diff --git a/.gitignore b/.gitignore index d9b88844..75f0b322 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,8 @@ +# OS and editor files +.DS_Store +.vscode/ +.idea/ + # Jupyter NB checkpoints .ipynb_checkpoints @@ -5,41 +10,43 @@ __pycache__/ *.py[cod] -# NumPy binary files -data*/*.npy +# NumPy/PyTorch binary files +*.npy +*.pt # Distribution and packaging files build/ -develop-eggs/ dist/ -downloads/ -eggs/ -.eggs/ -lib/ -lib64/ -parts/ -sdist/ -var/ -wheels/ -*.egg *.egg-info/ -.installed.cfg -MANIFEST - -# Logs -outputs/ -*.log -# Tutorial files -**/interim_data/ -**/processed_data/ -**/results/ -tutorial/maize/data +# Testing +.pytest_cache/ # Virtual environment venv/ -virtualvenv/ +.venv/ + +# Logs and outputs of MOVE runs +outputs/ +logs/ +*.log +/interim_data/ +/results/ # docs files docs/build/ -docs/source/_templates/ \ No newline at end of file +docs/source/_templates/ + +# Tutorial files: keep configs, input data, notebooks and README; ignore the +# rest (e.g., interim data and results generated when running the tutorial) +tutorial/* +!tutorial/config/ +!tutorial/data/ +!tutorial/maize/ +tutorial/maize/* +!tutorial/maize/maize_dataset.py +!tutorial/notebooks/ +tutorial/notebooks/* +!tutorial/notebooks/*.ipynb +!tutorial/notebooks/README.md +!tutorial/README.md diff --git a/README.md b/README.md index 4f7eee22..ac475c01 100644 --- a/README.md +++ b/README.md @@ -58,6 +58,10 @@ you do not have powerful GPUs available, it is possible to run using only CPUs. For instance, the tutorial data set consisting of simulated drug, metabolomics and proteomics data for 500 individuals runs fine on a standard macbook. +> Note: The pip installation of `move-dl` does not setup your local GPU automatically. +> To use GPU acceleration, install a CUDA-enabled PyTorch build following the +> instructions at [pytorch.org](https://pytorch.org/get-started/locally/). + # The MOVE pipeline MOVE has five-six steps: @@ -68,8 +72,7 @@ MOVE has five-six steps: 03. Finding the right architecture of the network focusing on stability of the model 04. Use model, determined from steps 02-03, to create and analyze the latent space 05. Identify associations between a categorical and continuous datasets -05a. Using an ensemble of VAEs with the t-test approach -05b. Using an ensemble of VAEs with the Bayesian decision theory approach +05. Using an ensemble of VAEs with the Bayesian decision theory approach 06. If both 5a and 5b were run select the overlap between them ``` diff --git a/docs/source/index.rst b/docs/source/index.rst index abe3dca0..4cf7e3d8 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -9,6 +9,7 @@ Welcome to MOVE's documentation! install method tutorial/index + pages/api/API MOVE (**m**\ ulti-\ **o**\ mics **v**\ ariational auto\ **e**\ ncoder) is a framework for integration of omics and other data modalities (including both diff --git a/docs/source/method.rst b/docs/source/method.rst index d9982600..d40c86b9 100644 --- a/docs/source/method.rst +++ b/docs/source/method.rst @@ -59,6 +59,25 @@ compare the change between the reconstruction generated from the original data and the perturbed data. To achieve this, we proposed two approaches: using *t*\ -test and Bayes factors. Both are described below: +Continuous features can be perturbed too, via ``perturbation_type`` on +:class:`~move.conf.tasks.PerturbationConfig` (used by +:class:`~move.tasks.associations.Associations`). Unlike a categorical feature, +where "change from category A to B" is unambiguous, a single hardcoded target +value rarely means the same thing across differently-scaled continuous +features, so five perturbation types are available: + +- ``value`` (the default, and the only type applicable to categorical + features) replaces every sample's value with a fixed ``target_value``. +- ``minimum``/``maximum`` replace every sample's value with the feature's own + dataset-wide minimum/maximum. +- ``plus_std``/``minus_std`` add or subtract one standard deviation **to each + sample's own existing value**, rather than replacing it. The only types + that perturb relative to each sample individually instead of moving every + sample to the same point. + +Whichever type is used, the resulting perturbed dataset is passed through the +same procedure described below as the categorical case). + MOVE *t*\ -test ^^^^^^^^^^^^^^^ diff --git a/docs/source/pages/api/API.rst b/docs/source/pages/api/API.rst index 7d59efb8..b1ef1fe8 100644 --- a/docs/source/pages/api/API.rst +++ b/docs/source/pages/api/API.rst @@ -5,5 +5,8 @@ API :maxdepth: 2 configuration_schemas.rst - functions.rst + data.rst + tasks.rst models.rst + training.rst + functions.rst diff --git a/docs/source/pages/api/configuration_schemas.rst b/docs/source/pages/api/configuration_schemas.rst index f5ce0a48..20b7c338 100644 --- a/docs/source/pages/api/configuration_schemas.rst +++ b/docs/source/pages/api/configuration_schemas.rst @@ -1,2 +1,202 @@ Configuration schemas -===================== \ No newline at end of file +===================== + +MOVE is driven by `Hydra `_ configuration files, whose +structure is validated against the dataclasses documented on this page. + +Main configuration +------------------- + +.. autoclass:: move.conf.schema.MOVEConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.schema.DataConfig + :members: + :undoc-members: + +Task configurations +-------------------- + +.. autoclass:: move.conf.schema.TaskConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.schema.EncodeDataConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.schema.MoveTaskConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.schema.LatentSpaceAnalysisConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.schema.AssociationsConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.schema.TuningConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.schema.StabilityTuningConfig + :members: + :undoc-members: + +Input configurations +---------------------- + +Used in ``categorical_inputs``/``continuous_inputs`` (``data`` config) to +describe each dataset that should be pre-processed by the ``EncodeData`` task. + +.. autoclass:: move.conf.tasks.InputConfig + :members: + +.. autoclass:: move.conf.tasks.DiscreteInputConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.tasks.ContinuousInputConfig + :members: + :undoc-members: + +Dimensionality-reduction configurations +----------------------------------------- + +Used in ``reducer_config`` (latent space analysis task) to further reduce the +latent space to a plottable number of dimensions. + +.. autoclass:: move.conf.tasks.ReducerConfig + :members: + +.. autoclass:: move.conf.tasks.PcaConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.tasks.TsneConfig + :members: + +.. note:: + If the optional ``umap-learn`` dependency is installed, a + ``move.conf.tasks.UmapConfig`` (wrapping ``umap.UMAP``, with an + ``n_neighbors`` attribute) is also registered under this group. + +Perturbation configuration +---------------------------- + +Used in ``perturbation_config`` (associations task) to describe the *in +silico* perturbation experiment to run. + +.. autoclass:: move.conf.tasks.PerturbationConfig + :members: + +Model configurations +---------------------- + +.. autoclass:: move.conf.models.ModelConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.models.VaeConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.models.VaeNormalConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.models.VaeTConfig + :members: + :undoc-members: + +Training loop and dataloader configurations +---------------------------------------------- + +.. autoclass:: move.conf.training.DataLoaderConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.training.TrainingDataLoaderConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.training.TestDataLoaderConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.training.TrainingLoopConfig + :members: + :undoc-members: + +Optimizer configurations +--------------------------- + +.. autoclass:: move.conf.optim.OptimizerConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.optim.AdamConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.optim.AdamWConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.optim.ProdigyConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.optim.SgdConfig + :members: + :undoc-members: + +Learning-rate scheduler configurations +------------------------------------------ + +.. autoclass:: move.conf.optim.LrSchedulerConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.optim.ExponentialLrConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.optim.CosineAnnealingLrConfig + :members: + :undoc-members: + +.. autoclass:: move.conf.optim.ReduceLrOnPlateauConfig + :members: + :undoc-members: + +Resolvers +----------- + +Custom `OmegaConf resolvers `_ +used to derive values (e.g., dataset names/weights) from the ``data`` config's +``categorical_inputs``/``continuous_inputs`` lists. + +.. autofunction:: move.conf.resolvers.register_resolvers + +.. autofunction:: move.conf.resolvers.extract_names + +.. autofunction:: move.conf.resolvers.extract_weights + +Legacy configurations +------------------------ + +.. warning:: + The dataclasses in ``move.conf.legacy`` configure the pre-refactor + function-based tasks (``move.tasks.tune_model``, + ``move.tasks.identify_associations``, ``move.tasks.analyze_latent``) and + the legacy ``move.models.vae_legacy.VAE`` model. New projects should use + the configurations documented above instead. + +.. automodule:: move.conf.legacy + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/source/pages/api/data.rst b/docs/source/pages/api/data.rst new file mode 100644 index 00000000..86643782 --- /dev/null +++ b/docs/source/pages/api/data.rst @@ -0,0 +1,122 @@ +Data +==== + +Datasets +---------- + +.. autoclass:: move.data.dataset.NamedDataset + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.data.dataset.DiscreteDataset + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.data.dataset.ContinuousDataset + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.data.dataset.MoveDataset + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.data.dataset.Perturbation + :members: + :undoc-members: + +.. autodata:: move.data.dataset.PerturbationType + +Dataloader +------------ + +.. autoclass:: move.data.dataloader.MoveDataLoader + :members: + :undoc-members: + :show-inheritance: + +Reading and writing files +---------------------------- + +.. autofunction:: move.data.io.read_config + +.. autofunction:: move.data.io.read_names + +.. autofunction:: move.data.io.read_tsv + +.. autofunction:: move.data.io.dump_names + +.. autofunction:: move.data.io.load_mappings + +.. autofunction:: move.data.io.dump_mappings + +.. autofunction:: move.data.io.sanitize_filename + +.. autofunction:: move.data.io.load_preprocessed_data + +.. note:: + :func:`~move.data.io.load_preprocessed_data` reads NumPy ``.npy`` files + produced by an older pre-processing pipeline. Data encoded with the + current :class:`~move.tasks.encode_data.EncodeData` task is saved as + ``.pt`` files and should be loaded with + :meth:`~move.data.dataset.MoveDataset.load` instead. + +Pre-processing +---------------- + +.. autofunction:: move.data.preprocessing.one_hot_encode + +.. autofunction:: move.data.preprocessing.one_hot_encode_single + +.. autofunction:: move.data.preprocessing.standardize + +.. autofunction:: move.data.preprocessing.log_n_standardize + +.. autofunction:: move.data.preprocessing.fill + +Splitting +----------- + +.. autofunction:: move.data.splitting.split_samples + +Writing CSV files +-------------------- + +.. autoclass:: move.data.writer.CsvWriter + :members: + :undoc-members: + :show-inheritance: + +Legacy data utilities +------------------------ + +.. warning:: + ``move.data.dataloaders`` and ``move.data.perturbations`` support the + legacy, function-based tasks (``move.tasks.tune_model``, + ``move.tasks.identify_associations``, ``move.tasks.analyze_latent``). + New projects should use :class:`~move.data.dataset.MoveDataset` and + :meth:`~move.data.dataset.MoveDataset.perturb` instead. + +.. automodule:: move.data.dataloaders + :members: + :undoc-members: + :show-inheritance: + +.. automodule:: move.data.perturbations + :members: + :undoc-members: + +Reservoir sampling +-------------------- + +.. autoclass:: move.data.reservoir.Reservoir + :members: + :undoc-members: + +.. autoclass:: move.data.reservoir.PairedReservoir + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/source/pages/api/functions.rst b/docs/source/pages/api/functions.rst index a937d1d1..c5ade452 100644 --- a/docs/source/pages/api/functions.rst +++ b/docs/source/pages/api/functions.rst @@ -1,2 +1,86 @@ Functions -========= \ No newline at end of file +========= + +Analysis +---------- + +.. autofunction:: move.analysis.metrics.calculate_accuracy + +.. autofunction:: move.analysis.metrics.calculate_cosine_similarity + +.. autofunction:: move.analysis.metrics.norm + +.. autoclass:: move.analysis.metrics.ComputeAccuracyMetrics + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.analysis.feature_importance.FeatureImportance + :members: + :undoc-members: + :show-inheritance: + +.. autofunction:: move.analysis.fdr.argnearest + +.. autofunction:: move.analysis.hdi.hdi_bounds + +Visualization +--------------- + +.. autofunction:: move.visualization.figure.create_figure + +.. autofunction:: move.visualization.style.style_settings + +.. autofunction:: move.visualization.style.color_cycle + +.. autofunction:: move.visualization.grid.generate_grid + +.. autofunction:: move.visualization.grid.facet_grid + +.. autofunction:: move.visualization.grid.find_grid_dimensions + +.. autofunction:: move.visualization.loss_curves.plot_loss_curves + +.. autofunction:: move.visualization.metrics.plot_metrics_boxplot + +.. autofunction:: move.visualization.latent_space.plot_latent_space_with_cat + +.. autofunction:: move.visualization.latent_space.plot_latent_space_with_con + +.. autofunction:: move.visualization.feature_importance.plot_categorical_feature_importance + +.. autofunction:: move.visualization.feature_importance.plot_continuous_feature_importance + +.. autofunction:: move.visualization.scale.axis_scale + +.. autofunction:: move.visualization.contrast.get_luminance + +.. autofunction:: move.visualization.contrast.get_contrast_ratio + +Core utilities +---------------- + +.. autofunction:: move.core.logging.get_logger + +.. autofunction:: move.core.qualname.get_fully_qualname + +.. autofunction:: move.core.seed.set_global_seed + +.. autoclass:: move.core.exceptions.CudaIsNotAvailable + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.core.exceptions.ShapeAndWeightMismatch + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.core.exceptions.UnsetProperty + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.core.typing.EncodedData + :members: + :undoc-members: diff --git a/docs/source/pages/api/models.rst b/docs/source/pages/api/models.rst index f6155583..d5ecb269 100644 --- a/docs/source/pages/api/models.rst +++ b/docs/source/pages/api/models.rst @@ -1,2 +1,90 @@ Models -====== \ No newline at end of file +====== + +Base class +------------ + +.. autoclass:: move.models.base.BaseVae + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.models.base.VaeOutput + :members: + :undoc-members: + +.. autoclass:: move.models.base.LossDict + :members: + :undoc-members: + +.. autoclass:: move.models.base.SerializedModel + :members: + :undoc-members: + +.. autofunction:: move.models.base.reload_vae + +Variational autoencoders +--------------------------- + +.. autoclass:: move.models.vae.Vae + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.models.vae_distribution.VaeDistribution + :members: + :undoc-members: + :show-inheritance: + +.. note:: + ``move.models.vae_distribution.VaeNormal`` is an alias of + :class:`~move.models.vae_distribution.VaeDistribution` (Normal-distributed + continuous decoder). + +.. autoclass:: move.models.vae_t.VaeT + :members: + :undoc-members: + :show-inheritance: + +Layers +-------- + +.. autofunction:: move.models.layers.encoder_decoder.build_network + +.. autoclass:: move.models.layers.encoder_decoder.Encoder + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.models.layers.encoder_decoder.Decoder + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.models.layers.chunk.Chunk + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.models.layers.chunk.SplitOutput + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.models.layers.chunk.SplitInput + :members: + :undoc-members: + :show-inheritance: + +Legacy model +-------------- + +.. warning:: + ``move.models.vae_legacy.VAE`` is the pre-refactor VAE implementation + (it does not derive from :class:`~move.models.base.BaseVae`). New + projects should use :class:`~move.models.vae.Vae` or + :class:`~move.models.vae_distribution.VaeDistribution` instead. + +.. autoclass:: move.models.vae_legacy.VAE + :members: + :undoc-members: diff --git a/docs/source/pages/api/tasks.rst b/docs/source/pages/api/tasks.rst new file mode 100644 index 00000000..a5f9bac7 --- /dev/null +++ b/docs/source/pages/api/tasks.rst @@ -0,0 +1,119 @@ +Tasks +===== + +Base classes +-------------- + +.. autoclass:: move.tasks.base.Task + :members: + :undoc-members: + +.. autoclass:: move.tasks.base.ParentTask + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.tasks.base.SubTask + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.tasks.base.InputDirMixin + :members: + :undoc-members: + +.. autoclass:: move.tasks.base.OutputDirMixin + :members: + :undoc-members: + +.. autoclass:: move.tasks.base.LoggerMixin + :members: + :undoc-members: + +.. autoclass:: move.tasks.base.SubTaskMixin + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.tasks.base.CsvWriterMixin + :members: + :undoc-members: + +.. autoclass:: move.tasks.base.OutputDir + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.tasks.move.MoveTask + :members: + :undoc-members: + :show-inheritance: + +Data encoding +--------------- + +.. autoclass:: move.tasks.encode_data.EncodeData + :members: + :undoc-members: + :show-inheritance: + +Training a model +------------------- + +.. autoclass:: move.tasks.train_model.TrainModel + :members: + :undoc-members: + :show-inheritance: + +Hyperparameter tuning +------------------------ + +.. autoclass:: move.tasks.tuning.TuneModel + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.tasks.tuning.TuneStability + :members: + :undoc-members: + :show-inheritance: + +Association testing +----------------------- + +.. autoclass:: move.tasks.associations.Associations + :members: + :undoc-members: + :show-inheritance: + +Latent space analysis +------------------------ + +.. autoclass:: move.tasks.latent_space_analysis.LatentSpaceAnalysis + :members: + :undoc-members: + :show-inheritance: + +.. autoclass:: move.tasks.latent_space_analysis.Project + :members: + :undoc-members: + :show-inheritance: + +Legacy tasks +-------------- + +.. warning:: + These function-based tasks predate the class-based tasks documented + above and rely on ``move.conf.legacy`` and + ``move.models.vae_legacy.VAE``. New projects should use + :class:`~move.tasks.tuning.TuneModel`/:class:`~move.tasks.tuning.TuneStability`, + :class:`~move.tasks.associations.Associations`, and + :class:`~move.tasks.latent_space_analysis.LatentSpaceAnalysis` instead. + +.. autofunction:: move.tasks.tune_model.tune_model + +.. autofunction:: move.tasks.identify_associations.identify_associations + +.. autofunction:: move.tasks.analyze_latent.analyze_latent + +.. autofunction:: move.tasks.analyze_latent.find_feature_values diff --git a/docs/source/pages/api/training.rst b/docs/source/pages/api/training.rst new file mode 100644 index 00000000..8fbcc253 --- /dev/null +++ b/docs/source/pages/api/training.rst @@ -0,0 +1,30 @@ +Training +======== + +Training loop +--------------- + +.. autoclass:: move.training.loop.TrainingLoop + :members: + :undoc-members: + :show-inheritance: + +Optimizers +------------ + +.. autoclass:: move.training.optim.prodigy.Prodigy + :members: + :undoc-members: + :show-inheritance: + +Legacy training loop +----------------------- + +.. warning:: + ``move.training.training_loop`` trains the legacy + ``move.models.vae_legacy.VAE`` model. New projects should use + :class:`~move.training.loop.TrainingLoop` instead. + +.. automodule:: move.training.training_loop + :members: + :undoc-members: diff --git a/docs/source/tutorial/data_preparation.rst b/docs/source/tutorial/data_preparation.rst index 06690ffe..4150a580 100644 --- a/docs/source/tutorial/data_preparation.rst +++ b/docs/source/tutorial/data_preparation.rst @@ -152,7 +152,23 @@ Here we break down the fields of this file: Each element of the list should have a name ``name`` and may optionally have a ``weight``. All referenced files should have a ``tsv`` extension. * ``continuous_inputs`` lists the continuous data files. Same format as - ``categorical_inputs``. + ``categorical_inputs``, but each element may also set a ``preprocessing`` + option controlling how the dataset is prepared before encoding: + + * ``standardize`` (default): center to mean 0 and scale to unit variance. + * ``log_and_standardize``: apply a base-2 log-transform (``log2(x + 1)``) + before standardizing. Useful for skewed, count-like continuous data such + as microbiome abundances. + * ``none``: leave the data untouched. + + For example, to log-transform the microbiome dataset before standardizing: + + .. code-block:: yaml + + continuous_inputs: + - name: maize_metadata + - name: maize_microbiome + preprocessing: log_and_standardize The data config file can have any name, but it must be saved in ``config/data`` directory. The final workspace structure should look like this::: diff --git a/requirements.txt b/requirements.txt index 775f5c46..f0fce227 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,7 +1,8 @@ -hydra-core>=1.2.0 -numpy>=1.21.5 -pandas>=1.4.2 -torch>=1.11.0 -matplotlib>=3.5.2 -seaborn>=0.12.1 -scikit-learn>=1.0.2 +hydra-core>=1.3.4 +numpy>=1.26.4 +pandas>=3.0.3 +torch>=2.12.1 +matplotlib>=3.11.0 +seaborn>=0.13.2 +scikit-learn>=1.9.0 +scipy>=1.17.1 diff --git a/setup.cfg b/setup.cfg index f8740245..fb32ce9a 100644 --- a/setup.cfg +++ b/setup.cfg @@ -26,7 +26,7 @@ install_requires = package_dir = = src packages = find: -python_requires = >=3.9 +python_requires = >=3.11 [options.packages.find] where = src diff --git a/src/move/__init__.py b/src/move/__init__.py index a4ce9fd3..fe5c08c3 100644 --- a/src/move/__init__.py +++ b/src/move/__init__.py @@ -1,11 +1,10 @@ from __future__ import annotations __license__ = "MIT" -__version__ = (1, 4, 9) -__all__ = ["conf", "data", "models", "training_loop", "VAE"] +__version__ = (2, 0, 0) +__all__ = ["conf", "data", "models", "tasks", "viz"] HYDRA_VERSION_BASE = "1.2" -from move import conf, data, models -from move.models.vae import VAE -from move.training.training_loop import training_loop +import move.visualization as viz +from move import conf, data, models, tasks diff --git a/src/move/__main__.py b/src/move/__main__.py index 485e5bac..15d4f991 100644 --- a/src/move/__main__.py +++ b/src/move/__main__.py @@ -3,16 +3,11 @@ import hydra from omegaconf import OmegaConf -import move.tasks from move import HYDRA_VERSION_BASE -from move.conf.schema import ( - AnalyzeLatentConfig, - EncodeDataConfig, - IdentifyAssociationsConfig, - MOVEConfig, - TuneModelConfig, -) +from move.conf.schema import SUPPORTED_TASKS, MOVEConfig from move.core.logging import get_logger +from move.core.seed import set_global_seed +from move.tasks.base import Task @hydra.main( @@ -32,14 +27,11 @@ def main(config: MOVEConfig) -> None: if task_type is None: logger = get_logger("move") logger.info("No task specified.") - elif task_type is EncodeDataConfig: - move.tasks.encode_data(config.data) - elif issubclass(task_type, TuneModelConfig): - move.tasks.tune_model(config) - elif task_type is AnalyzeLatentConfig: - move.tasks.analyze_latent(config) - elif issubclass(task_type, IdentifyAssociationsConfig): - move.tasks.identify_associations(config) + elif issubclass(task_type, SUPPORTED_TASKS): + if config.seed is not None: + set_global_seed(config.seed) + task: Task = hydra.utils.instantiate(config.task, _recursive_=False) + task.run() else: raise ValueError("Unsupported type of task.") diff --git a/src/move/analysis/fdr.py b/src/move/analysis/fdr.py new file mode 100644 index 00000000..4020f87b --- /dev/null +++ b/src/move/analysis/fdr.py @@ -0,0 +1,18 @@ +import math +from typing import cast + +import numpy as np +from numpy.typing import NDArray + + +def argnearest(array: NDArray, target: float) -> int: + """Find value in array closest to target. Assumes array is sorted in + ascending order.""" + idx = np.searchsorted(array, target, side="left") + if idx > 0 and ( + idx == len(array) + or math.fabs(target - array[idx - 1]) < math.fabs(target - array[idx]) + ): + return cast(int, idx - 1) + else: + return cast(int, idx) diff --git a/src/move/analysis/feature_importance.py b/src/move/analysis/feature_importance.py new file mode 100644 index 00000000..e3864fd2 --- /dev/null +++ b/src/move/analysis/feature_importance.py @@ -0,0 +1,100 @@ +__all__ = ["FeatureImportance"] + +from typing import TYPE_CHECKING + +import pandas as pd +import torch + +import move.visualization as viz +from move.core.exceptions import UnsetProperty +from move.data.io import sanitize_filename +from move.tasks.base import CsvWriterMixin, ParentTask, SubTask + +if TYPE_CHECKING: + from move.data.dataloader import MoveDataLoader + from move.models.base import BaseVae + + +class FeatureImportance(CsvWriterMixin, SubTask): + """Compute feature importance in latent space. + + Feature importance is computed per feature per dataset. For each dataset, + a file will be created. + + Feature importance is computed as the sum of differences in latent + variables generated when a feature is present/removed.""" + + data_filename_fmt: str = "feature_importance_{}.csv" + plot_filename_fmt: str = "feature_importance_{}.png" + + def __init__( + self, parent: ParentTask, model: "BaseVae", dataloader: "MoveDataLoader" + ) -> None: + self.parent = parent + self.model = model + self.dataloader = dataloader + + def plot(self) -> None: + if self.parent is None: + return + for dataset in self.dataloader.datasets: + csv_filename = self.data_filename_fmt.format(dataset.name) + csv_filepath = self.parent.output_dir / sanitize_filename(csv_filename) + fig_filename = self.plot_filename_fmt.format(dataset.name) + fig_filepath = self.parent.output_dir / sanitize_filename(fig_filename) + + diffs = pd.read_csv(csv_filepath) + + if dataset.data_type == "continuous": + fig = viz.plot_continuous_feature_importance( + diffs.values, dataset.tensor.numpy(), dataset.feature_names + ) + else: + # Categorical dataset is re-shaped to 3D shape + dataset_shape = getattr(dataset, "original_shape") + fig = viz.plot_categorical_feature_importance( + diffs.values, + dataset.tensor.reshape(-1, *dataset_shape).numpy(), + dataset.feature_names, + getattr(dataset, "mapping"), + ) + + fig.savefig(fig_filepath, bbox_inches="tight") + viz.show_figure(fig) + + @torch.no_grad() + def run(self) -> None: + for dataset in self.dataloader.datasets: + self.log(f"Computing feature importance: '{dataset}'") + # Create a file for each dataset + # File is transposed; each column is a sample, each row a feature + if self.parent: + csv_filename = sanitize_filename(self.data_filename_fmt.format(dataset)) + csv_filepath = self.parent.output_dir / csv_filename + colnames = ["feature_name"] + [""] * len(self.dataloader.dataset) + self.init_csv_writer( + csv_filepath, fieldnames=colnames, extrasaction="ignore" + ) + else: + raise UnsetProperty("Parent task") + + # Make a perturbation for each feature + for feature_name in dataset.feature_names: + value = None if dataset.data_type == "discrete" else 0.0 + self.dataloader.dataset.perturb(dataset.name, feature_name, value) + row = [feature_name] + for tup in self.dataloader: + batch, pert_batch, _ = tup + z = self.model.project(batch) + z_pert = self.model.project(pert_batch) + diff = torch.sum(z_pert - z, dim=-1) + row.extend(diff.tolist()) + self.write_row(row) + + self.close_csv_writer(clear=True) + + # Transpose CSV file, so each row is a sample, each column a feature + pd.read_csv(csv_filepath).T.to_csv(csv_filepath, index=False, header=False) + + # Clear perturbation + self.dataloader.dataset.perturbation = None diff --git a/src/move/analysis/hdi.py b/src/move/analysis/hdi.py new file mode 100644 index 00000000..15ff1ee5 --- /dev/null +++ b/src/move/analysis/hdi.py @@ -0,0 +1,36 @@ +import math + +import torch + + +def hdi_bounds( + x: torch.Tensor, hdi_prob: float = 0.95 +) -> tuple[torch.Tensor, torch.Tensor]: + """Return highest density interval (HDI) of a samples-features matrix. + The HDI represents the range within which most of the samples are located. + + Args: + x: Matrix (`num_samples` x `num_features`) + hdi_prob: Percentage of samples inside the HDI + + Returns: + Lower and upper bounds of HDI + """ + # adapated from arviz + + if x.dim() != 2: + raise ValueError("Can only calculate for matrices with two dimensions") + + n = x.size(0) + x, _ = torch.sort(x, dim=0) + + interval_idx_inc = math.floor(hdi_prob * n) + num_intervals = n - interval_idx_inc + + interval_width = x[interval_idx_inc:] - x[:num_intervals] + min_idx = torch.argmin(interval_width, dim=0) + + hdi_min = torch.diag(x[min_idx]) + hdi_max = torch.diag(x[min_idx + interval_idx_inc]) + + return hdi_min, hdi_max diff --git a/src/move/analysis/metrics.py b/src/move/analysis/metrics.py index 35f5bc60..c4e05272 100644 --- a/src/move/analysis/metrics.py +++ b/src/move/analysis/metrics.py @@ -1,8 +1,19 @@ __all__ = ["calculate_accuracy", "calculate_cosine_similarity"] +from abc import ABC, abstractmethod +from typing import TYPE_CHECKING, cast + import numpy as np +import pandas as pd +import torch +import move.visualization as viz from move.core.typing import FloatArray +from move.tasks.base import CsvWriterMixin, ParentTask, SubTask + +if TYPE_CHECKING: + from move.data.dataloader import MoveDataLoader + from move.models.base import BaseVae def calculate_accuracy( @@ -33,7 +44,7 @@ def calculate_accuracy( y_pred = np.ma.masked_array(reconstruction, mask=is_nan) num_features = np.ma.count(y_true, axis=1) - scores = np.ma.filled(np.sum(y_true == y_pred, axis=1) / num_features, 0) + scores = np.ma.filled(np.sum(y_true == y_pred, axis=1) / num_features, np.nan) return scores @@ -64,7 +75,7 @@ def calculate_cosine_similarity( # Equivalent to `np.diag(sklearn.metrics.pairwise.cosine_similarity(x, y))` # But can handle masked arrays - scores = np.ma.compressed(np.sum(x * y, axis=1)) / (norm(x) * norm(y)) + scores = np.ma.filled(np.sum(x * y, axis=1), np.nan) / (norm(x) * norm(y)) return scores @@ -80,4 +91,65 @@ def norm(x: np.ma.MaskedArray, axis: int = 1) -> FloatArray: Returns: 1D array with the specified axis removed. """ - return np.ma.compressed(np.sqrt(np.sum(x**2, axis=axis))) + return np.ma.filled(np.sqrt(np.sum(x**2, axis=axis)), np.nan) + + +class ComputeAccuracyMetrics(CsvWriterMixin, SubTask): + """Compute accuracy metrics between original input and reconstruction (use + cosine similarity for continuous dataset reconstructions).""" + + data_filename: str = "reconstruction_metrics.csv" + plot_filename: str = "reconstruction_metrics.png" + + def __init__( + self, parent: ParentTask, model: "BaseVae", dataloader: "MoveDataLoader" + ) -> None: + self.parent = parent + self.model = model + self.dataloader = dataloader + + def plot(self) -> None: + if self.parent and self.csv_filepath: + scores = pd.read_csv(self.csv_filepath, index_col=None) + fig = viz.plot_metrics_boxplot(scores, labels=None) + fig_path = self.parent.output_dir / self.plot_filename + fig.savefig(fig_path, bbox_inches="tight") + viz.show_figure(fig) + + @torch.no_grad() + def run(self) -> None: + if self.parent: + csv_filepath = self.parent.output_dir / self.data_filename + colnames = self.dataloader.dataset.dataset_names + self.init_csv_writer( + csv_filepath, fieldnames=colnames, extrasaction="ignore" + ) + else: + self.log("No parent task, metrics will not be saved.", "WARNING") + + self.log("Computing accuracy metrics") + + datasets = self.dataloader.datasets + for batch in self.dataloader: + batch_disc, batch_cont = self.model.split_input(batch[0]) + recon = self.model.reconstruct(batch[0], as_one=True) + recon_disc, recon_cont = self.model.split_input(recon) + + scores_per_dataset = {} + for i, dataset in enumerate(datasets[: len(batch_disc)]): + target = batch_disc[i].numpy() + preds = torch.argmax( + (torch.log_softmax(recon_disc[i], dim=-1)), dim=-1 + ).numpy() + scores = calculate_accuracy(target, preds) + scores_per_dataset[dataset.name] = scores + + for i, dataset in enumerate(datasets[len(batch_disc) :]): + target = batch_cont[i].numpy() + preds = recon_cont[i].numpy() + scores = calculate_cosine_similarity(target, preds) + scores_per_dataset[dataset.name] = scores + + self.write_cols(scores_per_dataset) + + self.close_csv_writer() diff --git a/src/move/conf/__init__.py b/src/move/conf/__init__.py index 7669b5c3..0f058009 100644 --- a/src/move/conf/__init__.py +++ b/src/move/conf/__init__.py @@ -1,3 +1,15 @@ -__all__ = ["MOVEConfig"] +__all__ = [ + "AdamConfig", + "AdamWConfig", + "ProdigyConfig", + "SgdConfig", + "TrainingDataLoaderConfig", + "TrainingLoopConfig", + "VaeConfig", + "VaeNormalConfig", + "VaeTConfig", +] -from move.conf.schema import MOVEConfig +from move.conf.models import VaeConfig, VaeNormalConfig, VaeTConfig +from move.conf.optim import AdamConfig, AdamWConfig, ProdigyConfig, SgdConfig +from move.conf.training import TrainingDataLoaderConfig, TrainingLoopConfig diff --git a/src/move/conf/config_store.py b/src/move/conf/config_store.py new file mode 100644 index 00000000..38c02b28 --- /dev/null +++ b/src/move/conf/config_store.py @@ -0,0 +1,6 @@ +__all__ = ["config_store"] + +from hydra.core.config_store import ConfigStore + +config_store = ConfigStore.instance() +"""Hydra's config store singleton""" diff --git a/src/move/conf/data/base_data.yaml b/src/move/conf/data/base_data.yaml index 27904c3d..7f251788 100644 --- a/src/move/conf/data/base_data.yaml +++ b/src/move/conf/data/base_data.yaml @@ -6,33 +6,17 @@ raw_data_path: data/ interim_data_path: interim_data/ results_path: processed_data/ -sample_names: baseline_ids +sample_names: sample_names -categorical_inputs: - - name: diabetes_genotypes - weight: 1 - - name: baseline_drugs - weight: 1 - - name: baseline_categorical - weight: 1 +categorical_inputs: [] -continuous_inputs: - - name: baseline_continuous - weight: 2 - - name: baseline_transcriptomics - weight: 1 - - name: baseline_diet_wearables - weight: 1 - - name: baseline_proteomic_antibodies - weight: 1 - - name: baseline_target_metabolomics - weight: 1 - - name: baseline_untarget_metabolomics - weight: 1 - - name: baseline_metagenomics - weight: 1 +continuous_inputs: [] categorical_names: ${names:${data.categorical_inputs}} continuous_names: ${names:${data.continuous_inputs}} categorical_weights: ${weights:${data.categorical_inputs}} continuous_weights: ${weights:${data.continuous_inputs}} + +train_frac: 0.9 +test_frac: 0.1 +valid_frac: 0.0 diff --git a/src/move/conf/legacy.py b/src/move/conf/legacy.py new file mode 100644 index 00000000..be0b41b4 --- /dev/null +++ b/src/move/conf/legacy.py @@ -0,0 +1,145 @@ +__all__ = [] + +from dataclasses import dataclass, field +from typing import Any, Optional + +from omegaconf import MISSING + +from move.core.qualname import get_fully_qualname +from move.models.vae_legacy import VAE +from move.training.training_loop import training_loop + + +@dataclass +class ModelConfig: + _target_: str = MISSING + cuda: bool = MISSING + + +@dataclass +class VAEConfig(ModelConfig): + """Configuration for the VAE module.""" + + _target_: str = get_fully_qualname(VAE) + categorical_weights: list[int] = MISSING + continuous_weights: list[int] = MISSING + num_hidden: list[int] = MISSING + num_latent: int = MISSING + beta: float = MISSING + dropout: float = MISSING + cuda: bool = False + + +@dataclass +class TrainingLoopConfig: + _target_: str = get_fully_qualname(training_loop) + num_epochs: int = MISSING + lr: float = MISSING + kld_warmup_steps: list[int] = MISSING + batch_dilation_steps: list[int] = MISSING + early_stopping: bool = MISSING + patience: int = MISSING + + +@dataclass +class TaskConfig: + """Configure a MOVE task.""" + + +@dataclass +class ModelTaskConfig(TaskConfig): + """Configure a MOVE task involving a training loop. + + Attributes: + batch_size: Number of samples in a training batch. + model: Configuration for a model. + training_loop: Configuration for a training loop. + """ + + batch_size: Optional[int] + model: Optional[VAEConfig] + training_loop: Optional[TrainingLoopConfig] + + +@dataclass +class TuneModelConfig(ModelTaskConfig): + """Configure the "tune model" task.""" + + ... + + +@dataclass +class TuneModelStabilityConfig(TuneModelConfig): + """Configure the "tune model" task.""" + + num_refits: int = MISSING + + +@dataclass +class TuneModelReconstructionConfig(TuneModelConfig): + """Configure the "tune model" task.""" + + ... + + +@dataclass +class AnalyzeLatentConfig(ModelTaskConfig): + """Configure the "analyze latents" task. + + Attributes: + feature_names: + Names of features to visualize. + """ + + feature_names: list[str] = field(default_factory=list) + reducer: dict[str, Any] = MISSING + + +@dataclass +class IdentifyAssociationsConfig(ModelTaskConfig): + """Configure the "identify associations" task. + + Attributes: + target_dataset: + Name of categorical dataset to perturb. + target_value: + The value to change to. It should be a category name. + num_refits: + Number of times to refit the model. + sig_threshold: + Threshold used to determine whether an association is significant. + In the t-test approach, this is called significance level (alpha). + In the probabilistc approach, significant associations are selected + if their FDR is below this threshold. + + This value should be within the range [0, 1]. + save_models: + Whether to save the weights of each refit. If weights are saved, + rerunning the task will load them instead of training. + """ + + target_dataset: str = MISSING + target_value: str = MISSING + num_refits: int = MISSING + sig_threshold: float = 0.05 + save_refits: bool = False + + +@dataclass +class IdentifyAssociationsBayesConfig(IdentifyAssociationsConfig): + """Configure the probabilistic approach to identify associations.""" + + ... + + +@dataclass +class IdentifyAssociationsTTestConfig(IdentifyAssociationsConfig): + """Configure the t-test approach to identify associations. + + Args: + num_latent: + List of latent space dimensions to train. It should contain four + elements. + """ + + num_latent: list[int] = MISSING diff --git a/src/move/conf/main.yaml b/src/move/conf/main.yaml index f6bf981c..4e40eda6 100644 --- a/src/move/conf/main.yaml +++ b/src/move/conf/main.yaml @@ -20,6 +20,7 @@ hydra: job: config: override_dirname: + item_sep: ; exclude_keys: - experiment diff --git a/src/move/conf/models.py b/src/move/conf/models.py new file mode 100644 index 00000000..a9b270af --- /dev/null +++ b/src/move/conf/models.py @@ -0,0 +1,58 @@ +__all__ = ["VaeConfig", "VaeNormalConfig", "VaeTConfig"] + +from dataclasses import dataclass, field + +from move.conf.config_store import config_store +from move.core.qualname import get_fully_qualname +from move.models.vae import Vae +from move.models.vae_distribution import VaeNormal +from move.models.vae_t import VaeT + + +@dataclass +class ModelConfig: + """Configure a model.""" + + _target_: str + + +@dataclass +class VaeConfig(ModelConfig): + """Configure a variational encoder.""" + + _target_: str = field(default=get_fully_qualname(Vae), init=False) + + num_hidden: list[int] + num_latent: int + kl_weight: float + dropout_rate: float + use_cuda: bool = False + discrete_weights: list[float] = "${data.categorical_weights}" # type: ignore + continuous_weights: list[float] = "${data.continuous_weights}" # type: ignore + + +@dataclass +class VaeNormalConfig(VaeConfig): + """Configure a t-distribution variational autoencoder.""" + + _target_: str = field(default=get_fully_qualname(VaeNormal), init=False) + + +@dataclass +class VaeTConfig(VaeConfig): + """Configure a t-distribution variational autoencoder.""" + + _target_: str = field(default=get_fully_qualname(VaeT), init=False) + + +config_store.store( + group="task/model_config", + name="vae", + node=VaeConfig, +) + +config_store.store( + group="task/model_config", + name="vae_normal", + node=VaeNormalConfig, +) diff --git a/src/move/conf/optim.py b/src/move/conf/optim.py new file mode 100644 index 00000000..4890e003 --- /dev/null +++ b/src/move/conf/optim.py @@ -0,0 +1,140 @@ +__all__ = [ + "AdamConfig", + "AdamWConfig", + "ProdigyConfig", + "SgdConfig", + "ExponentialLrConfig", + "CosineAnnealingLrConfig", + "ReduceLrOnPlateauConfig", +] + +from dataclasses import dataclass, field + +from torch.optim import SGD, Adam, AdamW +from torch.optim.lr_scheduler import ( + CosineAnnealingLR, + ExponentialLR, + ReduceLROnPlateau, +) + +from move.conf.config_store import config_store +from move.core.qualname import get_fully_qualname +from move.training.optim.prodigy import Prodigy + + +@dataclass +class OptimizerConfig: + """Configure an optimizer algorithm.""" + + _target_: str + + +@dataclass +class AdamConfig(OptimizerConfig): + """Configure Adam algorithm.""" + + _target_: str = field(default=get_fully_qualname(Adam), init=False) + lr: float + weight_decay: float = 0.0 + + +@dataclass +class AdamWConfig(AdamConfig): + """Configure AdamW algorithm.""" + + _target_: str = field(default=get_fully_qualname(AdamW), init=False) + + +@dataclass +class ProdigyConfig(OptimizerConfig): + """Configure Prodigy algorithm.""" + + _target_: str = field(default=get_fully_qualname(Prodigy), init=False) + weight_decay: float = 0.0 + decouple: bool = True + d_coef: float = 1.0 + + +@dataclass +class SgdConfig(OptimizerConfig): + """Configure stochastic gradient descent algorithm.""" + + _target_: str = field(default=get_fully_qualname(SGD), init=False) + lr: float + momentum: float = 0.0 + weight_decay: float = 0.0 + + +@dataclass +class LrSchedulerConfig: + """Configure a learning rate scheduler.""" + + _target_: str + + +@dataclass +class CosineAnnealingLrConfig(LrSchedulerConfig): + """Configure a cosine annealing learning rate scheduler.""" + + _target_: str = field(default=get_fully_qualname(CosineAnnealingLR), init=False) + + T_max: int + eta_min: float = 0.0 + + +@dataclass +class ExponentialLrConfig(LrSchedulerConfig): + """Configure exponential decay learning rate scheduler.""" + + _target_: str = field(default=get_fully_qualname(ExponentialLR), init=False) + gamma: float + + +@dataclass +class ReduceLrOnPlateauConfig(LrSchedulerConfig): + """Configure learning rate scheduler set to decay when a metric stops + improving.""" + + _target_: str = field(default=get_fully_qualname(ReduceLROnPlateau), init=False) + + +config_store.store( + group="task/training_loop_config/optimizer_config", + name="optim_adam", + node=AdamConfig, +) +config_store.store( + group="task/training_loop_config/optimizer_config", + name="optim_adamw", + node=AdamWConfig, +) +config_store.store( + group="task/training_loop_config/optimizer_config", + name="optim_prodigy", + node=ProdigyConfig, +) +config_store.store( + group="task/training_loop_config/optimizer_config", + name="optim_sgd", + node=SgdConfig, +) +config_store.store( + group="task/training_loop_config/lr_scheduler_config", + name="optim_lr_scheduler", + node=LrSchedulerConfig, +) +config_store.store( + group="task/training_loop_config/lr_scheduler_config", + name="optim_cosine_annealing_lr", + node=CosineAnnealingLrConfig, +) +config_store.store( + group="task/training_loop_config/lr_scheduler_config", + name="optim_exponential_lr", + node=ExponentialLrConfig, +) +config_store.store( + group="task/training_loop_config/lr_scheduler_config", + name="optim_reduce_lr_on_plateau", + node=ReduceLrOnPlateauConfig, +) diff --git a/src/move/conf/resolvers.py b/src/move/conf/resolvers.py new file mode 100644 index 00000000..f58f124b --- /dev/null +++ b/src/move/conf/resolvers.py @@ -0,0 +1,22 @@ +__all__ = ["register_resolvers"] + +from omegaconf import OmegaConf + +from move.conf.tasks import InputConfig + + +def extract_weights(configs: list[InputConfig]) -> list[int]: + """Extract the weights from a list of input configs. If not specified, + weight defaults to 1.""" + return [1 if not hasattr(item, "weight") else item.weight for item in configs] + + +def extract_names(configs: list[InputConfig]) -> list[str]: + """Extract the names from a list of input configs.""" + return [item.name for item in configs] + + +def register_resolvers() -> None: + """Register custom resolvers.""" + OmegaConf.register_new_resolver("weights", extract_weights) + OmegaConf.register_new_resolver("names", extract_names) diff --git a/src/move/conf/schema.py b/src/move/conf/schema.py index c9dee984..1cf76c9a 100644 --- a/src/move/conf/schema.py +++ b/src/move/conf/schema.py @@ -1,36 +1,29 @@ __all__ = [ "MOVEConfig", "EncodeDataConfig", - "AnalyzeLatentConfig", - "TuneModelReconstructionConfig", - "TuneModelStabilityConfig", - "IdentifyAssociationsConfig", - "IdentifyAssociationsBayesConfig", - "IdentifyAssociationsTTestConfig", ] from dataclasses import dataclass, field -from typing import Any, Optional +from typing import Any, Optional, Type -from hydra.core.config_store import ConfigStore -from omegaconf import MISSING, OmegaConf +from omegaconf import MISSING -from move.models.vae import VAE -from move.training.training_loop import training_loop - - -def get_fully_qualname(sth: Any) -> str: - return ".".join((sth.__module__, sth.__qualname__)) - - -@dataclass -class InputConfig: - name: str - weight: int = 1 +from move.conf.config_store import config_store +from move.conf.models import ModelConfig +from move.conf.resolvers import register_resolvers +from move.conf.tasks import InputConfig, PerturbationConfig, ReducerConfig +from move.conf.training import TrainingLoopConfig +from move.core.qualname import get_fully_qualname +from move.tasks.associations import Associations +from move.tasks.encode_data import EncodeData +from move.tasks.latent_space_analysis import LatentSpaceAnalysis +from move.tasks.tuning import TuneModel, TuneStability @dataclass class DataConfig: + """Configure the location and shape of the data used by MOVE.""" + raw_data_path: str = MISSING interim_data_path: str = MISSING results_path: str = MISSING @@ -41,199 +34,165 @@ class DataConfig: continuous_names: list[str] = MISSING categorical_weights: list[int] = MISSING continuous_weights: list[int] = MISSING - - -@dataclass -class ModelConfig: - _target_: str = MISSING - cuda: bool = MISSING - - -@dataclass -class VAEConfig(ModelConfig): - """Configuration for the VAE module.""" - - _target_: str = get_fully_qualname(VAE) - categorical_weights: list[int] = MISSING - continuous_weights: list[int] = MISSING - num_hidden: list[int] = MISSING - num_latent: int = MISSING - beta: float = MISSING - dropout: float = MISSING - cuda: bool = False - - -@dataclass -class TrainingLoopConfig: - _target_: str = get_fully_qualname(training_loop) - num_epochs: int = MISSING - lr: float = MISSING - kld_warmup_steps: list[int] = MISSING - batch_dilation_steps: list[int] = MISSING - early_stopping: bool = MISSING - patience: int = MISSING + train_frac: float = MISSING + test_frac: float = MISSING + valid_frac: float = MISSING @dataclass class TaskConfig: - """Configuration for a MOVE task. - - Attributes: - batch_size: Number of samples in a training batch. - model: Configuration for a model. - training_loop: Configuration for a training loop. - """ - - batch_size: Optional[int] - model: Optional[VAEConfig] - training_loop: Optional[TrainingLoopConfig] + """Configure a task.""" @dataclass class EncodeDataConfig(TaskConfig): - """Configuration for a data-encoding task.""" - - batch_size = None - model = None - training_loop = None + """Configure data encoding.""" - -@dataclass -class TuneModelConfig(TaskConfig): - """Configure the "tune model" task.""" - - ... + _target_: str = field( + default=get_fully_qualname(EncodeData), init=False, repr=False + ) + raw_data_path: str = "${data.raw_data_path}" + interim_data_path: str = "${data.interim_data_path}" + sample_names_filename: str = "${data.sample_names}" + discrete_inputs: list[dict[str, Any]] = "${data.categorical_inputs}" # type: ignore + continuous_inputs: list[dict[str, Any]] = "${data.continuous_inputs}" # type: ignore + train_frac: float = "${data.train_frac}" # type: ignore + test_frac: float = "${data.test_frac}" # type: ignore + valid_frac: float = "${data.valid_frac}" # type: ignore @dataclass -class TuneModelStabilityConfig(TuneModelConfig): - """Configure the "tune model" task.""" +class MoveTaskConfig(TaskConfig): + """Configure generic MOVE task.""" - num_refits: int = MISSING + discrete_dataset_names: list[str] = "${data.categorical_names}" # type: ignore + continuous_dataset_names: list[str] = "${data.continuous_names}" # type: ignore + batch_size: int = 16 + model_config: Optional[ModelConfig] = MISSING # "${model}" # type: ignore + training_loop_config: Optional[TrainingLoopConfig] = MISSING + reuse_models: bool = False # do not retrain models if they already exist in the results path @dataclass -class TuneModelReconstructionConfig(TuneModelConfig): - """Configure the "tune model" task.""" - - ... +class LatentSpaceAnalysisConfig(MoveTaskConfig): + """Configure latent space analysis.""" + + defaults: list[Any] = field( + default_factory=lambda: [ + dict(reducer_config="tsne"), + dict(training_loop_config="schema_training_loop"), + ] + ) + + _target_: str = field( + default=get_fully_qualname(LatentSpaceAnalysis), init=False, repr=False + ) + interim_data_path: str = "${data.interim_data_path}" + results_path: str = "${data.results_path}" + compute_accuracy_metrics: bool = MISSING + compute_feature_importance: bool = MISSING + reducer_config: Optional[ReducerConfig] = MISSING + features_to_plot: Optional[list[str]] = MISSING @dataclass -class AnalyzeLatentConfig(TaskConfig): - """Configure the "analyze latents" task. - - Attributes: - feature_names: - Names of features to visualize.""" - - feature_names: list[str] = field(default_factory=list) - reducer: dict[str, Any] = MISSING - - -@dataclass -class IdentifyAssociationsConfig(TaskConfig): - """Configure the "identify associations" task. - - Attributes: - target_dataset: - Name of categorical dataset to perturb. - target_value: - The value to change to. It should be a category name. - num_refits: - Number of times to refit the model. - sig_threshold: - Threshold used to determine whether an association is significant. - In the t-test approach, this is called significance level (alpha). - In the probabilistc approach, significant associations are selected - if their FDR is below this threshold. - - This value should be within the range [0, 1]. - save_models: - Whether to save the weights of each refit. If weights are saved, - rerunning the task will load them instead of training. - """ - - target_dataset: str = MISSING - target_value: str = MISSING +class AssociationsConfig(MoveTaskConfig): + """Configure associations.""" + + defaults: list[Any] = field( + default_factory=lambda: [ + dict(perturbation_config="perturbation"), + dict(training_loop_config="schema_training_loop"), + ] + ) + + _target_: str = field( + default=get_fully_qualname(Associations), init=False, repr=False + ) + interim_data_path: str = "${data.interim_data_path}" + results_path: str = "${data.results_path}" + perturbation_config: PerturbationConfig = MISSING num_refits: int = MISSING sig_threshold: float = 0.05 - save_refits: bool = False + write_only_sig: bool = True @dataclass -class IdentifyAssociationsBayesConfig(IdentifyAssociationsConfig): - """Configure the probabilistic approach to identify associations.""" +class TuningConfig(MoveTaskConfig): + """Configure tuning.""" + + defaults: list[Any] = field( + default_factory=lambda: [ + dict(training_loop_config="schema_training_loop"), + ] + ) - ... + _target_: str = field(default=get_fully_qualname(TuneModel), init=False, repr=False) + interim_data_path: str = "${data.interim_data_path}" + results_path: str = "${data.results_path}" @dataclass -class IdentifyAssociationsTTestConfig(IdentifyAssociationsConfig): - """Configure the t-test approach to identify associations. +class StabilityTuningConfig(TuningConfig): + """Configure tuning for stability.""" - Args: - num_latent: - List of latent space dimensions to train. It should contain four - elements. - """ + defaults: list[Any] = field( + default_factory=lambda: [ + dict(training_loop_config="schema_training_loop"), + ] + ) - num_latent: list[int] = MISSING + _target_: str = field( + default=get_fully_qualname(TuneStability), init=False, repr=False + ) + num_refits: int = 10 @dataclass class MOVEConfig: + """Configure MOVE command line.""" + defaults: list[Any] = field(default_factory=lambda: [dict(data="base_data")]) data: DataConfig = MISSING task: TaskConfig = MISSING seed: Optional[int] = None -def extract_weights(configs: list[InputConfig]) -> list[int]: - """Extracts the weights from a list of input configs.""" - return [1 if not hasattr(item, "weight") else item.weight for item in configs] - - -def extract_names(configs: list[InputConfig]) -> list[str]: - """Extracts the weights from a list of input configs.""" - return [item.name for item in configs] - - # Store config schema -cs = ConfigStore.instance() -cs.store(name="config_schema", node=MOVEConfig) -cs.store( +config_store.store(name="config_schema", node=MOVEConfig) +config_store.store( group="task", name="encode_data", node=EncodeDataConfig, ) -cs.store( +config_store.store( group="task", - name="tune_model_reconstruction_schema", - node=TuneModelReconstructionConfig, + name="task_latent_space", + node=LatentSpaceAnalysisConfig, ) - -cs.store( - group="task", - name="tune_model_stability_schema", - node=TuneModelStabilityConfig, -) -cs.store( +config_store.store( group="task", - name="analyze_latent_schema", - node=AnalyzeLatentConfig, + name="task_associations", + node=AssociationsConfig, ) -cs.store( +config_store.store( group="task", - name="identify_associations_bayes_schema", - node=IdentifyAssociationsBayesConfig, + name="task_tuning", + node=TuningConfig, ) -cs.store( +config_store.store( group="task", - name="identify_associations_ttest_schema", - node=IdentifyAssociationsTTestConfig, + name="task_tune_stability", + node=StabilityTuningConfig, ) -# Register custom resolvers -OmegaConf.register_new_resolver("weights", extract_weights) -OmegaConf.register_new_resolver("names", extract_names) +register_resolvers() + +SUPPORTED_TASKS: tuple[Type, ...] = ( + AssociationsConfig, + EncodeDataConfig, + LatentSpaceAnalysisConfig, + TuningConfig, + StabilityTuningConfig, +) +"""List of tasks that can be ran from the command line.""" diff --git a/src/move/conf/task/analyze_latent.yaml b/src/move/conf/task/analyze_latent.yaml index 01a25e14..4e125307 100644 --- a/src/move/conf/task/analyze_latent.yaml +++ b/src/move/conf/task/analyze_latent.yaml @@ -1,31 +1,27 @@ defaults: - - analyze_latent_schema + - task_latent_space + - model_config: vae + - training_loop_config/optimizer_config: optim_adam + - training_loop_config/lr_scheduler_config: null + - override reducer_config: tsne -batch_size: 10 +compute_accuracy_metrics: true +compute_feature_importance: true +features_to_plot: null -reducer: - _target_: sklearn.manifold.TSNE +batch_size: 10 -model: - categorical_weights: ${weights:${data.categorical_inputs}} - continuous_weights: ${weights:${data.continuous_inputs}} +model_config: num_hidden: - 1000 num_latent: 150 - beta: 0.0001 - dropout: 0.1 - cuda: false + kl_weight: 0.0001 + dropout_rate: 0.1 + +training_loop_config: + max_epochs: 40 + annealing_epochs: 20 -training_loop: - lr: 1e-4 - num_epochs: 40 - batch_dilation_steps: - - 50 - - 100 - - 150 - kld_warmup_steps: - - 15 - - 20 - - 25 - early_stopping: false - patience: 0 + optimizer_config: + lr: 1e-4 + weight_decay: 0 diff --git a/src/move/conf/task/identify_associations_bayes.yaml b/src/move/conf/task/identify_associations_bayes.yaml index 8cb2a128..3df67a1d 100644 --- a/src/move/conf/task/identify_associations_bayes.yaml +++ b/src/move/conf/task/identify_associations_bayes.yaml @@ -1,34 +1,29 @@ defaults: - - identify_associations_bayes_schema + - task_associations + - model_config: vae + - training_loop_config/optimizer_config: optim_adam + - training_loop_config/lr_scheduler_config: null batch_size: 10 num_refits: 10 sig_threshold: 0.05 -target_dataset: baseline_drugs -target_value: 1 +perturbation_config: + target_dataset_name: baseline_drugs + target_value: 1 -model: - categorical_weights: ${weights:${data.categorical_inputs}} - continuous_weights: ${weights:${data.continuous_inputs}} +model_config: num_hidden: - 2000 num_latent: 150 - beta: 0.0001 - dropout: 0.1 - cuda: false + kl_weight: 0.0001 + dropout_rate: 0.1 -training_loop: - lr: 1e-4 - num_epochs: 30 - batch_dilation_steps: - - 50 - - 100 - - 150 - kld_warmup_steps: - - 15 - - 20 - - 25 - early_stopping: false - patience: 0 +training_loop_config: + max_epochs: 30 + annealing_epochs: 20 + + optimizer_config: + lr: 1e-4 + weight_decay: 0 diff --git a/src/move/conf/task/identify_associations_ttest.yaml b/src/move/conf/task/identify_associations_ttest.yaml index a98fdbf9..a15a5ecd 100644 --- a/src/move/conf/task/identify_associations_ttest.yaml +++ b/src/move/conf/task/identify_associations_ttest.yaml @@ -1,37 +1,33 @@ +# WARNING: the t-test association method has not been reimplemented for the +# current MOVE codebase. This config runs the same Bayesian Associations task +# as `identify_associations_bayes`, not a t-test. Use `identify_associations_bayes` +# instead until (if ever) t-test support is restored. + defaults: - - identify_associations_ttest_schema + - task_associations + - model_config: vae + - training_loop_config/optimizer_config: optim_adam + - training_loop_config/lr_scheduler_config: null batch_size: 10 num_refits: 10 -num_latent: - - 150 - - 200 - - 250 - - 300 -target_dataset: baseline_drugs -target_value: 1 +perturbation_config: + target_dataset_name: baseline_drugs + target_value: 1 -model: - categorical_weights: ${weights:${data.categorical_inputs}} - continuous_weights: ${weights:${data.continuous_inputs}} +model_config: num_hidden: - 2000 - beta: 0.0001 - dropout: 0.1 - cuda: false + num_latent: 150 + kl_weight: 0.0001 + dropout_rate: 0.1 + +training_loop_config: + max_epochs: 30 + annealing_epochs: 20 -training_loop: - lr: 1e-4 - num_epochs: 30 - batch_dilation_steps: - - 50 - - 100 - - 150 - kld_warmup_steps: - - 15 - - 20 - - 25 - early_stopping: false - patience: 0 + optimizer_config: + lr: 1e-4 + weight_decay: 0 diff --git a/src/move/conf/task/tune_model_reconstruction.yaml b/src/move/conf/task/tune_model_reconstruction.yaml index 677dc052..d19eb719 100644 --- a/src/move/conf/task/tune_model_reconstruction.yaml +++ b/src/move/conf/task/tune_model_reconstruction.yaml @@ -1,29 +1,22 @@ defaults: - - tune_model_reconstruction_schema + - task_tuning + - model_config: vae + - training_loop_config/optimizer_config: optim_adam + - training_loop_config/lr_scheduler_config: null batch_size: 10 -model: - categorical_weights: ${weights:${data.categorical_inputs}} - continuous_weights: ${weights:${data.continuous_inputs}} +model_config: num_hidden: - 1000 num_latent: 150 - beta: 0.0001 - dropout: 0.1 - cuda: false + kl_weight: 0.0001 + dropout_rate: 0.1 -training_loop: - lr: 1e-4 - num_epochs: 40 - batch_dilation_steps: - - 50 - - 100 - - 150 - kld_warmup_steps: - - 15 - - 20 - - 25 - early_stopping: false - patience: 0 - \ No newline at end of file +training_loop_config: + max_epochs: 40 + annealing_epochs: 20 + + optimizer_config: + lr: 1e-4 + weight_decay: 0 diff --git a/src/move/conf/task/tune_model_stability.yaml b/src/move/conf/task/tune_model_stability.yaml index 3df9f3cf..84d32c82 100644 --- a/src/move/conf/task/tune_model_stability.yaml +++ b/src/move/conf/task/tune_model_stability.yaml @@ -1,30 +1,23 @@ defaults: - - tune_model_stability_schema + - task_tune_stability + - model_config: vae + - training_loop_config/optimizer_config: optim_adam + - training_loop_config/lr_scheduler_config: null batch_size: 10 num_refits: 3 -model: - categorical_weights: ${weights:${data.categorical_inputs}} - continuous_weights: ${weights:${data.continuous_inputs}} +model_config: num_hidden: - 1000 num_latent: 150 - beta: 0.0001 - dropout: 0.1 - cuda: false + kl_weight: 0.0001 + dropout_rate: 0.1 -training_loop: - lr: 1e-4 - num_epochs: 40 - batch_dilation_steps: - - 50 - - 100 - - 150 - kld_warmup_steps: - - 15 - - 20 - - 25 - early_stopping: false - patience: 0 - \ No newline at end of file +training_loop_config: + max_epochs: 40 + annealing_epochs: 20 + + optimizer_config: + lr: 1e-4 + weight_decay: 0 diff --git a/src/move/conf/tasks.py b/src/move/conf/tasks.py new file mode 100644 index 00000000..f89d6b7a --- /dev/null +++ b/src/move/conf/tasks.py @@ -0,0 +1,140 @@ +__all__ = ["PcaConfig", "TsneConfig", "PerturbationConfig"] + +from dataclasses import dataclass, field +from typing import Optional, Union + +from omegaconf import MISSING +from sklearn.decomposition import PCA +from sklearn.manifold import TSNE + +from move.conf.config_store import config_store +from move.core.qualname import get_fully_qualname +from move.data.preprocessing import PreprocessingOpName + + +@dataclass +class InputConfig: + """Configure a single dataset to be pre-processed by the ``EncodeData`` + task. + + Attributes: + name: Name of the dataset + weight: Weight given to this dataset's reconstruction loss + preprocessing: Pre-processing operation to apply ('none', + 'one_hot_encode', or 'standardize') + """ + + name: str + weight: int = 1 + preprocessing: PreprocessingOpName = "none" + + +@dataclass +class DiscreteInputConfig(InputConfig): + """`InputConfig` defaulting to one-hot encoding, for discrete datasets.""" + + preprocessing: PreprocessingOpName = "one_hot_encode" + + +@dataclass +class ContinuousInputConfig(InputConfig): + """`InputConfig` defaulting to standardization, for continuous datasets.""" + + preprocessing: PreprocessingOpName = "standardize" + + +@dataclass +class ReducerConfig: + """Configure a dimensionality reduction algorithm used in latent space + analysis. + + Attributes: + _target_: Fully-qualified class name of the reducer to instantiate + n_components: Number of dimensions to reduce the latent space to + """ + + _target_: str + n_components: int = 2 + + +@dataclass +class PcaConfig(ReducerConfig): + """Configure a `sklearn.decomposition.PCA` reducer.""" + + _target_: str = field(default=get_fully_qualname(PCA), init=False, repr=False) + + +@dataclass +class TsneConfig(ReducerConfig): + """Configure a `sklearn.manifold.TSNE` reducer. + + Attributes: + perplexity: Related to the number of nearest neighbors considered + """ + + _target_: str = field(default=get_fully_qualname(TSNE), init=False, repr=False) + perplexity: float = 30.0 + + +try: + from umap import UMAP + + @dataclass + class UmapConfig(ReducerConfig): + """Configure a `umap.UMAP` reducer. + + Attributes: + n_neighbors: Size of the local neighborhood used for manifold + approximation + """ + + _target_: str = field(default=get_fully_qualname(UMAP), init=False, repr=False) + n_neighbors: int = 15 + +except (ModuleNotFoundError, SystemError, TypeError): + pass + + +@dataclass +class PerturbationConfig: + """Configure a perturbation experiment used by the ``Associations`` task. + + Attributes: + target_dataset_name: Name of dataset containing the target feature + target_feature_name: Name of feature to perturb (all features in the + dataset are perturbed if unset) + target_value: Value the feature will be replaced with (only used + when ``perturbation_type`` is ``"value"``) + perturbation_type: How to perturb the target feature(s): ``"value"`` + (default), ``"minimum"``, ``"maximum"``, ``"plus_std"``, or + ``"minus_std"`` — see :data:`move.data.dataset.PerturbationType`. + ``"value"`` replaces it with ``target_value``, and works for both + discrete and continuous datasets. The other four are + continuous-only and ignore ``target_value``: ``"minimum"``/ + ``"maximum"`` replace the feature with its dataset-wide min/max; + ``"plus_std"``/``"minus_std"`` add/subtract one standard + deviation to/from each sample's own value instead of replacing + it. + """ + + target_dataset_name: str + target_feature_name: Optional[str] = None + target_value: Union[float, int, str] = MISSING + perturbation_type: str = "value" + + +config_store.store( + group="task/reducer_config", + name="tsne", + node=TsneConfig, +) +config_store.store( + group="task/reducer_config", + name="pca", + node=PcaConfig, +) +config_store.store( + group="task/perturbation_config", + name="perturbation", + node=PerturbationConfig, +) diff --git a/src/move/conf/training.py b/src/move/conf/training.py new file mode 100644 index 00000000..1d73a837 --- /dev/null +++ b/src/move/conf/training.py @@ -0,0 +1,79 @@ +__all__ = [ + "DataLoaderConfig", + "TrainingDataLoaderConfig", + "TestDataLoaderConfig", + "TrainingLoopConfig", +] + +from dataclasses import dataclass, field +from typing import Optional + +from omegaconf import MISSING + +from move.conf.config_store import config_store +from move.conf.optim import LrSchedulerConfig, OptimizerConfig +from move.core.qualname import get_fully_qualname +from move.data.dataloader import MoveDataLoader +from move.training.loop import TrainingLoop + + +@dataclass +class DataLoaderConfig: + """Configure a data loader.""" + + _target_: str = field( + default=get_fully_qualname(MoveDataLoader), init=False, repr=False + ) + batch_size: int + shuffle: bool + drop_last: bool + + +@dataclass +class TrainingDataLoaderConfig(DataLoaderConfig): + """Configure a training data loader, which shuffles data and drops the last + batch.""" + + shuffle: bool = True + drop_last: bool = True + + +@dataclass +class TestDataLoaderConfig(DataLoaderConfig): + """Configure a test data loader, which does not shuffle data and does not + drop the last batch.""" + + shuffle: bool = False + drop_last: bool = False + + +@dataclass +class TrainingLoopConfig: + """Configure a training loop.""" + + _target_: str = field( + default=get_fully_qualname(TrainingLoop), init=False, repr=False + ) + + max_epochs: int = MISSING + + optimizer_config: OptimizerConfig = MISSING + lr_scheduler_config: Optional[LrSchedulerConfig] = None + + max_grad_norm: Optional[float] = None + + annealing_epochs: int = 0 + annealing_function: str = "linear" + annealing_schedule: str = "monotonic" + + prog_every_n_epoch: Optional[int] = 10 + + log_grad: bool = False + log_lr: bool = False + + +config_store.store( + group="task/training_loop_config", + name="schema_training_loop", + node=TrainingLoopConfig, +) diff --git a/src/move/core/exceptions.py b/src/move/core/exceptions.py new file mode 100644 index 00000000..99ef3a55 --- /dev/null +++ b/src/move/core/exceptions.py @@ -0,0 +1,25 @@ +__all__ = [] + + +FILE_EXISTS_WARNING = "File '{}' already exists. It will be overwritten." + + +class CudaIsNotAvailable(RuntimeError): + """CUDA is not available.""" + + def __init__(self) -> None: + super().__init__(self.__class__.__doc__) + + +class ShapeAndWeightMismatch(ValueError): + def __init__(self, num_shapes, num_weights) -> None: + message = ( + f"Mismatch between supplied number of dataset shapes ({num_shapes})" + f" and number of dataset weights ({num_weights})." + ) + super().__init__(message) + + +class UnsetProperty(ValueError): + def __init__(self, property_name: str) -> None: + super().__init__(f"{property_name} has not been set") diff --git a/src/move/core/logging.py b/src/move/core/logging.py index e665dfab..f7d06f44 100644 --- a/src/move/core/logging.py +++ b/src/move/core/logging.py @@ -1,3 +1,5 @@ +__all__ = ["get_logger"] + import logging from pathlib import Path diff --git a/src/move/core/qualname.py b/src/move/core/qualname.py new file mode 100644 index 00000000..3459f8af --- /dev/null +++ b/src/move/core/qualname.py @@ -0,0 +1,18 @@ +__all__ = ["get_fully_qualname"] + +from typing import Any + + +def get_fully_qualname(sth: Any) -> str: + """Get the fully-qualified name of a class or object instance. + + Args: + sth: Anything""" + if not isinstance(sth, type): + class_ = type(sth) + else: + class_ = sth + module_name = class_.__module__ + if module_name == "builtins": + return class_.__qualname__ + return f"{module_name}.{class_.__qualname__}" diff --git a/src/move/core/typing.py b/src/move/core/typing.py index 9fc16ced..590880a3 100644 --- a/src/move/core/typing.py +++ b/src/move/core/typing.py @@ -1,14 +1,50 @@ -__all__ = ["BoolArray", "FloatArray", "IntArray", "ObjectArray", "PathLike"] +__all__ = [ + "BoolArray", + "FloatArray", + "IntArray", + "ObjectArray", + "EncodedData", + "PathLike", +] import os -from typing import Union +from typing import Literal, TypedDict, Union import numpy as np +import torch from numpy.typing import NDArray +LoggingLevel = Union[ + int, + Literal["DEBUG", "INFO", "WARNING", "ERROR", "CRITICAL"], +] PathLike = Union[str, os.PathLike] +Split = Literal["all", "train", "valid", "test"] + + +class IndicesDict(TypedDict): + train_indices: torch.Tensor + test_indices: torch.Tensor + valid_indices: torch.Tensor + + BoolArray = NDArray[np.bool_] -IntArray = NDArray[np.int_] -FloatArray = NDArray[np.float_] +IntArray = Union[NDArray[np.int_], NDArray[np.uint]] +FloatArray = NDArray[np.float64] # compatible with newer numpy versions ObjectArray = NDArray[np.object_] + + +class EncodedData(TypedDict): + """Dictionary containing a tensor, a name, and a list of feature names.""" + + dataset_name: str + tensor: torch.Tensor + feature_names: list[str] + + +class EncodedDiscreteData(EncodedData): + """Dictionary containing a tensor, a name, a list of feature names, and a + mapping.""" + + mapping: dict[str, int] diff --git a/src/move/data/__init__.py b/src/move/data/__init__.py index 4d43b968..6a119839 100644 --- a/src/move/data/__init__.py +++ b/src/move/data/__init__.py @@ -1,3 +1,5 @@ -__all__ = ["io", "preprocessing"] +__all__ = ["io", "preprocessing", "MoveDataset", "MoveDataLoader"] from move.data import io, preprocessing +from move.data.dataloader import MoveDataLoader +from move.data.dataset import MoveDataset diff --git a/src/move/data/dataloader.py b/src/move/data/dataloader.py new file mode 100644 index 00000000..a6e0845f --- /dev/null +++ b/src/move/data/dataloader.py @@ -0,0 +1,24 @@ +__all__ = ["MoveDataLoader"] + +from typing import Iterator + +import torch +from torch.utils.data import DataLoader + +from move.data.dataset import MoveDataset, NamedDataset + + +class MoveDataLoader(DataLoader): + """A ``torch.utils.data.DataLoader`` specialized for a :class:`MoveDataset`, + yielding batches as tuples of tensors (one per constituent dataset, or two + if the underlying dataset has a perturbation).""" + + dataset: MoveDataset + + @property + def datasets(self) -> list[NamedDataset]: + """Constituent datasets of the underlying :class:`MoveDataset`.""" + return list(self.dataset.datasets.values()) + + def __iter__(self) -> Iterator[tuple[torch.Tensor, ...]]: + return super().__iter__() diff --git a/src/move/data/dataset.py b/src/move/data/dataset.py new file mode 100644 index 00000000..0d5b2a54 --- /dev/null +++ b/src/move/data/dataset.py @@ -0,0 +1,589 @@ +__all__ = ["DiscreteDataset", "ContinuousDataset", "MoveDataset"] + +import operator +from abc import ABC, abstractmethod +from pathlib import Path +from typing import Literal, Optional, Type, TypeVar, Union, cast + +import pandas as pd +import torch +from torch import nn +from torch.utils.data import Dataset + +from move.core.exceptions import UnsetProperty +from move.core.typing import EncodedData, IndicesDict, Split +from move.tasks.encode_data import EncodeData + +DataType = Literal["continuous", "discrete"] +Index = Union[int, tuple[str, int], tuple[int, int]] +T = TypeVar("T", bound="NamedDataset") + +PerturbationType = Literal["value", "minimum", "maximum", "plus_std", "minus_std"] +RELATIVE_PERTURBATION_TYPES: tuple[PerturbationType, ...] = ("plus_std", "minus_std") + + +class NamedDataset(Dataset, ABC): + """A dataset with a name and names for its features. + + Args: + tensor: Data + name: Name of the dataset + feature_names: Name of each feature contained in dataset""" + + def __init__( + self, + tensor: torch.Tensor, + dataset_name: str, + feature_names: Optional[list[str]] = None, + ) -> None: + self.tensor = tensor + self.name = dataset_name + if feature_names is not None: + self._validate_names(feature_names) + else: + feature_names = [f"{self.name}_{i}" for i in range(self.num_features)] + self.feature_names = feature_names + + def __add__(self, other: "NamedDataset") -> "MoveDataset": # type: ignore[override] + return MoveDataset(self, other) + + def __getitem__(self, index: int) -> torch.Tensor: + return self.tensor[index] + + def __len__(self): + return self.tensor.size(0) + + def __repr__(self) -> str: + return f'{self.__class__.__name__}("{self.name}")' + + def __str__(self) -> str: + return self.name + + def _validate_names(self, feature_names: list[str]) -> None: + num_feature_names = len(feature_names) + if num_feature_names != self.num_feature_names: + raise ValueError( + f"Number of features ({self.num_features}) must match " + f"number of feature names {len(feature_names)}." + ) + if num_feature_names != len(set(feature_names)): + raise ValueError("Duplicate feature names") + + @property + @abstractmethod + def data_type(self) -> DataType: + """Either 'discrete' or 'continuous'.""" + raise NotImplementedError() + + @property + def mapping(self) -> dict[str, int]: + """Mapping of category name to its encoded (one-hot) index.""" + raise NotImplementedError() + + @property + def num_features(self) -> int: + """Number of columns in the underlying tensor.""" + return self.tensor.size(1) + + @property + def num_feature_names(self) -> int: + """Number of (unique) feature names, i.e., number of original features + before any encoding was applied.""" + return self.num_features + + @classmethod + def load(cls: Type[T], path: Path, indices: Optional[torch.Tensor] = None) -> T: + """Load dataset. + + Args: + path: Path to encoded data + indices: Use to load only a subset of the data. Load all data if None. + """ + enc_data = cast(EncodedData, torch.load(path, weights_only=False)) + if indices is not None: + enc_data["tensor"] = enc_data["tensor"][indices, :] + return cls(**enc_data) + + def select(self, feature_name: str) -> torch.Tensor: + """Slice and return values corresponding to a single feature.""" + slice_ = self.feature_slice(feature_name) + return self.tensor[:, slice_] + + def feature_slice(self, feature_name: str) -> slice: + """Return a slice object containing start and end position of a feature + in the dataset.""" + if feature_name not in self.feature_names: + raise KeyError(f"{feature_name} not found") + idx = self.feature_names.index(feature_name) + num_classes = getattr(self, "num_classes", 1) + start = idx * num_classes + stop = (idx + 1) * num_classes + return slice(start, stop) + + +class DiscreteDataset(NamedDataset): + """A dataset for discrete values. Discrete data is expected to be a one-hot + encoded tensor of three dimensions corresponding to number of samples, + features, and classes.""" + + def __init__( + self, + tensor: torch.Tensor, + dataset_name: str, + feature_names: Optional[list[str]] = None, + mapping: Optional[dict[str, int]] = None, + ): + if tensor.dim() != 3: + raise ValueError("Discrete datasets must have three dimensions.") + *_, dim0, dim1 = tensor.shape + self.original_shape = (dim0, dim1) + self._mapping = mapping + flattened_tensor = torch.flatten(tensor, start_dim=1) + super().__init__(flattened_tensor, dataset_name, feature_names) + + @property + def data_type(self) -> DataType: + return "discrete" + + @property + def mapping(self) -> dict[str, int]: + if self._mapping is not None: + return self._mapping + return {str(i): i for i in range(self.num_classes)} + + @property + def num_classes(self) -> int: + """Number of categories each feature was one-hot encoded into.""" + return self.original_shape[1] + + @property + def num_features(self) -> int: + """Number of columns in the flattened tensor, i.e., + ``num_feature_names * num_classes``.""" + return operator.mul(*self.original_shape) + + @property + def num_feature_names(self) -> int: + """Number of original (unencoded) features.""" + return self.original_shape[0] + + def one_hot_encode(self, value: Union[str, float, None]) -> torch.Tensor: + """One-hot encode a single value. + + Args: + value: category""" + if self.mapping is None: + raise ValueError("Unknown encoding") + encoded_value = torch.zeros(len(self.mapping)) + if not pd.isna(value): + code = self.mapping[str(value)] + encoded_value[code] = 1 + return encoded_value + + +class ContinuousDataset(NamedDataset): + """A dataset for continuous values.""" + + @property + def data_type(self) -> DataType: + return "continuous" + + +class MoveDataset(Dataset): + """Multi-omics dataset composed of one or more datasets (both categorical + and continuous). + + When indexed, returns a flat concatenation of the indexed elements of all + constituent datasets. + + A MOVE dataset can have a perturbation in one of its features. This + changes all the values of that feature. A perturbed dataset will return a + tuple when indexed. In the first position, it will contain the original + output as if there was no perturbation. The second element of the tuple + will correspond to the output affected by the perturbation. Lastly, the + third element is a boolean indicating whether the perturbation changed or + not the original value. + + Args: + *args: Constituent datasets, each with a unique name and matching + number of samples""" + + def __init__(self, *args: NamedDataset) -> None: + if len(args) > 1 and not all( + len(args[0]) == len(dataset) for dataset in args[1:] + ): + raise ValueError("Size mismatch between datasets") + self._list = sorted(args, key=operator.attrgetter("data_type"), reverse=True) + self.datasets = {dataset.name: dataset for dataset in self._list} + if len(self.datasets) != len(args): + raise ValueError("One or more datasets have the same name") + self._perturbation = None + + def __getitem__(self, index: int) -> tuple[torch.Tensor, ...]: + indices = None + items = [[dataset[index] for dataset in self.datasets.values()]] + if self.perturbation is not None: + values: list[torch.Tensor] = [] + for dataset in self._list: + if dataset.name == self.perturbation.dataset_name: + left, middle, right = torch.tensor_split( + dataset[index], self.perturbation.feature_indices + ) + if self.perturbation.is_relative: + # plus_std/minus_std: offset each sample's own value, + # rather than replacing it with a fixed target. + perturbed = middle + self.perturbation.mapped_value + else: + perturbed = self.perturbation.mapped_value + values.extend((left, perturbed, right)) + original = dataset[index][self.perturbation.feature_slice] + changed = torch.any(original != perturbed) + # An all-zero one-hot vector means the original category + # was missing; skip these instead of treating the forced + # target value as a meaningful perturbation. + not_missing = torch.any(original != 0) + indices = changed & not_missing + else: + values.append(dataset[index]) + items.append(values) + out = tuple(torch.cat(item, dim=-1) for item in items) + if indices is not None: + out += (indices,) + return out + + def __len__(self) -> int: + return len(self._list[0]) + + def __repr__(self) -> str: + dataset_count = len(self._list) + s = "s" if dataset_count != 1 else "" + return f"{self.__class__.__name__}({dataset_count} dataset{s})" + + def _repr_html_(self) -> str: + rows = "" + for dataset in self._list: + num_classes = ( + str(dataset.num_classes) + if isinstance(dataset, DiscreteDataset) + else "N/A" + ) + rows += ( + "" + + "".join( + ( + dataset.name, + dataset.data_type, + f"{dataset.num_feature_names:,}", + num_classes, + ) + ) + + "" + ) + return f""" + + + + + + + + + + + + {rows} +
+ + MOVE dataset ({len(self):,} samples) +
datatype# features# classes
