diff --git a/.github/workflows/build.yaml b/.github/workflows/build.yaml index 3214d26c..fb18c220 100644 --- a/.github/workflows/build.yaml +++ b/.github/workflows/build.yaml @@ -16,26 +16,26 @@ jobs: runs-on: ubuntu-18.04 strategy: matrix: - python-version: [3.7, 3.8] - torch: [1.6.0, 1.7.0, 1.8.0, 1.9.0] - include: - - torch: 1.6.0 - torchvision: 0.7.0 - - torch: 1.7.0 - torchvision: 0.8.1 - - torch: 1.8.0 - torchvision: 0.9.0 - - torch: 1.9.0 - torchvision: 0.10.0 - - torch: 1.8.0 - torchvision: 0.9.0 - python-version: 3.9 - - torch: 1.9.0 - torchvision: 0.10.0 - python-version: 3.8 - - torch: 1.9.0 - torchvision: 0.10.0 - python-version: 3.9 + python-version: [3.8, 3.9] + torch: [1.12.0, 1.13.0] + #include: + # - torch: 1.6.0 + # torchvision: 0.7.0 + # - torch: 1.7.0 + # torchvision: 0.8.1 + # - torch: 1.8.0 + # torchvision: 0.9.0 + # - torch: 1.9.0 + # torchvision: 0.10.0 + # - torch: 1.8.0 + # torchvision: 0.9.0 + # python-version: 3.9 + # - torch: 1.9.0 + # torchvision: 0.10.0 + # python-version: 3.8 + # - torch: 1.9.0 + # torchvision: 0.10.0 + # python-version: 3.9 steps: - name: Checkout repository uses: actions/checkout@v2 @@ -44,7 +44,7 @@ jobs: uses: s-weigand/setup-conda@v1 with: python-version: ${{ matrix.python-version }} - conda-channels: "conda-forge, salilab" + conda-channels: "conda-forge, salilab, pytorch, pyg" #- name: Set up Python ${{ matrix.python-version }} # uses: actions/setup-python@v2 @@ -57,7 +57,10 @@ jobs: - name: Install DSSP run: conda install -c salilab dssp - name: Install PyTorch - run: pip install torch==${{matrix.torch}}+cpu torchvision==${{matrix.torchvision}}+cpu -f https://download.pytorch.org/whl/torch_stable.html + run: conda install -c pytorch pytorch==${{matrix.torch}} cpuonly + #run: pip install torch==${{matrix.torch}}+cpu torchvision==${{matrix.torchvision}}+cpu -f https://download.pytorch.org/whl/torch_stable.html + - name: Install PyG + run: conda install -c pyg pyg - name: Install BLAST run: sudo apt install ncbi-blast+ - name: Install Graphein @@ -66,7 +69,9 @@ jobs: run: pip install -r .requirements/extras.in - name: Install Dev Dependencies run: pip install -r .requirements/dev.in + - name: Install doc dependencies + run: pip install -r .requirements/docs.in - name: Run unit tests and generate coverage report run: pytest . - name: Test notebook execution - run: pytest --nbval-lax notebooks/ --current-env --ignore-glob="notebooks/dataloader_tutorial.ipynb" + run: pytest --nbval-lax notebooks/ --current-env --ignore-glob="notebooks/dataloader_tutorial.ipynb" --ignore-glob="notebooks/datasets_and_dataloaders.ipynb" diff --git a/.github/workflows/minimal__install.yaml b/.github/workflows/minimal__install.yaml index 2fffafca..f18a6346 100644 --- a/.github/workflows/minimal__install.yaml +++ b/.github/workflows/minimal__install.yaml @@ -38,6 +38,6 @@ jobs: - name: Install Dev Dependencies run: pip install -r .requirements/dev.in - name: Run unit tests and generate coverage report - run: pytest . + run: pytest . --ignore-glob="tests/protein/tensor" - name: Test notebook execution - run: pytest --nbval-lax notebooks/ --current-env --ignore-glob="notebooks/dataloader_tutorial.ipynb" --ignore-glob="notebooks/higher_order_graphs.ipynb" --ignore-glob="notebooks/protein_graph_analytics.ipynb" --ignore-glob="notebooks/subgraphing_tutorial.ipynb" --ignore-glob="notebooks/splitting_a_dataset.ipynb" + run: pytest --nbval-lax notebooks/ --current-env --ignore-glob="notebooks/dataloader_tutorial.ipynb" --ignore-glob="notebooks/higher_order_graphs.ipynb" --ignore-glob="notebooks/protein_graph_analytics.ipynb" --ignore-glob="notebooks/subgraphing_tutorial.ipynb" --ignore-glob="notebooks/splitting_a_dataset.ipynb" --ignore-glob="notebooks/protein_tensors.ipynb" --ignore-glob="notebooks/datasets_and_dataloaders.ipynb" diff --git a/.requirements/base.in b/.requirements/base.in index e83fb362..832cfd96 100644 --- a/.requirements/base.in +++ b/.requirements/base.in @@ -13,10 +13,11 @@ pydantic rich rich-click seaborn -pyyaml>=5.1,<6.* +pyyaml>=5.1,<6.0 scikit-learn scipy tqdm typing_extensions wget xarray +torchtyping diff --git a/.requirements/docs.in b/.requirements/docs.in index c5d7d43b..ee7743be 100644 --- a/.requirements/docs.in +++ b/.requirements/docs.in @@ -11,3 +11,4 @@ sphinx-inline-tabs sphinxext-opengraph sphinxcontrib-gtagjs ipython +watermark diff --git a/.requirements/extras.in b/.requirements/extras.in index 7774d1d5..d4c86d83 100644 --- a/.requirements/extras.in +++ b/.requirements/extras.in @@ -5,3 +5,4 @@ mpl_chord_diagram==0.3.2 rdkit selfies smilite +einops diff --git a/CHANGELOG.md b/CHANGELOG.md index 6e3f29ad..81d51779 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,7 +1,14 @@ -### 1.5.3 - UNRELEASED +### 1.6.0dev - UNRELEASED + +#### New Features +* [Metrics] - [#245](https://github.com/a-r-j/graphein/pull/221) Adds a selection of structural metrics relevant to protein structures. +* [Tensor Operations] - [#244](https://github.com/a-r-j/graphein/pull/244) Adds suite of utilities for working directly with tensor-based representations of proteins (graphein.protein.tensor). +* [Tensor Operations] - [#244](https://github.com/a-r-j/graphein/pull/244) Adds suite of utilities for working with ESMfold (graphein.protein.folding_utils). + #### Improvements + * [Logging] - [#221](https://github.com/a-r-j/graphein/pull/221) Adds global control of logging with `graphein.verbose(enabled=False)`. * [Logging] - [#242](https://github.com/a-r-j/graphein/pull/242) Adds control of protein graph construction logging. Resolves [#238](https://github.com/a-r-j/graphein/issues/238) @@ -14,6 +21,18 @@ * [Bugfix] - [#220](https://github.com/a-r-j/graphein/pull/220) Fixes edge metadata conversion to PyG. Contribution by @manonreau. * [Bugfix] - [#220](https://github.com/a-r-j/graphein/pull/220) Fixes centroid atom grouping & avoids unnecessary edge computation where none are found. Contribution by @manonreau. + +#### Documentation +* [Tensor Module] - [#244](https://github.com/a-r-j/graphein/pull/244) Documents new graphein.protein.tensor module. +* [CI] - [#244](https://github.com/a-r-j/graphein/pull/244) Updates to intersphinx maps + + +#### Package +* [CI] - [#244](https://github.com/a-r-j/graphein/pull/244) CI now runs for python 3.8, 3.9 and torch 1.12.0 and 1.13.0 +* [CI] - [#244](https://github.com/a-r-j/graphein/pull/244) Separate builds for core library and library with DL dependencies. +* [Licence] - [#244](https://github.com/a-r-j/graphein/pull/244) Bump to 2023 + + ### 1.5.2 - 19/9/2022 #### Protein diff --git a/LICENSE b/LICENSE index 9851c07d..ac2a3fb2 100644 --- a/LICENSE +++ b/LICENSE @@ -1,6 +1,6 @@ MIT License -Copyright (c) 2019-2022 Arian Jamasb +Copyright (c) 2019-2023 Arian Jamasb Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal diff --git a/README.md b/README.md index c98ee16c..523cf085 100644 --- a/README.md +++ b/README.md @@ -34,6 +34,7 @@ This package provides functionality for producing geometric representations of p | | | |---|---| +| [Protein Tensor Module](http://graphein.ai/notebooks/protein_tensors.html) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/a-r-j/graphein/blob/master/notebooks/protein_tensors.ipynb) | | [Constructing molecular graphs](http://graphein.ai/notebooks/molecule_tutorial.html) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/a-r-j/graphein/blob/master/notebooks/molecule_tutorial.ipynb) | | [Ready-to-go Dataloaders for PyTorch Geometric](http://graphein.ai/notebooks/dataloader_tutorial.html) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/a-r-j/graphein/blob/master/notebooks/dataloader_tutorial.ipynb) | | [Extracting subgraphs from protein graphs](http://graphein.ai/notebooks/subgraphing_tutorial.html) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/a-r-j/graphein/blob/master/notebooks/subgraphing_tutorial.ipynb) | diff --git a/docs/source/conf.py b/docs/source/conf.py index d5d81be7..1e563f44 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -6,6 +6,8 @@ # -- Path setup -------------------------------------------------------------- +import datetime + # If extensions (or modules to document with autodoc) are in another directory, # add these directories to sys.path here. If the directory is relative to the # documentation root, use os.path.abspath to make it absolute, like shown here. @@ -14,6 +16,9 @@ import sys import plotly.io as pio +import sphinx.ext.autodoc + +sphinx.ext.autodoc.NewTypeDataDocumenter.directivetype = "class" os.environ["PLOTLY_RENDERER"] = "sphinx_gallery" @@ -25,11 +30,11 @@ # -- Project information ----------------------------------------------------- project = "Graphein" -copyright = "2022, Arian Jamasb" author = "Arian Jamasb" +copyright = f"{datetime.datetime.now().year}, {author}" # The full version, including alpha/beta/rc tags -release = "1.5.2" +release = "1.6.0dev" # -- General configuration --------------------------------------------------- @@ -39,6 +44,7 @@ # ones. extensions = [ "sphinx.ext.autodoc", + "sphinx.ext.autosummary", "sphinx.ext.intersphinx", "sphinx.ext.viewcode", "sphinx_copybutton", @@ -48,7 +54,11 @@ "m2r2", "nbsphinx", "nbsphinx_link", + "sphinx.ext.napoleon", + # "sphinx_autorun", ] + +autosummary_generate = True # Turn on sphinx.ext.autosummary nbsphinx_allow_errors = True nbsphinx_require_js_path = ( "https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js" @@ -67,16 +77,23 @@ intersphinx_mapping = { "python": ("https://docs.python.org/3", None), "matplotlib": ("https://matplotlib.org/stable/", None), + "networkx": ("https://networkx.github.io/documentation/stable/", None), + "nx": ("https://networkx.github.io/documentation/stable/", None), "numpy": ("https://numpy.org/doc/stable/", None), - "xarray": ("https://xarray.pydata.org/en/stable/", None), + "np": ("https://numpy.org/doc/stable/", None), "pandas": ("https://pandas.pydata.org/docs/", None), + "pd": ("https://pandas.pydata.org/docs/", None), + "plotly": ("https://plotly.com/python-api-reference/", None), + "scipy": ("https://docs.scipy.org/doc/scipy/reference/", None), "scikit-learn": ("https://scikit-learn.org/stable/", None), "sklearn": ("https://scikit-learn.org/stable/", None), - "scipy": ("https://docs.scipy.org/doc/scipy/reference/", None), "Sphinx": ("https://www.sphinx-doc.org/en/stable/", None), - "networkx": ("https://networkx.github.io/documentation/stable/", None), - "nx": ("https://networkx.github.io/documentation/stable/", None), "torch": ("https://pytorch.org/docs/master/", None), + "xarray": ("https://xarray.pydata.org/en/stable/", None), + "torch_geometric": ( + "https://pytorch-geometric.readthedocs.io/en/latest/", + None, + ), } mathjax_path = "https://cdn.jsdelivr.net/npm/mathjax@2/MathJax.js?config=TeX-AMS-MML_HTMLorMML" @@ -98,7 +115,7 @@ # List of patterns, relative to source directory, that match files and # directories to ignore when looking for source files. # This pattern also affects html_static_path and html_extra_path. -exclude_patterns = [] +exclude_patterns = ["_build"] source_suffix = [".rst", ".md"] diff --git a/docs/source/index.rst b/docs/source/index.rst index 7e7c8355..a03aafe9 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -45,6 +45,7 @@ The repository can be found at `a-r-j/graphein torch.Tensor: + """Global Distance Deviation Test metric (GDDT). + + https://en.wikipedia.org/wiki/Global_distance_test + + + The GDT score is calculated as the largest set of amino acid residues' + alpha carbon atoms in the model structure falling within a defined + distance cutoff of their position in the experimental structure, after + iteratively superimposing the two structures. By the original design the + GDT algorithm calculates 20 GDT scores, i.e. for each of 20 consecutive distance + cutoffs (``0.5 Å, 1.0 Å, 1.5 Å, ... 10.0 Å``). For structure similarity assessment + it is intended to use the GDT scores from several cutoff distances, and scores + generally increase with increasing cutoff. A plateau in this increase may + indicate an extreme divergence between the experimental and predicted structures, + such that no additional atoms are included in any cutoff of a reasonable distance. + The conventional GDT_TS total score in CASP is the average result of cutoffs at + ``1``, ``2``, ``4``, and ``8`` Å. + + :param y: Tensor of groundtruth (reference) atom positions. + :type y: Union[graphein.protein.tensor.CoordTensor, graphein.protein.tensor.AtomTensor] + :param y_hat: Tensor of atom positions. + :type y_hat: Union[graphein.protein.tensor.CoordTensor, graphein.protein.tensor.AtomTensor] + :param ca_only: Whether or not to consider only Ca positions. Default is ``True``. + :type ca_only: bool + :param cutoff: Custom threshold to use. + :type cutoff: float + :param ts: Whether or not to use "Total Score" mode, where the scores over the thresholds + ``1, 2, 4, 8`` are averaged (as per CASP). + :type ts: bool + :returns: GDT score (torch.FloatTensor) + :rtype: torch.Tensor + """ + if y.ndim == 3: + y = y[:, 1, :] if ca_only else y.reshape(-1, 3) + if y_hat.ndim == 3: + y_hat = y_hat[:, 1, :] if ca_only else y_hat.reshape(-1, 3) + # Get distance between points + dist = torch.norm(y - y_hat, dim=1) + + if not ts: + # Return fraction of distances below cutoff + return (dist < cutoff).sum() / dist.numel() + # Return mean fraction of distances below cutoff for each cutoff (1, 2, 4, 8) + count_1 = (dist < 1).sum() / dist.numel() + count_2 = (dist < 2).sum() / dist.numel() + count_4 = (dist < 4).sum() / dist.numel() + count_8 = (dist < 8).sum() / dist.numel() + return torch.mean(torch.tensor([count_1, count_2, count_4, count_8])) + + +class GDT_TS(Metric): + def __init__(self): + """Torchmetrics implementation of GDT_TS.""" + super().__init__() + self.add_state("total", default=torch.tensor(0), dist_reduce_fx="sum") + self.add_state( + "correct", default=torch.tensor(0.0), dist_reduce_fx="sum" + ) + higher_is_better = True + full_state_update = True + + @property + def higher_is_better(self): + return True + + def update( + self, preds: torch.Tensor, target: torch.Tensor, batch: torch.Tensor + ): + """Update method for metric. + + :param pred: Tensor of predictions. + :type pred: torch.Tensor + :param target: Tensor of target structures. + :type target: torch.Tensor + :param batch. Batch tensor, indicating which indices belong to which example in the batch. + Assumes a PyTorch Geometric batching scheme. + type batch: torch.Tensor. + """ + y = unbatch(target, batch) + y_hat = unbatch(preds, batch) + + for i, j in zip(y, y_hat): + self.correct += gdt(i, j) + self.total += 1 + + def compute(self) -> float: + return self.correct / self.total diff --git a/graphein/ml/metrics/tm_score.py b/graphein/ml/metrics/tm_score.py new file mode 100644 index 00000000..a6ce814b --- /dev/null +++ b/graphein/ml/metrics/tm_score.py @@ -0,0 +1,82 @@ +from typing import Union + +import torch +from torchmetrics import Metric + +from ...protein.tensor.types import AtomTensor, CoordTensor + + +def tm_score( + y_hat: Union[CoordTensor, AtomTensor], y: Union[CoordTensor, AtomTensor] +) -> torch.Tensor: + """Compute TMScore between ``y_hat`` and ``y``. Requires aligned structures. + + TM-score is a measure of similarity between two protein structures. + The TM-score is intended as a more accurate measure of the global + similarity of full-length protein structures than the often used RMSD + measure. The TM-score indicates the similarity between two structures + by a score between ``[0, 1]``, where 1 indicates a perfect match + between two structures (thus the higher the better). Generally scores + below 0.20 corresponds to randomly chosen unrelated proteins whereas + structures with a score higher than 0.5 assume roughly the same fold. + A quantitative study shows that proteins of TM-score = 0.5 have a + posterior probability of 37% in the same CATH topology family and of + 13% in the same SCOP fold family. The probabilities increase rapidly + when TM-score > 0.5. The TM-score is designed to be independent of + protein lengths. + + https://en.wikipedia.org/wiki/Template_modeling_score + + :param y_hat: Tensor of atom positions (aligned to ``y``). + :type y_hat: Union[graphein.protein.tensor.types.CoordTensor, + graphein.protein.tensor.types.AtomTensor] + :param y: Tensor of groundtruth/reference atom positions. + :type y: Union[graphein.protein.tensor.types.CoordTensor, + graphein.protein.tensor.types.AtomTensor] + :returns: TMScore of aligned pair. + :rtype: torch.Tensor + """ + # Get CA + if y_hat.ndim == 3: + y_hat = y_hat[:, 1, :] + if y.ndim == 3: + y = y[:, 1, :] + + l_target = y.shape[0] + + d0_l_target = 1.24 * np.power(l_target - 15, 1 / 3) - 1.8 + + di = torch.pairwise_distance(y_hat, y) + + return torch.sum(1 / (1 + (di / d0_l_target) ** 2)) / l_target + + +class TMScore(Metric): + def __init__(self): + super().__init__() + self.add_state("total", default=torch.tensor(0), dist_reduce_fx="sum") + self.add_state( + "correct", default=torch.tensor(0.0), dist_reduce_fx="sum" + ) + higher_is_better: bool = True + full_state_update: bool = True + + @property + def higher_is_better(self): + return True + + def update( + self, + pred: Union[COORD_TENSOR, ATOM_TENSOR], + target: Union[COORD_TENSOR, ATOM_TENSOR], + batch: torch.Tensor, + ): + y = unbatch(target, batch) + y_hat = unbatch(pred, batch) + + for i, j in zip(y, y_hat): + self.correct += tm_score(i, j) + self.total += 1 + + def compute(self): + return self.correct / self.total diff --git a/graphein/protein/edges/distance.py b/graphein/protein/edges/distance.py index 1653284a..43778e4e 100644 --- a/graphein/protein/edges/distance.py +++ b/graphein/protein/edges/distance.py @@ -158,7 +158,7 @@ def add_distance_to_edges(G: nx.Graph) -> nx.Graph: dist_mat = compute_distmat(G.graph["pdb_df"]) G.graph["dist_mat"] = dist_mat - mat = np.where(nx.to_numpy_matrix(G), dist_mat, 0) + mat = np.where(nx.to_numpy_array(G), dist_mat, 0) node_map = {n: i for i, n in enumerate(G.nodes)} for u, v, d in G.edges(data=True): d["distance"] = mat[node_map[u], node_map[v]] @@ -192,12 +192,20 @@ def add_sequence_distance_edges( # Subset to only N and C atoms in the case of full-atom # peptide bond addition - if G.graph["config"].granularity == "atom" and name == "peptide_bond": - chain_residues = [ - (n, v) - for n, v in chain_residues - if v["atom_type"] in {"N", "C"} - ] + try: + if ( + G.graph["config"].granularity == "atom" + and name == "peptide_bond" + ): + chain_residues = [ + (n, v) + for n, v in chain_residues + if v["atom_type"] in {"N", "C"} + ] + # If we don't don't find a config, assume it's a residue graph + # This is brittle + except KeyError: + continue # Iterate over every residue in chain for i, residue in enumerate(chain_residues): diff --git a/graphein/protein/folding_utils.py b/graphein/protein/folding_utils.py new file mode 100644 index 00000000..5a297911 --- /dev/null +++ b/graphein/protein/folding_utils.py @@ -0,0 +1,101 @@ +"""Utilities for using structure prediction models. + +N.B. ESMFold functionality require torch & ESMFold to be installed. + +.. code-block:: bash + pip install "fair-esm[esmfold]" + # OpenFold and its remaining dependency + pip install 'dllogger @ git+https://github.com/NVIDIA/dllogger.git' + pip install 'openfold @ git+https://github.com/aqlaboratory/openfold.git@4b41059694619831a7db195b7e0988fc4ff3a307' + +""" +from functools import lru_cache +from typing import Dict, Optional + +import requests +from loguru import logger as log + +from graphein.utils.utils import import_message + +try: + import torch +except ImportError: + message = import_message( + "graphein.protein.folding_utils", + package="torch", + conda_channel="pytorch", + pip_install=True, + ) + log.warning(message) + + +try: + import esm +except ImportError: + message = import_message( + "graphein.protein.folding_utils", + package="fair-esm[esmfold]", + pip_install=True, + ) + log.warning(message) + + +@lru_cache +def _get_model() -> torch.nn.Module: + """Loads the ESMFold model.""" + model = esm.pretrained.esmfold_v1() + model = model.eval().cuda() + return model + + +def esmfold(sequence: str, out_path: str): + """Fold a protein sequence using the ESMFold model. + + Multimer prediction can be done with chains separated by ``:``. + + :param sequence: Amino acid sequence in one-letter code. + :type sequence: str + :param out_path: Path to save the PDB file to. + :type out_path: str + """ + + model = _get_model() + + with torch.no_grad(): + output = model.infer_pdb(sequence) + + with open(out_path, "w") as f: + f.write(output) + + +def esmfold_web( + sequence: str, out_path: Optional[str] = None, version: int = 1 +): + """Fold a protein sequence using the ESMFold model from the ESMFold server at + https://api.esmatlas.com/foldSequence/v1/pdb/. + + Parameters + ---------- + sequence : str + A protein sequence in one-letter code. + out_path : str, optional + Path to save the PDB file to. If `None`, the file is not saved. + Defaults to `None`. + version : int, optional + The version of the ESMFold model to use. Defaults to `1`. + """ + URL = f"https://api.esmatlas.com/foldSequence/v{version}/pdb/" + + headers: Dict[str, str] = { + "Content-Type": "application/x-www-form-urlencoded", + } + + cif = requests.post(URL, data=sequence, headers=headers).text + # append header + header = "\n".join( + [f"data_{sequence}", "#", f"_entry.id\t{sequence}", "#\n"] + ) + cif = header + cif + if out_path is not None: + with open(out_path, "w") as f: + f.write(cif) diff --git a/graphein/protein/resi_atoms.py b/graphein/protein/resi_atoms.py index b2244035..e4039bd8 100644 --- a/graphein/protein/resi_atoms.py +++ b/graphein/protein/resi_atoms.py @@ -14,7 +14,7 @@ # Code Repository: https://github.com/a-r-j/graphein -from typing import Dict, List +from typing import Dict, List, Union import numpy as np from sklearn.preprocessing import StandardScaler @@ -157,6 +157,236 @@ See: http://ligand-expo.rcsb.org/ """ + +PROTEIN_ATOMS: List[str] = [ + "N", + "CA", + "C", + "O", + "CB", + "OG", + "CG", + "CD1", + "CD2", + "CE1", + "CE2", + "CZ", + "OD1", + "ND2", + "CG1", + "CG2", + "CD", + "CE", + "NZ", + "OD2", + "OE1", + "NE2", + "OE2", + "OH", + "NE", + "NH1", + "NH2", + "OG1", + "SD", + "ND1", + "SG", + "NE1", + "CE3", + "CZ2", + "CZ3", + "CH2", + "OXT", +] +"""List of standard atom types present in protein structures.""" + + +STANDARD_RESIDUE_ATOMS: Dict[str, List[str]] = { + "ALA": ["N", "CA", "C", "O", "CB"], + "ARG": ["N", "CA", "C", "O", "CB", "CG", "CD", "NE", "CZ", "NH1", "NH2"], + "ASN": ["N", "CA", "C", "O", "CB", "CG", "OD1", "ND2"], + "ASP": ["N", "CA", "C", "O", "CB", "CG", "OD1", "OD2"], + "CYS": ["N", "CA", "C", "O", "CB", "SG"], + "GLN": ["N", "CA", "C", "O", "CB", "CG", "CD", "OE1", "NE2"], + "GLU": ["N", "CA", "C", "O", "CB", "CG", "CD", "OE1", "OE2"], + "GLY": ["N", "CA", "C", "O"], + "HIS": ["N", "CA", "C", "O", "CB", "CG", "ND1", "CD2", "CE1", "NE2"], + "ILE": ["N", "CA", "C", "O", "CB", "CG1", "CG2", "CD1"], + "LEU": ["N", "CA", "C", "O", "CB", "CG", "CD1", "CD2"], + "LYS": ["N", "CA", "C", "O", "CB", "CG", "CD", "CE", "NZ"], + "MET": ["N", "CA", "C", "O", "CB", "CG", "SD", "CE"], + "PHE": ["N", "CA", "C", "O", "CB", "CG", "CD1", "CD2", "CE1", "CE2", "CZ"], + "PRO": ["N", "CA", "C", "O", "CB", "CG", "CD"], + "SER": ["N", "CA", "C", "O", "CB", "OG"], + "THR": ["N", "CA", "C", "O", "CB", "OG1", "CG2"], + "TRP": [ + "N", + "CA", + "C", + "O", + "CB", + "CG", + "CD1", + "CD2", + "NE1", + "CE2", + "CE3", + "CZ2", + "CZ3", + "CH2", + ], + "TYR": [ + "N", + "CA", + "C", + "O", + "CB", + "CG", + "CD1", + "CD2", + "CE1", + "CE2", + "CZ", + "OH", + ], + "VAL": ["N", "CA", "C", "O", "CB", "CG1", "CG2"], +} +"""Dictionary mapping standard amino acid residues to their constituent atoms.""" + + +ATOM_NUMBERING: Dict[str, int] = { + atom: i + for i, atom in enumerate( + [ + "N", + "CA", + "C", + "O", + "CB", + "OG", + "CG", + "CD1", + "CD2", + "CE1", + "CE2", + "CZ", + "OD1", + "ND2", + "CG1", + "CG2", + "CD", + "CE", + "NZ", + "OD2", + "OE1", + "NE2", + "OE2", + "OH", + "NE", + "NH1", + "NH2", + "OG1", + "SD", + "ND1", + "SG", + "NE1", + "CE3", + "CZ2", + "CZ3", + "CH2", + "OXT", + ] + ) +} +"""Default ordering of atoms in (dimension 1 of) a protein structure tensor.""" + +ELEMENT_SYMBOL_MAP: Dict[str, str] = { + "N": "N", + "CA": "C", + "C": "C", + "O": "O", + "CB": "C", + "OG": "O", + "CG": "C", + "CD1": "C", + "CD2": "C", + "CE1": "C", + "CE2": "C", + "CZ": "C", + "OD1": "O", + "ND2": "N", + "CG1": "C", + "CG2": "C", + "CD": "C", + "CE": "C", + "NZ": "N", + "OD2": "O", + "OE1": "O", + "NE2": "N", + "OE2": "O", + "OH": "O", + "NE": "N", + "NH1": "N", + "NH2": "N", + "OG1": "O", + "SD": "S", + "ND1": "N", + "SG": "S", + "NE1": "N", + "CE3": "C", + "CZ2": "C", + "CZ3": "C", + "CH2": "C", + "OXT": "O", +} +"""Maps PDB atom names to the element symbols.""" + +ATOM_NUMBERING_MODIFIED: Dict[str, int] = { + atom: i + for i, atom in enumerate( + [ + "N", + "CA", + "C", + "O", + "CB", + "OG", + "CG", + "CD1", + "CD2", + "CE1", + "CE2", + "CZ", + "OD1", + "ND2", + "CG1", + "CG2", + "CD", + "CE", + "NZ", + "OD2", + "OE1", + "NE2", + "OE2", + "OH", + "NE", + "NH1", + "NH2", + "OG1", + "SD", + "ND1", + "SG", + "NE1", + "CE3", + "CZ2", + "CZ3", + "CH2", + "OXT", + "SE", + ] + ) +} +"""Default Ordering of atoms (including non-standard residues) in (dimension 1 of) a protein structure tensor.""" + BOND_TYPES: List[str] = [ "hydrophobic", "disulfide", @@ -2015,3 +2245,858 @@ "S": 32.065, } """Dictionary of atomic masses for standard protein elements.""" + + +CHI_ANGLES_ATOMS: Dict[str, List[List[str]]] = { + "ALA": [], + # Chi5 in arginine is always 0 +- 5 degrees, so ignore it. + "ARG": [ + ["N", "CA", "CB", "CG"], + ["CA", "CB", "CG", "CD"], + ["CB", "CG", "CD", "NE"], + ["CG", "CD", "NE", "CZ"], + ], + "ASN": [["N", "CA", "CB", "CG"], ["CA", "CB", "CG", "OD1"]], + "ASP": [["N", "CA", "CB", "CG"], ["CA", "CB", "CG", "OD1"]], + "CYS": [["N", "CA", "CB", "SG"]], + "SEC": [["N", "CA", "CB", "SE"]], + "GLN": [ + ["N", "CA", "CB", "CG"], + ["CA", "CB", "CG", "CD"], + ["CB", "CG", "CD", "OE1"], + ], + "GLU": [ + ["N", "CA", "CB", "CG"], + ["CA", "CB", "CG", "CD"], + ["CB", "CG", "CD", "OE1"], + ], + "GLY": [], + "HIS": [["N", "CA", "CB", "CG"], ["CA", "CB", "CG", "ND1"]], + "ILE": [["N", "CA", "CB", "CG1"], ["CA", "CB", "CG1", "CD1"]], + "LEU": [["N", "CA", "CB", "CG"], ["CA", "CB", "CG", "CD1"]], + "LYS": [ + ["N", "CA", "CB", "CG"], + ["CA", "CB", "CG", "CD"], + ["CB", "CG", "CD", "CE"], + ["CG", "CD", "CE", "NZ"], + ], + "MET": [ + ["N", "CA", "CB", "CG"], + ["CA", "CB", "CG", "SD"], + ["CB", "CG", "SD", "CE"], + ], + "PHE": [["N", "CA", "CB", "CG"], ["CA", "CB", "CG", "CD1"]], + "PRO": [["N", "CA", "CB", "CG"], ["CA", "CB", "CG", "CD"]], + "SER": [["N", "CA", "CB", "OG"]], + "THR": [["N", "CA", "CB", "OG1"]], + "TRP": [["N", "CA", "CB", "CG"], ["CA", "CB", "CG", "CD1"]], + "TYR": [["N", "CA", "CB", "CG"], ["CA", "CB", "CG", "CD1"]], + "VAL": [["N", "CA", "CB", "CG1"]], + "UNK": [], +} +"""Dictionary containing mapping of atoms to the chi angle used to compute them. + +The first nested list is chi1, the second chi2, etc. + +For residues with no chi angles (GLY, ALA), the list is empty. +""" + + +BB_BUILD_INFO: Dict[str, Dict[str, float]] = { + "BONDLENS": { + "n-ca": 1.442, + "ca-c": 1.498, + "c-n": 1.379, + "c-o": 1.229, # From parm10.dat + "c-oh": 1.364, + }, # From parm10.dat, for OXT + # For placing oxygens + "BONDANGS": { + "ca-c-o": 2.0944, # Approximated to be 2pi / 3; parm10.dat says 2.0350539 + "ca-c-oh": 2.0944, + }, # Equal to 'ca-c-o', for OXT + "BONDTORSIONS": { + "n-ca-c-n": -0.785398163 + }, # A simple approximation, not meant to be exact. +} +"""Dictionary containing bond lengths and angles for building protein backbones. + +Sourced from SideChainNet: https://github.com/jonathanking/sidechainnet/blob/master/sidechainnet/structure/build_info.py +""" + + +IDEAL_BB_BOND_LENGTHS: List[float] = [1.523, 1.329, 1.458] +"""Idealised backbone bond lengths. ``[Ca-C, C-N, N-Ca]``. + +.. seealso:: + :ref:`graphein.protein.tensor.geometry.idealize_backbone +""" + +IDEAL_BB_BOND_ANGLES: List[float] = [2.124, 1.941, 2.028] +"""Idealised backbone bond angles. ``[C-N-Ca, N-Ca-C, Ca-C-N]``. + + +.. seealso:: + :ref:`graphein.protein.tensor.geometry.idealize_backbone +""" + +SC_BUILD_INFO: Dict[str, Dict[str, List[Union[str, float]]]] = { + "ALA": { + "angles-names": ["N-CA-CB"], + "angles-types": ["N -CX-CT"], + "angles-vals": [1.9146261894377796], + "atom-names": ["CB"], + "bonds-names": ["CA-CB"], + "bonds-types": ["CX-CT"], + "bonds-vals": [1.526], + "torsion-names": ["C-N-CA-CB"], + "torsion-types": ["C -N -CX-CT"], + "torsion-vals": ["p"], + }, + "ARG": { + "angles-names": [ + "N-CA-CB", + "CA-CB-CG", + "CB-CG-CD", + "CG-CD-NE", + "CD-NE-CZ", + "NE-CZ-NH1", + "NE-CZ-NH2", + ], + "angles-types": [ + "N -CX-C8", + "CX-C8-C8", + "C8-C8-C8", + "C8-C8-N2", + "C8-N2-CA", + "N2-CA-N2", + "N2-CA-N2", + ], + "angles-vals": [ + 1.9146261894377796, + 1.911135530933791, + 1.911135530933791, + 1.9408061282176945, + 2.150245638457014, + 2.0943951023931953, + 2.0943951023931953, + ], + "atom-names": ["CB", "CG", "CD", "NE", "CZ", "NH1", "NH2"], + "bonds-names": [ + "CA-CB", + "CB-CG", + "CG-CD", + "CD-NE", + "NE-CZ", + "CZ-NH1", + "CZ-NH2", + ], + "bonds-types": [ + "CX-C8", + "C8-C8", + "C8-C8", + "C8-N2", + "N2-CA", + "CA-N2", + "CA-N2", + ], + "bonds-vals": [1.526, 1.526, 1.526, 1.463, 1.34, 1.34, 1.34], + "torsion-names": [ + "C-N-CA-CB", + "N-CA-CB-CG", + "CA-CB-CG-CD", + "CB-CG-CD-NE", + "CG-CD-NE-CZ", + "CD-NE-CZ-NH1", + "CD-NE-CZ-NH2", + ], + "torsion-types": [ + "C -N -CX-C8", + "N -CX-C8-C8", + "CX-C8-C8-C8", + "C8-C8-C8-N2", + "C8-C8-N2-CA", + "C8-N2-CA-N2", + "C8-N2-CA-N2", + ], + "torsion-vals": ["p", "p", "p", "p", "p", "p", "i"], + }, + "ASN": { + "angles-names": ["N-CA-CB", "CA-CB-CG", "CB-CG-OD1", "CB-CG-ND2"], + "angles-types": ["N -CX-2C", "CX-2C-C ", "2C-C -O ", "2C-C -N "], + "angles-vals": [ + 1.9146261894377796, + 1.9390607989657, + 2.101376419401173, + 2.035053907825388, + ], + "atom-names": ["CB", "CG", "OD1", "ND2"], + "bonds-names": ["CA-CB", "CB-CG", "CG-OD1", "CG-ND2"], + "bonds-types": ["CX-2C", "2C-C ", "C -O ", "C -N "], + "bonds-vals": [1.526, 1.522, 1.229, 1.335], + "torsion-names": [ + "C-N-CA-CB", + "N-CA-CB-CG", + "CA-CB-CG-OD1", + "CA-CB-CG-ND2", + ], + "torsion-types": [ + "C -N -CX-2C", + "N -CX-2C-C ", + "CX-2C-C -O ", + "CX-2C-C -N ", + ], + "torsion-vals": ["p", "p", "p", "i"], + }, + "ASP": { + "angles-names": ["N-CA-CB", "CA-CB-CG", "CB-CG-OD1", "CB-CG-OD2"], + "angles-types": ["N -CX-2C", "CX-2C-CO", "2C-CO-O2", "2C-CO-O2"], + "angles-vals": [ + 1.9146261894377796, + 1.9390607989657, + 2.0420352248333655, + 2.0420352248333655, + ], + "atom-names": ["CB", "CG", "OD1", "OD2"], + "bonds-names": ["CA-CB", "CB-CG", "CG-OD1", "CG-OD2"], + "bonds-types": ["CX-2C", "2C-CO", "CO-O2", "CO-O2"], + "bonds-vals": [1.526, 1.522, 1.25, 1.25], + "torsion-names": [ + "C-N-CA-CB", + "N-CA-CB-CG", + "CA-CB-CG-OD1", + "CA-CB-CG-OD2", + ], + "torsion-types": [ + "C -N -CX-2C", + "N -CX-2C-CO", + "CX-2C-CO-O2", + "CX-2C-CO-O2", + ], + "torsion-vals": ["p", "p", "p", "i"], + }, + "CYS": { + "angles-names": ["N-CA-CB", "CA-CB-SG"], + "angles-types": ["N -CX-2C", "CX-2C-SH"], + "angles-vals": [1.9146261894377796, 1.8954275676658419], + "atom-names": ["CB", "SG"], + "bonds-names": ["CA-CB", "CB-SG"], + "bonds-types": ["CX-2C", "2C-SH"], + "bonds-vals": [1.526, 1.81], + "torsion-names": ["C-N-CA-CB", "N-CA-CB-SG"], + "torsion-types": ["C -N -CX-2C", "N -CX-2C-SH"], + "torsion-vals": ["p", "p"], + }, + "GLN": { + "angles-names": [ + "N-CA-CB", + "CA-CB-CG", + "CB-CG-CD", + "CG-CD-OE1", + "CG-CD-NE2", + ], + "angles-types": [ + "N -CX-2C", + "CX-2C-2C", + "2C-2C-C ", + "2C-C -O ", + "2C-C -N ", + ], + "angles-vals": [ + 1.9146261894377796, + 1.911135530933791, + 1.9390607989657, + 2.101376419401173, + 2.035053907825388, + ], + "atom-names": ["CB", "CG", "CD", "OE1", "NE2"], + "bonds-names": ["CA-CB", "CB-CG", "CG-CD", "CD-OE1", "CD-NE2"], + "bonds-types": ["CX-2C", "2C-2C", "2C-C ", "C -O ", "C -N "], + "bonds-vals": [1.526, 1.526, 1.522, 1.229, 1.335], + "torsion-names": [ + "C-N-CA-CB", + "N-CA-CB-CG", + "CA-CB-CG-CD", + "CB-CG-CD-OE1", + "CB-CG-CD-NE2", + ], + "torsion-types": [ + "C -N -CX-2C", + "N -CX-2C-2C", + "CX-2C-2C-C ", + "2C-2C-C -O ", + "2C-2C-C -N ", + ], + "torsion-vals": ["p", "p", "p", "p", "i"], + }, + "GLU": { + "angles-names": [ + "N-CA-CB", + "CA-CB-CG", + "CB-CG-CD", + "CG-CD-OE1", + "CG-CD-OE2", + ], + "angles-types": [ + "N -CX-2C", + "CX-2C-2C", + "2C-2C-CO", + "2C-CO-O2", + "2C-CO-O2", + ], + "angles-vals": [ + 1.9146261894377796, + 1.911135530933791, + 1.9390607989657, + 2.0420352248333655, + 2.0420352248333655, + ], + "atom-names": ["CB", "CG", "CD", "OE1", "OE2"], + "bonds-names": ["CA-CB", "CB-CG", "CG-CD", "CD-OE1", "CD-OE2"], + "bonds-types": ["CX-2C", "2C-2C", "2C-CO", "CO-O2", "CO-O2"], + "bonds-vals": [1.526, 1.526, 1.522, 1.25, 1.25], + "torsion-names": [ + "C-N-CA-CB", + "N-CA-CB-CG", + "CA-CB-CG-CD", + "CB-CG-CD-OE1", + "CB-CG-CD-OE2", + ], + "torsion-types": [ + "C -N -CX-2C", + "N -CX-2C-2C", + "CX-2C-2C-CO", + "2C-2C-CO-O2", + "2C-2C-CO-O2", + ], + "torsion-vals": ["p", "p", "p", "p", "i"], + }, + "GLY": { + "angles-names": [], + "angles-types": [], + "angles-vals": [], + "atom-names": [], + "bonds-names": [], + "bonds-types": [], + "bonds-vals": [], + "torsion-names": [], + "torsion-types": [], + "torsion-vals": [], + }, + "HIS": { + "angles-names": [ + "N-CA-CB", + "CA-CB-CG", + "CB-CG-ND1", + "CG-ND1-CE1", + "ND1-CE1-NE2", + "CE1-NE2-CD2", + ], + "angles-types": [ + "N -CX-CT", + "CX-CT-CC", + "CT-CC-NA", + "CC-NA-CR", + "NA-CR-NB", + "CR-NB-CV", + ], + "angles-vals": [ + 1.9146261894377796, + 1.9739673840055867, + 2.0943951023931953, + 1.8849555921538759, + 1.8849555921538759, + 1.8849555921538759, + ], + "atom-names": ["CB", "CG", "ND1", "CE1", "NE2", "CD2"], + "bonds-names": [ + "CA-CB", + "CB-CG", + "CG-ND1", + "ND1-CE1", + "CE1-NE2", + "NE2-CD2", + ], + "bonds-types": ["CX-CT", "CT-CC", "CC-NA", "NA-CR", "CR-NB", "NB-CV"], + "bonds-vals": [1.526, 1.504, 1.385, 1.343, 1.335, 1.394], + "torsion-names": [ + "C-N-CA-CB", + "N-CA-CB-CG", + "CA-CB-CG-ND1", + "CB-CG-ND1-CE1", + "CG-ND1-CE1-NE2", + "ND1-CE1-NE2-CD2", + ], + "torsion-types": [ + "C -N -CX-CT", + "N -CX-CT-CC", + "CX-CT-CC-NA", + "CT-CC-NA-CR", + "CC-NA-CR-NB", + "NA-CR-NB-CV", + ], + "torsion-vals": ["p", "p", "p", 3.141592653589793, 0.0, 0.0], + }, + "ILE": { + "angles-names": ["N-CA-CB", "CA-CB-CG1", "CB-CG1-CD1", "CA-CB-CG2"], + "angles-types": ["N -CX-3C", "CX-3C-2C", "3C-2C-CT", "CX-3C-CT"], + "angles-vals": [ + 1.9146261894377796, + 1.911135530933791, + 1.911135530933791, + 1.911135530933791, + ], + "atom-names": ["CB", "CG1", "CD1", "CG2"], + "bonds-names": ["CA-CB", "CB-CG1", "CG1-CD1", "CB-CG2"], + "bonds-types": ["CX-3C", "3C-2C", "2C-CT", "3C-CT"], + "bonds-vals": [1.526, 1.526, 1.526, 1.526], + "torsion-names": [ + "C-N-CA-CB", + "N-CA-CB-CG1", + "CA-CB-CG1-CD1", + "N-CA-CB-CG2", + ], + "torsion-types": [ + "C -N -CX-3C", + "N -CX-3C-2C", + "CX-3C-2C-CT", + "N -CX-3C-CT", + ], + "torsion-vals": ["p", "p", "p", "p"], + }, + "LEU": { + "angles-names": ["N-CA-CB", "CA-CB-CG", "CB-CG-CD1", "CB-CG-CD2"], + "angles-types": ["N -CX-2C", "CX-2C-3C", "2C-3C-CT", "2C-3C-CT"], + "angles-vals": [ + 1.9146261894377796, + 1.911135530933791, + 1.911135530933791, + 1.911135530933791, + ], + "atom-names": ["CB", "CG", "CD1", "CD2"], + "bonds-names": ["CA-CB", "CB-CG", "CG-CD1", "CG-CD2"], + "bonds-types": ["CX-2C", "2C-3C", "3C-CT", "3C-CT"], + "bonds-vals": [1.526, 1.526, 1.526, 1.526], + "torsion-names": [ + "C-N-CA-CB", + "N-CA-CB-CG", + "CA-CB-CG-CD1", + "CA-CB-CG-CD2", + ], + "torsion-types": [ + "C -N -CX-2C", + "N -CX-2C-3C", + "CX-2C-3C-CT", + "CX-2C-3C-CT", + ], + "torsion-vals": ["p", "p", "p", "p"], + }, + "LYS": { + "angles-names": [ + "N-CA-CB", + "CA-CB-CG", + "CB-CG-CD", + "CG-CD-CE", + "CD-CE-NZ", + ], + "angles-types": [ + "N -CX-C8", + "CX-C8-C8", + "C8-C8-C8", + "C8-C8-C8", + "C8-C8-N3", + ], + "angles-vals": [ + 1.9146261894377796, + 1.911135530933791, + 1.911135530933791, + 1.911135530933791, + 1.9408061282176945, + ], + "atom-names": ["CB", "CG", "CD", "CE", "NZ"], + "bonds-names": ["CA-CB", "CB-CG", "CG-CD", "CD-CE", "CE-NZ"], + "bonds-types": ["CX-C8", "C8-C8", "C8-C8", "C8-C8", "C8-N3"], + "bonds-vals": [1.526, 1.526, 1.526, 1.526, 1.471], + "torsion-names": [ + "C-N-CA-CB", + "N-CA-CB-CG", + "CA-CB-CG-CD", + "CB-CG-CD-CE", + "CG-CD-CE-NZ", + ], + "torsion-types": [ + "C -N -CX-C8", + "N -CX-C8-C8", + "CX-C8-C8-C8", + "C8-C8-C8-C8", + "C8-C8-C8-N3", + ], + "torsion-vals": ["p", "p", "p", "p", "p"], + }, + "MET": { + "angles-names": ["N-CA-CB", "CA-CB-CG", "CB-CG-SD", "CG-SD-CE"], + "angles-types": ["N -CX-2C", "CX-2C-2C", "2C-2C-S ", "2C-S -CT"], + "angles-vals": [ + 1.9146261894377796, + 1.911135530933791, + 2.0018926520374962, + 1.726130630222392, + ], + "atom-names": ["CB", "CG", "SD", "CE"], + "bonds-names": ["CA-CB", "CB-CG", "CG-SD", "SD-CE"], + "bonds-types": ["CX-2C", "2C-2C", "2C-S ", "S -CT"], + "bonds-vals": [1.526, 1.526, 1.81, 1.81], + "torsion-names": [ + "C-N-CA-CB", + "N-CA-CB-CG", + "CA-CB-CG-SD", + "CB-CG-SD-CE", + ], + "torsion-types": [ + "C -N -CX-2C", + "N -CX-2C-2C", + "CX-2C-2C-S ", + "2C-2C-S -CT", + ], + "torsion-vals": ["p", "p", "p", "p"], + }, + "PHE": { + "angles-names": [ + "N-CA-CB", + "CA-CB-CG", + "CB-CG-CD1", + "CG-CD1-CE1", + "CD1-CE1-CZ", + "CE1-CZ-CE2", + "CZ-CE2-CD2", + ], + "angles-types": [ + "N -CX-CT", + "CX-CT-CA", + "CT-CA-CA", + "CA-CA-CA", + "CA-CA-CA", + "CA-CA-CA", + "CA-CA-CA", + ], + "angles-vals": [ + 1.9146261894377796, + 1.9896753472735358, + 2.0943951023931953, + 2.0943951023931953, + 2.0943951023931953, + 2.0943951023931953, + 2.0943951023931953, + ], + "atom-names": ["CB", "CG", "CD1", "CE1", "CZ", "CE2", "CD2"], + "bonds-names": [ + "CA-CB", + "CB-CG", + "CG-CD1", + "CD1-CE1", + "CE1-CZ", + "CZ-CE2", + "CE2-CD2", + ], + "bonds-types": [ + "CX-CT", + "CT-CA", + "CA-CA", + "CA-CA", + "CA-CA", + "CA-CA", + "CA-CA", + ], + "bonds-vals": [1.526, 1.51, 1.4, 1.4, 1.4, 1.4, 1.4], + "torsion-names": [ + "C-N-CA-CB", + "N-CA-CB-CG", + "CA-CB-CG-CD1", + "CB-CG-CD1-CE1", + "CG-CD1-CE1-CZ", + "CD1-CE1-CZ-CE2", + "CE1-CZ-CE2-CD2", + ], + "torsion-types": [ + "C -N -CX-CT", + "N -CX-CT-CA", + "CX-CT-CA-CA", + "CT-CA-CA-CA", + "CA-CA-CA-CA", + "CA-CA-CA-CA", + "CA-CA-CA-CA", + ], + "torsion-vals": ["p", "p", "p", 3.141592653589793, 0.0, 0.0, 0.0], + }, + "PRO": { + "angles-names": ["N-CA-CB", "CA-CB-CG", "CB-CG-CD"], + "angles-types": ["N -CX-CT", "CX-CT-CT", "CT-CT-CT"], + "angles-vals": [ + 1.9146261894377796, + 1.911135530933791, + 1.911135530933791, + ], + "atom-names": ["CB", "CG", "CD"], + "bonds-names": ["CA-CB", "CB-CG", "CG-CD"], + "bonds-types": ["CX-CT", "CT-CT", "CT-CT"], + "bonds-vals": [1.526, 1.526, 1.526], + "torsion-names": ["C-N-CA-CB", "N-CA-CB-CG", "CA-CB-CG-CD"], + "torsion-types": ["C -N -CX-CT", "N -CX-CT-CT", "CX-CT-CT-CT"], + "torsion-vals": ["p", "p", "p"], + }, + "SER": { + "angles-names": ["N-CA-CB", "CA-CB-OG"], + "angles-types": ["N -CX-2C", "CX-2C-OH"], + "angles-vals": [1.9146261894377796, 1.911135530933791], + "atom-names": ["CB", "OG"], + "bonds-names": ["CA-CB", "CB-OG"], + "bonds-types": ["CX-2C", "2C-OH"], + "bonds-vals": [1.526, 1.41], + "torsion-names": ["C-N-CA-CB", "N-CA-CB-OG"], + "torsion-types": ["C -N -CX-2C", "N -CX-2C-OH"], + "torsion-vals": ["p", "p"], + }, + "THR": { + "angles-names": ["N-CA-CB", "CA-CB-OG1", "CA-CB-CG2"], + "angles-types": ["N -CX-3C", "CX-3C-OH", "CX-3C-CT"], + "angles-vals": [ + 1.9146261894377796, + 1.911135530933791, + 1.911135530933791, + ], + "atom-names": ["CB", "OG1", "CG2"], + "bonds-names": ["CA-CB", "CB-OG1", "CB-CG2"], + "bonds-types": ["CX-3C", "3C-OH", "3C-CT"], + "bonds-vals": [1.526, 1.41, 1.526], + "torsion-names": ["C-N-CA-CB", "N-CA-CB-OG1", "N-CA-CB-CG2"], + "torsion-types": ["C -N -CX-3C", "N -CX-3C-OH", "N -CX-3C-CT"], + "torsion-vals": ["p", "p", "p"], + }, + "TRP": { + "angles-names": [ + "N-CA-CB", + "CA-CB-CG", + "CB-CG-CD1", + "CG-CD1-NE1", + "CD1-NE1-CE2", + "NE1-CE2-CZ2", + "CE2-CZ2-CH2", + "CZ2-CH2-CZ3", + "CH2-CZ3-CE3", + "CZ3-CE3-CD2", + ], + "angles-types": [ + "N -CX-CT", + "CX-CT-C*", + "CT-C*-CW", + "C*-CW-NA", + "CW-NA-CN", + "NA-CN-CA", + "CN-CA-CA", + "CA-CA-CA", + "CA-CA-CA", + "CA-CA-CB", + ], + "angles-vals": [ + 1.9146261894377796, + 2.0176006153054447, + 2.181661564992912, + 1.8971728969178363, + 1.9477874452256716, + 2.3177972466484698, + 2.0943951023931953, + 2.0943951023931953, + 2.0943951023931953, + 2.0943951023931953, + ], + "atom-names": [ + "CB", + "CG", + "CD1", + "NE1", + "CE2", + "CZ2", + "CH2", + "CZ3", + "CE3", + "CD2", + ], + "bonds-names": [ + "CA-CB", + "CB-CG", + "CG-CD1", + "CD1-NE1", + "NE1-CE2", + "CE2-CZ2", + "CZ2-CH2", + "CH2-CZ3", + "CZ3-CE3", + "CE3-CD2", + ], + "bonds-types": [ + "CX-CT", + "CT-C*", + "C*-CW", + "CW-NA", + "NA-CN", + "CN-CA", + "CA-CA", + "CA-CA", + "CA-CA", + "CA-CB", + ], + "bonds-vals": [ + 1.526, + 1.495, + 1.352, + 1.381, + 1.38, + 1.4, + 1.4, + 1.4, + 1.4, + 1.404, + ], + "torsion-names": [ + "C-N-CA-CB", + "N-CA-CB-CG", + "CA-CB-CG-CD1", + "CB-CG-CD1-NE1", + "CG-CD1-NE1-CE2", + "CD1-NE1-CE2-CZ2", + "NE1-CE2-CZ2-CH2", + "CE2-CZ2-CH2-CZ3", + "CZ2-CH2-CZ3-CE3", + "CH2-CZ3-CE3-CD2", + ], + "torsion-types": [ + "C -N -CX-CT", + "N -CX-CT-C*", + "CX-CT-C*-CW", + "CT-C*-CW-NA", + "C*-CW-NA-CN", + "CW-NA-CN-CA", + "NA-CN-CA-CA", + "CN-CA-CA-CA", + "CA-CA-CA-CA", + "CA-CA-CA-CB", + ], + "torsion-vals": [ + "p", + "p", + "p", + 3.141592653589793, + 0.0, + 3.141592653589793, + 3.141592653589793, + 0.0, + 0.0, + 0.0, + ], + }, + "TYR": { + "angles-names": [ + "N-CA-CB", + "CA-CB-CG", + "CB-CG-CD1", + "CG-CD1-CE1", + "CD1-CE1-CZ", + "CE1-CZ-OH", + "CE1-CZ-CE2", + "CZ-CE2-CD2", + ], + "angles-types": [ + "N -CX-CT", + "CX-CT-CA", + "CT-CA-CA", + "CA-CA-CA", + "CA-CA-C ", + "CA-C -OH", + "CA-C -CA", + "C -CA-CA", + ], + "angles-vals": [ + 1.9146261894377796, + 1.9896753472735358, + 2.0943951023931953, + 2.0943951023931953, + 2.0943951023931953, + 2.0943951023931953, + 2.0943951023931953, + 2.0943951023931953, + ], + "atom-names": ["CB", "CG", "CD1", "CE1", "CZ", "OH", "CE2", "CD2"], + "bonds-names": [ + "CA-CB", + "CB-CG", + "CG-CD1", + "CD1-CE1", + "CE1-CZ", + "CZ-OH", + "CZ-CE2", + "CE2-CD2", + ], + "bonds-types": [ + "CX-CT", + "CT-CA", + "CA-CA", + "CA-CA", + "CA-C ", + "C -OH", + "C -CA", + "CA-CA", + ], + "bonds-vals": [1.526, 1.51, 1.4, 1.4, 1.409, 1.364, 1.409, 1.4], + "torsion-names": [ + "C-N-CA-CB", + "N-CA-CB-CG", + "CA-CB-CG-CD1", + "CB-CG-CD1-CE1", + "CG-CD1-CE1-CZ", + "CD1-CE1-CZ-OH", + "CD1-CE1-CZ-CE2", + "CE1-CZ-CE2-CD2", + ], + "torsion-types": [ + "C -N -CX-CT", + "N -CX-CT-CA", + "CX-CT-CA-CA", + "CT-CA-CA-CA", + "CA-CA-CA-C ", + "CA-CA-C -OH", + "CA-CA-C -CA", + "CA-C -CA-CA", + ], + "torsion-vals": [ + "p", + "p", + "p", + 3.141592653589793, + 0.0, + 3.141592653589793, + 0.0, + 0.0, + ], + }, + "VAL": { + "angles-names": ["N-CA-CB", "CA-CB-CG1", "CA-CB-CG2"], + "angles-types": ["N -CX-3C", "CX-3C-CT", "CX-3C-CT"], + "angles-vals": [ + 1.9146261894377796, + 1.911135530933791, + 1.911135530933791, + ], + "atom-names": ["CB", "CG1", "CG2"], + "bonds-names": ["CA-CB", "CB-CG1", "CB-CG2"], + "bonds-types": ["CX-3C", "3C-CT", "3C-CT"], + "bonds-vals": [1.526, 1.526, 1.526], + "torsion-names": ["C-N-CA-CB", "N-CA-CB-CG1", "N-CA-CB-CG2"], + "torsion-types": ["C -N -CX-3C", "N -CX-3C-CT", "N -CX-3C-CT"], + "torsion-vals": ["p", "p", "p"], + }, +} +""" +Dictionary containing bond lengths and angles for sidechains. + +Sourced from SideChainNet: https://github.com/jonathanking/sidechainnet/blob/master/sidechainnet/structure/build_info.py +""" diff --git a/graphein/protein/tensor/__init__.py b/graphein/protein/tensor/__init__.py new file mode 100644 index 00000000..16ddc535 --- /dev/null +++ b/graphein/protein/tensor/__init__.py @@ -0,0 +1,10 @@ +"""Utilities for manipulating tensor representations of proteins.""" +# Graphein +# Author: Arian Jamasb +# License: MIT +# Project Website: https://github.com/a-r-j/graphein +# Code Repository: https://github.com/a-r-j/graphein + + +from .data import Protein +from .io import protein_df_to_tensor diff --git a/graphein/protein/tensor/angles.py b/graphein/protein/tensor/angles.py new file mode 100644 index 00000000..f44fe2a3 --- /dev/null +++ b/graphein/protein/tensor/angles.py @@ -0,0 +1,545 @@ +"""Utilities for computing various protein angles.""" +# Graphein +# Author: Arian Jamasb +# License: MIT +# Project Website: https://github.com/a-r-j/graphein +# Code Repository: https://github.com/a-r-j/graphein +import copy +from typing import List, Optional, Tuple, Union + +import numpy as np +from loguru import logger as log + +from graphein.utils.utils import import_message + +from ..resi_atoms import ATOM_NUMBERING, CHI_ANGLES_ATOMS +from .testing import has_nan +from .types import AtomTensor, CoordTensor, DihedralTensor, TorsionTensor + +try: + from einops import rearrange +except ImportError: + message = import_message( + "graphein.protein.tensor.angles", + "einops", + pip_install=True, + ) + +try: + from torch_geometric.utils import to_dense_batch +except ImportError: + message = import_message( + "graphein.protein.tensor.angles", + "torch_geometric", + "pyg", + pip_install=True, + ) + +try: + import torch + import torch.nn.functional as F +except ImportError: + message = import_message( + "graphein.protein.tensor.angles", + "torch", + conda_channel="pytorch", + pip_install=True, + ) + log.warning(message) + + +def _extract_torsion_coords( + coords: AtomTensor, res_types: List[str] +) -> Tuple[torch.Tensor, torch.Tensor]: + """Returns a ``(L*?) x 4 x 3`` tensor of the coordinates of the atoms for + each sidechain torsion angle. The first dimension will be larger than the + input as we flatten the array of torsion angles per residue. + + Also returns a ``(L*?) x 1`` indexing tensor to map back to each residue + (this is because we have variable numbers of torsion angles per residue). + + :param coords: AtomTensor of shape ``(L*?, 37, 3)`` + :type coords: AtomTensor + :param res_types: List of 3-letter residue types + :type res_types: List[str] + :return: Coordinates for computing each sidechain torsion angle + and indexing tensor. + :rtype: Tuple[torch.Tensor, torch.Tensor] + """ + res_atoms = [] + idxs = [] + + # Iterate over residues and grab indices of the atoms for each Chi angle + for i, res in enumerate(res_types): + res_coords = [] + for angle_coord_set in CHI_ANGLES_ATOMS[res]: + res_coords.append([ATOM_NUMBERING[i] for i in angle_coord_set]) + idxs.append(i) + res_atoms.append(torch.tensor(res_coords, device=coords.device)) + + idxs = torch.tensor(idxs, device=coords.device).long() + res_atoms = torch.cat(res_atoms).long() # TODO torch.stack instead of cat + + # Select the coordinates for each chi angle + coords = torch.take_along_dim( + coords[idxs, :, :], dim=1, indices=res_atoms.unsqueeze(-1) + ) + return idxs, coords + + +def sidechain_torsion( + coords: AtomTensor, + res_types: List[str], + rad: bool = True, + embed: bool = False, + return_mask: bool = False, +) -> Union[TorsionTensor, Tuple[TorsionTensor, torch.Tensor]]: + """ + Computes sidechain torsion angles for a protein. + + Atom groups used to define each chi angle are specified in + :ref:`graphein.protein.resi_atoms.CHI_ANGLES_ATOMS`. + + :param coords: Tensor of shape ``(L, N, 3)`` where ``L`` is the number of + residues, ``N`` is the number of atoms per residue (Default is 37; + problems may occur with differing selections). + :type coords: AtomTensor + :param res_types: List of three-letter residue types. + :type res_types: List[str] + :param rad: If ``True``, returns angles in radians, else in degrees. + Defaults to ``True``. + :type rad: bool, optional + :param return_mask: _description_, defaults to False + :type return_mask: bool, optional + :return: _description_ + :rtype: Union[TorsionTensor, Tuple[TorsionTensor, torch.Tensor]] + """ + idxs, coords = _extract_torsion_coords(coords, res_types) + angles = _dihedral_angle( + coords[:, 0, :].unsqueeze(1), + coords[:, 1, :].unsqueeze(1), + coords[:, 2, :].unsqueeze(1), + coords[:, 3, :].unsqueeze(1), + ) + + if rad: + angles = angles * torch.pi / 180 + angles, mask = to_dense_batch(angles, idxs) + angles = angles.squeeze(-1) + + # Interleave sin and cos transformed tensors + angles = rearrange( + [torch.cos(angles), torch.sin(angles)], "t h w-> h (w t)" + ) + mask = rearrange([mask, mask], "t h w -> h (w t)") + + # Pad if last residues are a run of ALA, GLY or UNK + post_pad_len = 0 + res_types = copy.deepcopy(res_types) + res_types.reverse() + for res in res_types: + if res in ["ALA", "GLY", "UNK"]: + post_pad_len += 1 + else: + break + + if post_pad_len != 0: + msk = torch.tensor( + [1.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0, 0.0], device=coords.device + ).repeat(post_pad_len, 1) + mask_msk = torch.tensor([False] * 8, device=coords.device).repeat( + post_pad_len, 1 + ) + angles = torch.vstack([angles, msk]) + mask = torch.vstack([mask, mask_msk]) + + return (angles, mask) if return_mask else angles + + +def chi1(): + raise NotImplementedError + + +def chi2(): + raise NotImplementedError + + +def chi3(): + raise NotImplementedError + + +def chi4(): + raise NotImplementedError + + +def kappa( + x: Union[AtomTensor, CoordTensor], + batch: Optional[torch.Tensor] = None, + rad: bool = True, + sparse: bool = True, + ca_idx: int = 1, + embed: bool = False, +) -> torch.Tensor: + """ + Computes virtual bond angle (bend angle) defined by three Ca atoms of + residues ``i-2``, ``i`` and ``i+2``. The first and last two angles are zero + padded. + + .. seealso:: + :meth:`graphein.protein.tensor.angles.alpha` + :meth:`graphein.protein.tensor.angles.dihedrals` + + :param x: Tensor of atomic positions or tensor of CA positions. + :type x: Union[AtomTensor, CoordTensor] + :param ca_idx: If ``x`` is an AtomTensor, this is the index of the CA atoms + in dimension 1, defaults to 1 + :type ca_idx: int, optional + :return: Tensor of bend angles + :rtype: torch.Tensor + """ + if x.ndim == 3: + x = x[:, ca_idx, :] + + if batch is None: + batch = torch.zeros(x.shape[0], dtype=torch.long, device=x.device) + + x, mask = to_dense_batch(x, batch) + + ca_prev = x[:, :-4, :] + ca = x[:, 2:-2, :] + ca_next = x[:, 4:, :] + + angles = np.pi - to_ang( + # ca_next.view(-1, 3), ca.view(-1, 3), ca_prev.view(-1, 3) + ca_next, + ca, + ca_prev, + ) + # Zero pad first two and last two angles + angles = F.pad(angles, (2, 2)) + + if not rad: + angles = torch.rad2deg(angles) + + if sparse: + angles = angles[mask] + + if embed: + angles = angle_to_unit_circle(angles) + + return angles + + +def alpha( + x: Union[AtomTensor, CoordTensor], + batch: Optional[torch.Tensor] = None, + sparse: bool = True, + rad: bool = True, + ca_idx: int = 1, + embed: bool = True, +) -> torch.Tensor: + """ + Computes virtual bond dihedral angle defined by four Ca atoms of residues + ``i-1``, ``i``, ``i+1``, ``i+2``. The first angle and last two angles are + zero padded. + + .. seealso:: + :meth:`graphein.protein.tensor.angles.kappa` + :meth:`graphein.protein.tensor.angles.dihedrals` + + :param x: Tensor of atomic positions or tensor of CA positions. + :type x: Union[AtomTensor, CoordTensor] + :param batch: Tensor of batch indices, defaults to ``None``. + :type batch: Optional[torch.Tensor], optional + :param sparse: Whether or not to return the output in sparse or dense format + , defaults to ``True``. + :type sparse: bool, optional + :param rad: _description_, defaults to ``True``. + :type rad: bool, optional + :param ca_idx: If ``x`` is an AtomTensor, this argument specifies the index + of the CA atoms in dimension 1, defaults to ``1``. + :type ca_idx: int, optional + :param embed: Whether or not to embed the angles on the unit circle, + defaults to ``True``. + :type embed: bool, optional + :return: Tensor of dihedral angles + :rtype: torch.Tensor + """ + + if x.ndim == 3: + x = x[:, ca_idx, :] + + if batch is None: + batch = torch.zeros(x.shape[0], dtype=torch.long, device=x.device) + + x, mask = to_dense_batch(x, batch) + ca_prev = x[:, :-3, :] + ca = x[:, 1:-2, :] + ca_next = x[:, 2:-1, :] + ca_next_next = x[:, 3:, :] + + angles = _dihedral_angle(ca_prev, ca, ca_next, ca_next_next) + angles = F.pad(angles, (1, 2)) + + if not rad: + angles = torch.rad2deg(angles) + if sparse: + angles = angles[mask] + + if embed: + angles = angle_to_unit_circle(angles) + + return angles + + +def to_ang(a: CoordTensor, b: CoordTensor, c: CoordTensor) -> torch.Tensor: + """Compute the angle between vectors ``ab`` and ``bc``. + + :param a: Coordinates of point ``a`` ``(L x 3)``. + :type a: graphein.protein.tensor.types.CoordTensor + :param b: Coordinates of point ``b`` ``(L x 3)``. + :type b: graphein.protein.tensor.types.CoordTensor + :param c: Coordinates of point ``c`` ``(L x 3)``. + :type c: graphein.protein.tensor.types.CoordTensor + :return: Angle between vectors ab and bc in radians. + :rtype: torch.Tensor + """ + if a.ndim == 1: + a = a.unsqueeze(0) + if b.ndim == 1: + b = b.unsqueeze(0) + if c.ndim == 1: + c = c.unsqueeze(0) + + ba = b - a + bc = b - c + return torch.acos( + (ba * bc).sum(dim=-1) + / (torch.norm(ba, dim=-1) * torch.norm(bc, dim=-1)) + ) + + +# @torch.jit.script +def get_backbone_bond_lengths(x: AtomTensor) -> torch.Tensor: + """ + Compute the bond lengths between backbone atoms. + + Returns the a tensor of shape ``(N, 3)`` where ``N`` is the number of + residues in protein. Dimension 1 contains the bond lengths between Ca and + C, C and N, and N and Ca. + + :param x: Tensor of atomic positions. + :type x: AtomTensor + :return: Tensor of backbone bond lengths. + :rtype: torch.Tensor + """ + n, a, c = x[:, 0, :], x[:, 1, :], x[:, 2, :] + + n_a = torch.norm(n - a, dim=1) + a_c = torch.norm(a - c, dim=1) + c_n = torch.norm(c[:-1, :] - n[1:, :], dim=1) + # c_n = torch.cat([c_n, torch.tensor([1.3287])]) + c_n = torch.cat([c_n, torch.tensor([1.32], device=x.device)]) + + if has_nan(a_c): + a_c = torch.nan_to_num(a_c, nan=1.523) + if has_nan(c_n): + c_n = torch.nan_to_num(c_n, nan=1.320) + if has_nan(n_a): + n_a = torch.nan_to_num(n_a, nan=1.329) + + # return torch.stack([n_a, a_c, c_n], dim=1) + # return torch.stack([n_a, a_c, c_n], dim=1) + # return torch.stack([c_n, a_c, n_a], dim=1) + return torch.stack([a_c, c_n, n_a], dim=1) + + +# @torch.jit.script +def get_backbone_bond_angles(x: AtomTensor) -> torch.Tensor: + """Compute the bond angles between backbone atoms: + ``[C-N-Ca, N-Ca-C, Ca-C,N]``. + + .. seealso:: :meth:`graphein.protein.tensor.angles.to_ang` + + :param x: Tensor of atomic positions. + :type x: AtomTensor + :return: Tensor of backbone bond angles ``[L x 3]``. + :rtype: torch.Tensor + """ + n, a, c = x[:, 0, :], x[:, 1, :], x[:, 2, :] + + n_a_c = to_ang(n, a, c) + a_c_n = to_ang(a[:-1, :], c[:-1, :], n[1:, :]) + c_n_a = to_ang(c[:-1, :], n[1:, :], a[1:, :]) + + a_c_n = torch.cat([a_c_n, torch.tensor([2.0], device=x.device)]) + c_n_a = torch.cat([c_n_a, torch.tensor([2.1], device=x.device)]) + + if has_nan(c_n_a): + c_n_a = torch.nan_to_num(c_n_a, nan=2.124) + if has_nan(n_a_c): + n_a_c = torch.nan_to_num(n_a_c, nan=1.941) + if has_nan(a_c_n): + a_c_n = torch.nan_to_num(a_c_n, nan=2.028) + # This (below line) works!!, Orig AlQ order + return torch.stack([c_n_a, n_a_c, a_c_n], dim=1) + + +def angle_to_unit_circle(x: torch.Tensor) -> torch.Tensor: + """Encodes an angle in radians to a unit circle. + + I.e. returns a tensor or the form: + ``[cos(x1), sin(x1), cos(x2), sin(x2), ...]``. + + :param x: Tensor of angles in radians. + :type x: torch.Tensor + :return: Tensor of angles encoded on a unit circle. + :rtype: torch.Tensor + """ + if x.ndim == 1: + x = x.unsqueeze(0) + cosines = torch.cos(x) + sines = torch.sin(x) + return rearrange([cosines, sines], "t h w -> h (w t)") + + +def _dihedral_angle( + a: torch.Tensor, + b: torch.Tensor, + c: torch.Tensor, + d: torch.Tensor, + eps: float = 1e-7, +) -> torch.Tensor: + """computes dihedral angle between 4 points. + + :param a: First point. Shape: ``(L x 3)`` + :type a: torch.Tensor + :param b: Second point. Shape: ``(L x 3)`` + :type b: torch.Tensor + :param c: Third point. Shape: ``(L x 3)`` + :type c: torch.Tensor + :param d: Fourth point. Shape: ``(L x 3)`` + :type d: torch.Tensor + :param eps: Jitter value, defaults to 1e-7 + :type eps: float, optional + :return: Tensor of dihedral angles in radians. + :rtype: torch.Tensor + """ + eps = torch.tensor(eps, device=a.device) # type: ignore + + # bc = F.normalize(b - c, dim=2) + bc = F.normalize(b - c, dim=-1) + # n1 = torch.cross(F.normalize(a - b, dim=2), bc) + n1 = torch.cross(F.normalize(a - b, dim=-1), bc) + # n2 = torch.cross(bc, F.normalize(c - d, dim=2)) + n2 = torch.cross(bc, F.normalize(c - d, dim=-1)) + # x = (n1 * n2).sum(dim=2) + x = (n1 * n2).sum(dim=-1) + x = torch.clamp(x, -1 + eps, 1 - eps) + x[x.abs() < eps] = eps + + y = (torch.cross(n1, bc) * n2).sum(dim=-1) + return torch.atan2(y, x) + + +def dihedrals( + coords: torch.Tensor, + batch: Optional[torch.Tensor] = None, + rad: bool = True, + sparse: bool = True, + embed: bool = True, + n_idx: int = 0, + ca_idx: int = 1, + c_idx: int = 2, +) -> DihedralTensor: + + length = coords.shape[0] + + if batch is None: + batch = torch.zeros(length, device=coords.device).long() + + X, mask = to_dense_batch(coords, batch) + + C_curr = X[:, :-1, c_idx, :] + N_curr = X[:, :-1, n_idx, :] + Ca_curr = X[:, :-1, ca_idx, :] + N_next = X[:, 1:, n_idx, :] + Ca_next = X[:, 1:, ca_idx, :] + C_next = X[:, 1:, c_idx, :] + + phi = torch.zeros_like(X[:, :, 0, 0], device=coords.device) + psi = torch.zeros_like(X[:, :, 0, 0], device=coords.device) + omg = torch.zeros_like(X[:, :, 0, 0], device=coords.device) + + phi[:, 1:] = _dihedral_angle(C_curr, N_next, Ca_next, C_next) + psi[:, :-1] = _dihedral_angle(N_curr, Ca_curr, C_curr, N_next) + omg[:, :-1] = _dihedral_angle(Ca_curr, C_curr, N_next, Ca_next) + + angles = torch.stack([phi, psi, omg], dim=2) + + if rad: + angles = angles * 180 / np.pi + + if sparse: + angles = angles[mask] + + if embed: + angles = angle_to_unit_circle(angles) + + return angles + + +def dihedrals_to_rad( + x_dihedrals: DihedralTensor, + concat: bool = False, +) -> Union[DihedralTensor, Tuple[torch.Tensor, torch.Tensor, torch.Tensor]]: + """ + Converts dihedrals to radians. + + :param x_dihedrals: Dihedral tensor of shape ``(L, 6)``. + :type x_dihedrals: DihedralTensor + :param concat: Whether to concatenate the angles into a single tensor, or + to return a tuple of tensors (``phi``, ``psi``, ``omega``), defaults to + ``False``. + :type concat: bool, optional + :return: Dihedral tensor of shape ``(L, 3)`` or a tuple of tensors + :rtype: Union[DihedralTensor, Tuple[torch.Tensor, torch.Tensor, torch.Tensor]] + """ + phi = torch.atan2(x_dihedrals[:, 1], x_dihedrals[:, 0]) + psi = torch.atan2(x_dihedrals[:, 3], x_dihedrals[:, 2]) + omg = torch.atan2(x_dihedrals[:, 5], x_dihedrals[:, 4]) + + return torch.stack([phi, psi, omg], dim=1) if concat else (phi, psi, omg) + + +def torsion_to_rad( + x_torsion: TorsionTensor, + concat: bool = True, +) -> Union[ + TorsionTensor, + Tuple[torch.Tensor, torch.Tensor, torch.Tensor, torch.Tensor], +]: + """ + Converts sidechain torsions in + ``(sin(chi1), sin(chi1), cos(chi2), sin(chi2), ...)`` format to radians. + + :param x_torsion: Torsion tensor of shape ``(L, 8)``. + :type x_torsion: graphein.protein.tensor.types.TorsionTensor + :param concat: Whether to concatenate the torsions into a single tensor. + If ``False``, this function returns a tuple of tensors for chi1-4 + , defaults to ``True``. + :type concat: bool + :return: Torsion tensor of shape ``(L, 4)`` if ``concat=True``, otherwise + a tuple of tensors for chi1-4 in radians. + :rtype: Union[graphein.protein.tensor.types.TorsionTensor, + Tuple[torch.Tensor, torch.Tensor, torch.Tensor, torch.Tensor]] + """ + chi1 = torch.atan2(x_torsion[:, 1], x_torsion[:, 0]) + chi2 = torch.atan2(x_torsion[:, 3], x_torsion[:, 2]) + chi3 = torch.atan2(x_torsion[:, 5], x_torsion[:, 4]) + chi4 = torch.atan2(x_torsion[:, 7], x_torsion[:, 6]) + + if concat: + return torch.stack([chi1, chi2, chi3, chi4], dim=1) + + return chi1, chi2, chi3, chi4 diff --git a/graphein/protein/tensor/data.py b/graphein/protein/tensor/data.py new file mode 100644 index 00000000..1d4841d5 --- /dev/null +++ b/graphein/protein/tensor/data.py @@ -0,0 +1,1517 @@ +"""Data and Batch Objects for working proteins in PyTorch Geometric""" +import itertools +import random +import traceback +from functools import partial + +# Graphein +# Author: Arian Jamasb +# License: MIT +# Project Website: https://github.com/a-r-j/graphein +# Code Repository: https://github.com/a-r-j/graphein +from typing import Any, Callable, List, Optional, Tuple, Union + +import pandas as pd +import plotly.graph_objects as go +import torch +import torch.nn.functional as F +from biopandas.pdb import PandasPdb +from loguru import logger as log +from torch_geometric.data import Batch, Data +from torch_geometric.data.separate import separate +from torch_geometric.utils import unbatch, unbatch_edge_index +from tqdm.contrib.concurrent import process_map + +from ..resi_atoms import PROTEIN_ATOMS +from .angles import ( + alpha, + dihedrals, + get_backbone_bond_angles, + get_backbone_bond_lengths, + kappa, + sidechain_torsion, +) +from .edges import compute_edges, edge_distances +from .geometry import apply_structural_noise, idealize_backbone, kabsch +from .io import ( + protein_df_to_chain_tensor, + protein_df_to_tensor, + protein_to_pyg, + to_dataframe, + to_pdb, +) +from .plot import plot_dihedrals, plot_distance_matrix, plot_structure +from .representation import ( + get_backbone, + get_backbone_frames, + get_c_alpha, + get_full_atom_coords, +) +from .sequence import get_residue_id, get_sequence, residue_type_tensor +from .testing import ( + has_complete_backbone, + is_complete_structure, + is_tensor_equal, +) +from .types import ( + AtomTensor, + BackboneFrameTensor, + BackboneTensor, + CoordTensor, + DihedralTensor, + EdgeTensor, + PositionTensor, + TorsionTensor, +) + + +class Protein(Data): + """ "A data object describing a homogeneous graph. ``Protein`` inherits from + :ref:`torch_geometric.data.Data` and implements structural-biology specific + methods in addition. ``Data`` and ``Protein`` objects can be directly + converted between using ``Protein().from_data()`` and + ``Protein().to_data()``. Think of ``Protein`` as an equivalent to ``Data`` + but with some protein-specific trimmings. + + The data object can hold node-level, link-level and graph-level attributes. + In general, ``Data`` tries to mimic the behaviour of a regular Python + dictionary. In addition, it provides useful functionality for analyzing + graph structures, and provides basic PyTorch tensor functionalities. See + here for the accompanying tutorial. + + There are several ways to instantiate a ``Protein``: + + .. code-block:: python + + import graphein.protein.tensor as gpt + + # From a PDB code + protein = gpt.Protein() + protein.from_pdb_code("4hhb", chain_selection="ABCD") + + # From a PDB file + protein = gpt.Protein() + protein.from_pdb_file("4hhb.pdb", chain_selection="ABCD") + + + # From a BioPandas DataFrame + p = PandasPdb().fetch_pdb("4hhb") + df = p.df["ATOM"] + protein = gpt.Protein().from_dataframe(df) + + # From a PyG Data object + data = gpt.io.protein_to_pyg( + pdb_code="4hhb", # Can alternatively pass a path or a uniprot ID (for AF2) with pdb_path=... and uniprot_id=... + chain_selection="ABCD", # Select all 4 chains + deprotonate=True, # Deprotonate the structure + keep_insertions=False, # Remove insertions + keep_hets=[], # Remove HETATMs + model_index=1, # Select the first model + # Can select a subset of atoms with atom_types=... + ) + protein = gpt.Protein().from_data(data) + + + The advantage is that it provides access to many protein-specific methods + such as: + + .. code-block:: python + + import graphein.protein.tensor as gpt + + protein = gpt.Protein() + protein.from_pdb_code("4hhb", chain_selection="ABCD") + + protein.dihedrals() # Backbone dihedral angles + protein.sidechain_torsion() # Sidechain Torsion Angles + protein.c_alpha() # Gets Ca coordinates + protein.plot_structure() # Plots the 3D structure using plotly + protein.idealize_backbone() # Idealizes the backbone geometry + + and many more! + """ + + def __init__( + self, atom_list: List[str] = PROTEIN_ATOMS, fill_value: float = 1e-5 + ) -> None: + """ + .. seealso:: + + :class:`graphein.protein.tensor.types.AtomTensor` + :const:`graphein.protein.resi_atom.PROTEIN_ATOMS` + + :param atom_list: List of atoms to include in the AtomTensor. + :type atom_list: List[str] + :param fill_value: Value to fill in for missing values in the + AtomTensor. + :type fill_value: float + """ + super().__init__() + self.fill_value = fill_value + self.atom_list = atom_list + + # I/O + def from_dataframe( + self, + df: pd.DataFrame, + id: Optional[str] = None, + atoms_to_keep: List[str] = PROTEIN_ATOMS, + node_labels: Optional[torch.Tensor] = None, + graph_labels: Optional[torch.Tensor] = None, + ) -> "Protein": + """Instantiate a ``Protein`` object from a Pandas DataFrame. + + .. code-block:: python + + import graphein.protein.tensor as gpt + from biopandas.pdb import PandasPdb + + p = PandasPdb().fetch_pdb("4hhb") + df = p.df["ATOM"] + + protein = gpt.Protein() + protein = protein.from_dataframe( + df, + atoms_to_keep=["N", "CA", "C", "O", "CB"] + id="test_structure", + node_labels=torch.ones(100, 1), + graph_labels=torch.tensor(42) + ) + + .. seealso:: + :meth:`graphein.protein.tensor.io.protein_df_to_tensor` + :meth:`graphein.protein.tensor.io.protein_df_to_chain_tensor` + :meth:`graphein.protein.tensor.sequence.get_sequence` + :meth:`graphein.protein.tensor.sequence.residue_type_tensor` + :meth:`graphein.protein.tensor.sequence.get_residue_id` + + :param df: Protein structure DataFrame + :type df: pd.DataFrame + :param atoms_to_keep: List of atom names to preserve. + See :ref:`graphein.protein.resi_atoms.PROTEIN_ATOMS` + :type atoms_to_keep: List[str] + :return: ``Protein` object populated with attributes. + :rtype: Protein + """ + self.id = id + self.x = protein_df_to_tensor( + df, atoms_to_keep=atoms_to_keep, fill_value=self.fill_value + ) + self.residues = get_sequence( + df, + chains="all", + insertions=False, + list_of_three=True, + ) + self.chains = protein_df_to_chain_tensor(df) + self.residue_id = get_residue_id(df) + self.residue_type = residue_type_tensor(df) + + if node_labels is not None: + self.node_labels = node_labels + + if graph_labels is not None: + self.graph_labels = graph_labels + return self + + def from_data(self, data: Data) -> "Protein": + """Instantiate a ``Protein`` object from a PyTorch Geometric ``Data`` object. + + + Example: + + .. code-block:: python + + >>> import graphein.protein.tensor as gpt + + >>> data = gpt.io.protein_to_pyg( + ... pdb_code="4hhb", # Can alternatively pass a path or a uniprot ID (for AF2) with pdb_path=... and uniprot_id=... + ... chain_selection="ABCD", # Select all 4 chains + ... deprotonate=True, # Deprotonate the structure + ... keep_insertions=False, # Remove insertions + ... keep_hets=[], # Remove HETATMs + ... model_index=1, # Select the first model + ... # Can select a subset of atoms with atom_types=... + ... ) + + >>> protein = gpt.Protein() + >>> protein = protein.from_data(data) + >>> print(protein) + + :param data: PyTorch Geometric Data object + :type data: Data + :return: ``Protein`` object containing the same keys and values + :rtype: Protein + """ + keys = data.keys + for key in keys: + setattr(self, key, getattr(data, key)) + return self + + def to_data(self) -> Data: + """Convert a ``Protein`` object to PyTorch Geometric ``Data`` object. + + .. code-block:: python + + import graphein.protein.tensor as gpt + protein = gpt.Protein().from_pdb_code(pdb_code="3eiy") + + type(protein) # Protein + + pyg_data = protein.to_data() + type(pyg_data) # torch_geometric.data.Data + + :return: Data object containing the same keys and values + :rtype: Data + """ + data = Data() + for i in self.keys: + setattr(data, i, getattr(self, i)) + return data + + def to_dataframe( + self, + x: Optional[Union[AtomTensor, BackboneTensor]] = None, + cache: Optional[str] = None, + **kwargs, + ) -> Union[pd.DataFrame, PandasPdb]: + """Compute a Pandas DataFrame from a ``Protein`` object. + + .. see:: :func:`graphein.protein.tensor.io.to_dataframe` + + :param x: AtomTensor, defaults to ``None`` (uses ``Protein.x``) + :type x: Optional[Union[AtomTensor, BackboneTensor]], optional + :param cache: Whether to store the dataframe as a ``Protein`` attribute, + defaults to ``None``. + :type cache: Optional[str], optional + :param kwargs: Keyword args for + :func:`graphein.protein.tensor.io.to_dataframe` + :return: DataFrame of protein structure. + :rtype: Union[pd.DataFrame, PandasPdb] + """ + + if x is None: + x = self.x + out = to_dataframe( + x=x, + fill_value=self.fill_value, + residue_types=self.residue_type, + chains=self.chains, + **kwargs, + ) + if cache is not None: + setattr(self, cache, out) + return out + + def to_pdb( + self, + out_path: Optional[str] = None, + x: Optional[Union[AtomTensor, BackboneTensor]] = None, + gz: bool = False, + **kwargs, + ): + """Write a ``Protein`` object to a PDB file. + + .. code-block:: python + + import graphein.protein.tensor as gpt + protein = gpt.Protein().from_pdb_code(pdb_code="3eiy") + + protein.to_pdb(out_path="3eiy.pdb") + + # Write only backbone + protein.to_pdb(x=protein.backbone(), out_path="3eiy_backbone.pdb") + + + .. see:: :func:`graphein.protein.tensor.io.to_pdb` + + .. seealso:: :meth:`graphein.protein.tensor.io.to_dataframe` + + + :param x: ``AtomTensor``, defaults to ``None`` (uses ``Protein.x``) + :type x: Optional[Union[AtomTensor, BackboneTensor]], optional + :param out_path: Path to output file, defaults to ``None`` + (``{Protein.id}.pdb``) + :type out_path: Optional[str], optional + :param gz: Whether or not to gzip the output, defaults to ``False`` + :type gz: bool, optional + :param kwargs: Additional arguments to pass to + :func:`graphein.protein.tensor.io.to_pdb` + """ + if out_path is None: + out_path = self.id + ".pdb" + if x is None: + x = self.x + to_pdb(x, out_path, gz, **kwargs) + + def from_pdb_code( + self, + pdb_code: str, + chain_selection: str = "all", + deprotonate: bool = True, + keep_insertions=False, + keep_hets: List[str] = [], + model_index: int = 1, + atom_types: List[str] = PROTEIN_ATOMS, + node_labels: Optional[torch.Tensor] = None, + graph_labels: Optional[torch.Tensor] = None, + ) -> "Protein": # sourcery skip: class-extract-method + data = protein_to_pyg( + pdb_code=pdb_code, + chain_selection=chain_selection, + deprotonate=deprotonate, + keep_insertions=keep_insertions, + keep_hets=keep_hets, + model_index=model_index, + atom_types=atom_types, + ) + if node_labels is not None: + data.node_labels = node_labels + + if graph_labels is not None: + data.graph_labels = graph_labels + + self.from_data(data) + return self + + def from_pdb_file( + self, + pdb_path: str, + chain_selection: str = "all", + deprotonate: bool = True, + keep_insertions=False, + keep_hets: List[str] = [], + model_index: int = 1, + atom_types: List[str] = PROTEIN_ATOMS, + node_labels: Optional[torch.Tensor] = None, + graph_labels: Optional[torch.Tensor] = None, + ) -> "Protein": + data = protein_to_pyg( + pdb_path=pdb_path, + chain_selection=chain_selection, + deprotonate=deprotonate, + keep_insertions=keep_insertions, + keep_hets=keep_hets, + model_index=model_index, + atom_types=atom_types, + ) + if node_labels is not None: + data.node_labels = node_labels + if graph_labels is not None: + data.graph_labels = graph_labels + self.from_data(data) + return self + + def save(self, out_path: str): + """Save a ``Protein`` object to disk in tensor format. + + :param out_path: Path to save Protein to. + :type out_path: str + """ + torch.save(self, out_path) + + def edges( + self, + edge_type: str = "knn_10", + x: Optional[torch.Tensor] = None, + cache: Optional[str] = None, + **kwargs, + ) -> EdgeTensor: + """ + Computes edges for a protein as specified by the ``edge_type`` argument. + If ``x`` is not provided, the edges are calculated based on Alpha Carbon + positions by default. + + .. code-block:: python + import graphein.protein.tensor as gpt + protein = gpt.Protein().from_pdb_code(pdb_code="3eiy") + + protein.compute_edges("knn_8") # Alpha carbon graph with KNN edges (k=8) + protein.compute_edges("eps_6") # Alpha carbon graph with radius (r=6) + + fa = protein.full_atom_coords() + protein.compute_edges("knn_10", x=fa, cache="atomic_edges") # Full atom graph with KNN edges + protein.atomic_edges.shape # torch.Size([2, ...]) + + .. seealso:: + + :meth:`graphein.protein.tensor.edges.compute_edges` + :meth:`graphein.protein.tensor.edges.radius_edges` + :meth:`graphein.protein.tensor.edges.knn_edges` + + :param edge_type: Str denoting type of edges in form + ``{edgetype}_{value}``. E.g. ``"knn_8"`` for KNN with ``k=8``, + ``"eps_6"`` for radius graph with ``r=6``. + :type edge_type: str + :param x: Node feature/position matrix used to calculate edges. If + ``None`` (default), the alpha carbon trace is used. + :type x: Optional[torch.Tensor] + :param cache: String to set edges as a ``Protein`` attribute. If + ``None`` (default), edges are not saved. + :type cache: Optional[str] + """ + if x is None: + x = self.alpha_carbon() + out = compute_edges(x=x, edge_type=edge_type, batch=None, **kwargs) + if cache is not None: + setattr(self, cache, out) + return out + + def edge_distances( + self, + x: CoordTensor, + edge_index: EdgeTensor, + p: float = 2, + cache: Optional[str] = None, + ) -> torch.Tensor: + """Computes the edges distances between nodes. + + :param x: Node positions + :param edge_index: Edge indices + :param p: The norm degree. Can be negative. Default: ``2``.