TgK4pcVj541mcK1OeNIsra9zWxFhUQ0AGnXKIp8LHNYa0TqaBZFDETExpZWCdcLU+QD/PPQ3odLj18g4B3ac7vmaYvNHKoHgrkr3vf7k4XVyJ372+FccXTgrKfhB504TO8wq+rKkWLhigkF+iIgz4/YguAVeD/3Zge3yYcwqzru6MJeuPuFyv0zmGeC7WjuRU1dhx9HzdCsmKDErt0EenVrFyc7RZ7+a4fexSDwGKehjFoNcpgo1KVYDy1Jf7sPVYET64O0vRwE5rOCKQGhRFgBLgEI9e44Pokc/2AgAu75SErinxAd2vFm81Pr7SWu/JW9ansTv1Njdniiux8fB5XN+/XbOe/t2UhkpETWm/OcRDAenVNgG/H9EZ8yf0cLvNuF4pLpf9/Te98cHdWfjj2G6ab5TYSCN0Op0iDfnYF3XNusTVkgtKqnC6uNLnAKBcNUxjs0vybdWFqHqdzmMG5bWNx7D7VAlW5SkLzmo0TtSBZFDEIR6tDIovs3E8paBP/Fzh9jpPJEnC3jMlLu3zvQUonobXRFp9BP+37STueHs7yt0MdYl9XhpylpLFavP5eYW79YfO47Nc36as/uql7/HQx3lYsu5oiPcqvDWloRKR84tLaVUNrl/0A17bEL7/RwYoFLA/j++BO6+8zOXy+Cgjtv91NBZPHehynclowJBOSYgw6BGt0To/1uS4zJf3/uc/nsEVC9di58lin/ZXHWRMfX0LrvzHdyi3WBXr/wC1AYrN+xCPuii2RjOD4nryfunbw3JnXG/3K85WkiQJhaVVGPL0t1iwar/b2wOevymVVNZg9Z4C/HfzcY/3ofZZ7hlM+vf3+P17ymJYT0M8H+7IR+/H1uAHH2pEtDJQb3x/DGsPFLo9Xm0S6wKUovLAZjz5q6yqBv2fyMbNr21pkMcLJUmSMP3Nbbh/eS5OXfQeuDqP8cbD/i2i6U211Y6fL1m8bxgmmlKAIg6TOr+4vLPpOHLzi/GUl8+RxsQAherF3UmwdbxJc4hBpNVTJTbSMeoYije/+A3carNjy9EiFJZZ8MNPF3BRdWKz2u2KrIAvdSBf7y3A9De3uVyuzjaculiB57IP4fEv9rmtrxCHLZy1NmsPnEPfx7/G5CWbcL7Mgle8fPPxFKAUlVdj1rs5eOSzvfip8JLb7dTeqQ1o1h4oVFzuKYMy96PdqKi2YerrW73ef43VfUaiuEL7fyC+Vo5eKPf6GIH4dNdpjH1+vTzcuOHQBVRU27D1mG+LUDY0SZLwwY58HCwo87qtGEBfLPe93inSz9XQvfn1y99j4N+/wckAs3sNLVTTjEPRmFDMMjs/F7S+OIUbBigUfD6+v7QWH4ytnZYcii8nt721HesPOb71id+0S6usKFIN8VTbJEWQsO14EV6prZlR1DwI+3nXf7XrX9QfBGLAoh52chI/pEprG9Ld8fYOlFZZkV/kW2dYycM/4kRR3Yncn6xDUqx2Z+Bg1aBY7e7vx91rQpyBdb4sNN/AH3g/F4fOXZIXkRT35dTFCuSdCq8OnavyCvDnj3Zj3AsbvG4b6CwxU5ADlAO1wdTX+wqCer+hEoovUQcKStH38a/x0reHPW7nbx1JlTDM7NzvplCLwgCFGo3WG1we4gnREnvODMd5IZV8+mKlSwalxmp3Oeku+MqxIrI6I+KNukZGHMaocNOCXzxR+9OQTlTlofZF/GZt96Nuo6VQZKxoZOfhW1+C0DvHW42Ip4JXd1PWFf1qQvyt8GJtICvuyfB/fIdrX/5eMcOsse0+VezztmJm0Z8p8cHOoDg1laGTUOzns6sP4pLFiueyD3nczt/gQvwMstW+ByOEgq9w7TDNAIXqbfKA9mgVV3fi8vWlrnWijzM5h3g833bZzKEuly363QAfHxm4cKkuIDnxc7nLCsSbj/6MJ1Zqr6Qrnvh9eWNX1TiCnQu1QZE4I8hdBqUmCNOMPQVSYoByyY9ZQjGmuqyXuOyAJ6nmKPl3byfxag9DPO5eEmIRciAzpvzhrA3SCpb2B6H1uaeuuXtOl6DMTbAqSRIeWL4Lc5bthCRJXodXRWIGRT1bTU0sCg7VDB6jRjfhQO06eREvfHPI55le/mQTxUMcrBO8VoB4vsyCH/OLFZeJU4V9/Qxycr7GxCAnWG0Cgo0BCtXbc1P6Ysv8UX7fTusEGmvyrQYlKsKAP47pprgsLSkaMZHePzQlSVIMBewvKINWAkA906VrcpzLfvvyjd1iteHGVzdj0N+/wYmfyxWN59zNTHFXJKtWY6vL9JRV1WDy4k1Y9N1Pjsf1kEERpy6XeVnp2W6XsOmnC6iqsSk+6HzNGIhBw57TJR5nvnga4nEXoYgfrqEeV3fOrtJ6ear77vhr3se7Mfipb+RAVrTh0Hn86qXv3RblFpVX49PcM1i5+ywuVtT41etCXEjTW7+fMuH1Wp8Myuo9Z7FNqN9RFHEGcejhN//ZhBe+OYylm4573faLH89gwJPZePEbz8MrTqE4wYufe873/RUL1+K6RT8ohhH9fWzxPejMdoqvEXeZ3MbGAIWCwqg1P9QLrSGImEjfalCijAbcO6orxvdKFW5r8ClA+bm8WnES2H/Wt2++zg8FMUC5ZLFh/9lSj988q2rs2FU70+jLvLPKGhQ3HwziNGNP3+qG/2Mtrn72O1htdqw7eB45Jy7i2TUHUVVj8/lD01sG5et9Bfjd61sxefEmtytLe7x/4aQ2692d+NNHP7rd1tM3XXfrIYlBYiBTuv0hZ1A0rjujCtj+t+0k5n74o89rCS3fno+LFTVYvu2ky3Uf5ZwCAOw5rf1aFY+xzS75NfwgBsmVNZ5fC2WKGWU+P4TC8QvlmPXuTkx5ZbN8mfi6CkUjsd0+1Aj9ZYWjvuj5bzwPrziJWbRgBcZiIXh+keMLkvN9vOXoz/J14jGqqvb+2OJnrfP9ImZpA61DCjUGKNRotE6gcfI0Y99mAMVH1fUajI40ItqHAOXEzxW44EcxpbPuwpn5EN/s/1h9ABNe3Ih/ZStXHe7V1owru7ZS3A5wfLBUCh8ozhb6BwpKMXvZThyvnYUinozPlbrf13OlFpwtqUJBaZVi2razGNgX3hrBZe9zzNjZe6ZUcRL2NR2u/vD7ZOdp3P7WNsz90DVQ8TTEU1RejW/2nXMJBsVvh6Ee4nEGUFqvT3EhSwCY/0kePsw5hS92n6n349q8RAPiEGWNza4IULwNAYj/H28ZlFJhBfFAj7X4GnIGb+LjhqL+rNKHurEWMdpNHN0R9zJYtU9iVlJdDO8uY+VL3ZBYSO7MUor/P187ZTc0BigUdPUZj01vGQvAhwxK7clYDEhiIw2avVXU8osqFEWy3jhXZHa+ibU+EF7bqOzR0TU5Do9emwFAObNEr9Mp1vW5ZLFCkiSMf2Ejvtx9Fv9Y7SjEtaqmGd+5dLvHfVQvbvjNvnM+PTfA+2KEl7WOlX8Xp9U6U9DqaZGnLlbgukU/4LPc07Da7JqZsu8OnseHOadchvk8DfGs2HUad76zA3+t/abrpMigaJwoFn33E572o9eDJEkepn87Lte63l1G6ej5+k99tgkBq9b7SwxQqq12RcM7b514y/2oQRGHG4ORNXA2XlQMm4agHsKXwvZENyuvV1vt+O5AoUugLb4GgnEsKqqtiqD/1MUKxX6LAYr4P62stkGSJDzy6R489aWbujmNldnFfRZr4ZasPyJ/DjU2BigUVjLamAH4VoMCAEahGUF0pAHRkd5Xbygsq/KrGM45C6VK48PUnQiDXrOIsKzKqrh9RbUNO09elP8+VptBUTd8+2a/su+IWo1VUtzviSLfe0kUV1TLJ70Pd+Qr+n0A7oddjl0ox+z3duKb/cpg6MmV+/BjfjHuX57rdgjLST0t2Jdixk92KTueWjwEKBfLq/HsmoN4dcNRn5qQAY7p6FkLvsW7W0647J8zcNQKpNzV5Jwvs8BulzBn2U63H/zi89bKzoizpMo1gghxaKDaZlcUyXr6hl1YWqV4jpXVNjyffQhzP/xRMxASC7b9mc12sbxa7rcjBiDO4KhSVdclSRL+8EGu2xOuuL8Pf5qHDYfOo9xixexlO7FSI2Ply766m232XPZB3P72dpfmhOJ7NBgZlAtlys+kixXVisBT7AytWIajxoZjF8rx3y0n8NrGY5qZLYtGACgOhzr/D3a7hIVfHcDidUdw4ufQ9BTyB9fioaDr2CpW8/K2CVGKv+NNRkXRHQD0SHWsD+NtGNo5xCN+U4w06BGt0fxN7XyZRf6gjTTovX5jc35wVdQ4vql4+5YJOGpyks2uPUNKKmvkqdSA44Nh/9m6GTXOjra+1i04VdvsipPzuVLfCzaXb89HzzZmTB/WEXM/2g0AePm7n/CvKf0c9+3mw3dVnqNfxZdCu3+9Tjkk5a0At7DMgrSkGPlvT43a3FHWoCj/N7nCdNvzZRa0bxEDT2x2SR4ee/jTPXj40z34Tf928vXl1Ta88f0xzf+P8zVlt0uKeoELlyzYlX8RK3c7jtND412Xh/BWpChmOS6WV8uz3ZyKVRkUUVWNDeYo1+zAsQvlGPXcOkWBeEWNDYvXOfr93Dw0HQPSWyifY5U4xOP7a3Togm9RbbVj7R+vVgStzqyEOMRQbbPj1MVKfLLTEYg+NL6H2xq397aewLtbTuLdLSdx36iu+HL3WXy5+yx+ldlWsZ2nKfdOicIQT2mVVX7fv7PpBABHobLIqijOrv8QiXpGX1mVVRGgiIGmGKBU1djwszAr8fWNxzB1aDoSYyKxes9ZrNl7DlmXtRT225lBca2F86V7dkNiBoWCZsXvh2FsRgr+M1U53ffje7IwrHNLvHn7YMXl7945FFd2bYX/G9hevsznWTy12Qnxm6JOp5OLbD25cKla/qDt3c4sXz4psw0+m32Fy/bODyqbXUKNTVKkS92JNOhgMhqw8c/XKC6/WFGtqEEpt9hwShgaOF9mwcOf5rktCHWn2mpXnJwLSvybUfLo53sVBZBiHYA/i/HZJWV2wVvxnUsGxdMsHoHVZsdnuacx850dimUK1CfNXGEZBHdBW0W1Fbn5xXj8i72arf9XqDI2T67cJ/fEETkf+72tJ/A7oWvuvjOl+M93dQtjagU3l4STkzrAeG/rCWwWAh6tjrpiZsNitSsCPXeFw8u3nXSZvSbet3p9Kq3H8ZXzOW0++rMi2HK+PsSgv8ZqV/yvXvz2sOa+AFD87/NVWUMxC6JVg/LHD37EnUt3yPsmfuIUllah2mrH8Qvlbl//4ns0GMXZ6hl9pZU1ygCl9jnY7JLi/3bJYlUcr2fXHMT9y3MBOIrSV+w6rViYta4GxbUWTnwe/vRHChVmUCho+qe3wKvTBrlcPrBDEpbNvNzl8r5pifjvjKEorXK8EX+V2Ua+LirCgH9M7oOHPs5zuR1QF5ioK/59KZIVMyj901vIa/mYoyI0VzsWv31W1th8Shc7v/GJC9kBwKYjP+Oz3LoU9AvfHnKZDfHulpP4y0TP3/TValQZlEDGxHcJJ3PxC6u/6Wtxe3fTqJ3UtUC+BkP7z5bJH8Ii9fMWG5a5Kza++bWtLn0mAlFts8Nul/DRTmVAc6akCmeEgLGyxoZ4VUagXFGoqjxmf12xR/H3RY2TtXgCr7baUW2re42Kr9ecE0WorLZjeNdWmvcjroWj9Q1a3E91tsoXNrsEizBT6Ib/bMI3f7haMXuo2mZX/K9eWvsTDhaUaX62JIlZD1W/IPG1oLW45cc7HTOjuj38Ff75276KjEJhmQULvjrgsqSDSAymnZkHSXJ8iQlkCrZ66K6syooSIWB0frFRv0dOX6x0eW2ri+TFIV9nIbrifVr72BZFlqbxAxRmUKjRmaMi8Nq0QbiuXzvF5TcOTpdrUtyJMylT174UyZ4vs8jfTIbXzrRx3JdB0V3RKdZklKcY7z9b6tMHs/N+1PUE6oyBGJwM71K3L+oZId6oh3gCIS7md7q4Uv4grPbzg+qIUBQqpp61nFdlNZzf/F+9dSB6evjf3/62dtGwOtV+VggM3GVQghGcOFXb7F7noIjf5hes2o/R/1qvyHhp1ZiIxMCisLQKhWVVim/az645gEVCxqai2gabXYLVZsfkxZtxyxtb8d/Nx/HBjlMu9y1mJNTNCwHHEJBTIK83q01yCVrnfvSjIqtYbbWjQPW/+tpN0bdJGNIVT8IbD59HtnCbUxcrMf+TPLm2Sl2X86cPf1ScsC9csngMTgBloODMPNz21nZc+czagKbtVqgzKFXKDEpljQ1nSypdApSTRRVe66vEgl6tWTzO/4mnoK4xMEChsPbP3/bF1d1a44s5wzWvv+XydPRNS8Tccd0BQLMPyt1XXYZOrWIxtFMSAMcb2ll0KI6xX7hUjQiNLpaRRj1iagOfm17dgmwvBasAFPcjFt95Mm9CD3nGjLPg8qpurfHEdb3wzORMj7etsdrr/YGy/XjdDJ0ffvoZdy7d4bhvP+thxA/DU156pbhkUGo/PBNjItGzTbzb22k1MwNcU+3idv9ZdwR7z4R2zRxLjd3rDDRxOOOVDUfxU+ElvLP5hHyZ+kSl5hyGsVhtGPL0txjy1LeKwFe9uvd1i37A+Bc24JywzSOf7dW8bzGDoi7aVO+brxkU8fXz4reH8aOqDX9JRY0iaLNY7SjUCCaPnr/kkl0SX/PHhYUib31jG+793y7Ftv/bdlJ+TWu9V8T6C18CDHGIp9pmQ2W1DesPnce5Ugt2nrjo4ZbanI/pzAqra1CWrD+CrAVr8fYPxxW323DYMSNOzd1sSq1ZPBVygFJ3XHyZmh1qDFAorGW0NWPpHUPQp32C5vXxURH4bPYVmH1NFwDKIZ6uyXF4fdogPDS+B9b+8Wq8XNsK3/nGM+h1MAt9VMxRRkRopGYjDTpFylZdLKdFnF3krMHxpn2LaKTEOwqJnVNWW8VFYlpWR0wZnOaxW6/FTQaldbz24n5Of53YE8m126hPbOsPnUdJRU29ZigcveB5peTCUu0hHqNBF1DDLvEY2OySy2ytJ77wPCukvl7beFQxVKbF+foTO+qWVNbtp5hBEU/uzgDbmUERV/31tmrx4cJLyNE4aUaqMoZixuvnctcgUNw3X2qxAGUwUFJZ4zIjzRwdgcpq9RCPa4Ay8rn1uOPt7aq6DGH6rA+rADtXu9aqGdGa1eJJjaoGRXyt+7si8Qfb8+UC9dTayQQHCsrwosaigep1etw17xv81Ldu9tt1Fs8li3OIx33BeWNggEK/KLFCkezEPm0wOiMFer0OOp0OSbGRitlBCdER0Ol0eHfGUEzsk4rZI7u4fGADjgyKL9+oxKZxEca6B+qSHI/Ftwx0e7sR3Vvj+n5tkRAdIc/8cWZQIlTTqN2psdo1ZxJoDZHNuaYLrurWGv+beTlmXnUZ3rxtsMs2TrvyL/qdQRE5PzzdBUrqVL5ziCfSoA+oO7F4DC5WVLsUge47Uwq7XcLuU8WwWG1BXyTt5dplBjxx1naIJ1qx3kPRJ0eYNdMvPREA5IUtjwsByhkfiqLVnW6jIwzY9tdRmHNNF9w4KA2AspW9M1g5WFAmB3rivhWVVyuGBdUkSXJZHkFLQnSEyzRjd/VCW44Woe/jX8tTYAPJGkqSpJkdEDMovqyKLRaDH/u5HJP+/b38tzowttklzH5vJ55doz3N/M8f75Z/F9eu0hpm85W7LOOpi5V4etV+HP9ZXNHcsa0YoDCDQhRkHVrWFZeaVFOODXodutSupwNAzp4M79oK/5k6EMnxUZo1KBEGvU/j7WInSjGwABwfwm/eNkjx+IAjWHj79iF44ab+0Ol0SKn9cHJ+MIkLp3la3v65rw+5rB0EQLOOY0T31njnjiHIqs3q9G6XgFZx2gHEzpPF9cqgOIdUuqdoD9eoT5rOD/0Igx4RbjIoaUnRmpcDyg9Y5wk2ITpCnipcXm3Fmz8cw69f/gEPfbS7UaZSVlbbsOCr/Xj267ruw+IJWZyG62yiFx1hQOva/9HF2iGeY16yU2pHCpXbd02JQ2JMJP40rjt+1beNy/YXLllw+FwZxr2wAWOfX++ybwAw9fWt8uwvq82O/207iSXrj0CSJMx8JwfDFq5Frpcan4ToCJcaFG/rGjnrS3yZPqz265d/0MyQiK/zkz70ERKHeJ5XZTXUAcruU8X4Mu8sFn13xOU69ReAVFU7hmA7XVyJVzccVdRnnb9kwTf7zuGnc3WvkUofWuiHml