""" + + @property + def num_features(self) -> int: + """Total number of (encoded) features across all constituent datasets.""" + return sum(dataset.num_features for dataset in self._list) + + @property + def num_discrete_features(self) -> int: + """Total number of (encoded) features across discrete datasets only.""" + return sum( + dataset.num_features + for dataset in self._list + if isinstance(dataset, DiscreteDataset) + ) + + @property + def num_continuous_features(self) -> int: + """Total number of features across continuous datasets only.""" + return sum( + dataset.num_features + for dataset in self._list + if isinstance(dataset, ContinuousDataset) + ) + + @property + def discrete_datasets(self) -> list[DiscreteDataset]: + """List of constituent discrete datasets.""" + return [ + dataset for dataset in self._list if isinstance(dataset, DiscreteDataset) + ] + + @property + def continuous_datasets(self) -> list[ContinuousDataset]: + """List of constituent continuous datasets.""" + return [ + dataset for dataset in self._list if isinstance(dataset, ContinuousDataset) + ] + + @property + def discrete_shapes(self) -> list[tuple[int, int]]: + """Original (unflattened) shape, i.e., ``(num_feature_names, + num_classes)``, of each discrete dataset.""" + return [dataset.original_shape for dataset in self.discrete_datasets] + + @property + def continuous_shapes(self) -> list[int]: + """Number of features of each continuous dataset.""" + return [dataset.num_features for dataset in self.continuous_datasets] + + @property + def dataset_names(self) -> list[str]: + """Names of all constituent datasets.""" + return list(self.datasets.keys()) + + @property + def feature_names(self) -> list[str]: + """Feature names across all constituent datasets, in concatenation + order.""" + feature_names = [] + for dataset in self._list: + if dataset.feature_names: + feature_names.extend(dataset.feature_names) + else: + raise ValueError("Missing feature names in one or more datasets") + return feature_names + + @property + def discrete_feature_names(self) -> list[str]: + """Feature names across discrete datasets only.""" + feature_names = [] + for dataset in self.discrete_datasets: + feature_names.extend(dataset.feature_names) + return feature_names + + @property + def continuous_feature_names(self) -> list[str]: + """Feature names across continuous datasets only.""" + feature_names = [] + for dataset in self.continuous_datasets: + feature_names.extend(dataset.feature_names) + return feature_names + + @property + def perturbation(self) -> Optional["Perturbation"]: + """Currently active perturbation, if any (see :meth:`perturb`).""" + return self._perturbation + + @perturbation.setter + def perturbation(self, value: Optional["Perturbation"]) -> None: + if value is not None: + if value.dataset_name not in self.datasets: + raise KeyError( + f"Target dataset '{value.dataset_name}' not found in " + "MOVE dataset" + ) + dataset = self.datasets[value.dataset_name] + if value.feature_name not in dataset.feature_names: + raise KeyError( + f"Target feature {value.feature_name} not found in " + f"'{dataset}' dataset" + ) + if isinstance(dataset, DiscreteDataset): + if value.perturbation_type != "value": + raise ValueError( + f"Perturbation type '{value.perturbation_type}' is only " + "supported for continuous datasets; discrete features " + "can only be set to a specific value." + ) + value.mapped_value = dataset.one_hot_encode(value.target_value) + elif value.perturbation_type == "value": + value.mapped_value = torch.FloatTensor([value.target_value]) + else: + # minimum/maximum/plus_std/minus_std: derived from the + # feature's own values, computed once and cached on the + # Perturbation via mapped_value. + feature_values = dataset.select(value.feature_name) + if value.perturbation_type == "minimum": + value.mapped_value = feature_values.min(dim=0).values + elif value.perturbation_type == "maximum": + value.mapped_value = feature_values.max(dim=0).values + elif value.perturbation_type == "plus_std": + value.mapped_value = feature_values.std(dim=0) + elif value.perturbation_type == "minus_std": + value.mapped_value = -feature_values.std(dim=0) + else: + raise ValueError( + f"Unknown perturbation_type: {value.perturbation_type!r}. " + "Expected one of 'value', 'minimum', 'maximum', " + "'plus_std', 'minus_std'." + ) + value.feature_slice = dataset.feature_slice(value.feature_name) + self._perturbation = value + + @classmethod + def load( + cls, + path: Path, + discrete_dataset_names: list[str], + continuous_dataset_names: list[str], + split: Split = "all", + ) -> "MoveDataset": + """Load dataset. + + Args: + path: Path to encoded data + discrete_dataset_names: Names of discrete datasets + continuous_dataset_names: Names of continuous datasets + split: Subset of data to load ('train', 'test', 'valid', or 'all') + """ + if split != "all": + ind_dict: IndicesDict = torch.load( + path / EncodeData.indices_filename, weights_only=False + ) + indices = ind_dict.get(f"{split}_indices") + if indices is None: + raise KeyError(f"Unknown data subset: '{split}'") + else: + indices = None + datasets: list[NamedDataset] = [] + for dataset_name in discrete_dataset_names: + dataset = DiscreteDataset.load(path / f"{dataset_name}.pt", indices) + datasets.append(dataset) + for dataset_name in continuous_dataset_names: + dataset = ContinuousDataset.load(path / f"{dataset_name}.pt", indices) + datasets.append(dataset) + return cls(*datasets) + + def feature_names_of(self, dataset_name: str) -> list[str]: + """Return feature names of a constituent dataset.""" + return self.datasets[dataset_name].feature_names + + def find(self, feature_name) -> NamedDataset: + """Return constituent dataset which contains feature name.""" + for dataset in self._list: + if feature_name in dataset.feature_names: + return dataset + raise KeyError(f"{feature_name} not found in any dataset") + + def perturb( + self, + dataset_name: str, + feature_name: str, + value: Union[str, float, None], + perturbation_type: PerturbationType = "value", + ) -> None: + """Add a perturbation to a feature in a constituent dataset. + + Args: + dataset_name: Name of dataset to perturb + feature_name: Name of feature in dataset to perturb + value: Value of perturbation (used only when + ``perturbation_type`` is ``"value"``; ignored otherwise) + perturbation_type: How to perturb the feature. ``"value"`` + (default) replaces it with ``value``. ``"minimum"``/ + ``"maximum"``/``"plus_std"``/``"minus_std"`` are + continuous-only, and compute the replacement/offset from the + feature's own values instead of taking ``value``. + """ + self.perturbation = Perturbation( + dataset_name, feature_name, value, perturbation_type + ) + + def remove_perturbation(self) -> None: + """Remove perturbation from dataset.""" + self.perturbation = None + + def select(self, feature_name: str) -> torch.Tensor: + """Slice and return values corresponding to a single feature. If the + same feature name exists in more than one dataset, the first matching + feature will be returned.""" + for dataset in self._list: + if feature_name in dataset.feature_names: + return dataset.select(feature_name) + raise KeyError(f"{feature_name} not found in any dataset") + + +class Perturbation: + """Perturbation in a MOVE dataset. A perturbation will target a feature in + one of the MOVE datasets. By default (``perturbation_type="value"``), all + the values of that feature will be replaced by the defined target value. + For example, target 'metformin' feature in 'drugs' dataset and change + value from 0 to 1. For continuous features, ``perturbation_type`` can + instead derive the change from the feature's own values (see + :data:`PerturbationType`). + + Args: + target_dataset_name: Name of dataset containing the target feature + target_feature_name: Name of feature to perturb + target_value: Value the feature will be replaced with (only used + when ``perturbation_type`` is ``"value"``) + perturbation_type: How to perturb the feature; see + :data:`PerturbationType`""" + + def __init__( + self, + target_dataset_name: str, + target_feature_name: str, + target_value: Union[str, float, None], + perturbation_type: PerturbationType = "value", + ) -> None: + self.dataset_name = target_dataset_name + self.feature_name = target_feature_name + self.target_value = target_value + self.perturbation_type = perturbation_type + + def __repr__(self) -> str: + return str(self) + + @property + def is_relative(self) -> bool: + """Whether this perturbation offsets each sample's own value (True, + for ``"plus_std"``/``"minus_std"``) rather than replacing it with a + fixed value (False, for ``"value"``/``"minimum"``/``"maximum"``).""" + return self.perturbation_type in RELATIVE_PERTURBATION_TYPES + + def __str__(self) -> str: + return f'{self.__class__.__name__}("{self.dataset_name}/{self.feature_name}")' + + @property + def feature_indices(self) -> tuple[int, int]: + """Start/stop column indices of the target feature, as a tuple.""" + slice_ = self.feature_slice + return slice_.start, slice_.stop + + @property + def feature_slice(self) -> slice: + """Slice selecting the target feature's columns in its dataset's + tensor. Set automatically once the perturbation is assigned to a + :class:`MoveDataset`.""" + if (slice_ := getattr(self, "_feature_slice", None)) is None: + raise UnsetProperty("Target feature indices") + return slice_ + + @feature_slice.setter + def feature_slice(self, value: slice) -> None: + self._feature_slice = value + + @property + def mapped_value(self) -> torch.Tensor: + """Target value, encoded to match the target feature's representation + (one-hot for discrete features, a 1-element tensor for continuous + ones). Set automatically once the perturbation is assigned to a + :class:`MoveDataset`.""" + if (value := getattr(self, "_mapped_value", None)) is None: + raise UnsetProperty("Encoded target value") + return value + + @mapped_value.setter + def mapped_value(self, mapped_value: torch.Tensor) -> None: + self._mapped_value = mapped_value diff --git a/src/move/data/io.py b/src/move/data/io.py index 309fbd04..fb288de5 100644 --- a/src/move/data/io.py +++ b/src/move/data/io.py @@ -9,6 +9,7 @@ ] import json +import re from pathlib import Path from typing import Optional @@ -34,6 +35,8 @@ def read_config( Returns: Merged configuration """ + import move.conf.schema # registers task configs in Hydra's config store + overrides = [] if data_config_name is not None: overrides.append(f"data={data_config_name}") @@ -142,23 +145,94 @@ def read_tsv( Tuple containing (1) feature names and (2) 2D matrix (samples x features) """ - data = pd.read_csv(path, index_col=0, sep="\t") + extension = Path(path).suffix + if extension == ".tsv": + sep = "\t" + elif extension == ".csv": + sep = "," + else: + raise ValueError(f"Unsupported file type: {extension}") + data = pd.read_csv(path, index_col=0, sep=sep, na_values=["./."]) if sample_names is not None: data.index = data.index.astype(str, False) - data = data.loc[sample_names] + data = data.reindex(sample_names) return data.columns.values, data.values def load_mappings(path: PathLike) -> dict[str, dict[str, int]]: + """Loads category-to-code mappings (one per discrete dataset) from a JSON + file. + + Args: + path: Path to JSON file + + Returns: + Dictionary mapping each dataset name to its category-to-code mapping + """ with open(path, "r", encoding="utf-8") as file: return json.load(file) def dump_mappings(path: PathLike, mappings: dict[str, dict[str, int]]) -> None: + """Saves category-to-code mappings (one per discrete dataset) to a JSON + file. + + Args: + path: Path to JSON file + mappings: Dictionary mapping each dataset name to its category-to-code + mapping + """ with open(path, "w", encoding="utf-8") as file: json.dump(mappings, file, indent=4, ensure_ascii=False) def dump_names(path: PathLike, names: np.ndarray) -> None: + """Saves an array of names to a text file, one name per line. + + Args: + path: Path to the text file + names: Names to write + """ with open(path, "w", encoding="utf-8") as file: file.writelines([f"{name}\n" for name in names]) + + +RESERVED_NAMES = [ + "CON", + "PRN", + "AUX", + "NUL", + "COM1", + "COM2", + "COM3", + "COM4", + "COM5", + "COM6", + "COM7", + "COM8", + "COM9", + "LPT1", + "LPT2", + "LPT3", + "LPT4", + "LPT5", + "LPT6", + "LPT7", + "LPT8", + "LPT9", +] +MAX_FILENAME_LEN = 255 + + +def sanitize_filename(string: str) -> str: + """Sanitize a filename.""" + # Replace non-alpha characters with underscore + filename = re.sub(r'[<>:"/\\|?*\0-\x1f\x7f]', "_", string) + # Check if reserved Windows name + sep_idx = filename.rindex(".") + stem, suffix = filename[:sep_idx], filename[sep_idx:] + if stem.upper() in RESERVED_NAMES: + stem += "_" + # Truncate + filename = stem[: MAX_FILENAME_LEN - len(suffix)] + suffix + return filename diff --git a/src/move/data/preprocessing.py b/src/move/data/preprocessing.py index 1c76df57..878187d9 100644 --- a/src/move/data/preprocessing.py +++ b/src/move/data/preprocessing.py @@ -1,14 +1,24 @@ -__all__ = ["one_hot_encode", "one_hot_encode_single", "scale"] +__all__ = [ + "one_hot_encode", + "one_hot_encode_single", + "log_n_standardize", + "standardize", +] -from typing import Any, Optional +from typing import Any, Literal, Optional, Union, cast import numpy as np import pandas as pd +import torch from numpy.typing import ArrayLike -from sklearn.preprocessing import scale as standardize +from sklearn.preprocessing import StandardScaler from move.core.typing import BoolArray, FloatArray, IntArray +PreprocessingOpName = Literal[ + "one_hot_encode", "log_and_standardize", "standardize", "none" +] + def _category_name(value: Any) -> str: return value if isinstance(value, str) else str(int(value)) @@ -47,7 +57,7 @@ def one_hot_encode(x_: ArrayLike) -> tuple[IntArray, dict[str, int]]: return encoded_x, mapping -def one_hot_encode_single(mapping: dict[str, int], value: Optional[str]) -> IntArray: +def one_hot_encode_single(mapping: dict[str, int], value: Optional[str]) -> FloatArray: """One-hot encode a single value given an existing mapping. Args: @@ -64,18 +74,56 @@ def one_hot_encode_single(mapping: dict[str, int], value: Optional[str]) -> IntA return encoded_value -def scale(x: np.ndarray) -> tuple[FloatArray, BoolArray]: - """Center to mean and scale to unit variance. Convert NaN values to 0. +Indices = Optional[Union[IntArray, torch.Tensor]] + + +def log_n_standardize( + x: np.ndarray, train_indices: Optional[Indices] = None +) -> FloatArray: + """Apply base-2 logarithm. Then, center to mean and scale to unit variance. + Convert NaN values to 0. Args: x: 2D array with samples in its rows and features in its columns + train_indices: Array with indices corresponding to training data subset Returns: - Tuple containing (1) scaled output and (2) a 1D mask marking columns - (i.e., features) without zero variance + Tuple containing standardized output """ logx = np.log2(x + 1) - mask_1d = ~np.isclose(np.nanstd(logx, axis=0), 0.0) - scaled_x = standardize(logx[:, mask_1d], axis=0) - scaled_x[np.isnan(scaled_x)] = 0 - return scaled_x, mask_1d + return standardize(logx, train_indices) + + +def standardize(x: np.ndarray, train_indices: Optional[Indices] = None) -> FloatArray: + """Center to mean and scale to unit variance. Convert NaN values to 0. + + Args: + x: 2D array with samples in its rows and features in its columns + train_indices: Array with indices corresponding to training data subset + + Returns: + Tuple containing standardized output + """ + op = StandardScaler() + if train_indices is None: + scaled_x = op.fit_transform(x) + else: + # Standardize based only on training subset + train_x = np.take(x, train_indices, axis=0) + op.fit(train_x) + # Apply transformation to all data + scaled_x = op.transform(x) + # Fill NaNs with zeros + return fill(cast(FloatArray, scaled_x)) + + +def fill(x: np.ndarray) -> FloatArray: + """Replace NaNs with zeroes. + + Args: + x: Array + + Returns: + Array with no NaNs""" + x[np.isnan(x)] = 0 + return x diff --git a/src/move/data/reservoir.py b/src/move/data/reservoir.py new file mode 100644 index 00000000..ba5bee15 --- /dev/null +++ b/src/move/data/reservoir.py @@ -0,0 +1,169 @@ +__all__ = ["Reservoir", "PairedReservoir"] + +import math +import random + +import torch + +from move.core.exceptions import UnsetProperty + + +class ReservoirTest: + """Generate a random sample of k items from a stream of n items, where + n is either unknown or very large. + + This implementation uses the so-called Algorithm R.""" + + # based on: https://richardstartin.github.io/posts/reservoir-sampling + + def __init__(self, capacity: int): + self.capacity = capacity + self.reservoir = torch.empty(capacity) + self.idx = 0 + + def add(self, value: torch.Tensor) -> None: + if self.idx < self.capacity: + self.reservoir[self.idx] = value + else: + repl_idx = math.floor(random.random() * self.idx) + if repl_idx < self.capacity: + self.reservoir[repl_idx] = value + self.idx += 1 + + +class Reservoir: + """Generate a random sample (reservoir) from a stream of `n` items, where + `n` is either unknown or very large. + + This implementation uses the so-called Algorithm R. + + Args: + capacity: Number of items in the reservoir + """ + + def __init__(self, capacity: int): + self.capacity = capacity + self._reservoir = None + self.idx = 0 + self.total_samples = 0 + + def __call__(self) -> torch.Tensor: + return self.reservoir + + @property + def reservoir(self) -> torch.Tensor: + if self._reservoir is None: + raise UnsetProperty("Reservoir") + if self.total_samples < self.capacity: + return self._reservoir[: self.total_samples] + return self._reservoir + + def add(self, stream: torch.Tensor): + """Select a random sample from stream and add it to the reservoir. + + Args: + stream: tensor with samples in its first dimension + """ + + num_samples = stream.size(0) + self.total_samples += num_samples + + # Init reservoir + if self._reservoir is None: + self._reservoir = torch.empty((self.capacity, *stream.shape[1:])) + elif self._reservoir.shape[1:] != stream.shape[1:]: + raise ValueError(f"Shape mismatch between reservoir and stream") + + # Fill empty reservoir + if self.idx < self.capacity: + stop = min(self.capacity - self.idx, num_samples) + self._reservoir[self.idx : self.idx + stop] = stream[:stop] + self.idx += stop + if stop == num_samples: + return + + stream = stream[stop:] + num_samples -= stop + + # Sample and fill reservoir + i = torch.arange(self.idx, self.total_samples) + j = torch.floor(torch.rand(i.shape) * i).long() + replace = j < self.capacity + + for a, b in zip(j[replace], i[replace] - self.idx): + self._reservoir[a] = stream[b] + + self.idx += num_samples + + +class PairedReservoir(Reservoir): + """Genereate a paired set of random samples (reservoirs) from a paired set + of streams, whose size is either unknown or very large.""" + + def __init__(self, capacity: int): + super().__init__(capacity) + + def __call__(self) -> tuple[torch.Tensor, ...]: + return self.reservoir + + @property + def reservoir(self) -> tuple[torch.Tensor, ...]: + if self._reservoir is None: + raise UnsetProperty("Reservoir") + if self.total_samples < self.capacity: + return tuple([r[: self.total_samples] for r in self._reservoir]) + return self._reservoir + + def add(self, *streams: torch.Tensor): + """Select a random sample from a paired set of streams and add it to + the corresponding reservoir. + + Args: + streams: Tensors with samples in its first dimension + """ + streams_ = list(streams) + stream1 = streams_[0] + num_samples = stream1.size(0) + + if not all(stream.size(0) == num_samples for stream in streams_[1:]): + raise ValueError("Streams must have the same number of samples") + + self.total_samples += num_samples + + # Init reservoir + if self._reservoir is None: + self._reservoir = tuple( + [ + torch.empty((self.capacity, *stream1.shape[1:])) + for _ in range(len(streams_)) + ] + ) + elif len(streams_) != len(self._reservoir): + raise ValueError("Size mismatch between number of streams and reservoirs") + + # Fill empty reservoir + if self.idx < self.capacity: + stop = min(self.capacity - self.idx, num_samples) + + for i, reservoir in enumerate(self._reservoir): + stream = streams_[i] + reservoir[self.idx : self.idx + stop] = stream[:stop] + streams_[i] = stream[stop:] + + self.idx += stop + + if stop == num_samples: + return + + num_samples -= stop + + # Sample and fill reservoir + i = torch.arange(self.idx, self.total_samples) + j = torch.floor(torch.rand(i.shape) * i).long() + replace = j < self.capacity + + for m, n in zip(j[replace], i[replace] - self.idx): + for reservoir, stream in zip(self._reservoir, streams_): + reservoir[m] = stream[n] + + self.idx += num_samples diff --git a/src/move/data/splitting.py b/src/move/data/splitting.py new file mode 100644 index 00000000..f2c16dac --- /dev/null +++ b/src/move/data/splitting.py @@ -0,0 +1,33 @@ +__all__ = ["split_samples"] + +import torch + + +def split_samples( + num_samples: int, + train_frac: float = 0.9, + test_frac: float = 0.1, + valid_frac: float = 0.0, +) -> tuple[torch.Tensor, torch.Tensor, torch.Tensor]: + """Randomly split samples into training, test, and validation sets. + + Args: + num_samples: Number of samples to split. + train_frac: Fraction of samples corresponding to training set. + test_frac: Fraction of samples corresponding to test set. + valid_frac: Fraction of samples corresponding to validation set. + + Returns: + Tuple containing indices corresponding to each subset. + """ + if (train_frac + test_frac + valid_frac) != 1.0: + raise ValueError("The sum of the subset fractions must be equal to one.") + + train_size = int(train_frac * num_samples) + test_size = int(test_frac * num_samples) + + perm = torch.randperm(num_samples) + + tup = tuple(torch.tensor_split(perm, (train_size, train_size + test_size))) + assert len(tup) == 3 + return tup diff --git a/src/move/data/writer.py b/src/move/data/writer.py new file mode 100644 index 00000000..69675cb9 --- /dev/null +++ b/src/move/data/writer.py @@ -0,0 +1,26 @@ +__all__ = ["CsvWriter"] + +import csv +from typing import Any, Mapping, Sequence, Union + +from numpy.typing import NDArray + + +class CsvWriter(csv.DictWriter): + """Create a CSV writer that maps dictionaries onto output rows and columns.""" + + def writecols(self, cols: Mapping[str, Union[Sequence[Any], NDArray]]): + """Write all elements in columns to the writer's file object.""" + colnames = set(self.fieldnames) + if not colnames.issubset(cols.keys()): + raise ValueError("Missing a column") + if self.extrasaction == "raise" and not colnames.issuperset(cols.keys()): + raise ValueError("Extra column found") + key1, *keys = self.fieldnames + if not all(len(cols[key]) == len(cols[key1]) for key in keys): + raise ValueError("Columns of varying length") + rows = ( + tuple(cols[key][i] for key in self.fieldnames) + for i in range(len(cols[key1])) + ) + self.writer.writerows(rows) diff --git a/src/move/models/__init__.py b/src/move/models/__init__.py index 01d2dadf..febbfba8 100644 --- a/src/move/models/__init__.py +++ b/src/move/models/__init__.py @@ -1,3 +1,6 @@ -__all__ = ["VAE"] +__all__ = ["Vae", "VaeNormal", "VaeT", "reload_vae"] -from move.models.vae import VAE +from move.models.base import reload_vae +from move.models.vae import Vae +from move.models.vae_distribution import VaeNormal +from move.models.vae_t import VaeT diff --git a/src/move/models/base.py b/src/move/models/base.py new file mode 100644 index 00000000..cb2391db --- /dev/null +++ b/src/move/models/base.py @@ -0,0 +1,166 @@ +__all__ = ["BaseVae"] + +import inspect +from abc import ABC, abstractmethod +from importlib import import_module +from pathlib import Path +from typing import ( + Any, + Literal, + OrderedDict, + Type, + TypedDict, + TypeVar, + Union, + cast, + overload, +) + +import torch +from torch import nn + +from move.core.qualname import get_fully_qualname +from move.models.layers.chunk import SplitInput, SplitOutput + +T = TypeVar("T", bound="BaseVae") + + +class VaeOutput(TypedDict): + """Output of a forward pass through a :class:`BaseVae` model.""" + + z_loc: torch.Tensor + z_scale: torch.Tensor + x_recon: torch.Tensor + + +class LossDict(TypedDict): + """Components of the loss computed by :meth:`BaseVae.compute_loss`.""" + + elbo: torch.Tensor + discrete_loss: torch.Tensor + continuous_loss: torch.Tensor + kl_div: torch.Tensor + kl_weight: float + + +class SerializedModel(TypedDict): + """On-disk representation of a model, as saved by :meth:`BaseVae.save`.""" + + config: dict[str, Any] + state_dict: OrderedDict[str, torch.Tensor] + + +class BaseVae(nn.Module, ABC): + """Abstract base class for MOVE's variational autoencoder models. A + subclass encodes a concatenated batch of discrete/continuous features + into a latent distribution, samples from it, and decodes the sample back + into a reconstruction of the input.""" + + embedding_args: int = 2 + output_args: int = 1 + encoder: nn.Module + decoder: nn.Module + split_input: SplitInput + split_output: SplitOutput + num_latent: int + + def __call__(self, *args: Any, **kwds: Any) -> VaeOutput: + return super().__call__(*args, **kwds) + + @abstractmethod + def encode(self, x: torch.Tensor) -> tuple[torch.Tensor, ...]: + """Encode a batch into the parameters of its latent distribution + (e.g., location and scale).""" + ... + + @abstractmethod + def reparameterize( + self, loc: torch.Tensor, scale: torch.Tensor + ) -> torch.Tensor: + """Sample a latent representation from the given distribution + parameters using the reparameterization trick.""" + ... + + @abstractmethod + def decode(self, z: torch.Tensor) -> tuple[torch.Tensor, ...]: + """Decode a latent representation into a reconstruction of the + input.""" + ... + + @abstractmethod + def compute_loss( + self, batch: torch.Tensor, annealing_factor: float + ) -> LossDict: + """Compute the ELBO loss (reconstruction + KL divergence) for a batch. + + Args: + batch: Input batch + annealing_factor: Weight applied to the KL-divergence term + """ + ... + + @torch.no_grad() + @abstractmethod + def project(self, batch: torch.Tensor) -> torch.Tensor: + """Create latent representation.""" + ... + + @overload + @abstractmethod + def reconstruct( + self, batch: torch.Tensor, as_one: Literal[False] + ) -> tuple[torch.Tensor, torch.Tensor]: ... + + @overload + @abstractmethod + def reconstruct( + self, batch: torch.Tensor, as_one: Literal[True] + ) -> torch.Tensor: ... + + @overload + @abstractmethod + def reconstruct( + self, batch: torch.Tensor, as_one: bool = False + ) -> Union[torch.Tensor, tuple[torch.Tensor, torch.Tensor]]: ... + + @torch.no_grad() + @abstractmethod + def reconstruct( + self, batch: torch.Tensor, as_one: bool = False + ) -> Union[torch.Tensor, tuple[torch.Tensor, torch.Tensor]]: + """Create reconstruction.""" + ... + + @classmethod + def reload(cls: Type[T], model_path: Path) -> T: + """Reload a model from its serialized config and state dict.""" + model_dict = cast(SerializedModel, torch.load(model_path, weights_only=False)) + target = model_dict["config"].pop("_target_") + module_name, class_name = target.rsplit(".", 1) + module = import_module(module_name) + cls_: Type = getattr(module, class_name) + model = cls_(**model_dict["config"]) + model.load_state_dict(model_dict["state_dict"]) + return model + + def freeze(self) -> None: + """Freeze all parameters.""" + for param in self.parameters(): + param.requires_grad = False + self.eval() + + def save(self, model_path: Path) -> None: + """Save the serialized config and state dict of the model to disk.""" + argnames = inspect.signature(self.__class__).parameters.keys() + config = {argname: getattr(self, argname) for argname in argnames} + config["_target_"] = get_fully_qualname(self) + model = SerializedModel( + config=config, + state_dict=self.state_dict(), + ) + torch.save(model, model_path, pickle_protocol=4) + + +def reload_vae(model_path: Path) -> BaseVae: + """Alias of `BaseVae.reload`.""" + return BaseVae.reload(model_path) diff --git a/src/move/models/layers/__init__.py b/src/move/models/layers/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/src/move/models/layers/chunk.py b/src/move/models/layers/chunk.py new file mode 100644 index 00000000..1e2a0ec9 --- /dev/null +++ b/src/move/models/layers/chunk.py @@ -0,0 +1,245 @@ +__all__ = ["Chunk", "SplitInput", "SplitOutput"] + +import itertools +import operator +from typing import TYPE_CHECKING, Any, Optional, Type, TypeVar, Union, cast + +import torch +from torch import nn +from torch.distributions import Distribution, constraints + +if TYPE_CHECKING: + from move.data.dataset import MoveDataset + +DiscreteData = list[torch.Tensor] +ContinuousData = list[torch.Tensor] +ContinuousDistribution = list[dict[str, torch.Tensor]] +SplitData = Union[ + tuple[DiscreteData, ContinuousData], tuple[DiscreteData, ContinuousDistribution] +] + +SUPPORTED_DISTRIBUTIONS = [ + "Normal", + "StudentT", + # other distributions possible but untested +] + +T = TypeVar("T", bound="SplitOutput") + + +class Chunk(nn.Module): + """Split output into a given number of chunks. + + Args: + chunks: Number of chunks + dim: Dimension to apply operation in + """ + + chunks: int + dim: int + + def __init__(self, chunks: int, dim: int = -1) -> None: + super().__init__() + self.chunks = chunks + self.dim = dim + + def __call__(self, *args: Any, **kwds: Any) -> tuple[torch.Tensor, ...]: + return super().__call__(*args, **kwds) + + def forward(self, input: torch.Tensor) -> tuple[torch.Tensor, ...]: + """Split ``input`` into :attr:`chunks` tensors along :attr:`dim`.""" + if self.chunks == 1: + return (input,) + return tuple(torch.chunk(input, self.chunks, self.dim)) + + +class SplitOutput(nn.Module): + """Split and re-shape concatenated datasets into their original shapes. + + Args: + discrete_dataset_shapes: + Number of features and classes of each discrete dataset. + continuous_dataset_shapes: + Number of features of each continuous dataset. + distribution_name_or_cls: + If given, continuous variables will be treated as distribution + arguments. For instance, for a normal distribution, the continuous + subset of the output will be split into mean and standard deviation. + This can be either the name of a class from the `torch.distributions` + module or a class that can be instantiated. + """ + + num_discrete_features: int + num_continuous_features: int + num_features: int + num_expected_features: int + num_distribution_args: int + discrete_dataset_shapes: list[tuple[int, int]] + discrete_dataset_shapes_1d: list[int] + continuous_dataset_shapes: list[int] + discrete_split_indices: list[int] + continuous_split_indices: list[int] + discrete_activation: Optional[nn.Module] + continuous_activation: Optional[nn.Module] + + def __init__( + self, + discrete_dataset_shapes: list[tuple[int, int]], + continuous_dataset_shapes: list[int], + distribution_name_or_cls: Union[str, Type[Distribution], None] = None, + discrete_activation_name: Optional[str] = None, + continuous_activation_name: Optional[str] = None, + ) -> None: + super().__init__() + + self.distribution: Optional[Type[Distribution]] = None + self.num_distribution_args = 1 + if distribution_name_or_cls is not None: + if isinstance(distribution_name_or_cls, str): + if distribution_name_or_cls not in SUPPORTED_DISTRIBUTIONS: + raise ValueError("Unsupported distribution") + self.distribution = getattr( + torch.distributions, distribution_name_or_cls, None + ) + else: + if not issubclass(distribution_name_or_cls, Distribution): + raise ValueError("Not a distribution") + self.distribution = distribution_name_or_cls + if self.distribution is not None: + self.num_distribution_args = len(self.distribution.arg_constraints) # type: ignore + + activation_funs = [] + for name in [discrete_activation_name, continuous_activation_name]: + if name is not None: + activation_fun = getattr(nn, name) + assert issubclass(activation_fun, nn.Module) + activation_funs.append(activation_fun()) + else: + activation_funs.append(None) + self.discrete_activation, self.continuous_activation = activation_funs + + self.discrete_dataset_shapes = discrete_dataset_shapes + self.continuous_dataset_shapes = continuous_dataset_shapes + + # Flatten discrete dataset shapes (normally, 2D) + (*self.discrete_dataset_shapes_1d,) = itertools.starmap( + operator.mul, self.discrete_dataset_shapes + ) + + # Count num. features + self.num_discrete_features = sum(self.discrete_dataset_shapes_1d) + self.num_continuous_features = sum(self.continuous_dataset_shapes) + self.num_features = self.num_discrete_features + self.num_continuous_features + self.num_expected_features = self.num_discrete_features + ( + self.num_continuous_features * self.num_distribution_args + ) + + # Compute split indices + if len(self.discrete_dataset_shapes_1d) > 0: + *self.discrete_split_indices, _ = itertools.accumulate( + self.discrete_dataset_shapes_1d + ) + else: + self.discrete_split_indices = [] + if len(self.continuous_dataset_shapes) > 0: + *self.continuous_split_indices, _ = itertools.accumulate( + [ + shape * self.num_distribution_args + for shape in self.continuous_dataset_shapes + ] + ) + else: + self.continuous_split_indices = [] + + def __call__(self, *args: Any, **kwds: Any) -> SplitData: + return super().__call__(*args, **kwds) + + @classmethod + def from_move_dataset(cls: Type[T], move_dataset: "MoveDataset") -> T: + """Create layer from shapes of discrete and continuous datasets contained in a + MOVE dataset.""" + discrete_dataset_shapes = [] + continuous_dataset_shapes = [] + for dataset in move_dataset.discrete_datasets: + discrete_dataset_shapes.append(dataset.original_shape) + for dataset in move_dataset.continuous_datasets: + continuous_dataset_shapes.append(dataset.num_features) + return cls(discrete_dataset_shapes, continuous_dataset_shapes) + + def forward(self, x: torch.Tensor) -> SplitData: + """Split a concatenated 2D tensor back into per-dataset discrete and + continuous subsets (or continuous distribution argument dicts, if a + distribution was configured).""" + if x.dim() != 2: + raise ValueError("Input expected to be 2D.") + + if x.size(1) != self.num_expected_features: + raise ValueError( + f"Size mismatch: input ({x.size(1)}) is not equal to expected " + f"number of features ({self.num_expected_features})." + ) + + # Split into discrete/continuous sets + discrete_x, continuous_x = torch.tensor_split( + x, [self.num_discrete_features], dim=-1 + ) + if self.discrete_activation is not None: + discrete_x = self.discrete_activation(discrete_x) + if self.continuous_activation is not None: + continuous_x = self.continuous_activation(continuous_x) + + # Split and re-shape discrete set into 3D subsets + discrete_subsets_flat = torch.tensor_split( + discrete_x, self.discrete_split_indices, dim=-1 + ) + discrete_subsets = [ + torch.reshape(subset, (-1, *shape)) + for subset, shape in zip( + discrete_subsets_flat, self.discrete_dataset_shapes + ) + ] + + # Split continuous set into subsets + # If outputs are distributions, split into correct # of arguments + continous_subsets = list( + torch.tensor_split(continuous_x, self.continuous_split_indices, dim=-1) + ) + if self.num_distribution_args > 1: + if self.distribution is not None: + continous_distributions = [] + # For each distribution, split into correct # arguments + # Example: if modeling a Normal distribution, split into loc and scale + # Chunks are saved in dictionary + # If distribution arg constrained positive (e.g. scale), apply transform + for subset in continous_subsets: + chunks = torch.chunk(subset, self.num_distribution_args, dim=-1) + args = {} + for arg, (arg_name, arg_constraint) in zip( + chunks, self.distribution.arg_constraints.items() # type: ignore + ): + if arg_constraint is constraints.positive: + arg = torch.exp(arg * 0.5) + args[arg_name] = arg + continous_distributions.append(args) + return discrete_subsets, continous_distributions + + if isinstance(self, SplitInput): + return discrete_subsets, list(continous_subsets) + + return discrete_subsets, continous_subsets + + +class SplitInput(SplitOutput): + """Alias of `SplitOutput`.""" + + def __init__( + self, + discrete_dataset_shapes: list[tuple[int, int]], + continuous_dataset_shapes: list[int], + ) -> None: + super().__init__(discrete_dataset_shapes, continuous_dataset_shapes, None) + + def __call__(self, *args: Any, **kwds: Any) -> tuple[DiscreteData, ContinuousData]: + return cast( + tuple[DiscreteData, ContinuousData], super().__call__(*args, **kwds) + ) diff --git a/src/move/models/layers/encoder_decoder.py b/src/move/models/layers/encoder_decoder.py new file mode 100644 index 00000000..ec5208fd --- /dev/null +++ b/src/move/models/layers/encoder_decoder.py @@ -0,0 +1,109 @@ +__all__ = ["Encoder", "Decoder"] + +from typing import Any, Sequence + +import torch +from torch import nn + +from move.models.layers.chunk import Chunk + + +def build_network( + input_dim: int, + compress_dims: Sequence[int], + output_dim: int, + dropout_rate: float, + activation_fun_name: str, +) -> list[nn.Module]: + """Build a network that takes # input dimensions, (de)compresses them, and + returns # output dimensions using a sequence of linear, non-linear, dropout, + and batch normalization layers.""" + + activation_fun = getattr(nn, activation_fun_name) + assert issubclass(activation_fun, nn.Module) + + layers: list[nn.Module] = [] + layer_dims = [input_dim, *compress_dims] + + out_features = None + for in_features, out_features in zip(layer_dims, layer_dims[1:]): + layers.append(nn.Linear(in_features, out_features)) + layers.append(activation_fun()) + if dropout_rate > 0: + layers.append(nn.Dropout(dropout_rate)) + layers.append(nn.BatchNorm1d(out_features)) + + assert out_features is not None + layers.append(nn.Linear(out_features, output_dim)) + + return layers + + +class Encoder(nn.Sequential): + """Feed-forward network mapping an input to the arguments of an embedding + (e.g., location and scale of a latent Normal distribution), built with + :func:`build_network` and chunked into ``embedding_args`` outputs. + + Args: + input_dim: Number of input features + compress_dims: Number of units in each hidden layer + embedding_dim: Number of dimensions of the embedding + embedding_args: Number of arguments the embedding is split into + dropout_rate: Dropout rate applied after each hidden layer + activation_fun_name: Name of an activation class in `torch.nn` + """ + + num_args: int + + def __init__( + self, + input_dim: int, + compress_dims: Sequence[int], + embedding_dim: int, + embedding_args: int = 2, + dropout_rate: float = 0.0, + activation_fun_name: str = "LeakyReLU", + ) -> None: + self.num_args = embedding_args + layers = build_network( + input_dim, + compress_dims, + embedding_dim * embedding_args, + dropout_rate, + activation_fun_name, + ) + layers.append(Chunk(embedding_args)) + super().__init__(*layers) + + def __call__(self, *args: Any, **kwds: Any) -> tuple[torch.Tensor, ...]: + return super().__call__(*args, **kwds) + + +class Decoder(Encoder): + """`Encoder` configured to map a latent embedding back to a single + reconstruction output (``embedding_args=1``). + + Args: + embedding_dim: Number of dimensions of the latent embedding + compress_dims: Number of units in each hidden layer + output_dim: Number of output (reconstructed) features + dropout_rate: Dropout rate applied after each hidden layer + activation_fun_name: Name of an activation class in `torch.nn` + """ + + def __init__( + self, + embedding_dim: int, + compress_dims: Sequence[int], + output_dim: int, + dropout_rate: float = 0.0, + activation_fun_name: str = "LeakyReLU", + ) -> None: + super().__init__( + embedding_dim, + compress_dims, + output_dim, + 1, + dropout_rate, + activation_fun_name, + ) diff --git a/src/move/models/vae.py b/src/move/models/vae.py index 08f639ae..0fc8d4d6 100644 --- a/src/move/models/vae.py +++ b/src/move/models/vae.py @@ -1,747 +1,245 @@ -__all__ = ["VAE"] +__all__ = ["Vae"] -import logging -from typing import Optional, Callable +import itertools +import operator +from typing import Optional, cast import torch -from torch import nn, optim -from torch.utils.data import DataLoader - -from move.core.typing import FloatArray, IntArray - -logger = logging.getLogger("vae.py") - - -class VAE(nn.Module): - """Variational autoencoder. - - Instantiate with: - continuous_shapes: shape of the different continuous datasets if any - categorical_shapes: shape of the different categorical datasets if any - num_hidden: List of n_neurons in the hidden layers [[200, 200]] - num_latent: Number of neurons in the latent layer [15] - beta: Multiply KLD by the inverse of this value [0.0001] - continuous_weights: list of weights for each continuous dataset - categorical_weights: list of weights for each categorical dataset - dropout: Probability of dropout on forward pass [0.2] - cuda: Use CUDA (GPU accelerated training) [False] - - Raises: - ValueError: Minimum 1 latent unit - ValueError: Beta must be greater than zero. - ValueError: Dropout must be between zero and one. - ValueError: Shapes of the input data must be provided. - ValueError: Number of continuous weights must be the same as number of - continuous datasets - ValueError: Number of categorical weights must be the same as number of - categorical datasets +import torch.optim +from torch import nn + +from move.core.exceptions import CudaIsNotAvailable, ShapeAndWeightMismatch +from move.models.base import BaseVae, LossDict, VaeOutput +from move.models.layers.chunk import ContinuousData, SplitInput, SplitOutput +from move.models.layers.encoder_decoder import Decoder, Encoder + + +class Vae(BaseVae): + """Variational autoencoder with independent Gaussian latent variables and + a Gaussian/categorical decoder (MSE loss for continuous features, + cross-entropy for discrete ones). + + Args: + discrete_shapes: Shape (number of features, number of classes) of + each discrete dataset + continuous_shapes: Number of features of each continuous dataset + discrete_weights: Weight given to each discrete dataset's + reconstruction loss (defaults to 1 for each) + continuous_weights: Weight given to each continuous dataset's + reconstruction loss (defaults to 1 for each) + num_hidden: Number of units in each hidden layer of the encoder + (mirrored in the decoder) + num_latent: Number of dimensions of the latent space + kl_weight: Weight applied to the KL-divergence term of the loss + dropout_rate: Dropout rate applied in the encoder/decoder + use_cuda: Whether to move the model to a CUDA device """ def __init__( self, - categorical_shapes: Optional[list[tuple[int, ...]]] = None, - continuous_shapes: Optional[list[int]] = None, - categorical_weights: Optional[list[int]] = None, - continuous_weights: Optional[list[int]] = None, + discrete_shapes: list[tuple[int, int]], + continuous_shapes: list[int], + discrete_weights: Optional[list[float]] = None, + continuous_weights: Optional[list[float]] = None, num_hidden: list[int] = [200, 200], num_latent: int = 20, - beta: float = 0.01, - dropout: float = 0.2, - cuda: bool = False, - ): + kl_weight: float = 0.01, + dropout_rate: float = 0.2, + use_cuda: bool = False, + ) -> None: + super().__init__() + + # Validate and save arguments + if sum(num_hidden) <= 0: + raise ValueError( + "Number of hidden units in encoder/decoder must be non-negative." + ) + self.num_hidden = num_hidden if num_latent < 1: - raise ValueError(f"Minimum 1 latent unit. Input was {num_latent}.") - - if beta <= 0: - raise ValueError("Beta must be greater than zero.") - - if not (0 <= dropout < 1): - raise ValueError("Dropout must be between zero and one.") - - if continuous_shapes is None and categorical_shapes is None: - raise ValueError("Shapes of the input data must be provided.") + raise ValueError("Latent space size must be non-negative.") + self.num_latent = num_latent - self.input_size = 0 - if continuous_shapes is not None: - self.num_continuous = sum(continuous_shapes) - self.input_size += self.num_continuous - self.continuous_shapes = continuous_shapes + if kl_weight <= 0: + raise ValueError("KLD weight must be greater than zero.") + self.kl_weight = kl_weight + + if not (0 <= dropout_rate < 1): + raise ValueError("Dropout rate must be between [0, 1).") + self.dropout_rate = dropout_rate + + if discrete_shapes is None and continuous_shapes is None: + raise ValueError("Shapes of input datasets must be provided.") + + self.discrete_shapes = discrete_shapes + self.num_disc_features = 0 + self.discrete_weights = [1.0] * len(self.discrete_shapes) + if discrete_shapes is not None and len(discrete_shapes) > 0: + (*shapes_1d,) = itertools.starmap(operator.mul, discrete_shapes) + self.num_disc_features = sum(shapes_1d) + if discrete_weights is not None: + if len(discrete_shapes) != len(discrete_weights): + raise ShapeAndWeightMismatch( + len(discrete_shapes), len(discrete_weights) + ) + self.discrete_weights = discrete_weights + self.continuous_shapes = continuous_shapes + self.num_cont_features = 0 + self.continuous_weights = [1.0] * len(self.continuous_shapes) + if continuous_shapes is not None and len(continuous_shapes) > 0: + self.num_cont_features = sum(continuous_shapes) if continuous_weights is not None: - self.continuous_weights = continuous_weights if len(continuous_shapes) != len(continuous_weights): - raise ValueError( - "Number of continuous weights must be the same as" - " number of continuous datasets" + raise ShapeAndWeightMismatch( + len(continuous_shapes), len(continuous_weights) ) - else: - self.num_continuous = 0 - - if categorical_shapes is not None: - self.num_categorical = sum( - [int.__mul__(*shape) for shape in categorical_shapes] - ) - self.input_size += self.num_categorical - self.categorical_shapes = categorical_shapes - - if categorical_weights is not None: - self.categorical_weights = categorical_weights - if len(categorical_shapes) != len(categorical_weights): - raise ValueError( - "Number of categorical weights must be the same as" - " number of categorical datasets" - ) - else: - self.num_categorical = 0 - - super(VAE, self).__init__() - - # Initialize simple attributes - self.beta = beta - self.num_hidden = num_hidden - self.num_latent = num_latent - self.dropout = dropout - - self.device = torch.device("cuda" if cuda == True else "cpu") - - # Activation functions - self.relu = nn.LeakyReLU() - self.log_softmax = nn.LogSoftmax(dim=1) - self.dropoutlayer = nn.Dropout(p=self.dropout) - - # Initialize lists for holding hidden layers - self.encoderlayers = nn.ModuleList() - self.encodernorms = nn.ModuleList() - self.decoderlayers = nn.ModuleList() - self.decodernorms = nn.ModuleList() - - ### Layers - # Hidden layers - for nin, nout in zip([self.input_size] + self.num_hidden, self.num_hidden): - self.encoderlayers.append(nn.Linear(nin, nout)) - self.encodernorms.append(nn.BatchNorm1d(nout)) - - # Latent layers - self.mu = nn.Linear(self.num_hidden[-1], self.num_latent) # mu layer - self.var = nn.Linear(self.num_hidden[-1], self.num_latent) # logvariance layer - - # Decoding layers - for nin, nout in zip( - [self.num_latent] + self.num_hidden[::-1], self.num_hidden[::-1] - ): - self.decoderlayers.append(nn.Linear(nin, nout)) - self.decodernorms.append(nn.BatchNorm1d(nout)) - - # Reconstruction - output layers - self.out = nn.Linear(self.num_hidden[0], self.input_size) # to output - - def encode(self, x: torch.Tensor) -> tuple[torch.Tensor, torch.Tensor]: - """ - Encodes the data in the data loader and returns the encoded matrix. - - Args: - x: input data - - Returns: - A tuple containing: - mean latent vector - log-variance latent vector - """ - # Hidden layers - for encoderlayer, encodernorm in zip(self.encoderlayers, self.encodernorms): - x = encoderlayer(x) - x = self.relu(x) - x = self.dropoutlayer(x) - x = encodernorm(x) - - return self.mu(x), self.var(x) - - def reparameterize(self, mu: torch.Tensor, logvar: torch.Tensor) -> torch.Tensor: - """ - Performs reparametrization trick - - Args: - mu: mean latent vector - logvar: log-variance latent vector - - Returns: - sample from latent space distribution - """ - std = torch.exp(0.5 * logvar) - eps = torch.randn_like(std) - - return eps.mul(std).add_(mu) - - def decompose_categorical(self, reconstruction: torch.Tensor) -> list[torch.Tensor]: - """ - Returns list of final reconstructions (after applying - log-softmax to the outputs of decoder) of each categorical class - - Args: - reconstruction: results of final layer of decoder - - Returns: - final reconstructions of each categorical class - """ - cat_tmp = reconstruction.narrow(1, 0, self.num_categorical) - - # handle soft max for each categorical dataset - cat_out = [] - pos = 0 - for cat_shape in self.categorical_shapes: - cat_dataset = cat_tmp[:, pos : (cat_shape[0] * cat_shape[1] + pos)] - - cat_out_tmp = cat_dataset.view( - cat_dataset.shape[0], cat_shape[0], cat_shape[1] - ) - cat_out_tmp = cat_out_tmp.transpose(1, 2) - cat_out_tmp = self.log_softmax(cat_out_tmp) - - cat_out.append(cat_out_tmp) - pos += cat_shape[0] * cat_shape[1] - - return cat_out - - def decode( - self, x: torch.Tensor - ) -> tuple[Optional[list[torch.Tensor]], Optional[torch.Tensor]]: - """ - Decode to the input space from the latent space - - Args: - x: sample from latent space distribution - - Returns: - A tuple containing: - cat_out: - list of reconstructions of every categorical data class - con_out: - reconstruction of continuous data - """ - for decoderlayer, decodernorm in zip(self.decoderlayers, self.decodernorms): - x = decoderlayer(x) - x = self.relu(x) - x = self.dropoutlayer(x) - x = decodernorm(x) - - reconstruction = self.out(x) - - # Decompose reconstruction to categorical and continuous variables - # if both types are in the input - cat_out, con_out = None, None - if self.num_categorical > 0: - cat_out = self.decompose_categorical(reconstruction) - if self.num_continuous > 0: - con_out = reconstruction.narrow( - 1, self.num_categorical, self.num_continuous - ) - - return cat_out, con_out - - def forward( - self, tensor: torch.Tensor - ) -> tuple[list[torch.Tensor], torch.Tensor, torch.Tensor, torch.Tensor]: - """ - Forward propagate through the VAE network - - Args: - tensor (torch.Tensor): input data - - Returns: - (tuple): a tuple containing: - cat_out (list): list of reconstructions of every categorical - data class - con_out (torch.Tensor): reconstructions of continuous data - mu (torch.Tensor): mean latent vector - logvar (torch.Tensor): mean log-variance vector - """ - mu, logvar = self.encode(tensor) - z = self.reparameterize(mu, logvar) - cat_out, con_out = self.decode(z) - - return cat_out, con_out, mu, logvar - - def calculate_cat_error( - self, - cat_in: torch.Tensor, - cat_out: list[torch.Tensor], - ) -> torch.Tensor: - """ - Calculates errors (cross-entropy) for categorical data reconstructions - - Args: - cat_in: - input categorical data - cat_out: - list of reconstructions of every categorical data class - - Returns: - torch.Tensor: - Errors (cross-entropy) for categorical data reconstructions - """ - batch_size = cat_in.shape[0] - - # calcualte target values for all cat datasets - count = 0 - cat_errors = [] - pos = 0 - for cat_shape in self.categorical_shapes: - cat_dataset = cat_in[:, pos : (cat_shape[0] * cat_shape[1] + pos)] - - cat_dataset = cat_dataset.view(cat_in.shape[0], cat_shape[0], cat_shape[1]) - cat_target = cat_dataset - cat_target = cat_target.argmax(2) - cat_target[cat_dataset.sum(dim=2) == 0] = -1 - cat_target = cat_target.to(self.device) - - # Cross entropy loss for categroical - loss = nn.NLLLoss(reduction="sum", ignore_index=-1) - cat_errors.append( - loss(cat_out[count], cat_target) / (batch_size * cat_shape[0]) - ) - count += 1 - pos += cat_shape[0] * cat_shape[1] - - cat_errors = torch.stack(cat_errors) - return cat_errors - - def calculate_con_error( - self, con_in: torch.Tensor, con_out: torch.Tensor, loss: Callable[[torch.Tensor, torch.Tensor], torch.Tensor] - ) -> torch.Tensor: - """ - Calculates errors (MSE) for continuous data reconstructions - - Args: - con_in: input continuous data - con_out: reconstructions of continuous data - loss: loss function - - Returns: - MSE loss - """ - batch_size = con_in.shape[0] - total_shape = 0 - con_errors_list: list[torch.Tensor] = [] - for s in self.continuous_shapes: - c_in = con_in[:, total_shape : (s + total_shape - 1)] - c_re = con_out[:, total_shape : (s + total_shape - 1)] - error = loss(c_re, c_in) / batch_size - con_errors_list.append(error) - total_shape += s - - con_errors = torch.stack(con_errors_list) - con_errors = con_errors / torch.Tensor(self.continuous_shapes).to(self.device) - MSE = torch.sum( - con_errors * torch.Tensor(self.continuous_weights).to(self.device) - ) - return MSE - - # Reconstruction + KL divergence losses summed over all elements and batch - def loss_function( - self, - cat_in: torch.Tensor, - cat_out: list[torch.Tensor], - con_in: torch.Tensor, - con_out: torch.Tensor, - mu: torch.Tensor, - logvar: torch.Tensor, - kld_w: float, - ) -> tuple[torch.Tensor, torch.Tensor, torch.Tensor, torch.Tensor]: - """ - Calculates the loss for data reconstructions - - Args: - cat_in: input categorical data - cat_out: list of reconstructions of every categorical data class - con_in: input continuous data - con_out: reconstructions of continuous data - mu: mean latent vector - logvar: mean log-variance vector - kld_w: kld weight - - Returns: - (tuple): a tuple containing: - total loss on train set during the training of the epoch - BCE loss on train set during the training of the epoch - SSE loss on train set during the training of the epoch - KLD loss on train set during the training of the epoch - """ - - MSE = 0 - CE = 0 - # calculate loss for catecorical data if in the input - if cat_out is not None: - cat_errors = self.calculate_cat_error(cat_in, cat_out) - if self.categorical_weights is not None: - CE = torch.sum( - cat_errors * torch.Tensor(self.categorical_weights).to(self.device) - ) - else: - CE = torch.sum(cat_errors) / len(cat_errors) - - # calculate loss for continuous data if in the input - if con_out is not None: - batch_size = con_in.shape[0] - # Mean square error loss for continauous - loss = nn.MSELoss(reduction="sum") - # set missing data to 0 to remove any loss these would provide - con_out[con_in == 0] = 0 - - # include different weights for each omics dataset - if self.continuous_weights is not None: - MSE = self.calculate_con_error(con_in, con_out, loss) - else: - MSE = loss(con_out, con_in) / (batch_size * self.num_continuous) - - # see Appendix B from VAE paper: - # Kingma and Welling. Auto-Encoding Variational Bayes. ICLR, 2014 - # https://arxiv.org/abs/1312.6114 - # 0.5 * sum(1 + log(sigma^2) - mu^2 - sigma^2) - KLD = -0.5 * torch.sum(1 + logvar - mu.pow(2) - logvar.exp()) / (batch_size) - - KLD_weight = self.beta * kld_w - loss = CE + MSE + KLD * KLD_weight - - return loss, CE, MSE, KLD * KLD_weight - - def encoding( - self, - train_loader: DataLoader, - epoch: int, - lrate: float, - kld_w: float, - ) -> tuple[float, float, float, float]: - """ - One iteration of VAE - - Args: - train_loader: Dataloader with train dataset - epoch: the epoch - lrate: learning rate for the model - kld_w: float of KLD weight - - Returns: - (tuple): a tuple containing: - total loss on train set during the training of the epoch - BCE loss on train set during the training of the epoch - SSE loss on train set during the training of the epoch - KLD loss on train set during the training of the epoch - """ - self.train() - optimizer = optim.Adam(self.parameters(), lr=lrate) - - epoch_loss = 0 - epoch_kldloss = 0 - epoch_sseloss = 0 - epoch_bceloss = 0 - - for _, (cat, con) in enumerate(train_loader): - # Move input to GPU if requested - cat = cat.to(self.device) - con = con.to(self.device) - - if self.num_categorical > 0 and self.num_continuous > 0: - tensor = torch.cat((cat, con), 1) - elif self.num_categorical > 0: - tensor = cat - elif self.num_continuous > 0: - tensor = con - else: - assert False, "Must have at least 1 categorial or 1 continuous feature" - - optimizer.zero_grad() - - cat_out, con_out, mu, logvar = self(tensor) - - loss, bce, sse, kld = self.loss_function( - cat, cat_out, con, con_out, mu, logvar, kld_w - ) - loss.backward() - - epoch_loss += loss.data.item() - epoch_kldloss += kld.data.item() - - if self.num_continuous > 0: - epoch_sseloss += sse.data.item() - - if self.num_categorical > 0: - epoch_bceloss += bce.data.item() + self.continuous_weights = continuous_weights - optimizer.step() + self.in_features = self.num_disc_features + self.num_cont_features - logger.info( - "\tEpoch: {}\tLoss: {:.6f}\tCE: {:.7f}\tSSE: {:.6f}\t" - "KLD: {:.4f}\tBatchsize: {}".format( - epoch, - epoch_loss / len(train_loader), - epoch_bceloss / len(train_loader), - epoch_sseloss / len(train_loader), - epoch_kldloss / len(train_loader), - train_loader.batch_size, - ) + self.encoder = Encoder( + self.in_features, + num_hidden, + num_latent, + embedding_args=self.embedding_args, + dropout_rate=dropout_rate, ) - return ( - epoch_loss / len(train_loader), - epoch_bceloss / len(train_loader), - epoch_sseloss / len(train_loader), - epoch_kldloss / len(train_loader), + self.decoder = Decoder( + num_latent, + num_hidden[::-1], + self.in_features, + dropout_rate=dropout_rate, ) + self.log_softmax = nn.LogSoftmax(dim=-1) + self.split_input = SplitInput(self.discrete_shapes, self.continuous_shapes) + self.split_output = SplitOutput(self.discrete_shapes, self.continuous_shapes) - def make_cat_recon_out(self, length: int) -> tuple[torch.Tensor, torch.Tensor, int]: - """ - Initiate empty tensors for categorical data - - Args: - length: number of samples - - Returns: - (tuple): a tuple containing: - cat_class: empty tensor for input categorical data - cat_recon: empty tensor for reconstructed categorical data - cat_total_shape: number of features of linearized one hot - categorical data - """ - cat_total_shape = 0 - for cat_shape in self.categorical_shapes: - cat_total_shape += cat_shape[0] - - cat_class = torch.empty((length, cat_total_shape)).int() - cat_recon = torch.empty((length, cat_total_shape)).int() - return cat_class, cat_recon, cat_total_shape - - def get_cat_recon( - self, batch: int, cat_total_shape: int, cat: torch.Tensor, cat_out: torch.Tensor - ) -> tuple[IntArray, IntArray]: - """ - Generates reconstruction data of categorical data class + self.nll_loss = nn.NLLLoss(reduction="sum", ignore_index=-1) + self.mse_loss = nn.MSELoss(reduction="sum") - Args: - batch: number of samples in the batch - cat_total_shape: number of features of linearized one hot - categorical data - cat: input categorical data - cat_out: reconstructed categorical data - - Returns: - (tuple): a tuple containing: - cat_out_class: reconstructed categorical data - cat_target: input categorical data - """ - count = 0 - cat_out_class = torch.empty((batch, cat_total_shape)).int() - cat_target = torch.empty((batch, cat_total_shape)).int() - pos = 0 - shape_1 = 0 - for cat_shape in self.categorical_shapes: - # Get input categorical data - cat_in_tmp = cat[:, pos : (cat_shape[0] * cat_shape[1] + pos)] - cat_in_tmp = cat_in_tmp.view(cat.shape[0], cat_shape[0], cat_shape[1]) - - # Calculate target values for input - cat_target_tmp = cat_in_tmp - cat_target_tmp = torch.argmax(cat_target_tmp.detach(), dim=2) - cat_target_tmp[cat_in_tmp.sum(dim=2) == 0] = -1 - cat_target[ - :, shape_1 : (cat_shape[0] + shape_1) - ] = cat_target_tmp # .numpy() - - # Get reconstructed categorical data - cat_out_tmp = cat_out[count] - cat_out_tmp = cat_out_tmp.transpose(1, 2) - cat_out_class[:, shape_1 : (cat_shape[0] + shape_1)] = torch.argmax( - cat_out_tmp, dim=2 - ) # .numpy() - - # make counts for next dataset - pos += cat_shape[0] * cat_shape[1] - shape_1 += cat_shape[0] - count += 1 - - cat_target = cat_target.numpy() - cat_out_class = cat_out_class.numpy() - - return cat_out_class, cat_target - - def _validate_batch(self, batch: tuple[torch.Tensor, torch.Tensor]) -> torch.Tensor: - """ - Returns the batch of categorical and continuous data if they are not - None + if use_cuda and not torch.cuda.is_available(): + raise CudaIsNotAvailable() + self.use_cuda = use_cuda - Args: - batch: batches of categorical and continuous data + device = torch.device("cuda" if use_cuda else "cpu") + self.to(device) - Returns: - a formed batch - """ - cat, con = batch - cat = cat.to(self.device) - con = con.to(self.device) + def encode(self, x: torch.Tensor) -> tuple[torch.Tensor, torch.Tensor]: + """Encode a batch into the location and scale of its latent Normal + distribution.""" + z_loc, z_logvar, *_ = self.encoder(x) + return z_loc, torch.exp(z_logvar * 0.5) - if self.num_categorical == 0: - return con - elif self.num_continuous == 0: - return cat - return torch.cat((cat, con), dim=1) + def reparameterize(self, loc: torch.Tensor, scale: torch.Tensor) -> torch.Tensor: + """Sample from ``Normal(loc, scale)`` using the reparameterization + trick.""" + eps = torch.randn_like(scale) + return eps.mul(scale).add_(loc) - @torch.no_grad() - def project(self, dataloader: DataLoader) -> FloatArray: - """Generates an embedding of the data contained in the DataLoader. + def decode(self, z: torch.Tensor) -> tuple[torch.Tensor, ...]: + """Decode a latent sample into reconstruction logits/values.""" + return self.decoder(z) - Args: - dataloader: A DataLoader with categorical or continuous data + def project(self, batch: torch.Tensor) -> torch.Tensor: + """Return the latent location (mean) for a batch.""" + return self.encode(batch)[0] - Returns: - FloatArray: Embedding - """ - self.eval() - embedding = [] - for batch in dataloader: - batch = self._validate_batch(batch) - *_, mu, _ = self(batch) - embedding.append(mu) - embedding = torch.cat(embedding, dim=0).cpu().numpy() - return embedding - - @torch.no_grad() - def reconstruct( - self, dataloader: DataLoader - ) -> tuple[list[FloatArray], FloatArray]: - """ - Generates a reconstruction of the data contained in the DataLoader. + def reconstruct(self, batch: torch.Tensor, as_one: bool = False): + """Reconstruct a batch. Args: - dataloader: A DataLoader with categorical or continuous data - - Returns: - A list of categorical reconstructions and the continuous - reconstruction - """ - self.eval() - cat_recons = [[] for _ in range(len(self.categorical_shapes))] - con_recons = [] - for batch in dataloader: - batch = self._validate_batch(batch) - cat_recon, con_recon, *_ = self(batch) - if cat_recon is not None: - for i, cat in enumerate(cat_recon): - cat_recons[i].append(torch.argmax(cat, dim=1)) - if con_recon is not None: - con_recons.append(con_recon) - if cat_recons: - cat_recons = [torch.cat(cats, dim=0).cpu().numpy() for cats in cat_recons] - if con_recons: - con_recons = torch.cat(con_recons, dim=0).cpu().numpy() - return cat_recons, con_recons - - @torch.no_grad() - def latent( - self, dataloader: DataLoader, kld_weight: float - ) -> tuple[FloatArray, FloatArray, IntArray, IntArray, FloatArray, float, float]: - """ - Iterate through validation or test dataset + batch: Input batch + as_one: If True, return the concatenated reconstruction; if + False, return separate discrete/continuous reconstructions + """ + out = self(batch)["x_recon"] + if as_one: + return out + out_disc, out_cont = self.split_output(out) + # torch.cat rejects an empty list, which happens when there are no + # discrete/continuous datasets at all (e.g. a continuous-only model). + if len(out_disc) > 0: + recon_disc = torch.cat( + [logits.flatten(start_dim=1) for logits in out_disc], dim=1 + ) + else: + recon_disc = out.new_zeros((batch.size(0), 0)) + if len(out_cont) > 0: + recon_cont = torch.cat(cast(ContinuousData, out_cont), dim=1) + else: + recon_cont = out.new_zeros((batch.size(0), 0)) + return recon_disc, recon_cont + + def forward(self, x: torch.Tensor) -> VaeOutput: + """Encode, sample, and decode a batch.""" + z_loc, z_scale = self.encode(x) + z = self.reparameterize(z_loc, z_scale) + x_recon, *_ = self.decode(z) + return { + "z_loc": z_loc, + "z_scale": z_scale, + "x_recon": x_recon, + } + + def compute_loss(self, batch: torch.Tensor, annealing_factor: float) -> LossDict: + """Compute the ELBO loss (weighted NLL + MSE reconstruction terms + plus a weighted KL-divergence term) for a batch. Args: - dataloader: Dataloader with test dataset - kld_weight: KLD weight - - Returns: - (tuple): a tuple containing: - latent: array of VAE latent space mean vectors values - latent_var: array of VAE latent space logvar vectors values - cat_recon: reconstructed categorical data - cat_class: input categorical data - con_recon: reconstructions of continuous data - test_loss: total loss on test set - test_likelihood: total likelihood on test set - """ - - self.eval() - test_loss = 0 - test_likelihood = 0 - - num_samples = dataloader.dataset.num_samples - - latent = torch.empty((num_samples, self.num_latent)) - latent_var = torch.empty((num_samples, self.num_latent)) - - # reconstructed output - if self.num_categorical > 0: - cat_class, cat_recon, cat_total_shape = self.make_cat_recon_out(num_samples) + batch: Input batch + annealing_factor: Weight applied to the KL-divergence term + """ + # Split concatenated input + batch_disc, batch_cont = self.split_input(batch) + # Split concatenated output + out = self(batch) + out_disc, out_cont = self.split_output(out["x_recon"]) + + # Compute discrete dataset losses + disc_losses = [] + for disc_input, disc_logits, disc_wt in zip( + batch_disc, out_disc, self.discrete_weights + ): + disc_recon = self.log_softmax(disc_logits).transpose(1, 2) + disc_cats = disc_input.argmax(dim=-1) + na_mask = disc_input.sum(dim=-1) == 0 + disc_cats[na_mask] = -1.0 + multiplier = disc_wt / operator.mul(*disc_input.shape[:-1]) + loss = self.nll_loss(disc_recon, disc_cats) * multiplier + disc_losses.append(loss) + if len(disc_losses) > 0: + disc_loss = torch.stack(disc_losses).sum() else: - cat_class = None - cat_recon = None + disc_loss = torch.zeros(()) - con_recon = ( - None - if self.num_continuous == 0 - else torch.empty((num_samples, self.num_continuous)) - ) + # Compute continuous dataset losses + cont_losses = [] + for cont_input, cont_recon, cont_wt in zip( + batch_cont, out_cont, self.continuous_weights + ): + na_mask = (cont_input == 0).logical_not().float() + multiplier = cont_wt / operator.mul(*cont_input.shape) + loss = self.mse_loss(na_mask * cont_recon, cont_input) * multiplier + cont_losses.append(loss) + if len(cont_losses) > 0: + cont_loss = torch.stack(cont_losses).sum() + else: + cont_loss = torch.zeros(()) - row = 0 - for (cat, con) in dataloader: - cat = cat.to(self.device) - con = con.to(self.device) - - # get dataset - if self.num_categorical > 0 and self.num_continuous > 0: - tensor = torch.cat((cat, con), 1) - elif self.num_categorical > 0: - tensor = cat - elif self.num_continuous > 0: - tensor = con - else: - assert False, "Must have at least 1 categorial or 1 continuous feature" - - # Evaluate - cat_out, con_out, mu, logvar = self(tensor) - - mu = mu.to(self.device) - logvar = logvar.to(self.device) - batch = len(mu) - - loss, bce, sse, _ = self.loss_function( - cat, cat_out, con, con_out, mu, logvar, kld_weight - ) - test_likelihood += bce + sse - test_loss += loss.data.item() - - if self.num_categorical > 0: - cat_out_class, cat_target = self.get_cat_recon( - batch, cat_total_shape, cat, cat_out - ) - cat_recon[row : row + len(cat_out_class)] = torch.Tensor(cat_out_class) - cat_class[row : row + len(cat_target)] = torch.Tensor(cat_target) - - if self.num_continuous > 0: - con_recon[row : row + len(con_out)] = con_out - - latent_var[row : row + len(logvar)] = logvar - latent[row : row + len(mu)] = mu - row += len(mu) - - test_loss /= len(dataloader) - logger.info("====> Test set loss: {:.4f}".format(test_loss)) - - latent = latent.numpy() - latent_var = latent_var.numpy() - cat_recon = cat_recon.numpy() - cat_class = cat_class.numpy() - con_recon = con_recon.numpy() - - assert row == num_samples - return ( - latent, - latent_var, - cat_recon, - cat_class, - con_recon, - test_loss, - test_likelihood, + # Compute KL divergence + z_loc, z_var = out["z_loc"], out["z_scale"] ** 2 + kl_div = ( + -0.5 * torch.sum(1 + z_var.log() - z_loc.pow(2) - z_var) / batch.size(0) ) - def __repr__(self) -> str: - return ( - f"VAE ({self.input_size} ⇄ {' ⇄ '.join(map(str, self.num_hidden))}" - f" ⇄ {self.num_latent})" - ) + # Compute ELBO + kl_weight = annealing_factor * self.kl_weight + elbo = disc_loss + cont_loss + kl_div * kl_weight + return { + "elbo": elbo, + "discrete_loss": disc_loss, + "continuous_loss": cont_loss, + "kl_div": kl_div, + "kl_weight": kl_weight, + } diff --git a/src/move/models/vae_distribution.py b/src/move/models/vae_distribution.py new file mode 100644 index 00000000..88a09acc --- /dev/null +++ b/src/move/models/vae_distribution.py @@ -0,0 +1,270 @@ +__all__ = ["VaeDistribution", "VaeNormal"] + +import itertools +import operator +from typing import Optional, Type, cast + +import torch +import torch.optim +from torch.distributions import ( + Categorical, + Distribution, + Normal, + kl_divergence, +) + +from move.core.exceptions import CudaIsNotAvailable, ShapeAndWeightMismatch +from move.models.base import BaseVae, LossDict, VaeOutput +from move.models.layers.chunk import ( + ContinuousDistribution, + SplitInput, + SplitOutput, +) +from move.models.layers.encoder_decoder import Decoder, Encoder + + +class VaeDistribution(BaseVae): + """Variational autoencoder whose decoder parameterizes an explicit + probability distribution over the reconstruction (Categorical for + discrete features, :attr:`decoder_distribution` for continuous ones), + with the loss computed as the negative log-likelihood under that + distribution rather than a fixed cross-entropy/MSE loss. + + Args: + discrete_shapes: Shape (number of features, number of classes) of + each discrete dataset + continuous_shapes: Number of features of each continuous dataset + discrete_weights: Weight given to each discrete dataset's + reconstruction loss (defaults to 1 for each) + continuous_weights: Weight given to each continuous dataset's + reconstruction loss (defaults to 1 for each) + num_hidden: Number of units in each hidden layer of the encoder + (mirrored in the decoder) + num_latent: Number of dimensions of the latent space + kl_weight: Weight applied to the KL-divergence term of the loss + dropout_rate: Dropout rate applied in the encoder/decoder + use_cuda: Whether to move the model to a CUDA device + """ + + def __init__( + self, + discrete_shapes: list[tuple[int, int]], + continuous_shapes: list[int], + discrete_weights: Optional[list[float]] = None, + continuous_weights: Optional[list[float]] = None, + num_hidden: list[int] = [200, 200], + num_latent: int = 20, + kl_weight: float = 0.01, + dropout_rate: float = 0.2, + use_cuda: bool = False, + ) -> None: + super().__init__() + + # Validate and save arguments + if sum(num_hidden) <= 0: + raise ValueError( + "Number of hidden units in encoder/decoder must be non-negative." + ) + self.num_hidden = num_hidden + + if num_latent < 1: + raise ValueError("Latent space size must be non-negative.") + self.num_latent = num_latent + + if kl_weight <= 0: + raise ValueError("KLD weight must be greater than zero.") + self.kl_weight = kl_weight + + if not (0 <= dropout_rate < 1): + raise ValueError("Dropout rate must be between [0, 1).") + self.dropout_rate = dropout_rate + + if discrete_shapes is None and continuous_shapes is None: + raise ValueError("Shapes of input datasets must be provided.") + + self.discrete_shapes = discrete_shapes + self.num_disc_features = 0 + self.discrete_weights = [1.0] * len(self.discrete_shapes) + if discrete_shapes is not None and len(discrete_shapes) > 0: + (*shapes_1d,) = itertools.starmap(operator.mul, discrete_shapes) + self.num_disc_features = sum(shapes_1d) + if discrete_weights is not None: + if len(discrete_shapes) != len(discrete_weights): + raise ShapeAndWeightMismatch( + len(discrete_shapes), len(discrete_weights) + ) + self.discrete_weights = discrete_weights + + self.continuous_shapes = continuous_shapes + self.num_cont_features = 0 + self.continuous_weights = [1.0] * len(self.continuous_shapes) + if continuous_shapes is not None and len(continuous_shapes) > 0: + self.num_cont_features = sum(continuous_shapes) + if continuous_weights is not None: + if len(continuous_shapes) != len(continuous_weights): + raise ShapeAndWeightMismatch( + len(continuous_shapes), len(continuous_weights) + ) + self.continuous_weights = continuous_weights + + self.split_input = SplitInput(self.discrete_shapes, self.continuous_shapes) + self.split_output = SplitOutput( + self.discrete_shapes, + self.continuous_shapes, + self.decoder_distribution, + # continuous_activation_name="Tanh", + ) + + self.in_features = self.num_disc_features + self.num_cont_features + + self.encoder = Encoder( + self.in_features, + num_hidden, + num_latent, + embedding_args=self.embedding_args, + dropout_rate=dropout_rate, + ) + + self.decoder = Decoder( + num_latent, + num_hidden[::-1], + self.split_output.num_expected_features, + dropout_rate=dropout_rate, + ) + + if use_cuda and not torch.cuda.is_available(): + raise CudaIsNotAvailable() + self.use_cuda = use_cuda + + device = torch.device("cuda" if use_cuda else "cpu") + self.to(device) + + @property + def decoder_distribution(self) -> Type[Distribution]: + """Distribution family used to model continuous reconstructions.""" + return Normal + + def encode(self, x: torch.Tensor) -> tuple[torch.Tensor, torch.Tensor]: + """Encode a batch into the location and scale of its latent Normal + distribution.""" + z_loc, z_logvar, *_ = self.encoder(x) + return z_loc, torch.exp(z_logvar * 0.5) + + def reparameterize(self, loc: torch.Tensor, scale: torch.Tensor) -> torch.Tensor: + """Sample from ``Normal(loc, scale)`` using the reparameterization + trick.""" + eps = torch.randn_like(scale) + return eps.mul(scale).add_(loc) + + def decode(self, z: torch.Tensor) -> tuple[torch.Tensor, ...]: + """Decode a latent sample into the parameters of the reconstruction + distribution(s).""" + return self.decoder(z) + + def project(self, batch: torch.Tensor) -> torch.Tensor: + """Return the latent location (mean) for a batch.""" + return self.encode(batch)[0] + + def reconstruct(self, batch: torch.Tensor, as_one: bool = False): + """Reconstruct a batch using the mean of each output distribution. + + Args: + batch: Input batch + as_one: If True, return the concatenated reconstruction; if + False, return separate discrete/continuous reconstructions + """ + out = self(batch)["x_recon"] + out_disc, out_cont = self.split_output(out) + out_cont = cast(ContinuousDistribution, out_cont) + recon_disc = torch.cat( + [logits.flatten(start_dim=1) for logits in out_disc], dim=1 + ) + # get location only (mean) + recon_cont = torch.cat([args["loc"] for args in out_cont], dim=1) + if as_one: + return torch.cat((recon_disc, recon_cont), dim=1) + return recon_disc, recon_cont + + def forward(self, x: torch.Tensor) -> VaeOutput: + """Encode, sample, and decode a batch.""" + z_loc, z_scale = self.encode(x) + z = self.reparameterize(z_loc, z_scale) + x_recon, *_ = self.decode(z) + return { + "z_loc": z_loc, + "z_scale": z_scale, + "x_recon": x_recon, + } + + @staticmethod + def compute_log_prob( + dist: Type[Distribution], + x: torch.Tensor, + ignore_mask: Optional[torch.Tensor] = None, + **dist_args + ): + """Compute the log of the probability density of the likelihood p(x|z).""" + px = dist(**dist_args) + out = px.log_prob(x) + if ignore_mask is None: + return torch.sum(out, dim=-1).mean() + out = out * ignore_mask + return out.sum(dim=-1).sum() / ignore_mask.sum(-1).sum() + + @staticmethod + def compute_kl_div(qz_loc: torch.Tensor, qz_scale: torch.Tensor): + """Compute the KL divergence between posterior q(z|x) and prior p(z). + The prior has a Normal(0, 1) distribution.""" + qz = Normal(qz_loc, qz_scale) + pz = Normal(0.0, 1.0) + return kl_divergence(qz, pz).sum(dim=-1).mean() + + def compute_loss(self, batch: torch.Tensor, annealing_factor: float) -> LossDict: + """Compute the ELBO loss (weighted negative log-likelihood + reconstruction terms plus a weighted KL-divergence term) for a batch. + + Args: + batch: Input batch + annealing_factor: Weight applied to the KL-divergence term + """ + # Split concatenated input + batch_disc, batch_cont = self.split_input(batch) + # Split concatenated output + out = self(batch) + out_disc, out_cont = self.split_output(out["x_recon"]) + out_cont = cast(ContinuousDistribution, out_cont) + + # Compute discrete dataset losses + disc_rec_loss = torch.zeros(()) + for i, args in enumerate(out_disc): + y = torch.argmax(batch_disc[i], dim=-1) + ignore_mask = torch.any(batch_disc[i] == 1, dim=-1).float() # Ignore NaNs + disc_rec_loss -= self.discrete_weights[i] * self.compute_log_prob( + Categorical, y, ignore_mask, logits=args + ) + + # Compute continuous dataset losses + cont_rec_loss = torch.zeros(()) + for i, args in enumerate(out_cont): + ignore_mask = torch.logical_not(batch_cont[i] == 0.0) # Ignore NaNs + cont_rec_loss -= self.continuous_weights[i] * self.compute_log_prob( + self.decoder_distribution, batch_cont[i], ignore_mask, **args + ) + + # Calculate overall reconstruction and regularization loss + rec_loss = disc_rec_loss + cont_rec_loss + reg_loss = self.compute_kl_div(out["z_loc"], out["z_scale"]) + + # Compute ELBO + kl_weight = annealing_factor * self.kl_weight + elbo = rec_loss + reg_loss * kl_weight + return { + "elbo": elbo, + "discrete_loss": disc_rec_loss, + "continuous_loss": cont_rec_loss, + "kl_div": reg_loss, + "kl_weight": kl_weight, + } + + +VaeNormal = VaeDistribution diff --git a/src/move/models/vae_legacy.py b/src/move/models/vae_legacy.py new file mode 100644 index 00000000..3cc6b27f --- /dev/null +++ b/src/move/models/vae_legacy.py @@ -0,0 +1,745 @@ +__all__ = ["VAE"] + +import logging +from typing import Callable, Optional + +import torch +from torch import nn, optim +from torch.utils.data import DataLoader + +from move.core.typing import FloatArray, IntArray + +logger = logging.getLogger("vae.py") + + +class VAE(nn.Module): + """Variational autoencoder. + + Args: + continuous_shapes: shape of the different continuous datasets if any + categorical_shapes: shape of the different categorical datasets if any + num_hidden: List of n_neurons in the hidden layers [[200, 200]] + num_latent: Number of neurons in the latent layer [15] + beta: Multiply KLD by the inverse of this value [0.0001] + continuous_weights: list of weights for each continuous dataset + categorical_weights: list of weights for each categorical dataset + dropout: Probability of dropout on forward pass [0.2] + cuda: Use CUDA (GPU accelerated training) [False] + + Raises: + ValueError: Minimum 1 latent unit + ValueError: Beta must be greater than zero. + ValueError: Dropout must be between zero and one. + ValueError: Shapes of the input data must be provided. + ValueError: Number of continuous weights must match number of continuous datasets. + ValueError: Number of categorical weights must match number of categorical datasets. + """ + + def __init__( + self, + categorical_shapes: Optional[list[tuple[int, ...]]] = None, + continuous_shapes: Optional[list[int]] = None, + categorical_weights: Optional[list[int]] = None, + continuous_weights: Optional[list[int]] = None, + num_hidden: list[int] = [200, 200], + num_latent: int = 20, + beta: float = 0.01, + dropout: float = 0.2, + cuda: bool = False, + ): + + if num_latent < 1: + raise ValueError(f"Minimum 1 latent unit. Input was {num_latent}.") + + if beta <= 0: + raise ValueError("Beta must be greater than zero.") + + if not (0 <= dropout < 1): + raise ValueError("Dropout must be between zero and one.") + + if continuous_shapes is None and categorical_shapes is None: + raise ValueError("Shapes of the input data must be provided.") + + self.input_size = 0 + if continuous_shapes is not None: + self.num_continuous = sum(continuous_shapes) + self.input_size += self.num_continuous + self.continuous_shapes = continuous_shapes + + if continuous_weights is not None: + self.continuous_weights = continuous_weights + if len(continuous_shapes) != len(continuous_weights): + raise ValueError( + "Number of continuous weights must be the same as" + " number of continuous datasets" + ) + else: + self.num_continuous = 0 + + if categorical_shapes is not None: + self.num_categorical = sum( + [int.__mul__(*shape) for shape in categorical_shapes] + ) + self.input_size += self.num_categorical + self.categorical_shapes = categorical_shapes + + if categorical_weights is not None: + self.categorical_weights = categorical_weights + if len(categorical_shapes) != len(categorical_weights): + raise ValueError( + "Number of categorical weights must be the same as" + " number of categorical datasets" + ) + else: + self.num_categorical = 0 + + super(VAE, self).