`` + :returns: Edge distances + :rtype: torch.Tensor + """ + out = edge_distances(x=x, edge_index=edge_index, p=p) + if cache is not None: + setattr(self, cache, out) + return out + + # Representation + def alpha_carbon(self, cache: Optional[str] = None) -> CoordTensor: + """Returns the alpha carbon coordinates of the protein as a tensor + of shape ``Length x 3``. + + .. code-block:: python + import graphein.protein.tensor as gpt + protein = gpt.Protein().from_pdb_code(pdb_code="3eiy") + + protein.alpha_carbon().shape # torch.Size([374, 3]) + + protein.alpha_carbon(cache="ca") + protein.ca.shape # torch.Size([374, 3]) + + .. seealso:: :func:`graphein.protein.tensor.representation.get_c_alpha` + + :param cache: If provided, the result will be cached in the ``Protein`` + object with the provided string as the attribute name. Default is + ``None`` (not stored). + :type cache: Optional[str] + :return: Alpha carbon coordinates + :rtype: graphein.protein.tensor.types.CoordTensor + """ + + out = get_c_alpha(self.x) + if cache is not None: + setattr(self, cache, out) + return out + + def backbone(self, cache: Optional[str] = None) -> BackboneTensor: + """ + Returns the backbone coordinates of the protein as a tensor + of shape ``Length x 4 x 3`` (``[N, Ca, C, O]``). + + .. code-block:: python + import graphein.protein.tensor as gpt + protein = gpt.Protein().from_pdb_code(pdb_code="3eiy") + + protein.backbone().shape # torch.Size([374, 4, 3]) + + protein.backbone(cache="bb") + protein.bb.shape # torch.Size([374, 4, 3]) + + .. see:: :meth:`graphein.protein.tensor.representation.get_backbone` + + :param cache: If provided, the result will be cached in the ``Protein`` + object with the provided string as the attribute name. Default is + ``None`` (not stored). + :type cache: Optional[str] + :return: Backbone coordinates ``[Length x 4 x 3]`` + :rtype: graphein.protein.tensor.types.BackboneTensor + """ + out = get_backbone(self.x) + if cache is not None: + setattr(self, cache, out) + return out + + def backbone_frames( + self, cache: Optional[str] = None + ) -> Tuple[BackboneFrameTensor, CoordTensor]: + """Computes backbone rotation frames from an idealised residue. + + .. see:: :func:`graphein.protein.tensor.representation.get_backbone_frames` + + .. seealso:: :func:`graphein.protein.tensor.reconstruction.get_ideal_backbone_coords` + :param cache: If provided, the result will be cached in the ``Protein`` + object with the provided string as the attribute name. Default is + ``None`` (not stored). + :type cache: Optional[str] + :return: _description_ + :rtype: Tuple[BackboneFrameTensor, CoordTensor] + """ + out = get_backbone_frames(self.x) + if cache is not None: + setattr(self, cache, out) + return out + + def idealize_backbone( + self, + x: Optional[Union[AtomTensor, BackboneTensor]] = None, + lr: float = 1e-3, + n_iter: int = 100, + inplace: bool = False, + cache: Optional[str] = None, + ) -> AtomTensor: + """Computes idealised backbone coordinates. + + .. seealso:: + :meth:`graphein.protein.tensor.geometry.idealize_backbone` + + :param lr: Learning rate to use for optimisation, defaults to ``1e-3`` + :type lr: float, optional + :param n_iter: Number of optimisation steps, defaults to ``100`` + :type n_iter: int, optional + :param inplace: Whether or not to optimise the backbone inplace, + defaults to ``False``. + :type inplace: bool, optional + :return: Idealised backbone coordinates + :rtype: AtomTensor + """ + if x is None: + x = self.x + return idealize_backbone(x, lr=lr, n_iter=n_iter, inplace=inplace) + + def full_atom_coords(self, cache: Optional[str] = None) -> CoordTensor: + """Gets the full atom coordinates of the protein. Returns tensor of + shape ``[Length x 3]``. + + .. see:: :func:`graphein.protein.tensor.representation.get_full_atom_coords` + + :param cache: Whether or not to store the coordinates as an attribute, + defaults to ``None`` (note stored). + :type cache: Optional[str], optional + :return: Tensor of atom positions. + :rtype: CoordTensor + """ + out = get_full_atom_coords(self.x, fill_value=self.fill_value) + if cache is not None: + setattr(self, cache, out) + return out + + # Angles + def dihedrals( + self, rad: bool = True, embed: bool = True, cache: Optional[str] = None + ) -> DihedralTensor: + """ + .. see:: :func:`graphein.protein.tensor.angles.dihedrals` + """ + out = dihedrals(self.x, rad=rad, embed=embed) + + if cache is not None: + setattr(self, cache, out) + return out + + def sidechain_torsion(self, cache: Optional[str] = None) -> TorsionTensor: + """ + Computes sidechain torsion angles. + + .. see:: :func:`graphein.protein.tensor.angles.sidechain_torsion` + + :param: cache: If provided, the result will be cached in the ``Protein`` + under the provided string as the attribute name. Default is ``None`` + , (not stored). + :type cache: Optional[str] + """ + return sidechain_torsion(self.x, self.residues) + + def kappa( + self, + cache: Optional[str] = None, + rad: bool = True, + embed: bool = True, + ) -> torch.Tensor: + """ + Computes ``kappa`` virtual angle. + + .. see:: :func:`graphein.protein.tensor.angles.kappa` + + :param: cache: If provided, the result will be cached in the ``Protein`` + under the provided string as the attribute name. Default is ``None``, + (not stored). + :type cache: Optional[str] + """ + out = kappa(self.x, rad=rad, embed=embed) + if cache is not None: + setattr(self, cache, out) + return out + + def alpha( + self, cache: Optional[str] = None, rad: bool = True, embed: bool = True + ) -> torch.Tensor: + """ + Computes ``alpha`` virtual angle. + + .. see:: :func:`graphein.protein.tensor.angles.alpha` + + :param cache: If provided, the result will be cached in the ``Protein`` + under the provided string as the attribute name. Default is ``None``, + (not stored). + :type cache: Optional[str] + """ + out = alpha(self.x, rad=rad, embed=embed) + if cache is not None: + setattr(self, cache, out) + return out + + def align_to( + self, + other: "Protein", + ca_only: bool = True, + return_transformed: bool = True, + cache: Optional[str] = None, + ) -> Union[torch.Tensor, Tuple[torch.Tensor, torch.Tensor]]: + """Aligns the ``Protein`` to another (``other``) tensor using the Kabsch + algorithm. + + .. see:: :func:`graphein.protein.tensor.geometry.kabsch` + + """ + out = kabsch( + self.x, + other.x, + ca_only=ca_only, + fill_value=self.fill_value, + return_transformed=return_transformed, + ) + if cache and return_transformed: + setattr(self, cache, out) + elif cache: + setattr(self, f"{cache}_R", out[0]) + setattr(self, f"{cache}_t", out[1]) + return out + + # Features + def amino_acid_one_hot( + self, num_types: int = 23, cache: Optional[str] = None + ) -> torch.Tensor: + out = F.one_hot(self.residue_type, num_classes=num_types) + if cache is not None: + setattr(self, cache, out) + return out + + # Testing + def is_complete(self) -> bool: + """ + Checks if a ``Protein`` as all the requisite atoms present. + + .. see:: :func:`graphein.protein.tensor.testing.is_complete_structure` + + :return: Boolean indicating whether or not the ``Protein`` has a + complete structure. + :rtype: bool + """ + return is_complete_structure(self.x, self.residues) + + def has_complete_backbone(self) -> bool: + """ + Checks if a ``Protein`` as all backbone atoms present. + + .. see:: :func:`graphein.protein.tensor.testing.has_complete_backbone` + + :return: Boolean indicating whether or not the ``Protein`` has a + complete backbone. + :rtype: bool + """ + return has_complete_backbone(self.x) + + def __eq__(self, __o: object) -> bool: + # sourcery skip: merge-duplicate-blocks, merge-else-if-into-elif + for i in self.keys: + attr_self = getattr(self, i) + attr_other = getattr(__o, i) + + if isinstance(attr_self, torch.Tensor): + if not is_tensor_equal(attr_self, attr_other): + return False + else: + if attr_self != attr_other: + return False + return True + + # Plotting + def plot_distance_matrix( + self, x: Optional[CoordTensor] = None + ) -> go.Figure: + """ + Plots a distance matrix. If ``x`` is not provided, it plots the + alpha carbon contact map. + + :param x: Coordinates to plot, defaults to ``None``. If ``None``, the + alpha carbon coordinates are used. + """ + if x is None: + x = self.alpha_carbon() + return plot_distance_matrix(x) + + def plot_dihedrals(self) -> go.Figure: + dh = ( + dihedrals(self.x) + if "dihedrals" not in self.keys + else self.dihedrals + ) + return plot_dihedrals(dh) + + def plot_structure( + self, atoms: List[str] = ["N", "CA", "C", "O"], lines: bool = True + ) -> go.Figure: + """ + Plots a 3D structure of the protein in Plotly. This can be logged to + WandB. + + .. code-block:: python + import graphein.protein.tensor as gpt + protein = gpt.Protein().from_pdb_code(pdb_code="3eiy") + + protein.plot_structure(atoms=["CA"], lines=True) # Plot CA trace only + protein.plot_structure() # Plot backbone + + + .. seealso:: :meth:`graphein.protein.tensor.plot.plot_structure` + + """ + residue_ids = self.residue_id if hasattr(self, "residue_id") else None + return plot_structure( + self.x, atoms=atoms, lines=lines, residue_ids=residue_ids + ) + + def apply_structural_noise( + self, + x: Optional[Union[AtomTensor, CoordTensor]] = None, + magnitude: float = 0.1, + gaussian: bool = True, + return_transformed: bool = True, + cache: Optional[str] = None, + ) -> Union[AtomTensor, CoordTensor]: + """ + Applies noise to the structure of the protein. + + .. see:: :func:`graphein.protein.tensor.geometry.apply_structural_noise` + + :param x: Coordinates to apply noise to, defaults to ``None``. If + ``None`` (default), ``self.x`` is used. + :param cache: If provided, the result will be cached in the ``Protein`` + under the provided string as the attribute name. Default is ``None``, + (not stored). + """ + if x is None: + x = self.x + out = apply_structural_noise( + x, + magnitude=magnitude, + gaussian=gaussian, + return_transformed=return_transformed, + ) + if cache is not None: + setattr(self, cache, out) + return out + + +class ProteinBatch(Batch): + def __init__( + self, fill_value: float = 1e-5, atom_list: List[str] = PROTEIN_ATOMS + ) -> None: + super().__init__() + self.fill_value = fill_value + self.atom_list = atom_list + + def from_batch( + self, batch: Batch, fill_value: float = 1e-5 + ) -> "ProteinBatch": + for key in batch.keys: + setattr(self, key, getattr(batch, key)) + + if hasattr(batch, "_slice_dict"): + self._slice_dict = batch._slice_dict + + if hasattr(batch, "_inc_dict"): + self._inc_dict = batch._inc_dict + + # self.fill_value = fill_value + return self + + @classmethod + def from_protein_list(cls, proteins: List[Protein]): + # sourcery skip: class-extract-method + proteins = [Protein().from_data(p) for p in proteins] + batch = Batch.from_data_list(proteins) + # self.from_batch(batch) + # return self + return cls().from_batch(batch) + + def from_pdb_codes( + self, + pdb_codes: List[str], + chain_selection: Optional[List[str]] = None, + node_labels: Optional[List[torch.Tensor]] = None, + graph_labels: Optional[List[torch.Tensor]] = None, + model_index: Optional[List[int]] = None, + atom_types: List[str] = PROTEIN_ATOMS, + deprotonate: bool = True, + keep_insertions: bool = False, + keep_hets: List[str] = [], + ): + proteins = [ + Protein().from_pdb_code( + pdb_code=pdb, + chain_selection=chain_selection[i] + if chain_selection is not None + else "all", + deprotonate=deprotonate, + keep_insertions=keep_insertions, + keep_hets=keep_hets, + model_index=model_index[i] if model_index is not None else 1, + atom_types=atom_types, + node_labels=node_labels[i] + if node_labels is not None + else None, + graph_labels=graph_labels[i] + if graph_labels is not None + else None, + ) + for i, pdb in enumerate(pdb_codes) + ] + batch = Batch.from_data_list(proteins) + self.from_batch(batch) + return self + + def from_pdb_files( + self, + pdb_paths: List[str], + chain_selection: Optional[List[str]] = None, + node_labels: Optional[List[torch.Tensor]] = None, + graph_labels: Optional[List[torch.Tensor]] = None, + model_index: Optional[List[int]] = None, + atom_types: List[str] = PROTEIN_ATOMS, + deprotonate: bool = True, + keep_insertions: bool = False, + keep_hets: List[str] = [], + ): + proteins = [ + Protein().from_pdb_file( + pdb_path=pdb, + chain_selection=chain_selection[i] + if chain_selection is not None + else "all", + deprotonate=deprotonate, + keep_insertions=keep_insertions, + keep_hets=keep_hets, + model_index=model_index[i] if model_index is not None else 1, + atom_types=atom_types, + node_labels=node_labels[i] + if node_labels is not None + else None, + graph_labels=graph_labels[i] + if graph_labels is not None + else None, + ) + for i, pdb in enumerate(pdb_paths) + ] + batch = Batch.from_data_list(proteins) + self.from_batch(batch) + return self + + def to_batch(self) -> Batch: + """Returns the ProteinBatch as a torch_geometric.data.Batch object.""" + batch = Batch() + keys = self.keys + for key in keys: + setattr(batch, key, getattr(self, key)) + return batch + + def save(self, out_path: str): + """Save a ``ProteinBatch`` object to disk in tensor format. + + :param out_path: Path to save Protein to. + :type out_path: str + """ + torch.save(self, out_path) + + # Representation + def alpha_carbon(self, cache: Optional[str] = None) -> CoordTensor: + """Returns the alpha carbon coordinates of the protein as a tensor + of shape Length x 3. + + .. code-block:: python + import graphein.protein.tensor as gpt + protein = gpt.ProteinBatch().from_pdb_codes(pdb_codes=["3eiy"]) + + protein.alpha_carbon().shape # torch.Size([374, 3]) + + protein.alpha_carbon(cache="ca") + protein.ca.shape # torch.Size([374, 3]) + + .. seealso:: :meth:`graphein.protein.tensor.representation.alpha_carbon` + + :param cache: If provided, the result will be cached in the Protein + object with the provided string as the attribute name. Default is + ``None`` (not stored). + :type cache: Optional[str] + :return: Alpha carbon coordinates + :rtype: graphein.protein.tensor.types.CoordTensor + """ + + out = get_c_alpha(self.x) + if cache is not None: + setattr(self, cache, out) + return out + + def backbone(self, cache: Optional[str] = None) -> BackboneTensor: + """ + + .. code-block:: python + import graphein.protein.tensor as gpt + protein = gpt.Protein().from_pdb_code(pdb_code="3eiy") + + protein.backbone().shape # torch.Size([374, 4, 3]) + + protein.backbone(cache="bb") + protein.bb.shape # torch.Size([374, 4, 3]) + + .. seealso:: :meth:`graphein.protein.tensor.geometry.get_backbone` + + :param cache: If provided, the result will be cached in the ``Protein`` + object with the provided string as the attribute name. Default is + ``None`` (not stored). + :type cache: Optional[str] + :return: Backbone coordinates ``[Length x 4 x 3]`` + :rtype: graphein.protein.tensor.types.BackboneTensor + """ + out = get_backbone(self.x) + if cache is not None: + setattr(self, cache, out) + return out + + def backbone_frames( + self, cache: Optional[str] = None + ) -> Tuple[BackboneFrameTensor, CoordTensor]: + """Computes backbone rotation frames from an idealised residue. + + .. see:: :func:`graphein.protein.tensor.representation.get_backbone_frames` + + .. seealso:: :func:`graphein.protein.tensor.reconstruction.get_ideal_backbone_coords` + :param cache: If provided, the result will be cached in the ``Protein`` + object with the provided string as the attribute name. Default is + ``None`` (not stored). + :type cache: Optional[str] + :return: _description_ + :rtype: Tuple[BackboneFrameTensor, CoordTensor] + """ + out = get_backbone_frames(self.x) + if cache is not None: + setattr(self, cache, out) + return out + + def edges( + self, + edge_type: str = "knn_10", + x: Optional[torch.Tensor] = None, + cache: Optional[str] = None, + **kwargs, + ) -> EdgeTensor: + """ + Computes edges for a batch of proteins as specified by the ``edge_type`` + argument. If ``x`` is not provided, the edges are calculated based on + Alpha Carbon positions by default. + + .. code-block:: python + import graphein.protein.tensor as gpt + protein = gpt.Protein().from_pdb_code(pdb_code="3eiy") + + batch = gpt.ProteinBatch().from_data_list([protein, protein, protein]) + + batch.compute_edges("knn_8") # Alpha carbon graph with KNN edges (k=8) + batch.compute_edges("eps_6") # Alpha carbon graph with radius (r=6) + + fa = batch.full_atom_coords() + batch.compute_edges("knn_10", x=fa, cache="atomic_edges") # Full atom graph with KNN edges + batch.atomic_edges.shape # torch.Size([2, ...]) + + .. seealso:: + + :func:`graphein.protein.tensor.edges.compute_edges` + :func:`graphein.protein.tensor.edges.radius_edges` + :func:`graphein.protein.tensor.edges.knn_edges` + + :param edge_type: Str denoting type of edges in form + ``{edgetype}_{value}``. E.g. ``"knn_8"`` for KNN with ``k=8``, + ``"eps_6"`` for radius graph with ``r=6``. + :type edge_type: str + :param x: Node feature/position matrix used to calculate edges. If + ``None`` (default), the alpha carbon trace is used. + :type x: Optional[torch.Tensor] + :param cache: String to set edges as a ``Protein`` attribute. If + ``None`` (default), edges are not saved. + :type cache: Optional[str] + """ + if x is None: + x = self.alpha_carbon() + out = compute_edges( + x=x, edge_type=edge_type, batch=self.batch, **kwargs + ) + if cache is not None: + setattr(self, cache, out) + return out + + # Testing + def is_complete(self) -> bool: + return is_complete_structure(self.x, self.residues) + + def has_complete_backbone(self) -> bool: + """Returns ``True`` if the protein has a complete backbone, else + ``False`` + + .. see:: :func:`graphein.protein.tensor.testing.is_complete_structure` + + .. seealso:: :meth:`graphein.protein.tensor.data.ProteinBatch.is_complete` + + :meth:`graphein.protein.tensor.testing.has_complete_backbone` + """ + return has_complete_backbone(self.x, fill_value=self.fill_value) + + def protein_apply( + self, func: Callable[["Protein"], Any], rebatch: bool = False + ) -> Union["ProteinBatch", List[Any]]: + """Applies a function ``func`` to each ``Protein`` in the batch and + returns the result as a list of ``Proteins`` or a new ``ProteinBatch``. + + .. code-block:: python + + import graphein.protein.tensor as gpt + from graphein.protein.tensor.plot import plot_structure + + batch = gpt.data.ProteinBatch().from_pdb_codes( + pdb_codes=["3eiy", "4hhb", "1a0q"] + ) + + def single_plot(protein: gpt.Protein()): + return plot_structure(protein.x, lines=False) + + plots = batch.protein_apply(single_plot) + plots[2] + + + .. note:: + + If the function requires multiple arguments, use ``functools.partial`` + + :param func: Function to apply to each ``Protein`` in the batch. + :type func: Callable[["Protein"], Any] + :return: List of results from applying ``func`` to each ``Protein`` in + the batch. + :param rebatch: If ``True`` the ``Protein``s will be rebatched into a + new ``ProteinBatch``. Else, a list of the output of ``func`` will be + returned, + :rtype: Union["ProteinBatch", List[Any]] + + .. seealso:: + + :meth:`graphein.protein.tensor.data.ProteinBatch.apply_to` + """ + proteins = self.to_protein_list() + + out = [func(p) for p in proteins] + # return ProteinBatch().from_data_list(out) if rebatch else out + return ProteinBatch.from_data_list(out) if rebatch else out + + def apply_to(self, func: Callable[["Protein"], Any], idx: int) -> Any: + """Applies a function ``func`` to the ``Protein`` at index ``idx`` in + the batch. Returns the result of ``func``. + + ..code-block:: + + from graphein.protein.tensor.plot import plot_structure + + def single_plot(protein: gpt.Protein()): + return plot_structure(protein.x, lines=False) + + plot = batch.apply_to(single_plot, 2) + + .. seealso:: :meth:`graphein.protein.tensor.data.ProteinBatch.apply` + + :param func: Function to apply to each ``Protein`` in the batch. + :type func: Callable[["Protein"], Any] + :param idx: Idx of ``Protein`` in the batch to apple the ``func`` to. + :type idx: int + :return: Output of ``func`` + :rtype: Any + """ + return func(self.get_protein(idx)) + + def get_protein(self, idx: int) -> "Protein": + """Returns the ``idx``th protein in the batch.""" + if not hasattr(self, "_slice_dict"): + try: + return self.to_protein_list()[idx] + except Exception as e: + raise e + return separate( + cls=Protein, + batch=self, + idx=idx, + slice_dict=self._slice_dict, + inc_dict=self._inc_dict, + decrement=True, + ) + + def to_protein_list(self) -> List["Protein"]: + """ + Unbatch to a list of Proteins. + + .. code-block:: python + + import graphein.protein.tensor as gpt + + batch = gpt.data.ProteinBatch().from_pdb_codes(pdb_codes=["3eiy", "4hhb", "1a0q"]) + proteins = batch.to_protein_list() # List[Protein] + + :returns: List of Proteins + :rtype: List["Protein"] + """ + if hasattr(self, "_slice_dict"): + return [self.get_protein(i) for i in range(len(self))] + + proteins = [Protein() for _ in range(self.num_graphs)] + + # Iterate over attributes + for k in self.keys: + print(k) + # Get attribute + attr = getattr(self, k) + # Skip ptr + if k == "ptr": + continue + # Unbatch tensors + if isinstance(attr, torch.Tensor) and k != "fill_value": + if attr.shape[0] == len(proteins): + temp = [attr[i] for i in range(len(proteins))] + try: + temp = unbatch(getattr(self, k), self.batch) + # Try unbatch edge index if unbatch fails + except: + temp = unbatch_edge_index(getattr(self, k), self.batch) + # Set tensor attribute on proteins in list + for i, p in enumerate(proteins): + setattr(p, k, temp[i]) + # Add batch list values to proteins in list + elif isinstance(attr, list) or k == "fill_value": + for i, p in enumerate(proteins): + setattr(p, k, attr[i]) + + return proteins + + def __eq__(self, __o: object) -> bool: + # sourcery skip: merge-duplicate-blocks, merge-else-if-into-elif + for i in self.keys: + attr_self = getattr(self, i) + attr_other = getattr(__o, i) + + if isinstance(attr_self, torch.Tensor): + if not is_tensor_equal(attr_self, attr_other): + return False + else: + if attr_self != attr_other: + return False + return True + + def plot_structure( + self, + index: Optional[int] = None, + ) -> go.Figure(): + + plots = self.protein_apply(lambda x: x.plot_structure()) + if index is not None: + plots = [plots[index]] + plots = [p._data for p in plots] + plot_data = list(itertools.chain.from_iterable(plots)) + return go.Figure(data=plot_data) + + # Features + def amino_acid_one_hot( + self, num_types: int = 23, cache: Optional[str] = None + ) -> torch.Tensor: + out = F.one_hot(self.residue_type, num_classes=num_types) + if cache is not None: + setattr(self, cache, out) + return out + + def edge_distances( + self, + x: CoordTensor, + edge_index: EdgeTensor, + p: float = 2, + cache: Optional[str] = None, + ) -> torch.Tensor: + """Computes the edges distances between nodes. + + :param x: Node positions + :param edge_index: Edge indices + :param p: The norm degree. Can be negative. Default: ``2``.`` + :returns: Edge distances + :rtype: torch.Tensor + """ + out = edge_distances(x=x, edge_index=edge_index, p=p) + if cache is not None: + setattr(self, cache, out) + return out + + def apply_structural_noise( + self, + x: Optional[Union[AtomTensor, CoordTensor]] = None, + magnitude: float = 0.1, + gaussian: bool = True, + return_transformed: bool = True, + cache: Optional[str] = None, + ) -> Union[AtomTensor, CoordTensor]: + """ + Applies noise to the structure of the proteins in the batch. + + .. see:: :func:`graphein.protein.tensor.geometry.apply_structural_noise` + + :param x: Coordinates to apply noise to, defaults to ``None``. If + ``None`` (default), ``self.x`` is used. + :param cache: If provided, the result will be cached in the + ``ProteinBatch`` under the provided string as the attribute name. + Default is ``None``, (not stored). + """ + if x is None: + x = self.x + out = apply_structural_noise( + x, + magnitude=magnitude, + gaussian=gaussian, + return_transformed=return_transformed, + ) + if cache is not None: + setattr(self, cache, out) + return out + + +def to_protein( + pdb_path: Optional[str] = None, + pdb_code: Optional[str] = None, + uniprot_id: Optional[str] = None, + chain_selection: str = "all", + deprotonate: bool = True, + keep_insertions: bool = False, + keep_hets: List[str] = [], + model_index: int = 1, + atom_types: List[str] = PROTEIN_ATOMS, +) -> "Protein": + """ + Parses a protein (from either: a PDB code, PDB file or a UniProt ID + (via AF2 database) to a Graphein ``Protein`` object. + + + .. code-block:: python + + import graphein.protein.tensor as gpt + + + # From PDB code + gpt.data.to_protein(pdb_code="3eiy", ...) + + # From PDB Path + gpt.io.to_protein(pdb_path="3eiy.pdb", ...) + + # From UniProt ID + gpt.io.to_protein(uniprot_id="Q5VSL9", ...) + + .. seealso:: + + :func:`graphein.protein.tensor.io.protein_to_pyg` + :func:`graphein.protein.tensor.data.to_protein_mp` + + + :param pdb_path: Path to PDB file. Default is ``None``. + :param pdb_code: PDB accesion code. Default is ``None``. + :param uniprot_id: UniProt ID. Default is ``None``. + :param chain_selection: Selection of chains to include (e.g. ``"ABC"``) or + ``"all"``. Default is ``"all"``. + :param deprotonate: Whether or not to remove Hydrogens. Default is ``True``. + :param keep_insertions: Whether or not to keep insertions. + :param keep_hets: List of heteroatoms to include. E.g. ``["HOH"]``. + :param model_index: Index of model in models containing multiple structures. + :param atom_types: List of atom types to select. Default is: + :const:`graphein.protein.resi_atoms.PROTEIN_ATOMS` + :returns: ``Data`` object with attributes: ``x`` (AtomTensor), ``residues`` + (list of 3-letter residue codes), id (ID of protein), residue_id (E.g. + ``"A:SER:1"``), residue_type (torch.Tensor), ``chains`` (torch.Tensor). + :rtype: Protein + """ + data = protein_to_pyg( + pdb_path=pdb_path, + pdb_code=pdb_code, + uniprot_id=uniprot_id, + chain_selection=chain_selection, + keep_insertions=keep_insertions, + deprotonate=deprotonate, + keep_hets=keep_hets, + model_index=model_index, + atom_types=atom_types, + ) + return Protein().from_data(data) + + +def _mp_constructor( + args: Tuple[str, str], + deprotonate, + keep_insertions, + keep_hets, + model_index, + atom_types, + source: str, +): + func = partial( + to_protein, + deprotonate=deprotonate, + keep_insertions=keep_insertions, + keep_hets=keep_hets, + model_index=model_index, + atom_types=atom_types, + ) + try: + if source == "pdb_code": + return func( + pdb_code=args[0], + chain_selection=args[1], # , model_index=args[2] + ) + elif source == "pdb_path": + return func( + pdb_path=args[0], + chain_selection=args[1], # , model_index=args[2] + ) + elif source == "uniprot_id": + return func( + uniprot_id=args[0], + chain_selection=args[1], + # model_index=args[2], + ) + except Exception as ex: + log.info( + f"Graph construction error (PDB={args[0]})! {traceback.format_exc()}" + ) + log.info(ex) + return None + + +def to_protein_mp( + pdb_paths: Optional[str] = None, + pdb_codes: Optional[str] = None, + uniprot_ids: Optional[str] = None, + chain_selections: Optional[List[str]] = None, + deprotonate: bool = True, + keep_insertions: bool = False, + keep_hets: List[str] = [], + model_index: int = 1, + atom_types: List[str] = PROTEIN_ATOMS, + num_cores: int = 16, +) -> List["Protein"]: + """ + Parallelised parsing of a list of proteins (from either: PDB codes, PDB + files or UniProt IDs (via AF2 database) to a Graphein ``Protein`` object + using multiprocessing. + + + .. code-block:: python + + import graphein.protein.tensor as gpt + + # From PDB codes + gpt.data.to_protein_mp(pdb_codes=["3eiy", "4hhb", ..., num_cores=8]) + + # From PDB Paths + gpt.io.to_protein_mp(pdb_paths=["3eiy.pdb", "4hhb.pdb", ...]) + + # From UniProt IDs + gpt.io.to_protein_mp(uniprot_ids=["Q5VSL9", ...]) + + + .. seealso:: + + :func:`graphein.protein.tensor.io.protein_to_pyg` + :func:`graphein.protein.tensor.data.to_protein` + + + :param pdb_paths: Path to PDB file. Default is ``None``. + :param pdb_codes: PDB accesion code. Default is ``None``. + :param uniprot_ids: UniProt ID. Default is ``None``. + :param chain_selections: Selection of chains to include (e.g. ``"ABC"``) or + ``"all"``. Default is ``"all"``. + :param deprotonate: Whether or not to remove Hydrogens. Default is ``True``. + :param keep_insertions: Whether or not to keep insertions. + :param keep_hets: List of heteroatoms to include. E.g. ``["HOH"]``. + :param model_index: Index of model in models containing multiple structures. + :param atom_types: List of atom types to select. Default is: + :const:`graphein.protein.resi_atoms.PROTEIN_ATOMS` + :param num_cores: Number of cores to use for multiprocessing. + :returns: ``Data`` object with attributes: ``x`` (AtomTensor), ``residues`` + (list of 3-letter residue codes), id (ID of protein), residue_id (E.g. + ``"A:SER:1"``), residue_type (torch.Tensor), ``chains`` (torch.Tensor). + :rtype: List[Protein] + """ + assert ( + pdb_codes is not None + or pdb_paths is not None + or uniprot_ids is not None + ), "Iterable of pdb codes, pdb paths or uniprot IDs required." + + if pdb_codes is not None: + pdbs = pdb_codes + source = "pdb_code" + + if pdb_paths is not None: + pdbs = pdb_paths + source = "pdb_path" + + if uniprot_ids is not None: + pdbs = uniprot_ids + source = "uniprot_id" + + if chain_selections is None: + chain_selections = ["all"] * len(pdbs) + + # if model_indices is None: + # model_indices = [1] * len(pdbs) + + constructor = partial( + _mp_constructor, + source=source, + deprotonate=deprotonate, + keep_insertions=keep_insertions, + keep_hets=keep_hets, + model_index=model_index, + atom_types=atom_types, + ) + + return list( + process_map( + constructor, + [(pdb, chain_selections[i]) for i, pdb in enumerate(pdbs)], + max_workers=num_cores, + ) + ) + + +def get_random_protein() -> "Protein": + """Utility/testing function to get a random proteins.""" + pdbs = ["3eiy", "4hhb", "1a0q", "1hcn"] + pdb = random.choice(pdbs) + return Protein().from_pdb_code(pdb) + + +def get_random_batch(num_proteins: int = 8) -> "ProteinBatch": + """Utility/testing function to get a random batch of proteins.""" + + proteins = [get_random_protein() for _ in range(num_proteins)] + # return ProteinBatch().from_protein_list(proteins) + return ProteinBatch.from_protein_list(proteins) diff --git a/graphein/protein/tensor/dataloader.py b/graphein/protein/tensor/dataloader.py new file mode 100644 index 00000000..963fa058 --- /dev/null +++ b/graphein/protein/tensor/dataloader.py @@ -0,0 +1,90 @@ +from collections.abc import Mapping +from typing import List, Optional, Sequence, Union + +import torch +import torch.utils.data +from torch.utils.data.dataloader import default_collate +from torch_geometric.data import Dataset +from torch_geometric.data.data import BaseData + +from .data import ProteinBatch + + +class Collater: + def __init__(self, follow_batch, exclude_keys): + self.follow_batch = follow_batch + self.exclude_keys = exclude_keys + + def __call__(self, batch): + elem = batch[0] + if isinstance(elem, BaseData): + return ProteinBatch.from_data_list( + batch, self.follow_batch, self.exclude_keys + ) + elif isinstance(elem, torch.Tensor): + return default_collate(batch) + elif isinstance(elem, float): + return torch.tensor(batch, dtype=torch.float) + elif isinstance(elem, int): + return torch.tensor(batch) + elif isinstance(elem, str): + return batch + elif isinstance(elem, Mapping): + return {key: self([data[key] for data in batch]) for key in elem} + elif isinstance(elem, tuple) and hasattr(elem, "_fields"): + return type(elem)(*(self(s) for s in zip(*batch))) + elif isinstance(elem, Sequence): + return [self(s) for s in zip(*batch)] + + raise TypeError(f"DataLoader found invalid type: {type(elem)}") + + def collate(self, batch): # Deprecated... + return self(batch) + + +class ProteinDataLoader(torch.utils.data.DataLoader): + r"""A data loader which merges data objects from a + :class:`torch_geometric.data.Dataset` to a mini-batch. + + + Data objects can be either of type :class:`~graphein.protein.tensor.data.Protein` or + :class:`~torch_geometric.data.Data`. + + Args: + dataset (Dataset): The dataset from which to load the data. + batch_size (int, optional): How many samples per batch to load. + (default: :obj:`1`) + shuffle (bool, optional): If set to :obj:`True`, the data will be + reshuffled at every epoch. (default: :obj:`False`) + follow_batch (List[str], optional): Creates assignment batch + vectors for each key in the list. (default: :obj:`None`) + exclude_keys (List[str], optional): Will exclude each key in the + list. (default: :obj:`None`) + **kwargs (optional): Additional arguments of + :class:`torch.utils.data.DataLoader`. + """ + + def __init__( + self, + dataset: Union[Dataset, Sequence[BaseData]], + batch_size: int = 1, + shuffle: bool = False, + follow_batch: Optional[List[str]] = None, + exclude_keys: Optional[List[str]] = None, + **kwargs, + ): + + if "collate_fn" in kwargs: + del kwargs["collate_fn"] + + # Save for PyTorch Lightning < 1.6: + self.follow_batch = follow_batch + self.exclude_keys = exclude_keys + + super().__init__( + dataset, + batch_size, + shuffle, + collate_fn=Collater(follow_batch, exclude_keys), + **kwargs, + ) diff --git a/graphein/protein/tensor/dataset.py b/graphein/protein/tensor/dataset.py new file mode 100644 index 00000000..34dc9656 --- /dev/null +++ b/graphein/protein/tensor/dataset.py @@ -0,0 +1,546 @@ +"""Pytorch Geometric Dataset classes for Protein Graphs.""" +# Graphein +# Author: Arian Jamasb +# License: MIT +# Project Website: https://github.com/a-r-j/graphein +# Code Repository: https://github.com/a-r-j/graphein +from __future__ import annotations + +import os +from collections.abc import Sequence +from difflib import get_close_matches +from pathlib import Path +from typing import Callable, Dict, Generator, List, Optional, Union + +import networkx as nx +import numpy as np +from loguru import logger as log +from tqdm import tqdm + +from graphein.protein.utils import ( # download_pdb, + download_alphafold_structure, + download_pdb_multiprocessing, + read_fasta, +) +from graphein.utils.utils import import_message + +from ..folding_utils import esmfold +from .data import Protein, ProteinBatch, to_protein_mp + +try: + import torch + from torch_geometric.data import Data, Dataset, InMemoryDataset +except ImportError: + import_message( + "graphein.ml.datasets.torch_geometric_dataset", + "torch_geometric", + conda_channel="pyg", + pip_install=True, + ) + +IndexType = Union[slice, torch.Tensor, np.ndarray, Sequence] + + +class ProteinDataset(Dataset): + def __init__( + self, + root: str, + pdb_dir: str, + out_dir: str, + overwrite: bool = False, + pdb_paths: Optional[List[str]] = None, + pdb_codes: Optional[List[str]] = None, + uniprot_ids: Optional[List[str]] = None, + sequences: Optional[Union[List[str], str]] = None, + graph_labels: Optional[List[torch.Tensor]] = None, + node_labels: Optional[List[torch.Tensor]] = None, + chain_selections: Optional[List[str]] = None, + graph_transformation_funcs: Optional[List[Callable]] = None, + pdb_transform: Optional[List[Callable]] = None, + transform: Optional[Callable] = None, + pre_transform: Optional[Callable] = None, + pre_filter: Optional[Callable] = None, + num_cores: int = 16, + af_version: int = 2, + ): + """Dataset class for protein graphs. + + Dataset base class for creating graph datasets. + See `here `__ for the accompanying tutorial. + + :param root: Root directory where the dataset should be saved. + :type root: str + :param pdb_dir: Directory to save PDB files to. If not specified + (`pdb_dir=`None``), will default to ``root/pdb``. Defaults to + ``None``. + :type pdb_dir: str, optional + :param out_dir: Directory to save output files to. If not specified + (``out_dir=None``), will default to ``root/processed``. Defaults to + ``None``. + :param overwrite: Whether to overwrite existing files. Defaults to + ``False``. + :type overwrite: bool, optional + :param pdb_paths: List of full path of pdb files to load. Defaults to + ``None``. + :type pdb_paths: Optional[List[str]], optional + :param pdb_codes: List of PDB codes to download and parse from the PDB. + Defaults to ``None``. + :type pdb_codes: Optional[List[str]], optional + :param uniprot_ids: List of Uniprot IDs to download and parse from + Alphafold Database. Defaults to ``None``. + :type uniprot_ids: Optional[List[str]], optional + :param sequences: List of protein sequences to predict structures of with + ESMFold. Also accepts a path to a fasta file. Defaults to ``None``. + :type sequences: Optional[Union[List[str], str]], optional + :param graph_label_map: Dictionary mapping PDB/Uniprot IDs to + graph-level labels. Defaults to ``None``. + :type graph_label_map: Optional[Dict[str, Tensor]], optional + :param node_label_map: Dictionary mapping PDB/Uniprot IDs to node-level + labels. Defaults to ``None``. + :type node_label_map: Optional[Dict[str, torch.Tensor]], optional + :param chain_selection_map: Dictionary mapping, defaults to ``None``. + :type chain_selection_map: Optional[Dict[str, List[str]]], optional + :param graph_transformation_funcs: List of functions that consume a + ``nx.Graph`` and return a ``nx.Graph``. Applied to graphs after + construction but before conversion to pyg. Defaults to ``None``. + :type graph_transformation_funcs: Optional[List[Callable]], optional + :param pdb_transform: List of functions that consume a list of paths to + the downloaded structures. This provides an entry point to apply + pre-processing from bioinformatics tools of your choosing. Defaults + to ``None``. + :type pdb_transform: Optional[List[Callable]], optional + :param transform: A function/transform that takes in a + ``torch_geometric.data.Data`` object and returns a transformed + version. The data object will be transformed before every access. + Defaults to ``None``. + :type transform: Optional[Callable], optional + :param pre_transform: A function/transform that takes in an + ``torch_geometric.data.Data`` object and returns a transformed + version. The data object will be transformed before being saved to + disk. Defaults to ``None``. + :type pre_transform: Optional[Callable], optional + :param pre_filter: A function that takes in a + ``torch_geometric.data.Data`` object and returns a boolean value, + indicating whether the data object should be included in the final + dataset. Optional, defaults to ``None``. + :type pre_filter: Optional[Callable], optional + :param num_cores: Number of cores to use for multiprocessing of graph + construction, defaults to ``16``. + :type num_cores: int, optional + :param af_version: Version of AlphaFoldDB structures to use, + defaults to ``2``. + :type af_version: int, optional + """ + # Setup paths + self.root = root + self.pdb_dir = pdb_dir + self.out_dir = out_dir + self.overwrite = overwrite + + # Setup inputs + self.pdb_codes = ( + [pdb.lower() for pdb in pdb_codes] + if pdb_codes is not None + else None + ) + self.uniprot_ids = ( + [up.upper() for up in uniprot_ids] + if uniprot_ids is not None + else None + ) + if sequences is not None: + self.sequences = sequences + self.fold_sequences() + + self.pdb_paths = pdb_paths + if self.pdb_paths is None: + if self.pdb_codes and self.uniprot_ids: + self.structures = self.pdb_codes + self.uniprot_ids + elif self.pdb_codes: + self.structures = pdb_codes + elif self.uniprot_ids: + self.structures = uniprot_ids + # Use local saved pdb_files instead of download or move them to + # self.root/raw dir + else: + if isinstance(self.pdb_paths, list): + self.structures = [ + os.path.splitext(os.path.split(pdb_path)[-1])[0] + for pdb_path in self.pdb_paths + ] + self.pdb_path, _ = os.path.split(self.pdb_paths[0]) + + # Labels & chains + self.chain_selections = chain_selections + if self.chain_selections is not None: + self.chain_selections = [ + chain if chain is not None else "all" + for chain in self.chain_selections + ] + self.graph_labels = graph_labels + self.node_labels = node_labels + self.validate_input() + self.bad_pdbs: List[str] = [] + + # Configs + self.num_cores = num_cores + self.pdb_transform = pdb_transform + self.graph_transformation_funcs = graph_transformation_funcs + self.af_version = af_version + + log.info(f"Creating a dataset from {len(self.structures)} structures.") + log.info(f"PDB Directory: {self.raw_dir}") + log.info(f"Output Directory: {self.processed_dir}") + + # Do overwriting + if self.overwrite: + log.info( + "Overwrite flag is set. Existing files will be overwritten." + ) + else: + log.info( + "Overwrite flag is not set. Existing files will not be regenerated." + ) + if self.overwrite: + log.info("Removing existing (processed) files...") + for f in tqdm(self.processed_file_names): + if os.path.exists(os.path.join(self.processed_dir, f)): + os.remove(os.path.join(self.processed_dir, f)) + super().__init__( + root, + transform=transform, + pre_transform=pre_transform, + pre_filter=pre_filter, + ) + + @property + def raw_file_names(self) -> List[str]: + """Names of raw files in the dataset.""" + return [f"{pdb}.pdb" for pdb in self.structures] + + @property + def processed_file_names(self) -> List[str]: + """Names of processed files to look for""" + if self.chain_selections is not None: + return [ + f"{pdb}_{chain}.pt" + for pdb, chain in zip(self.structures, self.chain_selections) + ] + else: + return [f"{pdb}.pt" for pdb in self.structures] + + @property + def raw_dir(self) -> str: + if hasattr(self, "pdb_dir"): + return self.pdb_dir + else: + return os.path.join(self.root, "raw") + + @property + def processed_dir(self) -> str: + if hasattr(self, "out_dir"): + return self.out_dir + else: + return os.path.join(self.root, "processed") + + def validate_input(self): + if self.graph_labels is not None: + assert len(self.structures) == len( + self.graph_labels + ), "Number of proteins and graph labels must match" + if self.node_labels is not None: + assert len(self.structures) == len( + self.node_labels + ), "Number of proteins and node labels must match" + if self.chain_selections is not None: + assert len(self.structures) == len( + self.chain_selections + ), "Number of proteins and chain selections must match" + assert len( + { + f"{pdb}_{chain}" + for pdb, chain in zip( + self.structures, self.chain_selections + ) + } + ) == len(self.structures), "Duplicate protein/chain combinations" + + def download(self): + """Download the PDB files from RCSB or AlphaFold.""" + if self.pdb_codes: + # Only download undownloaded PDBs + to_download = [ + pdb + for pdb in set(self.pdb_codes) + if ( + not os.path.exists(Path(self.raw_dir) / f"{pdb}.pdb") + or self.overwrite == True + ) + ] + log.info(f"Downloading {len(to_download)} PDBs") + download_pdb_multiprocessing( + to_download, + self.raw_dir, + max_workers=self.num_cores, + strict=False, + ) + self.bad_pdbs = self.bad_pdbs + [ + pdb + for pdb in set(self.pdb_codes) + if not os.path.exists(Path(self.raw_dir) / f"{pdb}.pdb") + ] + if len(self.bad_pdbs) > 0: + log.warning( + f"Failed to download {len(self.bad_pdbs)} PDBs: {self.bad_pdbs}" + ) + log.info("PDB download complete") + if self.uniprot_ids: + log.info( + f"Downloading {len(self.uniprot_ids)}AlphaFold structures" + ) + to_download = [ + pdb + for pdb in set(self.uniprot_ids) + if not os.path.exists(Path(self.raw_dir) / f"{pdb}.pdb") + or self.overwrite == True + ] + [ + download_alphafold_structure( + uniprot, + out_dir=self.raw_dir, + version=self.af_version, + aligned_score=False, + ) + for uniprot in tqdm(to_download) + ] + log.info("AlphaFold download complete") + + def fold_sequences(self): + if isinstance(self.sequences, list): + self.sequences = dict(enumerate(self.sequences)) + elif isinstance(self.sequences, str): + assert os.path.exists( + self.sequences + ), f"Sequence file {self.sequences} does not exist" + self.sequences = read_fasta(self.sequences) + else: + raise ValueError( + "Sequences must be a list of sequences or a path to a file containing sequences" + ) + + log.info(f"Folding {len(self.sequences)} sequences...") + if not hasattr(self, "structures"): + self.structures = [] + for id, seq in tqdm(self.sequences.items()): + # Add ID to list of structures + self.structures += [id] + # Check for existence of file + if ( + os.path.exists(os.path.join(self.raw_dir, f"{id}.pdb")) + and not self.overwrite + ): + continue + else: + esmfold(seq, out_path=os.path.join(self.raw_dir, f"{id}.pdb")) + + def len(self) -> int: + """Returns length of data set (number of structures).""" + return len(self.structures) + + def transform_pdbs(self): + """ + Performs pre-processing of PDB structures before constructing graphs. + """ + structure_files = [ + f"{self.raw_dir}/{pdb}.pdb" for pdb in self.structures + ] + for func in self.pdb_transform: + func(structure_files) + + def transform_protein_graphs(self, graph: Protein) -> Protein: + """ + Applies a series of transformations to a protein graph. + + :param graph: Protein graph + :type graph: Protein + :return: Transformed protein graph + :rtype: Protein + """ + for func in self.graph_transformation_funcs: + graph = func(graph) + return graph + + def process(self): + """Processes structures from files into PyTorch Geometric Data.""" + log.info("Processing PDB files into graphs...") + # Preprocess PDB files + if self.pdb_transform: + log.info(f"Applying PDB transformations: {self.pdb_transform}") + self.transform_pdbs() + else: + log.info("No PDB transformations specified.") + + # Chunk dataset for parallel processing + chunk_size = 128 + + def divide_chunks(l: List[str], n: int = 2) -> Generator: + for i in range(0, len(l), n): + yield l[i : i + n] + + examples: List[List[str]] = list( + divide_chunks(self.structures, chunk_size) + ) + idxs = list(divide_chunks(range(len(self.structures)), chunk_size)) + + if self.chain_selections is None: + chain_selections = ["all"] * len(self.structures) + else: + chain_selections = self.chain_selections + + chain_selections: List[List[str]] = list( + divide_chunks(chain_selections, chunk_size) + ) + + for idx, pdbs, chains in tqdm(zip(idxs, examples, chain_selections)): + # Create graph objects + file_names: List[str] = [f"{self.raw_dir}/{pdb}" for pdb in pdbs] + file_names: List[str] = [ + f if f.endswith(".pdb") else f"{f}.pdb" for f in file_names + ] + print(file_names) + graphs = to_protein_mp( + pdb_paths=file_names, + # config=self.config, + # TODO args + chain_selections=chains, + num_cores=self.num_cores, + ) + + if self.graph_transformation_funcs is not None: + graphs = [self.transform_protein_graphs(g) for g in graphs] + + # Assign labels + if self.graph_labels is not None: + for graph_idx, label_idx in enumerate(idx): + graphs[graph_idx].graph_y = self.graph_labels[label_idx] + if self.node_labels is not None: + for graph_idx, label_idx in enumerate(idx): + graphs[graph_idx].node_y = self.node_labels[label_idx] + + # Apply filters and transforms + if self.pre_filter is not None: + graphs = [g for g in graphs if self.pre_filter(g)] + + if self.pre_transform is not None: + graphs = [self.pre_transform(data) for data in graphs] + + # Save graphs as pickles + for i, (pdb, chain) in enumerate(zip(pdbs, chains)): + if self.chain_selections is None: + torch.save( + graphs[i], + os.path.join(self.processed_dir, f"{pdb}.pt"), + ) + else: + torch.save( + graphs[i], + os.path.join(self.processed_dir, f"{pdb}_{chain}.pt"), + ) + + def get(self, idx: int) -> Protein: + """ + Returns Protein Data object for a given index. + + :param idx: Index to retrieve. + :type idx: int + :return: Protein data object. + """ + if isinstance(idx, int): + if self.chain_selections is None: + return torch.load( + os.path.join( + self.processed_dir, f"{self.structures[idx]}.pt" + ) + ) + return torch.load( + os.path.join( + self.processed_dir, + f"{self.structures[idx]}_{self.chain_selections[idx]}.pt", + ) + ) + elif isinstance(idx, str): + try: + return torch.load( + os.path.join(self.processed_dir, f"{idx}.pt") + ) + except FileNotFoundError: + files = os.listdir(self.processed_dir) + similar_files = get_close_matches( + f"{idx}.pt", files, n=5, cutoff=0.7 + ) + log.error( + f"File {idx}.pt not found. Did you mean: {similar_files}" + ) + + def __getitem__( + self, + idx: Union[int, np.integer, IndexType, str], + ) -> Union["Dataset", Data]: + r"""In case :obj:`idx` is of type integer, will return the data object + at index :obj:`idx` (and transforms it in case :obj:`transform` is + present). + In case :obj:`idx` is a slicing object, *e.g.*, :obj:`[2:5]`, a list, a + tuple, or a :obj:`torch.Tensor` or :obj:`np.ndarray` of type long or + bool, will return a subset of the dataset at the specified indices.""" + if ( + isinstance(idx, (int, np.integer)) + or (isinstance(idx, torch.Tensor) and idx.dim() == 0) + or (isinstance(idx, np.ndarray) and np.isscalar(idx)) + ): + + data = self.get(self.indices()[idx]) + data = data if self.transform is None else self.transform(data) + return data + elif isinstance(idx, str): + data = self.get(idx) + data = data if self.transform is None else self.transform(data) + return data + else: + return self.index_select(idx) + + +class ProteinGraphListDataset(InMemoryDataset): + def __init__( + self, root: str, data_list: List[Data], name: str, transform=None + ): + """Creates a dataset from a list of PyTorch Geometric Data objects. + + :param root: Root directory where the dataset is stored. + :type root: str + :param data_list: List of protein graphs as PyTorch Geometric Data + objects. + :type data_list: List[Data] + :param name: Name of dataset. Data will be saved as ``data_{name}.pt``. + :type name: str + :param transform: A function/transform that takes in an + :obj:`torch_geometric.data.Data` object and returns a transformed + version. The data object will be transformed before every access. + (default: :obj:`None`) + :type transform: Optional[Callable], optional + """ + self.data_list = data_list + self.name = name + super().__init__(root, transform) + self.data, self.slices = torch.load(self.processed_paths[0]) + + @property + def processed_file_names(self): + """The name of the files in the :obj:`self.processed_dir` folder that + must be present in order to skip processing.""" + return f"{self.name}.pt" + + def process(self): + """Saves data files to disk.""" + torch.save(self.collate(self.data_list), self.processed_paths[0]) + log.info(f"Saved dataset to disk: {self.name}") diff --git a/graphein/protein/tensor/edges.py b/graphein/protein/tensor/edges.py new file mode 100644 index 00000000..f1cea646 --- /dev/null +++ b/graphein/protein/tensor/edges.py @@ -0,0 +1,184 @@ +"""Utilities for computing edges.""" +from typing import Optional + +from loguru import logger as log + +from graphein.utils.utils import import_message + +from .types import CoordTensor, EdgeTensor, OptTensor + +try: + import torch +except ImportError: + message = import_message( + "graphein.protein.tensor.edges", + "torch", + conda_channel="pytorch", + pip_install=True, + ) + log.warning(message) + +try: + from torch_geometric.nn.pool import knn_graph, radius_graph +except ImportError: + message = import_message( + "graphein.protein.tensor.edges", + "torch_geometric", + "pyg", + pip_install=True, + ) + + +def compute_edges( + x: torch.Tensor, + edge_type: str = "knn_8", + batch: OptTensor = None, + **kwargs, +) -> EdgeTensor: + """Computes edges for a given node feature (or coordinate) matrix ``x``. + + .. code-block:: python + import torch + import graphein.protein.tensor as gpt + + x = torch.rand(10, 3) + + gpt.compute_edges(x, "knn_8") # KNN with k = 8 + gpt.compute_edges(x, "eps_8") # Radius graph with r = 8 + + :param x: Node features or positions + :param edge_type: Str denoting type of edges in form ``{edgetype}_{value}``. + E.g. ``"knn_8"`` for KNN with ``k=8``, + ``"eps_6"`` for radius graph with ``r=6``. + :returns: Edge indices + :rtype: EdgeTensor + """ + + edge_type = edge_type.lower() + etype = edge_type.split("_")[0] + val = edge_type.split("_")[1] + + if etype == "knn": + return knn_edges(x=x, k=int(val), batch=batch, **kwargs) + elif etype == "eps": + return radius_edges(x=x, radius=float(val), batch=batch, **kwargs) + else: + raise ValueError(f"Edge type {edge_type} not recognised.") + + +def radius_edges( + x: torch.Tensor, + radius: float = 8.0, + batch: Optional[torch.Tensor] = None, + loop: bool = False, + max_num_neighbors: int = 32, + flow: str = "source_to_target", + num_workers: int = 1, +) -> EdgeTensor: + r"""Computes graph edges to all points within a given distance. + + .. code-block:: python + + import torch + import graphein.protein.tensor + + x = torch.Tensor([[-1, -1], [-1, 1], [1, -1], [1, 1]]) + batch = torch.tensor([0, 0, 0, 0]) + edge_index = gpt.radius_graph(x, r=1.5, batch=batch, loop=False) + + Args: + x (Tensor): Node feature matrix + :math:`\mathbf{X} \in \mathbb{R}^{N \times F}`. + r (float): The radius. + batch (LongTensor, optional): Batch vector + :math:`\mathbf{b} \in {\{ 0, \ldots, B-1\}}^N`, which assigns each + node to a specific example. (default: :obj:`None`) + loop (bool, optional): If :obj:`True`, the graph will contain + self-loops. (default: :obj:`False`) + max_num_neighbors (int, optional): The maximum number of neighbors to + return for each element in :obj:`y`. (default: :obj:`32`) + flow (string, optional): The flow direction when using in combination + with message passing (:obj:`"source_to_target"` or + :obj:`"target_to_source"`). (default: :obj:`"source_to_target"`) + num_workers (int): Number of workers to use for computation. Has no + effect in case :obj:`batch` is not :obj:`None`, or the input lies + on the GPU. (default: :obj:`1`) + + """ + return radius_graph( + x, + r=radius, + batch=batch, + loop=loop, + max_num_neighbors=max_num_neighbors, + flow=flow, + num_workers=num_workers, + ) + + +def knn_edges( + x: torch.Tensor, + k: int = 10, + batch: Optional[torch.Tensor] = None, + loop: bool = False, + flow: str = "source_to_target", + num_workers: int = 1, +) -> EdgeTensor: + r"""Computes graph edges to the nearest :obj:`k` points. + + .. code-block:: python + + import torch + import graphein.protein.tensor as gpt + + x = torch.Tensor([[-1, -1], [-1, 1], [1, -1], [1, 1]]) + batch = torch.tensor([0, 0, 0, 0]) + edge_index = gpt.knn_graph(x, k=2, batch=batch, loop=False) + + Args: + x (Tensor): Node feature matrix + :math:`\mathbf{X} \in \mathbb{R}^{N \times F}`. + k (int): The number of neighbors. + batch (LongTensor, optional): Batch vector + :math:`\mathbf{b} \in {\{ 0, \ldots, B-1\}}^N`, which assigns each + node to a specific example. (default: :obj:`None`) + loop (bool, optional): If :obj:`True`, the graph will contain + self-loops. (default: :obj:`False`) + flow (string, optional): The flow direction when using in combination + with message passing (:obj:`"source_to_target"` or + :obj:`"target_to_source"`). (default: :obj:`"source_to_target"`) + cosine (boolean, optional): If :obj:`True`, will use the cosine + distance instead of euclidean distance to find nearest neighbors. + (default: :obj:`False`) + num_workers (int): Number of workers to use for computation. Has no + effect in case :obj:`batch` is not :obj:`None`, or the input lies + on the GPU. (default: :obj:`1`) + """ + return knn_graph( + x, + k=k, + batch=batch, + loop=loop, + flow=flow, + num_workers=num_workers, + ) + + +def edge_distances(x: CoordTensor, edge_index: EdgeTensor, p: float = 2): + """Computes the distances between edges + + :param x: Node positions + :param edge_index: Edge indices + :param p: The norm degree. Can be negative. Default: ``2``.`` + :returns: Edge distances + :rtype: torch.Tensor + """ + return torch.pairwise_distance(x[edge_index[0]], x[edge_index[1]], p=p) + + +def contact_map(x: CoordTensor) -> torch.Tensor: + """Computes the contact map for a set of coordinates + + :param x: Node positions + """ + return torch.cdist(x, x) diff --git a/graphein/protein/tensor/geometry.py b/graphein/protein/tensor/geometry.py new file mode 100644 index 00000000..485b798d --- /dev/null +++ b/graphein/protein/tensor/geometry.py @@ -0,0 +1,397 @@ +"""Utilities for manipulating protein geometry.""" +import copy + +# Graphein +# Author: Arian Jamasb +# License: MIT +# Project Website: https://github.com/a-r-j/graphein +# Code Repository: https://github.com/a-r-j/graphein +from typing import List, Tuple, Union + +from loguru import logger as log + +from graphein.utils.utils import import_message + +from ..resi_atoms import ( + CHI_ANGLES_ATOMS, + IDEAL_BB_BOND_ANGLES, + IDEAL_BB_BOND_LENGTHS, +) +from .angles import get_backbone_bond_angles, get_backbone_bond_lengths +from .representation import get_c_alpha, get_full_atom_coords +from .types import ( + AtomTensor, + BackboneFrameTensor, + BackboneTensor, + CoordTensor, + QuaternionTensor, + RotationMatrix, + RotationMatrixTensor, +) + +try: + import torch + import torch.nn.functional as F +except ImportError: + message = import_message( + "graphein.protein.tensor.geometry", + package="torch", + conda_channel="pytorch", + pip_install=True, + ) + log.warning(message) + +try: + from torch_geometric.data import Batch +except ImportError: + message = import_message( + "graphein.protein.tensor.geometry", + package="torch_geometric", + conda_channel="pyg", + pip_install=True, + ) + log.warning(message) + + +def get_center( + x: Union[AtomTensor, CoordTensor], + ca_only: bool = True, + fill_value: float = 1e-5, +) -> CoordTensor: + """ + Returns the center of a protein. + + .. code-block:: python + import torch + + x = torch.rand((10, 37, 3)) + get_center(x) + + + .. seealso:: + + :meth:`center_protein` + + + :param x: Point Cloud to Center. Torch tensor of shape ``(Length , 3)`` or + ``(Length, num atoms, 3)``. + :param ca_only: If ``True``, only the C-alpha atoms will be used to compute + the center. Only relevant with AtomTensor inputs. Default is ``False``. + :type ca_only: bool + :param fill_value: Value used to denote missing atoms. Default is )``1e-5)``. + :type fill_value: float + :return: Torch tensor of shape ``(N,D)`` -- Center of Point Cloud + :rtype: Union[graphein.protein.tensor.types.AtomTensor, graphein.protein.tensor.types.CoordTensor] + """ + if x.ndim != 3: + return x.mean(dim=0) + if ca_only: + return get_c_alpha(x).mean(dim=0) + + x_flat, _, _ = get_full_atom_coords(x, fill_value=fill_value) + return x_flat.mean(dim=0) + + +def center_protein( + x: Union[AtomTensor, CoordTensor], ca_only: bool = True, fill_value=1e-5 +) -> Union[AtomTensor, CoordTensor]: + """ + Centers a protein in the coordinate system at the origin. + + .. seealso:: + + :meth:`get_center` + + :param x: Point Cloud to Center. Torch tensor of shape ``(Length , 3)`` or + ``(Length, num atoms, 3)``. + :param ca_only: If ``True``, only the C-alpha atoms will be used to compute + the center. Only relevant with AtomTensor inputs. Default is ``False``. + :type ca_only: bool + :param fill_value: Value used to denote missing atoms. Default is ``1e-5``. + :type fill_value: float + :return: Centered Point Cloud of same shape as input. + :rtype: Union[graphein.protein.tensor.types.AtomTensor, graphein.protein.tensor.types.CoordTensor] + """ + center = get_center(x, ca_only=ca_only, fill_value=fill_value) + # Mask missing atoms + fill_mask = torch.where( + x == fill_value, torch.tensor(1.0), torch.tensor(0.0) + ).bool() + centered = x - center + # Restore fill values + centered[fill_mask] = fill_value + return centered + + +def kabsch( + A: Union[AtomTensor, CoordTensor], + B: Union[AtomTensor, CoordTensor], + ca_only: bool = True, + residue_wise: bool = False, + fill_value: float = 1e-5, + return_transformed: bool = True, + allow_reflections: bool = False, +) -> Union[ + CoordTensor, + Tuple[BackboneFrameTensor, torch.Tensor], + Tuple[RotationMatrix, torch.Tensor], +]: + """ + Computes registration between two (2D or 3D) point clouds with known + correspondences using Kabsch algorithm. + + Registration occurs in the zero centered coordinate system, and then + must be transported back. + + .. see:: https://en.wikipedia.org/wiki/Kabsch_algorithm + + .. note:: + + Based on implementation by Guillaume Bouvier (@bougui505): + https://gist.github.com/bougui505/e392a371f5bab095a3673ea6f4976cc8 + + :param A: Torch tensor of shape ``(N,D)`` -- Point Cloud to Align (source) + :param B: Torch tensor of shape ``(N,D)`` -- Reference Point Cloud (target) + :param ca_only: Whether to use only C-alpha atoms for alignment, defaults to + ``True``. If ``False``, all atoms are used. + :param fill_value: Value to fill in for missing atoms, defaults to ``1e-5``. + Only relevant if ``ca_only=False``. + :return: Torch tensor of shape ``(N,D)`` -- Aligned Point Cloud or Optimal + rotation and translation. Rotation matrix is of shape ``(D,D)`` and for + multiplication from the right. + :rtype: Union[graphein.protein.tensor.types.CoordTensor, Tuple[torch.Tensor, torch.Tensor]] + """ + + if residue_wise: + centroid_A = A[:, 1, :].view(-1, 1, 3) + centroid_B = B[:, 1, :].view(-1, 1, 3) + else: + # Get center of mass + centroid_A = get_center(A, ca_only=ca_only, fill_value=fill_value) + centroid_B = get_center(B, ca_only=ca_only, fill_value=fill_value) + + AA = A - centroid_A + BB = B - centroid_B + + # Covariance matrix + H = AA.mT @ BB if residue_wise else AA.T @ BB + U, _, Vt = torch.svd(H) + + if not allow_reflections: + with torch.no_grad(): + if residue_wise: + sign_flip = torch.det(U) * torch.det(Vt.mH) < 0 + else: + det = torch.det(U) * torch.det(Vt.T) + if det < 0.0: + print("Flipping!") + # Vt[-1, -1] *= -1 + if residue_wise: + Vt_ = Vt.clone() + Vt_[sign_flip, -1, :] *= -1 + + R = Vt_ @ U.mT if residue_wise else Vt @ U.T + + t = centroid_B if residue_wise else centroid_B - R @ centroid_A + if residue_wise: + return (R @ AA.mT).mT + t if return_transformed else (R, t) + else: + return R.mm(A.T).T + t.T if return_transformed else (R, t) + + +# @torch.jit.script +def _sqrt_positive_part(x: torch.Tensor) -> torch.Tensor: + """ + Returns ``torch.sqrt(torch.max(0, x))`` but with a zero subgradient where + ``x`` is ``0``. + """ + ret = torch.zeros_like(x) + positive_mask = x > 0 + ret[positive_mask] = torch.sqrt(x[positive_mask]) + return ret + + +def matrix_to_quaternion(matrix: RotationMatrixTensor) -> QuaternionTensor: + """ + Convert rotations given as rotation matrices to quaternions. + Args: + matrix: Rotation matrices as tensor of shape ``(..., 3, 3)``. + Returns: + quaternions with real part first, as tensor of shape ``(..., 4)``. + """ + if matrix.size(-1) != 3 or matrix.size(-2) != 3: + raise ValueError(f"Invalid rotation matrix shape {matrix.shape}.") + + batch_dim = matrix.shape[:-2] + m00, m01, m02, m10, m11, m12, m20, m21, m22 = torch.unbind( + matrix.reshape(batch_dim + (9,)), dim=-1 + ) + + q_abs = _sqrt_positive_part( + torch.stack( + [ + 1.0 + m00 + m11 + m22, + 1.0 + m00 - m11 - m22, + 1.0 - m00 + m11 - m22, + 1.0 - m00 - m11 + m22, + ], + dim=-1, + ) + ) + + # we produce the desired quaternion multiplied by each of r, i, j, k + quat_by_rijk = torch.stack( + [ + # pyre-fixme[58]: `**` is not supported for operand types `Tensor` and + # `int`. + torch.stack( + [q_abs[..., 0] ** 2, m21 - m12, m02 - m20, m10 - m01], dim=-1 + ), + # pyre-fixme[58]: `**` is not supported for operand types `Tensor` and + # `int`. + torch.stack( + [m21 - m12, q_abs[..., 1] ** 2, m10 + m01, m02 + m20], dim=-1 + ), + # pyre-fixme[58]: `**` is not supported for operand types `Tensor` and + # `int`. + torch.stack( + [m02 - m20, m10 + m01, q_abs[..., 2] ** 2, m12 + m21], dim=-1 + ), + # pyre-fixme[58]: `**` is not supported for operand types `Tensor` and + # `int`. + torch.stack( + [m10 - m01, m20 + m02, m21 + m12, q_abs[..., 3] ** 2], dim=-1 + ), + ], + dim=-2, + ) + + # We floor here at 0.1 but the exact level is not important; if q_abs is small, + # the candidate won't be picked. + flr = torch.tensor(0.1).to(dtype=q_abs.dtype, device=q_abs.device) + quat_candidates = quat_by_rijk / (2.0 * q_abs[..., None].max(flr)) + + # if not for numerical problems, quat_candidates[i] should be same (up to a sign), + # forall i; we pick the best-conditioned one (with the largest denominator) + + return quat_candidates[ + F.one_hot(q_abs.argmax(dim=-1), num_classes=4) > 0.5, : + ].reshape(batch_dim + (4,)) + + +def quaternion_to_matrix( + quaternions: QuaternionTensor, +) -> RotationMatrixTensor: + """ + Convert rotations given as quaternions to rotation matrices. + + Args: + quaternions: quaternions with real part first, + as tensor of shape ``(..., 4)``. + + Returns: + Rotation matrices as tensor of shape ``(..., 3, 3)``. + """ + r, i, j, k = torch.unbind(quaternions, -1) + # pyre-fixme[58]: `/` is not supported for operand types `float` and `Tensor`. + two_s = 2.0 / (quaternions * quaternions).sum(-1) + + o = torch.stack( + ( + 1 - two_s * (j * j + k * k), + two_s * (i * j - k * r), + two_s * (i * k + j * r), + two_s * (i * j + k * r), + 1 - two_s * (i * i + k * k), + two_s * (j * k - i * r), + two_s * (i * k - j * r), + two_s * (j * k + i * r), + 1 - two_s * (i * i + j * j), + ), + -1, + ) + return o.reshape(quaternions.shape[:-1] + (3, 3)) + + +def idealize_backbone( + x: Union[AtomTensor, BackboneTensor], + lr: float = 1e-3, + n_iter: int = 100, + inplace: bool = False, +) -> BackboneTensor: + """Idealizes a protein backbone to more closely resemble idealised geometry. + + Adaptation of an implementation by Sergey Ovchinnikov: + https://github.com/sokrypton/tf_proteins/blob/master/coord_to_dihedrals_tools.ipynb + + :param x: Tensor representing the backbone (can include sidechain atoms but + these are not used). + :type x: Union[AtomTensor, BackboneTensor] + :param lr: Learning rate to use with the optimiser (Adam), defaults to + ``1e-3``. + :type lr: float, optional + :param n_iter: Number of optimisation steps to make, defaults to ``100``. + :type n_iter: int, optional + :return: BackboneTensor with idealised geometry. + :rtype: BackboneTensor + """ + if not inplace: + x = copy.deepcopy(x) + x_constant = x + x.requires_grad = True + + def mse(x, y): + return torch.mean((x - y) ** 2) + + def ideal_loss(x, x_constant) -> torch.Tensor: + bl = get_backbone_bond_lengths(x) + ba = get_backbone_bond_angles(x) + + loss_ideal = torch.sum( + torch.norm( + torch.tensor(IDEAL_BB_BOND_LENGTHS, device=bl.device) - bl, + dim=-1, + ) + ) + torch.sum( + torch.norm( + torch.tensor(IDEAL_BB_BOND_ANGLES, device=ba.device) - ba + ), + dim=-1, + ) + loss_ms = mse(x[:, :4, :], x_constant[:, :4, :]) + + return loss_ideal + loss_ms + + opt = torch.optim.Adam([x], lr=lr) + + for _ in range(n_iter): + loss = ideal_loss(x, x_constant) + opt.zero_grad() + loss.backward() + opt.step() + return x + + +def apply_structural_noise( + x: Union[AtomTensor, CoordTensor], + magnitude: float = 0.1, + gaussian: bool = True, + return_transformed: bool = True, +) -> Union[AtomTensor, CoordTensor]: + """ + Generates random noise and adds it to the input tensor. + + :param x: Input tensor + :param magnitude: Magnitude of the noise + :param gaussian: If ``True``, noise is sampled from a Gaussian distribution. + If ``False``, noise is sampled from a uniform distribution. Default is + ``True`` (gaussian). + :param return_transformed: If ``True``, returns the transformed (noised) + tensor. If ``False``, returns the noise tensor. Default is ``True``. + :return: Noised tensor or noise tensor + """ + if gaussian: + noise = torch.randn_like(x, device=x.device) * magnitude + else: + noise = (torch.rand_like(x, device=x.device) - 0.5) * 2 * magnitude + return x + noise if return_transformed else noise diff --git a/graphein/protein/tensor/io.py b/graphein/protein/tensor/io.py new file mode 100644 index 00000000..d8151b6d --- /dev/null +++ b/graphein/protein/tensor/io.py @@ -0,0 +1,458 @@ +"""Utilities for parsing proteins into and out of tensors.""" +# Graphein +# Author: Arian Jamasb +# License: MIT +# Project Website: https://github.com/a-r-j/graphein +# Code Repository: https://github.com/a-r-j/graphein + +from typing import List, Optional, Union + +import numpy as np +import pandas as pd +from biopandas.pdb import PandasPdb +from loguru import logger as log + +from graphein.utils.utils import import_message + +from ..graphs import ( + deprotonate_structure, + filter_hetatms, + read_pdb_to_dataframe, + remove_insertions, + select_chains, + sort_dataframe, +) +from ..resi_atoms import ( + ATOM_NUMBERING, + ELEMENT_SYMBOL_MAP, + PROTEIN_ATOMS, + STANDARD_AMINO_ACID_MAPPING_TO_1_3, + STANDARD_AMINO_ACIDS, +) +from .representation import get_full_atom_coords +from .sequence import ( + get_residue_id, + get_sequence, + infer_residue_types, + residue_type_tensor, +) +from .types import AtomTensor + +try: + from torch_geometric.data import Data +except ImportError: + message = import_message( + submodule="graphein.protein.tensor.io", + package="torch_geometric", + conda_channel="pyg", + pip_install=True, + ) + log.warning(message) + +try: + import torch +except ImportError: + message = import_message( + submodule="graphein.protein.tensor.io", + package="torch", + conda_channel="pytorch", + pip_install=True, + ) + log.warning(message) + + +def get_protein_length(df: pd.DataFrame, insertions: bool = False) -> int: + """Return the number of unique amino acids in the protein. + + Note for future development: this function may return incorrect results + on raw PDB files containing insertions/altlocs. This should not be the case + for proteins processed by the Graphein pre-processing workflow. Caveat + emptor. + + :param df: Protein DataFrame to get length of. + :type df: pd.DataFrame + :param insertions: Whether or not to include insertions in the length. + :type insertions: bool + :return: Number of unique residues. + :rtype: int + """ + # Get unique residues: + if "residue_id" not in df.columns: + ids = ( + df["chain_id"] + + ":" + + df["residue_name"] + + ":" + + df["residue_number"].astype(str) + ) + if insertions: + df["residue_id"] = df.residue_id + ":" + df.insertion + else: + ids = df["residue_id"].values + + return len(set(ids)) + + +def protein_to_pyg( + pdb_path: Optional[str] = None, + pdb_code: Optional[str] = None, + uniprot_id: Optional[str] = None, + chain_selection: str = "all", + deprotonate: bool = True, + keep_insertions: bool = False, + keep_hets: List[str] = [], + model_index: int = 1, + atom_types: List[str] = PROTEIN_ATOMS, +) -> Data: + """ + Parses a protein (from either: a PDB code, PDB file or a UniProt ID + (via AF2 database) to a PyTorch Geometric ``Data`` object. + + + .. code-block:: python + + import graphein.protein.tensor as gpt + + # From PDB code + gpt.io.protein_to_pyg(pdb_code="3eiy") + + # From PDB Path + gpt.io.protein_to_pyg(pdb_path="3eiy.pdb") + + # From UniProt ID + gpt.io.protein_to_pyg(pdb_path="Q5VSL9") + + + :param pdb_path: Path to PDB file. Default is ``None``. + :param pdb_code: PDB accesion code. Default is ``None``. + :param uniprot_id: UniProt ID. Default is ``None``. + :param chain_selection: Selection of chains to include (e.g. ``"ABC"``) or + ``"all"``. Default is ``"all"``. + :param deprotonate: Whether or not to remove Hydrogens. Default is ``True``. + :param keep_insertions: Whether or not to keep insertions. + :param keep_hets: List of heteroatoms to include. E.g. ``["HOH"]``. + :param model_index: Index of model in models containing multiple structures. + :param atom_types: List of atom types to select. Default is: + :const:`graphein.protein.resi_atoms.PROTEIN_ATOMS` + :returns: ``Data`` object with attributes: ``x`` (AtomTensor), ``residues`` + (list of 3-letter residue codes), id (ID of protein), residue_id (E.g. + ``"A:SER:1"``), residue_type (torch.Tensor), ``chains`` (torch.Tensor). + :rtype: torch_geometric.data.Data + """ + + # Get ID + if pdb_path is not None: + id = ( + pdb_path.split("/")[-1] + "_" + chain_selection + if chain_selection != "all" + else pdb_path + ) + elif pdb_code is not None: + id = ( + pdb_code + "_" + chain_selection + if chain_selection != "all" + else pdb_code + ) + elif uniprot_id is not None: + id = ( + uniprot_id + "_" + chain_selection + if chain_selection != "all" + else uniprot_id + ) + + df = read_pdb_to_dataframe( + pdb_path=pdb_path, + pdb_code=pdb_code, + uniprot_id=uniprot_id, + model_index=model_index, + ) + df = select_chains(df, chain_selection) + if deprotonate: + df = deprotonate_structure(df) + if not keep_insertions: + df = remove_insertions(df) + # Remove hetatms + hets = filter_hetatms(df, keep_hets=keep_hets) + df = df.loc[df.record_name == "ATOM"] + df = pd.concat([df] + hets) + df = sort_dataframe(df) + + df["residue_id"] = ( + df["chain_id"] + + ":" + + df["residue_name"] + + ":" + + df["residue_number"].astype(str) + ) + if keep_insertions: + df["residue_id"] = df.residue_id + ":" + df.insertion + + return Data( + x=protein_df_to_tensor(df, atoms_to_keep=atom_types), + residues=get_sequence( + df, + chains=chain_selection, + insertions=keep_insertions, + list_of_three=True, + ), + id=id, + residue_id=get_residue_id(df), + residue_type=residue_type_tensor(df), + chains=protein_df_to_chain_tensor(df), + ) + + +def protein_df_to_chain_tensor( + df: pd.DataFrame, + chains_to_keep: Optional[List[str]] = None, + insertions: bool = False, + one_hot: bool = False, + dtype: torch.dtype = torch.int64, + device: torch.device = torch.device("cpu"), + per_atom: bool = False, +) -> torch.Tensor: + """Returns a tensor of chain IDs for a protein structure. + + :param df: DataFrame of protein structure. Must have a column called + ``"chain_id"`` (and ``insertion`` if the ``insertions=True``). + :type df: pd.DataFrame + :param chains_to_keep: List of chains to retain, defaults to ``None`` + (all chains). + :type chains_to_keep: Optional[List[str]], optional + :param insertions: Whether or not to keep insertions, defaults to ``False`` + :type insertions: bool, optional + :param one_hot: Whether or not to return a one-hot encoded tensor + (``L x num_chains``). If ``False`` an integer tensor is returned. + Defaults to ``False``. + :type one_hot: bool, optional + :return: One hot encoded or integer tensor indicating chain membership for + each residue. + :rtype: torch.Tensor + """ + if "residue_id" not in df.columns: + get_residue_id(df, insertions=insertions) + + # Select chains to keep from user input + if chains_to_keep is not None: + df = df.loc[df.chain_id.isin(chains_to_keep)] + + # Keep or remove insertions + if insertions: + df = df.loc[df.insertion.isin(["", " "])] + + if not per_atom: + chains = pd.Series(df.residue_id.unique()) + chains = chains.str.split(":").str[0] + else: + chains = df.chain_id + + # One-hot encode chain IDs + chains = pd.get_dummies(chains) + chains = torch.tensor(chains.values, dtype=dtype, device=device) + + # Integers instead of one-hot + if not one_hot: + chains = torch.argmax(chains, dim=1) + + return chains + + +def protein_df_to_tensor( + df: pd.DataFrame, + atoms_to_keep: List[str] = PROTEIN_ATOMS, + insertions: bool = False, + fill_value: float = 1e-5, +) -> AtomTensor: + """ + Transforms a DataFrame of a protein structure into a + ``Length x Num_Atoms (default 37) x 3`` tensor. + + :param df: DataFrame of protein structure. + :type df: pd.DataFrame + :param atoms_to_keep: List of atom types to retain in the tensor. + Defaults to :const:`~graphein.protein.resi_atoms.PROTEIN_ATOMS` + :type atoms_to_keep: List[str] + :param insertions: Whether or not to keep insertions. Defaults to ``False``. + :type insertions: bool + :param fill_value: Value to fill missing entries with. Defaults to ``1e-5``. + :type fill_value: float + :returns: ``Length x Num_Atoms (default 37) x 3`` tensor. + :rtype: graphein.protein.tensor.types.AtomTensor + """ + num_residues = get_protein_length(df, insertions=insertions) + df = df.loc[df["atom_name"].isin(atoms_to_keep)] + residue_indices = pd.factorize(get_residue_id(df, unique=False))[0] + atom_indices = df["atom_name"].map(lambda x: atoms_to_keep.index(x)).values + + positions = torch.zeros((num_residues, len(atoms_to_keep), 3)) + fill_value + positions[residue_indices, atom_indices] = torch.tensor( + df[["x_coord", "y_coord", "z_coord"]].values + ).float() + return positions + + +def to_dataframe( + x: AtomTensor, + fill_value: float = 1e-5, + residue_types: Optional[List[str]] = None, + chains: Optional[Union[List[Union[str, int]], torch.Tensor]] = None, + insertions: Optional[List[Union[str, float]]] = None, + b_factors: Optional[Union[List[float], torch.Tensor]] = None, + occupancy: Optional[Union[List[float], torch.Tensor]] = None, + charge: Optional[List[int]] = None, + alt_loc: Optional[List[Union[str, int]]] = None, + segment_id: Optional[List[Union[str, int]]] = None, + biopandas: bool = False, +) -> Union[pd.DataFrame, PandasPdb]: + """Converts an ``AtomTensor`` to a DataFrame. + + ``AtomTensors`` are not a full specification of a structure so missing + values can be manually provided as arguments - otherwise default values are + used. + + .. code-block:: python + + import graphein.protein.tensor as gpt + + protein = gpt.Protein().from_pdb_code("3eiy") + to_dataframe(protein.x) + + .. seealso:: + + :class:`graphein.protein.tensor.types.AtomTensor` + :meth:`graphein.protein.tensor.io.to_pdb` + :meth:`graphein.protein.tensor.sequence.infer_residue_types` + + + :param x: AtomTensor to convert (Shape: ``num residues x 37 x 3``). + :type x: AtomTensor + :param fill_value: Fill value used to denote missing atoms in the + ``AtomTensor``, defaults to ``1e-5``. + :type fill_value: float, optional + :param residue_types: List of three-letter residue IDs (length: num residues + ), defaults to ``None`` (inferred from ``AtomTensor``; this may break + for incomplete structures with missing atoms.) + :type residue_types: Optional[List[str]], optional + :param chains: List or tensor of chain IDs, defaults to ``None`` (``"A"`` + for all residues). + :type chains: Optional[Union[List[Union[str, int]], torch.Tensor]], optional + :param insertions: List of insertion codes, defaults to ``None`` (``""``). + :type insertions: Optional[List[Union[str, float]]], optional + :param b_factors: List or tensor of b factors (length: num residues), + defaults to ``None`` (``""``). + :type b_factors: Optional[List[Union[str, float]]], optional + :param occupancy: List or tensor of occupancy values (length: num residues), + defaults to ``None`` (``1.0``). + :type occupancy: Optional[List[Union[str, float]]], optional + :param charge: List or or tensor of atom charges, defaults to ``None`` + (``"0"``). + :type charge: Optional[List[int]], optional + :param alt_loc: List or tensor of alt_loc codes, defaults to ``None`` + (``""``) + :type alt_loc: Optional[List[Union[str, int]]], optional + :param segment_id: List or tensor of segment IDs, defaults to ``None`` + (``""``). + :type segment_id: Optional[List[Union[str, int]]], optional + :param biopandas: Whether to return a ``pd.DataFrame`` or ``BioPandas`` + ``PandasPdb`` object, defaults to ``False`` (``pd.DataFrame``). + :type biopandas: bool, optional + :return: ``DataFrame`` or ``PandasPdb object``. + :rtype: Union[pd.DataFrame, PandasPdb] + """ + nz = (x - fill_value).nonzero() + nz = nz[torch.where(nz[:, 2] == 0)] + res_nums = nz[:, 0] + 1 + + atom_number = np.arange(1, len(res_nums) + 1) + map = {v: k for k, v in ATOM_NUMBERING.items()} + atom_type = nz[:, 1] + atom_type = [map[a.item()] for a in atom_type] + + if residue_types is None: + residue_types = infer_residue_types( + x, fill_value=fill_value, return_sequence=False + ) + if isinstance(residue_types, torch.Tensor): + residue_types = [ + STANDARD_AMINO_ACID_MAPPING_TO_1_3[STANDARD_AMINO_ACIDS[a]] + for a in residue_types + ] + residue_types = [residue_types[a - 1] for a in res_nums] + element_symbols = [ELEMENT_SYMBOL_MAP[a] for a in atom_type] + + chains = ["A"] * len(res_nums) if chains is None else chains[res_nums - 1] + if segment_id is None: + segment_id = [""] * len(res_nums) + if insertions is None: + insertions = [""] * len(res_nums) + if b_factors is None: + b_factors = [0.0] * len(res_nums) + if occupancy is None: + occupancy = [1.0] * len(res_nums) + if charge is None: + charge = [0] * len(res_nums) + if alt_loc is None: + alt_loc = [""] * len(res_nums) + + blank_1 = [""] * len(res_nums) + blank_2 = [""] * len(res_nums) + blank_3 = [""] * len(res_nums) + blank_4 = [""] * len(res_nums) + + # NB brittle, bad assumption; may break + record_names = ["ATOM" if i < 37 else "HETATM" for i in nz[:, 1]] + coords = get_full_atom_coords(x)[0] + + out = { + "record_name": record_names, + "atom_number": atom_number, + "blank_1": blank_1, + "atom_name": atom_type, + "alt_loc": alt_loc, + "residue_name": residue_types, + "blank_2": blank_2, + "chain_id": chains, + "residue_number": res_nums, + "insertion": insertions, + "blank_3": blank_3, + "x_coord": coords[:, 0], + "y_coord": coords[:, 1], + "z_coord": coords[:, 2], + "occupancy": occupancy, + "b_factor": b_factors, + "blank_4": blank_4, + "segment_id": segment_id, + "element_symbol": element_symbols, + "charge": charge, + "line_idx": atom_number, + } + df = pd.DataFrame().from_dict(out) + + if biopandas: + ppdb = PandasPdb() + ppdb.df["ATOM"] = df + return ppdb + return df + + +def to_pdb(x: AtomTensor, out_path: str, gz: bool = False, **kwargs): + """ + Writes an ``AtomTensor`` to a PDB file. + + .. seealso:: + + :class:`graphein.protein.tensor.types.AtomTensor` + :func:`graphein.protein.tensor.to_dataframe` + + :param x: ``AtomTensor`` describing protein structure to write. + :type x: AtomTensor + :param out_path: Path to output pdb file. + :type out_path: str + :param gz: Whether to gzip out the ouput, defaults to ``False``. + :type gz: bool, optional + :param kwargs: Keyword args for :func:`graphein.protein.tensor.to_dataframe` + """ + df = to_dataframe(x, **kwargs) + ppdb = PandasPdb() + ppdb.df["ATOM"] = df + ppdb.to_pdb(path=out_path, gz=gz, append_newline=True) diff --git a/graphein/protein/tensor/plot.py b/graphein/protein/tensor/plot.py new file mode 100644 index 00000000..e83064ff --- /dev/null +++ b/graphein/protein/tensor/plot.py @@ -0,0 +1,108 @@ +"""Plotting utilities for protein tensors. + +All plots are produced with Plotly and so are loggable to Weights and Biases. +""" +# Graphein +# Author: Arian Jamasb +# License: MIT +# Project Website: https://github.com/a-r-j/graphein +# Code Repository: https://github.com/a-r-j/graphein + +from typing import Any, Dict, List, Optional, Union + +import plotly.express as px +import plotly.graph_objects as go +import torch + +from ..resi_atoms import ATOM_NUMBERING +from .angles import dihedrals_to_rad +from .representation import get_full_atom_coords +from .types import AtomTensor, CoordTensor, DihedralTensor + + +def plot_dihedrals( + dihedrals: DihedralTensor, to_rad: bool = True +) -> go.Figure: + """Plots a heatmap of dihedral angles. + + .. code-block:: python + import torch + + x = torch.rand((32, 6)) + plot_dihedrals(x) + + + .. seealso:: + :meth:`graphein.protein.tensor.angles.dihedrals`` + :meth:`graphein.protein.tensor.angles.dihedrals_to_rad` + :class:`graphein.protein.tensor.types.DihedralTensor` + + :param dihedrals: Tensor of Dihedral Angles + :type dihedrals: graphein.protein.tensor.DihedralTensor + :param to_rad: Whether or not to convert to radians, defaults to ``True`` + :type to_rad: bool, optional + :returns: Plotly figure of dihedral angles (``px.imshow``) + :rtype: go.Figure + """ + if dihedrals.shape[1] == 6 and to_rad: + dihedrals = dihedrals_to_rad(dihedrals, concat=True) + + return px.imshow(dihedrals, aspect="auto") # , vmin=-np.pi, vmax=np.pi) + + +def plot_distance_matrix( + x: Union[CoordTensor, AtomTensor], **kwargs: Dict[str, Any] +) -> go.Figure: + """ + Computes and plots a distance matrix of a ``CoordTensor`` or ``AtomTensor``. + + :param x: Tensor of structure to plot + :type x: Union[CoordTensor, AtomTensor] + :return: Plotly figure of distance matrix (``px.imshow``) + :rtype: go.Figure + """ + if x.ndim == 3: + x = get_full_atom_coords(x, **kwargs) + + dist_mat = torch.cdist(x, x) + return px.imshow(dist_mat) + + +def plot_structure( + x: Union[CoordTensor, AtomTensor], + atoms: List[str] = ["N", "CA", "C", "O", "CB"], + lines: bool = True, + residue_ids: Optional[List[str]] = None, +) -> go.Figure: + """Plots a protein structure in 3D. + + :param x: Coordinates of the protein. Either an AtomTensor + ``(Length x Num Atom Types x 3)`` or a CoordTensor ``(Length x 3)``. + :type x: Union[CoordTensor, AtomTensor] + :param atoms: List of atoms to include in the plot, + defaults to ``["N", "CA", "C", "O", "CB"]``. + :type atoms: List[str], optional + :param lines: Whether or not to join points with lines, + defaults to ``True``. + :type lines: bool, optional + :return: Figure object + :rtype: go.Figure + """ + + mode = "lines" if lines else "markers" + if x.ndim == 2: + fig = go.Figure() + fig.add_trace(go.Scatter3d(x=x[:, 0], y=x[:, 1], z=x[:, 2], mode=mode)) + if x.ndim == 3: + indices = [ATOM_NUMBERING[a] for a in atoms] + fig = go.Figure() + for idx in indices: + fig.add_scatter3d( + x=x[:, idx, 0], + y=x[:, idx, 1], + z=x[:, idx, 2], + mode=mode, + name=atoms[idx], + text=residue_ids, + ) + return fig diff --git a/graphein/protein/tensor/pnerf.py b/graphein/protein/tensor/pnerf.py new file mode 100644 index 00000000..9e78c69f --- /dev/null +++ b/graphein/protein/tensor/pnerf.py @@ -0,0 +1,351 @@ +""" +pNeRF algorithm for parallelized conversion from torsion (dihedral) angles to +Cartesian coordinates implemented with PyTorch. + +Reference implementation in tensorflow by Mohammed AlQuraishi: + https://github.com/aqlaboratory/pnerf/blob/master/pnerf.py +Paper (preprint) by Mohammed AlQuraishi: + https://www.biorxiv.org/content/early/2018/08/06/385450 + +PyTorch implementation modifield from the implementation by Felix Opolka: + https://github.com/FelixOpolka/pnerf-pytorch +""" +import collections +import math +from typing import Optional + +import numpy as np +import torch +import torch.nn.functional as F + +from .angles import ( + dihedrals_to_rad, + get_backbone_bond_angles, + get_backbone_bond_lengths, +) +from .types import AtomTensor, CoordTensor, DihedralTensor + +# Constants +NUM_DIMENSIONS = 3 +NUM_DIHEDRALS = 3 + +BOND_LENGTHS = np.array([1.458, 1.523, 1.320], dtype=np.float32) +BOND_ANGLES = np.array([2.124, 1.941, 2.028], dtype=np.float32) + + +def reconstruct_dihedrals( + dihedrals: DihedralTensor, ground_truth: AtomTensor +) -> AtomTensor: + """ + Reconstructs backbone from dihedral using bond lengths and angles from + ground truth. + + """ + if dihedrals.shape[-1] == 6: + phi, psi, omg = dihedrals_to_rad(dihedrals) + # dihedrals = torch.stack([omg, phi, psi], dim=-1) # This works + dihedrals = torch.stack([phi, psi, omg], dim=-1) + + bond_lengths = get_backbone_bond_lengths(ground_truth) + bond_angles = get_backbone_bond_angles(ground_truth) + bond_angles = torch.index_select( + bond_angles, 1, torch.tensor([1, 2, 0], device=dihedrals.device) + ) + return dihedrals_to_coords(dihedrals, bond_lengths, bond_angles) + + +def dihedrals_to_coords( + dihedral: torch.Tensor, + bond_lengths: Optional[torch.Tensor], + bond_angles: Optional[torch.Tensor], +) -> AtomTensor: + + if dihedral.shape[-1] == 6: + phi, psi, omg = dihedrals_to_rad(dihedral) + # dihedrals = torch.stack([omg, phi, psi], dim=-1) # This works + dihedral = torch.stack([phi, psi, omg], dim=-1) + + if bond_lengths is None: + pts = dihedral_to_point_fixed(dihedral.unsqueeze(1)) + else: + pts = dihedral_to_point_variable( + dihedral.unsqueeze(1), bond_lengths, bond_angles + ) + + return point_to_coordinate(pts) + + +def dihedral_to_point_fixed( + dihedral: torch.Tensor, + bond_lengths: np.ndarray = BOND_LENGTHS, + bond_angles: np.ndarray = BOND_ANGLES, +) -> torch.Tensor: + """ + Takes triplets of dihedral angles (phi, psi, omega) and returns 3D points + ready for use in reconstruction of coordinates. Bond lengths and angles + are based on idealized averages. + + :param dihedral: [NUM_STEPS, BATCH_SIZE, NUM_DIHEDRALS] + :return: Tensor containing points of the protein's backbone atoms. + Shape [NUM_STEPS x NUM_DIHEDRALS, BATCH_SIZE, NUM_DIMENSIONS] + """ + num_steps = dihedral.shape[0] + batch_size = dihedral.shape[1] + + r_cos_theta = torch.tensor( + bond_lengths * np.cos(np.pi - bond_angles), device=dihedral.device + ) + r_sin_theta = torch.tensor( + bond_lengths * np.sin(np.pi - bond_angles), device=dihedral.device + ) + + # point_x = r_cos_theta.view(1, 1, -1).repeat(num_steps, batch_size, 1) + point_x = r_cos_theta.unsqueeze(1) + point_y = torch.cos(dihedral) * r_sin_theta + point_z = torch.sin(dihedral) * r_sin_theta + + # print(point_x.shape) + point = torch.stack([point_x, point_y, point_z]) + # print(point.shape) + point_perm = point.permute(1, 3, 2, 0) + return point_perm.contiguous().view( + num_steps * NUM_DIHEDRALS, batch_size, NUM_DIMENSIONS + ) + + +def dihedral_to_point_variable( + dihedral: torch.Tensor, + bond_lengths: torch.Tensor, + bond_angles: torch.Tensor, +) -> torch.Tensor: + """ + Takes triplets of dihedral angles (phi, psi, omega) and returns 3D points + ready for use in reconstruction of coordinates. Bond lengths and angles + are based on idealized averages. + + :param dihedral: [NUM_STEPS, BATCH_SIZE, NUM_DIHEDRALS] + :return: Tensor containing points of the protein's backbone atoms. + Shape [NUM_STEPS x NUM_DIHEDRALS, BATCH_SIZE, NUM_DIMENSIONS] + """ + num_steps = dihedral.shape[0] + batch_size = dihedral.shape[1] + + r_cos_theta = bond_lengths * torch.cos(np.pi - bond_angles) + r_sin_theta = bond_lengths * torch.sin(np.pi - bond_angles) + + point_x = r_cos_theta.unsqueeze(1) + point_y = (torch.cos(dihedral.squeeze(1)) * r_sin_theta).unsqueeze(1) + point_z = (torch.sin(dihedral.squeeze(1)) * r_sin_theta).unsqueeze(1) + + point = torch.stack([point_x, point_y, point_z]) + point_perm = point.permute(1, 3, 2, 0) + return point_perm.contiguous().view( + num_steps * NUM_DIHEDRALS, batch_size, NUM_DIMENSIONS + ) + + +def point_to_coordinate( + points: torch.Tensor, num_fragments: int = 6 +) -> CoordTensor: + """ + Takes points from dihedral_to_point and sequentially converts them into + coordinates of a 3D structure. + + Reconstruction is done in parallel by independently reconstructing + num_fragments and the reconstituting the chain at the end in reverse order. + The core reconstruction algorithm is NeRF, based on + DOI: 10.1002/jcc.20237 by Parsons et al. 2005. + The parallelized version is described in + https://www.biorxiv.org/content/early/2018/08/06/385450. + + :param points: Tensor containing points as returned by `dihedral_to_point`. + Shape [NUM_STEPS x NUM_DIHEDRALS, BATCH_SIZE, NUM_DIMENSIONS] + :param num_fragments: Number of fragments in which the sequence is split + to perform parallel computation. + :return: Tensor containing correctly transformed atom coordinates. + Shape [NUM_STEPS x NUM_DIHEDRALS, BATCH_SIZE, NUM_DIMENSIONS] + """ + + # Compute optimal number of fragments if needed + total_num_angles = points.shape[0] # NUM_STEPS x NUM_DIHEDRALS + if num_fragments is None: + num_fragments = int(math.sqrt(total_num_angles)) + + # Initial three coordinates (specifically chosen to eliminate need for + # extraneous matmul) + Triplet = collections.namedtuple("Triplet", "a, b, c") + batch_size = points.shape[1] + init_matrix = np.array( + [ + [-np.sqrt(1.0 / 2.0), np.sqrt(3.0 / 2.0), 0], + [-np.sqrt(2.0), 0, 0], + [0, 0, 0], + ], + dtype=np.float32, + ) + init_matrix = torch.from_numpy(init_matrix).to(points.device) + init_coords = [ + row.repeat([num_fragments * batch_size, 1]).view( + num_fragments, batch_size, NUM_DIMENSIONS + ) + for row in init_matrix + ] + init_coords = Triplet( + *init_coords + ) # NUM_DIHEDRALS x [NUM_FRAGS, BATCH_SIZE, NUM_DIMENSIONS] + + # Pad points to yield equal-sized fragments + padding = ( + num_fragments - (total_num_angles % num_fragments) + ) % num_fragments # (NUM_FRAGS x FRAG_SIZE) - (NUM_STEPS x NUM_DIHEDRALS) + points = F.pad( + # points, (0, 0, 0, 0, 0, padding) + points, + (0, 0, 0, 0, 0, padding), + ) # [NUM_FRAGS x FRAG_SIZE, BATCH_SIZE, NUM_DIMENSIONS] + points = points.view( + num_fragments, -1, batch_size, NUM_DIMENSIONS + ) # [NUM_FRAGS, FRAG_SIZE, BATCH_SIZE, NUM_DIMENSIONS] + points = points.permute( + 1, 0, 2, 3 + ) # [FRAG_SIZE, NUM_FRAGS, BATCH_SIZE, NUM_DIMENSIONS] + + # Extension function used for single atom reconstruction and whole fragment + # alignment + def extend(prev_three_coords, point, multi_m): + """ + Aligns an atom or an entire fragment depending on value of `multi_m` + with the preceding three atoms. + + :param prev_three_coords: Named tuple storing the last three atom + coordinates ("a", "b", "c") where "c" is the current end of the + structure (i.e. closest to the atom/ fragment that will be added now). + Shape NUM_DIHEDRALS x [NUM_FRAGS/0, BATCH_SIZE, NUM_DIMENSIONS]. + First rank depends on value of `multi_m`. + :param point: Point describing the atom that is added to the structure. + Shape [NUM_FRAGS/FRAG_SIZE, BATCH_SIZE, NUM_DIMENSIONS] + First rank depends on value of `multi_m`. + :param multi_m: If True, a single atom is added to the chain for + multiple fragments in parallel. If False, an single fragment is added. + Note the different parameter dimensions. + :return: Coordinates of the atom/ fragment. + """ + + bc = F.normalize(prev_three_coords.c - prev_three_coords.b, dim=-1) + # bc = F.normalize(prev_three_coords.b - prev_three_coords.c, dim=-1) + n = F.normalize( + torch.cross(prev_three_coords.b - prev_three_coords.a, bc), dim=-1 + ) + if multi_m: # multiple fragments, one atom at a time + m = torch.stack([bc, torch.cross(n, bc), n]).permute(1, 2, 3, 0) + m = m.to(point.device) ### + else: # single fragment, reconstructed entirely at once. + s = point.shape + (3,) + m = torch.stack([bc, torch.cross(n, bc), n]).permute(1, 2, 0) + m = m.repeat(s[0], 1, 1).view(s) + m = m.to(point.device) ### + coord = ( + torch.squeeze(torch.matmul(m, point.unsqueeze(3)), dim=3) + + prev_three_coords.c + ) + return coord + + # Loop over FRAG_SIZE in NUM_FRAGS parallel fragments, sequentially + # generating the coordinates for each fragment across all batches + coords_list = [None] * points.shape[ + 0 + ] # FRAG_SIZE x [NUM_FRAGS, BATCH_SIZE, NUM_DIMENSIONS] + prev_three_coords = init_coords + + for i in range(points.shape[0]): # Iterate over FRAG_SIZE + coord = extend(prev_three_coords, points[i], True) + coords_list[i] = coord + prev_three_coords = Triplet( + prev_three_coords.b, prev_three_coords.c, coord + ) # b, c, coord + + coords_pretrans = torch.stack(coords_list).permute(1, 0, 2, 3) + + # Loop backwards over NUM_FRAGS to align the individual fragments. For each + # next fragment, we transform the fragments we have already iterated over + # (coords_trans) to be aligned with the next fragment + coords_trans = coords_pretrans[-1] + for i in reversed(range(coords_pretrans.shape[0] - 1)): + # Transform the fragments that we have already iterated over to be + # aligned with the next fragment `coords_trans` + transformed_coords = extend( + Triplet(*[di[i] for di in prev_three_coords]), coords_trans, False + ) + coords_trans = torch.cat([coords_pretrans[i], transformed_coords], 0) + + # coords = F.pad( + # coords_trans[: total_num_angles - 1], (0, 0, 0, 0, 1, 0) + # ) # original + # coords = F.pad(coords_trans[: total_num_angles - 2], (0, 0, 0, 0, 2, 0)) + # coords = F.pad(coords_trans[: total_num_angles - 3], (0, 0, 0, 0, 3, 0)) + # return coords + return coords_trans + + +def sn_nerf( + a: torch.Tensor, + b: torch.Tensor, + c: torch.Tensor, + l_cd: torch.Tensor, + theta: torch.Tensor, + chi: torch.Tensor, + l_bc: torch.Tensor, +): + """Return coordinates for point d given previous points & parameters. Optimized NeRF. + This function has been optimized from the original nerf to be about 20% faster. It + contains fewer normalization steps and total calculations than the original + formulation. See https://doi.org/10.1002/jcc.20237 for details. + + + Args: + a (torch.float32 tensor): (3 x 1) tensor describing point a. + b (torch.float32 tensor): (3 x 1) tensor describing point b. + c (torch.float32 tensor): (3 x 1) tensor describing point c. + l_cd (torch.float32 tensor): (1) tensor describing the length between points + c & d. + theta (torch.float32 tensor): (1) tensor describing angle between points b, c, + and d. + chi (torch.float32 tensor): (1) tensor describing dihedral angle between points + a, b, c, and d. + l_bc (torch.float32 tensor): (1) tensor describing length between points b and c. + Raises: + ValueError: Raises ValueError when value of theta is not in [-pi, pi]. + Returns: + torch.float32 tensor: (3 x 1) tensor describing coordinates of point c after + placement using points a, b, c, and several parameters. + """ + if not (-np.pi <= theta <= np.pi): + raise ValueError( + f"theta must be in radians and in [-pi, pi]. theta = {theta}" + ) + AB = b - a + BC = c - b + bc = BC / l_bc + n = F.normalize(torch.cross(AB, bc), dim=0) + n_x_bc = torch.cross(n, bc) + + M = torch.stack([bc, n_x_bc, n], dim=1).to(chi.device) + + l_cd = l_cd.to(chi.device) + theta = theta.to(chi.device) + c = c.to(chi.device) + D2 = ( + torch.stack( + [ + -l_cd * torch.cos(theta), + l_cd * torch.sin(theta) * torch.cos(chi), + l_cd * torch.sin(theta) * torch.sin(chi), + ] + ) + .to(torch.float32) + .unsqueeze(1) + ) + + D = torch.mm(M, D2).squeeze() + + return D + c diff --git a/graphein/protein/tensor/reconstruction.py b/graphein/protein/tensor/reconstruction.py new file mode 100644 index 00000000..baa9648f --- /dev/null +++ b/graphein/protein/tensor/reconstruction.py @@ -0,0 +1,279 @@ +"""Utilities for reconstructing protein structures.""" + +from typing import Iterable, List, Tuple, Union + +import numpy as np +import torch + +from ..resi_atoms import ATOM_NUMBERING, BB_BUILD_INFO, SC_BUILD_INFO +from .angles import torsion_to_rad +from .pnerf import sn_nerf +from .types import AtomTensor, CoordTensor, TorsionTensor + + +def place_fourth_atom( + a_coord: torch.Tensor, + b_coord: torch.Tensor, + c_coord: torch.Tensor, + length: torch.Tensor, + planar: torch.Tensor, + dihedral: torch.Tensor, +) -> torch.Tensor: + """ + Given 3 coords + a length + a planar angle + a dihedral angle, compute a + fourth coord + + Adapted from the IgFold Implementation (which is under the John's + Hopkins License): + https://github.com/Graylab/IgFold/blob/main/igfold/utils/coordinates.py + + :param a_coord: First coordinate + :type a_coord: torch.Tensor + :param b_coord: Second coordinate + :type b_coord: torch.Tensor + :param c_coord: Third coordinate + :type c_coord: torch.Tensor + :param length: Length of the bond + :type length: torch.Tensor + :param planar: Planar angle + :type planar: torch.Tensor + :param dihedral: Dihedral angle + :type dihedral: torch.Tensor + :return: Fourth coordinate + :rtype: torch.Tensor + """ + bc_vec = b_coord - c_coord + bc_vec = bc_vec / bc_vec.norm(dim=-1, keepdim=True) + + n_vec = (b_coord - a_coord).expand(bc_vec.shape).cross(bc_vec) + n_vec = n_vec / n_vec.norm(dim=-1, keepdim=True) + + m_vec = [bc_vec, n_vec.cross(bc_vec), n_vec] + d_vec = [ + length * torch.cos(planar), + length * torch.sin(planar) * torch.cos(dihedral), + -length * torch.sin(planar) * torch.sin(dihedral), + ] + + return c_coord + sum(m * d for m, d in zip(m_vec, d_vec)) + + +def get_ideal_backbone_coords( + n: int = 1, ca_center: bool = True, device: torch.device = "cpu" +) -> torch.Tensor: + """ + Get idealized backbone ``(N, CA, C, CB)`` coordinates. + + Adapted from the IgFold Implementation (which is under the John's + Hopkins License): + https://github.com/Graylab/IgFold/blob/main/igfold/utils/coordinates.py + + :param center: if ``True`` the reference residue is centered on CA, + otherwise, the center of mass is used. Defaults to ``True``. + :type CA_centered: bool, optional + :return: Idealized backbone coordinates + :rtype: torch.Tensor + """ + N = torch.tensor([[0, 0, -1.458]], dtype=torch.float, device=device) + A = torch.tensor([[0, 0, 0]], dtype=torch.float, device=device) + B = torch.tensor([[0, 1.426, 0.531]], dtype=torch.float, device=device) + C = place_fourth_atom( + B, + A, + N, + torch.tensor(2.460), + torch.tensor(0.615), + torch.tensor(-2.143), + ) + + coords = torch.cat([N, A, C, B]).float() + + if not ca_center: + coords -= coords.mean( + dim=0, + keepdim=True, + ) + + return coords.unsqueeze(0).repeat(n, 1, 1) + + +def place_o_coords(coords: AtomTensor) -> AtomTensor: + """ + Adapted from the IgFold Implementation (which is under the John's + Hopkins License): + https://github.com/Graylab/IgFold/blob/main/igfold/utils/coordinates.py + + :param coords: _description_ + :type coords: _type_ + :return: _description_ + :rtype: _type_ + """ + N = coords[:, 0, :] + A = coords[:, 1, :] + C = coords[:, 2, :] + + o_coords = place_fourth_atom( + torch.roll(N, shifts=-1, dims=0), + A, + C, + torch.tensor(1.231), + torch.tensor(2.108), + torch.tensor(-3.142), + ).unsqueeze(2) + + coords = torch.cat( + [coords, o_coords.view(-1, 1, 3)], + dim=1, + ) + + return coords + + +def dist_mat_to_coords(d: torch.Tensor, k: int = 3) -> CoordTensor: + """ + Computes a set of coordinates that satisfy the (valid) Euclidean + distance matrix ``d``. + + See: https://math.stackexchange.com/questions/156161/finding-the-coordinates-of-points-from-distance-matrix + + :param d: Valid euclidean distance matrix + :type d: torch.Tensor + :param k: Number of dimensions of coordinate output, defaults to ``3``. + :type k: int, optional + :return: Set of coordinates that satisfy the distance matrix ``d``. + :rtype: graphein.protein.tensor.types.CoordTensor + """ + D_ij_2 = torch.pow(d, 2) + D_1i_2 = torch.pow(d[0, :], 2).unsqueeze(1) + D_1j_2 = torch.pow(d[:, 0], 2).unsqueeze(0) + Mij = (D_1i_2 + D_1j_2 - D_ij_2) / 2 + + # try: + U, S, _ = torch.linalg.svd(Mij) + # except Exception: # torch.svd may have convergence issues for GPU and CPU. + # U, S, _ = torch.linalg.svd( + # Mij + 1e-4 * Mij.mean() * torch.rand_like(Mij) + # ) + X = U * torch.sqrt(S) + X = X[:, :k] + return X + + +def build_sidechain( + bb: AtomTensor, + residue_types: List[str], + torsion_angles: TorsionTensor, +) -> AtomTensor: # sourcery skip: assign-if-exp, lift-duplicated-conditional + if torsion_angles.shape[-1] == 8: + torsion_angles = torsion_to_rad(torsion_angles) + torsion_angles = torch.stack(torsion_angles, dim=1) + # Initialise new atom tensor [L x 37 x 3] and fill it with backbone atoms. + # pos = torch.ones_like(x.atom_tensor) * 1e-5 + pos = torch.ones((bb.shape[0], 37, 3), device=bb.device) * 1e-5 + + if bb.shape[1] == 5: + pos[:, :5, :] = bb + cb_skip = True + elif bb.shape[1] == 4: + pos[:, :4, :] = bb + cb_skip = False + + # Get the residues in the batch (list of 3-letter AA codes) + # batch_seq = list(chain.from_iterable(x.node_id)) + # nodes = [n.split(":")[1] for n in batch_seq] + + # Iterate over residues + # for i, res in enumerate(nodes): + for i, res in enumerate(residue_types): + start = i == 0 + next_res = pos[i, :] if i == len(residue_types) - 1 else None + + build_vals = _get_build_params(res) + last_torsion = None + # Iterate over atoms + for j, (bond, pbond, angle, torsion, atom_name) in enumerate( + build_vals + ): + # Skip CB as we place it in BB construction + if atom_name[-1] == "CB" and cb_skip: + continue + if start and next_res is not None: + a, b, c = pos[i + 1, 0], pos[i, 1], pos[i, 2] # N+, CA, C + elif start: + a, b, c = pos[i - 1, 2], pos[i, 0], pos[i, 1] # C-, N, CA + else: + idxs = [ATOM_NUMBERING[atom] for atom in atom_name[:-1]] + a, b, c = ( + pos[i, idxs[0]], + pos[i, idxs[1]], + pos[i, idxs[2]], + ) # N, CA, C + + # Select correct torsion angle + if type(torsion) is str and torsion == "p": + if j == 5 and res == "ARG": + torsion = torch.tensor(0.0) + else: + torsion = torsion_angles[i, j - 1] + elif ( + type(torsion) is str + and torsion == "i" + and last_torsion is not None + ): + torsion = last_torsion - np.pi + + # Get coordinates of new point + new_pt = sn_nerf(a, b, c, bond, angle, torsion, pbond) + # Assign new point to atom tensor + pos[i, ATOM_NUMBERING[atom_name[-1]]] = new_pt + last_torsion = torsion + + return pos + + +def _get_build_params( + res: str, +) -> Iterable[ + Tuple[ + torch.Tensor, + torch.Tensor, + torch.Tensor, + Union[torch.Tensor, str], + List[str], + ] +]: + """ + Returns iterable of sidechain construction params for a residue. + + Derived from OpenFold: + https://github.com/aqlaboratory/openfold/blob/main/openfold/np/residue_constants.py + + :param res: Residue name (3-letter code) + :type res: str + :return: Iterable of sidechain construction params + :rtype: Iterable[Tuple[torch.Tensor, torch.Tensor, torch.Tensor, Union[torch.Tensor, str], List[str]]] + """ + build_params = SC_BUILD_INFO[res] + bond_vals = [ + torch.tensor(b, dtype=torch.float32) + for b in build_params["bonds-vals"] + ] + pbond_vals = [ + torch.tensor(BB_BUILD_INFO["BONDLENS"]["n-ca"], dtype=torch.float32) + ] + [ + torch.tensor(b, dtype=torch.float32) + for b in build_params["bonds-vals"] + ][ + :-1 + ] + angle_vals = [ + torch.tensor(a, dtype=torch.float32) + for a in build_params["angles-vals"] + ] + torsion_vals = [ + torch.tensor(t, dtype=torch.float32) if t not in ["p", "i"] else t + for t in build_params["torsion-vals"] + ] + atom_names = [t.split("-") for t in build_params["torsion-names"]] + + return zip(bond_vals, pbond_vals, angle_vals, torsion_vals, atom_names) diff --git a/graphein/protein/tensor/representation.py b/graphein/protein/tensor/representation.py new file mode 100644 index 00000000..58545f96 --- /dev/null +++ b/graphein/protein/tensor/representation.py @@ -0,0 +1,146 @@ +"""Utility functions for converting between representations of protein structures.""" +# Graphein +# Author: Arian Jamasb +# License: MIT +# Project Website: https://github.com/a-r-j/graphein +# Code Repository: https://github.com/a-r-j/graphein + +from typing import List, Tuple, Union + +from loguru import logger as log + +from graphein.utils.utils import import_message + +from .reconstruction import get_ideal_backbone_coords +from .types import AtomTensor, BackboneFrameTensor, BackboneTensor, CoordTensor + +try: + import torch +except ImportError: + message = import_message( + "graphein.protein.tensor.representation", + "torch", + conda_channel="pytorch", + pip_install=True, + ) + log.warning(message) + + +def get_full_atom_coords( + atom_tensor: AtomTensor, fill_value: float = 1e-5 +) -> Tuple[CoordTensor, torch.Tensor, torch.Tensor]: + """Converts an ``AtomTensor`` to a full atom representation. + + Return tuple of coords ``(N_atoms x 3)``, residue_index ``(N_atoms)``, + atom_type ``(N_atoms x [0-36])`` + + + :param atom_tensor: AtomTensor of shape + ``(N_residues, N_atoms (default is 37), 3)`` + :type atom_tensor: graphein.protein.tensor.AtomTensor + :param fill_value: Value used to fill missing values. Defaults to ``1e-5``. + :return: Tuple of coords, residue_index, atom_type + :rtype: Tuple[CoordTensor, torch.Tensor, torch.Tensor] + """ + # Get number of atoms per residue + filled = atom_tensor[:, :, 0] != fill_value + nz = filled.nonzero() + residue_index = nz[:, 0] + atom_type = nz[:, 1] + coords = atom_tensor.reshape(-1, 3) + coords = coords[coords != fill_value].reshape(-1, 3) + return coords, residue_index, atom_type + + +def get_c_alpha(x: AtomTensor, index: int = 1) -> CoordTensor: + """Returns tensor of C-alpha atoms: ``(L x 3)`` + + :param x: Tensor of atom positions of shape: + ``(N_residues, N_atoms (default=37), 3)`` + :type x: graphein.protein.tensor.types.AtomTensor + :param index: Index of C-alpha atom in dimension 1 of the AtomTensor. + :type index: int + + .. seealso:: :func:`get_backbone` + """ + return x if x.ndim == 2 else x[:, index, :] + + +def get_backbone( + x: AtomTensor, backbone_indices: List[int] = [0, 1, 2, 3] +) -> BackboneTensor: + """Returns tensor of backbone atoms: ``(L x 4 x 3)`` + + :param x: AtomTensor to extract backbone from + :type x: AtomTensor + :param backbone_indices: List of indices of ``[N, Ca, C, O]`` atoms (in + order). + :return: Tensor of backbone atoms. + :rtype: BackboneTensor + """ + indices = torch.tensor(backbone_indices, device=x.device) + return x[:, indices, :] + + +def coarsen_sidechain( + x: AtomTensor, + backbone_indices: List[int] = [0, 1, 2, 3], + aggregation: str = "mean", +) -> CoordTensor: + """Returns tensor of sidechain centroids: ``(L x 3`` + + :param x: Tensor of atom positions of shape + ``(N_residues, N_atoms (default=37), 3)`` + :type x: graphein.protein.tensor.AtomTensor + :param backbone_indices: List of indices in dimension 1 of the AtomTensor + that correspond to backbone atoms (N, Ca, C, O). Defaults to + ``[0, 1, 2, 3]``. + :type backbone_indices: List[int] + :param aggregation: Aggregation method to use. Defaults to ``"mean"``. + :type aggregation: str + :return: Tensor of sidechain centroids of shape ``(N_residues, 3)`` + :rtype: graphein.protein.tensor.CoordTensor + :raises NotImplementedError: If aggregation method is not implemented. + """ + # sourcery skip: remove-unnecessary-else, swap-if-else-branches + # Select indices + sidechain_indices = [ + a for a in range(x.shape[1]) if a not in backbone_indices + ] + sidechain_points = x[:, sidechain_indices, :] + + # Compute mean sidechain position + if aggregation == "mean": + sidechain_points = torch.mean(sidechain_points, dim=1) + # TODO mask filled positions + else: + raise NotImplementedError( + f"Aggregation method {aggregation} not implemented." + ) + + return sidechain_points + + +def get_backbone_frames( + x: Union[AtomTensor, BackboneTensor], + bb_indices: List[int] = [0, 1, 2, 4], +) -> Tuple[BackboneFrameTensor, CoordTensor]: + """ + Return the backbone frames from the atom tensor (tuple of rotation matrices + and alpha carbon positions). + + .. note:: ``bb_indices`` should be in the order ``[N, Ca, C, Cb]`` + + :param x: Structure to get backbone rotation frames for + :type x: Union[AtomTensor, BackboneTensor] + :return: Tuple of RotationMatrices and Translations + """ + from .geometry import kabsch + + # Get idealised residues centered on CA at origin + bb = get_ideal_backbone_coords(x.shape[0], ca_center=True, device=x.device) + indices = torch.tensor(bb_indices, device=x.device) + + return kabsch( + bb, x[:, indices, :], residue_wise=True, return_transformed=False + ) diff --git a/graphein/protein/tensor/sequence.py b/graphein/protein/tensor/sequence.py new file mode 100644 index 00000000..8ffae155 --- /dev/null +++ b/graphein/protein/tensor/sequence.py @@ -0,0 +1,251 @@ +"""Utilities for working with protein sequences.""" +# Graphein +# Author: Arian Jamasb +# License: MIT +# Project Website: https://github.com/a-r-j/graphein +# Code Repository: https://github.com/a-r-j/graphein +from functools import lru_cache +from typing import Dict, List, Optional, Tuple, Union + +import pandas as pd +from loguru import logger as log + +from graphein.utils.utils import import_message + +from ..resi_atoms import ( + ATOM_NUMBERING_MODIFIED, + RESI_THREE_TO_1, + STANDARD_AMINO_ACIDS, + STANDARD_RESIDUE_ATOMS, +) +from .types import AtomTensor + +try: + import torch + import torch.nn.functional as F +except ImportError: + message = import_message( + "graphein.protein.tensor.sequence", + "torch", + conda_channel="pytorch", + pip_install=True, + ) + log.warning(message) + + +def get_sequence( + df: pd.DataFrame, + chains: str = "all", + insertions: bool = False, + list_of_three: bool = False, + three_to_one_map: Optional[str] = None, + per_atom: bool = False, +) -> Union[str, List[str]]: + """ + Retrieves the amino acid sequence from a DataFrame of a protein structure. + + :param df: DataFrame of protein structure. + :type df: pd.DataFrame + :param chains: List of chains to retain, defaults to ``None`` (all chains). + :type chains: Optional[List[str]], optional + :param insertions: Whether or not to keep insertions, defaults to ``False`` + :type insertions: bool, optional + :param list_of_three: Whether or not to return a list of three letter codes. + If ``False``, returns the sequence as a one-letter code string. + Defaults to ``False``. + :type list_of_three: bool, optional + :return: Amino acid sequence; either as list of three-letter codes + (``["ALA", "GLY", "TRP"...]``; ``list_of_three=True``) or string + (``AGW..``; ``list_of_three=False``). + :rtype: Union[str, List[str]] + """ + # Select chains + if chains != "all": + df = df.loc[df.chain_id.isin(list(chains))] + + # Assign residues IDs + if "residue_id" not in df.columns: + df["residue_id"] = ( + df.chain_id + + ":" + + df.residue_name + + ":" + + df.residue_number.astype(str) + ) + if insertions: + df["residue_id"] = df.residue_id + ":" + df.insertion + + # Get residue from unique IDs + if per_atom: + sequence = [res.split(":")[1] for res in df.residue_id] + else: + sequence = [res.split(":")[1] for res in df.residue_id.unique()] + + # Convert to one letter code + if list_of_three: + # if three_to_one_map is not None: + # map = RESI_THREE_TO_1 + # sequence = [three_to_one_map[res] for res in sequence] + return sequence + else: + return "".join([RESI_THREE_TO_1[res] for res in sequence]) + + +def get_residue_id( + df: pd.DataFrame, insertions: bool = False, unique: bool = True +) -> List[str]: + """ + Returns a list of residue IDs from a DataFrame of a protein structure. + + Residue IDs are of the form: ``[chain_id:residue_name:residue_number]`` or + ``[chain_id:residue_name:residue_number:insertion_code]` if + ``insertions=True`` + + E.g. + + ``["A:SER:1", "A:GLY:2", ...]`` or ``["A:SER:1:A", "A:GLY:2:", ...]`` + + :param df: DataFrame of protein structure to extract residue IDs from. + :type df: pd.DataFrame + :param insertions: Whether or not to include insertion codes in the residue + ID. + :param unique: Whether or not to return only unique residue IDs. If + ``False``, it returns a (repeated) ID for each atom in the protein. If + ``True`` we return the unique set of residue IDs. Default is ``True``. + :type unique: bool, optional + :return: List of residue IDs. + :rtype: List[str] + """ + if "residue_id" not in df.columns: + df["residue_id"] = ( + df.chain_id + + ":" + + df.residue_name + + ":" + + df.residue_number.astype(str) + ) + if insertions: + df["residue_id"] = df.residue_id + ":" + df.insertion.astype(str) + return list(df.residue_id.unique()) if unique else list(df.residue_id) + + +def residue_type_tensor( + df: pd.DataFrame, + vocabulary: List[str] = STANDARD_AMINO_ACIDS, + three_to_one_mapping: Dict[str, str] = RESI_THREE_TO_1, + one_hot: bool = False, + insertions: bool = False, + dtype: torch.dtype = torch.long, + device: torch.device = torch.device("cpu"), + per_atom: bool = False, +) -> torch.Tensor: + """Returns a tensor of the residue types in a protein structure. + + :param df: DataFrame of protein structure. + :type df: pd.DataFrame + :param vocabulary: List of allowable residue types, defaults to + :ref:`graphein.protein.resi_atoms.STANDARD_AMINO_ACIDS` + :type vocabulary: List[str], optional + :param three_to_one_mapping: Mapping from three letter to codes to one + letter amino acid codes, defaults to + :ref:`graphein.protein.resi_atoms.RESI_THREE_TO_1` + :type three_to_one_mapping: Dict[str, str], optional + :param one_hot: Whether to return a tensor of integers denoting residue + type or whether to one-hot encode residue types, defaults to ``False``. + :type one_hot: bool, optional + :param insertions: Whether or not to include insertions, defaults to + ``False``. + :type insertions: bool, optional + :param dtype: torch.dtype of tensor, defaults to ``torch.long`` + :type dtype: torch.dtype, optional + :param device: Device to create tensor on, defaults to + ``torch.device("cpu")`` + :type device: torch.device, optional + :return: Tensor of residue types. + :rtype: torch.Tensor + """ + residues = get_sequence( + df, insertions=insertions, list_of_three=True, per_atom=per_atom + ) + + # Convert to one letter code + residues = [three_to_one_mapping[res] for res in residues] + + residues = torch.tensor( + [vocabulary.index(res) for res in residues], + dtype=dtype, + device=device, + ) + + if one_hot: + residues = F.one_hot(residues, num_classes=len(vocabulary)) + return residues + + +@lru_cache(maxsize=1) +def get_atom_indices( + invert: bool = False, +) -> Union[Dict[str, Tuple[int, ...]], Dict[Tuple[int, ...], str]]: + """ + Generates a dictionary mapping residue types to atom indices. + + :param invert: If ``True``, inverts the dictionary so that the keys are the + atom indices and the values are the residue types, defaults to ``False`` + :type invert: bool, optional + :return: Dictionary mapping residue types to atom indices or vice versa + :rtype: Union[Dict[str, Tuple[int, ...]], Dict[Tuple[int, ...], str]] + """ + index_map = { + k: tuple(sorted([ATOM_NUMBERING_MODIFIED[i] for i in v])) + for k, v in STANDARD_RESIDUE_ATOMS.items() + } + if invert: + index_map = {v: k for k, v in index_map.items()} + return index_map + + +def infer_residue_types( + x: AtomTensor, fill_value: float = 1e-5, return_sequence: bool = True +) -> Union[str, List[str]]: + """ + Infers residue types from atom tensor based on non-filled residues. + + .. note:: This function is not robust to structures with missing atoms. + + :param x: Tensor of shape ``(N, Num Atoms, 3)`` where ``N`` is the number + of residues in the protein, ``Num Atoms`` is the number of atoms + selected (default is ``37``, + see: :ref:`graphein.protein.resi_atoms.ATOM_NUMBERING`) + :type x: AtomTensor + :param fill_value: Fill value used to denote the absence of an atom in ``x`` + , defaults to ``1e-5``. + :type fill_value: float, optional + :param return_sequence: If ``True``, returns the sequence. If ``False``, + returns a list of three-letter residue codes, defaults to ``True``. + :type return_sequence: bool, optional + :return: Sequence or list of three-letter residue codes + :rtype: Union[str, List[str]] + """ + rmap: Dict[Tuple[int, ...], str] = get_atom_indices(invert=True) + + def _get_index(y: torch.Tensor) -> str: + indices = ( + torch.nonzero(torch.sum(y != fill_value, dim=1)) + .squeeze(1) + .tolist() + ) + # remove oxt if present + oxt_index = ATOM_NUMBERING_MODIFIED["OXT"] + indices = tuple(i for i in indices if i != oxt_index) + try: + identity = rmap[indices] + except KeyError: + identity = "UNK" + return identity + + seq = [_get_index(x[i, :, :]) for i in range(x.shape[0])] + + if return_sequence: + seq = "".join([RESI_THREE_TO_1[res] for res in seq]) + + return seq diff --git a/graphein/protein/tensor/testing.py b/graphein/protein/tensor/testing.py new file mode 100644 index 00000000..a29e0afa --- /dev/null +++ b/graphein/protein/tensor/testing.py @@ -0,0 +1,197 @@ +"""Utilities for sanity checking protein tensors.""" +from functools import partial +from typing import List, Tuple, Union + +from loguru import logger as log + +from graphein.utils.utils import import_message + +from ..resi_atoms import ( + ATOM_NUMBERING_MODIFIED, + STANDARD_AMINO_ACID_MAPPING_TO_1_3, +) +from .sequence import get_atom_indices +from .types import AtomTensor, BackboneTensor, CoordTensor, ResidueTensor + +try: + import torch +except ImportError: + message = import_message( + "graphein.protein.tensor.testing", + "torch", + conda_channel="pytorch", + pip_install=True, + ) + log.warning(message) + + +def has_nan(x: torch.Tensor) -> bool: + """Checks a tensor for ``NaN`` values. + + :param x: Tensor to check for ``NaN`` values + :type x: torch.Tensor + :return: Boolean indicating whether the tensor contains NaN values. + :rtype: bool + """ + return x.isnan().any() + + +assert_tensor_equal = partial(torch.testing.assert_close, rtol=0, atol=0) +is_tensor_equal = partial(torch.allclose, rtol=0, atol=0) + + +def has_complete_backbone( + x: Union[AtomTensor, BackboneTensor], + fill_value: float = 1e-5, + backbone_indices: List[int] = [0, 1, 2, 3], +) -> bool: + """ + Checks a protein coordinate tensor (``L x Num Atoms (default 37) x 3``) for + a complete backbone assignment. + + If ``fill_value`` entries are found in the ``backbone_indices`` (dim 1) then + the backbone is not considered complete and we return ``False``. If no + entries with the ``fill_value`` are found, we return ``True``. + + :param x: Atom Tensor to check backbone completeness. + :type x: graphein.protein.tensor.types.AtomTensor + :param fill_value: Fill value used in the ``AtomTensor``. Default is ``1e-5``. + :type fill_value: Float + :param backbone_indices: List of indices in dimension 1 of the AtomTensor + to be checked. Defaults to ``[0, 1, 2, 3]`` for ``[N, Ca, C, O]`` in the + default assignment. + :type backbone_indices: List[int]. + :return: Boolean indicating whether the backbone is complete. + :rtype: bool + + .. seealso:: + + :func:`graphein.protein.tensor.testing.has_complete_residue` + :func:`graphein.protein.tensor.testing.is_complete_structure` + + + """ + indices = torch.tensor(backbone_indices) + return torch.sum(x[:, indices] == fill_value) == 0 + + +def has_complete_residue( + x: ResidueTensor, residue_type: str, fill_value: float = 1e-5 +) -> bool: + """Checks whether a residue has all of the requisite atoms. + + :param x: Tensor of shape ``37 x 3`` of atom coordinates. + :type x: torch.Tensor + :param residue_type: 1 or 3-letter code of residue type. + :type residue_type: str + :param fill_value: Fill value used to denote the absence of an atom, + defaults to ``1e-5``. + :type fill_value: float, optional + :return: Boolean indicating whether the residue has all of the requisite + atoms. + :rtype: bool + + .. seealso:: + + :func:`graphein.protein.tensor.testing.has_complete_residue` + :func:`graphein.protein.tensor.testing.is_complete_structure` + """ + if len(residue_type) == 1: + residue_type = STANDARD_AMINO_ACID_MAPPING_TO_1_3[residue_type] + true_residue_indices = get_atom_indices()[residue_type] + + def _get_index(y: torch.Tensor) -> Tuple[int, ...]: + indices = ( + torch.nonzero(torch.sum(y != fill_value, dim=1)) + .squeeze(1) + .tolist() + ) + # remove oxt if present + oxt_index = ATOM_NUMBERING_MODIFIED["OXT"] + indices = tuple(i for i in indices if i != oxt_index) + return indices + + present_indices = _get_index(x) + return present_indices == true_residue_indices + + +def is_complete_structure( + x: AtomTensor, residues: Union[List[str], str], fill_value: float = 1e-5 +) -> bool: + """Checks whether a protein structure has all of the requisite atoms. + + :param x: AtomTensor to check for completeness. + :type x: graphein.protein.tensor.types.AtomTensor + :param residues: List of 1 or 3-letter codes of residue types. + :type residues: Union[List[str], str] + :param fill_value: Fill value used to denote the absence of an atom, + defaults to ``1e-5``. + :type fill_value: float, optional + :return: Boolean indicating whether the structure has all of the requisite + atoms. + :rtype: bool + + .. seealso:: + + :func:`graphein.protein.tensor.sequence.infer_residue_types` + """ + length = x.shape[0] + assert ( + len(residues) == length + ), "Length of sequence must match coordinate tensor in dimension 0." + + if isinstance(residues, str): + residues = list(residues) + + return all( + has_complete_residue(x[i], residues[i], fill_value=fill_value) + for i in range(length) + ) + + +def random_atom_tensor(length: int = 64) -> AtomTensor: + """Returns a random tensor of shape ``length x 37 x 3``. + + + .. seealso:: + + :func:`random_coord_tensor` + :func:`graphein.protein.tensor.data.get_random_protein` + :func:`graphein.protein.tensor.data.get_random_batch` + + :param length: Length of random protein, defaults to ``64`` + :type length: int, optional + :return: Random tensor of shape ``length x 37 x 3`` + :rtype: AtomTensor + """ + return torch.rand((length, 37, 3)) + + +def random_coord_tensor(length: int = 64) -> CoordTensor: + """Returns a random tensor of shape ``length x 3``. + + .. seealso:: + :func:`random_atom_tensor` + :func:`graphein.protein.tensor.data.get_random_protein` + :func:`graphein.protein.tensor.data.get_random_batch` + + :param length: Length of random coordinates, defaults to ``64`` + :type length: int, optional + :return: Random tensor of shape ``length x 3`` + :rtype: CoordTensor + """ + return torch.rand((length, 3)) + + +def fill_missing_o_coords(x: AtomTensor): + # TODO + raise NotImplementedError + + +def fill_missing_backbone( + x: Union[AtomTensor, CoordTensor], fill_value: float = 1e-5 +) -> Union[AtomTensor, BackboneTensor]: + if has_complete_backbone(x, fill_value): + return x + # TODO + raise NotImplementedError diff --git a/graphein/protein/tensor/types.py b/graphein/protein/tensor/types.py new file mode 100644 index 00000000..a37a10a8 --- /dev/null +++ b/graphein/protein/tensor/types.py @@ -0,0 +1,206 @@ +"""Types for graphein.protein.tensor. + +Graphein provides many types for commonly used tensors of specific shapes. +""" +# Graphein +# Author: Arian Jamasb +# License: MIT +# Project Website: https://github.com/a-r-j/graphein +# Code Repository: https://github.com/a-r-j/graphein +from typing import NewType, Optional, Union + +import torch +from torchtyping import TensorType + +# Positions +AtomTensor = NewType("AtomTensor", TensorType[-1, 37, 3]) +""" +``TensorType[-1, 37, 3]`` + +Tensor of atom coordinates. The first dimension is the length of the protein, +the second the number of canonical atom types. The last dimension contains the +x,y,z positions. + +.. seealso:: :class:`ResidueTensor` :class:`CoordTensor` +""" + +BackboneTensor = NewType("BackboneTensor", TensorType[-1, 4, 3]) +""" +``TensorType[-1, 4, 3]`` + +Tensor of backbone atomic coordinates. The first dimension is the length of the +protein (or batch), the second dimension corresponds to ``[N, Ca, C, O]`` atoms +and the last dimension contains the x,y,z coordinates. + +.. seealso:: :ref:`graphein.protein.tensor.types.AtomTensor + +""" + +ResidueTensor = NewType("ResidueTensor", TensorType[37, 3]) +""" +``TensorType[37, 3]`` + +Tensor of atom coordinates for a residue. Each index in dimension one +corresponds to an atom (See: :ref:`graphein.protein.resi_atoms.ATOM_NUMBERING`). +The last dimension contains the x,y,z positions. Missing atoms are denoted by a +fill value (default = ``1e-5``). + +.. seealso:: :class:`AtomTensor` :class:`CoordTensor` +""" + + +CoordTensor = NewType("CoordTensor", TensorType[-1, 3]) +""" +``TensorType[-1, 3]`` + +Tensor of coordinates. The first dimension is the length of the protein +(or batch of proteins), the last dimension contains the x,y,z positions.""" + +PositionTensor = NewType("PositionTensor", Union[AtomTensor, CoordTensor]) +""" +Union[:ref:`graphein.protein.tensor.types.AtomTensor, +:ref:`graphein.protein.tensor.types.CoordTensor] + + +Union of ``AtomTensor`` and ``CoordTensor``. + +.. seealso:: :class:`AtomTensor`, :class:`CoordTensor` +""" + +# Represenations +BackboneFrameTensor = NewType("BackboneFrameTensor", TensorType[-1, 3, 3]) +""" +``TensorType[-1, 3, 3]`` + +Tensor of backbone frames as rotation matrices. The first dimension is the +length of the protein, the second and third dimensions specify a rotation matrix +relative to an idealised residue. + +.. seealso:: + :ref:`graphein.protein.tensor.reconstruction.get_ideal_backbone_coords +""" + +ResidueFrameTensor = NewType("ResidueFrameTensor", TensorType[3, 3]) +""" +``TensorType[3, 3]`` + +.. seealso:: :class:`BackboneFrameTensor` +""" + + +# Rotations +EulerAngleTensor = NewType("EulerAngleTensor", TensorType[-1, 3]) + +QuaternionTensor = NewType("QuaternionTensor", TensorType[-1, 4]) +""" +``TensorType[-1, 4]`` + +Tensor of quaternions. The first dimension is the length of the protein +(or batch), the second dimension is the quaternion. + +.. see:: https://en.wikipedia.org/wiki/Quaternion +""" + + +TransformTensor = NewType("TransformTensor", TensorType[-1, 4, 4]) + + +RotationMatrix2D = NewType("RotationMatrix2D", TensorType[2, 2]) +""" +``TensorType[2, 2]`` + +Specifies a 2D rotation matrix. + +.. seealso:: :class:`RotationMatrix3D` :class:`RotationMatrix` :class:`RotationTensor` +""" + +RotationMatrix3D = NewType("RotationMatrix3D", TensorType[3, 3]) +""" +``TensorType[3, 3]`` + +Specifies a 3D rotation matrix. + +.. seealso:: :class:`RotationMatrix2D` :class:`RotationMatrix` :class:`RotationTensor` +""" + +RotationMatrix = NewType( + "RotationMatrix", Union[RotationMatrix2D, RotationMatrix3D] +) +""" +``Union[RotationMatrix3D, RotationMatrix2D]`` + +Specifies a rotation matrix in either 2D or 3D. + +.. seealso:: :class:`RotationMatrix2D` :class:`RotationMatrix3D` :class:`RotationTensor` +""" + + +RotationMatrixTensor = NewType("RotationMatrixTensor", TensorType[-1, 3, 3]) + +RotationTensor = NewType( + "RotationTensor", Union[QuaternionTensor, RotationMatrixTensor] +) + + +# Angles +DihedralTensor = NewType( + "DihedralTensor", Union[TensorType[-1, 3], TensorType[-1, 6]] +) +""" +``Union[TensorType[-1, 3], TensorType[-1, 6]]`` + +Tensor of backbone dihedral angles (phi, psi, omega). Either in degrees/radians +or embedded on the unit sphere ``[cos(phi), sin(phi), cos(psi), sin(psi), ...]`` + +.. seealso:: + + :meth:graphein.protein.tensor.angles.dihedrals, + :meth:graphein.protein.tensor.angles.dihedrals_to_rad + :meth:graphein.protein.tensor.plot.plot_dihedrals + +""" + +TorsionTensor = NewType( + "TorsionTensor", Union[TensorType[-1, 4], TensorType[-1, 8]] +) +""" +``Union[TensorType[-1, 4], TensorType[-1, 8]]`` + +Tensor of sidechain torsion angles ``[chi1, chi2, chi3, chi4]``. Either in +degrees/radians or embedded on the unit sphere: +``[cos(chi1), sin(chi1), cos(chi2), sin(chi2), ...]``. + +.. seealso:: + + :meth:graphein.protein.tensor.angles.sidechain_torsions, + :meth:graphein.protein.tensor.angles.torsions_to_rad + +""" + +BackboneFrameTensor = NewType("BackboneFrameTensor", TensorType[-1, 3, 3]) +""" +``TensorType[-1, 3, 3]`` + +Tensor of backbone frames as rotation matrices. The first dimension is the +length of the protein, the second and third dimensions specify a rotation matrix +relative to an idealised residue. + +.. seealso:: + + :meth:`graphein.protein.tensor.reconstruction.get_ideal_backbone_coords` + :meth:`graphein.protein.tensor.representation.get_backbone_frames` +""" + +ResidueFrameTensor = NewType("ResidueFrameTensor", TensorType[3, 3]) +""" +``TensorType[-1, 3, 3]`` + +.. seealso:: :class:`BackboneFrameTensor` +""" + +EdgeTensor = NewType("EdgeTensor", TensorType[2, -1]) + + +ScalarTensor = NewType("ScalarTensor", TensorType[-1]) + +OptTensor = NewType("OptTensor", Optional[torch.Tensor]) diff --git a/graphein/protein/utils.py b/graphein/protein/utils.py index 4ed0b75e..0d8af70d 100644 --- a/graphein/protein/utils.py +++ b/graphein/protein/utils.py @@ -16,6 +16,7 @@ import networkx as nx import pandas as pd +import requests import wget from biopandas.pdb import PandasPdb from loguru import logger as log @@ -56,6 +57,37 @@ def get_obsolete_mapping() -> Dict[str, str]: return obs_dict +def read_fasta(file_path: str) -> Dict[str, str]: + """ + Reads a FASTA file and returns a dictionary mapping sequence names to + their identifiers. + + :param file_path: Path to FASTA file. + :type file_path: str + :return: Dictionary mapping sequence names to their identifiers. + :rtype: Dict[str, str] + """ + sequences = {} + current_sequence_name = None + current_sequence = "" + + with open(file_path, "r") as file: + for line in file: + if line.startswith(">"): + if current_sequence_name: + sequences[current_sequence_name] = current_sequence + + current_sequence_name = line[1:].strip() + current_sequence = "" + else: + current_sequence += line.strip() + + if current_sequence_name: + sequences[current_sequence_name] = current_sequence + + return sequences + + def download_pdb_multiprocessing( pdb_codes: List[str], out_dir: Union[str, Path], @@ -432,3 +464,43 @@ def is_tool(name: str) -> bool: :rtype: bool """ return which(name) is not None + + +def esmfold( + sequence: str, + out_path: Optional[str] = None, + version: int = 1, + format: str = "pdb", +): + """Fold a protein sequence using the ESMFold model from the ESMFold server at + https://api.esmatlas.com/foldSequence/v1/pdb/. + + + Parameters + ---------- + sequence : str + A protein sequence in one-letter code. + out_path : str, optional + Path to save the PDB file to. If `None`, the file is not saved. + Defaults to `None`. + version : int, optional + The version of the ESMFold model to use. Defaults to `1`. + Returns + -------- + self + """ + URL = f"https://api.esmatlas.com/foldSequence/v{version}/{format}/" + + headers: Dict[str, str] = { + "Content-Type": "application/x-www-form-urlencoded", + } + + cif = requests.post(URL, data=sequence, headers=headers).text + # append header + header = "\n".join( + [f"data_{sequence}", "#", f"_entry.id\t{sequence}", "#\n"] + ) + cif = header + cif + if out_path is not None: + with open(out_path, "w") as f: + f.write(cif) diff --git a/graphein/protein/visualisation.py b/graphein/protein/visualisation.py index f9b68159..b831a78f 100644 --- a/graphein/protein/visualisation.py +++ b/graphein/protein/visualisation.py @@ -264,7 +264,7 @@ def node_scale_by(G: nx.Graph, feature: str): # Meiler embedding dimension p = re.compile("meiler-([1-7])") - dim = p.search(feature).group(1) + dim = p.search(feature)[1] if dim: return lambda k: node_size_min + node_size_multiplier * max( 0, G.nodes(data=True)[k]["meiler"][f"dim_{dim}"] @@ -642,23 +642,17 @@ def plot_distance_matrix( title = "Distance matrix" if use_plotly: - fig = px.imshow( + return px.imshow( dist_mat, x=x_range, y=y_range, labels=dict(color="Distance"), title=title, ) - else: - if show_residue_labels: - tick_labels = x_range - else: - tick_labels = [] - fig = sns.heatmap( - dist_mat, xticklabels=tick_labels, yticklabels=tick_labels - ).set(title=title) - - return fig + tick_labels = x_range if show_residue_labels else [] + return sns.heatmap( + dist_mat, xticklabels=tick_labels, yticklabels=tick_labels + ).set(title=title) def plot_distance_landscape( @@ -751,6 +745,7 @@ def asteroid_plot( show_legend: bool = True, node_size_multiplier: float = 10, ) -> Union[plotly.graph_objects.Figure, matplotlib.figure.Figure]: + # sourcery skip: remove-unnecessary-else, swap-if-else-branches """Plots a k-hop subgraph around a node as concentric shells. Radius of each point is proportional to the degree of the node @@ -820,8 +815,7 @@ def asteroid_plot( return_as_rgba=True, ) show_legend_bools = [ - (True if x not in edge_colors[:i] else False) - for i, x in enumerate(edge_colors) + x not in edge_colors[:i] for i, x in enumerate(edge_colors) ] edge_trace = [] for i, (u, v) in enumerate(subgraph.edges()): @@ -888,15 +882,15 @@ def asteroid_plot( ) data = edge_trace + [node_trace] if show_edges else [node_trace] - fig = go.Figure( + return go.Figure( data=data, layout=go.Layout( - title=title if title else f'Asteroid Plot - {g.graph["name"]}', + title=title or f'Asteroid Plot - {g.graph["name"]}', width=width, height=height, titlefont_size=16, legend=dict(yanchor="top", y=1, xanchor="left", x=1.10), - showlegend=True if show_legend else False, + showlegend=show_legend, hovermode="closest", margin=dict(b=20, l=5, r=5, t=40), xaxis=dict( @@ -907,7 +901,6 @@ def asteroid_plot( ), ), ) - return fig else: nx.draw_shell(subgraph, nlist=shells, with_labels=show_labels) @@ -997,7 +990,7 @@ def plot_chord_diagram( ================ ================== =============================== :type kwargs: Dict[str, Any] """ - mat = nx.adjacency_matrix(g) + mat = nx.adjacency_matrix(g).todense() names = list(g.nodes) if show_names: if g.graph["node_type"] == "chain": diff --git a/notebooks/datasets_and_dataloaders.ipynb b/notebooks/datasets_and_dataloaders.ipynb new file mode 100644 index 00000000..abbb4576 --- /dev/null +++ b/notebooks/datasets_and_dataloaders.ipynb @@ -0,0 +1,21758 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Datasets and DataLoaders\n", + "\n", + "We provide Dataset and DataLoader classes for working with Graphein's ``Protein`` data structure. These are analagous to those found in PyTorch and PyTorch Geometric.\n", + "\n", + "\n", + "## 1. List Datasets\n", + "\n", + "List datasets are the most straightforward for datasets that are small enough to fit in memory. They are also very flexible - all the preprocessing is offloaded to the user - and simply wrap a list of Proteins (or Data) into a dataset.\n", + "\n", + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/a-r-j/graphein/blob/master/notebooks/protein_tensors.ipynb) [![GitHub](https://img.shields.io/badge/-View%20on%20GitHub-181717?logo=github&logoColor=ffffff)](https://github.com/a-r-j/graphein/blob/master/notebooks/protein_tensors.ipynb)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import graphein\n", + "graphein.verbose(False)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 20/20 [00:04<00:00, 4.32it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[Protein(fill_value=1e-05, atom_list=[37], chains=[574], residue_type=[574], residues=[574], x=[574, 37, 3], residue_id=[574], id='4hhb', y=[1]), Protein(fill_value=1e-05, atom_list=[37], chains=[174], residue_type=[174], residues=[174], x=[174, 37, 3], residue_id=[174], id='3eiy', y=[1]), Protein(fill_value=1e-05, atom_list=[37], chains=[574], residue_type=[574], residues=[574], x=[574, 37, 3], residue_id=[574], id='4hhb', y=[1]), Protein(fill_value=1e-05, atom_list=[37], chains=[174], residue_type=[174], residues=[174], x=[174, 37, 3], residue_id=[174], id='3eiy', y=[1]), Protein(fill_value=1e-05, atom_list=[37], chains=[574], residue_type=[574], residues=[574], x=[574, 37, 3], residue_id=[574], id='4hhb', y=[1]), Protein(fill_value=1e-05, atom_list=[37], chains=[174], residue_type=[174], residues=[174], x=[174, 37, 3], residue_id=[174], id='3eiy', y=[1]), Protein(fill_value=1e-05, atom_list=[37], chains=[574], residue_type=[574], residues=[574], x=[574, 37, 3], residue_id=[574], id='4hhb', y=[1]), Protein(fill_value=1e-05, atom_list=[37], chains=[174], residue_type=[174], residues=[174], x=[174, 37, 3], residue_id=[174], id='3eiy', y=[1]), Protein(fill_value=1e-05, atom_list=[37], chains=[574], residue_type=[574], residues=[574], x=[574, 37, 3], residue_id=[574], id='4hhb', y=[1]), Protein(fill_value=1e-05, atom_list=[37], chains=[174], residue_type=[174], residues=[174], x=[174, 37, 3], residue_id=[174], id='3eiy', y=[1]), Protein(fill_value=1e-05, atom_list=[37], chains=[574], residue_type=[574], residues=[574], x=[574, 37, 3], residue_id=[574], id='4hhb', y=[1]), Protein(fill_value=1e-05, atom_list=[37], chains=[174], residue_type=[174], residues=[174], x=[174, 37, 3], residue_id=[174], id='3eiy', y=[1]), Protein(fill_value=1e-05, atom_list=[37], chains=[574], residue_type=[574], residues=[574], x=[574, 37, 3], residue_id=[574], id='4hhb', y=[1]), Protein(fill_value=1e-05, atom_list=[37], chains=[174], residue_type=[174], residues=[174], x=[174, 37, 3], residue_id=[174], id='3eiy', y=[1]), Protein(fill_value=1e-05, atom_list=[37], chains=[574], residue_type=[574], residues=[574], x=[574, 37, 3], residue_id=[574], id='4hhb', y=[1]), Protein(fill_value=1e-05, atom_list=[37], chains=[174], residue_type=[174], residues=[174], x=[174, 37, 3], residue_id=[174], id='3eiy', y=[1]), Protein(fill_value=1e-05, atom_list=[37], chains=[574], residue_type=[574], residues=[574], x=[574, 37, 3], residue_id=[574], id='4hhb', y=[1]), Protein(fill_value=1e-05, atom_list=[37], chains=[174], residue_type=[174], residues=[174], x=[174, 37, 3], residue_id=[174], id='3eiy', y=[1]), Protein(fill_value=1e-05, atom_list=[37], chains=[574], residue_type=[574], residues=[574], x=[574, 37, 3], residue_id=[574], id='4hhb', y=[1]), Protein(fill_value=1e-05, atom_list=[37], chains=[174], residue_type=[174], residues=[174], x=[174, 37, 3], residue_id=[174], id='3eiy', y=[1])]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# First, create a list of Protein objects\n", + "import torch\n", + "from graphein.protein.tensor.data import to_protein_mp\n", + "\n", + "# Create a List of 20 Protein objects using multiprocessing\n", + "data_list = to_protein_mp(pdb_codes=[\"4hhb\", \"3eiy\"] * 10, num_cores=4)\n", + "\n", + "# Optional: do some processing on the data\n", + "def processing_pipeline(protein):\n", + " # Do some processing\n", + " # E.g. assign a random label:\n", + " protein.y = torch.rand(1)\n", + " return protein\n", + "\n", + "data_list = [processing_pipeline(protein) for protein in data_list]\n", + "\n", + "print(data_list)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now wrap this into a ``ProteinListDataset``:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset: ProteinGraphListDataset(20)\n", + "Example: Protein(fill_value=[1], atom_list=[37], chains=[574], residue_type=[574], x=[574, 37, 3], id='4hhb', residue_id=[574], residues=[574], y=[1])\n" + ] + }, + { + "data": { + "text/plain": [ + "['pre_filter.pt',\n", + " 'data_test.pt',\n", + " 'data_list_dataset_tests.pt',\n", + " 'pre_transform.pt',\n", + " 'list_dataset_tests.pt']" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from graphein.protein.tensor.dataset import ProteinGraphListDataset\n", + "\n", + "list_dataset = ProteinGraphListDataset(\n", + " root=\".\",\n", + " name=\"list_dataset_tests\",\n", + " data_list=data_list\n", + " )\n", + "print(\"Dataset: \", list_dataset)\n", + "print(\"Example: \", list_dataset[4])\n", + "\n", + "import os\n", + "os.listdir(\"./processed/\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(Protein(fill_value=[20], atom_list=[20], chains=[7480], residue_type=[7480], x=[7480, 37, 3], id=[20], residue_id=[20], residues=[20], y=[20]),\n", + " defaultdict(dict,\n", + " {'fill_value': tensor([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,\n", + " 18, 19, 20]),\n", + " 'atom_list': tensor([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,\n", + " 18, 19, 20]),\n", + " 'chains': tensor([ 0, 574, 748, 1322, 1496, 2070, 2244, 2818, 2992, 3566, 3740, 4314,\n", + " 4488, 5062, 5236, 5810, 5984, 6558, 6732, 7306, 7480]),\n", + " 'residue_type': tensor([ 0, 574, 748, 1322, 1496, 2070, 2244, 2818, 2992, 3566, 3740, 4314,\n", + " 4488, 5062, 5236, 5810, 5984, 6558, 6732, 7306, 7480]),\n", + " 'x': tensor([ 0, 574, 748, 1322, 1496, 2070, 2244, 2818, 2992, 3566, 3740, 4314,\n", + " 4488, 5062, 5236, 5810, 5984, 6558, 6732, 7306, 7480]),\n", + " 'id': tensor([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,\n", + " 18, 19, 20]),\n", + " 'residue_id': tensor([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,\n", + " 18, 19, 20]),\n", + " 'residues': tensor([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,\n", + " 18, 19, 20]),\n", + " 'y': tensor([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,\n", + " 18, 19, 20])}))" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "torch.load(\"./processed/list_dataset_tests.pt\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Datasets\n", + "\n", + "### From PDB Codes" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 3/3 [00:00<00:00, 56936.25it/s]\n", + "Processing...\n", + "100%|██████████| 3/3 [00:00<00:00, 25.15it/s]\n", + "1it [00:00, 3.71it/s]\n", + "Done!\n" + ] + } + ], + "source": [ + "import os\n", + "from graphein.protein.tensor.dataset import ProteinDataset\n", + "\n", + "# From PDB Codes:\n", + "\n", + "ds = ProteinDataset(\n", + " pdb_codes=[\"4hhb\", \"3eiy\", \"5caj\"],\n", + " root=\".\",\n", + " pdb_dir=\"./pdbs/\",\n", + " out_dir=\"./processed_files/\",\n", + " overwrite=True,\n", + " graph_labels=[torch.rand(4), torch.rand(4), torch.rand(4)],\n", + " node_labels=[torch.rand(10), torch.rand(10), torch.rand(10)],\n", + " chain_selections=[\"all\", \"all\", \"all\"],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PDBs: ['0.pdb', '4hhb.pdb', '1.pdb', '2.pdb', '3eiy.pdb', '5caj.pdb']\n", + "tensors: ['pre_filter.pt', '0_all.pt', '1_all.pt', 'pre_transform.pt', '5caj_all.pt', '2_all.pt', '3eiy_all.pt', '4hhb_all.pt']\n", + "Protein(fill_value=1e-05, atom_list=[37], chains=[574], residue_type=[574], residues=[574], x=[574, 37, 3], residue_id=[574], id='./pdbs//4hhb.pdb', graph_y=[4], node_y=[10]) Protein(fill_value=1e-05, atom_list=[37], chains=[174], residue_type=[174], residues=[174], x=[174, 37, 3], residue_id=[174], id='./pdbs//3eiy.pdb', graph_y=[4], node_y=[10]) Protein(fill_value=1e-05, atom_list=[37], chains=[510], residue_type=[510], residues=[510], x=[510, 37, 3], residue_id=[510], id='./pdbs//5caj.pdb', graph_y=[4], node_y=[10])\n" + ] + } + ], + "source": [ + "print(\"PDBs: \", os.listdir(\"pdbs\"))\n", + "print(\"tensors: \", os.listdir(\"./processed_files/\"))\n", + "print(ds[0], ds[1], ds[2])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### From Sequences (via ESMFold)\n", + "\n", + "(Sturctural) Datasets can be generated using ESMFold from amino acid sequences." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 3/3 [00:29<00:00, 9.75s/it]\n", + "100%|██████████| 3/3 [00:00<00:00, 21546.08it/s]\n", + "Processing...\n", + "100%|██████████| 3/3 [00:00<00:00, 104.12it/s]\n", + "1it [00:01, 1.07s/it]\n", + "Done!\n" + ] + } + ], + "source": [ + "ds = ProteinDataset(\n", + " sequences=[\"AGYFGMTAME\", \"AGYFGMTAME\", \"AGYFGMTAME\"], # Also accepts a path to a FASTA file.\n", + " root=\".\",\n", + " pdb_dir=\"./pdbs/\",\n", + " out_dir=\"./processed_files/\",\n", + " overwrite=True,\n", + " graph_labels=[torch.rand(1), torch.rand(1), torch.rand(1)],\n", + " node_labels=[torch.rand(16), torch.rand(14), torch.rand(12)],\n", + " chain_selections=[\"all\", \"all\", \"all\"],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PDBs: ['0.pdb', '4hhb.pdb', '1.pdb', '2.pdb', '3eiy.pdb', '5caj.pdb']\n", + "tensors: ['pre_filter.pt', '0_all.pt', '1_all.pt', 'pre_transform.pt', '5caj_all.pt', '2_all.pt', '3eiy_all.pt', '4hhb_all.pt']\n", + "Protein(fill_value=1e-05, atom_list=[37], chains=[10], residue_type=[10], residues=[10], x=[10, 37, 3], residue_id=[10], id='./pdbs//0.pdb', graph_y=[1], node_y=[16]) Protein(fill_value=1e-05, atom_list=[37], chains=[10], residue_type=[10], residues=[10], x=[10, 37, 3], residue_id=[10], id='./pdbs//1.pdb', graph_y=[1], node_y=[14]) Protein(fill_value=1e-05, atom_list=[37], chains=[10], residue_type=[10], residues=[10], x=[10, 37, 3], residue_id=[10], id='./pdbs//2.pdb', graph_y=[1], node_y=[12])\n" + ] + } + ], + "source": [ + "print(\"PDBs: \", os.listdir(\"pdbs\"))\n", + "print(\"tensors: \", os.listdir(\"./processed_files/\"))\n", + "print(ds[0], ds[1], ds[2])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### From PDB Files\n", + "\n", + "Datasets can be created from collections of local structure files." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
