From 2b5de2683667ff8fa18d4019993882249faacaf9 Mon Sep 17 00:00:00 2001 From: LukasMahieu Date: Sat, 30 Nov 2024 15:26:28 +0100 Subject: [PATCH 01/24] genome object and registration for easier working with genomes --- src/crested/_conf.py | 5 +++ src/crested/_genome.py | 97 ++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 102 insertions(+) create mode 100644 src/crested/_conf.py create mode 100644 src/crested/_genome.py diff --git a/src/crested/_conf.py b/src/crested/_conf.py new file mode 100644 index 0000000..8fce7ed --- /dev/null +++ b/src/crested/_conf.py @@ -0,0 +1,5 @@ +"""Persistent configuration for the crested package.""" + +from crested._genome import Genome + +genome: Genome = None diff --git a/src/crested/_genome.py b/src/crested/_genome.py new file mode 100644 index 0000000..6242a2c --- /dev/null +++ b/src/crested/_genome.py @@ -0,0 +1,97 @@ +"""Genome object for storing information about a genome and genome registry.""" + +from __future__ import annotations + +from pathlib import Path + +from crested import _conf as conf + + +class Genome: + """ + A class that encapsulates information about a genome, including its FASTA sequence, its annotation, and chromosome sizes. + + Adapted from https://github.com/kaizhang/SnapATAC2/blob/main/snapatac2-python/python/snapatac2/genome.py. + + Attributes + ---------- + fasta + The path to the FASTA file. + chrom_sizes + A dictionary containing chromosome names and sizes. + annotation + The path to the annotation file. + """ + + def __init__( + self, + *, + fasta: Path, + chrom_sizes: dict[str, int] | None = None, + annotation: Path | None = None, + ): + """Initialize the Genome object.""" + if isinstance(fasta, Path) or isinstance(fasta, str): + self._fasta = Path(fasta) + self._fetch_fasta = None + else: + raise ValueError("fasta must be a Path.") + self._annotation = annotation + self._chrom_sizes = chrom_sizes + + @property + def fasta(self): + """ + The Path to the FASTA file. + + Returns + ------- + Path + The path to the FASTA file. + """ + return self._fasta + + @property + def annotation(self): + """ + The Path to the annotation file. + + Returns + ------- + Path + The path to the annotation file. + """ + return self._annotation + + @property + def chrom_sizes(self): + """ + A dictionary with chromosome names as keys and their lengths as values. + + Returns + ------- + dict[str, int] + A dictionary of chromosome sizes. + """ + if self._chrom_sizes is None: + from pysam import FastaFile + + fasta = FastaFile(self.fasta) + self._chrom_sizes = dict(zip(fasta.references, fasta.lengths)) + return self._chrom_sizes + + +def register_genome(genome: Genome): + """ + Register a genome to be used throughout the package. + + Once a genome is registered, all the functions in the package that require a genome can access it. + + Parameters + ---------- + genome + The Genome object to register. + """ + if not isinstance(genome, Genome): + raise TypeError("genome must be an instance of Genome") + conf.genome = genome From 1534b66b914c89ddf466f852134fc1d92ca1aacc Mon Sep 17 00:00:00 2001 From: LukasMahieu Date: Sat, 30 Nov 2024 15:26:44 +0100 Subject: [PATCH 02/24] genome object and registration for easier working with genomes --- docs/references.bib | 22 +++++++++++++--------- src/crested/__init__.py | 3 +++ 2 files changed, 16 insertions(+), 9 deletions(-) diff --git a/docs/references.bib b/docs/references.bib index 96a303a..429a86c 100644 --- a/docs/references.bib +++ b/docs/references.bib @@ -1,12 +1,3 @@ -@article{hu2023single, - title={Single-cell multi-scale footprinting reveals the modular organization of DNA regulatory elements}, - author={Hu, Yan and Ma, Sai and Kartha, Vinay K and Duarte, Fabiana M and Horlbeck, Max and Zhang, Ruochi and Shrestha, Rojesh and Labade, Ajay and Kletzien, Heidi and Meliki, Alia and others}, - journal={bioRxiv}, - pages={2023--03}, - year={2023}, - publisher={Cold Spring Harbor Laboratory} -} - @misc{shrikumar2021tfmodisco, author = {Av Shrikumar and Katherine Tian and annashcherbina and Žiga Avsec and Amr and Charles McAnany and pgreenside and Surag Nair and mhfzsharmin and Stefan Holderbach and Rosa Ma}, title = {{kundajelab/tfmodisco: Nicer API for density-adaptive hit scoring (v0.5.14.1)}}, @@ -26,3 +17,16 @@ @article{Virshup_2023 title = {The scverse project provides a computational ecosystem for single-cell omics data analysis}, journal = {Nature Biotechnology} } + +@article{Zhang_2024, + doi = {10.1038/s41592-023-02139-9}, + url = {https://doi.org/10.1038/s41592-023-02139-9}, + year = 2024, + month = {mar}, + publisher = {Springer Nature}, + author = {Kai Zhang and Nicholas R. Zemke and Evan J. Armand and others}, + title = {A fast, scalable and versatile tool for analysis of single-cell omics data}, + journal = {Nature Methods}, + volume = {21}, + pages = {217--227} +} diff --git a/src/crested/__init__.py b/src/crested/__init__.py index 8fe3d6d..4cf6b80 100644 --- a/src/crested/__init__.py +++ b/src/crested/__init__.py @@ -24,6 +24,7 @@ from . import pl, pp, tl, utils from ._datasets import get_dataset, get_motif_db +from ._genome import Genome, register_genome from ._io import import_beds, import_bigwigs __all__ = [ @@ -35,6 +36,8 @@ "import_bigwigs", "get_dataset", "get_motif_db", + "Genome", + "register_genome", ] __version__ = version("crested") From 579e918f0885aa70e6056de3fb67d108cf97f058 Mon Sep 17 00:00:00 2001 From: LukasMahieu Date: Sat, 30 Nov 2024 15:27:16 +0100 Subject: [PATCH 03/24] check for genome object if chromsizes not provided in inputs --- src/crested/_io.py | 126 +++++++++++++++++++++++++-------------------- 1 file changed, 71 insertions(+), 55 deletions(-) diff --git a/src/crested/_io.py b/src/crested/_io.py index 765a99e..0ffb249 100644 --- a/src/crested/_io.py +++ b/src/crested/_io.py @@ -17,6 +17,8 @@ from loguru import logger from scipy.sparse import csr_matrix +from crested import _conf as conf + def _sort_files(filename: PathLike): """Sorts files. @@ -116,7 +118,9 @@ def _extract_values_from_bigwig( with pybigtools.open(bw_file, "r") as bw: values = np.log1p( np.fromiter( - bw.average_over_bed(bed=temp_bed_file.name, names=None, stats="sum"), + bw.average_over_bed( + bed=temp_bed_file.name, names=None, stats="sum" + ), dtype=np.float32, ) ) @@ -134,14 +138,15 @@ def _extract_values_from_bigwig( else: return values + def _extract_tracks_from_bigwig( bw_file: PathLike, coordinates: list[tuple[str, int, int]], bin_size: int | None = None, - target: str = 'mean', + target: str = "mean", missing: float = 0.0, oob: float = 0.0, - exact: bool = True + exact: bool = True, ) -> np.ndarray: """ Extract per-base or binned pair values of a list of genomic ranges from a bigWig file. @@ -169,16 +174,20 @@ def _extract_tracks_from_bigwig( # Wrapper around pybigtools.BBIRead.values(). # Check that all are same size by iterating and checking with predecessor - prev_region_length = coordinates[0][2]-coordinates[0][1] + prev_region_length = coordinates[0][2] - coordinates[0][1] for region in coordinates: - region_length = region[2]-region[1] + region_length = region[2] - region[1] if region_length != prev_region_length: - raise ValueError(f"All coordinate pairs should be the same length. Coordinate pair {region[0]}:{region[1]}-{region[2]} is not {prev_region_length}bp, but {region_length}bp.") + raise ValueError( + f"All coordinate pairs should be the same length. Coordinate pair {region[0]}:{region[1]}-{region[2]} is not {prev_region_length}bp, but {region_length}bp." + ) prev_region_length = region_length # Check that length is divisible by bin size if bin_size and (region_length % bin_size != 0): - raise ValueError(f"All region lengths must be divisible by bin_size. Region length {region_length} is not divisible by bin size {bin_size}.") + raise ValueError( + f"All region lengths must be divisible by bin_size. Region length {region_length} is not divisible by bin size {bin_size}." + ) # Calculate length (for array creation) and bins (for argument to bw.values) binned_length = region_length // bin_size if bin_size else region_length @@ -188,7 +197,9 @@ def _extract_tracks_from_bigwig( with pybigtools.open(bw_file, "r") as bw: results = [] for region in coordinates: - arr = np.empty(binned_length, dtype = 'float64') # pybigtools returns values in float64 + arr = np.empty( + binned_length, dtype="float64" + ) # pybigtools returns values in float64 chrom, start, end = region # Extract values @@ -197,21 +208,31 @@ def _extract_tracks_from_bigwig( chrom, start, end, - bins = bins, - summary = target, - exact = exact, - missing = missing, - oob = oob, - arr = arr + bins=bins, + summary=target, + exact=exact, + missing=missing, + oob=oob, + arr=arr, ) ) return np.vstack(results) + def _read_consensus_regions( regions_file: PathLike, chromsizes_file: PathLike | None = None ) -> pd.DataFrame: """Read consensus regions BED file and filter out regions not within chromosomes.""" + if chromsizes_file is not None: + chromsizes_file = Path(chromsizes_file) + if not chromsizes_file.is_file(): + raise FileNotFoundError(f"File '{chromsizes_file}' not found") + if chromsizes_file is None and not conf.genome: + logger.warning( + "Chromsizes file not provided. Will not check if regions are within chromosomes", + stacklevel=1, + ) consensus_peaks = pd.read_csv( regions_file, sep="\t", @@ -226,24 +247,26 @@ def _read_consensus_regions( + "-" + consensus_peaks[2].astype(str) ) - if chromsizes_file: chromsizes_dict = _read_chromsizes(chromsizes_file) - valid_mask = consensus_peaks.apply( - lambda row: row[0] in chromsizes_dict - and row[1] >= 0 - and row[2] <= chromsizes_dict[row[0]], - axis=1, - ) - consensus_peaks_filtered = consensus_peaks[valid_mask] + elif conf.genome: + chromsizes_dict = conf.genome.chrom_sizes + else: + return consensus_peaks - if len(consensus_peaks) != len(consensus_peaks_filtered): - logger.warning( - f"Filtered {len(consensus_peaks) - len(consensus_peaks_filtered)} consensus regions (not within chromosomes)", - ) - return consensus_peaks_filtered + valid_mask = consensus_peaks.apply( + lambda row: row[0] in chromsizes_dict + and row[1] >= 0 + and row[2] <= chromsizes_dict[row[0]], + axis=1, + ) + consensus_peaks_filtered = consensus_peaks[valid_mask] - return consensus_peaks + if len(consensus_peaks) != len(consensus_peaks_filtered): + logger.warning( + f"Filtered {len(consensus_peaks) - len(consensus_peaks_filtered)} consensus regions (not within chromosomes)", + ) + return consensus_peaks_filtered def _create_temp_bed_file( @@ -318,6 +341,7 @@ def import_beds( Classes should be named after the file name without the extension. chromsizes_file File path of the chromsizes file. Used for checking if the new regions are within the chromosome boundaries. + If not provided, will look for a registered genome object. remove_empty_regions Remove regions that are not open in any class (only possible if regions_file is provided) compress @@ -348,15 +372,6 @@ def import_beds( raise FileNotFoundError(f"Directory '{beds_folder}' not found") if (regions_file is not None) and (not regions_file.is_file()): raise FileNotFoundError(f"File '{regions_file}' not found") - if chromsizes_file is not None: - chromsizes_file = Path(chromsizes_file) - if not chromsizes_file.is_file(): - raise FileNotFoundError(f"File '{chromsizes_file}' not found") - if chromsizes_file is None: - logger.warning( - "Chromsizes file not provided. Will not check if regions are within chromosomes", - stacklevel=1, - ) if classes_subset is not None: for classname in classes_subset: if not any(beds_folder.glob(f"{classname}.bed")): @@ -500,6 +515,7 @@ def import_bigwigs( File name of the consensus regions BED file. chromsizes_file File name of the chromsizes file. Used for checking if the new regions are within the chromosome boundaries. + If not provided, will look for a registered genome object. target Target value to extract from bigwigs. Can be 'mean', 'max', 'count', or 'logcount' target_region_width @@ -531,15 +547,6 @@ def import_bigwigs( raise FileNotFoundError(f"Directory '{bigwigs_folder}' not found") if not regions_file.is_file(): raise FileNotFoundError(f"File '{regions_file}' not found") - if chromsizes_file is not None: - chromsizes_file = Path(chromsizes_file) - if not chromsizes_file.is_file(): - raise FileNotFoundError(f"File '{chromsizes_file}' not found") - if chromsizes_file is None: - logger.warning( - "Chromsizes file not provided. Will not check if regions are within chromosomes", - stacklevel=1, - ) # Read consensus regions BED file and filter out regions not within chromosomes _check_bed_file_format(regions_file) @@ -590,18 +597,27 @@ def import_bigwigs( # Prepare obs and var for AnnData obs_df = pd.DataFrame( - data = {'file_path': bw_files}, - index = [os.path.basename(file).rpartition(".")[0].replace(".", "_") for file in bw_files] + data={"file_path": bw_files}, + index=[ + os.path.basename(file).rpartition(".")[0].replace(".", "_") + for file in bw_files + ], ) - var_df = pd.DataFrame({ - 'region': consensus_peaks["region"], - 'chr': consensus_peaks["region"].str.split(":").str[0], - 'start': (consensus_peaks["region"].str.split(":").str[1].str.split("-").str[0]).astype(int), - 'end': (consensus_peaks["region"].str.split(":").str[1].str.split("-").str[1]).astype(int) - }).set_index('region') + var_df = pd.DataFrame( + { + "region": consensus_peaks["region"], + "chr": consensus_peaks["region"].str.split(":").str[0], + "start": ( + consensus_peaks["region"].str.split(":").str[1].str.split("-").str[0] + ).astype(int), + "end": ( + consensus_peaks["region"].str.split(":").str[1].str.split("-").str[1] + ).astype(int), + } + ).set_index("region") # Create AnnData object - adata = ad.AnnData(data_matrix, obs = obs_df, var = var_df) + adata = ad.AnnData(data_matrix, obs=obs_df, var=var_df) if compress: adata.X = csr_matrix(adata.X) From d3229fe9f8c4161e00609eda62d1f6e8b1a2b6af Mon Sep 17 00:00:00 2001 From: LukasMahieu Date: Sun, 1 Dec 2024 15:26:20 +0100 Subject: [PATCH 04/24] unit tests and handling of path chromsizes --- src/crested/_genome.py | 38 +++++++++------ tests/test_data.py | 107 +++++++++++++++++++++++++++++++++++++++++ 2 files changed, 129 insertions(+), 16 deletions(-) create mode 100644 tests/test_data.py diff --git a/src/crested/_genome.py b/src/crested/_genome.py index 6242a2c..2e125bf 100644 --- a/src/crested/_genome.py +++ b/src/crested/_genome.py @@ -18,7 +18,7 @@ class Genome: fasta The path to the FASTA file. chrom_sizes - A dictionary containing chromosome names and sizes. + A path to a tab delimited chromsizes file or a dictionary containing chromosome names and sizes. annotation The path to the annotation file. """ @@ -27,65 +27,71 @@ def __init__( self, *, fasta: Path, - chrom_sizes: dict[str, int] | None = None, + chrom_sizes: dict[str, int] | Path | None = None, annotation: Path | None = None, ): """Initialize the Genome object.""" if isinstance(fasta, Path) or isinstance(fasta, str): self._fasta = Path(fasta) - self._fetch_fasta = None else: raise ValueError("fasta must be a Path.") self._annotation = annotation - self._chrom_sizes = chrom_sizes + if isinstance(chrom_sizes, str) or isinstance(chrom_sizes, Path): + self._chrom_sizes = Path(chrom_sizes) + else: + self._chrom_sizes = chrom_sizes @property - def fasta(self): + def fasta(self) -> Path: """ The Path to the FASTA file. Returns ------- - Path - The path to the FASTA file. + The path to the FASTA file. """ return self._fasta @property - def annotation(self): + def annotation(self) -> Path | None: """ The Path to the annotation file. Returns ------- - Path - The path to the annotation file. + The path to the annotation file. """ return self._annotation @property - def chrom_sizes(self): + def chrom_sizes(self) -> dict[str, int]: """ - A dictionary with chromosome names as keys and their lengths as values. + A dictionary with chromosome names as keys and their lengths as valeus. Returns ------- - dict[str, int] - A dictionary of chromosome sizes. + A dictionary of chromosome sizes. """ if self._chrom_sizes is None: from pysam import FastaFile fasta = FastaFile(self.fasta) self._chrom_sizes = dict(zip(fasta.references, fasta.lengths)) + elif isinstance(self._chrom_sizes, Path): + from crested._io import _read_chromsizes + + self._chrom_sizes = _read_chromsizes(self._chrom_sizes) + elif not isinstance(self._chrom_sizes, dict): + print(self._chrom_sizes) + raise ValueError("chrom_sizes must be a dictionary or a Path.") return self._chrom_sizes def register_genome(genome: Genome): """ - Register a genome to be used throughout the package. + Register a genome to be used throughout a session. - Once a genome is registered, all the functions in the package that require a genome can access it. + Once a genome is registered, all the functions in the package that require a genome will use it if not explicitly provided. Parameters ---------- diff --git a/tests/test_data.py b/tests/test_data.py new file mode 100644 index 0000000..007548f --- /dev/null +++ b/tests/test_data.py @@ -0,0 +1,107 @@ +"""Pytest for data module.""" + +from contextlib import contextmanager + +import pytest +from loguru import logger + + +@contextmanager +def log_capture(level="WARNING"): + messages = [] + handler_id = logger.add(messages.append, level=level) + try: + yield messages + finally: + logger.remove(handler_id) + + +def test_genome_persistence(): + """Test that the genome object is correctly stored.""" + import crested + + # check that does not yet exist + assert crested._conf.genome is None + + genome = crested.Genome( + fasta="tests/data/test.fasta", + chrom_sizes={"chr1": 1000, "chr2": 2000}, + annotation="tests/data/test.gtf", + ) + crested.register_genome(genome) + + # check that it is stored + assert crested._conf.genome == genome + + +def test_no_genome_fasta(): + """Test that a TypeError is raised if no fasta is provided.""" + import crested + + with pytest.raises(TypeError): + crested.Genome( + chrom_sizes={"chr1": 1000, "chr2": 2000}, annotation="tests/data/test.gtf" + ) + + +def test_import_beds_with_genome(): + """Test that import_beds uses genome chromsizes.""" + import crested + + # Scenario 1: Genome registered with chromsizes provided + with log_capture(level="WARNING") as messages: + genome = crested.Genome( + fasta="tests/data/test.fasta", + chrom_sizes="tests/data/test.chrom.sizes", + annotation="tests/data/test.gtf", + ) + crested.register_genome(genome) + crested.import_beds( + beds_folder="tests/data/test_topics", + regions_file="tests/data/test.regions.bed", + ) + + warning_messages = list(messages) + warning_text_chromsizes = ( + "Chromsizes file not provided. Will not check if regions are within chromosomes" + ) + warning_text_filtered = "Filtered 1 consensus regions (not within chromosomes)" + assert all( + warning_text_chromsizes not in msg for msg in warning_messages + ), "Warning about missing chromsizes was unexpectedly raised." + assert any( + warning_text_filtered in msg for msg in warning_messages + ), "Expected warning about filtered regions was not raised." + + # Scenario 2: Chromsizes provided via parameter, no genome registered + crested._conf.genome = None + with log_capture(level="WARNING") as messages: + crested.import_beds( + beds_folder="tests/data/test_topics", + regions_file="tests/data/test.regions.bed", + chromsizes_file="tests/data/test.chrom.sizes", + ) + + warning_messages = list(messages) + assert all( + warning_text_chromsizes not in msg for msg in warning_messages + ), "Warning about missing chromsizes was unexpectedly raised." + assert any( + warning_text_filtered in msg for msg in warning_messages + ), "Expected warning about filtered regions was not raised." + + # Scenario 3: No chromsizes provided via genome or parameter + with log_capture(level="WARNING") as messages: + crested.import_beds( + beds_folder="tests/data/test_topics", + regions_file="tests/data/test.regions.bed", + chromsizes_file=None, # Explicitly set to None + ) + + warning_messages = list(messages) + assert any( + warning_text_chromsizes in msg for msg in warning_messages + ), "Expected warning about missing chromsizes was not raised." + assert all( + warning_text_filtered not in msg for msg in warning_messages + ), "Warning about filtered regions was unexpectedly raised." From 7f3a5b89fea01331b74488bffdd6cde2def5ded8 Mon Sep 17 00:00:00 2001 From: LukasMahieu Date: Mon, 2 Dec 2024 09:42:19 +0100 Subject: [PATCH 05/24] more explicit docstring --- src/crested/_genome.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/crested/_genome.py b/src/crested/_genome.py index 2e125bf..f16e651 100644 --- a/src/crested/_genome.py +++ b/src/crested/_genome.py @@ -19,6 +19,7 @@ class Genome: The path to the FASTA file. chrom_sizes A path to a tab delimited chromsizes file or a dictionary containing chromosome names and sizes. + If not provided, the chromosome sizes will be inferred from the FASTA file. annotation The path to the annotation file. """ @@ -99,5 +100,5 @@ def register_genome(genome: Genome): The Genome object to register. """ if not isinstance(genome, Genome): - raise TypeError("genome must be an instance of Genome") + raise TypeError("genome must be an instance of crested.Genome") conf.genome = genome From be2cd397d7e0be93dadcd75697505b5ebb75fb14 Mon Sep 17 00:00:00 2001 From: LukasMahieu Date: Mon, 2 Dec 2024 09:44:50 +0100 Subject: [PATCH 06/24] remove old debug print --- src/crested/_genome.py | 1 - 1 file changed, 1 deletion(-) diff --git a/src/crested/_genome.py b/src/crested/_genome.py index f16e651..45c94f9 100644 --- a/src/crested/_genome.py +++ b/src/crested/_genome.py @@ -83,7 +83,6 @@ def chrom_sizes(self) -> dict[str, int]: self._chrom_sizes = _read_chromsizes(self._chrom_sizes) elif not isinstance(self._chrom_sizes, dict): - print(self._chrom_sizes) raise ValueError("chrom_sizes must be a dictionary or a Path.") return self._chrom_sizes From 2d8edf27e70f7870d5d1f6b66707e350d19ebbd5 Mon Sep 17 00:00:00 2001 From: LukasMahieu Date: Mon, 2 Dec 2024 11:23:29 +0100 Subject: [PATCH 07/24] check if fasta files exist on init of Genome --- src/crested/_genome.py | 34 ++++++++++++++++++++++++++++------ tests/conftest.py | 21 +++++++++++++++++++++ tests/test_data.py | 12 ++++++------ 3 files changed, 55 insertions(+), 12 deletions(-) create mode 100644 tests/conftest.py diff --git a/src/crested/_genome.py b/src/crested/_genome.py index 45c94f9..fbdba42 100644 --- a/src/crested/_genome.py +++ b/src/crested/_genome.py @@ -2,6 +2,8 @@ from __future__ import annotations +import errno +import os from pathlib import Path from crested import _conf as conf @@ -32,16 +34,36 @@ def __init__( annotation: Path | None = None, ): """Initialize the Genome object.""" - if isinstance(fasta, Path) or isinstance(fasta, str): - self._fasta = Path(fasta) + if isinstance(fasta, (Path, str)): + fasta = Path(fasta) + if not os.path.exists(fasta): + raise FileNotFoundError( + errno.ENOENT, os.strerror(errno.ENOENT), str(fasta) + ) + self._fasta = fasta else: raise ValueError("fasta must be a Path.") - self._annotation = annotation - if isinstance(chrom_sizes, str) or isinstance(chrom_sizes, Path): - self._chrom_sizes = Path(chrom_sizes) + + if isinstance(chrom_sizes, (Path, str)): + chrom_sizes = Path(chrom_sizes) + if not os.path.exists(chrom_sizes): + raise FileNotFoundError( + errno.ENOENT, os.strerror(errno.ENOENT), str(chrom_sizes) + ) + self._chrom_sizes = chrom_sizes else: self._chrom_sizes = chrom_sizes + if isinstance(annotation, (Path, str)): + annotation = Path(annotation) + if not os.path.exists(annotation): + raise FileNotFoundError( + errno.ENOENT, os.strerror(errno.ENOENT), str(annotation) + ) + self._annotation = annotation + else: + self._annotation = None + @property def fasta(self) -> Path: """ @@ -67,7 +89,7 @@ def annotation(self) -> Path | None: @property def chrom_sizes(self) -> dict[str, int]: """ - A dictionary with chromosome names as keys and their lengths as valeus. + A dictionary with chromosome names as keys and their lengths as values. Returns ------- diff --git a/tests/conftest.py b/tests/conftest.py new file mode 100644 index 0000000..1786edf --- /dev/null +++ b/tests/conftest.py @@ -0,0 +1,21 @@ +"""Fixtures to be used by all unit tests.""" + +import os + +import genomepy +import keras +import numpy as np +import pytest + +np.random.seed(42) +keras.utils.set_random_seed(42) + + +@pytest.fixture(scope="module") +def genome(): + """Genome fixture.""" + if not os.path.exists("tests/data/genomes/hg38.fa"): + genomepy.install_genome( + "hg38", annotation=False, provider="UCSC", genomes_dir="tests/data/genomes" + ) + return "tests/data/genomes/hg38/hg38.fa" diff --git a/tests/test_data.py b/tests/test_data.py index 007548f..8745f34 100644 --- a/tests/test_data.py +++ b/tests/test_data.py @@ -16,17 +16,17 @@ def log_capture(level="WARNING"): logger.remove(handler_id) -def test_genome_persistence(): +def test_genome_persistence(genome): """Test that the genome object is correctly stored.""" import crested + fasta_file = genome # check that does not yet exist assert crested._conf.genome is None genome = crested.Genome( - fasta="tests/data/test.fasta", + fasta=fasta_file, chrom_sizes={"chr1": 1000, "chr2": 2000}, - annotation="tests/data/test.gtf", ) crested.register_genome(genome) @@ -44,16 +44,16 @@ def test_no_genome_fasta(): ) -def test_import_beds_with_genome(): +def test_import_beds_with_genome(genome): """Test that import_beds uses genome chromsizes.""" import crested + fasta_file = genome # Scenario 1: Genome registered with chromsizes provided with log_capture(level="WARNING") as messages: genome = crested.Genome( - fasta="tests/data/test.fasta", + fasta=fasta_file, chrom_sizes="tests/data/test.chrom.sizes", - annotation="tests/data/test.gtf", ) crested.register_genome(genome) crested.import_beds( From b96da5db00f2fa813ababbf4b289c0b8140f96f3 Mon Sep 17 00:00:00 2001 From: LukasMahieu Date: Mon, 2 Dec 2024 15:28:23 +0100 Subject: [PATCH 08/24] remove incorrect info log about dir creating --- src/crested/tl/_crested.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/src/crested/tl/_crested.py b/src/crested/tl/_crested.py index 80ab82a..48d8e67 100644 --- a/src/crested/tl/_crested.py +++ b/src/crested/tl/_crested.py @@ -1944,8 +1944,6 @@ def _check_continued_training(self): f"Output directory {checkpoint_dir}, already exists but no trained models found. Overwriting..." ) shutil.rmtree(checkpoint_dir) - else: - logger.info(f"Creating output directory {checkpoint_dir}") def __repr__(self): """Return the string representation of the object.""" From f5ce2d51fe82a8861224f07d38e537b842b5ec31 Mon Sep 17 00:00:00 2001 From: LukasMahieu Date: Mon, 2 Dec 2024 15:54:26 +0100 Subject: [PATCH 09/24] examples in docstrings and _resolve_genome for backward compatibility --- src/crested/_genome.py | 41 ++++++++++++++++++++++++++++++++++++++++- 1 file changed, 40 insertions(+), 1 deletion(-) diff --git a/src/crested/_genome.py b/src/crested/_genome.py index fbdba42..e53cce5 100644 --- a/src/crested/_genome.py +++ b/src/crested/_genome.py @@ -15,7 +15,7 @@ class Genome: Adapted from https://github.com/kaizhang/SnapATAC2/blob/main/snapatac2-python/python/snapatac2/genome.py. - Attributes + Parameters ---------- fasta The path to the FASTA file. @@ -24,6 +24,13 @@ class Genome: If not provided, the chromosome sizes will be inferred from the FASTA file. annotation The path to the annotation file. + + Examples + -------- + >>> genome = Genome( + ... fasta="tests/data/test.fa", + ... chrom_sizes="tests/data/test.chrom.sizes", + ... ) """ def __init__( @@ -119,7 +126,39 @@ def register_genome(genome: Genome): ---------- genome The Genome object to register. + + Examples + -------- + >>> genome = Genome( + ... fasta="tests/data/test.fasta", + ... chrom_sizes="tests/data/test.chrom.sizes", + ... ) + >>> register_genome(genome) """ if not isinstance(genome, Genome): raise TypeError("genome must be an instance of crested.Genome") conf.genome = genome + + +def _resolve_genome( + genome: os.PathLike | Genome | None, + chromsizes_file: os.PathLike | None, + annotation: os.PathLike | None = None, +) -> Genome: + """Resolve the input to a Genome object. Required to keep backwards compatibility with fasta and chromsizes paths as inputs.""" + if isinstance(genome, Genome): + return genome + if genome is not None: + genome_path = Path(genome) + if not genome_path.exists(): + raise FileNotFoundError( + errno.ENOENT, os.strerror(errno.ENOENT), str(genome_path) + ) + return Genome( + fasta=genome_path, chrom_sizes=chromsizes_file, annotation=annotation + ) + else: + if conf.genome is not None: + return conf.genome + else: + raise ValueError("No genome provided or registered.") From 0e29e3a215ca23bbc82fad76587577a4bbc8dc76 Mon Sep 17 00:00:00 2001 From: LukasMahieu Date: Mon, 2 Dec 2024 15:56:35 +0100 Subject: [PATCH 10/24] update funcs to accept genome object --- src/crested/tl/_crested.py | 7 +-- src/crested/tl/data/_anndatamodule.py | 39 +++++------- src/crested/tl/data/_dataset.py | 90 ++++++++++++++------------- 3 files changed, 64 insertions(+), 72 deletions(-) diff --git a/src/crested/tl/_crested.py b/src/crested/tl/_crested.py index 48d8e67..ab201e8 100644 --- a/src/crested/tl/_crested.py +++ b/src/crested/tl/_crested.py @@ -70,7 +70,7 @@ class Crested: >>> from crested.tl.zoo import deeptopic_cnn >>> # Load data - >>> anndatamodule = AnnDataModule(anndata, genome_file="path/to/genome.fa") + >>> anndatamodule = AnnDataModule(anndata, genome="path/to/genome.fa") >>> model_architecture = deeptopic_cnn(seq_len=1000, n_classes=10) >>> configs = default_configs("topic_classification") @@ -798,7 +798,7 @@ def score_gene_locus( idx = all_class_names.index(class_name) if genome is None: - genome = FastaFile(self.anndatamodule.genome_file) + genome = FastaFile(self.anndatamodule.genome.fasta) # Generate all windows and one-hot encode the sequences in parallel all_sequences = [] @@ -1792,8 +1792,7 @@ def _parse_starting_sequences(self, starting_sequences) -> np.ndarray: def _calculate_location_gc_frequencies(self) -> np.ndarray: regions = self.anndatamodule.adata.var sequence_loader = SequenceLoader( - genome_file=self.anndatamodule.genome_file, - chromsizes=None, + genome=self.anndatamodule.genome, in_memory=True, always_reverse_complement=False, max_stochastic_shift=0, diff --git a/src/crested/tl/data/_anndatamodule.py b/src/crested/tl/data/_anndatamodule.py index b59054a..b3c2cf8 100644 --- a/src/crested/tl/data/_anndatamodule.py +++ b/src/crested/tl/data/_anndatamodule.py @@ -4,7 +4,7 @@ from os import PathLike -from loguru import logger +from crested._genome import Genome, _resolve_genome from ._dataloader import AnnDataLoader from ._dataset import AnnDataset @@ -25,8 +25,7 @@ class AnnDataModule: ------- >>> data_module = AnnDataModule( ... adata, - ... genome_file="path/to/genome.fa", - ... chromsizes_file="path/to/chrom.sizes", + ... genome=my_genome, ... always_reverse_complement=True, ... max_stochastic_shift=50, ... batch_size=256, @@ -36,10 +35,12 @@ class AnnDataModule: ---------- adata An instance of AnnData containing the data to be loaded. - genome_file - Path to the genome file. + genome + Instance of Genome or Path to the fasta file. + If None, will look for a registered genome object. chromsizes_file - Path to the chromsizes file. Advised if max_stochastic_shift > 0. + Path to the chromsizes file. + If genome is a path and chromsizes is not provided, will deduce the chromsizes from the fasta file. in_memory If True, the train and val sequences will be loaded into memory. Default is True. always_reverse_complement @@ -61,7 +62,7 @@ class AnnDataModule: def __init__( self, adata, - genome_file, + genome: PathLike | Genome | None = None, chromsizes_file: PathLike | None = None, in_memory: bool = True, always_reverse_complement=True, @@ -73,8 +74,7 @@ def __init__( ): """Initialize the DataModule with the provided dataset and options.""" self.adata = adata - self.genome_file = genome_file - self.chromsizes_file = chromsizes_file + self.genome = _resolve_genome(genome, chromsizes_file) # backward compatibility self.always_reverse_complement = always_reverse_complement self.in_memory = in_memory self.random_reverse_complement = random_reverse_complement @@ -84,8 +84,6 @@ def __init__( self.batch_size = batch_size self._validate_init_args(random_reverse_complement, always_reverse_complement) - if (chromsizes_file is None) and (max_stochastic_shift > 0): - self._warn_no_chromsizes_file() self.train_dataset = None self.val_dataset = None @@ -101,12 +99,6 @@ def _validate_init_args( "Only one of `random_reverse_complement` and `always_reverse_complement` can be True." ) - @staticmethod - def _warn_no_chromsizes_file(): - logger.warning( - "Chromsizes file not provided when shifting. Will not check if shifted regions are within chromosomes", - ) - def setup(self, stage: str) -> None: """ Set up the Anndatasets for a given stage. @@ -123,9 +115,8 @@ def setup(self, stage: str) -> None: if stage == "fit": self.train_dataset = AnnDataset( self.adata, - self.genome_file, + self.genome, split="train", - chromsizes_file=self.chromsizes_file, in_memory=self.in_memory, always_reverse_complement=self.always_reverse_complement, random_reverse_complement=self.random_reverse_complement, @@ -134,7 +125,7 @@ def setup(self, stage: str) -> None: ) self.val_dataset = AnnDataset( self.adata, - self.genome_file, + self.genome, split="val", in_memory=self.in_memory, always_reverse_complement=False, @@ -144,7 +135,7 @@ def setup(self, stage: str) -> None: elif stage == "test": self.test_dataset = AnnDataset( self.adata, - self.genome_file, + self.genome, split="test", in_memory=False, always_reverse_complement=False, @@ -154,7 +145,7 @@ def setup(self, stage: str) -> None: elif stage == "predict": self.predict_dataset = AnnDataset( self.adata, - self.genome_file, + self.genome, split=None, in_memory=False, always_reverse_complement=False, @@ -215,8 +206,8 @@ def predict_dataloader(self): def __repr__(self): """Return a string representation of the AnndataModule.""" return ( - f"AnndataModule(adata={self.adata}, genome_file={self.genome_file}, " - f"chromsizes_file={self.chromsizes_file}, in_memory={self.in_memory}, " + f"AnndataModule(adata={self.adata}, genome={self.genome}, " + f"in_memory={self.in_memory}, " f"always_reverse_complement={self.always_reverse_complement}, " f"random_reverse_complement={self.random_reverse_complement}, " f"max_stochastic_shift={self.max_stochastic_shift}, shuffle={self.shuffle}, " diff --git a/src/crested/tl/data/_dataset.py b/src/crested/tl/data/_dataset.py index 4de4f69..733d83c 100644 --- a/src/crested/tl/data/_dataset.py +++ b/src/crested/tl/data/_dataset.py @@ -4,31 +4,23 @@ import os import re -from os import PathLike import numpy as np -import pandas as pd from anndata import AnnData from loguru import logger from pysam import FastaFile from scipy.sparse import spmatrix from tqdm import tqdm +from crested._genome import Genome from crested.utils import one_hot_encode_sequence -def _read_chromsizes(chromsizes_file: PathLike) -> dict[str, int]: - """Read chromsizes file into a dictionary.""" - chromsizes = pd.read_csv( - chromsizes_file, sep="\t", header=None, names=["chr", "size"] - ) - chromsizes_dict = chromsizes.set_index("chr")["size"].to_dict() - return chromsizes_dict - def _flip_region_strand(region: str) -> str: """Reverse the strand of a region.""" - strand_reverser = {'+': '-', '-': '+'} - return region[:-1]+strand_reverser[region[-1]] + strand_reverser = {"+": "-", "-": "+"} + return region[:-1] + strand_reverser[region[-1]] + def _check_strandedness(region: str) -> bool: """Check the strandedness of a region, raising an error if the formatting isn't recognised.""" @@ -39,7 +31,9 @@ def _check_strandedness(region: str) -> bool: else: raise ValueError( f"Region {region} was not recognised as a valid coordinate set (chr:start-end or chr:start-end:strand)." - "If provided, strand must be + or -.") + "If provided, strand must be + or -." + ) + def _deterministic_shift_region( region: str, stride: int = 50, n_shifts: int = 2 @@ -67,10 +61,8 @@ class SequenceLoader: Parameters ---------- - genome_file - Path to the genome file. - chromsizes - Dictionary with chromosome sizes. Required if max_stochastic_shift > 0. + genome + Genome instance. in_memory If True, the sequences of supplied regions will be loaded into memory. always_reverse_complement @@ -84,8 +76,7 @@ class SequenceLoader: def __init__( self, - genome_file: PathLike, - chromsizes: dict | None, + genome: Genome, in_memory: bool = False, always_reverse_complement: bool = False, deterministic_shift: bool = False, @@ -93,8 +84,8 @@ def __init__( regions: list[str] | None = None, ): """Initialize the SequenceLoader with the provided genome file and options.""" - self.genome = FastaFile(genome_file) - self.chromsizes = chromsizes + self.genome = FastaFile(genome.fasta) + self.chromsizes = genome.chrom_sizes self.in_memory = in_memory self.always_reverse_complement = always_reverse_complement self.deterministic_shift = deterministic_shift @@ -117,7 +108,9 @@ def _load_sequences_into_memory(self, regions: list[str]): strand = "+" region = f"{region}:{strand}" if region[-4] == ":": - raise ValueError(f"You are double-adding strand ids to your region {region}. Check if all regions are stranded or unstranded.") + raise ValueError( + f"You are double-adding strand ids to your region {region}. Check if all regions are stranded or unstranded." + ) # Add deterministic shift regions if self.deterministic_shift: @@ -131,16 +124,20 @@ def _load_sequences_into_memory(self, regions: list[str]): start, end = map(int, start_end.split("-")) # Add region to self.sequences - extended_sequence = self._get_extended_sequence(chrom, start, end, strand) + extended_sequence = self._get_extended_sequence( + chrom, start, end, strand + ) self.sequences[region] = extended_sequence # Add reverse-complemented region to self.sequences if always_reverse_complement if self.always_reverse_complement: - self.sequences[_flip_region_strand(region)] = self._reverse_complement( - extended_sequence - ) + self.sequences[ + _flip_region_strand(region) + ] = self._reverse_complement(extended_sequence) - def _get_extended_sequence(self, chrom: str, start: int, end: int, strand: str) -> str: + def _get_extended_sequence( + self, chrom: str, start: int, end: int, strand: str + ) -> str: """Get sequence from genome file, extended for stochastic shifting.""" extended_start = max(0, start - self.max_stochastic_shift) extended_end = extended_start + (end - start) + (self.max_stochastic_shift * 2) @@ -162,7 +159,9 @@ def _reverse_complement(self, sequence: str) -> str: """Reverse complement a sequence.""" return sequence.translate(self.complement)[::-1] - def get_sequence(self, region: str, stranded: bool | None = None, shift: int = 0) -> str: + def get_sequence( + self, region: str, stranded: bool | None = None, shift: int = 0 + ) -> str: """ Get sequence for a region, strand, and shift from memory or fasta. @@ -250,7 +249,9 @@ def _augment_indices(self, indices: list[str]) -> tuple[list[str], dict[str, str augmented_indices = [] augmented_indices_map = {} for region in indices: - if not _check_strandedness(region): # If slow, can use AnnDataset stranded argument - but this validates every region's formatting as well + if not _check_strandedness( + region + ): # If slow, can use AnnDataset stranded argument - but this validates every region's formatting as well stranded_region = f"{region}:+" else: stranded_region = region @@ -262,7 +263,9 @@ def _augment_indices(self, indices: list[str]) -> tuple[list[str], dict[str, str augmented_indices_map[shifted_region] = region if self.always_reverse_complement: augmented_indices.append(_flip_region_strand(shifted_region)) - augmented_indices_map[_flip_region_strand(shifted_region)] = region + augmented_indices_map[ + _flip_region_strand(shifted_region) + ] = region else: augmented_indices.append(stranded_region) augmented_indices_map[stranded_region] = region @@ -290,12 +293,10 @@ class AnnDataset(BaseClass): ---------- anndata AnnData object containing the data. - genome_file - Path to the genome file. + genome + Genome instance split 'train', 'val', or 'test' split column in anndata.var. - chromsizes_file - Path to the chromsizes file. Advised if max_stochastic_shift > 0. in_memory If True, the train and val sequences will be loaded into memory. random_reverse_complement @@ -312,9 +313,8 @@ class AnnDataset(BaseClass): def __init__( self, anndata: AnnData, - genome_file: PathLike, + genome: Genome, split: str = None, - chromsizes_file: PathLike | None = None, in_memory: bool = True, random_reverse_complement: bool = False, always_reverse_complement: bool = False, @@ -327,7 +327,6 @@ def __init__( self.indices = list(self.anndata.var_names) self.in_memory = in_memory self.compressed = isinstance(self.anndata.X, spmatrix) - self.chromsizes = _read_chromsizes(chromsizes_file) if chromsizes_file else None self.index_map = {index: i for i, index in enumerate(self.indices)} self.num_outputs = self.anndata.X.shape[0] self.random_reverse_complement = random_reverse_complement @@ -338,13 +337,12 @@ def __init__( stranded = _check_strandedness(self.indices[0]) if stranded and (always_reverse_complement or random_reverse_complement): logger.info( - "Setting always_reverse_complement=True or random_reverse_complement=True with stranded data.", - "This means both strands are used when training and the strand information is effectively disregarded." - ) + "Setting always_reverse_complement=True or random_reverse_complement=True with stranded data.", + "This means both strands are used when training and the strand information is effectively disregarded.", + ) self.sequence_loader = SequenceLoader( - genome_file, - chromsizes=self.chromsizes, + genome, in_memory=in_memory, always_reverse_complement=always_reverse_complement, deterministic_shift=deterministic_shift, @@ -356,7 +354,9 @@ def __init__( always_reverse_complement=always_reverse_complement, deterministic_shift=deterministic_shift, ) - self.seq_len = len(self.sequence_loader.get_sequence(self.indices[0], stranded = stranded)) + self.seq_len = len( + self.sequence_loader.get_sequence(self.indices[0], stranded=stranded) + ) @staticmethod def _split_anndata(anndata: AnnData, split: str) -> AnnData: @@ -399,7 +399,9 @@ def __getitem__(self, idx: int) -> tuple[str, np.ndarray]: shift = 0 # Get sequence - x = self.sequence_loader.get_sequence(augmented_index, stranded = True, shift = shift) + x = self.sequence_loader.get_sequence( + augmented_index, stranded=True, shift=shift + ) # random reverse complement (always_reverse_complement is done in the sequence loader) if self.random_reverse_complement and np.random.rand() < 0.5: From 3862d164149fc21a33663094366e78f8bec11e69 Mon Sep 17 00:00:00 2001 From: LukasMahieu Date: Mon, 2 Dec 2024 15:57:40 +0100 Subject: [PATCH 11/24] genome and register_genome doc --- docs/api/datasets.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/docs/api/datasets.md b/docs/api/datasets.md index 5ee015b..7eb1e1b 100644 --- a/docs/api/datasets.md +++ b/docs/api/datasets.md @@ -12,4 +12,6 @@ Downloading of use case datasets which ar explored in the example analyses. get_dataset get_motif_db + Genome + register_genome ``` From 83a6bf1f4a46d0dac2189ec5d54a46d36c2c0a32 Mon Sep 17 00:00:00 2001 From: LukasMahieu Date: Mon, 2 Dec 2024 15:58:07 +0100 Subject: [PATCH 12/24] bugfix - unused dense bias and output activation --- src/crested/tl/zoo/_chrombpnet_decoupled.py | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/src/crested/tl/zoo/_chrombpnet_decoupled.py b/src/crested/tl/zoo/_chrombpnet_decoupled.py index a22b876..3d99a6c 100644 --- a/src/crested/tl/zoo/_chrombpnet_decoupled.py +++ b/src/crested/tl/zoo/_chrombpnet_decoupled.py @@ -134,13 +134,16 @@ def chrombpnet_decoupled( outputs.append( keras.layers.Dense( units=1, - activation="softplus", # Or your choice of activation - name=f"dense_out_class_{i}" + activation=output_activation, # Or your choice of activation + name=f"dense_out_class_{i}", + use_bias=dense_bias, )(x) # `x` is the shared feature vector from previous layers ) # Concatenate to restore original output shape - final_output = keras.layers.Concatenate(axis=-1)(outputs) # Shape: (batch_size, num_classes) + final_output = keras.layers.Concatenate(axis=-1)( + outputs + ) # Shape: (batch_size, num_classes) # Define the model model = keras.Model(inputs=inputs, outputs=final_output) From 30fe270b29b9bf60743e9075e9179c4f45a605c7 Mon Sep 17 00:00:00 2001 From: LukasMahieu Date: Mon, 2 Dec 2024 15:58:26 +0100 Subject: [PATCH 13/24] update pipeline test to use genome obj --- tests/test_pipeline.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_pipeline.py b/tests/test_pipeline.py index 986f01e..a933377 100644 --- a/tests/test_pipeline.py +++ b/tests/test_pipeline.py @@ -45,7 +45,7 @@ def test_peak_regression(): datamodule = crested.tl.data.AnnDataModule( adata, - genome_file="tests/data/genomes/hg38/hg38.fa", + genome="tests/data/genomes/hg38/hg38.fa", batch_size=2, always_reverse_complement=True, deterministic_shift=True, From edab6dde2070b952a26280559534c617b433cedd Mon Sep 17 00:00:00 2001 From: LukasMahieu Date: Mon, 2 Dec 2024 17:17:27 +0100 Subject: [PATCH 14/24] make fasta attribute into FastaFile instead of simply the path and add genome name --- src/crested/_conf.py | 4 +- src/crested/_genome.py | 57 +++++++++++++++++++++------ src/crested/tl/_crested.py | 2 +- src/crested/tl/data/_anndatamodule.py | 2 +- src/crested/tl/data/_dataset.py | 3 +- src/crested/utils/_utils.py | 13 +++--- 6 files changed, 57 insertions(+), 24 deletions(-) diff --git a/src/crested/_conf.py b/src/crested/_conf.py index 8fce7ed..27f91ec 100644 --- a/src/crested/_conf.py +++ b/src/crested/_conf.py @@ -1,5 +1,3 @@ """Persistent configuration for the crested package.""" -from crested._genome import Genome - -genome: Genome = None +genome = None # persistent genome object diff --git a/src/crested/_genome.py b/src/crested/_genome.py index e53cce5..b40ea5c 100644 --- a/src/crested/_genome.py +++ b/src/crested/_genome.py @@ -6,7 +6,10 @@ import os from pathlib import Path -from crested import _conf as conf +from loguru import logger +from pysam import FastaFile + +import crested._conf as conf class Genome: @@ -24,6 +27,8 @@ class Genome: If not provided, the chromosome sizes will be inferred from the FASTA file. annotation The path to the annotation file. + name + Optional name of the genome. Examples -------- @@ -31,14 +36,20 @@ class Genome: ... fasta="tests/data/test.fa", ... chrom_sizes="tests/data/test.chrom.sizes", ... ) + >>> print(genome.fasta) + + >>> print(genome.chrom_sizes) + {'chr1': 1000, 'chr2': 2000} + >>> print(genome.name) + test """ def __init__( self, - *, fasta: Path, chrom_sizes: dict[str, int] | Path | None = None, annotation: Path | None = None, + name: str | None = None, ): """Initialize the Genome object.""" if isinstance(fasta, (Path, str)): @@ -71,22 +82,26 @@ def __init__( else: self._annotation = None + self._name = name + @property - def fasta(self) -> Path: + def fasta(self) -> FastaFile: """ - The Path to the FASTA file. + The pysam FastaFile object for the FASTA file. Returns ------- - The path to the FASTA file. + The pysam FastaFile object. """ - return self._fasta + return FastaFile(self._fasta) @property def annotation(self) -> Path | None: """ The Path to the annotation file. + Currently not used in the package. + Returns ------- The path to the annotation file. @@ -103,10 +118,7 @@ def chrom_sizes(self) -> dict[str, int]: A dictionary of chromosome sizes. """ if self._chrom_sizes is None: - from pysam import FastaFile - - fasta = FastaFile(self.fasta) - self._chrom_sizes = dict(zip(fasta.references, fasta.lengths)) + self._chrom_sizes = dict(zip(self.fasta.references, self.fasta.lengths)) elif isinstance(self._chrom_sizes, Path): from crested._io import _read_chromsizes @@ -115,6 +127,25 @@ def chrom_sizes(self) -> dict[str, int]: raise ValueError("chrom_sizes must be a dictionary or a Path.") return self._chrom_sizes + @property + def name(self) -> str: + """ + The name of the genome. + + Returns + ------- + The name of the genome. + """ + if self._name is None: + filename = self.fasta.filename.decode("utf-8") + basename = os.path.basename(filename) + + if basename.endswith(".fa") or basename.endswith(".fasta"): + return os.path.splitext(basename)[0] # Remove the extension and return + else: + return basename + return self._name + def register_genome(genome: Genome): """ @@ -130,19 +161,21 @@ def register_genome(genome: Genome): Examples -------- >>> genome = Genome( - ... fasta="tests/data/test.fasta", + ... fasta="tests/data/hg38.fa", ... chrom_sizes="tests/data/test.chrom.sizes", ... ) >>> register_genome(genome) + INFO Genome hg38 registered. """ if not isinstance(genome, Genome): raise TypeError("genome must be an instance of crested.Genome") conf.genome = genome + logger.info(f"Genome {genome.name} registered.") def _resolve_genome( genome: os.PathLike | Genome | None, - chromsizes_file: os.PathLike | None, + chromsizes_file: os.PathLike | None = None, annotation: os.PathLike | None = None, ) -> Genome: """Resolve the input to a Genome object. Required to keep backwards compatibility with fasta and chromsizes paths as inputs.""" diff --git a/src/crested/tl/_crested.py b/src/crested/tl/_crested.py index ab201e8..1822eae 100644 --- a/src/crested/tl/_crested.py +++ b/src/crested/tl/_crested.py @@ -798,7 +798,7 @@ def score_gene_locus( idx = all_class_names.index(class_name) if genome is None: - genome = FastaFile(self.anndatamodule.genome.fasta) + genome = self.anndatamodule.genome.fasta # Generate all windows and one-hot encode the sequences in parallel all_sequences = [] diff --git a/src/crested/tl/data/_anndatamodule.py b/src/crested/tl/data/_anndatamodule.py index b3c2cf8..924af06 100644 --- a/src/crested/tl/data/_anndatamodule.py +++ b/src/crested/tl/data/_anndatamodule.py @@ -39,7 +39,7 @@ class AnnDataModule: Instance of Genome or Path to the fasta file. If None, will look for a registered genome object. chromsizes_file - Path to the chromsizes file. + Path to the chromsizes file. Not required if genome is a Genome object. If genome is a path and chromsizes is not provided, will deduce the chromsizes from the fasta file. in_memory If True, the train and val sequences will be loaded into memory. Default is True. diff --git a/src/crested/tl/data/_dataset.py b/src/crested/tl/data/_dataset.py index 733d83c..123af48 100644 --- a/src/crested/tl/data/_dataset.py +++ b/src/crested/tl/data/_dataset.py @@ -8,7 +8,6 @@ import numpy as np from anndata import AnnData from loguru import logger -from pysam import FastaFile from scipy.sparse import spmatrix from tqdm import tqdm @@ -84,7 +83,7 @@ def __init__( regions: list[str] | None = None, ): """Initialize the SequenceLoader with the provided genome file and options.""" - self.genome = FastaFile(genome.fasta) + self.genome = genome.fasta self.chromsizes = genome.chrom_sizes self.in_memory = in_memory self.always_reverse_complement = always_reverse_complement diff --git a/src/crested/utils/_utils.py b/src/crested/utils/_utils.py index 5fde197..3c1e321 100644 --- a/src/crested/utils/_utils.py +++ b/src/crested/utils/_utils.py @@ -5,9 +5,9 @@ import numpy as np import pandas as pd -import pysam from loguru import logger +from crested._genome import Genome, _resolve_genome from crested._io import _extract_tracks_from_bigwig @@ -317,7 +317,9 @@ def extract_bigwig_values_per_bp( def fetch_sequences( - regions: str | list[str], genome: os.PathLike, uppercase: bool = True + regions: str | list[str], + genome: os.PathLike | Genome | None = None, + uppercase: bool = True, ) -> list[str]: """ Fetch sequences from a genome file for a list of regions using pysam. @@ -329,7 +331,8 @@ def fetch_sequences( regions List of regions to fetch sequences for. genome - Path to the genome file. + Path to the genome fasta or Genome instance or None. + If None, will look for a registered genome object. uppercase If True, return sequences in uppercase. @@ -344,12 +347,12 @@ def fetch_sequences( """ if isinstance(regions, str): regions = [regions] - fasta = pysam.FastaFile(genome) + genome = _resolve_genome(genome) seqs = [] for region in regions: chrom, start_end = region.split(":") start, end = start_end.split("-") - seq = fasta.fetch(chrom, int(start), int(end)) + seq = genome.fasta.fetch(chrom, int(start), int(end)) if uppercase: seq = seq.upper() seqs.append(seq) From 61c080abc0e44c59f9a1966c7c23c7bc7dbb4e36 Mon Sep 17 00:00:00 2001 From: LukasMahieu Date: Mon, 2 Dec 2024 17:52:52 +0100 Subject: [PATCH 15/24] correctly init the keras backend in the unit tests --- tests/__init__.py | 18 ++++++++++++++++++ 1 file changed, 18 insertions(+) diff --git a/tests/__init__.py b/tests/__init__.py index 4cb3f73..431424b 100644 --- a/tests/__init__.py +++ b/tests/__init__.py @@ -1 +1,19 @@ """Init file for the tests module.""" + +import os + +# Set keras backend +try: + import tensorflow as tf + + os.environ["KERAS_BACKEND"] = "tensorflow" + os.environ["TF_CPP_MIN_LOG_LEVEL"] = "3" +except ImportError: + try: + import torch + + os.environ["KERAS_BACKEND"] = "torch" + except ImportError as e: + raise ImportError( + "No backend found. Please install either tensorflow or pytorch." + ) from e From 192c882f7f50f7c96a7ab76b853b4b325b01bb7e Mon Sep 17 00:00:00 2001 From: Cas Blaauw <38132585+casblaauw@users.noreply.github.com> Date: Tue, 3 Dec 2024 15:15:35 +0100 Subject: [PATCH 16/24] Add fetch() to genome object --- src/crested/_genome.py | 37 ++++++++++++++++++++++++++++++++ src/crested/utils/_utils.py | 4 +--- tests/test_data.py | 42 +++++++++++++++++++++++++++++++++++++ 3 files changed, 80 insertions(+), 3 deletions(-) diff --git a/src/crested/_genome.py b/src/crested/_genome.py index b40ea5c..8d17329 100644 --- a/src/crested/_genome.py +++ b/src/crested/_genome.py @@ -10,6 +10,7 @@ from pysam import FastaFile import crested._conf as conf +from crested.utils import reverse_complement class Genome: @@ -146,6 +147,42 @@ def name(self) -> str: return basename return self._name + def fetch(self, chrom=None, start=None, end=None, strand = "+", region = None) -> str: + """ + Fetch a sequence from a genomic region. + + Start and end denote 0-based, half-open intervals, following the bed convention. + + Parameters + ---------- + chrom + The chromosome of the region to extract. + start + The start of the region to extract. Assumes 0-indexed positions. + end + The end of the region to extract, exclusive. + strand + The strand of the region. If '-', the sequence is reverse-complemented. Default is "+". + region + Alternatively, a region string to parse. If supplied together with chrom/start/end, explicit coordinates take priority. + + Returns + ------- + The requested sequence, as a string. + """ + if region and any(chrom, start, end): + logger.warning("Both region and chrom/start/end supplied. Using chrom/start/end...") + elif region: + if region[-2] == ":": + chrom, start_end, strand = region.split(":") + else: + chrom, start_end = region.split(":") + start, end = map(int, start_end.split("-")) + seq = self.fasta.fetch(reference=chrom, start=start, end=end) + if strand == "-": + return reverse_complement(seq) + else: + return seq def register_genome(genome: Genome): """ diff --git a/src/crested/utils/_utils.py b/src/crested/utils/_utils.py index 3c1e321..844a74b 100644 --- a/src/crested/utils/_utils.py +++ b/src/crested/utils/_utils.py @@ -350,9 +350,7 @@ def fetch_sequences( genome = _resolve_genome(genome) seqs = [] for region in regions: - chrom, start_end = region.split(":") - start, end = start_end.split("-") - seq = genome.fasta.fetch(chrom, int(start), int(end)) + seq = genome.fetch(region = region) if uppercase: seq = seq.upper() seqs.append(seq) diff --git a/tests/test_data.py b/tests/test_data.py index 8745f34..4a00a22 100644 --- a/tests/test_data.py +++ b/tests/test_data.py @@ -105,3 +105,45 @@ def test_import_beds_with_genome(genome): assert all( warning_text_filtered not in msg for msg in warning_messages ), "Warning about filtered regions was unexpectedly raised." + +def test_genome_fetch(genome): + """Test reading the genome.""" + import crested + + fasta_file = genome + genome = crested.Genome( + fasta=fasta_file, + chrom_sizes="tests/data/test.chrom.sizes", + ) + seq = genome.fetch('chr1', 10000, 10100) + assert len(seq) == 100 + + +def test_genome_fetch_region(genome): + """Test reading the genome with a region string.""" + import crested + + fasta_file = genome + genome = crested.Genome( + fasta=fasta_file, + chrom_sizes="tests/data/test.chrom.sizes", + ) + seq1 = genome.fetch('chr1', 10000, 10100) + seq2 = genome.fetch(region = 'chr1:10000-10100') + assert seq1 == seq2 + +def test_genome_fetch_reverse(genome): + """Test reading the genome on the negative strand.""" + import crested + + fasta_file = genome + genome = crested.Genome( + fasta=fasta_file, + chrom_sizes="tests/data/test.chrom.sizes", + ) + seq_forward = genome.fetch('chr1', 10000, 10100) + seq_rev = genome.fetch('chr1', 10000, 10100, "-") + seq_rev_region = genome.fetch(region = 'chr1:10000-10100:-') + assert seq_rev == crested.utils.reverse_complement(seq_forward) + assert seq_rev_region == seq_rev + From 2a22aea49ed3aa2757d4623ae08fe2844d50cc00 Mon Sep 17 00:00:00 2001 From: cblaauw Date: Tue, 3 Dec 2024 15:53:17 +0100 Subject: [PATCH 17/24] Resolve circular dependencies, add missing arg check --- src/crested/_genome.py | 8 +- src/crested/tl/_crested.py | 4 +- src/crested/tl/_explainer_tf.py | 2 +- src/crested/utils/__init__.py | 8 +- src/crested/utils/_seq_utils.py | 224 ++++++++++++++++++++++++++++++++ src/crested/utils/_utils.py | 219 ------------------------------- 6 files changed, 238 insertions(+), 227 deletions(-) create mode 100644 src/crested/utils/_seq_utils.py diff --git a/src/crested/_genome.py b/src/crested/_genome.py index 8d17329..ed553d8 100644 --- a/src/crested/_genome.py +++ b/src/crested/_genome.py @@ -10,7 +10,7 @@ from pysam import FastaFile import crested._conf as conf -from crested.utils import reverse_complement +from crested.utils._seq_utils import reverse_complement class Genome: @@ -170,7 +170,7 @@ def fetch(self, chrom=None, start=None, end=None, strand = "+", region = None) - ------- The requested sequence, as a string. """ - if region and any(chrom, start, end): + if region and (chrom or start or end): logger.warning("Both region and chrom/start/end supplied. Using chrom/start/end...") elif region: if region[-2] == ":": @@ -178,6 +178,10 @@ def fetch(self, chrom=None, start=None, end=None, strand = "+", region = None) - else: chrom, start_end = region.split(":") start, end = map(int, start_end.split("-")) + + if not (chrom and start and end): + raise ValueError("chrom/start/end must all be supplied to extract a sequence.") + seq = self.fasta.fetch(reference=chrom, start=start, end=end) if strand == "-": return reverse_complement(seq) diff --git a/src/crested/tl/_crested.py b/src/crested/tl/_crested.py index 1822eae..616050d 100644 --- a/src/crested/tl/_crested.py +++ b/src/crested/tl/_crested.py @@ -24,11 +24,11 @@ one_hot_encode_sequence, ) from crested.utils._logging import log_and_raise -from crested.utils._utils import ( - _weighted_difference, +from crested.utils._seq_utils import ( generate_motif_insertions, generate_mutagenesis, ) +from crested.utils._utils import _weighted_difference if os.environ["KERAS_BACKEND"] == "tensorflow": from crested.tl._explainer_tf import Explainer diff --git a/src/crested/tl/_explainer_tf.py b/src/crested/tl/_explainer_tf.py index fcec8e2..4dc132a 100644 --- a/src/crested/tl/_explainer_tf.py +++ b/src/crested/tl/_explainer_tf.py @@ -7,7 +7,7 @@ import numpy as np import tensorflow as tf -from crested.utils._utils import generate_mutagenesis +from crested.utils._seq_utils import generate_mutagenesis class Explainer: diff --git a/src/crested/utils/__init__.py b/src/crested/utils/__init__.py index ed7a1f8..b62cd5a 100644 --- a/src/crested/utils/__init__.py +++ b/src/crested/utils/__init__.py @@ -2,12 +2,14 @@ from ._logging import setup_logging from ._model_utils import permute_model +from ._seq_utils import ( + hot_encoding_to_sequence, + one_hot_encode_sequence, + reverse_complement, +) from ._utils import ( EnhancerOptimizer, extract_bigwig_values_per_bp, fetch_sequences, - hot_encoding_to_sequence, - one_hot_encode_sequence, read_bigwig_region, - reverse_complement, ) diff --git a/src/crested/utils/_seq_utils.py b/src/crested/utils/_seq_utils.py new file mode 100644 index 0000000..248d826 --- /dev/null +++ b/src/crested/utils/_seq_utils.py @@ -0,0 +1,224 @@ +from __future__ import annotations + +import numpy as np + + +def get_hot_encoding_table( + alphabet: str = "ACGT", + neutral_alphabet: str = "N", + neutral_value: float = 0.0, + dtype=np.float32, +) -> np.ndarray: + """Get hot encoding table to encode a DNA sequence to a numpy array with shape (len(sequence), len(alphabet)) using bytes.""" + + def str_to_uint8(string) -> np.ndarray: + """Convert string to byte representation.""" + return np.frombuffer(string.encode("ascii"), dtype=np.uint8) + + # 256 x 4 + hot_encoding_table = np.zeros( + (np.iinfo(np.uint8).max + 1, len(alphabet)), dtype=dtype + ) + + # For each ASCII value of the nucleotides used in the alphabet + # (upper and lower case), set 1 in the correct column. + hot_encoding_table[str_to_uint8(alphabet.upper())] = np.eye( + len(alphabet), dtype=dtype + ) + hot_encoding_table[str_to_uint8(alphabet.lower())] = np.eye( + len(alphabet), dtype=dtype + ) + + # For each ASCII value of the nucleotides used in the neutral alphabet + # (upper and lower case), set neutral_value in the correct column. + hot_encoding_table[str_to_uint8(neutral_alphabet.upper())] = neutral_value + hot_encoding_table[str_to_uint8(neutral_alphabet.lower())] = neutral_value + + return hot_encoding_table + + +HOT_ENCODING_TABLE = get_hot_encoding_table() + + +def one_hot_encode_sequence(sequence: str, expand_dim: bool = True) -> np.ndarray: + """ + One hot encode a DNA sequence. + + Will return a numpy array with shape (len(sequence), 4) if expand_dim is True, otherwise (4,). + Alphabet is ACGT. + + Parameters + ---------- + sequence + The DNA sequence to one hot encode. + expand_dim + Whether to expand the dimensions of the output array. + + Returns + ------- + The one hot encoded DNA sequence. + """ + if expand_dim: + return np.expand_dims( + HOT_ENCODING_TABLE[np.frombuffer(sequence.encode("ascii"), dtype=np.uint8)], + axis=0, + ) + else: + return HOT_ENCODING_TABLE[ + np.frombuffer(sequence.encode("ascii"), dtype=np.uint8) + ] + + +def generate_mutagenesis(x, include_original=True, flanks=(0, 0)): + """Generate all possible single point mutations in a sequence.""" + _, L, A = x.shape + start, end = 0, L + x_mut = [] + start = flanks[0] + end = L - flanks[1] + for length in range(start, end): + for a in range(A): + if not include_original: + if x[0, length, a] == 1: + continue + x_new = np.copy(x) + x_new[0, length, :] = 0 + x_new[0, length, a] = 1 + x_mut.append(x_new) + return np.concatenate(x_mut, axis=0) + + +def generate_motif_insertions(x, motif, flanks=(0, 0), masked_locations=None): + """Generate motif insertions in a sequence.""" + _, L, A = x.shape + start, end = 0, L + x_mut = [] + motif_length = motif.shape[1] + start = flanks[0] + end = L - flanks[1] - motif_length + 1 + insertion_locations = [] + + for motif_start in range(start, end): + motif_end = motif_start + motif_length + if masked_locations is not None: + if np.any( + (motif_start <= masked_locations) & (masked_locations < motif_end) + ): + continue + x_new = np.copy(x) + x_new[0, motif_start:motif_end, :] = motif + x_mut.append(x_new) + insertion_locations.append(motif_start) + + return np.concatenate(x_mut, axis=0), insertion_locations + + +def build_one_hot_decoding_table() -> np.ndarray: + """Get hot decoding table to decode a one hot encoded sequence to a DNA sequence string.""" + one_hot_decoding_table = np.full( + np.iinfo(np.uint8).max + 1, ord("N"), dtype=np.uint8 + ) + one_hot_decoding_table[1] = ord("A") + one_hot_decoding_table[2] = ord("C") + one_hot_decoding_table[4] = ord("G") + one_hot_decoding_table[8] = ord("T") + + return one_hot_decoding_table + + +HOT_DECODING_TABLE = build_one_hot_decoding_table() + + +def hot_encoding_to_sequence(one_hot_encoded_sequence: np.ndarray) -> str: + """ + Decode a one hot encoded sequence to a DNA sequence string. + + Parameters + ---------- + one_hot_encoded_sequence + A numpy array with shape (x, 4) with dtype=np.float32. + + Returns + ------- + The DNA sequence string of length x. + """ + # Convert hot encoded seqeuence from: + # (x, 4) with dtype=np.float32 + # to: + # (x, 4) with dtype=np.uint8 + # and finally combine ACGT dimensions to: + # (x, 1) with dtype=np.uint32 + hes_u32 = one_hot_encoded_sequence.astype(np.uint8).view(np.uint32) + + # Do some bitshifting magic to decode uint32 to DNA sequence string. + sequence = ( + HOT_DECODING_TABLE[ + ( + ( + hes_u32 << 31 >> 31 + ) # A: 2^0 : 1 -> 1 = A in HOT_DECODING_TABLE + | ( + hes_u32 << 23 >> 30 + ) # C: 2^8 : 256 -> 2 = C in HOT_DECODING_TABLE + | ( + hes_u32 << 15 >> 29 + ) # G: 2^16 : 65536 -> 4 = G in HOT_DECODING_TABLE + | ( + hes_u32 << 7 >> 28 + ) # T: 2^24 : 16777216 -> 8 = T in HOT_DECODING_TABLE + ).astype(np.uint8) + ] + .tobytes() + .decode("ascii") + ) + + return sequence + + +def reverse_complement(sequence: str | list[str] | np.ndarray) -> str | np.ndarray: + """ + Perform reverse complement on either a one-hot encoded array or a (list of) DNA sequence string(s). + + Parameters + ---------- + sequence + The DNA sequence string(s) or one-hot encoded array to reverse complement. + + Returns + ------- + The reverse complemented DNA sequence string or one-hot encoded array. + """ + + def complement_str(seq: str) -> str: + complement = str.maketrans("ACGTacgt", "TGCAtgca") + return seq.translate(complement)[::-1] + + if isinstance(sequence, str): + return complement_str(sequence) + elif isinstance(sequence, list): + return [complement_str(seq) for seq in sequence] + elif isinstance(sequence, np.ndarray): + if sequence.ndim == 2: + if sequence.shape[1] == 4: + return sequence[::-1, ::-1] + elif sequence.shape[0] == 4: + return sequence[:, ::-1][:, ::-1] + else: + raise ValueError( + "One-hot encoded array must have shape (W, 4) or (4, W)" + ) + elif sequence.ndim == 3: + if sequence.shape[1] == 4: + return sequence[:, ::-1, ::-1] + elif sequence.shape[2] == 4: + return sequence[:, ::-1, ::-1] + else: + raise ValueError( + "One-hot encoded array must have shape (B, 4, W) or (B, W, 4)" + ) + else: + raise ValueError("One-hot encoded array must have 2 or 3 dimensions") + else: + raise TypeError( + "Input must be either a DNA sequence string or a one-hot encoded array" + ) \ No newline at end of file diff --git a/src/crested/utils/_utils.py b/src/crested/utils/_utils.py index 844a74b..57c1c66 100644 --- a/src/crested/utils/_utils.py +++ b/src/crested/utils/_utils.py @@ -11,116 +11,6 @@ from crested._io import _extract_tracks_from_bigwig -def get_hot_encoding_table( - alphabet: str = "ACGT", - neutral_alphabet: str = "N", - neutral_value: float = 0.0, - dtype=np.float32, -) -> np.ndarray: - """Get hot encoding table to encode a DNA sequence to a numpy array with shape (len(sequence), len(alphabet)) using bytes.""" - - def str_to_uint8(string) -> np.ndarray: - """Convert string to byte representation.""" - return np.frombuffer(string.encode("ascii"), dtype=np.uint8) - - # 256 x 4 - hot_encoding_table = np.zeros( - (np.iinfo(np.uint8).max + 1, len(alphabet)), dtype=dtype - ) - - # For each ASCII value of the nucleotides used in the alphabet - # (upper and lower case), set 1 in the correct column. - hot_encoding_table[str_to_uint8(alphabet.upper())] = np.eye( - len(alphabet), dtype=dtype - ) - hot_encoding_table[str_to_uint8(alphabet.lower())] = np.eye( - len(alphabet), dtype=dtype - ) - - # For each ASCII value of the nucleotides used in the neutral alphabet - # (upper and lower case), set neutral_value in the correct column. - hot_encoding_table[str_to_uint8(neutral_alphabet.upper())] = neutral_value - hot_encoding_table[str_to_uint8(neutral_alphabet.lower())] = neutral_value - - return hot_encoding_table - - -HOT_ENCODING_TABLE = get_hot_encoding_table() - - -def one_hot_encode_sequence(sequence: str, expand_dim: bool = True) -> np.ndarray: - """ - One hot encode a DNA sequence. - - Will return a numpy array with shape (len(sequence), 4) if expand_dim is True, otherwise (4,). - Alphabet is ACGT. - - Parameters - ---------- - sequence - The DNA sequence to one hot encode. - expand_dim - Whether to expand the dimensions of the output array. - - Returns - ------- - The one hot encoded DNA sequence. - """ - if expand_dim: - return np.expand_dims( - HOT_ENCODING_TABLE[np.frombuffer(sequence.encode("ascii"), dtype=np.uint8)], - axis=0, - ) - else: - return HOT_ENCODING_TABLE[ - np.frombuffer(sequence.encode("ascii"), dtype=np.uint8) - ] - - -def generate_mutagenesis(x, include_original=True, flanks=(0, 0)): - """Generate all possible single point mutations in a sequence.""" - _, L, A = x.shape - start, end = 0, L - x_mut = [] - start = flanks[0] - end = L - flanks[1] - for length in range(start, end): - for a in range(A): - if not include_original: - if x[0, length, a] == 1: - continue - x_new = np.copy(x) - x_new[0, length, :] = 0 - x_new[0, length, a] = 1 - x_mut.append(x_new) - return np.concatenate(x_mut, axis=0) - - -def generate_motif_insertions(x, motif, flanks=(0, 0), masked_locations=None): - """Generate motif insertions in a sequence.""" - _, L, A = x.shape - start, end = 0, L - x_mut = [] - motif_length = motif.shape[1] - start = flanks[0] - end = L - flanks[1] - motif_length + 1 - insertion_locations = [] - - for motif_start in range(start, end): - motif_end = motif_start + motif_length - if masked_locations is not None: - if np.any( - (motif_start <= masked_locations) & (masked_locations < motif_end) - ): - continue - x_new = np.copy(x) - x_new[0, motif_start:motif_end, :] = motif - x_mut.append(x_new) - insertion_locations.append(motif_start) - - return np.concatenate(x_mut, axis=0), insertion_locations - - class EnhancerOptimizer: """ Class to optimize the mutated sequence based on the original prediction. @@ -180,68 +70,6 @@ def _weighted_difference( return np.argmax(score) -def build_one_hot_decoding_table() -> np.ndarray: - """Get hot decoding table to decode a one hot encoded sequence to a DNA sequence string.""" - one_hot_decoding_table = np.full( - np.iinfo(np.uint8).max + 1, ord("N"), dtype=np.uint8 - ) - one_hot_decoding_table[1] = ord("A") - one_hot_decoding_table[2] = ord("C") - one_hot_decoding_table[4] = ord("G") - one_hot_decoding_table[8] = ord("T") - - return one_hot_decoding_table - - -HOT_DECODING_TABLE = build_one_hot_decoding_table() - - -def hot_encoding_to_sequence(one_hot_encoded_sequence: np.ndarray) -> str: - """ - Decode a one hot encoded sequence to a DNA sequence string. - - Parameters - ---------- - one_hot_encoded_sequence - A numpy array with shape (x, 4) with dtype=np.float32. - - Returns - ------- - The DNA sequence string of length x. - """ - # Convert hot encoded seqeuence from: - # (x, 4) with dtype=np.float32 - # to: - # (x, 4) with dtype=np.uint8 - # and finally combine ACGT dimensions to: - # (x, 1) with dtype=np.uint32 - hes_u32 = one_hot_encoded_sequence.astype(np.uint8).view(np.uint32) - - # Do some bitshifting magic to decode uint32 to DNA sequence string. - sequence = ( - HOT_DECODING_TABLE[ - ( - ( - hes_u32 << 31 >> 31 - ) # A: 2^0 : 1 -> 1 = A in HOT_DECODING_TABLE - | ( - hes_u32 << 23 >> 30 - ) # C: 2^8 : 256 -> 2 = C in HOT_DECODING_TABLE - | ( - hes_u32 << 15 >> 29 - ) # G: 2^16 : 65536 -> 4 = G in HOT_DECODING_TABLE - | ( - hes_u32 << 7 >> 28 - ) # T: 2^24 : 16777216 -> 8 = T in HOT_DECODING_TABLE - ).astype(np.uint8) - ] - .tobytes() - .decode("ascii") - ) - - return sequence - - def get_value_from_dataframe(df: pd.DataFrame, row_name: str, column_name: str): """ Retrieve a single value from a DataFrame based on the given row index and column name. @@ -429,50 +257,3 @@ def read_bigwig_region( return values, positions -def reverse_complement(sequence: str | list[str] | np.ndarray) -> str | np.ndarray: - """ - Perform reverse complement on either a one-hot encoded array or a (list of) DNA sequence string(s). - - Parameters - ---------- - sequence - The DNA sequence string(s) or one-hot encoded array to reverse complement. - - Returns - ------- - The reverse complemented DNA sequence string or one-hot encoded array. - """ - - def complement_str(seq: str) -> str: - complement = str.maketrans("ACGTacgt", "TGCAtgca") - return seq.translate(complement)[::-1] - - if isinstance(sequence, str): - return complement_str(sequence) - elif isinstance(sequence, list): - return [complement_str(seq) for seq in sequence] - elif isinstance(sequence, np.ndarray): - if sequence.ndim == 2: - if sequence.shape[1] == 4: - return sequence[::-1, ::-1] - elif sequence.shape[0] == 4: - return sequence[:, ::-1][:, ::-1] - else: - raise ValueError( - "One-hot encoded array must have shape (W, 4) or (4, W)" - ) - elif sequence.ndim == 3: - if sequence.shape[1] == 4: - return sequence[:, ::-1, ::-1] - elif sequence.shape[2] == 4: - return sequence[:, ::-1, ::-1] - else: - raise ValueError( - "One-hot encoded array must have shape (B, 4, W) or (B, W, 4)" - ) - else: - raise ValueError("One-hot encoded array must have 2 or 3 dimensions") - else: - raise TypeError( - "Input must be either a DNA sequence string or a one-hot encoded array" - ) From 307282d426b0d9a9c9b6a6bcb0cc62525d1ed2a5 Mon Sep 17 00:00:00 2001 From: cblaauw Date: Tue, 3 Dec 2024 15:53:40 +0100 Subject: [PATCH 18/24] Add more tests --- tests/test_data.py | 30 +++++++++++++++++++++++++++++- 1 file changed, 29 insertions(+), 1 deletion(-) diff --git a/tests/test_data.py b/tests/test_data.py index 4a00a22..7ae5d0a 100644 --- a/tests/test_data.py +++ b/tests/test_data.py @@ -144,6 +144,34 @@ def test_genome_fetch_reverse(genome): seq_forward = genome.fetch('chr1', 10000, 10100) seq_rev = genome.fetch('chr1', 10000, 10100, "-") seq_rev_region = genome.fetch(region = 'chr1:10000-10100:-') - assert seq_rev == crested.utils.reverse_complement(seq_forward) + assert seq_rev == crested._utils.reverse_complement(seq_forward) assert seq_rev_region == seq_rev +def test_genome_fetch_mismatch(genome): + """Test reading the genome when supplying both coordinates and a region.""" + import crested + + fasta_file = genome + genome = crested.Genome( + fasta=fasta_file, + chrom_sizes="tests/data/test.chrom.sizes", + ) + seq = genome.fetch('chr1', 10000, 10100, region = 'chr1:10000-10200') + assert len(seq_rev) == 100 + +def test_genome_fetch_missing(genome): + """Test reading the genome when not supplying all information""" + import crested + + fasta_file = genome + genome = crested.Genome( + fasta=fasta_file, + chrom_sizes="tests/data/test.chrom.sizes", + ) + with pytest.raises(ValueError): + seq = genome.fetch('chr1', 10000) + with pytest.raises(ValueError): + seq = genome.fetch('chr1', end = 10100) + with pytest.raises(ValueError): + seq = genome.fetch('chr1', 10000, region = 'chr1:10000-10200') + From 4ddeeb913d8745de7ed0255070c63ce6b52ce4a2 Mon Sep 17 00:00:00 2001 From: cblaauw Date: Tue, 3 Dec 2024 15:57:52 +0100 Subject: [PATCH 19/24] Fix test bug and some ruff stuff --- src/crested/_genome.py | 4 ++-- src/crested/utils/_seq_utils.py | 2 +- tests/test_data.py | 8 ++++---- 3 files changed, 7 insertions(+), 7 deletions(-) diff --git a/src/crested/_genome.py b/src/crested/_genome.py index ed553d8..e3e9fce 100644 --- a/src/crested/_genome.py +++ b/src/crested/_genome.py @@ -178,10 +178,10 @@ def fetch(self, chrom=None, start=None, end=None, strand = "+", region = None) - else: chrom, start_end = region.split(":") start, end = map(int, start_end.split("-")) - + if not (chrom and start and end): raise ValueError("chrom/start/end must all be supplied to extract a sequence.") - + seq = self.fasta.fetch(reference=chrom, start=start, end=end) if strand == "-": return reverse_complement(seq) diff --git a/src/crested/utils/_seq_utils.py b/src/crested/utils/_seq_utils.py index 248d826..5e827d3 100644 --- a/src/crested/utils/_seq_utils.py +++ b/src/crested/utils/_seq_utils.py @@ -221,4 +221,4 @@ def complement_str(seq: str) -> str: else: raise TypeError( "Input must be either a DNA sequence string or a one-hot encoded array" - ) \ No newline at end of file + ) diff --git a/tests/test_data.py b/tests/test_data.py index 7ae5d0a..743c9c8 100644 --- a/tests/test_data.py +++ b/tests/test_data.py @@ -157,7 +157,7 @@ def test_genome_fetch_mismatch(genome): chrom_sizes="tests/data/test.chrom.sizes", ) seq = genome.fetch('chr1', 10000, 10100, region = 'chr1:10000-10200') - assert len(seq_rev) == 100 + assert len(seq) == 100 def test_genome_fetch_missing(genome): """Test reading the genome when not supplying all information""" @@ -169,9 +169,9 @@ def test_genome_fetch_missing(genome): chrom_sizes="tests/data/test.chrom.sizes", ) with pytest.raises(ValueError): - seq = genome.fetch('chr1', 10000) + genome.fetch('chr1', 10000) with pytest.raises(ValueError): - seq = genome.fetch('chr1', end = 10100) + genome.fetch('chr1', end = 10100) with pytest.raises(ValueError): - seq = genome.fetch('chr1', 10000, region = 'chr1:10000-10200') + genome.fetch('chr1', 10000, region = 'chr1:10000-10200') From 8be54c52b0d7fc6e426fd105c231f7667cc319d7 Mon Sep 17 00:00:00 2001 From: cblaauw Date: Tue, 3 Dec 2024 16:18:51 +0100 Subject: [PATCH 20/24] Fix more test bugs --- tests/test_data.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_data.py b/tests/test_data.py index 743c9c8..632f1d1 100644 --- a/tests/test_data.py +++ b/tests/test_data.py @@ -144,7 +144,7 @@ def test_genome_fetch_reverse(genome): seq_forward = genome.fetch('chr1', 10000, 10100) seq_rev = genome.fetch('chr1', 10000, 10100, "-") seq_rev_region = genome.fetch(region = 'chr1:10000-10100:-') - assert seq_rev == crested._utils.reverse_complement(seq_forward) + assert seq_rev == crested.utils.reverse_complement(seq_forward) assert seq_rev_region == seq_rev def test_genome_fetch_mismatch(genome): From 37fd9390d38324db677967071fb0d2551d351fdd Mon Sep 17 00:00:00 2001 From: cblaauw Date: Fri, 6 Dec 2024 16:26:00 +0100 Subject: [PATCH 21/24] Add automatic chromsizes to change_regions_width --- src/crested/pp/_regions.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/src/crested/pp/_regions.py b/src/crested/pp/_regions.py index 38d58db..36c2a1c 100644 --- a/src/crested/pp/_regions.py +++ b/src/crested/pp/_regions.py @@ -9,6 +9,7 @@ from anndata import AnnData from loguru import logger +from crested import _conf as conf from crested.utils._logging import log_and_raise @@ -58,7 +59,7 @@ def _check_input_params(chromsizes_file): chromsizes_file = Path(chromsizes_file) if not chromsizes_file.is_file(): raise FileNotFoundError(f"File '{chromsizes_file}' not found") - if chromsizes_file is None: + if chromsizes_file is None and not conf.genome: logger.warning( "Chromsizes file not provided. Will not check if regions are within chromosomes", stacklevel=1, @@ -68,6 +69,8 @@ def _check_input_params(chromsizes_file): if chromsizes_file is not None: chromsizes = _read_chromsizes(chromsizes_file) + elif conf.genome: + chromsizes = conf.genome.chrom_sizes centers = (adata.var["start"] + adata.var["end"]) / 2 half_width = width / 2 From 164cca41292e5735493904238af37f042a991357 Mon Sep 17 00:00:00 2001 From: cblaauw Date: Fri, 6 Dec 2024 16:27:37 +0100 Subject: [PATCH 22/24] Update tutorial with Genome class --- docs/tutorials/model_training_and_eval.ipynb | 1235 ++++++++---------- 1 file changed, 529 insertions(+), 706 deletions(-) diff --git a/docs/tutorials/model_training_and_eval.ipynb b/docs/tutorials/model_training_and_eval.ipynb index e235e7e..2a47823 100644 --- a/docs/tutorials/model_training_and_eval.ipynb +++ b/docs/tutorials/model_training_and_eval.ipynb @@ -6,7 +6,7 @@ "source": [ "# Introduction to CREsted with Peak Regression\n", "\n", - "In this introductory notebook, we will train a peak regression model on the mouse BICCN data and inspect the results to get a feel for the capabilities of the CREsted package. " + "In this introductory notebook, we will train a peak regression model on the [mouse BICCN data](https://www.biorxiv.org/content/10.1101/2024.08.21.609075v2) and inspect the results to get a feel for the capabilities of the CREsted package. " ] }, { @@ -28,40 +28,26 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [], - "source": [ - "# Feel free to ignore this, necessary for my own setup\n", - "import os\n", - "import sys\n", - "\n", - "os.environ[\"PATH\"] = \"/data/projects/c04/cbd-saerts/nkemp/tools:\" + os.environ[\"PATH\"]\n", - "\n", - "sys.path.insert(\n", - " 0,\n", - " \"/home/VIB.LOCAL/niklas.kempynck/.conda/envs/crested/lib/python3.11/site-packages\",\n", - ")\n", - "sys.path.insert(0, \"/data/projects/c04/cbd-saerts/nkemp/software/CREsted/src\")\n", - "sys.path.insert(0, \"/data/projects/c04/cbd-saerts/nkemp/tools/\")" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2024-11-15 13:47:25.650703: I tensorflow/core/util/port.cc:113] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n", - "2024-11-15 13:47:25.687972: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", - "To enable the following instructions: AVX2 AVX512F AVX512_VNNI AVX512_BF16 AVX512_FP16 AVX_VNNI AMX_TILE AMX_INT8 AMX_BF16 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", - "2024-11-15 13:47:28.235522: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n", - "\u001b[32m2024-11-15 13:47:36.768\u001b[0m | \u001b[33m\u001b[1mWARNING \u001b[0m | \u001b[36mcrested.tl\u001b[0m:\u001b[36m\u001b[0m:\u001b[36m25\u001b[0m - \u001b[33m\u001b[1mmodiscolite is not installed, 'crested.tl.modisco' module will not be available.\u001b[0m\n" + "2024-12-06 10:26:01.489873: I tensorflow/core/util/port.cc:113] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n", + "2024-12-06 10:26:16.151493: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", + "To enable the following instructions: AVX2 AVX512F AVX512_VNNI AVX512_BF16 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2024-12-06 10:28:37.873955: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n", + "Matplotlib is building the font cache; this may take a moment.\n" ] } ], "source": [ + "from pathlib import Path\n", + "import numpy as np\n", + "import matplotlib\n", + "from sklearn.metrics import pairwise\n", + "import anndata as ad\n", + "import keras\n", "import crested" ] }, @@ -70,13 +56,19 @@ "execution_count": null, "metadata": {}, "outputs": [], + "source": [ + "# Set the font type to ensure text is saved as whole words\n", + "matplotlib.rcParams[\"pdf.fonttype\"] = 42 # Use TrueType fonts instead of Type 3 fonts\n", + "matplotlib.rcParams[\"ps.fonttype\"] = 42 # For PostScript as well, if needed" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], "source": [ "# Download the tutorial data\n", - "import os\n", - "\n", - "os.environ[\n", - " \"CRESTED_DATA_DIR\"\n", - "] = \"../../../Crested_testing/data/tmp\" # Change this to your desired directory\n", "bigwigs_folder, regions_file = crested.get_dataset(\"mouse_cortex_bigwig\")" ] }, @@ -84,29 +76,34 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Or if you have the data already available:" + "By loading our genome in the {class}`crested.Genome` class and setting it with {func}`~crested.register_genome`, the genome is automatically used in all functions throughout CREsted." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2024-12-06T10:56:33.229954+0100 INFO Genome mm10 registered.\n" + ] + } + ], "source": [ - "bigwigs_folder = (\n", - " \"/home/VIB.LOCAL/niklas.kempynck/nkemp/mouse/biccn/bigwigs/fragments_bws/\"\n", - ")\n", - "regions_file = (\n", - " \"/home/VIB.LOCAL/niklas.kempynck/nkemp/mouse/biccn/consensus_peaks_inputs.bed\"\n", - ")\n", - "chromsizes_file = \"/home/VIB.LOCAL/niklas.kempynck/nkemp/mouse/biccn/mm.chrom.sizes\"" + "# Set the genome\n", + "genome_dir = Path(\"/staging/leuven/res_00001/genomes/mus_musculus/mm10_ucsc/fasta/\")\n", + "genome = crested.Genome(genome_dir / \"mm10.fa\", genome_dir / \"mm10.chrom.sizes\")\n", + "crested.register_genome(genome)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We can use the {func}`~crested.import_bigwigs` function to import bigwigs per cell type and a consensus regions BED file into an {class}`anndata.AnnData` object,\n", + "We can use the {func}`~crested.import_bigwigs` function to import bigwigs per cell type and a consensus regions BED file into an {class}`ad.AnnData` object,\n", "with the imported cell types as the `AnnData.obs` and the consensus peak regions as the `AnnData.var`. \n", "\n", "Optionally, provide a chromsizes file to filter out regions that are not within the chromsizes. " @@ -121,7 +118,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "2024-11-15T13:43:03.892523+0100 INFO Extracting values from 19 bigWig files...\n" + "2024-12-06T10:56:41.326700+0100 INFO Extracting values from 19 bigWig files...\n" ] }, { @@ -142,7 +139,6 @@ " bigwigs_folder=bigwigs_folder,\n", " regions_file=regions_file,\n", " target_region_width=1000, # optionally, use a different width than the consensus regions file (500bp) for the .X values calculation\n", - " chromsizes_file=chromsizes_file,\n", " target=\"mean\", # or \"max\", \"count\", \"logcount\" --> what we will be predicting\n", ")\n", "adata" @@ -208,38 +204,38 @@ " \n", " \n", " \n", - " chr1:3093998-3096112\n", + " chr1:3094805-3095305\n", " chr1\n", - " 3093998\n", - " 3096112\n", + " 3094805\n", + " 3095305\n", " train\n", " \n", " \n", - " chr1:3094663-3096777\n", + " chr1:3095470-3095970\n", " chr1\n", - " 3094663\n", - " 3096777\n", + " 3095470\n", + " 3095970\n", " train\n", " \n", " \n", - " chr1:3111367-3113481\n", + " chr1:3112174-3112674\n", " chr1\n", - " 3111367\n", - " 3113481\n", + " 3112174\n", + " 3112674\n", " train\n", " \n", " \n", - " chr1:3112727-3114841\n", + " chr1:3113534-3114034\n", " chr1\n", - " 3112727\n", - " 3114841\n", + " 3113534\n", + " 3114034\n", " train\n", " \n", " \n", - " chr1:3118939-3121053\n", + " chr1:3119746-3120246\n", " chr1\n", - " 3118939\n", - " 3121053\n", + " 3119746\n", + " 3120246\n", " train\n", " \n", " \n", @@ -250,38 +246,38 @@ " ...\n", " \n", " \n", - " chrX:169878506-169880620\n", + " chrX:169879313-169879813\n", " chrX\n", - " 169878506\n", - " 169880620\n", + " 169879313\n", + " 169879813\n", " train\n", " \n", " \n", - " chrX:169879374-169881488\n", + " chrX:169880181-169880681\n", " chrX\n", - " 169879374\n", - " 169881488\n", + " 169880181\n", + " 169880681\n", " train\n", " \n", " \n", - " chrX:169924670-169926784\n", + " chrX:169925477-169925977\n", " chrX\n", - " 169924670\n", - " 169926784\n", + " 169925477\n", + " 169925977\n", " train\n", " \n", " \n", - " chrX:169947743-169949857\n", + " chrX:169948550-169949050\n", " chrX\n", - " 169947743\n", - " 169949857\n", + " 169948550\n", + " 169949050\n", " train\n", " \n", " \n", - " chrX:169950171-169952285\n", + " chrX:169950978-169951478\n", " chrX\n", - " 169950171\n", - " 169952285\n", + " 169950978\n", + " 169951478\n", " train\n", " \n", " \n", @@ -292,17 +288,17 @@ "text/plain": [ " chr start end split\n", "region \n", - "chr1:3093998-3096112 chr1 3093998 3096112 train\n", - "chr1:3094663-3096777 chr1 3094663 3096777 train\n", - "chr1:3111367-3113481 chr1 3111367 3113481 train\n", - "chr1:3112727-3114841 chr1 3112727 3114841 train\n", - "chr1:3118939-3121053 chr1 3118939 3121053 train\n", + "chr1:3094805-3095305 chr1 3094805 3095305 train\n", + "chr1:3095470-3095970 chr1 3095470 3095970 train\n", + "chr1:3112174-3112674 chr1 3112174 3112674 train\n", + "chr1:3113534-3114034 chr1 3113534 3114034 train\n", + "chr1:3119746-3120246 chr1 3119746 3120246 train\n", "... ... ... ... ...\n", - "chrX:169878506-169880620 chrX 169878506 169880620 train\n", - "chrX:169879374-169881488 chrX 169879374 169881488 train\n", - "chrX:169924670-169926784 chrX 169924670 169926784 train\n", - "chrX:169947743-169949857 chrX 169947743 169949857 train\n", - "chrX:169950171-169952285 chrX 169950171 169952285 train\n", + "chrX:169879313-169879813 chrX 169879313 169879813 train\n", + "chrX:169880181-169880681 chrX 169880181 169880681 train\n", + "chrX:169925477-169925977 chrX 169925477 169925977 train\n", + "chrX:169948550-169949050 chrX 169948550 169949050 train\n", + "chrX:169950978-169951478 chrX 169950978 169951478 train\n", "\n", "[546993 rows x 4 columns]" ] @@ -338,12 +334,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Region Width\n", + "### Region width\n", "\n", "For this example we're interested in training on wider regions than our consensus regions file (500bp) to also include some sequence information from the tails of our peaks. \n", "\n", "We change it to 2114 bp regions since that is what chrombpnet was originally trained on and that's the model architecture we'll be using. \n", - "This is an arbitrary choice and can be changed to any width you prefer. \n", + "This is an arbitrary choice and can be changed to any width you prefer, as long as it's compatible with the model architecture you're using. \n", "Wider regions will mean that you don't only include sequence information from the center of the peaks and could effectively increase your dataset size if the tails of the peak include meaningful information, but could also introduce noise if the tails are not informative. \n", "Wider regions will also increase the computational cost of training the model. " ] @@ -357,7 +353,6 @@ "crested.pp.change_regions_width(\n", " adata,\n", " 2114,\n", - " chromsizes_file=\"/home/VIB.LOCAL/niklas.kempynck/nkemp/mouse/biccn/mm.chrom.sizes\",\n", ") # change the adata width of the regions to 2114bp" ] }, @@ -381,8 +376,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "2024-11-15T13:43:48.426488+0100 INFO Filtering on top k Gini scores...\n", - "2024-11-15T13:43:51.797947+0100 INFO Added normalization weights to adata.obsm['weights']...\n" + "2024-12-06T10:57:14.443653+0100 INFO Filtering on top k Gini scores...\n", + "2024-12-06T10:57:21.356379+0100 INFO Added normalization weights to adata.obsm['weights']...\n" ] }, { @@ -428,32 +423,32 @@ " train\n", " \n", " \n", - " chr13:30900787-30902901\n", - " chr13\n", - " 30900787\n", - " 30902901\n", - " train\n", - " \n", - " \n", - " chr9:65586049-65588163\n", + " chr9:65587095-65589209\n", " chr9\n", - " 65586049\n", - " 65588163\n", + " 65587095\n", + " 65589209\n", " test\n", " \n", " \n", - " chr9:65586556-65588670\n", + " chr9:65604601-65606715\n", " chr9\n", - " 65586556\n", - " 65588670\n", + " 65604601\n", + " 65606715\n", " test\n", " \n", " \n", - " chr9:65587095-65589209\n", - " chr9\n", - " 65587095\n", - " 65589209\n", - " test\n", + " chr19:18669675-18671789\n", + " chr19\n", + " 18669675\n", + " 18671789\n", + " train\n", + " \n", + " \n", + " chr19:18670209-18672323\n", + " chr19\n", + " 18670209\n", + " 18672323\n", + " train\n", " \n", " \n", " ...\n", @@ -463,18 +458,25 @@ " ...\n", " \n", " \n", - " chr9:65459289-65461403\n", + " chr9:65461589-65463703\n", " chr9\n", - " 65459289\n", - " 65461403\n", + " 65461589\n", + " 65463703\n", " test\n", " \n", " \n", - " chr9:65459852-65461966\n", - " chr9\n", - " 65459852\n", - " 65461966\n", - " test\n", + " chr5:76564462-76566576\n", + " chr5\n", + " 76564462\n", + " 76566576\n", + " train\n", + " \n", + " \n", + " chr13:30711675-30713789\n", + " chr13\n", + " 30711675\n", + " 30713789\n", + " train\n", " \n", " \n", " chr5:76587680-76589794\n", @@ -490,34 +492,27 @@ " 65525196\n", " test\n", " \n", - " \n", - " chr19:18337654-18339768\n", - " chr19\n", - " 18337654\n", - " 18339768\n", - " train\n", - " \n", " \n", "\n", - "

48318 rows × 4 columns

\n", + "

47962 rows × 4 columns

\n", "" ], "text/plain": [ " chr start end split\n", "region \n", "chr5:76656624-76658738 chr5 76656624 76658738 train\n", - "chr13:30900787-30902901 chr13 30900787 30902901 train\n", - "chr9:65586049-65588163 chr9 65586049 65588163 test\n", - "chr9:65586556-65588670 chr9 65586556 65588670 test\n", "chr9:65587095-65589209 chr9 65587095 65589209 test\n", + "chr9:65604601-65606715 chr9 65604601 65606715 test\n", + "chr19:18669675-18671789 chr19 18669675 18671789 train\n", + "chr19:18670209-18672323 chr19 18670209 18672323 train\n", "... ... ... ... ...\n", - "chr9:65459289-65461403 chr9 65459289 65461403 test\n", - "chr9:65459852-65461966 chr9 65459852 65461966 test\n", + "chr9:65461589-65463703 chr9 65461589 65463703 test\n", + "chr5:76564462-76566576 chr5 76564462 76566576 train\n", + "chr13:30711675-30713789 chr13 30711675 30713789 train\n", "chr5:76587680-76589794 chr5 76587680 76589794 train\n", "chr9:65523082-65525196 chr9 65523082 65525196 test\n", - "chr19:18337654-18339768 chr19 18337654 18339768 train\n", "\n", - "[48318 rows x 4 columns]" + "[47962 rows x 4 columns]" ] }, "execution_count": 7, @@ -540,12 +535,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -557,7 +552,7 @@ "source": [ "%matplotlib inline\n", "crested.pl.bar.normalization_weights(\n", - " adata, title=\"Normalization Weights per Cell Type\", x_label_rotation=90\n", + " adata, title=\"Normalization weights per cell type\", x_label_rotation=90\n", ")" ] }, @@ -571,7 +566,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -598,51 +593,28 @@ "\n", "We'll start by initializing the {class}`crested.tl.data.AnnDataModule` object with our data. \n", "This will tell our model how to load the data and what data to load during fitting/evaluation.\n", - "The main arguments to supply are the `adata` object, the `genome` file path, and the `batch_size`. \n", - "Other optional arguments are related to the training data loading (e.g. shuffling, whether to load the sequences into memory, ...).\n", - "\n", - "The genome file you need to provide yourself as this is not included in the crested package." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "import crested" + "The main arguments to supply are the `adata` object and the `batch_size`, and optionally the `genome` path or object if not registered already.\n", + "Other optional arguments are related to the training data loading (e.g. shuffling, whether to load the sequences into memory, ...)." ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# read in your preprocessed data\n", - "import anndata\n", - "\n", - "adata = anndata.read_h5ad(\"mouse_biccn_data_fr.h5ad\")" + "adata = ad.read_h5ad(\"mouse_biccn_data_fr.h5ad\")" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 11, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2024-11-15T13:47:37.100594+0100 WARNING Chromsizes file not provided when shifting. Will not check if shifted regions are within chromosomes\n" - ] - } - ], + "outputs": [], "source": [ - "genome_file = \"/home/VIB.LOCAL/niklas.kempynck/nkemp/software/dev_DeepPeak/DeepPeak/data/raw_mm/genome.fa\"\n", "datamodule = crested.tl.data.AnnDataModule(\n", " adata,\n", - " genome_file=genome_file,\n", " batch_size=256, # lower this if you encounter OOM errors\n", " max_stochastic_shift=3, # optional augmentation\n", " always_reverse_complement=True, # default True. Will double the effective size of the training dataset.\n", @@ -662,21 +634,21 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2024-11-15 13:47:39.226411: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1928] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 78790 MB memory: -> device: 0, name: NVIDIA H100 80GB HBM3, pci bus id: 0000:68:00.0, compute capability: 9.0\n" + "2024-12-05 13:55:05.190203: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1928] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 78783 MB memory: -> device: 0, name: NVIDIA H100 80GB HBM3, pci bus id: 0000:c6:00.0, compute capability: 9.0\n" ] } ], "source": [ "# Load chrombpnet architecture for a dataset with 2114bp regions and 19 cell types\n", "model_architecture = crested.tl.zoo.chrombpnet(\n", - " seq_len=2114, num_classes=len(list(adata.obs_names))\n", + " seq_len=2114, num_classes=adata.n_obs\n", ")" ] }, @@ -693,14 +665,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "TaskConfig(optimizer=, loss=, metrics=[, , , , , , ])\n" + "TaskConfig(optimizer=, loss=, metrics=[, , , , , , ])\n" ] } ], @@ -725,21 +697,20 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "TaskConfig(optimizer=, loss=, metrics=[, , , , , , ])\n" + "TaskConfig(optimizer=, loss=, metrics=[, , , , , , ])\n" ] } ], "source": [ "# Create your own configuration\n", "# I recommend trying this for peak regression with a weighted cosine mse log loss function\n", - "import keras\n", "\n", "optimizer = keras.optimizers.Adam(learning_rate=1e-3)\n", "loss = crested.tl.losses.CosineMSELogLoss(max_weight=100)\n", @@ -780,7 +751,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -790,14 +761,175 @@ " model=model_architecture,\n", " config=alternative_config,\n", " project_name=\"mouse_biccn\", # change to your liking\n", - " run_name=\"dyn_log_loss_fr\", # change to your liking\n", + " run_name=\"tutorial_defaults\", # change to your liking\n", + " logger=\"wandb\", # or 'tensorboard', 'dvc'\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Finetuning on cell type-specific regions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Subsetting the consensuspeak set" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For peak regression models, we recommend to continue training the model trained on all consensuspeaks on a subset of cell type-specific regions.\n", + "Since we are interested in understanding the enhancer code uniquely identifying the cell types in the dataset, finetuning on specific regions will allow us to approach that.\n", + "We define specific regions as regions with a high Gini index, indicating that their peak distribution over all cell types will be skewed and specific for one or more cell types." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Read the documentation of the {func}`crested.pp.filter_regions_on_specificity` function for more information on how the filtering is done. " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2024-12-06T10:57:36.942913+0100 INFO After specificity filtering, kept 88835 out of 546993 regions.\n" + ] + }, + { + "data": { + "text/plain": [ + "AnnData object with n_obs × n_vars = 19 × 88835\n", + " obs: 'file_path'\n", + " var: 'chr', 'start', 'end', 'split'\n", + " obsm: 'weights'" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "crested.pp.filter_regions_on_specificity(\n", + " adata, gini_std_threshold=1.0\n", + ") # All regions with a Gini index 1 std above the mean across all regions will be kept\n", + "adata" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "adata.write_h5ad(\"mouse_biccn_data_filtered.h5ad\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Loading the pretrained model on all consensus peaks and finetuning with lower learning rate" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "datamodule = crested.tl.data.AnnDataModule(\n", + " adata,\n", + " batch_size=64, # Recommended to go for a smaller batch size than in the pretrained model\n", + " max_stochastic_shift=3,\n", + " always_reverse_complement=True,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-12-06 11:26:04.408253: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1928] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 78783 MB memory: -> device: 0, name: NVIDIA H100 80GB HBM3, pci bus id: 0000:c6:00.0, compute capability: 9.0\n" + ] + } + ], + "source": [ + "# First load the pretrained model on all peaks\n", + "model_architecture = keras.models.load_model(\n", + " \"mouse_biccn/tutorial_defaults/checkpoints/13.keras\", compile=False\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TaskConfig(optimizer=, loss=, metrics=[, , , , , , ])\n" + ] + } + ], + "source": [ + "# Use the same config you used for the pretrained model. EXCEPT THE LEARNING RATE, make sure that is lower than it was on the epoch you select the model from.\n", + "optimizer = keras.optimizers.Adam(learning_rate=1e-4) # Lower LR!\n", + "loss = crested.tl.losses.CosineMSELogLoss(max_weight=100)\n", + "metrics = [\n", + " keras.metrics.MeanAbsoluteError(),\n", + " keras.metrics.MeanSquaredError(),\n", + " keras.metrics.CosineSimilarity(axis=1),\n", + " crested.tl.metrics.PearsonCorrelation(),\n", + " crested.tl.metrics.ConcordanceCorrelationCoefficient(),\n", + " crested.tl.metrics.PearsonCorrelationLog(),\n", + " crested.tl.metrics.ZeroPenaltyMetric(),\n", + "]\n", + "\n", + "alternative_config = crested.tl.TaskConfig(optimizer, loss, metrics)\n", + "print(alternative_config)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# setup the trainer\n", + "trainer = crested.tl.Crested(\n", + " data=datamodule,\n", + " model=model_architecture,\n", + " config=alternative_config,\n", + " project_name=\"mouse_biccn\", # change to your liking\n", + " run_name=\"tutorial_defaults_ft\", # change to your liking\n", " logger=\"wandb\", # or 'wandb', 'tensorboard'\n", ")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -805,14 +937,14 @@ "output_type": "stream", "text": [ "Failed to detect the name of this notebook, you can set it manually with the WANDB_NOTEBOOK_NAME environment variable to enable code saving.\n", - "\u001b[34m\u001b[1mwandb\u001b[0m: Using wandb-core as the SDK backend. Please refer to https://wandb.me/wandb-core for more information.\n", - "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mkemp\u001b[0m. Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n" + "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mcas-blaauw\u001b[0m. Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n" ] }, { "data": { "text/html": [ - "Tracking run with wandb version 0.18.3" + "wandb version 0.19.0 is available! To upgrade, please run:\n", + " $ pip install wandb --upgrade" ], "text/plain": [ "" @@ -824,7 +956,7 @@ { "data": { "text/html": [ - "Run data is saved locally in /data/projects/c04/cbd-saerts/nkemp/software/CREsted/docs/tutorials/wandb/run-20241115_134756-l036nuv2" + "Tracking run with wandb version 0.17.2" ], "text/plain": [ "" @@ -836,7 +968,7 @@ { "data": { "text/html": [ - "Syncing run dyn_log_loss_fr to Weights & Biases (docs)
" + "Run data is saved locally in /lustre1/project/stg_00002/lcb/cblaauw/python_modules/CREsted_dev/docs/tutorials/wandb/run-20241206_112732-dej82pmn" ], "text/plain": [ "" @@ -848,7 +980,7 @@ { "data": { "text/html": [ - " View project at https://wandb.ai/kemp/mouse_biccn" + "Syncing run tutorial_defaults_ft to Weights & Biases (docs)
" ], "text/plain": [ "" @@ -860,7 +992,7 @@ { "data": { "text/html": [ - " View run at https://wandb.ai/kemp/mouse_biccn/runs/l036nuv2" + " View project at https://wandb.ai/cas-blaauw/mouse_biccn" ], "text/plain": [ "" @@ -869,6 +1001,25 @@ "metadata": {}, "output_type": "display_data" }, + { + "data": { + "text/html": [ + " View run at https://wandb.ai/cas-blaauw/mouse_biccn/runs/dej82pmn" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2024-12-06T11:28:08.949458+0100 WARNING Model does not have an optimizer. Please compile the model before training.\n" + ] + }, { "data": { "text/html": [ @@ -1267,28 +1418,28 @@ "output_type": "stream", "text": [ "None\n", - "2024-11-15T13:47:58.545346+0100 INFO Loading sequences into memory...\n" + "2024-12-06T11:28:09.115651+0100 INFO Loading sequences into memory...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 440993/440993 [00:06<00:00, 73154.64it/s]\n" + "100%|██████████| 71242/71242 [00:10<00:00, 6828.33it/s] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "2024-11-15T13:48:04.812358+0100 INFO Loading sequences into memory...\n" + "2024-12-06T11:28:19.681184+0100 INFO Loading sequences into memory...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 56064/56064 [00:00<00:00, 99065.78it/s] \n" + "100%|██████████| 9661/9661 [00:00<00:00, 19760.29it/s]\n" ] }, { @@ -1303,32 +1454,27 @@ "output_type": "stream", "text": [ "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n", - "I0000 00:00:1731674888.141112 793958 service.cc:145] XLA service 0x7f395c0219b0 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\n", - "I0000 00:00:1731674888.141147 793958 service.cc:153] StreamExecutor device (0): NVIDIA H100 80GB HBM3, Compute Capability 9.0\n", - "2024-11-15 13:48:08.271440: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:268] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.\n", - "2024-11-15 13:48:08.684546: I external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:465] Loaded cuDNN version 8907\n", - "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n", - "I0000 00:00:1731674893.022653 794085 asm_compiler.cc:369] ptxas warning : Registers are spilled to local memory in function 'triton_gemm_dot_6666', 8 bytes spill stores, 8 bytes spill loads\n", - "\n", - "I0000 00:00:1731674893.252575 794088 asm_compiler.cc:369] ptxas warning : Registers are spilled to local memory in function 'triton_gemm_dot_6666', 8 bytes spill stores, 8 bytes spill loads\n", - "\n", - "I0000 00:00:1731674917.875967 793958 device_compiler.h:188] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process.\n" + "I0000 00:00:1733480906.564711 358578 service.cc:145] XLA service 0x14c948039340 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\n", + "I0000 00:00:1733480906.583927 358578 service.cc:153] StreamExecutor device (0): NVIDIA H100 80GB HBM3, Compute Capability 9.0\n", + "2024-12-06 11:28:29.562923: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:268] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.\n", + "2024-12-06 11:28:34.636379: I external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:465] Loaded cuDNN version 8902\n", + "I0000 00:00:1733480938.077360 358578 device_compiler.h:188] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process.\n", + "\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[32m\u001b[41mERROR\u001b[0m Unable to log learning rate.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "\u001b[1m3445/3446\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 222ms/step - concordance_correlation_coefficient: 0.0057 - cosine_similarity: 0.7673 - loss: 0.0181 - mean_absolute_error: 0.0184 - mean_squared_error: 0.0499 - pearson_correlation: 0.0349 - pearson_correlation_log: 0.5010 - zero_penalty_metric: 131.9175" + "\u001b[1m2227/2227\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 97ms/step - concordance_correlation_coefficient: 0.5974 - cosine_similarity: 0.8398 - loss: 0.3663 - mean_absolute_error: 0.1882 - mean_squared_error: 0.1474 - pearson_correlation: 0.6949 - pearson_correlation_log: 0.6932 - zero_penalty_metric: 363.2574" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "I0000 00:00:1731675688.015585 795599 asm_compiler.cc:369] ptxas warning : Registers are spilled to local memory in function 'triton_gemm_dot_5605', 64 bytes spill stores, 64 bytes spill loads\n", - "\n", - "I0000 00:00:1731675688.711648 795605 asm_compiler.cc:369] ptxas warning : Registers are spilled to local memory in function 'triton_gemm_dot_6666', 24 bytes spill stores, 24 bytes spill loads\n", + "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n", + "I0000 00:00:1733481162.939424 359347 asm_compiler.cc:369] ptxas warning : Registers are spilled to local memory in function 'triton_gemm_dot_574', 4 bytes spill stores, 4 bytes spill loads\n", "\n" ] }, @@ -1336,218 +1482,36 @@ "name": "stdout", "output_type": "stream", "text": [ - "\u001b[1m3446/3446\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m828s\u001b[0m 231ms/step - concordance_correlation_coefficient: 0.0057 - cosine_similarity: 0.7673 - loss: 0.0179 - mean_absolute_error: 0.0184 - mean_squared_error: 0.0498 - pearson_correlation: 0.0349 - pearson_correlation_log: 0.5011 - zero_penalty_metric: 131.9172 - val_concordance_correlation_coefficient: 0.4287 - val_cosine_similarity: 0.7614 - val_loss: 0.4802 - val_mean_absolute_error: 0.0107 - val_mean_squared_error: 2.4848e-04 - val_pearson_correlation: 0.6227 - val_pearson_correlation_log: 0.5612 - val_zero_penalty_metric: 310.7106 - learning_rate: 0.0010\n", + "\u001b[1m2227/2227\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m265s\u001b[0m 102ms/step - concordance_correlation_coefficient: 0.5974 - cosine_similarity: 0.8398 - loss: 0.3663 - mean_absolute_error: 0.1882 - mean_squared_error: 0.1474 - pearson_correlation: 0.6949 - pearson_correlation_log: 0.6932 - zero_penalty_metric: 363.2427 - val_concordance_correlation_coefficient: 0.6811 - val_cosine_similarity: 0.8473 - val_loss: 0.3121 - val_mean_absolute_error: 0.1752 - val_mean_squared_error: 0.1329 - val_pearson_correlation: 0.7031 - val_pearson_correlation_log: 0.7251 - val_zero_penalty_metric: 287.3513 - learning_rate: 1.0000e-04\n", "Epoch 2/60\n", - "\u001b[1m3446/3446\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m782s\u001b[0m 227ms/step - concordance_correlation_coefficient: 0.6788 - cosine_similarity: 0.8272 - loss: -0.4025 - mean_absolute_error: 0.0030 - mean_squared_error: 4.0905e-05 - pearson_correlation: 0.7129 - pearson_correlation_log: 0.7035 - zero_penalty_metric: 128.4931 - val_concordance_correlation_coefficient: 0.6248 - val_cosine_similarity: 0.6793 - val_loss: 0.1525 - val_mean_absolute_error: 0.0050 - val_mean_squared_error: 8.4387e-05 - val_pearson_correlation: 0.6527 - val_pearson_correlation_log: 0.5721 - val_zero_penalty_metric: 249.9713 - learning_rate: 0.0010\n", + "\u001b[1m2227/2227\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m206s\u001b[0m 92ms/step - concordance_correlation_coefficient: 0.6625 - cosine_similarity: 0.8568 - loss: 0.2910 - mean_absolute_error: 0.1780 - mean_squared_error: 0.1349 - pearson_correlation: 0.7223 - pearson_correlation_log: 0.7252 - zero_penalty_metric: 313.6216 - val_concordance_correlation_coefficient: 0.6922 - val_cosine_similarity: 0.8499 - val_loss: 0.3045 - val_mean_absolute_error: 0.1755 - val_mean_squared_error: 0.1347 - val_pearson_correlation: 0.7059 - val_pearson_correlation_log: 0.7276 - val_zero_penalty_metric: 287.3627 - learning_rate: 1.0000e-04\n", "Epoch 3/60\n", - "\u001b[1m3446/3446\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m781s\u001b[0m 227ms/step - concordance_correlation_coefficient: 0.7170 - cosine_similarity: 0.8434 - loss: -0.4533 - mean_absolute_error: 0.0029 - mean_squared_error: 3.8197e-05 - pearson_correlation: 0.7374 - pearson_correlation_log: 0.7414 - zero_penalty_metric: 124.1822 - val_concordance_correlation_coefficient: 0.0034 - val_cosine_similarity: 0.2977 - val_loss: 2.2961 - val_mean_absolute_error: 0.0454 - val_mean_squared_error: 0.0425 - val_pearson_correlation: 0.0386 - val_pearson_correlation_log: 0.2841 - val_zero_penalty_metric: 349.6592 - learning_rate: 0.0010\n", + "\u001b[1m2227/2227\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m206s\u001b[0m 93ms/step - concordance_correlation_coefficient: 0.6796 - cosine_similarity: 0.8630 - loss: 0.2757 - mean_absolute_error: 0.1754 - mean_squared_error: 0.1308 - pearson_correlation: 0.7293 - pearson_correlation_log: 0.7301 - zero_penalty_metric: 310.8857 - val_concordance_correlation_coefficient: 0.6734 - val_cosine_similarity: 0.8499 - val_loss: 0.3067 - val_mean_absolute_error: 0.1760 - val_mean_squared_error: 0.1396 - val_pearson_correlation: 0.6931 - val_pearson_correlation_log: 0.7255 - val_zero_penalty_metric: 284.2163 - learning_rate: 1.0000e-04\n", "Epoch 4/60\n", - "\u001b[1m3446/3446\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m781s\u001b[0m 227ms/step - concordance_correlation_coefficient: 0.7405 - cosine_similarity: 0.8537 - loss: -0.4837 - mean_absolute_error: 0.0028 - mean_squared_error: 3.5889e-05 - pearson_correlation: 0.7555 - pearson_correlation_log: 0.7597 - zero_penalty_metric: 121.3661 - val_concordance_correlation_coefficient: 0.7076 - val_cosine_similarity: 0.8243 - val_loss: -0.4199 - val_mean_absolute_error: 0.0029 - val_mean_squared_error: 3.8778e-05 - val_pearson_correlation: 0.7715 - val_pearson_correlation_log: 0.7456 - val_zero_penalty_metric: 100.1181 - learning_rate: 0.0010\n", - "Epoch 5/60\n", - "\u001b[1m3446/3446\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m779s\u001b[0m 226ms/step - concordance_correlation_coefficient: 0.7592 - cosine_similarity: 0.8615 - loss: -0.5066 - mean_absolute_error: 0.0027 - mean_squared_error: 3.3726e-05 - pearson_correlation: 0.7716 - pearson_correlation_log: 0.7740 - zero_penalty_metric: 120.1864 - val_concordance_correlation_coefficient: 0.7537 - val_cosine_similarity: 0.8526 - val_loss: -0.4553 - val_mean_absolute_error: 0.0029 - val_mean_squared_error: 4.1388e-05 - val_pearson_correlation: 0.7554 - val_pearson_correlation_log: 0.7751 - val_zero_penalty_metric: 130.4629 - learning_rate: 0.0010\n", + "\u001b[1m2227/2227\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m206s\u001b[0m 92ms/step - concordance_correlation_coefficient: 0.6993 - cosine_similarity: 0.8712 - loss: 0.2570 - mean_absolute_error: 0.1727 - mean_squared_error: 0.1258 - pearson_correlation: 0.7406 - pearson_correlation_log: 0.7354 - zero_penalty_metric: 308.5696 - val_concordance_correlation_coefficient: 0.6915 - val_cosine_similarity: 0.8492 - val_loss: 0.3060 - val_mean_absolute_error: 0.1759 - val_mean_squared_error: 0.1373 - val_pearson_correlation: 0.7033 - val_pearson_correlation_log: 0.7292 - val_zero_penalty_metric: 275.3894 - learning_rate: 1.0000e-04\n", "Epoch 6/60\n", - "\u001b[1m3446/3446\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m779s\u001b[0m 226ms/step - concordance_correlation_coefficient: 0.7929 - cosine_similarity: 0.8669 - loss: -0.5219 - mean_absolute_error: 0.0026 - mean_squared_error: 2.8611e-05 - pearson_correlation: 0.8084 - pearson_correlation_log: 0.7842 - zero_penalty_metric: 118.6724 - val_concordance_correlation_coefficient: 0.7925 - val_cosine_similarity: 0.8561 - val_loss: -0.4956 - val_mean_absolute_error: 0.0027 - val_mean_squared_error: 3.2669e-05 - val_pearson_correlation: 0.8030 - val_pearson_correlation_log: 0.7847 - val_zero_penalty_metric: 104.4276 - learning_rate: 0.0010\n", - "Epoch 7/60\n", - "\u001b[1m3446/3446\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m777s\u001b[0m 225ms/step - concordance_correlation_coefficient: 0.8041 - cosine_similarity: 0.8705 - loss: -0.5307 - mean_absolute_error: 0.0025 - mean_squared_error: 2.7124e-05 - pearson_correlation: 0.8188 - pearson_correlation_log: 0.7905 - zero_penalty_metric: 118.2719 - val_concordance_correlation_coefficient: 0.7939 - val_cosine_similarity: 0.8623 - val_loss: -0.5104 - val_mean_absolute_error: 0.0027 - val_mean_squared_error: 3.2261e-05 - val_pearson_correlation: 0.8022 - val_pearson_correlation_log: 0.7931 - val_zero_penalty_metric: 101.7081 - learning_rate: 0.0010\n", + "\u001b[1m2227/2227\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m206s\u001b[0m 92ms/step - concordance_correlation_coefficient: 0.7135 - cosine_similarity: 0.8772 - loss: 0.2429 - mean_absolute_error: 0.1702 - mean_squared_error: 0.1225 - pearson_correlation: 0.7481 - pearson_correlation_log: 0.7395 - zero_penalty_metric: 305.7691 - val_concordance_correlation_coefficient: 0.6970 - val_cosine_similarity: 0.8503 - val_loss: 0.3040 - val_mean_absolute_error: 0.1773 - val_mean_squared_error: 0.1442 - val_pearson_correlation: 0.7021 - val_pearson_correlation_log: 0.7279 - val_zero_penalty_metric: 282.9375 - learning_rate: 1.0000e-04\n", "Epoch 8/60\n", - "\u001b[1m3446/3446\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m776s\u001b[0m 225ms/step - concordance_correlation_coefficient: 0.8106 - cosine_similarity: 0.8729 - loss: -0.5375 - mean_absolute_error: 0.0025 - mean_squared_error: 2.6474e-05 - pearson_correlation: 0.8246 - pearson_correlation_log: 0.7946 - zero_penalty_metric: 117.1866 - val_concordance_correlation_coefficient: 0.8211 - val_cosine_similarity: 0.8689 - val_loss: -0.5277 - val_mean_absolute_error: 0.0026 - val_mean_squared_error: 3.5370e-05 - val_pearson_correlation: 0.8270 - val_pearson_correlation_log: 0.8038 - val_zero_penalty_metric: 103.4860 - learning_rate: 0.0010\n", - "Epoch 9/60\n", - "\u001b[1m3446/3446\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m775s\u001b[0m 225ms/step - concordance_correlation_coefficient: 0.8157 - cosine_similarity: 0.8744 - loss: -0.5411 - mean_absolute_error: 0.0025 - mean_squared_error: 2.5896e-05 - pearson_correlation: 0.8294 - pearson_correlation_log: 0.7971 - zero_penalty_metric: 117.2844 - val_concordance_correlation_coefficient: 0.8140 - val_cosine_similarity: 0.8689 - val_loss: -0.5223 - val_mean_absolute_error: 0.0026 - val_mean_squared_error: 3.1613e-05 - val_pearson_correlation: 0.8153 - val_pearson_correlation_log: 0.8002 - val_zero_penalty_metric: 115.1249 - learning_rate: 0.0010\n", - "Epoch 10/60\n", - "\u001b[1m3446/3446\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m774s\u001b[0m 225ms/step - concordance_correlation_coefficient: 0.8185 - cosine_similarity: 0.8755 - loss: -0.5448 - mean_absolute_error: 0.0025 - mean_squared_error: 2.5414e-05 - pearson_correlation: 0.8317 - pearson_correlation_log: 0.7993 - zero_penalty_metric: 117.0454 - val_concordance_correlation_coefficient: 0.7736 - val_cosine_similarity: 0.8689 - val_loss: -0.5240 - val_mean_absolute_error: 0.0027 - val_mean_squared_error: 3.4690e-05 - val_pearson_correlation: 0.7852 - val_pearson_correlation_log: 0.7977 - val_zero_penalty_metric: 106.7955 - learning_rate: 0.0010\n", - "Epoch 11/60\n", - "\u001b[1m3446/3446\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m774s\u001b[0m 225ms/step - concordance_correlation_coefficient: 0.8214 - cosine_similarity: 0.8766 - loss: -0.5473 - mean_absolute_error: 0.0025 - mean_squared_error: 2.5111e-05 - pearson_correlation: 0.8346 - pearson_correlation_log: 0.8009 - zero_penalty_metric: 116.4285 - val_concordance_correlation_coefficient: 0.8314 - val_cosine_similarity: 0.8657 - val_loss: -0.5219 - val_mean_absolute_error: 0.0026 - val_mean_squared_error: 3.1710e-05 - val_pearson_correlation: 0.8335 - val_pearson_correlation_log: 0.8037 - val_zero_penalty_metric: 103.4386 - learning_rate: 0.0010\n", - "Epoch 12/60\n", - "\u001b[1m3446/3446\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m774s\u001b[0m 225ms/step - concordance_correlation_coefficient: 0.8242 - cosine_similarity: 0.8771 - loss: -0.5500 - mean_absolute_error: 0.0025 - mean_squared_error: 2.4781e-05 - pearson_correlation: 0.8374 - pearson_correlation_log: 0.8021 - zero_penalty_metric: 116.4308 - val_concordance_correlation_coefficient: 0.8157 - val_cosine_similarity: 0.8668 - val_loss: -0.5152 - val_mean_absolute_error: 0.0028 - val_mean_squared_error: 3.7408e-05 - val_pearson_correlation: 0.8231 - val_pearson_correlation_log: 0.8016 - val_zero_penalty_metric: 103.9117 - learning_rate: 0.0010\n", - "Epoch 13/60\n", - "\u001b[1m3446/3446\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m774s\u001b[0m 225ms/step - concordance_correlation_coefficient: 0.8260 - cosine_similarity: 0.8775 - loss: -0.5522 - mean_absolute_error: 0.0025 - mean_squared_error: 2.4442e-05 - pearson_correlation: 0.8386 - pearson_correlation_log: 0.8030 - zero_penalty_metric: 116.0428 - val_concordance_correlation_coefficient: 0.8211 - val_cosine_similarity: 0.8697 - val_loss: -0.5254 - val_mean_absolute_error: 0.0027 - val_mean_squared_error: 3.6963e-05 - val_pearson_correlation: 0.8303 - val_pearson_correlation_log: 0.8072 - val_zero_penalty_metric: 105.5877 - learning_rate: 0.0010\n", - "Epoch 14/60\n", - "\u001b[1m3446/3446\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m775s\u001b[0m 225ms/step - concordance_correlation_coefficient: 0.8473 - cosine_similarity: 0.8842 - loss: -0.5799 - mean_absolute_error: 0.0024 - mean_squared_error: 2.1843e-05 - pearson_correlation: 0.8579 - pearson_correlation_log: 0.8168 - zero_penalty_metric: 114.5380 - val_concordance_correlation_coefficient: 0.8080 - val_cosine_similarity: 0.8795 - val_loss: -0.5569 - val_mean_absolute_error: 0.0026 - val_mean_squared_error: 3.3673e-05 - val_pearson_correlation: 0.8085 - val_pearson_correlation_log: 0.8090 - val_zero_penalty_metric: 115.3039 - learning_rate: 2.5000e-04\n", - "Epoch 15/60\n", - "\u001b[1m3446/3446\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m776s\u001b[0m 225ms/step - concordance_correlation_coefficient: 0.8563 - cosine_similarity: 0.8877 - loss: -0.6031 - mean_absolute_error: 0.0023 - mean_squared_error: 2.0638e-05 - pearson_correlation: 0.8646 - pearson_correlation_log: 0.8238 - zero_penalty_metric: 113.5615 - val_concordance_correlation_coefficient: 0.8159 - val_cosine_similarity: 0.8772 - val_loss: -0.5643 - val_mean_absolute_error: 0.0026 - val_mean_squared_error: 3.4424e-05 - val_pearson_correlation: 0.8176 - val_pearson_correlation_log: 0.8130 - val_zero_penalty_metric: 105.6834 - learning_rate: 2.5000e-04\n", - "Epoch 16/60\n", - "\u001b[1m3446/3446\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m776s\u001b[0m 225ms/step - concordance_correlation_coefficient: 0.8605 - cosine_similarity: 0.8888 - loss: -0.6126 - mean_absolute_error: 0.0023 - mean_squared_error: 2.0483e-05 - pearson_correlation: 0.8674 - pearson_correlation_log: 0.8269 - zero_penalty_metric: 112.8215 - val_concordance_correlation_coefficient: 0.7745 - val_cosine_similarity: 0.8779 - val_loss: -0.5655 - val_mean_absolute_error: 0.0026 - val_mean_squared_error: 3.5790e-05 - val_pearson_correlation: 0.7839 - val_pearson_correlation_log: 0.8074 - val_zero_penalty_metric: 95.2889 - learning_rate: 2.5000e-04\n", - "Epoch 17/60\n", - "\u001b[1m 756/3446\u001b[0m \u001b[32m━━━━\u001b[0m\u001b[37m━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m9:54\u001b[0m 221ms/step - concordance_correlation_coefficient: 0.8676 - cosine_similarity: 0.8900 - loss: -0.6203 - mean_absolute_error: 0.0022 - mean_squared_error: 1.9781e-05 - pearson_correlation: 0.8740 - pearson_correlation_log: 0.8308 - zero_penalty_metric: 112.1388" - ] - } - ], - "source": [ - "# train the model\n", - "trainer.fit(epochs=60)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Finetuning on cell type-specific regions" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Subsetting the consensuspeak set" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For peak regression models, we recommend to continue training the model trained on all consensuspeaks on a subset of cell type-specific regions.\n", - "Since we are interested in understanding the enhancer code uniquely identifying the cell types in the dataset, finetuning on specific regions will allow us to approach that.\n", - "We define specific regions as regions with a high Gini index, indicating that their peak distribution over all cell types will be skewed and specific for one or more cell types." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Read the documentation of the {func}`crested.pp.filter_regions_on_specificity` function for more information on how the filtering is done. " - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2024-10-09T14:35:41.937474+0200 INFO After specificity filtering, kept 88835 out of 546993 regions.\n" + "\u001b[1m 923/2227\u001b[0m \u001b[32m━━━━━━━━\u001b[0m\u001b[37m━━━━━━━━━━━━\u001b[0m \u001b[1m1:59\u001b[0m 91ms/step - concordance_correlation_coefficient: 0.7172 - cosine_similarity: 0.8796 - loss: 0.2376 - mean_absolute_error: 0.1696 - mean_squared_error: 0.1208 - pearson_correlation: 0.7516 - pearson_correlation_log: 0.7405 - zero_penalty_metric: 304.5953" ] }, { - "data": { - "text/plain": [ - "AnnData object with n_obs × n_vars = 19 × 88835\n", - " obs: 'file_path'\n", - " var: 'chr', 'start', 'end', 'split'\n", - " obsm: 'weights'" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "crested.pp.filter_regions_on_specificity(\n", - " adata, gini_std_threshold=1.0\n", - ") # All regions with a Gini index 1 std above the mean across all regions will be kept\n", - "adata" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "adata.write_h5ad(\"mouse_biccn_data_filtered.h5ad\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Loading the pretrained model on all consensuspeaks and finetuning with lower learning rate" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2024-10-09T14:35:42.021323+0200 WARNING Chromsizes file not provided when shifting. Will not check if shifted regions are within chromosomes\n" - ] - } - ], - "source": [ - "datamodule = crested.tl.data.AnnDataModule(\n", - " adata,\n", - " genome_file=genome_file,\n", - " batch_size=64, # Recommended to go for a smaller batch size than in the pretrained model\n", - " max_stochastic_shift=3,\n", - " always_reverse_complement=True,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "# First load the pretrained model on all peaks\n", - "import keras\n", - "\n", - "model_architecture = keras.models.load_model(\n", - " \"deeppeak_benchmarking/dyn_log_loss/checkpoints/18.keras\", compile=False\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "TaskConfig(optimizer=, loss=, metrics=[, , , , , , ])\n" + "IOPub data rate exceeded.\n", + "The Jupyter server will temporarily stop sending output\n", + "to the client in order to avoid crashing it.\n", + "To change this limit, set the config variable\n", + "`--ServerApp.iopub_data_rate_limit`.\n", + "\n", + "Current values:\n", + "ServerApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n", + "ServerApp.rate_limit_window=3.0 (secs)\n", + "\n" ] } ], - "source": [ - "# Use the same config you used for the pretrained model. EXCEPT THE LEARNING RATE, make sure that is lower than it was on the epoch you select the model from.