__init__() + + # Initialize simple attributes + self.beta = beta + self.num_hidden = num_hidden + self.num_latent = num_latent + self.dropout = dropout + + self.device = torch.device("cuda" if cuda == True else "cpu") + + # Activation functions + self.relu = nn.LeakyReLU() + self.log_softmax = nn.LogSoftmax(dim=1) + self.dropoutlayer = nn.Dropout(p=self.dropout) + + # Initialize lists for holding hidden layers + self.encoderlayers = nn.ModuleList() + self.encodernorms = nn.ModuleList() + self.decoderlayers = nn.ModuleList() + self.decodernorms = nn.ModuleList() + + ### Layers + # Hidden layers + for nin, nout in zip([self.input_size] + self.num_hidden, self.num_hidden): + self.encoderlayers.append(nn.Linear(nin, nout)) + self.encodernorms.append(nn.BatchNorm1d(nout)) + + # Latent layers + self.mu = nn.Linear(self.num_hidden[-1], self.num_latent) # mu layer + self.var = nn.Linear(self.num_hidden[-1], self.num_latent) # logvariance layer + + # Decoding layers + for nin, nout in zip( + [self.num_latent] + self.num_hidden[::-1], self.num_hidden[::-1] + ): + self.decoderlayers.append(nn.Linear(nin, nout)) + self.decodernorms.append(nn.BatchNorm1d(nout)) + + # Reconstruction - output layers + self.out = nn.Linear(self.num_hidden[0], self.input_size) # to output + + def encode(self, x: torch.Tensor) -> tuple[torch.Tensor, torch.Tensor]: + """ + Encodes the data in the data loader and returns the encoded matrix. + + Args: + x: input data + + Returns: + A tuple containing: + mean latent vector + log-variance latent vector + """ + # Hidden layers + for encoderlayer, encodernorm in zip(self.encoderlayers, self.encodernorms): + x = encoderlayer(x) + x = self.relu(x) + x = self.dropoutlayer(x) + x = encodernorm(x) + + return self.mu(x), self.var(x) + + def reparameterize(self, mu: torch.Tensor, logvar: torch.Tensor) -> torch.Tensor: + """ + Performs reparametrization trick + + Args: + mu: mean latent vector + logvar: log-variance latent vector + + Returns: + sample from latent space distribution + """ + std = torch.exp(0.5 * logvar) + eps = torch.randn_like(std) + + return eps.mul(std).add_(mu) + + def decompose_categorical(self, reconstruction: torch.Tensor) -> list[torch.Tensor]: + """ + Returns list of final reconstructions (after applying + log-softmax to the outputs of decoder) of each categorical class + + Args: + reconstruction: results of final layer of decoder + + Returns: + final reconstructions of each categorical class + """ + cat_tmp = reconstruction.narrow(1, 0, self.num_categorical) + + # handle soft max for each categorical dataset + cat_out = [] + pos = 0 + for cat_shape in self.categorical_shapes: + cat_dataset = cat_tmp[:, pos : (cat_shape[0] * cat_shape[1] + pos)] + + cat_out_tmp = cat_dataset.view( + cat_dataset.shape[0], cat_shape[0], cat_shape[1] + ) + cat_out_tmp = cat_out_tmp.transpose(1, 2) + cat_out_tmp = self.log_softmax(cat_out_tmp) + + cat_out.append(cat_out_tmp) + pos += cat_shape[0] * cat_shape[1] + + return cat_out + + def decode( + self, x: torch.Tensor + ) -> tuple[Optional[list[torch.Tensor]], Optional[torch.Tensor]]: + """ + Decode to the input space from the latent space + + Args: + x: sample from latent space distribution + + Returns: + A tuple containing: + cat_out: + list of reconstructions of every categorical data class + con_out: + reconstruction of continuous data + """ + for decoderlayer, decodernorm in zip(self.decoderlayers, self.decodernorms): + x = decoderlayer(x) + x = self.relu(x) + x = self.dropoutlayer(x) + x = decodernorm(x) + + reconstruction = self.out(x) + + # Decompose reconstruction to categorical and continuous variables + # if both types are in the input + cat_out, con_out = None, None + if self.num_categorical > 0: + cat_out = self.decompose_categorical(reconstruction) + if self.num_continuous > 0: + con_out = reconstruction.narrow( + 1, self.num_categorical, self.num_continuous + ) + + return cat_out, con_out + + def forward( + self, tensor: torch.Tensor + ) -> tuple[list[torch.Tensor], torch.Tensor, torch.Tensor, torch.Tensor]: + """ + Forward propagate through the VAE network + + Args: + tensor (torch.Tensor): input data + + Returns: + (tuple): a tuple containing: + cat_out (list): list of reconstructions of every categorical + data class + con_out (torch.Tensor): reconstructions of continuous data + mu (torch.Tensor): mean latent vector + logvar (torch.Tensor): mean log-variance vector + """ + mu, logvar = self.encode(tensor) + z = self.reparameterize(mu, logvar) + cat_out, con_out = self.decode(z) + + return cat_out, con_out, mu, logvar + + def calculate_cat_error( + self, + cat_in: torch.Tensor, + cat_out: list[torch.Tensor], + ) -> torch.Tensor: + """ + Calculates errors (cross-entropy) for categorical data reconstructions + + Args: + cat_in: + input categorical data + cat_out: + list of reconstructions of every categorical data class + + Returns: + torch.Tensor: + Errors (cross-entropy) for categorical data reconstructions + """ + batch_size = cat_in.shape[0] + + # calcualte target values for all cat datasets + count = 0 + cat_errors = [] + pos = 0 + for cat_shape in self.categorical_shapes: + cat_dataset = cat_in[:, pos : (cat_shape[0] * cat_shape[1] + pos)] + + cat_dataset = cat_dataset.view(cat_in.shape[0], cat_shape[0], cat_shape[1]) + cat_target = cat_dataset + cat_target = cat_target.argmax(2) + cat_target[cat_dataset.sum(dim=2) == 0] = -1 + cat_target = cat_target.to(self.device) + + # Cross entropy loss for categroical + loss = nn.NLLLoss(reduction="sum", ignore_index=-1) + cat_errors.append( + loss(cat_out[count], cat_target) / (batch_size * cat_shape[0]) + ) + count += 1 + pos += cat_shape[0] * cat_shape[1] + + cat_errors = torch.stack(cat_errors) + return cat_errors + + def calculate_con_error( + self, con_in: torch.Tensor, con_out: torch.Tensor, loss: Callable[[torch.Tensor, torch.Tensor], torch.Tensor] + ) -> torch.Tensor: + """ + Calculates errors (MSE) for continuous data reconstructions + + Args: + con_in: input continuous data + con_out: reconstructions of continuous data + loss: loss function + + Returns: + MSE loss + """ + batch_size = con_in.shape[0] + total_shape = 0 + con_errors_list: list[torch.Tensor] = [] + for s in self.continuous_shapes: + c_in = con_in[:, total_shape : (s + total_shape - 1)] + c_re = con_out[:, total_shape : (s + total_shape - 1)] + error = loss(c_re, c_in) / batch_size + con_errors_list.append(error) + total_shape += s + + con_errors = torch.stack(con_errors_list) + con_errors = con_errors / torch.Tensor(self.continuous_shapes).to(self.device) + MSE = torch.sum( + con_errors * torch.Tensor(self.continuous_weights).to(self.device) + ) + return MSE + + # Reconstruction + KL divergence losses summed over all elements and batch + def loss_function( + self, + cat_in: torch.Tensor, + cat_out: list[torch.Tensor], + con_in: torch.Tensor, + con_out: torch.Tensor, + mu: torch.Tensor, + logvar: torch.Tensor, + kld_w: float, + ) -> tuple[torch.Tensor, torch.Tensor, torch.Tensor, torch.Tensor]: + """ + Calculates the loss for data reconstructions + + Args: + cat_in: input categorical data + cat_out: list of reconstructions of every categorical data class + con_in: input continuous data + con_out: reconstructions of continuous data + mu: mean latent vector + logvar: mean log-variance vector + kld_w: kld weight + + Returns: + (tuple): a tuple containing: + total loss on train set during the training of the epoch + BCE loss on train set during the training of the epoch + SSE loss on train set during the training of the epoch + KLD loss on train set during the training of the epoch + """ + + MSE = 0 + CE = 0 + # calculate loss for catecorical data if in the input + if cat_out is not None: + cat_errors = self.calculate_cat_error(cat_in, cat_out) + if self.categorical_weights is not None: + CE = torch.sum( + cat_errors * torch.Tensor(self.categorical_weights).to(self.device) + ) + else: + CE = torch.sum(cat_errors) / len(cat_errors) + + # calculate loss for continuous data if in the input + if con_out is not None: + batch_size = con_in.shape[0] + # Mean square error loss for continauous + loss = nn.MSELoss(reduction="sum") + # set missing data to 0 to remove any loss these would provide + con_out[con_in == 0] = 0 + + # include different weights for each omics dataset + if self.continuous_weights is not None: + MSE = self.calculate_con_error(con_in, con_out, loss) + else: + MSE = loss(con_out, con_in) / (batch_size * self.num_continuous) + + # see Appendix B from VAE paper: + # Kingma and Welling. Auto-Encoding Variational Bayes. ICLR, 2014 + # https://arxiv.org/abs/1312.6114 + # 0.5 * sum(1 + log(sigma^2) - mu^2 - sigma^2) + KLD = -0.5 * torch.sum(1 + logvar - mu.pow(2) - logvar.exp()) / (batch_size) + + KLD_weight = self.beta * kld_w + loss = CE + MSE + KLD * KLD_weight + + return loss, CE, MSE, KLD * KLD_weight + + def encoding( + self, + train_loader: DataLoader, + epoch: int, + lrate: float, + kld_w: float, + ) -> tuple[float, float, float, float]: + """ + One iteration of VAE + + Args: + train_loader: Dataloader with train dataset + epoch: the epoch + lrate: learning rate for the model + kld_w: float of KLD weight + + Returns: + (tuple): a tuple containing: + total loss on train set during the training of the epoch + BCE loss on train set during the training of the epoch + SSE loss on train set during the training of the epoch + KLD loss on train set during the training of the epoch + """ + self.train() + optimizer = optim.Adam(self.parameters(), lr=lrate) + + epoch_loss = 0 + epoch_kldloss = 0 + epoch_sseloss = 0 + epoch_bceloss = 0 + + for _, (cat, con) in enumerate(train_loader): + # Move input to GPU if requested + cat = cat.to(self.device) + con = con.to(self.device) + + if self.num_categorical > 0 and self.num_continuous > 0: + tensor = torch.cat((cat, con), 1) + elif self.num_categorical > 0: + tensor = cat + elif self.num_continuous > 0: + tensor = con + else: + assert False, "Must have at least 1 categorial or 1 continuous feature" + + optimizer.zero_grad() + + cat_out, con_out, mu, logvar = self(tensor) + + loss, bce, sse, kld = self.loss_function( + cat, cat_out, con, con_out, mu, logvar, kld_w + ) + loss.backward() + + epoch_loss += loss.data.item() + epoch_kldloss += kld.data.item() + + if self.num_continuous > 0: + epoch_sseloss += sse.data.item() + + if self.num_categorical > 0: + epoch_bceloss += bce.data.item() + + optimizer.step() + + logger.info( + "\tEpoch: {}\tLoss: {:.6f}\tCE: {:.7f}\tSSE: {:.6f}\t" + "KLD: {:.4f}\tBatchsize: {}".format( + epoch, + epoch_loss / len(train_loader), + epoch_bceloss / len(train_loader), + epoch_sseloss / len(train_loader), + epoch_kldloss / len(train_loader), + train_loader.batch_size, + ) + ) + return ( + epoch_loss / len(train_loader), + epoch_bceloss / len(train_loader), + epoch_sseloss / len(train_loader), + epoch_kldloss / len(train_loader), + ) + + def make_cat_recon_out(self, length: int) -> tuple[torch.Tensor, torch.Tensor, int]: + """ + Initiate empty tensors for categorical data + + Args: + length: number of samples + + Returns: + tuple: A tuple containing, in order, an empty tensor for input + categorical data (``cat_class``), an empty tensor for + reconstructed categorical data (``cat_recon``), and the number of + features of linearized one-hot categorical data + (``cat_total_shape``). + """ + cat_total_shape = 0 + for cat_shape in self.categorical_shapes: + cat_total_shape += cat_shape[0] + + cat_class = torch.empty((length, cat_total_shape)).int() + cat_recon = torch.empty((length, cat_total_shape)).int() + return cat_class, cat_recon, cat_total_shape + + def get_cat_recon( + self, batch: int, cat_total_shape: int, cat: torch.Tensor, cat_out: torch.Tensor + ) -> tuple[IntArray, IntArray]: + """ + Generates reconstruction data of categorical data class + + Args: + batch: number of samples in the batch + cat_total_shape: number of features of linearized one hot + categorical data + cat: input categorical data + cat_out: reconstructed categorical data + + Returns: + (tuple): a tuple containing: + cat_out_class: reconstructed categorical data + cat_target: input categorical data + """ + count = 0 + cat_out_class = torch.empty((batch, cat_total_shape)).int() + cat_target = torch.empty((batch, cat_total_shape)).int() + pos = 0 + shape_1 = 0 + for cat_shape in self.categorical_shapes: + # Get input categorical data + cat_in_tmp = cat[:, pos : (cat_shape[0] * cat_shape[1] + pos)] + cat_in_tmp = cat_in_tmp.view(cat.shape[0], cat_shape[0], cat_shape[1]) + + # Calculate target values for input + cat_target_tmp = cat_in_tmp + cat_target_tmp = torch.argmax(cat_target_tmp.detach(), dim=2) + cat_target_tmp[cat_in_tmp.sum(dim=2) == 0] = -1 + cat_target[ + :, shape_1 : (cat_shape[0] + shape_1) + ] = cat_target_tmp # .numpy() + + # Get reconstructed categorical data + cat_out_tmp = cat_out[count] + cat_out_tmp = cat_out_tmp.transpose(1, 2) + cat_out_class[:, shape_1 : (cat_shape[0] + shape_1)] = torch.argmax( + cat_out_tmp, dim=2 + ) # .numpy() + + # make counts for next dataset + pos += cat_shape[0] * cat_shape[1] + shape_1 += cat_shape[0] + count += 1 + + cat_target = cat_target.numpy() + cat_out_class = cat_out_class.numpy() + + return cat_out_class, cat_target + + def _validate_batch(self, batch: tuple[torch.Tensor, torch.Tensor]) -> torch.Tensor: + """ + Returns the batch of categorical and continuous data if they are not + None + + Args: + batch: batches of categorical and continuous data + + Returns: + a formed batch + """ + cat, con = batch + cat = cat.to(self.device) + con = con.to(self.device) + + if self.num_categorical == 0: + return con + elif self.num_continuous == 0: + return cat + return torch.cat((cat, con), dim=1) + + @torch.no_grad() + def project(self, dataloader: DataLoader) -> FloatArray: + """Generates an embedding of the data contained in the DataLoader. + + Args: + dataloader: A DataLoader with categorical or continuous data + + Returns: + FloatArray: Embedding + """ + self.eval() + embedding = [] + for batch in dataloader: + batch = self._validate_batch(batch) + *_, mu, _ = self(batch) + embedding.append(mu) + embedding = torch.cat(embedding, dim=0).cpu().numpy() + return embedding + + @torch.no_grad() + def reconstruct( + self, dataloader: DataLoader + ) -> tuple[list[FloatArray], FloatArray]: + """ + Generates a reconstruction of the data contained in the DataLoader. + + Args: + dataloader: A DataLoader with categorical or continuous data + + Returns: + A list of categorical reconstructions and the continuous + reconstruction + """ + self.eval() + cat_recons = [[] for _ in range(len(self.categorical_shapes))] + con_recons = [] + for batch in dataloader: + batch = self._validate_batch(batch) + cat_recon, con_recon, *_ = self(batch) + if cat_recon is not None: + for i, cat in enumerate(cat_recon): + cat_recons[i].append(torch.argmax(cat, dim=1)) + if con_recon is not None: + con_recons.append(con_recon) + if cat_recons: + cat_recons = [torch.cat(cats, dim=0).cpu().numpy() for cats in cat_recons] + if con_recons: + con_recons = torch.cat(con_recons, dim=0).cpu().numpy() + return cat_recons, con_recons + + @torch.no_grad() + def latent( + self, dataloader: DataLoader, kld_weight: float + ) -> tuple[FloatArray, FloatArray, IntArray, IntArray, FloatArray, float, float]: + """ + Iterate through validation or test dataset + + Args: + dataloader: Dataloader with test dataset + kld_weight: KLD weight + + Returns: + (tuple): a tuple containing: + latent: array of VAE latent space mean vectors values + latent_var: array of VAE latent space logvar vectors values + cat_recon: reconstructed categorical data + cat_class: input categorical data + con_recon: reconstructions of continuous data + test_loss: total loss on test set + test_likelihood: total likelihood on test set + """ + + self.eval() + test_loss = 0 + test_likelihood = 0 + + num_samples = dataloader.dataset.num_samples + + latent = torch.empty((num_samples, self.num_latent)) + latent_var = torch.empty((num_samples, self.num_latent)) + + # reconstructed output + if self.num_categorical > 0: + cat_class, cat_recon, cat_total_shape = self.make_cat_recon_out(num_samples) + else: + cat_class = None + cat_recon = None + + con_recon = ( + None + if self.num_continuous == 0 + else torch.empty((num_samples, self.num_continuous)) + ) + + row = 0 + for (cat, con) in dataloader: + cat = cat.to(self.device) + con = con.to(self.device) + + # get dataset + if self.num_categorical > 0 and self.num_continuous > 0: + tensor = torch.cat((cat, con), 1) + elif self.num_categorical > 0: + tensor = cat + elif self.num_continuous > 0: + tensor = con + else: + assert False, "Must have at least 1 categorial or 1 continuous feature" + + # Evaluate + cat_out, con_out, mu, logvar = self(tensor) + + mu = mu.to(self.device) + logvar = logvar.to(self.device) + batch = len(mu) + + loss, bce, sse, _ = self.loss_function( + cat, cat_out, con, con_out, mu, logvar, kld_weight + ) + test_likelihood += bce + sse + test_loss += loss.data.item() + + if self.num_categorical > 0: + cat_out_class, cat_target = self.get_cat_recon( + batch, cat_total_shape, cat, cat_out + ) + cat_recon[row : row + len(cat_out_class)] = torch.Tensor(cat_out_class) + cat_class[row : row + len(cat_target)] = torch.Tensor(cat_target) + + if self.num_continuous > 0: + con_recon[row : row + len(con_out)] = con_out + + latent_var[row : row + len(logvar)] = logvar + latent[row : row + len(mu)] = mu + row += len(mu) + + test_loss /= len(dataloader) + logger.info("====> Test set loss: {:.4f}".format(test_loss)) + + latent = latent.numpy() + latent_var = latent_var.numpy() + cat_recon = cat_recon.numpy() + cat_class = cat_class.numpy() + con_recon = con_recon.numpy() + + assert row == num_samples + return ( + latent, + latent_var, + cat_recon, + cat_class, + con_recon, + test_loss, + test_likelihood, + ) + + def __repr__(self) -> str: + return ( + f"VAE ({self.input_size} ⇄ {' ⇄ '.join(map(str, self.num_hidden))}" + f" ⇄ {self.num_latent})" + ) diff --git a/src/move/models/vae_t.py b/src/move/models/vae_t.py new file mode 100644 index 00000000..26126c04 --- /dev/null +++ b/src/move/models/vae_t.py @@ -0,0 +1,16 @@ +__all__ = ["VaeT"] + +from typing import Type + +from torch.distributions import Distribution, StudentT + +from move.models.vae_distribution import VaeDistribution + + +class VaeT(VaeDistribution): + """Variational autoencoder with a Student-t distribution on its decoder.""" + + @property + def decoder_distribution(self) -> Type[Distribution]: + """Distribution family used to model continuous reconstructions.""" + return StudentT diff --git a/src/move/tasks/__init__.py b/src/move/tasks/__init__.py index 324027c9..21e1b532 100644 --- a/src/move/tasks/__init__.py +++ b/src/move/tasks/__init__.py @@ -1,11 +1,14 @@ __all__ = [ - "analyze_latent", - "encode_data", - "identify_associations", - "tune_model", + "Associations", + "EncodeData", + "LatentSpaceAnalysis", + "TrainModel", + "TuneModel", + "TuneStability", ] -from move.tasks.analyze_latent import analyze_latent -from move.tasks.encode_data import encode_data -from move.tasks.identify_associations import identify_associations -from move.tasks.tune_model import tune_model +from move.tasks.associations import Associations +from move.tasks.encode_data import EncodeData +from move.tasks.latent_space_analysis import LatentSpaceAnalysis +from move.tasks.train_model import TrainModel +from move.tasks.tuning import TuneModel, TuneStability diff --git a/src/move/tasks/analyze_latent.py b/src/move/tasks/analyze_latent.py index 132a371a..1644b613 100644 --- a/src/move/tasks/analyze_latent.py +++ b/src/move/tasks/analyze_latent.py @@ -15,7 +15,8 @@ calculate_accuracy, calculate_cosine_similarity, ) -from move.conf.schema import AnalyzeLatentConfig, MOVEConfig +from move.conf.legacy import AnalyzeLatentConfig +from move.conf.schema import MOVEConfig from move.core.logging import get_logger from move.core.typing import FloatArray from move.data import io @@ -25,7 +26,7 @@ perturb_continuous_data, ) from move.data.preprocessing import one_hot_encode_single -from move.models.vae import VAE +from move.models.vae_legacy import VAE from move.training.training_loop import TrainingLoopOutput @@ -110,7 +111,7 @@ def analyze_latent(config: MOVEConfig) -> None: model_path = output_path / "model.pt" if model_path.exists(): logger.debug("Re-loading model") - model.load_state_dict(torch.load(model_path)) + model.load_state_dict(torch.load(model_path, weights_only=False)) model.to(device) else: logger.debug("Training model") @@ -220,7 +221,8 @@ def analyze_latent(config: MOVEConfig) -> None: scores.append(cosine_sim) logger.debug("Generating plot: reconstruction metrics") - fig = viz.plot_metrics_boxplot(scores, labels) + plot_scores = [each[~np.isnan(each)] for each in scores] # drop nan values for boxplot + fig = viz.plot_metrics_boxplot(plot_scores, labels) fig_path = str(output_path / "reconstruction_metrics.png") fig.savefig(fig_path, bbox_inches="tight") fig_df = pd.DataFrame(dict(zip(labels, scores)), index=df_index) diff --git a/src/move/tasks/associations.py b/src/move/tasks/associations.py new file mode 100644 index 00000000..ad71502e --- /dev/null +++ b/src/move/tasks/associations.py @@ -0,0 +1,233 @@ +__all__ = [] + +from pathlib import Path +from typing import TYPE_CHECKING, Any, Iterator + +import numpy as np +import pandas as pd +import torch + +import move.visualization as viz +from move.conf.tasks import PerturbationConfig +from move.core.typing import PathLike +from move.tasks.base import CsvWriterMixin +from move.tasks.move import MoveTask + +if TYPE_CHECKING: + from move.models.base import BaseVae + + +class Associations(CsvWriterMixin, MoveTask): + """Find associations by applying a perturbation to dataset and checking + which features significantly change after perturbation. + + 1. Train and refit # models (or reload them if already existing). + 2. Perturb a feature in the dataset. + 3. Obtain reconstructions before/after perturbation. + 4. Compute difference between reconstructions. + 5. Average difference over # re-fits + 6. Compute indicator variable as probability difference > 0. Significant + features are either: majorly lower than 0 or majorly greater than 0. + Thus, when ranking features by this probability those with 50% will + be considered not significant. + 7. Rank by indicator variable, and calculate FDR as cumulative + probability of being significant. + 8. Select as significant the features below a determined threshold. + + Args: + interim_data_path: + Directory where encoded data is stored + results_path: + Directory where results will be saved + discrete_dataset_names: + Names of discrete datasets + continuous_dataset_names: + Names of continuous datasets + batch_size: + Number of samples in one batch (used during training and testing) + model_config: + Config of the VAEexit + training_loop_config: + Config of the training loop + perturbation_config: + Config of the perturbation + num_refits: + Number of times to refit the model + sig_threshold: + Threshold used to determine whether an association is significant. + Significant associations are selected if their FDR is below this + threshold. Value should range between (0, 1) + write_only_sig: + Whether all or only significant hits are written in output file. + """ + + loop_filename: str = "loop.yaml" + model_filename_fmt: str = "model_{}.pt" + results_subdir: str = "associations" + results_filename: str = "associations.csv" + + def __init__( + self, + interim_data_path: PathLike, + results_path: PathLike, + perturbation_config: PerturbationConfig, + num_refits: int, + sig_threshold: float = 0.05, + write_only_sig: bool = True, + **kwargs, + ) -> None: + if not (0 < sig_threshold < 1.0): + raise ValueError("Significant threshold should be in range (0, 1)") + + super().__init__( + input_dir=interim_data_path, + output_dir=Path(results_path) / self.results_subdir, + **kwargs, + ) + self.perturbation_config = perturbation_config + self.num_refits = num_refits + self.sig_threshold = sig_threshold + self.write_only_sig = write_only_sig + # Indices of the models trained (and saved) during this run + self._trained_model_ids: set[int] = set() + + def get_trained_model(self, train_dataloader) -> Iterator["BaseVae"]: + """Yield a trained model. Model will be trained from scratch (overwriting + any saved model), or re-loaded if it was already trained during this run, + or if it was saved by a previous run and :attr:`reuse_models` is enabled.""" + from move.models.base import reload_vae + + for i in range(self.num_refits): + model_path = self.output_dir / self.model_filename_fmt.format(i) + can_reload = self.reuse_models or i in self._trained_model_ids + + if can_reload and model_path.exists(): + if i == 0: + self.logger.debug(f"Re-loading models") + model = reload_vae(model_path) + else: + if i == 0: + self.logger.debug(f"Training models from scratch") + model = self.init_model(train_dataloader) + training_loop = self.init_training_loop(False) # prevent write + training_loop.train(model, train_dataloader) + if i == 1: + training_loop.to_yaml(self.output_dir / self.loop_filename) + model.save(model_path) + self._trained_model_ids.add(i) + model.freeze() + yield model + + def run(self) -> Any: + """Train/refit models, apply the configured perturbation, and record + which target features are significantly associated with it.""" + colnames = ["perturbed_feature", "target_feature", "prob", "bayes_k"] + self.init_csv_writer( + self.output_dir / self.results_filename, + fieldnames=colnames, + extrasaction="ignore", + ) + + # Prep dataloaders + train_dataloader = self.make_dataloader() + test_dataloader = self.make_dataloader(split="test") + num_discrete_indices = [test_dataloader.dataset.num_discrete_features] + dataset = test_dataloader.dataset + + # Gather perturbations + perturbation_names: list[str] = [] + if self.perturbation_config.target_feature_name is None: + perturbation_names.extend( + dataset.feature_names_of(self.perturbation_config.target_dataset_name) + ) + else: + perturbation_names.append(self.perturbation_config.target_feature_name) + num_perturbations = len(perturbation_names) + + # Compute bayes factor per feature per perturbation + for i, perturbed_feature_name in enumerate(perturbation_names, 1): + mean_diff = None + for model in self.get_trained_model(train_dataloader): + # Perturb feature + dataset.perturb( + self.perturbation_config.target_dataset_name, + perturbed_feature_name, + self.perturbation_config.target_value, + self.perturbation_config.perturbation_type, + ) + + # Compute reconstruction differences (only continuous) + diff_list = [] + for orig_batch, pert_batch, pert_mask in test_dataloader: + _, orig_recon = model.reconstruct(orig_batch) + _, pert_recon = model.reconstruct(pert_batch) + _, orig_input = torch.tensor_split( + orig_batch, num_discrete_indices, dim=-1 + ) + diff = pert_recon - orig_recon + diff[orig_input == 0] = 0.0 # mark NaN as 0 + diff = diff[pert_mask, :] # ignore unperturbed features + diff_list.append(diff) + + dataset.remove_perturbation() + + # Concatenate and normalize reconstruction differences + cat_diff = torch.cat(diff_list) / self.num_refits + if mean_diff is None: + mean_diff = cat_diff + else: + mean_diff += cat_diff + + self.logger.info(f"Perturbing ({i}/{num_perturbations})") + assert mean_diff is not None + + prob = torch.sum(mean_diff > 1e-8, dim=0) / mean_diff.count_nonzero(dim=0) + bayes_k = torch.log(prob + 1e-8) - torch.log(1 - prob + 1e-8) + abs_prob = torch.special.expit(torch.abs(bayes_k)) + + self.write_cols( + { + "perturbed_feature": [perturbed_feature_name] + * dataset.num_continuous_features, + "target_feature": dataset.continuous_feature_names, + "prob": abs_prob.numpy(), + "bayes_k": bayes_k.numpy(), + } + ) + + self.logger.info("Complete! Writing out results") + self.close_csv_writer() + + # Sort results, compute FDR + assert self.csv_filepath is not None + + results = pd.read_csv(self.csv_filepath) + # `prob` is NaN for perturbation/feature pairs with no valid (non- + # missing) samples (e.g., 0/0 in the count_nonzero division above). + # Sort them last and compute FDR only over the valid rows, so a NaN + # does not propagate through the cumulative sum and corrupt every + # row that follows it. + results.sort_values( + "prob", ascending=False, inplace=True, ignore_index=True, na_position="last" + ) + valid = results["prob"].notna() + n_valid = int(valid.sum()) + if n_valid < len(results): + self.logger.debug( + f"Omitting {len(results) - n_valid}/{len(results)} " + "perturbation/feature pairs with no valid (non-missing) samples" + ) + results["fdr"] = np.nan + results.loc[valid, "fdr"] = np.cumsum( + 1 - results.loc[valid, "prob"] + ) / np.arange(1, n_valid + 1) + results["pred_significant"] = results["fdr"] < self.sig_threshold + + sig = results[results.pred_significant] + self.logger.info(f"Significant associations found: {len(sig)}") + + if self.write_only_sig: + results = sig + results.drop(columns=["pred_significant"], inplace=True) + + results.to_csv(self.csv_filepath, index=False) diff --git a/src/move/tasks/base.py b/src/move/tasks/base.py new file mode 100644 index 00000000..7910cc28 --- /dev/null +++ b/src/move/tasks/base.py @@ -0,0 +1,283 @@ +__all__ = ["Task", "ParentTask", "SubTask", "CsvWriterMixin"] + +import inspect +import logging +from abc import ABC, abstractmethod +from io import TextIOWrapper +from pathlib import Path +from typing import Any, Optional, Sequence, Type, TypeVar, Union, cast + +import hydra +from numpy.typing import NDArray +from omegaconf import DictConfig, OmegaConf + +from move.core.exceptions import FILE_EXISTS_WARNING, UnsetProperty +from move.core.logging import get_logger +from move.core.qualname import get_fully_qualname +from move.core.typing import LoggingLevel, PathLike +from move.data.writer import CsvWriter + + +class InputDirMixin: + """Mixin class for adding an input directory property to a class.""" + + @property + def input_dir(self) -> Path: + """Directory input files are read from. Setting this creates the + directory if it does not already exist.""" + if path := getattr(self, "_input_dir", None): + return path + raise UnsetProperty("Input directory") + + @input_dir.setter + def input_dir(self, pathlike: PathLike) -> None: + self._input_dir = Path(pathlike) + self._input_dir.mkdir(parents=True, exist_ok=True) + + +class OutputDirMixin: + """Mixin class for adding an output directory property to a class.""" + + @property + def output_dir(self) -> Path: + """Directory output files are saved to. Setting this creates the + directory if it does not already exist.""" + if path := getattr(self, "_output_dir", None): + return path + raise UnsetProperty("Output directory") + + @output_dir.setter + def output_dir(self, pathlike: PathLike) -> None: + self._output_dir = Path(pathlike) + self._output_dir.mkdir(parents=True, exist_ok=True) + + +class LoggerMixin: + """Mixin class for logging.""" + + @property + def logger(self) -> logging.Logger: + """Logger for this task. Sub-tasks (:class:`SubTaskMixin`) delegate to + their parent task's logger.""" + if issubclass(self.__class__, SubTaskMixin): + task = cast(SubTaskMixin, self).parent + if task: + return task.logger + raise UnsetProperty("Parent task") + if getattr(self, "_logger", None) is None: + self._logger = get_logger(self.__class__.__name__) + return self._logger + + def log(self, message: str, level: LoggingLevel = "INFO") -> None: + """Log a message. + + Args: + message: logged message + level: predefined logging level name or numeric value.""" + if isinstance(level, str): + level_num = logging.getLevelName(level) + if not isinstance(level_num, int): + raise ValueError(f"Unexpected logging level: {level}") + else: + level_num = level + self.logger.log(level_num, message) + + +T = TypeVar("T", bound="Task") + + +class Task(ABC, LoggerMixin): + """Base class for a task""" + + @abstractmethod + def run(self, *args, **kwargs) -> Any: + """Run the task. Must be implemented by subclasses.""" + raise NotImplementedError() + + @classmethod + def from_config(cls: Type[T], config: DictConfig) -> T: + """Instantiate a task from its config file.""" + if not hasattr(config, "task"): + raise UnsetProperty("Task configuration") + target_qualname = config.task._target_ + current_qualname = get_fully_qualname(cls) + if target_qualname == current_qualname: + return hydra.utils.instantiate(config.task, _recursive_=False) + raise ValueError( + f"Received config for `{target_qualname}`, but current class is `{current_qualname}`" + ) + + def to_yaml(self, filepath: PathLike) -> None: + """Save task config as YAML file.""" + signature = inspect.signature(self.__class__).parameters.keys() + config = OmegaConf.create({name: getattr(self, name) for name in signature}) + with open(filepath, "w") as file: + file.write(OmegaConf.to_yaml(config)) + + +class ParentTask(InputDirMixin, OutputDirMixin, Task): + """A simple task with an input and output directory. This task may have + children (sub-tasks). + + Args: + input_path: Path where input files are read from + output_path: Path where output files will be saved to + """ + + def __init__(self, input_dir: PathLike, output_dir: PathLike) -> None: + self.input_dir = input_dir + self.output_dir = output_dir + + +class OutputDir(ParentTask): + """Task used to set an output directory.""" + + def __init__(self, output_dir: PathLike) -> None: + super().__init__(Path.cwd(), output_dir) + + def run(self) -> None: + """Not implemented: this task only exists to expose an output + directory to its sub-tasks.""" + raise NotImplementedError() + + +class TestTask(Task): + """Task used for testing""" + + def run(self) -> Any: + """No-op, used as a stand-in task in tests.""" + pass + + +class SubTaskMixin(LoggerMixin): + """Mixin class to designate a task is child of another task.""" + + @property + def parent(self) -> Optional[ParentTask]: + """Parent task this sub-task belongs to, if any.""" + return getattr(self, "_parent", None) + + @parent.setter + def parent(self, task: ParentTask) -> None: + self._parent = task + + +class SubTask(SubTaskMixin, Task): + """Base class for sub-tasks.""" + + ... + + +CsvRow = dict[str, Any] + + +class CsvWriterMixin(LoggerMixin): + """Mixin class to designate a sub-task that has its own CSV writer.""" + + csv_filepath: Optional[Path] = None + buffer_size = 1000 + + @property + def can_write(self) -> bool: + """Whether a CSV writer and file are open and ready to write to.""" + return ( + getattr(self, "_csv_writer", None) is not None + and getattr(self, "_csv_file", None) is not None + and not self.csv_file.closed + ) + + @property + def csv_file(self) -> TextIOWrapper: + """Open file handle the CSV writer writes to.""" + return getattr(self, "_csv_file") + + @csv_file.setter + def csv_file(self, value: Optional[TextIOWrapper]) -> None: + self._csv_file = value + + @property + def csv_writer(self) -> CsvWriter: + """CSV writer used to write rows/columns to :attr:`csv_file`.""" + return getattr(self, "_csv_writer") + + @csv_writer.setter + def csv_writer(self, value: Optional[CsvWriter]) -> None: + self._csv_writer = value + + @property + def row_buffer(self) -> list[CsvRow]: + """Rows buffered in memory, flushed to disk once :attr:`buffer_size` + is reached (see :meth:`add_row_to_buffer`).""" + if getattr(self, "_buffer", None) is None: + self._buffer: list[CsvRow] = [] + return self._buffer + + @property + def output_dir(self) -> Path: + """Output directory, delegated to the parent task.""" + if self.parent is None: + raise UnsetProperty("Output directory") + return self.parent.output_dir + + @output_dir.setter + def output_dir(self, value: PathLike) -> None: + self.parent = OutputDir(value) + + def init_csv_writer(self, filepath: Path, mode: str = "w", **writer_kwargs) -> None: + """Initialize the CSV writer. + + Args: + filepath: Where to save the CSV file + mode: Whether to open the file in 'w' or 'a' mode + writer_args: Args passed to the CSV Writer object + """ + self.csv_filepath = filepath + exists = self.csv_filepath.exists() + if exists and mode == "w": # Warn about overwriting + self.log(FILE_EXISTS_WARNING.format(self.csv_filepath)) + self.csv_file = open(self.csv_filepath, mode, newline="") # type: ignore + self.csv_writer = CsvWriter(self.csv_file, **writer_kwargs) + # Do not write header if file exists and appending + if (not exists) or mode != "a": + self.csv_writer.writeheader() + + def write_cols(self, cols: dict[str, Union[Sequence[Any], NDArray]]) -> None: + """Directly write columns to CSV file. + + Args: + cols: Column name to values dictionary.""" + if self.can_write: + self.csv_writer.writecols(cols) + + def write_row(self, row: list[Any]) -> None: + """Directly write a row to CSV file.""" + if self.can_write: + self.csv_writer.writer.writerow(row) + + def add_row_to_buffer(self, csv_row: CsvRow) -> None: + """Add row to buffer and flush buffer if it has reached its limit. + + Args: + csv_row: Header names to values dictionary, representing a row + """ + if self.can_write: + self.row_buffer.append(csv_row) + # Flush + if len(self.row_buffer) >= self.buffer_size: + self.csv_writer.writerows(self.row_buffer) + self.row_buffer.clear() + + def close_csv_writer(self, clear: bool = False) -> None: + """Close file and flush buffer. + + Args: + clear: whether to nullify the writer and file object""" + if self.can_write: + if len(self.row_buffer) > 0: + self.csv_writer.writerows(self.row_buffer) + self.row_buffer.clear() + self.csv_file.close() + if clear: + self.csv_file = None + self.csv_filepath = None + self.csv_writer = None diff --git a/src/move/tasks/encode_data.py b/src/move/tasks/encode_data.py index 5092064a..98d6acce 100644 --- a/src/move/tasks/encode_data.py +++ b/src/move/tasks/encode_data.py @@ -1,50 +1,127 @@ -__all__ = ["encode_data"] - -from pathlib import Path +__all__ = ["EncodeData"] import numpy as np +import torch -from move.conf.schema import DataConfig -from move.core.logging import get_logger +from move.conf.tasks import InputConfig +from move.core.typing import PathLike from move.data import io, preprocessing +from move.data.splitting import split_samples +from move.tasks.base import ParentTask -def encode_data(config: DataConfig): - """Encodes categorical and continuous datasets specified in configuration. - Categorical data is one-hot encoded, whereas continuous data is z-score - normalized. +class EncodeData(ParentTask): + """Encode discrete and continuous datasets. By default, discrete data is + one-hot encoded, whereas continuous data is z-score normalized. Args: - config: data configuration + raw_data_path: + Directory where "raw data" is stored + interim_data_path: + Directory where pre-processed data will be saved + sample_names_filename: + Filename of file containing names given to each sample + discrete_inputs: + List of configs for each discrete dataset. Each config is a dict + containing keys 'name' and 'preprocessing' + continuous_inputs: + Same as `discrete_inputs`, but for continuous datasets + train_frac: + Fraction of samples corresponding to training set. + test_frac: + Fraction of samples corresponding to test set. + valid_frac: + Fraction of samples corresponding to validation set. """ - logger = get_logger(__name__) - logger.info("Beginning task: encode data") - - raw_data_path = Path(config.raw_data_path) - raw_data_path.mkdir(exist_ok=True) - interim_data_path = Path(config.interim_data_path) - interim_data_path.mkdir(exist_ok=True, parents=True) - - sample_names = io.read_names(raw_data_path / f"{config.sample_names}.txt") - - mappings = {} - for dataset_name in config.categorical_names: - logger.info(f"Encoding '{dataset_name}'") - filepath = raw_data_path / f"{dataset_name}.tsv" - names, values = io.read_tsv(filepath, sample_names) - values, mapping = preprocessing.one_hot_encode(values) - mappings[dataset_name] = mapping - io.dump_names(interim_data_path / f"{dataset_name}.txt", names) - np.save(interim_data_path / f"{dataset_name}.npy", values) - if mappings: - io.dump_mappings(interim_data_path / "mappings.json", mappings) - - for dataset_name in config.continuous_names: - logger.info(f"Encoding '{dataset_name}'") - filepath = raw_data_path / f"{dataset_name}.tsv" - names, values = io.read_tsv(filepath, sample_names) - values, mask_1d = preprocessing.scale(values) - names = names[mask_1d] - logger.debug(f"Columns with zero variance: {np.sum(~mask_1d)}") - io.dump_names(interim_data_path / f"{dataset_name}.txt", names) - np.save(interim_data_path / f"{dataset_name}.npy", values) + + indices_filename = "indices.pt" + sample_names: list[str] + train_indices: torch.Tensor + + def __init__( + self, + raw_data_path: PathLike, + interim_data_path: PathLike, + sample_names_filename: str, + discrete_inputs: list[InputConfig], + continuous_inputs: list[InputConfig], + train_frac: float = 0.9, + test_frac: float = 0.1, + valid_frac: float = 0.0, + ) -> None: + super().__init__(raw_data_path, interim_data_path) + self.sample_names_filepath = self.input_dir / f"{sample_names_filename}.txt" + self.discrete_inputs = discrete_inputs + self.continuous_inputs = continuous_inputs + self.split_fracs = (train_frac, test_frac, valid_frac) + + def encode_datasets( + self, + input_configs: list[InputConfig], + default_op_name: preprocessing.PreprocessingOpName, + ) -> None: + """Read CSV or TSV files containing datasets and run pre-processing operations. + + Args: + input_configs: + List of configs, each with a dataset file name and operation + name. Valid operation names are 'none', 'one_hot_encode', 'standardize', + 'log_and_standardize' + default_op_name: + Default operation if no operation in config + """ + for config in input_configs: + op_name: preprocessing.PreprocessingOpName = getattr( + config, "preprocessing", default_op_name + ) + action_name = "Reading" if op_name == "none" else "Encoding" + dataset_name = getattr(config, "name") + self.logger.info(f"{action_name} '{dataset_name}'") + dataset_path = self.input_dir / f"{dataset_name}.tsv" + if not dataset_path.exists(): + # Try to load CSV if TSV does not exist + dataset_path = self.input_dir / f"{dataset_name}.csv" + enc_data_path = self.output_dir / f"{dataset_name}.pt" + if enc_data_path.exists(): + self.logger.warning( + f"File '{enc_data_path.name}' already exists. It will be " + "overwritten." + ) + # Read and encode data + feature_names, values = io.read_tsv(dataset_path, self.sample_names) + mapping = None + if op_name == "log_and_standardize": + values = preprocessing.log_n_standardize(values, self.train_indices) + elif op_name == "standardize": + values = preprocessing.standardize(values, self.train_indices) + elif op_name == "one_hot_encode": + values, mapping = preprocessing.one_hot_encode(values) + else: + values = preprocessing.fill(values) + tensor = torch.from_numpy(values).float() + # Save data + data = { + "dataset_name": dataset_name, + "tensor": tensor, + "feature_names": feature_names.tolist(), + } + if mapping is not None: + data["mapping"] = mapping + torch.save(data, enc_data_path, pickle_protocol=4) + + def split_samples(self) -> None: + """Create indices to split data into training, test, and validation subsets.""" + indices = split_samples(len(self.sample_names), *self.split_fracs) + ind_dict = dict( + zip(("train_indices", "test_indices", "valid_indices"), indices) + ) + torch.save(ind_dict, self.output_dir / self.indices_filename, pickle_protocol=4) + self.train_indices = ind_dict["train_indices"] + + def run(self) -> None: + """Encode data.""" + self.logger.info("Beginning task: encode data") + self.sample_names = io.read_names(self.sample_names_filepath) + self.split_samples() + self.encode_datasets(self.discrete_inputs, "one_hot_encode") + self.encode_datasets(self.continuous_inputs, "standardize") diff --git a/src/move/tasks/identify_associations.py b/src/move/tasks/identify_associations.py index 2c26933c..6cc97fce 100644 --- a/src/move/tasks/identify_associations.py +++ b/src/move/tasks/identify_associations.py @@ -10,19 +10,19 @@ import torch from omegaconf import OmegaConf -from move.conf.schema import ( +from move.conf.legacy import ( IdentifyAssociationsBayesConfig, IdentifyAssociationsConfig, IdentifyAssociationsTTestConfig, - MOVEConfig, ) +from move.conf.schema import MOVEConfig from move.core.logging import get_logger from move.core.typing import FloatArray, IntArray from move.data import io from move.data.dataloaders import MOVEDataset, make_dataloader from move.data.perturbations import perturb_categorical_data from move.data.preprocessing import one_hot_encode_single -from move.models.vae import VAE +from move.models.vae_legacy import VAE TaskType = Literal["bayes", "ttest"] @@ -143,7 +143,7 @@ def _bayes_approach( model_path = models_path / f"model_{task_config.model.num_latent}_{j}.pt" if model_path.exists(): logger.debug(f"Re-loading refit {j + 1}/{task_config.num_refits}") - model.load_state_dict(torch.load(model_path)) + model.load_state_dict(torch.load(model_path, weights_only=False)) model.to(device) else: logger.debug(f"Training refit {j + 1}/{task_config.num_refits}") @@ -210,7 +210,6 @@ def _ttest_approach( for k, num_latent in enumerate(task_config.num_latent): for j in range(task_config.num_refits): - # Initialize model model: VAE = hydra.utils.instantiate( task_config.model, @@ -225,7 +224,7 @@ def _ttest_approach( model_path = models_path / f"model_{num_latent}_{j}.pt" if model_path.exists(): logger.debug(f"Re-loading refit {j + 1}/{task_config.num_refits}") - model.load_state_dict(torch.load(model_path)) + model.load_state_dict(torch.load(model_path, weights_only=False)) model.to(device) else: logger.debug(f"Training refit {j + 1}/{task_config.num_refits}") @@ -303,10 +302,8 @@ def _ttest_approach( b_df = pd.DataFrame(dict(feature_b_name=con_names)) b_df.index.name = "feature_b_id" b_df.reset_index(inplace=True) - results = ( - results - .merge(a_df, on="feature_a_id", how="left") - .merge(b_df, on="feature_b_id", how="left") + results = results.merge(a_df, on="feature_a_id", how="left").merge( + b_df, on="feature_b_id", how="left" ) results["feature_b_dataset"] = pd.cut( cast(IntArray, results["feature_b_id"].values), diff --git a/src/move/tasks/latent_space_analysis.py b/src/move/tasks/latent_space_analysis.py new file mode 100644 index 00000000..6a1d1a27 --- /dev/null +++ b/src/move/tasks/latent_space_analysis.py @@ -0,0 +1,261 @@ +__all__ = [] + +from pathlib import Path +from typing import TYPE_CHECKING, Any, Optional + +import hydra +import numpy as np +import pandas as pd +import torch +from numpy.typing import NDArray +from sklearn.base import TransformerMixin + +import move.visualization as viz +from move.analysis.feature_importance import FeatureImportance +from move.analysis.metrics import ComputeAccuracyMetrics +from move.conf.tasks import ReducerConfig +from move.core.exceptions import FILE_EXISTS_WARNING, UnsetProperty +from move.core.typing import PathLike +from move.data.io import sanitize_filename +from move.tasks.base import CsvWriterMixin, SubTask +from move.tasks.move import MoveTask + +if TYPE_CHECKING: + from move.data.dataloader import MoveDataLoader + from move.models.base import BaseVae + + +class LatentSpaceAnalysis(MoveTask): + """Analyze latent space. + + 1. Train a model (or reload it if it already exists). + 2. Obtain latent representation of input data. + 3. If set, reduce latent representation to 2 dimensions (e.g. using t-SNE or PCA). + 4. If set, compute how accurately each dataset can be reconstructed. + 5. If set, compute the feature importance in the latent space. + + Args: + interim_data_path: + Directory where encoded data is stored + results_path: + Directory where results will be saved + discrete_dataset_names: + Names of discrete datasets + continuous_dataset_names: + Names of continuous datasets + batch_size: + Number of samples in one batch (used during training and testing) + model_config: + Config of the VAE + training_loop_config: + Config of the training loop + compute_accuracy_metrics: + Whether accuracy metrics for each dataset will be computed. + compute_feature_importance: + Whether feature importance for each feature in the latent space will + be computed. May take a while depending on number of features. + reducer_config: + Config of the reducer used to further reduce the dimensions of the + latent space to two dimensions. Expected to behave like a + transformer from scikit-learn. + features_to_plot: + List of feature names to generate color-coded latent space plots. + If not given, no latent space will be generated, but a CSV file + containing all latent representations will still be created. + """ + + loop_filename: str = "loop.yaml" + model_filename: str = "model.pt" + results_subdir: str = "latent_space" + + def __init__( + self, + interim_data_path: PathLike, + results_path: PathLike, + compute_accuracy_metrics: bool, + compute_feature_importance: bool, + reducer_config: Optional[ReducerConfig] = None, + features_to_plot: Optional[list[str]] = None, + **kwargs, + ) -> None: + super().__init__( + input_dir=interim_data_path, + output_dir=Path(results_path) / self.results_subdir, + **kwargs, + ) + self.reducer_config = reducer_config + self.features_to_plot = features_to_plot + self.compute_accuracy_metrics = compute_accuracy_metrics + self.compute_feature_importance = compute_feature_importance + + def run(self) -> Any: + """Train (or reload) a model, project the data into its latent space, + and run the configured analyses (dimensionality reduction, accuracy + metrics, feature importance).""" + from move.models.base import reload_vae + + model_path = self.output_dir / self.model_filename + + if self.reuse_models and model_path.exists(): + self.logger.warning( + f"A model file was found: '{model_path}' and will be reloaded. " + "Set `reuse_models` to false if you wish to train a new model." + ) + self.logger.debug("Re-loading model") + model = reload_vae(model_path) + else: + if model_path.exists(): + self.logger.warning(FILE_EXISTS_WARNING.format(model_path)) + self.logger.debug("Training a new model") + train_dataloader = self.make_dataloader() + model = self.init_model(train_dataloader) + training_loop = self.init_training_loop() + training_loop.train(model, train_dataloader) + training_loop.plot() + training_loop.to_yaml(self.output_dir / self.loop_filename) + model.save(model_path) + + model.eval() + + all_dataloader = self.make_dataloader(shuffle=False, drop_last=False) + test_dataloader = self.make_dataloader(split="test") + + project_subtask = Project(model, all_dataloader, self.reducer_config) + project_subtask.parent = self + project_subtask.run() + if self.features_to_plot: + project_subtask.plot(self.features_to_plot) + + if self.compute_accuracy_metrics: + metrics_subtask = ComputeAccuracyMetrics(self, model, test_dataloader) + metrics_subtask.run() + metrics_subtask.plot() + + if self.compute_feature_importance: + fi_subtask = FeatureImportance(self, model, all_dataloader) + fi_subtask.run() + fi_subtask.plot() + + +class Project(CsvWriterMixin, SubTask): + """Use a variational autoencoder to compress input data from a dataloader + into a latent space. Additionally, use a reducer to further compress the + latent space into an even lower-dimensional space that can be easily + visualized (e.g., in 2D or 3D). + + Args: + model: Variational autoencoder model + dataloader: Data loader + reducer_config: Config of the reducer used to further compress the + latent space (e.g., t-SNE or PCA), or None to skip this step + output_dir: Where to save results; taken from the parent task if unset + """ + + filename: str = "latent_space.csv" + plot_filename_fmt: str = "latent_space_{}.png" + reducer: Optional[TransformerMixin] + + def __init__( + self, + model: "BaseVae", + dataloader: "MoveDataLoader", + reducer_config: Optional[ReducerConfig], + output_dir: Optional[PathLike] = None, + ): + self.model = model + self.dataloader = dataloader + if reducer_config is None: + self.reducer = None + else: + self.reducer = hydra.utils.instantiate(reducer_config) + if output_dir is not None: + self.output_dir = output_dir + + @property + def num_features(self) -> int: + """Number of dimensions in the (unreduced) latent space.""" + return self.model.num_latent + + @property + def num_reduced_features(self) -> int: + """Number of dimensions in the reduced latent space, or 0 if no + reducer is configured.""" + if self.reducer is None: + return 0 + return getattr(self.reducer, "n_components") + + def plot(self, feature_names: list[str]) -> None: + """Generate a 2D latent space plot color-coded by each given feature. + + Args: + feature_names: Names of features to color-code the plots by + """ + # NOTE: assumes 2D + if self.csv_filepath is None: + raise ValueError("No CSV data found") + data = pd.read_csv(self.csv_filepath) + latent_space = np.take(data.values, (0, 1), axis=1) + for name in feature_names: + try: + dataset = self.dataloader.dataset.find(name) + except KeyError as e: + self.log(str(e), "WARNING") + continue + # Obtain target values for color coding + target_values = dataset.select(name).numpy() + if dataset.data_type == "discrete": + # Convert one-hot encoded values to category codes + is_nan = target_values.sum(axis=1) == 0 + target_values = np.argmax(target_values, axis=1) + code2cat_map = { + str(code): category for category, code in dataset.mapping.items() + } + fig = viz.plot_latent_space_with_cat( + latent_space, name, target_values, code2cat_map, is_nan + ) + else: + # for plotting continuous features, we will treat 0 as NaN (i.e. missing value) + is_nan = target_values == 0 + fig = viz.plot_latent_space_with_con( + latent_space, name, target_values, is_nan + ) + fig_filename = sanitize_filename(self.plot_filename_fmt.format(name)) + fig_path = str(self.output_dir / fig_filename) + fig.savefig(fig_path, bbox_inches="tight") + viz.show_figure(fig) # showing figures in notebook + + @torch.no_grad() + def run(self) -> None: + """Project the dataloader's data into the model's latent space + (optionally reducing it further) and write the result to a CSV + file.""" + if self.parent is None: + raise UnsetProperty("Output directory") + + colnames = [f"reduced_dim{i}" for i in range(self.num_reduced_features)] + colnames.extend([f"dim{i}" for i in range(self.num_features)]) + + csv_filepath = self.parent.output_dir / self.filename + self.init_csv_writer(csv_filepath, fieldnames=colnames, extrasaction="ignore") + + self.log("Compressing input data") + + if self.dataloader.dataset.perturbation is not None: + self.log("Dataset's perturbation will be removed", "WARNING") + self.dataloader.dataset.remove_perturbation() + + tensors = [] + for (batch,) in self.dataloader: + tensors.append(self.model.project(batch)) + + latent_space: NDArray = torch.cat(tensors, dim=0).numpy() + if self.reducer is None: + array = latent_space + else: + self.log("Reducing data to two dimensions") + reduced_latent_space = self.reducer.fit_transform(latent_space) + array = np.hstack((reduced_latent_space, latent_space)) + + self.write_cols({colname: array[:, i] for i, colname in enumerate(colnames)}) + + self.close_csv_writer() diff --git a/src/move/tasks/move.py b/src/move/tasks/move.py new file mode 100644 index 00000000..4c4eddc0 --- /dev/null +++ b/src/move/tasks/move.py @@ -0,0 +1,109 @@ +__all__ = ["MoveTask"] + +from typing import TYPE_CHECKING, Optional + +import hydra +from torch import nn + +from move.core.exceptions import UnsetProperty +from move.core.typing import Split +from move.tasks.base import ParentTask + +if TYPE_CHECKING: + from move.conf.models import ModelConfig + from move.conf.training import TrainingLoopConfig + from move.data.dataloader import MoveDataLoader + from move.models.base import BaseVae + from move.training.loop import TrainingLoop + + +class MoveTask(ParentTask): + """A task that can initialize a MOVE model, dataloader, and training loop. + + Args: + discrete_dataset_names: Names of discrete datasets + continuous_dataset_names: Names of continuous datasets + batch_size: Batch size used by the dataloader + model_config: Configuration of the VAE model to instantiate + training_loop_config: Configuration of the training loop to instantiate + reuse_models: Whether to reload models saved by a previous run instead + of training (and overwriting) them. Only enable this if the encoded + data (including its train/test split) and the model settings have not + changed since the models were saved. + **kwargs: Passed to :class:`~move.tasks.base.ParentTask` + (``input_dir``, ``output_dir``) + """ + + def __init__( + self, + discrete_dataset_names: list[str], + continuous_dataset_names: list[str], + batch_size: int, + model_config: Optional["ModelConfig"], + training_loop_config: Optional["TrainingLoopConfig"], + reuse_models: bool = False, + **kwargs, + ) -> None: + super().__init__(**kwargs) + self.discrete_dataset_names = discrete_dataset_names + self.continuous_dataset_names = continuous_dataset_names + self.model_config = model_config + self.batch_size = batch_size + self.training_loop_config = training_loop_config + self.reuse_models = reuse_models + + def make_dataloader( + self, split: Split = "all", **dataloader_kwargs + ) -> "MoveDataLoader": + """Make a MOVE dataloader. For the training split, data will be shuffled + and the last batch will be dropped.""" + from move.conf.training import DataLoaderConfig + from move.data.dataset import MoveDataset + + dataset = MoveDataset.load( + self.input_dir, + self.discrete_dataset_names, + self.continuous_dataset_names, + split, + ) + + is_training = not (split == "test" or split == "valid") + if "shuffle" not in dataloader_kwargs: + dataloader_kwargs["shuffle"] = is_training + + if "drop_last" not in dataloader_kwargs: + dataloader_kwargs["drop_last"] = is_training + + dataloader_kwargs["batch_size"] = self.batch_size + config = DataLoaderConfig(**dataloader_kwargs) + return hydra.utils.instantiate(config, dataset=dataset) + + def init_model(self, dataloader: "MoveDataLoader") -> "BaseVae": + """Initialize a MOVE model.""" + if self.model_config is None: + raise UnsetProperty("Model config") + return hydra.utils.instantiate( + self.model_config, + discrete_shapes=dataloader.dataset.discrete_shapes, + continuous_shapes=dataloader.dataset.continuous_shapes, + ) + + def init_training_loop(self, set_parent: bool = True) -> "TrainingLoop": + """Initialize a training loop. + + Args: + set_parent: + Whether the training task is linked to a parent task. If + orphaned, this task cannot use the logger to track its progress. + """ + if self.training_loop_config is None: + raise UnsetProperty("Training loop config") + training_loop: "TrainingLoop" = hydra.utils.instantiate( + self.training_loop_config, _recursive_=False + ) + if set_parent: + training_loop.parent = self + else: + # if orphan, cannot use logger + training_loop.prog_every_n_epoch = None + return training_loop diff --git a/src/move/tasks/train_model.py b/src/move/tasks/train_model.py new file mode 100644 index 00000000..1bdc26ac --- /dev/null +++ b/src/move/tasks/train_model.py @@ -0,0 +1,97 @@ +__all__ = ["TrainModel"] + +from pathlib import Path +from typing import TYPE_CHECKING, Any, Union + +import hydra + +from move.core.exceptions import FILE_EXISTS_WARNING +from move.core.typing import PathLike +from move.tasks.base import ParentTask + +if TYPE_CHECKING: + from move.conf.models import ModelConfig + from move.conf.training import TrainingLoopConfig + from move.data.dataloader import MoveDataLoader + from move.models.base import BaseVae + from move.training.loop import TrainingLoop + + +class TrainModel(ParentTask): + """Train a single model. + + Args: + interim_data_path: Directory where encoded data is stored + results_path: Directory where results will be saved + discrete_dataset_names: Names of discrete datasets + continuous_dataset_names: Names of continuous datasets + batch_size: Number of samples in one batch + model_config: Config of the VAE + training_loop_config: Config of the training loop + """ + + model_filename: str = "model.pt" + loop_filename: str = "loop.yaml" + results_subdir: str = "train_model" + + def __init__( + self, + interim_data_path: PathLike, + results_path: PathLike, + discrete_dataset_names: list[str], + continuous_dataset_names: list[str], + batch_size: int, + model_config: Union["ModelConfig", dict[str, Any]], + training_loop_config: Union["TrainingLoopConfig", dict[str, Any]], + ) -> None: + super().__init__( + input_dir=interim_data_path, + output_dir=Path(results_path) / self.results_subdir, + ) + self.discrete_dataset_names = discrete_dataset_names + self.continuous_dataset_names = continuous_dataset_names + self.batch_size = batch_size + self.training_loop_config = training_loop_config + self.model_config = model_config + + def make_dataloader(self, **kwargs) -> "MoveDataLoader": + """Build a dataloader over the encoded data in :attr:`input_dir`. + + Args: + **kwargs: Passed to :class:`~move.data.dataloader.MoveDataLoader` + """ + from move.data.dataloader import MoveDataLoader + from move.data.dataset import MoveDataset + + dataset = MoveDataset.load( + self.input_dir, self.discrete_dataset_names, self.continuous_dataset_names + ) + return MoveDataLoader(dataset, **kwargs) + + def run(self) -> None: + """Train the configured model on the encoded data and save the model, + its training loop config, and loss plot to :attr:`output_dir`.""" + model_path = self.output_dir / self.model_filename + if model_path.exists(): + self.logger.warning(FILE_EXISTS_WARNING.format(model_path)) + # Init data/model + dataloader = self.make_dataloader( + batch_size=self.batch_size, shuffle=True, drop_last=True + ) + model: "BaseVae" = hydra.utils.instantiate( + self.model_config, + discrete_shapes=dataloader.dataset.discrete_shapes, + continuous_shapes=dataloader.dataset.continuous_shapes, + ) + self.logger.info("Training model") + # Train + training_loop: "TrainingLoop" = hydra.utils.instantiate( + self.training_loop_config, _recursive_=False + ) + training_loop.parent = self + training_loop.run(model, dataloader) + training_loop.plot() + self.logger.info("Training complete!") + # Save model/config + training_loop.to_yaml(self.output_dir / self.loop_filename) + model.save(model_path) diff --git a/src/move/tasks/tune_model.py b/src/move/tasks/tune_model.py index 0e5d417c..a43d67d4 100644 --- a/src/move/tasks/tune_model.py +++ b/src/move/tasks/tune_model.py @@ -19,17 +19,17 @@ calculate_accuracy, calculate_cosine_similarity, ) -from move.conf.schema import ( - MOVEConfig, +from move.conf.legacy import ( TuneModelConfig, TuneModelReconstructionConfig, TuneModelStabilityConfig, ) +from move.conf.schema import MOVEConfig from move.core.logging import get_logger from move.core.typing import BoolArray, FloatArray from move.data import io from move.data.dataloaders import MOVEDataset, make_dataloader, split_samples -from move.models.vae import VAE +from move.models.vae_legacy import VAE TaskType = Literal["reconstruction", "stability"] @@ -47,7 +47,8 @@ def _get_task_type( def _get_record(values: ArrayLike, **kwargs) -> dict[str, Any]: record = kwargs - bxp_stats, *_ = boxplot_stats(values) + values = np.asarray(values) + bxp_stats, *_ = boxplot_stats(values[~np.isnan(values)]) # drop nan values for boxplot stats bxp_stats.pop("fliers") record.update(bxp_stats) return record @@ -208,7 +209,9 @@ def _tune_reconstruction( batch_size=task_config.batch_size, ) cat_recons, con_recons = model.reconstruct(dataloader) - con_recons = np.split(con_recons, np.cumsum(model.continuous_shapes[:-1]), axis=1) + con_recons = np.split( + con_recons, np.cumsum(model.continuous_shapes[:-1]), axis=1 + ) for cat, cat_recon, dataset_name in zip( cat_list, cat_recons, config.data.categorical_names ): diff --git a/src/move/tasks/tuning.py b/src/move/tasks/tuning.py new file mode 100644 index 00000000..34d3e7b5 --- /dev/null +++ b/src/move/tasks/tuning.py @@ -0,0 +1,329 @@ +__all__ = ["TuneModel", "TuneStability"] + +from collections import defaultdict +from pathlib import Path +from typing import TYPE_CHECKING, Any, Literal, cast + +import numpy as np +import torch +from hydra.core.hydra_config import HydraConfig +from hydra.types import RunMode +from matplotlib.cbook import boxplot_stats +from sklearn.metrics.pairwise import cosine_similarity + +from move.analysis.metrics import ( + calculate_accuracy, + calculate_cosine_similarity, +) +from move.core.exceptions import FILE_EXISTS_WARNING +from move.core.typing import FloatArray, PathLike +from move.tasks.base import CsvWriterMixin +from move.tasks.move import MoveTask + +if TYPE_CHECKING: + from move.data.dataloader import MoveDataLoader + from move.models.base import BaseVae + +TaskType = Literal["reconstruction", "stability"] + +BOXPLOT_STATS = ["mean", "med", "q1", "q3", "iqr", "cilo", "cihi", "whislo", "whishi"] + + +class TuneModel(CsvWriterMixin, MoveTask): + """Run a model with a set of hyperparameters and report metrics, such as, + reconstruction accuracy, loss, or stability. + + Args: + interim_data_path: + Directory where encoded data is stored + results_path: + Directory where results will be saved + discrete_dataset_names: + Names of discrete datasets + continuous_dataset_names: + Names of continuous datasets + batch_size: + Number of samples in one batch (used during training and testing) + model_config: + Config of the VAE + training_loop_config: + Config of the training loop + """ + + loss_filename: str = "loss.csv" + metrics_filename: str = "metrics.csv" + model_filename_fmt: str = "model_{}.pt" + results_subdir: str = "tuning" + + def __init__( + self, + interim_data_path: PathLike, + results_path: PathLike, + **kwargs, + ) -> None: + # Check that Hydra is being used (e.g., not called from a script/notebook) + try: + hydra_config = HydraConfig.get() + except ValueError: + raise ValueError("Use the command line to run this task.") + + if hydra_config.mode != RunMode.MULTIRUN: + raise ValueError("This task must run in multirun mode.") + + super().__init__( + input_dir=interim_data_path, + output_dir=Path(results_path) / self.results_subdir, + **kwargs, + ) + + # Delete sweep run config + sweep_config_path = Path(hydra_config.sweep.dir).joinpath("multirun.yaml") + if sweep_config_path.exists(): + sweep_config_path.unlink() + + kv_sep = hydra_config.job.config.override_dirname.kv_sep + item_sep = hydra_config.job.config.override_dirname.item_sep + + self.job_num = hydra_config.job.num + 1 + self.job_name = hydra_config.job.override_dirname + self.override_dict: dict[str, str] = {} + for item in hydra_config.job.override_dirname.split(item_sep): + key, value = item.split(kv_sep) + self.override_dict[key] = value + + def record_metrics( + self, model: "BaseVae", dataloader_dict: dict[str, "MoveDataLoader"] + ): + """Record accuracy or cosine similarity metric for each dataloader. + + Args: + model: VAE model + dataloader_dict: Dict of dataloaders corresponding to different data subsets + """ + + colnames = [ + "job_num", + *self.override_dict.keys(), + "metric", + "dataset_name", + "split", + ] + colnames.extend(BOXPLOT_STATS) + + self.init_csv_writer( + self.output_dir / self.metrics_filename, + mode="a", + fieldnames=colnames, + extrasaction="ignore", + ) + + for split, dataloader in dataloader_dict.items(): + datasets = dataloader.datasets + scores_per_dataset: dict[str, list[FloatArray]] = defaultdict(list) + + for (batch,) in dataloader: + batch_disc, batch_cont = model.split_input(batch) + recon = model.reconstruct(batch, as_one=True) + recon_disc, recon_cont = model.split_input(recon) + + for i, dataset in enumerate(datasets[: len(batch_disc)]): + target = batch_disc[i].numpy() + preds = torch.argmax( + (torch.log_softmax(recon_disc[i], dim=-1)), dim=-1 + ).numpy() + scores = calculate_accuracy(target, preds) + scores_per_dataset[dataset.name].append(scores) + + for i, dataset in enumerate(datasets[len(batch_disc) :]): + target = batch_cont[i].numpy() + preds = recon_cont[i].numpy() + scores = calculate_cosine_similarity(target, preds) + scores_per_dataset[dataset.name].append(scores) + + for dataset in datasets: + metric = ( + "accuracy" + if dataset.data_type == "discrete" + else "cosine_similarity" + ) + csv_row: dict[str, Any] = dict( + job_num=self.job_num, + **self.override_dict, + metric=metric, + dataset_name=dataset.name, + split=split, + ) + scores = np.concatenate(scores_per_dataset[dataset.name], axis=0) + scores = scores[~np.isnan(scores)] # drop samples with all-NaN input + bxp_stas, *_ = boxplot_stats(scores) + bxp_stas.pop("fliers") + csv_row.update(bxp_stas) + + self.add_row_to_buffer(csv_row) + + # Append to file + self.close_csv_writer(True) + + def record_loss(self, model: "BaseVae", dataloader: "MoveDataLoader"): + """Record final loss in a CSV row.""" + from move.models.base import LossDict + + colnames = ["job_num", *self.override_dict.keys()] + colnames.extend(LossDict.__annotations__.keys()) + + self.init_csv_writer( + self.output_dir / self.loss_filename, + mode="a", + fieldnames=colnames, + extrasaction="ignore", + ) + + loss_epoch = None + + for (batch,) in dataloader: + loss_batch = model.compute_loss(batch, 1.0) + if loss_epoch is None: + loss_epoch = loss_batch + else: + for key in loss_batch.keys(): + loss_epoch[key] += loss_batch[key] + + csv_row: dict[str, Any] = dict(job_num=self.job_num, **self.override_dict) + + assert loss_epoch is not None + for key, value in loss_epoch.items(): + if isinstance(value, torch.Tensor): + csv_row[key] = value.item() / len(dataloader) + else: + csv_row[key] = cast(float, value) / len(dataloader) + + # Append to file + self.add_row_to_buffer(csv_row) + self.close_csv_writer(True) + + def run(self): + """Train (or reload) a model for the current Hydra multirun job, then + record its loss and reconstruction metrics.""" + from move.models.base import reload_vae + + model_path = self.output_dir / self.model_filename_fmt.format(self.job_num) + loss_filepath = self.output_dir / self.loss_filename + metrics_filepath = self.output_dir / self.metrics_filename + + for filepath in (loss_filepath, metrics_filepath): + if filepath.exists() and self.job_num == 1: + filepath.unlink() + self.logger.warning(FILE_EXISTS_WARNING.format(filepath)) + + dataloaders = { + "train": self.make_dataloader("train"), + "test": self.make_dataloader("test"), + } + + if self.reuse_models and model_path.exists(): + self.logger.warning( + f"A model file was found: '{model_path}' and will be reloaded. " + "Set `task.reuse_models=false` if you wish to train a new model." + ) + self.logger.debug(f"Re-loading model {self.job_num}") + model = reload_vae(model_path) + else: + self.logger.debug(f"Training a new model {self.job_num}") + model = self.init_model(dataloaders["train"]) + training_loop = self.init_training_loop(False) + training_loop.train(model, dataloaders["train"]) + model.save(model_path) + + model.freeze() + + self.record_loss(model, dataloaders["test"]) + self.record_metrics(model, dataloaders) + + +class TuneStability(TuneModel): + """Train a number of models and compute the stability of their latent space. + + Args: + num_refits: Number of models to train + """ + + stabilility_filename: str = "stability.csv" + + def __init__(self, num_refits: int, **kwargs) -> None: + super().__init__(**kwargs) + self.num_refits = num_refits + self.baseline_cosine_sim = None + + def calculate_stability(self, latent_repr: FloatArray) -> float: + """Compute stability (mean difference between the cosine similarities of two + latent representations). + + Args: + latent_repr: Latent representation""" + + if self.baseline_cosine_sim is None: + raise ValueError("Cannot calculate stability without a baseline.") + cosine_sim = cosine_similarity(latent_repr) + abs_diff = np.absolute(cosine_sim - self.baseline_cosine_sim) + # Remove diagonal (cosine similarity with itself) + diff = abs_diff[~np.eye(abs_diff.shape[0], dtype=bool)].reshape( + abs_diff.shape[0], -1 + ) + return np.mean(diff).item() + + def run(self) -> None: + """Train :attr:`num_refits` models and record the stability of their + latent spaces relative to a baseline (the first model trained).""" + results_filepath = self.output_dir / self.stabilility_filename + + if results_filepath.exists() and self.job_num == 1: + results_filepath.unlink() + self.logger.warning(FILE_EXISTS_WARNING.format(results_filepath)) + + train_dataloader = self.make_dataloader("train") + test_dataloader = self.make_dataloader("test") + + stabs: list[float] = [] + + for i in range(self.num_refits): + self.logger.debug(f"Refit: {i+1}/{self.num_refits}") + model = self.init_model(train_dataloader) + training_loop = self.init_training_loop(False) + training_loop.train(model, train_dataloader) + model.freeze() + + # Create latent representation for all samples + latent_reprs = [] + for (batch,) in test_dataloader: + latent_reprs.append(model.project(batch)) + latent_repr = torch.concat(latent_reprs).numpy() + + if self.baseline_cosine_sim is None: + # Store first cosine similarity as baseline + self.baseline_cosine_sim = cosine_similarity(latent_repr) + else: + # Calculate stability from a pair of cosine similarity arrays + stability = self.calculate_stability(latent_repr) + stabs.append(stability) + + # Append row to CSV file + colnames = ["job_num", *self.override_dict.keys(), "metric"] + colnames.extend(BOXPLOT_STATS) + + self.init_csv_writer( + results_filepath, + mode="a", + fieldnames=colnames, + extrasaction="ignore", + ) + csv_row: dict[str, Any] = dict( + job_num=self.job_num, + **self.override_dict, + metric="stability", + ) + bxp_stas, *_ = boxplot_stats(stabs) + bxp_stas.pop("fliers") + csv_row.update(bxp_stas) + + self.add_row_to_buffer(csv_row) + self.close_csv_writer() diff --git a/src/move/training/loop.py b/src/move/training/loop.py new file mode 100644 index 00000000..9edd8498 --- /dev/null +++ b/src/move/training/loop.py @@ -0,0 +1,316 @@ +__all__ = [] + +import math +from typing import Literal, Optional, cast + +import hydra +import pandas as pd +import torch +from torch.nn.utils.clip_grad import clip_grad_norm_ +from torch.optim import Optimizer +from torch.optim.lr_scheduler import _LRScheduler as LRScheduler + +import move.visualization as viz +from move.conf.optim import LrSchedulerConfig, OptimizerConfig +from move.data.dataloader import MoveDataLoader +from move.models.base import BaseVae, LossDict +from move.tasks.base import CsvWriterMixin, SubTask +from move.training.optim.prodigy import Prodigy + +AnnealingFunction = Literal["linear", "cosine", "sigmoid", "stairs"] +AnnealingSchedule = Literal["monotonic", "cyclical"] + + +class TrainingLoop(CsvWriterMixin, SubTask): + """Train a VAE model. + + Args: + optimizer_config: + Configuration for the optimizer. + lr_scheduler_config: + Configuration for the learning rate scheduler. + max_epochs: + Max training epochs, may be lower if early stopping is implemented. + max_grad_norm: + If other than none, clip gradient norm. + annealing_epochs: + Epochs required to fully warm KL divergence. Set to 0 and a + `monotonic` schedue to turn off KL divergence annealing. + annealing_function: + Function to warm KL divergence. + annealing_schedule: + Whether KL divergence is warmed monotonically or cyclically. + prog_every_n_epoch: + Log progress every n-th epoch. Note this only controls a message + displaying the current epoch. Loss and other metrics are logged at + every step. + log_grad: + Whether gradients should be logged. + log_lr: + Whether LR should be logged. + """ + + max_steps: int + global_step: int + + def __init__( + self, + optimizer_config: OptimizerConfig, + lr_scheduler_config: Optional[LrSchedulerConfig] = None, + max_epochs: int = 100, + max_grad_norm: Optional[float] = None, + annealing_epochs: int = 20, + annealing_function: AnnealingFunction = "linear", + annealing_schedule: AnnealingSchedule = "monotonic", + prog_every_n_epoch: Optional[int] = 10, + log_grad: bool = False, + log_lr: bool = False, + ): + if annealing_epochs < 0: + raise ValueError("Annealing epochs must be a non-negative integer") + if annealing_epochs == 0 and annealing_schedule == "cyclical": + raise ValueError( + "Annealing epochs must be a positive integer if schedule is cyclical" + ) + self.optimizer_config = optimizer_config + self.lr_scheduler_config = lr_scheduler_config + self.max_epochs = max_epochs + self.max_grad_norm = max_grad_norm + self.annealing_epochs = annealing_epochs + self.annealing_function = annealing_function + self.annealing_schedule = annealing_schedule + self.current_epoch = 0 + self.prog_every_n_epoch = prog_every_n_epoch + self.log_grad = log_grad + self.log_lr = log_lr + + def _repr_html_(self) -> str: + return "" + + @property + def annealing_factor(self) -> float: + """Current KL-divergence weight multiplier (between 0 and 1), + computed from :attr:`current_epoch`/:attr:`global_step` according to + the configured :attr:`annealing_function` and + :attr:`annealing_schedule`.""" + epoch = self.current_epoch + if ( + self.annealing_schedule == "monotonic" and epoch < self.annealing_epochs + ) or (self.annealing_schedule == "cyclical"): + if self.annealing_function == "stairs": + num_epochs_cyc = self.max_epochs / self.num_cycles + # location in cycle: 0 (start) - 1 (end) + loc = (epoch % math.ceil(num_epochs_cyc)) / num_epochs_cyc + # first half of the cycle, KL weight is warmed up + # second half, it is fixed + if loc <= 0.5: + return loc * 2 + else: + num_steps_cyc = self.max_steps / self.num_cycles + step = self.global_step + loc = (step % math.ceil(num_steps_cyc)) / num_steps_cyc + if loc < 0.5: + if self.annealing_function == "linear": + return loc * 2 + elif self.annealing_function == "sigmoid": + # ensure it reaches 0.5 at 1/4 of the cycle + shift = 0.25 + slope = self.annealing_epochs + return 1 / (1 + math.exp(slope * (shift - loc))) + elif self.annealing_function == "cosine": + return math.cos((loc - 0.5) * math.pi) + return 1.0 + + @property + def kl_weight(self) -> float: + """Effective KL-divergence weight, i.e., :attr:`annealing_factor` + scaled by the base weight (1.0; the model applies its own + ``kl_weight`` on top).""" + return self.annealing_factor * 1.0 + + @property + def num_cycles(self) -> float: + """Number of annealing cycles that fit within :attr:`max_epochs`, + used by the cyclical annealing schedule.""" + return self.max_epochs / (self.annealing_epochs * 2) + + def plot(self) -> None: + """Plot loss curves (read from the training CSV log) and save the + figure to the parent task's output directory.""" + if self.parent is not None and self.csv_filepath is not None: + data = pd.read_csv(self.csv_filepath) + data["kl_div"] *= data["kl_weight"] + fig = viz.plot_loss_curves(data) + fig_path = str(self.parent.output_dir / "loss_curve.png") + fig.savefig(fig_path, bbox_inches="tight") + viz.show_figure(fig) + + def run(self, model: BaseVae, train_dataloader: MoveDataLoader) -> None: + """Alias of :meth:`train`.""" + return self.train(model, train_dataloader) + + def get_colnames(self, model: Optional[BaseVae] = None) -> list[str]: + """Return the list of column names of the CSV being generated. If set + to log gradients, a model would be required to obtain the names of its + parameters. + + Args: + model: a deep learning model""" + colnames = ["epoch", "step"] + colnames.extend(LossDict.__annotations__.keys()) + if self.log_grad and model is not None: + for module_name, module in model.named_children(): + param_names = [] + for param_name, param in module.named_parameters(module_name): + if param.requires_grad: + param_names.append(param_name) + if param_names: + colnames.append(module_name) + colnames.extend(param_names) + if self.log_lr: + colnames.append("lr") + return colnames + + def get_last_lr( + self, optimizer: Optimizer, lr_scheduler: Optional[LRScheduler] + ) -> float: + """Return the last learning rate used, accounting for `Prodigy`'s + internal step-size adaptation. + + Args: + optimizer: Optimizer in use + lr_scheduler: Learning-rate scheduler in use, if any + """ + if isinstance(optimizer, Prodigy): + d = optimizer.param_groups[0]["d"] + lr = optimizer.param_groups[0]["lr"] + return d * lr + elif lr_scheduler is None: + return optimizer.param_groups[0]["lr"] + else: + return lr_scheduler.get_last_lr()[0] + + def make_row( + self, loss_dict: LossDict, model: BaseVae, lr: Optional[float] + ) -> dict[str, float]: + """Format a loss dictionary and the model's gradients into a dictionary + representing a CSV row. + + Args: + loss_dict: dictionary with loss metrics + model: deep-learning model + """ + csv_row: dict[str, float] = { + "epoch": self.current_epoch + 1, + "step": self.global_step + 1, + } + for key, value in loss_dict.items(): + if isinstance(value, torch.Tensor): + csv_row[key] = value.item() + else: + csv_row[key] = cast(float, value) + if self.log_grad and model is not None: + for module_name, module in model.named_children(): + grads = [] + for param_name, param in module.named_parameters(module_name): + if param.grad is not None: + grad = torch.norm(param.grad.detach()) + grads.append(grad) + csv_row[param_name] = grad.item() + if len(grads) > 0: + csv_row[module_name] = torch.norm(torch.stack(grads)).item() + if self.log_lr and lr is not None: + csv_row["lr"] = lr + return csv_row + + def train( + self, + model: BaseVae, + train_dataloader: MoveDataLoader, + ) -> None: + """Train a VAE model. + + Args: + model: VAE model + train_dataloader: Training data loader + """ + num_batches = len(train_dataloader) + self.max_steps = self.max_epochs * num_batches + self.global_step = 0 + if self.parent: + self.init_csv_writer( + self.parent.output_dir / "loss_curve.csv", + fieldnames=self.get_colnames(model), + ) + + if train_dataloader.dataset.perturbation is not None: + self.log("Dataset's perturbation will be removed", "WARNING") + train_dataloader.dataset.perturbation = None + + optimizer: Optimizer = hydra.utils.instantiate( + self.optimizer_config, params=model.parameters() + ) + if self.lr_scheduler_config: + lr_scheduler: Optional[LRScheduler] = hydra.utils.instantiate( + self.lr_scheduler_config, optimizer=optimizer + ) + else: + lr_scheduler = None + + for epoch in range(0, self.max_epochs): + self.current_epoch = epoch + + model.train() + + for (batch,) in train_dataloader: + # Zero gradients + optimizer.zero_grad() + + # Forward pass + try: + loss_dict = model.compute_loss(batch, self.annealing_factor) + except (KeyboardInterrupt, ValueError) as exception: + self.close_csv_writer() + raise exception + # Backward pass and optimize + loss_dict["elbo"].backward() + + if self.max_grad_norm is not None: + clip_grad_norm_(model.parameters(), self.max_grad_norm) + + optimizer.step() + + lr = ( + None + if not self.log_lr + else self.get_last_lr(optimizer, lr_scheduler) + ) + + csv_row = self.make_row(loss_dict, model, lr) + self.add_row_to_buffer(csv_row) + + self.global_step += 1 + + """ if valid_dataloader is not None: + model.eval() + with torch.no_grad(): + for (batch,) in valid_dataloader: + loss_dict = model.compute_loss(batch, self.annealing_factor) + for key, value in loss_dict.items(): + if isinstance(value, torch.Tensor): + epoch_loss[f"valid_{key}"] += value.item() / num_batches """ + + if lr_scheduler is not None: + lr_scheduler.step() + + self.current_epoch += 1 + + if ( + self.prog_every_n_epoch is not None + and self.current_epoch % self.prog_every_n_epoch == 0 + ): + num_zeros = int(math.log10(self.max_epochs)) + 1 + self.log(f"Epoch {self.current_epoch:0{num_zeros}}") + + model.freeze() + self.close_csv_writer() diff --git a/src/move/training/optim/__init__.py b/src/move/training/optim/__init__.py new file mode 100644 index 00000000..ff0e3a61 --- /dev/null +++ b/src/move/training/optim/__init__.py @@ -0,0 +1,3 @@ +__all__ = ["Prodigy"] + +from move.training.optim.prodigy import Prodigy diff --git a/src/move/training/optim/prodigy.py b/src/move/training/optim/prodigy.py new file mode 100644 index 00000000..49c21e09 --- /dev/null +++ b/src/move/training/optim/prodigy.py @@ -0,0 +1,277 @@ +# SEE: https://github.com/konstmish/prodigy + +__all__ = ["Prodigy"] + +import math +from typing import TYPE_CHECKING, Callable, Optional + +import torch +import torch.optim +import torch.distributed as dist + +if TYPE_CHECKING: + from torch.optim.optimizer import _params_t + + +class Prodigy(torch.optim.Optimizer): + """Implement Adam with Prodigy step-sizes. + Leave LR set to 1 unless you encounter instability. + + Args: + params: + Iterable of parameters to optimize or dicts defining parameter groups. + lr: + Learning rate adjustment parameter. Increases or decreases the Prodigy + learning rate. + betas: + Coefficients used for computing running averages of gradient and its square + beta3: + Coefficients for computing the Prodidy stepsize using running averages. + If set to None, uses the value of square root of beta2 + eps: + Term added to the denominator outside of the root operation to improve + numerical stability. + weight_decay: + Weight decay, i.e. a L2 penalty + decouple: + Use AdamW style decoupled weight decay + use_bias_correction: + Turn on Adam's bias correction. + safeguard_warmup: + Remove lr from the denominator of D estimate to avoid issues during warm-up + stage. + d0: + Initial D estimate for D-adaptation. Rarely needs changing. + d_coef: + Coefficient in the expression for the estimate of d + Values such as 0.5 and 2.0 typically work as well. + Changing this parameter is the preferred way to tune the method. + growth_rate: + prevent the D estimate from growing faster than this multiplicative rate. + Default is inf, for unrestricted. Values like 1.02 give a kind of learning + rate warmup effect. + fsdp_in_use: + If you're using sharded parameters, this should be set to True. The optimizer + will attempt to auto-detect this, but if you're using an implementation other + than PyTorch's builtin version, the auto-detection won't work. + """ + + def __init__( + self, + params: "_params_t", + lr: float = 1.0, + betas: tuple[float, float] = (0.9, 0.999), + beta3: Optional[float] = None, + eps: float = 1e-8, + weight_decay: float = 0, + decouple: bool = True, + use_bias_correction: bool = False, + safeguard_warmup: bool = False, + d0: float = 1e-6, + d_coef: float = 1.0, + growth_rate: float = float("inf"), + fsdp_in_use: bool = False, + ): + if not 0.0 < d0: + raise ValueError("Invalid d0 value: {}".format(d0)) + if not 0.0 < lr: + raise ValueError("Invalid learning rate: {}".format(lr)) + if not 0.0 < eps: + raise ValueError("Invalid epsilon value: {}".format(eps)) + if not 0.0 <= betas[0] < 1.0: + raise ValueError("Invalid beta parameter at index 0: {}".format(betas[0])) + if not 0.0 <= betas[1] < 1.0: + raise ValueError("Invalid beta parameter at index 1: {}".format(betas[1])) + + defaults = dict( + lr=lr, + betas=betas, + beta3=beta3, + eps=eps, + weight_decay=weight_decay, + d=d0, + d0=d0, + d_max=d0, + d_numerator=0.0, + d_coef=d_coef, + k=0, + growth_rate=growth_rate, + use_bias_correction=use_bias_correction, + decouple=decouple, + safeguard_warmup=safeguard_warmup, + fsdp_in_use=fsdp_in_use, + ) + self.d0 = d0 + super().