8ByoIFCzB48GDEx8cjOTkZ119/PQ4ePOiy3ebNmzFy5EjExsbCbDbjqquuQmWl0CK7qAhTp06F2WxGYmIiZsyYgUuX/HuzEWnpJpwItRqlif0AzBq1IeIiXOYoIzq2jJFP5N60EGYAadWyjOyRgi/vq6ulWXBDH/yptnbGKVmVaRADJk8BysFzZdh42PXbrDiN2qmHRtCSEK09oW/fmVKXPjEGvU7z+WlxpsG7psRpXn+xwrHAobNDqfMkYTTo3GZQOiRp99kBlGlr5zfI5HgT/jWlL1rGRsIuAX//0tFV9tPcM359Q/U04qTuS+JJbn4xXll/FMu21q25c0Exe8Z1Ice4KKPcp8M5xHPsgu/N+ADgyHnlZ6z4XtGq3bpwyYJvawtFnat/q2tAAOCz3DPIL6rAw5/uwfxP8rDwqwM4cr4c3+w/h6Lyasx8Z4fH/dLpgLc31XVirrHZXYb+XJ9L7VBNAP1H8k6XYJ/G+ltiHxKtYB8AZr+3Ux6aEwML9YyXp1btVyzuJ/aP2XhYOUSsXgusjY8BSmJMhF/DoJ6Ge3/46Wfc+c4ORSanyRXJrl+/HrNnz8aWLVuQnZ2NmpoajB07FuXldamizZs3Y/z48Rg7diy2bduG7du3Y86cOdAL3yinTp2KvXv3Ijs7GytXrsSGDRtw1113Be9ZUbMltmUv0ZhGKQYbnk74APD4db2wbu416JHqeSaRUwuhVba7k6sYNKmnRQKuHyJGVZ8Xf1zRpaVLxgbQPpmKwdpdV12GWy/vAMDRbludQYmJUC4p8MHdWXjr9sGK4tDr+ykbZV3WWjtAAYCcExfx7hZHkajzg94xxOMug+J+CrYYTDlP+i3jIqHT6dA91TWL4y4NruWKLq3wn6kDMLpnsst14vCeN2dLPBcOF1fU4M8f/YjxL2yQe3vERxnl15ezSFYsCvXFEVXL/WlZHeTfoyNc9//I+XIsFPq9FJVXa7bt/zDnFEY+tw7Lt+fLl4k1Nd58lntGzgoBjgDM25Dq3jMl2H+2FO8JQZ4/zmrMkhOzWOqeKk5f5p2Vi8m91bxc+3LdkI+49pd6WOzAWWX9UKKPawJFGPQ+bwsAiT4W6zs1uSGe1atX47bbbkOvXr3Qt29fvP322zh58iRycnLkbR588EHcd999mDdvHnr16oXu3btjypQpMJkcH7z79+/H6tWr8frrr2Po0KEYPnw4XnrpJSxfvhxnztR/US1q3sQA4LzGFNcru7aWf7/kpXun1nCPJ4ohHg8ZhkmZbRAbacD1/du5XDeyh/Lk5y7QMXs4Id4/qiv+NaUv3rptiKImxxNxplFW55a4/YqOABypbnUGpVW8CQM61M1+GtShBa7pnqyYMq3O0rRPdD8sA9QVeYpDPO6+HaZ7CFCOXSjHY5/vxfEL5XIdgXP4Sut224S1hQBg8oD2+NuvMjTvOyrCgIl92mBghySX6/zJoHibel1YZsEHO07hQEEZPspx9FSJj4pwyaCc8RLoqDmzRSlmE169dSAy2yfK1/nSP2jAk9mKachOP+YXu2QQtJrJ+Uq9SJ7oX1P6AnCc1Ce8uDHgx9CqFdLqC6Llxle34IefLmgWwv55fHeNWygLjtXZGXU/mljV/+K+kV007zPSoFd8KfL0mQD4vxhik8ugqJWUOFJYSUmON2xhYSG2bt2K5ORkDBs2DCkpKbj66qvx/fd1keTmzZuRmJiIQYPqmu6MHj0aer0eW7duBVF93TeyC2IjDfJJVhRrMmLZnUORnhSD34/o7PF++gtTkNtpnGDFYjZA+QHgKdvx8s39sePhMXK9iSg+KgJPXNdL/tvdSXqgECCodUmOww0D2jumRwsfdoM6tFAMMYnEZnSxkUa0axENnc5RvHlOVYDZqVUs7hvVFYDjpK/X2MceQrbCHGVE73bas7CcPss9g31nSuUTnWMWj/bHk3oYTO3tTcfxm//8gDe+PybvL6Cdefm3apaEKUKvqF3qm5Yo/+48cWhl3qJ86L/j5EtBq5NznaN4kzKDIkmSoobAV63iTPj6gasxtleq4nKtIZ768KXI1B13axoBwOCOSdDrQrOgoD+mvu56rmqbEIXLWikzhZuOXMC50ip5iAxwPTbqYcZYkxGDOzre32v/eDUudzPEbDToFAscepuxl+BmMUR3mnSAYrfb8cADD+CKK65A7969AQBHjx4FADz22GOYOXMmVq9ejQEDBmDUqFE4fNjxQVBQUIDkZNW3RKMRSUlJKCgo0Hwsi8WC0tJSxQ+RO38Y2x0/PjpWMcYuGtalFTb8+Rpc27et5vU7HxmDtX+8WhGU/G/m5Zg3oQc+uDsLkUY95o7rju8fugY/zBspb2MW6zg8ZH91Op3Hb6xi1sPdMEeMyei2v4p4sowVvtm/cFM/9GqrHSiI+x5rMsBkNMgBmPqE2rFlLAakt8Dnc67Af2cM0bw/cVhsWOdWaB1vwqezr8CymUM1tweARz6r65gaYdArslDikFLftATodEC/tERMHtAeWi5W1OBsSRU6tIzBnVdeBsC1qy+grA0AHMGHmAm695q6b6/OoFCrS6i34UIA8lRzd6seO3VJjsPfr++tuMwxxOMIgC9ZrDhfZgmoePl3Q9I0T1S+ZFC8SYqNlJ+jLwHKw5N6Kv6+aXCa19u0SYhyW9DtzjXdW8sri4fCa9MG4Q9juuGdGUNdMqe/e20rhj79rWIosbDMgpW7z8jZO3WAEmnU478zhmLrX0bhstZxboPfCIMe8VG+ByhitkX95UrLzpPFPk23DqWAA5TZs2djz549WL58uXyZvTY9e/fdd+P2229H//798fzzz6N79+548803A97JBQsWICEhQf5JS/P+QqbmLZApqk5JsZEuNRPpLWMw6+rOGNIpCQeeGI/fj+gMo0GPlkJhrHgSrc86FmJQ4W6YKUKvQ/aDV2medMWTpak2i6LTweNwjxjsOIcr3NV6dKsteM1sn4gOLbULVlOEhRKd3Xr7pSWin5CRuG1YR8y6ujMW1fanEft0qKcZiwsvdkmOx5b5o/DhrCzcNqxj7b5qDyHdObyT/Ny0jpWaurBaDEau7pbscpl8Ox8WqXTWR3mqe1n9wJXIfvAq/N/A9orsWXyUEeboCLnO50DtkFjL2EgsnjoA5igjOrd2XzzslOzmxORLB2bRI7/KwNxx3TEmI0W+LKONWf5Gr27Ap0WdlXT3hQIA3rtzKD6+JwtGg14z8+hJVIRBseBjsF3drTXuG9UVXZLjFMNmok+E5Q8uWayYs2wXpryyGUfOX8IqYbFNwDETLSrCID9Pd/8bo16nWLOspZfATczwiu9Dreww4Hg/zvtEe6mRhhLQp/icOXOwcuVKfPfdd2jfvu4bTJs2jqlqGRnKaLVnz544edJRzJSamorCQmWjHqvViqKiIqSmKtOOTvPnz0dJSYn8k5+fr7kd/bK9/Lv+AIBn/s9zV9VQc/ZVAZTBgBhM+NmnSUFc7djdEI9jteQojOrhWrAp7pNOp8NLN/fHP/+vr2KWkZr4Tcy54GKvtso6kv7piRjYoYVm7YyaTqfDizf1wx1XdMKNwjfjKCEAaN8iGvMm9MAojaJTdaM29bfmFLNjSnif9gnYNG8kPpo1THM/xCyZt5WMAUfwIRa89mxjhlGvQ3pSDNJrp7BrZUu0Zoyp+bKQZadWsdDpdIiKMChO2HGmCBj0OjnYOlDgyCKnmKMwoU8b/PjoWEzo7TpVWM1d9kGdsfLmpsFpmH1NF0WAHhNpkINgsTOuO3HCcdbpgM4aBd1OV3RpJdf+eBviUzMZ9YqgP9jE49Y63oQf5o3EhN7a5zK1Uc+tVxQIa3EXoEQa9YqZZeraFTUxcyY2vhRbM6h19HBdQ/DrvyZJEu69916sWLEC69atQ6dOnRTXd+zYEW3btnWZenzo0CFMmDABAJCVlYXi4mLk5ORg4EBH86q1a9fCbrdj6FDt9K/JZJKLbKn5+lVmW4zumeLXeH+oibUm4odFsDIo6kzQmIwUZO87J2cOtL/NK4/PqJ4pLtuoicGAM4MyNiMVbwlttf9+fW+3Q0RaruvXzmV9JbFexXmM1P/PfmmJMOqVAcqgDi00O6ECQNvEaM1UdJuEKMUsh9ZxJhj0Orm40ajXuczEMBn1mNC7Db7oeRZDOrVA63gTvn9opOJkqh2geP+u58vrVgx0+rRLkKfDtqvN/rSIiURxRQ3er50x45ySqtPpfFqgrlWc+yA1OsKAGpvrcWyXGO1SF+I8aZpVmTd/AgHxuSZERyDOpDw+j16bgce/2CfPKHNylwUCHEXOzkUAnaIitNfYCgaD8GXFqV1iNNokeM/WqXVLiUOkUa9YNBVwP/xm1OsUQ8AGNzVbTonRdf/7NglR+N/My1Fts+PrvQXYdORnzdt4KkhvCH4FKLNnz8ayZcvw2WefIT4+Xq4ZSUhIQHR0NHQ6HebOnYtHH30Uffv2Rb9+/bB06VIcOHAAH330EQBHNmX8+PGYOXMmlixZgpqaGsyZMwc33XQT2rbVrgkgcgqn4ERNPPnWpz9pnGKIR/nh98otA1FcWSOvuqz1wevLyVJN7P8SVTtcMbhjC8SZjPKUz0Du1xN3WaYVvx8GnU7ZB+X+0V1RVWPD6AztYCsqwuAScKhXptbrdYgy6uUZGpe1jsUhoTEV4HiOkUY9Xp9eV8SvbpwVaA2Ku2/CL97UD/cvz5W7uTp1EwqN/2+gI1PdJiEKxy6Uy1OGU4R903ot3DCgnWJ4wVP9Rkyk0aUmBwC0znvO17o4NBhjMngstm0db1LUpojHMT7KiEhD3W3/fXN//LpvW0wZlOZyn+LwodPEPqk4WVSBhyf1xMmicmw/XhfMqj8z0pKiPc4UEv1lYg+YjAY8+rn22kXuMpxxGjNqLmsdi1axJmw7XqRxC+Cp3/TB4I6uM8TEAnaRyWhQDPF4I9agJERHyC0Xdp10v25Qx1behw1Dya9PnMWLF6OkpAQjRoxAmzZt5J/3339f3uaBBx7A/Pnz8eCDD6Jv37749ttvkZ2djc6d62ZMvPfee+jRowdGjRqFiRMnYvjw4Xj11VeD96yIGoHYVt5ejzEeRQZFdXbQ63WKE6/WyTKQIE6r34rRoFek04P9LVS8b+fU3mcmZ8qP7wzOHHU0Rjx+XW/FNHGRQa9zqZnR+mAXj41WDwl19kmLeCKVb+fTEI/2Nr/u2xbr547A48LsLcAxjPKb/u3w6q0D5UBAXach1oBovRZuG9ZRUSDa0kMGxd3+ecoGiFNbY71kUK7upvzfiUFdvClCsf8pta+NWJPRJUORHO+aQZl9TResvPdKtIiNxDt3DMWfxnaTr1MvOpmk8X9XB7NOQzu1xNSh6e6ektv3RLzGcXjs2l6KWio1d0Xv7jIoHVvFKFZA9/a1SHy9i4+ldTydPA3/NAS/h3h8MW/ePMybN8/t9UlJSVi2bJk/D00Utr66/0ocu1COQcK3n/R6vLHjhFoFycuHjtYHpC+pfrUuydoFiuI0xkDuV8uSWwZgy9EixfDP9GEdMSYjRVHI6gzOfB026NAyBseE5mVa3WvFAGXygHY4X2ZBrMkgrxlk8iEI0yqI9aVI1t2JRqfTaRYbx5qMeP7GforLxGZzf/tVBq7pXle/o/X/iTTqFQ23PPVrcRfYLrihD+Z/nOdYt+n7Y/IUWEA1xBNp9FgHIQYkURF6ZYASZVTsv6d271onTXHfoyMNGNalFfC1o/38b/orZ3qJwUi/tEQsvmUApr+5zaUFPeA4kXsquHc3y04rgxJrMnhsMuhp1fNIg95lanW3lHj8dlAaDHodBndMwpL1R9zeXn3/Yj2Up9k/rf2cMRVsoascImomerYxy2vevH/X5dh7phQjuml/0/eFWCTrbSqp1tCC1oKH3mR1bomnf9PH5aSeqGg+F5wAZXzvNhivKujUyoA4P/xjTb5lhMZmpGLdQUcb8Su7tsKDo7u5bBMlBBKt4kz47k8jkHeqRO766UugoXV8PQ3xdKidAXZl11Zut/GVmEHJVK3wrbV2UYRBr3gNeerP4y6D0rl1HD6YlQVAmbEBlAFKjJcMihhEtE2IVmSrzNERsAonYE8zdbR6AKmDq/5piVhyywD0bpfgErhd0yMZ39W+TgZ1aIE2CdFoHW+Sh/taxUXKfUvUQUNUhB5TBqXJRcDu3hNagWCsyYhObma9aT2W+nHVAUr3lHgY9Dr8dpBvs1rF95H4u7ui43aJ0X53rw42BihEQTT0spYYKqz3EwjxG5u3xdDEMeh5E3rAqNd57Yfgzu80UtniB62vGRR/ZoN4ImdQfOyGe9PgNFyy1GBQxyQMSHc9iQHKE5nz+YhBiS+1JNo1KNon9/YtorF+7jXy3+/cMQSvbjiK31/TGS9kH8bUy90PH2jpJgSQGapZVloLH0Ya9Lh5SDre+P4YJnqZ5RNIhkwcRoszGVwClJaxkXL32UijHq/cOhDPfX0QL9zYXzXEY8RlrePQNy0RbcxRHocpta6LUu27TqdzCYKzH7wKm4/+jN8NScffPnPUlDgXlxQzBWlJMXKAol6vq21CtGJbd18GNDMokUaPNR2ennN0pMGlPqibaukGrQGOO67ohL1nStAyLhJpLWLQOt6Eymob2gpTi7U+L67s2srjCuwNhQEKURjzthia2G77tmEdg15ELH7T8jUzY3BTOOgvZ1GfrwGXXq/DXVd57g4sHh/nt19l3xgfalD8KJJVnzSu6tYaV9Vm14Z19j+jEh8VgZX3DodBr3OZtqw1k8locKyQnfPwGK+Bo7gStDlKu2BWTT1soA5QOraKlQOU/KIKPDS+B8bVdrF1roIMOGp/DHodPpt9hdfHBBzDqnOW7ZSLhX153XdNiUdXVQ2PM7skFg+nJ8Vg18liAK6vZb1epwg+WsRqZz20alBiIg3o2Mp1iGfW1Z291nqIBdZDOiYhMSbCpeBZazj4/tFdFf+jjX92BMti5kercLptQrRfyzeESuPvARG5ZfEyxCPOWgn2LBtAPaPIxwyKl+mOvhp6WUs8MzkTAztqZ0MCIQ7xyBkUo2tWxRP1cX7p5v6ai+gBvtft+cPdsgFaC+w5H96X51UpZGC0li/QInYgjok0QH0rccVf9YwT8bj7+9rt2caMVfdfie4Pr4ZOF/jsvpra5qK3XN4Br39/DCO6t8aA9Bb4LFd7XTiDTqfoGeRufRvtGhSj5vOcN6GH1/0Un59zuE1NfKl1ahWLSIPeJVDSOk6RRj1evXUgKmtsuH95LoDGX0rAKTSTw4koKLy1pLbZfasvCJT4jdjXzIi7wkF/GfQ6TBmchs4eVkL2l9goLlIjg+LL8vXiyf7t2wfj2r5tcbpYe/VbT83xgu23gxzFoFnCEKO72SlaqoRs3VPX9wEAPDC6q8fbiEM8WrFYVY0N/50xBFd2bYU/jFHWBIkZnUCGl0xGA358dCx+fHSs31m72dd0RrzJiHtHOp5fx1axyP3bGLw+bRB+NzQdNw5KkxcmFOn1OkXQ7jZA0cg+mIx66HQ6/GWi94BEzZelCMTDn/3gVVh533CfA82xvVIVRetRPtRiNQRmUIjC0NI7hmDdwULcPMRzjYK3Jd/ry9f6D1FqAE2qGor4DdIZmIgnR1+CPJPGNONbLu+AVXkF6J4aLzeUy2yfoHmSC5UuyfHY+cgYJERHoKSyBja75FdmoUrIoEzKbINhncd4DbDE+7faJVzduSUuvywJW446en1c0yMZV3ZtrTk9XDzWgRR2A54LSz2ZO64HHhzdTVHvJRaE/8NNt2qDHopOw+4CwHiT6345n+9dV3XGmeIqvL3puM/7G+XD0KP4ZSbQpT6e/k0fLNt2Ag9oFJg3BgYoRGHo6m6tXfpGaLHaQhyg+DEO/c4dQ/DS2sNYOLlxlyLwRCyI1apB8fc+nFmDzPaJ2P3oWHx7oBAz39kBAPh8jvbK0aHkPGH6kzlxqlStXutr9iezfQIOnC1DVueWiDDosfyuLJwrrcLaA4W4vp9va+AEawq7PwI5iRt0ygxKopsVgr3NPHuwNpvk6xpB6Ukx2HxUu9ur0z0jOuNkUQUmZXpf8sCd3w1N1yyWbywMUIiasPr0W/FFHzf1DlrEAtBwFa0xi0c8UflSMyJ+2xeXNNDrdX6vExNObhycjiXrj+CKLv7NQvvknmGwWO2KYDbFHOU1+ydqjAAlEOoiWXeBoLfgJyE6Ao/9upfHbUR/Ht8dBaVVmOJhSnGsyYh/39zf5/tsChigEDVhkwe0x+mLlbi8nlOb3enTPgGv3DrQ7YqnTY27gljnejO9fAjIxHF9m2qIrW9aIuZN6IE0HxYmDDcPjumKgR1a4PLLXNute2JUrTwdiN5+rPHUmIx6naLwVKsbsVOLmAivCwH6qmWcCUvvGBKU+2pKGKAQNWEGvU5OF4eKc1roL4FYwCvOSvruTyNQY7P7veqtVgnQrKs9T3UOVyajwaURW6itvHc4Dp0rw/AgNLFrCHqdMoOi7r8i+v6hkbjyme80O9SSb5pGXo2IKAjEGlix9iTSqPc7OAHwi8ksNZbe7RJww4D23jdsZD1qm6JNHtBeMUzoaep9rMmIyxp5sb2mjhkUImo2DEGYOQIAy2YOxamiSvRp3zSGJqh+PpyVhX1nSjG4YxJ0Oh3io4woq7Kib1qix9s9fUMfzHxnhzydmfzDAIWImg2xWZivPSK0DOvcCmiaIzkUgPioCMUSFpvmjURltc3rbKluKfGKpQ7IPwxQiKjZCFIXfmrm4qMiFB1lKTRYg0JEzUZ9siZE1LAYoBBRs2Fo5OXjich3DFCIqNlgBoWo6WCAQkTNRkZbc2PvAhH5iEWyRNRsjOjWGs/+XyZ6tmGgQhTuGKAQUbOh0+nwWw/rmRBR+OAQDxEREYUdBihEREQUdhigEBERUdhhgEJERERhhwEKERERhR0GKERERBR2GKAQERFR2GGAQkRERGGHAQoRERGFHQYoREREFHYYoBAREVHYYYBCREREYYcBChEREYWdJrmasSRJAIDS0tJG3hMiIiLylfO87TyPe9IkA5SysjIAQFoal00nIiJqasrKypCQkOBxG53kSxgTZux2O86cOYP4+HjodLqg3ndpaSnS0tKQn58Ps9kc1Pv+peGx8h2Ple94rPzD4+U7HivfhepYSZKEsrIytG3bFnq95yqTJplB0ev1aN++fUgfw2w28wXsIx4r3/FY+Y7Hyj88Xr7jsfJdKI6Vt8yJE4tkiYiIKOwwQCEiIqKwwwBFxWQy4dFHH4XJZGrsXQl7PFa+47HyHY+Vf3i8fMdj5btwOFZNskiWiIiIftmYQSEiIqKwwwCFiIiIwg4DFCIiIgo7DFCIiIgo7DBAESxatAgdO3ZEVFQUhg4dim3btjX2LjW4DRs24Nprr0Xbtm2h0+nw6aefKq6XJAl/+9vf0KZNG0RHR2P06NE4fPiwYpuioiJMnToVZrMZiYmJmDFjBi5dutSAz6JhLFiwAIMHD0Z8fDySk5Nx/fXX4+DBg4ptqqqqMHv2bLRs2RJxcXGYPHkyzp07p9jm5MmTmDRpEmJiYpCcnIy5c+fCarU25FMJucWLFyMzM1Nu+pSVlYWvvvpKvp7Hyb2FCxdCp9PhgQcekC/j8arz2GOPQafTKX569OghX89jpXT69GnccsstaNmyJaKjo9GnTx/s2LFDvj6sPuMlkiRJkpYvXy5FRkZKb775prR3715p5syZUmJionTu3LnG3rUGtWrVKumvf/2r9Mknn0gApBUrViiuX7hwoZSQkCB9+umn0o8//ij9+te/ljp16iRVVlbK24wfP17q27evtGXLFmnjxo1Sly5dpJtvvrmBn0nojRs3TnrrrbekPXv2SLm5udLEiROl9PR06dKlS/I2s2bNktLS0qRvv/1W2rFjh3T55ZdLw4YNk6+3Wq1S7969pdGjR0u7du2SVq1aJbVq1UqaP39+YzylkPn888+lL7/8Ujp06JB08OBB6S9/+YsUEREh7dmzR5IkHid3tm3bJnXs2FHKzMyU7r//fvlyHq86jz76qNSrVy/p7Nmz8s/58+fl63ms6hQVFUkdOnSQbrvtNmnr1q3S0aNHpTVr1kg//fSTvE04fcYzQKk1ZMgQafbs2fLfNptNatu2rbRgwYJG3KvGpQ5Q7Ha7lJqaKj377LPyZcXFxZLJZJL+97//SZIkSfv27ZMASNu3b5e3+eqrrySdTiedPn26wfa9MRQWFkoApPXr10uS5Dg2ERER0ocffihvs3//fgmAtHnzZkmSHAGhXq+XCgoK5G0WL14smc1myWKxNOwTaGAtWrSQXn/9dR4nN8rKyqSuXbtK2dnZ0tVXXy0HKDxeSo8++qjUt29fzet4rJQeeughafjw4W6vD7fPeA7xAKiurkZOTg5Gjx4tX6bX6zF69Ghs3ry5EfcsvBw7dgwFBQWK45SQkIChQ4fKx2nz5s1ITEzEoEGD5G1Gjx4NvV6PrVu3Nvg+N6SSkhIAQFJSEgAgJycHNTU1iuPVo0cPpKenK45Xnz59kJKSIm8zbtw4lJaWYu/evQ249w3HZrNh+fLlKC8vR1ZWFo+TG7Nnz8akSZMUxwXg60rL4cOH0bZtW1x22WWYOnUqTp48CYDHSu3zzz/HoEGD8Nvf/hbJycno378/XnvtNfn6cPuMZ4AC4MKFC7DZbIoXKACkpKSgoKCgkfYq/DiPhafjVFBQgOTkZMX1RqMRSUlJv+hjabfb8cADD+CKK65A7969ATiORWRkJBITExXbqo+X1vF0XvdLkpeXh7i4OJhMJsyaNQsrVqxARkYGj5OG5cuXY+fOnViwYIHLdTxeSkOHDsXbb7+N1atXY/HixTh27BiuvPJKlJWV8VipHD16FIsXL0bXrl2xZs0a3HPPPbjvvvuwdOlSAOH3Gd8kVzMmCjezZ8/Gnj178P333zf2roSt7t27Izc3FyUlJfjoo48wffp0rF+/vrF3K+zk5+fj/vvvR3Z2NqKiohp7d8LehAkT5N8zMzMxdOhQdOjQAR988AGio6Mbcc/Cj91ux6BBg/D0008DAPr37489e/ZgyZIlmD59eiPvnStmUAC0atUKBoPBpbL73LlzSE1NbaS9Cj/OY+HpOKWmpqKwsFBxvdVqRVFR0S/2WM6ZMwcrV67Ed999h/bt28uXp6amorq6GsXFxYrt1cdL63g6r/sliYyMRJcuXTBw4EAsWLAAffv2xYsvvsjjpJKTk4PCwkIMGDAARqMRRqMR69evx7///W8YjUakpKTweHmQmJiIbt264aeffuJrS6VNmzbIyMhQXNazZ095SCzcPuMZoMDxwTlw4EB8++238mV2ux3ffvstsrKyGnHPwkunTp2QmpqqOE6lpaXYunWrfJyysrJQXFyMnJwceZu1a9fCbrdj6NChDb7PoSRJEubMmYMVK1Zg7dq16NSpk+L6gQMHIiIiQnG8Dh48iJMnTyqOV15enuINn52dDbPZ7PJB8ktjt9thsVh4nFRGjRqFvLw85Obmyj+DBg3C1KlT5d95vNy7dOkSjhw5gjZt2vC1pXLFFVe4tEI4dOgQOnToACAMP+ODWnLbhC1fvlwymUzS22+/Le3bt0+66667pMTEREVld3NQVlYm7dq1S9q1a5cEQPrXv/4l7dq1Szpx4oQkSY4paImJidJnn30m7d69W7ruuus0p6D1799f2rp1q/T9999LXbt2/UVOM77nnnukhIQEad26dYopjhUVFfI2s2bNktLT06W1a9dKO3bskLKysqSsrCz5eucUx7Fjx0q5ubnS6tWrpdatW//ipjjOmzdPWr9+vXTs2DFp9+7d0rx58ySdTid9/fXXkiTxOHkjzuKRJB4v0R//+Edp3bp10rFjx6QffvhBGj16tNSqVSupsLBQkiQeK9G2bdsko9EoPfXUU9Lhw4el9957T4qJiZHeffddeZtw+oxngCJ46aWXpPT0dCkyMlIaMmSItGXLlsbepQb33XffSQBcfqZPny5JkmMa2iOPPCKlpKRIJpNJGjVqlHTw4EHFffz888/SzTffLMXFxUlms1m6/fbbpbKyskZ4NqGldZwASG+99Za8TWVlpfT73/9eatGihRQTEyP95je/kc6ePau4n+PHj0sTJkyQoqOjpVatWkl//OMfpZqamgZ+NqF1xx13SB06dJAiIyOl1q1bS6NGjZKDE0nicfJGHaDweNW58cYbpTZt2kiRkZFSu3btpBtvvFHR14PHSumLL76QevfuLZlMJqlHjx7Sq6++qrg+nD7jdZIkScHNyRARERHVD2tQiIiIKOwwQCEiIqKwwwCFiIiIwg4DFCIiIgo7DFCIiIgo7DBAISIiorDDAIWIiIjCDgMUIiIiCjsMUIiIiCjsMEAhIiKisMMAhYiIiMIOAxQiIiIKO/8PqzDHumpA9c4AAAAASUVORK5CYII=", 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", 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"text/plain": [ "
" ] @@ -378,15 +377,15 @@ { "data": { "text/plain": [ - "{'mae_train': 0.4894361197948456,\n", - " 'mae_test': 0.6074243783950806,\n", - " 'rsquared_train': tensor(0.4249),\n", - " 'rsquared_test': tensor(0.3952),\n", - " 'coverage_train': 0.950276255607605,\n", - " 'coverage_test': 0.8999999761581421}" + "{'mae_train': 0.44122132658958435,\n", + " 'mae_test': 0.6491162180900574,\n", + " 'rsquared_train': tensor(0.6730),\n", + " 'rsquared_test': tensor(-0.9339),\n", + " 'coverage_train': 0.9337016344070435,\n", + " 'coverage_test': 0.9090909361839294}" ] }, - "execution_count": 8, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -414,24 +413,24 @@ "name": "stdout", "output_type": "stream", "text": [ - "[iteration 0001] loss: 384.3096\n", - "[iteration 0050] loss: 239.2007\n", - "[iteration 0100] loss: 212.5201\n", - "[iteration 0150] loss: 217.3065\n", - "[iteration 0200] loss: 209.8718\n", - "[iteration 0250] loss: 212.1469\n", - "[iteration 0300] loss: 213.0929\n", - "[iteration 0350] loss: 209.0110\n", - "[iteration 0400] loss: 212.5148\n", - "[iteration 0450] loss: 210.6844\n", - "[iteration 0500] loss: 209.7385\n", - "[iteration 0550] loss: 213.0420\n", - "[iteration 0600] loss: 211.3014\n" + "[iteration 0001] loss: 289.5007\n", + "[iteration 0050] loss: 247.5290\n", + "[iteration 0100] loss: 246.2396\n", + "[iteration 0150] loss: 241.9760\n", + "[iteration 0200] loss: 243.6550\n", + "[iteration 0250] loss: 247.0279\n", + "[iteration 0300] loss: 242.4710\n", + "[iteration 0350] loss: 243.4262\n", + "[iteration 0400] loss: 245.4799\n", + "[iteration 0450] loss: 241.9196\n", + "[iteration 0500] loss: 242.2413\n", + "[iteration 0550] loss: 244.8159\n", + "[iteration 0600] loss: 241.5298\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -452,12 +451,12 @@ { "data": { "text/plain": [ - "{'mae_train': 0.45458123087882996,\n", - " 'mae_test': 0.6197748780250549,\n", - " 'rsquared_train': tensor(0.4407),\n", - " 'rsquared_test': tensor(0.0085),\n", - " 'coverage_train': 0.9171270728111267,\n", - " 'coverage_test': 0.8595041036605835}" + "{'mae_train': 0.5511606335639954,\n", + " 'mae_test': 0.4875869154930115,\n", + " 'rsquared_train': tensor(0.4475),\n", + " 'rsquared_test': tensor(-0.6403),\n", + " 'coverage_train': 0.9060773253440857,\n", + " 'coverage_test': 0.942148745059967}" ] }, "execution_count": 7, @@ -489,24 +488,24 @@ "name": "stdout", "output_type": "stream", "text": [ - "[iteration 0001] loss: 536.6303\n", - "[iteration 0050] loss: 234.1033\n", - "[iteration 0100] loss: 228.5404\n", - "[iteration 0150] loss: 221.2234\n", - "[iteration 0200] loss: 211.3374\n", - "[iteration 0250] loss: 212.7973\n", - "[iteration 0300] loss: 213.1762\n", - "[iteration 0350] loss: 212.8781\n", - "[iteration 0400] loss: 211.0961\n", - "[iteration 0450] loss: 213.0737\n", - "[iteration 0500] loss: 210.9907\n", - "[iteration 0550] loss: 210.5549\n", - "[iteration 0600] loss: 211.9428\n" + "[iteration 0001] loss: 438.9293\n", + "[iteration 0050] loss: 253.5187\n", + "[iteration 0100] loss: 248.0655\n", + "[iteration 0150] loss: 243.3379\n", + "[iteration 0200] loss: 241.8794\n", + "[iteration 0250] loss: 243.0557\n", + "[iteration 0300] loss: 240.1858\n", + "[iteration 0350] loss: 241.4935\n", + "[iteration 0400] loss: 241.8005\n", + "[iteration 0450] loss: 240.3240\n", + "[iteration 0500] loss: 242.2287\n", + "[iteration 0550] loss: 241.1464\n", + "[iteration 0600] loss: 242.0764\n" ] }, { "data": { - "image/png": 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", 