\n", - "import keras\n", - "\n", - "optimizer = keras.optimizers.Adam(learning_rate=1e-4) # Lower LR!\n", - "loss = crested.tl.losses.CosineMSELogLoss(max_weight=100)\n", - "metrics = [\n", - " keras.metrics.MeanAbsoluteError(),\n", - " keras.metrics.MeanSquaredError(),\n", - " keras.metrics.CosineSimilarity(axis=1),\n", - " crested.tl.metrics.PearsonCorrelation(),\n", - " crested.tl.metrics.ConcordanceCorrelationCoefficient(),\n", - " crested.tl.metrics.PearsonCorrelationLog(),\n", - " crested.tl.metrics.ZeroPenaltyMetric(),\n", - "]\n", - "\n", - "alternative_config = crested.tl.TaskConfig(optimizer, loss, metrics)\n", - "print(alternative_config)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "# setup the trainer\n", - "trainer = crested.tl.Crested(\n", - " data=datamodule,\n", - " model=model_architecture,\n", - " config=alternative_config,\n", - " project_name=\"mouse_biccn\", # change to your liking\n", - " run_name=\"dyn_log_loss_FT\", # change to your liking\n", - " logger=\"wandb\", # or 'wandb', 'tensorboard'\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], "source": [ "trainer.fit(epochs=60)" ] @@ -1567,42 +1531,29 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ - "import anndata\n", - "import crested\n", - "\n", - "genome_file = \"/home/VIB.LOCAL/niklas.kempynck/nkemp/software/dev_DeepPeak/DeepPeak/data/raw_mm/genome.fa\"\n", - "adata = anndata.read_h5ad(\"mouse_biccn_data_filtered.h5ad\")\n", + "adata = ad.read_h5ad(\"mouse_biccn_data_filtered.h5ad\")\n", "\n", "datamodule = crested.tl.data.AnnDataModule(\n", " adata,\n", - " genome_file=genome_file,\n", " batch_size=256, # lower this if you encounter OOM errors\n", ")" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 21, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2024-11-13 17:07:15.555166: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1928] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 78790 MB memory: -> device: 0, name: NVIDIA H100 80GB HBM3, pci bus id: 0000:55:00.0, compute capability: 9.0\n" - ] - } - ], + "outputs": [], "source": [ "# load an existing model\n", "evaluator = crested.tl.Crested(data=datamodule)\n", "\n", "evaluator.load_model(\n", - " \"deeppeak_benchmarking/dyn_log_loss_TL/checkpoints/01.keras\", # Load your model\n", + " \"mouse_biccn/tutorial_defaults_ft/checkpoints/01.keras\", # Load your model\n", " compile=True,\n", ")" ] @@ -1617,49 +1568,23 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 22, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n", - "I0000 00:00:1731514037.526060 3157910 service.cc:145] XLA service 0x7f85fc012320 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\n", - "I0000 00:00:1731514037.526101 3157910 service.cc:153] StreamExecutor device (0): NVIDIA H100 80GB HBM3, Compute Capability 9.0\n", - "2024-11-13 17:07:17.554868: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:268] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.\n", - "2024-11-13 17:07:17.679164: I external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:465] Loaded cuDNN version 8907\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "\u001b[1m 3/31\u001b[0m \u001b[32m━\u001b[0m\u001b[37m━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m1s\u001b[0m 59ms/step - concordance_correlation_coefficient: 0.6900 - cosine_similarity: 0.8519 - loss: 0.2898 - mean_absolute_error: 0.1821 - mean_squared_error: 0.1373 - pearson_correlation: 0.7178 - pearson_correlation_log: 0.7053 - zero_penalty_metric: 1185.4197" + "\u001b[1m30/31\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 215ms/step - concordance_correlation_coefficient: 0.6820 - cosine_similarity: 0.8523 - loss: 0.3004 - mean_absolute_error: 0.1826 - mean_squared_error: 0.1440 - pearson_correlation: 0.7083 - pearson_correlation_log: 0.7253 - zero_penalty_metric: 1147.5691" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "I0000 00:00:1731514046.743613 3157910 device_compiler.h:188] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[1m30/31\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 57ms/step - concordance_correlation_coefficient: 0.7079 - cosine_similarity: 0.8611 - loss: 0.2674 - mean_absolute_error: 0.1786 - mean_squared_error: 0.1371 - pearson_correlation: 0.7287 - pearson_correlation_log: 0.7289 - zero_penalty_metric: 1155.9879" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n", - "I0000 00:00:1731514048.993649 3158022 asm_compiler.cc:369] ptxas warning : Registers are spilled to local memory in function 'triton_gemm_dot_574', 64 bytes spill stores, 64 bytes spill loads\n", + "I0000 00:00:1733497206.676650 379801 asm_compiler.cc:369] ptxas warning : Registers are spilled to local memory in function 'triton_gemm_dot_574', 4 bytes spill stores, 4 bytes spill loads\n", "\n", - "I0000 00:00:1731514049.250654 3158029 asm_compiler.cc:369] ptxas warning : Registers are spilled to local memory in function 'triton_gemm_dot_574', 12 bytes spill stores, 12 bytes spill loads\n", + "I0000 00:00:1733497206.973989 379797 asm_compiler.cc:369] ptxas warning : Registers are spilled to local memory in function 'triton_gemm_dot_574', 12 bytes spill stores, 12 bytes spill loads\n", "\n" ] }, @@ -1667,8 +1592,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "\u001b[1m31/31\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 363ms/step - concordance_correlation_coefficient: 0.7083 - cosine_similarity: 0.8608 - loss: 0.2679 - mean_absolute_error: 0.1789 - mean_squared_error: 0.1375 - pearson_correlation: 0.7292 - pearson_correlation_log: 0.7288 - zero_penalty_metric: 1154.3245\n", - "2024-11-13T17:07:37.685044+0100 INFO Test concordance_correlation_coefficient: 0.7149\n" + "\u001b[1m31/31\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m64s\u001b[0m 507ms/step - concordance_correlation_coefficient: 0.6825 - cosine_similarity: 0.8521 - loss: 0.3008 - mean_absolute_error: 0.1829 - mean_squared_error: 0.1445 - pearson_correlation: 0.7088 - pearson_correlation_log: 0.7252 - zero_penalty_metric: 1145.9230\n", + "2024-12-06T16:00:15.301776+0100 INFO Test concordance_correlation_coefficient: 0.6889\n", + "2024-12-06T16:00:15.312746+0100 INFO Test cosine_similarity: 0.8487\n", + "2024-12-06T16:00:15.312996+0100 INFO Test loss: 0.3071\n", + "2024-12-06T16:00:15.313204+0100 INFO Test mean_absolute_error: 0.1880\n", + "2024-12-06T16:00:15.313384+0100 INFO Test mean_squared_error: 0.1515\n", + "2024-12-06T16:00:15.313534+0100 INFO Test pearson_correlation: 0.7160\n", + "2024-12-06T16:00:15.313670+0100 INFO Test pearson_correlation_log: 0.7230\n", + "2024-12-06T16:00:15.313806+0100 INFO Test zero_penalty_metric: 1121.2307\n" ] } ], @@ -1692,15 +1624,15 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\u001b[1m348/348\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 58ms/step\n", - "2024-11-13T17:08:22.697407+0100 INFO Adding predictions to anndata.layers[biccn_model].\n" + "\u001b[1m348/348\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 60ms/step\n", + "2024-12-06T16:00:42.867074+0100 INFO Adding predictions to anndata.layers[biccn_model].\n" ] } ], @@ -1713,7 +1645,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1722,7 +1654,7 @@ "Layers with keys: biccn_model" ] }, - "execution_count": 16, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1761,7 +1693,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -1899,7 +1831,7 @@ "[7932 rows x 4 columns]" ] }, - "execution_count": 17, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -1912,7 +1844,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -1920,12 +1852,12 @@ "output_type": "stream", "text": [ "chr18:3968712-3970826\n", - "2024-11-13T17:08:22.728469+0100 INFO Plotting bar plots for region: chr18:3968712-3970826, models: ['biccn_model']\n" + "2024-12-06T16:00:43.044336+0100 INFO Plotting bar plots for region: chr18:3968712-3970826, models: ['biccn_model']\n" ] }, { "data": { - "image/png": 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", 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A09MTy5cvx8KFC3H79m34+vpW+n2b2NhYbNiwAdOmTcOsWbPwww8/YNiwYfjoo49w+PBh/Oc//8HEiRNx4MABfPDBB0rLZ2VlISwsDH5+fli2bBlatmyJ0NBQwU04uUWLFsHQ0BBisRju7u4aSzlob2+PXr16Yffu3YppqampKCoqQnh4eI3L5+XloWfPnoiPj0dYWBjWrl2LUaNG4YcffkBJSYmg7JQpU3Dp0iXMnz8f//3vfwE8/9bz1KlTYWNjg5UrV2Lo0KGIiYnBgAEDNHKD/+W+ZMiQIYr0pi+Li4uDTCZTpL990fDhw5Gfny+4kRMXF4f+/fsLLqLWtwMHDsDe3h5vv/12pfP79u0Le3v7Gh/ufDku+/fvh0QiQUhIiGYr3IhoKnYvKi4uRr9+/XDkyBFMnz4dH374IY4fP47//Oc/SmW//vprDBs2DLq6uli2bBkmTJiApKQk9OnTp8k/FCnfn6ysrNC+fXt8++23SmUSEhJgamoKX19fAM9Tyx4/fhzh4eFYu3YtJk+ejKNHj8LT01Pp2FGZ5tInyWQynD59GhcuXKix7LFjxzBlyhSEh4djxYoVKCsrw9ChQwXXPlQ5Jt+8eRNeXl64ePEi5s6di5kzZyI2NlbxsHlzpEqcL168iMDAQDx+/BiLFy/GypUrERwcrLgW5+TkhMWLFwMAJk6cqLgW17dvX620QR313d7anst89tln2LdvHz744APMnTsXv/zyi9LDNqoeK1W9ftcQRowYgadPnyodC+/du4e0tDQMHjwYEolE7fWqOxY5cOAA2rdv/0p89qWuMVdnTM6aiAZ+45C9gk6dOkUAKCMjg4iep+G0tbWlqKgoRZmoqCgyMjKip0+fVrme6tJ8yWQyAkCHDx8WTJ8xYwYBoJ9++kkx7eHDh+Tg4ED29vZUUVFRt8Y1AHmqkcp+RCIREf2THsnc3Jzu3bunWDY5OZkACNKoubq6krW1Nd2/f18xLT09nQAIUgV89913BIA+/fRTQX1CQkJIR0eHrly5Uk8trpvapLfKysoisVhMo0aNqtU2d+/eLfh/6dGjB507d05Q5lVM9dm7d29avXo1JScn08aNG8nFxYUA0IYNGwTlIiMjq9zHq0pj8Cqn+lQnrs0hFaAmY1KT4OBgxbF0xIgRtGfPHvr444+pZcuW1Lt3b3r27Jmi7IvplxYtWkQA6PTp00RUfarPbdu20e3btykvL48OHjxI9vb2pKOj06hS8tUU8+nTpyviNHDgQEpISKDo6GgyNDSkDh06UHFxMRH90wetWrVK7Tq8iqk+VY0rUfP5+9YETcbVw8ODANDKlSsV0x4/fkyurq5kaWlZaYqnxqimmDx9+pQeP34smFZYWEhWVlY0duxYxTT5sUwqlQrGjXPnziUA1L17d0HqzIiICNLX1xekl5SP2ffu3auYVlRURNbW1vT6668rpuXm5tKAAQNo48aNtH//flq9ejXZ2dlRixYtKCUlRSOxWL9+PbVu3VqRyjk0NJS8vLwU9Xwx1SdeSpc1evRoatGiRaUxlfcN8m316dNHcI5z69Yt0tfXpwEDBgjORdavX6/oF1SlTl8SGhpKYrGYioqKFNMuX75MAGju3LmC9b7Yp/Xo0YPGjRtHRM/3C319fdqxY4fWUpjdv3+fANA777xTbTl5n/3gwQNF7I8cOUK3b9+m69evU3x8PJmbm5NEIqEbN24QEZGpqSl17969XuvfkOoSuxfH1B4eHoLzkpUrVxIA+u677xTTSktLydHRUdBXl5eXk6WlJbm4uFBpaamibEpKCgGg+fPna6KZ9U6V/Wnu3Lmkp6cnOPd+/PgxmZiYCI6jlaWOP3HiBAGgb775RjGtqlSfzaFPInp+vUFXV5d0dXWpV69eNGfOHEpLS1NqAwDS19cXXGv4/fffCQCtW7dOMU2VY/K0adNIR0eHzpw5o5h39+5dMjMza5bnkUSqxXnVqlXVXpcgajqpPuu7veqey8j/jp2cnATjrDVr1hAAOn/+PBGpd6xU9fodkXZTfRI9H09aW1tTr169BNM3bdpEACgtLU1QN1VTfRKpPhYpKipSqd9rLlSNeWV9u6pjcta08Bt/TOtiY2NhZWUFLy8vAM/TNYSFhSE+Pl6RMs3ExATFxcV1eqrAwcFB8SSd3KFDh9CzZ0/06dNHMc3Q0BATJ07EtWvXcOnSpVpvr6F9+eWXyMjIEPykpqYKyoSFhcHU1FTxu/xJz6tXrwIA8vPzcfbsWURGRsLY2FhRzsfHB126dBGs69ChQ9DV1VW8eSk3a9YsEJHStpuqkpIShIaGQiKR4LPPPqvVOry8vJCRkYHExERMnjwZenp6KC4u1nBNm56ff/4ZUVFRCA4OxuTJk3H69Gm4uLhg3rx5KC0tFZQVi8VK+3dGRkat/0+aM3Xi+qrQVEwePXoEAHB3d8euXbswdOhQLF68GJ988gmOHz+Oo0ePVrqc/K2/RYsW1biNsWPHQiqVwsbGBgEBASguLsaOHTvQo0cPlevZ0ORxatOmDQ4ePIhhw4bhgw8+wFdffYXs7GzFGybyN3b5bT/VqBpXph5149qyZUtMmjRJ8bu+vj4mTZqEW7du4fTp01qte33R1dWFvr4+gOfpqO7du4enT5+iR48elaYtDg0NFYwb33zzTQDP00m2bNlSML28vFwpTZWNjQ0GDx6s+N3IyAijR4/GmTNn8PfffwMA7OzskJaWhsmTJyMoKAhRUVE4c+YMpFIpZs2apZF2Dxs2DKWlpUhJScHDhw+RkpJSaZrPlz179gzfffcdgoKCKj1W6+joCH6fMGECdHV1Fb8fOXIE5eXlmDFjBlq0aCEoZ2RkVKtPEqjSl4wcORJlZWWCFE7y/b2yNJ9yw4cPR1JSkiIVqq6uruD/r77J0+7X1HfI57+YHcLb2xtSqRTt2rVDeHg4DA0NsW/fPrRt21ZRtjn3SXWJXXUOHz6Mtm3bClK2icViTJgwQVDu1KlTuHXrFqZMmQKxWKyYHhAQAEdHxyb3+Y3q9qewsDA8efJE8PeVnp6O+/fvIywsTDHtxTcvnjx5grt37+K1116DiYmJSmnim0uf5OPjgxMnTiA4OBi///47VqxYAV9fX7Rt2xb79+8XlPX29kaHDh0Uv3fr1g1GRkaKaxqqHpMPHz6MXr16wdXVVTHPzMys2uNfU6dKnOVpMZOTkwWpFJui+m5vbc9lxowZoxhnAcrX5VQ9Vqpz/a4h6OrqIjw8HCdOnBBk0YiLi1Nk2qgtVccir9r5Zl1jrsqYnDUtfOOPaVVFRQXi4+Ph5eWFnJwcXLlyBVeuXMGbb76JgoICxUXTKVOmoFOnTvDz84OtrS3Gjh1bad726jg4OChNy83NRefOnZWmy1OE5ubm1qJVjUPPnj3h7e0t+JHfXJWzs7MT/C6/CVhYWAjgn/Z37NhRaf0vxy03Nxc2NjZKHWhziKVcRUUFwsPDcenSJezZswc2Nja1Wo+VlRW8vb0REhKCjRs3IjAwED4+PtxxvkRfXx/vv/8+7t+/r3Siqqurq7R/e3t7C07UWOWqi+urqrYxkV+ciYiIEEyXXxg+fvx4pcsZGxtjxowZ2L9/P86cOVPtNubPn4+MjAx8//33OHfuHPLy8jBq1CiV69gYyOM0bNgwwUXs0NBQtGzZUhEnIyMjANDIt1NfBarGlalH3bja2NjAwMBAMK1Tp04A0KxSru7YsQPdunWDWCyGubk5pFIpDh48iKKiIqWyL48v5Ref2rVrV+l0+bhT7rXXXlO6OaZKTM3MzDBmzBj88ccfuHHjhmoNq4ZUKoW3tzfi4uKQlJSEiooKlVI+3r59Gw8ePICLi4tK23n5HEU+Zn55rK2vr4/27dvXakytSl/i5+cHMzMzwc3t3bt3o3v37nB2dq5y3eHh4SgqKkJqaipiY2MRGBio1Qtq8m3V1HdUdpNL/qBkZmYmLl26hKtXrwoeFDUyMmrWfVJdYled3NxcdOjQQenv+OXPGlS1rwOAo6Njkzt/rG5/6t69OxwdHZGQkKAon5CQAAsLC8W3AIHn35+eP38+2rVrB5FIBAsLC0ilUty/f7/S4+3LmlOf5O7ujqSkJBQWFuLXX3/F3Llz8fDhQ4SEhAge0H65zwGeX9eQ9y2qHpNzc3Mr/fRGc/8cR01xDgsLw1tvvYXx48fDysoK4eHh+Pbbb5vsTcD6bG9tz2VUvS5X07FSnet3DUV+I10+1rhx4wZ++uknhIeHCx6CUpeqY5FX8XyzLjGv7ZicNV58449p1ffff4/8/HzEx8ejY8eOih/5B1hjY2MBPP/Q7tmzZ7F//34EBwcjMzMTfn5+iIyMVHlbtckV3dxVdZAnIi3XpGmYMGECUlJS8PXXXwtO0OoqJCQEjx49QnJyssbW2VzILxJW9b00VjscV2W1iYn85r+VlZVguvxbAi9fzH5RVFQUTExManzrr2vXrooHN7p27Sp4W6apqCpOurq6MDc3V8TJ0dERAHD+/HntVrCJUjWuTD0cV2W7du3Cu+++iw4dOmDr1q04fPgwMjIy0K9fv0ovhFU1vtTGuFPT/dvw4cORmpqKTZs2wc/PT/EmgCZp4xxFlb5ET08Pw4YNw/fff4+CggKcPHkSWVlZNb7tYm1tDU9PT6xcuRI//vijSm9FapKxsTGsra1x7ty5asudO3cObdu2VVz0A/55UNLT0xNOTk6Cm/3A837pzz//RHl5eb3UvaHVJXZMWU37U1hYGDIzM3Hnzh08fvwY+/fvx9ChQwV/j9OmTcOSJUswbNgwfPvtt0hPT0dGRgbMzc2b7I2WutLX14e7uzuWLl2KjRs34smTJ0hMTFTM52samlFVnCUSCX788UccOXIEo0aNwrlz5xAWFgYfHx9Fhq6mqD7aW9tzmVdpH3Zzc4Ojo6PiG8q7d+8GEdX5zVpVxyJGRkawsbFR6fuhzUV9xZw1TXzjj2lVbGwsLC0tkZiYqPQTERGBffv2KdKu6evrIygoCBs2bEB2djYmTZqEb775BleuXAGgnDZHFTKZDH/88YfS9MuXLyvmv8rk7c/KylKa93LcZDIZ8vLylJ6caS6xnD17NrZv345Vq1Ypvd1TV/J9XJWnOF818vQWUqm0gWvSvHBcldUmJm5ubgCglKYuLy+vxnXJ3/pLTk6u8a2/pq6qOJWXl+POnTuKOHXq1AmdO3dGcnKyIt0iq5qqcWXqUTeueXl5Sum6//zzTwCAvb19/VVUi/bs2YP27dsjKSkJo0aNgq+vL7y9vVFWVlYv27ty5YrSxS5VY6rp/m3w4MFo0aIFfvnlF5VvaEmlUhgZGdX6opJ8zPzyWLu8vBw5OTn1OqYeMWIEKioqkJCQgLi4OOjo6Kg07h0+fDh++uknGBkZwd/fv97qV5XAwEDk5OTg2LFjlc7/6aefcO3aNQQGBqq13qCgIJSWlmLv3r2aqGajVB+xk8lkyM7OVvo7lp+3v1gOUN7X5dOa+vnjy8LCwvD06VPs3bsXqampePDgAcLDwwVl9uzZg8jISKxcuRIhISHw8fFBnz59cP/+fZW20dz7JHmqzvz8fJWXUfWYLJPJlPZRQHm/fRW8HOcWLVqgf//++OKLL3Dp0iUsWbIE33//PTIzMwHU7lpcY6Kp9tbXuYyqx0p1rt81pBEjRuDChQs4d+4c4uLi0LFjR7i7u9d5vaqORQIDA5GdnY0TJ07UeZtNRW1jXpcxOWuc+MYf05rS0lIkJSUhMDAQISEhSj/vv/8+Hj58iP379+Pu3buCZVu0aIFu3boBAB4/fgwAipQWqg6KAcDf3x+//vqr4IBfXFyMzZs3w97evlHkwW5I1tbWcHV1xY4dOwQ3pTIyMpS+f+jv74+KigqsX79eMH3VqlXQ0dGBn5+fVupcH6Kjo/H5559j3rx5iIqKqvV67ty5U+lTW1u2bAGAJvXNLk27ffu20rSHDx9i9erVsLCwUFyIZerhuCrTZEzeeecdiEQibN++XfAUtvxv2sfHp9rlZ8yYARMTEyxevFjlbTZFnp6esLS0RGxsrOBGwddff42KigpBnBYtWoS7d+9i/PjxePr0qdK60tPTkZKSopV6N3bqxJWpTt24Pn36FDExMYrfy8vLERMTA6lU2myOsfIn0V8cw/zf//1fvV0wycvLw759+xS/P3jwAN988w1cXV3Rpk0bAJUfy2/evIlt27ahW7dusLa21khdDA0NsXHjRixcuBBBQUEqLdOiRQsMGjQIBw4cwKlTp5Tm1/QEv7e3N/T19bF27VpB2a1bt6KoqAgBAQHqNUINb731Fuzt7bFr1y4kJCTAw8MDtra2NS4XEhKCBQsWYMOGDYLvFGnL7NmzIZFIMGnSJKXzxnv37mHy5Mlo1aoVZs+erdZ6J0+eDGtra8yaNUtxoetFt27dwqefflqnuje0+oidr68vbt68KfgWW1lZGb766itBuR49esDS0hKbNm1SnNMDQGpqKv73v//V677eEJycnNC1a1ckJCQgISEB1tbW6Nu3r6CMrq6u0jFi3bp1Kr9Z1Vz6pMzMzEqPlYcOHQKgXtpCVY/Jvr6+OHHiBM6ePauYd+/ePUUWquZIlThX9ga9/PMadbkW1xC00d76OJdR9VipzvW7hiR/02z+/Pk4e/asxt48U3UsMmfOHBgYGGD8+PEoKChQmp+dnY01a9ZopE6NRW1jrsqYnDUtTS9/FGuy9u/fj4cPHwo++v2if/3rX5BKpYiNjUV8fDzu3buHfv36wdbWFrm5uVi3bh1cXV0V35BzdXWFrq4uli9fjqKiIohEIvTr10+Rcq0y//3vf7F79274+flh+vTpMDMzw44dO5CTk4O9e/cqpedoSlJTUxVv272od+/earVr2bJlCAgIQJ8+fTB27Fjcu3cP69atg7Ozs+AppqCgIHh5eeHDDz/EtWvX0L17d6SnpyM5ORkzZswQfHC7Mdq2bVul342UyWSYM2cOOnbsCCcnJ+zatUsw38fHRykdWFV27dqFTZs2YdCgQWjfvj0ePnyItLQ0ZGRkICgoSKPpQxurquJcWFiIo0ePIigoCHZ2dsjPz8e2bdvw119/YefOnUoDt6dPnyr9X8gNHjxY6dsWzZ2m4tqcaCMmbdq0wYcffoj58+dj4MCBGDRoEH7//Xd89dVXiIiIqPEpOmNjY0RFRdWY7rOpqCrmUVFRiI6ORmRkJPr27YtRo0bhr7/+wpo1a/D2229jyJAhirJhYWE4f/48lixZgjNnziAiIgIymQx3797F4cOHcfToUcH3p14FmogrU6apuNrY2GD58uW4du0aOnXqhISEBJw9exabN2+Gnp6etpqjEVXFxNPTE0lJSRg8eDACAgKQk5ODTZs2oUuXLvXydm6nTp0wbtw4nDx5ElZWVti2bRsKCgqwfft2RZk5c+YgOzsb/fv3h42NDa5du4aYmBgUFxdr/GKNOp8WkFu6dCnS09Ph4eGBiRMnwsnJCfn5+UhMTMSxY8eqTRkqlUoxd+5cLFq0CAMHDkRwcDD++OMPbNiwAe7u7hg5cmQdWlM9HR0dDB8+HEuXLgUAlR9MMTY2xsKFC+utXjXp2LEjduzYgREjRqBr164YN24cHBwccO3aNWzduhV37tzB7t271T4fMTU1xb59++Dv7w9XV1eMHDlScfPkt99+w+7du9GrV6/6aJLW1EfsJk2ahPXr1yMiIgJRUVGwtrZGbGwsxGIxgH/eltHT08Py5csxZswYeHh4ICIiAgUFBVizZg3s7e0xc+bMemlzQwoLC8P8+fMhFosxbtw4pfPywMBA7Ny5E8bGxujSpQtOnDiBI0eOwNzcXKX1N5c+adq0aSgpKcHgwYPh6OiI8vJyHD9+HAkJCbC3t8eYMWPUWp8qx+Q5c+Zg165d8PHxwbRp02BgYIAtW7bAzs4O9+7da/JvtVVGlTgvXLgQP/74IwICAiCTyXDr1i1s2LABtra26NOnDwCgQ4cOMDExwaZNm9C6dWsYGBjgzTffVPqGbUPTRnvr41xGnWOlqtfvGpKDgwN69+6t+NRNVTehTp06VenDNZ6enor/ixepOhbp0KED4uLiEBYWBicnJ4wePRouLi6K/SExMRHvvvuuWm1q7FSN+ctUGZOzJoYY05KgoCASi8VUXFxcZZl3332X9PT0aM+ePTRgwACytLQkfX19srOzo0mTJlF+fr6g/FdffUXt27cnXV1dAkCZmZlERCSTySggIKDSbWRnZ1NISAiZmJiQWCymnj17UkpKisbaqW3bt28nAFX+bN++nXJycggARUdHKy0PgBYsWCCYtnfvXnJyciKRSERdunShpKQkioyMJJlMJij38OFDmjlzJtnY2JCenh517NiRoqOj6dmzZ/XY4rqpKV7jxo2rdr58H1PFyZMnKTQ0lOzs7EgkEpGBgQG98cYb9MUXX9CTJ08EZRcsWEAA6Pbt25Wuy9nZmTw8POrQcu2qKc7ffPMN+fj4UJs2bUhPT49MTExowIABdPToUaV1RUZGVruunJwcpWWio6OrnNeUaTquBgYGVW7LwMCAIiMj67E1mqHJmKji2bNntG7dOurUqRPp6elRu3bt6KOPPqLy8nJBOQ8PD3J2dlZavrCwkIyNjZWOyZmZmQSAEhMTa1Uvbaop5tevXyciot27d1P37t1JJBKRlZUVvf/++/TgwYNK13n06FF65513yNLSklq2bElSqZSCgoIoOTm50vKJiYlqH5MbO03Gtbn8fWuCJuMq/7s+deoU9erVi8RiMclkMlq/fn1DNK3WaorJX3/9RUuXLiWZTEYikYhef/11SklJURoLVjW+rOp4Jt/uyZMnFdPkY/a0tDTq1q0biUQicnR0VFo2Li6O+vbtS1KplFq2bEkWFhY0ePBgOn36tEZi8WKdKvPyuUVl4+fc3FwaPXo0SaVSEolE1L59e5o6dSo9fvxYpW2tX7+eHB0dSU9Pj6ysrOi9996jwsJCtdpTm77k4sWLBIBEIlGV26uqT6vrtuvq3LlzFBERQdbW1qSnp0dt2rShiIgIOn/+vKCcqv/Pcnl5eTRz5kzq1KkTicViatWqFbm5udGSJUuoqKioPpqiderG7sUxtYeHh9J5ydWrVykgIIAkEglJpVKaNWsW7d27lwDQL7/8IiibkJBAr7/+OolEIjIzM6MRI0bQjRs36qupGqfO/pSVlaU4th47dkxpfmFhIY0ZM4YsLCzI0NCQfH196fLlyySTyQT9tPzv68VxT3Ppk4iIUlNTaezYseTo6EiGhoakr69Pr732Gk2bNo0KCgoU5QDQ1KlTlZZ/OV5ENR+TiYjOnDlDb7/9NolEIrK1taVly5bR2rVrCQD9/fff9dbehqJKnOVjchsbG9LX1ycbGxuKiIigP//8U7Cu5ORk6tKlC7Vs2VJx3amx0WZ7VTmXqaqflI+nXl6nqsdKVa/fVTZ20ZYvv/ySAFDPnj0rnV/duPSTTz4horqPRf7880+aMGEC2dvbk76+PrVu3ZreeustWrduHZWVldW9kY1MdTGvrG9XdUzOmhYdomb49VDGGGOMMcYYY42avb09XFxcOKUvY83Q6tWrMXPmTNy4cQNt27Zt6OowppIZM2YgJiYGjx49UqS+Zoyx5o7H5M1T081ryBhjjDHGGGOMMcYaVGlpqeD3srIyxMTEoGPHjnzTjzVaL++3d+/exc6dO9GnTx++6ccYY6zJ42/8McaYmsrLyyv9CPSLjI2NIZFItFQjxlhdlJaWCj6IXhkzM7Nm/Y1ExhhjjRf3U6yxGzJkCOzs7ODq6oqioiLs2rULly9fRmxsbENXjbEq9erVC56ennByckJBQQG2bt2KBw8e4OOPP27oqjHGGGN1xjf+GGNMTcePH4eXl1e1ZbZv397sPhDMWHOVkJCAMWPGVFsmMzMTnp6e2qkQY4wx9gLup1hj5+vriy1btiA2NhYVFRXo0qUL4uPjERYW1tBVY6xK/v7+2LNnDzZv3gwdHR288cYb2Lp1K/r27dvQVWOMMcbqjL/xxxhjaiosLMTp06erLePs7Axra2st1YgxVhf5+fm4ePFitWXc3NxgamqqpRoxxhhj/+B+ijHGGGOMMaYOvvHHGGOMMcYYY4wxxhhjjDHGWDPQoqErwBhjjDHGGGOMMcYYY4wxxhirO77xxxhjjDHGGGOMMcYYY4wxxlgzwDf+GGOMMcYYY4wxxhhjjDHGGGsG+MYfY4wxxhhjjDHGGGOMMcYYY80A3/hjjDHGGGOMMcYYY4wxxhhjrBngG3+MMcYYY4wxxhhjjDHGGGOMNQN8448xxhhjjDHGGGOMMcYYY4yxZoBv/DHGGGOMMcYYY4wxxhhjjDHWDPw/tQPowdb5bxgAAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -1940,7 +1872,7 @@ "idx = 22\n", "region = test_df.index[idx]\n", "print(region)\n", - "crested.pl.bar.region_predictions(adata, region, title=\"Predictions vs Ground Truth\")" + "crested.pl.bar.region_predictions(adata, region, title=\"Predictions vs ground truth\")" ] }, { @@ -1952,39 +1884,35 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 837ms/step\n" + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1s/step\n" ] } ], "source": [ - "from pysam import FastaFile\n", - "\n", - "genome = FastaFile(genome_file)\n", - "\n", "chrom = \"chr3\" #'chr18'\n", "start = 72535878 - 807 # 61107770\n", "end = 72536378 + 807 # 61109884\n", "\n", - "sequence = genome.fetch(chrom, start, end).upper()\n", + "sequence = genome.fetch(chrom, start, end)\n", "\n", "prediction = evaluator.predict_sequence(sequence)" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -1997,89 +1925,6 @@ "crested.pl.bar.prediction(prediction, classes=list(adata.obs_names))" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Prediction on gene locus" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can also score a gene locus by using a sliding window over a predefined genomic range. We can compare those predictions then to the bigwig we did the predictions for, to see if the profile matches the CREsted predictions. " - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [], - "source": [ - "chrom = \"chr4\"\n", - "start = 91209533\n", - "end = 91374781\n", - "\n", - "scores, coordinates, min_loc, max_loc, tss_position = evaluator.score_gene_locus(\n", - " chr_name=chrom,\n", - " gene_start=start,\n", - " gene_end=end,\n", - " class_name=\"Sst\",\n", - " strand=\"-\",\n", - " upstream=50000,\n", - " downstream=10000,\n", - " step_size=100,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2024-11-13T17:20:10.932406+0100 WARNING extract_bigwig_values_per_bp() is deprecated. Please use crested.utils.read_bigwig_region(bw_file, (chr, start, end)) instead.\n" - ] - } - ], - "source": [ - "bigwig = \"/home/VIB.LOCAL/niklas.kempynck/nkemp/mouse/biccn/bigwigs/bws/Sst.bw\"\n", - "bw_values, midpoints = crested.utils.extract_bigwig_values_per_bp(bigwig, coordinates)" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "crested.pl.hist.locus_scoring(\n", - " scores,\n", - " (min_loc, max_loc),\n", - " gene_start=start,\n", - " gene_end=end,\n", - " title=\"CREsted prediction around Elavl2 gene locus for Sst\",\n", - " bigwig_values=bw_values,\n", - " bigwig_midpoints=midpoints,\n", - ")" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -2103,7 +1948,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -2112,7 +1957,7 @@ "Layers with keys: biccn_model" ] }, - "execution_count": 50, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -2123,19 +1968,19 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2024-11-13T18:44:00.596841+0100 INFO Plotting density scatter for class: L2_3IT, models: ['biccn_model'], split: test\n" + "2024-12-06T16:06:02.116157+0100 INFO Plotting density scatter for class: L2_3IT, models: ['biccn_model'], split: test\n" ] }, { "data": { - "image/png": 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m5macTicPPPAA5513Hi+99BKXXnrprOfGYjE+/OEP4/V6+Z//+R8KCgr4+c9/zlVXXcWrr77KxRdfnDl248aNXH311Vx77bU8++yzOBwO/vVf/5UPf/jD7NixA61WO6f5Tpm7LRaLENQCgUAgmBdzcZkuuqhvh8NxmEYbDAapra2lpaWFV199ddZzH3zwQf7u7/6OLVu2cP755wOTBRlWrFiByWRi27ZtmWPPOeccQqEQe/fuRaWaXK9s2bKFCy64gAcffJA777xzTvP1+/1YrVZ8Pp8Q1AKBQCCYE/ORHYsu6nsms7PJZKK5uZnBwcEjnvvMM8/Q0NCQEdIw2aTg05/+NO+88w7Dw8MADA8Ps337dm699daMkAZYu3Yt9fX1PPPMMwt0NwKBQCAQHB+LTlDPhM/nY9euXSxduvSIx+3fv5/ly5cftn1q24EDBzLHTd9+6LFT+wUCgUAgONUsOh/1TPzd3/0doVCIb37zm0c8zu12k5ube9j2qW1utzvr39mOndo/E7FYjFgslnnt9/uPfgMCgUAgEBwji16j/va3v83jjz/Of//3f88p6vtIjvlD98127JHGuO+++7BarZk/kZolEAgEghPJohbU3/3ud7n33nv5wQ9+wN///d8f9fi8vLwZtWGPxwO8r0Hn5eUBzHrsTJr2FF//+tfx+XyZv6P5zQUCgUAgOB4WraD+7ne/yz333MM999zDN77xjTmds2zZMvbt23fY9qltLS0tWf/OduzU/pnQarWZVCyRkiUQCASCE82iFNTf//73ueeee/jWt77F3XffPefzbrzxRtra2rLSsJLJJI899hjnnnsuJSUlAJSWlnLOOefw2GOPkUqlMsdu3bqV9vZ2PvrRjy7czQgEAoFAcBwsujzqBx54gLvuuourrrpqRiF93nnnAXDHHXewfv16uru7qaysBCYDvc466yz8fj//8R//QUFBAQ8++CB//vOfDyt4smHDBi6//HKuv/56vvSlL+FwOPi3f/s3rFbrvAqeiDxqgUAgEMyX+ciORRf1/ec//xmAF198kRdffPGw/VPrilQqRSqVYvo6Q6vV8tprr/G1r32Nf/iHfyAcDrNy5UpeeOGFLCENsG7dOp5//nm+853vcP3112dKiP7oRz+as5AWCAQCwalHlmV8Ph/xeByNRoPVaj2jmiQtOo36dENo1AKBQHDqcDqdHGzvYNwTIJ5Mo1EpKMw109xQj91uP9XTm5XTWqMWCAQCgWAuOJ1ONm/fTUjSU1TRiM5gIBoOMzg6iGf7bi48e9WiFtZzZVEGkwkEAoFAcCRkWeZgewchSU9NXRNGsxmlUonRbKamromQpOdgewdngtFYCGqBQCAQnHb4fD7GPQGKistnLGZVVFzOuCeAz+c7RTNcOISgFggEAsFpRzweJ55MozMYZtyvMxiIJ9PE4/GTPLOFRwhqgUAgEJx2aDQaNCoF0XB4xv3RcBiNSoFGoznJM1t4hKBepNx2221IkoQkSajVampqarjrrrsIhUKnemonjY0bN3LWWWeh0+moqanhl7/85RGPf/TRRzPv2aF/Docjc9xLL73Eeeedh9lsxm63c9NNN9Hb23uib0cgECwgVquVwlwzY6ODh/mhZVlmbHSQwlwzVqv1FM1w4RCCehFz1VVXMTo6Sk9PD/feey8PPvggd9111wm73mIyEfX29nLNNdfwoQ99iN27d/ONb3yDL3/5yzz11FOznvPxj3+c0dHRrL8rr7ySiy++ONPnvKenhxtuuIFLL72UPXv28NJLL+FyuUQ1OoHgNEOSJJob6jHKEXo6WwkFAqRSKUKBAD2drRjlCM0N9WdEPrUQ1IsYrVZLUVER5eXlfPKTn+RTn/oUf/rTn4DJFeP9999PTU0Ner2eFStW8OSTT2bOTaVS3HHHHVRXV6PX62loaOB//ud/ssa/7bbb+MhHPsJ9991HSUkJ9fX1ADz44IPU1dWh0+koLCzkb//2bzPnxGIxvvzlL1NQUIBOp+PCCy9k+/btmf0bNmxAkiRee+011qxZg8FgYO3atbS3t8/r3n/5y19SUVHBj3/8Y5qamvj85z/P7bffzn/+53/Oeo5er6eoqCjzp1Qqef3117njjjsyx+zatYtUKsW9997LkiVLWL16NXfddRd79+4lkUjMa44CwZmALMt4vV4cDgder/e0ipK22+1cePYqys0KPANt9O3fgWegjXKz4oxJzQKRR31aodfrM8LkW9/6Fk8//TS/+MUvqKur48033+TTn/40drudiy++mHQ6TVlZGU888QT5+fls2bKF/+//+/8oLi7m5ptvzoz52muvYbFYeOWVV5BlmR07dvDlL3+Z3/72t6xduxaPx8OmTZsyx3/ta1/jqaeeYv369VRWVnL//fdz5ZVX0tXVldV17Jvf/CYPPPAAdrudL37xi9x+++289dZbAPT19VFdXc0bb7zBunXrZrzXt99+myuuuCJr25VXXslDDz1EIpFArVYf9f36zW9+g8FgyFporFmzBqVSySOPPMJtt91GMBjkt7/9LVdcccWcxhQIziRO12Ih07Hb7VyUn39GVyZDFhwXPp9PBmSfz7eg4372s5+Vb7jhhszrbdu2yXl5efLNN98sB4NBWafTyVu2bMk654477pBvueWWWcf80pe+JN90001Z1ygsLJRjsVhm21NPPSVbLBbZ7/cfdn4wGJTVarX8+OOPZ7bF43G5pKREvv/++2VZluU33nhDBuRXX301c8xf//pXGZAjkYgsy7I8NDQkNzQ0yNu2bZt1rnV1dfIPfvCDrG1vvfWWDMgjIyOznjed5uZm+c477zxs+8aNG+WCggJZqVTKgHz++efLExMTcxpTIDhTcDgc8tN/fUn+7fNvyq/s7pU3tY/Lr+zulX/7/Jvy0399SXY4HKd6imc085EdwvS9iPnLX/6CyWRCp9Nx/vnnc9FFF/HTn/6UgwcPEo1GufzyyzGZTJm/3/zmN3R3d2fO/+Uvf8maNWuw2+2YTCb+93//l4GBgaxrLFu2LCsq8vLLL6eyspKamhpuvfVWHn/8ccLvRVV2d3eTSCS44IILMser1WrOOeccWltbs8Zdvnx55v/FxcUAmYCu0tJS2traOOecc454/4euiOX3THJzWSm//fbbHDx4MMvsDTA2NsbnP/95PvvZz7J9+3Y2btyIRqPhb//2b08rk59AcDzIH6BiIWcCwvS9iLnkkkv4xS9+gVqtpqSkJGOanYpQ/utf/0ppaWnWOVMNRZ544gm+8pWv8MADD3D++edjNpv50Y9+lNUCFMBoNGa9NpvN7Nq1iw0bNvDyyy/zne98h3vuuYft27fPKihlWT5s23Qz8tS+dDo953svKipibGwsa5vD4UClUpGXl3fU83/961+zcuVKzjrrrKztP//5z7FYLNx///2ZbY899hjl5eVs27Yt051NIDiTyRQLqWicvVjIQBs+nw+bzXZqJinIIDTqRYzRaKS2tpbKysoswdfc3IxWq2VgYIDa2tqsv/LycgA2bdrE2rVr+dKXvsSqVauora3N0raPhEql4rLLLuP+++/n3Xffpa+vj9dff53a2lo0Gg2bN2/OHJtIJNixYwdNTU0Leu/nn38+r7zySta2l19+mTVr1hzVlxwMBnniiScO06YBwuEwSqUya9vU6/ksJASC05kPUrGQMwEhqE9DzGYzd911F1/5ylcyPbl3797Nz3/+c9avXw9AbW0tO3bs4KWXXqKjo4Nvf/vbWdHZs/GXv/yFn/zkJ+zZs4f+/n5+85vfkE6naWhowGg0cuedd/Iv//IvvPjiixw8eJAvfOELhMPhGYXibAwPD9PY2Mg777wz6zFf/OIX6e/v56tf/Sqtra08/PDDPPTQQ1npac888wyNjY2HnfuHP/yBZDLJpz71qcP2XXvttWzfvp3vfe97dHZ2smvXLj73uc9RWVnJqlWr5nwPAsHpzAepWMiZgDB9n6Z8//vfp6CggPvuu4+enh5sNhurV6/mG9/4BjAp6Pbs2cPHP/5xJEnilltu4Utf+hIvvPDCEce12Ww8/fTT3HPPPUSjUerq6vjd737H0qVLAfiP//gP0uk0t956K4FAgDVr1vDSSy+Rk5Mz57knEgna29szvu+ZqK6u5vnnn+crX/kKP//5zykpKeEnP/kJN910U+YYn883Y9rXQw89xEc/+tEZ53TppZfy//7f/+P+++/n/vvvx2AwcP755/Piiy+i1+vnfA8CwenMVLGQwdFBakxNWeZv+b1iIeVnSLGQMwHRj/o4Ef2oBQLB6UhWi8ji8kyLyLHRQYxy5IzKQ16MiH7UAoFAIDgiU8VCDrZ3MD7QlsmjLs8109wghPRiQghqgUAg+IDygSgWcgYgBLVAIBB8gJEkSaRgLXJE1LdAIBAIBIsYIagFAoFAIFjECEEtEAgEAsEiRghqgUAgEAgWMSKYTCAQCATHjSzLInr8BCE06kWKw+Hg//yf/0NFRQVarZaioiKuvPJK3n777VM9tdOGp556KlMXvbm5mWeeeeaIx99zzz1IknTY3/TGJbfddtuMx0xVbhMIPog4nU7efGsLL7+5lZc37+DlN7fy5ltbcDqdp3pqZwRCUC9SbrrpJvbu3cv69evp6OjgueeeY926dXg8nlM9NRKJxKmewlF5++23+fjHP86tt97K3r17ufXWW7n55psP6x42nbvuuovR0dGsv+bmZj72sY9ljvmf//mfrP2Dg4Pk5uZmHSMQfJCYqnA2GEiTW9FIVcsacisaGQyk2bx9txDWC8EJ64r9AWE+zb/nysTEhAzIGzZsOOJxgPzggw/KV111lazT6eSqqir5iSeeyDpmaGhIvvnmm2WbzSbn5ubKf/M3fyP39vZm9r/zzjvyZZddJufl5ckWi0W+6KKL5J07dx52nV/84hfy3/zN38gGg0H+zne+I999993yihUr5IceekguLy+XjUaj/MUvflFOJpPyD3/4Q7mwsFC22+3yvffemzXWAw88ILe0tMgGg0EuKyuT77zzTjkQCGT2P/LII7LVapVffPFFubGxUTYajfKVV14pj4yMzOs9vPnmm+Wrrroqa9uVV14pf+ITn5jzGHv27JEB+c0335z1mGeeeUaWJEnu6+ub1/wEgjOBdDotb9i0Wf7t82/Kb3U65S1drszfW51O+bfPvylv2LRZTqfTp3qqi475yA6hUS9CTCYTJpOJP/3pT8RisSMe++1vfzujfX/605/mlltuobW1FZhs6XjJJZdgMpl488032bx5MyaTiauuuirTvi4QCPDZz36WTZs2sXXrVurq6rjmmmsIBAJZ17n77ru54YYb2LdvH7fffjsA3d3dvPDCC7z44ov87ne/4+GHH+baa69laGiIjRs38sMf/pBvfetbbN26NTOOQqHgJz/5Cfv372f9+vW8/vrrfO1rX8u6Vjgc5j//8z/57W9/y5tvvsnAwEBW16wNGzYgSRJ9fX2zvi9vv/02V1xxRda2K6+8ki1bthzx/ZzOr3/9a+rr6/nQhz406zEPPfQQl112GZWVlXMeVyA4U8j0tS4un72vtSeAz+c7RTM8QzgJC4czmhOhUcuyLD/55JNyTk6OrNPp5LVr18pf//rX5b1792YdA8hf/OIXs7ade+658p133inLsiw/9NBDckNDQ9ZqNhaLyXq9Xn7ppZdmvG4ymZTNZrP85z//Oes6//RP/5R13N133y0bDAbZ7/dntl155ZVyVVWVnEqlMtsaGhrk++67b9b7fOKJJ+S8vLzM60ceeUQG5K6ursy2n//853JhYWHm9bZt2+SGhgZ5aGho1nHVarX8+OOPZ217/PHHZY1GM+s504lGo3JOTo78wx/+cNZjRkZGZKVSKf/hD3+Y05gCwZnG+Pi4/Nun/ipvah/P0qan/ja1T+4fHx8/1VNddAiN+gzgpptuYmRkhOeee44rr7ySDRs2sHr1ah599NGs484///zDXk9p1Dt37qSrqwuz2ZzR0nNzc4lGo3R3dwOTQWtf/OIXqa+vx2q1YrVaCQaDDAwMZI27Zs2aw+ZYVVWF2WzOvC4sLKS5uRmFQpG1zeFwZF6/8cYbXH755ZSWlmI2m/nMZz6D2+0mFApljjEYDCxZsiTzuri4OGuMc845h7a2NkpLS4/4Hh66wpdlec5RqE8//TSBQIDPfOYzsx7z6KOPYrPZ+MhHPjKnMQWCMw3R1/rksOgEdSAQ4Gtf+xpXXHEFdrsdSZK455575nTuunXrZozInfobGxs76rFXXXXVCbqz+aPT6bj88sv5zne+w5YtW7jtttu4++67j3relDBKp9OcddZZ7NmzJ+uvo6ODT37yk8BkFPPOnTv58Y9/zJYtW9izZw95eXkZ0/gU0yOfp1Cr1Yddd6Zt6XQagP7+fq655hpaWlp46qmn2LlzJz//+c+B7AC1mcaQ59mNtaioKOvzhslFSWFh4ZzO//Wvf811111HUVHRjPtlWebhhx/m1ltvFQ8hwaJBlmW8Xi8OhwOv1zvv3818meprPTY6eNi15Pf6WheKvtbHzaLLo3a73fzqV79ixYoVfOQjH+HXv/71nM998MEH8fv9WdvC4TBXXXUVZ5111mEP3ZqaGh5//PGsbYu5OH1zczN/+tOfsrZt3bo1S+vbunUrq1atAmD16tX84Q9/oKCgYNZ+p5s2beLBBx/kmmuuAWBwcBCXy3VC5r9jxw6SySQPPPBARut+4oknTsi1zj//fF555RW+8pWvZLa9/PLLrF279qjn9vb28sYbb/Dcc8/NeszGjRvp6urijjvuWJD5CgTHi9PpnGxZ6QlkWlYW5pppbqg/YS0rJUmiuaEez/bd9HS2ztjXurlhlcinPk4WnaCurKxkYmICSZJwuVzzEtTNzc2HbVu/fj2JRILPf/7zh+3T6/Wcd955xzXfE4Hb7eZjH/sYt99+O8uXL8dsNrNjxw7uv/9+brjhhqxj//jHP7JmzRouvPBCHn/8cd555x0eeughAD71qU/xox/9iBtuuIHvfe97lJWVMTAwwNNPP82//Mu/UFZWRm1tLb/97W9Zs2YNfr+ff/mXf0Gv15+Q+1qyZAnJZJKf/vSnXH/99bz11lv88pe/nPc477zzDp/5zGd47bXXZjV//+M//iMXXXQRP/zhD7nhhht49tlnefXVV9m8eXPmmJ/97Gc888wzvPbaa1nnPvzwwxQXF3P11VfPOoeHHnqIc889l5aWlnnPXyBYaKZSpEKSnqKKxoywHBwdxLN9NxeefeL6S9vtdi5Ys5Idu3bTu/8d0pICm8lIeZ5F9LVeIBad6XvKBL1QPPTQQ5hMJj7+8Y8v2JgnGpPJxLnnnst///d/c9FFF9HS0sK3v/1tvvCFL/Czn/0s69jvfve7/P73v2f58uWsX7+exx9/PLNgMRgMvPnmm1RUVPDRj36UpqYmbr/9diKRSEbDfvjhh5mYmGDVqlXceuutfPnLX6agoOCE3NfKlSv5r//6L374wx/S0tLC448/zn333TfvccLhMO3t7UfM5167di2///3veeSRR1i+fDmPPvoof/jDHzj33HMzx7hcroyvfop0Os2jjz7KbbfdhlKpnHFsn8/HU089JbRpwaJAlmUOtncQkvTU1DVhNJtRKpUYzWZq6poISXoOtnfMaAZfCFO50+mktaOTQCxNWgZFKolRI9FUXyeE9AIhySfaiXEcuFwu7HY7d99995z91NPp7Oykvr6ez3/+8/zv//5v1r5169axbds29Ho9fr+fyspKPvGJT/Ctb31rXhql3+/HarXi8/lmNS+fKCRJ4plnnhHBTALBBxiv18vLb24lt6IR47TgzilCgQCegTauuOi8LNfeQpjKszT5GczeJ1KTP92Zj+xYdKbvhWTKBDyT5nPhhRfy8Y9/nMbGRiKRCC+88AL3338/mzdv5o033siKXJ5OLBbLym0+1CcuEAgEJ5N4PE48mUZnMMy4X2cwEE+mswJEF8JUfqgmP2UJNZrN1Jia6Ols5WB7Bxfl5wsf9XFyxgrqZDLJ+vXrWbp06Yx+6HvvvTfr9TXXXENVVRV33XUXzz77LDfeeOOM4953331897vfPSFzFggEgvkyPUVqJo360BSphRKwmWInFY2zFzsZaMPn8y3qIN3TgUXno14onn/+ecbGxmYMIpuNT3/60wBZlbQO5etf/zo+ny/zNzg4eNxzPVZkWRZmb4HgA858U6QWqprYsWjygmPjjNWoH3roITQaDbfeeuu8z53N7A2g1WrRarXHMzWBQCBYMOabIrVQAna+mvzphLzIWnaekYJ6bGyM559/no9+9KPk5eXN+bz169cDLMqULYFAsLg5lQ93u93OhWevmgwOG2jLBIeV55oPS5FaKAE7pckPjg5SY2rKutcpTb78NCx2ciry0Y/GohTUL7zwAqFQKNMY4uDBgzz55JPApC/ZYDBwxx13sH79erq7uw9riLB+/XqSyeSsZu9Nmzbxgx/8gBtvvJGamhqi0SgvvPACv/rVr7j00ku5/vrrT+wNCgSCM4rF8HC32+1clJ9/1MXCQgnYM7HYyanMRz8SizI9q6qqiv7+/hn39fb2UlVVxW233cb69eszr6fT0NBAPB6np6dnxi9JV1cX//iP/8jevXtxuVxIkkRdXR2f+MQn+Od//ud5mbZPZXqWQCA49RxPitKp0sIXMq1qMSxSFgJZlnnzrS0MBtJZQXZT+3o6Wyk3K7jogrUL8hnNR3YsSkF9OiEEtUDwweV4Hu6nWsAt5PUXm0/3WDjWfPRjReRRCwQCwUngWFOUFoOJda6m8rkgSdJpn4K1mKPYz9j0LIFAIDjRHMvD/XhKfi40UwK2oKAAm812TEL6ZHfsOlEs5padQqMWCASCY+RYIqjPpEIhp9p8v5As5ih2oVELBALBMXIs/ZgXs4l1PkyZ7wcDaXIrGqlqWUNuRSODgTSbt+/G6XSe6inOi6kodqMcoaezlVAgQCqVIhQI0NPZ+l4Ue/0p8b0LQS0QCATHyLE83BeziXWuLCbz/UIylY9eblbgGWijb/8OPANtlJsVp7TBiDB9CwQCwXEwn2IjsLhNrHPlTDLfH8pCBtktFEJQCwQCwXEyn4f7mVAo5Ewx38/GYotiF4JaIBAIFoD5PNznq4UvJAuR83wm1/lejAhBLRAIBKeAU2FiXago7TPBfH86IQS1QCAQnCKOx8Q6X814LkVW8j9A5vvTCVFC9DgRJUQFAsHJZr6a8VxKnVpSASxWC46J4Jy17TMpj/pkI0qICgSCDyxnQt3pI3Es5UePFqWtN5rZ9Mbb1Da3sKSuec4lTRdjhPSZiBDUAoHgjOFM1/AOzV+eEohGs5kaUxM9na0cbO/govz8LGF55ChtmXGnmxAayiqqM8FhRxtzisUWIX0mIgqeCASCU8pC1Yo+0yplzURGMy4unz1/2RPA5/Nl7TtSkZVgMMS420tebh5qTXaL3yONKTh5CI1aIBCcMhZKAz5WTfN041jzl48UpZ1IxHGPj9FYW4XJfLivdDHkRJ/p7oyjIQS1QCA4JSxkq8czqVLWkYTSseYvHylKe7i/B306SFFh0YzC71TnRJ/p7oy5IAS1QCA46Sy0BrzYKmUdqwZ4NKE0s2YsEwyGSCTiDPf3UF9gmjF/ebYiK/UFJgpWLyUQCyPL8qLKiXY4HLyy8S38aQ3FZZWU2O1Ew5GT2rd7MSAEtUAgOOkstAa8mCplHUvqlM/nY2RkhN0H2pGNeRRVNJBMy4QCPjrGHXh8u7nwnEmhNF0z1hvNjDvdjLu9uMfH0KeDFKxeisvlmleUtsvlYvMiy4l2OBz8/sln6PamyC2uwNszSI7TRVVFOTV1Z447Yy4IQS0QnAacaT66hdaAF0ulrPma86eE+pjbz74DBwmgp6xcNSnkZQWJVBqVQmJwaBylnOT6a6/OaMZvb9vOpjfeJoSGvNw8GmurKCosIhALs/kI2uZMUdqnsqTpTDidTl7esJlOV4SKlvOx5uURj8ZweBwE2jpZ1lh3WrkzjhchqAWCRc6Z6KNbaA14MVTKmq85f7pQN+WWoskLkKPPYW93D5JSTUvLUopyJwVUMJFm0879NDfWU1tbS35+PharhdrmFsoqqlFrtJjMFiRJyhQwma+2uVhyoqfeR19KRW5BMbbcXBQKBXqDnhJ9JSPD/fQNDNLS3HTKg9xOFiI9SyBYxJypKUdTGvDY6OBh6VhTGnDhPDXgU91LeD6pU4cKdbVWQ0qWCUejmOzlGAvL8fqDKN8TUFU19UzE4a23tzExMTGZzjYRZEldM7n5BZgt7wvU40mpmtK2CwoKsNlsp8RqM/U+lpZVoVYqiEXfTymTJMjNLWAiEMHldH5gGn8IjVogWKScySlHJ0oDPpVa4XzM+Yf66NVqDal4DE80Tm55PUhKgl4HkUiEVDpFf18fvmCUt95tJ63UkmPW4fKGKGlcHMFzC8nU+1hcUEjuyDDO8RFKq+vfj3zXaYknU4wO9dNcavtANP4QGrVAsEg51uIWpwsnSgM+VVrhkYqKQLY5/1ChbjJbMOvV+FwO1Gotao2GZErG5/fR0z/E0Og4JeXVFFY1YSqqYjyqoLe3n/GxkaNe63Rj6n2MRSJUVdegS4UZ7u0gEgqQTqXwud14RgewKOI0N9SfdovUY0Fo1ALBImWxpRydCBaLX3QhmE9Am8/ny/LRS5JE9ZJa3j3YzmjPQcz5JUikGBkZwemeoMCso6isjFTAhTUnl5LySgYH+tm7ezfFJaVIkmLWa51uZL2PdU0sa2mhr7cHz2AHiVQaj2OUunw9l198wWkbozFfhEYtECxS5qOhnc4sBr/oQjBlzjfKEXo6WwkFAqRSKUKBAD2dre+Z8yc1wJl89GUV1SxvbkT2jTHWsZPAwEEmBjspsepZUt9APBYl12LCZLagUChYueocIl4HB/buOuK1TjcOfR81Gi3LVq6mpbGBAquecxsr+MTf3khBQcGpnupJQ2jUAsEiZbGkHJ0uLIYUtrmmOc3mo1+ypI7RsVH0SZn62kbGfGGKqhvxucbRpcJUVbdk7qmorJzqigoKNEk8iyClaiGZ7X1sKc87rbMdjhXRj/o4Ef2oBSeSrLzcGQKuPiiVmY7GYkthm+uiYaZ5a6UkkqTAHYyy+2AnVnsJxQX5VFXXkJOXnzk3FAjgGWjj8g+diyRJp5XrYK7vz2JYfJ0oRD9qgeAMYbEVoliMLGTN8IVirq0fZ/PRA3i9XnKMGsajClpWrkGhmNkPPXWdqTF8Pt8xC7STIRjns6gSLTQnERr1cSI0asHJ4EzWLI4HWZZ5860tDAbSWSlsU/t6OlspNyu46IK1p+z9Op7Pbi4WFeBwwZdjorS4CIvFMudrngyrhLAQvY/QqAWCM4wzWbM4HkG22LtmHa/wm8miolZK2DQSNVUV+Hw+3m3vJqwwZKwJ42MjvLZrNxHvW1RXVJCfl3PUa56M5hdncl2AE82ii/oOBAJ87Wtf44orrsButyNJEvfcc8+czn300UeRJGnGv7GxscOOf/XVVzn//PMxGAzk5+dz22234XA4FviOBALBbDidTt58awsvv7mVlzfv4OU3t/LmW1vmXHHt0BQ2WZYJ+H143E4Cfh9avf6UpbAtVFU5u93ORRes5YqLzmN1YxVmrYJQXGZnWy+PP/NXdrX1kJNrx2g2EwwG6BkaQ2mvRF1UT1pnIae84YjXnGp+8U7nKI6wTGvPIPsPtpJMp6ipayIk6TnY3nFYBbkjIcvyZPU0hwOv15tZjJ3JdQFOJItOo3a73fzqV79ixYoVfOQjH+HXv/71vMd45JFHaGxszNqWl5eX9Xrjxo1cffXVXHvttTz77LM4HA7+9V//lQ9/+MPs2LEDrVZ7XPchEAiOzEL4lqensMXjscl8W3+QZFpGpZAwqhWYlYlMCtvJciEstPYoSRKJRIL2viFCkoGiynKS6TRdrihpWWLHzp3U19Uy7vIQQUtpWRXRcADvYAcy8ozdpmRZpru7m5c3bObgiI8lqy/Cmpd/3M0vZrMi2HNzzvi6ACeKRSeoKysrmZiYQJIkXC7XMQnqlpYW1qxZc8Rj/uVf/oX6+nqefPJJVKrJt6G6upoLLriAhx9+mDvvvPOY5i8QCI7OQgmyqRS2A2378IdixFRG8srr0eoMRCNh2t/dQZEqRDweP6mR4Qttkp/p/fJ6J4ilZGStibahMbp6X0PWmimsqMEaDmLQGUimZRKJ+GHXTCQSHGhrZ+OW7fR7YoRSMi6fH43BgMloOubmF0dafA2NthONxmZsxCLLMq7xMSJBP5FI5LC+2B90Fp3pe8pUfSIZHh5m+/bt3HrrrRkhDbB27Vrq6+t55plnTuj1BYIPEifaDFpSWMBA2x66B0fJKShDozcSi8WZ8HqoKCshr6yWre/sYNM7u45qhp5prvO5rylmqio33SyfSCaIJVIZ4Xe06870foVCYUZHx3CFEhRUN6Mw2pBVOoKymt6BYTxuJyrFZB1xeF9jHRkZYfP23bSP+Uka8qk7ay0mmx1XIELvwDDBUPCYml8cupgwms0olcrJxVddE7Ixj3DAx+jIQNb9Tbhd7NnxDq+98Tr9o+Ns3XNwXu6PDwKLTqNeCK677jqcTidWq5V169bxve99j5aWlsz+/fv3A7B8+fLDzl2+fDlvvfXWSZurQHAmcyLNoFNj9wyN4w6lSSiD7N/yCjn2Imw5ORSY9VRV1KNSKHjrlecoqqpj2arZtfcmWaa1o3NOGvfRtPND23hOuF1ZZvlUPIYq7MK/ogFJko6q6R8u+GWcHg9qvQGVQoHRYsWnUKFWKrFarPgDfjrbDrC6thSTeTKiOBoOo1ZK9A0MEpIMlFXkM+oJkmcvwusaxxtPEsXA2LiT2hrTvJtfHNWKUFJBdGIcKejKFHmJRMPs2rkLZzBGYUk5q1csQ6vWnNLUusXIGSWoi4qK+OY3v8l5552HxWJh3759/Md//AfnnXceb731FitWrAAm/eAAubm5h42Rm5ub2T8TsViMWCyWee33+xf4LgSCM4NjNYPC0cujOp1ONr+zG1dURmHIJa+6keLKesaH+1HF/NSWFVJWUQHAyMgIg44JKpuMHGqsm9LeO/dtZWjUgWzKP6q/fC6+9fz8/ExVuZyYnf0HDhBVGsgrr0ejNdDX046UTrL5nV1ICgmFpRBzTgl6lZJUMsWA35t13UMFfzAYwhuIUFvXyMjYOGP93SiRMRr1uEYGSScTRMaH0DRVEwz4MZomy5XaNBKBWJqiynLSchqVQiIei1BcXkWovY2wN4lHrSRUYCcWieAZHaC2rnhO5UjnUptepzeyurEKp2eCsf5W9h04SAA9S5uaqK6swGq1AYgo8EM4owT1VVddxVVXXZV5fdFFF3HttdeybNkyvvOd7/Dss89mHT/bh3+kL8V9993Hd7/73YWZsEBwhnJUH3THQcLOVkZHBlhS3zyv8qiyLPP2tu3s7h5Hl1NIMOJheNRJQtZQVlmJ3z2O0zGOyWKhf3CI7p5+hkbG6RoYJZqUqaoozwgEAK1eT9/gMKVLGllxFH85wIG2dhyhJGUV+aTlNAqFAoPJhL2whK72A2zbsZNrrryC5oZ63O/s4u3Nb5A2FVFZU0siFmdsbIgcvYqlKy5ky8ZXiUTjLFlipH94PBMEl2s2EiCVue6h5WSTyQSJVJoiewFanY79O7YiRSbQGFT4uzoIhaMotHraegfoHx5FjgepLcmjZkULu9r60BkMSJKETinTuX83RRVLKCmvZMI5ykBvJ4NygGjQN6/mF4cuJg5lavFVUlJCU1MTAwMD+AMB7NXNFBYVAe9/BxZDat1i4owS1DNRVVXFhRdeyNatWzPbpiLAZ9KcPR7PjJr2FF//+tf56le/mnnt9/spLy9fwBkLBKc/x2IGnWs/6u7ubjbt3I+6rBlLYSX5Og0xScuww0M83UdpkZ3hkR5c/hCyMZe0Uk1JaSmWwiockUgmmnlKWLsd44RjSYrLKo8a+OVyudi4ZTtJw6TZWKWQ0JBCBhIoCYUidLeNopAkzj5rNcsblrDvYBtpKc14XwdqpeI9k3wdCkkiHEsz4vSitccpqZgMgotFwzjHRyDoozMRYkXLpKCaXhvcZMlBKcn43G7CAQ915QXUVJ9NMpFASsYY98eIJZOoDGYUSgVyOokkSRlhOjY0SG9fD+8e7KBvaJT07nfJy8+nqLSMgvwcimwGCsusXLHuwjk3v5hPbXpJktDr9egNJvLtBUwX0lOIKPD3OeMFNUx+SaaX35vyV+/bt49rrrkm69h9+/Zl+bMPRavVitQtgeAozNcMOtfyqLIss7+1jRAaVtY0oFQpiUQi5ObmEI4lcHr9qEgxMe7Aml+EITmBXo5iLi0mHPBQWt3A6MgAfQODrFhmRZZheKgPg0FH/ixa4/QgrHf2HsAZ11C3rAWDwYTbOcbe3TtIJ2IsP+tcKpeUMND+Lv2+JLHtu2moKqNmSS32qiZkOY1KpcZkMgISbpcDj8dDypBDQVk1euOkFqo3mimtrmewu42+wbaMqy1T/KStnZ6BdtzdHQRTsGLZCqqblmHLzWPPzu2YiqoxlWswK+I01tWiVmswGg30dLYxPDqGRkrw4msvE1Ba0VUsY3n9eXgcIziGB9ix8RUqc3Vc1vIR1p53zrz8w7M1Gplt8TVXDfx07w63EJzxgrq3t5e33nqLyy67LLOttLSUc845h8cee4y77roLpVIJwNatW2lvb+ef/umfTtFsBYIzg/maQeea2+zz+ZgIRMnLzWPC48QbjBCMxEimZBLJFAo5SWfbAQIjvZSWeDCYTOTYC0kplUy07yUc8GMvrcbtczI+NkbQP4FVmURbVkI0HJl1rmqlRE//AAmNhZJKI0qlBkmhxOsLYCqth0QUr8eFyWbHbDKxpKEJx+ggPf0DaJSKyYAvc7YZPx6LEYxEMdtrsrJPYFLomaz5jPYliUajWftkAFmmsCCPxNAoI0N9FBYUIikUjDpcpAw55GgSNDfUZ5n4i4rLGetvJRUJ4w1GkfNLybMXodHoMJrNaPUGbDqJQl0Ki9VCfn4+82U+telFd7i5sygF9QsvvEAoFCIQCABw8OBBnnzySQCuueYaDAYDd9xxB+vXr6e7u5vKykoALrvsMi666CKWL1+eCSa7//77kSSJ73//+1nX+OEPf8jll1/Oxz72Mb70pS/hcDj4t3/7N1paWvjc5z53cm9YIDjDmPkhLBMMhkgk4gz391BfYMoI5bn6IOPxOCqtHpM+yb5392AqrcNiK0Ct0ZCIx1HoXAwe3IkqHqSsaQXlSxrR6Y3EomFSmg58I91IsSCBCScFyjD1VaU0nXUhrR2dRxQYuVoFgVia6iUNpPr6cXgc2HLy8IcjWO1lIKfxDXUiDfZQYFCQiEcwmawE3QEsOiVjM4yt0WhIJWIo5RQ6nS7rPmUZQpEABoMus296EFt58xrq3isXunf3brZtepV8mxWf20fjihJqqquyhDRMWga8/gDRSITyqhrSGjNB5xCptIxSIVFkNdBYcRGhsT76hsaP2Tc8W6ORmdwK89HAP8gsSkF955130t/fn3n9xz/+kT/+8Y/ApIZcVVVFKpUilUpl5eMtW7aMP/zhD/znf/4nkUiEgoICLr30Ur797W9TX1+fdY1169bx/PPP853vfIfrr78eg8HAddddx49+9CNh2hYIjpNDH8J6o5lxp5txtxf3+Bj6dJCC1UtxuVzzMq9OaerxZJp0PIoc9oPJBLIK0gnifjfxgAtTThHltUsxGI3ApDm5ftlqho0mVGEXS+xVXPGhc6moqMjUbjiSwKiqLH8vCMtIVUU5gbZOhgf7iEZiWNWTi4ThwV5iTgXKsgq2B8MogLh7kKsuOpeYP3zY2MODfZTkmrAYJEaGB8jNLZhMiYrG8HgcKCM+yspK0Gq1swbnlZSWU1xSyoG9uzDEvRQU2ClfUoPRfHiTh2g4jEJOk0zJGK25lNQ0EYtFSSaTqFQq9HojcjpF2DlMOBY/Lt/wfLqHie5wR0d0zzpORPcsgWBmpkpUbtm6jR2tPSTVJvLy8inMz6WosIhoLDzvjkmyLPPCSy/z0q5uCmta8HnG8QcjpNIyCgUEnSMkAi4M9nKKq+uoqW3KSskKBwN0bH+DK89u5NqrrszS1qZyo8fcfrzBEAo5TWm+lTWrV6HRaHj5za3kVjRiNJvxeifYtfdd9rR2o8stgUQUR+dumlefx5KmZWh1BrweD0NtOzmnrpjVLY043J6sXOmCHBN+n5/hEKDR4w1GSaTSqJUKbCYdxCM0l1q56IK1+Hy+rOsfSigQwN3filmrwCMbZu0kZiOE0xuiLwD2ykb0Bn3WOJFQgPHOd6nJ03PjNZedtGjrD2J3ONE9SyAQnFKmC732/lHiCj01lZXU1FRTUlqeqTV9LDWvqyrKUWzZRSwSoKy6jnQqRTjox+dxkacpJBrLQ2myok5GGBnuz9JU3R4nqnScmsqKw65nt9tpkmUCO3fhTyVJS5Pm7taOTprq6zKm/LxUMf2DQ6DSYdDr8U84iYz3kV9aRfPq81EoJGQZIrEwjU1NyFolDreHD609H7/fnyWMXC7XpDkbJcUF5ajUapKJBEGfB6NWlclfnktwXiI1mXoW6xua1TJwzprVtLZ1cPDtdxlARVlFNQaDCUmaFJbusRHkeJDq8up5+YaPV9Ceyd3hFgIhqAUCwYIy3Zdqyi1Fmx9gib2SSCxM7/A4JrMFq9WWlfrk9XozAuloD/qSkhKW1lUTSEXxDXVmco8r8kzk26vYd6ANhVrFssY6XB4PE46BjKZqVaYpq6umpKRkxnm/tWMPIclI9fJDCpns2ENjdTl9Q/t5Ze9+dPZyiooraDRYeOetN3F6JsgtqyXg96LR6PB4HOjlGNWVdagUSsYH2vD7/YcJoyzTr3uI4Cym3/kE59nt9llNyQBen5fIhIO+niF6enopLy3DXmAn6PUQcfazYkkJSxsb5tUz+2TVUP+gIgS1QCBYMA71pU54XKQBW24uOQp7ptHDimVWQEJn0DM4Mspzf3metFqPSqNFq1Ie8UFvtVqpqy5nwJ+iuaiUZDKBSqUGIBGPEfE50JtzKCkpprS0hGAwRDKZQKlU4RgZoNxyeDnMQ+cNEAz4SSTi2AtLcIwNM+5yYzPqMKhBl47gGWxDpZBYXlmAXkohq7Uc3P0ONVWVFFgMVFVM5mqnUqkj5gPPJfhqvjnKM42X0d5VVtZdcT3dPZ20dvXSunsrnYkQzVUlrDtnFWvPO3fOAnYhOqAJjo4Q1AKBYME4tNCJWq1BpZCIRcPojebJRg+OAYLBEKlUkh07d7L97e0UlFZTUlVDYZ4Ogy2PwUBg1gd9JlDtnd0M9HahVKlxu934QxHcHg9SyIc2HWfvzu3UNTSjNxiIhieFmZHojJHE0+ft9bhnbJfpGfBiseVw8aVXITPZlUqt1iDLMuqdu5BNdmI+F821lRQWFjJVxGMu+cBHM/3ON0L60PFmCkYrqahk1Vk+vBMTDPZ101hs5eorr8iqOXEkFrqVp2B2hKAWCAQLxqG+VJPZQq7FhHN8hNLqejQ6LYlUGrfbRf/IOLv3t2EprOCsy28gGU/g8jgIDY3R0lCL2zF6xAe9Ih2nc89uDvQNI+tzKCoqoqm2hpqqdYyPDOIe7ECdDKHTG48aSTw170g0zMGDrZm63FPtMod6Oxndf4CaygpqV12QlfcsyzK5FhPj4RBqre69rBEps2+h8oGPJ0J6pkpxkiRhttgwW2zk5ubjmcU8P58xp5hLCdAPYgDZsSIEtUAgWDAO9aVKkkRVdQ2B/fsZ7u3AYM5FQZqe3j56h8fQKdI0rz4XlVJFghhmsxWnY5S+wSHqqioZH2g/7EE/ZW4NKi0U1TQhFTdhsxcTCHiRlQqMJjMr15xPt8VKjhTm7NWr0Gq1RxQEGo0GtVKiq21SSJdWTwZxBfw+xkZHcYfijEUU+PcfxFKwicaly8jJmywIMnWPzu3b8fj8xOon00fnkw98NKE1tV+WZZYvbQYgkUjMWcDNJRgtlkjhdDrnLDjnMuZsJv/T1a99qhYXQlALBIIFI9uX2kgoFEZSKqmprsY5Pkbr/rfRyXGSqTRl+QUEDWVoDWa6OtrwhyfTrNLJBJ6RQXKtVhKHPOinm1sLCkvoHx6nvKYevdGMvbCYkeF+evsHWFJVgU5nwDnmQKPRHFVLtFqtGDUSPQOD1J99SUZI9/T2EZe0yDoLzWdfgHegjdb+UeJpWL7sfWFty83DnmclRwoRcw3SNz4wZ233aELrSPvnqv0eLRhtbGiQnq4OkokYao1uToJzpjFlWc749hOxOGqldJjJfza/9sDIAINvbGJ1SyMlJSWLTsM+lYsLIagFAsGCMeVL7XttAy/+tQtJb0FSqZGTCdJhH02lNpbVL+Fg3yjljSvZtPktOtrbwZiDxV6GRqMjGosw1HGA3fv2U5uny3rQTze3xuJRkmkZrc7w3rVBrVCxe9d2hoeGUShVTIz2kmvWH7VutSRJ1FRWoNr2Lm6PE0mhZGRkhFBSQm1QYyZJZWkpmpgPnVbLkMuH9uB+1px/IbFIhLHRQYotWi649EY0Gs2cNa6jBWM1VpfT1jt43MFaRwpG87icvLVlE2azjfLGVegMxjld49Axp/v2E6k0Hscodfl64vGzMufM5teOx2ME/EFaOwZo6x1kWWM9RXmWRaNhn+qgublFDQgEAsE8kGWZdDJKOhYmHQ2TjoWRUzEMBgPFxcXkWC2olCpigQk8Xh95RaVo9QYkpQKFQkVeQSEeX5Cwz5NVDGK6uXV6oBpAwOtmcKAXb1qLuaSG/KpmcsvrccRVbN6+G6fTecQ5T6V9WaUYzv4OBvu6UUkyOVoF1RWlqJUKLCYjSyrLKcq10Nl2gAPvbMAz0Ea5WcGFZ6+ioKAAm82W+fdo5u7pQstoNqNUKieDseqaCKLjlTfeJIRuxv0hSc/B9g7mUrNqagFllCP0dLYSCgRIpVIE/X7e3vwGkkrL+Rd+CKPZMudrTB9zz4632b59O+PhNNq8CiRzHgUl5ajzynlrx57Me59ZaBWXZ96bCbeLffv344xJVLScj75oCdr8cgYD6Tl9bieao31O8/kcjhWhUQsEgiMyH7/c1ENNZSvm6jWXEAoGMtHRRpOZ3q42hkbHKMwx0dbdhtZkxaZI4RrswmovQaXR43YMIwUclOeaMZhVWQFO082t0wPVSqrqGB3sIyprKSjLw2CyMuFxUFyQx9KWpfR0th01AtlqtVJXWcKgP0VZaSmxZIrimlpMRiOyLNN1YA8JnwOF1khSoSWVltGRYHVzLUuWLJm3mfZowVhms43d414qVuQeU7DWocwUjJaIhlGn41yw9mJstpx5X8Nut3PBmpX8/sln8PhS5BpsJEMeisx6qppWYrFYs6K/D/Vry7JMX29PJi4gLcuM+V1odToKChdH5PjxBs0tBEJQCwSCWZmrX25KmDudTnoGRilrOguFQoHZkh3pXFRcjmOgjdXNtfQMjuD1+ymsaMDjGmO0bYxINIpekWR5fQ2NzUvxjfRl+aizzK11TZlAte4Du3G5PMiWArRKmHCPoydOVUUdkqSY08N0egqUyxVBq1IgpWUioQBDvV2M9XdRWF2PpbCSVCpOKuwjpstlX0cPVqt13qbPowVjKVVKosk0KrV6xv3H0q/50Jxtn8/HVp2ewqLDC8DM9RoajYbC0goqVpSj1emyWnkCWe/9oX7tYMCPxx8kr/y9CmyRKGqlApVKfdKE4NE4nqC5hUIIaoFAMCNz9ctNF+auCS+tXb2TZsIltZlgqymmootlWaYox4x/pBdPKIGs0iIlYxSYdKxZvYbGpqWEg0Eih+Qfz5RP3NzcxO53tjLc00puaQx9RSkFBmOm4MjUdefyMJ3e83m4u5W9PR3Y7XYC/gkKquqobVpOJBxiuLeTQpOOpSvW0Nfdfkxa39ECvFLJFDqVgmQiMeP5c8nPns0aMt1CoVV1H1dP6Hg8TiIlU2ovyLQMns70995ut2f5tROJeCbOQJbB43FQYNa/J+hPjhA8Gouhb7YQ1AKB4DDmWsyiSZbfK7s5KcwtZWnGY2pG/HFC+/ezrKUlS1hPRRdPeJz0DI0TSSvRAk3LV6I3GImE/LgDEXw+L27H6Iz5xzOZcMvyzKysKaZ+1QrKK6qyNDp4v6d0JBLB4XAc0YQ/VfN7ZHgEh+cgI6MjhBMyOcpxdng24PP7IOJHWVnOu7t3UmAvYNzjnLfWd7RqY4GAl6pCG0Gfh4LConn3a56LNWQhekLPR5AdutAymawoAK/HQyQWRi/HqKqoYz7FYk40i6FvthDUAoHgMObilxvrbyWwcxchyThNmMsUF+QxHk4Tjcfo6+3Blps32Ubyvehik9lKymjHVl9GQZOSfTu30b5vF8tWraGouJy+nnbe3ryJVbWls+YfH2rCVavVvLv/AINBGaMxW0jLskxn+0ES7kG2AomUfMTUmqma3ylrMR++pp7uvgE2vbOXts5u5HiI5ualNJ53NRqdDuf4CL6eHqzK5Ly1vqNVGzMRZc0lF9HWOzjvfs1ztYbMNAetXo/bMc7wUB9WZZKmsy48oqVgvoJs+kJrzD1M3D2I2+2isamJ6sr3rSAnSwgejcXQN1sIaoHgA8J8gsLm4pfzBkP4U0mql08X5lKmX/NEKsWoY4Jq7wQqpSoTXbx85Vl0DYyQX1CM3qBHbzDy7jub6dq1mfzCUhKxMHLUS0v9hUdNqZquwTY3Nsz4MO1sP0h/534qapvIq2w6YmrNTJYEs8VKa2cv5uIqNEoJm1mLJXfSzF1aXU9P67vE3UOoZ/ElH4m5VBvLz8+fVzWy+Zb2nD6Hzn1b6RscJhxLYjDo0JaV0NrRmTluts9hvoJs+kJrWV0luw+0I2uVqBTKeReLORmc6r7ZQlALBB8A5lusYS7mTIWcJi0pDhPmVquNZY11dPf08m57N3vTQcwGA6pUjAvWrsNgNJJIpdHotABYcvJpWHkure9sIBGPozZaCAa9HGhrx2azzfkhONPDVK2USLgHqahtYuWa848qtGYrtanV61GYc8jNzSMw3EkkGMBgtgASqNQwx/rYs837SE055tK0YzrHEqWcn59PidfLgbYucoorWVPfQL69gGg4Mqdc4WMRZFMLranP+FQJwbky389hIRGCWiA4wzmWYg1zMWeW5lsJxNIzCvN0Mkk86EWpUKDW6EjKMolkCo1Gg0qlRq1UEI/G0Bv0BENBRlwThCQdjZX1GMxmXHKK8aiCzfMsJnHowzQSibAVyKtsmpPQmsmSkEwmseXkEpYk/EE/sWiMWDyGFI7g8TiwaiXMhUUkEoljLjE5l6Ycc/V/zzdK2el0cqCtnY1btuOMayiptDPmdKPTG7BabXNusHE8guxUCsH5cKr6ZouCJwLBGcyxFmuYrUBGKBCgp7MVoxxhzepVFOVZGBsdzDp/wu3i3X376B73Ubf8LM798DVULl1DED27du4iEYuQY9bj8Tgmhf64k1A8RX6eHaPJjNc5RnFBPi0rzyaEju07dzE+Po7X6513UYn5Cq3plgSQCQaDhEIhtEoFJQV5GOUY8YAb90gfAccABXqJ2opS8m1W/H4/b761hZff3MrLm3fw8ptbefOtLSe9YEf2PRzO9ACtqUVc+5ifpCGfurPWYimsxBGR2dfWic/nfX9B4wng8/mOeO0pQTa1sHI6nXP+3KbOnUuxmA8aQqMWCM5gjqdYw1zMmZIkHRaI1H5wP0MuHxVlJTQ11qNUqigsKqKxqYkDHT309fRQXVdPoL2Lvu4O3L4IqWgUsxo8zlH06QhV1S0EAn6c3gC72vcz6PSRY7VkzPX5s2hfUyb+MbcfbzBENBRkbHQMfU4hpZXVh70/h0YVT1kSDrYfBI0ebzBKIpVm3OUi4Zogz2piTUs9jUuXTRZxMRro6WzDLCXZ195DSLHwJSbnq6XPNbjLYrGwacvbhCQ9ZRX5jHqCGAwmFEolJfrKrN7h80mTOl0bbixmhKAWCM5gjrdYw1z8p9OF+YTPz2BvL0saWmhqrM9E8ALY8/Iw6Yd4d/9+SkpLaaqt5u2336Zrx06sRj1F9fUU6CWqqltQqFTsa+skJGvR5hRTUrsUvd7I4OggPa+8jlYhEYpP+shtFjNFeRYK8nJp6x1kLJAkmpIJJ3WEkjLdzhA9Tz7JjR+9kcrq2sx8ZooqliSJgrxcXtjwFkF1HpV1LeTYbMhqPdvf3oyz00XD9X+DxWIlGg7T09mGIR1GkhSEFAvfl/lYhN5cg7v8fn9mEZeW01l9wyWJrN7hkizPKU3qVNfEPlMRglogWMQcb1u9KTNoJBRCRs6U8zSZLUiSNKc81aP55aYL8+HhYVAoWLpmDUrl5OPF5/PSNzDIRCBCWlLjGhvmlWd/j1ZvJJJIoUtHsZntmPRaKquqyMnLY+++/UQkLXk5ufjCE2h1eoxmM4oxJc9v2Eo8raBqSS0mg5FwSoErnGBi63a0OcXIOgtRhZ7cogLsOi1mewlvvfESTz/1FDd/4haKiktnjSqWZRmH20NFbROgxOMeIOTsR6WQuHhVI2Njowx17kMjx9CqlZTnmiktWsKug10UlZXP22pxJI5H6M3FGuJwODKLOIVCkdU3XJKkTO/wRCKOxzl21DSp2aPNTRRQTnf7Abbv3MVVV1yO4jiC7z6ICEEtECxSFsKEaLVa0UpJNr7+IjpLPsm0jEohkWsxUVlVzYTHuSB5qtOFeU73INFwBKPZjM/nZV9bJxFJS25BBYa8OImAC/+Ei1AMSsuqSerz8URlDoz4GR5/gTVnrWYiECHHXo5nfBC7xYTJbMHjcvLySy/iTJvQWu34tXaiaRgfniBXlcQzEcIQ95BfZaektJIpmVlQVMwF6y5n52t/YsfGF1nashytSjljVPGUq6C+cRkGkynTsnFqcRMOBhhs2815yyc/A6vVOtnDeYFLTM43xWomjmYNOTSyf3rf8LzCEtJpiVQ8ynB/D/l66ahpUjO5WaYv0gLBMJ0He0jLMueuOUto1vNACGrBB5JT1QB+riyUCdHlcuENRQgnIK3QU1RagUyKocE+Ol95kRVLSmhec8mC3fuh/aj7BgaJSFpKSisBmaGefqRknNzKJkacEzijCpYsXYVuZJRQSsGYY5g3N20mp6icaDKNQY5SVd0CwI6tb9HrjmBrOBelSklOYTEqpQq/30pPxy6Sfi8GhYlyg4lDbye/oIjaphUUaxOct+x9IXvofU93FUzlUE9HZzCi1uiwWq0zNgoxms1ZPZnVag0S0ryra80cWyATDIZIJhOYLDmMuQaPqqVPX0Ad+p23WCxZvuycvHyWtbRMtqoc7GBkZJhCg0R901k0NzYc9ft2qJvl0EVaTqmK/liEfm+chDCDzwshqAUfOKbSUXoHxwjH4hi0GqrLi1g6h4fRyWAhtKnp4yitRVx++Sr6B4eYcA+TSKUx6bWozFZyzSby8/NnHWO+TPeP7t+zk74RN9biKibcTsJ+DwRdaEw2YrISXU4RGq0ak8XKEr2esdFRFAkrvXsO4HcMcdEll9GwdBk5efn4fV46e/pRWu1Y8wtJhP0olUrkVAy9Wo3CmINnoIek1o9CoSAcDpFMJlGpVOj1RmLRMAa9Dq1+Mnd7qiHFocL6WOo6T1+c5MTs9Pf14vEHM9aLqN/F2fXl87JazCT0pjTTRCqNUpKJjHXTUluROf5IC87ZrDMFebl4/O9XPrPYcqirb6Snq5VSYwkfOmf1nDuDZb93pqxFmiRBJBTAaNRT27AU5/jIKe+KdTohBLXgA4XT6eSvr75B14gbSWNCUqqRgxG6R/fRNzTCtZddcsqF9UK11Zs+jtFsxmazZTQylUqNJDfhGWifs+90rlYIu91OY3U5B5/7Czv3dqLL6UCnVlFRlEt97RJ6h8aJpNLkFBQRmnCTSqUwW6yYzFaKg34McT+ybxijyYQtN2/yXibchOJJrPn5BP0T6NJRHH3thMIRUmmZVCKGa2yIUCDAwaJStGYrqbSMUiFh1mmJBjxoYxOEogFeTsSRVGr0Wg01pQVZ2uJ0oVttbDysTedMJS2nFie9r77Bqzt3ordXUlhei4SSsZF+/KE4AyPjdHd3H5PQS6ZTWZqpRqfF53bTe3APv3v6z1TVLEGnN87qGjmidcY/SGN1OQ63J8uX3Vhspbnh7Hn9Fqa/dwWUMxGIkFtQgSRNfnfc4yPYLSbMFitKhfKUd8U6nRCCWvCBQZZltmzdxt7uEWxlDeQVlaDVGYhFw7jHRtjb3U6OaRt/c921p3SVfzyR2tOFqc/nI5ZMTRtHwmQyZY5NpVInJOXG6XTyzt79eFN6DJY89Pkl6HRG/JJM77CDaDhITCFhRoFKKWU6LkkSKBUS+XY7hhwtmkQgo+mlUqnJ9yYWID7qJ61VozLlYiypJSVLjA8PEFGa8A92s327maazLqS4oopI0MeOnTsJj7SDnEZvzceRMmAvKkGvlekd76RveJRrPrwuq/Z176tv8MJz+99fzKUSyPEgtSV5M7oK8vPzyTWbMJut6PRafI4R4rEoiVAAq72YdocTz1N/5uK1Z8/JcpMReiMDBGKpLM1UlmWcw70olUom1PnkSQYaW86asYrYXKwzDreHD609H7/ff1yuoOnWlO72AwSCYXJKVURCAdzjI+hSYaqqW5AkaVF0xTqdEIJaMG8Wu393NrxeL3sOdqK3V1FaU5+Zs95oprSmnlgsyp6DnVx0oZecnJxTNs9jMb/Kskx3dzf7W9uYCERRafUkYxEGhocx5JdSUlqWpU2bTMY5dyaaj79clmXe3radvX0uLJVNVOtshCQ9tqIKAgEvQ2MD6IITRBQx3IZxCq0G9Ho9AOm0zHBfF7p4kNw8KxesWcnIuGNS8/L6UMd8qE02pFiEiDKfInsp6bSMw+HA5RjHaM0lt6qGdNjPUHcrY90HUKuUaAwmfCojslJDzYqLUWjUROQUubnFxGI2tnfsR0q+zPXXXpPR7iRJQqHSIWkNSCo1cjKBnE4esWxnNK3goovXIUsK3G4XHb0DaIoqyM0rpKAyjqt7P+1jfib8u1nWUIPFYpn19zMl9IY2bKatc5SyxrOQ0ymi0TCusWH8I71Yy2opX9JE0DlIJBLFNINrZK7WGb/ff0TNdj7WlAvPXsX2nbvoPNhDfyyC0ajHbjFRVf1+J7XF0BXrdEIIasG8OB2KGcz2UHG5XLiCUWqXVc340Cosr6JrqA2Xy3VKBfV8uxE5nU7e3radTTv3E0JDXm4ehfl6CouqSIw6efW111hS20ACJYlUGrVSgc2kg3iE5lLrMabczOwv93q97G7tRGdfQll5NTaLha72NvyOASz5JcSs+YS8o8QmegkGgzRcchnpVAq3c4zOA/uI+hxo1CqImRkZK6apoZ4VGg2xWAyrBt7c10MsImO0WglPOBgdHiLk96NMhrGXldG06nx8w53oDUZaDx4gqVBTVFiC1+VEacmnuHQyp9g1OsTY2Cg6kwVHVMlzb2wlKWmoqSjG7/OjtBZx1ZpGQqFwZnEzVdxkJt/q+1YQI0qlgu7eXjDYMlpwOqVBqdFiseWx++BB3t1/gJraerRq5ay/H7vdzqqlDbR29hBx9mfSxExKyCkoonRJPRq9jolUmmQygSyncTgcxBIpDnT0s6y5iWQyedwR6fP9zdvtdq664nLSsky/N05tw1LMlvcF+2LpinU6IQS1YM6cDsUMjvRQAZAkBRKHN7cHkFAiSac+v3M+3YicTieb39nN7u5x1GXNrKxpIB4L4x4fIdTXT1lpBe/ufwmnP865H7qEHFsOAa+XAx37MSXcrFt+/bxTbqbP81B/ucvlwh2IUrt00jdptuVR29DI6GAf/uFO0uEIPucIl6ysxROMMHTgHUaUGpwuJ0q1FntlHcX5NmorShkMBvDs2MOFZ6+isLCQyz58KU6vnzFnO6pUBOfYEAHHOEq1FrPFiEqtQVIo0Gh0lJeXMhEI4w2E8Xk9BBOgjcbpbn2Xkopq1DoD3R092Es0FNW2MBJ0oTDn0zriZfe2t1m65nxMDgcFBQVZ34nZ4gOmW0FkScryzwLEomES0QidfYMkTXZkhYr8ynrUKvURfz8lJSUsW9qMNrcUtVaDWq0hEY+xfc++99w2MdRKBaOjo7y+cTNjE0GiiSTh4S4mnKNctu6ieVtnpnOsv3mFQsG5a84isX03zvERlArlSW8NeSYhBLVgTixUJPJCzudQrdnlch3xodJSV02eWcfY6AA1puasFB5ZhrHRAfLMugWNgj5W5lKwQpZlDra1MzARJqUxkZNfhFKlRK8yU1pdz3BPB+MdrVQ3ryLs9+Ab7iLk1KBSSDRXFgMFONweGmX5uNpdHqqRyXIamVTmtdmWh8maSyQYwOd1ow0Nc8P112Gz2Xhnx042vr0do95AVUMzeVYjVRXlWK02ZFnO+l7Z7XauuewSBked9HodqNVa8ovLKVvSgE6jZqCvm96OVnK0Mm73BIOjTmJKPToS+NzjaCIR0uk0Lsc4Wo2apKSgzpaDUpJQSOBxOehobWVHWx/dIRXFB3spzjWzZtVyKioqZ71fyLaC5NqLJruDaTWEwyESiQTOwV78bgcGTQ2lZcVMDIdIp1MYzblH/P1YrVaK8iwMBnzUFE/+7gJ+HyqFRCQSYmx0mKR3nAOtXpL6fIqWrEChAKdaRV9E5pmXN7K0ppyxOVpnpjPX3/yH8vJm9G+f6taQZxKLTlAHAgG+//3vs2fPHnbv3o3L5eLuu+/mnnvuOeq5Tz/9NH/84x/Zvn07w8PDFBYWcsEFF3DPPfdQV1eXdey6devYuHHjYWNceeWVvPjiiwt1O2cMCxWJvBAcWs9ZIacpybOSSMYJqWyzPlSGx8ZZ2VjLxgMDDOsN5OUVotFpiUdjuN3jRJ2DnNdSt2iiUI9WsKK7u5sNW3cSVNoYcPnIl/V4vD6KCu2YjCb0FhttngDL164hHrLTXF2CwWCYVrwjeNTPbL7+8vz8fPJNOsYH+zA2Lc9qFak3mRkd7KU0Pwe73U5OTg4XnH8eTn8ES3E1FlsuJpMReP+cqe+V1zvZHMJkMpFv0eNVaTmreTV9w2NYCwrRaLXEYnE69+1EqUvhjUEkBXqdElIplAYbksWOoboFOR7BOdqLQY4QCwWIBCZIh3xs27mXmC4X+5LlGAorsRTaGRwfwbVxC1ddDBUVlbNqoNOtIMP9PQQmXJNFPiIRnMODBMZ6SCbTlMSUeFwupKCLUH0NuXn2zH2O9bcyMDCAXq/P+qwPta7oDUbSkSAbX3wOg9mG0zFORJtLWb6FWDxK1OOguKiQ2qWreHfbRgaHh2m05s65V/QUc/nNdx7YTiDwMuEEM5rFT5euWIudEyKoZVmmq6sLvV5PWVnZvM51u9386le/YsWKFXzkIx/h17/+9ZzP/eEPf0hRURHf/OY3qampYXBwkH//939n9erVbN26laVLl2YdX1NTw+OPP561bbE8pBcbx1szeqGYMsVl1XMOR9jZ1YpvuJvLrr5h1oeKY6CN1c0NeENhusf7cQYn3g8UivhZUZXP+eeevageIrOV73Q6nWx6ZxfjYZnKlnqCimHUBiveeIzIwDDVFaUoVWoSaZl0MoVGpcSWk5cV9T2Xz2y+/nKbzcbK5jo27O1iWKs7LLI+4uzn3BXvL4YSiQRqjY7C4tJM9Pd0dAYDLq+PjZvfIi6rmPD56R31kFYZ8DqGMWrU+HxuLCYLcsSLWRFn1OFBixmDVkNwrAd9Xhn5ZZUkZAURvw+tVktaY0FCwUDbHgwqmUQkiKKwjubVaxls34fD40ZfU01t8wq6Du5lx+53KSsrO6IGOqVBbtn6Dq+37caT0pFXUIRSATm1Z+ENRkioDETSKvT6HHp6+zGZLOTk5ROJhtl34CD+QAC9wXSYwJuumbrcE4wP9aBKJNCo8oikFCg1enq6u4n7XdiUSUxNjYQDE1TWtTC6dwNVJXYC4ciMmm1+fj5er/cwQXq033wsEedAZy+xhkYampbPahafb2vIdDrN4OAgwWAQk8lEeXn5B77k6HEJ6meffZZnn32WBx54IBN809fXx3XXXUdraysAn/jEJ/jtb3875ze6srKSiYmJTPDPfAT1n//8ZwoKCrK2XXrppVRVVfHf//3fh42l1+s577zz5jz+B5ljiUReKKbM3LFYjJ279zAWSBJIKrLqOVsKytg47mXbO9soKi0jNz/brDYllCwWC9d8eB0H29rpGXYQiYXRGzTUNNXNqfrSYmDKJBlXmygpKcVgMGA1GfCGA+QXleF2Oxgbd5Jj1qNWSLjd49SXF72nrb7PXOt8z9VfPnX82vPOZSIYpmukj/GAKyu9acWSEtaed+6sZSwPZXxshN7efpT6FpbUNaKPhOhzR0lqDfjHB9BpdQQm/HgVKooLCik++1w2vfgc/r4DGIwG0gE/anspxRV1+CMxJhxjeMZ7SQW95BQVEnKPUlKSh8OSR3FNI0qlEmt+EZ7xISaG+1CWVlBQUs5A23Z2bNtCRa7hiL7V/Px8rDYra85dizeSpG/cg62iiZyiUvoHhpkYG8AW8bLmkssJeBz09fYgyzK7du4igB57dTP59oIZBd5F7wnUNzdvQX3uhZSUVfDai3/F0b0fc6WM3pqDLtdOTm4ucZ2ZrvY2KmtqiSbTaLVaVq1aNaO76M23tswY03Hkz0amo7OTpEJDbcPSzP7jdYW1trbyyhtv0jfuJZpMo1MpqCq0cfklF9HU1DTncc40jktQ//KXv2RoaCgrQvaf/umfOHjwIJdeeilut5vf//73XHrppdxxxx1zGvN4tJlDhTRMBmOUlZUxODh4zOMK5q9ZLRTTg8MmfH7aOntI6awYCypYUv9+PWeT2UJ53VJc/W20HtjH2ouyc12nCyWbzcZF+fmsOE3NcVMmyZraJlIdbTgdIxQWFRHu68c1NoTOYMYX9BLzOlCnQshBD5Xla5gyKcP8PrP5+hrtdjvXXnYJB9ra6RkYxe31olEpWLKkinMOqfF86PcKyJTfVKlU7Nm1C63JTMvKs1EoFKTlNEajHmtZHR5rLmY5zDlr7Iw6nERTCpxOJwaVTEl+HqW1LYy5PKjzyggGJ1BGIpgUKSRFEqVewmbQkJtTzJKaCtwHOjGabcgypCSJ2tp6dMo0/qFO4okkvuEebMuLufDsC7JS0aYEn1qtBiZLtvYOO1ix+my8/gBO31ZkBYQ9TqSYD4NBj1mjRa1UkldYgmewg/D+d3EGYyxtaqKwqAiQZhV4kiQRk5VUL2nAYDKRk5ePrbCU4vrlmHLykVRa4iEvlsIC/OMD9LQdQKecdBkcqtkeLVDsgjUrZ/3NBwJB+vr6qakoP6zM6rG6wlpbW1n/1J8nu5atWIfZZiPg9dLRuZ+Rp/7MZ2/iAyusj0tQHzhwgMsvvzzz2ufz8fzzz/Pxj3+c3/3udyQSCVatWsVDDz00Z0G90PT09NDf389HPvKRw/Z1d3eTm5uL3++nsrKST3ziE3zrW9/K5HUK3me+mtVCcOiDRB8J0T48wXgoTV44TigcxGScNOXq9Xpycqw4BlS4JnwEA/7MA2S2doanq5tjyiSpNxozjRT87nFKCvPxTHhxj/Uy1HWQ2jwdl527Almlwe0YRa1UHfNnNl9fo91up1mWCYdCpGSZtKQglIDWjs5MoBFkf6/27HibWDQ+WeAjEmXCNYZvrJ/LrrkxY5EzmS2TXZ4cI+QWlhN0DpJfUERVzRICgSD7du9A21iDvbIeZxR0wTDxRBwJBRqtFoVCIh1R0VJbiy03j+CEC1tOLkoJJtwOUKnQygmq6+owGoxEggFc46No/YVcfOGFmXlPX0C6vD6c42OQTqPV6Rlx+4ioreTm2CgpKcVaVAGyTKTEztDoOEOd+xkfHSavoBi3y4N/wkFVfTPVlRVMX0zNJPCmm6ODAT9ojFRU1+ALBcgtrQQkIoHJ77wlr5j9+7ZzcWMh5eXlWZ/PXALFWjs6aaqvw7Njz2G/+e72AyiiPmob1834HZivKyydTvPKG28SVOex4rx1KBSTY+ba7djy1rF36wZeeeNNGhoaPpBm8OMS1E6nk+Li4szrzZs3k0wmueWWWwBQq9Vcfvnlh/mBTxbJZJI77rgDk8nEV77ylax9F154IR//+MdpbGwkEonwwgsvcP/997N582beeOONWb8MsViMWCyWee33+0/oPSwmTmYU50wPkrScRqNVY5BVpLRGxsad1Na873PNtZgwaSa/l74JDwaj6YxMB5luksxqpOAdQ59Ok6uIklds5BM3XsuqVatwuVwL8pnNZ3HjdDp5a8ceQpKB6paGI6b1TJUcPfD8KzhjKow5dkw5uRiNehJpBQ7PBMVuFzl5k1rl1OLENdpPIhomFosiyTKO0UFqCizU5q9gOCSj9I0z1HWQdG4V9trlxMMRnMP9EE/jCcVQpMcoMcoo4n7S3mG6d25g1QWXUlJcmlkA6oxm3I6dNFYWU1FRkbm3qQWk3lZEwJ8ilrsEkglScT8qXYohbwSX1088mUYpKdAb9SBBOhYl7PfQ1noAWg+QGO+ipKiA1SuWZfXunuJQgTf9s08k4qRkmZblq9ixazdDHfux2EtAThEOBnCNDqFOBlmx9GJcLldmcQUwMDBAR98w9upDsx8mG4potXp6BvpYvrR5xt98pVWFuq4avW5m//V8XWGDg4P0jXupXPG+kJ5CoZCorGuhb+8GBgcHqaysnNOYZxLHJagtFgtutzvzesOGDSgUCj70oQ9ltqnVakKh0PFc5piQZZk77riDTZs28dRTTx22orz33nuzXl9zzTVUVVVx11138eyzz3LjjTfOOO59993Hd7/73RM278XOyYrinCni1GS2YLeZ6WsfxFJURTASJBKJoNfrkWWZaNBHQ2UJqdAEwbE++ryOMzId5FBzcU5e/qR2GPCTiMcYGuilvrCJ6upqnE4nGo3mmEpEHmsFuvmm8k31gK5qWsk5JRWkUklUKjUgo9AaCURi9PX2YMvNQ5KkzOKk/eB+Bsd6GO6UyDGbMp8zwKZ3dtHVPkGuvQhX0Evnzk1IOgtWs5GqNecyMdzH0EA75opizJEITc1L2b3vIJ3vvIHunIvRVlYT8Hrp75zMN7/8kutRKBSH3Fsj7+4/QExpoKZusjvYcE8HTLjRKBTIGgux8UE87nGs6Xx6BoZweb00L11BZeMyBtr3kTLIaKQ0kUAA3qtrPp1DBd70z95eWIJKIWHLzeWcNWtoO3iAgdZtqJUSmrxcchQJ1AU5jE2EeHnzDjQqBVopiSQpGPf42d3eS2nKwJjTRVVFOelkcnLB5w8ST6SYGO0l16xn7XnncNEFaw/rvLVpy9sL5goLBoNEk2nMsywEzTYbvck0wWBwTuOdaRyXoG5sbOTPf/4zP/jBD1Aqlfz+979n9erVWT7r/v5+CgsLj3ui80GWZT7/+c/z2GOPsX79em644YY5nffpT3+au+66i61bt84qqL/+9a/z1a9+NfPa7/cftgg40zkZZuOZIk4lSaKxeRkdXd2MdO7DnGsnEY9DOol7fARtMoQlL5ely5ewvGUpiUTiuBYSi7VU6mxuCIWkYMLjQpsMEvDDK5u2HRYgNFMcx0zMVjimqb4OjUZzxPdkvql8U8cXljcgy2nSqSSyQoHRZMKglnD5kow4XNQGfJgtNgBsuXnkF9ipKzRy9upVaLXarLksb1jCvoNtGAuroKOTpMOBWa0m12RGG/NRYNHg8ptwK2wUGu1ccfHVVC9tZ+PGjex541kGcnPJsVqoL7Rx+SXXZ3yj0+8tFAofUthEIq+ohOjEGIRcxOJmkCTSIQ+7u7rxRWIU55gpLCnF7xyhyKqnZe3fsG3rVvbsfofi8oosS95sLpupz94xNoxRrcA5OkR+cSW1DfWUF9qoKi1Cq9WyZ+8ejNYSyprOQm80MjY0yIYtm5BUWlYua6GoQoHGbMcRCTP6znbkRBylxU5eeT3ptISkUjMeU/Lyhs2sWtpASUlJJoobWFBXmMlkQqdSEPB6yZ1hQR3wetGpFFlZCx8kjktQf/nLX+ZjH/sYpaWlGc15uraZSqXYvHkz55xzznFPdK5MCelHHnmEhx56iE9/+tPzHuNIPhCtVotWqz2eKQrmwGwRp7n5dtZddDEvv/wS46092NJebFYbFq0SrVFLsUVLc2PDcZcAXeylUmdzQ5ilJF5Jwq80U1RWfkzV42YLMjrYfpBN235PUUEBOqNl1vdk5rSeyV7KiUSccCiE0+3G6XRitVqJx+O43BM4QgfxBsMk0zKJaIRoJEhaqWN8IoBnbAiNSsFZa85Gq9YwNjqIiSjnHhKcNj1DoKi4hLyKBmQZ1lx4Kel0kngshkarxe1y457wUd24nGgiTCQSpbFpKfUNjezYtgUbQS6+8EIqKt4XnrIs43Q6cU14sZSlSadTk4VNdO8/D7Q6A1qDkfrKMjwTE7QPjWBKmYgMdGKx5GBU6EgFXJg1SorLS4nHE1RVVrB762b27X6H2vqlaPV63I5xhof6sCqTNJ11YZbAm/7Zx9wJBjo78I72U1VVSf05Z6FVq3lz4wZIxjn/kqswms0E/D66uzvQ5ZWjs9gIxZPk20w4Ax6KK+vY2nEAhUrLeSvqAYmR4X4sBh1JpZZ3Wnto7exh2dJmivIsWTnSC+UKKy8vp6rQRkfnfmx52ebvdFqmv3M/9YW2D5xSNMVxCeqbbrqJn//85zz00EMA3Hzzzdx+++2Z/a+99hrhcJirrrrq+GY5R2RZ5gtf+AKPPPII//f//l8+97nPzev89evXA4iUrUXAkaLMK5fUsWaNk8BwN7l2M7ICbBZD1kPkeDgdSqXC4W4ItVrNu/sPEFBZj7l6XDqdZvvOXYwFkixpqMdoNgESyXSKQFJiLGnEmFLTsPQsYpHDuzXB4YusqV7Kg8NjjI4MEwiGkMMeUskEK8Yd6NQqegcGUBfVU1JZTyKVpqOrB3ckjk0jU11djSbmZ2hggInxYZbWVVNXWXKYMDg0Q6C9q5fcCPgDIeIqN8FIdLIlZjzG+OgwFoMOg8mM3xUkmUwAoFAoWdqyEs9AGzabLSOkp8buGRiltauX8ZiaHLOBeDRMPBpDb5gMQI1Fw6gUEvmFRdgLizHKEZpqyigsKKCiaRV+n5eRcQfuiQD7N7xFNJ5Aq1GRDIZx97UScQ7j9gUIx5IYDDq0ZSW0tnfg9/uzmnhMffYrWnysHRmhb2CQQCzNxGAXiXgURWSClStW45vw0HpgHx5/kK7efiylS7CmFSQCSVY0LCHQ20vPwd0kkqAzWZmYmCASDpAOevAjE1IaKGs8i4izH21uKYMBX9bnPdN3ECbz471e75ytUAqFgssvuYiRp/7M3q0bqKxryUR9H+p++CBy3AVP7rzzTu68884Z911xxRVMTEzMe8wXXniBUChEIBAA4ODBgzz55JPApC/ZYDBwxx13sH79erq7uzPBBV/+8pd56KGHuP3221m2bBlbt27NjDmVRwiwadMmfvCDH3DjjTdSU1NDNBrlhRde4Fe/+hWXXnop119//bznLFhYjhZlXmLVccGHP3VUM+x8WWylUo/GlBtCluXJAKHeIezVzTMed6SUmanuW9u27+Ctve3YKprx7mslx6ynoqyUts4u3OEEFbVNhDzDRMIhzBbrjO/J9EVWXqqY/e1duAIRJrxBlPmV6Mxx1KkwXswcGPLiGexA1prQmq3oDCaGe/vAYKWuvA5nfyf9HQdZWr+EuoYmxkcGKcrR8qG152c9tA9dXBXr9YRTSnZ39DHs9FBco6OkqhqNRofX7cB9YD9qzEQiEdRKxXs+8UkODeCaPnZZ01mEJD0j/ji+tAbPxARJZQ+1DUuB93suG01mervaqKkopqGhgQGHl0gkzKDDgyuYYMIXQplfhd2ahz/gI5mUSRvtDI4OUFS5hDXNy8m32xkfG+W1XbuJeN+iuqKC/LycLCuGzWbDZrPR1NSUEZY9PT10dfdwsKOLgaER0koNVrMJtSkHW+kS/BMeBrvaKbfbqK6qgM5OunwuookkPqOCsqJ8giktYaWRktJK5HSKkLMftVZDTfHMKWM2mw2n08m7Bw4esxWqqamJz97EZB713g30vpdHfaj74YPIoishCpPCv7+/P/P6j3/8I3/84x8B6O3tpaqqilQqRSqVQpblzHF//vOfAXj44Yd5+OGHs8asrKykr68PgOLiYpRKJd///vdxuVxIkkRdXR3f+973+Od//ucP7KptsXEqagUvplKpc2VK2+voG2Z3ey9FEQX5w0PkF9gxmsyZkqGzpcxM777lDMbwheIYlFokvZU+p5sde17EF0lgzi3CF4oSG+uhprw00xHp0Pcks8h6Zzdvb95EwphPOhYnqTag1ujJUSuprmoiEPASTgQYcEfJtZuQgh56u6J4AjEs9lL8Xjejo6P4ervJsRhJKboxqhWMuSL4fL5M9Sy1Ws3BtvbDFlf1TUtp6+ggEkvhC/ipUGuIx8KEPA4sWtBZC+nuauesppqsYjDTA7hmWrjVLKkltH8/0UQcnSkH7/gQPRKQSmJWJikor6G3qy3jp7VarRhUMm+8uRFVQRVyIolkyqGgYrKscSwSRmnNxRtNETcVYzLbKCgswu/30TM0htJeiVpnI63TkFPewODY0GFWjOnCsmtgBFdMQTKdRlPaSEFRGa6hXjzDB9CN9BMORxhzedn8zk4aapegVakoyrGgt+awZnkTRqORHe+2kptbgCRB9D0rgVqtmfU3sFBWqKamJhoaGkRlskNYEEE9NjbGzp078Xq9mQbvh/KZz3xmzuNNCdQj8eijj/Loo4/O+zyA2tpa/vrXv855PoJTx8muFbxYSqXOlekPSHt1M6UpAwlJy862TqLb3qGktAyr1Uqu2YjRaCAe9BN5rzmF3+9nZGSEXfvbaB/1TnbfKihm3+4djLp9jI+OoVAqCaS0JJVaapc0EfZNMDHUQ0dXF7bcPHLy8md8T+x2O8saanh3/wEi0Rj9I2NYSpeQo5UoKq7CbLESDQXZu2cPXn8AXwJKC2WiwX4c/hiRUACP24VSraWktomqlnPQ6vU4R4do2/cuaimF3pJHPJkmEQ0zMDxMy7kXZ30v1Bo1BpOVqmIVA337ORB2k59vJ89qRl1WjjMSQZWSsefmMpW/fGgA10wLt/dT4roJurwEx/rRRRzYzGashcWkg87sCPQtb9MzPE5HZyfy0DiyLFG16kPEoxH8E240coyi8iq6O1qpb27BE3ASDPjoGxgkImkpLa0kGg7gHexARqambmbLzlQv8I5RLzHUdA+OYi/WoFCMklNSwdhQH/vefh1b7WpKms7CbNKizS8k5HXjGB2kQqehoKAAn8+X8b3L8vtWApPZAhz+G1hoK5RCofhApmAdieMS1NFolC984Qv87ne/y9JspyO/15lnPoJaIJjOySxOcrJLpR5PZPnhD0jo6u2jtasHY34lWoMNSatEaS1k58F9jPW1U19eCAoFEf+L6IwWOrq6cUZlJLWBhpIGZDlFxO/CFVXiDQRR6U2UV1QTmnARDoWJBieorF4CRmMmZWq298RisVBTW4/KnAeqA5Q1LcNosiBJ4J9w093ZiiehwlRQhSHXTmFVGT73OO4D76KIBbCXVpJfUExwpAuNVofeaEZvzWPMl2Bf3xhXXrsWvdHI6NAA451D6AaGMZrMWK02fD4v7777LqMeP6byenLCcXJ1EjkGFWajEeJhYsFh5JQS0pPWuZkilqcWblq9noDf917FNDWhcIhAOIqMAqVSQWFeHhXF+dTWVFNfX59p+Tm1iCqtX0FTVMeEP8iBA/tIte6jpLiIgvw8ioqrSKdTxFNp9EYTQb8Dr9ebFVGu1Rkmg+wS8Vm12u7ubjbt3I+6rJmKPD3OZDdpgw1vJElocBBZpSEYS2FLJ7Db7cTDftKyjKTVkVtQjDYRoKejFZM1F6Uk43O7CQc86FJhqqpbMt/LQz/v09EKdbpxXIL6X//1X3n88cepr6/nlltuoaysDJVqUVrTBYI5cTylUucrdI83svzwB6SMhISkVCNpNJgNJYwPHMTpCxJWmjEVV2POszAaUdA/GiE20UcwnkZltTM25MTpeR6rLQdVTjEalwuUSpSmXCKyEv+Em66971BVkoetqBIkiZ6eA+Tm5uLzumkoshz2nmg0GrRqJRq9AavFglIxOcfx4SF2bNmAJ6FCZ80nFAnhG+ynobqSmsblDA2PMjTYz8r61fhdI9hMevQm82Tby64urEWlWAsKkJFRKBQoVSosZjMOX5jegUGqymX2t3cxkVRhtOWjN1jJLSpFp4ZAMIhKAoPFRk4qzUjbLna8+TIVVVXk26yHuVU0Gg3RkJ8db28mlEjj8/kYG+rH4fGhtdnR6w0EfUFGwjDc5WZPRz8XOpycf+45tHZ0ZhZRoVAQvVaDrrSMSDRCWmfFajawpL4BhSThcbvQKBVEQkFUikm/7/SI8tg08zPMrNXub20jhGayJ3kiTrHLT1xSE0+rcY04CXm9lJaWUZVnIuoZJeR1E9amKLbn0HLFFUz0t5GriBBwDRIZ62asv4um+nqqalrIycuf9TdwulmhTkeOS6r+8Y9/pLm5mZ07d4qUJcEZwbGWSp2v0F0In96hD8hgMERcVtDSshSvP4gv6Gewr4ecglLqly7DZqqle+9W9LIWnSUXVyRFUpmgZsVa5IEh+lt34/aPcN7lazCYc/HtfJvkxCjxVBDCXpIxJ169hC8YYcLlxDXUzcGDB6guyaf4wnNwuVwz1vEe8HvJNRvp62wlHI3S3tGBwzWBOrcEdSyCVqsmEQiy/8ABli1tprC4jLb9e2h9ZwOldjsFy5YRjUQZGxkgFvTSuHQFce8orvExujracfsCjI+NEki5CLideJwuUqY8aurqCEy42bv1dUinSaPEOTaETqNi1arV5Oflct6HLsFg1KNNhljdXMuSJUuyPtt4PM6Yw8FY0khJZQ3hiTATGjupolKUOg1Orxu0ucTQUb9sGZ7xEbZ3DOIPx4gl01QtPRu/f9KMPe5y4YmkiQeDJMNJtEqJaCSMXm8kEg5SaDMw0HWQupI8VOrJvuHxaAydXneY+XkmrXYiECUvN494LIzeaMaeY8EbS1NkycGsUdDpc1BWamfp8lWMj49QX2Rm5bIWTCYTqVSaiGuEs1atRKvVsqyukl3725BNJjQa7awWBzi1DXs+KByXoPZ6vXzyk58UQlpwSlnowiTzDWKbr9BdKJ/eoQ/IZDJBIpWmKDeP/Hw7I8MDOCxmlq9YSWlFJaFgEF8oBio/krWQyqWVdO3bSSoeQ6/TobYVQTLG+EA3pUsayCkqI63UYjEbKbXbCE64SMkSXoeDuMqAqaSO/EI7lhwdwyHYPEOA09SiZ8TvYbC9lfGEmoTKSlIdR6E24fSG0CYD1FWVE/SMsfGVPlRaPVG/h/BInLAizkCrjMk8WRCjqMCO0WwiMBKio6sLyWwnr6KBZQWVHNy/h57eftwTXtZcsA63Y4T+rk4cHe+iNOYQQ0ksrcDvCfDa889RatPzmdtux15YQmfrPnbs3kN1dXWm3WY6nWbHrt1orYXYUdPVtp+42oaxsBqrzkhv27sQDnHuRR8m7HXgHBmgrLoO31CSsUAMn9tJUV2M1q5eIpKW6qYVaMZduDxmxge66HIMY7cYMVgtxNyjhH0uXAO9pEKVuANx/H4v0riLgvx89HIkY36eTatVafUU5utxj49QWl1PUaGdyMAwgYAXnd5APByAmBmvb4IcnZJljXWYTJOCdUqYarXaTCS53W6f02/gVDXs+SBxXIK6qamJ8fHxhZqLYBGwWKtxzcaJKkwy1yC2YxG6C+XTO/QBqVKpUSsVGS0sOOHGYjZRWDrZEz4SDhKPRohbbBTYS1BrDWg0arweJxZrLiqFRFJvw+fzU5RKk4qGiaUCVJeXICUiBGNp8s1q9LZCZJWGXJ1EU8syRocHQQMhlIfdq91u54I1KxnsewatwUBq3Esg4iUVS2C2mMnJW0LYM0rP4ADxeAxJqabcbKOk0E5BeQ3pVIrhwT5KS0uRzGY8DgexSBhFZAJtRSOl1fVIkoTeaGZJXTMxzxij48O073oLZTpJ2OfAai8imJRIoUOl0iLpLBC3MugZ4qc/foDqpuWoDWbeCk0wMDDI9ddcRX5+Ptt27OT1rXvRFdUQj/hxj42gK9LjD46iN1nR67TojMWo1Rqs9hL8Q52kU5NFUHItZrra2ti+fQfKnGJKSic7ven0eox6HcpklI5tr9G59RWqqyqIxWPk2gupv/jD9A30093ZhmvCQ8TrobKkiCuvuR6LLYdQIDCrVqtVKynKsRPq62O4t4O8whIqS4sYHBxkoLMbaWKAdIGJAr1EdWVdprb4bMJ0+m8gFosRjUbR6XSo1epM7NHUd/ZkN+z5oHHcPurPf/7zdHV1UVtbu1BzEpwiFns1rkM50YVJ5hLEdixCd6F8eoc+IAuLSlHLcToP7kav1aKXYxSXlJKIxVHqdfjcDkxaJaDk/2fvv4PkSNPzXvSXmZWV5b3prupq79DwGAzGu10NuVyas5RopAgFKUq6iiApw1CQS1ERS1GWZhUnYk8EdeKKMkuJcSUd8mpJkZdGO7M73sKj0d6W6fLeZmZl5v0Dgx5gBjODGcwul1w8/wBVlVn5dVZmvt/3vO/7PLLiRNcGhIJBZIb02008DhnVEujVG+wuX8BjM4k6BGyDBrWuiqLINJtt5IAbr11gfGISURAJhWLUivvYBAfnr24Q9HkZGxtjOBxit9uRZZl4cpxnJo8yfOUtxnwJ9F4TVbTjcbvo1kX6kgd7NIlbkXF4bQj+EJm9bXypRXypceSgB380ytpOlszOG0xMTBB1OOl32u/kr6HVbjAzM03A58EU7WDo2N0BbE47LsmNWqth84dRQkkkTIrrb9Mc9Mh3hhw/fhK122a9PSD3X/8HMxNjSL4YSnCU8YUT1MtF9gpVXG4PdoeJOxBCVJyY/RaGoeNweTBMi1I+S3p9hVogyO7uLruVLsceeQb/O05vHreHmSk3gtpm7nPfQ8ghEHDb6cp+kqkplq9fxxGbYGniCLKscJDZo1fJsXb1PGqzTCQc/PBVbbvHsaNH2d/bpZbZYGhahCQBmx+e/v5nCETimLJAtZCnnM8hCiKGZeAV1DsGU0EQ0HWdtc2tD30u/Hm0Un434Z4C9cjICJ/73Oc4d+4cP/dzP8fp06c/kN548skn7+VQ9/Etxp2CXr/bZW1rlZ30N3ni3Jn35e/+PPGdIkzySYLup5XTsywLWZZZmBzj0pWrvHrlbbKVBtl8CVmWOXb0CIFwnIPsLook4bcNcczOcj1dQOv3aLcaBLxuwpEI5XKZbKsMlkDEJXFyNsGRI0dwOexcu3yR1ctXCQSDmJbAaGqCRHLs0Ea0UCxw4fU3kG0yzfwez33zBQKBAIsLCyzOzaKIBtVml/hUEkGyExlJIgqjZLc3OFi7iOEKIjh9OFxeWvktxh0xQqlpDFcEr8eD0+Egl97DLQw5vjDNm/UCly5fpS+HcLocWGqPTqeFJEAo4KNaa1Au5InG4zSaTXo4GBgtNENiqGropQx6pw6eEcSwk0o9zfk33iAUHWF+MslaLkexco2f+H/9LPXOFYbaAI/XRyQSRbc7EPvdG0pmQx0ME0mS0dU+rXqZjctvINpkDFcEmz9Cq15ie2uT/kBlfnYaWRKpFg/w2wyWTpzjYHuF/nDI9JEjXDr/Jpu5GvZgDFPtIYl9XN4QIZ+HmE8h6Zd58vGHDnvVb8Wtk7Z6rczc/CJDY0in1aRWLbGUWOKJc2fY2Njg//na/2Kn1GZggEOC6ZiXH/vhH7rnWopvdyvldxPuKVA//fTThzmTX/mVX/nQH+SD+qvv488fdwp69WrlHSedLgcHB6RzeZ5++AGWFhe+I2bH3yktIZ8k6H4aOb33+iHv7qbpaQaRxDj+0RnKlQrXtjJIV68SCfoYnZji6OlzODwe9tP/kwsv/RlOpwN/MEyp0cbQNKI+BWvQJRUL8vC5B3G+YxPqD/iZGw2xcPw0hWqDeGocl8dLp9thbW2DiyvrdJo9/B4XjWYbX3ySBl5Ka3lUm5ewz0Uhs48SiKModvpqn2hslOjoKKXMDrqq0qtUsIXCuMw+ydQYtXqTicWT6N0642NJGnaDiUSUarPL1LFzDK68BYqTdn9IdnsLm2RjYnoW1Rlg6DapazkOzr9Jz5RwTJxECkSxOyNYCFjNIt16Ecf4CJLDgy2YxOhV6A1Nru3kULsWtWaVt157mUGvR77aYGxmEa/LQbWnYrMr2EyVVimHYrch2mS2Lr3K1oXXcETHOfP45zAEgWA0Tm5nDaNZJK910Mr7TE2kiPo8TE4dw25XEC0TUxCpVIpcXd3AnlzCG0thtzvodFpUKiX6pSyjZ45SarZotVofeD3ftqrNrB+uahdH/SwtzFOpVPjDb76KEZnj3AOzON0e+t0Oxf0t/vCbrxIKhW5T//okk+G/yD7v38m4p0D9y7/8y/dnS38J8N6gV69WuLa8zEByEU7N40suUM1uslHqUmt/Z2hdfxr08d3k4z9qm08SdO81p3f7KmeBir6DERJplMvUyy2On3qQhQcepVGvsX75TfxqibNzKbROmUajSNRucGXjDaruOK1IAsVhx2Fq2GWRqGJybCJOPbNB8ZYHfeLxB2mKHkTJRrl0gEGC3f0c67kyuuQiMT1CcXuVod2HKzHHaGqSYm6f6+kSj5w6iiFIrK+tEg9HqKtdqpUiomjHPzpB3xAYqn1iI0niPgdun59ytYHbG6DaroFp4PO4abU79EUHJx94kH69gCKZ6KJGbHKBnmZQHxjMzU5gOQOcjcV4/c++Rq9SQxwaiPoQJeRGssn0hiqCK4jZbyG6fZiijYGqEgvGkRQnOjLt4hbPf/MFhpaIgciVq9cI+Ty4PH5UQWYkGmHMbVIsZ3nuv/3ftIsZLLuLaChObneDeCzG/NISHrebnd09wi4boYCXo4sLxEcTAOxsrpKM+GkNDDZWVxgIdsYnZtB0nYNikb6q0+4NKRTqdJ9/iajbBqbJ/HT2A9NRH7SqNU2T//xffofy0M3Jsw/jdt+4b4LBECOJFFfeeIGvf/MlFhYWDlXAvlMmw/dxj4H6V37lVz6lYdzHnyduDXqWZbG3u8NAch0W6himiWR3kJyYplYufGJK+dMsVLtX+vhu8vF3s80nDbqfNKf33lVOt9ul0VURFBfesTmsXotGtUB0NEE4EuXUw0+x8fY3sdkknnrkIQ4ODlhbucaJpz6P4glRazSoFQ9o9Ho4GOKKhqi3Wnz+oQfx+/2Hv9NN8Y42BnSaXEtnaJp2Oq02HsVOp5JHH3SYfPCvgCDSaVSJJSdppntUuhrB2CjNQhrNsnC4osg2g2K+QGV/A29khOnJSXQLoqEAHk8ASUzTbTeQRIFWq07EKdLTLULxGPVahaGu0cylKdTb2AKjCE4/AibVSgmfw0Z8LEH1+AOo65v06nlE0YZflsEm0TaGiE4vRr+N2a0hiyA63XhDUUTZTm7lLZqlIr6xJwgmp/G7HKD3OdjbppC5fCOv7DuF7LFT2S5hG/ZwRFMInii6ZGc4NDD7bayhymgiQbPRoJpP43IqyIpCr9M5vDbOPnCaty5cJJsv4veHaDfr1DoDdMGGZHfR6ddwhpN0+3Wcaht7YIRM2/zQGoz3rmrL5TLPv/AiL1/ZJHDkETb30nicCiPxKB63B1EUmJg7xt6VF8hkMoeqYHczGVZ1g3K5fJ/q/hbjvjrJfdwW9EzLpNbqEE7NH95w2kBFlkRk2f6JZ9GfdqHavdDHd5N3Az5Wbu6TBN1PktN77ypnONTp9AcMDDu+UBA8HlrZTfqdNi6vD4fThccXIl9pArCfydIWvZx+5EmGWp/Va1dQZo8SiCYY9LrY1RY79SZvXV7me55+/PA3jkQiHJ+fRlhdo1VoUt9ZoWtI9Mt1grNLmMaAQHwMTySBoWv0qzm8oohugsvlRkRmJB4l5nVwbXuXdlUm4najjAWRgiF84RGKuT3ARJBsuJ0K2+vXCAU8BMIJEvEYG+kC2lDj2tXL2N1ejixO07t4ibbkwMJGMb9HxG3HF5ogXyjQ7GuEYmOY2ibt0i4VScYZHUcSwCYK6L0mjmgcwbKQ3X4kpxu936O6cQHRE0WOTmFKDurtLgsL86Rmj3LppT9m3N7iJ37kB/nt//F7xOdP8vDRB1jZSdNUTSxLwG2z0MUh+cwec8fOML+wwKX8Nr38NrlND0Gv57ZrY3piHJf9Cs3hgL2NVZSRadxuJ/s7G2j9PsnxSeo7DWTFSafX49QDD7K7tXZXE+ab1/petYfoDpKYPoJlQaPdoJ/OMTWexOP24A0E2B2adDqdw30/ajJcyGbY2dpgqKvIdseH3tN/0bpJvtPwqQTqbrfLH/zBH3D58mWazSY+n49Tp07xhS98Abfb/dFfcB9/rrg16AVDEYamheK4MYu2LKjVSsS8TjweN4ZhfmyVoW9FdfYnXcneTd7t+to6Anys3NwnLaT5uDm9965ybDYZ0TJpt1sovhCiKDI0LIbDG7+POujhdDowBIudnR1WdzLYXD7sDjvZnVUET5Dx8TkEQcDhctMuqnjdUVqmnZX1DZ4Ih9nZ2eH66jq1rook23G63IyPREnMLPDW9V08Y/PUWl167RZDdYDN4cQ0LfqdFrIo4PL6aRXTRD0ennz8IeZnC2zt7qGZEv2wh71MBntP4smzJ+irOsX0OvXcLpT2CQaPMpMaxe3xMdzc5fJbr2FqKscfeQKbTSYe3ccc2MDppl+1kc2XKNSaSJKMJUhE41FiYR/Z7U2arQMEQccmKTitAZbaRCvvY1Nc+KeP0jjYY/ft5xlqGqGxeQaWDdEQ0TWTTDpDKBRgem4RsbLJa2++RVf0cuLBJxEkGwGfF1GDPjbMQY+h0aHZ6dFrtxnqGna7yIOLs3z/Zx/H4XDcdm0kEgmOzU+zV26zd+EajVoNS7LRHWg43F7SK29DLcPJpz5Dvd2l22nf1YT51mt97shxrqztMui08IWj2JU41UqRQrHM7LSHdqOBwybi8XgO9/+wyXCtUubV117G6w2QWjyNw+X+wHv6L1o3yXci7jlQ//7v/z5/9+/+Xer1+m163zcfQL/1W7/FX/2rf/VeD3Mf30LcGvSy6V0MTaXX6yBJdmq1Ek5LZXJ8DhA+tsrQt7I6+5OsZO8m77a7ch5EkdTimW9bbu5uVxx3Ejlp1yuksw1amoTIEKt2wGB6Cm/ghqGCOOxTyNd5pdNhZSfLQAkxuHyJXrtJdOb4Lb24DlRVQ1JkRscm2NhdYXP9q1zaSKMpfkaTKUYiToKpeXYqPfqDIfGgh0KrgeIKoA269GoFXOFRRAEatRJJnwu3y8l2dodAyM6bV1bRDQvZ5SekiEyOp7A/eY5cvkCx3sEmGDh9AmceO85I7BkGmk6xXqBcyaGXdugVy5x5+gfxBcNYloUi26jtZ7GcXeyiQK3Tw2aIyHaR1s4a0ZEEi8dPMTk1xdb2Lja9R083yGWLOD0KstmhXinRGDRR2zW0ZhVPNMn40lkkWabTbjHUdDq9PgGHyNGlBVZf3iKTL+HxxXE4XYiShNfloKcPsJtD+qJEr2swVGusXL3E/v4uXr2GeWye9a1tlhbmb/tt/X4/cxMJNFuD2akWuYMc7YGELDhwKjZ0VcSTmKSvDRGHA3Rdwx8IfeSE+dZr3el2Mxrykt1ZwxMMI4oiXm+ATqNEt9tjf3OZ+XiAVCp127V+p8lwv9vl9Ve+iWBTeOTxJ3C/o5Z2p3v6Vr3z72Rv9+903FOgfv311/mxH/sxJEni7/29v8fTTz/NyMgIxWKRF154ga9+9av89b/+13nxxRd55JFHPq0x38e3ADeD3vW1dQo762xeeI3ExBQxn4vJ8RviCJ9EZehbXZDycVeyd5N366kagih+rEK1e1k1fJx97+T17IwkCDU1OoMesqkjCjb29tPUK0UcZp98sUgk6GX86Fkaoodye0i2UGHQaxGchpu6gpo2oN9rExofp9fr8b9feo2+qiHHZhmNz9IVRDL1AcGBRio1zt5BkUjAS7faIVdoYooKerdELbeLKJgkIiEmUgtcfvUbDKoHeE98D+GJI7cxH+pelscfPM3MzAyNRoNyuUy73cbr9RKNRvH7/bRaLTRNYy4R5r///76B2m/T77ZRHC4EWaF7sM1QsBOeOwOKQCAaR+/WEewOKul1WtEgJx58lMFAo3yQJu60EFwGhjeMO7lAtF6gVq9i9O1EZ0+gd1soEnhDIWyihGGXiPmdeNwy/W4HWbCwKy5Ep+MGY+H23lABU3O0BiaCDTKlLP3CLrVwhLhX4bHPfJ7o6BjpVoPaW5c4vjCNz+c7vF6XFubJHLxMvZQjOH6U6dEx9tMZTEskGo6QSKUo7a7RLO8wePAB7HL3IyfMt17rgiCwdOwY2ee+wcobKuMLJ3F4fDTqVa4Udonaujz7zA++z07yTpNhfdBDNjUee/QpAoHgbdvfek83Go3viBbKvwy4p0D9r//1v0ZRFF5//XWOHTt222c/9mM/xs/8zM/wyCOP8G/+zb859Iq+j+9cRKNRnopEGBsd4ZW3L6HbJaYmJ3C43B+oiPRR0DQNVTfQhzq1avnQG/nm/p+GYL8gCIeWhJqm0Ww273pF+l4Mej1cih3Euy9Ue28V9tC06LabbBRL1JqXePzcB68aPm5a4L1ez0NPlOnZI8h2hbdee4Vmu87Y2BS1QgbZaaE7XAiWwZGlE7g8HiJ+L91hl2jAy2rxgINslpm5eXRVJ729QUiB0ViU5198hfoAQtFxwjNLyIqLrq4yNHTom4QUC5/LQTa3x0RilGZlh61smU6zjtkuE4+GCYRPUt9fRajts3j8DBMz81iCgCSJ73tYH7Es3njrPJdWN6m2B1iWScTj4NTSHI8+/BCxWAy73c6xzT3axoBGZoNOr0+zmGMsHKDSHaDW8/S6XTRhgNPpZGzxLI29q9jVJnoth9QuUNm4QMDtIOQP0Ou20XfeQESksbOL7ggQ8szQaZXIXnuN6OI5fB4PvtERzEGXXl9lr7jHQtxPamqSQnNwKNfpcXuYGk9SKJYp1xoMyhk89JmL+/FHRyjWO1Sb6yiiRaGQ5+rydaZn51Fk6XBS9tDp43zj5ddp9RroHQ+KNcAQZUKBMNXcHvmDA2i3uHj5CsKwz4PzqQ+dMN+81gvZDKVyiVqrQzQWZ297nevZDWyKG9QmDy5M8APPPsvi4uIdv+e9k+Fms8kbDifxkcQdt795T1cqlftV458S7nlF/eM//uPvC9I3cezYMX7sx36M3//937+Xw9zHtxGCIDA7O4vf739nFr1+TypDrVaLna0NNg5qSHYFmygQ8nmYnJomGI58KoL9n3RF+kFFaFOpEQS4q0K1W6n9cGyUrb196u0+umFiEwUy2SKSNeQHv//7PhX5Ubjd69kSJXauvo6IyaPH50CS0EyR/kCltreCXsgQnz3OZjrHbvYAOwbKsEfA4yHmtnOwuYxsDTG1HiHZ4MmHzpLLF9jc3UcxNYqlEkNvGZss4XIoqJKEbqnU8jU8Xg+FXI7czhaKx8/JqTiSEMMSjzPUdWS1xWTCQ8mKM5Q9nF/eQJZEgl4nk+Mp/P4AI6MpNq+9wcr6NpvlLo7oDLNHx7EwKGb2eOHKFvVOj+//K88QiUSYm0qRbhksjSSpVSuo+hBvZJS54Ahby5dh0EK2STidbnxeNyHXKUa8kIyFKOUyTM4d4bFHH2E0kcQY6myvXefa+TcRPSF0JcjQHUYzTErb1xl0OowvncLrmaNRLVIt73A85uAHvu+vUa7Vqas1lG73UK7T5XCRiIXJby8TFrvMnjhLeOII4ZEEisNFrVrmytXLDNo9xiM+IhPzyDb5cFK2MDnG2bMPUNJs9LEzGl1ge2eLlQuvYykeIqOTKCMJuoIDUe/T6PbfZ4Ty3mtdEYa88NrLBMYWCKfmic+dYuHc01w//xp7y28xORpl9uhJ9ot1Bq++9oEM0K21FHa7HcW2/ZETWeC+q9anhHsK1L1ej1gs9qHbxGIxer3evRzmPv4ccLc6vx+GcrnMtfUdDEcAwxUkNb2ApvYoFw9oLy9z7OhR6rXyPQn2f+IV6YcUoR1dvFH1fTeFao1Gg2KtjdMf5/yVZXqmTCgaJxzwow00OrrJyxeWWVqcv01m17Is0uk0GzsZolNL7/u7PmrF4fP5iIyM0hec1Ns9TEFE9ngJ+VxEQiHUfpfn0ms44lNMnHwEl8uDOuhRLR5Ar09EMREmE7TffgOhauf44iLHjh+jVq3y9T/73xT3dgimZjAMi16nQWB0gq5hMKgWUTsNvD4/o5MJRiamcfgjuF1OrFaFSDhIWzVRdZ1Sdo9L19eRg0mOhBPIdhnDMCn1OrTXNjm+OIfb7WE3k2MgKPgnlkiOTXLz0nIfOUFOcbB1sMf1tXWeejxy+NuViwd4fEEcip1ivY4se/D5/IiAKkiIDjemzYHihl6/yptvvUWmoTESjZItNWh2+0ymUjjdPuyJeaL9Hg3VomuTOfLwZ5mYW2L37W+Qv/wi5bW3ENQ256bj/J2/8TMsLS1RLpeptS4BNwr2avvr9PsDOq0aI2IHRzJJcHyB5PS7+ehGp48nOYez06ReWMMwhgSCocNJ2c5+mnDATzw4ys7uHhvrl9jf2KKlWTi9Bp2ChuSyM744xpH5s1RL+Y+kjgVBRLApINvpD1Q0XafVaNI2ROTYDGPzE0wfP4fa79913vhuOy4ikQj2DwzoFpVyiX6vQ7/fv+tnyncr7ilQT05O8vWvf51/82/+zQdu8/zzzzM5OXkvh7mPPyfcrc7vnXC4WhSdPPL4Eyyvb1EoZAmFYoxMzLK/vszrr3yTM4vTLC28v2jrbnAvK9K7KUK7m200TaNSb7C9cUChZ+ENx+nkS3gaTUbiUSanF7ic3WJ5de1QgvUmA7Cxl+PS+i4jfZHIQe6QZbiJD1txtFot9vbSyGNLJGZPYHcoaAOVUq1EK5NDbZRQgiPERlNIkh1RknC6vSQm59lZ7YGlcuLIInHFJDUaxZKdpNcuc31ljXazRmzxQcbPPEEtu0ujXsMoZImlpqnpJq1On7GJadr1CpIgsnj8LEOtx1sv71JTBU499BiKw0XftLNc7SKm99FdF/GE4kiigM/poKH2EVbWGI0EqLe6+EbjhMMx+v0uw+EQm82G0+kmPJKg2K6wmylwqtm87bcrVDLo1Qzl3TRuXSeYmGZkapFSKY9qWhRLFWxqnWIji6oZxCbmcPrD7JdbNLYavHH+Cm67yPTxc1w5/waG3UvE72HYaxEcHcf+9P/B3hv/m1a1TEge8tCjj1Gp38ij3zaOaotGq43gkPElxwgH/Hzt+dfw+MOH112/36fTV/EFYqiSRCltoKnq4X02Mpqiur+KVxHZO8hgDHW8kVEmZB/B1ByCBenN6/hoszA9SSAQRJZsH0odN5tNBqbIsaNLXLp6nUK1if5OQaji8nD67DkEvU2/18Xr89913vhuOy4CgcAdA3qz2WB3P83a6ipe+rxx2cte5oNFXO7jHgP1j//4j/Mv/sW/4Cd/8if51V/9VRKJd3MW+XyeX/qlX+LChQt86UtfuueB3se3H/fSVnVrEZnb6+X44hx76Qz1UhrdMJEFE9HUOLEw84lvznspVLubIrS72abVarG6vkHe9DG2+ABunx9d0w77VEfDfsKhMPX2gGazia7rh+c0OrVE0nBh90Ypt2u0l5c5fuzYYbD+oLSAZVlk8wUUjxdZknA4HTccpFxOEs4JttaX2Vpe5bHHn8DhdlOulUg4J+i0mxTyeSqtHlvZLbZ39zmaCnLqxI3U1fmLlxibnKEuBjA9I6j9HqHEBKYg0aqVKe6sMpS9DFWNfiVDMhHGFh3B7lDI7qzijI5jfye/r2oDupqBHIgzEGzUqxUmjj9Kp9NiI71Hv1llFw2fqDFolhFCY6TT+3T6AwzTuhHQXU5isRiCJNNTNVRVpdFoYFkWJ44ucQI4OpPi1/+v/5tyr08kNoKiOMEyyOxuIg96FNPbyN0i43NLCJJEtlxDtDuRvFEq+X3SuRxWMM9AN/D7FSRJRDJUaukNCrkDGq0mybEkp44tMTJ3gkyrftu1f/P6ODg4YC+doa2abGRLlKp1BqvLHLc/gNfnp9Nu0W63sXsCNzoqROh1O7RbTTxeHw6XC92wmEiNcXH56xQML8npRTrGAYriotNtMT45hdPss7+3RzAc/UjqWNM0dtMZdkst6hrIbj+yZaCqQ9yhGPVWB6feRte1u7pn3nv/3M1E9r0BXdU1Ll65RrHaIOr3ceaBp3E6XPerwD8C9+ye9Wd/9mf81//6X/kf/+N/MDs7Szwep1gssrW1haZpnDt3jl/8xV/8tMZ7H98m3Gtb1Xurq/3+ACeP+2m3OzQbNYzhkEZ+iPcOOa6PGtetRS3q0PjEObC76WH+sG1uBkyb4kToGrg9XkRRQHEo2JU4lXKBzbXrnJoexWYXUFWVtc2tW84pFMoVSv0eicl5DvY22NvdIRAKA3xghX2z2aRU73Dq9Dm2b7E0VBwu1EGPfqOK2uuQSIwiSTYK65usXK3SU4dYDi+uSIpGuYDicZJpGfzWf/sa8UiYg1KVYHISSRSwuxyoQw1VhUAkhmDoFDcv0+n2cAk6c2enOX7sOFvZIs1qhVanT3h0hlY1j67r9Htdcpl9BHeQI2ceJbP8Jnsr5xk6goi+KIJm0syuMDYZp9dVuHLlKqPzp0hMTBP0+tG1AY16lcb6Oq5hk7CocOHSZTqadRuzkxyJc+bkSZb38mSuvoYzEEFxOJgciaB2m9i7PkKTcdrdHqV6i0ByDncwjE1WkBxeNioVri2vYKot/LEEarvOQB1QLpRQseELx0gunqCjawxUlem5Ra5fuchrb7zFk48/SiAQQNd11veydAUXIxMpfEmdnXKHbFPltVdfIhoKoVkSB/kCe3v7mJ0KXkFleW0TTzZP0OvG43KhdVoYhkF8JIFbdNOoF2lX8wiSjVDAx0h8DAmLWmaDTruFKIgfWt/RbDa5fHWZQXiO2eMPYHc4aTVqVAeraJpGrd7ENShjs8l3fc/cirud7B4yD/urXFvboKlaLM3PMzk9czgpvV8F/uG4p0DtdDp58cUX+fVf/3W++tWvsrKywsrKCgDT09P85E/+JF/84hdRFOUjvuk+vtNwr21Vd6qurler7xh9dOh2+6j1PBeil3nwgTN3NYt+b9GYPuiRzuVwhRP4AiGGQx2bTcbjcfNJer4/Lg4D5pkHKX3jBfI7K0TGpm5YSKp9tEYNvVnF611AMXsMBoP3ndPJ8RTttU3yB2lc3hCV8j6l/AGdTvMDK+xvToImx1K4PJ4b5/QdS0ObKJAMuqh6XWxsbSEpHprNDhsb66h2H+NTs6D1cQlD3B4fzugYaruJbvWwB0fpik704RCb3sWheDF0nYFqYne4EbEIu0SW5pZ47Kln8Pn9VJstdvIH9Pp9RLVPt9UgvbdLrdEiX6kRlNyo2gCv34/WKNG2mrjcPoR+G3HQYHrqIYq5DLX2AKPSRHRVcbXahMJhwiNJNi/sUSuuEFqcpWY6GRlP3VZVv5s+QHF5+cJffYyNtRXKjTbQx+N0obh9eFxHsdQB6fOvYcQj+OIJROFGoZPscmMJAr1uG4dsJzo+jyBYrKxcQ7MEwuEgyfgcodFJSnurXL6+RvYgT7uncjWzQa3dZyo1QqvZoit5Dye0lmUxMzGOnq2ykcnT3E8zNr2Aw+mm3a9hWjJ+RSQ6eQR10OPVt1+nnNtjbnwU0zTJFMs8/MznUBQFr0uhoYtMTk0iCAKmYTA0LXRNpV6r3FbUeGvA9Pl8bGztYNh9BGNJFJf7Buvi8RFMTNBv1uiVdnG6pduurY97z9zNZPdmQE+n07SaTaJTS8RGE7dd1/erwD8c9yx4Yrfb+dKXvsSXvvQl2u02rVYLn8/3sVdK9/GdhXs1vXhvwUmjVj00+giNzTOslYnFwtRMJ6/cBeX1QTac1zZ3+d3/+TVmjpxAcTgPq4onUmNUiweE3lnJNhqNT1228OY5mj56hBOFAmv7B7SyOqYJkigQdjkQkil63TaTyQAOh+N9rWo+n/8wLVBtlimktxl1msxPp95XYX/zYdxsNtEHPfrdLsFwhEAoTKfdQtc1ZNlOo1HnjRef4+rKOrGxaXpDEc3uA7uHWrXMiNdONHQjSCfHJhn02uTXL2ETRWLJcSrlCtqgTyIWo9NTkQcqDnOIf2YMn2Ij4Pfg8foAgaDfR/XCJbb3cljZIpbep9WfQHG5CMST+EZSNLsazVKRcGKS6dQMCAKlXBrB6WRraxtV9jKaCNFo16jVPHSdHlrNOgo6Rq+BOejjiqQIxxPvq6pvFCrQrjB36mEeeeKZG+dBU1FVFX04pHJ1hVarjuzy43EqNHM7uMMjSIqDcmYHJAm/XUMzNIoHaVyBMHZ3EMvMYbXLhE+dZtDvEI+EyTaaVDoqJ04+gDXU8YxMspYvcv3ieU4/8gSdduuw9XByaoprK6s4nQ687hAzY3HE4YBmvYIz6MfrD3L9wuuUSiXqgyGm5KNtKZS7Ovv5EsPX3+Ts6VMcPbLA8voWB7k0oVAMw9AwNJVsepeY28bSwmkqlcr7uh5cMmzsZklOzjCUTCr5LL5gGLvdgSyYVPo9bJqKa2TkhmUnd+/c9kkgCAJOpxOnx0ckPnLH+/B+FfgH41PV+vZ6vfcD9F9A3EkV615NL24tONneWKFSKtMTHETiKer1Mm5hyJHFRXw+/0dSXh9Ew+u6hssfop2tkMkXeeChRxGQSOfTXL38vwgIKtPTU9RevfCpyha+N2AOej2OnzyNJdpoqBb+UASXx4eq6uTWL+ITXSwtzNNsNj+wVe3k8WMUCwViUo/veeIhxsfHbzsXt7IJ6tAgncuxdVDixOmzeLw+ZNlOMBShXi3zx3/wNTqaST+zR77WIxQfRVJc2H1BctsrNIc1Tp06SzgcRxBAcbiwKU5ckkm9lGdmdoG1a5eQDJ2JRBxREjnYXkc0HKQiXmw2ietXLmBTnGSKFXzRJO5sjlI5i298CUN2YWgqiVgEVTApFvMMuhqN3T0KbZ1WrYI1aDKs7lNt93D6InjjIzR2NqnvNDERMAd9RgIOHnrwDDmbSiAcYXl9i76gEIqNHxbPdTSD3e11rlx8g0efepahrrO/t0et1UE3TLbXVxh2KtgcIUanZug263QPthj0e5R3NxkZHSM2Osb25ddobV/iwJRx+0N4ZZDsDprVMl6HDSQZJRDHbqkMBj3ssoRpmRQOCizv56kZb3Jkvnr4e8qKk1Asgb2vkd5eY7dfo9HusZhK4PCGqNUbnH/5ddzJOaZPPEowHKR1sM/GQY1CsUy2NqDe6XP66ALjozHqzRa14j4H+7tE7RoLI1McXVwA7qxJv756le1MHn9qHl9slEajQaucxTAtFF0jKJt0bBKyJCGK0ifWSfg4+LR82L8bcd+U47scH9SDfGR+7p49k2/mp948f4FLu1s4RqbplDPEvM5DtTPgIymvO9HwN12+5GCCxz47x97185S3r2Oz22HQo1IsoIxEmDj2EE73B+sQ38v5uhkwt/NlHnn8GU4cP/4OtV+h1ihRK+WZizh59qnHAD6yVa3TqjM/mbxjkH7vw3ho9/JnX3+Oy8u/w+zsPOFoDNQue/u71PsG48ceQrW56NSKbF97i0qpgOILY5ftdEyDa1cvk1o4htPlRB30kCWRqZlpdvfS9DomLqcdaVCnul+jXCzQK6dJxSP0hx6q+QPKFy5TbvUYKn5SyVFOzaVY297HHfXji8bpdrtU9tao1BtgDnGFRznY2aCjCyguNzZZwRkZwx6bIL15jaAcJHHsISYTcdR+l0a1jDRoEA2HqBZy5ItlOjhJpGI4XU4AnC4nkzOLFLaWqWS2uPS2m0qthekK4gmPM+y3mTtylNJBhrWVZZRchtlTD9Nt1ilmtvH7fIQmFqhUq3iCEZKRANlCgXDIhyJLVPJp3IJOYjRFrlwnFIjQLO5TyWdQ1AbfeH6Lcl/A8o5StTwU+gKdYY92d5mJ8TEMRCzZgYgJloFhGHi9PpITKdRWFVckwfGzjxIfG6fTalBtNImOThCRPbQPdqg2u2wfVIl0usymEkiGSmI2dqjkBvDSq6/dsY5kduEoaxs7dBo1HIEoM/MLDPq9w4r6brvF+efT2LUmlf0NFFn6RDoJHwefhg/7dys+VqCenp5GEASee+45pqammJ6evqv9BEFge3v7Ew3wPr51+NCq7vOXWZxKUWtlPpFn8k1Eo1EePHOaXK1Dcu44iuI4zCHfxN1Ur76Xhu+0W4cuX3anG70/z9JUApfLyfrmNtYDT+C2BlhYSJKE2+tlyr3I8uW3efWNN3nq8ccIBAIfa+Vwp/PliiR59bXXee7rf8pjjz7B8VNnqJaK5LJ7zIXG+Z6nHycajd54oH6CVrX3swmQyx2wlysRGl/ALBVoNJs4A1F2NnbQ+11iqSls3hAOp4dybp+h5MQWSCAFEwSmluhUshzUc7z92is89NgTtOpVoj4PY+NTmJbFKy+/THZnGy0WxdJU1G6DxRNnOXrqAbYzB9icowSDTdpr15g8cgrZ7UbWOkRiXVr1PNfXr9Gq12g1amCz44+Oorca6MYQSZJxutwYgwaCTcbpD+IIjNDt9QABfziKIMSIJCbYvvo2ly5doN+oUlIlHJExyu01fB4nE2NjeDweNLVHMjlGRNYpbS+THyiEkwq6VGXE52LyyKOYpsl//e0umeXXEUSJQCiM22Zh6AMKuQyKJLB45CjjE5N0L13C6faRiEZxqDU8TjsCFpo+hF6bVjGDz2cnXSrQdyeYefAMnlyGg1KFLg4kUQS1j7q+QS5fp6NZTMwuMXXkJCvrm9T6Bs0rF6nVqihePzabjUG3SymXw7K7iSXGYWSUgqlidBvYtDb72xkG+S2efvgBlhZv1HN8VB++1+dneiLF2s4+Vq9BPicQCsVwe7yo/QHZ7TVOTY/w41/4/tvsTL+VRVz36sP+3YyPFahN07ztJL739QfhVrOO+/jOwN1UdZeqNR47e4rVjc2PZd/4XiiKQtDrwWFXcN/iznMTH0V53Yky03UN3TAxhkOqhQMMtY8/EEIQBFRTYjSRpJZZO2w9qVcr7O3ukC9VuV4+oN7VmB6L3zUV/kHnK5FM8eyzHl5/5WWuv/0S/foNWchjqfDhd98URfkkrWq3sgmtVpO9dIY3L14lW+thd7oQTIFBt0PSGDA+t4CFRDm7g64E6ZZL5PNFlNQxfP4IzfwOmtpDCY4wME32Dko433iZhZkJJqeO02o1SReqWA4/jzz8MEdPnuH6lQvsVroYDj/rG9sY7hDTc5O0Wg0yBwVEUWB6bonzrzzH8so6yugCA8GBPDKDEkjh9EextB7dehlz0EbWOmg9Gw5fGLWSpVku459YpJlZo1M+oN0YxeML0G02GLSqtAtp/B4XxWKZaGiKdnfIQa1ELl/ixNI8w24Tj1Mmnc3RaffwpsaRBAGXLDCRGjtkbX7kR36EP/2D38PsZum2D8hXW9TLZaRmi9RYknjsKMFwlMlUit1CFdQuZ08ew+11kz/YobGfQdeHTIRceFwOMjYPE0uncLjc+IMR6uUCgjmko9kQJJFCOkuz1cft9zMxdwSP10soFKSumlR3S2ytXMMVnyR3cIBAjmI+S2p6EcWhYBo2RJvC2NQ0D548xlDX6BT2OHHsKMFg8K768AVBYHbxCOmdDVzo2KwezcIu3V6fbr3MiDLkr33+e5mbm7ure/jD7ouP4xj3SS1hv9vxsQL13t7eh76+j784uNuq7pN2O08+9ug9ecneK+V1p/27nTa53a13VKY6hBSBrXU3oXAY3TCxMLCJArJsp16tHBayRWaOIbn9+EZTZNqdOxok3Olv+7DzFQgEefKpp8msXeLhE/OHZhKHft4f0KrW6XQZDnUEQaS858Dn873vuDf3HWgql5ZXOah1OeiBO3UEt9tDv12nWStRbHRQhxZLJ05Sye9Tye9TqzUYKi7cgSiGaAebk36jciMvaQzodxpUD3qMPvwAvkCAt8+fJ50tkIoGOHH8OL1+j71CFSGQ4vpeiV6jxOKpB7FXSljGEKfHR7XeIJDPks8X6QsOxH4PX2oey+GjtbOB6A7iCo8wNExsosVoIolnbJF64YDa9hWGoo3phVN4ZQuhW6WV2aAnK7SaFRx6C2ckTtDnIbOVod+qE07N4pVE8nvbvPTC8xxPRejbFRoDA18kydyJBxnqQ2q1EsvrWxxfvJFiiY8mmZ2epFEtU1JtuAMSR8em0QZdLNFGemcLl8tNIODDWr9OqV7gyVNfYHpugWSpQL9Zpdfvce6Rx3jzrbcQbDKWBZZpMbQMZibHcdhtVBstsoUczYM9zpw4hiMQpd3tICsuYtEwhWvXyGQyaIZFcmQMnH563RaqZjBQVXqdLqJg0e+1iMyMMpJIYBgme40Suq7fxup8VB++0+Hi6NwUiWiAtmrS6HSJeS2SUzOcPXP6I1UlPwqf1Ijmk1rCfjfjfo76uxQfp6r743omvxf3Snm9d3+H4mJrew/N5qKrCSQm5xmLhSl3mpQ3ttBMkaKqMRbw4PZ4uXLxPAPJRXJqnkF/gCLL+AIhXB4vr7/y8h0NEm7Si7f1bOsf1rPtRrbf8Bl+77m6cxGNcOj92223UWzSHRkFu91Ov9fhree+QVW30+yr1PomSZuMpCh4bCHaDheyJNE1oFytE4vF6WxtUCwWsIXHMUQnoigie/y43SlMrYfD7OJwSyT9FlqjwPW3K2Q2tpmZmmVh6Riizca1lXVqqsXkyDg2j5/r5yts7u6ztbtHOBig3elRz+2g9jv0kYlNH6We3WLY6aK1BwwNk/5ARW2VMdUegbE5LEsn4HbiGI2jRyLYJAuzXUFxuIjGwozHw3TadaJeG5oapnKQxpuY5ZQ3TrpQopcHwwKXNaQ76NNothAUD6mROLogow36CIDH5aZc7rC7n+bUCT/9bpdBt8PU0TOciY5wfnmdxNQihmGwv7fD/tY63W/+IQtLxzkzl6SY7qM1Cuxf72C3iTx1ao693AFvvf4ym/sFBsh0r1/DJkvEgn6mjizgdnkY7bRZ6dVwqUGe+uz3IkrSu+zJ0MTq1IjGYsiDGlqjTKfbQzMFBJudYq1J7/JFPNKQUafIkcVFbm0zlGWZq9dXPlYf/txUiicefeTQgezTCor36jF/r8+U7zbcU6D+zGc+w9/6W3+Ln/iJn/jAbf7bf/tv/NZv/Rbf+MY37uVQ9/Ep49tdgXmvlNetNpwvvvYSZc1OaixJvdHAI4u4PX4C4Sj769c42LhIIBxm4tT30e20D3PZIFCrFvHYoFIps7mXYeiOYIm22wwSqm9dJBkJkC+VqbcH2BQnQ10lvb+PMzhCcmLyY52ve2EUNE1jf3eHzVyPydOP0yvX8IgaXXWIXmsg9apE4iNYskJYkcil08yP+jl76gRXVrfRBn0MvY8+1JExkSURZ8CPzfLQb+ZYmJnne556hE6nA6bJ0rnHsdkkrlxbRpPdRMJRREwEC7q9Hu4RLw5vAMFlJ+YJUNxfZ+3aJdzxKVzeMJbsQut1wBgiqR2MhgmyDZviRLLJDDpthkONYb9NJBIl4POyn15DVhSiUhKb4WJ6JITf6+EbL7yIKImMTc9jDHUsaZXuENyBMHanl50VjWsrV0nEw/hd8+TT61y+ukx0fBq74sIY6lT3Nwn7fdSrRRBFpmcXsASRgM9Hv9el0WigWwLuUJxeYQtB7zMyPkHIIfLQiUXi8TiKoqBpGvVvvIhUV5HdPga9Ad1WHX8kjmXoWIaBIIAoSgiGRjISQLbJeHy+Q/ak2WwwHGrMuPxsC12K5RqmZMfm8lMfaDRqFUqtClGpx5M//EMEAsHbrg/LsthJ5/GMTNJpN0GQCPi8lGsZ8rn9D+zDF0XxMCh+XKr6TvhWeszfx51xT4H6hRde4Omnn/7QbdLpNC+++OJdf2e73eZf/st/yeXLl7l06RKVSoV/9s/+Gb/yK79yV/uXSiW++MUv8kd/9Ef0ej1OnjzJv/pX/4rPfvaz79v2ueee40tf+hJXrlzB5XLxAz/wA/zGb/zGPVNCfxHw7ajAfO9DIRKJ3BPlFY1GOWmzsZsrcWx06lDkZD+TvSXfaxEPupkYDVCvlVEUJ5puYJoCW+vXaZUPCIXCrGxn6OoWqcQouqZjmgZub4igGuX5P/1D8gc5gqMThMMR4hEnI/FxjGKTV197mb/idhOK3N7f/GHn61ZryutXLhCKxHB7/dhEgUI++4GMgmVZrG5s4okl8Ve26FaLWIaA1+Wk2+tQ7zZxGW2mT52lV8oQjcfY31ym51BZfOhRkiMxKr0BvewaksON7HIzHLQYotBtVNCrBUZDZxkfH6fZbBLczqD2+wwEgXq7T2JsClMb0Cgd0O4NsLt92F1efIEI/XYNwehyZOko6+ub1NLrqJoG1pBkIonT66NUKjDo99GGFrJggtql3yyTXb+KSzQwhkMq9Rb9YholEibqmWQmNUo4GGB3ewN50ES0e9AGA+yKg9mFRQrZfVrtKvn9TYobl+n3ekwsPkMwNkqh1qLVrjBsDpg5MottqLN3Lcfv/8/fZWk8dsPEw+VCkiRkweDy8jU80RS+6BiBkSl2Bh1W9wu8cf4i86k4Pr+fdO6AqfEUe+ksla5BJBzmoFSjL4mYvRpm105HDnOQyzImCmxcvcCYV+T4wlGKhSxu7417y+PxUK1WyB3kqTbWKO3uokkO+uUNJHcQh8OBa9DGgYpvZJKNdJ6JiTT9Xge31ScWTvHyq69zcXUTR75Fs9kAC4LREWS7jNpIM3C6aGRv9OHPTY0xNjqNZVmHGgJ36rf+JC2L32qP+ft4P77l1He320WW5Y/e8B1Uq1X+/b//95w8eZIvfOEL/If/8B/uel9VVfnsZz9Lo9HgK1/5CrFYjN/8zd/kc5/7HM899xxPPfXU4bYvvvgi3/d938f3f//38wd/8AeUSiV+8Rd/kc9+9rOcP3/+L72a2re6AvOT5q8+CrquI9sdxEeTSNINVaVAIPC+fO8Di1OUa3V20nvU87v0VZXuQMUfG8MfjVM3HXhcfirVIlouS7fdRkDg2vIyFc2GEZ5l4dyTSKJFtXhAd2+fpaNLvHX+Iq+/8k2e+sznDtu+7vZ8iabGwdYmVy9fRBBEwl4Hp4/M8chDD97xnNx8IC4unaTZ1agP+pSKBZCdqJ02ks2BKzaKaYGhD2hVS0wG7Dw4P0anlMYtqLTUDnq3ipJcIjQyi6K4aOT3qeyv4umUGYm965DmkiF/kCYcG0U3TOwOBX8wTO7KJXYyeUamFlBEg0YpR7uSZSLoIhpPUqi10NsVfA4b3sgE2EUC0REMJGr1GnpmA8WpMGw2iBhNpO6QQqWK3dRYXJjngb/yFIpdodxo8saLX+fo3BQxn4uQR+bibg7VfgWn04nP42RkbIKEKPPCn/weiuJAdvkpVVvs7exginbmjj/A/vYaV77xR4iyk3azStXS6VXyjKQmEH3nWVxYQEBAkGSQZRAkms0qtVoNd3gUz6iCJ+ThoN5jN5Ol82cvkD8oMLR78YxM4otO4vPrWIZFr5qnVM3T3DFp7EcYDzr5a9//vUQiEV55j8b1tdV1MrkDdH2Ic/I0bm8Eud3AprZweQOIeh+zlSca8rG3tc7bZovve+YxYpEUa7sZKpoNR3iMNk6MSBhrMKCtqqTiKew+nUEtz2wyygPH5ml3e1xc2Tq89xRhSKPbR/KPfCKq+lbcqxjSfXx8fOxAnU6nb3vdaDTe9x6AYRhks1l+93d/92O5Z01MTFCv1xEEgUql8rEC9X/8j/+R5eVlXnvtNR555BEAnnnmGU6ePMkXv/hF3nzzzcNtf+EXfoH5+Xl+7/d+D5vtxmmYmpriscce4z/9p//ET//0T9/1cf+i4ltVgXmv+asPw93mexOJBEeOHOHE0QZBj4PX1jLEx+dJpqbodjuYloDL66PfKGG5PJRKJSrlMk1dwBUZQ0YEAZxuL8mpeXK7G9SqNR595GGuv/USmZXz6KaFaJmMRgOcO/vBMqiH58Pm59Hv+QJDY0in1aRWLTEUpDvuA+8+EEeiMSJBH8OuweSEQs+yMRMI0W53KBUO2L/2Jn5xgGV6eezMUX7sR3+EbDZLq1nn1YsrFDsGgtmidu0V+uoAQ+3jtNtQvCH+P7/3NTYyRZwuD4N+l0J+jVJ+hFK+Qnp3l1a7RSG7R6dwgOp1oQw7GJ02WvmAmhaj0+0i6iqizY7aqhKIJdE7VWoZE9OSaOW2EbUOsUQEpB7PPPaDpDMZRkMeHnv0Mcan5/D6brAQ7VaTrfXrOOlhCDaSi2coGJu0BAf+8Di1VoXi+TcZql3KhQL+8SV8fh/2QISGLtDpDSheOY+uaQwtGRmZkcUHmJqcoLJznU6/yvLGDq2eim5YHF06QjqbIXOwz97GdWyiwNKpJF6nnd2rb6ErAcaOnuPN118n38oQXpjGEZvAHwkjdVr0GlVGZo5QzW4yPFjn7NQSjz3yMKOjo/j9/vdpXLcGJiEF2p4otuAImuwiGknSK6WxoaGbBpFInAceepzdKzZGI06OH13i2soqXcHJ0okFNvb/mEavz+zSPAhQTm/SqBaYWTrN1cwuHqHB3kGZnuS6TcHvxW/8KT0dnn329OF980mp6vvCJd9+fOxAPTk5efhjCoLAV77yFb7yla984PaWZfHlL3/5rr//XnIaX/va11hYWDgM0gA2m42/+Tf/Jv/0n/5TcrkcyWSSXC7H22+/za/+6q8eBmmARx99lPn5eb72ta99VwRq+PQrML/V+auPQ9kLgkAwGOTokQW+8cZFdNmLy+VBcTgxtT6F7TVcosbksdPki/sIgohvdIriTgan13e4YhcEgXA8QS2zwdSMh0gkikMyMSwBU7TR1W5Q1IIgvC9Yf9D5CARDJMcnbzsfwG3+36qqUivlKTVfoVJvkdnPoIoKFhKINlweP7ZhD1lrIjgdWEONrm7xyutvcGR+joWZSVazNcZPzlKpN8hks7j9fmLxMQRMeqU0aU0k3NB5bGEWRbZTH5hcfvNFrm/u0xrKuAM3PJ89sQRD02KoqQgCOHwhRF8MdzBCMBLH6DVodfvU0pvYHTKVlbdo9wYIpoXf66SfbhMJ+LBpLbyixsM/8IX35fp9/gDzi8d59c++RjAhM7uwhOLy8Pa1NbLby6jakGohQye9humNE5ZE4tEQuYM8+WIZ3/gSw04H0yaAK4Ig2/D4gzg9foKJCexqAL1VZj+ToVqp4vLtc1CqUi7k6TQqRCJRirkMZQFamsWZ5ATlRhubJ4DocBNOTmHYZDqdDsnUBFWHA6egE1lcYrOWRjMlLq3vc307c8gePfnYo4ca167YOCu7WfL1PulKCcMVweHxY/f4qW1eIOT3ooTC6EOdSCyGw3WDYbxJM/d6fRSXm4BlUCnckAT1hUao7C0jrFwi6lZoFPtUVTh68t1rzcLC4Ytgik72M9l36Oh3n+Efl6q+L1zy7cfHDtQ/8RM/cSg8/1/+y3/h5MmTnDp16n3bSZJEKBTiM5/5DJ/73Oc+jbF+JJaXl3niiSfe9/6JEycAuH79OslkkuXl5dvef++2r7766rd2oN9h+DQrML/V+au7pezhBttzcHDApStX6Q00jFKe4kEWh2JnqKnY3F5mTj+ExxegltkCUSTi8tDvtQkG/TidzsPjKg4XQ9PiIL3HXjqD/dgpphYXPpItuNvzsb29Ta5QZHM3w14mR08dgmWwt58Bd5CzTz7LueljpLfX2d3d5eDyi+haH1EfMLJwlKNLR5hdPPKuZeD5y0R9HrwOG/5QgKEgIvnC+AMhBr0u1Z1lwhMLKA6FnnljMjE1nsK0e2nYItj9fSYmjiL74yiyTDO3TVtTKeymsYsWi+eeYmL2CLqmsXnpNUy9j1uxkSvksYY9QiOTzB6dZn5xCYfLydbKFaK0ObM0y2YuyMhY6o6/b7VS4ur6FlOCi3r/GjZRIOaxUy0W6A/tiIqXviBjsymki1UKlSqaqtLs9tAkJ9pAR9SHOB0ak7NLDNUB6b0dnGafkVSCttGnV6+wevEN3KmjKP4QoekT+GwKgqmzm84gCBJeRaTZbNDpD4nEEuzYJDrtJv5Ygma7RmQwwOsLUsvv0apVwO4iNnOURGqCQa/LxvYGu5kXePzB03i9XpweH/5QGKVQ59jYNL3XX2crvwV6D5skYhdMxiZmsCyDSj7DqFsi4LtBLd+kmdvtFnaHi/nkCKVikVY5iz4c0q4UmI/7mJia49VihmA4RrfbPTSp0XWVoWkxkhynXs3R6XQPGSj4+FT1feGSbz8+dqD+6le/evj/F198kZ/6qZ/iH/7Df/hpjukTo1qtEgqF3vf+zfeq1ept/37Qtjc/vxNU9Ybg/020Wq17GvNfNtykaxWnk3areWiQYFcU7HYFp8t9z/mrj6Ls4Ya04ub+Adc3d+lqBl11yNTiLA63j06rgaB1brgZdTsMhyY2m42hrlPKZwkqYBfBsuDms0Yd9JAEWF25iisQ4+jJMwjvuDB9GFtwN/m8SqPJy29dpC86KbeGSKOLjPhCXL1yETUgIYuwfPkix0+f48gDjzA6Mcva5TfoZVY49fDnOPPQ43h977IgN8citzsszU5SVds0ywVkT4hhp4YLA80fQPH4KOf20Hx+isUSqxu7GHYXus2FKzrO4rFT9HWTnqrTcQXoVzcxbU5MrUkwFGao9ijtb6I1igihceKRCIZ9h6YGifmjhAJuHG4Pmq4yPzuD12ZRazQ/kDatVytcuHiBgewnNnuSUDiCOujx1muvUGr2SczPYg01mvlt3Ilp+pKLviWA1MJpc9MtH4DixOz3keXmDV3vVoPS5lV8DhuNagmh38LoVnGFx4iMJnHFJwlERynXGtgcbgprOu3dK4SPHKPRaKJLToZDHcu0qOXTNLs90DXskkg4HGJ/Zws7OjNjKWyyTLvdYj+TpdY1ONgvsZ/+Qx44vsig32Wo68iSiN3u5KFHH0N9+WWapoY/FMMUxhAkG83cHqPJCIojyEjYRyQSwW7bZtDrYbPJ7+zvYHZ+kX6/S6fVoGtTOXX2HK1GncFAYy+XQ88UbhRXSiKKaKAP+lgY6IZ5aMJxE5+Eqr4vXPLtxT0Vk+3u7n5a4/jU8GGzuDutaD7ud/zqr/4q//yf//NPNrjvAtjtdgbdFudff4VSvUWhWGQwUHHYJUZGRomFAnglHVmWaTQan5huv0nZNxoNKpUKAJFIBF3XefX8Zbo4aAsu5NF5XKrOTuFtMt94ntnjpxmJjYDNjtcp4HbA2uoFPFYPtyRidis8+fBZMoUyB7l9QqEYsmLnYH8HrZwBw+Dk6dOHQfom3ssW+P3+d407tAGDXhe39/2CJoNel3KxQHxiFkwBPGEC4Tj7e7vUOiq6I4DNBp1ujdXzLzGzdBK7TWJhaoI9tcGRY6fxvaO+9d6xVPdXSUb86M0hY4k40bEpZLuCPuhTrZRI7+/hdHmITi5Sze8zHPRQsVNr9wn4PCiyjVA0jKqq+F12LK2NIsvsXN6ltHaRUHyEdmYdAwGHO0g2l0PTNBSHD5sIlVqDYavMyWOLTI3PYxMlqvuruO0ChXdoU7ghB6tpKmvXl6kPLFITkze8vaUbFH9PciGFx5Aw6XYb2Bwe3P4w1lCk06zRrVUIjE5iNwX69QIW0DNFsul9zF4DyRsmvnQCSRCpb12g2R7iiSQw1S6iZSBYBrIk0O00kB0u9H4HbyBMVzPQ1Br5cgW3P4Q7FAabg2anRukgQ37jKp16iVg0TrvT5vzFy9QbdXyjk6Qm53FHRqlsL5PtmFTyOXSbi4DHRblWIpGc4OzZB7h85Rr5jYt4BINKr8aISyAWCTDqU1hamCcQCLxLM88tEvQ6Kb2zv9PpolbIkohH8Xh9LF++QKdZo9a3SKTeNS6pVovU6pv0NlaIhoK3+U/fC1V9X7jk24d7CtQrKys899xz/I2/8TfuOIMqlUr89//+33n22Wc5cuTIvRzqrhAOh++4Gq7VasC7K+hw+IYgwAdte6eV9k380i/9Ev/4H//jw9etVotU6s403ncjNE2jUCqx2xawuYLIY0fxOd30WzWq3RqleoaYrcdLr7yGakn3VBH+3nYTWdqimNtn6IqSmopxsL5Py7AhuPwsPPws65ffILu7jS4ouG0iRkdnzmHj3Nwop48uIMsyb166Rr1cIB4M0u71Ke2vUS0WcJodjk8n6Voy8ZHEHcdzk0I8ODjgyvL1G8YdukF6f5/dYpNHHn+CQCB4uL1lWexsrdPvdlEUJ9v7WdwjU+zu7dMcGMieEJHENP1WDWcgjJZfIxlyEw6F6XTabK5cQZTEDxyLblhMjqeoX19nvV7GiI/j9TrotRrkdjaQY1NMLSwhSjYkQQC7QjgQY2NrA7XfR7zlgS5JNgSbwujEJLXdZVJjo7i8AfY2LRyJOfwjE5iKB7Gax+YJYZcgGo9j9pqMvKPUZhgmumExPTHB+l6Wy+dfRx1otFWDeq3K+voaifFJkiMRarUyCecEnW6HvmoQG5+jmVujWS4SDIboVA7A7mRQyaF2O3QrOWwiGI08kgC4A3SKaVz+MPGZJULxJL1aGZvTjSHY8cWSoLbx2UV65SyWqjFst5FFCafHR6/dANOkkt9Ht/tZevBxaoUc9XaDsZEY/ugol177JroJybEkS8dPkS0UqVo6UrvDUOvh9gaQ7AqpiWlM06Sa3SY8NoPQHZDNGLidXiZHIzi6BSxLxCsPOLlwhPlb5GeBW2jmNaKhAM10jp3NFRjqeKUhsdQ0u5ur9Gp5RpNjKDYbDqfjhrWky0nSOUm31WD/6lt4F+YRrCMYhvGpUNX3hUu+PbinQP1rv/ZrPP/88/z9v//37/h5OBzmy1/+MpcuXeI//+f/fC+HuiscP36ca9euve/9m+8dO3bstn+vXbvG5z//+fdte/PzO0FRlL/0rVufFDf7fsNjM+S2MtQ1i/HUKLJix+7ysr9WxzVoU5MlLuyUePKpp3G4PpmzValU4n+/8ApNw0ZybJLRWJzdrQ1euraH7GuzW26zvr2LKzhCwhumN9BQAnHKG5cwt5axdB2P0eaxmR/isUceB2BlfYOBqpHL7NJTh7icCrFwgDOnJjl6ZIFwOMzXX37zQ6tdB/0uF5fXwBs9rLp1Bkd45dWX+MP/9QecPXOa0WQKm2Rjc32ZzPpVKi0VfW2TzEEBudxG9seIjY7TV3cAC0GSCcdjbGdWufD2m4TjSaq1Grl8nquXLnLmwYcOZSNvHYvdJpJIJIhEIlTLX2Nz+XU6sVH0QQ+nYOAP+HC43NSqJbxuJ61mk26zgtmu0hRF+qpOrZWn1e7SaTVp1qtkzCEBl4LNrlA4yDIQXUSTM4iCDVlR6GPi9fup9tpU1rewMUSRZVLlMtFQ4HBMgiBw/Y+/Tlm14Q5GcXi8hGMjhMdmMAQNoVPjIAcWAqZpYFomjXIecTggNr3EtQtvIoRSKNFxxLCI02HHqGWQTQ3FLmEThgwdTix3EBsmnVoJYdDBG4hSzuzh9flo11T84Qhxh4vhUKfTaZHd36ek9cisXsGUZBxOB56QnVq5gISFW6tj0wS2zn8Dadgn5HGQnJjCECVafZ3RqUUGjRL5zB5jU3M3ZGztCvOLx9nTu4z6bOitNnvrG5Q0naDPzZOnj5CMBZkcT5FIJN63Kr2NZq4V8JodBrUCmCb+2Ahmp0zILjCIxzmSnGN7b4/c7gbheALF4UId9LAJAhGPzJG4h1p6/T5V/RcM9xSoX375ZT772c8iinee1UuSxGc/+1leeumleznMXeOHf/iH+Zmf+RnefPNNHnroIQCGwyG/8zu/w0MPPUQicWMllEwmOXfuHL/zO7/Dz//8zx9W977xxhusr6/zcz/3c9+W8f5lw83CqdGxCXKNAS7BQb9Zom1Y2CSBsdEY5Y0D3IkpHMEQliAeOlvdKcd7q2DKzV58XddpNpv8ydefZ7MyIBQbpd5ZR9lcp1ipgzeKIz5BX+1gOIJ0LBsrK8v4o2OEJ+axYxKOhGnWKnS3z5NKjgLvevpOHn+YhXPOQwcsvzTkkYceJBaLYVnWh1e7HqTpNqsMIylSoQimZSKKIi6Ph9H4CG9fOM8f/1GG0ZE4Tm7YDUYnFrFr4AzEKXU0Ch0Vv9QlbA5xOxUa1TKKy0mvUaNVr9PpORj3pOgZLiRflAvrOzRabU6fOoXT7cauKMiynVIhx/gt1e9//Ud++HBi407EUFWdlm6yeeVNXA47XbXPxtoa9VYLvVVBG+q8/Ef/D56xOWx2F51agW61RKewx1TUQ3p9mb1iHcOboJAvYg51XOIQm6mT3l5HDCYwmj28ikBzMGRYarGxtsrTxybw+XxcWb7O5JFTnEuMYxhDBr0eLsWOPRikWilh09oEFDvVZgejkafUquGRBfyxJJ12E8ETwbIEOuUcDDV0vYsoK1iuAJ1OFSm3jSmI2A2TmlrHHoswMpoklIrTP9igVS2CZVLJZxlJTVGvFKnWm+xvXsdudxANBxj2mvQsi2Y5T2X3OvGgn7ljp3E5nUh6k8njf4XdtVV29zPYq21ypSpeTUAWTNRmBQEYD3vweH0YhkGj1cFmDZEQmJ5IIZgGiXiI40tHmJmZ+Ugzi1tp5lvvB7vdfqND4NULjIylcHk8N+xWMxsMTQubKJDwuRg7ssRnnnnqUGntPlX9Fwf3FKgLhcJH0r7JZJJ8Pv+xvvdP/uRP6Ha7tNtt4AbF/nu/93sAfP7zn8flcvF3/s7f4bd/+7fZ3t5mYmICgL/9t/82v/mbv8mP/uiP8mu/9mvEYjH+3b/7d6yvr/Pcc8/ddoxf//Vf59lnn+VHf/RH+Zmf+RlKpRL/5J/8E44dO8ZP/dRPfazx3scN3CyccskydsXB+NQ8mqphGAaSJGEMNbKrlwnFRxlqg9uKWt6b49V1/ZDWrjSalIs3VhAOh4tcvkChZ3D0oadJJFOogx6XL7xFo1pBlhV66pB6oUqnpzK0FKyhjFMbgGUi2SQCsQSiy4tRTd9wXer139c+FU8kiY0m2NlcZXVjk2g0+pHVru38Hrl8GcVwU6h3sYkCdgzavR62wCjnvudHKGe2GR8Js7lyFUnxsXjsBOlsjmJPw+/zUujUsBxeauUiwUic0so10BzslbP0TfAEU+iWSDwSwh4PcO3SJZ575U0uXLxIbHQMWbBwOOxMRj2c/f7vPfx7YrEY3/vME6ysb7CTzqN1qvgDcYa1XTYv71Hu6qC4sSluvHPj1KoVSpUy1XIehz+CKAjIhobRrZMe9jBlJ36fn65oUElv3CgU9CgYooyu9/EIJkMB/P4wXVOmtruNV+hjWanbKuFvMhO14ZB6Icv21RV6ukm3WScVjxCNxwm7bGTzOWKTk5iWQWZvD2fyGEPJgWLmEPUu9tgoqjbElBR0U0JyOJA6VXxOmfHpGSJBP9PjYwiWSSgcIb2/SUczaFXL7G5v4wrGaDWqOBxOktNzdOoFPNEA0dAIoeQUzXIWoVMl6HUxMZbE5XZid3oZmiaofVB8uHwhbG4/3WaNyvoaIWmaybOfo1Grcv6N17hw4SLRsUlGR0aJR4LE4yN01R7XNnbw+/0fuar9MJq50WgcFukFwxECoTCddgtd15BlOwIC9cw6iqJ8W6nqT0Oy9D7uMVC73W5KpdKHblMqlXA4HB/re3/6p3+a/f39w9e/+7u/y+/+7u8CNwrYJicnMYwbRuy3WmgqisLzzz/PF7/4Rf7BP/gH9Ho9Tp06xZ/8yZ/cpkoG8PTTT/PHf/zH/PIv/zI/+IM/eCgh+uUvf/k+tf0JcVMI4WZ1qzbQcLputDj1+30qpSK6pmGz2bEM7baiFrg9x7u+l6UrOHEGRmi3DNTQDJaukdtbRXDHQYZqu09g0EcSbThCCeymTH79EjbTiezy4bcPqWlgOnyUylUsrU/QKdPp9ZDULlNTk+SKNfLVFvGZo3S73du8su/UTvZB1a4+0aQ21OnZQyRnjuFyeej3urz10nN0Ww2OnArTUatkyzX04ZBK38Rus7G6tsHSkQXa61vY7HaEXoNe04OGhSVKxPwuupUDitvXUOIzCL06/hE/sXCQYj5HODVDU3DRajeJBcYwDBXLaGP3x1nbzRAOh7Hb7YcPyicefYQTR5uEvE62Sm2KGZO2YcM3Pod7dJqhqlIvphnqOpInhNWrY6l9fMkZFJtAs+aiV8pQ2d9mbH4JX9CHqmq4owkazSYDycvkwhylnevoxV0sp4kpqaD3SKZGGJgSlUrltkr4erXC8vXrtAUn5VYRzRnB8LnZafXZKawiYTCsZagJPbShxaCt4jM0hKGOqLaQ/XFc0QT99DaSO0DAbic4kqJbyjDsNZCdPnRBplAsUi2XcYXjHAsEqGe2yJXL1No5WoVd7DaRuaOncLg8hJLnUASTbiWHabORmD1GO7eBbnPRaNQREVhbuYovMsqRpSXyBwcsL18jv6PicboQhyqyJNDpdNje2eHKdobgzGnOPfEUmtp/R+1uj2NHj1Kvle9ZG/tOvc03hWQsy2J7Y4WgfKNr5aak6Lc6YH6r1Am/G3FPgfqBBx7g93//9/nyl798x1lavV7na1/7GmfOnPlY33s39plf/epXb2sVu4l4PM5v//Zv39Vxnn32WZ599tmPNbb7+GAcPiyaNQIeB+VaCb8ZplAq0+4NyO2s0W7VWV1d5cRM8p2g+C4GvR6yJLCzn6YruJmeW+Tq8nVUycX03AS9dpOdrQ1CDjcRn4uublEololHIxgmCE4veELY9TbDgYXLF6atG7gcMvmdfYSaRfKBhwjYBTAg4PCwtbtJZwhj+FDkAkGvk8nx1KGP8Z16TO9EQ15Zvo5TlUg4DSTJTrfdYHdznXKzS7c/pPD1PyWYmCASGyEyNkmjpyP4Y1zd2GViPMXxxTk8rgz1Qo50YRet18CrJpiaGEcPuUg7XChON4pix5Jk1q5dQgrEUQJxRpUg3eI+87NTxOIj1AoZPIpFvqXz33/va8ST4+iGdduD8pGHHuSF//P/4tpmFjk6iS85y6Bdo9tsMlRVNHWA0+3FERvDZul4XA6wO7EZEpJuUcstc1y2GJ0YI5qcIpPepZCu0ulphHxu3HYIxMN4/UEEUcLpi7CXy+OyWZxZmj1c/R3StCo0VHDGJ1FMqJYK2NweNHWAX+gxf+4p9FqOfqlEPBLAI+sYpkEBFdPSaRXSSB4/DpuI03QiGT3c/iDGsEMxs0U4FCVXL+F1SIxOjuMWHJw9+n1cvb6Kd3SSYv6AQa/H8QcfIlus4grGwdTR2lWEXoOWZaIONDxjYzQqORrFNM1Kj6XvfYBuq0Fue51uu0mz3iTfrOFgwKUVO5lCha4h4nB7OXL8BJLNhtP2rtrd/t4uc/OLFDPr96SN/WFsz8baNWrZbdTRJF9/9cK3JWB+K9UJvxtxT4H6Z3/2Z/nCF77AM888w1e+8hWefPLJw89efPFF/tE/+kfU6/UPLDa7j79cuPVh0daG9MtV1je2EZ0+JHNIyOfG1g9RLWZpjgbfaWMKAO+2iYQUkbZqMjKRotvtUW/3CcXGEQQwDB2nN4hls+OwgaoPafcGhIY6pqGjDsHjj+AQdWS9C/TQcttoiougPCQ1NcdILIzea2B1KtRMk4HNQzDsJziSQpLslGol2mubhz7G/W4XfdCj0WjQ7/dxOBwoinKbd3Sr1aJYazM1s4ixt8/u3gbddofWUMA5MoMkyNQO9hmICr1GFdEax+lQcIciZKoFdtNpHn/kYU4d9xMNhXj70mVKmV2eevJx7A4HLzz/DdqqjtflZXLpBBIG5e4WLruOMOzg9IVQJQm3243L5UKIJ8itX8YSBNqNPuPHkyTjI7c9KI/NTaEZFg6Xi6Hep5bZRHQH8KfmCUoS6tYmptal2yrgEAwsxYs7MYURMnAl5zjotSnXGowNGrRrRbxeH8FAAM1qYrZLmL02zuQMoi+K7HAimCbFWp3d/RtywzdXf9F4glqrQ0e16AwhObNEbm+L0MgYY5NTDDWV2t4KnvAI3qAXm8uH2+UiODaDxx9kbXUVKTzOTqZA2xDRagfY3TJjqUnMoU6hV0SoZ8hlVtEHHZInT2G0K2jeMJvZEuVmD9eYg/HpBbbWrqOqAwwTZLsdLBuyrNyoQm+0aberdGpuepU884kQuq6TWb/G9u4+hi9OcO4BtFIJsVLAVLvs7ayj9aLEZ45iAvZbmLpb1e6GxvCutQU+jEq+E9sz6LaolUqEU/NMLix9WwLmfXetTx/3FKh/6Id+iJ//+Z/n3/7bf8szzzyDoiiMjIxQKBRQVRXLsviFX/gFvvCFL3xKw72P73QcPizW1tldvULvoIri9GIyxBeJMD43hW4J1OotVtfWePDsWQa9/mGbyOREiotre4dKTDfNIQBsNjsORUFVVcZGRxiWKpSLVcZiYRyySK2YQRrUGEnEWTr5KJJkx+l0sbGxjsvrpFbIst5t4PW60QddBpadh04fw61IlMsFklPzJJITHOT22UtnSI1qvP7KC+idBlvpLP2+ikuxEfZ7kQQLlz+E4nRRq5TZT2c454kwPpbkyuVLVC0Po1OLdLIHDAYGyA6CkTge2aBRq+J1O6jk9/F4PFQqdTLpfQKBIKOjI8R33PhUN43sNq+99Ta7tQFqt0M+u4clyfjcTkSbnYElMajV8VsCbkXG7bkxeVAcLgrlKqFEilDsRtX9e4v23jx/AR0bU9NzbO1soQRHCU0u4nC66fc62N1eVMWF1a2hD+p4E9PYHG5ErYNuSfjiY+BX0Ac9egfbpPNVMtkcnVaLqtbBHZ+isruLurWHJEkoih16DcKTEQ4KRY4szFM7f5mt9evU6nUaqh3DMKmW8hhDjdHJOZweP6Zp0HW66esGdnNINBJFtDtwGH3aNQO7TcLpdOL3edEqZezikMUjp4gnJ1B7bexqnWQyRXr1AoNmhfjYOM7IGOFwnKGuUm31qbT7uOwamEMatRqSqKBrGpg6kijg8wYw1AFjx+YZn5ikXXDwzMNncLz4On/6jZfp4CfmC9Kql3EpMjOPPI1hWWy8YiIMmzz0+Gd4+8J5stkcS0feneDdULszKRYO0Hsd+v0+lmV9YPC6Gyr5VrZHVVUuXLqMI5xgen7p2xYw77trffq4Z/es3/iN3+Dpp5/mN3/zN3n77bfJZm9oyX7mM5/hZ3/2Z/m+7/u+T2Oc9/EXCNFolBM2GzuZAvPHHiBfOKAz0BEkG6LTjVcwsYt9MuvLuKw+Qa/nsE1ElmWWt9K3KTFpAxWny4nT48UhizTKFXyBUzfkEVtl+rU8Qr9DN32NgFNmavYJPL4g6qBHOBgg4ZVpD0XcLgfHHnwIu6Jw/rWXkF1OOqpKKjlOez9z2NIS8IfZWj3PtYtvYYk2fKEkcjhBwOmlmNnmrbXruMIjxIYDggE7tb6N1WKXgz/8Y5bmZ3EoDsaCcbR+C61To9Xs4XcpJEbjOB0K7ewmqbEkmyvfRO2r1N0eDEPHMnSqBxncdoFUMsml5RXSTZ3k8ccYt0nkMhnq5RL5vQaGruEdNWnXKnTrec4cP4rrnXqARr1GX9XweoOIgzqy/K7i1M0H5fW9DXr9Hu1Bl2a1ijM4RbvZQu33b1SO2yQ6jSoCEnbPu7oCptqnX88T8Ptx+r3s5ErMnDjL2dnTGF//fTKDDnXTTb9v4g0l8PjDGLpOp15EcfhpaSIXl9c5efwYjz94mq8//022ly+R1xWGooI7OEC0Ow/rF4ZqH7tsQ9cMnF4HIa+L/YMKD5w4Sq1apbK/QXalzlByIg86+CIh4olx+v0eOyvLCJpGsa1SrtYRug00wcns2CSCAJblIBLy09CGdDURSRQIKgLZWp2ebiINVdwS1Mp5nGafhXfyydNjccbHx/G5ztPHxrFzjyE7XIhlB+7wKLJdplktMz57jPLam7QbFRKxGIVCgcmJycPfqVYtk8tmKWQzRJwCb1z2spfJ3pGSfi+VrDhvdCYsZ/bI5F7moTPH8fv9h6vsQCBAo9Ggo1mMjI9/WwPmfXetTx+fis3l5z//+ff1I9/Hdzd0Xaev6jR7TUxvnNTsuz2d1eIBMiKJWJjHTx0hmUweUni3tUDdqsTkvFHZb7fb8UsatXwWzTQ5fmSO5EiMg2wacX4EU3Fjdqrk1ivYRIHJiBvHwgLLaxuE3DasXp1WuY3fKXPs4cfp9to02j2OHzvK3u4utcwGqjZkZ/k8U3NLjKQm6Ns8JJITgEU5n8bwJfGEomSaLcrdKidPP4jhDLC1tc3K7j4iIg8efxjZbifodfLSK6/jkuw4nU5skky/3ye3t4XdGiIHQgg2Gzo2StUqmmUnGo5gObwMfElsjKC4PISjUQa9HumtVfShidZtIjnciIaGJLlAkul0O7hdbiqFLIpsY6gPGPG6sSyLWrWMLNvxeH03HpSGSbfZpC+H8QRDWKbBoNtiaLgZ9LoY7QpGNY1il7E5fXTrZUSxhtVpIHWKOMNBtKEOoh2fx8ug28TnshNPTtDc3sF0eNF6XYb9LsZQh6FKMOxDkz1cvr7GYDC4sdL2+JiYGMdsmijBUQbINHt9isUSQb+XbjmD3VDRDRVPNEgoHCGzvU67WWd+4QjhcJgLFy+wkSkRdjuJxOPsba1TLhwgGCqp6UUaxQxRv4sGQ3IHWcZn5/F6vAiCwGhqku76KqVSlqDdZGFmAsna5q3zr6OrHRbnF4goYUbik9Rr5UNxEFEUScRjDHWNrqrilhQEmx3LMmlWy8imTmJ2nvrWBUoHaaaXTlPMZzjI7JFMTaINNS6efxO9WeXE0hEeOPvAuzrtb1/isbOnDosAZVlmZW39kEpu1KpsrK9Sa3VodTrsbKzz/IsvcfbsOaKR0OEq27KsDwyYlmWhD3XK1RrlcvlTLS6776716eNb7kd9H9+dkGWZcqmAGphken7+8CFw0zZyZ/UqSqdNIpG4bTZ/e1HMe5SYdBVBbZNKjFLavYZdEhDkCbSqztFkgGdO/A1Wd9KUewahcAyPz89gMGB9e48TS0dYOnKjHUgdDLi+tolh6NhlhXypwMzUJKceeJBOu8VBZp9qJs6Zsw+SLtYIhWIIAlTLJcrVOuHUNNnsLq5ABLv9hh1mMpmk3WxS2K0yGOqsb6wzMzODLFjMxryoCHTKWfq9LoNaHpdLZuLoGdyBMF5BxTAM3MEwkzML7K5eYXX9Gs7YLDGfjGZBr93E41SITC5h2p009lcx+00CgSBjiRj1ZpvN9XXCPhdir45NMBiUM7RDQd6+cPGwnzbk8xCNROl22ozNLFDoCxiCDG6FfqdIrzak12pCp0xEMjBED6LWoZ9bveHaZRn4JDAaBeqDPj63g9L2NcIBH6PjMwRMgdWVZdD6GA43nugY3mAIuwj9SpZ2o0yzmGNra4uhBX3Jzff+wBf4oz/+E/L9FoKkoLealDO75IwB8rCPOVTxS0NGPY+RL6/hkgT6pT321TYOp5uFRIiQ2CdbbdMv71ArV9BNiXhinHZ+i5CkcfqJp9jKHJCtNlm++BanHjiH4nBhk+24FDtRsYPZU6mmN5iJ+Yk/NE+/30d0ePDaLcxO+TZxkHK5zEGxhGAZVHJZKrKddqtDMDpCJBwiFB5hOOgRDPjxigbVfIbRsJ+o06K0t8r1a1cZdBo8+egjHD915lCwZtpzhMvnX7+tCFAf9Ejnchx76CkatSrXlpcZSC4coSQDo4Zzyk27uEuxqxOfjJJp96i9fYnj89N3DJj1aoW93R3ypQrN8gEup4ODYulTKy6776716eN+oL6Pbx1EEWwyN9ud3oVw4/0PEMp5rxKTx2izffUC2zt7DEUFh9uDTxFZnBjlxHSSY8eOHa4IIpHIO/tVqDZK9HsdvPR54OzTRKJxAGqVMvVChoOdDN7oGJ1aAa9L4djSIj6fn263TSgYwOf3ox9U0A2d3E6BUrFItlTFK4colmosRpMYpsZwOMTn85NMJkgvv0mzUubtco1aMcdEPMzDD5yg3ulTHxjY9R6TMxNolojlcOESdMbHxtjcz5FIjiOJIr5wjJX+gKAg4vN4aHZV6vUqDDVSC0dBtOGVQa1mmY24cDotMtkNttbKOGYnmJ+dQe4U2M9nkQIjJCemD9mMcuGAq8/9GVa/yeKZR5AOSvQaZVRrSGw0RbdRxm50kV0RZicnuPjWa9TTB7hPPUUsNYPP7wXLoH2wS33tEgE5hGEJ1FodGvUGDl8YvdvEFhWRvWEEDMx+G8PhQhUd1BpdtHye5199G4Cls08g2xVmJ8dJv/QK+VqbaqlATxsiSgre+Ciy5ERz2NnZ3+P44hynT36e/qCL0KlwZnGSRCKBz+djZ2eHt85f4OWLAxzBURSHnWggzuLScWS7nUq7hzuSIr+zQmHzGja7HZsoMBH1sTT+KM2DHeaTEQaajhCOowxNhmofnx2OHZllZmYGgK2tLV55+xKqzcP89BRFy8bo/DH29nbR1D7BUAiH08nmykWmEjEee/JJ3nz1RTymRsQRxqEOGARljn7vX2XuyA0VxHaria5rdNttSpUG9ZbB+MkUyWiMfDZNcTOLsp9F0vsMJA/JqXm2d/fQJQfjMynKssBAtCiVS5w8c5bdrTWy+QLxoOe2gFmvVm4EetGF4QqyeDJBamaaTD77qRWX3XfX+vTxsQK1KIqIosjKygrz8/OIonhXJ1sQBIbD4Sce5H38xYOu60TjI7RF4dDc4qZJQK1Wwq8IeOMj6Lp+x/1vFsVsb2/zp//7OXLlOlZgjFg0TiwWxeMPcFDI8f/9k28QCoUOV+XvbZ3q9/u8cdmL03F7z64tmMAnttD0IQ5fmJpq8fbFy0S8TvzSEGUsgTEcoqkDNrd2sZxe3OFRfO0OBgKqKVKpVgm7ZWw2G+1Wk1zuAE9klCNnHmZnbZlI0I/sC1Nrd4kFvHQq2wzbRUyHnWKlyeLpMEcXZm+cr1uK5lxuL6Jgw1T7+KNJBqpKoVbGIcvYZAW110XttvA57YymJhiaAhMON5Vdg/GYH7cs0NdNKt0h3d0MjXaP1Pg4Xl+QcrnAtauX0U2BquAHY4hsDLA6eYamimSJjE0tYBdMAj4Hk6MRck4PkghOm4HfpYCh0hBsqKKTLg76rihat8N2pkC3dhXL6cPm9mEOdTTLRbfepFtbx9I17JaOYPdQaPZodvrk6n+G0+cnV6hg2JyIegFPJIkvPMag18NhE/CFY3hdCoNqBskySIzfSIPsbK5SrtU5cuRGEJqdncXr9dLWBRKzR1EcTjxe32FKJeTzUOwZJKbmODqdxOVy0e20KZfKXLhyBdnokylVcXi8nDp9jqmx1GFwubaxg67rFCtVXnztbcqancSEm/BIkvL6OoVNgURyksxBidWrF3AwxDNscPSBx2nWq5xZnObEwgw+n49ms8kb/iBTC0fIZdLs7WzR7GlIskxufxdDkInGR1AcDiRJwh8MEgqFSR9U6NbyLJ19nHIhR7VaxT86ha4NsEkikdEEtWqWbqfNyGiKUnqNM0uz1DZ22NlcJT4yxs72Fk1dRPEqBNGYnprE7fV96sVl9921Pl18rED95JNPIggCrndyHjdf38d9vBd2u52w34fH7qdYrVHeX0eSFWSbSMzrJBpKYjQKH5qnqlQqXF3b5vxuGcf0OU6efJBWo0Z2Zw0ts0w4PsZascL/+z/9Nv/0F/4x8fiNFfOtCk6WZbGXyZLJZ5hyL7K3u8NAcjF3Yo5yLs21S28iCyaGfYz9Yg7TA4//Hz9IJndAtVFl0GlR69uYHZsBARqlLNn8Hj6/j2ani32gYRom+VyOWqPJ5PQsqZkjOGwiYY+dnjZgfzvHwCVwZmGGftxFqdFlv1ClWKphEzdJJkbR+11yezs4XC5E0UbY50bVOuhDjWgoSCcnMei2qGa30fodpEETX8QPngixcBzD0DAHXVbzTYSyiiW6GB0Lk8vm2N9e4+rbrxJ2y3S6XTxTJxiaEiPHHkESBNKb16GwibNbBF8Mu9GlVkgjeVxIrgDHFxaolYuI3Qr+eIB0Zo9Br8PowkkstY/sCtI3bLRMOw3NxtAUGGgmLkXDGrTot9qogwHSUMVwOLA7vWTrfeqlPI7QCFa+juiPIjoctAYGctTHxPQCoqnR7bQIR+NMjKeo5mIclLdot5p4fX48Hj8bOytMptKkUilarRatVgu7JOJwuPDc0kInCAKTU9OU336bWrOFvDCFaZqsrq5T7qjER1Moio2GLiFLEtt7e7g8HoLhyCEdff2Pv040NcPQFWHu+DEkyU5NdpIaqHRrZRobZYx2h3Y5Rzjq59iJU3htQ+JeJ0sLZw6Dk91uRx1c5pvfeJ6NnTSq7CUYieO0yWjOCKYgk89l6LRuTEB299OUSmW2swUq+SyVgYXH7aHR6hLrDxBtMqNhP4FghINyBl3X8AdCaEMTn893GDB3Vi+wvrpJKDVP3CUyOT532B55N8VlH1dl7L671qeHjxWoX3jhhQ99fR9/OfFJZAA1TaOQ3We10MEbGUHk/8/enwbZkp/lvegv58w1z7VqnvauXXvq3ZN6Umu0JGxs7mU4BszFRGC4DuwIjK+NbBMQRIA4WPiLQ3ZAOCAEyIFR2Meg48tBICQktbpbPe/de9675qpVteZ5rVw5Z94PJW3U6kHd6hbocPfzqSpzZea/otY/3+l5nxcKhsry4iwzM9PsbN56wzrV13sxK30LX8swt3qa0aBHtV4jSpRQ1DiCJLJ4z6NsvfQF/teffZ4f+Pvf8ypP/RvTcNdefoFas4NemOX6S89S+5pSGoTsbNzA9TxqRxatP/xjSpkUo/GIpiVgZGao7NxCVzVcc0TU2afvhoSijphJ88zTT9GuHzIzPcX0/BLdbpN8JsHaiRVcx2VtZYn65hVGlkPLljHFBJEaZ6vaZrvWwfmLz+O4HrYSx0ikiMwecxmdqWyG2uEmdiizurKMPexSaR6hShGGIZMulJmeXUQQ4GjnADybqRMXaLXqXH/+aVKzq6i5aUqZaQbdFpubl4gXZ7l//T6qe1t0GlX0RAYlO02tekTQO+TciXvpdjpMzS5y+sw5tnd3yS6eQklk6e1fxxq0aLS6iMVlEuksR9ef4+aNKySK8yRLC3hynOaNZ2HUwYsliFyfUI0Rm8oRDepI/oRkOoMvxxhEOqNODzlZYH56FWfUQ0gUEZNljnZus7y0SDJTQFR0BFEiNz3DQeU6B7tbeH5Iuz+ifrDLaDxGJiCWTKPGEtze2uTKxg6PPP5+5pdW7nxXM7k8xXyarGBitw64duMmIwzOnj5NMZ8/Lj/MLaAbOofbt7n4wjMsrZzAiMWxJjYtR2atMEWtZxKLJRAl6Q7JcWX1BOVCFnM0olXZ4u9/4N1ks9nX3C+u61KrHnJpt0V66R7mV09/bRZ6hc7IojhbRBZd9na2jkmFok5x4SQ7B4c4UhwnVsJIZ5HEIdV2D8MbcnL+3bjO5HgIiKK+grCVyWR4b6HAzNQWluezcv4+0ukU31ySeiM29rerMnZ3utY7g7s16rt4Q3w7G7TVavHZv/wy++0Rvd6AlukRiydpdrt02k0Wa2XKSfkN61SDwYB6Z4ik6HT6ffzqPu1OFyuAeCKFTEjP7JGfXcJIF+i7wuum7b6ehnv62ed4cW+D0d4BQixLbmoeXxAxJxN6e9uEUgzBSHDkJWh1fCLT5mjrOtnyPBMvwnFdBN8hdC1SRgIhnsAyB1hKgDcZEEmL7G7dxhu2cLM5XhwfvzjTcYMbtzYQUwXGkY4rxVDTM3hHO/RGFn1PwTBSFEszTCyTkDFtOyTpuKS8EWG3zcROMxkPcGtVSE8RxlIM+yOuv/g0qqoSEzy0RJp8eYbdzZu0TY9EokRufhVZMwi3bnKwu4s/8bhy8XkUSaRRrRArLjB34gzl1fNsPd9ge7+KIkU89MijJBNJVElCiEKMeJJb/QmOZREZKaaXThK4x6zvieXgNasMR2NCScezRojjDhNRIQgDRFkjXiijyJBMpNCdAFHVUfQ43V6HyG3jXn0J33UZ9DvE4kUEZ4w96hMvzeF6HmEYIoQRjjXh9sYWyZkVYsVFMkFEJwoYjC1iwy65bICn59i4vcnmf/tvPHTfvdz30MMYeox6rcJ0SuPdH/wBLMtiNB5TXD7DVLlMv9+/U36oH+5z4+rLVA92yV29jSqKTIYd5lbWEUQRWRRw7AlGPIkgQC5XYtA84ORqjlQqgz9qI4riaxrpr0+YM3JljNoQQZLxXRtV1UmlM+xs3ELrNHjowlk2rzxHfuEkKycX2Lp+keLSOp60h+BYjAcivjUilcmS1PIMex1816aUShBPJNndeqUjLAgCxWKRQjaDLIq8mjfy+mzsN6MyVrgbOX9HcddQ38Xr4tuRAYyiiK8++xyXt6tkFs9ROpOg2+vT7fcZtJs0918m5S7wQz/5E2/oiVerVa7e2qAXxjiqNWj5MRAlUsUpZM3AtS2GtRsYsRhC6DO7sESjO3rdtF2xWOS9736M5y5eRdHLzJ84TavTYRIpyJaNXl6iPxgTDJucOX0fru/j9+o4jT590+G9H/kHJNNZ9na3aXR6zBTzxBNxmod7ZJIJaorKcNBj3Nhj7cK7mF4+cYfAdePi81y8tc3cqQTZ5ZPMzS/jOg7V/W364wlabhbXGtGvbqKpKooWozfuM774PB965AL/n5/85/R6PV66egtLepyJF3Jtt0qoaNRbbdKSy8o956n3TQLfp9vrEystICfzKEYcxxwxHvYRc7MYuSLdzhGJbJHI0Bn1OxxuXEFXVdxxH5wh2eV1Or0BpalpZCFi89pFhp6A6YYIEThOi8J4hD3uoyeShLE8gu8Q0zXs/gA9O0M8V0bOTOEGAoIkEZo9JFySuSkCT+Lo9lUGToBpuQRO85j1XlpAy/ggyAjJAq1uBy2WwBOPh0q0q3v41gA5M8X04kl2N28waDVIzyyxfGqVF5/+Eh0b7n343cydeYjLF1/k2sYO3XadcyeXObk8z5lTx0Zla2sL1/PRNI0o4k7P/sHWbV6+dBFHz5BavZ/l9dPYkzGHzz3N5PYtHrr3HLlUglajyuzycTeDqmt4QUi73eLmtatIdp9nFQ1N2X6VU/t1MZDF5ZM0+hZCUmPcOiQIIyQBZrJxgjBAEGWGE5flZBrbHDEYTzBSOe65kMH1fMaeQBSTSCYTTByfrY1bnFudp7Rwnt2tW69J2Pp22NhvRmXsq88+RyaTodEb39X0/g7hLRnqf/JP/sm39RBBEPjkJz/5bV17F38z+HZlAPv9Pi/f2MQoLjG7cvwiK0zNYlkmnudxtH0L16rfGdP3Wmi1Wly8douBHUFcJ5Et0B+0cUOYTMboqkro+0yGY2689CwrMwV6YwvB7NNqtV7Xq+90OjTaXcbJJPZBjVa7Q9wwmAx7RMkyoRIQS2XR9RiGKLN9sE1x5QzDZo2JZVNeyCDFUpxcOM2weUSnVeORdz3A6vISL7/4PC9d20DMzzO3cgojFiOKIIgEmt0egZ7HRyBXKmOP+9R2bjEcT4gSRcIwwncnCMkk5x/7IJqmM+q2qN58gXrfRBAEbM8nNbvCvSfXaTQaNDsD9EyK/Kk17GGPsWniWiaVrZv0B0NKq/ejEjBot45Hb8oxRBEsN8CZjMhMzZEqLzJu13CdEbIoIPkTRoMhMdPh2s0NJsM+49GYcb9Hz3QolmdRVI3G/ia3X/gi5fIUgp5ESxWQApt+4xDHNElMLTC1fj/96i7jXgsjmcHqVJFCk+T6aaqHm5iRSJieQjZ80sk0SroAjkkslSXwbYhijCYencYRqVSSvZsXcVsHpLN5ND3Os1/+M/rtFo4XkPNF9m5dhVgeYklG4xHJVJoHH36E5n6etBIyXUhy/sxp6vU6L7x0kUZvzO3dCvVxwHSpwNLyMumEzlOf+wJ+YobpE2exO1U0zUDVY2TmT2K3D7hx7TIf/Mj3Mrpx445AThhCq1Fl//ZVdEXkA+//IOW5hdd0ar8uBpJPpUmnkqTnFkAU8f3jsafeyhIXn/squ1u3cR0HzTAYD3u0GzXKiydYXT0JHDuylb1tdF0gcidYZpt4VHxVG9k34tthY38rlTFdi/HU819l7dy9LK/e1fT+TuEtGerXGoIB3GFVvt7xu4b6/374qw16CtM08Tz3a6pVCoqiMVWee81BAu12m/bY5sT5pTsbWxAgFjsewCGdPM3WM/u0222y2eyrnvt1ByFKFFicD3jq5ZvEDY2xJxIYWaRkAcezseo7+KMhmiGwds+DbFbqHF58gl6rQTyRIm7ozJSyPPTAMYlne3ubz37hyziSQTqTxQ1D0OOMfI9WvY7kKSTjcTQ9TRj6EEVMHI+Z5RP4ox77lQPSuTy+HwIivijjWSbFXIZkMsXS8govX7+FE0ZMzDGe63B0cMD+UYVGp4eazHK4t0uuvIVl25huhJyeIp1fwRx2IYyIxJDAczDyRTQjhm92mfQbPP/iReRYCiM7zTPPPs/m/hE7hzWsnSOKuQOShkrQqyGIAs3BhFa7RWx6SHF+hsFgQKW6x2hi4XbrROMx4ajP0dVn6LWaCIqGN2xhN/fRBR8tiqg3myAp9Pu3iekamUSMYatKOJIxHYuk6NEddZioAm5SRfZtBo0Kk0EPOfBR9QyTYQ85XUYaT45Tu5qG73pUrr+EoMTRUxnMdhtRkskvrYNiMOk1CAHPbeHWt/EmI4J6gDI7hR/YZOMaURTn+qVn8UQDvbDAxPLphTL16h6qZqJrOr7vE08kSBg6oueTnZ7ixWsvs7V/yG61iS3ozM7OUJxdwpJitCwYXr2G8DUJ0UT+JMN2i7SugiAxHvVIayLp+VVq7R1c1+H8uXPs7e5wePsSN2/dYlA7IFWYYXVtnZ2DCkgSM7PzrJw8dmqv37rNBVk+HuFqT5BE6Tgyb/5VZA5gIbI4W2bcriKbTZrbN5DEiIwKc9NTdyZiLcgKRuRwfn0VWRLpHRR5/MF7KBaLb5h2fqts7DdSGYuiiHqjjiUmmF1cudOrfVfT+53HWzLUu7u7r/g9DEN+7ud+jmeffZaf+7mf4z3veQ9TU1M0Gg2+8pWv8J/+03/i0Ucf5T/+x//4ji76Lr59vFlimOu6tPsD2t4OR/UWteoRtuuhqwqZVJxSJoHs2ziO86prBUFEQHrN5wtICMJr90/DXzkI0wvriKLE6M8/hzh7lhPnzlE5PKLTPsSzTHRCElOzJIMB3mTE1Zdfotsb0nn2EtnCFHEjhq4pPP38i6yvLHNz94CD1hjHD0hEHrEooj3sEQkStjlAljTKxdMEozGebRMigCAQ13VmyyUC18Js1xh1egiSTCEVJ5qawjCO5SDjySTFQhErgFZli3qrS6TGKZVniOdmmFg21579IrcufpXC2v1k509i2teZBC6u7Rynoj2TVqNBrjSL51gQBBSnZ2gPJ/iDCYP6iJ3mGDGWZ+HcPO1uj26vy35lD8nt866HHmGidNDaXUzbpt1qoRBgDTokigvESws0KnuMOj5yuoSFhG5ksbpNPElHiWXx1Dj2aIhrW4T2BAmPkiGRKBwP9UhoMvmpEoLv0tjfwJaPEGMZglEXu9+meOoCyAp2r0GkGCgSRK4PWpxRdQu3VyM1fwotJhCNO8iJNJphEIkSvhFn0Nw7/v9myxhGjILqsrK0zFQxR0ZyuXF7C1uNU1g8i6zp2K0ermszUZJM/JB0MKYwfwJJluk0apj1CqFnMzJDJu6YoZBCTGS5dthHsIckDI1Ybop+s8q4UWFiOYSNCpPIxVhcwRo0yRga82dPUW20uL3Zo9tqsn7+XkrlMlevX8fAQ5ueJTW9TM+J2L+5w9VbG9yztsLZc/egazGe+OpX2D1qIqsaB0dHbNdanDl7gZFZuxOZq1qM6uEusmvyvvvWsU6W6UcxVtfOsLO5QWsy/lpAJNDttpgu5ZiZmWFn8xYr82VOnDjxpgziW2Fjv5HK2Hg0pNHukp8qv0Km9vgdcFfT+53EWzLUi4uLr/j94x//OM899xyXL19menr6zvFTp07x3ve+l5/8yZ/kvvvu43/+z//Jv/k3/+adWfFdfNt4K8Sw4XDI7u4+XtpnYlpIhSWSskajUaVaH3C70kIeVpnNJ/nQ3/ngnesLhQL5pE69dsBK4gzfuPejCOq1A/JJnUKh8Kr1RVFEq9Wi1emSnPHQjRipXAEllQR3RCEmMmkNkEOXQnkWRdFoXv4if/qZ/04g6STyU/SlJJKQYOKCEQlsHtR46uINslMLZKaXGdQP2LhxnZVT68xPFxk4IXY6yX5lgx1rQFyVwHfwPBeJiFG7hqEp5Eo5Tq8uMNVo0fck0ukU/WEV13GBCFlWCAOXUyurOK6PJ+jMLS6h6zobuwfoRoyEodEbmSQ9D0WLoSky9cMNLB9UtYAoqtRbXZSt28ihA5MhuflVAqtLvVaj4idxtQxKKGKNLURRIvB9HEElHE/oNes8fP4MaWx2emOqR0cEnQNiqQKlpRM0213cfhU5kUXJzBA4E0aVG3jjHsn504RBiBW4JEtzhK7FZDzCsm22K9dJhjrJbInpE6cxEgZCq4OcKpE2kkwCkUBzEVIwGoxILMyRSmZxB3UkJ0LMTeEDXjKLoUqoiTyaEFAulxh0ezS2riMns0iCQDgZoSoKhXQcOa2RDMak02lmpmcYj3pUqnWCmSkE02bU6NIfjRiPRviRjKjIWMMOAhGqHkMxYliBSL07JKfK7NbqJJbvIzczz5SqU69WGFa3qd++gRxPY0cShq4xPTOLHosRl0Nmi1mKpeO2P8+2aGkRTrfG7jWPq5dfxuwNiKcLXNvcQXMPyebyTC2s4YYBt2sthqOnCCMYuCrnppeZmp4lVpjl6a8+wwsvPs+5M+ewHIfG5hU63Q5xXB6+/yxn10/gui4Xr92i1ahSKk0x2Nlh5+YVkBXSmkAxN8vO5mvXo78V3iwb+43q2p7r0Ol2OHdu5lUja+Gupvc7ibdFJvvkJz/JD//wD7/CSH8jZmdn+eEf/mF+53d+566h/hvGW2FuOo7DzY1NlFicdquBWlwkkZ+iWqmgJIsIqSmwxyTzOa4fdtCeu8g968diDoqicO/6CZ64fsCRESOfn7ojdNLpNLBbFR45d/JVL4mvOxE7h407tcOEJqGrMolCiUyuhDkZ4/gh/X4PQTGwnclx5Gdk0fNzCOkiciyNbyhMRj12r1+FyCNVWiCuZ5k5+y5Sc8tsXb3I5ReeI51MEKoGRwf7DNpNbC9EXjpJvTsEs4sw6TNqHJCfP4HnOsTjcbyJSb1a5+VOn1xMJpbOs1epoImQiMbsbm3Q91W0/AwHtSYJQ0OMAnrNOmvLS2zsVujWKqiiAIGH1z4gjBRIJskunsBs7rO3eQunc8TcdIm9wzpWbYt69ZBBfJ7y2XmMTB5ZVhn0e0zC5rHgRRQx8QJkReEjH/kwF1++zM2dI6r2hOxUjHG7Rm9/hyiA4rlHUBNZrFGX4cFN8D0iI4sQ+ghWl5gEtijg+T6ioiHGc8QyJdLleQ66Q7SDbdTsDGqkM6jt4voRSjKL4AeYjos86pIozuEPJYpzK5QXVzi4cZH0TJnQ80hmUhiJJJOuiKAaRJKLokq41hjPmYCqIuhJUjqcmV9n/sQpWs0ah1s71LtjMlM+rUYTNVMiVUgwsjy8URNRksELaFYrxHM2omeRzpcwmxVEf0CopigvriLJx6+9fKFMv15BKy0wVy6ilDN06hVMwWfp5Gk6jSP6vR6F4tSxE3m4y7vvPc0/+qHvY3Nzkxee95k98zCNVgdSFlGqQK0/oFn/CqXpObL5AntHhwiKyqm1NVKZHNLXUuIf/nCCZ556ksPNqyyvniSeN3hg6QTTpSKW6/HS9U36wxHmaIh7sE++VCYtgds5BFEkOVUm6NfftIDIt9NiCW9c1z482CWOy1Qxz1thkd/FW8fbMtSHh4fouv6Gn9F1ncPDw7fzmLt4m3gzxLBnnnuBVDpFszemNxpze2Mb3Ygz6jZJZucZHx7gSzrxbIFRr0vgWqycPo3bPuDZq1tcvX6DlRNraIqELgos51RarX1a4x6CrBD5HpE15MJSgUcfftcrXhLf6ETMr9+HpaQ57Fv0XQfP83HbR4wkGS2WxLEt4skMqZjGZNJClUW0uTXk1BRjzycIIgr5OZLTy7SaDbxRDyFVwvY8LHOMZsQxEmn64wm1g20MTcUVdZKzq8ixDJYvkI7FkGWJXq+BNe5Rmllg5dT9gMiNmxv0203yesTM1Cpmv0dj2CURjkkmk3TaY0zbo7RWQpRVmu06w+oOkjOkML+Cg0B3YCIHJuPRiFwmheCMcfoHUW2PegABAABJREFU9P0Rk06VWCyBlsojqHE6gzGBHXDUm2CZDVJzLVKZNHYY0u10sM0hqqoSzxXQkzkaps9gt0I8liCpgDXskhy2CfoN/G4DOZ4iVZ6HCCLfxhbBlkR810aMfITQQ9W0YyU2P8AyTWK5Ilq6yOz8Eq36IbWDLoIVIBEi6XHSRgI5kSGKQuxmncHRLoqsgCAgayrD6g5TOpz7nu9l78ZFAkXGUnWUZJa5cpxup4MQugS+jejbSOkCkTMil8mQLk4hSAozSye5evkSputSNgxcfCR3hOs6aMEEMR7Dt0ys4YDa3ib3l/KoWoxWdZ9w0kfLpJDiOXzXRpITwPF884njsTi/im0NSaoqjz/+OE8+8yKbV54nX56nNxxQO9yjUdkl4XX48Ae+j2w2S73ZJowXiOeKNDf30PIzSKki2dULDA426PSqDHsdMnENQdQwVPEVUWcmk+W973s/lVuXePTCqTtEs6dffJna0MGxXUYOWK7K2BQwD/b5nvc/ztnv/7vAsfLfmzW4324P9NfxenXtU+UU08Y5huboVeM572p6v7N4W4Z6bm6Oz3zmM3zsYx97TYM9mUz4zGc+w9zc3Nt5zF28BbyW5/ytmJtGPMmTX3qGE2fOsXryDDHXYX8Y4bouAYco/oRGq4OaLWMP2qQMFUHOIMkKe0cNitOzaHJEYXENRVao1yqkUiYL0zpd08NyJuiGQmmuzMrSIoqi3NnYr+VErCwvYd7aZKIbxHJTuKMOuUKJyu0tzOo2op5AyRcx+20cP0KWNIatKlJ+EUHRGVsOwmiIGM+higqCrOA7YxrVfRzb5bDVJbZ4nlBUCKwBemmF6fklVldXaNTrSIFDJCTxvRMkx1XOzucJh022t7fBg5nZaU4vzXHvhXvwPA9JknnyS3+BLRv8nQ89wuf/4gsM9m8gKTqKKJA0FAr5aUxzQH1ng5EdIIVTeMMhc4trJDI56kcHjLpNSuk4hfUHsEZDOs0jVmenmHvovbStgHZo0NjbgHEb03ZxkYlLEbG5FSaV68iSQDqd48aN6whhgJbMkkylyOSLjMZDfNeGSKR3cBsjmUHwbDRdxxkPCKwhgiITOBMc10FMxEmV5hlfefqYlRwE+IFLLp3iyPeRo5CphRXMbgNJkglVg9zCKYJIYFzfZbB3FREQxy3WluZ44NFHSWeLCPaQca/Fy/t7IOsUl5YI7TFbL3+FYbeN63mIQsTQlLEL7+KwY1LvTwhdm47p400sqgd7lM89hiLLJJJpJEVHzUxRu/oUujRBcYYIgzqRJJLwTbR8lnS+SKTEGbSqFBdOIggCrm0BIEkyh5UdZpZLrJ+5h3giyQsvvEB1+xLtWgVhpsCZ5Vk+/IHvY319nYODA/ZqLeLJFIf7+3hyjLnldXq9AdZ4jFGYxnRMnHGXZu2IudVTTJeKjMcmvu8hywqJRBw9FkdRddLpNOl0mq88/VVqQ4eh6eDIcfKLxxPnbGvC7Ssv8uVnX2JqauoV4yzfjJF+qy2Wr4XXq2u3222euqvp/R3H2zLUP/3TP80v/MIv8O53v5tf/uVf5vHHHyefz9PpdHjyySf51V/9Vfb29vj3//7fv1PrvYs3wOt5zsVc9g3mw0Y0Wh1MVOYWloknk0RjgWQigWikqVQqCIRMTU2RmVn6WluVwKTXoNFoEIgyyydO069uE4YB8WSOlcRptjciJEzeff8put0und7xbNyLt/a4tnVwx6NXFOVVTkQ6neH8+kl2Dyq0E3FubV1DkwXmsznGhQyeniMSJVKpNFZuCsv1MYcDstM6eiyOpGpYjoUXAhHENBUZjW51j44jEcULJDNFnNbxqMzU/CkCGRzL4uy587QOd7Eti9zZexls+ayfPYeq6YyHA3KLpzASWcatCoIok8tnGA0HiFoSQYuRzU9x3333UemalGYXURSVRr3Ks1/6HFoijaLFiLttzMEQL5ZHTBVJFkv4gYc/aDIZdGnfehExniGTMFhdP0s8HkeVJeSRiSko9EYTAFKZFFI8zWgwIHBtMskkg8GAUNbpN6uousHi6inSs0sU1RiNUYDdrSJaPeR0llGvjajGSM+vMeh2cXotRGwGrQaqbYGo4PWrKPEck1aFw3CCSkBoj9GLsySSKbpHO2TnTpKdW8F3HQTPQjC7JBMx7NEASVFJTc0zGpmMRiOWZsuk15ap1f8vOt0DahcbDEcjcrkcpWKBVqdHkJnHRuCw3iI3u4xgJNg6qNEe2qRyWbAG+NYIO5YhFEICx6Ry6QkmzX2mi7MIkkxoDzn34IMIgYs17pFIJJBTRSaHh7QONkkVZmi36ozbNa4NOnjdKrWEyHNffZL102f4of/th9nd2qS+fZ0Pv+dhzp07R6fT4StPf5WNnQq39mtMRINKo0dsahlZlsjncwyHQ2zHYdhpkkvqOIGN5AzZ2d1l96iJH0Yokkg2aVDMZe6khr8u8OPYLo4cfwUTPJZIMruyzqUn/hzzD/+IM+fOoynSt4yKv90Wy9fDa9W172p6//XgbRnqj370o2xsbPB7v/d7/OAP/iBwPLgjDEPg+Ivykz/5k3z0ox99+yu9izfEa3vOJhvbG1y/tYkfQXliEk+mXnHdeGzS6PTJ5/Io6vFQiEQiTjZp0JjYlKdnqBxWyU7Po8gSqqbTaTfQJagfNZguTSHJ0h3pQoB+t0O72eLS7ha3D+rUGy0EWWH93AVmlpaQReHOtJ5TS3Ov60QIQCaXo5DPk4omtPYauOOQ6dIUQhQRpWeoHe5zTOaS8UcdhFgMSZLQYwkCawT2EENTEX0RLxDRk1lsQWEy7CHiYxg6hfI0vuvR7LTJZLO0O11sL8AIJDqtDreuX2Pt9Bn0RIpsoUwkCPSCEN8/HijieS6CdBy5B4HP8soq48k1Rv0OfhDy1JNP0ZhAMW6QKCXQE0n6gwHhuE195wZB94CTJ05w+u9/P8899yz+sM3i6XsRQhdV02jXDrFtCzmWRhYNolQJPRbH8216uzdwBh0Smkw8HqM/HmOPBnSHY07kC5QLs3TbLcaBRDKVIohAGLUYmENEzSAxtcCo08JqbuE09iFbxB52iTwHWZKQRFDSBUpzy0yVigy7Lajs4Jl9rGGPwLWRNAPPtoiICB0Tb9AgLNxLPl/Gi0SkRI69ehvF6rBSvA89FqdcLnPP+iq+H1AduaCnGDk+/csX8Y00ohqna/V54ZknmF1aI4xAlcHIFxAkiaC1T2D06PS7WO0jvCBEjqeILZzH9Ww2GhP2//j/5MLqNMvLs9zYreANTKZm5mnX62w+/wV6rTqBG2CGArMr5/BSM7ywVWdzZ4/3vefdRFHAgxfOcP78+TuRoykYFJfPMG2JmKjstcYM+h1QDKbml8hksse933LAbDbJ9X2Ljc0NXMkgn8syPbeAnEjTMEds3HqG959bJJ1O02q16A9HjBzIL868wnCOhgOqtTpBcgpXl+9krr5VVPytMmnvFCv7rqb3dx5vy1CLosgnP/lJfuInfoJPfepTXLlyhcFgQDqd5sKFC/zET/wE73vf+96ptd7F6+C1POfBoM/eQYWuGXBUHTOpb9GahDz2+HvJZP6qf9nzXDqNOusnlkjcMeICSwvzjG5tMo7FEOwBVlukFgoYmRySYxL4FoIzZG7lQbrNGsVUgkQydWeM3kTQ0adWGIY+LSGLY7kcPvUcy0tN5mfLLM7P0WnW2Nk/QJGEV7R/DAZ9rt7axBI0UsV5Tl8IWVmY5amnn6Gs9ijkspy7/xF6/R7NowO6loecSmEPm9hihBkdj56U7R6B2cMZ9zAI6Q5NtEKRSa9JZA0p5AtEvovbbxMvzdNpVdjb3cMXdWKZGJ5lkskXsdUUG5vbOK6LY09AkFEkEVk+Fm1RFJUo8Ii+ntbMZDl/7hzXrl7mc1/4Ig1LIpkrMbcwTyKZpnKwx8zCWUaNfULPIVuaYW71FKIokSvNUOn36LfryO6YXWfCUWUPBwVFkklJIW7vkFFPRI8nkSWJRFxmfWkerB77l6/S6g3ASNFsNqi32pj9DtZ4yHg0wnIDlMBCDFyE3ByNTp0wClFDH23lPFpuFm8ywq7vgKITEeAfXKNndRG904SiQhQJDHcuI1kDXEGhtrsJvo1nDnF7VZRk/pi17kv4vTqNLYVEOo8VqTz53EvEpBCzvktsdZ1YrkxcEuk6MDAtbC/Ct4aoskIoSdSrHdq1L3LuvocpZNO4jJkpz7Bfa+P6PuPmAW4koicypFIZcCfENJl8fpb+kU2jUWduqoDou+xsvsTG9auUinmykktqaZm+6TJ2PNLFMtmZebLTC2xfe4E//qM/4nvf+yBnHvwAwCv2F0CheoTVm7C6vERtYDFqHhB4DvFEEr+9iyFFjEKJZHEOI57AQmfzqM323gHFUgldBNkdEEXzwHEblBiFWJaLpv+V03rcKVFjEkpMzS2g+P1XZK7eKCp+ox5oeGdZ2Xc1vb+zeEckRN/3vvfdNch/g/hmz/kbDV1uapF4YZr9lwXarQaf//znefdjjzJVnsGeTDja38EIx5Snyt8kN3icfr556xajuIwY9Di6uYcZS7O8vES5kENlim6jSloJWVo+nqv79elUhal5Dm5eYq/Vxpg+yVxhin79ANOxaExCRre3WJkrY/bGJDWR+p32D9g7qGAJGtMzC1T3NihmkuSKJaZX10lZFqPmIdWjA3Q9xvTKKeT6Ift7e0iBSCyIEba2EawxMwmRQNJgUKXd79MemsRsD88eI/geYWqRyHeZNPeJBBFzOEDVdOZnyowHXUb1bS6srbB69n6qu5s4Bzdp144QNJ2ppEE8HmM0HOA6NpN+E1ExcF2H8fg4EyBpBnqmRDGbYGZmmpmFVcxR/1hkRNSI56ZxujV6vS6T8ZhcsUgibtCuHSKEAfNn70fLz6C7ElPFNXZuXsa3uhRKU8SMGMga2fIayvCQD37k7zKZjLn28kt4yOTLi+i5Mr3BADuu4yl5IqGJ3zzAM0fImkEsikikc9iTMdrCOkZxnslwgDMZIebmviarCYYMeiJDp7KFoqpIwYRBp46k6kR66jj1ryfQNQMhPUVyagFDFkgEQxaX51AkF9cZEtoOR9Wd4yln8RxXrl7GD6+glVZomS69ic9gYuFVD9DTeWL5Moqi4HQ7HN5+mbNnzjC0dIYTCz2RRohAS2TxxRihHiOURFTf4sy5e5mZX2C0MM3Tf/5/oh4N+Mj/80d4oD9gc2uL3Z0d6rUWqYJCtjjLudk5bGtCv7qLHwQk4waTToBCeKcT4psj06XlFYbjqzStIYVUmigVRxdD+p19vNYeqekVkok4WjGHli4xsFySuRKjTp1+7dhY55MZ9o4abG1tUSgUmC6kubJ3G9uaEEscO62WZTKcWCBp6FJIQjXuZK6+VVT8Rj3Q8OZY2d8uW/wu3lnc1fr+W4BXes7RHUM387XJSmGgksoXefD+e7lx/QrXnnuCyeoJNFlirZSgdP9ZRs7kVczNVCpNMZPk1Ice5/57L1CtVjk4PKI3dpA0nUmnijd2OPf4B8jmC4yGxynX3NwavW6TiTkkkAzKM/OIkkh2aobh4QaapNDq9RH29inFJc6fXMTZO2Rn8yaJVJbOYIyRLFLd20APJiwtn0NRVFRZIlZeQPEmJKMJg84A3xyQz+aQnRGNyj45JUs6nSGfnSGZztI93KJ/uIGLSzwWQ4/FmF89jRuEOI6DZ9lgDWjeeI6JOSQfUxBGInF3iJYQiWdyOLZDplRmUNulsXUZI5lh/swpLr7wPI12l8OjCv2jXRAEusMJc0vLJOMaO7sHgIAuhfiex9bWbXrdHr1uBzXjIocestkn6wi0dm8xaFYwAgvV7RGoS5QWTuF5NuPJBEswyCycwq5vI9kDirOzVKuHDOwBi4UERizGUeUAwUghdusYiSxeBKbjESg6biQjFJMkVANn+wUcc4itxRFjaZBEsotnieVKCJVN/EgEx0Zyh6jxNN6ohabEiGULZASXgVDAjFQEzSCwx6jJEsbcqeP53d0jRN9h+fQFrFYFwayz8sDjBLbN1u1rGMU5zj/+AQqlGS698DQvfOWLNA+fR54+hZzIoSZ9YlPLhJ6L7VlIkoJgxBg0a4TLs2QzGcREHi+IuHXpWcZjB6UQZ6qYRyYCVWJsOXiuR/2wQhTLYQUy/eGQXC7HBz/wfo7WTvJ//NFn6A36zC+epdY3GQ+HeI6FYcSIx5KE6QKN3viOkfrmyDSbL3DP+fOI4SVevnGbTm/I2fWTLMxnqGmrJMpLxKSI7ckAPVdmfnoe17aYjGewanusrJ1i+9Z1tp57CVmPUcxl0YSQRDTm9pUXOXXhYTRDxxyN6LTblKZnUSOP3NcyV1/HG0XF34629zfi7bLF7+Kdw9s21L7v85//83/m05/+NLdu3WIymeD7PgAvv/wyv/3bv82//Jf/krW1tbe92Lt4bXyj5xwJAr2RRa60cEdsxLGPpzgVpqZ539QMhzdf4pHza3fkBt+QuYnNu74mw1kul7nvvvvuvLyGF9a5cnubXreFpuk4toVpWvjdFqI9IpbMkNJFPNdGM2K4nsv+5k16jSqSGmPH7HMyr/HYhfU7hJSNnevsXLtFcWaBUi7N+rmzZPMFICKbNKiPhwSRQLlYYDmeJKHLdF2B1YU5hNOrGLrB0HaRVJ1e65ATeZW2tMR84QTDicN+o40eM4irBqPxhGG7xqiyi2gNUGSRNPMUtAwn1tbJFQv0RxN6zQMcz8O3RjyyPo8oSly59AKWmMBIJNCSOZbedQJr0MZsVegciexbE2oHeyQzWSLBoO9EyPEk2mwRg2NJz0m7itfYYpRNoxsGM+Uikdnn3nNncZNZdq4+h6wZDNt15Pw8xXwWOXUa1Wpz7vQa586sc+vaywzqm2xdeZ7DWot7Tq9h9ruMh13GLriSQaQlkHQVSRKQBQ+lNA+tI0LXRjTSiJ6NEkvSa9bo97oQyyEBYeQTGWmCcRfHHCHFYuzubSPocWZP3YvojOi3GziKhtOroyoqmVSaQjaJHHrEYjE6NZP929c53N/HFDQSyTTNVhsjnmJpdZ1nn/wyvppC8FyiyQg5WUDNzYDvYB5u4LsWsfw0gSKxcfsW587dwwMPPcrOrSuE9z3Gwd4OQiLPyvp5REnG6rfojkyaT32Jw8MjJn5IZziiPzZZWphjrlxElSV8UaVjuhTDCDsUCWJ5RD3ACxy8SML0Qzb3j6hWq8zMzLxmZJrNF3j8Ax9iaqrMtRe+wlIxDoJIG5/lqQyJeIydwzpGPIUgCmixGIqmMTjaYXdvF8/IIqXKTC2fJpPOUK9VmJmeplZrsnXxK8SzRSQB4tjIzoBsSmdpeeUVBveNouJvR9v763in2OJ38c7gbRlqy7L4yEc+wle/+lUKhQKpVArTNO+cX15e5vd+7/fI5XL82q/92tte7F28Nr7Rc84Vy3fG9cGx59xpVO/UkMMwRNFjpNPpO6myt8Lc/MZaVKlUIp1O37muNxji9GqUSnmmlxfY2K8j+DDsdRC6TW68+AyDbpcolsPQVLq9EaWkxtXbOzz+0H2cXjtJrVZDiXzcUMAWdA6qdURZIZ3OkE2nePHSk9QOD3CDkHyhAK5N//AAXZF492PvYWp2jk6zwdHhHmv5BVbnp/nDz36ZE2unGQ9HtFpNmjs38JCwHIfAsVCEkIcffhfpfBElWyaT0Fk+uUYmk2WRiPHYZNjvMoz5fN9H3s/V6zew9RwzC8tsbm1TG1hEQYClxZnIKRgOWFmYw7OP1b2UpEagqkzcgIShICUyuO0GZn2XZDpP6d734khQH08QBiPskcX0dApvNGbY7mL36iSNONmZEpmZJcyjYxJcIp2nXT3At+KcW5kjnkgys3qa4WjMRqXJwWEbfeE8kiCjihF+v44mhsRmVxG0GI3bL6NbY4IgYGSOsSyTIAI9noIoxDGHx2SwWBohnac/HjMMJKJOBy03JOaPiGsKuakZhsMe+BPcsclRv44hi4RRyM3NLbYO6wSigpKbw5m43Nja5/bt2ziTCfXemEhPM6rvoWanSeQXsbp1osBDTmQQYgmSqQRjQaK79xKONcH3HEZjEyOVo5hJYAoSoqSiKDK9icnIHFCvtui3usTLqxi5HANR46hr4kkazYMdhmMLc2yyvVtBSZdIxI6lYIfDMV5zn7wBTXPMpctXWF9ff93IFEBSJP7+Rz7IhXNnabfbxGIG86sruL6PpqlYjkUiyiAI4NoW42EfObGKkUyhjhMYhvZXTGxgYbqELKtUOwNCBOQEeMGQc2cf+JrTyp29/a2i4m+Hlf1Os8Xv4u3jbRnqX//1X+fpp5/m4x//OB/96Ef5lV/5FT72sY/dOZ9Op3nf+97H5z73ubuG+juIb/Scj/Z3CFwb25wgisdG+uvpY0EQXtcD/3aZm994neM4vFRM0w0Ncrk8ylGTXDJNd+M2V69dxRZ0ps88RHHxBP1GDdFIEM9k2W30GH3uLxBVgyhe5NS5e+lHOsnSAs1ei9GtTRamS+xXG0SCyHK5QDpuMO4dR44Z0eb00hLhuMX+9QaqLHJuPs+ZU2v0+30EQcQcjWm0O2TnTpCYjjiqVsF2EAIf12zwwIMPoscStCyIVI39yuHXHBKBeDxOo3rAytwUgiDQ6I1ZXl0nEgRa3QG9/hghkSU9t0Zi9iT9o20c3SAKtumOJsxORZijNrHUFP3mERPLwmvuohsa2dI0Kj6BbSFIAZNApDZ0sapdFk+dRRj2GZgusmsSeRahayAS0e+2uXbxRaxeE00QuLl7RH84xMiWKZenEY0Uu3v7KJMOrtlF0g1UQSBZnCEctcgocRo3n8fvNwhUjXHlNoFioMgykqrhE4Eg4I3a+FFIJMRwwyGSaiBIIhPTxBw20WNx0pkSWn6WbquG1a4T9qv0O03MsYkTSvioBI6LJMiYTkh3/wghcPEHHUIjS3buBK3LX8JuHSLoSSRFR4olj78PZhdJgIWFRXrmEcPmPrsvP8uo02Xp7AyrjzzGy5cuUd+5Rm56kUG7gRWJDPsDiAKSxSnyhRK6odPqHEGjxW5ziGSk0MUKZrdBPjdHqzsgDH3U0EGKAvRUkVgY49LtPR7e2fmWkenZ9fvIZrNkMhmqjSaV2iGl6XnKxTxdx6TTbpBIpGlVdvE8D0EzkByTYjGPomh39nF5ep7ugcl7H3nouNfbdRkOh6/IXL3VXuW3urf/utjid/Hm8bYM9X//7/+d97///XfkQV/rH7+yssKlS5fezmPu4k3gjud86zbVnVvcqlWYmZmlmEqwtHyObL7wLT3wb5e5+Y3XveuB+3nqhUs0qwfoUkjfNvHNPo4XEC+kUDUNd9RDEX1OnT5Ld9KndWubUbtKcXaJC/dnmZ6fx92v0G1UyJVm6HSaPP3Mc4Siwsn5ac6fO4eiqnieiywrNOtHLCRF7jl39lWKTbIsk0vo3LpxhVhpmbmVORzbxvICyskso34X2+8RRhGLS8uMrl9nMLKpjgIK2UOiwKfbaVKMSZw5dT+e592pVw6HA2rVI6TCEqWviWhEQYikGpTmVxh2WuzuH2DEk6hmi7B/yKReJ3AdYrLA4sMfQQoc5mZnGHVbDBoHHA0CBD1Lo9sj7wakSnPETR+rV6d3uInV1BAnHYaNPURZY/bkWXQZFs6eovXc01y8fIVsMo5lmsQzOZRUFl1SEYwUeiyB2a0QuR5uECKKMva4j5afxes3EOIZhFgGp7GH77ngjI/rtrOnQJIJzQGSoiAYCSbNfdKzJ5HEgEZlm8zyOSI1jp6bJp5NM+g1aOxtEHoOcqaEIEigxfEicB0PHJtAVDAyJeRYinhxhnGjgj9oocyuocbTx0ppikQ5lyad1JmXzpAWbPIZnVR6ifL8ArFEEkEUuXTxJXaf+zzt+hGRpuOMhqiJNON2jVyugKHHCZIFtjZfRlQNZFli9cQK2/tH1K8+AUYaVY8hiyGqJJAxVE5feJS9qy9y/eZt/h//4HvfVGT6jU5zs3qsa+8JAV5gcnhjA6ffQFV0igkVwXGZzZVes+bseR6lUgl4debq2+lVfit7+6+TLX4Xbw5vy1AfHBzwAz/wA2/4mVQqxWAweDuPuYs3ia97zrPTZZ58/iKuEmflxDpGPI45Gv21qAV9Y6rN7k3YuPYilYMaU8VZVu+5H0nVmEzGyFqcCCBZwrdsPCXB1MpZWjaMrS6Li/N02x26hxsMO112b13lkUcf457z51+R/gOQRInGwS0EQbjzcvs6MpkMpxamufSll5HzC7iOSxD4RBH4QQBml5MnVrF8UFSV8+fO8fLFF3nmyS+xcyVHPJlkJpdi+szxHOBv5AM4lsXInJCfi+O6Lpqm4TgWvj3BNoekC9MkYjrxwMQfdhg7Ac6ojxiGhFFEvzdA8MaIUcCg02JkTpBzc8wvzHN0+Skq2xto8RR+JDJ0I4a1Hc7O50nHdEZigkR5kYNml6wu0Gh3WVhc5gt/8TluDMdMJhb9gQNjBymRQ9I0NFVFIiSZmyZo7aNLEf1Rj8nEhCgk9ByUWBpJEolkAzVTQo4lEcOAsFdF9C1SC6cxa3tMBi200w8SeS7WoEO4e5OJFxDXNeRUgu7BBsFkQKy8SHL5XuxhB3vUAzWGoBo4lnnssLgjRpVbiIioegzXGuINOwSTAYqqM5XWKeSz+L0jTp9cJqFATBbYrnepHeyweOoc6WyREydPMTrcotJvIGXmkBI5UrkiTLo09jaYjEckU0mG4wlxxQIxoLx6ioyrUDs8QAw8Is/CjzzyMZHVtXV0I0F+qkzXdBgMBm86Mv3mPXBQ3cUXVM7NFCjdf4rtSh3RM0lrvOma819nr/I7wRa/i3cWb8tQJ5NJWq3WG35me3v7LungrxGCIHDixIm/8sArt2n8NasFff2lcuHcgFMLZf77Z79IV0jhWCNi+JSSOpYV4Ug6U9kCO7VdCANyxRLxVJbq0T790YR7H3iQ8WhEo3rIoHXEPfc/+CojDa/v4X+9tWRudpqcfhFhUGMQOLhhhNVvoozaTCdV1s7ew7Cxj+e5DHs9tra2cLUMydkTFHJZkqkYRyY89cIl3v3gvUzlkty4fYPhxKY/GDI6bJCxAwTHpF/bQRcjhChk0GsRmH36/S7lxRWGgUrQ7mE7HpPmPq1aBUMVaRwdIEoSohojEQSMe23iMYPAHtAZD9E1nZgQMbTG2GGJo50KpfV3oUkGpZlZCukkN3ePaB3uoBfmCCd7ZBYWsBt12v0xXucA2w+YEDJz4izRqMnocAPHjxA9Cyk3hxRL4w07EPqEkkJgdlEzBQTXxG1sEjkTNCMO9ghZEpCMOGoUMhz3CYKAYXULURRJL51A9Ca4Zh9kFSU3TzKVxG7vMj7cQkoUUNPF4whbFAkmJmZjF31qGeJZosmY0HfxPRe3WyWeXkU2mywUEqyunCQct7j/zAlyN2/x1MXrXG1WyU+VyUgRqiKgFRbIr5xBljW0VI5h84hRbZdRu4YQBdidI1JTeVw1jpgqUkDHkuNkplewzCH9nSvkiyX0RJrq0R6z+QyyYN/5br3ZyLRYLPKefJ6l+QqnFsoc1RugxPBCG8Np43nqnW6Jb/y+ficyXm8Vb5ctfhfvPN6WoX7kkUf4kz/5kzsiJ9+Mw8NDPvvZz/L93//9b+cxd/Ft4G9SLegbey8XFhZ4/OF3sduxaFoRpUIGWZbZn9gkkxk8Z4IzHmLIYI4GOK6Lomjs7u+QSyfIZHIkkmnSiTiB7xNFEePREM9zURSVRDKFZZq4lkmlUmEwGFAoFPA8j5sbmzS6I3qDIZqiIAcjVA9SkowTdIkElZWVh5FVDd+xOdrf45lnnqbm6px9+P2sr5/CtV263Sa+b8PI5+bGJsVclv0vP03HN8gWSgSqQLdRpXmwiaYZrJ4+h69q6EGIksrTHVusLpXoHtWYOB5CooDuWJj9LkEgIaamkDUD17FQ03mG3Rpep0lp/SGKuSnccY9cMkbFH2LbNm3TQ67ukMukkOQUrf6Yg8oRrb6LHg6JFWZ593veTxAG3Lh5i8r+Pv1OG0FWcGubuFGE3W+hpgokyiuIqTJOKKJky7jtCp45QIxliAIPRdUR5ASxXJHp5XVcQaUd+BiahqzpBK6Dli6ycHKdhBEjnZ8i8BzG7Rp1FBxryKi+RyTpxJfuRdJiEAZ4kwF+54ioUCQ1fxJ7YkM8hyobx2IsgogkhNQ3XuZEVmbh7CN0uy1OTSVYXV1ldXWVs6fXuX7zNp2xzfUbtxh7kDQUwskIW5jQbTVQkzlis2uIgYXVb6OpGp4cQ4s8lNAnm0lTbzaYjPp44x72oE21o+M8/wK64BOfn0KL8Zajx2azyYsXL3HUHhAKIul4DNG3WZoqcnbpPexWm992zfk7jbfDFr+L7wzetoToBz7wAT70oQ/xiU984k5b1mQy4ZlnnuFnf/Zn8TyPf/Wv/tVbuu94POaXfumX+B//43/Q7XZZX1/n3/27f8eP/uiPvuF173//+3niiSde93ytVqNcLr/hZ7/ne76HP//zP39L6/1uxZvxwL9Z0CCVSjEcDr9t4/7NvZeKJLCzcYOjccQo0qk2O2iqynA8YUZSONq4RjSoExhxvvAXn0OQVexxn8DzqBxWWJqbBtckLrjcvnqRrVs6VgBBBLIoIIcet29cwR4Pefbla6iaRkyKkISI+fULrK2fZ9owmAQSW/UesiRgSCHTpSLV7pDnnvsqZrtGSpe5dkViv9Zh8ewF8rkMkiihGwaZbJ6jyh6+6FFrw2g0YuHEaeZCgeeee5ZmpctoNEBW00R6ksODfQrZLMGkj5bKM7NyCrtXZVA7QELD67s44wF29wgxkSeeLuP4IVa3RScM0KQIO1CIalUKiRIT06V/tIPTqDBUDfwIDvf3Gfa65OdWKEzNMBj0ieQE+4c1csQ4PKqytnaChx96F5l0mssXX6A8VWbSiMC18bwcFE+QXXuQXrNGFISosVncRIb+jadw+w0moza2oiILAvGzjxJIOm6/jhGOMbJJvM4hMj4Lc9Pce+999PoDRl5EZA3IJBO0Ozp28whJ1okSRZRY/Fhm1THRM2UEs42oSKAm0JLTaNkiMUVm0q0T+i6ykKaze43PP3+Vq9uHTMdCjA+/j3a7TbFY5MSJE6yurnJwcEDl4IB0Oos+U2IUyLioSJZ93IfeqhEM20TuhKQmMGjXuHDhfjJqyNDsErO7NGt7TBwXPZlGThaZnZujVCxwuHmdaDB6S/XYmzdv8kef/TwtRyaeLUIUMN7fx7EtYtzm7MllStkUsj+ge2B+V+pj39Xw/u7C2zLU733ve/nN3/xN/sW/+Be85z3vuXM8+bW6hiRJ/NZv/RYPPPDAW7rvD/7gD/LCCy/w8Y9/nLW1Nf7wD/+Qf/SP/hFhGPJjP/Zjr3vdb/3WbzEcDl9xbDKZ8Hf/7t/lgQceuGOkv46VlRX+23/7b6849v9PLMZvNqq2OWQyGhBL59CN+FsWOHit3sta5YCNao96u8fsibPkiiV6Y5tWe5/a9g3iocnq2fvwjQz9eouhaRPESkiuiRsrcn23jjCqEZOhu1FBiOVYWjnByvpZmtVDnviLP2cwGDC/uo6RmEWPa+zVa5iDHlKmydKKQzyZ5NSZc3T6T3Hp+gb5mQUeePgxqFR48qmn6XdGxKUIWTPQ0wWMTJlGowVByGg8ZjixsC2Hw2Gb+vaApdkSC6cfpNlsUCzP0NvaxrVtVCNDLJ1GE0VS2QyR5NMY96i3B0wGHUw3IJE2GPT7qHoMPZnHcyaM9q+jJDJg9YnkAErLRFKc8XiAcLDBsL7PYO86YixNYnqORD7PuFvHTWbpdPs09rcQE3nyJ5cZDAYYxVnqIwdl/4jlxVlOnVqjeXjA4tIiQ+WYHBcOHPRkFlFWkI04husSWV383hFqcQFUA1k8bsmxhn36W5dwOkdki0XmyyWUrMagVUeRAkrpOJqqEtdkGvu3CN0J82tn2du4wdgaEWpJZC2Okszh+y74LoLXIZbIEDlDAt9FTBlIkY+mGYSajGMP8SIBOZZCVBT0TIkgpvPMZo1Q+jLf+3feT7FYRBAEdF1nNLEwctPMn7yHymGNSq2OLAgMLQtrMsGp75JKJCnNLtEfjTlqdli7535mF1fIpZN89ctfQNMTnH7gMaIwpJTP4ox6zBXSpOKl40zK1573RmpdzWaTP/rTz1EPkpy6/2E8z+H27Q1apkDKyKLpAkNfRhMTJCKb+0+tkEqlvmMZr7ejLHZXw/u7B29b8ORnfuZneN/73sd/+S//heeee45ut0sqleLhhx/mn//zf87Zs2ff0v0++9nP8vnPf/6OcQb4wAc+wP7+Ph/96Ef5kR/5ESRJes1rz5w586pjn/rUp/A8j5/+6Z9+1TnDMHjkkUfe0vr+tuCbjaplT9h+6SKtscyUKnL/2gk0RX3TAgev1XvZbbd45umvYElJlIxKc38DwR6SSaVZzshsNoekZ2aJTy9jiTqFQCRSxziRiN+rYtZ28QOf0vQqkihSmNEolooc7u9z8NnPMBr0ILtAeaXIzOw0+Zk5OtUKpheRml7lqD1gd2ebTC5PJpcnFY+TL5UJg5C929e5vblFOp3lwiPvZ9A8or1/GylZIBAV2oMxteoh+dlVUsU5jBAONyY0OjUGgw06noyanWHlvneTWTjFX/zlF7EiBep7RJpKqpwkOTvN4d4WnaFD4Ct4apq2FRKoaWKKiKrpeIKC73sIkkhoxIhpKpEAomsyqh9gtipEkwFaaRV96QKCouGELp40wBeP07FOKKEHAeawixR55HM5BEmiPbaRKocUczkC12J7Zxe316Re2WU4ifDNMUG7ieu5xNMFrHoXNV2EUCS0xuhiSLY4QzqdIxy2ENwR0Uik19vl3fefZ+XeR7m2uUOrdpuN7hHpTJblQhyfJIN+B80bIYugyxLgI0U+IgGqBK4YYiTijMZt3PGAdHGO6VwaXZEYBVls1SCUVdLp4/7j9QcfISLC69XZboy4cev2nT5e27YJIpF8aQrfc5mdKdMfW3QGI/RMCSOVZ2y1OLm2xuI9j1LZusW4cpudS08jrJ9FdB1mCxnihRkCs8ek32asOsyU8iwtn0dVtTvtSJ7nva5aV6FQ4PmXLtKYwKl3PYgRi7H50lXq9SqKkeSo1aYTuUxa8OGFBUxX4KjeYHV19Tti/N4JZbG7Gt7fHXhbhvorX/kKqVSKe++9l0984hPvyII+85nPkEgk+If/8B++4vhP/uRP8mM/9mM899xzPPbYY2/6fp/85CdJJBL8yI/8yDuyvr8N+GajCrBx+yYk8lw4t0atekDlqMqF8+deJXAAvKaH/c29l71O+3im7wTKZx5CMeIM6wckRBdh0qOYTXOQKXPYHdO/coVUOotpHqdEs7pKam6Kw0tfIT27ihxPE0U+kqQhSAqZqXmOKnsMxi6l1RUKU9PYkx6CIJGdXeKo0SYiQlBjVBtNTo6OsywuEg889n7qB9tE9phYKsfyPQ+jx2LEDJ1B84hE3GDQ60DgI8oy5ViCdm/AcGTSOKowF9fYrzawjRYfuu/9iKKAYTuk81OUy6uYrUPEUZ2VE2tsXXsZ0w1Al9ESBpE1wZOSx0axsYNT3yIxf4rC2n209jeJzCFKIkUyW6Ry/ZAoDAABOV0mceJ+EqV5JuYIZ9hBiqUJJZnJuI+ip3D6x9rbhUyKYadBIMdJxjSajTrR5DJpQ8OzRtiTMcmpRVqHNVzPR3Isgkhg1GsSuB5iqoDfbaIYcbLlWVQjRuRb6Ok03tEN7jlZZr54hv/XD38/CwsLfOXpr/LiRoXAjxjaLrKmo0gic3GYrK/RHlskSglGlovrtNGMGH4UIJVnEJwe+kimY45ZyCU4sThHo9NjPBqBqiMiIMXiKKqGqmlomsHAGuMKE3aOmlz4Wh+vruvE4waeoWGHLqbjQuSj6DFS6QJmYx85keDE+Qcpzi3QaXfwzS5TU2XOnlwmAiRVY2btPvZ2bpOdy3PvhXtIJI+/20EQ4PohR0dHXLp+m0EgMzu3xHRpCsey7jiz59dWqLX6JFI5dCNGs1Zha2sDpbBEfHqB2JyM2anSbu1y9dp17j1/D41u6zvSj3xXWexvF96Wof7ABz7Az/zMz/Cbv/mb79R6uHbtGqdPn0aWX7m0e+655875N2uoNzc3efLJJ/npn/5pEonEq85vb2+Tyx3PkF1cXORHf/RH+aVf+iUMw3j7f8h3CV4r9fXNRvXrGt35+TVEUSCXK9FrHjAemyQSiTsCB9vb2xzVG6/poUdRdKf3Mooi9nZ3mAgaqal5kpk8kSAgaTFypRluXRsQWGMK0/M0K9u0D3dp1us4lkl5zkLOJOm0PZrtLkJhid6ohuA7YCTxBZF4LEG8NM8kkLEdl7HtoTguQeAhqTrJfInJoIGCgOt6eN5xfdEPIwRBQpVETEEmlS2gaToA8VQWTVORFRV5bHJ4eEC6MM3+7jZCLMW4cUg+oTG3usJetc5BrUW71aA0VUZRNRRZxhl1QZAgDLCGA45qNbJLZxm0jvAGPqKi40dguQ6WZTNpHSKmCiQ8H1VTcUQYDYYgiISeQ0yK8AUBPVtEiyXxXAd72Dke3ylIBEqcUBxgGBKikCUu2CDojDtNJCOJllumedAFZ0RSSaL7JvG5JZR0nl6rRqt9SBRGSLKC53sE1hgpiMC1yOTyzJ26h2G7SQKFtdOn2XvRZmFlhflSFl3XqVQqSESk5BBjapZT6RySLBH4AYeVXZYW5lmSFaqjiEQhx2gyQVAVSosLJBJxNp/9PMmUgmf2qW5dAd9hbFoEYYjt+cRTaSJJIx3XSabSRBEgSYTIWI57p26saRpLczPULA8RidB1cXpNLCcEe4jiDiktrZLKH7fuJWM6riTS6/eZmCaabjAZ9NjbuU0upnB+/QzJVObOHrInE6zxkD/587/gyBTIlabpjW+Tqx6xtLzCysljZ/bajVuMzAlhENLttKge7OKrKaYXTyFK0jEREplceY5AM6g36qRV3vF+5LvKYn/78LYMdalUesd76TqdDisrK686nsvl7px/s/jkJz8JwE/91E+96tzjjz/Oj/zIj7C+vo5lWfzZn/0Z/+E//AeeeuopvvSlLyGK4mve03EcHMe58/s318S/m/B6qa9iLvsKQQPPc/HD6M54PVXX8L5h3rIei9Hu9HjqhUvImfJreujn11bu9F6GUUh3OCaZLdA5rDEeD1E1A0mEbn9AZGQY1o/oDyoM+n3QEiTTWeREBvQEzXYP17UQE7njQRTDDpXt21jN3WMiWn/IcDTBdWxigYvtuHjWBFGUIQiQJWi0GsRzSdR8/M60IVkUqNcOyMZU3DBEA9yv6ZD7rkUumyUMQpq9BsP6PuNei8a+hqFIZOI6yblFDg72QVQY9Ps88Wf/X973ke8ljCLsXoN6+xaiohITPK699DStdofC2hL5bI5x84B6s4GLjqTFUTUdP1PCHbRo3XqOWCJ9LPIRuMSkEFJxtIUlDm5cJLLHDA43wEghAEYyy2TQw+x1cHsdwoHLTD7N9NwiEx/oNPE627RHR9jNGmtn70ETQ9A0Hv7g9yCIEtOFHF/+sz/h4OAiZqTgu87xgI3sNInCDMW5e/AdC0MR0dUkBD6F0hS94RjGbf7r3gb1oYvth4TOBI0rLK2uUZyaRpVF5HGTVrWCqefpdPtEeoJEIkUuEUO0uhxsXWZ0uMG58+eZP3mO5y9dY/PyC9i2CZMBsVQe5cxjZAyRhYWlY5Uux4EgQBR8CI4dUFVVSSaTzORT9A77JGICoueTknxsZ4AeOx5IU0onQJBo1w7JGjJSLo3V3OX5r36FSFLpNmoYtUMu/IPvI53O3NlDURSxcesqtYMDhkKChXMPkMnlcOwJrUaV0bVrnD93Dl2L8dzzT9Of2IzskM1KA8fzUbPzBIGHKEl4nodt9snM5phZXKGxdYV43njH36F3lcX+9uFtGerv+Z7v4YknnnjV1KW3ize615t9ju/7fOpTn+Ls2bOvWYf+ZknT7/3e72VpaYmf//mf53/9r//1ukIu//7f/3t+5Vd+5U2t4W8Sb5T6OqzdxradO4IGiqIiiwKOPcGIJ3Ft5xXzli3TpNWsM3PiDGuv46Ef1eqUMnE2t28TRAK3trZJzmt0+0Nq/Q2MWIxySmNgeoxGJiNfwBF1tOICarrAoNPC6dXpHm5SXDoDRhZh3MSxxmiqih9JCLEckWyQmVlgOLEY97uMu03cICIhBVQre3hByHA4oHO4g3PoMJ9+9/FsaknGHraxPVh69DG8/SPcwGHY65DXdAatKkldYeJ4qMk8cqaMpOkkUjnsfoPDSoWRL5KbXYZkibjuYHouz3/pswiSRCTpTC2fJJnMMGhUaHQHdA93mJo/iZHL49gTNF9B1ZN4kYQkq0Qxg7hu0OtU8EY9JG+MIYIX5MiXpoj0LLFcGUEUccY9lHieeGEaQZTQJRXPGmEdXscNbZT5OVpj51i2spBnZnqK2v4W/VyKC4++B3PY5/pLzxJFEfFYnPLsPOv3PogvXqbf72O7EmN3DIGPZw6pXH2amaWTFMtzIET0mkdMpTNUtq6wM2gyffphFi+cJ5nJMOr32du4yv7hIe86fwpFUXjx5Zex1RTJqRVKJxJsXXqOytYtDiOf2WIWr99kcXGR7PQSh+0+yUyB/mgP3/Nx/RCzsoUkCZz6yA8RT6WIoojhsMdk0MEZ1dDzcZ69soFjv8xk0CWIBKqNDqGWJpNJs748RzGXo9puI4wtSGmY7SMyMQNJ09hr1ji9dp7HHn8cSVY4PNjn8uXLPPGlL/JBQWJ6fgF7MqFWPaB7uE2qvIgsxUnn84iiiBFPMru8xtHuBlcvXyJAYigmmTmxwtAXqe/vUWt1MZQx3VaDeDJN82iXFA7zC/eh6TE63Q4PLB1rHryT4yTvKov97cPb1vp+9NFH+af/9J/yG7/xG3ei3reDfD7/mlFzt9sFeNPP+OxnP0u9Xuff/tt/+6af/eM//uP8/M//PM8+++zrGupf+IVfeEW72XA4ZH5+/k0/468D3zL1tXGDSesmteoBq2tnSCRT5FIJWo0qM0trdLtNSkmDRCJOFEVsb97Acmwy2Rzj0ZBEMnXnnl/30Devv4AhBly+fIvN+pChG7CQnCNfnuVgd5vOqAtWklq9ga8lsccWoT1BjKeRJJ308j0MtQTW7jXMQEENXKKJSWf3Jmo8jRpLkM8WGI76pDwXwZ2QMFRcxWBcuYmbzBHLlkjlioz3t1FCD4wYl6/doNvtMT+VZW22RCSrOOYAQ46QZIFo0GXzpT3SukSoSIRaCiMlkFZASOeYXzvP4ZaEKxn4mkEQLyGEMrLvEtckIrePYWg8+MgHqLc6NFsd1laXmSpP8xeDPrXKNtmZZUjkmUoUcAQVT9Do7N9EiUKyswt4xhizU6OQSXLy/sdoNRo0Nq+QLEyTzmSpHVVA0YiGNVxVAi2FLInYnUOC9gGuENKpZXFDAWHcZuXd74HQJ6XLTOIJbm/vM+x3ONjf4+WXXuCeBx6iXtnDjVQS6SyuoJIpLOA4Dv3GEW4Y0R+OmNx4mfrBDmpgsbY4Q3blBO3KLuVT93Hh0fffyS4ZiQT3Pvp+Lj/7BC++fBVREJhoRR7/ng9w6fmvsrFzC7W0yPr6Q3Sqh0y6e4RyjGrfYv/iDWzHIYxE5h/8MHKyQL1Rp7t9meGgzqWn/5J6/QgigXDSRXXHLM+WWD73IJKms1vfYjCSKCZ1Hnj0DK1Gg539Aw73tpE0ncV4gtT0POWlk8TiSSDiif/r/yCeSPL+v/MhCEP2dnfoDsek8kV2Nm7z2T/6Ax588CEK+SyKaxKLJZiam2e/2ce1HYyvDfAQhOM0+Auff45EaY781DQLc2V2KlUS6TS5Xp/uoEmrsgWKQSKuU15Z5bBaI3K2ieNy7vQ67Xb7HR0neVdZ7G8f3pah/vEf/3EymQy/+7u/yx/8wR+wvLzM1NTUa6Zb/vIv//JN3fP8+fN8+tOfPo6CvqFOffXqVQDOnTv3pu7zyU9+ElVV+cf/+B+/yb/mr/B6aW84rodpmvaW7/mdxDd741EUvXHqa2YBu9dAGLfvCBrMLy7Seukil5/9MlP5DPMnzmOOxmzcukrl1mXapsfVW9uoyh65VIKl5ZU7qkqO53J9c5cTa6eYWlpjrLaQq1Uqm9fJ5gssTeURBJGrN2/TaLbIFKfJp2LY8QRRZhpFiyNJEbIiAwGaGOE7Lo41Qa3vMtJTJKaWyGQydAZ1mrcvEo46qFFAXImDIhL5LvagSXfrZez2IUun7+G+hx7DsSfEwglJXWZsD1mZyxNEFlZo4tX2CGyfkiQgEedgv4GUKiLaQ87fez+tkcX+tZcYjMdohTmsXo3azm3iKhTKM5iDAUEEcTWOOxkhBQ6JYIAWJrEGbebnZrl29RLJdJ7Y9ApGKkO7sovZr6BYXXzVYNhqIfkuMavB7Oq9JIQANRsjSicw27sMxzbjdpfU3DqMO/Qb+yCK4Lu4vRrpqQWS2SwnVldodvr0TYvrzz/JPafXCAWRRqtLZ+cQRIX+cMzzz36V2uE+mUyOoeMTRALphZOMiKMaIaoX4Zsj5CgkdCeMOg0MRaRe2UNxh8iyxNyJM+zs7TO2HPwgIgw8DFUhWZjmyuUnEGWF+Qc+yEG1xc5Bha4ZIEc9Or0RihBg9vsU8gXMSMENIyQ9gZSZQcovYBgaBVHBs00cSaTfOKCzdwPZSCD7DvlsitnpKTYPm9SbLaxIpVQuU+02EHZ2WD97nkBWGQwGDOsVxGyewOwxONpiiESncYTmm3zke38IwpCr165hSzHy82tM6TGKi6fZvvIs5rBHLiYxciOubx9QN0PM8YD+xGbtzL0IAozNMTs7O2wfNYhPRKpHRzRbbXRdJwxDgkkfdxJiGCnKpTz5qTICEkeHFRhU+fsPrZNKpd5x0td3QlnsnYz47+Kt420Z6i9/+ct3fnYch1u3bnHr1q1Xfe6t/EN/4Ad+gN/5nd/hj/7oj17B1P7Upz7FzMwMDz/88Le8R71e57Of/Sw/+IM/SD6ff9PP/tSnPgXwf6uWrdeqQ6uCT7tvMn3KYDQcvELFSxAE9FgM3Yhz//oSrW7vjqDBbEomK5jEjJBeZQvbHNJtNikunUZ1IT93ElGMODzYpf7cc5w/d47Z+Xk2NjfxRZXp+WWGe0c88Ng9jHpNtm7fomvaxGJx1ESSUn/MoFUjLvqsnr6f67duEUvmCBDQZYGZ6RnC+m1K2QSBViZIx7nnxCLbO9v0hm12L1ZIiC7JbIbYwjKIIv1WHbN1yOLiIjOaTT3oUzh1num1C3TGNoFrs3e0j6YoNBp1Yk+/wLn1E5xanOWHPvQY/dGYsRNSOTrCHMgsnpzF8edIFGZoPvElWvVDQj0FoUTg+iQLKRRNx7VMYkpEs9Zl0GnR73WP51knEoSShCTA8vIitf1NdLeHeXgTP5lDtseogwoxVcLTDCLPJK3JZM7fz70PPEQqV0BRVNbWTvHsF/4E3Q6ZRBqxRJIw8AmHXUTbRpYlsucfZ+78Y7Q3L2K7HjFDx/ICzFDlxYuXEdIlPElDzeUJZIX54gyWNWHncA9hY4OphWWMVB5bTRCOJ1iOA6ki8eISbnOPaNxGjXyW188yqu6yt3UNMZbj2lYFPZkhn8/jEtAbTTBHHSTfYrK7RzKTg0aLw2aPwCiydPY8CALWsM+g28BBI/RtJpaDL6nEs2nS04v4kcCgPwJJJFcoMXDGoEokVYHVcw9weFjBc122miaO0UaQVCxR44Ub29ijAReHNZ68eIPy7Dyr974bq7VP2lCptjoM6gecXJjl7D3LDN1lTpw8xdWXL2KJBrlCmdFwwGg0wkikSBXK7Laq1AcH5IplJoKB1XewhhbWzl9ijYfMrZ7mqNGm1uhgWTbJokRiZhU/kSBSBJaXcvRaDUZek0why6OPPUoslmBijhi2m1iqTSqV/I6Qvt5pZbF3os3rLt4e3pahDsPwnVrHHfy9v/f3+PCHP8w/+2f/jOFwyIkTJ/j0pz/Nn//5n/MHf/AHd3qof+qnfopPfepTbG9vs7i4+Ip7fOpTn8L3/dfsnQZ48skn+d//9/+dH/iBH2BlZQXbtvmzP/szfvu3f5sPfvCDfN/3fd87/nd9J/B6dejtzRtcv3adztDGiSRc30OVFWZKOZaWV1FVDVUWmZmZ4fTp06+pTOY4Di9dehk9P8PK2mmuXLvOfvU4BTsKFJr1EfXml1lbP8Xm7dusryyiGwZeEKIZOrH4ErFEkr2NmxzevkwoKsQSaZJYxOSQrVvXaNWbSL6KpBqEnkVaDvGtMe1Ol8RsnjCMmHgB2fIspXiOG5eeZdIfcOKB91GYnkVAZOK9SBRFRKJEqzfCVDLMTS0Ty+TwXI+tnX0a+3XWTp/hxMPnMY+2GcVSvLjXYWDavPeRB0gkEtx/5gRPX7xGsrzMi9c3OazW8JUEiblThJKGpOnY0jGj2FM05AhkAiRFJZ9QKM4vI8ZzCGGAL/hIRpJmpwNEnF9fZXvvgHb7gGKpzNnH34seO05JD2o7WLbDYDQ8jhAtk/LcIv12Cy0/x9LMLEr8CmJ2nm6jhuM6RL5P5FsYyQzt7at45oCemESwhggRDGyBxt4hqlxj/vwjFAoz2IMWsXSBZAjeqEe7uc+4XUeOJZAFiMd0TMdDS2QACI0kgW8Tmm1a9UOy6SzOMIdljhmZJp5scHj5IqIaR4slkWMZOtUe/VaH4XiCW2qgZ6eIeT6KbgAiYk6jVTtkPBpw0LeYhCJCLEsg6cTDCElRGHseqh8S+h6RpJIszDKVjZErTlFvd5EKy+R0iWZjl6HjYxQXUbOzCEaGbr+FpmRoOwLs7pESLO6/cA/3P5xje+MGixmVxx5+iC889TydZoPKUZWe5XP52g0sxyOKQJUE/EmPmYVVhr0aalFn+sRZTEFjNp5k8/JzVG5dYdBtY0sJ/GEbI3TITc+ztH4GEOi0GzQaTXIzi0SpGdzmFmZtF0fVkEWB+VyC0qn30G3u0x3VmT/z4DtO+nqnlMXutnl9d+DbMtTPPvssv/iLv8gLL7yAIAi8613v4td//dd56KGH3pFF/fEf/zG/+Iu/yC//8i/fkRD99Kc//QoJ0SAICIKAKIpedf3v/u7vsrS0xIc+9KHXvP/09DSSJPGxj32MdruNIAicPHmSX/3VX+Vf/+t//Yap7+8WvFEdenZhmc/+6We52bRYPf8QopoC36W+dUS92aZczHJ2LncnffX1l8A3prds22bkhJQXFxAEkWw6xXMvX8OS05Tnlpg7dQ+tzcu8fOUqw/oB73v8MRRFRZHEO3W8ZCbPmfsfIXRGjMcmsq6i6jr1eh3TC3H8EMNzEJM5XN+nXt0isl0M38Fp7yNHAQedMeN2DUHYR418hHwZRYyOGc+Oxbhbpzwzj1xaJQocshkNRzLYP6ggRhFuCEoyh5oqkMrmcdqH5ApT7E88vnRpg8N6i3vOnWEqlySf0Km3G/S6HSZqDjWVJxWqdOtHmNUehC5t10FwxuTnVhg4FpLZxQ5V1GyZVCLBqNtkZ+MWFUkkCnxG4wnXr16lPL+IG46wHAfP9VG1gG6rxsQXWV49TSyTZ+wHDOo9Dg/2GY3GOCHMOGMeOHOKmwdNPNciO3uCSI1j9xsEWpre9mWCQR0/VyRUdGam50hmcrRaXRzfpnmwzcm4zurKCooeQ1J1pksFXhzWECMP2bfotGq4ko4gyIiygj/uY6gyajaD6fQwO3US6jyNwQSzWaPW/VOkeJpA1lEUlVSuSDxfwBn00DWDiTmiurfNWnGB8WiE3WwiqQbjXpN2ZQspnkfP5ZncegE36mHGk7TqNdLZAs64h6qpeJ6HJEYYMQNFkYkiCMIQVdEwclnalU2G/R5yeoYobDPqtRmPRsRSFhNzSD3wyAZD0qkkc9NlpqZmmYyPBwjFFHj2mSe4dG0TP7eIUVikVCwTBR4HNy4xbHVATaIIAqXZxeNa+MERY2vC4pkHqFxxsLotZk6U0BN5YtEymnL8KhUESCYzdA6aBLZDIpNHVRZ54N4LqJp6J7MVhiHNyiZR+J0jfb1dZbG7bV7fPXjLhvrq1at88IMfxLbtO8e++MUv8oEPfIDnn3/+LSuRvRYSiQSf+MQn3lBE5fd///f5/d///dc8d/v27Te8/4kTJ/jTP/3Tt7PEv3G8XgtGFEXcvH4NITtDMLZxgpBSvoSASKetcfH2Jc53K/xvH/x/v+K6b05vWZMx+wcVHp5aJJ5M0BsMmZpdBESGwyae7+MMO5xZnuUQn0a7w9LKKtmkQbPbZMZYRBDAdSwkoNcb4OmQLC/hmR5qPI87GWP2WkzsMRNzjNerIyk6Y2uMOmoSi8Uxcjk8VcbtHOEbORLxNKVskmQiwY2r+2QTBrHiSQ6HNrKiMBkOUeM+5njMpNciigIKuTyBIDMe9vE8h6NGmzCWxSgvEcUl1OwMt+tH2J0qvudRP9xjopsMXRj0uzi2jRC6KPl5MJJ4nSr9bpdg0iMRjumbETvPfRklmaLf6+IGIIQuS7Mz5GZXqTgRGS3Hve95F73egFqlQvXZJxjYLuWZOU6dOkWnWaPTbtAfjjnauMagecDM2n3EE0mSmkT/aItATJMuzjDodRm2qsjjEVGyQORaWKikSsvECiUCZ4hu6KjpWTxzTPNwn1BUCH0Xz3URjRQeKv39Kxw12viJImqieJxaDwKMZAbfdRkf3cYddZBz84zlJFJ+lnRpmXGvy2Q8RFZUUFJ0+33atQrSuMny8gLxKE+9usnO1RiCpBJN+oiKRnvnKpGsoxZmiZVniQY1OgebeG2ZATL+pIwmSwiaQmCPEYmQI590ZopYKo0I+M4YQSzihRGBZzNs7pGYOYmcKKFPRZCbJjCHWEe3yKU10rOrtCYmg50dRLPLk0LAdqXGl7/0ZfZNkSQFCrqJ61UQw4BUJkvoLdJst5guFVEUlVg8wfLCLPVGi6E5xPF97E6Tdz14P3NzJwglhUno0TrYJF2cQVJ0HMdl3KozpRtkc3n0WIxMJntnv9mTCYamEgUB7UYd5RuM+Nf35TtB+no7ymJ327y+e/CWDfXHP/5xbNvmF3/xF/nZn/1ZBEHgE5/4BL/+67/Ob/zGb/Bf/+t//U6s8y6+Ca/XgjEeDdjcq5BdPE1qMiSjC0zaRwRhhC4K5PJ5/GjAZDKh2WyiqiqO4/CFr3yVYagyPbfITLFIu9Xi2kGbiy9d5MyZM/RGFnMLK+iGgWWZjId9TNnhkXc/xs2rl9nb2+fsmbMsLcwzurVJ9WifbLbIwfZt9rY3aFgiTECSRUJJIWHomIFHo9fEGQ3QCnNkls4z6Vbp9/oo7pC1cw+wdOosfhDRrmzROtxh0quyf12gVMwxaByQnl/H8wO6jWvYfkAinkIwh8TiabqVbQQhgtkVLMeh3xgQODbaVIZyvkTTMxkMamzcvoGHTLUxxm7s0q0c4SQndHt95GSeZCrHJJY6HjLie8iqijcYIpsdps/dz9HeFmNrgqbGEDJzpONJzPoug06D7OwJ1FBiYEf0211mF+YZdjsMPDDECCXyefIv/oTS8jlmTl3A2d5FLplook62PMP06jkGgx6jYJOQiEn7CLPbwevXQZJRNINANvAiCavfwc2l8B0XMbRxbAslM0Uk+wRqgt5kiD2xcA6uYlljsqv3M5yYuIFCIKv4vou1+Ty6niRyxtjdKqEaQx308K0xuiIQy2WJzWRxqnuEnoecKqKpCqI3QnRnaLW3WD55mu7QRBw1kDSD/vUtAiRcy8JYuIAgyUwaexRnl0mmkjQPD7A6e4ytIcb0LB4eotkF10RLThNPZfC9AFVTwZ/Qrx/gTMYQBESRyGTQQxIiRE0nkjRi2Sn8bpUwslFUjfzULNeef5LG7WvIqTyVoUeYmkGVI8zRgPGNl5FliWQ8zlSphB/BuNclKuZBOn5FJuIJTqwk6Ha7aM4iXdFiaXmFTC5PunJELlmg320zPNzEsh2CYZvZtIoqCaSSiTutjvBXhK5cXGPvoMKl7S+SK02jSOIdomYml/8bHyd5t83ruwdv2VA/+eSTPP7443zsYx+7c+zXfu3XeOKJJ95wctVdvLN4vRaMfr/PcOJSWsriiyGrJ0/i2BaObaHpBt5UkUuf/yP+1+e+RL44xcQccfH5Z5joRWZX1+k5B+RabRbn51g/fZrrGzvs7mziinFUXUMQQNdjVHc3yBgKgiCwemqdg50Ntm9f5+Sps5w+scyVyy/zwotfobq3SaTEWF45S7vX56gzxJcNggRMhgO0/BxC4CEQEAwb+MMmYRghxrPcvPIipdkF8jOLjPpt4okkpWyamKExMSeohUWmls8QErF3eMR4fxtBVzEr1xC0JFg90uUlXM+jtbdPtpxCTxdJpbJ4rs2k32bQaZKammd26QTJmTWe+1wXrSgxVZ4jCjagOI+ansJp1ZHUJKoYIuISiHkSGYNMvkTHlZBUkWS2RGJ6AUlSmMQ0hvVdwjCiXMwTUyQO9rao7G8RyHGKCyfJaqDIMpO+Sb/fZmCaDCY20yvrOMUpQiFk1GuSzBTAyBCFIsPaLoIgEkvncJ0JE2uCHM8cG2RV5aBySCxyECIIo/8fe/8RLFl+3/eCn+Ndenv9vVW3vGmHbnSjGwQJUqKIId9EPEVoJDFmFlzMQjFrhhQhEyFtyNB2ljMjKeIpNDMavcfHmBEfRRAUQaAb3aj21eVuXe/S2+P9LBJdRAONBkCLRtR3l+dk5jmZef75PT/3/QpEucCw22UwmpEIMmkaY+/dxyo3uP3MS5ydd8gGQ9I0QJAlYt9j1t1HK7dQVq4i1bfI7RHR+BijtUSYpovZ9vZFhDRCsSwqzWXELEbMU+zEY94/R5RVLr74i1RMjbPde5wdHmL7LnF/jzR0EUs12l/+O+jmCxRrH3B0/x2mh+8ipX20goUUBiQoRNkqZ90h7vwR0bRHubVKavfwznfwowSlVCd1RoRJTOh5yKQYjRbVtQuI0yPiMCLPYTQakuhVvDjndOSgVFq0lhtMBx1iUUMrlFFMg1STSW0bfzaC7PIn+nDyHHx3TqNoEOsiD++9z0uv/hLVosUwDLh083l8x+H0ZJ+l7WWuXLrIN77+RwSTGCG/TpqmTxq60lmXSZ6jNjZoaT6pUUYzivRmQwZ37tCsl1kuaX+rdpJPx7x+dvBTE3Wv1/tUu8lXXnmFO3fu/JWc1FP8ePyoEQxBEMizHHs8oKTC+ekJth+QZjlx4DPqdXC8lOrqNpJu8K23PuD+qUt5uYniJERijh252N4uG8st2vUK+wd7lBtLBK6H5854fO8uwaxPsrrGnXfexVJENtp1Nssyh3ff5PDkDCeIiewx5VoDQdbRilUaxSae1MWJUvwoxosy1GIVKQ1BlMCsYVWWiTwbzSxij09599t/wrOv/CKzzhHh4JhQtTj0fKxCEVkzmAzOMEp1SBKWNi9Ru3gdyZsihDYHgwOck/tk3UOatSprm88xdBOSyGdwdsTg4BHrF69y8fpziKKAPZsSSxrr61WO+xMERUfVdHxvhiiKWOUa8fScsqVh1Mv44y5hFNLeukJn90NKlQyrWGU+HaGrMkm1zcyZsK4rXLt+nfngDM0wkXUTL4w4OTlAkgTam5cRAGcypFpbpdReZ9bNSYIZB/c+xKq3iCOfOIqJcgmzvoyYZAiCSjru4g9PSOOQ1CoBOWESkXkhcjwink5I4wDZSBFUg9CZkggKXhhx+Pg+WvsSFzaeYTIeEE+6CDmIRhGpWIU4RlRUpPoyma7j2wOkBFKtjKRa5H6MLCvIqo7bOcPSZErNVeYn99Bih3hwzHEmYLQvsVLbYvr+HfTGOqqQI3pjvNkQURRpblymVCzRV1L+L/+n/5FarcYf/dkbPDidMJ0OcJwZmmYQhgn9d95AyTxMVUI0a1TXr2FWGwTzEc5kgCiKxCnoooRpGKRZxv7j+2RJTKna4N7OHnKxRVkK6M59Cu1NckkmtKdEnsPUDlhrNnFKRfonuwRBgGGaREHI2ckhnYMHjM9PyJOAg86ED+89ZHtzE9mwOAgCkBXqBY3N9VWm4xHPbq9QKxYYHz/684auaoFpYmDLZZ69fJ35fMbh8QkTe4xIzng2pyq4vPbL/+PfaqPWX8eY11P8xfBTE3Ucx5+qm10oFIjj+K/kpJ7ix+NHjWDIskLqjRkfPkBa3yKULUrNNRRV4+DRPXpTh4qmEWXw5nffZU6R5sY1pFID2/WRi1W0JCYYzsgjn8sXNggGx0STY977s1OiKEY1i9x6+RdpLK0R+B6PPnybJTlgc32Nie2xun2Ncq3B3mkPN0j59jf+gInU4ZmXfwHVLLF/eICfQKgaCJJM4tsozYuIzS3UPEVzxgh5SijI9Po93vv6/4d6ycCqNBm5CWMvIZYy3O4xR8cnVNvLxPMR1Y3LSBkkuUhkzyiXisxmU/xZl1AVGPXOOO30mNse3vAMIpfV7WsM+h0M0+Jsf4dR74y0tUb/9JCZF7LR2KSgGcyGU+aBR+5M2Ly6zfLKGrvTDtPpnHrzIlKeYdtj+mdHFPRF9/xkPIQooF5bdNJ7vo+oF4jRSCQdL5dR9CqdeYToDom8OZagMh4NSJwpceAxPtuHwx0S30WsrGA01ymYJqdnp0jVddTlKwTdXYLhCXL9SxilOooo4HX3QRJJ+4cI/pRUL6EXG6ilOrKqg6LTHw+plTwIHOLAJ0xzlPo6mSChWBUid4KQpii1JbAqRElI4k4RjQp5GpG6M0IhZzLvkUc+cqFI7M2I5hOuXlyipkQcOzmROyOJIwwSNEVi9drzOCcPseSc9dVlRFFkb3jMte11vva1r/HRg4e8+JVf5VYQ8cff+GPO5hFBFJJLBqJVJZoFGLKCoUA47aApIq3WEppRZDrqEXR30QyZJHOZnh+gyzmR7+AECYO5R6u0jj0+xp7YFK+sU6rWcMgpWBbe+BxTFbh8+RJu94j9d/6MQmOJNEnonOwznsyotlZ57qWXESSFR/fv8fBon4oU066XsUoliu0l0ml30WH94ldp/EBDV57nfP1bb7G0vI4gCJTLFZ69XcZxXJIkJryyRTg8+VuPVP+qx7ye4i+Ov7TN5VP87eHTRjAUSeD5Cy3eenDAfN5gc+0SiqrhTMaMOicUDJVmo80HH92jM3KRFZX+uIeMwizyCZwZnjNDEQXODZnBcIgl5Hz1F17hj7/9HUZ6jdsv/xK6aRAGIZPpmI21FYpyxje++W2qW9d59soNjg/3ONh9TKoYBHGCPRhw//07rKxvUS4U8XodIm8KdkKSpGilJrk/I/ZnSNJCi1v+3pyxPT6j1ryJtXyZcO4wTVXEWgtNs5jsfkA67aE3V3DtKbHvcHb4mFK1xqWrz3GrUqJ/fsLevQ95/Q//V0S9gKjpVGoNHNfk/uNDHj56RKvdZtDrkOQK5eoaG1/c4PCtrzM53cMo11GDKXKhir62hVFtM+x1URUZ1wk5fvQhQuRgxBAPj9HXLyCTYqYuQeQgITHsL0xHzKULxCikSUq5WiUrLWHVlhk8dug8egPROkXULLIkIlcMpPIKgigiSFMkwyILXeypQC5KSKqGIIooVpk08MgjnzhwQZIRsgRBEBGyFEEvYixfXJhcxCGpM0ay6oR5hjOdkBk1rHKZLPQIo4Q0B1HWFiYYkYOiqiSxQCoq5GlK6k2R0hghdpFCEaFYw2quoygy4kTGaq/RqFfIZY2/+/d+mfR71+tOu8G9x/sM9+9RrVRIsxBvMmDcPSUd7PPVX3kZURTpjW3a61d5vPOQjRsvUPJi3BgK1Rogsv/wI2QhIz5/RKEgIasZ7vAUbzojiyJ0EnSgUjCIfJf+qMd47rGyvYkjzgkyhXkmYw/PSY1HBHYbRUhJVAV3cIaTGjx36ybCZpPMnzM43eG022c0ndPYusIzX/wS7eXVxRpstTnYXSXsHfCVZ7d59ZUvkiTJD3VYf3+zVb/f/0TtN89zHHv+RO+g3mhy1Dv+maj9/lWNeT3FXw5/IaL+j//xP/Lmm29+Ytvu7i6w0Mz+QQiC8Lnvsv5ZxaeNYLxw4xLn/7f/iXnmMT64D5KEP5vi9o/YuvECa+tr3Hv7O9heRPXibcpLIi4qjusw3NtH1CxK9TayouNkGoYh0x3PabdXaJeXcAYndD0PMc+pVQpcv3aZMAj4s/sfsXG7wnQ84tHOLr5oUKqvU70QMhwNOTg4ZDKd0miuYEoC2WAf35khVVaQUx8hjZArTQSjTDzqoxTryIrMpLuLOZ6Rl4Y4kxGKKFIvFfGEhLlVZnx2gOA85njnPhoJza0rvPraV2itrDKd24ymDs2VNWy7jBw5VDevoVZbhJ0+cmUZd9xld+curfUrFAtlTo5PKNbqFFYukrgzIneOQkyexkhxwP79D6kWNS5cex5l/z7dXp+VlRUuri2h6wZ+GhHOZ6Shi2dP+ebX/ysVUyFPwHF9ZvMeJRVKy1c56w8Y7N8jsOekZg3BaiBW26jFGkQ+OAPQi7hBhKZZCMGM6WwMRoVs1iUH1MoSkmaQRT5xd49MSBG8MTEyxtI2SRpTKFVIVZM4V/BmY8QgRFAMZEkhi0NyRSInJ5p2kBUNQVbJEcgiH7ezj6yb5L5Dkkbk41OCNMMsVlEMC6tUQZVStDxGshRuXvoCG+0677z5bVzfpdlcQdU1rokS4+GAXueYOLU5G5wSdx5RK6h8+ZVn+Nrf+1XiOCZKMpI05rw/xPZzUq3MhUsXFk5vsymCrHDx2g3O8oCamqEZIpqYIRZUzrtTRuMRhXadqy/+XXonR3RDFUUWEdOIMAgIgpD29rOErkMS2kx3z0hDD0mRUYMZlbXnaVTKnA5O2b7xBa4Xyrz19jsU7Bhr7RLDqUOx5FCwCouu6nqL/mzIcXfIa4JAq9X6zDX7/bXfKAqfSJgmWY4sCliKSFGK/9Yj6o/xlx3zeoq/PP5CRL27u/uEmH8Qf/iHf/hD257+oH+9+MERjCiKuHnrJrlZpzecMB4N8dwRuiKTAZ3+kOOjA4qrVygurSMbRc7fe5Pp4Jzq1i2M5hrRtMtoMqIs6HzlV77C+fEhZ2fnfPHqc3R6fTwgEyWCOOfo5JSSZRIkGaIkcniwD1aNze02J/0xUZZTWLqI0D8hC3ym57ukScJ61WQcTZiGNloeoTdXUYt1nOmQii6i6BZOYpMbFQSjQuvCVfS6w+j8hN0P3kStriCt3ESTTKxKE9+eMju+jy9onJyfMXE9/BgMVWbpwjW0yZjReEilvUYQBkBOlkQUm6u4vWOKpQL1lXUOD7+FEyUsLS1T2rjE5Gyf3u6HCP0jUs0ESaXSeBZ/eEIw7aNHMwRplcP+DCM+IvADnFylULB47sVXyJKQ6WTMzsO3iU7PKC1t4SkGJ5ND4jhh3j0kFTUk3UIyCmRpTJ5nqGYZyTDwJz1QFLIspVBfIRwNwDAQjQJpmpFMBgiKilSoIUoiuAuVtFA0yEWZNI4IfJfYD4kDd1GrnvbIRZmsUMEsVhGiHOdsl2jcQ7n8RUhClEIVa/kiwbiLe/6YuHdA6k0xFRECd+Er3d7AEGLqloWQJTQqBb7y2pfQVJWD3Udo/hi7nxCnGYok8pUXbpBlVznr9hlIc567ts2Lz9/m1vVrNJvNhUGI73Lnzh3u7+zjKWUKLYvo6JhSsUCWRCgiSLKMUagwGXewO+/joxBFMXkUUZFi9EKR+x++RxYF3Lj9LInncrLzIWIsEc37zPKEPE3wHAejWCa3CpBErF24QKxX+f/+1z/g0mqT289/kelkhGaYFBWZ1uoWk8mQbm/AUgu6/QFz16ffGzM5m7DSfJ3XXnn5MyPNj2u/9x7eZe6GhLJFff0Kmm5+XynJ/ZmIqD/GX2bM6yn+8vipifrg4OCv4zye4i+IT9PgVVWVRqVMbWObVn3C3Y98io0XqIzHuIJOIqokcoFc1uifn+J5Pn4UkkUuoe8Qn+8RT7psXdmg1l7l3Q8+QhQlPnx0yJH9X6mvXmT78mWqtTpRENIf9zk52yWLfOzp9Im3teMHPNh5TBBE6KZMfesqSjin8+AOlXqDQuMWkijgPPyA4Y5J5bqGHnqYskSxUSPx52SuSrmxRGNphUrBIkolCqUZg3EVJ86RTAtBK1Jc2sJalUmTmFxWuPfogFaly8uvvEbBsnjw8P5CaEQvMZxOybOMm7eeZTjo48chVq1JkgmLmWNBJBx36cYBA0VDFnKKhSLL9VW82RCruUpVF5nbI9rLq5jbl+meHNEdjjk/3MWotdlYX2eptsrG+jJXL13i+PiInce7zEZj9OUrpIKGWqlDHMG4h5ALRL5H5O4jGwXy0CdRdWRVQ4g8yoZOEIVkgoxmFsm0AqFnI0gyQuwhJDpiLBHOR8TTPqqqkOcTHHtCLsikSYKoWiBJGMuXyOII//Q+cX+PpLe7+H6lmFSVyAaHiMUqUmWdPM+RJQkhcFAUhWKjzeZynZXVdR7eu0utIBG6I5J0xu3Lm7z4/LNsbGySpgmNWoWypXP5xnXSNEGWlSdGL/c+eJfW9WV+4bUvIQgCcRwznU4Jw5Bu54wTR0K3SriJiBcl9KczxLMOipijxCGdw33cuYOXKKzcfIVqrcHB/i72eEBDSXjx1S9zfnbM4GSflVYLz/c4eCQieyPOHr5HIGjEYUjozkhb6xTXLlNtrXDp+hXcyZCpFzB3PabjEYqqLr7PICSJfIrFCoPOETPbIdcsNLNMqVKjKpr0ApFvf4Zi18frtVGt0PnTbzGRG1x97hqqof9AKSnnwc5jms3m00DnKX56ov5Buc6n+NvDj9LgvX7lMu1akePzE+y5QyiZhKnIPEjodnZw/AhJlkgljfODx4SZgFmoUCw30JcuMh2cIYs5G+ubRCgMZlOevXUbxbyDn4gI5RadwRhdN5AkiWKpysnuA4zM5/T0iE53yCCS8BMBPwbVMBgefIQiy5i6hlJusXH9eURJxNJlWo0aHz54RCEcUaqalMolhCRi6E4pqAL66iZxFEOWkUUuQRBgtrcYdY5J7AlZmuA4DpoqU24uY0o5YZqiagqlokX//JTdex/Q7Q8QSi1UTSfPIUlzVtfWkWcT+qHH8GSIH8WIahlr6SJrW5eQVQ171MP1J+SiSpjAFy9vk6Yx47lD5Ljs3P8IX9CIogSMCmZrE6m6RGZUOezP2D34Bp4fIVfaxN0+o70PKKxeRTcs0kmH1B4haAWyOCTNUgRJQlc1RFkhCzwEf0b70g26ex/hD46JMtDNKoWCSjDqwPSUOPagsUUi6cjLVzCLxYWgzOO3yRFIli9jNTcQ8hS/u0c8PkP+Xro8cac45z7V5XVqtQaj0z0yr0zUPyKUVURJIg1dJDKUQhU/EZmHKVvbV7j50gvIskpsj/mVr3yJYrEEQOD5bK2toMsp/c7JohHJMHBth27nhIYhcOXCRe7ef/Dk+lUkgd7ZMUqpwcWKxtvvvkevP6d2vUmpscpsNkXJfMrVdR6/821EIafc3qDeXCLPMpIwYKndxtAVOkf7eM6ck+NT8jffQMwz9h7dp7Z6kQtf/BXiNKc7GGF3j8liH3FygihGxGOLumVw5flXSZwpD+/f5ZUv/xIr7Rbng4fM+ufU17YZT2dU6m1W6i0GnRMIHC5c2+LWcy9xsPvwUxW7Pl6v3dGc806X4/MBel2he/gQTTdQJJFW0WBr4wqyKD0VE3mKJ3jaTPY5xWdq8L79PtcurHNy/oA3vvMOk0Qlkg1kSSVJc4R5lzyMGB8/JENGtwqYxSb2dITgzaiUyijKGt3BgPLqJUqVOp5noxsmpUoBfJuOG3J+doppmHjzKdHwCNEd0p2+wV5vTmF5Qr3RRFJ1aqUqUuThD44QjSWqtSpKHlErVhC1LS699hJ28J/Jkjl10UcOFspo8azHheu3kQWJvUf38TwHMUuwbZvQNEjjCDEeo+kqYp7hzqfkzhSBGL25judPefjRB4Qo2EFCJFkU2tsoZhlv3OV04jF3HrLcqrNSLzA4HSGqBVoXb5CggKSi6CZC7JOlKQf9EdFwwJvfeYPReIJSWyP0baT6Onpji3DUg+yQxGzQG83IopCCriBZVaI4YfPmF+icHJNIOpKYoxDjJyGyVSMVBNTqCpSayJIEqo7VXieaj7B3zuif7rG6us7s+AH94Zg4T1CMIiopSaFCJGtEUYioFyjU2mR2nzSOUctNguEp4el9kt4hWrlFbA8QVQNBLmLUlpD0IsK0w9weopV0pHIbQdLIYh/yhNz3yEIXyayQyyaT2YQsDqgUDPYeP+ZLv/jLOMJC0hf+fHTn8uYK169c5sHO4x9qRGrV13l4cPKJ63c46LN374BaGS5vr3K4c5/dvQHjo3uIm9ep6AYkCVIao0gCUuSRjk5we00i10byhlQ2nifNUt5+/Y8wmuvERo1RJJH4Aa6gY6CxtLqNKCm4yQOKpQpGrU06OqGipFy7eQuzUCLdO2SW5wymNq5jc+HiNt1el93Tx0wnI1zHp7WyxvnBDuHohIvtClsXtxFF8VMVuz5er515SBhEdN2Uaa6jhRnx0S6vvPQiWxcvQZ4SxzG5mBHG6V9b+vupG9bnC0+J+nOIn0SDtz8as7HU4Pz4iKhxhUZrBUXXqS2tIl26Sv/Ru5wMpwiFArJuEWYZWWCTTrqUNrYolVeYz6dUEUCE2bBLpVTgwo3bfPT+++ydnuG7Dq16jWrBQLEqzAWNoibQWK2TmSWmtst88JjNyze4+exz7HwEkqpxZXOVS1evIwoCg+NdypUqL33hOR4fnFK1NAajCZ7nI6sGCCqxP2GloiFHLnIS4E+6eHZA7IwxSzW0xgaZYiCpBlHgMzx4h1IQEgsx4cYm/U6H2Kih4SFmKWZ9hThJ8AMXdzpn1jtmrVnHn3RJimskoYtlFhD9Eb3je9jn+1itdVRRJk5SzkOVtHIR3CnoVYqNbeauC0YZtVjFrLaJA5tubxdRUmi0BWZehBeBrChkgogzm2EfP8Rau4ZZKjPunqA1LyCUl8mzlNyb4PaPkXULpdJm1t1FC+esVQsYmk5cqhGpJRJBxfMCSFLi3j5quYFj94lDD6XcorBxE9GqAgJp4BKe30cs1EAUKa1fQzEKRGmGqOq4ZxHusIdslCmsX6FcXyIMXPo770IuojbWKG9eR4lnVC2dZHTK0cMPiX2Xq9uLZi/Xtj8xutNsNmk0GpycnOA4DoVCgbW1Nb79nTefXL8Ajj3H91yMco3UKHB+fsbapRv8ndUrPPzoffzuI/JyndB3qFULVOtNzKxAqVRETgJQdRS9wOMHHzHrnRKLOisXnqWShETzETu7p6S5iJ3A4c4DZFUjmo+wKk0q7TVGoYuYzTENE9M00WWBYRKTYxDHIapmcvPmTWQBvnvnu0wnc4bxmIpl8OzFLW49+/wT29fvV+zK85zpdMrrb77FXt8mzmUipUD9wgrLUgmt2KBzvMcb33mTyWhAjEyS5aRRiOwNmT979cc2p/20eOqG9fnDU6L+HOIn0eDtHN5neH6MXGqydetZKvUWsiyjajqQMx8P8HceoggaBUUgI8W0ioxPHxGPz7jxwsvEScakf4aV+bTqBYRymc5gSlpeYamwDO6ElZUVeif7eHFKY2WT0Pe4eKFNlqYEKPQUiSh0ydKUJPRRZZnl1TXyHD788APEyEGSVVAL2IMT5tMJanMDpdSEcZ/dBx/SrpXZ3thgqVVjMJlzoObM+wfkUYKwdBHBKKOZFoqq4mcx4aCGc3KP1LKI7Cnd0yMqW89SrNQYHu0wfvw2gmKQhR6iAJHvYSlN9EKF46N7uM6cSr2FoSsksyGt1ctUtm6w8/4dEBWK9SUis4FzukMmKDh+SJwJKJqKbJYZHT9EFnKCmU0qiNiOiyBrhPaUNMuQCkVyQcb1AkTfW5hOhB6SppMFNokzXjQ62Yt5clEQiOdjbK9D/dqvsV5pcnDapTfqEHsuYhQiSRqypqPXVkjjAL21idbYIIkj8lEHqVhDqy6TygK5pKLXl6ltXsdzbRieE3pz4tmQBMjiGH88IAlDYmeMYDXQrCZiGiKkIaauU17eYhj6+N1Tdt5/C8HuogQjttZXvxdJP4eiKNy/f5/D4xPsMCNOc1RZ5N6Dh5wPJmzdfoXpePSk69nxfI5PzylXG0xjG7Nc49pzr7J2YZvDnfsMhmMCIaJZNlGIEVKFOEmYpgqbV25RTjPefet1ZqmKTsa0f0yruUQmgRDMFp7WlWWiPKVabSDJEtN+F3nQQZEUTM0gSRZKZqoIRSFk1JvywQcfkqsWrufj2D5X11s8c2mDq89/ieW1DYqlT0ajHyt2zedzHuw8Zv+0x7v3dpi7PnKpza0XtymWKozHE6ZhQHP1Ih99Z59UOOaLX/17aLrF4f4jhCzh7qN9yuXyZ9a7f5qo+Kkb1ucTT4n6c4gfp8HrBx5vv/Mu/emcSNQ4Oz4iS5KFcb2uk+cCarFOLipk8y5Kq0miqChWmfVKlVnvhMfvfpsscClsbfDCS1/g5jPP8if//U/o93vIjQ0qqkEsg2EVUcwCnhcTuXOK9SVEzWKzXWc6GRPMTI4fvEcy7mJKMsVCAd/zuPfgIZHvcvXyVcrtJVJBYTSZ4/oD1NGIOJdJkohwPiJYWqNcqXJhU2dNFpCTEM3rk+l1Em9O6s8RJIFwck5iDyksbZCFY4oKSFmEKEqU2mv4rkNqFEl7p4iyihh7GLqBM+nij2Vc10GuLCMXG4jlJQTDJIlzRt0zzs7P8TyXsqmThw6KpJEJElESkc2nKJVF7VsqNege3EOvtMmsBlptGV0W8bp7TM/20Btr5KJCFEYESYLgeouxqihCmI+Q8gzVKINqkgsCIqBKoNnntFs16hef4d67b9KfzFGtKmkGURiQkiOZZTJJRQQks0IWBeSBjZCExNMhuaKimWUySUHWLVzPBVmntLrN/OgjfEVHVHVQCySSRprkpJkEJJjlOpI3JvNtEr3G0eNHKGYJtXkBrerxpa+8hmWo6FJCs1blwc5jHh+ccO/xAZleZmtrkyuXL6MpKo8f3WPn8QF6Y42zTo9AMqmvX6Gtm0TaA07OO6T9LuuSRBh4lKoNbr30C+w/vk9VTnj2mdt8dP8Br//pn7Bx8wuUzRqO56KpOrKmkQsitmsTvvc68dZFpMil0loBq4pUslCyiKJpYJpr2OMR08OHrGxuYuoGcZwudOoNEa1e5vTxEefnOsVyHcPQaa4uoWrrTM728TwPgMl4+MRQA6DbOaEoLEjWFQ0K7S2S3S62k6IIBvsHB2xfvMjS8jLu/gEnJ0cIxSaCZeB7PpPphKohc+u5X2DU73D/0Q6/UK8zn8+fkHIURYuSwk8RFT91w/r84ilRfw7xWRq8k9HCSGOWKhRb61zYbDF1I7qjKY5ts3FhmzTPmc3nyIJAqb3Jc6/9MmkcMZvN8cII3SrTufcmy2rIl156jtd+6VfwPA+9WMfyBpwe7aCapUX6MwqZDXuUm2uokopIThCGpHmOoGgUK3XK5SqlgsF8PmN48hghmuGGKfXlDfozm+HM5qM3/zvj4YBYr6BmOvXlVUrVOrJmcvrwPd5//RuMH78HZDjzMWapjpSL+NNTZvMujqRgGAZWtYksKYj1OmoaMR72Gfe7zN5/E6VQRZEVlPoqmiJBYFMqlJDsDkmWI5kV9FwhDD2mvRN8d06cLGRO8zBAqa6CpeMFLsxHJL5DgoSoueSijO/75KMzzPYGSAp+/xRFkfByIAeKbTzXJUrnZGFIngtoS9tkcUR8cp/Yc1FrSyxvX8f3PGxSJFUn86ekuoljz/B9h/OxQ6pVqGx/gVa1zukHr3N6uEcSLpTTJKNA5rvk+aLOnwY2aQqippIXq8S+g6JbKHUFTVUQ/Dl255BUlFFKbQRRXsxlJxHIC4enaNyhWSvRaDTxggAvybC+FyFXiyUuXrrMysoqH7zzXf6XP/gjNq4/j50qlC48Q2N5k8lkwP3H+9y+dpntqzd5uHvEd771ZxTXLtFarZNnOYIosrm1hR8mHPROcacjBp3TxevHfQwhYWNjA0GUIfLQxAyzUEIrWIymM44PHnO6+5A8g/LSJnIwAUFkMHHI5AgxziDKaDZbNOtViqUiVVPh7lvfZLb3Ia2NZSJ7SFEV0WWIEpvnX/sql67eJI4jojBE0zRkReW9+Yx3X/8GDx49plCuYRg6RU1C01WWiiqCIOKKBrKi8qd/9qe8/9EOdpRT3bDo9XtEvsdLr7zGylKb46NDdFVhPhoy6x6yvrrM1sZlyuUKiiTz+O6buI6DE+VESUbgu3Q7Z9TWtrly7fZPHBV/diYOCqUqOwf32Vo/XnzPT8n6ZwZPifpziB+lwZvnOYf7ewyckGs3buD7AeNUA9Wkkgt0Oyfs33uHaq1O7owoVMosLTWJAw9FUZEFiH0HbzZC1Q1a1XUsQg52H2KYBeIMREFktPsBWZ7h15vMDRU1h6WVFRLfQUh8hsM+u0lELuvoRpGNy9fZvnSZu3e+xfDxBwyylOUbX6S+fgHfdXnwzusc7D0myDWs5mWM9StY9Tp54pNGDte+/L/j4K0/4tGDd9l85hWWbmxzNphgGGWsPCd1xwi6hWGYaKpGHtlUNy8hzofMM5E0hzxwsZYvYphF/DAgsEfIcczo/JBkcIpZuEZhZQN3MifLRDK9RBoLpNGETCuTeA5KFCAvbRCKc7xJH282IZcVMlEiVw2EPCN1JlitDSJ3Th66RFGMKIrIZolidYXZ4QeIigGKQeZPCXuHKOUmqiIT+3NQLhAEAa49BUkCRSPqT1ELDfxgyhv//euIjUu0Nq9gWibOsIvnucTuFPQi4aSLYGuozQ1EUULUCkgbz5KMjpFCl3R8QhrHZMUqpipjSDm9/jGpICEpCpJuodZWkESJLA4X0X6SEHUeocp1SpUS84Mhql7EdWbk4yHVdgVY/NkHaU7Pg+uFEsfnfZrraxiWiWFucn56yP1HO1y9tE0ah3znzttcjmVGMx9ZEigVDJbWtqhYGlc2VwhHZ/QffJejB++jaDqleosPH+3jTt7CiCasLi8RzoacHB8TJCndowMEQaC5cYlie414fEouqOSxiuDPIQkJhmfYxIzqVRRVQiClrgtslwwuX2xjKSEVy6KoiShRi63rzxBFIceHh09ESULXpt85JVIrrNZqRIhMHY/h0KWlp3zhyy9z1JsQZTF//M038LQqy1e/AP0+RmsDZzrkgwePaC0tUavV0QyTlXqNCkVefOYmSysrwGJN+4HHvccHxGqRy1dvopsGd95+m25aRHZDoijEKhZ/oqj4R2XiZrMph8cnjGYOZzt7kGVcuXj6tGb9M4SnRP05xI/S4B32ujzY2aG9ss6N69c52H2MM/YoaQaRoHDh4iX8UYflRo2jhx9SMTVe/tKrdM7OeHR0QoiKqGgoZhl5WaM7PWZnZ48becqxE/Lh2x9iNta4cv0mUrlBrd7GnQ6Zn+0x7p5QqVbJsoThyWN6owbV5jLhpEdJ8BiaGjcvb/PAHXLUnWAIEb2dDxgNBzjjHoWNG2SJhFCsEeQig9GIWr2JkCZ44z4RMnO5glxZYe3SNUJxh/7Mx1i6RDg6Am9KmKSkiYNKClLGYNDhvD8gTWSS0TmTKMa1CmRxRJqlZKFL0ttHTHzi4RRNqpNqZYQsJ04ixGINRZKJZh1IE5Jgjj3qkUsSQRSRRB5iqoBZIRyeIqUhme/giSJ55KO11pFFEVmRyVUTJIU8jhGFDEnTKV95HjnyyRKH4tol7LPHxNMOvVmPHNDLdYRZDylPaF+6xez4HqNBj8aqQZpmZIHDbNhFLLdRGz5xEpOOTkH0CNMYuVBFLtZBlJCNCpKYk7l9rNBG9YZo4QTfc4nDYDH6loaQpiiFKpKkkIQeYp6RSSpBFDI+30e1ytiOjarX8eYzpDgmQuHNdz7gGc/DCVMU1aDXOcNxPVraghQce8ZsMuPu8QFvvv0+hwcHDAMBbRay3SpQrpQYTMacfOdbXN5c4bW/88s8evcNwumAd+7v4ooFrLlLtWiyudwkSxTufPcOq7eaXLl+CwRwXZe0oqGU6hAF2JMJhdVLVFYreJM+9t47NGtlqoZA5/4dZo8FVltVntuo8n/+P/4faDabT1LLYRgyfv0d/MDj/v0HT9LzqmZw/903GcQa/qRPreFgmAV0GWorbUgXKWkvk3h80sfTqmxcfRbXsZkMezjDDrXNq3TsMR/dvcu1q1fQidGJWV9u017+c5LO85zdhw/I9DLbV29iFYs4jkOQilx99mXGvRMOD/ap1OoIgvBjPaI/LRM3m025+/AxvqBhFJssbWzTvHCNE3v2tGb9M4SnRP05xadp8PrOnLIm8Pwzt5BEkUqlTH8wJAckIcFPcmbDLrLTZ00L8PUSk+mM/sQmEg1SQUbSi5iFEmU1g5LCwWhA7833qJRLqGYRs1zl2q1nGc5cQkGhdeEGaZpwdu9t5uUKhUKRYnMV1arh2GOSYE5s6sx7R1x94QXGG1cIjClr65sMel1SWSdTLQI7RXJ8kFW0QhkpS5k7NqZe4Gz3TXoHDxZzzHHEuN+hrMvMBlPs3iFhJhJNplgl0EQBIfV4sHeEMxuDpKMUKuSSQhK7+FOP1HdJgzmqZlKoLxF6Dm6UE7o+ilxGVGQgRCZBW73MdOcOJAG5toRglBBUHTkFcXiCEAck3UdkWYqmF0DI0aVltJWLCxcwRQIgjD3s43u4nV1ko4i2tE2eZpjFIvPeGUkeIecJweCAJPSRCjWSNEDSdKrNJRrtJYTZwqt7Ohrg+SFCnpLrFZAVRM1Er1Xx3SlKuUXiTckDB8wSme+Q2z2arSaavkFq97F7O4z8ETESSS6TTXro688hkJHNeghWFQSJOI4I+4ck41NmikpuHJGLCnHvkNyfUV/ZgkKZ73z4iAcPHxGGAZqQ4szGjKYzAtGk2WrTG46YRxl2ppIGAcbqVcraAEmU6Q+HTCcj2o0qsqJC4DLq9zjv9BAUhSuv/hqttU0C12Vuz4jTgNHEYeCleI92EI2FTrkbJKxs32AwnjDrnSHmMaooYc9HxHGMLOS88sprXLxxe+Ei1z9jvVXiuYtLXLp0CeBJc1YQBMgi7D5ckPTqhSsIgoBnz5nO5otr0aiTWi22n3mW0aDLg3t3cYZnaMRAzv75gMa1Vzg5OyfLcoxKE/fsgJ5vI2QZg16X21stWpZI6gzY3PrCJ6Jgez5j//iEi5cuUywujJCSJCZOMzRDp95eYXyyg2PPKZYWDlaf5RH9w5k4ODw+wRc0llc2OD/coVkp0lpeocXK05r1zxCeEvXnGD+owev7Pn/0ze/w+P5HuHG2SNNFEbEzQCtWIE5oSR5ffe42ResG/4//53/h3be+Q2HpIka1hZ9KJIDnzNHEEDGKqV99nuGjd0k9j6vPf4njsy4P7t9n+9I2UZIx6Z/iez5q5tNIM7JMJUWgIEXU6xbNW1dorWww7Z0zGo/QrSIFL2YyGZPKGpVmleOTU0S9hhSmZKFPFvho1Tp+/4j+6SPGj++DYmCUqoSpQKJY5IJKtTxjerxPrJXJ3AmKnJEL0O2fE6GQFJeRyy2U8iqpPUCJPJBU1OYWEimZPSUaHRDFIXJRA1VHri1hFCqEzpRo3CFJYkgiJFlGVDRS3ya1R+RJglaqk2cp2fCQpesvkPkO494xWRSQuWPUPKFav8DET8hmI/zBMVmWQ30TtbmNIES4zhB3PsQSJTJBQrAqWKUmzYs3EfQCcRyRBTO6R3uEvk+cgTceoszHIBtoTZM88BAVFSKPLHARygLW2k2S0EFUTHIBEk9GiFzqzSbLly+QemMmE5tQ1JjnGgf2BFkVsdauEozPCGd98jQnmvVJph2S+YBEEImSCNUoIKk6xVoTgZwUCTdXOdt7TBR4mHmIaNVJU5EP3vkuhVKZ0uol3DhnPJ0jZAmiVcS0iqSyTslc2Il60yFWocz9/V3e+/Auppyxde1ZVre2MawipXIVfVbkO298i5kbcunFr9B59AHnp8fM5zad3oC42Cd2JkSjM4rtNYq6hCGWsIUMv2ChaippkmIWSgyPd6moRW5eu8pwOPzEyJIswoO777Pbd3jmK197subiOGTY7xGVVti8dgUUgdFoyHlviNzcxNBLCLMOspjT3x2QDYdsNFYpN1pYtSaSXqD3+F2KqkweTigLPi/eusDYdpiMB2ia/qTmvPvoHnIWceXyZT6OsmVZQZFEoiBE002SLCeO/5yUP8sj+gczcYVSldHMwSg2OT/cQU89ti7cekLKnxWdP8XfLJ4S9ecc36/B2+/36Q36dBOLq8+8iG6YhIHHsHtGbvfRhYWQhGmZvPXRI4RCneTslL2TA6z161Q3r6PJEv5kxmTeZ+P6s5QrNfZmE04GHaTKMoZZZNTvcBTZXLxyHdXIWdmo4etXabfb6PUV3nznQzJRAqvMxI1Iz86olIvYnQGh71EvFxCzgMeHHXLFYjgeoa+0yQJ3EU0KOW7vkMn+h+RZirZ8GcUsous6kzDD3X2EVWsznvrEuYBCjjc8YWafk6QQSBZSYxVJEFCsGkqphlRqkIxOSZwRVrmOYRaZ+u/hei5ZHKEoJkKaEs8GGGYRtVAl9WZ4/SNSb0b52otI37Pl9EMJ4jmybiEVqgSRR15aAXWOleR4swGmmFBqrWDPZkxPd/GGHeIwQCw1yf05QecRilkkDV1iUcPrHSLW15FDm1TSSBHI44jIt8k8hzxzyWSTLInJ8wRz6QpR4CIaReI4Jg1HpPM+QjRHUlREswiRhyzmoOqIpTqhLLK7s8O8XuXyxhKlQkIs6ZSsJvNhj/H4jKTcRCk1EQKPYHhKmiZkCKj1NcgSzI1bKJqBLGRImsFoPCHtnJD4LrPeMapuEtVXORnOWG038OwuBx++T3nsEskFhNiH2GOpvkxldZ1+r8P+/mMa9QayXqBcbhOfnyKZUG60ODo5o3XpWQwL8hy6nXPCTGI8s5GtKl4YMn34AYJeJJ72mB3dZ/3CFXz9Gqok0KpXqNTqHD78kPPjgL0Hd9nf20VIYwrJlOu/+iLAJ0aW/MBj9+ED9oc+j/YPccRvcmFzi/XtyzizGZP5lNbKNVqtJu5kQPf8jEgyaS6vYU8sBqMTCiULvVghymWm3ROsShPyHN0wqS9v0lAzzFDh7375ZW7fvv3nNwrfJwyzWVHRLl9AU/6cdC3LxJDh7OSQaq2BLAoo39v/k3hEf38mbufgPmc7e4t0d6XI1oVbT2bB4bOj86f4m8VTov45QZ4vtIHra5dQE4HJdExNlFENC71U4+0PPiDtP6a5tMpb+0MG0zmVlSssl9cYv3eHyf6HFFWRSnsF01SZZXWyNOO9b/43JjOfVKsyDTKqhkCxvkJo9yjLMZkIk3nCcO5xPn6M2YzIrRpKZYnmyjpxFDCdjHA6PfQwIvXniGlMLCqcHR8Rm01CP4JpD0MRmXZOGPoTSFNyRCBDCGzyyEFZv0yhuYE3HzEaDvHRCCYDEnUOgohgVPAHPag2F37KzoRg3CH1bLT1GwjFBsl8gD+fENhznJNHxFGIKOQk7oScnMS3cQMbUS8Shy5Rbx8h9kmTDEnOySWBeNoHcsyV7UVt1zBJspR4PiHyZmRJTDw+5ez0EVPHJ81y8ixDW72+kAV1J4SiTG6U0RpbYFbxj+9CZw+FlDgKiJ05armKoesUSmUCPyCMF/VQf3y2iM4lHTlNIEtI7DFx/xBFL6JaRURFQVZUJFUlmnsopSaGZZIkLu2rN+g7E44/fAPTtIjNOmmWkY6OsaMAsbxEEvmL6D8OMapLEAekgoixdhOCGaIzIPYdcqOMkKQ4s2P01es0Ni8j5CJ+EnIy8fFmLq7vY999E7XcZHlzmzhPQVIo1BoYhSIfnu0ync2oqibeuE9JherKJu2NS3z7T/6Au++/w3MvfQl3Nubue3cYOjFT20OQzoicObXtZ7Caa4h3v0MQhYhmiUbNIA5det1zosBjdLrHxpWbPPfyVxAlkc7hLkY653QwoTe4gysVuXj5OtPx6ElN+vZXvoarfRdJVuiNZ/Q7f0KrVqViqJQsDUmQyKIQJ02ordYBgSAOkUSBQqXOpa2Ek6nPbNBBle+iWxYFQ6N15Tr7736LX7xc59atRQT7aQ5VpVKJb73xnSep6vl8xuHxCcOZw/HJOR++9zYXmgWiZ5/5IaGZz0pVf3ysrfVjyDKaF67RWl75odd8VnT+FH+zeErUPyf4ePTi8tUbJFnK4fEJk/4xM8el0+liFIuEfh1teZsozLFdFVMusH7jBmgW995/l9D3aK1topkWoztvsv/wLm4qsXTzJbIcJKtIJAsIkYPrJ7z/3nts3X6F1FS5+swXuPfhBwwCkUazBnnEaNRHUzR0q0jnsEty9oDrazUe7uxyFmhkooQiSyiqynzvHQRBRFd1ojQlSWLM2jJ5vEgji1lOPOtjxwGeF+DPJ2SCTCKqxI6N1b6IIEvEozGKZiEWamilZfIsIp72SI8+Qm5sIYgykTMhjxxEq4JeaiBoBpIgkSsGGQJh5CE4Q8hShCwm8WbYj++glmqgaAiijLl8kcR3SYI5hcYKUuxiOxOSDARRZmbPcB0bwawgyRpZHJJ4M0gC5OoKgmoQj88g9JBLFaRSC73aolwsgFZgcniPLPTRW6toxQrebEriThajSbGPe/QRcQ5e7wBBsxDzDKlUI4sC3MExwnRAnsYEkoqoGiiRjxuMUZOQyJ4wHE+IWzdorrdZ3brIaOpyuNvk9MF7+M5kIZ9aaqKV61iNJaL5iChXiGYdxCwjtufIxTqyYhAnQzAbGMuXqG1cw5+NcI8e4acpeS4hSQqZpKIIKXqxSnN5FSf0mc9tLEWmWK5RrDVpVYo0TZFyaZXdky67Ryd0Oz2OzgacnXch9hlHItbGTZQ0J5x2SYw6cRSiSiK1izcZ7ryDfXwfpdHAKpQ4P95h8tijWq3w4qtfRTN0Rr1z2mWDWzdf5PR4n+7hY177u/97AA4P9p/UpEHgwuYm3eGYZ599hlHnmGLuod+8wSQJON57QNVSQZTIc4HRsIcYONQrJXJR4vr1a7jvvEt/PMRYXaFSLiLkAr2TPRR/yJdf/lVEUXyyhj/NoerjVPUH73yXoe2TGmXKrQ1Wkgw9mhL4Pt/4g9/n5uULXN5c+Yk9ogVBYGNjgysXTzmxZ7RY+cT+nyQ6f4q/OTwl6p8TfP/ohSRJPHu7jOM4vH/3I0TtAs1mmze+PiBOclLFpL5SwE9z+v0ezeUNGp0z+qfHHO3co9JoMTx8QKZXaF+4glmsUNAkMkS8JMfzJszHAyTqLCUJdUtla2WFR/fvUSoWEIwiOGPc3jEnc48ozXAHp5jTQ4Z6jlBaQvD6CKnAbO99bMdGNMpIkkReaqPqRfJpHzmyEciwtm9TqDQInDl+LpMEA6LxGaJVWbhlpSmBqJM7c8RSE2SVaNxBbW4iGQUEUSGZ9wnPHxHbQ/LAwWxvIJV1Qt8lTzKkcoVoOiJ2RqRJgFyqI8kq1tIFojxGUDUyb0YmqUhWBfv4AaKiI0gyU3dCGrgIqk447ZK504Wa18WXkOurCFm2mGf2bfJQRWmsI6kWiTNEAAyzhODNMBqrSHlEtbWEMzhj3j0mz3L6SYDX3QcB9OoyglGnePFlQtch9SaIZhXRLJM6YxLfJZuPIfZB1kBRkVQDd5IiyiK5PWbYPUU0KjQvPcM8ybhiGFi6TtF8Dm8+ZbjzHmK5jVWrkyERzUeE8ym5ZpJrJmgWmVFGrq2DkJMiI1llFFldeCwnGUkcoRbrVC/cZH70Ee58TLHWYNQ9Q9+8iCbkjE72cDUFRZZIkhS8MZZVZO4G9MYzkuIyF1+9ydFHd+j1+2RqkUzRUKMYVUhIgzlpljOZOrj2e+jFMqHncqFVYaNhIgg5GAm5ELKyvozdP8IXBZqlwpM0r+c63Lt7lyTLcez5E+e3j6PL1Y0Nep0TJsM+jfYa3uCQkp4z6E+oKgoFUeS0P0KQZKrlIqhgigYn3TMyzUHKIoLuAfcmPbRiFVNXaRZUXrp5hVu3bv3Ydd1sNnntxef4f/2X36M/9Km1EkJvwoVmiV966R8iKwq7j+6xVFH5hVe/9Ani/3H4UdMjgef9xNH5U/zN4ClR/5zgz0cvXHJBJEliwjAkzkRWVjexJ30818Xr9hFLLUaTKY7jIUsiy8srgMT0+BHvdA5RrRKRa6M3VmhvXkYVQdN0bHuON7cZDEfMhxOUPEOYD1jffo48z6k2W3hZzPj8mMlkxPLWNuuNVWa9U2pCjWFs8+BsTGuzgb5yjVZrlcHeR+hzl/HcwRudYBglTE0jL9YJZj0kSaRcalJb3aK3/wBTK5Dk4JsVovmYXFZR2tvo7YtkcYgU+2RxTDQ+gzzDam+QRgGiXiLt75HbAxBlokkXJBm5ug6iRCYpKKUGQhYRTX1AIvXmGJmPbGjIegGhUCVLEySzhj0Z4PVPSOddFL2AYlpIkoWkWEjNKnL7MsrqTURRIB6dIJeXkAoNksk5kmwg6RaCJJPHAd7ghDyJSFOBSf+Eef8EtbVFwaghWSUIXOI4IUtjpFILqbpCGoVopQZSa4NweELQ3ycZn5OlMUqljVhZRlHURRSfZShL24sOdVFCUAtopdriZiBwkPKEi5cWDUu1epO5YZFkEIcRuaKTZymR7yAbZYQ0JnEm5FlGJsmQpWRpgkCGbFqkSNiTAZJmolca6OUqoyQiC11SeYM4CDl+8D4Xbr+IfbZHnod4nodpWVz+8hfRrSKn4znL2zeJtDJBnFKt1XGnGb5sMeydQjDn8pXLzHUFL62gNtbIfJdUFjDrK2xsbvLKi4sO6vOyjKobbN38AlmWPlEQ+5h8CqUyeZ7h2jN0wyDJcjTd/L51pbO1tkzDEnHtAb3jfS6t1LhQzKmvrbO8tsHO3gEDJ8YgIolmxAjkegkfhVTS2X75V7HKVRQS1lba2KM+guQRhiHT6fRTJUC/Xx7U931aK+ts3F5D0dQf+gxXrz/D+Pgh8/n8p276+rTpkY+NU37S6Pwp/vrxlKh/TlAul9GElP/23/431GKDXBQRgF5/wLVyk0cffcDJ7gPiikN1XcWLEsJMwAsD0qN9nFEHoXkBkgi9aKKZFpFW5ODRXfzVDQTVBElCURQarRbp5JQwTTnoDMj1PVRJYDa3aW1eYdx9H3s4pqhJ9KdD0jhGMQu4mYQ993CPT7EufZGpG+GjI1SKCON7ZElCFIZIrkfm28iajlZfwZuNmVolwiikWKgwnA/JgDR0URsbyMUaqT8jiyNEo0ieg6gZxNMuoSgQzIfkik46G4IAoiwjahaCVliMMrkT4lkfpVBBX7+FYJ2RuWMQF7KiAgJFPUUKHcIgolBrY65ucDbvExkl0jSCKCHDBkVBLjVQqstImo6QpYiqhWgqZN6ERJRI/TkIKSCBKBF7MzSjQOaPcQcnqPV1RGREIUMko9peQhZSvNmYxJuhmlWi4BxZNzHXriEvXSJ7778hlCME2UCQVbT6ClZzk9npQ7IoIJr0Ft9ndYVoNkRRVWzPIwsWilf9wZDm0gqRUiLKRURypHITtb5J4LkwG5HlGZnvkgU2kqSQzvoIkoKYRaBohJ5DngskQbCoa6Yxo/Nj8iigubqFUiygCDmD8x1O3v4GjWqJ27duMDw/or26wcuvfpnX33oHQdJprV8gFUQOdh6iSpCVqpSrq4vSQR7ROzlAKC1hNAsEUUrizynXKlx84YvoRYXhYECxVODy5gp2mKHIClax9kPrRhIlLCnncG+Hre0ryKJAGHgY1uI6Go/7rC01eebWTfq9Hi3J41d/4WUMw1hIeI7OKOAzGBwRWQU01SAtttheq/Gnf/j/IxB1Lj//AqVKld7JAcPhkMvrK4ihzf/7f/5faa9uPNFA/1gCFPhEB7rvORwdn/DyL29Rq/8wcf5lm74+rT7+1E3rZwtPifrnBA8fPuTNd97j/mEftbpCrb2CqsgcnnW589b/lfHJY1w/QqZCYM4wKw0qqxvMB2d0HryFaJSobd1AlUTaZZNp94iRnxKi0On1Ka5eRpckItshdqeMeh1KlsnQ9qkHMdduPsNpr8fOzkNks0SzKTHtHOKEoBYrzOY+fpzjy2ViN6Qc+4RxxLR/ghNDplhoq9fR62sYpkHUPySenKNIG5Dn9I528MY9xucnuJMOie8hSCpKqYGkmmRpQhIsatmSVUIot4gijygMELUiqTchTxMkWUKzSsjFCrlaQDIshMRDK1xCssoE4w6J76KXWxRa6+RxhDvp40Yegu+iCjmyoqLqOkIcIpoV8jwnz1OSNENQDHIkBElFEkXSJCQXQLEqJFlCFthE/hyxUEMSRRAEsjRFsqpIkohoFDGWt4l9h2g6oCjLyHoL3bQQZJVZ4BFNu0hWFdEoL0w3Qp8s8lHqG8ilJnkSIeQpYW+PzB6QSRqZPURqriMqKtF8SFhuoG3cIncnlFYv4/g2wd5jBEUBWaW4vIWomfjTHmkcIdfXyHOBPAnIBRlJU0imp5CL5L6NLMmk3owgdImcEYKukyERjs8xSbFKFfwoJMnBKFTQDZH15SbP3rqBem2DIAj44M536PdG5JJFludMB13qlkJ9+TrdzjnFtXXENKCz/5CEDFPRiUIPbzIitieMspSqoVAvrvLB3bu8cGmFF774Akcnp3TPj7l45cYnyGc8HPCdb/93MgROj444ODmHKGAWZmxcuslkMsDIQ7Y2FtkGZz7hytbqE3nNZrPJdDplOBwyurLJ0ckpb97dxVAK5KFHu1rAWt5GiD0mXRdZyBHyhGalyFnX53jos3F7ldX20hMJ0MNv/Cl5niNXlj9h//nR8UIa+KWXXvpEZzZ8sunrL2pf+Wn18af42cFTov45QL/f53/+g69jG8u89muvMR30GU2nHOwfs3f3fRzXRdIrtG88i+95hGFE7rgkcUziTUlyUAUJyNGknFTWCMKIVFAxzRL+bIgqZHiORxAGOGfHRO4crbrMaW/I8HSfcsHk0tVbfPtP/pCzk1NEISNEQyy1SJwYIh93OibJRIxiCX/aw8tlnOkIefk6YrlFMukSu2MkpYXe3iSwR8y7h2iFKoFvI8QhZmMVjDJO/5h0fE6agVooI0r6otlKURFkHfFjfW0E9NYG4VCAYI5SqKHIMqE7wWhcIE8isjTBXF4lz1Myd4peX0a3KiiKTCxKyLpJXlkinQ3wB3t09+7hjc4QCm2UxiaCJJJMu+R5vugCj0NSb4ZilRFlBfKcNPLJQg/JLBOPzpGLNUSjRJan5M6McNIjSBNkq4Jk1clyQC+SIeLPpsT2BEEvIaQRch4jGBZZ5JM7I5L+AWngIDU2EOTFn7VcbKMKCVHgIrUuEfYPQDXI0xTBKBImGYZiIMgObhAhyiZ+Osfr7GEUSmiVFigy7rSLqBfIFYM89omnPZLJOblVhixBEkTKzWXSyEFwpwS+S+ZN0Ze3wB+RJy6RIDEYzzCKFeI4IkljRL3BZDImn53TWFmjj8Rg94DDhzvMnIBy54xCpUmxUsNJRZI4ZHx+TJZEyCLIWgFV1ZCtMrIkEYgJUeSyt79P92QfYXyEHE5JRIXUdznvdul1uzzz/EsYlkX39ITX3/gWgqzx2i9/Dd0w2Xn8mPv3PuL4rf/OvHfKtevXuHL5MrIosf/4wQ/VbH9w9trzYiRJ4NalTWRZQhQyVq8+TxhFC69uQWDaURhNZ6RGmVorQdFUJEn6ngToNf7wv+6SJQFfe/GrT+rN7aUlrl2/zr2dfQ73954okcEnm76iKOLPXn/jqX3lzyGeEvXnHHme8/a77zEIZa6+8MVFw1GhjD4ecHDeIzXKEGWEqET5gnS8wQmxPcRNY6TER9V0ZF0l8+b4YpnBzgNix4Y8JXRsQm/G8WxAJusL/Wd/TmH1GmptmTjLmc/n/C//0/+dG1/8MlEY0338AUJlldK1Vyg2V9AFmTj0mOcq/skjEntI6kwor11B0QsgySTzIVkcIuQJaRSQqFUkvUgw7YEARcOgduEiEzeGxPtebTQmT0Iy30WyNERFJ09C0nkPBBFJFCmUypQLOq5vYgdVJFVDUE3S7j5p6JFlMUKWkeUQjrrkSYBiNPF6j4k1CySVYDYkF7qAAGlGPOqC1UTZeh6lUEOIHLJ4cS7EPqnvkNgDYt1C0EzyNCaedMljHyHPkA0LIQkQgjlZ4JCHNkkWIhYapFG0uAmQJESrSuTPcEIbzSwQulPEyEZLiyiKhD0dEjoZabqYlZZUA1EzyRHI45BElhG1AopRIJZkUm+O50RIRhEhjckjH1lRETQT35nizWZokUN7eZVYlvHdKaIoIkgqWThFFES02gqyWUSrrqCoGlH3MYIso8cOot8nnE1oqmCmMyIk5GKZSKuRmRW8HPJsTKlYYnV5BdEb8fjglOLqVbZu3uDqi7+A+t/+iD/+5utMJyO2b79CpbVEHEXYnsfe+28RhwGXLl7i+PQY15kiyiq5P6NYqWKWm5Al+JMeQuTgmct896NdisUSrg9Hb75O7+gxm5sXGPS7KKrB8194iVK5SqFg8crLL3Pzxk3ev/MGzHssWyKTk91Prdl+ml3ksNfl7lGPvaMTrl++iCyKT9LoAL7nkyUxQyfArBokcYyiKE/Wsut6C+W7UMZ17CdqY4vu8w2GozEPdnZYWV2j8b0o/OOmr1Z9ndfffv+pfeXPKZ4S9eccs9mMs+EMUTU5OTnG8QM83+f45JTjsz5ioY6pl4gQkdpXEKUcUyvjne2QZykCOVkak/o++uo2ilVhartIjQqiJBOePCS2J4RpiqBoKFYNuX0JodpCrS9hyCIpAtMjh/2P3ueZL7zEjlUiqayQSSqT4ZAo8EgClywXEAtVvM6jhTFElpHrJdJZjyTwkZsbGOUmeeDgdQ9IA49wdIZMilHZQhfBHZzizMYk7hxJ0UinHYIkRvXniIKAYJSIZn3SaQc1C8GRkIoGjZUNEmdEHIfkqokgiCTjMwRZIfUdfEUl9V3yJCIanpFJBlLrEoJRQjbOSP058fCIZD5CLtbRWhcxqksIogBChlpuksz65HlKGgcE3T3SwEMqL1LR8aQHwRTyHK21jl5bJ5oOENMpVnud2PdIRYF41iPPM/TlyxAHxIGDtryNVl8iPd9Dscr4jkN09gghjRGrqwh6kbzziHjWRSrVUYwCgiiQZhmCouGf75CnCYLAokFuqY6kFQinXaLAIXZmyLKAkMbIqo6UxczdOYXWOsmgS5RGCEaZZNpH0C3kWhmtuQ6ICPMBhilT37zIrHPAdqvNalFGU1XefniAZzQxV9YQkhB/cIwlJlhbNzmdDgiOHjPzNjFWjpB0i0ajQaVWZf3SNXq9Pgd3v8P1L/4yYegR2XMI5kizLnXrCofOkDjOsRrLpJoORhHNKjIb9oiznMiesbe7S6QUaMs1rl17kciek/sD7NmQ8XRK5cIGj096HJ4PqBYNtjbWKZcrvPDSq4yOHvDKczcwDONTG70+zS6ytbzC9StXuH/UoV6bUCtZDHrnT0a9zk4Omfc7jNyEtDOgKiXsHR5zYRPK5QpJEiPICkKifEJtDBb7X3j2Nt8ZnTI4uI8zOH1yA3H9ynM82Hn81L7y5xhPifpzjiiKmDsuw6mNKlewyg1G03PmQhEvBUHTURUDLUvRFRHFLCMkEWFfJfFtBMUgsYfk7ow0uoRtH5EhkYQBkmaQyBokIXK5jVrfQNJMBKMMmkEsyqRpQrG9gZm5GFKGMx2BZiGoGiEKkllElg3k6ipxGJCLEuJ8SArMJwOy8AiluUWa5Qj2iFQAxSogFEpgmETDEzJ3RvfxXYadMwIkBFHCXL9FLop4p/chGxAr6iIKzQ2IAzJ/hlisfK+zdkZFFCmoIn4GSeKj6DoiKZpZQdBUMjJQdUJ7hNzeWlha6kXSwEWUFMTqKlnok4zPEBUVQZYW0TwiiAqCqiGIixRtmiak3pQ8dJGn5yTOiGg+Qio2kEtNYntGHgZIeYqiG+itTfLBCUapgWKUyUIHIXQQ85xcNRBlFWdwjkFIae0Ck2Efp39AHProcYik6AiRTzzuoBTq6O018kwgcKZkWYJ/fA9RAskokcYBiBKROyX1XQqtDRTdwFAl8jRi9OgM7AGxWiARZKI0B0VCtqrkkU8uK+SRS+zNUciQJZEkDNA0hdidU1lqkGsKiqERTbt44zGCPyfNc5IkITNMPG+XYDYEP0bxYr7x+tvcefdDLl/eJs0Erl+/SaNe494b3+CN//yQVJTRdJ1mpUgq1ylrMuVSCU0vopdrhKKOXqoxHnQ4f/AuShoSeS6RUadYsBgNBpyUKlQsA0EpsNM5ZjL1uPSVy+iWRRSE9Md97IePuX3tMoVCkTjNMQyDVqv1Q2vuR9lFCoLA1sVtBqMxjx4+5IVnbjGze+w/+JAgShgNOpiFEknYo1KtcOHy8wyCBOd7x5VlhTyJydP4idrY90NTVG5fu/JDNxCfbV/52UYdT/H5wFOi/pxDURSc+XzRUCXKdIYT5mFGodJALdbIBAV/fIpVrpF6s8XM8fAUubKEYFXRJHExruRO6B/cQ6uvI5tVgmmfoHtAPDpFUhZRliDJZFGApBfJIp/QlxGSgFq1QigpGNUSve4OSRyjllqgmUTzEYpZQinUQHbIc4gGh2hmCUnTcQ8/JItj1OYF9OYaYp6RJimKVSObnSMqMnGaIRlFpFILQ9EJohBBEtHalxYNTKcPEFSTPJgtdCZFCbWyhLZyGc0wEdMQe9wjnU2YT0dEQYBgliiYFUzTJHJtgs5jkiRa1JcFGUk1IU0XqepKizQKQZIR1AJJFCHOR0h6adG8FQfkkY9YaiFmOdnoFEHWECWVdNYnz2L01hbqylUkswRJjJglSPEcWVJxRl3yMMDQS6CY5OEiUxA5DrmQ4wY2uqYgl8uIsc9mq8LB9BTbz9BkGVFIFt3K8x7uXoAQzJCMIuFsQDofknsjUFQghyQmtheCJmkckGUJ9ZUt8ixlvPc+aRiQxilSNieNIpI4IUtSFEEmcceolRVyq0Ya+IhShlWukTljnNGAPMsQrRqldpvlVpPqYR/v9IwwA2vtBma5DaGNd/qIVCuSISHUN2lfuoo96nBw2ke1yiglm5JpIkoSxcYq5eYKxXKVoqGw+9E7vP3+O6jlZS488zLD7jnTs31yb4LbPcEbdSiubCMbZdT2NrEo4Q3P4OH7JFuXCcYdVtc20KOUIFi4SBmmwYqxyfnZEYfHJ1za2vxMRa4fZRcJUK03eOELL/DWn/xvRNMuZSklHJ7QPesgWlVWKssYweK3bH7PKevj496+eYPcn5MnAVbhkz7zT2rR9dIPeUV/1vnAUynQnwf8TBK14zj8i3/xL/jP//k/Mx6PuXbtGv/sn/0z/tE/+kef+br/8B/+A7/1W7/1qfs6nQ5LS0uf2PbHf/zH/Mt/+S/54IMPME2T3/iN3+Df/tt/+6l30T/TyDOqRYOz6YBpKCArBqpeQJYl3PkEIfYpLl8gC1z88wcgFxCLVfLBAUoek2QR1c1bRPMBzt47yK2LZIjIZgWl1Caz+8TjU5KjD8CsooYupCkRGXJ1mVkwJXdtbFlADgOyOCR2pwsFK99DNgoksy6CUUSQJMhyNNNCb29B5OGNuuTeCEnaBNkknvYJurvIwRTdKOIHPrlZRay0kSWZaDoktkcIkoKiF0hLDYxam2QcETkzRFVDL9ZQW1voeUjY3WP0+B1ko0iil0AyyCMX73yHxLcp1VssbVxgcPiQIHIJR2dIsgrlFmq5TRYHZM4YgQzRLJLOByTTDoJeAFEk8+aIukkuKqS+DTnIRhmtuUbmjEExkBQVudwmE2VyMUC2KhBMiYaHeL0T8sglzQXIQhRRxrIsxMDB2LiJ7zooech0PCWcD8lCl0wvIS2vkZWaJHmO1DbR7QHBtIt/+hDJLBLP+hBHlDduIBZrhPYUVVgQUKqXUa0SeeQxPd0hmQ8Jhsc06xWSRoPx8S6JPUbIkoVMa7GOqBpIVpksF0idMWmakRbLgECcJMiaQZqLNKo1dMOELKWwsk0gFQjjGCkMyKcD1OYGUpYz23sXP/DxMwmpvMx4PqMi2Aymc04+fAOxssq1V/8Oqm4Q+i698zNQDLxEJnVmeHOb1cu38DKZVJTRh2ffE6gRUY0S5tIWimaiVJeJ+3scPfgASZb5wqu/QDA6Zdg5odZofc8iEmq1FuPeEQd7O1xp/2hFrk+zi/x+GLrJ7Zs3nkS+nufxJ6/fobh8gXK1Rhzd5qN79zg72KHeXqFSrtM5fYyUvsd2u0CeWxzsPvyJBUh+3Pk8lQL9/ONnkqj//t//+9y5c4ff/d3f5cqVK/yn//Sf+Mf/+B+TZRm/+Zu/+WNf/+///b/n2rVrn9hWr9c/8fib3/wmX/va1/j1X/91fv/3f59+v88//af/lF/5lV/h7bffRtO0v9LP9NeFOI5ptpZInYTUmVAya/SnQ5zwlGx8iuC6CKrxvcYhDeIIxARheoqVuzx79Qpn/TH68jb944xwNkK1SqBZiMUWaRzjOyNySSWNAuQ8Qy5WyeKIZD7E3b0DtTbVWoPEneINe0SBj+A6qEYVQVTIBYUocsncDqk9XHTEKjppHJMLImq1Tdg7ZB7HKOU2oghi7C0iWK2IkGbIZgkKTQRNR0Eldm3co7sIigaBg3/2kDxwUAp1kvmAVNFwdt7ESWKS8TFS8wJSYwMjz0CUKOg60fCIcHSOP0wQai0QNcQkREoC8tAhGkYk39P1hhwEmTz0yKKQTA4hcMl8mzT2SWWNtP+IeNZBqS2jVlZJI5dcMVCtCmkak6YJgiiCJCFbZURDZ3p8HyHPkUSZbNpdmHTkGZFuIkoy6ai3cLPSDARJxw98xGIbrX2JPEvIjBKKVUTOIXMnZMf3ybwJRqGCloW48zlSfZ0UCQoKgiQQJRHJpIteKC9mu7MISRAoVRu0W01mfsTo9BC9uYZRbRO/9w1SIM8S/NOHiIUquT8Ho0hoT5ACe9GoqGnE8z5Zfok0jojDkNSso5SqpN4UVUhIyMllnWAyQBBEJFFCNQukUUiqWvT7B9izGRM/5cr1LWzHZXreZe7MsWdzMidCREJNY8Z77+LORki5AIKCrMhEvkOqFtH1Iq7tILguRatA8fKzHLxxiuSOkEWJpaVltDx8QpaabpKmEedHB6xcanHj6gs/sp77w3aRf/68T4t8+/0+qmGxvLaBJC1sT2/fusXhwT7jkx2iOGXSOeCF5Wd49Su/BPBTCZD8ROfzVAr0c42fOaL+gz/4A77+9a8/IWeAr371qxwdHfHbv/3b/MN/+A+fXOw/Crdu3eLFF1/8zOf89m//NleuXOG//Jf/giwvvoYLFy7w2muv8e/+3b/jn/yTf/JX84H+mqGqKo16Fb2mctrtk6QOydl9nCDETAPMWnXhKdx5ROCHxIFDY82gXS9Q0Qo0my26gwmT8xMcLyBVTZIkRleTxZ94EhPP+sjlFoLvIAgQOzMkq4pcWyOLfNyjDzGTTWJRYh5AXmiSOSOCLEMQJXJRhCxfSD5Ouqi6TpqEGJqKUq4QZDJpEiNJMgIZ5eULRFMTu3cMcYqQxqi6QeZPIdFBFJCt8sK60iwj6RpxGBLHIVnsoVWalJY28Fwbd9IDrYSxdIks9BARyAXwfY8YmcyoIOQpcZojSCLIGhk5UrGJUaiQepNFbV3SycMJWZoiGgWUxgaxPSaeD0AUkSyH1BmjWjXk8hJqa4tkekacZ4tmL3eCaCzGq6J5lyj2FxG6oiKVm8Tjc2SriGgUUOsroJVJ/Cn+bEiKRJpkiLGDVGoj1dYRVR0EiVxRQTERRYE8y5DrK4SRh9M7xKw0ESzw50PSKESQVNAMxDQmFyTiDIgSVEvGscdk3R2CcRMvzvCDALm3T+5OkfTCIsNi1YjcGbKkIKoWuaTgz3pIwZx46tNav4ikaPijc6KJtLiBSSJKuo4/9/COzogCF8GZE3s2CjnpvMfpB99C0oukcYg3mzIYd1AKVYI4Y+yEOGGOj4FZNZDKNaYnD0FJWWs3aNQ17Cjj0cNHdPb2ybUKRqWJpGh4voeiGbjOnDyUESUJMc8529/h1sVVNrcucHR4wPhkhyTLSaOQphr92A7pn1Z689Mi3mq9QaVWx7HnzCZjnIrMV778KtVqFeCnEiB5KgX684+fOaL+vd/7PQqFAv/gH/yDT2z/rd/6LX7zN3+Tt956i1dfffUvdYyzszPu3LnD7/zO7zwhaYBXX32VK1eu8Hu/93ufG6L++G561nNYWlrmrDdk/epNwlwllTR6B/cxBQlVkbD7Z2SCTMVUIA4QjQL7jx5yenJKVlkhE2T0UgPJLBEkCdGsQ+zOSNMESdYQDBFBkkFSQFaQFA1z5TJ+5DA4OaSwcW0xy2vPEAo1JEUnmQ2I0ghRMZCEHKHcQJAUojAinPRolCoEs0XjlFpqkMYx9ukuOH2S6RildRFB0YijALW4+PMUkxCtWCP36gjkIGjoJWshRFKs4p4/JsoF9MYaaRSQ5zmSKC06uBWZcD4mjKKFEtqkR+ZOiJubpHFAkmYocUQ8OkEkXZB0BqnbJxoek3pztOVtUHUyf046GyIoJlp9HWv9KtGkB6IEWYKsl4iGJ0SijCAIZFmGpBdRjSLFahV33EcuVInnI7IsR0oT1NYmYnmJwB6ThAFJliLpJdRSnWR0jFyokuU5aZahFsrk5GR5DlFCEvokzmxxYcgarj0j9m0wquhL28hGkRwRQRRIBscEgxNyb0zsz4infWRNJy4uoxSq6KUhUZbjzyfk/hxBKxJNO6SBRzI5QxBlREVByDJ0w2DlwjXal2+DN8FsrJHM+rTqNTSjQOj0CQZn5GYZwawiV1dRapD2dglmI4zqErlqomomVJeIw4DEmzMbDdBSAccPUA0TUdaRVBM/CJm7M4ovvUyrXuBLl68QzYYcHR0SSTJ5EhHM+sRRiGyWcUQJOQsRwwDRczi9f4cvP3+DWqNJtd7AsefEUcjp8QFXly6wvb39Y9fd90tvdo8eMJ3biHnGcrPCF1984RNE/6MiXkEQKBRL9LtnXNxY/kSj108rQPJUCvTnGz9zRP3RRx9x/fr1TxAowDPPPPNk/48j6t/4jd9gMBhQLpf5pV/6Jf7Nv/k3nxDA/+ijjz7xnj94nNdff/0v+zH+xiAIAtevXOb47Fvs3XsX11rm8jPPMZ8M6Z2dUTZ1Un/O4aPHKJJEpVhgNhpQ27yKo5k4wYhSe5XcqNE/fAiCiNzcRJNU0Etk0SNyowiKjoCAWm4iahZkGbk/A1lDLNTJ3DlhlCARLchV1RCyDKVQXZCFqCJoBsnwmFxSkfIU++g+cXODwPcQBEh8B3KI/ClS6CIJOXp9GcRVxNgjtUdksk5gT0lDl3TcRYxdclGm0FxDkiTcwTlJ6ON29pGKDWJ7CoqGohrkGbiDY0RFQ9QLSIU6eZoTIRK6MwRZhTwjjUOS448I+weIWhE0A0mUEc0yilZAVHTk6iqyUcGLw8XvoBjkor5w3BIgdceIVpU0cBBFFbm6QuqOyH0J0yygmmWC0Tm5MySYdhGtGnHok006ZKMuuWqAN0NIE0RFQRJyoshfdOojgrFoxsqzFEGQEGQBIYuBHKW8hKxIJHFK0ttFEEC0qmSkpM4E0SgiVVZIA4csdMgkDalQQVu6RF6qk6UpZn2VOEmJtAJh9zFiliBXVxEjDxQNVTchdMiTBLXSJMpTQtdGRqDebDEGdE0DRWD/9Ai5tHDXsgcdsiwFWSUMfZTyMnKxilUoEk77ZHlKrJVIM+gePsRaE6gub1JrLyPJCoEzRwT8+ZjJdIKShejaIf2pQ7G1Qp5IiM1VMlFFssf44y6iWSaybcwkYPviRRrNGnfe/i6qqrG0to4oiEzGQ5qmxNryEoPB4CdS9Wo2m1zPc9x332MuQCbKuNHCbvZj5bKP1+jfRMT7VAr05xc/c0Q9Go24ePHiD22v1WpP9v8oLC0t8c//+T/nlVdeoVQqcffuXX73d3+XV155hddff51nn332E+/x8Xv+4HE+6xhhGBKG4ZPH8/n8J/tgf00YDAY82HnMZDJlMurTP+5xsrdDqVKlVi6z1qrS67jU26uUyxXq5SLTWMAo1fCTmL4b01hZJXImhIMj9NVrFGpt0iQmC2xiWUIqVhd/rqKAUqiRJwFoBkkSIuoWWqmBmMbIVplgfI6qKKi6SWiPEVUTUbOIpz2yiUc665KbZeRilTSJCd05smpgbr9AmkRkkw7h7JzK2kWc3hFEHnmhgaIbRNMekX1EKijkSUIW+WjlJqkokyTxwnyjUEUp1MjyBEGQSbOUbD4imvXJAnfhYKUvBD+IfbIsQamtkecJ6fCYwtYzxNM+YZYhldoomo5QaoOqI8s6WeBAniGlEWJzC6m/TxYFBN0dYm9KFroYhRKKZhKNjsh9myzLSYUc2SxDaJNEM0aDA9zDD0CUEYpt5GKd1J2g1LeQVJM88hAKFcgSotmAXFIR9CKSUSIjIwtd8mIdxO95duf54kYnS5ALVXSrgDfqobcukOcZYXcPqdIGQVqIy0QBqTcjiwNEchSrjFxZIhcl0vkZ5tplCqUG44N7BHFAbpSQRIEsiVErLYxSnSRwib0ZBHOE+hbTzjEFUyGNA6r1JrKmMz95SDKfU1raRLeKKLLI6HiPOHRJQ5+4vsqk38EedEh9G6PaxrAyEqOEOzgk6J8jFZtYlRAljpkePaBZMlHrtxGcERN/TH/vLk4s8cLLr/Hum68zGp1hrlwhL9ZIkoTcGSHkIWaxxNbaKr/+P/wPvPXG69y782f4kytoikRRSBAEkXfv7/7Eql6DwWAhMoJB88IqsqKQxDEns/EPiYz8dUW8nyYZ+nQE6+cPP3NEDXzmHeBn7fu1X/s1fu3Xfu3J46985Sv8+q//Ordv3+Zf/at/xe///u//RO/1Wcf4nd/5Hf71v/7XP3L/3yS+Xx3Jam1QXd6iXF7FCTMgo1AqMjzf4/DRfcylS9ieTxCENFfWELwe4XCI0ztCzHNqloaq6eCMmT96E6XUIk1TFKtCNuuS+TZiuY1eqhLbI+LQB9Ukj2KSNCNGJIsi0jghE6T/P3t/FitZdt13g7+9zxxxYo47D3lzzprJIiVSokRTsuUR7oYFGB5e/WQ/GjAgQ7ZgwIBh2QbcT/3Q8IvQstW22wK6/Umfvpb1aaQ4DzXnePPevFPcmMcz77374SRLVRRLEqmiVZTz/5ZxI07EQSJi7bXWfwC/jqXBqXUQEqQTYKsVUTLDqtRxai3S+QgTz7FcD6IJluXgt7tUnNt4ZIyiFar3CBGM0d0dikJT6WxR8euo1QTllaSs1XhAnkToNEaG68giRWlF1nuIymIMhuj4DUye4m7fwdu+jbF91LyPla5Qqyl22MVqbaGzCKtaw3FcrHoXpETYDki73AvnCUYXqNUEHS/RyRIZhICk6D9CFznGvkoRz0DltHZvEKztMn/yFvl0iU5XZEaBylFpjN29grI9RLJCVtu4zTVk0CCbDVCLMU7YRCQxxXKKFYSl4clsjFqeYnSB09giT1cUk3P0vI9wXFQ0Y7kYkWcJTn0NK+yQnr6NyiKksACNtBxsN6DIIqQQoHLS3oPyIGYgnY0QWuG4Lm7YAqcCqsDfOMCur2O8Clq4SOkSnbzGLGzQsKBmVqwujpC2C8shXr4kdAXp+IJsOQUDMpmiJ31c28XxAvJZD4PCa6xTYNFY2yJdzcnmARjN5OwhSe8BDd8mtA1XX3gFoXNqRKwHBrXWoCUadPav8ujomOV5D3V5jyJVuK6PyhbUGk2atYCVKnfGn/0Ln+Pk7jf49MtlpOUb9w5ZyYDN3b0/kavXt0xPeosCXMXJ4Qm50jiWpBn6LLLiD5mMfNgd72AweJ+F6TPL0D+/+MgV6k6n8x072vF4DHznLviPwsHBAT/2Yz/GF7/4xfe9B3zn7nw8Hv+R7/FP/+k/5R//43/87r/n8zl7e3vf1Wf6MKC15ktf/Rrns4zrt67x5mvfQFSaHDz3Cl5QoXd+ioymTIqUpQzJtIslHVS0ZPTgEY5OMVqRrxaMBz2MtYtV62L5dcgjitWYPI4pVhNst4JOphgxwGRxKcvJEoo0wnb9UqY0vSSblTtXjCGdjTBGY2lT6pFVhi2gsr6H7YcYVdDYvUG1vYFTxOSWQ4pPlidgLC4fvE2epjgyxhSKOJmjVgvsnZsEQoDOEa6PKsqYRSwbu7GGU2uioilqusBpbVCptUimQ4iXmJqNVlkpO3JcdJFg1TcAiU6X5Th2fIoTNPBaW1iNdUw8KwlklaAc+QtJevmQvH+M29ok2LqJrDTJFsMy/zidI22JMB7J4JRKrU7Lytm6eYsn73wD2WqRJTGWV6HIC0R7H/IMIcBqbpCtFpCkCK1KpvVqhnADssFxqWOX7tMu2rC69wWsoIplexTLMW6ljnGrFDpHChtUTrEY4lTqWPUu0q9BFpEvJxhpYbW2kNUWQucl87xSw3Ec7KBBdX0PlcWQLJAYlM4xwRoiqKNVgVE5Qkjs+hqFW6WYDTGtJq1Wl1defpHFbMpFo0rvQrOMFdX1KrVWhyBsMJuMEZaL0ClB4FPELo21TWRjiyyNWeu0WPWPmR3HBGu7ZFmKKjLC9hYvf+rHSOKYulWwuBjywtYastKkTsCDs1NkpcXzn36R4ekjLnvnePUGi/kFrYrNnY99munZQ2azGZubWziuT71e5+6Dh6zkd+fqNZvNeHB8zjCWmGpAe30f1/fIkpTBuI9YxTw4XvHKi7M/1e75g/CdLEyfWYb++cVHrlC/9NJL/NIv/RJFUbxvT/3GG28A/InC1r8dxpj3Bap/6xpvvPEGf/2v//X3PfeNN974I9/D87w/c+lWv9/nt37n9/g/v/RNKp0dzvtjehcXNNvbLKZjvKBCq73GN1/7Auf9BaZ7DVPrYLk22cyisDyWsx6e6xLst4hmQ1bDc7I4AQ3S9pBKobMYYbs4+y+jew+JDr/KuEiRlToCgS4ydK2DsJyy8C0ycFy0KsfSJppjkhXCtrFcj8XoApmnWLU1Fv0HWKLcP1ZrFSbTGcnklHg+oViNyJIUp71Fdf0KOluRZTlozerykHQgqezcIlWy3L96VVSRks5HCKOQXg2nvY0xYIddqtJmeXYf41QQGLLRE5z2LtKtYHkh0glIzt/GpDHCC8lXU4RfwQ4C/EaXNE1QWQJBFenXUKsZCEhnAzzLRsYgFgPsoApCY8YnBOtX8Lb32bxym6oNLhm3rl3lydEh4+EYZQzKqeI6HiKek0dzRNiiWM4QlkQGLTDl/4FROWo1QVaaiCJDxytMHkORoKeLMsDDq+J2tjF2gHE8LNtFGEN0do+8d4gRElMUCKMw8Ry7s4/TXMPEC7JZHyElIlxDG4Wa9xDyCtpyyHJFvppgLB+rvYvl+pgsxtIORhpIF3i1NkQjnHxBY+fjHJ2ccXF2SnN9m+3CZ/b4FM8LyI0k7Z1gWZKDlz9N/9HrLM8f4boOCAvXcWi1u+h0ges41MOQaneLKM2wpcHtbDCbTvF0Su4IQpHz8gvP8/C0T7XZ4cnZJcvJkMbmFbZvvECBIFfgNJtce+mHkI5DlqYYY97VFidJ8j25eqVpytHpOfbuC+zuXOFbL/2WecrpieLo9K33rck+LHyQhekzy9A/v5B//FP+5+Jv/a2/xXK55L/9t//2vsd/4Rd+ge3tbT71qU99V9d7/Pgxn//85/n0pz/97mM7Ozv88A//ML/4i79Ypto8xRe/+EXu3bvHT//0T//pbuL7iHfeeYf/x//z/8X/eP0xfR2ycpsMV4r+MiPXoJZjhhenRIsJT548IQ03sDyPfDWliJaIahvR2EA391klMRYaNb0kFS4iaCCqHUxQJ08S8vkAy6tiSYPlV6hs36aY9Sn6x6jVGMtyMNEMk0SgFE5zE5yQfHhSZj/rnGI5RMXzki2cpeWeVD51ybIdBvdfo/f4PkUS4ZgENXxCPhvhtDZLhu9shPZbBLsv4F/5OPbGDXSlSb6akU3OMX6IbO9gd69it7bJckU87aOlgy7SUu+rMrTWCEwZJ1ltYfkhlhcCBuFXIc/IpxfkWYZCsDq9SzQ4Q0kHr1qHaEJ88g7L+19ATcvQD6k1UkiM0bj1Nq7ns713wPbuPvVGE50sePLN3+HeG1/j3puv86Q3ZDKbIylwwhbScSgm5wjLwa6vgXAwyRIVzSgmZ6jZJSZdQRqVXt2WjUjmyHyFI6H94mdp3f5htC4QdlmEVBqRT/sYrXG6+/jbtylWU0y6RKcLVDQFx4ciwSzHuNU6dhAivYBi3idPlqSLCbOzh+Tjc0QeoeYjhC4QaUSxGCKKBCuPsPOY9PIQtRzgSEO91qDT3eQrX/oyyWrO8698DK9SobN7lYojMMmSOCuYLZasVvMyfWt6Qig1oQOeY+PYFovLE6qu4PpzL+KqiIAcO5mxOL1LMTiiU5HUTMSPf+JFPvaxj7HRChkPLrlxsEMlm3Fx/xvMe0+w8tIrPgxrzBLF3bffZjmfcnJ2zoN7b7PRruH7/vfk6pUkCVGUUA1qfHstFAKqQY0oSkiS5EP/DXjXMnRr74MPF+MFs9nsQ3/vZ/izwUeuo/5rf+2v8VM/9VP8w3/4D5nP59y4cYNf+qVf4td+7df4xV/8xXc11P/gH/wDfuEXfoFHjx5x5coVAP7SX/pLfPazn+Xll19+l0z2b/7Nv0EIwb/8l//yfe/z8z//8/zUT/0Uf/tv/23+0T/6R/T7fX7mZ36GF1988QPdzf6s0e/3+W+/8n/QUzVuvPoyzvklTqXBdHBOkmRMFwndRoWGY7j/zjeY9HtU/Q7ognS5IHdd/NYWBoGsNlk9GpLFU6p7t3E7e8STC9LVBKQNRYbfWkPmEfGjr5JOeiUZitLFSSdLhLDQxqCLEbgBAhDGgGWjp31E2IA8IR08xqk0sL0Kat4njWf4tTZ2rUM6uyQ6foedVz6LyGOcehuVZTjrB5gsKa8FSNvBrTbIUGityJcDhFdB+vVyZxyPUEX+lDmukPECdEEyG1HML5FS4FRCjIB8OUQGdZxKE6My1LyP1mUnjsqx166QPnmD5Pw+luXgNjqYPKOY9lDLCcJy8XeeB6Nwam10ukIYheNYWL6DJRVCF+g8x1nbx+/uk077LOdjlrlBOHXcsI1lBFZ9Axm2SU/foJhfYlWaOJ09TDxFx0ssYVCLAcKysTAEnodT8fE2ruM21hje/ULpw97axq2E5BqksCiWQ1ApjutDMketCoTjU0QzLK+Kcmxsa4d83seky9JQZjknm/fRizFpnqDDBmAh611IFph0hnRtCBogBDKPqUgFjo2nVuTLMSdvfYnZxRFXt3+YB4fHrOKUee8Jg8sLhBeCUyFbTolHl1SqVSqVKmtOSnT5iOXlKY21PTwVsbb1EipPGb35dRytuHnjFt1GlZduXyWLV3T9Jp/+oY9xeHjI8fETvvy11xnlLlGWMR0fk6cpUudlaEtwnWgxx7YFuwfXOHxyTliM+dzLfxPP874nVy/f96l4NsvZkNa3da7GGJazIRXPxvf9973ue82Lfi+eWYb+r4ePXKEG+OVf/mV+9md/lp/7uZ9710L0l37pl95nIaqUQilVZgA/xUsvvcR//s//mX/37/4dcRyzvr7OT/7kT/LP//k/59atW+97j8997nP86q/+Kj/3cz/H3/ybf/NdC9F/+2//7Z/5aBve/4V2HAdjDL/+G7/J6TTjhc98gkpYZzKbczG6RGUp09mEySol2twCIbg8PaJIY6yw7B6pLsvrSkl6+Rht++STc0zYwVQ7qCJDaIMwGlS5E0yjVRlCIQTScsmXY4yUNK5/CpMuiSdD/O4eMW7ZkQ1PyMdPkEbjb18FDcX0Ap3luFtdWmtbZHmOqDTwGx0saTGzXNJxj/5bv4+sdcGrIfUCp9ZFqwIraFAsBkS9Q+xqA52tUKsZWoGsBKh0iXB8MBohy52pUXkpv3IchCpIZ5c4QmAJC+VW0PMRuV2+xmhFPjoBJLJSL6cCwkLWSt2yziKKvIZKI6RbQbR8zKyPMArhBiAkThBCMqfVWS+dsaZjkvkM41Wo1VokoxMmZ0egCpy1awjPp1hOSjKeVpg8BeGSnd/D23sRiYFK+QNuVhOMUlR2nsO3BI4jaB88x2LYY3r/y8SDHtge3uZ1gkaHOI4wRlDMLkl6h6zyBGwXWWlhV0KwHKTtlkXTKHScIIsM3xIEaxuMZ1OUKTXadlBFSwdTJGSjM7Inb+Lsv4BaDEnSBEtC0Fwji2JkPGVuch7djRjNllwkgo1WnUIbVkmGDjcQXhW/1sQOQmwvAKNIlhq3EhIEdWbHx1xGSzqtFvde/xrT2ZRsPqZCwnk2oXX7Bn7e5WCjznqnzRe+9GV+7+tvMU4txoVHpgztdpskOWP2+A2MyvBqLYJiSnwyoVWvsbFTY2djA9igPxpz+/btdzXOV6t3WC0X5HmG47hUw9oHunp5nsfB3g5n88n73M3SJGJ0eY6MJuzt7bzvt+TDIn992JahH8bh4Rm+vxDmvZXuGb5rzOfzdxNs6vX6h3LN936hh9MZg8seyWrFca9P6rW58bFPs721yXI65ktf/CKp38L3Q4Yn91HagBBMjt9mGhWEtz5djlmlIF1MEJUGq94R8eUh2fAMv72Ft30DoTXFcorwQ5xaG/XUz1tPzqnUm1TaW8yGZyxO79PpdKnUahTSY5kqFpMhWA5mMUIlS5z1A4SUSL+GzlOyyQUsh4Sb+1T3X8Kvt9EqJ48j0tWU+aPX8KTGa21hvCrxYo5s74Jl43b20EVGMTkHrdHpkmxwDEJgN9ZLtnbYRs2HCD/ECIGalIxot9LErtbJ5sNS960KjO2ikghZaZb3ly7IFyPssIUV1HDXr5ENj8kuj5GWxArb1LavEQ/OCLq7KGkRH7+GYzsEO7cJKlWE7RKPe1RqNXS8ZPX4G2htqN/8IYwxTA7fIFMFXnODYP8VtOWyOn4To4unNqlVjNbEx68jnADbr2B0jgAqjQ7a9hG2g1WkuMUKr1pn1XvMfHxJnqQ4a1fwdp/HD5tIr4LwquTRkvjJa6SDJzi1DuHec2TzIXmaYOsCIw1u2KG5uYuXr1gs5/h+hfm4jyky7NZ2aayyHFMsxzhhm8XhN7G8CvW9O+A3UMYgshUiXVCpBDTsgiKNSBXcePlTpNM+/cGAiWhQufIS6WJENu5BMqPSWmM1uMCKBty681wZZPGb/z9e/9LvYbwq7asvsr5zhVajUTL3Z2f82HN7/O3/69+gXq/ze1/5Bl+/e4iubpBLl3FUYAcVRDQlsA2Hb79O/8kjmleeY6Nd56U7N9jZ3KDd6RLW6kTLJeMnd/nLn/00eZ7zK//jN3l4PkK4IcJyMCrHZEtubHf4G3/pJ74j6/t3Pv/7vHU6BizGixWFNthS0K5VAcULu20++5kfRQjxfvLXd9BRfzfkr2+998lCv29H/a2/HT54h72afPe9/6S/Nc+Y4/9z8d3Ujo9kR/2/Mt77hQ6amyzmirR9nUiOmR/1cVzD2WBCnOawGtPe3kdUO0RJhhIWi7N3cGwLnWdIaRNfHmG0IVzborBd8tUE2/HJx+foLEJpRWEsJCDDBsKpkC3GWEEN4dhYYQu30cWybdz2Ds7ogknvlOlAsn3rZZx8gckT3HoXLSV2e4s8ibCDOsILsSotHNvD1Doseg9IlSTcuILjV7CEIXA9VipDuFWMV0VU2ujZlGJ4gtPZAzfAqXYxWUwRLcgnPYzWpaEKAhnUsIM6Op4j/SpoBfUNkievIZUiCGuYsE0RLVDLCflyjHAroHJ0kaKzHOkGSC9ECIlWBjW5QGcrnLUr6CxiefYQo3KKZIllSWyvQj4+x3Nd2LqGzjOSaZ/l2QNEtiIZnSG9EDteoZMVaZqUqVNeDYVBp2WXa/LSqYynTmMkS3Qeo3SGEBamiDFBFWyPbD6hGD/BEQbfL+073eYOFDl2Zx8BKKUxeVoaolgOor4OozOEdBC2j+VXsSp1LJ2RLybo2SWqWiW3BHo54eLkATpZ0rj6CgJBMR8iVUpl8wai2qKhMqbvfJHIq+C2N1HYGJUT+FU2r94mWwzRwyesb+0zODnErnXAr2F7HWwp8bqbrIoE6TuY5YjABrta58nd17BmF0hVsHv7JWJlUau47Kx36WxsUqt4mOwmcTTg7LzH6UWPQaTw613czhZHp+d0NnZRRcHh2RMsnVNZ20efn7HWCOm2mrz80kuE70mkeu94uAzlEEjbR3gVxLfiJnXxx9t2zr/BEp/tnV0s20IVisViSkjC87dL6deHTf76sAxUnjHHf3DwrFB/hPD+L/QdXn/zLVKrwtpGkyhOmCmb9OghTe0yCSqQLHjhR/4iqyTj7OyM+WxGoQVG2Miwy0Z3lyTLWK2mTNIlKonJ5qMyICKNcXfuYNXWENIGv17aXC6nGK3KLhiQyYKFZTHsHaKljd/dQ1Tq6GhBJhwyLbEcD+HXQBXoNMFdP8Dym1iVWrm3lhZUGqhoBtLCqnWprZW78unhNzE6I01tjLGoNNaxpgNMGqOjGXn/MarSJp+X0jBh2wgZlkYiQYEM6mSDI7LhE+y1faRbwWQrpLSQKiUaPCFLE9RyWtqg2h5WtYnT2sH4NUy6Qi0GFLNLnNY2anRENjrFqtSxu3uoZXmwAYU2BlEojFYUeUY0OifPEvIsJV/NQRUIv4rd3i3TsYIOKjdIr4qxbYrhGcaAUYpiOS5Z2F6IXo7LvblXxdm4itO9gpQ2ajmgiOeoaZ9iNsBEE+ztm8haG+PXYdKD5RSnsYbQBaqIKdIVwk0QdoCJZlAkCFuSLQZInVPfvIpUKaltMXnr8yyEotHZxLNAjZ4gwzXSSQ+vEuL6VfzWAXlWxn8mSYbX3cap1IjGfYTtg21jm4IsjWm11xhNzmjWQx6cHNJqbpEXBjt00MmCdJ6QTnq4KiGejah11licPyEZ92iub+OG64Q1m52d6yTTPo5O2OnUWd/aIY5iBscpbz08IvB92psHXIwPCWwHpQ1FlnF+dgpeE2FLOt0WlxdPSC2f816P0eDyfYX6W+Nhx3F4/a23sRqb/NVP3mG1iiiKHNt2qFYrHD64+4eK6LdGxcYYXrp1jbOLHpeTc9JcUaQxrZrPi8/dodvtAh+cXw3fe170H2eg0u12mU6nHzjOfsYc/8HCs0L9EcJ7v9CrVcRkEeMGDR4fHZGJCtu3P0bv8V0cWzIbT1jOhjTOL3hyfslkOCD0HeTWLqKxzWwyJpcOnW6TfDAg0waBQccLimSOU1vD9usgJPn0ouy01q6i5QwVzVBaY9k21u6LSNen6D1G+jVkYxvHKuVW0qvirIX4qwVx75AinWGvXcVubj4t2quSdOT4FOkCy/Ex2pAsp+RJhFpNySbnaK9OsZzCaoq1nCG9Kn53j3w+Jj1/gFFZOepu7eGs3yR78hrZ+AxMQayKUgPteMhqG8sLQGuczg7FYgpZgXACVHIGFRt/93l0FqOLFBYp+XyAcHzsehedRRitcVvbiFoXvZph+SFu2ETqDJWsyBdjcCrYzU3CvTsYIDt/iFYjrMZmGeOZrlBFTtw/wg6bCNtBKQ1eUCZo+SG2tFHRlOz8HkU0LR3etm5gd3aRAlA5stJEISnO75NeHlLtblJEU7TtYlXX0W6A0UNMkeB2DygWI7LlBXp6CYCaDzB5jskyivEplrShvYYlJWI1xq6XwSObm1vk0Yw0f7m870IhTUHzxqtk2hBdHJP0D8lW0zIkxQiMlFTqdUBgZStUNGeRzJjNZtiXPfIiJxkcM+9dQA52tYlVJKjlCNHZRlpVUscltms4m3Wsahvt18mFTZKk+M0NpKeZDnusbW7j+h7Cdlisxhgh2aw3sKUow1wEXJ6foOyA9to2i/EQjKERhtiVBho4Pztj/+D6ux3ut3bPwHuKqCQMw/d9J7+9iH6nUfF6K+TKRotef8g4lyxywdfffshZ75Lnb9/CGPN9IX99kIHKcDjkdz7/+3/kOPv7cXh4hu8fnhXqjxDey+ZcLObkhWY5mZBJj+7WLkG9weziMdVaA9fz6B/d5Uu/8SsYt0boW1RaLcaDHuvXt5GWYNDrUdRC9m68wCKKWY6HxOcPsI1B1FvISlg6jmHQ8z5JvCSfXpT7UcvH27qF5VXR6RIZNLCbW2VR0RqVRhilkdKlSGLyaIxRCoxARXNEUYBdBiQIwCQr8niGUIrU8Uo3L20QjU2EG2JWC4rBMYlTQTgefm0T2/JQyYJiOMBurCHQ6GhKthhhpIVBks/6CK8C0YLs/B5Odx/Ltsu0K8tGxUtkkWEQFKsxOllgtCkPEdJCSge7uYlwPNLTt0AI3L0XMHlSdqS2gxuEVDyb1eUxuRug4iW6SFmNe6UFqBfirl1DJQvs1hZerYnIY+KLRxTxkmIxwVlvILwWWueQp1hBHSp1lNGoi3tIawfLqyC1wuQJ0q2Qj04pxqdoVeCv7SEcm3R0RiWoEdYb5H6VVTwh7x8jnSpWvYuI55hoDhhMkeJ1dqhc+zgiXZIPjknnE2Tg4VmwubPLjWvXCGt13nn7glqtju1b5HadeDJAx3OiaEUezdHJAtfz0DrFbm5iG8P61dsUGmaPvkH/6C6NvVs4zW1kfQMvF2RCYklBxTHI1hrzJ29jKh1MfRMzG5IqhQzqVLdvMFgNYXRMuP8ccaEwiwmN3eeYD58QLxfl3rjIqVUDAs/Ftmza9ZDBfIotDJfnJ7T3bxPPpwg00WTAzvY2k+USz3WZzJfMphNsy+bw4Tu4+ZKdm69+VwzqDxoVv333DZ48fIcrN1/k5p1X/9AI+aVb175vedHfbqDyJx1nP2OO/2DhWaH+COG9bE7bdlB5ymSe0tq5hhACx5Jsrq/RaLa4uBxQJAvm0wl7tz/O9sF1MIbBaMxkNMCTEk/FTC5OWd/YYX1zgwezS9RqCG6I7QYIaeF29pGOS5FGqHhRum9hQNq4rXXcZofkYoZ0POzaOknvHjpZYhYjsmSFcUNMtYlVW0clC3QyR68q2PUudmMDDOhkTrEYIJTCCIlVaeKtHyD9kHzep5i9Vhb0So388hFa5Zg0Rjo2QuXIsIP06wijKJI5wmi89SvYfgMct7zObIBaDJF+CJU6xpLY1Q7FbEBepO9KnvLFGGk7OFu30PEcvZqioinCttFphFVtIoVAaU0Rz3G0Qqot8sxFFyn5bEgRTfFr7dK/XBW4jS5aF2XmcmsHu9LAqZR749m9L5FnKcwGWJU6GIPRC/RyhM4SdBYj3UrJQJdWmbzlVEiHR+SD03IUvnWLsNGCPGZ5/pBiOUIvx8jWLtUrH2f+4EskZ28ihjV0NC0zx9E4fhWvvYXQOXZrA1TG6uIRiQQTT3n+Ez/Kjau7HD96iI3Ca7RwbIfJ8JJsfEYqCjy/CZYm0xqyFV5nl0p7E53HZHGE5QZYYRNt2SynU2zXY3BxQjQf460d0Ln6IiwvWV7cI5kPCQ8+Th5HJOMe0rIJGmusHdwiHtVYPPgKq3GfpNrCcg2O6xJrQ55nLKZjTDznhY/fxAg47Z1y5eAqF1/8fU7vHzI8H7FIcnRR4KuIg90tqlcO6DSrhJ7LycN3eO3zv0GaxCAlaxubfP3th4SuIFnN/9gi+q0R+bePiithCFgsnQ64AdVaCIj3jZDPLnqst0JOzp+wvrlDUeQ4jktYKwlEH1Ze9Hczzv6wmePP8P3Fs0L9EcL74vBu3iGsuMxPB6xf9THGML08Q8czZtmSx2+9A9qQjy8YHHlEyym2ZRNPe0TLJY7rEFRrzE+PePTFOcLkzM4OkZaDEoJiNcVtbOC0d7AcF+YjTBphVVoYU6CXU1QWk4/OyZZzjOViTEG5ZDXI9g5FusLyawinipBThBOQj8+Qfg3hH6DzFIQgn16gkwhZX0OvphgnQC+H5MMjimSFFbZxujnuU5OT6MmbpIPH2M0tLK+CG7ZxugflCP7N38BtbmCtXcdyPIwpENLC37pJPj4hO7+LrLaQtgdCoNMlQjhY7S30wkU6Dno1L+/BrYBWyEodncSll7cx6GSJ5XjosE0x6TF9/AZS5STjczQCf+0KXmMNPb6AdIVVaWB5IabIMGiS3mP8/Tv4nT2iyjtoM0dnEUJa2O0drFoXadmoeF5GZ876GF2Uk4rJBXm8oBgcIcMWQlpYlsQIiV1psP7cpxjc+yqTh9+g9sMHhJtXsaQhHl+yvDhELQZYQQ1bWvg7t3BcHxXPUFlEHi0oFkNMsUIrRf/0kC+spgRhg1p3G+U3SQqD3TRw/A7J1GL95i6FVkSnMUGzRXjtJbLFGFRBNF7iOA5CGzLpEA2OqbS6BJZA5xnx8AS7vUFdSNblilW2hOkFsoixdUZtbRPLdomnQ5SwSXKFMxugF1NExWM6ukSlCQ/vvoFejHj5YJ3trQ3yPOf04i5H0wlpklKpt6jFhqRQ5YHPEiSLCV3/Ki+99HFsKXGTEY6UOLtXuXr9Fn6lWpKvzp/Q698ju/sGH/vkj/yhPe53HpH/wXOWiznjxYorN19kuhyzXK7eHZ+/d4R8ZaPF8dtf4Mtf/TphvU0Q+NQ8C8932ap7H0p61nczzv6g6M1vv+8/7eHhGT4cPCvUHyG8n815l41OG1cf8uTRPZaDcy7ufo3JMiYxFvGqdPtydl/E2b6OVQmxXYt8sWBx/CZ+fY1ifQ9tNIvFjGg6IMsVXmu37IgdH2NEScLyq6VhiRegLh8hLAdpWTA+ZhUnaLeCSZZkgycYaWOH7TJeMahj1dfKcItGF5GuIEvQqynJ0TcR0kK4Qdlla13+GDgexfgY44Vl1xxUUGlS7pmLDGdtD7e1SXzxiPziLtbtH0N4FbKL+6h4gV5Ncdf2S6MSnYNllxGUXoC3flCO2Z0Ktl8BywPbRU176PkIoXOM45U2of1HWK1dhGUjvRCKHKvaQsUz9GqCbG1jVxoURYbT2iTvH6KVwt19jvDgJTACz6+Rr6alF3ihEI6PDLsIUzA/u1/GaCIQWYyREivcRwblZMBogRU0sFu75LM++eUhq+PXCXafw2t0sVwXp71PEc/Q80tyXRBsXaG9vs3k9CHx4JT8/B2yzatlLnhrnbT3EC0EdlBDWjYOOb7lUiDJlmNEnuB6Lp2dXVhcYhmNrLawmussl0sqnke9UWO4mmM31onnU5bRChUtCRxJ4Ptk00vy5bg8aKQxUlqsVku0E1BmlGa43XWEG+C4PtliRF4suHPnOovZhM39TSrNLg+Ojljb2ufi+CHL6Qg3bGN7AZsHN8nShOnx27zxm/8bdjKhs7bOWrvJ0WnBf/rl/4219U0cx+L+N79EEqxz48YtHPuQwvK5duMWzVaLwdkRVd+lVqtz+OAdRJFRv3KH9Z0r5KrAxDFhLeTaredZLJaMTu7zqN5ga3v/OzKo8zz/jqPiPM8otKHbbNKfDymK/H1/9ysVhqMJ0WpBZ+8WVWWIcsMqihmdX7LmFfzEKz/1obCrv5tx9v+s6M1n+HDwrFB/xPC+QPrRjDVrxVvf/HX6gwmxU8fevc7axlX6b/4+heUg/Tp2o4vKE7JRH+3WMNV15oMTUmWobFwF28Hy23gGglqL7OgNiskF0q2gLZtCUOYoG42VrZC1Fo5fxQnqUNsCN0CpnPT0LlgW2vJQeYSlFWoYU0zOkX5Y5jlbNqLWwURTlMqx8rT0mc4TRFBH5CkybCNsF52nGA3kCTpLSS8PyYanyCDE6eyQ9Q4pTt9GB3WE55dSpO4u7uZtimhM2j9CGLDamwjLBstBA7bjIMMOJl0hvRAd1FDRGKvSRs9HWJUaIBFCYvKUYvgEoQu8Sp0sXZS+2kEdo/JyPF6pU6zmWLUOVrVNPDqHPAWvCkETkcWkg0cY6WBh8JrrxL0l2dm90rJTGISQWK0d3OYmCDBFDkYj4zmWH5JphcmiMgTE8aAoMKZAIjCWh55dEAdVxlJiVZugc+Zv/TbRkzdx/QoCjW0yRKWCdMpc7bCxhi0UaZphdzZxXQfRbtKsh/QfRUwGF8S4rNsVwvYaxXJCNLwgnw6o790hefAas4dfw7MkSmtGJw+odGPqB8+ztnsDFc1wbclbX/sCll9FyoLNa7fZvnqT2WxeWsQeP2B1eMr1K/tkaYrdaVFd2+b07IRktaC9c504WrIYHVELXK7ceo7lZExyfhez6LF75xXaW/ss4pS+rNDyKrjKZruzhq5t0e2uc+fqNi/evMLjk3NiCY7tsLF7hYtHb2J98ytUTYISNoPZkpPxO++mXLVqAQf7e9y8/TxOsaIlIsYfEEE5nU6/46jYcVxsKVhMpziWxLad932f49WKQb/H9o3neeWVTyAELJcriiLHsmz650/oj8bcMeZPXRS/23H29yt68xk+fDwr1B9BvJfN+cL1PX7+//Z/J9m/RdVtYq9dQRjNhRCE+y9BHhENzsiLouyEa2sEYRcVL0rpjypIo0W5M3Z8CmGVGmm3it3cRDo+Op6hl0PU7BKvtUU666PiiExp7KaP0BodLxGOiylysvkZRhfk+Wk5QradsruulvnIbmsXE3ZJz97BGINVbSJcD7IEHA9RaaKXY4xWWPUu9toVrFqH/KnvNZaD290vx9JCYIWl3WiRRuhkBX4V2w3Q8ZJ8fPo0DSsAr4ZAgLBR8+G7bHCjFQgb4fpQZGSTc4TWZVRlkaPTFU5zHZ2UJDGVJTA4gjxFeEEZEZkska094odfKnXXtleGkhQZslJDr6ZIp4LMl6iZIp0PURd3qYZ17PYBs2EP8hjp+GWXvxqX4R7SKu8vqGFVWqALdA4aQFrYQQ1hQT6OyGYDhNHIPMJ1XIpsBfEU4ftI20dpg4mGmPwMv9Ehm/eZRhFOY4NGt0t08RgWQ+ywyfbLn6F//IDlcsZyeEEx6+MKjScUbreL41eZmhhpSW5+8nMYv84bv/3fSYyDrwSTUZ9OvRzxWo5LsZrj25KrL7wKKieZPWKZFGRxxCpT3Lt/j631dR6cPWQ4HFKxDFGWYnshtk6R4yd41QqX73wFFc2Q0YRg8zqf+Iv/F4ajEdkqx6lU0SZnlsfI3gWt9S1kvcN0vuCVl14kDKscPTlh0n9CmufMBud84qBFt7XO195+SKN+he761rspV/3RJf1vvM6N/R0Ugk9+/GOl9/d3kDR90Kg4rNVp16q8/eBNXrh1jTCsvvs9NsZw+PAdkJKr12/9wWvewyyX2/sfGrv6exlnf9jRm8/w/cGzQv0RxHst/bTWVNvr7Fe3ufukB2nC7PwRKk0wRiGkTTLu4W5cRQQNkBaOW8Gu1qmu72KkS1FkiLBDkcZkFw+xa10kYHkBVm0NZbsgHYTtYQcBMpmSzscY2yWa9gGBVWtjt/fI+kcAWPX1MjZRFyUj2/JQiyEUqvxcboCsNDDG4O7cJus9pFiOsRrl4UB5FSwhsBobZaGHsquvNNGrMcXkrLQF9WtljKYBZ/M2ydHXUfNBacSyeRNhe5i8lHqZ5Zh8coHOopIYFnYwi1FZcC0b8qTUFWvQ8QKBxBQJOo0wyZI8jct97mpGuPccwdWXSzvOxZDo/D4mj/F27iCcClIYcHx0Uh4WhF9FSov44iFSWpjFCM/kbOzssdAuYjZFLSYkZ28j3aBc9Wcx2E6pv7Zd3J2bZchHkWOlKyyjyolIukQtx7jVBq4oiJdDwnqd8LkfIo6WaCHRCKw8p3Ac8sERDacDix5S+ARhnej8IbMnd0uL1FRhWQm5sDHhOuHODUS6xM4X7N+4Q9ha5+zwLms7V8iMTSJdOo022zdeYDyZsRqckg414e4eNho7X1Esh3jre8wvT0jTvOQhLEZYUlK/+gqPRiuG08cs51OUNlieT6Qcqo02WTSn0aizsb1Np91mcAns3eDKrRcpioLxZEqltYFfqbFYzbFEwTxeIISkFtSYLMrdcKPR5JWXGiyXK2aTMX3mPHfrJq+98SaFcOm01wgqAQBFkRGtYo5P+zx8/ISOjNlph3zqk59gfX39D30n/6hRMSjCfATZFqvF8n0jZDdfsraxiV+p/qFrwofLrv5ex9kfVvTmM3z/8KxQf8Tw7TrNy4szLodj9vdeQD08ZjnqYbwQN2yA7ZNlMXhVHL+KFmDZNqgE2wmwW5voQsFyilqMyZcTitUEWW2UTluTc9BFOX7WOU6tTTF4hE+O095AVdoUw0uMtLA7VxDSQkcznNb2UzOQKWreLx3CvBCTLCh0Tnr6Tmkh6lbBZOTnd9GLAcW0jxPUUfMhUO5HyRMMBiwXLAfLq4IlSR9/E5MsMdJC1iBPlojhMaZQFLOL0lKz0nxa6OxSM6xLuY9w/NLEpciwO7s47d1SmrUYIdwKij7Ctgju/AXywSHF8KRcDwS1ciwvnpDlOXaaEqztYdXarI5ex926jbv7EsXoCCeoYTW2kZ7H8p4mfvx1nO2b2EKgZz08z0F4m6ySnEyUTmFWUMcYg4rm5a4cg0mW6HSJMeV4XFoOwqsi/Cr59JKoKLD9CqrIUVlMNLykGB4TtDYQQUhr9zmKySl5EuO1t1HakJ91qLuK1DiM7r3G4OIxuBWEZeH4VfI4YuZWKNIUoxROUCN3Ai7vPUbKB1y97bGYjqnWO1T9KputOsvJOWDobGzh5hHxYkgtG9Fq1BmRYHU20VnEwy/9Bla1RXtrj812jenSJlotyKWPqDhcbQSsra3z6OiI+eNj7MCm223i1TvYfpXJImI+HRCGLQCOjw45vRhQSQ227ONYkuxbnucVh+VsiMS8ZzcsKIqc11/7JlYy5Te/9E3uPXyMkQ4njx/Q2dxlOhrR61/iNjdYP3iO/sPX6W7tMjEVfu+PcOT6oFHxC7ttfuKVv0l/NP5DI+Sdm6/y9bcf/k9jVz8bZ//5xLNC/RHCd9JAikqT5RffKF3KVguscJ327k2i6Zh48ATtVMHxUcbCJCu8oEp08QhLCrz6OsvBKflyjJr0cNo7uJ097OY2ejnCFBnx6dugNE7YwA4bxPM+meOByYkvj0rHLa1LdrVbRTg+Riv0YoS0XQg7pQtWusAohYkXJfPWrSAsD/IULWOMtJGuj4mX5YGiUkf4ISpdYkuBwJRpWEGIiQpMHmPV2pgsKS1DpQCVIYMKZCl6OUYnS4rRGSpdoeaXCK+GtKyStR4tsNf2cbr7CGEhbBervobOyp25vnxIevYWlhdi1TdQswsKrTBpAkKCtEgGR0jLBi8oR/thG5POMXkG9QCVLSmSBdIPceprhFs3qdYa6OEjdJ4zu3hMgoMjNCRzsssHWLUuWO7T+1JlFOhqjlEZ+fgCU+9iWTbC8bEqddJpj9ViSDE6oajUENGYZqONkAJXGFqBTf8yBaeK7VeokuNduwPLPt16m/7pY6ygQW3/xXLSUd8inQ9Z9Y6xhCCd9njwxV9Ha02erJhOxhzdfxviKd0bH+P6wU2u3nqe+ahPEa+wah32rxzw6PUvka3GTOOCSneH+WSObfv4nke4ewfL83AbDVx1Si3w6NY8qo5gOThDVhrcefFjRNMhi8UE7+oLOEEFx7HwPY9otcng7BBlDBs3XqTSdQi720ghWExG9E8e4DUlN/ZeYvr4CVGak946QCnFZe+cz//+FzBFymd+9LN4gc/xOGU2HvOVX/l/I+sb5NLDSJt2c0CrUcPOFly/+UPsH1z/Yx25/qhR8Z3vEG4BcNa7/J/Krn42zv7zh2eF+iOCD9JAHly/QadZ553LGY4XYIDp5RlOe5vo7CFZcgbSKotPHpFfPEDNLrGCkOn9r5BpnoZOdNBFBkUGSKRfR2VR2WHOh+SzDBNNEdJBWS7kCdlsQJHGSK+KTCKK2QAhLKxqA4xCOGW0pfQrgMEICzMs7SK9vZexqnWK/mOs5iYyi0vXLiRaFRhkuW91AlQcoWY9jMoobBedxuUO/WkSlo5niKCBXW0jshilx+AEFIsBJovKMXTQQAY1KBIsx4OqwNt5AVROseqD1ggnwBQpllehAMxqivAq2JV6aXBSpNjt9tPdeQeBRAlBdnIXg0GrHD3pYYocrTIcYciiJcLxsMMWmKJM8HJ9vGabdDVlNb3Esmz8zjbab5Rse6XQy0npCFdfK8lt6RIVz0vmuF8rvcyrLiLLUBcPsbyA1vVXSFZzdB4jJRTRgtXFQ2S+olar0666tNpbDM+OOD27QJ+coKtrGDcgmo+RloVmgpYu2q0gkxnS8Ykml8haG7fSIGi0kSiiXHH55AG3n38RIQW1zhqOLSjiKZfDMcavIbTCqnVx1ITl/bukyzl+d4+sOqFaq6GTBVVbEFZqpf69e4CvNOtXn8f1A+pHp1y+9U3S6TmOvY0SAUWRsJoOmV0cYQU1Xtm7BudnLFdLGp01bL/KoHeBNVjQ3dxhMLikqhYMHr/N4vKYw0cPqTguP/ITf5V2d43FfEY0H3N2coZuH2BJgdRPs9Avzpg9nvCxj32Mztrmn9iR64NGxR/0+J8Fu/p7GWc/S9H66OJZof6I4IM0kFEUs7V/lfPRa1yM+1jCJ7VilFLk0Zz04iHSCSBZQJGhhcIO6sSzPoUyYNtIr4rV2YcsIhufY4oMq7aGdD3czh6F46OjBXkyw6QpTtDC4IBfQwob4biISg1v6wZEM6xaB7tzBZPHZCdvkV8eguujZpfoeA5Ko/qHKClLfbBXQ3oedn2dYnqJjmYYM8Oqd5BhG5PFaJVj19YRtlcSzYzGWC52Z5/o/heQqynS9ZFOFeFWyWeXkCXIWguvUqeIFog8QkiHIk8weV4Ga1SbGK1R8QJj2yXT2vVL7XN7G2/tKvmsT3HyOm5nH2/nDmp2iYoXYHultakuHdGMNqW+Ok9Q0QK/3sC2LbQGI8D3A9AFKl7S2tgkWdthORmhJVQ3rpKnCXlRFnxcH6ddSuWEX8UOW8h6t0wH6z/CcitgWZgswaqvIYoU7bfwDCDbxLMBNg56OmRnc4u1azfIpMdsMmJ42SPFwm92qYfrzM+PKLTBMRkmGmNVO2jbYznug86p7tymUm+iowmWyal31hFFRrKac/boHuu7ByymY9Y7bXrnZ1w8foe1dotRlDBenrFKEoJKBaUKsmTJdDwkmvaRzQphp41JCsLuFs12l2U8xfV8kJKgs41VOWI1GdPubpLFC6aTMfPpiFjBfDzg9S/+Jtv7N7CKjPNH97g4fohrC2qb18jtgCs3n6Nd9dDJhG5QY95scvMTP07taYdaqYZcPHnMtKjQvfIc03EflUTUak1aG7tMzo+YjXpUnu6uvx+OXGtra3zmkx/jq1//Bo/f/DJaSJphlb1O/SMzjn6WovXRxrNC/RHBB2kg8zzDr4bcvnOHJ/+f/0ocr9CWR55lWJZD/eqLGAREMzI0CS7MRjhrB9ga8uEh0nIRRYzOE7AdstEpru0i/W2wPXQ0L72vbQ+rs49xK8igiVPfQIzPUIshAoEdrqEKhcmzUn/sNBFhm+T8HezmFtKv4XWvggTphxTjC1Q8Iesf4nb2EI6DsR2K8QmmUJhsVRYhL8Cpb2IsCz3vo8bnyLCJzmLSi/uoRRkkYrTCqjTR6QqdpUivgu5dYG1ewbUsHCGJ5ynV9jaLUQ+TLDCVBlgS6QXoNMGqNhC2j7BdBDYgsCpN7Fq3DOtorqOVQs8HmNUEq9pG1joweoIaHWPvvoBUBVIXaFVqp/PhKVKI0td7foljwWI5I8Urx+IUsBhgSZciTVCraZl57dcwOscJGuRphI5mWGGnPFhVm1hSkAyfQKIoohmL47eodTfxKgFRb8F8YuMUEdevHODZkt7JYy4vzjEImu0OsyiliBOwbIJKhXjcI5mf4G9qvFobXeugVYbf6GCT09i/xWrco9FqYXs+J69/iTe/9nk8G55/+eNUd/cYDvq00ynJ5YT+g/vI5jbGcqhd+wRrjQ6Dd74IUpMrzcXRI9bsnGD3Bmvbe8wHZzTDgCCsMZtNOT96SHXzKus72+we7HLRH+G0t1i/+Qrf+MLvkK9mpIspp+98HSng4skhSjjcfPVTyNWItmvY39tjPBjy5smIe49PyTWY8B2uXb9Bq9Ol3ztnVYD0AhZpjt3cpOI4OF6V1XyIHVRZphGXF+ds7ex9Xxy5BoMB79x/wCLVaANSF1RdwXO3bn4kiuCzFK2PPp4V6o8IvpMGcjIacvedtzh+fMhwkWIHAegcwjbe2j5OpUG2GLEcXaLiFcVyitIFVqWJMUCRYjd20WlpDaqVQjoeorUNRqMWQ3SWkA2fICwbq7WN9GuoNELoIaYokNJCIbDCLmp4jKHsTrFsrKCOsJynkYw5Oouw/BDyFOmFeNu3EUOPfHiCLhJs10VmKcKr426sodMIlAIhKRYjdPw0ECSZ49h7qMU5Ko5w1q5gt7exvDomXZBnMcX0ArvaQgQ10tEZlucR2JpifIrb2sILquTjs3JMHDRReYaO59i1ThkM4ddK68t4jlZ5SXxzfIrlFJPMSktPbRCOi3Rs3OYWxXSAsO8jnYACTR7N0GmEXk0I1g+Ynz5CLQYYIRFqjhEOWRKhPR/bq+N7LnZQLQllQoB00NGMePJFjLDxD15GSAu1GGJWI5TlUEx7CK9aurd1dhCtbTKjEbUuanRCXmTcf+2LPD47p1CC2aiHLQx5vU1eGIxcUm1v0jp4jsu3v0Q0m2DSGGVNyaY9sGwqtQa2bTNbLLEdj2pYxxEwazYZTS84fPMrBGrF9s4OoVWw/vyLRL3HXJ4FmFoL2b1K+8otBAJhOeTDY9IkYTq7ZD4dYzWm+L1TPB2zde0Oy9mYB699jbOzU1oHLzIYj0mTFeH6Hjv718niiLWtHSanCa1Oh8uTY3SypN5ssrF7hbarCbw6B/s7PD46IbEq7L/4I8wHJ+RJwvk8Y/Xmm7z04otEqyWrJKN75zq4VRaLGSYvSLSms7aBClwW75wQrZbfl53x+4rglefYec/Y+/Nf/eafeRF8lqL1g4Fnhfojgm/XQE7HI954800Sq0J79waP335Ac/cW/f4lWZ5TDZqkSUI0m6CSFVpr7LUDzOyyNDLJEnArZddZRBTRHKMKrKCB9KqlHtvxyE7fLlOx6l2k0chKs9Q92x5WkZANjhECjEqRQVgagYzP0PECncWYZIXRGgTYYQcDZWKWX8EKu2A7mDxBR3MKy0GnSyzPxzv4BHo5LL2pkYAGIcCtYvsh0nag0sRqbGCFXZxaG5wAZRQy7OALiTbgdPcohsfE83Pqocf2wQ1UtcIKQ3L6kHwxxqq10WmMWk1R9TUsr4LT3ccgyIbHkK7Kbj5eUBQpwqlgBXXs5hZOeweTrshFacRSzIYYrTBFik6isvhX60QG7Fq7TPCq1DDGUIzPyvjMWz+C3LyJsCzEaoJIc/TgSZmdbQzSr6PzBClsvL3n0PMBejUDy8HMBjjNLUwaIYM6WloIJP7aFbQlGL/2f9Jb1fDnS6yggdIGWWuRFgYrWaB0gdPZZHb+iDxLsCoNsB3yxRBRJFjhFtoNKSxJkQ2oeZL54Bz8Ou2rL9DtrtMIBHm2YjW8oGLb7DZ9vI2P8c137jPTkrW1rdIfXSnK33JNNL5ARRN6pyOi0Rnui5/k1R/9iyituffmG/SmS8L2Bs2dAyyVMYuWmNmceDUnqNTwHRvH5Hgo9m69hNKaIKzTXt/i5O5rNM2Mxw8fkXhNdq7eQhtDPB9Sr/pEskKSpRw9PiSsVimKgqBSBS+gGTrUw5DheIaxJbnrkRc50WLB4YN3PtSd8Q9CEXyWovWDgWeF+iOC92ogH91/m2F/QCR8uhu7XAxeI+4fU9u9zVZtnXtf+zxx/wzheEjXRyuNu34NtCKfXGAsG+lWEEHJ0nbXr5GPzzAqR9bWwLZLHXE0wWiNXV/D7u6SXR5itMJubWHX2k8lUx75+AwQZfSiLC07NQZpORSYUipVL7Wn0rIQQRu9mj511wLhViBPUJNzVBphh+0yQrOzR46F5XpgWag8Q8wv0asJatZHVGvYdh3huGgMxeCw1BgHIabaQCxGSLs0cDHONSKzIlslIGckozNEUMOy/XJaEISgi1KSVu9SnCxKdzEBSBsVzxAI3K1b2K5BWG7JUs9TitUElUVY1RaVg1cppj2S3n3soIlprkO6BK1QaYwqLlHxHBPPyWeXWNU2wvYoFOg8QScxJktBSnBc/O7HkbU18vN3UCohefIWbn0du7lGNhm8qy9HCAwSjURnMcVqQT6bUrghzvot7IqPbdmkqxXZaoWOZ9h5hN/axMwuSJMEnApuo4PUBb7vE+zdYTk4YX5yj3D3qbQsWSDXthFejXj+kOvbG/zwj3yG4ZMHNFxNPjrBDzw8L8C1JHkyJ08TLNdnfnnK7Mk7iKCGt3ULN2xSM0sOOlVklrDon9DrXRDLgGvXblD1XCbRDGnbVFrraKB3ckxYb9AIbGbFimVuuP7CbcaXZ+g8Y3BxTqPZwCpcHjw65JXP/Q2EEGRxgmNJru7v8Pj0nIlSXPQn3LnZoOoIzg7vcuX2i2xsrhMEAUEQMBpPeHj0DjJZYKIJe9t/eGf8pyFY/SAUwWcpWj8YeFaoP0L4Funkt37nd7n39hvI1g698zNWizmeH6CKnMV8it3ZpYjneGELp71DFi/J50N0ukJUGphCgeOUcirbw+gChEU2fIxczRDSxm6sId0KVq2JSZZIy0NKC2HU008jkJaDFbbKTldrisUErQ2WF2AHjdIopOiX5Kr5ABHUcXbvYFc7JUN6PkBPeyU5K1mgojl22EFWmxSzSzBg0iVa+SDKQlYMjilWU+z6GiQRyvLKmM2wi7Dc0oqz1kV6VbJoionmWG4Fe22DfHzM6vh1RBSX2dDYCMfG8hsIxwVhIfwqRpeHDKtWfhZZ7ZD1HpCdvoOaXIAuSga5tEr3smiO3dgEo0rCVVDHsl3sagentVkSwC4PUXlCMbjEaqwjn2rP/Y1rFLMe6cV9ZLWFjheYbInl1yiyBIxBZBGy2sbkMXo5JllN8XeeQ61G5ah/dontVShUgclSjCrAdtDSxq51qe7dxvEq6GSJzQDLbyDlAUX/EKezz/TsEcZyMJaLZ1t4QcD61RcRQZXBfYuo/4hZsiS0BaLZIEkz0sF9up7hznPPY4whLQq8ZoPeUcrjL/8+qR1SpBHZckU2vSSaDpkcvYUVtmis7aHiBb67TqBr7N7YIV1OWfaPadaa3L75MSrVkPnglCJesdbd56Q/obBc4sWAmsxxdcrGxiabu7vML46YXZ6SrZZEBaxv74NS9E97XJvPCap1xuM+67WAnZ1twrDK4eMj7h6/xblM2GzXOF9cEPdr5I0Qx3bI44hV/5hNN+WlH/80f/UnPsP+/v77CuqflmD1g1AEn6Vo/WDgWaH+COFbpJPpKmMRJWRqTFCrc3D7BRYiYJIYgq5PVdSIe4/QqoCgUcqILg/RgJoPEbZLsRhjpgN0Mi8dsGTJeNbRFOFWkdJBOD46zcCS6KJ8jlXrYnkV1HKMduJyn+tWytF5NEZYNtrtIOMFKp5SzAZgDGo1w26sYzd3kBik41EICcsRwqug0wiVpAjGuGqfYjnGaWzi1PZLP+4ixQyOymLe2CDYeZ5i3kM4frlfTuYI20c6LjKol/IwL0RaNjqagRdgHB+8CkIIjFdqm7FdpO1guVWM0SQXh6hFv3QY86qYZEWRrDDpEqvRQScrivMpVrWBVW1j+RWs+gYIKOaD8uCjcuxKA299H611af1pe6XbWxAipY3T3iLvH5EYjcBQTM4xaYJKV7jVBk5nD4oMIQXCdbGtdmlCYzT54Ig4K7tilee4ocEohZQSNR8ABmMUMqjhIsq0r0Y50bCUpshTsKvkaUIyH1IgUcbGimZYazt49TUwOY6K2L96i4vViMHR10g8BzPr0lYZB1vr3Lx5i+VqxfHZOaPLM95++y6XR/fY29nBb9mEG1fITr5I7+5XqXfWkUWC61dZDs6wigTLEVzZXaO9fYAVjZmePmA+viSeDdDRlOcOdlnM51i1ACEM/emc6WLIRT5HqhStJY7QiGyFj8KpNyjinPFihQQG4wlf++qXuXV7QbticbB/ExA0Gk1uXb9GkM/4zKsv8sL1fd48GdEbjum980UyZXAtwW47ZPPl5/nUc/vs7+8DMJ1OybKM+XzOG/cOWcnvnWD1g1AEn6Vo/WDgWaH+iOC9pJP1a88TPDhD1vepVEMGoymeMJg8ww07iOkKym0w+WpMdvmYYjlBSAekRAiBcD30fIiwPZz2NsYIdLrA8qroeFk6lOWlzSaWR9E/KnfdhlIPnSfkg2NUGmF5VQyGYj7Cam5h0pg8mWOSCDtskg6foJMFTthEzfuYoPS+zodHZTdabaGTFTmKPI+wV1Oc7hVwfASUXatWqCzB+lZgh1HoeIG0PWSlgQRMukL4HaygSTE+KUfCtoewXWSeIB0fr94pmbX1LlhOeYhYTpEVjbd2QD65oJjkICRS2hA4gCjJdqsxpmGVRRUDUoBTwRQxqAK0oljNSrZ6pYm7cZVi2icbHGKSJc7GNZy1axiV4jY3yIdPSk172MYKGuAE5WFJKbQqsMJW+X+WZQgU0nKRnf3S4W01xeAgXRuMwmlulEYzRYEMqpgsQSUleU9rQbYYY2wPLAcpbYzJUemK6HyGQYHlIlyfef+E1eiSfNrmpU/8MBvbB7iLU/arir0r+6TGZf3myzTaXXqXA3LpExmb8TLjchyzWilWT87ZMy7bu3vYtsU3Pv9b9M4f4K9fpeJVqHge0hTY2QILQZYkkCu2t3fYRbN7fY96s00YVpmMRhw9PmRydsHF66+RGIeDT3yS/WvXefjwEY8uBixOH1DpbLJ9cIf1ICjTrgaXoDWP7r7FZj3gs3/9r9BoNIFvFZhTru1ucPPmTVqtFqn+BlvbO0jLwVBuPLTKCUXK87dvMRwO3+2e01xx+PA+ym/yIz/24+8W2e92t/yDUASfpWj9YOBZof4I4NtJJ8vlEikkDobO1g6jCzDFRcn4NoIimoK0kQLS47cwboAVtpF+rRypxlPS03tY1Sbe3h3s+nqpcZZlrrGoNMvoxFWMCJqoRZ9iOUZgk1/cR0/Oy51xNAdTFkOTLHA2riIbm+jxCdKvI5vboAq0VuTDU+LeQ1SelqzzIkY+df3CEohpD9sLQEr0aoayLyGLoLlZTgQmF6hZD2E56HhGdv6gtECN54gsgbW9UpY16xHHMxASp7WJ5QSkvSlFunrX/ERpSitSJDpZgO2j8hRWU9RqivDL3T1CYExZpK2gTp7HqPkQ6ddw1w5AlyNm7Dr54LCcLkgbky7xNm+htUFLi/TyGFGpYTU3yzXAcMTq6LIMF9ncRVaa2M1NTJ6S9R+Rnt9FZzH+7gvYYasMEtEFxeISvZyWIReqQMeLcjQO5F6/HHkDlmmjVhOy/hHB/ouAplAK4Uiwfbxai/jsHiqaYTc2cG0La+0alufiWhakK6Jkydd+6//g5ZdeJNARn/r0qyTK8I37J0zv3QP7CO0EVBttRv0L+ssM41bYfelHcPwKq8WAi6Wi293k6o2bPLm4pFr1CURK1QvwEQRhjfFiwWuvv46jM240LV554QZxtGRrZw8QtDpdGq020WrJYJ7QqlephAH9k8eo5YSw0mTqN1HGorO1g5SSerODSJesffrTjPp9LnvnjAeXFFmKKhSLxZSQ5N0C8+2JdNPlCmk0O90Gn3z14wDvkyflRc798zGq0uLNew956c7Ndw8B381u+U9aBOEPOvk/C6ORZ7ajH308K9QfAXw76USpgtbaJos0ZXjyED9s4VRCktP7ROMx1vQErS3UbIICnFoHy68hKw2sxiZmcIiu1LEqdZzWNgIDzQ2EG5TmIukSJW3U4Lj0CtcaUxQ4G/sl41vaZXGO5qWRil9HL6fISgM1fIK3cQ1n7QpCWGWBlxKTRiAd8nEPU2TYtQ541bIzHw9RyxHe1i2wbNAFVljuxpPjbyKrHaygjtu9glY52fkDtEiRXhV0QdZ/jEqXmCzGaE0hLPz957GCJiZboeI5xWIE+QpLQDqfoJ27JcO5yFB5grAdEBY6noE2iCJHVuoYpUDlkK2QTkkeQ0qsehfpeGSXh+j5ADUbUCzHqOUEZ/0apkjJpz2SiwfkqylBd7/M37YctJEU0x7u2gF2YwOjC4S0scIQtZrgNLZK8ppXKWVgRmF5ISYOyJdPELZdssCDEKe1A9IBrUtCnLAA8W6wSjE+Q9sulYOXQCm0VsQXj4gPv470Kliuj9YFIp5i2V3C3Ru4dsm+n5894N43v8xf+qE7rG3vEMuQj9c3eePtu5z0h1TXrxCtTojTlCJNaHbWaO/eQNous3TJStuMnpyS5ZLq+gG7a21q7RrdzS1mwx6p9Gl09kkWM3Q0gDBgtkzJp/dYLRdcu/EcQbXK8LLH8ekZ3XaDIs85Pu+R5AqhMuLRQxYRBGGdZDnHsm1mg3OqsuDGJ3+E/vkJv/f//U/8j/+9ZIX7tuRgo8knf+Kz7yswa2trPGcMi699nbkq0EKySDVv37vPfDZnZdXeZWaPRwMs12Pv2m16vVOOnpzwyksNyj78u9st/3FFEOB3Pv/7f+ZGI89sRz/aeFaoPwL4dtKJbTs0Wy2absh01GM2eMLy8pis95D5IkLUNynSjCLPcLdug+OhlxOwLCyVYTkeKmyCMehkgeUG5ThcF+B4UGSYIgV0mWgVdrGCEDXtPR03O6WP9mKItDyK4RNQBm0K3PYOxnbLTlfaSM9HrF/HunxUFu2gQjG5QK8mJfM8bGLSCHf7DnZrBxPPy+u6Fey1q6h5HxXPsZsbmDQuiVyui7C90r2r1n2qN56SpQOkdDCiIDn8OtnlY4xKyQenGF3gNteg0sTp7mGFrVJKliVldORqjkoW6CJ/On2oYDc2MSpD5xlqNaZIlug8AulRTC9LTXM8QwgLf/8l0ouHpL0HmPN76Hkf3AAdz0ub0zyhmPUx6Qq9Gpb/F51dpOujFmNMNKUAhM6x29sUj79O8vjruN09kJI0fkyxGJJPS092abs4G9eRlRZqco7dvYKzto9ezdDZClNkOO09RJ6Q9o8oai3yNMJkKSpZYgdVwt07YDkIt4aaX8JqiJXvI/0K2TzB9UMKVbCazcicOq987BMANOohv/Vbv4vt5Zw8OSdeLfC8Oq3tA7xaiyxeMZ/Pqa3t4bZ3yJMVFcvBqrfJlxMev3FGXlkj2FhnuUzpPbjHmh0ht1/m3uUKKxlTny/pHd5jbX0TxxIUizGTZQr1bbbuHBCEIfFyydvf+AKzk7ewiyX9qkdYb9AMA7au3SGOE05OTvE2rvLDP/6T7O3vU+Q5y9mYu49P6Ha77xa7wWDA57/6TVaiytWX/2DnfO/B2zx8+00+/RN/+d2i9K2M6SyNaLfXmfSfsFyu3o2n/G53y9+pCNbrdQ4PD/ndL3+dzAnfPbR8r0YjH4b957MUrY8unhXqjwC+nXQShlVatYB+XHDjhVeZDM5ZXjwgi5fYzU0y4WLSIULaZW6z7ZIVOSaN0UWKsD2kW0Uvhui4ZEVLy8W4FYTjYdIIO6hhggZGWjitLcjjMtUpj9GWg9GKfDlF6OKpW5aDdH0EBjU5w/j1smsWZWTkt7o8HB/j+MhKC2nZFLN++ZmcAGE7iGoDFgOKeI7T3sFqrKPTFWo5Q3g+anJRMrYrdUSRI6pljrTtbiBstwzxaO2UB4lZD9IIIy20ylF5gVNfx6qtgSkoJj1QOcJ20Gjy0ROc9es4jXX0coRyXPBqGEBnMfnlISqa4m7dxq42wA0wQpRe3LaHOb8HRYrV3CxNSCoh2vFQy8nTznaAtOzyUIREFClGV8F2kJU6UIaPSNtHiG9QPCX+CVH+0KIVwmjy3kOk7ZS69CzC8isIx4FkiVOtlbv++QAhJZX2Gvn0gvT8Hnm8RBiw6128RhehFNliglUpqHS3MbNLsov72OYqejHAtwS63uFhb876aZ958iUEgtkyLS1N3SperQ6uh9/ZQ2mBMZr5eIgRNtVWl8XYEC9n7OwfcLC3z+GjQ06ODqnt+yT5I+LVknx6wSys8JWHPa5d2aFTDfjYJ15l0O/hZHNevHmV3//yV8mbuzz3/CtlAAtQazZ56Yd+nF6vR7Iac/u552i0uigh6F0OuP/Wa1yMFzTcgDjLsW2bTqfL+sbm+/bIwAfqmXf3r/La2/e5HIzY3tkFRJkxXQ8ZXJ6zeeUGudLvpnN9r7vl9xbBwWDA737+9/mtL36Ny8iwvb2Dun+Xg6vXaHW637XG+pn9559/PCvUHwF8J9LJwf4ei7sPOD87ZnJ2zMXZGap9QHPnNsP+ORXnJtHghGIxQHohOAEmS9DzIXgVTJFRrKaISQ8ZdhB5irEdyBJ0XnZdWkjsoIb0Kjhbt1DpkmJ8Wjp6rWbY1SbS9XE2bkA8B9vGWbuOsC3UcoLOIhAW6cUDZLUJwkJNe9jNddytW2Vxlu+UpKrVqOzobRuUQs0HqPoadmunZF+bDLVYoKYD3CsvIYzGWA75sCSNGa/cw+ssKk1SjEZiUFoh/BC3UpqGICTFaoyaj5DVemnFGXYQtQ7FclJmP0sB0ie5eIQuUqyggRaiNGMJ21hBjXT4BDuolweRZIWaPqIYPcFubuFt3iinDkWGgVLHnccIAfXrrwKG6cOvY4octRwD5Q+1VWmQxXOK6Rmy2kGGLWzbLsfytS7YHjx5g2JwXLLMR0/KvbRbxXUriCLBrBLUcoqJZliuQ7W5TV5r4pmcXC1J7Sr+1lW8ehdRaaPdMjglnw3wqk10siBbzUmjJUGnQ62zQdUq3ey++fAMYTm88MLzXCkMF7MUp7nJ/OQRTdcijqdM+4rx+WMsYDyZsLg8IxkPkDu7tBsV3p6cEWcZQZ4TLS9BpaxtbLFx6+MY22UUz5mcPeHqzhYH12/S753x6PExq1VMsOFhMGRRjFI5luXgBxW69ZBe/zHj6QynUuPscsh4tmC6jAjrda5ur7PE5427D97dJ793jwx8oJ7ZcT067Q6Xo+m7XbMQgoOr11i8+SbH994smedCslos/tQEq2+RRoexQTd2ufPCTaQ0DC7PWTx1U2t1un/iPfgz+8//NfCsUH8E8J1IJ2FY49ruJt/8+td5+JXfZBRpRNAgWi4AiR9UyHRKMek9zZcGtRiiihRbNVHRrNzbqhzyFOEHYPmYZF6mN8VL3NZ22WFnEdnFPcodnIW0XbJkidPcxF2/Uu61ixQpZfl6aWOyiGIxRFSe7rSFRC2H2O3tcvebJ+W+1wvAdnDau2XohuOSCQsRTchGp6h4QTHvY/K07CodF5NFqMUYlSegFU5zE8ty0aLAUO7khVtBbFwnHxyVCVmLMUIriuUEvZq8u/sljTHJEpXH5XSguQfCwmpsgh9imzLaUq0mIARCSIsijKcAAHlnSURBVLRSmOWIZPAEe/0K6Ck6WSAsD3fzBlbYxagUk8ZI20fWAwwGlSxL1r1l44chWTQreQOOC8mSfDEgG51TRFOEZSPyBGFVMAjMYozJEyzHx9q8VrLMMUi/Qjq5IPOrOEGIMBpL5wSdDbZ3dnGEIkzWufHJv8D5W1/m5HLI7nOv4HkesRZcFBGptkFnJXPeCVhEMcpIJmfHCCuhvr7GZDwmXNsDx2G2WLFz5SrxvbtMdUKRRqhkReCHnL79BSa9ExpXX0RPB4hkxvXnnse3Jb/7m7+BqXZpb1eod7dItcEqEnS8wPV9kDaXJ5ckFz1+90tfYzBdUHUk88sn2L6Pnc956wu/gfDrSNtHFwkmmbPeCMhrAfHFI+5dnrLQLq7UmNWM/StXuP38C4S1Budnx+/uk799j/xBeuawVmej2+buwyPy/A92zq1OlxdfeIEv/N5vInXG4MjHs60/FcHqvaTRnSubXCzu41crWFKyc/UWZ4/vc/T4kGa78yfag/8gOJ89w4eDZ4X6I4IPIp3c2Qg46qyRtNvETshCOyzyHnm8QtTXkXYFWWli8hxZ71AMT4gvH6KjOVa9U7puZRGWFBTLc9S0X9qH2g5WpY50/HLEm0WldjqaIywXy31a1LMU6deehlaUEZA6mpbSKGlhV1oIKUtGdrJEtHcRwiqDJ6SFjhZINwCtUekC227h1NfJhUCnMcViiM4zhOUg3QC9GqFWs3J8rAqKZInd3i+Jar37CL8G0kEICUZDnmLVuwjHp4hm2O1tFAZZaZb2nxhQBWbaw6gc4dcQjoeaX2J0Dm4VFU3LUXNjC+lXkWi0X0EvRxTjU6ywg0ojZFB6bpsiRhiD3eiiswTpBti1NaL7v098eVROCPIcPRuXO3ApMMkUYQeIPKKYXuB297Hr6xCE2G6AMbq0ZS0y1PSydHjDIMMu1mqGLaGxdUBeFOSTC7L+EX2TE7oW67Uai7MHLKKMWqNJJ/TQwmbe72EXMVmSY7wqs+E5JpphB1WklKSrGUMVsRqc0RtNeP5H/zLttS0WUcTO1ibXb91mcvkbVLIxx199TKXeLWNPpUQtRtjpgmvbXT716R+h9+SQN+4fEhUamUcsesds33mFaq3G2dEhk8tztLSZzebsHdyifnAdr7vBdDrktDdAJSuS1QqtDMIquQpa5eVhzxJc293kh29u8ZV3DqnV1nAsSbDd4cb1q9Tq5Qj6vftkYcz79sgfpGcWQrC5scnx/Tc5Oz7EtZ13u9LJeMCrd67x8u3r1Ov1PzXB6r2kUSMEjiXJkpSgUnJIOhvbjE/us1zMkUL+sXvwHwTns2f4cPCsUH+E8O2kE8dx+O3f/T1M0MR31yiw8TONiebI+jpOc5Pk/D5Z/3FJ3HJ8rMY6ajXB3bxZummh0EVekrcsF2H7JYGsUsNu72BXm4iggUkWZP0jTJGhshgRdiGalv7eXljuUaVEL4aIagsraJBf3EWrFBXN0dGs/AxeBWwXVI4VlD9qorWNTpdlIlUaYwU1hOVh4kuKaQ+rvoYMQlAau9IsvcfDJtnwDL0Ykp18kzxooKI5MpphSQd75zZ6OcZu72K1NtF5Sv7oK+TDE+zGBk53D2k5SL+KTpZoVZQxm6OT8jAhbUyRoWf9cucs7dI4pN4FlWGyFMufkk/OMEqXBcMUmKLscIwoc41NusIYgwkp792rAxrjVhHuEhWv0ItLrOY6QXcH41lox8EO6gjXRRj1dH1RLd3JlmN0ukCEXbLBY2xddtWBBfHFfaL5DG000nJZDXtIX6Ku3yZXGpkvcasN1GpCq7sJNQ+TuFjSYjw8Z3n8BiJZYPkhdtjEdX1WUcIyjSmmb3M5WbK+ucPGepeWB7YlubqzTsP/GA8eH1Op1hilAj9OKbKUzVDyqR/6JI1GizPh8NwPfZa3vv4l1lo7zJYrPKGwpYUX1OifP8JyXKqBx86NFzBFjusHdLeuMD47YnDymKyqePVzf4M8XaHyHOtpytU3futXuFVx+Cs/9RfJpMf2jRdwPZ9H9+8xiMowDSEEru+RK02eZ4wHvfftkf8oPXOSRvzYqy/QbFa/AzP71Q9tdPxe0qhlyZKHMu6zHVxBCPD8CoU25FnKZDz8Y/fgPwjOZ8/w4eBZof6I4b2kk+l0yniRYLkOWZESLaeMej3S+RA77IJtle5kgM4i7LB0yBL+OXZ7B+mHoBUSg0lWyEoDYVnkg8dYzQ2sagvh+khpoR0PK2yVxav3CJNFCFnaddp+DRUtsCwLwibkScmUXo4xwkIt+gBILywlVPG8jIcMW5gswmluotIF2fk9iuWYQlpgOahoho7nqNUEu76G09pC+HV0uiSfXVBM+ziNTayghtYF0nLB9UoSmetDkWG3Si23SVYI6WDiOdrxUVMbwjWkG6CWI0w0xekekI2O0NEMZ/MaxWgFTmmYYtIVdmsTp70D0kYMj9DTABl2sLeuk58/Qi0mJRFv/WrpH+74gEHFC/Lhcalzd1zyxRATlVataIUxgrzIMckCv9qgqLcpMBgD0vYgzxBuBWk7KGkhnQA7qJHrAjProbViNT2nSGNMUCNYO6De3UJHY8JagzRJsOzSDc5yXEiXnBzepdLaxG2t00ASL2eoehNZ7yA7u1h+HV0kaHGB295FRAuU36I/XTAd9WF+yed+/DME1So6aPO5Gy+ws9bim3cfUWl2GY7GTKZThpc9/EqNOI5xgpSqpVnb2qKhDEkekw2fEJ8fMjq8z8bV2+zd+jhho0087SOk5OLsmFqtQrWzie/C4d032Nw9IAgbxMslJ4/foF1zOdi/RZ7ntBp1gqBKtVbj4Np1Fm++ydnj+3Q2ttFaoLKEs+NDuoF43x75j9Mz/+inP0X3+yxP+nbS6JW9Xfpf/yb3357QXdvC9T1UlnL65DHrVfuP3YP/IDifPcOHg49koV4ul/yzf/bP+C//5b8wHo+5c+cOP/MzP8Pf/bt/94983S//8i/zX//rf+UrX/kKZ2dnbGxs8JnPfIZ/8S/+BTdv3nzfcz/3uc/x27/923/oGn/lr/wVfu3Xfu1DvZ/vFVmWkRmIZnPOnzxkph2SaIlKI1gMMPnTDs/2AJCWi4qGoHJMunwq+zRobRCiDMxQtoewfYxlU0x7OFs3UdG0tBzNIkR9DXP+DsVsgNvZKnfNXhXpBeB4OEEDrRV6cIhGIIzGWbuCTmKkXynZzn69DKmY90vJlQBUgfXU0lONTtHJEqRVMrqDBnZzC3fjBsK2yEZnFGd38faex928jTDmD/TSyzG4Aenpm8iggTG6zMpurONuXENnq7L4qZzs7C1UfR1dZAitsVubqNWo3GePfYrJOcINsFvbSCdA+iHSdkszGctDVurIIseyPHKd4dTWn5qeSGSlgQk7YNmoWR8Vz/B2niu12NEMbA+7tY1ZjLAcB3/7FsmkRzaf4nhVkniO5YaI2hqWdLD8KvmkRz46QRsByzG2H9JstjBFjIPC7bxAKn1q29dorO+QTgdYUrB48hbKqmLXu7iehwjqLJZjLh/cJbd8bFsijKGzsUfqtVBOQJ7nZJNLZKWFqXex/BmO4+B1dnCzOZmTkERLrEoTbIdOo8rOzjYXoxm19X3WNzY5PnxE79FbkC5IJ0PCasgLt67TqIU8GUyQXogbWNhBWBrBWD4FksHlOYGOef1rXyJPYsKKyyTKeenmBnGyYPToNTKlcS3JXivk1U9/DjUf4Pv++zrjVqfLSy++yNHjQ8Yn9zk/P2OjIrj13Cd4/s7tP6Sj/pOYenw/R8TvJY220jWOjx6TRitGgxGnj+6RTMfc2Kxz+2NXeeHbPv8fd72PqvPZM3w4+EgW6p/+6Z/mK1/5Cv/6X/9rbt26xX/6T/+Jv/f3/h5aa/7+3//7H/i6n//5n2dzc5Of/dmf5dq1a5ycnPCv/tW/4tVXX+WLX/wiL7zwwvuef+3aNf7jf/yP73vso7TLcV2Xy7NT7j06ZCaqqGoLO9xETXulSUkWlxabjbVShmRZqGiKXW3ibtzEaW+j4znFbEA+eFxqk1VePldYZJeHZINjLK+CMRqjNSaPKSYXuI0ObnsXkgXGDTBOANEcZUpXMJ3EJZPZ8bE7B+jFCHRKPjrBqnexgvrTXbNVRmU6Lt7aVYRXJclitFaY1RQrXCvNU1SGXWthhAX9I9z1q3g7L5S7clWgTCldsoWkiGfIosy81vEcabsYUyAtuwzccH2E00ZnaVlY6xugc9RqigH8Ky8hjIE8RascMCDA6KLcES97qPjpbj2PyXsPsCoN3K1bmGyFjpeoyRn0H5eFOovLEX5QL0lwOsfxQ3SyKjtrt4LWBtneJbt8SLEcYnWvITBkvQcle95yyk5eOhTjxyhh8Kt1MlVQDVsEtRbVzausstI8JV7Oyx1+vELUN8GycNSSaHhCZgR7t1+hd35KPLpkvpiXcjvLRTa3KKIFshIi3BHu+gHS8SCok5zfxfIrrO9fhWzGa2+8TXttnVsvvszB/h5hGP7BuHbnCs+9+AqeWvHi7ev0Li543J9x4/p1Dvb34Ktf53e+9jqJXUeonO3NDbqdBr2jB5h4ylqrQXdrn+c//iI6T8vM6aDB/mbIZreJ4zgEQcD6+jrRcsU4GuF53h/qjOvNFjdv3eHw4TvsVLf58R9+levXr3/HTvRPaurxYWiSvxO+RRp9/D9+k//xta8RrF1h4+bLbNyUnBw9ZHl5zNX97p9YVvXM/vN/HXzkCvWv/uqv8uu//uvvFmeAn/iJn+D4+Jh/8k/+CX/n7/ydcgT7HfDf//t/Z319/X2P/eRP/iQHBwf8+3//7/kP/+E/vO9vQRDw6U9/+vtzIx8C0jTl7TffZCF87PY+Ok1Q2YpieonV3il3s8sxdthBRXOy6SWWW0ULWWqWXR+JxrY9dDJHpREmzyjSBY7WCCnLZCzLKXfJ0iplW8bgNncRbgWlFCaaYeLTcq+rC7BdiukFRhfIagMwZXKXZSMdn3w+wuQZOl7B/7+9/47S7CrvtOFr75OeHCuHruoc1S0JFBGSQCbD2OIdRhiTZY/Hy+EzjAe/NtEz2GC87EFrlhkPYyzhBYbPDMjCBuYzSAQJISGMkFqiu9WxunLVk/OJ+/vjdBdqOqijuoBzrdVL1D5x16nDffbe9/376TpCSoz8CIFn43cboTiL0wuNJTQZulL1WnjtOng2yu2ip4oIwwolNHUT5dlII0YAiHYFXBffKyOFRBvaiAhA6xsLzT18D0UHoWl4HRtZm0NJHanK4cdFqojyXGSnAXYLb/koQjeQdhvVbYaj61QBf6kKQqIME02EU93CiuMJLZwREBrKdzHXXIGQYC9PhdajmoGnx9CtBMbgOoJ2FeXZGIVhvF4LuzyNFbiY+Unc0hH8IEAm0+j5YYJmGb1VQqb68Hs1utVl9HQfbquNHkAsmcHzPFpzBzCVTyBEWDKmupi6Rax/GF3XwrruxjJufZGgWcPLjuMjMYWOj4ayOwiljiUihr9bLZ6Gbj3UgheKarXCWH+aDWtGj0loKvoKBeb3PsOhAx3yuSKJeJxUKkMiUSXtHqZbz9Nu5kgk42zcsJ5GuYTTdNDGBrGDLmNrhlhaCkgXBrnm+usRCGYO7WPNYJF0IklXWnR6Nrs2hgYbPz0yFEKcOulyOMu2zdc8Z4B7LlGPS12T3NfXRyGdIp3OEotb1JfmMDTJ+pEiE9ftorw0z55n9tPf339WATaS//zFYNUF6nvvvZdUKsUb3vCGE9rf8Y538KY3vYlHH32UG2+88ZTH/nSQBhgZGWFsbIzp6elLcr+XCqUUX/qn+zi8UMF2LLxGFczEiruUOiYlqQKfwOnhO138+iJ6dgBNz4QZy0IgrOSKNaQ39wxeu0rg9HDm9xBbsws9NwR2l8BzkFYCrGRo4mE3CeIpgvoSJDJoyTwyO0jgtPDrywS9FipQuLUF1PJRJAphJVBWAhkQTg1LDTyHwLWxZ/bgLB8Ft4vXKoNmhr7UiQxGcQ1ecBjVrYeJaEFAIBTKboUj+WM2CtKMIawUfnMZzBiaZqA8GxW4+I5CVabxOzWU66LFEigkym7j6wZSapAqohkJvFJYn+wsHwnX8XUT4XQRmgFGApHM4s0fwK3MHLPBzOMtHzqWAV5A+C5mPlw7d6oLKxKhRv8Egd0FFGZhHC07gBDgej5uZT6U/TRMhJXELU+D0yXwfGQqH06Z91pIFHp+FC2RglgcdaxEyddjdOoVnPp+PN9DJyCez+C328T7RrGkQatcZXK4H2nGsAMBQscOFMpIoUkdt9MK5VU9G+XZBAQo14HAQ+CjaRpGPE4mGSNvSaTXz9bJUcpLCwQKjkzP0Oo49DxFbXmGAz98hLGMgT2UZiylkVo7yuHZo/zrnqeYnVumf2CAnZs3UuzbxdSRw+w7OMXSoqLR86BtM3v0KHarimY32LZjB6Vqg0bTZr4VMFlvoEt5ypHh8ZFxrVajVCoBYQC80Nmw56MmuV6v0wskN99yK0pIPM9F1w1SqSQgMDT9nDO1n2um4FLNEEQ8f6y6QP3UU0+xdetWdP3EW9u5c+fK9tMF6lNx6NAhpqam+JVf+ZWTth08eJBCoUCj0WBiYoI3vvGNvO997yMej19QHy4G3//+9/k/X3uAppYiOTRGo+vg2118u4uWyKLnBvA7LdzqPG5lDuV2Ub6HXhhB12MoIcKMZaWQQgNNDw0qAh9pJRBCQx4b7RJPIdpVvPIMyncx8qPYCwehNo9ybYSmgRT4rRKBAtxuqMPt2filaayJnchkWKalAp/AqOGVZ/A6VTQrFSpspfL43Sa4Ei3Tj9eooATg+WC30ZJ53PoiwjAJlIJWFd+IIfKj4XS954RT90IQdFvIwEPmh8FuIzQLt3QEJTWs4gQil0S5Lfx2M8xi79RRnQbWqI6+dl0Y4J02ge/g1pfQlI/XaeA7XYJOgwAf5fnIeDYsOdON0KazU8fK9YOWwuobw/cV0mzgNxZCm8/cECImw3pwXQ8/PDQDkcpDc4n2M99FKIHfrqNZsVCZLJYGp0Pg9lCBj5EfCZ+lo4U5B0aczuIRlNPDLs8hCuNYySwymSZIJmg3p2g89Qia8gh8D7fXptezcYRJr93Gri2SzPXjel28bg1/uoZeGEMm89Bphl7fsRR2ZR5dgC8MnG6LRqtFutdlsdrmye9+kZJrkB2eZHB4BFOEH06ZpMXkmmEmhwrMlmrI4hpu3H4j5UqJ7/3bE8SSaZqdFq3pHnpxDVeNbGLm8AGqe/YyW6nQmNrN6GAfQ2MTLJTrGPhksJmdPsohy6UvnzvtyPDZblfhKPLgBY18L0VN8qkC5E8ytZOnnBk830zt080URKplPx+sukBdLpdZt27dSe2FQmFl+9nieR533nknqVSKd73rXSdsu+mmm7jjjjvYsmUL3W6Xr33ta3zsYx/joYce4pvf/CZSylOe07ZtbNte+bnRaJz1/Zwtvu/z//3ivSx2JInBcWR+BLvp4HXDQB0gwhGiGQvXlZ0ugdNDSEHQqeOoGloyH3pQOx18BEKT4c9BFyM7iJYsgB4LtbBVECaNofC6LTQpUZ06TquEnsih5YYAgVA+AhDmEMKwsI8+hcgU0QpjGIl0KEHqdAg0K1zv7bTQ04PI3CAi8BBOF1+T4fSwFcMrT+PF0nhOB82MgWYSdNv4jWUE0LO7mI6NlkiHtpeeE7pYNZcxR7djZPrwjmWeKyUwMv0YwxvR4im8dg2v8yNELI2ZyNLrtbCXjhA4bczhTejJPJpu4bk23emn0RJZpO/iySaeHd5P0K4AEj2eQsbS4DtovgtGDE0IPKeFapfx2jVAQCwVZp07duiCNbg2FC7pNEMJ0iD0mpaBizm8HpnIEQBSM9AyfXiNEr3ppxC6hZ4uEnTq4XKAq1B+AAEYgY8nNFSnSbuySGd5GhRofo943xhtmUIvDhN0Ojj1KmjxsN4+UASyiVubCfXOM02U06U79SRGbhCcHqTzeJ0GraUWhiVYt3kTZnEYo9hG1trYvS5HDx2g224SC7rs2LGLZVtw/7cfojC5hfGJPhSKQrGfoeFRkn1jPP7dryP1GNdfuQkpBcl0jsWlZUqVKlZmiOSadYxv3YoUivLiHKpZYuPoAC+78QX09/efcvR3KUa+F7sm+XQBcnRo8HnL1I5Uy35+WHWBGjjjF+u5fM3eeeedPPjgg3zxi19kfHz8hO0f/vCHT/j51a9+NZOTk/zBH/wB9913H7fffvspz/uRj3yEP/mTPzmrezgflpeXeeBb3+G7uw9Cehjf6dGZPYjbdfE0i8B3CTo1gk6dIPDRYklUMovmA8pFL4wfk7PU0LIDSDOB167glaZRKFTgYmSHQsGTeDZcV9ZNfCuB9APgcJhJrmlouoHQwhIjIz+CjKUIuvVjZVX1MBNcCoLmMspKoCXz+FYcGiWM3ABIHS2ZRdNN0FPh9HttiaBXJ5YboTe9G3f5KFJIRDJHEDQQSqCcLm5tET03iO12EWYcEXi4S4fxe23Moc2hmAsKLVWkN/0kgdNBWBmCTi30c24sEXSaWP0ToQqZ0JCZIqpdpXf4RwjlhzaVnQpCKQK3i64yyGQOTTOQArBSCK+HQKHFU2iBjz3/DFo8QdCtYzfK4DsQAAQIu43UDILeIvZCO8xI1y1kPI3RP4Hm9MJ1YRR+o4QRS6Kl+xGGhdB0lBNOScdGQ2tS2+lgDEwSdBpI3SAzvBan26Izsy/8kNT0sCTP95COjlUcw41l6ZSnwyx+t0d63RX43Qbt2UMESmAOrido11CtcpiB367glaexCqPY3TrCrZHfuI5rr7ySTDLJQsclMTTB5s2DTE0dRlc+W154M91GBeix3HN56sHvs6srWai20aWgkEmiBw7zs0eQZhIRS9DrdUgkksSSaWrLs7SDOPmhtUyXmqj9hyhk0wz2j3BgYY5C2mP9+vWn/Fi+VGpcF7Mm+UwBslw/SEwGLFziTO1Itezni1UXqIvF4ilHzZVKqJl8fGR9JpRS/Pqv/zqf+cxn+PSnP80v//Ivn9W13/zmN/MHf/AHPPLII6cN1H/0R3/Eu9/97pWfG43GSR8B58vxF3zfYhPZN8mazdexND3F4tPfw5ExAs0INa51E6d0FOXZ6MU14f/5J9Poqb7QLSuRJXDdsGxICPz6YihmErhIK43Wt4agWcKtzqKniyiVCK0flYfQ9XAKPT+MObIZv1lF6kZYE0yoqy2cLn51PpTcNOIE7Rqepodry26XwOlgFMfwe13QdLx2FSMzgDATGIVR7MVeaOMYS5LYeA3KC32fpdMLnaHsNnphBAhXp+m18Z02yumi5cfCdXgzgVdbDD2jA4F/rD9+Yz6cZei1QhUyMxYKqGgaupVE9k8irP3Ys3tDpbJEnvj4NtxOCxX4CDOJkcjg2x00IZHZgbBszdDRk3lMTdKd3UPQrIMRwyiO4JdmMfMjyHQRFQRIM47XbdE98H3MgbWhcprQQDORsWQ4sxFL0SvPoQdBaI8JaPFUqCMeC+0wpZUM1+y1GLhdOu0mUuroiRR0GxgDG8iObaRXnqNx4Ac0p/ciNB27VUP4LsmRDVi6Rk8IjEQGPTeC1T+J26rilo5i5AYJem16iwfw22U0t0OhkOKWG65laGiIR37wQ7pmnuV6E+ouLgaJVJZ4Kk08EWdp/xO4fkBLZvBiOUY3X4Xd67C8OIffaNCqVFhcrJLpG8Gxewgk+3/8OL1uj/TgKEEARiqLmcqx1Ggxc/TfGMuaJLIZGo3GKUeul0qN62LVJJ9NgEx7dZJB95JmakeqZT9frLpAfcUVV/C5z30Oz/NOWKfevXs3ADt27Djj8ceD9N13382nPvUp3vzmN5/zPZxu2hvAsiwsyzrncz4Xz37B16zbiPn4AeKxGG63iTkwib00R6ActHQ/ge+hOT3wndDAQQUYA+uQAxsBhVedw+80w+xn3wl9lJvlsGwq049ql/CqswROLyzxMmMgBDLVF2aWtysYhdFQutPzwvVcz0az4gihkPF0uH7qdJBWInSfcm20RC70xY5n0fKjyMp8qLVtmAS+i+w2Q0OQZgmkhjWwDn14M/7y4dDkQwhEPBMKpHRb4ag+UUBaCfx2BXwXv13Fnv0xwoiHZWaGFY7shYaWKaKZCY7ZUUHghaPzhWfw2hVIZDA0HSPdh+obxykfxRpcT3x8B0z9CL9Vw6vMIM0YgduFWBaZ7kdJDVVfxkeEKl7dLn6zhJ4uhtaeyQKxwgh+o4SIpdD7JrBSfXQ1HWlY+O2wZE5Iwqlw10aPpyCWxDRNet02BIpYfgRfKdz6Il51AT07iLQCpK7hNBrhyDtmYhRG8coKI5HFdRx8P0BPFZC6STxbxBxaj92qoxVH6QYObquGZlpY+X5kzEJ5CTzC2vp4/xp0XRJUpjG6JYrZFMVikb379rFY7zC8bRttZdEkhpQ65eoyw80GuXyRSrWKmczSNzSEHRjYjkM8mSZTHOSpw4dpLs3RqDapVspo3TLjE2txyjMUhidYf82LWJqfp1ZeoKW7xGMWQod8LoMV1087cj2Xke+5JFFdrJrkswmQlaNtrt68jtmFxUuWqR2plv18seoC9e23387//t//my9+8YvccccdK+2f/vSnGRkZ4brrrjvtsUopfuM3foO7776b//W//hfveMc7zunan/70pwEuS8nWs1/wAEU+abI4tQ8v8ECPYQ5vxO11Q9nQ0tEwQziVR0tmwszj5UOhB7Nh4js2wjBDq0gzhlYcx1ueCj2TyzPIgQms8R0g9HAKvVMNNbenf4xyumFJkdPDXdwfCpe0qgSei7CSYa2y3cO323jtahj4nQbSTKAVhglaoV+yX5kL1cRiqbDuWGooTcf3nFCty+kek+H08FWAsJLoiSzK7SIzAwSze8LkLCOOFKy4ewkziYwn8dsNlOsgpIZdmUMIoNNEpPvQYmmECkDqoRHG7B78XhtNge+6oDz8dh3l2CAE9vJh0EyIJTCKo6HntQpCb2mnBa4DVhKvUYJELhRWyfQhPQe328RrlnE0I/zAcB282hyyVQZNAyOG8GyklUDLDYemHX6AHk9jTz9JzNDRZZJ2vUZv4QBeu45yu2ixNPGhDWipHHZzGdltHjMTGcBKZGhWFwl8D7vbxqkvgtPFGFyPSOeRdg9VL4elbGaaQI+jOjXiiSQ910G4Pcx4gsLwJFY6RyPo0Fg6QDqdwUsWuPtTn8QqjiLNONrCEp1mjQ5x+ia3UO81aDQa6FJg2w6pnEF/Pke318PzPJqNOoePTKHSA6Skxni+h5I6Q0P9dCpzqECRzefRdYN0vkAhYTA4OIBlWcTjm1ieegbP9E87cj3bkW+j0WDPM/vPOonqYtUkn22AzGQyrF+//pJlY0eqZT9frLpA/apXvYqXvexl/NZv/RaNRoMNGzbwuc99jv/7f/8vn/nMZ1YyJe+8804+/elPc/DgQSYmJgD4vd/7PT71qU/xzne+kyuuuIJHHnlk5byWZXHVVVcB8OCDD/Knf/qn3H777axbt45er8fXvvY1PvnJT/LSl76U173udc97v39aB/jq7Vv4yrcfpV6qIjIjaPEUvu/jLE/hzO5BT+XQ030E8VQ4ou22wnKjZAHNSiFjyVDNq9MM3bN0M1TdctqhLzUCIRT60FoCfxw1vRtVmQvrap0ugVNFxrNhOVEyi7s0RdCqgJQoN6yHlmYCZ2YPwkriJ7JQnUfZHdylKRQB5tBG8B2CRgktNYmWHUTUF9A089hUto3XKhPYHWQ8E05z26GloJBaKKupAqSVQi+Oo9ldvOoCyu6iuk28VgnVFqFBxsA6vOZymOWdKmBkB8Nku04dr7aElsjhLx8hMONwrF6cwMcpHT0mBONg5IbRzCTK64USoek+fNcO18EP/xAtO4SeLqKbcXzDQvNdAiMOTgevU0MvrkF1G8fEUhLhjEW7gTk4ES4xBB6alSDoNhDxJCKRod2skcgWkV4P23UxzBh6fhAZS2Lm+vFcG6nHMXLDqE4Dv7EMsTgB4PU6uJUF/PoSUpNoCALHRSkRlux1mhAP8JTE73VwmxVUAEGrSiKRwIwn6NaWaM0fRjhdrr7lZZTKFY50AnKTV+E3S9hegJ7uo31kP14Q0Ffsp+d6zB/ah9OskJucoDC+hempwywvzNHr9rCFSWGojyNPTjE5kEMIQWl5kaXZeZrNBqnCIEe/8w3yfYP09fUxW2qga4KEqVE6eoSrr9ty2pHr2Yx808Jj975DtOW5JVFdjJrkcwmQz1XTfSFEqmU/X6y6QA2hFOh73/tePvCBD6xIiH7uc587QULU9/1QjEOplbZ//ud/BuDv/u7v+Lu/+7sTzjkxMcGRI0cAGB4eRtM0/tt/+2+USiWEEGzcuJH/+l//K//5P//nM059XypM08TQBKXlJaxYjG1bt7Bn3z4O7HkKv91D65/ArczilqeJDW/GGNqIFk/jNkoEdg+P0E/Zrc1jjWxBGCZ6uh+ZcsPA6XbR4hm07NrQBcvtIGJpgnaYqW0WxkPzDd1AKHAr03j1Rcy+NQg0QIUj+HR/GHw9h6Dbolv6PrRKqMBBlmfQ0kW8XhMtngodtZw2IhbWiPqNJYJ2PRz5Z/pB+fiNUlglbcTQzBiua4MAoZuhYprbQ5gxUD5IgZYZQIulQ4EVBHgeem6A2PoXhmvZ3Tp+q0Jn4QCYVpjNHUsidCtMbEv1Efg2QjPDmvDaElo6gVYcJ77hOmQsiV9bwKvOoZSPCFz8RonAcTDjabR4Jkywa1Vw7W443R6bxD7yJF5jCatvPPS2dnoEi4cIvB7oFn6niTAtEBJpJnHLc6DAd206lQV6paMQL6B0E5nKI3wPe+kwxNLg9jDMGDKZpTu7j3anGuYdKAUojFx/OLLvtqDbBq+HNEy8Zgm/UwXfDQN3bZahkTWU6i3iqSJ+Y4He0iyaU2PnC65meGQEx0iR6CqsdI7AsOhWZkn3jWBaMeyFQxATzB04Qp8VMJJPMjYxgafgik2TSKl4/PAsZmGY5tI0BUuwdcMkU0dn8ZVGrDhKpd5GM5O0Zg7jeh6DI+PkBobpNOs8s/8pmD/I0OtuOu3I8rlGvomgE3pHixgDw+O4vofqdkmlU2eVRHW26mWnY7UEyEi17OeLVRmoU6kUd911F3fddddp97nnnnu45557Tmg7Hoifiw0bNvCVr3zlAu7w4uM4DouzRzn49GEKw2twHZt6oxGOONERvTZ+vYSRGcAY2YJmWHjVObzKLEJqWP0TeM1KGAikDLOky9PIRAY9P4IWS+O1y+FaMR7CiCPiafzaIsIwQjtFz0ZIHT0/gogl8VtVeouHUG4XI9OPMJOoTu2Y3KiPcnuYxbFwfTqeJXC6KM8LM5FF6LSlggAtkcVrLCGERB67Lp5DYDsEdicUL4mnQI9DMItfXwp1wI+ZiqjAJ7Bt/MYiQgX4Xg+vVSFwushkDqROUJ1DS+Uxx3cQNEvYUsOrzBEUcwQL+9FzA6E7lVIIaWIObcCrLaDH06HgiWaF9p5GDHLDKMfGbSwS+P7K/emFcYzcAH4tNMogkUN5NjgOynNC5TY9RtAqEdgdAs/F77WOra97aKli+PHhhYYmsb5hYiJAWSnsbg+vNkegC3RNEGBgLx5EaSZaMk9icDJ09bJbeHZAamwrgdvBse2wXE9oePVFfLuLkcxhZYpouo6wWxjCoDpdp3PoR3iWYmLdZhL9o1QXj9LtlpmYnODKF15LpVwlPzhKsVQioQUE6Qy95jKqPk+fGVBTbVR1hrGU4OUvfxWNep1DU4dYMzbCjm1bCYKAUrNHcXSS8txRxoa3UC6VmWvYpAfXIHs9jOkDdNt1Nlx5Pb3qMksHniBoLKNpkJMOubWTdB13xRHrVJxp5Ds6tJ5vPfo4TaGYLu/B9QOMY05Vk2vGzyqJ6kJGuqspQEaqZT8/rMpA/YvG8vIy3/3Bj9ALIxRUnQDBXKnG0aUG1sgmOqUF/OpcmBmdyCKPOU959SVkLI2WzIUZzvH5cBqXAAwTzYoTODZCBpDIoqozKGmCEhC4qF47zNzWLJTdwne6aFYKEKFTVboPNbcHZXeQxXGEF05VC2EgEyms0a0o5eM3S8hYWEftLBxABD7W5C6EEcOvzqGli6AZBE6HoNtALewHIx7KidodNCFQ0kC1S6GbltNDM+N4x+qpVa8F9cVwTdkw8ZYOoVuh/rhM5kMTDgFueRbRLKGnCui5IbxWCWf/I+DbqHYDt1EGqWGObkHPhBnywoqHQddzCTpVAk2HY6N4IbWw1C3wQdNBQNBt4jaWQw/reJbAd1CNCn67jF8YReu1QlcyzQhFWoRCdVsE3SZ+q4qWyGGkMqRGN6ApF7c6h1crHSupk+jKRTodUGDFUziNZfAdbLeNho/htjCKI2QKRey2RvPIk0gjgW+3UbpFbGg9qdGNmOk8mm6QNHUSdgmrvYSsTTFqdlg48CilZzQy6QRr8gluftnLSSVTLC2VEZ7HYDFLIp0iVegnpftsmhwlYRo888OHwO7Qn7awlENG9xjS26R1hS41PASGUJRnp8gaAVY8xvd+tBtzZAvJwhDxwKM7uZHZI4epLS8zsXETbrPE8FAfTrdDrphkw9q1LFWXnzMb+XQj3z179vD0/sNkN15N30DoSOX0bJYqSzT37mfbxnWXPIlqNQXIC50hiFgdRIH6MvPsbO8rX3g1tUqZPT9+imf+7bv0fANiWdDL2EtTyFgcle3Hdzp41TkQKpSCdDoIzw7rYwMXLd2PsnsQzxD4HiJwUNLCa1WRrodMFdDTxXBKWGrIZAGvNotq1wiEht+q4NTmCZwuWiyLMhLI7AB6ZgBRSWDP7kEfnAjXyHt1AqERdKrhSDXTh714GLe+jCYlfq+FXhgPVdD0UODDK02jpQ2kZuLUpwg6DfxeExH4iGP12Kpdo3vg+xB4oRJbfgw9P4K7fDhMUFMK1WsiU1m0WAahGyANlN3Btzv4vTb02uiJTPgxkxsIVdnMBEGrQqBbaFYSpXxUq4YIAtzKHKHVlwo1vgP/mP64g9dYRsv0YWSHUK6DnipiDKxFWkncygx+r4lXnUU3TLTYmjApLz+MEU+DGcdtLB8zUdGQySLKStArzxB0u9ieg4ynSA6uJSY9jEQGEU9hN6qgabidJprysCTo6Rz9ExtQzSqlI09hpgqYmT56zQpepxFeTymU0PHsLr1mnaQFQ5uvwp/WeMd/uJ14PM4Pd+8hSBToYJHN9tHr1GmUF8jrBlu2bmexVKa2OIepSRKJJE6ng0Rx3c7NXP+CnWQyGUzTxHGcMGnr6F5sz0fWZ5DSZMdNt/L0nr10lc74yARSk5TmlxgeGsZK5amVFlncvxs9sHFiijUjw0yuXUcml+fIU4snBdLTZXA/O5grpTg0dRRPmhQL/cQTocJgPBFnJD7B3OwUz+zfz0jy0idRraYAeSnXwiOeH6JAfZn56XKOfLGPbL6Ag45VGESvt0OpzG6bwO6ieh2c5SME7SpSD0t1jP5JUIROUEJA4BN4NqJTw6/OgNCRsQS4Dm57Fi0RjsJV4OM7HQKnHY5skwUUKhwxVmbDWmYjFpZTOV386hyBZ4e1wL12+LGACjPQE1mkGScwDER1HtoVeu0auF0gwMiNhq6bUiCsBH4QIIIgrLNuLCOcLkamL7SXNC2UOQKN5dCBynMRRhxltwjsNsbQBlR5GuXa6Kl+tFgKv10O65edLqodrlPLeAatfy0ycJG6hRISLTdE0CyF10zmwnIpu41IZsJ6cMNEzw6FGuGtKiIICAiNQey5A+B7oT66EQMpQ3MOz8XoX4vw3TBLvr4QyrQaMTRdI2hVkJ4D8TSYMdz6EoGTxXdsZCIPrRIiUASBhyt1VG0B4WRAmijPwasvI00DTXpIK0VtborG9D5ELEP/5FaSo5tpluYp7fshnt3DXp7Cr80hrTi69PGsPhzbRrkeh2aWuGrnVv7dq17GUqnMtx75N/Y+Nsvw8AijGRM9YTI4Mkoilebp3Y8jlEdt3qAyf5SNfXFe/pKbTtLU7+/vXwlIjZ2beXLfQeZmjlKuNckk0rTrFWy7hxnYDI2M4i9XyQ+toXL0x/TpHte+4GqGRsYQQtBuNk/KRj5bGcx6vU7bUaxbM05laY54ctNKYBQC8vl+DvzwO2y+ev3zkkQVBciIi0UUqC8zJ5dzKGbn5um6Pr2eg+v7+NUF9Gw//rGRp1+ZQWoaxppdyGQRv1Uh6NZRvVbogex08RqLYda0EQ8zuY/VWmtOB6+xiN+uIM1kGAStOObgRvRMFmfxAH67hpYuYg6sBWngmnGkmQAUfq2KgtBw49jUsJbMIbMDBM0KShHWMidyGLqOEDqYCZQAmcyjnB5+bw6h9QicDnp2EM/pENgteqUuscCHY4peen4ILbkNr3w0nHL3XJQmkfVFArsTqnl164hMEemlwnKoZvmY65aPMOIY6QLKtUPjCamD3TpmntHG79Sg2wIJwkwS2KFdpVedx2+W8e020oiTvuLlYDfoHPw3nKVjdqGC8GMplg5L05xOaAJyLEHMTOaRgUcsWyTAJ2hV6ZaOhiYgQkN4Dno8CZ6DDHzM4iimrmMkc9BYxO22UIgw76Bbw2vZEEshHY/awjRBoIjlx+h2uuj1Evm+QZpHLEimsVJ5dNxwicR3cNBJGh7jG9czseMappsNKo1pXvTCKxkdHuLB7/8Qx0ixZcPNHDh0mEN7ngTdYMPYACN9BdqNKhs2DvOyW150SuObZwekgYEBstksDz/yfZ4ozRD0fBb3t5hYv5nhkUnSmSz1Vodyt0uv3WZo48hKkD5VstW5yGA6joPrKzZs2cqPf7yH2cPPUBwcwYolsHsdSvMzyF6dyTXj0dRvxM8UUaC+zPx0Ocfs7Bx79x+m0ajT7UmcdiOcch3agNeoYh/5t5WsZyXAby6GCVeug9E3gZbK4zUrBN0mwumi5UfRUnns+f0gNaSVDI0v2lWUECgCRKBQTgvXs3Grc6GspZlECANhWpj5Ebx2DSEF0ozjBz7CjIejvUYJs39iJekL1wHTQgYexuAm0E1U4IQqYq4NuhXKd9o25shmpBlHNyzsxQNIpRBmAnNgbZiwVnbR4kn0ySvDtdzqIspughDhujehOAhKIWIJhDSPrSdLVK+DPr4GPZEDJM7CM2H5l2khnB6B6xA0lvGqC2j5EaTbQ2gGItWHP7+XwO6Ga93pIppQGEPrcetLqKXDuPWF8GNE1SDtIuJZlNAIvE44vR3LHNMhL9NbnkY3DWLjW/FnQuUwr9MMn5/XxbQSmMk8mtSQVgoNhTm0lphS2K0G3YXDmFaM+OhV9Ho9XLuFkegLzVEy/dgBiFaL2sJUuMTRqeFoGr1WFVPXSOaLFGI6GRWwc8s2BkdGgVEO7d/Dnmf2c/OLbiSbzR4bsZbIah5OeQakJDM4RMzVmRjNnZOJQ39/PzffdCOVZpcglmV6bgFhSHRNEvg+uVScQ3sfpbM0xdCLX0AQBKdMtjpXGczj71I8luCKHTs4cvgQleln8AKFLgU5QzK+cS0jIyOX4lWOiLhkRIH6MvPsco6iP8zuvfuZ7/iY6SLdVueY7GQK/ABv6UBos2iljvk29xCpPoRpIVSAQKKUCDORAx+nsUwsN0zQroHngt9BxDNomX4C3UToMYRh4Ldr+K0ayrcJOg303HA4fU6A6LUQCPRkHq9bw2uW8WsL4ei9OI7UDQLfRTMTx8qwwizvMCiaCD9AS4Wa425pNiw1GtwQTqEbVpgIlu7DUEGY0dxYwp6VyHgmNJtIFsHrIYTEGJjEbyyBNEL/aKkh4xkCu4u/PA1Om8DpovevDT8WjATCMEMrR8NEdVu4rTJefTlUb+u1EEYM5Tl0938PpI6eyOI7XayBtVjDG9F8B7+xiG23wgx1IZF6DC2RIaziU3jNEjKRBSXw6svoThd/OYFnd5FCByOO5jokcn0YfRM09j6KIjTjUCgSmQJ2u4JTX8DVDexEFj/wodeiV1siPbkDfXgjCdfBtbsESuHVFpFGDKe2jGuYYflZPI2m69i1eaTTwUolKRo5hiybiYFBduz6Sbbxs7Off3o91TAMAFzXPe+11Vwux7o1w0w3A6655hqmjhw+IWiOxgP6tq4hFnQ58tQPTplsda4ymCeURm3cypWFIq1mA9d10HWDpYVZ1mS0qHY44meOKFBfZlbKOb7/ON976EGqQQwjlgYhcRslRDyP36qHI2ClMFNFZGEEx7MJOi0Cs4IM0iANfKcDjWW8+iIoiA1vJja8Eb9dQ9QX0QqjaOkCRn40XHcGAreL0Ez8XhvluwSuTeD7CNXDndmDlu1HCBlKf/aaBHYP5Xu4lVmU1NDMOPox446gWwcEZt84fq+N0GL4jRmU1EJVT68X6lkPb8aZ24NAQwUeSvnIWArRP4Ga/jEiFg8DWTwdWlQGXpjZrhkor4ffqSE8D9IFRDKPTOYI7Ba+6yCTRRAyTAnrNghcD9WpI3w//IAIAvzmEl67TqB8hNMNp9o1Ez2eQssOIQWYw5uRQoLwQGrhunIQIKw4KB/lewjNBD8IbTh9H+W7KCHB9xCeTbxvgkA38aqzeO0aZjKFU5rFTOcQiSxeo4RXW8AJfPxOHbe+hO85mPlhrFQWQYA1vBFzeEvoamaYGOkivjQQvocAHKnhdlskcn243SbS72F2ywwWsjTbDayuyRXrdrBtxy7yxb6Vv7uflpC82Oupzy5TqlaW2bhpM/VGg0a1TLNRY9vVO7jp2qtWEtJO9UFwrjKYpyqNSiRTK6P1FL2odjjiZ5IoUK8C+vv7uWLzOp586mkMFac+9WPqM4cRRgIRT+MuT4XJSwBWAs0KFY+85hLKd5DGMZ/mXhsRzyB0HZnKhcIZZhpVOoqeG8bsm0ApL9TIDnxEph/RaYQezG6PoFNHKZ+gWULLDoAmw6ly3cKvzYduWKaFNrgOmczjH9MQV04X5ftIMxaKhlgJfHsK8BG6iYinwilxKfEdG69VCVXEggWEmQz75XQR0kBIgZ7uQymBHk/jVudDo5FMP4HfQTMSBKaHVz+MCjy8dhWhFBgW6AZ+cxmvPI1IFHDL08fMPzKhylhtHmW3kMkCZiKH36ohpMSrzSGkxMiPIhNpcGyk8gkCj6DXRWommgB0DZ8YfqOE2T+JzAzidavIdh2vPodbmQ1V4BIZuvMHkc0qWElM4aNZsTC4+g7Jtbtwm2VUYwnSfaBrmANriQ+uDfXOAeE5+PUFDCuOzPQj3R5ucxm9mEM3DLRsP81Dj+M0SuixDLaU4Ds4dot4EEqbxg0DM56g1naYOnJ4JVkRnh8JyeNlSt979DEe/sY/U272UCqgLxVjMr/xOT8OzkcGczWVRkVEXCyiQL1KyGQyrNuwiVhxhAP7n2G+2o+ndAIEwoyhep3QPCMIcOb3hLXGVhpjcD1aqkDQbeDVFkJpTyuFjGfxSkfRCmvwuy30ZDbUmdaSocqXpiMCHyUFXm0er7aI0E2QBl5tHi2ZRR/cHq6pVmdAqTCBSzdCERMrCb5HQFgiJhNZAreL1y4jPRu/U0W5DjKWQddDNynldFFK0dv/MG6zhDmwLjT6SOQQIpQmVYGH320jUJDtQyYL2HN7cRuLSM08Nu3fQ2aG0NN5/FYVtzqLtJIEvRZ+u4Y04uhWAqFp2KVpdCuBV50j6NZAtzCS+TCZjgBhJJBCIg2TwOuhmseSsOw2Wm4UKQXYLaRvwzFbT5HpI/BsnPk9KAVSN5CxFFpmECuVJVfoJ5FK0lqcoXNM+1xLZNESaRLpLDhN2ktHMNIFhO+D0DCsGJomEXqMTrOKoWnIVBFVnsfrNNATOexOG5nqYsTiuAF4no/qNNALo5jJNK5yUZ6DkR5DGYLhwX7SAxOkRtYyUymx8OijXLFjB6Pj48+rhKQnNIYmN7KtOEAqk0XXdBYXZnjoOTyRz1fl62KURp2LoUdExKUmCtSrBNM0sQwNQ5MkUimkEcNdmEZZSQLXCWU0rTReq4xyepiFY+VOdicc+XWbBHYLPJsgUEgrjt8q0/7+l9CSGWQ8hd+poZwe0opjDG2EY5rdgeegxVIIMx5O7+oG0krh1xcI4lncbgsJGOkCenYwlAU1Ewjl47ldAiGBgKBdxT70BAofEGipPJqTQek6QWMR5QcITeK1ahj9azH6JhFSgO+GWtwItHgW5fbw7Q6B0w1lMFtVtGw/Mj+KIMDvgrTbKD+FsJIIPYZy3dBf20qFamNChEpoZgK/sRyOrFNFZBCEU+FKoWf6kLlBNEMPs9rdHp7dJtB03LlnkEtH0OIppNTwmhXcegkRzxAf3YzvOchkAalb6IaJkgbSnCfZP4YSAYKAgS0vpHbgh3SrDoNja5CpAnHLoLkwRatdwgt83F6HWHEUS5c4vQ7K9wlcm1a7gSYlhqETVGbxNZPA7uC0KmGynPKhVyc2vIHE6CbiwkVPxAncAoX+QYqZJL25Z/AaS+zbp2Mmc1SXakxP//8YGxlkw1CabS+89aIHn2cHOMMweHrvPjoywRVXnRhok+nnlvO8EJWvC5nKP9tysIiI54soUK8Sstksg/kU3/q3R5mZnsXVLIyh9XQXp1C9Blq6D+V2cZcOY+QHEVJDyxRCcRA3rJ82jBh+r0XQrhH4DkZ+NNR47jVCJS0zHqpt+X4ojqICglYVCZDMIZDoZhe/XcG3O9Br4s3tQ3UbxNZeiVEYRUv349XmUSi0zCC+28OffwZ9aDM6isDz0KROEHh49UXs2b3IRA7cLlqmH/QU0oxh5AYRglD8w27hVudB05GxFG51lqDXxdc0lN1GZgeQQuLXQ8lP3UqhdHNl6hrPBqmHGePxJEbfODKeR9lN/MYyjgglNmUsiVeawtct9EwRLTMAQYBCoFBh0pcZJ+g2QrtOXQ/10J0uSpgQS6OlcliD63BbNUQ8jerUwjI1r4emAqQAmchTnnqCfKvE5FCBBS2gXZ4n3q2jZ1KkcfDzOax0jm5L4Fl6WCpmpkgUBhGJPD6z+HabXqOG1mogjyX1+c0F7F4L6XWQyiM1vJaY8MlnMuhWDKdRJp7tI57LMr//cdIxA/2YME4ylaU5u0i3ZaJU6pz+Ps9mhPnTAc51ehydmmL7NTeftyfy8z2VfS7lYBERzxdRoF4llEolqtUqP3rsUQ5NzxKMX01QXw61ohulUNwjP4q0kqG9o2mGNcqOTWC3QQXIdBGlG/jVWfTsWvS+LCqepnfg+yi7i9usoKfySD2GPbcXpIlbPgzSwBhYhzjm76yn+xCxeOjEZVh4dR0hNJTnAgHKd0NFs3gSLZ4JRUoClyAIsIY2oiXzBL06XnkWRzNRvTbSTBBbf22YADW/j8DthXrfnWaouOZ0wbBQmhGumSuBkUhhrr8Oe+bHOPN7iY1uxRhch5EdRfk9nLl99Ob2oZTCbyyFI+RkHi09gNQkwTFzD6RB7+iPCOw4yusRtCv4BEgEerqAZsaR8SxuZRqZ6SfoNDGG1qPnRsLEs9oCet8Y0u0hBXSPPo3I9GHFx1FBAHYbSYDrdGjPPYOZLtAtzZJyEuhD20jk+pk/tBfVaxLXBelUkljMZNNVL+TgwcMs1toMTO7ARlJudpExg9TgGnynQ6O+CJ6NvTyFHniYyQy9ZhVdBOhmgqT0SVgirDuXApFIEihBs9nA63YpjuzkhS+6lV431AVfTsBN119DrVo+42j22SwvL/Pjvfs4NLtE13aIWybrRgfYtmXzStA6VYBbnJ9lef88+w8dIpFKnZDMBs/tiXz840Apxc7t24ALy0R/Ls61HCwi4vkiCtSrgOP/J7dkayQKQwRiFqe2RO/Ik0jdCMVD+sfRc8MIwwSlkPEcyu3h9VqhrrTQIHCh1wrlNVUAUiKVj1Ecx5l/BiOWIGiW8Tr1MDnMdVC+g5Yfw69Mg+eiZQeRZgKpaQgrgYpnwIihpQt4zTLoBgQB0kqGYh+GhUjm8Nt1gLBdCJTQMHLDoSiJkPiNEnp2gKBVDS03Y2mw23h2E9oVArsdHpvMIzQd4dhhuVNjEb82G9pgajp4Ln6rhApcZCJHbHwHvcWD4DvIWAqpGQgChB5HExq+10W5HUBgZAYQxXGklcBM9eG3Svi1OfRUAZ8A4FiZmhuukTttsDsABL6P6jbASuBUFxGtMsJuY+RHVjTApa5hpIrEC4PQLpMZHadt9VErHcXKFrnqhlvRpUJ0G7jdJvMLi9RKi0hh0Tc6TrlSwas08G2PWMzCcdokCkNodhPltJCBgy59DNFjdO1G2q0OSUswPD5J4LkEyqfcaKMQaNIjm4qzftNWpBAkEkmECkglE5hWjKHhMQ7tfZyRAwfo7+8/beBbXl7mq/d/i4OLrWOJiglUw+Xw4n6OzM7z6ttupa+v75QBLpMrMDKxlmbX5sjhQ+QKxROucaaEtjNNP18qta9zLQeLiHi+iAL1ZebZX/EjYwXK1X9GaXGaex8ELYaZLqCbCYzCGrxmCacyg6YZYWazboV+0aYVrhlbKdzqAkGvSdBrIwcmkbqFNpIDu4NnN/E7FTSpETTKEEtgrtmJDAL8Vomg0whdtVRAEM9BuwbIsNZY6OD1cOYPIJNhnbSwO3j15XD6OQBrdBuaFQv1GnUzdMrq1pFWCtVr4S4fAUAY8VAgRY9BrwOagQD8TgO3OovqNkMvayFRnWooIFIYASnRUsWwZtmzUb6H8hyc6jwqlkFY8fBeHRulGaEpiOOgUOipAmYyGwqdODZKCvTsAJ4K8NtVvHaTAIWMm0gzFibLKR+haRj5oXDNO7YGaRgErosShA5h7Qp+p47fWCaeHySzZhvN2X0EvRaJ/ABGIouhaaRTMVLZHNlCH/XFGUxNcfjAftqVJVLFPipzh2n2AiQK0a3SKTcInC6JbJGEbzIycS1Bt4F0Oywfeopi/yBj4yZz9Rq96jyj4xPE4knc2hKO0yQTE1gD/WSL/St/Z+XFOfozKfwg4MCRKfb+eD+dbo/+YuGUa7BKKb736GM8caREds1misXBFZOLcnmRJ47sI//oY7z4RTecMsClUkkKmQQtN6DSaNFqNkhnwsSvIAg4uP/HDMYClFInuGVdrunncy0Hi4h4vogC9WXm+Fd8LNXPEz98jCOHDtFaLqOEjp5II5KF0LWquQSei5kdJOi1cCozmMVxRKYYrjW36wTlGVSvhZEfDYOnEshYMqxJThfQrAR+bRGVKoTJZa6Nu3iQ2NBGYhNXhjaSZgLluzgLe0GpsPbY91DdBl6nGep6t1IIGZpWBJ0G0kqEFpB94yjXJug1wlVf3yNwe2hGnMDp4kw/jdG3Bmkl8CqzBL0WMpZGzw+jrDhesxzWYhux0K86CPBKh8L141gKqVuhUchxQRUVoFSAlBJlWgSdRmgzaVhhDXV1LlRE82yEpqGZMVTgofsuqlUmiGfC30FpBiPbf8yOswxOL6wl7zXR4ln8bj0s8UpkMAgQsSVcJ1Rl84XCK00Ty/ZhxRJ0Z/dAfZGh4THWrRlj9uhRJkcHScXGSWDTLs3i2h161TJXrB9jX7dEoEFvZh/Vah0fjZhu0gs8+jbuQgpIBB0KE5soH3iS0sI0I1uuJCYgk81RrR5g7sDTzE8dIhaziPkdkpYkY2UpjIxjd7q4MgzSMb9DoW+cp/YdoNr1yPaPsO6KazB045RBsFar8fie/cT61zM6NsnxGBxPxBmNT2J3Ozy+Zz9bNm04TYATTK4Zp97ay9TBWerVtSSSKeZnjvLow9+m02qyfnIC+zuPMFTMsG3zptOOzp+P6efzKQeLiHg+iAL1ZcZxHErlKvWlJlXfwvV9hB5DS4aZxKpVIdB0dM3AGFiLEhJnfh9+q4qyu6F3s6ajnB74Lgow+iYIeg2Cbp0glcOvzofqZCrA7FuD1jcOKsBdnkKzUijfAUE4ne6FU85mcYyg00YbmECicBYOErTKYSnQyCaU0w3vwXVQuhUGbacbeia7Dlq6D6+xBEqBaYU11O0mpqZh9K0BqYX65G4PZ/FgKHiiaZhjO6BTwZl5CmGlUIFAqgBVXyKIpVCBF05xC5BWArddw++2wqxuu4PbaSBblXCGQZMopUD5mMkcInDRrCRaLAG9JkII/FgKmcwTeC6a3T6WdBYjaByTCfUdhApAC9W68HtYuX4MaeG1SrjNKrrysPw2KREagiRySZTfxS5NE5cek1uuotesMDG5Ft0wwrXimOKGa15AXId628a2MgSeR8OTKCOGrTq0ygvENOgfGcHzApZmDhNPZLj25pez8MwTNEsLpPv6MRyXeq1B3HcYG+hjNKOxdcM6Ds8vs/exBxgZGaU/k2Jy7XaOzi3QwcTSFP0DfWRzeYQQK0Hw6b372KXruK7L9PQ0pUaXjdvX8NMxUQgYGl7DgamnaR4z0jhVgMtmc2xYM0pv/gCthSN8d/e/8aOnnsKP5xmd3EAvXmCuHVDp1ak0HueKTesu2/Tz+ZaDRURcaqJAfZkxDIPlpQXs3CTJTJKe60OyALUlvNY8gWYQG96EsJJgxMLaZ89FSB3Ztwbpu6ACAmkg9RiivRwqiLkO/vJRfLsTjqjNZFjW4zkI3w/XfK00Wv8k2O1wjVlK/PJR9P51aKkhXDmLHkshrBSitoyeHyLwbIJui6BdDddlM/0ou409+zQcEysRZgLl2fj1RVTgoxznmGHIKCKRwy3PoHqNUNhEt9DdXjitG8+hJ3P4vTxOZRahGWhmgsBph+VIgYu/fBgCH7M4hl9bwlvYj1udQegWXq+NHnioWAbltEObysYS0u1RuOYVuIGi1w3FWcxkjsC18Sqz+M1llIJup0FqdBPJkW04pWk8r4f0YwSBj3A6qG4DJRXx4kioj94uoRkaZibF8OAAE9t3ML52HSYeT37/u6yZmKTla2E/pEA3jBPWilUQsG5inEp5iYeeOEBgZokXh5DpPpzFWbrleXrdCl5/P6VDTyGcNlfccDOZVIqpbofhzbu4emI9nufRqlfpVRd54a4dtJs1xtOSG667hoceexzHSLJuwxZ8pZhfKuMqSdYImFy741nuUoKYleDbD3+Hw7NLGGaMcmmJ2ZmjDNVLJNMnZ4krfJQKSKfTDBZ6pw1w3XaTW69/AcODA9z9uS+QXrONK665CSsex+nZVCpLuF4Pmh5yzz5sl8sy/Xwh5WAREZeSKFCvBqQE3WBu6iDNVgeVjIdJXsk+sOuIWDKcfq2beL1mGNQ0nWB5CuJppG6inDaesxQG29pS6J8cS6DsFioAIVRoZKEb6FaSwLPBsEJBj3iaoDZPICW+3cHQNISQaGYS5dgEjo0IXIzsMG59HqV8hGmhJ3PgOvi+i5ASe/pp3EQOzUoiE5lwdN1rHqv9NTBSBWQyS+DZofxoegAtlgSp0Tu6+5gQi4ZMZBFCQreJMbIJYa3Fq88hrRQCgbN4CL++hFI+XnkWmcihHzMqCTw3VPZSPkGrgt+sIDQNiQLNRAVtZDyDjCfwStMQuGixNL7vI3ptpGcTT+fxu006R5/GDqZCxbXiCLomIJ6lV10ksHvITo2RvhzDawfYsXECkR1i3fr1dDtdBvv2IvFJxeMcmTnC5GCBeDz5k7XidJJms8aGyTHquTRLXcly0+HA3FHq81MgBP0DQySsUYLaHHEdMmNjbNq0kbmZIyBgdGId8WQYQFPpDAtuj3giQSadYenoXq68YgevfdlLwqSs6X2UqjUq04fZvG0n69ZvOCELu1ou8czBQ8y0AsYSBfrG1pAcGEN/8iCPP/JdXnRbikz+J/srpVicPkJfKkZ/fz/5fP6MAW7r5iv5/r/9kJZIcsULbySRDBXpnu0VbfgdKq0eKHXZpp8jZbOI1UgUqC8zruvSPzjEXLvFt756H7bjIowuRrYfv91ApIqoICDoNlC5IaTU0ItjECj0TBGZHURP5FGBi1edwy5NI5RCi6eR2T40M0XQreNV55HJHJqMh8lPtQUwY2Fmt+vg91qhN7OU+N0mym6HameaiVChgImIxZHdOFKAkjpaLInSdBQBmtvD71QJOjWCXgPqc+jJIkqIcFQbT+M7bURtMZyO1oxQKU03UYiwFlrTQSn8To3A6WKNrcUc2YK0EmiJJF51Ac/phlP67Uo40tcNtOwgqtvAGt2C3jcRWloq8OoLYX2102LxyW+j58eQxVE0AjpTu/GVQs8Nh0sFnRq96aewG2Uacwex8oNY8RROu4kVixFPJMiv2UDQbuIHAc1KD5nKIITA0gU7r7yKo9OzzB56Btv3Wb92gl63zdG5OTS7g++nmJs6RKOyiO60UGPDpOgxNryOpWqLV77qNSghOHp0mgMHD3FkYYn5Uo1uxyfWq7L96p24SJYXZzHdNrl8ASv2k1Gn07MxNImuG8Ti8ZVR58DAwIpK1/LyMnFDZ2zLNlKZzMqxSimeeuJx9h6ZJxAmB+crLNW75NJxtu/YwWNPPs2Tjz7E1Te9lFg8id3rUF6Yo7s8xXW7NpLL5RBCnDHAGYbB/HKNVKZALH7iaFkIKBQGqC8cJqEFDGbjLFzG6eeLoWwWEXExiQL1ZcY0TUxNMnPkIJVaA4QE3w/1n4c34rVr+M0ympVA6BYBrVAmMj8M0kJ1m7iBQo+lEVYSKSW95hLm2A6s3BDO8hEw45hD6xFmGn1wPapXx2tVUJ0a7uJhRDKH8j1QAZqZQsRSBI2lsBxLaAjDQkvmwv9tJkEYqMDB73XQpCDo1PEbJWSqgD42EZpieA7K7aIPbcJZPoy3sB/lOniNZZRuht7S3QYqnsZvLOPbLfRjyV3e0mFQCmNoEzKWQvWaCN1EH1iHSGRCTXMVIK04ePHQf9roxxpcjzAsAqeDZibRkxmkFEinRbCwn97R3QSVBQzlkugfJzs0gWekUbE0KpmCXhPZLqHXZ9H0ANlrYLpN+gvrMWMCvzyDURglZqWwYgmaS9PUSjP0m30IqbF+cpIfPf593FaT9NoJihmdvNCptwz2P/kge1s9dF1nsJhjJAlbrryZTCZzLBEriaZpbNu2jW3bttJqtZienmZ6do7ZQ/sY60tTXl7Gby2zY9cu9u0/iN3rEE+mUQoqlSUG0nFSqSTtZuuEUedxla5sNsvc4hLTCzMk0z8JgjNTh3lizz56iWEm14wyuXkTTs9hubJEoGmsnxhj9tA+jj75CPF0LjQfcVrsWj/Cjddft3KeMwW4paUlAiGJx2Mr933CexCzaHe6DKQVO7ZuYfczhy7r9PPFNimJiLgQokB9mclkMrTrZQ4fOUKgW2C3UU4XrX8Sc2gT7p5vIXUNfWAdSBEGtV4DLZZBS0jc8hJeYyksWzJjoQ+174HdIrC74NlhmZSU+O0SWjODcroI30Mh6M48jZQagedgjm1DeDaqXUbpMYy+idAiUjfAiOHVFkAIZGoMXRvAa5YINA3l9FBConwXv76AFkuBYRI4Hbylg6GWdmYAoRthElmzhNRMevP70LsN8BzQrXDqur6Is3AwFFIRhDKmx2qZpRlDMyykZaG6LaTvEPgueA5aMo+e6Q9H00GAlkiB76PHM1ipLK3GEl6jAu0yItuHSBbwAoXbWEKXGkgdyzQZGttOUtkk4nFmnAqam2J0dICZ2Vk8JUMzE8MkmUqjJU2kOYSZMNn96HfYuX0bv3TtFYwND5HJZDBNE9u2+cZ3HqY4sZFcoY90JovvebTqFfYenuYKwzhFIpYglUqzdes21oyNMZ01uOkFVyCEYPe+Q7Q6LZKGZHl+hr7hCarVZeLKZnLNRpTitKPOU63BWvE4e5/eTanRZdPGYdasGUeT2rOmpGHUMkgFHQYyBnosIGHFWTu+lu3PEjx59jVOFeBM0ySXSdPxO5QX5xhdu+mEYGt3e7Sry4yuXc/69et/4pEdTT9HRESB+nLTaDRCI4x2Fc/1UFYcYdsozcTv1kHqod9yt4FXXSBolTH6J9CLIwglkL6HFU+D1JHxVFijDKHVommg50fQi+MIz6U79SOc8jRSamiFYXQzAYsHwlpoI463eBChxwjsNubgWmRmABUXBI1lnMX9eLVlYpM70XSTwLVBauB0QTcwBiZRjSWkpqPnBsN1YKHj95qhLWUsHSqsCYWeHULE0/jlWezZpwm6baRuEvhO6MjVaWCNZgl6rVB33Iwj4xmEbuIuHwKnhxSCdK5Ip7ZMoDyEEGhBqKzmdEIvZ4IAzYxhN5bplReQSpEY2YhMF0lsuAbl9rBLM3RLMximifRtNNdBlx6jxTTpF9zEwp7H6O/LYyvQ+teRTGYwYxau47JwZC+b+wa4+foXYJdnuf7KbaxZs2YlACml+M53H0al+rhy44nTuAODQxzav4eZ+QUG86kzZBrPsG50gL6+PlzX5YrN65iZX8Auuxzd/wy1+SkmJyfYtHEjutQ4tH/PGUedP70GW603WJg9ynBflrGBIqnkT5LGjk9JL09V2DA5zktvfCHxePy8poKz2SxDxQzlrofVbjN7+BmKgyNYsQS9bod9T/6AIcvjhVeH9x1NP0dE/IQoUF9mHMeha7t06lXsRhkVyyADF688RdBYDOuKPQdn6QhSgDW8Ab04jpYawJvfh2aYyOwQym6H5VCGhZYbCmum6yWUEBgIlG6gjARBZQbSRaTnQdBC+D5Gqg8lFFIp3OYywkjgt+sIoRGg8EpHccvT6LkR0Ax600+C0Al8LyyTimfBtyE3gtAt3NIMWiqH366AbqLFM6H3creOAIJeBz0XZpA7pRmk1BCJHFIpRKYvVEzrNvCbJaw1VyAQoQ1nbRa/voh0bTKFPCObdrC05zGUMOgp95h06kAorykCgsDG6zZwyjNo3Qr9228gv/4qluZn8Zol0GNoyTyoAJpLpFNx1m3cSMxpsf3qa9j91FMkEnGyRkBJk6SzaXyh0W23qS4cZcBw+KVbbmNsbJwj3TrxePyEQHI2SldLR/dy9bYNVE4z1evXF6h5cb7+4KM/UejKp7j1hhdy4wt2cuToNE07oDp94KxHnc8OgrOzs2EegRan3Kqj+gdPuFfDMikvLnD18OQJHyHnyspovvE4AHavQ2VqH91uj1ajwlAC/p9Xv4KBgYETjommnyMiokB92Wk0Gjz22Pc5MrOA77nQraMlcwSdJpgOev9agso0RrqA0iz0vjWhIEdjEeJp9EwRPJcgVYBWhaDbAsMELYbfOoRyethSRzktVLOKsNKhJaMVRyZyKKkhRVi2peVHCI48juo1UYDfa6I8JxT/MBLge6h2nQCFHoshnA6BUsh4GgIPvTCC0Az8ahDOBijQ4hlQAaJdx8gM4DVKCCMWulfFksiRzfiNBeg1EIZFImYhxjYi8kPYtSXcw48jExkUAdgdTNVDGgEJ06Q9/QyDhQztdpvA97HL0yi3S3pwgngyRXPhCE5zCbO7zOD6ray56sV4QuJ36th+E5FI0nU9NNPAcToUixMYmiSdTlJr1OhPCKzRAQq5NNVaE81t4vgBbrPBxoLBbTe/iomJSdrH6oh/OhP5bJWuMpnMKROxMjKgohRNPXtCAJ+en6byzCFuuuYqtm7del6jzmcHwcLBaWSqn/aRIyeMdO1eh7mpQ8SDFtu3br7g0eyzR/ML5Qa1RhMZNxnevIVrX3D1CUE6IiLiJ0SB+jKilGL300+zZ/9hbCOBkh2w24jsMFoijV4YQUsV8TQtTNDyPdBNhGHhl2dC6cVMXzg9rBkIw0K4XVSvhee5oOlo+SG0VB6CLHq6H6d0FDSDwPeg10TXDEQsGSZoSR2p6ZAZAsGxJC6L2JpdeKUjeM1l3NpcmOBlxlG+e8w6UuG7vdAqE0FgxhC+A8JB2W20eBozU0AzE7imhVudJ+g10HMDJDJ9BLrA79Yx42niukZsYAwXHfQ4yrXRgl7oHY2N2auSy6XRZY9WpYw1NIoTOATzh/GFhWqW6LQW6QSg7Aayucza8SFSfSMMjY1Sa9voBCxNH8L3XXRfEYunaVsmXmMBZ9klObmWgbiAwSKj64qkM2n8doPZ9jJrhscprhtk66aN5HL5M2Yin4vSVS6XO2Gq1zAMnnjqaRpa+jkVui5k1Lki8tHssGP7dqaOHKYy/QxeoNClQLZK3HT1dtavX3/e13g20ZR2RMS5EwXqy0itVuNbDz9G0wnCjOtYEiUlWiKFliqgZfoQbg+hGch0EW95CtUshw5TQNBrh6NfJcIFRd9BywwRtErHTDIUAolyeujZfpAaslXGb5YQQuK5NtbIRkQih2qWcef34rWq6Kk8yunguzYyliZolxCGhTG8GZwuXvkoQbeJliqC7+J1ahB4eNW50Lu5XcMw48RHN4HUQwcwPGKDGwj2P4rQJCLXh2XGKKTjmAmF52h0tTQohdtqkBheh9dpoRf70JVPXJckYyZxr4iJy9DkZgLPoa+vn2ajwdTBZ1g+ug/Pb+G0e2gSiqkYQ+s2cfWNt/D40/uJawIvHsOMT5DMFKgtTlFbXqS3vISoznDlzhu58eZbSabStOoVkpbODddcRV9fH+Mjwzz02OO4Zoa16zcRSyRpN5tnzEQ+V6WrZ49ya7UaS9XWJVfoenaCWbWyzMZNW/B8j1ajTqW8RP9IhhuvvfqiBtJoSjsi4tyIAvVlpFQqcejoDLYfIFJ9CH8JiUDLDSE8B6EkvtNDMyyMgbXHhE1shJVAKh8tkQuds3QL1WuBZqJlB0IFr3YN5Qdo6SJGdojA7eJ3GqHsaKsK0kDqOl55Bsoz+L0Ofn2ZwO3g6VYoBJLuQ/XaONX5Y4IhoT+zEhJ5TPDE79Qx4hn82hx+axn0OBqKRCaHJsDI5ul0q4BC1GZQrRLW4CT5tTvIpVKk4jqqsYhlV6m2ujRVHLtVI2ZIMpuvwLFd0ukkuVyewO1RfuKbDK3fyJqNWxhMaqxfO4nneWjaqziyfy8Jt87I0ACxWIzh4WGmpmc42gwYnptnZvYIY9uvplZr0InHMdP9jMVMestTDBdHuemFO/HbVRy7ftJa74YNG56VibzvrDKRL0Tp6vk0iDghwWz6J33bMpw9yagjIiLi+ScK1JcRpRStVgdfmig/wOu2MMxY6NAUeCi7hZ4dgsCDTgM9N4wz8+NQecuIIYSGs3wUIUDEMujZAZTTwmsu47UraJkBhGEik1lwzFDHW2rhWrMKkHoMZcSRhoUmZKh+JgXYDdzKPM78AYSuo6X7UUJDoDAKwxi5IehUiesgcgUCoNdLholehs7g5BaKI8OUlpfxlhsYzUV8JVGleQZGJ4kPTpIdHqddnkM3TDbt2EkMh8bcIQ4vN1ly6sTtGkbcxLI0kqkUtuPQOPQEOh7F4VESwmVyzSSp1E+mlNdt3Erl6F6uvvrqlRFbKpWi+tjjDA4PMr97D9NPKfrG16Okh2a5aMpjZO0Ab/1/3snIyMgZp2PPZ9r2fJWunm+DiGhKOiJi9RIF6suIaZoESuG5fpiwpRTK8/AaVaQU+E4HM7MRITW86gIEPjKRxWsshkplgQLPQegmmpAoz8arzIXryGb8mCZ3Hcc/EGY2K4WWKqJcG7c8jev0MAvDyGQepQKM4jhCSNzqPNKo4nYaxEY2ERvbirJ7qPo86Wwf6UIfdmUOS4LXqaOLgJgRkOzPMDZYRI9L8GoIwyU91Ed25xbmD+7FqQcMbdxF2wnQNJdsPsnVO7YwNjZGt91k3mlhJVKo1jLDQ0XiuTyNrs3soR/RrS6Tlx36B4fZNNrPurWTZLO5E36fpxplHg+UhcwzmG6Hx3c/zczM0+imyWAxz7aJIV72kpvZunXrWT2z85m2PZ8geDkMIqIp6YiI1UkUqC8jlmXhex4ylYfSLLG+MbxOg6BThXQf0u4Q2DZ6Oo9MFXDmn8HvVFG+wm83COw21uhWjKFN+I1FVLuK162jUARODy1fQBgmwoyDFppDeAsHUJqGzAwQVOcJhA6+g9RjEPgEzSWEACNTRAQ2eqeEVpvGSueJ5bNYZoCFS7xQQDpdTM3GjMXoCJsX7NzFa173y7TqNQ4f2M9Te/fRUS4x32Y0a1FY/wLWXXkThw4+w2y5wcZN6xgbGwt/F7EEuhVjJG4wsHM9TgDlxiwpx+Ga0QSbb7yB7Vs3s3dqnvH160imMyf9Pk83yjweKHft2M6v9nosLS0hpSSdTjM+Po6U8pI/63MNgpFBRERExHFWZaButVq8733v4x//8R+pVCps2bKF//f//X954xvf+JzHLi0t8Z73vId/+Zd/odPpsGvXLj784Q9z2223nbTvN77xDd7//vfzxBNPkEgkeO1rX8vHPvax561MZHl5GSOZJtbu4eaGQkfIVBG/UcJvlhGxZDh6bi0TuL3QNUvoiGQSKaDXquKWpgja1VAvGwVOF79dR0/mkbpB0OsiYmnwAtzFgzilabREFk1I9NGN6MkCdGqY8QS+3wNdMjjYj1T9dJcNTN8GZ5n+XD+aFZZCCUeSTiUZGR0lYY4RtCqkBgzWb9lELpcnny8wNrGWtRs28uSTT7JY77Bly2Z8JXB6XeIxizQdcG26nS5mzKJeqVBZmmfjljW8/FfeimEYlEolAPqeldns+A8zPT9zzqPMZwfKoaGhS/1oLwqRQURERASs0kD9+te/nscee4yPfvSjbNq0iX/4h3/gV3/1VwmCgDe96U2nPc62bW677TZqtRp33XUXAwMD/PVf/zWvfOUr+cY3vsEtt9yysu+3v/1tXvWqV/Ga17yG++67j6WlJf7wD/+Q2267jR/84AdYlnXJ+ymlxNR14vEEjpbE6TTQBybDDOpeG6c0DWZ8JbsaTSK10JM5MOLIZBYldPxuAyF1ArdHb3kKhMQojISJYO0aamk/yunhtxv4XhfdTKGn8kivjZUpkN1wBZpQGE6LsWLokmRXZmnrXTasn2Tzlh10um1mFkocOlyjMf8UsVwB02gxNFjgqmu3snH9WvYenj5h9Fco9jMyPEDMP8hAQjJ1dJpyucyWrVu5asONVOsNqktHcTyfyvxRNvbFefmtN618KOXz+ZN+Z79oo8xo7TgiIkIopdTlvoln89WvfpXXvOY1K8H5OC9/+ct5+umnOXr0KJqmnfLYT3ziE/z2b/82Dz/8MDfccAMAnuexa9cuUqkUjz766Mq+1157Le12myeeeAJdD79XHn74YV70ohfxiU98gt/6rd86q/ttNBpks1nq9TqZzMnTsWdiamqK//Jf/4In5lq0ZZpmrYwxvAW3cpSg18a3O+B7GOkCMpFHKZ+gXSOwWyjXRijCmmXPJehWsUuz6Ok+rMkr8cpHQ+9pFSBcGzwb0zKQvRZW3Aq9oIVGYnw7/ePrSFs6w7k4g/0FEtInrhzGUoKhkWGWa21s18ezu+RTFuOjI6TTaYQQK6NdIQTLy8vh6K/S/ImKViHN1k0bMU2Tubk5Hn96HypZZGhkDbFEnNLyMvMzU2Skw8tuedFZzWac7jpRhnJERMTPCucSO1bdiPree+8llUrxhje84YT2d7zjHbzpTW/i0Ucf5cYbbzztsZs3b14J0gC6rvPmN7+ZP/7jP2Z2dpbR0VFmZ2d57LHH+MhHPrISpAFuvPFGNm3axL333nvWgfpCGB8fZ/vaEfYu7ENPWnTqoNwOWjKH16yiGxayMIpSHkGvgd9roTyXwGkTNMsEvh+aYTgtgkYJLV3ETKRQS/sJWlU0p83w8CDbr97B1k0b2Lx2jK2bNiKEYGp6hid+/Aw/2ncQv3WUgeQww7kC/UmNmKYzlE5y07Ea4rMdzT3X6C+Xy9Hf33/SVO620dw5BdlolBkREfGLxKoL1E899RRbt249IYAC7Ny5c2X76QL1U089xYtf/OKT2o8f+/TTTzM6OspTTz11QvtP7/vd7373gvpwtkgp+fe3/zIP/dt/YyFwSMZ0bLcTmmHkBrAXDkG3gUzm0aSOCnyE0FCOjWt3MTXIJxO84Jorecsb38iRuSV+vHcf7Uad8eE+Xn7bbWzZsoVEIoFlWScEs+uuU7zimNbz03v2Ue+6BFIjl5QMFTMnBM5zTYI60/4XK8hGGcoRERG/KKy6QF0ul1m3bt1J7YVCYWX7mY49vt+Zjj3+39Pte6Zr2LaNbdsrPzcajdPuezZs376d/8+db+auT32Wnu/SXVzC71SxrCRBtg97/gB+bR5PqdAistdEBj6DhSIv2LmF//DvXsWrXvHycxr5wk8CXS6XY9u2bc/r6DQKshERERFnz6oL1MBzBpiLdezp9j3TOT7ykY/wJ3/yJ2e8h3Plta99LWvXruUf772PR5/4MYeOHMVuasQlWP1pdEeQSGfJZLMU82k2r5vgxTfewAte8ALy+fwJU8vnQxQ4IyIiIlYvqy5QF4vFU45oK5UKcOpR8LkeWywWgVOPziuVyhmv8Ud/9Ee8+93vXvm50WgwPj5+2v3Plu3bt/PBrVuZnp6m0WgwMzNDPB6nUCgwMjJCtVoFOCF5KyIiIiLi559VF6ivuOIKPve5z+F53gnr1Lt37wZgx44dZzz2+H7P5qePPf7f3bt38+pXv/qkfc90DcuyLlnplpSSiYkJIOzLs+nr67sk14yIiIiIWN1cekmmc+T222+n1WrxxS9+8YT2T3/604yMjHDddded8di9e/eeUIbleR6f+cxnuO666xgZGQFgdHSUa6+9ls985jP4vr+y7yOPPMK+fft4/etff5F7FRERERERcZ6oVcjLXvYylc/n1Sc/+Un1wAMPqN/4jd9QgPrMZz6zss873/lOpWmaOnLkyEpbr9dT27dvV+Pj4+qzn/2s+vrXv65uv/12peu6+ta3vnXCNb75zW8qXdfV7bffrr7+9a+rz372s2p8fFzt2LFD9Xq9s77Xer2uAFWv1y+84xERERERvxCcS+xYdSNqgC996Uu85S1v4QMf+ACvfOUrefTRR/nc5z7Hr/3ar63s4/s+vu+jnqXXYlkW999/Py95yUv43d/9XV73utcxPz/P1772tRNUyQBuvfVWvvrVrzI/P8/rXvc6fvd3f5eXvOQl3H///c+LKllERERERMTZsOqUyX7WuBBlsoiIiIiIX0zOJXasyhF1REREREREREgUqCMiIiIiIlYxUaCOiIiIiIhYxUSBOiIiIiIiYhUTBeqIiIiIiIhVzKpTJvtZ43jS/IWac0RERERE/OJwPGacTeFVFKgvkGazCXBR9L4jIiIiIn6xaDabZLPZM+4T1VFfIEEQMDc3RzqdPmejjOOGHtPT0z+zNdhRH1YHUR9WDz8P/Yj6cOlRStFsNhkZGUHKM69CRyPqC0RKydjY2AWdI5PJrMo/pHMh6sPqIOrD6uHnoR9RHy4tzzWSPk6UTBYREREREbGKiQJ1RERERETEKiYK1JcRy7L44Ac/+DNtAhL1YXUQ9WH18PPQj6gPq4somSwiIiIiImIVE42oIyIiIiIiVjFRoI6IiIiIiFjFRIH6Ami1Wvz+7/8+IyMjxGIxrrzySj7/+c+f1bFLS0u8/e1vp6+vj0QiwQ033MD9999/yn2/8Y1vcMMNN5BIJOjr6+Ptb387S0tLl70fX/rSl/jVX/1VNmzYQDweZ3Jykl/7tV9j//79J+176623IoQ46d8rX/nKy9qHe+6555T3JYRgYWHhpP0v5bM43z6c7nd7qn5c6ufQbDZ5z3vew8tf/nL6+/sRQvChD33orI9fDe/FhfRhtbwTF9KH1fJOXEgfVtM7cTGI6qgvgNe//vU89thjfPSjH2XTpk38wz/8A7/6q79KEAS86U1vOu1xtm1z2223UavVuOuuuxgYGOCv//qveeUrX8k3vvENbrnllpV9v/3tb/OqV72K17zmNdx3330sLS3xh3/4h9x222384Ac/uCiJEufbjz//8z9naGiI9773vaxbt47p6Wn+7M/+jKuvvppHHnmE7du3n7D/unXr+OxnP3tCWy6Xu+D7v5A+HOfuu+9my5YtJ7QVi8UTfr7Uz+J8+/CJT3ziJAnbTqfDK1/5Sl7wghcwNDR0wrZL+RzK5TKf/OQn2bVrF7/yK7/C3/7t3571savlvbiQPqyWd+JC+nCcy/1OXEgfVtM7cVFQEefFV77yFQWof/iHfzih/WUve5kaGRlRnued9ti//uu/VoB6+OGHV9pc11Xbtm1T11577Qn7XnPNNWrbtm3Kdd2Vtu9+97sKUJ/4xCcuaz8WFxdPapudnVWGYag777zzhPZbbrlFbd++/YLv91RcSB/uvvtuBajHHnvsOa9zKZ/FhfThVNxzzz0KUH/7t397QvulfA5KKRUEgQqCQCml1PLysgLUBz/4wbM6drW8FxfSh9XyTlxIH1bLO3EhfTgVl+uduBhEU9/nyb333ksqleINb3jDCe3veMc7mJub49FHHz3jsZs3b+aGG25YadN1nTe/+c18//vfZ3Z2FoDZ2Vkee+wx3vKWt6DrP5n8uPHGG9m0aRP33nvvZe3HwMDASW0jIyOMjY0xPT19wfd2tlxIH86WS/0sLnYfPvWpT5FKpbjjjjsu6L7OlePThufDankvLqQPq+WduJA+nC2r+Tmcisv1TlwMokB9njz11FNs3br1hD9QgJ07d65sP9Oxx/c71bFPP/30Cec43b5nusbZciH9OBWHDh1iamrqpCk+gIMHD1IoFNB1nfXr1/Pe976Xbrd7/jd/jIvRh9e+9rVomkahUOD1r3/9Scdc6mdxMZ/D/v37efDBB3njG99IKpU6afuleg4Xymp6Ly4ml+OduBhc7nfiYvKz+k4cJ1qjPk/K5TLr1q07qb1QKKxsP9Oxx/c707HH/3u6fc90jbPlQvrx03iex5133kkqleJd73rXCdtuuukm7rjjDrZs2UK32+VrX/saH/vYx3jooYf45je/+Zyi9JeqD8fXE6+//noymQy7d+/mox/9KNdffz3f/e532bVr1wnnuFTP4mI+h0996lMA3HnnnSdtu5TP4UJZTe/FxeJyvRMXwmp5Jy4mP6vvxHGiQH0BnGla5rmmbM7l2NPte7GmhS6kH8dRSnHnnXfy4IMP8sUvfvEk288Pf/jDJ/z86le/msnJSf7gD/6A++67j9tvv/3cb/ws7/NM2175yleekN15880385rXvIYrrriCD3zgA9x3331nda6L8SwuxnPwPI9Pf/rTbN++neuvv/6k7Zf6OVwoq+m9uFAu9ztxvqymd+Ji8LP+TkA09X3eFIvFU34xVioV4NRfmed67PEMy9Pte6ZrnC0X0o/jKKX49V//dT7zmc9wzz338Mu//Mtnde03v/nNADzyyCPncMcnczH68GwmJye56aabTrivS/0sLlYfvvrVr7KwsMCv//qvn/W1L9ZzuFBW03txoVzud+JiczneiYvFz/I7cZwoUJ8nV1xxBXv27MHzvBPad+/eDcCOHTvOeOzx/c507PH/nm7fM13jbLmQfsBP/g/p7rvv5m//9m9X/sDPhQudWrrQPpwKpdQJ93Wpn8XF6sOnPvUpTNPkLW95yznfw+We4ltN78WFsBreiUvB8/1OXCx+lt+JFS5fwvnPNl/96lcVoD7/+c+f0P7KV77yOctpPvGJTyhAPfLIIyttruuq7du3q+uuu+6Efa+99lq1Y8eOE873ve99TwHqf/7P/3lZ+xEEgbrzzjuVEEJ98pOfPOdr//mf/7kC1D/90z+d87HP5kL6cCoOHTqkUqmU+pVf+ZUT2i/ls7gYfZifn1e6rqv/8B/+wzld+2I9h5/mXEtqVtN7cZxz7cNqeSeezcUobboc78SzOd8+rLZ34nyJAvUF8LKXvUzl83n1yU9+Uj3wwAPqN37jNxSgPvOZz6zs8853vlNpmqaOHDmy0tbr9dT27dvV+Pi4+uxnP6u+/vWvq9tvv13puq6+9a1vnXCNb37zm0rXdXX77berr3/96+qzn/2sGh8fVzt27FC9Xu+y9uN3fud3FKDe+c53qu9973sn/PvhD3+4st93vvMd9YpXvEL9zd/8jfrXf/1X9eUvf1n91m/9ltI0Tb30pS9Vvu9ftj7cdttt6k/+5E/Uvffeq+6//3718Y9/XI2MjKh0Oq127959wjUu9bM43z4c56Mf/agC1L/+67+e8vzPx3NQKvzo+MIXvqD+7u/+TgHqDW94g/rCF76gvvCFL6h2u33afqym9+J8+7Ca3onz7cNqeifOtw/HWS3vxIUSBeoLoNlsqt/7vd9TQ0NDyjRNtXPnTvW5z33uhH3e9ra3KUAdPnz4hPaFhQX11re+VRUKBRWLxdT111+vvv71r5/yOv/6r/+qrr/+ehWLxVShUFBvfetbTyms8Hz3Y2JiQgGn/DcxMbGy3/79+9WrX/1qNTo6qizLUrFYTF1xxRXqT//0Ty/ax8b59uH3f//31bZt21Q6nVa6rquRkRH15je/We3bt++U17mUz+JC/p6UUmrTpk1qcnJyRSTip3k+noNSZ/67OH7fq/29ON8+rKZ34nz7sJreiQv5W1Jq9bwTF0pkcxkREREREbGKWSUr5RERERERERGnIgrUERERERERq5goUEdERERERKxiokAdERERERGxiokCdURERERExComCtQRERERERGrmChQR0RERERErGKiQB0REREREbGKiQJ1RETE88qtt966aiwQz4dvfetbCCH40Ic+dLlvJeIXhChQR0Q8z/zoRz/iP/2n/8S2bdvIZDKYpsnw8DAvf/nL+fjHP35K28BfNI4cOYIQ4qz/TU5OXtTrT05OXvRzRkScL/rlvoGIiF8UgiDgPe95D3/5l3+JruvcfPPNvPzlLyeRSLC0tMTDDz/Mu971Lj7wgQ9w6NAh+vr6LvctXzZyuRwf/OAHT2ir1WrcddddTExM8Pa3v/2k/SMifl6JAnVExPPEe9/7Xv7yL/+SF77whXz+859n/fr1J+3z2GOP8Z73vIder3cZ7nD1kMvlTppaPnLkCHfddReTk5PRtHPELxTR1HdExPPA/v37+Yu/+AsGBgb42te+dsogDXDNNdfwwAMPMDw8vNJ2fBr47W9/O3v37uX1r389fX19CCE4cuQIAJ7n8d//+39n165dxONxstksL3nJS/jKV75y0jU+9KEPIYTgW9/61knb7rnnHoQQ3HPPPae8/qFDh/j3//7fk8/nSSaT/NIv/RJPPPHEKfvy0EMPccstt5BMJikWi9xxxx1MT0+f/S/tLHn2mvH3vvc9XvGKV5DL5VbWwc+0pvzsvj3756mpKaampk6YXj/V8T/84Q95xSteQTqdJpvNcvvtt688k4iIi0U0oo6IeB6455578H2f3/zN33zOKW0hBJqmndR+4MABrr/+erZv387b3vY2KpUKpmmilOKOO+7gS1/6Eps2beK3f/u3abfb/OM//iOvfe1rueuuu/i93/u9C+7DkSNHuO6669i2bRvvfOc7OXjwIPfddx8veclL2LNnD4ODgyv73n///bzqVa9CSskdd9zByMgI999/Py960YvI5/MXfC+n4uGHH+bP/uzPeMlLXsJ//I//kaNHj57zOY5PuX/84x8H4Pd///dXtt16660n7PuDH/yAv/iLv+DWW2/lN3/zN3n88cf5p3/6J3bv3s1TTz1FLBa7gN5ERDyLy2yzGRHxC8FLXvISBagHHnjgnI89fPjwigfv+9///pO2//3f/70C1C233KJs215pn56eVgMDA8owDHXo0KGV9g9+8IMKUN/85jdPOtfdd9+tAHX33Xef8vof/ehHT9j/fe97nwLURz7ykZU23/fVunXrlBBCPfjggyvtQRCoN73pTSvnOt/fwy233HJC+ze/+c2Vc37qU5866bjj2z/4wQ+e9pxve9vbTmifmJg4wT/6dNf7/Oc/f8K2t7zlLQo4yUc8IuJCiKa+IyKeBxYWFgAYGRk5adsDDzzAhz70oRP+PfTQQyftNzQ0xPve976T2o9PU3/sYx/DNM2V9rGxMd71rnfhui6f/exnL7gPa9eu5b/8l/9yQtudd94JhGvrx3nooYc4dOgQr33ta7nppptW2oUQ/Nmf/dkpZwsuBldddRXvfOc7L8m5T8XNN9/MHXfccULb8es/+/cREXGhRFPfERHPA0qp02574IEH+NM//dMT2mKx2AlBDmDXrl0nBOLjPP7448Tjca699tqTth2frv3Rj3507jf9U+zatQspT/y2HxsbA8KM7OMcX7N+8YtffNI5JiYmGB8fvyTruKfq/6Xk6quvPqntVL+PiIgLJRpRR0Q8Dxxfv52dnT1p24c//GGUUiiluPvuu5/zHD9No9E47bahoSEA6vX6ud7ySWSz2ZPadD381vd9f6Xt+LUGBgZOeZ7T3euFcqnOezrO9vcREXGhRIE6IuJ54MYbbwTgm9/85nmf43RqXplMhsXFxVNuO96eyWRW2o6Pij3PO2n/ixnQl5aWznhPF5vT/X4udX8jIi41UaCOiHgeeNvb3oaUkk9+8pOUSqWLeu6rrrqKbrfL97///ZO2ffvb3wbgyiuvXGk7nnV9qtH9448/fsH3s2vXLgAefPDBk7ZNTU1dkhKtM3E+/dU0LRoVR6waokAdEfE8sHnzZt797neztLTEq171Kg4ePHjK/c5nbfNtb3sbAH/0R3+E67or7bOzs/zVX/0Vuq7za7/2ayvtL3zhCwH4+7//e4IgWGn/3ve+d1GSzm666SbWrl3Lv/zLv5yQFKeU4o//+I+f9wC4efNmUqkUX/7yl6lUKivti4uLfPjDHz7lMYVCgVKp9AsvPBOxOoiSySIinic++tGP4roud911F5s3b+aWW25h586dKxKiP/rRj/jBD35AJpNh586dZ33et7zlLXzpS1/ivvvuY+fOnbz2ta9dqaMul8v85V/+JevWrVvZ//rrr+eGG27ggQce4IYbbuDmm29mamqKL3/5y7zuda/j3nvvvaB+Hp85ePWrX80v/dIvrdRRP/DAA8zPz7Nz506efPLJC7rGuWCaJr/zO7/DRz/6Ua6++mp++Zd/mWazyT//8z9zyy23nPKj6aUvfSk/+MEPeN3rXseLX/xiTNPkpptuOinBLyLi+SAK1BERzxOapvHxj3+ct7zlLfzN3/wN3/nOd3j00UdxHIdCocAVV1zBX/3VX/GWt7zlnHS+hRD8n//zf7jrrrv49Kc/zf/4H/8D0zS5+uqrefe7382/+3f/7qT9v/zlL/Pud7+br3zlK+zevZtdu3bx5S9/mbm5uQsO1AC/9Eu/xP3338/73vc+vvCFLxCPx7ntttv4whe+wFvf+tYLPv+58uEPfxjTNLn77rv5m7/5GyYnJ3n/+9/P6173Or74xS+etP/73/9+qtUq//Iv/8IDDzxAEAR88IMfjAJ1xGVBqDPVjURERERERERcVqI16oiIiIiIiFVMFKgjIiIiIiJWMVGgjoiIiIiIWMVEgToiIiIiImIVEwXqiIiIiIiIVUwUqCMiIiIiIlYxUaCOiIiIiIhYxUSBOiIiIiIiYhUTBeqIiIiIiIhVTBSoIyIiIiIiVjFRoI6IiIiIiFjFRIE6IiIiIiJiFRMF6oiIiIiIiFXM/x8NKcKhTugudAAAAABJRU5ErkJggg==", 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", 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" ] @@ -2145,12 +1990,7 @@ } ], "source": [ - "import matplotlib\n", - "\n", "# Set the font type to ensure text is saved as whole words\n", - "matplotlib.rcParams[\"pdf.fonttype\"] = 42 # Use TrueType fonts instead of Type 3 fonts\n", - "matplotlib.rcParams[\"ps.fonttype\"] = 42 # For PostScript as well, if needed\n", - "\n", "classn = \"L2_3IT\"\n", "crested.pl.scatter.class_density(\n", " adata,\n", @@ -2172,19 +2012,19 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2024-11-13T18:56:20.770729+0100 INFO Plotting heatmap correlations for split: test, models: ['biccn_model']\n" + "2024-12-06T16:06:04.946219+0100 INFO Plotting heatmap correlations for split: test, models: ['biccn_model']\n" ] }, { "data": { - "image/png": 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2SR2vh4eHzJ7bFy9eMAMDA2ZgYCDxI0J8XHp6elIffsYYGzRoEAPA/ve//8lsy8cyMzO51+Xjy5bKKOs9xhjjvphl9VSKRCIuCF6wYIHEY3wDp9atW0t9ERcUFLD69eszABKvW3Z2NvcZi4mJkapL/KXIN3Ap7TxWGYGTrPpfvXrF9UC/fv2aS//iiy94B9aKGjVqFAMg1UOr6vu+U6dODJDdm5qamsp0dHTKNXC6fv069xx369aNSy95/iv5g7ckcQAk73kW/2hesmQJl3bmzBnuefn4igFjjE2dOlVuW+W9z8S94CXrKQ2fwEnVc4Iqn+3w8HAGgK1Zs0ah4yqLUoPD3759CwCoU6eOMsUAADk5OYiPjwcATJkyRepxfX19fPbZZwA+DKyT5dNPPy2zHnl5Dh48CAAYN26czMdbtWoFBwcHPH78GM+ePSuzHrHY2FjMmDEDffr0QZcuXdCpUyd06tQJWVlZyM3NxYMHDxTeV2l+//135Obmws7ODgMGDJB63MPDA15eXmCM4fTp0zL3ERISIrMcADx+/FgivUGDBgCAn3/+mW/TOTY2NjLb3rdvX9jZ2eHdu3e4dOkSl15Rr1m9evXQrFkzvHr1Cnfv3gUAZGRk4M6dO+jSpQt8fHwAAOfPn+fKXLhwAQDQpUsXLi0+Ph5paWlo27Yt2rRpI7Ou/v37S+1LfFxBQUHQ0tKSKmNlZQUPDw/k5OTg2rVrUo/7+fnB1tZWKl3eaymP+PMMyP9M+/n5yZy3Rh55nz/xZ1rWZ18gEGDq1KkS+crL2LFjoaEheZrT1tZG69atAUg+VxcvXkRubi7s7e3h7+8vta8BAwaUy52uipzHKpKsz5O5uTkcHBwASD4n4vPAoUOHUFRUVC7137t3D4sWLcKgQYPg4+PDnTPFn5GbN2/KLKfM+z4nJweXL18GAJl3uNWvXx+DBg3idRxDhgzh2t6wYUO4ubkhJSUFlpaW2LRpk1T+Fi1aoG3btlLpKSkpuH79OurVq8edLz4m6zzy22+/ce2Qdav/xIkTlTqehw8f4s6dO9DR0cH06dOVKqsKvucEZT7b4vdxTEwMcnNzebdd+qxdCkNDQwBQaWLLhw8fQiQSQSgUomHDhjLztGjRAgDw999/y3zc2dm5zHrk5RHPJ7Vw4UJ8++23MvOIJy57/vy5zA9oSQUFBRg2bBgOHz5car7Xr1+X0WLFiJ+TZs2ayf3iatGiBeLj42U+f+bm5jA2NpZKF9/1mJOTI5E+ffp0nDlzBp999hlWrVqFXr16oVOnTvD19YWZmZlKx9C0aVOpNzrw4UPStGlTPH36FH///Tf8/PwAlP9rVlKXLl1w7949nD9/Hs7Ozrhw4QIYY/D29oanpyd0dHS4k1RRUREuX74MLS0tdOjQgduHuH3Jycno1KmTzHoyMzO59n1cbtOmTdi7d6/McuLXsGQ5MScnJ5ll5L2W8og/z4D8z7SLiwu3v4KCAiQmJsrdn7m5ucwTeGZmJjdxZvPmzWWWLeuzryplnquyPmMaGhpo0qSJzNdEGYqcxypSac/J/fv3JZ6T4OBgfPfdd4iKisKJEyfg5+eHzp07w9fXV+55vDTh4eH4+uuvIRKJ5OaRd85U5rUUf9/o6urC0dFRZjm+r8PVq1e5/+vp6cHZ2Rm9e/fGl19+CUtLS4XrE58P3r9/L/c88v79ewCS5wPx+1Xefhs3bgwtLS2FA17xj8jmzZtLnBsqQnmcE5R5PwwcOBAODg44deoUrK2tufexj48PV48ylAqcxL+2VJncS3wQFhYWcr/4xW+2kr+ES1Kkp0tenqysLACQ+Qv+Y3l5eWXmiYiIwOHDh1G/fn2sWLECXbp0Qf369SEUCgEAnTp1wqVLl1BYWFjmvhQhfv5Km96htOdP3vMiK5ABgD59+iAmJgbffPMNrly5gnv37mHNmjXQ0tJCQEAAvv/+e6V/fSvb9vJ+zUry9vbGli1bcP78eYwfP54Lkry9vaGnpwcPDw9cuXIFBQUFuH79Ot69ewdPT0+J51HcvlevXpU5o3bJ9onLJSUlqXRcZb2WjLEy9wsAxsbGMDAwQE5ODpKTk9GqVSupPCtXruT+/+zZM+6Xmyzy2lXyBCbvPVDWZ19VyjxXJc9R8sj6QiyvNlUWZZ4Ta2trxMfHY8GCBYiJicHOnTuxc+dOAICnpyf+97//KTw9xYULFzB//nxoamoiPDwc/fv352aoFwgE+Prrr/HNN9/IPWeq8lqWNuki39fyyZMnXC+dIsr6bsrOzpbocZel5PmgrPerhoYGzM3NkZaWplD7srOzAQAmJiYK5eejPM4Jyrwf6tSpg4sXL2LhwoU4cOAA9u3bh3379gH4ELgtX74cffv2Vbj9Sl2qE//avnz5stLdtgYGBgA+fMnIO7G/fPkSACok2hXX/+DBA7APY7vkbuJLNaXZs2cPgA/rHY0ePRr29vZc0AQA//zzT4W0/99//5Wbp7yfv969e+PSpUt49eoVDh8+jClTpsDExAT79+9Hv379lA4KSwsuxMdVsu3l/ZqV5O3tDeC/ru/z58/D2NiY6+b19vZGXl4e/vjjD4mgqiRx+0aOHFlm+0rO6Cwud/r06TLLVfQ6Wp6engA+XKaqKOLjBeS/f+W9d8U/suSdM8pzWaeS5yh5Svv8lYfKPF5FOTs748CBA8jMzERcXBzCwsLQrFkzXLlyBT179lR47TvxOXP27NmYN28emjdvjjp16nDHXJ7nTPFrWdryJxX9WipK3NaOHTuWeT4o+VyX9X4ViURKzSUl/uyJe8krEp9zgqpsbW2xY8cOvH79GleuXEFERATc3d1x584dDBw4UKmJfZUKnHr37g0DAwP8+++/OHDggFKNbtSoETQ0NJCfny93DMbt27cBAE2aNFFq34oQdwcq8itfEeI3cMlLN2IZGRlyu/NLGx9SGvFzcvfuXbkn1Yp6/kxNTTFgwACsXbsWSUlJMDY2xp9//inRVa2I+/fvy+yiZ4zh/v37ACTbruprpshzbGNjg4YNGyI1NRVXr17FX3/9hc6dO3O/VsRB0rlz52SOb+LTvvJ+L/IxdOhQAMCPP/5YYV/KJiYm3K/iO3fuyMwj770r/lUp78uhPFcmENd9//59mZ8xkUjEvU8/purn+mNlHe/Dhw8rtP7SCIVC+Pj4YNGiRUhKSkLHjh2Rk5OD6OhohcqXds4E5I9tUoX4++b9+/dyAzvxpamqJj4f3L17t9RLmB8Tv1/v3bsn8/GHDx8q9eNWfMnqzp07Cvf8qvq+43NO4EtLSwvt27fH3LlzkZiYiMDAQBQXF2PHjh0K70OpwMnExIQbyDV9+vQyf2lcunSJG6BnYGDAfWDWrVsnlTcvLw/btm0DAPTq1UuZZilEPBBw7dq1Cl/KKI14tnRxVFzSqlWrUFxcXGo5ZS8tderUCfr6+vjnn39w5MgRqcevXr2K+Ph4CAQC9OjRQ6l9K8PS0pIbM/DixQulyj579gzHjh2TSo+JiUFKSgrq1KmDjh07cumqvmaKPsfiQGjZsmUQiUQSPUodOnSAlpYWYmNj8fvvv0NTU1Nq/EHnzp1hbm6OmzdvKrVGmPi4fvjhB27sQlX59NNP4eDggJcvX2LixIlKnbiVIf5My/rsM8a49I8/++JxNLLGVv3yyy948+ZNubVR/BlLTk7mBt6WdPToUbk/iFT9XH+stOO9evWq3OCivOpXlKamJjcoW9HzQGnnzFOnTpVr4GRgYMBdQty8ebPU4y9fvuRu0qhqjRs3houLC16/fo1du3YpXK5nz54APiz9IqtnaePGjUq1w8nJCS4uLigoKMDatWsVKsPnfafqOaG8iXvdlfk+U3rJlbCwMHh5eeHly5fw8vLCjz/+KHXy//vvvzFp0iT4+PhIdMPNnTsXwIcXtOSg2Ldv3+LTTz/Fq1ev4ODggMDAQGWbVaYvvvgCDRs2RFxcHEaOHInU1FSJx3NycvDzzz9j5syZCu1P/CU6a9Ys7notYwy7du3CypUroaurK7Oc+MQoHoysKCMjI+7ukMmTJ+PPP//kHnv06BHGjBkD4EMPgrxBc8oIDAxETEwMCgoKJNIPHDiAW7duQSAQyL2TTB4tLS1MmTJFYuHnO3fucGsYjR8/XqJbVtXXTPwcl3VJWRwoHT16VOJv4MOJt23btjh37hyys7Ph6uoKIyMjifK6urpYsmQJgA93thw6dEjqNU1KSsLcuXMlxi4EBATA09MT9+7dQ79+/aR6EfLz8xETE4OxY8fKbXt5EQqF2LdvH/T09LBr1y706tULV65ckTqOtLQ0mV9Aipo1axa0tLRw5MgRrFq1igvQCgoKMG3aNK4n8+M7oMR3t61YsULiDtXExERMnTq1XBfCNjIy4u7snThxokSPxF9//VVqfYq+58oiPt6tW7fijz/+4NIfPHiAMWPGyLwLszzr/9hXX32F7du3S12+SUpK4u64lXWnmCzic2ZERITEONnExESMHTtW7jlTVV9++SUAYM2aNRI38aSnp2PkyJEV9iNBFcuXL4dAIMCkSZOwbds2qdfw8ePH+OabbySCvW7duqFNmzbIzc3F6NGjJX5E/Pzzz9i0aZPc94s8y5YtA/Dhe37t2rUSPVa5ubnYtm2bxOdC/CP6zp07ZY7z/Jiq5wRVfP/991i9erVU0P706VOuw0bR9zEAKDWPk9jbt2+5+Wnw//NIuLi4MA8PD26WZ+DDxH+3bt2SKFty5nDx7MJ16tRhwIeZw//44w+p+sqay4Wx/+ZxKs3du3eZo6MjAz7MHurs7Mzat2/PmjRpwk2i9vEEcPLmoLh69So374l4dlVra2sGgI0ePVruPBkPHz7k5g+xt7dnnTt3Zt7e3hLzspQ2c7ivry93rM2bN2etW7fm2t66detSZw5X5rkTz+YrFAq519bKyorL+/HcGqWRNXO4i4sLa9myJTdrrIeHh8wlP1R5zbKysljdunUZ8GFW9I4dO3LT6pf06NEj7ngMDQ2lJkOcPXs29/jMmTPlHl/J97SpqSnz8PBgbdu2Zaamplz6x0vUvHjxgrVp04Z7vFGjRqx9+/asefPm3PvD0tJSokxZc/WosoSE2B9//CExE3PdunWZq6sra9u2rcTsunp6elKvvSLvMcYkZwkWz+wvniVYKBTKnCU4Ly+Pm89FS0uLubi4sCZNmnDvJ0WWXJFF3nxIb9++ZW5ubgz4MCday5YtuRnu5c0czphi7zlFzmMikYh1796de783bdqUubi4MA0NDdalSxc2YsSICqtf1nM2YMAAri2NGjVi7dq1Y40aNeLeJ76+vgqvIpGVlcUaNmzIgA8TFbds2ZKbL6558+Zs5syZMt/ffN73n3/+OddWR0dH5ubmxnR1dSts5nBl21fS+vXruXOaeDZsd3d3ZmlpydW5adMmiTJJSUnceUZPT4+5u7tzr7OqM4eHh4dzn1NjY2Pm7u7OGjduLDVzuJh4NQtDQ0PWvn175u3tzYYNG8Y9rujM4YqeE1T5bJdc3cHBwYG1a9eONWvWjHu+XVxcuKVkFKF0jxPw4df4gQMHcOHCBYSEhKBBgwZITk7GzZs3wRhDnz59sH37dvz9999wcXGRKBseHo5jx46hR48eyMnJwV9//QVzc3OMHz8eN2/e5Lp/K0KzZs1w8+ZNREREwMPDA8+fP8eNGzdQUFAAb29vrFy5Ej/99JNC+3Jzc8OFCxfQo0cPiEQi3Lt3D/Xq1cPatWu5u05kcXJywrFjx+Dt7Y03b97g999/x/nz5xUaYKmnp4fffvsNa9asgbu7O1JSUvD333+jefPmWLZsGS5fvqzyVAEf27lzJz7//HM0btwYL168wF9//QV9fX0EBATg/PnzXE+LMoRCIc6fP49p06YhOzsb9+/fh52dHebNm4e4uDiZd0mo8poZGRnh1KlT8Pf3R35+PuLj43H+/HmpsQANGzbkpjDo2LEjNDU1JR4v2QP18fimksLDw3Hp0iWMGDECderUwc2bN5GcnAxbW1uMHTsWMTEx6Natm0QZKysrxMfHY+PGjejSpQsyMjLw559/4u3bt2jXrh0WL16MuLg4xZ7YcuDh4YH79+9j+/bt6N+/P+rUqYN79+7hzp070NTURO/evbFmzRo8ffpUpdce+DCfzsWLFzFw4ECIRCLcuHED+vr6GDVqFK5fv44+ffpIldHV1UVsbCxCQkJgamqKBw8eQENDAytXruQGG5cnAwMDnDt3DnPnzoWdnR3u37+Pt2/fYsaMGTh//rzEDSAlKfqeK4tAIMChQ4cwc+ZMWFtb48mTJ3j37h1CQ0Nx6tQpuT1e5VX/x77++mvMmzePm1fsxo0byMvLg7e3N3bt2oVTp04p3KthZGSE33//HZ9++imMjIxw//59FBQUYObMmYiPj6+Qm4I2b96MH374Aa1atcKLFy/w9OlT9O/fH4mJiWjcuHG518fHpEmTcOPGDYwbNw4WFha4ffs2Hjx4AHNzcwwfPhz79++XmgOsRYsWuHr1KkaMGAF9fX0kJSXByMgI69atw/r161Vqx7x583D58mUMHToU+vr6uHnzJrKzs+Hh4YHvvvtOqmdm7969CAoKgpGREa5du4bz58/jypUrCtWlyjlBFePHj0dYWBi6dOmCwsJC3LhxA2/evIGHhwfWrVuHP/74Q+Z0PfIIGCuHAT+EEEIIIbWASj1OhBBCCCG1EQVOhBBCCCEKosCJEEIIIURBFDgRQgghhCiIAidCCCGEEAVR4EQIIYQQoiAKnAghhBBCFESBEyGEEEKIgihwIoQQQghREAVOhBBCCCEKosCJEEIIIURBFDgRQgghhCiIAidCCCGEEAVR4EQIIYQQoiAKnAghhBBCFESBEyGEEEKIgihwIoQQQghREAVOhBBCCCEKosCJEEIIIURBFDgRQgghhCiIAidCCCGEEAVR4EQIIYQQoiAKnAghhBBCFESBEyGEEEKIgihwIqSWCwsLg0AgQHp6eqn5fHx84OPjUzmNqsGCgoLg4OCgUll6jgmp/rSqugGEkJph48aNVd0EQgipchQ4EUIU0rx586puAiGEVDm6VEcIAQD8888/GDRoEIyMjGBsbIxRo0bh1atX3OOyLiPl5+djyZIlcHZ2hq6uLszMzODr64vLly9zeUQiEdatWwdXV1fo6enBxMQEnp6eOHr0KJfHwcEBffv2xcmTJ9G2bVvo6emhWbNm2LFjh9LHIRAIMHnyZERGRqJp06bQ09ODu7s7rly5AsYYvvvuOzg6OsLAwABdu3bFw4cPpfaxY8cOtG7dGrq6ujA1NUVAQADu3r0rlS8qKgpNmzaFUCiEs7Mzdu3aJbNNBQUFWLZsGZo1awahUAgLCwsEBwdLPL+EkJqBepwIIQCAgIAADB06FOPHj8ft27exYMEC3LlzBwkJCdDW1pbKX1RUBH9/f1y8eBHTp09H165dUVRUhCtXruDp06fo0KEDgA9jfnbv3o2QkBAsWbIEOjo6uH79OpKTkyX2d/PmTcyaNQvz5s2DpaUltm3bhpCQEDRq1AhdunRR6liOHz+OP//8ExERERAIBJg7dy769OmDMWPG4PHjx1i/fj2ysrIwc+ZMfPLJJ7hx4wYEAgEAIDw8HPPnz8fw4cMRHh6OjIwMhIWFwcvLC4mJiWjcuDGAD0FTcHAwBgwYgFWrViErKwthYWHIz8+HhsZ/v0lFIhEGDBiAixcvYs6cOejQoQNSUlKwaNEi+Pj44OrVq9DT01Pq+AghVYgRQmq1RYsWMQBsxowZEul79uxhANju3bsZY4x5e3szb29v7vFdu3YxAGzr1q1y933hwgUGgH311VeltsHe3p7p6uqylJQULi0vL4+ZmpqyL774QqnjAcDq16/PcnJyuLTDhw8zAMzV1ZWJRCIuffXq1QwA++uvvxhjjL1584bp6emx3r17S+zz6dOnTCgUshEjRjDGGCsuLmbW1tasbdu2EvtLTk5m2trazN7enkuLjo5mANgvv/wisc/ExEQGgG3cuJFL+/g5JoRUP3SpjhACABg5cqTE30OHDoWWlhbi4uJk5j9x4gR0dXUxduxYufs8ceIEAGDSpEll1u/q6go7Ozvub11dXTRp0gQpKSmKNF+Cr68v6tSpw/3t7OwMAPD39+d6lkqmi+uIj49HXl4egoKCJPbXoEEDdO3aFWfPngUA3L9/Hy9evMCIESMk9mdvb8/1tIkdP34cJiYm6NevH4qKirjN1dUV9evXx7lz55Q+PkJI1aHAiRACAKhfv77E31paWjAzM0NGRobM/K9evYK1tbXEZSlZeTQ1NaX2LYuZmZlUmlAoRF5eXpllP2Zqairxt46OTqnp79+/BwDuWK2srKT2aW1tzT0u/lfWcX2c9vLlS2RmZkJHRwfa2toSW1paWpnTQBBCqhca40QIAQCkpaXBxsaG+7uoqAgZGRkyAxoAsLCwwO+//w6RSCQ3eLKwsEBxcTHS0tJkBiPVjfhYU1NTpR578eIFzM3NJfKlpaVJ5fs4zdzcHGZmZjh58qTMOg0NDXm1mRBSuajHiRACANizZ4/E3z///DOKiorkTsjo7++P9+/fIyoqSu4+/f39AQCbNm0qr2ZWKC8vL+jp6WH37t0S6c+ePUNsbCy6desGAGjatCmsrKwQHR0NxhiXLyUlReKOQgDo27cvMjIyUFxcDHd3d6mtadOmFX9ghJByQz1OhBAAwMGDB6GlpYUePXpwd9W1bt0aQ4cOlZl/+PDhiIyMxPjx43H//n34+vpCJBIhISEBzs7OCAwMROfOnTF69GgsW7YML1++RN++fSEUCvHnn39CX18fU6ZMqeSjLJ2JiQkWLFiA+fPn49NPP8Xw4cORkZGBxYsXQ1dXF4sWLQIAaGhoYOnSpRg3bhwCAgLw2WefITMzE2FhYVKX6gIDA7Fnzx707t0b06ZNQ7t27aCtrY1nz54hLi4OAwYMQEBAQFUcLiFEBRQ4EUIAfAicwsLCsGnTJggEAvTr1w+rV6/mxgF9TEtLC7/++ivCw8MRHR2N1atXw9DQEK1bt4afnx+XLyoqCm3btsX27dsRFRUFPT09NG/eHPPnz6+sQ1NKaGgo6tWrh7Vr12Lfvn3Q09ODj48Pvv32W24qAgAICQkBACxfvhyDBg2Cg4MD5s+fj/Pnz0sM+NbU1MTRo0exZs0a/PjjjwgPD4eWlhZsbW3h7e2Nli1bVvYhEkJ4ELCS/cyEEEIIIUQuGuNECCGEEKIgCpwIITVCyTmQZG0ikaiqm0hItfD27VvMmTMHPXv2hIWFBQQCAcLCwhQu/++//yIoKAjm5ubQ19eHl5cXN4cZocCJEFJDfDwH0sdbaRNxElKbZGRkYMuWLcjPz8fAgQOVKpufn49u3brh7NmzWLNmDY4cOQJLS0v4+fnh/PnzFdPgGoYGhxNCaoTExMRSHxfPsURIbWdvb483b95AIBAgPT0d27ZtU7js9u3bkZSUhMuXL8PLywvAh5n4W7dujTlz5iAhIaGiml1jUOBECKkR3N3dq7oJhNQIJZcBUtahQ4fQtGlTLmgCPtxBO2rUKMyfPx/Pnz+XmCi3NqJLdYQQQggBACQlJaFVq1ZS6eK027dvV3aTqh3qcSKEEEKqsfz8fOTn50ukCYVCCIXCcq8rIyNDak1H4L91HuWtXVmbUOBEqkzGks95lY9q9QOv8rHHVf/l9D4nl1fdmtraKpc1qVeXV92Z/77hVV6gofplAFFRMa+6+49oy6v87aRMlct+1zWeV92nmV/ZmeQ4H/+OV91eHga8yp8991rlssWF/F7zTp3r8Spvaqh6/QM9NHnVXVKMtupL6yR+NRyLFy+WSFu0aJFSd8opo7RLfXwuA6oLulRXQ61duxYCgQAuLi4qlb9z5w7CwsKQnJxcvg0jhBBSrkJDQ5GVlSWxhYaGVkhdZmZmMnuVXr/+EDzL6o2qbShwqqF27NgB4MP1ZlXucrhz5w4WL15MgRMhhFQCgbZA5U0oFMLIyEhiq4jLdADQsmVL3Lp1SypdnKbqj3V1QoFTDXT16lXcvHkTffr0AfDh9tGKlpvL79IUIYTUZhpaApW3yhQQEIB79+5J/CAvKirC7t270b59e1hbW1dqe6ojCpxqIHGgFBERgQ4dOuCnn36SCmw2bdqE1q1bw8DAAIaGhmjWrBm3qGpUVBSGDBkC4MP8HAKBAAKBAFFRUQAAHx8fuLi44MKFC+jQoQP09fW5yQWfPn2KUaNGoV69ehAKhXB2dsaqVato1mZCCCmFQFtD5U0VJ06cwIEDB3Ds2DEAH64yHDhwAAcOHOC+L0JCQqClpYWUlBSu3NixY9GiRQsMGTIEe/fuxZkzZzB06FDcv38fy5cv5/9EqAEaHF7D5OXlITo6Gh4eHnBxccHYsWMxbtw47N+/H2PGjAEA/PTTT5g4cSKmTJmClStXQkNDAw8fPsSdO3cAAH369MG3336L+fPnY8OGDWjb9sOAWycnJ66e1NRUjBo1CnPmzMG3334LDQ0NvHr1Ch06dEBBQQGWLl0KBwcHHD9+HF9++SUePXqEjRs3Vv4TQgghNUBl9xxNmDBBIiDav38/9u/fDwB48uQJHBwcUFxcjOLiYjDGuHxCoRBnz57FnDlzMGXKFOTm5sLV1RUnTpyAt7d3pR5DdUWBUw1z4MABZGVlISQkBAAwbNgwTJ8+Hdu3b+cCp0uXLsHExARr167lynXr1o37v4WFBRo3bgwAaN68OTw9PaXqef36Nfbv34+uXbtyaaGhoXj+/DkSEhLQrl07AECvXr1QXFyMzZs3Y/r06WjSpEn5HzQhhNRwAu3KDZwUGb8aFRXFXWkoydLSEjt37iz/RqkJulRXw2zfvh16enoIDAwEABgYGGDIkCG4ePEiHjx4AABo164dMjMzMXz4cBw5cgTp6elK11O3bl2JoAkAYmNj0bx5cy5oEgsKCgJjDLGxsSoeFSGEEFIzUOBUgzx8+BAXLlxAnz59wBhDZmYmMjMzMXjwYAD/3Wk3evRo7NixAykpKfjkk09Qr149tG/fHqdPn1a4LisrK6m0jIwMmeniwYKlTYyWn5+P7OxsiS2f55w+hBBSU9SUweGkbBQ41SA7duwAYwwHDhxA3bp1uU18d93OnTtRXPwhGAkODsbly5eRlZWFmJgYMMbQt29fiWvepZE1yZmZmRlSU1Ol0l+8eAGg9EVWw8PDYWxsLLGtvnhDobYQQkhNx2c6AlK9UOBUQxQXF2Pnzp1wcnJCXFyc1DZr1iykpqbixIkTEuXq1KkDf39/fPXVVygoKODWGRLPAZKXl6dwG7p164Y7d+7g+vXrEum7du2CQCCAr6+v3LKyJnCb3tlV4boJIaQmox4n9UGDw2uIEydO4MWLF1i+fDl8fHykHndxccH69euxfft2HDlyBHp6eujYsSOsrKyQlpbG9fh4eHhw+QFgy5YtMDQ0hK6uLhwdHWFmZia3DTNmzMCuXbvQp08fLFmyBPb29oiJicHGjRsxYcKEUgeGy1pXqVCr/JYzIISQ6kygSQGQuqAepxpi+/bt0NHRQXBwsMzHzc3NERAQgOPHj6NTp05ISkrCtGnT0KNHD8yYMQNNmjTBxYsXYWFhAQBwdHTE6tWrcfPmTfj4+MDDw4Ob70MeCwsLXL58GV27dkVoaCj69u2L3377DStWrMC6devK/ZgJIYSQ6oZ6nGqIQ4cOlZknOjoa0dHRAMBNTVCaadOmYdq0aVLp586dk1vGzs4Oe/bsKXPfhBBC/qNBPU5qgwInQgghpIIJNChwUhcUOBFCCCEVTKBJI2PUBQVOhBBCSAWjS3XqgwInUmUOdtjCq/x4/YO8ymd49VG5bHbWe1511zHQ4VWej+JG9XiVFwpVvxuyuJiVnakUfz94y6u8cV1dlcvufdObV92Mx6Fr6/C7A/XcxUxe5XX1tVUum5VRwKvuQOEvvMovSPRTuexAjzq86i6JLtWpD+o7rKGioqIgEAjkbqUN8FZGWFiYzMkwCSGEkNqIepxquMjISDRr1kwqvXnz5lXQGkIIIbLQpTr1QYFTDefi4gJ3d/eqbgYhhJBS0ASY6oMu1ak5gUCAyZMn48cff4SzszP09fXRunVrHD9+XCpvTEwMXF1dIRQK4ejoiJUrV8rc5/v37xEaGgpHR0fo6OjAxsYGkyZNQmZmZgUfDSGE1EwCDQ2VN1K9UI9TDVdcXIyioiKJNIFAAE3N/waTxsTEIDExEUuWLIGBgQFWrFiBgIAA3L9/Hw0bNgQAnD17FgMGDICXlxd++uknFBcXY8WKFXj58qXEvhljGDhwIM6ePYvQ0FB07twZf/31FxYtWoT4+HjEx8dLLa1CCCG1HQ0OVx8UONVwnp6eUmmampoSwVReXh7OnDkDQ0NDAEDbtm1hbW2Nn3/+GfPmzQMAfPXVV7C0tMTp06ehq/vhzqNevXrBwcFBYt+nTp3illmZPXs2AKBHjx5o0KABhg0bhl27duGzzz6riEMlhBBCqhz1AdZwu3btQmJiosSWkJAgkcfX15cLmgDA0tIS9erVQ0pKCgDg3bt3SExMxKBBg7igCQAMDQ3Rr18/iX3FxsYCAIKCgiTShwwZgjp16uDs2bMy25mfn4/s7GyJrbAgX+XjJoSQmkRDU6DyRqoX6nGq4ZydncscHG5mZiaVJhQKkZeXBwB48+YNRCIR6tevL5Xv47SMjAxoaWlxiwWLCQQC1K9fHxkZGTLbEB4ejsWLF0uk9R29CP0/DSu17YQQog7oUp36oB4ngrp160IgECAtLU3qsY/TzMzMUFRUhFevXkmkM8aQlpYGc3NzmXWEhoYiKytLYvMPDC2/gyCEkGqMBoerD3pFCOrUqYN27drh4MGDeP/+vxmx3759i2PHjknk7datGwBg9+7dEum//PIL3r17xz3+MaFQCCMjI4lNW4cGkRNCageBhkDljVQvdKmuhktKSpK6qw4AnJycpC6nlWbp0qXw8/NDjx49MGvWLBQXF2P58uWoU6cOXr9+zeXr0aMHevXqhblz5yI7OxsdO3bk7qpr06YNRo8eXS7HRQgh6oTGKqkPCpxquODgYJnpW7duxbhx4xTeT48ePXD48GF8/fXXGDZsGOrXr4+JEyciLy9PYmySQCDA4cOHERYWhsjISHzzzTcwNzfH6NGj8e2339JUBIQQQtSagDE+S08SorqtZ/iVH8Fzkd9v7tbSRX55LrRblYv8vnvHb8FYfR6L1TZ00ONVN58z7cPHubzqzsnmdwerNo/XPCvjHa+6N/td5lV+wU3VF/ldNbH8Fvm9EyB7GIMimh+SfbcyqRrU40QIIYRUMBrkrT4ocCKEEEIqGA3yVh8UOJEqc+LoQ17lNQcO4lV+1j+KjwH7WB0vL151i56lqFz2bufpvOp2fsmz2/9BkuplmzjzqnrmlV68yj/553XZmeT4+69CXnVraat+uvXoZM+r7iu/JvIqPzC4s8plE1Jkz+2mqImnO/Eqn5eTzqN0+V2qo8BJfVDfYTUQFRUFgUCAq1evynz877//xpdffgk3NzeYmJjA1NQUHTt2xIEDB5Su6927dwgMDETTpk1haGiIOnXqoEWLFli2bBnevZMcixAWFgaBQID09HScO3cOAoFAoY0QQghRV9TjVAOcOnUKMTExGD16NDw8PFBUVIR9+/ZhyJAhWLx4MRYuXKjwvgoLC8EYw8yZM+Ho6AgNDQ1cuHABS5Yswblz53DmjOwR223btkV8fLxEWkBAAJycnLBy5Upex0cIIeqOepzUBwVONUBgYCAmTZok0Zvj7++P9PR0LF++HHPnzlV4GgATExPs27dPIq179+7Iz8/HihUr8PjxYzRs2FCqnJGRkdSCwkKhECYmJjIXGiaEEPIfGhyuPuiVrAHMzc1lXgJr164dcnNzJSaoVJV4skwtLYqlCSGkvNEiv+qDviVrsLi4OFhYWKBevXpKl2WMobi4GLm5ubh8+TJWrVqF4cOHw87OrgJaSgghtRtdqlMfFDjVUNu2bcO5c+ewZs0aaGoqPzndvn37MHz4cO7v4OBgbNmypTybSAgh5P/RpTr1QYFTDXTixAlMmjQJgwcPxpQpU1TaR69evZCYmIi3b98iPj4ey5cvR0ZGBg4dOgSNCviA5+fnIz9fcvbi4uJ8aGrSEi2EEEJqDgqBa5jffvsNgwYNQo8ePbBnzx6Vb/+vW7cu3N3d4evri/nz52PLli04evQojhw5Us4t/iA8PBzGxsYS299Xf6iQugghpLoRaAhU3kj1QoFTDfLbb79h4MCB8Pb2xi+//AIdnfJb76xdu3YAPswZVRFCQ0ORlZUlsTVx/6JC6iKEkOqGAif1QZfqaohTp05h4MCB6NSpEw4fPqzw9AOKiouLAwA0atSoXPcrJhQKpdpMl+kIIbUFjXFSHxQ4VSOxsbFITk6WSq9Xrx4GDhyI+vXrY/78+bhx44bE482bN4eRkZFCdfzwww+4ePEievbsiQYNGuDdu3e4ePEi1q1bhw4dOmDAgAHlcCSEEEJKop4j9UGBUzUyd+5cmeljxoxBXl4ekpOT0bVrV6nH4+Li4OPjo1AdLVu2xPHjxxEaGor09HRoaWmhcePGmD9/PmbOnEnzOBFCCCGloG/JaiAoKAhBQUGl5omKiiqXujp06IBjx44plDcsLAxhYWFyH5fVO0YIIUQaXapTHxQ4EUIIIRWNFkBXGxQ4qQnxTOCl0dTUVHn6AkIIIaqjMU7qg/oO1cT58+ehra1d6rZz586qbiYhhNRKAg0NlTdl5eTkYPr06bC2toauri5cXV3x008/KVQ2Li4OPXr0QL169WBgYIBWrVph7dq1Zf4wr02ox6kGi4qKQnBwMBITE+Hm5obExESpPB4eHtz/g4ODERwcDODDhJTz5s3jHgsLC8PixYvl1vXkyROEhYUpFHyNGTNGoTFZ73PyysxTmtR/+X2QtfsNUbls8dULvOou8vBVuWwdzVxedfMlau6melkdPV51awuVX16opPzc/LIzyVGYX8Crbujrqly0qIjxq5unQh718+1pyX3L7zyRx/M8U14qs8dp0KBBSExMREREBJo0aYK9e/di+PDhEIlEGDFihNxyZ86cQa9evdClSxds3boVderUwdGjRzFt2jQ8evQIa9asqbRjqM4ocFIThoaGcHd3l/nY4MGDMWvWLIk0eYv5njx5EsbGxlLpVlZWWLBgAcaPH8+lXb9+HZMmTcK3334LX9//AgELCwtVDoEQQghPv/76K06fPs0FSwDg6+uLlJQUzJ49G8OGDZO7vmlUVBS0tbVx/Phx1KlTBwDQvXt33L9/H1FRURQ4/T8KnGoBS0tLeHp6KpTXzc0N5ubmMh9zcnKCk5MT9/f79+8BAI0bN1Z4/4QQUhtV1l11hw4dgoGBAYYMkexRDw4OxogRI5CQkIAOHTrILKutrQ0dHR3o6Un2DJuYmEBXV/UeU3VDY5wIIYSQClZZS64kJSXB2dlZak6+Vq1acY/LM378eBQUFGDq1Kl48eIFMjMz8eOPP+LQoUOYM2eO8getpihwqgX27t0LPT09CIVCuLm5ITIyUm7e4uJiFBUVSWw0KJAQQvjhEzjl5+cjOztbYsvPlz1eLyMjA6amplLp4rSMjAy5bWzfvj1iY2Nx6NAh2NjYoG7duggODsY333wjNdyjNqPASc2NGDEC69evx6lTp7B3715YWlpi7NixWLBggcz89evXl7obr2nTppXcakIIUTMaGipv4eHhMDY2ltjCw8PlVlXatDOlPXbt2jUEBATAzc0Nx44dQ2xsLEJDQ/H1119j6dKlvA5fndAYJzW3Z88eib8/+eQT9OvXDxEREZg6darUQO4zZ85IDQ6na9uEEFJ1QkNDMXPmTIk0eQu9m5mZyexVev36NQDI7I0SmzRpEiwtLXHo0CFuALmvry80NDQQFhaGkSNHomHDhqoehtqgwKkWGjVqFI4fP46rV6/C399f4rHWrVvLHRzOR35+vlTXcnFxATQ1dcq9LkIIqW74TD4sFArlBkofa9myJaKjo1FUVCQxzunWrVsAABcXF7llb9y4geHDh0vddefh4QGRSIS7d+9S4AS6VFcrMfZhThaNSlw7SVZX8+O/tlVa/YQQUpUqawLMgIAA5OTk4JdffpFI37lzJ6ytrdG+fXu5Za2trXH16lWpca3x8fEAAFtbW6Xaoq6ox6kW+vHHH6GtrQ03N9UnMlSWrK7mIVMeVFr9hBBSlSprAkx/f3/06NEDEyZMQHZ2Nho1aoTo6GicPHkSu3fv5nqTQkJCsHPnTjx69Aj29vYAgBkzZmDq1Kno168fvvjiC+jr6+Ps2bNYtWoVunfvjtatW1fKMVR3FDipgdjYWCQnJ0ul3759G8nJyejWrRtsbW3x77//Yvv27Th16hTCwsJkXpK7du2azAkwmzdvDiMjI5XbKKurmS7TEUJqjUrs4T948CC++uorLFy4EK9fv0azZs0QHR2NwMBALk9xcTGKi4u5KxAAMGXKFNjY2OD777/HuHHjkJeXBwcHByxatAgzZsyotPZXdxQ4qYG5c+fKTF+7di3OnDmDmJgYvHnzBnp6enB1dZX6AJXk5+cnM/306dPo3r17ubWZEEJqk8pccsXAwABr1qwpdabvqKgomUtjDRo0CIMGDarA1tV8FDjVYEFBQQgKCio1z5QpUxTaV1hYGMLCwpSq38fHR+LXCiGEEKLuKHAihBBCKphAQPdiqQsKnAghhJCKVomX6kjFosCJEEIIqWCVtcgvqXgUOJEqoy3kd1edWV3NsjOVVv/da6oXbip/EjlFFB3/WeWyZoPH8apbIyudX/l3b1Uuyywb8Kr75T+veZXX1tFWuWxxEb81G/kMDq7qoYQFBSLVy+YV8KrbyMyQV/nC/EJe5ctLZQ4OJxWLQmA1ExUVBYFAgKtXr8rNIxAIZG4RERES+cLCwiAQCJCeno5z587JLffxRgghhKgr6nGqpQYPHiy12rWdnZ3c/G3btuVmjxULCAiAk5MTVq5cWSFtJIQQtUGDw9UGBU61lKWlJTw9PRXOb2RkJJVfKBTCxMREqf0QQkhtRJfq1AcFToQQQkhFo8HhaoNeyVpq79690NPTg1AohJubGyIjI6u6SYQQorYUHSNK40arP+pxqoVGjBiBPn36oEGDBtz6dWPHjsXjx4+xdOnSqm4eIYSoH+pxUhsUONVCe/bskfj7k08+Qb9+/RAREYGpU6fCwsKi3OvMz89Hfn6+RFpxcQEt9EsIIaRGoRCYAABGjRqFoqKiUqcx4CM8PBzGxsYS24PrP1RIXYQQUt0INAQqb6R6ocCJAAC3WK9GBXUnh4aGIisrS2Jr3PaLCqmLEEKqHYGG6hupVuhSHQEA/Pjjj9DW1oabm1uF7F8oFEIoFEqk0WU6QkitQT1HaoMCJzUVGxuL5ORkqfTbt28jOTkZ3bp1g62tLTc4/NSpUwgLC4O5uXnlN5YQQtScgHqO1AYFTmpq7ty5MtPXrl2LM2fOICYmBm/evIGenh5cXV0RHR2NwMDASm4lIYQQUrNQ4KRmgoKCEBQUVGqeKVOmKLSvsLAwhIWFyX1cVo8WIYQQGehSndqgwIkQQgipYAKax0ltUOBECCGEVDSaAVxtUOBECCGEVDTqcVIbFDhVkqioKAQHByMxMRHu7u4y88hbkyg8PBzz5s1Tus6UlBQsXrwYJ0+eREZGBszNzdGuXTscOnSIyxMWFobFixfDwsICjx49gqGhocQ+HBwc4OLiguPHj8ttp5GREdq0aYPZs2ejT58+CrfPxMJY6WMq6eWrQl7lz7WYrXLZBoYZvOrWHNlF5bL2F7fxqjvTsz+v8n8XN1G5rI3eS151G5ka8CrPREzlsrrvdXnVzYeuLr8vXX0TI17l6+hrqlzWvqkVr7rf5/H7nFcb1OOkNihwqmYGDx6MWbNmSaTZ2dkpvZ+kpCT4+PigYcOGWLlyJWxtbZGamorffvtNZv5Xr15hxYoVCq9VJ26nSCTC48ePsWzZMvTr1w/Hjh1TKngihBBCahIKnKoZS0tLeHp68toHYwyjR49GgwYNcPHiRYmJJ4cNGyazjJ+fH77//ntMmjQJ9evXV6qdHTp0gJeXFxo1aoTVq1dT4EQIIR+hweHqg15JNXThwgXcuHED06dPl5qtW55ly5ahqKio1OkHSuPk5AQLCwukpKSoVJ4QQtQaLbmiNugVqWb27t0LPT09CIVCuLm5ITIyUul9XLhwAQBgaGiI3r17Q1dXFwYGBujbty/u3bsns4y9vT0mTpyI7du34++//1a6zjdv3iAjIwMWFhZKlyWEELWnIVB9I9UKBU7VyIgRI7B+/XqcOnUKe/fuhaWlJcaOHYsFCxYotZ/nz58DAIKDg2FtbY2YmBhs3rwZSUlJ6Ny5M1JTU2WW++qrr1CnTh3Mnz+/zDoYYygqKkJhYSHu3buHkSNHQiQSYeTIkUq1lRBCagOBQEPljVQvNMapGtmzZ4/E35988gn69euHiIgITJ06VeHeHJFIBADw8vLCtm3/3YHl4uKCNm3aYMOGDVi2bJlUOTMzM8ydOxfz589HQkIC2rdvL7eOjRs3YuPGjdzfxsbGWLJkCSZOnKhQGwkhhJCaiELZam7UqFEoKirC1atXFS5jZmYGAOjVq5dEuqurK6ysrHD9+nW5ZadPnw5ra2vMmTOn1DqGDh2KxMREXL16Fffv30dGRkapPWP5+fnIzs6W2IqL8hU+JkIIqdHoUp3aoMCpmmPsw7wzGkrckdGqVatS91favvT09BAWFoYLFy4gJiZGbj4LCwu4u7vDzc0NTZo0gaZm6fO8hIeHw9jYWGK7dWld2QdDCCHqgAaHqw16Raq5H3/8Edra2nBzc1O4jL+/P/T19XHixAmJ9OvXryMtLa3M6Q7Gjh0LZ2dnzJs3j7vsx1doaCiysrIktpYdFVtsmBBCajyBQPWNVCs0xqmSxcbGIjk5WSr99u3bSE5ORrdu3WBra4t///0X27dvx6lTpxAWFgZzc3OF6zAxMcGSJUvw5ZdfIigoCMOHD0daWhoWLFgAOzu7MschaWpq4ttvv0VAQACA0nuwFCUUCqWmRtDUyuW9X0IIqRFoHie1QYFTJZs7d67M9LVr1+LMmTOIiYnBmzdvoKenB1dXV0RHRyMwMFDpembNmgVjY2OsWbMG0dHRMDQ0hJ+fHyIiImBqalpm+YEDB6JDhw64fPmy0nUTQgj5CF1yUxsUOFWSoKAgBAUFlZpnypTyvXQ1btw4jBs3rtQ8YWFhcie9vHTpksx08bgrQgghpLahwIkQQgipaHR3nNqgwKkGYYyhuLi41DyampoQ0GBCQgipXuhSndqgV7IGOX/+PLS1tUvddu7cWdXNJIQQ8jG6q05tUI9TDeLm5obExMRS8zg6OlZSa/jLfv2WV3nTupa8yndkZ1Quq5Mie9kaRTEeJ8PCVh141a13bAev8u2at1C9cD6/SU+ZaASv8jlZqt/JmZ/Lr+3aQm2Vy/7773tededmZvMqn5ldpHLZ9DR+dWtplz5HXFnevsnhVb7c0F11aoNeyRrE0NAQ7u7uSEpKgoeHBwDA3d1dYhPPGg4AKSkpGDt2LKytrSEUCmFjY8NNMfCxixcvYujQobCxsYGOjg6MjY3RoUMHbNq0Ce/evUNYWBgEAkGZm4+PT2U8FYQQQkiVoB4nNZWUlAQfHx80bNgQK1euhK2tLVJTU/Hbb79J5V20aBGWLFmCDh06YOnSpXByckJubi4uX76MsLAw/P3335g1axb8/Py4MqmpqRg0aBCmTJmCESP+6wUwMjKqlOMjhJAahS65qQ0KnNQQYwyjR49GgwYNcPHiRYmJJ4cNGyaRd//+/ViyZAlCQkKwdetWiYHl/v7+mDNnDuLj42FrawtbW1vuMfEknnZ2dmXORE4IIbUeDQ5XG/RKqqELFy7gxo0bmD59utRs3R9bsmQJ6tati7Vr18q8G8/Q0BA9e/asqKYSQkjtoKGh+qaknJwcbsF2XV1duLq64qefflK4/JEjR+Dt7Q0jIyPUqVMHLVq0wJYtW5Ruh7qiwEkNXbhwAcCHoKd3797Q1dWFgYEB+vbti3v37nH5UlNTkZSUhJ49e0JfX7+qmksIIeqvEu+qGzRoEHbu3IlFixbhxIkT8PDwwPDhw7F3794yy0ZERGDQoEFwcXHBzz//jKNHj2LixIkoKChQ5ajVEl2qU0PPnz8HAAQHB2PIkCGIiYlBamoqvv76a3Tu3Bl//fUXrKys8PTpUwA16048QgipkSrpUt2vv/6K06dPY+/evRg+fDgAwNfXFykpKZg9ezaGDRsGTU3Zdypeu3YNX331FcLDwzFnzhwuvVu3bpXS9pqCepzUkEgkAgB4eXlh27Zt6NatG0aNGoXDhw8jPT0dGzZsqPQ25efnIzs7W2IrLqZfMIQQUp4OHToEAwMDDBkyRCI9ODgYL168QEJCgtyy69evh1AoLPflv9QNBU5qSDwlQa9evSTSXV1dYWVlhevXrwP4MLAbAJ48eVLhbQoPD4exsbHE9ve1zRVeLyGEVAuVdKkuKSkJzs7O0NKSvKDUqlUr7nF5Lly4AGdnZ/zyyy9o2rQpNDU1YWtri3nz5tGluhIocFJD4g+ILIwxaPz/YEMrKyu0bNkSp06dQm6u6hMDKiI0NBRZWVkSWxO38RVaJyGEVBs8BofL6rHPlzOZbEZGBkxNTaXSxWkZGRlym/j8+XM8ePAAU6dOxdSpU3HmzBkEBQVh5cqVCA4OLp/nQQ1Q4KSG/P39oa+vjxMnTkikX79+HWlpaRLTByxYsABv3rzB1KlTwRiT2ldOTg5OnTrFu01CoRBGRkYSm6amDu/9EkJITcAEApU3WT324eHhcusqbb3S0h4TiUR4+/YtNm7ciEmTJsHX1xfLli3DlClTsHfvXjx8+JDXc6AuaHB4DRYbG8vNp1RS7969sWTJEnz55ZcICgrC8OHDkZaWhgULFsDOzg4TJ07k8g4ZMgQLFizA0qVLce/ePYSEhHATYCYkJOCHH37AsGHDaEoCQgjhg8fg8NDQUMycOVMiTd5UM2ZmZjJ7lV6/fg0AMnujSpZNS0uTGubh7++P1atX4/r162jUqJGyzVc7FDjVYHPnzpWZ/uTJE8yaNQvGxsZYs2YNoqOjYWhoCD8/P0REREh9cJYsWYLu3btj3bp1+Oqrr5Ceng49PT20aNECM2fOxBdffFEZh0MIIUQGoVBY5px8Yi1btkR0dDSKiookxjndunULAODi4iK3bKtWrZCWliaVLr4aoaHCnFLqiAKnGigoKAhBQUFl5hs3bhzGjRun0D67dOmCLl26KNwGBwcHmZf2CCGEyFBJ0xEEBARg69at+OWXXyRWiti5cyesra3Rvn17uWU/+eQTnDp1CidOnJBYSuvXX3+FhoYGt0ZqbUeBEyGEEFLBWCWtVefv748ePXpgwoQJyM7ORqNGjRAdHY2TJ09i9+7d3BxOISEh2LlzJx49egR7e3sAH6Ys+OGHHzBx4kSkp6ejefPmOHPmDDZs2ICJEydy+Wo7CpwIIYSQilaJa9UdPHgQX331FRYuXIjXr1+jWbNmiI6ORmBgIJenuLgYxcXFElcOtLW1cfr0acyfPx/ffvstXr9+DUdHR0REREiNsarNKHAihBBCKlol9TgBgIGBAdasWYM1a9bIzRMVFYWoqCipdFNTU2zevBmbN9M8e/JQ4KRmoqKiEBwcjMTERLi7u8vNl5KSgsWLF+PkyZPIyMiAubk52rVrh0OHDnF5wsLCsHjxYrx69QpJSUnw9fVVqA2Kjn2SN+2/ogz0+Z2ItG/Ln0G3THXNeNWN7EyViz6378qragerRF7l827cVLmsXhN+d+QINCrvy+djGlr8egw0NFUvLxTy+6zwpcnjec99y2+OOFNLE17lq/I9I4EGVqsNCpxqoaSkJPj4+KBhw4ZYuXIlbG1tkZqait9++01umbZt2yI+Pl4iLSAgAE5OTli5cmVFN5kQQgipFihwqmUYYxg9ejQaNGiAixcvStziWvIOjI8ZGRlJTJwJfLhF1sTERCqdEEKIpMoaHE4qHgVOtcyFCxdw48YNREVFKTwvCCGEEJ4qcXA4qVj0StYyFy5cAAAYGhqid+/e0NXVhYGBAfr27Yt79+5VcesIIUQ9MYGGyhupXugVqWWeP38O4MN8HdbW1oiJicHmzZuRlJSEzp07IzU1tYpbSAghakggUH0j1QpdqqtlRCIRAMDLywvbtm3j0l1cXNCmTRts2LABy5Ytq6rmEUIIIdUaBU61jJnZh9voP17E0dXVFVZWVrh+/XqF1Jufn4/8/HyJtOKifGhq0TgrQoj6o0tu6oNeyVqmVatWch9jjFXYIo7h4eEwNjaW2O5fpQnWCCG1BF2qUxsUONUy/v7+0NfXx4kTJyTSr1+/jrS0tAqbWiA0NBRZWVkSW1P38RVSFyGEVDsCDdU3Uq3QpTo1FRsbi+TkZKn03r17Y8mSJfjyyy8RFBSE4cOHIy0tDQsWLICdnR0mTpxYIe0RCoVS0x9oaqVXSF2EEFLd0DxO6oMCJzU1d+5cmelPnjzBrFmzYGxsjDVr1iA6OhqGhobw8/NDREQETE1NK7mlhBBSC1DPkdqgwEnNBAUFISgoqMx848aNw7hx40rNExYWhrCwMLmPy+rRIoQQQtQZBU6EEEJIBWOgS3XqggInQgghpILRdATqgwInQgghpKJR4KQ2KHAiVUagwa/rOieX8Sqf37KTymUFoiJedQusVW97HVE2v7otLHmVF9o1Urms6EESr7p19bR5lc99q6lyWVGxiFfdGjze79o6Vfulq8OjfsO6BuXYEuVpVJOAhe6qUx/V4x1FKlRUVBQEAgGuXr1aar6UlBSMHTsW1tbWEAqFsLGxQUBAgESeoKAgGBhU7YmQEEIIqSrU40QAAElJSfDx8UHDhg2xcuVK2NraIjU1Fb/99ltVN40QQmo8GuOkPihwImCMYfTo0WjQoAEuXrwoMVHlsGHDqrBlhBCiJuhSndqgEJjgwoULuHHjBqZPny41u7c8t2/fRrdu3VCnTh1YWFhg8uTJyM3NreCWEkJIzcQEGipvpHqhV4TgwoULAABDQ0P07t0burq6MDAwQN++fXHv3j2p/IWFhejduze6deuGw4cPY/Lkyfjhhx+od4oQQuRgEKi8keqFLtURPH/+HAAQHByMIUOGICYmBqmpqfj666/RuXNn/PXXX7CysuLyFxQUYNasWZg6dSoAoEePHtDW1sZXX32FS5cuoWPHjlVyHIQQUl1Rz5H6oFeSQCT6cJu1l5cXtm3bhm7dumHUqFE4fPgw0tPTsWHDBqkyI0eOlPh7xIgRAIC4uDiZdeTn5yM7O1tiKy7KL+cjIYQQQioWBU4EZmZmAIBevXpJpLu6usLKygrXr1+XSNfS0uLKiNWvXx8AkJGRIbOO8PBwGBsbS2z3EjeV1yEQQkj1JhCovpFqhQInglatWsl9jDEGDQ3Jt0lRUZFUgJSWlgYAUgGVWGhoKLKysiS2Zh4TeLacEEJqBgYNlTdSvdArQuDv7w99fX2cOHFCIv369etIS0uDp6enVJk9e/ZI/L13714AgI+Pj8w6hEIhjIyMJDZNLcXu4COEkJqOCQQqb6R6ocHhtUhsbCySk5Ol0nv37o0lS5bgyy+/RFBQEIYPH460tDQsWLAAdnZ2mDhxokR+HR0drFq1Cjk5OfDw8MDly5exbNky+Pv7o1Mn1ZcxIYQQdUWDw9UHBU61yNy5c2WmP3nyBLNmzYKxsTHWrFmD6OhoGBoaws/PDxERETA1NZXIr62tjePHj2Pq1KlYtmwZ9PT08Nlnn+G7776rjMMghBBCqgwFTrVAUFAQgoKCysw3btw4jBs3rtQ8UVFRiIqKAiD/DjpCCCGSaD4m9UGBEyGEEFLB6FKd+qDAiRBCCKlgNMhbfVDgRAghhFQwulSnPihwqiJRUVEIDg5GYmIi3N3dq7o5CnNwcEBKSopU+hdffIHNmzcrtS/3jva82nLnThav8tMTnVUuW9e8Dq+6nz16pXJZQxN+dYtYX17lmYipXFZXvzuvulfWWcar/LiiySqXbeNpx6vuV6/yVC7r1aKYV91fLOf3nol5qaly2bdv6/Kq+00Gv8XDf/gsjUfphrzqLoku1akPCpyI0jp27IiVK1dKpFlaWlZRawghhJDKQ4ETUZqJiYnMSTEJIYTIRpfq1Af1HVZT79+/x6xZs+Dq6gpjY2OYmprCy8sLR44ckcorEAgwefJkREZGomnTptDT04O7uzuuXLkCxhi+++47ODo6wsDAAF27dsXDhw8lyvv4+MDFxQUXL16Ep6cn9PT0YGNjgwULFqC4mN8lAkIIIR8u1am6keqFXpFqKj8/H69fv8aXX36Jw4cPIzo6Gp06dcKgQYOwa9cuqfzHjx/Htm3bEBERgejoaLx9+xZ9+vTBrFmzcOnSJaxfvx5btmzBnTt38Mknn4AxyXEqaWlpCAwMxMiRI3HkyBEMHjwYy5Ytw7Rp06TqunDhAgwNDaGtrY3mzZtj1apVFGARQkgpGAQqb6R6oUt11ZSxsTEiIyO5v4uLi9GtWze8efMGq1evxqeffiqRPz8/H6dOnUKdOh8GgQoEAgwcOBBxcXG4fv06BP9/K+yrV68wffp0JCUloWXLllz5jIwMHDlyBP379wcA9OzZE3l5edi0aRPmzJkDO7sPA2P79OkDd3d3ODk54c2bN9i/fz++/PJL3LhxAz/++GOFPieEEFJTUc+R+qDAqRrbv38/Vq9ejZs3b+Ldu3dcuq6urlReX19fLmgCAGfnD3eM+fv7c0FTyfSUlBSJwMnQ0JALmsRGjBiBrVu34sKFCxg1ahQAYMOGDRJ5BgwYgLp162L9+vWYOXMm2rRpo+rhEkIIIdUehcDV1MGDBzF06FDY2Nhg9+7diI+PR2JiIsaOHYv3799L5f94PTkdHZ1S0z/eh6y74urXrw/gQ29UacRB1ZUrV+Tmyc/PR3Z2tsRWVJhf6n4JIURd0KU69UE9TtXU7t274ejoiH379kn0GOXnV0yw8fLlS6m0tLQP85+YmZmVWlY8XkpDQ34cHh4ejsWLF0ukdRuyED2GLlK2qYQQUuPQzOHqg3qcqimBQAAdHR2JoCktLU3mXXXl4e3btzh69KhE2t69e6GhoYEuXbqUWlY8WL20KQpCQ0ORlZUlsfkGzOPfcEIIqQEYE6i8KSsnJwfTp0+HtbU1dHV14erqip9++knp/Xz99dcQCARwcXFRuqw6ox6nKhYbG4vk5GSp9K5du+LgwYOYOHEiBg8ejH/++QdLly6FlZUVHjx4UO7tMDMzw4QJE/D06VM0adIEv/76K7Zu3YoJEyZwA8P37t2LgwcPok+fPrC3t0dmZib279+Pn376CUFBQWjdurXc/QuFQgiFQok0LW1RuR8HIYRUR6wS+ykGDRqExMREREREoEmTJti7dy+GDx8OkUiEESNGKLSPGzduYOXKlTS5sQwUOFWxuXPnykx/8uQJcnJysHnzZuzYsQMNGzbEvHnz8OzZM6lLXuWhfv362LBhA7788kvcunULpqammD9/vkRdDRs2RGZmJubPn4+MjAxoa2ujRYsW2LhxI7744otybxMhhKiLyhqr9Ouvv+L06dNcsAR8uHkoJSUFs2fPxrBhw6CpWfoSOkVFRQgODsYXX3yBmzdvIj09vTKaXmNQ4FRFgoKCEBQUVGqeuXPnygyswsLCJP7+eE4m4MOacrLSfXx8ZKYDgLe3NxITE+W2x9PTE2fOnCm1zYQQQqrOoUOHYGBggCFDhkikBwcHY8SIEUhISECHDh1K3UdERARev36Nb775Bn378lvbUh3RGCdCCCGkglXWXXVJSUlwdnaGlpZkv0irVq24x0tz584dLFu2DJs2bYKBgYFyB1lLUI8TIYQQUsH4XKrLz8+XuqNa1rhR4MP0MQ0bNpRKF09NU9r0MiKRCGPHjsWgQYPQu3dvldur7qjHieDcuXNl/gohhBCiOj49TuHh4TA2NpbYwsPD5dYlKGXqg9Ie+9///ocHDx5g9erVfA5V7dXaHqeoqCgEBwcDAOLi4uDj4yPxOGMMjRs3xqNHj+Dt7Y1z584B+PCmW7RokdQ4o6qWnJwMR0dH7m+BQIC6deuiffv2WLBgAbdA8MCBA7Fp0yaMHz9e5n5Onz6Nnj17YtWqVZg5cyaCgoKwc+dOGBgYIDU1VarrNiUlBY6OjmCMKf28PHuWo9KxihkZS//aUkZayiuVy6Y/L31S0LJoaav+0SsoKOJVd+7bXF7l+XiXxe+32nj96bzKbzb7RuWy859+y6tuLW3Vj33/r+/KzlSKrekWvMprC1/wKs+HXcPS55Ery5TddiqX3RvBq2oJqkwrIBYaGoqZM2dKpMnqbQI+3CEtq1fp9evXAKQnRRZ7+vQpFi5ciIiICOjo6CAzMxPAh4HiIpEImZmZEAqF0NPTU/k41EWt73EyNDTE9u3bpdLPnz+PR48ewdDQUCI9Pj4e48aNq6zmKW3KlCmIj4/HxYsXER4ejps3b8LX1xd//vkn+vTpg/r162PHjh1yy0dGRkJbWxujR4/m0rS1tVFUVIR9+/bJzP/xc0QIIaT8CIVCGBkZSWzyAqeWLVvi7t27KCqS/IF169YtAJA7J9Pjx4+Rl5eHadOmoW7dutx26dIl3L17F3Xr1kVoaGj5HlgNVesDp2HDhuGXX35Bdna2RPr27dvh5eXFzWEk5unpCVtbW971FhYWSr2xy4OdnR08PT3RsWNHfP755/jxxx+Rn5+PjRs3QktLC59++ikSExNlXprLzMzEoUOH0L9/f1hY/PcLVUdHBwMHDpQKuBhjiIqKwrBhw8r9OAghRJ1U1uDwgIAA5OTk4JdffpFI37lzJ6ytrdG+fXuZ5VxdXREXFye1tW7dGg4ODoiLi8PkyZNVPn51UusDJ/E8F9HR0VxaVlYWfvnlF4wdO1Yqv0AgkLoc9fz5c3z++edo0KABdHR0YG1tjcGDB3PLmJw7dw4CgQA//vgjZs2aBRsbGwiFQjx8+BAAsGPHDrRu3Rq6urowNTVFQEAA7t69Wy7HJ57NOyUlBQAQEhIC4ENP0ceio6Px/v17mcc9duxYXL58Gffv3+fSzpw5g5SUFO6SJyGEENkqK3Dy9/dHjx49MGHCBGzduhVxcXH4/PPPcfLkSaxYsYKbwykkJARaWlrcd4OJiQl8fHykNhMTE9SpUwc+Pj5o1KhRuT8vNVGtD5yMjIwwePBgid6U6OhoaGhoKNST8vz5c3h4eODQoUOYOXMmTpw4gdWrV8PY2Bhv3ryRyBsaGoqnT59i8+bNOHbsGOrVq4fw8HCEhISgRYsWOHjwINasWYO//voLXl5e5TJDuDg4E/cgNWnSBJ06dcLu3btRWFgokTcyMhI2Njbo1auX1H66d+8Oe3t7iedp+/bt6NKlCxo3bsy7nYQQos4qc5HfgwcPYvTo0Vi4cCH8/PyQkJCA6OhojBw5kstTXFyM4uJiufP6Eflq7eDwksaOHQtfX1/cvn0bLVq0wI4dOzBkyBCFxu4sXLgQ6enpuHnzJpydnbn0oUOHSuV1cnLC/v37ub8zMzOxdOlS9O7dG3v37uXSfXx80LhxY4SFhWHPnj1KHYtIJEJRURGKi4tx+/ZtbhB4yQ9MSEgIgoODcfz4cQQEBAAAbt++jcTERHz11VcyZ5UVCAQICgrCDz/8gG+++QbZ2dk4fPgwfvjhB6XaRwghtRGfweHKMjAwwJo1a7BmzRq5eaKiohAVFVXmvsQ3RpH/1PoeJ+DDjNlOTk7YsWMHbt26hcTERJmXq2Q5ceIEfH19JYImeT755BOJv+Pj45GXlyc1g3iDBg3QtWtXnD17VuFjEJs7dy60tbWhq6sLNzc3PH36FD/88IPEnBxDhw6FoaGhRO/Rjh07IBAISr3sFhwcjJcvX+LEiRPYs2cPdHR0pGanJYQQIk0EgcobqV6oxwngAoa1a9fi/fv3aNKkCTp37qxQ2VevXik8WNzKykrib/Etox+nA4C1tTVOnz6t0H5LmjZtGkaNGgUNDQ2YmJjA0dFRat4OfX19BAYGIjIyEmlpaTA3N8fu3bu5AFIee3t7dOvWDTt27EBycjICAwOhr6+P3Nyyb2+XNYFbcVE+NLX4TSlACCGEVCbqcfp/QUFBSE9Px+bNm5Ua7GxhYYFnz54plPfjAMbM7MP8JKmpqVJ5X7x4AXNzc4XbIWZrawt3d3e0bdsWDRs2lDvZWUhICIqKirBr1y4cP34c//77LzdwvDRjx47F0aNHcePGDYV75QDInMDt6pn/KVyeEEJqssoc40QqFgVO/8/GxgazZ89Gv379MGbMGIXL+fv7Iy4uTuJuM0V5eXlBT08Pu3fvlkh/9uwZYmNj0a1bN6X3qaj27dvDxcUFkZGRiIyMhLGxsdSlRFkCAgIQEBCAsWPHcnfsKSI0NBRZWVkSm3v3mWUXJIQQNcCYQOWNVC90qa6EiAjlp4ldsmQJTpw4gS5dumD+/Plo2bIlMjMzcfLkScycORPNmjWTW9bExAQLFizA/Pnz8emnn2L48OHIyMjA4sWLoauri0WLFvE5nDKNHTsWM2fOxP379/HFF18oNCOsrq4uDhw4oHRdstZV0tTKlpObEELUC/UcqQ/qceLJxsYGf/zxB/r27YuIiAj4+flhypQpyMrKkju1fUmhoaHYtm0bbt68iYEDB2Ly5Mlo0aIFLl++XOG3+Y8ePRo6OjpgjCl12Y0QQohyqMdJfQgYTeJAqsiU1fx6nPT1tXmV//svxcamyVKYX1h2plLwWavOoK5B2ZlKUZVr1WkI+P1WE+rzu5lgvRGPteq0qm6tuoL3/FYZyEx/y6u8tpDfZ40PvmvVJT9QfU3KvRH8V4kQu3r/TdmZ5HBvWrfc2kH4o0t1hBBCSAWjS3XqgwKnao4xhuLi4lLzaGpqyr17jhBCSNWjS27qg8Y4VXPnz5+HtrZ2qdvOnTurupmEEEJKIeKxkeqFepyqOTc3NyQmJpaax9HRsZJaU76+c95fdqZS7NYqe96p0ty/ofrwPlEZvYBlKdaoul+fxYX82s6nd7OwmN/YMF+/hrzKh/6l+hinFZphvOrO9VN8mpOPrb5Y9soEpenha8KrfPy1PJXLvs/l95o3ceI3rq1zW0te5csL9TipD+pxquYMDQ3h7u5e6iaeSPNjV65cwZAhQ2BlZQUdHR3Ur18fgwcPRnx8vES+qKgoCAQCbtPS0oKtrS2Cg4Px/Plzqf0+fvwYkydPRpMmTaCnpwd9fX20aNECX3/9tcz8hBBS29EEmOqDAic1tW7dOnTs2BHPnj3DihUrcObMGaxcuRLPnz9Hp06dsH79eqkykZGRiI+Px+nTp/HZZ58hOjoanTt3xrt377g8x48fR6tWrXD8+HF8/vnnOH78OPf/Y8eOoW/fvpV5mIQQQkilokt1aujSpUuYPn06evfujUOHDkFL67+XOTAwEAEBAZg2bRratGmDjh07co+5uLjA3d0dAODr64vi4mIsXboUhw8fxsiRI/HkyRMEBgaiSZMmiIuLg7GxMVe2a9eumDp1Kg4dOlR5B0oIITUEXapTH9TjpIbCw8MhEAiwadMmiaAJALS0tLBx40YIBIIyZ0oXL6mSkpICAPjf//6Hd+/eYePGjRJBk5hAIMCgQYPK6SgIIUR90KU69UE9TmqmuLgYcXFxcHd3h62t7MnbGjRoADc3N8TGxpY61cHDhw8BfFjIGABOnToFS0tLpdaoI4QQAohoqmm1QT1OaiY9PR25ubll3mnn6OiI3NxcZGRkcGnFxcUoKipCTk4OYmJisGzZMhgaGqJ///4AgKdPn9bYO/gIIaQqUY+T+qAep1pKvNJOyVvLP+5JatmyJTZt2gRLy+pxOy8hhBBS1ShwUjPm5ubQ19fHkydPSs2XnJwMfX19iYWId+3aBWdnZ2hpacHS0hJWVlYSZezs7Mrcrzz5+fnIz8+XSGMFhRDqVN0aWIQQUllocLj6oEt1akZTUxO+vr64evUqnj2TvYjts2fPcO3aNXTt2hWamppcurOzM9zd3eHq6ioVNAFAr1698PLlS1y5ckXpdoWHh8PY2Fhi+27fr0rvhxBCaiLGVN9I9UKBkxoKDQ0FYwwTJ06UGvxdXFyMCRMmgDGG0NBQpfY7Y8YM1KlTBxMnTkRWVpbU44wxudMRhIaGIisrS2KbPay3UvUTQkhNJYJA5Y1UL3SpTg117NgRq1evxvTp09GpUydMnjwZdnZ2ePr0KTZs2ICEhASsXr0aHTp0UGq/jo6O+OmnnzBs2DC4urpi8uTJaNOmDQDgzp072LFjBxhjCAgIkCorFAohFEounfCeLtMRQmoJulSnPihwUlNTpkyBh4cHVq1ahVmzZiEjIwOmpqbo1KkTfv/9d3h5eam03759++LWrVtYtWoVNm/ejH/++QcaGhpwdHSEn58fpkyZUs5HQgghNR9dclMfFDipMU9PT+zfX/ZCukFBQQgKClJ4vw0bNsSGDRt4tIwQQgipmShwIoQQQioYzcekPihwIoQQQioYzRyuPihwIoQQQioYDQ5XHxQ4kSoTbz2CV3mtjLLzlIbxGK3JqvDnY2F+Ia/yIpGIV/mSc38pi+/z9vxFftmZSqGlrfoMLIIufrzq1ju2Q+WymaIlvOp+/q+w7EylyM58r3LZ4kL562Eq4mU6v/dr3vvqcfcuDQ5XHzSPUw115coVDBkyBFZWVtDR0UH9+vUxePBgxMfHS+SLioqCQCBAcnIylxYUFAQHB4fKbTAhhBCiBihwqoHWrVuHjh074tmzZ1ixYgXOnDmDlStX4vnz5+jUqRPWr19favkFCxbInaiSEEJI+aMJMNUHXaqrYS5duoTp06ejd+/eOHToELS0/nsJAwMDERAQgGnTpqFNmzbo2LGjzH04OTlVVnMJIYSALtWpE+pxqmHCw8MhEAiwadMmiaAJALS0tLBx40YIBAJERETI3YesS3WZmZkICQmBqakpDAwM0KdPHzx+/BgCgQBhYWESeX///Xd069YNhoaG0NfXR4cOHRATE1Neh0gIIWqHMYHKG6leKHCqQYqLixEXFwd3d3fY2trKzNOgQQO4ubkhNjZWap06eUQiEfr164e9e/di7ty5OHToENq3bw8/P+nBsOfPn0fXrl2RlZWF7du3Izo6GoaGhujXrx/27dvH6/gIIURdiZjqG6le6FJdDZKeno7c3Fw4OjqWms/R0RF//PEHMjIUu+3s5MmT+P3337Fp0yaMHz8eANCjRw/o6OhILQQ8b9481K1bF+fOnYOBgQGAD8uwuLq64ssvv8TQoUMhENAvJEIIKYku1akP6nFSQ+Lb7BUNYM6fPw8AGDp0qET68OHDJf5+9+4dEhISMHjwYC5oAj7cnj569Gg8e/YM9+/fl1lHfn4+srOzJbaCAn63lhNCCCGVjQKnGsTc3Bz6+vp48uRJqfmSk5Ohr68PU1NThfabkZEBLS0tqfyWlpYSf7958waMMVhZWUntw9ramtuXLOHh4TA2NpbY9m77TqH2EUJITccgUHkj1QsFTjWIpqYmfH19cfXqVTx79kxmnmfPnuHatWvo2rWrwhMVmpmZoaioCK9fv5ZIT0tLk/i7bt260NDQQGpqqtQ+Xrx4AeBDcCdLaGgosrKyJLYR42Yr1D5CCKnpaIyT+qDAqYYJDQ0FYwwTJ06UGvxdXFyMCRMmgDEmNTapNN7e3gAgNbj7p59+kvi7Tp06aN++PQ4ePIi8vDwuXSQSYffu3bC1tUWTJk1k1iEUCmFkZCSx6ejwm82YEEJqCsZU30j1QoPDa5iOHTti9erVmD59Ojp16oTJkyfDzs4OT58+xYYNG5CQkIDVq1ejQ4cOCu/Tz88PHTt2xKxZs5CdnQ03NzfEx8dj165dAAANjf/i6/DwcPTo0QO+vr748ssvoaOjg40bNyIpKQnR0dE0MJwQQmSgAEh9UOBUA02ZMgUeHh5YtWoVZs2ahYyMDJiamqJTp074/fff4eXlpdT+NDQ0cOzYMcyaNQsREREoKChAx44dsXv3bnh6esLExITL6+3tjdjYWCxatAhBQUEQiURo3bo1jh49ir59+5bzkRJCCCHVCwVONZSnpyf2799fZr6goCAEBQVJpEVFRUnlq1u3Lnbs2IEdO/5biHTv3r0AAHd3d4m8nTp1wtmzZ5VvNCGE1FIimshSbdAYJwIAiI6OxsqVK/Hbb7/h9OnTWLp0KcaPH48uXbooddmPEEKItMoc45STk4Pp06fD2toaurq6cHV1lRqzKsvBgwcxfPhwNGrUCHp6enBwcMDIkSPx4MEDFY5YfVGPEwEAGBoa4qeffsKyZcvw7t07WFlZISgoCMuWLavqphFCSI1XmWOcBg0ahMTERERERKBJkybYu3cvhg8fDpFIhBEjRsgtt3z5ctSvXx9fffUVGjZsiH/++Qfffvst2rZtiytXrqBFixaVdxDVmIAxGrJGqsbcLXllZypFfr5iS8rIo6Ot2HQNsujp8/vN8e5docplLSx0edX9NDmbV3mBhuqXHLR4POcAENCVXyf5roPvVC5b17wOr7ozX+eqXPZ7g3BedZ/vvJxX+Y6al1Que7GwE6+6fzv3llf5IX6q373r46LHq+6Sdl9U/at2VGfFP3O//vor+vTpwwVLYj179sTt27fx9OlTuVPV/Pvvv6hXr55E2osXL+Dg4IBPP/0U27ZtU+0A1AxdqqshoqKiIBAIuE1LSwu2trYIDg7G8+fPK6TO5ORkCAQCiTFRYWFhEAgESE9Pr5A6CSFEHVXWIr+HDh2CgYEBhgwZIpEeHByMFy9eICEhQW7Zj4Mm4MPkxra2tvjnn3+Uaoc6o8CphomMjER8fDxOnz6Nzz77DNHR0ejcuTPevVP9lzQhhBD1kJSUBGdnZ2hpSfaKt2rVintcGY8fP0ZKSgpdpiuBxjjVMC4uLtxdbr6+viguLsbSpUtx+PBhjBw5sopbRwghRBY+g2Ly8/ORny+5tqdQKIRQKH0ZMiMjAw0bNpRKFy+ppeji7wBQVFSEkJAQGBgYYMaMGUq2Wn1Rj1MN5+npCQB4+PAhBAIBtm/fLpXnxIkTEAgEOHr0KJc3ODgYjRs3hr6+PmxsbNCvXz/cunVL4Xr/+ecfDBo0CEZGRjA2NsaoUaPw6tWr8jkoQghRM3yWXJG11md4uPxxb6VNRKzoJMWMMYSEhODixYvYtWsXGjRooPQxqysKnGq4hw8fAvhwHbpNmzaIjIyUyhMVFYV69eqhd+/eAD4M9jMzM0NERAROnjyJDRs2QEtLC+3bt8f9+/cVqjcgIACNGjXCgQMHEBYWhsOHD6NXr14oLFR90DMhhKgrPtMRyFrrU96yWmZmZjJ7lcRrkSqy+DtjDOPGjcPu3bsRFRWFAQMG8Dt4NUOX6mqY4uJiFBUV4f379zh//jyWLVsGQ0ND9O/fH+/fv8fUqVPx999/c2vGvXnzBkeOHMHkyZO5a95dunRBly5dJPbZp08ftGjRAj/88AP+97//ldmOQYMGYcWKFQA+3K1haWmJkSNH4ueff6ZLhoQQ8hE+l+rkXZaTpWXLloiOjkZRUZHEOCfxFQUXF5cy2vkhaIqMjMT27dsxatQo1RuupqjHqYbx9PSEtrY2DA0N0bdvX9SvXx8nTpzgAhehUChxF1x0dDTy8/MRHBzMpRUVFeHbb79F8+bNoaOjAy0tLejo6ODBgwe4e/euQu34ODgaOnQotLS0EBcXVy7HSQghRHkBAQHIycnBL7/8IpG+c+dOWFtbo3379nLLMsbw2WefITIyEj/88IPE9wb5D/U41TC7du3i7piwtLSElZUV95ipqSn69++PXbt2YenSpdDU1ERUVBTatWsncUfEzJkzsWHDBsydOxfe3t6oW7cuNDQ0MG7cOOTlKTa3Uv369SX+1tLSkttFDMge3FhUKIKWtupzrBBCSE0hqqQZE/39/dGjRw9MmDAB2dnZaNSoEaKjo3Hy5Ens3r2bm8MpJCQEO3fuxKNHj2Bvbw8AmDp1KrZv346xY8eiZcuWuHLlCrdfoVCINm3aVM5BVHMUONUwzs7OUmvHlRQcHIz9+/fj9OnTsLOzQ2JiIjZt2iSRZ/fu3fj000/x7bffSqSnp6dLLOhbmrS0NNjY2HB/FxUVISMjA2ZmZjLzh4eHY/HixRJpHfrOR6d+XytUHyGE1GSVOdX0wYMH8dVXX2HhwoV4/fo1mjVrhujoaAQGBnJ5iouLUVxcjJJzYB87dgwApNYtBQB7e3skJydXSvurO7pUp2Z69uwJGxsbREZGIjIyErq6uhKzxwIf7qr4+Hp5TEyMUhNp7tmzR+Lvn3/+GUVFRfDx8ZGZX9bgRk+/2QrXRwghNZlIpPqmLAMDA6xZswapqanIz8/HzZs3JYIm4MNNQ4wxODg4cGnJyclgjMncKGj6D/U4qRlNTU18+umn+N///gcjIyMMGjQIxsbGEnn69u2LqKgoNGvWDK1atcK1a9fw3XffwdbWVuF6Dh48CC0tLfTo0QO3b9/GggUL0Lp1awwdOlRmflmDG7W0+S25QgghNQUtbqY+qMdJDQUHByM/Px+vXr2SObhvzZo1GDVqFMLDw9GvXz8cPXoUBw8ehJOTk8J1HDx4EPfu3cOgQYOwcOFC9OvXD6dOnYKOjk55HgohhKgFPtMRkOqFepxqiKCgIAQFBSmUt3Hjxiht7WYTExOZizWeO3dO4m8HBwep/YSFhSEsLAwAuAk1CSGEkNqCAidCCCGkglXWXXWk4lHgRAghhFSw0q4ClE2xZVJI5aDAiRBCCKlgNFZJfVDgRKpMQwc9XuWvXlV8lW9Z7v+t+PQL5S0v553KZeuYGPKqO+d1Nq/yWjqqnzYK8vLLzlSK0O76vMq/zZQ9z5gi2rW34FX3SyPVb5yIcVzJq+6Bj8peRqk02+rMVLlsckrV3j3bLutXHqU/Kbd2qDKtAKme6K66GiwhIQEBAQGws7ODUCiEpaUlvLy8MGvWrKpuGiGEEKKWKHCqoWJiYtChQwdkZ2djxYoVOHXqFNasWYOOHTti3759Vd08QgghJdB0BOqDLtXVUCtWrICjoyN+++03iRWwAwMDsWLFiipsGSGEkI/RXXXqg3qcaqiMjAyYm5tLBE1iGhr/vawODg7o27cvTp48ibZt20JPTw/NmjWTWocIAJ4/f47PP/8cDRo0gI6ODqytrTF48GC8fPmSy3P79m307NkT+vr6sLCwwKRJkxATEwOBQCA1DxQhhJAPqMdJfVDgVEN5eXkhISEBU6dORUJCAgoLC+XmvXnzJmbNmoUZM2bgyJEjaNWqFUJCQnDhwgUuz/Pnz+Hh4YFDhw5h5syZOHHiBFavXg1jY2O8efMGAJCamgpvb2/cv38fmzZtwq5du/D27VtMnjy5wo+XEEJqMiZiKm+keqFLdTVUREQE7t27h3Xr1mHdunXQ1taGh4cH+vXrh8mTJ8PAwIDLm56ejkuXLsHOzg4A0KVLF5w9exZ79+5Fly5dAAALFy5Eeno6bt68CWdnZ65sybXnvv/+e7x+/RoXLlxA8+bNAQD+/v7w8/OjBSAJIaQUFP+oD+pxqqHMzMxw8eJFJCYmIiIiAgMGDMDff/+N0NBQtGzZEunp6VxeV1dXLmgCAF1dXTRp0gQpKSlc2okTJ+Dr6ysRNH3s/PnzcHFx4YImseHDh5fZ3vz8fGRnZ0tshQX8bk0nhBBCKhsFTjWcu7s75s6di/379+PFixeYMWMGkpOTJQaIm5lJz10jFAqRl/ff/CqvXr2Cra1tqXVlZGTA0tJSKl1W2sfCw8NhbGwssZ3cF15mOUIIUQc0xkl9UOCkRrS1tbFo0SIAQFJSklJlLSws8OzZs1LzmJmZSQwUF0tLSytz/6GhocjKypLY/IaFKtVGQgipqUQipvJGqhcKnGqo1NRUmel3794FAFhbWyu1P39/f8TFxeH+/fty83h7eyMpKQl37tyRSP/pp5/K3L9QKISRkZHEpq0jVKqNhBBSU1GPk/qgweE1VK9evWBra4t+/fqhWbNmEIlEuHHjBlatWgUDAwNMmzZNqf0tWbIEJ06cQJcuXTB//ny0bNkSmZmZOHnyJGbOnIlmzZph+vTp2LFjB/z9/bFkyRJYWlpi7969uHfvHgDJaRAIIYT8hwIg9UHfdDXU119/jbp16+L7779H//794e/vj7Vr16J79+74448/0LJlS6X2Z2Njgz/++AN9+/ZFREQE/Pz8MGXKFGRlZcHU1BTAh16s8+fPo0mTJhg/fjxGjhwJHR0dLFmyBABgYmJS3odJCCGEVCvU41RDDR06VGKqAHnkTRMga7JKW1tbbN++vdT9tWjRAqdPn5ZI+/zzz2FgYIBmzZqV2R5CCKmNRNTlpDYocCJKWbJkCaytrdGwYUPk5OTg+PHj2LZtG77++mvo6Ki++jshhKgzJqrqFpDyQoETUYq2tja+++47PHv2DEVFRWjcuDH+97//KT2mihBCahNGPU5qQ8Do1SRVZMJ3mbzK6+ho8ipvaqarclk9PX51v35doHJZCwt+dyO+THvPqzyfSw58X7PGDfkde1ys7LtRFWForMer7nc5qk/4uqb/LV51/5jWjVf5MY/mqFw20y+YV92Lf67Hq3xXb+l57BQ1opOAV90lLdolf1mssiz+VLvc2kH4o8HhtVRCQgICAgJgZ2cHoVAIS0tLeHl5YdasWQrvIzc3F2FhYbS4LyGElIExpvJGqhcKnGqhmJgYdOjQAdnZ2VixYgVOnTqFNWvWoGPHjti3b5/C+8nNzcXixYspcCKEEFJr0BinWmjFihVwdHTEb7/9Bi2t/94CgYGBEku1EEIIKR80Abj6oB6nWigjIwPm5uYSQZNYyUksY2Nj4ePjAzMzM+jp6cHOzg6ffPIJcnNzkZycDAsLCwDA4sWLIRAIIBAIEBQUVFmHQQghNQYTMZU3Ur1Q4FQLeXl5ISEhAVOnTkVCQgIKC6UHLSYnJ6NPnz7Q0dHBjh07cPLkSURERKBOnTooKCiAlZUVTp48CQAICQlBfHw84uPjsWDBgso+HEIIqfZoyRX1QZfqaqGIiAjcu3cP69atw7p166CtrQ0PDw/069cPkydPhoGBAa5du4b379/ju+++Q+vWrbmyI0aM4P7v5uYG4MPEmZ6enpV+HIQQUlPQYr3qg3qcaiEzMzNcvHgRiYmJiIiIwIABA/D3338jNDQULVu2RHp6OlxdXaGjo4PPP/8cO3fuxOPHj6u62YQQUmPRXXXqgwKnWszd3R1z587F/v378eLFC8yYMQPJyclYsWIFnJyccObMGdSrVw+TJk2Ck5MTnJycsGbNGpXqys/PR3Z2tsRWXKT6vDaEEEJIVaDAiQD4MCP4okWLAABJSUkAgM6dO+PYsWPIysrClStX4OXlhenTp+Onn35Sev/h4eEwNjaW2K7Hfl+ux0AIIdUVE6m+keqFAqdaKDVV9uzJd+/eBQBYW1tLpGtqaqJ9+/bYsGEDAOD69esAAKHwwyzOeXl5ZdYZGhqKrKwsia1t1xkqHwMhhNQkIsZU3kj1QoPDa6FevXrB1tYW/fr1Q7NmzSASiXDjxg2sWrUKBgYGmDZtGjZv3ozY2Fj06dMHdnZ2eP/+PXbs2AEA6N69OwDA0NAQ9vb2OHLkCLp16wZTU1OYm5vDwcFBqk6hUMgFWmKaWvRTihBSO9BYJfVBgVMt9PXXX+PIkSP4/vvvkZqaivz8fFhZWaF79+4IDQ2Fs7Mz3r17h1OnTmHRokVIS0uDgYEBXFxccPToUfTs2ZPb1/bt2zF79mz0798f+fn5GDNmDKKioqru4AghpBqiu+rUBwVOtdDQoUMxdOjQUvN4enri4MGDZe6rW7du3KU7QgghRN1R4EQIIYRUMLpSpz4ocCKEEEIqGC2doj4ocCKEEEIqGN0dpz4ocFJRQkICIiIicO3aNbx8+RImJiZo2LAhOnTogFWrVim0j9zcXKxYsQI+Pj7w8fGRmeevv/7C999/j3PnziE1NRVaWlpo0qQJAgMDMW7cOJiamgIAHBwc4OLiguPHj5fXIcp07tw5+Pr6Ii4ujmtzUFAQzp07h+TkZKX2pSHg15bcdwW8yhcUFKtcVqjL76OTx6Pt+vr86s7PL+JV/n2e9NqGitI30OFV95On/N40Gpqqz8CiocVv9hZNHnXHFvnyqvtFKr/PyoveU1Uua/PqT151i4rMeZV/9pJPwMLzJFUC9TipDwqcVBATE4P+/fvDx8cHK1asgJWVFVJTU3H16lX89NNPSgVOixcvBgCZgdPWrVsxceJENG3aFLNnz0bz5s1RWFiIq1evYvPmzYiPj8ehQ4fK89AIIYRUAAqc1AdNgKmCFStWwNHREb/99hsCAwPh7e2NwMBArFy5Ek+fPi2XOuLj4zFhwgR0794d165dw8SJE+Hj44MePXogNDQU9+7dQ3BwcLnURQghRH3k5ORg+vTpsLa2hq6uLlxdXRVe8eHff/9FUFAQzM3Noa+vDy8vL5w9e7aCW1yzUOCkgoyMDJibm0NLS7rDTkPjv6c0NjYWPj4+MDMzg56eHuzs7PDJJ58gNzcXycnJsLCwAAAsXrwYAoEAAoEAQUFBAIBvv/0WAoEAW7ZskZo4EgB0dHTQv39/qfSTJ0+ibdu20NPTQ7NmzbhJK0tKSkrCgAEDULduXe5DtXPnTql89+7dg5+fH/T19WFubo7x48fj7du3Cj9PhBBCPhAx1TdlDRo0CDt37sSiRYtw4sQJeHh4YPjw4di7d2+p5fLz89GtWzecPXsWa9aswZEjR2BpaQk/Pz+cP39exSNXP3SpTgVeXl7Ytm0bpk6dipEjR6Jt27bQ1taWyJOcnIw+ffqgc+fO2LFjB0xMTPD8+XOcPHkSBQUFsLKywsmTJ+Hn54eQkBCMGzcOAGBhYYHi4mLExsbCzc0NDRo0ULhdN2/exKxZszBv3jxYWlpi27ZtCAkJQaNGjdClSxcAwP3799GhQwfUq1cPa9euhZmZGXbv3o2goCC8fPkSc+bMAQC8fPkS3t7e0NbWxsaNG2FpaYk9e/Zg8uTJ5fQsEkJI7VFZl+p+/fVXnD59Gnv37sXw4cMBAL6+vkhJScHs2bMxbNgwaGpqyiy7fft2JCUl4fLly/Dy8uLKtm7dGnPmzEFCQkKlHEN1R4GTCiIiInDv3j2sW7cO69atg7a2Njw8PNCvXz9MnjwZBgYGuHbtGt6/f4/vvvsOrVu35sqOGDGC+7+bmxsAwNbWFp6enlz6y5cvkZubC0dHR6XalZ6ejkuXLsHOzg4A0KVLF5w9exZ79+7lAqewsDAUFBQgLi6OC8p69+6NzMxMLF68GF988QWMjY3x/fff49WrV/jzzz+59vv7+6Nnz57ldjmSEEJqi8pacuXQoUMwMDDAkCFDJNKDg4MxYsQIJCQkoEOHDnLLNm3alAuaAEBLSwujRo3C/Pnz8fz5c9jY2FRo+2sCulSnAjMzM1y8eBGJiYmIiIjAgAED8PfffyM0NBQtW7ZEeno6XF1doaOjg88//xw7d+7E48ePK7xdrq6uXNAEALq6umjSpAlSUlK4tNjYWHTr1k2qJysoKAi5ubmIj48HAMTFxaFFixYSQR8gGfgRQghRjEjEVN6UkZSUBGdnZ6mhJK1ateIeL62sOJ+ssrdv31aqLeqKAice3N3dMXfuXOzfvx8vXrzAjBkzkJycjBUrVsDJyQlnzpxBvXr1MGnSJDg5OcHJyQlr1qwpc7/iQXlPnjxRqj1mZmZSaUKhEHl5edzfGRkZsLKykspnbW3NPS7+t379+lL5ZKUpIj8/H9nZ2RJbcVG+SvsihJDaRNb5Mz9f9vkzIyODm6amJHGa+Bxf3mVrEwqcyom2tjYWLVoE4L+IvnPnzjh27BiysrJw5coVeHl5Yfr06WXe3aCpqYlu3brh2rVrePbsWbm208zMDKmpqVLpL168APAhaBPnS0tLk8onK00R4eHhMDY2ltiuxX6v0r4IIaSmYYypvMk6f4aHh8utSyCQP/9UaY/xLVtbUOCkAlmBBwDcvXsXwH+9N2Kamppo3749NmzYAADcorjiu+VK9giJhYaGgjGGzz77DAUF0pPXFRYW4tixY0q3vVu3boiNjeUCJbFdu3ZBX1+fG2vl6+uL27dv4+bNmxL5yrorQ57Q0FBkZWVJbG5dZ6i0L0IIqWmYiKm8yTp/hoaGyqzHzMxMZs/Q69evAUBmj1J5lK1NaHC4Cnr16gVbW1v069cPzZo1g0gkwo0bN7Bq1SoYGBhg2rRp2Lx5M2JjY9GnTx/Y2dnh/fv33NQA3bt3BwAYGhrC3t4eR44cQbdu3WBqagpzc3M4ODjAy8sLmzZtwsSJE+Hm5oYJEyagRYsWKCwsxJ9//oktW7bAxcUF/fr1U6rtixYtwvHjx+Hr64uFCxfC1NQUe/bsQUxMDFasWAFjY2MAwPTp07Fjxw706dMHy5Yt4+6qu3fvnkrPmVAolJpWQVNLpNK+CCGkpuFzV52s86c8LVu2RHR0NIqKiiTGOd26dQsA4OLiUmpZcb6SFClbm1CPkwq+/vpr1K1bF99//z369+8Pf39/rF27Ft27d8cff/yBli1bwtXVFUVFRVi0aBH8/f0xevRovHr1CkePHkXPnj25fW3fvh36+vro378/PDw8EBYWxj322Wef4erVq3Bzc8Py5cvRs2dPDBw4ENHR0RgxYgS2bNmidNubNm2Ky5cvo2nTppg0aRIGDhyIpKQkREZGYvbs2Vy++vXr4/z582jevDkmTJiAUaNGQVdXF+vXr+f13BFCSG0kYkzlTRkBAQHIycnBL7/8IpG+c+dOWFtbo3379qWWvXfvnsS0A0VFRdi9ezfat28vdTWlthKwyrpHkpCPTFqZyas8n7XmAEBLW/ZcJoqoyrXqbBoY8ao7I1360rAyqnKtOkNDfuWfPnmjet0merzqzn2r+s0QfXvxu0SSeIvf+oRjfP5VuSzfteqm/uZZdqZSNHNRfa27OZ+UX9/CmIWqjQ8FgJ1LlLspp2fPnrh69SqWL1+ORo0aITo6Glu3bsXu3bsxcuRIAEBISAh27tyJR48ewd7eHsCHQehubm7Izs5GREQE6tWrh40bN+LYsWM4c+YMvL29VT4GdUKX6gghhBA1cvDgQXz11VdYuHAhXr9+jWbNmiE6OhqBgYFcnuLiYhQXF0vMLyUUCnH27FnMmTMHU6ZMQW5uLlxdXXHixAkKmkqgwIkQQgipYJV5ccfAwABr1qwpdfqbqKgoREVFSaVbWlrKXIKL/IcCJ0IIIaSCKTuRJam+KHAiVca7I7+xOt4m/MZOTNhkrHLZ9zn8xgkJ9XVVrztX9fFRAPA2M4dXeQ2B6uM+3mjxGzNiZSc9yasy6tuo/po3cVL9NQOAl+mqj8mLvfyOV91CIb9T/Xc/qT6+q+C9B6+6t7ju4VU+7PUEHqX5veYlVdZadaTi0V111VhAQAD09PSQmZkpN8/IkSOhra2Nly9fQiAQlLkIr4+PDwQCARo2bCiz6/jChQsQCAQQCAQyu3H/+usvBAcHw9HREbq6ujAwMEDbtm2xYsUKbq4PQgghkvhMgEmqFwqcqrGQkBC8f/9e7qSTWVlZOHToEPr27QtLS0uF92toaIgnT54gNjZW6rEdO3bAyEh2T9DWrVvh5uaGxMREzJ49GydPnsShQ4cwZMgQbN68GSEhIQq3gRBCCKmJKHCqxvz9/WFtbc1NnPmx6Oho5OXlKR2w2NnZwdPTU2q/b9++xf79+zFs2DCpMvHx8ZgwYQK6d++Oa9euYeLEifDx8UGPHj0QGhqKe/fuITg4WKl2EEJIbcFEIpU3Ur1Q4FSNaWpqYsyYMbh27ZrM2VwjIyNhZWUFf39/pfc9duxYHDx4UOIyoHgNvZK3rIp9++23EAgE2LJli8wZbHV0dNC/f3+l20EIIbWBSMRU3kj1QoFTNTd27FgIBAKp3qE7d+7gjz/+wJgxY6CpqfxEjoGBgdDU1ER0dDSXtn37dgwePFjqUl1xcTFiY2Ph5uaGBg0aqHYghBBSi9EYJ/VBgVM116hRI3Tp0gW7d+9GYeF/MzaLA6mxY8eqtF9DQ0MMHjyY28+dO3eQkJAgc3/p6enIzc2Fo6OjSnURQkhtx2eRX1K9UOBUA4SEhCA9PR1Hjx4F8N/aQZ07d0bjxo1V3u/YsWNx9epV3Lp1C9u3b4eTkxO6dOlSXs2WkJ+fj+zsbImtsED1JSgIIaQmocBJfVDgVAMMHjwYxsbGiIyMBAD8+uuvePnyJe+72Lp06YLGjRvjhx9+wI8//shdFvyYubk59PX18eTJE5XrCg8Ph7GxscR2eFcEn+YTQgghlY4CpxpAT08Pw4cPx8mTJ5GamoodO3bA0NAQQ4YM4b3v4OBgbNq0Ca9fv8aYMWNk5tHU1ES3bt1w7do1PHv2TKV6QkNDkZWVJbEN/HQen6YTQkiNIWIilTdSvVDgVEOEhISguLgY3333HX799VcEBgZCX1+f937HjBmDfv36Yfbs2bCxsZGbLzQ0FIwxfPbZZygokJ65urCwEMeOHZNbXigUwsjISGLT1pG+O48QQtQRXapTH7TkSg3h7u6OVq1aYfXq1WCMyb1M9+jRIxw4cEAqvXnz5mjevLlUurW1NQ4fPlxm/V5eXti0aRMmTpwINzc3TJgwAS1atEBhYSH+/PNPbNmyBS4uLujXr5/Sx0YIIeqOAiD1QYFTDRISEoJp06ahefPmaN++vcw8J0+exMmTJ6XSFy1ahLCwMF71f/bZZ2jXrh2+//57LF++HGlpadDW1kaTJk0wYsSIMpd7IYSQ2oqmFVAfFDjVIFOnTsXUqVPlPq7IB/PcuXNl5nF3d5e7r9atW8tcw44QQgipDShwIoQQQiqYiJZOURsUOBFCCCEVjMY4qQ8KnAghhJAKxmhaAbVBgVMtEhAQwM0FZWJiIjPPyJEj8fPPP2PZsmWYN28enjx5AgcHhwppj5byS+xJWHqiEc8WvFK5pFBfl1fNRYVFKpcteC89HYRS5fP4lRdoSE+SqnDd7/nNFr9ldDKv8pP3N1G5bFuX+rzqTtdU/Xnr48Pv/ebz7x5e5Q+4BKlc9p9UfgFDaOpnvMovevclj9LredVdEvU4qQ+ax6kWCQkJwfv377F3716Zj2dlZeHQoUPo27cvxo4di/j4eFhZWVVyKwkhRP3QPE7qgwKnWsTf3x/W1tbcwr4fi46ORl5eHkJCQmBhYQFPT08IhTRJJSGEECJGgVMtoqmpiTFjxuDatWu4deuW1OORkZGwsrKCv78/oqKiIBAIkJyczD3u4+MDFxcXXLx4EZ6entDT04ONjQ0WLFiA4uLiSjwSQgipWWjJFfVBgVMtI17I9+Nepzt37uCPP/7AmDFjoKkpf/BRWloaAgMDMXLkSBw5cgSDBw/GsmXLMG3atIpuOiGE1Fh0qU590ODwWqZRo0bo0qULdu/ejRUrVkBbWxsAuEBq7NixpZbPyMjAkSNH0L9/fwBAz549kZeXh02bNmHOnDmws7Or2AMghJAaiNE8TmqDepxqoZCQEKSnp+Po0aMAgKKiIuzevRudO3dG48aNSy1raGjIBU1iI0aMgEgkwoULFyqszYQQUpNRj5P6oMCpFho8eDCMjY0RGRkJAPj111//r707j6sx/f8H/rrvVq1StJJtNNaJskvCDCoZe/Y6Rz5ja8jMB2NnxIQZjL1RQiXGHrJn3zNm7Gsh8iFLjNDy/v3h2/l1OmtKJ3o/H4/zeDjXfV33/T6no3N13df1vvDo0SOVGwfnZ2trq1BmZ/d+mXZ6errKdm/fvkVGRobcI+td0ZamM8YYYyWNO05lULly5dCnTx9ZTqeIiAiYm5ujZ8+eGts+evRIoSwtLQ0AYG1trbLdrFmzYGlpKffYFDX7w18EY4x9QohyP/jBShfuOJVRUqkUOTk5mDNnDnbu3Al/f3+YmJhobPfy5UvZLb48MTExEEURrVu3Vtlu/PjxePHihdyj26BxRX4djDH2KcjNpQ9+sNKFJ4eXUe7u7mjQoAHmz58PItLqNh3wflRp6NChuHv3LmrVqoWdO3ciPDwcQ4cOVTsx3MjISCEnlIEh/yXFGCsbeHL454NHnMowqVQKIkKdOnXQtGlTrdrY2dkhJiYGUVFR8PPzw/r16/HTTz9h4cKFHzlaxhj7dPHk8M8HjziVYcHBwQgODlZ6LCAgAAEBAUqPeXp64syZMx8xMsYY+7zwXKXPB484McYYY4xpiUecGGOMsY+Mb7l9PrjjxLSWmJio6xAYY+yTxJPDPyPEWCn05s0bmjJlCr1586bE2+vy2kVtX1avXdT2HHvZi72o12Zll0BEPH7ISp2MjAxYWlrixYsXsLCwKNH2urx2UduX1WsXtT3HXvZiL+q1WdnFk8MZY4wxxrTEHSfGGGOMMS1xx4kxxhhjTEvccWKlkpGREaZMmaKwTUtJtNfltYvavqxeu6jtOfayF3tRr83KLp4czhhjjDGmJR5xYowxxhjTEnecGGOMMca0xB0nxhhjjDEtcceJMcYYY0xL3HFijDHGGNMSd5xYqXLz5k2sWLECs2bNQnh4OG7evKnrkFSSSCS4c+eOrsNgn7jr16/jxIkTuHHjhq5DKXWePXuG7t27Iz4+XmWd+Ph4dO/eHenp6Vqd8/79+4iJicHvv/+OmJgY3L9/v7jCZWWFbrfKY+y93NxcGj58OOnp6ZEgCLKHnp4ejRw58qNcUxRFOnXq1Ae3FwShSO2Lev2dO3fSN998Qy4uLtSqVStatmyZ1m29vLzoypUrH3ztosZe0PHjx2nmzJkUEhJCM2fOpGPHjhXbuYtLamoqNWrUiDZv3qyyzubNm6lRo0aUkpKi8Xzr16+nKlWqkCiKskeVKlVow4YNxRh18QsMDKTbt28rPZacnEyBgYHFdq2wsDCqUaMGZWVlqayTlZVFX3zxBU2bNk3tuXJycmjkyJGkr68v9ztGX1+fRowYQTk5OcUWN/u86eu648YYAPz2229YsmQJhg4dioCAADg4OODBgweIiorCkiVLUK1aNYwePVrjebKysrB69Wrs378f6enpsLGxQfv27dG/f38YGBjI1SUdpzAryvV37tyJzp07g4hQsWJF3Lx5E8ePH0d6ejp++uknje0TExORkZHxwdcvrvcuMzMT/v7+iI+PlzunIAjw9vbG+vXrUa5cOa3OdeHCBZw8eRKiKKJZs2aoX7++Qp3p06drHZsgCJg0aZLs+dKlS5Gbm4tvv/1WZZtvv/0WM2bMwKJFixAWFqay3s6dO+Hv74+6detixIgRcHBwQGpqKtauXQt/f39s374dnTp1UhtfTk4O1q9fj4MHDyI9PR3W1tbw8vJCz549oa+v/lf74cOHVR4TRRHly5fHl19+qfQ8q1atwnfffYdq1aopHHvy5AmioqIQEREhV16tWjUIgqA2pjyCIODWrVsAgHXr1iEoKEjt69HX10dQUBDi4uIwefJklfWmTp2KRYsWISgoCH379oWdnR3S0tIQHR2NxYsXw8rKqlCfD1aG6bTbxtj/qV27NgUHBys9FhwcTLVr19Z4jufPn5ObmxsJgkBmZmZUs2ZNMjMzI0EQyN3dnV68eCFXv6gjRrps36ZNG/ryyy/p1q1bRET09OlT6tSpE1lZWVFubu5HvXZxtM8zYsQIMjAwoNDQUEpOTqY3b95QcnIyzZw5kwwMDGjEiBEKbYYOHUrJycmy5zk5OTRw4EASRVE2iiCKIkmlUqVx56+n7iGKolzbunXr0sKFCzW+pkWLFlG9evXU1mnRogV17NhRYZQjNzeXOnToQC1atFDb/vHjx7LPuoGBAdnZ2ZGBgQEJgkCNGjWix48fq22f9/rUPSwsLGjq1KlK26r62e/Zs4fKlSunUD5o0CAKCAjQ+pHHzMyM9u3bp/a1EBHt27ePzM3N1dZxdHSkUaNGKT32/fffk6Ojo8brMEbEI06slLh9+zZ8fX2VHvP19cXy5cs1nmPChAm4du0a4uLi0LNnT1n5n3/+CYlEggkTJuD333+Xa6PtX8GqJCYmaj1Holu3bgplH3r98+fPY8mSJahevToAwMrKCr/++ivq1q2LW7duoWbNmh903sIo6nsHAHFxcZg0aRLGjx8vK3N2dsZPP/2ErKwsLFq0SOFntnz5cgQEBMDZ2RkAMH/+fKxZswYjRoxA//79QUSIiorC8uXL0aRJEwwZMkSuvYWFBXr37o3AwMBCvU937txROopVUJ06dTTOffvrr7+wbt06iKL8NFNBEDBs2DD07dtXbfvRo0fj2rVriI6ORq9evaCnp4ecnBzExcXhu+++w+jRo7FmzRqV7bdv346RI0fCxcUFffr0ga2tLdLS0hAbG4tr165h+vTpOHLkCGbMmIEKFSrgq6++QmJioqz9H3/8gYSEBLlzZmZmYuvWrahTp47C9VatWqX29aiSnZ2tMFKsjIGBAbKystTWefr0KXx8fJQe8/HxwYoVKz4oRlb2cMeJlQqWlpZISUlReiwlJQUWFhYaz7FlyxZMnz5drtMEAD169MDdu3fx66+/KnwJjxkzBuXLl9d4bkEQsHXrVoXy8ePHa3XbShAE5OTkKJR/6PUzMjJknaY8NWvWBBHh5cuXGs8HALGxsTh69KhW11Z2m7So7x0AvH79Gi1atFB6rGXLlpgzZ45CecH3e+XKlejfvz8WLlwoK2vatCmePXuGiIgIuY5TcnIyIiMjsWrVKoSHh6N169aQSqXo0aMHjI2N1b4OItL6FmVubq7a43p6enj37p3SY1lZWQodqoK2b9+On3/+GX369JE7Z9++ffG///0PU6dOVds+ISEBrVu3VujQDBo0CIMGDcLRo0dlHYnw8HB0794d06ZNA/D+5/nHH38oPa+zszMWL16s9tqFYW9vj8uXL6N169Zq6126dAl2dnZq63z11Ve4fv062rdvr3Ds+vXrqFevXpFiZWUHd5xYqfD1119j4sSJaNiwIdzc3GTlf/31F6ZMmYIOHTpoPMfjx4/RoEEDpce++uorPHnyRKH85s2bWm3yqWp0ZfHixahdu7bG9qoU5frKRisA7ecfLViwQKt6qjpORX3vAKBZs2Y4c+YM2rVrp3DszJkzaNKkicbz37hxA7Nnz1Yo79WrFwYOHChXVqVKFUyZMgVTpkzB3r17sXLlSgQFBWHEiBHw9/eHRCJRec3KlSvjr7/+gpeXl9p4zp8/j8qVK6ut07hxY4SFhcHb21tuDtfbt28xd+5cNG3aVG17IkLdunWVHqtXr57Gz0BcXJzKEam+ffuif//+WL58OXx9fbFmzRr897//xYgRI0BEqFSpEnbv3o1GjRrJtTMyMoKZmZnSc6qbU6VMXkfJ09MTS5YsgVQqVTnylJWVhaVLl2r8ucyZMwd9+vSBs7Oz3MjT9u3bMXv2bMTExBQqRlZ2cceJlQqzZs1CYmIimjRpgjp16sDe3h4PHz7E5cuX4eDggFmzZmk8h6OjI44ePar0S/jYsWNwcHBQKN+yZYtWX86qNGrUqEjti3L9efPmwdbWVvaciCAIAubMmYOKFSvKygVBUNpJ2rx5M1xdXT/o2kDR3zsAWLhwIXx8fGBubo6+ffvCysoKz549Q3R0NFasWKFyGXr+zpixsTGsrKwU6pQvX17t7Zuvv/4aX3/9NZ4+fYro6GhERkYiPDwcUqlU6W2br7/+Gr///juCgoJUdhAyMjKwaNEilbeE8kybNg3t2rVD9erV0bNnT9jZ2eHhw4fYtGkT0tPTceDAAbXt27dvj3379ikdPdm7dy/atGmjtv2///6Lx48fKz326NEjvH79GgBgbm4OfX19lCtXTtbBu3PnDhwcHLS6hZanTZs2ch17Tbd580ZnR48eDXd3d3Tt2hUrVqxQ+D/84MEDBAUFyW5bqjN06FC8efMGfn5+MDc3h62tLR49eoSXL1/C2toaw4cPl9UVBAEXLlzQ+vWxsoU7TqxUyPtrft68eTh48CDu3LkDa2trjBs3DqNHj4aNjY3Gc/Tu3RuhoaEwNzfHoEGDYG1tjfT0dKxduxahoaEICQkpgVdScjZs2KC0PC4uTu65qo6Tvb29bJ5QSTI3N5f74nz37h2Cg4MRHBwMfX19ZGdnA3g/b6VFixZ48eKFwjny3yYURRG3bt1Cq1at5OqkpKTA2tpaYzzly5dH9erVUbVqVfz99994/vy50npjxoxBVFQUvLy8sGTJEjRu3Fju+OnTpzFs2DA8fvwYY8aMUXvNVq1aYc+ePRg3bhwWL14MIoIoimjatCliY2OV3r58+vSp7N+TJk1Ct27dkJOTo7BCbNOmTdi0aZPa67ds2RKTJk1C48aN4eLiIiu/evUqJk+eLHsvb9++DScnJ7m2tra2yMzMlOs4rV+/HklJSWjfvr3SztzBgwdl/3758iVGjBgBFxcXhdivXbsmd6uvQYMGWLx4MYYNG4Zq1arBzc1Ntprvzp07OHfuHHJzc7F06VKN88+sra0Vfo8o+2OKMU0E0nZcn7GPJDMzE1KpFMOGDVP48iuMt2/fokuXLtizZw8EQZB9CRMROnTogK1bt8LQ0FBWXxRFnDx58oNHTXTdvih0GXtAQEChJpZHRkbKPa9atapCe19fX4X5az179sSLFy+wZ88epee9ceMGIiIisHr1ajx69Aht27aFRCJB165dVd6CjI+PR58+ffD69WvY2trKfYk/evQIJiYmWLduncYRp/xev36NZ8+ewcrKCiYmJirriaIo97rzfnWrKlM2py5P3ryh58+fo169erLRl4sXL8LKygqHDx9G7dq1MWPGDBgYGGDcuHGytj179oSpqalsftTChQsxatQo2XW3b98Ob29vldceNmwYXr16hdWrVyscGzBgAExMTBQWg5w4cQKhoaE4ePCgbDTMxMQE7dq1w/jx49GsWTOV12OsuHHHiZUKpqam2LVrl8ZJoNrYvXu3XG6bdu3a4euvv1aoV9TOQ2BgICZPnqw0n402ymrHqaTExsaievXqcvOFXr9+jbi4OERERODYsWNwdnZGQEAAAgMDUaVKFa3Om5ycjHnz5mHv3r24e/cugPdzpzp06IDRo0ejatWqH+PlYOrUqYXqcE6ZMkXt8bS0NPz66684fPiw7P+Kp6cnRo0aBXt7e5XtnJ2d8csvv8Df3x/A+0UJLVq0wKJFiyCVSjXeaqxYsSLWrl2rdN5iQkICBgwYoPI2Ym5urmyuoo2NjcZJ9Ix9DNxxYqVCy5Yt0a9fPwwbNqzErnno0CE0atQI5ubmH9T+7t27sLe31zjX4+XLlzhz5gzatm1brNcvimnTpiEoKOiDb1XoMvaisLS0RHZ2Nr799ltIJBKl8+FKgrpEi3kJKN3d3UvlSIqJiQl2794NDw8P3LlzBzVq1MCpU6fQuHFjJCQkYODAgfjf//6nsr2pqSmWLVuGAQMGKByLiorCsGHD8O+//xZLrPn/j+Z1ctXRtvPMyjbuOLFS4ciRIxgwYACioqLg6elZItfMP2dEGxUqVJB7rqenhxMnTshGXXJzc/Hll19iy5YtcrlsTp06hRYtWijcOinK9f38/LRupywdwOvXrzFp0iR06tRJ6ZwU4P0k44SEBEyfPh2mpqZyx4r63hX06NEjLF68GElJSRBFEc2bN8fQoUO1SncAvN9/LP/ISevWrRXm5gDvOyUGBgZarwYsOL8qMzMTW7ZsQUpKCipVqoTOnTvLTcTXVt5tN2W/fvPKBUGAp6cntm3bpnIy+od6/Pgxnj17hlq1aikcu379OipUqKByXqGNjQ1WrVoFX19frF69GiNGjMCLFy8gCAISExPh7e0tu52mTMeOHXH58mXs3LlTLgXAP//8A29vb9StW1eWI0rZ7Tx1Cq6izD8yWvBWpzLqbm8ylocnh7NSIW/eQ9u2bWFlZQV7e3u5X3KqVrlo88swv/y/GG1sbD64LaC47J+IcPPmTbx580ar8xXl+n///bfGtrm5ubh3757SeqtXr0ZMTIzakY8WLVogICAATk5OCukIihJ79+7dYWVlJcsFdO3aNbRu3RqPHz+Gvb09iAjx8fEIDw/H0aNH1Y6K5ebmYtSoUVi6dKncNfT09PDdd99hwYIFcrdzBg4c+MGJOx88eIDWrVvjzp07sp+9paUldu3aVeiRoVu3bqFjx46QSCQKCSgjIiIQHR2NGzduYOjQoZg0aRJ+++23Inci8hs+fDgsLS0RHh6ucGzevHnIyMhAbGys0rb169fH4sWL4ezsjCVLlsDLy0v2nt69e1djPqUFCxagdevWcHV1Rd26dWWTwy9dugRra2u5hQz558Np+htfEASF1zx79mzUqFEDABAREVEsSVsZ444TKxWUrXjRxuTJk+V+GUZGRuLVq1fo3LmzbIl3fHw8TE1NIZFI1LYtaUW5fnJystrjO3fuxLhx43Dv3j2lK7TWrFmDIUOGKIwk5WdqaoohQ4Zg48aNCh2nosR+6tQp/Pbbb7LnP/zwA0xMTHD+/Hl89dVXAICkpCR07doV48ePR1RUlMpzFXb/sQ/NYA0AEydORGpqKiZOnIhmzZrhxo0bmDlzJoYOHYrz588X6lzBwcEYMGAAxo4dKytzdnbGuHHjkJ2djcmTJ2PXrl24desWVq5cid9++w0BAQFan19ZJyK/Y8eOqczj1aFDB3z//fcq206aNAm+vr5wdXWFoaEh9u3bJzu2Y8cOhfxOBbm4uOCff/7Br7/+isTERNy+fRvW1tb48ccfMWrUKLkUG8D/z/Tu7+9f6FvDEydOxOnTpyGVSjFo0CDuOLHiUQLbujBWIubOnUtNmzally9fypVnZGRQkyZNKCwsrFivV3DPruzsbBIEgc6dOydX7+TJkwr7nn0sp0+fpjZt2pAoilSnTh3asmWL0nqWlpaUkJCg8XwJCQlUvnz5Yo3RyMiIjhw5IntuZmZG0dHRCvVWrVpFFStWVHuuwu4/9ttvv1F6evoHRE3k5ORE06dPlyuLj48nURQpLS2tUOdStwfbvn37yMzMjIiI9u7dS4aGhkRElJycXKiHOoaGhnTgwAGlxw4cOEBGRkZq2ycnJ9PGjRtleyXmWbZsGZ08eVJt28I4fPgwBQQEkKmpKZmZmVFgYKDcZ0eTvn37komJCYmiSI6OjjRhwgS6efNmscXHyibuOLFSISoqip48eaL0WHp6OkVFRWk8R/Xq1Wnjxo1Kj/35559UtWrVIsVYUGnqON24cYN69uwp+4IIDw9X2EA2P0NDQzp8+LDG8x4+fFjjl2hhOTg4UGxsrOy5sbGx0i/x3bt3k7GxsdpzlStXjvbu3av0mLINZwVBICMjI+rVqxclJCRotSFyHn19fUpMTJQre/XqFQmCQBcuXND6PEREFSpUoDlz5ig99ssvv1CFChWI6P17YGVlVahza6Ny5cq0YMECpccWLFhADg4OWp0nPT2dxo4dSz4+PjRkyBC6ePGi1jFkZGTQ7t27KSYmhvbu3UsZGRkq6758+ZJWrFhBzZo1I0EQ6IsvvqDZs2fTgwcPNF7nxYsXtHTpUmrSpIlsc+M2bdrQmjVrKDMzU+t4GcvDHSdWKoiiqHLH9bNnz2rV8TAyMqKtW7cqPbZlyxaVX8J37tyhe/fuKdQPCwujTZs2qeyACIJAe/fupfT0dEpPT6dHjx6RIAh08OBBWVl6ejrt3r27UB2nJ0+eUEJCAu3Zs0fj6MijR49o6NChZGhoSOXLl6dZs2Zp9WXg6OhIkZGRGutFRkZqvWt8WloaTZo0iXx8fKhz584UGhpKz549U6gXGBhITZs2paysLCIi8vb2pqCgIIV6AQEB1KBBA7XXbNasGS1evFjpsUWLFlHjxo3lyvbs2UN9+vShcuXKkSiKVLlyZZo8eTLdvn1b4+sr2FEmUt1Z1kQikZCJiQmtWLFC9h49e/aMli1bRqampiSVSono/ShqwddQHIKCgqhSpUp07do1ufLr16+TnZ0dDR48WK58zJgxVLlyZbmyV69eUfXq1UkURRIEgQRBIEtLS7p69arG68+ZM4fMzMzk2pqZmdG8efM0tr106RKFhIRQpUqVyMDAgCZMmKDFK37v8uXLNGbMGLKzs5PF+91339Hp06e1Pgdj3HFipYKyL6U8R48eJQMDA43ncHV1JU9PT3r37p1c+du3b8nDw4NcXV3lyv/991/6+uuvSRRFEkWR+vfvTzk5OdSlSxfZL3NRFMnDw0NpZyTveP6HsrK8R0G//PILPXz4UK5s8uTJZGhoKGtjZGREM2bMUGj76tUrmjx5Mpmbm5OxsTGFhIQU6hZUr169qFWrVhrrtWrVinr16qVQ3q1bN9mXOxHR1atXqVKlSiQIAjk4OJC9vT0JgkDVqlWj1NRUubYpKSlkY2NDbm5utGbNGtq0aRNZWlqSt7c3zZ8/n+bPn08dOnQgURRp5cqVauM7cuQIOTk5UXx8vFz5tm3byMnJSeWo2vPnz2nJkiXUuHFjEgSB9PT0qF27dhQTE0Nv3rxR2kYQBFq9ejWdO3dO9jh9+jQJgkDR0dFy5Zo6Us+fP6dWrVrJPi95P3NBEKhVq1b0/PlzIiKKjY1VeG15rl+/TmPGjCFvb2/y8vKSe7Rt21bt9VNTU8ne3p6MjIyoY8eONHjwYOrYsSMZGRmRo6Ojws+sefPm9OOPP8qVzZ49mwRBoJCQEHrx4gWdOHGCHBwcKCAgQO21o6KiSBAE8vb2pvXr19PRo0dp/fr15OPjQ6Io0urVq9W2JyK6ePEijRgxgvT09Khr164a6xeUnZ1NW7dupS5dusje+/r16xf6PKxs4o4T05mUlBQ6dOgQHTp0iARBoGXLlsme5z0SEhKoW7duVKNGDY3ni4+PJ319fXJycqLg4GAKDQ2l4OBgcnJyIn19fYUvoJ9//pkMDQ1p7NixNGfOHLK3tyepVEqWlpYUFxdHd+7coZUrV5KJiQmFhoYqXG/q1KmFehRUcJQtMjKSBEGgzp07U1xcHK1bt468vb1JFEVav369XFtbW1sSRZG8vb0pKSlJboRL2aOgw4cPkyAINGTIEKWdwszMTBo8eDCJoqh0Tomjo6NcTL6+vlS1alX666+/ZGXnzp2jKlWq0MCBAxXa//PPP+Tq6irrOOTvqAqCQKamplqNPtSrV49sbGxIFEWytLSkWrVqkaWlJYmiSBUrVqT69evLHqpGr/JGMGxtbUkQBLKysqLhw4fT2bNn5eqp6hQXLM97rklubi7t2LGDxo4dS4MHD6axY8fSzp07tbp9+M8//5CpqSnVqlWLRFEkV1dXcnJyIkEQqEqVKuTl5aXxHKmpqSSRSMjBwYEMDAzIwcGBpFKpQqeJ6P3nLS4uTq6sZcuWVKlSJcrOzpaVzZ07V+MtcVdXV+rXr5/SY/369aOGDRsqPfbixQtatmwZNWnShERRJBcXF5o1a5ZWt+tUSUtLo5CQEJV/3DCmDOdxYjozbdo0TJs2Te1Kl7yP54IFCzBy5EiN59y/fz8mTJiAs2fPIjc3F4IgoEmTJpgxY4ZCvqJ69eqhR48emDp1KoD3WYu9vb0RGhoqt8XE2LFjsXfvXiQlJX3Aq1StYPZtd3d32NnZKWxs26FDB7x9+xaJiYlybQFovUpIWX6aKVOmYMaMGahQoQK++eYbue1D9uzZg6dPn2LSpEmYNm2aQltjY2Ps27dPtkWOubk5li9fjr59+8rVi4qKwo8//qgyIeKhQ4dw5MgRpKamIjc3F9bW1mjQoAE6deoEQ0NDPH78WG1Swvybx2oj/55pBeXk5CA+Ph6RkZHYvn07BEGQ7ZuX91oKY9CgQYWqXxh+fn4wMDBAXFwcDA0NcfbsWTRq1Ag7duyARCLB5s2bla6m/FDGxsbYu3cvPDw8AADZ2dkwNTXFt99+K7c34oEDB+Dt7a02JUe5cuWwefNmdOzYUeFYQkICunbtiszMTFnZwYMHERERgY0bN0JPTw89evSARCKRxVJYOTk52LZtGyIjI5GQkIDs7Gw0aNAAUqlUq98xjHE6AqYzvXr1Qr169UBE6NWrF0JDQ/HFF1/I1TEyMkK9evW03saiXbt2aNeunVb7fyUnJ8tt8dKyZUsAQPPmzeXqtW7dGkuWLCnEK/swFy9exIQJExTKpVIphgwZIlemaTsNbUybNg316tXD9OnTsW7dOrlj9evXx7Jly9CjRw+lba2trXH//n3Z8+zsbKXbdNjb2+Ply5cqY/D09FSZ8HTjxo3o1auX2qSE+TuTRZWeno4bN27gxo0bICKFjPAFO0JEhPT0dAiCgAoVKpToUvekpCQsWbJE1oHOzc0FAPj4+OCHH37A+PHjcejQoWK7nq2tLR4+fCh3/aysLLi7u8vVE0VRY3LRcuXKqUyg+vTpU5QrV072vGbNmrhz5w6aNWuG33//Hf7+/mpTaKhz6dIlREREYO3atXjy5AksLCwwePBgSKVSuLm5fdA5WdnEHSemM7Vr10bt2rUBvM+/5Ovrq9Vu9towMTFRu2Eq8P6XfN4XTl4bAAq5YkxNTeVGHjRJT0/H2bNnIYoi3NzcNGbNzh9PpUqVFMrzdqPPrzg6TsD7DVt79uyJtLQ0uX3XNCUx7NChA+bPn48ePXpAX18fbdu2RWxsLLy8vOTqxcbGKs1OXVrkjTJFREQgISEBWVlZqFevHn799VelW4IA7zecnT17Ng4cOKB0w9n8e+PlV716dWzevBlfffUVqlWrprajJQgCbt26pfL4s2fPUKFCBVkm9GfPnsmOubu7q01smufo0aOIiYlBSkqKwudLEATs379f9tzNzQ3h4eHo2bMnBEFAdHQ0BEFQ2LLm6tWrave5AwAPDw9MnToVbdq0kUtumpaWhunTp8v9MXP79m1YWFjg5cuXWLBggcrcU3kxF0ySm5GRgZiYGERERODcuXMA3v8hJJVK0aNHDxgbG6uNlTFluOPESgVltzXu3buHS5cuoXHjxlp3qJKTk7F+/XqVXwYrV66UPXdwcMCdO3dkz/X09BAbGyvLNJw/DmXJOcPCwjBw4EC5TsaUKVMwe/ZsWUfLwMAAEydOxMSJE5XGO2/ePFnCPxMTE9y7d0+hzv3792FlZaXppReJnZ2dxs5SflOnToWbmxuaNWuGUaNGYfDgwQgMDERqaiq++eYbAMCuXbuwd+9epdmpi9ulS5eQkpKi9BZRt27dFMouX76MyMhIrF27Fv/73/9gZmaGgIAASKVStRsXL1myRJYc0s3NDdWqVQMRITk5GTt27MCOHTuwYMECpXsuenp6wsLCQvbvooxQOTo6yja7rVmzJg4fPizbyPrvv//WuEVLZGQkpFIpKlSogFq1aimMEhWcwTF27Fi0bNkSLi4usLGxwcmTJ+Hh4aGQ7HL79u1o3Lix2muHhoaiRYsWqFmzJtq1awd7e3s8fPgQBw4cgIGBATZt2iSr27p16yK9T3Z2dnj79i3s7e0xbtw4SCQShf/fjBWa7qZXMfb/TZgwQS6R4d69e8nY2JgEQaAKFSpolR8mPj6eDA0NSU9Pj+zt7alq1apyj2rVqsnV9/f3J39/f43n7d+/P/n5+SmUF2VyNxHJJkTnf/Tv31+hXmBgILVu3VpjnNqmAyiu9sU1wVuVP//8U+OE3Zs3b5Krq6vcxOz8j4Ltly9fTk2bNpXV9fDwoFWrVtHr1681xnPixAnS09Ojzp07K6SvICK6d+8e+fr6kr6+vsoVosUlMDBQtspt5syZpK+vT1KplIYOHUrlypVTmt4hvy+//JJ69+6tcgWhMvHx8eTp6Un16tWjoKAghUUHDx8+pAYNGtCGDRs0nuvatWvk7+9Ptra2pK+vT7a2ttS3b1+F9AhF1bVrV4qPj1eb04yxwuLJ4axUqF27NkJCQhAUFAQAaNasGYgIEyZMwNSpU+Hi4qJy76w8rq6uqFChAtatW6f0lldBr1+/RlZWFiwtLdXWW7FiBerXr68w96kok7sLY/r06bC2tsbw4cNlZdrs95aWloaqVasq3e+tqO3zK+oEb1W0mePUrl07XL58GePHj0ft2rVhaGioUCf/HCpRFGFnZ4eBAwdCKpUqzKlTp2fPnnjw4AGOHDkit/9dfrm5ufDw8ICDgwM2bNig9bkL69atW3jw4AE8PDyQk5OD0aNHy26f+fr6YuHChbLRLWVMTEywbds2lRs8f2quXLmCDRs2YPLkyboOhZUFOu22MfZ/zM3NZdmjnzx5QqIoyrYEiYuLIycnJ43nMDEx0WobkeKQl4sm/8iCkZERbdq0SaFuXFwcWVpafvC1lI28FDUdQFHbFyX2gvmOVD3CwsI0jjiZmZnJZSHXZOvWrXLL5wvDzs5O6dYwBa1du5bs7OwUylNSUgr1+JgaNWpEa9eu/ajXKEnajE4yVlx4jhMrFYhINlH72LFj0NPTk00Stbe3l83nUMfZ2RmvXr36qHEC7ycUBwYGKpQXZnJ3UT158kRuEm5iYiKWL18u2yQXABo1aoTp06fjxx9/LPb2ReHu7q7VvBUi0livYsWKGkcM8/Pz88OFCxewZMkSpKSkoGLFiujfvz86dOigse3Tp0+1GjlzdnZWumqsatWqhZqvo26kLT4+Ht7e3ipHvjQJDQ3FDz/8gDZt2sDR0fGDzlEUhZmYzlhpwx0nVirUqFED8fHxaNeuHdatW4cmTZrIliU/fPhQq8nRP/30E+bOnYtOnTppXFFXVPR/d7h1Nbm7qOkAiiudwIeIjIwstnMNHToU4eHh6NSpk1b1T548ibZt28pNIo+JicGKFSsglUrVtrW2tkZKSoosd5Uqd+/eVbqYISIiothSFvj5+cHW1hYDBw5EQECAbHWqthYvXowXL16gVq1acHV1VYhXEARs3bq1WGItqLAT0xkrbXiOEysVli5diuHDh8PKygrPnz9HRESEbKXd999/j0uXLmHfvn1qzxEcHIwdO3YgMzMTXl5eSr8M1C1n1lZOTo5Cjp88/fr1w5o1a+TKJBIJbt269cF5dZTN9ZFIJLh8+TKOHj0KfX19+Pj4wNHREStWrJBrGxgYiKSkJIVl2kVtX5TYi9uYMWOQmJiITp06KaR+EAQBo0ePlj338fHBhQsXsGbNGjRr1gw3btzA4MGDcf/+fTx48EDtdXr16oXU1FSNc5xatWqFypUryyWGVIaKkAdq165dWLVqFbZt24Z3796hSZMmkEgk8Pf3V0inoYym0S9BEHD79m2t4ymM2rVr46uvvkJUVJTGnE/aKonPGWMyOrxNyJic2NhYGjlyJK1Zs0auPCgoSKv9q5StUlO3wupDFXZj12nTptGiRYs++HrK5m8Udb+34twvrrCxF6eTJ0+StbW11j9za2trCg8Plys7d+4ciaJId+7cUXutvFV1Xbp0UbrNR2pqKnXp0kXjqrrjx4+Tn5+fbJNbURTJzMyMunTpQidPntT+xdP7jYEXL15MTZo0IUEQyMTEhPr370/79+8v1HlKUrly5Wjv3r3Fek6e48RKEo84sVKLiLBr1y788ccf2LFjB96+favrkAD8/xGnvG0uNFH117C2W7js378f48aNU2h/8eJFDBgwABcuXIAgCLJbHHn/NjExwfTp0xESEqL0vEVpX9TYi0vjxo3x8uVLhIWFqVxV5+zsLPu3np4ejh49KrdC8t27dzA2NkZSUhJcXV3VXu/333/H6NGjIYoi3N3d5bapydvmZ/78+RgxYoTS9uryQOUlaFSVB0qTK1euIDIyElFRUUhPT9c6aevTp08RFhaGixcvwtHREd9//z3q1KlT6Otry83NDSEhIejXr5/GusHBwVqd89atW0hISOARJ1YydNdnY0y5mzdv0k8//USOjo4kiiIZGxtTnz59lNY9dOgQvXz5UuM5nzx5UqSRk/wKO+Kk6q9hVZvGqtpEVpXExESaMWMGfffddzRkyBAaP348xcbG0vPnz7WKT137169fK13hVVyxF1W5cuVo69atWtcvuBKSqPA/z6NHj5KPjw+ZmprKRrZMTU3J19eXjh07prLdx8wDlZubS7t37yZ/f38yNjZW+p6PGTOGKleuLFf26tUrqlatmtwonYWFBV29erVQ1y+MhIQEqlevHt2/f19jXU2jyB9jRJkxTXhyOCsV3rx5gw0bNmDlypU4cuSIbEVVSEgIxo0bpzJzuJeXF06cOCHLpZSbmwtjY2OcOnUKDRs2lNW7efMmgoKCIJFISuT1aKO4Jkmr2+9NmdWrV6Nz586yCesfsl9ccU7wLooqVaoUejJxbGwsjh49Knuetxl0dHS0XK6tgvOj8rRs2RLx8fHIzc2Vrfa0sbHRuMJt3rx5aNq0KbZs2aK0rpOTE7Zu3QoPDw/MmTNHqzxQN2/exKpVq7B69WqkpqbCwcEBISEhSld9Hj9+HP7+/nJlixYtQnJyMkaPHo0pU6bg8uXL6N69O2bPnl2sP2M/Pz+559pOTE9LS9MqJxtjJUrXPTdWtp0+fZr+85//kKWlJYmiSObm5iSRSGjHjh0kCAIdOnRIbfuCIwiqRg9OnjypszlOpWn+RXZ2Nomi+EnGrkxkZCS1atWKMjMztaqvyxGMouaByi8iIoI8PDxkI7K9evWiXbt2qc2QbWtrS3FxcXJlLVu2pEqVKsnltpo7dy5VrVpVY5yF4ezsrJDJX9Ujf4Z/Q0ND6t69O+3cuZNyc3OLNSbGPhSPODGdadCgAS5dugQAaN68OSQSCXr37g1TU1O8ePFCx9Gppqenh4MHD8LFxUXXoXwQ+oymNSYlJSE1NRU1atSAl5eX0lV1+VdS5t+bsKQVNQ9UflKpFA0bNsSCBQvQr18/rdJdPH/+XC7lRHZ2Ns6cOYNvv/0Wenp6svKGDRvi4cOHGs9XGMnJyR/UrkePHtiyZQs2b94Me3t7BAQEIDAwkPebYzrFHSemMxcvXoQgCPDx8cHs2bM/6oRUdbKysvD06VNUqlRJ6RLtly9f4vz583K7tnt6emo9QfpjLetm72815YmJiVE4XrDjlH+ieGEVvMVZWEXNAwUAmZmZ2LJlC6ZOnQpHR0f4+flpHY+tra1chygpKQlZWVlwd3eXqyeKYrGlCSiq6OhoZGRkICYmBpGRkQgNDcWsWbPQunVrSKVS9OjRA8bGxroOk5U1uh7yYmXXggUL5DaJbdasGYWHh1NGRgY9f/68RG7VzZgxQ7Ys3NbWVmnaAFVtS8sE6cL4lG8z6lJhb3Eq07NnT2rRooXa22k5OTnUvHlz6tWrl8Kx1NRUqlGjhtxnq3z58nTixAmtrt+1a1dq37697JZXcHCw0te0dOlScnFxKcQr0+zp06fUrVs32r59u8o627dvp27dutGTJ09U1rl8+TKNGTOG7OzsSBAEsrS0pO+++45Onz5drPEypg6PODGdCQ4ORnBwMM6ePYuVK1di3bp1GDJkCEaNGgUfHx8IgqBVUsBr165BX//9RzlvEvPVq1fl6hR8Dryf+Dx58mT4+PigSZMmOHDgAEaOHIkjR45g7dq1snOqUlomSH+IK1euaFWPR8v+PyriLc6QkBC0atUK3bp1w9KlSxUytT948ADDhg3DmTNnMH/+fIX2EydORGpqKiZOnChL3jlz5kwMHToU58+f13j9sWPHomXLlnBxcYGNjQ1OnjwJDw8PhZQa27dvR+PGjYv0Wgv6448/cOHCBXTs2FFlnY4dOyIkJASLFy9WuVlv7dq1MXfuXPzyyy/YsWMHIiIiEBERgRUrVqBu3br4+++/izVuxpTSdc+NsTyZmZm0evVq8vT0lI3UfPHFFzR37lyVf4UqG/VRV5Zfy5YtKTAwUK4sPDycjIyMyM/Pj969e0dExTuxXNfyRpw+xdEyXSrsSJ0qCxcuJD09PTIwMKDmzZtT3759qW/fvtS8eXMyMDAgPT09+v3335W2dXJyounTp8uVxcfHkyiKlJaWptX14+PjydPTk+rVq0dBQUGUnp4ud/zhw4fUoEED2rBhw4e9QBUaNWpEs2fP1lgvLCyM3NzctD5vWloahYSEyD6vjJUEToDJSqVbt25h5cqVWL16NR48eABjY2O8fv1aoV5UVFShzpu3jQvwfs5JTEyMwgavu3btQvfu3eHl5YXNmzfj/PnzaNGixWeRXC8veeeUKVNQtWpVrdvlf99Km7Vr12L+/Pm4cuWK3B50eYrj51bYpKfqHDt2DLNmzUJiYqLsM21iYgIvLy+MHz8eLVq0UNrOwMAA+/btk0sd8e+//8Lc3Bx//fUXGjRoUKS4PiZzc3Ns2bIF7dq1U1tv//796Nq1KzIyMlTWycnJwbZt2xAZGYmEhARkZ2ejQYMGkEqlGDlyZHGHzpgCvlXHSqUaNWogNDQUP//8M3bu3ImIiAil9YryhZ6bm6v0dlynTp2wefNmdO3aFX5+fhg/fvwHX6O06ty5c5E7AKXBtm3bEBgYiICAACQlJUEikeDNmzfYtm0bHBwc0KdPH12HqOBD80Dl5OTINr7OkzcxWtss4bqSnZ2tcn/H/AwMDJCVlaX02KVLlxAREYG1a9fiyZMnsLCwwODBgyGVSuHm5lbcITOmEnecWKkmiiJ8fX3h6+tb7OeuUaMGzp49q/Sv4A4dOsg6Tzdu3Cj2a+vKp55KoaDZs2cjJCQEoaGhWLlyJYYNG4ZGjRohLS0NHh4eqFy5sq5DVEkUxUInd8w/nw9QPacPQKnqGNvb2+Py5ctyK1OVuXTpEuzs7GTP81bURUREyLak4RV1TNf4Vh0rs3744Qfs2rVLlktKmT179uDbb7/F27dvP4lbdenp6Th79ixEUYSbm5tCXqPPjbW1NdatW4d27dpBX18fJ0+elGWRj4qKwpw5c3Dx4sUiX6c4b9V9KFEUlS6WoP/Lsl/weWn6vAYGBuLcuXM4d+6cypGnrKwsuLm5wd3dXTbCbGJigrdv38Le3h6DBg2CRCLhHE5M53jEiZVZ//nPf1CtWjU8ffpUZQfjm2++we7du0vdCrqwsDAMHDhQ7q/zKVOmYPbs2bLbNgYGBpg4cSImTpyoqzA/upycHBgaGkIURZiamiItLU12rEqVKp/VqsDS9hksjNGjR8Pd3R1du3bFihUr4ODgIHf8wYMHCAoKwrVr1xAdHS0r79ixI6RSKTp16qTxViZjJYVHnBjTQNV+bbqkp6cnt0ffqlWrIJFI4Ovri/79+4OIsHr1aiQkJGDdunXo2bOnjiP+OBo2bIj//ve/6NOnD1q1aoXKlSsjNjYWADB8+HAkJCTg1q1bxXKtQ4cOwd3dHaampsVyvrImPDwcw4YNk42GVqtWDcD7bO7nzp1Dbm4uli5disGDB+s4UsY00Nl6PsY+EaUxCWTBxJ9ubm7k4+OjUO+bb74hT0/PEoysZI0ZM4YkEgkREa1fv54EQaAaNWpQ7dq1SRRFCgsLU9v+5s2b1L9/f7K3tydDQ0NycHCggQMH0s2bN0si/DLn+PHj5OvrS6amprK0GKampuTn56d1Ik/GdI1HnBjToDSOOImiKDefx9jYGLGxsejatatcvfXr12PIkCF4/vy5DqL8+N6+fYu3b9/CwsICALBp0yZER0dDEAS0bdsWvr6+KveHu3r1Kpo3b443b96gbdu2cHBwwIMHD3DgwAGYmJjg2LFj+PLLL0vy5ZQZhV1RyFhpwp9Wxj4DqlZo2draIjMzUwcRlQwjIyNZpwkAunXrho0bN+LPP/+Era2t7HaQMj/99BOsra1x48YN7NixA+Hh4dixYwdu3LgBa2trTJgwoSReQpkjkUiQkpKCSpUqoVKlSnKdppSUFEgkEh1Gx5hm3HFi7BM1b9482bY1JiYmuHfvnkKd+/fvf/CmtJ+7Q4cOYdq0aXBycpIrd3JywuTJk3Hw4EEdRfZ5W7VqFR4/fqz02JMnTwqd1Jaxksar6liZlZSUpFW90roya8OGDXLPd+zYAX9/f7my/fv3fzY5m4rb69evYW1trfSYjY3NZz1SV1o9ffoURkZGug6DMbW448TKLHd3d602EaYCeXJKg9zcXK3qVa1albMqq+Di4oLo6GilG8/Gxsby/KZidPjwYSQmJsqe//HHH0hISJCrk5mZia1bt6JOnTolHB1jhcMdJ1Zmfcp5cbRVt25d9OrVC8OHD9d1KKVOcHAwBg8ejBcvXmDQoEGwt7fHw4cPsXbtWmzbtg1//PGHrkP8bBw8eBDTpk0DAAiCoPK9dXZ2xuLFi0syNMYKjVfVMfYZK40rAotK21us+/fvx7hx49S+9lmzZuHnn3+WbQ5MRChXrhwmTZqEcePGFUu87P1o0uvXr0FEqFSpEnbv3q2Qgd3IyAhmZmY6ipAx7XHHibHP2OfYcVK19UhBpGbrkZycHNy6dQuVKlWCIAg4ceIE0tPTYW1tjebNm8PS0vJjhM7wfuWcg4ODVpv+MlYa8a06xtgnpThusRIR6tSpg+3bt6NTp05K5zmxjyMvRUb+jtP69euRlJSE9u3bo3379jqMjjHNuOPEGPukDBo0qMjn0NfXh52dndaT7FnxGTBgAExNTbFq1SoAwMKFCzFq1CgAwJw5c7B9+3Z4e3vrLkDGNOBbdYx9gopznk9Z9cMPP+DevXuIi4vTdShlirOzM3755RdZ6oyaNWuiRYsWWLRoEaRSKdLT03HgwAEdR8mYajzixNgn6FNOpVBauLq6Ii4uDm3btkW3bt1gb2+v8F5169ZNR9F9vh4/fgxHR0cA7zf4vX37NmJjY2FhYQGpVIqBAwfqOELG1OOOE2OfoLKQSuFjy/uCTk1NlcsxlEfVxHJWNCYmJnjx4gUA4MiRIzAzM4O7uzuA93suvnr1SpfhMaYRd5wY+wQVxzyfso63VNGN+vXrY/HixXB2dsaSJUvg5eUlG+m7e/cu7OzsdBwhY+rxHCfGGGMl5sCBA/D19cXbt29haGiIffv2oWXLlgCA3r17IycnB3/++aeOo2RMNR5xYoyVSY8fP8azZ89Qq1YthWPXr19HhQoVYGNjo4PIPm9t27bFlStXcO7cObi6uqJ69epyx1xdXXUXHGNa4BEnxliZ1KtXL1haWiI8PFzh2H/+8x9kZGQgNjZWB5GVHU+fPkVYWBguXrwIR0dHBAcHo27duroOizG1RF0HwBhjunDs2DF06NBB6bEOHTrg6NGjJRzR5+uHH35AlSpV5Mr+/fdfNG7cGHPmzMHOnTsRHh6Oli1b4tq1azqKkjHtcMeJMVYmPXnyBNbW1kqPWVlZ4fHjxyUc0efr+PHjsrxNeRYtWoQ7d+5g1KhReP78OY4fPw5TU1PMnj1bR1Eyph3uODHGyiRbW1v8888/So/9888/KjtVrPBu374tSzmQZ/v27ahYsSLCwsJgYWGBZs2aISQkRGlqCMZKE+44McbKpI4dO2LmzJm4fv26XPmNGzcwa9Ys3vajGD1//hz29vay59nZ2Thz5gzatGkDPT09WXnDhg3x8OFDXYTImNZ4VR1jrEyaOnUq4uPj0aBBA3h5ecHJyQn379/HwYMHYWNjg2nTpuk6xM+Gra2tXIcoKSkJWVlZCqNQoijCyMiopMNjrFB4xIkxViY5ODjg7Nmz6NevH/7++29ERUXh77//Rv/+/XH69Gk4ODjoOsTPhpubG8LDw5G3iDs6OhqCIKBdu3Zy9a5evSo3MsVYacTpCBhjjH1Up06dQsuWLVG9enXY2Njg5MmT8PDwwKFDh+Tq+fj4oEKFClizZo2OImVMMx5xYowx9lE1bdoUW7duhYODA16+fInBgwdj8+bNcnXS0tJw//59dOnSRUdRMqYdHnFijJUZ06dPx+DBg+Hg4IDp06errSsIAiZNmlRCkTHGPhXccWKMlRmiKOLkyZNo0qQJRFH9gLsgCMjJySmhyBhjnwruODHGGGOMaYnnODHGGGOMaYnzODHGyoy2bdtqXVcQBOzfv/8jRsMY+xTxrTrGWJkhiiIsLCxQuXJlreqr2pKFMVZ28YgTY6zMqF69Om7fvg1LS0tIJBL07t0bpqamug6LMfYJ4TlOjLEy4+bNmzh48CCqV6+OkSNHwt7eHoMHD8bx48d1HRpj7BPBt+oYY2VSRkYGYmJiEBkZiTNnzsDFxQUSiQQDBw6Era2trsNjjJVS3HFijJV5Fy9exLJly7B8+XL4+flh48aNug6JMVZK8a06xliZduXKFURFReHPP/8EEcHFxUXXITHGSjEecWKMlTmvXr1CbGwsIiIicOrUKdSoUQOBgYEICAiAg4ODrsNjjJVi3HFijJUZhw8fxsqVK7Fx40YQEXr06AGJRAJPT09dh8YY+0Rwx4kxVmbk5XHq3bs3+vTpAwsLC7X1GzVqVEKRMcY+FdxxYoyVGXkb+wqCoLYeEfEmv4wxpTgBJmOszIiMjNR1CIyxTxyPODHGGGOMaYnTETDGGGOMaYk7TowxxhhjWuKOE2OMMcaYlrjjxBhjjDGmJe44McYYY4xpiTtOjDHGGGNa4o4TY4wxxpiWuOPEGGOMMaal/wePsD/dMibwVwAAAABJRU5ErkJggg==", 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", 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" ] @@ -2197,7 +2037,7 @@ "crested.pl.heatmap.correlations_predictions(\n", " adata,\n", " split=\"test\",\n", - " title=\"Correlations between Groundtruths and Predictions\",\n", + " title=\"Correlations between ground truth and predictions\",\n", " x_label_rotation=90,\n", " width=5,\n", " height=5,\n", @@ -2216,12 +2056,12 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -2233,7 +2073,7 @@ "source": [ "crested.pl.heatmap.correlations_self(\n", " adata,\n", - " title=\"Self Correlation Heatmap\",\n", + " title=\"Self-correlation heatmap\",\n", " x_label_rotation=90,\n", " width=5,\n", " height=5,\n", @@ -2242,6 +2082,81 @@ ")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Prediction on gene locus" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also score a gene locus by using a sliding window over a predefined genomic range. We can compare those predictions then to the bigwig we did the predictions for, to see if the profile matches the CREsted predictions. " + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "chrom = \"chr4\"\n", + "start = 91209533\n", + "end = 91374781\n", + "\n", + "scores, coordinates, min_loc, max_loc, tss_position = evaluator.score_gene_locus(\n", + " chr_name=chrom,\n", + " gene_start=start,\n", + " gene_end=end,\n", + " class_name=\"Sst\",\n", + " strand=\"-\",\n", + " upstream=50000,\n", + " downstream=10000,\n", + " step_size=100,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "bw_file = Path(bigwigs_folder) / \"Sst.bw\"\n", + "bw_values, midpoints = crested.utils.read_bigwig_region(bw_file, (chrom, min_loc, max_loc))" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "crested.pl.hist.locus_scoring(\n", + " scores,\n", + " (min_loc, max_loc),\n", + " gene_start=start,\n", + " gene_end=end,\n", + " title=\"CREsted prediction around Elavl2 gene locus for Sst\",\n", + " bigwig_values=bw_values,\n", + " bigwig_midpoints=midpoints,\n", + ")" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -2261,21 +2176,21 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2024-10-09T14:39:18.002301+0200 INFO Calculating contribution scores for 2 class(es) and 1 region(s).\n" + "2024-12-06T16:09:56.560018+0100 INFO Calculating contribution scores for 2 class(es) and 1 region(s).\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Region: 100%|██████████| 1/1 [00:04<00:00, 4.25s/it]\n" + "Region: 100%|██████████| 1/1 [00:22<00:00, 22.27s/it]\n" ] } ], @@ -2305,21 +2220,21 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2024-10-09T14:39:22.257945+0200 INFO Calculating contribution scores for 3 class(es) and 1 region(s).\n" + "2024-12-06T16:10:18.911286+0100 INFO Calculating contribution scores for 3 class(es) and 1 region(s).\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Region: 100%|██████████| 1/1 [00:03<00:00, 3.71s/it]\n" + "Region: 100%|██████████| 1/1 [00:03<00:00, 3.94s/it]\n" ] } ], @@ -2344,20 +2259,12 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 46, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/data/projects/c04/cbd-saerts/nkemp/software/CREsted/src/crested/pl/_utils.py:80: UserWarning: The figure layout has changed to tight\n", - " plt.tight_layout()\n" - ] - }, { "data": { - "image/png": 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" ] @@ -2387,21 +2294,21 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2024-10-09T14:39:33.513404+0200 INFO Calculating contribution scores for 2 class(es) and 1 region(s).\n" + "2024-12-06T16:11:56.468637+0100 INFO Calculating contribution scores for 2 class(es) and 1 region(s).\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Region: 100%|██████████| 1/1 [00:02<00:00, 2.81s/it]\n" + "Region: 100%|██████████| 1/1 [00:02<00:00, 2.63s/it]\n" ] } ], @@ -2417,20 +2324,12 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 48, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/data/projects/c04/cbd-saerts/nkemp/software/CREsted/src/crested/pl/_utils.py:80: UserWarning: The figure layout has changed to tight\n", - " plt.tight_layout()\n" - ] - }, { "data": { - "image/png": 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etGF7tR573NDHH3v389ixXizPbfMsKZGOOqqA69HSzvLzQvZLN0qr/y7VL/XKIuVf8p7p+Ebvvkhul8JVSgz9qpZuW6qPNn+kbbFtqoxWqihYpE9rP1VZuEwjqkZoZO+RKg4VqzHZqISdyOZBfn6eclKKBqIqChYpno5n+84igebypO3aed9Dp/Zzt7w+uRWaHLZjZBdc9NsuWvbDttWe8HnEYt7i5Js3e/8eODCnrpBhmtLeexf2fitXSh995NXhqqsz/Qeh5vQ7jtS7t6tgaY1W163W5sbNStpJ9Svpp62xrXJcR5XRSg0uG6zqSJnMFQ9K2xd5z1rVOC+PaFrr3R/xjVKoQrG9rtHHy0Lavt1La79++QtVSt71HDSowIvStMbLl+y4V/awot4z5SS8tgNJbun++uiTKq1Z0zwmpaysOdb4X++gQQXmN/FN0rr/8xaJLhoileztlfHim6TkNi/fKR3mbV/zpJfvV4716gZu2isTxtZ66ez7ZS1ad4z+8x9pyxavX2fgwObvwU/b0KFSWWVzH2ZuOT5lp7L92gW3nzuZvirXzrSj+PWpnPFIhiXbCKguUSfbtb06S2Y/v10xZIVUGi6VGd8sJTZ7ny9U5dXX3ZT3GdON3g1VvFdme4txYf44iEw7tGMGtC22Ta7rqjxSnten4JeNuqyd/TO4bnP5vOXYIP91w/Duo7b6TVtqOdbucydu9d+8MredkKqP9GJ1YmtmUfMV3li3EZdm7kX/e870I3hvkk30thpLTz8tLV/upX/06PyxXH7ZKJWSfv5zae1ab5/TT8/PC/0fAij4M/jt71LOPZJJm58+M9j2BW31fk5zP4ffdpLN0zODrcxAweM5EunETsvAISuksnCZDDfd3EadbfdUc3+JTDmBUm2N17TZd9aYbNxhH8cOZduIbS8+Z/tiUs3ty1Zm/KSTkF/eUXZciJN9Nl2zSBs3W6qv977f8vLW4x9d16vDJN0mNSYbs2MrDMPw2ozSCRmGodJQacFjdArmpJp/XMz/0YpsHuI/dC3aL3fAdV3VxGuUdtIqDhXnleNjqVi2zbxlHXNH1q6Vli6Vamu9Mlx1deu4WtnLVVXp9ub6VbDU+17cdHPeLENuuK9iyVB2PLA/NqKtukhTulGxVEwhK5SND7ZrK5FOyDRMbzxwto3eb4fLeSP5z1xAcSet+kS9LNPKtndL3n3elGqSZVqqCJfLdJKZ/iT/ehvNz2+2/6+kU9spm79nKa8Mn92m5vJ/ujHzPEQzz6DTPG5Y8vocCxmH7Dpe/cJOZH7MLjPuw+83y5TjFSzz9suOScm8t+uPVc70kwZ3/mvv7eJm+lBzxw1nx8P68dzw+oySW716mBnM5AVmc/utn+ZgmVcHTTd696WVKVM48eZ9g+Xe8YnN3rZgufe5HNvLb2yvzULhPkqYEdUn67P1Kb+87ucRkUBEpaGSzHeV8tLqP7tOWtl8ybDkmCWqbzCVynSDhcNtx9Bo1Buf5tfDA2ZAhmEoZaeyeXfICinlpHY6Bs4yLVVEKgoeI51IKJs2/1lt+VV1+nQLO56JNU5O/TIzjtzvvw8Uq8FOZcdo5fY7pZ103hi4hmRDNh/JjUn+2DN/jJKfJ+2of9Q0paTjtR1bhqWqoqq817c2bW1z7MvO1CXqsuW/3GNSdqp5XE64fOdlCNfJZKLBbN+LlJ+vtvwcnSl3bHk0mj/mNrdclV8ddzOv519o13Xlys3+II0/ttzN5IX+GHlXrhLphJJ2Uq68sYOu68p27exzGbSCMmTIlZt3vtwx+YZhyHBdGbXv58yhGOC186QbM+1B3hwKVRwiJTZm5lREMjHOah5n4aQlK6omcy9t3OjVzQIBr6zhtwH7YT2YKT748w+iUa89pGXZ25+X0Fn8H07w7/XccWh++gxDCoS8sc9+eSdXfbJeruv1vwQNI2dca065UEamfSwzXsZvM5ORM6coM37TH78RLCts3LhjZ/LuzDn9Y7JzT7xxBym3KG8MXMvPKjX/sERu3bRl368/drQh2TwmtOWYFL+NuuW4nB1+hALnUBRazkwmm+tw/hiJll0j/ryEz+T3XTvJ5r5qGc1lg5zxeZ0pkWjOR1rOofD/W+hncN3mH42Smtuu/PfJ3e7v19Z4Sj8euEZadYk6Oa6T126QclLZ/uXSYIk3ltZJqtVYWn9+l2FIVrFcw2pzCLl/vpbbO0NuXS+vbOC6akg2NPf/FVg2aEp59SS/fG4Y3riwRDohx3W8vp1AWLFUTE2pJi9fDoRlGqYS6YRSTkphK6yiYJEsuTn97gHljafLtq8E1JQIZetw/pjOlmPL/efZH5ftt8e1vJ4t2+l2yHWa56L5sTe3zi1l6qaul+f541oNqzn9/ri/tsZCtXlOt+3yY4u6iG2WatNmU7GYd0hJSfMcmtx7uKLCi43+WHvTMGUYhmzHzo63t0xLTY2mtmzxYlI4nD+O3n8/b7v7mXFVrqEtWww1NHjPWFlZW+UALz6m3LiaUk0yZGTLaQk7oZSdUtDyxq8bMlQTr8neW7kaU9684PJwuSzTPjdUFAAAOpFJREFUUiwVUzwdV8AM5PWvOq6jaCCqSCCiWMzImyvUsh/dMJrvr0K+Ln8ultR2XPWvXUGyY05d5Zf3nOab3Qxk2g38+qo/jjq/7UOBYiUzZWLXdbPtrfF0XGknrYAZUFGwSKYC2fE7Xh287bwwEGweVxOyQtlyq18eiwQirdodPre88XmmV/dr+Tz49dUCMs6mJq+fIJls7iPPnc/gl1ljMe9HIOJxb251bvnW/xqKi733a2jw8qXS0tZ5i+t62wsZq5Ebu9oqw/vfSaHleL8+5D9LYSustJPOlp2LgkV5/VGdIZ1uHpNvGG3P+/a3F8IfY+jXC0zDzNYV/HHIhisv/mbnU2Xmz2TbgDPjga2IUpkxYGkn7Y1hNqy8cQQhKyTTzYlJZk6fgt+mK6/dNpkOZmONXz5p+d1bluQYSdUn6mUY3o/sWqaVzZfSTlrFwWJFg9FWc+L88dYJOyHXdbNxtTM5rqO0k87GB38slz/OO2AGMmUeY4ddru0ut+ReR7//JPvmOf0nhqmmVJM3JsNs7ivy20IigYiKgkXZOXy5n8Fxnez/B82ggmagOX+UlN9+ntveVtiYdttuLmf4475bth/4eWkhHKe5bLqjdgjDkFw1j8n3v6OWY/JNKZNnZubP55bj/Wvg55luzkTtNhlypWyftuM6sozM9ZUry7Ba9ePtlOtm2hUz4wj88pLflptpf3SCZWrMzLtJpBOyTG9eYFOqKRu3ysJlSjSFtHq115cVCnnrG/jtUv4tFQ5LFb1sxdNxJWyvjBqyQtl73++XD5shGXaDVweSvDEgufMK/HbJUKVSmbGOaSedvcf8fNUf2xVwncwYkiavvypQ7H1mO97czmlFpaKBct3mtg/vu24uV/llNiW2SYlN3rGhXt736rcB+3Xu6ICC6meu25xPS23PXffa+NzMfdfcDiM1/9vfVujYBX88m3/e3Hnf/n/9crxfpmprTr2f5ty50JbRXGDzy5DFoeK8Os9OtcoLzDZeM7z7N1WXaT/2+zsydWTbW5/FDfVWIh3Ozk1ra45o7pisXW3jRmXL+xUVXnk/d30Dx5Eqyl1FjM2Zfm8zc/8Gle2H8/sKQr2l1PbMfR7KmaubyNyftmSGlDD7qrbWq+tbVn7Zyz+vZXnf+7Zt3n6RSPN4x9xsKhz2Xq+r8/LhkpL8fj3J27+oqLmNxB8/2XY7e+fWu9saftPWPolEc/tNy3vEPy4YlNJuMq/cHrJC2fGQISvkleOcQLYsurMxtwWNDVHrdpm2xiEXvEaD6zbfD4ah5vkzLcpogcIS58+LzW23z/3u/TJ0oeMSknZSTakmOa6Tzb/9tgq/T8WPGX78ldRm/FW6aef9Tk5aClUoFeivWMwrM/vXN/cZ9K9vbXKrFm9ZrE9rP1UsHdNeFXtpY8NGpZyUqouqNbL3SA0oHqIn/m7pnXe8+s3hh3vjoPz39K/XEUeltKLhQy1ct1Br69eqOFisAaUD9OHmD1UeKdeXqr+kMQPGqE+41Is1dsxLfyDqfV92TjtXsEwKFzCO3nW9sU2x9V6sivTz2tX998qsaeSUHqDN24uzP+5bWrrjvvpu+ZHfAvprHcfQmrWG6uq86+2XR1rG1T59CstvEgll2738tV5afvZAoHkO/Wemf+s8b66I60qlw70yTqrOu2eT27z8u99kKfTZZYhCGW7L1ZAKNGnSJL3//vt65513NGDAgFavr1+/XgcddJAOPPBAvfTSS587oZ9l33331X777ad//vOfeds/+eQT7bvvvrr77rt1+eWXtzpu9erVGjJkiGbOnKmrr74677Xf//73+uY3v6m3335bo0ePbvO8119/vW644YZW26dMmaJgoTWMnQiYtsKW14GSckw5riHT8Iv+noSdM+FxJ7yCW1SO4+W8ppmSYfgF2+aHx7K8EqBjOEqZqcxWQ67hyrItBdwOrxcIoIXmHNgrdLW3sOvKVdpMKxlIynRNma6ptJVWIB1QyA7ldWQWIm2klQwmlbJSCtpB2aa3MF44HVYo3f736yy2HZBtR+S6lkwzLcNI5VwrrwJoGLZMs9CRoJ3LKwRlBoBm06S8/zdNR0krqVgopngwrnA6LNu0ZRu2ipJFiiajstzOHLHbfdLpkBwnKMnMiTX5BTXDsNXU1E+27TWeRiJbZZqZxpyc/YLBJiWtpBoiDWqINMhyLAXtoJpCTYomoyqNlyqajLa6N596+mlJ0qlTp+Zttw1b20u2a2vJVjWFmlQeK1c8GFfKSqmiqUJV9VUqSZS0+V5tvZ8rVykrpUQw4Q1+sQNKBVIK2AGF02EFnK6JmZ39rLpyZRu2XMPNDtSxXEum693T0UBKA8saFbJsbY9FVJ8MypAUDaYVsmwFTEcNyaC2NBXJkaNEMKGUlVLACcg1XDmGo1A61CptaTMt27RlOqYc05Hpmgr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"text/plain": [ "