__init__(params, defaults) + + @property + def supports_memory_efficient_fp16(self): + return False + + @property + def supports_flat_params(self): + return True + + def step(self, closure: Optional[Callable] = None): + """Performs a single optimization step. + + Arguments: + closure (callable, optional): A closure that reevaluates the model + and returns the loss. + """ + loss = None + if closure is not None: + loss = closure() + + d_denom = 0.0 + + group = self.param_groups[0] + use_bias_correction = group["use_bias_correction"] + beta1, beta2 = group["betas"] + beta3 = group["beta3"] + if beta3 is None: + beta3 = math.sqrt(beta2) + k = group["k"] + + d = group["d"] + d_max = group["d_max"] + d_coef = group["d_coef"] + lr = max(group["lr"] for group in self.param_groups) + + if use_bias_correction: + bias_correction = ((1 - beta2 ** (k + 1)) ** 0.5) / (1 - beta1 ** (k + 1)) + else: + bias_correction = 1 + + dlr = d * lr * bias_correction + + growth_rate = group["growth_rate"] + decouple = group["decouple"] + fsdp_in_use = group["fsdp_in_use"] + + d_numerator = group["d_numerator"] + d_numerator *= beta3 + + for group in self.param_groups: + decay = group["weight_decay"] + k = group["k"] + eps = group["eps"] + group_lr = group["lr"] + d0 = group["d0"] + safeguard_warmup = group["safeguard_warmup"] + + if group_lr not in [lr, 0.0]: + raise RuntimeError( + f"Setting different lr values in different parameter groups is only supported for values of 0" + ) + + for p in group["params"]: + if p.grad is None: + continue + if hasattr(p, "_fsdp_flattened"): + fsdp_in_use = True + + grad = p.grad.data + + # Apply weight decay (coupled variant) + if decay != 0 and not decouple: + grad.add_(p.data, alpha=decay) + + state = self.state[p] + + # State initialization + if "step" not in state: + state["step"] = 0 + state["s"] = torch.zeros_like(p.data).detach() + state["p0"] = p.detach().clone() + # Exponential moving average of gradient values + state["exp_avg"] = torch.zeros_like(p.data).detach() + # Exponential moving average of squared gradient values + state["exp_avg_sq"] = torch.zeros_like(p.data).detach() + + exp_avg, exp_avg_sq = state["exp_avg"], state["exp_avg_sq"] + + s = state["s"] + p0 = state["p0"] + + if group_lr > 0.0: + # we use d / d0 instead of just d to avoid getting values that are too small + d_numerator += ( + (d / d0) + * dlr + * torch.dot(grad.flatten(), (p0.data - p.data).flatten()).item() + ) + + # Adam EMA updates + exp_avg.mul_(beta1).add_(grad, alpha=d * (1 - beta1)) + exp_avg_sq.mul_(beta2).addcmul_( + grad, grad, value=d * d * (1 - beta2) + ) + + if safeguard_warmup: + s.mul_(beta3).add_(grad, alpha=((d / d0) * d)) + else: + s.mul_(beta3).add_(grad, alpha=((d / d0) * dlr)) + d_denom += s.abs().sum().item() + + ###### + + d_hat = d + + # if we have not done any progres, return + # if we have any gradients available, will have d_denom > 0 (unless \|g\|=0) + if d_denom == 0: + return loss + + if lr > 0.0: + if fsdp_in_use: + dist_tensor = torch.zeros(2).cuda() + dist_tensor[0] = d_numerator + dist_tensor[1] = d_denom + dist.all_reduce(dist_tensor, op=dist.ReduceOp.SUM) + global_d_numerator = dist_tensor[0] + global_d_denom = dist_tensor[1] + else: + global_d_numerator = d_numerator + global_d_denom = d_denom + + d_hat = d_coef * global_d_numerator / global_d_denom + if d == group["d0"]: + d = max(d, d_hat) + d_max = max(d_max, d_hat) + d = min(d_max, d * growth_rate) + + for group in self.param_groups: + group["d_numerator"] = global_d_numerator + group["d_denom"] = global_d_denom + group["d"] = d + group["d_max"] = d_max + group["d_hat"] = d_hat + + decay = group["weight_decay"] + k = group["k"] + eps = group["eps"] + + for p in group["params"]: + if p.grad is None: + continue + grad = p.grad.data + + state = self.state[p] + + exp_avg, exp_avg_sq = state["exp_avg"], state["exp_avg_sq"] + + state["step"] += 1 + + denom = exp_avg_sq.sqrt().add_(d * eps) + + # Apply weight decay (decoupled variant) + if decay != 0 and decouple: + p.data.add_(p.data, alpha=-decay * dlr) + + ### Take step + p.data.addcdiv_(exp_avg, denom, value=-dlr) + + group["k"] = k + 1 + + return loss diff --git a/src/move/training/training_loop.py b/src/move/training/training_loop.py index 8f59afc4..33b4386a 100644 --- a/src/move/training/training_loop.py +++ b/src/move/training/training_loop.py @@ -1,8 +1,10 @@ +__all__ = [] + from typing import Optional from torch.utils.data import DataLoader -from move.models.vae import VAE +from move.models.vae_legacy import VAE TrainingLoopOutput = tuple[list[float], list[float], list[float], list[float], float] diff --git a/src/move/visualization/__init__.py b/src/move/visualization/__init__.py index f841e309..384eb2ea 100644 --- a/src/move/visualization/__init__.py +++ b/src/move/visualization/__init__.py @@ -1,12 +1,14 @@ __all__ = [ "LOSS_LABELS", "color_cycle", + "generate_grid", "plot_categorical_feature_importance", "plot_continuous_feature_importance", "plot_latent_space_with_cat", "plot_latent_space_with_con", "plot_loss_curves", "plot_metrics_boxplot", + "show_figure", "style_settings", ] @@ -15,6 +17,8 @@ plot_categorical_feature_importance, plot_continuous_feature_importance, ) +from move.visualization.figure import show_figure +from move.visualization.grid import generate_grid from move.visualization.latent_space import ( plot_latent_space_with_cat, plot_latent_space_with_con, diff --git a/src/move/visualization/contrast.py b/src/move/visualization/contrast.py new file mode 100644 index 00000000..1320a166 --- /dev/null +++ b/src/move/visualization/contrast.py @@ -0,0 +1,50 @@ +__all__ = ["get_luminance", "get_contrast_ratio", "MIN_CONTRAST"] + +from typing import Sequence, Union + +import numpy as np +from numpy.typing import NDArray + +MIN_CONTRAST = 4.5 +# https://www.w3.org/WAI/WCAG22/Understanding/contrast-minimum.html + +Color = Union[Sequence[float], NDArray] + + +def get_luminance(color: Color) -> float: + """Compute relative brightness of any point in a colorspace, normalized + to 0 for darkest black and 1 for lightest white. + + Args: + color: + Array or three-element tuple representing a color in terms of red, + green, and blue coordinates + """ + # http://www.w3.org/TR/2008/REC-WCAG20-20081211/#relativeluminancedef + color = np.asarray(color) + w = np.array([0.2126, 0.7152, 0.0722]) + rgb = np.piecewise( + color, + [color <= 0.03928, color > 0.03928], + [lambda x: x / 12.92, lambda x: ((x + 0.055) / 1.055) ** 2.4], + ) + return (w @ rgb).item() + + +def get_contrast_ratio(color1: Color, color2: Color) -> float: + """Compute ratio between the relative luminance of the lighter and the + darker of two colors. Contrast ratios range from 1 to 21. + + Args: + color1: + color2: + Array or three-element tuple representing a color in terms of red, + green, and blue coordinates + """ + # http://www.w3.org/TR/2008/REC-WCAG20-20081211/#contrast-ratiodef + lum1 = get_luminance(color1) + lum2 = get_luminance(color2) + ratio = (lum1 + 0.05) / (lum2 + 0.05) + if lum2 > lum1: + return ratio**-1 + return ratio diff --git a/src/move/visualization/feature_importance.py b/src/move/visualization/feature_importance.py index f16cf55f..18f2e554 100644 --- a/src/move/visualization/feature_importance.py +++ b/src/move/visualization/feature_importance.py @@ -10,11 +10,11 @@ from matplotlib.colors import TwoSlopeNorm from move.core.typing import FloatArray +from move.visualization.figure import create_figure from move.visualization.style import ( DEFAULT_DIVERGING_PALETTE, DEFAULT_PLOT_STYLE, DEFAULT_QUALITATIVE_PALETTE, - color_cycle, style_settings, ) @@ -87,8 +87,10 @@ def plot_categorical_feature_importance( ) ) with style_settings(style): - fig, ax = plt.subplots(figsize=figsize) - sns.stripplot(data=data, x="x", y="y", hue="category", size=1, ax=ax, palette=colormap) + fig, ax = create_figure(figsize=figsize) + sns.stripplot( + data=data, x="x", y="y", hue="category", size=1, ax=ax, palette=colormap + ) ax.set(xlabel="Impact on latent space", ylabel="Feature") # Fix labels in legend legend = ax.get_legend() @@ -165,14 +167,15 @@ def plot_continuous_feature_importance( vmin, vmax = data["value"].min(), data["value"].max() norm = TwoSlopeNorm(0.0, vmin, vmax) sm = ScalarMappable(norm, colormap) - data["category"] = np.ma.compressed(norm(data["value"]) * 25).astype(int) + category_values = np.multiply(norm(data["value"]), 25) + data["category"] = np.ma.compressed(category_values).astype(int) palette = np.empty((25, 4)) # 25 colors x 4 channels palette[:13, :] = sm.to_rgba(np.linspace(vmin, 0, 13)) # first slope palette[12:, :] = sm.to_rgba(np.linspace(0, vmax, 13)) # second slope palette = palette.tolist() # NDArray not always supported with style_settings(style): - fig, ax = plt.subplots(figsize=figsize) + fig, ax = create_figure(figsize=figsize) sns.stripplot( data=data, x="x", y="y", hue="category", ax=ax, palette=palette, size=2 ) diff --git a/src/move/visualization/figure.py b/src/move/visualization/figure.py new file mode 100644 index 00000000..a8c2f15f --- /dev/null +++ b/src/move/visualization/figure.py @@ -0,0 +1,29 @@ +__all__ = ["create_figure", "show_figure"] + +from matplotlib import pyplot as plt +from matplotlib.axes import Axes +from matplotlib.figure import Figure + + +def create_figure(**fig_kw) -> tuple[Figure, Axes]: + """Create a figure. + + Returns: + A tuple containing a Figure and an Axes object. Unlike the customary + (and equivalent) `matplotlib.pyplot.subplots` function, this method is + correctly typed. That's the only difference.""" + fig, ax = plt.subplots(**fig_kw) + assert isinstance(fig, Figure) + assert isinstance(ax, Axes) + return fig, ax + + +def show_figure(fig: Figure) -> None: + """Display a figure if running inside an interactive IPython/Jupyter + session (e.g., a tutorial notebook). """ + try: + from IPython import get_ipython + except ImportError: + return + if get_ipython() is not None: + plt.show() diff --git a/src/move/visualization/grid.py b/src/move/visualization/grid.py new file mode 100644 index 00000000..fbbd7c13 --- /dev/null +++ b/src/move/visualization/grid.py @@ -0,0 +1,229 @@ +__all__ = ["find_grid_dimensions", "facet_grid", "generate_grid"] + +import math +from typing import Literal, Optional + +import matplotlib.axes +import matplotlib.figure +import matplotlib.pyplot as plt +import pandas as pd +from matplotlib.colors import LogNorm, Normalize + +from move.visualization.style import style_settings + +Orientation = Literal["vertical", "horizontal"] +Location = Literal["left", "right", "top", "bottom"] + + +def find_grid_dimensions(num_subplots: int) -> tuple[int, int]: + """Compute minimum number of columns and number of rows necessary to + accommodate a given number of subplots into a nearly square grid.""" + # Adapted from: https://gist.github.com/pganssle/5e921b0dfc93ac54f3c35fea2cbcff2f + + num_sqrt_f = math.sqrt(num_subplots) + num_sqrt = math.ceil(math.sqrt(num_subplots)) + + if num_sqrt == num_sqrt_f: + # perfect square + return num_sqrt, num_sqrt + elif num_subplots <= num_sqrt * (num_sqrt - 1): + # try horizontal rectangle + x, y = num_sqrt, num_sqrt - 1 + elif not (num_sqrt % 2) and num_subplots % 2: + # try horizontal rectangle + x, y = num_sqrt + 1, num_sqrt - 1 + else: + # square grid + x, y = num_sqrt, num_sqrt + return x, y + + +def facet_grid( + data: pd.DataFrame, + x_name: str, + y_name: str, + hue_name: str, + facet_name: str, + facet_title_fmt: str, + hue_label: Optional[str] = None, + x_label: Optional[str] = None, + y_label: Optional[str] = None, + cbar_orientation: Orientation = "vertical", + cbar_location: Location = "right", + sharex: bool = False, + sharey: bool = False, + use_lognorm: bool = True, +) -> matplotlib.figure.Figure: + """Form a matrix of panels to visualize four variables. The facet variable + should have discrete values, whereas the other three be continuous. + + Two variables will be represented by a scatter plot, and the remaining + variable will be represented by the hue of the scatter dots. An + accompanying color bar will be generated. + + Args: + x_name: + Name of column corresponding to variable represented by x-axis + y_name: + Name of column corresponding to variable represented by y-axis + hue_name: + Name of column corresponding to variable represented by hue + facet_name: + Name of column corresponding to variable represented by facet + facet_title_fmt: + Format used to create the label of each subplot + x_label: + Label of the x-axis + y_label: + Label of the y-axis + hue_label: + Label of the colorbar + cbar_orientation: + Whether the colorbar is displayed horizontally or vertically + cbar_location: + Where the colorbar should be positioned + sharex: + Whether all subplots should share the same x-axis + sharey: + Whether all subplots should share the same y-axis + use_lognorm: + Whether the hue variable should be represented in the log dimension + """ + levels = data[facet_name].unique() + if len(levels) == len(data): + raise ValueError(f"f{facet_name} is not discrete.") + + vmin, vmax = data[hue_name].min(), data[hue_name].max() + norm_class = LogNorm if use_lognorm else Normalize + norm = norm_class(vmin, vmax) + + with style_settings("ggplot"): + fig, axs, cax = generate_grid( + len(levels), + x_label, + y_label, + cbar_orientation, + cbar_location, + sharex, + sharey, + ) + markers = None + + for i, level in enumerate(levels): + subset = data[data[facet_name] == level] + + ax = axs[i] + ax.plot( + subset[x_name], subset[y_name], color="k", alpha=0.75, linestyle=":" + ) + markers = ax.scatter( + subset[x_name], + subset[y_name], + c=subset[hue_name], + norm=norm, + zorder=100, + ) + ax.set(title=facet_title_fmt.format(level)) + + assert markers is not None + fig.colorbar(markers, cax, orientation=cbar_orientation) + if hue_label: + if cbar_orientation == "horizontal": + cax.set(xlabel=hue_label) + else: + cax.set(ylabel=hue_label) + + fig.tight_layout() + + return fig + + +def generate_grid( + num_subplots: int, + x_label: Optional[str] = None, + y_label: Optional[str] = None, + cbar_orientation: Orientation = "vertical", + cbar_location: Location = "right", + sharex: bool = False, + sharey: bool = False, +) -> tuple[matplotlib.figure.Figure, list[matplotlib.axes.Axes], matplotlib.axes.Axes]: + """Form a matrix of panels to visualize multiple variables. + + Args: + num_subplots: + Number of subplots to accomodate in the grid + x_label: + Label of the x-axis + y_label: + Label of the y-axis + cbar_orientation: + Whether the colorbar is displayed horizontally or vertically + cbar_location: + Where the colorbar should be positioned + sharex: + Whether all subplots should share the same x-axis + sharey: + Whether all subplots should share the same y-axis + """ + if cbar_orientation == "horizontal": + if cbar_location not in ("top", "bottom"): + raise ValueError( + "Only 'top' or 'bottom' location is valid for 'horizontal' alignment" + ) + elif cbar_orientation == "vertical": + if cbar_location not in ("left", "right"): + raise ValueError( + "Only 'left' or 'right' location is valid for 'vertical' alignment" + ) + else: + raise ValueError("Only 'horizontal' or 'vertical' alignment allowed") + + ncols, nrows = find_grid_dimensions(num_subplots) + num_unused = ncols * nrows - num_subplots + + fig = plt.figure(figsize=(4 * ncols, 3 * nrows)) + + if cbar_orientation == "horizontal": + if cbar_location == "top": + cax_idx = 0 + height_ratios = [1] + [3 * ncols] * nrows + else: + cax_idx = -1 + height_ratios = [3 * ncols] * nrows + [1] + + gs = fig.add_gridspec(nrows + 1, ncols, height_ratios=height_ratios) + cax = fig.add_subplot(gs[cax_idx, :]) + else: + if cbar_location == "left": + cax_idx = 0 + width_ratios = [1] + [4 * nrows] * ncols + else: + cax_idx = -1 + width_ratios = [4 * nrows] * ncols + [1] + + gs = fig.add_gridspec(nrows, ncols + 1, width_ratios=width_ratios) + cax = fig.add_subplot(gs[:, cax_idx]) + + axs = [] + for i in range(num_subplots): + x_coord = (i // ncols) + 1 * (cbar_location == "top") + y_coord = (i % ncols) + 1 * (cbar_location == "left") + + kwargs = {} + if sharex and len(axs) > 0: + kwargs["sharex"] = axs[0] + if sharey and len(axs) > 0: + kwargs["sharey"] = axs[0] + + ax = fig.add_subplot(gs[x_coord, y_coord], **kwargs) + axs.append(ax) + + if x_label: + for ax in axs[-(ncols - num_unused) :]: + ax.set(xlabel=x_label) + + if y_label: + for i in range(0, len(axs), ncols): + axs[i].set(ylabel=y_label) + + return fig, axs, cax diff --git a/src/move/visualization/latent_space.py b/src/move/visualization/latent_space.py index b07826b5..c30ea5bc 100644 --- a/src/move/visualization/latent_space.py +++ b/src/move/visualization/latent_space.py @@ -1,12 +1,13 @@ __all__ = ["plot_latent_space_with_cat", "plot_latent_space_with_con"] -from typing import Any +from typing import Any, Optional, cast +import matplotlib.axes import matplotlib.figure import matplotlib.pyplot as plt import matplotlib.style import numpy as np -from matplotlib.colors import TwoSlopeNorm +from matplotlib.colors import Normalize, TwoSlopeNorm from move.core.typing import BoolArray, FloatArray from move.visualization.style import ( @@ -56,13 +57,15 @@ def plot_latent_space_with_cat( raise ValueError("Expected at least two dimensions in latent space.") with style_settings(style), color_cycle(colormap): fig, ax = plt.subplots() + assert isinstance(fig, matplotlib.figure.Figure) + assert isinstance(ax, matplotlib.axes.Axes) codes = np.unique(feature_values) for code in codes: category = feature_mapping[str(code)] is_category = (feature_values == code) & ~is_nan - dims = np.take(latent_space.compress(is_category, axis=0), [0, 1], axis=1).T + dims = np.take(latent_space.compress(is_category, axis=0), (0, 1), axis=1).T ax.scatter(*dims, label=category) - dims = np.take(latent_space.compress(is_nan, axis=0), [0, 1], axis=1).T + dims = np.take(latent_space.compress(is_nan, axis=0), (0, 1), axis=1).T ax.scatter(*dims, label="NaN") ax.set(xlabel="dim 0", ylabel="dim 1") legend = ax.legend() @@ -74,16 +77,19 @@ def plot_latent_space_with_con( latent_space: FloatArray, feature_name: str, feature_values: FloatArray, + is_nan: Optional[BoolArray] = None, style: str = DEFAULT_PLOT_STYLE, colormap: str = DEFAULT_DIVERGING_PALETTE, ) -> matplotlib.figure.Figure: """Plot a 2D latent space together with a colorbar mapping the latent - space to the values of a continuous feature. + space to the values of a continuous feature. Samples with a missing + feature value are drawn in dark gray. Args: latent_space: Embedding, a ND array with at least two dimensions. feature_name: Name of continuous feature feature_values: Values of continuous feature + is_nan: Array of bool values indicating which feature values are NaNs style: Name of style to apply to the plot colormap: Name of colormap to use for the colorbar @@ -95,11 +101,25 @@ def plot_latent_space_with_con( """ if latent_space.ndim < 2: raise ValueError("Expected at least two dimensions in latent space.") - norm = TwoSlopeNorm(0.0, min(feature_values), max(feature_values)) + feature_values = np.ravel(feature_values) + is_nan = np.isnan(feature_values) if is_nan is None else np.ravel(is_nan) + observed = feature_values[~is_nan] + vmin, vmax = (observed.min(), observed.max()) if observed.size else (-1.0, 1.0) + norm = ( + TwoSlopeNorm(0.0, vmin, vmax) + if vmin < 0.0 < vmax + else Normalize(vmin, vmax) + ) with style_settings(style): fig, ax = plt.subplots() - dims = latent_space[:, 0], latent_space[:, 1] - pts = ax.scatter(*dims, c=feature_values, cmap=colormap, norm=norm) + assert isinstance(fig, matplotlib.figure.Figure) + assert isinstance(ax, matplotlib.axes.Axes) + if is_nan.any(): + dims = latent_space[is_nan, 0], latent_space[is_nan, 1] + ax.scatter(*dims, c="dimgray", label="NaN") + ax.legend() + dims = latent_space[~is_nan, 0], latent_space[~is_nan, 1] + pts = ax.scatter(*dims, c=cast(list, observed), cmap=colormap, norm=norm) cbar = fig.colorbar(pts, ax=ax) cbar.ax.set(ylabel=feature_name) ax.set(xlabel="dim 0", ylabel="dim 1") diff --git a/src/move/visualization/loss_curves.py b/src/move/visualization/loss_curves.py index 41daa290..381a8282 100644 --- a/src/move/visualization/loss_curves.py +++ b/src/move/visualization/loss_curves.py @@ -1,11 +1,14 @@ __all__ = ["LOSS_LABELS", "plot_loss_curves"] from collections.abc import Sequence +from typing import Union import matplotlib.figure -import matplotlib.pyplot as plt import numpy as np +import pandas as pd +from move.visualization.figure import create_figure +from move.visualization.scale import axis_scale from move.visualization.style import ( DEFAULT_PLOT_STYLE, DEFAULT_QUALITATIVE_PALETTE, @@ -13,19 +16,25 @@ style_settings, ) -LOSS_LABELS = ("Loss", "Cross-Entropy", "Sum of Squared Errors", "KLD") +LOSS_LABELS = ( + "Loss", + "Reconstruction error (discrete)", + "Reconstruction error (continuous)", + "Regularization error", +) def plot_loss_curves( - losses: Sequence[list[float]], + losses: Union[Sequence[list[float]], pd.DataFrame], labels: Sequence[str] = LOSS_LABELS, style: str = DEFAULT_PLOT_STYLE, colormap: str = DEFAULT_QUALITATIVE_PALETTE, + xlabel: str = "Epochs", ) -> matplotlib.figure.Figure: """Plot one or more loss curves. Args: - losses: List containing lists of loss values + losses: List containing lists of loss values or a DataFrame labels: List containing names of each loss line style: Name of style to apply to the plot colormap: Name of colormap to use for the curves @@ -33,12 +42,27 @@ def plot_loss_curves( Returns: Figure """ - num_epochs = len(losses[0]) - epochs = np.arange(num_epochs) + is_df = isinstance(losses, pd.DataFrame) + if is_df: + # Calculate epoch from steps + max_epochs = losses["epoch"].max() + max_steps = losses["step"].max() + steps_epoch = max_steps / max_epochs + x_values = losses["step"] / steps_epoch + losses.drop(["epoch", "step"], axis=1, inplace=True) + yscale = axis_scale(losses.iloc[:, 0]) + else: + x_values = np.arange(len(losses[0])) + yscale = axis_scale(losses[0]) with style_settings(style), color_cycle(colormap): - fig, ax = plt.subplots() - for loss, label in zip(losses, labels): - ax.plot(epochs, loss, label=label, linestyle="-") + fig, ax = create_figure() + for i, label in enumerate(labels): + if is_df: + colname = losses.columns[i] + loss = losses[colname] + else: + loss = losses[i] + ax.plot(x_values, loss, label=label, linestyle="-") ax.legend() - ax.set(xlabel="Epochs", ylabel="Loss") + ax.set(xlabel=xlabel, ylabel="Loss", yscale=yscale) return fig diff --git a/src/move/visualization/metrics.py b/src/move/visualization/metrics.py index 26e28f19..f7cc564e 100644 --- a/src/move/visualization/metrics.py +++ b/src/move/visualization/metrics.py @@ -1,12 +1,14 @@ __all__ = ["plot_metrics_boxplot"] from collections.abc import Sequence +from typing import Callable, Optional, Union, cast import matplotlib import matplotlib.figure -import matplotlib.pyplot as plt +import pandas as pd from move.core.typing import FloatArray +from move.visualization.figure import create_figure from move.visualization.style import ( DEFAULT_PLOT_STYLE, DEFAULT_QUALITATIVE_PALETTE, @@ -16,8 +18,8 @@ def plot_metrics_boxplot( - scores: Sequence[FloatArray], - labels: Sequence[str], + scores: Union[Sequence[FloatArray], pd.DataFrame], + labels: Optional[Sequence[str]], style: str = DEFAULT_PLOT_STYLE, colormap: str = DEFAULT_QUALITATIVE_PALETTE, ) -> matplotlib.figure.Figure: @@ -25,20 +27,32 @@ def plot_metrics_boxplot( score corresponds (for example) to a sample. Args: - scores: List of dataset metrics - labels: List of dataset names + scores: List of dataset metrics or DataFrame + labels: List of dataset names. If None, DataFrame column names will be used. style: Name of style to apply to the plot colormap: Name of colormap to use for the boxes Returns: Figure """ + is_df = isinstance(scores, pd.DataFrame) + not_na: Callable[[pd.Series], pd.Series] = lambda sr: sr.notna() + values = [scores[col][not_na].values for col in scores.columns] if is_df else scores # type: ignore + if labels is None: + if not is_df: + raise ValueError("Label names missing") + labels = cast(Sequence[str], scores.columns) with style_settings(style), color_cycle(colormap): labelcolor = matplotlib.rcParams["axes.labelcolor"] - fig, ax = plt.subplots() + fig, ax = create_figure() + # matplotlib >=3.9 renamed `labels` to `tick_labels` (removed in 3.11) should be compatible for both versions + mpl_version = tuple(int(p) for p in matplotlib.__version__.split(".")[:2]) + labels_kwarg = ( + {"tick_labels": labels} if mpl_version >= (3, 9) else {"labels": labels} + ) comps = ax.boxplot( - scores[::-1], - labels=labels[::-1], + values, + **labels_kwarg, patch_artist=True, vert=False, capprops=dict(color=labelcolor), @@ -55,4 +69,5 @@ def plot_metrics_boxplot( for box, prop in zip(comps["boxes"], prop_cycle()): box.update(dict(facecolor=prop["color"], edgecolor=labelcolor)) ax.set(xlim=(-0.05, 1.05), xlabel="Score", ylabel="Dataset") + ax.invert_yaxis() return fig diff --git a/src/move/visualization/scale.py b/src/move/visualization/scale.py new file mode 100644 index 00000000..75e1937d --- /dev/null +++ b/src/move/visualization/scale.py @@ -0,0 +1,21 @@ +__all__ = ["axis_scale"] + + +import math +from typing import Literal, Sequence, Union + +import numpy as np +import pandas as pd + +from move.core.typing import FloatArray + +Scale = Literal["log", "linear"] + + +def axis_scale(data: Union[FloatArray, pd.Series, Sequence[float]]) -> Scale: + """Determine which scale (either log or linear) to use when plotting. If the data + spans more than two orders of magnitude, log scale will be used.""" + ratio = math.log10(np.nanmax(data) / np.nanmin(data)) + if ratio > 2: + return "log" + return "linear" diff --git a/src/move/visualization/style.py b/src/move/visualization/style.py index d414c2ef..4aa305ab 100644 --- a/src/move/visualization/style.py +++ b/src/move/visualization/style.py @@ -14,7 +14,7 @@ from matplotlib.cm import ColormapRegistry from matplotlib.colors import ListedColormap -DEFAULT_DIVERGING_PALETTE = "RdYlBu" +DEFAULT_DIVERGING_PALETTE = "RdYlBu_r" DEFAULT_QUALITATIVE_PALETTE = "Dark2" DEFAULT_PLOT_STYLE = "ggplot" @@ -23,13 +23,13 @@ def color_cycle(colormap: str) -> ContextManager: """Returns a context manager for using a color cycle in plots. Args: - colormap: Name of qualitative color map. + colormap: Name of palette. Returns: Context manager """ registry: ColormapRegistry = getattr(matplotlib, "colormaps") - colormap = registry[colormap] + colormap = registry[colormap] # type: ignore if not isinstance(colormap, ListedColormap): raise ValueError("Only colormaps that are list of colors supported.") prop_cycle = cycler(color=getattr(colormap, "colors")) diff --git a/tutorial/README.md b/tutorial/README.md index a047b0eb..ab866dd1 100644 --- a/tutorial/README.md +++ b/tutorial/README.md @@ -4,7 +4,7 @@ We have provided a tutorial. In this first tutorial, we inspect datasets reporting whether 500 fictitious individuals have taken one of 20 imaginary -drugs. We have included a pair of pretend omics datasets, with measurements +drugs. We have included a pair of simulated omics datasets, with measurements for each sample (individual). All these measurements were generated randomly, but we have added 200 associations between different pairs of drugs and omics features. Let us find them with MOVE! @@ -146,10 +146,13 @@ reconstructing our input data and generating an informative latent space. Run: >>> move-dl data=random_small task=random_small__latent ``` -:arrow_up: This command will create four types of plot: +:arrow_up: This command will create four types of plot in the +`results/latent_space` folder: -- Loss curve shows the overall loss, KLD term, binary cross-entropy term, and -sum of squared errors term over number of training epochs. +- Loss curve shows the overall loss and each of its three components: + Kullback-Leibler divergence (KLD) term, cross-entropy term (categorical + data), and sum of squared errors term (continuous data) over number of + training epochs. - Reconstructions metrics boxplot shows a score (accuracy or cosine similarity for categorical and continuous datasets, respectively) per reconstructed dataset. @@ -159,7 +162,7 @@ using TSNE (or another user-defined algorithm, e.g., UMAP). - Feature importance swarmplot displays the impact perturbing a feature has on the latent space. -Additionally, TSV files corresponding to each plot will be generated. These can +Additionally, CSV files corresponding to each plot will be generated. These can be used, for example, to re-create the plots manually. #### Identifying associations @@ -171,9 +174,13 @@ and the omics features. Run: >>> move-dl data=random_small task=random_small__id_assoc_ttest ``` -:arrow_up: This command will create a `results_sig_assoc.tsv` file, listing -each pair of associated features and the corresponding median p-value for such -association. There should be ~120 associations found. +:arrow_up: This command will create an `associations.csv` file in +`results/associations`, listing each pair of perturbed and target features +with the probability of association, Bayes factor (`bayes_k`), FDR, and whether +the pair is predicted to be significant. + +:warning: The t-test method has not been reimplemented in MOVE 2.0, so this +config currently runs the Bayesian approach as well (see below). :warning: Note that the value after `task=` matches the name of our configuration file. We can create multiple configuration files (for example, diff --git a/tutorial/config/experiment/random_small__tune_reconstruction.yaml b/tutorial/config/experiment/random_small__tune_reconstruction.yaml index d83938dd..77d8aa58 100644 --- a/tutorial/config/experiment/random_small__tune_reconstruction.yaml +++ b/tutorial/config/experiment/random_small__tune_reconstruction.yaml @@ -17,5 +17,5 @@ hydra: sweeper: params: task.batch_size: 10, 50 - task.model.num_hidden: "[500],[1000]" - task.training_loop.num_epochs: 40, 60, 100 + task.model_config.num_hidden: "[500],[1000]" + task.training_loop_config.max_epochs: 40, 60, 100 diff --git a/tutorial/config/experiment/random_small__tune_stability.yaml b/tutorial/config/experiment/random_small__tune_stability.yaml index 62e87610..696c6b93 100644 --- a/tutorial/config/experiment/random_small__tune_stability.yaml +++ b/tutorial/config/experiment/random_small__tune_stability.yaml @@ -22,5 +22,5 @@ hydra: sweeper: params: task.batch_size: 10, 50 - task.model.num_hidden: "[500],[1000]" - task.training_loop.num_epochs: 40, 60, 100 + task.model_config.num_hidden: "[500],[1000]" + task.training_loop_config.max_epochs: 40, 60, 100 diff --git a/tutorial/config/task/random_small__id_assoc_bayes.yaml b/tutorial/config/task/random_small__id_assoc_bayes.yaml index 05661ec9..c3d37a7e 100644 --- a/tutorial/config/task/random_small__id_assoc_bayes.yaml +++ b/tutorial/config/task/random_small__id_assoc_bayes.yaml @@ -6,15 +6,13 @@ batch_size: 10 num_refits: 40 -target_dataset: random.small.drugs -target_value: 1 -save_refits: True +perturbation_config: + target_dataset_name: random.small.drugs + target_value: 1 -model: +model_config: num_hidden: - 1000 - num_latent: 150 -training_loop: - lr: 1e-4 - num_epochs: 40 +training_loop_config: + max_epochs: 40 diff --git a/tutorial/config/task/random_small__id_assoc_ttest.yaml b/tutorial/config/task/random_small__id_assoc_ttest.yaml index 6e8a92ec..6d570732 100644 --- a/tutorial/config/task/random_small__id_assoc_ttest.yaml +++ b/tutorial/config/task/random_small__id_assoc_ttest.yaml @@ -2,18 +2,17 @@ defaults: - identify_associations_ttest -batch_size: 10 # number of samples per batch in training loop +batch_size: 20 # number of samples per batch in training loop num_refits: 10 # number of times to refit (retrain) model -target_dataset: random.small.drugs # dataset to perturb -target_value: 1 # value to change to -save_refits: True # whether to save refits to interim folder +perturbation_config: + target_dataset_name: random.small.drugs # dataset to perturb + target_value: 1 # value to change to -model: # model configuration - num_hidden: # list of units in each hidden layer of the VAE encoder/decoder +model_config: # model configuration + num_hidden: # list of units in each hidden layer of the VAE encoder/decoder - 1000 -training_loop: # training loop configuration - lr: 1e-4 # learning rate - num_epochs: 40 # number of epochs +training_loop_config: # training loop configuration + max_epochs: 40 # number of epochs diff --git a/tutorial/config/task/random_small__latent.yaml b/tutorial/config/task/random_small__latent.yaml index 76552e14..b87f51df 100644 --- a/tutorial/config/task/random_small__latent.yaml +++ b/tutorial/config/task/random_small__latent.yaml @@ -1,18 +1,32 @@ defaults: - - analyze_latent + - task_latent_space + - model_config: vae + - training_loop_config/optimizer_config: optim_adam + - training_loop_config/lr_scheduler_config: null + - override reducer_config: tsne -batch_size: 10 - -feature_names: +features_to_plot: - drugs_20 - metagenomics_174 - proteomics_195 -model: +compute_accuracy_metrics: true +compute_feature_importance: true + +model_config: num_hidden: - 1000 num_latent: 150 + kl_weight: 1e-4 + dropout_rate: 0.1 + +batch_size: 10 + +training_loop_config: + max_epochs: 40 + log_grad: false -training_loop: - lr: 1e-4 - num_epochs: 40 + # change type of optimizer above + optimizer_config: + lr: 1e-4 + weight_decay: 0 \ No newline at end of file diff --git a/tutorial/data/changes.continuous.txt b/tutorial/data/changes.continuous.txt new file mode 100755 index 00000000..01216cb9 --- /dev/null +++ b/tutorial/data/changes.continuous.txt @@ -0,0 +1,2315 @@ +feature_a_id feature_b_id feature_a_name feature_b_name Correlation +144 137 metagenomics_45 metagenomics_38 0.9984881263682859 +129 74 metagenomics_30 proteomics_75 0.9978774288618397 +57 23 proteomics_58 proteomics_24 0.997104995657567 +131 4 metagenomics_32 proteomics_5 -0.9965623915937531 +98 42 proteomics_99 proteomics_43 -0.9964084671116128 +143 61 metagenomics_44 proteomics_62 -0.9915507263066077 +120 89 metagenomics_21 proteomics_90 -0.9783591335256043 +138 50 metagenomics_39 proteomics_51 0.9695190427738284 +137 125 metagenomics_38 metagenomics_26 0.9686508203683579 +144 125 metagenomics_45 metagenomics_26 0.9672638829493097 +107 64 metagenomics_8 proteomics_65 -0.9575365503289115 +31 29 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799.5552661773182 858.4943970448217 838.535935997951 902.5199560204627 888.3926753759833 911.850365602013 849.5012782504857 817.5812859625871 791.0542332193655 743.2507418328272 697.6070295833083 654.4721198448804 636.3208353072735 581.23116299218 549.4383623005724 525.6039364502903 497.8049555832377 496.2718949522667 479.57482993517294 459.8401837993921 425.7064333060125 400.76273257636484 387.6035260751084 285.5307379621 262.04377593615465 271.22897925336184 243.78445653636234 237.8551193777867 235.52565775959226 247.03276111384807 292.7695851168358 265.8208859804525 341.6865268419327 370.98002792972324 408.1706271380319 456.76010190878026 452.279770488618 508.86008876633286 +3401 808.0251174682014 903.659996666059 978.5997568864427 1007.61774193977 1083.1105003606865 1129.8803471614624 1091.2460664146324 1149.3179798104256 1132.7459050619348 1122.1003321119085 1117.0728028917645 1212.9058087830188 1176.0651660725357 1158.3770743073665 1172.8385795350687 1186.1666966330895 1247.1965254019392 1224.6005862426712 1256.281908918334 1225.0340130628692 1242.525669475933 1246.0663175025384 1220.0270338582025 1218.7950083647445 1207.4029081769663 1212.7144574595584 1208.7823063453193 1230.0343552286329 1219.503230901118 1265.5118390202722 1299.6029258324056 1334.1083729800564 1373.5427859643708 1416.3444367432653 1441.405390903084 1422.2592702249763 1498.7268312725867 1460.149708354953 1497.1416279129314 1426.747255187648 1430.3933325146118 1355.5582856301364 1321.6092864150216 1306.5436503714218 1264.2344657064307 1205.3435352710167 1259.573132179583 1220.063307083754 1173.287797746884 1239.6984795926141 1148.7867883675062 1047.0173315172974 1062.4708693900832 990.8477452825682 1012.4580504089994 988.0582270822863 907.0151089018068 875.6866582025943 811.6713256134857 826.4486298164508 819.4016879943957 832.5048955834476 843.26045826707 876.1810960611795 887.7329108563712 874.4566204759084 880.6840492147668 886.5868489038521 924.6806284907818 838.8251842684007 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1207.5607532614251 1255.0380287106595 1218.7296158061772 1221.3696391435662 1237.1004689935996 1250.295787326402 1283.2015630114201 1332.4766090849466 1369.6513165667739 1414.0073569141593 1449.6232355618904 1440.8131324513802 1462.5893592920672 1460.9645052547096 1477.2109929839062 1373.9716130347422 1381.3978398388185 1331.7616756222683 1322.1742149041684 1293.9510968938762 1265.051220204803 1177.5224967389029 1237.9003459314622 1132.9795190197617 1204.7418745457594 1155.4695827686073 1134.5980067085939 1092.6748480742424 1081.6154733820026 990.8714196065994 974.6266168554441 958.0661705650876 923.4349266364621 881.9772401949848 892.1430890812284 826.7338687558953 822.4268159037945 808.6434117892106 860.152318268043 857.4004469223745 864.2398535238239 871.4667167129688 878.712798547703 928.2528432197417 864.8822449131179 804.3732846878635 804.3411296186285 735.8276524837489 685.9144381653955 655.2130647103074 613.7374983708789 580.2076377421283 550.0948694636609 525.7944766473502 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229.79701932918513 298.9533301876475 340.47635672721094 368.0209827086149 451.79195924391786 451.2120301145714 459.8725345775001 480.37339731192327 +3405 842.2468286859448 903.4169262441933 975.1957456867647 1004.8397620270249 1080.0607236381043 1060.5051837576352 1102.6297359446191 1134.0895827088286 1142.523801726293 1139.1179965354256 1218.3513664606999 1076.875771138458 1146.4690643693057 1160.4233010158387 1182.481295625857 1187.7988337157851 1189.4209537526665 1225.2073337190661 1256.7841387301498 1278.5731544025878 1242.5234770281606 1262.2136293324322 1234.7768241264348 1218.6033125581912 1208.0327482762198 1210.307945827559 1186.9754607507389 1236.7009330991425 1211.8391301087206 1252.9387821569846 1285.3908033427542 1332.7448976022772 1372.402837231237 1416.6867718931314 1446.7522436821796 1494.8856193009462 1463.488081161662 1458.7939022160215 1393.895698591533 1400.0462395846291 1422.9617358634946 1335.8219557170032 1322.2599105694385 1282.6024998625307 1264.2390657215997 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300.18900215464043 341.65652775129814 390.26001530496416 433.9857684607048 447.367697311937 473.1613388730944 480.20408538154174 diff --git a/tutorial/notebooks/01 Encoding data.ipynb b/tutorial/notebooks/01 Encoding data.ipynb index 894ec047..41d65306 100644 --- a/tutorial/notebooks/01 Encoding data.ipynb +++ b/tutorial/notebooks/01 Encoding data.ipynb @@ -1,28 +1,108 @@ { "cells": [ { - "cell_type": "code", - "execution_count": 1, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "from move.data import io\n", - "from move.tasks import encode_data" + "# Encode data\n", + "\n", + "This notebook runs part of the Multi-Omics Variational autoEncoder (MOVE) framework for using the structure the VAE has identified for extracting categorical data associations across all continuous datasets. In the MOVE paper we used it for identifying drug associations in clinical and multi-omics data. This part is a guide for encoding the data that can be used as input in MOVE." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Encode data\n", + "## Two ways of running MOVE\n", + "\n", + "The tutorial notebooks show two ways of configuring and running MOVE:\n", + "\n", + "- **YAML config files (notebooks 01–05).** Settings for the data and each task are\n", + " stored in YAML files in a `config/` folder, which MOVE reads with\n", + " [Hydra](https://hydra.cc). This is the same setup used by the `move-dl` command\n", + " line tool, so a configuration can be reused from a notebook or from the terminal.\n", + "- **Python objects (`Standalone pipeline` notebook).** Every task is built directly in Python, without\n", + " any YAML files. This is handy for a quick, self-contained run, e.g., on a server.\n", + "\n", + "This notebook shows both: first we encode the data with Python objects, and at the\n", + "end we do the same using the YAML config.\n", + "\n", + "### File structure for the YAML configs\n", "\n", - "This notebook runs part of the Multi-Omics Variational autoEncoder (MOVE) framework for using the structure the VAE has identified for extracting categorical data assositions across all continuous datasets. In the MOVE paper we used it for identifiying drug assosiations in clinical and multi-omics data. This part is a guide for encoding the data that can be used as input in MOVE.\n", + "Notebooks 01–05 expect the following structure in the `tutorial/` folder, which is\n", + "also the working directory the notebooks run from (the first code cell takes care\n", + "of this):\n", "\n", - "⚠️ The notebook takes user-defined configs in a `config/data` directory.\n", + "```\n", + "tutorial/\n", + "├── config/\n", + "│ ├── data/\n", + "│ │ └── random_small.yaml <- datasets and paths (all notebooks)\n", + "│ ├── task/\n", + "│ │ ├── random_small__latent.yaml <- notebook 04\n", + "│ │ └── random_small__id_assoc_bayes.yaml <- notebook 05\n", + "│ └── experiment/\n", + "│ ├── random_small__tune_reconstruction.yaml <- notebook 02\n", + "│ └── random_small__tune_stability.yaml <- notebook 03\n", + "├── data/ <- raw input data (TSV files, sample IDs)\n", + "├── interim_data/ <- encoded data, created by this notebook\n", + "├── results/ <- results, created by notebooks 02–05\n", + "└── notebooks/\n", + "```\n", "\n", - "For encoding the data you need to have each dataset in a TSV format. Each table has `N` × `M` shape, where `N` is the numer of samples/individuals and `M` is the number of features. The continuous data is z-score normalized, whereas the categorical data is one-hot encoded. Below is an example of processing a continuous and categorical datasets.\n", + "- **`config/data/`** describes the datasets: where the raw data is, where encoded\n", + " data and results are saved, the file with the sample IDs, and the names of the\n", + " categorical and continuous datasets.\n", + "- **`config/task/`** configures a task, such as the model and training settings for\n", + " latent space analysis or identifying associations.\n", + "- **`config/experiment/`** combines a data and a task config with a set of\n", + " hyperparameters to sweep over, for tuning with `move-dl experiment=...`.\n", + "\n", + "Configs are referenced by their file name without the `.yaml` extension. For\n", + "example, `read_config(\"random_small\", \"random_small__latent\")` reads\n", + "`config/data/random_small.yaml` and `config/task/random_small__latent.yaml`. Each\n", + "file only needs the settings you want to change: everything else comes from\n", + "MOVE's defaults (see the `defaults` list at the top of each file).\n", + "\n", + "To use your own data, add a new data config (e.g., `config/data/my_data.yaml`)\n", + "and pass its name instead of `random_small`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Run from the tutorial folder, so relative paths (config/, data/,\n", + "# interim_data/, results/) resolve no matter where the notebook was started.\n", + "import os\n", + "from pathlib import Path\n", "\n", - "First step is to read the configuration called `random_small` and specify the pre-defined task called `encode_data`." + "if not Path(\"config\").is_dir() and Path(\"../config\").is_dir():\n", + " os.chdir(\"..\")\n", + "print(f\"Working directory: {Path.cwd()}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from pathlib import Path\n", + "\n", + "from move.conf.schema import InputConfig\n", + "from move.tasks.encode_data import EncodeData" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For encoding the data you need to have each dataset in a TSV format. Each table has `N` × `M` shape, where `N` is the number of samples/individuals and `M` is the number of features. The continuous data is z-score normalized (`standardization`), whereas the categorical data is one-hot encoded (`one_hot_encoding`). Below is an example of processing a continuous and categorical datasets.\n", + "\n", + "First step is to locate where our `random_small` dataset is, which datasets it comprises, and what kind of pre-processing each dataset will undergo." ] }, { @@ -31,14 +111,23 @@ "metadata": {}, "outputs": [], "source": [ - "config = io.read_config(\"random_small\", \"encode_data\")" + "base_path = Path(\"data\")\n", + "interim_path = Path(\"interim_data\")\n", + "\n", + "discrete_dnames = [\"random.small.drugs\"]\n", + "continuous_dnames = [\"random.small.proteomics\", \"random.small.metagenomics\"]\n", + "\n", + "# Indicate which kind of pre-processing is required for each config file.\n", + "# If a dataset has already been pre-processed, you can set this to 'none'\n", + "disc_conf = [InputConfig(name, preprocessing=\"one_hot_encode\") for name in discrete_dnames]\n", + "cont_conf = [InputConfig(name, preprocessing=\"standardize\") for name in continuous_dnames]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The next step is to run the `encode_data` task, passing our `config` object." + "The next step is to run the `EncodeData` task." ] }, { @@ -50,15 +139,19 @@ "name": "stderr", "output_type": "stream", "text": [ - "[INFO - encode_data]: Beginning task: encode data\n", - "[INFO - encode_data]: Encoding 'random.small.drugs'\n", - "[INFO - encode_data]: Encoding 'random.small.proteomics'\n", - "[INFO - encode_data]: Encoding 'random.small.metagenomics'\n" + "[INFO - EncodeData]: Beginning task: encode data\n", + "[INFO - EncodeData]: Encoding 'random.small.drugs'\n", + "[WARNING - EncodeData]: File 'random.small.drugs.pt' already exists. It will be overwritten.\n", + "[INFO - EncodeData]: Encoding 'random.small.proteomics'\n", + "[WARNING - EncodeData]: File 'random.small.proteomics.pt' already exists. It will be overwritten.\n", + "[INFO - EncodeData]: Encoding 'random.small.metagenomics'\n", + "[WARNING - EncodeData]: File 'random.small.metagenomics.pt' already exists. It will be overwritten.\n" ] } ], "source": [ - "encode_data(config.data)" + "task = EncodeData(base_path, interim_path, \"random.small.ids\", disc_conf, cont_conf)\n", + "task.run()" ] }, { @@ -67,93 +160,155 @@ "source": [ "Data will be encoded accordingly and saved to the directory defined as `interim_data_path` in the `data` configuration.\n", "\n", - "We can confirm how the data looks by loading it." + "We can confirm how the data looks by loading it and creating a `MoveDataset` object. This type of object concatenates our datasets and keeps the information such as original dataset shapes and feature names.\n", + "\n", + "The drug dataset has been encoded as a matrix of 500 samples × 20 drugs × 2 categories (either took or did not take the drug), whereas the proteomics and metagenomics datasets keep their original shapes." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " MOVE dataset (500 samples)\n", + "
datatype# features# classes
random.small.drugsdiscrete202
random.small.proteomicscontinuous200N/A
random.small.metagenomicscontinuous1,000N/A
" + ], + "text/plain": [ + "MoveDataset(3 datasets)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "from pathlib import Path\n", - "\n", - "path = Path(config.data.interim_data_path)\n", + "from move.data.dataset import MoveDataset\n", "\n", - "cat_datasets, cat_names, con_datasets, con_names = io.load_preprocessed_data(path, config.data.categorical_names, config.data.continuous_names)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "assert len(cat_datasets) == 1 # one categorical dataset\n", - "assert len(con_datasets) == 2 # two continuous datasets\n", - "assert len(cat_names) == 1\n", - "assert len(con_names) == 2" + "dataset = MoveDataset.load(interim_path, discrete_dnames, continuous_dnames)\n", + "dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The drug dataset has been encoded as a matrix of 500 samples × 20 drugs × 2 categories (either took or did not take the drug), whereas the proteomics and metagenomics datasets keep their original shapes." + "We can also confirm that the mean of the continuous datasets is now close to 0, and the standard deviation is close to 1." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "random.small.drugs: (500, 20, 2)\n", - "random.small.proteomics: (500, 200)\n", - "random.small.metagenomics: (500, 1000)\n" + "random.small.proteomics: mean = -0.001, std = 0.976\n", + "random.small.metagenomics: mean = -0.000, std = 0.975\n" ] } ], "source": [ - "dataset_names = config.data.categorical_names + config.data.continuous_names\n", - "\n", - "for dataset, dataset_name in zip(cat_datasets + con_datasets, dataset_names):\n", - " print(f\"{dataset_name}: {dataset.shape}\")" + "for continuous_dataset in dataset.continuous_datasets:\n", + " print(f\"{continuous_dataset.name}: mean = {continuous_dataset.tensor.mean():.3f}, std = {continuous_dataset.tensor.std():.3f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We can also confirm that the mean of the continuous datasets is now close to 0, and the standard deviation is close to 1." + "Alternatively, you can directly read the config YAML and create a task object from its content.\n", + "\n", + "Note that for this to work, the `config/` folder must be in the working directory\n", + "(`tutorial/`, see the file structure at the top of this notebook)." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "random.small.proteomics: mean = -0.000, std = 0.975\n", - "random.small.metagenomics: mean = 0.000, std = 0.975\n" + "[INFO - EncodeData]: Beginning task: encode data\n", + "[INFO - EncodeData]: Encoding 'random.small.drugs'\n", + "[WARNING - EncodeData]: File 'random.small.drugs.pt' already exists. It will be overwritten.\n", + "[INFO - EncodeData]: Encoding 'random.small.proteomics'\n", + "[WARNING - EncodeData]: File 'random.small.proteomics.pt' already exists. It will be overwritten.\n", + "[INFO - EncodeData]: Encoding 'random.small.metagenomics'\n", + "[WARNING - EncodeData]: File 'random.small.metagenomics.pt' already exists. It will be overwritten.\n" ] } ], "source": [ - "for dataset, dataset_name in zip(con_datasets, dataset_names[1:]):\n", - " print(f\"{dataset_name}: mean = {dataset.mean():.3f}, std = {dataset.std():.3f}\")" + "from move.data.io import read_config\n", + "\n", + "if not Path.cwd().joinpath(\"config/data\").exists():\n", + " raise FileNotFoundError(\"Requires a config files in the current working directory.\")\n", + "\n", + "config = read_config(\"random_small\", \"encode_data\", \"data.raw_data_path='data'\")\n", + "task = EncodeData.from_config(config)\n", + "task.run()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Re-running the notebooks: saved models\n", + "\n", + "Each time the data is encoded, the samples are **randomly split** into a training\n", + "and a test set (saved in `interim_data/indices.pt`). Running this notebook again\n", + "therefore creates a new split.\n", + "\n", + "The other notebooks save the models they train in the `results/` folder:\n", + "\n", + "| Notebook | Saved models |\n", + "|---|---|\n", + "| 02 Tune model | `results/tuning/model_*.pt` |\n", + "| 04 Latent space analysis | `results/latent_space/model.pt` |\n", + "| 05 Identify associations | `results/associations/model_*.pt` |\n", + "\n", + "By default, re-running a notebook **trains new models and overwrites** the saved\n", + "ones, so the results always match the current data and settings.\n", + "\n", + "To save time, you can instead reload the saved models by setting\n", + "`reuse_models: true` in the task config (or adding `task.reuse_models=true` to a\n", + "`move-dl` command). Only do this if nothing has changed since the models were\n", + "trained: not the encoded data (a model trained on an old split has already seen\n", + "most of the new test samples, so its test scores would be misleading), and not\n", + "the model or training settings. Note that the tuning models in notebook 02 are\n", + "named by run number (`model_1.pt`, `model_2.pt`, ...), so after changing the\n", + "hyperparameter grid, a reloaded model may belong to a different combination." ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3.9.12 ('move')", + "display_name": "move_env_2", "language": "python", "name": "python3" }, @@ -167,14 +322,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.15" }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "e492c9f5b826854dfdf94b8d6b402bb809c46c7a6d638ce69ac84ffd4f448018" - } - } + "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 diff --git a/tutorial/notebooks/02 Tune model.ipynb b/tutorial/notebooks/02 Tune model.ipynb index afe1e46f..c03b843f 100644 --- a/tutorial/notebooks/02 Tune model.ipynb +++ b/tutorial/notebooks/02 Tune model.ipynb @@ -11,8 +11,45 @@ "The optimal settings are identified based on multiple steps cosidering both\n", "reconstruction on the test and training sets as well as the stability/similiarity\n", "of the latent space in case of repeated training. Herein, we focus on the test\n", - "and training reconstruction accuracies.\n", + "and training reconstruction accuracies." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "⚠️ **Before you start:** this notebook uses the encoded data in `interim_data/`,\n", + "which is created by notebook 01 (Encoding data). If you are starting from a fresh\n", + "clone of the repository, run notebook 01 first (it only takes a few seconds)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Working directory: /Users/hmt128/Work/MOVE_original/MOVE/tutorial\n" + ] + } + ], + "source": [ + "# Run from the tutorial folder, so relative paths (config/, data/,\n", + "# interim_data/, results/) resolve no matter where the notebook was started.\n", + "import os\n", + "from pathlib import Path\n", "\n", + "if not Path(\"config\").is_dir() and Path(\"../config\").is_dir():\n", + " os.chdir(\"..\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "Note that because we are training multiple models and recording their metrics,\n", "it's best to run this task from the command line. You can do so with the\n", "following command*:\n", @@ -24,91 +61,24 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[INFO - tune_model]: Beginning task: tune model 1\n", - "[INFO - tune_model]: Job name: task.batch_size=10,task.model.num_hidden=[500],task.training_loop.num_epochs=40\n", - "[INFO - tune_model]: Reconstructing\n", - "[INFO - tune_model]: Computing reconstruction metrics\n", - "[INFO - tune_model]: Writing results\n", - "[INFO - tune_model]: Beginning task: tune model 2\n", - "[INFO - tune_model]: Job name: task.batch_size=10,task.model.num_hidden=[500],task.training_loop.num_epochs=60\n", - "[INFO - tune_model]: Reconstructing\n", - "[INFO - tune_model]: Computing reconstruction metrics\n", - "[INFO - tune_model]: Writing results\n", - "[INFO - tune_model]: Beginning task: tune model 3\n", - "[INFO - tune_model]: Job name: task.batch_size=10,task.model.num_hidden=[500],task.training_loop.num_epochs=100\n", - "[INFO - tune_model]: Reconstructing\n", - "[INFO - tune_model]: Computing reconstruction metrics\n", - "[INFO - tune_model]: Writing results\n", - "[INFO - tune_model]: Beginning task: tune model 4\n", - "[INFO - tune_model]: Job name: task.batch_size=10,task.model.num_hidden=[1000],task.training_loop.num_epochs=40\n", - "[INFO - tune_model]: Reconstructing\n", - "[INFO - tune_model]: Computing reconstruction metrics\n", - "[INFO - tune_model]: Writing results\n", - "[INFO - tune_model]: Beginning task: tune model 5\n", - "[INFO - tune_model]: Job name: task.batch_size=10,task.model.num_hidden=[1000],task.training_loop.num_epochs=60\n", - "[INFO - tune_model]: Reconstructing\n", - "[INFO - tune_model]: Computing reconstruction metrics\n", - "[INFO - tune_model]: Writing results\n", - "[INFO - tune_model]: Beginning task: tune model 6\n", - "[INFO - tune_model]: Job name: task.batch_size=10,task.model.num_hidden=[1000],task.training_loop.num_epochs=100\n", - "[INFO - tune_model]: Reconstructing\n", - "[INFO - tune_model]: Computing reconstruction metrics\n", - "[INFO - tune_model]: Writing results\n", - "[INFO - tune_model]: Beginning task: tune model 7\n", - "[INFO - tune_model]: Job name: task.batch_size=50,task.model.num_hidden=[500],task.training_loop.num_epochs=40\n", - "[INFO - tune_model]: Reconstructing\n", - "[INFO - tune_model]: Computing reconstruction metrics\n", - "[INFO - tune_model]: Writing results\n", - "[INFO - tune_model]: Beginning task: tune model 8\n", - "[INFO - tune_model]: Job name: task.batch_size=50,task.model.num_hidden=[500],task.training_loop.num_epochs=60\n", - "[INFO - tune_model]: Reconstructing\n", - "[INFO - tune_model]: Computing reconstruction metrics\n", - "[INFO - tune_model]: Writing results\n", - "[INFO - tune_model]: Beginning task: tune model 9\n", - "[INFO - tune_model]: Job name: task.batch_size=50,task.model.num_hidden=[500],task.training_loop.num_epochs=100\n", - "[INFO - tune_model]: Reconstructing\n", - "[INFO - tune_model]: Computing reconstruction metrics\n", - "[INFO - tune_model]: Writing results\n", - "[INFO - tune_model]: Beginning task: tune model 10\n", - "[INFO - tune_model]: Job name: task.batch_size=50,task.model.num_hidden=[1000],task.training_loop.num_epochs=40\n", - "[INFO - tune_model]: Reconstructing\n", - "[INFO - tune_model]: Computing reconstruction metrics\n", - "[INFO - tune_model]: Writing results\n", - "[INFO - tune_model]: Beginning task: tune model 11\n", - "[INFO - tune_model]: Job name: task.batch_size=50,task.model.num_hidden=[1000],task.training_loop.num_epochs=60\n", - "[INFO - tune_model]: Reconstructing\n", - "[INFO - tune_model]: Computing reconstruction metrics\n", - "[INFO - tune_model]: Writing results\n", - "[INFO - tune_model]: Beginning task: tune model 12\n", - "[INFO - tune_model]: Job name: task.batch_size=50,task.model.num_hidden=[1000],task.training_loop.num_epochs=100\n", - "[INFO - tune_model]: Reconstructing\n", - "[INFO - tune_model]: Computing reconstruction metrics\n", - "[INFO - tune_model]: Writing results\n" - ] - } - ], + "outputs": [], "source": [ - "! move-dl experiment=random_small__tune" + "! move-dl experiment=random_small__tune_reconstruction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The output of the previous command is a TSV table, recording the metrics of each\n", + "The output of the previous command is a CSV table (`results/tuning/metrics.csv`), recording the metrics of each\n", " run." ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -118,7 +88,331 @@ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", - "results = pd.read_csv(\"results/tune_model/reconstruction_stats.tsv\", sep=\"\\t\")" + "results = pd.read_csv(\"results/tuning/metrics.csv\", sep=\",\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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job_numtask.batch_sizetask.model_config.num_hiddentask.training_loop_config.max_epochsmetricdataset_namesplitmeanmedq1q3iqrcilocihiwhislowhishi
0110[500]40accuracyrandom.small.drugstrain0.9898621.0000001.0000001.0000000.0000001.0000001.0000001.0000001.000000
1110[500]40cosine_similarityrandom.small.proteomicstrain0.5288550.5345510.4866050.5814030.0947980.5275350.5415670.3466170.681708
2110[500]40cosine_similarityrandom.small.metagenomicstrain0.3437570.3438940.3098020.3815870.0717850.3385810.3492070.2121010.478599
3110[500]40accuracyrandom.small.drugstest0.8789470.8947370.8333330.9473680.1140350.8694170.9200560.6666671.000000
4110[500]40cosine_similarityrandom.small.proteomicstest0.1790150.1879400.1322330.2276040.0953710.1667640.209115-0.0017120.343179
...................................................
671250[1000]100cosine_similarityrandom.small.proteomicstrain0.8288660.8307540.8057140.8567610.0510470.8269760.8345320.7334220.924293
681250[1000]100cosine_similarityrandom.small.metagenomicstrain0.6588530.6634530.6257460.6960110.0702650.6582530.6686540.5298590.781952
691250[1000]100accuracyrandom.small.drugstest0.9104980.9375000.8888890.9500000.0611110.9239310.9510690.8333331.000000
701250[1000]100cosine_similarityrandom.small.proteomicstest0.2504120.2517230.2036320.2992030.0955710.2305030.2729430.0639300.426159
711250[1000]100cosine_similarityrandom.small.metagenomicstest0.1311470.1349010.1017530.1555290.0537760.1229610.1468410.0446710.192671
\n", + "

72 rows × 16 columns

\n", + "
" + ], + "text/plain": [ + " job_num task.batch_size task.model_config.num_hidden \\\n", + "0 1 10 [500] \n", + "1 1 10 [500] \n", + "2 1 10 [500] \n", + "3 1 10 [500] \n", + "4 1 10 [500] \n", + ".. ... ... ... \n", + "67 12 50 [1000] \n", + "68 12 50 [1000] \n", + "69 12 50 [1000] \n", + "70 12 50 [1000] \n", + "71 12 50 [1000] \n", + "\n", + " task.training_loop_config.max_epochs metric \\\n", + "0 40 accuracy \n", + "1 40 cosine_similarity \n", + "2 40 cosine_similarity \n", + "3 40 accuracy \n", + "4 40 cosine_similarity \n", + ".. ... ... \n", + "67 100 cosine_similarity \n", + "68 100 cosine_similarity \n", + "69 100 accuracy \n", + "70 100 cosine_similarity \n", + "71 100 cosine_similarity \n", + "\n", + " dataset_name split mean med q1 q3 \\\n", + "0 random.small.drugs train 0.989862 1.000000 1.000000 1.000000 \n", + "1 random.small.proteomics train 0.528855 0.534551 0.486605 0.581403 \n", + "2 random.small.metagenomics train 0.343757 0.343894 0.309802 0.381587 \n", + "3 random.small.drugs test 0.878947 0.894737 0.833333 0.947368 \n", + "4 random.small.proteomics test 0.179015 0.187940 0.132233 0.227604 \n", + ".. ... ... ... ... ... ... \n", + "67 random.small.proteomics train 0.828866 0.830754 0.805714 0.856761 \n", + "68 random.small.metagenomics train 0.658853 0.663453 0.625746 0.696011 \n", + "69 random.small.drugs test 0.910498 0.937500 0.888889 0.950000 \n", + "70 random.small.proteomics test 0.250412 0.251723 0.203632 0.299203 \n", + "71 random.small.metagenomics test 0.131147 0.134901 0.101753 0.155529 \n", + "\n", + " iqr cilo cihi whislo whishi \n", + "0 0.000000 1.000000 1.000000 1.000000 1.000000 \n", + "1 0.094798 0.527535 0.541567 0.346617 0.681708 \n", + "2 0.071785 0.338581 0.349207 0.212101 0.478599 \n", + "3 0.114035 0.869417 0.920056 0.666667 1.000000 \n", + "4 0.095371 0.166764 0.209115 -0.001712 0.343179 \n", + ".. ... ... ... ... ... \n", + "67 0.051047 0.826976 0.834532 0.733422 0.924293 \n", + "68 0.070265 0.658253 0.668654 0.529859 0.781952 \n", + "69 0.061111 0.923931 0.951069 0.833333 1.000000 \n", + "70 0.095571 0.230503 0.272943 0.063930 0.426159 \n", + "71 0.053776 0.122961 0.146841 0.044671 0.192671 \n", + "\n", + "[72 rows x 16 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results" ] }, { @@ -131,22 +425,22 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "plot_data = results[lambda df: df[\"task.model.num_hidden\"] == \"[500]\"]\n", + "plot_data = results[lambda df: df[\"task.model_config.num_hidden\"] == \"[500]\"]\n", "\n", - "prot_g1 = plot_data[lambda df: (df[\"task.batch_size\"] == 10) & (df[\"dataset\"] == \"random.small.proteomics\") & (df[\"split\"] == \"train\")]\n", + "prot_g1 = plot_data[lambda df: (df[\"task.batch_size\"] == 10) & (df[\"dataset_name\"] == \"random.small.proteomics\") & (df[\"split\"] == \"train\")]\n", "prot_g1_stats = prot_g1.to_dict(orient=\"records\")\n", "\n", - "prot_g2 = plot_data[lambda df: (df[\"task.batch_size\"] == 10) & (df[\"dataset\"] == \"random.small.proteomics\") & (df[\"split\"] == \"test\")]\n", + "prot_g2 = plot_data[lambda df: (df[\"task.batch_size\"] == 10) & (df[\"dataset_name\"] == \"random.small.proteomics\") & (df[\"split\"] == \"test\")]\n", "prot_g2_stats = prot_g2.to_dict(orient=\"records\")\n", "\n", - "prot_g3 = plot_data[lambda df: (df[\"task.batch_size\"] == 50) & (df[\"dataset\"] == \"random.small.proteomics\") & (df[\"split\"] == \"train\")]\n", + "prot_g3 = plot_data[lambda df: (df[\"task.batch_size\"] == 50) & (df[\"dataset_name\"] == \"random.small.proteomics\") & (df[\"split\"] == \"train\")]\n", "prot_g3_stats = prot_g3.to_dict(orient=\"records\")\n", "\n", - "prot_g4 = plot_data[lambda df: (df[\"task.batch_size\"] == 50) & (df[\"dataset\"] == \"random.small.proteomics\") & (df[\"split\"] == \"test\")]\n", + "prot_g4 = plot_data[lambda df: (df[\"task.batch_size\"] == 50) & (df[\"dataset_name\"] == \"random.small.proteomics\") & (df[\"split\"] == \"test\")]\n", "prot_g4_stats = prot_g4.to_dict(orient=\"records\")\n", "\n", "# matplotlib complains if fliers are unset\n", @@ -156,30 +450,28 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(ncols=2, sharey=True, figsize=(8, 4))\n", "\n", - "coll1 = axs[0].bxp(prot_g1_stats, positions=[*range(0, 6, 2)], boxprops=dict(facecolor=\"#7570b3\"), patch_artist=True)\n", - "coll2 = axs[0].bxp(prot_g2_stats, positions=[*range(1, 6, 2)], boxprops=dict(facecolor=\"#1b9e77\"), patch_artist=True)\n", + "coll1 = axs[0].bxp(prot_g1_stats, positions=[*range(0, 6, 2)], boxprops=dict(facecolor=\"#7570b3\"), patch_artist=True, showfliers=False)\n", + "coll2 = axs[0].bxp(prot_g2_stats, positions=[*range(1, 6, 2)], boxprops=dict(facecolor=\"#1b9e77\"), patch_artist=True, showfliers=False)\n", "\n", - "axs[1].bxp(prot_g3_stats, positions=[*range(0, 6, 2)], boxprops=dict(facecolor=\"#7570b3\"), patch_artist=True)\n", - "axs[1].bxp(prot_g4_stats, positions=[*range(1, 6, 2)], boxprops=dict(facecolor=\"#1b9e77\"), patch_artist=True)\n", + "axs[1].bxp(prot_g3_stats, positions=[*range(0, 6, 2)], boxprops=dict(facecolor=\"#7570b3\"), patch_artist=True, showfliers=False)\n", + "axs[1].bxp(prot_g4_stats, positions=[*range(1, 6, 2)], boxprops=dict(facecolor=\"#1b9e77\"), patch_artist=True, showfliers=False)\n", "\n", "axs[0].set(\n", " xticks=np.arange(0.5, 6, 2), xticklabels=[40, 60, 100], ylim=(0, 1),\n", @@ -211,7 +503,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.9.12 ('move')", + "display_name": "move_env_2", "language": "python", "name": "python3" }, @@ -225,14 +517,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.15" }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "e492c9f5b826854dfdf94b8d6b402bb809c46c7a6d638ce69ac84ffd4f448018" - } - } + "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 diff --git a/tutorial/notebooks/03 Tune model stability.ipynb b/tutorial/notebooks/03 Tune model stability.ipynb new file mode 100644 index 00000000..0c61715b --- /dev/null +++ b/tutorial/notebooks/03 Tune model stability.ipynb @@ -0,0 +1,196 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Running hyperparameter optimization - Part 2\n", + "\n", + "This notebook continues the hyperparameter tuning of MOVE. In Part 1 (notebook 02)\n", + "we looked at how well models reconstruct the training and test sets. Here we\n", + "focus on the **stability** of the latent space: if we train the same model\n", + "several times, do we get a similar latent space each time?\n", + "\n", + "For each hyperparameter combination, MOVE trains `num_refits` models. The first\n", + "model is used as a baseline: we compute the cosine similarity between every pair\n", + "of samples in its latent space. For each of the other models, we compute the\n", + "same similarities and take the mean absolute difference from the baseline. This\n", + "difference is the stability score, so **lower values mean a more stable latent\n", + "space**." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "⚠️ **Before you start:** this notebook uses the encoded data in `interim_data/`,\n", + "which is created by notebook 01 (Encoding data). If you are starting from a fresh\n", + "clone of the repository, run notebook 01 first (it only takes a few seconds)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Run from the tutorial folder, so relative paths (config/, data/,\n", + "# interim_data/, results/) resolve no matter where the notebook was started.\n", + "import os\n", + "from pathlib import Path\n", + "\n", + "if not Path(\"config\").is_dir() and Path(\"../config\").is_dir():\n", + " os.chdir(\"..\")\n", + "print(f\"Working directory: {Path.cwd()}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As in Part 1, it's best to run this task from the command line, because many\n", + "models are trained*:\n", + "\n", + "\\* Note: the command may take a while. The experiment trains 12 hyperparameter\n", + "combinations × 10 refits = 120 models. To make it faster, lower the number of\n", + "refits, e.g. `move-dl experiment=random_small__tune_stability task.num_refits=3`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "! move-dl experiment=random_small__tune_stability" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The output of the previous command is a CSV table with one row per\n", + "hyperparameter combination, summarizing the stability scores of its refits\n", + "(mean, median, quartiles, and whiskers)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "results = pd.read_csv(\"results/tuning/stability.csv\")\n", + "\n", + "# Columns with the swept hyperparameters (e.g., \"task.batch_size\")\n", + "param_cols = [col for col in results.columns if col.startswith(\"task.\")]\n", + "\n", + "results" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can plot the distribution of stability scores of each hyperparameter\n", + "combination, sorted from most to least stable." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def combo_label(row: pd.Series) -> str:\n", + " return \", \".join(f\"{col.split('.')[-1]}={row[col]}\" for col in param_cols)\n", + "\n", + "plot_data = results.sort_values(\"med\")\n", + "stats = [\n", + " {\n", + " \"label\": combo_label(row),\n", + " **{key: row[key] for key in [\"med\", \"q1\", \"q3\", \"whislo\", \"whishi\", \"mean\"]},\n", + " }\n", + " for _, row in plot_data.iterrows()\n", + "]\n", + "\n", + "fig, ax = plt.subplots(figsize=(6, 0.4 * len(stats) + 1))\n", + "ax.bxp(stats, vert=False, showmeans=True, showfliers=False, patch_artist=True, boxprops=dict(facecolor=\"#7570b3\"))\n", + "ax.invert_yaxis() # most stable on top\n", + "ax.set(xlabel=\"Stability (mean abs. difference in cosine similarity, lower is better)\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Stability alone is not enough to pick a model: a model that barely learns\n", + "anything can be very stable. So we combine it with the reconstruction results\n", + "from Part 1 (if you ran notebook 02 with the same hyperparameter grid), using\n", + "the median test-set reconstruction score averaged across datasets." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "summary = results[param_cols + [\"med\"]].rename(columns={\"med\": \"stability\"})\n", + "\n", + "metrics_path = Path(\"results/tuning/metrics.csv\")\n", + "if metrics_path.exists():\n", + " metrics = pd.read_csv(metrics_path)\n", + " test_reconstruction = (\n", + " metrics[metrics[\"split\"] == \"test\"]\n", + " .groupby(param_cols, as_index=False)[\"med\"]\n", + " .mean()\n", + " .rename(columns={\"med\": \"test_reconstruction\"})\n", + " )\n", + " summary = summary.merge(test_reconstruction, on=param_cols, how=\"left\")\n", + "else:\n", + " print(f\"'{metrics_path}' not found: run notebook 02 to add reconstruction scores.\")\n", + "\n", + "summary.sort_values(\"stability\").reset_index(drop=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Choose a hyperparameter combination that has both a low stability score and a\n", + "high test reconstruction score. Then set those values in the task configs used\n", + "in the next notebooks, under `model_config` and `training_loop_config`:\n", + "\n", + "- `config/task/random_small__latent.yaml` (notebook 04)\n", + "- `config/task/random_small__id_assoc_bayes.yaml` (notebook 05)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "move_env_2", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.15" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/tutorial/notebooks/04 Latent space analysis.ipynb b/tutorial/notebooks/04 Latent space analysis.ipynb index 88a43db2..8cb69126 100644 --- a/tutorial/notebooks/04 Latent space analysis.ipynb +++ b/tutorial/notebooks/04 Latent space analysis.ipynb @@ -1,29 +1,56 @@ { "cells": [ { - "cell_type": "code", - "execution_count": 1, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "import warnings\n", + "## Latent space analysis\n", "\n", - "from move.data import io\n", - "from move.tasks import analyze_latent\n", + "This notebook runs part of the Multi-Omics Variational autoEncoder (MOVE) framework for training the model to integrate the data into a latent space, plotting the results, and analyze the important variables for the integration.\n", "\n", - "# Ignore plotting warnings\n", - "warnings.filterwarnings(\"ignore\")" + "As in previous examples, first we need to read our configuration files and then we can run the `LatentSpaceAnalysis` task." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Latent space analysis\n", + "⚠️ **Before you start:** this notebook uses the encoded data in `interim_data/`,\n", + "which is created by notebook 01 (Encoding data). If you are starting from a fresh\n", + "clone of the repository, run notebook 01 first (it only takes a few seconds)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Run from the tutorial folder, so relative paths (config/, data/,\n", + "# interim_data/, results/) resolve no matter where the notebook was started.\n", + "import os\n", + "from pathlib import Path\n", "\n", - "This notebook runs part of the Multi-Omics Variational autoEncoder (MOVE) framework for training the model to integrate the data into a latent space, plotting the results, and analyze the important variables for the integration.\n", + "if not Path(\"config\").is_dir() and Path(\"../config\").is_dir():\n", + " os.chdir(\"..\")\n", + "print(f\"Working directory: {Path.cwd()}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import warnings\n", + "\n", + "import hydra\n", "\n", - "As in previous examples, first we need to read our configuration files and then we can run the `analyze_latent` task." + "from move.data import io\n", + "from move import visualization as viz\n", + "\n", + "# Ignore plotting warnings\n", + "warnings.filterwarnings(\"ignore\")" ] }, { @@ -65,29 +92,35 @@ "name": "stderr", "output_type": "stream", "text": [ - "[INFO - analyze_latent]: Beginning task: analyze latent space\n", - "[INFO - analyze_latent]: Generating visualizations\n", - "[INFO - analyze_latent]: Projecting into latent space\n", - "[INFO - analyze_latent]: Reconstructing\n", - "[INFO - analyze_latent]: Computing reconstruction metrics\n", - "[INFO - analyze_latent]: Computing feature importance\n" + "[INFO - LatentSpaceAnalysis]: Epoch 10\n", + "[INFO - LatentSpaceAnalysis]: Epoch 20\n", + "[INFO - LatentSpaceAnalysis]: Epoch 30\n", + "[INFO - LatentSpaceAnalysis]: Epoch 40\n" ] }, { "data": { - "image/png": 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", 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", 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" + "