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IsjzOaxg5PwoiyfD09DQOHjxoaduzZ48hyZg9e7alrVevXoavr69x4sQJS9uBAweMUqVK5ft4yaVLl4zg4GCjUaNGVo/zzps3z5BkVTLg8uXLVn0MwzDOnTtnVKxY0Rg+fLilLa/yCDndy08//dSQZPzwww95xpqb0NBQQ5LVI9h5na9r165G9erVrdpyK4+wceNGQ5KxceNGwzD+vV/16tWzekxs5cqVhiTjxRdfzDPWcePGGZKMH3/80dJ24cIFIzw83AgLC7N6rEgFfMRm2bJlhiTjpZdesmq/++67DZPJZPn8ZH0eFyxYkO0Y1/68ciuPcODAAcPNzc3o169ftkegzGazYRiGcfr0acPT09Po0qWLVZ+33nrLkGTMnz/f0pb1e7d48WJL219//WVIMtzc3IyffvrJ0r5mzZps8Y8YMcKoVKmScebMGatYBg0aZAQGBlp+/n369DEiIiKyXXd+ZsyYYbi7uxtJSUmGYRjGm2++aYSGhhrNmjUznnnmGcMwrjwyWKZMGeOJJ56w7JfT73N+5RGu/h0yDMPo16+fERQUZNV27eOBCxYsMCQZnTt3ttx/wzCMJ554wnB3dzfOnz+f67Vlxd2pUyer9jNnzhh+fn6GJOPXX3+1tPfq1ct49dVXjWXLlhkffPCB0bZtW0OS8fTTT1vtv3jxYsPHx8eQZLi7uxv/+9//DMMwjE8++cSoWLGi1eNqBZH17+Vrr71WoP65lUcIDQ0t0GOPPXv2zPbvg2FceRxXkvHss8/muq+t9/RaCQkJRnBwsNG2bdt84wSA4obx+b927dplSDKWLl2aa5+YmBjD3d3dePnll63a9+3bZ5QqVcqq3dbyCFnjsOjoaKt2e467ssYwWWPNrPFjz549rcY0//3vfw1JVuOf3B6hv/aYhnH9n5OxY8caAQEB+ZZFKqis8gjx8fFGfHy8cfDgQeN///ufYTKZjHr16lldc0HOnfU3xY4dOyxtp0+fNgIDA7Pdg9z+Lrt2XJmWlpZtfH/kyBHDy8vLmDJliqUt6++j6tWrW91fs9ls1KpVy+jatavV9aSmphrh4eHGHXfcYWnr27ev4e3tbSmpZRiG8ccffxju7u7ZfrZZP++sv8dyk1VOK6e/KQcMGGCEhITkub9hXPlddnd3t5RSyKuM2d133220atXK8r6gf7sBzkB5BBQLXl5eGjZsWLb2q785u3Dhgs6cOaO2bdsqNTVVf/31V77HHThwoNW3p23btpWkAj3+2rlzZ6sZeQ0aNFBAQIBl38zMTK1fv159+/a1+vazZs2a6t69e77H//XXX3X69Gk9+uijVo/zDh061PItfhZ3d3dLH7PZrLNnz1q+zfztt9/yPZdkfS/T0tJ05swZtWjRQpIKfIychIeHq2vXrnmeLzExUWfOnFH79u11+PDhbI+XFUTW/Xrsscfk7e1tae/Zs6fq1KljVeYgJ99++62aNWtmNVOvdOnSeuSRRxQTE6M//vjD5pi+/fZbubu7a8yYMVbtEyZMkGEYNhXdz8+yZctkNpv14osvZlsQK2uW9Pr163Xp0iWNGzfOqs/DDz+sgICAbPeodOnSVos71a5dW2XKlFHdunXVvHlzS3vWf2d99g3D0JdffqlevXrJMAydOXPG8uratasSExMtn6kyZcro+PHj2R57zE/btm2VmZmpbdu2Sboyo7Zt27Zq27atpYTI77//rvPnz1t+r6/Xo48+mu3cCQkJlkfN8vLII49YzVLPivvo0aO57uPm5qaRI0dqw4YNmjhxog4cOKCdO3fqnnvuscxoySp3IEkrVqzQ008/rT59+mj48OHavHmzunbtalnkIcu9996rEydOaPv27Tpx4oQmTJig1NRUPfPMM3r55ZdVunRpRUZGqnr16mrQoIG+/vrrPK8t6/pvZJatdGUmS36zbKUr15zToihZv+9X35Nr2XpPr2Y2m3Xffffp/Pnzmj17dgGuCABKhpI4Ps8ag69ZsybXR8K/+uormc1m3XPPPVZjoJCQENWqVcuqfNn1aN++vW655RbLe0ePu7LGj6NHj7Ya09zo4mnX+zkpU6aMUlJStG7duhs6/9VSUlJUoUIFVahQQTVr1tSTTz6p1q1ba/ny5VbXXJBzf/vtt2rRooVl5qp05am4++6777rj8/LysozdMzMzlZCQoNKlS6t27do5/p02ZMgQq/u7e/duHThwQIMHD1ZCQoLl85GSkqJOnTrphx9+kNlsVmZmptasWaO+ffvqpptusuxft27dHP+emzx5sgzDyHeB66wxVm7juLzGcFnGjBmj7t27W54ezM3GjRv15Zdf6vXXX8/3mIArIGmLYqFKlSpWicss0dHR6tevnwIDAxUQEKAKFSro/vvvl6QCJf6u/j8j6d/HX86dO2fzvln7Z+17+vRpXbx4McfHjQvyCHJWUqdWrVpW7R4eHqpevXq2/h9++KEaNGggb29vBQUFqUKFClq1alWBE6Bnz57V2LFjVbFiRfn4+KhChQoKDw+XVLB7mZusY1xr69at6ty5s/z8/FSmTBlVqFDBUgvtes6Xdb+yyi9crU6dOnkmybL2z2nfrEex89s/t2NWrlw5W1LrRo6Zm0OHDsnNzc1qEJ9TPFL2e+Tp6anq1atni6dq1arZymIEBgZalebIapP+/b2Jj4/X+fPnNW/ePMsAOOuV9cfd6dOnJUnPPPOMSpcurWbNmqlWrVoaNWpUjrW1rnXbbbfJ19fXkqDNStq2a9dOv/76q9LS0izbcntkvqDs+e9EQfedMmWKRowYoenTp+vmm29WkyZNVKpUKY0YMUJS3o9PmkwmPfHEE7p8+XK2ms9ly5ZVixYtLI+4RUVFKTg4WMOGDdP8+fM1d+5cvf/++xo3bpwGDhyogwcP5nqerJpkFy5cyPNa7MXHx8dS5uBqaWlplu15ud57Onr0aK1evVrvv/++GjZseINXAQDFR0kcn4eHh2v8+PF6//33Vb58eXXt2lVvv/221XUdOHBAhmGoVq1a2cZBf/75p2UMdL2uHVs7etyV298kFSpUsEqu2+p6PyePPfaYbr75ZnXv3l1Vq1bV8OHDc6xbbAtvb2+tW7dO69at04IFC1S3bl2dPn0629iiIOc+evRotnsl5fw3SkGZzWa99tprqlWrlry8vFS+fHlVqFDBUh7sWtd+Rg4cOCDpSjL32s/I+++/r/T0dCUmJio+Pl4XL160e/xZ9zG3cVx+Y7glS5Zo27ZtmjlzZp79Ll++rDFjxuiBBx5Q06ZNrzteoDBR0xbFQk7/kJ8/f17t27dXQECApkyZoho1asjb21u//fabnnnmGZnN5nyP6+7unmO7cdUiUY7Y194+/vhjDR06VH379tVTTz2l4OBgubu7KyoqqkAL/EhX6nZu27ZNTz31lBo1aqTSpUvLbDarW7duBbqXucnpZ3fo0CF16tRJderU0axZs1StWjV5enrq22+/1WuvvXZD5yuKcqsXXJCFGBwpt894fp/9rJ/f/fffryFDhuTYN6uWct26dbV//36tXLlSq1ev1pdffql33nlHL774oiIjI3ONzcPDQ82bN9cPP/yggwcPKi4uTm3btlXFihWVkZGhHTt26Mcff1SdOnUKXEM6N874d8LT01Pvv/++Xn75Zf3999+qWLGibr75Zg0ePFhubm75/mGZlVg/e/Zsrn1iYmI0c+ZMrV27Vm5ubvr00081cuRI3X777ZKufBGUtZBFTurUqSPpSp2ywlCpUiVt3LhRhmFY/c7ExsZKUrZ6bte6nnsaGRmpd955R9OmTdMDDzxg3wsCgCKupI7PZ86cqaFDh2r58uVau3atxowZo6ioKP3000+qWrWqzGazTCaTvvvuuxzjKUjd2rxce98LY9xVUAUd097I5yQ4OFi7d+/WmjVr9N133+m7777TggUL9OCDD+rDDz+8rrjd3d3VuXNny/uuXbuqTp06GjlypFasWOHQc+fk2vv1yiuv6IUXXtDw4cM1depUlStXTm5ubho3blyO9yq3z8iMGTPUqFGjHM9ZunTpHJOq9lCpUiVJ/47ZrhYbG5vvGO6pp57SgAED5OnpaXk6K2vh4X/++UeXLl1S5cqVtWjRIu3fv1/vvvtutqe4Lly4oJiYGAUHB8vX1/eGrwmwF5K2KLY2bdqkhIQEffXVV2rXrp2l/ciRI06M6l/BwcHy9vbOcaZaXrPXsmStXn7gwAFLEkWSMjIydOTIEasZX1988YWqV6+ur776ymqwNGnSJKtj5jaQOnfunDZs2KDIyEi9+OKLlvasb2Xt7ZtvvlF6erpWrFhhNSMip8fFCroAWtb92r9/v9X9ymq7djX4nPbfv39/tvasx7Py2z+3Y65fv14XLlywmm177TGzZilkDT6y5DQTN7f7UaNGDZnNZv3xxx+5DsauvkdXz9a+dOmSjhw5YjVYvREVKlSQv7+/MjMzC3RMPz8/DRw4UAMHDtSlS5fUv39/vfzyy5o4caJVqYtrtW3bVq+++qrWr1+v8uXLq06dOjKZTIqIiNCPP/6oH3/8UXfeeWe+57/eRfYKQ8WKFS2zYjMzM7Vp0yY1b9483z/4sh4DzSth/eSTT6p3796WmcgnT560GjRXrlxZJ06cyHX/m2++WbVr19by5cv1xhtv3PAfoflp1KiR3n//ff35559WM8p37Nhh2V4QBb2nb7/9tiZPnqxx48bpmWeesc9FAEAxV9zH51nq16+v+vXr6/nnn9e2bdvUunVrzZ07Vy+99JJq1KghwzAUHh6um2++Oc/j2GMM4uhx19V/k1w9foyPj882+/nqMe3VCwBfO6a90c+Jp6enevXqpV69eslsNuuxxx7Tu+++qxdeeMGmRVVzU6lSJT3xxBOKjIzUTz/9ZCkZV5Bzh4aG5vg3VE5/Z5QtWzbb+P/SpUvZkptffPGFOnbsqA8++MCq/fz58wVaIDWrZEhAQECen5EKFSrIx8enwPEXVL169VSqVCn9+uuvuue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" ] @@ -527,12 +526,12 @@ { "data": { "text/plain": [ - "{'mae_train': 0.45764365792274475,\n", - " 'mae_test': 0.6193642020225525,\n", - " 'rsquared_train': tensor(0.4413),\n", - " 'rsquared_test': tensor(0.0184),\n", - " 'coverage_train': 0.9171270728111267,\n", - " 'coverage_test': 0.8595041036605835}" + "{'mae_train': 0.5590494275093079,\n", + " 'mae_test': 0.492959588766098,\n", + " 'rsquared_train': tensor(0.4476),\n", + " 'rsquared_test': tensor(-0.6446),\n", + " 'coverage_train': 0.9116021990776062,\n", + " 'coverage_test': 0.942148745059967}" ] }, "execution_count": 8, @@ -563,24 +562,24 @@ "name": "stdout", "output_type": "stream", "text": [ - "[iteration 0001] loss: 260.2432\n", - "[iteration 0050] loss: 217.1000\n", - "[iteration 0100] loss: 215.6780\n", - "[iteration 0150] loss: 211.9501\n", - "[iteration 0200] loss: 212.2004\n", - "[iteration 0250] loss: 214.6218\n", - "[iteration 0300] loss: 212.9709\n", - "[iteration 0350] loss: 215.0820\n", - "[iteration 0400] loss: 209.9030\n", - "[iteration 0450] loss: 209.6919\n", - "[iteration 0500] loss: 212.1684\n", - "[iteration 0550] loss: 210.7466\n", - "[iteration 0600] loss: 213.3768\n" + "[iteration 0001] loss: 447.6127\n", + "[iteration 0050] loss: 247.5638\n", + "[iteration 0100] loss: 244.0440\n", + "[iteration 0150] loss: 243.3030\n", + "[iteration 0200] loss: 243.6499\n", + "[iteration 0250] loss: 246.8428\n", + "[iteration 0300] loss: 240.4865\n", + "[iteration 0350] loss: 242.9399\n", + "[iteration 0400] loss: 242.0193\n", + "[iteration 0450] loss: 244.3985\n", + "[iteration 0500] loss: 242.4044\n", + "[iteration 0550] loss: 243.0732\n", + "[iteration 0600] loss: 242.6161\n" ] }, { "data": { - "image/png": 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", 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JiIgcj+FEgtGEiIjI8RhOJJoqnCiZXoiIiOyO4USiqdE6Sjb7EBER2R3DiVSTlROGEyIiIntjOJFoKnswmxAREdkfw4lEU9mDlRMiIiL7YziRaCp8sEMsERGR/TGcSDQ9WofphIiIyN4YTiSaGq3DbEJERGR/DCcSTYUPF7brEBER2R3DiQ3YrENERGR/DCcSTQ8lZjghIiKyN4YTCfY5ISIicjyGEwmeW4eIiMjxGE4kOAkbERGR4zGcSDTVp4ThhIiIyP4YTiSaih7MJkRERPZnUzhZsmQJ4uLioNVqodVqodPpsG7dOnH9iBEjoFAoZJfp06fLHiMnJweJiYnw8PBAYGAgnn/+eRgMhrZ5Na3EeU6IiIgcT2XLxmFhYVi4cCF69OgBQRDw+eefY/z48di/fz/69OkDAHj88ccxf/588T4eHh7idaPRiMTERAQHB2PHjh3Iy8vD1KlT4erqijfeeKONXlLLcagwERGR49kUTu666y7Z7ddffx1LlizBzp07xXDi4eGB4OBgi/ffuHEjDh06hE2bNiEoKAj9+vXDggUL8OKLL+LVV1+FWq1u4ctoHyZBcPQuEBERXfda3OfEaDRi1apVKCsrg06nE5evWLECAQEBiImJwZw5c1BeXi6uS0tLQ2xsLIKCgsRlo0ePRnFxMbKzs60+V2VlJYqLi2UXRzCZHPK0RERENxSbKicAkJWVBZ1Oh4qKCnh5eWH16tWIjo4GAEyaNAmRkZEIDQ1FZmYmXnzxRRw9ehTff/89AECv18uCCQDxtl6vt/qcycnJeO2112zd1TYnsHJCRERkdzaHk169eiEjIwNFRUX49ttvMW3aNKSmpiI6OhpPPPGEuF1sbCxCQkIwcuRInDx5Et26dWvxTs6ZMwezZ88WbxcXFyM8PLzFj9dSJmYTIiIiu7O5WUetVqN79+6Ij49HcnIy+vbti3fffdfitkOGDAEAnDhxAgAQHByM/Px82Tbm29b6qQCARqMRRwiZL47APidERET21+p5TkwmEyorKy2uy8jIAACEhIQAAHQ6HbKyslBQUCBuk5KSAq1WKzYNOTNWToiIiOzPpmadOXPmYOzYsYiIiEBJSQlWrlyJbdu2YcOGDTh58iRWrlyJcePGwd/fH5mZmZg1axaGDx+OuLg4AMCoUaMQHR2NKVOmYNGiRdDr9Zg7dy6SkpKg0Wjs8gLbFtMJERGRvdkUTgoKCjB16lTk5eXBx8cHcXFx2LBhA+644w7k5uZi06ZNeOedd1BWVobw8HBMmDABc+fOFe/v4uKCNWvWYMaMGdDpdPD09MS0adNk86I4M1ZOiIiI7E8hXINDUIqLi+Hj44OioqI273/S+aVfrK7z9XBFxiuj2vT5iIiIbhTN/f7muXVsYGLphIiIyO4YTmxw7dWYiIiIrj0MJzbgUGIiIiL7YzixAVt1iIiI7I/hxAasnBAREdkfw4kNmE2IiIjsj+HEBgInYSMiIrI7hhMbsM8JERGR/TGc2IB9ToiIiOyP4cQGggBcgxPqEhERXVMYTmzEbEJERGRfDCc2YtMOERGRfTGcNMPoPkHidXaKJSIisi+Gkyb8KT4M//pTX/E2KydERET2xXDSBIUCUCoUjt4NIiKiGwbDSTNIw4mlyonBaMLfV2fhx4xz7blbRERE1yWGkyYYTTXVEzNLfU5+zjyPFbty8OyqjHbbLyIiousVw0kTrlYb6oWThunkUmlVO+4RERHR9Y3hpAlllUZZs45gargN+6QQERG1HYaTJpRXGZrsc8JsQkRE1HYYTppQUzmpu20pnLByQkRE1HYYTppQXmWAQlY5abgNswkREVHbYThpQmmlEQDE6okAS806TCdERERtheGkCeVVBgB1AcTSBLHSZh+etZiIiKh1GE6aUF4lr5w01efEwJPvEBERtQrDSTOZKyeWsoe0cmIwMpwQERG1BsNJM4mVEwvpRNrnpNpkYSIUIiIiajaGkyb0DtECqGu6sdSlRNod1sjKCRERUauoHL0Dzio+0g/De3TEA4PCANSFE0t9TqRLWDkhIiJqHYYTKwK81Hg2oYd4W9FIh1hpUw/7nBAREbUOm3WsUEA+d4nYrFN7e03meazY9QcAwCgwnBAREbUVVk6sqD+vmvm2IAgQBAFPrdwPABjeo6OscsJmHSIiotZh5cSK+uFEKRlKLJ3LpLiiGkY26xAREbUZhhMrGjbr1PxrEgRUGkyy7aR5xMDKCRERUaswnFjToFmntnJiAqoM8gBilAQSVk6IiIhah+HEivqn8pNXTozicqNJgFGSVVg5ISIiah2GEyvqn2lYOgmbtHJSZTTKhhdXs3JCRETUKgwnzSSdhE3a56TKILBDLBERURtiOLGifrOOuZByKK+4XuXEJAsnHEpMRETUOgwnNprzfRYulFSKt6sNJlZOiIiI2hDDiRX15zmRNuWcK7wqXq8ymmQzxBpZOSEiImoVhhMr6jfrVFTVjdAxSIbnVBtN8hliWTkhIiJqFYYTK+qP1imvrgsnZZKgUlm/WYeVEyIiolZhOLGifuVEGkBKKgzi9ep6zTqsnBAREbUOw4k19dOJRGlltXi9yiBv1mGHWCIiotZhOLGii7+n1XX1KycGNusQERG1GZWjd8DZrHpiKDYdysfjw7ta3aZUEk6qDCbOEEtERNSGGE7qGdrVH0O7+je6TUmlJJwY5TPEcigxERFR67BZpwV2n74sXq8ymGQn/mPlhIiIqHUYTlqp2ihv1mGHWCIiotZhOGmlKs5zQkRE1KYYTlqpuv6J/1g5ISIiahWGk1aqf1Zi6dT2REREZDuGk1aqMshniJXOeUJERES2Yzhppfon/mOfEyIiotZhOGmmJ0d0s7i8QeWEfU6IiIhaxaZwsmTJEsTFxUGr1UKr1UKn02HdunXi+oqKCiQlJcHf3x9eXl6YMGEC8vPzZY+Rk5ODxMREeHh4IDAwEM8//zwMBkP9p3I6L4yJwjRdZIPl1fUmYasysHJCRETUGjaFk7CwMCxcuBDp6enYu3cvbr/9dowfPx7Z2dkAgFmzZuHnn3/GN998g9TUVJw/fx733XefeH+j0YjExERUVVVhx44d+Pzzz7Fs2TK88sorbfuq7MRD03BC3fpDiSvZIZaIiKhVbAond911F8aNG4cePXqgZ8+eeP311+Hl5YWdO3eiqKgIn332Gd566y3cfvvtiI+Px9KlS7Fjxw7s3LkTALBx40YcOnQIy5cvR79+/TB27FgsWLAAixcvRlVVlV1eYFtSu9QdrqTbapp56o/WYeWEiIiodVrc58RoNGLVqlUoKyuDTqdDeno6qqurkZCQIG4TFRWFiIgIpKWlAQDS0tIQGxuLoKAgcZvRo0ejuLhYrL5YUllZieLiYtnFEdSqusPl4+4KoOGJ/xhOiIiIWsfmcJKVlQUvLy9oNBpMnz4dq1evRnR0NPR6PdRqNXx9fWXbBwUFQa/XAwD0er0smJjXm9dZk5ycDB8fH/ESHh5u6263CY0knGjdasJJ/UnYGE6IiIhax+Zw0qtXL2RkZGDXrl2YMWMGpk2bhkOHDtlj30Rz5sxBUVGReMnNzbXr81nj6mKhcmI0QTpAp4p9ToiIiFqlYQ/PJqjVanTv3h0AEB8fjz179uDdd9/FxIkTUVVVhcLCQln1JD8/H8HBwQCA4OBg7N69W/Z45tE85m0s0Wg00Gg0tu6qXWlrw0m1QT7PCSsnRERErdPqeU5MJhMqKysRHx8PV1dXbN68WVx39OhR5OTkQKfTAQB0Oh2ysrJQUFAgbpOSkgKtVovo6OjW7ordSZtvpJUT6aywlQZju+8XERHR9cSmysmcOXMwduxYREREoKSkBCtXrsS2bduwYcMG+Pj44LHHHsPs2bPRoUMHaLVaPP3009DpdBg6dCgAYNSoUYiOjsaUKVOwaNEi6PV6zJ07F0lJSU5XGbFE2vHVXe0CALhYWoWLpXUjjVg5ISIiah2bwklBQQGmTp2KvLw8+Pj4IC4uDhs2bMAdd9wBAHj77behVCoxYcIEVFZWYvTo0fjwww/F+7u4uGDNmjWYMWMGdDodPD09MW3aNMyfP79tX5WdSCsn0mHFUgwnRERErWNTOPnss88aXe/m5obFixdj8eLFVreJjIzE2rVrbXlapyFtvpEOK5Zih1giIqLW4bl1Wsha5aSSlRMiIqJWYTixwaTBEQjWuuGRmzrD1VrlhOGEiIioVWweSnwj8/NUI23O7VAoFFZDSJXRBEEQoFAo2nnviIiIrg+snNjIHDpcXSyHD0GoOVMxERERtQzDSQspFArrI3bYKZaIiKjFGE5awVr15L4Pf5cNOyYiIqLmYzhpBWvDiY/llyLzbGH77gwREdF1guGkFVyU1g+fkh1iiYiIWoThxE7Y74SIiKhlGE5axXq/kvIqngCQiIioJRhOWkFyHkCM6RMsW1deaWjnvSEiIro+MJy0grRu8p8p8bJ1Zc2onPyYcQ4Jb6XiREFpG+8ZERHRtYvhpBUEobFmnaYrJ8+uysCJglK89F1mW+4WERHRNY3hpBUam8nElj4n7J9CRERUh+GkFRopnNjU56SREclEREQ3HH4ttkJjzTrN6XNi5sI5UYiIiEQMJ61QP5q8fm+MeL05fU7MeAZjIiKiOgwnrVEvnUweEom5ib0B2NaPRMlsQkREJGI4aQVLjTqeGhUAoKzSlnDCdEJERGTGcNIKlvqceKhdANjWrMNwQkREVIfhpBUsVU481LWVE1uadfi/QEREJOLXYitYGqzjWVs5ucrKCRERUYswnLSCYKF24tHMPifSJiGGEyIiojoMJ60Q4KVpsMyzmX1OKg0m8TqzCRERUR2Gk1b4ZOpA9A33xfLHhojL3GvDSVN9TqThhJUTIiKiOipH78C1rHeIFj8mDZMt86ztEFtlMMFgNEHlYjn/VRp4Ph0iIiJLWDlpYx4aF/F6ebX1AFJZXVc5MZhMVrcjIiK60TCctDG1ixKq2ilfyyoN+Hj7SaQeu9BgO2mzTrWhsfMbExER3VjYrNPGFAoF3NUuKKkw4Ju9Z/FWyjEAwJmFibLtpM06VUZWToiIiMxYObEDc7+THzLOWd1GVjlhOCEiIhIxnNiBud/JqQtlVreR9TkxslmHiIjIjOHEDsyVE6nSSvm8J9JmHXPlZP1BPd7ffNziOXuIiIhuFAwndmCe60QqZt4G7Dp1SbwtbdYx9zmZvjwd/045hp2nLtt/J4mIiJwUw4kdeFoIJwCQvO6IeL2xPieXyirts2NERETXAIYTOzCfX6c+aWNNZbW0WUeQNeWYhyITERHdiBhO7MBa5UR6GmPp8OFqo4nT2RMREdViOLEDDwsdYgHAJCmdFF+t6yBbbTThquRcPC6snBAR0Q2M4cQO3FwtV04EScNOfnGFeL3aKMimun9383GcKCi13w4SERE5MYYTO7DWZ0Q6QlhfVBdOjCYBZZKhxplni3DH26l22z8iIiJnxnBiB/f074SBkX74z8MD0CPQS1wuCyeSygkATPvvbtltTnVCREQ3KoYTO+ge6IVvZ9yEMTEhULnUHWKTYLlZBwDyiuS3iYiIblQMJ3ZmabZXo0lAQQnnMiEiIrKE4cTOpNUSQ+1wnUullTCaBHBQDhERUUMMJ3YmHT5sHi6ce+UqACDQ2w0aFf8LiIiIpPjNaGfSyklZVc2InBMFJQBq+qaoXfhfQEREJGV5tjBqM9IuJ4Xl1XjgozRcKasCAPQI8sKhvGKA3U+IiIhEDCd2ZjTJO8TuPl13xuEegd5wtzJhGxER0Y2KbQp2ZmpkwpKeQV5wc+V/ARERkRS/Ge2sscnUgrRucLd2ksA2VmUwYc+Zy6iWnHCQiIjIGTGc2FljlRMvjarRZh1Lc6S01Ms/HMSf/pOGNzccbbPHJCIisgeGEzsL8NJYXeepUVk9SSAAVLVhleOrvbkAgI+3n2qzxyQiIrIHhhM7e3tiPwyI8IWXRt73WO2ihFqlbLRyUmVoOpwUV1Tjpe8ykXbyEi6XVeEvn+/B+oP6Vu83ERGRozCc2Fn3QC98/+QwTB4SIVvuoakJJdI+J8O6+8u2aU44+WDLCazak4uHPtmJ97ccx6bDBZi+PL0N9pyIiMgxGE7aiZ+nWnbbU11TSZFWTkJ93GXbVDYRTqoMJmTkFoq3L9fOn0JERHQtYzhpJ/WbbzS1Q4ilfU683ORNP01VTiZ+nCabN8VDUoWpP7+KPVQZTPj1+AVxWn4iIqK2wHDSTob37Ci7bT7nn7RZx9vNVbZNYx1iTSYB+3MKra6/WGr/aWcXrT+CKZ/txgvfZdr9uYiI6MZhUzhJTk7GoEGD4O3tjcDAQNxzzz04elQ+NHXEiBFQKBSyy/Tp02Xb5OTkIDExER4eHggMDMTzzz8Pg8HQ+lfjxLoEeGLT7OHibaWiJp5IKyqe9eY8KSi2HjDOF11tsOz0xTLxel5RRYv3tbk+/e00AODnA+ft8vgV1UZ8tScHeRZeKxERXb9sCiepqalISkrCzp07kZKSgurqaowaNQplZWWy7R5//HHk5eWJl0WLFonrjEYjEhMTUVVVhR07duDzzz/HsmXL8Morr7TNK3Ji3QO9xeuWwom63hmKH/5sF3acvCjeXrU7B/3nb8S+nCuyIGJ28kLdMv118IX+4dYTePG7LEz4cIejd4Wc0NLfT+O5rw+0SxMmEbUvm86ts379etntZcuWITAwEOnp6Rg+vK4q4OHhgeDgYIuPsXHjRhw6dAibNm1CUFAQ+vXrhwULFuDFF1/Eq6++CrVabfF+15vabCJr1nG1cIbiSZ/sQtaro6BQKPDS91kAgBe+zcSJgtIG214oqau0nC+0f+XE3jYeygcAnG+HKhAAVBqM2PdHIeIj/RoERXI+r/18CABwZ1wIbosKdPDeEFFbatUncFFREQCgQ4cOsuUrVqxAQEAAYmJiMGfOHJSXl4vr0tLSEBsbi6CgIHHZ6NGjUVxcjOzsbIvPU1lZieLiYtnleiH9ElRbCCcAsPT3M/imdhI1ABaDSX2WKivUuAVrDuGhT3Zi0fojjt4VaoL0NAylldd3kzDRjajF4cRkMmHmzJkYNmwYYmJixOWTJk3C8uXLsXXrVsyZMwdffPEFHn74YXG9Xq+XBRMA4m293vLkYcnJyfDx8REv4eHhLd1tp6GoLZ24mEsoqBvBU9+azPP4cneOTY9/OE8e4FyUdc/T1Pl1qgwmVBrqRuDoiyrwt9VZ+OPStRN4jCahWdP/7zx1CWPe2Y7Ms4VYvrPmGJv70jRm9tcZmP5FepueYqAtGYymFu2b0SSg6Gq1HfaobRWW1+2j5E+I6LqxL+cKblm05YadVLPF4SQpKQkHDx7EqlWrZMufeOIJjB49GrGxsZg8eTL+97//YfXq1Th58mSLd3LOnDkoKioSL7m5uU3fycmZP0+Vkv+BhN5B6NrRs8G2x/JLcSy/tMGHsLeb9Va5I/oSmCRt8dIQdLG00uoXl9EkYMw72zHq7e0w1IaYiR+nYeWuHPzfNweaeFWW/X7iImZ9lWF1HhbzvpRUVOP2f21D0op9LXoes0qDEQlvpWLixzstPtfvJy7iUu1opgc/3okj+hLM/rr5r624ohrf7zuH9dl65F62b9+eY/kleHPDERRXND8wVFQbcfu/UzH5011Wt7li5f9i1lcZGPiPFJyprbwtWn8Ef1udhdzL5Ra3dxTpe6mkgpUTuv5M/yIduZev3rCTarYonDz11FNYs2YNtm7dirCwsEa3HTJkCADgxIkTAIDg4GDk5+fLtjHfttZPRaPRQKvVyi7XOnMoUUpCg6dGhc2zb5Vt1zuk7rXe1M0fPQK9xNtdO3rBmtJKA3IkXyjSExDqkrfg7z8ctHi/vKKrOHWxDH9cKoe+uAIGowl/XKp5HOnQZWllRaVs/Kfr5E93YfX+c/hw64kG655dtR9j3vkVFdVG/H7iEk5dLMMvWXkoKJb3MzHZ0Okx+3wxTl8sw+7TlxuU/Ncf1GPyp7vwwEdpso6UFdXyuVr25VzBhCU7sD/nCk5dKMWsrzJwoqAEAHBR0rfH3lWGexb/jsVbT2LBz4eaXQnJPFuEnMvl2FF7SoP6lv1+Gv0XpODnA+cbPOZPB86j2ijgv7+fxqXSSny47SRW7srBC98613Bx6esqvgYqPTeC9zcfx61vbm3wt0stc6EdpoNwZjaFE0EQ8NRTT2H16tXYsmULunTp0uR9MjIyAAAhISEAAJ1Oh6ysLBQUFIjbpKSkQKvVIjo62pbduSb936iecFEq8NrdNU1hinrlEOlttYsSIyUd/QZ17oBI/7rKSreAuusPDqpr6uoTWhNoRvxrG/698SgMRhMM9b7cN0hKhcUV1Th5oaYfi3QI8qXSKmw5Uvf/FKR1q7lvth6TP6n7Va6sDSfZ54vw7qbjqDKYYDQJDSo0l8vlX5Qmk4AfM87jaH4Jth29gDOSZqNfj1+E9HuzpF7IqDQYrQaWS6V1z3PuylVZE89PtcOeT14owxF9XdPX2SvyCsikT3Yi/Y8rePrL/Xjok51Yvf8cnlq5HwBwUfL4luaTyS+uaLOJ6cprH+eb9LN4dNmeZt1HGhwHLEjBxmx5WfjV2o6k5tdmPjbS41lWaZQdE2frw3RF8l6yZ0C8UlaFyZ/uxLfpZ2XLTSbBpsB8I/h3yjH8cancIScXNRhNeGvjUfHvu6UEQcDfVmfh3U3H22jPWrMvjt4Dx7IpnCQlJWH58uVYuXIlvL29odfrodfrcfVqzYfYyZMnsWDBAqSnp+PMmTP46aefMHXqVAwfPhxxcXEAgFGjRiE6OhpTpkzBgQMHsGHDBsydOxdJSUnQaKyfwfd68dTtPZD92mjER/oBAAK9rb/m+Eg/TLups3h7cOcO6OzvId7uLAknSbd1R68gb4zo1REjetVN+Pb+lhPYJZlF1uxSWRVe+PYAKg1GzP4qAwlvpWLHiYs4X1j3hTT76ww88UVdSVFfXIFqowl//SIde/+4Ii43h5HxH/yOtzcdw0vfZ2L0O9sx8B+bZB8W3+87h49S65r3LpVJv2CqcETST2ZtVh7+uFz3hfjD/nPIPFsIAMjILUSfVzbgnc2WP0DOXqmrGJ28UIqEt1Jx35IdDaoE9b9wzFyUClRUm2of6yrya+ebOZZfWzmRBBLpCCkAOHiuCLcs2oonV9Qct12nLiF+QQp+zDhn8blsse3ohQYVHgAoqzTIXlv9wGQOVZbsPHVZ/IUmDY+nL5Zi1tcZ4u38koom+yq1J/l7p/FwYmvfG0EQcKKgBDtOXMSQ5M34/cQlWZOm0STgzvd/w53v/wZjbUhx1r5HjlBW1XbNbCaTIAvb1qzak4v3tpzAM1/ub9X/xbH8UqzclYO3Nx2z+LdmK6NJwLH8EgbZFrApnCxZsgRFRUUYMWIEQkJCxMtXX30FAFCr1di0aRNGjRqFqKgoPPfcc5gwYQJ+/vln8TFcXFywZs0auLi4QKfT4eGHH8bUqVMxf/78tn1lTkw6Zf2QLh3w7Mge+GBSf3HZdzNuwt19Q/HOg/3Q0VuDj6fE4/nRvaDr5o9ISTgJ0tYFm47eGqyfeQuWPToYw3vIZ6O11vfg671n8UXaH9h0uACCADz15X4sWl83qZ503hSg5g/N2kih0kqDWJ35ft85cbsPt8r7GiWvO4IfM85h3Lu/4okv9orLcy9fxeG8EvH25iMFYkAAgHk/ZeOhj3fCYDRh3o8HYTAJeM9CODl5oVQcYgoA/0k9idMXy7A/pxCF5dWy5q2lv5+x+FqkzT1aSb+ekNpzH0kDSf3S6wvfZqLKYMLWoxdgMJrwyNI9uFRWhWdXZVh8rs93nMH8nw+J/XuAmial