[01/27/23 02:30:16] WARNING  To use the Graphein submodule                visualisation.py:35\n",
+       "                             graphein.protein.visualisation, you need to                     \n",
+       "                             install: pytorch3d                                              \n",
+       "                             To do so, use the following command: conda                      \n",
+       "                             install -c pytorch3d pytorch3d                                  \n",
+       "
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+       "                             graphein.protein.meshes, you need to install:                   \n",
+       "                             pytorch3d                                                       \n",
+       "                             To do so, use the following command: conda install              \n",
+       "                             -c pytorch3d pytorch3d                                          \n",
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ProteinDataset\n", + "\n", + "# From PDB Codes:\n", + "\n", + "ds = ProteinDataset(\n", + " pdb_paths=[\"4hhb.pdb\", \"3eiy.pdb\", \"5caj.pdb\"],\n", + " root=\".\",\n", + " pdb_dir=\"./pdbs\",\n", + " out_dir=\"./processed_files/\",\n", + " overwrite=True,\n", + " graph_labels=[torch.rand(4), torch.rand(4), torch.rand(4)],\n", + " node_labels=[torch.rand(10), torch.rand(10), torch.rand(10)],\n", + " chain_selections=[\"all\", \"all\", \"all\"],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PDBs: ['0.pdb', '4hhb.pdb', '1.pdb', '2.pdb', '3eiy.pdb', '5caj.pdb']\n", + "tensors: ['pre_filter.pt', '0_all.pt', '1_all.pt', 'pre_transform.pt', '5caj_all.pt', '2_all.pt', '3eiy_all.pt', '4hhb_all.pt']\n", + "Protein(fill_value=1e-05, atom_list=[37], x=[574, 37, 3], residue_type=[574], residues=[574], chains=[574], residue_id=[574], id='./pdbs/4hhb.pdb', graph_y=[4], node_y=[10]) Protein(fill_value=1e-05, atom_list=[37], x=[174, 37, 3], residue_type=[174], residues=[174], chains=[174], residue_id=[174], id='./pdbs/3eiy.pdb', graph_y=[4], node_y=[10]) Protein(fill_value=1e-05, atom_list=[37], x=[510, 37, 3], residue_type=[510], residues=[510], chains=[510], residue_id=[510], id='./pdbs/5caj.pdb', graph_y=[4], node_y=[10])\n" + ] + } + ], + "source": [ + "print(\"PDBs: \", os.listdir(\"pdbs\"))\n", + "print(\"tensors: \", os.listdir(\"./processed_files/\"))\n", + "print(ds[0], ds[1], ds[2])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## DataLoaders" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset size: 3\n", + "Num batches: 1\n", + "Example batch: ProteinProteinBatch(fill_value=[3], atom_list=[3], x=[1258, 37, 3], residue_type=[1258], residues=[3], chains=[1258], residue_id=[3], id=[3], graph_y=[12], node_y=[30], batch=[1258], ptr=[4])\n", + "Num graphs: 3\n", + "Num nodes: 1258\n" + ] + } + ], + "source": [ + "from graphein.protein.tensor.dataloader import ProteinDataLoader\n", + "\n", + "dl = ProteinDataLoader(ds, batch_size=4, shuffle=True, num_workers=0, pin_memory=False)\n", + "\n", + "print(\"Dataset size: \", len(ds))\n", + "print(\"Num batches: \", len(dl))\n", + "\n", + "for batch in dl:\n", + " print(\"Example batch: \", batch)\n", + " print(\"Num graphs: \", batch.num_graphs)\n", + " print(\"Num nodes: \", batch.num_nodes)\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Protein(fill_value=[1], atom_list=[37], x=[174, 37, 3], residue_type=[174], residues=[174], chains=[174], residue_id=[174], id='./pdbs/3eiy.pdb', graph_y=[4], node_y=[10]),\n", + " Protein(fill_value=[1], atom_list=[37], x=[510, 37, 3], residue_type=[510], residues=[510], chains=[510], residue_id=[510], id='./pdbs/5caj.pdb', graph_y=[4], node_y=[10]),\n", + " Protein(fill_value=[1], atom_list=[37], x=[574, 37, 3], residue_type=[574], residues=[574], chains=[574], residue_id=[574], id='./pdbs/4hhb.pdb', graph_y=[4], node_y=[10])]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "batch.to_protein_list()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "mode": "lines", + "name": "N", + "text": [ + "A:SER:2", + "A:PHE:3", + "A:SER:4", + "A:ASN:5", + "A:VAL:6", + "A:PRO:7", + "A:ALA:8", + "A:GLY:9", + "A:LYS:10", + "A:ASP:11", + "A:LEU:12", + "A:PRO:13", + "A:GLN:14", + "A:ASP:15", + "A:PHE:16", + "A:ASN:17", + "A:VAL:18", + "A:ILE:19", + "A:ILE:20", + "A:GLU:21", + "A:ILE:22", + "A:PRO:23", + "A:ALA:24", + "A:GLN:25", + "A:SER:26", + "A:GLU:27", + 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[01/09/23 19:06:00] DEBUG    Added 6 nodes to graph                              graphs.py:90\n",
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\n", + "image/png": 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", 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" ] @@ -248,7 +321,7 @@ " for u, v in g.edges()\n", "]\n", "\n", - "print(nx.info(g))\n", + "print(g)\n", "\n", "pos = nx.spring_layout(g)\n", "nx.draw(g, pos=pos, with_labels=True, edge_color=edge_colors)\n", @@ -259,7 +332,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "id": "expected-scholarship", "metadata": {}, "outputs": [ @@ -267,7 +340,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[('AATF', 'TP53', {'kind': {'trrust'}, 'regtype': '?'}), ('AATF', 'MYC', {'kind': {'trrust'}, 'regtype': '+'}), ('AATF', 'SP1', {'kind': {'regnetwork'}, 'regtype': '?'}), ('MYC', 'TP53', {'kind': {'trrust', 'regnetwork'}, 'regtype': '+'}), ('MYC', 'SP1', {'kind': {'regnetwork'}, 'regtype': '?'}), ('MYC', 'MYC', {'kind': {'regnetwork'}, 'regtype': '?'}), ('MYC', 'DUSP1', {'kind': {'regnetwork'}, 'regtype': '?'}), ('USF1', 'USF1', {'kind': {'regnetwork'}, 'regtype': '?'}), ('USF1', 'SP1', {'kind': {'regnetwork'}, 'regtype': '?'}), ('USF1', 'TP53', {'kind': {'regnetwork'}, 'regtype': '?'}), ('USF1', 'AATF', {'kind': {'regnetwork'}, 'regtype': '?'}), ('USF1', 'DUSP1', {'kind': {'regnetwork'}, 'regtype': '?'}), ('SP1', 'MYC', {'kind': {'trrust', 'regnetwork'}, 'regtype': '+'}), ('SP1', 'TP53', {'kind': {'regnetwork'}, 'regtype': '?'}), ('SP1', 'AATF', {'kind': {'regnetwork'}, 'regtype': '?'}), ('SP1', 'DUSP1', {'kind': {'regnetwork'}, 'regtype': '?'}), ('SP1', 'USF1', {'kind': {'regnetwork'}, 'regtype': '?'}), ('SP1', 'SP1', {'kind': {'regnetwork'}, 'regtype': '?'}), ('TP53', 'MYC', {'kind': {'trrust', 'regnetwork'}, 'regtype': '-'}), ('TP53', 'DUSP1', {'kind': {'trrust', 'regnetwork'}, 'regtype': '+'}), ('TP53', 'TP53', {'kind': {'trrust', 'regnetwork'}, 'regtype': '+'}), ('TP53', 'SP1', {'kind': {'regnetwork'}, 'regtype': '?'})]\n" + "[('AATF', 'TP53', {'kind': {'trrust'}, 'regtype': '?'}), ('AATF', 'MYC', {'kind': {'trrust'}, 'regtype': '+'}), ('AATF', 'SP1', {'kind': {'regnetwork'}, 'regtype': '?'}), ('MYC', 'TP53', {'kind': {'trrust', 'regnetwork'}, 'regtype': '+'}), ('MYC', 'SP1', {'kind': {'regnetwork'}, 'regtype': '?'}), ('MYC', 'DUSP1', {'kind': {'regnetwork'}, 'regtype': '?'}), ('MYC', 'MYC', {'kind': {'regnetwork'}, 'regtype': '?'}), ('USF1', 'DUSP1', {'kind': {'regnetwork'}, 'regtype': '?'}), ('USF1', 'SP1', {'kind': {'regnetwork'}, 'regtype': '?'}), ('USF1', 'USF1', {'kind': {'regnetwork'}, 'regtype': '?'}), ('USF1', 'AATF', {'kind': {'regnetwork'}, 'regtype': '?'}), ('USF1', 'TP53', {'kind': {'regnetwork'}, 'regtype': '?'}), ('SP1', 'MYC', {'kind': {'trrust', 'regnetwork'}, 'regtype': '+'}), ('SP1', 'SP1', {'kind': {'regnetwork'}, 'regtype': '?'}), ('SP1', 'TP53', {'kind': {'regnetwork'}, 'regtype': '?'}), ('SP1', 'USF1', {'kind': {'regnetwork'}, 'regtype': '?'}), ('SP1', 'AATF', {'kind': {'regnetwork'}, 'regtype': '?'}), ('SP1', 'DUSP1', {'kind': {'regnetwork'}, 'regtype': '?'}), ('TP53', 'MYC', {'kind': {'trrust', 'regnetwork'}, 'regtype': '-'}), ('TP53', 'TP53', {'kind': {'trrust', 'regnetwork'}, 'regtype': '+'}), ('TP53', 'DUSP1', {'kind': {'trrust', 'regnetwork'}, 'regtype': '+'}), ('TP53', 'SP1', {'kind': {'regnetwork'}, 'regtype': '?'})]\n" ] } ], @@ -278,9 +351,9 @@ ], "metadata": { "kernelspec": { - "display_name": "graphein-dev", + "display_name": "graphein", "language": "python", - "name": "graphein-dev" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -292,7 +365,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.8.13" + }, + "vscode": { + "interpreter": { + "hash": "0ab7f988027852efc1ebacd06db3f130eb65d2a20cb6a366311359132c20a952" + } } }, "nbformat": 4, diff --git a/notebooks/higher_order_graphs.ipynb b/notebooks/higher_order_graphs.ipynb index c7990b36..d305cb75 100644 --- a/notebooks/higher_order_graphs.ipynb +++ b/notebooks/higher_order_graphs.ipynb @@ -34,20 +34,23 @@ "execution_count": 2, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/atj39/anaconda3/envs/graphein/lib/python3.8/site-packages/Bio/pairwise2.py:278: BiopythonDeprecationWarning: Bio.pairwise2 has been deprecated, and we intend to remove it in a future release of Biopython. As an alternative, please consider using Bio.Align.PairwiseAligner as a replacement, and contact the Biopython developers if you still need the Bio.pairwise2 module.\n", + " warnings.warn(\n" + ] + }, { "data": { - "text/html": [ - "
Reading PDB file...         ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% 0:00:00\n",
-       "Processing PDB dataframe... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% 0:00:00\n",
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-       "Constructing edges...       ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━   0% -:--:--\n",
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\n" - ], + "application/vnd.jupyter.widget-view+json": { + "model_id": "fa47a8981a0542d5a7b9da0bd2b00cf5", + "version_major": 2, + "version_minor": 0 + }, "text/plain": [ - "Reading PDB file... \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[35m100%\u001b[0m \u001b[36m0:00:00\u001b[0m\n", - "Processing PDB dataframe... \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[35m100%\u001b[0m \u001b[36m0:00:00\u001b[0m\n", - "Initializing graph... \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[35m100%\u001b[0m \u001b[36m0:00:00\u001b[0m\n", - "Constructing edges... \u001b[38;5;237m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[35m 0%\u001b[0m \u001b[36m-:--:--\u001b[0m\n" + "Output()" ] }, "metadata": {}, @@ -226,9 +229,9 @@ 1 ], [ - 0.610667, - 0.090204, - 0.619951, + 0.798216, + 0.280197, + 0.469538, 1 ], [ @@ -340,9 +343,9 @@ 1 ], [ - 0.993814, - 0.704741, - 0.183043, + 0.940015, + 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- [ - 0.050383, - 0.029803, - 0.527975, - 1 - ], - [ - 0.050383, - 0.029803, - 0.527975, - 1 - ], [ 0.494877, 0.01199, @@ -18212,6 +18323,24 @@ 0.657865, 1 ], + [ + 0.665129, + 0.138566, + 0.585582, + 1 + ], + [ + 0.665129, + 0.138566, + 0.585582, + 1 + ], + [ + 0.665129, + 0.138566, + 0.585582, + 1 + ], [ 0.494877, 0.01199, @@ -18249,21 +18378,21 @@ 1 ], [ - 0.665129, - 0.138566, - 0.585582, + 0.901807, + 0.425087, + 0.359688, 1 ], [ - 0.665129, - 0.138566, - 0.585582, + 0.901807, + 0.425087, + 0.359688, 1 ], [ - 0.665129, - 0.138566, - 0.585582, + 0.901807, + 0.425087, + 0.359688, 1 ], [ @@ -18303,21 +18432,21 @@ 1 ], [ - 0.901807, - 0.425087, - 0.359688, + 0.299855, + 0.009561, + 0.631624, 1 ], [ - 0.901807, - 0.425087, - 0.359688, + 0.299855, + 0.009561, + 0.631624, 1 ], [ - 0.901807, - 0.425087, - 0.359688, + 0.299855, + 0.009561, + 0.631624, 1 ], [ @@ -18757,15 +18886,15 @@ "peptide_bond", "peptide_bond", "peptide_bond", - "peptide_bond / ionic", - "peptide_bond / ionic", - "peptide_bond / ionic", - "ionic / hbond", - "ionic / hbond", - "ionic / hbond", + "ionic / peptide_bond", + "ionic / peptide_bond", + "ionic / peptide_bond", "hbond", "hbond", "hbond", + "ionic / hbond", + "ionic / hbond", + "ionic / hbond", "ionic", "ionic", "ionic", @@ -18862,9 +18991,9 @@ "peptide_bond", "peptide_bond", "peptide_bond", - "peptide_bond / ionic", - "peptide_bond / ionic", - "peptide_bond / ionic", + "ionic / peptide_bond", + "ionic / peptide_bond", + "ionic / peptide_bond", "ionic", "ionic", "ionic", @@ -18922,6 +19051,9 @@ "aromatic", "aromatic", "aromatic", + "aromatic", + "aromatic", + "aromatic", "peptide_bond", "peptide_bond", "peptide_bond", @@ -19084,9 +19216,6 @@ "aromatic", "aromatic", "aromatic", - "aromatic", - "aromatic", - "aromatic", "peptide_bond", "peptide_bond", "peptide_bond", @@ -19189,6 +19318,9 @@ "aromatic", "aromatic", "aromatic", + "aromatic", + "aromatic", + "aromatic", "peptide_bond", "peptide_bond", "peptide_bond", @@ -19216,9 +19348,9 @@ "peptide_bond", "peptide_bond", "peptide_bond", - "peptide_bond / ionic", - "peptide_bond / ionic", - "peptide_bond / ionic", + "ionic / peptide_bond", + "ionic / peptide_bond", + "ionic / peptide_bond", "hbond", "hbond", "hbond", @@ -19267,6 +19399,9 @@ "peptide_bond", "peptide_bond", "peptide_bond", + "aromatic", + "aromatic", + "aromatic", "ionic", "ionic", "ionic", @@ -19294,9 +19429,9 @@ "peptide_bond", "peptide_bond", "peptide_bond", - "peptide_bond / ionic", - "peptide_bond / ionic", - "peptide_bond / ionic", + "ionic / peptide_bond", + "ionic / peptide_bond", + "ionic / peptide_bond", "ionic", "ionic", "ionic", @@ -19324,6 +19459,12 @@ "peptide_bond", "peptide_bond", "peptide_bond", + "aromatic", + "aromatic", + "aromatic", + "aromatic", + "aromatic", + "aromatic", "peptide_bond", "peptide_bond", "peptide_bond", @@ -19402,12 +19543,18 @@ "peptide_bond", "peptide_bond", "peptide_bond", + "aromatic", + "aromatic", + "aromatic", "peptide_bond", "peptide_bond", "peptide_bond", "peptide_bond", "peptide_bond", "peptide_bond", + "aromatic", + "aromatic", + "aromatic", "peptide_bond", "peptide_bond", "peptide_bond", @@ -19597,15 +19744,12 @@ "aromatic", "aromatic", "aromatic", - "aromatic", - "aromatic", - "aromatic", "peptide_bond", "peptide_bond", "peptide_bond", - "peptide_bond / ionic", - "peptide_bond / ionic", - "peptide_bond / ionic", + "ionic / peptide_bond", + "ionic / peptide_bond", + "ionic / peptide_bond", "ionic", "ionic", "ionic", @@ -19696,9 +19840,9 @@ "peptide_bond", "peptide_bond", "peptide_bond", - "peptide_bond / ionic", - "peptide_bond / ionic", - "peptide_bond / ionic", + "ionic / peptide_bond", + "ionic / peptide_bond", + "ionic / peptide_bond", "peptide_bond", "peptide_bond", "peptide_bond", @@ -19795,15 +19939,15 @@ "peptide_bond", "peptide_bond", "peptide_bond", - "peptide_bond / ionic", - "peptide_bond / ionic", - "peptide_bond / ionic", - "ionic / hbond", - "ionic / hbond", - "ionic / hbond", + "ionic / peptide_bond", + "ionic / peptide_bond", + "ionic / peptide_bond", "hbond", "hbond", "hbond", + "ionic / hbond", + "ionic / hbond", + "ionic / hbond", "peptide_bond", "peptide_bond", "peptide_bond", @@ -19861,9 +20005,6 @@ "aromatic", "aromatic", "aromatic", - "aromatic", - "aromatic", - "aromatic", "peptide_bond", "peptide_bond", "peptide_bond", @@ -19900,9 +20041,9 @@ "peptide_bond", "peptide_bond", "peptide_bond", - "peptide_bond / ionic", - "peptide_bond / ionic", - "peptide_bond / ionic", + "ionic / peptide_bond", + "ionic / peptide_bond", + "ionic / peptide_bond", "ionic", "ionic", "ionic", @@ -19957,6 +20098,9 @@ "aromatic", "aromatic", "aromatic", + "aromatic", + "aromatic", + "aromatic", "peptide_bond", "peptide_bond", "peptide_bond", @@ -20116,9 +20260,6 @@ "aromatic", "aromatic", "aromatic", - "aromatic", - "aromatic", - "aromatic", "peptide_bond", "peptide_bond", "peptide_bond", @@ -20215,6 +20356,9 @@ "aromatic", "aromatic", "aromatic", + "aromatic", + "aromatic", + "aromatic", "peptide_bond", "peptide_bond", "peptide_bond", @@ -20242,9 +20386,9 @@ "peptide_bond", "peptide_bond", "peptide_bond", - "peptide_bond / ionic", - "peptide_bond / ionic", - "peptide_bond / ionic", + "ionic / peptide_bond", + "ionic / peptide_bond", + "ionic / peptide_bond", "peptide_bond", "peptide_bond", "peptide_bond", @@ -20308,9 +20452,9 @@ "peptide_bond", "peptide_bond", "peptide_bond", - "peptide_bond / ionic", - "peptide_bond / ionic", - "peptide_bond / ionic", + "ionic / peptide_bond", + "ionic / peptide_bond", + "ionic / peptide_bond", "ionic", "ionic", "ionic", @@ -20341,6 +20485,12 @@ "peptide_bond", "peptide_bond", "peptide_bond", + "aromatic", + "aromatic", + "aromatic", + "aromatic", + "aromatic", + "aromatic", "peptide_bond", "peptide_bond", "peptide_bond", @@ -20419,6 +20569,9 @@ "peptide_bond", "peptide_bond", "peptide_bond", + "aromatic", + "aromatic", + "aromatic", "peptide_bond", "peptide_bond", "peptide_bond", @@ -20614,15 +20767,12 @@ "aromatic", "aromatic", "aromatic", - "aromatic", - "aromatic", - "aromatic", "peptide_bond", "peptide_bond", "peptide_bond", - "peptide_bond / ionic", - "peptide_bond / ionic", - "peptide_bond / ionic", + "ionic / peptide_bond", + "ionic / peptide_bond", + "ionic / peptide_bond", "ionic", "ionic", "ionic", @@ -20698,21 +20848,21 @@ "peptide_bond", "peptide_bond", "peptide_bond", - "aromatic / peptide_bond", - "aromatic / peptide_bond", - "aromatic / peptide_bond", "peptide_bond", "peptide_bond", "peptide_bond", + "aromatic / peptide_bond", + "aromatic / peptide_bond", + "aromatic / peptide_bond", "peptide_bond", "peptide_bond", "peptide_bond", "peptide_bond", "peptide_bond", "peptide_bond", - "peptide_bond / ionic", - "peptide_bond / ionic", - "peptide_bond / ionic", + "ionic / peptide_bond", + "ionic / peptide_bond", + "ionic / peptide_bond", "peptide_bond", "peptide_bond", "peptide_bond", @@ -20816,10 +20966,10 @@ 16.897, null, 15.881, - 11.051, + 15.641, null, 15.881, - 15.641, + 11.051, null, 15.881, 7.886, @@ -20879,7 +21029,7 @@ 24.084, null, 26.883, - 27.174, + 22.505, null, 23.159, 22.302, @@ -20972,6 +21122,9 @@ 6.381, null, 7.621, + 7.861, + null, + 7.621, 15.35, null, 7.621, @@ -21139,9 +21292,6 @@ 2.237, 6.132, null, - 2.237, - -4.275, - null, -1.45, -2.652, null, @@ -21242,6 +21392,9 @@ 23.66, null, 24.245, + 18.254, + null, + 24.245, 25.023, null, 23.66, @@ -21322,6 +21475,9 @@ -4.275, -8, null, + -4.275, + -5.897, + null, -8, -12.896, null, @@ -21379,6 +21535,12 @@ 24.543, 27.793, null, + 24.543, + 15.473, + null, + 24.543, + 16.462, + null, 27.793, 29.341, null, @@ -21422,10 +21584,10 @@ 18.339, null, 21.567, - 17.138, + 25.023, null, 21.567, - 25.023, + 17.138, null, 21.567, 27.064, @@ -21457,12 +21619,18 @@ 9.613, 9.299, null, + 9.613, + 5.821, + null, 9.299, 5.821, null, 5.821, 7.466, null, + 5.821, + 4.409, + null, 7.466, 8.656, null, @@ -21652,9 +21820,6 @@ 3.032, 7.332, null, - 3.032, - -3.111, - null, -0.706, -2.308, null, @@ -21854,10 +22019,10 @@ -17.103, null, -16.09, - -10.843, + -15.443, null, -16.09, - -15.443, + -10.843, null, -17.103, -20.439, @@ -21914,9 +22079,6 @@ -24.151, null, -26.912, - -27.157, - null, - -26.912, -22.418, null, -23.098, @@ -21944,10 +22106,10 @@ -17.46, null, -20.638, - -27.157, + -16.706, null, -20.638, - -16.706, + -27.157, null, -17.46, -15.24, @@ -22007,6 +22169,9 @@ -6.43, null, -7.459, + -8.129, + null, + -7.459, -15.259, null, -7.459, @@ -22171,9 +22336,6 @@ -2.196, -6.082, null, - -2.196, - 4.409, - null, 1.44, 2.856, null, @@ -22268,6 +22430,9 @@ -23.75, null, -24.055, + -18.258, + null, + -24.055, -24.955, null, -23.75, @@ -22396,6 +22561,12 @@ -24.253, -27.474, null, + -24.253, + -15.352, + null, + -24.253, + -16.475, + null, -27.474, -29.272, null, @@ -22474,6 +22645,9 @@ -9.629, -9.346, null, + -9.629, + -5.897, + null, -9.346, -5.897, null, @@ -22669,9 +22843,6 @@ -3.429, -7.223, null, - -3.429, - 3.207, - null, 0.671, 2.076, null, @@ -22679,10 +22850,10 @@ -0.657, null, 2.076, - 7.054, + 0.244, null, 2.076, - 0.244, + 7.054, null, -0.657, -2.489, @@ -22870,10 +23041,10 @@ 19.255, null, 16.887, - 11.143, + 12.024, null, 16.887, - 12.024, + 11.143, null, 16.887, 11.986, @@ -22933,7 +23104,7 @@ 4.748, null, 8.665, - 3.032, + 4.593, null, 9.917, 7.955, @@ -23026,6 +23197,9 @@ -4.414, null, -1.843, + -2.19, + null, + -1.843, 5.701, null, -1.843, @@ -23193,9 +23367,6 @@ 10.125, 4.482, null, - 10.125, - 11.374, - null, 11.245, 11.471, null, @@ -23296,6 +23467,9 @@ 7.28, null, 6.614, + 7.136, + null, + 6.614, -0.593, null, 7.28, @@ -23376,6 +23550,9 @@ 11.374, 12.137, null, + 11.374, + 5.496, + null, 12.137, 8.22, null, @@ -23433,6 +23610,12 @@ -14.533, -16.367, null, + -14.533, + -14.523, + null, + -14.533, + -11.629, + null, -16.367, -13.1, null, @@ -23476,10 +23659,10 @@ -2.622, null, -1.493, - 2.392, + -0.593, null, -1.493, - -0.593, + 2.392, null, -1.493, -3.366, @@ -23511,12 +23694,18 @@ 5.019, 6.665, null, + 5.019, + 5.395, + null, 6.665, 5.395, null, 5.395, 1.912, null, + 5.395, + 11.291, + null, 1.912, 3.567, null, @@ -23706,9 +23895,6 @@ -11.268, -6.92, null, - -11.268, - -13.193, - null, -11.057, -12.076, null, @@ -23908,10 +24094,10 @@ 19.561, null, 17.056, - 11.346, + 12.245, null, 17.056, - 12.245, + 11.346, null, 19.561, 19.567, @@ -23968,9 +24154,6 @@ 4.976, null, 8.767, - 3.218, - null, - 8.767, 4.812, null, 9.802, @@ -23998,10 +24181,10 @@ 1.158, null, 0.028, - 3.218, + -3.791, null, 0.028, - -3.791, + 3.218, null, 1.158, 0.036, @@ -24061,6 +24244,9 @@ -4.575, null, -1.76, + -2.454, + null, + -1.76, 5.492, null, -1.76, @@ -24225,9 +24411,6 @@ 9.988, 4.528, null, - 9.988, - 11.291, - null, 11.027, 11.246, null, @@ -24322,6 +24505,9 @@ 7.2, null, 6.75, + 7.352, + null, + 6.75, -0.497, null, 7.2, @@ -24450,6 +24636,12 @@ -14.609, -16.657, null, + -14.609, + -14.546, + null, + -14.609, + -11.445, + null, -16.657, -13.27, null, @@ -24528,6 +24720,9 @@ 5.095, 6.6, null, + 5.095, + 5.496, + null, 6.6, 5.496, null, @@ -24723,9 +24918,6 @@ -10.968, -7.062, null, - -10.968, - -13.372, - null, -11.156, -12.17, null, @@ -24733,10 +24925,10 @@ -10.83, null, -12.17, - -13.167, + -6.637, null, -12.17, - -6.637, + -13.167, null, -10.83, -8.095, @@ -24924,10 +25116,10 @@ 2.4, null, 5.12, - 2.756, + 4.678, null, 5.12, - 4.678, + 2.756, null, 5.12, 10.168, @@ -24987,7 +25179,7 @@ -14.144, null, -11.713, - -3.686, + -10.679, null, -11.488, -14.644, @@ -25080,6 +25272,9 @@ -22.439, null, -20.115, + -25.416, + null, + -20.115, -19.218, null, -20.115, @@ -25247,9 +25442,6 @@ -15.649, -7.11, null, - -15.649, - -11.162, - null, -14.731, -18.284, null, @@ -25350,6 +25542,9 @@ 7.655, null, 3.985, + 4.913, + null, + 3.985, 2.641, null, 7.655, @@ -25430,6 +25625,9 @@ -11.162, -10.191, null, + -11.162, + -14.615, + null, -10.191, -2.06, null, @@ -25487,6 +25685,12 @@ 5.293, 6.203, null, + 5.293, + 11.393, + null, + 5.293, + -0.331, + null, 6.203, 6.055, null, @@ -25530,10 +25734,10 @@ 11.197, null, 12.736, - 11.41, + 2.641, null, 12.736, - 2.641, + 11.41, null, 12.736, 4.194, @@ -25565,12 +25769,18 @@ 10.405, 13.797, null, + 10.405, + 14.601, + null, 13.797, 14.601, null, 14.601, 14.979, null, + 14.601, + 11.242, + null, 14.979, 18.379, null, @@ -25760,9 +25970,6 @@ 18.253, 9.605, null, - 18.253, - 12.851, - null, 17.499, 20.721, null, @@ -25962,10 +26169,10 @@ -2.483, null, -5.44, - -2.937, + -4.719, null, -5.44, - -4.719, + -2.937, null, -2.483, -3.523, @@ -26022,9 +26229,6 @@ 13.969, null, 11.705, - 3.684, - null, - 11.705, 10.585, null, 11.331, @@ -26052,10 +26256,10 @@ 9.5, null, 11.636, - 3.684, + 9.173, null, 11.636, - 9.173, + 3.684, null, 9.5, 12.46, @@ -26115,6 +26319,9 @@ 22.577, null, 20.167, + 25.363, + null, + 20.167, 19.163, null, 20.167, @@ -26279,9 +26486,6 @@ 15.684, 6.931, null, - 15.684, - 11.242, - null, 14.747, 18.393, null, @@ -26376,6 +26580,9 @@ -7.579, null, -3.919, + -4.974, + null, + -3.919, -2.73, null, -7.579, @@ -26504,6 +26711,12 @@ -5.178, -6.225, null, + -5.178, + -11.295, + null, + -5.178, + 0.343, + null, -6.225, -5.974, null, @@ -26582,6 +26795,9 @@ -10.409, -14.037, null, + -10.409, + -14.615, + null, -14.037, -14.615, null, @@ -26777,9 +26993,6 @@ -18.356, -9.594, null, - -18.356, - -13.244, - null, -17.799, -21.195, null, @@ -26787,10 +27000,10 @@ -23.618, null, -21.195, - -14.05, + -19.58, null, -21.195, - -19.58, + -14.05, null, -23.618, -21.711, @@ -27821,11 +28034,11 @@ } ], "source": [ - "import logging\n", "import networkx as nx\n", "import matplotlib.pyplot as plt\n", - "logging.getLogger(\"matplotlib\").setLevel(logging.WARNING)\n", - "logging.getLogger(\"graphein\").setLevel(logging.INFO)\n", + "import graphein\n", + "\n", + "graphein.verbose(False)\n", "\n", "import graphein.protein as gp\n", "\n", @@ -27885,21 +28098,29 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/arianjamasb/opt/anaconda3/envs/graphein-wip/lib/python3.8/site-packages/biopandas/pdb/pandas_pdb.py:624: UserWarning:\n", + "/home/atj39/anaconda3/envs/graphein/lib/python3.8/site-packages/biopandas/pdb/pandas_pdb.py:624: UserWarning:\n", "\n", "Column model_id is not an expected column and will be skipped.\n", "\n", - "/Users/arianjamasb/opt/anaconda3/envs/graphein-wip/lib/python3.8/site-packages/biopandas/pdb/pandas_pdb.py:624: UserWarning:\n", + "/home/atj39/anaconda3/envs/graphein/lib/python3.8/site-packages/biopandas/pdb/pandas_pdb.py:624: UserWarning:\n", "\n", "Column node_id is not an expected column and will be skipped.\n", "\n", - "/Users/arianjamasb/opt/anaconda3/envs/graphein-wip/lib/python3.8/site-packages/biopandas/pdb/pandas_pdb.py:624: UserWarning:\n", + "/home/atj39/anaconda3/envs/graphein/lib/python3.8/site-packages/biopandas/pdb/pandas_pdb.py:624: UserWarning:\n", + "\n", + "Column residue_id is not an expected column and will be skipped.\n", + "\n", + "/home/atj39/anaconda3/envs/graphein/lib/python3.8/site-packages/biopandas/pdb/pandas_pdb.py:624: UserWarning:\n", "\n", "Column model_id is not an expected column and will be skipped.\n", "\n", - "/Users/arianjamasb/opt/anaconda3/envs/graphein-wip/lib/python3.8/site-packages/biopandas/pdb/pandas_pdb.py:624: UserWarning:\n", + "/home/atj39/anaconda3/envs/graphein/lib/python3.8/site-packages/biopandas/pdb/pandas_pdb.py:624: UserWarning:\n", "\n", "Column node_id is not an expected column and will be skipped.\n", + "\n", + "/home/atj39/anaconda3/envs/graphein/lib/python3.8/site-packages/biopandas/pdb/pandas_pdb.py:624: UserWarning:\n", + "\n", + "Column residue_id is not an expected column and will be skipped.\n", "\n" ] } @@ -27930,16 +28151,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "MultiGraph named '4hhb' with 80 nodes and 107 edges\n", + "MultiGraph named '4hhb' with 80 nodes and 112 edges\n", "A:VAL:1 A:LEU:2 {'kind': {'peptide_bond'}, 'distance': 3.7034909207395117}\n", "A:LEU:2 A:SER:3 {'kind': {'peptide_bond'}, 'distance': 3.8152731225955496}\n", "A:SER:3 A:PRO:4 {'kind': {'peptide_bond'}, 'distance': 3.550879750146435}\n", "A:SER:3 A:ASP:6 {'kind': {'hbond'}, 'distance': 5.085594262227374}\n", "A:PRO:4 A:ALA:5 {'kind': {'peptide_bond'}, 'distance': 3.650173146578118}\n", "A:ALA:5 A:ASP:6 {'kind': {'peptide_bond'}, 'distance': 4.045181083709355}\n", - "A:ASP:6 A:LYS:7 {'kind': {'peptide_bond', 'ionic'}, 'distance': 3.7467425852332035}\n", - "A:ASP:6 A:LYS:127 {'kind': {'ionic', 'hbond'}, 'distance': 7.868350017633938}\n", + "A:ASP:6 A:LYS:7 {'kind': {'ionic', 'peptide_bond'}, 'distance': 3.7467425852332035}\n", "A:ASP:6 A:SER:124 {'kind': {'hbond'}, 'distance': 4.888939864633233}\n", + "A:ASP:6 A:LYS:127 {'kind': {'ionic', 'hbond'}, 'distance': 7.868350017633938}\n", "A:ASP:6 C:ARG:141 {'kind': {'ionic'}, 'distance': 10.649982629093813}\n", "A:LYS:7 A:THR:8 {'kind': {'peptide_bond'}, 'distance': 3.6363825431326697}\n", "A:LYS:7 A:ASP:74 {'kind': {'ionic', 'hbond'}, 'distance': 8.732083199328782}\n", @@ -27959,7 +28180,7 @@ "A:ALA:19 A:HIS:20 {'kind': {'peptide_bond'}, 'distance': 4.100412784098695}\n", "A:HIS:20 A:ALA:21 {'kind': {'peptide_bond'}, 'distance': 3.9352642859152427}\n", "A:HIS:20 A:GLU:23 {'kind': {'ionic'}, 'distance': 5.393241233247405}\n", - "A:HIS:20 A:HIS:112 {'kind': {'aromatic'}, 'distance': 9.810611550764813}\n", + "A:HIS:20 A:TYR:24 {'kind': {'aromatic'}, 'distance': 6.067719835325292}\n", "A:ALA:21 A:GLY:22 {'kind': {'peptide_bond'}, 'distance': 3.813689683233286}\n", "A:GLY:22 A:GLU:23 {'kind': {'peptide_bond'}, 'distance': 3.7027520845986976}\n", "A:GLU:23 A:TYR:24 {'kind': {'peptide_bond'}, 'distance': 3.810969824073657}\n", @@ -27972,7 +28193,7 @@ "A:GLU:27 A:ARG:31 {'kind': {'ionic'}, 'distance': 5.986497974609195}\n", "A:ALA:28 A:LEU:29 {'kind': {'peptide_bond'}, 'distance': 3.8054144320954046}\n", "A:LEU:29 A:GLU:30 {'kind': {'peptide_bond'}, 'distance': 3.7898711059876438}\n", - "A:GLU:30 A:ARG:31 {'kind': {'peptide_bond', 'ionic'}, 'distance': 3.752864905642088}\n", + "A:GLU:30 A:ARG:31 {'kind': {'ionic', 'peptide_bond'}, 'distance': 3.752864905642088}\n", "A:GLU:30 A:HIS:50 {'kind': {'ionic'}, 'distance': 7.1893679138016}\n", "A:ARG:31 A:MET:32 {'kind': {'peptide_bond'}, 'distance': 3.7551894759119677}\n", "A:MET:32 A:PHE:33 {'kind': {'peptide_bond'}, 'distance': 3.8388417524039724}\n", @@ -27990,6 +28211,7 @@ "A:TYR:42 A:PHE:43 {'kind': {'peptide_bond'}, 'distance': 4.019182628346216}\n", "A:TYR:42 D:ASP:99 {'kind': {'hbond'}, 'distance': 7.753051334797159}\n", "A:PHE:43 A:PRO:44 {'kind': {'peptide_bond'}, 'distance': 3.680844604163562}\n", + "A:PHE:43 A:HIS:45 {'kind': {'aromatic'}, 'distance': 5.317763627691628}\n", "A:PHE:43 A:HIS:58 {'kind': {'aromatic'}, 'distance': 10.837619018954301}\n", "A:PHE:43 A:PHE:46 {'kind': {'aromatic'}, 'distance': 5.410134286688271}\n", "A:PRO:44 A:HIS:45 {'kind': {'peptide_bond'}, 'distance': 3.999888123435454}\n", @@ -28046,7 +28268,6 @@ "A:LEU:86 A:HIS:87 {'kind': {'peptide_bond'}, 'distance': 3.7255799548526682}\n", "A:HIS:87 A:ALA:88 {'kind': {'peptide_bond'}, 'distance': 3.9611984297684457}\n", "A:HIS:87 A:PHE:98 {'kind': {'aromatic'}, 'distance': 10.95120975052528}\n", - "A:HIS:87 A:TYR:140 {'kind': {'aromatic'}, 'distance': 8.006204718841506}\n", "A:ALA:88 A:HIS:89 {'kind': {'peptide_bond'}, 'distance': 3.75761746323385}\n", "A:HIS:89 A:LYS:90 {'kind': {'peptide_bond'}, 'distance': 3.6080758029731035}\n", "A:LYS:90 A:LEU:91 {'kind': {'peptide_bond'}, 'distance': 3.628003445422839}\n", @@ -28080,6 +28301,7 @@ "A:ALA:115 A:GLU:116 {'kind': {'peptide_bond'}, 'distance': 3.8783590602212152}\n", "A:GLU:116 A:PHE:117 {'kind': {'peptide_bond'}, 'distance': 3.8456255667966426}\n", "A:PHE:117 A:THR:118 {'kind': {'peptide_bond'}, 'distance': 3.775537180322822}\n", + "A:PHE:117 A:HIS:122 {'kind': {'aromatic'}, 'distance': 6.084878716950733}\n", "A:PHE:117 B:HIS:116 {'kind': {'aromatic'}, 'distance': 7.372412698703187}\n", "A:THR:118 A:PRO:119 {'kind': {'peptide_bond'}, 'distance': 3.760291079158634}\n", "A:PRO:119 A:ALA:120 {'kind': {'peptide_bond'}, 'distance': 3.5938209471257747}\n", @@ -28090,7 +28312,7 @@ "A:ALA:123 A:SER:124 {'kind': {'peptide_bond'}, 'distance': 3.7873201607469085}\n", "A:SER:124 A:LEU:125 {'kind': {'peptide_bond'}, 'distance': 3.7517842421973038}\n", "A:LEU:125 A:ASP:126 {'kind': {'peptide_bond'}, 'distance': 3.843264888086691}\n", - "A:ASP:126 A:LYS:127 {'kind': {'peptide_bond', 'ionic'}, 'distance': 3.791312833307218}\n", + "A:ASP:126 A:LYS:127 {'kind': {'ionic', 'peptide_bond'}, 'distance': 3.791312833307218}\n", "A:ASP:126 B:TYR:35 {'kind': {'hbond'}, 'distance': 9.51839009496879}\n", "A:ASP:126 C:ARG:141 {'kind': {'ionic'}, 'distance': 10.419253380161171}\n", "A:LYS:127 A:PHE:128 {'kind': {'peptide_bond'}, 'distance': 3.7240131578714912}\n", @@ -28107,6 +28329,7 @@ "A:SER:138 A:LYS:139 {'kind': {'peptide_bond'}, 'distance': 3.8352400185646784}\n", "A:LYS:139 A:TYR:140 {'kind': {'peptide_bond'}, 'distance': 3.8295730832561468}\n", "A:TYR:140 A:ARG:141 {'kind': {'peptide_bond'}, 'distance': 3.9243642797273544}\n", + "A:TYR:140 D:TRP:37 {'kind': {'aromatic'}, 'distance': 7.007494345341993}\n", "A:ARG:141 C:ASP:126 {'kind': {'ionic'}, 'distance': 10.26775856747713}\n", "A:ARG:141 C:ASP:6 {'kind': {'ionic'}, 'distance': 10.59323661587902}\n", "B:VAL:1 B:HIS:2 {'kind': {'peptide_bond'}, 'distance': 3.6542995224803336}\n", @@ -28116,7 +28339,7 @@ "B:THR:4 B:PRO:5 {'kind': {'peptide_bond'}, 'distance': 3.517437419485955}\n", "B:PRO:5 B:GLU:6 {'kind': {'peptide_bond'}, 'distance': 3.695989448036886}\n", "B:GLU:6 B:GLU:7 {'kind': {'peptide_bond'}, 'distance': 4.150822689539992}\n", - "B:GLU:7 B:LYS:8 {'kind': {'peptide_bond', 'ionic'}, 'distance': 3.7364770840994064}\n", + "B:GLU:7 B:LYS:8 {'kind': {'ionic', 'peptide_bond'}, 'distance': 3.7364770840994064}\n", "B:GLU:7 B:LYS:132 {'kind': {'ionic'}, 'distance': 9.294875362262797}\n", "B:LYS:8 B:SER:9 {'kind': {'peptide_bond'}, 'distance': 3.576111435623897}\n", "B:SER:9 B:ALA:10 {'kind': {'peptide_bond'}, 'distance': 3.7537290791957796}\n", @@ -28126,6 +28349,8 @@ "B:ALA:13 B:LEU:14 {'kind': {'peptide_bond'}, 'distance': 3.7554713419223433}\n", "B:LEU:14 B:TRP:15 {'kind': {'peptide_bond'}, 'distance': 3.7304715519622986}\n", "B:TRP:15 B:GLY:16 {'kind': {'peptide_bond'}, 'distance': 3.8411139009407163}\n", + "B:TRP:15 B:PHE:71 {'kind': {'aromatic'}, 'distance': 10.930462021342006}\n", + "B:TRP:15 B:TYR:130 {'kind': {'aromatic'}, 'distance': 10.264752943933917}\n", "B:GLY:16 B:LYS:17 {'kind': {'peptide_bond'}, 'distance': 3.618217378765407}\n", "B:LYS:17 B:VAL:18 {'kind': {'peptide_bond'}, 'distance': 3.8453178022108925}\n", "B:LYS:17 B:GLU:121 {'kind': {'ionic'}, 'distance': 11.327953433873217}\n", @@ -28140,8 +28365,8 @@ "B:GLY:24 B:GLY:25 {'kind': {'peptide_bond'}, 'distance': 3.7508332407613114}\n", "B:GLY:25 B:GLU:26 {'kind': {'peptide_bond'}, 'distance': 3.851240968830695}\n", "B:GLU:26 B:ALA:27 {'kind': {'peptide_bond'}, 'distance': 3.7500861323441645}\n", - "B:GLU:26 B:ARG:30 {'kind': {'ionic'}, 'distance': 6.038836146146043}\n", "B:GLU:26 B:HIS:116 {'kind': {'ionic'}, 'distance': 10.708079239527509}\n", + "B:GLU:26 B:ARG:30 {'kind': {'ionic'}, 'distance': 6.038836146146043}\n", "B:GLU:26 B:HIS:117 {'kind': {'ionic'}, 'distance': 10.329128811279295}\n", "B:ALA:27 B:LEU:28 {'kind': {'peptide_bond'}, 'distance': 3.8260351540465485}\n", "B:LEU:28 B:GLY:29 {'kind': {'peptide_bond'}, 'distance': 3.6049273224296763}\n", @@ -28152,8 +28377,10 @@ "B:VAL:33 B:VAL:34 {'kind': {'peptide_bond'}, 'distance': 3.899354818428301}\n", "B:VAL:34 B:TYR:35 {'kind': {'peptide_bond'}, 'distance': 3.876646359935351}\n", "B:TYR:35 B:PRO:36 {'kind': {'peptide_bond'}, 'distance': 3.78332869309554}\n", + "B:TYR:35 B:TRP:37 {'kind': {'aromatic'}, 'distance': 5.66807339402023}\n", "B:PRO:36 B:TRP:37 {'kind': {'peptide_bond'}, 'distance': 3.7889048549679893}\n", "B:TRP:37 B:THR:38 {'kind': {'peptide_bond'}, 'distance': 3.870426074736475}\n", + "B:TRP:37 C:TYR:140 {'kind': {'aromatic'}, 'distance': 6.931049054796828}\n", "B:THR:38 B:GLN:39 {'kind': {'peptide_bond'}, 'distance': 3.9642306945988923}\n", "B:GLN:39 B:ARG:40 {'kind': {'peptide_bond'}, 'distance': 3.8254204997620844}\n", "B:ARG:40 B:PHE:41 {'kind': {'peptide_bond'}, 'distance': 3.9369056376804363}\n", @@ -28217,9 +28444,8 @@ "B:LEU:91 B:HIS:92 {'kind': {'peptide_bond'}, 'distance': 3.5389894037705165}\n", "B:HIS:92 B:CYS:93 {'kind': {'peptide_bond'}, 'distance': 3.8191204484802523}\n", "B:HIS:92 B:PHE:103 {'kind': {'aromatic'}, 'distance': 10.591648030405844}\n", - "B:HIS:92 B:TYR:145 {'kind': {'aromatic'}, 'distance': 8.40378950236142}\n", "B:CYS:93 B:ASP:94 {'kind': {'peptide_bond'}, 'distance': 3.739792641310479}\n", - "B:ASP:94 B:LYS:95 {'kind': {'peptide_bond', 'ionic'}, 'distance': 3.7381998341447726}\n", + "B:ASP:94 B:LYS:95 {'kind': {'ionic', 'peptide_bond'}, 'distance': 3.7381998341447726}\n", "B:ASP:94 B:HIS:97 {'kind': {'ionic'}, 'distance': 6.094422860287922}\n", "B:ASP:94 B:HIS:146 {'kind': {'ionic'}, 'distance': 8.476918543904972}\n", "B:LYS:95 B:LEU:96 {'kind': {'peptide_bond'}, 'distance': 3.6406165686597647}\n", @@ -28250,7 +28476,7 @@ "B:HIS:117 B:PHE:118 {'kind': {'aromatic', 'peptide_bond'}, 'distance': 3.80675570532179}\n", "B:PHE:118 B:GLY:119 {'kind': {'peptide_bond'}, 'distance': 3.8850361645678406}\n", "B:GLY:119 B:LYS:120 {'kind': {'peptide_bond'}, 'distance': 3.6603924652965834}\n", - "B:LYS:120 B:GLU:121 {'kind': {'peptide_bond', 'ionic'}, 'distance': 3.65979138749738}\n", + "B:LYS:120 B:GLU:121 {'kind': {'ionic', 'peptide_bond'}, 'distance': 3.65979138749738}\n", "B:GLU:121 B:PHE:122 {'kind': {'peptide_bond'}, 'distance': 3.9057642017920142}\n", "B:PHE:122 B:THR:123 {'kind': {'peptide_bond'}, 'distance': 3.8068037774490033}\n", "B:PHE:122 B:TYR:130 {'kind': {'aromatic'}, 'distance': 9.70404044715396}\n", @@ -28283,9 +28509,9 @@ "C:SER:3 C:ASP:6 {'kind': {'hbond'}, 'distance': 4.865286939122912}\n", "C:PRO:4 C:ALA:5 {'kind': {'peptide_bond'}, 'distance': 3.6725338664197507}\n", "C:ALA:5 C:ASP:6 {'kind': {'peptide_bond'}, 'distance': 3.7727243472058745}\n", - "C:ASP:6 C:LYS:7 {'kind': {'peptide_bond', 'ionic'}, 'distance': 4.005626417927663}\n", - "C:ASP:6 C:LYS:127 {'kind': {'ionic', 'hbond'}, 'distance': 8.14862675547236}\n", + "C:ASP:6 C:LYS:7 {'kind': {'ionic', 'peptide_bond'}, 'distance': 4.005626417927663}\n", "C:ASP:6 C:SER:124 {'kind': {'hbond'}, 'distance': 4.907562633324206}\n", + "C:ASP:6 C:LYS:127 {'kind': {'ionic', 'hbond'}, 'distance': 8.14862675547236}\n", "C:LYS:7 C:THR:8 {'kind': {'peptide_bond'}, 'distance': 3.4943571654883807}\n", "C:LYS:7 C:ASP:74 {'kind': {'ionic', 'hbond'}, 'distance': 9.291988699950084}\n", "C:THR:8 C:ASN:9 {'kind': {'peptide_bond'}, 'distance': 3.7259600105207795}\n", @@ -28304,7 +28530,6 @@ "C:ALA:19 C:HIS:20 {'kind': {'peptide_bond'}, 'distance': 3.9930320559694987}\n", "C:HIS:20 C:ALA:21 {'kind': {'peptide_bond'}, 'distance': 3.9695965789989294}\n", "C:HIS:20 C:GLU:23 {'kind': {'ionic'}, 'distance': 5.207734440234063}\n", - "C:HIS:20 C:HIS:112 {'kind': {'aromatic'}, 'distance': 9.756426958677034}\n", "C:HIS:20 C:TYR:24 {'kind': {'aromatic'}, 'distance': 6.0903580354524305}\n", "C:ALA:21 C:GLY:22 {'kind': {'peptide_bond'}, 'distance': 3.791688542061439}\n", "C:GLY:22 C:GLU:23 {'kind': {'peptide_bond'}, 'distance': 3.719965188009158}\n", @@ -28314,11 +28539,11 @@ "C:GLY:25 C:ALA:26 {'kind': {'peptide_bond'}, 'distance': 3.870238235561216}\n", "C:ALA:26 C:GLU:27 {'kind': {'peptide_bond'}, 'distance': 3.867722585708547}\n", "C:GLU:27 C:ALA:28 {'kind': {'peptide_bond'}, 'distance': 3.9923777376395635}\n", - "C:GLU:27 C:HIS:112 {'kind': {'ionic'}, 'distance': 10.766046860384732}\n", "C:GLU:27 C:ARG:31 {'kind': {'ionic'}, 'distance': 6.009305617124163}\n", + "C:GLU:27 C:HIS:112 {'kind': {'ionic'}, 'distance': 10.766046860384732}\n", "C:ALA:28 C:LEU:29 {'kind': {'peptide_bond'}, 'distance': 3.8663786674354603}\n", "C:LEU:29 C:GLU:30 {'kind': {'peptide_bond'}, 'distance': 3.684418135879803}\n", - "C:GLU:30 C:ARG:31 {'kind': {'peptide_bond', 'ionic'}, 'distance': 3.7262886361633343}\n", + "C:GLU:30 C:ARG:31 {'kind': {'ionic', 'peptide_bond'}, 'distance': 3.7262886361633343}\n", "C:GLU:30 C:HIS:50 {'kind': {'ionic'}, 'distance': 7.488527959485762}\n", "C:ARG:31 C:MET:32 {'kind': {'peptide_bond'}, 'distance': 3.9184787864680333}\n", "C:MET:32 C:PHE:33 {'kind': {'peptide_bond'}, 'distance': 3.8508579563520655}\n", @@ -28335,6 +28560,7 @@ "C:THR:41 C:TYR:42 {'kind': {'peptide_bond'}, 'distance': 3.938326294252421}\n", "C:TYR:42 C:PHE:43 {'kind': {'peptide_bond'}, 'distance': 3.9439632351227614}\n", "C:PHE:43 C:PRO:44 {'kind': {'peptide_bond'}, 'distance': 3.8459284964752016}\n", + "C:PHE:43 C:HIS:45 {'kind': {'aromatic'}, 'distance': 5.284784953051541}\n", "C:PHE:43 C:HIS:58 {'kind': {'aromatic'}, 'distance': 10.697640861423606}\n", "C:PHE:43 C:PHE:46 {'kind': {'aromatic'}, 'distance': 5.412918066994916}\n", "C:PRO:44 C:HIS:45 {'kind': {'peptide_bond'}, 'distance': 3.8919195777919136}\n", @@ -28390,7 +28616,6 @@ "C:LEU:86 C:HIS:87 {'kind': {'peptide_bond'}, 'distance': 3.644282508258657}\n", "C:HIS:87 C:ALA:88 {'kind': {'peptide_bond'}, 'distance': 3.895893479036612}\n", "C:HIS:87 C:PHE:98 {'kind': {'aromatic'}, 'distance': 11.023955959636268}\n", - "C:HIS:87 C:TYR:140 {'kind': {'aromatic'}, 'distance': 8.065680256494177}\n", "C:ALA:88 C:HIS:89 {'kind': {'peptide_bond'}, 'distance': 3.91743959749222}\n", "C:HIS:89 C:LYS:90 {'kind': {'peptide_bond'}, 'distance': 3.5852171482352366}\n", "C:LYS:90 C:LEU:91 {'kind': {'peptide_bond'}, 'distance': 3.94743030337459}\n", @@ -28422,6 +28647,7 @@ "C:ALA:115 C:GLU:116 {'kind': {'peptide_bond'}, 'distance': 3.6929149732968414}\n", "C:GLU:116 C:PHE:117 {'kind': {'peptide_bond'}, 'distance': 3.866725875983452}\n", "C:PHE:117 C:THR:118 {'kind': {'peptide_bond'}, 'distance': 3.7001520239038825}\n", + "C:PHE:117 C:HIS:122 {'kind': {'aromatic'}, 'distance': 5.92289101706253}\n", "C:PHE:117 D:HIS:116 {'kind': {'aromatic'}, 'distance': 7.398833016091118}\n", "C:THR:118 C:PRO:119 {'kind': {'peptide_bond'}, 'distance': 3.7556030141643033}\n", "C:PRO:119 C:ALA:120 {'kind': {'peptide_bond'}, 'distance': 3.7078836281631062}\n", @@ -28432,7 +28658,7 @@ "C:ALA:123 C:SER:124 {'kind': {'peptide_bond'}, 'distance': 3.7953630919847443}\n", "C:SER:124 C:LEU:125 {'kind': {'peptide_bond'}, 'distance': 3.797296406655662}\n", "C:LEU:125 C:ASP:126 {'kind': {'peptide_bond'}, 'distance': 3.849516722914708}\n", - "C:ASP:126 C:LYS:127 {'kind': {'peptide_bond', 'ionic'}, 'distance': 3.8413297176889154}\n", + "C:ASP:126 C:LYS:127 {'kind': {'ionic', 'peptide_bond'}, 'distance': 3.8413297176889154}\n", "C:LYS:127 C:PHE:128 {'kind': {'peptide_bond'}, 'distance': 3.7160481697631425}\n", "C:PHE:128 C:LEU:129 {'kind': {'peptide_bond'}, 'distance': 3.9912585734326966}\n", "C:LEU:129 C:ALA:130 {'kind': {'peptide_bond'}, 'distance': 3.8986200122607477}\n", @@ -28454,7 +28680,7 @@ "D:THR:4 D:PRO:5 {'kind': {'peptide_bond'}, 'distance': 3.8759455620532126}\n", "D:PRO:5 D:GLU:6 {'kind': {'peptide_bond'}, 'distance': 3.6760138737496613}\n", "D:GLU:6 D:GLU:7 {'kind': {'peptide_bond'}, 'distance': 4.2422735649649015}\n", - "D:GLU:7 D:LYS:8 {'kind': {'peptide_bond', 'ionic'}, 'distance': 4.033357658328853}\n", + "D:GLU:7 D:LYS:8 {'kind': {'ionic', 'peptide_bond'}, 'distance': 4.033357658328853}\n", "D:GLU:7 D:LYS:132 {'kind': {'ionic'}, 'distance': 9.327949238712655}\n", "D:LYS:8 D:SER:9 {'kind': {'peptide_bond'}, 'distance': 3.56386812326158}\n", "D:LYS:8 D:ASP:79 {'kind': {'ionic'}, 'distance': 10.570025685872292}\n", @@ -28465,6 +28691,8 @@ "D:ALA:13 D:LEU:14 {'kind': {'peptide_bond'}, 'distance': 3.684355303170419}\n", "D:LEU:14 D:TRP:15 {'kind': {'peptide_bond'}, 'distance': 3.74620554695014}\n", "D:TRP:15 D:GLY:16 {'kind': {'peptide_bond'}, 'distance': 3.9579482058258417}\n", + "D:TRP:15 D:PHE:71 {'kind': {'aromatic'}, 'distance': 10.800437907788739}\n", + "D:TRP:15 D:TYR:130 {'kind': {'aromatic'}, 'distance': 10.04935923330438}\n", "D:GLY:16 D:LYS:17 {'kind': {'peptide_bond'}, 'distance': 3.842860132765698}\n", "D:LYS:17 D:VAL:18 {'kind': {'peptide_bond'}, 'distance': 4.134528509999657}\n", "D:LYS:17 D:GLU:121 {'kind': {'ionic'}, 'distance': 11.588606214726603}\n", @@ -28491,6 +28719,7 @@ "D:VAL:33 D:VAL:34 {'kind': {'peptide_bond'}, 'distance': 3.6841682914872385}\n", "D:VAL:34 D:TYR:35 {'kind': {'peptide_bond'}, 'distance': 3.843955514831045}\n", "D:TYR:35 D:PRO:36 {'kind': {'peptide_bond'}, 'distance': 3.9379560688255526}\n", + "D:TYR:35 D:TRP:37 {'kind': {'aromatic'}, 'distance': 5.637291991727943}\n", "D:PRO:36 D:TRP:37 {'kind': {'peptide_bond'}, 'distance': 3.667219791613259}\n", "D:TRP:37 D:THR:38 {'kind': {'peptide_bond'}, 'distance': 3.8141350264509515}\n", "D:THR:38 D:GLN:39 {'kind': {'peptide_bond'}, 'distance': 3.8760045149612514}\n", @@ -28556,11 +28785,10 @@ "D:LEU:91 D:HIS:92 {'kind': {'peptide_bond'}, 'distance': 3.826273121459052}\n", "D:HIS:92 D:CYS:93 {'kind': {'peptide_bond'}, 'distance': 4.141931071372386}\n", "D:HIS:92 D:PHE:103 {'kind': {'aromatic'}, 'distance': 10.316196779821528}\n", - "D:HIS:92 D:TYR:145 {'kind': {'aromatic'}, 'distance': 8.714829659838454}\n", "D:CYS:93 D:ASP:94 {'kind': {'peptide_bond'}, 'distance': 3.8124843606236607}\n", - "D:ASP:94 D:LYS:95 {'kind': {'peptide_bond', 'ionic'}, 'distance': 3.890477862679595}\n", - "D:ASP:94 D:HIS:146 {'kind': {'ionic'}, 'distance': 8.765016714188285}\n", + "D:ASP:94 D:LYS:95 {'kind': {'ionic', 'peptide_bond'}, 'distance': 3.890477862679595}\n", "D:ASP:94 D:HIS:97 {'kind': {'ionic'}, 'distance': 6.048019345207157}\n", + "D:ASP:94 D:HIS:146 {'kind': {'ionic'}, 'distance': 8.765016714188285}\n", "D:LYS:95 D:LEU:96 {'kind': {'peptide_bond'}, 'distance': 3.804352507326312}\n", "D:LEU:96 D:HIS:97 {'kind': {'peptide_bond'}, 'distance': 3.759815686971903}\n", "D:HIS:97 D:VAL:98 {'kind': {'peptide_bond'}, 'distance': 3.849818307401011}\n", @@ -28584,11 +28812,11 @@ "D:VAL:113 D:LEU:114 {'kind': {'peptide_bond'}, 'distance': 3.8492303126729124}\n", "D:LEU:114 D:ALA:115 {'kind': {'peptide_bond'}, 'distance': 3.850817186000914}\n", "D:ALA:115 D:HIS:116 {'kind': {'peptide_bond'}, 'distance': 3.8706507204861555}\n", - "D:HIS:116 D:HIS:117 {'kind': {'aromatic', 'peptide_bond'}, 'distance': 3.7862893444637864}\n", - "D:HIS:117 D:PHE:118 {'kind': {'peptide_bond'}, 'distance': 3.9843999548238123}\n", + "D:HIS:116 D:HIS:117 {'kind': {'peptide_bond'}, 'distance': 3.7862893444637864}\n", + "D:HIS:117 D:PHE:118 {'kind': {'aromatic', 'peptide_bond'}, 'distance': 3.9843999548238123}\n", "D:PHE:118 D:GLY:119 {'kind': {'peptide_bond'}, 'distance': 3.830652294322731}\n", "D:GLY:119 D:LYS:120 {'kind': {'peptide_bond'}, 'distance': 3.795694798057399}\n", - "D:LYS:120 D:GLU:121 {'kind': {'peptide_bond', 'ionic'}, 'distance': 3.6674489771501935}\n", + "D:LYS:120 D:GLU:121 {'kind': {'ionic', 'peptide_bond'}, 'distance': 3.6674489771501935}\n", "D:GLU:121 D:PHE:122 {'kind': {'peptide_bond'}, 'distance': 3.796273172467966}\n", "D:PHE:122 D:THR:123 {'kind': {'peptide_bond'}, 'distance': 3.7888481099141464}\n", "D:PHE:122 D:TYR:130 {'kind': {'aromatic'}, 'distance': 9.622366081167353}\n", @@ -28616,22 +28844,11 @@ "D:LYS:144 D:TYR:145 {'kind': {'peptide_bond'}, 'distance': 3.656940387810555}\n", "D:TYR:145 D:HIS:146 {'kind': {'peptide_bond'}, 'distance': 3.935869662476135}\n" ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/p1/0qtk6t_520n7k4bvk1p26l_w0000gn/T/ipykernel_29050/3519097318.py:2: DeprecationWarning:\n", - "\n", - "info is deprecated and will be removed in version 3.0.\n", - "\n", - "\n" - ] } ], "source": [ "ss_graph = gp.compute_secondary_structure_graph(g, remove_self_loops=True)\n", - "print(nx.info(ss_graph))\n", + "print(ss_graph)\n", "\n", "for u, v, d in g.edges(data=True):\n", " print(u, v, d)" @@ -28646,11 +28863,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/arianjamasb/github/graphein/graphein/protein/visualisation.py:943: FutureWarning:\n", - "\n", - "adjacency_matrix will return a scipy.sparse array instead of a matrix in Networkx 3.0.\n", - "\n", - "/Users/arianjamasb/opt/anaconda3/envs/graphein-wip/lib/python3.8/site-packages/mpl_chord_diagram/utilities.py:11: RuntimeWarning:\n", + "/home/atj39/anaconda3/envs/graphein/lib/python3.8/site-packages/mpl_chord_diagram/utilities.py:167: RuntimeWarning:\n", "\n", "invalid value encountered in true_divide\n", "\n" @@ -28658,7 +28871,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -28684,39 +28897,39 @@ "output_type": "stream", "text": [ "Graph named '4hhb' with 80 nodes and 86 edges\n", - "H1 H7 {'weight': 3, 'kind': {'ionic', 'hbond'}, 'ionic': 1, 'hbond': 2}\n", + "H1 H7 {'weight': 3, 'kind': {'ionic', 'hbond'}, 'hbond': 2, 'ionic': 1}\n", "H1 G2 {'weight': 3, 'kind': {'ionic', 'hbond'}, 'ionic': 2, 'hbond': 1}\n", "H1 T7 {'weight': 1, 'kind': {'ionic'}, 'ionic': 1}\n", "H1 T1 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", - "T1 H2 {'weight': 2, 'kind': {'peptide_bond', 'ionic'}, 'peptide_bond': 1, 'ionic': 1}\n", - "T1 H6 {'weight': 1, 'kind': {'aromatic'}, 'aromatic': 1}\n", + "T1 H2 {'weight': 3, 'kind': {'ionic', 'aromatic', 'peptide_bond'}, 'peptide_bond': 1, 'ionic': 1, 'aromatic': 1}\n", "H2 H6 {'weight': 2, 'kind': {'ionic'}, 'ionic': 2}\n", "H2 T3 {'weight': 1, 'kind': {'ionic'}, 'ionic': 1}\n", "T2 S1 {'weight': 2, 'kind': {'aromatic', 'peptide_bond'}, 'aromatic': 1, 'peptide_bond': 1}\n", "S1 H3 {'weight': 1, 'kind': {'aromatic'}, 'aromatic': 1}\n", "S2 T3 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", "H3 T4 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", - "T4 G2 {'weight': 2, 'kind': {'peptide_bond', 'ionic'}, 'peptide_bond': 1, 'ionic': 1}\n", - "G2 H4 {'weight': 2, 'kind': {'peptide_bond', 'hbond'}, 'peptide_bond': 1, 'hbond': 1}\n", + "T4 G2 {'weight': 2, 'kind': {'ionic', 'peptide_bond'}, 'peptide_bond': 1, 'ionic': 1}\n", + "G2 H4 {'weight': 2, 'kind': {'hbond', 'peptide_bond'}, 'peptide_bond': 1, 'hbond': 1}\n", "H4 T5 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", "T5 H5 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", "H5 T8 {'weight': 3, 'kind': {'ionic', 'hbond'}, 'hbond': 2, 'ionic': 1}\n", - "H5 I1 {'weight': 2, 'kind': {'peptide_bond', 'ionic'}, 'peptide_bond': 1, 'ionic': 1}\n", + "H5 I1 {'weight': 2, 'kind': {'ionic', 'peptide_bond'}, 'peptide_bond': 1, 'ionic': 1}\n", "I1 H6 {'weight': 1, 'kind': {'aromatic'}, 'aromatic': 1}\n", "T6 H6 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", "H6 H7 {'weight': 1, 'kind': {'hbond'}, 'hbond': 1}\n", "H7 S3 {'weight': 1, 'kind': {'hbond'}, 'hbond': 1}\n", "H7 T8 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", - "H8 H14 {'weight': 1, 'kind': {'ionic'}, 'ionic': 1}\n", + "H8 H14 {'weight': 2, 'kind': {'ionic', 'aromatic'}, 'ionic': 1, 'aromatic': 1}\n", "H8 T9 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", + "H8 H11 {'weight': 1, 'kind': {'aromatic'}, 'aromatic': 1}\n", "T9 G6 {'weight': 1, 'kind': {'ionic'}, 'ionic': 1}\n", "H9 H11 {'weight': 1, 'kind': {'ionic'}, 'ionic': 1}\n", "H9 H13 {'weight': 3, 'kind': {'ionic'}, 'ionic': 3}\n", "H9 S3 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", - "S3 G3 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", + "S3 G3 {'weight': 2, 'kind': {'aromatic', 'peptide_bond'}, 'peptide_bond': 1, 'aromatic': 1}\n", "G4 H11 {'weight': 1, 'kind': {'aromatic'}, 'aromatic': 1}\n", "S4 H10 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", - "H11 T10 {'weight': 2, 'kind': {'peptide_bond', 'ionic'}, 'ionic': 1, 'peptide_bond': 1}\n", + "H11 T10 {'weight': 2, 'kind': {'ionic', 'peptide_bond'}, 'ionic': 1, 'peptide_bond': 1}\n", "T10 G5 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", "G5 H12 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", "H12 I2 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", @@ -28727,35 +28940,35 @@ "G6 S5 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", "S5 H14 {'weight': 1, 'kind': {'aromatic'}, 'aromatic': 1}\n", "H14 T12 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", - "H15 H21 {'weight': 3, 'kind': {'ionic', 'hbond'}, 'ionic': 1, 'hbond': 2}\n", + "H15 H21 {'weight': 3, 'kind': {'ionic', 'hbond'}, 'hbond': 2, 'ionic': 1}\n", "H15 G9 {'weight': 3, 'kind': {'ionic', 'hbond'}, 'ionic': 2, 'hbond': 1}\n", "H15 T18 {'weight': 1, 'kind': {'ionic'}, 'ionic': 1}\n", "H15 G7 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", - "G7 H16 {'weight': 3, 'kind': {'aromatic', 'peptide_bond', 'ionic'}, 'peptide_bond': 1, 'ionic': 1, 'aromatic': 1}\n", - "G7 H20 {'weight': 1, 'kind': {'aromatic'}, 'aromatic': 1}\n", + "G7 H16 {'weight': 3, 'kind': {'ionic', 'aromatic', 'peptide_bond'}, 'peptide_bond': 1, 'ionic': 1, 'aromatic': 1}\n", "H16 H20 {'weight': 2, 'kind': {'ionic'}, 'ionic': 2}\n", "H16 T14 {'weight': 1, 'kind': {'ionic'}, 'ionic': 1}\n", "T13 S6 {'weight': 2, 'kind': {'aromatic', 'peptide_bond'}, 'aromatic': 1, 'peptide_bond': 1}\n", "S6 H17 {'weight': 1, 'kind': {'aromatic'}, 'aromatic': 1}\n", "S7 T14 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", "H17 T15 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", - "T15 G9 {'weight': 2, 'kind': {'peptide_bond', 'ionic'}, 'peptide_bond': 1, 'ionic': 1}\n", + "T15 G9 {'weight': 2, 'kind': {'ionic', 'peptide_bond'}, 'peptide_bond': 1, 'ionic': 1}\n", "G9 H18 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", "H18 T16 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", "T16 H19 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", "H19 T19 {'weight': 3, 'kind': {'ionic', 'hbond'}, 'hbond': 2, 'ionic': 1}\n", - "H19 I3 {'weight': 2, 'kind': {'peptide_bond', 'ionic'}, 'ionic': 1, 'peptide_bond': 1}\n", + "H19 I3 {'weight': 2, 'kind': {'ionic', 'peptide_bond'}, 'ionic': 1, 'peptide_bond': 1}\n", "I3 H20 {'weight': 1, 'kind': {'aromatic'}, 'aromatic': 1}\n", "T17 H20 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", "H21 T19 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", - "H22 H28 {'weight': 1, 'kind': {'ionic'}, 'ionic': 1}\n", + "H22 H28 {'weight': 2, 'kind': {'ionic', 'aromatic'}, 'ionic': 1, 'aromatic': 1}\n", "H22 T23 {'weight': 1, 'kind': {'ionic'}, 'ionic': 1}\n", "H22 T20 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", + "H22 H25 {'weight': 1, 'kind': {'aromatic'}, 'aromatic': 1}\n", "T20 G12 {'weight': 1, 'kind': {'ionic'}, 'ionic': 1}\n", "H23 H25 {'weight': 2, 'kind': {'ionic', 'hbond'}, 'ionic': 1, 'hbond': 1}\n", "H23 H27 {'weight': 3, 'kind': {'ionic'}, 'ionic': 3}\n", "H23 S8 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", - "S8 G10 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", + "S8 G10 {'weight': 2, 'kind': {'aromatic', 'peptide_bond'}, 'peptide_bond': 1, 'aromatic': 1}\n", "G10 G11 {'weight': 1, 'kind': {'ionic'}, 'ionic': 1}\n", "G11 H25 {'weight': 1, 'kind': {'aromatic'}, 'aromatic': 1}\n", "S9 H24 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n", @@ -28771,22 +28984,11 @@ "S11 H28 {'weight': 1, 'kind': {'aromatic'}, 'aromatic': 1}\n", "H28 T25 {'weight': 1, 'kind': {'peptide_bond'}, 'peptide_bond': 1}\n" ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/p1/0qtk6t_520n7k4bvk1p26l_w0000gn/T/ipykernel_29050/526239525.py:2: DeprecationWarning:\n", - "\n", - "info is deprecated and will be removed in version 3.0.\n", - "\n", - "\n" - ] } ], "source": [ "ss_graph = gp.compute_secondary_structure_graph(g, remove_self_loops=True, return_weighted_graph=True)\n", - "print(nx.info(ss_graph))\n", + "print(ss_graph)\n", "for u, v, d in ss_graph.edges(data=True):\n", " print(u, v, d)" ] @@ -28808,18 +29010,13 @@ "outputs": [ { "data": { - "text/html": [ - "
Reading PDB file...         ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% 0:00:00\n",
-       "Processing PDB dataframe... ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% 0:00:00\n",
-       "Initializing graph...       ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% 0:00:00\n",
-       "Constructing edges...       ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━   0% -:--:--\n",
-       "