" ] }, "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - LatentSpaceAnalysis]: Compressing input data\n", + "[INFO - LatentSpaceAnalysis]: Reducing data to two dimensions\n" + ] + }, { "data": { - "image/png": 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", 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", 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YnS+GyWbB81KSkBJcF5vPn1WBUIGiVSkQBy46liSRImzmzogkguxlLE13y7QPM86jZEQVTzTIijn8oLrm2e/Jtum7zpaGJ6rrm91nVQbj9ftiHnL38/XWNmqtmCDW1FoxjxyuUK3UV0zwq7e3kOjeOiHaODTCzWfUv1A6tJ0MRiqsFEgliDyP+Fzpf13kkEqs6r+LEUOSuIgxZRySJcNgguSUOfMFooUFDaLFkBI7aPtaYMCJKvjxCfx4CuIzm5UGhasIs5dgOrUkLBK97xayoz6b8s+wJX+QyfxhRkanl29Eh2Rbj5BrPoww4cLmZZgwWLvi98oQgsau16C98sK5pcfXMy8mWnKuWFueOrlydmFi8lSauwnjArH2CeM81dZOoqS84nHLIVIeCIkShqKXUPICtmeeZrL8NLnMNOclmeUiwrDG9RAbEssNaMlZTfnFYO0iIXB0hWLzfoRNaHuXEbo7V69zZC1jhSfw3QVfguc0qLZ2EcRja+5jZdObcIMjZFoHcS7Zgcp7fbs5Tox0E0zc+5p7wWGcp75GOZ5DAPnWg9QLNxJk95J3BI0lN9ARsLvYP5/SFqpaIICysqx1DIjG9zFb2Eru8N1klaZSvobg1BaI+81QiTn9Q410mZnGmZHCUtiObnvO1fiyxbh8FEekprtsbpasO8dM/TLOdJ7ZiA1PNSyJsWzNSrZm+yVeLiasFwFMT09zxx13UKlUEEJw66238oY3vGFd2j5TDEniIoYnLM0BY4cnzoIlrAVj+qSvs7WHKFe+jGPTgcKPjxB4e6jmX7aqZoU9juP0FolQMqHgnzwtSYiwSeaBz6GqJzD5UdrXvhGbKxNnd6LGRsjkZwZ6VYUwqCz0mNGtodT4GkLPdTc5pk6h+U2CzG5eOO7wlamEWpzeQ1fA9rxkMrOkgJMWHI0d5tcgmcRyiaspqDVmm/sjNPa+hczEBMn0NFubTY7X+vfbWji/n6pjE4QQKAFleahLENCJnHKb5PwZWuHkmts+1jI8XDWEncXIycBwMoAXjl28w5HTV9jkzKCU4gd/8Ae59NJLabfbvO997+P5z38+O3bsWJf2zwQb5ql8/OMf51vf+hblcpkPf/jDADQaDT760Y9y6tQpJicn+YVf+AUKhWHVrnlsVgmtRBIums35GLaoM7efC0AEAXbecQ1YrcnX7u8SBIBE48eHUUkV7Zx+9iqZQQ4gLylXNjmJsEnxsx/BmTvW3eYcf4zG696LKU7gZ1oIMVgvyliHxHgsNo04ySxK1/v2dXQVLzoB/g5es83l2YahkRh25iRlv5cgjKVDEAvMFCB4NoF9MlmriGwPbtqe42RTc7KZkBhwJGzJO9y4LXv6g9cR2SSk3Xn+iv6VjRDgu401k4S1licbCwQB6dOZCqAWGUrexWkBX6+VxOjoKKOjaRBENptl+/btzM7ODkkC4JZbbuG2227jjjvu6G779Kc/zfOe9zxuv/12Pv3pT/PpT3+aH/iBH7iAvdxYcARc6kScMg6hFXid6CbnLN9XqTW20cB6HlYIGlHAFt1vE1c2xE+O0FoFSRhGkfZo3wBqTpPolbnv73sIAsCpTZH95qdp3vJj0CkKZ60hNX2kJ7AW2rrUF2JrhYcVqk8DxOJgZOpEl0Kwu6hgGVdxzQjCAdsjKwgtZJbe/2OHUJ//K2g3seObMW/891AYfM8cKfieK4s8U405Wo/ZXnS5pOyed1OMALJhC+tmMMv4orTpN/GdDrGFcIB/J7ZwMrCU1t7khoBaA0m8733v6/771ltv5dZbbx2439TUFE8//TR79+496/6dDTYMSezfv5+pqamebffeey+/8Ru/AcArX/lKfuM3fmNIEkugBGe1clgOAhBRRISkLbOYAQOmwSFRI6tqz4ptxPogntNCW8XhYBfNpIA1HgUE3jKxU6o2NXC7bKbmolaziOcHSGkxVjNPEu2kTBCVoN17b7RTInHGUPHxnu2JM0riTKzqWuapaGmPBfT7JZ5+DPVnH0FWZ9K/n3wI8czj6Pf+FmQHJ90JIdg94rF75MKOmAIQrZCW3ITjtFBiYXSPtUejvWn5g5eBI9L/lpKsBIrud4ZP4gMf+MBp9wmCgA9/+MO8613vIpfLnU3XzhobhiQGoVqtdpdeo6Oj1GoDjLXAnXfeyZ133gmkD2BiYnUf+3rDcZwLdu5BWI/+tGJN/r4/wZEnscVsTzy48ScpbXn+qpzXjuOQ8GIi8ySP1DfRNAsvflvCZUWPgjuAiEYm4Wh/e25hdOHajIsVMwhijFXEpoC1WxnzMojxAX0beTv26N9hg1Pp394oYvubmfBW5/Qdt5bjU00acW+ET9Fz2DbZ20bjj38XPU8QHcgTh8l85XNk3/GT3W0b6d1Z2hdrx4jxgaMIEiCDVXsZG1+7nArAJVGNx2ZaPYEXY1mHq3eMD1wxbaR7sxzkOq70kiThwx/+MC9/+cu56aZVSrycQ2xoklgtli7ZpqdXCH08h5iYmLhg5x6E9ehPZuobjJ66D2kTiMew+RwIQaDGqIy8CmZmTt/IfF9mqlTYShOvx9EcWzhUbbFlgBFH7ruV4jMPoRoL59G5EZ59wVupnKxhEHjk2CRcMm6MNgqsBJq06HWU880vw7/+PTQbuNu3oW+5DbtnP1b6UIuBJffKaPxvfA7nmQPgOIQveBXJpdcCsAs4JBwi20k0E7BTRExP92Y4q7mZgfE/wTNP0lz0bDbSuzO4Lx6wZ9HfIf3rgdVhj2dJCoKpwGJsqr57zYhlZpl36Vzem23btq1LO+sly2Gt5Y/+6I/Yvn07b3rTm9alzbPFhiaJcrnM3Nwco6OjzM3NUSoNNfrPNzIzD6cEATAzm/4HUJSwae3mkAg1cOWhlwmlNMUJ6re+h9w3P4Ns1zB+jsM3/QCnClswHaYJkYRWsjsZYO6Zx4H74C//OxJN7ud+BLVzG8Jx0O4szfYEZkkiGkDuM3+A+/SDCJuuGNTRJwhvejPhjd9FVsE+lRClArIsaykpDJ5t203blznguQ8hBFeUFFc8hz7n9Uq4fuyxx7j77rvZtWsXv/zLvwzAO9/5Tq677rr1OcEZYEOTxA033MBdd93F7bffzl133cWNN954obv0nYdlMmzFGSr5OMslYUlJJH28pH92aka30bj13d2/K9rvEsQ8IgRt1SBv8gyMh/2Xv0U0auR/7Wdxr92/cFqg4FWpzY73HKeOH8Q5+niXIABk2MJ7+N8Ir39dV6PJO81t0K97O5w4suCTAMyWnZjXfM/KB64jNDCNT4REYMlgGCcaajGtI9Q6mZuuuuoq/vIv/3Jd2lovbBiS+NjHPsaBAweo1+v81E/9FG9/+9u5/fbb+ehHP8q//Mu/MDExwS/+4i9e6G5+x6G1+Ua8+kGkXhi8jXAIx/avcNTyKBPTtqpH3kEAWVeRSIWjo9NqRA2mGUEsEsqZp6kGl/b/HAaIchG5q9+8oByN40Uk0YJEiHPkUWTYH9El2g1Eu47Nj6zYxy72XIn+8V+Ff/rf0Gqk0U1v+PfLOq3XGxY4QaZbmwIgQmKATQNCW4c4M1ys2dSrwYYhiZ//+Z8fuP3Xf/3Xz29HhuhBNHolza2vIDv9LWTcxDg5wpEraW15yRm1J4GcSJ3Vxqamh5wr8ZTCAonj451GlM/BsjS7QqKZcKfxVR2B7tN2YnIron4K4SyzMhK91JNs24vxMsioty82k8dm+nN11KGH8R74IsIawue9En3ZCxZ+3LYb/a7/a8Vr6j2JxQmmsNJB++OrP24AAiRRnylPEKCYDxoe4uxxMZHEl7/8ZV70ohfhuv0m1kHYMCQxxNlBK01deWirkFgKZ6iLNAjNHbfQ3PZSVFjBeCWsWrso3zza0iVWLkVXDY4IWWEVIaImMmwykdvECVzi7utrKDsVJt1pjFVIEaOtRDmpL0UnDnzPD6P/4DcwU7PIUq+fwGhJHPVek952OXrrXsQzD3XNMsbLEF31YlC9n43/5f+D981/Qoap01o98zDR828hfNU7V39jOnAbz1A6/k+ouAIoEn+cys7vwXhFMt4sWa+KMYpGsBltMqdtL2ZwBT0NaATyrGQbh5jHekY3rRdOnuwvrwvwP//n/2Tz5s0Ui0U2bz69AOSQJJ4LcGOmKRIvcr6GjsNIso6qdNJFZ9cuwbAUUUcbyljb92EJo3GTpSYQi5Ax2dmHcQ4/jPPsIxSzJYr7Xsfs9j0kKMadWbb6JxACjHFBCUqlGaRKr98kDg1VxvzS79B86G7yI2XUWBkhBTqR1Gp5Km1LyV/UJyFo3v5z+F/7DM7RJ0A6RNe8jHjfi5dcUBv34a90CQJARgHuY/cS3fxmbHYNCgEmoXzsszjRfLW7GK99lPKRz8DzXoLvVbuOed+tUW3tIoxXDtvNYVCYvsAAT2pKpbS0axI5RK0Mw4oRZ46NWHToZ3/2Z5f97T/9p/8EwKc+9anTtjMkiQ0Bi+s0AUmcZFnrx1qTGeKkd+mYWIfjQciGCSBpnWD85Kdpjr+aKLebUFvAIBGdzDRLNmwiema2FreYoGSMGb2aaNflJFfdQO7zf8zIg5+huPl7yZYDZMdUpI1DM9pMvlzHcRYIUnoJ+VKVuh5HX/86atoyZj3qp05y59OSI82EWMfkXcnzN/lcOdaJ2nJcwpe9dcVATzV9DNmY699en0FOHUJfcs1CP3QTPzpCokrE7pa+KC+/9jgq6m/LiWaQdhopFp6xo2KKmeOnJQkHS4GEGg62QxSO0GzKN3Dc9L5JJwIBUfP8Sn88l7CWjOvzhVe+8pWcPHmSH/3RH2XXrl3d7T/xEz/B7/3e7zEyMrKqdoYkcYHhOU3KxSMoFYIVJNqnUt9BolefZZnYwbOYeBXKoecFVqMO/R9kdIqx+rdp+duwyusQhUVYS04HOEuqyKmMRroW5gdH18NsuZTwuteRufcfCA8cpPKCl5P1prFImuEWrPLwVaWvC8rRSJVgtIOsTWP/4f/jy/7zeGzieuhoSkWh4d7jAVtyinJmdbLopjyBzRYRS4jC5EqYkYWlfLH+NbLhQZRtpZnqzhiz5denORodpATZ/8wEBik00DsRSHWvLKebVIwTk0dTw0FKzbZyFX8RiQoBjhcTNYeriTPFRjQ3vec97+HRRx/ljjvuYP/+/bzjHe8gk0lNlGuRedl4a6TvKFjKxSO4TogUIKXFcwNGikcZLFk3GI4YHO/jboDZTc0qjmrJfSNv5NsTb8UNTjJWfwA3roBJkCbBNzG5ARXPpGsHJnPriVTsTCQRgR5nrn0llfblxKbYXZUs69uwlvw//T/w7AGO5raB6P0EWonlwelBaweLylmcksUpWmQmHdBtvkyy80rsonYsgmT75dhyap5zo+PkgsdQNo2WkiR4yRTl+pd7zhCUrkB7/RXujF8Gr9//sJaqcxkMm4jYmmn2EMQ8hAAEuOEJ5PEv4rcPrugfGqIXG7WexFVXXcXv/M7vMDo6yq/8yq9w9913r7mN4UriAsJzmziqf0ByVIijQhJ9esckQMkEqUPYLDJHiIStmQzNYOViNecSdSuZxsUoH1SeljvJI+MjvODUJ9ky9yXa3hYao7eA0x8Oqh0PpSyqL44JhEkwXp72pS8HwHvmG2QOfQUpYtxrdiDDAiiFdQok5UtBKkyi0NpBnTyInEt1m8yAOZKSgqkA/unZNgVXct2kR8YROEWQiybywkn5Rbeg/YafxJQmcJ59BKwl2XEF4Sve1t03FzyKHHAdjl5iWpIutS23UjzxLzjRHFZIEn+C6ra3MKpP4TkLfg9jJO1olLXO/HXoYLJhX/KX0ZaR6c/hh0eRNmYESeJNMDv+Rqxc3Xu4Eqy1hAZcuX45BRsJGzm6SUrJW97yFl7ykpfwp3/6p8RxvKaVxJAkLiTsaowFq0DsMqEaNByfxHSim5KYrJNfKkyxfFfs6SWYYgsn43S4m1CW4mlqJ1Rx+wbi0B3lcOlm9la+gG9aNJYhCJPJE1kPZed6JcbDFurgt2lf+gp0aSveM/dQePDTyLiFesV1yNEMkIBOQIdQ0QTF51GPJ6HgIxyD0GnU02TrBDP5rd2mHSXIeIrIwkxomQk11Sjgdbt93CWlJ4WYt4JZkJLwFW9b1ndhxeBQQzuApKLS5cwULsVtHcEqjyST+i5m62VKucM4KsRaQRCN0jyD0qRGOyShi+PHXaIwWiBPPkMmeBbRyUKRGLxoisn256mMvIooPnPv1vG24WArre7nSBj3LFcXL+4iQ0uxkUliHhMTE/zSL/3Smo8bksQFRJTk0TqDdHpj8RPtk+i1hZkq7VDWaWDjamEtHApgJhYkFjIS9mQt5QFvRU0LDkWqW0NhVlvGlWG3t3wZy6VZ0fMIZYHYGaU6esvg47wMSImxPqEu4slWOnjFEWK6Qv2yN2P9NGoo+/RXkHELMVpElAYkqEVt6sEYxk2dsskl+zGjm1Gzx3n9wb+m4ZWZym8jcjJkXNU3cFUiy+OVhBeM9g/0QpAabE9TybOZfR6Z8BmUXVgJWCBytw4+QCriwiW998S6VJoDkgRJ801OJIK6kQhgs2Mor0DgYSNLErq4mQhjJHHbZ6RxuEsQi6GiGiPFo0xXsmnk2BrRjA2PNujWj4g1HGmDKyxXFjf+wLparFfRofXE3//933PzzTeftTjikCQuKARztR2MFI90zE6p43qutpPz4UB8NoAjoVjQQNLwSBOuK1qW1n45EsueIjsGwayWbNKG3DKmcQfTn8hlDZ6TZ3rLO5aV/Fi8pElsvuvEFzrEyfQ69MW8jIfvI9z+11lgkFIvDH+OR+vlbyN31//Cr0zxzoc/ztHNz+fk89/Ew2ozzQGq63Ntg9FdJY7Fl7KqUs/aKVMr3Eih9W2kaWGFS+RupV540ekPPg2shSciRc10nApAIxJsdzSb3eWIQqBjFx0vDPrLrXYQEkfF5LOnqDfXLob3dIueAkPzmHmOJXtvxOimP//zP+cv/uIv2LdvH7fccgs33XQTvr/2HKchSVxgJDrHdOVyHBUwTxLnK8JkOhZ9s/3QCg4HlssWjcXaQjRgvNEIZo0kpwaPlBPEHEcSd4nCkhGWvDe64iUKY+j1yQqwFjEg70Nnyji149jpOWyzjcj3hnEmIkcie5Pn4n0vpnHptTj3/StIh8Kl11FwfZ4+HNBMDMRxOj33vXRmnnWwMVix4Oe2BkzY6dsqEGSuIPD3okwDIzJYuT61IupG0FhEEJA+l1NasclZfZW8RvFavOgoyixSsZUSRtJZqBRnlnOzXB32jRJ4t17YiNFNvu/zoQ99iLvuuou/+qu/4hOf+AQ33XQTt9xyC/v3r15WZ0gSGwKCRJ//GPXlJsGR7S2pIwGFGOB6TQf95eAJyw4bMIeD9DL4zRNsn/sCjq5hhSLM7KYx8uI+Z4gMm2ipuuVTsRZ0ghwg19F63ltQXzuF05xBP3UEefkuZDadLSVkqcurGDSQq0yeaN/Le7bt8yLMf/xd5BNPgTHoHTtQ7/9F9uzdjm6BiWA+YtUEYPXKA4NSIYXiHFJqojBLszmKVqux7VuEC9IDLOgAMIPPVTP9RA+Q2NTwuNoPPPEmqZVeTLl9b6rT5SgoTyAmt2KMpBX0R12tBtuzMBX2G0HPpGS3kAapDDpWbLRQ3Y3okxBCsGnTJt72trfxtre9jUceeYS77rqL3/u93yOfz/PKV76St7/97adtZ0gS38HISGgtYQqJZZPXO/ALASVlCPRCeVCArLCMncZ5rQRMkDBRVNhnP4Mbz3Z/c+I5wNAYfVlvH4xBtKpoLwtSIpKUIAZ9hrq8jdor3k3xkc8gmk3CqQmcXZswwqHNHrTxIU7AcVIdcWtBG4oZn9klbU3/4m/h3X3vQv9OnqLwn38L8Q9/CAhsxx++Gnheg/LIVDepz/db+JkWszPbmb+HxqYrN3cJ0ap8ShDd5G8XdMti4/47UJAWie0jCkcsV3x1eQT5K4kKe9g0cggh22lGupFo7ZHPztIKLFFcYC0D9IQv2ZY1nAzS1WhagQ72l1bfhsWQKTVRrkYIizWCqOURB2cfdbVeWC+p8HOJffv2sW/fPn7kR36Ee+65h7vuumtVxw1J4jsYe7OWh5rzRCFQWMZcGBvwVuxy02Gobi0IQ94J2V+egqRAqz122nOJmftRce+wLDD47UM0Rl7at5oQ1uIMUGFdikxykKJ5EOfKDJYMrqhTNfuInK2dc4Bth6DilCiMhlgjl6iwhiemaRx4qq/91uOHqH3jIco3Pu+0fVmMYnGuJ+tbCHDdNplMgyAoMqUlLaGZyLdoJ4rZuSaTFqRjkW7v7ZAKyEIS98fClaUlLy11Q/c3iWVc6VWbmhbDWI9E3UyjdhDfreP7NTw3wHMDMl6Ndlim2ti5pjavLkn25C1TgSXvwIS3tsimhFO4/gI7C2Xx8hE6djB6YwxhzgZcSdhl8lw8z+NlL3sZL3vZywb+vhQb4w4PsTZoDScPQ64II2euEppVqZP6eAgtY9nkQtkZHAorBFyabTE+9ixKLQx+WrexRtIOR1Y+WTgzcP4pbExq+Dr9vFeqBOUlmFilon1WU4wewukE+grAsQ1K0beYcV6P57XQxiVJsqAN6OW9pUmtgWkPqGXRDommK6ft26C+9m2T4PtNZlolCsU6l+aaeMpiLbSSBkdnR9nkiqX5fXQvrtcKmG4WcIWnORpLmkYgBEwqw5hzNkZ/SRCNkM9N4yx61lIasn6VZnt8TYoAADkl2J0/s4HUDJA0l9LiZiPCxsYYwjaiT+IjH/nIurSzMe7wEKuGuO/LyM//FcydAi+D3XEp5l2/CP7qfRrCBOTsUxiRoS12s2OVEhSFwnQPQQAoZcjmqqclCTv6PMypbyJt7wdvVHH5KKeFo8mWmigvje03BkzskMzUULbet7eydSZLB3ByLsYI4jjLbGXHihnKuct2ktm+meajB3u2Zy7ZxujLrz9N//phjAJ6icJaiOMMDaG5rEMQkA70eTdhc7mKaY4MzFkR6W0YCClg5wqhyGcGg5IDsuClIZupUG+ujSSe69iIJLFedcEvAkvaxYW2hkOB4EiY5h6sK+oV5Gf+DHHiMCIMEPUK8pFvIf/Xx1fdRCm6h83BpykG91Nuf53Nwd/gmsGSwkshl5H/WG57D/LbCXKXYRaFWiaqRG3kpcDKIiRuJuxJ/pISlJegSn5/3QhASIGaF6+TFt9vUS4dX7F7Qin2/OqPkdm1kLvgbZ1k50++HafQPyD6fpPy6EnKoyfx/f6UxVazhDG9n1cS+7RaJcbyrS5B9LSpNDax2CWLEGtTp/n5ddYK7ABNsDSG4Myl4s8EEr9PIcRoQdxenwix9YAUq/tvoyBJEn7zN39zVfsOVxLriEfn2hxsK2Kbvg0nY8vejB6YnHYmEP/2OUSlvyC8OHxwVSnTKpkjFz+1KGnKIkzIaPRlpvzvOe3xYZTH95t9u8WrHDRqY6+hnb+KbPMRjMrTLL6QiirREg6m4xMp2YjcklgYx4/7Z9YChOeRyDKeWfB1aLdIOHY1yDLSxGREDSEMSsWQ8zoeRktjgOlp4tYXU77hGo5/6h8x7Yit73wDXs7B/vNf42caONe9gHZuP/lSg2yujpTpyOV5Ae1WSKO+4Jtpt0cwVpHPVRHSkCQe9doEIHG0XOFxCZIGqGwq/YEFE6fRVGcOi5dpkc3UsFbSbIyi9ekGWEEYFVEq7BncEu3TClcf6WQ6o/vZzLQdJgijNsrRCGmxWhC1vQ3jj4CLT2rEWsuBAwdWte/GucsXOUIDz7SiLkEABFbwdKh4wRk6EfuglykkNC9od5qTlJIHBmbVShOiaKApDjhqAc3WGL7fwHPbSJna0uPEp1YfIA9hDSB6+yQEcWYHcSYV6GvgUBMetrOPBubwcWwbb/Hawi53XYI57+WMRF9F2TraGyGafD44adSLthm09cmJKarmEvAWXvfAJpB1od17T92RIrt+8h3p8f/0t+h/+CR2tkoiBc7mzzLyk9+Fe9MtXYKAzmol06TZKOHYOTKcJGaUINhGGPTfUxFliJIWvrtAhtaCjbz0ntlUE2o9YKSkPDpFzqt2V3y+36RW3UQYrlzrotbcirUS30uJVmufamMbqzFAJMbytRMBM4HBWkHRE9y82SPvrTXmCgSSoJZPQ2ClQScbMAR2Y3UHgJ/5mZ9Z9rflnNqDMCSJdcJMIggGZA5FNtU88tbhJbIvfT32nrsQ9V5hOLtlx6pi8FZ6LeyqXgXB7NwufL9Oxm8SRRnawQiLP1gZVynPfhGVVEBIIn8rtbFXDWytKZwuQcxDC0nNekwsUkKKWj7KS3oGZmsgDlyMyjCbfS3CRvjlGGeJw9bg0tSTJDbbP644CgZkfwDYWhXzD/8bZqudhizJ8RrtLz+B/9JXsLQxpTSjzgO48QkkGosk5iCz3IxdIvGNlQTVMqJUR0gNCFxZpN1YX/OJBchJsm6txyToOJpCcZYwzPddRy8E9dYW6q0tazqvkJqvnmzzbH2+bUszsdx1LOK7LsmcsWaTNRJtNqaF3NmAMbCNRoMf/MEfZNOmTX2/JUnCBz7wgVW1MySJdYInBgafpIlo6zXLGNuEufV7kHf/A8ycBD+D3XoJ5p0/varDG87zyehjSwr7gJEZjFit41sQhiXCcEBSmDWMTv8jbrxgElNJFWE1TP5A3+7LaTsZIRBBEzVzFF2aQBfGCBsZvGyYmhusIAld4mDBzGWFhxjgaAVBZPKDneOCdAo4IP3XfO0umO037YWPH4Y4Aq/XxGaNxdUnkR1TmcDgMUeRh6lxbV87Wrs05saYf2MmJiaB/vP1nsSSO3I3/vS3kTpC+2XMvptwx3yw0I5GaIUTdPMwlEvBq6Bkf7a0VAlCmDXJja8OFpFtMdPqf7bVyHCipdmaf+4NOxtxJbFnzx48z+N5z+sP347XUN74onhaP/3TP00mk0FKiVJq1Qx4PjHuWIqupBYvNuekSqnrRhKAfeUb0Te9CvHkw9jSKOy87PTyrR0kzhhNfSU5/QTSaiwCIz1mvNeuS9/89kGcvlwIcMOTqSLrErjWEC8dvK2l9NS9FL/yF8j6LDZbJNl2Bc1bf4w48FOSWCJDsXDoIJoGHUpwTP9qy7C8PkS+MJBAbL2JbdbB9bu3PTUVBUjTH/bq0h991YvVvxy5I3eTf/YLyE7tDad9Ch48iXzlrQjPw3VaODKi1t7eaVoQmhzGil4lXdJZ+SDH9NlCeTERhsT0k4+xEKx7NMfGwHpFN3384x/nW9/6FuVymQ9/+MNn1dZb3/rWZbWaHMfh/e9//6rauShIAuD9738/pdKGKcbZByHgRZvy3HuiStuINLNUWfZm1js0EcjksNfceEaH1v3radjn4SdH0SJH7Kxdbno5yKQ50OchbIw1/Y7iUUJi29F2Emk2dLY1x6Yv/r+oKDXKi3YN9+C3yNzzGYKbv7dDEIMRNT2kCpGLIod0IknaLvg6Xe51pnwCsOHysyl548swn/lfcPxIz3Z3xyjxXJvYKeN5qTc5ijK4jemlRiVgsBz4mSIz/WCXILpo1rEHH0dcdQ1Ct8kmj6PEUUI7STPZQzsuE/s5fLUQgWWsWIWp6cwglaWchYIP4RLOzDuCbWeix3ERYL1WErfccgu33XYbd9xxx1m3dfXVVy/7mxCiR7/pS1/60rLJdc/NJ3aBkPcU1+QMxnZyn9bhxakmcCJOJaC3ueaMNG+WwgqPwN1z9g3NwxhE0CDM7kHXvokyvSGhWhWRTgGWVFxQwBbbpokisooMmol//R9dgpiHsAbn2OOn70biEFTBy8cgLFZLoqaXOr6DONWp9h2wlnK2QCVe3jssPA/17v+I+Z//N0wfQzgCb8cEuR97O5XMS6Chemp1OOzFYxq1KPFL49BmSXaytSgaWFyMWJushFgmGdA2GtigAe06EktGtPGZxmeG6fAlnBR7GcsexpPtlCDaWVr1M9NiGgyLdNLJQRI6eFnBTZdo/u0pRT1MP4Ksa7lixMVfz2X1BsJ6rST279/P1NTUurS1FvyP//E/Ln6S+O3f/m0AXvva13Lrrbde4N6sjPWaVTwTCI7HEt2Z8c0lgu2eYYd/Hpbs1qJsjWLyEIpW6gBWVxKp3hoI/v3/jPfIvyHbTUwmT/jCy/GL2a6aaKJK1EdeSnmZj0gABRbqYJzNrbOA1g7tmjO4HW2glQ60Tl4tdCDrLug6RRo6JkO5Zy/yN/9vbHUOHAedK1Bf5joSRqhxDXmeQhJicWmzgzYLBeg9fZKSvh9lW6ljW4xQcV+MFatzWGu/jNNe4reQErbtgLDFYlObEODZWfxkirgxyly4FWEsUsfrun4Q0uAV43T1JsBqSGKHHeWEt75Qc+C4IEwEl+YzZJeTI38OYC0k8b73va/771tvvXVDjGcrRTtdFCTxX/7Lf2FsbIxqtcpv/dZvsW3btp6l0p133smdd94JwAc+8IF1yzRcKxzHWbdzR9owc7SOXvThJwimjcM1Y6VVacUoZRmbyCDwEQONIYMh2o8j2w8hkjmEMqnekdH4uoouvQqbTYvfmMe/if3mP0DQ6BxXw36tRfL6fweTMg32n7iBspNd9b0xN78Re+wxiBZJVguFd/kLVzy+nhiaOpWmVgLyEopuauoxlVmSo8+itu1EjaYyJo7jMD4+TlW30YtNZK4iJzyyatHAvcx5DRFanMISARJpt4F9PhYLSLJC0A0HMBHO1OcQtto9XtkTbJL3ocffiFKK/FiRyMZYQCHJCR+1uIjFdd+P/fofIZqdmaZUsGkzYvMWqPc7vaVIGM0F2OzapFvW8h4HTGEWk5MDwnHx2IRDgxt2KBQlxJrlBs+sPxcKa9Fu2og+1ZUizi4KkhgbS5OUyuUyN954I08++WQPSSxl4+np00SJnCNMTEys27nnYkFb939YrcRw+NQMxRW/OUuuWCeTjUElJFqSRB7NWonTzdUdO8sYX0cSdWxmC/4CYQP03L3MNlPfUP4rn8HrEMSpF30v9StegvayqCQikxklaxOoNIHm6u/N6G4yV78S78lvIBuzmI7junX1rbDM8Vo6RJlC1zFtLFRiQ7NeQ/7xR7Hf/iZUZmBkHPG86xE//DNMTk4yU5+DrIsQglaQMFePmRzxsSKgOVdbtotKtCk4h/C8FlI5xO4WrPLQRARBm6DRXyEvlzxJSVf7tptgiulTJ8iPj9AyYfdjNRgqcYStLzbsZxHP+wlyR76ECiuEE1ejtm0mk1Tx7Km+J2u1oVKXxM3Vv5PKiSmPGIIwJGhlMXqFyYWwZEaivmJMxmpqjQo6dJjPfjkbrOd3tRTbtq29kNIgbMTopvXChieJIAiw1pLNZgmCgAcffJC3vvWtF7pb5xwZZXGwJEs+fVeAf5oX0ssE+Jl2lw+UMshMgE4cgtaAEp+LUODJHrs6kJKEUpAYpF1wnIpOct/s81/HzA3fjfU6JUKB2BqcpIU7sGqFRTkJjh+hE4ck7CSRdRDc/H2EL/wu5OwxTGkCmx/pzlUHXXrSKXfaAykxd30O8ZV/gaTT57lp7Ff+BXbugXe8CzolJ/+/zx3i4aerNNoJ5YLLi68e5w1XD559K9FizP82jgxS604CSrcIMpeC8lBewuDK5Uuf5MK9EFhCm/TP5pQAT0K0cA+tm6e55/UL+0QQ1WG8NQ0jI4hODQ5rLQRthGnCyo+8i0yuiZ9rY6XFz4LrRQStHGH7DHSanptBTMtiI2o3rRc2PElUq1U+9KEPAaC15mUvexnXXnvthe3U6WA12bkH8JuH0CpHc/IlGHdtkVlZCQVlqWhYGHAsRdlfWnQpvEzQpyQqBLheeFqSEMvWyO7McBc5W+3+fbgvHKe+7Q1dgpiHEZKm9Bjp05Ow5Ep1nI5YX6oFpGhWSj0hmdbPobfuxSCoO1l0Z0WjjKaYtJGLRiG7zPAr7v3SAkHMI4mx9301JYnY8I/fPMmXvz1N0kmEDGZDPn/PSXaXPPbv7M+WLrqHUoJYBGkj3PgEkdqFEHZgwkygdpPXT+DQ6yzXooAVbsdEtaT/QmBXcPQKYnLOMaRsY6YCVHwSWyoDAoI2ZraC2ba6/BchNNnMLK5tgpEkFJDKxc+2CdtZBtKzFWnhpSU6VFaDjtY7/2JjY7388R/72Mc4cOAA9Xqdn/qpn+Ltb387r371q9en8RWwkjlvw5PE5s2b+eAHP3iezmbx/QZKxQRB8YwKv2MNo8/8JV7r2W7Smt84SGXHW0hyO9bU1FVZw9OBoNHJMi0qw55z4LQW0iAzgIWwNYnPVP+QYA0JOWoqTczJy0MU9meRYgfWDo7ScbwQV7eI44WZqOuHuIu0mIQAx9VkCk3a9d5B2QI1N0spO8uIPwdYAp3jVH0L5UVV6pSOSdQSjXNrB4bjpr919ksMDz1V7RLEPNqh5l8fnh1IElIMjjCaD001RoKFQnEa308JIY4y1GoTNJx9FJJHUTSxSBJRouqkda4losf/BGmC3uJVxGL4coaS92SXsMyll8HUUThyuLtP4m8h8ZcPcZbESBGT2CwjhWfJiGpXbVYSEJsyVuZQToJOBn8LYd3DL0UIlVK1MYK46bD+4bUWodIVmu2ZOG0MrNdK4ud//ufXpZ3FOHLkCIVCgZGREYIg4G//9m+RUvLmN7+5m0exUk7GhieJ8wUpI8ZGj+G4qaCZLszSapWpNybX1E6m9ghe60iXIHSmTLTnpWSyGrwT0G7QjHevSgZDibQwUH/xx5URtTM4btRjgbEWorA/sUZlDDJru/sm3iWE1VO4dhZFkiqQWkVoN9Fwr0HLImDIyuPduscZ6rRZWnjIMJqZYcydoh0UgREAXD8aGBqsnP5r1EIynj/BeOYUSqaDZd5t4ssWlentqM49duIAoxyMclIfijVIrREvvBkeeyjNkJ6H4yKuu3mhl8skd80L04m4hdM8ic6OYfwyxg6ORDLSRSeCoJ6lPHKSbLaOEOm9a5hR1IhEqU2EdgRdaxGHLpHc0iW2nMhQS5qIzpTUWguJWaZItKXoPt2zopGuwmzajq7HoDXaG6G66bZl4rANo/7juKqORKPxUI7qGXYlBtc2iMl1ZM+XgRWEVR8hTSe6aXCi49kgsQFeOe6ujo0WxA0FG0iiYyMWHZrH7//+7/MLv/ALjIyM8Gd/9mccP34c13X57//9v/Pe9773tMcPSaKDkfJJPG8hjl8pTS5Xod0ukejVSyP79YNdk41xs7SveQs2txCTLpRPuXGASvw8ztVsKAozqHZMNpdgiTFaEkdev21ZWGTG9pCJcCSN0o1QncPnFLEYIxSbe9bTirBnRr2DBwkp0qIEOEgSim6NcecIAsj7M8A9+N6mZWUg7AARPwOUvEqXIOaRddq0/BY6TE0pAvCCBkY6GMdF6BilE7jlu7DPHsQ++A2ozkJ5LHVcv/qN3bYu25zj4MleE5CrBDfuHSH/5Gfxpx5ABRWMVyAe2UP96u/GlTUcufCuaHyayS6CegmweF573tfPbLgbrGDEO4aSqRPajAtk4BJV553UIIXC1mNsRqU8F5lU9GsAlGijRL8srHQV1Uu+i1CPY+XyYbVl7ykyzkyXP6SMl9H+0phYYVcxGK9mnzODJaSKXDRSKWmhoIlrG4ckNrJP4tSpU2zbtg1rLffeey8f/vCH8TxvRQHAxRiSBAAWx+k3IyhlyOUqg1VOl0Hij3fdltHOG3oIAsAqH50dx49PELJ1YBtnD0G7USKXGaVamcJo1bX3RwaebKV1LxwluDQDE0u5QwkiNUFsBq+iNF5nJdSRhxAxV9h/ZY4dtP1tlPwGBTGzEPEhAAJK+ZPM1PbgenFPVrQxEAf9g5ovIpToX2EoaXBVmzk1StKR9XBtQkGHqGghGkgqg/MTP0Iy+w70sVOweTuiVO5p63tu2syJSshTJ1u0Qk0pp3j+rhIvHT1B9uGvIjtyIiqqI6e+jc6MMXv5Kym6h5AiwliPerwHbVPCcpwQ2dFKSmyGxGQY8Y50CQJACovvt6k7EdOmTCIkM7UIIbKMtgOUTfD0FFY4xHKibzVgrQLZTyDGCrTIrUgQAJ6q9zZpzUAVYWskjdr8/bI4foyTSa9DRw5x2+Vcm32ka7ADVtJCWhB2BYXg84sNvJDAdV3a7TZHjhxhfHycUqmE1nrV+k1DkuhgOR0bs0YBtNbY9WSqD+NGM5jMMtLbUuExew5JIoVA9diSEwv31aA5L22hoX5ccc1mw+bCIkewtX2OVykScv4phDC0wkkCM0lOHulRFy2KGqNFlfoCBphxHBWS8WooEaYkYyXWCsJWjijod7Bao1JTx5JSoNpITsZbCRcVg06sxCAp6zZpCHAVzw9QymBKgmT7ZuqV/uABR0ne+4bdHJttc3Q25LItOcYKHrkH/6xLEAv30+JWDtK030Ul2t/XFkCSuBjjIGWMNg4WgVhSoQ5SeXGRDYna6SdoLCAdKlZwZfBZHNvAIkhEiYr7ErRaIDfXaSM6ZrXeDipi03uNwjGoTMf0GQlsNMgBbdL/FuloGUun2mC6zctHuJkFk49yI6SjCeurr4h4RtjAg+9ibOSVxEtf+lJ+8zd/kyAIuO222wB4+umnB6rDDsKQJAAQRHEWx+m1lyeJQ7O5NvkCq3zmdr2d4skvQLs1cIYmdEzAGSQHWYtj55A2IpITnao0q8fhAJpLxpXICJ6eEwskYQ1q9hixvKS7j+9WKOeO4Kh0tZXzZmi0N1FPLicjTyKwRLZMXV/GeHwUz20zCNYK8oUKjmu7lcasAa0gZFCYpaDdKOOUplHKzN8CGq0SEW7vfRWCREEhdxSTZPEzwaJKdhbXC8kVqrQaI+nGuIbUTYxKo722jWXZOpbFcrbRm5JWs0ShMIenWihiBtVfsBZaut/hnwiFRuB2QmM9W2Ek/joz6nXdfXy3hvAyELfTZRiAkFjVOylR2ZQg5gd26Vq0A4nO4areZ6TDhFiWkSrBcTwarRyNYH4FbVFe0hMxJwQoTyOkxq7kszhLmEh2gsV6VxPWiA2zigCWD5LYAHjXu97FAw88gFKKa665Bkgj5374h394VccPSaKDanUTQhg8N+gUWHGo1SfPSErZeGWqO78XsOSSGsJdmM0L3UK2pokGyEevBGkDRpMv41BFoNEmT0Puo61Wr8HUTGDQ1CwOI0S9kpLQzLO4j3yZ4EU/3xmELaXssS5BACiVUMidJNEe8thhiCKMugRKlzI7s4NCcZqcd6rPVGRxcJy0GFE3ukmB77doLCOW2m6XiWOfQnEOgSUI8lSCMazbP/AaJI4b4WTjPqmLNIoqRiUVRup348w2mDCGRJWZK95C1Z8kkgoseDJB7bwJb+7JntWERRCNXnb6+9wcI4oy5AtVPGqESQ7l9k5A4sSlEpb7HocVKi3xuoiplG0gTRMjU0KLdJ480wgv15VTEEJgksXmH4v0bO/ALkF6lkp1L1JEOKqJEobEeDTjrdTtbjCGydFRGsFM9zipTGreWQIpU3OQDs9luKvAp0wrmU0XOjYNsY0bGyvEVqymhO8FwuzsLJdddhmFwkKRqc2bNxNFgyP1lmJIEl1IKpVtCGEQwnQiOs52piJoVUv4uRquaiNMjGlHVMwL1tx2Wd+LxyyJP0FS3AnCIWMS4kaTxKwuW6rkwFTcn+iVrR2heN9/725NMguRSkqGqAF1GkS7gvvUI135jALH8JuHmN36Vuq1TTTFKCOlwzgqdbBKWSDUguwAh+vpPrAkyVCZWzDNuRik0Zglqb6uiMioNgnLm0BGal/E0+kAqACVBJQb/8rJzDtxlGYyU8eRGgq7iZo34Rx+GNWexfhFkolLqF3zJlR7ucS4BcRxjspcZ3UkwJbAd1sIDEniUK+NplF0S47zTJ3sonKs3QYWMUwQjRH7p/DcVjcBTxtJO1x4bkLRlysDqZIHjmQmeB6ubKBESFttxvjZNGHSGOaSBCsEokNARsvOrH1JHRINJj73g7UjMkRVF+HYDkmsfwTV2UKJ1ddnON/44Ac/yLvf/e4ekpidneWP/uiP+K//9b+e9vghSSyBteutsy8IW2VCyqffdTlYjWNrJP4Y8ehVsEhXKO80qFUyKyz5LXOB5rG5hIwjyLt+j8kpG1W55sSdPZ+czi04S61VaT2Cpc0efbpHX0kAbnicXO0BWiPXY6zLbPVShEjt8ePjW2i1nsHPHO+pMAepHX8tkFh8mxBYge2MhErEjPsnkcKgCEis2zNKWgu6rckOkMZwkzl8PctYUeIv8n8k176G8KpX4NWfQRUzOPkcE+Yoke/TqnSS1npgyHkzeG6DKMnRCieBNG+iVS11or8WUBQRdemniYKAspot4bf7ikIloogRi81xgpnGXkrZo7iqjUHSDsdpRwtZ4l1f9NIemoVBNjZFQlnG+jkW2ebScIRMBtVud8+XBA5udsEnYS3oVUY+LYWUCeXySRwnTldnUYZadRMrD/wCm2wsYliMjWxuOnbsGLt27erZtmvXLo4ePbqq44ckcVGgM1ss7OohCADhOGTybdr13nrFSoU46tuUx5r4CQSOz+ceK1NwY67YlMNKiSNgX+3bTHQqyVmhSPKbqV/1fd12jHVJdA5HLdEyivuXqgJwg+O9G62g5D+FEzxCSSWYpgO5LFKlfokk8ToDRC+cZx7Af/iLiCRGj2+nfeP3grdgwy/qEN8ktKVLxq+xKXOUvJOKdys01jbR2sXIlEDjyCeqt5epd2HwpMaR/b9J38XJTXZzQpTUZLwWScYlChZWcALNePEJXKeFEJD15sj5s8zUL8fawZ9ZziZkdEJLuBQLeXS9jlE7ic1JlG10E+4q3ov7jrXWodq6ZECrC/fdxAIhbW9xpBhYXJPD8waHv6reSUfU8tFa4voJCIsOHeLgNORuLX77aTLNx3AKCrF1N1Z5KGV68mJSX6ClWllbmdSNhI1sbiqVSpw4cYItWxbu74kTJygWV65pP48hSVwMEKmstFiqpNaB7BvcDGOjx5AyIu9D3oeRbDp4/eMjIzw70+bNl3UGuOJLmdv6PPxTD5NkRojHr+yzU8w19lDOP4vXGYSFsgjHA5oshXZ7V0yjmUdQTkRV7sFKB9dUcWo1EmcTceIRtIssnkFaY/Duv5Pcg/+I7NSVcE88gTr1LI23/DKL1eQ8q/G0ZkQeJavqLHYQq6iKnDlC1buRwG5JV4dOiUSVcHWlp4+xUyZ0RxD0rzKE6LfFCwG+H/SQRCF7As9t9ezjOW3KucNUmsv7jSRQsDHjvsN0HRI1ybS8DcdWsahO8uJaYFF+gnI0SeigtWA+ItYkAr20rOgKEtFLoUMXHa5y1Wct5VP/iN86hCRJX5XKM3DFtVDoXYUJQSe3xJyTannnA3KNCa/nE6961av48Ic/zL/7d/+OzZs3c+LECT71qU+tWu7jrEhienp6w0v4PldQVTdSTo7AkhB4a1P9/sXIZWt9eR9KwiWjIUJYmrEl1LZbAMb4Jdo7+mer3XOgOgNdOqBkMnVKWyrI9oMQh2m8pLUY4ZCoBZOKI1pY5TCrrulqPoViAldWiesSuyR72dz1ecw//x3+RBuZ6yVEZ+4I7pP3El9xM0tRqe/C1/cg/Y4cRBJCdQpNhlBPdk1SCEktfxOl5tdwdBUQJKpENX8zOlHEWuEvzfy2dqCe1VK9KM8d7Hn3/cYgLl0ZQpCIkTUeBAhDbrSBUml/vawgiTyC2jLaS4CIIqzr9q0chD67Qc9rP7NAEPMIW/DMo4hr+p+hEBYh9EVLEht5JXH77bfjOA5//ud/zszMDOPj47z61a/mTW9606qOP2OSiOOYn/7pn+ZTn/rUmTYxxBpghUe1tYuCV0V1nloqjucQtnodtUrFDArbdqRFibTmtnNG5t30oCAoEasXUdru4z39FYRNBwJpE0rTdyOA9sgLUDKgqS7prcAmBDFFpNfqKXttnnoU81d/CvUqctNC8qLYtR331lcginl84dFWU9Tqk/QMekJRa26iWH8E1al+Z3AJxM6+6m+Rv5MZb5KJ7FNYAgJnG0lzE+3EUKnHbCqECCfNsLfaYmKLzfcOscYIgmZvsED/am7+jq09oFY4aQTP4kOFCzLTWdkYi253xPUWIVduopRepItlcf2QxFckAyRZAIS1iDDE+n7XD+UpRdIeHMbsOCGl8imUirFGEoR5GvVx+oIhmo/1EsQ8omBgWLjRCmMuXsOGFAOudYNASslb3vIW3vKWt5zR8Ss+lQMHDiz7W5Js3JvyXIU1Do25UfxcG6k0SewQDVDobLVL5HKVbm7BPKqBIjGSLSWFmk8R1RqSCPy1JUWZyJBM1/BM73sgTUi2+m3aIy8g0iXkoBAbodAqC4sGEfPZv4F6au4xsUFlgHwO7/bbkKMj3f3ydg5rRZ+mVlteRswEefsEwhqacg+x7M8YV6LFRPERJFHqQ+EZkmwT2djFJfrf8GbbJG7nfHFARdxAIPL4ftCNegvaOZKkd9AN9QhOJ2dkHhbQIpv+qxscJBC6jV97Eu3kiQt7ugOmyID0O9Y+AzYB3UxJQ+UtObeCK9MIKZOTNOtlwnYBMBSzJ8H1BxaPcTPxsiQBIOMYG3ekOaxldHycQdUbhNCMjh3HcRYieVRnxdqo91oUEneZQA2ZxrFauxAGnSQO9QFEczFhefXkC4MDBw50a+489NBDy+43nzexElYkid/8zd9kZGQEOVDXZYgFpFEtyhylkBE0w81nlF+xGlgr+2axS6G1T7tdJp+vI0Qq0ldpK75ycIQrRx1evC0DRqP+5hPIJx/CxiGUxtBv/H7sZad/aUqzXyRTfxQZDrajyI48uMVJTVFLb8W8eN1iLHKEt442KFxaxr/1+h6CgHl/QHMRSVg8v41yEsIgR1XfsGLfR3IHe+plCCwlOcNlcg5fd3wg8UKRnKJ9grnGizFzVXL6aWQSodzt4F3V47upNzaTGa+jbLs7U7bKJYzLOPO1niz4h79O9sQ3cOJqap7zx6nseiuxKaEyIObJWwHSIjuJ0Bmnhq+qLPysKZZmSSKXkfyzOE6bNv0qw0KQylecBgLAGKRMkPJZCvkWrfZIz+w+l6/0EASkvJLxm30k0Sq9kGzjMZyk0rvz+GZ04tBojuK46Wqk2Ry9qFcRQI/ywEbAJz7xia6y6x/+4R8O3EcIwX/7b//ttG2t+GQmJib42Z/9Wa688sq+36Io4gd/8AdX09+LGtbCVASnknRA2OQaNvWY0g3jxSfwnCYCKOUg61WYqV+GsasXBlxv1Oqb8PxLCMNnMNqh3Srz8q2yO9NUf/vnyHu+gDAmHSCqs4hPfRz93vdjistrVWXbj5KtPIgwy8+c5rOYAXSgEFnTE0Fjdb8EtnjhTdhvfwt0QjTTphYmjL9lGRNJ54OUUlMancZxUvNaNtcgDLI06wtZ8n70NLnoCQSGWI3jFPsnPI4wZD0DAywsgph88CCF8GE6waH4+gReMkUlf8vCNVnFbHUX5dI00kmwVhBFWdpMdMXpRFgnd+LrqDit5idtghecpHz0Hwi2/IcFguhep0C4aW6Ap1p9+kBKGkqlaTzR7IzymqWftLUQtdIXNl+7j0zrCaSJ0CpPrfxiksxCxEs2W6VYmMZRCaUS5HJVarVJgjD1Myk12HogBpjarPSZ2/QmSrN3o5Ja6vMY3UI8ejWN2TH0GkQzLwZstBDYxdLfd9xxx1m1tSJJXHbZZTz11FMDSUJK+R3htH6yLZiKBZ2hlGoiqWvLZdl0dlbInMRVTap2D4EZwyJwRYti7gTV5gohiucFeer1hfDSHhWLJx9EmCUD9dwp8l/4A7xXv5hK7mVop99kUGh8a4Eg5qVOFyFRBRpjixyTscGS4OYzxEkC2kCQDjZOfIpC+BDCJoQ3baP20E3w8APQapDEksrXjjJxw7WoJUVttE4HvUJpDtddZPpQhky2RdgxB+WDh8iH3+5IY4CvpzD6iv6VDRBZj0HDliZLNj7YJQhIVx9ecgInmSVxFhLYkjjLzMxOUl1XgVOAxVp7/okHugSxGCqaBZMMUu8AOrJKy/g2lIq7CwXPVIjkWHeFk+YyOOjIJ1t/kELt3m5lQUdXGZ39J2Y2fx9G5REYCoUZHGeBCBwnoVg4hdN6hmz8LARgRseRo71V+5arNaG9cea2fE/vxuWrwl7U2MiO67PFiiTxsz/7s8sf6DhnzVAbHZGB2WSBIAAMgpkYdmUsrgDPaVLhCpp2C/OjT0KRWOWwPUduLIilFdvm0Wjh6VOMNO9ipvTmPgdjz2C1KADfSod2/gqaYzeh/SWlP2ND2ckxXVmwdGfCpyi170XZ1DTlJ0fJ/PANTE+/DfvtbyH2XE5yzbUE4UmymQZSmm5eRbWTV6Gc/pmtlJZMrkmj6pGND3YJoovmHLY00ps8iMvh5BouoU6Oue5vMUWaXMqYOdh3HkWEp0/1kMSiXnTuz5IiQsuqs0o8MsSm2bOasNZiYzABJFkXR/ZGrFmT1ghxOzJWHk2kiYhFGWMd2o1R4jA9Z671eE/pWQBH1ynUvklt9BW4XhtH9b8TzqlHKdSmu8/dhjOYYBty6yWdwAmXam1tNVeei9hoPonFOHToEH/6p3/KoUOHCIJexYNPfvKTpz1+RZJwnIvbTrg6WDx7Cv/AF6HRJNz+QqLtLwAhaWqIBoiIRTaV2nYdSIxHYEdZOj1NRA7htBHJwstjAauc1MSzVMHzPMOOb0FMn+jd6Dv4L9gJgGOquMkpYrc30c2MX4JsTKcOb0hHJyFIxi6lNvaGVZ8/Hx7oEgR0EvGSKTLb9xPteUd3e7W6lWYzIJutkSQe7XaJ+UHYWjDVGuH/79OYqRmE5+K86IXYm16PIEbY/oQ/WTtF5E7gZhUWg8WhHu9g1PpU5EuJ7ZP4tkoiijTF5VgUVvhgexVhDS46P4aT0ZhIYKJ+qQgTp07neS6Ntj6fzPFvooJKz36iVMRz6tSbAuF1FgKdxDfTMYHVZsZQEzGOSjWgjBGEYZZafRyvVOuKKjrECD1HrbmNOFpYGwkz2FQkO34YY5yOM3mR4z0OoVHpmRgIY7D1GZqFfWibpdUsnzP/28UEtYGjm37/93+fm266if/wH/4DnreyjPwgfCewwLIQKiHfPoD/xf+dCtwB3tGHiLZ8k/qLf5ScErjCEi8hCk9ApjNZbIRbMO6g26iQeYVo6LTmr5vB+Jl0BLAWoRNUu37BVhrJ9/w4zv/8XcTUkZS0si7evm24O1J7vsB0Q1sXo+Zcw+jkFGL2eOpsdhxMdoTZ0dev/uRWd53biyFJ8JNjRF6vAzZJMtTrGWg3cb7618iZE+i9LyC68Qr4b/8v9kia5W2B6Mhxklkf+7LvxggfbG9BIYNDrb2TcvlqpmemWTywS+HSFvv6XBNt7xLy4SPdkE4LJNlJbGkMJUA5Mar5NP59n0UXt1O74nZQHiYg9Ud0CuYZmaGx+/XkDn0RFVcRSiCKJZz9VwMHKKoRqrUdCNVRAV80j7BWcWpqK9ZtkfMiTJQlSdLw3pn6ZRSzx3GdAGMUlWg7cZJHsaAxlThF3GRBtC+9DkmQ2d25xx5xnMH3F119uwl6gG5XEtKay3RXUU44jTABsb8Z5BmU/H0OYKP5JBajUqnwjne8Y2Dk22rwHU0SmWIb7+5/7hIEpDMu9+SjOCcfhS37GFGWU4vUUwWWEcfidUhCay+Nae+bTJl0dpGDuKlSAbV5560QWOmhbR4nWGumVT+sTWtECCC3SIZhRYxvIvm5DyDu+zL543eT3TeKM7GQ3ZvIIpHb78COzAgzpddSHHsGFVaJVZm6vRJrewcHC9SFR9jJkI7aMQsapRIjPLDNJcdIYmcShEVI26llnN4zMXMC/y8+iJxOCUEduAd99ybk0tVQGCEf+Bq8/HZa3hWo4H4UIdUkx9eC51O3ZZxwlJeNJiyd+S+HRuaFaFEkEx9EYGmP7ics7E5F7yxpmO/4TkQuR/bkt5BRncoLfhQQJI1Ohrqbrgxi51Lal+1hMnsfyreI7szOkPFqNFoROlkivWJiTjWmeCoZp0keR+QpKHheAVyZSnTUWjtJpCLyclhHpcRkNH7YRFlDbeTlONNVVDyLsAKTLxLLcYL8FfNnYa6yjZHyCXw/QWuNUaM40kWYXqKwykPLAkK3GTn+t7jhKYSN0W6ZxsiLCMqnj5B7rmEj+yRe+cpX8qUvfYmXv/zlZ3T8dzRJKKkRjX5PmtQR/pH7Sbbs48qcJRfCXJIOKaOuZYe3aPkNiCDGZp1FETwpQUhpMRaM5w/Ux7Fq8O3XnaI/ahXlrupacFQ7hKQk4WvLTichN0DauQ+Oi73xFsL4KjKtr2BNei+0LFLPXs/iIjSLkZgic9E16cUv823MyQzBIlvLdGjIyAxjJgAhaPt7Ue37e3wGsRrDjm0m7zZSorAxTjhDOxjDfu7PuwQBaUawnDk+WFYiSOt4tP0rSWQJ03qazzb3UzedXJDE8g+Pz/CSSUlhgOR4YGC6I5g4qTS+gLa/l7a/FxyQeYfFXmaDi1A54h3X4E4/jVM/imrPoLOpb8Zq0SG8FEpFqHwGIXvt2EoleG6jR83ViU7g1+7hCV5DW2bnu08lgUealud3eN0CkZ/DLqrzaZVD5OfJBHWMW6IxO0mhJHD2bEPlc4gEyhym2toFCIxxmJ3bwcTEGNPTM4BlU/Ygsjm1SIBckPibsdJn5Nin8YMFkTgnrlCY/QpRfg/GWZ0y8dlAtU7hVx4lyW6iUb6cUzq99k2OwT3PS/SN7JO4/fbb+bVf+zX+5m/+hnK5Nxjl/e9//2mPvyhI4v777+dP/uRPMMbwmte8httvv31d2rVWYD2vbz5pAV1KQwOFSJ3Uu1bInJVJgo2aiKyPtQIloq4g3CpC1LuItOUbxyvUIo21UBZNbhiTeCM7l+k/HYKQ3X4HCI4kDpe7yzimByB2tzBd+m4y8WHAELo7sWKp2cAivFRfMFVUpVcobhE0gkioPqd31Cmoo7C0MldjRCYNT7WaWI0STj4fJwPzyzKLQ5KZpGSfpF452XceAVgpFwrvzPe0OMJsaHm0lhCZcVrxGO0lZFaPNA/PGV69p4HrBTTNFkKTI4wdjrdi6p39q0ayWWkmOomJwh+kwS0xKFRtKv0raSPDWpcklsJYB2NUt8xpd7uRxIsLEVlLuf4VDtjdtFWBpWjqheRlLR3sAFI3QmKFxH32QXL1h3FfdDPCT1cqyoGcmSExPs1gsbie7NxdwbT/Gkbde3GCaRCC0NtORVwH1uBE/Sl3jm6QrT5Ic3x5mZezhrWUDn4af+4AKmmhhYPMbuXAnh8ldnJMa8F2xzDhnF35qLVgo+VJLMZHPvIRNm3axIte9KJz55NotVr84z/+40Dv+K/92q+t+aRrgTGGT3ziE/zar/0a4+Pj/Oqv/io33HADO3b0Jw6tFUnk4l56NaI62xPto0ubCS596ZraEqHBz8eYRTMKay0mBhkFaMfrEacDELrX5v+14w1ORp3ZroAGBeLpKV7tnUDn+hUya6guQSxGiCBcq7dDKAJv9zI/WlQhNTd3JR8c0C2LjfvPoxED47oMggSJ6tyjwL+MwJ8v4mPJegFLaxZY6RPbPE5SHbhoMeVxRG22qzVkSuNM3foDfH0mIeg8CrPM95uIiEJxlqlgH7EtgADXg62OQjQiapEhQXJKw5jQlKb/lXDb1Wiv/91T4Sze3GPp9WfGSArbBp+U1L8QxgWUmu3h0SjJkiQLkuDStFC6sS6JyJlH78K94ZIuQcxDSMi41SUksQBjfWbEy+gr0WHTMN8LAa/yOJmZB5EmDUxQNmGkdZhrjv4N913y/URWcjwRjKnkvNWeXi+fxLmYEB86dIg//uM/PuNApFUd9ZGPfARjzBkz0dngySefZMuWLWzenNrHX/KSl3DvvfeuC0mEzSzsfy2+dFAHH0YkMUl2gsYL3gbO2q8zR5FaNJf6pgETgQ3SeaYN2xgv25U+EDpBLfJHtBJLLdJA7wx+VozQmroHf3fvR2wB42Ug7ncu98fZnB2ESh2wiwc0qYAMJAOKGDkYlDXoJTNblcYErXCiZWZ+9RrezjxBtd2TqW1LJcIfez/y4MM4j3wTkytQfd0PMOWMsDUxHK8GBPHy5ytmIhrJJPGSok2ulIxlXWpRGtEUIWDufvKV+6BQpFXsf/eceJbm9W9DB6nZxjorJ4tVG9vRxsH30uAF5YwyV+0Np7XCxQqHK8wBDooracve1URh0WJNmQRhdJ8JU1qDtKYzIVnHt0JIEm8CJ+lVzrVeFmfnVkRbLxv1ZIHYcdHKRSUxro7X1LPs9P1dgliMYrCw2gwttKygsJal/FlArkPRoXM1Id63bx9Hjhxh9+7dZ3T8qkjiiSee4BOf+MQFCYmdnZ1lfHxh2T4+Ps4TTzzRs8+dd97JnXfeCcAHPvCBNSf52Rf+MLwQBAIPGBT5vho4jsOoXHRuD1j0XVtriW1aNN0RHQ3vDmZaMQn9SqIJDlq4fdeUWEsUGry2JjK9H0LGUWybKOI4zrokPAamQTQgHVm5kvL42MCoCd2OmQ5Nd10ggVHfZVNu+f6ETGHoXakKE+Edvh+5qwwGosNVbGyQGQfv5S9C7tzLnZUCx/Y/nxfs20Qm55MDckAp6/LsTIuZRth3rpIvePElFWJ9CYMGT2fRNblCUA4PITDkj32JuLiduLAtXVqZBCepEGe2Yp0CdHwEPoqCLPbdGzN1FHPfXYjxLcgXvgLRGdSF4zA+MSDvI9hGrv44LzD3ckBcS4MSjkgYyeZ4ybYSnlpYSYbaMBun71jab5jIubiFCcylz0c/9i3kzq0Ib2EiYo1FuZt73pNVvzcj/x7z+F8gWkcROoZMDrHrcnIjMZnSFDq5pu/eamM4Ghp0R8cqUR5aCLZnJHKZiIul/RFHSzDTv59ZNClxhGBydIS8e37Cc9fDcX2uJsSTk5P81m/9Fi960Yv6fBLveMc7ljlqAasa9a+66iqOHj3KJZec/wxiO8AxufTDu/XWW7n11lu7f09PD5InO/eYmJg443NbaykQMrdEC7xkq4w5UV+7FgH5ElsLPieaIZFOxas9JdgmY2ZmZtbUn8Raqhp8AQW1JIHOszj5PhcDOjHM1HrDSOfhAiNC0e74NjYXs8TVOaZbfbsuOpEgUyItSCMUwgS48TS2Ywr0dpfxdi+85LMjW/m9//MgJ2sxm8dyXOv0Dgieo9g6kmGuFWGMpeAKshIyjuDll5bIu0do6zotPcbSdOdkEfH6aPwgvY/CJIw88heEu28gzm/HC6do5/eSeKO9x9uE2cYsNlxox/v8n+M+9FVkq4aVCvP5T9J+xy9iRyaXfVYi+1LKUcKuykG2zn2buU37iSdvxPc8anNLy5ymH7Saz7g2mq9VNTOhxSnfzCue+jblR55C7dmBLBUwrZBAbqLSKsMiSb81vcebvpuJ4gEc24RCGdEN0GhQrx8iDHvrYQTZAlp0JN3TKySxcLTeJhsNfjmW9keN3cjYiQdQ8cKkSqM4VVxQhsgIQ7s6N0hppQfbti1vFlwLVp33JOB973tf98/FY9dqJsRngiiKuO6660iShJmZAex6GqyKJN7znvfwO7/zO+zdu5eRkZGe39761reu+aRrwfj4eM+FzczMMDo6usIRFyeEEOyfyPPgqTp1kX5YBVPjWh4j3PKy/v2xCK3Juh67y1nCDkn4aLx2fw7CSng6tDxd1bRicCSUfcENIxK3Y9C1EVgfFvuyrUnNaSuZMLJWk+2E9ZTdwkBl0R5YQVDNIp0Ez6ni6Ap1dydi+22MtP4PKlkYRBJ/jL+e3s/JWkogl2wt4nv9r7OjJFKkK4eXbXK7NTSKfp4wyJHLTNOUk0RmYcmntaHajvAxZIVlh5Og3XLXtCKATPVJsjqNtmqV+kM+hRAIx3Zz8OTxg2QqTyLGsphWDWE0auowmX/8E9r//j8uf0tQhF96Ev3MAWSrSjn/BPGepwlu+9F+1u70TViDtZYHKgm7JhW7PUFiHB4sv4eJY0+w84GnYcco4cjVZ60vJoRBZLOdIlQLkBJcL+wjidQEOWDlqVafX6GzE9QueQP5Y3ej4jpG+kwVL+fpLa/Fw5KTlj3eeY42WgNJfOADHxjcxComxGeC97znPWd1/KpI4pOf/CQzMzNMTk7SXqQzvx4XcDpcdtllHD9+nKmpKcbGxvjKV76yolzIxYxtpRyTWcXRk89g4xaXFQLs5EuwarB/xA0axORBOmRkmg3rBM012Xeb1vLknCbsfFOJgZm25UFluL48PzMXJA2LyqYOayyYkE6WMWAN/szD+LOPkGQnaW99SY9N3vNaSPU4o+MBWjs0amNd1U9jIUHgYDtORoFJXIJkAu1uwzp52LoNhCB/9MvIJED7I9S3vZqjX4ug4+M4Ndcm0RpnafEca9mTNVz9r59EHexI3++5Evvjv0S1upk4zlDwDtNgC4nJYrTEDQN2CQ2uRRx8BHHgm9S2bGJkfBQnSWU7TC2ATAnpaKSJB3pa5sNePa9FeU8N9bx3gDGYkzMEn/hr7KlZ5OyiPA9hu3Li3Xt37+dwH7unq5clm1W8R76K3ryb+LqF1fNSTAWGfdsdipmFFVLBFzwtLqflXZV+u2dgrhfCUMifwnMDjBU0m/PPcmmkliAMVh8Gu9a6G+HE8wnHr0HGLYzjo6TL8zsZiOdhWOrHOigonMsJ8fHjx/nyl7/M7OwsY2NjvPSlL2Xr1q2rOnZVJPGVr3yF3//9378gM3ilFD/yIz/Cb//2b2OM4VWvehU7dw4OCX0uwHV9du9IE5xO99oJwAua3c/rTL6Np1u2SxCLUQuXfLRWoAdZA6xh5MCf4VYPIm2CBbKn7mdu3w9hsuN4fpNSeQYhDWnMQ4TjxMzNbOWU9qjjkJAGvRZtwqRcsMvPz4gRgvaWG2lvuTH9QWtUs4bvLuRNHDpWY7oSsHksR6gN2lg8KRhXmks//Qdw/1cRnZmafeYp6s0avOsXmY02E2kPKyTCGhyTkDU6lVL/kw8innwYEbaxyqGy7RK8t78Zxw1pl64h8cfJ68eQzVPgjMMip7FNbMfUZCmVp3DchQFTXbIN/4dvJ/jQH2MdF6SlaeZSSXEAbUma6T13nu5X3BU6wX3qvhVJQmVFD0FAaorcXFbY9pm6sC1jo8/iewsTRc9t0wpGUCrpVsSzFsIwRxz31yhxTUQofXp7YHHjta1+ARAS4y2sAC8IOcxjBVXkHqzgIjlXE+JvfOMb/MEf/AHXXXcdk5OTHDt2jPe97328973v5YYbVpbWh1WSxObNm1Hq/DiABuG6667juuuuOzeNWzMg7v3iwnLfRjrA9s9OV3PsakeRzNT9eNWnEJ1pswCc9imKT/8D1f0/RC5f6yt+5LoxgRcy1853y4AmQAUXz1jKnfwBkSTpx7c4YsdaMBoBvOzyMsfmQhpR6iD/wr2Hef3LdiM6ztxQg1s/RfmpR7oEkfbRkjz+EPHcLOHW3d3nb4UiFhJpDdl/+3vEo/chXUXhx9+Is2sTWEvcqFLZdBs+xxnhy0gnSOtmtDzamb0IIbDGYlodiW+/2VODoRmP0U7GMJv3It41gXjyUZwCaJKFCGmVVg5M6is9iJUfUNFfxgmszjzGKZNZ0Iiah1IG320xO7ONfKGCFIYgyHc0tvrhBm1MVpJ0/RIWJ4nwkv5opYsKy8VZrwHnakL8yU9+kl/+5V/uKTD08MMP88d//MfrRxIvf/nL+b3f+z1uu+22Pp/EaiobbURkpr5JbuoeZNLCODlam15EsOn6C92tdYPMGJrM4JYNWNChwAT9ZLgnJznWMIRLAmvKq0xZ9ece7RLEYqiwkvZjmbKec3G2r060RVC3hnnXtACcE4ewUqAnd6WDuUlQ7RZCaPZtc7j9ugm+9ESVdmR42U07ugSRtgfBzCwMyKq31QpJZRa2XYoUCUW3BliacZFEusgD30RoTennvgdv/+7ucQ4g2/ehomlUd9UTU0weQTYC6ly97L1qRJPU4y0pqQjgmpfAvhfhygHuVQkIS3zF9ThHn0ijh+b77njE+25a9jwAvgFtbH/WvjlzM7HvNQfO1qXUJEmGamVwrsViCCDTbmI6wpAYs5xC+sWFdRLsPBcT4tnZWfbt29ez7aqrrlq1E3tVJPH5z38e6JeVXW1lo40Gr/oExcOfR+nOxxlVUIc/j/FHiMqXrXzwOYAQmlJ5BuXEYAVRlKFRH2W5OZ9SMdlCKp9tjKTVKGD0guNPuAYna7Ho7uxUSEusDTbu/SRzAi4fUTxd07Si1HE94gueX1rdp6u94sDttuOINEbBErlua9Ps4kFwTBWFwISW/Of+EDV3HHSMKU3SfOk7MDuvojxyEs9rI6XmlaMON1w2Qrs9wiOJt7SWEe0tu0jGJnGXaDzJyc2YHXvIOg3KXgWns3rJOS2aYQHrZ1GbR3F29etXeWYGZC+rCgGe7f/oojBPkri4bkwrGUsJoqcjCmOdvnrQopPsEl/7GtT0MZyD9yNbNUy+THLZdcRX9wcz9CAW2Bi0u0AUcWzxwzO3yYRRjly22kcUxqzdyiCtHSypcrHiAqs6r4Tdu3fzd3/3dz2JeX//93+/6ryJVZHEc61uRO7E1xYIogOl2+ROfOUCkIRlZOwknrew3HbcCD/ToFqZJFli15UqpjDaW79aORXqlVFMR7tGZWyfBU3IdPugMhK7fcHOCUWtEwKbU8sNJP3ej9aOV+LPPooTLpT8NNInmHwhAI3aCM7Yqa69GiCOPTJG0LC6Vx/KasaSZylQQ//zV3GPL4T/yZkjFO76c+yP/wzZ7MKMVsqYYmmGOM4ikv5IHZPJ0X7Ra3C++GlEO01etNk83ktfi3Q9ZmtzNJRh52gakaOkIec1aL/2dsTnTyFyA6J/lpmJD3a+Cqq1zZTKpzCDksuEwKJgCUl0VWCFIHjtD0HwfcjKFGZkE2RW5xC2TcAF43XEEkPOyFk9jyAoE+UqPT4JrRXN1mBfpbXpJUgusL/gfGADk8SP/diP8bu/+7t89rOf7TrHfd/nP/7H5aPqFuOi0G5abyxVtTzd9nMJz2vjOL32WCHAcTRjY8doNMZoNRc+wlyh2WfjV44hm2/QrI2kxy9zrpW+UyUEo8u8DUJoyiMncd00njOOPaqVLVirMF6J6pXvoHjon5BRFaMyBJPX0t6aVqdLkgxzM5sZGw+I4xZx7NNslhkVGptMUZUTJDKLY9qMmOPsSh4gTMaxc8d7+pDkRzjxih8kbm9B4VLyqmzOHUeI1C5ed2Rai32JbdiVkLzl+zl15bXk7/o7BBb90tuo77uBzz5ygmqYquaO5uD1+2FrGRxlUDu3Er7gDei5Fs74Et0kAzZJEEuSSxMGr6piVWYmGhs8PltNURzCJaTBdox1U6f3U8+g4gS99dI0vT2Tx2zZM/gBrQAbD1T7PkMIZud2UiycwnXCNLqpNUYU9etKVa2gKhSJVUgLBasZF8lzlyzWwSdxrrB9+3Y++tGP8vjjjzM3N8fY2Bh79+5ddXL0snv9wi/8Ah/96EcBePe7371sA8sV2d7IiPPb8etPD9x+vqGceJBALJDa83O5Kq1mma5k9jI2fjV3lNIDf4OMA0xpnPD62yC7MOO0FkxyZl/o6Ohx/MzC7NFxEqQ8xuxM6lRLiruYe96PDTzWAm3jU5lOMI0End0MQiAEXKYfxkYV6nITBXOKvK2maqZiFLXIFGGl4sjtv0q4qTNIagjaGQySbfmjNOMslbhE1lFpTefOB6uEYFtOUosFXHEt7SuuTdszmnseP0WlE8FlLcw04c5H4AduSv+2RmJe8BKazjEK+li3vrONAuzJYyAstlxGeB7GQCJGqbKMf27edtS9Iwv/9kWVvJpCCJA6ZObZEtm//kPUzPE0XHZ0E+3X/iB6d7+vQwtJ5GUxQiKNxo/ayLNYKsRPPYmZmUW/4hXL7mOtolZf2feg3RYzUZnELJhA5xBknRrbMyeJdY5WMIl9bngjUqw2uukCQSnFvn37MIvIzBiTTqxOg2VJ4id/8ie7/37ve997ll3cWGhsfxVe4zBO8wjSaoxQJPkdNLa/6rz3JQqzaF3tWx3M2wWUSnCchKRTY8Dofhs/x5/F+7d/RAadDNS5p3Aqz9J8/bvBzaSJbwno9tpJQqkYx+2PPHHdEMcJEC44Xow1krDlY/XCKxVLRSgl2snRFmUcMoxOfZWkdA3GK1Hzrmcs+Bc26ye7VxzLCZqF6ymU/xXVSpPXale+lHCsN8rDoqiFZbbmjjLVmkDjIATkPYdch2AcYQlj3UnuWMBsM6bS6pfAqLRTshjxFCZJTUPNZBuBHiXvncCvP4F65iEIO+Ga06dIRjZTnXwdkdrCsmu1RIMj08gna5knCpcaY+pA9zBHBuQ/8xfIk88s3P+ZY2T/6c9o/MhvgbMw6GqpaGcK3YHWSAejHHLt+ppzDky9TuU//xrJwYPYZpPm9h34b34z+be9bU3tdFqjgkvSV19E0rAOOX8Oa+fIerPM1C/H2ueIMWMDm5sOHjzIJz7xCZ599lmiqPdb/tSnPnXa45d9QldddVX33/v37z+LLm5AKI/ZfT+CP3sAr36IqLibcGz/BQmF1dojDHJkso1FK4pOUpA1aO2i9YItu9XIo9wYx1mYuYgHvpYSRDYD2SxUazjVE+QP3ENl7yuxCdjkzGT/pNQI0T9LEsKSLTbAUQsic15MUM+Sc6soJ6Kix2nphcEz8ceoTNzI1kN/Q3X32zEqz0zu9eSjR3B0jdiboKn2gnBoveY/kP/8H6HmThCO74ABS2ODJE6cHmJK+5aeT1jTF0EFUPICpAS95LsWgIkV7SDXc68cN8HJCqyzA33iWUQCmAStRqjnbiZSaVKStlBNC4hSJCErOmcPkzT2tEMUWIsrqoz7TyFE6nOyGMzJU4i5U/3PYO4kzqGHSPa+sLstzOT6ZuJGKEIvQyY6nRhFL2of+iDxt7/d/Ts+eoTkU/8L/yUvwdm+ttW164XLDvzzcUxCgOe0KWWPdWpZrA0OFQo8gSAhZpQGl7NiAsJ5gF0lSVwIa9sdd9zB9ddfz7vf/W58f+0Z9suSxGoYBlYnELUhISTh+DWE4xc+hLdeGydo5yiPTqGURjSriMOPYaMAiUPROUxt5OUgJNY41OdGyeabSKXRiSIbxMgX34QYGwXPg1YLc/BpVPXEwLDXtSCOfbR2kbJ39aKN0xn0FrYpZSmUq+RVGuWTsXVKyRyHW/uY/zzizDiRW0iXNtLBCg9d2kkmewpfJuTtUwRRkRrbqL/tP6NOPoVCprWVlyyNhYG5mZ14xkVJg15M8tbi27TgQoRc5Dm1XDkZ8OCzcKrRe61lX5JNeu3rGb9KuXg8dbz7wI0vJqpFVGcniTPbuhOLwApO4KNJZUBauAigSMIYEaIZpg4SR4E2jI0cQvTkHkmsk8Ei+weSASPLcqYas0whq5WQPN1verVzc7T+5m8o/czPrKktayRj2TqzYZGlelgFp7cSoaPWRmYAPscp8yCKsPP3KTymmeUlfec7r9jAPonp6Wne+c53rn/50sUxtFEU8fWvf529e/d2xbaefPJJbrpp5VjtIVYLQRznmJ7aRalwnOyhLyPCZlfyOxc9AkBt9JUAWKNo1ReSlQr79yK2LVJjLRaRV16JObEesu6CRmOMYnEGx0lNNEmiCOMcYlAuxaIXUQrIOVXK7hTVOA0lFSZGmrC7n6PalPLHF0U/aXJqBmMdGq3N6C17kYBnE0K7UNBCWkM2STDWQWEZMQE16aMRCFKCGOkIJ8VIQtspvkOCKw3fdTV8/kBqYhKkjutbL3XSBLhMCy8TIoTFUQFiSZU/t+jhC5+4tTAoTeOltTJEbx5C3TpILKPEEBuIDVImWCFZmlMvJ0axY5ug1cteZnQLyZ7nLXkqg01KckDOStcUMmClLII6MqgMlBVZ6phfCUIYHD/GGMG426SSqTEXFtDWQaIpuC0uy/eS0cBor9OgwJNdgoCO6gBzZDhKwAVUYtjA5qYbb7yRBx54gGuvvfaMjl/2LVgsCvWxj32Mn/u5n+Pmm2/ubvv617/OV7/61TM66XcaqrFlNoaSA2PuSslMkuTEDCLsnXEJLF54bKEM2VJMbkaIJXH2GR+5ZxsD1MfXjKBdIgpz5HJVEJZWcwTlJ2Scdl93lhZfkQIKTqVLEl4whbKmG/payPaGx84f43s1Gq2FHIWSDohMTCA9JIacjlCLBsosmoxpYRDIJUamTTYgRBJZiU+CsDBZhO9/Ecy10vOVM9CuOThuk0yutcj05xJRxrdzCwWXBDjOgoyE7ehPCQY8WyFoW5WSRHdTb0kmYxWBLqBETPK9P4T9qz9Fzp5AaI0e3UTwuh/uzToHPBsSiN6ERIHBCxdpq9mYMt/CJU0mTGyBKtdhxILJofDQ/6E97lJdkuKhRkvkvu/7WA3cTIiXC5HKpoEDusje4hTt3AxzUZ6cipgQx3AWyWlr49Bs9+egnA6Sftl3gcXn1AUmiY2b8xHHMR/60Ie46qqr+pKhf2YVK8VVTRXuu+++Pg2RG2+8kY9//OOr7+lFDqd5hMKJu5E6QHsl6ltfg/FX1rKy1vJADWbjtC6xBMouXFe2qIGpqxZHNAbaLQUJ6cxzwOxLeSyNs08PkhRzR/HdBgJDojNUmzsxS2zGTjJNIfw20oZomafuX4dRvbH4xjg0Ggsyxqat8DIhyl1ECtbgiH4TQpKAiip4wSyjJ79CffubFrq4jA7/0nsgAN9qfL28iUIAwlriHsHAFD4Gv0NgSeiiVIQQMNa5zCRS6NghV6j3RZtZHDRZnI7wtLUQxbmefVKCGNyvpcNH6mdykSqkHm2ipccx1gM0bAJ++DeQp46CTjCbdw1cATjtkGwOQjwsAtkhCLlosBrlXnwWfBwOLQRfZ9a+vNtZ1Zhm+2t2oCNNMNVGRwa35DL66qthcnLwBS2+bmG6BEHnHghH0I5HaFdzZABjJVXXpZA5gZRJ+i4Fm4j04JDhlWDwgF4RMQvErPwtnnOYAd/fBsGOHTvOqibFqkhiy5YtfO5zn+MNb3hDd9vnP/95tmw5fRr+cwFO41lGD/01KulMy1vgtk8wu/ddGLc/RnweRwI4FS0MEgaYi+HxBuxb8n0Ix+DmNTbOYoSDtL0vnVbF3sQzYXGzMdIxaJPFXfLhpD4DQSFzqjt4uU6IkhHTtSuYH4adZIrR1t04tnO8BlfPMJO/DSszLA9Bq1LEKbTQ0hAbQZwk7Cr0zvSSxCWsj7EzY6mGHs0dbwKd4D51D6LdoH3V5fibBXKJSSdOVjr3YMwaRRWnoyoLOavZJOK+wTtqZcjlioRRBSEsOlGEjSwg+kxL89dqOusWi0Qbn1j7zEcpCZGeq2ZTI9DS1YTbRxOCWm2CXHGOpp7AdqsRqvSLzPmYydN/1KrRIqdr4GX6ZrLKtnCo9h3jUsOhRtIRP7HKQ7qK3W+5lLgRk7RiMuNZgj3X0Og7uh9OJu4SxGKkciwCbHovwrhMGJf79lsrWuxGcQDFQpROTJkWa3eArys2sE/ibWcUpbaAVZHET/3UT/GhD32Iv/3bv2VsbIzZ2VmUUvzSL/3SWZ38YkHh5L8tEEQHTjhL/sTd1He+YZmj4FQ4OMG1NmDS4ak5ik98DhWkA5eVqiN/BlqNUCsvlmGwZEoLs/jQ7kBFEVK3kSJBG59WsolCtt03I3ecAN+pEyapT6MYPrhAEB24pkYxfJBa9kXLXhtAbCTfOlkmsAtnqYaSy0uz+I5Ba4dafTPWuqj8BKYtkHPHKPzz/4Osnkyjtx4YoX3d9WReeg1KaYyRxEmGWnN1xWCy0WPk4qdokGPOfzW6o0MSA1UEjrWMi6U3XOAwQqXa/yCMln3hyNakfhjh5dN8BhdGRqdJ4jpzs5sBycT/v703j5LsqO98PxFxl1xr7129qNXdWhAggdRIYhuQwGAwthnAkhfGMs+cscwcA6ODmQcMb44YECODrcHm+MgPYQwzYMRDZgZLZixkIRntAoGQ0NKSWmp1V3d115aVy90i4v2RVVmVlZldWd21tXQ/5/Tpyqy890Zm3YxfxG/5/oixQHVmlzadxeRhGGzjIomiHFG1B/w2fRTUAgFYnZC78xs4w0/VJUsKg1RfdwVm3exEKYgQbSINAt3ksgm2vwandAiZBLgFF7fgYvMDVHe/5fhjmMaa9l7QRqbvElNjGwaPHM8i0cQUmOIcVju7aS3HJAB+/vOf8+Mf/5jJyUk+/vGP8/TTT1Or1brS3uvKSJx++ulcf/31PPXUU4yPj9PX18eePXtWpZ3paiCT9i4OFbeu1JqO6+B+aH3eUjh0B04wNvMQdIJWHrX+8ylnzsPPBRQywxgrCZM80pkzkQhJ1d+FCSJ0DWJdQAhLkSfbXNuinACmjYQ0rRMYgDILryOHY9FkIDLRJP1P3E6YTCBdn/LG15MUmncEubu+gZqYraZWlQn0Qw8xtvMNZActUZwlCGeLB49HNnqaYvgwiphh/1Xolp2PoIJicL4rThiseI6+wTLWCsJalqBWAAS1Sh6pphqGQsRlnKiEcTII6c+RAwHPDykUxylPDSIErCcGYiIEVatwTUQhLmG9nvbp1bbDDdIJzwFXIY+NIOIKanIEAFUeJ3/bDUy951Pg1uMNCT1ocsh5QSlNnmhOg95w215EEpB5/gFkXENnenAvfB8m013b2yT0MLkI5TRPkvU6k+VJ+AzZSMga82KsYSNx6623csstt3DppZdy7733AuB5Hl/96lf5zGc+s+DxXc/yjuO0KAm+VDBugXZ9EF8Q69hXlmzyDBvaJBJty9bdS/GcFZUENs5/rU2QUatSqdQRVmt6BsbIZGb1inxTJTJFEtvsF7eOT6Sn8+6txeIj5hXeae0QRrPbfiMzbRtXJLK91PNcamZ2EvB0ldce/Bo90bQPvAZu+QWmcq8mOH16FxTVkFOt/elUdYLcc3cjt74B3yQ42Ukqk71Ye3xDkY2fRk2/v+61RA39Q0eQalb80HUjpNJUy33o2GNqvI9MrkqWQ3jmGFIYtOu1nfPcNoWGntUM7v8H/Il9CB1i3AKVTZcQrJ8nyxwm4KrmnYO19eK7+eS8+muFwGzaQeVdf4S++3+Rve8fAVATR/Ae/1eil19af30UEO4bRW0XyHx9t5KQocyuluLCYOcbCHa+Yfr9VOkfCOkJjlAp96P1QhlygqCUxS8GSFmXbDexIpjKLXDci4w1HLi+5ZZb+NSnPsX69ev53ve+B9SlOg4dOtTV8S+NrcBJMrX5zTjBCE400Xhuwt3AL3rfQKwFtZrEEYb5a68BT3BG3vJCDSJTb0y/PgNbc/NnG9k2773eBsLB96vN9Qg2whNlElv3ozdeb+aeV6DZgdFP4KjpidRIalEf2sxmt0z55+HoiXqP4mli2Uc505xy2Y4BxzKmLRbBntEfzRqImXGaGsUD/4x7z22YN18Bm84G2f6WU/m6z19KkF5CrjhFpdTOh23xs1U8P8AJgoaBW588w4TagmnqsWrJzAuM53qmUHJeEx8BmUyNarkXEFijCMo5itnSHKnz9pOAbbMbyL9wO7kjDzXcPSqpUDzwf0jyW0jym+YeDEEEvodwJFabeoVfbV5FvRR1ed65N0GmQPTyN5B54J8Q0/01ZHmi/n6CCvlvX4s6eoAw4+G8fDsm18Pknt9E93SOdRR7jpLLTSKlJZ+HTKZCqTRE0KE3xAxGO9QmCggxXby42B3SiwG9dgPXtVqNoaHm2SlJkpPXbkqZRWfWM3bG+ykc+RG1oMyos47H+v4Nsaqv2hMEh0LJmW2O3ZYVbM1YIls3ErJdCoxQxO4GnLh5N6GdXuy6bUg57foZOQSPPwS1AOk4eOv2EJ11KYIELzxAJgnJ+Q7V+DRCM4gVGxkrGfKZI0hpqAQDxElzxDxxBhnLv4VC+DOUCUhkkanMeVixcGXmoLKMKMukhnw01vY1wpGoySOY2/8n4n2fRK/bhpq/mxgcQL3ibJKGZigop13mPuR7JvAz06m3fgamP7P1eh/jyWbG1DZimUPZkIywDM0zEo4btc1CEtIgpMFOy14rESDEnF1CFIDKMDf1SWtBrVpPXMg6B8mpw0ihEaWftcQDVFwhN/yvlHbNCyLGBuKA3sEBJibH2tsiR9FO4MvmitieAZw9WxCnbUEMvhqw+Pd8D+fogfqLgojkgbqarj8sqf7aH7e5QF1NN5udakogUEpTyI8T1Ip04zpaaOfXCaED/PAAWhWJvQ2npmTsGnY3nX322fzDP/wD7373uxvP3XrrrbzsZZ17n8wlNRJdYvw+Stt+nV+UBeO69cugj7PbFEIw0yjMApHjo6WDsBYvCVDWMDlwKViDG40gbIJ2ipT6XocyeYwp11eJv7yv/l3NOghj8J7/Kca6eDsG6+mZ08NyRZlStAsYQhuPUvX4+eNa9TCZe333H4Y15MqP4gfPcbFwOZB9NXF2PVQeb31pPP3lmTyK+/g9hJf+Nr5fxg4fgSRB9Pag3n4ZynMwWjfcRu1271ImuF7YmEP00G5EVKn/A86M7iRUPYy721Eyh5a7W9+rVe0DrQjsnB4X2vpY61I1Loc4B4xkvTtG1qlhrcAYh6BWIAwLZNUwRfdZlJhp39lJZbjzatMRsnOgV+t6M/B5wSzje6g/uhLX1wgp6DVVsvELhGPDbU8jp8bbPg/gZyot9SoAUiUolaB1mwD7EpAvPUiu+kscXcbgkLiDjA3+KlYtPrttVVnD2U1/8Ad/wOc//3l++MMfEgQBf/Inf0Iul+NP//RPuzo+NRKLZCAXMD7V7OYByHsL6zFboOYV0MppzFJaOWSiKg4wue5XESZC2BgjcyAESWhJEh/vsXvqK8oZlEIUBN7Rx1HbX9U0HCUTcu4hOE6XtIWoZ8CI6bz0uW/C0n/sFvzg+UbV767wIKW+vcSVDbi1I42XmiAheW5i9ljHQcs8znt+E5FEECeIfN13bWw9zXT6EiRx66SknKg588jxSU67ADFxkGQqRsssRuZQchta1lf4QtfIjz+AE08Q+xtIcmdhHIVENwyFsRBU8jS57nA4GO3hKBsaYnUTcZFNuTF63QpTYwPY6YrhrHO4YSAAKBSg3BwwNtIlGDqv7WctHEPVjuMWNUYLdHWezpa2dUMhVOO+MRZ6/MNkPNN4rZTge1Xi3tbe0gA20zlOkMQexrSmIlsrj9NUaCaF6cR2ECoaI19+BGXrhYmSBC8+Qu/EHUwMvu2EzrlqrGEj0d/fz+c+9zn27dvHsWPHGBwcZNeuXV0pwEJqJBbNmf0TTCSSsZo3HUew9PoRLx+aAI5fQZpIp8lAQF0GO3QzOGF5+rGHbZqYBZMjBYZ00rrhVwqRtNfol+LEmggoUaXXe2K6KE6Q2BwTwZmQxBiVw40O44WHmmQhlKmRrz7G2K73Uzh8J/6BB6E0iX5uEhtOT54Dm4jOvAiswhgHx7N1nSmmpblt3ZetjSSJHWrl1voTrV2MFs15+VKR9JzOZLKuxd0h4xL9h76LG9ddYX5lH8nU49R2vwWvz0cSY40gqOWpVZr97gYYMZub9KAS4zBS7aOvv4KXCQhr+enPet4KfM/ZUKthp8oIk6CdPMHAOYT9ZzEf6Rlk3hIZg3VchGNwHE1SkjQZikoEvkPiumgEtUTS3yZoLgSoy16P3v8sanI2RqQLfQQX/VrL62eI4yxJ7OP5zZXkoS1gM35TnESQ0Jd7FldVpj+XLBPV06cLArsnX/1Fw0DMZebvdUqxho0E1L0Zu3fvZvfu1t31QqxpI/Htb3+bH/7wh/T01L/AV1xxxZL3f10sSsIbtg7z3GSBo9UsvZmIM/pK6GhhH36ivLb+VjtnIrIWNPWs78ZLtcGipquu5yDAeAVkG/eJsd6C67vEwsFEERqBKyybnIQt2cfw1GwQWx5+jqEjd2Bjg5UZTKEP2cadIk0Nqzymtr6N8rrXkbvlr1EyBjfB9Azi/eoHwKuvcMfHNjI49EJj1SpEvYVZrZwhDAodfdtGu8SxjyeDxvu1BqLQb3tMcfSupglHAG48inzsO4jenYxuvLQexG9zbIhCt/HDR0YRzMv4SUQBvB6wEU48jnAc7PkXUjmWR5c1Ue9udHaw5VwAMmMx+NOjE1gsKIX0Ykw07/phQln7dWMCjIZb8dXTOPNaqdreISq//idkfvwdZGUSmykQvOad6M3HmyAEY2Ob6Rk6hqsirBVEJs9UvBnjgggThKn/vfrz+8i4s/EzR0X0Fp5hODgPPw66Tny1ov30Y1dBjfmkMWs3u6lTPyDXdRkcHGTv3r289a1vRan2O8Y1bSQA3vGOd/Cud71rtYfRIAyzuF7I6X1lTu+rr/6NgUotj7uAyoAyCYltNRRi2gE/kkiOaom2dSMxoAybXIN2+9FeHzJqDvgaKxg77T30mxdwZalx2sR4lOMdHC8nJbHwROQQzEyQFsoR9PsSb/pesVMleGE/MpmZhCqYqQq2kGsRmLPCa1SE20yByruvRkyNIaIaZmATQ+vWw7H6+LX2GR/fRLE4hpIh1kCl0k8QLJx2W57sJ5Mv43lhXR4jzDRW9PNR8xIBGs+bCDv6GPlYUNr8jvavqUcpWqTGlbBIawmCusHLFUtYf5CZMJV2+3Bqh9DGp1x4ORQ6T3hOJpr2vc99jag/9hVEzZ9xpFyU4zRiEzXdz4HK2Wwv/AIp6q9NEodyeQCzzqf6Gx/ueO12WBTj4Q7kvNiHlJC4Lk4YIUWIq6otx3qygnRDAnJk49bft6NSeAWZ6j4cM7sosUDsrV/UuNcEydrNbnr729/OXXfdxdvf/nYGBwc5duwYP/jBD7jooosoFAp8//vfZ3R0lN/93d9te/yaNxJrjVq1iOPEeF6AlBptFGGQIwzzRG7CIXwsAh/DQF2kuoGrI2LjN8s5G4ObhExqwaFkdvUaA4e1wBeWAQeODV1K/9F/xp9eGSciy+FNbybrT1IKNuO7/bhqqq6Lk2xD2+P3QT6cqFkDMU2E4snaGex1H64/MXyw5eaXcYAxedQc37URLrXc7hbjZ4sdWnZS109i8nGkGUMSUxB5lLOTsveK444bBEGlSFBZWPfHyM7uDwF4teY8ceWEFArjCGEIagXGw/WE8/ZjGRWRVDJYK1FOjOtHzYlH0if0dlCqrON4GUHKi/HyEYFpFz+YNhTzMqRix2/JcopMjpHaaQx6hzFGMTU1BKUJCsP3gnSobnkdxu9SDsPOXHve0xZi4eAQTbvWWl0rEo0SMZEqYmPRVeMjowpM9V5MYeonKF3GCJfY28BkX+fOeGuWNexuuuOOO/jkJz/JwMBsEeX555/PZz7zGb74xS9y7rnncs0115y6RuIHP/gBd955Jzt37uT9738/hUKrr/q2227jtttuA+Daa69tyQleetYBCdaESHyyGYcJE3OoEqOnP9IQhXF8zu71mrR8tLWMRZbI1AXoip6iUOjhJ8cq6Lh5UjAISirDnqE8+yu9HCucQc/U40ibMFk8B6N8TPVJtk3cisnvwJ72b+u9qqePdxyn42fx/LFKPRg6j9DOmbQ63PjC5tEDuxDBCAgHM/ByskOvpnGkNSj7S4QdByyWAkINNI1FHvsByswGuR1boZA8SWbwZeAvXh20Lc6l2Kf/HhHPUdW1tvG+lIoZGuwF4SLEMZQaRkz3zchkquQTzTOl7QTT3YlyyrK10Icj6l82w2FsG60n5bgMDg1N68K2J2QYK6j3yWgjKeFJS2He365W0228GoJYb8HabQgBvcO3IPbdhojqgfPc6C8w574HtnYn6384DBDWNNl7bQVKTd9L1iD0fpin7BSTpWb7QSp6BwbwOskNtDAE9jXocAycHI6Ta6k3Ot59vGZYw0ZifHycTKY5W8z3fcbH69lumzZtolKptDsUWANG4pprrmFiYqLl+csvv5y3vvWtvOc97wHqTZD+7u/+rknCfIbLLruMyy67rPH42LHWqt7lo4YFjpBBz/uylxPN86Pj5OetvAT1/jUAwcy/0KFdlkgYxRw7dozIyWGly2Rvc5GbEQ5SR4jSPiZeuJsgO1utMdP7oy2xoq3ejXVITAYlAugfwE6Mt6wKq846pvKXwNzNypzr9OWfRjpTaJHBoYYSFUx0P8fGz2BmpTpUHUYBYfY0gp4zsdJD6gBR+iVl0c43asmpw/jOGCCZireQmB4QFidvEE79zDoGXZkJ+vbhDb6Fwti9uNFhhDFNX2aRzxPFT1IqrWdw6ADOnMZK9V4SowyaDNU4y5hRBMBoUEFNz39eNiJXaI0HJdoyNTZPe3se2b4Y5YIrAyItmqqgZVIhO3oXY+5FGDGbkWT8Aqh5WV/WomtVjpUjRFxl4Ol/wYlmM6tEMIF57H8zltnRLBDZgcTxSTIujqzLmWsrqMWKTFTlWKX++fjORnqzz+OoeuA8Nj5j+nQsDsIkTI5NnaAgR5X5Cq+wwH18kmze3J1G2IKsYSPx6le/muuuu47f/M3fZHBwkNHRUf7hH/6BV7/61QA8+eSTrDuO4u+qG4lPfepTXb3u0ksv5fOf//wyj+bEsNA2yAmCANViJNpRlIYpPS/1EUt+eqXqWtMqBm4NhfDA9JUM2WB/k5E4HpscTUmLJneKi2GjUhwLLsBXx6DnLPxeF7/8LFIHGOkSZzdR3nxp5xOLhLLcTGAGMDgoIgpimD71HK4qEzfkoQVRZiPVgQsaOfHG7QWnDzFlmmoWAPr9X5JRo40J2ZOTlOLtJLn1yDnzpiMt0tHEk/VbOyrsZKywk6HqP+EceQrCGkgF+SKc/SocGyGERcpWn7KUljErOJh46OnPacwoNquYorREQRY/GzS1krW2rme0EEYLlAuOjPEmnyL0t2CEjzQB+amH8fURNI9S8i5sHOPHNQIhsTN6ItYiTYKr65O1O/E0TjjRci0VTqCqx9D5hXdofhJiyFIJ650AhdG4JsYzswY0TAY4Wi7iZSYwUjBpt6Hx67U7cbhyLTqNRlYnMNmeVuO50qzhwPUHP/hBbrrpJv7mb/6GsbEx+vv7ufjiixsL8A0bNvCf/tN/6nj8qhuJ4zE+Pk5/f915cv/997N16yo2FWmD51Qo5oeRImGkdDZVM7/HgCXbtudXKxsdQ9lKyoZG45ycsGyenoDyOiARkljWhdOkDslFh1g39VDjHFYo/Oh5MvHzJLIXzGs7Xs8VsNtLOJQoQitwBGxSmryyWBSBrk8owfZ/i1M7gjf1DHF2E3Fh+3ErYrXrEzLIzC4lwWXSbsc3kzgqbBiJSA2hi1tai6YcH5WzJHO8GY6cwpcTzdIkMibvHqKkhmjagQmBVAbhaGwyu3JOtrwCZ9tpMHYE/Cz0DSGEwAYSa8V0dlTz3yqMFYeDQsNAQL3L3WHtUhARAkFlsodcsYyUGmsFSeRRqxw/HgQQlX2kCpCOIRM8T37qkZbXKNssGOYYTTYsE7lZrBAoneAls9lExu/FSA9pmlNjrfIx7sJjgvoSZUPGYaQ8ipYKZTSyTXzBWpewto5EKoQCh7BRGLpsWItfeQY3OAhHj6GeehQZlrFejnDrK6md/+urV629hncSnufxO7/zO/zO7/xO29/Pb0Q0nzVtJL7xjW+wf/9+hBCsW7eOD37wg6s9pAZKRvT1PN/QRdqcG2Z/ZVuj8AosGTTZLnYRUL+3d7kJZSOYMoKCtBSlnVUdBfqSKqFQOOHz9I4+SEEcbsQ7tPCRIqSv8iMkuv61fv5ZVPZN9V4UbfAlnO4tbMSS7AaSbHdxAq1yzHdjWVxKZjvMibmUvAvIyPbZR/OXohk5jpSt41TESKFbdK+kSOjrH0di6qmcYYbyVB/eYIDaWJfTNlYwFa6nGvZjHajVCig10VRMNlLpJ7KtX5EEQYzAw2K0Q3mir+n3npok7w0jhSHSBabC05jvSrRWUpvI4mZiMiKLmtf7wQKhbHUBKGvIRnX/sZnZVUxrNyXFrST5jXhTzzedJy6ehvU69z1ph6S+S1kIx2gc0zmbKRCKqvQxCBSGog5wTkRD3MT0H7oZNziMJMFKg90s0E9UICyTeeJHmMIA4Z7VCXrbLrWbTsaE3XPPPdx0000cPHiQz372s5xxxhldH5skCYcOHaJUav7OLZlU+GrxH/7Df1jtIXSkkDvSMBAAG7MjZFTAC5XTCJM8GTR9tCmAOw5eMszW2mMINKG7hWrmbOZOLjKqMXjnVzGnn0286RVMyFfgRsP48UFidwM5vb/RPlQAxGP02PsZLx7HPdQtRpPdfwfe+DMgJLUtryHasPANNoMVGayds8IVitj2tp0w5vVbIjYFjJXIeTpMBqde9dz0IVvyzihqjvvIceqNhyYn1lEoTmAFTMankxgfHAHKUtanYacUmUwZISxJ4hGU+9qmwQps29U1QNYZoSfzfOP6nirhqSlGq+fQOkUI4sBjQlzIOucuRDIx/Q4EkRyi6uxpew2LIMoUMLL+3oUxOFENR8dMvOz99Dz1XZzqCGChp4izZxf98iHCIxHO2PPozCDVLa/FOu0rs5eKmnAoqUyj7iFBkQjJYFLt+Pl1ojB2D37wQuOxUBJ6s8jNfZiD40gd4T33k1UzEiuxk9i6dStXX301N9xww6KOe/zxx/niF79IHMfUajWy2SxBEDA4OMhf/uVfLnj8mjYSa5l2K9s+r0ROPMOxifZf7uORrf2SYu0nKFvv7+DHB/HjYcZ7ZgPy+Tu/SnLea0l2vhKmC190sp1KBL2jdyJ0642qzBI0uQZ6f/Z3eMcebwSx3Yn9VKtHqZ7+pqbXCZ1g51WVYw1Zp0CV5kpaXRVIxzbUJmb0mqQnAEu9U6kgNP3EpoCvZldBxkpqyRDGML36r1/PFWXk/H7fAjyvxlRpgDAsYrM+eO7snC0EKEUlWE+10t84Li/AxzK/PCwrLE4H65/3DjcZKCHAVWUyaoxAty+o07JAMvRegiM/xjFTRGo9VXVGx0BzlMljnFkfvFWS2M+hqiVw80ye83tIQgadB3BEFWsmsY88gjsx0ajJyYz+nImzfw+dXbhF6YlSlV5LYZwWirL06OnQx6QTbnC45TkhBKI4664UpjvX7rKwAkbiRFuQfu1rX+Nd73oX73znO7nyyiv56le/yne+8x08r7sK+VOwtHF1EcKAsIRRoa0I3cL6+22whnz4eMNAQH216sXDOPG0tEIcQFIj2bK7YSAAcFyU1CSqvTuhU1XrDAZBrFwSoTqu7ZzJA7jjzzZlOUkdkhl+COZ9MZ2oVtdlmvnSGI2MI7LtUiKtIJ6U6GCuiKZAKIHMwGwPIcFY8DIq8UYiXSTUPZSi0ynHO4gnnbqIoNWARtLarrR+ijmt0tpp1gjRrI01/dQ2FZFH42LwMPQKzVbVSfLEthgoqDd68pwOrrXGizKU3Vcy4b+uvoPoYCAszAaum45XJO7svVeQT+OIuhvIHjkC4+MNAwHg1I5RePaW44/pBHDMBAPxj1gX38rO8H+zPvpZi1qjPoGK6o738XTA2ALJ0OmLPu+SYWx3/1aBQ4cONbWeBviN3/gN/vEf/7Gr49OdRJdIlZDpqc5prOITxnk8t4KcXgVb8kx22Xaz6dw2RJpWDRtJjB8fInHX1VfoAxsg1ya+4CiquXPJhvtx7GzE1wqXmrez43UDJ0PiePVJxxrUdGB0/hzrjtezm+YjogoyKmMys8VaAvCCSsNfLk2CsBZR7CQuJ0DIFk/MTJvQmY/F4jAZtZOVEEQlb1rqu96RzR+oIee1IDVmTopxpwYxbb7EnoTTZdw45PhxUYGxLtAcODZWEOmFi//aYYEARUW6CAt526rXNPf6MygRzD431l4LSbXJhDoZhI3oj/8VZQLoXU8W8Ks/BwQjM0WS1uJ1EeuYT633FXjBMHLOQsrGBnN4AuNmSIZOp3peZ22qZWcRO4mPf/zjjZ/np+8fryTgwgsvbHm+G3K5HLVajXw+T19fHy+88AKFQoEgaP1OtyM1El1hyfZWmlo0KpVQC9ZTLWkyfok4yZDNn4kxneWYO2GEjxFeSzaLwSFy6kVENlOAShlRnsAW+uaNTmJshvH8G+gJHkLpKka6yL5zqZr2RiIRqrmCV0i0kgRevhEYnSHu24FRPlI3uwisl8d47bNmpJ1uoNMFHSfeRQR0rJHTuxGfIMiRyVYaQegkcZgq9c2+OI4R7rxoiDYQdZ6Au02aqcQbUPI5lNR14+t4JLFLkAwsfHAbJoRHRUxLuQgIrKLP2NbNkNE4cf3vIzA4eRecIUAgX3EB5v4fw1Tzbsaq7na9Ak1Pdj+eqtal7pMipWAb8x0R+eSXqEwG1u1ETLvDZDTAuvHnGeEVYC2u1eQ6SKkfj7Cwi6lkilzpFwhdw6gsYX47yZmWZHA7emjHos+5pCxCluPaa6/t+LtuSwIWw2te8xp++tOf8rrXvY43v/nN/Jf/8l9QSnHxxRd3dXxqJLrA8aOWlSmAdAyVuJcg6gMgmz/BZuxCEvino2q/QM6phoidIbQzgDQBRmaonfcu3IPPoHeeCzOuhSTGxAqwJO56xty3N44fGhhqKnKbSzuJBwDdxpWR9G0j7tuBN/rEbLql8gk2vLJjp7nFoEMQbutEPD+A3S1TpSFq1QLZXBljFNVKT0PWG0DEmrx0KEfhdDDEQBA1BOxOhlq8HmNc3GLAlN2MjRwcGdI3OExpfMP0jqY7NILa9AfT61Xp8UKksMRaESW92EYwx+BGtYY7sK/4PK5vaXy9i73Iva/F3P6Dhl9PK5/auu7EMgfyT+K7s7EtV9WQMmGiuqvpdX75Wdg1ayAAhOfjFov4UxGuMeRtdMIZPrW+86n1nle/McR03GvTgoetDGs4Bfb3f//3Gz//2q/9Grt376ZWq3Heeed1dXxqJLpAzElFbXpetBeBOxHKuVehZZ5s+AwCTSJ7UbLK4PjNEEXo4kYmel5PKDbgHDoEvT3YTBETS2yy+Mmts7ZO++cnz/t35J75Id7Es1jpEGx6NeGm8xd93bZXjMGEIL2658lOhxh0dzpxrecDwiRLXMp0/MtklUOlMnGCIz4+kdtDKdna6MURmiKRyTHQs5/SxMZ5gzX02J/hHJtgnU6IKTIpz8cKnxCJEZJev8pQptJohe07mkQeI5jKYpF1l9706QQa15nXkN1ayBXQZ12A3f9s3cCvP59g08JSHY6stAj6CQGemkKIGGvnGIRMFuG3yZhyPYYooRcpJd4WIeorirXGChiJ+++/nxtvvJFSqcS1117Ljh07+MQnPrHgcTfeeCN/8Ad/0Hh81ll1yfq//du/bTIgnUiNRBckgYfOBiineQI1Wp5wy8Z21DJnUsucCdYyOHUL8uEHoFSFRKMyT9C/7QCje/4vkp6t0x2MTvxabhKSKLc5CGotqlO+t3So7vqVNqIJS4FAV0EHFunVF4r1XcTijK8FJoRPIOquJIWlaEJyXRY0LhWJk2tp1hSbHFXZ3/LaPvMgGQ4idP3L6FBGmYBR+UYcYRHW0OOFDQMxg+NavExIUm2eMIWwden1GXQCSYSwFmfbJuItZzAZ7MHYhaXtARwZtM3kk6Iu6JfMMRJhXMSJI4Q70yfEoicqCGUXtYM6JVkBI7F371727t276ON+9KMfNRmJGe68887USCwV1kqiagYvVzcU1tYNRDDVudPXyeCYSeTjP4NjcwqsqgHymafwNj9LVOwcjK6PF2JbFxPshLIGLw6IXB8rJMJapNFk4pOwPC0DMRTjn+OZEdRhh6LpZco9r7OGkBG0id93Pj2gfYOVAteElKIilTl+KwNMyAyeqS6qgEuQ0JN5DlfWMEhq8RC1uHv56vkaXjPEJtO0gxM2wmWsxRQ6lHDtKIghPHRLfcgM87vIARjroI2LUsn0jRAxszuUwuA7Zfoz+xitdde1MNI9JNptqgkC0NYjMc3V8uX8q8iVf4boH6D0w59y7IZbiI9OIDIZ1KsuIfvvP4ToshvaKccalOW4/fbbAdBaN36eYWRkhGKxu2SK1Eh0SRxkSEIPx4+wVtalrpdJpUaQQKlNfUMUk3n6bqLzOhuJI7HgSKKILTw5PEUPkq2uaesu83SEqyPMjJE4kUrY49AX3YufPAsjx2CqQk4pnM2HGe9v38NhPnL8MP7D/wdhNOErLkWv29b4nREQZHziGe1ZqTGehaT5jRohmRIe/bbbvHzLYO5xPGc2S8yVZaSIqURbujuDFm20Ey3KxJg5XzlJ1BSDmn1eo6gQM8SQCdqez1pIovYT7sTUFvp7nseh0tat6MgaUsTTmVjHx1iXqXgjsc0jhKVPPoe0CeVgAy1V5CrD0dJZFJ+/h8Of/Z8kR2cC5SWSw99H5PJkf/8DC14TAGGRymL0KslsLJY1GJO46667gHq19czPM/T29vLHf/zHXZ0nNRKLwFpJHCx/g/ZYDmCtbGuCjvfFLmnBC7Fq1HkniaWKrHedc9sbAAHH0duxc161OKSt4ekj8NR+mJoz4U7dR2bXZoKh48czvF/cQfb+/4Ws1Sca99mfEbzyUsIL62mOcUbOGggAFEJYXGmJ563qTPe90ijmXsCdYyAAlDRk3WNUos1081k4YUCcVU25/Q4Buqyajtbk0WSRNK/SE7JEoh67EICtSIzUszkCzz+DfOpxZO9OzPZX1AM5c4/XOY6O76E3s5+cc6RDZlZ3C4LY8aiKM+uBfwslvRkvqqA6eCWN28uhb/1yjoGYGVRC/OD9XRkJJxvj+AahLNZAyOj0eNewwViDTYc+/elPA/Ctb32Lyy+//ITPkxqJtYiQxL1b8apPND1t3Cy1MzrLDhyJZYsQiEUwriWb3O798kLpuvy2tGBBRxJdqwsLdouyVcTECJSb02lFHJM7cOfxjYSOyfz8toaBAJBhGf+X/0r08jdjM/lG346mcwuBErZpyhXWkO8i5VIIw8DAQVxGadceXKLpdqJSRkO1jPbqQnxSJzhx0NpfQgim9E4Kz/8zKgmQ2zZi/Bw1sQ0jZmMGViuCSYnjR2S/fwPyuaeQUQ1XuSRD2yi/808arWHnjrgUbMfLTeCq5l1UYjJd9aO2QOxmmuJWRniEriKblDp+ErZDbwLbxUQqHY2b1Q27JxRoajg51RJ/WUtYvfbcTTNcfvnlTE1N8dOf/pSJiQne9a53MTY2hrWWwcH2KgBzeZE6CE99Suf/O6LBnRin/mVOsv1Uz3gzuqdzzl/H/cBi7l9hcYsa5Vqkqme4OlmDyixuO52IHsxkte3FZXz8wIMaG0ZMtRaAqalR1PC++jk6vFtJ3LimsIacTfC7CFwXCqN4foBQbts1trEOizOSBi+s4Adl3A59n9XRZ8j8n69jH3gE/dMnif75IaaeyVCW57S+2Arkg/eg9j2KjOpxI6Fj3CNPk73nO23HYFGUwh3EOlOPo1lJpPNMBN0Jwxmp2vabtkLWdaM64F/2K5BpzXJSpy2s4uzMMRBNx7prz53TxBquuH7sscf48Ic/zF133cV3vlO/Vw4fPszf/M3fdHV8upNYo1g3y+Tr/gNq8iCyNkEyuBPrHl+Qrd8xTEaiJSU31ybA2Qknq5n//RcClKfRQXd1II4TUCiOIV79Rhh+Bh79WT3LZhrjHj/gb3K9WC8HybzKZS+LKdZXPk4cE7sxhtnVpUONAT1K2fQSC0nWJsxM+cJGZJLnsLgETutk5XrTq23lgnKxOm58ito4VKJNLKm7w1oKD92EMzXSeEpUK/i/vItg+2uxLTsDcJ9/BGFbDZ5z7IWW52YI9QBHq314agprFbHJ0+37ENbWDW5LAYttkvhoGc+rL8D7N28ivvvH2NIkuC5qx+nkPvThrq57SrKGdxJ/+7d/y4c//GFe/vKXc+WVVwKwa9cunn766a6OT43EGkf3bkH3dhcwXacsJWWZ0PVCLCUgJwzbvO5XYaKTQelyfvT8Mn19IyilIVuEvldi123C/sstYAxaZaitv+C457D5XvTGnchnftLsw1+3HTHUR1E8htUuUmwjcnIYFIqYnC6hdZEsmuycyTQbP00hegSHSl3jJ+6B4G0wx8AYM30lISBThDjA6hitHcaqO0nMiclqdEJWx5HV1up8VRnFPfgLotPbSDA47V1EVi1kvCWR7l3gNW2OsgZpNGZeRpI0ul5R3wEhBPkPX03y7vcS3/2vqO07cPdehFhwnJAECuWalt2Ejte208OuweymGY4ePcrLX97c0dJxHHSb9sXtSI3EiwghYJevqWqYNIJN/T3YqcnF9WFJ9HRv1eYvZTeN7QGKhfG6gZjLwBCccxHhgcPUNlxAuGHhIrzKW/+Q3J3fRB15ut6ic3Ar8rLXMqjuQ00HDbLmEJO1lxFNd0XWtE7kwsYU4rqBqL8PcG0JM34HOJeBEHh+FemY2UWzEOBl0TrPxPgmErP4VGchDdLVWC0wSWs8xyq3XjE9DysVps0uAiB45VtxDj6BDGYz34zrE+3urn/1iZAJy4TkG+4laTR+2Lkf8lycbdtxtm1f1PVMrEhCg/LqO1qjwVEZkuranYQBiFZRgXYBTjvtNB5++OGmCutHHnmEbdu2dT5oDqmRWBIsmVwVLcoU+2KSxKFWLrBa2Rg5BTllGcq4HCsv/Pq5eH4FcNF41A2FRaBRokbIwgVY7QqvhJTYs17HRH9rMVlHlEv1Te+fPS8BQ+qehoEAcESNonqSUT1Ip8/aTw6ibOukZuISRlWQIke+OIlSdXG+ekqqxVhJaXKIKFq8gfDyIY6f4FBBmhqRLlIt94OdHaPNFNH9m1HDzc2GdHEDyaY2MQlAbzid6sXvIfPIbYjaFPgZeNm5ZN/wMnwzSljLEgVLW7sjgEyXRmGpiCsucdWpG24tKAwMUWYl+9YvnrW8k/i93/s9Pv/5z3P++ecTRRE33HADDz74IB/72Me6Oj41EktArjiFlwlB1D0Cyk2QSlOZ7FuiKxjqX9flNzpSWFxVRlsHbX0ECa4MSUx3mSXGKpiX0lkPmnbXPrMTGXEYJVprHRQBkhBDh9RkYespMvN8+QbJqMiz2a01dj4WB20VAg3WMitCLXDdKvnCJGAJakWCoP0iQLoJjh9SSPYjbQ2JIYMimy8yWj6r6ZjyJVeSv+drOBOHUALibD/lvb/dXsp8mvisS4jPvBiZVChuqEy3dq6X7ylVXxF0ayhU7ShucIQ4fxra6+vqmBXDimlNslOENRyT2LNnD9dddx133XUXmUyGoaEhrr32WgYGuhOdTI3ESSKEwXGbexgIAY6bIFWM0Seetue5ZXoKR5AiwSIJwiJTlQ0sp7GIIx/Xi3BkgjOn0CuJu9PdqZR7Ub0Rao4gYhL7wEagNWOpW1TGYOPWd26twra7ja2hT9+PxzFwXbCqXvA0HUCvyn5qssCUtcx66y1ShAgsQkJf3whxNEUQ5igUxhvvyfereLUqpcnWlq5uJiZrDqNspTFWicYTE2SdEWrJ7DHWy1F+4x8h4hoDfX2UKl0W/AlBZsBMG4hZpLL42WBhI2E1ffv/P7zqAaSuoZ08YWEnpa3v6l7uNqWZNbyTqFar3H777Tz77LMEQcDhw4f5xS9+AcAnP/nJBY9PjcRJUu9j0EYhVlqUMvN78nSNlDF9PQeb5BCUrFd7l6vdS0QslqBaqBsJN0JKizF1A1Etdxe4DYIejFHkCxMIYUgSj6nSEIODs6tjpSLyubrBqFQHFmzUJIRBZXNYk0HM6WthgZjetkaiYB6rayLB9CZMYoUkti5VMci+7KUgBEHioRMHx613rpZzdI+kBM+v4bhhk9GT0pLJVKiUY/T8RYAVKFNr06gUsu5Yk5FoHOJmEdkidGskaO/WA5p1mzqQP3wn/tSTjTGqpEJm4jHiwjZqA0sj2vhSYy3XSXzxi1/EGMPevXu77kY3l9RInCRGK6yRMM9QaC1JkhP/eAu5Yy16OVJafL+0rEYCBFMTAzhuhOuFxJFLEmdYzO4livJEY+3dS9nsOD2Fow0XTzZTYqo8RLXWeesrlUYoQ1LcgVN5AaHDepdpN0cl2t22QMS3R1snagEVdxNPem+pn9cacmhKEwMUe8fxvTaNlQTINosApTSuV0PXmo1EXHOxHRby1i7dKj2OPFw/aln4a72wi8avPN/y2Ug0/uTjS2IkrLUcqlnGIsugJ9iUFYgX+w5lDcpyzPDUU0/xla98Bcc5sflo1Y3EPffcw0033cTBgwf57Gc/yxlnzBb63Hzzzdx+++1IKbnyyiu71j9fWQRhkCGTqzUE14yBOPSw5sR9qlK2r06txiuRRSFIYn/aTbSUGAr50absJ6U0+fwYtVoftkNtZ90QTzfw6dnZKJbTRqFr7cfYSb49zyjCGoSQ5GyCh0Vrj4mx9QwMRvh+q6FoVypgjGjrgjNaESQDOE6tKSPMGEU52tjy+hMlrOXw/BDHixv9wXWiqE61b2M7F9txwj75NNPEWO47ppmI6zu9AxXL/gq8ZkihXsSGwsZr10icddZZHDx4kO3bF5dpNsOqG4mtW7dy9dVXc8MNNzQ9/8ILL3D33XfzxS9+kfHxca655hquv/565BpUkQyreZLIpaffEIUhYeiThCc3wU5UenCcSbx5f6GjFYWNDEVv5T8HQULBeR5HlTHGpZxsR3daNrfBdYOW3RGAo2JcNyCK25/LWkkUZvBlpR7TFQJr4chkludLkh7HsN5vXq1GYh2eHW1txUrIaclj5AbOpzY5N/VLUKn04bpHmtRVjRVo6yLs7KrdWoiiLEnSPlg+VTsN4SVk3HEEGmNdqvF6YtPXxafULYKpiX48P8D1Q3TiENRy0IV0fdBzFm71EHJOVycjfapLsIt4vGQYn/MnNsBYBPtKhjN7T6FA9GJZw+6mq666is997nPs2rWLvr6+pt+95z3vWfD4VTcSp512WtvnH3jgAS655BJc12X9+vVs3LiRffv2sWfPnhUeYXfoxEPZISqlpUnVG5nKcSzKsXuoRta1aANHKy7/+5f9vH6zXgUjoRnwf4Y3nUGDAk9NMh6+jMR2F68wxsEY1VJHYaxCL9BvoFruIUkc/EwNa+HHL/RwtOaQ2Pr6t+haLugDV9Zn8rI8h5x+GjUv00oAA3YY5V7Q0o4jDIqUqyH53BQCg0USmxyJ9dGmijQJCIijDKXS0HFGKyhFp1OKtqFEgrYuy6OAI4jCLFF4/Er8+dSGLsSJxvGnnkImNYyTp9Z3LlHvyX+3SnH7yXI8WruT6JKwho3EN7/5TUZHR1m3bh212uxd360LcNWNRCfGxsbYvXu28f3AwABjHRq633bbbdx2221AvX/s0NDxvsDLh+M4S3btYmL4yv0R9z1f4WUbqoyUXX52KEfed9h92nry3sKrsqUcj4geRyXNRReODBnMv4DOvL6rsfT3b0aIUWCi+dwU6O/f3PVY9o3XOFKdaoQiDDAZw7OxzyVbembPOzoI8eGW491MEdnhs9F41JKj9dTZOfuQxBbxxFYEDp4HS32LLeXfqivW/Q4kASachEw/WeU1NHVPZizZ0ljbXuHZjM/Q0CLqZOaw4p/NCbCW6yTuvvturr/+evoXU6c0hxUxEtdccw0TExMtz19++eVceGEb+QHqwa9uueyyy7jssssaj4916Ou83AwNDS3ptU8vKn5xzOe5MYcg1BgbU6slfOu+/fzqnh5cdfyVwFKOp887Qru4l04qXV1jZixCrKe3R+O69UyeOPaZLG3A2u7H+fS4aSvvN1oOOHZsdoLKmi0UOYaak8qryTIa7aA/SdqPW1jyfaKldXeSCKba3MNLxfy/1aQWHNUKa2FAaQZU+xa6J4+CWrOs98ncN5tcw4ioN72awRVwmhef8DmX+ns1l82bu1+cHBe9dmMSGzZsQHUhidKJFTESn/rUpxZ9zODgIKOjo43HY2NjXRd/vFi4cFOGAV/y/Scm0dMrlVBbnhwNkU+V+LWzFq/Hc6Jo096lUVdH7R5rFROT7V2Mc0kQTOKSIPDR9JA0HDadbKOc93xN7gCrydn9SGI0dYVVLY8T3LWCsJLBzwcINZ2IoCXh1PL3EZlhOJYc0Qo9vZOZSgRTxrDD6zZpwZLLTeJnKlgrqJT7iDvEe5aajVlJaOC5iiE24EnYkZcM+msvlriUrOWdxOtf/3r+23/7b7ztbW9riUmce+65Cx6/Zt1NF1xwAf/9v/933vnOdzI+Ps7w8DC7du1a7WGtOJNBQtTG33m4HKONRc2fGRdBMt3m1BetE+x8yslWfGcUV852udbGpRwvLP+8WCIEI2RIplXealZRxWEjARI4PV8Phs51c0tgQ5tcgZo6gxrdSWPPkEQeSeSivBisQMeLkwk/GYyF0TkGAuqZWpNGEE7/rRair3+YTKbS2Hl4Xo2p0iC1Wt/yDHoe2/OS7XmJtfbFn/o6wxrObvrBD34A1GMTcxFC8Jd/+ZcLHr/qRuL+++/nxhtvpFQqce2117Jjxw4+8YlPsHXrVi6++GI++tGPIqXkAx/4wJrMbFpugqT9zadNfUI5kU2ktfBMJCkZgbYCV8AmR7O+Q/c6AIvLWPhyetxnUCLA4FCJtxKZE/NzHo8R65HM/VsLQWQlJRz6SOh1JWcWDfurEBlwBGzIwPZc9xOStZZJIylbhS8s/SKZt0MR6GgmxdUiZYIxi2u8dCKEdr6oSZ0ESUULfOf4K1bHCfD9apNrSilDPj9JrdbLSuqJvWQMBGu7mO6v/uqvTur4VTcSe/fuZe/evW1/9+53v5t3v/vdKzyitcW567M8PBxQmbdS6c2oBWMSnXg+lhzTkpkJQ1s4ECsKMiF3HKtjbIaJqL34XGcs2dwkyjlGb19CpdzXMXW0PhZL1QhakreEILQKpuMLW7KSzRlLYutGomlCspZ8+af44QHAEvmnUS68qtHmM9KWO14ooRwPKQVTFiat4jQR4c+TSs/lJ/GzNaTQGKsIajlqlR6WC0+AIyxCSqQQhNpMLwYsmS6qqf1MpSmFdwapNEKYehvSlKVnDbubTpZVNxIpx6cno3jV5iw/Ha5RjgwSGMgp3rrrxPsblHSrWGCCYDiRnKGWctts6e8fxp92feRydd2j0uQQQdB+oj0aQiJtS30I1DvNzQ67rq/ktqli7p28g2xtH2I6vO3FIzjJBBP99eSGB8YM/X0KOcfHFiMZsS5bmQ18+36FbL7cmHQlCbncFDpxiML2Pn7lBPT2HUNKjdGSaqWHIOg+dpQIKPoulnrdR0ZJAm3wzPENeON9RBmMES2GwhiJ7aKGQpoycuRheqslqv4uYmdTqufUDWs4cH2ypEbiFOCirXnO3ZDhiaMheU+ye9A/qVhEJ5eDWWJXhOvWcL3aPNeHJl+YIAiKbcdhLIzXYjxH4qjZSS1ODAViUBa/GCIdC1iskYRTDkpX6l3qjMALDzYMBNR7YXjRIaQuU9I5pOs0GYgZgnmLQT9XbZlspbJkspW2RkK5IQMDh1EzukoKHGcUEB2N4nwmHA+0nBUHlIKcEGxs05GuHVGUI479pspxYwRBbWHpej96jp7qfShbJQdk4gPUvNMp5S/p6tovZdZy4PpkSY3EKULBU7x6y9JkqOSkoTpP40diWb+kuwjIZCtomyFJJAKDIwOkNHXJEWGb+ivMsN6Hp6uaI1MhfVkXJQWJ1mzUj7MlO4JQglhuw6g+AFQ8TDF5AqmrWBySxEeZ+WVyoEwNJ54ksBl2ZA9xRn4CgWVKF9kX7MGgWr7onRotdVpYF3vHZg3ENFJacvlSV0ZCqITYtom+C0kVh0zbaEXLixkf20KxeAzXDbFArVakVu07/mHWUgh+hmNnExMkMZn4OSrJy9DOymXSnYqsZVmOkyU1Ei9BtnuGMBRUjMAgcLEMKkPvAkHRxSBVjPTAUA/+WiAyCl+U637xDmJ3jhTszlv2VTQHJzUSy6U997Mpc6S+Dk7AnRwjzO8m9teTLT2K1DNGQaNkDSMVYp7gWiLzJO4AOzIHyDrDuNPprb1OiZyq8mDpPDbOqwSfkU2fF+4gitpJrtgWAzH7WXS3C5DK0P4UFkcYumwOiLWSUmlxIpDShu2Nqw3rhsJ5xaLO91JjLQeuT5bUSLwEcQSc7WsqBmpW0Ctta6D4JMnmq2165yhinSGoZTme62NjRrDOt4xFUJBjbHCaNZikjfFqz0NSm2MgZn4psb6PqdnpLnNgcAgzOzDKJ+eO4cxzIRXlJH16hKF5jXeqlR4cN8b1wmnZdEEU+tQq7eNBifZwZNhGmbW7r5lJFDk3Ioqas6g8qSnohOXMTDLCxQqnxRAZJMn0ri2lM6m7KeVFhxBQUFDodnm62PO3kdcGiBOfSnlwweOVEKzzoWCPNlVMN85vY0QHP73N9zHpnUkueAqAWnY3QeYMpIgQbc7lSsOeYpVq0jf/KpQmhlBOhOtGxLGHTjrp8QtqQQ+uE6CYbUKljaI00Z2khDWK9U4NBFRjDws40jAkasguDc0JIxShsxkVPdnkZktUP6G7cPHjSx2zAjuJr3/96zz00EM4jsOGDRu46qqryOdPruNjN6RGImVZsKb91iSOFle5HNOPQSLnCXFY4RDntuHWXkCZZnnvRBQJc7sIc83Fl8Z6GOu2GB1tHELd13EMOjmecZglqviU7Hoy2RKuitDaoTQxgFmgqdL8cwz6ERtyVayFuAzm7ruxB56BV74Gznz5stUflHIXYYVLjhF0HJKoXkq5ixupwymdWYmdxCte8Qp++7d/G6UU3/jGN7j55pv53d/93WW/bmokUpaFWjmPchKUM6eNaaIIKotb+YRsIKYPf07rU4OixhaCoActzqHAEygqWBQJvUyq9npgIKjEmyiK51HT/TqMFQRmgEQUweqTdOgIomqGqHoyEh4CHbro0MVOTcL1/w8ceg60hh/fBme9Evvv/xQhl6HeQQimchfgL6NW0osVuwJNh175ylc2ft6zZw/33nvvsl8TUiORskwY4zA10TsdmzB4bp7yuOoqV38uUsSgMhjjIWyCRVGxp1M2Z0MAiTyDQGzHNSNY4ROLgePm9VeTTcQmz0BhlCgOqcjNVJ2t9W+CNchqGbkIccll5Vs3wIFnZh+HAfziIbjvR3Dxm1dvXCktmEVkN3384x9v/DxfnLRbbr/9di65ZGVSk1Mj8ZLA4KradN+GJRaqsxb34X/B3fcTkILo3NeTnFmvoLfGoTpVT/0cGhpalNLrDL3Oo/iqBHiAV+8VbSYox5oZURIrHCLVvZpnbHqI3dM5qmNoUseUmGweWS13PHZFOXKo9TmdwMP3pUZijbGY7KZrr7224++6Ucz+7ne/i1KK179+YYn+pSA1Ei9yst4ohcxhHBVirCLWWcbLO7GLVG/tRObW/xfv8XsRuu6+UQeeIDryHOEb3ruo88TG8vORkGOBwVeC89Z59GcMjqi0vFaJKhk5QmA2nfC4A2PrmVDWNhQVlBT154TAtVPk1XMIDBWzmdguHGxfctwOsYwVCFamLI6likkspJh9xx138NBDD/Gf//N/XjFtrDQi9WLGhhSzh3CdelqmkpqMW6Yv99ySnF6URvHGn0Vt3wDZeu2AjEPcJ+6HqLVXdCcSY/mnZ6v87FjMwbLmmcmEf9pf5UglaVvQJgRNFdUnSqINpcgwGU3/H2q0gSyHGHB/Qk4Nk1VHGHB+To964qSvt2gufD3483Z+fYPwtoVbTqasLMbYrv6dDA8//DDf+973+NM//VN8f6n7z3cm3Um8iJH2QNue0q5To54QfzIrEcNA/knc37sUmc9hxkskj+wjvu1+RLWEnDyKWdedjPjjYxFHa82TfjWBh0YsZ/VlUTR3OktshsBsOImx1yW3ywkNU2OpCx2WE8sWtR8lZq8phSYjjlBmO4aV6ysh3vxObK0KD/4rBFXo7YdffR9i/RI1yklZMlaimO4rX/kKSZJwzTXXALB7924++MEPLvt1UyPxomb5btwefz+eC0LUpUJkfw/OhS9DP/0CeizG9HTvnjlabV/vUEsMk/E59LmP4IgqAoO2Wab0TiwOBqioDLGoax1ldUTGttZBtCPQFmNtS5DbWIsWCnfe65WM8MQogd3S9fuygHXrZxJxfEImWbzjfdhffS8Yg1iou5g15GqP4kcv1KU8MmcT+ttO4Kopi2UlUmC/9KUvLfs12pEaiRcxRmwlSV5o2U3E+vgVz93gqXJLEpHM+jgXnkvtKQN+9zpTfb4CWg2FrwSaHKPxXlwxjkAT2QHqwtkw6eSI5/QZjYVE65C8WVjj6HhfaW3dlo9HW4Wm+1iAUQqbzYKUIARWa0QQIJPujNhchBDzAuzt6SvdjoiP8nT+jdRUH8JqiuFRCt66VMh1mVlMdtOpRmokXsyIDFO1TRSyR3BkiJ0OXE9Uti/bJfW6rQTbFpd18bIhj2dLCRPh7Bcto+BlgzOBW0Fsm1vXhkIRi3kTp5AE0iNn6qt2a6FiBYEVFIQlM0eOI+9IlDXoeedQ1oD1mL/JSGyR2HYncmehbiDmTuxKYTMZbLm8LOIaTjyKGx/m4Z7fpOKsazxftTGhtQyJxRunlO5ZiTqJ1SI1Ei9yatEQtWgAz6lijEOyRCmwYdKDKytNE6k2iqnCy8Asbhr0lOBtO7I8cDhkKjI4UvDyIY8txc63ZyKdtvUQdk4jpecSlwCJQaAwFI1hi0rqgW8hKOiAMhn0dEWxsoaiDijZc7B4eGIMgSW2BUr6LLrefSlFG+Gq+nNK1QvjlhgvHuaou5OKajamRriUbcxgq2ctZQlJBf5STnEkUVJY0jNORdtQMsJXJYRIMNajEq0nNifWtS3nSt64Ndv1612TgPRaZj457Ug6rB2qc5q7aiSTVlAwhr5pSXTfarykQjS9m/AaFdeCKb37hN4HUN/CtIl3NJ5fBiJ3PWXrw/zdFWBSWY1lJxX4S0lpQTIR7EGKCCUiEpPFnlDH7RPDsxrXamJUYzIW1pDVEQII2lR2WwSTVtHX1JCobiyWEmEMGNO6m5h5fhlI3PX0Bvs5YkK0bE6PdEh3EcvNyaa3rmVSI5FyUtRF87oXsFsqBNCXVKlKl0g6CCCnQzx7/El4peZKWa1iZgLXAMYga7VlvX6SfzXFZJJJMVCX/QYcDINdNStKORnSwHVKyhpEAHkTt81m6pGawIhGjAJAYRiSKxPAFdaiqtVGFtVKGCchFevcAhmbUKaeAzYgElzx4l3lrhXSmMQycs8993DTTTdx8OBBPvvZz3LGGWcAMDIywkc+8hE2b64XDq1U4UjKi4MhqYmtoGwlmvqNPigTcnJlv8wr7eURAnqEoWdeAWLK8pLGJJaRrVu3cvXVV3PDDTe0/G7jxo1cd911qzCqlFMdIWCzk2AsDSOR+uVTlovUSCwjp52Wdr1aK9Q0PFuDyEBOwelZcFckMcbi+BHSMSShi0mW7raUIhUoS1l+UnfTKjEyMsLHPvYxstksl19+OWeffXbb1912223cdtttQF2Gd2iou3aRS43jOKt27XYsZjylMOG+Q1NUpgNwYwmUrORNW3vx1clPs53GYohJOIwlAgF+NkaQw2UDYhmdNafy32q5WUtjgbU3nnak2U0nSTca6fPp7+/ny1/+MsVikWeeeYbrrruOL3zhC+RyrXIP8xt3rFZXraE11tFrMeN5ZAoqcfOkXIoMD70wxp4lUKbuNJZMTwXXnxNMFhZjKkxMHUZH8xWUlo5T+W+13KylscDyjmcm5nmynIDayinDihiJhTTS2+G6Lu60ONrOnTvZsGEDw8PDjcB2ytISdsjg66C9t2RI1XphIcH1o2U1EikpS8mLWJVj7bprS6USZvqTP3LkCMPDw2zYcHLy0Cmd6RR78Jf7DumwS7eLlPZISVlNjO3u36nIqsck7r//fm688UZKpRLXXnstO3bs4BOf+ASPPfYY3/72t1FKIaXkD//wDykUllZaImWWHZl6L4XQzk7OWWnZ2b2Y6wkRhy5ShcxVjjBaENVWrm9DSsrJ8mLeSay6kdi7dy979+5tef6iiy7ioosuWoURvTTpdeHlBXg2sMSmvoM4I7v8O4m45iMEOH4MwmKNJKr4WLPUFzZ4Xr3PdxKvXFevlJcGqZFIeUnQ48IrVzwMIIiqGaKq33i81PiZKYq5YZxoFKwhyfWBbV2YpKScKKmRSElZdpYnBiGEpjezH1UZAVOPwrtRFePdAbTPrFseLEoEWKswrLzWVcrykmY3paScomQzJVQ42jAQdSwinsQVE8S2b9nHIJ64B/mP38SWppD5DJk3X0Lt1ZdjW5qkppyqpDuJlJRTFIuutw6d97ywBl8cXXYjoY8dxPnqX5GMT9UfA8nh75PLelTP+a1lvXbKyvFiNhJrNgU2JWUpCII+aNN0xwKxLS7rtY2QON//BmbaQDSuXQ6IbrsbkUp4v2iYaRWy0L9TkdRIpLyosdYhMEMt5RhW9hHa5a27sZ6PrVba/y6IEJ2KRFJOOay1Xf07FUndTSkveibic8nLLFk5AlgSW8ApvhbC8vJe2Fr0rlcif/azll/JDUPEaQD7RUMauE5JOaURVMwuKmZX45khmQGW10jIOES/87cRj9yLfXof6Lq/QW1dj373Hy3rtVNWllPVldQNqZFISVkmhLVIbUj+779E3Hkr6pf3wrYd6Nf+OsLPrvbwUpaQ1EikpKScEFLHCB3DxW/GXvQmhLUr3q0uZflJjURKSsoJI+DFPYukvKj/vKmRSElJSTlJVsJIfOtb3+LBBx9ECEFvby9XXXUVAwMDy37d1EikpKSknCTJMvddAXjXu97F5ZdfDsAtt9zCd77zHT74wQ8u+3VTI5GSkpJykqzETmJuV84wDBFiZaJbqZFISUlJOUkWYyQ+/vGPN36e33p5Ib75zW9y5513ksvl+PSnP72YIZ4wqZFISUlJOUkWYySuvfbajr+75pprmJiYaHn+8ssv58ILL+SKK67giiuu4Oabb+af/umfeN/73ncCo10cwp6qteIpKSkpL1GOHj3Ktddeyxe+8IVlv1aq3bSEzN1GrgXW0njW0lggHc/xWEtjgbU3ntVieHi48fODDz7I5s2bV+S6qbspJSUl5RTgf/yP/8Hw8DBCCIaGhlYkswlSI5GSkpJySnD11VevynVTd9MSspgshZVgLY1nLY0F0vEcj7U0Flh743mpkQauU1JSUlI6ku4kUlJSUlI6khqJlJSUlJSOpIHrJeCee+7hpptu4uDBg3z2s5/ljDPOAGBkZISPfOQjjVS13bt3L3tGQqexANx8883cfvvtSCm58sorOe+885Z1LPP59re/zQ9/+EN6enoAuOKKK3jVq161omMAePjhh/nqV7+KMYZLL72U3/iN31jxMczwx3/8x2QyGaSUKKWOW2i1HHz5y1/mJz/5Cb29vY2c+3K5zJ//+Z9z9OhR1q1bx0c+8hEKhcKqjWet3DcvWWzKSXPgwAF78OBB++lPf9ru27ev8fyRI0fsRz/60TUxlgMHDtirr77aRlFkjxw5Yj/0oQ9ZrfWKju3v//7v7fe+970VveZ8tNb2Qx/6kD18+LCN49heffXV9sCBA6s2nquuuspOTk6u2vUfffRR+/TTTzfdp1//+tftzTffbK219uabb7Zf//rXV3U8a+G+eSmTupuWgNNOO23FClsWotNYHnjgAS655BJc12X9+vVs3LiRffv2rcIIV5d9+/axceNGNmzYgOM4XHLJJTzwwAOrPaxV45xzzmnZJTzwwAO88Y1vBOCNb3zjin4+7caTsrqk7qZlZmRkhI997GNks1kuv/xyzj777FUZx9jYGLt37248HhgYYGxsbMXH8YMf/IA777yTnTt38v73v3/FJ4SxsTEGBwcbjwcHB3nqqadWdAzz+a//9b8C8Ja3vGVNpHtOTk7S398PQH9/P6VSaZVHtPr3zUuZ1Eh0yULCW+3o7+/ny1/+MsVikWeeeYbrrruOL3zhC02Svys1FrtCmc7HG9tb3/pW3vOe9wDw93//9/zd3/0dV1111YqMa4Z2n8NKSS6345prrmFgYIDJyUk+85nPsHnzZs4555xVG89aZC3cNy9lUiPRJZ/61KcWfYzruriuC8DOnTvZsGEDw8PDTcHklRrL4OAgo6OjjcdjY2PL0tWq27FdeumlfP7zn1/y6y/E/M9hdHS0sWpeDWb+Br29vVx44YXs27dv1Y1Eb28v4+Pj9Pf3Mz4+3ggYrxZ9fX2Nn1frvnkpk8YklpFSqYSZ1hA+cuQIw8PDbNiwYVXGcsEFF3D33XcTxzEjIyMMDw+za9euFR3D+Ph44+f777+frVu3ruj1Ac444wyGh4cZGRkhSRLuvvtuLrjgghUfB0AQBNRqtcbPP//5z9m2bduqjGUuF1xwAT/60Y8A+NGPftRxd7pSrIX75qVMWnG9BNx///3ceOONlEol8vk8O3bs4BOf+AT33nsv3/72t1FKIaXkve9977JPSJ3GAvDd736Xf/mXf0FKye///u9z/vnnL+tY5vOlL32J/fv3I4Rg3bp1fPCDH1yVVfxPfvITvva1r2GM4U1vehPvfve7V3wMUF84/Nmf/RkAWmte97rXrfhY/uIv/oLHHnuMqakpent7ed/73seFF17In//5n3Ps2DGGhob46Ec/umIxgHbjefTRR9fEffNSJTUSKSkpKSkdSd1NKSkpKSkdSY1ESkpKSkpHUiORkpKSktKR1EikpKSkpHQkNRIpKSkpKR1JjUTKKclf/dVf8a1vfQuAX/7yl/zJn/zJKo8oJeXFSVpxnXLKc/bZZ3P99dcv2fkeeeQRvvKVr3Ds2DF2797NVVddxbp165bs/CkppxLpTiIlZQ6lUok/+7M/47d+67e48cYb2blzJ3/xF3+x2sNKSVk10p1EyinBs88+y1//9V8zPDzM+eef3yTK9+ijj/KlL32Jv/7rvwbqjXx+5Vd+hTvvvJMjR45wySWXcMUVV/DlL3+Zxx9/nN27d3dspDMj+3DxxRcD8N73vpcPfOADHDx4kC1btqzMm01JWUOkO4mUNU+SJFx33XW8/vWv58Ybb+Tiiy/mvvvuO+4x9913H5/85Ce5/vrreeihh/jc5z7HFVdcwVe+8hWMMdx6661tjztw4ADbt29vPM5kMmzcuJEDBw4s6XtKSTlVSI1EyprnySefRGvNO97xDhzH4aKLLlpQSfdtb3sbfX19DAwMcNZZZ7Fr1y5OP/10XNdl7969PPvss22PC4KgRco9l8sRBMGSvZ+UlFOJ1EikrHnGx8cZGBhocjENDQ0d95je3t7Gz57ntTwOw7DtcZlMpqHMOkO1WiWTyZzI0FNSTnlSI5Gy5unv72dsbKypYdDcnhBLydatW3nuuecaj4Mg4MiRI6k8dcpLltRIpKx59uzZg5SSW2+9Fa01991337L15967dy/PP/889957L1EU8Z3vfIft27enQeuUlyypkUhZ8ziOw9VXX80dd9zBlVdeyd13383evXuX5Vo9PT38x//4H/nWt77FlVdeyb59+9JCvZSXNGk/iZSUlJSUjqQ7iZSUlJSUjqRGIiUlJSWlI6mRSElJSUnpSGokUlJSUlI6khqJlJSUlJSOpEYiJSUlJaUjqZFISUlJSelIaiRSUlJSUjry/wMhpJgcU4AMZgAAAABJRU5ErkJggg==", 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qlEgM4xwOox3b+Ca0v/yvMKLSxH0868C+cTN8uwsnd/00uJtGNvLOj+OQuQ5DpUuQc07AMpIr1Ei4yHubEMULSccRDCIywI2pPk/N96GaigIKIzHERSCuKViaowEoKatmyAg8LiGGFkyalU9fXx/e+973YufOnRN///f//t+xZcsWvOUtb8FKQwsmjWbZI+GmS3BSFXWKHvS6UYrTiGUS4mBSKMHUEpbBz8FcsyizESNbfxTZM/fCCAtq+ZKZ8DIbcXrHj0GYaUgpEIoItqg1llwqYpHCSPmic7pMr5hG2qQuuWSfxWYLjGAEvIFwEtKELzum3DN/uUj7Ds3SdsxEbObmvVyNZu4puUUYV7L5vZaiSVPp7e1FT08PhoaGsBLRgkmjWeZkWvKwHE9lvvrKPShEOYo1TTxOg2EjMIxZGbSFNAx28XjZrRi47OdghgUYURmh3QZhpmre0zfs8yaYlgIRGyiP5uDmSuCGgOAdsNhpQNaPAsXSQSjbFvWepY6bYHlnwUWD97BaISwtmDRL58O0mAG6bAGvjaJIpeaCIMDTTz+t6pnuuOMOrES0YNJoljGUMrJsX4mlWHCUw0yNWJqAUfs7Q8BMOHLhIkbFWgwDzLGQ5hKRkYMvWupGU+Qq8GRJRFML+SmAcYmKuBodxtPgzFeF3uo5kkNIB8PR1YseexJktsLP7oBTPAI+rUI8MlswtuHORS1fozkfVCoVSOp0GMeyLHWrh+d5+Md//Ef1mv7+frz1rW9VkaaViBZMGs0yxk2XJ1JGpTCNSKXh6lON+jjRwgSTepdMisyPlEEdeV1bXMKFhD8yCKMwgCjdgaBlg3q+QfNVVguSqy63GFkMRDcjxc8gxc+q2XUV0QtP0AH+HBS3M4ax9XfCzb+AzPBj4LGvhGeQ3oJi962q4F6jWe4+TPfccw+OHj06cf9dd92Fu+++u+5rqNj7D/7gD9S/qfj7d3/3dxHHMd71rndhpaEFk0azjOF8smuLTt6znbQXVcGUdpVYmmpOlBQ6AxnHQPu3/0atQ+y0oO/6n4KTmVrPs5owUBGb1G1JYAxe6+XqRkP9WLkASVfnVN+k0Swh9HteXA0TJgTT9AjTXFi/fj1uuukmPPnkk1owaTSac0sUWbBkoA5UKdODwSLEssF1jpSwm7SsN0Ol16aJpakINwtv+43IHPg2TL+AjQ9+EmOv+DBEpgsXHKqjUmPYV5CtnBCwv/dvsJ57EIgpIsggc+3w3vDjEJt3X+i102iakkrNbcyS7/twnFoftbNnzyKXW5l1ejrCpNEsY/xyGm6qAmYI2EYImweoxFUDoFqoQ85doGCCaTQfgWJYCDZdqQSTero3huy+/0T++vfjgiAl3L4nkDlxP1hUBqO6LcdBuPUKFDtvQcQXV5y95Ov+Lx+H+fJ+sGhKHVNxBKnPfxLe234G8c69F3INNauU8+3D9LGPfQyXX345duzYASEEHn30UTz77LP49V//daxEVtAlmUaz9pCSo1zMQMTJgWpD5jQc7oOTH9Dkk8BFjFxYalqSHEngVMix3zNwyDMwFjHlUF1dxmwwFQmZxBw9iQtF7vCX1c0s98MIiuChB14cg3PwYXSc/gJa/YfntE0XAuPYPpinXqwVS+PwUh7O1z+zbNddszqG7y74xuYnmH75l39Z/fdrX/savvGNb6jI1J/+6Z9i796VeUGgI0wazTKGTpu+l0YcWUhlizCMGBtTp1DwcsiHbRCSqTQcRZaaHcpGI4aXQgOhOg8nz8wHDCkucYkTg0VxcpJudEAMPLhHHpixdpnsKAwjQhSZqJRzkE2K0s8VRnkATv8zqmB6BlEMdvxluG1ZhLwdZWsPlofhaKzcxWn/2A9/BcxrPCKCVYrgZ45CbNhxXtdSs/ph4yNOFvP6+ZBOp/GOd7wDqwUtmDSaZQZpmjIzUeT2eKE3YAmBllEH1hRTxRwqc1peIICXAgPTJVUMhqIAjgQcFzkCMoyoepMuQ2cswygPwznxdM193DWRzuSVxiKtlUoXUS61oFImG4KlI33i+zDCSRfyGZBoyo8i03YIZXN381TjIrDtInKZQXCDxCZDudKKcqVdRQUTJNLpUWSyY+QrrnQq2RgEG3KQRxovl4U+WCm/JOus0WgWjhZMGs0yY5S78JihbAKq+IxjiHG0xxU4s4zwmM7piKNxZRNDIeaIyC3cG08RWeZ4exwDq+RhFAfR9t2/UI7fVairi+29ekKLqJpxQyhxQIXqYTC3otD6CNjkwA2BSMwcfWJ4w7O8XEAGJA/JzjOCxNw6eOZDS64PqdQYDD65T1rMfqRToxgc3qYiSS2t/UilCuB8Mr1GEULj7a9CEJUQPVwrQKtIJwXR3nPO11mjUT/rc9Alt1bRgkmjWUYE4DPEUhXBOMYMF91xeV72iQVV/9T4FVQNVRIMreT35AWQfgCowZgS6Wf/C6ljPwCPJqNZ0nbBtm4HLr5sxrJIHGSzYxgZXphgythnkHHOgjPqfJOQ1BHonQBnWye6A+NUNzByuPFCDA7m2CrqVdfkc5HYVmmGWKqeTEwzQFvraeQL6+C6xRqxVIWnbNhvuR3RY8+paNh0ZLYdsivxutJolqMP01pFCyaNZikRMZgIIQ1nTpdnKg3XpD2e0mgReE1qbjZme9fp7k4U2aEhsYKcxfe8BUHPZUi/+G0Y/hh4Lg1+7XVg69Y3XJ5KUS2AjN2HnHu6xnsKLATEEDoyJQwULldrV9p8K5yB52CExfoLIrGXyyDmaYCd+5qqXHZwhliaWF1GWU0Pmeywirg1grVkwa++HOKxZybuI2klWzpR+ZGfPefrrNFoFo8WTBrNEsArw8gd+A+YBZpNJunSDF7PFSjteqNq0W9ENIuXkDKOZAzWPJqoukyBcsgm6qGmQ53CGS6V0EnlksLyifcKTVT4dhS734/2jrMwzIWJodmRyDh9tWJp6jpyH2lrEOWwByLVgcqGG5A++RB47M0US9s2QjAXeYtGmSwS8qaiq2ohaTbNxLiaZtCetqxmE3ZJx3HEr3oTxOkSWDmpV4q2XYbgtncoPyaNZilgi7QVYIt47WpACyaN5hxjlIfQ9vhfqojMVNInHoQ9egwj138I4PV/eqYUiJpERehkbMyj5ZzJADuiA9gZvqxESZ6146BxNQosOSkbkOgxBUwzRrZtbGIMy2R3VwDDjMBENGexFEfzP6zYRhGMNV4+zXVLOwNKMBGl7XcgzG1E7ui9MMIRtV/gOsDmTRCZNuTtaxGa67BgTA6k7EmrcxX+kUA5UN1us0GpwGZNh6S/RPcmlN9/z8LXUaNZoK3AQuFrvIhJCyaN5hyT2/f5GWKJoKJpo3AG7qnH4G2+ue5rsyKA36CGqSpw5pqO46KIzuK9MCT5MyVCqEWOois6g338OvQZF6vo0wZTqMhSrViaMkrBEHNOs4mYo1hYgGkkDb+ddbBL7eNB12UY6rpMCRlLDMIQBQieRsB7aly/6VXCdiAtmo7HlJ8U972aIvYa6Co67dR2C6p/UijORtlrg2n0161PImJhIhIubIuiX422iSGKaX00Gs1KYVULpgcffBBhWNsftG3bNnVrRrFYxL59+9SsnEsvvXTF2rhrzj8srMAoDzZ8nMsIqZMPNxRMNgRcGcGDOUM0cSnQNj0F1YT28vdgypl1Pi48XCEeR2+6F8ygOh8xkYaru03KNqB5LRBFU6hlvlBoQxTVjkKo/4IY6fCwujEZQzALkqUh0y5YnatYWn4QNxhMyxhCo1vdZryOMcTpnEqJVsM90jAQmxa4VwaP6vQPunZdawUF5yhHPcjEo2DMnxFBimMDY/lemE6M0HZgcXpOrWiiCFUQpZS3lkZzPqEOuUXNkuM6wrRq+fu//3ts2rQJPT09NUZazQTTc889h49//OPYvHmzMvj69Kc/jZ//+Z/H1Vefg3oIzaqHB0WgUeRiHEpvNaNN+CizGCVO8mnch0kKtAolo+a0HkY8BkM09ioy4aEleB6F1A0zTugLgQrEhwaps2vqAVXCMoqweUGlqLyoE0JagIzQWb4XphibdCynjrbhEaCShuxcP0M00euKXuNC80bEqSz18s98gHMIN638jtj0FOdsdRqmicHhrWhrOQPbpu5Bej1DLBKxFIZpRHEMxyVxy2EoYZV8J0h4RtJFHNtaMGnOO6R3FpeSw5pmVUeYiDvuuAOvfOUr5/TcKIrwqU99Cq9+9avxvve9T933T//0T0o0/cVf/AVsW4fQNc0RTm7WIbCqY64JdEzKyAiZmDyEZu9yq4clRsGl3/Q97DiJhEkxe+u9kI1rcoSAMqycuqYkEjrSB8FZAINH6rU5eQpe1AY5OgBLjNcd1ayTgCQH7FIRLJtEdZP3dJCvbIaQc4hcTUFSVKmZMzFjKlVn+HOP2iULToTPyNgmJYQMHqr9I8RkxEgKQ420SWclpGFOZOaSSBxHcax1fu+p0WguOKt+ltzx48dVau7QoUNKEDXjhRdewMjICN785jdP3PemN70JY2NjamCgZmFwHo07Hg/DsqpX5KsTabqIso09dAS3UN5y65yXt9ALOsHIJbx5Gk2wqgBhCAOr4fgyGr9SDLswULkIXpSufUwAUeiosShT7kVneh8so6zE0oSxJQ+RMgeVI3ijeiWqK4rzRfhhDkGUQcnvBVK3q+jUfBF8loHCjCViZjqzllJNPoFcvaPYqRFLVQIvjcJoO3yPokkGotCAV0ojP9wJEa/6a1XNMoRGmyz2tpZZ9b/aJ598EqdPn8aRI0dgWRZ+4Rd+oWFK7sSJE3AcpyaF19nZiUwmox677rrrZryGaqSm1klRKoEGDFb/vVyorsv5XSeJlpazcNySahent6bUTRybGB3ZiDheHTUc0/dt4fIfhfHop2FUhmoED4mlsH0Hgg1XL/nnEJq9ShBRzVQ9BCyUncsm1sMrZWFa1CWXfE4Tz5MMoUgjkBQRYRjxdyAXn0LKKKhanEolC6+Sq9keEkXUXVcPKpSWrgvkx+ep1F05ieHypeqftNwsq1/XNBt0aI9nidFROm76sqUfAW79ETGqvc2P5rw+IrZRznfMfF+2Fo8Ha4PlvG+VceUirAH4Gs/JrWrBROLo8ssvnxA2f/Inf4JPfvKTqkap3gDCcrmsapymk81m1WP1+NKXvoQvfOELE39v374dH/vYx9DdPbMAdTnQ29t73t5L4kUqoVen5yqcC3Uy7e45A+A6sFmiICuJyX27HrL3f0A8/UXIU8+oAmeYDozdr4O1+3XInKerNJm6Bej/HiCmp5w4eGodOjbXCjcp1yMSgwjlKGIhIMBRidoQCCq2Hi+YZgZKYiNyThmcdcJ1DGB6U1z5YCIsGkHbb6cAv/5vyog8rF+/ftHfW2raOF32EDdYFdqirlwWqfbWGa8b9cbAi/tghoOIjQzK6T2AkUXKttGavfA+SZIK5dXoFwOcmSvieLDWWI77Vhd9L45VLZiqYomg6NLb3vY23HPPPejv76/7ZaYaJd+fWfdRqVQa1i+9/e1vx5133jnxd/UENDAwMGsK8HxC60Xb3NfXp04IS/9+Al3d/Q3djoXwUSgcQqW8gBb0ZUbDfbv1juQ2lbNnz+Oa9cJ1r0XWexZMhirdJZkJ39yAvH0T0NdX91Wx3QVhuw3DICRAyuEAHOMoyqVWVMq1gqMzHcBuqoPHvY3qQPsvPt2H0bF/g7/tFYv+3iorAYe2ZZpIlRIyjjEyMIrRaa+xoxNoDR8Hkx65KakYVbp0EJ6xGQXrWpTZTMuI8wX9ruycp6weqFifonxSMPhFB3Ieab7zfTxYS8x335qmuWwvsDVrSDBNpyp6CoVCXcG0bt06FUkqlUoqDVcVS2QzQI/Vg4QY3eqxHA9EtE7nY70su9zciJBLpFJ5dcJdLSxm31YEEEgGmwGpBv4+C1qutRMVc4fqSKMEVcxbINn497XBusrZan9gIIKDtDGmatMCpBAblIZOHB7z8Q60yxdgTPv8Y8nxsrcdA2EPJKVo0wKd0cvYGjwOszoeuOIDL59CyvkOvC03TRRtL2Tf0rPjKEbEY1CpkvKgVIuQYFGkbAWqz6tC+6k1eAwGJqNytFWGrCAVHUWEDMrWHlwQmESqtQxuTq6xqgUzJNwWD5WxFGTMl+XxYC2yHPetniW3OFZtBdfo6OiMCM8jjzwC13WVZUCVBx54AMeOHVP/vuKKK5T4eeihhyYef/jhh1X67sorrzyPa7/ymVume3kdTC4E5ZjhBd/EocDCkdDEwcBUfxfVwNxzBGOIjDZERuekWGpGHDeuL0oa6GEyXz2lEG+AsFNq1AeNTaD/hlYrhoyrIaZcj5FYerp4LU4Gm+HLFAKehc9bcNq6DM+4b0XoS4ihMcRPHVIDaVnkg/vJyJCFQHYMRSeLspVGwExUYgYvkvAiobrwDK/+AONs+GyNWJoKR4hM/GLTfbOU2OkArI65KEGmo052nt1+mjWHMqId92JayI2t7RKm1RthOnnyJP7xH/8R1157Ldra2nDgwAE89thj+MAHPqBEU5W//du/VV1xVAhOtUrvete71OuGhoaUUPryl7+Mu+66C62tqycScj4IAld1EFFUox50zvG8JIq3VvEFcDik2MrkUYj2ViwZjoQMFyFCusEJcinhoY/YbjwsmLMYKXMMlbgVoXRnXHdRSkLIFEZxMdrkfjXW5GVvG0oiM/MajXGUeRuOFi/Bjuf+79xWkJy9owEwESAy2yCMmYaWZTsDQSNmpmwD1WTRrq7YGWT9Ql3BZMnpCbppqysjcFmGYOf/u2vaVGze+PHEqX2hRhQajWbNCiaqX/rVX/1VZSlA4omKsUkMTU+t3XLLLTVdc1SPtGXLFjz++OPq71/6pV/CVVdddd7Xf6VDPjWBn4KbohlhMx+nTrlyaeXXLy2Gk5FRI5amQuW89PjFswx6XQpU51jgQVId07QCdYqytNon1GfqxW2Ng9SMwWcdOFLYiYw1ir5gQ+PncgMj3ZcBjgPYFlCuQJoOhNMyY++4lcPIFR8Dl4EqppfcQmS0YrT1dRDkWk7fLcYRT3H2no4gZ3BuwRZ1XL7nwoW6zJ7L21bn3mk0jWbJLeL7y9d4iGnVCiaCCul++Id/uOlzKOI0nb1796qbZnGMjq5DB49hWv5E8bcQDEIYGBnpnXXcxmqnPIthpEcFvU0GuC4lRuBDxDGEk0pqZphUabgW6xQcszIx4qM5DMeDDfC8jchYvKFLMMnG9dmzMO58XbKtZALpk5UAfWc4/NgDcwErHEbGewamKEy+mIYCiwo6R76MwY53JAKKBhs3Mw9lHKFRXzAFvANmPHOcTBUqmhdIbEPON1TcTfVKzZ90vtZGsxLRNUyLY1ULJs2FhmN4eBNM00M6MwbOBDw/rXx7VnH53JyZy7ntQiZYOA2pLRdgmgHaOvpmdDyqkSpNNkJZFonmG+KyIq6wHoHNvElhSJ1gbgXtxj6MWnuRD0dANeUy1YlC6s0wvbNoOfkt5QxexYjzSFX2o5wZv9CZRWk2eqRo7oUT99etYyLvqqJ5SUO7c37oaRgPfRWsXITYuBPxbW+D7Jj0dFssYcUCM/y65uW0uZFPFyBrOwKg0SwlWjBplpwocpEfm6wb04z/+JhE2CRKQ7U/y8EnLopsFPMdyLaMTBiQEjYroCLsxvYDEbXkJ4+FQqoOwFozP4lLrcfg8iRiVYtM5uE5VNU1GYmUVhohtfdveDVaTt9X0y2W9g4pwWTFIXyTarDIFCB5tHbRAlZcf2xMzHMYtW9Ga/gDNVqGZt3RNgi4KJvUcbhr5ovCAPbf/w+wvuNgfrIt/PRRGPsfQ3j7j0Dc/AacCyLfhEF1THZcE0Cj0YU0biUozW90jGbtQSk1Y1Gz5BjWMlowaTQXiHWGwPGITsYzD0J0qu9u4GF1IfC8LHw/hVS6ANMKIGIDlXIKMk1t7TNdjekkHgccLmPwJBAICQdRMgiXirEBtLBh2KzxvDuOAG50Gp61edoDJsL0egjDBY+nRILGu9cMR6LNLSU6SRmKM5RCFyGNL5EShhAwRWPLi8DoxQB/C5z4hJp5J1gaFXMbJKvvxWb++9+AnTgMNm2ZrDgG674vINh+CWTvFiweBr/gIrIjWKkQjOwnyIm9YikxpaNLmtnQKbnFoQWTRnPekDCMUJ3AafZYhyFQEAyjNC5m6uBaSOS4QM8yEkwE1ZzNKNQvRGApA9Ia90tSHXIcQexAOhybLYlSFGNoeBBXHvw0+tffiuGOy1QHW7t9GhZrXHhNotGKR2YKJjXAOKVEk1M4OnFfZLaCpwFOQa+pXlZMImdVUAoEopgjE9S3FKiBcfjmVvjY2vx5gQd+5IUZYmliMaU8zG/9K8L3/DLODQxxYKnbfFB7oxpZENW4n0ajmQ9aMGk0S45ENjeIlOoYTE7kNFOvUOjENpZDSQicibgyrrQY0GvEyHKacbYyPhpZidXNT2UhqwXX4+tucKA7Oo0NOIaMHMWOY19UNwkOtnEDsHt302WLRr5RaudMsWNgLoot14Pbsu6AUDJKzVge4jI9LmA61J8oEYUWRLTw5gM22AcWBbM85zQuFOrb5tiAPeVQLwERLLBDULPyfZgWcWBhK+SYtFRowaTRLDHt7Wdg0+y1KVEPw4jR1tqPPHWCVVqxy26cIlrucCOE4UbwGXmVTYqVVOFFdA3cCx5XwEUArOtRpphycAiMTthn+yAvuqjhBPQYFjxzU/33jMqwymcmxVLmahjtKQi1rKmV6JNHeBKrdqsHywhUBIoO/pbwEYQ2zhbbEDJTvVJF+IQPl2YAzgZND5htNmCzjr2lJuXQ7I2Zg4RdG/lAG12uSVsBXcO0YLRg0miWEMvyYNmVGrFUheaBZXPDqFRaVmj9iURrez8sy8dIsAlySqTGKZ9A99n/ghlPGbBL4Sa69XRB9vVTNTnk6dNgGzfN2HxyBg+NFsRGruHIidBsR2xtQjFzDXjKgWVSYpPmv02mMgUMxJJqj1gyeJRiW1Na8/3YwqlKJ2IaBzPxGmCEu8iIEC3k99RsD3Suh3RSql6p7uPcQLz3lbgQSDoxmsZMsUQwhlIUaheCNYYevrs4dG+3RrOEZDIjDQcQqx8gj1X0aSVCYslxKmr7plfFdA58q1YsTYGZJljbuHP+oYMQLx+FjJJuNLqF0sGg2IgXghsRxFTvNfXVFBmSkHYKhW1vQr7j1YjNVmRyw+p+ml9H/63eOCKYjDrXSCQJZW0xsSQJnCl3IK7jByaVA7mlDERnHTvz+h+DTM90G1fLaetCfI665OYNmYA2iX4JEp7W2vZC02jmg44waTRLCDeap3Uo8kSiaekRMMfb9yORWvS1EueRiixVaxrS5hjKURuVtYOJEGY0yxw4cvWurtmxEygHWxBsu1atpy9zOINc4nZeYNjaWp6wsFaSqqphDMDMCoRj5Ow9c0QLkRhhknAKIGGCs0nndC+2EDcxDxUkmowYLWquX2PhJPa+AmEUwvz254FKCSwMgFQGsr0Hwbt/AXATB/LzzlwKTtZ6Ucoag4KNs2WQZ3v9WkYLJo1mCQlDB4YZoRBtQCVKoio2L6PVOQmLe4hjrnyOlg6JrH0CaWtgwuiR5EM57EYxoO6zhR0Bk5qsyWhN2hyFwTYgomgN1f7M0XE6tjIIW3egtOV1yuGboP/fgArKMMAdofyqqsXy01H15aZUppLNNIGBCAYKydBgmIhhIxTk2t387CF5jE7zOQz5NHy7cTRGXHMbgqtuBXv5IJhXhuzZCNnZiwuKGqJMRfj1P2OlJePl1YmpOQ8+THo0yoLRgkmjWULy5W6MYjsEkjoaIorTKJc6EIsybF4EQlvV1iwFrc5LSJmDNeKGyFpnYLAQY/7OBS2XjrlTj7v073XpIzhb3oWYmxDcajR3WUEjTMq9N6K8/mbE6Zlu2LToDJV9U11SE02nBJMh1diQZrXVNDA4w85OLIusHTy2QaXoRJMRPTarwOIFtNqHMBZc0vgN1JtwSPJcwjIhiJIOuYZDlBmEFkwazZzRgkmjWSLoxBk55FtU54TMOBjPYCxwwBwJN/Lhxs0LjOeHQNo4iRSOg5Hjtuonpm4pQ5lMkoByzREUaGacnJtDNGMx0plRuGQKCanmAk4tZre4j42ZfSiG7ai0XwJzgIbkzmxfl4aJkY7XIUhtn/U9k3l1jSUIGWTSw1LymbEyMqmsDMAukKlkAJZ2gPZewLBUaq8Dp3GarWsomEhQ9maHwDzA4WPkgKRSjisFtecqftIpNzUPQ8VbMkY7XkbAxlCRGxChfg2WZnWhjSsXhxZMGs0SQcKgWdKfHrEMrsaGeKYDU0QwlQJYLAId1pOwWV4Jg2RlJFlvA8KANO1ENLFQpeqKQf3W/anQPMD2jjMwjGgiYEFCgwTNVJdvSp3l7GFE6zvgF7bA8U8klgLVNTMclNKXzkksqed7HKZDI1Ya7BflKcQR2wbYlLEtEDHSfd+HEeTB5HjdEnXRjw0C67YCuU5wk2FT+mWcKG1FJK0ZEalWO4+07QOhqZSZwTxEMoOVBKNi+lIliTRRhyIkUvFJZKODsFCCbQApfgqRzGE4vrpp2lGzWmqYFjMaBWsaLZg0miWCWsqb5YkS0ZJEUKgryzNdZMPFd8zljCOwSCzVq/uh+iJBI0qsxMQOzQwMJRzWjyw/CsuogFEdt5sFUi1JhIxybqwqmpJXUNRJCAOjI+sQd2yGGQwgW3wKPC4iNttRzF6N2JrmFt5sDWIGi9vwo8qMXUnaMqokBdlByYZheoCRFIW7A4/D8EcmBWOVmPyfXk62w3LQnhqDbR7ByeImBDQXT9VQCXSnB9CTGkjGuNBcupCKxo3lFb00bcSWm6TcKJoWejCjYEakjdEUZIo00XaZD453DdZG0jhG0GY8h9H4qvO6HZrVT7lcxuHDh+H7PrZu3YqennM3kPp8owWTRrNUqNSHbNqJNPV0Hp8Tg0MJl/erwb0NiRPBRG7jgcg1XE4bfw4OH1DRlokAT2kE8IpA24bEcFKZOwr4XgZCmPC8NAI/PVmvZXdjtOOORW1R1uxEuXQqcfEez9DR1sVlpqJLyeoyVMZcNWPNsiow/aGZYmli+0Ng6DTQm0S5snYZezoOQUimxB/VNU18ZOozpC20EMvlMUCatipwcxBqLt/kdybiGcSWA6dSqFvK77Iz4Kg/u0+ZemJMPS6gh/iuViYv0hb++vnwpS99Cffeey82bNgAx3Hw3HPP4fbbb8f73/9+rES0YNJolggeBRAUBhkfNlvPByeqNRlaNBT1qXbDzQaJAC/qqPuYw85OiqV6gqM4CLT0jBd/S8SxgUK+G0sBHaRFxYCohMik++GaBWUTgBRDhbej4K1PeutoEG3ZBotGElHYjEoh+S/N9ZNc1XQpkTldaEqBOIiQDy7CeUFKWNEgmAwQGW0QRgaepHmDhvpUs0zAdWwISvdOP3kxpkbTRLYLq46Ld4r31fhQTYfEks2G4Unan5rVyPmuYeru7sYnPvEJuG5ysXHkyBH8xm/8Bvbu3YvrrrsOKw0tmDSaOWKYATLpUeWbFAQuKpVWVWzcCDq08MCDsFMzzE/IqToWkuagVu+ATUJkkZBlwFy8dWJhYaSyq6EfU5Yfqy+WqoRekhMbj3BIsbTpKsYidOYOwuST3k9qPVNn4dgFDOYvVttiGXm0WkfBPNHc2mB8IRRVimOrxlOqxlE8jDHm7UQgOrHUuJUXkSs/CU7u4jKGZBaKRgdeyrwBHk+iPmNSYqPpwmr0GTOG2HTqCiaN5nxzyy231Py9c+dOtLW14fjx41owaTSrE4m2tj7YytU6ERGOW0Q2O4LR0R6EYaO0FmDQiYuEkZNSnWqqW01ZCwgEE2oJ4FLAOSddclREnoFh+I1rX5DDcHkvhBoZ0mApbBbxRqkqEatCYoouJeNdlo6W1PEZYomgv02jjKzbjyB00Z46nESKSKA2bJlnQEu32oRyqR2lUpsqaDfNQH2+atMEQxg4GBmpFZV86BSM4VOQThrRxj2kohe/cTJCbuxhpCsHkrEuVJyt6pIitESncFXhi3i05cfUIGKy7pxND8vx2/SnVUQvbDbSMMpEqbhA1o84alYHSYfs4lNylUpFXVBUsSy66GjshVbl2LFjGBkZwbZt27AS0REmjWYWci2DcNxSTQu9ChjxGG3t/Rgeal7bYkQ+eOSrFwXMhGfYEOrAw1SdDZcSmbB0zryY8vFuWPwJGGymAIuFi+HwynFfqFkiVU2hXBxXwiLwUypKs2RIAdssNhQKdPxPOUNI0RBgTqk4BplpAwrDkL4/7kdkgVnjhzvLhmjpQeBlUCySQGAYHtoEwwiSMTWSwfeTmqyJ98gPIPO1T4MXR8G8AqTpQLoZeNe8CcEVty9409zSQbSMPQwelyYFDm0CDcw1DXWfKwpY7+/HKXdvsjsW+DWhVFsOR8m2dMZjVLsViDZdv7TKMThTt8W8nrjnnntw9OhRVLnrrrtw9913Y7bi7z//8z/HZZddhquvpo7MlYcWTBpNUwRct1h3eC5BEYlMdgjAlqZLUYcZoa7hYccBIm6oaIFB7ernxEpgklimMRxejVZzv2qFT6qkOSKZRiHajhxegIVRFTkpYxMq2Krcr6fiiV6YxktgFEFRIZdohmWCEI4q8s7nl7rrZdLKoBFcdexNWUdpIHriEGSxpCJ8SlVlUuBXXYpw43Uojq5DGNCImMkFx7GNSnmmkGReCdl//ziMwuDkfSSAiz5SP/h3SMtFuOfmeW+V5Z1Ey+gDMESd9FkUJatmGDQ+GBuCScHkRbGyo2iEETeagMcxHF2LduNJGMyfGBNDw4lD2YJRccW8t0GzslCdsYsq+saEYJoeYWqG53n46Ec/CsMw8Eu/9EvzLh5fLmjBpNE0+4GYIViTQlnCsuZXL6L8lyidtYREMouh8HpVyMtZoDq8HJxFOx6FMaVTKoc8MjiGIbySpOH4+sWwUzGYSe3/E0VWQEieRB75b6MQXQpvoLNpDde5w6wbe6P6I0Hz4RCpx6s1V7JQRPj1+4Bybfs8/BDhI4cw6v4Q5DzmuznPfBO8OFz3Me6XkHr8ywh33zTvuWwUWaorlqpElPJMasO46kZMGPZCuKZRVzQxEcMKGltTxEhhMH4FHD6CjmwFhWIFFbEeMVaWv5TmwpJK0cXG3KiKJUrj/c7v/A6y2ZVrkqoFk0az0mFStdObTjxRvRL5BsKypVIs5OTN4aEFL9SIJYLSgBwlJaSG8Cr1+s7cIVhGafwqcFIESDulhNdw5RJVB3X+to8jjLIwrBGlSUJh42RwMSpkiaA8oCRs6WGT+Qwcw0P0gydniqVxjPIw0vu+itI1Pzant6aLaOPIk2BNooAsqICPnYVom8fsOPJNikqzv/k4JWOytogCZn1FDxvSprpir8JFDNsvgc2as2MIZCdYdj1KhTPkAjb39dasaCi6tDjjSjav55P30sc+9jGUSiX89m//NnK583jcWAK0YNJomkCDcZMoSv0TJp2bqN7FXsISnqYwiVSrp+apTR7LSEBFMKwY3hhFjRgyONzQg4cwUIGBIkwzhsG9usESJaBsG3Fl7tGZc0W+vBlWrgzBJI541yCUU65wKfglHRyNrscuPAg5PNJ0WXb/QcwiVRS+BI6GFvZKNK/4khIsmm+HI1kYzO2ZPkvhaOqGmvtIwKW9pK6LTE/p75WZ5NCsZluBT3ziEzh48CDe9a534cknn5y4f+PGjbjoovNk1XEO0YJJo2kKQ7nUimxuuG4dk4hN1WmVu0BRZjsTTBNLCcnouCTyFFZs2CDX68aQr5GFPNJOCQZvnC6k9JdtFeCHc3frPhcIaWEwvxsl20CIOukARlGTFM5EF2PdbAGTOVRNUxTnpdBCQPG39o3IjJ5uvDjTQty2brY3ra7oxPrSmBgjbiLdGEPIUnjZvQ4lo30iIkgJyi1GODGmoln0S6O5kKxfv15FlchGYCqc8/MqmJ544gkl3N797ncvajlaMGk0s1Aqdag6pnQmrzyYSIzEMYeUBkaGe2u6qc4vEoY1xZUadVru3RhhJTGpbL4kamg31YDdZlD6a67GmOeaWJqoyFzjyAxjGBOb0MNpuG79lBxBs/QaQZ1y2dwQuOXjBskw7GVw5vq3ou3MQdhefuayuIlwyxVAg2VyI4KT9cHH7SioGy0MHTAT8PjVME5+H7yOnQTt5XJqO15qeR2GkVF+mmRd2ckjdPDGn7lG0wy2yAgTm+drf/Inf/K8fCBRFKn0XyPIyuDs2bMqNUiYpqmcx+eLFkwazRwoFrtQKrUnHXNGrDx6giAZAbK8T15JZKOEHbAwjJHAxUvlpKttZ7ofnXYxeZbhIMUGIGlYqyGSsSd1EBED/87X4I4UEV10NaKLryVVcH43p9n+ZgyVjTcg9eJ3wKYUSlcRhgVvR62ZXhXHKaK1rX/Ca4vIWAE2XgGMZN8DfOkLsEb6J94+dtIQXVtQedW7Vdece/pxmPmTEG4bKptuBLIZpFoq4MZkRCsWDIYzXmfWvgOePwp3cB8YzcobF0qCpzCSux4vpK5BMhkueUfycO8X5MUUoWvKOmo086phWsQBiy/Tg91DDz2ET33qU7M+7+GHH54w1PzIRz4y7/fRgkmjmSMUUSJ375VFcoAriS7cd/YG5EMbFZFcWT2X34KrO07i6g4amcGQZv3J6DSfQlPkWzTzCkye6YN5/9fVv82Dj0NmPofK3b8M0blMxmlIifKlb4Q19BKM0RPgU9zThekg7NoJb8crZ7yMIojTxVJyPw2nBTp35OD/3E9h8IHDMJ9/BqGTQ3TV6+Fu3Am7/znkDv4neEAF17HSdO6pRxFv2YP4+tdPKjxyDi+XweMCRLpNmV76vdcg6NwDZ3AfuJ9HZLWhaF2Jw7IFQZ0ORBJNA8JAjgs4zeYFajRrkD179qi5ddOh6NLg4KDygCIuvpgmA8wfLZg0mhULQxxysPE04XRI/FC3HPHA2QjDfm2HSqvj45K2oZowe7IcCRlRmoiDjfuriDCCHCnA/4f/nHgujX1B4CH1uT9G6ac/pkTW+DuDmwLcjFUXWxSQl9Pir0xpCbYI4TG7fgu/lHApvcVNjN36YdgnnkDqyPdV9EdaKVQuvh3Bhr01A2urpFJjTUfB0Nu5lkDXrRfjwZ1vVqNgdlsBjFIfcvv/HUZYrFlPIyiAHXsGaGlDvOcG8FMHYe+7HwgobUC+UCbC3t3wrngjpJWGtz6Zq0VuE/6IDT9qvL9icPTHBjabs8zL02imQT/1xXXJYVlCc+koavSDH/wAV111Fd72trfVdJDef//9ePrpp/EzP/Mzi3ofLZg0mhVMULJhmB4wrfA7mVxCw2gtjPgCxXBmNOLmrpeRanDSpUWJKEbMWpWJYvyNBxE/8lTiDTQNcr82X3gI0ZW3gRkCLqWhuFS6hNbDFgFCz0RYnn/NwHQysYeQm0o0TN9gU8ZIifF6IG4g2HqDus0Fy/bq6agZ2EaEbS2DGBjrhklemIe/PimWaH3SblIxXvHU8GXz0OOkxmA9dx94UFtXZR97Arw4iPIrfqJmW3xJ9WTNz0z0HI1mvvBFOn3zZaqY0um0SrE98sgj+Ju/+RuVevvQhz6EHTt2nNP30b86jWYlIxkqY66KJJFAoggF/TfyDHijiaXAiSLNrZv50pzVfHadFAxDhd0Y+8EYogceryuWCGqpt/Y/Om5xUIFhJmJJPUZXtIaETT5R7uJn5dHhus0bRbb/KIxyXs3qM0SMdFRBazhlvMg8mWvhPp0velLFieiOWexL1mvnZvAbrwC/cjf4VXvAb7gCbH0Xhfhg7bt/hlhSr5ExjNHTMAaP1exz6oSbbTvUvDyNRlPDTTfdhI9//OPo6OjAb/zGb+Cf/umfEATnYkbnGogwnT59Gt/5zndw6tQptLa2qpBdNYfZiD/5kz9RjqRTedWrXoXbbrttiddWo1kgNAes6MxsXR+nUU/brKdc8vhRnWCkfpKS5IZwDisVgDUYIUMCyk6HiDxK2y38KtXc/wO43/kXtFSK4KEPYbuQqRwqb3o/4m3Nf9vNKJfakEoVZtQw1cMGFc4CGe9ZmKIEdvkusPZWsBrnbQvYuQX8ZD/kII3OqQ8PPTiHH0K5ezuNzENU5kgxCRqc0yjKRIKqY5ZuRo1mLRV9T6WtrQ2//uu/jm9+85v4zGc+g0cffRRXXHFuxv6s2ggT5StJ/GQyGdx+++3o7OzEH/7hH+LrX08KVhuxf/9+5Q9BOdDqjQrJNJr5MDLi4fSZIsJwCU9sJgeyDpBzk5tTv7ZnU5rBqnOcG1Wz1BojJLXKG4i3XQ6ZHS92ZwzG5RfB+ekfg/Ohd8O85VqIdAbhFbcqp/Gmx1MmwY2FWxIYx/cjde9nYOSHlFiq1lEZYwNIf/kvwQdPLXjZNDzY92jg7mzPY6j4OWRaB2Gs64L3hvcj3LxXFXBPh9Hw3E3rwWTzWiMWlEENfWHZgIwMtQ97eaRE00wkHEi0cu29pJk/ZD5bNa9cyI2tAMFU5fWvfz3++I//WAVLSDydC1ZthImq4EkwkUEWcf3116vQ3H/8x3/gjW98Y9PXbt68GXv3JoMuNZr58PQzA/jb//0cxvK+qt+xTI7rrlmHn/7AFbCsc9h+71qAbdZWYbrkxG0ARa8mGNTpcmQMiVb/KPaKZ2EjwBm2Hk/170G3W0S6Th1TLC3ko+3q3ySWoi17YJ14AakPvwusow2canVIxFy0FdYbXwXP3zNrzEqt6SKOt+53PgdeKdR9jJfGVOQpeOeHkHP7YBi0/w0UvXXww5Y5vfHYWA+i2EQmM5LUYE17CYkpX7SCOxRQo/Z++gwyCEUbouxGpAcfm2llYHKI7vUw+uqLOdpjYW4jgpIFGU6+YasSliH6BNVrsYnIUoq6+ZhEXhpIk7uWTs1p5gGdDhs4hsz59SuJ3t5e/N7v/R6OHTt2TmbYrVrBREVg06EdRoMAZ+Pee+/F97//fXR1deGVr3wlLrnkkiVaS81q4rHHz+ATf/4kxsZqc+bfvO84Xj6Rx//8/VthUI/6YqHUz3SxNLUHPu0ApUkTNy5D3BV/Hiweho2kzb5HnsWlxX1Afw9kT6c6EpL3khSUCrJRiLYjEF0Ty/De8kHkjCfAe9tru+psS93ao7MYK/fCoM64BpBpo4gWeMSNI/BC/QG4Vcyhl5HLvYhISDzV34Ejo60qrdXlDmNHph1Za7b3ZigVO1EqtqOlZQBuiubpkUmkhBAG/ChFPuczTxq031gWXuslSI0+X/sQBEo9lyHTSDA5Wfi7b4PhMpDptxx3QahIjlFuq8igSoiS3QN5NzGOqhOUQV2BUmA9C5Zt95JGc6GhoMm5Kv5etYJpOiSUKCx37bXXNn0eiSR6DinTAwcO4Pd///fxEz/xEw2jUmEYqlsVCllWJzkvp/BldV2W0zqdT+jEZ5qJiAjDpBj63C2bQUqJv/7752eIJSKKBI4ezePxJ/tw0w0zPULmi6ToUrMzJIkmCp+PB3xa+74G26fT7GQEiE7CDgJg6BQQFcAyOWoVA4siyIDDb7up5rtCZouss1tZGNSDHNDpJqhouU4dE9XnxAE5ifOFfW/VOJPmnxk5kBcCA/9+eCuKAQ0QSd5rxHNwouDhqg4Hm7JzOeQZKBR6USgIOE5ZqZUodGFnPTWfr/6bcwi7XYmaqfs5hoPiuhsQ3LIbuSc+C7MyKfqEnUblotsh0h2JFUEaiPOAJxj64CSRpeR/E3VoU9+dHqcy91PSwRY+v8LWtX48WEqW875VKblFrBdbhttEkMcS3Xbv3r2k67gmBFMcx/jkJz8JIYQSP82g8J3rJumGG264QUWlqNKe6qDqWal/6Utfwhe+8IWJv7dv366mM3d3d2M5QkJwLUHxEuAQVeyQdKm65AAg4bJZnd5mgyIWxwseCkGEnGViS4sDc1qY4eChQZTLjWtVKl6Er3z1ON7+tuaCfS70V/KImswPo0hRZ3c3bMOEDEuQR/sbp8tIiFTIlsAAvLK6y4SBdfYZsK4bJ58GmqXWZMYcl3DdMkb9LUhbw0q8TB63DJiGg5bcRrCWhR3MejdvQTmdhSw2HqzLc2l89aXNKAQzx5R4sYFnRwWu2NYDd4Gp0WJ4GLLJPqAhuJLbYGIyuhfxFAKzB7yjHaO3/QJaHv17GH4BcaYTlUtej7ht08RzmQG0d7fh4EiEOIgbjr5zDAaLM+Ve4MUCITOQ7exGjqKO82StHQ/OJ8tx39JRazHRSI7lyb59+5TTN+3z1772tXj1q1+tapfONateMJFI+rM/+zO8/PLLuOeee9DSQvUMjamKpSpXX301/uVf/kV12tUL67397W/HnXfeOfF3Vd0ODAyo+TbLBVov+jL19fWpaMjaQKK9/RQsuzwtjRJBiGMolcZQKk6mnepxNmQ4ETCQjVE1evDCILDJlui15MS+HR0N4XnNJ9aPjJZw5syZxW9VxgbMxid9SqvR1RYTElb5BNqiSvMD3YzvaYyw/0kMhVsm7nHdPFrb6vtFTryv5IhkCvlgPRxegME8mNKDY47BQATP60Ox2Ikoqv2NzfV7a1x7B1Lf/r9gdVr0kXIx8to3ohQ2PqRVwgiPvfAItqzbqSJCFtkfOFP2o0+V142FaLotJr/JJsiJAm/6ZkQsi77Ma2GN14hJO42xWz4EgzV+j9H8KIoBXZhNfmLVX6vJGVodY6LTiX7HaWkgiAWO9I9indH8+zeVtXk8OD/Md9/SXLPleoG9kmhtbcXw8DA++9nPqnM21S2/7nWvUx1y5yrqZK4FsXTo0CEllnp6khla86FQSIpMbbv+cE3LstStHsvxQETrtBzXaymwLA+m5dUtVKSISDqVV/UqdKKvx1gEvOxzRFOiUCSaAgkc9wEXAq3jv6AtW9qQck14XuMIxIYN2XOz7/2oatlb/3F6j1gklgAqmraQ60JRs66+n1Z1PI3a7mNhoBhVD/ocgcigJ3UcJqP9nyzHsgJYdkXN5CsVO+a1NrQu4d5Xweg/Dmv/D8DLySBctY2ZVlivvBIj3dvgnWh8SKMU3ZDPcOXY13C080eU/HXjGNnxAcaSiuYtAZTqC4/Qs2Bn/IaiUcYSIcspU/OytRUjzhXghg2DTR0KSp9FfcGk6seiJv5TjlljOkgnAcq+OoyrwcSyzhDf2VhLx4PzzXLct+qwsShbASxbSBh94AMfwIMPPoj77rtPmVjSbd26dXjNa16jskRkObAYzNUslihEd/DgQSWWaKfV44/+6I9w4403Kp8lElb0Bac8KFEsFvGv//qv2LRpEzZu3Hiet0CzWNKZURhN2tg5j9TAVc+rH3U8HlJcpP4Rgu6nx68YL3Je35vDunUZjIzWn5jdkrPxzh9NvleLJc1PIuTdCJGdIYY4Ajjog8/bYVghpNUKnDVA5UoNcWemmkOjfYaxo++l4aaKM2qUlD6TDvx4MgTe6b4Ei1dmiAv6PKgLjZY1n0iTgjF4r38vguvugP3YN8DHBhB3bkBw/RuQW1eCU/bAmYCQXP2OhZA1iUg62Lumj1Q0gKz/MgrudpQjA0JS5CZWxeyUVmMOh8PzMMwIcZRsN4nqwHNgumEiGqdtmIxCjPo98FvuSgYyQ8Kk75cx8/tA+6vuOYuimOHMSi36O23xhicrFXEySTCdy8o8zWpktdYwTW32IjsBuh0/flwJJ2rg+ud//md1Lqf6ZIo6URd8tYN+PqxawUSzYx544AEldP76r/+65rFf+ZVfmUi9Ue5z27Zt6t+kPv/qr/5KhVLp3ydPnlRpuF/91V9d9l+U1YOE45RgO2VIwVGptCCO60f3ZoOKkJtB9cesgZ8NndQoktQMX9ae/H79V27Af//N+9E/UK7x88lmLbz5jduxfdvic+pZ9xSyzhkwnMYYdsFHUmhcFUstOALmunBc6g+j1ngJsflSsGNPg00ZRDsBHTSm1ebFzEUxfdWMp3pRFpb01Vk9WTbVd5mIRAqD3kUTRdkMESxOHWb1t4FEUzY3jNGRhRXAi/Z18O6orUUsVnLYmDuEtBmjEDDEVOAz/XVqfIoPUwboLj2hBBOtbSAoQhOraI06oaSAtJ1Pok4ScNJFVEo5BF5Gtf+nsr7al5JRYb0EC4pwTzyKrF9A3yUfhmSWEm71RVES95shuIRETPXlDGiREUZAtgWTz3EMPusxKOYGTLJ612g02LJlC973vvfhPe95Dx5//HElnh577DFlZEl1Th/84AfnvZdWrWAiBflbv/VbdR+bmkIjMUSmlgSl7H77t38bQ0ND6kYdc2Sxrjk/UBdbe8cZFfmpRjHSmTyCwMXoyPp5d7YFfkp1OTU6z8QxV91PC2baObmrK4VP/PGr8cX/eBEPP3JGnaA7O1L48XfuweWXNa+VmgsMMdL24HgmTqINL6pWferEIpHCWYTA7IVk5pTRGQxiwx7KF8E4dUANolVqbnxQrsy2qJN7lZilUEhdjdioDV0bZggnFSCSWUSxgMFCxNLAqL8ZkczUPNfinir6boZpzr3eZi4IaWGstAvbOiw8c7p+lI/2xeFwE66ND8ARk/Yiqng64shQOm78efSd8SMbg14vAkGGoGQBAGzODcKkCJM3BOPUPnC/AD6eCpPcRHp0H7yOy+oO+FVDjb2YHBLAU5PjYygyFFNZ1rjWaad6L3B4MJQtgr5W05zblNziXr/SoBoxGplCNzqvf/e7363pbJ/XsrBKIaEzF7Fz6aWXzriPBFRVRGnOX9t/e8dpmNNMFCn9QaKntfUsxsbm13VSLrcik6W0XP2rbkozJRYD9dYHsFnzKJM9bf4rkcvZ+Mn3XKZujWAWwJzENZfqXoRHk3Jn3x7HGlNisnY9JUwkJ/+IpyGp1arOGVZsvAxi/cWwCy+TUgSyLZB2BqUzAnbhCJgMEZpdKKX2IjZyM17vZpKBugkUkalGpahGqrblX0i6b5YjKxX6nGMinkVn1gLnPpVw1aUiU3jcvwTXpalrskrScVbzvMhFX3mTMvCskraK6nuqyHUjvugVkINHIQsDoGrwuHMbUsefR2R3IcqumyaaBLigqFSS5osLjbefPr71MgCV6lOkKR6fMafOVg3Uk+r91NElzSxQOs5Y5aNRmkHn9R/5kR/BQlm1gkmzskilx2BMEwNV6ETtuGWwfKzcm+cKPXd0pAdt7f0qPVf9rauam9jEyHDzlNBmS+DFaUXfVWhsBT0+X4wcWe3SuXQ8fWUyMCsRTZJyfE2gCFKzoasxzzaIbFQXYEC2r1eRKlUkLE2I1hyGjYsoPNL8vRuIzhb7NMaCDePCIvlsaNkCfPyvmZBXU7ncvFt1IQjbQbEQNRRLVQbjdpzNXTzxN6UX7QkxKGEZJfRX1teIJcI2fBhT67cMC2LdRZDrdoKxWDlxS+xE2/2fQqX3SpQvf+vEyBST+SpKR0dcYUfwxpp7gdF3lZy800iiZSIKUDSooLzOa6SAFQe6fkmzZlm3bt15GWGmBZNmWUCDT5ud6+nK3rY9+H5t+mc2giCLwQEH2ewIbKeigiGVSk5Fn2YTX22mxGYpcDLkylagOoCWTqMbbYF2c34dMDxDTtwzCydJPHEXiOlNmpzswzijutGMhrVZM0+m05t0YlWvkx2vj+Gw3Bgt9ij8igO/nJl3RIjSeW32SYTCQShSaqkpcxgGgrrFzYlYtZZEMNGbOSZXHkVhnRqmKqZlw7Mm27hJhNpGUlvEWQgDVIM2M8JM9Vq02Mm0hITBSKhM1ivJ1haw198FY6AE1ygl/lbT4KaElQ4Rludem0diLB2UULYpikiRJq52JtVQmSKEG80+wUCjWa0+TLt3755o1lpKtGDSXHiopqZcSsZ9LMniLeTz87eUIMhrqcuM0R8yVCRTk+R7LAlzvgcdOscZjYdXKtGUYhAl2VQwCWHD4HV8iJQbNs1Po3wfefSMv2kNBiJJI4MmT+Lq3GtIOGlPRVTKsnXC44kHIYzAV0uhDjHXrF8PRvc5Rhkt9tmJ+yiCVyq2qho0rgrrk7RdGDoYHaHUKkXaJAyXomzJa0QAJKVFCzuiszhGV9ZW8/vCKcaPU7G4xLrerVOMBiRarVAVMplGBVlrAOUwhVCQDBr32Ro/yZTCHDrcIRXpU/uHUfF7bXE3mYYinUG0flPiRFlvPRnUoOIw8QmdM87YKbQcuR9BtgeVdXsQt6xXaWO+zFrXNcuX1d4lt9RowaS5sFSKcP7u9xFdsw3W214NZtX/Sqq27mARBdqLgMTRBnu8u2mhqIFgzZ+SpOmav8dwaSc6s4dg8GAyqjHuD+XHGRjcAFMu4KzJG4oZ14qhzMC328mTe+I+6XKEtg2zVIRfcWGnPHCjXveXgMkSEUfnbvJrKhbbUCm3oVxuVwXelLKKInsiqkdpSDNTm0EkfUGDbeN8iFTpAFL+EZUuk7gETGyHZFO6+Si6oubikRVAkjrjgQdpWti7sQVPnhhDENWG66gLrifH0JmOIGMGR0RIiQCcFkMdj1aI2GQ4W+mZGHhb3b8UWTIkw6jfjg5nSEX5OD2rXoZMacPZrsWr3ydWt/khmxtNUnjjYhXf+TqsvoPgQREkeVufYxBOFuVL3gB/xy2zvJdGk1A1PV2rNUxEPp9HuVxekBO7FkyaC4r9z/8LrO84gvv64Lz6Whhdtf4/1ZoX38vMq35p2XGOggCxcDGQvxQZpx+uPaJO2IHMosJ6IZgDw/eQsvINz9eTkmzyZE2+RaWoc8bhQBkjGgxhOgOnVERxpBXplqLyJ5rYLMnhl6gbkbJPEaLQVulOKqivviMJpdoFS1gZAdvIw+Ll8TiPDT/OQRgWzFQBLf2PjoslQPQ/gk7+FEZztyO01iHt70MmPDThqq06+9xrEVjrwQIPG1tcWFvb8OzpPPxx524K/OyMzuCy//ocxGgJuOUO4OqbwShlRm8y2Afxjc8jf/wIWhmDf9GVKL7p3RBtk92NFLMa89sgYo7u1NmGR8+5nVPqC1o3lU/E0hT/MHbgIcgzz4JNnVlJ6UC/gMy+ryFu3YSoM7FG0Wg0zXn66afV7SMf+QjmixZMmgsGGxkA6z+ZnDa8AKVP/B9kPvLjYLk0eDoZYBxXQgRow9jYwlJqy4ZqVqoBymjRp6hJjLTVh5Q1pO73og6Ugl6yQZx8MuMoRz3J/dOKtSM4SHeSkKjvPl+PStw67gheH0ozxYyDynxKYy2qnoyKwOm9RZy8LvAp7tEc2nyfGfBNiQ3REaQkjU9J/KIEs2CYHfBEO2LTReS0Y8DYjv7UFRDjqS03zmOd9zRywX5QKX4VQ1bQVrkfY/JG+NgGGUXoSaXwuos6VZRJ9J9G6k9/E7z/FES1k+ylg8B//QvkL/0B+MkjMP71L2DE5aRrsRTC7DuO1HMPY/j/+R2E2y+ZeC+yiiC7imLQhvYOT3Up1oNqmyJB+cb6dWVxMFPRUgfkdLGknKL3v1AjlmpeE5SQ3vdV5G/9b7Puf41mLdoKnEu0YNJcMNjpl8DKxYm/xZlBFH7jz2DuvRjmpTsgSx68Y6Pw7v7VVfEpiYoAT/OJDrmak6IAjKiMjsw+VRtT7YYjA8i0dRbDlT2I4SKTKyQRHhUqYiraUSrkIOLkp5yzjoLBnldAS53Ym+QLaV0Cw0QqGvcbkhxxNL/yT1qfIZ6CYAK7U4/DZbUu4Ib0wcJ+wGIoGutwOHsHirwDkltotUtod8vgzEQQ7UZpsIBs1KcMjKpmnPT6Fu8JDFhbQJ3/ZiX5Xhk0UPh//gIwMli7Qr4HVhiA9dVPIcOGwS/NgBnZJDUXCVReGkV4dhDtf/+H6P+9f1AdhgQTAumogoj2saA6rPq1UjYvIowphVjro0QfNaUDgzoF36l0td5rClTbFzX3jDHKw7PsfY0mgb6Li6thwrKEXL3JlHIu0FxZ8mZaCFowaS4cZJ5IKZGp/jFSInrmoLoRYuflWC3Q2AtRFuAp8hWYcr+Kagj0pA7A5MHMAmEWoCN1EJ69Bcb4wN/xV6qaomzbGIqjSaoobfcjll3KzHLOnDwObJzZYUJRHNcchYEQsoU6soCgYiHyKHo1vyNnntkIGMcm5+gMsTT5fjGsiDrssigaPcrbaEdLP2xlZJo8xzWBaMNVqKCoBvtChDAGXlSigUsfdtSHwJpiF/H9e4H8SM37MNdG24feBGtLF/D4k8CYrD0U2gbSF3egzBjEyBic5x+Fv/fm8XWkiJhaCkrlFmSzozNGxRBUx1UZTcFOR+DKfiJJgYqQUph23a5Ds9CH6PGnlU+WcenF4BvWNZ4XOIUZ7y4FnOgk0vGLYDKGb6xH2doNyRbmmK/RLHeOHTuGz33uc3N+/i23LKzuTwsmzQVDbL8MMpUFC+tfIUvbRXTD67CaINEUU13NuL8kuTzTGc8xRlVkqRH0mIUChJofVwulcNLZAip5cvwWMIMhxDyjBMfMFaCBoEx1JjLTgDh+AtZ/fQvRe34VyEwaVnIWIGNSR1htxMPJBOC2QLmQhiGr4mG8C9BmSbe7ACQ5fo6fyXmlH4HdqUawtJkDTa9SuQwAFkIwG5uzQ3CMaMbzTS4RyzS4QfPVBOLey4H+/TCKAzDEtNazF55KjDondhZH52/dDWtTF+SpMxClUv31sA2kdrQifOg0rGMHEsEkBVJTxstUSolLeipdBGc0iy5xjyexRP5fUhjwi+PGnhPFY3U2PgqQ+uKnIPsOIyomw76jbz8I1t0J54M/ToVN5MLacJ9FnTTiZfxjkD46K9+CIYsTaUtbDCITvYgR+5UIzfozNTVrg9VqK9DV1YWtW7fiwx/+8KzPffLJJ9XYs4WgBZPmwmE7iK96FdgPvgHmV2b2ELX3QOy5buHLp+LiVAjDitUVfeiZiIM5uFCfD2iVpvzpmBSpaDwHjE7MhizXFUzqcTOG6SbmhUwGsIIBhHZX0rNfVRwiVo7e+aMuUs99HcbmXsRfuxfGqdMwTh9FvG0PYCVRiLQScDNNoUgUmHaMKG2gHGVgighp5sFIkWJKCsVVitFlyoyT5UeQO/JF9F3y08nr55AspMHZSogYk52AM9aDMWWDwJlPK4S46yKgOIpouku5nUTaZCoNefud4Ndfh9LmVuT4ceDFl4Co8T5nJofR6kK0dCihaUgJR0agvVwer/kKih0ol1rhWKNI5Z+DVelTJ5VOcFScXSim9ibtf002m8SS+dKztZHWYgmyWIL/qX+AddcdwHe/BXgzvZZitxXlS9808Xe7dz9MOVrzDVcF4rKC9uBBDBh36kjTGma12grs2bNHdb/RDFi6zZa+04JJsyKJX//DKjLBH7sfrFQADdqSmRbI7g0I3vULdY3/5gK3IjjZIBmwq37jEtwM1IiJCrksL8FojoXAeYi21tOwZX7WafNq7EnTZSXzzJiIYcZj4F4ZkdUBwclQMgYPR5QnFT94COJrX5sIeNBBMPX//ja8uz+MePfVYK4Flq0X7UqK0k0mkbMLGBQZSEOAW1SXNe2gSrUSLuCeeA6WRwXsiWKg+XPNoGflB3w4WYosNRdXU4fTKtftdDdCSuVN5bY3QLS2Qf7YTwMtbYhNC0UpUcZ2dEXfaVLqnlyKp99yE3K35gD2XcTCxMH4anjSgRjf4LwUsEWMS8/eD1sM13x+mcozcMKTGGp5c2NPptEBGGdeUp9Z3W0cGiELd+DGVyF+/FEwrwQehxBWCsLOoHD9eyHSyQgoQxRhinzD7xCXHtLhIZTs1ZPm1mgIzjmuv/56PPLII3jjG9+IZti2jVQqaSqaLzrCpLkgOOwMcvxwkjZ4bTfka34U5T4DlX4TcuNOyPZJJ+Z5w6QSS+N1upN3Ky8kCSfnw89fGE+nmvVhEbo6qACRiptMoNLYh0nAqDvjbSpRYCNq6YTl9ykvJi5D2MGkmSR1mxVjaj8/O3Nd4gipf/6kSoPK628Gu+vtUK6S43AEsHl5PEIkYdslOEYRpbBbHazqbh9niNbvgfnS12GFBUROG/rDTdjMX1TdcdNRSw4EOo7eh/yeTTUmCLPCDJRSVwDRtIL6y66DvPx6INc65bmUuHThd+xCenTmvpjY5pQL+/o9YEYynuRZ/waUUdv5RsKJRg2/0PImXDX6zzVDh1kUofKDJxA89FXEsQ3jqutgvfltYLlJl3Pz0BNgpbHG21XxED7yLAo/+vOobP4xuKeeBS+NQKbaITq21ayLJQbVyN6GuwgSTnwGJWjBtFZZzT5M7373uxEEtTWg9agO4l1NKUnNKibNjqGVvwCLlWDQjC3mw+QVZNZ7yFzRujixRCeOVNjYh4giH2S+OL0b6QKQyw7CMMYjOSQ6xueOTUdQOlFkEaN+0S5lwMjckAYJx8ggdnuUmWPib0TGjgYEdxA6m1CptELs2guZHRcQVGo0xSmafIz4wecBPxEJk2KppNJkFPVJOm0E0mYZ7c6pcc+E+gga5QGGTS99EWZQwGC0EYW4XY1omb4NMoggH74XmcpppIcOzjITjowQJq0FyEvKk52ImIGI0XaPPyuVrhVLUyhe/lbEThMRapqQYwW1fwpxCzxB1gn1rc59ox1Pt/84QpaIzLjg4cTvfx1D/+cHiPYfgTy0H9EXPgvvFz+I6PlnJl8bT7XIrE/Fz6AStirF72+4AuGW6yCobmnayYv2CH3mWESUUrM2bAUWc1uupNPpWdNxi0ULJs15hSFClh+FMT5eYip0X4qfaXqVPBeoZqnZhRCJKW5eeMHkOsXa9XTSqh6neied9CNhoxJ2Yai0W0WQyMRz+lSZKDThlWgOHEN+tJP2MMLMJkTp9YhT6xCm1iNwN2FMjYfhSpDK9dshp0SGpoomDA4AY6MTf1JkqdHQX/rMXKNJhGR8W3L5I9h66LNwKgM4WtiJ494uVQPlxw6iQCJ+6QgGzuRw4prfxPHrfhNG1yUojQaI4nofZNXbPJ4QlGcrGzFitqNop1GwM8jbWXiGDTk9zDiFONeD0t47VTF6zdJV67+EODWM8CvfQ/DZL2PsTKysBJptp89bcSiXpAPOfPoBhGfykFNHtAgBOTyE8M8+Bkl2AbQOO/dCpBuLNmG7iHddBbs0ltwqRXD60OsQGL2Q44Kt7rJgomxehGUN1YrFBRhxPuke0CxJDdNCb2wZR5gWysGDB3HvvffO6bk6Jac5rzisDwyNw6YUzUizl1GUCx+kqLrAmrpENh4me0FRQ9nS4/NFImUKOTSyC7FMTuilfAss24ebobb8pNvNK7sI/UkfJRpsOzK0Dm6qCCdVmZgDVy7nVNdWleBdPw/7n/4Y/OwJsFJe3ZcMdWWQmRzkvd+F9Z67VQt+s31JL6HokxfPdGhXy5Qc0rDBYh+to/vQ8sQ+jG65HcVtt2EIl8MiawkeQW5/JbzYVsabVWK0o1QZQlvWQyyiJB1InYVkQCBNhHDBhETez6AU5aalyijD6cAW1IHYeJdXLroVLV0jwPPPQQ4MA6UKpBcC/rjQCUJ16/jmP6PvzbsRZCedv+vtjIrRjuKQRNSfdLvV3Scjw/D/6s/gfPiXIHo2Q7SvAysX6kaaZLYN8cXXzqlNgaKKFb4Z6cJzYPnRRE0bHGhpIXWOmGfhGxuxXElVDiDrPTfu4C4hmYmyczFKqSuXrwGQZsVz9uxZHDhwAHfcccesz9WCSXNeMVFpGK2Y9B3yFjVKJPJMVeDdyMKGhEYcXpjgaihJLjIV2qU0UsOdYFiQ0kQsp0Y1GMLAVbdmkEiJ9h2B9ezXwfyS+pGney9G+Zq3QmbGQ9a2g+D9vwV29gSMp78PhAHE7msgtlw07o9lwv72/wZ74w+B1fEZmrbCCAQVlgsYynQziQxIISECF17H5XCG98GIKwhbNiLadSschyJi41ChOolpEk6RocRQlQrvhBEy8OIAzEw4bscwJTJG22YFCATdpnlPMY5QStg0d27aCZfSwRmjDwY88IyDsctvh/2Vr8Aaq/VsqmKUC9jw1L/h2K3U7df45B0xF/mxNOLCZEpzBkJAPPhdePufh/mun0T57l9C5v9+FHx0AMwvT0SWSCyV3/krc/JiSnaGgHH2JaA8OO5XQV84SnUOQaTbMbTprjnMuLswZMpPI1t5Xl0wTSCBbOVZGKKAfPbWC7l6q4YLYSsghFCt/IcOHcI111yjOtpWKlowac4rIXIQ0lC+NY3ETCCbFzfPBlkHUDecHK+3mZHC8s6/tQAJpTPSxvh8e/XuUaEXu9pOwKhTT0VBJs/PLWg90498DvbhR8DDydSmcfhhmGcOoPCGn4NonfTikes2I3rDu+sup7LpZuQevR94xfVNr/AjaY/XzxjqsyXXbSscAR/pR+xsR37nO2D1XIfs9z+N0tVvgmxQN0QHcscIUY5qD0uVfAEZU6on1EsJGFyi1SlioELicrqLOkXdJEyaoKwejdFl71NRsWpamIRJq8jD8ydd5+vRMnAQGbOCUtR4DAyZbyp7CJr0GzedhQMe5tE6dj/S/SeBN+9GfHYjgqMlxDyNaPf1iC6+du5iiUTH4MOwy8eVWeVUyJ2cIlhO/jC8tuVX8M1EgIx/oFYsTTVPDU6iFOcRG5PF8pqVUfS9f/9+fOpTn8LmzZvxwgsvoLW1dUULpuV5uaFZtfiyB6LJnDMBGxW5eZHvwuCNuSqKRN3aqiZFkM0NQ1QxEVbmPmftXEDnzZPSgUedbuOF2CSaznidGPJaZhRAU51SGKaQL8x/fp4x+DLslx6rEUsTj5VGkP3u343/JeE4JbS2n0Vbe58ayzG9eDvasAcltgnRIBU+N9o2A8Vwqhki7XOOzL7/QMuRL0/UoYS5LSg+W0Jk1k/dVaE5ddPDizIK4NijM0bK1L5OwuQz6+IUgafsKigt2GkdgsvHamromGmCWw7MOnV1U7FYhN7McEOxTxgyQPt6BqOl+Ww9nnOw8RdfjdbrN8IyfViiCLcbyN7YDvu2KxDtuX5eYok+oNToc+DjA4lnvB+JkqEfYDniBkfBRa0P21TIQyrtHTiv66Q5N7S2tuL3fu/38Gu/9muqnX+lowWT5rx/5cbiy6elmhLIiDAvLoacx+DYhkimrANIOPkFG37BQWXERVgnCrHUjKh6m3rvybBvdAcOjmyDH6QQRjaCwMVYvheDw1sX9PNMPf01cL++e7V6x/IojNJZdHSdRkvbIFy3Asf1kM0No7P7NAyzNpXk7bkVg5kbEYrUjBRiLAyUwk6EslYcSMNBYcvrwKMynMKhyfvJRHIhu568ucrNGwGovmmyN64WSYX05RG0nfkGHAzWD5Zl04A1y/eurQ0dTkFFwerljOn9M8zC8Pp3gt36ZqCJ10vv/3MjrI50Xadzt3IYVtCP+UCGpEntT2PIh0nNIVxmkDv7bIamhmj8ndbMHbrmMBZx4/P8/W7YsEG5cK8WdEpOc94J0IWh+Abk+IuwWFJwHMk0CuJiRKjfAr5QaEBqvcnwS4ak4ayHkI6PJCcwKqLmW5E3rkHE6s13YxjyW5EJXFizGDXOBV4ik8jGsNBHa28RllVbCU3BDM4jtLUPYGiACoPHHZeog4wbGAp2wuFjyJoDMLkHP86hGPUikvXrqWKnVUU1Woe/g7j8DEa6fgjiFW8ARoaBzsaRM0rJpo08DB4iFA4qUQajzEWqEsNtEpxSdWl1TDFVCs80ERpdqGSuRpYfq79fGIOx9xLEDz1eO0qliuOAvepVSmxd0v4yjoxtQDlyVXSQolvkK9UqA2SUGjNg/cQHVMF1fP99kEMDNYsy2lOw2qfUcE3DEB6y+ccx0vXmelsK206K/sPQgSD/LnV9MPuhnGrRMm15iMhQDQTLhdDohGCW8g2rB0VkA3NxViOahMQaYDEpOSgqlUpNZ61lWeq22tGCSXNBiJHFqLh6de19KdARfBeWGFBDWpP7gPXxPrSJk3jKeosqCp7xshq7w8UhnPqjU6qw9ethuI3bxqj+xnGL8L1c4rI+cXBl8EUr2nAUhoyQDy+GaDLgl9HBlHO1PCMcROfAv2PgurvBv/5ZYN0GYIp5YxU6AKeMETgG2RgkqcnYNtBXbMGLlXZcd/DbsAdfTObhmS787Tch7Nmj1pHE0nTBRGtuU5eY+oNDGGnVCdjodGHcdC3iY6cgXz5Rm/6zTbCbbgDfkHSYmVxgd/tJhDGNh3ETTyrDw9hID6LxwnMSYPZ7fgryR38c4e/9HNhAH8IxSg1K2N1ZsDqteyKIUHr0OEpPnVT1YPHOA+BvfRfYuvXq8UxmGOnMGLiqeZPqYiCMHIyO9CauVHYnjKhxHZZo7VWDgpkVIdNCFyrLo2MuyvRCejb5Y9R9XLAUKu7Cu2Y155577rkHR48enfj7rrvuwt13373qd7UWTBrNYrAMdRIO4ghudGTcbblW/tCpNyXzuDh6APus19VN5ZDN5LnAu+L1YEMncbj9Epxp3QknKuPSM4+gvTKe4tmxo+5M3ol14VKl6ZRgGrcZqGKzPAwWwGCxqgES43YHMxAxUgPPqBRXtUibR0W43mF4b3ov+KHngV0XA9lsYtZJEZ3Qg+OGSJnlmnWhot9rWk8A+/4TbjBSI3aMF76KYOAwSnvuRFTksJmPiJvKe8mgiNG0IvFK3AohbTVYuC4k8tIZGJdthhwrAX4E1pKCsaULclMHJHUMTKkrsowYrca4n1JkIIpq08z22AHk+r4L/s5dkKVeyDBG+eAQCs/2Q9IA5inaOc576P/ME+B3vh3WO25QUTHaL9GzzyA6fhi52y9DNjus9snkDorBjTI6O09hcHAzCr2vhfny52DEM9NXwskg2n69+rcyHjVjCNmkk++8IeG0hPCcG5E6/RB4VJt6FYaLsdRNyjJBc658mBb3+qpgmh5hWgtowaTRLATHVJEHdfRhlFYrolPQqJf6BcF0mMmRmJIRRE36RCJNpeDnqKyqr+NiPHLtr8LjFmIjETQv9lyDdfljeP1LX0K85RpYZGfEZvOxGm8plJNPToqlk+1rM49hKLxIFelPx/BHkH7xO/D2n4bIV8A4h7mrG6nLn4eXvRRix1VJCZBPE01iZRKZc4ZhWvVTp85z34IRzGz3Z3EAq/9FIHMSvGUnMvAgTANQETRyR3eUWWMVajaoxG3IsP76+5s6BAqjMHZ1gm3urH1s6ARk9xZgqh1C9WWCKZ+rqQVa7shzyJ2+V1kpKDJ0QrGQu6YXVlcKouQBuUnBOfj5Z2H9+u+Ab9kMNmV+ovWa22D0nYXt0Tam6jtQmIEq4PfRg5HNd6H1zFdhxMUkJUwC0s0gvOR2wJ2MPpLwikWSDr+QmE4yM1Cku1De+jrYgy/AqAyo74dw2+B3Xo446FLfFc3ysRVILXAW23JkPlYHWjBpNPPFNgDHqjnyyHEX82ZQ4s2Ej2D8Z0d/O5DoYfVTEfPFiyUeOhuiYtWm5Sp2C050XIrvrN+F651WpMQZGEZ9YUcn/0o5O9GOjilRFZpnV9VP5O7dgcMYjbYrKwFqhiMBYwYjyH3z0/AfO6AiNNV9EzxeBg4Ngv3UmyDJ2VoJJpHsNyZg5BrUmQUVsNKk6/h0eOwj0/d9BC071IxAbpGVRHLlS0XqZHlQCGk4bbL8/uAirEOEFBtJRuRQjRkJJbqNnoV1/Q6wymSUqwoNx+UvPgqx4xpIOwtmGuN60lD7q1KekmKUAlmKLAUlCD8Go+HE4zVj3DLgbG7H2GAGbb0ODPgIB4tgr3kz+OZNNWJJva9hgPeuQ/nwMNwGpV8kfihV5/tZ5e4+tPOnkDVPwOJjSuDJ1Oz1SoL2A3gyg/AcRTvnAjnuV62hpJWGvz6Jgk3FkAKRFkyaebBv3z4VAbvsssvU38899xz+6q/+CqVSCT/yIz+CO++8c+K52WxW3eaCFkwazXyZJpbmOqeLHk0rD6YIKRNooXohKTC1S52PnIb71NdgjJ6BdHPwrrxDtffPxen44GiESoOO95ibOCVM7I0MBL4Lxy3N6FpXnkWRpWbSTaxPuQyRySjRVIm7kDNOwxwXeCljFC5/SnXJCWmqqAZ/5j5UHp8USxMICTlahPvFT6Hynl+fuYINNo9VCmBilu6vqASnxYdhkQAav68wAKs8AstKg7XsQD4aVxsSGM5vhSM60eU+qQrdSZQhTM7I0wVLzbqEHoyDD6HcdiW89suVQSjty+ndjPbgAYQP7oc/XFLmnSTKWM6Ge/V68IwNw2ZIX9yD4a7b0ZJ/EOHZfTBefYOyN6j7voYB2bMBUhYafg2SuqZJPL4OvCVTm8KbAllsGHYLIjYGz05B0vw9CpaSP5QUcIMSeCMviXMIrceUIOYMlOl9rJu5l1tKbq6MjIzgq1/9qvq37/vKwHJ0dFT5Mr3qVa/CUhBFEf76r/8av/VbvzVhnPnpT39apQ2vvPJK/NM//ZOKKlEH33zRgkmjmQ/jKbh6lFMXoaXweMMW6Yi3osdhYGkKx9ByOECt+lTEXIrhPvLvcPZ/D9ybLNw1+l9C1LMDpTf+rOpWa0ZfubE/EEFlMyO+gDXWBUogOY6XmCyqgwpXNThUuDxVvagTaLGouuViy4Ift4Az8iKSk6NRWDk5sVUq8H/wIqRXX+DQUvnAKbDCCGSufWYKsA7STs3uTs2t8WgRwItDcJ/+D+VwzigsYZhwrRTine9AqetqNUrFiAI1yFiUyXV+Wr0PpRpozluDeW2COSjzrQi9BlekXhnWP/8l4pHJ+Xqq29CLUPn+y0jdulWJJkuOoX1jCdh4FfzSHCwNmgg52ve+X5siiQJLfabVz3f68+PYRBCbqNiZ2pmC5LcJA2Unh7RXWPJoU+RbsNMhmNHAEkIZzerT1LlisQN0+TxfyzlHhi64xgvDqzjT5jeeS44dO6YiRlU7g8OHD2NoaAh/9md/ht7eXiWmHn74YRVpmi/6m6jRzIcmB4xy5lKkKi/BioZniKaIpTHm3giWMWs7sNQ/GczB/XD2fQd8fDRGFR5UYJ05BPexf4d3448sbtVJo42/aWGsG0UWw3aSFnXyfxJx/ZM2vYb5Pp2VMYZ1QC6G4xQTA0eaaSdMBGEaI4VdyI01nhOoCDzwoTOIpwimZOSLCcumepZpz0/lIJ0MGEWB6kDt6N7Ga5WWZF4Bqcc/B+5NmeMWxTAiH10H/wUxdfWl1k98hAFaYWKaYCLhQpGeYOZ2qGHIRg6h3dtw8+wH/iOxTqiDrETwn+mD+4otMNqy4FbyHi3XbcLQ2eZ9ksyxG0ZihDBQLk2f0s5QGm1BpjWvxGQ10kQRHSpQL+dbMJaNasRSzboyjsBy4YaNDSXPCZIh9EzYqXCGLlZiyacRQTrCdG6dvhf3+vkaV/7wD/8wzieDg4Po6KA0fAI5jG/cuFGJJWLnzp04cuTIgpatv4kazXxQ4y4aXHUzE0Ndd6Ls7FYCKUZK3Sp8I4bs10FmWhq6VbsP/8cMsTSx2DiEfeTxpM6mCZuyRlNfSKqp7nCmRBOkAd/LwqvkGoqlOmuDscJGDAztwsjYZoyObcbA0E71b3AHcWoWd3LDhHRmFozSCbxRBsi/9NWIrZnF1qqHLtWDoPtS9bd9+MFasTQFHpbR9dK/J3YH459gAbsnBhvX0NGpTDYFn9wnMXMQWj0Y7vyhpulRc/9jTU0YxRhFvSywHZNFpswyYZao0LmBaKIIJKMuPIoasWmRIgOjoz0Tfkw1LxMcxZFWlEZz8EouKqUUiqMtKI21KiuLsEEULVkphsg4P51PYdmBX3QgIqYEnbpFDH7JRlBaukiEZnXS0tKC06dPT/xNacDduydtKQqFwkTUa77oCJNm2UMnhrKgeWzUqZXcLihhTHmo+idOyZE3rwHYVapWifxxqpfOTUd7FBsXNitECFbJQ2aSyAy1uEcvH4eMY1ibN6sIxEUtJl7KxyhHM0/YNEptS8ZQrfbnAiW2gpkz4YLrXwe3/zhY2CDS5KbBNm4YT3nVirfCSDsyLWPjEZFqkx6D23E1RnZ1IXf8KzCC0fHOPQNe68UobLoDVIYkRQBz+OWm68zDIkQcoJJqQ0ydiqwFY/JtaI0Poyt6RnUAqtQiS6HceSO8cB1c7yUlZLzUdmX4aA29DGGlELVuqp8qnEXUKjbuBEvVHrBbtxvISz8RcFOXSylR+HD5GZwuXI0WfgbZDHW3UVQwhVKxva5YmoQiSpa6TYUE06zJNhnD9Y4g5R1Wr6i4O+A5O9W+P9dQJCnyzaRgn9EuV3HNc/4+GhrKtJg0K1v2u5AiSMPDw/jzP/9z1c138ODBmigX+UfdfPPNC1r2mhBMVVfSdDq9pK/RnHtGQ+CwxxFRw9Z4Dp0E0560uHDCqRImnWNkijhVgNAZvhyoAmfl8D19xAtb+HFIPWwmyyv+x5eR/7//AlmuKOHEXQfuLa9E+//vw7htvY3v9wXwY6lqloiUAWxIG9jb2SRiQN1ofgUylZt4n3khBcxoGLhoF0RHL3j/SdVxVUMmDeeHb0Om+5QSQr6XQT7fPbHxIjYxONSJgEdwrQgOHdojB9n1XYjSIYZ3v1/Ng6NhrcLMTAgLEVFakM6yzVcxcltRSrfXRI4kszHCLkGRb0FP8DQkXFSwOTHltICi1QHujaHlic/AKA+DkU8Qt5RoKu5+M4LeK2t3g1Xf+XwCxwW/OOncmT7apEUeRhnrECKJACXfoAJSsk9ZUVCdTynohj+4eDd8WnZi4Vl/p5lRAZvOfk79l7ywCDvsQ670FIbb3ojYOLeO/BNrRUVU569Jb81BgjSZ17jQ13Msd6g+6md/9mdVrVI+n8frXvc6XHvtteoxElKUjvvIRz6yoGWvasFEhV40KfnAgQOqun/Xrl1qR/b09JzT12iWhnwEHKhwhFOKgikjRgGeZ4scV2UF7Av1+y1RaoWNezFx5NJpFAbHox+NUI/VV0bRtsvBR+5rqJt42kBH8ABe+ptDKHzlW5DFycLwOA+U/uuriE+fQfcf/0+8ebODs5UYA55U+2dr1oRLIaZ6yx05i9S3/xHGSF/iHk2pn40XofKa9wLOHC4WpESm+CTS5QPJPDNanzfthv99E6J/BAgDMIOBZxzYb3sNrGsofZZEYXh6DKYVYHhoIyLJcNDjqNDgYVBq0YHFgG5TonfKPqU5dXSrhcHLO8jYWfBK40jd2Z131YilyZczBCyNY/JqZEWY2DhVHworaHv00zDLU0bOiFDNycu98EUUmIlg3aQACq9/Pfg3P1s3wkb1QublF4NV3cdrHkxETAZ9gOwbt6mY8paJWTkiy4UZzVInNgdo2VmLY5S6GadHSqXEhv4vwI5qva9IOHFRQMfoNzDQcdfsxfjLCDIrtQ1K1zL4UQvk6j71rXmuueYa/OVf/qXqkKPC8ypUDP7Rj34URpMmimasnG/8AvjTP/1TJXr+/u//Xt1IeX784x+vcSg9F6/RLA1HpomlqfgSOOGf//CwiVG04Fm04ik48Smg4oOVA+Ss1KzBaukJ1WZeD++mt0LmphfujpNOwXrj7TDaUqh8q1YsTRAECPbvR3DgoPr+rs8y3Li1gut3jKGnZxhupjDjypKPnkX23/4I1skD4KVR8NIYjOIw7IOPIve5P1QF2rNBbfHZ0jMwRRGG9MGlD8v0kL59K4x3vgmVd/0S3I+8F+nf/W+wrt5TIyjpOGZZHiyrjBcqBvJKLCWpGDU/TDL0hQwvDM0+eJXqdfLrbocw60d4IrsFQbrxPDIy1wxMB4/ngafyUBFNInXs+zDKM00zCSMsIXvoK7Xvc+1rEG/ZA2nVijpyHxc9m2G9o958uHE1NPXP6dtHo0/gKlf5c0V3yoJBKcRpkUDXOwkrql8LRnBZgROcmLGGFhtFhr+ENHtZpRGXAwwx2lMH0J15Du2pF9GWehHd2WfQ6lLR79o7ppOx7mJvKwEq/KY6pqliqWptQI8tlFUrmCjs9uKLL+Ld7363ymO6rqv+TflLymmeq9dolgYqwwmaHs8YhsPzI5hMVkSb/TzWOd9Dp/0kMvwE0jiBNjyFbtwHQzY+udQQCHWbLprob2FnYL33x4CeruTkSvfFUqVi+KtvhbFzO8Z+8BKifOOuJTGWR+HzX4Rp+WjtGIaTqsC0YphWhFSmjNbuQTgtFTAjOUFSZIkX6zhoUzn1aB+cp+5tvC1xAPfsE3D7ngCrFGdcUFA0wsUAOtsOwuxJgVXGgPIoUBpJ/huF6jXDjx7BEz/1PzD2Yx9G+Lt/CnnyTO3bgOF43ktq7WfbvS27UOq+CbE5LTJmWYi7twLGTFfymnWmSJNkGImApwqJtnPPPtN00h9FoHh5Slcc5/B+/Ffgv/knEfduhWhfh7h7I/zX3o3K++9BMdiAuI6vkDTJwrT+95kMOAuC5smd2+87bW86KMIJyuAxRY9iGHGI1uJBJX4bvk6GcIPJejEOD13Gw2g3nkKLcRgtxkF0mQ+jlT93gUWJREf6AFxzVA1zVrYTTMLkIVLWINqUaFpbqEsRJhZ+w/IXmXRc+cQnPqHKaqZDAZBPfvKTKpO0EFZtXJK8FyjsRgVgVbZv3652GD1Wzwp9Ia/RLA10glwOP82cdQQp46w64CYYgJFWc744nWhQRjsegZQ7ZlmSVEIm5ZBhZKyEUCVsRRzZkF4M26wgrgTov++oiiCZjgERxgjzAYwnB9D9awaiQqDmkTVDjI1OtJLPtBSQSLlFVbMbDDMYw2cbLodcvu0Dj8C/8a0zHkuf+C7Spx9WRdRUp6Ra02kkSW8PmD2Z8jKkR86TZAqUVMvQG1OHHDchYoEH3vEXGHjwCILh8QjSk88huPd7MH7qXTA/8K6J5fhCYCwG2ucQRS9tvB1+56XoHP5a4hDuuMCOPbDae8FKzb9UYkL0MZSFxHAIdM4aWSbj0WkpMsYRXXWbuk2n4tlKGOWyg5NDdCWHH7QgrHQgmz4Lg+Js49oolhYqoh0jIjkmGXFzE8/5ogYUUxdmPOk2z5TFanMmU1oCnebjMFm5dlwLArj8rIqM5UXSxXi+sYwiTE62GTMfI+Fkm2MqVUfzBTWrh2PHjinzyqnn8Sq2beOGG27AAw88gLe97W3zXvaqFUxU7JXL5WY4k1LLIT12rl4ThqG6VaHXVufszNcVdSmprstyWqdmUPf7bOFPapNfyu2x+SDSZh84i2amT+icYjrU3qOusFE+BMYmvT9qkci2jMC0/SnOyxFMTmNSUijLNjAeYeC3/gpRXxKtiKdk3eKhPAY+9s9o/9V3w2hNIR5rEGXiHKkrLwJvWtQpYBoR0EZjTmYp/hTxjP3rnn4YmZP3g0eV2mJ3ipyd7gM2b6h1y5ZJ3ERSi7qTnRiz8tzv/Cf6vnVAicQahkYQ//Vnwa65HMY1VySLVzqHBuliTihrg703g9N2jkOpBJtXEMX129RjIdBXmIyqxJLhlC+xI9UBszQ+uLgeVACeSebOlSi7RbXtRnO/Gt9vhe+3wDBIGInxob3JfqkUupFKD8HmRcTSxqjYhgAtE+NZrLByTr7zzY4Hfmon4soLMGT971nMXFRSe9RrXdaXfP/rQN9Dlw+gKKlb9PwPZ81Y/TCohbIBBqNI0wjKYWNfrdV3rKUokVjVXXJ9fX3o7Jw2C3IK9NhLL720oGWvWsFEX9aYpqBPg5Tn9LzmYl7zpS99CV/4whdqIlIf+9jH0N3duF7iQlI17zqXxELiQH8BT58ZQxRLpGwDN25uw5a29KIOGlt5AYdHynV/3hZnuGp9K9bnZulKWgSy8CzNCqn/IIkm6iZTgkkgKh9Gb+/MaAwRiT7EkoTBtLQVl3BTHjJpG+G+UeSHGg9DjUeKiA8fh9WeaSiYrK5ObPqpt4FNG5NR857KDSEGt2zwrTuB/U82fK6ZzmH9ekoFJZDAEk88BEwVSzUbGkOO5sE6x00p6bNPZ5NWfR8o//u9CPcdhbRtHPvf+2eKpSqjY4g/+Xcw/vF/qT8dg2F7bzcy4/PY5kRMPiy1BeAbUi/i5dIVCKU7QywVgxij0xzKTdtD6hU3QHzjJODXqRvjBoxNezHsdODgYHnC18jkDNvaUrimt2VB338v2oABL0JM/kvqxE5pYYaeTAp228L8Y+Z3PFgPGW4G8mQnMP27xGCk16F7y+XqLznyzGTBVwNRsq6DjDcnv0fnjcrxan9BXeijaW1Jo9Vev2KOtYslSastpkuOYblDQY+TJ0+q1Fy99T1+/PicZ8etGcFEKrJYLCqxY47PaKKKebpvqgvoYl/z9re/vWaQX/UDGhgYUMtZLtB60Q+Y1Pe5LGAnsXTfKR+jgZisM6mE+HKhDxvTBm5cZy/4R9YjgbMGQzFOalmqmEyim4Z2Fkdwps557FzR5ZRhNg1zVb1iJIqhhN9g37Z29MEwGx2kBILoOArP3g+Rb1LcHMfwnzmMrT/9Krz4u/+e2P1MMR7kHe1o+fCHEDiOaoxvRLJ6yTqHW3fD2v9U3boEYTrw9t6O0TOTNUVGqQ9tQbl5wqZUBqqCyTCBXBv8Z15C4f/cCzlWVOEirxwjGm3+wcnT1XShRIttoTA0gPw8vrem0YmOtiKMKVEmiwfYlnkWfd52FIIOBIIpUTJY8tFfqh2ATPukOx1AdGSAyy6HeP45NUx3Yv8YDqJcLx5f9yac7CuomrsqZOmwf6CEoXwJV7Qs7LtPRx+u5ruxifluQ3MslZsL9Jvs6lmHM8MjidcT1TBNjTg6t6DVCWGHZ8FFkm4TPIXQ7MJo+jXA+Peig3tNO1Xp9zA6Mgxfnv8Ik2u6aHXJ2br+9yYWJkZGOEJRWzd3vo+1dK5ZrhfYK5GLLrpIZYT+7d/+TY0/mXr+oaG89913H37t135tQctetYLpkksuUV/W559/HldddZW6j/5N6bNLL53MqZMvAxV3k9/SXF8zFRroR7d6LMfOOlqnc7leTw0GGB6fOj8V8gA6WYqxvhhhS3ZhXzP6ml+RSWpJTgZMtZ67XGKLI5Ezm3fwnz8kImmgD9vgCoBKd6c/TuNDmkG1LI53HEUKJTSpbpZhiMK/Poied96JErKoPPCQ2gn2RbvQ8r6fgLVlM7xyBNvxZ9QwTUIigRyjgWD3LeCP3Q9j+EyNZ5KwHESb9iDYc3PtThbRhFN2k90xKZZ6N0OMllD8zDfU4N3J7SWvnVmWQwW65IrEgJvWt2Ko/yz8WCirBNpFHQ5DtoFVAhFGLoZHN6OthTplqHWe8npceT1ZJYlWUcATY1C1UZbBsbGFbAkMREJioBggEgG2twUIRRb2lVeDbd6JymP7YRbOqgLt8rZXodR1KU6P8hqxNLGr6NgSAKVIIm1IMoFPdg8J3Saz82p2gZy8TDiXX3U14sXJ4HTZR6xm9TElvlXKr1IcF9Acoy2vVWLJDk6r74dvb4QwxiNc459fRfaouXjKcLIOAjYCQb5S5//HWgk7kbNPghv1C9gp5RnEtD1yRRxrzwUUDV9MpxtfASk5qjl+17vehb/7u79TM+MuvvhiVbtEUSc6n5Mn0969exe07FUrmEjh33LLLWqn/czP/IxKqdG/b7zxRmzatGnieb/4i7+IN7/5zbj77rvn/BrNZJHs6XLc8HBDJ5IDIwsXTAQdyzttujUZSbJEBHErTN6ktX5cZARIo09swgYewVnA8YSJCJltDkYzNuJ8g+4kgyM8UwZ/27thvvZOtDGGtp/+wIynkSAIQws282fO5qJRGupKnwb+MjVItvjO31LdcPb+R5QgomG3/tWvh+jeCPep/1Kpx2D7tRBt69UYElWL1Cxwmk4BrZ1ARzeYZaP0xW9BTIsm2S6HZTMEXuPP033FtdhpC3TRaDfO8OxIjH5fwh/XdTYnIQJc18FhN3AvD6M0BoZ3wTACJZrimITi5MXNFTngSGihM+uq96heiZJwsrkBU9WbkWmqC7Md8K59B8JwMp13ttK8kzOQEjQ3tpVKkKYoHzLajFWw6sKcfCI3A0HpZGX2NL4OPIlmhekcrHJ+Ys0ET8NzdzVcVkVsQoYfh1mnjom+b4FsTUxALwgcw5WL0ZE+CM7CiUgTDSUmsTRcXntNPItPyQmsBN7whjeo8Sdf/OIX8e1vf3tirh0VetO5fqGsWsFEkOj5/Oc/j7/9279Vf5OynL6zKNU21c17Lq/RJPhxUpA7Wyf9SqUQbYdtjKri7BlIgTCI4MlWPCdeBYMZMFltWmdyNIWpTtqN32gQhs2QvW4j8g++DEk7diomB999Oczf+aM5pTfVrLBcAbZLXWpJeomKpukkQaM3SOcFRfrpM8By4N/wFnVTa+sVkf3mX8B4egDcT1JQ7oH7EXdsQPG1Pw2/fbeyE+AqVDIN2wG/6jqwTFIfQEM9whdPT1onUK0LRY5Mjl1709j3aAlhHcXhbOjG1b/0HjhWUoPw4PERnK7ImuvicYcGPDIkcGsXb7pf4thWt6R0nAqQuXKUpgjoi8M+9sV5FfXa1J7G9u4sTE7X4TYGKj3oSfdDSBqYLFSR9lTBVBVvjdjVCXS1zvR3pHJIZUJZaGxkulTQUF1Borfe/iJ3etp2w5xzNx51y41EV6HdfBocwUTDAQnzSGYxGieF+xeKSGQwULwSKasfKWtYXSiUwh54UcdqdtVpAv0GFnNQllgpUPCDbp7nqdrkhc6PmwqTyy1muEqgGqap3XMXGmVmuH49zpw5c87CxKGQ+NpxD5UmEd6sxfBDW5auMHupMVgZ7fY+MBaoYmnyxKG9N+S14nS8HXlQNwaDa3BsA9V6zNy3JJZa2ofrpsnoozD2fQdGvl99LmP3H0X+4eOQ5MBM2TzHhHvxOuBn/xAi1TXPtRew0z5MR6hAvJJOZA5ZMtVctHor0/Kf/xPG8ImJ0zjr6YJ5x+1g7W2Qhgnh5CBeehHsuR/AiKq1LRbE1ksgt14EI2vDUDUvBgKjA2O//ReIDh6p9Z4i0WQwDJyNcOQFH4E0ISoB7PYUnJ4crvzLX4S9eScyJ74LUR7EV7rehTKvf7CjLOaVrQy9qeTkx+MynMoxMBkhcDcisujzoWjUcWSMM8rIkNbkP47twLFirqZeWblfuyZuuagbpsFVwfLm7HFwFsNCESMjG2sE06APPFesn0U1mMSrtgGpBqU7JFqjIiCj8yuYIstBTA7uTQQmD31Y3uxmobUI1THn8kE1F7AsNyGUSzE+Zfkz32MtlXScrxqmEb8fsVz4eclgFtqdtTv1YskiTH/wB3+A3/zN31yqxWuWAdSplrE4KnHjK5aN6ZV9FRfLNAb962CgjFGEyMsUCmJqjoWkgcRF7SlEo+W6pTkU3ciPtiPbOqZSQyo1oF4uVCEywsrEgbbtth1ovWUbgjMFyFjA7s1BplsxaC+kq4MjKKcQKF0z6THUCPPsYfDi0KRY2rge1l1vBcsmYoWNG1KKXTsQrt+J4LHHwXs7ILZfAWkmxf3ReJqSvIWUKOgfnuluPp6W6l5novfKbkRvuAXRSBm5nR1ov6IX4vQhyGe/Bhb6OJq5DJUmKR0SKycqEr2uQOvwfXC8E6ruRo1o4SnEZgvi9TvgmIWJ6Me+kXYcL6ZmNHfRWha8CM+eHMU1WzvUNoTChmuUIaSBMKxdD0oV0wzmCo0ScYfR64wq8fdSaR1yKQd2k+p4ijBxp3ET5tLRYGj0ouHw5AZ48YYlWLbmXLEaU3JBEKBcLqs6JcoWVf9uRvW5y0YwPfPMM0u1aM0y4touE987E8CrE2WiotxL2s9/d8xSECONrKSRLAY8SCRl7gwWJHp4iO6UjTONx5ghjhyU8zm0dfSpIu/EcTcRErJ3E+QxmsWW/E2zxpxNk1fnvkXRncVG6WY/SdpHHlVmnFXMO++YEEvT7RCsDEP5mjfDSkfq5D+x9Cn5p+j5fZBNDlxUeJ595R7kbts2cZ8kd96jhydmsQmSo7PMLCM91jryHbjlwzUFrYaowAgqkKdHwMhCYXwtH+1fj0A0PvQNFQPV/UnbSSk8hgBjo+tm7EPSHde2ltDlPg+Hh7CNWAnm3dnTKMStMNiepvv9QnRo8zhUNgpVP6wZ0OytczCrTrM8IbFEUdaFv97AcuORRx5R818p/UZDdat/N6P63PmyqmuYNEtPm2Pg1l4bjw2E8GiUh0y8flptjht7bOWhs1qgE1wXi9EpY3XIYeOpFyV85hB6b2kdSEwjp9O7Daz/FGRpsti2Smxkke96/TzWktYnUmmR+dZoWCEN4E1g3V1g4was9SDRZ2d8Und1H1fO4imHrK2brSqMzpbau46/rObiVenxj8ONS/DMXP33IX8ly4NbONqw+4eRvUepAGST9/Lj5gd9SqMEUQzHEbBILA2vQxTNjHKRmNqcea6mxk1ZT5kBXGMIfngEZbt+wbTyproAriM0/oS64dRMunqKjSwGouVTSqDRzMauXbvw/ve/Hxs2bKj5uxnV5y6pYHrnO9+5oDfRrG46XANv2GygHEnlQZM22aoSStOh84yJGC32cbgmpbAkUHwabU4aY/52CFnn5MqoaLj+GZKcseXeVwBH9kGMDqmrfDVs1exAvvs1iK1xX6OmCLSkaH1GlYAj+RbHLkYr2xCLxsKnihkNwup1IE4YyoASFFmyag8PMl9A/OiTkOTd09MNvOKHmgaujO7GbrvJAiUkvddUpjnq56JRtIf9OEPt7HUiTa6o4MrwK2DkjNnwfQQwNjohmBr58lShTbIMCTfyMDpUG1miAbM5/iIMVgHjUl0c1IPSf7YYRFlury8qRWLmeSEg6wDqhmNUkzaxPiKxqKgUVkDjuGah0PeS4uOLef1yg8TPVAE0/e9zybwEE9UoXHnllQ1dr6fy+OOPL2a9NCsQEkp0W/0IdKWeh8WLkxfpEkiZFXXfYOWKOqKp+RwzOnnFO67BwNkt4LEHwW01dmPO65PdD8so1QQNaMhol3EAQ8U9iGYRTdny0zC7UghTNmShAoyNAUFIyX71ePTdBxE//VxiTElb8/Ip4KrXANn6kR+FYyeiK2wgFFvTcC6a5rI8dazKOLef/Rd8Y/37UDA7EBjJdnARIhUW8eqjn4GZKQLrZxdnVS5pG8LDZzeMF8LPJG0byMUhLFV7NblDHdaHVmO/KgZPVoK6zXhTHyUjyiMy2yc+F7UaEohKc/djOteQwCdh1NbVg4FCYvlAaTiKLNVbIxL7lpVECgMqepcruy5xbbN2uuQuuGC67LLLlGfRXEyfdCu+Zin9n46Nhegvx0hbHBe1W0g1t+Q+p9B8OZPXipMqlJ5pcw5j2Lus5n5VBD3LtbsQhopGCHMe7a9SNl0fGhrcln4Jg8Xa9Zmx3oLEH4N188UIHz6kokmyWFI1TPGBQ4ifeBrwpoREAh/wvVkEk6ucvjE8WOdBBmN9D8x1bbV3b9wIFAo1LuaO8PCWU3+J0+5OHMxdh0gY2DS2H7uGH4dJc8oiE+huSwYA14XVrOf1PWdxYLQTQz7VhdXutJTJcMs6C66YnpaK0WIcnBRLcyLxW4qtpMBb3RMBceXCiaUq9O5py4DtU6NCo5OgREvLAFwa2KzG7TAIweB7WeTz1NW1Fi6ONCudSqUyo2Odir7JsHpJBdPNN9+Mhx56aMEumRrNYjlTDPGd4xVVL1Xtcnq238eudgs3rnfPy6yjjEUDeRtfaZm8PN6+PvUEzlAptyCTHZkygHcSMtMrFBoN750JEwFyIw/A8V5WE9fp3CUyObANW8HIlHAKBid/nBCiyXgKMrFUy3VtWK++DGIwj/jRh8Fe+zrE3/9BrViqDoV59PuQt78JcFN1s2CVQhb40K8D/+9HgfwoUK2NSaWBrnWQH/ptRHI/TDalBqi7B/Ll40CpOLNWqXIE64cPJDbyUwkjSC8AMg0+f8qbZSYFk2MIvOei/fjaye04VWpDLBLTSrLAuLnXRRtNfp6Gy86Sq9TMjSTh0+A7J6WFULRA+mxG+s0uHUN26AEYKtRE7f7tKHS9ClFq+cwfa2vrg+OWpnxfqRAe4Om8ElBjo8tnXTXzKPpeRFqNLSo6df44deoUPve5z6nmMxJMF6Tomxyvjx49OqfnzlZ0pdHMl2Ig8O2XK6pWair09/6hQKUD9/YsvedTozEQE4/XFF5PUix2wLJ82E5FFU1XiWOuxFTgZ+csljr6Pg8zGq69xh8bhmzpALo3TAoHitSE8ayCqZjaC6swqEQBvdboboXRTUXYz0NOEy9VjGcfR9zZA3nZVZDprNINFKwgrye/5CIOHfDtF0H+/qchH/gm8OzjZDoD3PYGsMuuUSaJw+G1aDVJNJXBWZSMVLn+Fsj9LwBjQwBdGY6XAKhZdNPF0jji5T4YF20CnHEH6+kMDQDtHWpgLlV4WczBGy63UAkFhgaysKkzsUndnclKM+s3aKCfWreZr5ORgCfblbHjdNIjjyM79Ai4mCyIN6ICzNNfxFjP6xHkLsKFhkw6k+/pzJ1J9zlOGZyHNc7pmrXQJSew3CFLgd/93d9V/la33XYb2tvbYUxL9S90cse8BBNN+P3AB2aOY6jHG9/4xgWtkEbTiCfPejPEUhU6j74wFOCKbmfJo0yUXmsOg5T1floMIyPrYdkVZFWkKUIU2SgVO+p2YTUiM/YYzGik5jSthrRecgNYOlMb8DA4OBUdK5HX2Fk6sDYgsHpgh3213Wah39QsyPjOVxG98ByCu39eGXPGkYGw4tTsI+Y4YK+9E6BbDRLScDASX62GrGWzA3AzYVIkfcsOwCsD+WGAImYjI5D3f71xEoicxEdKMPZsTTrz4lj5WKnvAt0qxeRG72pn4F30eoDbsE2J1hRpn+bfmUimIWSdQa7UgWeaKt1a/d6JQhnx2QLyG149Yzk8KiEz/FiNWJrYl3EZLQP3YcjZAGnYADlyXyBS6TEYRuMTK+cx0uk8isVZasc0mvPMCy+8oFJuf/Inf7Igr6VmaFsBzYqhr9T8yiiMgbFAKKuDpaQUrkcLP9qwYyQQ2WnpuKkwhEEaI8PNfsgSjjGErHVGRV2oYLsQblZjHgi3cnh8QGr12QzBntfBScf1J15whq6OY6pGivygxoq9iOJpaTTGMJJ7PbKVp5GuHFCO2YnDpACzDUivce2O5C780nwOTBKpbAmWQ8ucnO/ll9tgi9FJR3Q3ndyIbBuQygDl+tEuql9im9fR5E11U12CHgf3K0AcqAJsmoMnrTT8ba8ATHuKj+Pshaye7EULDpMpwYxtoVQjWQTEh06BjeYRPXUIQes24Mdmfhip0WfAk0FydTGCPDoe/BOIUgSRbkfpyncg6pz0qVoypAQbGwaiALKte9ZuKKVDp0RJzwXkpE8pQIpihGFqXhcRmvNkXInlH2GiyNLWrVvPuVgitGDSrB6UH9LSv005WoeUOQDLIPdoOW24rYsxn0wSF4pAJ3XgUQpo/IRkGWXYxhhKYS+K4VY1OX4q3qab4aQpktQkIsAkuBEpH6hO82WM5DchCKelABlHMX0NIt9E2+A3JjrL+JZ2xAfO0mCumWvr5lC+7h3z2D6JbFsehhXViDtuxOBZDxUvDdctw5gyRkal+awUoi17YR5+AjyqFS0qupPJQLTT6BhKuJkIWTtGszfC2VCBG/eBxQGE2wLpTCtSp89sFl+mBAOFeCdyBlkK1IrHUFo4Hu/Ame5b0Xv8K+gt7Yf/xunRtAQzmHRSrweJW0p1MS8PwxtDy0N/g8IN70G47pI5rKOaXIi004+UParm5VWCDpQD2i+No6L8+R/A+va/ApVS8hMyTfh7r4L7/7X3HnCS1GX+/6dyx8mzObAs7JIWCUoOAgqiCKKAIqbTM/s3nNk7I2Y9zzOcnniGO1HvfihmRVEQJSg5p815d3Lnit//6/n29Ez3TFdPT/fMbM/M8+bVL3Y6VFdXV1d96gmf5xVnQzOqv46Kvx17aruK+hgvLqf9gPYLSlPTsOShwRUIapiMMtMXPDQpcSELpqOPPhrXX389stnsjMyPK4f3RGbe0BvTMFxj4qmuKGirUrA78ygYKByHuL4HMZOKgcljyUDObUPKXk0VMg0vud3cClPaFVQqP031ZLG543dAlPn60L+99rWIKIN1vwf5QXUk9+LgINXKTD59+1Y3AsWEKorCREtGgPU98LdTTREZCFEqTUMQbUfulKvg99YfAdFNB6peKZZKqJqAZgikhroRS6Sh6cVUYKDEUHBN4MRLYCoGjG0PQKFxMiKQESOvfRVSz7gGup6XM+Q8pQ1itIjdyanQO5bIZU+EhJjn6nV3rOXFKultFVcpwkemnQocYWKHtxF9YgWQBPaeejm0aByR1eTyPRmfXNtr9JcJqjkjO4fSNrHTSNz3/zD0vA9PaQ2ua1l0xbfIIv/SUw09i0TkAAYyG+AHkyM26r23wvjdD6CURe7opeLO25Ab3IXEP11TNcVNIsa2p38yEr6P4KF7IQ7uh7JsBdRNJ6KtYxDRGA1AHv+OSDBrmo2u7t3o71vLHXkzRDEy3YxgEmh1LMvCm9/8ZnzjG9/As5/9bBx22GGITjDh1XVdPm+6sGBi5g0nL41gT9qrWsdErgJHdZtQyw/uZMRn75UpEJop5ppLZ3AehYKst0reSsM2UzRss6kDSgBr1HiyGiSakuZO5GMbkUjdLQ9egdUGIQuZq38uT0SQ83vk9HjFzsHKbIGVFFAjbTD0PFxvctjaja5AoMWglrV2aV1xqB0xBDQvzwX8Y85AZuk5dZlilmPFCqFTOQj67DS3LTVcHDQ8tm3798r2d3vdpcCai2EMbpWO1W7H6rGokYfIJCUS+BoK2Sgi8aLRZHktvHwsNb2TviN68LSzAoXRNxITIjd+NIF9p16GddS5WIVc54mIph6W9UpV8QKIVGVXj+LkoA9uh9e9rsaaBVIs6ZpTJbJooyv+NPrSZC0xvoGE70H/0w0VYmnsPT0X/tbdcJ/eDePI1RU+Ur6vY2iQOuSm91vy774d3g++BaRTRUsK6q5MtgHvugLq6RtDxX0kkkahUOkIzzC16OjokKLo85//fNXHeTQKs+Ch6NG5q6O4bXceBU+MTYmn7ri17TpOXDJ+xWDmt6F96K+yuFYRjow4+FoUI13PgWuRe/OhhTwR+31V3uhjWIrAWoNOw7Wv/lTYUOJRwKQWNh+aosBKPwFbXwtVcytShFm/F4WgrFPLisLTEihk+9D26G+gre+Fiyp5fkXB8IoXonPPT6F5mcp00ZJOiNVHQ1l7LNr9YQz1m5O6AWuu/1T1QnSCV4VsQJvwwPg/NQNub/UTbDW8goWsY8CM5aEZvuzio8J0z6FI4PQFNNk7ThRKFe9HMcfREUETCfQEcu3PQHz4vgpBSpDrebB/eFJaWfFsqIVKB/SJRIwh2QkZhqK6ECAX73Hh4T3xAJRceD0V8jk4v/8rjCOvlg4KlLrM59uRzXZM6zsn/Kceg/edrwKpkfE7C3l5G/z8f8P4wpthHTG5c4n2hVg8xYJphihaCizslJzjOLJLjv7/3Oc+V3bJkXgqZ/Xq1Q0tmyNMzLxidZuBlx6lY/OQgwM5H3FdlZGlhDl+AjMKe9ExeIscvlpCEbasfens/w0GllwuUyPjjznQkZLCwkP7rE9FpQDZk44OW0gDAnlfQQBPOyaWx6lapjoUYdEyu5EInNFpG8VnWvmd8J1hOEuOgqnnpShxglilWCqhW/ATy5DrPQnxx36OwobqXa/kBzS45mp0pf8ANU3GkwLCjEGsOx7oXDrWKRWNZ5DLjA8KDllzWJEMotEMNN2FUHQEgoquq80yU2T9ykwjAhXetgHo9/wKWqoPmhlD4cSL4K09rqZb92yQ7TkTntmNxOBd0tVdcXNQCnn4NL05O3leijAi8OO1u9EixkhVC4ASuupjnz2MpwYjOKXXQNxQ5OxCuDVm/clxOKOGqFTkLYBCIVkhlgJFhWtYMjWsBB4MEndVjDD9H/5XpVgqIxhOY+ibP8eyL741bC3KnuwhmnkUscyj8oKBIsfZjlPhWuwJVb/gWdi2Ao8++ih838e//du/cZccw+iqgqO6LRwVcg5pG7mjQiyVowU5JEfuxHDPxbLepT24G6YgPyNPRg2o/iijHIW8Vl6X40OFBxrFOt2BttXY5uooyLqZSsGQFxEUAhOmGhIpyKeLHV8TQhByCLCfgjM0iOHOo9Gu70bOX1LVA6i4EXQ43UfC2nwb9OxeePHqc5fIoiBYdSYQciKmE6llFWoKJrJO6OreK/9fOqELQaLJhhvEJ3UTUppMkOP5DBO54wZYj/8VamE8Yqb174DfuxaZF76r6P9UJyYEJhotxPQCLM1DwTcQeEbojLkSdttR8iajhKn9aP/z16GSe3oVAisJv6O2bwylMWs/Tt2dGgZsgdv25nH+Mg3q8rVANAHk0qGv09aOj64hm4FkWx+GBlfKPdAxY/DI+qCUYxU6PN2C6RakcCqvyxL9B2qun7vrYNX7SXvZhWLaVPFt6T+mucNj1heGOwjT3o9schOynWfUfA9m8XDYYYe1XpccGUTdddddOHjwoKxIn8jrXve6ZhbPMNNHeBVppGoYTp8sGO7y/wwDwxNki4OkeIja3eBoS9CuPSZNFYvdVyrsoAepgNJBjZ3UXQHkg8liqcQjmSPwzLbHqoomYedDiy5paaazDyP+GRCKEZIyEtCUouCiII5i6IgOPIB0iGCqr+twVATJVJUq/aB0EYCqqujezq590HV3cks6yU81CydIjvpWkVhSkU3VZ95ZQtfyaIvvh64XT9DUip7KVtom6DsfhfXYbVDtyroh1SlA2bcF0Tv+H/JnX133e/YqLnZTJAwqkkYOG7v2wVApPRrAF6q0b8gM98D3Rq0LaqFo8NtXonDYKYhsuxMqFbOX4UfakT7lldANG9EEdZEVr/DJ7yqfScL3ig0GOacXUXNI1rlVI+fq2DxcFLZZX8HWR+7GSvMARLIDSohgUtoSiFx8VsV9ul6skXJ1q1IsyRcUPa8cIyKjTfpYXrWOur6Q8SxUL5XLFde7vf8m6O7kLkNKu8fTD8OJHc6Rplm2FcA8iDAdc8wx+NGPfiT1Scv4MD300EP413/9V2k7ToWZZBQ1ERZMzFwzseU+DEvshS5rOiajwUVSPA5oO2THUcVj6m4YyggG/FMbijZRGo7mhYcJpgGvCw+nN+L45GYZ1So+W5PF21owINctDJngEwFsJwZDtUfTdqOfVx1GVBaU0zgPSvMAylHHQtlVPRJHeC7VJ6mhIXw6xzlOBFlFR0a1pIdwsckfMESAJeqQLNoNXd/AgZraBze6Ui7HyUXqMAUt+0zmCDqSe6RIkKdbRYOm59BtbMNweiVsp3iijdz9y0liaXwdPBhb70f+jCvrjjJFVYGlgYuM5uOYnt2wygweNdpWmg+j6wAGB5YhoEFydZA7/kVwuw9H7ImboNok+FW4XWuQO+6FMHpjiCZGJnWR6foQsqk2uE4Enh+D60ehKulJGWXXV7ArnUBuVFxRCnJXbB3E4z+FdXgP7EIOykilEFESMVgvPAdqV2X0sPgN0ygXq1IslaOqcM0o9NFonqJqUOIJiKGB0M+vtLdJL66SlYYsyg90DA8tkylAii4ZzsHQijMpmob/huGll9XazIueolha2IJJ13U5aeQ///M/pdN3tWgTOX+TX9O0l93oSn33u9+VSu6aa67BihUroNZqfWGYOUJGV1S95u860KKIB1sqHa0noFIflJj8E6GTkY4MYspu5MSaaa8fCRcV7fARHn0Y9rrRl2uTM+mokJeMKwNhoRe7ply+tBygTiZbgRalrjAFEW0IUZ2Kgkc3SqnjadkqGB0qMBIm4BTYdgQRlTyhJj9KJ7i+bDdSKtWwlJ5QjIHZUHBAaUePsid0XRVNh+HsQ7BjG+wlL5xW7Rgd+NsTe2SqT37fKqnDYoSDLAQ6uw7gYF8EgW9BzVWvnRn/ID6UfAoiUf8svzY1wJrOAxViqRxKXyWSQ0gNL6l7me7K4zGysnJOJwncSHyg+ogSTSDWlsZIPzU7KBjMHInO+DYYWoYqxeELHWmxEmmvAwOBiaRlIz1qy0GRQIqy6t4ICpe/HP7TW6E9db+8QNCWdCLy4gugr50cefRlunS89i6M8f1hdHtc+lJ43/s6UK3IPJ4ALn2N7Lwj93AyxLQLMVlgXhLQmjcsxW0tNK92YTxzaBgeHsZvf/tb7N+/H729vXIKSE9PsQt2Nrj99tvxta99Tf77zjvvbI0uOUrDfexjH0N7+1QFnwwzhygKsvFNSKb+BpX636sMmU23PQtJbJliQeFpBCqqjqlUJzRdwSSw3HgMW5xnwg3MUCHQK9Muypizd4m8thoJ/4lwL5RIHD3Rp2ThdDadlINfFS1ARBup6tysaBr0qAqDpnk71UPX2XSHvOo3TXssHURX/1RnNDLcibQSmXRyLC5cgSt0DNkd6IoMh24ROgmahV2Iph9Evu0E1EvUIgFIs9xILOmVYovGxChAT89uHDy4rj4hVnL+rhsxKdU4EZob2CxWlGa2hat/ElSGZcO1aYaiiqEsmaa62O26WNLZAV3TYFkKDreAFe0mDqRd3LMzh4hXjLipvo3onrsxcvE74F38CkRjw4i1kUCrYlIaqMiMDoguRZrqRTvzPIidW+H/5WZgpGx/aO+E9pwXQDv5dDgORSzH93nVTcHM7ZOC2Dfbxy4GwjfG7Dr8LwSKliXNRInEtJ49MjKCD3zgA1izZg1OP/103HPPPXj/+9+Pz372s1I8zQYUUXrpS19a8zm0Po3QsGCi4XW23fwBgWFmmlzyeBhuH6zCDmhlM7t8NYpc/Fg40cPg+oMwRfiJvBitCI+aNjLx21SHoakujoo8hYfyx8KVnWLlCCT0Ajb2bkfgm0hnl8Dzx4cJZ7WjEQn2Qhcjk67vhW5B61kGTS3+JtvabHheCnmvXQ4CDoNOjIlYP4acsAOIgvRItxzGGolRxxSNrTBh5+OwoaNWfTbVUR3M94YLJipyPrgLqvAQTz80LcGkG0VfJRlZChFE9Nli0RG4a4+H+tDN4WaR8Q6ISGLGTxwz0WxJ5p21lkORv2R0P9JeF1x/1DJAM7E0kYRB5mRlRAwVK9oNHNurYcWWW8bXk+YFjpLPtUuhF4lkK2bJkaVALtcG204UBbtMfddwD68SDdKvfh20C14A/3c/Q3BgL9Tlq6BdfDmU7soTJ6Xf2nf8BEbhIBQvL3+HQo8CsXBRS1VzuQT5TDG1KA7ebbxLDtN87S9+8QuZ+nrf+94nU2WUInvve9+Ln/70p3jjG984K18WiaFGBdGsCSZKxf3whz/EW97ylqr1SwxzyFAUjHQ/B7rTj3j6fjkJ3jM6kU2eOGYnkFU3IuLvhTZpNlgR2SZdI80cVB2uWxsNBRkVWW5SLYbA44UNcqwGpTc0RaDdzOHEnh0w6OreKMA0ssjkepDN946lGweMC5AMHoIV7Btz7VUjMSg9KyuGtVIKh058QVC9TqscUwxAEcvl8sOgMRUUbSqHGv2mSs3QUFtBKS+ZMit/ICh2/eWKaRQlqB2tIdTcIIyhHfK78deQyFHgBxH4snuxGPPQFA+aYpfqjxGNpTF8ykUwt98HhQb5Tly/aBK5s2pfjVaHCtWVqtYPQf+w7AwLOupPx4VBQoVqxUJFE6XV1Ay64gPIO71IFdYAljFJLJUwNBWHd+pYlnps7D6vrbIlP5frRAAdlklz3QQcx5IDon1//DhvunnYSrxqHZMSBDCd6nYFypJl0F/1pvAPLAQ6t/4PjPz+8T1L+IDrIshZCKLRSal0OTfQ6ECeBVPL8cADD+Dkk08e80Gi0p1TTjkFt95665y8/9atW7F9+3Z4noelS5fKMqJGapeaFkzHH3+83Ajvfve7sW7dOmkONdFC/zWveU3DK8YwzeKZPRjpfm7Vx3wljrRyLJLi0QrRVJy0FINndMMiu4Fq5oNCQyaY/kBUmjNHdSV0Ul9m9mGp0YdsEIdntiEWCWCVzU8bq4OJ98N2E/C8YtcXiZqUdjIVQwERFT2xrdBGO8QmQutuGI6c+6VVGQ1SXGAAJTeEaOFJ5KLHTevzUGE3GTEUi72rLVsgntkMResH4u2AMeq9RBGNzAjw9L3jT60hvISdRdtfvw4tvV+OCpGRv8fjcF70SiBWrN8pIbvUhC478GS9mW6jZ5UNvPYKuP/vlxAjKQjbhdBNiEgc+fOvgb98QwMzCBXks0nEk8Nj9UW5m/+G7A1/QJAr+oAL04L+nOdCu/RS+AVDzuibrlGmnY8hEs1DCfv+KLYSFKNtUbMPBa8djlbbmNWCAxHvAjIDCMwE8kddWDbnb1hGtUgHBYgWm9dIfE2o/dd9D8LJyeJuWQ9F3wntS9JdPwu1zuaLiZjpzdBtsvmYjOra8BUTXqITSmAXByqrOlxzCUZ6LiqmZqeBKvKIu0/ACg7I/S+vrUNOPxxQFq494Uyl5PL5vLw4KEEipJoQodKd7u5K/xf6e2BgQIqYiYaSM8XQ0JD0YXriiScq7u/q6sI73vEOOW+uEfRmlNuXv/xlWdB14MCBqhuLBRPTytABkkZdJIInYIhhmULKK4chp66FGgToVv8OTeQqRBOJJTvohi2m7xbuCHJIpva0YrqClpvQclSQMzkCM4qm+kjGD2JohOZplUGDcDMBlNjUB7/AqyGYPBfKwF7EkKlLMGm7nkTkthuK0RoFGLnyQygsWVs1BKIHOSzP3AVlJC0FChKdRb2QHiIlUIwyjeJEKp13ycV9AAZyQsOOPf1Qj38Fluy4A8u3/kGejIONzwAsqneZ+L5FF24vsKCrtoxGSLHRnYT2ppcj1wcU+n0EsQ4ES9fIwz89HNgCgtxDpwGlqAzThmnlkfvp75H9yR8hssWuw+KS0nBvvBHi4AFYb3w9NMuHnaoUeGHoShrt0W0w4jo8NUZDcyanwIQPnYqhR99N7ivWXgygjn2TWv4jSeTXnwt/NMIUb0tBnzAUmf5NHXmJtjRSg50VXYyG70LPu/A1Q4om+s1QKq6ZTGRs4F6oQfWxMnJ93BxSyefBiy2VosnX2yG08bR1vZjePnS4dxWbO0bvo20Z95/EgHk+AnVmh7a2CsUu4ia75BTI+uVt27aN3XvFFVfgqquumvRs13UnzWyLRIrf12wKJtImVGROmbD169fLLNjevXvxu9/9Dp/73Ofk4zQ+Zbo0vLbXXXcdDj/8cLz85S+XXXKz9cEZZjbxlSRGtGdNup8OKf3eqYir2xBVyXRPQAgdmWAtCjRotfy04Dqwb/4JrFt+JgWIiMTgnfEC+MedNkFIKBh2N6LTfHR84n2IUCpn4nyw6ZIeiKGzpx+KblS+n+sA+7aRqU+oOWU55t03wbrj51Dz4z5Xa/7nw9j+ms/A6VpesWzNz2PVyJ9h+UWPH8VzgOFx80IZlRjF09qQKTMdJCf03YhIUwW5na12edu18RIMLz0Wx9z5ZYgjjqEzeciaSpcnCEEnw/HPZfsxZNvWQLSNH6vkWiiAapGGEHJOXv0oGBnuhe4PwvvVX8fEUgX5Avx77oV4yYug9fRCj3jwCrVTAlF1D9rie6HGk3KbGnDhBzQKiGweRt95VCxpojL1paoufI8G19aov/NceG0rYJ3zKhTIr0pQN2UA3XBDU3/UuWbFcihkK2u96Om6P62NVpOpUrP0uek55U79034P4aLD/ZtMkZdDsWVVZNDp/AUDkedhQSJmIMKkFAXTxAhTNaidP5Op9MWjv6mtv5Hht/WwY8cOKeZojtyyZePp5g0bNsjuuI985CO47bbbcOmll0572Q2rnJ07d+LrX/96QyqNYeYD0vU72CBvoTgFmN+5FnkqXvbGC12Vn18H7ZE74bzsXRWiyRWdGHROQFLfAl2hGhEV2hR+TtVqZUoU8nHEE+SvVP1xzzPgiG4EW2+H1tEOtPcU14dET99uORpDujbrtTtWlPQQrLt+VSGWCK2Qwbrr3oXhZ70Ag+e/QgohQ/hYO/hzxJ1wSwFK4fh6DJ7ehZGe5yLQx6/o+2DKeWyTtoNuItO+Cql1m5Coow5BnlzLtkvWXxrqfi7n5EVU+O50TyYK3DvvA0bC3bLF8Ajc3/4e1quvmVIwxYbuQVvPMJTYqkoBqnrQaCZiPlWzqZ8eOVDQsMQoZtImEQgEJFDPfCOSS5YD+/YVl2+4RaPSsE9J6V3TRaHG6LmZwE6sg5ndFWquSPuJGwsxWq2TqPe0jCyFQVFlPRiCp3Y29T4LmWi0vqHba9eulQKmHKopoqLsiSU8MwVFko466qgKsVSCAjskmki/NELD5kkrV5LZXHNXvgwz3zF+9wOo+3eQMpnkIq1tfhja/bdNeo0nEhhyn4E+5wwcLJwq00dhUP1RrhB+UZKRxbhGaMFwaqQXQjFhq0sgBvYBWx8EtjwA7N08NkcsUKLIRir9f6pFl5RsdT8j1ffQcf8fsGz7/Vji59AZ2DBDRtOMfS7VwuDSl2Bo2UsQ6G0VIzwKIYel9txWnLT7OrRbQ1NntYoXwpXvSenQ2TgaDg/Qxq75lGCwWHBe6xwRGXwISf8JINFe3RRSUeVJJlQsCeCAswwOdSdmybCSfJNG319QFlcgKDjFBya9uI6T17TrvKZPvueZFeJ54tv7Zhd8q36/rGpYQbHpIgyqaTT8cJPNeQ2l5Jq9TYNzzjkH9913H3bv3j1W0/S3v/1N3j9bULRrYlSrHHqs0cLvhgXTq171Kvz4xz9m0cQsXnwf2tMPyq6galC7tn7Xb6dYiIJUZpkUN9VOgH5gIJ8PP0GQC/JA/yoUClG5DBpcS/+nzqbBgRXwvGK9wEj8DBlFCsoMMyka4StRjMROg6/VbqvX+uiqPxxy0lYH9o79nYscJVu9K9ZV1eD3Hg5vw1kINpyBeG8AbXTURgk/5F0sdxgb9v8MES8l3bTVgV2hB2/abvTQLM9QHmfN4WSYFP64pkFbv2505UKeIwQS+/8MJWZBoXqvsJU3YlXjS/SZ3SCCvXYx+uIECvZQEDEHDOSB/hywJ6VgxKl+yPdcSmHW6AoNqOwsvFZIKD6CaBZmx7C8qdGiBcV0oXqk4TWXwdeTFZ8zUAx4Vg+GDrti2sucvK61T5b0vlM9Z94ifxxN3qYB2QicccYZ+NCHPoSPfvSj0l5g06ZN0rxytjjiiCNkSu5Pf/rTpMd27dol65g2bqTxVpi7lBypRpof97a3vQ3HHnus7JKrJqoYZsFC6amxeVnVUai4eQpspw3DaYG2xIGiGaNC9VKqFDtDqVUhc+HGoRESQ4OroCi+HEVCs8zovsoV0TEUPRex9AOIuLshDEsWWmetYyDUqYtmg7baV/WBYUIkx48BudjRiBWehOJRx5OQPlH++tMAMyqjJ3QqtFCQXXzZTBKFfHL06r76AXn1ANVDlQ3O3fkQgs4VQKytwi+rOJNOQzbXCTOZqZytJhxAqWGB0mhpx3EnA8m2YiF7yNgP4znny3XznJDifrsfiu8A5G1HNWVhXgI6CZs4fJtmAtIK0/ZS5ViUnbmNsous7J1R8CFvo3/CCRVFCpyCBStaqOoqTkaljjTHnIytOmjvyMouz9IqB4YPJ+rAHklA1DkepoSbOAz9G96AWP/fYWW2Qig6cl0nwu44ekbMKbPakbD8/VBRPUMSIAJbay7tx2DMRuDNb34zLrvsMtkcRmaV5OE4m1CZ0POf/3x885vfxE033TRW9L1v3z48+OCDsqufTDTnVDD95je/Gft3mP04CyZmQWNGappbSuo8wNPcs77BNuiaDVX15RDZ6Xo90diKnKdBpTrp8tUSAdr6boaV3w7Vz0kBY9P8tngbfDJs9AUUPyy2U8Q55WIYT98HNWyyfTQJb92m8b8VDQOdl6It/VeYzl7gsGdIJ/KJkHt4PJGW89AotSjXXQTIlYlEWq+B9hMw3HYMelIPoSv9OFTfhfHg7+AffjKCjuXyewi0GFzXQi7dhkCoSEWWo83Yh6Gsj/++IwpFTeFFp0QRj1SJ5lG6Kt+YYqIOR/EP7wS+9QVgZILXU3s7zH94FRlCQfgK3Hx18UCFzFIAHdgL0bsMCm2rkH0nUCI4mDpKjjFRFU+mdKn7UoFWFKc1Qmt6jVRUIRsvzgGM0D5YFD/koyWHCY9Q2nTycj0h0NaeRUSv3Hb0Pcr72jIoDFFKeXrhPjKqzC47F1mci5nGVXvhKu0wRf+k1Bz5T+W0wxZ2hGkOnb5LUGMY3eaKV7ziFdK+gEay3HzzzfK+eDyO5zznObJRjYrOG0ER5aXuCwzf9/Hwww9jz549coTLCSecgESidurhV7/61SQHc/JsIMOr6dDX1ydbKlsFqn1Yvny5VNkL+Cufc6zvfgratkerPkYnLu/MF8B73tXFw0wwOzkiqk/Zmlcw6I2XyhoKsC4SoDfiotN4WI5Akevk2Biwj4Rr9iIwRn8LctaJgJrNyrZjS+mDoaSkb1RBUKF08eQR/c23oT/+d6ijtU9j7x9NIH/BNfCOO7PaVoAVzyARp+Gx4Z8hn4shkypGsTyhYDcsWfitjW6yUoEojfIwvTSO3v0/sEZnhxWNC5MYWnkFfHPc8yUwTWQDB9//8x4Mj87e3bgyiuef0ImopcLUVWkwSQONKbojPAWObVHusKHvQfQfAH71Y2Dr49LvRlm9GubLroS6eg0CV4WdNUNrhej9e574D2huClh3BLDmSCjRYpdcORTQTKWWIp8fr/saewzAHkThh4h4smNYTlE9SjrVOh7QuBXTkZ+BUnWBHy7c05qN5Z2Z6gXmo4N/syNxwJudjqiGER46nLtgBiSanNEeOQN5/XBk9OOayudO91hL9TSzNSZkEs5fAdHEzD2lDTDPwnyiUChICwMSTM0Wmi9YLwDKYZLXArl7krK999578V//9V8yh1rLtOrGG2+Uj5eHDYOQGhWGcV74Wljf+yTU1FDFxqDDpOhZCuWSS2DERweeBoCXVSC8mRtUTcfjR7IKUuSoXXYV7wpgf2DjyK49MIxiuosYVDbB1umKv2wdRpWMiEfRW/i9LHql1CB159HMvWywGtngcOQvfh3MnpUw7/sjFLIkIKfvWBvy514Jf/0zqq6fGbdhRmuP9yCopX3s34rASmFjrzJqilhGoFkoaBaeWPlyHL/jmyXjASlyfKOyLEB1HPz+4aExsUQ8uSePzfvyOHplFGt6NJx6uC29LykNRdsyGqhw8hHkZfv89A6uSs9S4DXvGPtbkEs2bSO5a0wxrFYz4STWIjL0KJRtm6n9EeKwIwEaCEyiSQgZgRtJr6iYt1bxeSkdAQdDwkQwQTSREI5JT/Q6LpaEOjqbbmo00w0VS4ShUTrWg9JqgknRMWydBUXYMAL6glQ4ajfPo1uAREZ9n2YCfSFvpH/5l3+pUO5f+cpX8O1vfxv/+q//WvO1lN8888xqV8sMU4noWQ7nNf+M+G++D/fAbhmtEckkxClnQZxzAZRIZEws0DnMTDpQM32w3SWjZoTNMeQBmQliaXTN8KwV+2AaZfPAAh12QEKg+hlOqAocvQdxv9hySxEGEk8JdTsCYSKPVTI15zzreVDyGVnEjUj1ob3FBQjoFtVkTS08xITomytP+HRyr/5ax2hDKroW7fkdCFQTuY4TqqZH9wxPdkGnzrGn9+dx2UkaklFlkkmjFSMXYwWF3HTny1Ubn1L/s0dWvxCaPQy9cBDqvj3Avj0Qhim7xjLdZyLfEx7lltYQNBpHt9AuJ4YpsF0fUXUIq2K7YSlk4gnk7Q5k7SUzduj3phD/FP30A7VlTzRCseBok9vPFywNdLpVEmA+ZZjIvJJcxSdmeyhdR0N6p0vd+/G3vvUt+f83vOENFX/XovTcQwGFRCdCxlV33333lK999NFH5UYmsUUV/VOl8ZjFjehdieQHvop9W56GmlShxCPS10dGYEbni1GyTOoG1ZBjQrqHb0MGG5FHc0Mi9zjFk+NEuiIFWGXDU4mCn6xdF0XFtfraMcFUgupkEtp25L2Vo0OJFYjYeNQqDN305MgOkl1UuB7qrRMoyE8QJ3l6TY36MF+LYiixAQmnH4XkUch1PrP6XLcQxXLGkQraQ7QeRZtINBVy1ZzEZxFVx+CRr4GZ3oJ439+g+Hm40RXILj0Tgdke+jL6hFkzAZ8ihaPbjBJ5cUsgpmpI6qkxzaprBxCNDGMwdWSDKynk5BBprq0CUTeCvOcgqldvfnB8BarTYtGlxUyphbTxBWA+QBml7373u9LGoBrkxfT2t7999gQTeSeUi6DS360qmKpx11134cgjj5yyqn9wcFBW1VMxO6Xx/umf/im0homUa7l6pRxpydRrtoy5GqG0Lq20TguFsfqa3gSoVrTaJibRQKMs6DHq+qFIAHnueOiAh/CT4VRQvU81EqYDa0IhbjMoKA61pflidb9mdACuNHcMIjDV/OgsqwnWCZ4B14lV7Jv17KVeZDkGDns1hF4sVp78/goMEq5VOHGtCr1UIFX1tUKOCfG9OR4srihw24/EcHv5cUrANPIwzAJEoKJQSEo7iRKUovQp2jdhx6N9Lhd0YMhbji5j37gBpWajI0FmgtM1DxQg9wmqRS9p2biuwBdJ2F4e1oSZhlS/NJKzEJmBzrb5BB9rDy0jIyNyjhyd66+88koZTZo4iaStbXIN4IIr+v75z38ui7dqtRNecMEFVR+74YYb8LOf/Qyf/OQna4biyKdh9eriXCvaNF/72tfw2GOPSVdzElMT+b//+z+57BLUskizapjFQyA8ZL0BFKR5YS0P5lHn6cBDMnMfDG8AsNZA6Wrck+Rve0awPTXZtXhpPIszVu6WNSTlKbkDhWNkeq36KnrodO6dFGGSKBGg8wVQtPDIkhe4cANqdwdMLQIB2i5kWFeMPlAbt6GWxpVQ5IlMGBMw1A1QJpxUs66PRwez0myxGoai4LieOKJ67ZPx7x7ai988tBceDacr490v0LCys6azFEx1PVSldnS5dPicrQsRASrAoqYCKkwuHfvo+6NSg/Xygn9LqgA3ZDvJZytZrI9OjKxbxeJdpf7oT9oZgh2UFYSVEQQCqkLF3578dilqmLITWNu2uupxkzlE5G8BRHUD2rpQ2oHoeWhl/v73v+NHP/oRvvjFLzbcDRdGq6aWq0KRnFqCKawrjSwQqJj7Pe95z5R5y5JYKh0EL7zwQvzlL3+RHQ/kbj6Ryy+/HJdccknFa0pdcrXWda6h9SKreMrpziON3PLQjC2zzRlNH9VqRS4OhZWpOer/CoozJjx7AP2j4ykaoUcAeygqMSHSdDAbg+NrMLTxfZA8iSw1g7w/oei79LgoIOYXHXnLoU6yYGA/7G0/RKAnkOs6CYFZ5j5OtU4JIaMOcmi9LKgBaCyYYVCkpvg0Ms20A2PMP8j3deSHSJBUCZsHLiwqki+FNCrXCLrwMNx3EMNTbJ9N3cBD7Sb2DDsVomL7QYEVHUpoeRVp3wN9I4CobqPgKSpypchO8coTEd+BJe0BZgby1eru2QFdn3gccRAEe5HN5pHJ9MAzqZuuhulkle/aD2jUSg77DwzVeTwQ0NtEqEuGSvVvdhJ7M740N0hAQ0RVcCA/Pj9wsTDdYy1FP+asS04alTUReVZb/9xB2SHa/jMtluadYKKJyNOFXD2vv/56vPvd78aJJ5447deXBBC1Joa1hIbZrLeiMKF1asX1mq+YcQeqJkZHUNR3qlT9PLSgMF5S0ERdALkFrDCplqkyPUdLfPBAL05dshOaNb5/dlnb0J9fB9eLItCiZadUD93OHZPqjERqBGLXTunTFB2tfYgMPww7sR6pFc+XH1lPjqZpxiwARgfaGnQRE4Gq5GUtUzGNoyAQmizyLqTIP6i0tuPoTj86h29Cj+9gc+fzkDGXwVWLBUdUDWVBoAd2XVuN1uXlJ3Xjsf15/G1nBo4nYOoKNC+GIMhBK4vAjX1mMpi0zdFC9MmPu4qGLDlulxtmKkBOseD5GuLe1Gal9RCLD0kj0rA6q2g0hXSarBhqb4kQIwMp8GlAcV3HAzpRTtXpqAM9lG4eZbEfZ1ryWNuAW/ek17c4VD5DU0hoBMpM1x/XLZg+9alPTXvh//zP/4xDCbl8/s///I+sQTrppJOqPucXv/iFtFKnjUxOpMlkUk5YLvHHP/5R3kfDAhmmAvLaGT3hqkowWmAcnpKj1BQZRyYzDxTvERQr6Gl4o9LBuN8WSBcEolQLpI0XSnfrAh1ZG+49d0A95jhqGy2um++hZ9v/wd3bh+yqM+CuegZUU4OuOnCtFdALeTnNXRog2nZRLHmVkVvNzyGSegK+0YbcyrOKkaUqH5vuV3UFueGYLADXI658nmfrcGkAbbX6K0oLDt0EPSi6eh819AvYagIjVjHyGwtySE8zhalS+m55TN7KyY4YiLenxkwaCTJqpIHF2XRb6LeYM8juoPqsN1fT4fkq9KYKa4tEI5maDYY0esQ0CtBEgirMqj9JCMSVvkl3kxO8ptLJJHxo8ORlTfF4Pgfx1DbgiKOlmSfDHAoosvSP//iPuO666+RoFsoqlZ/TS89pZJ5c3YJpeHhy8JtSTmQKSYZQZAxJxVY0LoVSVxOLrOaaBx54AN/5znekEKLpyHQrcemll45trJ/+9KfSRp2eR+v/2c9+VgooGvXy+OOPy8/31re+teFhfcwMQUW4EQ865WlodAi5Jud0BN5cH5gFItEsIrHRWVkqpcOixRlttQSTCBAtbEHU3gZVeGMjGDI4oqG1yHsCfxvw5dgLb/REZqoe2gwFz+omw0cF8YEHYR3YBtCN8mKUtnGKhbm0N3c8eSNsdx/sY54r7/PMXqSNThjOfuh+GsquR6FPEEslVOEiOvII7HVnQKlVo0KiySCRZMjbVERzT0OdMLjXCjJYkn9c/ttXI8i7g/CM5gawEp5rYWSgG1Y0L0e00DiaQi4mi9DD8BUNQQ0VQ0KqoFtIuDMQZZoiojNaT4+Im0eOXLlpQ0/A8FPoGfgjxIpVUEZzo1TLlsqtQnd1O6fqFL1Nwy8HfB/BTb8CfvYzIJ6AuOwVUE6deZdu5hDbCojWtxW4/fbbZe1xrSkks94l94UvfKHib2rXow6y17/+9RUdZFQgTcXZdP+hhEJxVF9UrbapPExK4onsBgj6P0XS7rnnHmkrcNFFF9XlDs7MLpTOsdqdYlqndMTWBFTdhVcI4ObmSMwqATq6+qBpbkXJiCbS8EQxveSJ0UjO2KmFapYCRN1tsPJbpSEktfb7sDCMk6bVdVaCIll39fvITujkdgJgwBa4byDAs3o0KH5Z11KI8FH8CfcrOlxrFejeeP7vNddDCRxohUEIq/Eo2UQseyfU0SLxalAq07T3zohgkggVdi4OG/Wph6JYqq1kJppGNoptx6Dr5Lhd/XE5b9C1oIkAK4d+jVT7cfDVKGxRHFxreoNYPnIztCALMdSPoGs1fKFjJLsKnj+1LUQlCvy8gEITW6p8PNHfB/+XPwcKueLtf6+DME0oJzY2s4tpUVsB0fopOYoovfSlL635nEYzRg2HgSjcRTVFE6f+kniirgh6/IMf/CAOFRQlottUvPjFL674m0J355xzziyuGTNdzESxTmgidODWIj48W4PwZ78TJ9k2DF0vppUq1oPqeGDDV00oAZ2qPDlWhP6lKwXZGYZoOwr6yXCHc/DQBhfkSt1YefC+vEAh5JhHW2nYFcj7Amb7kfAP3gPNr15/F2gmvN5av5Gp1k+RIz/oTUODLlRjOo3eBzFFC7qcJK8euug1jRepZagpnzNDkwGymU5Eo2loE/y0CHqLgh2Toimh70S8R0dcebL4IJ0TnQKU4b1jJzgvm8eAthGBKF5cNNLUJ1wFXlZAi42+nr7YTBqCxkB96fNANlu28mngZz8AWDAxcwyJodkqoWn4yPPEE0+ErhTdT5EmhmkWGVWqIpZKUKTHiHlw0rPtlyNgmHboiUb62yh5OTiXokjAZIdphTxrIkvhFuqMKoVMrN+bFzQvNxQ7APoKAaLt6xEYyXDBZCTh9BxZ1febdIEdXYNofjA8DaOacJVOGKQPtJCLWW96M/TysaMRsXdBFSGT5CmCYq3FoYKiOSoZYobtByJApDyy1wRUZzQ0tAwdHQegqt5YVNP3VVlMnxpZgoS5BwlzP5SJIpIK+ntXAgdLXY9UbN98JFaKppGieSV+9G2IRx6E2B/S5ZnLQAz2Qemaow4wZkoEmnf6VubJdqaSISrNIasgMrI+7bTTkMvl5K2np2duBRO17pEj9jOfOdlh95FHHpnR+S3M4hZMU/1Cq0WfZhpVXuVP9T50IAo/GNEJz4oW4IQIJvKyeXR3Gg89uQ2GPYQzO3dhU/sA/MRqpFc8F4FZp9maEEge/Au6sBO5lWcivvs2qE5qvHZK0RGYSQxtfCXMfBaGlUegWvDU5Og4DwVORofdfQas1GZoXmbyuqomsl0nyzCflxHQR0evldI1pVIJryzoEL7VFOT0CDw66ZtHYTC2Al0jd6MrfX/FV09jcm1rVVl3X/OQwI0ksjJySG8W+CoK2Tg8t7oAp/WJuXlkzcouOYkQMHx3Rgq+S5ChZ1/fWsSiKZhmHkGgIpfrgCdnswWImSSmJr+foqgQhkU7HGDn4Svl20xAMz3kvf0wYgV4BR2BP51aQJqHCIiHHwYO1LDEkF0NMyMemRmCQpPNRECV1q9hIkgkff7zn5eNXKWaJRJMVJ7z0Y9+FP/+7//eUJ11w4KJZq39x3/8B66++mqcfPLJY0XfVP9DplGc1mJmglqFpuXPmW0mzjoLfQ6tS41zjywUr8JwzsU3/rALI5k8CgFdbCzH/SPd6Dby+Jd1t6IruxtDR7wavtWBFVFFdseFRZmiIos1zuMwRQa6Owi7dx1sYy2iAw/Kxwvdm4Dlq9Ad2wVVcaHSdaenSUEy4qyH7ZAwo5BZG4ZWvRgde34urRDUwJEpMZptlm/fhHz3s4qfmwrwRwRUE1DM0TScPRpdmuLb8xUFGSOOoKyrylU7cLDr2cjE1mP1gRugUlWTjCytxkj72eMvdgvQh/fI4bRe5+rikNppoOkuEtQlp41/JzRLTtNTKGRjsPPVZ6cYwkfSyUqRR0XgUiiSD5NnwyTzqZlGFEUS3cqx9BH5/YVBnWoi0QHf9pGxThgT/pH2gnQyd0UBZoxM5135/RdSpfq7OuldBhzYE/44FZl3L61/eQwzAwRBIE0ryYvpne98p2z4ouAOQTrlqKOOkuaWZ5xxxtwJppe//OXSmItqlehWDrXw0+MM0yx0MiYhIiNN1R6nKEZ+9jvlaBQFXYXTCTUMuxCDYZFKCFdwVHMy+T6Bb968GwdSbsVPMh+Y2G2b+Mz2c/DZI36Ptp0/x9CRr8byqIKnUphU9E0owkevfwBxUYwKqWQAmduBwtKjMXTMa+V9pjaEzugWaWRZQqYS4aPD3Ix+7xj4QTEi4cVWoP+IN8LMbIGR3yeNKwvtx0DIYWIV74yAsmjVM2mhZPVYhVga2yaqgVxkLQ70XI7lSR39+TiCkiu17yF+949g7H8SileQYS2hR1DYcA4KRz+nzncWiLdViqXxbSEQieXg2BZEoIWm5pJu0fW6dkXT7EHeWUXX9HDkdrSOgmMsk92lJJYmRmTlVBXVh5UswE5PI3p36cuB7U/JOqaqYun4U6AsyO5iARMDiILSnQIFLIcNEobzIFm1CIq+n3rqKRlJeu973yszYXv37p1UMvTkk0/OrWCilNuHPvQhWatEKbh0Oi39io477rjQuWsMM30UOFkdVtKd3J0TOIh4B5AwcrJPvuB1Iussn5FajWpkUh1o6xyYJJqKpUYRFHJtULWRqidhubpk1pibfEJ6an8OI7nwyugBN4anct04whyE4uWg6jGc1qNNshWIBFl0Bf04v/DriteTaIoP3g27/Wj5d1tkV4VYKkdTXbRZuzCUL3aOShQVTvJIeZtJZP9gjY4yoWpIx9dhRVc7BLmhj5ruJf/8HzD6tkAJyhSjk0P00d9BcW3kj3/BlO+t6cXBwGEoo6Ipn5m6m+xQnSbdIC47LjWl+ndJQjwvViITKX5v0gcr5DNTqZxGxWg06y9kPuGk16w9AuL5VwG/+wmQKrOdicaBNeuBl74OCw0FDrpwF3Tk5FBqIiIOwEcEgzi1oa7XOWURGFcODg7KEWUklqqNLaJZr/l8Y7YfTbebkDhigcRMF0XxEDFpinoAx43D88MPNIGrwU4BRsIbG96qBynEA2pB98bGNehqHlGjH4O5jfCC6ZjM1AfVjaSGupFoH5YRGWnuSD1xnol45GgI0Y9sOomkNixFU/nvlMoGPNeAa0+e3fXwrgzybvhVX8a3cE9qJY5o2wzVy8LXY4jqCs5dosnUXF+ugHjqUWxwHkRnMFh1GeqoszjNs6uVxiEMrY7CoxmAWvSnOjdPLDHVB3ZAH9pdKZZGUd0CrK13Ik9RJqrfmUIwUSQpDCkg9HB7g7pRAkSieZgRquURMkqZJ6+nkBqp6SA7MaX3UnXBRDMD0974KCiKftY2whTQDB++U/9pQbngUohnnArc9BNg51Yg0Q489zJg46YFOei7C3+HATpujd9HwklFBl3ib+gHeU8tvM89n0gkEjL7FcaOHTvQ1dW18EejMAsBgbbEHkRNclguHsB9X4MfmBhMHYYgqB4dohoLe5hyBzTk00NbbHKURLb3Kw66ok/jYPYZM3rgyvnAHluR9UWx9DKsjnqI6sFosayGxPLielMKJz3UiUg8C8N05CpQEbWdi4wWe09eJ62O1dSkSaYm64fGP6+C3oiCJYaGnoG7oY26Y9du1yeJNwVzdBFJ3WZTBTQmppysp26F6uTCl1lIw9z7CJy1J9d87yDQpIit5blJBeDNQGmuZEeleNb0Yo2UXYigkG3O381K2sibaxBztkFF0Z2dKI421pH2V89atLUcpWcpcM1bsNDRMQINuVDRqaEAE31wZXquVWm+S67VIT/F/v5+/PKXv8QLX/jCise2bNmCW2+9VRZ+NwILJmZOaYvvRcwaqri6J58ZTcuju30r+oYofVDjRCUURPT+sXB4NRTFhaml4PjtTa8vRaA35xUMeOMDbod9gT7XwApTYE2kzExz7DWqTOXUG/R95uHtuGdbGlm7ekSjTSvgrI6d8MwuCH1yIbLQLAQeuXuHfIZAwNaKg6MFNDnLTZPWlNXxxWxbNBShYnMVAcW8qj9BtuhXFkXVEkulGi7FycFS+xDXqKjdk6Ih46+BE9BVZXEjeQ7NUaP3DUmf+pQ+rV70XS/xtrQUSBOhGiLqlnTtCHyv0UMwGbcGEIqBrHkEDH8QRjAsRZOvxGDrvRBqBOU7oVvQoWpkABuyRKHAd3mkSRgRHICmhBfp0b4WFftaWzAtghqmSCSCa665Bt/+9rdx2223yYgTNaRR19z999+P008/fcyserqwYGLmDJq+HrUoslT9R6epDiLWCAo2mTqGY+ppqKOpuerL8WFomboFE6WgktF98v3pFJ4p9KLgFE+u+xwFfS4lssrVCIknijgBSU2gq0l9sbo7gqVtJrb15ScFd6gQe3VkBMuSCobWXBa6DPfhPdA2RKBGjEliSWQdiKcfA9bSDDYFWWeZrFOitOJEaGxG2i7ObZsL4m4eaSMOMTHUIwT0wIc5wfXSXXIEjP1PSL+jagRWHPEjaSD246N+WEUMNQ076MKwe+yYE3s+HUcsmZlUBE2RJ9cxEfh6U9GlsMG544XlWWRTjYn6Yi2SGJ9hp/fAnTCXsJS+LuEVDJjR6nVMsnnC0equX1qM1BGbres589pWIGj9CBNx4YUXyppqGn1W6pBLpVK47LLLcOWVVza8XBZMzJxhGjR/rfZJJB4ZnFIwTZVmoIugelMRbdHdiFoDUmSV6IjthGf1oS+1AXsdGmNS/SBIPUo7bBVdZvNXXW+4YBX+69Y92D9sI02V3NQCqxewJprGWzf1Y3D1P4T6MCk0imIkC/fuPujHLoMaM8YvJodycB87ADXWPfb8nLsUhpZDRB8cS2uWtlnGWQHHr9PvaQYodptlkNej8Mpa9E3flQaQE+tg7CPORuSpP0PLj1Rdnnr80dAtWw5Drrhf8WGpA4iqe5EPitE214kgm1IQTWSLBqlUk0bp03xU3gjFySC2/S8wB5+GaipQqaFl1ToEMJBOd8GxJ9fKUSG7SiVUU/qHNV4jRetZfIMaHZmTVkBBfiSKSDsZrAoZaSoGHCiypMLJ1K77qmOtYFk56IYjI2e2Ha/aFTpfoW64uNgWGmWi308exX2LOfRQJIlujuPIG828bbaujgUTM2fIGosakaEitR9XPBvqE/dCbFwCxTJDD1wFd+qiPlNPTRJLBJ1MDCWHRHQX/PS6msug+W0zQcRQ8dbnrkZfysGjezLyVHfsyjh62ixU+nSP+h0ZxagA+R2V7qdIkvv3nVT9DsXQIGyPNkaVd1MwUjgcGXU54uY+WfflBtHRDsO5SceVowmBhJsb++ZrHdKEGUX2WVcj8fcfQimkxp5LHXVBtAPG0UdCDTmhkYiK67uRd8ZPajSLLT1kyeJspUKIAMbBx9D26A1Q7fR4LdXgXqCtDcbzX4jOTge5XBvSqaKTNT3DiSQQqDp0zYVQqAA/XBQV36tBhCLThmGmrSSE3Pzkw7sIVOSHYrIjrr0rinQqWxwtFDQnbEwzi2T7sIwiU7CQ9s24GEE2045Cfrpz61oTHwk51kgVA5Oid3KOJGJw0dXaMaZFMHx3ItQtV+qYaxYWTMyc4XgxiEAHQlIVdNApSNPEEAIPnY98C3p2P8SSk4GeJVAmuLX6gYac2yOLXqciGd0/SSyVoAuRiFnFX2aW6W0z8ey26mKPRsRMctS2ABGLIrASULOjURcvgPAqD2xB17JJyyOvpVThcLQKtU40WpCG7g/K4nV7xVEYufC9iDz+exgHt8jKbXvNybCPPAO96gNTvEeIgBFUUVX2PDstxZJG7Znl0BDjwQEEt9wM7aIXIBpNSUFAo0ocK45AM+TO4wkTgaC6Mj80s2FXsZiYDnY6ArUjP0k0yWihp8oUXHUUBJ6OiNaDoYJbMYy8EXTdRrJ9qMJuQ855RIBEclimNh2nxdvt62QQz0In7oEhRsYiTVTz5yGOIZCRa0vLpdFBg82IHoFWh1JvtbrkKMpkWRaWLl0q/z8dWDAxcwZ1wDleFBE1XbXTxA8M5ArjqaOJRA7eDy3XV0yd3H8PcNSxwLLl1HokzxJUr5NRNshIST2Q51AtdDWApQZwaoyNiM/BWBaJUhRLE2fTSuFkAPbL3gL1vz4F1Z5cFB1Ekyic8RLMRxRRgNjzY3QVBqCiMFomHkHeXIfMyVdNmLU32nJX85xV3wkttv02GVkKZXAQIpeFFosjkRzE4NBKBLQfjq2PghFnCTqt/ZNEkxQ0vg7XaS4FJqNFw1FYCVsWgJegiJGTrSMnOEPEkyOhhq4yzZ4chjOwMAQTycAhnAoNWVhivzwW2VgiI09Ma0Dz4772ta9N+TxVVXHCCSfgNa95jXQFrwcWTMycMpxai66OrTC0wtgMLDJ0JAO+odQa6agdRmz/38fmoRHiiUchnnocSCTlWcgvBMhvOg6I1neimDIlIhQcHvHwWE4d65Arx1AE1kXoJE1jQApkGEUTdjEbyJqYkKwJnaNF7zIUnnUxIvffDCWXlkXRQtMhoknkznkp/CWzM717VhE+uuybAZEamzajIICKHOLeU7JGJ2tsmlCMH6eJc6GLdIL6iqzNgc21XbTtAtDfB6yJQ9Nc+DKyVPkFOUECQ/ZytBsHRwvQizYKrmMgly7O7WsWEk2FFImR0RlCcpXnNspB6cdaFJsLDpUf+uzgI44c1mPesQiMK4899li85S1vkbYC5BFJJpaGYcio0x133IGzzz5b+jCRA/if/vQnfOxjH8OXvvQlxGJTd8WyYGLmFIoQDAyvh6lnEYsWawFsJ4FcgdJQtesolGoT7Cm3kRpNRekxKHI+R33knQ7o2v5QXxVf6GjTdayPBNhWINFUNFLUIGCowAbLR/fw/YgP/B3iaR89vi9Hh6SWnQc3Ubv2abrIuqVa5xsFcE97Ptxjz4X56F+gpvrh9a6Be9RpU5o4tioRfyc0Ud1Ek3yHYt5WZPVjKsJuKe9IGMr9suNxIl5gIe3Vl4IksVkTmicy+hwaiBuGE8TRZ6+TZqGab0PP2bMkHEbnGLYsC0swzVsWQZdcV1cX/vKXv+Dtb3871q5dW/EY+TJ95jOfwVvf+lY8+9nPln+/733vk8+/6KKLplw2CybmEKDA8RJw0vUb9yViB6EnTKCGDY/QTLhtK6GGTaWdQNZeKj2hdM2u2l4/kiu21/eaQI8RYMgD7EBBVBNo14C2fb9HdPgRqKOV19LC0sugY9fPkF5+IQod1MI+t4hoAvYzL8ZCIOZvkbYKYahwYAZ9cLTxcLovYhh0n4F24/FijYms16ClWBh2j5HpvHrIrz4d+shuOVamKtRwsGy5jI5mM51Qfa80IyfUKFOTGm7hiQb6rWi1itvlPL6F0y3HtDY0J47qlCaKpZJH0zOf+UwZWXrZy14mrQfOO+886f5dDyyYmJbHMLKIxwehHnMcgqE+ymlMeg5JJDe5Er6VhJqbUKgbAqX/+lMb0JHYBkO1ZaeUTPqMiiXXGxd0dB7skjW0RTGm2YOIjDw+JpbK0fw8EgduQaH9qMlFRw1CgTPZdR92vpVpwco7ItEU4vEROX6GPlMm3QnHic2bkzaZUNaG4n2Tn+OJBAacZ0nnZVWx4QurbqFUwl72DMS3/hFK5sDkrWUYUDYeLQvQXdeS7fNUWaUGHgJqX6zyJZFVguZNczLxPCGTbkdHR3/VGYokKDNZru9pGRaBceXQ0JAcvhsGWQwMD4/PPmxvb0c2W984KJb9TMvTFu+T3WxKVw+UdUdQn2jF44K6kuJLMfSM11adMVYLsiAYTG9AX+ooDGbWSwHVlzoGjle7FTpGo0j8GiM6vDys9JZprUvN9SRdFnKco+Nf0RC7dKIO0N2zC+3tfTBNG4bhwrLy6Ozaj/aOA/Oi04WwtaU115RmxrtquH0EDUR1Rfu0xZJE1TB0ylvgdq2HbyYhFLWYposngGNPQHDsKcjn2jE4sGpsu5uFDBQy2ixPWwSB3CfNPFkTAIVAwXZXxxOOgS2ujkygzIdzUE18z0Qul4Dvq2Ofhf5Pf+eybXAKMz/XkWmUUVuBRm9o/ZQcRZYoynTPPfdMeuzgwYP4/e9/jzVrxms6t2/fjsMOG5+5WAuOMDEtDxXVllCPOxHBspUQjz8MkGEjFdquPgKDK69EoMSg1xldqiacAq/+uVuaUzadvQqqcKG5ja1LVYQCNy2gJ4sBjJLpICkKij4FZSMw2tr6YBhk+jhhndQAkUgGhUgcdqH1vXFy+lGIeduhVRkyIyOKaicCZfa6r4QZx/Apb4aaG4SR2gOhGXC7D4Oiawj66NBZuYHpr0g+jUDV4Onk7aRA9RxoPs15A/Z6GvppbuLo6/ICyAYqEkqAdUbtwbitiUCsLQPdoGYHwBVRmZqkwCCZgubzidF0HMPMHStWrJD1STQKhQrASQyVir7vvfdeLFmyBOeff758LkWaNm/ejFe/+tV1LZsFEzPvUHuWAGdfMPa3Fxjw8xGorj3tCFOjeFYPRGZLaHIrUE14ZrhFQkMECrwRIRvxZDPeqFiqHGchYEXCB4RSm3ciMTQvBFOgRDBinoou/24IPzfWtRZAh68kMWyeOQPvIoojTBQxOtdtctA9iHXBjo1HsqbKaKgUUZow8y7lKxViqQT9nRIq9vsalutzs+/ODAKJzhFouj9hX9Nl96LnmyyWWhEysm2q6FtgPvCGN7wBK1euxE033TQ2GoWcvs8991xcffXVspaJ6OjowBe+8IW6l8uCiWl5CnYCcW0wVATIMSgFBxqZCs4RuZ5TEB15BJpXPfcdaDE4ifrCvNNDkbVKlfVKlS3cE12IJz+nNcLqmiBHc0+2aNMQ2Wo4+gpgxauR2X0bzOCANCTNaUfC1laEF3QpAaLRtDRU9H0D+VxbVbsK08oikSzWeBU78hU4joX0CAndZsI9AaxoDobpyLEjhXwC+5xY6Igdet9BX8UybaL4aF1005GjXaqtL4lyK16AU6CT0tx8ICU1AOOhv0hLDX/NRngbTi52MjKLrkuu5LFEHXB0KxQK8DyPR6Mwi4NMthcRi06AkwWRcBzk+1RoVR6bTQIjiWz3qUj03wnVr0wZ+XocIytfMIUPwOzQ1LiNOcL096IteAiqsIGRQSgjafhqDCNLnwc3TjVBlShaFFnzeGTqKPaxImm0t/XJ4bdyRIeAjKhlsx3IZsajRFYki2RyaFKhciSSkxGn4UGaOD/9bakbNhLtQ3IMS8mWybQKOCpm4f6+ZaHDWUmykQauPyl8aLFi5KMW/jiJds3w4Luz+4n03D4k7/1vmf4WqTy8bUPwH/wzRKwN+Rf/fwiWz6y9x7xHzlNaXKNRIqPRpJmAI0xMy0OmlgNDa9AbfQiKodMsBrJKBlwXYvMjiA2OwFsB2O1Hz+l65XpPgxddisTBv8AMcvB8H15kCdLLzoNvVU6Onw1IPniaAU/6LClQfRema8PzDGghg11JQOTzh64I1/L3oD24B2ohBWzZDnjFImk6EHUNfQdObCWGNrwS0KY/+4kiSlToXv7ZSbPS3/H4kEy5FQrUsSUQTwxX7eqi55MwN838aEdh/dAcNRJLE12vaXRJu1XA0V39eGywOHduvnfgTBXFpPTpVM9pCiHQtuPniPQ/DDVO29sEOkzoS+Nwd47A29KH2A1fRva110LEuUtvseF5Hn72s5/JdBzVKU0c/0PWAq94xSumvVwWTMy8QB/ajuCRP0ONWEAsAbgUnRiSj1HgPXngFtht1MY/txEWJ7EOQ8nDsXz5cgzs29f0XK56oUhFPpKQ3VulS/1SsbGaWYZefVdV0UQpqvJIy5xCJzmKLAUFYMs2wKmMCiok+NI70LHl/2F4wzXTXnyyrT9UKJKISSSHpGDSDadmWpJSSrF4etqCKRrPhi5XU4GuSB6aEsAXk6WRSRGZ1g8OjuG7epX6pcpIZ+DNXkosdvAuRIYfH9vevmognVgnrR7ixnaowwWIwWGYd/8O9rOvmrX1mHfIRrcmjlEB5gVUl/TUU0+hu7tbpuSo0HvPnj2wbRubNm1CZ2dnQ8tlwcTMC+IDdxdNBHN0y0x6XCUX5fw+eLEVWAwUrDgE1WiUn7Fk+5yCDHqgDvrobD9QrDOh2XtCgeeZGB5eVnP8zGyiY4SqhICBIcCtXoRF62pk90B10gjM6RWm63ptn6NifZcv02VTWSsoDdR5GWahpl6n2YRtpo0hu7Kzj8qkV4YMpG5VCrkoDMuRA6Gr4fuaNOucFYRArO8eqIEjLxx2rHoBBjuPh6dF5QWE7uUQX7sdq777GeibH2DBtMhScnv37sXDDz8sx52QaKLZcuT6TVGnm2++GY888gie97znNbTs+RQFZhYxShWDyAoCD6pfmPZy6XCfUXTsV2PYp8bl/1OK2dIXUoGiQFBUKbToWUEOnejvX4v+vtUYGFyJvr7VyDyZRvJv/4XOO76MxKM/ke3ycwlZLdAsOAyPVDXAky4Jmg7FzcBMb5+19fB8A6JKlKfiOa4pi8FVzZP1UPUw1XU7ZagM6sorflL5f9rT1uguEnM1xHmGILuAfDaGwFcme4J5KnIj4WI37wPbcsDmLDBIZuxi+scCZdSBfdvqy3Cw51Q4ZgcCzYJQDbhmO4Z7jsPWqz8yTxzHmJlk165dOProo+VAXXL8LkX9dV2XQok6426//faGls0RJmZe4FlLYBQO1hyL4lnTa+Onn1G/EoU9wUI7BRV5RUdvkGvJKwpKvZFZZyiKgoBMFl26mDTkTOCOu/8TemYfVK8oPI3UblgHHkZ2/YUorD1jTtbbU5Kyy23iqgsriuC4M4HOpaOThANYBRMFl2Rr/VEKqt3S9fBIDc18o+ga+QT5vg6tOKtk8nLIgFFV0dY1VFQ5shNbQy6dgF/Dq8spxKDrqRpRJgUroaLLcGELRQ5vjilU64MZoFgzVCz6n5vcnluIyKJuK5aDrvvy9+QULDj56t1xlAl6JA0Mu4AzqmR25wFTA05sA6J1ftWUdpO+T1oMQx3HSqE0CVWD3bsamZOe25K/4UPGIuiScxxHuncT5L+UyVRmJMiXiYwtzznnnGkvmwUTMy/ILDkTZmZrqLu2b3YiMNunt0zFmCSWJApNvVcxrFjook6uFkPW0k45y3T82jr56A0wRnZCmRBO15wM4lt+D7drHfzk8hldR3r3gqIjq5pS3NFokHigo11JwqL6gUxWhhakWDrrMiBe+d0ZUaDT68Pw4JK63zOd6oFh7JlUdE0EvopMerx2KzXcg46ug7IjrvzrJ7HkBxHoE4wkKdKUaB9BergdgV9dNBXyMUSiWVnbM+n9AwV2vjiWJqoKRGco9kEpRqrdsqxRnypFgW1HkE71ynE4s03ga8in60udPp4B+iiiVHYfyVvPB+4bAU7rRH11XKoB30hiOLoCrh4+j9KPJjFw/Pno5TjTovJhEmUhS6otffrpp+XoE/JhIp544gm0tTXWCMDim5kX+FY3sj2nwdcq6z8EVHhmJ4ZXv3jay8yGzP2S0IlHoeqS1oNmlpVMHKsiAuhUFE94NszBLZPEUoVoevqmGV0/WrMhLYaUFoGnksmkJv9Pf2+xLoLXuUrOYyOCTWdNEktj3W26i2g8Xff7el4EqZElo/Uz5SM6NGSynaMdckVITAwNLEM23Q7XNeC5OuxCFIV8EopaPepD3W6xZKbGB1eRGu6G5+lSII2/vyqXnc/OrFkopQy7e3YjFkvJyBoJNRKAsVhG3q+qrVMXRcHCQTc8bVkIgH3TuDZJr3wuPBJLU3gtBfr0uy2ZhcPatWtl4fcHP/hBfPe738VnPvMZ3HbbbbJLrhE4wsTMG6iNn8wgEwdug+ZQukRFvv1Y5LtPhqgWlp+CME+c8cfrCOQcAmh9SBC5ZqQ4I6UcIWQ0R/eLNR56rh9KcdBcKHq2b0bXj6JKTpXIHRXkOjCxI3Iplmxchvjm3wOd4REkejm5lk+HQiGJgh1HNJqCoTuyXinMuJLqmHK5dnkr0dYVbpBKyC48KhoPqYEKfB0jA71yXAh5MolAhWNHp6yZaoR4YkAWutP6BkKF49MVtAJdLcj7KfI0MrwMrYBMw9UIbNDvbH8BWFWnZY6bJFNYRRrHku9Z9YVSJG8+uafPAYug6PuYY46R41FKvPvd78Y3vvENOUOOuuPIBZye0wgLWjCRqpyYv7z44ovx/Oc/P/Q1VEl/4403jg3uO/HEE/HiF78Y5oSBr8yhwYsuw/Bhc9cmPONiSVOgWMWCbeEFxbNIA2Esc7QWiTyYpPCTtT9CjuWI2Nmx9aYiWGk9UIOa9VANkFdrR+5ymoVs9CTkNj0DXfremmHuhrx8hIp8rqPKBLq6XjzFo8porVCtZymyaJxus0k0Wjy2ZdweuEFMlpHTeyu+B1XxEDP6W0by1/MtTvebVpNroSISKomoqD4hk37MYkrJ9fT0yFsJEk/XXnvtjCx7QQsmmkz8kpe8BCeddNLYfYlEeM6b+Na3viXbDkmFkr06/X3gwAG84x3vmIM1ZuaSqHCRIcO7kJO7KcKGWTSGEifTTQWKOrpUQwEiGkTWA7z6D0SBokqRo3sODM9GoOryb0rVqRPO5H68F0KPAE71VBKJKXv5Cc19sPLl1RW5KyUUqbiaDkF+yziXFyNBtU8oFDVqBWjL5LweOAEd08bXiQrrfaEjK5bItN2hspEop8MgrynAFuGfZWkD+nIpbOwXEVCSeux3LIodiL2wueZkEZJKpWSgpDzKNJ3Ha9Eav/xZhKrlqb2wdKslmEhg/fnPf8Y//uM/4oQTTsDxxx8v/00tiOTtwCws2oQDnU6OVcIFmgjQMYMF3wq1ABllYklGT4p/SyFVxy/RUzRkrSRydDMTyEWSyFsJKMKXKbiJYmn0TZA94iIERnUTRj/aifzas5r6bBVvN63nFWe3hUVrKPpfmGNX8kI2Gpp1oPX0HKq9mh0RR+3yEWcHIs52qMHUqUiZhgvoew1JD1JHYovMWjFVoJ0CjyGPU9B1ZWV5Yl1IDyvk0Q0blvDlRU4HHKxAHpGWNgc5lBGmJm8tDvku3XDDDQ0/vmgjTARtmJ/+9KcyRHfWWWfh7LPPDn3uY489Jv9PQqkEuYKSfwNZrDeiSJulIBTZgkvHPequYWYOOs0sCXIYUiJwRt1xCEME6BQFeTCeMQxVCqRqSBFFkaacX1MsFaxE0X9pFFo7H5oUUPFCOrQQ3F5xIqiXPrH5JihunoxyIIwI/GgX0msvQuTX34F2cGexO/CIE+GcejFEtPECZUN4sJXwcIEZjKdJsqkOWWuk6ZVdaSRaXM9EIZcEptf82BSuY8GxHRiWXTErTfoL+TpydXaETQsRoD13Byx3L1RRTCQGSgSu3oOh+LmAUv0wnbM7IYxaSluFagFB7RK2OeO4JPBACkh7gDu6q2qjYuoZbXV2yFWBXpaEL2/MFCyCGqap8H2aM9lYrGhBC6bDDz8cF1xwgYwsPf744/j2t7+N3bt34+qrr676/P7+fhmBIoFUQtM0JJNJDAwMVH2N67ryVoJOitFo8VIp7ARZDzlfwU5fgycUeRigr1dXBNbQXKwGTO5K69LMOi1E6IDdA1tGD2gAKokO+VOSm0mZmW1bLC2pjU6CKvxg5JjRCrE0qZjaiCDihRt3OquehcGVJ8MY2iZFk5dYBnX704jd8FWoudTY89SBfTAfuxO5l70fQXdjVgPtgYN+RZepw4moIpCRvfFtpWFkaCmi8RFYVl5uJ0rDUQs+FWsro8uYu/1WQT7TBtd2pL8Qjd6gfcPOR+Ha0VlZj/bsX2E5O6CWnfA1kYfq7kZX5g8Yaqtec2nbCehG7RNY0fxdaYnjAQmikzuAjCewpwD4Aug2gF4LUBfQcamlj7ULtIbJdV3k88WLDRqFQrXIlHqbSC6Xw9///nesXLly4Qum9773vXJjhLFq1Sq8//3vryj6LilJMquiHfh73/seLrvsMsRisar+DSSQJkICKgjZyahAvDy8t27dOnzuc59Db2/4kM2pyLk+Ht8/ArssV0GHUl8o2Ck0PLMriTarsVg7iUdmdgjbtm7gYdAeoQEloa9VNAV6ZwRdVjvUCUIjEAJbU4XwqlgqILeiWN5bx3ykFcUDhciMIPe9a4EysSQXJQIoqQEkf/EfiH7wuoYP+r1+gO2pAuyACqSFPCGaqoLD2mKwtGoeKJUHsCjNUm1vnf022UC6qB6EmwZSZMg6OTpC4t0SKSzroJTuZPHqCw8jzgGIGqmnRKQD0UR4VOxQbdcjsfA51PvsYuLOO+/E1772tYr77rrrrqrPJTPLK664YuELpve85z01h5uWR4aIiWG3o446Sgofqkc64ogjJr2eIkkTu+qIdDodanR1+eWX45JLLhn7u3SC6evrkyq3Eba5GuyQOUy2L/Dg/mEcYU5v2bRe9APev3//nA2IXSzUtW2TuhRFtSBhdSDdD2QrT54U+Qqs5NiQ3WrQvrZv376619m87Sew0sOhgS9/pB8H778DwfLD0Sj0i6GyeVp/dXQUyGBhZFrLWOj7bazwKJJeJjwA6eeR3XM70vEzqz6sJ4SsU6qma8nRfHgwjWFkFt12PZRMd9vSeauZC+zpICil1kxaTdCvuTWzSa94xSvkv7dt2ybP8Weeeeak74XO8ccdd1xFF92CFUxLly5t6vUkYoiS4+dESETRiWfr1q3yCyC2b98uo1qlv6upVbpVo9EDUW7U9K5WXVMQNDZSgdaJD5CzQ81ta/uyTqm86Hsicu6RRik2mR8sX/LUw2Kn+b1qezaHmlkSaj4D9cAO+MvW1b3MqssppTgbaBtfFPttQPP1akNz08I+u5tWYLQJmfYtBSblOZEK1NM0R0ves/i2awvQktt2gdYwrVq1St6IzZs3Y8+ePTj33HNn/H0WbJfcQw89hL/+9a9jUR66+v7hD3+IjRs3Srv0EpTC+81vfiP/vX79eimMfvzjH8t5NJQXpX+vXr1aRqfmjqmVUIv9DBcUVOMT2XobEg//BJFtf4VSozaobuwAouBPfQClr35CJEoaVZIRZY12MnOa6yhitYuXhW40VfjN1IdjrICPcNNV6nSzjdU1lqDATalSONHsad8GvKwCd1iF8Bfs4Z1hQqHAB4klOveTnyKVzZTSc1TDRLXKjTKvIkzTtUT/0Y9+hOuuuw6WZclZMmeccQZe+cpXVjyPPJZKaTi6wv+nf/on/Pu//zv+4R/+Qf5NqpVqpxqtqm8ESl3Uuu6UV+2tGBddAES2/QWxp/8I1cnICAwN+oxtvhnZjRfDXnNqcwu3A9ktJ/2XwggJJlluHr6qycG7Fe7eNAbFc8ecvevFedZF0Lc9LCNJVVcjmoR3+KZpLZOZPq7Wg0CNQQuqW1gEagQFk1yta0EmqAoarABgFhMLtOh7Irt27cLnP/95eX4nqEP+tNNOk0GQj370o/IcP7GEZ1ELJvJfetOb3oTXv/71slqe/q4memijlheAL1myBJ/61KcwMjIiowEdHR1zvOZAr+Zjj1+s/agmlrppPAMz4xgHHkP8yZuguuMeOORxpBVSSDz+K/jxHnjd65t6D0GpOXL7DlO8dDyqYmJJz47ZGXiaAYeMKOVA2wCGW4BR1qZfL/7yw+VN2fE4lAliK4jEYD/rQmCac7hUxZXDYP2AXjcbFxgCsfgw4rERKLJ7jXyconLo7lwMmp0VFAWDyeegO32T9F5SR52pA6gIlCiG4udPHn/DMI0i24GbED2i9QUT1Sl/8YtflHVk73znO2VZDdkCEaQDKFtEnXIUQJku8/QoUz/U9UbzY8IggVQN2rCHik41QEYESAXUaKxUWv0rAXrV1swjz3fiT/6uQiyVozpZxB//NUbOentzb0IGNNQ5VqXdW9D9TrgYpmcbvitvM0HuinchcvP1MDbfD9CwXnIQNyOwT7sE7gnPrns5hpZGe3QHNJXWi3oBVdhuG1L5taPjOmYCgc6uvTDNPNQyPzJdT8v7BgZWIfBbxKVxmgRqHH1tl0nDyqizWXbHFYy1yFlHhnowMQxTnaeeekpGkigzRCPNJppOr1mzBk8++SQLpoUCnUfX6J4s/j7ga3CEAkMRWKL6iIdMUmeaRARQ7cm+HeVo+aEZ2cwi7UFJ6LLAW6qg0TScFEs0tn2uUDUULnwVCue/DOrgfkDTEXQtD58DVwVDS6ErvhmaWhnl0sx+GFoe/ZmjZyTaZEXSk8RSCV330NFxAIMDxaLPeYk0Jl0vbwwza1A6rqmUXIBWZ3BwUNr7lOa/TrwwJZ/EkmfTdOHLlxYmpgqsm3AiYhYGIuONVnMroWm4OUM3ESxZ09BLO2IUWZq8j9IxSldziBiDKLiNtfCWE48PVRVLJXSdzDD9lpibxsw0AqaRQ8SiCxoFuUI7PG+WjLEWOoughimRSEhLhzB27NiBrq6uhpbNyXGGIRQVgVXda6t87tqMIkZTdIdSLDWBphZk3VIYJHASVrHoslnIcbs2ZDrLtX0LDVX10Nu1FV0dO5GIDyIRH0B3xw50d26VAplhJrJhwwbZCffLX/5y0mNbtmzBrbfeipNOOgmNwBEmhhklu/F5aLv/h1XrmAIzjuzRL+BtVYaqeFP7Q83QAFQhpri2oxFC/sKJLqmKg5h5EJpmw/NjyNm9EIvucC3Q3bEdhlHZQUjCWFXzUkQNDDXnE7boWKA+TOVEIhFcc801chTabbfdJiNO1MRFDV73338/Tj/9dCmqGmGx/QIZJhR36THIbrwIsaf/BNVJj9kKBFZCiqlmO+QWGn5gjdpShl/p+2J6nXZhZDMdaGs/GJqW83xzwaTjktYuxKz+0a5DEosDSFj7kcqvRn4G0pvzBdPIQpWNBKie8tVs6FoBnh+Z83Wbt8yTGibf96XRNE3YqDbGbCouvPBC6er905/+dKxDjrrlaSzalVde2fB6sWBimDIK686GveqZsHbdAy3bBy+5VP4NPdxccLESCEOerPSQk5ofaEgXGhvgO5FCoQ3RWAqGQYXflY95no6R4eamALQKUaMPcYuEoQ8RBPC37UTwxNP0IZHo6UVw+CWwI43Vm803opERaFr4CZoiTVTXlMmxYJqerUAzESaB2YQiQTfddBNuueUWWbz9qle9Ci94QWORfYok0Y1MqOlGEz6aHYjMgolhJiCMKAqHnz3FdqEDB7crDueOQE/iMWiqXdFcFwQa8k4PXL92XVj9KBgcWIlEYhDRWBqKUvRhct0IUiPkw3RoLQX8gQGkv/s9OPfdVxzi3daG+DUvR/Scc6axFIFEZF9RLDkOvN/9kQZZUvis+PDQMJK7vgkcfTnsNc+arY/CMIeMp59+Wv6fvBDJFmAmoG65Usdcs7BgYpg60ZQC2iI7YGjZsbqarLMUeW9moijzNcrUlz4WcWs/ouag9BDyAwNpeyUcrxkvM4EIWQlYBQjY0nTW93VkMt3yNl47dehFq7d3Lwb+6Z8QHDg4dl+wfz9GPv8FOPfei/Z3vauu5VARszpayOz/+Q4pkCY9p5BH/LFfItVxOJREF8wFbPmfL7TLCFJYlIlq1gr2TAnyRUKLp+Se+cxnyttMQhYC5MtUDgkoqnWaLiyYGKaeH4qaR3fscWiqU3F/m7ULlp4GxOIVTVSMnLFXydtMQGm3js79MtJSrFkaQXePhkIhjtQIGc2SSGhGKPjSUZvmtMmptU0yfO0nK8RSCZHNIn/rnxG96HkwjyE/qikgN1P6Xz4PUUUsldDsNJzHbsa9R16FqCpwdAJoqzVuZ57iuHEZOaTC94nI4cK+xfVLDdkKiAVtK0DQ8N3//d//xYMPPljVc4lGpbz97dM3IWbBxDB10BHZPEksldrdLWUE8CefMJnpQ23knV37JlkE0N/RaBqBryGTaazwWUUB7caT0NVMUW7RaBXRhhF3Azn9NLRMb/9++AfDv3uRSiHzg/9B16c/PeWyyBU9EDqUoRHAnbyvldOR3gkngLzdNwKc1C4WoGhSMDB8GLo6dkDTHGij1hIUWaIi/8HhxVHL1YrkSdSX1TMZhiFvE6Fht1RsXQsaP9ZItCcMek+aF0frQ0N4adIHTfwoh2bENgILJoapIxVXTSyVkGkU50kAR87PbUnzfKkbizTKIb6ApBoliixVg6JNVL9UTMlNTxyosNFt3g9dLYzfqQAR0QfDzKDfORkC06+D8vftgygUaj+nSvQpjFR+Jdq1PfRha3cfquPr6gjg8Qxw6gzbhLUCNCOwf/BwGXWMWikZWcrbbFx5qIu+P/axj2Hbtm1jd19xxRW46qqrJj2dZrb95Cc/qbnI173udTjhhBMwU1BXHKXcaJ5cIx12tWDBxDBTQGJpaj+h2hGBVkSxFKgWDbUbv094AkH20Kkm08rXnMxCxd66bsPzpndF2mY8XSmWxpZHejGPpL4NKW/63ixqVxcU04TI5cKfk0zWvTzb60ImcTzixu2Uk6r6HFc18PTS0yvuy8tok1igNU1U3B+TN6Y1apg+9rGPTYowVePZz362vM0ltC5r166dcbFEsNM3w0yBH5ijfkO1mJkujDkVSxEFiqZAUctuhgItudAOCwKGEp4WINFkqQMNLdlYuxZKjUHdSiyG+EtfOq1l5twVSK+/CMKYLArpdJW1urGjd4JTsQDc1vcUZBYI0WhUCpLSLUwwHQqOPvpo6fSdzRabc2aShXZkZJgZxxcR2fkVRkCGiebGebXlKbJEAmki0qdEBZRDFHt27GhNqxfqTPS86XliUXSQuvdqP6fxqFr7e94NtbNKPsw0YRx9NKxTT5n2MgvrzkLm6BfCj3UhMKLwVBM5ow0H2jfgD5vehkCt/ILoa4ssDN9OZi5Sco3exOxGnz3Pk3Pg6BYEAdLptPz38HB4E8RELMvCm9/8ZnzjG9/APffcMyaeym+2PbmRoB44JccwdTBcOGK0S64yTRIEKhy/DRGNurfCBz62ElIM1Up7UaQpokBk5j41l8l0IRLNVJ0LFwQK8jlqI59e2omig2KK10wdQQzHOu44dH7m00h97Wvw9xX3AcUwEDn/fCRf+w9QJjpt1klh3RkorD0V+vBOjORtPIBlyJrVo1kdOtXaLcR0HDOTCF/QFWDjC/Bn95hA4uhzn/uc/DeNNLn99tvl7fjjj8frX//6updDheS6rstxKNXgLjmGmUW8IIb+7LFlPkxCjuIo+TAtn08nqzq68ouOuOKQFPkODS6fYCsw6rlTiEtBNX0UFIJexJXdVeujAqEg669oar3NjRvR89WvygJwYdtQksmGhVIFqgavax1iQqAtDRTsylJw+jhxDTim/jIphmlZVq1aha9+9atNLYNcvalLjv7/3Oc+V3bJkXgqZ/Xq1Q0tmyNMDDON1NxQfuMkp+9m7fbnmrFuuJDVpmLOwDt0hd+uG0XfwcNgRTKwzALiiQ4M9JNxZeM5p7R3OEx1hByjoCrjny0QKtygDTl/ZjyklEhE3mYa2seOSwr0WcC2XLFeiXa7lRFgdZSjS8x0UnJN/LZF6/swUZcczaL7t3/7N+6SY5jWYH6JpAqoFMEXVWuYJAIQhdoHRiO3C4nhv0H1s4CiIZfchHzbsTNY/KTALiTh2G1IJJYjCPY1GfHSMOCciJi2BzFtn6xrIt+jnL9C3uZDOSeJpiUW5C0M1R5GYs+tMNI7paIqdB2L3LLTIfToXK4q06q0eEpupjjssMNmpUuOI0wMswgh6wAlKYoF3qMRMtkmTBegOVJU4a9N9v8J0cwTUIPxwsnkwJ8RSz+MwRVXQait2jFIAmmNvC1EzKEn0L71Z1Dd9Jic13MHET14L4aOeS38CPlXLV5ol7YVHfZowXwkcGEKfz5f+kwbsQgiTMcccwx+9KMfSQPLmRZNrX9ZxTATpkcIy4RIRIu3WARiJmpFFht0oZkKEOSE9F6SN1vI+0R1+x+Jmds+SSwRKnzoTj/a+m6e/XVnJqF4BSmWtDKxJO+nATDOMDqe/MG8ONnNFiSLBvU40noEtmbKW0qPyvuoh5JZOOi6jte+9rX4z//8T9x3330YHBxEoVCouE2cLVf3smd8bRlmlhCUQopFyVq7WMBBUFmLpkLYDhTHWxzbXhHQYkCps5xOg0EBKGqYaXaQOQI+WUXXSWLo75PE0thq0YCRwh4gcIEyJ2pm9oke+DtUN9x3RnPSMDK74SYbK3YlSG9lhYJBX5F7WacmEFdETaPRVoD27mE9Bl+trIETigpfKT7W6WUXh2yi+sWmUnJoeair7mtf+5r895133ln1Odwlxyx8YhEpjiZBESaKOrk+lIV+Fa0KGElZNlTZ9EY60gA8aQUwe4d+NQh3tJYIH5qXhm820s3GNIqZ3lHTjV718zCyjQsm6gF42tFhC0VGa4gBX8BSBI40PegtrDYcRYOvhEehfUWBp2gwZDfEAoe8lPzmnb5bvX7ppVOYxa5Z01haniNMzLxApt1qz8wALAMozL8RJdNBj1eKpRLyfKCT/w9qptSaZUq/IkWFUKdnLNnYetA8NdoQCrTAWxzRgRoEpaJuGjJKEViqU/HHBYBQtPHnTBMxKpZylA8v29IknHKjjx1ttW5016YriRrHDoo0UW3TohBMi4A1a9Y0LIimggUTMz8oT8NVQw4FW+BWx5T+qKFX6DEtAnizKJjyiaOgD90R6owdaHEEpOpmCXpXx4jA1WhczaitA/W7+R4ibm7RCicvsQQiFyv+ROQkZSrgF4DtSOEUGHHYnUc3tGxKw1FkqXrkkh4DsoGC+KhnVqtRX9S5Ndd9phFBk0XfweLYTmFwtSwzP6Df6VQHPtH64eJmkGJJObS/6Hz7CfCMzqqnF1+NIdVz3qy+v21E4egWBEWXKOqoUkRLg6ebyFuzJ9RaGSOzHfGhe4s2EaWLCjnippiqDjQLud6TILTGIn9D/ngarhr0GD2nVYkIF0qNYwM9FglaN0I2o8jIYxO3gAUTw7Q+lF6o9VulH7I9i6GVFkAe86c6Xs3y8YwsA8g6wI6tg0/RJDUCX4vBNXswvPSFcCMrZu+9ocDTzFHlOAFFga/q8KvlKxc4yQO3QPPz1R9UVQTJbmRXPxeLFUME0OjHU+2CSwjoIoBeo/6LYUpwSo6ZF8hBHTQXImoVr5zLoQMhCapmihnnA0KRIfUwTUDnhLDz5oyuhhbF8LIXQfEL0LwUAi2CQKcZb7OLqxkQNdOyKhzdRNSdg43QkAeQhqxiSOEXER5iwm0+IEhiwE3XfIpS5mzeCF2akAXeYVEmDUI+p5Xp8HIY0WPwaK7gqOCmyJIufHR4rbe/zBp0iGwqJYdFDQsmZt6geD5E3gYiVmVqyvVksXfrJgVmDi+LSV1yhCxZoSDcHAbZhBaBR0VTc/V+JJam6mFvwR53Osf0azEpOEona0doyMBEp5+H1eJnoZhS7IajAu/JOWGBiCIQa9H6pRK01Tu9nBRM9qi9gBV40BdJ7dIYgSgO4G0QZZGn5FgwMfNONCGTGz15Fg8ArXeKnEUCBW5aQItO8GGyi15M83pkyxRQN5wMo4VVvoti8XerMahG5Ym6QswpZAKgYEiLYomfbTzSpKgItCg0LxP6FF9PNLr04lsokNYBmx0dNDGnFGnSRsXSEWbrbfMwKPWmz4PWeKY1WbCCiWzRd+/eHToROcwyfevWrfC8ytD8+aAAAB/4SURBVANAd3e3vDEt1vmyWC92AgU0ws0f2wALVySVowXksxWMRWkmQo8ZfmvZSpDhgUfrGxL5ItGUUwwkmggNZnrPRPve31Y1FCUxlVlyDpqFfJaOsjzZDVcq8KY0XKtHlpgJkFhsRjAGi1tsLljBRGLp+9//fsV9w8PD6Ovrw2c/+1kcfvjhVV/3qU99CvF4HMlkcuy+888/HxdccMGsrzPDTI/FIZTKP23MziJnJYqiqSRChJACOuK0nlszmSbWHL1BA3IVvSnBZHccg6zdj9jQ/VBHHasp7hroMWR7ToOTrH6sawSyDmhV+wBmGl1yjRIs7u9+wQqmDRs2SPFTzpe+9CVEIpFQsVSCXELPPPPMWV5DhmGmiyoCxAspaS0gO+Zk5MmF6dpUzttyG7QeATcTIi+79Bzku05EbOBeaM4QPKsb+e6TZ9UTi5l/yGZBLvpumAUrmCaSSqVwzz334BWveMWUz02n09i+fTt6enqQSDSX/2cYZmYhgWF5try1OpaQfVmhUSZKI8bEzKQRAyOJzLJnz8iyGIZZxILptttug6IoOOecqfP5P/zhD9Hb24v9+/fj2GOPxZve9CZ0dVWfjUVTj8snH9N7RKPRsX+3CqV1aaV1WijwtuVtGwb1Y0WFhxyqWCJQkToEoiSn5vh3yfvsIt22nJJbPIJp8+bNCGoUnVG6LWyGzC233IJTTz11yojRy172Mpx33nnQdR1DQ0P43Oc+h3//93/Hxz/+8arPv/HGG3HDDTeM/b1u3Tr5GhJcrciyZcsO9SosWMq3bTDqLExz3VvywDnPmM/77TIhsDNtY9jx4I6mQ3RFQcTQcER7FLracejWbR5v11anJbdtybG7mdcvYuaVYLr++uvhOOHh6+XLl+Ntb3vbpPufeuop7Nq1C6997WunfI/nPnfcEbezs1MKqE9/+tPo7++XKbqJXH755bjkkkvG/i6dHKm4fGK33aGE1ot+wBQ1E3XNVmIa2raagBodtTwgqJnPFpihrMuiY6Hst1RtRUePAsWUFAWW8KF7An2FkZl9IyFg+gegi2H4SgS2tgpQ9AW7XVuR6W5bujhv1QtsZh4Lpo9+9KMNve5Pf/qTFFOUXpsuHR3Fq7/BwcGqgskwDHmrRiseiGidWnG9FgSGgBpRijO9yiFvR1UgyPN2X8z7Le0V5MhUqk2f6U+j+4PodG+HImxocBFARYAIsvpRyBkbF+x2bVVacdvKdWqm6Fu01ueZaxb88N1CoYA777xTWgNUY8uWLRgYGJD/tu3JRaQPPfQQNE3DihWzNyOLmf/QgUipJpakt6ACxaRhqIdk1ZhFgCpy6HJugy4yUizJ+8ikETkkvEcQ8bYd6lVkWiYlFzRxE1jMzKsIUyOQWKI03rOfXb175Nprr8Xzn/98XHXVVXjwwQfxxz/+UVoKUDru8ccfx89//nO86EUv4m45piYFv1C7P5yydKYCQVbJDDPDJNxHoKL6TDQNDhLeoyhoh7Xk6BiGmS8seMG0Y8cOPO95z0N7e3vVx9evXz/m4n3KKadI08pbb71VRp0oBfeBD3wAmzZtmuO1ZuYbgfBrFnfTY4oqWtApqHVQdB96NJDbiQYNewUVwg2ZNMxUYAYHa+p1lQb9ihwChX2ZFjOckmuOBS+YXvOa19R8/MMf/nDF31Tn1EitE7OwGRv8KmfXTZY9mqLL2oBqKbmx2gEfCwaRTQPUgNHeAWV0mGkz6DEPmkViaewdYGg+hB+0XB1IK1KfQSZvx0UPd8k1xYIXTAzTDDSCw4/GAFUdPy0FPrR8tjjPbhRLs2pX8VLQxJn/Jyz/8Yfh/+BbEMODxTt0A9ppZ0O76jVQtMaEk2r4E8RSEfm3IpDzRt+LCcVT2qCLdOjjQtHgK9XnZzIMUx8smBimRlTJjyeAiREUVYUfT0LLpsdEE6XcgpyAGi8WeVcsJxDysfl+ge8/eDe8b/4rkKpshfdv+jmCHVtgvP9TDXlOFdNw1R+jxTlBbtQCkgkjbRwPw+6HhioDeKEjr60bVaDMooaOV9wl1zD8C2KYEIIIRZZCTtSqhsAqOrqP4QN+OkDgBBA+peAEAjeAnwkg3Pmtligt5n3/m5PEksR1IbY8heCRBxpb+JTDXMVimzM8bTy1AynjRPiIyMG7JXxYKGgrkdGPO6Trx7QGpeNSM7fFDEeYGKYKdFgQU6SYhF7l5xMAQVa+uuZrVT8L1c/D1xIQGhk1tTZi29MA1S2FkcvC//UN0Dad2MDCp3oCq6V6KOjrYGsrEPeeghEMwVeiyOkb4KnVG16YRQj91pqKMGFRw4KJYebwRK3bfWgfugWany2ODlc0eEYnhrufg0Br3Q4mkRoG7CnsyqtFn+rAd1UoGs1TK/6tBA4sZw9UP4dAi8Kz1pE65aN1Pd+TYiFjcFcvw8wGLJgYpgry3D1Vd9Y0r7Z0ZwBd/b+CJmtyxpeh2Vl0H/gp+pde2bLRJmXpCoCGSrt2+HOWr2po2X5eg2YGpB1hFXYi4uyEIhz5HQiaLuTsB5TVyIj1TXwChmHGDCgbxW/itQsArmFimBAU1wkXTSKA4oSLh2q0Dd1WKZbK0PwUEql7W/a7UJevgtI1eTTQGMl2aC96WWMLFwqclAE1P4CIvR3qqFgi6P+KKCCubIOl7G9s+QzDjP7WiqNRGr1hkVt8sGBimLAfh1MAfA8IJlxVBQEU34NaI9oyESVwoXvhKSsSBpFCa4+vMN7+QaC7ypDQeALaec+DuvqwxhceKIiSWKJZa1VQFQ9JdUvjy2cYhmkSTskxTA0Ro+UyCHQDwowUe9yFkEJK8dxpVTgpguZ7TZXia+2rN0rLmZ/4Mrwbf4Tg4fvk+irtndBecg20TSc1vfxqLfHlqKAaKhKvfJ3HMA3BxpVNwYKJYaYSTZ4L0K0JAjUiTTBrIVSz5b8LpaMLxj+8dVaWXZ9c5I45hmn4NxYUfeGaef1ihi/VGGYuUFTYkcMgQn5ygWIgk2ygJX8B4Yto7cdBBfEsmBiGOTSwYGKYOSLVeSZcs1c6L5cTKCYKkcNQiB25qL+LdLARvjCqPkb3p/3FvX0Ypllk8XYzxpVBa5cNzDackmOYuULRMbDkckSyTyGeeRiK8GSqLtN2EpzI2mKN1CLGRQdGgmPRpj4h65VUJUAgVKhaFGl3PRzU6NJjGGZKxrrdGkSwYGIYZs5QNBQSR8sbMxlbLEOfvwQR5QB0ZOXA2I7uE1DY38fGlQzDHFI4wsQwTIuhoiCWy38p9J/ChymGmQnkIPAm5sEpHGFiGIZhGGahwym55uBLN4ZhGIZZBAjp9B009frFDHfJMQzDMAzDTAFHmBiGYRhmEVCyB2jm9YsZFkwMwzAMs2hSck0IJrG4BROn5BiGYRiGYaaAI0wMwzAMsxhoMiUHTskxDMMwDLPQ4ZRcc3BKjmEYhmEYZgo4JccwDMMwiwCyYAqaKPoOGrdwWhCwYGIYhmGYxeL03YytQLC4u+RYMDEMM/doCqCPVgS4dNm7uA/EDMO0PiyYGIaZOxQAcRNQFSgq/QEIKwA8AeRc/iYYZjahCFMzFyfB4r6wYcHEMMzckTChaJW9JoqqQhgCiBksmhhmFuEuueZgwcQwzNxAKTilGFWaiKIoELpSjEAt7otYhpk1eDTKIhZMO3fuxG233YYgCPCqV72q6nOeeOIJ3HPPPfLfJ510Eo455pgpl9vIaxiGmQJTG0vDVYXEFIkqqmliGIZpMeatD9NnP/tZfPnLX8a2bdvw5z//uepzfve73+Haa6+Vgor49Kc/jV/+8pc1l9vIaxiGaR6KMoVFoBiGmamUXND4TSzu8O+8jTBdeeWVWL9+PX79619j+/btkx7PZrO4/vrr8cpXvhLPe97z5H1LlizB97//fZx77rloa2ubkdcwDFMnrg+hq6FRJjogw5ut6JKAplFRuQLfp8MeCzNm8cEpuUUaYSKxVIuHH34Ytm3jrLPOGruP/u15Hh566KEZew3DMHVCqbaQK1R55Ur+MDPehSMQTwyhp3c3Orv3o7N7H7p79yASTc3w+zAMs9CZtxGmqdi/fz+i0SgSicTYfbFYTP5Nj83Ua1zXlbfytAIto/TvVqG0Lq20TgsF3rbTgKwDqBuO9sNSpCkQUEgo5bxJKblmt21bex9MKwdVLRdiAZJtw1A1gXy2A4sR3mcX6baVKbkmLkrE7KfkNm/ePBa8OOyww3DKKadAVVsjttMygul73/seHMcJfbynpwcvfvGL614eLaskXMohAURfxEy95sYbb8QNN9ww9ve6devwuc99Dr29vWhFli1bdqhXYcHC27Y+KJpU8B3YvgsFCqKWBVPTgbaZ3bZC5BBgV9W2O1UNkExm0Z7cAEXRsFjhfXZxbVsai9LcaBSB2eQrX/kKDhw4gGOPPRamaeIHP/gBfvOb3+DDH/4wDMPAoaZlBNOaNWtk6iuM6dYPkfChmqSJZDKZqqKo0ddcfvnluOSSS8b+Ll1V9PX11fw8cw2tF/2AKVK22Av3Zhrets2Rm6Vtm0j2IxYP/w2KwMFQagvsQhKLDd5nW2fb6rreshfYc81ll12GtWvXjv19/vnn461vfStuv/12PPvZz8ahpmUEE22YmWT16tUyKtTf3y+jU8TQ0BByuZx8bKZeQ6o3TPm2ojCRXRItuF4LAd62rbVtVbX2BYuiUlbQW9S/B95nF9e2FVRG2NQsOcwq5WKJ6OrqkiUxw8PDaAVaIzE4C5B3Unt7u7QJKEH/po2/adOmsfuoA+7ee++d1msYhml9XNeqWXIR+Cpcz5rLVWKYQz98t8kbkc/nZSChdCuv451J7rvvPoyMjLSMF2LLRJimy0033YQdO3Zg165dKBQK+Na3viXvv+KKK6QqpfznW97yFnzpS1+SXk1UNEaGlG9/+9sRiUTGlnPLLbfIdNvJJ59c92sYhml98rkkYvE0NM2v+nggVLgO/64ZZrp87GMfk+fIEnTeveqqqyY979FHH8Vdd91Vc1kXXHCBLO6eCKU0v/71r+M5z3kONmzY0BJf0rwVTOSPRLli2tBnn3322P0kekqceOKJ+OpXv4pHHnlEhkZJDHV2dlYs59WvfrWsn5rOaxiGaX2E0JBKdaKtbRCaNp5LoKhTEGgYGaK6kRbsZGKY2cIXTaXkMPpaEkzl6cawspR4PI6VK1fWXGS1YMTBgwfxiU98QhZ/v+51r0OrMG8FEwmbeujo6KjwVZrIeeedN+3XMAwzP3AKCQy5JuLJYRh6sQvXcaLIZtoRBPP28Mcwh3T4bjSkCWoiFNCoFj2qBTVMffzjH5dei+94xzugaa3TxcpHDIZhFjS+byI1vORQr8Y8Q8CwbBimK1OXTt5CIB3SmflMeR1So6+fTajhiqJXhx9+ON75zne2lFgi+BfAMAzDjKHpLmLtGShKgJJfoGnZ8DwduRGyYOA0JjM7fOELX5Cd6clkUnozlqCi79NPPx2HGhZMDMMwjIREUrw9A7Ws5osgV3RDcRFNZpBPLz7fqoVCq9sKXHzxxbKJayLUvd4KsGBiGIZhJGasAEUNQn2rDNNDXqGz7oJ1pFnQUEotaOGU3LNbwJyyFrzXMwzDMBLDdCaO86tECaDr1W0aGGahwxEmhmEYhlkEUIAoaCKtFrSWcfmcw4KJYRiGkbgFE5qeD48yCQWey6eN+QqJpaYEU4BFDafkGIZhGIldiCII1NCTpVOgUTLcJccsTvhSgWEYhikiFGSH2xBvT8nib7IVIK9CEShwHROFbIy31DyGutyaiRKJRR5hYsHEMAzDjBH4GtKDHdANF5rhQQgFrm1BhESemPlD0GQdUoDFDQsmhmEYZgJUq2TKG8MwRVgwMQzDMMwigIu+m4MFE8MwDMMsAriGqTlYMDEMwzDMIoB9mJqDq/gYhmEYhmGmgCNMDMMwDLMI4JRcc7BgYhiGYZhFAKfkmoNTcgzDMAzDMFPAESaGYRiGWQSwrUBzsGBqRRQBPeJCVQR8T4Xv0NfE85sYhmGYxuEapuZgwdRSCJhxB7rlQlEhJ4bLuT/CQSFlIfD462IYhmGYQwGfgVsII+oUI0tllWXFfwtE2mzkh1We58QwDMM0BBd9NwcLppZBwIh6FWKpHEWlxx042chcrxjDMAyzABBCyFszr1/McJdci6BotCOG74yUntNMf07XiWEYhmGYIhxhaiW4rpthGIaZJbjouzlYMLUIwlcAodSMMvmuNqfrxDAMwywcuIapOVgwtQwK3IIOI1pZ9F0i8BW4OfNQrBjDMAyzAOAIU3OwYGohSBBRcbdu+vL/VLdEO7gQCuy0xR1yDMMwDHOIYMHUUihwMhG4agAjQl5MQqbhPJuNKxmGYZjm4JRcc7BgakFEoMLJWYd6NRiGYZgFBI9GWaSCaf/+/fjDH/6A2267DZqm4Zvf/GbF477v4y9/+Qv++Mc/Yu/evWhra8NZZ52Fyy67DLoe/rHf9KY3IZ1OV9z34he/GC95yUtm7bMwDMMwDNPazFvB9PWvfx0nn3wyzj//fNx8882THr/nnnvw2GOP4ZprrsHKlSuxY8cOfPWrX8XQ0BD+8R//MXS5ruvijW98I0477bSx+0iQMQzDMMx8hou+F6lguvbaa+X/f/3rX1d9/NRTT5W3Escddxxe8IIX4MYbb6wpmEoCyTS5I41hGIZZOHAN0yIVTI2Qy+UQiUw9WuR73/serrvuOvT29uLMM8/EJZdcUjONxzAMwzDMwmbRqIADBw7gt7/9rYwy1eLEE0/EhRdeiGXLluGJJ56QwungwYN4wxveEJrCo1sJRVEQjUbH/t0qlNalldZpocDblrftfIP32cW5bWkUHEWZmnn9YqZlBNPrXvc6FAqF0MfXrl2LT3/60w0te2RkBJ/5zGdw5JFHTlm8/ba3vW3s36eccoqMSv3Hf/wHXv7ylyORSEx6PqX4brjhhrG/161bh8997nMyOtWKkBBkeNvON3i/5e0632jFfZa75BaIYKIut1qTkNVq9td1kEql8IlPfAJdXV143/veN+0CbhJAxL59+6Tgmsjll18uU3YlSlcVfX198DwPrQKtF/2AqbtwsU+cnml42/K2nW/wPts625bKPebqAptrmBaIYDIMY8aXWRJLZCnw/ve/v6FC7l27dsn/d3R0hK532Lq3ojChdWrF9VoI8LblbTvf4H2Wty1TP42FbeYBmUxGdtIlk0l84AMfgGVVN4J8/etfj5/85Cfy33fffTd+8YtfYGBgQEaHHn30UVx//fXSvqBVU2wMwzAMMx1bgUZvIljc27llIkzT5Ytf/CLuv/9+BEEgTSrJb4mg+qFVq1bhzjvvlN5LlIJ77WtfW/FaKuSOxWLy31SwTa8nNm3ahG3btuEjH/kIBgcH0d3djXPPPVem3RiGYRhmPsM1TM2hiHman6EIEImliVB6jHLI9FhYDVF5ao4EE9VHTaxtos3STJcDGWS2Ug0TQVEyqq1ieNvOJ3i/5e26kPdZqmHq7OzEXHDHNe/ByONbGn59+9Hrccb1X8RiZd4KJoZhGIZhmLliwdYwMZXk83lZ+E7/Z2YW3razB29b3q7zDd5nFy4smBYJFEik+iwOKPK2nU/wfsvbdb7B++zChQUTwzAMwzDMFLBgYhiGYRiGmQIWTIsE6h684oorZsUgdLHD25a37XyD91netsz04S45hmEYhmGYKeAIE8MwDMMwzBSwYGIYhmEYhpkCFkwMwzAMwzALdZYcMz3Ipv/mm2+WM/ZWrlwpTSyrDSz+4Q9/KIcO0/iYM888E5deeqkcHcPUB43kectb3jLp/pe//OU455xzeDPWycMPP4wbb7xR7rfLli2TDQsbN27k7dck73nPe+TvvJxLLrlE3pj6oW146623yptt2/jqV7866Tk0GuunP/0p/va3v8njwjOe8Qy89KUvRTQa5U09T2HBtAigH/THP/5xnHfeeVi3bh36+/urmq195jOfkfPz/r//7/9DKpXC17/+dWSz2bHBxszU0Hakwc3vete7sGHDhrH74/E4b7462bx5Mz796U/jJS95CU455RTcdtttuPbaa/HZz35WDtZm0NSMy6uuugrPfOYzx+7jE/j0oX3xiCOOwIknnojf/OY3VZ/zne98Rw6If/Ob3wzLsvCtb30Le/bswT//8z838Q0yhxIOHSwCKFr0la98RZ6A2traqj7noYcewtNPP423vvWt8kBw0kknyashOhjkcrk5X+f5Dm3n7u7usVskEjnUqzRv+NnPfoZjjjlGRpXWrFmDV7ziFVi+fDl+8YtfHOpVWxAkEomKfTMWix3qVZp3fOITn8BrXvMaGf0ME6Z//OMf8epXvxrHH3+8jI6+8Y1vxIMPPigvCJj5CQumRQBFjaZKqz322GNywjadmEqccMIJcF2Xf+ANcN111+Htb387PvnJT8o0KFM/tC9u2rSp4j7aFx9//HHejDPAj3/8YxlFppP+n/70Jx6X1ABTHU+feOIJuV1JLJU48sgjZaSZ9m9mfsIpOUYyMDCAjo6Oiq1R+ptSTEz9UK3CC1/4QnR1dckryq997WsyDUr3MbVxHEfWh0zcF9vb23k/nAEoTfyc5zxHRkZIgP73f/+3TBO98pWv5F1zho+nZA5aHr2jC1eKPPPxdP7CgmkeQvVF73vf+2o+h1Jqb3jDG+peJl0NaZpWcV/pbypYXMz1X+94xztqPufYY4+VV+ylbfahD31IHhwJqrmhlOYNN9wgC2tL9zPVKe1rE/dFXdcX9X44U9Bxo7QPUvMH/e6//e1vy3Q9p+ZmjmrHU4L34/kNC6Z5WoPwqU99quZzqMhwOtCVz9atWyvuS6fTY48t5vqvqbb1xHEzE0URheLz+by86uzp6ZmV9Vwo0H5Lt9K+V36RsJj3w5mi2r5JJ/e9e/fK2kVmZqB9tVAoyJKG8uMD78fzGxZM8zR/TsWaMwkdLH/7299W/KApZE8H2PXr12OxQp+/2W198OBBuRy+gq9ve9P+RjUgz3/+88fup7/5hD7z0L5ZughjZo7Svvrkk0/iuOOOk//et28fRkZGeD+ex3DRNyOhNuPOzk784Ac/kFdFJJx+8pOfyLZuup+pjzvuuEMWeVMtDvHUU0/J7Xj66aezYKqTiy66CPfee6/s3CTIx4YKZel+pnEeeOAB3HLLLTLNTOzcuRPXX3+9TCmHdXsxjUHpThJK//u//yutWeh4QNt6xYoVkxoamPkDD99dJHzsYx/D/v375Y/X9/2xKBIZrpVCxtu3b5feSxSep3oR8hghE0a++qwfKugk88+77757LBp4wQUXyBZ5thaon5///OfS9I/2Q6r7uPrqq3HhhRdOa59nKqE05//93//hr3/9q/ybti2Z05KpKv/GpwfVfd1zzz1SfNIxlRo8CDIEJq87Ynh4WB5PH3nkEXkcWLt2Ld72trdJ0cTMT1gwLRLox0tCaSLV0k3UpUQnKT7BNw6djKhuiQ0rG4f2VzoZ0cmc3eZnDqpZKm1XpjHoGFmK1E3s5qRjZzl0HKDjAR8L5j8smBiGYRiGYaaAa5gYhmEYhmGmgAUTwzAMwzDMFLBgYhiGYRiGmQIWTAzDMAzDMFPAgolhGIZhGGYKWDAxDMMwDMNMAQsmhmEYhmGYKWDBxDBMXcanV111FX7961+P3bdlyxZ539///nfeggzDLHh4+C7DMPPGoZoGRP/+97+XQ2PJVfmss87ClVdeCdM0D/XqMQyzwGHBxDBMQ6xfv17OJpsraJDpL3/5S7z1rW+Vw6K3bduGL33pS9izZw/e9773zdl6MAyzOOGUHMMw82KoMQ3kveiii3DGGWfIiNLGjRtxzTXXyCGoDz/88KFeRYZhFjgcYWIYpoL9+/fje9/7Hh599FEpTM4++2xccsklk7YS1TB98IMfxHve8x6ccsop8r6HHnoIn/zkJ/Ev//Iv2Llzp6x5okGvJ5xwAt70pjchFovJKBGl1kZGRnDMMcfgzW9+89i09zBIFNEw3tL7lHjWs54lB/Peeeed2LRpE3+TDMPMGhxhYhhmjFQqhY985CMYGhrCtddei6985StYu3YtfvCDH0xrK918881yQvvnP/95fPzjH8fTTz+Nb33rW/jFL34hhc9nP/tZfPrTn5bptG9+85tTLm/Hjh3y/ytWrKi4PxqNSrG1a9cu/hYZhplVWDAxDDPGr371Kyma3vWud+Gwww5DPB7HeeedhyVLlkzvwKKquPTSS5FMJrFu3TpcfPHFMgpEUacXvehFaGtrk0Ls+c9/Ph544AGZcqtFOp2W/6f1mQjdR+vMMAwzm7BgYhhmjEceeQSrVq3CsmXLJqW+psOJJ55Y8TdFhqjLjVJw5axcuVL+n7remkFRlKZezzAMMxUsmBiGqYjkULv+RKrdV4vOzs5JqbNa91OdUy0oUhX2PLovkUhMa/0YhmGmCwsmhmEqhAkVY0+k2n1zGQlas2aN/P/evXsr7s/n8zKdV3qcYRhmtmDBxDDMGMcddxx2796NAwcOVGyVu++++5BuJfJd0jRtkqs4rRcVl5922mmHbN0YhlkcsGBiGGYMKsKmKNOXv/xlbN++HblcDrfeeiv6+voO6Vbq7u7GC1/4Qtx0002444474DgOnnzySVx//fU4+eSTcfzxxx/S9WMYZuHDPkwMw4zR0dEhbQC+//3v48Mf/rD0YTrzzDOlQeTtt99+SLfU1VdfLbvryPH7q1/9qqyrIo8ommfHMAwz2yiCWlcYhmEYhmGYUDglxzAMwzAMMwUsmBiGYRiGYaaABRPDMAzDMMwUsGBiGIZhGIaZAhZMDMMwDMMwU8CCiWEYhmEYZgpYMDEMwzAMw0wBCyaGYRiGYZgpYMHEMAzDMAwzBSyYGIZhGIZhpoAFE8MwDMMwzBSwYGIYhmEYhpkCFkwMwzAMwzCozf8PwpYJQItMA1AAAAAASUVORK5CYII=", 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", 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", 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" + "
" ] }, "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - LatentSpaceAnalysis]: Computing accuracy metrics\n" + ] + }, { "data": { - "image/png": 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", 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", 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" + "