5785gKLyhl+6Z+p1St6YrUff1zYi4a1UvLf5OAxGU4PA1NhMwwBwPL/m/0o66d++nEKckvz/CwIw6u3tePjTXeLxKSqvxgdbjov9d5pDEAQ8uSIdkz7ZKb7mwvKqRr8IXvs5GxM/SpOFEGmfGWmlrL5nV+3H4Dc2N3vG5HOFV/HgxzuR8NZ2TPp0l+wUEuYvmJzL5TiUV4xDecU17+X3fsWYd34VX0/N7M1XZGHugy3HkbzucJNfnIIgIOtsUYMvZEEQ8Nvxi20yMkkQBNn7bdvRAnyw5ThOXyxD8trDDd4/zSGtFJraMMMu2nAUvV9ej4PnihrdbtWeugEDFxt5PzTlUlnda29JPytBEPDVnhyxCXjJthMY9fZ2fNTMatKB3MJ2md37WmDTPCdN/WGFh4cjNTW1yceJjIzE2rVrbXnq65ZCocCsO3rKlsVH+omVFQAY1ScYo/rUXA+sbVoBgOgQH/G6RqUUm4TiI/1wc/cA/HaibgI3swcHhWPVnroOxf/45bB43VqH1fS5CXjw4504XlCKf/xyyOI2fV/baHH50fySBsssfVHvPnMZxwoabitVVmXEobxiFEs6QKYeu4CoYG9syNZjwoAwzP5K/tiZZ+s+1HKvlDf44PJQu4hNJ5ZIn8scBqVNX9IPkkullTgkqf4cPF+Mq5Iv3WqjSTaXTaXBiHk/1QyfD/V1w19u6Yqi8mrcVzvpnNLCMJSTBWWICtairNIAhQJiZevkhTK8lXIMb6Ucw+AuHRrcr6i8Gj4erhYnLDuWX4KO3hqMe+9Xq8cBqGnaOX2xDHvOXMbQrv546ftMrDuox+YjBegS4AlvjQoV1SYE+7g1eE+bpR67gLVZNc1MZy6VQ6NSYuy7v6JfuC+WPjoI/9l2EtGhWozsXTOCTxAEMUS+9F0mljwcD0D+Xl2frcerP2Vj3l3RsmZRc7MhUDOB4VO395Dty6Hzxdh4SI///nYa4/t1QnSoFnNq5xKyRF9cgSCtmyygSztS/5KVh6hgLT7YegI/HziP50f3QtJt3VFUXo1/bTwGAPhTfJhsMsb65q85hKW/n8E0XSTm3hmNrUcKMKhzB/wv7Q+8vekYHhocgeT7YmX32XXqEj797TQ6+3vgxTFRUFmZksDsf2l/4LWfs/HZI4MwuHMHPLK0prnQvI9nr1zF4skDGn2M+gpK6v4mss4VYcbydMy+oyd6BFl/rYIgNGjWlqo2mvCf2krrsh1n8K8/9bW4XX5xBQ6eq/u7++NSGTo2UpGur6LaiIkf70SojxtG9akbSXr6Ylmj+2/Jhux8vPhdzXvodPI48Zj+c/0RzBjRzer9BEGo7eeWhjA/d/z6wm2y9Qajqcn/1+uNTeGEHK+7pENsTCct3rg3Fh081bI/cpWLEsv/MgSdX/pFdl8vjQoLJ8ShsLwa67ObNzxtXGww/L00uDMuFG9vOobfT1xqmxdSj/kEhv3CfeHmqsTOUw2bogDg7g9+l92e9t/d4vXlO//AsXzrc8CcvFCKvEJ535LoEK2siaoxLkoF1mXliR+YQE0V5e2UY7hQWgl9vcni7lks39dBr2/C9hdug7urC97ccFQWPv7xy2Gs2JUj69uRndfw12LSyn144VsXlFUZMay7v8X93G2hGa/v/I1Ivi/WYjiRVpqaY8m2k+gf4Yt1tf2W9ucUNjjP0/3xYQjvUFPleyvlGN7bfBzuri6ysHaxtBJbjxagtNKA305cxMxVGfglKw8uSgUOvjoaFdVGWfVh3UE90v+4AqNJwLqDebLnW7bjDG7q5o9RfYLx4bYT2HvmCiZK+mF9tP0UQn3dUVBSiam6SHy5OxcL1tS97i92/iFer7+fZtuOXsA/fjlkNczWD91vbjiKT349JZu/aF2WHtuOZUEQBLz7YH/8sP8ciq5WY3y/Tli04Qh+PV7zg+LztD8Q5OMmq2QCwJe7czDvrmj8L+0M7uobCg+1Ck99uV+sdkSHanFv/7pBCnlFV/H0yv3oEeSF5PvikFd0VQzET/xvLxaMj0F9vx6/IF4/daEUT67Yh/H9OjX4cr1YWgkfd1e4uihRIKm2mKtKB3ILMXFQBAZ36YChXTvgh4xz0BdV4nh+CW7t1RGzvz6A5HtjcVtUID7cdgJTdZ1hEgS8+lM2qgwm3Nu/k/iYliaoNBhNmPdTNlbskk+zMH15Ov5xTyzGxATjzQ1HcDivBB9M6g8PtfzrThAEbDyUj+Kr1TiQW4gDuUBEh7rKtHkggNml0kqoXJTwcXeFIAj4bt85DOrsJ+sHuC+n7rNkz5nmfa4YTQKeWbUfv2TWvKfPXpFXkQGg8Go1ArzqApcgCEg9dgECgNt6BaK00oAnV+xDn1AtXhwTJdvu4LliTPpkJ2bd0ROThkTAzdUFb6w9jMN5xVgwPga/Hr+ABwaFQ6OSnz7F0RTCNdhYWlxcDB8fHxQVFV0XI3ds9dOB8wjwVOOm7gGNblc/nPh7qpH+8h24UFKJVbtzcLygVOwT8shNndEjyAuv/XRI1gzw9sS+uLd/GARBwOh3totf/l4aFSYNibDa+c3NVQk3VxfZfBTNMTexN8bGhuD+JTva5fxADw0Ox48Z51FeZYRapWz0TNC9Q7QQBAFH9HUfHB29NY2WwdUuSnT01uBcbSi6u29oTahc2/YTvXlpVHaZkMxTXROGbBHi44YXx0Thpu7+GPz6ZovbJN3WDesP6hs0HwJAB0+11UqeSqlo0MHbbOLAcHy1t+VTDbi7umDP3AT8knle/AXsbMb0Ccb6bD28NSr89dau4q9zoOa4D4j0w9nL5RjUuQO+2pMrdib//smbxKpcYzr5uuP3l27HxdJKTPpkp/g3v+zRQegf7gcvNxXWH9TjmVX7kRgbgrmJvfHx9lONzg80MNLP6o+A2E4+yGqi2ca8X3MTe2N/biF+O34RPu6uSDvVvB9L/7gnBpMGR2DvH1dqmoAE4Pv9DfuB9Qj0wvHaythDg8NRZRDg4+6K3iHemPdTNtxcXfBj0jBkny/C9OX7oFIqMCYmGB081bg9KlCsQpnv/+Xumveit5sKWa+OblAt2n7sAp5dtR9XmvicnDgwHLFhPjAYTXhwcATe3XwcS7adhEIBPHVbd7y/pW4k5JMjumFQ5w7IPl+ED7aekDWPWzNhQBjUKiXu6huCm7oFIPt8EdJOXsIDg8KhrXdC2tZq7vc3w8l1rH446eCpxr6X75Atyy+uwNd7cvHQkAgEeGlQVmnAe5uPi22kh+aPFn9x/H11lvgrZctzt6JrR68Gz/HS2CgYTQLiwnxwtcoo61Brzb39O2F0n2BcLK3ExEHhcHVR4uyVctz8z63iNi/fGY19OVew69Ql/GlgOG7uHoBNh/Mt9htZML4Ppug649SFUigVCsz8KgMZuYUWn3tuYm8k9A7C4bxijIkJxr0f7hC3rd801tFbA4PR1OgHSUwnLSYOisDLPxyE1k2Fdx7sh0GdO2DFrhwsXGc5kIzuEwRfdzWiQrwR0cEDb244KgtA5mP0+4mLsl+oZg8MDMPr98bC1UWJJ/63V5z232zpI4PwwneZDUJUdIgWAd4abD92AdbMH98HPu6ueO7rAxjfrxOUipqRQ5b8kDQMX6T9ge/2WV7fGvXDypg+wfjzzV3wwEdprX7svuG+OFD7f/7ITZ3x6t01bahZZ4tw1we/tfrx6wvWukHfyHBb6RckUFO9jArW4qPUk1ZD4vzxffDpr6dl0wfU5+2mavacMEm3dUPm2SKxkiOl6+ovCwVNhXp7C/DSYFh3f4T4uMuqmvYyLjYY3hpXm0Pw/fFhWH9Qj9fvjcH4fp2wNisPz3y532rQdpRgrRvC/Nyx948reGBgGBbdb7k5raWa+/3NZp3r2Ly7omUle0u/RIO0bnh6ZF1bvKdGhWcTeuBEQSkSooNkpdD748OwYlcOooK9G8yxEunvgW/+qkOAl0YcWgwAPyYNg764An9tJKQM7doBY2Lkc9yE+Xlg+/O3wU2tREmFAd06euExyIeuD+segC1HCsTy68BIP3Tr6IXJQyIB1M0Dc0d0kCxwPDw0AtOX10z01ifUB50DPMWRT/PuisbH20+ha0dP/N+oXii6Wo3zhRUY996vsi/3f06IxZJtJ3Gm9rlvjwrEc6N6ok9oTT+gu/uGwkPtIpajp9/aDVsOF2D3mYZNLqOigzEhvq4UH+bngdHvbBdvm78wL5dV4dGlu3HgrPxXZqS/p/g8cxOjcSy/BGculaNrgCdm3tETt0UF4rNpA/H6L4ex6/RlqJQKzB8fg0lDIgDUjPbx1KhQUW3E1iMF2HX6MpbtOAMAmKrrDAAYFxsCVxclDp0vloWT72bo8Omvp6FUKhDXyQfdAutK3C5KRbNOytclwBMPD43E4bxi7D1zWTymSbd1w+LaDtX9wn3h4+6K1fvP4daeHfHOg/2gUSkxTReJzgGeeP2Xw7IP+b+NixKrU1HB3rKw1zXAEy/fGY1begRAQM0EhS9+lwlXlRJ/T+wtbhcdqsXQrh0gCEBBSaWsyS22kw+ulFdhbEwwfD3UeHODvPnFbHDnDg3+z398ahje23wcB88VNfi/7BHohdfu7oNJtZ3Y1Sol3n2wP1xdlPD1cMUrPzY8xYfWTYU/xYfjpm4BSHjLep8/czC5Pz4MT93WHWsP5iH16AVMGBCG19celnU4XizpyL5oQhwyzxXi671nUWUwNahWWAomjw7rjCqDCZfLqsTmP0t8PVzF6qpGpUSlwYTJQyIwVdcZ+3OuINTXHVMlTbdAzYzA/cJ9kX2+GBoXJX56ahhCfd1RUjtRYUW1UXz/NofWTSXrW9aUg+eKoXKxfVpi8+jAf208Cq2bK57+cn/NKMd+oZg0OMLipJG2GBDhC5WL0mKzri30xRVieJ4ytHOrHqs1GE6uY48O64K7+4Zi8BubbTpzq4dahc8eGdRgef8IP/yQNAyhvnWdcs1fQONiQ2Sddc36hvtCa2GOjNt6dcRTt3dH6rGLSIwLtbgfEbUjkxrpPwg3STvpN9N1FjvYTR4SgV2nL2PCgE4Y36+mHXvN0zcj82wRhnaVdx7tH+EndroEAF8PdYNfmz7urpg4KAK+Hmo89/UB3B8fhlfujJaFMh/3hqXQvyf2xnPfHMA9/UKh6+aPFTtzEBXijbv6yl9/Jz938fod0UF4aWxNG3IHTzUeGdYZs76Sz2YbJtk+wt8Dm2bfirJKI3w86vYhLswXX/1Vh/ziCigVClmHQU9NzceAm6sLxsaGYERtG/aYPnWB0Rx+egbVhdLEuBDER3ZAfGTdMbytVyAWrT+KrgGeCNK6iV9kc8ZG4feTlyxWaUJ93fDYzTXBc4wklD05orv4JalUAP+cEIdpN3VGbCcf8XQMr9X2megZ5I2TF0oxLjYEO05ewtiYYIT7eeDNjUfx9sR+2JdzBfN+zMbnfx6MYRaaQ9+00NnSRanAqid0AIDfjl/Ew5/VBIZNs4c36NQa6e8hDtm+t38nbDlSgKKr1birXyiSJ8Tit+MXUV5lRL9wXwRp3fD6vTWdWv/722nMr+37snHWcPQM8obRJKCTrzvOF13FC6N7ice+/ig8AHhieFeM7hMEd7ULugd6WQxDUt4aFd68Pw4KhQJPjuiOJ0d0BwCMjglG2smLYmg3c3d1wf3xYXhgUDjmJkbjk+2n8O+UY+JjmZuM4iP9EOzjhnExIegW6Imo4JpfxCaTgIyzhXh65X5cKqvEg4MisCbzPFxdlFj66CBEBWtx5mIZOnipGzQf9Ar2lo0qWvroIAiCAH9PDfqG+6KwvApVRhMCvWs+d7zdXPHS2ChcLqvCmsw8dAnwwPzxMQjw0mDQ65sA1FQF1jxzMzYdykdCdBC8NCqYBAHbj11o8Nrr2/p/I3Dbv7aJ1SmFAugdrBU7wU8ZGolgHzd4qF3wY8Z5q9Xa3MtXxTmL7hvQCW/e31c2ilB2DIK8GwwqmDI0EtVGE8b364QXvjuA3MtXMXFgOP55f810HWevlGPcu78i1Ncd/SP8sGpPjmzOlKhgb6x95hb8O+WoLIQCwIJ7YpC89jDKq4wY3KUDYsN84CgMJ9c5fy8Nunf0sjhqpiX6hfvKbv+YNAybDuc32hNda2Ga/QERfg2+2FpCelZnaz3/fT3U+N+fB8uWxXTyQUyn5v3heajlHcUW1o6WGN0nGHfMC5KFksb0DffFJskMwNZeu5em7ng9O7KHbOh5v3C/Btv3qPdFqXJRwsfDcs/+IAsBsj53tYvVkREqFyXujAvBuoN6zLi14f957xAtfnnmZoT4uOO9zcfFcDKqthnml8w8XCytlI0S6xVUV9od0SsQR/Ql6OTrLoYmoGYuE7VK2eD9Zzase4AYOu6uDXtjY0MwNjZE3C9zRa0lBnb2Q5ifO1xdlOgs6QBpdmdcqBhOFApg9ZM3YV9OISYM6ASFQoFuVmZzvj0qEAvXHUFUiDd61o4McVEq8N2Mm1BaaZB1gO8c4ImIDh7il+PaZ25BdKi8LL7k4QHYcqQAd/UNRdTLNWeRD/NzR6WhZoj5g4PDLf6d+Li7YkxMCO6IDkKKpFnQz8NVfH+7ubrg6ZE9EOLrjn05VzAroSce+mQnThSU4u+JvTEgouF7U6lUYECEHzbMqjlrvZdGhVfujIZREMTQJZ2vqT6VixLJ98Uir/AqRvTsKNt3Xw/LZ7Dv4KlG2pzboai9PwA8M7IH3tt8HK/fWxNWHhwcIbvPmJgQLLo/Dv9LO4OkEd0xo94pNMb3C0Vnfw9ZZ+n+4b5Y8ZehuFJehVBfd9n2OZfLG4ST2E4+iAvzEZvGuwd64Y17Y+GiVMAFCmx//jaUVRlw6kIZzhdeRaXBiClDO2P21xnYLJkMc8E9dZ2YN8wcjj1nrmBw57rPkjA/D+z820i4uijh6qLE7Dt6iuEsxMcN30zXQalU4P9G9cLYmBB0DvDE5zvOILyDB+7uG4q74kKw/fjFBj/c2hvDyQ1g0pAIzPspGyE+TX8x2ao5X/Lekl9EDw4Kx4mCUtw7oFMj92i+l++Mxv3/2YG/3Nz0bMUtJf2SjPT3EL/wADQ7mNhq/cxbcLm0qsGx7RLgie+fvAk+7q64WlUzi2v9Lyh7W3R/HF4aG4UwPw+L681NW9KQFdHBAy5KBe7p3wlfpJ0Rl9/bvxNm3VHXrDgzoQf8PdW4u19NwDB3pJwwoPHTZNibm6sL1s8cDqUCVod0ThwYju/2ncWMW7uha0evRk8vYdY5wBObZt8qq3IBQLCVv9XhPQPEE1RKK2xm/l4a/Gmg/MSoggB8N/0mfLvvLB6/pfG/kw8m9UdZpREDFqQAgMVRS/fHh+H+2mbI1U/ehLNXrspOs2GJ9L2gVCqgRPP/bh6qFySao/7onpkje+DRmzrDz9NyoAGABwaG44HaY2duUpx9R0/c3TcUwT5uUCgUiPT3EJsIb+sVCHe1C9zVDf8f+ob5Nlj25IhuiAv3xTfpZ2EwmvDm/XGyHx7mSnH9Y/nZI4Nw5/u/yoZLm3moVbi1Z8OKmrQ5vqO3BosmxOHtTcfwydSB4uexQqEQP1+Sbusubu/roRYDviMxnNwApgyNhNZdhYGtrFK0lFpV90Hx+PCuVn9FtkR8pB8yXh4Frbv93soayf57qtvnT8ZcFrdE+gu1udWftuShVjUYlmnJQ0MisPT30xgRFSg7K3ZCdBDm/ZSNfuG+eHtiP9l93Fxd8PjwruLtz6YNwoGzhRabYtqb9AvWkoUTYvH3O3vbPLohwt9yyLNkeI+OWL4zB14alcWKpCUmQUCEvwdmW5l7RkqjcoFG5YLX7u6DeT9l4417Yxvd3tvNFb1D2nY0hz0olYpGg0l9T9/eA7f2DMSgzn6yao1GEibq95OTipM0h/yQNAwGowkDa6sb3/xVB4PJhP4WKk3WvP/QALz4babV+YOa8sCgcDwwKLzpDZ0Iw8kNQKlUyOY+cIQVfxmCi6WVbRpMzOr/6mxrCtnJGZ1rLgBn1snXHbv/niALp0DNTLu7/pbQrEDp4+GK4RZ+GTojhULR5sMu67u1V0fc0y8UfUJ9Gp3ADKibcLE5oaS+qbpI3N031KYv9OuJm6uLxckMJwzohAO5hXhxTFSjE7R1CfDEfQM6QQEF+obJ/6/6WmmabEyXAE98PV1n8/2uZRxKTNQM5iHTI3p1xLJHBzexNZHjVRlMOHWxFL2CvJsMMtQ8giCgsLz6hg1tbYFDiYnswLOJ0j6Rs1CrlI02D5LtFArbmoeo5W6syfqJWulmJ+j7QER0vePPQKJmSJk1HLvPXMbEgddWpzIiomsRwwlRM/QI8rb5DKVERNQybNYhIiIip8JwQkRERE6F4YSIiIicCsMJERERORWGEyIiInIqDCdERETkVBhOiIiIyKkwnBAREZFTYTghIiIip8JwQkRERE6F4YSIiIicCsMJERERORWGEyIiInIq1+RZiQVBAAAUFxc7eE+IiIiouczf2+bvcWuuyXBSUlICAAgPD3fwnhAREZGtSkpK4OPjY3W9Qmgqvjghk8mE8+fPw9vbGwqFok0fu7i4GOHh4cjNzYVWq23Tx77e8Fg1H49V8/FY2YbHq/l4rJrPXsdKEASUlJQgNDQUSqX1niXXZOVEqVQiLCzMrs+h1Wr55m0mHqvm47FqPh4r2/B4NR+PVfPZ41g1VjExY4dYIiIicioMJ0RERORUGE7q0Wg0mDdvHjQajaN3xenxWDUfj1Xz8VjZhser+Xisms/Rx+qa7BBLRERE1y9WToiIiMipMJwQERGRU2E4ISIiIqfCcEJEREROheFEYvHixejcuTPc3NwwZMgQ7N6929G71O62b9+Ou+66C6GhoVAoFPjhhx9k6wVBwCuvvIKQkBC4u7sjISEBx48fl21z+fJlTJ48GVqtFr6+vnjsscdQWlrajq+ifSQnJ2PQoEHw9vZGYGAg7rnnHhw9elS2TUVFBZKSkuDv7w8vLy9MmDAB+fn5sm1ycnKQmJgIDw8PBAYG4vnnn4fBYGjPl2J3S5YsQVxcnDihk06nw7p168T1PE7WLVy4EAqFAjNnzhSX8XjVefXVV6FQKGSXqKgocT2Pldy5c+fw8MMPw9/fH+7u7oiNjcXevXvF9U7zGS+QIAiCsGrVKkGtVgv//e9/hezsbOHxxx8XfH19hfz8fEfvWrtau3at8Pe//134/vvvBQDC6tWrZesXLlwo+Pj4CD/88INw4MAB4e677xa6dOkiXL16VdxmzJgxQt++fYWdO3cKv/76q9C9e3fhoYceaudXYn+jR48Wli5dKhw8eFDIyMgQxo0bJ0RERAilpaXiNtOnTxfCw8OFzZs3C3v37hWGDh0q3HTTTeJ6g8EgxMTECAkJCcL+/fuFtWvXCgEBAcKcOXMc8ZLs5qeffhJ++eUX4dixY8LRo0eFv/3tb4Krq6tw8OBBQRB4nKzZvXu30LlzZyEuLk549tlnxeU8XnXmzZsn9OnTR8jLyxMvFy5cENfzWNW5fPmyEBkZKTzyyCPCrl27hFOnTgkbNmwQTpw4IW7jLJ/xDCe1Bg8eLCQlJYm3jUajEBoaKiQnJztwrxyrfjgxmUxCcHCw8Oabb4rLCgsLBY1GI3z55ZeCIAjCoUOHBADCnj17xG3WrVsnKBQK4dy5c+22745QUFAgABBSU1MFQag5Nq6ursI333wjbnP48GEBgJCWliYIQk0YVCqVgl6vF7dZsmSJoNVqhcrKyvZ9Ae3Mz89P+PTTT3mcrCgpKRF69OghpKSkCLfeeqsYTni85ObNmyf07dvX4joeK7kXX3xRuPnmm62ud6bPeDbrAKiqqkJ6ejoSEhLEZUqlEgkJCUhLS3PgnjmX06dPQ6/Xy46Tj48PhgwZIh6ntLQ0+Pr6YuDAgeI2CQkJUCqV2LVrV7vvc3sqKioCAHTo0AEAkJ6ejurqatnxioqKQkREhOx4xcbGIigoSNxm9OjRKC4uRnZ2djvuffsxGo1YtWoVysrKoNPpeJysSEpKQmJiouy4AHxfWXL8+HGEhoaia9eumDx5MnJycgDwWNX3008/YeDAgfjTn/6EwMBA9O/fH5988om43pk+4xlOAFy8eBFGo1H25gSAoKAg6PV6B+2V8zEfi8aOk16vR2BgoGy9SqVChw4drutjaTKZMHPmTAwbNgwxMTEAao6FWq2Gr6+vbNv6x8vS8TSvu55kZWXBy8sLGo0G06dPx+rVqxEdHc3jZMGqVauwb98+JCcnN1jH4yU3ZMgQLFu2DOvXr8eSJUtw+vRp3HLLLSgpKeGxqufUqVNYsmQJevTogQ0bNmDGjBl45pln8PnnnwNwrs/4a/KsxETOJikpCQcPHsRvv/3m6F1xWr169UJGRgaKiorw7bffYtq0aUhNTXX0bjmd3NxcPPvss0hJSYGbm5ujd8fpjR07VrweFxeHIUOGIDIyEl9//TXc3d0duGfOx2QyYeDAgXjjjTcAAP3798fBgwfxn//8B9OmTXPw3smxcgIgICAALi4uDXpw5+fnIzg42EF75XzMx6Kx4xQcHIyCggLZeoPBgMuXL1+3x/Kpp57CmjVrsHXrVoSFhYnLg4ODUVVVhcLCQtn29Y+XpeNpXnc9UavV6N69O+Lj45GcnIy+ffvi3Xff5XGqJz09HQUFBRgwYABUKhVUKhVSU1Px3nvvQaVSISgoiMerEb6+vujZsydOnDjB91Y9ISEhiI6Oli3r3bu32AzmTJ/xDCeo+dCMj4/H5s2bxWUmkwmbN2+GTqdz4J45ly5duiA4OFh2nIqLi7Fr1y7xOOl0OhQWFiI9PV3cZsuWLTCZTBgyZEi777M9CYKAp556CqtXr8aWLVvQpUsX2fr4+Hi4urrKjtfRo0eRk5MjO15ZWVmyP/aUlBRotdoGHyLXG5PJhMrKSh6nekaOHImsrCxkZGSIl4EDB2Ly5MnidR4v60pLS3Hy5EmEhITwvVXPsGHDGkx3cOzYMURGRgJwss/4Nutae41btWqVoNFohGXLlgmHDh0SnnjiCcHX11fWg/tGUFJSIuzfv1/Yv3+/AEB46623hP379wt//PGHIAg1w8x8fX2FH3/8UcjMzBTGjx9vcZhZ//79hV27dgm//fab0KNHj+tyKPGMGTMEHx8fYdu2bbJhjOXl5eI206dPFyIiIoQtW7YIe/fuFXQ6naDT6cT15mGMo0aNEjIyMoT169cLHTt2vO6GMb700ktCamqqcPr0aSEzM1N46aWXBIVCIWzcuFEQBB6npkhH6wgCj5fUc889J2zbtk04ffq08PvvvwsJCQlCQECAUFBQIAgCj5XU7t27BZVKJbz++uvC8ePHhRUrVggeHh7C8uXLxW2c5TOe4UTi/fffFyIiIgS1Wi0MHjxY2Llzp6N3qd1t3bpVANDgMm3aNEEQaoaavfzyy0JQUJCg0WiEkSNHCkePHpU9xqVLl4SHHnpI8PLyErRarfDoo48KJSUlDng19mXpOAEQli5dKm5z9epV4cknnxT8/PwEDw8P4d577xXy8vJkj3PmzBlh7Nixgru7uxAQECA899xzQnV1dTu/Gvv685//LERGRgpqtVro2LGjMHLkSDGYCAKPU1PqhxMerzoTJ04UQkJCBLVaLXTq1EmYOHGibN4OHiu5n3/+WYiJiRE0Go0QFRUlfPzxx7L1zvIZrxAEQWi7OgwRERFR67DPCRERETkVhhMiIiJyKgwnRERE5FQYToiIiMipMJwQERGRU2E4ISIiIqfCcEJEREROheGEiIiInArDCRERETkVhhMiIiJyKgwnRERE5FQYToiIiMip/D86K+EVtpr+pAAAAABJRU5ErkJggg==", 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r4i2vv39maANA3tSpU0f//POPWrZsqR49eigxMVG9e/fWrl27VK1aNUeHBwAAgCLO5pm2x44d05133pmp3cPDQ4mJiXYJCoVHxq3Yx2OTFPz/s/hwjb1rjXKti7e8/v6ZoQ0AtktLS1OnTp00d+5cvfTSS44OBwAAAMWQzUnb0NBQ7d69W8HBwVbtK1euVO3ate0WGAqHnG7NLs7snWTNuNYZt7vP23yU292Lkby+11ioDABs5+bmpr179zo6DAAAABRjNidtx4wZo2HDhik5OVmGYei3337TF198oYiICH300Uf5ESPg1LKrGZpfCW1718pF0cYMbQDIm4cfflgff/yxpk6d6uhQAAAAUAzZnLR99NFH5eXlpZdffllJSUnq37+/KlasqLffflv9+vXLjxgBp1bQSVRud4ctmA0PAHlz9epVzZ8/X2vXrlXDhg3l4+NjtX3mzJkOigwAAADFgU1J26tXr2rx4sXq2LGjHnroISUlJSkhIUGBgYH5FR/g9Ao6icrt7gAA5I+9e/eqTp06cnFx0V9//aW77rpLkvTPP/9Y9TOZTI4IDwAAAMWITUnbEiVK6Mknn9T+/fslSd7e3vL2JmGE4q2gk6jc7g4AQP648847debMGQUGBur48eP6/fff5e/v7+iwAAAAUAzZXB6hSZMm2rVrV6aFyIDiqqCTqLdyu3t29XcBAIBUunRpHTt2TIGBgYqKipLZbHZ0SAAAACimbE7aPv300xo7dqxOnjyZZX2vevXq2S04oDAoTDVDWcQMAIDs3XfffWrTpo0qVKggk8mkRo0aydU16y83jx49WsDRAQAAoDixOWmbsdjYyJEjLW0mk0mGYchkMik9Pd1+0QGwKxYxAwAge/PmzVPv3r11+PBhjRw5Uo899ph8fX0dHRYAAACKIZuTtseOHcuPOHLtvffe0/Tp0xUdHa369etr9uzZatKkSZZ9Fy5cqMGDB1u1eXh4KDk5uSBCBZwOi5gBAHBznTp1kiTt3LlTo0aNImkLAAAAh7A5aevIWrZfffWVxowZo7lz5+ruu+/WrFmz1LFjRx08eFCBgYFZ7lOqVCkdPHjQ8pjVfpEXRaUWLIuYAQCQOwsWLHB0CAAAACjGbE7aStLBgwc1e/Zs7d+/X5JUu3ZtjRgxQjVr1rRrcDeaOXOmHnvsMcvs2blz52rFihWaP3++XnzxxSz3MZlMCgoiMYVbU1RqwRam+ruFUVFJ7gMAAAAAAMdysXWHb7/9VnXq1NHOnTtVv3591a9fX3/++afq1Kmjb7/9Nj9ilCSlpqZq586d6tChg6XNxcVFHTp00LZt27LdLyEhQcHBwapSpYp69OihyMjIfIsRhUNyWrqW7T6ld9Yd0rLdp5SclnMd5utrwXq6uVALFlnKSO4fiUnQin3RWh0Z7eiQAAAAAABAIWTzTNvnn39e48aN06RJk6zax48fr+eff1733Xef3YK73vnz55Wenq7y5ctbtZcvX14HDhzIcp+aNWtq/vz5qlevnuLi4vTmm2+qefPmioyMVOXKlbPcJyUlRSkpKZbH8fHx9nsScIgbZz+mpZu1+u9zNs2apRYscoOF3gAAAAAAgD3YnLQ9c+aMBgwYkKn94Ycf1vTp0+0SlL00a9ZMzZo1szxu3ry5ateurQ8++ECTJ0/Ocp+IiAhNnDixoEJEAbixtIGrSXJzNSklLV3HYxO18q/oHG9jL6y1YLldv2CR3AcAAAAAAPZgc9K2bdu2+uWXX1S9enWr9l9//VWtWrWyW2A3KleunFxdXXX27Fmr9rNnz+a6Zq2bm5vuvPNOHT58ONs+48aN05gxYyyP4+PjVaVKlbwFDadw4+zHq1fNOhGbqJiEFMkw6eSlK1odGX3T2baFtRbsjQnr1KtmuZdwIYmbTwprch8AAAAAADgXm5O23bt31wsvvKCdO3eqadOmkqTt27dryZIlmjhxopYtW2bV117c3d3VsGFDrVu3Tj179pQkmc1mrVu3TsOHD8/VMdLT07Vv3z516dIl2z4eHh7y8PCwR8hwEjfOfvxP7UCtP3BOqelmhfiXVAlXU5G9jf3GhPWGA+d01VChX1DNWRXW5D4AAAAAAHAuNidtn376aUnS+++/r/fffz/LbZJkMpmUnp7zAk+2GDNmjAYOHKhGjRqpSZMmmjVrlhITEzV48GBJ0oABA1SpUiVFRERIkiZNmqSmTZuqevXqunTpkqZPn67jx4/r0UcftWtccG5ZzX50L+GiFfui5eHmUqRvY78xYe1qEjVXAQAAAAAAnJzNSVuz2ZwfceRK3759FRMTo1dffVXR0dFq0KCBVq5caVmc7MSJE3JxcbH0v3jxoh577DFFR0erTJkyatiwobZu3ao77rjDUU8BDpDV7Mfichv7jc8zYxE2aq4WbtQqBgAAsL+QF1c4OgQAACxMhmEYjg7CmcXHx8vPz09xcXEqVaqUo8Mp9khW/U9erkXGPtcnq4vr9SvMlu0+ZalVnJxmVte6QZRlAIBijPEqYB8kba1FTe3q6BAAoFizeaYt4Eg3LqwlFd+arHm5FtRcLRpurFVMmQsAAAAAAIoWl5y7AAUnOS1dy3af0jvrDmnZ7lNKTrOui3x9ssrTzaVYJ6u4FsVXiL+3ktPMlLkAAAAAAKCIYqYtCkxubufPafbojQtrFedkFdei+CouNZkBAAAAACiuSNqiwOTmdv6cbvt21mRVVglpSflaf9dZrwXyH2UuAAAAAAAo2vKUtDWbzTp8+LDOnTsns9lsta1169Z2CQxFT27qcOY0e9RZk1VZJaQl5Wv9XWe9FgAAAAAAALg1Nidtt2/frv79++v48eMyDMNqm8lkUnp6ejZ7orjLze38hXX2aFYJaUNisSgAAAAAAADYzOak7ZNPPqlGjRppxYoVqlChgkwmU37EhSIoNwnZwjp7NLuENDVnAQAAAAAAYCubk7aHDh3SN998o+rVq+dHPCjCCmtCNjdulpAubLOGAQCAfW3evFnTp0/Xzp07debMGX3//ffq2bOnZbthGBo/frw+/PBDXbp0SS1atNCcOXNUo0YNxwUNAAAAh7I5aXv33Xfr8OHDJG1RaOXHomHZJaSLapIaAADkXmJiourXr68hQ4aod+/embZPmzZN77zzjj755BOFhobqlVdeUceOHfX333/L09PTAREDAADA0WxO2o4YMUJjx45VdHS06tatKzc3N6vt9erVs1twQH7Iz0XDskoI25L8dbbzAACAW9e5c2d17tw5y22GYWjWrFl6+eWX1aNHD0nSokWLVL58ef3www/q169fQYYKAAAAJ2Fz0va+++6TJA0ZMsTSZjKZZBgGC5GhUMhYNKxyaS9tPxarL3//V6W93OTmasp20bDcJkmzSgjnx2zbgjoPAADIX8eOHVN0dLQ6dOhgafPz89Pdd9+tbdu2kbQFAAAopmxO2h47diw/4gAKTMaiYduPxerfC1dUpYyXTqZclQxDri6mLBcNy22SNCMhnF3y114K6jwAACB/RUdHS5LKly9v1V6+fHnLthulpKQoJSXF8jg+Pj7LfgAAACi8bE7aBgcH50ccQIHJqGH75e//qkoZLzWt5q/jsUkyzIaqB5TMctGw3CZJMxLCUbGJWSZ/7aWgzlPUUWYCAFAYRUREaOLEiY4OAwAAAPnI5qRthr///lsnTpxQamqqVXv37t1vOSggP12/aNiKfdE6efGK0tINda0blG2JgdwmSTOSvcdjk7JM/tpLQZ2nqKPMBADA0YKCrv0//OzZs6pQoYKl/ezZs2rQoEGW+4wbN05jxoyxPI6Pj1eVKlXyNU4AAAAULJuTtkePHlWvXr20b98+Sy1b6VpdW0nUtEWhYUviM7d9r08I56eCOk9RR5kJAICjhYaGKigoSOvWrbMkaePj47Vjxw499dRTWe7j4eEhDw+PAowSAAAABc3mpO2oUaMUGhqqdevWKTQ0VL/99ptiY2M1duxYvfnmm/kRI5CtW7m93ZbEZ1Z9nf3WemePzxlQZgIAUBASEhJ0+PBhy+Njx45p9+7dKlu2rG677TaNHj1aU6ZMUY0aNRQaGqpXXnlFFStWVM+ePR0XNAAAABzK5qTttm3btH79epUrV04uLi5ycXFRy5YtFRERoZEjR2rXrl35ESeQJUfe3u7st9Y7e3zOgDITAICC8Mcff6hdu3aWxxmlDQYOHKiFCxfq+eefV2Jioh5//HFdunRJLVu21MqVK+Xp6emokAEAAOBgNidt09PT5evrK0kqV66cTp8+rZo1ayo4OFgHDx60e4DIf4V5RqYjb2939lvrnT0+Z0CZCQBAQWjbtq2lpFhWTCaTJk2apEmTJhVgVAAAAHBmNidt69Spoz179ig0NFR33323pk2bJnd3d82bN09Vq1bNjxiRz1bsPa1PtkYpNd0sd1cXpaWbdV/DwrGYhSNvb3f2W+udPT4AAAAAAABkzeak7csvv6zExERJ0qRJk3TvvfeqVatW8vf311dffWX3AJH/1u0/p5iEFJXydFNMQorW7T9nc9LW3rN1c3s8R97e7uy31jt7fAAAAAAAAMiazUnbjh07Wv5dvXp1HThwQBcuXFCZMmVkMpnsGhwKkGGy/Dc3v8Ubk6qpV81as/+c3eqn5rYeqyNvb3f2W+udPT4AAAAAAABkzeakbYbDhw/ryJEjat26tcqWLXvTOl1wbvfUCtTJS1eUejVdAaU81K5WYI773JhUdTXJrvVTqccKAAAAAACA4srmpG1sbKweeOABbdiwQSaTSYcOHVLVqlU1dOhQlSlTRjNmzMiPOJGP7q1fUe4lXGy6jf7GpGraVbOS08x2q59KPVYAAAAAAAAUVzYnbZ955hm5ubnpxIkTql27tqW9b9++GjNmDEnbQigvt9HfmFQNvyNQbq62JX5vxt71WO1dcxcAAAAAAADILzYnbVevXq1Vq1apcuXKVu01atTQ8ePH7RYYnFtWSVV7JkHtXY81tzVyAQAAAAAAAEe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" ] @@ -601,12 +600,12 @@ { "data": { "text/plain": [ - "{'mae_train': 0.46067970991134644,\n", - " 'mae_test': 0.6316331624984741,\n", - " 'rsquared_train': tensor(0.4426),\n", - " 'rsquared_test': tensor(0.0462),\n", - " 'coverage_train': 0.9171270728111267,\n", - " 'coverage_test': 0.8595041036605835}" + "{'mae_train': 0.5635418891906738,\n", + " 'mae_test': 0.5025414228439331,\n", + " 'rsquared_train': tensor(0.4458),\n", + " 'rsquared_test': tensor(-0.6711),\n", + " 'coverage_train': 0.9060773253440857,\n", + " 'coverage_test': 0.942148745059967}" ] }, "execution_count": 9, diff --git a/tests/test_simple_linear.py b/tests/test_simple_linear.py index 433d885e..74d24e38 100644 --- a/tests/test_simple_linear.py +++ b/tests/test_simple_linear.py @@ -1,16 +1,13 @@ import torch +from chirho.counterfactual.handlers import MultiWorldCounterfactual from chirho.interventional.handlers import do from chirho.robust.handlers.predictive import PredictiveModel import pyro -from cities.modeling.simple_linear import SimpleLinear, SimpleLinearRegisteredInput +from cities.modeling.simple_linear import RegisterInput, SimpleLinear from cities.modeling.svi_inference import run_svi_inference from pyro.infer import Predictive -from chirho.counterfactual.handlers import MultiWorldCounterfactual - - - # set up the data n = 600 part = n // 3 @@ -32,12 +29,15 @@ x_cat_test = torch.tensor([0, 2, 0, 1]) x_con_test = torch.tensor([-1.0, -1.0, 1.0, 1.0]) y_test = x_cat_test * 2 + x_con_test * 2 +y_test_intervened = x_cat_test + x_con_test * 2 -# expected mean predictions on test data -target = torch.tensor([-2.0, 2.0, 2.0, 4.0]) model_kwargs_cat = {"categorical": {"x_cat": x_cat}, "continuous": {}, "outcome": y_cat} -model_kwargs_con = {"categorical": {}, "continuous": {"x_con": x_con}, "outcome": y_con} +model_kwargs_con2 = { + "categorical": {}, + "continuous": {"x_con": x_con, "x_con2": x_con}, + "outcome": y_con, +} model_kwargs_mixed = { "categorical": {"x_cat": x_cat}, "continuous": {"x_con": x_con}, @@ -61,57 +61,55 @@ def test_simple_linear_cat(): simple_linear_cat, guide=guide_cat, num_samples=1000, parallel=True ) samples_cat = predictive_cat(**model_kwargs_cat) - cat_0 = samples_cat["weights_categorical_x_cat"][:, 0].squeeze() - cat_1 = samples_cat["weights_categorical_x_cat"][:, 1].squeeze() - assert cat_1.mean() - cat_0.mean() > 1.2 + cat_0 = samples_cat["weights_categorical_x_cat"].squeeze()[:, 0] + cat_1 = samples_cat["weights_categorical_x_cat"].squeeze()[:, 1] + assert cat_1.mean().item() - cat_0.mean().item() > 1 def test_simple_linear_con(): pyro.clear_param_store() - simple_linear_con = SimpleLinear( - categorical={}, continuous={"x_con": x_con}, outcome=y_con - ) - - # simple_linear_con = condition(simple_linear_con, data = {"outcome_observed": y_con}) + print(model_kwargs_con2["continuous"].keys()) + simple_linear_con = SimpleLinear(**model_kwargs_con2) guide_con = run_svi_inference( - simple_linear_con, n_steps=n_steps, lr=0.01, verbose=True, **model_kwargs_con + simple_linear_con, n_steps=n_steps, lr=0.01, verbose=True, **model_kwargs_con2 ) predictive_con = Predictive( simple_linear_con, guide=guide_con, num_samples=1000, parallel=True ) - samples_con = predictive_con(**model_kwargs_con) + samples_con = predictive_con(**model_kwargs_con2) con = samples_con["weight_continuous"].squeeze() - assert con.mean() > 1.2 + assert con.mean() > -3 + assert con.mean() < 3 # will re-use these in later tests -simple_linear_mixed = SimpleLinear( +simple_linear_mixed2 = SimpleLinear( categorical={"x_cat": x_cat}, continuous={"x_con": x_con}, outcome=y_mixed ) pyro.clear_param_store() -guide_mixed = run_svi_inference( - simple_linear_mixed, n_steps=n_steps, lr=0.01, verbose=True, **model_kwargs_mixed +guide_mixed2 = run_svi_inference( + simple_linear_mixed2, n_steps=n_steps, lr=0.01, verbose=True, **model_kwargs_mixed ) def test_simple_linear_mixed(): predictive_mixed = Predictive( - simple_linear_mixed, - guide=guide_mixed, + simple_linear_mixed2, + guide=guide_mixed2, num_samples=1000, - ) # parallel=True) # fails for extraneous data + ) # parallel=True) # fails for extraneous data (still? check) samples_mixed = predictive_mixed(**model_kwargs_mixed) - mixed_cat_0 = samples_mixed["weights_categorical_x_cat"][:, :, 0].squeeze() - mixed_cat_1 = samples_mixed["weights_categorical_x_cat"][:, :, 1].squeeze() + mixed_cat_0 = samples_mixed["weights_categorical_x_cat"].squeeze()[:, 0] + mixed_cat_1 = samples_mixed["weights_categorical_x_cat"].squeeze()[:, 1] assert mixed_cat_1.mean() - mixed_cat_0.mean() > 1.2 assert samples_mixed["weight_continuous"].squeeze().mean() > 1.2 @@ -120,7 +118,7 @@ def test_simple_linear_mixed(): {"x_cat": x_cat_test}, continuous={"x_con": x_con_test}, outcome=None ) outcome_preds = samples_test["outcome_observed"].squeeze().mean(axis=0) - assert torch.allclose(outcome_preds, target, atol=0.5) + assert torch.allclose(outcome_preds, y_test, atol=0.5) ################################################# @@ -130,35 +128,57 @@ def test_simple_linear_mixed(): def test_SimpleLinearRegisteredInput(): - predictive_model = PredictiveModel(simple_linear_mixed, guide=guide_mixed) - - predictive_model_registered = SimpleLinearRegisteredInput( - predictive_model, - categorical={"x_cat": x_cat_test}, - continuous={"x_con": x_con_test}, - ) + predictive_model = PredictiveModel(simple_linear_mixed2, guide=guide_mixed2) with pyro.poutine.trace(): - before = predictive_model_registered() + before = predictive_model( + categorical={"x_cat": x_cat_test}, continuous={"x_con": x_con_test} + ) - assert torch.allclose(before, target, atol=2.5) + assert torch.allclose(before, y_test, atol=2.5) - with do( - actions={ - "categorical_x_cat": torch.tensor([1, 1, 1, 1]), - "continuous_x_con": torch.tensor([1.0, 1.0, 1.0, 1.0]), - } - ): + with do(actions={"weights_categorical_x_cat": torch.tensor([1.0]).expand(3)}): with pyro.poutine.trace(): - after = predictive_model_registered() + after = predictive_model( + categorical={"x_cat": x_cat_test}, continuous={"x_con": x_con_test} + ) - target_after = torch.tensor([4.0, 4.0, 4.0, 4.0]) + print("after", after) - assert torch.allclose(after, target_after, atol=3) + assert torch.allclose(after, y_test_intervened, atol=4) - # this will fail! - # with MultiWorldCounterfactual(first_available_dim=-10) as mwc: - # with do(actions = {'categorical_x_cat': torch.tensor(1)}): - # with pyro.poutine.trace() as tr: - # predictive_model_registered() + with MultiWorldCounterfactual(): + with do(actions={"weights_categorical_x_cat": torch.tensor([1.0]).expand(3)}): + with pyro.poutine.trace() as tr_after_mwc: + predictive_model( + categorical={"x_cat": x_cat_test}, continuous={"x_con": x_con_test} + ) + assert "as3", tr_after_mwc.trace.nodes["weights_categorical_x_cat"][ + "value" + ].shape == torch.Size([2, 1, 1, 1, 1, 3]) + + with RegisterInput( + predictive_model, + kwargs={ + "categorical": {"x_cat": x_cat_test}, + "continuous": {"x_con": x_con_test}, + }, + ): + with do(actions={"x_cat": torch.tensor([1]).expand(4)}): + with pyro.poutine.trace() as tr_registered: + predictive_model( + categorical={"x_cat": x_cat_test}, continuous={"x_con": x_con_test} + ) + + assert torch.allclose( + tr_registered.trace.nodes["x_cat"]["value"], torch.tensor([1, 1, 1, 1]) + ) + # This will fail + # with MultiWorldCounterfactual(first_available_dim=-5) as mwc: + # with RegisterInput(predictive_model, kwargs = {"categorical": {"x_cat": x_cat_test}, + # "continuous": {"x_con": x_con_test}}): + # with do(actions = {'x_cat': torch.tensor([1]).expand(4)}): + # with pyro.poutine.trace() as tr: + # predictive_model(categorical={"x_cat": x_cat_test}, + # continuous={"x_con": x_con_test})