\n" - ], + "application/vnd.jupyter.widget-view+json": { + "model_id": "c8e03a108a5b49c2b29646f885110607", + "version_major": 2, + "version_minor": 0 + }, "text/plain": [ - "Reading PDB file... \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[35m100%\u001b[0m \u001b[36m0:00:00\u001b[0m\n", - "Processing PDB dataframe... \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[35m100%\u001b[0m \u001b[36m0:00:00\u001b[0m\n", - "Initializing graph... \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[35m100%\u001b[0m \u001b[36m0:00:00\u001b[0m\n", - "Constructing edges... \u001b[38;5;237m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[35m 0%\u001b[0m \u001b[36m-:--:--\u001b[0m\n" + "Output()" ] }, "metadata": {}, @@ -28848,16 +29045,6 @@ "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/p1/0qtk6t_520n7k4bvk1p26l_w0000gn/T/ipykernel_29050/2217966561.py:4: FutureWarning:\n", - "\n", - "adjacency_matrix will return a scipy.sparse array instead of a matrix in Networkx 3.0.\n", - "\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -28875,14 +29062,14 @@ "A A {'kind': {'peptide_bond'}}\n", "A A {'kind': {'peptide_bond'}}\n", "A A {'kind': {'ionic'}}\n", - "A A {'kind': {'peptide_bond', 'ionic'}}\n", - "A A {'kind': {'peptide_bond'}}\n", + "A A {'kind': {'aromatic'}}\n", + "A A {'kind': {'ionic', 'peptide_bond'}}\n", "A A {'kind': {'peptide_bond'}}\n" ] }, { "data": { - "image/png": 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jkHw9L/BTwzA+sWsEucTZcDzQnOlxpIkgcE2rvz5u5Ms9Ze5tQH7aR5Q8IxDR2oW8ry7gM+DTiN/vAeuBoK9z/raMjLKflOZVK6RgchxwhPkz3vz/fhE/45GVDgdaRKeb1d6AZ5GVDc3o8SLg2IiHFfAxsBr4gy/YkpXHpkZjR3QEWZNVGIaxRSlVD9yO+Oz+0Y7iGKDVX/9KibNhLfYWh8lyIBLFetLCtq+S2c8g7BrxGWKl9REiKj4CPgReB972dc7fnLERDgDegMcAtpk/G+jjuzOF9HhgovmTa/4cAExAvvvRSJRckzwG8KcEtncibjeRk1ID+W4uA4rduVUPA/f7gi07UjZKjWaIogWyJuswDKNdKXU1slxtd+4HzmTw+dl2A+diTSD/F6gk/fmywxDR9jEifDeYv98Dngfe93XO1zm7cTCFdND8ebr330vzqkcCRyFuJhMifg4GxgJanFnjWW/AE0hg+0vpu6jXQFYCrgC+4M6t+iuw0hdsycYi4L1QSl0JuIDvGoaho+SaAUELZE228k3DMGwvdlr99S+VOBueRvIGBxuW7N6At4D3kWYIqWI4sIme1If1wIvAi77O+dkwccpavAHPduAl82c3pXnVw5GI8xTgEEQ0H4J87/uiI86ROIC/Wd3YnVt1OuIGE2+1zEA+7yrgQndu1Z+BVb5giy1X2ayglDoS+D6yqvGWUuob2WbtqclOdA6yRpMgRa5GBdDeVmfp5ClxNkwBGtM6qMzgAGa2+uvfjbehe8rcOsTHOhnCYvht82c90qXvNV/nfJ0ja3NK86qHAScghZ1HAnmI//dohm6OcwC43ozWx8WdW3UHktKUKA4kxekPvmDLmiT2zyhKqWHASmQydgsSRf4NsMgwjB9mcGiaIYCOIGs0FjGFcQniLPBHoM3Kfq3++k4zinx62gaXGULANKQFeDxewZpAzkGW6N9FREQASePQYjhL8QY8u4BO8wfYnaZxsvkTznU+BImADvaojQLaExDHJyDOPckQAo4BbnXnVj0H/J8v2NIZZx878X0kbafFMIytwF+UUtOAu5RS9xmGYaXlvUaTFFogazQWKHI1no00+QgXyVxW5Gpsb2+rs5rm8UcGn0AG601A/gl8I8rjOUh0+A2kWO4F4Clf53wrTUg0WYqZprHW/AGgNK/6QCSv/Wh6RPNoBp/Xcxfw1wS2v4L+1zAYyGRkoTu36gngt75gy1v9fM60opQ6G7gGEfhfBeaafzoROAWJjms0aUOnWGg0MShyNR6FCLsz2TOy5QB+1d5W92erz1XibJiPLDMPJnYBX23118d1gHBPmfszYBLiCRwWxE8hglhHhzV7YEaZncg5czxy7CiyP8Ls9QY8P7OyoTu3aiLwY1IvBncB/wPu8wVbulL83P1GKTUWsfL8C2Jh9zMkj/1XwA1I8fMPDcP4JGOD1Ax6dARZo4lCkatxLDAT6X43nL1vyiHgkiJX49/a2+qsmvT/kcEnkIcDRViLiN2PFGqt9XXOz3qnA/eUuQp5/2ORhhwHIu3Px4GxHXHRGEFPk5hRiA+xAfzL17kgGOv5S/OqzwEuQcRMuGteyPz/Lnos27aavzfRY1/3GWZTEqtL+XbDjDL/y/yhNK96P6RN+0mIYD6E7Isu70SuA1a5ivRESoch17Yz3blVf0es4ew0Sb0XKbpdaRjGq8BUpdRvkBzkBcByLY416UZHkDWaCIpcjQ7gy4il0rg4myvgwfa2ul9Zff4SZ8NCZKlzMOFv9dfPz/QgUoV7ylwHInSPQIrK9kOOhbHm730j/j8KERvDEbHWDRhgbDX/9om5/1tIFX4OImB/4utc8EqscZTmVZchbgRWUfR0/NuFiLEd9AjpzxAR/WnEzyfm2NYDn2aLmDa9miciee0nAMchn6+dRF401ngDHkvFZe7cqgnAz0l/IMsBvAMs9QVb/p3m14qL2QzKBxwKnGrmHqOUmgF8BXAbhjEo7Os09kZHkDUakyJX41lIzttR9O03GokBlBS5Gpe3t9Vtsvgyy5H8uawQIhY5qcTZkNPqr8+KaJ4pgA9C8qcPR8TwePMn3EluNCI4rQiuENKJLxo55m+FCJFh5vbDkxl7HMLto8NjdiAifVSc/cLi/rPSvOpP6Oko+AnSWOU14FVvwGP1GE87ppBfZ/5QmledgxSynYXkqB6XqbHFwIE4MlilkoG5R4cQV5Fad27VhUjaxboBeN2oGIaxBbhAKdWC2Lpdh6RjfQ5pijIBsXfUaNKKFsiaIU+Rq/Eg4NvA2eZDiUQnxgLfBO62snGrv/7JEmfD81j3ELYrOYiQehFpJmG7iI57ytyxyFL88UgTi4OQNIiDkFbKIfoed3/FfrioKvIa64j4v5Vr70AVIYX9iceYP4f2+vswYFdpXnUXPc1XNgAfIM4U75hOFRnDG/B0I24nTwKU5lXvD1yITEZPRFJdMj0pfckb8DxnZUN3btV4RBAONKcCi9y5VauAX2WydbVhGFVKqXLgTmQCqoD7DMPQ4lgzIGiBrBmyFLkahyHV0RchEcNkuaDI1fhAe1vd+xa3/zOSZpHpG3aiOOgRRY8Bj7b66zO+pO2eMncEMuE4EclLPdj8fSCmuIuyW7rH3Vsgh9Mfwv9PRwQ5XYQ/q/Hmz/Hm/8MtvDeX5lVvRETzBmS5/ikg4A14MjJx8gY8HwN/AP5Qmlc9BrEjPAM5TsKTo4EkB4u2kCZfRfLVM8FwoBQ4251b9QegLVONRgzDWKGU8iFpNO8ahvFhJsahGZpogawZkhS5Gqcikd/D6b9QHWE+1wIrG7f66x8vcTa8gBQb2Z1hSBe8Z5Biqadb/fUZE/buKXNHIiJnMpIjfATyHY4iM0K4L8LR32HI8RUWk2HhnE0CuS8MJPo8AlmiPyzib8OAT0rzqt9F8pvfQVYaXjOjvQOGN+DZghSR/rU0r3oE8HngHGSSOo6BEcvvY1Egu3OrxgIF6R2OJQ5EfIiL3LlVv/AFW97MxCDM1tLPZOK1NUMbLZA1Q4oiV+M44HuIfRSkLoo7tcjVeHx7W13MwqsI/gzcmsLXTyUOpJDsWeDfwOOZEMWmS8QkJPUl7IvbVwe2jEeyexGZHrHT/H8OUiwXmWoRi/5632aSXUj60XH05ANfA3xamlf9Dj1NYB4H1g9UcaA34NmBCNU2szX254GppF8sdyQwMbiKHueTTGMgE9JmM+2ixRdsyXoHGo3GCloga4YEZhe8S5Aq6H3T8BIO4OtIO9S4tPrr15Q4G15Clg7tgEL8iZ9B/FE7Brrozj1l7ihErJxEjyDOxf5iOBqRAnkX8vkqRCznYC2CnM0CORq7EOEXzgsHsVLcUJpXHfbFfhR4cyAEszfg2QmsAlaZYtmFuGKcTGrzv7chxblxcedWjUSs7OzGcCQV7XR3btUvfcGWJzI9II0m3WiBrBn0FLkaJwHfRZbl07mcenqRq/Hs9ra6xy1u/2dEUGeywK0beB5YA7S2+uutejr3GzN3+CzEfeBYJFrcu3NaNojhaOTQ8z520SO4wgVxgyHFIhV0AweYP2cjzg0f9hLMb6RbMJti+R/AP8yOfpcgaRhH0v/z0+8NeD6zuO0VSJ63HVeWDKSA81Z3btV/gJ/6gi2646Vm0KIFsmbQUuRqzEGiuhcjBS/pFqIGML3I1fhEe1udlRucH3iJnmjaQOEA3kYK7R5q9dfHbFiRatxT5u4L3IHkD49hT0GcFVZxFghHjA3kPYWjwTuR43BEhsZld7oR2739kclTJbCxNK/6dUQwr0Es59ImIL0Bz0bgV6V51b9GCvtcSCfNsSQnXB+yspE7tyrcdMeO4jgSB9JkZLI7t+rXdvBO1mjSgRbImkFJkavxVOA6JCo5kBHa45CK+VXxNmz11xslzoaHgDrSf1NUSMe1tUgO5pMZLLbbjBQAjWTwCOLehF0rIj2JQeyqDOJ7E4efY6izC4mo5ps/VyEpGa8AzwHt3oAnbpvzZDBF+JPAk2bbazdwLolZND7nDXjesLhtOWJBaHeBHOZAxDv5AuDHvmDLp5kekEaTSnQnPc2gosjVOBwRxsX0NGkYaNYD321vq4sr/kqcDQpYhKQYpAMH0kzhv8CKVn/9ljS9TkK4p8ydh0QIBylG2Hd3B9J0oxsRFK8igYm1vs4Fv4v1DKV51RXICogmOuFGLq8iftz/Ic3RZYDSvOpDkRSMs5GUg74m4A6g0RvwdMR7TnduVQ7SNe+QVI1zgOkClgG+TFnCaTSpRkeQNYOGIlfjyUiu8ZFkNgpzJBIN+nO8Dc0o8grgZlIb6d4OPIG0bH0m3dHikqkNhyOCd3zrmvrfWtjlFQa1QFaAoSL+E2YrslRvxXdbR5BjYyCT4BPNn8uB9aV51Z1IKsZj6bCU8wY87wG/KM2r/iVwPlCC5NH3/r7eQkS7FS5C7AqzdUVlPHLtPc+dW3W3L9ii/Yo1WY+OIGuyHrPhx0ykc1amosa9+RiY2d5WF9cSyYwiLwaO6edrOhC/1X8Df2r116dl6RmgxNmwD3AhBkfS48RxCOJ3O691Tf3HsfZ3T5l7GNBC9gqCeAwDI9z6uQsRc7mIcDsACPg6F3hiPUFpXvVliDWaJnFykMj9C4j/8ipvwJO2AtTSvOojgcsQF5awS87vvQHPA/H2dedWKeAeZGI9GNgC/BF4UEeTNdmMjiBrspoiV+PxwA2IJZidLsYHIN2wfhVvQzOKvBKoIfn38BLQCjzS6q9PS851ibNhHNJh6zR62vduQfJpd9BTmHY60B7ruXyd8991T5n7Dnu3NR4sGPSsCISL9UAsv3KwZiM2YI4ig5BuxNfYibRs/nppXvVzSET3P6luje0NeN4GPKV51aOAMkQor7C4+zSkVmKwTBbHII2TznLnVjX7gi0bMz0gjSYZtEDWZCVFrkYHIkDLEKFmJ3EMMp6SIlfj8va2uk0Wtv8ncClwVAKvsRNptLCi1V//YuJDjE+Js2E0Epk/B7HJi4zQh4vNFPIdfGj++wTiCGSTVxjcAjmS8PJ7WCBbOV63sqe41iRHCBFtUxGxXFWaVx3uDPl4KnOWvQHPNuAB8ycuZvT4iwwecRwmhPhJ3206XcQtWtZo7IYWyJqso8jVeARwI2KPZmfxMBaJpNwdb8OIKPKNxM5FVsAmpOju/lZ/fcqjMyXOhmGIjdN5wKlIvmz0z1mRg7G7U9xOpBDtmJKpDaNa19Rvi/NSLyBNEez8HSZL5HsKsadAttqE4jNz28EmnjJJN7AfcnwXAu+X5lU/hUzoXhiojn4RnIsU6A7GcwAkil/tzq06G1jsC7bEuyZoNLZBC+QhjlLqcKTd6mfAPwzDsHVjhiJX4yWIN+oYsuOmUlDkanygva3ufQvbtiNR5IlR/pYDvAesRvKLU3qjMfOgJyOer/lIikhYmMX6nEP0FJ7tj0SURyDRo3jdtv4NXIt98sZTiUGPKDboEcVbkeuulWN3E1ogp5NuxFatBEkdeqs0r/ppwOsNeAIDNIZysuM61h8MJHJ/rDu36h5fsOXJTA9Io7GCFshDGKXU54F7EaeDl5HjwZYCucjVOAa4CVnqz6YbykjgG8DCeBtGRJGr6Ykih5t6/AP4e6rbP5c4G/YDvoxYVk2MeN1EXmek+XsUMtEKp1nEFMi+zvmfuafMfZP0WdxlGiPid1ggb8P6dTcskDXppxtpXHME8MXSvOqXkHxlrzfgiVtomwzu3KrTkYnkUJkAHQzUu3Or/g4s8QVbMtlBVKOJixbIQxSl1GXAb4DrDMNYFvH48YZhvJKxgUWhyNV4GvB95AKbTeI4jLPI1Xhce1vdqxa2XYVElSYBbwJ/RVpAp+x9m9HicxGv6NPpaXuc3A1LMQpjt/DbglTxH18ytcHRuiZuweCrDA2BHGY71rvobSezbciHMicCJwFXluZVPw783RvwvJzi13gBWIqs2hxIdl7bEiUHub6d5M6tavIFW97L8Hg0mj7R0YkhiFJqIlALfKuXOL4eeFwptSBjg+tFkatxEtCAiONsxQFcbWVDUwj/DmgGvtfqr384VeK4xNkwrsTZ8E3gF8BcJGo8PPZeluhGUgdAxPH+SMrFiRb2fZLBmWIBewqeyBxkq23Pt2PTFZ0hggHsg+Qq31WaV31naV51ytrC+4ItO3zBlqWIReXvgA0MjXtyCOk4usidW1WS6cFoNH2hfZCHIGZqxU+BYsMwPjAf+xZwJ1JQdiFwv2EYizM3SqHI1aiAWxExl80o4Pb2trrHB/JFzWjxmUib3HxSI4j3xmArPe2TdyLdBFtb19T/LdZu7ilzhyFRtDFpGVdGMcLFeR8iE4YxQCPwAyStaYmvc0Gfy/emZdgDDA3RZHcciLAzgOcR15l/pdJb2Z1bNQzp0FcKHMbQWD1QSCrLIl+wJS2pLBpNsugL79DkICTSZwAopXKA14BDDcOoB/4C3KSUmpy5IQrtbXUG0IREV7IZA7jKFPxpp8TZMKLE2XA58GMkAu8kXeIYQDEWEcYgubMjgRNKpjbEfL++zvm7kPz3wUhY4EQW7G1HPpstxO+mt52hk59qdzbTsyIwDrge+GVpXvU1pXnVKVnd8gVbdvmCLQ8C30Yiyl0M/m6KBuKW43HnVuVlejAaTSRaIA9NNgETMKOyhmF0A48YhrHF/PtqxEbMFu1C29vqtgIepBlFNnMC0hQgbZQ4G3JLnA3fRhqUXIPkMg9EJCqEiD6QSPLBSOe44yzs25muQdmEyGW6bfQ0WIkpkE3LsZ2xttEMCA566nVCSIAB5Dr6JWBxaV71lal6MVMoP4CkXjyEiPPBzpHAj9y5VYWZHohGE0YL5CGIYRgPI5ZiHqXUMeZj4WjyGGAB8IZhGLYQyADtbXXPAQ+S3cdsCLjcbHKSUkqcDceXOBvmAEuAixCv14HOnwrnEu+DCIpxyEQsHm1pG1FmieZisRWJIG8lfgQZsn9SOBjYRs/qywZ6vrd9EevFT8yflOILtmzzBVuWIEK5jcF/LIwFZrlzq77tzq3K5uu8ZpCgD8Khy/VIFMunlPq2UqpUKfVl4EXgFcMw6jI7vKgsA57N9CD6wWbAn6onK3E2qBJnw7klzoaFwF2IM0X60ijiM44e54VNSCQ5mqfzHvg6538MvJHeoWWESIEcWaRnKYJsoiPImWc7Pd9l+Px6H1kh2QcIIqtuacEXbNnkC7b8GPgOsrI3mNNuwp0F73TnVu2X6cFohjZaIA9RDMN4E1nufxkRy/cBVcCPDcO4NpNj6wszH/lHyA0pm9gJPALMbG+r+017W12/Uh5KnA2OEmfDxUh+8VzESzXzuYoKA/FBBhGBBwD7lkxtsGLjlpZW2TYhUiCHkOi6jiBnD+Hv6VPkmAb5Ht83f79gtphOK75gywe+YEsj0m1zMDfbCCEOOHe7c6tOzfRgNEMX7YM8hDEMYyPwRaXU/khkZLthGF0D8doF5U3DgRrgzY4VtQ9Y3a+9rS5Y5Gq8F6gjOyZ4jwG/am+rW9/fJypxNuQgOY+lSEODcFW9nQhHt8YiovAoJM3itTj7/Q+p4B+M0TEHPd9TNz3Fd/tY2FdHkDNLF5KuBBL1H4ekUxwKvGv+u9XKE7lzqy4FNgL/8QVbkj5vfcGWN4B5pnj8OuLXPBgdLw5A3uf9wJ/685lpNMmQDQJDk2YMw/jYMIwPBlAcT0B8fs8Hriwobzorkf3b2+oeRWyy7Hr8OpAmH7e1t9Xd0V9xbKZSXAH8EslHtLMF1P7Ax4iw24mI45Ex9xCeI/udSvoih57vayeSZtGNiK146Ahy5sihJ6++mx4v9k+QaPI4YJ034Ilbq+HOrRoLXIlY/C1251YVuXOr+rXq4wu2PIv42f8UEd6ZX0VKPSMQD/k57twqqw12NJqUYFeBoRmkFJQ3nYOI46OQqNow4IaC8qaDYu64N79EurDZjSDQAtzQ3la3NkXP6QBKkBu0XYWxoBiB3KxBViXGAqNKpjYcHWs3X+d8A3gpzaMbaCLbhYejX5EC2UqOpY4gZ44gPVH+j5HvcQcy6QsiKRarLD7XlYgPtgEcg6ye/cSdW+Xqj1D2BVsMX7DFC3wL6bqZ9lSPDGAgNpXaCk4zoGiBrBkwCsqbKoDZ7C0MxgNzC8qbLKf8tLfVdSP5yJtSNsD+sRO5WV7X3lb3kJkvnRJa/fXdwD/IjvPVoKf72zBkmfR44BAL+z5LdrxHq4SFzzB6UkfCAtlAXBDioQVy5oi0Vwtfs95HvteDgA+stJ82I5+f7/VwCClgrUaE3/n9FMrbfcGWXwDfA55I9nlszpFI8d7nMj0QzdBgMN2MNDaloLwpp6C86UZkqawvEXws8P1Enre9re5dxO83kyjEx7e2va3ubtOzOR38Bbk52x/F4UiKyRZkifQEi3uuZnBFwMKTpHAXNugRyPtg7fqrUywyw056OkN2I8exgQjl9ci5uMbic12GpB5FIwQcjQQO7nTnVp2e5HgB8AVb3vcFW25HrDrXM/jSLvYBat25VVdkeiCawY8WyJq0UlDetA/SXreI2AVlBlBYUN70pUSev72tbhXwLzJzI9iINDCZ3d5W93o6X6jVX7+L7IkiHwAEzH/nYBY2lUxtiGn55uucvxV4Jc1jywTh76zb17nAQATy7k6WcdAR5MwQQFa2oOfa8h4i0MJ59h3xnsSdW5UDFBP/uw4hxXZ3uHOr7nDnVh2fxJh34wu2PIq4Ey1HHFMGE8OAr7tzq240P1+NJi1kw81Wk6UUlDcdBSxGLHusphxcXVDelGiL6x/TI8gGgm4kneLb7W11q/qTTlFY3Di+sLgx3+LmK8mOKHI3PXm3ISRn81DgcAv7Dia7t7CwChfp7XRPmZODRNb3wdo5oSPIA0/YxxvE4i1cZDoCeBs5B1/1BjxW6gEuwlp6USSnA03u3Kq57tyqIxLcdzdmR77fIkL5CQZXNNlAgi6NZgGkRpNytEDWpIWC8qapwHwSvzmMBGoLypus5GcC0N5WtwMp/Ev38nzYnWKumU6R9OsVFjceWVjcWAEsAr5WWNzY1xLsbrIqiqyYiKSefILka56LNUHYTja8v8TIQd77TiT69RnWLN5AC+RM8DwyqQdzYgN8iKyMjEEisn+O9yRmTrGb5AprHUhh2k/cuVU3uXOrcpN4DgB8wZYNZtpFM/BRss9jQwzke1qsi/c06WCw3Yg0NqCgvOlSxM7IssjtxYHALQXlTZaPTzPF4Q+kL0qyFVgKVLe31XUm+yRFrsZxRa7GGuAe4KuIJ24OUGbxKbIlijwJKbrbiUTeJgKBkqkNR8baydc5/x0kSjcY6J2DvAv5rjcj7h4h95Q58Y7XwZSTnQ0o5PgbiRy34TzkXebjnwLrvQGPldSXLyDnQX8YhhT4/dydW/UNd25V0p0yfcGW1Ug3vg7s55/eHw4FFrpzq87I9EA0gwstkDUpo6C8SRWUN30b+Cb9b3l8MuL5mwgPAY/383V7oxCP3ur2trplyXbBK3I1Di9yNV6D2NN9QSkUIpr2RSKsZxUWN8YUj7A7iuzF/ueugSxP70ImAYcigsPKknHSExCbET5WwnmSO5HzIhxB3kT8SeSn6Rmapg9eAsLRyHBTkE3ISpgy/x03emzyRVJnyzgGKfb7uTu36sJkHS98wZYtvmDLj5DVvbAjx2BgHHCLO7fKnemBaAYPdr/JarIE06JtLnJTSAUh4OKC8qYiqzuYucB3IcuhqeBT4GdISsW7yT5JkavxC+bzXI5EDgFQiuGIiPwQeb/lFp9yBdkQRVYcA6xFRMaRgNUIzxP0iMpsJmx3F87HDqdYhIXxJ8T3Qv6YwSNi7I4D+A8wxfx3+BjchBToDQM+9AY8G6Pv3oM7t+psetI0UoWBeKF/D8lRPinZJ/IFW9YA3wUeZvB0rxwBfNudW3V1f5uwaDSgBbImBRSUN41FnCqcpLaRhQKuLShvmmR1h/a2us3A3fSIk2Rf90ng+va2un8kW4RX5GqcVORqnI90uzqEvZc1w41SJiBpJScVFjfGvemZUWQ7dxIMcwLwX0RgjAfOBt6I1zQEWQXoSuvIBpbdRXrmvz9FIsifEL+b3jr6vxqjscY6ZMIa9jn+FFn9mICkWL0BPGrxucpIX1MfAzm3Gt25VbXu3KqkUtl8wZYdvmDLT4B6JH1kMIhKB1CBWMFZ9tXXaKJh9xusxuZEtI0+gfTktY0FZheUN42Ku6VJe1vdM0i6RTLH9ybgZ+1tdfPa2+qCSexPkatxVJGr8XqkAO9UYtwoldo9xo3I52c1F/kh4INkxjeAjEFyODcjubSTkYjohFg7+Trn72JwddVT5s8uROxuQj4bKwL5A7TV20DgAFqBQvP/oxBRvBHpmjce2OYNeOJ2x3TnVk1Czvt04wAuAH7hzq36iju3Kqn7udmy+vvIytRgKAo1kM+lQben1vQHLZA1SVNQ3nQscCfW7Lv6w2GISE4kwvF7JHfYKgp4BjNqnMjgwhS5GlWRq7EEuBe4EOuRv1HIZ7gfcERhcePUeDuYUeS/Y+9zOITiFCTqFk6zOBHoLpnaEG/cz5P9Ea3I8YdTLHLoWd2wkmLxGXt2dNOkhw8Qh5pDgFzEiq8biSR/hBScWm1tfxkDe+zuC3wduNudW3VyMk9gWsK1ADcjkfRsP/cM4BSk+Yq2gdMkhZ1vrhobU1DedCbQgFgfDQRnAZVWNzbTIu7E2lL9FqAFuLW9re7jZAZX5Go8Ail8+T6SLmEZs2BvO7KkOxz4YmFxo5Uc3BVItyw7Mxn4JyIGDwGmAi8gTRFisYrBkxtpsGcO8i7kvcUVyN6Ax0AX6qUbhXRx/IL5/wORlY4NyMrHwUhktT3eE7lzq0YD56RllLEJIY4Z8925VdXu3CrLK26R+IItrwOzgL8xOM6/Y4G73LlVA3Wf0gwitEDWJExBeVMhMIfkbdySIQRcbvorW8JMkbiXvlMcHEjnthvb2+pWJJNrXORqzClyNV6NNEQ5heTTTPZFUg+GI8u50+Lt0Oqv70Zs3+x8Hk9AxMV65IZb1Lqm/jPiHDu+zvmfAq+lf3hpJRyF6y2QdyJpFgbWziEtkNPLp8h5dB6S+tKNTGLGAe8gqxkfeAMeK5Z7XyaiEDcDOJBrx73u3KrPJ/MEZjT558AdyCQh2zkCiSSne6VTM8iw841VY0MKypsuRqKkI+NtmwZygOsLypssNx9pb6v7H1Kp3XvJcCfwAHBTe1tdUlHYIlfjqUgXvyvo8UtNCqUwkCiygSzxlhQWN1r5jP+BLInalW4U5yPuAJ8CJ5RMbRgLbCuZ2hDv/Q0Wu7fwpGknct5sR/Ja98PaUrYWyOmlAzgTKdA7FHGV2YjcHycgIvGJeE9iOicUYA+P4QOBm9y5Vbe5c6sSWtEK4wu2rEW68P0vpSPLDBMQr+RjMz0QTfagBbLGMgXlTVcA1yJRsEwxHphbUN6USGX/L4HXI/7/PjCvva3ud0lGjUcWuRpvQCIseaSoWl0pxiEC6lMkkhW3YK/VX28AD2LvnMGT2DPN4hQkKhcvX9KLvd9XPCJbTRtIKs9o8/fHQNzuiSafpH5oGpPtSIOhacjqzRgkuj8CyUl+E9jpDXjWWXiu85E8ezuRD/zUnVtVkYz1mS/YstUXbFkI/BTJh89mcpHCvdMzPRBNdqAFssYSBeVN30AKQexwzByF5MlZor2tbhfwIySf8FHge+1tdYkU8O2myNV4LuJpXEzqP4vwUvx+mGkWhcWN8Yq4QHIj7ZyOcAyKD4GXDREhFa1r6ncRZ6Ll65z/HvZ+X/EIC5Lw+wwL5K1I4ZfV9sE6gpw+/Mj3dCoyefsIqVsYi5yDr2L9GLyQ9Fm79YexwDXAIndu1THJPIEv2PIwUIN8Hna4ByTLvsAcd27V5zI9EI39yeYDXTMARHTHuwx7LB2CaeNTUN70Zas7mGkU17W31S1ob6tLuH1vkatxdJGr8WYk9/rgRPe3ilIcgAiiIJIH+fV4+5hR5D9i3/NZIROKVgWbDcn1BAiWTG2INwF4Jr1DSythgTzc/PdmegRyOIJspd20jiCnhxCSZvU5ZBJzMJJa0Y0IwSDyvT0d74ncuVVHMjDWbskSQgrWfuTOrfp6MpZwvmDLu8BNSHFwNhfwjQZq3LlVJZkeiMbe2PWGqrEBpq1aNdIdzy7iOIwBVBaUN1m+KfXDoWIqcA+SX5huupEmEuOQSPLphcWNebF3gVZ//f+wd87uicC/Me3eSqY27Nu6pv4VxD87Ft60jyx9REaQHfQI5HCKRS4SrYw3SdiAvlang7XegOdt5LwONwMJR/ZHI24rb3kDHivewANt7ZYsI4CvIM4OkxLd2RdsCfmCLfch6WUfpXhsA8kI4Lvu3CrLQRbN0ENfdDVRKShvcgA/QCJ/dlw2BLnI3VhQ3mQlDSFhilyNI4pcjbOQqPFB6XiNaChFLtLadjMSRb7W4q73Y9+b9PEo3kVyj0cY0nY7Lr7O+e+TvWkW4QYhIHnI0SLIG4lvC7gO3U0vHfy5NK/6QKS19ATku9iBNKnZgRTrBeI9iWmpZtldxwaEgOMQkXxVkrnJa5E0t5fJXh3hAK5x51ZZtg/VDC2y9cDWpBFTHM9GIit2FcdhDgBuLShvsuIbbBnToeKnSPHOQJ8nBtIcJWwLdlBhcePZ8XZq9dc/iX1TEg4EjkcKCg0kigWwvmRqQzz7Jbu+p3g4zB8DEchbgBG+zgXb6IlUfkj8yddGJH9ekzo6vQFPJ5LuczBynq1H8o5HIE2GPjUjzPEoZ2AtL1PFSOCriAVazO6W0fAFW4JIECWpxko2QQFXuXOrvprpgWjshxbImj0wxfFcJC/P7uI4zEnAt1PxRKav8UykCcqhZCi1RCn2Q4TRMOSGfY3FXZdiv3QYkNSRzwGPINHTE0qmNhzTuqZ+PfE7MWbzDTgHOY/CEWQAfJ0LNiOOCR8SJ4LsDXi2orvppRIF/NX89wXIef6p+fMCPV014+bZmtHXC7DnOWeFEHL99Lhzqy5KdGdfsKXbF2y5B7gbmQBmIwbwFXdu1dcyPRCNvdACWbMbMwp7C+Ake8QxyFhLCsqbLuzPk5jd8JqRiFBKI9LJoBQnIcVCW4FQYXFj3Hy5Vn/9C8DadI8tSY5rXVP/iYLHEXEYLpIJlUxt6HOZ19c5fwPW2/zaCUVPBHk40UXuR1ize9OFeqnjTeB/pXnVByOTthHAu0j0eBjSVrobSQeKx7nAxPQMc0DZB/iOO7eqPpnWzL5gyyokmmz3zp6xuMKdWxW3KFozdNACWRPJV8k+cRwmRPxipz4pcjVeBNwFHIN93v8YZCz7IjfvL1lsQf177FllflyJs2EE4hwwwoDikqkNIxDxe1ycfZ9O9+DSgKIngjyCvSNsW83HrXyn2uotNTiAv5ktvAuQ6HGIno55o4AngX28AY+VqL0b+1wv+osBnA38xJ1bdVqiO/uCLeuQou7HsG8tRDwqtEjWhNECWRPJUkSIZNvF7VOgsWNF7R+T2bnI1XgT8B0y2yI2KkqRj3T6+gxxPPhevH1a/fVvAGvSO7KkGAucBfwdacaQB5zfuqb+E2QCEAsv2beM7aCnSchw5DuMfA/hQj0r70tHkFPDq0Cr+e9wB8yNyCQ0B4kev4aFphju3KrDgISFZBZwEDDPnVtVmWgBny/Ysg34ITJJ35mOwaUZBRyd6UFo7IEWyJrddKyo3QXUI/l32SKS3wJu6lhR6+/Hc3yEfd/vCCRHNQcpSDytsLjRypL87xAHDDvRDZzRuqbeQBq2HAC4zL99Zragjoqvc/6HwCvpH2JKCadYgEQZe0eQw4V6VgSyjiCnhmXegMcozas+FImWgkSPn0asFR9DXC2sWCZezuC9hw4HpgPz3blV4xLZ0RdsMXzBlgcQoZyUtWaGUEj61x2ZHojGHgzWk1uTJKZInof9I8kO5GJ2Y8eK2vf6+Vy/wVq+YUZQinOAh5GIzGdAbbx9Wv3164H/pHloyXA8gIKHEMuzKaaLxYtIsVAsnk7v0NJCOIK83de5oHdELRxB7nZPmRMvzWJDOgY3xHjWG/A8Zv77GiSFaQdyXingGW/A8xzg8AY8MdMm3LlVI5F0tMFMCGkL/2N3blV+ojv7gi1PIt331mHvewnI/eQx4Ie+YIsd09M0GUAL5AFGKWW7ZfzemCL5NuwbSTaAPwF3dKyotWLiH5P2tjoDaUXd1d/nShM5SnEKUkg0BjigsLjxZAv7/Qb72YNNKnE27IvcjHaZoVOXGVWOd6xlU5pFDiK8HMB2eqLHvVMscukRyrF4Ge2F3B9CwG8j/h/24X4fKWo9EHi0NK/6SMCKtdslSMR5KHAAcIs7t+obSaRcbERE8mPYV284kJbjWhxr9sCuB+ygRCl1AzBHKRXP1irjRESS7SaStwI/7lhR++uOFbUpE0vtbXUfAT/HvgU3ZwL/QkTScKzlIn+EdK+zEznA5xEngfcRYVhUMrUhB3itZGrDMX3t6Ouc/xEiFLOBHCQ6GRbKsRws4lq9Ic0r7DbZySb83oDnFYDSvOpixFrQQL4XA4kuPw8c7g14YjoxmCLxC2TPZC0VDEMmFY3u3KrcRHb0BVt2IGkLYQ90O+EA/gfM9wVb7Hrt12QILZAHls3A1cBspVS85eSMEyGSn8IeIvlj4PaOFbWr0vHk7W11/wV82OO99kYpxTTgn8gkQRUWN37Rwn6/wV7+pAZwkhkx/heSZjEeOKd1TX0QiajG4um0ji51hG+2DkyBbKZRRKZZhJuExO2m5w14tqHTLJJlO/CriP+HPdO3IL7chwP/Kc2rdmDN/eUcYFIqB5glhIDJwN3u3KrTE9nRzEteAtyDfB92ICyOF2pxrImGFsgDiGEYLUjl9PlAo1LqPKWUrZdNTZF8O5kXyQGkGM9K8cweFJQ1HZLA5r/Evq2NT0HGNhypvq8oLG4cGWuHVn/9JkQE2Injzd//o6eQMFyst7VkasPoGPt6sW+UP5KdSKeycCR5CzIRiHSj2IgsX2/AWivz/ubaD1X+5Q14PgAozas+FlmNCSGFj7uQ3ONOrBfnXUh2HIPpIheod+dWXZbojr5gy8NIE6auVA8qQRRSo6HFsaZPtEAeIJRSOUqpEYZh/A9ZYv4i4rt7kVJqn4EYg7Oy2e2sbD420f0yLJIdiPVSTceK2g8T2bGgrCmnoKypEqguKGs6wco+7W113Ug+clybpwxgKMWXgSX0FBbNtLDf78j8DSmSw0qcDYcrKYwMR+3OLJnacCDSyazP1RVf5/yPyYo0C2MXIo6HIwK5C/Hp7gpv4etcEAIcvs4FnyGNGuLxfsqHOfj5jD2jx9chqxbdwGrgKGRVBmCMN+CJudpiNtEYjNZuiTIc+IY7t+pmd25VQkEeX7DlWaAOqanIBGFx3KjFsSYWWiCnGaXUNKXUOMMwug3DCBeU3Y24EjwONAHTlVIT0jkOZ2VzIXJzuN1Z2XxqovtHiOQnGTiRrJDo560dK2oTyr8sKGvaD8l7K0H8d6cXlDeNt7Jve1vdu4gItSPHKcU+SA7vNuBzhcWNMSPkrf76bcBK7HO+h5D2vK8DIUN+O4BpZupFvHE+gT3TYCIJR8aV+e8gIpB7+xlvdU+ZE3MVIIJs7lKWCRTgCzf8MKPHhcjx141E5J/1BjwvluZV74O1SfFFyMqARtKlLgCa3blVVlZAduMLtqwHbkRy6wfyXHYgvvJ3+oItCedDuxwVp7gcFb90OSq0V/IQwC43zEGJUupiRAxfHS7MU0rVA+cahnGRYRjfB+5DIpbXKqXS8n04K5vPAr6LFFqMA+Y6K5vPTfR5TJHcgFR9p/uiZgB/BBZ3rKhNaJZfUN50MdCCpCTkItGOsRjMMNtpx6W9rW4VElmymxALAZchqSDhJfybLOz3IJKmYheOb11T343cIMNRO5fZcnpdydSGWO17/0L0ojc7Ec5lDd+EwwK5q9d2HwAHW3zOZ9FOFonwIbAs4v9fRa4H3Uhw4migzfzbicjqRTzOwX6FZpnEQKLwze7cqoQCL75gy2ZgNhLNHQgt4kCu6T9KUhw7gVuQ7ov1LkdFWoNamsyjBXIaMQzj70jU9UrgKtPF4rtAccQ2TYgn58OGYaR8ucdZ2XwiIqAiox5jgJuclc3F0ffqG1Mk30F6RfJO4BcdK2p/l4hTRUF5kyoob/oO8C0Uo+gpiDoMec8TMLgigXH8BGlEYjfylOJcYAUiuA4tLG6cFmuHVn99CLgf+5zzx5U4G8Je1gcjebgHA6e1rqmPWbTm65y/DVnJsDOR57IDKTCNJpDfByYAW9xT5oyK85xvIx0INfFxAA95A56dAKV51ZOBqUh6RQ4yWXwy7GyBeB/HvNa4c6sORYS0Zm9yke57lySyky/Ysgu4E/gr6Q1GOIB24K4kxXEx4j8/xnzoAKDB5agYkPRITWawy81y0GIYxnJEFF8OzAfuMgzjbQCl1DCllDIMY4VhGI/Fep5kcFY2H4bM0KN5L48ArndWNpcl+rwRkeR0LHVvAZo6VtT+PZGdCsqbRiGf70URD49E8j9BKtX3Bc4sKGuyZPDf3la3A0mBsZMLBIj4ugRp2RxOPbmisLhxvzj7/Rv7NEQ5ADgZWe48iZ5IXrhYb3vJ1IZYS9mt2Pv6Fb4JO5CobxAY4+tc0Dvy/QEikN9FJnJ94g14wmkBmvi8iYiuMJVIkWQImWiMRgo+Kc2rPhzpphePL6V2iIOOEcBMd27V9e7cKsvnpulw8XPgD6QnOu9AUvUWJSmOLwWuR95fJIcB812OCp1yM0ix8w1m0GAYxtOIcPsXMEUpVWYW7O0yDCMty3XOyuZ9EIu2WA0IcoAqZ2VzZaLP37GithuJJKdSJHcBDR0rah9NZKeC8qZDgcVISkXP56kIISI5XNB2EDDWgEsLyposeVG3t9Wtw575yBOU4jLgZ8j7ywW+HmuHVn+9gdi+2aEwZRdwlpJl7XHAGmRczpKpDfsij8eK1j2NPaP7YULI9dVAbqx9tdwNR5DXI5O4eOhCvfg4gD+GI8KledWnIdeG8ARyA/A/b8ATFsWHeQOemAVjpvfxmWka72CjFGgwuw1axhdsWYqkxqWyWUdYHC9OUhx/DfgGcq+MxtHAPJejwlLqnia70AJ5gDAM42PgUiQaeS2Sc5yW5RlnZfMIRLzGjEhFcJWzsvk6Z2VzQkI3xSL5Q2BuojZuBeVNpyA53EdE3UBGFXZKGAHsp2CEAVVm1Dku7W11rchF1k75yAZwoVK8gXSp+gSYXFjceFasnVr99S8iXaPswFGta+p3IlHUw5DjaDhQ2LqmPkTfNyV8nfMNRFTbFYXk/O9CopXBPrZ7DxHI7yG5jfHQEeT4PI+sTISpRK4B4xBrvS3APxJ8ztOAI1MyusFPCPm87kqiqchfkNS2fndIRb7zVSQhjl2OCuVyVHwX+Arxr/unArUuR4Wd7g+aFKAF8gBiulh8F7l4F5CGzlimyJ0DHJfI0JAl+1n9EMmPk7yAfBf4QceK2oSKyArKm4qBemTptG/UbqECkmaxHzDKMCxZpIX5KfBGIuMbAA4EKpAWug7gEKCssLgxnvBfgj26sk0qcTYo4FUDzkaatACUmsV6gTjFeg+xZ+MNOxEWyN3ALl/ngqhpOubjY32dC3ZgrQDvdWJMHDQYwO8josdnISsRY5HvIgf4szfg+dj8+yQkHSMe07DHyks2MQkp3kvI8cEXbHkEyUvuT2qbA0nD8iQhjh3Azciqr5V9DeR+fnWig9TYGy2QBxhDaAS+aRjGrrg7JM53ELGR6HJSCCgCbnVWNg9LZEdTJP8QEcmJHlNvAbUJexyXN1Ui7ZYtRYHNor1w/ueBSiKWh59f1nSxld3b2+p2AQuxV5GUAZQoxQ7g90jr4oORotA+afXXb0AKVjLNgUAeEjnORwo/NyKpBmebxXoH9LWzr3P+p9i3s16kB/JG87G+zslEztXHSU10bbCy1mwZTWletUKixyDH0UdIGtffIrY/0BvwbCQG7tyqYcAZqR/qkOAg4Ifu3KpzEtnJF2x5DLmnfJrEazqQ/PIfJyGOhyOpiReQ2IQoBFxqFvNpBglaIGcIwzBSblPlrGy+HHCTfKTDQGyM7jDTNCwTIZLXYP24ehURx5YvgqZTxQ3AVQm8jqAYR48P7f5KIq6ugrImSxGO9ra694B7sZfN04FAxepVdf9Elt8PACYWFjceH3Mv+DWZbx6yC3AC/wWOQb7PcLHepebvrpKpDbGKD9uxZ0Q1LJC30pNe0ddx85l7ypx9Yvx9N96AZytSZKbZmx3s2RTkXOS42ol8F/sAK3o1A7FyLhcSu5ZDE5t9gTp3btVFcbeMwBdseQ64FZnYWEUh6TP3JCGORwELkMl6MvdQB3Cty1ExJYl9NTZEC+RBgrOyuQDx+ewvBuIucKezsjma+0WfmCJ5PvFFskKKsGZ3rKjdavX5C8qbhiMpFS6SE6khJL3iI3P/gxXkGHBDQXmTpYKS9ra6DiQ6YZdzxwBKilyNwxHxvgWYDJQXFjf2KRzN5iF/IfPvYxKSNrAL8VP1IYJmSsnUhuNa19S/gYicvvgvmevIFYscJMViC/Cxe8qcEfQd+Q0X6gXdU+aMt/Dcdkv1sQMK+Ic34HkbdkePpyPH9/70rB7dG97BbBxipa38eaS2cGwoMhz4lju36htmwaMlfMGWNxAnJiu592Fx/LMkxPE4pLPtifQvADIauNnlqEiocYrGnmT65qhJAc7K5hMQG5pURtKOBe5yVjYnVGQREUn2E/34Usiy+C0dK2q3W33egvKmMUiKQzLpI5GvrpBIUhARZccDQcPglgSe5RfAi0mPIfWEo8jvIuJ9C/IeL425lz2ahxzVJt3zNgDHta6pD9LT+rfc/L2zZGpD1LQfs1gv5RaJ/SQHOUaHIbnefXXRC5Ook8Xr2Ktg1A4EkFz8MJ9H0ne2I5/7eKCjV/R4vDfg6es7AcCdW7UPUoSl6T8KaXJUm6AN3HuIB3E8K76/A/cmIY4nIOI4Vr1DIuyPOFto+7csRwvkLMcUsD+gx8A8lRwB/Mj0U7aM2fluPnuLZIXkmd7WsaLWcnFVQXnTAUAzcAKpSG+QfGQHkk+8XUmBxdbzy5qusbJ7e1tdCGgk8ykKYSKjyH9ComVnAIcXFjf2Kbha/fXdZL55yOElzoZxwHuGTFZAiu8M4LySqQ0HI6sNJ8V4jpXYK+0FZPIVzkHuq4temLAHslWB/F+0QI4kBPzCG/DsAijNq3YgefjDkBqFkeY294d3MCPMVpbRL2Zv/1tN8hjI5OV2d26V5a6QvmDLJ8h9LppIVkhe+c+TEMdHIQWBVhxkEmEiMEc7W2Q3WiBnMWYxXT1SCJEuDgEWOCubj01kpwiR/ChynCmkGKvBbDRiiYLypjxi2bgli2I8UgCyHdispEDxpPPLmk6zsnt7W91GxNnCLkuv4SjyTsQb+UPgdKSBSKyLdKabhygkV/RFxBqK1jX179BT8HmJ2ZI6luXbB8Bz6R+qZT5DRNUwegTyAfQU6/UmABzp61zwERZyXb0Bz0dou7dIVnsDnmci/l+ETDi2IcfRCYiwilxpOAFpcx4P3Vo69YSQCfwCd26VtSJrwBds+ZS9RbIC/uILtvwiCXF8MuLA1GchcD85C7guTc+tGQC0QM5STDu2WhKzc0uWA4DbnZXNpySykymSFyAi+XHgDjMFwxIF5U3HIyL74ERe1zKKI5F8TgPYpSTX9dvnl1nOR16DPfJ4ISKKvHpV3QtIHvhY5GZU0tdOEc1DMiUCDOQYfgI4smRqQ/iG+Wfzd0nJ1IaxwOslUxtiTdL+jW2K9YxPEHEcPi4+pqed9l74Ohd8gnj0JoIVa7KhwIfAz8P/Kc2rHoHkHg83f8K532t6pVOM7ZVusRfu3Koj6FnV0KQWA8n3bXLnVlk+9iNE8tv0iONfJvriLkfFOUgBYLzuo/0hBFzkclRYckrS2A873Ng1yXEVUjwyUMJmHHCLs7J5aiI7RUSSGxIUx6cCtxPP47h/GCgmIznRO5BI/FYkncMqvwaeTf3QkiLsiwySj7kR8W+dUljc2Gcuudk8JKHuhSnmKBQBJOXlOIDWNfUvIhG+UcCFrWvqNyF51X3xCIlVu6eTcEGYAxHtHwEjfZ0LYnlPh9xT5iisn88votMsAH7tDXgiP9cy5DzYjOSkXohEHHc3xynNq86hxxc9FlrYpJ+jMIz57vEzLFuLRojk3yQpjqeRvrTE3ijgmy5HRf4AvJYmxWiBnIU4K5vPBa5g4KN+Y4CbnZXN0xLZqWNFrdGxotbyWAvKm84B5hJbEKUOxUnAU8AnCs4HPji/rOlmK7u2t9UZSPGgHcRZZBR5GxJZ24qkycRzOGkhc81D8pB0ly3suSLykPn7SyVTG3KADWZO8l74OufvIrMiP5JdyLXVgZwzVtpDb0AmaNvdU+ZYWcFYhX3SezLFY96AZ3fHvNK86vHA5cjnHkLSp8JOIpFdF08kTnqF6bSgRU26keZZk4Bb3ONnWC5q8wVbNvmCLX9K9OVcjopLEP/8gcwrHwHMcjkqrNQXaGyEFshZhrOyOQ85wTO1nDwC+J6zsvmSdDx5QXnTeUgXo4GY3YcZjbSR7QTeU/BlYGwCTUQ+BTzYo6vb7ijy6lV1zyKpB8cCuwqLGy/sa6dWf/2HiANGJqKSY5UU4X3EnkvafqRw7QDggtY19e8Su5hmGSKKMo0DOU92AZt8nQusjCmATBTeRARDTLwBz6dYsygbrGwCftzrsUrkXN6JFKuWIdHj97wBT+QkZaQ34In3nZyGtYJJTbIYxnYkDcYAzgRuc4+fMTpdL+dyVFQCM8nMvXM/4FaXo2Ig72uafqIFchbhrGwehbSR3jfDQ8kBqpyVzdNT+aQF5U1FwI1I1fnAojjIfN0AIpIvBIrPL2uaZGX39ra6p5GbcqbPqUhHC5AUkE1IZPzEWK4WwO/IjKdwNyJINhARQW4V+7cV5n/Lzd9bI/KU98DXOb8Le0SRHcixtJWezzPeCkoAdufEW23NayerwYFEAX+IzCkuzavOQ/zRFSKKD0U++27gyYjtYvlRR3IuurV0+jCMbcgkMvK8mALc4R4/I6Ui0uWoUC5HxbeQtMRMcjjwA+1skT1k+mausYhZlDcb+0Q1FHCVs7L5WnNs/aKgvMmFeDlnzlJJ7a52/wgRN8cCNxaUNVmNavwBsbHLNJFR5C1IpG0sstw8vbB4YdR8v1Z//S4kdzkTF/BJKDYDw0qmNoyPeHw1Yo92VMnUhtNa19S/QuzCqfvJbOpB+PgdiaSNvO+eMmcUsswfi7CTxSasF+x1YJvCxAHlefZsFw3wTeT4Vkjh7PH0rOg8FbGdVfeKWLaCmv5gGFuRyHE0jgBmu8fPSEl6nctR4QBqgC9hDzeSs5AiUk0WoAVy9jAdObnsxiXArP6IZFMcf4e+L5oDRQjFecC/gI/MVtSjDJhTUNYU9/2Z+ch3Ah+keZzx2COKvHpV3Vrgf8BU4GVQfUZSWv31/0UcRwaao4CQAS8TIYBb19TvoEcMhRufGCVTG6J+H77O+esRR4xMsR1JDxqBRO7fRxwsPoy1kymMw6LA6o38FazlNw8mNgM/9gY8uz+j0rzqM5Al+l3IuVuMrOZMQiZLkUW0w8J+yX3hzq3aHzkeNanGMLYg1/lo2mMbcv6cBtS6x8/o10qpy1ERtkEtxD6rASHgMpej4vRMD0QTHy2QswBnZfM5SPGJXU7ySAzEd3SO6cucEAXlTZORyHHC+6YNxYXAcuBdBZ8D9jWgysqu7W11mxEXjEznwkY6WoB4Iw8D3MCOwuKFsfye70Ui6APJgYjAeYe9rQu9yM3zzJKpDXlIBPDEGM+1PC0jtITxKfJeRiJi7j1EIFuZNIVFX7d7ypy412ZTJL6Q5ECzEQX81hvw7E4DMpuCfJOeyfVTSOR4l7n9i2GXi9K86mFYqxNIqAhZYxERxzlEX/XYgZzjucgK3nFAdbKRZJejYhRSPH0W9rtvDgeqXY6KdFrMaVKAFsg2x1nZfCBSlGcfAbk3BpKOkEyBxYtIdNNOx+IoFNOQoq+AkojUKQVlTX36CUfS3lb3IpL7m0kMwFXkahwGsHpV3WdAE9LSeF9Q0wqLF0aN0LT66zcA/2BgUy1CSDHeR/QqUjMt3trM/5a3rqnfiaRi9BVFfhl4JtrfBoCtyLk6Ernpv4+4U0T1QO7FRveUOQcikwSrjXH+ib3OnXTyP2/A4+31mAvpWrYTOV+vQBr4nG7+/cmIbY9Hou7xmNy/YWr2QsQxRE+h24WcN+OR838U0h58AtLwJRkakEm0HdIqonEAutOe7RkqF9asxFnZnIPkHY/P8FDi0QXM8y+t2ZTojqb924+w343+UDMn+UHET/hzBpQUWO+093fEmzeTF8CDkUp+AFavqnsUKQI7D5mUXBNj3/8jelvXdGEgqQmbiO7isBJZLi8smdpwGL1SMfrYPhOffeTy/QgkgjwyASeLRAv11pKZwsqB5n1gUeQDpXnVoxDnipGIsNoOPGs6VoTP08j84xHegCdmgZ47t2oYkqesSRWSc9xN9ABKN7LSsh/SUGcUcj/ZCdzj61piZUITjZVYK8bMJFOAGZkehKZv7CRINHvzLWIvJduBzcB8/9KaQLJPYIrku4B27HVMnoNEMv6mZFznGHBxQVmT1fzEn2CtIChdhIDiItcerabvQCZcV4J6trB4YVTrN7Ngb6Cj4GNQjABG9HaqaF1TvwH4L7I8+zUzN7nPgk5f5/zHERE90OxAhHlIxrEgkUnjW0ih3odImkZczDQLOxSGppOdSN5xb5/uy5FjOQQsQSaD95bmVR+KTA4/QSYblOZVW23Cchb2D0hkDxI53kZ0T/ve4ngk8p1tB37q61qStEtLW2j5fxFvd7ulV0RiAF90OSo+l+mBaKJjJzGiicBZ2VyIWI3Z+QTfAdzlX1rTbxFoiuRFSAMEuxyXBoorkeX9vytZFnMhkeSD4u3c3lbXjXQRzGQTkTwicipXr6r7FIkOj0WWko8oLF4YdTm/1V+/hoEteBuH5CCuQ5bNe/Og+fu8kqkNxwOvxmk//TcG9ljKQdwqRiA3+fXm41aXecNeyInS29FhMOEAVngDnuciHyzNqz4Qsf4bgfhlnwE86A14uulJr3gqopjvGOB1C693FroBS2owjE2I4B3fxxZbkHM+UhxvpX+R4920hZZ7EWchO5MDfMflqJiQ6YFo9sYuQkQTgbOy+TDgWuzdSjYE/Ny/tCZlAsoUyR7gYexzbI5AUY2M67/AgYY4d1xYUNYU16+zva0uSGaL9kLARZEPrF5V92ckKncsqE7gK31ZvyHFfQNVsDceiZxGbZbRuqb+DXqipde0rqnfRuy8938iUdmBYhuSYhG+2SfkMOHrXLCFnvdjOXfSG/C8Q2ai5QPB88Dvozz+NSQlJ4Qsp5/gDXjCE4VwesXTEduP9QY8n1l4Pbuv2GUHhtGF5N0fEuWvChHH+9KTVvGJ+dhPfV1LXk3VMNpCy+9H6inscj+Jxn7AbNN1Q2Mj7HzQDEnMvOObGag2y8mhgAf8S2va4m6ZIKZI/gmZ6+oWjQNRzAJqlQiuQw0Rna6Csqa4PrTtbXXPIU04MsUJRa7G3haBdyLL0FeBagWujLaj2WFvQCKxSsThYUgEeVIfm/0WEY8nl0xtOAt4o2RqQ9R8XV/nfAPwMXDXubeRzzQskN9zT5mzL+KHbJXt7ilzRgAfmgV7VvFjn/MlVWwA7oi0dAMozas+EfgC8n7vRxpA3Gv+TQGnIMdIZP5xXNy5VQdjoYuhJg6G8TGyGhLtvAw7iYxBvt+wOP4M+Imva4mVKH+i/BzxDLfz+XEsYnWqsRFaINuPa5GTxa4ooM2/tGaZ1R2c05tHOKc3W77ZmyL5HgbeSSEWZ6AoA6qUpJYca8DFwAVWdm5vq/sLkmOdifcToqcTHQCrV9W9haSz7EKs3z4tLF54Zh/7L0NueOnGjGrzJtFTLGhdU78OaR4CcDUSdRob4zn/zsCMHTAC9AjkTUiBXl6Cr/86IiwSKdQDaY7xcQLb250tQGPvqG9pXnUO8F0ktaIL+Zw+8wY8neYmxyCRyXXegCdo7nM4PekusZiGfV0PsoWNiDPRKVH+Ngy53gxDCkvDRbmfIOL4zXQMqC20PFzjYufOkwZQ7HJUFGd6IJoetEC2Ec7K5nMRsWLni/RTSGc2SzinNx8A/AC43jm92XIXQFMk34sIHDuI5BBwKYojEd/VkUi3rYsLyprOtfgcP8GazVQ6OK3I1dh74vUHJPXjAFCfAl8oLF6413c0wAV7+yLuGbGOlf9DJikTkSYAb5n+yHvh65zfjUTvB+IYCiI5haPoaRJyBBJZtsoriAfsehKwuDLdGf6dwOvYGQO4zxvwRFtq/xI9tm73IZOkpoi/R3OvONAb8Gy08Lq6e17/+BDD6EC843szgp5z8C1khXQ7EkX2+LqWJJQK5XJUfMXlqGhyOSosNZdqCy3fBdyGvRvrKGCmy1GRTB2CJg1ogWwvvoq9v5N1wB3+pTWWBLyzsnksigVIl6spwLed05stR8dNkfxzJDpmB5E8DPgeiveUdGgaZ0A+cIEV+7f2trpdiItEpor2IhuHsHpV3Q7gz0gkpxxpsHFN4bSFe0VkW/31jyHL+Olm39Y19d1AsGRqwwHRNmhdU78ROSZAbL62EqM9s69z/qOk3+khB1kmBhF4IxFhPMLXuSARu6k3gaN8nQsMEr8W3M/AN3hJNQ7gL96AZ1XvP5iFedPNbZ5GBO1DvdwtTjZ/J5peMRxt79YfPsAwHiLCVjKCkcj5sRN4Dcm57UaE8t2+riWWbQpdjgrlclR8A7lXngTMNdtJx6UttHwz8ENk8mpXxgCzrL4nTXrRX4K9uAUpSrHj9/IhUO9fWmPpZu+sbB6BXIwOQzEMEZeTgW86pzefavVFO1bUGh0ran8JrEh8yGkhF5iD4q9KBOU4Q6L+ZxaUNcUV/2bR3iIy49F5TpGr8eBejz2JtOcF1DcRu6zvFE5bGC232oNESdNJuHlJn2kWJn9CcnsPAr4IvFMytSFW1PmXpLdQMhwtVsj5G/J1LugiwdUgX+eCXfR0GktoXzMd4X+J7GNDnkSOwWhUIZHHXcjE7lhvwPOP8B/N/OMTEPH1kvnY/libkDrpOfY0ifE+hrEEieb3DmSMQqLHW5Hv5EDk/HgZEcdWGugAIo6R9JrLzIcM4GykK52lAEpbaPlbwN1Y66iYKY4ntke9ZoCwoxAbsviX1gSBOcBS7GVyvgVYYI4vLs7KZgcSYe0RjGp3J8CTgErn9OapiQygY0VtC2LzZYdI8mTkZj0f6dg2HLmgnVJQ1hR3Wby9re5ZJE1goN/LMKSgaTerV9WFi5leAEaCOhuFD7nZ7UGrv34z4i2aTsaUOBv2ow8ni91jWVO/BXjA/O/lyA1vfF/b+zrnr0dyrtP1mb+ARC9HI8I9nHecTLrUZveUOWOA9e4pcyynJZn8gT2blWQTbwDzexflAZTmVecjS/fdwK+QBgt39trscERAv+4NeMKToSNMl4945KPt3ZJhPYaxiJ688EhGI9/HJuBZJD8/B7lm/sTXtcTyZNuMqN4MlLLnORUCikig4UZbaPka5PprV0KIP7Lu6JhhtEC2Gf6lNYZZAHcLUuSTabqBe/xLa16zsrGzslkB1Ygv6Z4owvlixwGXO6c3FyUykI4Vtb9GoraZJgRcjOJ8JRft9w2Z0HwXOLugrGm/eE/Q3lb3EGJDNtAi+XNFrsY9UihWr6p7A7mBARSC6kKxvnDaQnfvnVv99f8mvVHKsAtBTIFs8g8kcrsvIpLfNbvs9cWvsNbyOVEcSO7wgYgo2Ai8aTpYJLOc+xoyuXyRBG3HvAHPB0jFfraxHpgTpRkIpXnVI4DrEAH2BiKQnjE75kUS/qxeSOL1j0tin6HOOxhGA3ADe6c4jQH2R86Fp5AOkSOAxxFxbPm8cDkqcpD74QVE7wtgAGUuR8VlUf4WlbbQ8geBVuyrgYYD33c5KvpshqRJP3Y9OIY8/qU1LwLfQ7x3M4UC/uRfWpNI8c9XkRl99AYnEkl2AEcBFzunN1+SyIA6VtT+FnuIZAfwLRTDlKRMdBkSuasCigrKmkbF3h2QlIWUeX5aZAy9osgmbyBpLPK+UKuAQwunLYxWjf5j0pdHHUK8U9cRp2mGmascts/7Ehg5SApMVHyd83cgebqpvu6FGxyACOQPkfEfSXIOGq8Ax5pd+JJZ9v8FiVnLZZoNwFxvwLO5j79XINHhbqRw92KiF42Gc4hfBCjNqx6DdGqLiTu3ahQJFERqAHgLw5iDBEN6f3ZjgQnIpOdJxFlkBHIv+5mva8lek6C+MCPHc4GpxG+a9dUEu9Ldg0Sz7coRwLczPYihjBbINsa/tGa7f2lNI+J+YMXkPpUoJFK41OoOzspmNxLJi72srMhBZshHAMXO6c1fc05vthxJ7VhR+ztE6GSacUAdiscQC7e3kJtDBeCO55FsFu39kPTn9fbm80Wuxj0iE6tX1W1AbkAPI99fJYrfAq6iaQv3MPtPV6pFxEEzrnVN/SZi27fJWNbU/wcRlCOAbwDrSqY2xMpdbkNu2qnkeRTh5dBuZKK0DhEOVuzFepOQg0VvTKH5INlxfQ8C87wBT9QJl2nRdhnyXpYBVwA/9QY80cRS7why2C4vHqcihWQaa7yJYfwAmMneKxz7IJOZt5DI8XFIWsUq4Oe+riWWUwcTFMcgKWTfdzkqLBWCt4WWh4AGEnOZGUgMoMjlqHBmeiBDlWy4gA55/EtrWoEbkWjjQH1nbwBNCThWnIFcMK2NT+FAom37A+cB33FOb7Z8k+pYUbsUEe+ZtsQ7FviukkjmR4Ysbx+JFI6VFpQ1xRT+7W11HzHwRXu5wKVRHn8BiXhuA44DdRqKnwPXFE1buEfXwFZ//X+A/6RhbAZS5Q7iZNFnRDiCcDSxAIzTiCGszeYhTaRuUuJAJhVh94SdSGHS28BwX+eChIuBTAeL8HHziXvKnLgpO1F4EGutlTPJJqQRSKwc4W8hous9pLCr2xvwPN97IzNanAes9wY8n5gPq2j5zFE4CZ1/bJXXEdvOCuD8Xn8bh3wHr9MjjkGsOn/l61pi+TM2xfEcpHjSijgOMxaY43JUWDpn2kLLtyHOQl0JvMZA4gCuczkq4gYLNKlHC+Qswb+05j3gJqStaiIXjGQIInZulm7uzsrmI4Ea9i7SiI1CIWJoBFIk833n9GbLYqBjRe39SLFFJkWyAUxDca4SZ4VNwCPIcu/FQFzj9/a2uqeRyv2Beh8GEkXeQ7yvXlW3BYns/xyZvFwBapQBvwGuK5q2sPf14sdIjmGqCB8/4XzGd4neqnYPWtfUdwKPmZry2xjGByVTG/rMKfV1zv8UcbVIxef9OjKpmIDpXgEETTeK/hB0T5kzHpm0JOzPawrDJdi3YO8j4NY+vI4BKM2rLgBOR76nJmSFYHEfm5+AHADh9AqF9etkooWQQ5VXgDoM4wvAl3v9bT+kZuBVpJ7hWOTzX+HrWvJ/vq4lls81UxzPBs4luXvdQcDtCXgkv4c0ErFTYXwkBwKzMj2IoYgWyFmEf2lNyL+05pfIjDeVwiSSHcAi/9KaD61s7KxsHgvcSk/ULzEUoDgYseA6FRHJiTQU+SMSvU33pCEWCqhC8RGw05DlxDXI8uMlBWVNBfGeoL2t7h+It+9AnZMTkaXL3jyLRIH+hOTWXo9SG5DUhO8XRdi/tfrrt5I6oQkiyneyp0A+1OK+v0WOgf2QPHBVMrWhzxQXX+f8/9D/Ih0H8E8U4SXQ0UikMxUdwZ4DTvZ1LvgAqf5PGG/A8wzwEPa7zr8PzPYGPH1GuM2IcBWS+vAQUACs8AY8W/rYJbzUH+6odxTWv4cjLG43VFHIRG02hnEyUjAZyf5IOsvLiE3pJOQ8vt/XtSShehHTru0HiGNJf67pxwI3J2D/9gyZcRayitPlqCjJ9CCGGna7cA568mcuPjV/5uJYOZJx8S+teQK4HsmlTOUJrYBl/qU1T1vZ2FnZnIPYuVkVMX1hoMhDokrHA9c5pzdbrt7vWFH7JyQnNpPRsrHAzUqcEsoN+VxeQ97PlwvKms6y8BxLkGYcA3GRDgF7XXBXr6oLIfnunUiB0/vAVe2PzH4eeAy4sZdIfpTUuSaMZs+mH+uxeGy1rql/G1nKBTgPw5hAfGeCn9G/fOR3gb/S0258CzKpWGdGf/uTxpGwg0Uf/B5pqmEX1gE13oAnnkNPFbJ60IXk9x/tDXjaYmwfLtAL5x+PjSGmd+POrRqNLtCLhUImzbdiGEcirj2RumECIo5fRK4ZRyDn8O98XUv+lsgLRYjj8+h/wMNARPY3rO7QFlr+EPb1ETeAa1yOioMyPZChhBbIA0j+zMWjkKrfpvyZi6/Mn7k4aSHkX1qzGWmd+WskZ7S/KOC//qU1f05gn+/Rk3vZX0IojkUq2o8ArnZOb7bawpmOFbV/RaqSM7lMNhHFtxFRch1if/QREs24sqCsaUqsndvb6gygkYHLHT2jyNW4V7e61avqXkEEx31IBfqEwuLG09sfmf0/xJrupqJpCyOXL3+CODf0l9GIyBxX4mxQSDQ2kcnX7xDRCvAtDGNkydSGPt1EfJ3zQ0iRZEJtbk0U8BsUufSIsy7kxr4OmRi9nMTzmmNbsIOelJPt7ilzkrJ7MlMtFpKa76c/OJDoYq034InpsFGaV30WkprUDfwIqeTv7XkcuX24QUjQgvDuzakkmho2dHAgk+J6DGM/ZNIfeT4dgaw2PYeI48OQc+BXvq4le3VCjEWEOD6f1K1IhYByl6NiL7vKGNyFtLq3I/sCN1qNimv6jxbIA8v1SH7UaOBrwI/yZy5OOv/N9Ez+M1CH5EH258RZBzRb3dhZ2fxl5CaWytQGAyU3OiSKeJlzevNFVnfuWFG7CrnAxY0cpQkDuEBJNHyYIWkM1yETmOOBrxeUNR0T6wna2+p2IhOfgRA0w+jpStWb95BivvuQ7+LSwuLG3PZHZj+OpCbcVDRt4QiAVn/9NiQfub+Tk3AEeQwSkbeUgxymdU39dsQ6L4TcTL6ELLX3ia9z/nZgHonfFB/3dc7/L7L0H2YnksP9JpDr61zQ30LAj9xT5uyP5HUm7dNrdtj7EZmzfutGigaj+hxHUppXvQ8y8Qbp8Hga8LA34In1WR6BHC/h/OOxWHf9ORFdoNcXfwPuwDBGIOdIZMHsJEQQP4fkJh+BrPjc6+taklDxrin4apFzKdV1GAqocjkqTrOycVto+Q5kMpape0g8TkWcojQDgBbIA0T+zMVT6VmKBbmJnwgszp+5uKKf0eTXkcj0KpK7wGwCGhNoI30mUJnka8UjLJK3I4LL7ZzefJVzenNMy7QwHStqH0UiZsk0aEgFBvB1Jcv9VciN+kZE+J0EfLOgrCnmpMhsR70ACx6uKcBZ5Grc6zqwelXdeuDw1avqXgPWIje/7xYWNzraH5n9FJJacHPRtIWjAFr99U8j1ntJHceGXIscSs6LEcBBrWvqt5Gg/VbrmnkvIWIM4BwM44ySqQ29mxjsga9z/kfId/QC1sb/FnCn++S5CvH8BhHHo4FuUxin4tx4BrkhriN+05SYeAOel5DahYEWyUFgoTfgWWLRUeJapChpMzIRm+gNeHxx9gkXMYbTKyYhn5kVdP7x3nQDv/EFW+7FMMJuEmFPcoWsiB2MpF68gazyvIA0AHk2yvPF43rg86SvjmQkcJPLUWFpNaottHwdfbc7zzQhoMLlqLAcONAkz5ASyEqps5VSA26XYqZWXEv0m+9opE3xnfkzFyedC+dfWrPTv7TGg0RQP4mzeSQGcJ9/aY2lCJqzsvlgpKI2ncuSBorjkKjQW8jFc4ZzerOV5ht0rKh9GridgfcXDjMKRTXwkAHXdaysfRtJnfgU6RJ3bUFZ04GxnqC9re414KekP7o1gR6R15tXC4sbj129qu6vSPToDeBKADMn+U/AzUVFC0eb2/8JyeFLRiTn0tNso5ueyPGmkqkN+yT4XMvoSZu4HMOIWyTp65y/FRECf6fvSLjDfN45vs7524CzEUs/MIxXEJH8nnvKnEQcFGLxKtIwJEQKrtWmSL6dgbG0ciCiqdob8KyxskNpXrUT+AIyOV4MfB25nsWjd/6xVXs30A4WvdkKLPIFW8Kpdt9DJmkgfsYnIEV5zyFWhhOQguR7fV1L1iX6Yi5HxdeAC0l/kfV4YLbLUTHMysZtoeWtiBuRHdMZRgPf06kW6WfICGSl1BcQ+6rrlVJnDvDLX0fsSvQQEgVZnD9z8WX9jCb/G8l97ST+96uAh/1La1ZbeW5nZfMIxLFifLLjSwjF0SiOQgrXnEjx3v5Wdu1YUfsyMtZM5V4eqhSFQO75ZU15HStrn0Jyk4NIG+7vFJQ1xeyS1t5W9x/E6zmdF8IQMC3aH1avqvsE2LewuFEhYv0U4IDC4sbTANofmf0SIkZvLipaeECrv95ABM26JMZxAPBxxP/DFoOJOFkA0PrYvF2IwOpG0ki+XnL27cfH28/XOb/b1zn/XuD7iNDfgJxDu5Bixd8BN5g2cbBnesp6c/yvItG2ZDro9RrPgm56zuGQKbz7hTfgeQXJJX2L9BxXCsm7/ylQ5w14Po6zPQCledXjkFbtIaQo7yxgebx8ZZNjkElN2LXCkjh251YpJFqtEbqAO3zBln8DuMfPuIqeyfMwZMVzHHJveR+Z1D4C/NLXtaR32++4uBwVlyCNXwbK3vJoZKXVKj/Fvl7ipyETC00aGTICGclnuw24CJitlJqhlJqU7hfNn7l4ClBocfMxwDeBhfkzFye9hOJfWvMR4iN5P7HzQl9GJg1WuZE4OZ1pYCKKcxH/53ygyjm9+UgrO3asqH0L+RwSLdxJFVORqNb1BWVNDmTJ+EFESJ0F1MZrSd3eVrccSZ1J57k6pcjV2Fdb5+eBk1evqtuMFITuA5QVFjfmArQ/Mvs1s+NeQ1HRwoJWf/0OJD3EcoqLIRGRsfRENh1IFBGSEMgArY/Ne4OeboujgTklZ99uadXD1zl/va9z/kJf5/wZSOv0K32d82f6Ouc/4Ouc3w3gPmXuSajdS/tb5W0QQr7vo0jdjXWDe8qcgxFHFEsdwuLhDXjeRITC30ntCsUOJG/1Om/A400gigtSiLc/cm48BuzjDXjiOgqU5lU7kDSJdd6Ap7s0r/pIrHdG2x85njVyjazzBVueA3CPn1FET0v6kcBkevK8NyL3qr8DLb6uJYmsWALgclQUkIDDRIowgM+7HBVftLJxW2j5LiRdz45t2w2ktbY+ftPIkBHIhvBXZNb1BDADqFNKfUkpNT4dr5k/c3EO0gnKUv6sSQiYAtydP3NxebLRZLOA7/dIcUW02f2nwI/8S2ss3SCdlc2XktoK40Q4DMUliECbDHzTOb05piNEmI4VtR8g1kT9juglgaEU04HnDLiyY2WtgURcfo9Etk8Hbo3XkhopgHsmjeNUQHm0P6xeVbcT6C4sbhxlulu8iETqvl1Y3JgD0P7I7HXIROT8oqKFNbvGDPsEcbaIe2yZB9MkYKPqObYUPc4sCRXq9WI5YScJxYHAnSVn32apeUAYX+f8oFnIt5sLT7nFgVw/wjyKiNdR5usNM6O/qeBZJHL/CikSyADegGeXN+C5F2m1+1I/nioHiRj/A/iON+D5uTfg2R5nnz0wG4Kcj6waNCNRxXss7n4Yku4Vjh7vZzHqDCn8PLMYhax63OgLtqwHcI+fcSo9hZKjkWvuKOTcD4vhB4Df+LqWJOyg5HJUnG4+v6V0hzRwtctREXdFCaAttPx9JIiUSZ/9vtgPyd/WpIkhI5DDGIaxzTCMO5FWmaORqOgspdQFsfdMikpkWScZxiCtmxfkz1yctPehf2nN88jF6FF6llQNYIl/ac0HVp7DWdl8MhJJy2THuoNRXA38AhFMVzunN/eVO7sHHStqu5Aq6dfSN7w+GaMUZwFHF5Q1Hd6xsvYzcxw/QSYupwA/NCPMUWlvqwshQiad9kNTi1yNUSOsq1fVvYDcJEEi+Ucgwm23SGxvn/1pe/vshcBToBp3jR7WjbUmFUcgEap3Ix5T9OQjb0QifQnT+ti8EBIB+hi5wZ0C1JecdVt/8+fLEVcSAAPD+DtyTG7zdS7YRGrPkzeBiWb76ZRfr70Bz5PegKcWmUT+D5mYxJtEDEOK6J5HJm9V3oDnXm/AY+l6EklpXvV4JIhgIBH/YmCZN+CxWqA6yfz9hvk7kc/+SIa2g0XYxu0HvmDLZwDu8TMORVyRchAnmMnI9/0asqqzCfi1r2vJHxNpHR3G5ag4GrkWj463bRoZBdS6HBVjrGzcFlregUTL7Zjz+zmXoyJawydNChhyAjmMYRjrDcO4GinMKcN6GoQlTPu2L9G/mWcI8Rn+cf7MxWX9iCZv8y+tWYA0RtgCtPuX1rRb2dfslHcj9vAKPQDFd5DubduAS0yHi7hRwY4VtVsQn83nGfgL3THACEMiY3SsrH0LOffuQHJXpwALCsqa+hxXe1vdNkQkd6VpjPshrbH74qPC4sYDVq+qM5DcvHOBjYXFjXt4jLa3z243x3nJrlE5Z4YUHxhRrjMGDDfgKBSHAG+qPYWKQU/Tl4/Y014qIVofm/cxkvKxAzn2z0MxJ1mRfOGptxwOTI946Ank3PgYeMM9ZU7Yyzkl+DoXGLsln8Fm9+Q5aSky9gY8L3oDnoXIe6tBcsv/jQgoPyKe/2U+Xg1UegOe2d6Ax+cNePrToOe7SE3Dm8gqT7c34EmkeUu46dKbpXnVI0nME34vD/Ahxt+RnOOdAO7xM8YAtyBpJ+Ppad/9Jj053vf6upbEcxWJistRcTBSFxLTVWaAOASoS6DQrQXTRtBmKGCG1bbamsQYsgI5jGEYjyL5oItS9ZymkP0Oe5qq94d9kGjyHfkzFyddVOJfWvMPpADJ0vKls7JZIUvndureMx5FLfBnROwWIg4XcW92HStqdyAX6McY2GPfUIpTgX0KypqmAXSsrH0SKeaag+RMTiFGMwSA9ra695DGFlY9XhMaI9FbTwOwelXdW5hiZPWquk1IW9ZJwMTC4sY90l3a22d/2L56zi0o9avQyJz3Qg51jAEnGoo8QzHRUByH4jQUuRi8ovZ2XdmMCGOQCUG/bqitj817BRH1IFEwJ9BUctZtCTkYXHjqLQcidQwjjPAcS7EcERJbkRvocciSdSp50z15ztFIR7xT42zbL7wBz05vwNPpDXj+4A14mrwBzx3egGe+N+BZ6A147jIff9kb8PQ78lqaV12EdDvbjlyTLkaESCJMQo7ddSTWXhr6MfHKcrqB3/mCLT/zBVsMAPf4GQq4CYmqH4QcxyFk1SqETAR/6utaklSnOZejYiwycbZTUWQ+0o8gLm2h5SEk/Scd197+chjihKVJMUNeIAMYhrHLMIxU+uZOQ6pMU4lhPueP82cuvrgf0eQP/EtrdsbfEpC0ijOSeZ00sy+KOSieRXLhzgWucU5vjptT2LGidhciMv/JwB7/OSjOMODkgrKm/czHnkRu6nOQJeLJBWVNP4oTSX4ZaCI13RN7c2KRq3G/GH8PFBZLMd/qVXUvIhG/APClwuLGvVxa2lfPeab9n3PnGsMcpYbiKQyGI+kUIQwCGDytohfAbGj11+8EaF1Tb5CCiH/rY/P+CTwAKtzM4yhgcclZt1laObrwtFsPRCLREyJG87TvufkvoTgRWYZ+ETjQ17lgY3/H24vHgLN8LyzoYpCIutK86sOR1IpdyMrWZcBv4jUSicJE4F1zvxxvwJPIit2AW37agK3A3b5gy/Jej38dCRQdiZwbO5BJqgF4kchxZzIvaFqr/RD7WeqFgC9bTVEw85HT7SqUDAZwoctR0VehtSZJtEBOMfkzF48mvfm6+yIV37fnz1yctpul2Qzky9izOAEkR/tmFGHXhMnAlc7pzc54O3asqA0hdmReBvBip0SY5QOXAnSsrN0KfIAsZ96CFGJNARrjiOQnkdzP/ixtRyMHcXmJyupVdRvZc1n6z8gE6q9AVWFxY9SmHu3/nvumw2C6ggeVwavK4HUFG1Tfx9a7vf6fknOp9fF5S5HCvS3I8TMKmFWSP++ukvx555acOW+vz/zC028dfuFpt34ZiUBHFgtuo2cl5ngUDl/ngt7jTgm+FxZsNscLma0DSAmledUjkHSnHOBxJL2n0xvwJBR5L82rHoX48CZk7xZBqlb4soVPkJSKPWw93eNnfB7pznYs4hjzGXJ8h5CUmiW+riWJROZ3Y6Yw3EQ/OkGmmRzgepejwtIqaVto+d+QaLrdGAl8R3sjpxYtkFPPTNKf22YgwuSn+TMXW27FbBUz7ziTVcZWGQlUI62db0aE5iXO6c1fdE5vjjn2jhW1BiJw/hxru5SjOMKAYwrKms4A6FhZux4RCCAiuRPJO18YRyR3IG2gUz2BOT3O318oLG6cDGDmI9+DNA9Zjvh9R6XVX78LSU+Il97iQHJeI/msZGqDpYKaeLQ+Pu/3wB+Qzy08juORVKL7Ljyzvu7CM+orLzyjfvqFp9fPRpb8rwHG9JpK/db33PwP3CfPORjTJ9k9Zc5IeooLU8377slzJgAB9+Q52R4pmomkF20CHgaO8QY8f0nieSYiE9w3SvOqD0AKOhNhKAnk94mwcQvjHj/jWKTG5CR6bPbCNot3I+I4YY/jCK4EzsPeE7vxwA8SEJfNZK4JVSxORnsjpxQtkFNI/szFxyCdoAaKccB38mcuvj1/5uJYS+OWMfOOb8ZeuWKxGAF81/RKnoPcJF3AFc7pzTEj7B0rao2OFbW/RvJpByRSrmAzis8BxQVlTSMAOlbWhq28tiJNHJ5Fck3jieR/IBGeVBIzzWL1qrrtAOFosdlM5I9AKfBYYXFjRV/7miL5DmTMfflzb0AaRUTyMUk6WUQdx+O3LUOsm8yI9+6P+GBQnwO+AlxpHlO5PX/e/Y8nEFszkPzjT5H0iinIBCcdrAHOQSzZToizrW0pzav+PHIT70La+X6JnvzwRJlk/n4TONgb8GxIcP+hIJAdwFNAtS/YsocLjnv8jFxk9e10pM7lA+SesgWp1fi9r2tJ0jm3LkfFuci5lA2chKSZxKUttHwTEpywGwZwlVV3Dk18tEBOEWZO8EziWySlGgM4E7gnf+ZiVwqe72IkFy2byAFmonD7l9UsQqrtpwGXOqc3x7XZ61hR+wBywUt1ykJfGIasAFwa8dgTQH7HytptSKR1LZJzvjCOBdwDiPVaqpbWHMR2swjbvp0U8f9w29n9AaOwuLHPnL5Wf73R6q9firzH53v9eRvQbArpSD4mxbm3rU/c9iAiAjbv/uTCRsyxP8kngYUPP/fDcERsMjK5ehEY5+tckJamAr4XFgSBXN8LC8LdAbMOM+/4u0gKzX+QotDfeQOeZF0/wg4Wb5Dc8R81JWgQsQuZjM7zBVv2sM1zj58xHOk2eR5yz3oHSa8IAt/xdS1ZmYyNWxiXo2IisgqZSA+ATBICylyOCkv++qb127/SO6Sk2B+4NtODGCxogZw6XMgSR6bYD7ghf+biefkzF/en6j/cg97OS2LRcAAznJXN5f5lNQ8ihT8FwMXO6c1xW4t3rKj9G5IukFCTg2RQsNVsoX1BQVnTUQAdK2t3AO8UlDUd3bGydjsSaX0Uie7cVVDWFGvitQT5zlJ1PlspzPyosLhx9yrD6lV1DyGRzeeBs8LFfH3R6q9/rtVfPxvxRP0tEsX/Rqu/vrdoBikWGm9x7JZpfeI2Pw4aEbHWx/G+h+7qAOY//OwPI4tcT0c+99f6fo6UEXRPnrMfsNU9eU5WiTsz7/hmxKGkC4m6v+ANePrjTT4J6PIGPMkud2flRMMiHyH5xkvDThW9+DESyQ87VRyFTFy+4eta8u/+vLAZwZyD1MtkE8OBG1yOCqvn1k/IXJfWWHze5aiYlOlBDAa0QE4B+TMXj0ByrTItKg0k+ntP/szFlppo9Ma/tGaHf2nNIsT2LuEWohnGAXzDWdn8Zf+ymrVITu+JwIXO6c3TLOQlr0Lyy9KVRxrJTkMxCZgZTqPoWFn7PjC6oKxpP1Mwz0cmLFOAuwvKmqIunbW31RmAB/GqTUUk+fgiV2PMlIbVq+reRireI/kZPfnIXwm3o45Fq7/+pVZ//Z9a/fUPtPrr+1rOTWmKxR4o9Sw56iEkstlG9NSPV4E5Dz9zR1OkOHafPGeCuf1WDHKR9JB08hhwNmb77zS/VqqZidhR7USKYyd4A55/xN4lLhMR/+Nc5BhJFKtuPtmEA2l3foMv2LKXn7R7/AzlHj/jbmT1ahvS0fM4xCavyte1pF8FaC5HhQO57h7Wn+fJIIfS00UwJm2h5WF7woFaebTKMOCbmR7EYEAL5NRwNbCXzVUGGQ/UmDnRSeFfWvNPpCHAC2TXceIArnZWNl/mX1azHolQjkA6dH3ROb05ptVQx4raR5G8vFTa/kXjE+R7Oh64ZPfrr6ztBE4qKGtSHStru5Fl0D8gFeY/LShrGh/tyUyRfCfwXLS/J4iDGG4WEbxRWNx4VPg/Zn7yz5Elvl8izhb9zoczVP+ahcSidc08A9jIMMf21rW3/wS4AtR1KO4AZqO46uGn76h5+Jk7okW2z0Sibi8j3+PL6RhjGN8LCz4AJvheWLCR7KkRoDSv+gIDSgyJHC9FvI+X9PM5xyERyjcRsZ1MIdlgE8jdwINIMd5ewQ33+BkjkMK7K5DvYgsyyXgduKG/4tjk26TZq3sAuMDlqPiClQ3bQsufYYDdkCxyhu6w13+ySfjYkvyZiw8GSsh89Lg3/1l736zX+/ME/qU1G5G2o/fTd1GVHQmL5Mv9y2q2IAb1zwNu4Hzn9OaYOdYdK2qfBm4nfV3retpMKEYCVxSUNUUKnicw88A7VtYaHStrf4Ms5x0B/KygrOkQotDeVrcLmEdqugXGLQQzC/TGFRY3qojH3kduGBXAr4HrCosb+5uX/5mh0teatnXNvCCwb8nU23Nan7w99PCTt7/38JMNjz/8VEPnw081xGp5HE7dWQs4fJ0LBqLQc6t78pysKS6LyDt+D8VqJPL9QD/yjsNMMH/3x1pvMAnkT4A7fcGWJdFSKtzjZ4xHxPGXkZWOEUhDkFeBel/Xkv/0dwAuR8XFyDXWbvfCRFFAlctRYXVS/it6Wp3bia9q27f+oQVy/7kW+1VDf4RcDPuNf2mN4V9a83tEePXH7megUYhIvsK/rMbwL6tZikQ1S4DTndObC51XNffZKKBjRe3LiPVXOt/zZkP8bccjVkvy2itrdwHrCsqajo147K9IXnIuEkk+iii0t9WFuwWupX/n95FFrkYrF9fnkRSQ3axeVbcWicCfDPwJmBkpopNgK2k+x1rXzHsDiFvQGcZ98pwcc/txSOS4353lLPI/pDHOG+7Jc6IeA3bBbP18syF5x+9g0A287A14UiEmwit2/ckBHQwCWSEid5Yv2PJotA3c42fkISlzJciE4iBEIL8E/NLXtaS/qS64HBXHMLi6ue0H3GxFYLaFlu9CUtzsFkQ6mojVSU3iaIHcD/JnLj6NGO15M8iStffN6m+EZg/8S2ueR3Kz/pvK5x0AvuqsbL4SwL+s5kmkQcFxwOdQnOO8qu/uex0rat8BakhTdEBJDuBoFCHgtIKyprN3v/bK2g+BnIKyptyIxzqQQqcRSE5y1IprM5J8O1J8luw5fjAW/LxXr6rrBrYVFjf2nmz8EcPIxzCGI7ZtliyU+mArA+M48H7J1NujRuejcCLwFlJsdgyKV9I3rB58Lyx4HzjE98KCV5G0G1tSmletgFmGHENbgKcUOLwBz6oUvUQ4grwZR9K1ErFWB7KBcJe7Wl+w5cNoG7jHzzgH+BFSTLoBEU1bkUmdF1nl6RcuR8UIpBmI3QJF/eVUJB0lLm2h5W8g1o92itiGgEtdjorB9r0MGFogJ4lp69afm366WLP2vlkd6Xhi/9Kabf6lNY3Icr8de9JHQwHTnZXN0wH8y2o2IhXWG5DlxonOq5o/57yqOeq50LGi9lMkj/lp0nO+dBvgMEXyzZGWbh0ra18Gjisoa8qJeOw54AYkWvGjgrKmqBO09ra6ENBI8u4WIcR3Ny6rV9W9Ri+xZjYR+RnwVQzjHaCzsLjx0mj7x6PNn5p20/FoXTNvEzC8ZOrtVsT4mcg58BRwoO/5lLeXjsV69+Q5h2Kvm3FvvmaIKPsE+JsSYXZ/Cp9/ArALxQjvOk+yUeR0F1Wmk02AxxdsuccXbNlr9cIsxrsKmIt4HHcjk7oPkJzjZ4BFvq4lqUiHqGbvgt3BQAioMKPjVvgtYndpJw5kcEX2BxQtkJOnGPsZ9n+C2PfEJb9qkSO/apGl9pq98S+taQVmIUt02XAMKeAqZ2VzJYB/WU23f1nNfcD9KK5CKpfPc17VHLXwqWNF7Q4kxeSRNIztU3o66e2H3GwiWUtPrquMZ2Xtm8B3kFSahoKypuJoT2wW7i0G/kbiYsqgpxGDFd4vLG7cI/q6+pHZW5H8vO9gGGuBTwqLG5NyV2GAGrm0rpn3Noalm/0ZwGjEF3mgeRRwAm+6J8+elIHXj0lpXnUR4pLwOvAvJU1w7vMGPKnMTT0Y+KCfU4RsFMgKcZyo9QVbejfUAcA9fkbYZu0qxH7wSOAY5PtYh4jkBb6uJf22tHQ5KkqAC8j+vOO+GAl833TniImZavFzBuhaZREDmGa1lbZmT7JB3NiO/JmLhyFFSHa6KCjggbX3zbLaqOBLwC35VYsuyq9alPBtxr+05n1kuf8P2C/3qi+udFY2fy38H/+ymv8C9SjOR3EWkOe8qvmUaDt2rKgNIWLzT6Twe1dyMR1u/mc7UFZQ1rT7YmY6WbxWUNZ0/B7jWVm7ASl+ehP4QUFZ0+XRnr+9rc5ob6u7F7FeS/R7thwVWr2q7gN6lr17Hn9k9jvAv4Hpq1fVtSNFfck0ohnIc219yTm392lTdeHJc/YzBzOKHieFAcP3woKdgAOM17FZmkVpXvVJwHcN+A+KjxUcDvzaG/BsS/FLTaD/HrTvkF33wO2IS8UsX7BlfbQN3ONnHA7chaz+/Bn4IvJZdSL5xzuARl/Xkn6veLgcFYcjdmJ2ug+mg2OBr1rZ0HS16JePdBoYhdgsahIkmy4OdqICufDbieeRSGFc8qsWHYF0mjsK6Zp2a37Vor3ETTzMAr7/Q6IVb2PvJd8wVzgrm68O/8e/rOZdJC+5G8V0wOG8qvkLzqua92q2Yram/i3wC9I3KdhMrwLLjpW1QSDUy+mCjpW1m5B0i6eA6wrKmq7rq+tee1vdb4Hfk1h044hEBg68WljceFzvB1c/MtsPUDht4dTVq+pWACcUFi88vvd2cRiwm3DrY/O2AkbJObf3ZVF3BrDeULwOHOp7fkF/nBSS5Ql6rSxkmtK86gnAHFMcH4LBZuBv3oAnHeknByNd3/rTufAZ7BXt6wsHslp3ky/Y8itfsCWq766Zb9yMFP3eg6x6DUPuDeFmKvf5upb0ux26y1ExDAmQ9FnoPIgIAZck0HzjHmAgU66s4LTaJVDTgxbICZI/c/FoRFTa6cK6HfjZ2vtmxRUR+VWLcoDvI8vn7yANGE5CoskXJxlNfhkRaj7s9bn0xeXOyuZrwv/xL6vZ4V9W82PAh+K7KBRwnPOq5rOdVzXv9Xl0rKj9OxKlSVWRz3ZDCu9A0Q1M6h0R7lhZ+xowsaCsaVivx7cjVnyrgMuB2wrKmqLetMy21I1Yt69LqE3s6lV1W4ARhcWN0RqyLAMuKJy28HDz3+cWFi/cS0zHYECjVK2PzXuPvpsdnAmEMFhLhqJnvhcWvIV42K5zT549Md726cY9sXoMUG9I8dfhwMsKnvUGPK+m+rVK86rHI+fLTu86T9KTE1+wpQtJO7AznyFpSjf7gi3rom3QK9/4A2S16B7k+vQKUiQJ0JoKxwqTa5G0jaHCSOB7Fl0ttiHBCDsFjBRwjbZ9SwwtkBPn6/TkjNoBBfxj7X2zAha3n4O4OCgkQuhAclknIsK/Pslo8k7/0pqfIk027DZ7jsblzsrmPboN+ZfVrELGfxmKMxH7pM87r9q7uYjZUGQeyXXw6s1n7BmJ+Qi4oaB8L6H7JFGihh0ra0MdK2vvBH6DdFprKihrOjTaC7W31T2K9QYwySyLv4BMuPZg9SOzw0V738Aw9gF+BzgTiCRnYuL1Rsk5t+9h/Xah2Lsdg9i77UQie5kiiHRCy2iahXtitQOxc9sCjETxooIPvQHP/9L0kqbFm5GK60y/o6lpZC1wvS/Y8uc+2kXjHj9jND35xv9CnFXmIdeQdfRY2b2E5Mf2G5ej4nwGh99xopyIdVeLdmRlz05MRlaONRbRAjkB8mcuzsV+B9g7iNiIS/7Mxeeh1NkoNQy5uO1CCo3ykPy0cfQ/mrwGuB5Yg71m0L0xgC9H5iQD+JfVrEOWDvdHcROyjD7aeVVzgfOq5hGR25peyXVA1HxAqyipMB8Z+QCwE4OmPV5vZa0BvFxQ1nRitOfpWFm7FLF0OgS4q6CsKWo+dXtb3UfmuJcTu01qwgLZdK/4tLC4ca9J5OpHZm8GWoDvYOBYvWr274GzLYrkARfIrY/NCwEflJyzh/XbacBLKLaByvU9vyDYx+4DQdgTOdNUIVHjDSjeVbDT+5ZnZRpfbwIYoFJSZLca+90HPwIW+4Itt/mCLR/1tZGZb9yMNBX6NVIMOQ1Jd9tAj4D9GFjo61rS75bILkfFOOBb2Pvani5CwGUuR4VVK8ifkVyQIV2EXTnsdrzbFv1BJcY3IX0dvZLk12vvmxX3wpc/c/EoYAbhC5tSCqVGIrm0BrKcPBKJSOUhRXy35VctSti+x7+0ZrN/ac0PETu4dLds7g8GkpP8lcgH/ctqtviX1dyJ+AjPQXE0IkbynVc17yFOO1bUvod4Jb9C/24aqtf/NgPnFJQ17SGAOlbWfgJsKyhritravGNl7WrgNuTC3FBQ1nRhtO3M4r3fIM1HPiT6tSCp5efVq+reog8HjNWPzH4fyZWfKdvOXgrkFxYvjOcIk5HUndbH5m0GdpWcc3s4J/0C4EMMniH25CLt+F5YuA0pwAlkKs3CPbH6YqAQeAyFQ8n1ZGl6X9UIr3D1t0gP5Bh/MQXPkwp2Ip7h3+7LoSJMRL7xPsBPkaBEF1IwGhnZ3Yk4VqRqIncD9lpBHWhGA9dbTLV4j+QchNLJkUjhpsYCWiBbJH/m4sOB8zM9jl48sfa+WWssbnst0kEpkpApkhUiqEYhqRYfIB3eTgCq86sWXZVftShaXmlM/EtrHkYuqFaW8zNJpbOyuaz3g/5lNT7gh4ALxfdQPA987Lyy+QLnlc09DTxW1G5GIrJrSP59RruIbgTmFpTvWXjXsbJ2HXBYQVnTiCj70LGy9llz3C8B3y0oa5oZo3jvSeTYuIee5ebhyFLt/yXxPsIECosboxb5rX5kdifwcuG0heUAq1fN/gNwemHxwqiRcZOMLee2PjZvIzC+5PRbRyGFrQcgE78XMjWmCP6HnNcDng/qnlhdhKScrTRfvwv4nfctT7q7Ch4EbEepfruHmKkLfyDzIuYJxJ1isS/YsrWvjcx84yuRfOO3gXCHzYeQ/O+8Xrv8zNe1JCVNbFyOii9gz8ZYA83pgMvitkuxlzdyN3Cxy1GRUH3JUMXOosVufB2pCLYLW5ElnLjkz1x8AtC3/6xEk8cgInkHskS/L3LDOxbxXL0tv2rRXrml8fAvrfkQEY//hxQT2hEFfNNZ2ezu/Qf/spr1yPg/Bu5Acaj//pp/AxOdVzYXn3uleCd3rKjdiYjSP5FctHPvY0uxEzgIg29E2f4ZZLk/KqZX8k+BNiRiUF9Q1hTVlaG9rW5Xe1vdP9rb6uoQO6OvATe0t9V9kPC7MFm9qi6ItMWO/vdHZq8GxhZOW3iObD/7AeDkGCI5o8WfrY/NC2AYF6NYi+IAUDsffn5+xjux+V5YuIG9J75pxz2x+nxkqf03iGh6W8GvvW95BqJ983gg6F3nSUkE3xdsWYs0AhpoFCJqb/EFW273BVveirWxe/yMfZE28tORguitwLeBemRyflGvXf7m61qSEu92l6NiDNJwYqjlHUfDAL7qclTEdfAwvZGXpH9ICXEEOopsCS2QLZA/c/Ek7DVzVsDf1943K2p70UjMjn/fIr4jgYFSo5Dq8E/N1zgMKbwJR6i+ml+1aGZ+1aK+7K+iYtrB/QGxU3uLzEdrouEArnNWNhf2/oPZWOR3SP7stc7pzZU4eM5/f80q4PBzr2yedu6Vdx1i2sD9GrFp6zMK1BtDIrZ9CYsPgWsKypv2sJ0z85FfLChrmtzX83asrF2P5Bn/HinQaCooa4qZP9feVvdJe1vdh+1tdamIAr5cWNwYK3ViGeAsnLbwaIDVq2b/CZhcWLww2kQs8zfmkHGc4VDhwjw7TfaeAMYOVJqFe+Kss5G28/cApcA7CpZ43/IMlB/6vqS+k+c9pKbg1goOJLXjLqThxzPxdnCPnzEZua6cjOQbu5HVvm8gxXzf77XLc6RWmF2PhdbzQ4hcxIc+Lm2h5U8Aj6d3OAkRAr6oo8jx0QLZGl8lQcurNLMe63l+Xwase85KNHk8Iow3Iu4K+yAC7lSkknd2ftWihCcM/qU1ryMOCn9HlnrsxjDgemdl83nR/uhfVvM8UsB3GFDvnN582KP31zzz6P01j4Da/9wr7yo698q7Du9YUdsO3IKIWyscjHRB3BuFATgwuKn3nzpW1n4GbOrLscLc5n2kuv1nSI55c1/Fe6lm9aq6HYBRWNwYtXWz6Wzxc6CicNrCXNln9oPA8YXTFp7ca/OMCuQLT5k7SsEBGBxsKLXTTLexBb4XFq43P520p1m4J846Dcm5vxu4BHgfuNf7VsobgcRiH1Jc2+ALtryHFLhantgmQQiJVN+GpFP8sy93ijBmSkUF4q7zKZLOciPwT+A6IIBcUyPzgj8E7vR1LUnJNdblqJgKFKTiuQYZ57kcFX2u4vWiBXtNqg9Dzl9NDLRAtsYG0nvhTAQH8AeLhXn7AZeR+PK0gVL7otQByAV4E7Ks2Y1ELY4DLsqvWnRDftWiPpfRo+FfWrPLv7TmXnqKw+zGCKDaWdl8TrQ/+pfVbPYvq2lCROdc5/TmYoBH76954dH7b2oHxp575V3Fu0aqCSEHs4lTvGdINGyk6vEqjcbHgLugfO9occfK2reBgwrKmkb1tXPHytoPkZSMnwNvAHcUlDVdUVDWlPZI/upVda8QY4K2+pHZO5DGK9cWTls4QvaZvRI4pHDawsiJSqb9tacCjykYi1KbjdEjoor+DNKJwWHuybPTlgbmnjhrMjAbjMXAhYjP7k98b3liHbvpYDxpsJL0BVs6gUX0NVlNDgdybncAN/iCLbf6gi2PxxPGAO7xM/ZDxPTXgIeRFLivA3N9XUsW+7qWbAPKkMY1YbqBH/m6lvSngcpuXI6KkegubH3hAL5hsWDvXcQxxS6EgIt0FDk2WiBbYO19s36JWBm1knnblmfW3jfrnxa3/Q4iwJLFgVITkbzk5xGhNwKJtJ6BFPHV5FctujBRSzj/0pq1yBLVo/0YX7oYBdQ4K5tP7WsD/7KadqABmOac3vx95/TmsQCP3n/TK4/ef9MqFM+GhquTdo3gnyHFegP2MWC4ARiQY8AYQyqKDyReq2L5ZLdjMKugfG9RaxblxYwKm934XgUeQIqSpgPzCsr2TN1IExsLixsP7OuPqx+Z3QXcD3yrcNpCZT62CthaOG1hOK8y0ykWBYgo26hCxqPA/iXn3B61SDIT+F5c+AYixNLSXc89cdaxSGHYT8y27PsAi3xveTLhUnMQaSp88gVb/Mh16Un6V3C7HUl9+SnwNV+w5Ud9NfqIhnv8jFOAHyM1IL8BSpBl/a/7upb829zmaEQwR/JbX9eSl5McdzS+RZQW8prdHIf1SOyvSO3kq78cBpRnehB2Rgtki6y9b9ana++b9RNkNr2KzAhlywn/+TMXn44U1/UfpQ5EqSlIFPINRCQ7kAv2qUgB4Oz8qkUJtd/2L63Z6l9aswCxK8qkn2w0xgB1zsrmvorG8C+r+YCe7lV3OKf3COpH77/pk0cfuOmfj/6x9q+hEep7huKviKg4HLnh7ANsUPCmsiL+FF3IpKR3IU6Y5wrKmmK2EjUt4t5AcmjnIqsBnoKypoSLLxNh9aq694A+00AAVj8y+y3gv0jDg/BjTwIvFU5b+JVMquMLT527D4pRKCYDrzz83PxNrY/Newc4tOTs2+x0De3ESH3TEPekWROR5hO/RBmHI8fhAt9bnq5Uv1Y8SvNuGI5cf9ImNHzBlk+QyO08JPL7KbELtHOQa/ObSOrDfcDXzcI7ry/YYjk3O6Ir3g8Rb/p/I4V4bcC3fV1LPjC3Gwnc1Gtcfl/XkhVWXyseLkdF+Nqu6ZuwN3Jc+9e20PKtwArso7vCUWQ7mQ/YCmUYmQ7MZCf5MxcfgCx9FRBuE5x+/rn2vlnN8TYyC/PuRiypUonCMNYDzyLvewySmxxCIibrkajJg2tbbkwo/81Z2bwPYgl3LpmPFkbSBczzL615I9ZGzunNxyM3sieAh/zLavZadi4obzoXKW5KLqpvsC/wMYorOlbU7pViY+YiO8zivD4x0zEmA68h+YtnIIV8D5nFfymnsLhxX+CA1avq1sXcbtrCLwKbTZeL8GMHOrbvagyNHHb96kdmD/jE9MJT57qQc3wqcN/Dz87fHb0sOfu2o1ofv63fdmOpwn3S7GtRrDDdLfr/fJNm5QF3YPA7FPsAV4BxrW+dJyMOHqV5N+QiTjE3ewN3rx2I13TnVg0HpiDe3rnI5HY7ErHfigjZp3zBln4dm+7xM3IR0TsF8c+dglzD5/u6ljzea9vvImkuYT4Aqn1dS1LyvZhpA4vIcJfGLKK1LbT8J/E2Mpt03IM4SdgBB/CrttDyP2d6IHZEC+R+kj9z8UHIMtd5iBtButgMzFx736y4S5r5MxeXI5HudOVtdmMY/0WWEs83f3+K3DjeRqLBy9e23Phsok9sukh8gxgWYRngY2Cuf2nNO7E2ck5vHgVcjaROPOBfVvNc720KypvykNawCUXbd2NwGIr5HStqH4z2ZzOK/GbHytqYeaEFZU3DEZu4tUge49XIsrKnY2VtWpbNC4sbpwAvrl5VF/O4LJy28JuAf/Ujs3f7DBc7G67tHjt8C/D31Y/MHtDVhgtPnXs78AhwysPPzr8n8m8lZ9+mgLzWx2+LadE1ULhPmn0kGNN8Lzb+pt/PNWnWScBsZNVqX6RY+eu+dYsHyq1iL0rzbshDlqq/5Q3c/VqmxpFq3ONnnIEU3+1CosVfRoR3va9rSVevbc9Fvpcwu4CbfV1LUvZ5uBwVFyGpJpnO/c8WdgI1baHlcSfLZqvuOuwTCNoAXGda0mkisEuoP2tZe9+sD82o7reRwq10+IAq4GGL4ng0yRXmJUIOSn0epY5C8uPeQW6gIaSAZjJQmV+16Pr8qkX7J/LE/qU1q5HcaT/2sYPbH2hwVjb3mUcL4F9Ws82/rOYXSI7v1c7pzV8N5yaH6VhRG0AsmTqSHEsXBl+JlosM0LGythP5/GPSsbJ2J/AUkI80G/gB0mTAU1DWZN31JDFeRPLW4/EboLhw2sLdXRyVYgfyue7xeLq58NS5E4GPDMnt3aspT+vjtxnA+pKzb7NFRMj34sK3gfHuk+r6VXzjnjTrHESEhbu1VQKVmRTHACjykHz8lBShZRr3+BkO9/gZX0dSOl43f6YDy31dS74fRRwfgFiuRfKrFIvjEcDlaHGcCMOROqW4tIWW/wdZhbULh6BzkaOiBXKKWHvfrA/W3jfrLmTW3UFq29B+iHVbtxmISE03BnAESn0dKeD7A1JBPc78fTzScag6v2pReX7VIss3bP/Sms/8S2vmI0t8dslNPgi43VnZHDfXzL+sphOJEg9DnC5Oj/x7x4raHR0ran+EFPAk5gCg2IIse8ayXXrWipVbx8rabiSCfBqwDklxeQW4s6Csaa/Ogv3FjBxvLSxujGmwv/qR2SHEceOKwmkLw5OS0OpHZnevfmT2cmBy0bSFZ/T9DCnlYkOaMhyJfFZ70fr4bbuAjSVn3xbTY3oAuR+J9iaFe9KsYqQ4ax6Spz4duNq3brEdrBkPxqAbsl8gu8fPmAAsRMTJ3xCbvmOB7/q6ljwQZXsFzGLPFK3/+rqW/O3/2TvzuKiqPox/zwVxV1wy98yN1BQTKzVxQQdotY1603a1t1UdFRX3HQV1tL3Udm3hbbEVGMUFTUrJpDTJLHM3W1DLFeb3/nEGRYWZAWbDeD6fURju3HtmuXee8zvP73ncPLT70NaT5SgeOtrTBl3BK/iP1Wm5FrkIlBNkNyNzoXl/5kJzAnqWv47SE2UD+Chzodlp5SZssKUx3m+qCECp61EqHLCgn3Ml9Iy6JrpCeS0wJmzQvPO9bR0iY8mINHQ1+Sv8o5rcFJjcZcBcpxeSjKUjTmUsHfEa2tT/ni795z7Qpf/cc7TH6R/FpqCXVX+meM/vT4SBRf0xfVnsKeBgeL9Ep5XW9GWxkr4s9huQtiC29GWxs4GXgfvC+yVOCu+X6NZwALsG2ak23m7/9iLwUO8+8dUosBy5ckVcCnAqok/8TRF94j1mUxQZOq6qKOqhqAVsTcmaUeSSaOqGySeAI5FXT/Z6qt35SP5h1gGgUvQVY2o63fg8RDczxwC3oZeAO6FXowb6vHKcD6EqcOqL3Qt87SZUKkQHD4wCnkGT3fVokvxlcs7iB5NzFhcl17kd3RSdjwP2fbgNJiOmLlrb7C/L/2UJNmCAyYhxKrW02pJ+Qn9X+gvqUV5FvgDlBNlDyFxo3pu50DwLvZy+npLPFneil8BdwSA8q4MuCgI0QakRKPUnOiTjJ3QwBehmk/bArWGD5j1aHO9kezV5Ov5TTW4HjOwyYK5LhDZj6YjtaMeIU0Bcl/5zz7HhSv8odi86eOELXF3SVJwA2jpyrUhfFvsbUCW8X6JLDYHpy0Z9C7QK75dQNX1Z7Bfo5r2qwLPh/RLdPek60LvvLKfV1pUr4v4BFiPyuJwnXUpbEbcFvVJzR0TETIfSl1LAhNaD3origore+UjdMPkYwsnIzpOLJSvyENYDPV3dOPpys4q+3DwYRRgwGkUUmig9nrzT4k9ktApluHocHTywVnTwwInoif9G9PW6I2BOzln8goPHNUXLXPJxGpiVnLPY3R7UgwGnq2TlKBINcH31ZiHFXUH0HATo44qn878J5QTZw8hcaN6dudA8E004vqJ4ui4FvJe50Oz0MWGDLWHoaq0vUQHoh1KD0cltzwB/2P9WEy0LCAH+GzZo3s1hg+a5/PmzV5OfAL7Gt9VkQT8Pl83zM5aOyM1YOuJtdGX29i795z7cpf/cM9W99I9ic9M/in0OneTlqn3VnziJOk1fFpsNtHI1ECR92ajvgCbh/RJqpS+L3YPWJb8NPBbeL3FCeL9EtzROrlw+5ndcjK1duSLuT5VrS7ZVMLr3jph5zuclbUXcYXSUdseIiJmuJlq5hMjQcQq4GtgC5KVunuFStHHqxslHgNzIzpN8Hcv7HRAUfcWY5s42jL58eCDaPaEuMA3FA8BVKGKTd1p84lZRGK6/fKiBli35zZiKg+jggdehZVWN0T0WVwPZaG/jHx08zkAXWgquXC1Kzlns0FmnuDAZMe1wlzXovxcCXG8yYoKdbWi1JeWgsxX8BZdRjEn1vwHlBLkAQodZKoUOsywMHWYZFDrMUs2d+85caN6ZudA8Ha0h24BrRPkHtA+mQ9ht3UqsOXQzBGiGUvEo1RhdKfkAPVPORTeQ9QKuRIeMOG0oy0fGkhFHM5aMmIauJue4edzFgQ24ucuAubcX50EZS0fsBCaixz66S/+5Xbv0P1uJTv8odh1aB+zcvko3rV3mwmGdhogURPqyUduAWuH9Eurb5Rcfo63pKgHPhfdL7O3qvpxge+++s1q5smHAadtxZZMVcKGsJG1FnKSljV0OnIiImHlDRMRMd0kuwtBNjPcBS4vzQDtJPhHZeZLP5BbJP8wSFAeBptFXjC5yghR9+fBqaK3xEeANtCNPPWBm8i8Wfwo1AGiAcBj39nd4HNHBA6tFBw8ciY6p34au/rYBpiXnLJ7jQiT0rZybRrk+OWfxF+4co71y+CDlnMAdqIx+LV3BEvxnRSQPiPb1IPwJfncyKKVaKqV81SBwJ3qJpB+wOHSYZVjoMItbU4QyF5p/zlxonoqu2GykaK2XAt7NXGh2RQvWFwdxvj6C7oRWagZKpaOrnWvR/qGB6OXrdoApbNC8wWGD5rmslyygTf7a/cMuFu7vMmBuj+I8IGPpCFvG0hEfoL0wTcDDXfrPPeOAkP5R7B/pH8VORgcF7MbxORoQ3i/xakfHS18WmwvsC++X2NTVMaYvG/Wz3ndCE/s+DqBlM28Cj4b3Sxxf2mryyuVjTgESERlfZER2PkSpmkaefAds7B0x8z+FbZOWNjYbPZm8xU2SC5N9f41TN8/Y6mzj85G6cco/wN+RnSf5stnpe/SXb7fC/hjdfHhL9KrFl8C3onsF6gAvJP9icXuUsxtQCU2O/aW5ySmigwd2QleN26JtFFuhz+tHknMWO3UyiA4e2AjdJJmPv9DXDnejCy6435TDZYSbjJiGzjay2pJOoC0k/UXa0M5kxHg0OKoswe8IMjrgYqJS6i6lVCullFc+OKHDLAFAb84S1ipAH+DF0GGWsaHDLG41TM9caN6eudA8BYhFVwzPryh/l7nQvNHZfsIGWwLwX0seG9AcmI1SESg1C63H3QL8jW7WugO95PhQ2KB5t7jqdlGgmmzhrIzD2wgAnuwyYK7LFdp8ZCwdsReYhm60eaRL/7l9CzbxpX8U+xW6cvsm+rW6EArFuU07hSJ9WezvQKXwfokO3SPOfcyovcCJ8H4JLez7ELs2+Un0BOfZ8FsSerm6v8KwcvmYn9Cd+85QU5TKWZk2dhOwv3fEzELTBNPSxv6dljb2Q6BNRO+ZXUs6rsjQcfWBv1F0R7GqpPtJ3TjlOHA4svMkn7hbJP8w6y8UVYFd0VeMPuf6Fd18+PXo1SwLSKCAgSIEeD35F8sBX4zXRSjKAEGODh5YKTp44OPo6vxedNW4ETA3OWfxrOScxU513XbXiiGcG0T1THLOYk9UHG/DP79DyiqC0N7yrmApvl0RPR+3+XoA/gK/IshKqQpACrqKOwyYAjyllOqilKrh4cNHU3gcbiA63W1e6DDL9NBhFocVu+Iic6E5O3OheTLac/TbAn9628Vd3Ib/pPIUhYroBpPZKHUA/d4+B+xC6wn7AtejJQNPhQ2a5zK5sVeTHwNW4psvzsrAqC4D5hbbmzdj6QjJWDriM7TXbAiaKIfmyy7SP4rNS/8o9h3gEbTH9j9oUp6Pv4Gvw/slOiWZ6ctif8Q1D+ICjxl1CPg9vF9Cm7P3xR5KXxY7GW1T9Ej4LQljw29JKE3F9reIyHhnVdaaaM01K9PGrgYCekfMvK6ojdPSxqYD2RG9Z94Q0Xtm8QNZFDeiq8dtoOQEGSB145STwJ+RYZMcRm17EDtRKgAIjg4ZXT26+fCK0c2Hm9HWfgko2glsQ9ELeCP5F8tuh3vzPQz8nCBHBw9sAzyNrshnowsBmcDjyTmLNxdjVzehP4P5SE7OWey0aFJcmIyYqyivHnsC15qMGKeFNT+sIne2u5n86+G3SXpKqZ7AXegO36Po5akMYJOIuPUiHjrMotCVSFeqWQb6ovc5sGLzfJckEC4jbLDlSuCazIXmV1zYtiLwEi42PPkJjgKvZy40p4QNmlcF+A/6iyAYTaR3osluJeCLzEXDd7i64y4D5oaiyWQzvF8NOQCMzFgyosS6zS79516B/sz/DKzOWDrinM95+K2JQejExjD0xG1l+kexX4X3S7whfVns5872H94vsSLQIn1ZbLEkA+H9EiqhJTzfpS8bdebzHn5LQi20c8rVwPvAh+kfjyq2HVhEZHy7tNS4LUX9vW+3aXcs/3LCOVGovSNm3gN8vzJt7AVphefsu/fMDiB1gfS0leOchvhEdhxXGRiOIg1ol7ppxiLXnoWT/YZNCgCpn5o51WEMuCcQfcWY8ORts9KjWsXervLywoFVKHUIkSBBfkFPXhem/Gw55O2xFQfXXz60Bbl0BUK+2L1ggq/Hcz6igwcGontBbgO2owsuvwMJyTmLi/W+RwcPrI9ucs53AtqHjpJ2u6OIyYiZjp4wlcP9+MZqS5rkbCOTEVMJWIQuBvgDvrDakp739SB8Db8jyEopQ0RsBX5vjCYNUWjbqS3AG6Kjjt2C0GGWzuhqdXFIlYHWklmBZZvnm73eOBI22PIQWqLgX2+ia8gALJkLzcfCBs1rgG5q6Iom+xXQFl7foyumH2YuGu6SjKLLgLkB6C+pm9Ak25vIBkZnLBlR4gqXvXp8PZp0rgU2ZCwd4XBJNbxf4lXAfrtW2CHC+yU2AMSVbc99XEIAutnvu/Rlo855fuG3JFyBJso1gVfTPx71ZXH2HREZXxFonJYaV+hkqG+3abcv/3LCBdHavSNmDgLSVqaNddjNH9F7RhDQHeFA2qpxDicHkR3H3Q0cQNEcSEvdNMNtEdKRYRMV0BBhf+o3U702gYu+Ykwbyc29HLHdjFLfIbIF2INwHMUDiLyQ8rMlx1vjKQmuv3xoJaA2ufQFmn+xe8FkHw/pHETVGtQWeEKJ1EXrvqsAb6GrvsW6PtulFdM521xrQ0dJF+l0UVKYjJi2wGx377cc52C81ZbkdOXAZMQ8AMTgH9/nR4CHrbakk74eiC/hdwQ5H/naY7EP0P77TWjycwNwu4hY3XGs0GGWyZTcIs1AJ92tBt7dPN/sFV9De6T0InRyXVnFIeCFzIXmDQBhg+a1Ruu2QoFL0V8M76L1WUeBjzMXDXfphO0yYG4jtF62Pd674CggOWPJiGdLu6Mu/efWQDfnVALSgO8zlo4oklSF90uMTl8Wm+zKvu3+ydvtgSLFQni/hPb6saPOqWSF35Kg0BZB96OrXQvTPx7lMrmMiIxvCexKS407Z0x9r5sWBPRdvm7CBRXy3hEzDYTHgI9WrhzrtEIX0WtGY/SS9ddpq8ZdUOmPvGp8VYGnFPIZ0Cd104z5ro6/OIjsNLEecDT1m6nHPbH/gohqOSII4QGgG8g7KOME8A9i24d26HguZcc8lyzsfIkbWgxtBuySU9wHNPli94LpPh4SAFG1BlVDT+4jEfkDCFJ6Yv98cs7iEq0mRQcPvB4tG8vHu8k5i11NUi0WTEbMZHxvD3qxY4vVljTG2UYmI6Yi+js92OMjcg4FLLHaklyVepbuYEopEZH8/71xTFfgVxrkghA74OyLJyKfiMjdaM3mHe44TugwS32gNLG1NnTV83bgldBhlqdCh1m8IXm4l7JNjkHHN48PG2x5PGywJTBz0fAfMxcNH4e2QluHJsb3228VgQfCBs2LCBs0z6lWK2PJiL3ouOfn8V4DhACRXQbMjSztjjKWjjiSsXTEi2gpz03A3V36z3XkaXs4vF+iS8tz6ctit1BCzaHdK7lZeL+Ec46V/vEoSf941Cr0F/sWYHb4LQn/Db8lwaWgkrTUuJ/QMbvnowlQKNFemTbWhpYY3da790ynjXBpq8btSVs1zgq0iOg1Izyi54zzz59bgW9FUREt6fIIUr+Z+hsQFNlpgkeXU6NajggFZgFBKJWCUtsQ22Z7MuBgYEFZIMd2BHy+Y4ENP2rSi6o1qAfwPEh3kH+AHKWb8OJLQY4v4VyLsJ/Q0eFuh10f663I9n8zrjQZMYU6yRSEvVqbin9okQXo5a3gkHyu50/kGPyYIBdEAaKc36BUEW0X5g7E4L7XoSoQCSwMHWYZHTrM4jRStySwa4/7emLfPoCBXhGYHzbY0gIgc9Hwb9Ad9tPRVm6CbmKMBKoBj7kSW52xZIRkLBnxOfAoWrLhjWVtBQzsMsAhmXUZGUtH/AjEo5vU7urSf254l/4XNgSK4iu0LMNV/BTeL7FEzix2r+Q64f0ubM5L/3jUyfSPR72NtvWrCrwQfkvCDeE3J7hyjv0RERl//uSyKVqXXihWrhybiw5giende6ZLvsNpq8Z9g5avNIvoOaN7RM/pNU2dxlcXRQuU+ha4VhTFkokUF6nfTD0MnIzsNMHtNnBRrUZWj2o5Yhh6BeJzFK+BrCMgoCmKuoitHUbApyogsKLjPfkV8r84fd6kF1VrUP2oWoMmAyNBKqObZd9WEJucs7i0E6tHOZtkdwqY54JPcklxN2WEA5RxCHCXi2TzXewNyX6AxoBbU1SVRk+lVC+llEkp1d9uwvAfpdTt9p9vV0p1dudxSwq/lVg4glLqEuCkiJTK7iZ0mCUIeA1wqcpVAtjQzhQfbp5v/tadOw4bbOmCtndrw8Vjz3MS+B8F/J/ttm+R6Ga+1kAtIBktO7gU+Cxz0fB9ruy8y4C5ndFhE03wvOxiHzA0Y8kItzXV2G3g/oMe+wbgYMbSEWe0xN1vTQwHNqz9KNalY9q9kf9OXxZbogtyeL+ERgikfzyqSHlD+C0JrYBBCNXQF//09E9GFfnaR0TGt01LjTujE+7bfdqNy9dO+MzZWHr3nlkR+C+wZOXKscWy/YvoOf1K49jJu7GxSYltDRBl/WaGR5a0z0fkVRMMdDDHodRN00pNhKJajeyJrkAuBz4GsSHUTPlp7r6o1iPvwWarA7yQ8tO8vOjWozohkp28PdHvk+luaDG0+ec7Fvx8fZOhg4CaX+xeMNfbY4iqNSgAvcrQH6QCcAJYruDt5L8WHy3t/qODB14NFGw+fDk5Z/Gnpd1vYTAZMbXQTjSBzrYth1tgAPOttiSnslCTEXMvZ6/zvsY2qy0p1p07VEq9ANyDXgEXtE1rLtrjuwXaIu9P0Xp+n6JMzh5F5FBpybEdN+NZmYIBdAJmhA6zJIYOs/S0O2aUGpkLzRloD+XpwI+U0ffyPFRE6yLjwwZb6gJkLhqel7lo+Bdod4q56Ajdnuiqag2gW9igefeHDZrn9GTKWDJiI9pb+APctwJRFBoCcV0GzHXbElXG0hFHM5aOWIi2BIoAenbpP7dtl/5z86uuxaoipy+L3QU0Du+XWKLPjt0r+WT4LQlFVsvTPx61Pf3jUaPR2rpo4PnwmxMiwm9OKMrv+peIyPhmBX53afK3cuXYk+hK8oDevWcEu/KYfAT8fWKPyhNlqxK0TQKMx20VAotjxVUqpG6aZkvdNO0AEBzZcUKVku4nqvXIBlGtRz4L9ACeTNk+ZwlIRaBCyk9z90W1Gn4VNlswAYFfpvw0Lw8g+ceEb4A20a1ivd3MWhrY8EEFOarWoNZoz+hH7FXjDQqGpvy1+GU3keMKnBtf/x3gdGJYCtxGOTn2JmxAPxeryO/hO2//89HGZMQU2+ffCSaik3T7op/nZeheoV7o1eQs4AOlVImvh+5CmawguwN2oroA7VHpLRjo5eIU4HN3OV/Yo6a7onXZIfjHzLO0OAq8mrnQfM6MO2zQvOro53knOoTkGNoO6R/0zPOzzEXDner/7E18g/Fsg4oBLM1YMsIj1cgu/ee2B6IRyQa2odSBwGO2q9d+FLvC1X3YyfGV6ctinaZ6FbmPWxKqApelfzzKqX1c+M0JbdCypsbo1YIV6Z+c64oRERnfCvhFHcsF6Lli7QSXn0/v3jOrgAwCXlu5cpxLk2hT2Pgh6Cbb7cAAW5WKn6NjjW3A9hVrJ5SaALmCyI4TqoNUSP12ussV/aiQ2LrAfYiEALNTfpzzS2TrkZWUSC3g95Ttc09HtRreB6gPLFVGhW7J2bPPcQCKbhV7NSKbkn+a45cRzje0GFobyPt8x4LD1zcZeg/Q9IvdC7zivBBVa1AV4H6QO9Hyqa3ACyl/LS52uqIjRAcPvBtttwdaWjEkOWexSytjxYWdpL2InsSXw3swgASrLWm1sw3tjhZ3en5ILmGd1ZY0y907tUtmvweeEJE0pdR/0UWwVGCou+18S4J/M0HuCMzAN/IEAziI9vtN2jzf7JZleDtRvg7dMNiai4Mor0fbwZ3T8R82aF4d9DLUrWid6m9oL+tA9PP+PHPRcKdLx10GzL0WXbVuhmder1xghr167RF0uWfOdeg44Y0qF5uRK3+s+zD2e1cfb4+Nrm6vKJcI4bckBKAb/7Jd8UIOvzmhOZoot0TkA2B5+qejz/gUR0TGX6GO51ZE2L9i7YTfijOW3r1nVEVLaV5ZuXKcwya0vmHj6ygYYs2cPskUNv524Ctr5vQzkpE+3ae1AqmOcBrYtmLdRKdeyqVBZMfxBlAb4e/UzdMLvS5EtRlVW0SaIHRTcAXwISKrU36cI5GtR14KnEz9cU5OZKsRCrhHIQdTts9bARAdMjoYaJicPfsMwYtuFasQ6QRsSf5pjtt9dkuLfHkFwPVNht4CdPKGzVtUrUHdQIahE/D2Ai8rWJH8V/Fs25whOnhgPXQzcX5i3pLknMXvuvMYBWEyYrqipRx+0ez4L8OPVlvSCGcbmYyYKsCraLtAX+Mk8IDVluQ2KVYB14pxQGdgPrrh+h0Rmeyu45QW/2aCHIcmFb6EQldAR22eb97prp3aiXIP9DJaK8q+Rvk3YH7mQvMFoRBhg+Y1QhPlm9Ha4p+BBKAucBxIzlw03OGXfpcBcw30a3UbnjFq3w88kbFkhMfIVZd75uRrtUOMU3LaVtFIBg5kLB3h0kXNnsZ3MH1ZbKlcDcJvSQgB9qd/PMql6m34zQmNELkTvcS2DE2Uj0dExtfnRG7XtDUTPizJOHr3nlEdrcVdvHLluCKtF/uGjR8PLFSKHIQHrZnTXypsuz7XTQ1Ak9EARGwIf61YP8ljoR+RoeOrglRO3Tzjd4DItqPrApciYiDSDmiLsBJYnZqdaIsMGVkN3cB6MDV7jkS2GlER7U29MnX73HOqndEho687v4oMEN1yZFvgt+Sf5vzuqedVEpxHkPuARH6x++nRnjpeVO1BzRCGAH1ADoF6UcFHyX8t8kiFPTp4YBx6BRB0uuhQDzbmYTJiJlK8ht5yuA8GMNlqS9rgbEOTETMM6OPxEbmGd6y2JLevhCql2qL7tALR6ZNTROSv8/MwfIV/JUEOHWapjp6d+UMX937g0c3zzW7/MJxHlFtStivKp9BL8u/kN/AVRNigeQ3RFck70UQ5C71c0wg4DKRmLhrukKB2GTA3v/LYCx1W4i4o4MOMJSMWu3GfhaLLPXMqqdMyQgLJQalVKHUC+CNj6YgcZ48N75cYmr4sttT62/BbEi4Djqd/PMrlym/4TbProe3sugFZSkgN/Od0t7RV450mShaF3r1n1ATuQ1i0ctW4CyZJfa+e0A2h3fKN0xaaOo+/Gciybpzukndzn65TagENFaLPKuEUyK/Lv5pSbG/p8xHZPq4OUBcREIKBE4jtIMKVQHdEVgOrU7cl2iKvGKmASxH+Ts2e8zdAZOsRdYD7EZambp978Pz9R4eMrgk0Ts6efUF6YXTLkU0QMZJ3zHVbQEppcUOroc0/355PkId0Be75YvfTQ9x9nKjag2rafbX7oyVbz+oGvEUe+6KODh54FTqkCvQnaUxyzuIfPHU8kxFTA92Y7s7rWzmKhyyrLWmcs41MRkxD4AX8o79oF/Ck1ZbkFg5RoII8Ft1flCAifpfc928lyPejyZSvoYC3Ns83e8TnMh92otwd6IeugpXVN90ANgGzMheaC610hg2adyk6eXEAWmP3JVpr3gIta0nLXDTcYXWmy4C5zdDVN3fGr54EzBlLRnhcV9X91sQgUfTIq6QaoVcPVqFUBeDvjKUjiiSt4f0Sg9BR1KX+gg6/JaEeUCn941HFkm2E3zQ7ALhW5cqtyiaNCGC5GOp/az4bUyIdcO/eM2oh9AcWrlw17gx57XvNxPrYZBAwByV5SnjYurHw6rEr6Hvt5ECQy4BATZi1rSf2/5Q+44T8663eRp23jW7gEfkz9bt4XTluN7oCQh+QXgipwKrUHxJsAJFXxNYEqZi6bc6Z9zSy9YgW6EaXxak/zi2ych4dMrorkJGcPfuCa0F0ixG1gIbJO+YWGf/tTZxHkNsDQ77Y/fRgJw9zGVG1B1VAeAhtsQbwgoJFyX8t8uh1Mjp4YADwLHoSDzp1z6MkwWTEPIibMgTKUSqMstqSnF5n/ajabwATrLYkt/nDK6Ui0Y5UTwEviUiuv1SO8/GvI8j25rzn0U1CvsZh4OHN882lrjq5irDBlmvQGuUrKbtE+Q/g6cyF5iJP1rBB8y5BSy/uR9vBpaHf9xB0RHi6C0T5OnQgS1PcI1P5DhiXsWSEx1/37rcm9lr7UeyqLvfMuRSt0/4DWI1S1RE5mfH2yELlAeH9EusBRnGjqAvd1y0JNRCpn/7J6GJH5Eb0mN4jt2rgVoX0F0VrUDvRza3fr/l8TLFev969ZtRBT5oWrVw17nSfLhNrkidRCnYt3zAto+/V468Hfly+YXqhUde+gOnK0S0ReiuogZABsp6AQC3/yT19HH3/kdRtiWcq45EhI7oCrRDeSv1xrsPPa3TI6CogrZKzEwpdMYhuPiIIaAOSnfzzPJ/qks8jyC2AKV/sfvre0u43uvagygJRCCPQ9pGvp/y1KLG0+3X5+MEDb+dsKMhfwGPJOYs9lsRqb87zl+++fzs2WG1JU51tZDJiOqKdqvzhu/pLqy0p3l07s6cjx4jIe+7ap7vxbyTInYBp+Icu9/PN880vONuow1BLfSAoa4G5xE1U5yNssOUqdCXBnVVSbyIX+Bh4rTDJRT7CBs2rjSbJD6C/BFPRlmMt0IbsKzMXDS9ygtJlwNwA9Ot0PTr5rzQnjALmZywZsbwU+3AJ3W9NbAJUWPtR7M8AXe6Z0wj9HP5GvwY10efAroy3R57znML7JV4B/JK+LLbUVnjhN88OQuvgt6V/MtplXWVEj+m90taMXxURFa+AkNwAFQCY0K4zXyNsBH5c84VrZLl3rxmXAHeo07lvqtzc5kroufzrac/2vXp8ADBo+YaSV4/dBVOHuBqI9AKuQORnhJXWLbPP2D2Z2o4KAglGGRWVMo6kfh9/xq0lMmTErcDx1Oy5Ka4eLzpk1DXAxuTshCKvhdHNhzdDCEz+Zd5PJXpSpcQNrYZWBap+vn3BbwDXNxlSX4Tnkvc8XeIqaHTtQbVF6IS2yWwGJKGYkPKnZyvG54wheGAd9PJ5vsXe7OScxRfowt0JkxETgm5kLm/O8z1swBCrLcmplMlkxMxDX0N9Dbc36/k7/o0EeQza6cHXyAUGbZ5vdup32GGo5Sn0hXwnkJq1wJztrkGEDbZciZabXIV/RFwWBwbaJmZW5kLzX442DBs0Lxh4CE2Wa6Grkc+hK8ongBWZi4YXWb3pMmBuILryHo2uSJd0gvUbMDhjyQiPT9C635rYY+1HsWsK3tflnjn10Evwp4EvOBuSczDj7ZFnKoXu0iOf2d/Ns68AdqV/MtpphSyi5/RGQOW01eN/AoiIim8I/JOWEne4xw2zKgEdEMKAViC77GT5mzXJcQ733bvn9NrYZIhx8tRBBUnLv572e9+rx/cB9izfMN1t51Rx0Dc0LlBBR4RuwElEVlu/m7Wt4DamdqMC0c4WJ61bEw4DRF4ZpxAJFrEpbHm3ARut2+YW6/2KDhkVBFyZnJ3gcNk0+vLhgSAtEHKSd1ou0DR7Eje0GnoZsOvz7QsEILrxkOrAEuC25D1Pu0z0omsPCgDqC1yDXk24CuETFJNS/lzksaptkeMJHjiEs2moXyfnLJ7u6WOajJhH0M3M5fAPrLXakpzaFZqMmChgCP5R1FtqtSW97etBeAv/KoIcOsxSGXiDs7N2XyJj83zzDGcbhQ6zdBPBjI4fPY5OaNsHpGUtMDvthHUVYYMtIegvjs74R1NAcZADPJ+50Lze2YZhg+bVQC9rPsTZivLz6AmIQmuUi/RRthPlW9HV2PoU/6IVAEz0pO1bPrrflngNkLX2wwuT9brcM6cWmigHAJ+j3/PKCKcz3hm5L/y2xCpAw/QPY91WOQy/efblwJH0T0Y7nBRG9JoenrZqfPo590XFX5GWErft/G17XB/fxE6WOwJKCd+CbFidMnbP+dv26TopRESCMYwHpEJgbMCxE8eA/y7fMP3F0jyv4qBvp3EKkRZAKEJDRHIVbEHIsGbFn7OSYWo/2kCkDkKudUvCBRNAU5uR9dDnbJpSgXtSt84qdnhSdOtRYUBW8o8JTh1WopuZg9FOGnuSf53vlSrSDa2GXv759gW/nBlD4yEBwIfAgOQ9TzvUpUfVHqyASxVSW/RKWXfsdojAxJQ/F+334NCLRHTwwEboybmBnpw/npyz2OPOISYjZgHaO74c/oHTwKNWW5LDZmaTEWOgLdDqe2VUjvGz1ZY01NeD8Bb+bQT5LnQF0ddPWgFjNs83O/WqDR1mmQ20FTljCVcJvUS2H910thpYk7XAPS4YYYMtzdHa3WvQ5KmswIYmegszFzp/LcIGzauG9j9+GC2dWIsmyjWBqsCazEXDi7xw2YlyPzTJLC5RtmYsGfF0MbYvEbrfllgBuGrth7FfF7VNl3vmVEeT/aroholDCA0AAk5JJUP4M/3DWLelOoXfPLs+UCH9k9GFNitG9J5eFaFV2qrx355zf1R8daBGWkpckdZqPaLjKykhFAgDuQQhF9iNzbZDnczDOJ33tRJ5whZUYRGGcZ86cfIXwya7l2+Y7tFmtD6dxzdBCFUiTdGNej8DWcs3zSyUoPVtP1oBdRTYrN/NLjQ0xNRmZFf06sdS6w9zTkW2HWOA1LBf2f5O/WG2S5Zk0a1HBQBXJf+Y4PKELfqyYY2AyogcSd61oFge1cXF+QQZILrxkPeAJ5P3PF3osaNqD9aWeHqF4Ri6UtsNxa/AlJQ/FhVbE+9ORAcPHM3ZVUyPeh7nw2TE1AM87qJTjmJjhdWWNN/ZRn4UP62A4VZbkk/PIW/h30aQ/UXL8+Pm+WanZuGhwyxt0J6+ZyBCADplLtB+Owj8jg7USMla4J6Gv7DBlibovPQulB1LIAPYBiRkLjS7tBQcNmheEFo68QTaHm4TmigLUBtYn7loeJHOE3aifDPar/JyXCPKv2QsGeF2m6rC0P22xG5rP4z90tl2Xe6ZUxktH6kNWDPeHrmry3/m1Ao4LZ3yAvkRpfZkvDPSLReL8JtnVwcapn8y+gJZQ+/eM7oqkYy0VeMvOFZEVHxrYHtaSpxL4+gZOTMAkcbqdF64BBoV1Km8CAx1QAIDtqs82x51MvdxCaowBoNfEfl71coJJX5+EV0mBiM0UEhDhPpANbtNG8A+hKwVmY4t5Pp2GFMRpDogy7NmFzopMbUdWQHhbuBX6w9z0gvbJrLNqGqIDsxJ3ZbgNFUyuvWoUJDs5B8Ti9WMF910aHV0RRlgV/Lup93ebHxDyNDLP8++gCAvAqYn73l6Z/59UXUG10R7aV+CcAT4HaQXijuAX4F5KX8s2uTu8RUX0cEDm6N1wAp93X40OWexx5u0TUbMADTBKod/4R/gIast6bijjUxGTCW0NW01r4zKMVwi9RcD/jUEOXSY5TK0pY6vYQDPb55v/szZhk700oYIf6O/gquiHTH+AjYA/8taYHaLri5ssOVStJPDdZQdonwEeDFzoblQAlEYwgbNU+igjeHoFMJt6Ga+P4B6wA+Zi4ZfEFRSEF0GzL3Cvo+r0BWsojSSP2YsGeF0guQOdL8t8Srgh8JkFoWhyz1zgtDNcA2BLyuckK0C7XIrqhz0l/rRjHdG5pR2XOE3zzYQWgM70z8dfQKgd8QMA6HzypXjCq142xv2WqWlxLlUvegdPjlACc3T1k7e3qfrxHoI0Ssypr7Rs++MWgHHTg2QAOMfCQi4FsXWM4UZbbkmCKLgNCKCnpRKQes2dY6NGyByGGGfQvYj7Fvx9TSXz7++HcfURKgAnFi+eVaRQS2mtiPrA7cjfGD9YY5Tl5HIK0YpRGoACpGTqT/OKfRLOLp1rAKuTv4xsciVBmeIbjKkKVAB/YVyIHnPM265/twQMrTZ59kLdp5zrMZDZojN9iknTx0DaYguFPytYIvo83UocAvIL8CzKX8synTHWNyB6OCBkzgbbz8/OWdxmjeOazJiZgHtvHGschQLCnjblRAOkxEzBH1t9jUOAw9abUl+GU3vTvybCPLj6KVkX+MPdHOeww9X6DBLMPAKzkmpIcIxtPyiKpqAH0FXQl/OWmB2ODN1FWGDLXXR3sLd8Q8NtzPYgI9w4nJRGMIGzbsaiEPrFvegm4I2o/1KjwBrHaXz2ZP5uqFDWq5EN8IFoQnzMWBBxpIRLpP30qD7bYlBQPu1H8YWiyR0uWeOAVyL0A6b/B6Yy/drP4j9qct/5lQBatnJ4smMd2NLpZ0Mv2n25cDR9E9H/967z4yOCNtWpl0Y6pGPiKj4RsCRtJQ4h/rT3uGTg4DGK9Mn/xzRbWKAEh5HWLgiY+qJPtdOqArcseKraW9E9JweiNakf5q2evw5pLN3z6mBCLJyzUS3d/33uSouAAjW/siSs/zbWQ6P0bddbDjQWIkkWbfOKfYXU2TrkUFojTkgkrp97jl65ejWsW0RdiVvTyxVkiJAdOOn6iNUBVH24/2TvO+5Eul9bwgZ2sz254kDInIZ2m4RAgJuBfaovLy3EPYm//GyLaru4ErAUwhRwC8oXkr5faHHdf7FQXTwwLbALPuvO4DhyTnuja0uDCYjpirwFnoiUQ7/wz60FtnhZ8FkxFwKLMT3zfQG8IzVlpTs43F4HP8mgvwCegnd10/YJWu30GGWYncci3ACbV1WAV3BPIVOlJuTtcBcoqCF8xE22BKMll6EAzXw/evpCAbwDTAzc2HxJwphg+a1AMYAPdHV+Q/Rzg8N0SmMGzIXDXcYN9xlwFyFXha7xH7bnLFkhFd9Zbvflth17YexThsYi0KX/8xpovLkDjE4jFJfZLwz8gBAl7sTg9DPCSXkrX+vZN7J4TfNrkeerVbgKVvQyhXjHFbpoeiGvXz07jmlEkL9lWsm7QSI6DbxbiVkrFg/9VeAPl0m3IPw+Yqvph0GiOg5PQC4D5EVaWsmeDTIpU/Y2GqIBCHkrdgU71T+0PfK2CDgPwjblm8peYW3ICJbjVBKqA4odBKgLWXHvKPRrWKvTd6e+JU7jlEQ0Q2fqGrXtauzpBnQlW2l78ewT7oUgIhUxCCYAFWDU7bf0Elee1J+f1miGw+5E6iZvOfpxVF1B9dGJ3H1tG+zOOX3hW55ndyN6OCB8Zyt4o5Lzlns9LPuDpiMmJuB/+Lf1+p/MwxgttWWtMbZhiYjZhq6IdnXcCkNsKzj30SQK6KXv7ugL1K+aECzAY9snu9YHxs6zBKIXt6vU8Lj5IqwG90l2xJdWd4GJLjLSzlssKUS2h6uN6WzPfMG9gHxmQvNO0vyYLtF3Ei0e8VpYAXwDvrC1ghdZd6YuWi4X55M3W9P7ITw/doPY0uldex+W2Ln3IrqEqA+IpuBTRnvxgpA17sSDfTnwEB/ER9c/16sy5XXnn1n9LBVCjwI/Jj+6WiHr2NEVHwNoGpaStwFVclevabUUULFlasn7QOI6DbxKqBO2pdTlwNEdJ3QSAmdVmRM++ScffacrhC5F1iXtmbCz66O2xVEXD2uphLRzjDCPysyZ7r0PvRtH9sYuAnhf8u/T/SYy0FUi+FaiqGM+kAAtry99srv3yk7F3jUMzfq0kcDEGrp36QghTseULtSbWDv59kLzrm2RDV6qju2vLvJPX0Q7We8H3gT+Crl94V+eQ5GBw/sBEy2/+oVW7d8mIwYMxDhreOVo0T4zmpLGutsI5MR0wctA/T1920ucL/VluSWwpu/4l9DkAsidJilFnAL2tKsOd77sH2zeb55krONQodZbgIeww3jEmEHWjPUEm1ltgMtvVhb2n0DhA22BAI3oicfzfD9iVsU/kHrkleVdAdhg+YFoCsxDwBV0Ml4H6C9mFuhK/ZfZi4a7lcXje63JwYBbdd+EPttafYTfltiINAy/cPYbV3uTgxFVzJ+B1ZmvBt7jua06106kc9OeGzAofVJsYVebHqZZrZA5HBepcA/QFoDu9M/HeNQwxoRPVM37CWPPbPPXr2nXobIX6tWTToCEHHdxFrA7Wnrpp7p3o/oOmGgEl5fkTGtUJlCRI9p/wG+SVszocRd2r27jFdKCM6PkEY4nLZhhsvnRd8OoxRgsuuHP1j+XaLXzqmoVrHXABtStidKVLOhVTk3OlujYFw29qqvnPnDabt7SCVEAgo85uyycMHHQW7KwRcLraSfrz+OrPdIdYQeCvqgVBRiSwPeRljvr8QYIDp4oALmocOJ8oAnk3MWO1x5cifK7d3KBAR40mpLcljAslu+LcK+cudjvGW1JXncgcWX+FcS5IIIHWZpDUQBnXDcWFVaBAAJm+c7J2ihwyxz0BZO7oIhws/AXvRz7AIcApKAJe6wiAsbbFFAL7TtWRv8cznPhk7fe6W4uuTzETZoXjTwOHAZOvwjFVgOBKMr9r8C3/tLVbn77YnXrv0gttTL5+G3JdYFAtM/jM2XWdRFv+9BCBkZ78VeUH3tGpOogEvgTBVVgD/W/29Ubs/ImUFKaLPKOvZMyEX4TbMuA46lfzrmUFHjiIieaQDN05LH/tSzz9QqykY9YNeqlRNtAL27T1LAo0rk1bR1U08ARHSb0BEhKG39NIdL8BE9pt2OyPa09IkuL4H37jqhClDRTh5tKzOmO5VPFIY+HUY1BG5UsHJ5VoLX0+uiWsVWAglJ2T6n2CExUY2eUEAFu4PGyZR9z5XqWnrDFUMv+3zbgl8j6z3SFuEqNMm7TCFHCaxwJbmnI1MO+S8xzkd08MAuQH518LPknMVeS200GTEVgaXoHohy+DeWW21JC5xtZDJiHkUXpXyNLVZb0hhfD8KT+NcT5HyEDrMUbKzqiK4QuvPFOYRuznNIRu2EfZ6bj50PA9gnwlZ0w8aN9uMkA69kLTAXSUiKA3uM9a34ZzpfqXTJ5yNs0LxWwDB0Z7oN+Bb4DNiOrhgBfJe5aPgFwRXeRPfbEzsBWWs/iC1153H4bYmtgN3pBZwxutydGIhwNdrq7m/gy4z3im7g63pnQm0lVAg4ltchr7LajFKnEXK+/EDLK8JvmlUXqJr+6ZgirdEiomc2suXmVRCRY6tXTDzHE7d3+KQ7EDauXDvlV4CIbhMM4KG0L6e55AUbET41CvgnLX3iBSstvbpPDAKqImcEsyAcW7l+Womjuft0HB2AyA1ov/PPVmQl+CwOOKrVyHbArynb55S6Ya+kiKz3SBVVwbhDTtsCEC4F2gJbgY9SD72cHd3oqSXAf5P3PuOzMbqK6OCBCcAV6Abdwck5i722wmQyYq4BpqCXxMvh3ziKdodwKMHyo2a9PHT0dImKAWUB5QS5EIQOs1RCO15ci74wu+OD+Onm+WanlYPQYZYR6IqcJ6GAHBE2oJvP7kCHXXwNfJi1wOwW6yF76Mhd6NfR3zqo96Mjqt2iNw0bNK8m2mf0DnTYyEF0VfkL9GSrMTrLfmPmouHFTjwrLbrfnlgJaLX2g1i3NAaF35bYPv3DwvfV5a7EakBXoK5CDgLr17836oLJSM/ome0Qfl2dMvbvbnfMzteinj3X8qSystFIFN98+fGYc8hnD9O0ICU0MAKM4JUp486pdvbuMak9wqUr06csz78v4roJkQjZaV9Oc+hFfM5+wqdcCzSxGbICzli7gXByVfoUt8UT9+k4ujkQgcgXKzYneG3p3RGiWo68JuWnOV5tdou89L8KaIfIFUAVAo1W5NqaIawGPk499PKZSVB0o6fmAC8k731mhzfHWFxEBw9sDcyx//p2cs5ir8b0moyYh9A+7+XwfyjgFast6QNnG/pRs97bVlvSUl8PwlMoJ8hOEDrMcgnaTaIzejm9JHIEAQa70JxXCXgNvUTvLfwjQjpaTxuDfp4HgJXA61kLzKWeHYYNtlyCdr64Dk0W/QXHgOcyF5qddg+7Crufcmd0Z31b9OflKzRRzgA6oN0/coBvMhcNdxrx6y5cd3ti2LoPimf3VhTCb0usBDR2FkXd9a6EemhJT2VgB8Km9Umj8npEz2yt4NDq5LEXRCifj+43zeooBkcwOIJNUKdtDUFOS4WAQ0auVDWEarmB7FeCGMdOVzBybTeuWjPl1fzH9+4+sQoit+VWr/g/7WksgQgB51SAgXytrcr/GWxGLo0Uqj3wXlr6RLdeLCM6jQ5Swi3AYYTlK76d7TcX46iWI+sDQSk/zXFLU68jRNb/b2uEtvZfTyDSCWiuKhhfy2nbW6m/vXzBZCS60VMjgS+T9z7jNATHl4gOHjgKbY15HBiYnLPYqxVvkxEzmbO+y+Xwf+yw2pKGOdvIZMREolcufbbSZMc2qy0p1sdj8BjKCbKLCB1mUWhtbX4QRF1cJ8vfb55vjnPhGDHoBjBfvCkngHUiLANuQ1/U66Bt4pYAX2UtKKVud7ClCrrK2tO+b3/48OUCr2cuNH/k7h2HDZpXC+iPnmDVQGvAUxFWojiE/hwFor2xv8tcNNyjy6DX3Z7Yad0Hsd+4a3/htyU2AE65GkXd9a6E5ggdVa5cisg3X340xmVNdPiNs+pjszVSNttBYO+alLNJexHRM1sCP+edPFUBmwy2VQz8nwQaZyrOgUdP3iYVjGRbUGCObiCTvPSUCS5/sUSET22EbppbkrZ2klsmNBGdxrQDuUYJH6/YVHhqnq8R1XLk1cDGlJ/muP08jWzwaHOgvb15bztCMFqWFYDIR8C6wNqVG3++bUGhFf/oRk8NAI4l733mQ3ePzV2IDh5YD3gZLev6IDln8WvePL7JiFFoL/263jxuOUoFBcRZbUkOV/pMRkwgOlkv2BuDcgBBJwH65TWstCgnyCVA6DBLANoHuAe6IliJoslecZLzLGi3CV/iNPClCO8AV6Orfx3R8oDPgPezFphLZTkVNthSAe0iEoF/OF8IsAw3NO8VBntV+VpgINDCnsy2BV2lX4UiFx0oEoh2wvjOEzKM625PbAkcXPdBrNs0kOG3JV6Bku3pH4xyiXCG3xjfBCEvt2pAPYQW6Pd+OyI/rH9/dKH7CL9hRl2EKij1F8pogMiO9M/jzmwbET1TiUgrOXm6ByJJq1ZPObPq0Tt8Yhug7sr0qaUKZonoPiUYLZ95J23tpH9KvJ+wMVWAfgi70r6Zta40Y/I0olqODEKkTcqOucVu2CsMkQ0ebcTZSeEviOxBR7T3RdgFfJh68KUtADe2HVoNCPps64I/C9tXdKOnuoJ0Sd77rMUdY/MEooMHPowm/aeAQck5i3O8eXyTEVMTXdwo/5IvW1hltSXNdbaRyYgZCvT1wnic4V2rLektXw/CEygnyKVE6DBLFbReuQu6EeN8HAUe2Dzf7LDyFDrM0gqw4D8Xs1zgKxHeQ3v9hqC/3K5EV5WXAl9nLTCXeInH7nxxLfr164ieTPgKCkgD5mcuLL2rR1EIGzSvFsIN6KpyfTRBzECT5XUFyHIN+99+yVw03C3hFdfdnhgAtFv3QWyWO/YHEH57ggLapn8waovTbW+Kbwv8nv5p3Bktadc7ExTQ0q47DUTbxn0TcDLvGCIN0FZxf679fNyZZfbwG+JbAL+nfx53hgj3ipjyuDKUdeXyidvP3NdjYpAS7lmZPvV1dzzXiO5TKgH9ET5OWzepWJPE3lePCUDoo7TO+vO0zFl+ZQVYFKJajLgC2JuyY26Jxmtq9FgThCuBICWyB2Qz+joShdAU/blfnnrgpXMahG9sO7QxsO+zrQsKPRejGz1ZC5iZvPfZx0oyLk8jOnhgZXSFrwpedq7Ih8mICQVmo4se5Sg7OIJu1nP4vpmMmJbAfHzPGbKttqSRPh6DR1BOkN2I0GGW+mji0wkdi2oD1myeb0504bHD0NUUf0MekCnCx+jI5Fx01fwWNKn8AEjOWmAuVXNR2GBLI7QGugs6ec4XH8x8h4tpmQvNpQrVcAVhg+bVQ7gdMKF9Lf8hv6oMmZmLh+eFDZrXHGhkfzVygOzMxcNLPLbr7ki8at37sZtKOfRzEH57QnWgVvoHowrVq3a/ZVYVhFbAD2s/GeNw7F1vjW+GUl2Byij2A1nrPxhzwWcr/Ib4ekDF9M/jdveMmHwbkBVYKShgxedjz/gX9+oxMQZIXbVmqtu6rCO6TwlA+A+wNm3dJJca/npfE3cNIq0R0lZunLXPXWPxFqJajLgmZcdclxr2TI0fqwp0QKhtv2s3wlaQ2oBJifREe7FbETalHnip0PP8xrZDm362dYFD/XN0wycXAubkfc/6nZNFdPDAfugVozzgkeScxW5xCCoOTEbMrfYxlKNsweUoZ5MRM5+zbkm+xECrLek355uVLVy0BLldnGUc2vvxG8C6Jd7stq5zZ7DrlTuglz9SN883O9QT2ZPzXkO7H/grBNgkQr4zwE/o6O770BXPrUAKkJ61wOy08aoo2BP6bkPrlJvgffmFQj+38ZkLzV774g0bOK8RMADdyFgX7bJhBVZmLh7+o32bmmgJTr6n6SmFbN+4eITLcozr7kjsuO790gWGFIbw2xOaAIfTPxh1zli695vVEKi2dtmYIoM3ut0WbyA0UrpJ7vC6j8ceAeh6x+wgRDoADZX2Tt4JbPvywzGnAcJviK+sTp++izxb1pq0yZv63DCzMlB3xedjd/fqObEtUGvV6qkekTFEXDelH/Bz2rpJRZ7bva+NawFch7Bh5dfxP3hiHN5AVIsRtRCpk/LzvAsaMk1Nn1CItLLLZRTIP0CWdc8Lf5kaPRoAXIsQif5ML1ciK1P3v+R0wuIiQY4FViTve9Ztunp3IDp4oIHWHtcDViTnLHbqbesJmIyYh9HX0nKUPWyy2pImOtvIZMT8B/294Wv8z2pLcstKnT/BKwRZ6YpQpoh4vCoH0C7OUgkdPVoJTXhOAj+gPWqTt8R7j/i4gtBhlihgCL7X4rqKLBEy0BZx+frEO9Ga7EZoycBqYH3WgpJNTOzyi3B0iEt7vO/5uA+YnLnQfEGcsacRNnBea7TrxzVoGcbPaI302szFw3cW2K4C0EIhNex32YC9GxePKHLM192R2ArYu+79WLdPGMNvT2gHbE3/YJRcd9vs2kBDRA6u++jCwI+ud8yqp+RssMaXH8Y5XYHodtusy4AQRCoAYpzMratybXsJDPoF+DP9i7icPjfMbG47eeqA5NnuXLVq6htufornIOK6yb2BU2nrJp9Dwnt1GVsXkUjg11Vfxfu1zthVRDUf3gbYk/LzvKOmy56oha4SVwFsiOxA2GHd87wAmBo91hCIBOkGfI+Qat334rbiHO/GK4c0/ez7p50R5JuBKsn7nvWrNK8CwSACPO7N1LyCMBkxsehrcjnKHvLQzW8Oi00mI6Y68Aa+t1HdbrUlDffxGNwObxHkrUCk6KYMj6NdnOV64EkuJJwKLREoSJZ9bnIdOsziL56GxYEBfC/Cd+iKa2bWAvPpDkMtLdCNKR3QdnUb0GR5Y9YCc4lcGsIGWy5He3lei7YL8xZ+A0ZlLjT7rEM3bOC8S9FOGL2BJiAH0JX6VOCHzMUjzjmBOw+c2whogBT47AungH0bXx3x53V3JgYAV6z7X6xTzXBxEX57QoAg19gUfyP8/uUHo88Q9S4xsy9RUAURsSfp/bb+/XO9jYuDHpFT2ggqNK9KhX0IVbFRE5GTGKwOOnb6XnLzXlu1aqrH/aYjrpscBtRPWzf5s17dxlZGiEY4AVhXZcws8+EMfS9/MgBojtBUYbQVsWUrJAf4zvrrc2e8rU2NH6uDrpZ3R18brCBrrHtfLFEYj4sEuRVwT/K+Z6eW5BieQnTwwDi0D/i65JzFs301DpMRE49e3StH2YRLVVmTETMD/X3razxitSV5vaDkSXicICulqqAjjTeLyFillCEitvO26QWsOf/+ksIur+jiwqZ5wI/oKmjylnjvE6HQYZZq6IY3X6filBRKhO3oScfXWQvM3wJ0GGoJQssk8tPVqgJfosny9yWxjAsbbKmKdhK4Dh284Y2K+25ghDtS90qLsIHzKoFcD9yE/uLLBTYCyQjLM18ZUWhTR+eH51ZAaIjdEijghK1VXiVju51E5wL/KOQocHTDayOLTeq63pWgRC+xN1RCBRRHbAEcUiD2lDmAQxnvjXZL1To8ckprBe3WpE46x+Lruptm1lWn8+5VItVsQYHbUPIHsBNhz7pPx3msUal3t0ktBdsgyNuE8Nmq9TP9aoWqOOjbYkh9RFoi+atvkgv8grArwAiqDDRL+XneFoC+TR+vjXAdcJ0SCQS+RFhn3fuCQ793V+AiQQ4AFibve/bh0h7PXYgOHlgVeEOQCsC4lJxX3BLMUxKYjJiXgIa+On45So1frbakJ51tZDJi7gAewvfNeh9abUmv+HgMboW3Ksh3AFOB60VkV4H7WwJjgK4i0s4dx2oXZwkEXke7ABQHgo4HzgJStsSbD7hjPM5g1yt3RDfodQRq43vz75LAEOFXYBvwedYC8xm9YoehltZoh4/8/w0gHVidtaD4SXZ2+UVndHNbJxzb7LkD24C4zIUlq4B7AmED5wagSfL16GXU2ojW6Cr7JGTjKyMKbQy67s7EK9f9L/Z7gM4PzjWAqgqpDlRDCMQemQFn/rXpUA3Jv0+wUU0JjRERJeSK4hcM9n21dNTf4bcnNAf2pX8w6sSFRy8dwqOndkRomJ4y8fPz/9azz6SKCHfagiquCzSodypAvgWaIjQCKhQg6/8Au4B96z4fX+LPTc/u46oAEQgVlaiNhgT0Bj5OWz+lUGsyf0Kf1kMDEOoj0gjdfIvSr8QBRHYs//mZQt87U7OhnURyWyHSEaiA8CWwbvnu50tNigvCFYIMEN3gidmAJXn/c165XjtDVPDDUcAT6B6CR1NyXvEZaTEZMe/iX8FM5SgeDGCE1ZbkUJ5kMmKqoiWlFbwyqqJx0YWGeK1JTymVAaSKyESlVDAQC9wNZAPxIrLWHcdpF2fpBoyn9CRzBzpdLnVLvNktNlvOYG/W642ukLYHKuL7WWFxESDCAXRF+a2sBWc1vB2GWmoDzdEOHw3QVf4j6MpyRtYCc7FjY+1V5VvQS5r5vrruhkKn4U33hE+yOxA2cG4zdENUF+AKpeUhexCy0VaDApxUwu8BJ2y18ioZX254bYTDSuc1985RQB0lXApSFS2OEKUJ81/Azox3Ygt9PcJvT2jnivVbcRB+/dSuCBXTkyeuKuzvPftMuhNIWb1iytEe0TPrGUpa5wnr0pPHnTPG626YXgWdilkfEUOdmQpIDsIe4M+1KROLnAz16DG+lhJ6A7mIrFy9dsZRgIiukwLQKxzfpq2fUmRTojcR0cZcx756UEfpUA7Qc53TCAcR2bvip6cd+jr3bfZEMNANuA6RIDB+Q2yvL9/1vMe61m/sMKTJZ1lPO73uRjd44iFgR/L+59yWhlkaRAU/HA+0A95IyXnlf74ah8mIMYD38b02tRylwwqrLWm+s438JHo6DxhgtSWV2Cfe3+BRgqyUqoiucu1AVw5fRfv2DUUntyWIyDvuPGa7OLfbpRnoJqnv0G4Yv7hx30UidJilKnADulGrMH9lf4chwhG0fOXFrAXmnPw/dBhqUegY5iroRL3L0PpiQTf4ZQBbshYUz484bLClLbqi2hldFXPnh9sAkjMXmp9x4z49grCBc+sq4Rr0Z+dK4BDwLcL3wN6Ak9JCAgiUAAVCHloKISq/cqylF1p+IfwOHPz6rZHF8sENvz0hCEWT9PdHFXvSUxi6Xz+1D/D32i8mFpq+16PvpM5A3prlU85Y2EXcMKNJro1qAnvTk8c51SN3j54abK8210YIpOC1UQRsUlPZbC0Q2Q/q4/TV0wqdYER0nRQBnE5bP6VU4SSO0Dt0ZABCTXsCXQ2Q6kowEFFnP/UiCH8i7EvbZimWfKzP5U9eBlylRDqjXVPWA+uW73zut6jLzUFAm5RfLG4JEDkfN3YYYgANPst62mlzW3SDJ7oA7ZP3P7fQE2MpDqKCH74EWIQ+dx5OyXmlxG4+pYXJiKkIvIdvveXLUXr8BTxstSU5XL20W/oNwrcFNQW8YLUlOQ1FKyvwNEG+CZgArAUOorPDKwAvich4dx+vXZxFoe116rt733Yo9NLsd+hQiR+3xHu+omj3V74JLSe4jLLjdgGaKJ9CV2DnZi04NzClw1BLXXSaXh5wDP0cr0X7Am9Ak+Vvsha47kscNtgShCbK3XHv5EIB8ZkLzWXGmaDzw3MD0a9BqP3WHJvtV5XHfglUycC2ja8WX3fsCsLvSKgH2NLfH1Wq5MXuN067CZFf134+sVA9Zw/TpAZA2BrrlE/P/1ufG2e2PpUnOQgV01PGlWglKLz3hOYIVwO/YRjfA7XQE7uKuqZ+RrqhZSgCKo9mSmhqU7IGBXYpig04iYiBjlQOPPN1piUs9imKnPs1Zye96lzCnotwBOEwcBjk6Mrv5pb4WtSnxVPVgY6IXAW0QtgNbFIim5bvfO6C9y/qcnMThNMpOy1ulzbc2GFIHeD4Z1lPO9WsRzd4ojKQmLz/OadaTU8jKvjhO4H7ga9Tcl6Z7sux2N0N3qbsrUCW41wEAHOttqQVjjYyGTFV0DKLIEfbeQHrrLakWT4eg9vgaYJcGS0XyE+aq4de+n0P+AVNmr8TEbc077SLszQHnsE7BNIA9qA1y6uBLZ4my3a9clu09rYjmkSWCbIsZ7WtXyjFy5vnm89xMOgw1BIAtEHLSg6i41mvQZPlVujXOQPYkLXA7HI1M2yw5TLOWsVdTum/MHYCQ/xVauEMnR+eWwmRK43TEmWroOqhpS5bEb5FV/t3bnxtpNueW/gdCa2BHenvuxZFXRDX3TxNIVqysO7TCRd48AKER06uCNylRN5aY51ywbj73DgzGCUVTp3mMFraszc9ZZzThsvufScqJVxlD/j4GWFD+qppxXpdIrpMrAdEA/9Ly5h6rGe3cQFAELoZORcR2+qMeJ98jiJaDzGUSGugE0IokIewGZFNwPYVPz/rdFxRzcydQDan7Jzv1p4JV+UV+Yhu8PhE4LXk/c871Sx7ElHBDz+H9m6fnpLzikvBKp6CyYipDbxF2exnKce5+MpqS3I64TIZMVPQBSZf4g+0PV2Z/H48H97UIAegnQeigX7oJjoDGCoiG9xxjHZxlofQdmDehoFuysgC1myJ104OnkToMEsAevIRjq4MVqEMVAtEqIr2pf5QKd7cPP9Cd4gOQy310J+VfEu+ILQbxrXo5/oLesk3I2uB2eXqZNhgS1N0eEsHdOBGSV4vA3g2c6H5ixI81m/Q7a7Etl++F7u180NzaqAnD6HIGWu+LOAHRH4Eft74emypKszhdyRckf7+qGL54Ha7ZVqA0ol1q9Z9MqHIpfbwqMn3IHycnjq5SN1bn5tmtFrx6bjtevsZjZRI3prU8YVWPrubJtUD6YpQQQnfpq+YWigxdxURXSZWQrgTWJH21VSfWiBFhAytZ68QXwVcqvT7uwkha8VPzxS7SBHVbJgBdEzZOd+tQR03hg5p8tnmYhHkvgi1kw88/547x1EcRAU/3ByYj/An8HDK4Vd8WrgwGTH10c3qXskeKIdH8TdwvwvR0zcD/8W3PMAAYq22pK0+HIPb4LMkPaVUTXSF8EsRcYuou12cJQFdhfQldmyJNw/z5gFDh1kqoauk16IbRPxad2b/yAUDh5XiE2DJ5vkXhrfYq8pt0bKcfVkLzAc6DLUEognutWjSfBztab0JbR/nknNC2GBLA85WlltRPJs9a+ZC89PF2N7v0O2uxDZfvhd7Qbpb5wfn1EXrlkOAVog0Rq+UZAM/ImRvfCO2WMvq4Xck1ASqpb8/yqXAhG79pl+CyI3Asi8/nlCkjjM8enJf4Kf05Mk7He2vz00zAoDLVnw67meAHpHTq6Ir57+sSR2fd13UpApKuBbtH/0byPq11qluIxYR105UwE0gu9K+muYR3e756N12WJDS8d4hiIQg1AUOIfId8E3aj0+7haxHNRtWF6iZsnO+W7TmUAKCXP/xGsCE5APP+6yDPqrmw3ejE82SUg6/8qavxpEPkxHTFK2HLrHXeDn8BgFAotWWtNLRRiYjpmBAmi/xsdWW5POeAHfgoomabhdnqYJeUvK11ckHW+LNr/rq4KHDLLXRrg6d8Jyrg1sgQhBQDdivFF8Ab50vvchHh6GWBmhScxrYmrXAnGe/vzFabtIRrbX9FU2WvwV2uOK3HDbYUgeIQOu7m6LTAKugK9jnIwB4KXOheZmrz9Mf0e3uxCu+fDfWaVW38wOJgWhpSmu0NrU1ugFyO5CttI/4jxveiHU4yQ2/I+Ey4FD6+6McViq73Ta9M0JjhI+/XDa+yM9u9+snXwHUWfvFZJf04H1umtEI+GvFp+POHL971JTrBGmB4ggiGetSpnjUKizi2gnXAjXTvpqW6u59977SXB/hCvTE5nJE8pSwA8hGJDtt24JS6cAdIeqyoc2BIym/uucYxSXIANH1H58BzEs+8LxPQn2iaj48Az3ZHppy+BWvNHI7gsmICQGepryCfLFgrdWW5DR0xmTETEI3qfsSP1ptSSN8PAa34GIiyNHo9Dxfd3E+siXevM+HYziD0GGWlpzVKzfBT/VoIlRHV713KsVnwPub5xfuOdxhqKUCmghXAPZkLTD/VuBvAehqcEf7rQGwBU2YN7kqx7A3+V1pvzVGWyXlosn5RmBVWdUg56Pb3YktgF+/fLf48onO9ydWQb/OrZQmzi2BE4j8hK4277I3ee3f8NaoMyQ3/I6ENunvj7qgag3Q9fYZBiK3Ktj55YfjHS7Zd79hck3AtPbzycWy0epz04xWxyV3P0JXRIIV/GLkBuxQqGBEdq5ZPsHj72nENROaoqVRy9K+nlai3oteoSPqAI0RaYUQokRqAgfsln7ZwC8rt1i8eq5HXTY0FPgh5dcFpSZkJSTINwN5yQeev8Af29OIqvlwELoh7nDK4Vf8IrTEZMQ0RLtGlRPkiwM5wINWW5LD89pkxNwIPI5vC2N5wH1WW1KxnI/8ERcTQfaH3Plft8SbnXZTt42zhKO10uuBL7fGmz0awW1v7rsCbX8Xik5X8qvKsggGUBM4qRQ/Ax8CX2yeXzQR7TDU0gjd+HkK+OF8W7gOQy2V0CT3KvTzNtCV5W+B77IW+D4dz1foendidaDa+ndj3bLUfvX9iXUQaYaeiDVGaIJ2kzmCDgfajbA/MJfc3EAyNiwdfeZC3+XOGbWVcDPCZ+s/GOdwEnPdTVMMJfRH5O21n092iQR2vXlqPSDMEKmtROXZRJK//HxSTv7fe/SdptCrB4fXLC9a0uEuRFwzoRIitwJfpW2YXmi1sWdYrAIuQaQpQhOlX9dL7Y4WfwK7EfkZIXvVd/M8HqntCqKaDr06ZdeCUveT3HTVkCafbiomQb70sUuAJ5IPvjC5tMcvLqJqPtwRHYSVknL4lee8ffzCUO5icdHBAGZabUkOV8zs9n5v4VuZhQJettqSPvbhGNyCi4Ig2+3dFgKX+ngon2+JN7/gbKO2cRYLuvKW/wW/Bx2WsX5rfPHDMooDO1luhw4k6YgmMX5DlkWojD65jyjFT8B7m+ebHYbI2GOtQ9Dyh91ZCwqPDO8w1FIL/ZxD0Vr14+iK2w9ogu3WNDB/Rtf/JBoIzde/G1uqJjRnuPrehJpAE0SaAI2VjTYCdVEcVSK7sdmUslFZDPUxSh0Efv/6nTFFTlyuu2nKrcCadZ9OcphW17Xf1BYI7dHV/4MImes/mXis7y0zWgA/L/943AUXvh59p9VCW7j94pVq8tXjewtSKc/I3YpIfaCJEpoiUic/nhuRXfbwkl0KDq7aNMdvL9hRTYdWAmmdsuvprNLspyQEGSD60scSgMnJB19wiyuSq4iq+fAD6ICYGSmHXynUp9vbsAeFJOF7269yuA+rrLakuc42MhkxM9B9Or7El1ZbUryPx1BqXCwEuQnwEr6VEBjAmC3x5kK9WvPRLs7SDHjO/qqfRC/bV+Jsk9hv6MryemDb1vjihWUUB3ay3AHohSaNl+IHZLlAE99ppTiGlkks2Tzf7PSLt8NQSxN0XPdJINuRBtlOmEPgjHazDtoh4wf7bUfWAv+Jl3Y3uv4nsdX6d2K3e/u44XcmhJwItO1TNtt9CmwSYPyOUAeoi34PKiOSC/xhDyr5Q4kcMk7lNgN+tFUI/Pqr/409pxmzy+3TdPS20ApBlMjPwHfrl52biNf3lhkKaLH843GFTgzs1eSmwN9rlk8osZ41PHysAdTSz0vq2J9fHUTqKKGW3QtZsBGkUDVFbKkoflHCrtUbEjymF/Y0opoOqYdQJWX30ztLuo+brhrS+NNNTxd7VS360sfuAg4kH3zBq6l6UTUfnovW6fdPOfyK2+PVSwqTEfMWelWuHBcHfkeHhjgkbSYjZgDwH+8MqUj8iZaElGmCebEQZH/4QPwOPOzMC7ldnOVh4LaC94mufJ5Ak7qKaH2toCOCM9GBGd9sjTd7LMLRTpavAnqiSfOl+FizLEIldLPcn0pPHzKBNzbPN//s7LF2eUVr9MTj14JJfg4eE4D+orvCfmuOjsLeZr/9kLXAfLgkz8Uf0fWexFbr3/Y+Qb727pntDZuKsil55av3xhZaCb7m7vgAIJ9Y1jVyc7uAqiqGcRyoAxKESA106p0BnADZpYRdoI4j/IP2V/8H4RjwjxI5BUggqpZN5IQN+ccenw0gSuTsz3lSDVSwYNuPoqISKiNUQZP3ygiVQaoAlfXfpDJQwZ5FiBLJA3I0wZc/7LKI3xH5Qwk5a9bPOjMRjeg8rgra+nJt2sYZXom19ySimgxpCfyRsvvpEslVbgob0vjTzBIR5EuAx5MPvjClJMctCaJqPlwVWApkpRx+ZYK3jusKTEbMy+g+jHJcHAgAJlhtSZmONjIZMY3QgWm+LHYFAGOstqRSrSb5GhcLQZ4MhPl4GGu2xJsTnW3ULs4yD93gVBQM0UT5H3RVuqr9/zx0VXMDsMGTumU7WQ5Dk+X2aJ2vT8iyPWCsNnBUKU7Zx5EBvLJ5/tkGPUfoMNRyGboi7bSqXMhja3G2whyCdt3Yhw4M0TeRA1lPDy9zJ1LXexJbrn/bsxKLgrjmnpk1gRuVsC0oN3AHUDn9f6OcOkd0u3VqexGplVcp8E+ElkCgEmyI7ETYBuqEnaBWVVqiUwXtt10Zkar5xFaJ5DvcqACRenlwKJ/QAkrpBDuFPRAPAKEGIkcU/GYn2scROY5wHDgGclyJvm/tqhkOfUqdISJsXF/geFrmjDKT1FgUopo8dRXwXcruZ4q9AlNSggwQXe/ROOCN5N9edMlSsLSIqvlwF2AssCjl8Ct+pbk0GTEWdANtOS4eLLfakhY428hkxLyIdmPyJT6x2pJe9vEYSoVAXw+gtGgXZzHw/UXAQKeQOUS7OEtNtPWaI9iUriAHo8nyMXQeuw3dqHMl8FDbOMt+tKPC18D3W+PNbiOw9sa4jcDG0GEWA+03HI4my5fgRbKsNGX5Q6C6CJWU4gjaBaBz6DDLauDVwjyUCyJrgflX4Fe7Vrldh6EWA/g9a4Fzt5GsBea/OCt5ocNQi0JXZS5DR2T3BOp1GDLvNDqGfKf99kvW08O9qoUsLrzF6K++N14poQ9KVUfkf1+9M/YUQPidCbXCY2ZXSk8afcGy9NX946sj0kbl2jobAaq+LTBwI8hvKD79+t1xhZGuf+w3l9C33/TKQO3ly8Y7JVI9IqZWRzfM7V6zclKpSLAjpGXOWB4RNq5lRNjYO4GP0zJnlmUHgm8RwtDXEW/iM+AGdE+KN2C/novDqp6P4NfXn3KUCO1NRoxyQbqwDd8TZEeFwDKBMl9BbhdnuRJIpHDPWm/hFDBgS7zjkIp2cZY7gQdKeAwluqnsgP14BloCoNAXwk3o6nLm1njPyADsZPlaoDtas1wLLy7jiG44qQ78qc7yu78BK1qj7LIpfoehlrpoNw8Bfs5aUDr5Soch84LQ2tXLCtyqou15frXfDgIHsp4e7hcyjS79E1tkLI31aFPo1ffGNwfClZD29ZK4C+QD1901q8PJIDmhhKZo/bGGcESdzjtk5NkaZHww8RNPjK1vv+nNgN3Ll413acLXo/eUxsCpNSsnubRyUVJEhI2tinALsCrtm5k+Td8rDaIaP1UFpEXKnmcd9mWcj5uuHtL40w0lqyADRNd7NAGYmPzbix7XA0fVfGg0cFXK4Vd9LfG7ACYjZig6ObQcFw8MYKTVllSoXWY+TEZMD2AMvpVJngD6O0sA9GdcDAT5QXQHsS/x/ZZ4c5yzjdwoBVHAaYEdaHJ8Ep04Vx1N+H5EV5Y3ATu2OtFFlwT2qOuu6GpuBzRZ9vjJaH8itYFjSp+AoF+P39HWcB87soYrDB2GWpqjyewp4MfiSDCc7nvIvBpostwYLVW5FB2zjhJOoEnzQfTE5yBwcPMzw73S6NOlf2LzjKWxTvXcJUHn+2dVB6KVyKENb8atCntwdmWgiRJpClxyZnpj43RAnhzLC+DrjW/FnWlO63Ln1GAlmNa/PzHJE+PLR99bp7dc/tF4l2UmPXpPqYJ2ftm7ZuUkj6aURXQaG4nI0bRN8es9eRxPIqrxk7UQLknZ++yPrmx/09VDgoCan254+lCJj3nJf68HSDn0ksfj4KNqPvQ0cDzl8KujPX2s4sJkxMQA9/t6HOVwOz602pJecbSByYipgLZ7q+KdIRUKlzTT/oyLgSAPR7sw6K5w3+D9LfHm1xxt0C7OEoiOgazmgePbRCeb/YZu7AtBV5ex//4dWgLy7dZ4s9srUqHDLIHoqnIXNFkOxsNkWTShraB0hTYfBnpysGjzfPOW4u7TLsFoiT6x/3BFglEadBgyr6KSM6S5HmcJdEX7JsfRz+/IebejaH/hI5ufHVHilZMuAxKbZywpHUHuNCghCD1hqY1QG5HGyiZd0efidyh10t4GdwzYpbQn8u8bXx9z5lwNj5ldHzienjT6MECXmGlVEOkHvJvxv4keXaHoe+v0OoBt+Ufji9VQ1qPX5IaAWrNqske1rhFXxTVHT6o/T9sU77EmXU8iqtGTlwKVUvY++6uzbW+6ekht4PinG54usUd51CX/rQRMTjn00piS7sOl49R8SAFJCCtSjrzq1N7T2zAZMW0AC9opqRwXD7ZabUlOJ2QmI2Ya2tbUl3BK5v0ZZZ4gA7SLs9RAa2TzU72aoquK3nhyAcCQLfFmh1WodnGWbsA4vCNJ+FG0v+8+NFHugCZfoEn0ZnRYRpa75Rh2stwDTZbbo6ulHnnOdvePYCBHnUvIbUA68KIzfXJR6DDUUpuzEoydpZVglAShT82riH79qttv5/4sUo2zfQT57WZ5CKfQkqNcIE/JmZ9z9d/lNJBnnJa6tgpqj/3+CkBFpeO/KwIV0T/riae+TkiBM8qm9M8nQf5E5BQ22imRPxE+ynx9TLH0j+Exs1sD20+rU4EIMcD/MpImeEWDW9wqcj569JochEhD4K81q6d4TDYTcVVcEHADIjvSvp1VLLmCvyCq0ZNNQPJS9j7ncNJ50zVPNfr062dKPemIuuS/g4CMlEMvfV/afRV5jBoPXQIsBl5IOfKqx6vVxYXJiAkC3kGf2+W4eHAKGGC1JTlcaTQZMf2Be7wzpCKx2WpLGu/jMZQYFwVBPh9eJsyu2rs9CUR54PiOYEOL9b8R3SzTAk2W86u8gm4oyyfMW7bGu67jdYbQYZYK6Or+tWiyXA0PkGXRFczjSldcC+II8AHwQXFlFwXRYailGbpifRr46fzEPn9C6JNzFUIF9OQhEAhQQoD9d32fSAAQEHBSmuZVVAfs958CTirhJFqycwLh5KaXRjp8rp0Gzq6tIBLhBEJq5qujS9QYFB4z20DJFafU6VAlfJzx3gSvTUj63jo9UBk0sn4w3mmFszD06DmpFkJNYPeaNVM8tnIS0XFMB4TmwGdpm2eVuapgVMMnWgCHU/Y9V6TP803XPNX406+fKbVDT9Ql/20A3Jty6CWnzkIlPkaNhzqiE/RGpRx5dZunjlMamIyY59HN3eW4eGAA86y2pBWONjIZMQ3Qzaq+JHlHgHvLqh/yRUmQz4eHCfOXW+LNThNj2sVZnkVrUX2FPHTgRiaQLDqUIZ8st0cTwFw0od7MWf2yW77wQ4dZgoAI9HLxFeiGLLeRCdGG+HlKN+0VhIHWai/ePN/s1GnEEToMtVRATzICgL88LcHwNK69L7HZV2/G7izJYzsNTqiLSCTCPwpSMxePLlVs9zX3TKts2NS9gRKQsva9uF2l2VdJYLp9ekMgx/rB+BJ3/vfoMakxIrlr0qc6ta4rKSJCx1QDbgDZkLZ5dqEx1f6MqIaPXwHsS9n3fKHx2O6qIANE1X1kHPByyu8vl1jP7HD/NR66EXgEuCflyKt+6RhhMmImol2IynFxIc1qS7I428gPJkiBwDCrLSnbh2MoMf4VBPl8uJkwv7Il3vyhk+PVBl4vwb49AYWuEH6Pdr2wiq4eFqwut0Wn+51Aa3rzk+W2bY03l/qLwO6G0REtw2iDDuco9QdRdIU6QEFhy935sotniuN2URTs/sgN7b/6RIJRWlx7f+JlX70R63LV9Kr/JgQgXAO0UcIhRKzfLLrQoq24uKb/9OqI3AS8XykvqDGwZ817o71ucWa6fXpL6wfFl1oURI/wiZWA+gp+X50+tUTyHlcQETq6G0J1IDUta3aZuohHNXi8g8CPqfufv+Czc3OXpxp/klH6CjJAVN1HWgI3pvz+slPf2BLtv8ZDg4AuKUdeHeSJ/bsDJiPmIeB2X4+jHG7HXqst6VFnG5mMmKeASC+MxxHesdqSlvh4DCXCv5Ign49SEub7t8SbHTb4tIuz3AE8WMphegL5FnHfAV8BK7fEm0+3jbMEcDaCuY39/5ro1+NXNFneCvywNd61sA5HCB1muQTogybmV6CJbomqywKVgcpKR10Whv3A05vnm92mTeww1NIUPebT6Hhqv5VgFMQ19yde9rULBPmqRxOaIISjtYwbNr00aqvbxjBgei20RON/Xy/Vdms97prdes17o11yPXAnTLdPr4qS6tb3J5S6AtwzfGJdoCoiu1avneaRi2xEh9F1gb6IpKV9l+BR6zl3I7LB42Eg36buf+Gc8/zmLk81+iTDPRVkgKi6jwxH+CDlj5d3umufZ/Zd46GngPopR14d5+59uwsmI+Zy4Dl8nIpaDrdDAYOstiSH1yqTEdMLiMW3qXpfW21J03x4/BKjnCAXAjth7o4miS3Q0ojCCPPuLfHmx13Y3zh0tdSfYaD1Qt8BXwJrt8SbzzgktI2z1OcsYQ5Bh2QYwB+crTD/APy8Nb7kBNEuxegGdEIT5gYU8+S2+yXXAH5XhW9yGvgEeH3zfPeR2Q5DLYHoz4sB5GQtcL9jiDtxzQOJl339euEEuePjiZWBHghN7c4T6ZteHOXWZeSr75teD6GHEt7/esn4M+dWj7tmV8Ggzpp3Rns9dtl0x7TLgV3W9yeUmlD07D5Boe39TqxeO80jy/wR7Ucp9OTyZNp3CemeOIYnENngMZ3WKWSmHnjhzHt/c7enGn3ypRsJcp1H6oEMTvlj4Qx37fPMvms8OByoknLktenu3re7YDJiFPAS5ZHTFyOWWG1J7zjawGTEVEFHoQd4Z0iF4nfg4bKoQy4nyC7AAWFeuSXePNfJYxXwClrzW1YQgK7AZqFlCV9tOY/0to2zVEJX3K/gbBRzdbQsIxutZf4ZrWMuUXXLHnndHJ1W1wadzBOIC5V9u8NFXeBgESRZ2cc5Z/N89xPZDkMtNTnrgrHbHyUY1zyYeNnXr50lyKFPJFYEOiihPXoSsebb512XYBQHV98/vTFCZ2DZhjfHX/B+9vjP7IbA0TXvjD7qieM7gumOaS2t709wWwR3z+smVEEn8f22+svppdJqF4WI9qOaINIVSE77PrFQfa+/IbL+YwHAVXCWJLubIANE1Rn8MLAx5Y+FWW7db40HRwOnU468Ns+d+3U3TEaMGd3/UY6LCxuttqQpzjYyGTFPo2WMvoKBrnb7dcGoMJQT5BKgAGH+ZUu82WGiTbs4S3PgWcruElcA2houC1gNfFOYY0dbPRFoxFnCnC9VCUQ3zv1sv+2w/7+nuAEmocMs1dAX+vb2Y9TFQYKinSRfAhwogiSDrppP2jzfsU1fadBhqKUJugnShsjPWU8P92XqIwDXPJiogMYnqysb0AmRxsBxhCwga/NzsR4bY+cHZjRXIm02vDH+M0fb9fjP7NZr3vGB1CJmWm1ArEkTiuWN7Aw9u42/BKiMsHv1+uluv/BGXBkbgJarHEnbkrjO3fv3BCLrPxaAiCbJB18UDxHk6sAoRCam/LnIba97VPUHxwN/pBx9ze88kAvCT1LVyuF+HAXus9qSHL6vJiNmGHqVyZd4zWpLet/HYyg2ygmyh9EuzjIA8LsY0hIiAJ349i2QBmxxZG9n1zI3QVeBL7f/34yzleadnCXMO4BfXXXNsDf6tUW7YjRHV/brcB5hFk3QaytN8otCDpokeyRVLh8dhloMRC5Ha3lzgZ+znh7uVW1Yh6FzghDaqzzpLgag1K9K2Lj5mZFuaYxyhs4PzGgLNNr4+jirs217/Gd2ANBszTujPRqHXRhMMdNaWpPcV0UuiJ5dxzcGyV29foZH3C4i2sU2Vkg3YNWKLXP8XpsceemjBlpS9U3FVhUafLLWvQQZIKr2oNuB31P+XLTGbfus/uBU4OeUo6+95q59egJ+kqpWDvcjEBhntSV942gjkxFzI/AYvrV7S7fakhJ8ePwSoZwgexjt4ixPASZ8m/TnCRjAXjRZXr4l3uxypa9tnKUu55Lmy9EJcnnALjRx3lvgtn9rvNmhq4FdjtEabWnUwr7fS4A8uya5pgJHOtBfgKGl8UsuDjoMmReAft4BaDnDL1lPD3f7sdub51ZTQkugpT3U4iTwXYV/5FDmotjt7j6eI4Q9NKMXwonM18ZluPqYHvfMqg0Ya94eU6R3ridgipkWADS2Jk3wiMSkZ9dxQUB9RI6uzpjp1ko1QJ92IxUiPYFAhLQVP8z168bRyEsfVYiEBTWvcPDTjGfdrj2Pqj0oCJgETEr5c5FbVkeiqj8YD3ybcvS1d92xP0/CZMRMQU9CynFxYZnVlrTI0QYmIyYYneLrS7jkuuFvKJMEOWSapT06dONXdADGzuwJ3iE2JUG7OEt1tCSjNWc1zIH4trPUnTDQxPZbIGVLvHlncXfQNs5SGU0YL0c3NjVAa3jrofXCh4A9nEuc926NNxdKnOyEuRlwDVBf7A1/Sk9SKnJh/OoR4P7N893j+1wcdBgyLwj9mTCAE1lPDy8RKWs/fG4V9OerFdAUwUAvw21XwnZgX9b8EQJw9cDEJhsWx3qlCa7TwJkBSuRWhG8yXx1XbO/eHvfMag7sWvP2GK9KUyLvmlofOJL63kSPedz27DK2OlAL4ffVX810+3H6tB1RG6EPsHHFD3P92jc5st5/lVHDiLYdsS1P/e0ltwehRNUa1BuomfLXoo/csr/qDyYCa1KOvvaJO/bnSfiJm0E53I/vrLaksc42MhkxL3HWltRXGGC1JZWJ/oh8lFWC/DBwm/3XQOAvNEHbhV6u/yp7gmPrNV+iXZylGtAVraPNJ8xBXBwXLwP9HmwCvtgSX7oGuLZxlkCgPvrkbogmzo3sP9dBV0T3Ya80o101Ct4O52ud2w+3RCH8aAjV0K99BXTV+gSQtnm+2esNYeejw5B5lThrM/h31tPDL1huvnLkvOpAPUQuRVfeL1NCRbTW+ydgO/Drd/NGFEn2Ow9MbLxxcazHZRWdBs2siXAT8Mk3i8eW+OLY455Zrde8PcbreuTIu6a2TH1vosf06fnoee3YuohUBvat/jre7ZO0Pm2GXwPUQ0hdsW2e1z2mXcUt4U81OpF96lJEvk899LJbxxlVa6ACxgGLU/5aXOqGoajqD0wAtqQcff2DUg/Ow7C7WbyMvpaW4+LBUXRSnUPuYDJiRqOLdL6CAcyx2pJW+nAMxUZZJciT0drTwqDstwOcJc1bgc3ZE8ylDjXwBNrFWapwNjSjBbryWYmy31Sh0GQtA/h0S7x7nRzaxlmCOFtpboiWVNRCE+fa9p8F7cjxJ/C7yqWlBJCK4iBnSfQ/wLHS2NO5C+1i5ym0VvAShMuUcAVwCYoqKE4iCLrafRA4gMh+4Jfv544oVvhJ58GJjTcu9CxB7jR4ZkuEDsCybxaNLdVnucc9s6qiCF6zdIzb9amOEHnX1CooaqS+O9Fj6XgF0fOauEaArP463u0pjX2uGF4FiEJk+4psi9t8wN2JW8KfavRx+jN7Iy95pBOwNfXQy269ZkfVGngJ8ATC1JScxaU636OqP/AYcCrl6OuL3TM6z8JkxDwA3OnrcZTDrQgEzFZbksOoc5MREwPc750hFYmP3mmrrAABAABJREFUrLakMnGu5KOsEuTF6KV3VxGArjTuRRPmX4FvgB3ZE3xPis5HO22hdg1wJWcJc2XKLmFW6Crtt8BKdDy3xz94dmeNGpwly7WxcbmycZUEssd+fzCakFZCN84dO+/2jxKOYyfR9ttxzq32yzn/nz2nCt5fEe1kURWhypmf9bG1dZ0mv3noSvBvaPeNA8BBdZrjykZtACXy5+ZnRpRYk9t5cGIQELxxYazHGriuemTmdUDAppfHuq0pqkf/WY2Av9YsHePVWN/Iu6deBuxJfXeiV86/ntfEBdj14sdWb5j1h7v33yfE3A5ty5iyItviV/aDt/R8qtHHq3WTXmTdR0KB7am/v+zW9zsqeGBfIDglZ/H/SrWfag/cBTRN+fv1Oe4ZmWdhMmKqAa+ir3XluHjwntWW5FBjbDJiGqNXEHzJIVyypfMnlDmCHDLNUgNtfF3agQei3Qv2oEnzL+hK5x/+pmduF2epCHRGE+aWaMJclbJJmAPQkoiNwMdb4s1ur5Q5w5UjLXcByd/PMZ+z5N82zlIBexLf+TclZ36ugpbDgP4MFrydvU+fV4Im0oIm1X+jifbfyNmftyQUz/Yt9Km5tdDVcoDfNj8zIqc4jw97JLERsC/z5Vi3f847PhpvALcokR82vTQ2293779F/Vqs1S8d4tbkQIPLuqS1S353oVTeNnp3HVAHqIJKzOnO2W+U/fULMFYBIRP5a8eP8L92579KgIEEGiKw7uD3wa+rvC92qXYwKfng08G5Kzis7S7yPag9EABEpf78+3m0D8zD8YKm9HO6HU+Jpl9i8il5d9RUOWG1Jg314/GKjLBLk3sBI3K/XzZdmHEJXmHejgyQysyeYvVqxcoZ2WloQhvYDvhxNmINx4AnspxB0oMiXaL1ysWQCJcWVIy1VgVu/n2Muk/nwBRH61NxL0O89wIHNz4xwSqTCHk1slPlirNulCh0fi68B3IzwxbcvxhUV9V0q9Og/KwhFgzVLxnjEXaIoRN4ztRZA6tsTvd7b0DNsdDBQXQl/rPpmtluvRX1aD2uE0BX4ZsX2+R61OXQFt/R+stHHK58957MZWXdwa0SOpP6xyG0yl6jgh2sijASZknL41RJdN6OqPdAB+G/K368/4a5xeRomI6YNkMjF5aj0b8chqy3pYWcbmYyYiWiXJ19BgP5WW9LfPhxDsVAWCXLBBj1PIwBNOvOrzLvRzWc/+FOVuV2cxUA7ZIShyXIzzqa4+c04HUChq6ubgFTgW09LMK4caXkMePH7Of7zPpYWoU/NrY/2mAbYs/mZEYWmtnV6NLHxNy+6V38c+kR8ZyU0Rvj02xfiPDpR6zFgVj3g5JolYw578jjnI/KeqS1S3/ZuFbkgenUaXQekCvDbqm8S3DqZ7NNqaBjQBCFtxU8LfNZpXhhBBoisM6gJUCH1j0VuI/FRNR/qCrRKOfzqGyV6fLUHGoEkpPz9xgB3jckbMBkxkym6h6ccZQ8BwP1WW5JD2Z3JiLkXuNs7QyoUAcBMqy1prQ/HUCx4hSArpZqLiFsubCHTLP4wC4rJnuCdamdJ0S7OUhvtlNES7ZJxGVoe4O9VZgM9EfkaWLYl3ux2DSbAlbGWCODA94nmrZ7Yv68R+tTcRnatswC7Nj874hRAp8cTqyJU+OaF2By3HOfJ+ErALQhbNj8Xt8Ud+3QFPQbMarlmyRiPu0sURFT/KQFA45Slk7xavT4fva4adQlQCZH9q75NdNv53Kfl0ECgDyK5wKoVO572uoTrlj5PNvx4xbOFyq4i6wyqi3Bp6p+L3PY5i6z50FAgJfXwqw6bnApDVNX7g4B3gAEp/7zhkQhxT8BkxDQF5qNdfMpR9qGAl622pI8dbWQyYtoDCfiWA3xgtSW96sPjFwtuIchKKSVF7Egp1QjYLSJGqQ8EhEyz+NrP79fsCeYnfXj8EsEuy+iI1jE3Q0sz6uDfOmYb8D2wFrBuiTe77cRuN8pyuYKrvk8w+71FU2kR+uTcJugmQQybLW/T87Fu8cPtMGRWGyW0R+STzc/GeZUg9Bgwy1BKmq1+K86rsoCo/lPqA0dTlk7yeXNbr46x9YEKiOxdtXmO2yRnfVoMqQX0Brav2PH0d+7arytwRJABImsPqgLSBmFT6l+lc6EAiKz5UBWEcSCzU4+8VuzKeVTV++MF3k/9542NpR2LN+En8cPlcB+WW21JCxxtYDJigoC3OdtD4wtkWG1JM3x4/GLBYxVkpVSAiOQppW4EnhaRFqXdZ8g0SyX0jD2g1AMsOdKzJ5idRia2nmoZDpwCditdEf0pe6LZZ0uX56OddnhoAlzLWR1zY/Rr62/OHgba63oj8P6WeHOpAy7ajbY0Qei2JcHs9ylY7kTHJxLDRBlamiDy2+bnRhb7M9lh6KxA4CaEfVlPj/na3WN0FT3vja8NsPotz+idi0LUgCktUpZM8pnU4nz0Ch3ZCEEBe1dlzXHbBb1PiyGtEWmPkL7il2e8Elndr++TDZctL5ogA0TWHmggXAVsTf1rcaknZpE1HmwGPADMSD3yWrEm4ZFV778bqJr6zxuvlHYc3oTJiKkKLAKq+Xos5XALtlttScOdbWQyYp5Bf9f7Cr9abUllpsBYaoKslGqF1j3uBw6LyLHz/j4RuEZEbirVgYCQaZaOwCwuTEHzJt7OnmBe6miDkKmWiqIbISqgG6jyvXh/QzcA7lHax/an7In+481sDzC5Fm0BdRn6RKqJb1/v8yHAZrRWeW1JtcrtRltaA6FbZpuT3Dk4f8ZVTyVWRKi+6dnY3wFCn5hzCfr9BTi8+bmRjqK4AWg/bFYzoLsSPsla4F0NcGHoeW98c2Dn6rfivDapixowpTIQnLJkUqnDJtyFXh1GKpBGgG1V1ly3OcP0af6UQggHqoMsX/HLsx6VlrlCkPMRWWvglSD7U/96pdQyrMjqD14NXJd69LX5xXpc1ftaA4+n/vPmsNKOwdswGTEDgP74X0GkHMXHSeAeqy3J4Xe1yYgZA1znnSEVipPAf6y2JH+XegLuIchPo5fuf0aTvn1osvw7uulqGZAqItNLdSAgZJrlbuDe0u6nFAgERmdPMGc52ihkqqUNMDv/d9EfisNo7U8QmpTkh1TsAX5WOvwhB/g1e6LZL7o828VZAtDhJR05W2Wuj380/+VrldOBD7bEm4tVSWo3xnI/8OWWWWav6lh9iY5PJTb69pnC3StCn5hTA+0tLsDJzc+NPKeJr/3w2QqRaOD4d5Yxqzw+2GKg533xLVe/GeddPfJ9ky8D9qa8OdmvLvS9OowIQGiIyOlV389zm+tDn8ufrAL0QfgdyFix81mPnP/9Ip9suCzVNYIMEFnr4RYIp1JzXin1qlJk9Qf6AZVSj77u8qpSZNX7DIQ3gUdTj73p8yTO4sBkxAQCz+H7COJylB4VgGEuBIb4ulGvAvCU1ZbkdavOksAdBPkSdJhFO7RXbzv0i3AKHXIQA/QQkVJ3LoZMswzDt7qpU8A92RPMDiNQQ6ZaYoD7ivq7nN3XP2iiVwNdYf7B/v9+pSUFoDXC+4G92RPNPtcLt4uz1EXPQJujq8xN8W3qn0K/jl8BH22JNzvVpLaNs1QGxmyNN0/y9OD8CR2HJjb6doFze7fQx+dURMd5KyAvr1JeJaUbY63fzRvtlUS54qDnffE1gEqr34zzigwgH1H3TW6R8uZkv5FaFESvK4dXAOoj5K7aMs9tle4+zZ5siEgXYMeKX5/b7K795qO4BBkgMvjhBiC1U3NeLXXzXqROx/s+9ejr6S4/psp9ccCa1GNvrivt8b0NkxHTAZiCLv6Uo2zjDastyeGKqMmI6QTMwLeNeq9bbUmlCunxFjyiQVZKVUJXo1qgm8JeFpFSL82FTLPMBtqWdj+lwK7sCWannpchUy0vognGCTQfDkJfgIpcyhK9Ta79VtH+2Ax0+twfShPpgtrrY8DO7Ilmny5z21P/OqHfl2b2W118J8v4Bnh7S7y5yJl027GW4QgfbXWBTF8sCB2WWAvh5OYFsS776F4ZOzsYGzeQx7GAUwFZyiYAe799MdbvHFx63hffFIMDq1+Pczh5dSei758cDAQkvzHZI04r7kCvdsMDQBoANoT9q7Za3HLB73PZEy2AUES+X7Hr+R/dsU8oGUEGiAx+qDJCW2BL6uFXSyxbi6z2QAAwFuS91L/fcCnoJrLKfVFASOqxN58u6XF9CZMR8xBwB75fFSxH6eBKo15FdB+XLydEqVZb0jM+PL7LKFM+yCHTLK/h2ySY9dkTzDMdbRAyzRKI7hQ9N85TCERXjU+giXIQDmx2RH+Aq9m3NdDEOQtYh+JrJRzkbEBIwRS334Hd2RPNPiGoBZr/Otn/b4hu/qvD2VQ5T0PQRHnJlnjzmaWcNuMsQQruQ9i2daa5zFV7SoNQc2LjzRbXvI/bjZodAEQqIQj44vvE0WdIZ8dHExthd8QADn37YqzfLCv3fCC+1erX47y6dBd9/+TmyW9M9vuJVq+2ZgU0VPp6v2/lD/PdQ5SbPt4eoTXw9Yrdz5da5tAv+skGy5KfLXHFO7LmQ+1AclIPv1biIJzIavdXBcYB81P/fsPpqkRklXsrAy8CQ1KPveVzXX5xYU9ZS0T3npSj7OIHqy1plLONTEZMfgHPV/jeakuK8+HxXUaZIcgh0yzV0RHTvsT72RPMrznaIGSapSXwLK5UUDVpPomOIc4nzYEU4tIhmiRXQ8sx8sl2vgVa8o8TzXsAQqZa6qKJ6fnk+zCw3xdOGnbSXBctwbkMfXI2RsclKzzXJCJAJrDEFkAucAfCez/MKL0LRllCh+GJNRXkbZ4X61Tb3m50QkdE2gMpWxJGOyQHHR9NrItQw/7rkW9finVoVO9p9HwgvgpQa/XrcW5PCSwK0fdPNlA0TX598k5vHbO06H3F0IaAgbB/ZfYCt0ij+jR5/Bp7k+DaFbtfcNrsWRT63fBkg2Wfl5wgA0TWfLABQt3UI6+V2KIusur99YGhQELqP284TU+MrHzvg8DJ1ONvvV3SY/oSJiOmPmCh3NWiLOMwcJ/VluSQ1PlBot5vVlvSQB8e32WUJYLcGZiK77SuBpCYPcG8ytFGIdMsd6Itg0qKQITjaAmFjbOEuXLBjUTfV9N+qwEcRWuYM4AvFezInmg+Q3BCplpqAg3s256PY2i9+B/ZE72XLNcuzhIMXIXWMzdGV5sboJ+zW95n0Q4rNUSxAhj7w0zfVNZ9iQ4jEhtlzXWsPW47JuFSIEoJWVtmj/q2uMfo+N/E6sAl6AvKyW9fHuU2J4XioOeD8Q2BnNWvxXktHj76gcn1gGPJr0/2i+ZaV9E7ZGh9kEDg4Mrsp0t9XvRp8piBcB1QC5FVK/a+WOzJuDsIMkBkjQcrgrQHfkg98nqJPKsjq97fDOQxIDH1nzcdTv4iK99bB5gLPJJ6/C2vyXzcCZMREwk85etxlKPEcDVRbzBwi3eGVCjygLustiS/P0/KEkH2tYOFAdybPcHssJoQMs3yFBDp5mMHIhxFN6Odto/Fhq7KBgIIUhmoCaommkwfRTuKfKtgK7DDftt3PgkOmWqpjHanqI2u6BbEabQ93W/eaBJsF2epCnRAR2c3st/qoYluLk4kGqLHXx39Gih0df6wXcO9DZi4Jd7s85AHb6H9yMTqCoysObGFLv22HZtQCeEG4CRC8tZZo0r9Hnd8JCEIPdlRiOQBe75dONprVlI9H4xvufo177paRD80qXnyq1P8XmpRGHqHDLkUoQIiv63c/kypv7T6NHq0AtATvSK2csXeF112mLn1xicafPTZc25rKoys/kAb4J/Uo6/vKtHjq97XBHgKYW7qsTcPOty28r3DQX5IPb7ki5Icyx9gMmKGAibK9chlEQp42mpLSnW0kcmIiUJPhHz1HlcAHrXaknb66PguoywRZE8Qz+IgB7g/e4LjCmvINEs8ujHR0zDslkuH0TKN0+gTpKkgNdCV4vzqsoDKAf5U2iXjF7QtXz5p3l0U+Q2ZagkALkXLISoW+JOc97OgSfkRIMed/s52u7lL0a9rQ/tY6omuNjcEqnJWpqGAv5UmxoUheUu8+Tl3jc3f0T42sdF3iRdWj9uMS6gEmJRQDUjeOnOU02XkkqDj4NkGenVAJ2kKv3+7aLRHK609H4wPQkmD1a+O9VokdPRDkyoBtZNfneKTyrk70LvVU5cAQQg5K396ptSTyD6NHq2MSG8gF2H1iv0vOW3udDdBBois/sClQH1BsqxH3yj2F15klfsaAmaQ+anH3ipyJSay8oDLgVEIj6eeWFI2vljPg12PPBkIo5wkl0Uss9qSFjnawGTEXAK8hu/8rxXwnNWW5PcTybJEkKeh/Xh9hW3ZE8yxzjYKmWZ5FV3Z9TYC0ER5r504n0AT1mqCtEH7Gdexb/cn8KdC5ZPIU+gAk4KkeWdxGv1CplryK7f5so+CTYpi/7fCBfdd+PP591VCn1BSyFb/KBt/G6epqnTDYnW0hq6a/eeq9lu+pd5fwP+2xJv90prL3Wg/OjEYyPtu9tlGujbjEysDUYhUBqw/zBjlVd1wx0Gz62LXOSp7dXnT4jFuvwj1fGhmPeDE6lfHek1zf/3DkxoBh754ZYrfLx06Qu+WT9VEpBpwfOWOZ0udUtin4X+rI/QAbCCrV+x/uUj5y603P9Hgo0/cS5ABTNXvrwCEIuyw/u1cU3w+IqvceykQCzyTeuytIidekZUGTAI2pJ5Y8nnJR+tbmIyYCmgf/1a+Hks5io2NVlvSFEcb2CdBb1G43NJbeN9qS3rNh8d3CWWJIPu683JV9gTzXEcbhEyzVEM7WPgLAtGk8FeEfcBRQQSdltcJTZiPcC5ZzkceOoijIGn+JXti8QI5yuEbXDkmUQGNvp+lnSvaTEisAkQBlRFSf5ju24Y6gKsGzgpAn9OGffLz16ZX3JfO1/OhmS1WvzrWq5Oh6x+e1OKLV6ZcFBOw3i2erATURcS28ufnSl0Z79PgkcpAD/tEec2KAy9fMHm59eYnGn70SemPVRRM1e5vjp40f2/9u3jV5MjK914CjAZeSD3+VqHvcWSlAfWAOcCo1BNL/M4z3FXYo6jnUR4iUtawz2pL+q+zjUxGzFy0jNFXWG21Jc3x4fFdQpkgyCHTLAFo775Kzrb1IN7NnmB+y9EGIdMsYcB0fGvC7Qj52uV9wK+CHAJqIbRDyxUOA6JQRb3OAhwCdqJlGjvttwt0zeXwLa6MS2zyfXzs7ismJlYBooHKSkj5YZrviXFRuOrhWcFAsJ7DYQP2bno1rsSa6J4PzzSAZqtfGes1bfD1gyZWA6p8sWiqV0NLPInezZ8wEBqgNeUHV+58vlQNfX3qPxIE9FAiVYG1yw8uPOMjfWu/Jxp8tMz9FeSCMFW7Pwhoj8ge6z+OdcXnI7LyvbWBOJDFqceXFOq1Hlmp/432eO641JNLy+x10WTENADi8a21ajmKh1x05LRDiaPJiBkLdPXOkApFmbB6KysEuT5aM+MrBwIDSMieYF7taKOQaZZ70Nn2ZQkVgMOCHETLL+oj/AVsBP5QqMbomOkmFGI/Z8dJYBdnCfNOdLW5THX1XyxoN3ZOTZshlSWA7kBFhORtU2P9NsyiMFz1ULwCGiGS/5k7uum1scVe7u/58MxaSqFWLS7+Y0uK6wdNvAzFni8WTvV58qW70bvZ4/WAIIXkpO18oVTnd99LBwcA4WjXi/XLf1t04NZ+T9T/aNlzXqm8mnQDXl0gy/rPmy6/V5GVB9QE4oAVqceXWC/4e8X+Cl0o2ZB6culHbhquT2AyYloBE9F+++Xwf1QARlttSQ5TLk1GzCPAzd4ZUqE4aLUlDfLh8V1CWSHIvYCxaCLmCwSgG/QcVt9CplmGAn29MySPQQlSBd2QVxn4DkhSopajG+Waor2Mm9l/vpQLnS/y8Tvnkuad+Elk9sWKkMlzmiqb3C4Gh4Dk7MllixgXhU4PzKxGfiXLJgLs/+bNcS5NmHsNnHk58OuqxWO91pRy/eCJzb9YOLVMulq4gohmj9VEqA6cSPv1hVKtSvStN8hAV7MurdDI2PnFppe/ccsgXYCp6n0BiIQCh6zH3nLZHz2y8oAghMfR/Q0vp55Ycs6qYWTF/vXRtm+jU08udSmgx19hMmKaohv3LvHxUMrhGl6z2pLed7SByYi5HXjIS+MpDKfRVm/+utoOlB2CHITWy7REz/jr2P+vbb9VxgULsFLgH+AeFxwsZqAtyi4KCGKgX99L0R/o74CvFOpntN/yPoSK6OryZWjC3Mz+c60idnsarW3eSQGphq8js8syQqbOCQC6IbTFxjEUSdmTR7rNRcQf0em+GfXR1XGA49+8Nc6hpKHXwJktVi32nh75hkcm1gQCPn95qtcq175ARNNH7TplBNiftvvFEk9C+l4yUAXWNaJzf7dVBb5dfmix16z6TFXurY92W8myHnPdxziy0oCbBekGJFpPLD3nvY6s2P9GIBokLvXk22V6Nc1kxNQFpqFfo3L4Nz6x2pJedrSByYhpj05P9NWqfAVgsNWW5NehXWWCIDtCyDRLBbSHbxu0X24+gc6/2W3OShU8sTN7gtmpgXrINMvLaC3vRQe7z/IlaOL7B3BIoQ6iSe4udEjJhuwJ5pMAIVMt1Tlbbc6/NaXopKa/uLDavDt7otmvZ5i+ROtpc+oqoS/asWN9QC4HgFNbp470elqiL9Hp3hmVEKmH1sgCHPxm6YRzJgi9Bs+oDlRetdAxkXYnbnhk4uUYsvPzF6eV7YusC4ho8qgCGiBiAEfS9rxUos/gbbc/Uf/DD5470PeSgaGItAT2I2Qs/+MVj1f/TVXuVegCx1Hrsbdcrv6bKvVvj/AI8IL15NKt+fdHVrxHIQxFk8rxqafeLtOTVnvj3nR0oaoc/ov1VlvSTEcbmIwYXxsKKOAZqy0pxYdjcIoyT5AdIWSaRaEJXSs0OcuvOudXoIPRZvbOZlGZ2RPMk50cqwLwLhdGPF9UEKQCehJQBzgIHFAoG1qGchxNbHcAm4GN+YQ5HyFTLXU4S5bziXMTzvVYzkcesIdzGwJ3Zk80X9RVOUdoPX2O/hIXuqC9ua0/Thj5Z5tJc2oiVPhh6ki/bcLzFjr1n1YP3ZQIcDLz7QkHAHoNntEExcFVL4/zig3bDY9OUECzz1+c9os3jucviGj8X233qL9c9qXtfdnlL5l8gpz/e986DzcArgU5BaQv/+PVo0U/2j0wVR5QF70S9ov1+BKXJEqmiv3zHS5WWk8u/Sz//sigewIExqGvb1Osp94u0xaAJiMmCC236EC5T7K/YrvVljTc2UYmI+ZNfKst/5/VlvS6D4/vFBc1QXaGkGmWKmhy1gpdfS5Inmuj7YBygeTsCeZnneyrGfASWpN20cNOlBuiJyAHgIMKVfDDlE+YfwF+QsszNmRPMF/w+tg9lOtzbqW5mX3/hTUGHkXLNHYV+H9X9kTHKYdlGa1nzKll74xvgp58rP9x/Mg8gCsmz6msoPYPk0c6jJP+NyLsnmlBiGidvEClKka9da+O3+it49/w6IS6KE5//sK0f52EKKLRI8rufmEgcjht/0Kn5Pa2O59o8OH/LnSx6FvnocpAODrYJnP5n696PATGpIM/6iB8bz2xxGn111SxfxDIk2gHlhesJ98+CWAKuicImA5yBIi3nnqnTPdgmIyYAOBJoA9F95+Uw3f4y2pLut/ZRiYjxoJvVwNWWm1J83x4fKf4VxNkRwiZZglESwquAHZlT3AcLhEyzeLr+EafQJAgtJdtDWCvQhVVwQwAjnEuYd5YGGHOR8hUS6B93+fLNIpqDPwbXXH+lQIEOnuiuUw2qrWeMac60A2tv/8TIf3H8SPPicy9YsqcQKDJtkkj/1VVypKi6/3TaoM0P3VCDtqnc8c2Jk3y6OfjhscmNP/8hWkXbcOeK4hoMFineorkph1YVKSN2213PlH/w/8V7WLRt/ZDCghDpBmwC2HD8pzXPHrNNVUacCUQCJJlPbHUqdTDVPGeW4BIhJesp97+DsAU9J9qwCy0J/0c6+l3yvz3hMmI6QsMQheSyuE/sKGt3ooM5AEwGTHjgC7eGVKh+M5qSxrrw+M7RTlBdhNCplm6A7eiK9C10I2Dp/mXEGZBagLN0dXdXxTKWZXkfMKchZayOK3Ah0y1BKF1fY3QFdUm9t8bUrjE5Rhnq80FK85+J0doNXNuFXRHfzvgiBL58sdxI38savsrps5ptW3iyO1eG+BFgF7/ndEAOLzqpXHHOsdMqYJNtDuGvhb+s/GDKW6V8Nz4+PhAoMFnz0/364YUbyCi/iAD7J7K8GfagUXnfInfdtfjtYG/P3zveafXgb61HmyCcDVwHGT18pzXHRKC0sBUqX8QWlZwxHpiaZHn45ntg+5pAgxFBy29aj319nFThf/UQSfU7QMSraff8bhcxNMwGTGNgTHoFb9/xXddGUAQMNRqSyrUpzsfJiPmv8BN3hlSoXAp1MSXKCfIHoDddSO/cfASzm0arINuqjLw30CREsEuu2iBPkF/UqjifGHlE+af0YR5A7A5e4LZ5eackKkWA11dbsxZ0pz/f2FVjmPoinNBqcZu4JA3g09axc+thE43DEU4AawHvt8+doQT15Q5LYEd2RNGlp/ExUSvR6e3XPXi+AtcEjrfPqkKQl27fhYlHNuwbGqpK8w3Pj7+Ugz+/uzZ6f+Udl8XCyIuHVgLqGp3wNiX9ttiue0/j1cGgj5853mXJSl9gx+ojvZTroywcfnh1z0mvzBV6l8TCAH2Wk8sdShpMgXdYwC3gZiAl62n3vnGVOE/dYHx6GblmdbT75T5lQV7NPVTQG9fj6UcZ7DQakv62NEGJiPmDuBB7wynUPyDrnT77fdXOUH2MuyNgzXQ1dbmaMJcu8D/3rCt8xj0dx1N0ER1pwPJhTMEoN0ytgHfA2nZE8wlrriETLXUQhPlfNLcBF2BrlvI5ic4r9ps//k3dxHnlrPmVgc6KuEqdDPiV8Cm7XEjXNInhsyY0xphZ/b4kf8Kzbu70evR6RWA+qteHO+wqnt1v4lVgDrkXydFjm34ZHqJCPONT45v/tmz08s8IXI3IuoNVEB9JRJAACdr9KpkfPjO88VKuAPoW/MBA+gEXI5IDrBu+ZE3PFJVNlW8pxH6WrLNevJth2TeFPSfJnY3iz3AIvTK4nCQMOBZ6+l3V3lijN6GyYiJRHvrFuVUVA7v4SOrLWmxow1MRkwnYAa+K9QJcLfVlnTcR8d3inKC7GcoYFsXgiaZBSvPwfyfvfOOi+Ja3/j3zAIC9o6gsICiqZrizU1vkt4T1GjsmkJumllbemISGzHtBlOM3SRKmr/0YHq7iSkaTazgooK9d4U9vz/eGXZBWNqyhfB8PsPMLmdnzu7OnnnmPc/7vEKuGxDE8g2TJHcCmgLLFaqmUTOF/IhzEML8LbCqIl/qyqDzE89GUTLSbG3HcGyC4CHkIucZbS4ANlZU/KTjhGcMNJ2RC3gcsAf4A/hjzej7K01yU57OsKHpBKxa9aDDb4Uv6iIuuOPJNsDBr6c8VOkbr+5XP2QSZlAydh745aOnKkWYr7zroUigxUcvPllQrQ7/A3Bx68ENGthtJxx2Fm1F611fbKuea0WPJv2bAWcD0cDyhXtmLfNlPy2kNri5MzLOrcg+/Ga51nap4b3NaDKXA1NB/wz0QdMT+BCYll04L6ST9wBSjbTmwJ3Av6hP4Askvst2ZU301iDVSGsCvEHgeEQEMCjblRW042E9QQ4xdB77bBRCnDvi9iVu5rE0Re7gbQTOBByNDkM0e4XA0lIOFzWFDbGYWwp8iUgxfHoid37iWRuiaS5NntsDkaWaFwFb0DofKF5cYfqwDiMR0RPbgJVofl8z+v5qVdZKGZcRCcSvGlO+JrkeVcMFdzyZ/PWUh6pdQORfVz4YjS6u8AeaA7989nS5hPnKux6KU0pv+/CFpwJVFTToccPN6THvvpm56eJWg8zEPjSw+Yvt06s1nvVo0v94tD4RcdX5YeHe2T63iUyNuLkLMvauyj7yZrluOqnhvS1t8g5gJlonmY+dQGZ24bw6McOQaqSdCQxG9Ob1JMP/WJHtyhrhrUGqkaaAuYjkMxCwAY9nu7J+DtDxK0TQE+TkjMktkKzM3TmO4cHd2SCAKeFoiru6nRV5bm4+b62jEWJXa1ELje5oHm+VQtWWzZWBRHV/Az5e+fB9tVrW1bSka4l8vrHmEgfEau2KwaCpVjRF0QDNYaXZgovlCrXB7GcBJoFe+ejwSk8tpYzPaAy0WTXa4bdqcP8EXJj+pA1o/1XmQz7Rrf7r0geigFbFA6vWB37OHl+CkF1194NJH77wVJ0gQrWBG/qmx7w7N7OEk8XFLQe1ResIoPCLHTPKdcHwhh6N+0WhORv5/a4D/cvCfXN8Ov6lRtzcCXRLICf7yFtby2wj0eTLQPcEfkbzM3A7YjX6MTAnu3BerSUc+gumNnkwcAkSLayH/7Al25U1pKJGqUbaK8g1LFCYmu3KWhDA43tFKBDkp4GuSELVXmRq2nPZjVRhy0OiivVEugKYFnYtkYS6WNzR5+a4CXRjaijl0OhO5n7X1kCLXFWsBhYCn/g6qlwaHSc8E4PYAIocRnMYTb5RyGblUlG4CXQsEu0vPeW4E4+IM1CAS+cDm1Y+7tYid5qQ0RxNk9WjHbXu/fpPxIXpT7bC0Ee++u/DPq9AeEbq6KjiCLOMtUXNU2x7wxqo6A+fe8pvVf1CCTf0S495d3ZmmVZvF7cYaENbF3R96IudM8skoRWhR6N+CaC7mw9/Xrhvjk8dRlIjeichY4Iz++hbZRL61PBe0cBNaC4BPkdmpq4AvRuYnl04/2tf9ilQSDXSEpEbgBORYFc9ah8HEX2v12tgqpGWgVy/AoV52a6sOQE8vleEAkGejOhZvUEh9l6FVI5IbwL21BPp8mEWUbGkHK0oKeWwSHRDypFyaHQkMiBqRGLhz2QyA3HDmL3y4ft+8cUOkydOjgY6Ka27IJ9JBLAR0USvWDPq/nK9WwE6Pz7Z0pbHlrG0wCLPLiFRyDlaoA19EEW+KlJLgfyVj99fZ4uhBBIX/mds0lf/fbjWo7pnXDTKANo2jFEdDm51bdZHtQvN3v99M2lXbR87VOCNIHvi4uYDGgBtzBuPw1/smlXlG44ejW4JQ3MGMiN0AK1/XnhgbpUTBMtDanjvBOQ3viH76FtlkvDUsF6tgFuAU0F/C5wEJAJL0bycXTQ/5O0Bzen8s4CbEF/3eqJc++iT7cryquFPNdIeAbp7a1PL+DjblTUlgMf3ilAgyK8hxMIX8CTSBzmWRHsSaScSka4n0mXAlHI0w+1H3ATRPjfS6E5acT4QrTSrFGov4szRABkY/ZU1exQYs/Lh+1ZW5UXJEyeHIe8rBbm7jkFuvFYCK5XWq9eMur/CylqVRefHJzdAtHqxuHQsEKvRcRh0xkV4KU/pA1gyDU0BItvYCGxe+cT9Ie+rGihc+J+xNhTtv3rxYb9F6a++74GkD559Ovff549oBDTHpS2lvgutt/z0wzMByyEIJG4ckB7zzsyKCbInLm7WvwGaNubDw1/srgZZbnhLNFqfgfze9wI/LTxQuVLTFSE1vLeVy7Al++hbZcqkUsN6JQGDQMegyQO6IQGI74C3s4vmryvrdaEEkyifB9yABBrqiXLtIAK4PduV5bWAVKqRdh9wkX+6VCYqTCYMJIKaICdnTFbAm/i/Uo9FpAFG5TiGL/bz8UMSHcdP7gj0QDK1twAT14wevtok01FI1LmduTQyl8bI92s9bohMNTZALg7hQJh5iCJkQC3rpFXmYpjttiN+ys+vfPi+MqfOkydODqek7Vs8Eh0/gjhUrAJW5IwcXi3NY3XRMSOjDdBsjcOxqvOjz5SWarQr3tY0KfXS/UjkeROwSWltbW8Etq0YW+964Q0X3jW2JVD41YsP+6Us9NX3P9AUsH3wzNMlNMpnnuNQaN3a1NyCRgGHfvppcrXkBKGG6hBkT1zcpJ9ElgWHv9gzu+pkObpvY6RgTytgJ1r/uPDgGzU+L1LDe7cBnYzcvP+ZfXTeMTNrqWE9TwMGoYlAxsHmyJj3K5CVXTTfawGIUIBJlC9GimslUk+UfQ0DmJjtyvrGW6NUI20I8h0ECkuyXVkPBfD4XhHsBDkSmE/g7GIigP45juFep9ySJ03ugfzYDyAkZQcShd7huZ0zYrjPoo7Bgo7jJ8cjEYFzEV3zz8DXwO9rRg+vdgKMSaojELIchZDnZrgj1TbchLkQueAUIuWmV3uS4uRJk63Ke/Hm0gGx6jqCuzT1OmBdzsjhAZUwdHwmowuwY839jgov6p0feaYhQpZjEDmM57qV0trTpk6cNiwCrd1EGti44klHnTs3q4ML7x6b9NULtS+1sHD1/Q8korTzg4xxXgfiM/99XyTQSmlzLNQaNFt/XPRcnfvebhyYHvPOjOoTZE94kGWF1oe/2Dun6v7KUX2aI/KAZsAWND8tPPTGvpr0KzW8VziSW9MATU524bwS7zc1rKeB5gLEGi4OIciRyO/4bySi/GtN+hAMMInyJcBl1EsvfI0Z2a6sd7w1SDXSegL9/NSfspCb7cq6J4DH94pgJ8gxwAwCZ1dWBPTMcQz3qp9NnjS5L/Ijj0KinYeAw7hJm0bu6JT5/CHgEJptwCYUW/Eg1Dkjhgddta2OEyZHI64YCQjJTECI5iGkXPQvwI9rRlXemcFXSJ40uRGSBFfWEo278Mc6TDKcM2J4UJWZTn4mownymS7Pud9RYwlK50eeMZTWrSibPLdF07TUS3YDm3BpT+JsRaJ3LB83MngHCh/iwrvHKpSO/+r5R/witbjaMUYBCR9kjHNW9bVndb+3FRAl0gwNcBTN5h/+eCGkv6sbB98R8860KT4hyJ64uPEtEUDbYhkLFCzcN6dKn1WPyD5tkMhyI6AA9K8LD71ZI2mTKa1oh9zc/5ldOK+4T6m2ngo4DSHKp5n9tiHXESfoD4Afsouy6oLrxYnAlYgmtkGAu1MX8F62K2uatwapRtqlSBXEQI0ZW7NdWYMDdOwKUWWCrJQ6HqnfvRP5kVoR0t3mcgDYrbWu8UU+OWNyV2A8gav0sjfHMbxPRY2SJ012IFFUcOubDyFT9UXIyWd90DZzCUPkBA2RwUDjvnt2IZ/tEXO9H9hlLlZUejuw04yCWstRj23rWIa52DzXyv3Y6kcTc2lcvNbF202QaO4mhAw7rfWaUbUXFTcjv1afGiMRak/y28rs1z4kOuq5bAW2BOPNhieSn81QaI4H9uUM959LRZeHMiIRwmwtMbi05+Nir2el9RFEj19W9Hnz8vEj61Q1vwvveaI5oL96/pFd/jjeNSPGtACK/m/SuBpN4Z996t1haNqitQFYI86uH5a8GFLa9NoiyJ7o0egWA2hnflYK2LZw/9wqkcwekX3iQJ+OjE17gV8XHnrTa/lpb0gN69UY9Elmf5ZlF84vcT6k2np2RLS7l4K2IdeJfcAR0yruK+CPbFdWSBccSTXSGgE3IoVe2lOLVqR1HAuzXVnPe2uQaqQdBzxL4IKQh4CewVpuujoEeSRCWrMREtIauZsOQz7kVsArWutna9q55IzJlwL/qel+aoCNOY7ht1bUKHnS5DeQz8CKGHvqZC0ybD0OQ4ipJ4oQUm1FnUvvxyK24QhxsZYGuOUn1tp6bSG6mFxb+y4y/3fMWkm7PQgJL73et2Zk1RIVkydNtiQSpZcoSpJez8Xz+XDkx+OZQLmNYwlwyBZcSH42IxG5OVmec58jqC4CXR6Y1BQp/+sm0NZa0wr3Oaxx6Z2IznkrsE1p9/eD1lv/zhgdcjKAi+59IhFwfvncI34ZuK8ZMSbp/yaN87m04+yudzVVWjdxl8oGYNf3y14KWtJ849A7Yt6ZWrsEuTR6NOzbCk20+fDgwgNzq6T37hF5c2M03RE5RCGwDPh74eE3q/y7Tg3rqRAni6bAVjQrs4vme0aVY4BrQd9o9lkj47RGglTfAl9lu7LWVPXYwQRTfnEukIp8Hp7X0XpUjJ+zXVlPemuQaqS1AOYQuJsQhbht+Nxi0xeoDkHuATyOEMJfEM/Z9ciFvhmi9/pFa72opp1Lzph8IzCwpvupAVbnOIYP99bATCSchxA/b7Aix4fRHMJNWq3Ir0VYi8znDyMnTwPckeZo83EEQiDL0maHlXqscJdMLsQt+cA8rhXttvp00OyTZ9SbUtvhlE1+raQSK7HucBnLAdxuIaUdRIrt+XJGeJe1hDKSnstobXq55ube5whaolIejhs90YbcGJeOPLcCWitNCywCLeOLFeHfhps8b8Wlre1dfz87JqgufBfd+4QC7F8+94jXLHBf4ZpRY2xA7P9NGFfrll7nnJBuVagDQIm14GG03vrdypcD/j3cOPSOxsrA9farUwIy+9Mjum8U6NbmQw0ULDzwRqUJRI8GN1tVRI9D6zBktu23hUfeqvL7SbX1bIV4rStgXXbR/DyP/zUBrkRrS6eskHHc0kevR/JBfst2ZYV0YZpUI60xolM+BTiOY69z9TgWy7NdWSO9NUg10sKQPK9wb+1qERHAHcF6flaHIBuI9dU1iM/tduRH+LXWepcvO5ecMbkf0NOX+6wiFuc4hj/srUFyxuRo4C18m0gYZu7vCO7IrkUqLWK5E80GhHjsR0iwRZzDPbYjSj1v7Vubz1vEO5qSLhIWtMfiSW4tqcc28/kSRDhnxPB/pEWVNyQ9nxGJpguwNfdeR7WnYoMdx4+YYCBymFZo7ZbD6BLymEam5zPAUaX1diRa5o4+u/RW5Pza+teLD/r9humi+55oBqgvn33EL4mb14we3QbY/3/jx/udGJ7b+fYGQGs8kwDBpTRbvl3zil9/yzfdeocC2r79qn+jyGWhR3QfBcSaRBdg18KDb1ZJCtMjoncioh9uhIyZixYeKbt4iDek2nrGA3bz4fLsovlb5fk0G9AdjZUs3shsswMZj0FkkH8gFUcXV+SPG8yoJ8uVRn62K+v2ihqlGmmzkeBmIGAAE7JdWd8G6PheUaMkPaVUHJCGJBAUAY9rrb3ailQFyRmTb0P0zoHCDzmO4eO9NTATCWfi1v36E9bAYBFXT2mERaYt3fC2HEf19cKmZKIJ8kNqai7NzOfCcUeYrfUR8/i7PJbdOSOGh3wySVWR9HxGGHACcDj3HkfIWzT5AsffNy4SkyybyYRCnHWxtrwVLh0OoDQaOae3os2os0SftwFblWbL0pd9XwUP4KL7H7cD67585lG/ZNdfO2Z00oJx44MimnJup9uUEk2zRJeKf+F617drX6tVgnXTbXfEvP1K4AlyafSIurkpugSZ2Lzw0JuVHld7RPRuDvwLcZ/RQA5a/7nw6LxKk24zca8LMmsjdnFF8/fK/9KaAheiuQIhkOHIrOAO3NPoGqk4+pu5rA5WDWhFMMny5UjEPhm5LgWVXC2A2JPtyupbUaNUIy0TSbgPFF7JdmV9GMDjl4uaEuTWiIg+FXgQmASM90WCHkByxuRAm1gvzHEM9ypyT86YfCKQQeBE7hXBSsQ7jEgYdpex7EAS7zbio8IoZoKdJ5G2tktLUazo9H6OJdR7ckaEbpGWpBcyopAIx1Hg79y7g0tnHMw44Z6nFS7dFJFseBBok0y7dGvkvFKmK8FhtN4KbEebSawuvQPYoazHWu/4c9pjVf4OLrr/8aQvn3nUL6T12jGjG2DolguemlDgj+NVB+clDmsGNLZ0zUpuHQ6j9dZv1r/uk99rsBLk0ugReXNbtLZm3MQZ4/BblTrHekT0VkBHtD4ZGRsLEQu3vxYenVcpN6BUW08bYhfXBJFX/JFdNP8wQKqR1hGJKF+O5BBY16jdlLRT24tUBF2FFENale0KPVcMUy7QFYnWdwKSkOvNP3XcLQTSsl1ZXvlYqpE2HgngBAozs11Zbwfw+OWiOhKLFohjw9nIdLwdiWC+D7yvta6RP6QnkjMmP4BY6gQK/5fjGP6atwbJGZMvBu4jtJMHSpfqtohqaSKdj9ik7chxDPeps0jypMmWhr0ZbjLdGCH4pT/bwlJ93AXsChZZR+ILGU2RAXq/ghW5dztC+dwIWpx4x9iwMshzS0QD3QKXbgE0U9rU4Mtgt8ckzttN4rwDrU1CjUmo9a7Fc8cWf2cXOR5vCoR9mfGoT6qqVYRrHxwVA+xe8NQEv1smVhfnxw9tYH7+hkek2QVs+SZ/WpV/lzfdcUfM21OCnyB7okeD3gaiBbaZn8HhqkgpeoT3ikBuqE8wk+/2A0uBFQsL51U43qbaekaCPgWRyB0FlmYXZe1ONdLCgTMQsnwGMsYWImP+HtwyDAsa8YdfhZs054WaO0aqkRaJvN+TkPE4AZEVhtT7qAEMJAHO6+xEqpH2GHJTESjMzXZlvRXA45eL6hDkDxBD721IUYj5SLKe5bJQqMUWqsZIzpg8Fim3GSi8leMYPtdbg+SMydcBQ/zTnYDDsoY7iEQddiEa9K3megMymG6vzfLcyZMm2ygp92iG24oOjpV7HMJNpK1kwL05I6pfyKQsJL6YEQN0QLNz7d2OkM4grys4aejjSsmUeHO0bgG0NIlzC2URaXm+GS7R3yqti9BafMlNEh0egSo8rNfgYptFqP/IetpnwYDSuPahUUkLnpwQFFKL6uL8uMEKaKuOlWgcBbZ+vWlGub+/m+68I+btl0KLIJdGj4jeEYi/sen4ovcvPDKv0lX9eoT1aohIBzojY9t2YAmwdmHhPK9jV6otLQLJEWpmPuXMLsrKNSUJ3RHieDoSWbbyZ6xZxrJwGMgBcpHkvw3A+mxX1q7Kvp9AI9VIa4hEmFOQme/2yPuvq6Q5AhiY7cryepOWaqSNQQrhBApvZ7uyZgbw+OWiOgR5E3L3+Q3yo7E8fPchPy4X8IjWusb2W8kZkychWqtAYXqOY/i73hokZ0zuC/T2U3+CHZZbxl7cCXzbzfVmYDmwydfR54qQPGlyJCWj0tZiK6O59YMoxINMW9tlVUNMfDGjE1IOduPauxy17kJQD9+ja/9HDFw0V0KWLdLcwopGK5duYQtX8UVHtIHWQihc+giWhEOSDC1CvVO59C60eVOm9Z7fPpxYpQvwtQ+NilSK5u+PneDXMuf+wAUxA8MRvbkNQMnnKb87rbd9tXXWwbpAkEujR0SvaKyqfoJCIH/hkXmV0rf3COvVEugKOgkZu/YjAYkVCwvne9WEp9rSEpGSzgawC82f5r9ORsjyvxAyH45cy8OQa3lF5+0+TLKMB3EGtoSCrjnVSItCIszHIdH/9oi2uyElHZ9CEeHA8GxX1t/eGqUaacOBC/3TpTLxQbYr69UAHr9cVIcgt0KyZCXqIktLrKx1uSPrr2V6rUZIzpj8AvKjDhQycxzDP/HWIDljcqBrmYcKLLs5K2HEIs7bESeOVcC6miQS+hLJkyaHUbZXcySAVroRNuIAF4U6X2m1HxlMrei6J7HelzPy/lAeaOsBXDTyscZFhTpqz/qjGreEo4XStDQJdXOTUDdXLt3YwxFCA/uUS+9Gm7IgrXfhEumSEvef3Wi9G83ORV9MPgBw3cOjYjH0jvcfnxgUv4naxoVtBii0bglER3UJa3Xw78KtSIlogP1f7ZjtF4mLv9AjopcNTRzuZGsNbKqs/rhHWM+GSACpCzKD5kIkcMuVZp2nd7InUo20ZggptKQYy5BxOAUhy2cgSVvhCAkvRFyOwqh80a4juL3RrWWbuWwFtgWrZMPUMrdFSHMMIuFqYa5bIvzHRfCXxTaA8dmurO+8NUo10v4DXOqfLpWJz7JdWf8N4PHLRbCXmn4ZuasLBGzA2BzH8J+8NUrOmHwnYjlTj5ohHJmR2IkM1haB3gL8DqyvTdlGZWD/b0Y4cJKSWZPta//jWFW6TfLEZyI5thBKQzwLaxyLImCf0u5INbB3zaj7g0JTXQ83Lh71WDxQ8MWEx7wShdOuGWWY5bybonVToJlyacsBQZ5zSYBByf8boLV1dhw1yfTuiCbKOLLbtRbYXSoqvVsJwd71v59eCFSl0VpD2t23x2S98HJxBPnCFv0amjcflgzG+lchms1f7p4TlGSrqugR3isGzIIl8h53LSycv6NSrw3raQB2pTkOiEfGnJ1IAt7K7KL5x9gHmvrkExHyB0KI/0aS2/6FSByPMx9HIAGAPQg5jCrua9VhFTcptnJExvxjvPGzXVlBUw011UgzkEBgZ8SJpDFCmK1x3nrcCHdNAKvoVyBQoUNEqpE2DLHtDRS+znZlPRPA45eLYCfI05GTMRCIAO7OcQxf6a1RcsbkQE9P/BNgQ6LO1jReDvBzjmP4Ln8c3P7fjI5IROEwsNT5H4dPq/clT3xGAY2UPoZYlzZvlx+r+AdrJEpTklSPcYRc9nmo4eLRjyV9Mf4xn+qDu6feH4nWTU1SbZHppkY4rY0I2hbtcdmAZub/m6C1oaxLrtYHkGnzXWi9G9ilXHo3sA/NPrTeC+xVLlMGp/W+H5dMCWpCmXb37W2ArVkveC9cclGzW8LQtMH6rbivZxqtt3+5942gIVfVQY+wnk2RqKUFiTIXzq+sy0VzhOB2xh35zEe0xGste7ji9qLTPd7jmAcQaVxzhEifaP7fIsZ7cXvxg8woS6Ki71CESDlKF5SyZuk8i10dLm+7IjcHX8KsAtgYiTzHIZ+nZ32C0tulnwO5GbQq71pra9vmsbaZba3FKp9uA8Zlu7L+V0FfBwA31fxdVxs/ZruyxgXw+OUi2AnyXCQaFwhEAANzHMO9agCTMyYHWuD+T4SlWdyCTCmuQ6Iev+U4fJN4Z/9vRhIysGlgjfM/jqDTQ3YclxGBO2JhkWsr+lT6h62h2JLLKj6z19zev/qhEXW2cqGvcfHoxxoB0V+Mf6zSCVc1wXWPjYxVht7+3iOTDgOccc49Cq0bK5eZoOpBrNG6GdDUJNhyXmjdCLApF24CqfVBYK/SJml26X3IDEaZhNpc7/1+9VS/zGqk3Xt7ONAk67mXqy2ruKhxH2s6HADl/kW4gG1f7HsjZFxCLPSQMtSWRrZYuQ0ULCyaX6EUJ9XW03LaSAaS0Lqx+a+tiF9+TrYrq/i8TjXSohFCbEWYDyER6UaITKM0YT6MBDF2m9suhMi1QiKu1Y04+wJWlVqLNFvVa11lrK3tonK2wU1OrcUisKWfs5V6vqw2pZ+zSG9N8Ui2K2uxtwapRlpvoEK/5FrEb9murMcCePxyEewEeT4Vl3CuLRhAvxzHcK/TW8kZkx8jsBYp9RDYkEH+d2BBjmO4syovtr9UXMyjKXLByXXeWfeq3XV6cpJCflMWoZYy5uI04Dkg67LEIMqlLZ31AWA/Wgg2cGDV46OCdzDxMS5+4LEOwOYvnn7MLzcW1z8xIum9RyZVO2p95qnpUcpFY5MQNULrJsishTx26SYmobbaNFYuGgE2D1INcES5ShJpTJKtLCLtsgg1+4D9Ssj4/m82lO9aURbSht/eLmvyyz5PUry4UR/DtKTzvLYocxJcI8Rp6xcH3wyJm8YeUjgklpIVUF1A/sKi+ZV6D6lGWhvENzgJSSQ0kJvoXIQ4r8t2ZRWZSW3HIQl9IJ/VOnO7s/m/ZHMfFjSiR16LFK7ah1vX3M7sewyBC4bVZYzLdmV5lYmmGmk3AIP81J+ysCzblTUmgMcvF0FLkJMzJitgKCWnHcJKbZc1NeFZUrn0XZvLY6nojWugd47De+W35IzJTyGZwPUIHhQC/8lxDPdKcO0vZVhRkAaYySrOOx1VKiP7T0TKYxOisEqUa5NgQxRaG57tlMtzutvjHy5dhEmwlRDsA8D+FeMfCAlCYuHiBx9N+uKpx/1ixXb92BHRQJP3Hp7k15mMczrfGm1GoEsSZ5NgYxJsZT2Gxri0SaxlH8V6YRdHgQNm9PqA57ZycQDrxkskIwci4m3RR/KK1gMHlfkccOCr7XNqNWnx4qibTZcNbdlGerpsKLOfW7847N1qLZDo4Y4UN7CeU/IWtmcXZe2szD5SjbQmuElzPG5ni82IW0U+QnzbIcn0FkEvNNvYzNclA5ZMzfMmfC9SoMoJFCCa5MNIhLYpIk9oaa6bm+sWuO0861ExJme7sr721iDVSLsSqLAkdS1idbYra3gAj18ugpYg1wQmubYhg0OEuTTAPR0tF/fyCbf1mskVTdknZ0weh/z4LU2Qp15I4ybjlSHl9ag+bMjgmgf8CcwqbSdnfynDQAb7DshAvQdY6rzTt5rienhH5zFPG5i/QeUm2NEehKQ4pUV5akotwi2rI0rrYnKNS4j23y884rff2MUPPhoNNPriqcf9IrW4/skRccDW9x6aFPQ3EufFD4o2I9KNlNZyQ+UiGvmeZe2xrVzmTZbMZkQD0UZDFe3aJ3ahyvM65cI9i+FJtuGAcj8+iMv9PHAEsR51L5ojHo+PfLn/zUqdOxc36BWFSAbCMMmzKd+wyN8eYPvCI/OCbrxPtaW1wqxA6fG0C9iYXVRx9TwzSS0Gt49we9yR+F0Iad6EXP+ae/zviPm8QsbfZHOJ41gpQREyG7jRfM1GhEBbjyNwk+UWlEyMs5aGpbb/qaT6pWxX1mfeGqQaaecCowlcImFetivrPwE6tlfUSYIcCCRnTLYKpTTwWEchP1Ar4hbJsZHvsHK2PSPm5emYvOmbDI/FU7zv+Ry4Sz2XtfgaymNderv0Y6sPhcgFbB8ylb+vjGU/MoD+6WkTZ8/MsCE3L1ad+SIgF80655311e1CGcfdNzZCCZESgu0mX+JyUJJMF2tvPRLbXMAhk1jvt8j20tfHVol8XvzQo3HA1i+efNwvpPWGpx1J7z6QEdIFRCqL6wcMi9/50aG9QLTyJNVlkGmPNg092kUjY65lt1fyACUfaiUFTEqSaPG6PnzMost4TkjgYaW1zexfoUnCjyAzVEeQ8WwXsHPh0flBEYFOtaUZSBS4ocfTCulvfnZRVmVlGs0pSZylsqLofS1yHG0+3ot8A7txJ6PFIIQ51uxPWaRWI24XG5Eo9XbEqWOHx7KztIVcqpEWgZs0W+so3EG00uuynvP8nyVJK50YV9FizbKV1b4sFCLnjqde2tJBewvAWdsfZbuyPi1n39Zn0xUYT+Ut/HyNjdmurFsDdGyvqCfIdRQeUXTPrNfSma9hlCT0ntFzi6SXlURg7VNT8ofqKV+xnrd+dEXmtrUU4f7hW8tRc/FMhjgK7KlM8p09MyMcd5UkzNeudqbXF++oR0mceOsjCog0yVZDpXU0WjcEwj0q6klja4h0aXeil0nAldY0aGLEHt7tKsCljwKHlOYgLi2JQBLRPPTHe5N8QoZueNrREGj07gMZm32xv2BGzxG3t5s/qWYa5Isa97E09w3QOhIhzA2ASLTHNjRQpf8Pkbh0gxKPj33tMcRGebumym2/p+TPGheLOHaMPGjqvI94tPEkTKXHztLPFQKFSpfZxjMQUuSx7fLYtiGyCBvu6KLVZheSJF0WSSu9tioKtkWS/doi0glrJskijVby8B6EAO83/9cEN3GOQ4i3Z0CFMrb34q6eusvc3u2xvQ93LoVFUD2vj9VZ1+S1pfdRWlJaQr5WBczMdmW9461BqpEWD0zl2JLj/sKObFfWgAAd2yvCKm5Sj1CE6RlskdOgn5KtKuyZGQoZdJOQKTaQ97nKme7wOqVUj3ose/UJa5r+IOLDWm1c/PCjUY1jdNNtyw9vR0hUlLluYW43OPW6EWGeEhGPCLfMlmhdMurtjnhr4DBaH8TFIeBgy5ONFhf0uWf/gQ2u/b98+2LdjXAYNX9rX+59Q+OWWfgcFzfoZUUWjyXXHuS7eK0IR5cgPt6WaIRIRuAmS5Z8zxNFyNjnz3PBCqaUvkHQuKPl3mARaHBHZ63PytqOwG0XZ5H7o8hv1gqiGLiDOp5LZR0grH6UvkmpaO15ExDMRUNKW4WWhYMEtv+V6WNAUB9BrkfQw56ZYSBR4STc04AuJMqQ40x3eC2zWo961DZ6PPJIHIqtCx9/wqc3o90vvlch0c8oXEK+ldaRjRJU8j6na1uJaLdbPkK5z7mt3grRYnelXPogHiT8x79eDYoCNT1H3dYUODJ/wishZ8dWm+hhS1OUJNLNkMislVdTUrKniyOSMsMhu6mKNVlVrcssqYvnc1aEVuMmz9axy4JnhNia4bQWS65oSRahJNE9RMnZSOs4nrOjlnSxNHQZ68o+52kH50m4PWcGrFlRz9lWT6Jdel9lWcxZbQtx5zqVjqhb721htitrfhnvsxhmZcW5BI4k78t2Zd0coGN7RX0EuR5BBXtmRhQyjWbH7ZlZhHhrLnKmO0La+L8edRMLn3giv8ejjyQhtlg+w6IvntO4fVuLccP4+9c1P5Hod0Y+U60EwTNPud3SyUrEW1wo2gKRZ51wa5gytdye8hJAFUtMip0pLDJeop31OmXKDbSp5RUtruhyjyqXPuz5GDj8zaZZxRGb+RNe2d1rzG0xSISrHiYWFmVZJNMimrsQJwiv6GFLk8IV2u1sYaJ0tNV6XAimFzYcyHZl1TiaZhYiaYWQ3LKivEWYlVSzXVmVJmypRpoNcb5og1w7EpCgSoz5vEXYFW4N9G4odtGxotLgljt4Sg4tr/lG5fTbF/Ak7NZNTU1RGd/p2so5qixq6/OsMeojyPXwO8yIcFuECLdDBgLrR3oAyYRe60yvrwpXj9BBj8cfiQYaLXz0Cb+4Wtw48f4OKDa+M+KZoC41fV78QIVLu6N3WkiHsp7THjkQHlaBygUR8UbLI3lFO9zPFV+v1DGXdLmWKeu1JkR+4E7Ak+l/V7EMoHj5cv+bQZE0FywwSadV1TOa8olM6eePYBLrbFfFzhhlHLOluVjyitL7dyEEd5d5jEqTGLPCXRPcmugYJPreCnmfkZSUyDTArRc/grtCn3X+WFFqOJZolk7g84yoW8FJzyh6We3Le856nWcE2rMP1vJxtitrZgWfSWPgTQJHkg9ku7J6BejYXlFPkOtRKzA1wi2QO/o4ZBrQQhFuL82NznRHUEzp1qMeNUWPxx9pj9KbFz4y1i/n9I2T7k96Z8QzddbVoteDt7Wb99Qr1U7Uu6hJH4nEaV0yCdlVPNVe/LzpPuGeqnZfHEsSNDf5PiZRrJwEPY99HvNcWdPx8pz4hZeepq/oucKFRVkBJfqmY4RFrKOoOMHM01HJhRBQz/LRhzxJsAfJbWYeo6z9e36+u4Fd2a6sKkvxPI7VBIlEN0fIu/X+GuGWeliLp3Wsp2bcUwrh2cfSLhbluV94yic8X1OW9MM6Sz/LdmVNq+A9NkIIcqBwKNuVlRbA45eLeolFPaoFe2ZGU+Su21qacOwPdCdChH9zpjt2BqKf9aiHP7Hw0Sc29HjiYZ9LLcqF0ltvzBje+h3H5K1+OZ6/cWycuEr4cs8bFnGs1eIi1UWP8J6e2t6KXA4iPbbLbdfDlmZd1019eolDlhUFLssRojLty3pc0b5K24t6bluPrRsZq5ZBWKqRBiUjnKVfU3rtuR0JhKcaaWGUtNw7avbHVcbrC6GEj7YVCbecMKD8qG1pcmt9d5akyUpCLP39WW4VnmS79PlR+rmKvovK5ETUR0nLQT1Brkcx7JkZEchdclNK3jVLZaySg8AexMx9K7Dcme7YE4g+16MeQQfFlh5jH26z8OGxtS61eMcxee+NGcOb3zR5uO3t4ZPrnkTACF59oi9geiHXve+tApiR2cr4CJf1fGXbenoOR+D2PfYkqkapdp6kto3Z1nqd5z7LOrb1PB7b1vXyqMdzpZPzPNee78PmZbGK1HgepzRKR6zLg+exA4HqWtjVOoKWINszM+KB+3CfWJ4o747Hl3dCu5zpjvEVNbJnZlyOTLuUl+Hq+QPxtInxXPBoX9Y2lPTMLM/z0jNr15o+jMb9I7cIb+lpKetYhxDia3lG5prrPc70+sIa9ahHZbDw4bH7Up98uHnqkw+HZT80ttb1we84Jq+7afJw/0Wt/Yv6cacOwpRMhMx3m2qkReO+flpBoyjc11d3QZqyo+hWmW7LhcL6v6ee2FOKYS1FHuvSbhalJRplRfJzKvH2CoE1BO5GzUg10pQvkkB9jaAlyMgJeBxlE2R/IL+S7briLkxRGp7TSdYdoWcp6vKmSazXep70Cvf0isZdvekQx5LuQ1gleN1tDiKJE9uRcszlZQhbJ2kYorVqAWDPzCh98loV7iwv2UPAwXoiXY96QPZDY9enPvWQX6UWNz17X6u373u2Rp7OwQZlsKv3Y7c1f+uxV+olWvXwGVKNtCZIYMtzprQplHD4sK6/GrnGWUVM9iLe6cXXvmxXVlBKeCqDbFfWUWB4oPsRjAhmguwiiO0/PGCRX8+EjrLE+IqS/ocWQS3LD9Har+facxokgpJ3rp5JAVb1O4uMe/ZT444078etp9qJlOjcjgwAZWm9Sm9b01Ylqu+ZyXmebUsT8fL2Z71Hz9KtFrGvzGsr0qR5luj09JYsfVdevDjTHf+4qc96+BRbU596qFX2g0/WOml9+75n9970/H0tbnr+vp1v3/NsnTlv33rslUO9n7i1eaD7UY/QgYeVnOVO0Qy3I4aFfch1z6ratxJxxAhUNbl6BCGCnSAHEpXVxZQmgRaxL03eyiJjltm359pbtrJlSWSRR2ttbVv2MxbKusGwjNZbIhqrVuZ2F2QgiSrjdVb1ooO4E++2IXfS2811Wf7ElU3+8NyOwG2z0xC5yy89uFmvKZ1lfhR35PxQqf9ZU1nllc4+xgTftKMrnSlcAkbJtPXKSn+OaWfIU5Xal6GK25Z5XtmULpf4G+7/eZrWHzWUPgocXTrsgfoZAB8h+8En96aOe6h56riHbNljnqx10vr2Pc/mpb1wX12VWtSjHgCkGmmRuEtPt6Wkw4NCxv9tyLUpF9gZjNP39Qh+1BPk8lHZ6LVntNibVYsnKSurwpCtnNd4WruUrmjkmQHruW9P8lhWtNSqMuSpXS697RnttqLWTZFB6QyEwHpm1lrRX4uwHzX7cAS3EbtnRrBnJF2Xse35XOlqRKUX6z1h9rON2afySoda24fN7f0Iyd/rTHeETAQh5eUJnudOmSS/jOfDcCeneFbdCgfCT3rtaQXgQcKLYSvF2Q1V5mMt2yV/vjalrZtAi4wfAY4a6BIEHThiU7oQOLqw31Mhf1HLHvPkutTxfpRawPa0F+5rmXX3s9v9dLzaRyjMI9bDp0g10kp75UeY/1LItWQjsBr4oSoFRepRj6og2AlyIIfGyh67KRBfC8e3ooMVtSmLYHqK+0sL+S3S5GkxY5UoLb1YrysmN7gtcvbiNk4/YraxMoSjcVfw8awIZEU0y7qpKC2vOFyqz54ErzzddnVhEU1La11eidBCKCZ3+4HdhuIAJSP7Rz22K/P8EQN9dM0dI6tconjV7aMsyUxQF4oAOHvGo5aGPryMxUog9XwurMfsBw2LhBevcUfsbSX/p0u3tblfU3Ifsi6yqRLk/Iih9BHgkIE+BBx+7fr/+qps9LbUCQ+2zB71VK2T1qy7n92d9uK9CWkv3rsz667n6olDPYIaJhFuDyQh11LP68EWJBdoiamTrUc9/IqgLRRiulhMRUhEILDZme4YWlEje2bGvUCyx1Nl+RJ66n89CVjpOusVRVEtYmVFaD3JlycJK4uYHUGS6Ko80JhSg4bm0shcmptLM3NpjjvBoRDRN+9AJBk7kbv+cPO1nlWZjgIFwCazj5Z2zFNaYX1+B5Gps22IvdwBvFvh1MYSATocM7lDCbmzbig8/TsjcN9kaKWKnztGuuMhr7C+xyNlLEKmlcvzHLA02sVJkobSB8v634rbxoRsEklt4Ja371U2pcOBCEPW4YbSDYAGBjoSiLQpHW4o7RlRx1DaTcCLiberNPnGpjQG2oUQ70P5Wxq1aNdqn7NBmOsQcMhQ+tCYHnNq7cYm7aV7k7LufK5OSC16P3VrG2DbWw++Wk/4QximD7HdXCzXBxdm5dRsV9bugHWuHvUoA/UR5PJR2TrojZC67yEBe2aGFf3cV2rx9tx+RH5QqUpE9swMGxINaIabSMfiJtRNEKJYhJDnONyRbStTuAghzuuQansue2ZGJO7CJInmfjzlJHuRqbcCZ7rDL+V+K0Ji5qRGQHOti28eDKW0VW0pDLBpOdcKgQNK3o8VRT0mCdLjcQPEYcSK2pdeWzpuA6DLK+O0ofQxriMIqT6GUBtoz3aHTOLtQcRdh34f8mjIyFFKY85Nz1nyH19FiY/BI58OVJjlauPa7Nu+YXPjTontdm8xn4uc8EXfMAADIeE2pa0ouDKJuDafV2Y7zyi5MrXmh8zv9bChdHH0u0lk+509M+9pMT/9+R2EOJTBduQ3HxS/6XpUjFQjrQESFe6Ae8bvKDKef1efDFePUEAwR5DbALMInM3bPme64+aKGtkzM0YDZ5XxL88pek+yX1pnDO6ooqdEQpd67OJYjallF2etSyeUlU768oxQVweHkMSHHeUs24EdznRHpUhHqXLUbZDIcVvzORsSsTbMPu9FHDc2Ab8BztIuE/bMjMaIXi3G3IcFK/q8URa93Zk+IqhO/OQpE6NxE17w+I5USa3vfmDbmttHVSrpq8sr48IxybKhtFXNqQSZNiOnnqQ60oqilnqttUQZymVDvpcDwH5D6f24b6gOeD420FbipNWuuM33A54Mqu+hNnHJpAebAsbnI57a6Yv9zfjhegNoYH43DQylIw10AyT63aBgV3Rcu6b7N4fbtEZItxBujo14HyNLkQj4YeR7OuCxPnjuyV/7/Tu7edytMW+OeXWTv49bj8rB9Ak+Hkn4BpnxWgtsyHaVX/ratSnFmnkrK2+itLTOmp2zXuO5tnlsW5I5z7Wi/Fwcz5k6z8feSnwXAS4jZtU/Zvz6JyKYCXJjpD54oDp4BLipIl9fe2bGnQhBLitRKhDwrAZUVmUhq3+WRtnz/Xm+xlPva7UvQ5NbvO2J/ZQkzdspJqcUVKXstFnSuo3HEgd0RMikRiLQ64BFSEnrA+XsJxKJYseAbkHJ2QlrH/nO9BFBbZHV8eUJ0Ug0rXj2xyNZTmM6i6y6bXSt/m5Off1xG269eUND6WjcMpxoQ2n3Nrqh2a6RR7toQ+kI5MZlv6FcBxAybRHrYtLtQbaPee7TPpOC+vsqjUsmPZiA0us+dzztl3Gt55R7kubf8Xy1pBZfLb4oEvmeoj3WUTalDTiWXFta71LacJBZCk+SfcCm9MEuKT9X+jO4ecKtMW+OqifIwYJUI60xQogbI2PpAWB5titrh0l6O5hLS2SWtaHZtpHH2iq2UV6COpRMOvcM/Hh7XFmUPmbpoFVZcsfy5I/VXVtEvXSCvGfi/BFKJtFbie77cSfAlyD5RsyqejmSDxDMBDkCmE/ZFl/+gAZ6OtMdXrWb9syM/wCX+KdLAYVVna/0Yt3FWwOLVcjEs+pfsWsB7gS/TYiEYqPHeiMSga7USWlKOWKAFOBUc21FYLcCi4G/gA3OdEe5XrT2zEnNkETLWPP9WMffQbHEY0RIDDgpr4xvjNw8GKrk9cK6gOxeeduYXQHo2jE4Z+ZD1ixBtKFcDYGGHmQ62lC6EW6ybRFxTwIebep89xrKtRc5r/YYSlvrPfI/vRfYa6D3AHve7vlCmTdR/sAlGQ8owP654+m1/jhezyn3NMUgfP5tzwekgMiS5WcpZJbCk2RH25QutpO0JCaeriie2zalWbutUbPEVvvyLYINHDBnJg7GJf0RnBexOoTUsLRGwElAlOkvtRdYke3K2gvg2pTSAOiLFPdKQCR21uxpPXwLz2R7z6RGz3wm67r7rRGz6hVvO3NtSokFbkaItnXNPkLJ67dn8bG9uEl5cc5MXYymBzNBVkAWJSvb+BMG0NeZ7tjlrZE9M2MYcLVfehQ6KItMNyi1WBpQzyktq4DJBqT05TrAiTlVV5UqffbMjATg30i0uRVCsLYgCX4bzX3mOtMd5ToL2DMnNUeIczvcxF8jEfF1SrF57R3BJdWoCJ1fGdfMUNozW1xEr6Jz1cCOv4c9WCmteTDgijccEUBDQ7maAI0NpRsDTcx18WOgsYG2HkeZEeu9HiRa1rjJtZtoC/meeu1Un3zXl0x+oDnA58Of9onUoiL0fOWeBKX0hnm3vhBS0XZPDHlucOwjVy/Zbd4YRSE3U1axJMPDj9zScxfnJliJliYKze/e03pyv6H0wWYd/gqp33JtIzUsLQbojNtbeGl2YdkV41ybUq4E0qknxMGGT4yYVZneGrg2pZwDjMH7d1d6dtmbZMWTWJcOkJVFwLcYMaveqd7bq10ELUEGsGdmzEUuboFABDDQme7Y6K2RPTOjP3CTf7pUp2DjWNIc6bEN7jvXQ4hudS2wAlgCrEJ0yJVyZzBnJDojhNcqoa1xE9+dSN36XEQGUu4Pw545qaVSxCN6aeviu998bX6okWYLx7/2lKUJbwTHaJ8tV4atS4c+HNKOGD2z7lKGckUjBNqTWDc20E0wCbabZLuaIPKQo5gk2iLPyoNgG8q1G9hloHcBu569Yk65n9Mlzz6QCDg/v88/Uoter96dNO/WF0LW1eLmjGHNgQNvOl6rUXLXtryTbeZ3b0l9hGyLjtszIlfa97v4edMO0DOZeS9woGH75SH5u7eQGpamkDGyDfJ+NwKrswsrV2TDtSmlB3ARcAKBkxjWoyQWGDGrpnpr4NqUcinwHz/1pyysNmJWBWWp62AnyNOQxK1AIAK4y5nuWOWtkT0zoydwiw+Pa2mbPK3fyrKEK6sqX0Vty0p+KF18pKw2VgKEVdbaH7CcGjx9lS29GritzjYjxHQZ8DPwZ0VRfygmzMch0WEQacUhxGmjHW5D+rVK6bVA3to7RpSbMJo4ZVIUkrVtOXJoc3+5wIZQJc2eOGnqWAOJxkepUv4yphPGlsWDHwn591kebv2/IREGJSPTyh2pbmIoV1OguYFuZijdDLGO2wPsMpQuJs6G0ru0ZveO3Q2j2rbYsxzY+XiPt2tV9tHrtbsbA5Hzhr2wtTaPU5u4OWNYzJuO1wKuQ96/4bgISmppGyPykfJIYfE0uKF0aWK9r0HsylpzUqkIqRFpDYATcRGNXCtWZRdm1egccW1KaYkQ5XjcWuRoQsCvvQ7ibSNm1UxvDVybUq4DhvinO2ViuRGzamQAj18ugp0gv4LoQgMBG/CwM93xm7dG9syMAcCNuImopb9VlF8yukQmbKn/WaJ8z2mJsnS8BxDt7lZgtzPd4ZfBx5S+eLogWM4Gntuej6MxPYPNxZrybkT1bPw8SbO1tjw1QT6fzUik+Vfga2BJJZItGyCEua351AFguVK6NW67onDke8oz97927R3la5MTp0yKBOxKjPAt0nwEkY2sz/Xy2lBDt2lPNEAiTyW0z4ZU0Nv626DHQjrqXB3c/0lfw4xQNzOUbmqgm5vbzQzlalZYZMTYDFcTm6GjDaWjTXmHkGllkWnXLo4l2PvuO++jKg/cvV67uwOG3jRvyIshWXShz+Rh7d4Y/prXGb1gxsH8LjZTIlI6We0YGaHNLQuxpCIHODZqvT+sXdWTsVIj0hTQBZktOgwsyz5StnTCF3BtSolAosonIqTZU7ZWZ8bAIMUcI2bVPG8NXJtSeuHbIF9VscSIWfVQAI9fLoKdIL+A+N0GAgqY7Ex3fOmtkT0zIx243D9dKgHLL9eqQGfZZ+3lWD/jXYimN8+Z7jgYgL4eA5NoN6IkabaWprgLhrTCTDrzsjtFSdJsZU1brzmIkNK/gP8BXzvTHRsq6F8UcLLZlyJguTPdUZA4ZZINSULpjBjeG8jnuxJYsfaOEfu87TdpyqQI83UWaQbYhdIrcm8f6fW1oYjTpj+mKI46H5OEte+XAU+EvE9vTXDJ82MSP79n3NrHv7hRGehGFBNo3Uy2Xc2Kn8N6Tjc2k9VKEGmTQO8wlN4BbDeU3j7szIUlopO9Xr8red6QF3P8+BZ9hj7PDWv3xr2hS5Cri8KNKdb4Vjpq3ZAKqopasiBg38J3mjf4akHz1uvXNDiweUODP7OPZPlFA18WXJtSGgOnIcGHlrjH+Za4o83BS05CB68bMave99bAtSmlH9DTP90pE78YMavGBvD45SLYCfIk5E43UHjVme74wFsDe2bGYOB6P/WnJghHopc7kSQzqyLddoQ851a2EIi/YVbyswbR1h5ra7sNpm7WA4qSlf8a4y7+Uoi896XA98DniJ65zB+DSea7IPIJkMpPK6z2iVMmNUUIc2fzWIWYeum1d4zwSsQBkqZMaobSnc0+gnxPObm3j8yv6LWhjH/NfKSh8rDc80i0KlJKb/mx31N1fkr2kufHGErR4bO7x+VV5XXPf3dFNCZxxiTSJoFuYSjdAmhpKN3SUNqGB2kuLFL7jhSGHWwSeSjXUHq7+b+dN5/+XdAn8P1TCXJNMPXe8xrlLo86o2Xbo407n3Lg4BU3b9+N217NQlnVX4twOxaUkIQYMatr7VxxbUoJR5yJuiCzea0oSaCtMTLoz9cggAKeNWJWfeGtkWtTyjDgGv90qUx8Z8SsmhjA45eLYCfITwJdA9iFmc50x9veGtgzM/oCvf3Un9qCVcltF5KYsR4hgb8C653pjqCfBjP9ktvj1rxZ2608mjXgWA9O62KwGSlAko2877VeCHMsQoYN5KLxp2eyoBllTqQkqd4OrFSKlbm3j/CqOUx6eWI4Ur48FoqvXhuBNTm3jwzJ6fGq4KzZD9qQm59wS65h2X4ppXd923d8UN7IVReXvjCmJYqjn901bo+v9/36/y4OB5obSrcEWhq4Wh44Ep4cFX40PNzmaoYQ6WaIV/F2g+Los7l2FT++ttvPAf3c+zw/LBoIf+Oe1+pLEleAS6LTEoC2uDgM/PX5oawq3Wy6NnWyUTK40MhjsQpTlYZGiPRu3BVRdxsxq/dX932U7FOKQshyZ2R8b4mbPLdEZvvCCVxxsWBDGPCAEbPqD2+NXJtS7iKwVrULjZhVzwfw+OUi2Anyo8DpAezCm850xxveGtgzM24EBvqnO35HGEKa8xHrtQ3AHwh5DHrSDMVSCYsst0f0b8nIgGpdBJogJbCjcA/ym4DvkOjyIme6o8xB3ixoczJCvo8ieudjiE7ilEnNgS5KkYIkIO4C/gRW595esRY5+eWJMYhlXYTZx71K6b/X3DYqYJ6+gcB5c0c3RVwmip9T4q6x+as+E0M24nzpi2OSPrtrnN9cJnpPvyv5rUFuqcWbv57byFC6pYFuiUShzbXL83G0KekoTaR3uKPRru2pJ/5Ra2WE+zw/rN0b99RHkcvDJdFpXZDxLO/zA1mb/Xls16ZOCiHTTXFL5ZoiM3memmprbY21eyhJqvdUNUptkudGSGAiCSHN1tLS7E8UQuz/KQS6ATDIiFnldSbStSllJHCuf7pUJj6syKs5UAh2gjwaODuAXXjXme6Y7q2BPTPjcsT/8Z8CizSvMZf/Aauq4lEcDLBnZrRCCoukIBGJjrgH92bIgGpDnCh2IJX6PgB+dKY7ytTN2jMzwlC6m/nafcBi5x1lR4uTXp7UFCHWnZBBexPoJbm3j1xfmf53fGVCYySpsCGmfzGwYs1towKWER8oXPjGSMNQug2mhEYVV3Jj1+e9MkIi2nzpS6NtQNxnd45f54/j9Z75nyig2VsD/ltpsrlg8Rk2Q+nmQAuTSLd0E2nrsasFUGSgtyEJxFsNpa31FmCbofT2c49bWq3xou+Lw9rNvaueIHvikkZpCkmAawCs/HxfVkic8yah9gxQWKTaGnuhZHU7K1nRItPFayNmtdebMtemFJt5jPbm0gw3gW/msY7GHewIqWtaGTCAvkbMql3eGrk2pTyG6MEDhQqdNgKFYCfI9yF2MYHCJ850h1eTbXtmxhnAo/xzNVE25EK4BvEm/t6Z7gg57axZlS8BN2k+DpFINEcGzkjkO96FVOhbAPxQ3nu1T5kUDZyCkLatwN9OL1ZvSS9PbIvIidqbTzmBP3NvH1mpCmgdX5nQQim64Lbh2wisXn3rqJCI9NcGLpnnaKrE19hTonEE2PJx2rNBN/Bd+tLoVigOf5buHwnJzbP+EwvseLP/f33qYJC97JRoA90aaGPeuLQGWhuq+LkmyA2dRZ63Gbi24ibUW87ovLzMZOK+Lw1rN/fOeoIMcEmTtAik3LPCxV+f78uq8zfHrk2dGlKSTFuE2tPJCNwR6oOUItPmep8Rs7rEGGBGoaOR8zURiT438ziOdSwrGg3BbV1XCKQZMau89tG1KWU84jISKFTotOENSqmbkBvEJ7XWhUopm9a6yOP/xwE2rfWyKu87yAlyoBwiLHznTHd4FY/bMzM6AK8jThL1kLvWjQhZ/hkhkcE8iJQLe2ZGM6SE9anAmYieuDkyQBYhuuI/gXeAL8pLcrRPmdQK60IGuc47RniNEie9PFEhUpCuStEKGehWAUtybhtZKReSTq9OiAE6gbaslPKAdatvHR28P3g/4Iqs+8KBNgbiWWtGm7VSeuv/3fhCwH/Dl2aOTvosfbzfpBY3z/pP8pv9/+tXV4vvlp8UhploW0yacbVGkm1bG0pb57xFoLdY26s3t3TFNd+zslGDI9tP6Vh1i7O6gEubCTHWLo4Cyz/fk/WP/BwqA9emTtGUJLfWdiOO1VFb3vdlEerdluzDtSklDEkYtGR7TctZGuLWRAdi3N1rxKzqU1Ej16aUQLqFAbxixKz6sLovVkq9gBQ6mQg8obU+oJRSCCkuVEq9ChzUWt9T5X0HOUEeClwbwC4sdqY7HvbWwJ6Z0RB4y0/9CTUYiGvGUuBH4KcQJssKkUOchpSwPgO5yDdCBtXNwMeILKfcO1X7lEmJyMDqApY57xixq6JjJ78y0WYeuysSudgK/JJz28hKGfp3enW8RbjjlSpOSvx71bDRAbN5CjZc887drc1qangkBu575/qX/PoZXTpldDjQ9rM7xlfofuIL3Dznzkig5Zu3vBQ0sz4/rzxOAU0t8owHkdaa1kUuo0NEWJGBFYVGe0afi7dPSl5T5/T5lzZLO97cXP7ZrspVuPsnwZRtlK7Q6rlYCYalo83WYyuRO5qSiYkNzddqc7HqGRxEZhV3muvtyPm3TdqrVoitZwvKJtFWsriljfbld7rJiFk1rKJGrk0pgSzIZgOeNGJW/VjdHSil5iDfTyRyM32X1nqPUipca31UKfUmsERrPb7K+w5yghxoA+scZ7rjXm8NTOL0FvKDqkf5KE2Wf3SmO0JWlmIm53UDegCXItZEDZBowwpgDvBZWQl7APYpkyzdYDPzNX96k2B4IvmVia2B7sigdgj4Q6FXr7ltVKVen/LaeBtwvJLCFWA6ZKwcNiZ4B4MA4Mb37oxWYpmGQbFEo8hQesub17xSa+fuZS+PigF2f3r7BL94lt88984YYM+bfV8KCULZd8rQWEfqtzuwpBvoNgiRbuUh6WgJ7DeUazNy87oZ2GQovcnc3nJc4tqQGX8ubZHWASFZyz/bUXelFK5NnSIp6Ynv6Y1veeZHUzLZr3Ti31FkRvcwYplpLYepnCTCWwErhcjYrCUad+6KZxGYhub/rWq1IEGRg4h93i6PZZ+532iEhNs81haxjwQVRdXIdI4Rs+pebw1MWUkg+UsEcKcRs2pNdXeglPoOyACWAO8jVXXv11pvNv+/EHhTa/16lfcd5AT5UuAuAieW3+JMd1RYgtGemfEaQpDqUTlY0Z/fgAXOdMfaAPenRjCdMs5EKiqejVycDSSS8CEwzZnuKHfa3C4+yichA+gS5x0jKm2LlPzKxEiFPgVJMtSIFGNxVZL1Or82ThwyJLp8CPhr5dAxIUGW/I1eC263mdHMsOJkQPQRpdg6+6rXfDZOXfbyqKRPb5/gP6nF3DuT3+z7UkgUEOn78tDYubdPLfDWZmlORxvQ2lCuGGRsjgFiDKWt7UgkYbAEgTaXzZ3tzl21+BYqjcva9GyuXXQA1n+2bX5IzviYUd1myE2MtbRACG8EJUnuYcQ603K02OuxWM8dLq0f9hUOb0y2nDiaAE1VSdJ6zKJQhsf/LXJevKiS1XABGil3Iaxm5tJYKWVVVIww1xbZtz4bizRbJD+MktV78WgXbi7LjZjVDm/v17UpJRKYT/Wq2voCNuAWI2ZVtQtGKaUWAw9rrT9QSp0ITEWsasdordcopX5FpBf/V+V9BzlBPhG5MwiULctBoFclyhRPRqbA61E9/AV8AXwZylFlKHbHuBCwEgdaIIN6NpDhTHc4y33tlEmGEhlFQ2Dd2jtGVMnRoOMrExSQgqIrMshuBhatuXVUpS+snaeOiwSOV253jLUrho4Jmun3YMQtHwwLV4o2gFJKK7Pgye4ZV7xe7WS7y14ZFQU0/fS2CZt81lEv6PPGnRFA2zf6vFQpF5VAojIEuSIsX5vYGGhnKN0WIcztkMIU7UyHjsO4ibMVfbZI9ObkhHW1qle/LKZnBNAZF7s+3TI/qL8T16ZOViEnTwLcCnfinEYipVs9lh3AXiNmtV+v7Yc2JjVGJA8JiNQNhGgqUFZf9ys3Id+HOGe4PBclxNTzuSJ5XoXhji6HI+NweFmPlbudZ0VEi6iGI5+fhTAlpDgKWWO2tSnPEqVughwJvG/ErM7y9nm4NqW0BWYSOI5VhCQSVvv4SqlVwM1a69/Mx7HAPCTYcw1iTTtYa11lGUewE+RWwGwCmynap6IKc/bMjMcIrE1KXYCBXIj+B2Q50x0hGS3xhD0zIxn5gfYGHYdEE75E8bTzjhFeo4OJUyZ1QHTDB1AsWVsJr+TS6PjqhDaIj3gLRN7yY1XIMkCXqeMSldJWsZO9wF/LhzwQkjpyf2Lgx0OaKnQTqzqgkvWmqZfNqPQN4GWvjooDtn566wS/TKn3eePONhj6wBu9M4O65Pktrw5tChydc+vUWpnlWO1MCEPIclnR57YI+diFR9TZIxK9CdiWGL++2hfWy2J7xuGi0aeb5q+s0RvxMVybOkUhY1KCubakDi5MPThmQiWw1YhZHVApyMGNSeFIgvUJSETYKuy0DklaXh/VLtcnRUxqA0c3drThlm14yjespYlyO2pEm0s48n2gYL6t3ZrvvB3DtSmlGzCOwHGsSiUSeoNS6ghwvBktDjMT8yIRW9YjiNFDsta6yjPVwU6Qw4As3HdM/kYEcKsz3eG1DKw9M+N+4AK/9OifgaPIXV+WM92xItCdqSlEr6yvQTEYMbG3Ad8CTzrvGOH1/SW+PCka8Us2gL/W3j6iWlXEOr46oTlwphIf263AT6uHja5ShPO4159ujLhxhAEHldLL/h78YJ3VQ/oSQz8dqAx0W9zSDGUofXDKJbO92vhdNnVk0qdDJ/pNatHnrfTkN3pnBr3U4papQ2PnDK1ZFLm6yMmLb0bZ5DkGcbkpQn5jmxF9/0ZDuQqQgkubEjrkl3mTdHn7ngpxp9j0acH87bX+RspB4caUCCS6WoIIG0ofRMjlOmC9EbP6IEBBfmxDJEBkRyLJViJcaUlCIW4tcHk6YatI01ZgT2xcQZXGlwMbEw1kFu48xHXoD+D76HZrgzoK7ysc3dgxHNOaVMHmsHZrvF4vXJtSrgRu90vnysZGI2bVrTXZgVLqcWC81vqg+VhpbQUm1JtAL6Cl1rrKQbegJsgA9syM2YhOJxAwgHHOdMf33hrZMzMCXcu8rkIDvwNznOmOaov4gwX2KRkNQF8CDEWKkzQGvgcecN4xwispSXx5kkLIaVPAufb2EdUmB51eG98K0Uw3BgqAn1cPG12lhLDjpz0Vheimw5Vc5Jb+NfjBgNukhRLu+LxfpBJLM2WgrSjzjhd7vFEcGb1s6sjGQINPh06slB92TdF3XnoYEDu3V6ZfCpZUF7dMHRo3Z+jUoJP+rF3XIQJTqmGuY4FYQ7nikORBjURZCxDyXAAU/PhRm/1vv2i3HdgbvvyTdfP9ZttWuDGlCTIWdUKikgohqhswiXBYu1XlRuoL8mPPABwIifZFvxUSBdXIFPkBJKltn7m2tvd5bG8CNjYiPN5A3aaU+hn4tGHsWq+BrXqAa1NKB+B83AmQTXFrsBsjsyW1WX1wtRGzanhNdqCUMrTW5Z57SqlLgGxdDbIbCgR5Cu7iCYHANGe64z1vDeyZGb2Bvn7qzz8RLqSS3dxQT+gDsE/JsAHng+6PFBNpArwNPO28Y0SFd7mJL0+yIxfevLW3j6gRSej02vgY4N9KEYVcEBetGjq6SlGbE6Y9FYlVyUvpw8CyvwY95NPiE/8U3LWwT3ND6UbKwzVjZV6HCJfLWPfpkIl+IU5956W3RunDc3tOKdOBJRhwy7ShcXMGBx9B9oa89XERCHGORaKbsUDc/j1hKWHhrugGUa4DwGZD6RLkGYk8b+3QvqBGF+sjBZ2VobQdKYAUi5DRvYjrzpqwdquqLDcoyI+1A08ixCpQCAPaGdDSBX8jn5knkbYs2HYCa83/74mNq9nnWddh+j03Q2ZGOlCyUEpjSrqMRFE9z+c/jJhVj/iu175FKBDkCUjkLFDIcqY7Znlr8A8sNx0oFAG/ALOd6Y6QnzKzT8lQQA/Qw5AoDsB/gdnOO0ZUSDATX54Uj1xoN6y93XvxkcogZer4eOB00A2Qyoi/rxo6pkpJkydMfzICOFHJgHlUKb1s6cCH6x0xqon7vuxlA9pu3dU0IabFrvVItHnfxAuyalWj33f+Hclze04JWqnFLdOGNgFccwZPDWq9tDdc0bFnJJCEi9wp3/xgwyTNhmj+PUl0JEI8NlGSOFvL9rLI85GCzo1xR4cjEeKyzlB6ZVi7VT67uTAlFoMRmWGE99a1goYG6ngXegVC+L0hAvksLau13bjJ827Ex3gt8jnvqyfRFcO0imuMzJDEIwmantFoTzLdEElULDKXb42YVZMC0O1KIRQI8kNIUYZA4VNnuuMlbw2CwG3jn4ZC4BvgZWe6I+QjlfYpkxoD/YGrkWnZbcBzwKfOO0ZUSFATX5kUhwxM+Wtvq5rzRXlImTouGThFSU71zyuHjKkyAT9x+pNhSukTgIYoCoFlSwfUk+Xq4LJpI5sDfDp44s6RX6dFK6VbQnEJ7cPjzntniy+P13f+HTYMOsy9aYrTl/v1JW6ZPjRuzqDQiiJbuCKlVxOg1cer5lWoL1+/IbYlpaLO5joG0fYeATYaqG2RhDUIV7YwG2qngbHBpow/gDURsStrfZwsyI9tjRT2OhXRL/tlxkNBjELFuNCLfbM7wnHroXfhJtG7ECK9DcgFtsTGFQRtkl8wwrUpJQpJGo9Hzt+1RsyqxQHtlBeEAkG+BynGECj86Ex3jPPWwJ6Z0RJx2whpi7IQxHZEn7ww0B3xBexTJqUAd2Bqe4EcFK87bx/xQ2Ven/jKpHagE4BNa28b6fRFnzq/Ps6G3KDGIxeG71cOGVPli+1JM8fagBMVuiESvVn254BH6n8vVcDl00ckfjJo0jESowe+vSECaGMorQCU0keBzWPPeb9Gg3vft+9oCRTOvWlKtRJDaxuhSpCvPL5XC+0i+uMV82pULXHThg62Bir8TAN1lgvauXBFHdGFRwspamha1Vm+5pZMY4O55AMb4tpvrJUE24L8WIVErlMRstyW2r02NjdQSS707/inZoJFog9TUsKxCyHTu5EEzRxga2xcQcgHcf6pCAWCPBi4PoBdWOZMd4zx1sCspjcPmVauh3+hgMVApjPdEZCsdl/CrLB3BdAPmQ7cimIvMN15+4i/KrOPxFcmtkUiOFvX3jbSZ5rtzq+Pa6WUPhM5z/9cMfiBajmMnDzziWilOBHRDm5Z0v+RkE/A9Acunz7CQNHhk4GTvCYfPfz9deGmv68ytcyFhtKbHjnrgyoP9re8c3sSsHbOjS8H3YWi38whcbMHvB5SBPnKE3u1BfRHy+ZVK+K/P/+4ZsCppmuGBlYDy6JiV5QgYfkb2jXATBBEIs7tkZvcOGSKWyNOEetxE+cNwPq49ht9pj0vyI81kBvsM4DjzH74PLKsRIa5Q4sMJRhgFRA5hMg+LAnHLo/FiUSid9ZLOYIToUCQbwIGBLALBc50x20VNQqCZMJ/Og4hvodzQ73YCIB9yqQY4AEUMcCniI3ScmCa8/YRlZIpJEpJ6iRg7drbRvpsCr7LtKetMtldgP1K8cPyQQ9UK8rYddYTbYBkAKV0zuJ+j/pUKlDXcPmMEa2BQ58MnFRpi77HfrjGZhIqQymNUroI2PjQvz+qcPC/5Z3bFZA458aX/WY1V1n0mzkkGoiYPeD1XYHuS2Vw1Sm94nQRBz76c16l9eP7848zEGJ5HBK13An80TBu+ebq9CF/QzuFFPKwfNbbe6ytcsN7OZY4bwA2x7XfWCPCUJAfG4+4JhwHpCA3274gzBEKTtBywxAqunSbud6L+Eh7LtuQPJD1sXEFofJ+6hxCgSD3AO4lcOWmjyDV9LwaadszM8YC3fzSo3qUBwNJsHimTrhdvDypAVJq/VzgDeT9XQi86rx9xK+V3U/iKxPtQBulWJZ760ifaoC7THu6oVKcBTQDvRb4ffmgB6t1wes2+/FkJRfvImDZH/0erdcrl4HLZ45I+mTApGoT1if/d6WBVIwzAJTSLmDTmDM+KfPG8pZ3b28OMOeGl4OueE+/2UPiZvcL/ijyVaf1SgC2f/jbvArJzt784y2JwkmANiT5bHnDuOW1euOfv6FdK4QoW+S5g7k0NpscQeQapclzfnXkGgX5sQ2Ac5DrZhckul2T9xilwG5GkYPuXK0GIpDPfDclyfN2JPq/EthYVa/oelQeoUCQU4AXkRMlEAgHBjnTHRu9NbJnZtwLXOyXHtWjIhwAZjjTHZ8EuiO+gP3lSdcCA4HvgPcRnfJG4DXn7SMqHUlMenXiicj5vCT31pE+n+Y8bvpTicApSpJVv/170IPViiqfMvtxG0ofDzRS8l0u+/2Wx0J+VsBXuHzmiAgM3eaTfhk10rBaGPfz5Qopu2wDUGgNbBz5r8+KP/Nb3r09EYO8Ode97DeP3sogFAjy1Wf0StAuNn+4aJ5XLeruDSckAd0MpQ2E/CxrHPd3wC/Q+RvaNaVktNkizs3NJpa38waEPOeb6/Vx7TdWanwydctxwNnIjFIyksRV1fPNUNJHpaVaXlCdrz6EpYM+gMg1LOK8A7k5+CI2rsAv3ul1GaFAkJsg0bNAdVQhEcmvvDWyZ2bcglRsqUfw4FvgeWe6I+TvsO0vTzoJGIkkfowFrkBxNTDdeduInyq7n6RXJ4Yjlab25N46clVt9PX46U9FAueiaAr8/vfAB6sd7Tx1zmNRwIlK6TBg7W99Hw8WjWFAcflsRwyw+5N+GVUq8FIZTPzlUmUo2gLhZtU/bSi9+bf1yfFzrns5qKzf+s0dEje7b/AS5KvP7B0L7Prgp7fKnA3ZueHEWAN9GqILXgssbtr+r5C4Gczf0K4hx0abOyA2X8pstoeS0eZ1wLq49hsrJG8F+bExyOxZMtAR0VNX9rNpriBGy/H+aU4TBjA+Nq7Aa5npgvxYVa999o5QIMgKmIN46AUKbznTHXO9NQgCKUg9joVCoggTKyoXHgqwvzypDTAeWAY8i6I14r99EHjZeVvly1AnvTqxGZCCYl3usJG1QjqPn/GUAk5R6CQgH8XPfw14qNoRndPmPpoIxCgpebv01z5PhASRqC1cPseR9MktGbWuDX7m10uUoXTb3Qejmh0tCots3WjPdkPpzXef+kXAbzz7zR0SATSZ3ff1oIuWXXNu71baReEHP7y1y/P57etPbGUo/oV4ExcAvzVvv6zOWITmb2gXSUnCbC0xuInzAYS85nmu49pv3FXefk3CfA5ClpMRwuxtPLEhDhoNEFeJf4pkKwwYEBtX4DWfoyA/djjiMrLdY9mBnJMrgG2xcQX/6DE26AkygD0z4wUgMYBdWOhMdzzvrYE9MyMOeJ16L+RgxAHgtbpgB2d/eVIcQpK/dt4+4nUA+yuTLgLSkGjyL1XZX9JrE80Ll16eO2xUrSWDnDDjyfYIKTgIfPvXgIeqHdU5/Y1HIpFiJOHA2kV9nvhHRpUvn+OIQtH0k74Zfnv//Rbc1gHY3L3DmuaIRlIppY/cdcqXAfsO+r0xJG52n+CKIl9zYe+muIj4v2/e2gqwdf1JykB3Q65jW4FFLTss+0fZf+VvaBeByDTsiMtOgrndwqPZbswoM27inBfXfuMx44Xpu3webklGeQ4ZNoScN0D0yXWdKB8CesXGFXgNRhTkxz6JzCaWhoF8ZvspqXu2ljXI91LnC6mECkF+BOgewC784Ux3eC2HaM/MCEOs3gJRSageFcMFvOlMd7wV6I7UFPZXJiUBTwFvO28b8Y75XDNgBLAM9FvO20ZW6Yed9NqE44Cw3GGjlvq6v544YeaT0chFLVop/cuy/g/XSEfb/Y1H7EoRg9KHgKW/9B77j4p4XD7X0QHY9EnfDL/dmPf74LaOs69+pdia78U/LgoHYhTiw2wovSu929d+K1MdbAT5mot7RwEt/u+Lt/K3rj8pGtHVNgQWt+6w1BnQzgUh8je0a0xJ0pyIyDYiPZrtwCTLeBDouPYbi28yCvJjWyKSjE64I8w23KTZhpT6tiLKddUdYkNsXMEdFTUqyI99GdF9VxVWSek9uKPO1nojEn3eEhtX4NXYIBQQKgQ5Hbg8gF1Y70x3VFhK2p6Z8Rpyp1qP4MUHSDQ5+E98L7C/MqkL8ATwivO2EV/IcxNtiCViHIpnnFV0rEh6bUIUkjmfkzts1HZf99kTJ84aq5Cb3g5AnlL8trTfw9X+Tv711sMloso/9x77j4kqX/GGI+njPrUvtbDQ74PbooAWs69+pUxSmrn4gmZAU1O/7AIK7uj6Ta3duPR/a0g7YPOs3q8HPCHr2kt724D2r772twJOBg4YSv/YusPSuh619ClMOzrLz92Om0DHIhFOcCcHlpZqbIhrv/FoQX5sI+B0xE6ug/n61sg52RJohESTtyPVWesK/oiNK/Aa0CvIj7UBb1HyJsQXsKLPB5BkwdLR51xEa78nFKLPoUKQewG3BLALB4DeFZEqe2bGOMQfth7BCwP4EnjWme4I+AW1JrC/Mqkr8CAw2nnbiGKCZH914tmI5GKy89aRVS49nfTahCSgMYo/c4eOqvUB4sRZYxOU4jRgG+gflvarWYW9f897KAGJFB0E/vxfryeDf5CrAa54w9EYaPBxnwy/6XD7fXhrO2D37Kte9Ur8piw5XxlKxyK6SBR6/60nf+fTfvZ/a4gC2s3q/XpACwUVrOtqW7q04TUnnbS/EMiLjV/yZyD7UxdRSqZhx02gm3s0cyGRzBL6ZqBAKdUW+BcSpe6A2Mu1R7TRVjGPUMfnsXEFL3prUJAf2w6Yjv8loWFIouUh4IHYuIJaSRT3FUKFIJ8JPEzgSjmHAf2c6Q6vA7s9M2MEMn1cj+CGASwCnnKmO0JaM25/ZdINiPH+cOdtI4p/H/ZXJ3YA7gPecd46slKlqj2RNHVCBHCygnU5Q0f5pXjHSbOfaAOcBexRiu/+vOWRGn03/573UBRwkhnJXPZTz6fqbBTvijfvTwDWf3zzM3676ev34a0dZ1/1apWqIL7657nRSBQPQ76XzUNP+r7GWtz+84e0n9XzdZ/Y3lUV65ynNDKUPnvTpoim+fkNfrr2hu/WB6If/2R4yDTsuElzaZlGIWJBZ0k1nMB6kzR3Q+QZxyMSjO1IKelQxJzYuIJ53hoU5MemAvcQOFMBA7glNq4gqP2qQ4Ugt0CcLAJFkG0ImfJKNOyZGQOAm/zTpXrUEAqpTPdgKNvA2V+ZpIAJwO/O20aU0FfbX50YBdyjJDFl1tpqeB8nT50Qj0xHLs7xQzQZ4OQ5TzRHLlaHga//vOWRGl2ozpz/oFIys9MIpdf+mPZ0nZRfXDHv/sSPez3jtwI5/T68NUwp4mZd+Wq1HWKmLj2njVI6ynxYaChdMOiEH6t8ngWCIDudpzYy0OcAh35Z1OSnuW/EtnrvvTeDRgv9T4eHTMNOSalGO9wyDZBKdk5zWatAgzofRSeEYGuk4l8oyDDCgIdi4wp+89aoID820FxlP3BzsMssQoUgK+BNJNEhUJhbUYKXPTPjfMSrNqSn7v9BUMBvwGOhrEm2vzIpFngGxRjnrSOcpf+f+OrEGxBt8YS1t46scrQueeqEMBQnAxtzhozyWjDHlzh5zhONldLnIb+nb5b0rXllvbOyHkhQomPc9UPa08tr3MkgwhXz7m8O6I97PbPLX8fs/9GtrYCjs658tcZT068vOzvMlGMoAIXeNfCEnyq13/5vD4kEGs26qfbt3nLXntbIUPpsZJr4B7v998Lrb7w5/r133qyynKke/ocp04hHZBZJ5pJIyWhzEWJ3tkWhIoFmgEKxEyHLHZDS3MFGmjXQp6Ly1AX5sYGe7c6LjSv4TwCPXymEBEEGsGdmZCInZaDwmTPd8V9vDeyZGU2BudR7IYcSFGLj91ygO1ITJLw66WrgIsCRd+uIY2ZaEl+b+C/gGuDptcOqV246+fXxcUhEZknOkNF+m83pOvfxKERGEqbg28V9H62xQ8LZWQ80VYrjQBcCf35/07iQnUXwxBXz70/6uOczfkvYA+j/ya3JQO6sy1/16bg3468zm2ISE0NpDeT3P/5/5RKS/m8PaT/rptqLIq9Ze3ojA302om3/MSnxt0KAG3rd3Bw4+u68N+uqK0IxFq2ztwX6ISXhGyJyhIOII8Q+JDJobust0bi2RytXmFJEAyi3DzLyWGtKSRlKNCj5UJkPNEJgNe6bKc/XFCFR4T3A3rj2GysspmNGm9vhJszW0syjWbiCCFCFwCbQeVqOEaWUijdfb/UvUNgWG1cwqKJGBfmxkxD9daDwW2xcwWMBPH6lEEoE+XHE1DpQWOJMdzxUUSN7ZsYMZEq6HqEDBcxzpjtmB7oj1UXCq5MU8CTwa96tI94rq03iaxO7ItUex60dNrLSJao9kfz6eAPR663LGTLar8UZus19PAI4D6Wjge8W93msxvq1c94eEwacrBQNFHrFtzeOD2pNXEW4Yv79BtDh457P+K0wTv9PblVA0qzLX621Knuz/v63QiL/4QBKcaDfcf8roY2vLYK8Krd7I+AsQwrU/NQx8ddikn5D35sNoN27c/8Z0opF6+zXAsMokwTqCFWyoJfSkgS2DdQmxHFiq7nkIeW0d3WPd/qUhORvaGcDGiN9aYJEhi2ircy+W4tL+sfmuPYbj7lJzt/QrjnuCHOyuR2D3Kw3B9VQ9qOdWgo4FSIyh2hT29wC/0aZl8XGFYzx1sAs6z2LkuTf3/gkNq4gM4DHrxRCiSDfBVwSwC5scaY7hlTUyJ6Z8TQynV2P0IIGXnamOz4OdEeqi4RXJ9lBPw4Mybt1ZJmDcuJrE49DrODGrR02strT4smvj08CwnKGjPZ7FnK3Nx6zAecoGeC//cMHRBngvHdGpwAtURR8e8P4kK28eEXW8NbAoY/TJlfrJqg66P/Jrc1QOmzWZa/55aZp9vJ/RyOzGRgyC7Dh879PaAYcmXnjNJ+UFl6R270hkjR60ICfUpIWHTNrcuOAPnHvzHzjH0GOARatsytgOHCBPKOjTFKsgMMSUVWVmV2y/Il3IY4TBeayBMjpHu/0S/J0/oZ2BlIa26q4VxqHEc/krXHtN2rzNVEIYbZIcyJwghIy3AAo0hLBzkPIdxiieY4CmiilalOakR0bV/CCtwYF+bHNkJnuQEpBZ8XGFWQF8PiVQigR5D7AzQHuxs3OdIfXaTR7ZsZ/gEv91J96+BZHgAnOdEeVqtEFExJenfgE8E3erSO/KK9N4msTOwLDUExcO3Rktf2Ok6eNb4qY8v+RM9h/kgsLp7zxmA3F+UCUQn/1+82P+8Sl4rx3R8cqpROArd9cP6FKLg3Bgiuyhid9nDbZv1KLT4fZgQ2zLnvNr7rMucvPsCFWXUbe9hbt7K22/9qnyy/VlswszTlD2dBnAWGG0t93KYMYA9w4qI8C2r4z/Y06mfTpDb+vSxiqYbBLAgs7jhFGVB/hiEzDIs35SOW2P7vHO/12w2fBLJvdFiHRtjKaWKWZD+PWNR+nxOP9eESnfFiLfdw+hBjvxR29jgAaKqWi8I3lWoXEsyA/9jxgFIEjyGHAmNi4gsUBOn6lEUoE+QKkUligvlQbMNaZ7vjJWyN7ZsYNQIUaoHoELXYB/3GmO0LSDzPh1YmnohiUN2zkXd7aJU6dmAD6TiBjbQ1s3JKnjVfAKQrWrRnsX8mFhVPffLQBcIF5jf7q996P+0RPfMF7o1oBnVB699fXTfzbF/v0F658e3gDoNVHN032a3Sz/6fDOs667LWA3VQMeG9w+0uPW6ZxVzTd3qfLL5XWrC9Z8+9OhtLJwE8nJf/sdQy4aVif2LdfeyOg3sv+xl/r7I2BAQp+2y/R3puR3Iem1J721oboirfgJs3rkQTrzb6WaFQWpm65GSL9KW0gsAPxXm4BnKYkh+JERH6ptFuvbemoDyPkuRB5v1FKqUiqRprDgXtj4wpWeGtUkB/bH/HJDxQqlUgYDAglgtwGmElgs0bnOdMdc7w1sGdmJAMv4X8D7nr4DkuAh0PV2SLhtYkvAtPzho383Vu7xKkTYhEvzOfXDh1Vowt9x2njE4HwNYP9L7mwcOpbjzZCpn73KcV3v/V63CdR7QveH9lESTTogFIs/fLaiSFxXlz59vA4FFs/unGy3xIQB3w2rBHQaOalrwUkqjrgvcExwNaZ108rAnhjxb9aKKWbmf/ed3PnRWXeDP6x5symwJkGek3Xjv+rFMG/6bY+sW+/8s8hyH+uS0wErlcw46T4tTus5xets0ciRPlihDD64/ehECK5EyHMFnH+HcjtHu8MqJNU/oZ2rZBZDU/ZhgY2m5KU84BTgDZaoszhCGm2xixlbh81F0uiEaGUKo8DHUGs07z+3gvyY0cj5c8Dhe2xcQUDA3j8SiOUCHIwWL1960x3TPLWwJ6ZEYb009clHOvhPxjADGe6I+g1UmUh4bWJFwPn5w0b6bXcKEDi1AmtEU3hhLVDR+2qyXE7ThvfFEVHYPGaQf6XXFg49a1HWyjFecBm0P/7rdcTPhnkLnx/ZLRSnGg6Xyz58tpJAXuPlcWV7wxP/ujGybWWPFcWBnw2rD2wfealr1XoHuDzY783WGEQO/PaacdEzt9c2T0aSbDCULoQWJ9EA8NQ+izEg/l/p3T8qVLnStp/+sToIja/PeWN0LiA1hB/5CU1VjBcKSZ0jc8t0ypy0Tp7A6A3cCHichGI30cYQpqt6nmrgF8CIc8oDQ+njOJkUxONlESWj0NkGo21vI9IhPR6wjCfO4KQ6Cgg3CTNlbJOK8iPfQGRggQKf8XGFYyu7otNDfcRrXWtB0tDhiAD2DMzJiOax0Ahx5nuuLeiRvbMjECfgPWoOQ4Do53pjpDToCa8NjEMKSM6Km/YyAojXIlTJySgGAI8uXbIqBpFGztOH69AdwU2rBk0JiCSCwunzXskFvi3UuT82vOJJb7a70ULRkQAXU3PqSVfXDMpaC3irnxneBMg4qMbJ/v1uxiQPTRlZurUgMwmDFgwuMPMa6d5rWY3b9XptpaEXRCOareTwt8Po9f0Svm10t9j2t194rJe+Ock5/2Wl3yPgndPTcipsErgonX2MCAVIcrH1XrnvMPA7WnsREjzb8DqQEeZLeRvaBeGRJtjkP5GKylsEo+U0G6oJfocDTQqYxdhSJT5y7j2G5/3dqyC/NhgCOB9GRtX8Gx1X6yUGgG01lqP9GGfyj5WiBHkQJtbH0IS9bzeudgzMwI9hVEP32AdcG8olqNOeG3i/cCKvGEjP6pM+8TXJ5yKaAmfWTuk5hXzOk4fZ0eh1gwc47fKbuXh9PmPJANdgWW/9nzCZ6Tt4v8bYVNyMxCGYunCqzP8HjGtDK58975EwPnRDc/6bbAfkD20AdB2ZupUvxfPqIgg/7Ty3ObAvwyl/z4j5fv1APNWnR4HNDD9dLf1TPmtXN1yz+F92wDb50+eG/QzCL7AL3kdIxXc1z1hzbiqvnbROnsycC3wL4TcBQPhCENyTdYhkebVwM/d45019lf3JfI3tGuE2Mo1R2pAxCNl2sMReYlCZtQtF5FH49pv/MPbPgvyYzsBLxJYCegbsXEFb1b3xUqp64GxwEta6ylKKYVp36d9TGjDfLkzP8BvVbzKQWMkMry6gnaB7mc9fIMEJOHy1UB3pBr4E7koVYogrx0y6vfE1ye0BW4BauwHvWbQGGfHGeNad5wx7vg1A8cENMHt155P5AA53bMePql71sM3At8sShtb44jqF9dMKgJ+7/GBQwEnp35wfxSwOPvqZ6pcrbCW4UTGLb+5WsxMnXp4QPbQIwOyhzaemTrVv9PbBpsHfDC4zcyrpx2jN/5h5XmngIo4u/O3n3k+3yvl1+Jo8PxVp7Wav+q0JPPh/p4pv20usZMwwuZP/GeQYwCNOkmLtrfK6B7vzAEmmzrla5EAl53AWowVImT9eHO5AtCL1tkLEMKchzvKHLDvOa79xn3IOF4MkzQnI9Hm9ghpboEQxMrc/HcjsOQ4DPG/rja01u8JJ+a/SilDa/0StXTjFWoR5DOARwmMtsnCrIq0qfbMjH8BjxHYftbDNzgEpDvTHVsD3ZGqIOG1iW2B51H0zRs6stLnYeLrEwajyFs7eFS5NnFVQccZ4xoBKcAfawaOCfhg0z3rYQWcr0S798UvaWN9Jo9I/eB+pRRdgQag//j8Kv8lx1WEK9+/rxVw5KPrnvVrlGzAwqGdZvaYWlFAwffH/WBwh5lXu6PIX684P9pAnwssOa/Lt5VOIJy/6rSGQIyhNEDhX3+0WvfX761j5o+f+48JgvzkTDkTMM60r/qhpvsyfZRPQaxQT0FkAwEfF8pAGGLNth65wcwBfuoe7ww6d6P8De0aA/Fx7Tf+VVHbgvzY+5CZwkChCHGwqLYlp1IqTGtdqJQ6DQkAvQ58iRSg2Qbs1lr7xAvd8MVO/AirUk0g0b4SbZYgxKoeoY9IYGigO1FV5A0buRnFPqqq2VdMB05PnDbBJ8Vu1gwcsw/5PZzeaea4iIra1zYWpY3Vi9LGfg18C1z2r7cf+pev9p199TP686ueWQz8Cpx0yYfDu1/60fCgmKX76LpntyHTs/5G7oCFQ5MqblZ7+HL5BV2A01yoz6tCjgF6pvy2v2fKbzk3dfo9B8iPbnT09Bv6r2j49upTk95efWpQfLe1jSLUUV0yqaza6B7v1N3jnb93j3eOA/oj5OYvgo8kFyLyhS7AZcB/gLmL1tlfXbTO/tCidfZbFq2zn2DqrQOKuPYb91aGHJvoUKudqRhba0KOAUxyHIv4U29Ers8PA+OASYDPtMkhFUEGsGdmvI5kyAYKK53pDkdFjeoT9eoUNDDKme5YHuiOVAUJUyfeDWzNGzqySnqvxGkTGgAPAq+sHTzKZ4lInWaO6wrauXrAA0EThfnX2w/FK5Gi/PLzTU/6VC9rkuNTlNIu4I9Pr3g2oElBVy64LwJo89G1z/q8HLM3DFg4tKVS6BkXT91RcWvfYOCHg8Oahh+JuTo+PwXI6XHcVz6pjNjrkb5x856Ym//26lMVMr0dDriU0nk3dvyjTs4Yfufs3BS46lz7yrm1dYxF6+xtgauA05HPNSgS6CpAOLAHtywjF4kyB225+oL82L7IjF48wqOsktv+wu+xcQWPVvfFSqkOiKXgpYg++2ngM6Aj8r66Aju11g/4oK8hSZDHIjqaQGEf0NeZ7vD6A7ZnZtxPcTnOetQB/I24WoTMDyZh6sQLgUvyho4cU9XXJk6b0Byxf3ti7eBRPtOsdZr5dAqwZ/WAB4Kq+tgZ7zz0LyBGob/4341P+WR6zsJlH98XoWQ6+QiKxZ9c7r9kudK4csF9ccC2j6599rA/jzvwi6HJwNoZF0/1C/H59O+LE7YejPh326jD715y/Jc+O397P9Y37q3H5pa4aXx79anKrLwYhhC7OkeWv3F2ufN8+4qXavs4pgTjZKAHcCriqxwKZBnc5QQ34ibNfwJ/dY93Bnrm+xgU5Me2QIIDiUhkuQNSMbA2+/pBbFxBtXN6lFJjgJuAacAUrXWtnhuhSJBvQ+40A4Uw4D5nusNrtRp7ZsaNwEC/9Kge/oACMpzpjq8D3ZHKImHqxBOAkXlDRw6ozusTp43/F3DC2sGjp/uyX51mPt0BRfjq/g/4tRRyRfj3Ow9GABehOAR8878bnvLp4Hj5x/dFoeim0Ps/vvy5Pyt+Re3gyv+7t+NH1zznd/vCgV8M7TTj4trVI3+4LFUZSp9jKL31LWfCfmDDjCum+eR77P3kLa2APW89NKdcbfk7a04xkCQ0G0I08m7s+EeoELxy8dXa4y5VsPKCxOVOfx3TlC9cjDhCnUTomQqA9HkPomPORQIti7rHO4NOglmQH2v5NHdHIszxiKS0Gb4hzQr4b2xcwafV3oFSpwNrtdbblVJKa61NFwtr/0pr7bOb01AkyJYeKJAdr0xFvfbAawReM10P32GNM91xX6A7UVkkTJ0YB2QCN1QlUc8TidPH3wl8vXbQ6Mpq3CqFTrOebgW0Xd3/AZ/u1xf497sPtlKSbb/ipxue8rkDxxWf3NsIOEkp9nx02XN+f/9X/t+9jYGoj655rtolxquDgV8MbYqho2Zc+HqtzB7837JLGhvos4Dvrjox+8DAjwcbQLsZVxxbNKQ6uPnpW+LefGBOpff1zppTbIgTjkWWnTd2/KNa160fnUnKQDdCnJSspZG5bwOwKaUNc7v0YvPYLkQ83g8b6ENIrszh8tbdE/KOAny59ngb6P4XJS736c1yZbFonb0JcDUS8Uwm+DTLlYUN+WwtScYq4MdgKGRSFgryYw3kHD4Nd5S5A3L+VXVmxgb0j40rqLGDkEWOa7qfCo8TggS5FTCLwDpE/OJMd4z11sCs/DcDsWCpR92Agcgslga6I5VBwtSJ0cBbwJC8oSOr5cKROH18FPAQ8OTaQaN96vPbadbT0UDK6v4PLPblfn2FM9998ASU7gx88dP1T/tcN33lp/c2BX0iUPDRZc/71S/6qg/uTQLWfnj1c369AAz8akgCsHHGha/71OHjvaWXdrApbb/mxM+/K3G8jwfHz7himk+05TdPvCXuzZGVJ8ieeGfNKWFIZNkw0EeAvOs7Ltbfre0YpdDtkMhdO8TztpGhdGPE39YixTbggIHej8j89gEHEflBsY7U1Ltb36kutYCUPo6yFgNtbUea69KJtEXmsXYe1bYoYFe4KvoL8RHehVSt22lu7+2ekFfr59OidfaOwOWIBKMNoSPBKAsK6f96hDCvAb7vHu/cHtBeeYFZbKQTInW1CHMccv54CwjuAAbGxhWEDOkMRYKsgJnIQBIobAMGV6RHtWdmPIbcedWj7uBHZ7qjyob5gULC1Ilvo3gob8hIr5Igb0icPv4E4MK1g0b/14ddA6DTrKcjgeNX93+gWj6rtY0z33vAhughD/x0/dPfVdS+Orjy03tilSIRWPXhpc/7xU7wqg/uVUDih1c/53eZy8CvhqTMuPB1nxVseWfppScDrhtP+mzZMcf6dFAcsGnGZdNrHFDpk3FL+zccc6qc4Ph1bkpDhY7FJMEK3d6F6qKgCeiDNqVXA5uAzch0/D5D6X1AMRk+y57rl4DQorwEGx4EGrFha24uLQ66IlIj1ZF1StHUfM4qUgFCpncjhHmH+Z42IZrcTcCm7gl5PptRXbTObgBn4ZZgtKBuWKsq5DPLNZcfgQ3d451BS9YK8mMbACcivtJWUZN2SCKj9Z38GRtX8GBgelg9hBxBBrBnZoxDvoxAwQCGOtMdXr0w7ZkZAxBBeT3qDo4AA53pjqCcEiuNhNcnTgVm5A0Z+X1N9pM4ffxAFH+vHTj6Fx91rRidZj/dQKFPWNXvwaAkyQBnvf9AO+Bc0N/+eN24WpEIXP3Z3SlAaxR/fHDJCzWyQqoMrvrg3lYojn541XN+dRUZ+NWQKBStZlzweoVli71h3p+XK+BcA52TdvKnZUZ2B346SAHtZ1w2vUbH6jP5lgig2RvD53iVpXyZ07khkk3f2VA6BUl62q/Qm3ETxk2G0pvOTVyz67013RogU9gKOHh9x8V+rzxYFhbkdlNImehYJOpcBKyIoHB7mNKXpyb+NR+KCXULhCy3NNctEEvBWHNpbO5WI8ElT9JcvO6ekFftc97UK58DnEHdIssgswdbgLUIYV4ErAqWUtnloSA/tiESZe6MkOZVNamgFwiEKkG+E/EmDCRmONMd73hrYM/MOBmYQL0Oua7hPWe6Y1qgO1EZJLw+MQP4Pm/IyPdrsp/EGePDgUeAjLUDR/ucUKXMfioCOGlVvwd/8/W+fYmz3h9znlJEAdk/XDvO5xeoqz+/WwGnKLQN+O3/LnmxVi+CV314b8cPrwpAwt7XQ2KA/TMueL1aN5pvLrkiEjjfUPq7Xid/4pVYDfx0UMKMy6bXyOatzwu3xOGi4I175xRfMD9bc7zNQNuBzkrIcHtgv4Feg2hLV1+UvLLS1nbvrekWiUTeFHDg+o6La0Tqa4IFud1GAefjlnCAJJwdAH1IoQs1xq9I1Pt3IOfapMVlkolFeQmNkWhibBlLtEfTvbgdIJzW0j0hr0rnSB0nyyCEeRdClpd3j3fWmv3ePx2hSpCvANIJrFD/O2e6Y6K3BvbMDBvwBiUHgXqEPrYAwyqy+gsGJLw+cRywIm/IyJk13VfijPGJwE1rB46eVPOeHYuU2U+FI5Xoflt1y4NBOzCdvWBMcyS7/vcfrh1XKxKFaz6/KwI4TSn2LEh9sdYS+a768N4IoO2HVz3ndzI28OshKcDqGRe8XqXvevbiq2IMpbsY6G9u7vpxha8d+PmgWGDrjEumV9vure9/+3Xoe+kfGwx0J6C7UroLoAx0HrAaWK2ULuiRvMIn5+17a7pFI1E3Bey7vuNiv3pXL8jtNhqRLpQD3QwoBLUPIWw7kAjnWmAx8Oe1SYsrDAwtyktoSknC3B6xHWuLW7qx09yvEzd5Xl8ZucY/gCyv6B7vHBHoTtRVhCpBbgrMJbAEeYMz3XFHRY3smRkTEF1OPeoObMBYZ7rjp0B3pCIkvD7xOWBR3pCRPokyJM4YP0jBr7kDR9dKomLKnKdsiGdwUJNkgLMXjDndTLD67Ptrx9dKWelrs+9qhuJEYP2CHi/6pNhFaVz10T1xwPYPr3zer9ZTA78eYgBJMy54vdIR7JmLrz7OQEf26/bhH1U61ueDEmZcUvUo8oerTooEuu0/GJ7aOPpIuBkd/hVYeVmnv/xCtN5b060R7gque6/vuNhnxXvKw4Lcbi2A8Ujktxzo5sBhUKUj+GFINNiJ29rsl2uTFlf6/FqUlxCNEGXPJR53EmERkI9HpBnI7Z6QV27Evo6S5U+6xzszvTUwvaUju8c7fZpk/U9ASBJkAHtmxstI5mQg0deZ7tjjrYE9M2MYcI2f+lMP/+FzZ7rjxUB3oiIkvD7xVWBh3pCR832xv6QZ4xuhGAU8kjtgdK0MHh4k+fdVtzwY1FH6cxaMjkZxCZDz/TXja83d5NqFd3VQMp3/1/s9/uvzinRXfXRPxw+vfN7vUotB3w5uDoRNP29ahcmJ0/645nRg2+BT/s9Z1eNUhSAvWNm1FdDdULoboBV6ye+rYwseufKzJVU9rq/x3ppuTZTSsebD7dclL6m1pM4Fud1aIiQ5pvxWuiVwAJQ38mVDHDfWAMuRMu9ry5NklAdT72xFmBORSmp2oKlHs+2IvGWluazpnpB3TFGcOkKWbcDT3eOdXvNLFq2zd0fkcZaGeSXwQ/d4p1fuUo/QJsijkBM8UFDAf53pDq+m1/bMjJMQHXKo/fjq4R3rnemO9EB3oiIkvD5xNvBOTTXInkiaOf560DtyB4z5xlf7LI2UOU8ZwKko/ljV98Gg/+2c+3+jjwOOQ+ns766eUGsJnNct/M/xStEM+PW9i//rs6j1VR/d0xiI+vDK5/3qjQww6NvBScCG6edNK/f9vPr7df820OuGnrqgoDrHGPj5oDbAvhmXTC9Tr/zuim7NgYsNkU5sUxIl/vPazkuOANzyar8Oc26dHTBNcFl4P6drKyQZTgHO65KX+Dyxc0FutybACMRSrZybVd0S2A+qshFiA9Ear0DkGN9XJbpcGovyElogZLkTkhDWBbes0YXIMlbiJs4bPO3oSpHlk5FEw6AfcxC/6j7d451ex4FF6+ylg3QKmX1fD+QgNy7fdY93+q0UfKgglAlyT6BfgLtRYRTRtKWbhVSjqUfdQaWcTAKNhNcnvANMyxsy6iNf7TNp5rhw4HHg0dwBY3xWxrc0UuY+pRCbxN9X9Q3uSDLAuf83OhylLwE2f3f1hF9r6zjXf/EfG+jTgQPvXfySz6LWV31yTxLg/PDy5/3+WQ/6dnDn6edNW1nW/17+7bpzDcWKW099v0bR0kHZg+zTU6c7rcfzlp+mDPSpSunzgCMG+osbuiwu0w7xlqn94ucMnR0UDhNl4f2crglAQ6R4Q851yUt89h2ajhbXAH0oN59GNwWKTE1yVWAg0eXVCGH+BsiranTZE4vyEhSi3+5iLp2RyLOlaT5gHq+YNHdPyNsNIUeWl3ePd46sqNGidfaKXL+UueQjEeYc4HtgUzBby/kDoVi60cKPSCnnQJ68iRU1cKY7tD0zYxVSAagedQcu4CJECx+USHh9gg0IR1W54pFX5A4YczRp5rjPkZLv7/ly355Y1fdBnTL3qd8V+lQkohfU+O6a8UeBj877YFTKeR+MugHFx99eNcHnut73Lv5vEfDz9V/c2fyGL+88F1j97kUv+cJ6bi0Sicvxwb6qivWDvhvcYfq500pEaTN/u/5CUItvP/W9nb460FvLT28FpCqId6EWG5qX04773bs+0ygmV0GJ65KX5AG8n9M1DEh5P6erDdh9XfKSGif3mWR1wYLcbr8CwxHCWYo4qd2gGwlRVlVxuXEhNnInmktPIH9BbrcVwB/AD9cmLa7STIkZHV5nLp8DLMpLaIQ7utwFseLrar1mUV7CJkQrvQxY2j0h7+sQkGFUKIlatM4ejlQe9AarkIxVrOZshFttWrTOvhYZD34C8v5phDmUI8gKmI54LwYKRxAdsteLYJBEu+vhe/zpTHcErfF5wrQJjRECPzlv8KivfbnvpJnjFPAEigm5/cdUNWpUJXSe+2QEcNzKvg8FXANaWZz34ahI4AqF/uubqyaWGRn1FW748s4UhW4NLHrnoswayS6u+uQe8Ua+7Hm/eiMDDPpucCywd/q50/a+8OuNykBfDPz8n9PfrbFkZfZfZ9iOuGxnAxdE2Y7mG0p/0fu4X52VfX2/Gf0SZg+cXStJkrWF93O6NsWd3LfhuuQlNf5OF+R2M5Br2TUcW3UPiivzKV9M11vR5VWIdvmra5N84+ZhRpkTcBPm4ymptd6CkOVlwFKU2k5wkeUw4MHu8U6v3vGL1tnPAB6j5lazNsTD2ipe8jOwOti9mGuKkCXIEBSV6gzgWWe6Y6G3RvbMjNYImQ/dD7seZeEQ0MeZ7qg1mUFNkDBtQjLwLDAub/AonztuJM0a1xU4Lbf/mFr3hO4898nGKDqs7PPQ37V9LF/i/A9Hnga0Q/HJN1dOrLUL6o1fpttQdAf2v3NhZo1kF1d9ek+nDy97frWPulYlDPpucOeukXvWIHrg7+4+/Z0aZd7PWHZmmFL6EgN9PPDLT1s7FmReMLdKyYj9ZvWLAFrO7j87qOVU3vB+Ttc4RObnQiQYNbqRWpDbrQMwDNEml7qu6XDzWFvxbeDdADYgkd7vgd9rIsUojUV5Ca0RWUVXhAR7Bt88CfNfKNWZwJLlvUC/7vFOr8ddtM5+O3BlLRzfhtjv5SIzT78Dy7rHO+tUzYdQJ8jBUKnua2e645mKGtkzM6bgvpuvR91ABHC3M91RqxHC6iJh2oSLgXuAe/IGj1pbG8dImjXuIeDV3P5jaj25q/MbT7YEmq/s85Df3RZqgvM/GtkUuEzBD19fObFW/Wxv/Cq9uUKfBKx8+8Ipm6uzj6s+vScCaPfhZc/7PWI65qe+EZGqqG9TW+Hce7u/XW0SN3Xp2WGG0qkG+jgge+CJPy0FGPTFoPbApukXT6/0hbzfnH5NAWP2LbN9JvMIFN7P6aqAjois4cB1yUtq5OO9ILfb2UhEuT0liLK2IQRzG6jaiDLakCIlSxGyvMiXZBlgUV5CHEKYT0aIcBOPf1uE+S+goUmY/UmWf+0e73y8okaL1tknI8mLtY0wpEy65ZSxBPijogTCYEeoE+QTgGfAtxrLKmIzUjTC6wdpz8y4FykuUI+6hZnOdMfbge5EWUiYNmEocDXQM2/wqGOsjnyBpFnjugDn5vYf81pt7L80Or/xZDsgbGWfh4LKUaAyuOCjkecDYSj95ddXTKrVgfemr+7orBStgV+yLphS5YvUVZ/e0x6lt3146Qt+80ae8EuvBgb6gjVHon87gmFMP2dalW+6Xvnz3DBD6VSgs0J/MfSkH5ZO+/usJkrplgjBidx5KDqhReSB3UCUoXQDIEpJ1FMBGEpbSUsKUIeO2JqE24oOhdn0UY//ASilNJ6PzT8HgH1IlG8/sM9Qeq/53D5g300dfw/4rNP7OV2jEM25ArZel7ykWjdUC3K7hQG9kbHGI4lPgyS5leWV7EuE4SbLPwI/X5u02Kek3JRk2JHo8snACUCUR5MtwJ8IOW6GUp2ANtQeWZ7TPd45z1uDRevsDRGJna2W+uANNuR34ARGhKp2OdQJsg2YAzQKYDdsQLoz3eH01siemXEBMJLgEvnXo+b41JnueCnQnSgLCdMmPAm0yxs8akhtHidp1ringLG5/cf4hUx1fvPJBODQypsfqtYFPZC44OMRMcCFwGdfXzGpVm2V0r6+w4YkB+/LumBKlWUXV312d6cPL33BL1KLcT/3tgE9DKWzR/1rnmvQ96b12znlW79lLjvfZkixipag26C5EE0nQ+m/DZvOx7SzMtB7ge1K6X3A4fx9zVu1b7QzBzhkKH0YONS/y//KJaz95/VPANbN6jWrwovlvNWnKSXXo8bIugnQyFC6sfmc9byl31UKbSBkYhtCtLYAW4GtN3b8wy+/qfdzurZGNLgayK2OZdyC3G7NgduBfyNyCBM6CogEdvpYclEWLK3sn0hi2f+uTVrs82uu6cncEbckowsli5isQCQI0UAsSsVRrk1elaGAwd3jnV5vIBets18O3ElgpZ1ru8c77w7g8WuEkCbIAPbMjIosTPyBt53pDq+lfO2ZGQ2QstNlJDbUI4SxxJnueCjQnSgLCdMmzAFy8waPeqQ2j5M0a1wqivDcfmM+rs3jeKLzm0+mgN668uaHQ27a+4KPRxjAZcD2r6+Y9HNtHy/t6ztaAicppZfNP//lbZV93VWf3d0YaPjhpS/4wiGjXDz1v5sVkGoo/fWYM94qJsSDvh/cZfo501a88OeFEUAHQ+kEoK1CS6RW4QJ2uopIBNoZ6E9sYfrn2074zutFbdBXg5oAtukXTq/UudM/q38CLjbM6jWr1oIb76w5pSEScbSWtojHcTSAoXRZBHrT9cmLfZ4g+35O10SExB8FVl+XvKRK73tBbreuiAtCCsWkUBtINHkvKH9Nu9uQwiFLEbL8Y22QZYBFeQkRCFk+3VzaePx7F+I5HA40RqmaSi3XdY933llhn9bZRwDn1fBYNcXC7vHO5wPch2qjLhDkW5GpnUBimTPdMaaiRvVlp+sktjjTHbUaoa0OEqZNaAHMAD7KGzzqldo8VtLscRHA2Nx+Y0bV5nFKo/ObY09UsHbFzQ/v9+dxfYULPxnRETgF9AdfXZ5R65HCnt/cfhIQreCXeee/XKmB/6rP7k5WitwPLnmh1i4UY/9380UG/NwgctshINZAJyil2xVqI6rIZTSOsh3dqJTeAKwzlN78n5O+1gDP/XFxnFL6RgP9413dvqqSDeCgrwbZp1/o9kT2hv7v9G+FiyOz0mYFrPLYO2tOiTaU9iTQbZBKsk0Qp4d1nsv1yYtrLGl4P6drOKJftQF7LCu5ysD0Tr4AyRGyYxFlrZsAGqVqrZhOOTCQiO5SxIHh+2uTFtdaQtmivIQOiIHA6Ygcw5I5aMRvWCPBslYoFU7VoryfdY93/tfr8aW89GvIjVagoIAXu8c7PwtgH2qEukCQzwIeIrDShSOIm4FXnac9M2MQcIN/ulQPP0EDNzvTHUFF0hKmTTgVsfd5JW+w74qElIek2eMGA7/l9hvjVyu2Lm+OPQ3F4hW9Hw5J6dKFn4yIBH0t8NNXl2fUeiGKnt/cHq1EdrF63vkv51fU/urP71ZA8geXvODzxMjxv1/a5OjR6N7hYYeO2oyi/UCRUnqjgc4DNg7vttA16PvBccCe6edMKyZUGb+nhhtK32BIItjb957yRZUjkoO+GpQArJt+4fQKL4D93+kfCbSYdeOsalXxq228l9MtGohHbMsSzO2GwG4gT6Et4rz+uuQl1boRMy3j4s2HG65LXlKp6LtJlK8ErgViARdaRyBSk52oWkngqwiWA8My4H/Ad7VMlqOAbghZPg1J5LNwEHFDUkATkyx7+0zCgEe6xzsXeT3mOnsS8GIF+6ptFAF9u8c7g+raWBWEcqEQC78hJ1kgpQuRwLmAV7s38/83Um/3VpcQgVyUgs1+zMpc9tdF/WNgMJK97D8ofkcuOkFfSKQsfHX5pEPAvIs+cVx00SeOhC8vz/iuNo83//yXDwBf9/rm9pRe3952DvBTa2OvVkqjzGFJKZRhbndqrFm7r/X+Gxfe0Syx0bZ98n+NgS6acMY7VRrHnvztilbAiQrdxlCao4XRrZXSPxtG0W8jTvm8zH1NP2da/uAfB3VBNJ1M+O3SkwylLnRpFgw/dWFNXDbWI9XWKrwpmXXjrEMD3usfVVG7QMGMFq8wl2K8l9OtGW7SfDnQ4f2crpHImLDKXFZXhjSbHspLAd7P6dr+/ZyuHTC1tt4kGKazxIcLcrt9igSHrkCpVmi9HWiB1gdRqkZWftVAERJ5Pwu5bt+6ILfbUuAX4Jtrkxb7NIGye0LeQUTi8RPAoryEJNxSjBTcyX4KrQ8iAbdIlIrk2MDfdoTzVITzCCw5BnCGMjmGOhBBBrBnZkwEjgtwN75xpjsyKmpkz8x4EZlyqkfdgAIynOmOrwPdEU8kTJswCakc1S9v8Ci/FH1Imj3uIeC13H5j/Jo81+WtsY2BuBW9Hy6zTHCo4KJPHB1RnAq8/+VlGZWOig74cnAE0EqhWypFE6V0FBCt0NGG0tFKLsDRSulohY42tyMVhLlQrQ30fpvh2utBkDGKdb7yXJFWTcMN1x7rOQMdBtiUohA4qJQ+qNAHrG3ggKF1A4WrlVLYFPoosBnFHyi15sihJjE21L6xZ82p0GZs8I+DbNHq8EntI3Z0V+h1htKfjzi1bEJdFQz6ZlDi9POnV8r+cMCC/h1nXjsrpOwFy4Jp89YedwnmTkjAxrP08vrrkpdU+PmaVfs6I4G2TZVxwViQ2y0CuBm4BGiC1g2RIMNOVMCLFdqQqPsyYBHwdVWr+FUVi/ISGgOn4I4uN/b4twuJLjcAGqBUEfBj93jnuAr3u84eDJzok+7xzswA96FGqCsEORikC5W1e7sNKdFbj7qD15zpjv8LdCcsJEyb0BSYBazLGzzqLn8dN2nO06cBJ+fe8sB0fx3TQpe3xsYBekXvh4NyGryyuOhTR0Mlkotvvrjsmfyen98WaVbJa2koiwTrVkBLpXQrBdGmE8N2hd6mFHssgqrQB83krgNKiOsBhfk/pQ9OOXeuBuj93W12wK7QP7157qtlysSuzr47Gmj+QeoLJWQZo3+50YYQ7iilXdFofZKh9HFK6Qag9oLaqsTPIFqhGwIttTaSgBY2W9E2YLuB3oG4TOwAdiiJklnP7XEd1Re6tHHyzqKGHzz77/k+K4M96JtBrYDD08+fXqEetq4Q5LLwfk7XaCSSaZVibg9sQsjySmBlRVX43s/pGoPoXa2oslfJwoLcbtHAAOBCtG4ENAX2ofyWwFcRDMSm7y9kduoLP5BlG5KjdCZShKS1x79tyEz5890T8rzOMpn2bnMIrELABjzVPd75QwD7UGPUFYLcCXiewOqQDcTuzeu0n9nX5wj89Ec9fIe5znTHW4HuhIWEaRMuBO4DPsgbPMov/sQASXOeVogv+ajcWx7wu89rl3ljjwfWrej1cK2WvvY1rvvkTptCtwPiDaU7KEV8kVZnKaWNMOVyKvR2YLuhLBKstwPblNLb51z8uk/8ZXt/d5tNof8NbH/z3FfLjMRfnX13EpD3QeoLxePsqP/dEA50NdB2pbRW6BXA8qfOWFDm+DbyhwFxQNuJZ8/8/fE/ro4GWhnolgjhbwm0UlJgoqXWtNFapxiKtYah/zhUFHY03Cj6M9xwOYENo07+tMbfc2WjyAM+6N9x5tV1kyCXhhlljkUIs7VEI2R5KbCkvGjx+zldbQjJDgO2XJe8xGv1wQW53ZoCg4Bz0boZEi3dVTx1ERywbPiWIvKGL65NWlzrSbWL8hKSEcu8fyMymfzuCXl3VPi6dfZrgFsJrJTzEKI/DpYbnmqhrhBkBbxOyTuuQKAydm8KeBkZgOpRN/CeM91R6+WWK4uEaRNGINq6J/MGj/rFn8dOmvP0QGBZ7i0PBEQT3GXe2NNB/7ai1yNBN7Bd8eHdYUoRZ6A7KKU7APEK2ku0lY0Kvd5Qep1SklC1k+gOwIkK3l946TN+KeF683e3xipFF+DnN8559Rj94NXZd3dKaViQr5Q+3UC3AY4qxZIJ/37XWdG+Hd8PbAycknHOjG8ravvIL1e3N5S+USnX2+HhRCh0e6DDEZftlEhbYSQyfh5Qig2IK8AGhba2N4846bNKBSAGfWMm653vPVlv4Ef9O824clZAym8HA0zt8nGI5283hDAvRfyG/ywrae/9nK5tkO/JiiqXe9O8ILdbW2AQWp+F2MEdRalg1K9aZNmKLC/0E1luB7TonpD3V4Vt19kfREh1ILG0e7zzgQD3ocaoC0l6ONMd2p6ZsZzAE+QKLdzMvi6jniDXJURX3MQ/SJg2wQacilyUlgWgC/8DehCwpDn9B6Lp+z0wxxdc+n/3hSmlk4AuCt1ZKW1HfFALgHVaq/VK6d+B9e9f/lJ5UeAVPT67vwDo1eOz+xcuvPSZWtd2v3nuqwV9vr91I9C9z/e3Hn7jnFeXANzzQ69IhT4rIcpIOOKy7WtgK/x64pnvVkh0Ldz73WBlKHWOgf60orYP/nztuUqpRDQvPdH9Y+vGYC3A4B8HvY+iVeeGGzcgU/odEElAAnCOuR2eseySfGANsEahVwNr7z8xu6ybjHWIO0NFCX8BF8j6ApkrL2wIXAc0Q67/BuKp/DewLL3zV2VG/MxEvj/MhfdzujbBXSSj7/s5XY8gZHkJsPS65CUHrktesgXYYkWV38/pGoFElY9xT7k2afFmYPyC3G6JQD+0PgutWwB7UMovN4eVhAtJyrcs3AYsyO32N5Lgl11bMozuCXkbAa/ReIBF6+xhiK1coLEq0B3wBepEBBnAnpkRDFVjioABznSHV72WPTOjKzCO+qp6dQXfOtMdkwLdCYCEaRNOQM6tFXmDR4309/FNmcXzwD25tzwQkN9il3lPNAdarej1iN8ifhe/f39rpXRnpXRnoIsBLZTSucAKhV6plM75+KoXqpWt3+Oz+xVKXwFsWXjJZK/2Tr5En+9vbdWAw1dGc6QwTLl2K/SPz509f8fVC+9K+aDHi1W6AN773eALgF+eO3dauZKQUf+7PsxQuo+BXvvUGQvK1VkO/mlQHLBn2plla4cnLb20uXlzkoIkoXUy9c9OYI2hWI2Q53X3nZBdNPjbgUnTzpvhNVlw4Cf9O8+4fNbKCt5mUCNz5YVhyOxlWd64YUhkNB9x+FgP/Jze+atKJTG+n9O1LRJZ7ooU7tqKkOU/gb+vS15yxGzXBrmJKQKWW8+XxoLcbscDfdH6bETPuisIkvi8wdIs/wl8ixQl8buMctE6+7nAGALLLWzA3d3jnSEvSapLBDkaqTse6Kj4G850x5veGgSRJKQevsGPznRHhZnF/kDCtAkDUdwAzMsbNGpuIPqQNOfpO4Gvc295oMLpwNrCcfOfsAMHlvd8xGs51urggvdGRCh0J6CzUnRW6I7AHqX0CmClUnpF9jXP+rz6XI/Ph5+kIBlYkH3J5FobuO/4rk9jhT4HaKQUq3bSMFoptXvu2a/9DXD1wrsigHYf9HixUjZrd387+CRg9wvnTSvXUs3x041tDKV7K/S7E/793oaK9jn4p0Fdpp05vdKuJc8sS22DEOYUoJOhSEZITW6RS+UdcdkKosOPLgLy7z1+4TGfbR0hyK2B2UiFvMrAQCLsyxDStyy981eVcbdQQCJuwtwJuSH5BfjluuQlW97P6Wogko0GwNbrkpesL2tfC3K7nYTWvRHbssMBsISrDmxItcMlwJfAn6bdXa3DJMhpQBKBCxZuAYZ2j3eGPLmsMwQZgsbu7W9nuqPCimL2zIzhwIV+6E89ah+VsvirbSRMn6CAV4AY4MG8QaOWBqIfSXOePh1Ft9y+D0wNxPEtHDf/ia7AyuU9H6mRRvDcd0cpIEWhTwFONZRurdBrgBVKsQJY8+V1GV6LBPkKqZ8Pbw1chuKd7NTJPknQAxj2TT+l0CcrpVMMpfcCP0w5943iCG3fH4a1/3/2zjwuyqp9498z4Jq7tlqBUIEbWon7RmVqKhha2eog1lsTtpKY5JqoY7xtEr82YHzbtJQUt0oTFHPDUsmNChtsX11zhTm/P+5BAYGZgQFG4/p8Sp15ljPb81znPtd9XUizVuZ7vd46NWz1OB/g16W3zC33dUeti7wUuCqhb1KZkpunN47srNDBBqXfmdM91anPaszGCC/AP7lHSoWWcl/aNcCAyDOuA67L1+rGOgZbc6SKuhPIVuivH2/3+X4A46ejrwL+sgyc57b3vLqRmBNiAJKRJkhXYUCcLb4GNgBbTQHpTlVI7Yl8QUhATTek0pqFJNp9Yx/P1Yh8YW9pvsxL9nW+Bq0fQrS1R+2WZ+cDDMCPiDRlZZjf9sp4dzuNrP2+lyNWeh2R73h1lt/XBV9trdSKqlKqPbKacUjXIEm90AjyGOD2Gh6GDZFZHCxvI9/E+O7AZGplFhcCVllN0a/W9CB8UsydgOeRm/x9eRExNaLd83tvZh3gxX33Tqw2i7my0PbD6V323DnZZT10r4UTWgE3KKWvB9opxQ8K/RXw1brwOVZ3j9MVDFj1VH0kcGjNqgEvOtQllocxGaObK3Rvg9L1FDr7zX7vlkk47/3iQS+gt4If3+31Vq4jqcV/1j5Y1wvdL7Hf26vK2ubxDXf2MaAveannR4tcHvvGiFaAIblHSqVXCcasM17SvN4/+Vc1PuCDXVur0P7AYeBrm2bXL4eaHprTM3V9Zc9Vk0jMCRmBBPpUZvnfC/gTIcubgC9cIMsKuAYhy90RLXSW/b/tSOWzPvDXcP8d1pL7L8nt1Bp4BuhwnlSTi0IBuUh/xLIwv+1/VcdJs/b7NgUGId/rtojvdFURPwPwamXjpZVS7wE7tdazSjyuqpMwX2gEOQB4iZonnR9YTdHvl7eBb2K8AbAgHbu1OL+x0mqKrnFDdJ+UM+4Vq/IiYubW5Fj83ps5Afho370T3eZbWxG0/XB6UxSX7rljcrmVxm4fTayn0B0MiuuB65XEGG9TSn8J7Fw/wlwlneqDVzyhULqOAm+ldB3AW0EdpbS3Qnsrhf0x+bv9z3ytOXkC714GtLWB4fR2JV7IJxWcXHDTGw4v6qPTjZcpdB+D4rBCr03q/z+nX999XzzoD1x15ETdr23KoJbeNPfP0rb7z9oHBwKr3+j3VqnX48e+uGuQUlq90vPDlc6euyTGbIy4FrAm90iptK3gmHVG/+S+ljPf11d233wRUoHrBATl21Rbb4Per5T+GruDw2Nt17hdSlOVsFeRE5DquTtgQJbUs4ClpoD0UqUSZcGuXS4ky9ci7hBbEElGE4TI7Rnuv6MYGV6S28kHsbL0Q3m2OLkM2IA9SDPzyjC/7dXi2GH3SL4Fkb+0AxrhXsvZk8B9wVdbK3W9VErdBbwFPKi1XlDK89cDO7TWVarzvtAIsqdoe/dYTdEOG6R8E+OfBG6qhvHUomqRZjVFV5vfcGnwSTE3RiZcdahBeUUh/N6b2R9ove/eiTWigy6Kth9NDwB+2XPH5MNFH+/6YewVQDel9A1AG7uH75cGxbYNI2dVmPj0T3umrkI3U4qm9j8bAig0Euks1RultFJgQ+nTCvKV0qeBfAWnldL5Cn3anlR35u8Kna8U3kA9ha5/Qnt3B5o29Dr1pTxGPaW0oZAxKKVRCnUmJU/bLkfrQIPS+zGo1UqpPy19kl2+Od/3xYP1ULr38dPepxb1e/2chroHMx7qAXzzVv83S62SRX0xagTwZ0Kv+WtdPXdJjNkY0S65R0qlo97HrDf6AvuTe1tKvek+nnlnd7+Wf9VXSgch1bhLkGa0Qn/cLx9ru8bjJRiJOSGBwFTgoio4/F5EgrHCFJDukuxocW6nRogzRFfEiedXhHj/DhwA/h7uv6NYM+WS3E5tkcARf5RqQM026VcECiGVXyNR1GvcHXVdFrL2+9YF+gHBCFluTuXJstvs3ZRSRmRFdDTynaoLjEW+H7cAbbTWDkN+KjWGC4kgA/gmxo9Hqmg1CRswxmqKLncJxTcxvj0wh9rQkPMdDv2vqxo+KeYwIBJZ+ozMi4ip0R+233szGwFx++6d+HhNjqMQbT+a3nXPHZO3dFnw3BVK0QvordANgA32KvHuzXfMdHrlqffHE+orpa+wB3zUQRUSYABOKvRBpTio0Ac/H/bfKl0KvnX1k37ITWPhZ7e8VKqs5t7PIzsopTsCuUrpLIO3aga0VNACpS9CEqbP5DPYCfvPwI9v95xXZjXo3i/Gdsy3GdrW8bJ99G7PtzVAZMZ//IE6Sf3fOKeJ7j+Z9yqD0vcZ0Hte6/2BW6wAx2yMaIjSFyd3tzjUd07LHqYUuqWCyw3K1hAwKLRSCgNaG47l172iUZ1Tv9knL0pJ5LaXAq+jJ+v6NKl/8kdAgT4N2mBQ+lLAV0k4Rh0l+uUtQNY4D64uJ+aEdAFiEDmDu6EQnfE24DNghzPNfUVhj7HuiFSWewJHEWnCzwhx3jPcf8exItsHASOBNkqp5px/RBmkGn8Iae5bB2yuLieMrP2+XpwNJemITP4qshI/P/hqq9uKIkqpeERLvRH5fLcjTiFva62rvAn8QiTItwEmav4HssBqin63vA3sFe/XcN9yVy1qBvOtpugarZT6pJgLv0eL8iJiapSsF8LvvZkvAVP33TuxXNvDqsYN8ye11hCilB5ogJNK8QWQmXXnjHJtiLotnKiU4mKl9JVAMzuBlOovnFBK/6TQv6wbPqfaUwNL4tbVTzZT4m/78ae3vHQI4M7VDyoDBCul/YGdH9z8ttOrCpFfGL2V0q2BKxW6QeEitkLnAz8rxf7Xu79zAuD2DNN1DeucCjQoNnqf9D4C9EwJeX1NyWM+lHmfQaEjgQ1v9HnPrTe3MZuMrYF/krtbDpZ8btL2sMuV0pfZCS9KccCA/nVS0LJzJi5j1hv9k3tbSpUFRXw+un3KzfN2Aby0e0Bd0C2QBMBLQV+mwBe4VsHliE43R9mdG4CccW3X1PQ9qRgSc0L6A49Ttc5PBsRjegvwsSkg3eVrgd3xIghxsuiBFAH2IdXqXcP9d+y3b6eQaujNgL9SqjCk5HyEF/Ab8FGY3/YV1XnirP2+CpFg9EbIcmucK+IpIDL4amul/NqVUn6IVWCk/c/LkEnDY4guucqDWc6M5QIkyJ5i95ZjNUVHO9rIQxoLa1E5pFhN0ak1dXKfFHMgshIBEJUXEVOmnVZ1wu+9mY8AX+67d2K1pvkBdP5gSmuldGGluBGwvkCpvFMGrx177phSqmY2+KPnGgPXKqVbKLQGtFL8rpT+cWP4rIPVOPwKYeDqJ+sAd4BtUxN9/Eql9BUGyJp/y1tu04H/Z+P93kBrpbjKXoFHKQzH8us0RfG77XTd9l429XpKyOvFiEnkugfqKPRDBqVXvtnn3XI9hysK05Z7ul1c98jvXkqrUzYv30K5iZey/VHHYPsbQKEL5SZKSdVf5j1yCHXK5tXgZIF3o6Z1j/9lf22qcL8//mlU79DJ+nmv9Z7/R1ljeGXPzQp0awX9EYJxrYIWiBQjHcgAto1ru6babvLlITEnZBjwINXjcpCPVP9WIh7LLpMPuyPGDQhZ7gr8hZDlLUDmcP8dBfZAkhuBLkqptsjE5Xwkyl7AC2F+29NragB2snwt4rjVAbHvK+tzswZfba1UY7ZS6nLk+9ECSAE+R2SD7wAztNbV2utzwRFkAN/E+DhkxlmT0IjMotSbcSF8E+NbIbppQ7WMqhbuhjcw0WqK3lZTA/BJMT+GaLK+z4uI8QhJA4DfezNvQXH5vnsmvlMd5+v0wZTWSkhJL6CxUnoDkKnQOV+Nel4DtP1oWlcUWQ1s+QagjRJ7KS+ltFayLPxN1h0zzonNPV8Q/tnDN+Qrw10FyrB++S0JS6vrvPeuH9u6jk3fVscrvx5eumkdVfCVQXyhrf8cr2MwKP2oQi96u+8756SouYpnv7q9noJLRQahKZSGaM3BA/kX9WzodepHBd+ab1hUIRI6Zr3xmuTelnNWF17afUvz3/9p1Peyi45YwX5aIdAFSLXv98fafn5OpW3unpsuB8KAgYAfoif/ClimYO2jga5XVd2JxJyQe4G7qb5VV4VUldcBS0wB6RX6nOzx110Rsnwj4jiyA1g03H9H3uLcTo0RHnCNvanrWs4vOeNBICLMb7vHJAlm7fe9Avked0TcSIpOrJYFX219ozLHV0r5AgO11m+UePxWhDA/o7Uu1wDBnbhQCfJIwEjNyyw+tJqiHZID38T4WcjsrBbnHwzAPY7SE6sK9ua8ZMRwPyUvIubjmhhHafB7f+ZVwMP77pkYW1XnCHp/an2gt1L6VuAyBeuR//Zsv3vamd9/5/lTGiilO2q4WMNVXkp/A3yvIO/LO58/n26apeL2Tx9pg7wPX6Xe+vqugZ8/cYOCKz+5+eW06jj/vWserV+AvuMf5fVu8/rHDKBD6qvTuo4q8D5xymtoXe+CrXW8dTaQ82rwBy41skVvHeml4HJpPtQoODn7xtQzy7hPbL1LKaWvVei6/+TX+/W09q6X3N1SYSI+Zr3xEuB4cm/LOQ1AEemjO6WEzNtR9LFX99zshaTTXarQ3ghpsAHWcW3XFCuQzN1zUxOgl1J6GOIJXBf4RsFS4KNHA9Orxc2gJBJzQu4C7qF6CzWFWuVNQKqrDhhFYW/w64GQ5e6Ih+5aYBGis74OaK6U6oXca2uaGziDNWF+219ytNGSfZ07AN9UVcx1Wcja79sCIctBSJPf+OCrrW4N01FKeQFaa21TSj2CNOndr7WudFOuU+e/QAnyRUhJvk4ND+Vbqyn6KUcb+SbGhyHLXBfeh3Hh4x/gbqspukY+O58U873AXcgNOTIvIqZavDWdgd/7MxUy6x+z756JbiWhHd6fdp0BfStSMd6rlP4U2LLj7mkFAEEfTFVK6TbIErcBOKaUzt521/QDbRdOu0pB/u6RUyrlIewJCP3k0RZK6YHAjwb0+o8H/t+Z7+Ggz5+4GmlYnv/JzS9X6RLzvWseHZgPq48pQ5ulIXO/A3hgY2R7TtvuUlp/NK+f5evHsu6+HAkbuUgpbQD2K9j1cpf551TIHt9yV0OldEsvcf4oUPDLC10WnvMbG5c1qrVB6WYKvn25y4JTAGM2GX2Av5K7W45W9PWUVUUes3Z0p+R+xQlyaZi75yYvZDm6pb3xUQF/A/uiAtPzAV7bG9IA6KFhCNBTiatELrAYmP9ooGsuEJVFYk7IzcAjyGS7uqGR6u9nwPqKyC8KsTi3U3NkFWkgQoZ3IbLL3xA9rVZKDUR0tp4KA/BMmN/2congkn2d6yOv7TTSwLYO2FTdMddZ+30bACeqMj1PKeUNLAHe11pXS8/PBUmQwWNkFgCPWk3R5WpCfRPj6wHzqBrbnVpULfZbTdGP1sSJfVLMDRF5zkXAhryImNk1MY7y4Pf+zBmgk/bdE/t9ZY/V/r3pjYH+9mrxRcBqA3p19j1Tfwfo+MG0JkjAQ2NAK6W/B77ZMWraOTeLdgundQG27R455XzUJjJkZVR9pfQgg+g6P0sb9Fqp1aNBnz/RChgGfPDJzS9Xie717s8fbQcc++Dm16zD0sddDhxdGjL3yH0ZY4ahyDfUVQpY978eScUI6+NbR12toD1SyDimlN5+Ot9Qx6Bs3gqOvdJ1QbmTvUez7mmv0L8lBH9wjoxtzCZj++Tulgo3Ao7ZYLwK+D25p6UYSR2zdvTlQEFyv3kuh5Mk7A1pgQRh1MUeR6zgm0cD0/Vre0OaI5OZgYhcoCGQAywEFj1qJ9VVjcSckM5IEEeT6jhfKTAAPwCZSFW5Ug4wi3M7FUoCwhE53HKkue8EcEgpFYrINDxN4pgX5rc9ytFGS/Z1LllcK2zu245MNvZWV8x1dUAp1RA4qbWuluv2hUyQw5HEoJp+gSuspuj/c7SRb2L8BGTWW4vzC9uspujJNXFinxTzSOAB+z/H50XEnGOrVdPwez/uAeCPfffEVigMot