" ] }, "metadata": {}, "output_type": "display_data" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - LatentSpaceAnalysis]: Computing feature importance: 'random.small.drugs'\n", + "[INFO - LatentSpaceAnalysis]: Computing feature importance: 'random.small.proteomics'\n", + "[INFO - LatentSpaceAnalysis]: Computing feature importance: 'random.small.metagenomics'\n" + ] + }, { "data": { - "image/png": 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", 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", 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", 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", 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", 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SskU/2StXQLpDN0JY8Z5tN+IOpK9D6hp8GYcMQuRDDTGzS2wGMYS+iNpRheUFsq4Gx0gjLT1KVsCTGsJAoqVowPZdpEKJdmnACSRMXSKhBxCGhgoDqHC7oh2qbYkYiggh4AYkhIVybNd3OvAh0BLq2JQPkQ2gMrGVBlSbr7Z4qLQ1TMsY/UYKkrYBoUu0+UDWB+ptKJe23NUsF2t+IDG1Lo56M4ou6HqAurSOUXENty7Poi3n4ZUGDe85vBJ7y5lzqvDON9dj69at6rU+flYVXtvUiRMOqdph3rqkgSvmRj0EO6O2OoZ5M6uwblMn2m0Tf3upBeMrLbz/hDGoiBuYUGUpZ3ZKjY3bWhy1zPqGwoC2lQa8vb6xE6fOH4U59Qm8ujWPmKlhYlX/7nTB9bG9w8XSVa3qbfLispbhJ2b3R5ZkZ+2OYA4IMUuQSCGBaVlWt6NIwoZEqGEYOOSQQ/DUU08poVcSarfeeitOPfVU5U6W3ED6gv7Vr36lxGQqlVKZS2pz4kQaZNFDUnW9RcyaNUs5oyTcTjnlFDXtjjvuUE7jRRdd1D0POaMkDkvsbv3l+/axj32se9/OPvtsPP74491illzHo48+Gpdffnn3urZs2aKmk8jel2PUF3JFSSx+4AMf6J5G7mvprHf16tX44Ac/2O0Kk4tMsYDdQW2S83zWWWcpMU3CnoSs53lKiFdXVysBTmKbXPJ4vP8sFy1X7kgT5HgTLS0t/YpZWgfdStC+7Kx9ZuiRTQ2Qr7+q7ocvLN4vYjaorldiNqzuGhAiJeLL74fwPfgyCWv5YjXZnzYf3oxF6r5WaIfUTVJZyE1+EwKrWmVn3fQExFIJ+PUTgPYOxJ/8C4zJFXAmHgFUjoFoi8Ss3rQJmfzf0DL/Q6oSQc3630MgRFvdmZBmEsKWEIV1iHW8hkJmLlVGR0vNBSoYmSy+3C32fLMa+dojoLduh0xkIXQdgrq+LZvUDUCxKOolKhaVkC1FTOmmk20qDEhNg45IMKjYL/WZSwnhOHBShyBlRLncsGvQk6BIQXf/eZeI7RKddFcq11KD8CJ3Uj2G2Wu+vpSEbBSDNeBLK2pPNUgph+h7ozt/G/MQBh6EVoSFTmzL1UEzKdZgI+vVQoJeG7WT6ofZLVLXf+Sm5jwN+UBDwQtheQ4yGiWMo30jUbot0BAWXZgUQk2YUT9/Fy83e3hkTSdGpUycPwvYKslFNWCEQHXCwJacC0cKtJKQpu8gF6g0JF5s8bGug9qJBkMl+3Rpz6uLY7uw1Un/y1lXCeRWX6LKkKBxU+XaYl1zEbc+Fw2qmzAug5pKG2dNiCGRsrsHpJXKNen9Hey9xPNDvLKhEx0FHxu2FzF3QnqP2zANDTd8JPo9+e3iRnRuL0Lr2lZDF3jf8T0O7P+7eLoSp0fPrUFnwUc6vnOJ4fohvnbLcjheiK3NRbz33Cm92upL1gnwzT+/hFzRw1vOm4aGzVm89Zwpe7w/zMHJASNmyfEsibSSgCHHkURa+bRyMUmOK3VBk4tK0Fmo67qqK58cRxKz/UHi7L777lOij1xU+jIiEdXY2NjLdS0J2xIkshYvXrzH6++7b1VVVUrglSCRTFnTcshVJrG8r8eoL5Rlveaaa3pNK48QzJ8/H7/97W+Vm0tCdvLkyb3a3xkkzGm9NNCOhKvjODjuuONUPIKOL91+9KMf4bTTTlNifWfQfH3XV3JpdyaqKRZx++23dz+mvO03vvGN3W4zMzRoYydAP/dS5czqp0UxlIFgta6A2bEe+bHHKbFYTv68D6LY2tAtZs2tryH58l3qfnbeBQhT1ZC6Dr9+WvT8tuXIPPozSDMObfYEGFoB7XWnI7buCVidG9E5+SyVgU3/9jOR5RZKJLJL0aIfCVQugNmyFmbYDC81vjtaEJW7AtLNT0AjJ0kFSouIt78SiVnqnWi4Hwmsh7AMJRrb40chbx+CZMtiJNteAtoAWVkJ36qF8FwYyQSc5ESIllYYVZRgjZBCQJQGMZlm98lnIayF7W6BKGTVtDCeQc4fDSsowkQ7ROAo8Uv52MiJld3LdkORWa8Scb1ZdftHzqjR77z0VBDo0LQoW1q6uY6tMryG1ZU5LYlaFSkWEEb0gJIOhOPbSMWjCIKaJ9R7BonRkaXud49mFmoAV9KSkKGLbS41bkKGHip1oKhZ0GWAyaLLfaavCCVAe8aZbex63JT1UKSMbddBzWkGMl25TKoiUG9JFEJgbFf2mAaEEYYmujOx5dAytBI1KI7uKsVuopGUqetifJm5SPlPmp0i0Jou4IVAoyMx2SgJWOCcqUmsbrMwm2zh/UQQShTcaP+zxX2vHHH5wlos35bHk8ua8YN71uGdp4xDBZ08dHHErCry9/Gdu9chbmn4wqUzkEn07A9tC4nqaaPj6vilEwacdheVqd2XT2sv+OgsRKbFpJk1uOrs4SlkOTN7kIvZUjd0Of3lNMtzXiQcSRyRs9iXXTlzFAWgHOlb3/pWlZMlgfjTn/60l7tHbZcLR6Lv44Guv799K98Pih70bZu6/EkQ7usx6gvtY991lfOhD31ICXaKA9x1111qXnKDp0/fdQmikvtM+0InCBTn+M9//qO2mdxxErqvvvqqclcpGkHQNBL95NRS5IGENJ0A0MlAOaXHfWMMJcg9L2V1iR1+rJk3HOPK9+zR/MJ3UPnazUo0am4nOmdEvR/d6AbC2p6sbKzlpUhAQcCrn4XiB07vPXv7VggZQrg55dBSeSjD2Q4zu0U9b2Y3QTg5aO2RexZmPWiZALFlj6HzhPcBo0JokzsQ2hVKpflmFVrHX6bqxcayK6OoAG1AahxyFT0VEEjYorLHDXOMcdALzapyQYmcmAo/Ph6V+SejY4VOyLgJQSelo2oii69YhMzl6Ishkmhdw+AtZ4u6r97xyRQ0U8co42loegaSXM1kNYQoy8dKCiKIXk6r0uC+Aehkscqeag+6qcpwRbnYstfSiMRRR0c1kqkOBNJE4FtwcjbsVCGqaEBfVaTpCgbcvI1EVR6BMKGrTv0QIcxud0+J5pzTUwY3YSmHujRUTmVj6TU0NUypBDZ10KZKdBhxWKZAITQhPQ0JEu5duMJAh5mAJkMcNS5S3OPSBioNihRERjZlYCekY+r7hdq30yZigdt9AjEprav8c70t0aV5u+lwQ1giRD2lMTSJaWmJLYGGoqapcWoWZWLL6vrWV1j44IljVNxhWZFywQJNgY7JXfOQc/vY6g7MH5dEahffz3tKzNJx3TmT8fBLTVi+sg3PVcewaNaOcYNd4XohHnt5OyaPSWDauBTotOy1jVE93BfXdeLkOdW95n9oeZv6W3BDJaDLxew37lyNxg4PR8+owDUnj8eX3z1XubIz+mR5+2NcpY2rjp+MjQ0tOGpSSrnNj67qwOSaGOaN5fjZSOeAEbN7Aw0gIke1b4Sgr9jrK+5oABVlYWmwVMkNJJFVDoncviPt+z4eyPoHwpgxY5TDWw49pun7G9pmcp1POqn3IJby40WOKt3ouFCO+JZbblE524FAg8ZK203Z2FL+lUpwffvb395hsBfFIkgsUzSBmDp1qirxVQ5lislxJse3P6j98owt88agNW+BvnklgqYWyAnTIGcettdtUTc3ZVqNYguC+I4j5PuihwVoo5MIrQyC6h0/j8Vpx0Pz8ghjFTDbVsFcvRbFRRPgzHk77JbXkRt/EmSsEsHxJ8FY/xqkLhFuLyCc3pVdFBrCWCUQeqjZ8EcYXgta6y9ErupIWLn16vn20aejZtapcLduhRbkkel4PLIG2zsgMxl48dGIbXkOqfUPwEuORfvU06AFOQjbgpHfipD616WE1rk9ytSZFr25lcuHllYK+Cv3z528EDGtE9L3oTtdRfZJ5Had7HaHCUoWKREGKpqgBp71gdzClN2Vq6eBWfR9GUYOq95VL1a9Jn3OkW2rgJbWcdCMUAlWK+GojCzN57saDCuEGffVrdgZgxFzURB0QqojpHE+1LYXQFDlhiCE0Mh9JZvXh5bQURXz0eHo8KUGOC5E0oJNAtT2YLoB8maXYyuBXFdEgGR9KISqMUs7EAodaVvHuZN7bNKpWhGupiMWBqpLv1oL0GymkVfLRScLGS+HybEAE225QxRxay7Ao9tc5aaeNQFR/EAAo4WPzaEGCyFGdTnR5YzORCK1mBfY4gq4BQeNulC51QeWt2NDq4NNrS4OHde7F6I/fnnXGry6tgPvOXcyDp+283xtU97H4iYPzy5rRWfWRUfe22Mxe/ujm3DP4m2wDA0/vm4+po1OqBu5rPMm7ChCJ49Joq3gY2yVjbHVPQPjnl3egm0tDjRDw+vrO/HPBzfgnFMmYOYeRB9OnTsGW6vpNZe4+9VWLNmUw3MbsphRN767+sGBDteZHRyGx6u/E84991w89NBDSjSVoNA75V1LkAiiCgE0CKkEOXzU3U4fCLpRZQNyE8uhLCyNtC8NnqIsKQmvPV3/QKBqASTsqMpAScjSY5q+v6FMK+0XZW0JOi5URYFcZhKvv//973vFFOh5Eqi7gwQynSQQdEypCgTlkEvVI8ihJdFffiPHtjS9lIV985vfrI45DTojKPpBDi854MwBjO8h9aevwrz959DvvgX6r/4P6Oz/ClUDQtPRsuBabF943Q7VA/qjY+bFyE16E9rm9Y7QdGNYyM87F87EhbBXPw+towX26qeUCI03PI+K12+DcDsRy64CNm0Hmjohx1RBe+lZJO/4rto/QvdzMN0m5RjbhfXw4mPROOP/oXH6h+FmDuleXbL4GmKdK5QbTGorcDS0J0+EkYvKBBqFJhQqDoNtdSDtvYakvxJuzkIumARQj0y+QH3vkJ0dEE4x0qSVlRATJ8LWo+Mq9LI6uTRYi07cSfg2N0C2N0M2b4Vs3qYukAA3h5BKavUjTEmsdcteKwEZrwDsxA7itRQpUBlZKVD007CTxS77VESVCkqDv7pqzZaWoda9fAxJsw1JsxlmmFNVClD0VGCUHN1UTSdi6QJUH3yX22xqIRKhA4MEL5Xs8gJ1PxsnESW7r56V9GlwF9BqpdBmpZUj27Wh0Ptc+UwXEnFJVQ669kv9EHZFOMjFphOGrquG9TemJutLVGdiqKqIo72nMw9xITFddzBR9/rNGJeYkZCo9Qp4YUMn/rKsA62FAIeMiavtmDNm91n/vBPg0Ze3o6XTVY7prli+3UFzIUCmLglTFzh2TjQAek+gQW6EbZFLL5CwdVx//hR89pLpqEnv6CJfvmgUPnz6BHz4tCiS0+uKbG1FFDsdrH6pAb+9fQWefrEn2renjKuM1l2XNtW+MSObYe3MksChbm0a1U8Di8hVpG7q0sAq4sgjj1RlqP7rv/5LiVgSV5QZ/c53vqMGUFG3O4mpSZMm9WqbBmmRgKUSUZRxJZeDSmGVVwYYyPoHwhlnnKFc30996lNqG0lMkqgbDDFLVReoa58ypRSFIBFLwp1yqrT9JDCp25/iBVQ9gFzWUuWHXTFq1CiVW6XjQGKWxOn//M//7Dae0Bd6Lf77v/8bN910k8oM07EgB700yI45QOlyAUXpRyWRolzOPjUpjRgCY2C9E2GsGrnJZ+y+TTOO4qQjYTauhDP5KMSal6syXVbHOojAg5/t6vrOuwhaA+itjdGteQuC0ZMQWJXorD1JVTIgV3ZnuOYYJGNxyKIDKQy0jjoHvl6FzqnnIrAr4VbNiNxe0XWiGIaQwkYxOR3J1ueiw0nZccqJ03GkAasVVd2DhMjFdUUN7IooS0tOdjOOgYE2pI1XoFMMIdd1UmrZCJO12J4/FClrM0JpqMxw3Ow5gXf8lKoCYBo9edxdyYPGhsmIZYrQ9ABW3IWbj8F3LBSzIWKp3vGowNPgO5E4dPK2GjjmFXu/N/Su6IL6SyI060CkYkiSw1nsaq+r9qwvdFW5IGYIlQnVcsXoGgwqXdt18QFIVHqRa11+5a/+UOcJbhaB0FT5LioNFiuLLPSlJqFji4xc8C79vseURHLpGhInTMvguKlpaAOISJGYPP+4euXMnnlk73KSfTmk1sbGDh8zj6rH6VdMH1D7fbng+HpMG5dEfU1cxRZ2BwlL6vrvy1GHVOP6SzW0tjv45c1tyqEdXbv3A3WPmpxWJwEJk2ozDx8xy5nZwUHIXQUshwgaDEX50Lq6uu5p5JSS0CSRVIKiAOQelrqkS9A0KktF4qy/XCU9TyPpSZxRVzVVMiDHsbQMCThyAEnAlUbOl28bzUvLUWkuWubTn/70gNff377RdtD+lZf5KpUJo+0k8dw387u3x4jEYEmUlkPLkWNN+9U3Q0tvCYpPUG53ZznVnUH5M9rOvq9Rf5Qys32PQ2mwFx1TiifsbCDf7qDly3PQwxESFhQNKZXZOZDR2hpV/VffykDWjAHSFQf8ftHFD1Jr/gmfsq6T3gyR70T8ydsQ1tbDnXA4Ev++CWFVHfJnvifqgt8FO+yTpAE3NLBpFz+0dKUxdzONoIKbnAypWepqYsnCK7DC7cjHpsMQeWSN2eoytAmsQxH1yGE6AiRhoB0JbEABE+Ch57srJrYi3fE0AthoTx2PQHXvl+23KKIytkqJWjdIobV4CIQWoqZ6M4QIkS+kIUNNlY6yY1mYpkQQhHCdBPL5CnW1L8PyYCWLSph6hZ5ufM2gqIFQItcwfRSzcQRqMNfO0YwAZsyFVzQRUn53F9C7pWjasGI6tMCHKLvAAolRuoBCPHB3Kcb35T1IsYwVeQFHAockJOy9FLSrW10kDIH69P6NSB0on61d0dLmqDJyNZWxA2K/KKZW/js6mLz3s//GinXRVQT3JzMnV+HXX+ldh38kcUCI2QMREoA0UOnkk09WjiVdiYpqv77zne/cbc1V5sCAxeyBy3D4wd1TDsZ9Ini/hhf8eh3gYvbz92Hl+v0vZmdMqsKvv7T73qmDlWEdMxhMyJWkXC1VPqDMKLmIVDu2b7mukQJdlpYu2NAfFKvYWV1bhmEYhmGYwYTF7E6ggUmUs333u9+tuvOp23x3l3Q9mKGLLJQPoitnIJEChmEYhhnxUGBae+OvANbR0aHKb7744osq4kg16+kqpHTxpeEIi9ndQHnS8pzqSGXcuJ6angzDMAzDDF/++Mc/qgHXNMCbzDuqoERRyq9//euYMGEChhssZhmGYRiGYYYo01yqSrK/293T3tbyZd7+9rerkprLly8flmJ25PabMwzDMAzDjEBEmZClAauPPvqouj979mwMR9iZZRiGYRiGGQKoFnd3Pe793C5B+dfyaiq7ukImXdiIau5TvXya5+Mf/7jKzg5HWMwyDMMwDMMcBNxwww1Yu3Zt9+NLL70Ul112Wb/zzpw5E9/73vdUvXfKzNL9L33pS5g8eTKGGyxmGYZhGIZhDoLM7A033LCDM7sz6MqfdGEkul199dXqMvf//ve/VZ52uMFilmEYhmEYZiigOIA+CMOV9EjM9r166J5A4pauvjkc4QFgDMMwDMMwIwTP8/CLX/wCjY2N6rHrurjnnnuwatUqHHfccRiOsDPLMAzDMAwzQkpzmaapLo5ANWXpsu9hGKpyXNdffz0WLFiA4QiLWYZhGIZhmBHEySefrG7kylK8YLhf4ZTFLMMwDMMwzFAwSKW5sJdt0lVODwaGtxRnGIZhGIZhRjTszDIMwzAMw4yQzOzBCDuzDMMwDMMwzLCFnVmGYRiGYZghQOg9l57d3+2OZNiZZRiGYRiGYYYt7MwyDMMwDMMMAUJoEINQBkuIke1Njuy9ZxiGYRiGYYY17MwyDMMwDMMMAVTJQBuMagYaVzNgGIZhGIZhmGEJO7MMwzAMwzBDgDZIzqzGzizDMAzDMAzDDE/YmWUYhmEYhhkCqOjAoNSZ1TCiGeG7zzAMwzAMwwxn2JllGIZhGIYZAriaweDAzizDMAzDMAwzbGFnlmEYhmEYZgjQxCBVMxBcZ5ZhGIZhGIZhhiXszDIMwzAMwwwBXGd2cODMLMMwDMMwDDNsYWeWYRiGYRhmCBAqM6sNSrsjGRazDMMwDMMwQ4CmC3UbjHZHMhwzYBiGYRiGYYYtLGYZhmEOIIziNiD0B6Flqf7XUICB9t3OrWle9zJ7g276EFqAg41w7w8Jsx9Zs7Yd7e3OMI0Z7P+b4JgBM9J59dVXsWHDBpxzzjlv9KYwIwDt0bshOtsgr752h+dksQi5cS3E1JkQuj7021ZoR/qpmyCNGDqOuRpmy3r4VRMg7VT/C4Q+qjbfATO/CUEekMd/hGTcXq+/ev3vYTkNCIUJP1aHbM1xcBOTYBa2IjCSSmDGndUQoYeYuxZ+YKGz4gR41tgd2kpsegzxcD3MCZUQyQpSp/DzLrQwBw0hWrEQcasFOorwRQXot9A0cgilBV+rRDxdgOta8P0YJLIwTB3V1ZsRBDocNw5p2Ah8A4WOBGKpglq+2BmHlBrMuINYqogwAPLFauimhyArIIM+XaGmDsStSCFSN6kfADlXPdUpNTSHJiqED9224QoDAhI2fKTcAqQkYdDn5ZDA5tCCD4Exug+pG7ADF5JmphOFfnpiO31gnaMjrQWYFNv5axNIYK2jY3NRYqwlMSPxxqratpyHFVtzOHRiGnFr6D8rbyT3/nstfvLzl1BZaeOXPzkNiYT5Rm8S8wbDmVkAr7zyCjZt2oSzzz4bI5FVq1Zh8eLFQyJms9ksnn32WTQ2NqK6uhpHH300MplMr3nCMFTbQwKbnjv++ONRUVEx6NvGDD5i/Urod96k7hfGTgAWntzree+bn4V8/TVoJ58B8/0f3X8rDnxYLz+MsGo0/MmH7nQ2a9OLMJtWq/vpp34He9tS+OnRaDvns/3Ob7jNsAsbABJJbhbBU38ADr86elJKCOlBalavZYSfR6bxAQRmGgmzCVIYaE6fjVCLwyw2qLZE6MIqbEZ6+6PIVxyOiob7EGomtPFjIUi4ZDsBIaEbPuzcfXAxFu3WsQgQQxpLoQV5xKwVSu0JXYPQo696w/Ah3VDdjxnNiNv5aL/RAknzKoXowLRpqg3TdGFZJC47UFFhQNNCdRO6RDGwYFgBkhXt0Myok8/wXEAKmHYkSANYiMWzMDQXYaUGJ2shcA1IqVOVd8A2or90/CI1Deg+EIRKyBahwZcmKrVIrEgIFGFha0iHV2Ki5iAmpPKPqQmaP9d1MtFpJtRAmwZPg9slZid1zV/CD0OsDy0YtoZm10d96MHaSX/lhtCGb2qoQIBmx8OM6CVGgzRBR3S08JQe3xXNxRDrsz6mpg1U2vvWMfrDe9djW5uD+ZPTeP9pE7unr2h2cNfqNZhbrWNK5cEp8hoao/dtR4eLYjEYVmKWLmdLt8FodyTDYpY+/CtW4IUXXhixYnbevHlKWA7FScOvf/1rzJkzBzU1NXjuuedw880347Of/SxmzZrVLWS/8Y1vqJMLErHPP/887rjjDnz5y19GfX39oG8jM7jIqlrIVAYo5GFMmr7j881Nvf7uL+zn/oX447crwdb5nm8irBjV73zu2EPhr30aoRmjERVqmuZFP5z94dujkE/Phd2yDHJLO+A+C7PmUBgJH7HO12E525CtOAp603oYW1YiSNTCmFoNI9cQKaGqSgjDgOk3wTHHK/dUqTLPhzQ05ZRazia1LnJjke0AEgklbIXvdHctWk4TavN3wjOqYSX9yOWsGwXZmYV0HIDEJc3rFSHJl02MRkzLdzuWqh2hQclCw1Tz5b0auG4MFZXb1aKhZiHnZWDrOejCgSYChFKDboaqzaidEHaK4gmA5+pw8zrsdBQ1kKRd066So75rwNUqEJLwDMLeoTdTRxBIpAwBL5BIm0KJTkONAJdwfalcUjpQeRLFCPBYgwfHC3HUaAspPVDOrOuHiFka3EBCdv3Q50MNrUJDUgSoEBIbO4rqykleECLrBHjZE5iflv06uI56YQBbF5jQ5cqSx90mo5/ROEJUiV3HKhY3ush6EtuLIc4YvwsbeACUNlF034t4cmMeHW6I9jyJ2YPTBLj80llIJkxMmVyB6up9O47MwcGwEbMvvviicvNIeL388stob2/H4YcfjkMOOQRbtmzBM888o4TQkUceiQkTJvRa1vd95fSRQKqsrMQRRxyBUaNGdQtZanv79u1KWBEkoognnnhC/Y3FYqpNchH7ltRoaWnB448/rtYxc+ZMGIaBlStX4vzzzx/Q+sv3bcGCBUpUd3Z2Yu7cuZg9e3avdeXzebUu2tba2lqccMIJSCQS+3yMisWickz7HjOan9xRWhcdk3g83v38Sy+9pPaTjg1t97hx43b7GtbV1eFb3/oWLKvHqfriF7+Iu+66q1vMPvXUU2rbf/CDH6j5aXu/8IUv4A9/+AM+8YlP7HYdzAFOpgr+Z34C4XuwZh4CbN3a62nz+hsQPvkgjOkz0V8/ssznEL78PLQ5h0FkKns9p917K8TqpQguejcwbkrv5aibnbBikJHt2C9hshptZ3wSkCEqHviucvwK008qm8EHtLKvTaGho/5s6PY8VC79DrTKFCoKT0HP57vTprFtz0HvaCK1A2OCDi1OQjUD2dEJT6+F4bYi5ryMZPExiJqqSFgWikDMVvdtdCJIj4EmcoDrQRouOu1FgBkg7b4MzTKBYkFJGstrggwrIJQoFurEgVxZYUSfOTqkWiwFQe5ntAM9uxIGkIJc3xZ4noF2WY9Mxbbul8AL6btGgxvGkTCcSJ2qFkjKOvClDTvpdb9swhBIZArItaWgxQyEZgIpc3v0Ots+dNmCbfmxSBqy9+U9bQMdoQ0IHZVSoq3oIZA+EiTuNYkONzqyCS1EhQiQM0ykYiEq4ha8eAKVoQMz9LDRCdHm+Ci6ASYnJHKexCpXIJOgfdORhgOS4XSMHT9Qr1cuFMh6ITa2OaiwddSnTSzLR3LRjEU7ltZC1HT16scQgnzZAALNOY8sblTtwnGttKh9icqd2b97wLVnT8LKrphBObNqbbzYUMSsmt49AgcT8biBt14yE8MRvmjCCB8Atnz5ctx22234+te/jtbWVjQ3NyuRc+ONNyonjwTZ5s2b8elPf1qJxhIk0mja/fffD13XsXbtWnzyk59UOVGChBWJNHqOhCbdaBrdSo/Jvbj99tvxpS99SYmrEg0NDUpgLVmyBJ7n4fe//z1+8pOf4OGHHx7w+kv79pe//AX/93//p/aro6MDX/nKV5RwLRfN119/PR577DHVzqOPPqoe0/R9PUYUM6D2StD6/+d//ke1Rfu7Zs0afP7zn1cClyDR/7Of/Qyu66KtrU0JTxLhu2P06NG9hCwdV2ozmUx2T6MIAol4ErIEnTycdNJJ6hiX1s8MD7zG7SgsXbHjE7E4kO7fMdLGjEVs6ZMw//gDaPfdvsPz/k+/Cf9HX0Pw9U8BLY3RRPpMblwD/f6/QluzDPqjd++wnDvvRHRe9Xl0XPNVyEQG2h2/gfHdT0JsXNXvdgjfhdGyXokYvW2zmpZe+heMfuJzyCz/E7Qwj8rco0gWXlbPBdUT0HbO56HPngVdRk5uSZ4VahZEbqg0IM3ohFCYJsKaCbDQBt0SiMvNsIJGIF9ASLlSclOzOTWvjgJ004Ggz45pINjUhKS3HJnYeohMBmGXUO058F7kdsYqIqM3dCHdPKRHDm0KwrQRhkKJznLoMTnSsnIc8vq06PUoG8BlaXkIBDBFAUGoIyRXNAyUnMvnkjsew67/6K8vk5AwUfTT3ev1Qx0CHvKui4DCrl1PqMhA2cZFLiygSR9ByUkGUJ/RoKdtFIWOqnQCmZQNS9eQM2JYG8ZUvMLQNaTipnJMm7Mucm6gXFjp+ViRB15vKSghGzc02EKi1giwsrmIh9fn8Y8VndhUCNHqC7T4AhWhizHCRb0aGBdBDu403UG2tQPPNzp4cLMDfxcjxI4dbeGciTaOHLXzbnHH7/mN2RWVSRNHTq9ErE9e9tjxCXzpvLk4cmyP0bEz1rW5aMxF36uhlNjQ4qDg9ax/4/YCfvvwJry2sXNA28QwbxTDxpklCoWCEmrkFBIkpEg4/vCHP1Sik2hqalLT3v72t6vHf/zjH9X8n/rUp7rbIVeSBN53v/tdTJ48WbmCuVwOF1xwQa/1lbuXF154Ia699lol2hYtWqSmkQAdP348Pve5zynRddFFFymBWc7u1l/uun7ta1/r3jdyeP/1r38p95X485//rPbxhhtuUGL20ksvxWc+8xk1/YMf/OA+HaO+3HLLLQiCQAlg245cLHJ8S5Cgft/73oejjjpKPSaRWS6qd8ett96qtnP16tWoqqrClVde2f0cOcjTpkU/pOUimNZB291f1IBOJOhWgpyWcheZGXr8ljasvOhdCDuzGPflT6HqwrOi12bp89Dv+j3k/OOAd9FgqR6k70OQMHWL0YRiJOZ6zROEMOIGYsVmyG9dD/9/fwz9jt9Ae/FJyOo6wCkipLb7IRgzNbrT0Qr98XvVXeOu38KcUI/iCZeqPG33eswY3Pp5sLe+CrN5Lax1zyC+5VnqY4bdvAyyOB1xdw2ZrShakxDoFQhTNYC5COH6B+DGx8N0m+HGxyGM1QCjRyE0M2irvQCVxSdhBS0IhY1gbQOssTbgR5UDXHs02tOnIhG8AC0sQDNsmEELhNMKLUHWrgEtcKCRYBaRIOo058KINyPuroaQIUQsphxjyvDCd9WgKhLIFAkQyUr1pa9pkeAKJbmO5E4CIYlfcnkBpKqLMN1tiMV6IhaWnle3ErbeAS8kAdkOEU9DCjMSxOSRhDq80IQvqyGtENIg4Qo4QQIGcgikhXYvgfpk9L2yqS0D24ijySGRC6RCB2mDnFMBYRrwwwC6qaO5660xLkVpBAHHDZHzuk4bpIQMAhS61K+uZHGIhFBbBN80oYUCrZ1FNHcUQdHhcVVxTKpNYWVDJ5o6iipCMD0RtWdoQJUBtISU1I0GXK1xAhxWYyJtakpkb3aAhE6iNlpGjwzx6O3rS7S5IerimooyEPSXYhM74/7lbXhsVQcWTEjiosNrsL8JQ4lfPrARaxvzOO2I0VielSqyfOXcCixe04Gn1nZiVMrEtadE37O3PbUNqxvyWLopi2++/ZD9vj0jEXor9OqJ2I/tjmSGlZidOHFit0gjxo4dC8dxukVaaRp1w5c7fSRYSaCV8mEkvMihJKeSusl3BrmX1J1OgpDEHQnMjRs3dotZclcvvvji7ugBuY7HHHNML5dyoOvvu2/0+Mknn+x+TF3vFF0gIUvQ35NPPhn//Oc/9/kY9YWyrCTMS0KWKDmlpfskhqkdEvN0XMqf3x00mMs0TSU4169frxzk0gAv2ta+QrQUpaDn+uNvf/ubcs5LTJkyRQlx5o0jJIcxFwkfr6HnvaY9dg9Ewybg/r+ieOpb0PaNryNZY8Fa+wrc5g6I910P8d9fhNi0GuGiU3Zo1/zQJyFu/Rmw7BkKZaqb2LhGWXV6ZRzuB74L2dkB8cxDkIcdDcT6cafSlQiPOAlizTLE29ZDL2xS0YPCWe/tNZu0o2U1Nw+sXoGgvQgtbSM762wEZj2SzlL4WgaBVuZKFpqUg6gHBTRN/YCaVLP2RhrGBM1rQSK7FKEZR96ciuBfj8PyG+Abk6GPzkDGUuioOhWBUY3O0aepZW13I6pz/1G5V/r+kIGEqKuFpO8cEln0wyiK0Px85GYmurZFhtHQ/s5OJfK0pA7NJgeX2qHvnJK46nERNcrkwoQMQ9DXTCLRuYN7q5qWZPwacEIauEki2Ydl5OFQvIG2h9YtQviyCpIysbaObAEwTU3tg6ZRxEpDyix0t1mbKsAJEwgLUsV9kyJErKsXLAEPMmYir9EAqijW0JSV2NQRoDEXoi5pqqwxLVfp5SBDDaGwkBASBdfFBldAiwEVBlBwo67+bWXmJ4liciUJcohnj4qhJqEjaWrI2BoOsyQafQ2Pb4hOmE3Nx1F1FjY5wLpilONdWGGgKqahxhbQu1TFA5sd5HyJ6RkdR4waWJf/6qZir7/7m46Cj5c3RC7ris1ZoCKpXk/a+85i5MJ3Or56ncgUmFmfUGJ2Zv2OzjvDHEgMKzFbLq4IEpHl3dalaSQ8y7vM0+m0upWgEfIkMHdVl+3BBx/ETTfdpMRpqXucBBg5qCUok9p3lH3fkfkDXX9/+1a+HySoywUpQY8pTrCvx6gvFI0gx3RnfPSjH1URBMq70j6QQ3v55Zf32sddUV414fvf/z5+8YtfdItPEvflx5goPd7ZiQcJ7/POO6/78Uivt3cgYI2vx6Qf/R+c9RtRfVlPj0d47BkQTVuVM7vtpz9F8eGHUT2vSl29xkoYcF56DvLYUyAn7jg4jBCpNOInLEC8qgmF+oXwq0YhuOpapJ75PWzZDu+xXyD31AqI5gaEy15AcM31Xf3nAdA1op8UV3DV/1PxBHnb1yG3rII/eV6v9WjtTdCeXwzfCFBozEK23ImOo0+EXHCeKtVFtG8ZheSr9yA9pQPu1CPg1hwCeJFAE2GPGMlVH4mKxgdU1EA3PMT8KLbgJPKwplNb9FkM0F5xKnyjGghcGIXt8JNj1ICuADa0igykD4hEVE9SWpSnpUaKMLUmBJqN0EoqDRvJKx2aarcLcmgtA3CyahulXbFj6TMa6OY7anP8eDX8MAbTcKHpwQ6uj+zKy6rXVNL3CQnKrrFcUqcwghpMpsGDrrmo1Hx0FFNIJ3xVXIsIZAyB1KHToCmpwQs0TKwIo89vUQeKkeKkPGqHtJE2QkxIhtiYE2owVt4LUJMwVVd/Ej6SCPBsp4CvdGlUTSFtGxS9xQZHYkZKYKLtoxkGpo5Jqyxtgp73PBxfq2OTbaI2RqJYoD7VEwNoCC100qAx20HeocF1OlbkBdJ6T7mvF7MaBDRUU662K0LldcUNynrtdwrFJx7d6iJTk0AqpuOoSTspBbePUDTh9MNqsLaxgIsWjkJBaEiYAtVxHefOq8KYChPTamPd36HnLxqNU+fVIGmPrNJfgwlfAWxwGFZidm8gsUld030jBOX0J35oUNIVV1yBc889t5fALYcEX18x2ffxQNY/EKjaQN+ufHJXqSrA/oa2mbr0dwY5v//93/+t7q9bt07lZyk2cd111+3xuijiQe51CXJ6KWpQDrnYJMjLB82VQycZdBuuFDc3oOGv96P2zOORnNV74NJwJn3i0epWDrml/mFHq89c5tln0Xr3P1HQ0khYPvzqOugXXrHbdmOrn4QWFGG3rwJJRzl5FsTaOqCxHaLYqcSGgqoRuA6MH/4v0LgZwbs+jgpvCczcZrTNfju8ymnIXvEZVbarW+gSngt98yoYyRAiaSJc1aYmB/FKwEwj84uPRm7n1KgrNp5fisSyZSjUHw1xzDvQvupR+FY1Ei3PwknNgOlsh5AB8qnZ0NvbIJNSVSswJ6ZUt7gqn0XuWL4YDSB65TewOjcgX38snPrDUEQ9kto6CAuQFKeh97pTQBAI6E4BFjaq7Gz3PiSrgXy0zaDpVLtVfT7oe05GA7ToGPlFSBKvVgKhHoNmWkroqpyt1wItXqPKcFG+VnQ5uLSsH9oIhY6Y1oJiUAlfJtRYsKi6FhVwD0ByNghNxIzIBfSo98beDqmbKPgWwkDCkRpiRiRmPWnANkoFtpRlDFcKFRUoGhZihlTd/q46EfdV/IC67EenoxPc0PfRGYZIxwK0Fnqy9bZhIKEJlf3fFmpIC4FC0UcqFkPc1LE972G972OcJTE5baCrwlgvLEFr0zG3PoWEX8Tygq4c3kxCYlE6RIcPrChEC+YCiaQeHYdTx9poKoaYlNq9EOx0JRoLIXTbxNzRccysGbzvs4uOGtPvdBKsJ03fMcueih30MoE5CDjo36XHHXcc7rvvPpx22mndbiN9sS1dulSN+i91Y/d1A8m5LMUCSpUC+oosGsX/yCOPqLapq53aoNH45RUGBrL+gUAVEB566CGcccYZSthRlzt19dP0/Q250Q888IDa5lQq1S1aSWiSq/vaa6/h0EOjWp3kMFOpLRoktjtogBpVfCjFMug4UKSB2ihx7LHHqooHVEWBIhOUlaX9JPe3FLE42Fj+kW+g7ckl2Prne3HME7dgpFB9wQUoHn64Elr+HoxGzc85A/GVj6Aw89Tuadmjr4a56knkbv4TwvYcrEuuAN50AdDeArFlnZpHX/Y87FFr1f1Y82tKzEZPlH0NBj7Sf7gBetsWGEfUK0fSvmAOctYsyAUnwFz7ErSuLK9MpiE0Es9dAiz0IKw0ClULUUUXPyhug9e5HCIoQGbziDc+pjKt0jYhKjOQmgGxvTlqy/FQGbsHYcujQDGalsi9guTmaACdzGQgbAvStFSGlNxEX89AR9fAHHXRga7BU05OrYfwtAqImAZDc6IqDIELT1TDFiEkCX/VuISeiJxUUD1XFTcQCAI6LvTKRG3R12HRTyFAApZGtWMDJEQb8n7PCTWlS6MuahKSPZlnK+YjCIXaDhNt2OpFsaRaEXXdxwwPeZ8GP0XHsq2ooz0koQtU6QbSIkTOFSgEBkanDGxuzSIRs7q7wzXDUH5vBj5MGap6sxRN1enqSAKoSdoo+iEKToAXtuZh6AVMqCQhrKEQAquKGhrdEGnpq7JehmVgtCmRNoBRwkdGRFncLZ6mhPPSlS1oSWq48NAqJCyBBlfCk0Cm7CuK6sgOtJYsVVCg+IOhCUwrb4Q56KCTsMHIzGojvEfyoBez5K5S9pUGZpH4pC8+Gr1P5alKYpKE2e9+9zs1Kp8EJ5WhOuuss9TgLcp00uAiqpHa1wW95JJLVI1Uqg4wY8YMJfJI/JWL4IGsfyC89a1vVRldGkhGpbZIGFJbNBBsf/O2t71N7TdtM5X2osFxFHMoxQruvPNOdWwom0rPUUZ4IK4sbfOvfvUrTJ06VYl/EvR0rMoHzVEe+cQTT1TrIqFOIppOEnY2WO1gwK6PMs52ff/O88EMjdAv/7wMBGfqsepWTpioRG5TEcHWqEfBfeUVWGe9FRhVj+CcKyG2bkDwpkuQa3sORnYz8mP7HyQm3CK01q1KFQYyDl0U4U9fBDnmSPW8N20BiovOVpnU4IjjYDXcA0/LoBCbAXf0fJQ6h0M9OqEN9ThccyJSubXd1Q3cxATkx75J1dqtbP5jNDGIuvJ1P4vCuDmw8luhpzTIXC7yU0ms2ja0BGUcJURHOwy/FUhTrEmDzHbAj9UgGzscFcFrXVEDgVYcjbjRioy9MdoemUQuOw6WtwrQLSVuUaqGoKIIcQSORD6YiFxzDSw7j6qqhu7jY+lFFPy4qmqgjpcSupGgpEFmxWIGVrwIk3K8IlQam6IEpghQdGIwEaDT74kjNeZrUB3LwwsSKqKQ86OfJIcyFVTyimLAZqhcWxKrTlGqNZKQpfhBruiiTveQN5PK4dappJpJg9pIEEpUaVJlhWn7YiJESjpKIFMd20l2iGIsgXXtUSSEKh2saPdQUxGDKQVaPOCoTCTM6Rpor+aFKt21rSGHhuY8GpqB+WMTGF0VQ3vXlc02u8C0+J69n6kO7pMNnjoRmZahLPGwKTLEMAcMQu7pL8kbBAkh6mYnp7MEiSHKpJKTWD5QikpGlQZplaB6slQWiwYXUdc25WDL2bp1q2qPhNP8+fNVxQESnXSjZUjULVu2TOVUy+u/0vzUTU5O7vTp01Vt2tdff11VHRjo+vvbNxLAtD3kxJYgl5KEY6nO7MKFC5Uo3NdjRPtIrjOVwCpBbwsS57Qd1L1P+1++LqpEQG4sZXTpZGBXGdtyaNtpm2j9dAyonm7f2r2l7SZBTZEH2s9dDdTbGRSVKK9ycKASej46X1yO1Nxp0GnEehn0I0wxFXp/DpOP6oAYjP0K21rhffL9qqyV8fEboB+6cK/aMV9/Rl3goHjkuaqMGF22dY/3KXBhFbfCjdVDc7OoWfIjiMBD5+QzURh7TOSSyhCJTVFJPKd2Dmo33qJEYkfdm1VeNll8Fa6sgmuMgRcfi7hcj0rtFUjq9u9oQVEfi1z6cISIwZfp7uHMJlqRwFoUMB4u6mBqWdQkXlPisuBVorU4GzFsUblaHxnUJl9TotSRGcS0VuS90Wh3uio/QCKdbkEqnYbrboNpOmhvG41iMYlEsh2aTSHdqIqB0xmD59jKYqeLJwh1UQUdORGDrgewHZKfkXtcNG21jB160KkbmyouWAbafVsJWOH78Ml9Ni2kLYG0Fag8cItjwKDIhuOhQxrK2a3VfCVs6YIYhqSBZ0CzNFUN2AotgEtl0TRdrYvWn/elGvCVtnTU1o3G4nUN6nGlFuKhzQ4ySQvxmIlaU2IuRUK6WJkX2OIK2K6DR15sUN3y7zl2NCxTw4tZgXwAzEtKVO1hQoDW/a+NDjo9iYW1JmbQSLV9gL8z9hyKqe0sxra/+eLtL2PD9h0rtewrE2uT+MKlh2GkMmzE7IEIdfVTRnbMmCiDRNUJqO4sldOiAVHMG8twEbO7gn+YDo7XSgR0kQEqUbXzknGan4Pmd8KP9Z9pJChWQPVqjSALT6+iKxMMfPtAg6/IsdxVd2RZbnWH/aKYVQgpy04+hYSm+wgDyjjsB0dRE8qFFmVbQ49U1YU+v1Tk+u5Lb21/rxd199NdXdcQLyuzVYLKeVF8ob8e3X6u8TFgqDYtxRio5Ne+wt8Zew6L2eHPQR8zGEzoS4NqxZLDSIX/yfEkh7J8ZP1IgiockKDvDxL4FC9gmJGI1Hfv7oZGUt12RQByYGlA1Z7XUZYD+rrflRqjPGwfsSUFQn8/DlYqE7KlraFSXH2FLDEYl6LfXRf/ri7ctS+RRcrKpgdjh5gDjujK0Vxndn/DYnYfoIFYdKUuErGl7n3KwfbXbT4SoEjAzuIAfcuDMQzDMAzD7A9YzO4jJNL65nNHKmeeeeYbvQkMwzAMc8BClQwGpZqBNrKd/ZFpITIMwzAMwzAHBezMMgzDMAzDDAFCF+oqYIPR7kiGnVmGYRiGYRhm2MLOLMMwDMMwzBDAVwAbHNiZZRiGYRiGYYYt7MwyDMMwDMMMAVRjdjAqDwiuZsAwDMMwDMMwwxN2ZhmGYRiGYYYAMlAHpc6swIiGxSzDMAzDMMwQIDRN3Qaj3ZHMyN57hmEYhmEYZljDzizDMAzDMMxQXc52EC5woI3wnAE7swzDMAzDMMywhZ1ZhmEYhmGYIYBLcw0O7MwyDMMwDMMwwxZ2ZhmGYRiGYYYqMzsYpbk0zswyDMMwDMMwzLCEnVmGYRiGYZghQAzSRRPEyDZmOTPLMAzDMAzDDF/YmWUYhmEYhhkCNCHUbTDa3VPa2tqwevVqCCEwdepUVFZWYrjCYpZhGIZhGGYE8dOf/hSvvPIKJk2aBM/zsGLFClx11VU466yzMBxhMcswDMMwDDOCqhnMnj0bH/jAB6Drunr88MMP42c/+xnmz5+PMWPGYLjBdWYZhmEYhmFGEKeeemq3kCUWLVoEKSU2bdqE4Qg7swzDMAzDMEMAZVt1bfAys4VCQYnSEqZpqtvuePHFF1V2duLEiRiOsJhlGIZhGIY5CLjhhhuwdu3a7seXXnopLrvssl0u09DQgJtuuglnnnkm6urqMBxhMcswDMMwDHMQZGZvuOGGHZzZXdHc3Iwvf/nLmDVrFq6++moMV1jMMgzDMAzDHATE4/EBz9vS0qLE74QJE/Cxj30MhjF8JeHw3XKGYRiGYZjhdgWwQagzK/awyZKQHT9+PK6//vphLWSJ4b31DMMwDMMwzIDxfR9f+tKXkMvlcMQRR+Dxxx/vfm7mzJkYO3YshhssZhmGYRiGYYbqCmCDWM1gIARBgBkzZqj7r7/+eq/namtrWcwyDMMwDMMwBy62beNDH/oQDibYmWUYhmEYhhkCxCBVMxCD0OZwgq8AxjAMwzAMwwxb2JllGOaNx3UAy36jt4IZhlBJzUEYHM4wgwIZqNog2IjaCP8MsJhl0NTUhPb2dkyfPp2PxghHui78W38NITToV74Hwtj9ZRD3Fe3Ru6HfeRPCeUciePen9r1Bz0Hqxb9C6jZy898CaD3XHx9qzMJWVG25A75ZiZbxlwFadDzNxpWQEPDryj5zMgDEjttqeVtg+tvhmmPg6aNgLXkAIvDgHHFW96+ihe3UAFyMGtB2paxNMLVOGFoRQki0FmbAC5OIG00w9RwcvwpOUEmdlxDCh8RijKpzkMtWI5ergmH7CDwDwgpg2S6kH8DR64BQAlmHFgMMHQhCQAthGC58zwaC3tuhWR6QiCEMDcisi6wWgy90pP089DDA49tcbC+GOG1aCmlTAI4P2AZkILHJEegMNHR6IeioHhLzkejnpQ6lxPrOAElToC6+4wy+BBocoMIAkgN8qwQSWFMQMAQwOSZ3KaY9GXWB6iNcbDBll7MdhLMvbYSf0bGYBdDY2IiOjo4RK+aeeOIJLF68GF//+tcHdT2bNm1Ste36QvXt5syZ02taZ2cnNm/ejEwmMyxHVu6KoOhCM3UI/Y0TWTsjfPYJhPfdpe6LWXOhH33ioK9TLF/S9ffFnu1YsRTB/XdBP/kMaPMWQP/P7fD+dRfECadDXPj2XbZnb3gOsTVPqfvumFnwxs6LnN9sO1Dd+1KNVsvrEDKAU9P7/UfIINjhNUq8ejesVU/DL5rwpiyAc/R5/W6DlmtBxcM/gggdiKkZWEEBhtuCwKyAvek5pBb/GaI6jY75b4Mz6lCkmh5BqvVZ5CqPQGfdqT3b521BTfa+aHuKQGvHbMQfukU9NlMOsrPfAhMtqMGTalozjoGLOsSxHhZakMV0lc/zwhR0UURNYik04UMTvVUlTXeDNGJGO+jaQckqD2HYhHwhAztWJEkGOhSZihYk0x0oBikEoYF8MAZF6LDsDliyA65WqVRbLJNXgrYYVCvb1EcciGmAHyDMusgZMWgyRGXChwc7UnvpGMxAg+8LFPU49GIeo0dVYLKpIZaUyIeA1HQkbV3Zsa4HdBQ8OH4I2sKXPIFjKnYUlivbA7zY7Cl9fc5EGykzOgHoDDV4nUWsdw1sKgQwhcSxmd7L56SGkDZN0P89NLjAFjeascKQqN7JOR8tvzG01O5N0YogPc4wzP6HxSyAxx57DC+88AK++tWvYiQyatSoIRHydIxfeumlXtNWrVqF6upqfO973+ue9s9//hO33norxo0bp64ZTXXvqKhzLBbDcKdt8Ut4+apPwhpTiyPu+QXMitSgrk96PrJPv4D47Bkwaqp2O7+YNhNIZVSfVVgzBhved71y2yZ85wswKit6zRt6HpyVaxCbMQ3C3PuvkuDcqwA7hvDQY7qn+b/7KeS61QhXLoP9/d/Cv+MWeG1F4LZbYJ33NojAh3bXzYAVQ3julZD5PPzf/BBIpKBdcjFCKwGpm/DsWqx978cQvL4MU+bEYF71XoQnnYvExodhta6E3b5Gra91ztXwUhOQeeSnEGGAjUs15O+5D6n3vg/JK67o3q74svsRNudg5DwYm1fDnXM8ZHrH40rOq54ltxRwvYkIU6NR+fLvIIQLQcJofC30OZNQJZ9HYzANsdxq5WTG/dXQtuVRyMyDm5jUS1hLTYNMVUKbUA1RYcOuboMfrEeg97yHBAIIOKjAS0q8xfQW6IkEQqmh4NVCd7YDfhFStyASFd3d9JoIYevtZW8EAc0QSKU7d9g3kqY67YMWKIdUtQEdMT0LUzoIEhpMw0cgDSAsqTeh1kP7kNNMOLqlpibDIqBFbQghEDMkbD1QbqmnJVAdGPCCAKvbIvEd1wWSZPBKIG6EGJMUWF/abAE8m9OhhSEWpGW3E9qlXZVI7QwEVhQFKkyBwLJQ5fioSCeQlUUUHXptgDYfsGhZIfC6Y6hp9VaIbKghAx+j9ABpXUCnvRa7dnMdqRpSgtiHgKlOFSI2d3p4pdHBnFobEysGvweEGRmXsx2pDBsxu23bNuTzeUyZMkUJHOoWp/uWZSEMQ2zYsEH9nThxYr9XsiDndcuWLaisrMTo0aPVFydBTiG1R22//PLLahpd2o3YuHGj+ksiitzBVKp/4UHrpiLEdCUNchTpWsckwAay/r77Ri4xtUFt9Sfe6Pnt27erWnB1dXX75RjRttI29SWbzSo3ldZFt3IKhYJyTkvHRhtACOiCCy5QtxJUsPn9738/Tj755O5pK1euxM0334z/+Z//wcKFC9Vx+/SnP40///nPuOaaazDcaVv8MsKii+K6LSis2wzz8FmDur6t3/gRWm77B6wJYzHz7sjR2xXamHGwfnKL+iFv//fDyD39gpqefeIZVJ57eq95N37iS+h88HFUnHESJl1wFOS4KZDTdnQ4d8u4KQiu+Xjv7ZhzOIJ1q6HNna8eGzNnwX3mJehTpwKeB/z7L9Cf+Ld6Lmk1o7hiPdxnlqvHYkIlilOPBioqUFy2FLlnIue3vUnDqM1roReakV4XLUvSQn0SNRP2mqdhtkaf+So3hzy5f08+jtQlF0Ka0SUiC4ecBmvpY5DF7QjGTINMpPvdJXf8YXC2LlDHsXPelUhtuB8xpzV6sqYSsq462lYBGG4jOmtPRJX7JHQhEfe2wNq6AU3TPgjXHItcWxXimxbDrZ6OYMYoWPO7eiq8AtLZ59FRcRyk4wBN25GoiaMi7iFADDqKSpBKJwfhFWEZvhKyisCF74YwLE1tg7qUO/2lSIZu9xtGVWJUUre8DV9G300powleGIepkRMrlCgmDasOKXwYIgs3TKDdMRFKgQ7HgxPoqLddpEyBMIxB0GrK+uDVMaG/uoSle9iW7RGA7Y7EqtYAaVNDVUxD3NRRlzSwpZMErlQjusNQohAWkeoSmRPTBlo0G4aho0UjQesjLwXqrJ52x1khMqbEVgdYUdCgQWJ8DOikWAOJaMNSG7ai3cVvnt2MmKnhPceNRsrWd5lVrBQBQnK1IRGnHVWxA6Haf2R9Hs2FAI05H1cfRpGOndPmhFjT6WNSykANOdwMwwxPMfvwww+rrnBd15UQI8HneR4++MEP4pZbboFpmkq8JRIJfPGLX+wWniTeSBw99NBDSiC2trYqQUnXISaBtnbtWixbtkyJpr///e9qmZLg+sc//qH+kkAkYXvRRRfhkksu6d6mYrGIb3zjG1izZo0SdCSMSTxSBvU73/nOgNZf2renn34ayWQSruvCcRy1zs985jOqPYL29Uc/+hGWLFmi2iGRuWDBAlx77bVq3/flGPWNGZS2+YEHHlD7RaJz1qxZ+PCHP6xEK83785//XIlpKaWa/yMf+Uj3ScCeOOK07CmnnNLrdZ40aZISsgTFDN785jcrt/bqq6/udRIwHBl3zYUobtyK2PjRyAyykCWCbK7rb169VgM5fqLrRCd1zBFIzJ+rBEzqmEXdz4erX0fw4L1wV65WjzPtq6Hf+RqkbsD/wi8jZ3dP8D2gdTswqr57knHV+6BfdCVEIhlt/3Vfh+V5EKYJ94brIdYugzEqDb0mA7ttNbS4i1wqCSTTyDQ+DQMJaB0m4r6JxjNORrBuLerPqoM+vQ55OwMvNRZGrhGdk8+Enx4Pr2Iy9A4HnS81Rep24bFIh3UYNyuEduen0XnM22EXN0JHKzou/DRCu6Jb6Bm5bYhvXQynbj5QX49EyzNIbn8S+RkLkB11kpqnMPpImB0bIclJrqqHmxyPysJTgOPCalsGq5ZEZZe48smFNaH5WYRGCnpnY7Sejk0I9bgSnEKGgGVCagYCGYNcvorOmGE1NEE7Yj5ChGgTRyPlr4QZRNEeLcgigAZd+YRUyofUXslZ1SASGUDv+UlQWrb8fSG6hKZ04YWRyLP1fNdhiOYMA4A2LfA0ODkbQSyGADoCGQkwTdDfEG4QaeZ8oGFrJ1AbF6iIRdvih1K1Y3X1yVfH6MQ62oaMrSNjkOg24EsJPySxqKMyoSPn+krcqqL0Pm2EG62TRGXcgE/7SNENPUBGl5isuUgmU2hrb0dOSkghlCBW+0EmRtfrQUsZoQ9XM7ClKYeCF6rbplYHr7ZSzEHi/JlpVMZ2tGhJ6NaK6FgRnVLD5tACzTk+E4nZCZndu7LPNrlocSS25kOcO3H491CNZKIBYIORmcWIZtiIWYKczZJjR04oOXYkJj/72c/i0EMPVULw4x//uBJhb3nLW9Qy99xzj3JcSQiSMCLx9NOf/hS/+tWv1PJ0Kbd169apLvDPfe5zvdZ3+OGHd98nV/N///d/MX/+fEybNk1Nu+uuu5RT+oMf/EAJVNo+arPcxdzd+kuQy/nJT34SixYtUqKDxDC5kbS/xN13362u1EHd8dQ+CWbaHppe2te9PUZ9IRH/yCOP4Ctf+QomT57cLTypPXJ5f//73+OKK67AWWed1b3Otra2PX49SeDT8adjV4Jei5KAL0GPySUmx7uvQ0yQYKdbCRJs8XjkpL2RtPzlH9j+2z+j5h2XouaKi9Q0syqDQ77zySHbhrGf+QgS8+chuejwPT4RMKorMfXmH+8w3f/1DyE3rMGYcbXIn/0OpMcawOP/AOIJoOvEak/Qf/ZFaGuXIzj9UoRn93Tpl4Rs9+OutmVzI6Qvka+dButjn4P91I3QU82If+MLkFYC4t9fgyw4QNKE5hUx8dvfhHbHj2FtfRH64/cCDU1oOe/aHQZchdubERYj4aFVV2Hiwk1Ae+RkZl67HXoyOn7xhueQm3Ra93LpVXfC6lgPu2U5cMhxiLe+BE16SDY/jXzFAoRWGkFyNDrmXonadTdCdDbDjY2Bt6EVerEN3uyTYSFyhD2tAnq2GQYkMg33oW3cxXDqD4XpbkNQPQmW3whRXaUiCaJ6DMxYArWF5+CbGejogLSi931o1aDKfUb1x4eC5JhAQdYh0bUecqK1QhOkGUNoZZRK7X57dAk6KaNpISUKNEqbkPMq1S1utFJwAE6Q7jZw/ZCmaDCtKBLgWwK+Cxh2iJhOolNAtyjOAFTZ1G6AtkKIsWkDhpCk4eFJDa4fIBm4kIal3rN0o2WcrkhDqJtqG51Ag3Rc0CtWlDQ2LETCjF5PEu2e0JE14iqbi4KndoJaqE5YmKEX0AETxYKHJk8HJWpzUsd4kwavSXi6iVZoSBsuUprENNNHk+fjpAlxaPkEYoaGRMxAQy56f6xr8zB/zO4z8I4S9RQGAY4cn8Qx4+KwBjAyrNLS0OIEqFT5B4ZhhrWYJeev5NiR83jIIYcoF5JEGkFCixxEci1L3H///TjssMOUs0oikSCB9sc//lFd0o2W3xkkPLdu3aqEGs1L2VISlCUxS9czPv3007vFGLmYxx9/fK/Lww10/eS2kpAl6MubRPOdd97Z3Q6JS1pXSczRtpx22mlqerko3Ztj1Jf//Oc/OOOMM7qFLHHiib0HApFbW4L2e08HaZEjTre3ve1tO7TbN86RTkdduSRo+xOzf/vb33D77bf3Er8k4N9otv/+drgbt2D7zbd3i9mhRs+kUHNF/ycte4uYOVuJ2djCw5H+r3eraf6CoyBrRgP2np9EiC3rev3tRoaIL3tAic7C7DO6qxKY19+AcMkz0E86DbDi6Di595VsWs/5POzn70Ns6f0oTj8ehb/fieCWf8CtslEzqxrW688if5YH9KnUIOcugjG+CiL0ELO3AE1dXfIkNjIpuAnKnLbCqZndazk/NU6JWS81HpQEdc166PkmlTWOtyxBbkzkzirxTMKqy+VsnXoVUn/5Jqzlv0X75dfDSmThGGNR1fInmF4rYrk1iLc+j3TbkxDjR8Ns2Yq4u7pbdEovD+EXIewUjEPGoa3jRBTTs5RwTWMzDDRF65ICLfqJSATLepzW0APiFYBmqGiAeiLfARlLRwlPtwgYCeX+kpCNIgYaQN3mITmqNd1urGpOCmzJRc76+NQW9UwmQb0BeWT9WqSsUm5WIO+FcIIQo+LNmFZloKDaAnKehoKvq7yqoWsoBDQvyXqBUHqoipnQNYGi56OWsrkadd4DoWHCkhJeGHafsJGszuu2moecYUqslsg7HhptA23085dzVcyBlpWawGrEoEoUSImCFyDrA50QaMx60CwTNekEzp+vwybxHUrMrLZQ9EPMqIkywLujWvgoSIEcDGyRFqZojpq+LR/g2SYPdXENR9ft2NaiUSYOqTKQpG1jhjX0Hh2MygNimPdajigxWxI1JajbvL9p1L1eniMlAUfuYTmzZ89Wuc+d5WApOkAuKDmZJBzp8m8kassdSHJHx4wZ02s5elwuZge6fnJty6FlKG5Qghzg+vqebliCBCRN39dj1Bdqc1eRgfe85z34xS9+oUTvvHnzcNRRR3UL8YHy4IMPKmFKQr8cEuB0zMspHYf+stAExT/OO++8A+5DXXv1W7H9d7eh5qqeaMrBgPHODwFvuRKo7Bn4JKccstftBe/6JMTS5xGeeE6v6daW15B8JaqsEKRGwZ0Uvce0ydOgjRuPzOO/gOZk0XH8+xCme0pSSTuJ4nEXqZvWvBmxH38NbkxHUPCRD9PQTji9l5ANt2yE9/XPQqQzSF12IpIdy5Cvmw2jtQA92wK3fg6yCy9HGOsz0Cv0oRdb0Dn1POTGnQAZqwR5ydmxp8EqbISBLFIdzyFXdyxlNxBvfwVufByKqVkoVBwO67XHoeWi0Utaw2YUZkT71z7mHNRujPLNupeFqEhHrnRtNazG1yAzCcDzgW0rIemzXVUNxOKIVdLArwfgI4XATXTngYVlodJYGfW6lzSdlYSgHGh5bpiEdr49eqCbalBfeWy2VAEhlCZ04SGQPXWB3SClHMaCr6HNqUCVHe0XLWtpObhh9P1GQrnabFaZUSWi4UKDi0Ca8IIuIRoECGQIX7nBkTAlx7XUjVphSvVd4HmacoPVtpF7qcvuyl80ONE2QniaoTaiSguw1afvEB22SUK2KxYhJVpytH4gbRtIWNEJU96lcmRd2yNDbMl6kNJDRcKCpwlsK0o4oYY3TUl1DzAbCLQPKj1BArprYBgtvrYzQN6XWNcZYEENZYV7f4fRd5oqTcYwzPAXs3sDidBTTz0V55zT+4dyd9x0000qZkDCrSSOPvWpT3W7qwR1ZZMgLafv471df18o59rfumj6/oYGdZU7r30h5/dnP/uZigRQhIJiE2eeeSYuv/zyAbVPYpVc7XPPPXeHgWN04kBxgnLoMb0G/bmyJXFeyg0fSFRfer66HWyozwMJqL1Aa94C4TkI66d2T5MzD1O3vgTpOgQ6lTWSCDK9TxrNlnWwGleq+9aWV1Cc9aZ+15e491cQZjtaYibCdA3cD34FItN7sE340nMARReaG9GhvQv5o96iogFi0hnQ27fBr5lEAdNo+x+7F+LlxSoOUVu8D5rmwDHGo236ld3fE9KIIT9qETJND8O3qDSVAcNpVKW3CC8+QQksd+YiGBuWqqyxN+UwxLAFFVgCN1aLXOVCSGEgW3sitHaJeLBRdalrgQO00gUmuoQo5eK3B2g99N0Yg6iElwUSkuWVCQzoXgt0v4AgNkY5q1KLwZK5KAfbnZylA0aVLAwKvfY6Kex2gyWZtgZi8XYEoQ4nqFD1aT2ZQtKkOEEeGauje1BZIC34ktz6npICWwv1SLl5xDMhdN1HCANBAGRkEZ4nYcV0CMtGSztQ8D1U2AZMTcDQQiUcEyZlvzXYmoDjdv2EeS46A6qpEKLoB9jcIbEo7aE69BHSxmghmrpOYKKvHHJWqZCCVIJWdf2rvxKVoEoMAbZ7QkUMMqGPbZLyuhpG6z4CP8S6YrQ/MU1iTyOstcJT7+mYCJUJTMyo0NHphqoO7kBiB8zwhasZDA4H/bBIcg4fffRRFRkop1yskeCkPGg5VDFgxowZ3V/o5MKWqhuUoHJWfUtN9X08kPUPBFoX5XrLef7559U27m/mzp2rBnn1FaC0DyTmaXAaidCpU6eqiAPFHV555ZUBt0+D3UiIk8jvC51AvPrqq72E+zPPPKOiEQdDaa7BJKCLX3z1K8j9+U84ECEhm775c0jf8kUYq3tqyu6UR/+N7JPrUVzT0t09X8KrnQpn/Hx4o6bBnbBgp02E1fXQbR0VF54O+/s37SBkCf24U6EtOAraSadDzD4UoR1lSKmCgRsbBfeVV1RpLLUPf/8ttNWvQbv/r9B0F0LT1MCwyld+A+H3vGfzVYvQNPm9aJ54lWorsKrg2XUINQtOsisTbsaAQ2dBmzVeKSwSsxrVIRANSLYvQbL1OWhBDh2Vp6Ch5h2QTpQLD4wkinXzIOmCBO2dkCa5sDF0YA5cVCKACQ8ZtGIB2nA4WpxZqvKBotiq8rcotqOtOLUUj1WQeAa5taT2zMh1LX+eoK/DRLKgZnFlpRK+uk7Hhl6fEGmLOuWjhchtpXSoJbLdrx9FFWw9RBi3UfRjaCxUIucZoIiz5niwQx+ipPC6Vt7ueGgpuNiWC9Ca9yAoXEvvgS4nl8ToNkdiS9bHpvYCNrUXo2iC+oGTMGQkGsdqLqqFhymiiLT00Zp30ZT3UGkAU2MhKqwoz9rqRaueFqO4hYMXmj1MTms4a5yFuCp9FolYapsGo3UfPwksywk81yGQ7XNxiHJoW+o0H5my2rW1MR1nTIhhfu2Bd1LOMMOBg96Zffvb347Pf/7zajATiScSp8uXL1ditTS4ikbPU11Typ9WVVWpLnbq/r7jjju6urM8lcvs6yJeeumlqu3f/va3qug/iTTKopK7uCfrHwg04IoGfP3yl79Ugo9EM4m+waiNe+WVV6rBcN/61rdUBpiENw0Y+/KXv6yOBznUNJ3ELD1Hg8Oo4sCeRAwoE1xTE2XlyqFj9O9//1tVViC3l0p1kWinY8jsmvxfbkPxwQfpACN28inQ+0Rg3miEW1Q1XNX9Ytfw9F2gvdrlZDbnYbRuQlA9sedJ3UTn8e/ZbRv5s96L4lHnIqza+bEQFZUwP/7Ffp9rvf5j8FetQvy885H56EchF50EvPgUwgXHI5/2EO9YCpFth+21wWpdBUzocZwDq0c4S81C86Sre5W7stpWdpcIC2LVyI6ZScOWEOZdxNToesqL9nzntI29ELHs68hXHI7ArkZdYgWoyJMoRMcyh+nq1pdqPBGtAzZC0Eh6BxZaIfSN3Y6risw6VbCMUFUZ6M6e7sIkLHXD68JHUm/sqnbQo36jizOQWxogCLNKYKuMK4RyV3NFqlhLUQGgwsv3NJxzAVNHipxUIdTArpLs84Ku5+FSuhUODa6TwPqmLLJFX11QYUx1EhW6RErvfQJE4rEkIMdpPjZAwIVQ13KYEAPWBNQqRaVDtW+0qqZCNH9TUaIjEHgxS4lkYH5Kqvqy5SYqXdSh0RPdF1VIxfucCTBMKTM7CKUHxAESr3ujGDZilrKofbOUlBntm6OkgVTkHJbP8+1vfxv33XcfnnzySRUNoLzqO9/5zu55aHAU1TB97rnn1LJUmuvd7363qlZAQo2Wueqqq7BixYpeuVVyRUlkUdvUbV6q11ruzg5k/f3tG4lqmq8ECe7/+7//w7/+9S+VVaUud3pMNWP39Rj1vWgCPU9CltZFrjI9f91116kcL0Hrpf0h8U+uNonfE044AQOB1ksD0nYWu6D2SDSXKipUVFSoxyP16mx7grXwCOT//ncYkydDq967GMBgEtRPRfbC6yCcHPw5x+92fv+i98G8+yZo06eiOPnIvVuppiOsHb93y5Lw6rpiXelvcMWHALpRmSXSVbXHoGLpH6iaP9zKaGDoLin7wfHjtQiNOETow0+OgY8KtOBYgMZdjZuMwMxA0iCsLrzEeHUr0WkfgXjrM8hN3LGHo5ySIA6QRCsWYhQeUg5w6EsEhgU3SKLDmaRKfMGhH1ofyVQLksn2HTY78DVoXSLRK5A3SU6ihFsgaSlhmD40I4gud+toELFALasFLtpdqjyrIWaQnJWIeS58ncpeBTC65SqthMpqhbAMA0nLVKXAcoFUUnyM1lO1hNKt1W4ntoVmt4NsQ+KwuN/r4gQ7YyFVIktXQstG9X8nag5V5kVgShUxqDEkxtaaWN0RYEpGh6c2MfKdqSxY3zRAQgNGmRL5ABhdVsOWYZjBR8jyECizR1A1Ajp85WKR6reS4KWLATBvLBQNKS/ZNRyhs216P1FVjYF8VCWdzJjmAX+Wvqf79UbhrV4N97lnET/jTGhVVft9n6gaAXXBU1RgsBDwYGE7XNRAwoKBdvW4gAnq8c7QKUahnEwNo+pS2L69E55rQzcoXiHhuz0DwHYOXchAQobU7a/BFxpMEULQyK7dLgkEQoMuSfzuHHJmG3xNXdp2coLE8sDe+7t6vWjz+jPPtlHlLkFiFQcsw+WzdSDtF425KO9RHUxuf3Urtud7m077g9qEhUvn9R4kPpIYNs7sgQiNsv/a176miv7TBQ8oZrB69Wrl6o5Eli5dukP2uAQ5yOX1ZJnBgUauM/sPc9o0dRssaLDYYEPuqYOeHzlygOm2O4Igei+pWq+oha9ODCUCf0/eY0IJWYJ8XEuVJxvoknSBht5Rgf4gh3SsGWJsV43Z/cHOeoHHDES/Mwwz5LCY3QeokgAJV+r2p6t/UTc/RQr6XmZ2pEAXiOhbcaEEDRRjMcswDMOMZFTsZlDqzGJEw2J2H6EC/e9973v3z6sxzKErizEMwzAMwwwlLGYZhmEYhmGGAG2QqhloI9yaPejrzDIMwzAMwzAHL+zMMgzDMAzDDAF8BbDBgZ1ZhmEYhmEYZtjCzizDMAzDMMwQILRBugKYxplZhmEYhmEYhhmWsDPLMAzDMAwzVNUMBqHygMbVDBiGYRiGYRhmeMLOLMMwDMMwzBBA0dbBqTOLEQ2LWYZhGIZhmCGAhKw+GGJWG9lqlktzMQzDMAzDMMMWdmYZhmEYhmGGAB4ANkjHdZDaZRiGYRiGYZhBh51ZhmEYhmGYIUCIQbpoguDMLMMwDMMwDMMMS9iZZRiGYRiGGQI0LboNRrsjmRG++wzDMAzDMMxwhp1ZhmEYhmGYocrMDkK+VXBmlmEYhmEYhmGGJ+zMMgzDMAzDDFG2czAu1qVhZDPS959hGIZhGIYZxrAzyzAMwzAMMwSQKzsYmVltZJeZZWeWYRiGYRiGGb6wM8swDMMwDDMEcDWDwYEzswzDMAzDMMywhZ1ZhmEYhmGYIcvMDk67Ixl2ZhmGYRiGYZhhCzuzDMMwDMMwQwBVMtAHpZqBwEiGnVmGYRiGYRhm2MLOLMMwDMMwzBDAVwAbHNiZZRiGYRiGYYYt7MwyDMMwDMMMAVxndnBgZ5ZhGIZhGIYZtrAzyzDDDH/zZmRvvBHW4YchccGFOJAorlgNLZGANb7+DdqAAhAGQCI1JKuTYYjwuSchRo+FPnla7ycDD9B0QESegVj8AES2A+Ep5wOG2T2bkd0CI9+AYu1h0fwDWzGMsAO+luluf1fYeistBC9IokK8AgNZ+FYNfFmBQFrIe6NpC5GwtiEea4cbVsK0XGh6iGIxDYka6LoLIEQ63QzHicO0HAgh0d5WR3YTYpkCPMQR+AZkgfY/VNNpvfRvh6KYugb4AXzbQgABx9dhhj6s0ENBt7GxvYjWoo/5lToSRtdIbfVHADJqkJYLhAZT0r1d0+YDWxyBMZZEddfhL/ohsroNO3BhyHBgx55h9rHqwGBUHtBGeDUDFrMHOX//+9/xzDPP4Ktf/eobvSnMfiL3hz/AefghdYu96c3QUjsKt+C+uxC+8gL0y98JbfykPV9JGEK89CRQUQ05dc6AFul45ClsuPYzELaF6XfcCHvCuGh7l7yClj//HVVvORupY47AoNHSCOO7nwQ8F8GHvwQ5YXqvp8P2drR+/HrIQgGV3/gmjHHjoDVthP3CffBmHQXXyCB84iFox50CbcLkAa0yuPcOBH/8DWBa0L/5Y/gr/g0rPhpmcR2SzjLANNE6/q3wGoswbvt5tFA8ifD4M9Vd4eVR/dLPIUIPeqEZuUmnDWi9lfnHEXfXwNdSaE6fg1BLdD9neVuRcFYgb8+Ea9bD0ttQk1iunvN9DXqhQd03pAcYrUoYhtKEF6RQkdgIxCtgob1LiNIuNAN4GrWjQrW8aYawYzkE0oQbJJGsziKUGjyZhK3noJkhCmYGeujCQwJtbhxBAKSEC5Pu+PQgpgRt4AdodTW0FICqmIBrxFCUJnyhozlwERgWXu4McEwVgIQFmJHY394ZoNXTkLR0mLoOx3GhywCjhdddPL4xNJCXOkZrLmKQWJUXyIUCnQFwtCkRSOCFpk4EoYZKM44aP4d8ALyeF0jowMy4LB2CQaEQAMUQqOo5r2EYZi856MXsHXfcgSVLluDLX/4yRiJSSgT0AzIEuK6rjvfjjz+OXC6HQw89FO985ztRXV3dPc+///1v3HfffWhqakIymcThhx+Ot7/97UiVCbKBzDOSsRYtQvGB+2HOmQsRj+/wvCwW4f/up9ED24b24f/Z43Voi++HfvuvIDUN/ie/D9SN3e0y2T/fFq3fcRF2ZLunb/3aD1Fcvgr5l5Zi1r1/7LWM/4/b4D/wTxgXXQn9lEjgDRQZBBB6j5MpGrdA5LvWu3k90EfM+i89C3/NGnXfeeIxGJddgcSDf4Cx6XWYq19EfrOEXLca4ZKnYX39ZwPcih61k3j9foRbliBFTumUcRAV9PUqYeXXw604BDKWANwiZO1o2O56+Ho1QmFACk21IrXeX8d2djWswkbkqhYhNHq/9w2fBCZghFlUFp9AS+JNAKJjUZFfDCNshxU2wDfHoCgnKCNTCbPQ79pmCegWUOyM1qU3IJNYA5ixbhHbfZzVsqGaTEJWHcvQhBNm1DqlcpokROBBIFTzG6IA0/KQLdpwQw0pK4Cg/RM60FHsblvTNYxKCMQNoK0okbFDBFIjA1hlC6mxZNxCp20ibZW9lpqOmKlD1zR4gUQ2pG02lLtqhAHSOtAiI5W4PrSjdRkB4AZI6gIdUkBKgWKXG+v4JOiBba5AR0A3YJwtkRqgUZ6VGhocIJd3MTWtIWXu2i33QuD5TqGc5WmxEONjA1sPM/zhK4ANDsZIEHNhOHK7jy688EJccMEFQ3Kcv/Od76CxsRHXXXcdJkyYgFdffRWPPvoo3vKWt6h5nnzySfz2t7/F//t//w/z589XYvX73/8+fv7zn+PjH//4gOcZzrjNbWh58GlUn3oUrFqym/ac+JvfjNiJJ0JYVreoC+65AyKRhP7mc5SAFYcdAfnai9AWHL1X65BmJABUF7YxsK8Jo2UL6HzDGDsG8bmzuqcnj1oAf9UqpKeNVe8TJVK68P/1N6CtFcH9d+2RmA0evBf+jT+GtuBImNffEG3zrMMRnP02wClCLjqpzw5JjNEWQx5WA6epCPzt9wgXHA5/3AwlZoOx0yH8vBKzYlRdScHtdjv0sy+CqBujYgbmq7dEEzUDnVMvQLrpYYTxCuQrFwBGCv5nfkRnfEjHNyCVewihsNFQ8Va0jTkPiXt+A23jY8Bbj1MurxVuQ5X5AuDmYG9bj9b6ixHo6e71tiVPQHXn/dC8HCxnLTLGEnRYi9RzjlkPw2mHnrKgow1W2Ib23Hz4Io3K8BkgnlZC1vMtmIYHYSeRJCdWCeou9VY6AaaTBc9F+NoS5TKLmXMB04apewhRQNGvQj6oUeJYQxGBH1f3QliQaFeOraFJxIwoFuAFAp1mEnHHRzxOx7fL/dUEKiwgbUdiuL2oY0qliY5igIqEDQcaTD+ApUkUAw26JmBQTIE2MQxgIEQIge2Bgbyvodb3kLF9dEi9ex0JW0ecnFwhsSXUKBCBlKmj4HnoCGjrbdSaDpo8IKFFt4FA27s5tLCssR2OF6KxoOG0cfaul1GBjQg6vWBGDvS1MhiRADGyUwYHhpi97bbblPCZOnUqXnjhBbS3tysh8+53vxt/+9vf8MQTTyhBevzxxyunT9N6vmVo/ttvvx0bN25EZWWlmueSSy6BaZp44IEHVNv0A3rFFVeo+T/4wQ+qvz/7WeS8xGIxJbze9ra3Yc6c3t2pd955J+69917lbM6cORPjx49XLu+3vvWtAa2/tG+vvfYa5s6dq/ajo6MD8+bNw/vf/36k0z0/Tg8++CD+8Y9/YPv27aitrVUC9E1vetM+HyNqs2/MgPbhr3/9KzZs2ICamhpcdNFFOOmk6Md/y5Yt+N3vfoeVK1eqY7No0SJ1bOL9OIDlPPvss6pdErR0PAlalm4lVq9ejbFjx+LYY49VjydOnIjjjjsO//nPf/ZonuHMa+//AtoXv4zMkfOw8M4f7XU7JSFLhI89gOBPN0bT68dDm3MYrE99BTIkN2yA1lIf5JGnwKeIQboSqK4b0DIV130E1r/uReKii3tNr3v7xdDuvxNY9gIK/7wLifMvQMPf/oNtazej4k0XQnv6QejnXLJH2xcueUblRsMXn+3ZTyEQnr7zdjRTw9gzJmH5D19E6IYQ998H7b+vg3PoqRCP3QtrxmhYMyqRansNzrN/RPaoq3a7HULToB95fNT+SgEtlYSk7veqGWiuOaT3zKmK6G9+XfRXkvyS0Lesg3AKMLauhta6DWHdRCTFBgjbVicmen4jalf/Eo45Fm1T3qYW9Y1RaKq8BHWrfwIRhrD8pcD46LPWkTgGWhyIi8ZoGwFktKUQZgyBZyghSycUlunRqUb35qkYar4dMGwglur+dVTvtQmTIR+8B3LmPOUskTMbSh1+t1gkT7YUdYiEqy8tGIKkbeR66iJA3jOQtiUM+n7yfISaDk8KJXjtsl+jhBWgIU+5WgNBKGHqAlnPgI4AAXR13Oh1D6Gh05eoFx7apY5tPlARMxC4ASZqlFm2kPVD8o9RCxe+0NBJ2911ZI4ak8ELm5rQJjW4EEjqwNGZvgHfiLXZAC+3+KiJ6zhhVM/G0mGKkXynuIMXIlnK9+4CSwMOT0nkA4nRZY4zwzDDWMySCFu+fDmmT5+Or3zlK2hpaVF/P/axj+HNb36zEkgk8r70pS9h2rRpOPnkk9VyL730En70ox/hv/7rv1SXNs3zk5/8RHV3X3311WrZtrY2JbJoWaIk8k444QT1t1Ao4JFHHsHXv/515QCWusSpq5wE37XXXqtE7uLFi/GrX/1KCdoSu1t/ad+WLVuGyZMn44tf/CKKxaISw7feeqsStCUh+Jvf/EYJbRKotL0ktknsHnnkkft0jPrGDEgI0/qvuuoq5XRSHICiAUcddZQSrz/+8Y/VPn73u99Vy5IQplupvZ1B89A+loRsf9C+3H///WobKDpAruvTTz+txOqezDOcEaXBQF2u0n5pc/TYyEEzTIjqWjhrN8BraNplPjXcsBb+Lb+CNudwGBde3u88cuZhu195rhP6rT9WbqL9tg/D7joJCfIF6In+T4Ccbdux9MNfUepp/Pvfiunf/MUO83g3/UQJVuOd/w194Y7usn7pO1R/HTnPAxLsQqD1sP+CXPYMQvcFNSmsIEcRwMpXoT94p7obP3kOhCZgNq3edXsyhOZmEdrU1R7hj5sOs+lFCOFD8+i5LvHah874Qvh6FTyjBlKYcA47FXrTRgSVoxGOij4/eTEJhtMI0d4EkSsAjc2wsR1xczwK40+MNkHY8OwxsApbULSjjG9CroUVNsPT0oijUclKJTVjKXWcdBJ4fYZKkYh1gzgsvRAFEAK3x+ahbnh6z5o2xMlnKmGruueDStWOpVFkoFO14UnqK9dhaR2Q0oKlZ2GLAKZOjmoBQRhDzEjB0IRq3hMG4PqIUcaA0ABZcOEYFuhrOmECDsVrLRLGamNUDMEp+NADH14QYlNXhECSwjZtjDKBjW0FHJaSaDcSsHRDDfayAhdpP0SHGUdK6Mi4RVSAjgVQq/kQIYn/APoudOiyVh9FL8RmL8SaJMUrNEyOSbXMRM3F6DEGsp6GKrv/Rpa2emhzJA6vMZA0NVAKRSVRmBEFXzRhcDhgPkokIikXSWIzk8koR48cTXIFyUWgaST0SNCVhBU5oueeey6OPvrobheP5v/e976nxCQtV+rS1MuydeWPKYdJbVB3OAmo006LBmDcfffdSiSSyCNoOonMbdu2dbexu/WX79s111zTLaSpXRJs5Q7wKaec0i2wTzzxRCxdulRNL4nZvT1GfSGBTus577zz1GNyk0mwl2hoaMD555+vphNnnjmwrl9absyYMbjxxhvx2GOPwbIs5UaTaCb3lzjkkEPwnve8Rwlvz4t+SMiBpXlKDGSevtB8pXkJOha7c5L3hNBxse4Dn4Czeh0m/uArSC48dK/bmvurL6Ll0edQfeL+GwilzT4U1ndvVN3AfsHHqsvfDVl0MPYLH0f1Jef2u0zwz79AvroEwatLII85Febogbmv5YTr10AseQLa0uejxwtPhDz0KKz60s+w6Re3Yew1F2Lm/30E+pgxqP7RjxFsb4J97HEIiw5iE+tR3LAV6bm9c62EpG7tB/4ZtfnIff2KWW3SVGgf/Xz3Y2drE7R4DGZlT2+H1t6E+H9+j6BmLIKZhyKMZRAuPAsVn7URbNuKxCWXRuurnwRpxdQJQXbu+Yg1L4dbNwNG0xr4o6b2u+8Vy29FbPuryI07Admp0THOTz4dcUtD1qzdqZA1io0wi1tRyMwhqzhaf6YGuYs+2ms+B6MRbmuB6TTDd7UoDUuf8dzTKHpHQpgSCWxAx/izIF3AdBoQK6xEhfOkUqdacgparCOQxBrYaAUKnUCykkaAAVbvEUf0FWkbBSVIpW5GzmyhI1K5VhwwLIiKSgTpSmg0D0VFKBsLHZrwYGlZ1YYls8q1jRIaVM4AcKWOpBnlcjWRRY2RRUuxGqZuwzSATooFODpiOjmbEsIyEHNcIG5ifDryeMmFdQIfvk9rlEgEDsjqJc04XnOUAKfvc8voygzHDGySAvntJLQdTBydUsvQVntduWTT0GFQtQm6L4DRSuTvmglpA8taXFQmLGz2dOU2xzWJsXaXO6sD7YGGDUWBCTGJcoM254V4pSXyg2MGsLCW7VjmjUVKqXp7SYts3rwZH/jAB1QP9HDlgBGzo0eP7hUfSCQSShyV5+toWjbbM7BkzZo1WLVqlepmpxemdCMXk7rzSdz1B7VBzuiLL76onFtyLmk5cjZLUHc7CdVyyPEsF7MDXX/ffSMBTY5oiU2bNuH000/vta5Zs2ap/Oi+HqO+rF27tluw9wdtB+VTX3nlFRWHOOywwwY08Ir2mxxUyuj+8Ic/VNtA7vI3v/lNfO1rX1PbTe7tL3/5S3zoQx9SopvyteRk060kqAcyT1/o+NOJRYkpU6bgG9/4BvaFwvotWHLxdRCGjrk/+BTyL7yspnc+/MQ+iVmzKoPRF/bER/YXojYSo7JzK2SXsA8LkaDoD+2oExA8+xTatrtYcfw1mP/X7yNzeE/OdXeEa1fC+9xHIodyyjjoVZWQ4yZD+9efoVMVBCou8Miz3fObM2eqG6HHYzjqP79BlRVHhxG9d3rtC1UGuPAKhC8+A/3M3ZQe8z2E3/o0jPVr8OrLIQ75229gj45OnqwX/wNz7cuwGpZC3/aEctJaz/4sYqeeGimulkagshYYNxn+Db/sUnVxFOomovJfX4OQAfzMaHSccq3KvpZjdmzo9ZcI4jXQT7gO+a1bgUIeiPU5oQo9VG+8FZr0kFj/KHLJBShOP2Hnx1iPuu39qikIU7WwYgWImA1NOMhgGWJoRMJfAS9vwN6+VGVV5djREKSyAFSBHOg+XeZWvMd0Vcc9ckkVlI1ORPspPQFBrqzRI7pKnQlqXFaRKiEISGGoXKxOA8RKL0lowNAi4WYZAYo+ubmkT6m0F1XsysLQLWQdHU5IjQp4oUC17qnIhMobCBqg1eUq08uih4hlC0ARKipQJMGtRDUioRqGMAMPLg0+0zU0tOTwwNOb1PouP2Ys7BoLjaGFtOfA1rRIEA+AyBFWu4pxGQtmOvouzDueWs+m5g48vi2L46akUZ2xsTzf1fMiJCaXDeqKGQLVtkCbKzEmvnfRH+bg4EC5aMKf/vQnrFixAsccc4zqeaZe4+HMASNmB/pClP/wkWh873vfq1zNvvR1Ysv59a9/jdbWVnziE59AXV0dbNvGDTfc0Ks7vu8PbH8MdP397dsOP+AD2P+9OUb9PberdihbTG9ucqmpogAJWxKR5Q5xf5CTS7GIkktM96+88kp8/vOfx9atWzFu3DiVP6Z2SpEBiiW89a1vxbe//W284x3vUG0MZJ6+UOa35DTvyXHaFe3PvAJ3W3RyU2hsQ+01l6O4eh2qL48Gs70RqJqmRWen3fcE1Xed8pvvw9uyDRVn71w064uOQ/u7Povlb4sG1WVffn2PxKyq59o1Ety/8F2QRx4P7d9/gX7fXzBzEhDUHYvqt1288/Un4kjW16ODhF8/GJddA9BtdzRthd20To3WqalwlENLYlY4OSCTRmgnIKqqoXcNcCqJO+1vN0J//F6EcxcheM//AFRpoAQ5djL6LjA6GmBtegnFGb0HlLXPugyxxhehux2oXvJjZOtPQpCmCFI9tDt+A+2xexCccDbCi99TtpSAJDc28KC3NyK5/DY4k46ANPt/PVvHXgizuA1erB5m2IKq7EPw9Bo1ECxAXJVP07JtIM0kEwk18EwkI7EVFDTAdVQsgEpo6aX8a5mQpc+JcmNLY93o+4/2naoruCTGU6Vyrt3Lua6OYqESuuWpkwN1LKmPvotSNjbr1yJlRJ8fJ7DgBgnoolXFKuJWWpWgdVQFgqiyQtwIoh94Q0eHEyKlSfihwLYclewik0BA120kAwedRgJBWbRkm69jlCyiws9jhW+r7aIKByU06aM5TMCDhhaPpkvUCA11+q6rvBSlUJUQKLPbUXCRczzknAIqEzbqMpEd+89Xm1F0A7QXfLzz2DGwhFSCOtknRUTH//TxMYTkmo/0kTrMAcEll1yielDJ0KOY43DngBGzewMJHXIQqdt+Z5Co7FvN4PXXX1eii5YnHMdR7ih1cZegQUjkYpa6/gl6vKfrHwgk9GjgU3k0gBxfmr6/oW2mGEJ/Arx8HrpdfPHFSvjTILLdiVk6dnRcy4Vk6X5/00qUnOZyx3kg85RDg+1KA+72F7XnnITRj7+gnNnaM46HfsGpeCORno817/gQCstWYvz/fQaV5+z8Paec4wG4x1UnLsTkj78LfmcOoy/tHSfxtreg8Sc3Ij57Jqov27Eahjb7MBgf+4Ia6V4aACVHj1Nlmmig0/QvfxpIpvvZDxfBP2+HSGeAq6PM+M4Q61YAjZshjzhRDQTql9Hj4R99GtwlS2BdchIy86PPcMV/vgujsxH+1Hq0nf1ZWJtfjmIG6cjBFpvX9vpbTlA1Hp3HvxeJV+5SUQB37Lwd5vEqp0EaCdQs+WG0vhd+hzBPx+CHEK+/FB2jFS91j1gXoQPb34KWCZchtul5xLbdA38UtbGLUe+aCS8RZWg9rQ6NlT3Z5g4choIYhyrxIHSZRz49D4GdQQbrlVCNNyxRok7WjYWWSSH0yNKU0MlN9ckhJeFololb9T8EDQArvVZ9hKwys5snqIslJNNtKAR2r89rzovBkxYqrE6kjGaEUsAPyQlOqDJajqyhoG+3y6sLCUunXjFyXqOVFXyJdkciExOwdHJ5JTZ3SmzPOpg/ygbiNuJBgGxI3fyRM9ta8NAaAoeSvu/yh+trkjj/6HGq61+rSKII0V3xgF6TrNRRh52L2ebQQKukUAO5xqES3m05F34gEfgFTK2gy07omFwbw/ItOUyrjYGqcR2ZkcrNje0kEs9CljlQLppglQ0iPhgwhvuZBQ1mIuFFgpK+VEmoPffcc2pQFkGVAairmkb/V1REXWj19fXKVj/iiCNU1pJKQZV3+xNnn322yn/SwK7Zs2erQVrULoncPVn/QKDKBdSNTt36NOiJBpY9/PDD+PCHP4z9DbmYlOmlqggk1EsDwCjTS29uigVQKS16np6jKg3kXu8OEsd0gYa//OUvKnNLMQPqxqAuf4pCEJQ//sMf/qCOTylCQPNTpKIUyRjIPEOBkYxj9g8+jQOFoDOLwmuvq/u5Z5fsUswOFHq/Tv5oT7a7nO033orWv96NVtyN1IlHw6qnK0T1Rj/imF6P5fzj4E+Ypi4KsLMrcFEGNrj99+p+ccEioHYnVwrraIX+k89DBD6C9padVynQNMjL/wvm5UD5u1SjzCe9jp2N6opg7vjDey0WvPUDkE/eB7kgEuJ9ofn7LtMXPzEKxZo5MNs3QB8roNkGZOtKhJe+D+LJ+xAe2xMdqsw9gpi/Ba4+Cs1Tz0Vu0psAyqfuNQKeqEVT5kLoYVZdNKGu/XbAEao0GZUAE7U1EMUOQASqbBuKzZCJKuXggsRt11XI+uutKYpqmFpUNaB7jQKoqGiGZedVXrZ8IBkJ16biqCi2QOLe6lCDxEL0xBpKCVhl3wogaVJONnom6wqkvCI83cCWzgApS8AQGpWFVWW7quIaElTj1tCV8DXbO9AWaliZo5qtEjUJC2skUElVDUADyATq6jJIWkYU/aKYg5tV29YeGqjqikHsjO3SUELWRIgaI0DMlJBxA41ZD1NSOsbrHqT0cMjCGjiHVcE2tO44wgCKGTDMoFEoUP5dDqrZcyAyrMUsDYD61Kc+pfKSf/7zn1VelBxC6pYuQeKIsqfUVU5VBqhiAEUDKM9Jf2kEPw0wIrFUDrmkNKjpBz/4gXJ2Z8yYoQQrlazak/UPBOrWJ6ufSmKVSnPRQC+avr+h40E1XGkg2E033aTWReKVjkMpM3vLLbcoF5riFyQo3/Wud+22XcrVfu5zn1PdFSSO6VhQ3paOe8lRPeuss9TJw80336yqJdAFEWge2tcSA5lnJGJUV2LsZz+K/IuvYtT73zHo60ssmIfmW++APXkCjKodox07pWZH0VuOGDsxqrxgx2DU1fcU2+wLdSOT2Ap8Ne+ekltwMZIv/g3uuEP7d3XHTOgTAdgLNAPtc94Bo9CA2o2RQEfQBjljAcLpvd3cHlHY9XefhGwPUrPhazY0soXV+n0UYjMgazyYWhaWbAOsGCRd7pViCF3d8/05wiVRS8LUTglAUP6fMrVl0S6pqQsoaFSlQGThhkm1jBOkVHVZKpVldg2mkuhyfpSDSlfmKiJop5A0vaE1WElbxQeIOBXL8gJk/ACz4wIy5yAd0zC5wlaOJ12hTHM8ZekK11cDwWq0APEEsLKoK/FK0BpjCFCEDrPre4e2jyoOUN1YuqhCWl2WN3pVdkaVoBq1BkYJHxktwKgkMCtpQNbpZT1O0bwlIcswB8JFE2644YZevciXXnopLrvssoP+xRFyIOHQQaYUAyjvRh7otD1dT3mFg91tQ1+obBWFpPekeH9/7ZYGiu3JfuztMdqbdR0sUFmv8ioHwxF6r1JPAuWOh/qjGnRkVYUAQcPO9yOyZTuEHcPYGTN3vV9NWyFaGtXFEA50Uk2PwvBaET/0bdjW0tsZIURYRMzbpGrFll96dn9CVwUzwk4UzUldo7RIRPrQRQ4ShrqoQcJuVU8VPXIT22HqeYggD12nGrA10PUQOa8eZjyEbefR0VGDRDyLZKoSLc0eHCcO284hkWhHNlsFz4tD6FTZgMS5D2EGMLUAQWAgMJLRL2zBpbzAjhusLilG9WaDHcapdUOXr6UBYRSyLfT/WSb3dkNgwNKEckxplR0hVaSl7KqEY9jQZbjDoK838rM1mPB+7TnkXI4aRT0Lg8/Slhzy/X0e9pGEoWFOdXKPnVky0qhM6Gc/+1llHA1XDghntj+hNdBp+7qenT3X2dmpus0pbkDuII3UpwsTXH/99fu8zp0J6j1tZyDT9mZdDEPomcG5fDDVwh3Qe3JUPeSoncQQDjCyo05S+5SwycXesYqE1GIo2DuWIduf+EYNfHTVziVogBdM+Iic9QAptDu13U8Xg5773XTpRTcL5LJRze1OP4FUqh6uS4P1JBwnpW4lZEBuL/04a5ABXXyg64fT2U3FgKjA7a7nIaFLt11AUYXpeu/YALmp3c/7O6/qwTAHWzWD+H4sSzmcOCDE7IEIjcanjC1Z9nSBAsp9UkSh/IpWI4n3ve99SuD3B2V7ywfKMQzDMAzDDBUsZncBDWSiGwP84he/2GlX3EiMMDAMwzDMcL0C2PPPP48//vGP3SVJ6Teexs5QHXrqkR5usJhlBgQLVoZhGIY5OJg9ezauu+66HaaXqj4NN1jMMgzDMAzDjKA6s4lEAhMnTsTBAvcPMwzDMAzDMMMWdmYZhmEYhmGGAMrLUt3jwWh3JMPOLMMwDMMwDDNsYWeWYRiGYRhmyK4ANhiZWYxo2JllGIZhGIZhhi3szDIMwzAMwwzZFcAGp93hguM4ePHFF9HQ0IBZs2apWzabVc+lUnt35UkWswzDMAzDMMyg8+qrr+IHP/gB2tvb1eMrr7xSidmNGzfitttuwxe+8IW9apfFLMMwDMMwzAi6AtgbQUdHB7797W9j4cKFuOCCC/Dwww/3uogDubObNm3C+PHj97htFrMMwzAMwzDMoPLMM89g8uTJuPbaa1UswrKsXs/TRRyWL1/OYpZhGIZhGOZAZSRnZrdv345DDjlkp9tKVyUrFosHrTPNMAzDMAxzkJTmGpzbgQ4N7qJBXzuDcrNVVVV71TaLWYZhGIZhGGZQOeyww7B48WK8/PLL6nG5Q0sRhBUrVmDu3Ll71TZnZhmGYRiGYYYAumDCoAwAEwe+NUuZ2FNOOQVf/epXMW/ePOTzecRiMZWTXbJkCS655BJUVlbuVdssZhmGYRiGYZhB533vex/q6urwr3/9C62trWoaRQuuueYanHPOOXvdLotZhmEYhmGYISGEgByEdgWGA5qm4aKLLlI3KtUlpUQmk9nnAWwsZhmGYRiGYZghhUTs/oLFLMMwDMMwzBAghIQQ4SC0q+FAp62tTbmxu4Iys3sjclnMMgzDMAzDMIPK3Xffjb///e+7nIcub/uWt7xlj9tmMcswDMMwDDMEaAigYf87s9qg5HD3L8cffzwmTJjQaxpdJIHqy7700ks499xzMWfOnL1qm8UswzAMwzAMM6jQpWzp1h9btmzBjTfeiNNOO22v2j7wQxYMwzAMwzAHAVTJgDKz+/2GA9+Z3RVjx45VWdnnn39+r5ZnMcswDMMwDMO84WW7mpqa9m7Z/b41DMMwDMMwTD+Qi7r/bxiEHO5Q4fs+HnnkETz55JMYN27cXrXBmVmGYRiGYRhmULnjjjtw77339poWhiGy2ay6eMKRRx6Jww8/fK/aZjHLMAzDMAwzBET51sGoMytwoFNfX4/58+f3mqbrOqqrqzF79mwceuihe902i1mGYRiGYRhmUDn22GPVbTBgMcswDMMwDDMEUI1ZqjW7/9sVGMmwmGUYhmEYhmH2K67rwvO8PVrGsiyYprnH62IxyzAMwzAMM6wzsyEONP7yl7/s9vK1feHL2TIMwzAMwzAHBAsXLkQ6nd6jZfhytgzDMAzDMAc0clCcWRyAVwCjCgV0Gwr26aIJTzzxBD73uc/hmmuuwQ9/+EM1rbGxEX/+85/31/YxDMMckIiNqyCeeRDw+8+EiWInEO7bQA+zsBman+1+rIVFQPo7zGd5W2H6jeq+7W2EHrb2v03wIeDt5EdQImY0wdJbIMoGqFhWHhItsO1snx9Mui8htBB6Iiz7NQmhWy4gojY0w4dheYAhAEPf9Q7rvQex+IKGywyMaGv2nqwPFPq8XF4IhAeeRmAYZn9lZm+//XbcdtttmDdvHmbOnKkK3xJ1dXV47rnncOKJJ6pr7TJvLIsXL8by5cvxzne+k18Khtlf5Dqh//jzEJ6LYPs2hGdfDuEV1VMyDGG/9gDSr/0DXvUktJ92PQXaIPwidKcNfnLMbps31r6M+Gv/RnysC1RUomnK+2D5DajKPQgJHaGw0J44Bq41Eba3CdXZB5SQ8xJjYFmOur9dngzNAOLGduS8esgQqMUjyhXajuORjjXB1DugCw+SxliHGgzdh+wSb/+fvfcAk+Mqs7/PrdhxclTOlqOcZZxwwgacwZhslmSid1mySfayZHYXWBZM5iP9baIJzsYG52xZtmQrZ2lmNLlzxfs9763pUc9oJI1GmvGM9P6ep6Xp6uq6VdXp1LnnvrentBipmqzaHrANtXVAsRCHbgVwgmp1TNQQ+UyaJuHG4vCyQKK6qB4KpUChL41ETV7dLwUGvDAOBCFQdKLnh8BOYaHkAzWWRFVCB1wfKLgo6BYKRhxaGKDWy+02Vpt+cYq6DUMGMMIAfVZKLa9y82gLDLgQmKG5iImR1WhfKcDWTT1o0kNsdwW2ODQeXGJxSkBompqVaE1BIKkBJ6Yl1md8rOv3cVStgdnp/fvp9EKptPzwWqChlFjd7aLK1jA9vf+DXpipx+GUmR2JQqGAW2+9FevXr0c2m93t8de+9rU499xzMSFiNpPJqJ355Cc/iZNPPllNQfbkk08OPn7CCSeoZVdddRVebmg/1q1bh2uuuQaHI+3t7UrMTgTbtm3D/fffj66uLjQ0NOCiiy5Cc3PziOv29/fjRz/6ERKJBD70oQ+NeR1mciAevw/6n34CefwrELzlX8enjZeWQax8CuHZlwBN+3ehLNwCtB3rEMw8CtB3fe0Z+TYkN90Lt24xiq2n7lretQGJFXfAnXE8SgvO3H2Dug4YJuC5gGWj9vkfw8psRui8FT1f+Cma6rqAhTUwercCgUeTjqNu2f/CKPUiO/e1KMw4K9pMsRuxzudQajgWQaIp2rYMkPzr/0L4PvzeFMzTEkDow3Q7lNgid1WTPmrzD6HDeiu0IHJuSSYZogAIQ/1dZayDbRaB0IVh5ZAv1UFD5OqmxAbETXfX+aFyQXqotg4Sf4aNOrEGkDEAicH14okipBRw5YAoo/8G1K8QEvF0JOijhyQQG6FckA4ka7LqaTmvATFPoNcBNB+ooh87qSEXGrDpHJPgExpyUoMjNdTARwYGTE0iNGx4uqnaj3tFSBFZw22wURhoak1WwgkkGm0JCB2ttoQ94CD/8aUM8l4fFtZZqGmIcn10/JscDXFTh6UOK0QuCHHvhhz6pKYE+Ko+f7/E7IaMj6c6PdTbAudPt9GeD5S4nVVlYnlHCQ9vLarTeM1x1aiy9+FcTxAksv/6fA+6cj6uXFKH+hQLbebAocoGn/vc55SGtG0bhmGo6gVtbW2Ix+OYM2eOWj4WxiRmSRzOnz9fCdmRaGlpwYsvvojJAJ2k1atX43DltNNOw+LFi8e9neeffx5f/epXceGFF6o26Zx/+tOfxpe+9KXd5lqmaev+7//+TwntPZXtGM06zORBW/4YBHW3L3sUGCcxq//yvyGcEkRPJ4JrP7vnfSn2I/XkbxDGq5E7+U1KcNb86TPQtQCF++MovOsbar1wy0YkXvj/YGk5mGuehXdWI/yGueqxxMo7YXWshtm5bmQxG0vA/+g3IHbugFx0LMzHblCL5c7V8FaswM64Bq2xGdoFlwOGNeDKZqLjKHUPbqZq9W9hZbci1vkC+ue+DkGyHpa7DXp9AmFHBmHzdPRMvwqJHY8hufnvCGuqIWa0DLiUITQ3g3huFVBfGy3xdQgjBhGUYPntkcvpOjCCbtTUtQLkjHpFuLIKul+CpeeUQTpEgNJxkJNM7pFbQEDu6JDuf5J8LiRI4IgBF5YSAiW1X2EYObUkVmN2AaWgSglOii4ISTdP/b0lW4tACjQkyD2W6Mj5EFJDwacqnCZsD6jRfFheCVtDS7WVh4YidNSaBnQtUqWBBAp0zFJC+j4KA1GBTMlDKh6DpQn0uD6yToBcADRqPvpdCZN0oweYmsCspIYtRcAPQhS9EK4f4qgUICwJ6fm4p8dFImagOmFgQfX+Cbudxcgx63YkNvZ5uH1ddPFx5uwkrIHzqmt0/sQQMbkt46MhoSNhHlAacEzszHp4dmte/f3M1jwuPLJmwvfhUIU+V5UxnoO3XR2TnWXLliln9tvf/raqcpBMJnHFFVeo6Wypp5/un3766RMnZqn7ZW91wGjH9qdO2IMPPqhcPRrF9uyzz6Kvr0+5u2Q108GTu0oxhjPOOEONjquE1r3nnnuwdetW1NTUqBNRDhzTcx966CHl8H3ta19Tyy6++GL1/+23367+j8VimDFjBl7zmteoEzlctN97770IgkBFKWjKteeeew7vec97RtV+5bHRftNxkK1O0YzzzjtvSJfTjh071HbKriaJwsqYxljP0aZNm5QzWylo6bl///vfsWXLFtTX16tjp3hIuS4cPUbHTueGLliGn/OR+OMf/6jmVX7nO9+p7tN56O3txS233IKPfexjQ9b961//qo79nHPOUed3JEazDjN5CC+6mvrXIY87bf+f7DpAz06gZeZeV5OzFkCsXaH+H2x3xTKE61ZBv/AyiET0+bU3PQGr/SX1d2nuaQgfvG/AkRTQi32Dz/V/+QMUwm2wjqhT91NP3YzciW9QgtaZcQLMzvVwZp4AeA70zq0IWuYCWsUPRn0ztLiG9Eu/Qqn+aMCII3n8G1B9fR3cJx9HaokGc8cdQDKOUsNxyNedCqEHyM++UD3d8rbDnpUAirMgt+VRu/wHCAIbweLjYJ4yCzAteA2L4CVmItV7exRVqK0e7G6XRgwNwX3Qgm5ARJ9fXfPg+SlY6gcTkLksRBBEcdZcN0RdM1xRB811gcAhExeS8ge+o/ZfOc5CgxeYMEHLTAht1/cUCVSKDySMPuT9usGfkPIqXmjBl3EEvg1b64epU0RBQzEgsS1hiQycjImNRhO6S5FIo/b7Cj4aExaqQ1f9zBegQ2oCHXkfrZTJFVDLjWGp2JzjKfHZmIrcnB1ZF04ooWkCJS+EqQWIWwZ8UrwDF8kPtJEQB45pTWBeUx0s6SBvJTA/IbFsWx9sWt8PUKcL1CUoFaFjbY2J3lKAs1stxGMmVva6iOsC86qi49+WC7CzFGBxjYkE5QkGUA5sKipn3xTXUHR3iZiMG+KVM+KotnUkLU3dyjy6tYhlHSWkLQ3vOK56wqcqbUiZWNgYQ1feU+eJOXhognpAwnHZ7mSHNMfSpUuRSqXUe7ocT6X773rXu9QYLHqcHNr9ZUyXfCT+SOz09PSo+8M/aBQ5mD179qi3R0LuzjvvVDXJFixYgHnz5qnuZXL1KM5A8/WSu/eNb3xjSJc5DTajqAOJJpoirbGxEd/85jeV8CNmzpypHOTq6mq86lWvUjcSiHQr3yexRsdy/fXXD3EAN2zYgC984Qtq3mCaS/iFF15QTuFLL7006vbLx3b33XfjV7/6lTquI444Ar/+9a/xt7/9bXAdEqmf+tSn1EUAuZokeOk+LT/QczQ8ZkD3P/GJTyjnlEQqCWfaZxKxxE033YQHHngAxx13HBYuXKiE5MMPP7zP15AEMjnylVDEgMR/+Q1L0Lm+44478MEPfnCP2xrNOszkQs5ZhOD9X0B4eiTU9gf9e1+A+Y1/h3bHzXtdL7j28/C+8EOEr35j1GY+C+8bX0Dw+1+qWxm39RgEiVp4dXMQ1ExXzmh+dQ+KO/LIn70rO64dcXS0vGCrLmqtaxtSv/4y0j/7NNzpS9B72X8gd+pbkPrT/yB985eQuOdnu55b6kXtczehZsXPYfeuQbzrBRRalsL/2/+gxX8GNR98JwyvX61r5rYj+fxfEX/hXlgrH4PUogv9mLctckXjMTWITKtNwZyRQCy3FujpA9o6UAybkXBWQ2uqgdc0DyIZ37UPwoUe14GmRkg/AIIAolSEVdqpLiwQ+BBBCKmTBBRwzBYlRk30Io31sBDtn8oKlMiFk/A8Gz3Z2XDDWiBdD8Srhjq3gtqV6n99YIBXJZrw4MuEyvWSqKX2vJCEJm1EgxQmHDOGELZaQreME6IhnUDCttCnx9ESk1hYC+zozmH51j48sqOIuVoJc7QSpuseZmsl1Lo5bO0rYEtfCbmSi7zro+QH2NFbxMadOWT6C4hpErrvIltw4EuJ2piOuTFyYqN9JaG4sClNCZBd7x3HR1dfEZrvY31g44H1Wdx071bMiQFvP7YGIhbD8xmBFT1RdKCzGMAPJR7tcLG2P8AL3R7cQOKRrQWs6Czhvu0OHmr3kDQF5lYZOKrBxknT4jiqOYbTp1GEA5hRZap9q6REuWJARSRejvFnhibw9qVN+PfzpmNaDbniDHPgkM4g04+giAFpnkpIr421J31MziyJwblz5yoh9da3vhXFIuWopBJc5NBt375dOYT7g6Zp+OxnP6vykQSFgymq8L3vfU85hAQJyccee2zQZfzNb36jBNn73ve+we1UVVXh5ptvxtlnn62EGu0rCbiTTjppSHvkSJYhF/G6665TIry83yQaadvXXnutun/mmWcqgUmudJl9tV8JiWW6+iBIrJKTetlll6n7tD45rh/+8IcH26JzS67mxz/+8QM6R8MhId3a2orPfOYzgxch5BLTG6scFyARWT5f5Pzm81F3094ggf3UU0/hyiuvVNkXek/QQEDHcZQzXltbq7oXvvOd7+C9733v4Bt6OKNZZzh0EVJ5IULHRfvATBJI0RTzQCI14mNi53b1p+jYuo/thEDNrs8tTBuoqQW6O4HGXdnsoGYaei/94q6nXfI2OHMXQ86YB9Q17frye8M1ytHNpauA5X+G/fRdarme6UJi0/1IdT4KNz0Tfja6aDe2rkDy6d8if8LrEetcDiu7ZbBLOOxzEFt3P2T7WvWlanZvReaIq6G1r0H/XSthIY94I32ISbSozngU7QXQwgLkhi0wt+1AQJ/HY+YhNFIwazWImAUt34tUuBJazIcfS6FgToedWw+xbTOQSgNHpIB8EWFbJ7T6yO0AXBqppURsGKuBHqeBWhKeVgW7f300dEoXkG4+cmKdAqCbCD0fJVmDmsQWaLoEHFNdCFRmjMsvJ91E4CCUtjokdV+NB9NVGCCUFkw9j65SFZIGOTAuNKGhGCYQ6AESwoEmLCTg4qUuHxI+6hIWcq6P1jqKEET7TFAowYklkKD9JO0/MKArSbEFW0eDHsDxfRSh4ZgmG76jqfVJpTZIByvV76VEXPeRigGvnhlDwZfoKIb47iMbMDetY36DRI8rcXqLqTITfXpMxRX86hQWn5TCvc9sxTEz08rvto1I/ZJbHDeEcqWrLYE+V6LW1vBcewnPtkfZ4Zb66Hso6+2SpKdP3/d309mzkmhMGJiWNqBNsCvLjDeHT2mu4ZBOLOsOMr+oh5zMLtI29NjatWv3ywg9KNUMSPx95Stfwde//vXBZSSiKLxL3cr7WyiX3N6ySCPI5Zw1a9agSCsvIxe0DAkv6h4nN5Kgk0FiqLu7W/1fub1KaD0SWtQ9T44incxSqaTytWXopNJMFJVQtz4Jtv1tn46tLGTLjmXlcaxZswZXX331kLZOPfVUVTHiQM/RcMhhfvOb3zzETa8UfiRKqV2KVpDApv0eHr8Yibe//e3qvUDvC3LE6cKG4hZ0YUPbIshJJgd5T1nr0a4zHHKmK88VXWhVvi+ZlxfKumrLH0dw0dUqjhDkCxDk1re2KgUUvPvTanBXeOZr9rgN8fzj0H/5LSVIg+u+pESYsCxYX/keZFcHtDkL9rIDxojxh/RjP4e17XmVq80ffwWcxiNgrnwcYW0rYrJv0FUtnXgGrDV/h44A1saH4TXNhdNwtBq4Bc+H8+hKuFuzEI15xM9dCscpwW09CtJOwn9oJcyVT0K3dfS2XgD5qjeqfW/074FhOOhPHQNpUUL0aUjNQL75bFQXHoeWalDtp7xNEF09CA0Dek01Yu4muDtLsIolgG6zpgM729WAML+Qhl5jQfOibnSUHKDkArF6lYFNhesAqrhAFxWxNMTAgCnEq4F8N7TARTpFg8eiPn0ZDly4D4jZcpUDcjILfg1CzVLrUfUxejl914IfxGEmXGzN6nDDGjQldZQCD15oImEKWJqLGqtbCd/2fCNKvo0T0g4CWcS2vhISQsJ145SwwDGtSTQmDSQTcRRhoj8wMU3fddFKcYAQusrQlj1ioRuYlpLYGEbHRt9zKV0iH9JjGroDiaIwUG972NEVbWtHIcBJwodp6UgIAUMIVUEh4+swBkqJzZsdXVg3Cg9WQsecmTFV5YDELHHBDFu5qAlDwwYZRTzoeF/RZKLXlVgwEEcYLZSlXdK863t9NHh+iF88sB15J8Cn3hhlqBlmskJG4E9/+lPccMMNSiuQDqJYJMUwJ1TMkrNJguGJJ55Qwo/sY1LaVJKLXLj9ZaSMbdktrIQEYxkSjEcffbS6VUKO594yuyR8qPucSkDQiSMB3tnZqVzEMuRGDhfDw++Ptv2R9qWy631PbQ13RMdyjoZDor1SWA/n3//933HXXXepKyZySCkWQS4publ7g1xUurgh8UrxExLelO2l0mB0YUMXDeRG07kq55fJMSeXmu5ffvnlqo19rTNSAWZygy+55JLB+xOdL2P2DuVcy/87R52B9W96vxqoU3X7zUBjLeSCY9Rtr9tYvRwiDCC2rEVQyALpSFyIVFrd9hsZwtqyTA14sjc8DmfuUvgzjlY3wiuRgIzDrV0Ie+UDu95TSQvV2+5Ad9N10NMC8rktCHNRRCfMuzBf93l0tbUNfga1xUfDfOTWaF/btgD9bYituRv6Evq8C8Sc9TCa2oDjF0YD1brvB9JpSBpRRZZfPipdI3tz6ji1pA6r1YLMCIhEDOHmnRDShTA0iMCFlqyNBnnRBW1fr8qRSdsEqquj7WgaBDncqm99QMzS/fJpoeyslYiWJWojE3lAyOa8RmgiQMLoQSij76JyhJj+1w0XlnSR70mjWYYI07pantD7oQlf5WbprJRPJVU/iKonCFhCYl48Omd+sQjfMaAbGqx4DLYpEYQhNuQDtKYj/4lcWJvcbegUXkCD8FCCjnrhq21N0xx4UkOtCJBLWEhCV1naDnXo5BQDJzQE2FQy0GJ62BGSd64jJkNoxTw6Ci7sqmSUOwYwfRqdP6leEtomrKHfMTR4q5yVnVdr4Z3H16iBZb4Enut2sCkb4LxpFpJjGMyVdUN0lkLMTOlqm3tifUcBz26MBhk+vLIDp8zmeMCkHQA2DvlWMS5u78GFer4pukmQDvnoRz+Kn/zkJ/jzn/+sjEHSH2TITZiYJUeS3LD3v//9auf2N1JwsKAYATE8QlDJSMKGMq1vfOMbcf755w8uoyuESuiEUia2kuH3R9P+aKAXkURbJXR/rC/q3qBtkuDcE+Ty0uhCupFY/9a3voVf/OIXqjLBvqBzTSKWbgTlZcnppYsF6kagmEYl5QFxlF0mt5oc4H2tMxIk8vdnwCEzsQRv/jC0ZY8gOOdSuBu2IMxGOansi6uhvXJ0A8bC866AKOYh5xwxKGQPCKEhyAbQzBBhz+61DsNYHbILr1R/x6ofB7o1VfBfoxJFJBr9ElVmRWCbiM+pRn5WC9xzh/bkEGZDLcTiI6FtX4dYvAfGQz+IHphxohrgFPTFYNeFkPVJoGegVJbvI7CqEXg6jHwHhKVD1FdB0PB714VWW4Nw3jxo8QHHNEwiry9AIr8qUor0Y1GerIFEazyxa9CYlYYvbfh5GwUxH/WJVaqmqiR3VmjRRA/VrdHzhoyu15D3m1BtbVWLTZGDJ+mieNc6tNwLY0AyRmFPuJ5EXHOhU80tJfhcuEFaubqQQkURquwAeswGfLJ2A+SFgW0FAZ2cVF+q6R2cIlBlBZif1hBYOtpLAjnosJQfS+tEFQ6maZ6qbNAvNQjDRpxEg0+TRFBRhwBdmRIStoGahIWUFqA+ruOoOc3Y2LYTXQM6oLvgY93OyLGdIQtorY4h64WYRaW9htGb9/DXpzswpzGOVx61K/7yxPYClrWXcHJrHE1VJvKkaAElSPdXzNJF0f07HJSC6PlLm/YsUGc3xrGgJYFcKcDJCxsANxK2DDNZGD6wa8mSJfjud7+rem/LInesjEnMUsPkCO5JXEwUJEZJVFPGlAZEEeRmkltMOdByhpVcwUqorhk5sWVogBZVEaiEcrQ0qp8yo+QskpClGc+oosH+tD8a6PnUFm2PHE6KCdB9EnAHGzoeGlxVOakF7S9FKOg1pYoKF1xwgfqb3GE6XopN7AuKFZA7X36zUoyDIhmUFSZIbA4X/dSlsHLlyiHLR7MOM7WQR5+M4OgoNpKaNgdNH3onpOuh9XUXo2MU7y1FfTOCaz56UPfLq50Lc9MK+KftY7pF04LeGPWcFJpPgtNwLPzUdPTMeBOMuja4WgOCmplKFA4n+af/hubloB/VMLTof7GEUg+QP/oy6MXHYIg8gpoaBAUP+vbN8EId8frs4IxYoW+o0lORYvTQX3MmdN1HlbdcLU/5G1AymmC29yCIpWDFYpD1yi6FsGMIpAbNslWUQAsyMGUGOTkffaW5qIlthKBsLLVjpeDmdVjpcgnZKOOmayEaY6uUM6tOiV5SFQtC7BJXtHtumKbuIiWGrZC64aNBZjQhgxckoliJjGJNaYsma6CfIA2gkfymjr5c5ISS/A1cH7olYOsClh59h2wsADG6bvUAJ6TJDaLzo84NfQ+FFlzNQLVhUnIYMvDR6wN9RR+6aSBhGSgWHWwzDHRrAju7c+gOKbsboK29H+u7i0jGTeXeNscEFsQCYA+9/Xc/14kn1var25LZVahJRhfUq7pdNXPYqm4Hx7fEMDtFo9eB6cn9/7Gmcx9lZiUKToAfPdyORU1xnLMoctoriVs6PnrJXPWc1vok2tpYzB5epblCTHZoYD313A/vvT9QITtmMUtdz7/85S+VeCFh+HJB7iEJVSrnQNlR+hBTF/frXve6IbkMGmBFjh+dQCrNRa4sTb9L+VEaOESDlYbPVkZRgRUrVuAjH/mIchrJKSXBSsV+96f90UBt0Qh+sthpO1S+gs7xpZdeioMN7TMJearCQMKTxDcdH5XVov0n1/YDH/iAqoxAj9HxUvWDfUHC9/vf/76KT9CNzhc591QJgmHKkOBret810Y/0y/jdQeSv/HeIfD9kum7v6808B3bPS0rcedXz4NYdoZZ78VZ12xthqhbazgxK1UfBO/YVqH7x/0GkYnDNRvQvuVyN7u8xo3KBRHLZH2Fs3gYL2+DVL4FuOsg0nw8nuQDJ/qeQ7npUTVrgzbkIJasGsONI9z4SVQZIxLEzfYWaEay2+A9I04aWpMhAAF80Qmo1iIUbB9uiWb+Kfgtifi/iZp8Srn3ekSiVGlFttCGRIAd9lwQvC1lCxTOMHIo+RTwiEUdVC0ytCDdMQtNoogh7sGcsAFWMMKKCtEqAhtDDEnzHAkwjEu1egJwb/aiZCDHH9tFGtWF1E4amIy8Hasp6QJNw0UvnAZqqYtCsR+4vicbegoe0bSAMJWIygFWe4CE6CFDZ1zrLUHLCGagaEECg2ZLYYRtKyFKRiAXVe/95XDQtiYdX9WJaXQypimoEr5gexws7HZV5paoApzUf2PucJlrocUI89FIPtvW56nbm/CoYw6b+ZZjJDo2rokpOZJ6R4Uf67GAIWULIvQUs9wLlIalkEwm3crfyWCFXj0o0UC3XMlSWivKd1E1dhkQeVRMou6BlSHDRY9RFTmJwuMCm7ZDDR93mNFKO8r40wp6eU551YuPGjUqQVRb4J1FGVxLUJm2Xsrb0HJrBYrTtj3RsJHjp+Kj8VSUkJEloUhRg+EQDYz1HJCpJcA+vbkBuK7VHEYfhJbWoHdoOxQPofI2Uyx0JOl90nil7TO3vayYP2jc6XhrwdSDr7Al63lSfcEG5LK2tanDiGD+qk5KpdlxW7xpoXgGlxiVDut/3eUxOEXrXNgSt8yO3svslGPl2FKefDqnv/vnQe7ci/fiv4NdMQ27pNQPZ1gGkhJ1bq6odePFdF9+2uxlxdxNysWPgG1F3tx70Qwod1doKGjqFXpwMD3UwkEcCG+AjjQKiCSLiRidqYuvgBtXoLpJLHYnNRCIDPzCRTndDMyRcPw5Ly8JxkpBSg2k5yGbrVWCW8q9ukEAslleuU6mYhozZarpfXTrwzVQ0/yyJR7JW6XOZ3/2z2Raa6Jc6moWHWi0Sz72hjozUQaVk+z0dVcJHAzylizeXBEwhMWPAPaUe/VUFDb1elMGdPnCKO11qXsDRTezMuTBtS9XiPX1mPdbv7EaKBvcJiRd6PLzY62N+lY6TG/ctQh2qZasqGoy/sHypvYC/vdCjnNkrllRU9Zjin63RMp7HRa7/eMT6RqLgr0eIXTPlHSw0xJAw5h/07R5M6DeZxitR+U/qgaae6Fe+8pWqx3i4oTghYpa6kH/+858rcUjuHYkW6oqvzKdStzAVwZ2qkFtLpa/KI+soZkBd5sMHGzGTFxazk5dD8Qd3ah8TKU1tj8dFF7zt7XRcB6Gp8qiqSfp6BVIOmY1rqjG134d7hsXs1BezlcYXjam5//778cwzz6joKg3uJlFLNfvHMqXtmGIGlEOlgvp7Y7jbN9WgKzWabo1EOw1MIueWuuJf/epX43CEYhl08TISFIcYXtGBYZipxN4HJkVGxUFSoZNcX01lIctMfijbSoNHx2O7UwUaEE4RA7pRzzY5tf/4xz9UVJF6kikOOSFilrq6K7u7D0Woa50mKKCrW4oFkDivnGjhcIO6AionjKhkX2W7GIZhGIZhhkOxTDIMR1PPflzqzB4ukFBjsRaV0GAYhmEYZuzQ4Mko1jMe25060LS1FDOgQWE09ocmW7rmmmtwzjnnTJyYpbzDnly6Sht5tAOHGIZhGIZhmEOX/v7+wUgBDUCnAfhUBpUqGxxob/+Y1CYpaZodam/QDlJZK4ZhGIZhGIby5+TKHp6Z2dtuu02NRSLhSqU7SSdSFaiDwZjELNnBV1111ZBl5NRSGSWq3Uoj0g71TC3DMAzDMAwzOqi+LI2/OdByrgdNzFItVbqNREdHB370ox/tJnYZhmEYhmEOZyIH9fCcAeyoo44at23v30TRo4CmuKUyTTQdK8MwDMMwDMOMJ+MyQotm0qIJBxiGYRiGYZhdmdnxcVHDw/oUH3RnlmIGd99992Fdk5VhGIZhGIaZxM4sDfL63e9+t9tymsmBBoFVV1fjwgsvPBj7xzAMwzAMc0gQubLszE7amAHVlZ09e7YqeEtC9kBnc2AYhmEYhmEOLRzHwXPPPad68o844gh1y+Vy6rFUKjVxYvbYY49VN4ZhGIZhGGZ0CDE+M4BhjDOAbdmyBX19fapcVl1dHcabFStWqHkKaAIF4i1veYsSs1u3blU9/jfccMPEiVmqKRsEAWzbHtPjDMMwDMMwzMtDqVTCf/3Xf2HDhg2YNm0aNm7ciMsvvxxXX331uLVJUVRq88QTT8Rll12Gf/7zn4OPHXnkkcqd3bZt25jq0I5JzD7xxBN46qmn9jjD174eZxiGYRiGOdwQqsbswa8zi/3c5u9//3u0tbXh29/+NqqqqpRj+sUvflHVgj3mmGPGYf+AJ598EnPmzMF1110HIQQsyxryOM1fsGrVqjGJ2YNezYAIw1DtKMMwDMMwDDO5ePDBB9VsrSRkCRKwCxYswAMPPDBubXZ1dWHx4sV71IdU1pUc40lRZ1ZKiTVr1ow5xMswDMMwDHMoMt6Z2WKxqHRYGdM01a0SyshSZpUG7VdCrum6deswXpAu3NscBJSbJbE7rmKWYgM0TS3heZ66vfe9791tPTqRruviU5/61Jh2iGEYhmEY5lBEyHEszSWAG2+8UeVfy1x11VW75WDz+bz6f7jpSPfLj40Hxx13HH7zm98oR5j+rnRoKYJARuhY46mjFrM1NTU4/vjj1d87d+5UdvHweXZpx9LptFqPqx0wDMMwDMNMHDfeeONuzuxwDMMYLJFVCRmR5cfGA8rEUvnWL3/5yyrWUCgUEIvFVE522bJleP3rX6+05lgY9V4vXLhQ3QgKClPjpPgZhmEYhmGYUSDHMWYggHg8vs81aYZWXdfR09MzZDmZlE1NTRhPqEef2rjrrrvQ29urltXW1uId73gHXvva1455u2OS4KSox2u0G8MwDMMwDDM+GIahNBxVnjrvvPPUMnJJaXbX8SzNtWPHDtWzTxNrXXnllapUF7nINAjtQIsGHJCfTDlacmlJXVfa2gSFeC+++OID2jmGYRiGYZhDhvHMzO4Hb37zm/GFL3wBP/zhD5Ve+/vf/64mTbjgggswnhUU2tvbByOr5UoKB4Mxi9lf/OIXuP3229W0tTRBAlnWFBymfAadELKxGYZhGIZhmMnFvHnz8JWvfAX33HOPMiZpnBN184/nZFctLS3jNsBsTGKWyjrceeed+PznP69s4vIECZS/uPXWW9XJeNvb3nbw95ZhGIZhGGaqonqx5XhsGGMZkPWe97wHE8Vpp52G++67T0UNDnY2d0xilso+kKonJf/II48MRgzIkX33u9+t5t0lgXvKKacc1J1lGIZhGIZhph47duzAySefjBtuuEFFDaZPn75beTDSliSyJ0TMUi3ZhoaGaAOGoYLDlSxZsgTLly9nMcswDMMwDDMR1QwmOY899hj+8pe/qL/JoR2Jt7zlLRMnZsmJ1bRoJtzGxkbl1Pq+P1ifbNu2bWPZLMMwDMMwDHMIcumll6o6s3ujurp6TNs+4Oq4NP0ZDfqiIPHpp5+ushB33HEHPvzhDx/ophmGYRiGYQ6tagaqosFBRoyH23twoeoFB7OCwQGL2ZkzZ6rqBQQ5tNdddx2+9a1vDU53SzXESNgyDMMwDMMwzHgyJjFLeYbKTANNa3vTTTeho6NDzeSQSCQO5j4yDMMwDMNMfcbLmcXkd2afe+45rFy5cq/rnHDCCUpTTnjMgGIFW7ZsUdbxokWLDnRzDMMwDMMwzCHGypUrBweA7Qmau2BCxSzVl/3+97+PZ599Vt2nWAGJWRK3X/7yl1XsoDxIjGEYhmEY5rCHqhnIw7OawVvf+lZ1q6RUKilDlGYgo8FhYxGyxJjVJonVtrY2fOADHxgyly8VwqVM7bJly8a6aYZhGIZhGOYQJxaLKSP02muvxa9//Ws1KdeEiVlS0Zs2bcJ//Md/4Nxzz8W0adOGPL5gwQK88MILY9ohhmEYhmGYQzozOx63KQyVdqUJE55++umJE7PkyJKSrqmpGfFxys/mcrkx7RDDMAzDMAxz+CClVEZpEARjev6YMrO2baO/v3+Pj7e3tyOdTo9phxiGYQ4ryFERu/sKwncgQhehtf/fpQI+pPIqxj5uQYgQuu4hCOyB+wE0LUAQmHvJ64ldizQBhJM/x8cwE56ZDcfBRdUm/2eNtCGNq6okDEMVLXjkkUewZs0avP/97584MUsxgq1btyo7mObZFWLXFxjtFE1TRlla5uVn/fr1ykk/88wzX+5dYZjDGsPpRCzzIkrJI5B48vcw+toQNjbA2LkZYXU9nPmnIz/zXEDTIdwc6p/9DjSvgL6jr4FbdwTifc8h0f8CcnVLEcQboEkXrqhH+uEfImZ1I6xrRpCqRxirQaLeQQgDMleCp9WhL3EWUvYO6KKEjDMLEkMFqYWdMEUOFnpgJnWIWAzCNEBf7WEoEMrNqGuU0IWHvr4WhDCRSGcQhCbcMAlLL0KGAvkemmddA+IWYBuA6wEFd6jI3RskgHUN8Ia6M0XdQkmzEA8c6IGPHmnARoBqEap9JH2wQ5ooSh2tmovkHgrIBxLo94EqA+gpBti0uQctmsSGkkA2AI5ISKQ0CV0TapsVP21DKAUS/9juwJfAOdMspM2DM9h5U3cJQQjMb4wdlO0xzGSCtOGeqhnU19fjX//1X3eLrY6rmE2lUrjkkkvwzW9+E694xSvUDGCdnZ245ZZb1M62tLTgxBNPxGRg3bp16krgcJ3EgbLLjz/++ISIWeoeoPbovVAurzE8ikLTHq9YsUKt09DQgOOOO25wAo5KisUinn/+eeTzebUdek8xhxfa7b+B6NiG4Mp3AbWNo36etezvMNo3onjm6yHTdXtcL/3oz2C2r0Lu1LfCnbHkgPZVL/ZACHJGWve4TnX7HTCdTtjZdcDWlxD2O9B6uoGaOLTOTqTM+yB1A4UZ50B3M9C9KKpl5NuVmE11Pwo9KKCq/xHovlDy0CklYKZ7gEIJWtcWmFoOKGwGquZAtyyguQ6G50J4TyFuRwIx7m+Fd88/IOqrgZNOR6jHYbubIdt2Apk+oLEF4siTB/WnphwfF25YDyF8JJJ9CLUYEmbUO1fwPISwIXQJIxXCz2mALqALF/FEN6StId+XAuKRw6vELW270kiKk7gWCA0dmi4AxwOKHnJSQ3doIG7GoGkC/Yih5Dkogr4zDGRkgFm6CzqyrIx+ztY6OuxA4shk1EBXKcSafh9zUjp6YaDLE6jSJdZ1Ogilg1kpHa4dicdnOl28uC2LBc0JJKriqDeBowe2U0lPKUTGi5ZvyQZYXEvHO0rBvge29Dr42WORa/W2UxrRUGUhZWnKW1/RVsC0ahNNaeuA2mAmSzWDcXBR5eR3Zs8//3wce+yxu2VlaX4CKh4wkhYY99Jcb3zjG5WI/etf/6pKKxBr167FSSedhA9+8IOTpizX8uXLVfmww1XMzp8/X71Zxhty5G+44Qb1uh955JFKrFLpNprW+LTTTlPr0EXFf/7nf6qYCrn7d999N373u9/h85///JCJNkjsUrWM6dOnq8oYd911l7p4Ovvss8f9OJhJQsc26Pfdqv6UjdMQXvr2UT1N5HqRuP/X0fOsGIrn7+F5vgN7a1Rxxd7yzG5iVoYhgkwWRs2+5wk3cjtQ99z31Y9JmPg4hBuDNOO7N2nVKTHrxxohZTU0pw3SCWCcNg+yOwuJAOn+xyHiFvL1pyMz/3LoTh9KTSeo53teFfQkYCQFZBBAFoqwUhIyEQcKRcAygdoaUp/K4ZT5AoSRAOwYYl4HZFir4gxawoZ12hLIXBZaQkLmOhC+8CIQ+BBVaSCeAJwiEEsOWpNeaKvYgpQ2ND1Q0Yiyc6l65gZ+n0PDBrQQhszB0PzocSOEVm0qp3gQy4jc17wDGDo8w8DmTLSNWVUSAjoseOgMTTgk5/wAMUNHxgmQc6Uyfgl6jLJ2yzo9iJhAzLaQd0P0hwKLpVTtL+ty0eNIdBYDzGmI9oEc1aQhkPUkqm0dPSJybWEaSmN7Ov0v0OVJuL7E6h4HDXEDtUkDMQ1ojmtKHHc7IVb0+mgvhjh/uo2sG2Jb1sO8ahO2MfbfwHW9Du7eUkRNTEOjLvHohixsQ+ATr5oOi5zrMRCEEmvb8phZH0MyNv6/CQwzHDKlxsuYGvM7mkTLVVddhcsuu0xFDlzXVTtJCnt/oZxET08Pjj76aKxatUrlcY855hi1PapnS7NGUK5iyZIlI27/pZdeUvtALiBtg1xBgsLEtG0SWrfffrtaRtsoi9xyWQgSTCNN+EAinaIU5DiS+PI8T21zuKjaU/uVx0ZXI7QeHc/ixYt3s9LJsaR96urqUo4l7WelCB3rOSKRONJAvdWrV6tjIWufnlN5RUTHQo42nRtyRaur9/2Dfu+996JQKOB73/seLHKEAPzgBz/Ab3/720Ex+6tf/Uplqb/0pS+p9w/t7+c+9zn8/ve/xzve8Q61Dr1W//Vf/4WLLroIb37zm9UyOv8bN27c5z4whxC1jQhnLVTOrDxy9L08MpaC3zgLes92hPVNe17RsJE/9hJY7atQWHyBWpTY9hBiHc8iN/0crP7X7yC/aiOa//U9aHzPW2HuWAmjdwtKC8+BtIYKVc3NQsjI9fRv/yZq8yX0n3MdbNGGWG4dso3nwE3MQn/LxcjXnQbfqod5SgOSd/0YWmMKIpeHIG8xZquu/eSOh6F370Bm0VWoWnULGp/8KvLTz4S+4lmE85qgp6ILP5nLQ0ungOYGyPoasjh2Rb4cF3AdyP5OSN2CNG2IXD9EshaCPurVtUBi4HvKMCFaZwDZDDB9JrT6BsAvQeYpHgCEegy6Tbld6rrXlajVRIiiT+KYRFIUWQikiaTZA6WZlciNxKkbJOGFpkoPKHQNbiCQ8y3ANNWKmuvDH0gGlEgrSwPFsPwEiaLrwwlC9Bc9FLwQRS/E3KSGKi1AvyuxgTIC2QLq0wEScRNNthiMCLSkTLQ2JZTDOUd30ONL1BuAmY4hXlOPjr5+5AoCRS9Agy0wr8bEDCuEZkg0mBJP7CjiuY4S5k6rQjrQMMOWmB8HljZbeKjNUYK4zwnhBBJ3bCkpMbyyy8VVRwzNOrfnfNy3MY+GpI6L5lEcYyizam286xVN8EOJzTk6HhcZJ0RTIjoQTURu/Fj53aNteGhVL1pqbHzhqgUHsCXmgBivygNy8lczeOaZZ5Q+GO7OjvbxgyJmSfjs2LFjUJiUoYbJ/TsQyDl94IEHBl293t5e/OxnP1P1a6mQLi0jkUdi6Gtf+xoaG6MuR8dx8I1vfEM9Rut0d3fjJz/5CT796U+rEg/UVU3d1CRCySkkyi5y+T4JMBJcJNo+8pGPDO4TiSoSWnR8JGT/8Ic/KJFK2yqL2X21Xz62Bx98ULmRtIza/+lPf4qPf/zjato2gio/3HjjjWrbRxxxhBLe1C4to0jHgZyj4TEDap/iIfR6Uhc/nZ8//vGPqswaiec///nP6kYOOzke5Jy+973v3WchY3ouOfWVApyEdOV9KudGsZSya0//kyD/5z//OShmKaZCvP71rx98Hglteg2YwwjLRvCRr+7/8wwT+Td8HLV3fgnp1bcB1TVw5i4dcdXiURepW5nk1vuh+SUkVv4ZhTXRxVP+iWfQ9PbLUfXwj7Dz8Tbki7cg8dkvw5gxY9eGZIjcjLMhPB+xHfcowWH0bkVKPqn+TvQ+DTc2HXqmA35Vs3JHvcVLYZnPqAFVcmd3tJmSA2laQF8GMdkN090BvT/qdk7ufBxhSxXC7Z0QNfSdEELUlS9aBTQShXQRqWxFF9J1IDQNgv6HA+hkoxqQndsgScQaJrSqqujptgVtbvQd7nvUrR0OGZimxeKAyCIhNPihDVMrqUhFzqsHpK5EIw1A1oQX7Y2o7E0V6M5XAYaGlBnlW2knS546gshFVvpWR8oKVF6UBLMTaOgNLbUxSxeojpFY1mDrGrryLkwZoFX34EOgmEijPhmi6PiYk9ZhWzqatWhfiBlVFjpk1E6oaZhmheil3Kwm0Ji0UegP0RgzQc1pJRenzUnBEgLZvIN1fWGU46UkxICbmfV3vfTH1xuIGz5mJA0lZml/xYDzO5zlO0voKQXqNqvGxZF1u0cG5tRHcYdpNSHipobpaQMz0iZm1tpoqTJhjtGVJfJOdMGVL1UcwAjc/9gO3PvQNlxx4RwsPb4JW3I+tuVCHFlroNaeHD2uzNRk1apVSkftSazu6/GDImbJrXvqqaeGiNnHHntMKWnqSj5QSDySMCSXlCAhR44duXStrVEOjUQiiZ03velN6j49Tq7d//zP/ww6iyRMf/zjH+OrX/2qEoYkGEkI/su//MuQ9irFETmb//Zv/6YymiTwCBKvJMbIRSRhSYLzYx/72KC4HE37ZUh4fv3rX8esWbPUfRK8FM8oi1lqi7ZD65AbSoKTjpWWV+73WM7RcCjXTAPC/vu//1uVUCsPEitz55134j3vec+g+CWxTyJ5X5CTStuh4yb3mC4WyP2tHJnY3Ny8m8NK9+m4stmscm3JgSaXnET2ww8/rM493ac8zZ6giwC6lSF3Kh7fvZuXmTqEK5+DqG+CaBlhMMCOTdD/8CPImQsRXvnO3R4WgQvhRxet+ktPQlv+IsIzXg3tjpvhZ/LA694BbXr0WaykMO10xDueQb5Uj5aZJnIFDU3/9h7lbJZcG25XEdX1IXK3/hbGdR9Tz4nteBzV6/+iuqR7T/gQkvEG5LrbUJp7GsxuF7H8OhRTi1H12E9hbXsBzswTkT39nUrpFaqXQIQebPk4hJOB7C9CJJKQHXnleJrTXciqBEInhN5cC50uxJtSQDoGT6sFrBiweTM0px/6EbMhkgPfTdkMJNmc+QKQTkMEvuqmp2gC3CLgFoBUGtLQATM+ELWLcgK6IRGEWqQxDQshidSB80NurBroNRApMEUeblilBCp9/ZUje2VHtixc4zZ194dkNKKKYrO6Dj0UgB+JRF1IJM0Q1bZAv6NjZ44yuEJJ6qQukLRNSEhYQmJHzkXOjURZvx6DJJtZN3D87Hok/CISAbnJkaNcpkoEKMJXx5FEiDVFgXZXIK5JzKbrJiExS5Twl20laLqO2ioSmRLd3SHq6xMIgxCXLzJgWBJ/fXI7Vm/sQ/60FixdVINHOjxkXIkcBGakdJxQb2Bb1seJ03b//plfa2F9rwfT0EYUu5UkTA2nz9gVvTqqddffY+VNZ7RiXnMCi6ft6jkciVv+uh49/Q5+f8cGJWaf3OmpCIYXSrxy2kDumZl8M4DJyZ+Z3RdkQI6mJ3gkDig4Q93E1D1+MCChVxZpxOzZs9W2yyKtvKyjo2PwPpVyWLhwoeriJheRbnQyNmzYoGIP5e7ukSAB++KLLyohRUKSRCo5h2UxSwKYcprlbdDjlLslwbu/7dOxlYUsQU42XQSUoSgDiUESsgT9f95556ntVorZsZyj4dAFyGte85pBIVvenzIkKCmzevzxx6tjJkFfue97g453+/btqn3Kx5KorKx0QTnrL37xi8o5JoFKwpXcbILOG7VNFw10TF/4wheU20z3b7rpJrzzne/EBRdE3cHDufXWW5XwLzN37lx1YcBMTYK/3wb/599TWU/rWz+DoC7xCrRH7oa2aQ2waQ3Ccy4FahuGPB6mGpA581ro29cguOX/Rabktg1wnl2GgNypF1+EfdPNu7Wbn/0qdSNqZ74CdY3NEPVRD0f+0k+gpf0TSqDZtR5IKlPFgfTGOweeTXJLA/KrkMyuRdA1C9mWC5Dzz4qqEgS9kDEDenbAae19EqneJ5UIlqGDsLsAWDoEZWGjzUEWHCBBWdWoa18M/FjJXAFGbqBnKVeDeG0Sgi6y6TuI9iuUUewhkYCgEolUBoiELNmesYRyvWmAlizl1GPCTqrPaSRAaSCThLSSgB2HKgpQ0bddOcI/DA2UfB1xMxgiYkuBhbjhwh+IH1i6r6ofpAzaWCSN40aIIIyiACkzOmaK0OoihBeE6KWsASTq63cJr1D6iJs6+ks+4oYGV7dgK/FqqIY918OygkDaABbEd/2w03iylOdgdZ+PMKkjGPjZo/Fbv3x2CywBLK3X1GHu+roS0NSAvujFmFllqsdWbexVGdon1/dhyfxqFXEgsm6A7Y6BM6pNLKrZvXSZGwLduo1j59uogYcjq0Ye6NJeCJDzJOZV6SpWcDBJxQycd0z9Ptc7/4xpuOuBbTj3FdGFJOWDdxRCtCTYlT0YSLpMG5dIQHhAMZTxgsZSlU0s0likE+65557d1iuX57ruuuvG1M6kSYEPd9LI6RxpWaV4pgwpdfVT7bJKSKztrfAuicf//d//VUKUHD+KANB2Kyd6IDe1rm7oSOjh90fb/r6OgwQdZVcrofvDHdGxnKOR3jDlCMJI0Bvpl7/8Jd73vvcpEXvqqafi4osv3uuFAXHzzTcrEU8RBoobEL/5zW+Uk0w5Woob0Pn+zne+o2IPdH7J/aULgO9+97uDA8CoHdoOOcflXPFtt92Gn//85+pionKgWJkrr7xSXXiUqRTQzOSl42c/RffttyN99lKYr70CSEYZQ5kZqGHtuRQm3+158sSzIF96FiWrFj3/8i4Yc+ai9pvfhKh4j3rTjoFXMwdG9T1Aphdy0fEQy+lCNIgE3j7QFh8zdEFVPYJp86G3bUC45BXROkFJOatEofU0BIkGoHMtyVNYfetQajkZerYNutOrBKHbMg+5BRej5vmfQPezkIkQ0kigMPt02DvuhHADhNkiMKMRuaYzUVp4HmpW/gy2tw2iGMDX0yhVLYYo5pC0X1Lt2kkNFIIN3QCiWFDZW1/GURLNSOpbo32nz4PvQ5SK0X2bztPAhabv0EYgyb31SpBxGgBWjS53Grp7m9AYb0ddbPeemZxbh5zbDCd0YepZShEMNmWLyBk1Brr6Q5mH41VBIzFNH82BaEHS9FUJrN5iiKwjMLNawNQl5tWZ6MzqoGcX/RB1VgBToxypkuqojukouiE29xYxu5YEd4CdfXmUQiAbCGQCqFwrDdQqs6zLU4O0tuQCXD5HR40hsTPvw7FMSE1gfSnEq2bY6HMkLGpPCJhxC5tzDubVRCXKiNctbcHT6/tx8QlNSJkaltQb2FmSMGwTjZaEoUrrStz/QrcS6OcfW69EaT4ASuRG04VS3Bg8X0POqRfiwTZXPc+XEotHEMV74o6VvVjXWcQlx9RhfuPee6XoO7cjH6A2po04SO2Nl8xXtzJntdoqx2sMxC0YZn948skndyvHRb38w6HvI4ohlsc1TVkxOxbIOST37oorrtiv51EUgAau0QC2MpQtpQ95GXIuqet7uJt7MNofDg3QGr5tGuC1pxnWDgTa573NfUzOLlUXoKjDypUrlbAll5XE7d6giAGdi7KQJcjlpjcxif5yTIAuCF772tcOrkORC4oflOMbJGApolA5QI7yM7QfdNFQziJXQm1WtstMfqjLe8d//VfU3b5tLep6tyC49rPRY2XRRQX3R6iKIucfBf8LP0Txppsgc0/CW/ECgo52GDOH9SAkUvA//R01EAqpKmhnvRrm6hch5h+x/zssNOTe9FkItwhJo/wJz0f/oquh+zklZoVuQpzyLjhr/gG3OhID8Rf/jrC3BNgm+k97txK5dn8U63Hqjke+9SwEvg1bRg6vsEzojQmYNZpyf/3qmbD7o54WLSzBLLXDLm2NvqvIRbUDaOkqSCqfNSCsDeRRqDoeXtCK2vzTkL4PGa+ChuIu61HTByZqiEStpPt2AjBiqtu+q9SsKhh0FZsHxWzZlaX/c34rpBaN7C/rIeXKugYeb0siZgQ4bXpkDvgURqWs50DesxxTyLq6cm1TlkTcADIuObZRRDWpMrJA2grhlgJkQ3tgIgiqiUvVCiTcMFADwWKGhk6PhDBlYE31fEOdvV00xDQlZpOWhi4PoN7ypNDRn48e7/EFak0NM4aMy9JxtD3UQT37yDp1K0OCc/Gud6b69/nNWfzpyeg1a0hbOGFuFWoMYLot1SC3lj18VVFpL3KRKYJgDxOOjh/ipS4X09IGmpLGbo89vjH6rXpqc26fYvax7UU801ZCja3hbcdWj+rin4XsQYR6SsZj0gQxOQeAXX755XjVq6IeL9IDZMBdeOGFQ9ah8TOkdw6k8tJ+9RuQ20gip3yjnOLwZZWPjTc0SIm64qmLuhIa3FSGThy5p5VQDrSym51G7m/btm3IOjQw6dFHHx0UuOR20hXG/rY/GkisPfTQQyq2QdD/lBcdSwh6X9A+33///UNeH3KA6fjoWMvngaIOtC45s8PPzUiQWCVHtfKCgAQuicyyo00CvTwAjyDRSsdNTnaZpUuXKte2UnDTdujNvrfcLDO1ELqOussugzB0JGpI7OwSDRqNrCdqagEafESf2Vv/hN5PfwremjWD6yWuuALW0tOQePObdxeyZahLPRV91kU8Ce34U1S2NPbALUj8+dtI3vIV2E+VowL7QNMGhWxs7QOovfPLSDz1ZxRalgJa9CUsEnWw+jeget2fYPWuQ1DVCln04YpGSDMBt2Y+3Ko5CBNVsHMbULv8x9C9PpSOPQ/+tDkQ9ZGa8uyo90SnwVZUHaWhHlpDDazS9qgd04TW2IDQrIYkEU2VDOIJVf7KTzQipa2FEVI+1gEFX93kHKB5FtA8U+VkkaiFSNQAug3p0IAuErU0WUH0XdYQa4ellVBn7+p1Kmse+t/SKCUawtR2fffR5Aovdlcj72koeJqKDVDmNsCuCQDoK67XMdDrmPClBicwVTs5r4i2HLCZTHkpkbKAhjgQMwR0Q0Q/djFTldGaaQZUkEuZvEXPR3umqNxwKt1FtWhpB3uHlUY7us7EiS0xxJIxrC5qyiklMffq+Q0wBBVFE9jm7C7qaLBXO53CUcYR6fsvZ5g48qgmxG0djSp/G50zij4sTpLDOfJz44bAq2fauGC6jbk0q0MFD28t4KGtBdy6OqtKbFVC7ioNWqtPGjh59u5VEoaTo8wDRWe8cEipX4YZD8ioot9uupGJ+OpXv3rwfvlGFZwOtITofj37iSeeULeRlg+HuoQrqwOMB29729tU3dJPfOITqj36QqbRcOT0Ua1bgspg/eIXv8Cvf/1rVbKKLOyzzjpLDYQix5BEHY2mHz797hve8AZcf/31+PKXv6y2sWzZMiX4Kh3A0bQ/GihL+pnPfEZVFCABSy4xRQ9owNnB5i1veYtqhwaKkVClgVZUMowGbtEXMcUA6M1FDig9RpUSKK+6L8jlJkeXtk2OLLm5VMWB2iu/ScnppvNJA99IsNN5J8FMb+4y9FzqaqDMLL1OFP0g8U0D2ioH3zFTn9lf+zqsd78TWLsCweJoMCShn/tqiIVHQtTUKYEmPQ/Z731PiZy8baPmP74YrdfaitqvfGW/2zW2rkLs6bsG75vb18A54Xw14Gm0UGUCQiv0QviuEpTRgl1fqeR2Fo69GM7skxAkogs6aSbRu+R9qOm/D/bzf1eCLLX5XliZzerxvsY3wauZi9CMBLjhdqkqBZF7RlZlCo6bhm1FTlwQq0NP4mxUyecRxFIoxGaiEQ/CwHZk7UXox1IEWgqu14yW1DPRjF5mYiBbJyO31C2o+rGDDl3HOjTUu2iIR7nc4TNhFYtxJMwuWHKXkKV1HKcKM5ICTqjh5NZ+igCr5XbYDyesgRMIZF3Kt5ZzuAIlL4CVoFhCdO7poYxH+VoPoR9AMzVs7ipCI3GbjsEKgZQOnFUjsaEAdOQdzIlJHFMNbCl58IUBQycPd3dhWmsK7PBo4BoNJhtYFjMxJwZsd6SKJlTihcBzOZLsAsVQYm5FDndPUN3Z7Q7Q1JzCmQuqMKN+/wZMJU0NyRGcW3KfCVunLO/uj7/2mD1PDjKcs2YlUBfTMaOKXGyODkw4h/EAsObm5sG/ybQa3vtNkENbaTaOFiErrbR9hHhHCu3uCcpHDreS9wQNtiLxUylqKNdKB1u2p8uDl8hlPeeccwaXkcCk/AUFjMmFpa5uEp+VkFgjgUiOLOU0qZIBuazlWqok6mgwGOVUSVxVOpYkyMh9pgFLJFSp650GMY22/ZGOjRxMeg6J2DIk2siNJbeSMq20n5XibazniI578+bNQzKlNDiN1iPHtdxWOYtKIpO2S/tI54YGgs2ZM2dUryMdA22XjoH2nYTp8OfSOaWQN+0jVT2g20jQPtAAMdov2s5I8YJ9QfsxET0E4wkJDBrgRxUoRvlRPSSPq+/GG+A8/jiqPvZxxCve72NqO9+P9G++CFHIKLfVm7sEhUs/uH/bcPKIr/kHvPo5Kp9beUydqx5XssyrorHye0AGqF73exj921UN2ar1f1OLe5a8H356V9kvo9SBRGY5TNuBJktwzOnIJF4By+9AzNuMvL0Ygb5r9C/JuAY8qCIFvTgNLnZl8RsSL8DSc8g4M+H41YhrO5DwVyNAAkYyoRSrF8QhixkgVgUtXQ3d8OG6cdi2CykD+J6Jnp4ZCEMdsXQBuuUjDDSUCilIl/r3NSpBoOrNUvWDshB2vDi68jUgT1XIEL5mwAg9dGYdwJSYW1NCn5NAgKQSm7VUu7ciS7q238e0lImm2N5rre4ITZQ0E7HQw7SK8lxlKFdLuVa67es9SN39T2QEfCkwJxZi9ihmmHUDiXu3Oyj5EudMs1FfGdw9AGj/tmd91MV1Velgb/B3xv5DJtXexpIcTGTf7UDQc/A3rNdB1FyMyQ7VxKca9GQmjgQZYGOJbo5azB5ukOCjLvHyFQIJWnIzyTm95pprXu7dY0YBi9nJy8v+g6sKl1Mmd+zTJx7MY9JKvdE459joHbY9Iwduw0VPqGrBhnKXWyhAA44MNfUsVUwI5TB3WpAvqaGltRXtbTtU3dh9HwxFFkLouo/A16AbIXxyZEeQodRj3uFSRpScU6rWpUOXoYoRjOnIqYQUBKiY175Mx9G8XsUAKIZArTHUnd77PkRVJV4u1/Nl/2xNweOaUDHbe9v4idnaXabVZIQELA0yp95XcmXJMKNqSmQsUilPGsxNBldl1abDYgDYeEIOJTmwlJ2lIr7kFJK4rXQ4DycoG0wCfyTIvaWpZxlmykD50EnUwxrG9n/mxD2jikyNsJzE6tBubznQvR/IPdiONNmAmghAlSEYHOS0V0IScwJ+EPWX++6eLxioy7y1YpdoMoQDQeV5D2ISNK5Ht/3bhwObqYthDlWeffZZ1TNOcxNQtSPSVpSjJUjMUhy0sqd5f2AxuwfoioFym1RGiq4maJASXU1QGa/DEcrwVg7eqmT4ADuGYRiGYUZi/OrMTnYoZliOYdJFX2UZUZrkitxxGp908skn7/e2WczuBYoYjDb3e6izpxnFGIZhGIZh9gXFNcmNJWg8zPAa/bSMxgaNBZ7Sg2EYhmEYZiKrGRz0m5xSrx8N6qaB8JSBJmjmUKqMRWW6xgI7swzDMAzDMMyEQeORqAwolXClWvRUW76lpUWV7hwLLGYZhmEYhmGm8gxg4eTPzL71rW8d/JsmQvnsZz+LO+64Azt27FCVKi6++OIxz+bJYpZhGIZhGIaZUKge/dVXX31QtsVilmEYhmEYZiIoZ1zHY7tTBMrKPvDAAyone9FFF+GCCy5QtWap9uxYYwY8AIxhGIZhGIYZd37xi1/gm9/8phr4ReU+aeZQgmZg/dnPfqYqHowFdmYZhmEYhmEmhIFqBuOx3UnOxo0bcffdd+P6669XDixNnFCmtrZWDQhbuXKlmsJ+f2FnlmEYhmEYhhlXnn/+eZx11lmDUQKaOKESGgS2bdu2MW2bnVmGYRiGYZgJqzM7Di6qnPzOLM0WWl1dvdfHqcrBWGBnlmEYhmEYhhlXKEawYsUKyAHhXenM0tS2L730EqZNmzambbOYZRiGYRiGmcg6s+Nxm+ScfPLJ2L59O37wgx+oSRLK0CCw73//+wjDEEcdddSYts0xA4ZhGIZhGGbc68p++MMfxre//W384x//gGVZMAwDN998M2zbxmc+8xl1fyywmGUYhmEYhpmwzGx4WGZmiVNOOQX/9V//hb///e/YsmWLihzMnj1b1ZulGMJYYTHLMAzDMAzDTAhUteDtb3/7Qd0mi1mGYRiGYZgJYZxmAMPkzMxSLdlkMokrrrhicNmLL76o4gSLFi06aO2wmGUYhmEYhpkIQjk+g7XCqREzIJYtW6YE7sEUs1zNgGEYhmEYhpmysDPLMAzDMAwzEYxXGa1wcsYMJgp2ZhmGYRiGYZgpCzuzDMMwDMMwEwEN/hoPF1WGkzojm8lkBu+vWrUKpmkOWVbmxBNPxDHHHLPfbbCYZRiGYRiGYcYFmqaWbiMtH05VVRWLWYZhGIZhmElLOE6VB0JMSi6//HK86lWv2q9ZwsYCO7MMwzAMwzDMQYfE6VgF6v7AYpZhGIZhGGYiOAwzsxMBVzNgGIZhGIZhpizszDIMwzAMw0wEXGd2XGBnlmEYhmEYhpmysDPLMAzDMAwzEVAlg3GZAUzicIadWYZhGIZhGGbKws4swzAMwzDMRMDVDMYFdmYZhmEYhmGYKQs7swzDMAzDMBMBZ2bHBXZmGYZhGIZhmCkLO7OHOLlcDsViEY2NjS/3rjDMuOMFIZ7ZkkdT2sS8hthB3K7EY9sKsAyBk1pi2FYI0WBrSFuRH7Cl18HdL/YhVZvBglk1EKUSTm4wx9yelMAOaaIodbRqLpJi1+jnvBfi6U4PSUvDSbOS8IWGnKsj6ZdgyWDXRuImYOqQBQ+5UoCkDmgxA9AF4rFeADpKXhy6LhDAgO7nYJslmHqB9gCaFiL0NfhuDNLNoy6xGXmvGRZ6kbQ6EUodnYXjEEpbrW+gHymsR6ClETd2ohTUIxMsBiDU7mhOH3QvAy81CyIsIe5uhGNOQ6BX73b8id5nEcu+iFz9GXCTcyGCIuLZVXASsxFYdRgvhJuDNGKAdnB/GiW9oLR9EZ0L5nB3Zseh8kB4eFczOOTFbDabRalUOmzF3N///nc8/vjj+NrXvjYh7QVBgN7eXtTU1MAwjD2u093dreZrTiQSe/zyb2trU4/TthhmTxR9ifZigGkJHQ+vy+CBtRnSa/jo+dORjukH5cSt7nawfKcTtSc17HQkbB24fHZMCRRqd2uvA/Q6WLKwEd1eCClDrO73sT4T4KhaA3PTe/66zfsSD7e7MARwRosFTQhkZbR+X6gjpoXqmIgN+RDtxRAohpjvA5ZpIBeEyAsLLWmo5+YcIG2ReALypoFnuyTqLODYWgsCPnQtgBABLGhwwtpow6YFzSiq59h6Xv2vfiGsLNDXBitwYcWzwIBg1rQAKWsLTK0IS89DFjIQoQMZCghXIokeJIJVCFwDffI41PffDdgm8p2zYcSBmLcFQSmJTNVSVOMF+L6FHvMcGPk2pFfdSgeClNTQk5yL6va7EcuvQ2BUoXPOO1G74y/Q/Qx6Wy5BYttj0Lw8MgsuhzSTQ86rUWpHuvMBJYjzdadGC0MPup9FaNfvWlGGiHU8i6q1f0IQb0D3idcB2sgXI8mnboG1cw1yJ78JXvOifb535M42uP/xMUBosG74b4jGZoyWMJOB8+gjsE46GfrL/Bsm+3oQbloP7ZgTIPbw3c4wLxeH/DvynnvuwbPPPosvf/nLOBwhwTgRQr6npwe33HILnnjiCSSTSfT392Pp0qW49tprEYvtcsgeeeQR/PSnP4WmaSgUCjj77LPx3ve+F7oeiQ5ykek1IxFOgvf888/Hu9/97nHff2bq8mCbgz5XoiVO4ip6H9mGBrOs/kYBGWekD+NaJACH05Q0YGqAoQnESHE6ckhG69hpCWzsLqGpIYlQStRqPoTQsbrPRykA1vb5g2I2FwDFACDjttzW2qKOPick/YbNYQxSE0hTg3RB7unIhzpmCwcibmBag4nt+RDT65KImQYMLcT0tMS2LNDvAPVxIBS6EqvEtmyI6VU6YrpQF4lCOaV0kwhCA4YoIpAmLK2olvsyAVMWoJfdYN8BSpnobxK5ZgwylgZMG0mzAOEWBn5NDCDUIQwTcPOAMCCK/TBK/ajz7oWIWWq1eLgVDuaov7Uwh5rwaSWOLDOP+rbfQhSzgO+rx0vWDCTCddA0V90PhYnU774KBJ3QT5yJqmd+ASvsibblZtF73LVDXsBUzxOwi1vVLV9zgtqn+i2/gel2wSvFEKxthNH8ClSt/gP0YhcEJPRiJ+xNT8KdeSKkGR/yPqBjjW94JHqPbXxsVGI2XPMS0EdOOBCuXw19P8Rs/9e+CveJJ2DMnYf6n/wELyfujR8FOjugvepSmP/ywZd1X6Y0XM3g0BWzmUwGruuioaEBjuMoN7W+vn6wS4YeD8Nwjw6d7/tKTFVXV8O2qcsrIp/Pq23Rtrdv366W1dZGLgS5hwQJrbq6uj12/1A3PTmJtG3aHt2amppG1f7wY6P/aXvU3kjQsff19anj3Nt29uccnXbaaViyZMlubdG6JBZpny0r+pEpQz94tB+0D3tyToezadMmnHDCCUq8kiPb1dWFz3/+87j55pvxzne+U62zdetWfPe731XilURqe3s7Pve5z6njeMMb3qDWITeWjuWzn/2sWpcZP5at7UVt2sKclqFu1lSj/NGl/5fOTaO1xkJNXEdsQAx2l0KQQZscuD8SKwsC3Z5AqyWxKCFHFLPvPr5WiU3SgTPyIepsMfj5O3Z6EsfNSKGxuRkb27tg2jZ2lHzU1iTgOD4WDmzTDYFlWYEQAvNiIabFBP7wTCdW7Szi6EUNaEzbkFq0n74EkpaBvB+CJPr20IRb0JXjetr8evhSU650XZyEn0DSjLovSZhbIkTOEXBDibipY3Z1tE0lZkWAYlCNmN4PUxRUl7olfAj6kaUnCwkvMOGGtnJdDSMAdBMIfSXuSPCp+4RuqqfAd4F8Fsj1ASRmm2YpgSrjSWDrWmjxGMJMjsxJhOkWxJxNkAIQlg2USpDxBOCUYBR3QgYhYJrUihK+ptMGNFlw40fAeXgDzO0b1GPeqk6gsx9yYS2EocHKbEL8F59C6dhLIU86S+1eMb0YVmEznOTcyGmVAQw3Er+G7APatiNVyMAodkavT2oaRHcv0k/dAmfHSmTPvHbI+8De/BS8mhkQoY/S/DNH9f7UTjkd2osXkpUN7cTTsD8IfeAn2jg4PQwHFJMo0sUOndSBixeGmURMCjF7xx134JlnnkFVVZUSPOTOkWD80Ic+hN/85jfYsmWLigosWLAAn/70p4cIvb/97W/405/+pEQpCc1jjz0W73//+5FOp7F8+XI89NBD6rnf/OY31fpvectb1P//7//9P/U/tUUi8e1vfzvOO++8IQL1pptuUk5iWfAdccQR2LhxI/77v/97VO2Xj42cYTqe1atXw/M8JTjpOFpaWgaF5S9/+Uvce++9ykklwfuqV70K11xzjXIwD+QcjRQzKO8zuaF0nBdccIE6L9TWypUr8b3vfU+dE/oCmzVrFj74wQ/u09098cQTh9wn0b1w4UIlWMvcd999aG5uVkKWoOOnv2kfy2J23rx56saML/c/uxM/u3MTdE3gmx84Dk01Qy+ephJnt9jYWQrQEo9+8GfV7jqWTVkfT+z0VPf9a2fFEKc/RiA/EDUl13RPkNObc0Ns6HUxj7rrNQ3bHaCJoqka4IUSf1vVgfnNVaCf/R39GfRmHXh+CCttojfUYZFgJIFDXfnpNHqFgG/0IggkagyBo2fUIu/66Mo5SKVshK6LKi2EYccA6SFtSfQWJfTAh69Z0LVIJBc8if6SBPmuDUkXdbEc3JKJ9mIMlhAIQgFDC5Aw+pQjS4JWExKaQc+PXE8S6X5oQIYahE6iWEcYGDBMD2icq2YtEmEA6RWBYj9gxQG3CHgloH3zrhMV+Eq4KZwSZCoNmc1BbtoKGU9BT9VAi1tRxs80ID0fff4SCDeLqrBDZXrheco7NjrWA6IRIpWCrQFBwq98QdQFjJc3YdWGgK7DkBno/7wV/olnAGEAJ30EdqaP2PUcoaO/7nyk1/wFKBWVvqVLBTcfB3QNfSe/HdX3/x9kXwla93OwzdvgLL1EPVXv3YrUs3+I3i/HXgq/cf4+35sicJBsewjBFeeg1HQC9peq66+H+9RTsEYwJCYSumgzP/8NyFUroJ1+zsu6L1OeKVzNYNWqVUqnkDn4nve8R+mNycKkELPE5s2blQgkQUndzyTIyJ0jIXXWWWcpgffxj39cCaLXvva16jn//Oc/lcj70pe+hOnTpysx9+1vf1t1Y3/kIx/B6aefrpy+kWIGp546kJ8C8Pzzz+Mb3/gGFi1ahBkzZqhld911l1r+P//zP5g2bRrWrFmD//iP/xgUoKNpv9K1JMFI+09i9qtf/aoS0x/96EfV4yTmHnjgAbWPc+bMUetTW9TuhRdeeEDnaDjU1u9+9zu1Hjm2JGZvu+029T8J9h//+Mc499xzB8Xliy++qMTzaKMKO3bsUMe4du1avPDCC/jXf/3XwcfWr1+vBG4ldIFw6623Kmd7T471vqD26Fb5xRuPD+0eZIYyMB5lhDtTD+r2n5Xa9VW2rrMIQ9PQ60n4A9o1kCTU6DijBTu6i1izNYfTjqpDzNJxZEJipwflzO6NO9dl0Z4PsKrbwazpNXCkUO0ck5Io+RJZJ/qRogvBXMlHyY3U8QsZidk2JVRDzKsGLMNQYpg4Y2EdTN/HEdOjgVAJU0eh5GGrF+C4anJxNTiQKj5A7+3mFF2Fu4iLALqpq9/FHVmpnNy4AcT0HJwwjdCy0BR3o27NfAl2VRGa8FEI6hBKAwm9B1L6CGHA0h31PjBIMIaaih1oIoSh0UXtwFkjxzWfiwQtHWOpELm5wa4rgNBKQFQ3RSGG7euVahckZnv7IGhH8xlA+oAzIEo9F0LTUVV8GH3ps9E15+1IF56GmfGgFfoBm4K/GmQQqG2aRzZDqypCKmENhPk8kO9HcdFZ0LevRmxGArEZgHj4c2rzmSNer7K5oWYj23Q+pG6j1LAEpZrF0CDR2HYfrJX/gKR8BonH538LV2uGlVsHAQ/xh/8A54TzAY0ulASCWBU0Jwe/buaI74/E83+F0b0J+RPfgKC6FYltDyO19f7oUNMzVR53f9ASCcRe+UpMBrQZswG6MYclt9xyC1asWKF6e8kkJA0ymZg0Yra1tXXQGaWubXI4yckkkUaQY3n00UcrZ7TM7bffjjPPPFM5jCRa6QeEBOwPf/hD5XaWXc09QeKTutOpm5vapxeqLGb/8Y9/KHeUBCVBQvcVr3jFmNonAVwWpaZpqjcDCcgylBGltkjIEvQ/OZZ0BVQpZsdyjoZD4puEdTl6QJGAK664YvBxcnzJiS5z1FFHYX/4zne+oyIQJE5p32kfy5DYHn4lV3aw6TljFbMkhv/wh8gxIebOnYuvf/3rY9rW4cJ5JzaiKmmgrspCU+3YRv2v7yyp7vz61NhH7R9sXtiex++XdaOq2oYdM2HrAufOSyEMQjy2vh+N1TY8CfzqT2vQm3GxdlsW771kHqoMoEq5lHumzwdKKikbwNJFFDmQgENKmd7Lloajm+PozDnwgwA7c+5AMhXIFDwUXR9xy4BuRUKWhGAscFGXCNF46nRkpAnHD1H0AzTWJFAbM1EUQNIvItOfhWvYsE1NifLVfRJzG8nVlEgZEnNFCZ4QcGMxOEEcIUyV3dVMPeqilhKlgoSdIAMnihV1l6qwPWviuMYOVaWxLPXJtXXcOOrim6Arh5Ye1pXTGcUNAsCwIXwH0itA2mlo9a0qW6slq9FbnIsac2skXssuVIoUeESQC6ENXGuqM+eUoEmJum1/jC6sqqtRrJ6NWGKLEu9hd6+qnNDzlxcQeAaaLpoOjRz2xgZgSxekoUPL9arIgjY4MElChhLp3kehi0ioUhWEfP1AN79hQwoBkWyAsHWVUaYX1C5uhBeLcrAqyjCf3FSBur9+DppXRGDG4TUtgtdy5G7vD63Qh8RL90ZtrX0A+ZPfBD/RpNzykAam5QuwXroX3qJTIFM8qPVwhQaGqgvMg77hcOBSfXy4/PLL8aY3vUlpJupJnmxMGjFbzrKWoW7ykZaR6Cmzbds2df+pp54ash65iNTlXxZKw6Gu7+9///vKKaRue9ou5UdJgFWuUxa2ZWbOnDlEKI62/eEijSIJJBor26Lu/Epmz56t3OEDPUcjOaeV4nU4b37zm5WzTFdeJIzJwd6fbv+yiNy5c6dymknYUxSCIHFPDnAlZUe1PABsLFx55ZW45JKoK5Dg8jf7hs7RKYvHXuLoiY1Z3L6yV4m6j5w3DSka2j8JGNCVCAf+oB7ruVUG/t9TnVjXWUJDU6iOvXVBPXqfbYNJVuQo2VwSmN6SRm3Rw4UtBp7qdNBZDLHdDXB8VQKGEKhJ2OjPlmBqBuY1pbGjt4CiGyhNpzsODEuDSxlYU6C74CFfdLG4ysD96zPY1JnH4ulVmNmcHhCV0T+OZmJ6zFPu6oo+H+0FoLE6DiElLBpzpQlVXkuYOnSDnNyEcmozLg0yk2iooq50oFvG0CgTA7lZgZRZgm2QhiuXjYqOkzKrcTuHYtiAuOiFrg18ZknQ2klIOxkJ2sCF0C0lfkWyCjIMlMtam9oON0jBap0D5HpJVkKkk5BqgFgIadoopZsgXAeurEXKex4o5/ZrayB0HXG7G9KhkyaA3iwECfxXTkd2TR/0huroGNJx6CfNh+zugZHfhFLNImjdOYhiXinRkCpKzK6F7rZHwjTeuttrqh1zJbqt6Yg//UfERBukbqJ08pVwFp2FsLYZMlEFa9OTSsiq95NXhN6xCtaWZ+HOGhqtEm4eIYn80Ic7/Ti1zGk8Fl3p6ZBGHKlffwl693Z4655F/upP7fd7m2FeTuKTvLdz0ojZsUACiITMRRddtF/Po650Epif+cxnBkfa09/lWoAEdblXdl0TlCM9GO0Ph9oavm26P3wQ2MGAnNjhbVVyzjnnqCoElJ2lzPENN9ygBO6eYgt7gvK85Db//ve/HxSz5ICXB96Voas8YqyubNntphszcTg0SIfEYygRTqL6hsfPSCqBHTcF7lmbxZadJfwZARpTphKzJF1pb5cuqsFF81JYsmD3Gqd0TE/sKMLUBE5ujUpvEc2mRMYD3IKLv64poimhY8VLPcpN3NliYlqNjWkpC125vCrflYqbmGMk0dOTU4OhalMW8tk8NuZ81CctZAV9/Qq4QYi2vkgsdfWXcNysGqTtEEEYqBxsDdV7hVDeqV/yccysRhi6Blfl7nyYrke5BQjbhDkgSPMDX13ZUAd1bGccEvq7fBsBB7r0saiqD0FA2VMSuNSbBERjjqJ1KYKgSarMYEC6OQgSdUJHSN3tqXrALUE4OUjKyZa3LSh+6qI/Px1V6IbwPEinBLForjr5ll5EmN8OLfRhyXagphbCsiAtC6L83SQ0FDJ1COJ18I9cjJqXfqUWJ45u2dVIXz+ws0eJenI/izPOQGb+VUjf8h/QC70wj6iDly+gv/WVKjsbmlW7vdb0nR978i8w29cgu7kfpfPeARmrBaZXmASJBAI7DkEZ24FTGNJIvmHYW5dBo8oP9DhVexggjEXfbTIWDbSUsdENqmUOUca5mkGxWByiZQ6X38cpLWYpb0mDm4aLSXL/yjVO6UUc7gZSeJkGPJWFLJWRolwoOZFlqKv/pZdewisr8koUft7f9kcDdYtTxKFyABrlTcuxg4MJ7TNliClqUIYiEfSDTTeq3EBXYCeffLK6kaB+9NFH9ylmRzpmEq6VZbkosvCXv/xlyLq0L3T8o62awEwOzphXhbStoz5pooqCmpOIo1qj91Lx+V7Va51zArz++HqcNCuFpK0j64ZoTpKAG7lTbnW3i2faSsrtTFgaZDyGJlOixQbMwMf/64sEiyV2CfmunKfEbNzQMUv30BHo6JEmmi1geksSndJEHsDGfBEZh6SXh5ZaHUkNqNEkzpuTwopuF62NaZh6qGrY6qZEwddR0kwEmoZqr4DjW2LoDjxI3YJtSMQp12q4KMokHI8qGoTKnU5ZUaWDuHKeQ8Q0oD0v4QcSDTEHtfEM6WDlghaCevU7GAQZ1MQKAw6thCEKNK1CFAWgnKsZi5SuW1DZ3/IEkipTqxuRG06iNgxR8FvxXHcrdLcfZzZsjKSxFkUZqAESsgN/DlZvKA8ac1EFP6/BnGEgmcjA19ZA1FbTFT50w0CYKVIXFIStQRomhOciLEjlvFLJsMy/fA21L/wUwtkB28zA6noQXande5fMFx9F6f/dA1vrUoO/zKoYSsM0RnLTPUht/QfCxji2bj8G3l9+BxGzkTq9FumffhIwLOTe8Enl4DqzT4a1YyWCdCOC6iieVknuyo/AaFsPf3rFgLQDhc636wBUNYKZGozzALAbb7xxSA/yVVddhauvvnq31f/4xz/u1qs8nI997GNTpkb/5PoV2k9IkNILRyWcKGNKP04kOClHSoOjCBqYRV3rJBapS55ulH+98847lXtI7isFm4e7sNQVTxUA6PlHHnkknnzySTUYqpyhHW37o4EGW9GAL2qLsqzPPfecqtdKrujB5o1vfKNqi6IElPelOMRf//pXXH/99Ur4f+ITn8BrXvMaFS2gx6iCApXc2hc/+MEPVCxj8eLFSqjS+aZz/Na3vnVwHXJqKTpBg+QoFrBu3To8/PDDajBaGbqipNeLIAeZ9oEuPmjfhpdEY14+qArCCTN35SAnI289pRGrdxZx3LSE+mzSrGAEzZy1NxoSOuqqbBiGpqIFSUOgz6PqUBI1MR1zqk30lAKcOiOBGuo5l7sEdJkmzUeD9JWTR4PE+qSuymtNiwGOB8yv0jE3ucs9WVBjwEonIExLja7vcyRSJo3oH4gAVJjf9bIEaQkI6oKXAr5IgY6M9mNjP0BjzqpMiSrbhK6eGMJXA9FIwNMECzacQgzTk+0I1MQMdCELtBdISAcwNR819k41sYLvazCMih9eErMUMSj0QWoWQi9Qg8YIjWYSyxWgSQcaMni6rRaNVhqnt5gQiVQ0WMykOAFdYWQBKsela0ChiKI1G57XgnTmCVWRwKJsxECVBSPsQ771VCR6nwe6eiKnlxxcuxpe9RzoK55VOQqtlEFAjqhmIDv/EtSu+aU659H5G8FJffxvkD07EKRMlZ912nKQp+4yFKzul5SQVc8PXSQufg0K0+bBmDEDVu8m6H07o1OyYx38BSciqGpB30V7iQ/YCfhzdo0hOGBcB8b/fBLoakNwzUchj9u/sl/MocmNN964mzM7ElTj/fjjj9/rtirHz0x2JoWYpdwqlXIafhKHj5ajklaVL8z8+fNVZQAqNfWLX/xCuYAkPD/84Q8PrkNC7OKLL1b1Tml71GVOdU7p/s9+9jPlQpKoIyFZ+cKRqKSR+CS+yH0lAXzZZZepCgf70/5Ix0YuJA3mKkMCkGIONKCMXFC6EqIqBbT8QM/R8EkT6Dgoy0oO6U9+8hP1GJ2TcqThk5/8pBK3999/v1pGznRlHnVPUJkOGlxGFwYkQkl4kkCuHABGkyl88YtfVNUUSEzTMZGQJQe4DD23XEaN2LBhg7pP5+tTn+KcGTN6GtOmuu0vVFM2bnnwQsAYUJH15bKqmsCli3Z1IbeMEFMoU+6StoXEfKoWMLChJeWNDaNZ89CvogfRgC0rV0QDebiaDmvAySwjSBHTdLW+p8Zk+dKC50u4KissIHwP1dKBQa55KJAMfVRTKS4q9KocVaHcWIoDuH4eXcU4NOGiFCTQWUyh1qZBYeTWWtC00pBavrASCIo+soXp8MIUGuLPq6lvox/QAfENH8c02Xh6RwPu33kmzmhegzgi8ecjDp1mGnMdSN1AUcxExloKy91IxbZVxMDvLajG3Or5cJPzULQXIFd7BmrEH2C2vYhi86lwm4+CY09Dwm9CkKxDUDN98Pz4qenoPPF62Nk1CPU4fHt3d8k9/lzEH/8zYAUobcvCP/21qrzX4OsXDLxmFNeYdynCZCNiZ0bb8YoNcDc+r5xZf/YxeFnIZSB2RvXTxcbVLGanCvQ5GY9olpT7lW2l3/6p4rqOBiErJTwzYtd75eAmEmSVYpWZvHR2du7muE811GCl1tbBahmHCpP9uDqLAdoKIRZU08xZ2qAwHe9jomfRgC+DivuPYcRzf6ijCA31whvMz1ZCW3Q1AzHdVTEDTY/a8L0oN+totqoskDKzsGM5FPI1CEMLLa016GjvhG0XoOs+cjkajV92uCWS5nYEYQx+YMNCN4qYDqn84jIBqvE8PKRQwEIVW4i5G+AZLQj0XVlWK79ROb5ObwgRT0LUjj1LP5rXq6WpAf3P/AmBXQ2nMRq0NQjlaTuXIzTicOsOYjTgIKI9cjewfRPC17wRSNdMic/WWBnP4yIDaKKEXfjst4BcdBFyUElNh3biv2O8oXEuNDkSTXh03HHDPjOHuzM7GSHH8//+7//w6le/WglY6van7n/qoj8coYoLlKcdCYpucOaVOZRojOvqNtGQ/oyFY78Aq9ZINO555geSnzFyecNIiIZ+9H8k1sVg264bVze1lGbqQhxSmigWdx9ERY/mvV2VX3yMVEVGRz8q4krCQMnefSpYl2bqov2ZoIHTQjdRnHn2yOJICJSa9t4N+3ITnnFgg4+ZlwFVsm48MrMhxpNly5bht7/97aAOoN5VcoFprE9lCdGXCxaze4C650nIUg1YKtlFtWJpcgSKFhyOUC6Y8qsj8ba3vW1IVIBhGIZhmEOHhQsXqojmcIaXB325YDG7Fygcva+A9OHC8BnUGIZhGIY5PKazTaVS6jZZGX3FcIZhGIZhGIaZZLAzyzAMwzAMcwhMmnC4ws4swzAMwzAMM2VhZ5ZhGIZhGGYimKLVDCY77MwyDMMwDMMwUxZ2ZhmGYRiGYSZsBrDxyMxKHM6wM8swDMMwDMNMWdiZZRiGYRiGmQg4MzsusDPLMAzDMAzDTFnYmWUYhmEYhpmwGcDklJsBbLLDzizDMAzDMAwzZWFnlmEYhmEYZiLgagbjAjuzDMMwDMMwzJSFnVmGYRiGYZiJgKsZjAvszDIMwzAMwzBTFnZmGYZhGIZhJgLOzI4L7MwyDMMwDMMwUxZ2ZhmGYRiGYSYAGUiAbgeb4PCuM8tilmEYhmEYZsJiBnJ8tnsYwzEDhmEYhmEYZsrCzizDMAzDMMxEwDGDcYGdWYZhGIZhGGbKws4swzAMwzDMBCA5MzsusDPLMAzDMAzDTFnYmWUYhmEYhpkIgnEqoxXgsIadWYZhGIZhGGbKws4swzAMwzDMRBCGQBCOz3YPY9iZZRiGYRiGYaYs7MwyDMMwDMNMADIcpxnAQp4BjGEYhmEYhmGmJOzMMgzDMAzDTATkoI5HNYOQnVmGYRiGYRiGmZKwM8swDMMwDDMRUNGBccnM4rCGqxkwDHNYILs74d/+B8j2HaN+jpbvgdG9eWwNBh5SG+9EYtuDEEERmp8f2BEfQnqA70IUsiPsqKRRIrBz65HoeRIIvcGHjKAPcWcNRFiE6bUj3Xk/kj1P7PVXzcJO2NhZ2QDS1kY0mE8hiTXqvi4cpKwtMLV+tYauOaiObUDSpHMlIZHfbbtCC2DGHAg9gJUowU4VARH9SAsthG55EHENdo2r/t4TI/2s0ynISA0FOfQnygkknul0sbbf36MecKRATmrq8bxuo6DbI7ZxKJEp+Xhqc1b9zzCHI+zMHuLcc889WLZsGT71qU+93LvCMC8r3ve+Abl6BYIH7oX5b5+FaJ0Boe35el4UM6i566vQ/BKyp74Nztylwx7vh57rht84T9V41Lq3QzY2DD4e73gayW0PkjJEqvA0BCQyLRchHb4AuA5Kf30BItOL/GUfhr/gRFRv/COsrhehVSchPR/CEBBCIL7hQXheCplT3oX63J3QpINQ6tBEAOmVgN4cvFgz3MQc1MpHYaMLGXEsdDgwtTxsZxNQKiFrH42cdTxiRg/SdjtkKQcTbYhhB/RECobmQdrb4Zt10FGARts2gbjIAFJDY5OGkp9CIOPwShashAshhp81CScXR6ImhxAGpAhhaiWYVcCOvmb4moG0V4QpAyUw+8wkAqGjKizCCjz0BToCCGiQ6JCW2t4czYUJiZ3SQK8PbCm4mJmIYU1goFXz4AcBOl2BGTGJmAZsDCxICDSZEtKIqb3SQh8xGU2R1FnwETc0pG0dBxs/lOjI+2hOGjC03U7OuPHbZ7qwtdfFsq15vO+s1glrlxkDoYQch8ysOMwzs4e8mL3rrrvwwgsv4BOf+AQORwqFAnp7e8e9nV/+8pd44onhDhGQSqXw9a9/Xf1dKpXw97//Hc888wwymQymT5+Oyy67DAsWLBjyHNoOrdfV1YWGhga1zrHHHjvux8BMPdzly+G+8DwSl10Orapqr+uKqurIoevvg/fJ90E799Uw3/Nve17fdyACR/2tOcMcVN9B7d1fV8vzS66AseVF2KUNcJfNAC76eLRKshVSGJB2HPqAq5nIPgc94SMsFKD1d6tl8Ud+j0LLDMS6ngcMAwIhhKlBUhF0IaD1dsHq2Qx71nLIZCTAlLMrNOXgEqbfCT9shi06lQBOBaugV1crdxh9RSDwkdJeQjLeiVCvQigFBD2mnNsMhGZH26UfhVKHWl9qBmCYsGQvpJ+GZthI2ll4IZ2T2t2ErBdo6JXV0JIhkoLkZAA/jMEPadshAsOElAJ5w0aNV0AADQG1Qc+1bZQCHe35aKPV2OUw9pvJ6H/HB61en6L9MNS5yUNDhyeR8YBSCCxOSHQXfCUqE0kdCVPCC0L8bVU/Lp2fwJZ+D3dvyMPSBd5+bI3abr7k4x8ruzG/OYHF01M4EH75bA/yUqAxJvCmY2t3e1xKice3F5FxQpw1K4GEeXA6R0092o5lTJyAZpjJxCEvZvP5PPr6+nC4cuGFF+KVr3zluLdzxRVX4NWvfvWQZZ/97Gcxe/bswfs//elPkU6n8frXvx5VVVX45z//iS984Qv4z//8T8yfP1+t849//AM//vGP8a53vQtHHHEEVq9ejW984xu4/vrrcdRRR437cTBTB+k46P30pwDXRdjRgaqPRSJyj/zLddj6XCeasxthCUBu26wiB+6XPgmYJqwv/DdEbd3g6mG6EZmz3g8914XS/DOGbEoEPoRXjP52srC1dui1Mciga3Adr3oOOpder9zFhq2/UjEDx5oBM/8ihCmA5lqgoxd6VxtEZxukJyESZnRsqp89j1DTIPMukI4jkepCV/pimH4P0u13wQiygOcpF9fqeB6l5GKgWFDH4vkJ6J4D6Aag60qcimQyijvAg683wbBTgFtQglc5vCSMSeD6bnQAqXqQepSmDRjWoHjVSIZKWifa1zJ5P4mCn1B/x3wfuiYQhHElOknYRmaUgC8M+DELO4uA5/pKWIZhgN6SiI6bEhphgBlmgEDT4VFMQErERQhPAsfXAEUtREEYqE0YmFZnYmu/j535EFvIDVb7BmzK+3Dbd2J9ZxFeIJEJqxCriaM+7aM768AdcMf+/FQHHl7Vq5zUb7z9CMTMsTm2tI8kpGNxE53Zkbv7OwsBnm4rqb9rYjqWTo/vdzskzv/wbDfybog3nFiP6riBN53UgE3dJcypj5xoZhJDF6njMVtXeHiHZieFmP3b3/6GdevWKYfu2WefVeLzhBNOwBvf+EbcfffdePTRRxGGIc444wxcfvnlQ567YcMG/OlPf8K2bdtQU1Oj1rnggguUO/HQQw/htttug+M4+NCHPqTWf/vb367+/9WvfqX+j8VimDFjBt7whjeo/yt58HQzbAUAAGQbSURBVMEHlbMbBAEWLlyIadOmqS57Emmjab98bOvXr8cxxxyDRx55BNlsVv39pje9SbVdhrZL+1p2Iy+99FIcf/zxB3yOHn744d1iBrTPf/7zn7F161bU19crIUr7RJCL+7vf/U61Rft38skn45JLLoFOP4h7gcQp3co8//zz6O/vV+eizPvf//4h27nmmmvUeg888MCgmKVYxNlnnz34vJkzZ6p9+cMf/qCELzOOdGxXGU45d/HUOM2GAb2+HkFbG7Tm5n2u3v/EC9h27/PoTQssvOpUVF37IYSrXgB6I4c0XL8K+smnD3mO13oUyL+UvT2AoUPk+iF6OyGPPBH953wIRu82lOadDm2tj0TnMxANQ3sZpBmJu86571NZWRJz2k5HOavm3E74/VmIuIl0/hGIdALCHPhKFgKythaa9KEtbVYOqS67oSMPS3bC12thlPohgwDo6YeFfiTiD6On+WwYQQZevAl26ZFoH3QTWjoG6GYkVo0YDFGCoPtGNaSTjwRsGABhhQgzY0AsrfaljB8a8ELaVnmZVG4rrZIwSsi4PjRBP6oWAmlCEwUVX7D1AjTE0VFsVNvr8U3kwwBBGKLkR6KSvFwvlMgUPcQsiZQl4YYh+h0Ppi4wXffUOiU9DlNoSGsGbDNyl5tjAnnfVP73jDhFESjnK6AlYphdE6De1qCnUkgIgVce0QC3vx8FTcdzHVk0VlOcAYjZOrZkfCyqH52YzbghEoYYjBPQd/40I8TGzhzOWTByLwEJ2NqYhpwbYmbVrp/flWt6cdNvXsSRC2rwwbcdNfj7MRJbel281BFdSK1oK+CMeVWImRoWt0TvNYY5HDEmi3v6+OOPK6FDAocE1Xe+8x089dRTOPLII5UI6uzsVMtaW1tx6qmnqueRyCFXjwQd3UgI/uxnP1OC8XWve50SYhs3bsSKFSvw8Y9Hrk1ZcM2bN0/9XywWlZgiofS///u/qlucIMF40003qf0hR5C6vqkrnbrGy+yr/fKxPfbYY+qqnYQ0dbV/73vfg6ZpatvEypUrlftIApcELIlP6pr//Oc/P+hGjvUcDY8ZkNP5xS9+UTm2JGJzuRxuvfVWJdZt28Z3v/tdJWI/8IEPKHH85JNPKgf1/PPP36/X9P7771dCdNGiRYPLRhLE1AadizJ0fhKJoV/KdP+ll16C7/swjEnxlj306GqH8d8fh/A9+Nd8FPL4oaJuMiJ0HXU3/UCJWbPifTYSslRE/PHbkGpMQNY0IPaBf4c2rRmypg7ayucA04K25OQRn0uDxoKbf6YEZbwuBkp1Ble+G/5Zr4HfGIlXo0qH0Oog9Hw0emm3nRWAiJxMys0SNdu3wjrJgyx60K2C+jqWfqhEerbhbLjJWajquBdmti3aj6rpqNfuhggCBOk4JI3JqmgqUVqFkjgRrt2EtFijIgPqebF6+qaDRmLVos+WgNCiz6JyQimuYJNDKCo2GA1CGxSyUiohmy00IJnohWF4cII0NPgIlEMrYGoeGmL9CAIbEPbAtnQYIqc2EdMdGHTuoKE6DuzoLyGdoK52Q3223SBEwgxRJSVmWlI5udtCGy5tJ5CwTQu+0NFdCuD6HhqSAtuzEqHnwdJ01OgSGsUjEKLZBNo9AUPXcNKsJGoMIBt6cDQTdUYAP2Xh2ZwACnksXtSI12o61mUD3LMhj2lpEylr793/K3o8rOz1UWsLXDhjlynx1tP3nFfd2usgZet427E1CKWEViFY//H4DrR3FtUtPb0Kx82rxvFzRhbEM2oszGuwkXdCHNm8/84u8zLDdWbHhUmjDEhkfvCDH1RiZe7cuTjllFOUyHvf+96nRNCcOXOU0CMnryzUbrnlFiXKXvva16r7JJ5I6JEIJTEZj8eRTCZhmiaampqGtFfpitJzli9froThueeeq5b95S9/wTnnnIPXvOY16j51l69Zs2aIMNxX+5XHdt111w0KsYsuuki5vmXIdax0VKmtLVu24Pe//z1uuOGGAzpHw6F9Jkf3He94x+Cyyjzq5s2b1fbKYp+cYBKc+wMJZDqXb33rW/e6HrnG27dvV0K8DO0/LX/Vq16lRHlbW5u6T+445Wzr6nZ1A5fxPE/dyqhBM3H+kt8vPFd1RSuKA6PuJwFasV+5iWGqYeTH02l12xdyzYsw1izHsUcD+ttfB2N65OSKRBLmh/Y8ONLeuRzubbdEAtVzIX0TZkscem4zSgODwOztLyBIVkVuWmp6JABHErTDyC66ElUP3gQtmQQKATRdwu0Eel95HQQNkDJiKNSehJq229T6ZmY7YNYB8QT0RByyLwbU1ACtLUB/P1CVRn3mTqCqGsLQBwZg2WpfSHRGOlUDvCIkfReRq6ucWgthqEFzCxAVF5LSp8f9KKpA2V0RojrZoTSvJiTcIIkQNNgqksHKnTXzkEYeOZ9eL3JKKQtbDRNFtR+18X6EMq3WLTgBcn4JxzTF1f7knQDVgYe0HZ27jtCAO1Bwh/7NhNHfXXlX6QGS46VQqu52SwcWNiTRl/GwvaipwXa0Z/PiUglZEsYJrwjNCBEIDaRVTSHhS4GUDsxtSmBjIY+EKVTsYThdHpD1BWbYEhRzpS79nd0OZF1cXRDszUkllm/L44/Pdatt/+s5raiKD/3pvfCsGdi0LQvETDy+IYMnN2bwP+84Epaxu6i2DQ3/ctq+eyIY5nBi0ohZEi6VrhsJN+rWr3TzaBkJmkqXkcQXOZYEfamQqCExRbeyyzoc13VVlz45oNRdT2KN/idnswyJyeFu5OLFi5XLur/tDz82iiNUHsemTZtw1llnDWmLuv1//etfH/A5Gg4J8ne+851DllV+EZMIpmwrHT/tAzmrlc7paCgLdYoL7Ak6dz/84Q9x9dVXD3FvyeEmF5qcdBKkdGy0nb/+9a+DebrhkLNMFwRlSOiXB50xo6R1FoJrPwtk+iBP2vPrNpFo2U7U3vM1wPeQbxdw552M8NIoJrS/iEVHQRx7IpDPQT/5FaNrv9SL6tW/BRamkHm2AHHUEpgXn4vEqr8BmZUIt7+A+Or7YHauR1DdhPxJZyF51BVAV1Teal8EVS1wjz0TqY6HIWbNUJ/DwvwzUf/st6E7/cgsfj30hA431gqz2AbZnwe6swiPOAoqvUAZ2IGepiCehlbMqcFjkUDV4RsNsOOBqlqgshLkxlL+VXXGC8AtAbEkoGkQjgOZ7R0Us/RJk2YMToEEaQyJtA7fd2CYoRo8pglyQKPvBfr2CEMBKQR0ESqhqqNIw9hUBCEMqK4CDbaSSBodyDoSa/qS6vOdcXylggOpIWZpaC+GsIQfiVFSjS5tSyKGEHHlHgMNSQudOQe1lkB7KfpOoJ7+MJTY6ZDxJZEnt1sTKMYM7AgM5KCr+9VGFCnQzBBLqz00NDViy/Z2bCxILGhO4KwWczcx64XASjUwjfYTmBsLsWxdn8rh1hkkZKMBansj70aVFOg55axuJYvmVuOTHzoB/3PbRqAYoLXWVtEK5tCDOjwk15k9dMXsSIJppGWVgoaEI2VdTzvttN3WG95VXcnPf/5zFRGgbv3m5mZYloVvfetbQ9w9+nt4l/bw+6Ntf1/HQV1s5B4Pb6tyf/a0nX1tezjkcNLx7olrr71WiXyKWXz/+99XeeOPfOQjKsowWmgQ19KlS/d4MbF27Vp85StfUa43DQYb7piT+0xuLYlyEueUW6bzUU2js0fgyiuvVLneMvtySZiRkUfsymhPBrRSP8TAYCSt0Av9H39B+Jo3qe7+/UXE4rA+/eV9r1fsR/qJX0JaSeROegNCK42aU1oh3vYRlJqOR9i9GXL17cplrFr7ewR65AobQT/s3qeBDQlYWQPmxmUwezYjTNYjc8Z7lDCMrX0IoW7BXbArwhHEGyMxOfCetXIbYJR61N9VnQ9Aa6wCbB8yF0A40cAhrW0LYE+HdCnnGqoyP2LbZgp9QqZTCPsKcFKtiNUF0XeBlYDrmTC9XgjZCyTrVHsyngby3epxjURtbHpUQYG+UxI1ELoBW1ImNspnQo+h4Eei1AhpWTkrKpX76ssEYlqXysgqh1bmlbClcl6eTCuFnPea0eNEYjluAY0WYOshfF9DQBUIdA3ZgZyxpYeYGQsQI6XqSvTSsQqBKkPAro4jH4ZIWLq6pXVgbXcOlNKA4ykxS+TTJkoDOWRV+GGgQoQZBqCB/3FDR1shQH4gt5v3gdSwr0fSlFTyi6olxCnKIICqmI7uvI/W9Ojei0tmUvZYQ2NSR0Nq5Oe8sCWLTDESvVee2szfYwwzFcXsWKD86o4dO3aLEAwXe8PF3XPPPYc3v/nNOOmkkwbFJOVdKyGRSwOkKhl+fzTtj4aWlhbl8Fa6s3Sflh9saJ9pQNqeXFP6kTvxxBPVjc4b5Xt/+9vf4sYbbxzV9mnbtO//8i//MuLjdBHx5S9/WcUI3vKWt+z1dSMHm6DcLkUh9pSXpQuB4RcDzNSH8qjZU94CbdtaeBueQnj2eSMKWbmzXXW9i/TeS3ONhtiWJxHTd0LmPeDJmxH05pE95hI4TZHQ9+tno+/Vn0HdM9+CpnsIqmuQmXceqguPQAYlYP19qE2YCGUGYbEPeqEXZscqaMUsUs/9UW2jtO0F5M55X/R30/Hw0jNgoB9VPQ8jmX8ebv1cBIjD7noRsrcLmDlNCVUkYjTMH1p9dVTBAQng3kehNVVDJG0aAAAxfTq0sA+JVB7Coos/AZnvheHQgC+KP4SQngth2UBAFwqUGaAKAOXJDqjCq/orqoAgduVr3ZCEO1Um8JVwLYvZyLGMXhdDo+cMvC70uKTu/By8MBllc6nsli3RG+lyWLEYXNdHjZtBRovB0CkaEW3ADXVUG6EqxoCYgfr+LO7ZXMCJC1tAerO76Km2DCGwta+I7T15TKuxkbYFduYBmzS5Ta5wRBU81LpFJUZVCwPtzE4ZaC8EoAITz6yOBgNetKRRObkE/XdSmgajkdgmlzXE2QurUBs39lg9oDIT2+tJvJDXgNo0mlN7NhpOmleN5zdnkYobeOS5TvzsbxvwrtfOxVGzD/x9zUwiODM7LkzpGcCo/igNTqKqBfRlTDca8HXzzTcPrlNbW6uEaqXLSblLqj1L8QJyKqk7n0beV0Kj6e+9917V3U68+OKLg3GC/Wl/NFBJq/vuu08JwbLgo/vlvO7B5OKLL1bbplqv5cgFddGTA0vng8pileMWJPL3FtfY08AvikOMVEaLqih86UtfUkL2bW9724jPp3Wo6kP5taGqC+Tk0sUHc/jhzHsFimdfA//67yK8Ymg8hgieeRzuR98F9+Pvhew/8HrKRiqA1lwNbVY9rB0vQKdM7LYXhqyjhTloA/U8nZr5cGeehK4F70Fv82VAIQfZ2QuRtKDNb4bbuABe82JVHktf1AL9iBaYnWugB/1o6vsdGvv/BGkn4cTnR04r/dZVN8CtWRAJLsq1ZjMQNdUQc2ZCzGxVEQKqYiC6OyD7igjb+iBJcDY0RKKUboUMpO/B3dKOvlsehkYzjWUz9KGGcDKRA2vYQCwFYdoDLmBFbKBUhCj0AfneqMpBVFRL/S8rPBBqygmSsGQGBvIIA3JYDRT9SEiTayuFCSEqepmEQH3cQG3cUoJPxZF1E6FlQ+q6GsTlU16X8veuhpDsVnJapcSmbgeuT1EGGnAmkESA7Z0ZeFLiuDn1qtcpK0x4ToAtW/tQ6s+ryIJNg8I0X7msw/ttYobA2a024iUHtz3TqW7LNg6NatHLTUKW+M2Tnbj1uR48vD6zx3zsF+/Yil8/uROPd7h4oC2qwkA3dy/DD2qSJv79krl40yta8MDyLrT3OHjguV3RN+YQgWIm43U7jJnSzizVTyWR+pvf/AY/+tGPlJtHGdJK4UMZUOqmfs973qNEGVUUoMwoxQrofxJNJLzKA57K0MAuchg/+clPqsgAdXFT1zmV4Nqf9kcDDTprb29X7ie5jyQiScjSALSDzXnnnacqOFCEgNqhfaa26EeAfiBo8BntB1UVIKFLA8Do3I0GWp+EKHX7j9TVT+XQqG0qI0a3MhRh+PCHP6z+JiF8xx134Cc/+YkSs+SQf+5zn1OD2xhmOHLH1khR5TKQ/X0Q1bsXqt8fvPQcyPwKhGY1ike/Gtb2FSgece7QNjWaj4ocSgmvKqqjLPWEuk/O6cBaCOtakTnp3dG95iYINXkAEB5/Kmy/DbosRM6l3wXHmone6a+Hnd+EUvoIhMJSuVlSXgm5IRpgpWkInBBaNhLtojYBMbsJntWI7NyrYet9KKEZscRmpPyVanYyIy0QLKYYVFnoD/zg0WxYpYKaqJZKdYXSRE9xPqpjW9RAr4JTjyp7+0AeVipTlWbyckNT5XKVOJMCBb8WuubDtkiIu/AcAyW/Vg0aM2VBbYu2LfsDBIkQodDglkLEVJ1YGpwWIuUX4Gm7+vZj0sOOjAdpWCprujRFudqo1+iCuUls3NaNpuZoAowZmoeMKVGwop+yVMyAm3exYUsffD/EQy/14L1n7KqRuzeaq23YNFmFlGipiV6rkaAJGYjBl3oYqzqKynxbu7OERIMPTwr4JRdH1hqoH0UHUjph4sKTm/Hi5gzOP/HAev0Y5nBByL0FLCcIGvBDorDcrUyQI0hiq3IZlbyi3a2sZ1qGnFXKW1J5qT21QWWqqGh/uZIBDfqiv+lGf5OQHO5CkviiNknQkmDt6enBpz/96VG3P9KxkVCk46N6spXQ8ZZzosO71Md6juiYyXUlh7oSEvHltkbK3dJ26Fj2lq8dDu0LnR9qa6RufzrHJHiHQ21UHkP5HNH29scVHg45zMNzx1MN+gEvV3WYBB/VSXdc0nUQ3P5HiIYm6Gftqml8IGheFpIK9VcIrOEYue1KiPnpmYPLhPTRvO0ulDJd8Brnwak+Cr4dfcZpJrHq9tshZIi+1otVl3t14THlWvYnTqM6Y3veodCH7e1Qkx0UjZmo3nkPTH8ngnQrsomT4Fu7Cx4LO5HGKpQwHXnMh+1ugSm6ETN74aARvtGoataW/HoESA0M5qr8HpBImB1KiDpBPVpabXR1ZuEHBmJ2FoYdoFhIQWgSZtxVjqymh2oq28CjiRo05ehqcQ2hK0gB7raPvtCgqUoLSlIjZ0QDvFJ+Eb0esKEolPibG9/9/eFSbVuKGInosfYSzTBmoUan+gkh/rmmD8u25HHB4mqcMDM16vcgVVigv5OxPfs8maKPdZ0lHNESR5LKKAyjI+Pi76v7sbAxhhmNCWzOBVhUbaCegrcTAH9n7D/0e9XY2IiJwPnpv0O2bzjo2xUt82C/+1s4XJkUYnYyQuKRRuVT3IDe6FSr9mtf+5oaILW3UfrM5IHF7OTlUPzBPRSPieDjmlrw67X/sJid+kzpmMF4QmVjOjo6lHgtc9VVVx22QpZmECMneCSoZu2e6toyDMMwDDOAyreOw9SzwaFzAT0WWMzuAep6pxH5NAkCibiRog2HE5/4xCf2OHnC4X5uGIZhGIZ5+WAxOwpRy2KNBkqPPAMTwzAMwzCjQ1U+Go9JE+Th7cxO6dJcDMMwDMMwzOENO7MMwzAMwzATwXjVhA3YmWUYhmEYhmGYKQk7swzDMAzDMBMBZVs5M3vQ4cwswzAMwzAMM2VhZ5ZhGIZhGGYCkIFUt4NOwJlZhmEYhmEYhpmSsDPLMAzDMAwzEZCBOi6ZWRzWcGaWYRiGYRiGmbKwM8swDMMwDDMRBGF0G4/tHsawM8swDMMwDMNMWdiZZRiGYRiGmQikhByHzKyg+rWHMezMMgzDMAzDMFMWdmYZhmEYhmEmAqoHy3VmDzosZhmGYRiGYZi94jgONm/eDE3TMGPGDMRiMUwWWMwyDMMwDMNMADKkmxyX7Y4nv/71r/HAAw+gqakJnuehs7MT73rXu3DWWWdhMsBilmEYhmEYhtkjVVVV+O53vzvoxt5xxx34/ve/j8WLF6OxsREvNzwAjGEYhmEYZgIgV1YG43ALx7eawWWXXTYkVkCObBAEKnYwGWBnlmEYhmEY5hCgWCxCVpTpMk1T3Q42q1atUv9PmzYNkwEWswzDMAzDMBPlzI5LZlaq/2+88UZs3LhxcPlVV12Fq6++erf1yVHt6ura6zaPPvroEQd59fb24qc//SnOPvtsFrMMwzAMwzCHEyQ6w3EozSUqxOxwZ3YkXnzxRSxfvnyv25wzZ85uYjaTyeBLX/oSWltbce2112KywM4swzAMwzDMIUA8Hh/Veq95zWvUbX/IZrP4z//8T6RSKXzqU5+CZVmYLLCYZRiGYRiGOQRiBuNFLpdTQjaRSOD666+fVDVmCRazDMMwDMMwzIj4vq+EbHd3N9797ndj5cqVg4/Nnj0bDQ0NeLlhMcswDMMwDDMBUJ5Vhgd/hgNZkZMdDzFbW1urbg8++OCQxy666CIWswzDMAzDMMzkJRaL4dOf/jQmM+zMMgzDMAzDTADlSQ7GY7uHMzwDGMMwDMMwDDNlYWeWYRiGYRhmwjKzckplZqcC7MwyDMMwDMMwUxZ2ZhmGYRiGYSaCccrMgjOzDMMwDMMwDDM1YWeWYRhmnNH6OyEtCzJeveeVQg+G1wvfagSEOMh7QE4Q1bbU97KODw0+QhysmX3K7pMATB3wg12LRkITwAFkCV2h0zRI2NrroDamoy6+t2NlmJcHzsyODyxmD3Gee+45bNy4EVdeeeXLvSsMM+WI73gU6Y13odByCnLzL93n+nLnc2hc9weUkgsQFgNobg4ltwHpF/8IY1oavkij+4zrlVjV+9uUgA3TzUr41W7/AyynHaXEXOQaz4JvN8Hwu2H77ShYCyAQqPU0zUcc21HALAjPQXXpCbh6I7KJU5SYo/WkMKEXOtX9INmIxvhyGHoRhU6B/vgrBvfXEFlYeg4SAin/BegooqTNRjZcgABJGEYR1TWdkNiIxqYAYWggCAxk+psgjBCxdEltp5iJI/QNCBHASvuAkDB0D2GgIefWQzPpeYCWLZC0VbI6ZySUtrVCD6YuEcZs6AigZ0tqOYlTKTTYoaeeU0metqX2H9guLbghUJeK44XNvVixNQdTA965pAa2sWtYCI2PyUodmpBIid2L1pOOpnYO+nXEGFi+OYM/PdGBE+dW4fJT6P0R4QYh8k6I2sS+f7r7iz4e3ZDBgsYYFjTGx3mPGebl5ZAXs8uWLcOWLVtw+eWX43Bk06ZNeOKJJyZEzPb39+ORRx7Bzp07kUwmcfzxx2PhwoVD1gnDEM888wyWL1+Oo446Cqeffvpu2xnNOgwzEcR2LocIPcR3LkOh5QxIMwZpJfa4vmx/ClpQQLzrWaC3P1rW3wCtJnI7dT8De+fz8M1a1D33Q2jTayC3eJB5F6I2rYzTWGEjrM1b0TnvWtRn74IGD5bXBtvfocRsWNMCHSUke5+M3E8pYWk7EXM3QZC7Kj30i+ORXvFb9VhuyVUw045ySBOiDTm3F4FVi7i2AzWxDYCmKwEnSxLwgLjRCTtoR2dwJuobdkAb0IO6TjcXpukiCHoQmnRMAk6YBhISju8hbQUohfWwRBZCeNCNECIkEW5ACsDVDdiBD0834eqmcqkczYAuJKSrQUCHtMzIzR1Qlb7vIBVEonm7A+R8oN2jNYHGlA0pBDzVBp2NyNkdyd/NSB1t0lIPztZKSFSI1rzUsC20YEJijuYok7hMzgvxeIeLhKFhabMJfQLU7oMv9qAz4+Le57sGxWwQSvzwoXZ05nxcfHQtls5N73Ubd67sxcq2Ap7clMPnXjMD2mRQ6Qxo8q9wHKoZhAd/UrEpxSFfzWDDhg148kn60j88IUE5EUJ2+/bt+Ld/+zflBNM8zblcDjfccANuu+22wXW2bduG6667Dvfddx+effZZvPTSS7ttZzTrMMyBoOU6UfXA95FY/hfIne2QPV1DHjc2LEf1/30AyVu/hfysC+BWz0Ox9jjU3n4jau/4EoST2+O2xcxz4cZakWt8BQItiTDvw58zB9K0EXoBpBMi1f8Ykqtvg0jbEEJAxExogYNivOLCT9CPnYZQRILPCHogQK6rhOb0Q5ZKSuvR8+kPch0NmYcuHYiqNJLBKgjl0kqkvJcgezog8xl4/QXVnW+iF9XhM0ChBwj9gek1KQ6QAMwYRHUzmlp3CVmiXPmH/jdjPkytCC+MwwuTCJBCW74GbfmU2g4