270xUQpBS3Ih3qO+zV4q9Efcp19sQzlBIN4td3Tzlc5gELj7twmhfQeffIKV9WZFw1hcErxxmAmwzolkrpT5YNes2htGfQ5080BEYBH39y88tu1VffuTqqPtDzw1sSzrhWDEsfF9CIY5cY0C3eC0le8sDGSIX4rf78vx5J5wS2PLzp3oYGpVt7GwraGxQGg6IACYrY8+KNC86Z3Pxn830XKaWvMaB3J3Z9v1QHkTGbjN6Af3J3S4WXfMdsMF6T3LPUKnLn5H7ztlf0uIVI2BtyiRJdrBdwCtj5aGD60df2hrRG3q+BnE0+2w18CHrJo4EZVXpPS8wJ8UFSXi+pyvM4gEJW5zYhOuVKNXbanTBuQLTWXZBK/Q6kaTBXKXUnItGoW5nzuBEfhvltdyjPXLKv80xED1waCh1ECpP7PNZ20FNxIRNkT5FZ/AGMtZqiy13y8E2M7wZM4fzstv03Y7XVFP1KdZ/UJ8VcD3gbaArk5EXEPFPdY3AGfu/HdQN67Lsn9mVX9mv77vMtFfoWpPkQpfgMWG1DHVTo9oC/PURjr0Lv23nPFJcvZO0WTfMDDu8eUbqrhadh0IrHOimlOwFrVg6e+6NL+37+RB3gHpRe/clNr1S6Ua4QI1ePG2RAr/rwloQz16070h/sZkD3WBDy9stFt31gY+R1QGuldMa87sn6wQ33N1VKNzEoffT17u+dIe5PfXlXYed8oFLaC2lW+vK/N3x4+MFN91+hFA3f7PZOuRZ9AGM2GVsBXsndLRWynRqzwdgG2J/c01Lsmjwmc/T1yX3mubUp97W9IfUQOUBj+0PfPxqYnvfa3pAAxBHjFqANaG8loST/ZwrMcIuPdGlIzAlpBkyXc3oEdgKfAOsqI78AWJzbqSkQijROtkAqypuAz+xEuTfQoHLDrRROA6PD/LaXG4KxZF/ni5F7gLPV7xwkeGV5mN/2CsuP/k24YAkygG9i/PPUvM7IC5hpNUWvL28juyfym4jnXy3OH9SIB3KRYBAAc15EzBfVPQZn4Pd+XHNg5r57Yh9xZvu27z5/DeLn212hs5CbYrZW6lqkmqYVetfueye7xbqs3aJpXXePmFLtNnSuYMDyJxoblA5T6JxPbns1q6LHGbTmcQXcAWR/ctMrlV5tGLl6XHvgn4W3zLUWPnbnmgfbKKVvO079T1Hq+7T+c4uRy9GbxjRC6wEGbfvWG9v+t3q+47Da//RXdzYDgvNthjbAX3UMthXxN3zo1NJ75BbjNcAPSV0tLut5x2wwKsC/ZBV5TOboG5L7zPvK1eO5gtf2hrRB7MkUUmTZjdzL+inR3rdGQiVSgTdNgRluJzyJOSF1gUlI5dUTGlkLK6KrgTRTQOVlJ4tzO7VDktpuRIpTm4AFSqneyMSkMO66OpEV5rd9uqONluzrPBYh+a5AIasVXyOv9fPqbu47n3ChE+TbERJR0y9yi9UU/byjjXwT4x9EZra1OD9QBxhvNUVnV+dJfVLMdZCc+hZIDOtDeRExnnADKxX+78clA4/l3hNb6k088J0ZhQb/t9sb6z4D0rTcnDoidlrfAHv23DvJrb/ldoumNQUu3T1iyjlL/56AW5Y/2UuhrzYoveTT215xS4zxoDWPD1bw18qbXil3YnBP5thGCurY47E58yea0/ne9U6ertujScN/1tpTBPWJ014tT+V73d2o3qk36njZ8g+ebnhti7r/fKcUNuD4P6fqnFboK7yUPl7g5RUIHJrXPdmp8BLjRuMlChq0rHfsH8Sl4CKl9H5g6wvXf1RuUEvkFmOHpK6WnU69OSUwZoPxGiA3uaflzPduTOboS4C6yX3muVTFryhe2xtyKdBBob0QacCvCHkbClyP/E62AW+YAjPWufPciTkhBuBRJM3MU2BAJg3rgAWmgMo7f9i9k+9AXmc7pNq6CGhpJ8utqB4eYQBmhvltL7fgsWRfZwX8HzJRqsy5DlO8ua+muZJH4UInyA0RmUVN64pOAqOtpuhyf8i+ifHNkaarmpaF1MI5HAPutZqiq9Wn0ifFPBjpNgd4Oy8iplqsvCoK//fjZqFIyb07thgJve6duHoG9M3IpLAusNSGzlZKtQe8Ffp7YMfe+yZVKflvt2jaDUD27hFTPMZv9KZlT7U0KB0GbFk95KUKkbvyMHjNY70UulVDw+l1hRHZxf4EUPrI+33eLvU9Gb7q8QEG9NrUAa+eArj984e9DOhopXTiwpvePAIQmjHuEuD0FQ0OHDx+2tvPYND1Gnjn/wYopTQnbd5X2bTBr4HXqfUGpU/O7fLBwdLOdf+GMc0NSrea1yPl26KPP7PtjqsRPWkdRGqTPef6c50uIrcY6wNXJnU9V0/sCGM2GA2Ab3JPSzEN7JjM0V2S+8yrMolDWUjc298f8Z/ViH62GTAIGIyQpWNIp/9rpsCMg247b07IIKSnpyalB6XhOLAB+MAUkF6pBLdCLM7tFADci0xCChBXkdNKqSAkrbQqr0e/Ag85IqpL9nW+EZHAuGssXvZzbwM+C/Pb7la7tvMVFzRBBvBNjJ+OzLJrGk4txfsmxk9Gqmm18HzstZqiq1X765Ni9gLeQBpojgEReRExler0rmr4fxD3BPBV7t2x6wCueyeuOVL9GmRA/6Fhhf0q1BTYrxRf5dz3XLXFN7dbNM0A3LB7xJRqJzwlEbLsKQXcrKA5sGTN0BfdsvwZ+vmjFymoW6QarI/rOleh1HUrQ15Z5NKxPnuilUFpv8UDzlagb//84QcM6C8X3fxGMeeI4RmmGxoaTv5lUPrHd/skn9NfYdw0pj4wwEDBpkbepzRCnguT7ThR4N3gn/y6jd7pmVymI8Uz2+5QQKBCF7oWbZtz/cJik7HILcbLgdNJXS0u683HbDBem9zTUoycj/lidNfkXvNqTJqTuLe/QlyarkCWzPcgMoFhQCeEOGcDCabAjLVuOWdOyDVADJ4pA8wHtiLOF3vcccDFuZ28gfsQB4xLgC8Qh40rlVKBVE1F+eMwv+3JjjZasq9zVTb1GwArZ5v73DLxOB/xbyDInuIxvB+IcuSX65sY3x3RfXnsknktzuATqyn6teo8YYnq8eK8iBiHF9Oahv8HcXcDNsNpNivFcMTO6mtgM9AIOAl6/Tf3P/d3TY2x3aKpfsCR3SOmlhkjXNXot/TpK4AhBqXT04e+6HK1sxC3rXqsrkI3tEsfCiOVj6bd/No5k47B6Y/7II4J760MecWpBuHQz54Yknbry8sL/x22+pEugN+SW/7vw6Lb3bX2wcs0yuuErlcnrf9ZnXJpMG4a0x/4xdI9uVjl6t4vxnS9pP4/Vs5GPgP8/eINH5Y6gRq/baQXUhAJUIqjQIa588JDAJFbjO2AnKSuFpcaoSM3GesClyd1t+QVPjbmi9HXAH8n95pXY9/ZQiTu7V8XqaQ3RxoajyBNfbcBVyJa5feAFFNgRrmNXw7PlRPSEHgWz9Ell4RCGvqWU0k/5aJYnNupF/AQ4uO9z36OJnai7OWOcyDNeRFhftvLdaZZsq9zQ8QWtr6bzusIe5HJx7Iwv+01EmRTU/g3EOQGiMyiJszPi8IAxFpN0dvL28jerPcaspRTC8+FAl61mqI/q64T2n2P30AqrQWI9rjGCJ2z8H837kGlGak0/yBVmB+VwgB8D2z55v7YSt1or3t/RkOEaKMUp4FToE/n3D3Jpepru0VTu+8eMXVTZcZSEfRdGu0FDFFoA7B07bD/uuxkM/CzxxsoqG+XSZxaMeBVp29kg9MfbwXcruCdFSGvlOuVPPSzJwMMaFvarS9/CxC62tQKGKPQLyy5RUJKRmb8x8ug9FUK/euCfm+dCM0Y5wf8mNZ/brmfh3HTmHZAS0v35EyAUesf7GhQ+tv3e71dbExPfXVnc6BeYZlZof+Jv/6jc4jf+G0jmypFf+T38uWfpxrtBtpXRI8cucl4XVJ3S7GqdE1XkUtD4t7+LZCEPgPS2NcJGIE0+NUDVgEvmwIzvi3rGA7PkROikKTa4Xief3AhCqugnwHL3dHQB7A4t9MlyAShE+Kl/LX9XFfbPXorg81hfttnONpoyb7OdyMSkOokbwqRiu5EruHpYX7bq22Vr6ZwwRNkAN/E+GnIjLemsd5qijY72sg3Mf5exK/xwv9wzm/cazVFO+zCdxd8UsyjkZsdwMq8iBiH/to1iWv/FxcE3KPhehQGpXkf1GHgi28fmFiuJ6f/OzMVcIlSNAU0yIXqzNo7aLtOViNSk6OATSnqAnVB11Hgba882veVn1PRUiRoreCvXXdOOdYudWpT4PLd4VOrzU+6T9ozlwFhSunl64bFu9T0dcsnTzYGvO2yieOfDax4EMjg9MebKPFKfndFSOnNgLd9+pQyKD1k2a0vLQMYuupRL2C8QenX025JPAAwIuPhJgrdbGH/N4qFI4VmjAtM6z/X4ftq3DSmFUr3OJnvtcmmVfMFvd9y2Dz59LY7Gyp0E+TroYHfXrj+ozPXzpjtIxVSYW1foNXho/n1dr0e/K5LGsvITcaGQIuk7pYzn9GYL0Z3T+41r9onVM4gcW9/LyQA41LgR4TcjEAkGC2QxqxXgQxTBX2VE3NCeiINfDUVKuIMDEgjc2FDn1saXRfndvICngZ6IpXcnxHf5uZKqea4Xl03AM+F+W0v1z7Q3pz3KuJwUlMwIKsSb4T5bXeLfMdT8W8hyEOBh6l5wnkcMFpN0eX+SO1VbwuSplQLz8RPVlP0w9V1Mp8U8yVI13IdRHP4UF5ETI0v75aGa+bN7Ih47l4LfKvhd7y41VCgQr99YOI5VQf/d2ZdDLS0/zwL/2cDft93/0SHQRiVQbsPpykFLVA0VIDNoDsqzR4Fh3eOnFqlsd290sb3NqCvAj7MDH3BqapxyMqnmyrwElKsD68e9JLbGgtvS3/8IkRz+f6KkFfOqcje9ulTPYGcFQNf/AtgyKqo+xR617IBr20DGJ7+yBUKffLjkNfPed9C10ZdDNjS+iU4fE+NmyO8TxUYHqvrZfvA0i3FpTjw6G13KCV6US8ApfRfczovPGPxFrN95GUFNhVuUDrfoPSq2Z0XOZ3wWLKKPGbjaH9sHE7uNa9aV3Fis8O9kSTJw3FBqQ7vaYl7+1+J6JNPA98i8ot7EPnFT0hj+AemwAyXJ1iJOSGXA7EIYavp+6sjFK5gvWcKSHfLtXNxbicF3A+EAC2R9/hvoL5SqgXOE+XvgcedaM7rDMS5cNyqxENhfttd+n2eb/i3EOS6iGanUQ0PRQHvWk3R8x1t6JsY/xTyo6uFZ2Kt1RQdX10n80kxP4NodwE+zouISamuczuLa+bN7IBUjNsp+Bmlt4Fapevo/Uhk7ijbaUMjZAm4ESITyVeKA4h2EgqrxWINplXhY0Uqx/Z/ahSHvrsn1uXI3/LQLnWqAehisLFTKVqdObXiSHb4NLek0PVcElMXGKWU3vtF6ByHS/R9lz/jrZRuam+uO5A++L9VdnO8Lf3x+sBolF6wov+rBwsfH/Tp0/UN6H4rBr74KcDgz8bdYFC6/fIBCe8AhK4x+SjFb0tCEsskWaFrowLT+iU4rCKPyHw4UKF/bVT3VFvguKVbyvaKvp7x20e2xK7VVHDE3HnhYYAHtzxwfYs6/zRTCj9EU7p+dudF5dvFbTI2BeonFQkeGbNxdPfkHtVXRY7NDr8PGIIEihxHbLp+RjxtV8UFpZYpY0nc278e0tjVHPET9gEigED7seYDb5kCM1z6TSXmhNQBnkKuT+cDoTiNOF+8bwpI/9kdB7QT5QGIm8jFSFX9H4TINlFFlr5KgQKSw/y2pzo6z5J9nZ9FqtY1jb1hfts9MpzKnfhXEGQA38T4Z4C+NT0OnG/WawO8ApT7y6pFjcALMFtN0dWyvOSTYg4AXrD/8xjwYF5ETKWabdwJ/3mz2iv0PVp0eb8gN+vUAgytFLQAfTFetqewGRYiPq4bv3/g2UpLU655P64pcjPC3pB2Gvjh27ufqxSBbJc6NVDBL7vCp56pXgelTmkszhJa2cn7jztun+7yxbP74glXGZQeCny0IcxcrqNC7+XjGyt0PQWn1g15ocLv18DVTyiFroeijoJ6Cl0HRV2FrqvkT2+l+Ac4otBHTuOVj2hMU1f0f/VPgEGfPj0QyPhk4H9PDvzsseYGtAmYvfLWuQXD1jzqp9A/pd2UWG4YR+jaqPrApWn9EvLK2iZ83SNeSukbFvV5PQvAuDnCD0nV+8zSLaVSN6vx20c2VkJcVL7NcORgfsMrk7padk3YPsIP6I3iFPDJ7E6LDpZ1jFKqyD2Se8zbWJlxOYvY7PCLgA8o/Z5gQGRG2xE5wca4oNQyfweJe/sHIB7jh5GJqhHxly4AVgJvmwIzynQOKfWYOSHDEW1sdTWPVRb5SLLc/MpGWRfF4txO3RDrvcuR65NC9MqNVOlM+RAwxlFgx5J9nRsDKdR8P5UC3gnz276ghsdR5fg3EeTOeMbShAGIs5qiNzja0Dcxvryc9VrUHI4AD1SX/7FPinkOUuUBeD8vIsbhCkR1wH/erLbIUm0X0L9r2GxD7QXlBVyuZDL4N+gfDHVt0cDi3LtjK5wE5wjXfjCjDnAlCi/g+LejnqtwpHL71Kndd4WX3rDX6ePJXkBrpVCgj24f/rxTUozuiyfcDLQyKL1wQ5i5VElFz6UxSilaKDQojqwfMsepRsOQT59uouAKpfQVwOUGpRuDBHjYgzpOK6VPKzil0KdRnFLoU0pxWqELlKIR0EShmyhFQ621t0Z19VJ6t02jtc2rSZ06+esU2nrkeJ1hoFI+vfXVX4Z8HnWNgrxlNyc41bATujbqGsCa1i+h1N/O7eseuUHBrtS+/3eGbBs3RzQGblaKz1O6prhlYhizfWTTEwXeV2uo19D79LbZnRYVTNgxoilSAawHfDq706JzdPKRm4wtAK+k7pY/AMZsHO0HHEvuMa9cTb07EJsd3hJ4FyF25cEL+A2JpH4/Lii1TDlB4t7+LREXk9OID+4DwECEBG1ECFmmKTDDqWtdYk6IP6LNvZrzo5oMwgm2AR+aAtJ3u+ugdj/lwYAfQpQbIkS5rlKqDmffnxVhftsd9pMs2dd5DHC7u8ZXCZxAorDdouf2ZPybCLICEhHdVU0j22qKjnW0kW9ifH9gPDKrr4XnYJPVFB1XHSfySTH3AQqXsg4h1eMKN2O5A/7zZgUC92hNT+CUhm1a8QWoBsAPSuQS334/esKZi4v/B3GPAd/n3h27tDrGeO38GfWVkGVA//zNXZNcupi3T53qDxzaFT613Cpv58WTGivRHoLi121hz5/z2QR//GwDg9L3Al9uHj671CacHksn1EUIasGGYeZypRx9Vj5zkYKOSul2QD0FNqX0YQW/KKV/Bn7+/NYXKx09fFvGY16AseCkNw3rn/jAYNBtTp02DNCaoAb18vflF6jm3ga906CworRVwQ/ze73pkEiVJ7UYvs7Ua3HfxHNSxCK2RCgk5ey7lK4pbokZB4miblrnmK2uoSAfOD6706I/JuwY0RAhia2A1bM7FdcpR24yBiZ1t5wZ/5iNo3sl95hX5VHvsdnhCnGxudyF3U5g193GBaWWqZVO3Nv/IuAmZHKwF7gLGIn0POwB/gcsNwVmOPwd2SUXUfbjnW/IBhaZAtLdFiW+OLfTZYjve1ukQbIVMsnRgLdSyhjmt71cTfSSfZ0NSHrqJe4aVyWwKcxve7Xc/2oa/xqCDOCbGO8pMzCAx62m6HKXdTyM1NdCoIBEqyl6RVWfyB4p/X+cvSgm50XELK7q85YF/3mzLgcitCYUIcYZGtYopY4iN+I934+eUOpkzv+DuAigIPfu2P9V45ABuG7B81cADVEc/ObOSU4HRbRPndpjV/hUp5fPr18y6TKFboDi2FehM34DCP74WT9gsEHp9zcPn30O8e2W9mwdpXQz4OSmYbNLlVH0XB5TT0E7lO6ooImCo0rpr5XSu9YOiq/SydLNn0RfXdc732jwtr1z8qThZ2CiAf28wUtfU7/O6W/qetlaK/BFaT8FbQCtFF+D/uqDnm9ZSztm6Nqoy4ATaf0SDhZ//NEAhf5rSb/EMj+jiC0RNwD1UrqmuE3WELnF2DGpq+XrCTtG1EdcH0CijPOBmxGtbubsTot2AURuMjZDtMi/AozZOLpPco95me4aT3mIzQ6PQsi7qziF6G7fjQtKLTP4we6p3A8hcTsQL+UHkOrnPoQop5kCMxxKfhJzQvojGQSe7HJRGhQyKVgMbHCjl3JTRHrRGSHKlwHLhvvveMvRvkv2dR4APEHNr4B7ATPC/LY7XAG/EPBvI8gtgGTcZ+xdGWRaTdFzHG1kDzp5iJr/YdRCcAK432qKrvIqrk+K+S5E0wfwJ/BwXkSMW5LVXIGfZVZjDWOURM2e1vCJhjRQp5Riz/ejJ5SrPQXw/yBuFNAs9+7Y16t+xKXjug+fb6Xkxm/NuXOSw8+vfepUH+D0rvCpLjXy3JD23EXAZarA1sWALgAWZd0+q9iFNnjJRC+ldEsFpzaHzjpY8hjdlz3bCnR/u2zihIJdKP31F7fNqTZbQYCbP3kmtH79k0uB+06dUldorT4xGPRJBTmfDnjlnJvHqC8eaqAUnUDfaCfMPyilvwK2v9fj7TPyiNC1UW3T+iUUSzwbtvbRPkv7veaQaEZsibgKkZ6tTOlaOV0yQOQWY12gTVJXyxnrtwk7RhQuiecj0oO+QDuFzgKyfj/eJKCwijxm4+iLgVbJPea5JcGtPMRmhxf2I1S0N+U00iPwTlxQapkOBPakvp6IO8VuoAfwH6S51gq8D3xsCswot/KZmBNyMZK+V1XJc1UJhfRMLANWu5Eo10ca8DsBrw733+GwKr9kX+cXOCuzq0n8BjzoyG3jQsG/iiAD+CbGP4/M4GoaJ4EIqym6XE2db2K8N2ejhWtR89huNUVPquqT+KSYWyN+l3XsD72WFxHzaVWftyh8LbPrKvQTyHJrPSBNoxYDu6zGCS4lKvl/EDcc8Mu9O/ZFd4/TVQR8+LwvaO+cOyc7TKtr//HUHrtud76KDHBjaqyXUvo+DVa81U/A4S+Hxf0O0GVxrFJKXwwUZIXNLKZd7rp0Yl3Q3RV0UYq/QX++aejsH1w5tzsRsvKZKwyK1p8PeiHr5k+e9DUY9HSDl56vbXz62QDnUvfu2fCgj1L6RiTdrq6SqmTm4VP1/wZapvVL2A8wJCPqMqVosqxfgkPfY4CILRGNEcnFypSuKZXWQkZmGS8DbEnBlmIODhN2jBBdu2C/QncBuubb1L6DJy/a8Vb3//0IELl5dL+kbvOqpWk3Njt8PGcdbSqKfCTJ8p24oNRytfqJe/t3QiYkeUA7xDK1KUKUFwILy3O+KBIsEgp4V3LcNQED0k+xAlhhCkivVsnjkn2d2yKTIk8ga8vC/La/UdODqC78GwnyLcCTeEZFdonVFP22o41qg0M8BgqwWE3RC6vyJD4pZoU0lHawP7QfeDwvIqZaLsy+FnNz0GMVeigyMcvU8JrV+OyOih7T/4O4gUC33Ltjp7ttoJVAwEfTvYFrFBzce8fkMhus2n889Qqgzq7bp5bpvFAUN6bGNgQildLLtt4+83uAG5fGNlZwKRpvbPy5dXhcMQlBl7SJ1ykIUYoGoDcpyNo8bFaN9x2ErHwmDEhDFQBMMSi9qF69go5KsWd5v1fLDTQoDfduHNtAiR/vzUrpRqdthm8M6AXv93z78JCMqP7L+ydkuHK8iC0RXoi2c3NK15RKN8lFZhnbArlJwZZzVmkm7BihkMYzL6X0z2iuzbcZ7vQ22NYBn/9+onFHIC+p27yDlR2HI9jdLP4PsWurLE4Da4CkuKDU4+VtmLi3vz9iE/cD4iwSBTRAiPMyhCiXGXaTmBPSGXiMQueZ8w9eiG/0Z8DH7krnc4Ql+zpPRCr4NQ2NeB9XeUOqp+DfSJC9gLeRpdaaxl/AWEduCL6J8fUQM/em1TKqWpSFE8BoR0EvlYVPinkAMK7IQ7F5ETFfV+U5AXwt5tagb1foAUhDyU4NsVbjs5VeOvafH9cXuC13VOyESg/UjQj8aHoLFJfvHTm5TEur9h9P7bnr9qkONXfXpz53mQE9Cpj3ZXjcGb3xDYufa6bQdfHihFJcotB/FRQYTir0QKUIBJ2jID0rdGaZzXndV0yoo6CBUro+0EBBAUofUnB0/aA5br+Ih6x85hLg2vTBL3zRb+XTgw1KNzcY9Gef3/rSn0PWPhYO5C7v92qFJ0z3b4pspTU3awg1KLKPnqp7qHHdU2/+r3uSy4WLMVuMIcDvyV0tLtmSlYbILGNQUrAlu7xtns0OvxxocCy/zkkDul19r/wOWrPlj5ONvJO6/a+6qsgDkWuEuz77g4jm9uPy7OEAEvf2F1s8qSB3QirKXghxXg18ZArMKLW/JjEn5CIgGgjm/C34KETy9jnifOFQYlZRLNnXuRXSnOcJlffsML/tDs0FLiScdwRZKdUMaKK13u9o27Lgmxj/CNJ8UNMwAG9aTdFLHG3omxg/Fgir+iHVohw4FRVeGfikmJsi1aHCUJvMvIiYF8rZpfLntJivA93PgO6NVCp+BB7/3vis20i5//y4YOCB3FGx4xxuXM0IXDi9LtAO9O69I6ecUz1s//HUi4Gmu26fWqYk4/rU5zogy95J28JnnAK4/uPn6gItlOLAV8NnnAS4fvFzDZXS9wEBgOWrsLivAW5cGttUgY9Sui5gD0KRQBR7RPZpBceV0seB4wq8UbqZgkZKYSgSaKIUWtn/npcxIL7Mhqzy0G/F+DCD0mk2bE1BTzAoXksf9OIZuceQtY/dBexc3u/VSpHS0HWPtq6j8q+vY9C963oVtFBKbwA+n9ct2SVpyZgtxk5Ak+Sulko1y0VmGS8CLksKtjh0yng2O7zF0dP1ujSqczIbjd8pm9c9dVRB8uzOqW5zQCgLdkeLGUCQGw9rQEjv/+KCUjc72jhxb/9rkYryt/Y/I5CV2R8R54wPTYEZ57iV2CUXYYhFZAN3Db4GoJCJxRokdMTtfSlL9nUeh0iJahpewEthfttX1fRAqhPnBUFWSnkj6VuRwB1Arta6c0WP55sYfxnwJp4RwmEFHnMiOOQipMGwNn66ZqCACVZT9M6qPEmJxLwTwCN5ETFVEnnsYzHfADoIuN6AvhUJDZj4vfHZz919Lv/5cR2AJ3NHxUa6+9juQuDCae2Bn/eOnHJOJbf9x1N77bp9aqlWXp0XTbpFKd0S+HBb+AwN0PnjSa0UumDb7TMO2P/dEEWoQl+jYalSusBgIFBrjij4G8VBBXlbh8W5pQmz/2fRBhS+Cn2phKigQB9R8N3nt7xY7lJ6vxXjWwId1t42Z23flU9HK9i+dvB/V5fcbujacfcCXy7rN9dhOl55uC19XIRGzbu4wT/1ldL9kESyk0AqsHVet2SnblJjthivQvpLlid3tVRYQheZZbwKOJYUbHH4u4vcbGxYx5B/dfN6x/JPFng10Fr1ru+VXx9YMatTao6j/SuDWKlkv0LVkMxtQHJcUKrV0YaJe/u3RSbW3yDNZ/cin9/PwFfAe6bAjHP8hRNzQvyQBD5fzt9qMsi94RBniXK5vy9XsGRfZ3/gTqArNVtF/hMYG+a3vcalX9UJjybISqkrEO1tOGK7sxeZpa4GRmutK6wB8k2Mj8O9s++KwgA8bzVFO4wr9U2Mfwy5edSi+vG91RT9WFWewCfF3AWYXOSheXkRMYvcfh6LuTtwDVpfrBSjkQv8iwb0e/uMz1aJrs5/ftw1wIzcUbGjquL47kLbRdN8AdueEVOKrVC1/3hqM6D1rtunnqmYBi2arAzo+4Afto94PgMgKHVyQ3vYxp/bb38+v9PHkxuCDgUClWIPih+AfIXesy1sxpHg5RNbKLgMxbdbbpvpVNhGRXHT6qcaK7gWJX7LwNerb37pYMnt+qyICTOgl2ll8wH+s25wfExZxxy6dtwDwMZl/eZ+W9FxDUp/bHhdL1tWWt+EM81iozeP6YgQg2YKvQjItHRLcXhzHrPF2BixQVuZ3NXiUiNpUURmGTsAe5KCLQ7PGbnZ2Dapm2XPs9nhdQ6fqndXkzonNyD3lquBJbM6pTqlX68IYrPDwxF3maq4kZ9GUvneigtKdfheJu7t3xEpZH2DfAYjkOTPX5DEundMgRnFKvOJOSHewFgkUMPg1tHXDI4A6cB7poB0t0nx7FKLUUilvjHVP6FYHua3vcYciGoKHkeQ7VGMgxD/xEuQBoBNyI/uaaA1EK61rtTs3DcxfgDSrOcJMyKnnBF8E+NbIY4Wdat+SLUoAgX8z2qK/rCqTuCTYq4PJHDWreQnYFxeRIzbCKtPijkQ6An6b6TB5iqlWAD812qccKj8vSsH//lxrRFP7+G5o2I966JTAm0XTWsFtNozYkqxymjRKnLQosn1gYcM6FXbRzy/ByAodfJlwPHs8OmHOqZOqQ96hFL0A71JKbVToXduH/58qTfNrismXgv6+JbbZpXZ5ORO3PL5k15AkFI0R9L1tn1208v/9FkR0xToknmb+fPeK6JfNCheXjc4vkw529C14xRStMhY1m+uy3G9t655oqFS+sZ6XgV/ADlpfROKfTdGbx5zHXCnQvsgGtlVlm4p5VbZx2wxegHDgC3JXS0uWfQVIjLLqICgpGCLQ5115GZjPaB1UjfLvsjNo9vVMeT/07ze8XpoCpD45qZKsWhmOf7DlYHd1aIvVUeaDgNpwMK4oFSH98vEvf2vB7ogvsnDEDnjIYQof4FUlIt9z+0NfI8i3sAXAo4Ca4F3TAHpFZ6olcSSfZ3rI6voIYhnd3WYDRQgzXllOpVcqPA4ggyglJqFLButBbK11rlKqUjEsPw/Wuu9SikvrXWFya3dPu0tPKNZzwY86Sg4BMA3Md4dFj+1cA3HkOa8KvM+9kkxR1JcYz4lLyLGZaeAMo7dGrjVTowHATdJmANxVuMEt5zDEfznxzUH5gGjckfFenxEadtF01oAlxQlye0/ntoKaOFls/2NkML/ZY+Y/lvHRZObAA2V4rfs8Om6Q+qUEAUPgV6jFO9m3z7dqSXXriuebaKk6vjN5ttmVZvf9YA1T9ZT6BtQNDp1yrsTMDe/QHUEBq+/7YXnHe1vJ8ljgc+W9ZvrUrX01jVP9FBK767nVXAEuDatb0KphQ/j5ggfpKLcAcUKYLmla0q5aYFjthhvAv5I7mqpkJY+MsvYGLjEGT1yYRVZ/j765qRu8z5/Njv8IgWttUYpdeaavWhmUGq5SYmuIjY7vA4Qj0QaVxUK9clvxQWlbndmh8S9/YOBG+z73YdUl39HluszgPeL2sMl5oTURxoP+7pv2DWOfzhLlCudblmIJfs6eyFV94HYA3rcdexS8FWY3/Yp7jiQUmoL8JLW+gN3HK+q4akEuRlg01oftv87FPGEnaK1nldkO4PWusIzKA9rfNtiNUU7vBn5JsZfDczlwliOOl+wzmqKrrJGOZ8U8zXIDa7wM92YFxEzyw3HbYrYYGnQlwF3K0UB0gT4gdU4odpImP/8uAbAAmBM7qhYp9PsahJtF027BEWzPeFTznjztk+dPMxgI1Ap/i97xPSjHRdNuRz0ka9HTD/aYdGUdiieAn5VMOPr8GkVmlB1W/FsWxS/bx48q0q052Wh1/IJFyllu7VB/VPq+EnvSINBP23w4melQKGVKmwAVOSvCnmpmH/70LXjDCgeBJYt6zu3XF/dohiw5onbVt308gqA0HVRVwN/p/VNKJNIGDdHXIFiBFKZXa1gUUrXlDLDU+zNe82Su1oq5C7hrB45crOxLnB1UjfLd5GbR/cBspK6zTsBMDE7vClSGfVGkvl+BpbMDEp1m6QmNjv8YuC/uMf6rTzYkCrwa07KLhQiC2iPBK48jCQT/oo0uH2KNPOdmTQk5oT0QVaQq/q1VCeOIdZw89150CX7OivktxDKWVtQd8ILmBnmt319ZQ+klKoPvIT0CXwMvK61PlxZHleV8EiCXAi73OJ2RFbwvNb6VfvjNwOTgL+01iMqenzfxPjGSONbfTcMt7JwpYo8Abno1KJ6MN5qiq6SlCyfFHNd5KJxlf2hU4ApLyKmwstZdrnGEKAF6H+AO5TCD6navGg1TqgyTWRZ8J8fdxHwAfBQ7qjY88ZHs23qtCsUusHu8Km5HRdOvlrDw9qLt5RN/QRcouBnG6oNcK9dBmDeOWKaU2EX5aHbymevUuC1afAsa2WP5Qx6fTq+PvlqsDLojTZNF4UObNzw1E6kMpX5Sf9XzlT9b1nzZB2laGony/rT/i//CTB03TgvJPVz8bK+c8tMaSuKAWueGLLqppeXF/47dF1U+7S+CQ6dMYxbIgo1mT0ULAKWpnRNKZVwjtli9EERBCxLDra4fMOLzDJ2BHY70iNHbja2BfaCrgP0TOo2L6Po8xOzw1sgEqqWSJzz6plBqVtcHU9ZiM0OvwGIpXokeIeQ3/OKuKBUh+9p4t7+3kjFsxVyr/sPcBEiuziC+CgvMgVmHAVIzAlphDTwdcMzMgsqCwPwP1NA+oKqOsGSfZ2vA0Yi8pY6DjZ3Fj8Bj7grOU8p1RL57CMRXfpjWmuPlW54OkG+GEmQyQA+RCIrIxD5xSqkIpWmK/EifBPjo5GLlSfA2SryZcBr1GqRqwM7raboZ6vq4D4p5gcRnV4h3suLiKnQRdQeMDIA8AF9AElkG4jchOYCn1iNE2rkB+8/P64p8A4wNndUrMdeEEtDu9SpV2PTfl7o64HXbF4qRNnYZkM1AAYouSGtVuiPd46Y5raehu4rn20G+ipg56bBs6vkc+vxSYwXiiYG9HHyDUNsSq9B66kGxYwvbpvzx6CMx+sD/ZTccDNX9n+lmFb91vQnvJTiUiUrvL94G2zeCEn+aFnfueV+zreseVIBt62+6aWiBLk50CCtb4JT2mHjlog2SuQdlwLzUrqmlGrzNibL2BK4CVicHGxxqXLrrB45crPRC7gmqZslJzLLeBM2nZnUbd4555qYHX4JQhQ7IpKa92c6SLNzFrHZ4SOQe2R1/M4VsAv4P2fcLgAS9/ZvhFQ7vZCq+ihkrL8iut2PgSWmwIwTAIk5Ibch8ozG7h58NeMP4KHqCBdZsq/zxZxt6LuoEodSwHthftvdLodQSnVFem4aAS8CC7TWRzytmuyxBFkpdRGwFOiP5KFfgbhYvIdEPlq11pXWhPomxvsBL+MZlm+uVJGfQJbralF1UMBkqym6SnxNfVLMnYFpnP3u/QA8kRcR4/LSq0+KuQ0ip/gVdEukatwIscp602qc4Fbdo6vwnx/XArBwHkksCtF+4ZQOGu5Akay0OqUN+lptU1cpCFDCDF/fNWKqUxVTV9F95QRve/Vz76ZBs92q3e7+yYTGgGHToNmHeix/tqMBfdImk4DmG4eYi3WsD854vC7QF3QjpfhsRb9Xi41lUMbjCrhCKW3wUvo3ZCn9/WV955b5Wd+85snLFVy5+qaXsoo+7mwVuSgitkT0QIjhIYVOSu5qOcd6bkyWsSFCzpYlB1tc0oNGZhmbABc70iNHbjZeB1gx4A3cmBRcti/zxOzw1sh9LRhZgl8w00GanTOIzQ6PQfpUquvmfgr4BLDEOSkbSdzb/zKkMHAciSHvZz/On0h1eiGwwhSYcToxJ+RipEG/I+dnNdkApJgC0qs0gbUkluzr3ADR7fejYg19/wDGML/tleZZSqnr7H9tAezUWh9VSrVGmsXbAku11kmVPY+74bEEGUAptR1Jj/sQ0SptBw5UpmJcGnwT42cgiUCeAGeryM0QL+fz2Wjd07HHaooeXxUH9kkxN0Kqui3tD9mA8XkRMS4tz9vlFCORCstfwGCl9PVANvCq1Thhq/tGXXH4z4+7BEmwNOaOiv27psfjLNovnNIFCNaQjFL9tcaGOOncpuDt3SOnflYd4+j+yYRA4OCmQbPdIk/ptvLZJiht2zxo9lGAHsufHWlD7zSgxwKzNg4xl6q5HZzxWAOlGAz8uaLfq+vOeX7t4wbQvgp9zKC4C/jfsr5zS52c3bzmyZ7Ad5/f9FKxSnPouihvwC+tb4JLv4WILRHeQKhC34n4+M5L7mop9n6NyTJ6IbK9dcnBFpdWMiKzjD7AkaRgS7nf38jNxvZJ3Sy7IrOMA4HV5UkzJkrgx7XAlUBPYCOwZqYTsoWyUE1NeyWhkOX4ZGdCRgqRuLd/ALLqdcT+57UIaT6MkOX/AWuR6JuRiIPD+XbP+xV4xFH12B6g0tCdrhcAS/Z1LpS33Ip8J5wlyp+H+W1/2R1jUEodRlxN1iCuJj8hsprLEN/sK4A3tNaPuON87oKnE+RrkKWY/Vprt5lvl4RvYnx34Dk8w6zclSqypyQCXohQwAxn/KkrAp8U83gkrrUQH+dFxKS4eIxuSHXgF+Bi4C7giFL6PeB9q3FClUWgugr/+XGXI70Eo3NHxdZoNdtZtPtoam+ldIBNq0Va0UahrgXdDmiuDPpzZeCTXcOnVVujY/dPJrRW0GDjoNllJvo5g64rn20K5G8ZPOsfgB7Ln22u0b001ANabB4y+y1Hx7ht7WO+QF8Fa5f3e/UcTfvgtY+1UOgrDIoBCt5Y2nfuOdXvmz5/aviam19cXNrxQ9dFtQF+Teub4PJ1f8wWY1PkpnsTstq4oKQn8pgs41BgT7ITDhVFEZllDAJ2lUd6IzcbrwIO21tuOyQFW74Yu9UYgDRTnQTWvN2lODmfmB3eACEvgUhF7cOZQakV1rLHZoc3R+SJl1b0GJXAJiAhLijVaevIxL39eyJSpVNIlb8JUlU/gST1JZkCM3Yn5oT4Ak8gRPp8qCYbgNdNAelLHW2YmBMSgrh4pCOuFwfdORB7Q18PpHLvqKHPBpjC/LZXWvpjN12YCQwHXkf6vgYg3/Pfkcnh3cCTWuv3K3s+d8KjCXJ1wTcxXiHVPJ+aHosdzlaRL0Kqco0cbVsLl5FjNUVHV8WBfVLM/ZEGlEL8BDyeFxHjFNnySTEXaszqAN8hka1tgC+Bl/IiYioc2lBV8J8fdxWim78/d1RslXouuwPtPpp6C3C5DbUWuan8phSdQTfCwFqDQW8Cbtw1fFqVTKDKQo9PJrQCLtk4aPY5yWTOIHjFxOagT2XdNusMYeyx/NlhNvTPyPdoxuYhs52awNy29jGlRAJ3MUovW16CBN+29jGF0tcbYJCCF5b2nVts+f2mz58KX3Pzi6llHb8iUouiGLPF6IPok9sAb5V0shiTZewPHEwOtmx39ph2PXKnJAf7RG42dkzqZvk6Mss4GNigFG9zthlcIdZn64BFb3c5S7bt+uSrgRsR14v3ZgalHnR2fEURmx1+JTALaFaR/SuJI8BHwGJnmvgAEvf290JsKK9BJmtDkALZQYSwbQAsKPU7YEQkZe5qRqsq7AeiTAHp5b4H9urxy5yt+p8AMpHGvoPuHtSSfZ0DkCCXYEpP6HObtVshlFKjkQnAp8BMrfU/SqkmhW5lnohagmyHb2L87cjF1BNmpa5UkccgSYO1H6T7oIDZVlN0pa1tSsJObudyNjJcAxPyImIcumT4pJgLAxBuBHYg8qOxnNXs/c9Zkl3d8J8f54tYNd6bOyr2iIPNaxTtPpoaCtS1oX7UEKBQm4BHlNLpe0ZOWdLu46lXA95K6cuBDbuGT6vW316PTyY0A67eOGh2tiv7dVkxsT7QaOttM8/ogrstm2jQ6AdA/6AUnTYPmf2iq+MZsvaxxig9DPhped+559ipDV03rgNwu4IZS/vOPfNe3fT5UyPX3PximbrM0HVRrQCvtL4JlQrYsPshj0WxF0hMDracef1jsow3AI2Sgy3nyEXKQmSWsSnQqjw9cuRmYyvAGwMFwAilGMa59xYDQqDefbuLpViM+cTscH+EKHdHGuGWVkR2EZsd3haYQuWatSoKA7AHSIwLSnU6RCZxb/+GiAymFRJDfQNynTyMpPstAxaglC+iYb0az7z/GYD/mgLS1zjaMDEn5GakaFLyO3ICWA/MqyKifAlSbOnJ2e+IAiaF+W13u0e+Uqod8pnZgOlFHSyUUsrd8tnKotZL9yyWIZonT4ABWSJ0Bu8B542m8zzBd4jXp1thd5l4grPkGGCZk+T4OsTCyRfp9B6BkONdwDN5ETFveyo5tqOwSuEJE9Ay0e6jqSM1qAKUQUMzUPuRz+z1PSOnLAHYffvU/QpaocmlBnoXNg6afRD4vsenMTe4sp/WXFyUHNvRBfgNVFet1fLS9nOE5f1ePbK879z3gV+GrBv30JB144r51y7rO3cnsETDc0PXjVMAIZ8/ZdAOSE1a34Q/cUOQU3JXyxokpa0AeG1MlnHIGKkEkxxs+Qr4ZUyWcYizx0sKthwC8iOzjC3K3Kab5U+kqe8P+3lLu9fakOXlZ8duNcaN3Wr0L3xiZlBqLkKMliLV1MkTs8NdXuGMC0rdg9hI1sS1wQYEAHNis8NHx2aHO8U3TIEZx0yBGe8hk/7vgSWIC0RDpNfiduBNtG6D1k8gKX9V7g5RAexB5BLlwl49Hk7p18b6wC3A24k5IY8n5oS41Rs6zG/772F+219F4soXIhxon7vIsVJqoFKqm1KqpVLKH5HLPIs4cO1SSj2slGoM4GnkGGoJ8hlYTdGnqQJSVAl0sTtslAurKfokorPzBBeOCwEK+Nhqiq6KH+twpBO7EEF6PmIAAJ7ASURBVL8iTShlwifF7O2TYr4XsTraCBxA7HGaA+8jcdQVSgqrZnjZ//S4i2Ah2n40bZgNVbcAdTWo3aCuRXSsE/beMbmYK8Ku26duQaohTWpirBsHzT4C7OnxaUxXZ7a/cXnsFYhWvRg0+gYNeUDLLUNnlZpi5yyW9537DfJ9Dhu6btyNRZ9b1nduNnKdih66blxDjWqK2Ho5wrehmVHXVmZcAMldLQeSgy1xyG/nbsA8RkJASA62fAt8OSbLeKe9ic8hkoItecBVkeVtbyA3MsvoB3yidbn3Wg0EAf8du9X49NitxgYAM4NST88MSt0JrAY+A+6emB1+30RpwnMa9qa5N6m5yWk9xE3hpdjs8OscbVwIU2DGT6bAjFcRacVWRJICQq6aIX66L6H1VwjpysOz7oMfOJJW2FHYPFce6iFE+c3EnJAnEnNCypycVQRhftuPhfltn4cEtEx346EfR6Qie4BEpEnvDeQzXQWYkd+jR6KWIBfHfGRJwxPgShV5IUK2alF57OLshdht8Ekx+wL3F3lIA6/mRcSU2Ujnk2L2AaYiVbSFiLn6g8gsfFJeRMzcvIiYKmtedTM8uoLc9qNpA7Qm0Ia6GNRCJNb+MDB57x2Ty9JMbwaatF88pTrdAs5g40DzcWB7z09jevT8NKZMYnDD8tjGGk58OWRmsSpb8LLYy4B8jeqK2HRVGsv7zj2xvO9cC9Bo6Lpx9w5dN+6MvnFZ37lfKiE693irAn9EGlQu0vomnAIIzYyq547xJYvt2qNIpezlMVnGu8ZkGb2Sgy2/Iu/BKLsdnDPIpviEtxiSgi3HEMeFH5GGM0fwQjTdCWO3Gs+sTMwMSj0wMyh1I+LmdBKpJrd3cowAxAWlfopMqGsKNoQEzorNDo+MzQ4vTfdaKkyBGZuQKngOUpHNRd4rbyRgaTJa34PWLyK2lm5LKKwEtpkC0r90tFFiTogXIpF09rpYH7F3LSTKLR3t4ArC/Lbnh/ltd8tKuj3oLQIJx7kb0R6nIr+Fp5HVk+PI6oBHopYgF4HVFH0YSXfxFHTxTYwPcLSR1RSdj3zxaj/PyqEASHZ39dhuxTae4s0QK/MiYnaWsb3ySTGPQJb21yKVtkREc7wUiMqLiPGk76kzKKy0eRxBbvvRtD5aE2pD/YhmgZKUzrU5d0yel3PH5DK/C7uGT/0H+A3pqK8RbBxoPgVsAXr0/DSm9GqmpuVXQ+LOkWFp9HAbajnQ3YZy66RwmWiR1wCPDF03rnXh40v7zk1X8JdB2fp6GWxO2XWl9Un4Fje+x8nBlkPJwZY5iBXabQhRvi452HIYaSwbPibL6HApO0lS+b6PzDorjSgFe5Fu/c+0pqmTQ7wEmDZ2qzFy7FbjmWv6TNHxLkXkgIMmZoc/MjE73FkyT1xQ6gL7/jV5n6iLSCRetuujnYIpMOOUKTBjAeKAsBdZTTuKXE8MSHzxi2jdEK3jEEuxmnqd+YCzjkTDEaLoKuohRPmNqiDK7oAW/Ka1Pqi1/lzLBOZlrfUYrXVHhDT30Vp/XMNDLRO1hOpcLKrpARSBAZmBOYOVyAy7FhXHBqspuirewyiKXwR/R0IzzoFPivkyYDZwHXIzGIt0bO8HZuVFxJjzImI8usmtDBSSIY/SCl734fTuNk2UDd4BlQUqDngv547JzupxtwLXdlg8pcZSLTcMNBcg1lrde35WnCRfv+y5lpTSoxC8LFYhy9RBwKatQ2e6XaNqj5v+P6D/0HXjbil8fGnfuR+DusRb2S4emjnO2er7H6GZURe7c3zJwZaNyG9zHzBnTJYxAiFc84Fbx2QZHVqk2fXItrL0yHY7uHwkRTLfBZVlYWXxhbFbjZcVPjgzKPXETJFMfAj8DMROzA7v5vRR4S1khawm7/0acYyKi80O/4+L1eTfTIEZc5FJwtfIPU8hlUhvRK4wHq2/QOtF1Iz2OtMUkP69o40Sc0LqIk4clSkaFBLlNxNzQp60h6p4LLTWWillsP/9J621xzkuFUUtQS4Bqyk6FzGZ9xR09E2M7+toI3vVMwkPrNCdJziK6PTcCp8U82Cg6OdXKK04R8rjk2IeCjyPaLP+RNwuGgOfI1Vjt0s/qhFNgeO5o2I95vt53YfTg4HnbDARDAWIF/rLOXdMdroXwe5gsVqLJVWNYcNAsw0hyT16flZMbtHsq6Fx59goabkxr0ICBFZU1biW9Z2bv6zv3PeAg0PXjXt4WGZUQ4BTBV5bvAy2y0FfMiwz6hpHx0nrk/AbEirgViQHW44kB1teQnxabwZeUHA58KGCXpFZxqsdHSMp2PI9cHVZeuSkYMs3iNVcGtI74CxsyET5pbFbjbcWfWJmUOoPwHJk5TB4Ynb4MxPF+7hc2C3X4vGMe1wdxJVnbmx2eJArO5oCM75CLOw2A18h1+9TCFFugPRsBKO1BZFkVBfXOYpMQpzBvYh/vTtQF+mXeCMxJ+QpTybKnhQl7Qi1BLl0zMdzmolswN2+ifEOm0espuhdyNJTLVyDAlZaTdEH3XlQnxSzH1IBLoqP8yJiskts18InxfwC4kk5E7lw3o2Q5FfzImKm5kXEnO9OJU0Qb1SPgJ0cz9AwFgxtEF3qtG/unORyw+Ou4dP2An7tF0+p0QYheyV5C+LbTOdlz11M2fq+9lqrU1qrP7cOnelSolxFsKzv3K2IfOGRYZlRl4FqZFC8psReqt6wzKhAJw7zXWhmVHlyhgojOdiyBWkoOgG8pOCmpGBLKtAxMsvoTGPZDqQaXxYOIq9fa+1yI1kjYNzYrcYJY7caC72UmRmUmj8zKPVLhCTvAqInZocPcHSwuKDUAqQRyxOqdxpZXZsemx0eFZsd7vRKjCkwI98UmJGK+AdvQ16PAekdKEASLx9E61/Rehmi365KKGC5KSDd4XUuMSekMTAQ9/OMOkAI8HpiTsjTnkyUzwfUEuRSYDVF70ZirT0FVyO2Xs7gDSRDvRbO42fc3MDik2JuCEyguJH9d8hSa9Ht+iP+wCsRW6dEpIK1B3gqLyLGLc1THoBmeAhBvu7D6d2BWRruBhWC/LYmfHPnJIfLouVgDVINq1FsuNV8Cvi652cxXYBm24bOOKd6fP3S2KsQ2cVQpApZLVjWd+5fSFjMnQZlu3Jpn4R8RIJxG5A/LDOq3MaztD4Jx4E6oZlRVRIOkRxs+QuxUlwCPBaZZYxGmsKujsw62zRXGhzpkZOCLT8gsfLLOBsv7yp6Aa+O3WosVnGfGZT6M3L9+AhoMzE7fPLE7PByq+1xQamngImIvMQTUBgSkhCbHX69KzuaAjP+MgVmJCDX1j2I048BaQJVyCQsBK1Xo/V3VB3v+RkprjmDSKrWm7ou0vBZSJQvqcJzXbCoJchlw9OqyKG+ifEOm1qspugDyE3Pk+xuPBkG4H17o6M78RjFl4RPAPF5ETEFAD4p5ro+KeZJQBjS0XsTEIN0YK9AyPF+N4+pJuERFeRrP5zeF5gB3AHqHsQHeMI3d06qVBV11/Bp2wCf9ounNHbDMCuFDbeaj5zK9zpczzu/rJtiP5smG6ncba++kcHSPgkngLkGpf2GZUbdtFRI71tI49aBYZlRZbpCAKT1SdiLeOtWCZKDLbakYMt7wGTEoeIVRP/fJDLLWK7WNynYchDQkWU3+P2I2LVprXG4Ilgc2hv0RQodCPqVB7c+UGwyNjMoVc8MSt0OLEZkB+MmZocPLO+IcUGpJxB7NKtrY6kyaKQ4MDU2O/yJ2Oxwl5xLTIEZO4FpyGR1D3LfPIlIL+ojE7F6aJ2J+92qFPC+KSDd4X0kMSekNcVld1WJQqL8f7VE2XXUJumVA9/E+OmAS7PZKsYnVlP0a4428k2M90YqNVdU/ZDOe+wCnnWnc4VPinkYYsdWFK/mRcSstj9/FSKlWINIYp5HKqwHgMS8iJiMyo7B12KuC/gj34EmiMm+sp9jH/CD1RjjjA+tW+A/P24acDR3VOwL1XXOkrj2w+cHKfSTwD0aNQbRRc/49s5JbrlZtl88pS9w0a7h01a643iVQeelk65rWO/UP0DjDbeaz3g4X78sthGahxVYFXh9OSxuQU2Mr9/q6Mgm9U78DLRAVm+uQiaLHwEtlvZJKDNKOzQzqjVwIq1Pwl9VOcbILGMzZPLaAQlkygMuSgq2ZDjY73pgR1Kw5RytZWSWMQjxs71LKZyYlOkGCn0FcBrUUaThT2l0HW9l29rIcPITpfhDKZ09p9PCM9/jiaLp7YfIMxJnBqWWaakXmx1+EfAC8hl4En4F3owLSnXZsSdxb/9LEavGloiO+xTFA5q+BpqiVBvc07fzNRDrjO9xYk7IFGRiXhM4jXgQv2MKSK9UQuW/AbUV5PLhSVVkgJt8E+MdNqrYq6HvUVtFdoSTwP+5mRxfh6QSFcUXRcjxMKRJZhby+3sZuXDvAp6oKDn2tZgv8rWYQ30t5sd9LeYXEdLxMvCkfTyjgLuAh+2Pv+drMc/2tZjDfS1mp+y2KglngyGqBNcseD4MGAfcr1GFN063kWMApdgGXNx+8ZRKp79VBp2WTlIa2HCr+SfgVK/Pxp91itC0V6gfNKofYuBfUzAs7ZOwEqn0PYbY5W1AVlL+Ka9xL61Pwk9Uw+TfXhGejPyW7gNCgdORWcZBDnbdgdiOlYbdiGzjkNY4kIrohgp9pUZZNYb9GvW3Rh3WqENg+DNfe/sdLLiox0mb189aq17jd4wcPH7HyI4AM4NSs4EPEJeH5yZmh5cZKBMXlPoPIgf70cHrqm5cBjwXmx3+lCvaZDjjdvECspq6CyHbBqRyrJDVgUvQeg9aV9ZL/hTwppPkuAs1R45BJH/9kIpydGJOiEOnln8zaglyObBrkXfU9DiKoC7nNn2VCqspeh2eNXZPgwIWW03Ree46oE+KuTHid1x0+fQPIMEnxVzPJ8U8B7k4PYmQgjuRi+tSJC76Z1fO52sx1/O1mIf4WszTkASzh5Dq1LWI/c8pSp/gnUJ+++0R8vyWr8XssLmnkmiCNM9UO65Z8PxgJa/zcY0ahb0pyJ3kGGBn2LQjwA8ogt153ArAD4noZcOt5n1AvV6fjW/deelzXqACtZCF/C+Hxbn0fXMzFMDSPglfIbKAp5AxH0HGbxiWGVVetPL3oZlRbap6kEnBFp0UbPkI0eu2Bh4BGkRmGYeXs4+NMvTIScGWfOR38BYOHAwU+nKN2geqoIxNbECnY7b6kw7kX5Q7p9PClcDP43eMDInZMTK4QBv+RmLpFwE3TcwOj5qYHV6/tAPFBaUetr/GmvxOlAYDMmly2ekCwBSYkYmkte0BvkQI8inOyi6uA46h9R9UnA99bgpItzrayB4p/UAFz+FuFBJlj02x8wTUEmTH+ADPqiIH+ybGO3uheBvPSBXyRHyHGxvzfFLMCiG+RTVeGngRuNR+rs1IM00i4IvIHWbnRcS8nhcR4/Tn5Gsxt/W1mJ9FSLEJuAGZPFXke6qR6u5jvhZzrF2aURWokQryNQtmhCjxEp+JdI37A1O+vXOSM8lmLkMp/gJov2RKs6o4vpOou2PY82e+T1/cOmcPcLlB2boj13wfarZ6jEadWd1a2ichD3gdeFhBtgJ/JZ62zcTx4lyk9Uk4CjQIzYxyUctbMSQFW3YjLhffIL7krSOzjHdFZhlLXaVLCrYcAChNj5wUbMlFHBdytKZUwgq6LqgT5ZDjorgCmDV2q7HPnE4L/5rTaWG6ljCNvgXa0LNAqy+RFcUDwPMTs8NLdQyJC0o9gJBkT0tl1chrnBabHf5QbHa4S5+5KTDjqCkw4w3EO3of8t7XQ94PEJlPK7T+E61d9U3+E/GrdwZhyPXHU3CcMvz4ayGoJcgO4IFVZAPwgG9ivEP5hNUU/T2ic61FcZwC5lpN0e70YxzBuUtnHyEa9jlIA157pFJmAHYCj+VFxGxw5uC+FrPytZj7+lrMsxG9YE9EmuHO19AdmOhrMbtVmuM/P64BUrGo1ia9axbM6KPQo4H3Naqz1qodMPnbOydVJVH/GpHu9KzCc5SJoKWTGulSXGy+uHXOVoPS1yv0caA3NUyQKXHvWdon4QAymbwHCbK4TYns4uphmVFlNb3tQVLqqgVJwZYjSL/AQmSyFQRElON/nAu0icwylnaf/RGZFDQr43QNtGu/l0ZA9NitxtFjtxrVnE4Lj5g7LcwAvgTVo0Arf5tmKTJBv3didvj9E0shmnFBqX8hJLnKrf8qAG+EZL4Umx3ucry7KTBjF9Kguw35nYJUlAstNJsDBrQ+itbOXAMV8J4pIN3hSlRiTkhD5B7hSR7AmaaA9IM1PQhPRi1Bdg6eVkVui5jaO4O38eCs8xqAAVhmD4RxC3xSzF2A+0s8/B1CRNoh0cVTEAKajywpx+RFxDi8CdmJcSiQwFmSXZXfxWCkKu1OFEbsVhtBvmbBjB6g7wY2a1Qr4EZg0rd3TiqzWckd2Bk2TSv5fI53WFIjjhY+2cOeP8f9pNPSSb75Nq+fDAbbZcDBbcNm1PQ14RwCYne4eBEhEmuAMUr0ox1DM6Maldw+rU+CBg6FZkY1q+KxnoFdcvEOMkkNQDynoyKzjGWtvGynFD1yUrDlT8SGLENrznltyIqQqxIgAyLbmjR2q7EegLnTwhPmTgvXgVqvUYE2rf5G7NDqATMmZoef05gXF5T6BxKa44kk2YaErsyJzQ6/OzY73KXJvN07eQHSxP4NMlFpDvwCHEPkcRcBx52oJu9AQpycwVjKngzVBE4gK5C1KAe1BNkJeGAV2Qbc45sY79AGx2qKPoEso9Q27An24cYLg0+KuTUQTfH3tw7S+Z6KRBHPQJbxDgDP50XEJBfavZUHX4u5D0KM/4N4YVdH9cEGDPa1mF2Jr3WEJvY/q4UgX7NgRhfQIxX8puVG0AN47ru7nquusJVv7dXP3tV0vqIo63d+Kaim+TaDt8Fg+6FaR1Q6Sh1nWp+Ek8B/gQGIw4tJwRcaupcmp0jrk/ADIhmpFMLWR6mw9VFDwtZHPRi2PiosbH1UudfWpGBLJtLY5oV8zhMjs4zn7FNEj1xa0+EuYAHgVYqZlDPSitJgQya5L47dejYq29xpYb6506ItGvbZtLrMpvkC+AKxgxs2sQTRjAtK/QVpUPyzguOoatRDGifNsQ48n0uDKTDjJ1NgRhzSxPctokdWnLW8qwfURevjlO70dQL4Pycb89ogVmuehAxTQHqVFgsuBNQSZOfhaVXki3GtYc9lq5wLEKcRaUVFbz7FYA8DiaW4fdAVSAXiIYSY3YcQ5m+BJ/MiYrY6Oq6vxdze12I2Izfg6iLGRaGBu9wotShsRqryJr1rFszoDHq4AjT8AKo/Qo6rrRq2M2zaj4ifq63DkikNHW3vLgSlTaqL5pyqV6elkxTgpdGnNKqjt6FgS6/PxreurnGVgTJ1pGl9Ek4hleRgxFotEpFd9C9jF2to+Q19ziAKWTkJRSwaLWHro54OWx91ZVk7JAVbvkNs4KyIvOrFyCzjOZpiux5ZR2YZW5Z4PB9J2HuX4r0LIAS5Mvrqq4E5Y7cai+mNzZ0WHZ7dadE6UKdtWh3SmoVIRXbKxOzwYuOLC0r9CZjKWQmCp8GGrKa+HJsdPszVajKAKTDjcyRV8EtkMnAV0qh4CLkO1gcK0Po0Zyd1BmCZKSDdoeuHvTHvP+DIsaRacZRa7bFTqCXITsIDq8gAN/smxjsr+p9LDdpseQAU4iP9jTsOZm/KexpxRChEO+TCakSI8/WIbi4DGO9IUuFrMV/sazE/h1jAtaNm9WoBuK/qcTlys6nSZf1rFszoCAwHGmnUV6BuQcjxL1V53jKggbVUXyAASANQadKhAOQGnQ/8uHmweTPQpteq8dVG3l1FWp+E00gl+WqgnpKUte2hmVHdS9n2ENAkNDOqQvezsPVR9YE+nP29aUTT2x/4b9j6qMFl7WsnvxOB1Ujj7f8is4xNS9kuF/CJzDJ6l3j8O2SV6SetKfrcCURmURm0AKaN3WrsU/KJ2Z0WfQd8oVEGm2Ynosl9bmJ2+A1Ft4sLSs1DSPLBSo6lKnERQkKnxmaHn/PeO4IpMOOwKTDjVUSOaEVIcQP7320IT6qD1ift1WQrMqlxBoMQSzlPgQJWmQLSa9N2nUAtQXYN7+JZIvs6wMNONuz9jTSX/Fs/8+9xvtvYGdwHZ+y86iAVpO8Qt4SZnCWFSXkRMS/mRcSUqWez64zvQCYx3fAMOYwNuNVNx7oMOJA7KrbKHFWuWTDDDwgHGmvUeiSZbfZ3dz1XU3KC77CTuw5LplTLb06j6maHPl/a6khzJWO5CqnEgiyv9+q1anxNfdccVkfT+iQUIJVkL+R34Qf8GZoZVZoLw24q3rDXhLM6+ZJoCJjC1kdNKEt2kRRsOZ0UbHkZsW5rACyMzDKWVtHeRunBU/sRTXORMaiTVJ4gg4z/qbFbjeEln5jdaZFtdqdFm0Bts2kOas16YOTE7PAHJmaHn/nOxgWlfo/ILTy1kgxyrb0BiaoOqcgBTIEZ25DJzkbEyaM18BdSWdbIdf4oWs81BaQ7XIVMzAlpgNioeRJn+AtxNKmFE/i3kqUKwWqKzkF+PJ6EdsBQJ7dNRW4k/zb8A5jdFSftk2LuDdxh/2dTpAEsGwkAeBipaBwAJudFxCwp71i+FrM/EhxitO/nSbjO12J2R5XxckSTWyXwXzCjBWLlVkfDFuBODW9+d9dz2VV1TkfYGTZtP0JKv0K+HzWCoLRJXlpToNH1EQKxAeCLW+do+9971cS4tJOTwLQ+CTYk7vk3xMs6H2gUWsL+zU6mj4VmRlWkMbK0JrmS6AXMDVsfVWbMdVKwZTHSjHsQmB+ZZexa4nkN7I3MMrYt8fifSMU4rUTDnrsmL95AxNitxkfGbj3Xlm52p0UHZndK/VyjdmlNtpYJw/MTs8PPBN7YSfIkPFeTXIhmwFOx2eETYsvwfC4PpsCM43ZLuNeRoopGmvjykO/em6bAjL3lHKIo/mPf11NgAFaYAtJP1vRAzhfUEmTX8TbiH+gpsAF3+ibGO7zI2xPj5iI2VP8mJFlN0W5JifJJMbdB/FBBmoOuQ5Yn/0IqyvWQ6uFTeRExX5d6EMDXYvb2tZgfRCzgrsOzqgyFqAdUqBpTAlVGkP0XzKgPPAEc1XITuw34JPeu5z6rivO5ip1h035AiHKVomPa5CuBn0p5qoMSaUsDIG/HsBlnGiW/GDDnH2B/r1Xjq80qrQicvvfY3SrmIt6+UxA9f4fQzKiGJbb7Hqkyu4omOPf7uxyIC1sfNbKsDZKCLV8h38evgdcjs4yhJZ4/AvwTmWUs2Vi2E2kYO1qkJ0y7ue1lKOJwUaoednanRXs1KhWNVYuMYNLE7PAzk7u4oNT9iHTME90tSqIXkBibHV6h0B5TYMZO5LVuAH5APvuNpsCMdGf2T8wJaY/nNeb9hITG1MJJ1BJkF2E1Rf+J6M08YRm8EM2QJhOHsJqi9yM2Y/+Gz14BGVZT9Cp3HMwnxdwEuWjWQ1wqGiM36zpI9bcuUkWOyYuIKVNv62sxX4/c8MNwzzJqVUEDnSpzAP/5cXWRWGe3E2T/BTMU9phiLe9jEGLdlOLuc1UQ33ZYMuU64ECHJVNaVPG5Lvk6dHpp1b1GStEWeX++KvnkFwPm7Aea9lo13mXtZiXh0vXTTpJfRcjKbMQGLiQ0M6rkcX4pWV12AvtxfoJaDzCGrY96KGz9OecGICnY8hPid74amB6ZZYws8fx+4NKiDX1JwZbTSOFiFmcr2seQiY27YAO6Ai+M3WpsUtoGszstOjWrU+oyNBu1rDaOnJgdPrrQMzkuKPVn4Fk8L0ykNFyMRFWPi80Od7lJzhSYcdIUmJGMWMLtwkmJXmJOiAGpHldLiI2TMACLTAHpbllF/bfg30CSqgLzkIqhJ6GXb2K8s9Zc7yNVzgsdechNtdLwSTF7IT7EVyOV4kOIjKIZ4s6ggbfyImJeKktv7GsxN/C1mJ9Gml6uxLNcUcrC5ZXc/1KEDFVFBdnI2Whi6TaH/+be9ZxHvK87w6blIasMNSJlCEqbVBc4adPqCiR+fHtp230xYM4mxKO7OuFygcFOkqfb//kcMhm9ucQ2vyPfOaexpHfC37hG+DTidvF4OST5qH2MC4FxkVnGCUUDRZKCLTsoMflMCrZ8g4QYbdKaOqD+wb0EuXDs/sB/x24tVScNwKxOqTvR6gOtydHQCvFMbgUQF5T6O+Kw42mx1KXBgIS6vBqbHV6hlRJTYEaOKTBjiikww9l7/ig8KzEPpHDgEatq5xNqCXIFYDVFn0Qy7j3t/Yv0TYx3OFO2J8glwLmWUBcQjgEvWE3R7moMi0TkBp0QL+WGiP74B4QoT8qLiFla1s6+FnNnJGK6P573vSkPF1fS7q2QYLuVIPsvmDEIaT7zQSYrrYEZuXc952q4QpVjZ9i0E0izXnWvOgUBu0FfpLVqSOkOF4XI6r1qfNdynnc3bH1WP+NyhS2tT0I+EuneGXEs+TY0M6rkKse3oZlRpfkOl4dzwlUcQCNezRPC1pfunpEUbDkFxCGyvFHAzMgsY1HCuyMyy1hy7LlIkEeRKPQqme9dBswcu9VYWtMgALM6LTo8q1OqBc0uLbKKKROzw7vAmcS98UjQhqdDIwWJGbHZ4fdVxA7OWSTmhFyGfC89STJXmPjnEYWD8wnn043a07AEIUqehCuQRhaHsJqiv0Wa9i7U78A8qyna6o4D+aSYb0WW8n2QmXhrRFJhBXIQf+Odpe1rd6i4B+kCb1XaNh6OplRu3IXL3W4jyP4LZnQGeirI17Is3REhx57YQFQos8imknKVstAxbXJZGu/6oK5FfuPbdwybUeYN8osBc/4GCnqvGl/Sj7eqcILi/uFOI00S90YjfsWtgYtCM6MuKfL8MaB+acEi5cBVggxCgnoDU8PWR5VamLAn7yUgvQYDgZcis4zN7c+dAP4o6nhht43zAv6nNRpZnaoq+UsTIHbsVmO5bjWzOqV+AnysIU/DnROzw40Ts8O94oJSDwHPICt15wPqIq4S5tjs8Isdbewq7J7Hj+P+qn9l8ZUpIN2h/34tzsWFSo6qHPaGt3fxLC2yBga64I38PqKtutDwhdUUvcIdB/JJMd+IVH4bIjcCX0SH+AOwDJiQFxFTKjGzO0BMA+7Fs4ziXYENibeuKC5HpA9uIa/+C2ZcDdwDbNcScNAJeCn3ruc8UjK0M2yaFWizM2zaN0Bp9mTuQOuvQ6cXa9DrmDbZC3nfOyJ+uNscHWT9gDlfAjf2rh7rt5NUgkik9Uk4gpDkeCQmuFtoZlRRH+HdiMOPs9hNxTSjNsQdZEZ56XtJwZb3EYlWVyAhMst4lf3xn4FGkVnGou4bO5HK7HdaqwIo5o/sbtQDHh271Xh/aQ4XhZgVlGoFXgL2apGZzZiYHd4qLij1KFJJ9rRiUVkoDBd5JTY7fICbjz0Mz/I8BgnHerumB3G+opYgVwJWU/RmytD11SDqAI/7JsY7vNjbSf6LXFgBIj8ir6nS8EkxF8ZFn0JkFFch7++fQHxeRMzL5eiN2yL65+vxrOU2V2FDCFZFcTnwZ+6o2Eq/B/4LZjRBmlFXobkV+Tw+yL3ruQ2VPXY14XCHJVOqohpY2nU8APgGdGOEmDskyHasp3oiso9TyUpbWp+E/YjcwoKEbQws8pwNOB6aGeWsdeIOpKpdEWiEjJvD1pd9vqRgy6dIWl8A8EpklrGD/fFdQPvILCGodju4H4APkevOKdBV2cxrAO4CxjkgyQWzglKTgXQN/2iYNjE7/Ia4oNRjCPn/tgrH6G40Bh6vqB1cSSTmhLREqtOeJmPIMAWkV2R1pBbUEmR3IBnxR/Qk+CMNTA5hNUX/CvwPz6qEVxSHgRlWU3SltdU+KeauiO1SoRvFxQg5PgJE5UXElGmX42sxhwPP42KzkAejMhUst1i8+c+PU2geQ5OJZijSlLcTIRGejm87LJlyLRLOUR3kE6AlKIVIgX7JDn3+gDM7rR8w5whwqPeq8VdV6eiEjFZ6KTqtT8Jm4A3gTWBfaGZU1yLPfYc0JzrEkt4JJxBSWhn4Ay84IMmbkMr3FYgmuTDl7kuK+GUnBVt+Qybmq7Tmd4TQVSU0MsGYOHarsdzf+6yg1Ezg/4D9GkZPzA6/Iy4o9QTibrGX8+deorH7W8dmh1dW/tQGzyPHh6itHlcKtQS5krCaovchVRdPgg0Y6psY38GZja2m6JXApqodUpXjFPCS1RRdmhesS/BJMQ8FPkC6tJsjN6e6SODI/XkRMWtL28/XYq7nazHHIjrwMpdbz0NUSB7iPz/OC7gE9+iP70ImKx0AAygb8KKnOFaUh51h0/YBfjvDph3CzXrSjmmT61O6r7lCVi/qUIq9G8CNK2LrdVkxsWOXlROHBa+c+EDwymdv6frJs4GnC7x2AR16rxpfZTZVWqtjOBfQ4RBpfRLeRyrIMUCD0Myo1kWe/jU0M8rZiWqZvuUu4Cpgpj2+ulTYK8Z3IyszEyKzjLfbbd7yIrOMRZsLdwB7QeXifk/k0mADegAzxm41lnv9mhWU+tesoFQzkK0heGJ2eIw9/CUWeR/PF5IM0icxLTY7PDK2SIKgK7BrfB9Ffmue8NoNwGJTQPoxh1vWokzUEmT34G2EPHkSvIEo38R4Z5fmXsTzU5LKw7tWU3SlGxF8UswmxGf1N6TKUw8hGf8AxryImFInEr4WcxvgZcQuy+NJm4uoqH76KkTXWalJi//8uE5AEKgjoC4FdSXwQu5dzx2uzHGrGYU3zUNulllcQwl3io5pk5sg1aM2iF60mLzihuWx6oblsbcCb2qIQ/MgMBJpRJ2j4c3TBaqh1m6LGi8NB7RWLd14vBnIJHkI0CU0M6ouQFqfhF9x3qpwuZvG4gdMC1sfVWYlNinY8j3ynjcAxkZmGccmBVv+AAyRWcaW9m0KEPu5FVqTTdU16xWFRnoO5pTllVwUs4JSk4A1WlYqZmsh/ZOQ75wnEEVn4YVE1cfHZodXaOXPFJB+wBSQPgVxiDrkzsFVAPsQeWAtKoFaguwGWE3Rh4BP8LwLwpXAI85saDVFH0Oa0c43vawBWG01RX9cmYP4pJjr+qSYZyENYMeQ964OMtE4hDhVZJa2r6/FPAgh1VdWZgwejIoS5MJUswp3ufvPj2sBjAXWAn0QJ5F3ckfF7qnoMWsIRzosmdIYyMKNnsMaGn8dOr1kD0F7YA/oZogDyZl4+euXPdcAmIlouc+NwZWp3cWgRhdo9UiPT2NGuGusJXCAMrTtvVeP9+q9evwtvVePD++92rmUP3vU9HjkO3clkqhYiNzQzCiHjctLeif8gvv84dsDk8qygANICrb8ipBkb+D2yCzjo4iO17/QM9keKnIS1BdoDlTj3NsPCRRxSBZnBaV+AizQErE9VYu94DTku34+cQwb4opSqaZIU0D6J0g1eSs1xwnmmQLSz7d7ucfhfPryejrew/OM0zVwk7MBIlZTdBbwKZ5H9MvDTiSVrsLwSTE3RyYHAciy72UIKTQgleSX8yJi0kruZ4+LfhohGxWyrDpPUFEv6UJSYq3QzvPjDEA08p28HZG6bEM8yM83ZANBO8OmuRxkUQHUU1LRawHszA59/jRAZyHH07TdlUQijeWnLrRLFaNfWis0PNP905iHe3wa424XlgNIwmIx9F49/iJE3/oUEAHE9149/oXeqx17NKf1STiIhHMMBBqFZkZ1tz9+xP5vZ65rzjYzOoIGugDjywoTAUgKtvyNeCQbEFL/FLJMXzQieQfwjZbAmepM3rwCMI/danQY3z0rKHUX8JIWHfeDWryAnwcyOX94hgIscUGplZbpmQLSD5kC0qcBr1D91eQttbZu7sH58sX1eNgDKTwl4rYoDMB/fBPjnSVwb1JBQlMD+AWYbg8+qRB8UszXITfk4whBbs7Zm9B+xMrtzZL7+VrMVyCylBAuPElFSVS0u78NcCR3VGxFUyfvR1xJuiBLoCeBl3JHxZ537/fOsGlHEN9ZgH86LJnirLuCIxQjXx3TJhf+OxCRB+0G6LzsOYWQx0Dn5r9ntvkL+RzMPT6NcWejWFkV5Gc4aw0IUtULBB3be/Uzj9+a/vilg9Y+XqY+Nq1Pwl7gLWAE0CE0M6rQw3sXol93hGW4bxXNhqx6PFreRnbv43vt/wxBKuHfRmYZ29ufPwkcBLUVrfeCrs4CRkvg+bFbjUGONpwVlHpIwSwtzk69NURrkZ154upqadgQF5S60p0HNAWkr0KcS7a487jl4Dil3K9qUTHUEmQ3wmqK3ogsK3kaLgaecGZDqyk6HyF+x6tyQG7AESDOaoqusPbbJ8V8MyKN2AHcilSP6yE3tm/tj8/Oi4gpKLqfr8UcDLyAZ3YuVwVcJsj+8+MUskxrrcgJ/efHBSOeoj8iWuZWwJzcUbFHKnI8T4E9TS8LcDYWvuxjCRku+f3zBb5HJnstkCAbNGooZXi0avlfAcXS2wqhCmQT3RaI6/FZjFt0sOsHzDlFiUbW3qvHt0AaC4uOzkuhWyv0DQr97Emb9/qCAj4ctPbx/w5e+/gDg9c+dk6ITVqfhKUIIekPjAjNjFL2BL7ToZlR5Tpn2GOn91bmtZWADRgUtj4qoryN7JXkBzjbKDcOyI/MMl5uf/4b4KhG7ULzixvH5wyaAM+N3Wp06MAyMyjVNiso9Q0tscYtEF3yR3i+HvZX3GQPWhKmgPTDpoD05xEfaafcZCoIA7DMFJDu1tTSfzNqCbL7kUipN5oaR0/fxPibnNnQ7syRgufO+vOBuVZTdIW1rT4p5jGIPvszZCm3IXLDPo1U3X4FZuRFxBQjZHa98QTOVgMvdCgq1oB6KfKeWl3d0X9+3CVIStoHiHvFxcC83FGxORUYhyfheyQ0ZD/SPFdZlGah5/t16PQ80JcAzYBvOi2ddBlCvkqy6VOITd4TwJ1Zg2eOsm83ScvSeGEl9W+NaoGQ77ien8U0c8PY4dz7z23FH9N1FbqdQl+hoI6CfJtW3idt3lfbbLTRot99a/Dax564bd1jV5Q41svI0nZ3YCicqS47o2ku1fWjEtBAeNj6qDvL2ygp2PIX4oBTgFi+GQG/yCxjoSPGblDbNPwK+o8yDlNVaAA8NXarcbAzG88KSl2hRXZ4FJihRbryDp7Z43IS+K/dqq7KYApIX4NUk6vKMSoPCf9yC5RS1yqlLhSr0gqhliC7GVZT9J/AYjzvvdVApG9i/LmNOaXAbv22Bs8jyRqw2Kv1LsMnxezlk2Iej+gUlyP64YsQzfExZCn2H+DFvIiYMwTcHhl9P0Kqq1MHWNPwAv6uwH5t7H9aXdnJf36cN2LX9R4QiVT1t+SOil1cgTF4Gr4BrrP//WSHJVMqG1BwJVJhLwrVIW1yXY1qCezPDn3+BPAfdJFqrRiGfQU8/OVtce9+edvMfVtvm3kaIGvwrINbBs3asWXQrBeAh7Vmnf0ScMQeOnI1QpLdobkv6L1qfNGGqCIkV3spIbP1NeofG+pbG2qbxrDThtePxwrq/pRvU5NALUFI8Ku3rXts5JB147wA0vokHOfsStiIIk16f4RmRjmKGV7BWYmHO3Fv2Pqo28rbICnY8ifwMELa2iPa+972544gqzmb0XoPFe8NqCjqAA+P3Woc5czGs4JSv9bwX2RiOE5LYeNNPCs3QAEfxAWlOrVqEJsd3jE2O3xIRU9mCkg/agpIj0MSICsqPSsNGkg2BaS78719B/vE+t8KTyNxFwoW4JnRm02Ap3wT450lva/iWa9DAR9ZTdFLKrKzT4q5PtI4EgSsRpYxWyAk8BBSOT4FvF/Uzs3XYjYgiV138u/7zSgq5mNc2NhjdXG/+xHbMn+kWfIvpBp43mNn2DQbZ+OMiwVDVBD1doZOPxOKY5dc2IBrNHjZUDlBSyf5l3KeraBmfDUkrlxbx82DZv+6edDseOBlUH8DDez616uAZ3p+FlPZyfNBiuuQi1arWgN1QR3SsAfUweJzdeV7oqDu2COn630EjEEzH7gTVPyQdeN8ANL6JOQCKxH/7NjQzKg6aX0SfrCPv0ws6Z1wBGn+dTcMwINh66P6l7eR3d1iHELurwPCCwNFkoItX4P6U6NaoPVKqv96ZADuHbvV+FB5qXuFmBWUegCYg0hebtHQTssqa2ne3TWBLTgp/4jNDm+ArLY8EpsdPjk2O7zCfQSmgPS1iDZ9A+6R6W1yV2OeUqrwc30XeEYpNdr+eJX5onsq/m03+2qBvWnsbaqmClFZXA/c4cyGdj3yLETvW9MwACutpuh3KrKzT4q5KWBGgiu2IkuZl9uP+yei1bQB6/MiYhYU7udrMddDSPXNlRr9+YvjwO8V2M8fufA7LYPxnx/XHiFzm5FlcW9gbu6o2EpHofsviFP+C+Ku9l8QN9J/QdyD/gvi/uO/IM7kvyDuUf8FcXf5L4gL8F8QVyl7JydxvMOSKQ0QjXuAm499lZaKciBSec9BZAgAaCGY2cCsbUNmOF1p2jRw9hrEXWEnZ50nbkSkSZXB3xQnyM3sI62n5Hd6XMM3oMoiEL7AjCOn659a0e/VhUiV8gTwwpB143rBGT3yn4j2c7p9v+9DM6McOTOsoWruj96AKWx9VKl68EIkBVt+Qd7zo8hKwYORWcbCtLe9wEotE0h3hJtUBGHA02O3Gh2+RzODUk/PDEp9HanMXwIM0fA6NS9F/BmYExeU6ixBfQoZv0ZcRubGZodXeJJrCkj/xxSQPgvpZ6lMBsFhxHvZLdBaF74f/4fEuD+olGqttfZEPlOlqCXIVQSrKXoHsK6mx1EKNHCXb2J8uRfoQlhN0b9Q8/7IConpTazIzj4p5tZIFcMbIWzDkZurQpwwCqvk+xBbHgB8LeYWyFJYEJ6pnasOHLAaYyoS3d0G+Dl3VKxT+/rPj6uPBFUkI1WausAnuaNiK2y75b8grr6dEM9ElgtfR2J+QxECPhgYBNyHVKnf918QN9t/QdzN/gviqkpalI3SQTvDpmmUVh3Ouk5UBCX3bYMsZ18FXAr6ANCzyPPHgJe3DZ3h8tL8poGzfwQ1HtG/FkqMhvf8bPwtFRh3IUpavRVWqFohrDjPCYXXtcDjACv6vvobMBHRYT45ZN24+4euG6eQ68Zp4MrQzKh70/okHACaObB9y4Aqa4ZrADwTtj6q3ACTpGDLT0h880Fk8jA5MsvolxRsOQjqL+CElirywSoaZ3mwIY4bU8ZuNTplATgzKHUZsrp6DLhLS59LTYX9HAdecFZ3HJsdfhvSPFkUFwOTY7PDH4rNDq9wddUUkJ6JVJNL9dl3AAPwoSkg3e3vo50Qz0JWVZcopa4DUEr9a3jjv+aF1hD+D/fqjNyFuojUwqklIqspej1if1RTeuRswGw1Rbu8FOWTYg4E4pAL8VFEzxdof3o/4tsJUs2akRcRcxLOJOPFI0T63wyX9cf+8+OaIsTHlSbKh5DK8UBEE/4LQpZdhr0a/DRyAzYi7g1NKX9FJx8hLu2RStGb/gvi7vFfEOfWZcWdYdP+RAggyPtToWa9DmmTvTh30lZnZ+j0AqTKdVLJalHR8qtl+9AZFa5UbRxo/hutIim+JPxIr8/G+1bwkH9z9r2As/ejlhI6oZxZudJA/96rx4cCrOj7ql7ed+5iRBJ1IxBrQ50E/odU1B8IzYy6FqmGty/roEt6J9iQ5e+qQnNgStj68l01koItecj161dEAzw3MsvYWuKq1RfAUK1JpmYm8DbkPY5zFE1diJlBqVuR1dVfEZK8kOq/RypgXlxQqlOhMLHZ4b7IxLq0+48Bqaa/GJsdXq50pzyYAtKPmQLS5yAhPq40YO4GzvHorywK5RRa6wNIL8hh5D1Aa/2vKRbVEuQqhNUUfRy5MHtaoxvIjWmCC3rkt5EGtupGLjDVaop2eXnHJ8XcA6ko/YCQn3ZINVgjlbZf7ZueAKbnRcT8CeBrMXdBomsdNfP8G1CRm5dL+mP/+XFdELmBFbgBqSS+kjsq1qWucv8FcZf5L4ibjExs+iMyg4ro+2zI8vW9wIv+C+J8K3AMZ5ANdHK4Vem4mFKWZTukTW6NuLF8qxR9izy1FwlcqRQ2DjQfAMbDmeXWOsCTvYo32zmLXynWmIc36EI3GVe/dw/0Xj3+jM/x8r5zf0B++42A52xyHfkWWIr0VihAh2ZGlUfsPqJqtbKtEZJc7iQsKdiSg6x+fI98N1+PzDIWyis2gr4eWEXN3Gc00kw5e+xWo1ONmzODUvchDZTfAcO0pGT+Wv5eboMCVsUFpToVKx6bHV4X8eYu77XZkGtefGx2eGhlBmcKSN+IOF2sxfG16xTwmikg3W1Wo0qpEKUkAl4pVRdAa/09cj80KaVmKKWqQ4rmEaglyFUMqyl6De63DXIXbuCsQX25sFdv46je2f5PQKzVFO3yEr9PijkUWbbKQcjOVUjghEZulIXkwgaY8yJi9sEZG7dn+ffYuDlCRT5vpx0s/OfHNUakFW8D/0EmMstyR8U63STlvyCurv+CuIcQHV6wo+1dQOGNb45dquEuAvJLh7TJV+wMnf478t2sCC6lSPNkh7TJDZBl40Bkheg4UjUvxIc7hj6vATqmTenYMW3KlI5pUxI7pk1J7pg2ZVrHtCl3dEyb4tSNb8Otc75WsBT0STsna4NEtLuKXyhOkA3I6oEN12UD9YCneq8ef+Z3u7zv3GMapoj4Wk3VsATRPG9EJlG7Kb+KfATpV6hKdMQuESkPScGWr5Bq6zfI5zsXaABqN1BHa73Z/lxN4RpgztitRqeumzOlee+/iNd8dw179dnVvKrEXlzT6z6OxNs7g4bAQ25o4DthCkiPR+63ZfV/GIDlpoB0a0XPUxJKqUHIdXg/0sT+sVLqdaXUPch3bjIwjHOlJhcsagly9WAuNd+QUBpswAjfxPgbnNnYaoo+jJidV4e90J/AJFeDQHxSzMonxRyJxLd+jVy4L0aIUwFygTxYZJfX8yJivixi42bi32Xj5ggV8VttZ//TGQeUJ5HmnXuR9/0HYJ6zJ/JfENcNeAPRFTu1zFsBNECkGo+6iSTv5azMx2aXS7iK5hT/Hl+HTPyuAVqq4s1veTuGPb+1Y9oU1TFtyhNINagLMmm8GJkoG4HXOqZN6ePMyZXiI6THorB6Fd5r1fjAcnY5B+sHzDlMcRKvEIJ8BFRFlnEvBmJ7rx5/5r62vO/ck0hz3j8apmshAA2QFbRRwN+hmVHnRF4XQVVLy2zATWHroxxOMJKCLZkIcfkaGX88cp3cCIRrzavUjB65ED7AC2O3Gs8JbykNM0X/+yoiZfEBDumqTXH9C4iLC0p1ajUyNjt8MNAX11ahChv4EmKzwys1WTcFpG9GijzpnCuh2YcL10kn8RkwBFl9S0c00W0R+dt/7f915Oz1/YJHLUGuBlhN0X8gs39PfL+9gcd8E+OdSsiyNx9aqnREcpGfZn/fnIZPitkbiEYcJ7YjP+TmCBnIB/YgOuRCLMqLiPmkiI3bXXimHKam4I3YkTkNe4JeW+Dv3FGx5bpf+M+P64tolW0IWVPAy8409tldKSKRan8rqj7RUCNNfY9VliTvDJ1+DCGCIKT2unI2LwuGnaHTi77mS+0V6UuBJhp8i3yVUzumTVFI8+MtlH4dsiHV3OiOaVPut29fJtYPmHPEoPgG9MeF40GkFq56O5/uvWp84YT0GFKFq0yKZwfER/gMlvWdexqYBeoPJP54ORJc8SAyKWtzzlHsWNI7YSdVX5nVwF1h66McBjklBVtWIkETW5FxzwT1HbAH9HDgNWrWPekKwDx2q7FkcEupmBmUqmcGpc5D5D/1AC8t5M/d1+GTSFOeU0l2sdnh11A5l5ZWQGxsdvjDlWzgO2EKSH8RmdQWylDygURTQLpbP2ettU1rvVdrnaW1nq61nq217ofcF7sh99EwrfUb7jyvJ8MTCduFioXUnCWPI7QEJjqrR7aaotOQql9VfH8OAlOspmirKzv5pJgbAlOAzkgDTluk8/sGzqbjFb3xZgL/K2Hj9m+IjXYFB3B92fNKoDEO4nr958e1QKojbyGVvIuAVGfS8vwXxDVHLPtu56zzQXXAhkSSP+FGuUU2oouvLAodMS4BTqmzqyBHkErvnTj3HTcgN8QnHJFkIF1JBXOH/d+XI5VoV/CrfT8QL/L6VG61zQYM7r16/ICiDy7rM7cAiLdXKO/U0nSUirjW/BmaGVXeMno6VX+vNACPhK2PKlPyUYikYMtC5Bq3GbnOPQfqa8BLSyDMEmr23n4JMHPsVmOZE4+SmCma4AXI97WpFn2yO0lyclxQqlM9NLHZ4fUR3XG5DZROwAtxy3kpNju8UsmZpoD0LCTUajUirdhTybE5Da31b1rro1rrbK310uo6ryegliBXE+wa3v9SvILpSeiAeAM7i9dxsbroBA4g5NilcBKfFHNzYBriOLHP/mcLpAHqFGcDQAqxC3hZKZpRa+NWHn6yGmNcnTQU3uAdJVM9izSwjkUqR9/jREyq/4K4zgipaUvNTGhsSBW2IprbojjUIW1y052h00tanTmL0sjDJUjVv+h3eYPWhuZAOM6/Xxp5jQ+Vt9H6AXNOKcVRxEKvkNQO7rVq/PVOngeK6ZD1EYRUVKaCXIgxvVePL9Zku6zPXI3I3XYBvnYf4R1IZb28htyVVE/vRX0gJmx9lDPxvv9DSOR25LcQCVhB99aapZydtNQUWgLTx241Ou31PTModTMigfkBcTKxUnmOooBP4oJSVzizcWx2uALGU1wbXxlopNL/Qmx2eJj9+BWCKSD9pCkg/RVTQPrbbhpbLRygliBXI+ySgXfwzGV8GzDMNzG+uzMb2wn/TFyz8ioPBxC3ClfJ8SVI5fhS5GbbEqlItUeW1fZSfMnxJ2CmUjRHDNp9Kz3yCxf7K7BPoT6tTILsPz9uIPIbUIi84BTwUu6o2HLDK/wXxPUBYhHZTE3CBoz0XxDnChEsib2cfa9Odkib7Ko04cw1pEPa5MuRSqwv4ipRtPKViTQ/uhoNbQOGdEybMsjBduuUogNCbArH9ZgLUotfEDcHODuJdQdBboQ07RW71i7rk6CX9kl4A3G1OIG8zsuBDqGZpVdvl/ROyEd0vtWB5sDUsPVR5b5/ScEWjay+fItMLq8FFYJEgt+rtct2YVWBZohPstMrJDODUr9FJjF7EanQT5UcwzZc88+/B+hayXOWhoaIpKdSDXy1qF7UEuRqhtUUvQLIqulxlAEv4FHfxHhnKhhYTdEnEHmCy165JVDRyvFVwHPITeVPZJn+SoR0neRsOl4hDgHTlKIRYoDu1Ov8F6OiBPk0Ut06B/7z45ojVeNEzlYoF+aOii33s/dfEDcE0Ym7SiSrCt7A4/4L4irkdmLXCxdWLct1UyiJDmmT61J8RcQPIXy+iPtK4ZgOaK0OIvrBikABYzumTSkzVGj9gDk24EclRK3Q8aElIn9xBkWdLPKBk+Uk57mKICQUqDS8jZyoANH0jgCCQjOjymrQXUT1aXuvREhyuffnpGBLAdKgugupcPsiEjNvoB9ipVaRkB93ojEQO3ar0WnSOTMo9XekGXwb8hn9rSu2WrQfacpzat/Y7PAeSMpsVa1MaUTH+1psdnhVkPBauBm1BLlm8CJCCj0RzYApvonxTjkCWE3RvyEyhYr6hRaS4+9d2cknxXwNMAEhA4eRZfqrkIjjEwhhKIpTwPNK4Y1Uvi+p4Hj/LfDCRYsr//lxrZD3NbecavCTiB5/DKKT/RHxmy37uAvi7kHItFOJXdWIlsCzldAjF+73NdId7ixKeiA32Rk6/ShCkC6mkBRpNoAKo3IrVvWApzumTSnTmWD9gDlbsEfvcjaW/vbeq8Y7U+kvKrE4hXvJiQ0Y1Xv1+HMS65b2SdDIClJjLR7cGxELq74ltwVY0jvhd4SwVRc6ItKPcpEUbDmJkOTtwHFQrYC+oAO05iAiW6rpFcuGwDNjtxqdckgBmBmUegxxuPgC+U4d067J4A4CM1xIyrsCGEf19DS0RBr4HonNDv/XeAqfj6glyDUAqyn6CLI85qm4Ctea9r5GXo+rN7e/qRg57oCknRV6vxqQMV+NVC9Lyj408F+lOIV0AztlQ/Qvx9/Azy7uUygZKLWBxB4I0hrx770eIXKvl+da4b8gbgyy7Omp16qOSFx1RXCqQ9rkenZy29iF/S6ldH/UVvbjHAfQ0sjlDl/olsAEB017u5V8tm/a/10fJzzW1w+Yc4AzlnTqYKVGWToaAk+WlFoALO2TcALxmm2gxR7vR+CecmzfUqtgfGWh0P7tDkcbJgVbjiIV8WzgGCgD4rgySmsWU33ykPJQH3hi7Fbjrc7uMDMotWBmUKoFCUH5GTitZZXBEU4Ac+KCUp2KCo/NDq+HSLdc+Q1WFgbEUu3F2OxwZ32Wa1HN8NSbzgUPqyk6k4plr1cXuiCaKadgNUV/imvd038jmmNXyXEw4n7gjVwsCy3CLrf/vTRZQJJS/I74oVakIerfiB/d2aDnPz+uHtIZ/irSje0FfJE7KrbMEB3/BXH34lpzWU1AA3f6L4iriAfzN5y1eHPFD7kFxZvGlF120RgwKBmTRqr57vq+twVuK+vJ9QPm7AbafTFgzlrOErJbeq8a70z3/rHeq8Y3RPSmVVHtbA+MLO2JpX0S/kBIckvkO3kUCa45B0t6J3xN9aaJauDusPVRNzraMCnY8jdCkvchq3IG0DchjiTxCPmvadQFTGO3Gl1Km5sZlLoESUD8HrDp8mUjNuD1uKBUpxyj7E1zz1LByPdKorCBLz42O3x4ZRr4alE1qCXINYtXKTspp6ZhA4b6JsYPdmGfZETP5+iHXlFy3A9Zmvey/5fP2bADRek3gaVKkYO4XNR0c9f5hIqkWpXXoDcW+W7cilSTDlLOKor/grhQxP7Nk8lxIS7GNQeYQnzPWQ/ePJxvGPUq9EDukDa5cKLog1zPCzW0P4DqivvcWWzAnR3TppSnAd/Ue9X4HojDzQn7eIxOHPsX4EolxK4qdL424I7eq8e3Lu3JpX0SvkEs4Logy/nXhWZGlVXpXEz13jfrAE8442yRFGz5BUgCfgO1H2gF+k6tCUTkJJ4QVuUFRI7darzTlZ1mBqWmIzZw3wHo0sOqFPBhXFDq5y4cOgL3pm9WBPWRYtTU2OzwRjU8lloUQS1BrkHYm9wSqVlj9/KggEjfxHinupDtzhazKd/i6w9gcgXI8WDgbvs/C5uUrkQ00wZKlwNsBtYjEZlOBaHUApDP3aXPx39+3EVIFea33FGxB0o81wZJZ9qIaDxtwHu5o2JLbe70XxB3CxUjnDUFDdzivyDuSld22hk63cZZzWPRarIjFJ2Atka++74IUS/sBfgesW50J1pQzqrS+gFz9gOtlfQELLHPbLr0XjXe0fVjP9BGydgr2svgCA0oQ2oBsLRPQiZCLm9GmiajQjOjSlty34w0JFYnmgHPha0vs4HwDJKCLbnAfOBPUHsBP9BTteYvpIDhCTAA94/dahztyk4zg1K3AinI/aVkJdkAfBYXlPqes8eLzQ6/GQjDMyw+bYhnf0JsdnhFm2pr4WbUEuQahtUU/SWisfLU5ZV6wDMuOFucRghpaRXIn4GY/2/vzMPjKsv+/3mS7qWlZSmbwMAom20FSUFwquIvURBNFJf01VcdNG41vC6UDBJtLTroRNwDiLYyLkCjUk1wARIBYWQNa8tOYNi3QqH7muf3x31OZ5omM2cms5yZ3p/rmqtp5pmZJzNnzvk+93Pf3zs5f0FO1nCHXhb7GKkT2R7IRfQg5+caJKd1KI8B/zKGhaSq+hVvbEOaS+TC0cgxvFP+sdNZ7ztIhy83tWIA6Wa2C8Gu6MnAVyhtA5BCMI78Om8NOg0+nkTcKHLlEERgBpCUCtcirZbinFNOmdWzKJjh/v8gDgrLEdcYgDNDvcMLU4ckqeh5Tq3lc+RoJOVgWK6e2/l7K2lvDYjT0PeGjukOdVrk2C31tfMw4JymRGvWz3TpnPhdwI3I92zAeeyvrOU64N/451rz8Zb+8Jda+sOe53PB7OUPIzsUK0nlJNcgC5dfen2e9vvPcDsu+k0D7Q2c137/GV8p90QU/x0cuyuXkp+lVqmYBnwnB2eLDYhITvfhTALn5NE++rNIVGcrInQ3IfnGk5AT/XBRyJeAvxpDGyKildx4LBmO5NrQxs0/HtoJ72NIvuxRyGexFbh4YF77LlGbYFf0LUjlftZImU+pC3ZFh93Gz0ASOGxl4/lb8f53pwuKqSsbz1+D7KbsQUog11Cc9JSxwBdGKthLNHS8AuztRIOXOb8OIqJ5JJLAYc5kiymQB4GPhvraMhVFtTtzOA7Yp/Hm1uHyrvso/fnaAichaUdZWTon/g/gZTA3It7Ib0F29zoZwYKxDFjEOeSsHEXyM8jfsRJYY6UpygU52LnthzQD8Ytl5FBq2FG4qpQTFcg+IDl/wTakO1i5PSszcSi5OVusQori1iBbYuck5y9Y4/nFLouZQy+LfQU4GRFV05H3Zz/kxGZJWUqlsw74mzGchfgiK7mTTxtTVyDveKzTTvp/kWjiB5DCyn8NzGvfZYva8RP+FqNv71pOavAoYNJ4BLEZA9g4s2dhrg093O/jXshuz0bgBTDFtDGciSxaR+K/QAi4RuYCwKdDvW0jLQBeBA6wdsTvdCGZAHwtQ6rFFuDTiKtFEvhq482tO6XOOFHkayj99dMCn2hKtHpq5rR0TvwSYB8wlwFjwTZYy6cRD/g3Mj+6ZFjg/cA3chTJq5Br5lVAe3T2ci/uFm4b6UX4ux7lZcQKVikzKpB9QnL+gkeQiItftr+Go44s7WfTSc5fkATOA85z8q09cehlsVrEL/c4JBK1F7KVtg8SZRtk+G5bW4G/G8Nnyb1zmCLUInnbnnHyj49AIm/JtLvOQ3xYw8i55jWkRe7Oj++K1iI7Dpna/VYKJwW7op7z3Vc2nr+J1KLgceAtHh6Wfo4wM3sWTkMiu9ZxsHgYWdAWCwt8clbPomEFb6Kh43ngACPf0z84v94XiRYON94iu02TkN2GYvtdH0mGRiY9cztXITsZn0BSLs5rvLl1qF/tPxg+tavYjAHOakq0et2p+C6S2/pT57FnW8sxSIG4J1FZAgaRBdc5OYrktRfMXt5zgffIcQ1ynjk4v2mWhO3AL6Kzlxeim6QySlQg+4u/AHeUexIZGAROD1x84eleH5Ccv+ApJy/ZE4deFhuL2IEdg4jgvZAL8l6knCuGi7Rb4HpjOIPKjkKWmxfIvQjpWORccr+bOhFcFn0nqaYVrgXf0oF57cNV0v8fkoJRDYxHfJvz4TGyCOSZPQvH4gibtJ/3d17XxVD878AMMhdS3gqcbCWa7B5PHw/1to1UD5BECmnXUJhW05lwUy1GTL/qmdt5PWIt9kHnV59Jv99pP12ufN6pQHtTojVrypvTbe9bjqNJN9iNwE+sZRPSoMcvAZlBpID33Jb+cMF1iWOh9nXgbYV+7gJigO7o7OX3lXsiiqAC2Uc4LhAdpLYl/YgBPhe4+MKTC/3Eh14WGwdEkO3NDcg2mEEunAaJEI9UcXybMbyXnYWCkjsP5eF//Hbn3/sAgsui45BGLr9EosfjgPsG5rX/Z+gDg13RM5DoUSXYuXklFOyK5pJHvc2xa3ua7H6se5LaHj8I8Q4+AKkT2Jw2ptjOOBaon9WzaNhoueNocaijvuLOrycxcpHcU8BeRrycSxGZnQrMzzJmAXI+McCpjTe3Hjvk/r8gdoXl4GAg4rFoby3wUzCTgMfBbgZ+YS134I8mIi4WSc35dkt/uNBFup8C3os/HCtG4gFS3xXFB6hA9hlOKsKFSDGaXxkHfC1w8YW5tMfNyKGXxcYj4vgwRBxPQ7YEpyAntS2MfLzebwxzqNziLr9Qg7SszZXjnH/dx34WEctzke3yjUgh6k4Eu6LHIheuahLHIMduQw7jnwEOcbyNswmDaaQE8sHOY/dHFpPpArkUZIuW3wGckGjoWEGqbfkHQr1tw+VHJ8EcBhiwpQoQvDPU1zZiRLFH2lF/Csmfvxv4euPNrTsi4N2hzs2IW0S5OBHJl87K0jnxx5CI+ENIqtM0IGYtl7Nr59FyMgicACxq6Q8XpA1z+/1nfAD4OP4+z6wGfui10FApDSqQfUhy/oJHSeXu+ZVJQCRw8YWj7kB06GWxCUiB1mFIHus0RFjtgWwhb2bkvMQnjOGtGe5XvLOBHLs7BpdFD0Fyw18emNf+vFOY92HgOkQkDgLXDMxr36mJS7ArOhlJrajGRc0gUlzqlSdIWby9OrNnYaZW6NNIRS33Wtl4/mpSDhZbkMhxKVupzx2peUiioeNxZDcI4HeIQKll+PzfJPL9fwMRC6WgBvj8SAV7AD3SROQXSLHpE+zaZe9KyteAYxA4oynROtfL4KVz4jeCeQK4BeyzSFrTImu5BElt8QsW2ZVa3NIfHtV5vf3+M05GmhT5WetsBzqjs5eX6rhXPOLng2a3Jjl/QQ+Sv+dn9gQWBS6+MG9LmkMvi01CirkOQRwo9kTE7mTkxJFexDSUFxD/1IJEGhQeS4YjuTZq2Cm9Askf70IibwZxJbgy/QHBrqhBtq+roShvJN4a7Ip6+l6sbDz/DUT4QnY/5GmkIsiusJuBRHM3AxvBlNIiaipSzDYSd4V6296eaOh4Crje+V390FzkREPHWqDWWtYif1+pcmODjNCGOo2fIIuSmcABjTe3vt+9ozvUuZ4ci1oLTC3wlaZEq6eizKVz4n8EswF4AOzjyO7PfGtZgr8aVlkkX/h7Lf3hvBbR7fefMQv4Gv4OntQAPdHZy/1ce7TbogLZ3/yE4dsn+4kZSPQ3Zw69LDYZ8R09GBFSeyIRxclI5HgDI/sYvwrsb0zFNZTwMw/m8Zgd6RXBZdGZiEPA64iLwlbgTwPz2odGp5oof3vXYlMLNObxuGx5yBNXNp4/tIhtCmJfttl53VIKHQu8Z1bPomEXqYmGjodJtSC/HIlyjweGK/R9ilRXzFJdmwaBM0J9bSOmpTipFp9EUhqeAj7beHNreprIFQzf+rhUTAHOa0q0evX1vcgRyc8j59HZwAes5a/4p2gP5NiaiThx5MPh+Nfr2OV+pDug4kNUIPuY5PwFW5CivXJt4XnhNeA3eT72MCR/ch0SGXPF8VZEMA/X6hVEgE0zRo/fAlID3JDLA5xivLciF7L7kejxb5C8yLGIv+3VOz2mK3o4IjZ2h1y7uhzGWqej3jNktqHaScDM7Fk4HvnejEWEcTmE2n4ML3hdVoR622YnGjpWkeqgeHqot21oQW0SEc9jEOFWKvZAujeOSM/czqeRgMUXkcK2s9z7ukOdr1L+3b4DEZHspWhvM9KNbi3Ye5B0udnAwdZye3GnmTNbSO085ER09vJu4GL8219gFTk0OFFKjwoMn5Ocv+BJpLLVTyt7lxcRj+NH83nwU2dGViInsEnIhTFdHI9k5L4O2MMYTasoME8nw5HncnzMTEScPYlUiG8ilfKyFfjdwLz2HV6rwa7oWMTdYnex4Tss2BU9MvswwGmWsbLx/C1kjnoZAEdMgywwa0ktOMrhbTsIvD9Dd737ECtAgG5EyE8F6ocMfRKYbMTSsdROPieF+trenmVMJ+IachqwV+PNraem3fd7yi/EjkcKZLOydE78JTC/A6aB/TPiiHIiItr8UrS3DbhkSV28L98niM5efi1S9F7MDo35sBX4aXT28mI3xlFGgQrkCiA5f8G/kOien0TyM0Bbcv6CXEXVTjx1ZuQu4BJEaG1DosMj5VBuAiYY4+ucskoln/SK451/VyJ2bn9GKv7HAQ8OzGsfGlWbjwjo3YVBMrdYTie9UG9wZs/CkVKH3HPAdKSYbX9kYbkZwJbvHHEo8J4M9z8U6m07KtHQ8Rrg2v19ONTbln4NehwpMNwLOb+UkhrgzFBf24jXxJ65nduBM5HithdIS7XoDnW+Qo4FrkVgEPhwU6L1RC+Dl86JPwDmSqAO7O+R1J7TrKWf8hftbQMuXVIX7x3tE0VnL78ViFI+S76hGODK6Ozl95d7IkpmVCBXDr9AIizlxiDtcc9Ozl9QkKrbp86M9CPtT19k5MKtrcAYFcdFoQa4K4/HufnHRwO3A+9DLtLbgKXpA4Nd0eORKPPutp14tMdxLyJiF0R8HZhl/AykJe0BSO6+W1xZrp2VQTKnWfSTSjn5q/PvfojvrcvzwDhr2Q8YoPRi/3BG9mkGoGdu5xPIgv7TSFrRWWl3/57y23PWAq1NiVavBbDXIwvbk5DGJ/sCH7GWGyhf0d5W4KIldfFrCvWE0dnLVwDfQTo2lhODpOP8pczzUDygArlCcLrRxSjvyr4G8QP9VnL+goJ2u3rqzMidwBKG36bcDqDiuGisIccOjsFl0RmIvZhBROBDSBc4A/xnYF77jm58TmrFF9g9zzdBL62nHQ9k9/3JVKiX7lzxCiIy90S+N4OUtyjpqFk9i4ZNU3DaSa8K9bbNcBwt7nHuOmPImEeR2oT/UvrF1CDQFOprGym9y+VnSCpCCNjPTbXoDnW+RvmjyCD1HOc2JVqzFjAvnRO3YK4GrgO7D7JQmwy831oSlP47uwX4xWjSKkYiOnt5EvHaH9Wu5yh5ErhQ844rg93xglWxJOcveBb4OeUpxKlBTPG/m0vr6Fx46szI3cD57ByFscCgMVXpl+sXHk6GI7nmrrrR4xnAVcBHkejVFiSSls7nETG9O1LDrrm2I+GK36eRlIVM7I0UyL4JSWnZDKw1mMn5TLJAWMQDeyRuBE5xfnajyIeHetuOTRtzP/CmRH3HG5RHyEwmS4e9nrmdW4EvA0cggiec5mrxO4rfKtsLR5Kl8NBl6Zz4BjA9wNNgVyL1IJOAt1nLyiLOcSibgJ8uqYvfWKwXiM5e/gpwNrJDUWpeB74fnb28nI4nSg6oQK4wkvMX3EHpm4gYoAe4MDl/QU6tOgPxWE5et0+dGbkfWIQ4dxhUHBebWuCWPB73diQPdtB5Dvcz+uvAvPZV7qBgV/QIJPVid42YuFZVXnh1Zs/C6Yi14y5OFjN7Frp5+gC1KxvPH0Six2OQhUmmVuyl4rhZPYvePNwdiYaOTQCh3rYJiYaOe0mljH00Nco8BEya23fOWMqXUvaOUF/b8ZkG9MztXIFsk38CWAGc1Xhzq+kOdb5BKse6nFjgfU2JVk+Ls6Vz4s+B+RNwCNjLkVzwPYE9rS1JweRG4EdL6uKePaVb+sNjWvrDX2vpD++dywtFZy9fD7Qhi7FSpfFsBX4enb28FG3UlQKhArkCSc5f8FfgWkrz+Q0CVyTnL7g0OX9BTiInEI+dDFwaiMfOzOVxT50ZeQjxR96mbhVF5zXys3c7Dim4uxzJPZ2MFI1dtWNcV7QG+Cr+NuovBUcGu6JejuMngaDjZDHUAg1SzUCAHU4Wk5H3dzOSiuSHZg9NGe67AclFB/ib8+/bQr1tQefnx5C/5yDKW3Px6Uwd9hwWI4vDI5D8cdfV4vf4w5rTAC1NidaAl8FL58TvRxyTTkO8efdGcuE3Og1cisV64AdL6uKe07xa+sO1SE5xA/CDlv5wToGY6OzlW4CFSCpPsa+jBvhjdPby/qwjFV+hArlyuRhZAReTbcCvk/MXXJHrAwPx2FzE0mss8NE8RPKAMVxE+a2Tqp178kivOBYpaFqP5LxuQ4TZHwfmtaenx8xDOpXt7kwj1XEwE88hwhBgqxMxTiddIBvneQ1yHt+Kf6L0dbN6Fg2765No6HgZ2DfU22aAm5BcXnBykRMNHauB163l7YjfcLkaAb0FEYoj0jO3cxOyXX8Ckjv92cabW2d0hzrXIukkfmAy0NaUaPW4C2duBJaBPQ1ZzOyB5IS/QnEWX68Di5bUxe/JNtDFEcffRlx0LFKo+sOW/vABubxwdPby7cAPgX9SvEiyAa6Pzl6+vEjPrxQRFcgVipPqcD5S+V0MNgE/Sc5f8I+sI4cQiMfehbT4dKNgljxEcjIc6cP/jVIqmRogHxulk5HI0n8Qa68JiC3XjsKaYFf0IOAj+Ee0lZPtwKxsg1Y2np/eVv05ds3bHg9scSLHFrFDM6TSKvySijSFzOKyHzgh0dCxHfi787t3hnrb9nN+fhjptPgs4tRRDgaBj4b62jLufvTM7exF5nsaaakWSBTZL967ByPBiqw4RXt/B24AewiSDz8OOMxJtSikZngFaF9SF3/E6wMccdyOLErSzy0zgGhLfzib+8tORGcvt9HZyy8CrqQ456qHEQcqpQJRgVzBOE4S36PwzhZrgQuS8xfkXJEdiMdOYWdx7OKK5HAuz5cMR24Hvk/5fTmrkaeRi7pngsuiNcD/IDmDNaS29q8YmNduAYJdUQO04v82r6XksBzHD1eo57aTnkqqmU565Gu4tIxyYIF3jnRnoqHjAaQDI8A1yAK4hlSB3z3AWxP1HRbprlcu9gM+5WHcF5Ao5puQheOp3aHO9Yhtml8INSVaz8g+DJbOia8F81fgebAvk6oHOchaXqYw0dZngbYldfGnvT6gpT88BkmLOIHhc+33Bb7f0h/O1IlyWKKzl1+OdAEtZKOdF4HF0dnLy9G8RykAKpArHMfZ4mcULhXhNWBRcv4Cz1teLoF4rB7xBR0pkuWK5JZAPOb5JJsMR1YghXurso1VcuKuZDiSa9TkeES4vYTkXY5HmlykF/p9EA8R092Mw5yFQzbcMc+SSrdwcVMspuG0W2dn32M/LUiOntWzaCSrOoAnQ71thyUaOjYA1zm/awj1tk0FbiPVUKacecgWODXU15bRpq9nbucq4I/A25CGO+HGm1v3cX7nl05pFvhkU6L1GC+Dl86JPwXmL8gxdgep9Irp1o4qWGGQPPMFS+rins/nLf3hsciOqZtWMRL7At9r6Q8Hcp1YdPbyq4GfkpbnPwrWAlHtlFfZqECuApLzF9zJrtZa+fAS4nH8WNaRQwjEY+/He0HWh4H/y1EkPw6cg0TWlNFjgavzeNy5wBvO413XhD+mRY+nIbnHmlqxM9ORvNZsbJjZs3AS8l0cmlPpRpD3RD6DvRA7rq1p9/uJD2a472ZgrvNzDyLAxsljzCPApFDvOXsivuvlLPKcDLR4GHcBki99MpKP/MXuUOdG0tKOfMB44OymRKsnK8Clc+L9YP4F9mjgTiQIUwNMtDavgEwNsjtw7pK6uOf0k5b+8DhkF3E23s4rewPnt/SHD886cgjR2ctvQrrujUbYbgV+5vguKxWMCuQqITl/QTejc7Z4GjgnOX9BzjnNgXjsNMRz06vjhEWsv84NxGOei3CS4cgqpChmBXrsjpaHkuFITpZDwWXRfZHtzfWIMB4DPDwwrz29OrsVSQFQdmY7klebjeeBg1Y2nr+WXd9HN4K8J5JyNB0RcNuQ74PfvhNzZvUsGvb7nWjo2AasD/W2TUs0dKwCXHuvUxGB8RIiNh+k/C2CQ6G+towpMj1zOy1wHlK8OhWY3Xhz64nAFchixi/MAL7VlGj1GpzoAXMb2Dcj14gtyELAWJuTpaBBFguLltTFPYvrlv7wRKSQ7hhyW3RPBxa39IeHtRzMRHT28nuQVI7Xcn2sQzw6e3lOjZcUf+K3E6oyOi4G7svxMQYpJFiQT+voQDz2QeBL5F5tPoh0ovpuIB7zHCFKhiObkArm63N8PSWFQVpD58pCYB0SuXQvHn907wx2RWfiTQTurnjJQ36eXVMrXNJTLNwI8gREUNZS+tbM2ZgBvCvD/X2kmqi4jUOmAe9AtuFPTNR3bKe8ecggC8GsBcY9czv/jcz1YKSz5JesSLpe/PXZHAd81svApXPi24ErwSTBTkLS3LYj78lmaz1piEFg2ZK6+E+X1MU9i+qW/vAewI/wtvMyHNMQkXxUrg+Mzl7+OLJb9mIOD6sBro7OXt6T6+sp/kQFchXhOFt8D+8dqGqAu4Dz8mkdHYjHGpEClXytmAaRk/UFgXjM8/ZwMhwZBH4C/InyN0aoRDYg1kaeCS6LvgXZEt+CFOgZYMXAvPb7YUdh3mfQc0omvAjkF5HiMEilW7i4KRaTVjaevx5p5lBDKoLsNwYRl5NhSTR0vAHsEeptG5to6HiClG3lqWDuRbbUobx5yC7HhfraTvQwbj6SP30U8j35NLCM/KORxWAQ+HBTotXL38PSOfHXgSvArEGONXfnaQKpAsuR2AxcvKQu/scMY3bBaf7xI7J3lMzGVGBhS3/Ya7OeHURnL38B2bFMehhukDqM3+T6Oop/8eNJVRkFjtBdCLyaZajbOnpxPq2jA/HYGUgL4dEeQxa5mPwoEI9N8fqgZDhik+HIH4BLUK/kXLnPicTnwheRC/7epLa80zs6vouUM4EyPDOCXdGMx/jKxvPd6BzsmofsRpDdaOQkZ+w2wBqMH5qEDOVts3oWTc9wfwLZSQLJRQYRxg+Sihw+SPn8kNP5VLbmIT1zO19AIuNTkM/lNGs5GClE9FMUuRZobUq0emqwsXRO/DEkhc9dILupeOOtHbG19htAdEld/NpcJtbSHz4EsfcsVHv6KUB7S394dtaRQ4jOXr4GqX15kMyf3yNALDp7eVFqL4wxUWNMczGeWxkZFchVSHL+gpeRooZMhQbd5NE6GiAQj30MCFPY4yeAiOScOiIlw5FrgB/gn2pxv1NLjq1wg8uic5BIvyvu1gD9A/PaH4YdHfM+gUbzs1FLbu4erlOIy1CBPAEpYNuKf7roDaWWlH3bLiQaOh4H3DzRfiTSaoCDwEwK9bYdjBSIFcJZYLQEgQ95GPdtJE98CuLw8lVr+TPi++snpgHnNiVaPS0+ls6J/xu4H2wNUoewI5JsLUODLC8A5+XSAASgpT98DFIkNyOXx3lgD+C8lv7wcbk+MDp7+SbEe/kOhhfJzwELi2znNhW40hhzjjHGL37nVY8K5ColOX/B48gW1dALyyBweXL+gl/n2joaIBCPNSNb6cWIhhwExALxWE4+lslwpB85geWSL7a78hI7W7J5IYxc8PZGjqdNpOUeA42kbLmUkdmOFHFlxWkGMlQg165sPN86909EvoNuBHkb/nUOOWFWz6JM54tnQ71tBycaOgZJuT68F3gR7DsS9R2bEKFZbgaBj4T62jIKlJ65nVuAXyEpNfsh1mOnIhFyv11zj0QKrL1yOZhnwI5HIsmvI+/LWKdorwZYCXwjF49jgJb+8AnI7ue0XB6XA5OBc53XyQlH/H4POT7Tj+VXEXFc1KYw1tqzEHegKPBrY8zexXw9RfDbl1UpII6XcSepyNJWpHX0snyeLxCPfQoxzi/mVuG+wPcD8diRuTwoGY48CXwdOTnrcT0ydzs53J4ILou+D2l+cDgiwt4Abh2Y1/4EQLArOg5oQqPHXvHSDvdVJL/4RXYWyC4GqdLfhgjkrRS2wUGhOYTMrbb/Q6qYrxcR+nsCq8Gc7Pz+0eJNLyf2Bf4326CeuZ2XI7ta651/P2UtCfxnU2mB9zUlWjMVU+5g6Zz4ViAO5jWwY5C/b7PzPNus5TqkO15OgrGlP3wqEEFEbDGZBCxo6Q+/I9cHOukTPwfcttFrgO9FZy8vardHY8wYY4yx1v4J8dpuAK42xhzg3O+n1J2qQoVElZOcv+BGII6cxH6aT+togEA89mmkg1opvox7AYsD8diI3biGIxmOrEciyf/CX/l+fsEg740ngsuiBola3IsI5DHIFvjlacM+hYgGxRteBPJzyG7K0AhyOm5eby2yAPazQB5ELurD4jQLGecU671EqlivFhEEIOkXfshDtsD7Q31t0zyMXQgcjVxnX0Hcfv6M/667BvhSU6J1v6wjgaVz4quALjBuWtvLiLvFt5bOif88F6cKgJb+8P8gUexSpQ5MBM5u6Q+fnHXkEJzW1L8FfgtcGJ29fKDgs3MwxgSNMTXW2m3O/8dYax9CChcHgRuNMVOttX7dOap4/PZFVYpAcv6CvwGfz6d1NIDTHvoTlHYLdzKwwCkG9EwyHBlMhiOdwKVo8d5QnnAarnjlDCR37xhS2/j/HJjX/gyAU3D2fvy7te9H9vfQUc/1Qt7KzqLBzOxZOBb5HKYj77srRvyYf5zO22f1LJqY4f5bEd9jSHXWmwDsG+ptOwhZpPnFT3gS4t6TkZ65nfciFppTnMcc6xS0PVTU2eXHVCCSQz7yA8BNSHT8GWDB0jnxnKL8Lf1h09IfbgU+Sem1yAREJM/NOnIYorOX/9XxSy4Kxpj5wF+AdxtjJlhhmzFmrCOY5yKpbh8t1hwUFci7Dcn5C/K6uATisc8DHyvwdLwyBjgzEI99OZeuewDJcORq4Ltkd/PYnejPPkQILovWIAVJtyPtXccg7+UVacM+T/G3RKuN6WQpQFrZeP6rSL43wPaZPQvTRYvbRW868pm4ixO/L1ImAaeNdGeioeNhxM0GRCy76QmTgZmOH7Jf0iwA3hnqawt6GPcdUrn7TwJftJarijqz/DkScavxxNI58X8AfwcuXDonnpONndMdbzGSm10uxgFfb+kPn1LGOYzEJUgh/U+BjxpjpgFYa7e6ghlpmFXOLpNVjwpkZUQC8dgXgY9Q/ovvh4Dv5NJQBCAZjqxA8pIfQVMutiEnXK98FBEnByPuCQa4dmBe+4sAwa7oQWRuAqEMz3bEEcQrr5DyRTZIAdMa59+xpCLH5f6OZsOSOQ8Z4PlQb9tBTpe965Ho+DigzrnfTwK5FilezUjP3M6XETvNA5zbNsTJ5N7iTS1vBoFTmxKtnqOqS+fEb1o6J55Teo/jcfxj5HtQ7uN2HHBWS394xBSgcuBEjL+LOKJ8H/iKMeYQ575NxpjxSFOmZ8s3y+pHBbKyC4F4zATisS8j7gTlPoGBnLhPAC4MxGOZPFV3IRmOvI4Uf+TkxVmF3J0MRzztIjjR49MQe60QEqncAvwybdjn0OhFPli8+bu6C7r0Qj2DbIW/gSxexlNZxZHHzOpZlGnH4UZSjUXcNIt1wAecn2/CX9esY0N9bW/LPowLkc9pG7K4Oc1absSfn10Nko9clLqClv7wEcj7ESjG8+fJWGC+UyjoK6y1f0e6TX4W+LYxJmyMOQlZQN5orc2p4ZOSG3462Sg+wEllmA98EH+IYxeLFIr9OBCP5dR6NBmObE+GI79EBF5R7Xh8Sg2yFeqVM5Ct/OlIDrJBfI+fBQh2Rd9KKqqn5I6XQj2Xl0lFkEGE8XpSTULc72glnMvHITnrw5Jo6FgLTAz1to1JNHQ8g+TvvgYcHupt2w+Jlr1Qkpl655PZBvTM7dyKdP2cgnyWDwOnW8ttRZ5bvuyJ5CMX9Jhq6Q+/B7FK26eQz1sgxgBfbukPn17uiQzFWjuApLmBFHqeD9xurf1S+Wa1e1AJJ1WlRDjiuBWJ2PhJHKfj2sDlXFyRDEeuQ7oiJdm9Ui4ex+OWbnBZtBaJHt+FbOHt6dz1q7Rh2lJ6dHgRyOudNtOrEVcXkGN2EuI/OxmJfLnf00qI5ltSF/qRuA04yfn5OiQXeTzw7kR9h0XSpfzEzFBfW1bLsJ65nVci0eNxyDnsQOR76YcGKMNxNNBSiCdyivE+BXwDOX79Si3whZb+cFO5JzIUa+16RByfiqQ9nl3eGe0e6EVOAXaI468jX0A/bv2lMwk4OxCPfTKP4r1nkBN1H/5dBBSSGuD6ZDji9W/9MJLfOhWp9DaIq0IvQLArGgJmFnyWuxf7Bbui2QTtKkRIpRfsgVhUbUQi+5Ba6FWCQAY4OlOaRaKhYyWp4yuBLBAGEVEA4gDhp8XtIDAvWwtqh9+SmvuTQJO13Fq0mY2OQeD0pkTrSVlHZqClPzwWSXH7HypDb9QCn2vpD+fknlQKnLzkN6y169TarTRUwgGrFBlHZH4DyXXyuzh2qUW2N78TiMfG5/LAZDiyLRmO/Awxfa/2FtWvAp7y1Jzo8anAfUgEye1oeNXAvHbr2JPNo3KOEb+yB9I8IxOuQH6N4SPIeyCfQyVFkEEiqNlyPV8M9bYdkGjo2ITkHa8BTg71to1Fmor4zdLuLUjnv4z0zO28Gdm9mo58/puRJi9+PQfVIMI2L1r6w/sixXghKisYUQOc2dIfHtXiQKl8VCArIBfXN1N5wsciaQA/D8RjgVwfnAxH/g0sAAbwV1SqkNyaDEe2ehz7YSQ/0BVf45GL95+c+xuR9rnK6NiKmP1nYhWw78rG89ci0XyXsSsbz9+GfGcNlfmdzeZmcT0pwXkdssibCnwgUd+xFom++olB4AyPUeRfO+PdDnvvtZa78d/5xwB3A9/K58Et/eHjEHF8GJUljkF00e3OTdmNUYGskAxHtiC5uX5rg+qVg4BYIB7LGsUZSjIceR4RyddQeSfybGxDOndlJbgsOhaJ7N2P+KG6Qvj+gXntjzkpAdpSujBYshcqrSKVWlHjeCFvZ+eUihpSn4ffBFYmsqVZvAHsEeptq000dDwOPIj87fOcIX6ye3MJkHLbGJGeuZ2PIcJrbySS/DSyU/BKMSeXI5uR7qvf7Q515lvUfBw7pwZVCq44viDXjoBK9aECWQF2tGluo3JF8iTga05TkZyOayflohP4EfB6MSZXJu5OhiOrPI5tRC7Uk5GI3T5IlMv1Tv4wWRpcKDkxNdOdaVFiEIu9PXAKumb2LDRI1b3Bf+kGXvCSZnEPKb9ot7HG7FBv28FIAakf2k6nMwh8ONTXNsbD2MuQLmgW+VyD1jJA+a/HBumK963uUOdfukOdowkYXIZEoCsJg1hbRlUcK1D+L6TiIxyRHEFOkpVIDWJP94NAPJZRgAxHMhy5GXHxuJfKisgNh2drt+Cy6DjgfcADSD7lYYgAex64OdgVrUHy06stwl5OvByf7jG4GnG+cB0PJiCfRaVGkL2kWdxFyvHi30g6wnREWN+F5CX7jQORhWRGeuZ2unUBk5DP9BlEJD9X1NllZhDZRftad6jzsdE+2ZK6uAUuwH+2fCNRA9wBfG9JXbwSF51KEVCBrOxEMhxZh0SSK1UkW+AYJC85Z7cFp5nGQmAJsKHAcysljyXDkXs8jm1EosMTSfnubgRWDMxrfxJowFtzC8U7uSzgXkOi+26KxeS0nyv1Yn70rJ5Fe4x0Z6KhYzuwNdTbNinR0LEe2fYeB5yOxSIWaX5jEDg91Nc2zsPYvyJpNPsg37dxyEKoHNfkVcAF3aHOzu5Qp9d6hawsqYtvBH6I/8+jBvgv8H0Vx0o6KpCVXXBE8jn4rxgmF/YBFgfisQ/n+sBkOGKT4cjfgG8i+Y6V9j2pAW7wMjC4LDoeiQ4/CgQRx4RppKLHBsmt1C3HwrJn9iFYJ53iVSR66jKJlECu1M8lY9MQh1uAk52f/47k1L8JSb3wYx4yyEKmOdugnrmdG5C/aTPy+b4BvMXakrYONsCtwFe7Q51FKUhbUhd/glRhoh+pQZxSfqBpFcpQKu3Cr5SItJzkh6ms7dt0xgEtgXjs3EA8NiHXByfDkeeQAr4r8K+h/3C8hkdrN+BDSCvjCcBLyFb+FuSifTPwDsThRCksXgTy68hiZTUpgexavQ0i5+9KjXhlTbNINHQ8jBSMAvwD+Q7uibSjvhn/5SGD/F3vD/W1eTnfXIt0B9wf+UxfQz7fUpxv3wB+0h3qvKA71FnUCO+Suvi/kc/Pb3qjBvHD/5GTEqIoO+G3A1bxEclwZBNwHpLzV6nHigXeCfwiEI8dneuDnWjy5chi4Qkq4334rxdrN8e54j3IdnUAER97I3mDTzqtpRvxb/SnkpnqROczMdQL2b2IT3Z+diPIlbqAPSZTmoXDa6Hetn0SDR2rETE5BTgJywvILocf2RPpNpmRnrmd24EepBh2PbKgn2FtUR0tDNAPnNUd6rw+nydoSrT+v6ZE6y+bEq25dMX7DeKv7hcMEsH/mYpjZSQq4WKvlBFHaC1GIjaVfLwcgLSo/p9cu+8BJMORJ5CUiz/j72jyNuAvHsc2IA0LDGIzNRXJQ16FpFe8Fe2aVywmkj2K/AopgTw0guz+XMmLF9daMBP/QRZxIP7IIO/JSUhXPb/y3lBf2xQP425FFqjTkKjui8BEa4vyua4GftYd6lzcHepcneuDmxKt45oSrWcjHVcDQKQp0erpXOqI0Cjy9/mBq5bUxS9RcaxkopIFj1IikuHIIBBDqpwrNVoFEqH5X+CCQDw2LdcHJ8OR7clwJI50HXwQf74XnqzdgsuiNUgzhiSSQjEBER4vIaLrJuCjxZvmbs8YZGs9E0MjyDXIAmgycuy5KRZ+PA69YElZuQ1LoqHjecQdAuA2JO1kT+Dd+NPuzWUyEM42qGdupwX+hhSy7YEsUg2Fd+m4DZjfHersy+fBTYnWIPAz4JS0Xx9PDueIJXXx9UAHUgBcLixwxZK6+GVlnINSIahAVjyRDEcs0Aksp3IvyCDibybwy0A89q58niAZjjwDnAv8Con6+AUDXO1x7FxEGLtFQlMREfYysBLDeFI2W0rh8dJN7zVgL6eb3mRkEbMRiT67uaqVnGIBkmaRLdL6RKi37XBgBXJ87gkci2Ul/rR7c3lXqK8tW0MYeuZ2rkQW3FuRXYNXgCnWjjq/3CDv1w+6Q53R7lDnulyfoCnRapoSrR9HAiQHs7PVowXmNSVajxz2wcOwpC7+GOIQVA62AUuX1MWvLNPrKxWGCmTFM04+7m+BP1D5nrjTgHMC8djZgXjMiy3TTjjvxd+B+cg2qR94PBmO3OtxbANyIQ4i54EpiNfsdsR3thk9PxQTy87OFLuwsvH8QVIR0lokJWEzshPiRpAr/Xs4FjkWM3Ez8K5EQ8fTyA7HBGSRcBJSROxXJgCf9Tj2KuS7NwNZqK5GPut8Fz/bkSLAr3SHOm/J5wmaEq37IF7GYaTt/HCMB85uSrR6LoJeUhe/DikiLuX5ZTPwiyV18e6sIxXFQS+ASs4kw5Eu4FJkRV7pnIIU8B2Tz4OT4ciaZDhyAan8unJF83KxdqsDjkYuwuuQC/K+yPw3IQ1DTirONJU0cmkWsgkRXNuQ9IzhxlQiFpiVaYDTenpKqLetBrF+W41EkU8BVhZ9hqPjnaG+toOyDeqZ2/k0Ujy3Ckkj2QRMsjbneocaJKf5W92hzl92hzq35Ph4AJoSrQ3AL5Ddtmz50Acg9Rm5cCml++zWIa2jPZ0fFcVFBbKSF8lw5B/ICTSvE7CPsMBBSAHf5wLxWF45jclw5Dbgq4idUcHM9nPgNee1vfB+JOcxgFyI3b95M/BfDB9DopRKcfFi9eayHkmzcFtQp5+7K1kgAxw1q2dRthbN9wHHIl0un0cWF2920iz8HEUfi/cocjciRqcjn/WzANZ6vk6vA34LfLM71JlXAWNTonVyU6L1O8D/IbtKXjm5KdH6Ia+DHc/h7yEpIMXkNWDRkrp4pbW9VnyACmQlb5LhyA1IblrOuW0+ZCxScPLzUUSTtyTDkUuQJisPUFrhcksyHMka0Q8uix4FzEaixduRLl57ww5rqQQQKtYklZ3wIpDdY8gVyNuRY3UofhaJ2ZgKzMky5jbgREQgryEVfT8eGCjazArDCaG+tsOyDeqZ27kKiZCvQnLNJyCL12xFbYPI9/ZL3aHOq7pDnXkdC02J1rnAJcAJeTzcAp9uSrQe7vUBS+ri65CivU15vJ4XngfOXVIX92tTGcXnqEBWRkUyHLkD+A5yUq90BpHCqWggHvtKIB4bTohkJRmODADfQqq+X6H4QnkL8CePY09F5nMQspVrEMG1FhHNM5FqeqX45NJueh2pCPIY5Nztbn27+ciVyiBQl2lAoqHD3anaiBynG5Hj9N1IgZufqQU+6XHs1chOzkTks34GGGPtsOeQGsSbfWF3qDPWHerMq2CxKdE6sSnRGkEW9hnz4rMwEVjQlGj1vPu0pC7+CLCUwi7wDJJm8s0ldfEXCvi8ym5GJZ9UFZ+QDEceRzrOPVXuuRSIMcDpiNNFRhuqkXCK+PqALyNbp8WKkgDclgxHXs02KLgseggScXsGEcX7IRc1d27/wexk46QUFy8CeePMnoUTGT6CvCM31GAqPc3irR7G3Iq0nr4LOYb3BPbH8gz+tXtzmeMxirwBKZJdg/xNeyNCeWgU+XVEWH69O9SZdwOOpkTre5CocYjCLOQPQdIzPLOkLn4NcB2F0SM1yPERcWzlFCVvVCArBcERaGcD91Mdx5Wbm/zdQDz29XxaVcOOtIvfAK3A7RR+K3w7sMzj2NMRkbUPEtkegzSdeNWZ1zikWE8pDVODXdFsubdrECGYnoO8SwTZVnSGBQAHz+pZ9KYsY+5D0oPuRdws3BzZAP7tqueSSxS5FxHA25GCxOeR5iEgu0XXAF/sDnUuH0U6xbSmROtCJLCxdz7PMQIWeE9TovV9OT7uYgqzE/BP4LtL6uKVXhuj+IBqEDKKT0iGI5uRdIteKr9wyKUG+H/ARYF4LG9nh2Q48lIyHPk+8v48TuG+e3c5vswZCS6LzkC2sZ9GhMU+yGfkeq2uxHAild2ZrdKYiNgNZuINUgJ5AqkIcnoXPYP/I6jZGCTVMW9YEg0dFomkPknK0aMWCGF9bffm4jWKvA34F1LsOw2xfnsJuBH4v+5Q50Xdoc68mm04vsaNwEVI3ncxVlYW+FxTojXbgmcHaUV7+bbZ3gbEl9TFL9LueEqhUIGsFJRkODKYDEd+hnglj9bo3k/MAM4LxGPnBuKxyfk+STIcuQ+xRLoIyaUczXfQIq2vvXAaIor3cF53AhKRXOvc/zrSCEApHTVkL9RLjyBPIhVBTl/cWCq7SM/FS5rF7YibxcOIQ8FU57YW/y8Scoki34K4WKxGxPI3e+Z2/rg71Plcvi/elGgNIEXVXyK3/Pd8mAy0NSVas+2Q7GBJXXwNcCHkbG23HrhwSV38qhwfpygZUYGsFAXHK/nHiJ1YNfFO4JJAPPaBQDyWV5TcyU/+J/AV4PfIRTCf57o/GY5kjZwFl0X3RCrTn0VSKNyL4wZEZG1Ccgc1elxaBslupfUG8nltQCLOw0WQq0UgHzGrZ1G2VKYViG/yvUge8iTn99NILfb8jNcosgWuBH7QM7fzdz1zO/Pu2NmUaB3TlGj9PCI+j6Z03/PDkUZKnllSF38QyKUN9CvAt5fUxf+by+soihdUICtFIxmO3Ay0k/+2mV+Zjpz4Y4F4LJjvkyTDkW3OQuILSAvvXOzyjPMYL7wPiQ7XAi8ggmssqWKvZzF4tmdSCsYgEmnLhBtBXsfOEeRaUhHkQapDIE9AXClGJNHQsR2JMD6MfAdcz/E5WB4r7vQKgucocs/czid75uYfMQZoSrSeCPwS+Agjd8MrFhZocAoBPbOkLv4PpFAxU9DAdar4xpK6+ON5z1BRMqACWSkqjsPF2YhXabXkJYOc/I8GLgzEY2flW8QHkrvttPD+AtIe1ovjxcPJcCSr+X1wWXQC0hXvZeBAUg1A1pDaypyERo/LwSDZLfXSUyxc6y83gpyeYlENDCLpE9m4A0kXqkUE8gTkuK6Uzp6efJFHQ1OidUZTonUR8G3gTZT3GPlCU6J1vxwf80tGbiNukBSUc5bUxfOOrCtKNlQgK0UnGY6sRjw2/0t1iWSQaN77gF+NJu0CIBmOrEuGI51IdPpmRr7g1yB+qV54D7LVuQkRyfukzRtkC//AfOarFISMC6uVjee7LaY3IRHA7aRcLKotBxmkq16279C9SJrFPYgDi7vom0hlvA81wKeK8cROOsWZSI1DRm/pEjIViDQlWj3niC+pi28Hosjnm852nNSTJXXxSlkQKRWKCmSlJCTDka3AD5H8snK0Yi42eyOtpi8MxGNeio1GJBmOvJIMRzqAryGLiqEXgieBm7I9T3BZ1CA50+sQyzr3fV9LKr1iK6bqFi2VhJdmNIZUM5D0VtPVlmIBUgyb8fvjpFlsAR5CIutuatKRjidyJeApFzkX0jyNP0qWhVcZOBLZIfPMkrr4aqSOxbVsWwPEltTFLy+2U4Ux5gRjzJnFfA3F/6hAVkqGU5x2FbCYXSMD1cAgcATSia8tEI95aSU8Islw5OlkOPJDxEP5JkTg1gD/SoYjXi4Qc5z5vIYUee3v/D49hSNbkZhSXDx3HSMljodGkKF6BPIg0gwkG3ci78E4JLJe49wq4X1Yh/j1vlSIJ2tKtAabEq0/QHbp9sef78EgcFpTojUnq8wldfEVSCHzM0jzj1uLMbl0jDGNSA60spujAlkpOY7V2TeAR6jOY7AWmIukXXw2EI/lIoJ2IRmOPJcMR36EuF78HbF98sK7ETE1AxHJtUg0xk2zWIfZ4QKglIdcIshbkTQCN4KcnjfuR1GUL0d7GHMP4ryyFvFGdndBJuFPuzeDpDP9Ffh8or7j0kR9x6gcfpoSrVOaEq3fRNwpZuL/OoIaYH5TojWnxiRL6uLdQOuSuvizxZlWCmPMp4HLgY9Za3Nx01CqEGNtNZ1XlUoiEI/VIqLvfVRfbrKLQVw8rgb+lgxHSnIRCy6LvhlpSrIWOACJPk5EunK5OcdrMUX3Q1Uy0zPQ3P6bTANm9ixsRVrxXgqcC3wRsetbQ5qfbRW0m3axwKdXNC7OWIAV6m07C1kszEKObXextw7jm52RGlJNPv6UqO8Ydcv5pkTrOOB/kfNm3p7sZeQhIJJvF8BiYYw5B/GJvsRa+1Xnd7XW2mry81dywLOJt6IUmmQ4sh3oDMRjjwAtUJXRTItEbD8PNATisb8A13tMkRgN70Xs6AaRxiAHO3OZ7ty/DXFH8NVFajfEy+6C+xltQ74jblGeGTKmWgSyARqAv2QZdyeSRuS+Ly5+qHGoAZKIK80/E/UdBSkoa0q0fgD4OLJAqtTv7jHAmcBvyz0RF2PML4APAZ3AkcaYLwN/tNauM8YYq5HE3ZJq3N5WKoxkONILnIdEN6uVQcRu6ZtIIV/RKsyDy6L7AMchnsd7kxIPLyORNoBNmIq9wFYTXlIsNiKf21Z2FoLVfP72Uuh6N2KTNxURi64InUB50yweQCKRrYn6jp5CiWOHo5AFdyV/dy3Q2JRo9YXLhpNW8UngaGvt/wErgU8ATcaYsdZaa0zV7M4oOVDNJ1ilgkiGIwOIa8PdVPdx6RbyLQrEY98PxGNHFOE1DiYVHX4JEcmQijAaKnNrthrxIpA3kfJAdq3MBtn5e+L3/NNcOWpWz6KMO5yJho4tSPHpS0jRr9tJbyK25B08tyKOM2cn6jvOTdR33JSo7yiGiP0t1dGdtBZobUq0lj3Fy1r7B2vtPtbaTc7/zwYeAz4NfND5nYrk3ZBqFiJKhZEMRzYB3wWWUTmm/6PhbcCPAvHYeYF4rGBexAPz2u8BPocUBL3g/Pp1pFgPYDPGl4VMuyNeI8gTyJxiUW0C2W2Pno1+5Nhey87R9VHn+nqgBhHm/0AK736YqO94tJgv2B3qfB3oK+ZrlJC9EX9kXwhPY0ytMcY9L34DWA181hjzPhCRXLbJKWVBc5AVX+Hk5v4hEI+tAP4PybWrZmqQTnd1gXjsv8Afk+HIqO2fBua1b0LyH68NLovOQlw1GpDIjaGyt2irCS85yK5A3kIqgmyp7gDHdqTRxS1ZxvUDpyN2hW4jlVpS1m/FWjg8DNwAXFfgFAov/AH5Pk/PNrACOA75/P5e7om4xXhOYd4GY8zXgF8BXzbGbLPWXl/eGSqlpppPsEoFkwxH7gXOAu5i9zhOxyJd7y5xPJQPKtQTD8xrXzEwr/1ipFDwH+TmvasUl3xykIdLsajGBc+R2QYkGjo2A6uQ93EtEvUDmIAtaLGeQZqS3Ah8I1HfcU6ivqNgxXehvrZZob62Zi9ju0Odm5DvcaWfFweBbrzbVpYEa+12Y0yNtfZlxDVmBtW3Q6N4QG3eFF/jtG7+MFJE4bfuUMVkG3AHcEUyHHmqkE8c7IruCZwBvAMpHNSTf/l4eKC5/ZxMA2b2LDwBeDNQDzyO5JjvjSx0XJG02WCq8fvxmRWNi1dnGhDqbXsvEoUcjxTsTXPuKoTdm0HyUf8L/L0QNm3phPra3o64UsxEvvOtifqO57I9zmnbfAli4ViJrAYu7g513lbuiYyEI5IHjTHTrLWvl3s+SunRFAvF1zgpF38NxGP3Iw4Qh1Kd0bKhjEE6im0Afl7IJx5obn8DuCzYFY0jeZ4NyFanRpZLj9cI8ngkgjyBVIpFLanvQrV+J04BlmcZcycikGsRceymWUwgv3SiWqSxzl3AvxL1HQ/n+PiMhPraDHAiskg9Jm1+Y4BPAR3ZnqM71Lm9KdF6FZKGVkkL3BrgPiDWHerM6HNdbqy17vvq63kqxUMFslIRJMORgUA89nWkscj/o/K3F72wBck3LAoDze0WuB24PdgVnYKIjOMRKymlNHjNQR6HCL+hOchuE4NqFchZXV4SDR1rQ71tryO7IVuQ6OR+wFgsgxjP/tDbgPuBBHBDoXOLQ31tNUhzj/cjf9cgu35uJ4X62g5I1He8MPTxw3AdcBoQLOQ8i8hm4Cpgmd+ahGRCi/N2X1QgKxVDMhzZCvwiEI/dCXyJlH1ZtXJLMhx5rRQvNNDcvhZxD1kW7Iruh4jl44DDqF7x5QdyiSAPknJqqKbGIJk4clbPIrOicXG2Y3AlsD+yaHCvaxZ577I1IHocKfa7OlHfsWY0kx2OUF/bBOCjSI3BgcjnOFLUdwzSJe9H2Z63O9RpmxKtVwAL8fd31CBNU37aHeocKPNcFMUzKpCViiMZjtzquFycg0Q8/XxxyJdtwBXleOGB5vaXcLpcBbuihyMRr+OAg6is7dxKwGsEeSwSLZ6CFIsNPear8TsAEgk+DHgiy7jbgXch79P+pNIshnt/a4FnEM/1fyXqO54u2GzTCPW17YM0nHgnKV9yL9+fk0J9bfsl6juyutl0hzrvaEq03gfMHtVki8d24BpgSXeoc3ew7lSqCBXISkWSDEfWBeKx7yLtQT9F9bWpvj0ZjnjZZiXYFf0mcuG9aqC5/ZlCTmKguf0J4JJgV9QgF+FTgGORyu7tGR6qeMNroxA3gjwBEcju9rybY1utAnk7ECKLQE40dDwf6m3bRCqK/JLz8zgsxuka+QyS/3oD8EiRGnkQ6mubBTQBbyf1+ebyWmORJhUXehz/OyTi7Le0sxeRQrx7yj0RRckHdbFQKp5APLY/Uqwym+oQCoPA15LhSDLbwGBXdAbwayQqNgisQGyTbnFyjAtOsCvqejefhLQE3g8Vy/myGfh4ps9qZs9Cg2yjT0XyTZ8G9kKikgb53DcaTLUtEl3uW9G4+NvZBoV628LAu5FjcTPioX4XsBrDjcBjRRTFtYjLyPuQHP7R7rRsBb7iJYoM0JRoPQ/5PvoBi9jhXdQd6txc5rkoSt5oBFmpeJLhyIuBeKwdyZv9JIza2qnc9HsRxw6fgB1d8WqQ7nzHAU8Fu6I3AX8baG4vqDXVQHP7IGJ79V8nsjwTifK9FdkO1zQM79Q6txG3n1c2nm9n9ix0o8TjSEWP0/OQqzkfOTirZ9GYFY2Ls23R34F4Jz+KFNutcNpRF41QX9t+iBvFCaQWioU4/sciucg/9jj+t0i6WbmdaF4BLu0Odd5e5nkoyqjRCLJSVQTisenA15AuXJV4cFvgnGQ48ki2gcGu6HjgMkZeELjNDe5G2tPeXayoctqcDgTei9hXHYmkBKhgHpmtwMecRceIzOxZ+B0kanwEUlQ2nZ0tzarVBxnk71u0onHxnZkGhXrbDECioThR4h2vI24U70aO87dRvMXJFiSK/LKXwU2J1v9DLBvLxc3AL7tDnRvLOAdFKRgaQVaqimQ4shr4biAeqwc+Q+W1Y73Pizh2+DCy7T6SILBIbnYIKWB6NtgVvROJKq8a7USHY6C5/XngjwDBrugE53XfBhxNqnhK2Rkvgm4QEWKb2dn/eKvzf7/lnxaS7Ug+b0aBXAJhfACSW+xGi4u98BuH5CLnEkU+CdijaDPaFQO8gBThadRYqSo0gqxULYF4bDKSm3wSlbMF/e1kOHJftkFOasMliLNErgwitlgJoG+gub2QLXmHxZnvYchnEXRuM8iQWrCbsAWJIGc8Ec/sWdiOLDD2QXx+JyER5bXIDsI2g/FS8FeJ1AJ3rWhc/J1Sv3Cor20s4uLiphCVmi3AlxP1Ha94GdyUaD0TsZQrxYV9O7Iz9evuUGdRU1kUpRxoBFmpWpLhyHrgB4F4LAR8Dina8TMPeBHHDnORlsP5RLFqkILGY4FPBbuidwHXDjS3P5jHc3nCEYBPODcVzGl4THsZJNUYxC3Mg9T7VTvcgyqUWuBlJJVkALgFKUwsCU6nu2ORFIrjkF2ocqUJjUNykX/qcfzlSPpHMT3ia5Dv8a+6Q50PFPF1FKWsaARZ2S0IxGMTgPnIxcOP29EG+F4yHPG0TRnsiv4AKY4rFDWIGHFTMNYW8LmzMkQwvxkRzPtS/YJ580Bz+8eyDZrZszACHAJMRtqPj0MWFKuQqLLx3jDOVxjn9iLwFHIM3go86aE5SEEJ9bX51fN7C/ClRH2Hp7SopkTrGcDnKc78NwI9wJXdoU5Nl1KqGo0gK7sFyXBkE/CTQDz2HySaHMA/F0CAR5Aq/KwEu6JvpvDbvYOIQD0MOCPYFX0QKe67dqC5fV2BX2sXMkSY65BI+SFIK+FJVL9oHg43B9ntwuaKE/ffGvx1PI/EWOB1xJM4iXzet61oXLy6HJMJ9bXtj7RrPg5ZlLnvoZ/eSzeK/DOP4/+GFOu9qYBzMIiH9EXdoc7nC/i8iuJbNIKs7HYE4rFaYB7QiD8ajNQAHclw5D9eBge7om1IikWxMUj06iHgHuCaUojlkQh2RcchxX6zkIv/m5DWvROpXNG8aaC5/ePZBs3sWXgOsqgbT6qz3oFI5HV/YKzBWPxVBDkWWAM8BzyLiOJ7gCdWNC4u2zydDnenI8WjbynXPHJkM/DFRH2Hp9bzTYnWU4CzKUwu8qtIV8/e7lCnCgZlt0EjyEpZMMbUII0OxgDjrbXPluq1k+HIduDyQDx2HfAl4MRSvfYIPAHc5GVgsCs6BamiLwUWETmzETHxyWBX9CHEY/bageb210s0DwAGmtu3IFGsHXnajmg+Eomovwk4AEk9mE4Wf2Gf4FVwuNHj7ezcsngw7X43R7nUjEHcNFYhHexeAp4H7kXEcNk/g1Bf20FII49ZiFVepeWjjEccLX7ucfyNyCLgyFG85lbgesShoqBe6opSCWgEWSk5xphxSPe3k5E2uha43lr7jXLMJxCPnQiEkW38Um+t1gC/SIYj13oZHOyKtiBWU+XGAo8BDwC9hW5xPVqCXdGpSHTwzYhg3jft38mIcPbDyW/DQHN7c7ZBM3sWfhOJII9DovpjkAXBs86/45E85GJ1LjPIgmMDIoRfcW4vIo05Hl3RuHh9kV47Z5xCu9nAOxFP7mpoYLMZaEnUd7zuZXBTovVY4Ht5vI5BXG4u7Q51PpnH4xWlKtAIslJSjDF7Al1IJOeniLn8VuASY8x/gUZr7aulnFMyHLk9EI/1A83Ahyitj+gzwHVeBga7omMQuyk/YJBI3BFIznISeBCJGt5ZCuu4TAw0t69B2gzflf575z08AIk4H4gI5umkGm/sgZwX/WZbtY2d3SvskH/dHOV8MchuwWZgHWIltxp4A3GUeBH5fF/wQ0TYAx8GvkAqol7p4hhkEfQZ4BdeBneHOu9tSrTejXhIe8Eg0f8rgX9rOoWyu6MCWSk1X0PyZxustbek/f5EY8yfkW3B35d6Uk7axRWBeOwfSNrFOym+20UN8M9kOOL1QnQaIuj8drG3wKHO7YPAmmBX9HEkwnwL8HixO/h5ZaC5fRuyKNkl4u0UBk5FhPPhiGie4vzOvU1xbuMQQWkQEZZvaoPX98VdcLjtpYcK5e3serwa5Bxfgwj+DYhv8hrnlv7zKsRB4qUVjYs35PxX+I/rgTOpvFSKbMwN9bX93msUGYgj6VHZbAA3AtcAf1RPY0URNMVCKRnGmCnIlvCPrbXnp/2+1lq73RhzJTDFWvvBsk3SIRCPvRW5wB5N8QTpS8CXHHGeEUe8/QwRbpWE62n7KPAwcONAc7unQiO/EuyK1iLFnZORPPp9kOjzRKS19kTnNj7t/xOQ98K9jUHEmx1obv9Cttec2bPwVFIuC1ud21gkymsQgfMWg3kdSVvaiAjfVxHxuxZYV2rrtEIzq2fRXsDGFY2Ls7YzDvW1/RRJsak2rkvUd/zS6+CmRGumol6LuOdc2h3q9NSMRFF2F1QgKyXDGHMc0A182lr7n7TfuwL5h0he8vuttVkvgMUmEI8Z4FTgDCSqWEihbIDfJ8ORP3kZHOyKHg+cX+A5lIunEcF8P3DrQHO7FgApwzKrZ9F0pF35EcgC4WDgjysaF1+Z7bGhvrYvIE411cZG4AuJ+o43vAxuSrTuDfwKWaS5GOQ7+PvuUOe9BZ+holQBmmKhlJL1SIenMQDGmLHANkcc1wD/A3T7QRwDOKkP/wrEY71I+9bTkW33QrAK+GsO4z9EdYhjkGLIQ4D3AZuc/OUkTpOIgeb2snjiKuXHiRCHkALLtyANOww751p7tWa7CfgI/rK+KwQTkVxkT1Hk7lDnq02J1uuBDyDpNs8Cf0bzjBUlIxpBVkqGMaYWWAo8aq29YMh9lyIXs3pr7f3lmF82nG58/4uY8I/GP9kAf0qGI55yrYNd0QORCFC15VMOxf37XkC6qj2JFP094uQOK1XErJ5FE5EGHUeRWjTth4jhTBem14HPZEsXcZwsfuM8Z7WxEfh8or7DU8fLpkTrJOAnwA3AVd2hTv0+KUoWVCArJcUYcwrwJ6Rd6Y+BOUj7588ixXG/tdb6OlIaiMemIN343oUUa+XKG0CL090vK8Gu6NcQD9fdkbFI/qzbaOJpxJki6ZfCPyU7s3oWjUfs1o4h1RnxQOT7k2uEtxY4e0Xj4oeyDQz1tX0TOCXH568UrknUd1xU7kkoSrWiAlkpOcaY6cAfkCjs0Yjn5q+ttX8u68RyJBCPHYD4J7+D3BwvepLhyG+8DAx2RScAl1Fa6zm/MwYpTnuBVGOKp4EVwKsqnMvLrJ5FU0i1bj7Iue2P5MAWKnJ51YrGxfFsg0J9be8GIlRfmgWIK0mL1yhyOTHGTLDWaq2BUlFoDrJScqy1q4EPGmMOwqm4t9ZWnLVUMhx5AfhBIB47AulydRzZbbvWI21bvfJRxFZMRV+KbaTs1o5wfleDpGi8HuyKuqL5RSTyfD/wigrnwjGrZ1ENYjl4DNKoZAbi5jHDudWwa858Ibf1veYh34LsQPihpXyhmYScdy4u90QyYYxZDEw3xpxtrS2rP7qi5IJGkBWlQATiseORQsNM1nDXJMMRT9uijrXbr5CtaCU/3BbMa0hFm19BItDPIG2+Xx1obvd1Wk85mNWzaCySv3sE0lxlOikRvA+yQHFbX5ea9cD/emlaEupr+y5wfNFnVB42ILnI68o9kaEYYz6EnL/uBv4G3GCtfaKsk1KUHNAIsqIUiGQ4clcgHrsbOBGxhjuGncXDRiS1xCunINE5FW/5YxERNxnxkE73ka5FBPT6YFfU7Rzndo97AykGew6JQq8eaG6vim36WT2LDJLuMB05vvYn1QRlGuI0s5fz8yRGbstdzkKvqYjovd3D2JVUr0CehNRv+CoX2RjTAHQAZ1lrl5d7PoqSDyqQFaWAONZwtwG3BeKxExChPBMRGLckw5E1OTzd+1FxXExcwTseEYn7DzNmDPLZbQx2Rdchi5yNSGrQBufnDaSac2wi1aDjFaRt8wZgW6FSPByBOxYpcBuX9vNeSMR3CmIFNsn5dzKpxiZ7pN0/gexdAP26Jb4dOBZvArkXSUUodmfMUrMdafLxz3JPZBjeCVxrrV1ujDHWWuvUnuwPDFhrtVuf4ntUICtKkUiGI3cAdwTisWOBjwOXe31ssCt6FPBWNPe43LhRUleAesGQ6pjndr3bHuyKDpISpNud5355oLn93GxPOKtn0aeRpjVjkfN2LSL43Ndx20+PFO0djkoXKUdkHwKJ+o43Qn1tj3sdXwFsQxbhVyTqO3Zpme4TAsChxphZwAxjzCeReopXgKQx5qvW2kfLOUFFyYYKZEUpMslw5F7EzzcXPoKK40rFIiLGFdeuiB2O9R6fcxySVjCUbBHgaubwWT2LJnppOw08SOUL5K3AfxFh/EK5J5OFbwF3Al1IqtI64BOI5lgKfBn4ZrkmpyheUIGsKD4j2BWdhvhDK9WP10XQ7iqCMzEO2crv8zD2ZiSCWWnvo0FSdhJAV6K+49Uyz8cT1toXjDEnIBpjurX2Pvc+Y0wvUp+hKL5GBbKi+I9PIFvpSvXjVbBp57NdGUTSkLwI5MeA56mcrno1iM/3DcBVifqOSvQQfsGKTdbT7i+MMdOQwtBcrC4VpSyoQFYUHxHsio4F5pZ7HkrJ8BpB1mLN4fHkh5yo77ChvrYH8L9ArkHE/DXAdYn6jor93B1xjDHmYKRA9N3A95EuqpeVcWqK4gkVyIriL6YjhSzT0Rzk3QGvAkgjyMNz6KyeRdNWNC5+3cPYfqABf6ZZbEf8gq9O1HfcU+7JFJjjgLMRt5j/sdZ6ifgrStlRgawoPmKguf1l4JuOi0UTkos8vryzUoqIV7FWsZHEImOQyGS3h7G3Iv7WfmnbbpAuf7cAf0rUd7xU5vkUi6uBF621d5R7IoqSCyqQFcWHDDS3Pww8HOyKTkEs4kLI9rAKpepCi/RGhwWO9DIwUd+xLdTX9jBQV9wpZaUGeBIpHPxbor5jc5nnU1ScVAsVx0rFoQJZUXzMQHP7WuC3wa7o74D3Av8PqQA3ZZ2YUii8CmS/NuzwA0fM6llkVjQu9vJerkR2ZcqRvrQZSfO4BrgvUd+hKVSK4mNUICtKBeC0Oe4FeoNd0f2BRiQS9iY0uljJeP3s9DMemQOAg5CW4NnoBT5D6brq1QBPIf7Ff0vUd3j1vVYUpcyoQFaUCmOguf1F4NfBruhvgBORyPJxSPtgjUpVFl4/r83IroF+vrsyiDi/XJltYKK+Y00JuuoZpAHM3cC1aLRYUSoSFciKUqEMNLdbpOXsbcGu6CTgQ4hgPgIVUpWC15zyLahAzoQnuzeHhyiOQDbAI0jR3T8q1LtYURQHFciKUgUMNLdvQNq6dgW7oocBH0RSMPZBC/v8jNfUiU1o3nkm3pJDHvINwBkUJm2lFmnocS/wz0R9x0ABnlNRFB+gAllRqoyB5vYngV8Gu6K1iAXWu4HZ6Pfdj+SSYlGD5iKPxN7AUUh0OBtPIPnKB+T5WrXA64govhG4U1MoFKX60AumolQpTmHf9cD1wa7oVOB0JFf5KDQa6Re8Cis3xUIZnu3AO/AgkJ2ueg+Sm0A2wEZgBeKnfEOivkObtyhKFaMCWVF2Awaa29cgRUxXBruiewIfQMWyH/AaEd6Ifk7ZeHMOY+8E3kfm998gqS0PIPZsvZpXrCi7DyqQFWU3Y6C5/Q12FcvHIg0XxqCFYKXE63ut0crsvHlWz6IxKxoXe3mvbmf4rno1wAbgYUQUX5eo79hY2GkqilIJqEBWlN2YIWJ5ChJVextwNDAJLfArNl7f3205jN1dmQK8HQ9d25yueg8hTUNqgdeABxFrths1UqwoigpkRVGAHV37rgKuCnZFxwPvAY5HOvfthRaIFQMVyIVjO5I25LWt8U1IFPk2oD9R36HHt6IoO1CBrCjKLgw0t29GmhxcG+yKjkGEx/GIf+zhaCpGoVCBXFg8+xsn6jtuRFwoFEVRdkEFsqIoGRlobt+GFDXdCRDsik5GrOOORgTJm1Dxli+55CAPooV62Th8Vs+iiSsaF2vesKIoo0IFsqIoOTHQ3L4e+KdzI9gVPQB4F1LkdwTiSatFZd7wuq2/DRHTKpBHZgywDjgMySdWFEXJGxXIiqKMioHm9heQLn4Eu6I1wEyki9+RQBCYiEaYRyLXCHJNEedSaYxBiusGnNttwKMeu+kpiqJkxFir5xJFUYpDsCs6AWngcCQQAA4FpqMRZpdrBprbL/IycFbPoquAcUWej58ZA6xGOuE9jhTjPbyicbEuvhRFKTgaQVYUpWgMNLdvQgqhboQdEea3IAV/hyKi+UAkMro7Cp1c/uZt7D4CeQzSHOU54Gnndg8wsKJxsbpNKIpSdFQgK4pSMgaa2weBR5wbAE6zkuORTmgHO7cZiHis9i2uXARytQrDWuRvexF4BhHDDwD3r2hcvLmcEysFxpgx1lrdUVEUn6ECWVGUsuI0K7neuRHsihqk0O9EJMJ8ELAfsA8wHthalokWh1wWANUgkMcinepeBJ4HnkXyh+9d0bh4bTknVkqMMbOAs4HZwC3GmD9Ya28v87QURUlDBbKiKL5ioLndAquAf6T/PtgVnYi4ZByJCGb3ti8wgcoUzrmI3koSyGOQ+a4GXgFeQNIlHgQe2h0iw8NhjDkC+B3SfOfXwA+BVuD3xpgTrbWvl3F6iqKkoQJZUZSKYKC5fSNwn3PbgVMIeBjwVnYWzjMQBw0/C+dKjiDXOLe1yILmZUQMv4JEhR/dnaLCHlmHHJefstb+HcAY8xhwF9KA5+4yzk1RlDRUICuKUtE4hYAPObcdBLui45AUjbcg6RnTEAeNvZx/9ySVslGuXGc/5yAbJCViI/A6Yqnm3l5FUiQeBV5RJwlvWGufN8bcBZwM/N359fGIQF4LYIwxVu2lFKXsqEBWFKUqGWhu34IIuEeHu9+JPB+ARJ/3QQTznsDUIT+PRdwjLCJSCykGSy2QDanz/iYkH3jtCLfVyHv3worGxZsK8NqKcCnwDWPM14F64APAY0hnysdUHCuKP1CBrCjKbokTeX7SuQ1LsCtaC0wCJiOR530R4TwRyXue5Nzc/7u/c/8dj6QhGFIpCQZxboDcOuPVOo/fTkqob0Mi4On/bkSE7wbn53Vp/1+DpEK8DKxe0bh4Sw6vrxSGm4AfA+c5/34e+AzwU2PMMcBF1tq1GklWlPKijUIURVGKhOP7PMa51ab97N5ec1p3Z2VWz6I9EUG9FdgCbNOucZWJMeZbyM7FWdbazc7vPgF8BTlOmqy1q8s4RUXZ7VGBrCiKoiglxBhzCHAFcKG19m9pvz8ccbf4srX28TJNT1EUVCAriqIoSskxxnQjbh+LnJSKGmutFjsqik+oKfcEFEVRFGU35NdIjngNgIpjRfEXGkFWFEVRlBKjRXiK4m9UICuKoiiKoihKGppioSiKoiiKoihpqEBWFEVRFEVRlDRUICuKoiiKoihKGtpJT1GUkuA0RxgH3AL811q7ocxTUhRFUZRh0SI9RVGKjjFmDPAAsB4RyQcC1yKdxFaVc26KoiiKMhRNsVAUpRTsBzwLnGmtnQkcD7wZOKess1IURVGUYVCBrChKKZgNvAK8BGCtfRJ42vk9xhhTvqkpiqIoys6oQFYUpRScABwHfMYYEzDGfBL4AHADgDZMUBRFUfyE5iArilJ0jDHXAxuQRfmRwKvAVcDF1tq15ZyboiiKogxFXSwURSkqxpjJwAQgaq39t/O7CdbaTeWdmVIIjDEB4BNACJgKXA1cYa19oZzzUhRFGQ2aYqEoSrE5FFgLbAQwxtSqOK4OjDFvBqLAXOAm4PfA+4HrjDEnl3NuiqIoo0EjyIqiFJt3ANsBN6I4WMa5KAXCGDMB+A7wduBka+1q5/c3AhcCv8IpwlQURak0NAdZUZSiYoyZCBwEJK2128o9H6UwONHje4AvWGuXGWPGuJ+vMWYuUoB5krX2znLOU1EUJR80xUJRlKJird1orX1cxXHVsQcwCXjAGGOGfL63ARY4uiwzUxRFGSUqkBVFUZR82Iiky+yVbtPneFqPSbtfURSl4lCBrCiKouTDE8CLiJ81AMaY8Y5YfiewlVTeuaIoSkWhAllRFEXJGWvtVsS1otkY81Xnd5uNMdOA7wE3A3eXb4aKoij5o0V6iqIoSl44BZiLgHrgGWAGcBRwL3CmtfZpJz9ZLzSKolQUKpAVRVGUUWGMeTtwCvA8Upj3eeCb1tqusk5MURQlT1QgK4qiKAXFGPNu4G3AZdpKXFGUSkQFsqIoijJqHPcKNJ1CUZRqQAWyoiiKoiiKoqShLhaKoiiKoiiKkoYKZEVRFEVRFEVJQwWyoiiKoiiKoqShAllRFEVRFEVR0lCBrCiKoiiKoihpqEBWFEVRFEVRlDRUICuKoiiKoihKGiqQFUVRFEVRFCUNFciKoiiKoiiKkoYKZEVRFEVRFEVJQwWyoiiKoiiKoqTx/wHG/JvL7DW1fwAAAABJRU5ErkJggg==", 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", "text/plain": [ "
" ] @@ -28897,7 +29084,7 @@ "g = gp.construct_graph(config=config, pdb_code='2y69')\n", "chain_graph = gp.compute_chain_graph(g, remove_self_loops=False, return_weighted_graph=False)\n", "\n", - "mat = nx.adjacency_matrix(chain_graph)\n", + "mat = nx.adjacency_matrix(chain_graph).todense()\n", "a = gp.visualisation.chord_diagram(mat, names=list(chain_graph.nodes), use_gradient=True)\n", "\n", "for i, (u, v, d) in enumerate(chain_graph.edges(data=True)):\n", @@ -28918,107 +29105,98 @@ "execution_count": 8, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/p1/0qtk6t_520n7k4bvk1p26l_w0000gn/T/ipykernel_29050/2703279768.py:3: FutureWarning:\n", - "\n", - "adjacency_matrix will return a scipy.sparse array instead of a matrix in Networkx 3.0.\n", - "\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "A A {'weight': 587, 'kind': {'peptide_bond', 'ionic', 'aromatic', 'hbond'}, 'peptide_bond': 512, 'ionic': 18, 'hbond': 11, 'aromatic': 46}\n", - "A L {'weight': 8, 'kind': {'aromatic', 'ionic'}, 'ionic': 4, 'aromatic': 4}\n", - "A J {'weight': 1, 'kind': {'aromatic'}, 'aromatic': 1}\n", - "A B {'weight': 17, 'kind': {'aromatic', 'ionic', 'hbond'}, 'hbond': 5, 'ionic': 10, 'aromatic': 2}\n", - "A C {'weight': 8, 'kind': {'aromatic', 'ionic'}, 'ionic': 5, 'aromatic': 3}\n", - "A T {'weight': 2, 'kind': {'aromatic', 'hbond'}, 'hbond': 1, 'aromatic': 1}\n", + "A A {'weight': 612, 'kind': {'ionic', 'hbond', 'aromatic', 'peptide_bond'}, 'peptide_bond': 512, 'ionic': 18, 'hbond': 11, 'aromatic': 71}\n", + "A L {'weight': 10, 'kind': {'ionic', 'aromatic'}, 'ionic': 4, 'aromatic': 6}\n", + "A J {'weight': 2, 'kind': {'aromatic'}, 'aromatic': 2}\n", + "A B {'weight': 19, 'kind': {'ionic', 'hbond', 'aromatic'}, 'hbond': 5, 'ionic': 10, 'aromatic': 4}\n", + "A C {'weight': 11, 'kind': {'ionic', 'aromatic'}, 'ionic': 5, 'aromatic': 6}\n", + "A T {'weight': 2, 'kind': {'hbond', 'aromatic'}, 'hbond': 1, 'aromatic': 1}\n", "A G {'weight': 1, 'kind': {'hbond'}, 'hbond': 1}\n", - "A D {'weight': 2, 'kind': {'ionic'}, 'ionic': 2}\n", + "A D {'weight': 3, 'kind': {'ionic', 'aromatic'}, 'aromatic': 1, 'ionic': 2}\n", "A M {'weight': 2, 'kind': {'ionic'}, 'ionic': 2}\n", - "A F {'weight': 3, 'kind': {'aromatic', 'ionic', 'hbond'}, 'ionic': 1, 'aromatic': 1, 'hbond': 1}\n", - "B B {'weight': 257, 'kind': {'aromatic', 'peptide_bond', 'ionic', 'hbond'}, 'peptide_bond': 226, 'aromatic': 5, 'ionic': 21, 'hbond': 5}\n", - "B D {'weight': 3, 'kind': {'aromatic', 'ionic'}, 'aromatic': 1, 'ionic': 2}\n", - "B I {'weight': 7, 'kind': {'aromatic', 'ionic', 'hbond'}, 'ionic': 2, 'hbond': 1, 'aromatic': 4}\n", + "A F {'weight': 3, 'kind': {'ionic', 'aromatic', 'hbond'}, 'ionic': 1, 'aromatic': 1, 'hbond': 1}\n", + "B B {'weight': 263, 'kind': {'hbond', 'ionic', 'aromatic', 'peptide_bond'}, 'peptide_bond': 226, 'aromatic': 11, 'ionic': 21, 'hbond': 5}\n", + "B D {'weight': 3, 'kind': {'ionic', 'aromatic'}, 'aromatic': 1, 'ionic': 2}\n", + "B I {'weight': 7, 'kind': {'ionic', 'aromatic', 'hbond'}, 'aromatic': 4, 'ionic': 2, 'hbond': 1}\n", "B E {'weight': 1, 'kind': {'ionic'}, 'ionic': 1}\n", "B H {'weight': 3, 'kind': {'ionic', 'hbond'}, 'hbond': 1, 'ionic': 2}\n", - "C C {'weight': 318, 'kind': {'aromatic', 'peptide_bond', 'ionic', 'hbond'}, 'peptide_bond': 258, 'aromatic': 42, 'ionic': 15, 'hbond': 3}\n", - "C J {'weight': 4, 'kind': {'aromatic', 'ionic'}, 'ionic': 3, 'aromatic': 1}\n", + "C C {'weight': 330, 'kind': {'ionic', 'hbond', 'aromatic', 'peptide_bond'}, 'peptide_bond': 258, 'aromatic': 54, 'ionic': 15, 'hbond': 3}\n", + "C J {'weight': 7, 'kind': {'ionic', 'aromatic'}, 'aromatic': 4, 'ionic': 3}\n", + "C G {'weight': 10, 'kind': {'ionic', 'aromatic'}, 'aromatic': 4, 'ionic': 6}\n", "C F {'weight': 3, 'kind': {'ionic'}, 'ionic': 3}\n", "C T {'weight': 1, 'kind': {'aromatic'}, 'aromatic': 1}\n", - "C G {'weight': 7, 'kind': {'aromatic', 'ionic'}, 'ionic': 6, 'aromatic': 1}\n", "C H {'weight': 1, 'kind': {'ionic'}, 'ionic': 1}\n", - "D D {'weight': 184, 'kind': {'aromatic', 'peptide_bond', 'ionic', 'hbond'}, 'peptide_bond': 143, 'ionic': 31, 'hbond': 6, 'aromatic': 4}\n", - "D M {'weight': 4, 'kind': {'aromatic', 'hbond'}, 'hbond': 1, 'aromatic': 3}\n", - "D E {'weight': 9, 'kind': {'ionic', 'hbond'}, 'ionic': 6, 'hbond': 3}\n", - "D K {'weight': 5, 'kind': {'aromatic', 'ionic', 'hbond'}, 'ionic': 3, 'hbond': 1, 'aromatic': 1}\n", + "D D {'weight': 190, 'kind': {'ionic', 'hbond', 'aromatic', 'peptide_bond'}, 'peptide_bond': 143, 'ionic': 31, 'hbond': 6, 'aromatic': 10}\n", + "D M {'weight': 5, 'kind': {'hbond', 'aromatic'}, 'hbond': 1, 'aromatic': 4}\n", + "D F {'weight': 1, 'kind': {'aromatic'}, 'aromatic': 1}\n", + "D E {'weight': 10, 'kind': {'ionic', 'hbond', 'aromatic'}, 'ionic': 6, 'hbond': 3, 'aromatic': 1}\n", + "D K {'weight': 5, 'kind': {'ionic', 'hbond', 'aromatic'}, 'ionic': 3, 'hbond': 1, 'aromatic': 1}\n", "D I {'weight': 3, 'kind': {'ionic', 'hbond'}, 'ionic': 2, 'hbond': 1}\n", - "E E {'weight': 129, 'kind': {'aromatic', 'peptide_bond', 'ionic', 'hbond'}, 'peptide_bond': 103, 'ionic': 22, 'aromatic': 2, 'hbond': 2}\n", + "E E {'weight': 133, 'kind': {'hbond', 'ionic', 'aromatic', 'peptide_bond'}, 'peptide_bond': 103, 'ionic': 22, 'aromatic': 6, 'hbond': 2}\n", "E I {'weight': 4, 'kind': {'ionic'}, 'ionic': 4}\n", "E F {'weight': 2, 'kind': {'ionic'}, 'ionic': 2}\n", - "F F {'weight': 108, 'kind': {'peptide_bond', 'ionic', 'aromatic', 'hbond'}, 'peptide_bond': 92, 'ionic': 6, 'hbond': 9, 'aromatic': 1}\n", + "F F {'weight': 109, 'kind': {'ionic', 'hbond', 'aromatic', 'peptide_bond'}, 'peptide_bond': 92, 'ionic': 6, 'hbond': 9, 'aromatic': 2}\n", "F T {'weight': 1, 'kind': {'ionic'}, 'ionic': 1}\n", - "G G {'weight': 92, 'kind': {'aromatic', 'peptide_bond', 'ionic', 'hbond'}, 'peptide_bond': 81, 'ionic': 7, 'aromatic': 3, 'hbond': 1}\n", - "G N {'weight': 2, 'kind': {'aromatic', 'hbond'}, 'hbond': 1, 'aromatic': 1}\n", + "G G {'weight': 95, 'kind': {'ionic', 'hbond', 'aromatic', 'peptide_bond'}, 'peptide_bond': 81, 'ionic': 7, 'aromatic': 6, 'hbond': 1}\n", + "G N {'weight': 2, 'kind': {'hbond', 'aromatic'}, 'hbond': 1, 'aromatic': 1}\n", "G S {'weight': 1, 'kind': {'ionic'}, 'ionic': 1}\n", "G H {'weight': 1, 'kind': {'ionic'}, 'ionic': 1}\n", - "H H {'weight': 103, 'kind': {'peptide_bond', 'ionic', 'aromatic', 'disulfide', 'hbond'}, 'peptide_bond': 74, 'hbond': 8, 'ionic': 13, 'disulfide': 2, 'aromatic': 6}\n", - "I I {'weight': 94, 'kind': {'aromatic', 'peptide_bond', 'ionic', 'hbond'}, 'peptide_bond': 70, 'aromatic': 9, 'ionic': 13, 'hbond': 2}\n", - "J J {'weight': 64, 'kind': {'aromatic', 'peptide_bond', 'ionic'}, 'peptide_bond': 56, 'ionic': 6, 'aromatic': 2}\n", + "H H {'weight': 110, 'kind': {'disulfide', 'ionic', 'hbond', 'aromatic', 'peptide_bond'}, 'peptide_bond': 74, 'hbond': 8, 'aromatic': 13, 'ionic': 13, 'disulfide': 2}\n", + "I I {'weight': 94, 'kind': {'hbond', 'ionic', 'aromatic', 'peptide_bond'}, 'peptide_bond': 70, 'aromatic': 9, 'ionic': 13, 'hbond': 2}\n", + "J J {'weight': 64, 'kind': {'ionic', 'aromatic', 'peptide_bond'}, 'peptide_bond': 56, 'ionic': 6, 'aromatic': 2}\n", "J L {'weight': 1, 'kind': {'aromatic'}, 'aromatic': 1}\n", - "K K {'weight': 57, 'kind': {'peptide_bond', 'ionic', 'aromatic', 'hbond'}, 'peptide_bond': 48, 'hbond': 1, 'ionic': 6, 'aromatic': 2}\n", - "L L {'weight': 52, 'kind': {'aromatic', 'peptide_bond', 'ionic'}, 'aromatic': 3, 'peptide_bond': 45, 'ionic': 4}\n", - "L M {'weight': 3, 'kind': {'aromatic', 'ionic', 'hbond'}, 'ionic': 1, 'aromatic': 1, 'hbond': 1}\n", - "M M {'weight': 46, 'kind': {'aromatic', 'peptide_bond', 'ionic'}, 'peptide_bond': 42, 'ionic': 2, 'aromatic': 2}\n", - "N N {'weight': 584, 'kind': {'peptide_bond', 'ionic', 'aromatic', 'hbond'}, 'peptide_bond': 512, 'ionic': 18, 'hbond': 8, 'aromatic': 46}\n", - "N Y {'weight': 6, 'kind': {'aromatic', 'ionic'}, 'ionic': 3, 'aromatic': 3}\n", - "N 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'aromatic', 'peptide_bond'}, 'aromatic': 3, 'peptide_bond': 45, 'ionic': 4}\n", + "Y Z {'weight': 3, 'kind': {'ionic', 'aromatic'}, 'ionic': 1, 'aromatic': 2}\n", + "Z Z {'weight': 48, 'kind': {'ionic', 'aromatic', 'peptide_bond'}, 'peptide_bond': 41, 'ionic': 3, 'aromatic': 4}\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -29032,17 +29210,24 @@ "source": [ "chain_graph = gp.compute_chain_graph(g, remove_self_loops=False, return_weighted_graph=True)\n", "\n", - "mat = nx.adjacency_matrix(chain_graph)\n", + "mat = nx.adjacency_matrix(chain_graph).todense()\n", "a = gp.visualisation.chord_diagram(mat, names=list(chain_graph.nodes), use_gradient=True)\n", "\n", "for u, v, d in chain_graph.edges(data=True):\n", " print(u,v, d)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3.8.12 ('graphein-wip')", + "display_name": "graphein", "language": "python", "name": "python3" }, @@ -29061,7 +29246,7 @@ "orig_nbformat": 4, "vscode": { "interpreter": { - "hash": "2084dd4fc0c9f9186ef9bb5d9f5c6652432726a285d6ac2dcf2b1a616ab39cbb" + "hash": "0ab7f988027852efc1ebacd06db3f130eb65d2a20cb6a366311359132c20a952" } } }, diff --git a/notebooks/protein_tensors.ipynb b/notebooks/protein_tensors.ipynb new file mode 100644 index 00000000..fbcb5663 --- /dev/null +++ b/notebooks/protein_tensors.ipynb @@ -0,0 +1,402144 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Working with Protein Tensors in Graphein\n", + "\n", + "This tutorial demonstrates working with protein tensors consistent with the PyTorch Geometric API which is supported as of Graphein 1.6.0.\n", + "\n", + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/a-r-j/graphein/blob/master/notebooks/protein_tensors.ipynb) [![GitHub](https://img.shields.io/badge/-View%20on%20GitHub-181717?logo=github&logoColor=ffffff)](https://github.com/a-r-j/graphein/blob/master/notebooks/protein_tensors.ipynb)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import graphein\n", + "graphein.verbose(False)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Last updated: 2023-01-27T15:40:53.441273+00:00\n", + "\n", + "Python implementation: CPython\n", + "Python version : 3.8.13\n", + "IPython version : 8.2.0\n", + "\n", + "Compiler : GCC 7.5.0\n", + "OS : Linux\n", + "Release : 5.15.0-58-generic\n", + "Machine : x86_64\n", + "Processor : x86_64\n", + "CPU cores : 64\n", + "Architecture: 64bit\n", + "\n", + "Graphein version: 1.6.0dev\n" + ] + } + ], + "source": [ + "%load_ext watermark\n", + "%watermark\n", + "print(\"Graphein version: \", graphein.__version__)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Parsing proteins to Tensors\n", + "\n", + "In [graphein.protein.tensor.io] there are several functions for parsing Pandas dataframes from BioPandas into tensors:\n", + "\n", + "We'll use the following example:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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record_nameatom_numberblank_1atom_namealt_locresidue_nameblank_2chain_idresidue_numberinsertion...x_coordy_coordz_coordoccupancyb_factorblank_4segment_idelement_symbolchargeline_idx
0ATOM1NVALA1...6.20416.8694.8541.049.05NNaN884
1ATOM2CAVALA1...6.91317.7594.6071.043.14CNaN885
2ATOM3CVALA1...8.50417.3784.7971.024.80CNaN886
3ATOM4OVALA1...8.80517.0115.9431.037.68ONaN887
4ATOM5CBVALA1...6.36919.0445.8101.072.12CNaN888
\n", + "

5 rows × 21 columns

\n", + "
" + ], + "text/plain": [ + " record_name atom_number blank_1 atom_name alt_loc residue_name blank_2 \\\n", + "0 ATOM 1 N VAL \n", + "1 ATOM 2 CA VAL \n", + "2 ATOM 3 C VAL \n", + "3 ATOM 4 O VAL \n", + "4 ATOM 5 CB VAL \n", + "\n", + " chain_id residue_number insertion ... x_coord y_coord z_coord \\\n", + "0 A 1 ... 6.204 16.869 4.854 \n", + "1 A 1 ... 6.913 17.759 4.607 \n", + "2 A 1 ... 8.504 17.378 4.797 \n", + "3 A 1 ... 8.805 17.011 5.943 \n", + "4 A 1 ... 6.369 19.044 5.810 \n", + "\n", + " occupancy b_factor blank_4 segment_id element_symbol charge line_idx \n", + "0 1.0 49.05 N NaN 884 \n", + "1 1.0 43.14 C NaN 885 \n", + "2 1.0 24.80 C NaN 886 \n", + "3 1.0 37.68 O NaN 887 \n", + "4 1.0 72.12 C NaN 888 \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from biopandas.pdb import PandasPdb\n", + "\n", + "p = PandasPdb().fetch_pdb(\"4hhb\")\n", + "df = p.df[\"ATOM\"]\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([574, 37, 3])\n" + ] + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "mode": "lines", + "name": "N", + "type": "scatter3d", + "x": [ + 6.203999996185303, + 9.095999717712402, + 11.583999633789062, + 14.196000099182129, + 16.39900016784668, + 16.049999237060547, + 16.082000732421875, + 18.878999710083008, + 20.249000549316406, + 19.434999465942383, + 20.392000198364258, + 23.0310001373291, + 23.58099937438965, + 22.80699920654297, + 24.562999725341797, + 27.023000717163086, + 26.231000900268555, + 26.34000015258789, + 27.656999588012695, + 27.1560001373291, + 24.687000274658203, + 22.740999221801758, + 23.750999450683594, + 23.179000854492188, + 20.378000259399414, + 19.614999771118164, + 20.53499984741211, + 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+ "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import graphein.protein.tensor as gpt\n", + "coords = gpt.io.protein_df_to_tensor(df)\n", + "\n", + "print(coords.shape)\n", + "gpt.plot.plot_structure(coords)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This parses the atomic coordinates into a tensor of shape (Num Residues x Atom Types (default = 37) x 3). The number of the atoms is determined by:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'N': 0,\n", + " 'CA': 1,\n", + " 'C': 2,\n", + " 'O': 3,\n", + " 'CB': 4,\n", + " 'OG': 5,\n", + " 'CG': 6,\n", + " 'CD1': 7,\n", + " 'CD2': 8,\n", + " 'CE1': 9,\n", + " 'CE2': 10,\n", + " 'CZ': 11,\n", + " 'OD1': 12,\n", + " 'ND2': 13,\n", + " 'CG1': 14,\n", + " 'CG2': 15,\n", + " 'CD': 16,\n", + " 'CE': 17,\n", + " 'NZ': 18,\n", + " 'OD2': 19,\n", + " 'OE1': 20,\n", + " 'NE2': 21,\n", + " 'OE2': 22,\n", + " 'OH': 23,\n", + " 'NE': 24,\n", + " 'NH1': 25,\n", + " 'NH2': 26,\n", + " 'OG1': 27,\n", + " 'SD': 28,\n", + " 'ND1': 29,\n", + " 'SG': 30,\n", + " 'NE1': 31,\n", + " 'CE3': 32,\n", + " 'CZ2': 33,\n", + " 'CZ3': 34,\n", + " 'CH2': 35,\n", + " 'OXT': 36}" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from graphein.protein.resi_atoms import ATOM_NUMBERING\n", + "ATOM_NUMBERING" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Similarly, we can get a tensor indicating chain membership:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([574])\n", + "tensor([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1,\n", + " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", + " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", + " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", + " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", + " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", + " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2,\n", + " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", + " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", + " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", + " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", + " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", + " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3,\n", + " 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", + " 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", + " 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", + " 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", + " 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", + " 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3])\n", + "tensor([[1, 0, 0, 0],\n", + " [1, 0, 0, 0],\n", + " [1, 0, 0, 0],\n", + " ...,\n", + " [0, 0, 0, 1],\n", + " [0, 0, 0, 1],\n", + " [0, 0, 0, 1]])\n", + "torch.Size([574, 4])\n" + ] + } + ], + "source": [ + "chains = gpt.io.protein_df_to_chain_tensor(df)\n", + "print(chains.shape)\n", + "print(chains)\n", + "\n", + "chains = gpt.io.protein_df_to_chain_tensor(df, one_hot=True)\n", + "print(chains)\n", + "print(chains.shape)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Parsing to PyG ``Data``\n", + "\n", + "We can also parse a pdb code, pdb path or uniprot ID (via AF2 API) to a PyTorch Geometric ``Data`` object:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data: Data(x=[574, 37, 3], residues=[574], id='4hhb_ABCD', residue_id=[574], residue_type=[574], chains=[574])\n", + "ID: 4hhb_ABCD\n", + "Residues: ['VAL', 'LEU', 'SER', 'PRO', 'ALA', 'ASP', 'LYS', 'THR', 'ASN', 'VAL']\n", + "Residue IDs: ['A:VAL:1', 'A:LEU:2', 'A:SER:3', 'A:PRO:4', 'A:ALA:5', 'A:ASP:6', 'A:LYS:7', 'A:THR:8', 'A:ASN:9', 'A:VAL:10']\n" + ] + } + ], + "source": [ + "import graphein.protein.tensor as gpt\n", + "data = gpt.io.protein_to_pyg(\n", + " pdb_code=\"4hhb\", # Can alternatively pass a path or a uniprot ID (for AF2) with pdb_path=... and uniprot_id=...\n", + " chain_selection=\"ABCD\", # Select all 4 chains\n", + " deprotonate=True, # Deprotonate the structure\n", + " keep_insertions=False, # Remove insertions\n", + " keep_hets=[], # Remove HETATMs\n", + " model_index=1, # Select the first model\n", + " # Can select a subset of atoms with atom_types=...\n", + " )\n", + "print(\"Data: \", data)\n", + "print(\"ID: \", data.id)\n", + "print(\"Residues: \", data.residues[:10])\n", + "print(\"Residue IDs: \", data.residue_id[:10])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DataBatch(x=[1722, 37, 3], residues=[3], id=[3], residue_id=[3], residue_type=[1722], chains=[1722], batch=[1722], ptr=[4])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from torch_geometric.data import Batch\n", + "\n", + "batch = Batch.from_data_list([data, data, data])\n", + "batch" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Parsing to Graphein ``Protein``\n", + "\n", + "Graphein provides a Protein class which wraps the PyG data classes with useful protein-specific methods. There are several ways to parse a structure into this format:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
╭───────────────────── <class 'graphein.protein.tensor.data.Protein'> ──────────────────────╮\n",
+       "│ class Protein(atom_list: List[str] = ['N', 'CA', 'C', 'O', 'CB', 'OG', 'CG', 'CD1',       │\n",
+       "│ 'CD2', 'CE1', 'CE2', 'CZ', 'OD1', 'ND2', 'CG1', 'CG2', 'CD', 'CE', 'NZ', 'OD2', 'OE1',    │\n",
+       "│ 'NE2', 'OE2', 'OH', 'NE', 'NH1', 'NH2', 'OG1', 'SD', 'ND1', 'SG', 'NE1', 'CE3', 'CZ2',    │\n",
+       "│ 'CZ3', 'CH2', 'OXT'], fill_value: float = 1e-05) -> None:                                 │\n",
+       "│                                                                                           │\n",
+       "│ \"A data object describing a homogeneous graph. ``Protein`` inherits from                  │\n",
+       "│ :ref:`torch_geometric.data.Data` and implements structural-biology specific               │\n",
+       "│ methods in addition. ``Data`` and ``Protein`` objects can be directly                     │\n",
+       "│ converted between using ``Protein().from_data()`` and                                     │\n",
+       "│ ``Protein().to_data()``. Think of ``Protein`` as an equivalent to ``Data``                │\n",
+       "│ but with some protein-specific trimmings.                                                 │\n",
+       "│                                                                                           │\n",
+       "│             batch = <property object at 0x7f40c4408cc0>                                   │\n",
+       "│         edge_attr = <property object at 0x7f40c4408bd0>                                   │\n",
+       "│        edge_index = <property object at 0x7f40c4408b30>                                   │\n",
+       "│       edge_stores = <property object at 0x7f40c44086d0>                                   │\n",
+       "│       edge_weight = <property object at 0x7f40c4408b80>                                   │\n",
+       "│           is_cuda = <property object at 0x7f40c4408130>                                   │\n",
+       "│              keys = <property object at 0x7f40cc0f2310>                                   │\n",
+       "│       node_stores = <property object at 0x7f40c44084a0>                                   │\n",
+       "│ num_edge_features = <property object at 0x7f40c44089f0>                                   │\n",
+       "│         num_edges = <property object at 0x7f40c4408090>                                   │\n",
+       "│         num_faces = <property object at 0x7f40c4408d10>                                   │\n",
+       "│      num_features = <property object at 0x7f40c4408860>                                   │\n",
+       "│ num_node_features = <property object at 0x7f40c4408a40>                                   │\n",
+       "│         num_nodes = <property object at 0x7f40c44080e0>                                   │\n",
+       "│               pos = <property object at 0x7f40c4408c70>                                   │\n",
+       "│            stores = <property object at 0x7f40c4408950>                                   │\n",
+       "│                 x = <property object at 0x7f40c4408ae0>                                   │\n",
+       "│                 y = <property object at 0x7f40c4408c20>                                   │\n",
+       "╰───────────────────────────────────────────────────────────────────────────────────────────╯\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[34m╭─\u001b[0m\u001b[34m──────────────────── \u001b[0m\u001b[1;34m<\u001b[0m\u001b[1;95mclass\u001b[0m\u001b[39m \u001b[0m\u001b[32m'graphein.protein.tensor.data.Protein'\u001b[0m\u001b[1;34m>\u001b[0m\u001b[34m ─────────────────────\u001b[0m\u001b[34m─╮\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[3;96mclass \u001b[0m\u001b[1;31mProtein\u001b[0m\u001b[1m(\u001b[0matom_list: List\u001b[1m[\u001b[0mstr\u001b[1m]\u001b[0m = \u001b[1m[\u001b[0m\u001b[32m'N'\u001b[0m, \u001b[32m'CA'\u001b[0m, \u001b[32m'C'\u001b[0m, \u001b[32m'O'\u001b[0m, \u001b[32m'CB'\u001b[0m, \u001b[32m'OG'\u001b[0m, \u001b[32m'CG'\u001b[0m, \u001b[32m'CD1'\u001b[0m, \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[32m'CD2'\u001b[0m, \u001b[32m'CE1'\u001b[0m, \u001b[32m'CE2'\u001b[0m, \u001b[32m'CZ'\u001b[0m, \u001b[32m'OD1'\u001b[0m, \u001b[32m'ND2'\u001b[0m, \u001b[32m'CG1'\u001b[0m, \u001b[32m'CG2'\u001b[0m, \u001b[32m'CD'\u001b[0m, \u001b[32m'CE'\u001b[0m, \u001b[32m'NZ'\u001b[0m, \u001b[32m'OD2'\u001b[0m, \u001b[32m'OE1'\u001b[0m, \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[32m'NE2'\u001b[0m, \u001b[32m'OE2'\u001b[0m, \u001b[32m'OH'\u001b[0m, \u001b[32m'NE'\u001b[0m, \u001b[32m'NH1'\u001b[0m, \u001b[32m'NH2'\u001b[0m, \u001b[32m'OG1'\u001b[0m, \u001b[32m'SD'\u001b[0m, \u001b[32m'ND1'\u001b[0m, \u001b[32m'SG'\u001b[0m, \u001b[32m'NE1'\u001b[0m, \u001b[32m'CE3'\u001b[0m, \u001b[32m'CZ2'\u001b[0m, \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[32m'CZ3'\u001b[0m, \u001b[32m'CH2'\u001b[0m, \u001b[32m'OXT'\u001b[0m\u001b[1m]\u001b[0m, fill_value: float = \u001b[1;36m1e-05\u001b[0m\u001b[1m)\u001b[0m -> \u001b[3;35mNone\u001b[0m: \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[36m\"A data object describing a homogeneous graph. ``Protein`` inherits from\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[36m:ref:`torch_geometric.data.Data` and implements structural-biology specific\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[36mmethods in addition. ``Data`` and ``Protein`` objects can be directly\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[36mconverted between using ``\u001b[0m\u001b[1;35mProtein\u001b[0m\u001b[1;36m(\u001b[0m\u001b[1;36m)\u001b[0m\u001b[1;35m.from_data\u001b[0m\u001b[1;36m(\u001b[0m\u001b[1;36m)\u001b[0m\u001b[36m`` and\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[36m``\u001b[0m\u001b[1;35mProtein\u001b[0m\u001b[1;36m(\u001b[0m\u001b[1;36m)\u001b[0m\u001b[1;35m.to_data\u001b[0m\u001b[1;36m(\u001b[0m\u001b[1;36m)\u001b[0m\u001b[36m``. Think of ``Protein`` as an equivalent to ``Data``\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[36mbut with some protein-specific trimmings.\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[3;33mbatch\u001b[0m = \u001b[1m<\u001b[0m\u001b[1;95mproperty\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x7f40c4408cc0\u001b[0m\u001b[1m>\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[3;33medge_attr\u001b[0m = \u001b[1m<\u001b[0m\u001b[1;95mproperty\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x7f40c4408bd0\u001b[0m\u001b[1m>\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[3;33medge_index\u001b[0m = \u001b[1m<\u001b[0m\u001b[1;95mproperty\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x7f40c4408b30\u001b[0m\u001b[1m>\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[3;33medge_stores\u001b[0m = \u001b[1m<\u001b[0m\u001b[1;95mproperty\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x7f40c44086d0\u001b[0m\u001b[1m>\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[3;33medge_weight\u001b[0m = \u001b[1m<\u001b[0m\u001b[1;95mproperty\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x7f40c4408b80\u001b[0m\u001b[1m>\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[3;33mis_cuda\u001b[0m = \u001b[1m<\u001b[0m\u001b[1;95mproperty\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x7f40c4408130\u001b[0m\u001b[1m>\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[3;33mkeys\u001b[0m = \u001b[1m<\u001b[0m\u001b[1;95mproperty\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x7f40cc0f2310\u001b[0m\u001b[1m>\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[3;33mnode_stores\u001b[0m = \u001b[1m<\u001b[0m\u001b[1;95mproperty\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x7f40c44084a0\u001b[0m\u001b[1m>\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[3;33mnum_edge_features\u001b[0m = \u001b[1m<\u001b[0m\u001b[1;95mproperty\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x7f40c44089f0\u001b[0m\u001b[1m>\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[3;33mnum_edges\u001b[0m = \u001b[1m<\u001b[0m\u001b[1;95mproperty\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x7f40c4408090\u001b[0m\u001b[1m>\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[3;33mnum_faces\u001b[0m = \u001b[1m<\u001b[0m\u001b[1;95mproperty\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x7f40c4408d10\u001b[0m\u001b[1m>\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[3;33mnum_features\u001b[0m = \u001b[1m<\u001b[0m\u001b[1;95mproperty\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x7f40c4408860\u001b[0m\u001b[1m>\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[3;33mnum_node_features\u001b[0m = \u001b[1m<\u001b[0m\u001b[1;95mproperty\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x7f40c4408a40\u001b[0m\u001b[1m>\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[3;33mnum_nodes\u001b[0m = \u001b[1m<\u001b[0m\u001b[1;95mproperty\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x7f40c44080e0\u001b[0m\u001b[1m>\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[3;33mpos\u001b[0m = \u001b[1m<\u001b[0m\u001b[1;95mproperty\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x7f40c4408c70\u001b[0m\u001b[1m>\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[3;33mstores\u001b[0m = \u001b[1m<\u001b[0m\u001b[1;95mproperty\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x7f40c4408950\u001b[0m\u001b[1m>\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[3;33mx\u001b[0m = \u001b[1m<\u001b[0m\u001b[1;95mproperty\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x7f40c4408ae0\u001b[0m\u001b[1m>\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m│\u001b[0m \u001b[3;33my\u001b[0m = \u001b[1m<\u001b[0m\u001b[1;95mproperty\u001b[0m\u001b[39m object at \u001b[0m\u001b[1;36m0x7f40c4408c20\u001b[0m\u001b[1m>\u001b[0m \u001b[34m│\u001b[0m\n", + "\u001b[34m╰───────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from rich import inspect\n", + "inspect(gpt.Protein)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Protein(fill_value=1e-05, atom_list=[37], residue_type=[574], x=[574, 37, 3], id='4hhb_ABCD', chains=[574], residues=[574], residue_id=[574])\n" + ] + } + ], + "source": [ + "import graphein.protein.tensor as gpt\n", + "\n", + "# 1. From a PDB code\n", + "protein = gpt.Protein()\n", + "protein.from_pdb_code(\"4hhb\", chain_selection=\"ABCD\")\n", + "\n", + "# 2. From a PDB file\n", + "protein = gpt.Protein()\n", + "#protein.from_pdb_file(\"./examples/pdbs/3eiy.pdb\")\n", + "\n", + "# 3. From a BioPandas DataFrame\n", + "p = PandasPdb().fetch_pdb(\"4hhb\")\n", + "df = p.df[\"ATOM\"]\n", + "protein = gpt.Protein().from_dataframe(df)\n", + "\n", + "# 4. From a PyG Data object\n", + "data = gpt.io.protein_to_pyg(\n", + " pdb_code=\"4hhb\", # Can alternatively pass a path or a uniprot ID (for AF2) with pdb_path=... and uniprot_id=...\n", + " chain_selection=\"ABCD\", # Select all 4 chains\n", + " deprotonate=True, # Deprotonate the structure\n", + " keep_insertions=False, # Remove insertions\n", + " keep_hets=[], # Remove HETATMs\n", + " model_index=1, # Select the first model\n", + " # Can select a subset of atoms with atom_types=...\n", + " )\n", + "protein = gpt.Protein().from_data(data)\n", + "\n", + "print(protein)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Selecting Views and Representations" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Alpha Carbon coordinates: torch.Size([574, 3])\n", + "Backbone coordinates: torch.Size([574, 4, 3])\n", + "Full atom coords: torch.Size([4384, 3])\n", + "Backbone Frames: (rotations) torch.Size([574, 3, 3])\n", + "Backbone Frames: (translation) torch.Size([574, 1, 3])\n" + ] + } + ], + "source": [ + "protein.alpha_carbon(cache=\"ca\")\n", + "protein.full_atom_coords(cache=\"fa\")\n", + "protein.backbone_frames(cache=\"frame\")\n", + "\n", + "print(\"Alpha Carbon coordinates: \", protein.ca.shape)\n", + "print(\"Backbone coordinates: \", protein.backbone().shape) # TODO\n", + "print(\"Full atom coords: \", protein.fa[0].shape)\n", + "print(\"Backbone Frames: (rotations) \", protein.frame[0].shape)\n", + "print(\"Backbone Frames: (translation) \", protein.frame[1].shape)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Computing Edges" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Radius Edges: torch.Size([2, 5634])\n", + "KNN Edges: torch.Size([2, 9184])\n", + "Radius Edges: torch.Size([2, 6208])\n", + "KNN Edges: torch.Size([2, 9184])\n" + ] + } + ], + "source": [ + "protein.edges(\"eps_8\", cache=\"eps\")\n", + "protein.edges(\"knn_16\", cache=\"knn\")\n", + "\n", + "print(\"Radius Edges: \", protein.eps.shape)\n", + "print(\"KNN Edges: \", protein.knn.shape)\n", + "\n", + "protein.edges(\"eps_8\", cache=\"eps\", loop=True)\n", + "protein.edges(\"knn_16\", cache=\"knn\", loop=True)\n", + "\n", + "print(\"Radius Edges: \", protein.eps.shape)\n", + "print(\"KNN Edges: \", protein.knn.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([9184])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "### Computing Edge Distances\n", + "protein.edge_distances(protein.ca, protein.knn).shape" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Computing Features" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dihedral angles: tensor([[ 1.0000, 0.0000, 0.9622, 0.2723, 0.1287, -0.9917],\n", + " [ 0.2269, 0.9739, -0.5327, 0.8463, -0.0965, 0.9953],\n", + " [-0.4439, 0.8961, 0.9965, -0.0835, -0.9688, 0.2477],\n", + " ...,\n", + " [-0.8844, -0.4668, -0.4669, 0.8843, -0.5579, -0.8299],\n", + " [-0.9998, 0.0215, -0.0722, -0.9974, 0.9920, -0.1258],\n", + " [-0.6148, 0.7887, 1.0000, 0.0000, 1.0000, 0.0000]])\n", + "Sidechain Torsion angles: tensor([[ 0.9986, -0.0520, 1.0000, ..., 0.0000, 1.0000, 0.0000],\n", + " [ 0.9996, -0.0280, 1.0000, ..., 0.0000, 1.0000, 0.0000],\n", + " [ 0.9997, 0.0230, 1.0000, ..., 0.0000, 1.0000, 0.0000],\n", + " ...,\n", + " [ 1.0000, -0.0070, 0.9994, ..., -0.0541, 0.9991, 0.0427],\n", + " [ 0.9997, -0.0246, 0.9994, ..., 0.0000, 1.0000, 0.0000],\n", + " [ 0.9999, 0.0168, 0.9995, ..., 0.0000, 1.0000, 0.0000]])\n", + "Kappa: tensor([ 0.0000, 0.0000, 29.4360, 124.3684, 102.3691, 105.1577, 107.3290,\n", + " 111.5788, 113.1776, 113.7599, 113.4093, 114.2209, 116.8078, 104.4426,\n", + " 104.9163, 102.4081, 84.3697, 71.5910, 122.8648, 66.6199, 76.8557,\n", + " 110.8688, 113.7707, 109.5454, 109.9144, 110.1808, 107.4392, 106.8894,\n", + " 111.1908, 110.0279, 109.5848, 109.5687, 116.5316, 121.7194, 129.2730,\n", + " 67.6009, 70.8730, 86.2118, 81.8454, 75.6080, 90.3174, 109.3099,\n", + " 58.3768, 74.0257, 95.7925, 80.0442, 27.2186, 36.8010, 75.7806,\n", + " 112.4727, 83.7874, 48.7522, 108.6908, 110.3121, 113.5667, 112.1935,\n", + " 111.9876, 106.3667, 105.7973, 108.5975, 109.4756, 112.2593, 105.8026,\n", + " 106.2209, 109.5783, 108.2866, 108.0178, 109.0926, 107.6241, 109.9961,\n", + " 121.9817, 73.7172, 73.5866, 120.6145, 66.8493, 68.7254, 106.9751,\n", + " 118.7015, 116.4301, 83.6547, 74.6219, 113.9320, 108.7008, 107.7994,\n", + " 112.9186, 113.7798, 121.0263, 125.8174, 134.0304, 124.2624, 73.9971,\n", + " 7.9461, 35.1024, 30.7853, 103.5417, 87.2981, 86.6534, 98.6513,\n", + " 106.6006, 111.6050, 114.1279, 106.9345, 111.0942, 109.6016, 108.8976,\n", + " 110.6306, 110.3827, 111.3232, 111.7167, 108.3031, 120.6457, 115.2471,\n", + " 56.1384, 78.3315, 118.9768, 89.7832, 54.2503, 59.7365, 123.6478,\n", + " 111.6828, 109.9266, 109.8733, 112.2124, 113.8520, 108.5233, 112.2259,\n", + " 109.2845, 110.0845, 108.2134, 110.4483, 109.4512, 111.4890, 109.7823,\n", + " 109.9120, 111.3234, 115.0215, 90.3277, 80.7064, 82.1542, 86.2722,\n", + " 87.2883, 84.9555, 69.2120, 39.6530, 30.0943, 127.5223, 113.4482,\n", + " 112.3143, 110.4781, 107.1069, 110.5821, 111.2740, 108.3274, 110.6899,\n", + " 108.3221, 93.5543, 102.3717, 89.3224, 63.9828, 22.4297, 85.1455,\n", + " 114.8960, 118.2165, 113.9670, 109.7973, 114.5569, 112.2274, 113.8247,\n", + " 114.4186, 111.0402, 107.9849, 109.1699, 117.3042, 117.7653, 129.8295,\n", + " 75.2234, 71.8825, 81.1536, 78.9512, 67.2356, 86.7505, 112.3535,\n", + " 55.1426, 72.0614, 87.5249, 96.6403, 67.2997, 53.7101, 38.7315,\n", + " 74.5202, 77.5238, 118.9106, 111.0047, 112.5691, 111.4180, 116.8929,\n", + " 84.6783, 57.2854, 95.5630, 108.6804, 110.1798, 112.8093, 109.9764,\n", + " 107.6101, 107.4173, 106.7987, 112.3538, 114.7345, 105.8921, 107.8095,\n", + " 110.5967, 107.2152, 107.5562, 105.2277, 90.2570, 94.4678, 106.9261,\n", + " 65.8725, 72.8872, 122.7317, 71.7685, 74.4501, 113.5540, 115.0660,\n", + " 120.6388, 87.4753, 83.4393, 114.1268, 106.3288, 107.0924, 109.2912,\n", + " 108.5268, 115.5653, 121.4747, 134.8246, 128.3972, 81.2099, 31.7285,\n", + " 38.3064, 23.7214, 99.5045, 82.9006, 94.5993, 108.8351, 110.8995,\n", + " 111.4473, 108.8106, 109.6033, 112.7889, 109.4415, 106.8415, 110.8346,\n", + " 111.0896, 107.7405, 111.7494, 110.7133, 118.6566, 122.4672, 82.7998,\n", + " 73.4500, 122.0885, 80.4972, 77.7527, 41.5266, 124.2920, 111.6751,\n", + " 109.2331, 106.9916, 106.0134, 111.2993, 106.5430, 105.5421, 114.7304,\n", + " 112.2410, 111.9308, 111.4764, 110.0719, 111.3128, 114.5264, 111.1386,\n", + " 111.7140, 115.2950, 88.0611, 87.7572, 79.6572, 78.4904, 63.0559,\n", + " 57.3896, 40.7821, 29.7889, 126.4873, 103.3701, 108.3794, 108.6728,\n", + " 110.5782, 112.4979, 111.3177, 112.9048, 111.3295, 117.5621, 111.0223,\n", + " 103.8794, 107.1826, 79.8590, 67.4218, 122.0421, 69.0495, 77.5379,\n", + " 111.0098, 113.8234, 106.5886, 108.2616, 110.3318, 107.2616, 110.2424,\n", + " 111.7981, 110.5506, 112.2496, 109.8442, 116.1118, 122.3677, 127.9559,\n", + " 68.7210, 71.3428, 82.6628, 82.8543, 78.6262, 88.8417, 109.7905,\n", + " 56.8474, 76.2264, 94.2783, 80.3277, 24.1914, 35.2080, 72.5206,\n", + " 121.0522, 84.6527, 33.5005, 101.5342, 108.8922, 115.6766, 110.7329,\n", + " 112.8427, 108.2030, 103.1894, 107.3747, 111.0632, 111.6995, 109.3644,\n", + " 106.6135, 110.8481, 109.0985, 109.7252, 108.4149, 109.5322, 108.0788,\n", + " 122.0714, 65.6885, 72.8093, 119.5070, 70.8850, 66.4837, 107.6593,\n", + " 112.7209, 118.3089, 83.8482, 76.5000, 112.7879, 109.5721, 110.9378,\n", + " 112.3828, 112.9601, 119.6368, 125.5860, 134.9186, 125.9753, 74.0472,\n", + " 12.8310, 35.5575, 24.9569, 104.6094, 90.4956, 86.0001, 97.8643,\n", + " 106.6258, 111.0528, 111.8816, 108.2546, 111.4023, 107.7628, 109.5409,\n", + " 109.3361, 110.1201, 112.7749, 111.2605, 110.5440, 121.7805, 115.1731,\n", + " 54.9759, 86.6869, 116.9799, 92.1338, 57.6037, 61.4819, 126.4805,\n", + " 112.2019, 108.7171, 108.2455, 112.7420, 112.6010, 110.1959, 114.4454,\n", + " 113.2513, 110.7545, 112.4257, 108.1661, 112.8319, 111.0378, 109.7023,\n", + " 110.8708, 110.4858, 118.0347, 88.8207, 83.8960, 81.3224, 85.5224,\n", + " 85.5632, 84.1897, 68.1119, 31.3761, 33.1521, 121.5646, 111.7367,\n", + " 114.0089, 112.3497, 107.0742, 115.7913, 115.7609, 111.4699, 112.7758,\n", + " 108.1541, 95.3481, 103.1928, 92.2886, 62.8515, 14.7330, 86.1693,\n", + " 112.5185, 122.1810, 111.3435, 110.5465, 114.9372, 111.3945, 116.3358,\n", + " 112.4766, 109.2093, 105.9587, 107.6424, 117.1793, 118.7275, 130.1274,\n", + " 74.6730, 71.4876, 82.5067, 79.1199, 67.8072, 88.8368, 108.2450,\n", + " 58.0375, 72.4391, 90.4055, 94.9942, 66.0525, 57.3044, 35.3090,\n", + " 68.1124, 86.6283, 118.7885, 115.8535, 111.5811, 119.1711, 115.9900,\n", + " 85.7952, 56.1266, 96.1707, 106.1953, 110.8109, 110.6985, 115.4301,\n", + " 107.3008, 106.8103, 107.7239, 112.8359, 114.0797, 108.5937, 108.3584,\n", + " 112.6870, 105.4925, 101.5203, 99.4138, 88.5728, 93.3116, 111.7326,\n", + " 68.5240, 69.9135, 113.9542, 58.5835, 71.7443, 109.8292, 116.6997,\n", + " 120.1624, 88.2191, 84.0296, 115.9612, 109.9732, 107.4531, 111.2296,\n", + " 103.9778, 120.8039, 123.7737, 137.4931, 131.4899, 80.5465, 33.5904,\n", + " 37.3358, 18.8058, 100.6899, 84.3479, 95.4569, 106.1802, 110.0964,\n", + " 110.5790, 107.6638, 110.2508, 112.9348, 106.6451, 107.3207, 109.4746,\n", + " 110.2328, 109.5914, 110.9715, 113.7155, 118.0813, 124.1604, 84.5519,\n", + " 68.4181, 121.4536, 78.6830, 79.8273, 43.0262, 124.8496, 109.5191,\n", + " 110.0097, 105.9813, 109.9248, 111.4637, 108.3671, 104.8435, 113.4021,\n", + " 112.4530, 113.9043, 112.5367, 110.6399, 111.6033, 112.2119, 111.0056,\n", + " 111.0829, 111.4527, 85.4483, 82.7686, 81.2658, 0.0000, 0.0000])\n", + "Alpha tensor([ 0.0000, -2.4768, -1.8135, 0.9846, 1.0528, 0.9135, 0.8458, 0.8742,\n", + " 0.7471, 0.9542, 0.7303, 0.8200, 0.7924, 1.0518, 0.9065, 1.0275,\n", + " 2.5422, -0.0795, 1.2545, 1.9816, 0.7336, 0.8681, 0.8452, 0.9554,\n", + " 0.8413, 0.8281, 1.0279, 0.8229, 0.8721, 0.9070, 0.8650, 0.8860,\n", + " 0.6982, 0.6891, 0.4872, 3.1380, 1.3070, 1.2007, 1.2674, 1.4152,\n", + " 0.9347, 0.8873, 2.2478, 0.9992, 1.5107, -2.1846, -2.9639, 2.2534,\n", + " -1.5325, 0.4022, 2.8071, -2.2437, 1.0252, 0.7858, 0.8749, 0.8127,\n", + " 0.8565, 1.0174, 0.8818, 0.8686, 0.8877, 0.8675, 0.9296, 0.9461,\n", + " 0.8130, 0.9869, 0.8483, 0.8922, 0.9276, 0.8988, 0.5536, 2.4848,\n", + " 1.0371, 0.3872, 2.6299, 1.1690, 0.6007, 0.9653, 0.5958, 1.9894,\n", + " 0.9206, 0.7224, 1.0220, 0.8175, 0.9218, 0.6737, 0.8245, 0.4688,\n", + " 0.2472, 0.6333, -2.9336, -3.0730, -1.9022, -2.1065, 1.2844, 1.0673,\n", + " 1.2744, 0.8841, 0.9427, 0.7141, 0.9501, 0.9202, 0.8127, 0.9169,\n", + " 0.8866, 0.8570, 0.8752, 0.8459, 0.8777, 0.9115, 0.5730, 0.9064,\n", + " 2.7465, 0.8160, 0.6410, 1.6533, 2.6773, -1.7639, 0.8978, 0.7734,\n", + " 0.9886, 0.8507, 0.7942, 0.8424, 0.9371, 0.8287, 0.9053, 0.8426,\n", + " 0.9569, 0.8222, 0.8749, 0.9201, 0.8427, 0.8510, 0.9190, 0.7010,\n", + " 1.7877, 0.6958, 1.9252, -2.5421, -0.8639, 1.4141, 2.7972, -1.7053,\n", + " -1.8700, 0.7835, 0.9278, 0.8164, 0.8826, 0.8918, 0.8985, 0.8559,\n", + " 0.9285, 0.7308, 1.0689, 1.1470, 0.8735, 1.7871, -2.4752, -2.7286,\n", + " 0.8465, 0.7636, 0.7686, 0.9354, 0.7776, 0.8899, 0.7746, 0.8665,\n", + " 0.7959, 0.8477, 1.0474, 0.7394, 0.8116, 0.6633, 0.5595, -3.1324,\n", + " 1.2300, 1.3196, 1.3820, 1.5566, 0.7882, 0.9803, 1.9877, 1.2286,\n", + " 1.3425, -2.2984, 0.4441, 2.6729, 1.9213, 0.6148, -2.0514, 0.8180,\n", + " 0.9210, 0.7991, 0.8510, 0.7205, 2.0590, -2.5589, 0.9297, 0.9180,\n", + " 0.8015, 0.8718, 0.8953, 0.9501, 0.9043, 0.8468, 0.8354, 0.8375,\n", + " 0.9850, 0.8454, 0.8779, 0.9993, 0.8271, 1.0395, 1.1960, 1.0502,\n", + " 0.7468, 2.4272, 0.9705, 0.5442, 2.4543, 0.9884, 0.6457, 0.9667,\n", + " 0.5649, 1.8601, 0.7158, 0.9072, 1.0080, 0.8625, 0.8476, 0.9144,\n", + " 0.7043, 0.6211, 0.2664, 0.7095, -2.5762, 2.9030, -2.2988, -2.2312,\n", + " 1.4951, 1.0622, 1.0509, 0.7648, 0.9207, 0.8452, 0.9343, 0.8239,\n", + " 0.8326, 0.9728, 0.8599, 0.8748, 0.8995, 0.8440, 0.9057, 0.8048,\n", + " 0.7766, 0.5706, -3.0344, 0.0335, 1.2383, 1.3831, -3.0829, -1.7454,\n", + " 0.8981, 0.8059, 0.9439, 0.9450, 0.8667, 0.8598, 0.9929, 0.8706,\n", + " 0.7997, 0.8538, 0.8474, 0.9003, 0.8578, 0.8494, 0.7928, 0.8984,\n", + " 0.8461, 0.7809, 1.6585, 0.7537, 2.2789, -2.6396, 3.0751, -2.5849,\n", + " -2.4982, -1.8324, 0.9389, 0.9351, 0.9286, 0.8636, 0.8385, 0.8564,\n", + " 0.8480, 0.8952, 0.7123, 0.8210, 0.9890, 0.8654, 1.0906, 2.4883,\n", + " -0.0279, 1.1884, 1.9464, 0.8018, 0.8577, 0.8539, 0.9608, 0.8506,\n", + " 0.8726, 0.9780, 0.8130, 0.8609, 0.8653, 0.8647, 0.8723, 0.7341,\n", + " 0.6545, 0.5136, -3.0645, 1.2742, 1.2396, 1.2028, 1.4133, 0.9681,\n", + " 0.8156, 2.3940, 1.0349, 1.3954, -2.1915, -2.9762, 2.3824, -1.4724,\n", + " 0.3987, 2.9090, -2.5935, 1.0287, 0.7319, 0.9219, 0.8103, 0.8202,\n", + " 1.0241, 0.8951, 0.9103, 0.8321, 0.9030, 0.8364, 0.9504, 0.8526,\n", + " 0.9211, 0.8612, 0.8843, 0.9060, 0.9159, 0.6238, 2.4700, 0.9325,\n", + " 0.5656, 2.5666, 1.1221, 0.7034, 0.8849, 0.6521, 2.0085, 0.8238,\n", + " 0.8159, 0.9703, 0.8047, 0.9195, 0.6630, 0.8709, 0.3859, 0.3958,\n", + " 0.5206, -2.9009, -3.1086, -1.8157, -2.1632, 1.2303, 1.0965, 1.2291,\n", + " 0.8951, 0.9638, 0.7224, 0.9770, 0.8531, 0.8935, 0.9141, 0.8274,\n", + " 0.9505, 0.8084, 0.8496, 0.9015, 0.8562, 0.5749, 0.9445, 2.8211,\n", + " 0.6647, 0.7029, 1.5308, 2.6637, -1.6504, 0.8120, 0.8810, 0.9544,\n", + " 0.8516, 0.7858, 0.9061, 0.8463, 0.8125, 0.8572, 0.8268, 0.9593,\n", + " 0.7824, 0.9038, 0.8760, 0.8670, 0.8393, 0.8969, 0.6942, 1.7209,\n", + " 0.7854, 1.8233, -2.4964, -0.7850, 1.8933, 2.9262, -2.3746, -2.0759,\n", + " 1.0130, 0.7458, 0.9623, 0.7372, 0.9419, 0.7979, 0.7791, 0.9588,\n", + " 0.6847, 1.0373, 1.1351, 0.8748, 1.8342, -2.5201, -2.6840, 0.8149,\n", + " 0.7110, 0.7535, 0.9780, 0.7635, 0.8787, 0.8050, 0.7813, 0.9218,\n", + " 0.8403, 1.0116, 0.8161, 0.7691, 0.6838, 0.4681, 3.1336, 1.2850,\n", + " 1.2403, 1.3313, 1.5976, 0.8628, 0.8896, 2.2251, 1.0760, 1.4799,\n", + " -1.8754, -0.2623, 2.9249, 2.2414, 0.0366, -1.4535, 0.6658, 0.9846,\n", + " 0.7101, 0.8465, 0.6793, 2.0846, -2.5900, 1.0111, 0.8874, 0.8602,\n", + " 0.8667, 0.7248, 1.0652, 0.8058, 1.0065, 0.7143, 0.8364, 1.0123,\n", + " 0.7630, 0.9303, 1.0192, 0.9491, 1.0092, 1.2320, 1.0947, 0.7533,\n", + " 2.6030, 0.9698, 0.6876, 2.5800, 1.0005, 0.7572, 0.8855, 0.5385,\n", + " 1.8302, 0.8317, 0.7007, 1.0917, 0.7942, 0.9178, 0.8546, 0.7828,\n", + " 0.4610, 0.3893, 0.5756, -2.5796, 2.9305, -2.1746, -2.3237, 1.3764,\n", + " 1.0891, 1.0636, 0.8198, 0.9155, 0.8055, 1.0209, 0.7666, 0.8630,\n", + " 0.9792, 0.8680, 0.9258, 0.8150, 0.9117, 0.8507, 0.8070, 0.7452,\n", + " 0.5760, -2.9436, 0.0154, 1.2891, 1.3049, -3.1369, -1.5997, 0.8620,\n", + " 0.8617, 0.9448, 0.9133, 0.8431, 0.8394, 1.0187, 0.8336, 0.8825,\n", + " 0.7521, 0.8720, 0.9155, 0.8023, 0.8536, 0.8596, 0.8915, 0.8547,\n", + " 0.8510, 1.6118, 0.8992, 2.1612, 0.0000, 0.0000])\n" + ] + } + ], + "source": [ + "# Angles\n", + "print(\"Dihedral angles:\" , protein.dihedrals())\n", + "print(\"Sidechain Torsion angles: \", protein.sidechain_torsion())\n", + "print(\"Kappa: \", protein.kappa(rad=False, embed=False))\n", + "print(\"Alpha\", protein.alpha(embed=False))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plotting\n", + "\n", + "We provide several plotting utilities built with Plotly. This means plots can easily be logged to WandB." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "mode": "lines", + "name": "N", + "text": [ + "A:VAL:1", + "A:LEU:2", + "A:SER:3", + "A:PRO:4", + "A:ALA:5", + "A:ASP:6", + "A:LYS:7", + "A:THR:8", + "A:ASN:9", + "A:VAL:10", + "A:LYS:11", + "A:ALA:12", + "A:ALA:13", + "A:TRP:14", + "A:GLY:15", + "A:LYS:16", + "A:VAL:17", + "A:GLY:18", + "A:ALA:19", + "A:HIS:20", + "A:ALA:21", + "A:GLY:22", + "A:GLU:23", + "A:TYR:24", + "A:GLY:25", + "A:ALA:26", + "A:GLU:27", + "A:ALA:28", + "A:LEU:29", + "A:GLU:30", + "A:ARG:31", + "A:MET:32", + "A:PHE:33", + "A:LEU:34", + "A:SER:35", + "A:PHE:36", + "A:PRO:37", + "A:THR:38", + "A:THR:39", + "A:LYS:40", + "A:THR:41", + "A:TYR:42", + "A:PHE:43", + "A:PRO:44", + "A:HIS:45", + "A:PHE:46", + "A:ASP:47", + "A:LEU:48", + "A:SER:49", + 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has a complete backbone\n", + "protein.has_complete_backbone()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Checks all expected atoms are present for each residue\n", + "protein.is_complete()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ProteinBatch" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DataProteinBatch(fill_value=[3], atom_list=[3], residue_type=[1159], batch=[1159], x=[1159, 37, 3], id=[3], chains=[1159], residues=[3], ptr=[4], residue_id=[3])\n" + ] + } + ], + "source": [ + "import graphein.protein.tensor as gpt\n", + "\n", + "batch = gpt.data.ProteinBatch().from_pdb_codes(pdb_codes=[\"3eiy\", \"4hhb\", \"1a0q\"])\n", + "print(batch)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "mode": "lines", + "name": "N", + "text": [ + "A:SER:2", + "A:PHE:3", + "A:SER:4", + "A:ASN:5", + "A:VAL:6", + "A:PRO:7", + "A:ALA:8", + "A:GLY:9", + "A:LYS:10", + "A:ASP:11", + "A:LEU:12", + "A:PRO:13", + "A:GLN:14", + "A:ASP:15", + "A:PHE:16", + "A:ASN:17", + "A:VAL:18", + "A:ILE:19", + "A:ILE:20", + "A:GLU:21", + "A:ILE:22", + "A:PRO:23", + "A:ALA:24", + "A:GLN:25", + "A:SER:26", + "A:GLU:27", + "A:PRO:28", + "A:VAL:29", + "A:LYS:30", + "A:TYR:31", + "A:GLU:32", + "A:ALA:33", + "A:ASP:34", + "A:LYS:35", + "A:ALA:36", + "A:LEU:37", + "A:GLY:38", + "A:LEU:39", + "A:LEU:40", + "A:VAL:41", + "A:VAL:42", + "A:ASP:43", + "A:ARG:44", + "A:PHE:45", + "A:ILE:46", + "A:GLY:47", + "A:THR:48", + "A:GLY:49", + "A:MET:50", + "A:ARG:51", + 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residue_type=[174], x=[174, 37, 3], id='3eiy', chains=[174], residues=[174], residue_id=[174]),\n", + " Protein(fill_value=[1], atom_list=[37], residue_type=[574], x=[574, 37, 3], id='4hhb', chains=[574], residues=[574], residue_id=[574]),\n", + " Protein(fill_value=[1], atom_list=[37], residue_type=[411], x=[411, 37, 3], id='1a0q', chains=[411], residues=[411], residue_id=[411])]" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "proteins = batch.to_protein_list()\n", + "proteins" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also define a function that operates on a singe ``Protein`` and apply it to all proteins in the ``ProteinBatch`` using the ``protein_apply()`` method:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": 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protein\n", + "protein = gpt.data.get_random_protein()\n", + "torch.save(protein, \"test_protein.pt\")\n", + "protein.save(\"test_protein_2.pt\")\n", + "\n", + "batch = gpt.data.get_random_batch(16)\n", + "torch.save(batch, \"test_batch.pt\")\n", + "batch.save(\"test_batch_2.pt\")" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Protein(fill_value=1e-05, atom_list=[37], residue_type=[195], x=[195, 37, 3], id='1hcn', chains=[195], residues=[195], residue_id=[195])\n", + "Protein(fill_value=1e-05, atom_list=[37], residue_type=[195], x=[195, 37, 3], id='1hcn', chains=[195], residues=[195], residue_id=[195])\n" + ] + } + ], + "source": [ + "print(torch.load(\"test_protein.pt\"))\n", + "print(torch.load(\"test_protein.pt\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DataProteinBatch(fill_value=[16], atom_list=[16], residue_type=[5663], batch=[5663], x=[5663, 37, 3], id=[16], chains=[5663], residues=[16], ptr=[17], residue_id=[16])\n", + "DataProteinBatch(fill_value=[16], atom_list=[16], residue_type=[5663], batch=[5663], x=[5663, 37, 3], id=[16], chains=[5663], residues=[16], ptr=[17], residue_id=[16])\n" + ] + } + ], + "source": [ + "print(torch.load(\"test_batch.pt\"))\n", + "print(torch.load(\"test_batch_2.pt\"))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### To PDB Files\n", + "\n", + "*N.B.* if you work with PDBs in VSCode you may find [this extension](https://marketplace.visualstudio.com/items?itemName=ArianJamasb.protein-viewer) useful :+) " + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "import graphein.protein.tensor as gpt\n", + "\n", + "# Save a protein\n", + "protein = gpt.data.get_random_protein()\n", + "protein.to_pdb(\"test_protein.pdb\")" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " record_name atom_number blank_1 atom_name alt_loc residue_name blank_2 \\\n", + "0 ATOM 1 N SER \n", + "1 ATOM 2 CA SER \n", + "2 ATOM 3 C SER \n", + "3 ATOM 4 O SER \n", + "4 ATOM 5 CB SER \n", + "\n", + " chain_id residue_number insertion ... x_coord y_coord z_coord \\\n", + "0 A 1 ... 2.527 54.656 -1.667 \n", + "1 A 1 ... 3.259 54.783 -0.368 \n", + "2 A 1 ... 4.127 53.553 -0.105 \n", + "3 A 1 ... 5.274 53.451 -0.594 \n", + "4 A 1 ... 2.273 54.944 0.792 \n", + "\n", + " occupancy b_factor blank_4 segment_id element_symbol charge line_idx \n", + "0 1.0 0.0 N 0.0 0 \n", + "1 1.0 0.0 C 0.0 1 \n", + "2 1.0 0.0 C 0.0 2 \n", + "3 1.0 0.0 O 0.0 3 \n", + "4 1.0 0.0 C 0.0 4 \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from biopandas.pdb import PandasPdb\n", + "\n", + "p = PandasPdb().read_pdb(\"test_protein.pdb\")\n", + "p.df[\"ATOM\"].head()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## To DataFrame" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " record_name atom_number blank_1 atom_name alt_loc residue_name blank_2 \\\n", + "0 ATOM 1 N GLN \n", + "1 ATOM 2 CA GLN \n", + "2 ATOM 3 C GLN \n", + "3 ATOM 4 O GLN \n", + "4 ATOM 5 CB GLN \n", + "\n", + " chain_id residue_number insertion ... x_coord y_coord z_coord \\\n", + "0 0 1 ... 25.569000 27.139999 -2.829 \n", + "1 0 1 ... 26.021999 27.177999 -1.417 \n", + "2 0 1 ... 25.202000 26.176001 -0.607 \n", + "3 0 1 ... 24.417999 25.400999 -1.149 \n", + "4 0 1 ... 25.856001 28.603001 -0.862 \n", + "\n", + " occupancy b_factor blank_4 segment_id element_symbol charge line_idx \n", + "0 1.0 0.0 N 0 1 \n", + "1 1.0 0.0 C 0 2 \n", + "2 1.0 0.0 C 0 3 \n", + "3 1.0 0.0 O 0 4 \n", + "4 1.0 0.0 C 0 5 \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import torch\n", + "import graphein.protein.tensor as gpt\n", + "\n", + "# Save a protein\n", + "protein = gpt.data.get_random_protein()\n", + "df = protein.to_dataframe()\n", + "df.head()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "graphein", + "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": "3.8.13" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "0ab7f988027852efc1ebacd06db3f130eb65d2a20cb6a366311359132c20a952" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/ppi/test_graphs.py b/tests/ppi/test_graphs.py index cf70f581..8a99c5e4 100644 --- a/tests/ppi/test_graphs.py +++ b/tests/ppi/test_graphs.py @@ -1,5 +1,5 @@ +"""Tests for graphein.ppi.graphs""" import bioservices -import networkx as nx import pytest from graphein.ppi.config import PPIGraphConfig @@ -42,8 +42,6 @@ def test_construct_graph(): config=config, ) - print(nx.info(g)) - # Check nodes and edges assert len(g.nodes()) == 8 assert len(g.edges()) == 23 @@ -51,12 +49,12 @@ def test_construct_graph(): # Check edge types are from string/biogrid # Check nodes are in our list for u, v, d in g.edges(data=True): - assert d["kind"].issubset(set(["string", "biogrid"])) + assert d["kind"].issubset({"string", "biogrid"}) assert u in PROTEIN_LIST assert v in PROTEIN_LIST # Check sequence is defined if UniProt ID found - for n, d in g.nodes(data=True): + for _, d in g.nodes(data=True): assert d["protein_id"] in PROTEIN_LIST if d["uniprot_ids"] is not None: for id in d["uniprot_ids"]: diff --git a/tests/protein/tensor/__init__.py b/tests/protein/tensor/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/protein/tensor/test_angles.py b/tests/protein/tensor/test_angles.py new file mode 100644 index 00000000..35fcc5d4 --- /dev/null +++ b/tests/protein/tensor/test_angles.py @@ -0,0 +1,124 @@ +"""Tests for graphein.protein.tensor.angles.""" +import math + +import numpy as np +import pytest + +from graphein.protein.tensor.angles import ( + _dihedral_angle, + angle_to_unit_circle, + dihedrals_to_rad, + get_backbone_bond_angles, + to_ang, + torsion_to_rad, +) + +try: + import torch + + TORCH_AVAIL = True +except ImportError: + TORCH_AVAIL = False + + +@pytest.mark.skipif(not TORCH_AVAIL, reason="PyTorch not available") +def test_to_ang(): + # Test 1: Test angle between two perpendicular vectors + a = torch.tensor([0.0, 0.0, 0.0]) + b = torch.tensor([1.0, 0.0, 0.0]) + c = torch.tensor([0.0, 1.0, 0.0]) + expected_output = torch.tensor(math.pi / 4) + assert torch.isclose(to_ang(a, b, c), expected_output).all() + + # Test 2: Test angle between two collinear vectors + a = torch.tensor([0.0, 0.0, 0.0]) + b = torch.tensor([1.0, 0.0, 0.0]) + c = torch.tensor([2.0, 0.0, 0.0]) + expected_output = torch.tensor(math.pi) + assert torch.isclose(to_ang(a, b, c), expected_output).all() + + # Test 3: Test angle between two non-collinear, non-perpendicular vectors + a = torch.tensor([0.0, 0.0, 0.0]) + b = torch.tensor([1.0, 0.0, 0.0]) + c = torch.tensor([1.0, 1.0, 0.0]) + expected_output = torch.tensor(math.pi / 2) + assert torch.isclose(to_ang(a, b, c), expected_output).all() + + # Test 4: Test angle between three-dimensional vectors + a = torch.tensor([0.0, 0.0, 0.0]) + b = torch.tensor([1.0, 0.0, 0.0]) + c = torch.tensor([1.0, 1.0, 1.0]) + expected_output = torch.tensor( + math.pi / 2 + ) # torch.tensor(math.atan(math.sqrt(2))) + assert torch.isclose(to_ang(a, b, c), expected_output).all() + + +@pytest.mark.skipif(not TORCH_AVAIL, reason="PyTorch not available") +def test_angle_to_unit_circle(): + # Test 1: Test encoding of a single angle + x = torch.tensor([math.pi / 2]) + expected_output = torch.tensor([[0.0, 1.0]]) + assert torch.allclose(angle_to_unit_circle(x), expected_output, atol=1e-7) + + # Test 2: Test encoding of multiple angles + x = torch.tensor([0.0, math.pi / 2, math.pi, 3 * math.pi / 2]) + print(x.unsqueeze(0).shape) + expected_output = torch.tensor( + [[1.0, 0.0, 0.0, 1.0, -1.0, 0.0, 0.0, -1.0]] + ) + assert torch.allclose(angle_to_unit_circle(x), expected_output, atol=1e-7) + + +@pytest.mark.skipif(not TORCH_AVAIL, reason="PyTorch not available") +def test_torsion_to_rad(): + # Create dummy torsion angles in radians + angles = (torch.rand(10, 4) - 0.5) * 2 * 2 * np.pi + angles_emb = angle_to_unit_circle(angles) + angles_rads = torsion_to_rad(angles_emb) + + delta = torch.abs(angles_rads - angles) + + delta[delta.nonzero()] = torch.abs(delta[torch.nonzero(delta)] - 2 * np.pi) + + delta = ((delta + 2 * np.pi) / np.pi) % 2 + np.testing.assert_allclose(delta, torch.zeros_like(delta), atol=1e-5) + + +@pytest.mark.skipif(not TORCH_AVAIL, reason="PyTorch not available") +def test_dihedral_angle(): + # Test 1: Test angle between two perpendicular planes + a = torch.tensor([[1, 0, 0]], dtype=torch.float32) + b = torch.tensor([[0, 0, 0]], dtype=torch.float32) + c = torch.tensor([[0, 1, 0]], dtype=torch.float32) + d = torch.tensor([[0, 0, 1]], dtype=torch.float32) + expected_output = -torch.tensor([math.pi / 2]) + + assert torch.isclose( + _dihedral_angle(a, b, c, d), expected_output, rtol=1e-5, atol=1e-5 + ).all() + + # Test 2: Test angle between two parallel planes + a = torch.tensor([[1, 0, 0]], dtype=torch.float32) + b = torch.tensor([[0, 0, 0]], dtype=torch.float32) + c = torch.tensor([[0, 0, 0]], dtype=torch.float32) + d = torch.tensor([[1, 0, 0]], dtype=torch.float32) + expected_output = torch.tensor([0.0]) + assert torch.isclose( + _dihedral_angle(a, b, c, d), expected_output, rtol=1e-5, atol=1e-5 + ).all() + + +@pytest.mark.skipif(not TORCH_AVAIL, reason="PyTorch not available") +def test_dihedrals_to_rad(): + # Create dummy dihedral angles in radians + angles = (torch.rand(10, 3) - 0.5) * 2 * 2 * np.pi + angles_emb = angle_to_unit_circle(angles) + angles_rads = dihedrals_to_rad(angles_emb, concat=True) + + delta = torch.abs(angles_rads - angles) + + delta[delta.nonzero()] = torch.abs(delta[torch.nonzero(delta)] - 2 * np.pi) + + delta = ((delta + 2 * np.pi) / np.pi) % 2 + np.testing.assert_allclose(delta, torch.zeros_like(delta), atol=1e-5) diff --git a/tests/protein/tensor/test_data.py b/tests/protein/tensor/test_data.py new file mode 100644 index 00000000..142bcd95 --- /dev/null +++ b/tests/protein/tensor/test_data.py @@ -0,0 +1,20 @@ +"""Tests for graphein.protein.tensor.data.""" + +import pytest + +from graphein.protein.tensor.data import Protein + +try: + import torch + + TORCH_AVAIL = True +except ImportError: + TORCH_AVAIL = False + + +@pytest.mark.skipif(not TORCH_AVAIL, reason="PyTorch not available") +def test_save_and_load_protein(): + a = Protein().from_pdb_code("4hhb") + torch.save(a, "4hhb.pt") + b = torch.load("4hhb.pt") + assert a == b diff --git a/tests/protein/tensor/test_geometry.py b/tests/protein/tensor/test_geometry.py new file mode 100644 index 00000000..121bf2b6 --- /dev/null +++ b/tests/protein/tensor/test_geometry.py @@ -0,0 +1,94 @@ +"""Tests for graphein.protein.tensor.geometry.""" +# Graphein +# Author: Arian Jamasb +# License: MIT +# Project Website: https://github.com/a-r-j/graphein +# Code Repository: https://github.com/a-r-j/graphein + +import numpy as np +import pytest + +import graphein.protein.tensor as gpt +from graphein.protein.tensor.angles import ( + get_backbone_bond_angles, + get_backbone_bond_lengths, +) +from graphein.protein.tensor.geometry import ( + IDEAL_BB_BOND_ANGLES, + IDEAL_BB_BOND_LENGTHS, + center_protein, + kabsch, + quaternion_to_matrix, +) + +try: + import torch + + TORCH_AVAIL = True +except ImportError: + TORCH_AVAIL = False + + +def test_center_protein(): + x = torch.randn((5, 3)) + x_centered = center_protein(x) + assert torch.allclose(x_centered.mean(dim=0), torch.zeros(3), atol=1e-5) + + +@pytest.mark.skipif(not TORCH_AVAIL, reason="PyTorch not available") +def test_whole_protein_kabsch(): + # Compute the RMSD between the original and aligned coordinates + def rmsd(x, y): + return torch.sqrt(torch.mean((x - y) ** 2)) + + # Test 2D + A = torch.rand(10, 2) + R0 = torch.tensor( + [[np.cos(60), -np.sin(60)], [np.sin(60), np.cos(60)]], + dtype=torch.float, + ) + B = (R0.mm(A.T)).T + t0 = torch.tensor([3.0, 3.0]) + B += t0 + R, t = kabsch(A, B, return_transformed=False) + A_aligned = (R.mm(A.T)).T + t + error = rmsd(A_aligned, B) + assert error < 1e-6, "RMSD too high after alignment" + + # Test 3D + coords = torch.rand(10, 3) + # Create a random rotation matrix + quat = torch.rand(4) + rot = quaternion_to_matrix(quat) + # Apply a random rotation and translation to coords + coords_distorted = rot.mm(coords.T).T + torch.rand(3) * 4 + r, t = kabsch(coords_distorted, coords, return_transformed=False) + coords_aligned = r.mm(coords_distorted.T).T + t + + assert rmsd(coords_aligned, coords) < 1e-6, "RMSD too high after alignment" + assert torch.allclose( + coords_aligned, coords, atol=1e-6 + ), "Coords differ too much after alignment" + + +def test_idealise_backbone(): + protein = gpt.Protein().from_pdb_code(pdb_code="5caj", chain_selection="A") + protein.x = protein.x[:20, :, :] + + ideal = protein.idealize_backbone(n_iter=100) + + IDEAL_BL = torch.tensor(IDEAL_BB_BOND_LENGTHS, device=protein.x.device) + IDEAL_BA = torch.tensor(IDEAL_BB_BOND_ANGLES, device=protein.x.device) + + ideal_bl = IDEAL_BL - get_backbone_bond_lengths(ideal[:, :4, :]) + true_bl = IDEAL_BL - get_backbone_bond_lengths(protein.x[:, :4, :]) + + ideal_ba = IDEAL_BA - get_backbone_bond_angles(ideal[:, :4, :]) + true_ba = IDEAL_BA - get_backbone_bond_angles(protein.x[:, :4, :]) + + assert torch.mean(torch.abs(ideal_ba)) < torch.mean( + torch.abs(true_ba) + ), "Bond angles not more idealised" + assert torch.mean(torch.abs(ideal_bl)) < torch.mean( + torch.abs(true_bl) + ), "Bond lengths not more idealised" diff --git a/tests/protein/tensor/test_io.py b/tests/protein/tensor/test_io.py new file mode 100644 index 00000000..48352f59 --- /dev/null +++ b/tests/protein/tensor/test_io.py @@ -0,0 +1,100 @@ +"""Tests for graphein.protein.tensor.io""" +# Graphein +# Author: Arian Jamasb +# License: MIT +# Project Website: https://github.com/a-r-j/graphein +# Code Repository: https://github.com/a-r-j/graphein + +import os + +import pytest +from biopandas.pdb import PandasPdb +from pandas.testing import assert_frame_equal + +from graphein.protein.tensor import Protein +from graphein.protein.tensor.io import ( + protein_df_to_chain_tensor, + protein_df_to_tensor, + to_dataframe, + to_pdb, +) +from graphein.protein.tensor.sequence import get_residue_id + +try: + import torch + + TORCH_AVAIL = True +except ImportError: + TORCH_AVAIL = False + + +def get_example_df(): + p = PandasPdb().fetch_pdb("3EIY") + return p.df["ATOM"] + + +@pytest.mark.skipif(not TORCH_AVAIL, reason="PyTorch not available") +def test_protein_df_to_chain_tensor(): + df = get_example_df() + num_chains = len(df.chain_id.unique()) + + num_residues = len(get_residue_id(df)) + + chains = protein_df_to_chain_tensor(df, one_hot=True) + print(chains) + assert ( + chains.shape[0] == num_residues + ), "Number of residues and chain IDs do not match." + assert ( + chains.shape[1] == num_chains + ), "Number of chains do not match dimension" + assert chains.max() == 1, "Chain IDs are not one hot." + if num_chains > 1: + assert chains.min() == 0, "Chain IDs are not one hot." + + chain = protein_df_to_chain_tensor(df, one_hot=False) + assert ( + chain.shape[0] == num_residues + ), "Number of residues and chain IDs do not match." + assert chain.max() == num_chains - 1, "Chain IDs are not zero-indexed." + assert chain.min() == 0, "Chain IDs are not zero-indexed." + + +@pytest.mark.skipif(not TORCH_AVAIL, reason="PyTorch not available") +def test_protein_df_to_tensor(): # sourcery skip: extract-duplicate-method + df = get_example_df() + + num_residues = len(get_residue_id(df)) + print(get_residue_id(df)) + assert num_residues == 174, "Incorrect number of residues." + + positions = protein_df_to_tensor(df) + assert positions.shape[0] == num_residues, "Incorrect number of residues." + assert positions.shape[1] == 37, "Incorrect number of atoms." + assert positions.shape[2] == 3, "Incorrect number of coordinates." + + # Backbone only + atoms_to_keep = ["N", "CA", "C", "O"] + positions = protein_df_to_tensor(df, atoms_to_keep=atoms_to_keep) + assert positions.shape[0] == num_residues, "Incorrect number of residues." + assert positions.shape[1] == 4, "Incorrect number of atoms." + assert positions.shape[2] == 3, "Incorrect number of coordinates." + + +def test_to_pdb(): + protein = Protein().from_pdb_code("4hhb") + to_pdb(protein.x, "test.pdb") + assert os.path.exists("test.pdb"), "File does not exist" + + ppdb1 = PandasPdb().read_pdb("test.pdb") + ppdb2 = PandasPdb().fetch_pdb("4hhb") + + assert_frame_equal( + ppdb1.df["ATOM"][["x_coord", "y_coord", "z_coord"]][:50], + ppdb2.df["ATOM"][["x_coord", "y_coord", "z_coord"]][:50], + ) + + assert_frame_equal( + ppdb1.df["ATOM"][["atom_name", "residue_name", "element_symbol"]][:50], + ppdb2.df["ATOM"][["atom_name", "residue_name", "element_symbol"]][:50], + ) diff --git a/tests/protein/tensor/test_reconstruction.py b/tests/protein/tensor/test_reconstruction.py new file mode 100644 index 00000000..cebff41b --- /dev/null +++ b/tests/protein/tensor/test_reconstruction.py @@ -0,0 +1,32 @@ +"""Tests for graphein.protein.tensor.reconstruction.""" +# Graphein +# Author: Arian Jamasb +# License: MIT +# Project Website: https://github.com/a-r-j/graphein +# Code Repository: https://github.com/a-r-j/graphein + +import pytest + +from graphein.protein.tensor.geometry import kabsch +from graphein.protein.tensor.reconstruction import dist_mat_to_coords + +try: + import torch + + TORCH_AVAIL = True +except ImportError: + TORCH_AVAIL = False + + +@pytest.mark.skipif(not TORCH_AVAIL, reason="PyTorch not available") +def test_dist_mat_to_coords(): + # Test that the distance matrix is recovered from the coordinates, with a + # small error. + for _ in range(10): + coords = torch.rand((10, 3)) + d = torch.cdist(coords, coords) + X = dist_mat_to_coords(d) + assert torch.allclose(d, torch.cdist(X, X), atol=1e-4) + X_aligned = kabsch(X, coords) + assert torch.allclose(coords, X_aligned, atol=1e-4) + return coords, X, X_aligned diff --git a/tests/protein/tensor/test_representation.py b/tests/protein/tensor/test_representation.py new file mode 100644 index 00000000..2b8a2e2c --- /dev/null +++ b/tests/protein/tensor/test_representation.py @@ -0,0 +1,75 @@ +"""Tests for graphein.protein.tensor.representation.""" +# Graphein +# Author: Arian Jamasb +# License: MIT +# Project Website: https://github.com/a-r-j/graphein +# Code Repository: https://github.com/a-r-j/graphein + +import pytest + +from graphein.protein.tensor.geometry import kabsch +from graphein.protein.tensor.reconstruction import dist_mat_to_coords +from graphein.protein.tensor.representation import ( + get_c_alpha, + get_full_atom_coords, +) + +try: + import torch + + TORCH_AVAIL = True +except ImportError: + TORCH_AVAIL = False + + +@pytest.mark.skipif(not TORCH_AVAIL, reason="PyTorch not available") +def test_get_c_alpha(): + """Test get_c_alpha""" + x = torch.rand((2, 37, 3)) + assert get_c_alpha(x).shape == (2, 3) + assert torch.allclose(get_c_alpha(x), x[:, 1, :]) + + x = torch.rand((2, 3)) + assert get_c_alpha(x).shape == (2, 3) + assert torch.allclose(get_c_alpha(x), x) + + +@pytest.mark.skipif(not TORCH_AVAIL, reason="PyTorch not available") +def test_get_full_atom_coords(): + # Test case 1 + atom_tensor = torch.Tensor( + [[[1, 2, 3], [4, 5, 6]], [[7, 8, 9], [10, 11, 12]]] + ) + coords, residue_index, atom_type = get_full_atom_coords(atom_tensor) + assert coords.tolist() == [[1, 2, 3], [4, 5, 6], [7, 8, 9], [10, 11, 12]] + assert residue_index.tolist() == [0, 0, 1, 1] + assert atom_type.tolist() == [0, 1, 0, 1] + + # Test case 2 + atom_tensor = torch.Tensor( + [[[1, 2, 3], [4, 5, 6]], [[1e-5, 1e-5, 1e-5], [1e-5, 1e-5, 1e-5]]] + ) + coords, residue_index, atom_type = get_full_atom_coords(atom_tensor) + assert coords.tolist() == [[1, 2, 3], [4, 5, 6]] + assert residue_index.tolist() == [0, 0] + assert atom_type.tolist() == [0, 1] + + # Test case 3 + atom_tensor = torch.Tensor( + [[[1, 2, 3], [4, 5, 6]], [[1e-5, 1e-5, 1e-5], [10, 11, 12]]] + ) + coords, residue_index, atom_type = get_full_atom_coords(atom_tensor) + assert coords.tolist() == [[1, 2, 3], [4, 5, 6], [10, 11, 12]] + assert residue_index.tolist() == [0, 0, 1] + assert atom_type.tolist() == [0, 1, 1] + + # Test case 4 + atom_tensor = torch.Tensor( + [[[1, 2, 3], [4, 5, 6]], [[1e-6, 1e-6, 1e-6], [1e-6, 1e-6, 1e-6]]] + ) + coords, residue_index, atom_type = get_full_atom_coords( + atom_tensor, fill_value=1e-6 + ) + assert coords.tolist() == [[1, 2, 3], [4, 5, 6]] + assert residue_index.tolist() == [0, 0] + assert atom_type.tolist() == [0, 1] diff --git a/tests/protein/tensor/test_sequence.py b/tests/protein/tensor/test_sequence.py new file mode 100644 index 00000000..45738b65 --- /dev/null +++ b/tests/protein/tensor/test_sequence.py @@ -0,0 +1,41 @@ +"""Tests for graphein.protein.tensor.sequence.""" +# Graphein +# Author: Arian Jamasb +# License: MIT +# Project Website: https://github.com/a-r-j/graphein +# Code Repository: https://github.com/a-r-j/graphein + +import pytest +from biopandas.pdb import PandasPdb + +from graphein.protein.resi_atoms import RESI_THREE_TO_1 +from graphein.protein.tensor.io import protein_df_to_tensor +from graphein.protein.tensor.sequence import ( + get_residue_id, + infer_residue_types, +) + +try: + import torch + + TORCH_AVAIL = True +except ImportError: + TORCH_AVAIL = False + + +@pytest.mark.skipif(not TORCH_AVAIL, reason="PyTorch not available") +def test_infer_sequence(): + # Get Protein + p = PandasPdb().fetch_pdb("4hhb") + df = p.df["ATOM"] + df.head() + + sequence = get_residue_id(df) + sequence = "".join( + [RESI_THREE_TO_1[res.split(":")[1]] for res in sequence] + ) + + coords = protein_df_to_tensor(df) + inferred_sequence = infer_residue_types(coords) + + assert sequence == inferred_sequence, "Sequences do not match." diff --git a/tests/test_graphein.py b/tests/test_graphein.py new file mode 100644 index 00000000..8dd1be72 --- /dev/null +++ b/tests/test_graphein.py @@ -0,0 +1,13 @@ +"""Unit test for the graphein package.""" + +import sys + +import pytest + +# Import package, test suite, and other packages as needed +import graphein + + +def test_sidechainnet_imported(): + """Sample test, will always pass so long as import statement worked""" + assert "graphein" in sys.modules diff --git a/tests/utils/test_cli.py b/tests/utils/test_cli.py index 26ca989f..091efb34 100644 --- a/tests/utils/test_cli.py +++ b/tests/utils/test_cli.py @@ -1,4 +1,5 @@ """Tests for graphein.cli""" +import pickle import tempfile from pathlib import Path @@ -22,7 +23,8 @@ def test_cli(): result = runner.invoke(main, ["-p", file_path, "-o", Path(temp_dir.name)]) assert result.exit_code == 0 - G = nx.read_gpickle(Path(temp_dir.name) / f"{file_path.stem}.pickle") + with open(Path(temp_dir.name) / f"{file_path.stem}.gpickle", "rb") as f: + G = pickle.load(f) assert isinstance(G, nx.Graph) assert len(G) == 574 # Check number of peptide bonds