to8dKfgqGOhYowRrGTPRDh2HSPofoKXrqVvR8xPRA7S+ENsQepWUkNte6BtYVNbR7tFMCNQlLCVnC1oAtO/uhGxpmNSdx6RFVQ1xZ9boP7Idyt4e9bgWpKXc66wPP5gS2RtpZsTkboNuR2JoP0OdMTPmjc46uR3O1hZNmpfDci91qmRdIdOd99Xd7xh1c99cPbscnf70KyzZmhmyjuYouCoDGtMFCljnkmRTO7NNPP4329nYcc8wxSgyRw0cibMmSJcpZfPzxx5Vbt3TpUsyfP3/Icx3HwUMPPaREUE1NDU499VRMmzZNPUZCiLbd1dWFH/3oR2rZOeeco/7/5z//OThN28yZM3HWWWfBMIaejo6ODjzwwANqXuJFixYhHo+rbV511VWjar/y2E488UQ89dRTyGaz6jjp+CqhY6a2aF9JDNJ+VlVVHfA56uvrw44dO3Y7Z+SgkmNdbiuVSg26orSfa9euVefmpJNOwty5c/f5GtJ8zeTG0pR3/3975wEeR3W1/3fazlaterFsudu4U2x6xwFDSOgtlAQIBEj+3xdKSIUkhBQCJOSjBBIgkIQSIBBIILTQAqY3gw3u3ZKsru1T/8+5o5VWsmzJRbJWOr/nWcs7O3vn3tnZ2Xfee84ZueMXkPbnc889h+OPP148j0Qi+OlPfyq2+cMf/rDXdvqzDjN8cB0bzsb1kKpGQyLrbxfjbFgrnEd51OjOZYHlr8FX95l4tP/+XtgZCdovboNc5a2jLX8PUiYFbdXHSB5zIVpmX4TAkuchuS6kTAxyOgZbD/fYkAUoGhCuRnvZ0dDe+Decteshh30Itb8CuTIEiWI6KwuB+o0IUGxqGjAKx8BWQrBHz0C6bBbUFgOyFUN7+VEIN70OuW0dLK0ACFpwk21AIAAkEkAyBScShuTzgebvJc0TvULcppLQSiJomXqasGsKInVAvBFIJ6CFFJTG/oVY9ABIsifMTEuDZjUBji1kXswai4Kc0F4SryT0XFeCIjkdItqG65JLGYPjRuC4EsJaClFfCgElDsdVkbYLhWBV5YxwQ8mM2hgHivw+xF3AJ1udDqquuAj7HLRnJGRsSQhPy3Hgt0wEXQMrbB0ZoVs9gT5Kd2HLngOrwcE41YASBTKOBBTrQtz2JCI5KLVTeKsujZWuC8ewMDOpYUIQKJIsUDDDJsNGwpaw2gbG+L3ejQkrWBe3EdIkFPp2rbv53JIWbGg1cPzMIlQU+DqXz6qJwO84+MGN7+JpF/juJXMwb3YZztinFGubMzh4YkGnW7twWav4/9vLW7HX+K7fjCOmFGJWVRAFgSHxM890QDVmB+QOYA7Xmd3trFixAo8//jh+97vfiROybdv4xS9+gTvuuAO33nqrEFWJRALXXHONEG5ZSNBdffXVQnyVlJSgpaUFP/jBD0RoQVYYFRUVQdd1jBs3TjxItNEj+zwajeL555/HtddeK4RcFhKA1DY5uyTSnnrqKdx222148803+7397NieeOIJ3HzzzWJcJPRuuukmvPTSS53rNDQ04KqrrhLT6tQO/b3yyivF8p3dR9kwg1xxS31+9tlnhVhubm4WDqppmuL1e++9F3/5y18QDHpTqXfffbcYX1/QfjYMo7MdgoR7cXFx53Pa1yRSt0V/1mGGD+adN8P87iWwbv3ljjdCU8ztLVsuXroY5vcug/m9S+CsXtG5PFM9G47qR0Yrhh03ACMDNDd1vb7PApg1M5A64ES4QU8cpKYchuT0BYjtezbsaFW37RR89iAq3rgGgfWvwHn+xyh57zfQzfVdyUyy8FNhJwyYH6yDvcETHy5UtI47BVZhDYLmUpRs/Bt8yTWIlR8J01+FYNtHIoZTNduhtG0CTBNOPC3iVgVtMdi1zXTVKJxV1/EuBmzoiGEKguVJBCrTUCgRqmo8UFgKhEOQS0uFoxnHBLRhFhqN/WA5npAi99d1VdhpC7AMOLZ3TiRxSWMwbR+SqRAydgFsV4cEGZl0PYJKHcYWtKHQb0CRzA4Ba4tyQY0JXbShyBKqQkBJQEKBn9xbRcTLJjLk8npDsl1ZCHISz+VBFwHHRMyhSFoJYZ+KwoCKcr+MjOpHMmkgaKWRShnYlAE+WNWGd5Y2Q5NcNGccZHoRDG1pCwnTFaEKmxI2/vVpHTK2I2JvR8kmylVHqPfcmNoCn4xja/w4tEoXY+iLZU0ZfFiXFkKzr5jWN1bFhDh9e83W3X7vc/GYVhnEgulFCOveZ039+fLccowvD2D+7JIt3lcS1qApHF7ADH+GzCUbiSASVeRuEhR3SSKMhFrWoSSBSQ4giVDigQcewNixY3HFFVd0tlNVVYX77rsPe+21F0aPHi1cShKdRx99dLft5bqnxx57rJjaJveTnFXikUcewaRJk4TTSHzxi18UgjOXvrafhUTej370IyH4CBKjNI1+5JFHiucPP/wwKisrhRNJYvdLX/qSEKV/+9vf8K1vfWun9lFP/vrXv8Ln8wkhnHWiSYRn3VRyeL/xjW9g3rx54vnJJ58sXu+L+fPnC2FMYn7ChAnCYab2v/nNb2Kgof2SK6Lpx5BcdGbo425Y5/3dtH6b60krl0D+51/gzpwLZ/4pwgmNfv43KJlmxBe1wf34I9hfOAXOsWd1td3eKhKgRN5UzItfJcxPFqPuycVwi8qgnHEBpHAE8ow54jV17WJon72J9KGnwa7I+Q6pOpKzvrhlv6wM/I2fiv/76z4AMp4odsZOQKpwGhSfBWPCPFjhUSh+/LuQNRlWqBztmIj03l9AyYZHRQWDXGQrBck04CZMoCPRRwg8cl7NNCTHgOkrAkwHaroeZKO6kgqrrgWa2Y5kaBwQdqCj2WuQxm+2iGQqMSvv2IhKi4XDSa6wYifRjANQildF8lgkWAuZxG3KhBwu6VRStL7p6uK5KiVhueQ2Sygv8NxbcmfFZD05tyLFy4Wkqoh0OMCec9zRJVokySgI6Eg5JuoTDlKWDI1UpXBqHRH/KpK7KNhWkpCxHARVBaYNbGhMoC1pYK0qoSgaRJMl4YnXa2EYNhoyDsxICEFVwnFjugtQv+yCtD3t1UbLwZTKCLSckIblbRYaEybqAOwR1LE57SCkSijrZ2WEhoSF51YlvM9RAuZUbL0yRMSvYI+KADa0ZjBz1JZx2JPHRXHd5XNhmDbmTNtSqGZZsGeZeDB5AjmzA+GiOiPbmR0yYpam+rMiLSsKU6lUt6l2EnxNTV0OCiUJ1dTU4J577um8lRs5j7W1tUin08Kt3BorV64U0/W0PrmcBIUKZMUshROcdtppneuTMKPXaJvbu30aW1bIEtXV1UJwZlm8eDFOPPHETkFJfw8++GDhBu/sPuoJxaFSmERuSEVu30jkk1NNy0iUUl/ILe4LGjc5yuTEksAnMUnCmJzh8vJyDCTkfD/22GOdzyks4oYbbhjQbTK7Bu2yq2C/9iLkA7zwn60hv/IU5HXL4a5fAeeIE6Ema+Fv8kSk7sRAIY7SmmXd3qPMOwi4+AohvhRdgZuIwde0HJGG/8A+sgabX9kA5ZCjIBV2zR4En70bcrwFSnMt4l+5pqutlg1CnNlFY7wFRgbKX34Lqb0ZznQHsl8F6hphBwIwqqdAl+uhRw2kMqMhGSag6UjN+RL01W8hOfM4GGP2QnDRP4EVi+GMKoBdWQPLVwojOA7pyFThxDrLNkGeNAoyTT/TtHhdG+SSMNlxkO00FDcFN+idY2RKzpLIZTag6DEYyBHidH5rbwM0H9xIISRNh2R4gkuRHYR9TdAcGwlzHCIBurCVhPB1Vb8Q665KzqoERbbhp8SujlNH0qIJ/g5HV6IIXxe2JUFSSDQ7InHNAcVrAi3tJnzkRfs1kahCYjasWYi7KiaVUOUuB++vSyBpAKOKAghrLmpjsggqyKppUeHAtknDQ9dkHDK1XJx3V7ck4ZoWLMsLgXA6zqNpyxXbycpQWveNei+0gfp05B7F2GzJ+CzpYnrIO3/7O1am19fGbSxqtsTWj6vREc7ax9vAr0rCZaY+FvQW65B7TEsSvjJv2yJ02qSu8z3DMHkgZsktzIWu+HtblhsKQElGJJRI5GUhcTl79uxOYdgbNMX+0EMP4dBDD0VFRYXYDglKEoZZ2tvbRZhCLj2f93f7PcdBr+WOg5zjXEFK0HMSiDu7j3pCoQg0lb81yGWmcIZbbrlFjG/u3Lk455xzuono3njwwQfFuMiZFXF7gAgXuP3220Vsb89+7koowS0bl0tkt88MfeTR4yCddWGf6zlzD4e0djncmfNEWr0VqkK6ZDqUdAtS846FG1wM+7CuY4ASpOyX/w15wmRoH/0X8j/ugls5BuqxRwnBowY0+L7+TSBHyBJW9RT4lr4t/mZRG1cj+tJvhZpqO/J/YJVNgrR2GeTF70HSFcQmHAi9NAxf3UdAoh1O+R6QjWY4de3wx9dAX/EWnMmTIdkm2ir2g/SH/4MqyQjMoLhbB2aLhPa9T4JitsIIjhXK0C6sRnLul1GgLxPxsURy7KHQlDgC4XYoJJDbaLmEtFEAPV4PMzQahj4dWpGGKD7pErKWlzQk+fwAhU2kk4A/ks3kEq/51QR08RVVvDhWUsc+mt1wgXgLpLC3n7JfLXHt7v0jYmmzy1NuAJpjwa/aCPlaETc1yJKKIh1wUxZMW4HsU6B3iE16oyS5aEs7qCmNChd1XVMC0UAAYQVoz3TNuGSToDRVQU1JCJrinWNDmoKQbOGAA2tQVRaGT5EQdQ2U67L4P5EwHSys70qaomElOk6TccvFu5sNJCwXc8s0jA74UOST0JjOhlh4jy2OyQ4DI7dKQERXcM6sQhi2u8vq3CYMB/9eGadrGBw3MbxFYhuTX3Cd2WEuZncEEljkIPYMIcilN2FDYvass87CggULOpflZt0T5DD2dDh7Pu/P9vsDiT6als+F4mUHInaU+kuJbVuDxnTBBReIByWcUQgDxdHmhlL0BrVJoQ25+5scUrpAIFE+kO6spmniwQxf3Dn7w5qzf9cCWUXb9HO7ns88tNv69mN/hv3vJ2BrGtQDO96XjCM19SgxzS7iXsd5szC5JL94CZJzvwhX1jrjFCUrLZK/xP9NL83drZmM4BFT4S+k6fA6tJWfAG31YiFYbTUEtKa7pudVF1r7OvHd8Nc2w0jEvDbkECRZhuLLoHjdg1CcFBxZRyZTCHn1ShjVs2BVl0JNeiEYYeMTuGVeeJSk++BWVUIyDPjTG4SY9Lv1sDISAnKXaBNT+0nPhUUgAklW4AZCcONxEV6R/b46lglZ7foOuRTOoNPUtwQp0l3w067I2EHYVOaKXu8YZ7sRQXOGZnlcVAU2QZFdmI6MpKVAt22ktCAyjgIlacFygCJdQtRnYsmmFKaNCsA2vIYqIj5xYUyth+Qu0Ukb9vtUSI4DlWJt0y5SNtCWsREN6dizCmh0ZRFVURnSUJZz/bwx6aC5oxLBmLCMaVEVPk1CTAuirT2GzzNA2nDw8voUSnwSaqoDKPCpIsQgoEqiLFcutM3HlrQL4X/qtAIUZi1d+px8u1Zsrm4zUEtBvjR7GLMwsWjgjAGGyVfy+hKPKhC88MILInY0C1UeyA0FoOQtchhzEbUNM1R30YNKd5Fwy4UcyZdfflnEu2aTmRYuXLjd2+8PFL5A28o6w8lkUjzPhjzsSqhmK/U51/VdtmyZ6He2kkFuyALFHNPY+4IcaXK3c/crhTTQ/ueELmbQiXbMJATDsE+9GPaJ58O65Fq4vgCSc05AphchS2gfPgfje9+EccWFcD75QCwzK6eh/aAL0X7gBTBHzfRW1P3QyryKBiTBwkufFkJWPDcMGJExQGEB7FlzIE+tEuLTUXQgEIJUVAjf5DIohX4o5UEx9S9TaQM6ITsZ+NZ9AiXRBP+yV0R9WqfDFYXPBwUZkfCFYBCSrgsxnMU1DARbFnnOT1Z8yzJcRYUbCMLNJODG2uCuXwOJrEZ6bqbhpGKQOkKtslBZL2SSIgkMtieksiStElF6K26NgtsxiU+bsxwv0YtY0VqE5owO1/VueBCTdFiSVyKq3ZDETQ4MV4HhyCgv8CGZsVDgs0ToQXkYUB0LPttAhWQgrClQZUmEP1BbLs1sSZT05iLW4dw2pG1MicgY5XNR7XNR0uPadnRIQYkuoTIgY16ZD8tXt+GeJ5fDSZqosxQURvwI6oqoLPB+bRqbOsRjRVARCWA92ZywkLRcpCwX9QkLJlUVqDfwdr0BaxfHLo6P+lAZUjE64j2Y/IYqGQzUYyST19+M008/XYjQ73znO6JkFbkMFKN52GGHiZJSBJWu+vOf/yxiKMmVpDJUlGD1pz/9SVQIoMQhip8tK+seu0SJTxRTS22ToFu6dKkQZVlx29/t9wfaFglBSjCjEmAkLimk4ZRTTsGu5owzzsD69etFtYQZM2aIsAMSspRwRv0nEU0hA+Sq0muff/45Lr/88n61e9111wkHd9q0aULgr127FpdeemlnyAXta9rvBL1OccVUMo1c8Gy5s/6swzB9oX7pdMhTpkOqGCViYp1Dt0ze2gIqBfXO44ibnpBx62uBWd5LxujupfSItj3OQPST+yGlk7CdCNLzjkOBHUN63CFIal4Comy2oaD2Reixj0Ut2SDaIR07FnJBAK5hwVrZhNYjz0Mg9RlCrd5FsFQWgWO6cGsmQqFSUKNKkVwbRbJ8HgqN90QCGJSAmCrPyCVI+0ajoGUhpNrNkMqLOt3WjB2FYrZDpcokHTHybrIVjqJCDUXgpmNAOgZJpxJffiGAqaQWld0irSsZSe89VIZM8d5PEUx+qQVpeAI7ZRXCrzSLINio3i7Kj8UMF2OjbYj4TNhOBrJFNXYlqLaFlKqjUJPhcyykqbYWgHWN7ZhZocGX3YYL6LaJgGOgRQvDLyvQFe/+Z7GMDZuUsyKL6gZtpo2kCeHQkoE7Odj7Dzolg80f3ZVDcffTq5HM2FD8KzHzQAoTkzC9QMHGehcRn4ziHKe1NyYU+jCr3BIinpxSKt21Pu5dEFSHFIymGIldRMgn47Tp3cPQGIbpjuRmL+F3IyQqySkkNzQLCTpyVKk+axZKyiKxQzGpuVC9VLplKyUd0R2nchOasuEBJMrI8SQBR0lOJOhIxNJ7SIjS6xSnmnvHKhKuVGaLEsRI0FIFAqq/ShUF+rv93sZGCWI0PhK9WcgV/fTTTzvrzFKfcuNud3QfkbimEACqP9tzn1PCG4l4Ep+526IbIFBJMippRnfgytag7QsaA+1HCpEgR5aEeW4sMO1H2oc9ofazd/nqzzr9hfqRW+UgHyFhQol+dMwMga/qsB9XwWu/h/n220iXzYBzzuUiG39bSEYKWu1imOVTgGC01zFRmELh4j9DTrcAG2ohjamEWqjC0MrRUnkC3EBHDLvrINjyHkKtHyJevJ9XAcF4lQL40Rw8CmZBboWSbPs5NxdwyJl9F2pYhqlXIonxwjIttV+ApqbhuIpYvRV7I+CPCxGaTPpFeIISDsO0Q2hMzUZUX4GQr9FzW6UgknY1CgprEI+tQ8YIwLFV+PQkkm6pp24zVM4K8BemxVxfLBaGolPcawamrSOVKgBSRrdb0lqSjDYtLCokFBpxkTzmqDJSqh+mIyFiJEX0bkwNIKP4oNsG2jM2MpIiYkZ9Kt21TIJsZtAYzyCiuKjqMob75LYnVuCtJc24+MQZ2GdaWJTRKlC9uq1CyG9n3D3dJezlTYaXWDZKF6EJu4uh+t0ayuOiMLWehtZAUfetr8Bc8fkub1ebtAcqb3sQI5UhIWaHIuQIkjNI0+cEiUaqz0rltNghzA9YzA5dhvQPLoUL0A0QBmBMFHPryipUq0Xc0pZif/uEpvzprlg7DAUDJGAj1E38dodcRe/OWj2f79hn5UKSqfZtbps91/DYluyjdaiigXd/rq5lNvWNqlSIu5ztGJRMNnZM9dA8Bofrd2snGC5itvbSswZMzFb9/iGMVPI6zGAgIafy97//vXAEyWWkMACqW0v1ZkciFKpBAr83SOBTTV6GGRbsgJDtL25H9QBL2Y4fzp0SsqIBcbvZbdNzWnxnp8mlzps4bH2N/rTSWV+h2zKVggp2Us/4uCoAwwwbWMxuBSol9bOf/UxMm9PNAI477jgRQjBSyz6RQ50bL5wLiX2GYRiGYfqAEjQH4gYH7vBx4XcEFrPb2jmqKmJXGYjEOYZhGIZhmKEGi1mGYRiGYZhBwHFc8RiIdkcyeV1nlmEYhmEYhhnZsDPLMAzDMAwzCFBxkoG4wYG79bvYjwjYmWUYhmEYhmHyFnZmGYZhGIZhBgGqZDAQ1QxcjpllGIZhGIZhmPyEnVmGYRiGYZjBwHYHJGYWA9FmHsExswzDMAzDMEzews4swzAMwzDMIOAO0B3A3BF+BzB2ZhmGYRiGYZi8hZ1ZhmEYhmGYQYCrGQwM7MwyDMMwDMMweQs7swzDMAzDMIMA3wFsYGBnlmEYhmEYhslb2JllGIZhGIYZpJhZh+8AtsthZ5ZhGIZhGIbJW9iZZRiGYRiGGQTIlHWcgWl3JMPOLMMwDMMwDJO3sDPLMAzDMAwzCJArOyDOrIMRDTuzDMMwDMMwTN7CzizDMAzDMMwg1ZkdCBfVHeHOLItZhmEYhmGYQcAZoGQtByMbDjNgGIZhGIZh8hZ2ZhmGYRiGYQYBTgAbGNiZZRiGYRiGYfIWdmYZhmEYhmEGAU4AGxjYmWUYhmEYhmHyFnZmGYZhGIZhBgG+ne3AwM4swzAMwzAMk7ewM8swDMMwDDMIcMzswMDOLMMwDMMwDJO3sDPLMAzDMAwzCHDM7MDAzizDMMwQ+IGzB+AWl/3FdnfjxnOQ7DTgmFu+QP1zrJznDmD3WG+IjIFhmMGHndlhTm1tLVpaWjB9+vTd3RWGGdasi1tYsrwBY3UHQVUSy0heOZAgw4W3pAvLBZpNICQDixKSeD454CLjApU+QO+wGkjkrnV0WJAwJuggAAeG4Yo2VRJ1PZEAy68jbbsIZAwoPTfcg1XtJlYnMhhXKGFy2A/HVjpecRAIxaBqBhx3NSIFAWTSYfj9MchGGyTX6RxVa3oS9QaAgXL8BzIspFECH2JoxzQ4ShQSLLjQYNhhaGgDzBQU10BaGyvEaST+JoJtH8MxJKCsHJKmosl3OGw5gpJ1D0LNNKCt7Giko1NR/NEdUJMNaJ12NoySadCWvIHgc/fCrRkH99hjgI3robWuh9RYDyniR3L8UUhWH7zVfSAl26HUrYJVMwNQNU8sSzLcRAz2qy9AnjYb8vhJyCeUtYuhrl+KzF7z4QYjA769liefRdNfHkXJOaei6MRjB3x7+QrfAWxgGPZidtOmTWhtbR2xYu7tt9/GW2+9hV/96leDsj3XdbF69WokEglMnDgRwWCwV4G9efNmFBcXY8yYMVu87jgO1q9fj/b2dowaNQolJSWD0ndmeJA2bGxoTmN8eRCK3LuSa0ha+GRzBlOKfRhdoHUu/2xDHJIE7FEd3q5tmo6LN+sMSJKB8PhiZDQFESuJlKIjo/ig2wYiVqrbez5LSGi2JPhlwOgwFVekABsS2iwXs8PewjRkGB2TaEkocFQfUlCEE1lkxGlJt3adoI4MNKQdBSlNRZFmw5YV+BQXUtoADNtbMeiDghTGhlKYE/S25TpxWIYMxedAcQyEAq1wXQmGE0Ao1I5goBWSmYbkJLttU8ZniKfLEcQqKPAc0wAaxd+o9ClkXwiS6hPnByuegYoYXMWB1N6GVv/+CKcXQXUTQDgEqa0N0GxIAR+ixododeZCy9SLtiJLHgUqjxLCFrYFvfVzmIXjoa38EJJjQ9qwGnp8EWC1AOlmuEEXkptGeO0LSJfPgaP1LurCj/wKStMmGNP2R6AiDTndgtaZ5yP5wKNw3ngJtq7Dd8cDkPyhrR4Dzsfvwd1cB/mIYyCRIN6NuJkUQo//BpJtQYq3IHXMBQO+zYa7H4CxdoP4y2KWGWyGvZh988038cEHH+DnP/85RiJVVVWDJuTXrVuH3/72tzAMA9XV1aivr8dXv/pV7L333uJ1Eqh/+MMfEI/HUVpaijVr1ghB+93vflf8JUh4P/TQQ9A0DQUFBVi+fDkOOOAAXHLJJZBljoph+ubWZ9di9eYU9p9ciPMOq+51nVfXJlEbt7Cm1cAFexaJZZ9vjIv3EqfOHw/Jp2BuqYaIr+/jjozYQl1CaVEYAb8PJBcNWYMleS5n9m+L6TmyZT7yPT1cScL4qA+xRBobkjaSaRNxRUbEH8QYxYQqdTi7kgRFUpGyOvojAalgAIFkEkrYB0eW0Rq3QLo043jrqKqEdldDsUZbk4CATwhF0HdJkeEgiKga7xqIBGh+r2euLMN2VchiNJ6lJCWahRdLjqwkfGfvAtbnNqBYWgcTQcB2xHs7moPsWkCqDa6qA6oOxWoFVAUSraP5IMH2hGxHpICth6D6/aJdu64ZvsomWKFKyOuWAsk0IukPIJcUwk0bCForEVhzD9r3ngvf6BjQnoCzaDWkAp/oB41RbKsojKJVD6Gt9Auwi6rhb/8MwfZP4KrkIJZCMjJi+3I6BjXZLP6vNy5GKuRdjCuwEHzlIaQWfL3b5+4s/hjmnTdCKQjDXuMdO0o6BfVLp2G3ovrgREqgtNbDKSwflE0Wn34CGu//G4rPOGFQtpevcDWDYSxmN2zYIATOpEmTxP/b2towefJk4epZloUVK1YIt46cPl3Xt3h/Y2OjeF9hYaFw+hTF++Eg92/jxo2i7XfeeUcsmzBhgvi7atUq8dfv92P06NGdYioX2iZtm/pQU1ODZDIp2pw5c2a/tp87NhoP/T8Wi2HcuHEIh8O9ikFqi4QebW9X7CNqJxLZ0o1oamoS4pK2RePPhfq4du1asW/Gjh0rhGVf0L6hC4Y5c+Z0Ck9atmzZsm7rfP3rXxdtEiR6v/e97+Hhhx/GZZddJpaZpokf/vCHKC8v73TWaR363BYsWNBnP5iRQ2vChKpICPu7n8bak15sZVuyl9jLDipCqhCzlWHvvZsSNjaYMgIBDS5cNNikFB0sb7dQEVBAerY+ZqIsqKKi4z25kND8wmg/Nsl+ZCwbiiQJN1ZzLKQVH/y2gZjlhROQxBsvK5gaMPG5qaIspENXFfg1BZ/WN4j2DNNBU8ZFOKhB0oMogYOwYsByHViuDJKhEZ8DWXJhyioURUZDksSyCjJGy4MkSGUhORXJQcaW4JNd6HIMvkACKbsItuvvDBOgqc/ca0UZJhxoSFlF8Elt8ClJT2nS1Du5jk5XzCqNHb4AXM0PnyTBTWQgOUZXY+J9FPuQgWu7cBavgFRWDFRWoM23P2wtCpdEsGWhXZ2DSOEqQHKBthjcVc2IhhKQnBhcy4JEn7URA7SAJ1IlirNNIeCsgxzSgFAhzA/Xw14cgzIqDLUyBBQXwqVz2PuLUeh8Aml8BaTiKGQnA3fdi8CoMxE/7TtQ1y2BGamE9P5foBQEoH/8H5QGgfTsMfAhDVP1bfG52wtfAZqbYDc3ecqdhhotxGAhBP9zT4r/K8ec4H0W9JkoCuLn/hRSWwOcsi1nvwaC0nNPFQ+GGbFi9vXXX8fChQvFF5EEIU0vU2jARRddhEceeUQso7hP+uJef/31wrEjSLyR00dCdfz48WhubhYi6jvf+Q4qKyuFEKIpb2rvlVdeEe/JTntnn6dSKSEESSidffbZW4gzchdJoFJb9Jf6cfPNN/dr+9mxkTtMwpBEZjqdRkNDA37wgx8IMUpkMhnRJvWDhB45lvTalVde2SlMd3Qf9QwzsG0bf/zjH/HGG2+IPlM4QEVFBa666irR99deew133323ENzUFgno//3f/xXPt8VLL70k2vra177W6aDSvt5zzz0715k6dWq39/h8PrGf6H1ZDjnkkG7rUJgB9TN78cEwxMq6JG55Zg00RcL3T5qIMnLiOrj06Bp8uj6GfSdtXVQcUhPEXpV+hDQJdUkbr9cZQtjNP3A0JvldbHRltBqOmNyn10ilNLZmhEN64Z5F8PUSiCpLEmaWhrCsrhkRyYIiuVBcG+lkAs9syqAsGkBJyIe4YcNSNBiKjHLYnQ4tOZ3jCxRsSDjQVBkBnwI/LJBnGNIcIXh9ZOvE0/CRwdpx0ZzQdSjkUqoKkgqQsSnOVuoQNhIK5BQsR4UsWdBV77umShSwkIYR05CSgwgUeGED9Bb63itKBo5DF7EuNIXCJ4RCEmJRCFrqdJzCCFzAJedWgiR7/ZFCUbixJhFzC4PCGjJA0JuedxpqxfvthYtgHH8WHH8QIWMxJL/fO2ckVkO2DYBcbUtHpmYuAvULgbIo2cx0AgN8GlzbgdMQR3ryIbCC5XCUMLRUHdDYBLs+BnVyGdRJZTCdIBDPQG7b5Alw6p9pwvRXQss0QKncz+tXUSWMokrIj9yF9FvLxbLIXuVQfQqcUy5AEjqs8bO2+MyVLxwPLPsEfqsF/jGliB97GaTxkwHTgL7hA0hmBulJh3S/UtiFOO8thP2Xu7xxlZZDmXtg14t6YNCELNN/uJrBMBazBInGa6+9FjNmzBAi8fvf/z7+7//+Dz/96U+FCCL3kUTiiy++iJNPPlm858knn8TKlStx2223CeFEJ2ESavS45pprhJCi1ynM4Oqrr+62vVx3lWI4aap73rx5mDJlSmfb5FDecsstwkUlRzZ3Orw/289SV1eHH/3oR5g1yzsZUpuPPvqoELTEU089JdzW3/zmN52ilMb/z3/+E6eeeupO7aOePPHEE3j33Xdxww03CKFI0HN6L4lLcknPO+88zJ8/X7xGTjG5uH2xZMkS0QdVVfHpp58KN5eEOYn4nrz//vtCwJN4p4uNnp9NLiSmySXeZ599troOubn0yEI/4oFAoM8+M/lLfVsGtuOKR3Pc6CZmRxX7xaMvwh3hA+9sJiHrUVOoYXKRBu8yE1jZTi6vJ9YITSavc+s/UitbkljTmkFDewYTS/yYEpawOe0gbQPRsA5FllEckFGgq2jIuDBJLhs2MpYD03YQKSrA9OKuLWy2ZETFRagLV3HhWI5weHVNRyFN34vtkjOqIkJa0we8sS6NIt1FRFehK5TI5BehCpR8FSPR60tBkzum1UMZobM8Eev9FeEMFKUrtwoB3GH2ifObJFai/0toTU5Aofsh4BpinzgUF+vzvndusASS7ALrSRh2NgylogSoKBHOaMi/GUG3HhKFIJga3CS5v0FP/Op+KNEgtOZGuA0NcFpaYUdHA2vXQg07kIMq3DE1SJbORfH6hwBJRZt/HsLrHoBj2JCKPfEsyzbk5Gb64GBMmAVXD8Atr0S8/DBA0UUYFmprO/e3u/dBcD97H27NJCT3mgWJLjom7uf1PxGD/PyjcKtq4O7vnR/lcRMh33g3UL8GyXAh5LpNUK69EEppASJjvWOSHOvMeE8072qkskqgY+ZM/J9hRihDRsyS60kijSBnj4RR9i9BIik7VZ/rBpIo/eyzz8SJligrK8PLL78sxBm9Z2vQ6ySSyN0kt5KSjCg+MytmyU0lQZcNB6Bp74MOOkhsa3u3T9P4WSFL0P8ff/zxzufkutK2SMgSRUVF4vl///vfbmJ2R/ZRT6hvxxxzTKeQJUjEZ6EQCXKOSSxT2xSGQI++oLAHei8JU+o/iVByqi+99FLMnTu327o0LnJjyW2dPXv2VhO8qA933nknQqFQp7jemkB/7LHHOp+Tk0tinRm+7De5EO0pC35NxtRR25es1ZPygIK1cRuTCiicQMJ/azOYVayhUJcxIaLAr3hJWolSFUV+WbjBvbEpA6xoTQCyCjUoYeHaOKpmRDEmpGBzyoGVNqAHfSiTLAQyaTQ5NOsiiXOHKUJaPaFMwpY2kUhbKA56QiVmyPi4LoGAT0VVgV84r3Vx0rCKcJTp/RoZo66LqC4LYRwUcbIdIrWjjwk7isZ4iXBTy4PtCPni4vWskM0iRKBkdat2RQlWSLaJbP+22GgUBVYAiY5wAlWHrAdhJE2oRhOg+IFQBFagDEq6wRPBHdUdBKUk0Tv6Ra+ZBqRUSjiZbmkEEl2Mmi70thWQ6AJClWC99RHcthSMhgL4D6yBERwNPb4Siu0l1mlRG9b+R0CqXQ/ZbYSbkpGSqiHJOqTiCOLjF8Dxe/HRndvugTtpJqwf/0H8vyNSGMGNryO8+lm0r1Fgf7BYLDMnzwJKKjrfZ1d4M1fyulchWSbQ2gp3XJVwp51g1zZ3NSSmfb+51xtPcd/naWb3Q9/3rF7Y1e2OZIaMmO0ZQ0rCrLdlFBaQhdxSEqQkpHLZa6+9hPO3NTFLcZw0rU9T+CRSyZEkFza3HRJ02bjNLPQ8V8z2d/s9Y1bJtaR40dxt0VR/LjT9Tst3dh/1hJzWXCHbk2984xsidOI///mPSBzbd999hYjPxmJtDdru559/juuuu65TXD/wwAPCtb7rrru6xfF++9vfFn8p5IJCIm6//XbhMvf8YlK4A7X5k5/8pNeqCFlOOukkHH/88Z3P++ork/9QlYIFe5Zt9fX1cRsfNhoYHVawd+mWsY657FeuYa9STQjIv69Od7RvIdmSxNL6FI6dUYTqUj9KAl2x8L2RLaVFWLaDorAPPrgiJOGACuoD/dh4jmjGlVAIC6amC0d3+bpmKD4NkYguwhBKVQebmlJobpOxfHULTMvB9GkVGF0YgirLcFxXuL0UjkCsbLFhOzYmFusoDOjIOA5a0iTYFIRhIOk4KAhqMBwaA7m0ChpTPihyARxXRkChc1jXj6FhBaCryW4C103FRZgFLANF+kpRWgtKx771BeFaBtRUI7B2jffDOno0nNBoaGVFcNMJoLleZNeLRmNx2NEyyA6Vb7DFc8fnhxKQgXgMbns7TKUUibFfQOizf8DcFIMa0IG2FJyCMjTWnAtLL0O07hmvb3R+tJZAivqEE+qsojbT0D5+EW7aRubgLyHSshDp8BRkIlnfvX/oDYsguTZ0PY2EJAPFZUDYC+OS0jFR3cGJeMeic8DRQEsj7GgxWg44XFRcyL7WE3PlSti1m6AfdPBOnbNYxDLMEBKzOwJNYR944IHdhEx/uP/++8X7KNM+CzmKuVc2JBIpbjaXns93dPs9oW3lxo1mt9Vb4tbOQn0m13RrkNNMoQsUI7xo0SKxryiG95xzztlmuyTGSSjnxsWSCKZQDErCyybe9ewLrUOiNxf6HO655x4R7/vjH/94iwS1ntDFQX+S1JiRw+qYhZQNrGizsVeJVwkglw1xG2viFvYoVFHqV6CLSlcuqoIy6pMOKv0S7lvRLtZ9e00ME0r7DlugCgVHlxdjfX0jtICEiE8H+aZNtoK0JKOUYlYpsQnAWltDS8aB3zSF0zq+NITahCVKfJGoHucHpo3z48NNKWwuCSGRNOBLJtGSDECRfUgZFGvrhVmQs0ntmoqK5hSQsjxHNmW5qAxaMAwJAZ/3/QioFlrSClzXQHEwDdPxHFLTMbwkryyS3E3IZpd16l07Axje+o6kIh4rg6UUQrOCCLurPdfTNKHZzUilxkGPbeyMZRAubUEEhl6FBCYimnwbWlSGZHthuRQbm074ESs+Au4br6L23oViO5FjZiE6fwbMsXvC0ktEf0z/KARin3t9on1B5w/DQtI/DakJhyD08U2QpCR0qQ7+WAp6fAU2R/4Xkp0U7rHT2oDQQ9fD1YNIHH8ZoG2ZYGxGaqDFNwLTZ8FacI0IgYBPF+ERRf/+OaQOUZ+YcwLSkw+Fc/KFfR4rdmMjmr95mdhH4csuQ+iU7olTdnscLf94BsG9ZyM4c48+22PyB65mMDDkda0jmqJ+9dVXRZhALrlOKTmCufGUBE1/ZzPqszGtlNmfC03XU6xtLh9++OF2b78/UGjDe++9120ZJZVlQx52JdRnSv7KFe4knGlKn5ZRYhlB7i0lxR1xxBHCHe0LKr9F780V/LRfiWyccbbtXMjZ7llJgoQshXlQfHDPqg7M8OaTdTHc9cI6LKvtfnG3vUyNqijySZhZrPbqer3XYGBjwsHHTV13laL1Dq3SceoEP6rDKiJhDbIsIRru/4VSScCHCl1CkS5TJVh8GJew2dUQc1U0iIQqj4zlIm06aE1biGUsFEd8CCiOCDGgmySsz0hYlZLRTJUQ/CpKioM4YGoh5lSpcB0DG2MZ+GxTONRUyUBWFPF/ErIU10vldSmMmPrv98uiVBdVqqJcrQnROkwtbkBKnBdNrzSW3DWbQ6eGTJpKY+UMjJ4oMlxyYOk5ldnqoNmZB9lIQEm3wl+qQ6qZCLeohK7S4VoOrPYMpHQckmmg3b+3lwwVKUDA14wS61Wobqtox1bCcBwJVsyGntyAoo1/R2DJK5A6wjrk8iqoNWUIuBsRMLyE0GTR3kgbUaC5Dc7GOpjvLIX9wXIqNgy7ZDxi5/8K0vFfgF7oOe5GcCz87YtRvvIOFK/5M+yPX4O6cTm0VR+Lv73hi60VN4jQNn6OotdugX/du15/MnHIZkoId8k2oK/xKuZsN71MD9fedDvqbvo91lx0JVwz585nDLObsCwLzz//PH7961+LPJ17771X5BsNFfLamT333HOF4KHH4YcfLn6MSHiRoMomFZEjSM7fc889J2I56TkJL0rAIhFKQpcSrXo6e6eddppI2qKYTZpuJ3GZLfS/PdvvD2eeeaZIBiNHlEpbffzxxyJ+9xe/+AV2NVSxgZLTqFIDucrkCFMFA3pOoQJUFouSrWg/0WsUY9sf55nCEV544QX88pe/xFFHHSXcX3JlSRBnY4HpcyDRvMcee3QmilG8MFVLyEI1Zqkd2v+U8EYPgtoYCHHPDC3+trAWzXFTPKhKwY5SEVRwdHDrYQFVQQVr4rZwYntC3+PNjoJAWIc/pMPv3zHXnyRKzAYU24FPkRGSuy56x6km2iUqsOWtaRoWZkZlvBOXhNvaZkvQ6YYHYQWJjI1RAQnBgNePIpqKbwF8CtAYSwvBKoG2oaCuNYX1zSkENRnlk70QAqqy4DouJMNEwK+KUl2E6UhY25rAjNLuYUmWoSDdHkVBqDF3p4jpdAQLPTGq+QF/BBmK222tRzj9iddmZrqXiOTXxR2/yGk1pAo4mWXCuU3q06Agg5DrObXZWFpCQxxt+j4oaHpOPJetOPQqBaVzKiCX+KFHm+G4ZeJ9FIKQxYyMh96yCqZvFKTWpaJsGdWvFXs2EISOTUJwpkMT0DrqBBRsflE8V41GSNPPRPrtsXD0EKxRvR9viTFHILTuJaB5I5R0I/zLXkF60sGwC6sR2+88+DZ8BDndjuT0Y/p9bCilpSi+7XbYdbXQDzxoi9fVEu93RokWeLVymWFDvlYzuPPOO8VsMeWv0O835QyRbqH8lJ4hmSNWzPY2jUyOXM84SSoPlRsPSjvwpptuEjuVsukpg53EIE1dZyEhSklIn3zyiRCZ1Ob555+PZ599Viyj91x88cVYunRpZzmtbBLRz372MyGsSHRRZQTqEwnN7dl+b2OjhCqKq81dhw4I2hZl+tPr9Dy3Pzu6j3reNIHavPHGG0XFAwojoIQ1qtJAccMEXXXReGic5GrTvslNENsalCxG9WCp3Y8++kj0i2rK7rdfVxYv1Z+l0AHaLsUMU2jC7373u25fBBISJKYpOSy3HBeJaxazw58Zo8P47+ctmDFm55K6+mK/Ch/mltOUfu+xilQZYO9JpYgnMjigfNuxsluD3NHpQRfNlonRqituW9vZvgrsF3GwytFF8hYJTCquMDYoIwEZm1uSIsGtqiiAeeOKUO0mgZQhqhYgZWF2yEGRX0Gh5iWKqYoPtqTCUhJoUIDqgIT1dQlEI36xTti1IIsMMQlJqwhNiRQ+a9IwI2oh1R6EqpnwBU3xI5uJe+eUeKwIoXArJMkR30uXSm+ROpW86rSuoqHdqIGstIgkNEfS0WJOg5o0EcAKBFAHuuluRqtGfVFX2cNYYB78Gz6FIqVFBYR0aA+EMp97NW9zxK2TsqBWhCBXFgKKCkeS0RQ4Fo4/KqoXZEmMnY9U5Tw4vjDkqa3QGlYhM3q296KkIFZ2JPTEKsRLDhJCOF5ygHjJDIxCUfkExM+9bpvJM5mS6eLhD78G//JXkZp6ZNdr4+aJx46gTZokHr1R8f8uROTg/aBPGOvdXIJhdjMXX3xxp04gKBmdDD36Pd9WgvZgIbkjPQVuG5Y6uYi5H1522ptEGjP0oQS6niEm+QaJCLogoemc4fRV3da4KBNfGwJulEkz6x2idKA+K9oGlecKdrilWZKWi/q0i+KwjjAsEXu7lY12CkD6t8+uUsIYrUh1Wt3csbmQVRuOTcHD3VtRVRNlJRo2N5qiJBeJ0FCoCYlkKUyrowSWk4QraeKRbU9DM2yE4WDLOFS60YEvuV5M+7uKDs1qgCvEeBH09qVQjHakCqbB37AIZsEYWCGqDCABHbVsdwUj8buVzwzkuGhmloydwWDh4SehfdGSXd5uwezpOPCVJzBYkIFH4QY0q0s3c9rdDAlndihCziE5swcffLAoDUVhBhRXS+7iSITihbcmDOmuY1srr8Uw28tQELKEJg3ONrTO2yZ0EVQljA9TB/q4GMv5Ue9XdzuSw7CFSJfgWL3/HNi2D5JSBcfxRISDMFrbuzvnjtyz2ogEE1s/J7hKAJlIV9iQqXYJiUxBVxJpqjrnJgAMw/RJKpXqJvZ3ZYI01YanKkO0DcqBoZstDQUhS7CY3Qo0Tf6tb31LxIzSjRFo+p7utkVxtyMRShrrWc0htxoDi1mGYRiG2b0xsz/5yU/EzYiyUK36008/fYv1//73v4sbJm0LugtprmNdXV0tdBCVMqVwRBK2NFvds7To7oDF7DagD66vklQjBRL2DMMwDMPsOCRkB0TMOl1itqcz2xuHHnpot9vN90Y06pXuy0J5QTQTS1B+0BVXXIGnn34aF1xwAXY3LGYZhmEYhmGGAYF+3sqdHNediROmGOaCgoJt1q0fTIZGcBrDMAzDMMwIuWnCrn64A+D25ibEP/74493yZihEge6mSqVOhwLszDIMwzAMwzC9oiiKqO5ECfDkxlL+DNXpp7r1lCQ/FGAxyzAMwzAMMwjk400TJEkSiWQnn3yyuLMn1aCnZHiqLz9UYDHLMAzDMAzDbBMSr3Sr+6EIi1mGYRiGYZhBgAoNDISL6g6f+2PsEEPHI2YYhmEYhmGY7YSdWYZhGIZhmGFQZ3akws4swzAMwzAMk7ewM8swDMMwDDMI5GM1g3yAnVmGYRiGYRgmb2FnlmEYhmEYZhDvADYQ7Y5k2JllGIZhGIZh8hZ2ZhmGYRiGYQYBrmYwMLCYZYYtqjp8Du/hNJbhPq7hOCaCx5Vf8Oc1NPdVdNrEvGo3X5Bcd6TfN4JhGIZhGIbJVzhmlmGGMKlUCt/97nfF3+HEcBzXcBwTwePKL/jzYkYiLGYZZghDEyerV68Wf4cTw3Fcw3FMBI8rv+DPixmJsJhlGIZhGIZh8hYWswzDMAzDMEzewmKWYYYwmqbh1FNPFX+HE8NxXMNxTASPK7/gz4sZiXA1A4ZhGIZhGCZvYWeWYRiGYRiGyVtYzDIMwzAMwzB5C4tZhmEYhmEYJm8ZnvddZJhhCNWPfPfdd/Gf//wHdXV1KCwsxIEHHoijjz4akiQhX4nH43jmmWewaNEiJJNJ1NTU4OSTTxZ/8xnHcfDBBx/g+eefx7p163DJJZdgzz33RD7x4osviuMtkUhg4sSJOPvss1FaWop8hsby6quv4uWXX0YsFsOdd96JfIeOtTfffBOvvfaaODeUlJTgiCOOwCGHHIJ857333hPHYW1tLaLRKPbff38sWLAAssxeHNMFHw0Mkye8/fbbeOedd3Dcccfhe9/7Ho455hg89NBDeOyxx5DP3HHHHeKH6bzzzsPll18Ov9+Pa665Bps2bUI+8/jjj4sfYRIVzc3NMAwD+QSJ8Pvuuw9f/OIXxedCd5b6yU9+gkwmg3zmxhtvFIJvn332EZ/LcOCFF14QF7ok8ugudIceeijuuusuPP3008hn6GLwjTfeEOOicx6d+/7+97/j4Ycf3t1dY4YYXM2AYfLIfenpRtAP1vr163H99ddjuIyLnpOLSWL9lFNOQb6PK51OC6F+1VVXYd9990W+zALQZ0BC/MwzzxTLyDW/6KKLcP7552P+/PnI98+FXMzbbrsNjzzyCIbjueFPf/oTPv30U9x8880YTuO69957sXTpUtxwww27rV/M0IOdWYbJE3qe1JuamrBkyRLMmDED+Uxv04X0I6YoCvKZfJ4GJeeypaUFs2fP7lwWDAYxefJkcczlM/n8uWzPmGzbHnbfITomFy9enPfnPGbXwzGzDJNnfP/730djYyPa29tx1FFHdTpnw4V//etfYkp7v/32291dGbHQhRJBcdm5UMwiCQpmaEMhOhQXfNppp2E4cO2114qYWTrnUQjFOeecs7u7xAwxWMwyzG5ixYoVuOmmm7a5Dk21n3TSSd2WUUwcTV0vW7ZMxDRSssdQmo5//fXX8de//nWb63z1q1/FAQccsMVyivujOGCazq6qqsJQgqajX3rppT4vNMaOHYt8h8IMenPGyOkj15wZurS2tuJXv/oVpk+fjuOPPx7DgSuuuEKc8+icSec8+i4Ot4t4ZudgMcswu4lx48bh5z//+TbXCQQCWyzLumWVlZUiG5vEHwneoTJ9Om/ePEybNm2b64TD4V6TPW655RYhdI888kgMNUgYkBO+Lci5HA4UFBSIv3R80XGWhZ5HIpHd2DNmW7S1teG6665DeXk5rrzyyiFzTthZcs95FLtN8cB062hVZQnDePCRwDC7CToRk6u6M+i6Dsuyek2U2F1Qn+ixPZCQpUQVmj6kzOWhCMWM0mMkUF1dLS6kKNGG4mQJOs7IGTvhhBN2d/eYbQjZoqIiXH311fD5fMNyP9G5hc53dDyymGWyDI1fP4Zh+uSpp57C559/3jnNS7VLn3zyScydOzevT+offfRRp5A99thjd3d3mI4LLXKhqbRTfX29OOaoBBwlFR122GG8j4YYFEtKQpYcTApDGi5Clo4/Sjik447YsGED/vGPf4h6zVTCj2GycGkuhskT1qxZgwceeEDEyhLkxJKwOP300/PaMaQappTc0TPZiGJqKeQgn0U6FeSn+FNKmqLpeU3TRAgFfWZDHdM08cc//lHEQFOsLIVQULmumTNnIp+5//77xQ0GqF4u3UChuLi4My5zypQpyEfoQoPiSOkzyq1gQMfbrbfeinyFLtjpnEcX8dkbw1AC2BlnnIFQKLS7u8cMIVjMMkyeQdNrVIA/nwVsz4SVrPPSczqxt9jafIE+I4ox7QlN3+fTZ0fjoOSbbBxtvkN3nOvtxg80PhJ/+QjFkVIFkJ6QAMyK9Xw/59FnxgKW2RosZhmGYRiGYZi8hWNmGYZhGIZhmLyFxSzDMAzDMAyTt7CYZRiGYRiGYfIWFrMMwzAMwzBM3sJilmEYhmEYhslbWMwyDMMwDMMweQuLWYZhGIZhGCZvYTHLMAwzzKCbHNBdxujWnwzDMMMdFrMMwwwqZ555Jn79618Pi73e3t4uRONTTz2F4cJgj2k47kOGYQYXFrMMwzAMwzBM3sJilmEYhmEYhslbJNd13d3dCYZhRlaYwd57742rr75aPG9qasKll16KCy64AAUFBXjkkUfEsilTpuAb3/gGysvL8cYbb+Cxxx7D5s2bUVNTI5aPGzeus83cNiKRCB599FE0NDRg1KhROO2007Dvvvt268O5556LTCYj/q8oCoqLizFv3jycccYZCAQCnevZto1nnnkGr732GmpraxEKhTBr1iwxhra2Nnz/+9/fYnxHHnkkLrnkkq2OP5VKiTG+/fbbaGlpEWOeO3euaJP63nM8paWleOihh1BXV4eKigp85StfEev3FTN73nnniXVPPPHEfo975cqVfY7JcRz861//wquvvir65PP5MHPmTJx99tmorKzcrv73Z3u98dxzz+HFF18Ubfr9fkycOBGnnnoqJk2atNuOBxpnf/cPwzC7FhazDMMMCTFL4oEEAYkv0zTxm9/8RggDEimLFi3CySefLJ7T8ng8jltuuQWyLHdrg0RSNBrFKaecIl574okn8Pzzz+Oqq64S7W9N+C1duhR33nknpk6dim9/+9tiOV3n33jjjVi8eLEQhvvss49YTn3ZuHEjzjrrLBHv+fWvfx3nnHMOvvzlL/c5dsuy8OMf/1iIcurvHnvsgTVr1uD2228XoueXv/ylEGfZ8ey///5C7NI+UVUV9957L9577z3ceuutKCkp2W4x259xb2tMtE9uvvlmsU8uvPBC7LXXXuKzuP/++7F8+XLccMMNQghuT/+3dx++8soros+XXXaZ+LzpmKBt0/LLL798tx4P/d0/DMPsWjjMgGGYIUFjYyPOP/98FBUVCTeWRCwJPUoMImFAIoDELi0nx2vJkiVbtEFu2cUXXyzWo/XpfeTg/vWvf93qdkk8zpkzRzh2CxcuRDKZFMvJOSXh9bWvfQ1HHXUUCgsLxePQQw8VwmVHoPZJ1JBjSII+GAxi+vTpQpiRICKh1XM8NAYaD22b3kfuILl+O8vWxr0t3n//fbzzzjviczr44IOFM0lu6//8z/8IUdkziWsg+k+fO7VHnwPtv3A4LERjVsjuzuNhe/cPwzC7BnUXtcMwDLNTkIDIpbq6Wvwl91KSpM7lo0ePFn/r6+vF9G0u5JblrkuQO0fTzM3NzZ2u2Keffoonn3wSq1atEs5ZbrQVCeUJEybgww8/FG0ddNBBu+yT/eSTT0SbPV3BGTNmiOlw6leuO0kiLXc8JJ5oPXJ2d4T+jHtbkJgjh7PnND0JwMmTJ29xgbGr+0+MHTtWuLB33303Dj/8cNHnrEPfk8E+HrZ3/zAMs2tgMcswzJCAHNlcsrGKJIB6CgMikUhs0QZNKW9tGU1nk3hZtmwZrr/+ehxyyCH42c9+hrKyMmiaJlw4Cl2gUACCYmLJ9aPp/11FLBYTbdKUe09onPT6tvZJdr/0Nva+6O+4t0Vra6twGMmdJHJFH/2/Z+jDrux/lgULFoj41pdfflk42dQeXdScdNJJnTGzu+t42N79wzDMroHFLMMwQ4KeDlpfy3uDBMfWlmWTq15//XXhnlESWa6o7OkWUqwnuXSGYewyQUtiiNokgdRT0JIQokSmHR17X/R33NuC9gntC4oBpUSpvtiV/c9C26X4aXpQaAq5qjR9T7HIv/3tb0WIyu46HrZ3/zAMs2vgmFmGYYYNH3zwQTc3LDv1W1VV1c0VI6GROzVN7/nvf/+7xRQ1LadKClsj6xL3x9UkKPOd2qQ+5ULTz+TK9gyb2NX0Z9zbGhPtExJzPfu/M2zvPsyFYmEp1ICcUEoaXLFixW49HgZi/zAM0zcsZhmGGTZQ6aM//vGPIpudyl796U9/EklkVBYpN2aSpqkffPBBMd1NsbeUXZ+N0c1CcY8kTu677z689NJLwtEj95TKMlGpKYJcOErwoez1/kydU7wlua+U1f/RRx+JMl0kZO+44w5RNuroo48egL2yfePe1phon9DjrrvuEvuE9jFl/9M+fvjhh/H4449vd7+2dx9SlYGnn35aJMyRcCR3lkIOqB2KS92dx8NA7B+GYfqGwwwYhhk2zJ49W2SQX3fddaKuKDlwlOWem5BD61DZJkr4+fe//y1iJCnpikIA3nrrrW5T5FTCiWqG0uOee+4RU9PkrlL90Sw0PU3TyhdddJFwF7dVI5Wmsa+55hpRZ5YED4khmpomkUQly7Iu5UDtm/6Me1tjon1yxRVXiFjVF154QYhDcjRpP1MZrvnz5+9Q37ZnH1I1C+r/TTfdJEIBqP8kYukzpzHtzuNhoPYPwzDbhuvMMgyT9+QWyacEIWZkw8cDw4wsOMyAYRiGYRiGyVtYzDIMwzAMwzB5C4tZhmEYhmEYJm/hmFmGYRiGYRgmb2FnlmEYhmEYhslbWMwyDMMwDMMweQuLWYZhGIZhGCZvYTHLMAzDMAzD5C0sZhmGYRiGYZi8hcUswzAMwzAMk7ewmGUYhmEYhmHyFhazDMMwDMMwTN7CYpZhGIZhGIZBvvL/Ae1V8Fg3Ly6qAAAAAElFTkSuQmCC", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -155,7 +204,8 @@ } ], "source": [ - "analyze_latent(config)" + "task = hydra.utils.instantiate(config.task, _recursive_=False)\n", + "task.run()" ] }, { @@ -176,14 +226,14 @@ "output_type": "stream", "text": [ "Saved plot files:\n", - "- feat_importance_random.small.drugs\n", - "- feat_importance_random.small.metagenomics\n", - "- feat_importance_random.small.proteomics\n", "- latent_space_drugs_20\n", - "- latent_space_metagenomics_174\n", - "- latent_space_proteomics_195\n", "- loss_curve\n", - "- reconstruction_metrics\n" + "- feature_importance_random.small.metagenomics\n", + "- feature_importance_random.small.drugs\n", + "- latent_space_metagenomics_174\n", + "- reconstruction_metrics\n", + "- feature_importance_random.small.proteomics\n", + "- latent_space_proteomics_195\n" ] } ], @@ -191,7 +241,6 @@ "from pathlib import Path\n", "\n", "import pandas as pd\n", - "import seaborn as sns\n", "\n", "results_path = Path(config.data.results_path) / \"latent_space\"\n", "\n", @@ -204,7 +253,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Every image file has a corresponding TSV file." + "Every image file has a corresponding CSV file." ] }, { @@ -234,64 +283,76 @@ " \n", " \n", " epoch\n", - " Loss\n", - " Cross-Entropy\n", - " Sum of Squared Errors\n", - " KLD\n", + " step\n", + " elbo\n", + " discrete_loss\n", + " continuous_loss\n", + " kl_div\n", + " kl_weight\n", " \n", " \n", " \n", " \n", " 0\n", - " 0\n", - " 3.223060\n", - " 0.700717\n", - " 2.522343\n", - " 0.0\n", + " 1\n", + " 1\n", + " 3.231139\n", + " 0.690625\n", + " 2.536659\n", + " 38.544891\n", + " 0.0001\n", " \n", " \n", " 1\n", " 1\n", - " 3.091398\n", - " 0.663943\n", - " 2.427455\n", - " 0.0\n", + " 2\n", + " 3.265798\n", + " 0.663812\n", + " 2.598132\n", + " 38.538982\n", + " 0.0001\n", " \n", " \n", " 2\n", - " 2\n", - " 2.975023\n", - " 0.632474\n", - " 2.342550\n", - " 0.0\n", + " 1\n", + " 3\n", + " 3.202644\n", + " 0.693719\n", + " 2.505003\n", + " 39.216915\n", + " 0.0001\n", " \n", " \n", " 3\n", - " 3\n", - " 2.878388\n", - " 0.605386\n", - " 2.273001\n", - " 0.0\n", + " 1\n", + " 4\n", + " 3.229373\n", + " 0.719366\n", + " 2.506096\n", + " 39.109531\n", + " 0.0001\n", " \n", " \n", " 4\n", - " 4\n", - " 2.783814\n", - " 0.582592\n", - " 2.201222\n", - " 0.0\n", + " 1\n", + " 5\n", + " 3.177497\n", + " 0.692709\n", + " 2.480924\n", + " 38.639275\n", + " 0.0001\n", " \n", " \n", "\n", "" ], "text/plain": [ - " epoch Loss Cross-Entropy Sum of Squared Errors KLD\n", - "0 0 3.223060 0.700717 2.522343 0.0\n", - "1 1 3.091398 0.663943 2.427455 0.0\n", - "2 2 2.975023 0.632474 2.342550 0.0\n", - "3 3 2.878388 0.605386 2.273001 0.0\n", - "4 4 2.783814 0.582592 2.201222 0.0" + " epoch step elbo discrete_loss continuous_loss kl_div kl_weight\n", + "0 1 1 3.231139 0.690625 2.536659 38.544891 0.0001\n", + "1 1 2 3.265798 0.663812 2.598132 38.538982 0.0001\n", + "2 1 3 3.202644 0.693719 2.505003 39.216915 0.0001\n", + "3 1 4 3.229373 0.719366 2.506096 39.109531 0.0001\n", + "4 1 5 3.177497 0.692709 2.480924 38.639275 0.0001" ] }, "execution_count": 5, @@ -300,7 +361,7 @@ } ], "source": [ - "df = pd.read_csv(results_path / \"loss_curve.tsv\", sep=\"\\t\")\n", + "df = pd.read_csv(results_path / \"loss_curve.csv\")\n", "df.head()" ] }, @@ -311,26 +372,33 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "plot_data = df.melt([\"epoch\"], df.columns[1:])\n", - "_ = sns.lineplot(plot_data, x=\"epoch\", y=\"value\", hue=\"variable\")" + "plot_df = df.copy()\n", + "plot_df[\"kl_div\"] *= plot_df[\"kl_weight\"]\n", + "fig = viz.plot_loss_curves(plot_df)\n", + "viz.show_figure(fig)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3.9.12 ('move')", + "display_name": "move_env_2", "language": "python", "name": "python3" }, @@ -344,14 +412,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.15" }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "e492c9f5b826854dfdf94b8d6b402bb809c46c7a6d638ce69ac84ffd4f448018" - } - } + "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 diff --git a/tutorial/notebooks/05 Identify associations.ipynb b/tutorial/notebooks/05 Identify associations.ipynb index 2823d841..372bf788 100644 --- a/tutorial/notebooks/05 Identify associations.ipynb +++ b/tutorial/notebooks/05 Identify associations.ipynb @@ -4,9 +4,41 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Extracting drug assosiations\n", + "## Extracting drug associations\n", "\n", - "This notebook runs part of the Multi-Omics Variational autoEncoder (MOVE) framework for using the structure the VAE has identified for extracting categorical data assositions across all continuous datasets. In the MOVE paper we used it for identifiying drug assosiations in clinical and multi-omics data." + "This notebook runs part of the Multi-Omics Variational autoEncoder (MOVE) framework, using the structure the VAE has identified to extract associations between categorical data and all continuous datasets. In the MOVE paper we used it for identifying drug associations in clinical and multi-omics data.\n", + "\n", + "MOVE 2.0 identifies associations using the Bayesian approach. (The t-test approach from MOVE 1.x has not been reimplemented.)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "⚠️ **Before you start:** this notebook uses the encoded data in `interim_data/`,\n", + "which is created by notebook 01 (Encoding data). If you are starting from a fresh\n", + "clone of the repository, run notebook 01 first (it only takes a few seconds).\n", + "\n", + "⏱️ **Runtime:** this notebook takes about 20 minutes on a laptop CPU, because it\n", + "trains 40 models and averages their results (`num_refits` in\n", + "`config/task/random_small__id_assoc_bayes.yaml`). For a quicker (but less\n", + "reliable) run, lower `num_refits`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Run from the tutorial folder, so relative paths (config/, data/,\n", + "# interim_data/, results/) resolve no matter where the notebook was started.\n", + "import os\n", + "from pathlib import Path\n", + "\n", + "if not Path(\"config\").is_dir() and Path(\"../config\").is_dir():\n", + " os.chdir(\"..\")\n", + "print(f\"Working directory: {Path.cwd()}\")" ] }, { @@ -15,15 +47,16 @@ "metadata": {}, "outputs": [], "source": [ - "from move.data import io\n", - "from move.tasks import identify_associations" + "import hydra\n", + "\n", + "from move.data import io" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We will start by running the probabilistic approach to find associations between\n", + "We will start by running the Bayesian approach to find associations between\n", "the drugs dataset and the omics features." ] }, @@ -36,31 +69,49 @@ "name": "stderr", "output_type": "stream", "text": [ - "[INFO - identify_associations]: Beginning task: identify associations (bayes)\n", - "[INFO - identify_associations]: Perturbing dataset: 'random.small.drugs'\n", - "[INFO - identify_associations]: Training models\n", - "[INFO - identify_associations]: Identifying significant features\n", - "[INFO - identify_associations]: Significant hits found: 127\n", - "[INFO - identify_associations]: Writing results\n" + "[INFO - Associations]: File 'results/associations/associations.csv' already exists. It will be overwritten.\n", + "[INFO - Associations]: Perturbing (1/20)\n", + "[INFO - Associations]: Perturbing (2/20)\n", + "[INFO - Associations]: Perturbing (3/20)\n", + "[INFO - Associations]: Perturbing (4/20)\n", + "[INFO - Associations]: Perturbing (5/20)\n", + "[INFO - Associations]: Perturbing (6/20)\n", + "[INFO - Associations]: Perturbing (7/20)\n", + "[INFO - Associations]: Perturbing (8/20)\n", + "[INFO - Associations]: Perturbing (9/20)\n", + "[INFO - Associations]: Perturbing (10/20)\n", + "[INFO - Associations]: Perturbing (11/20)\n", + "[INFO - Associations]: Perturbing (12/20)\n", + "[INFO - Associations]: Perturbing (13/20)\n", + "[INFO - Associations]: Perturbing (14/20)\n", + "[INFO - Associations]: Perturbing (15/20)\n", + "[INFO - Associations]: Perturbing (16/20)\n", + "[INFO - Associations]: Perturbing (17/20)\n", + "[INFO - Associations]: Perturbing (18/20)\n", + "[INFO - Associations]: Perturbing (19/20)\n", + "[INFO - Associations]: Perturbing (20/20)\n", + "[INFO - Associations]: Complete! Writing out results\n", + "[INFO - Associations]: Significant associations found: 87\n" ] } ], "source": [ "config = io.read_config(\"random_small\", \"random_small__id_assoc_bayes\")\n", - "identify_associations(config)" + "task = hydra.utils.instantiate(config.task, _recursive_=False)\n", + "task.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "This dataset includes 200 known associations, and MOVE could help identify 127\n", - "of them. Note that fiddling with the parameters of MOVE may improve this result;\n", - "however, many associations are rather small, so we do not expect to find them \n", - "all.\n", + "This dataset includes 200 known associations. MOVE should identify a large share\n", + "of them (the exact number varies between runs). Note that fiddling with the\n", + "parameters of MOVE may improve this result; however, many associations are\n", + "rather small, so we do not expect to find them all.\n", "\n", - "The results are written in a TSV file, which we can read to compare against the\n", - "ground truth." + "The results are written to a CSV file (`associations.csv`), which we can read\n", + "to compare against the ground truth." ] }, { @@ -74,17 +125,10 @@ "import pandas as pd\n", "\n", "raw_data_path = Path(config.data.raw_data_path)\n", - "results_path = Path(config.data.results_path) / \"identify_associations\"\n", + "results_path = task.output_dir\n", "\n", - "truth = pd.read_csv(raw_data_path / \"changes.small.txt\", sep=\"\\t\", index_col=0)\n", - "results = pd.read_csv(results_path / \"results_sig_assoc.tsv\", sep=\"\\t\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "All our hits are true positives!" + "truth = pd.read_csv(raw_data_path / \"changes.small.txt\", sep=\"\t\", index_col=0)\n", + "results = pd.read_csv(results_path / \"associations.csv\")" ] }, { @@ -93,35 +137,159 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "False positives: 0/127\n", - "True positives: 127/200\n" - ] + "data": { + "text/html": [ + "
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perturbed_featuretarget_featureprobbayes_kfdr
0drugs_20metagenomics_701.000000-18.4206810.000000
1drugs_14proteomics_791.00000018.4206810.000000
2drugs_6proteomics_311.00000018.4206810.000000
3drugs_11metagenomics_4141.00000018.4206810.000000
4drugs_16proteomics_1771.00000018.4206810.000000
..................
82drugs_17metagenomics_1590.891892-2.1102130.046963
83drugs_19metagenomics_8060.891892-2.1102130.047691
84drugs_19metagenomics_1300.891892-2.1102130.048402
85drugs_10proteomics_900.888889-2.0794420.049131
86drugs_1proteomics_650.882353-2.0149030.049919
\n", + "

87 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " perturbed_feature target_feature prob bayes_k fdr\n", + "0 drugs_20 metagenomics_70 1.000000 -18.420681 0.000000\n", + "1 drugs_14 proteomics_79 1.000000 18.420681 0.000000\n", + "2 drugs_6 proteomics_31 1.000000 18.420681 0.000000\n", + "3 drugs_11 metagenomics_414 1.000000 18.420681 0.000000\n", + "4 drugs_16 proteomics_177 1.000000 18.420681 0.000000\n", + ".. ... ... ... ... ...\n", + "82 drugs_17 metagenomics_159 0.891892 -2.110213 0.046963\n", + "83 drugs_19 metagenomics_806 0.891892 -2.110213 0.047691\n", + "84 drugs_19 metagenomics_130 0.891892 -2.110213 0.048402\n", + "85 drugs_10 proteomics_90 0.888889 -2.079442 0.049131\n", + "86 drugs_1 proteomics_65 0.882353 -2.014903 0.049919\n", + "\n", + "[87 rows x 5 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "merged = truth.merge(\n", - " results,\n", - " left_on=[\"drug_feature\", \"dataset_feature\"],\n", - " right_on=[\"feature_a_name\", \"feature_b_name\"]\n", - ")\n", - "\n", - "tp = len(merged)\n", - "fp = len(results) - len(merged)\n", - "\n", - "print(f\"False positives: {fp: 3}/{len(results)}\\nTrue positives: {tp: 3}/{len(truth)}\")" + "results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We can also run the t-test method, and compare both results.\n", - "\n", - "Note that here we override the `results_path` field to prevent overwriting\n", - "the previous results." + "Let's compare the hits against the ground truth. Nearly all of them should be\n", + "true positives." ] }, { @@ -130,87 +298,57 @@ "metadata": {}, "outputs": [ { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "[INFO - identify_associations]: Beginning task: identify associations (ttest)\n", - "[INFO - identify_associations]: Perturbing dataset: 'random.small.drugs'\n", - "[INFO - identify_associations]: Training models\n", - "[INFO - identify_associations]: Significant hits found: 119\n", - "[INFO - identify_associations]: Writing results\n" + "False positives: 2/87\n", + "True positives: 85/200\n" ] } ], "source": [ - "ttest_config = io.read_config(\"random_small\", \"random_small__id_assoc_ttest\", \"data.results_path=results_ttest\")\n", - "identify_associations(ttest_config)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can now load the results, and check how the results of each method differ\n", - "from each other.\n", + "merged = truth.merge(\n", + " results,\n", + " left_on=[\"drug_feature\", \"dataset_feature\"],\n", + " right_on=[\"perturbed_feature\", \"target_feature\"]\n", + ")\n", "\n", - "Note: you need to install `matplotlib_venn` to generate the Venn diagram below." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "results_ttest_path = Path(config.data.results_path) / \"identify_associations\"\n", + "tp = len(merged)\n", + "fp = len(results) - len(merged)\n", "\n", - "results_ttest = pd.read_csv(results_ttest_path / \"results_sig_assoc.tsv\", sep=\"\\t\")" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "set_truth = set(truth[\"drug_feature\"] + truth[\"dataset_feature\"])\n", - "set_bayes = set(results[\"feature_a_name\"] + results[\"feature_b_name\"])\n", - "set_ttest = set(results_ttest[\"feature_a_name\"] + results_ttest[\"feature_b_name\"])" + "print(f\"False positives: {fp: 3}/{len(results)}\")\n", + "print(f\"True positives: {tp: 3}/{len(truth)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "For this example dataset, the Bayes method got more hits than the t-test method." + "We can also inspect the false positives, i.e., hits that are not among the\n", + "known associations." ] }, { "cell_type": "code", - "execution_count": 8, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ - "from matplotlib_venn import venn3_unweighted\n", + "false_positives = results.merge(\n", + " truth,\n", + " left_on=[\"perturbed_feature\", \"target_feature\"],\n", + " right_on=[\"drug_feature\", \"dataset_feature\"],\n", + " how=\"left\",\n", + " indicator=True,\n", + ").query(\"_merge == 'left_only'\")[results.columns]\n", "\n", - "_ = venn3_unweighted([set_truth, set_bayes, set_ttest], [\"Ground Truth\", \"MOVE Bayes\", \"MOVE t-test\"])" - ] + "false_positives" + ], + "execution_count": null, + "outputs": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3.9.12 ('move')", + "display_name": "defaultInterpreterPath: 3.11.15.final.0", "language": "python", "name": "python3" }, @@ -224,14 +362,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.15" }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "e492c9f5b826854dfdf94b8d6b402bb809c46c7a6d638ce69ac84ffd4f448018" - } - } + "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 diff --git a/tutorial/notebooks/Standalone pipeline.ipynb b/tutorial/notebooks/Standalone pipeline.ipynb new file mode 100644 index 00000000..1e409a65 --- /dev/null +++ b/tutorial/notebooks/Standalone pipeline.ipynb @@ -0,0 +1,2329 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# MOVE — standalone pipeline\n", + "\n", + "A self-contained, portable version of the tutorial (encode data → train a model &\n", + "explore its latent space → identify associations), plus a cell for playing with\n", + "and comparing hyperparameters.\n", + "\n", + "**No YAML config files needed.** Every task is built directly from plain Python\n", + "objects, so the only things you need on a new machine (e.g. your SSH server) are:\n", + "\n", + "1. `move` installed (e.g. `pip install -e .` from your fork)\n", + "2. This notebook\n", + "3. Your own raw data: one TSV/CSV file per dataset (samples as rows, features as\n", + " columns), plus a sample-IDs file — same layout as `tutorial/data/`.\n", + "\n", + "Cells marked **EDIT ME** are where you plug in your own dataset names, paths, and\n", + "hyperparameters. Everything else can be run as-is.\n", + "\n", + "⚠️ **GPU note:** the current codebase does not yet move training batches to the\n", + "GPU automatically, so `use_cuda=True` will crash with a device-mismatch error\n", + "mid-training. Leave it `False` for now — ask if you'd like this fixed." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Run from the tutorial folder, so relative paths (config/, data/,\n", + "# interim_data/, results/) resolve no matter where the notebook was started.\n", + "import os\n", + "from pathlib import Path\n", + "\n", + "if not Path(\"config\").is_dir() and Path(\"../config\").is_dir():\n", + " os.chdir(\"..\")\n", + "print(f\"Working directory: {Path.cwd()}\")" + ] + }, + { + "cell_type": "markdown", + "id": "eba51a57", + "metadata": {}, + "source": [ + "## 0. Emtpying previous result files \n", + "\n", + "The intermediate and result files are saved in the folders ressult and interim_data. Run this code to clear the result folders and get new output. \n", + "\n", + "Alternativly, use load resulting result by " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "aaa3c388", + "metadata": {}, + "outputs": [], + "source": [ + "from pathlib import Path\n", + "import shutil\n", + "\n", + "for folder in [\"results\", \"interim_data\"]:\n", + " path = Path(folder)\n", + "\n", + " if path.exists():\n", + " shutil.rmtree(path)\n", + " print(f\"Deleted: {path}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "e5878d7d", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from move.conf.models import VaeConfig\n", + "from move.conf.optim import AdamConfig\n", + "from move.conf.tasks import InputConfig, PerturbationConfig\n", + "from move.conf.training import TrainingLoopConfig\n", + "from move.tasks.associations import Associations\n", + "from move.tasks.encode_data import EncodeData\n", + "from move.tasks.latent_space_analysis import LatentSpaceAnalysis" + ] + }, + { + "cell_type": "markdown", + "id": "e87b53c1", + "metadata": {}, + "source": [ + "## 1. Configure your data — EDIT ME" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "e6fa1976", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Project root: /Users/hmt128/Work/MOVE_original/MOVE/tutorial\n", + "Raw data: /Users/hmt128/Work/MOVE_original/MOVE/tutorial/data\n", + "Interim data: /Users/hmt128/Work/MOVE_original/MOVE/tutorial/interim_data\n", + "Results: /Users/hmt128/Work/MOVE_original/MOVE/tutorial/results\n" + ] + } + ], + "source": [ + "TUTORIAL_DIR = Path.cwd()\n", + "\n", + "RAW_DATA_PATH = TUTORIAL_DIR / \"data\"\n", + "INTERIM_DATA_PATH = TUTORIAL_DIR / \"interim_data\"\n", + "RESULTS_PATH = TUTORIAL_DIR / \"results\"\n", + "\n", + "# Name of the file (without extension), in RAW_DATA_PATH, listing sample IDs\n", + "# (one per line).\n", + "SAMPLE_NAMES = \"random.small.ids\"\n", + "\n", + "# Categorical (discrete) datasets: one-hot encoded. Give each dataset a name\n", + "# (matching its filename) and, optionally, a reconstruction-loss weight\n", + "# (default 1 — raise it to make MOVE prioritize reconstructing that dataset).\n", + "CATEGORICAL_DATASETS = [\n", + " {\"name\": \"random.small.drugs\", \"weight\": 1},\n", + "]\n", + "\n", + "# Continuous datasets: choose \"standardize\" (z-score only) or\n", + "# \"log_and_standardize\" (base-2 log-transform, log2(x+1), then z-score) per\n", + "# dataset. Real proteomics/metagenomics intensities are often right-skewed\n", + "# and benefit from log2 -- but this tutorial's \"random.small.*\" data is\n", + "# synthetic and already near-symmetric (skew ~0), so log2 would distort it\n", + "# rather than help. Use \"standardize\" here; switch to \"log_and_standardize\"\n", + "# for real skewed data of your own.\n", + "CONTINUOUS_DATASETS = [\n", + " {\"name\": \"random.small.proteomics\", \"weight\": 1, \"preprocessing\": \"standardize\"},\n", + " {\"name\": \"random.small.metagenomics\", \"weight\": 1, \"preprocessing\": \"standardize\"},\n", + "]\n", + "\n", + "TRAIN_FRAC = 0.9\n", + "TEST_FRAC = 0.1\n", + "VALID_FRAC = 0.0\n", + "\n", + "print(f\"Project root: {TUTORIAL_DIR}\")\n", + "print(f\"Raw data: {RAW_DATA_PATH}\")\n", + "print(f\"Interim data: {INTERIM_DATA_PATH}\")\n", + "print(f\"Results: {RESULTS_PATH}\")" + ] + }, + { + "cell_type": "markdown", + "id": "b0a9ebbe", + "metadata": {}, + "source": [ + "### 1b. Explore your data (optional) — feature correlations\n", + "\n", + "For each raw dataset, plots a signed Pearson-correlation heatmap (diverging\n", + "colormap, centered at 0, so anti-correlated features stand out as clearly as\n", + "correlated ones) between its features. Set `CALCULATE_MI` to also compute\n", + "mutual information — it captures non-linear dependencies too, but is much\n", + "slower for datasets with many features.\n", + "\n", + "Purely exploratory: skip this cell if you already know which features you\n", + "want to include/weight." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "27a94a98", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.cluster.hierarchy import linkage, leaves_list, dendrogram\n", + "from scipy.spatial.distance import squareform\n", + "\n", + "\n", + "for filepath in sorted(RAW_DATA_PATH.glob(\"*.tsv\")) + sorted(RAW_DATA_PATH.glob(\"*.csv\")):\n", + "\n", + " sep = \"\\t\" if filepath.suffix == \".tsv\" else \",\"\n", + "\n", + " ds = pd.read_csv(\n", + " filepath,\n", + " sep=sep,\n", + " index_col=0,\n", + " )\n", + "\n", + " numeric_ds = ds.select_dtypes(include=\"number\")\n", + "\n", + " if numeric_ds.shape[1] < 2:\n", + " print(f\"Skipping '{filepath.stem}': fewer than 2 numeric features\")\n", + " continue\n", + "\n", + " corr = numeric_ds.corr()\n", + "\n", + " # Remove features with no valid correlations\n", + " valid_features = corr.columns[corr.notna().any(axis=1)]\n", + " corr = corr.loc[valid_features, valid_features]\n", + "\n", + " if corr.shape[0] < 2:\n", + " print(f\"Skipping '{filepath.stem}': not enough valid features\")\n", + " continue\n", + "\n", + " # Use absolute correlation:\n", + " # +0.9 and -0.9 are both considered highly similar.\n", + " distance = 1 - np.abs(corr.to_numpy(copy=True))\n", + "\n", + " # Make sure the matrix is writable and diagonal is exactly zero\n", + " np.fill_diagonal(distance, 0)\n", + "\n", + " # Convert square distance matrix to condensed form\n", + " condensed_distance = squareform(\n", + " distance,\n", + " checks=False,\n", + " )\n", + "\n", + " linkage_matrix = linkage(\n", + " condensed_distance,\n", + " method=\"average\",\n", + " )\n", + "\n", + " order = leaves_list(linkage_matrix)\n", + "\n", + " ordered_features = corr.index[order]\n", + " ordered_corr = corr.loc[\n", + " ordered_features,\n", + " ordered_features,\n", + " ]\n", + "\n", + " fig, axes = plt.subplots(\n", + " ncols=2,\n", + " figsize=(14, 7),\n", + " gridspec_kw={\"width_ratios\": [1, 4]},\n", + " )\n", + "\n", + " # Dendrogram\n", + " dendrogram(\n", + " linkage_matrix,\n", + " labels=ordered_features,\n", + " orientation=\"left\",\n", + " ax=axes[0],\n", + " leaf_font_size=7,\n", + " )\n", + "\n", + " axes[0].set_title(\"Feature clustering\")\n", + "\n", + " # Ordered correlation matrix\n", + " im = axes[1].imshow(\n", + " ordered_corr,\n", + " cmap=\"seismic\",\n", + " vmin=-1,\n", + " vmax=1,\n", + " aspect=\"auto\",\n", + " )\n", + "\n", + " axes[1].set_title(\n", + " f\"Correlation clustering — {filepath.stem}\"\n", + " )\n", + "\n", + " axes[1].set_xlabel(\"Features\")\n", + " axes[1].set_ylabel(\"Features\")\n", + "\n", + " fig.colorbar(\n", + " im,\n", + " ax=axes[1],\n", + " label=\"Pearson correlation\",\n", + " )\n", + "\n", + " plt.tight_layout()\n", + " plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "c0441164", + "metadata": {}, + "source": [ + "## 2. Encode data\n", + "\n", + "Reads the raw TSV/CSV files, one-hot encodes categorical datasets, standardizes\n", + "continuous ones, and writes the result to `INTERIM_DATA_PATH`. Skipped\n", + "automatically if all datasets are already encoded there — delete the `.pt`\n", + "files in that folder to force re-encoding." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "bfddbb04", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All datasets already encoded in '/Users/hmt128/Work/MOVE_original/MOVE/tutorial/interim_data' - skipping.\n" + ] + } + ], + "source": [ + "discrete_inputs = [\n", + " InputConfig(d[\"name\"], weight=d.get(\"weight\", 1), preprocessing=\"one_hot_encode\")\n", + " for d in CATEGORICAL_DATASETS\n", + "]\n", + "continuous_inputs = [\n", + " InputConfig(\n", + " d[\"name\"],\n", + " weight=d.get(\"weight\", 1),\n", + " preprocessing=d.get(\"preprocessing\", \"standardize\"),\n", + " )\n", + " for d in CONTINUOUS_DATASETS\n", + "]\n", + "\n", + "already_encoded = bool(discrete_inputs + continuous_inputs) and all(\n", + " (INTERIM_DATA_PATH / f\"{cfg.name}.pt\").exists()\n", + " for cfg in discrete_inputs + continuous_inputs\n", + ")\n", + "if already_encoded:\n", + " print(f\"All datasets already encoded in '{INTERIM_DATA_PATH}' - skipping.\")\n", + "else:\n", + " encode_task = EncodeData(\n", + " raw_data_path=RAW_DATA_PATH,\n", + " interim_data_path=INTERIM_DATA_PATH,\n", + " sample_names_filename=SAMPLE_NAMES,\n", + " discrete_inputs=discrete_inputs,\n", + " continuous_inputs=continuous_inputs,\n", + " train_frac=TRAIN_FRAC,\n", + " test_frac=TEST_FRAC,\n", + " valid_frac=VALID_FRAC,\n", + " )\n", + " encode_task.run()\n", + "\n", + "CATEGORICAL_NAMES = [d[\"name\"] for d in CATEGORICAL_DATASETS]\n", + "CONTINUOUS_NAMES = [d[\"name\"] for d in CONTINUOUS_DATASETS]\n", + "CATEGORICAL_WEIGHTS = [d.get(\"weight\", 1) for d in CATEGORICAL_DATASETS]\n", + "CONTINUOUS_WEIGHTS = [d.get(\"weight\", 1) for d in CONTINUOUS_DATASETS]" + ] + }, + { + "cell_type": "markdown", + "id": "0c768608", + "metadata": {}, + "source": [ + "## 3. Model & training hyperparameters — EDIT ME" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "82285777", + "metadata": {}, + "outputs": [], + "source": [ + "BATCH_SIZE = 20 # Batch size for training the VAE. Larger batches may improve convergence but require more GPU memory.\n", + "\n", + "NUM_HIDDEN = [1000] # sizes of the VAE's hidden encoder/decoder layers\n", + "NUM_LATENT = 150 # size of the latent space\n", + "KL_WEIGHT = 1e-4 # base weight of the KL-divergence (regularization) term\n", + "DROPOUT_RATE = 0.1 # dropout rate for the VAE's hidden layers\n", + "\n", + "LEARNING_RATE = 1e-4 # learning rate for the Adam optimizer. \n", + "MAX_EPOCHS = 40 # Number of epochs to train the VAE. \n", + "ANNEALING_EPOCHS = MAX_EPOCHS // 2 # epochs over which the KL weight is annealed in\n", + "\n", + "USE_CUDA = False # see the GPU note at the top before flipping this on" + ] + }, + { + "cell_type": "markdown", + "id": "d3c48441", + "metadata": {}, + "source": [ + "## 4. Play & compare hyperparameters — EDIT ME\n", + "\n", + "Trains one model per combo below (accuracy metrics only — dimensionality\n", + "reduction and feature importance are skipped here to keep it fast) and plots\n", + "mean reconstruction score per dataset, side by side, so you can see which\n", + "combo reconstructs your data best.\n", + "\n", + "Add/remove/edit combos freely; any `VaeConfig`/`TrainingLoopConfig` field can\n", + "be varied this way, not just the ones listed." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "de3261b3", + "metadata": {}, + "outputs": [], + "source": [ + "HP_COMBOS = {\n", + " \"baseline\": dict(num_hidden=[1000], num_latent=150, kl_weight=1e-4, dropout_rate=0.1, lr=1e-4, max_epochs=40),\n", + " \"wider_hidden\": dict(num_hidden=[2000], num_latent=150, kl_weight=1e-4, dropout_rate=0.1, lr=1e-4, max_epochs=40),\n", + " \"more_latent_dims\": dict(num_hidden=[1000], num_latent=300, kl_weight=1e-4, dropout_rate=0.1, lr=1e-4, max_epochs=40),\n", + " \"stronger_regularization\": dict(num_hidden=[1000], num_latent=150, kl_weight=1e-3, dropout_rate=0.1, lr=1e-4, max_epochs=40),\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "2ccf0992", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- baseline: {'num_hidden': [1000], 'num_latent': 150, 'kl_weight': 0.0001, 'dropout_rate': 0.1, 'lr': 0.0001, 'max_epochs': 40}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - LatentSpaceAnalysis]: Epoch 10\n", + "[INFO - LatentSpaceAnalysis]: Epoch 20\n", + "[INFO - LatentSpaceAnalysis]: Epoch 30\n", + "[INFO - LatentSpaceAnalysis]: Epoch 40\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - LatentSpaceAnalysis]: Compressing input data\n", + "[INFO - LatentSpaceAnalysis]: Computing accuracy metrics\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - LatentSpaceAnalysis]: Computing accuracy metrics\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- wider_hidden: {'num_hidden': [2000], 'num_latent': 150, 'kl_weight': 0.0001, 'dropout_rate': 0.1, 'lr': 0.0001, 'max_epochs': 40}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - LatentSpaceAnalysis]: Epoch 10\n", + "[INFO - LatentSpaceAnalysis]: Epoch 20\n", + "[INFO - LatentSpaceAnalysis]: Epoch 30\n", + "[INFO - LatentSpaceAnalysis]: Epoch 40\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - LatentSpaceAnalysis]: Compressing input data\n", + "[INFO - LatentSpaceAnalysis]: Computing accuracy metrics\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - LatentSpaceAnalysis]: Computing accuracy metrics\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- more_latent_dims: {'num_hidden': [1000], 'num_latent': 300, 'kl_weight': 0.0001, 'dropout_rate': 0.1, 'lr': 0.0001, 'max_epochs': 40}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - LatentSpaceAnalysis]: Epoch 10\n", + "[INFO - LatentSpaceAnalysis]: Epoch 20\n", + "[INFO - LatentSpaceAnalysis]: Epoch 30\n", + "[INFO - LatentSpaceAnalysis]: Epoch 40\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - LatentSpaceAnalysis]: Compressing input data\n", + "[INFO - LatentSpaceAnalysis]: Computing accuracy metrics\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - LatentSpaceAnalysis]: Computing accuracy metrics\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- stronger_regularization: {'num_hidden': [1000], 'num_latent': 150, 'kl_weight': 0.001, 'dropout_rate': 0.1, 'lr': 0.0001, 'max_epochs': 40}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - LatentSpaceAnalysis]: Epoch 10\n", + "[INFO - LatentSpaceAnalysis]: Epoch 20\n", + "[INFO - LatentSpaceAnalysis]: Epoch 30\n", + "[INFO - LatentSpaceAnalysis]: Epoch 40\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - LatentSpaceAnalysis]: Compressing input data\n", + "[INFO - LatentSpaceAnalysis]: Computing accuracy metrics\n" + ] + }, + { + "data": { + "image/png": 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splittesttrain
combodataset
baselinerandom.small.drugs0.9988240.999513
random.small.metagenomics0.4957360.483529
random.small.proteomics0.6839750.684289
more_latent_dimsrandom.small.drugs1.0000000.999744
random.small.metagenomics0.5129000.502497
random.small.proteomics0.7278260.721741
stronger_regularizationrandom.small.drugs0.9977780.998775
random.small.metagenomics0.4591040.458027
random.small.proteomics0.6530000.661281
wider_hiddenrandom.small.drugs1.0000001.000000
random.small.metagenomics0.6937290.689991
random.small.proteomics0.8470010.844140
\n", + "
" + ], + "text/plain": [ + "split test train\n", + "combo dataset \n", + "baseline random.small.drugs 0.998824 0.999513\n", + " random.small.metagenomics 0.495736 0.483529\n", + " random.small.proteomics 0.683975 0.684289\n", + "more_latent_dims random.small.drugs 1.000000 0.999744\n", + " random.small.metagenomics 0.512900 0.502497\n", + " random.small.proteomics 0.727826 0.721741\n", + "stronger_regularization random.small.drugs 0.997778 0.998775\n", + " random.small.metagenomics 0.459104 0.458027\n", + " random.small.proteomics 0.653000 0.661281\n", + "wider_hidden random.small.drugs 1.000000 1.000000\n", + " random.small.metagenomics 0.693729 0.689991\n", + " random.small.proteomics 0.847001 0.844140" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from move.analysis.metrics import ComputeAccuracyMetrics\n", + "from move.models.base import reload_vae\n", + "\n", + "hp_results = []\n", + "for combo_name, hp in HP_COMBOS.items():\n", + " print(f\"--- {combo_name}: {hp}\")\n", + " combo_task = LatentSpaceAnalysis(\n", + " interim_data_path=INTERIM_DATA_PATH,\n", + " results_path=Path(RESULTS_PATH) / \"hp_search\" / combo_name,\n", + " discrete_dataset_names=CATEGORICAL_NAMES,\n", + " continuous_dataset_names=CONTINUOUS_NAMES,\n", + " batch_size=BATCH_SIZE,\n", + " model_config=VaeConfig(\n", + " num_hidden=hp[\"num_hidden\"],\n", + " num_latent=hp[\"num_latent\"],\n", + " kl_weight=hp[\"kl_weight\"],\n", + " dropout_rate=hp[\"dropout_rate\"],\n", + " use_cuda=USE_CUDA,\n", + " discrete_weights=CATEGORICAL_WEIGHTS,\n", + " continuous_weights=CONTINUOUS_WEIGHTS,\n", + " ),\n", + " training_loop_config=TrainingLoopConfig(\n", + " max_epochs=hp[\"max_epochs\"],\n", + " annealing_epochs=hp[\"max_epochs\"] // 2,\n", + " optimizer_config=AdamConfig(lr=hp[\"lr\"]),\n", + " ),\n", + " compute_accuracy_metrics=True,\n", + " compute_feature_importance=False, # skip for speed while comparing\n", + " reducer_config=None, # skip dimensionality reduction for speed\n", + " features_to_plot=None,\n", + " )\n", + " combo_task.run()\n", + "\n", + " # Test-set scores are written to disk by the task itself.\n", + " test_scores = pd.read_csv(combo_task.output_dir / \"reconstruction_metrics.csv\")\n", + "\n", + " # Train-set scores aren't computed by the task by default. Reload the\n", + " # model just trained and score it on the train split too, so combos that\n", + " # overfit (good train score, poor test score) are visible below.\n", + " model = reload_vae(combo_task.output_dir / combo_task.model_filename)\n", + " model.eval()\n", + " train_dataloader = combo_task.make_dataloader(split=\"train\", shuffle=False, drop_last=False)\n", + " train_metrics_task = ComputeAccuracyMetrics(combo_task, model, train_dataloader)\n", + " train_metrics_task.data_filename = \"reconstruction_metrics_train.csv\"\n", + " train_metrics_task.run()\n", + " train_scores = pd.read_csv(combo_task.output_dir / train_metrics_task.data_filename)\n", + "\n", + " for split_name, scores in [(\"train\", train_scores), (\"test\", test_scores)]:\n", + " for dataset_name in scores.columns:\n", + " for score in scores[dataset_name].dropna():\n", + " hp_results.append(\n", + " {\"combo\": combo_name, \"dataset\": dataset_name, \"split\": split_name, \"score\": score}\n", + " )\n", + "\n", + "hp_results_df = pd.DataFrame(hp_results)\n", + "hp_results_df.groupby([\"combo\", \"dataset\", \"split\"])[\"score\"].mean().unstack(\"split\")" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "e70a9e13", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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wc0pWrFgRateuXZ7vaF1vu+22fNdr1KhRecqqrl27ujJN50T4OqtuvmPHjkK35ZYtW0InnXRSxPLgmGOOcetQHOsSy/6RmjVr5tQjo3k9kkT/DVu3bg317t074rbTNl2/fn2uum2kxy233BL3Nvn6669DTZs2zfP522+/Pd/jL9p1Lsp5UZrHeH7Hg66h+f3d2laxng9AWbd8+XJ3voc/mjx9S4k+1kdYh4IeKituvfXWmL+X30PljuIiRVmGtmU0Yspwveiii3L+r4Gpg889taapNUtZaEgeN954o2spVKaMsjd8i6laVNUCqZZEtT4qs0cZKsrKVGvmfffd51oeww0ZMsRlZapFsUmTJm4CDrW06vNq+ezQoUPOZ5988knX0qrWQWWwKIvzp59+sokTJ9ott9wScX2fe+65nNlHlbGlbE5loei4UyaXWnKVWRuetTRs2DDXwqnlqvX1rbfesvfee8+1Krdo0cK1MOszarVUdowybW666SbXihypJTiY7aNB75Xpo0wbrY8yJ5cuXeoycCNNEpeIdYl3/xRVPPussGMtHk888YTLDtB6KHtFLc3ablqPm2++OSH7CYiXMjLmzJljv//9761r164ui11Z+KIMCR2vel0ZHMrO1meVPXH++ee7bLoqVarkWd7cuXNd1rayTvbs2WPPPPOMy+bW8R6cnEmZj8qOUbaGsmC1TJU3ytgcPnx4nkxJ0XmhslPngTIVVa6obPrggw9cJuDtt9/u1vWSSy6JuF7KcFRLsDI/xo0bZ++8847179/fnY/K1unevbs7B/WeMjE1iYUyGQuirEtltqreoHNc1xP9TbqmBDMwE70u8eyfRNH66HepV4iyeDdv3uyun9rP5557rru2hffiyO9YUxaoriOi99Rar+XpGvH999+7/a0sQH8tev75510251VXXZWTHSv+Wvq///u/1qdPH1duquzXtVzXI2VqaR2VkaRMYK2DxPL7g2699Vb3O3XNU7aRtruyu7R87ReV2b63xPz5893v0XGtemekYztIn9c+VFbZscce644H/Q5lSWk5Wi/R+aVjYteuXe6c07prMljfs0Z1DSQnHR86hpShpp5VderUcWWmqOxQxrheV11L57bKOB1fKvN0bof3GNDyBg8e7DLZ9D31Apg0aZI7FlSXUf3N03s6T3W+quzQMrU81e/+9re/uazBcDoWVZfVeaQMa9WT9VNZgKrL/eMf/3DHenh5qfXSeauMa/19OrdUps2bN8+uueYadz6rDOnRo4e7Jmh8ZmUjPvbYY+7cKojqeOo9pDqo1ke/XxmEKo+1rbTOwcmRE7Uu8eyfREnU36D11DHRpk0bV9fUNty4caMrX7RN1atC76v80TjTqpeqDNI11gv2RIllm6h3nI6/1atXu8+qnNZ7uj6oB1l+PTSiXed4z4tkPMZF1wJdX3Qd0zbQ9UvZwfqbda2N93wAUHJef/11l5WvOqp6t4rq/OoNqPiIzm+9p/NX9Tn1HvNzFeg+R/Vl9XIKUl0yGPt58cUX3bKqV6/uegKod9WZZ57p6hdFFm90PDzTAMnJZx02bNgw9PPPP+d5/8cffwxt3Lgxz+tr16512SGtW7eOuLwWLVrk+d5NN93k3vvb3/6W63Wf7ais2CBlbKlFMlKW4hFHHOFef/jhh3O9rswXZc2EZ7X49VLmo1opgxmSPtNL22DdunW5ltezZ0/3njJJC6IsHX1O2dvhdu/eHfruu++KZV1i3T+JynCNZ58VdqzFk+Hq9/XkyZNzvb5y5UqXiRa+HrHsJyBePutQj5EjR0b8zIIFCyK+fvPNN7vvTZ06NeLyxowZk+vzyoZXBl7VqlVDBw4cyHld5Z/P3gzPZPnzn/+cs7wgnc96TRmumzZtyvWeWnr1XjBDJLhe4dd8ZSL69/7+97/nem/+/Pk5WaeFOeecc9xnlyxZkue9L7/8stjWJZb9k+gMVz3Cs320P1Se670pU6ZEfaxp/0f6u/U9ZeXoPWWCeqNHj86VHRvu9NNPd9nO//3vf/O8N2/ePPfdP/zhD3H/fp/hquysDRs25PpOt27d3Hu6tqmMD89I1ntvvvlmoRmup556qntd50F2dnau93bt2pWTLa5sLH3u97//fZ6/de/evXmyjVH6fFacHsoSj+SLL76I+Lp6Tel7Tz/9dMTlhZ9fOj5r1arlzodghrzqUfr8UUcdlauOFyw/wjMMX3rpJfeasmKDmYTy2GOPuffUW8GX8cH1UgZ50DvvvJNvOaJyTa+ffPLJocL88Y9/dJ/97LPPImZQ+nMn0esSy/5JdIZrIv6GWbNmudf69u2bp3zR7znjjDPc+8EMUPW6UnmYn1i2ia4Pek2ZpNu2bcv1eWVYRzr+Yl3neM6L0j7GIx0P6lGoz+p+IVIdI9gDI9rzASjrymKG65gxY1x84cQTTwwNGjTIPVSHU7mqjHfd11x99dWurNHn9dN/TnVW3UOp/htc5vHHH+96ZvvnWpYeurZfeeWVoeOOO85l8+v8L9EM1yC1OqHsUEZqpPErNXafsp40bo5a8dTaqVY8UdRfmVBqTVU2a5AyW8MzF5XJMnr0aFu1alXOa8oAUEuoWm7VehqkltmBAwfayJEjc72u76jFU+N0XHfddbneUyuFWog1dp1aLC+//PJc76vFNdi6q8xItcxq7B61qoaP3aYMo5kzZ7pMUp+xE4nWVS0e2h7K9FQWlqcsnfBWk0StS7z7pyji2WfRHGux0nZQJpIyBPr165frPbU8az2UTVLU/QTES1klyuiORJmBS5YscZkROpaVRafxIXVcirL+lHkR1LBhQ5cJE6TWWo2Hqaw9jenqx01TNpWoJ0B4xp8ySZQd7ssKT2WmKFNQGZLhZfojjzzizn1l06j8Da5D+DVfrb6iMZrDs801jqLGV9PfXZj27du7FmplsypTV5mVXrt27fJ8PlHrEs/+SRTtr2Cmk2h/qLeCrm2zZs3KM152pGNNx4OyZVXehv/d+vxf//rXnOye8GtpJMr6Ufawru3KFNZD20QP0U9dd/Q7i/r7dZyHZw1oP+r3K/tWZXz49VETHBR2TG3ZssU+/PBDtz3vv//+nHF9PR0juk6Isrz1t+o6o+UqW9HTNTV8zEEkDx2H4edQsExROab6lPatP7eVDe/P7XCqN4T33tHxqSx6LUdZ975M9GWvytHwbMI777zTZd6pZ1Kksle/I3wMe/V6UsaOMqqVuRfsIajlK9M7SNl+Oq71N/3lL3/JU67pfIy27P3Xv/7lMiP1/+C5oizAcIlal3j2T6Ik4m9QbzRRtqXqu8HyUfT3iMpGZZNGI5ZtMnv2bPdT1wsdt0EjRoxwmZoqy4PiXedYzotkPMY1lqxoGRr7NVxw0sVYzwcAJeeCCy5wdVJl2ut+JUi9lVQuqn7nqadWkMon3TsonlDQ/BIqc9RTUHVAjTOtsk69u8LvzWIVdcBVXfPEd5XxzwsSqVsNSoefiCKculOoC4iCbPlRxTE8uBopcOVvnnTge/7mVUGzSCK97r+jC3Lw5ju8G46604QLn/RFfDecSO/5oINu0gqirqXqRnP11Ve7IKguxkpPVxdEbb/wSk+i1iXe/VMU8eyzaI61WGnoAMlvFupIwZh49hMQLwUIw7t++wu2Ls668fY3NOHCb4j88iKJtWzVtVc3Qb47Tfh3dF6E082FlqWyRmVrMOAaqbxS0FDfUZAqUjc7lXWFlauiIKIaoa699lp3s6hhQHTOqnthcGiaRK5LvPsnUXT9DFYMw8s0v58KO9b853QzGOnvLuhaGYn2vSY80cQoGsolP77+V5TfX1zXav0uVZK1LQubtE3HjIYp0gQsCsLqO5qMQd1a1eW2uLo1o+i0v/Lbvwr+K9iu4yDac1vHXKT6Zqxlr+ogOlc1BEi0Za8a41XWKRil4zcYjNLfGb5eOtdU5qk+E2nYE50r0ZzzagRRF0zdvKrxWhPPqexVd0w/NE5QotYlnv2TKIn4GzSsl+/iWpBo7pPj2SYF1Y11Tuj4841iRV3neM6LZDrG/b1TpOO5qOcDgORw1llnRaxTa8JUPZQcoOQ1xUvUUFNQY7qGxvJJbCqXVM4WFINJeMBVAQw/Q1jweUH8Z1H68pthU+PU6EDSGJ3KLlGGlR/PQq2kujhGqgCEZ43kx19ElYUZiU6A/JZd2HcirUNB6xXtOudH4yVqJk+1omhsJY25pOCeKjg61n2WVSLXJd79UxTx7LNojrWCZviMtMx41yPW/QTEK79jXeNXKmCl95Xhp4u7gqB+PGHNIlyUcrWky9biLFd1U6WbQGWbqlVZmfyaOVTZaxrPWtsy+DsSsS7x7p9EyW/7+9cj/R2RjrWiXCsLKqMVEA7PIAjyFdtkvFb77xZ2nfJ0rVAFXBnWyiLX9ULjyCogr7EDNbs2yk7Zq0w+9bTS9V5Z4srW07mt40J1KWX/U/b+SttIWePKrNQY2Gr4UgOEMtN1A6uxPYO9pxJxzsa7fxIlEX+DLyfVWBipccgrqNdcUbZJPNf+eNc5lrI4GesXsVwPYj0fACSHOhHGWNXcAspw19jPwYx7jRFdkPAeg0p0CO8tWKwBV2UAFPQcZY9aI7/++mvXcqdWvWALo7J+Cuo2Hq3DDz/c/dRNTKQBx/V7w/nufmqhVfeX8FYLBdGCyy5JWhddePUQDeCsLAd1A402iyiZ9k+i9lk0/H7UIPThmXxqgcrvOFAARllX4RUvDWidDPsJCKdu6qJJrtRaGqQJHxJ5nmqSh/BuizrGI2VJ+u+oy3V4xoa6FPqsmNIoWxX0DLY6q7uubjQ1gWL40DFlYf8URJnHmgTSDw8RXrZGu/2Vxa9yUd1NlZkU3qso0rXSX0ciBTWU1awbSpXRGk6msEnD4vn9xc3/DZq4Rd1xoxneRo2YCrzqIRq6R9lYqudqP0XK8EJy8ue2GlnDhwRRAD3RZW9w4jlRdrgCNgWVveouHaQAlSbxC36uJCkAF5zISHV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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from move.visualization import show_figure\n", + "from move.visualization.style import (\n", + " DEFAULT_PLOT_STYLE,\n", + " DEFAULT_QUALITATIVE_PALETTE,\n", + " color_cycle,\n", + " style_settings,\n", + ")\n", + "\n", + "combos = list(HP_COMBOS.keys())\n", + "datasets = hp_results_df[\"dataset\"].unique()\n", + "splits = [\"train\", \"test\"]\n", + "x = np.arange(len(combos)) * 1.2 # one slot per combo, extra gap between slots\n", + "\n", + "with style_settings(DEFAULT_PLOT_STYLE), color_cycle(DEFAULT_QUALITATIVE_PALETTE):\n", + " colors = [c[\"color\"] for c in list(plt.rcParams[\"axes.prop_cycle\"])[: len(splits)]]\n", + " fig, axs = plt.subplots(ncols=len(datasets), sharey=True, figsize=(4.5 * len(datasets), 4.5), squeeze=False)\n", + " for ax, dataset_name in zip(axs[0], datasets):\n", + " for split_name, color, offset in zip(splits, colors, (0.0, 0.4)):\n", + " data = [\n", + " hp_results_df.loc[\n", + " (hp_results_df[\"combo\"] == combo)\n", + " & (hp_results_df[\"dataset\"] == dataset_name)\n", + " & (hp_results_df[\"split\"] == split_name),\n", + " \"score\",\n", + " ]\n", + " for combo in combos\n", + " ]\n", + " ax.boxplot(\n", + " data,\n", + " positions=x + offset,\n", + " widths=0.35,\n", + " patch_artist=True,\n", + " boxprops=dict(facecolor=color),\n", + " medianprops=dict(color=\"black\"),\n", + " flierprops=dict(marker=\"d\", markersize=3),\n", + " )\n", + " ax.set(xticks=x + 0.2, xticklabels=combos, ylim=(0, 1), title=dataset_name)\n", + " ax.tick_params(axis=\"x\", rotation=20)\n", + " axs[0, 0].set_ylabel(\"Reconstruction score (accuracy / cosine similarity)\")\n", + " fig.legend(\n", + " handles=[plt.Rectangle((0, 0), 1, 1, facecolor=c) for c in colors],\n", + " labels=splits,\n", + " title=\"Split\",\n", + " bbox_to_anchor=(1.02, 1),\n", + " loc=\"upper left\",\n", + " )\n", + "show_figure(fig)" + ] + }, + { + "cell_type": "markdown", + "id": "0fcbc2fe", + "metadata": {}, + "source": [ + "## 5. Train a model & explore its latent space\n", + "\n", + "Same task the tutorial's \"04 Latent space analysis\" notebook uses. Trains a VAE\n", + "(overwriting any model saved at `RESULTS_PATH/latent_space/model.pt`), then\n", + "projects the data into its latent space, scores reconstruction accuracy, and\n", + "computes feature importance. Plots (loss curve, reconstruction metrics, latent\n", + "space) are saved to `RESULTS_PATH/latent_space/` and shown inline below." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "66a572f8", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - LatentSpaceAnalysis]: Epoch 10\n", + "[INFO - LatentSpaceAnalysis]: Epoch 20\n", + "[INFO - LatentSpaceAnalysis]: Epoch 30\n", + "[INFO - LatentSpaceAnalysis]: Epoch 40\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - LatentSpaceAnalysis]: Compressing input data\n", + "[INFO - LatentSpaceAnalysis]: Computing accuracy metrics\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - LatentSpaceAnalysis]: Computing feature importance: 'random.small.drugs'\n", + "[INFO - LatentSpaceAnalysis]: Computing feature importance: 'random.small.proteomics'\n", + "[INFO - LatentSpaceAnalysis]: Computing feature importance: 'random.small.metagenomics'\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "REDUCER_CONFIG = None\n", + "FEATURES_TO_PLOT = None # e.g. [\"my_drug_dataset_20\"] to color latent space plots by a feature\n", + "\n", + "model_config = VaeConfig(\n", + " num_hidden=NUM_HIDDEN,\n", + " num_latent=NUM_LATENT,\n", + " kl_weight=KL_WEIGHT,\n", + " dropout_rate=DROPOUT_RATE,\n", + " use_cuda=USE_CUDA,\n", + " discrete_weights=CATEGORICAL_WEIGHTS,\n", + " continuous_weights=CONTINUOUS_WEIGHTS,\n", + ")\n", + "training_loop_config = TrainingLoopConfig(\n", + " max_epochs=MAX_EPOCHS,\n", + " annealing_epochs=ANNEALING_EPOCHS,\n", + " optimizer_config=AdamConfig(lr=LEARNING_RATE),\n", + ")\n", + "\n", + "latent_task = LatentSpaceAnalysis(\n", + " interim_data_path=INTERIM_DATA_PATH,\n", + " results_path=RESULTS_PATH,\n", + " discrete_dataset_names=CATEGORICAL_NAMES,\n", + " continuous_dataset_names=CONTINUOUS_NAMES,\n", + " batch_size=BATCH_SIZE,\n", + " model_config=model_config,\n", + " training_loop_config=training_loop_config,\n", + " compute_accuracy_metrics=True,\n", + " compute_feature_importance=True,\n", + " reducer_config=REDUCER_CONFIG,\n", + " features_to_plot=FEATURES_TO_PLOT,\n", + ")\n", + "latent_task.run()" + ] + }, + { + "cell_type": "markdown", + "id": "7c21643b", + "metadata": {}, + "source": [ + "### 5b. Explore the latent space — EDIT ME\n", + "\n", + "Re-plots the 2D latent space using the model just trained above, without\n", + "retraining anything. Change `COLOR_BY_FEATURE` to color the scatterplot by\n", + "any feature from your datasets, and `REDUCER_CONFIG` to switch between PCA\n", + "and t-SNE for the dimensionality reduction. Re-run this cell as many times\n", + "as you like to try different features/reducers." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "ab82c45c", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - LatentSpaceAnalysis]: File '/Users/hmt128/Work/MOVE_original/MOVE/tutorial/results/latent_space/latent_space.csv' already exists. It will be overwritten.\n", + "[INFO - LatentSpaceAnalysis]: Compressing input data\n", + "[INFO - LatentSpaceAnalysis]: Reducing data to two dimensions\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from move.conf.tasks import PcaConfig, TsneConfig\n", + "from move.models.base import reload_vae\n", + "from move.tasks.latent_space_analysis import Project\n", + "\n", + "COLOR_BY_FEATURE = \"drugs_20\" # a feature name from any of your datasets\n", + "REDUCER_CONFIG = TsneConfig() # or PcaConfig(), to change the dimensionality reduction\n", + "\n", + "model = reload_vae(latent_task.output_dir / latent_task.model_filename)\n", + "model.eval()\n", + "all_dataloader = latent_task.make_dataloader(shuffle=False, drop_last=False)\n", + "\n", + "project_subtask = Project(model, all_dataloader, REDUCER_CONFIG, output_dir=latent_task.output_dir)\n", + "project_subtask.parent = latent_task\n", + "project_subtask.run()\n", + "project_subtask.plot([COLOR_BY_FEATURE])" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "d4f57496", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "COLOR_BY_FEATURE = \"proteomics_22\" \n", + "project_subtask.plot([COLOR_BY_FEATURE])" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "942235ac", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "COLOR_BY_FEATURE = \"drugs_18\" \n", + "project_subtask.plot([COLOR_BY_FEATURE])" + ] + }, + { + "cell_type": "markdown", + "id": "dc066744", + "metadata": {}, + "source": [ + "## 6. Identify associations — EDIT ME\n", + "\n", + "Perturbs a feature (or a whole dataset) and checks which continuous features\n", + "are significantly associated with it, via the Bayesian method.\n", + "\n", + "⚠️ Note: the alternative t-test method mentioned in the original MOVE paper has\n", + "not been reimplemented for this codebase's current version — this always uses\n", + "the Bayesian approach.\n", + "\n", + "By default this reuses `model_config`/`training_loop_config` from step 4; edit\n", + "them here first if you want different hyperparameters for this step." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a1cf7c30", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - Associations]: File '/Users/hmt128/Work/MOVE_original/MOVE/tutorial/results/associations/associations.csv' already exists. It will be overwritten.\n" + ] + } + ], + "source": [ + "TARGET_DATASET = \"random.small.drugs\" # a name from CATEGORICAL_DATASETS above\n", + "TARGET_FEATURE = None # perturb one feature only, or None for all features in TARGET_DATASET\n", + "TARGET_VALUE = 1 # value to set the perturbed feature(s) to\n", + "\n", + "NUM_REFITS = 40 # number of models to train and average results over\n", + "SIG_THRESHOLD = 0.05 # FDR threshold below which an association is \"significant\"\n", + "\n", + "assoc_task = Associations(\n", + " interim_data_path=INTERIM_DATA_PATH,\n", + " results_path=RESULTS_PATH,\n", + " discrete_dataset_names=CATEGORICAL_NAMES,\n", + " continuous_dataset_names=CONTINUOUS_NAMES,\n", + " batch_size=BATCH_SIZE,\n", + " model_config=model_config,\n", + " training_loop_config=training_loop_config,\n", + " perturbation_config=PerturbationConfig(\n", + " target_dataset_name=TARGET_DATASET,\n", + " target_feature_name=TARGET_FEATURE,\n", + " target_value=TARGET_VALUE,\n", + " ),\n", + " num_refits=NUM_REFITS,\n", + " sig_threshold=SIG_THRESHOLD,\n", + " write_only_sig=False, # keep all features so the volcano plot below has a background\n", + ")\n", + "assoc_task.run()\n", + "\n", + "associations = pd.read_csv(assoc_task.output_dir / \"associations.csv\")\n", + "associations.sort_values(\"fdr\").head(20)" + ] + }, + { + "cell_type": "markdown", + "id": "96a6da71", + "metadata": {}, + "source": [ + "### 6b. Visualize associations — volcano plot\n", + "\n", + "The Bayesian association test produces, per candidate feature: `bayes_k` (the\n", + "signed log-odds that the perturbation increases vs. decreases it — the\n", + "\"effect\") and `fdr` (confidence). Plotting one against the other, as a volcano\n", + "plot, is the standard way to see both at a glance: points far from `x=0` and\n", + "above the dashed line are your strongest, most confident hits." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1df67325", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.special import expit\n", + "\n", + "from move.visualization import show_figure\n", + "from move.visualization.style import DEFAULT_PLOT_STYLE, style_settings\n", + "\n", + "TOP_N_LABELS = 8 # how many of the most significant hits to label by name\n", + "Y_CAP = 2.5 # display cap for -log10(1 - probability); \n", + "\n", + "plot_df = associations.copy()\n", + "\n", + "plot_df[\"neg_log10_1mp\"] = -np.log10(expit(-plot_df[\"bayes_k\"].abs().astype(np.float64)))\n", + "\n", + "plot_df[\"capped\"] = plot_df[\"neg_log10_1mp\"] > Y_CAP\n", + "plot_df[\"y_plot\"] = plot_df[\"neg_log10_1mp\"].clip(upper=Y_CAP)\n", + "\n", + "with style_settings(DEFAULT_PLOT_STYLE):\n", + " fig, ax = plt.subplots(figsize=(6.5, 6))\n", + "\n", + " background = plot_df[~plot_df[\"pred_significant\"]]\n", + " ax.scatter(\n", + " background[\"bayes_k\"], background[\"y_plot\"],\n", + " c=\"#b0b0b0\", s=8, alpha=0.3, edgecolors=\"none\",\n", + " label=\"Not significant\", rasterized=True,\n", + " )\n", + "\n", + " sig = plot_df[plot_df[\"pred_significant\"]]\n", + " for capped, marker, label in [\n", + " (False, \"o\", \"Significant\"),\n", + " (True, \"^\", f\"Significant, off-scale (>{Y_CAP:g})\"),\n", + " ]:\n", + " subset = sig[sig[\"capped\"] == capped]\n", + " if len(subset):\n", + " ax.scatter(\n", + " subset[\"bayes_k\"], subset[\"y_plot\"],\n", + " c=\"#d62728\", marker=marker, s=30, alpha=0.85,\n", + " edgecolors=\"none\", label=label,\n", + " )\n", + "\n", + " cutoff = (background[\"neg_log10_1mp\"].max() + sig[\"neg_log10_1mp\"].min()) / 2\n", + " ax.axhline(cutoff, color=\"black\", linestyle=\"--\", linewidth=1)\n", + " ax.axvline(0, color=\"black\", linestyle=\":\", linewidth=1)\n", + "\n", + " top_hits = plot_df.nsmallest(TOP_N_LABELS, \"fdr\")\n", + " stack_counts: dict[tuple[float, float], int] = {}\n", + " max_stack = 0\n", + " for _, row in top_hits.iterrows():\n", + " key = (round(row[\"bayes_k\"], 2), round(row[\"y_plot\"], 2))\n", + " stack_idx = stack_counts.get(key, 0)\n", + " stack_counts[key] = stack_idx + 1\n", + " max_stack = max(max_stack, stack_idx)\n", + " side = 1 if row[\"bayes_k\"] >= 0 else -1\n", + " ax.annotate(\n", + " row[\"target_feature\"], (row[\"bayes_k\"], row[\"y_plot\"]),\n", + " fontsize=7, ha=\"left\" if side > 0 else \"right\",\n", + " xytext=(side * 10, 6 + 11 * stack_idx), textcoords=\"offset points\",\n", + " arrowprops=dict(arrowstyle=\"-\", lw=0.4, color=\"gray\", alpha=0.6),\n", + " )\n", + "\n", + " y0, y1 = ax.get_ylim()\n", + " ax.set_ylim(y0, y1 + 0.35 * (max_stack + 1))\n", + " ax.set_xlim(plot_df[\"bayes_k\"].min() - 3, plot_df[\"bayes_k\"].max() + 3)\n", + "\n", + " ax.set(\n", + " xlabel=\"Bayes factor (log-odds of a positive effect)\",\n", + " ylabel=f\"-log10(1 - probability), capped at {Y_CAP:g}\",\n", + " )\n", + " ax.set_title(f\"Associations with '{TARGET_DATASET}' perturbation\", pad=12)\n", + " ax.legend(loc=\"upper left\", fontsize=8, framealpha=0.9)\n", + "show_figure(fig)" + ] + }, + { + "cell_type": "markdown", + "id": "cb427adf", + "metadata": {}, + "source": [ + "### 6c. Test: continuous feature perturbations\n", + "\n", + "Until now, perturbing a feature meant replacing every sample's value with one\n", + "fixed `target_value` — sensible for a categorical drug feature (\"set to 1\"),\n", + "less so for a continuous omics feature, since a single hardcoded number\n", + "rarely means the same thing across differently-scaled features.\n", + "\n", + "`PerturbationConfig` now takes an optional `perturbation_type`, continuous\n", + "datasets only:\n", + "\n", + "- `\"value\"` (default, unchanged) — replace with `target_value`\n", + "- `\"minimum\"` / `\"maximum\"` — replace with the feature's own dataset-wide min/max\n", + "- `\"plus_std\"` / `\"minus_std\"` — add/subtract one standard deviation **to each\n", + " sample's own existing value**, rather than replacing it (this one needed a\n", + " real code change: the existing `Perturbation` only knew how to broadcast a\n", + " fixed replacement value, not offset each sample individually)\n", + "\n", + "Below, we perturb a single continuous feature with each type and compare how\n", + "many associations each finds — a quick way to confirm the new code path\n", + "actually runs through the full `Associations` task, not just in isolation." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ac8b0cec", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - Associations]: File '/Users/hmt128/Work/MOVE_original/MOVE/tutorial/results/continuous_perturbation_test/minimum/associations/associations.csv' already exists. It will be overwritten.\n", + "[INFO - Associations]: Perturbing (1/200)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- perturbation_type=minimum ---\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO - Associations]: Perturbing (2/200)\n", + "[INFO - Associations]: Perturbing (3/200)\n", + "[INFO - Associations]: Perturbing (4/200)\n", + "[INFO - Associations]: Perturbing (5/200)\n", + "[INFO - Associations]: Perturbing (6/200)\n", + "[INFO - Associations]: Perturbing (7/200)\n", + "[INFO - Associations]: Perturbing (8/200)\n", + "[INFO - Associations]: Perturbing (9/200)\n", + "[INFO - Associations]: Perturbing (10/200)\n", + "[INFO - Associations]: Perturbing (11/200)\n", + "[INFO - Associations]: Perturbing (12/200)\n", + "[INFO - Associations]: Perturbing (13/200)\n", + "[INFO - Associations]: Perturbing (14/200)\n", + "[INFO - Associations]: Perturbing (15/200)\n", + "[INFO - Associations]: Perturbing (16/200)\n", + "[INFO - 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perturbation_typeperturbed_featuretarget_featureprobbayes_kfdrpred_significant
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [perturbation_type, perturbed_feature, target_feature, prob, bayes_k, fdr, pred_significant]\n", + "Index: []" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "CONTINUOUS_TARGET_DATASET = \"random.small.proteomics\"\n", + "CONTINUOUS_TARGET_FEATURE = None # None = every feature in CONTINUOUS_TARGET_DATASET (200 for proteomics)\n", + "\n", + "PERTURBATION_TYPES = [\"plus_std\"] # Select one of these [\"minimum\", \"maximum\", \"plus_std\", \"minus_std\"] \n", + "CONTINUOUS_NUM_REFITS = 3 # lower than NUM_REFITS above -- see runtime note below\n", + "\n", + "continuous_perturbation_results = {}\n", + "for ptype in PERTURBATION_TYPES:\n", + " print(f\"--- perturbation_type={ptype} ---\")\n", + " task = Associations(\n", + " interim_data_path=INTERIM_DATA_PATH,\n", + " results_path=Path(RESULTS_PATH) / \"continuous_perturbation_test\" / ptype,\n", + " discrete_dataset_names=CATEGORICAL_NAMES,\n", + " continuous_dataset_names=CONTINUOUS_NAMES,\n", + " batch_size=BATCH_SIZE,\n", + " model_config=model_config,\n", + " training_loop_config=training_loop_config,\n", + " perturbation_config=PerturbationConfig(\n", + " target_dataset_name=CONTINUOUS_TARGET_DATASET,\n", + " target_feature_name=CONTINUOUS_TARGET_FEATURE,\n", + " target_value=0.0, # ignored for every type here except \"value\"\n", + " perturbation_type=ptype,\n", + " ),\n", + " num_refits=CONTINUOUS_NUM_REFITS,\n", + " sig_threshold=SIG_THRESHOLD,\n", + " write_only_sig=False,\n", + " )\n", + " task.run()\n", + " continuous_perturbation_results[ptype] = pd.read_csv(task.output_dir / \"associations.csv\")\n", + "\n", + "# Which specific (perturbed_feature, target_feature) pairs were significant under\n", + "# each perturbation type -- not just how many.\n", + "significant_by_type = []\n", + "for ptype, df in continuous_perturbation_results.items():\n", + " sig = df[df[\"pred_significant\"]].copy()\n", + " sig.insert(0, \"perturbation_type\", ptype)\n", + " significant_by_type.append(sig)\n", + "\n", + "significant_associations = pd.concat(significant_by_type, ignore_index=True)\n", + "significant_associations.sort_values([\"perturbation_type\", \"fdr\"])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "04d7d5c7", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "move_env_2", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.15" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}