" ] @@ -2458,46 +2357,6 @@ "## Enhancer design [more updates soon]" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Load data and model" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [], - "source": [ - "import anndata\n", - "import crested\n", - "\n", - "genome_file = \"/home/VIB.LOCAL/niklas.kempynck/nkemp/software/dev_DeepPeak/DeepPeak/data/raw_mm/genome.fa\"\n", - "adata = anndata.read_h5ad(\"mouse_biccn_data_filtered.h5ad\")\n", - "\n", - "datamodule = crested.tl.data.AnnDataModule(\n", - " adata,\n", - " genome_file=genome_file,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [], - "source": [ - "# load an existing model\n", - "evaluator = crested.tl.Crested(data=datamodule)\n", - "\n", - "evaluator.load_model(\n", - " \"deeppeak_benchmarking/dyn_log_loss_TL/checkpoints/01.keras\", # Load your model\n", - " compile=True,\n", - ")" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -2514,22 +2373,22 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2024-10-09T14:39:57.113865+0200 INFO Loading sequences into memory...\n" + "2024-12-06T16:14:29.431190+0100 INFO Loading sequences into memory...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 88835/88835 [00:01<00:00, 86667.70it/s]\n", - "100%|██████████| 10/10 [00:24<00:00, 2.43s/it]\n" + "100%|██████████| 88835/88835 [00:01<00:00, 72350.05it/s]\n", + "100%|██████████| 10/10 [00:22<00:00, 2.28s/it]\n" ] } ], @@ -2541,19 +2400,19 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 249ms/step\n" + "\u001b[1m1/1\u001b[0m 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" ] @@ -2569,46 +2428,38 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2024-10-09T14:40:31.856432+0200 INFO Calculating contribution scores for 1 class(es) and 1 region(s).\n" + "2024-12-06T16:15:04.999677+0100 INFO Calculating contribution scores for 1 class(es) and 1 region(s).\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Region: 100%|██████████| 1/1 [00:01<00:00, 1.25s/it]\n" + "Region: 100%|██████████| 1/1 [00:01<00:00, 1.32s/it]\n" ] } ], "source": [ "scores, one_hot_encoded_sequences = evaluator.calculate_contribution_scores_sequence(\n", " designed_sequences[0], class_names=[\"L5ET\"]\n", - ") # focus on two cell types of interest" + ") # focus on cell type of interest" ] }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 53, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/data/projects/c04/cbd-saerts/nkemp/software/CREsted/src/crested/pl/_utils.py:80: UserWarning: The figure layout has changed to tight\n", - " plt.tight_layout()\n" - ] - }, { "data": { - "image/png": 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WXl57vcRjpc7nSxlf1D49LF555Xn6Of1nSVJkSKTsLhOuFR0arZLKEl/w29qctVqetVySOcZZm7M2YFEfrvrQBKe0Qbh1ozW2bY2oV1pqjiWmTze/YT36qAkQTkgwv38VFUk7d5rfuUJDpdt+uE0/p/+sq4ZcpTuPu1Mj/j1CE6dP1C/X/KJ+if1a+I22sNgjzPfZbZfylko9qr5vHc6Q9vwkbXnLjI/6r15Pe933HRry1hBJkstjUqFeWPqCrhp6lf7+d6ueflrKzpZee03q0kW67jqz/+1wmHDcrVulpFEL5XA7FBYUppdOf0mWqr/FiqwVemf5O5qdPtuEoR0Gv11vLTAhGD3a9wgo796uuyRzE6Os0ix17HWdOeZwFEq/3yJt+8iERxVvOMAt/nObPFn6e9V9C265xQTNt2vnn15aaoLWOjflHlMdzzI3qsit5Rqwo18yx5KS1OcGacubNfc3LVZpmDkWDQuTXnqpZkibl9XqD4uSpFGdR/l+r80tz9XGvI36auNXevykx5VmMrMUFCSdXEtOpcVifstvURXZJtxu7wJzLnaHM6TwVNMP6io352inniYlj2nc8hqxTo/2mH6AuXPNuum776Szzqq5KJdLyirL0Eu/vGQWJ4v+OfefSo1O1daCrbp31r0a33e8QnZ+Ym5CIknjfpQ6nCa5HdLqqjCu4GipIqtqoZVS+Q7zN3WWmYBvybzfkBip3WAp7E/0m7T3uCwowmx7JCn/N2nHp9KuGabfceiLmh0yQFml5jNcsWeF7yYXkuSRR1NXT9U9o+/xBb9NHjVZj4x7xFfn4ukXa/of05WWmabrh11/QN7avmalmz6f5Khk3Xu8/w4Y83fM11cbv9Ks9Fl67MTH9MUGsx8XFxanvgl9ffW25G9Rga1AX6z/QgOTB+qbTeaGHH0T+uqIxCN89eZsm6PSylL9uOVHXTLwkia18bnFz+nuWXdrfN/xqnBW6Nklz+rNijf1f8P+r9nv+5DVBseG2dnm5ig//mjWP9dcI/XvbwKG3W4pP9+cW3XzzVUzuB2SLVtylpv9Nsn8HwVHmSA0a0jjXrgF95kls3+3dq3ZN87NNfvH3mtxJLP/fM450vz50qJFpo8uIcEEcXq3MW63uUHD5SNeM/tAliBp5Ptm/WoNq3rfpeZ3MkfxnzL4ze1x65eMX+RwOSRJQ1KH1OjL8njMccrevea74w2wDQszAYKdOpm/jdPt1INzHtRn6z9TYmSiKhwVeuPsN/znITQ2zLPKG7++oZu+u0mn9DxF2aXZ2py/WTMumqGz+57dYu9/f7jcLtmcZvsbbA1WWDAnKOLPy7ue8K4jPB7TpxETI0VFtf2p4w6HVFFhzit2uczvrpGRNc8/xj48bslVYfotPU6zT+Dd3+aDAwAAh5gmdUdv27ZN55xzTo3yH374QaGhoQHBahMmTNCYMWO0cOHCJjVoxowZCgoK0nXXXecrCw8P1zXXXKP7779fu3btUpcutZ/UM2PGDA0fPtwX+iZJRxxxhE4++WRNmzatWcFvHo9H6/eu17bCbbJarLLIohGdRqh9RPuGZwYAHBTsdnNS6cqVJvDqtNNMh3lI1flHHo/paD/xRNMxAhwoHo//zpiFhVJiojlRIijInITgvWvc8OGNPImgZKu5O17ZDqndUebOYLKYH3rkMZ1a7Yfq1jv6ypvLO3WqOaG2Vj+NkfLSzA/spyw0P7bnLjV3EipcY5aXv1yKb+A2cAAAAIeg4mLpt9+kzEyzT9alizlesFj8xxGxsdKR/d1SxR6pMt+crBgUbk7CkWT2wTxSbF8pKFyVlWa5ZWXmGMR7h+CgIHN8kpRkwqKwj8oiyZZl9mstQZIlxJzg6/18wxKl0DipYJVUsdvcFTos2TzLewKOW4ruKe352VwwYttj7oQZ0VGy55mwY4/H/Pjb8yozf9EayZ5vTpoKid3n7+qSEke10QeC1uZ0mhMNS0rMCRXBweb/VPKfy1VZKT30kLR6tdSjh7nQvkMHc7KF223uRmuxmOEXXjAX9Y8eLU2YYP7Xw8LMOqCkxBwLpqRIv/wi7dkjxcebdU54uP+if5fLXFDftWubfCQHt0aedGlz2vTCkhf05KIndU7fczSy00g9PO9hndj9RL10+kvqFd9LkjRz00xd9tllsjltevKkJ2W1WHXf7Pt0/HvH6+MLP9a5/c5VaWWpzv3kXO0t36sO0R105093yuVxKcQaos/Xf65H5j2ix058TJvzNuuvn/9VkhRkCdKZU89UhaNCoUGhejXtVQ3vOFx/G/y3Fv9IHpj9gKatmyaLLFqZvVJrctYoLixOq7NX6+LpF+uby75RSFCI8srz9Oj8R/Xuind18/CblVOeoxl/zNA9x9+jO0bdocgQf0eZ0+3UprxNcrpN2EWH6A41Lr5FC2jgxNGskizfye0Ol0PRodE6t9+5h99vVs4yqbLAPHuckixVNyLwmJO0IrtKbRScg+YrqyzTB6s+0LR103RKz1OUlpmmzrGddduxt/ku6HC5XXpq0VN6ZN4jGpg8UM+e+qzun32/xrw/Rg+d8JAePOFBBVuD5XK79OZvb+qBOQ/o6A5H6/KjLteDcx9USlRK4MnZLai0VNq0yZy4X1lpttdhYf5+XLdb6tTRow7WOeZiHbddajdICokzFyR4XGaf1GKVUk+t2lc9uOVX5GvprqWSzHage7vuGpQyKOCiU6fbqVnps7Rwx0L1bN9T6QXpGtl5pM7sfaZCghp5oYWknBzpiy/Mxa+hodLQof6+csl8vuHh0ogR5gIK775adHTgPpPHY25y0jPkCynza7Mu6TTe7NNXFpkLJOQ2f49uf5GiDt6dq7lzpRkzzIUgQ4aYz8R70rH3Bi7duklHdTzbBL+VbZN2fS6lnCSFdzD9+rOrgnRG/PvgDn6ryDT/H9Ywc9wW0VEqWivlLJDWPGSOBY96VBr4z7ZuaZ2+3/y9JKlzbGe9d+57vv+TYnuxvn7ma5VUlmjJriUa133cAW+bx+PRLd/fIo88GtV5lFZlr9Kq7FUalDJI2wq36e3f39b1x1wfEHJcn682fKXMkkzFR8Rr2sRpvve6fu963fz9zfpo9Ud6+pSna1x4s78cDrOuKC42x2khIYHHaRaLtNFiwhrCgsICLha0WCwalDJIc7bN0fKs5bp8UB3hEXWJO1Lqd5u04Xl/WZeLpAEPyuFyqMxRZqo1EJzTRV0UHi4tXixdfLE0Z46/bkiI9NZbZh3WVC+/LC1cKG3Z4i+76y5z/Pn21FxJUkJEQo354iPiVWwvVm55bqNfKzlZmj1buvRSadUq8zd56y3/dKtVCg12SHsWSmXpkqxSVLeq/jKrJItZB4clmf6yg1kjjzXnbpur8f8brzJHmS7of4FSolLUMaajPlr9kSpdlfro/I+atE1sSePHS++9Zy7Yz8uT/q+Wa1dvv72RC+t4lrT+ObPO3vCcdMRkKbKb1OMKae3j0q7pUtxRUv/JjVveMS9LC84z/W9L/iJ1u0xqN1Aa/pY05yRz0XtVkAaa7rzzpAcflJ56Svr8c+mEE8w6ITXV7EOkp5sAx38/e7uU9Z1kzzXBa73+bv5nR/xHWnyJlPeLFFZz/VGXMrM6lMVi9tO8/emS6V+LipIsYX2lAQ9J6x6X/nhS8jikxNFmPZszX1p5Z4t/Hge7NdlrfMP9E/sHTBuQPMAX/NZkER3MZ73qHn9Zx3PMfpXU6OBSSSaY4qS50pwTA8M4kkZLY75o8jG6Nxxw+XJpQ7U8l4svlu68U5r0VVXwW2TNvqekyCSC3+qxfr05ds3PN/3O8fHm/8/7u5bbbY4vIg7mAKvmaOA9lFWW6ZtN3yijOEPtw9ur2F6ss/qcdfCHUrWlDS9JO6aa/rk+N5rtvm2PVLLJBC64KqQj7zHBWS0pLFE64SsT+Fa6NXCaNUTqc5N//Ngp0i8eKePLwHqdxkvD39YXaz6V0+1Ux5iO2nX7Ll/4z6a8Ter3Wj/9nvW7tuRv0UerPpIkjek6RjP/MtO3mBl/zNA1X1+jqWum6tlTn/3T3GygpMQEOrvdUvv2Zj9i6FD/8Zdk+iNCQ03w9+u/vi6rxarN+Zt12w+3KT4iXruKd2n8/8brl2t/ObhvNBPVTRr+pvTrDdLmN6TijVLKiWa7Z/cHZJc7yvX6r69Lku4bfZ9ve+2RR7f+cKvW567X95u/19l9z9bPP0uXXWbOCZ082Tzi483n6nCYoNzOKSYQZ1SXUbph+A2+19leuF3vLH9HWaVZWp+7vumh5Qeh9IJ0SVL3uO4B5d7gN2+djl1HS2NnSosmmnVN/q/m4RXR0RxHHkaK7cXaku8/kO+X0E9RoVFt2CLp6qvNscLzz0vffGN+rz7mGLMuyM42+24vvWRC4RvNGiyN+q/0w5Cq85irDHjAHH94hbaXjv1QmnOyJO+N+4LMvNXOy5gwQfr6a+nyy00fkVe3bub456sNX0mSjkg8Qkuu8YfNedf9a3LWaGv+Vv3vf7102WXmWHn0aPOejjjCHMPk55uw9LFjpWH+TOb9l/WDlF514vaYr8z2ylFkQiZzFkjF66XCNSoIGaPly6WsLLNb07mzOY/I2y/sdpv9vN69G35Ji0X64AOz7lm6VDr7bOmUU6TBg83xWWam6ad66y3pg8J/yua06ZgOxygpMkmFtkIdlXyUdhXv0ub8zfr38n/rxiPHm/7b0nRp06sm6C2mt+lr3/SylP6eOW89qqtZtzpLpFFTTeC7xyVlzzX/4xVZUtlOqeckX1sLKgpU6TJJPTFhMQG/Ux8Whr9lbuJSssl8z3v8zQRod/+rlPml5DK/wX+02uyXXDLgEr1/nv9OD68se0X3zr5XH63+SLeOvNUXCHdMh2MCXuaYDsdo+h/TtSxz2YF5X7WYtc1s507teapuH+XveDq6w9H6auNXSstMU5GtyBf89o8R/9DjJz3uq/fEgif04NwH9cWGL3T38Xfrp60/SZKePvlpnd/fn/x4+eeXa+qaqfpm0zdNCn7zLj80KFQDkgbI5XFp3vZ5uuHbG1TpqtQtI2/Zr/d/yGnOseF+1ktLM9evOBzmpiJ33WW2NdVVVEja8Ym05p9mnXPMq+Z3L7fdXMviKDLnanY4Q+pyYf3vsRWsXWvCkYuLpVGjTLB9166B53gVFEgffWS2r5J0001mG1trDs26Ekkes+0LSzC/L5fvlLLnSH88Yfpi+twsDXv1QL3FA6eec2TSMtN083c3K6M4Qw+PfVj/XfNfbc7brKdPeVpXDL5CtgqrJk40v4+Eh5vw5d69Tb+kxWICntLTzXaz2L1Hl864VPN3zNdfj/qrLux/oW7+/maNnTJWL5z2gv4x4h+NDl72eDx6etHTun/O/YoMidS4buNUUlmiZxc/qwmfTtBH53+kSwde2pKfUpO4PW5NWzfNF+I6rOMwvbfiPV015CrdP+Z+zvU6QNxus6/pPf/U4zHrCG8fXVCQ+b4GBZn1YVmZufbV7TYPyfTphYc377fDw14j/l/dLo9uvln66SdzPPOvf5mg0dhY87nb7eY6zmHDzG8nklThqFBmSaZ5CVnUrV23VusPmjLF9JFv3my2h6efbvoPQkPNd6KkxByTDRnS+GWWlZn5ysv91yh4bzwWGmqCMEPa5ifLluMoltKuM79fxfaXuv/NnA+Ut6zqXMNSKShKGvyEP2i8Hjt3SjNnmvNyYmLMsVJ0dOC5SnFx5thYMqH9n6771Pc7e0RwhP42+G/qGnfwnnuEg1e5o1zFdtO5ERoUGtCP6nab33K958iEh/v7BrzT4+LM9Qve8YoK//++d7sTHGzma/FwewBAi2vSqnrv3r1KTEwMKMvPz9fWrVs1ZswYxcTEBEwbOnSofvvttyY1aMWKFerbt69iYwNPKBkxYoQkaeXKlbUGv7ndbq1evVpXe3tE9pn3p59+UklJSY02etntdtntdt94cdUvAffPvl+hkaE6KuUoHZF4hBbsWKAZf8zQkUlH6py+56hPQp/ABTVwUU5D9VavNhcV790rde9udqbDw/1V3W6zw96xY/2LN/U92pK/RRvzNqp9eHslRyUrNChUFc4K7SndI5vTpoHJA9U5KtF0hDmKpaBIKbSd6Sxylpk7tLkrzZ0QYht3koPH45HT7ZTT7ZTb41aQNUgej0ceeWS1WBVsDTYHPCVbTUeUJEV1N6/tcZi7uVTmm5O7Y46Q7HvMCWaWICk8peru3sVmJ9yeK1mC5Yofqd/2blB2Wba6xHYJ6OjPLstWka1IA5MHqp16KC3N/BASHCz17Bl4grw3rbtTjxL9uvtX2Zw2dYvr5ku1tzlt2lG4Q1GhURrecbjc9igVFZmDqfBw/4UF3hOLPR5/eUOcTnMH5B07TOdS797+A0nvjzQej3TkkY08wHJVSs5iczGJ9w57spiLpDzOql6CcNPhWbbDfO4xvSVruOkMdZaYi5vlkSK7yh7eQQW2ApXYS+RwOxQTGqMKZ4XcHrcigiPUPqK9okOiVWQvUlZplvIr8uVyu5QYmai8ijxZLVa1C2+njjEdFRcWp6zSLG0r2Ka8ijwFWYKUFJWkzOJMhQWHqUN0B/Vo30Ptw9vLI49cbpc8VT/iWWSR2+OWxWJRkCWo6vvl79Tw/mvte/xusUi7inZpxZ4Vig6NVu94/69dla5Krd+7XhEhERrddbTCgxvxB2uKyiKpbLv5XluCqlLDrebkF7fDBCkljGjcsiqyzN1tHSXmh+yQaMntNH8zR5H5u0b3kiM8VaWVpapwVsjpdioiOEKVrkq5PW6FBYcpOjRakcER/jZYLFUXzledaO3xSKr6UK1h5q5p9jxzd9/wZFPXVWYS0V3lkjVcztijlV9gld1u/g8iI/0Hud7/B6tVCgm3K6M4QxnFGSqtLPUdkORX5Cs6NFqdYzurc2xnOd1OpRekK6s0S7Fhseoc21lllWXKKctRpatSPdv3VNe4rgqyBtX+WVUTEmL+34uKzA+yXtXvamyxyHwWpZnm+28NM38bWc3n63aYdZQ1TMUhCVq4wwSbDkkdEnCi9urs1Sp3lOvoDkerc2xnZWaai7aLikw79j3ASkw0B1iZmaYjqch7zmRo4AVjffpI2xy/KLs0Wz3a9wjoEMgpy9H6vesVFx6nE7qd4DtJqUla4CQ+t8ctt8ftu9ugp2o5FotFVou1Se1yOMx6UfKfgFidxyNZg1zalLdJW/K3KCkqSUmRSQoJClGJvcR3t6tBKYPULiRZe/eajqugINMR412Per8DVqsUFmnXruJdyizOVJA1SB2iO8jpdvpOFvV+Nxt7Yn6Fo0JF9iKVVZbJ6XYqJixGZZXmTOfIkEi1C28nOaK0aJG5mM1iMXc1rv5efd8Vj1uFtmIV2gpld9oVEhSi0KBQldhLFGwNVmxYrNqFt5PZWlnkC7eQzHe3Ms9c+OUokSrz9OabfXXppSYMcckSc5JCu3b+jmSn03RennjCTGn3t2YdsO5f5kdma7DZRlcWSKHxkjVUOWU52pq/VRXOCsVHxKtDdAfftiAiOEK94nspOWqfOwzV8Z2rdFVqW8E2bcrbpEJbodqFt1NkSKQySzIVHRqt7u26q098H8WExdS+vFb8oVEuu7lwrni92Tdqd5R5tmWbfRN7rgkE6XmNnJ6wgA736ovzLr7SbVN6Qbq25m9Vkb1ICREJCrYGK7ssWzGhMerRvod6x/eW1WJVRnGG7y7fKVEpsrvsyq/IV2hQqDrFdFKHmA6N6lD2eDzKr8hXZkmm8srz5Pa4lRSVpNzyXFlkUXxEvDrHdlZ8RHyjfryy2aRdu8yFr8HB5nsUGhr45wgKkqLbmfe6q2iXYsNi1TGmo9wet7JKs1RiL1G3dt3Uo10PhdmzzQWKbocU1cOcGOJxVu0fFphtVHRP7bCVa23OWkWHRislOkXB1mC5PW4VVBQouyxbPdv31JFJRzZuveN2mJMp7PlmPzMswew3OcukykLztw2OavydFPfV2OODhuavh8NZqdnbZqvSValhHYcpMdJ/zLZ+73ptL9yuDjEdNKKT2d/IzjbbnYICc6Gyw2H+ThERVXcSS9moDbkb1C68ncZ2HxvwWvO2z1ORrUhHJh2pPgl95HBIGRlm/7qszCzP5TLfg6goqV8/cyHYAeeym5OA7Xnm7xoaJ1mCJXnM/pTLJoUna7ulnVbtWaXo0Ggd2/lY3+wOt0NLdi2R0+3U6K6jFR8WY46Z7LlVx0fR/vAfW47Zr447svF3U2vE39Xlcmp3yW7tKNohl9ulhMgERYdGa3fJbtmddqVGp6prXFdZLVb9sfcP7Sndo+SoZKVEp0gy+wfZpdlKjU7VkUlHKiI43Oz327LNvk5QpP89OIrM5xTTR4rs1GDb3G5z7FpUZIZ79Qrcx5HMVz4hwX8iQ30qXZXamLtRO4t2KjEyUanRqb714Z7SPUqMTNSRSUfKIovW7V2n3PJcpUanKjkqWW6PW9ml2couy1bn2M7qn9i/0Xcly8sz6y+Hw79/UL29Ho8pD/aUVO0zW83nZLFW7TNXPWQ137FGKC83IQE2m1lvRkeb5+rbh5AQ87oBalmXeDwe7S3fqz/2/qEdhTtU7ihXz/Y9lVWaJYfL4fvbd4vrJqvV6ttPkySrxYybRZt9NbfbrT1le7SjcIcKbYUKDQpVu/B22lO6R2HBYUqNTlW3uG6Nv2jXZTPHQt4+BWvVG/W4TJk8UnCMOaZpgMfjUaWr0neM4/F4FBESIbvTLo88CgsyxzhBnnAtXGjRjh3mB9l+/cwPGtV/LHe7zY9ysjrlcDl8n0OQNUgut0sWi0XB1mCFWEOUkWHR77+bdWaXLuYR2K6qgT2zzR2/nWXmzvJBYWa7Zc8xJ4dLkvMEfbl4tObPN/87J51k2uc9bnI4zLFKRETjgt9sNnNSZmam2Xfr1ct8b7x9CJ6qPLRB/UvMdq6yyPT3hLaTZDHHgs5yc4wTmmD6Wyp2m+O70HizXvN4zHRnuSS3CUILb7mTPtwetzbnbdbvWb9rR+EOWSwW9WrfSxtyNygsOEy943vrmA7HqGtosCzp75r1d/uhUnzVr6clG806zZ5vtt9JY8zJThW7TdCBxWLaXrrVHEc7y6T2g6WUk83fp2ybfPvO4UnmROLsWeZ9V+w2x/F5Vf2a3vV7eYb5u+b/LgWFy2MJVX5Ed2UUZyi/It+3b7W3bK+sFqviI+LVKbaT4sPjZXPZVFpZKrvTLovForCgMFU4K2S1WBUZEmm+w5YgZZZkamfRTl+fSmRIpLJKs2R32tUhpoO6xnVt9Amua9eak6/37jXfX28/o/c74nKZsl27zMVgBQXme5mYaNZNVqv/RJI+fQLv5n2glNhLtCZnjYpsRUqNTlViZKJcHpdyynKUU5ajzrGddWTSkQpt5IWFhbZC7S7ZrfyKfF9/VG55rpxup6/fKtQVrzffND/oh4SYi6QTEwPX1U6n+az+/ndzoXthofnBtKjIbFssFvP5RkWZE/yuvdYEv9lspl5hoX/d5A2AzMyUtm83fQixsYGr/qbefM7tNu0qquoq6t3bH0xTvU5ie7uspRskR6FZJ4clmH0me57pV3SUSMGRUvLYOl+ruvJy8x4KCszrxsf7Q/e9/ZtxcfvsH9Zx/OXxeFRaWar8inyVVJbI5XYpLjxOJfYSSVJ0aLQSIhMUExrTqGOX/Ip8PbHgCaUXpuuVM17xHVP+Z/x/NGfbHN03+z5NHjVZ4cHhenfFu5pwxAT9Y8Q/fN+txd0W69W0V/X+yvfVJbaLlmctV/d23XVu33P12ImP+dqwt2yvbvj2Bq3OXq2NuRv14aoPNbb7WE3oN0FXDb3K15412Wv04NwH9e3mbzW+33jTR9BCVu1ZpT9y/9AlAy7RW+e85Vu22+PW5B8nK70wXV9v/FoDkgfo6UVPy+Vx6Z1z3vH1sY3tNlbfbv5Wd/98t+4fc7+cbqdmp8/W71m/KzEyUaM6j9L2wu3akLtBMWExOqXnKRrZaaRyy3P1x94/tLNop6/vbmeR6f/vGNNRA5IHqFN0V23eZFVentn2deoU2Ifodpv/ia5da/b37stikSzOYrOP6yw16/Hg6KoNvq1qO+cy6/CIjma9bsuWnBWB+yaV+eYYMKaPFNnZXGRg22O2nRZr1T6zx/TBBkfJE9tfi7PXKa88T73jeys1OtXXpt0lu5VekK6kqCSN6jwq8Lu5n31ve0r3aNq6afol4xcdlXyURnUZJYfLoV8yftGN392oU3qcogv6X6Dw4HBll2UrrzxPdpdd8RHxKqssk8NtQuJSolKUGJloeo7Kd5rtq6Ok6gMN8vcLB0eZwKrghi8ycjrNPm5Fhf/ifm9fSPW+131+9qtb9lwp8xuz7e50rrk4xFlqjr1Kt5p9yaQTlFYZrKySLHVv1z0gqCa/Il+Ldi5SsDVYJ/c4WWHBYcrLM+vZvDyzn+gwN4NWWJhZVx9zTON+x9ldslu/Zv6q0KBQnd779IB+h7TMNGWVZKlbu24akjqkan9jp1mnepxV36Wq32iCIqSorvqlIEvZpaYf46iUo/yfqdupH7b8IJfbpVGdRyltd5pcbpdGdh4Z8J2rcFT4LnY4sceJvovzS0rMiYHFxWa7ZLX672TdvXvjtit2u1mn5+WZv7E35Kz69ikiwlxwFKCOfpC0zDS99dtbCgsK09VDr1ZqdKoGJg/U2py1umfWPTqnzzm6dOClevO3N/Xr7l/11MlPaWiHoZKkp095Wmuy12jejnl6fsnzunn4zXph6Qtavme5/n97dx4eVXn3f/wzWyaZ7DsJELZA2GUTFFHBFReCrVr3ulX7VKsVtfaxLXXXWuvW+rNqtWrVx1qtFrVW64YFlU122SGBkIXse2Y/vz/uJDCGJSghAd6v68olnjln5p6ZM+d77u173zvtXmXFZ0mS/njGH7Vw+0L97vPf6aqxV+nEXvlavtwMgHK5zLVl17qrZZntgwbtvl8zbIVlt9nlcrjktDs1f76ZAFVZKR1/vKnz7uattvZhNrQ+0Ppi3nLJV2EW2XB6FPbk6Mv6WlU2V2pg8kClenYm0yhtKNX2+u3qm9hXI9JHaN62eWoONLfW7XdWFrbUbFF1S7VGZIwwfV7BJnOt81Wa+pgkqTVZsiNaismW35Oj8qZyVTZXqiXQosToRAVCAbUEWxTrilVGbIbSPGkqqC3Q2+vf1pqKNcpNydWJ/U7UxuqN+uuKvyoQDmjGkBk6od8JWlyyWC+vfFkuu0vjssZpaNpQRTmi9GnBp3p7/du6eNTFmtp/quyd6MfRDqv9/qjtr+3z3fWcXbnSTDrcscMMyp0wYQ/ndNwgk+ispaR1g01yxpgJ5Ds+MXGgfr1Kwy6tLl/d3icQFxUnX8in8qZyVbdUa0jqEA1KHqQNVRu0sXqj0j3pSvWkym6zKxQOqaK5QjUtNRqePlwDkgZp61Zzznm95v45JiayTiqZ/iqv1/y2bLaO7RGS2d6vnzRypLmufrOeGPG5HHW/Sbqz41Opcr5p0w81mTaM3B+biXbpJ+z7O9gPFU0V+qLoCznsDk3PnR7RNv1VyVfaXr9dfRL6aFzW+PZ+soaGjgMR2xKqDxz3uNT/h1LlF1Lhy9Lm50x8tjlMcq3oDClrugpqCrS6fLUSoxMj+hyaA80qqitS74TeGpY2TB9tMRPLpvafGtGOUdlcqc+3fS6bzaZpvc/S5/Md2r7dlGPIEFOv/uZ30dmB1E2BJuXn5WtK3ykR9wAJ7gT9dOJPVVBboB2NO/bvgz5AVpWvUqonVecOO1cvnPOC4qJ2tsU8vuBxfVL4iT7Y/IGJp1ZYai6WmotM/A37JNlMv2lUouTpq43VG5Wfl6+TB5yskwee3P5cU/tP1Zfbv1SDv0HLypZ9uyR3e7hnqq01E1C3bzfn0Nlnm9j0zXpa0BFUfl6+chJyOvSZnD/8fMVFxSnR/S1nRxz1W3NtqZgv9TrF/O5sdvlCzcrPy5ck9UvsF3FIakxq+2O7lic1VfrgA+kPf5C++sq0y199tTTiW+ZnjI83k+UefdRMYpo5UzrvPPPYqIxRinJE6di+HZPXn5N3jrbUbunYh7cPQ4dKy5aZ13ztNfO9REVJo0eb1x3Yu0Ha+rVpU4/tr/Z4WLNCatkuNRWZfvgJT3y7N9wZ+7r/9reOk/FXtY6ZCJrY4IiRXEkmgYlz3410Oxp36OmvntYpA0/R7VNuV+8E075+5dgr9fSSp7WyfKVeXvlyRH1wr6zwvidb2uz71VBw5ZUmkdJHH+2c3OJymbaCU081saZT4gdLZ2+QyudKFZ9Lm54x7QmWZb7PYf8rpU6QAo2mThVqMZ+lw91aT/ObbbJM+0PGidLMImnHx+b5it40z2d3SwMul+Jypd47F6dtbjaJjOrqTH9UOGzu5TMyTLtVVGvTUEuLaYPZtY0mMdG0jR3oZPqbqzdrdflqJbgTNCVnSvt2f8ivz7Z+trOPKVBhPhPJvC97lPksQs3t494Un2vuUzoj5DV9FrLtHAumsDl/ZEmyS84Y3XOPdPPN0r//bcYFfP21uZ+NjjZ1gzPPlJQ8RppR0Pq9zpcKXzJ1GZvDJOLLPkPKPEnVLdVaUbZC6yrXqc5Xp9yUXNW01KjOV6eM2AwdlXmUhqUP07vvRumrr8zYxwULzDlns+3sB0lIMAkVEkffbRblKPmXVLdGKnjevC9nrDTsNilheERbdHW1GVPRNmHJ4TATgnNypPqodVpfuV7JMck6oV/kPc/ysuXaWrs1op90vwSbTVLnQINpW08YJrn3I3lNyGuSOzRsNr+TeLNAjHyVJs76ayRXgnyBBOXn5Ss1JrVDso/8IfnyBr37fa1uN+znUkwvqfQ/5nc38Cqptc7TFscHJQ+KOCQ+Kr49fkW0RcfnSifNlTb8wfSj9zpF6ndh63m4/+LizHiVP/7RJH875RTp8svN9zskdYjy8/J3ez9x9pCz1S+pn7LjOzGAtgtYlpls03aPGxNjrke7JqN2Ok37cWeFQqbdoqTEXLt8PrPN5TKf0+DBOycf7o3fb/qO1q83/z7ppD2PpTyQvEGvCmsLVVRXpNioWGXHZysUDrWPUe6X1E85iTnavCFKX39tftO9e5t7oF3Hl4TDZlx0+gGcf9wcaNa7G97VnPVzNCBpgCZkT1C6J10Lixfq/vn3Kzc5VxeNuki5sSlmLFCwydShopJl+tOaTV962G/60+IH7fM1JZnxCuGAJKv1N2KXuVZbal/kwBEj7Vpf3sP9S1t/2qbqTUqOSVZmbKbcTrfqvHUqayyTzWbTyIyRSnFnqKDAtOX4/TvrpLt+vm63qWtG2NOYluyzTDxo2mpiTNhr+hBTjzGJ1h0xpr3jQCd+k6S0Y6Qz10ibnzH1RJtDShpjEsV6dvntuxKkKf8wCXMq5pvvrfc55vpks6myuVL5efma1n9aRDvekNQhunrs1aportD6yvVq8DcoPy9flx91eUTyy/OHn6+3178tS5Y2VG3oVBIuy7JU76tXdUu1mgPNstvsio2KVZ23rn2MX0pMiqKd0bJkRYy1bDteUvtYy84mHjiQsrLMfcNnn5l2mGefNedPVJS5RofD5ty65uYSfVL4iWbmzdRj0x+LSOT10OcPaX7RfL204iX97Jifdep1V5ev1ubqzcqIzYiov1iWpQ82fyBf0KcJ2RPMPbe/1pybvqqdY3ttDhNnXfFSfF7kGI691Q8GXillnWn6+6sWSTXLzHZXkjT6XinlaC0tW6Hjco6Tx+XR3dPujqjf1Xnr9FHBR1pVvkpnDTlLo0aZProlS0y9b9060w6UmmraGPLzpf+33qn8vHx9b+j3IorSL7GfLh19qep99SquLz4sEr8NTx+uzLhMHZdzXMT2pOgknT/8fPlCvvYxG0o/TsovlLb93SzmFmox41UzTjCJqDsxYVvaOfbC6905ln3X8ZttbY/xsSGpuXUcVcjbuhBca8emr9Jc+zx9VFSXp02bTB0jNdX0G+86jyMcNm0Uae5NrYtOWKZfyu427cTBJrOQoN2pcPJYragp1odbPlRRXZEGJA/QuKxxWlS8SH9Z9hcNSh6kUwedqhHpI3b+/n1VUmOBqb+Gg+3tM/LkRJ7bIa9Us9zsb3OY9rSEoaavt5Psdun++03y8M8+M/WHsjJzXzJmjLlXO+ecTj/dTnEDpNMWSesfNZ9rv4tMksVvypxmFqje9JSJObk/NuPxvmHGDPMbe/JJU74JE0y/fUKC9Le5jcrPy9f0QdMjjhmSOkSXH3W5arw12lS9SaefOkjbt5v3+N//mt/t3LmmfSkpyfSlpKVZmlv4meq8dRqWPkx9EnZ2iGyr29ZeD5mQNUGfFn6qkBXS8TnHRyzWtKJshQprC5Udn62jB15uxrxUzDPn+I6PTR3I5jTtJ3GDpJRx2rzZzCkqKzP3lN91eH/fvuZ9Ll1q6mnLlpmkBna7uR/72c+kfnk1qvmsRvl5+XrwlAc1NG1nfH9v43t6+quntax0mcIT/kf2M9eYpN0V801dzl9jvldnvDT052ZcTp9zzG+2dqVUu2LnvAybo/U31yIprMrmSs3fNl+LixcrZIU0Lmucar212lC1QSkxKTqu73Ga2HuiYly7tNHs4wMJBs0YmJISU39smyIYE2O+235D6vV58aey2Ww6deCpEc+9sWqj1lSsUYI7QcflHKe1FWu1rW6bMuMylRGbIYfNocrmSpU1linBnaBRmaM6JNLeo7b6945PWj+/L3a2gwz6sZSQp3DWGQp9vVj5efn6nwn/E1G2i0ddrC+2m2SGqypWaXquOceP7n10xMucPPBk5W/Pl91mVyAU6JbFCGJdscrPy++Q9GhSn0mamTdTliytqVijzNhM5efl67zh50Xs9/1h39eikkWSTNv2SQNOkqSItmhJunT0pWrwN+zXe5y3dZ4WlSzSlWOu1B0n3tF+7E8m/ES/mfsbfVzwsSb3nawJ2btkfdzLOVdZac63trrhrvP/2sYpZmdbKmpZ197HlOZJk91mb5+jUuer04j0ERqQPEB+v+mfraw0dUOXa2cMa1sgadyEgCqaK1TRVNHev+ewO1TnrZPb6Va6J10ZsRkdx9B+17HsB9CMGaYde+5cc6/085+b9ru2sWqhkLknnXXdaeY+r36tuXY0bDRtjfG5pj1RkoItagm0tCeID4aDyojNUHOgWY3+RsVGxSorLkuZcZnfbo7VHowYYRZI+fxzM77sL38x9dm2eU/hsHkvV11lkijPm2euvbfe2jpO37lzzFivXtKll95uEoJWzDPtZdv+3jr30Cn1Os0kwM2arq+/NvN+qqtNu1hGxs5xWZJ53T59pOSUsAKhgEJWSJZlRYyNddgcctqd8of8+nDLh7IsK2KsgbSz3TPeHd/+G/T7zXsoLzdtsD5f6xyROPN9DR68u0/q27EsS2+vf1vPL39eJ/Y7sf1ad8PEG1TaUKq31r2l0oZSzTp2lu69N1rz5pl+io0bzT1gW9+rZZm4kDuyTvctuEuJ0Yl6/fzX29uUXj//db274V19XPCx0j3pumjURZ0q36eFn2pB8QJdM+4a3XbcbXK0jsW/bPRlunfevXrt69c0OnO0hiflmDGq/prW+YlxMu0DMvUZu0tWwnA1OxNU3VKtRn+jwlZYCe4ENfjN+LhYV6ySY5I7jo/bw7WpzlunR758RCt2rNANE29QVnyWbLJpXNY4fVb4mWZ9MEuzjpml8dm7JA4NNJh47a81bRjRmaYdcz/uI3dVVGTmldTUmM8/OdnMmczKityvqcncg9XUmN9Enz7m3qf93t2yzBghb5kpoxUybRHuVJPEOyq5w2vvzpaaLVq1Y5Xi3fGa1n9a++fYtsCdL+jTxN4TlRadpa1bTbtKc7Np7/vmvM4+fTrXbuX1mn7NtnmCZ53VMRdAU5P5Pb36qmnLS0w08wkzMnZeI9rm5QwebOrpVVUm3mRn7xwH3PZRxcR0HOO+5wKWt84lbxsvHqP2sXFNBaYPI+kobWiq0frK9Ur1pCrNkyaHzaGQFVJlc6WqmquUl5angckDtaZijRYXL1ZRfZGiHFHql9hPX1d8rfioeA1LH6ajs49Wb3e0Sdzp3WHOsZgsSXZzPxSoM/UZTx8Vuwfoq9KvFOOM0aQ+k2Rr7WMMWSF9WfSlAuGAju1zrNI7kbjULtMfMXy4uVY3NJg+spqanWMVg0HT9rasdIU+LfxU2+q2qU9CH43KGKXFJYtV2VypYWnDNG3ANA1OGdy5dpqQf2d7oiM6ck5/ONDagByj004z193Nm3cuIN0WP6SdYydV9rFU+bnpr0gZb879QIO5x27aKtmcCvW9RC+8nqPly815c8YZpg2w7TwJBs0YstRU8zptSQZ3rS9/8621jTuLjjbn5a7tuJI5zh+9XV+VfNU+J78t1obCIc3bNk/+kF8Te09Uakyq6n31avQ3KhgOyuPyKBAOKBgOKtoZrfioeMW64uT329rP+7b7oF3H2kiSyxkvx6AfSYkjW8+dFnOdTRhqxkFWLTJ1+7bPfx/nSdtD37zEfnOs0ra6bXp+2fNaX7VeE3tP1NheY+UL+bSkZIlu+c8tOqn/Sbpo1EVK8u8w5ZDMPYsj2oxXDXt31tfjBrX3NbW0mP7P2lpzXWibv5SVJaVk12p+0Wey2Ww6fdDpEfd32+q2aVnpMkU7o3V67ulmY7DFzK3w17TO/bDM7zsq2YyLjc5oHQ+yvXU8SNPO8SCOaNMu4skxfUqd1ZY3wVdl3mNEn3uilJCnRm+sfD7z3tzunedcxPypqJAKardoU/UmJbgTlBmXKY/L0z5XwOPyaHj68M4vMOGvNW0pgTpznXPFtbZxB3YuTBk3QCubW1RQU6Becb00ImPnYI0Gn8kv4rK7NG3AtE7lmwhb4fbxw5XNlRE5M6IcUcqOz9bA5IHyuDxaUrJE87fNV1VLlQYlmznXS0qWyGazaXzWeE3JmaKSjZmaM8fEirw86ZhjOn5ulmXq+e+/b+LvqFGm779tTlEoZH7vffqYsWrt9vJ7KK4v1rrKdXLYHcqIzVBKTIoqmirMvGObTXmpecrypJg2qGCDOb9iss055K9tnaPUJNldCiaOVFFdkbbVbZPdZld6bLrcDrdKG0vlDXrVO763chJzFGO3m5gUDrYuKNg6Zrt9zp45l2uDPq2vXK9ab63SPGnKjs9Wo79RO5p2qMnfpNyUXPVP6h+Zb2Iv/S7F9cXaWL2xfd5Pr7he7bGsd3xv5abkmrHW32YceGfrX3vYb2PVRq2tXKuUmJSI/tAmf5MKaguUGpOqY/oc06ncGh18s0x7G6S/u/2/zX57+dwa/Y2qaKpQna9OgVBAyTFm8SabbIqLilNGbEan5zCGwiEzV79ms+Kj4tUrrpc8Lo9KGkpU2Vyp5Jhk5aXmKcGd2J4gsa14uxuvGgzuTKbaFpfaxoG2cTpN7G0bC9p2nfvmxxoVJW1r2KI1FWuUFJ3UnvPJH/KbtoHW9seByQPNvYTVmr3V1nbRbBsLYsYk+yzTZlLaUKrs+GylelJlk00N/gZtr9+uaGe0GcfuTVJh4c6Yvuvcnra5Yh6PafPujMXFi1XSUKKcxJyIPqG2OSTx7nhN6TtFc7fOVUugRROyJ0Scw+ur1rffX+46xmavgk1mvEWg1swTcSVIsplY791hYll0LzNWuKlA8laYeZDOeEXM/bY5pPhBKrPcWlG2Qi6HS1lxWYp2RitshVXVUqWyxjINSBqg4enD5WjcbOYOymZiqD3axLqQ14z1sDkVShipr8pXqayxbI/5rfpFf7Njds9sltX5Vpv4+HhddtllevLJJ9u3ffjhhzr99NM1a9YsPfzwwxH7/+pXv9Jjjz2mprblHDth5MiRyszM1Mcffxyxfc2aNRoxYoSeeuop/fjHP+5wXGVlpdLT03X33Xdr9uzZEY89+eSTuv7667Vu3Trl7WFExZ133qm77rqrw/bp06fLdYinMQ7ag6qLqZPf5VeMP0bNUc3y+D1KaEmQ3ep8w9Xb77zTqf3yZ8zYj9JZctgsOexhM9V2l4ti2LIpEHYoI7ZZCW6zekuDz6Vg2C6bzWrfPxS2qarFNGrXR9erMqFSlizFeeNUG1urOG+c0hrS5A52bvL/zpJZqo+pV01sjWL8MbJslnwun5KbkhXfEt9ecdxfu36O+/dZdQ27Laz4qIDczpAsSwqE7bIsm3aZjqIGv0vh/ThXerLmqGaVJpWqKr5KqQ2paolqkd/pV1ZtltLr0uW0IgeAd/b72tN+KTFeXTRyvTLjmrWuMlkrytIUCDs0IKlO8e6AEt0+VbXE6J/rOjko6AgUVlhel9e0cciSM+zc4+/5YP6+vE6vtqduV3FKsTw+j9xBtyrjK9Wrtpf6VvVVvDdeFRWjVVIyRT5fspKTNygl5Ws5HP7WZzC/sqioepWXj1dp6WT5fEnq3fszJSevl90eVFvyPcuyy+PZIbenUiVJJdqavlVN0U3KrsnWjsQdcoac6lfRT32q+8gZPvLSb7fFuaAjKHfQLa/Lq1hvrOJ8cd/6Wh2wBxS2tSYBsRx7/Fx72jW9uwXsAfmdftlkM0lYgu4j8pzsSkFbUJbN3L47LMd+3cv1BGGF5Y3ytv++7JZdMf6YDr9Vpz0suy0su83cj1iKvD+UzG+/JrZGze5mxXnj1OxuljPoVEpTyn7d97kdQQ1MrldclF8N/ijVed0KWTbFRZlZ4DZZagq4VNbYvStq7kuLq0WbMzdrW9o2xfpilVmXqa1pW+UIO5S7I1d9K/uqrmqkliy5TT5fqtLTl2r48BcUHV0pu90vya5QKFrBYLTc8du1dMBS7UjaoeTGZKU2msnHlfGVqo2tVa+aXhpXME4b1lyhLVvyFQ67NXz4X5SV9YVcrgbZbCFZllOBgEcOR0Bud117Ob/rvVVnpcR4NTilRvHugLbXx6nBFyWbzVJStE92myRZqmiKUWljnCrjKrUlc4sqEirUu7q3/E6/KhIq1KeqjwaWD1S8N17T+hdpZEaVJGnett5q9LuUFO1TgtuvNE+L7DZLH23pq7+89vFey/Vt30/QHlTIbrLC2CybXCFXh99NwBFQQ3SD2W5Jls3UiaJCZrbT1P7bdVzfEkU7Q/r3pn6qbolWgtuv1BivsuKb5LKH9dGWvtpck9T+nHv7HsJhu4LBGIXDLlmWvfXeZdfmBZuiohpks3V+oEjQHlRjdKMsmyVb2CbLbinWG9v+Htr4HD41xjTKHrabfWVTXEucXOGOdXdiNdA9OtOGxG9y77557f/mtfBI43V61RjTKEfIoZA9JJtlU0JLwm6v/Z0VtoVlycSRQ+m+urO/r3DYsUustsluD6k9yb8kyaYYd52y4hsVFxVQIOxQo9+lYNgml70tflvyBp166Y3/dKpsJ037serrBygQiFVMTLliYipbX7f12SzJ5WqOuD/Ekc30Ttm0syXa2q/7x846tk+pJvUpU7QzqE8K+qqmxa14d0CpMV6leVrkcoQ1f1u2pvbfrik5JfKHHHp5ZZ5KGuKU7mlRmqdFIzOq5HaG9NzSEdrWGKPSpFJtS9+m5qhmZdZlakfiDsX6YtWvsp961fbq4dcVSz+btFzjs8tV63XrlZV5KmuMVa+4JqXHtmhEerWc9rCe/mqUKps7kZG2mwRtQRVkFGhzr82yW3YN3DFQZUllqomtUXZNtvJK8uRpSdIXX9yvmpqhcjobNW7c75WSslZOp1c2m6VQyCW/P0FRUfVyOALtz72neoQlS+uy12lT1iZ5vB5l1WbJEXaoIqFCNbE1SmtI0/gt43VS7wpdOWaNkmN8+suy4VpdnianPaycxAYNSa1RaoxXXxRl6d3SFC0YvEBel1fp9eny+DyybJaq4qvUENOggTsGavj24Vo6YKlKUkqUXW3eV5uS5BKt771ecS1xmrpmqrYWTldBwQw1NvZWRsZSpaWtUlRUrWw2S4FAnJqasjR06CtyOlv2+V5bWlJUVzdYfn+8oqLqFBtbJpstGNGP53D4FBOzy0or2C9hhVWRUKHilGL5nX6lNqaqIqFCcd44ZVdnK7XRDMYI2oIqTypXSXKJ7GG74r3xqoyvVEpjirJrshXvjdeYXhWadcwyJcf49NcVQ/VFUZaCYbsGJddqcGqdsuMbtaEqWW+uzd13wY5Aliw1Rjeqyd2k6EC0fE6fooJRim+Jj+g39Dl9qomtkc/pU5wvTg3RDYrxxyilKUWukEvBYIyqqobJ70+S3R5QXFyRHA7fLrHNtHTGxpZ1y/vc1YFoLylIL9CaPmvkCrrUp7qPooJRKk0uVa2nVhl1GRpbOFbNVUNVVnasfL4kxcUVKzl5bYd+MqezWbGxnU+I5nP4VBVfpaboJiU1JakxulE2y6a0hjTF+UxCsy8Hf6nKhErlVOYou3rn4KFtadtUklKirOosTSiYsKeXOGKd0K9Y14xbrcRovx5bMEbrK5PltIc1pleFJvUpU2Zss5aWZuj/LT6qu4uKw1Tbtalr24ws3T1tgUZnVmpjVZKeXDxalc0xGpBcr5zEeh2fYxKGPvPVyIi2cnSf7dtP0KZN56uhoY8yMpYqM3OJ3O4a2e1BBYMxamlJU2bmIjU09NOmTeeqvn6AEhM3KyNjqdzuWklhBQIJamzM1ogRzykqqnG/y7Cnc9OSpR2JO7Sx10bVe+qVU5kjr8ursqQyZdVmKbc0V0ktSbLbLHlcAUU5zGDcYNjUF3cdSFzvi+zbpG9DsiybNm48X9u2nSqvN029en2plJR1crkaJNnk9yfI601RxjEPasGQBbKH7TptxWkR7YWfjPhETdFNGl40XIPKI8dl7e2akxLj1RVj1mhS7zLFuHa2bYUtaWNVkp5aMqrT/Wnoeb5rf7XXm9R+j+tyNSo5eZ2cTm/EsTZbWJ98+lSnyjM07yVt3vw9BYOxyst7SVlZXygqql52e6i1jTdWdrv/kKh/W7Lkc/oixlvt75hdqXv7mJz2sBxtY1VsVnv7ZdiSAmGHwlZkH/3BuX8xQraQGmIaFHAE5Aq65Hf6FeuLlcfvkU02+XxJqq7Ok9+fIJerSXFxxa1jQXZOVrTbg/J4Krq8rMDe7Ol3E7QHtTJnpYpTixXfHK/e1b0VcoRUlFokn8unvJI85Zbl6uZjlunE/sWqaIrRg59PUFFdnDLjmpUV16QT+pXIZrP0rw399XVFJ2cq4ZD1Xe/BBiXX6pg+ZUqM9mlxcaaqW6LlcoSV7mlpv3/fWJ2kdZWdm1ScFO1Totsnpz2sRr+rdYxjWzJHs8/+9LmM6VWhC0euV15qjcqbPNpck6iWgFODUuo0MLleVc3RunLOqcpJrNdVY9doVEaVXI6wGv1O+YJOJUV7Jdk0t7C3Hl84NuK5D2b8OtQF7AFtS9+mLRlbZLfsyq7OVnFKsSRpYPlA5VTmyBl2qiG6QWt7r9WOxB1Ka0hTRl2GNvfarJAtpNwduRqwY0CHOSo4sEIhl5YuvUXl5ePlcPg1YsRzSkgolMvVJCmsUChaPl+CkpK2aFPfZdqYvVFxLXFKbkqW3bLL7/CrMqFSkjRp4yQlN5tkMgF7QA0xDQrbwnKEHQo6gor3xis60LlklDi8VVUNU0tLukKhGCUkbJHLZRZXNf1CNlmWTdHRVXI6ffI5fKqJqzH38d5YNcY0yuPzKKkpSa6wSy0taVq58idqbOyjqKh6DRjwL8XEVMhuD7YuAOuUZTmUlrayu992jxZWuH2ehd2yf+u5REeKopQirey3UlHBKGXUZSgqGKXG6EZVJlTKGXJq4qaJsu0YrZUrr1NNzRAlJBQqN/dNxcaWyOHwSrIrEPAoGIxRRsbyiOfmfkM6KrNCA5LrZbdZ+ro8Vc0Bp+Ld/tY5vEHZbdKy0nTV+fa/7eRAGJ1ZoctGr1NuSq3Cll2VzdEKhO3qFdcshy2sf2/qr2e+GhVxzB7rc8EYbdhwgUpLJ6u5uZfi47cqLm67HA6fAoE41df304gRzykra4GKi6doy5ZzVFc3SJYVmazE6WzWKdN+op8e91+d2L9YDT6XPtqSo9JGj/whhyb1LtOpg4rkD9l13t/P6tT7tGSpOKVY67LXye/0a0DFAAUcAW1L3aY4X5yGbR+mzPpMlZVNUnX1MPn9CUpPX67Y2BLZbCHtnBthV3R0pdzu+g6fx+4+k55sUHKtMuOazQIXDXHyhRzyuIJyO8yYIJukDVVJCoQd8jv8qomtkTfKqzhvnBqjGxXtj1ZyU3KXjWmu8dSoIKNApcmlyqrJUsgeap/nM6B8gBK8nV15FN9WOOxUS0uagkGTvMTlaowYMyZJNltIbnedquKqtDlzs8oTy9W7urfCtrBKk0uVWZup3LLc9vvqI4elaGdILntIDrulUPibY2NNn2BJyXHauPF8NTT0U0rKGmVkfNXa/xlSIOBRc3Mv9ev/Ly0b+5Zq4mrUp7KPkpt2fpbb0rapLrZOQ4uHampTlm6ctFxDUmv0eVG25m3NVoM/SgOS6jW5b6lGZVZpW12c3lybq6vGfq1YV0CPLxyrDVVJcjtCGp1Zqcl9S5XmadGi4l56upPX/t+cuFDjsspVWJugxxaMUWVzjPomNCgnsVHH9zP15r+uGKYNVZ0/B8IKqym6SQFHQM6wU0F7ULG+2P3uZ0jzNKtPQpOinUGVNcbKG3TIYQu39/nZZKmsMVb1fpfKksq0JWOL6j316lvZVzVxNWpyN6lfRT8NqBhwRNb9LFnyurzyuXxyhM28jehAdIfPwmUPtc7/NUcZJjeJP2RXMLwzzgccAYVskfNivsu8/2Z3s+yWXWFbWM6Qs72f5HDSFNWk8sRy1cfUK6UxRQ0xDbJZNmXWZSq5Kfmwe78HkiVLze5mBe3B9vPE4/N8p3lHB0rQHlSdp05el1cen0fN7mZFB6KV2Jz4rfIweJ1e1XnMvBxnyCmfy6eElgTF+mJb+w7j1dycpWAwRk6nV1FRdbLZgpJ29h06nT69/8H/7fO18mfMUFhhlSWVaWv6VtXH1Cu7JlsVCRVyhB0ROU68Lq829trYPs+9d3VvFaYXKmQPaWD5QA3YMaDD97Gne+tEt0/9khoU6wqovClGTQGXbLIUGxVs36e6xa2cxEaNyyqXxxXU59uyVO+LUowrqNQYrxKj/XLYwlpamqGtdQkK28Kqj6lXY7Rpm/G6vHKEHUpqSpI7tLeYs2v2pZ0aohtUkVCx2/xW9ha73n//fdXV1SkhYe/3sfuV+G38+PFqbGzU+vXr27f9/Oc/1yOPPKK///3vOvfccyP2v/LKKzVv3jxt2rSpsy+hQYMGKS8vT++9917E9i1btmjQoEF69NFHddNNN3U4rqioSDk5OXrwwQd12223RTz2l7/8RVdffbWWLVumMXtYktnn88nXtpyHpPr6evXt27dTHyKAw0xnsq/3gJVOcGRr8jcpbIVls5nMxQAASCZD+rJSs/qsy+HSlJwp7SvNWpa0fLn5Ky42q2ylpe1cYS4cNqsTzZxpstzf+O8b9eSSJ3XDxBsUDAf1pyV/0s8m/UyPnP6I7Da7mpqk+fPNai5VVWb1II9n5/MFg9Lo0WbViENBWWOZ6rymsSMjNiNi9U0AAAAARxDLMitEWQGzipzNblYzdXikb7NCWk8WDpqVp8L+1vfqMKtkOzyS49BIOlrrrdXrX78uf8gvS5am5EwxK5W1CofNypglJWZ1dJstcoVnm006+WRTH263j5X5/rb6b7r67as1OnO0xvYaqz8t+ZNumnSTfn/a7yNX0QuHJH+1WVEs3JpYzu4yn29UkmSzq7ShVKe/fLo2VG3Q38//u15c8aLeXPum7jvpPv3y+F9KkjZUbdDw/zdcISvUoSySWYk6L3SeRo82/z9xorRwYSc/wM6uQohDg79O8lWY1TPDAUmWWcnW6TGra37LVbmBPVlcvFgXvHGBQlZI47LG6d0N7+r+k+7XrZNv7dxq111k1Y5VGvv0WIWskAYlD1KCO0HVLdXaWrdV0c5orbt+nfoldX41xSNGyw6p8CWzMm9UolkV2+7euZpuOCj1OlWKZ0EzHOKatko7PjWrjzvjzcqsbau8WmFzv9bvgm4tIoxwWMrMNPfx0dGmbytlNzkX1q+Xhg0zt7Njx0pLlx7ggnRileolJUtU3WKSMvVP6q8hqUMOzGvu43UPZ2++KbUNRb30Uumll3a/X9gKa+DjA7W1bqvGZY1TUnSSJCkYDuq/W/8rl92l4puLlR6bHnngnr5XX7X0wXhzjbA5pJwLpKSjzErzq1sXFZ74Z2nQjzo+1+6eDz1PZ7+vg/S9VlZK778vrV0rNTZKgwdL8fGm3ULa2ec+fnyXFQHfRSdiBIBv2Mfv5rmlz+mGf9+gyX0nq6i+SE3+Jr167qs6vt/xZodwSKpbZe7r/dWSM06yOVtnKYXMPX3f8zo3DhyHniNlfH/9Oun9sVLIK+XdLI172Gzf9rpU8i+p4EVz7s/YIv0rT/LXSBlTpYnPSPGDzb4Lr5a2/EVKmyyd9kXnXvdw+Oy6SDAc1JqKNbIsS3abXcPTh0f2B7X6fNvnmr9tvuw2u6IcUbp09KVK9aR2Q4mPTH/6kzRnjlRYKB1/vJSXJyUmmvGszc2SzyddcYWUmio9MO8B/fKTXyo/L1/3TLtHp/z1FFmy9OFlH0b0MwLdybJMndBmk5zkjkQX+e/W/+p7r31PydHJ+vnkn2vWB7M0LH2Y3rnoHWXHZ2vTJunmm6XPPpOysqSf/tS0XcTGmnO0rs5cY3/wg+5+J9gvtauk98dJVtC0c475vekblKT/5kvF70i9Z0on/DPyuD3U52bMkN591/z7H/+Qvv/9ji8ZCklPPCG1pQU4/njpnnuko46S3G4Tvz/8ULr0lA+VsuI0s9MxL0oDfmj+vew2M/ambQxE2z1yJ/mCPr244kWVN5XLsiwNSB6gi0ZetNt7OvQMtd5a1ftMor3k6GTFu+O7uUTYm4KaAlU0mwUnesX1Uk5iTjeXqOeqrTV1knBY6tVLKi3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" ] @@ -2638,7 +2489,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -2655,19 +2506,19 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 17ms/step\n" + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 15ms/step\n" ] }, { "data": { - "image/png": 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" ] @@ -2683,21 +2534,21 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2024-10-09T14:41:11.716004+0200 INFO Calculating contribution scores for 1 class(es) and 1 region(s).\n" + "2024-12-06T16:15:29.941969+0100 INFO Calculating contribution scores for 1 class(es) and 1 region(s).\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Region: 100%|██████████| 1/1 [00:01<00:00, 1.25s/it]\n" + "Region: 100%|██████████| 1/1 [00:01<00:00, 1.32s/it]\n" ] } ], @@ -2709,20 +2560,12 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 57, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/data/projects/c04/cbd-saerts/nkemp/software/CREsted/src/crested/pl/_utils.py:80: UserWarning: The figure layout has changed to tight\n", - " plt.tight_layout()\n" - ] - }, { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -2752,23 +2595,18 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 30/30 [01:00<00:00, 2.03s/it]\n" + "100%|██████████| 30/30 [00:58<00:00, 1.95s/it]\n" ] } ], "source": [ - "import numpy as np\n", - "\n", - "from sklearn.metrics import pairwise\n", - "\n", - "\n", "def L2_distance(\n", " mutated_predictions: np.ndarray,\n", " original_prediction: np.ndarray,\n", @@ -2813,19 +2651,19 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 17ms/step\n" + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 14ms/step\n" ] }, { "data": { - "image/png": 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" ] @@ -2842,21 +2680,21 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2024-10-09T14:42:33.750345+0200 INFO Calculating contribution scores for 4 class(es) and 1 region(s).\n" + "2024-12-06T16:18:09.943426+0100 INFO Calculating contribution scores for 4 class(es) and 1 region(s).\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Region: 100%|██████████| 1/1 [00:05<00:00, 5.02s/it]\n" + "Region: 100%|██████████| 1/1 [00:05<00:00, 5.27s/it]\n" ] } ], @@ -2868,20 +2706,12 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 61, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/data/projects/c04/cbd-saerts/nkemp/software/CREsted/src/crested/pl/_utils.py:80: UserWarning: The figure layout has changed to tight\n", - " plt.tight_layout()\n" - ] - }, { "data": { - "image/png": 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y7DGEZIKTzjnHHEuLiqTbbpP+9Cc72K1jSkfX8wPLZTVm/YgR7u2vXWv+X5eU2AGw06aZkFrJTPRNTdXO+/keaeG99nJShuSvMeGDRfOkIbdIibHY0W7EXydt+9qEKJQskaw6Kb2HlHeo1O88M+Frd1BXJW393ARCyC+l9ZA6HSpl7d3kU8Px+cxrsq7O/A0k7SJX4CprK4N/a1mpWUpPTm/iGXu2/RvM13/5Zal/f3PO8eqrYYK1w4k2SGA3uBYSCH47sMeB2ly+ORj8dtaQsyQ1I/gto5/kSTLvHQEhQt8kadG2RZKkfTvvq4yUDPXJ6qMNpRu0aPuiYPBb4JjtkUd75e2lpIQkJSckq9Zfq2UFy3R4h8Nd58RNjQ2i4fdL114rPfts43WbNkmffipdeIFPGWv+ayqzh0njZ0pJ9X97PU80IXBhfu8Wq3MMGpzn99+eKeX/z14+7jupU+wS2koc+b29Y3gI2LRJ+ugjaepUacsWKSXFjEGOO86ct6eEzlSKDV+1VFNsjvHJOTsXCrILsSx7bNahQwx+LY9HSu8tlS2TCmabsKuE5JBNow1+axj2G4ozsK6gwAQMn366WbYsExB8003S1vImArHKt6pnZs9G7/tPPWWO6dOnmzH2fvtF13fsZuqqpB3fmXK3o+3QNyfHH4nP79NXa7+SJA3MHajVRas1bc00O/gt0fF873apQ/0L1ZMoWb7gKmfQ4MyZoW/asWpVdCGIUnSv80F57SfoLBDytn+3/bV/N/PH++PmH+Xz+5SYUJ8AWbVVmnGRGeuHcty3UpcjWqO7iIGuXc15VV2dGcfV1krJoQ81UYsUmBhYV1BVEHEbzvWBmwc0vLYUt5sKSFpfYu6+U1hVqOfnPR9y3Z6iosK+4VDfvlLnxh9z2Tr0MqEz3u1S6VIpe0jLd5zhCH4rmif1Ojl828y97eA3q05a/kTjNh33MkFvVv2FreL50lcntKxvzlC64p/Ct9v8mRm/SdKB/zDnKQE5w6Qxb9j9AQC0uq2OIUuT56WZ+0hbA0molvTNKS3baaLjunFtaeS2geC30qWSt1BKzWvcJildSsmTagql7d+ZzxYSdpGL5thlFBdLJ50kzXB8dO3xmL+BTz4x58jNCX6zLEtz8k3o4YE9DtSBPQ7UprJNmr1pdvsLfiusD36rv7FW4GegHgAAAAAAAAAAAAAA7JoSWvrExx57TJ07d1Z+fn7I9fn5+erSpYuefPLJFncOwO4tMHlQauZkaAAx4wy8CRfCJsm+w7Lll9a9EbKJxyP162cvv/aae31RkfTgg+7JiLNmmaA2J8syd6UOhF8EAqUi2bJFuvlm80XmLl1MgF3//lJmpnTiie5Jw8uXh91M1IqKpJNPtkPfrr9eWrjQ/C6zZ0u33tr8wDogFv74RzuE6YYbpPx88yXnb74xfyf33CPzxxrNw18/2dgZtFFbZkInAo/aEr39tr366qsb9ykpScrJidMvjLgJhLtFWucMbfnvmf/VJxd+ok8u/ET3jrs3uN6KQzhNIPht3877Br+Ef2CPA5WXnudar/Se5mdtibThrZDbch4HZ8wI2SRoeaE5gJR4S/TWore0ZPsSSeb3LKiMPMm3RSzL/QhTn+eYH7MiwjzhgQPt8uTJjXODSkvNsaw5Ro5suk3v3k1MpJV5yznwQHt5wwYTJPn229Kxx0qbN5v6QLBbZmqm6/nB4Lf6sKquXc3Dae1aO/QtsI/m/B5NKphjh77lHSIdP0s6p0w6t1IaP0Pqf1EMdhI7tbVSZWWY/ChftZnQ+/M90rybpJ/ulta8LFU0c0K4d4f0+ZHSl8dJK56Vtn1pAjPWT5Lm3ywteTgmv0tc+WuleX+U3u0sfXOa6ff8W6WZv5b+t4+06P5mbc6ypHfeMcGLnTtLnTpJ3bqZceNhh0lffhmn36MZbvj0BnV/tLu6P9pdt31xW1t3Z5c3dKgJ1A6wLOkvfzGhb3uqMm+ZFm9fLMmeLCfZYXCSPYbo3rG7Xjj1heAjMJkuOMZISJI6DmhynxU1FVpbvFaSgiFvgZ+BvkjSsoJlkqQ+2X2UlpSmpIQkDcw1B8hlO8w6Z/Dbjz82sWPLL236nzT7D9LkA6SP95Y+O1j6/iJp7euSpOees0PfBgyQ3npLKiszkxSnTJFOO01KKJwh1dSPJfa63A59C0hIkjKjTPVpiUCAg2Qm1fpr7Yes6M4dolTnOLVITNz5rluW9MAD5vz/yiuld981Ie3ffCO98IIJoY40Pmoxv09a+W/pi2OktzpK7/eQ3skzj29Ol6q2xGGnrcvjsYNxo7kuE5VA4GtdmbR5SthmOTnusWs4I0Y0HegzeLB7+eqrzd+fJP3rX9KHH5pypGAf5/qGwW81NdI//mFC39COVW82gc6SlOs4cdnyuRnbBh51FZKkeZvnqcRbosyUTF19iLlQ8sWaL+znZfSxy2X1b1KdDpHOr5N6nxVc5bzOWllpv14DfvpJev316H+NaF/n7YUz+G14t+HyyKOK2go7vN2ypG/PsEPf+pwrHfaqNGaSNPROE6zkq2mbzqNFUlLs6zw+n7kOsLO2lIc/pgfWOa+PPX7C43r6xKf19IlP6zf7/6bR+sDrb0vFFr284GUt2LIguK1SbxOBKS0UzTU+p81lm7V0x1It3bFU1XXVcelTWykrs8tNXq9Od6THrv3vzu3YGa62JfwYSJIJfmtKYqqU0X+nuhSU1lVKqB/0bfsyfND45k/NT0+C1DNMQJCnxV8tAgDspMpKu5ze1H08siLdlbMZkjpKCfVJ++Wr7Pph90gjH3G3TQ+k/1vmJjHhBI6/NQXmMwqggeuusz/PPfpoU66rM59xfvihdEQzc7tXFa0K3shsZPeROqC7ubPl7PzZsex2m7MsS6sKzd/pE7Oe0FEvHaUHpz8oSVpXvE61vtpITwcAAAAAAAAAAAAAAG2oxbdOfOuttzRixAj17Nkz5PqePXtq5MiReuONN3Tddde1uIMAdl8dO9pl55ftY+G52c8Fv4j1h4P/oEN7HRrbHQDthDPw5p13pIsvdq//6ScTRtEt05GctuB2qceJZuJ5tXtC4KBB0tKlpvzEE9LZZ0ujR5uJsJdcYuaM9O1rwhH8fvMlzKeeMuEIAS++aAKqsrOlggIT0lJUJOXmhv4dFi2Sxo2zA+SOOUY65BAz0WvhQumzz0ywRna2VFIirV5tAtsaBsI0x3//a08UvvpqM8k3oFMn6eCDw8+PAeJl40bp0/r5V336SI884g5TyMyUfv97SVdEucHk+gO1d3vYJpYl/fyzvf0RI5rdbeyiIk4KLWkc/HbmvmcqIyVDkpSdlq27v7pbNb4aVdZWButjJRDslp2a7aoPLAeD37L2lUrrD0pzrpG6HCGldJLKlgWf4zwOzpkjrVljQlkCfD7zd3Xyyfbk3EmLJmnSokmufa8oXKFOHTq53/ydIShxPCiMHCn973+mvGiR6WsozuDVn382AVPHHGPX/elP0llnScOGRb/vww6Tpk2L3MbjMWOBjz+O3O7QQ6XvvrOX33zTPJwCwW8dkzu66gNBcIH1kgnlmDo1/P6qHXOXm5wIFY21L9cXPNIR79hhDp4kqfNo82hDlmXCcN5914ThbNxo6tPTzXv3//2fdOaZklb+S/rxZqmu3DTwJJhgI0nyJJowimjNvlIqmCnJI424Txr4OzOhuHqrmTDsj1WKTBzNu0la8bQp9z7DBPildZcqN5iJZ1b0/x6WJf3mN2YcKZmw4osvNmPtzZulL74wochHH20/Z/6W+aqoMQEih/U5TAktnETt90vz50vTp5v3iYoKcz4+aJB5HwgEL1bXVbve3177+TX9ffzflZzoSNXx10nr35I2Tzb/f2tLpcR0M+m882FmYl9iaov6uTtKTzdBYYsXN922SQ2PFYHjyG52YjFv8zxZstQxpaMGdxqsA8vNC2xO/hz5Lb8SPAnBMUTf7L667MDLgs/dVLZJU1ZNcY0xlHuAHYoTxtIdS2XJ/Dt9s+4bzcmfEwypWLR9kaudJK0vWa+0v5o7EHh9Xtc6Z/DbZ5+ZibPOUG/LMueZw4dUSN+eKW2pP9ik95IyB0m+Kmnje9K2L2X1u0BPPWU/9+OPTVh5wPjx5qEVP9uVXcaYn74aaYtjgmtSR6mb4w1iZyU5xmfO8b4nQZJHUnxed1lZdrlhCHxLvP66dPvtpjxggLm+MG6c+dtcvtyEMMb8ZhOWX5p+trTpA7Oce6B5/0tIlUoXm+ND9VYpvXuMd9z6cnKkrVvN5NkdO5oO822SM6Bk3vVS1yOl5CwTOtvA6NHm+k0kaWlmHDN3bvg23bqZELnAtjZtkkaNknr0kL7+2m4XKdjHuX7AAHPuG+tr2XuKbRXbNOCJAarx1SgpIUmrr1utHpk92rpbTatzpCg43z8X3C4VOiaDn7ZOSsoIhrwd0fcIHd3fvHd/u+5beeu8Sk1KlbKH2s8pWy51GxdytxkZ5rUaCMK+8UZp7Fjzui4qMuGW558f/a+xtbyJ4LcG67113uC1gcyUTHXr2C36nbWx6rpqLdpmxgAju49Ux5SOGpQ3SCsKV2je5nka0mWItGNG/fmKpGF3S8MdF6j7nmvGtSHen7BrGzbMnPNI5uYyDQNAJTOeiza3NtLxYXvFdtX564Jj16SEJF0/6np56jf+4bIPNXHBxOB6y7K0osCMa0NdW1pZuDIYmhxL60vCh7g3XGdZlo55+Zjg2PjJXzypa0ddG/M+tRXn9R/nzclCynS8eJb83VwT6HSoVLmpBTvuYa6pWD5p+3Sp4AezrVByhke3zeyhUnkTg6VoeBKkjL7mnKt8tTm/6XF843aV9deKMwZKKfXXZHfMlNY5Eki7j5d6hQmFAwDEVYbjNKW8vInG2fs10SBKCUlS1hCpeIFU6rjzXpcx5nqxk/PGDgvukHqebI6PDcfbmYOkkvrrZHP+IHVeIKXkSlWbG+1+61ZzU4Xp003gb22t+Z7G0KHSL3/pvgaH9mHbNumN+ntUdusmffSR/drPzJROPdU8mmP2JnNOPzB3oLLTsnVAj90s+C2aExvL0taKraqoNZ81Ld2xVEu1NLjaZ/m0rmSdBuUNCrcFAAAAAAAAAAAAAADQhloc/LZ8+XL96le/ithm6NChevXVV1u6CwC7ud697fKCBbHbblFVkW6eerMqa82ErIKqAn1w/gex2wHQjjgDbz76yITABMImCgulCy+sD5LqfLikR82KujJp6mip415SwSzX9saNs4NdamulM84wX6z9+msTInfqqSaQbfhw++/+vvukIUNM29dek666Srr7bumgg8yXdSXpxx/d4TRON99sTxh/+WXp1792ry8sNF/0HD7cfPHXsqRXXpFuusnd7rPPpBNOsJfXl6wPTsTau9Pe6pPdJ7jurbfsdpdeGrpfzu9Y+vw+3Tzl5uCXKR867iHlpodJsgNaaPp0E+wiSSed5A59c4k2VGTGb8xEtOpt5ov3iWnSoCukARdL/9tXqt4qn8+j2vobQGdkmFDHmKoprg+YtKTkXBMYFO3MTOyUQLhbKEXVRSqvKXdNbO2QbCei5KbZ72+FVYUxDX6zLMsOfktrEPyW1iD4rfPh0sb3Tbm2WPpokJSQIvnsSfvdu5sAktJS8ydw883SpEn238+dd5ryEceWaFvFtrD9Wl6wXKN7t02w18EH2+WvvpJuvTV0u2HDzO/i85nl884zk6D79ZPuv1967jkT/NYchx0WXbtogt9GjWp6O2Xe+uC3FHfwW2A5sF4y45lIwW+ZmXY5FsEzweCfvIPt0Leqre4wnfSeUmpeDHbWPH6/dO65JvRNMmOi3/3OhEgUFJjAvZkzpTNHTZZm/8E06nW6tP8DZqKz5TeTrTa+F/1OKzfZ7QddIQ29w16X3l0aeEkLf5laqXihVDxfqi2TEpJNEFvOMKnjoOiPEdG0q9omrXrelPv+UhrTIImw3/nNCuT63//s0LexY6UPPjDBxAF1dWayWsC64nU6+N8Hy2eZP9r3z3tfp+97etT7C/j5ZzM+Doy9+/UzATi1teb97oUX7ODmj5Z9pBJviYZ3Ha7qumqtKFyhKaum6OS96xMla8ulr443IRnySD1PsoNLSpdIy5+ShtyyRwW/SdKRR8Yo+K2d+GHTD5JMyEqCJ0Eju4+UZMI5l+1YpiFdhgTHEM4xg3PZFfzWabS03h2K0dDi7fb/gOs/vT7sumUFdvhrIPCt4bq997brSkulxx4z44GAZ5814YnDPY/Z7/0HPS0NvrI+NE1m7Lz1Sy1ZIi2r3+XBB0eYcFpXYZeT6o9xdWXSN6fZ9VlDpJNj+EJLTJU69DEBDhVr7PqjPpBKFkmfOJJgYxhsO8gxf3DevPCBtdGwLOmhh+zl9993B1Hvu6+53hBzW6baoW9D75CG3+f+d/EWmsnP7cDBB9sBw3Pnuq+ZtEjnw6TVL5py+Spp2jFSzv7S2safEY0aZa4RNeWQQyIHv0nS4Ye7Q+SWLzcPp60V5iB81pCzdN2h9o2Krvj4Ci0rWBYMxEpIkI44Qpo8uem+obEX5r0QvGZf56/T8/Oe191j727jXkUhXFhmGIHgt6P6HaUR3UYoKzVLpd5Szdw4U2P7j3UHv22ZIg36fdhtjR1rT2zPz5eOO8483n1XWh8+yymkwOv8lL1P0W1H3Basv/qTqzV/y/zg+oCnf3haN0+9WZI0IGeAll+7XEnxen+LcrJ6tH7a+lNwHF1dV625+XPVM7OnVhSu0NzNc/WrEb+S1gfG9x5p0JWNN5KQJCV0bFyPNmVZlm6Zekvw9Xrf0fepf07/4Pphw+wQ+RdfNNfunS+vzz4zbXr1anpftb5a7ag0Fwx+f+DvNSDXBJbsqNyhR2c8KkuWtldsd41tPY6dBca21XXVqqqtUom3xBVY39DyguVxCX6LdI2v4bqv132tpTuWKiUxRTW+Gv1z7j91zaHXuH6v3VlmpgmOra42N39oGPLs0vlwu2zVSdOOlTL3lormNX/HCUlS9jATjCNJ354lHfWRGfNXrA2/30g6j5E2fdT8voSSPcwO255xkTT+Oym1iwknDfDXNn5eyWJp+ZP2clIGwW+ITvV2c81t29dS0XxzA4rENHOOmnugdOi/zDU/AFFzjm1++qmJxp1GuW/4sjNyhpvjW9lS83lyWpg773V2fJjk3WaOq12PktY2OPHvfLj9uULlRmnycBP8VrLI1ewf/5Buu80c09PSpDFjpJ49zfdCnn7avqYXNcsyYf47ZkplKyV/jblBWsYA0/esfZreBuJu8mQFv5dw1lnuwMOWCgS8BcbhgZ/5ZfnKL8tXz8yeMT9fbQsrC1c2uZ7gNwAAAAAAAAAAAAAAdk0t/gZ/ZWWlMpr4hkVaWprKm7zVJID26uCDzRexKirMBL3ycqljDObRvPjji6qsrdTYfmM1O3+2Plr2EV9SQvOVLJJWT5S2fi5Vb6mfuJtiAjuyh0pHvN0uwofGjbPLlmWC2R55xExkfeQRaUX9XA91HuN+oneHeTQwfrx7eetW6amnGu/3pJPs8AnLki64oHGbI46wg98++ih08NvKlfXBdDLhcRdd1LhNXn2+yv77m2AsSfrrX01AwyGHmOV33pHuussObLAsS+e/fb5mbJwhSTq8z+Gafun04AQnZ0BM//6N99nQW4vf0j9m/SO43L1jd9179L1NPxG64dMb9OXaLyWZCXZXH3p1G/do11VpZ1kpJycGG+x8mLT2ZfPl9s1TpN6nmYCIxNRgqEVSkhUMzSooaGKyXLSqNkuL/ipt/lQqX232lZQp1ZaaIIwDHpUGXb7zvx8iWl9iZpAfN/A49c/uL0mq9lXrlZ9ekWQmhoad2OoItiysKnQFZ+6s6rpq1dZPNMxObRD8Vr9cUl1iKhpOlLTqJF+dq8rjMceX9983y+++awJLTz1V+vBD6b33pDvukFYUrlAkywuWR1wfT87gt88+M5N6nKEnW7aYQLjzzzfH1q+/NvU7dphjpzMMrrlGR5l1F01A3PjxUlKSCb8KJzBBOmzwm2MC9fHHS7ffHn5bw4fb5e+/b7p/Taqtf92ldbHrlj8pLb7fXj70BWmvy2Kws+Z580079O2ss0yAbcOgzro6SV/Xp+d06CONecNMuAzIO8g8orXje6k+aEE9TrTrFz8sqX5CWUKatO8N0W3PsqQlD0mLHzT/1um9zITrhCSpYp2ZjHzy0thOwNoyRfLXB0MN+E19P/zSJkeKYWKa1OP4qDb3zDN2+Z573KFvknn9Oyfo/WPmP+SzfBqQM0Britfo4e8fbnbwW1WVdNpp0tq1Umqq+X9/yin2aYzP5w5hf/mnlyVJ5w87X1W1Vfrrt3/Vyz+9bAe/LX/KDn0b95nUo8Hgv67SnDPtYU46SfrXv9q6F7uOH/JN8Nu8zfM08ImB7nWbfnAHvzUIw85Jy5HUIPitc4SDjSdRSkzTou2LwjZZumOp6vx1SkpI0tIdSyO2k8xY9uCDpTlzTP1dd9njhXfflR59VHrwQUkrnjUNuh4t7d3gHCUxTep5ogpW2VV9+4b/NZScZZerNpv3Mk+C1HGg5C2wjzGx1mm0CX7bPt3sJ7VTfPbjMG6cHcb25Zfm37eltm+3JzPvvbd7/BNXqyeYnwmp0rB7zAukrtL9/6mdBL8dcYQd/Pbxx6GD3+rqzDEsKl2OdC8XzjWPEA6PMvNkzBjpn/8MvS4w3jnuOHMDgEgCwW77d9vfBHPV65/T3wS/OQKxTjyR4LeWqPPX6Z9zzP+su466S/d9c5/+Nfdfuu2I25ScuIsHe6T3lBLTJV+VCS0MOPJdaetX0kz7LhTeOq+mrzcXIMf2G6vEhEQd0fcIfbLiE01bM828vlI7S2ndTND9xvel4p9NYEII48fbwW+StHChebRE4HU8tMtQHd7H/iMbmDvQBL+V269zb51Xj800SQk9M3tqTfEavbXoLV0wPMRF3F3Q3Hz7veWIl45wr9tcv64q3/xMyTHh1JK5/vX9hXbj/hdKBz0p7Dqmrp6qR2c8GlxOTUzVC6e9EFweOdJu+/335gYz995rDtfTpplrPtH+DTlvAHDdqOs0tKsJbQwEv0nSlvItYce2Da+PrS5arUgCN6GJparaKm2vNIGVR/U7KjjeLq4u1jfrvtH2yu2qqq1SenK6JOm5Oc9Jkm45/Bb958f/aPH2xfp2/bc6qt9RMe9bW0hMNOObzz83Y5hZs+wbITWSd5A5v/XXmOW68paFvgV0O8YOfqvaJH0WJuQv90Azzgxcj2goEIbV5YjQ6wOa8/llt2PskB3vdunjvRsHAgXOFao2mWs0Ho+U0U/qfZa05TN3mDUQSdkKaeoY81rLHCzt93/mZg7ym7ClrdPqrynu4uNDYBcz1j6N1Xffmeu+YW8Qlpwp5R4Q9ny8WbLrz2Msv7lWNvzPodt1PlySR1J9OFbpEvNoqEuD76RU5dvj9nrffivdeKMpH3ig9MknUrdu9nqfz4RmR61shTkHKJxjrul1HWduNlO5QdrwjvmM+vgZzdgg4qWoyC47bzS7MwLBbx8s/UBZD2TJkh3gNnvT7BbdjKdVRXnDjmiC3wAAAAAAAAAAAAAAwK4poekmofXr10/fNzF7esaMGeodq29iRKG8vFw33HCDevbsqbS0NI0cOVJvOGdMRLBt2zZdcskl6ty5szp06KDDDjtMX3zxRZx7DLRvKSnmC/aS5PWGvuPqxx83roukzl+np34wKVO3jrlVFwy7QJYsPTmLyTloho0fSpNHSEv/LuWMlI54Rzp1pXTSIunQf0udDm3rHsZM797uybQVFdKVV0pXXOEIfZOk9G5R/d7Dh5sJ100544ym2xzhmLfy3HNmEk6AZUmPP26+yBswcGDkuSznnGOXi4rMhPOLLpKOOsqsq6mx13+47EPN2DhDQzoP0X5d9tP3G77XR8s/Cq7v3Nluu3Zt5N/D5/fpL1//RZL04LEPyiOP/jHzH+4wgz2RzytV5ksli6XihVL5WqmuytVk5saZemLWE9pavlVLdyzVbV/cpi3lW9qmv7uBPo5srZ9/jsEGnXdfX/6U5A+dDBWYHFdbayZQNmVj6UZd8dEVuuKjK3T95OtVVev4/15bbib9rHjWfJF+/AzplzXSOcXSL6ulY7+S8sJMikPMVNRUqKjafHv+nrH36PnTntfzpz2vl05/SQn1oX8bSjcE24QLbZEUbBMrxdXFwXJ2mjs1KSvVhKYUe+vbdBolpXZtcpvO44NkQl0uvdSEvgUEgt2SE5I1otuI4KNzB3NAaCoYLp569TLHQEny+00gx9SpUnGxCa8bPVpas8asD3X8bWnomyR16hQ6AERyjweOOkrq2TN0u6Fm3rTy8iJMtq1X5jXBbpmpma76QPBbeU25/PWTUg84QOrSRWGNGSNl1efsTJ8urV/fuE11deT+uAReaxWODeWMkPq1fTDCq6/a5WuuaRz6JtUHthTVT0DOO8gOfVvyqPTZwfZj82fR7dQ5OdgZfvPTHdKC28xj0X3R/xJrJprn1JZIh/xbOn29dOw06egp0inLpDO3msC6aFmW/QhX73Mcn5Lr32/8ddK3p9uPH6IP8tu82S43NV4urCrU8/OelyS9d9576prRVd9v+F7frf8u6v1JJugtMFa95BITaukcLycmmslxkgk1mLzCpNicN/Q8nTfsPElmwlPwvXfda+Znzv526NuOWdLSf5jHyn9LJS1MItmNHXOMub4B44dNJvitsrZSa4rXaE3xmkbrCqoKJJnwWKfAmKKwqlBW4O8z90D7b7ChXqdKyVlavH1x2P7U+Gq0umi1/JbfFdTqqf8vYFXRKtX6TLjseee5t3Hnnea8+ZFHzNtDorwmIF6Ssva1G864WJrUIfjomvhDcNXqSDkfnRzhdjvq/85TcqVTV0l7/T7CE3dSIFTP8pmw0p3h8UT1GD3a/nv58kszZnEqKpJeey26Xfodh5rk1swE8NaHwKR3t4M3Nrwtvd/TfixsxjFuF+a8LvPvf7vDci1LeuKJxv8PI8ocXB/q0LSDDpL2CZPnepAji/aMM8LfSCRws4MzzjABqJEEArG6dHAPILtmdHWtl0zw2x6lrspcvyldah5Vm8NeH4jk4+Ufa0PpBvXP6a97xt6jQXmDlF+Wrw+WfRCHTsdYYqodsLPxAxNML0kdeptQOIcZG2eous6cSNw89WaNmzBOC7aYcfYXaxyfKXYdZ35aPumLsdLql6T1bzUKFTr11NiNMwLBboHXdUDgde98nb/y0yvKL8vXob0O1d/H/12S9OB3D9rH5yjf96MWzfi8GYLhbiH8uPlHc96YVH9eWVMs+epP/hLTpPQekq9Sqikw16mwy7AsS/d8dY8kc509PSldE+ZPcAWqHXeclOsYYv71r+a4ccgh0rHHmptXRMt5Hdr5d5OXnqdET2KwjfPGCE7O5cKqwuC1o9TEVB3U46DgI/A3GI9rSxtLNwbLE06foA/O/0AfnP+BXj7j5UZttpRv0btLTGr8ZQdcpl+PMKGWgTC4AJ9PmjfPhF//7W/SrbdKN99swn1fftlcj2ozhXOln+6Uph0nTR4pfTjQhJhNGS19/yvJ59Vxx9nNH3us8dvLxo31YTGJaVL36ILeo9IjzAW0hhJTGofeBNd1sLeTd7BZDiVzsNRxr53rm/O6jiR1qQ//81WZsH9J6n6sdOQ7jY6FQETz/8+EvqV2lsbPlPa9ydx0qPcZ0pCbpXGfuG9GgfYj1uNHuHTrJg0bZsqbNpljckOfOS/tdxnbuEFAlDc6MdtxHLMW3ist+pu5qdfWL93tUnKaDi2VpLxDTEh2BE88YZfvu88d+iaZa959ov2owO+zQ98y95FOXSuNmyyNfkk6YpJ00kJp3KdRbgzx1tVxKrtqVfh20arz12neZnMOXuuvVVlNmcpr7HPAQChcrM9X20Ig2K13Vm9dfuDlwceAnAGu9QAAAAAAAAAAAAAAYNfT4uC3U045RdOnT9d//vOfkOtfeOEFTZ8+XaeeemqLO9dcZ511liZOnKh77rlHkydP1iGHHKILLrhArzUxm8zr9erYY4/VF198oSeeeEIffPCBunXrpl/84hf6+uuvW6n3wG4myi9tnnWW/ZQ//9mETc2cKU2eLJ1/vvS73zVvt+8teU/rS9arf05/nbDXCfrDwX+QJP3nx/+4gkL2KNXbTUDDqv9Iy56QFj8sLXtSWvOKHe4At/k3m0kNnUZLo1404UfVW6VtX0kV68wkhoo1TW4mHixL+uAD6aqrpFGjTKjJSSdJp51mHiecIIU59IZ19dVRNuz3q/Dr6ifiezymb0055BATRBPJEUfYQTZerwloueIKM+n+0EOlm26SevSwJ+/+8INpF85RR0n7OubkV1aaIJRvv3W38/l9un3a7ZKku8ferbuOukuSdPsXt8tXP7H13HPt9i+9FHp/ge93vrHwDS3dsVT7ddlPt4y5RWcNOUtlNWV69PtHI/8DtEeWJS1/2ky0ereTNOsSEyi2+kXzZfCvT5bWT5Ik+S2/rv/0eknSX4/5q648+EqV1ZTpji/uCLnpTaWbtLJwpVYWrlSNryZkm/Zu3Dipe3dTnjo19Beea5rzT5M9TMrob8pbPzcTkddPMqEuNcXBZr/8pf2UO+5oPLlvwQJpSf1N231+ny569yL9e96/NXfzXD35w5O6ecrNduP1b9jvrwc9ZcIo/p+9+w6PqkofOP6dnjrpPSGEEnqXKqCgIAqKHXtB19517WWLa9ffWnfVtSGKBXtFBASkSpdeQkJ678n0+f1xMpmZFEggEMr7eZ55cjNz586ZO/eee+4p73E7YOszsOMlKPhFdb4Xh1V2VXbjclJoUuOyXqsnPkQdZNmV2a0ObA3QBxCgV4OzOjrIpV/gN5N/EBjP/43raPXQ5WJaZVIDa88/33vutGZXqRp8OyxxGBtv2tj4+OuYvwL4BZI50jQaFczLo6AAJk9WA52nT4esLO9r114LoaHNt3EoWrvuz5zpXdbr4S9/ab6OVgtXXeX933e5qYAAqLapwG+eQG8evv/X2mobt3377S1va+hQVX7wBO2w2dRxsLkhXpXDoQL/Xbyfw6eZpIa6jcrNaqAxQOoMGPMxaJpXrZSVqaC28+erst0338Cvv6rAnXZ7Oz63DXwDndTXt74eAQ2jZupyvc8FJoK5n/pOZWvB1sZgjpEneZeLfApbU7dBnwfbtg1fGQ0FruCu0OMvap8WLYaVM9Vjw4NtD0rXVuGDvMulDcGbtHqYsADSrm735vr29S4fYJ4E3vjjDWrttUzuPplB8YO4cdiNADy77Nl2fWaNT5yKA537c/6cg9PtJDIwkp93/8zizMWEGkOxOq18vuXz1t9Y9gfsehXW360exUtbX7dZAjNh85OqDDhvhPq75Fz1+O1MFXjwGBASAle3ckj43n+cCAprCtlX2UIkzQar89S5dKDgGE63szHPR2eCtGta3mAPVeezpXgLAHeNvIufLv+p8eG5Pmwp2kJuVS519joAtt6yFdcTLlxPuMi6S10oHS5HY5C6q66C4ODWv6cTozfgZ7VPgI6kc1SgNmc9OOtJ71bLgAHqpQ0bYP365ttyu8EdNgCCuqgndr4K9YXNVzwcEqeBJ/jd5n/A8isg82PY9d/2b8t3oKPvYMcmzwcFwbRp3penToWHH1bBap95Rg1S/v33tn1kbCz07KmWt2zpmAGfbRLa8KF12d77oqhRMPy/EOAtVLrdqo7zhRfUMTV9ugo4fMklqoxxzTWwadMRSvNBGjXKu49tNlWv8pe/qPu+kSPhrrvaObZVo4G0/RT4fIKXaDRwQwtxD7VaFcTfIyRE7dOmevf2BjcNC1P7vzVut/vAAbFqvOdljx6qvN0Sz0D7Y57TogLn/DQIvk6AP25U9co7X4P196r6gYr2RZx//Y/XAbhm0DVoNBpmDp7p9/xRL74h6K2zDlb/BawN97pu/yB4CzK8wd2WZy9ncdZicqtV+XpV7irvIHLf8qStHFbNhGUXQ22m3/ZiYvzrIQ+FJ7Bb0+O8aYBDp8vJc8ufA+DOkXdyYd8LSQhJYFPhJn7e3RD0oI35fmfxBH6LCoyia3hXuoZ3JTUsFVD3lbtKd0HilIa13ZDztVqMHQ9n/amCYYujzrw981iZs5LE0ETuGnUXM4fMxOl28uSSJxvXCQhQdR++1q+HNQdRnegJ/KbVaIkKimp8XqvREhMc07hOY9m2ycQIvv+X1Zc11h2NThnNmhvWND7uGHkHcHjqlnzL5omh3uBcCaEJjUGQPeu8s+4dHC4Ho5NHYzaZOafXOQB8sfWLxuvg11+rNplhw+D991UQ/4kTVRtV374qqH5RUYd/jbbZ9YYKWL/tOVVHc8qPMG0XnLUNxn4JXa8AjdYvIPr336vy2YYNsHMnvPaaKj8Uei77Xa9o7dPAEN6+9MWdfoCA9T7BjloL/tz1ChU4Bxruk1q5EU2/vcW6qFaF9vQGdmtN4lne5U2PNpvER4g289Sbhg0AU6Ra3voMfBnnfeyd3XnpEwenLX2DjvLy4/HgvPO8yzfeqO7d161TE+lNnw4P+lbLd2+lI1ZwKiTt5wa6qegx3noS3Ooa8V131d+mqbbUB2j10KWFm3wPY7hfW/eBgrwfUF2Wt9059VI1GSKo9gZPPfXKq1UA9E7kdqs2pb17VR3Ypk2we7dqkz+RTpupUyGo4VD56iu1T5pqz/7YVrytsb64JY2B344DnsBuk7pN4q2z32p8TEuf5vd6Z6mqgsWL4Y03VHDphx5SAab/9jc1SWh29gE3IYQQQpww3G7V76ekRE0+WF5+aBN+CiGEEEII0chlVxMhOupOrIpHIYQQQgghhDgGHHTgtwceeICEhAT+8pe/MHHiRJ5++mlmzZrF008/zYQJE7jxxhtJTEzkoYce6sj0turHH39k/vz5vPHGG9x4441MmDCBt99+m0mTJvHXv/4V535aPd555x02b97MZ599xuWXX86kSZOYO3cu6enp3H///Uck/UIcc9o44+XMmTBokPelt96C0aPVIIFPP23/x/571b8BKKotovsr3bnwswsBqLXX8u76dkbDOtbZa1RHxK9iVcdEfRDEjIPk6RB7qpop11rS2ansMG63CnSyapUKHPjVV+oYmjsXfv5ZdYBsM21DD1GXFWg4hmv2QOFCWHmVehQvU8/X5UHREtg3F/Z+qALs7Z0F2V9Aacd3BHzwQTj3XNW57cILYe1a1Vn322/VY948uPLK9m1zxgwYPLj113W6hoW0qyEoueWVhr7UuDhzpndgcFOewAcajZqBubWJu6OiwGBQA6Q9nE6VR/zrX96BWmazN0BkcTHcfLN/0Cm7XQVSqatTg4P/7/9a/54eszbOYmvxVoIMQdTYaqix1RBkCGJL8RY+3PQhoAZtRzSM23r9dbjjDhWopbgY/vgD/vpXlVaHy8HfF/8dUIMo//7b39E2DLh5ZfUrlNQdP+dgm+z5H6y9HUpXwfjvYMIvMPg5CB8MsaeoY0yvgjPM3jSb1bmriQ6Kpk90H07vdjpajZb3NrzH2ry1fpt9b/17dPl3F8779DzSX03n7Dln+83GfKIwGLyBHO12FQjujTdg61YVGPG552DcuHZsUKuD/o97/y9ZBstmqAHfTu/ArnPP9Z7bmzapgI23366CNE6ZogJU5uSo1/+19F8szlrMtPRpLL12Kb2je/PGmjf4attXagWTz+Bji6cTvVsNqM75GjY+BNt8MgZxWGRXentP+w4KBW8guOyq7FYHtoI3cMthDfwW0CTwW0BYs3XofY9fAIlG+mAY9BQAgYGq43hr9HrYWaYG3/aI7OH3WveI7oAanOvuxEbOm25qW3ChsDB44IHWX49o/lMe0NSp0KWL/3Pdu/sHdQEVJKSxTNHg4oshyRtbkMsuU/cCTcXHq9eqrQcO/NYYKAgVjCQqimYefVSVQf7+d+/AoLVrYeBASEtTA5fPP9+bd7VJ1ytBo1fLv1+oAufU5UDF5sZ7H7cbXnwRUlNVut54A/LyVBqCgqCyUgV/K+ng4oFvkN9//lN9ji+3u2FQs2dgcdkfkPG+eqHrpTDizfZ/aGh3b3CMnf+GrE/A5YTQHt5Bne3aXkPh0lKoAlsDGCMhYhDkfgN734Pyde3f7v5EngQRDRFjtvwTCn9TA6fjJ0JIt3Zv7j6fsW4PPqiOOV979qjrdb29nldWvQJARnkGkz6cxI+7fgTgu53fsbV4a5s/8/zzvQHfPv645WPaEwzQU84tqy/jtp9u47afbms8nzyv0bXhRqNiI+Q1BP1Ivw3O3qPy1fao2Qs/D4E/H4PAJDh9CZzyA/R/DPo+CP2fgIghh7cDSZPA9IfiiSfU9aSpxx475E0fUzyD4QL0AVQ9WEXdw3XUPVzHD5f9AMDGgo1YHdY2BccorSv1vtDz5uYfFjMe4idTZ69jb7kK2Da993Sm9JjS+OgdrS6OW4u3sr1kO6ACdXSL8J7DyeZkTDp1MfCsExur7ulao9FooKcKOkfhr5DxgTpWu1wIve7yWU9dizymToX//Q9yc1VQjLlzYcIEqKvXQM+GzNpSCD/2gXV3q8CI+T+2npBDZU73D2aR9RGsuBx2vXb4PhN46invIE27HZ5+Wg1AfughdV1sK60W7r3X+/+FF6rALp5so7xcXWv3tR6L8OA0BBzE7YLV14OtUu3LHjeC0XsMX3ONKtf89a8wZgx8+KH6zT/5BD77DF56qXkZ6mij1zevl/nf/9Rv+MfBVnl1vwGMLRTQAAY94/fv1Vc3H8R90UX+5UeA665rvqm77vLP3p99tuWAjunp0H9oDfUNwUsOFBDL4+mnm29Lo1ED648L6++FLf+C6p1w1lY45Tt1fY4aCQlnquPdp17gQHaU7ODXjF8B+Nviv6H7h65x0oXfMn9jS1F7Km4Pj9K6Uh5Z8Aj3zLuHe+bdw7J9y/xX6H49mKLV8r7P4Nuu8NNg+P18v9UW7FWB305OOZmbht3U+AjUB+JwOViStUStmDBFBY1sjdbQuPjoo60HJO3Vq23fz+60N15/PQENPZoGOPxmxzeNAag+2PgBF3x2QWN9ZnsDEXcGi8PC5iIV1XvOBXPYe+fexkdUoMp/1uavVQFbGwLCs/Z2yPxItanYq8FR21nJF61wu9088dsTgKqr+ueSfzber8zaOMsvUMEjj7RcF9BensBvMUExjeeAh+f64Bf4rUlQ40B9IEadEVD3WbvKVMDgHhEt1y15Xu9InskdYoNjMem9F1Wjztj4HbKrsnG6nLy17i0AVuSsIPr5aMa+NxYAu8vOexvew2ZT9TjFxapdZulS1R4zZYoK/nbBBSq/Sk/v8K/RNtsbAodHDoded0JQIux9HxZOgOWXwNanIe9H+vZVwXA8vvxS1V/36qXqtIuLfbaZfC6YfaK4+xrahsYmX1od9G4hCA6ALlBdWz1SzleB+P3WCYJ+D/s/1+vO5tsKToNuLRSODqTPfvq89LgJQtMhviHybdFv8F03WHMrrLoOaju6wC2OazEqb6FigzeQUuqlMO5LsJWAtchbzrSWqbb23B9Uu3vWJ7Dvc/V/+YbOSP0Jy+a0sTJnJStzVrI6d3XjRGmN2tg3qK22bVN1mU89BY8/rto3X3xRPZ577hDuR49z990HyQ1dOex2tf+GDVP1Ud9+22TlsD7q3q6p/n9XwdfaSqOB/n878DqgArp5JhxrarBPfUCvO1uua9YaYNAzfnUAzz3X8sSANW3tJhAQp9oZQLUveI7VmJPB3Eu1PeR+owY6doJffoFJk1RA8KlTYdYsWLZMBfSbN099/6N9UoGOFBbmDfJcXq7KoF98oeoTd+yA//53/4H/m1qdqyYpSQpNwv2Eu/Hx6YWqs+IfuX90attvR9pTrmbMSAtP83veU0/ueb0zPPWUOsZPPVUFYz7tNDXh2f33q/rVfv3A5eq05AkhhBCHn8sB1buhYAFkf6X6GmV+pO6D8+eDpYjsbNUvbMgQNTnRnXfCm2/CnDmqDHT//aq/vBBCCLE/VVWqf+KWLapvzcaN6j6s0yb0EUJ0vrK1sPwy+KEv/HYWbHxYTQq5/QXY8ACsvaOzUyiEEEIIIYQQokE7evP4i4mJYdGiRVxxxRX89ttv/Pbbb2g0msYOESNGjGD27NnExMQcYEsd46uvviIkJISLLrrI7/lrr72Wyy67jFWrVjFmzJhW39urVy9G+4xA1+v1XHHFFTz88MPk5uaS1HS0kRDHGrcb6nPVAFNbhZopXKNDxX90g9upBl3rfQJn+I6eO8jOTnq96mR49tktd0hrTxaxOnc1y7OXY9AauGvkXWogLmqw/JzNc3hl1SvcMfIO9O3pqHgsq8+Fgl/Ucvwk6DJD/Wab/wmlq6FgvnrtwgrQBXRaMjvCb7+pDl9ZWSpo4KOPqsGzgYGqA1hVlQr81WbDXoXFZ0H5elh6nhokEdIDul+nBooAuGww7yRV2Rl/Bgx+FoK7QNFiqMtVgT7K1qrBEMaw/X5ce4T5bKqsTAVq8B3453Kp7xrWjo/U6eD772H8eMjI8H/tb3+DhISGf4xhMOJ/8NsU/5UG/AMSz2r8NzRUdbAcOdIbSAJg1CgVYMXj9NPVQOe77/bf3LRpKjgMqJmpX3hBDdZq2mk3MFAFgnnqKdXwNH8+vPeeCviXnq6CYG3fDtXVal8FBalBSO+9pwYkWSz+27vpJhVo4/HfVKCrXlG9eH/D+wD0ju7Nuvx1PL7ocS7pfwnh4QH88INKX2EhvPqqevh66SX4+M+P2VW2i6jAKIINwWpQIdA1vCuZFZm8sPwFnjndf2DzUacuByo2qSArxnAwmFXQE1B5vy4AovczUNWXuRdojer8Kf4dokaobRnDYdfrKl+KHk1N9Hge/FVNOx5mCuO6b1UP7sTQRHKqcrjz5ztZeu1SNBoNLyx/gb/O/yupYam8NPklvtj2BW+ufZPTZ53OD5f9QFRQB4zyO4Y89JAKbPD22yq4i2+wH4DExJbf16q0a9RM57veaP6aKQbiJhIUBN99B2eeqWYXLy+H11qIFbEka0ljIERPIJt6u8okZn47k6EJQ0lNOhuSz4ecL2H1DVC1Qw0sTzlPzbpeuqqdX+DE43KpvNfh8M7oqdOpgAkmU9ti23gGhcYExfgNCgUVHOWPvD/IrsxuDI7QdGArqMAt+TX5hzXwm9lk9nstzNRC4LeQNBj0NKzzGQip0cGYTyA4tfGpG25QgwKaBgjt318F9zzjCzXo3TMY16N7pPq/zl5HXnUeSeYD3xfabLBkiRq8VFWlAo1FRKhyMaisVa9XAxbaKjAQvv4aLr1Udcpo+toon2z6oYdUsNKmQZafeEINAmovnU4NKLrDp333hRfUddhXUhJccQV88IE3Xf/6l/86Wq3qlDh0qPf41Wjg3XchIMjReMw1DfwWagxtXK62VkPDv6Gh8PDD/kFhzjtPBawENaj3iy/g8stVMDS3GzIzvesGtKeIbE5X5aTV10Ftpgqc00RNnYlnnlGB3aKi4PnnVXChw23iRFWWeuopWLkSunZVg4Xi41UZaflytU9eeu5myP9ZBTFada0aNG3urQIfHIzhb8Gi06AmA5ZfCrpr1UCquvZE1Gsw8J8qXbVZ8OvJ0OMWFQwupIe3XNLRNBoY9T4smgyWAjVY3BQLAbEqKHQ7DR2qro93363K3CedpIIlx8ermZh371ZBZNZpP6C4rpik0CQmdZvU+H43btblr+OF5S/w7vS2BTWPj1cBeq65Rg1+6tVLBYNLS1N50ebNKgDV7HlbGsupX8/4ujGQZkldCRd9fhFL9y0lozyDbum3qiBURYth8ZnqPiisj5rprx3BXxRNQ50D6v3uhpO+4k8VcDuzIdjcJU617lEuKUn9tk895X3uwgtVnnMi8QyWGxw/mFCTN28emTQSUEEjNhZubDU4hu//ZfVlpEU0DEQz91IBcvIbAg7qAuCk10CjYXvJdtwNAds9gd48ekX1Yk3eGrYUb2k8rlPDUv3KN1qNlu6R3dlavJUdJTugIYDOY4+pe9CmwZ0GDWoIPh5yHxQuguKlsOoaFSAypAdYi/3Wv/Za7/mdn++9122m9z1qgOm+T8FWDjv+7f+6J9hQRxv2KtTshpIVzV+LGgUh3Zs/f4h69VKBz665puVgp411EG3wl7+oTqmvvgobNqi8NixM1ZN4gsidckpHpNpHxGAY+CRserRh0MU8MPdR143qnY2rFfrECUtJgRD/4gvh4Wog9tHunHNUGfmhh5rXowQGtvB7Hai+ODAOhv8Xlvm309D/b5B8jt9TUVEqqNsbDbejAQHw5JPNNzlyJIwdC7//rv7v1UtNSuCra1c1INr3HjkgQA2arnB4f6yY4CYBsYL9A2J5DB0Kl1yiAvl5PPigCiR8XAjrr/46rVC6AgKmqyDHhlAVFK4mQwWsjBrRps298Yf6EU9KPIlL+l3S+PzcbXNZmbOSN/54g9envt74fK2tlrxqdRLrtXq6hndtrOs/HJbtW8YlX6h0fXDuB7y6+lVOef8U/jnhnzww9gEV8MkYASd/DkvOAUe1elRs9G4kqAtVTlfjtfDJiU9yatdTG1/eXb6bXzN+ZUHGAs7qeZY6V8Z8pLZX2STwnbkPDP1347+9e6t7ohkz/FebOVMFYWqLolpvj/39BTh0u90887uqq5zQdQJdzCpC5Zk9zmT2n7NZnLWYFdkrGJ3SQsTuo8SfhX/icDkAGBQ/qPF5jUbD4PjBLNi7gLV5a7lswGUwtuE3tZbAiiuab+wwHneifX7a/ROrc1cTagwlISSBTYWqQbF3dG+2l2znySVP8v657wMqmPvChaos3rS9Y8aMtpc1PIHf4kLimr0WFxzXuE5pvQpY3LRsq9FoiAiIoLC2kNL60saAip66JA/P/2X1ZZTWlXZoffa+ShWQK9ncfEKfZHMyhbWF7Kvcx0+7f2Jf5T7MJjP/mvgvNA33YJsKN/HWurd4c+2b/HXMX7nySh3vvqvqs154QZV14xp2j8MBu3ap/yMPIt77Iet1twriWPYH7HwNUi5SQY5TLoQvo8HtgK6qrubf/1YB3r74ovlmDAafNjedSdULzB/tvWcFSL/DP4ByW6XfBgXzIM8nuLPWAGM+VvfWvs/1vA02+QR6G/ikX10moO6Tks6G3O8antCocpZvW35bJU1V32vnK/7PD/inCnANMOoDWDgRqrapepKmbQaB7SjIHy8c9WCvAKdFHWNul6qn0hrBYMauiWDVKtWGWVGhAjJFRKg6UFDFZZOpnRP2HOsGPa0mGarNUu3s3a6F4G6q3dBz/+BywIJTVf1T7CkqQHRwKpSshPocsFepNsbgVL/g2+LwWJmzkuu/vZ4aWw23j7idZ5c9S4/IHrx99tv0i+3X4Z93000qgAGotoTLLvO2nYA6TGy2Dv/Y44LZDD/8oOr69+5t/np006ql3vdB/k/e/xOmQNpV7f/g1EtVMMbtzzd5QaMmGPPcXxpCYNQsWHAKjZMvggp+6pmUBlS73uDnVIBR322NfA/C+3POOSrQxcsvq8BoaWkqKFpcnGrvWLlSBZB66SUOTB8MJ72h7gVyv4Ul0yD5AtWOoWthlo8j7OabVXlWq1X1D6mpB37P8e6FF1SbxtdfqwHqF17o/3pbg6ODdxKToQlD/Z4fEj8EgHJLOXvK9zSbFOxY43a72VWqgkz7TogC3kBwGeUZOF1OdFpds/cfbj/95M3XL7rIv007OlrV6UngNyGEEMet3B9g5dVgK4Vhr6jgzBqdKqdbCsFaCpZCHn78CmbPVm/5/PPmZSAhhBCiNQUFql/N77+rtpvHHlOTOoeEqHutoiI1ubynP22buV2qr6Bvnz+NXtWN6wKkjVUctdxuNbasstJ/rIVWq+qhzeb29Vtri5Ur1WQm+flqjGNiomqP1GpVepxO1efJM/6vvL6cvRWqglen0dEvtl/jGNi6OjX+YPduqK1VdaNhYWpbGo06r0NDW56AvUUrrlTtfpHDYfx3aiKr/F9UP8IyVXfmzP2VWb+czvLlqn11/HjVV9ZoVJ/pdqv9OGWKd5JqIQ5J9R7Y8ZIawxgxTE0QrzWpMdJut2qTjRwOCZMOvC0hhBDiSHK71ITDLru6XoGq69OaVF+ujhz3Zq9W4/1KV6u27Zixqn+3pVClw+WAoGTocjFuNFRWqv5+9fWq/Ol0qrKcwaDKk/HxHZc0IcThc0jRkXr27MmqVatYs2YNq1evpqKigvDwcEaMGMFJJ53UUWlsk82bN9OnTx/0ev+vNLBhJM7mzZtbDfy2efNmxrXQ29Lz3i1btrQa+M1qtWL1iVRTVVWlFgoXgSUcAuJV5ZajRg2icdaC1kR9aD+KLeVo0JASluK3zQpLBVXWKgL0AQQZgiirL8OgNZAQ6l+7kF+dj91lJyIggtDKdZD7PViKIHacysgdtWogYXXDLOhdrwRLngpU5AnyZQhT6ziqVSAjXQDO1MvIs9lw4yYhJAGDzjuiv8ZW02p6jgS3290YqCIuOM5vIKfD5WgcLJQYmugX/Ku+XlWAWCzqYhUSoipsDmNCVYdUT2WnVq86jelDcQK51bkAzfav3Wknv0bNfJwUmtSxHW5yvlYBrWzlqmNdcFc1i3LdPjWAye1SjYhNBuB1hC5dVIAKz+xT+fmqU97ZZ8Mtt7R9O59t+YwUcwpn9TyLf53mjSJRZ69jfcF6am21/Jb5GwPjBmJxWAgzhTUO/AWwOqwU1hai1WiJCYqhsFYN6Es2J6vBXU3WA0gxpzQbdGa3Q2mpqhw3Gg9mj3QQcy+Ysg6y5qjzevFZDXmOQT0ih0FQinew/QG43W4cLgd2lx2X24VOo8ONG7fbjVajxaAzoNfq/fMek3/NXU5VDi63i+igaIIMauBBba16+Aao0evVvvPt/L4/Q4eqWctWrlQBh376SR1DOk8cAZfqENa/fxv3XdypMG0XZH2sgg78+YTquK8LhLjTIbw/xI5XQR9yv1Mzkmd/AQExqtHCUqA6hhqjsFnLKKivRIOGJHOS37FUZa2iwlKBUWckOiiakroSimuLqXfUE2QIQq/VU2mpJEAfQHRQNDHBMTz8sJFTTlEz+K5dq4J2hIerfeapNL36ajX4tD2SkmDRIhWAZeFCVaF8550qMISfhDNg9Eew7Vl1jUi/TQ2gaWLAALWdf/xDBVCZMkUFfQts0j/2zjvVzcF//qMG1V98sfotfS/X994LF1ygZvRes0b9ruPHq+e7NfRLnDcPFiyAH39UldllZWqwxKmnqhlhfQdYX3ONmv3uwQdVR9mePdW2JkyADzZ8hgYNY7uM5berf2vMZ50uJ6d+cCpZFVl8uvlTrh58NaNHqyBB336rOlTs3KnO/9RU9ZmXXOri8nnvk2JO4bHxj/GXYd4R/oszF3PlV1fyzY5vuHf0vY2BbJrmKfX2eorrilssD7SmtK6UWnstwYbgZoPEPMdXqDGUekc9DpeDyMDIZgF0cqtycbqdRJnCCd79X5WHmGIh5QK1QtV2FbSlfD3og3GanibPpa5XcSFxGHXezK/SUkmlVR3HsbHj4cyNsG+uGtix8HvQBqgBVPZq1aE87nTeXf8ueq2es3qexfeXft+4T2pttYx+ZzT7Kvfxy55f2FO+h1dWvcL0XtO5fMDlVFgqOC3tNLpHdOfV1a9y+ZeX8+mFn/rl9a0NQrc5bRTUFOz3XDXpTAToA7zfp8lA2bL6MmpsNQQZgnC5XVgcFswmM+EB4X7rFdQUYHPaCA8Ix2wy43SqmcctFnUOezquehqRwsKdFFlaLhtYHBaKaovQoCHZnIxOp+Gtt9T1c84cFRCxokKdZ8OGqaBL7aLRwEmvq/N88z+gLhsC41VHo563qKB9qNkkt25V58O776oGJa1W5buXXgqjxtVyxkcPkhSaxLOnP8uUHt4Akq+ufpX/rfsfDy54kI/P/xjN2M9VubVgnspjM95TlRumKEi9DOJPb3PyPdckz772lVed1+o50BZWq7p+1der7xoSohqs6utV8L3KSpVfRUaq/MiXXt+xwZ5cLhUMYeFC1VB/7rmqcT4oSKXBbldpPf30tg28rLHVkGJOoW9M32av9Yvpx5q8NdhcNvRaPSnmlGazg4MKtFJtrcbl7tie2HaXnRRzCoGGwGbBfBNCE0gxpzT/PdNvA5cVMt6F4DQ10KRJwEqNBl58Ue23999Xv+OZZ6prT2ioKv+lmFPoH+tfmOge0Z0Us8qfc6py2hT4rbAQfv5ZBX6LiFANr56sydMIejB69YJVq+CZZ+Cbb9RvfvLJ6nrXw2dMglargqD26aOCv4WFqaBtl156cJ8LauZ1mw3eeUdd21vrCPL22yrAxsqVKoCI5zrua+BAdSw/9JAqGz7+uPotqq31jfs6KtD/+mY2mRtfszr9I8XefbeqjPzvf1Xglxdf9L8UTJ2qztk331TX89JS1XB/1llqUE27dLsaYk5Wx1reT2CvBFOkurdOPp/QhDP480+VP2/YoAYwpKaqc9VgUN/XalVB+Lp0OfDH+ZYl40P8a1rL68uptlUTqA8kJjiGJ59Uv/E338DixWpAzB9/qDLyqaeqtKAPggnzVDk251sVbLNsjSrzdbkYYifgjj+D7cXbWLpvKdtLtuNwORgQO4BNhZsw6oz0ienDuC7jSI9KRxPSFaZsgOy5sO9zqN6ldn7MeHUOdmlHgTUwAc7cDJmzoXgJ7Hm7of4kAMIGQPgASG4SYasDApUTPgDO2qICMWV/CbV7VX4SNarhO8w48DZ83HqrOra++kqVXzMzVaDWhAR1/3vuuW5uWaXuax8d/yg3DPMOePsj9w8u+OwClmQtoaC6AJtLjYRpWjfgKT9qNVqSzclcfLEaQPz557BsmbqH+P13NZC9Rw91nP+8+2dSzCkMjh/M9N7T/dI8uftkthVv46ddP3HriFthwgLI+Up1Ni5dBdU7QB8CidMgenTz36E1IV1VuTDrYyhZrgLsGcNVw4a9Sg3sDW5+fWlNSV0JdfY6QowhRAb6X+yKaotaLZd1pH/8Q+3X2bPVNffZZ0+8fmz7KveRYk5hQtcJfs9HBUUxMmkkedV5bC/eTogxBJPO1KzuMCIwojE/r7M3id4+Zo7q+G4thiEvqvPT5zNDjCGNATg8Tko8iSVZS6iwVFBcW0yKOYVRyc2DVo9KGkW1tZqSOm8UMq1WBfLr0UNdv2pq1Hn6yCOeQBChMHGhqk/L/Vbll9U7wBipgkDEnwFRI9Fo1HauvFIFO/vxR9UJKihIlZXPP7/hPlmrV9+xx02w82UVBEhjUAEgkqa3O79pdKC80BgGp/8Ou9+CjP+p+7LQdEi9ROXTh2mw39Spaibh559X+6SqSpVNrr9e7efGe9LAKIKNwX7vbVq39MorKvjR11+rAb+Fheq6OnWqOhfT2p6V4HA5cLqcuNwuNBoNWo0Wp8uJVqNFp9V5y5/9HlH3RFmfQOECdVzqg1VeGHsqpF7Cd9+p6+7vv6vyx0svqfobg0H9FFarKu+MHNnw4S4nOKpU0AiXQ9Xd6UPUwGgfngkOrFZVztdo1DFkNkOtQ91/m3SmZkFqfPNJh8vRar7YUr3eXXep4DlPPKHKD1qturbcc49/ObPNulwI9ndgx/+pQA3pt6ugLC14+WV1T7NkidqPLX2eRqMmNLjqKrVv/ve/5kGIQQUQMBrVNmNi1Lk5ciSszatszHua3ud3CetCijml8Vjwvea++65q7J4/X9VnPfroQewLX45adQ00hIO+kweY97xZ5bO538PO12HbC6qDttaggsCHDVDHuo/qanUfZbd7g1kHB4MhwMrCzIWkmFN44pQnmJY+rfE9/WP785fv/sJvWb9Rba1mVe4qvtr2FZmVmfSK6kX/2P7Mz5hPja2G8V3Gc27vc4kLiWu1DOxbLxMd1LaAmR9t+ojHFj3GgNgBTO4+mU2Fmzgl9RS6hXfjP2v+w57yPbw85WWVF8WdCufshW3PqWCkznoVIDPpHEi7ivU5axrbnjxBTz3O6nEWO0p2sKN0h/fJkG4waQWsv0cFLzFGqGD4PW9tdgxcfLE61l96Se3nK69U9zptLWtUWCoaj/Om+UOyObnxteXZyymoKaBbRDc+v+hzv7rFUFMoc7fO5cNNHx49gd/sVaqNzeRN5+6y3aSYU4gJjml2To/rMo6dpTvJq2mIDhp7Ckzdoe4zcr6E+gJ1X2TureopW7pnsVerhzFM5f1NOJ2qTshmU/V8oPKkwEBVv6Bx1Khjx+0CndE/GLLTov4P9B7bNps6vzzb0+nUfXVoaMt53RHnsqu2Q1C/g7aVRLnd6nqpC2p2bfNjr1L7VxegylUNB/m7698lxZzCLcNv4cGxDzauvqVoC2d+dCaLsxaTW5XbWC8zcKBqS7j3XlUHERGhgolee23bzxtPHVS/mOZBbTwB55xuJyadiRRzCl3DuzZbr09MH4w6I3anHZvT1uL2fOuWsquyOzTwW529jhRzCgPjmkcmHRQ3iKLaIursdXy741tSzCnM6DeD20bc1rhOtbWahZkLsTqsrMhZwf/+N5arrlLXvoUL1X2m3e4dnJCUpIJxHM7Ab263qrux2dTnNAbtT79N3avnfKnu33e/1VBvYFQTi4T2gEjVP8VkgrlzYcUKdd+2bZt6buxYVUeWnu7zgVHDYdxXsPnvalvdrodu14BG09j20VLZq8XXNFoY9aEKIFy4AML6Qr9HVXttU30fUPVKud9Brzv8A+L4GvUhrL5e1VcM+CckTD74nTv4eTXxz77PVPtxrztVYDmPwHhVz5P1Mez5H1jy1bUrcgSkXQ3RI1stx7vdbnKqcnDjbtaHA1T+VlrqLde2yGkFWxmgUZ+rM7W4msPhnRAsIEAdJ35tzW632rdOi8rDNDq1LX0Ibq2J8nJ1/2ezqTp/o9H7fk/dbXBAPYZtj0PpSghKVRPXmGKgZq/aL9W7QBdAdthLfP65iR07VLt1crL3tmy/eZHnu+oCG9tgWv6yDYHnjBEdMsmbxaLa2YOD9/M7eBJ+sHVtwV1UHV/WR1D4mzpfnfXqmpowRZ0PiVPUeqHpqg0+/yfVRgkqWGvO12CMxFpXSGF9dWP7mG/7aq2tltL6UvRaPYmh7Z0RyfsVy8vVvVd0tPe621J/Bw/Pa+EB4Y0T1DTtm3SgPj/19apdLzS0eQDxw6KVegOHy8HLK1/m1dWvMiZlDKOTRxNoCOThcQ+zOGsx0z+ZzkNjH2LmkJkdGqT50UdVO82GDSqv3rFD3Ut7Bq7Z7TBmjMqrPb9PeLjKP5p+lfAwN0ZNhbeMpQtUf90O1SfO5VBvOoRg+578Jjrav3/Dgeyvb5vL7SKnSk2eEh8S79fufiADB6qJ8d55RwXOKylRec9556kJkPzET1SB2LY+BfGTVZDRg/ktNRoY8pyqL9/2vMqXIoaogKJNJ4+LHQdj58KWf6nravfroNvM5p/b4yaVF+55W3VI7/sQxE1o/Lh//1v1+fj2W1i6VNUZeMoGAwe20MelQU2NOjb8BiCmzlDpzfpIDWjc9oy6PhjCVF131AjVx7Ij1exVg9bsleq+UG8Gtx0cdSqfA4gYwh9/dOWjj1R/umuvVe1JZrM61lwu9Z3/8hdI7Omt/w7Qe68HdfY67z2y1qWCtpZvUP0BI4epe5+avaovqa0UQntR2e3GVss3nr4mLdazOy2qj6HO5FeOz67Mxo2bmKAYAg3e+9wDHec2m3dyR99rUkAAfPmlKsd9+qlq76qqUuX99vaFyKvOI8WcwvjU8X7Pd4/sTq+oXtTZ69hesr1DA7/tr13Pt/zo6ZPS0u/g6ePQUr1pa59pNpkxm8ykR6X7vdYzqmfjvUhudW5jAOiE0AS/a5dv2oIMQZRbylvsG3ww9TLz53vL5o88os5P3zpUiwVuv13l/R4Wi2oH90xSERTkHeSMy+7th4274Z5b0xCIwK3yHmNkwzoN9+Zao3ewjdOintMH7b8c5sNz/W96nO8vr7davX2EQJW/wsIOb5tSTY0qZ9hsKg8xGNS+Cw0FDS51L+60AC7V99HDU2Y2RbZ+z++jzl5HSV1JYzulr6bt177sdlWfYrGo63prfUbr69V573Co/RYevv88xelyttoXu8M5asFWqfaXMULV+7S4Xp2amFsf2BjIeH/p3F+/9/aoqlLHQUSEt//m/tpQC2sKsTqthJnCqLZVt1oGbi2vP1QFBap9JTdXHavp6eqv57hwudQ1olcPmzqnXfaGujbP/nGDvUYtGsze+iin1Vun6HZ6g3frg5rX9Tnq1bpuuypLGsJAq9/vcb6/ugKbTf0OFou6pkVEePs3e9TXqzzOZlP1jEaj91zFXq2OM1Bp1ehUnuV2qmDaoPK4NrTteb6DTqNr1s/JM0alpXP1ULjdKrhMZaU658PC/O+5PcLC2lbv6XKp7fhOiqrR+OelGo1/Ob2mRpXf7Xb1fr1e1QmFhoLBVaLGT7gcDf0WDGrZMwmeRos7IIGcujLcuIkNjvUre3nGFbR0j9qq6FHQ534VVKP0D3V8egIQFy9V43bcDt55R7V5rlql+j59+61q5/IcP3a76k/d1knpPGNmHA61D/T65teg0NCG55yWhuumzSewj65h3EuAOr86kCfvadrXc399ew9Vfr7at4WF6nunpfn3c3e71XHZrRtqPzhqVL8h34ki0KpjxmBuyIdc3uf96lI8HYN9DnJ7lcpv3A0NbJ66Kl1gmyd42F85rNVyvNOmxoc561W/BENouyaU2N/1qdpa3azM6HKptg7fPtIajTef8wSh8pTzPOe32+3tRx0a6jNpRxvZ7Srvtdu9bTZ6vfqNDYH1lNS33D/fU7fUUj7ZGk/f/Zb6LbXYV9lpa+gfYPNek3Qm1Y7i+1u4HA3jzixqPa2h4boV2uYC5P6uT+3tR9Csv7WjVj2c1oYJMUJabD9rK0+51WpV+ZynX7Yvl8u/fGs0qnJBYKB/GcZv7AAt9ENxORrOA6v/xB4agypXGMLaNDDf6XJSUFOAy+0iMjDSL4+qsFQ0/vZBhiAsDgsWhwWHy4FBZ2gcn6XX6gnQBxCgD2jbNcTtgsyPVB01QPQY1c/AWqyuZ3XZoA8mqttdnHtuFFFRqq9SRobaZ755v++EhXV13v3vcqmHVqt+i6AgCLMuUe0vNXtUvUloT5V/1eer4FGOWuhyMfnmk1odT+YpPza9lh4qz1jWluqEfcfPRARGeF/w5MEum09bQSjojK2OiXO6nORV5/mNp/XkX00nbfeMiYv0VpVgtar80JMvabVqnZCQ5uOsOkptrbcM1HRC+fDw5mXSluyvDOw7xtmoMzYuN22r99x/hJnCCDMGecsYWr23HK/RqHKvRguGMHLryltsd/ItGySGJlJrr6W8vpw6ex1ajZZgYzBV1ip0Gh2hplDCA8IpyA7k6ac1bNum+uteeKFq2/SUPS0WVR4ICC9n4d6FLM5aTF51Hv1i+mFz2thdvruxX+SpXU/F5Xaxu2w32VXZ1NnrSDYnU15fjsVhISooiu4R3UkK6cLvv+tYvVrV+3smdvCUWz1V8nannV/2LGLu1rnsq9xHv5h+DE0Yys97fqawppBxXcZxYd8LcRX14Ycf1GRcXbq03Affs70KSwWV1krsTjshxhCcbicWhwWjzkh4QDhhpjB0ExeocTrl6+H381T/F62xYQaWCgiIw60NpK5OHUM+w+ObcbgcrM//k1W5q9hXuY9AfSBdwrqwuWgzZpOZ/rH9GZU8imBjcKv1Y77XJLfb3eqYuGb1Y253wwSO9T75uaYhPzfh1AaRW6smfdvfWKyooKhWj3NP+aZZuu014KxruCfTNNxfhrSr39fB1KH6Xi+1WnWPGRbWtvP5YDkc3s91OlUe4rmvA3V9qa1VaXI4Goq2Gm9QmcjINraj6EzqmmYIb7gOaxsC6dSocY11uaptvI2B31q7Bnjyc1D7t011Ri67mhjYVq76upuiVP7lrFP5mcsCukBqgtJavSbtb7zn0WR/ddkt9td3u3za4B0+9S3Bbb7P8K0fa3qP4XuutnVsbX29Kv/U16tjMCTEO/bac102GCBUs7ehHFOj2v4NoQ11AXXqtwYIH6TGkNurveWGxvs6t6rv0+jUcWvJV2UMrb7hONarY8NlaygzG1QZqg3lTN9r7H6vq55yr8uufgeX3f930AWCPpjshj4bTfMb3/u7g4pZYa9W+8DdULDUNMTKMIS2PdCVo7ZhGy5vgCxPe66zDtCqulRP/ur5ro33Uzr1mj4Uu9tNfk1+YznB9/vs79huC5tN5YWevM5TjmvvvWp7eeoMLZbW75M6Qmt9IfbX3tEWnuC7nv7FWq23DdCvbtBW6Y25otH4HL8hFJdoyMtTZZKQEHUN8j2nPW3AtZqW711bqluyWr1lHKfTO55bp1P5Q0yM9/7Tt8++b1nOaIRI1yrY9boaR5I0XU38jFsFLa3aofKExKnURM2gpkZ9VnCwupb69kfytN0U1Kp716a/g993CApH2xh4WwsNbXzYyqFqp2qLNoaxx34xTz+j+hAkJqoysCcQMahjqrj4MAZ+28+5im9bh8vprafytN0ZwkBnbLGeycNTJ9b0umq3+4/VN5nUcRMU1PTzmkz02RDQ3KUPIadh0uCm5bCDqgduo/2NifOt06i0VrY4Jr7Fa2nT+ky3S/0OGj3ojFg1gRTWFbX4fXzb9aKCorA77X7xZQCcbicaNBh1Rgw6Q4fW2x4Mp9N/nI1O5+2P6FtW9s2TXC7vPXJoqLd863Z723Q85Vu9XpW9zWbIq2m5jdjTL8w3v/HcU3k+z7esXF/f9u+ncbsPtsdecw6Hgz///BOA/v37YziCPdLT09Pp1q0bP//8s9/z+fn5JCYm8tRTT/HQQw+1+F6j0cjMmTP573//6/f8ihUrGDNmDB9//DGXtjJK/m9/+xt///vfmz0/ZcqU/X5/N24KwwrJiMug1lRLbGUsYfVh7Ivah9VgpUtJF7oWd8XoMFIdUE2JuYSKoAqCrcFo3BpqAmoIqwsjpjqG0PrQxo4ZHaXGVENeRB6FYYWggYiaCIrNxQTaAomviCehPAGT0//i/e133wFwztlnt7TJdq3nWael9damrSUvMo/EskRSSrwF+cLwQjJjM4mqjmLk9nHszZhOQcFI6utjiYlZT2hoJgaDGlRqtwdht4fSu/dHHfodLuizi1O75mLUOflmRzcKaoJJCKmlS1g1k7vvw+WG/1s5mCeDd1MdVE3fnL50L+ze+P6M2Ay2pGwhpD6EU7ee6ve77m+fHMx3OJ65NC4qAyspDynHYrAQWh9KrakWrVtLeG04EbURaN1aFvZfiMVoYcjeISSXeStttidsZ1fiLiJqIhi7Y2zj89XVSezaNYO8vHG43Tq0WjvR0RtJT59DRMQuvzQc6nF+MOu11aEeI9mR2WxI20CwJZi0Iu/o2jpjHRnxGYTWhXLy9rHk7p1GSclAHI4g4uNXERSUj05nRaNx4XbrcTpNRERsbzwvfdN2KOnrDKUhpeyN3Ut5cDkRtRFE1ESQG5mLXW8npTSFLsVdCHB0XMNFU8fqfjtRODQOFg5YiNVgZVjGMBLLvRV7f6b8SWZsJnEVcYzYM8Lvfa2dq/nh+azpvgaT3cTonaPRulVh2a61s7zXcpxaJyfvOJl90fvIjs4moTyBkzJOanx/VUAVi/stRuPWMHHzRIJsbatks+gtlIaWUhpSigYNwZZgKoIrCLIGEVUTRWRNJDr3YaxJ7gBlwWVkxWRRElpCWF0YEbUR5EbkggaSS5NJKU3BYrCwtM9SNG4NI3aPwOBoKM9p4I/uf2AxWhi2Zxj1xnq2pmwlpD6EcdvHNU5cbjFaWNx3MS6Ni/HbxmPPPpnKyh44HIGEh+8iMLAInc7ekBdqcbn0BASUkpO4ha3JWwmxhBBbFYveocdmsFEYVojFYGFQ1iCSytvWweB41Nr5sC1pG7vjdxNVHcXond5ByVWBVSzpswStW8uELRP8jvPW8ky3G/btm0Re3nhqapIxmzMID9+NwVADuHE4grHZzPTr9z80mvbfQnVk2UAIcWKwGCz83ut36o319CzoicGprklu3OyO341T62TUzlFE1R69DYNNHQ/3q0fiO7hxsyduD9uTthNWF0Z0VTR6lx6r3kphWCE2vY0hmUOIrzz+pl5pbf8WhBXwR48/MNlNnLTnJG8ZWGdndY/VuDVuxm4bS3h9+JFOshCHzfGQZ7ZmTdoa8iPzSSlJYXDW4MbnD/Z+1dfRVKbWa51cN2QrQxOKqLSaWJCRTGl9ID0jK0iLqGRUciF2p4bLPr2MpX/cTmVld4zGKrp1+5bAwBJ0OmvD7K8BOJ0mopKWsanLJvIi8oitiiW6KhoNGkpDSikMKySqJoohmUOoN9SzqucqQN3reth1dnKic4isjmTEnhGNZQtxaA50rp6ckseZPTPpH1uKVgMuN+RWhbAiJ57vdnSj0mpqtq39be9g1jvYc2HHjkvJzT2F+vpo0tPnEBm5Hb2+Do3GictlwOEIIDi4gMDA0oPafkvsWjsbum6gILyAuMo4ImtU43Z1YDV5EXmE1odyUsZJzfKH4znPPBH1ji7juiFb6BVdAUB5vYml+xKZu7UnFZb2dSxqC73Wydnpexmfmkv3yKrG54trA1hfEMvcLT34ZcV95OePweEIoHfv2UREbMdorEKjceF0mrBYIomM2El8WClGnRObU0e9XY/LDQF6Z2OnQqdLQ2ZBfzZvvoGamiTCwvbSvfsXmEyVaLV2QIPTaQI0RETs8EvnkWx3Gp+ay8S0bPrGlBGgdzakHfKqQ1ibH8u76/s17DsXZ3TPYkb/nYQHqAGo2ZUh/JqRwvc707C7dMQF13Jh390MjCshIdTbHmR1aMmsMDN3a09W5R5/9zYnio66JhUUjCQn51RKSgZgt3sGfboIDs6jZ8+5pKQs7LA0t9WuuF1sT95OaH0op2491e81T9tOTGUMo3Y3Dz59vMqMzuTP1D8x15n92rqqA6rJjcoltjKW4buHo0Xds5eX9yQzcyp5eSfjcqn8Oygon5SUBfTo8QVBRivn9d7D8KRCuoZXodeqeneXG0rqAlmfH8PrfwwiP38UubmnUF7eC7dbQ1hYBgZDHS6XHoslgvDw3Tx0/sOc2TOTEKOdd9f3pbAmiPAAGylh1YxMKsCkd/LN9u7Mz2jDbAyHybCEQs7smcWQ+GIMOtWjtMpqYGNBDN/tTGN7iSr3DIgtYXrvDIYlFKLTqvw3uyqUpVlJ/LCrK3V2bzn+QOeg260lO/s0cnPHUVo6AHdDO15gYBEJCcvp2/fdozaovRs3u+N2syNxB+Z6M7GVsRidRmoCaigIK0Dr1jJ071Aia/07Qx4ov6mo6EFW1hkUFg7HalXv1WgchIXtIT39E3ac8n9UBleSnpdOr/xeje+z6C3MHzQfgJO3nczy3stxa9yM2jmKmGpvsIQicxGreq5C49Jw5oYz0bl1uFxacnJOIyfnVEpL+0HDORIcnENKygJ69vyiXd+hveudOLxtd5rG/5of4Ac6bxyOALKzTyMr6wyqq7sCoNXaiI7eRM+enxEZuf2A23Lj5udBP+PQOxiaMdSvjbciqIKlfZYCMHnjZEyO9t8TCn91ddGsX38vZWWqjBoZuYV+/d4mPDzjoLZ3tPXPc+Om3lhPrakWp9ZJgD2AekM9BqeBYGswAfaANvcbdWgc7I3dy574PQTaAkkuTUbr1pIdlU2dqY5uRd3oVtgNvUtPv5hSzuyZyZD4YkJNdqwObeM1I6cqhI829eI9bQl74/YSXRVNlxLvNbYspIzM2EwiqyNVn5aGfC8vbzQ5OadRVDQUt1t19g8KKiAxcSm9e3+ERtOxE44dLq0dI8WhxaxMX4nWpeWMjWegd3kHNKzssZLisGLSCtPol9OPsuAyisKKqAiuIKwuDKfWSa2plsjaSNWPuC6sw/sD15pqKQgvoDi0GK1bS2h9KKWhpQRbg4mrjCO2Ug0s25q0layYLKKqo4irjEPn0lFsLqYorIjImkgGZw4m0O4/uPVQzge3W0tGxjTy80+mri6O2Nh1hIXtwWCoQaNx43AEYLOF0bPbt/SNzyPI4KDCYqK0LgCnW4PZZMOgdWHSO7E49BTWBBIdZMGkd1Jeb8Lq1KHBjUnvRKdxo9W4qbEZqLa1re/zxi4b2Rezj7iKONLzvcH1SkNL2Zq8lWBLMOO3nEr23mnk5Y2ltjaBqKgtTb5DIDabmR49vkCvtzT7zAPtu9bSlpExjaysKdTVxZGW9j0xMRswGGrRaBy43XocjkACA0vol7SdMJMNh0tDfk0wDpeWQL0TvdZJoEHd82dVhGJ36Zp9ZtPPdeOmIKyAjLgM6kx1xFXGEVIfQnZ0NnadndSSVFKLUzE4jA1lrpFUVPTAZKrAbM5Cr6/D6TRitYYTFbWVrl2/Z8+e8ygpGUhNTRfM5gyCggrR6Ww4nSas1nBSusxjy+QnsRgtDMwcSGppamN69nfedUR+PjEtm/GpufSJLqPcEkBxbSBuID2qnHq7ga+2d+PbHd0ZHF/EmT2yGBRfQpDBgd2pRatx43BpyKww8876Pvwn9k9qAmvom92X7kXePuOe+6wgSxATt0xsV5/x+vpIMjPPoqBgNDU1nr70TkJDs0lL+x7rqNfYkbiDsNowxm/3BsJ0aB38MvAXnDonI3eOJCMuozGP6p/jnSyxIrCCpX1VH7rT/zydALu3/+uR6vscqLcTbHSg07ipselxubVoNa7G+0eNBmpsBmb028kZPbKwOXV8tqUnuVUhmE1WYoLrGRRXglHn4q21/Uk2VzOlRxap4dVsL4kgpyoEq0NHang1Y7vkUV5v4pYfx7MhOotdCbsIqw0jvjIeg8NAWUgZhWGFhFhDGJw5mJD6ULKyzqCgYDSVld0JCCjFbM5Er6/D5TJgtYY39DurZt++SdTVJdClyy9ER2/yO1ft9iCCggoIDc31+ebuZleBlsq3re1fFy6yYrLYkbiDAFsAieWJBNoCyYnKoTy4nISKBHrn9mb+l7+26Xfw3fbRVmbNzx/Jtm1XU1cXR3z8arp0+aWhjc2Gy6XDZgtDp7MSFta2smF5UDnbk7ZTFVhFVE0UiWWJ5EfkUxpaSkh9CL3zerd6HwqHd5/4fk5rzp52NhZLZGMds8FQjVarAqR6g49oCAus4LRuOcSF1JFXHczusnDq7Xpig+sINdkID7BRaTGyKNN/wP2hloEdGgdloWWUhpRSb6wnvC6c6gAV9D2qOoro6mi/e6Sm3/tw5jfdIirpGVmBTutiZ2kElRYjRp26VsYE1aHTutlWHElp/YGDfJh0Dq4buoVBcSXk1wSzbF8CVVYTCaG1RAfVkxRaQ63dwEsrhuByewdLtrZ/qwKrWJ6+HJfGRY+CHo39ZZxaJ7vjd2NwGjh5+8n0CXQyo98uekWXU1ATxM7SCGpsBrQaN5cP2IHVqeONPwawJCu52We29LmVgZVkR2dTaC4kyBZEZE0k+RH5aF1aksqSSC5LxlnVhYyMc6iq6orJVE5c3GpMpoqG4w5cLgMajZ2AgHJKSwdgtwcTGFhMaGhWQ7nIBWhwufTo9RYCAsoPmDa3W8vWrdeQnz+6oYz1JWazqi/UaJw4nQGqrBG/gtUDfqEqqIpuhd0IrfeOms+MyaQyuLLZdXl/v4NVb2Vnwk6yo7IJqwsjpTQFq95KXmSe6tuX35O04jSuHrCDM3pkYXXomL2pN1mVoYSZbMQE1zMsoYgAvYNPNqczpUcW/WNLya8J5pc9qZTXm+gdXUbX8GqGJhThdGu4/cdTKbcc+Prr0DrYnridzNhMImoiSCxPROPWqPwrpJTksmT65PShOrCa1T1Wo3PpSC32lqnsejuZsZmY68yM3jmaySmFnNF9H9FB9azMiSenKgS91k1UkIUL++7G6tDy98Uj2VwUfcC0Wa1mdu2aQUnJAJxOEwkJywkOzmv4/TXY7UG43VpiYjawc+cMKip6otU6iI9fSVBQMVqtFbdbj80WQmBgCYE9f2B199UAJJYnoneq8l91YDWF4YXEl8czZO8QJnYpJD2qHJtTx6bCaCosRswmG6FGO/EhtbjcGn7N6EK1zXjA7wBqfFqdsY46Ux1alxa9S4/FYCHAFkCwNRiD6+jue2G1hlNYOByLJQKjsZrw8F0N5REnnnNQo3ERHJzfpu2VB5WzLm0dDp2D+Ip4Qi2h2HV2isxFqm41P52e+T0PaTxk0/VcuNSY0ZhMagJqiKuMw+gwkheRh96pp2txVxLLEjkzLZeze+0lMtDChxt7k18TQojRRlp4FaOSCwg0OPh+Zxqf7E5iX/Q+cqJy0Ll0JJUlURpSSlVQFTFVMaQWpxJWE8W+fZOoqEjH7dYRG7uWwMDihjZdd8OYOCMBAcVs2nQHFRXdCQgoo1evTwgNzUKnswKaxnvCmJgNLX7Xg60Hzsk5heLiIdhsocTFrSE4OBedzopW68TlUmkzm/diMlW3af9mxmayM2EngbZAEsoTCLQFkheZR2lIKbFVsfTN6YvRYWRvzF4y4jIIsAc09knKicrBYrDQvbA7XYu7EqF3EmK0o9FAtdWIw6VBr3Vh0LnQoMrxFRYj1Tob2dHZ5EbkonPpiK+Ip8RcgsVgIa4yji4lXQi1HIaoJ+KwcWqc7Inbw+743YRYQkgqS0Lv0pMTmUNFcAVdSrrQK68XGreGrJgsMmMyMTgNpJSmUGesozC8EIPDQPfC7iSWJ3JaWg7DEwtxAyuyEyirDyDUZMNsstE1XPXt+Hp7d1YHFrElZQvBlmBiq2IxOoxYDaq/tVVvZVDWIOIq4/ij+x8UhxWTWJbod4+bF5GHXWfnpIyTmBKsyk7J5ho+3ZLO7rIwdBo3vaPLGRhXQlSQhbV5sby5doDfd2/tXN0bs5fNXTZjrjMTV+kN0FoVWEVheCFJpUkM3DOS7duupqRkIHZ7MF26zCckJAe9vh5w43QGYLOZ6dLlV7RaR7PPbOlz25K24uLBDWW5VEJCcomJ2YDJVI5W68DlMmCzmYmM3IrTGUBNTRJOp4Hw8F0EBFSg0fiOiTMQGFiKTmdrw1HSsZwaJyXmEorMRdQE1BBZE0ltQC0OrYPo6mjiKuMItnZsxCYXLvZF72NXwi70Tj1J5UkY7Uayo7OpNdWSWpxK98LuGJ1tn/jH43CNIW+6PYfWwa74XWTEZWCuM5NUnoTOpSMvIo+ykDKSS5Ppndubc9PyOb/PbkJNdt5c05+sSjMhRjtJoTUMii/GpHOyJCvJ795xf99hT+wetiVvw1xnJqY6Bp1Tp8oQYUXUmeoYlDXIb4z/4dgnrYkNriPYYMfl1lBuMeF0aTDpXega6qHcQHFtIE53+wPetHYOOrQOMuIyyIjNIMgaRHJZMm7c5ETlUG+sp3thd9KK0pjePZsL++7CqHMxe1Nv9laYCdQ7iA6qZ2hCMcFGO19u68H8WtiYuhG3xk1cRRzmejN1pjoKwguw6W3039ef5PK27d9uERXcNWoDiaG1/LQrlaX7krA5dfSMrCA1vIq44DqKaoN4e13/FrfX9LsadU6MOidajRu7U4fTrUGDt35PA1idWv46Zh39Y0spqAni4z97UWk1kWKuJjG0lv6xpbiBV1YNZqfbxr6ofRSHFRNsCSaiNqLZ/Wpr9QvNxqgUjGDv3mlUVXUlKmoLcXF/YDRWotU6cLt1DfexRURG7mi2rZa215b963AY2bPnfIqKhmGxRBIbu47Q0H0N+b4Guz0QpzOA9PTP2vQdWvvcpuvlRuSyvut6gmxBjW1CALUBtRSFFdGlpAsDswa2qRxfXx/Ntm1XUl7eG53OSkrKgoa6fU8ZOACXy8C5Iz7juiFbiA2u58NNvfmzMAq91k3X8Ep6RVcQZrKyvSSCz7f6T27UGpvORmF4IYVhhdQb64mujqY8qBytW0tMVQwJFQkEWELJzx9DbW0C4CYycqtPXYWnHG8gMLCIiopeOBxB6HRWQkJy0OkszeZLDAioaFPaPO9xu1VgU9/oTWqbbjQaF/XGWnKic8iLyEPr0hJfEU+xuRirwUp8RTwpJSmEWg9vGfhQ+qFqNW7uP3kNfWPKyK8O5pPN6VRajaSGqXN1QFwJbreG1/8YyJQeqo9UnV3PipwEyupNRAdZ6BtTxkmJRZTXm7j824lsS9pGZkwmUTVRxFXEoXPrKA5VbZNR1VEMyhpEde5o9u49h6qqNMzmDOLi/mgst6h69mCCggqY3H8R/WNVn/aNhdFUWAII1NvV9cusJl5ZkpXExqBi/kz5k0BbIHGVcZjsJixGiyo/GqwMzBrYbCx/a/ukLfW2AGecO5mMuAyyYrIItgbTpaQLdcY68iPyceOmZ0FPkkuTqTfWsyduD/kR+YRYQuhS0oXisGJKQkow15vpUdCDuNpITuuWTZewaiotJrYUR1JjMxARYCXUZCM6yILNqeWXPamUmqrJj8in2FyM0WEk2BJMSWgJoZZQEioSiK2M9Wtf6wht2SdNj7/W9m9VVRe2bp1JVVUaQUEFdO36IwEBpeh09sZxNm63Do3GybZtV1NV1ZXo6I106TKfwMDihrYCPXZ7KDqdhYqKdPbsmY7VGkla2nfEx6/AZKpEo3Hhcumw282YTOXYY7azNXkr1QHVRFVHkViRSJG5iGJzMSa7iT65fYisSKC4WOXlGo2TsLDdGI3VDf0e3LjdWmw2N0uXvk9lZSXmVmdqVdoV+G3v3r0sWrSIsWPHkp7un4l+//33XHfddZSUqJkJIyIieOONN7j44ovbuvlDkp6eTvfu3fnpp5/8nvcEfnv66ad58MEHW3yv0Wjkuuuu4z//+Y/f857Ab3PmzOGSS1qY9R2wWq1YfUKaV1VVkZKS0qad77E2by1bi7ei0WgI1AcyNX1qh85s0BHcbnfHRaU8xFmCKywVDPzPQLKrshmVPIqh8UPZUbqDBXsXEB4QzqabNlFXkML48Wr2qEGD1IzkPXv6b6e8XM2odVBpa229osWwby7U56hZxQOTVFRMjUZFyXTZoftMvtj6BRd+fiF6rZ5gg/fmsc5eh91l55MLPmFG/xktf+aB0neoszCfQF5e+TJ3zbuLIEOQ36w1JXUl2Jw2fr78Z87ocQYAH36oZpR1tdDHrHt32L27yZNt+R3a+5seaL226oBj5NGFj/Kvpf+iW0Q3Xp7yMqtyVvHk0idJCElg1fWr2hxd3S89+3OMHM+5VblsKd4CgElnYkzKmMM7k6RHRx8josP954//cMuPt7T4mk6jY9PNm+gb09f/hf2cq9M+nsYPu34gQB/QOEPv3oq9OFwOZg6eyTvT32Fn6U76vN4HwG+W4gpLBUW1RVw58EpmnTerA77dsae8vpzdZSrjNulNDIgd4FfOeWTBIzz1+1PoNDpO6XoKAGvy1lBlreL8PufzxcVfYHPa6Pt6X/aU72nxM64ZfA3vTX+vXelanbuaiz6/CIDHxz/OgwseJCYohi8u/oI+MX0O5qseP1o5HyosFXR/pTtl9WUtvu2ukXfxf1P+r+VtNdneli0wZIiKrD18uJpB3nQoY4nbWnZuXpPT/HkhxAlre8l2xr47lrL6Mv477b+kmFO47MvLqLZWM/fiuZzb+9zOTuKJ5wjecy/cu5BL5l5CZGAkD419iLvn3U2SOYkvL/6SnlE9D7yBY9F+9u9lX1zGnM1zCDWGMiZlDAAL9i7A4XLw0NiHeOq0p45kSoUQh+D3fb8z7r1xBOgDOCX1lMbn91XuY1vJNs7rfR5fzviyE1PYQdwu2P4i5M9T/8efDsYoNcOf26VmVjJG4Ui5ih9/0rB2LZSUqHrs2FjvLMwul1q+4AK1mdmbZnPrj7cyJH4IUUFR/LDzB545/RnuHHln473t1uKtTP5wMnX2On658heWZi3lnl/u4ayeZzH3orl+Mw+JQ7S/ssH6+2H7897/AxMbZkBs6Fh70uvQ06e+qKPriw+x3FJXB+vXw759UFkJ0dFqJiudjobGUtX+0uUwxE/598p/c//8+zmz55n0iOjBSytf4tbht/LSGS/5za7WSNpFjh+734Q/bmr5NWMknFfgM6tqB3BaYdEkKFbBN4g8CSIGq9misz4G3HDSf6DnTVRVqXbHigo1w6ejoT+tXq9mC+zdW50jbZGRoWZaLC5W7w8P958t0myGsWObvOlItTttfBi2Pg1oIO1qSDpbzWS8dxZkvKtmZLyoSrV5/jYFClsJyJV8Hgx5AX4eoma2jB4D/R5tmPUSWHAK1O2DPg/A4GdaT6s4unXANemWW8DTTSMlBS65BJKToawMfv9dtcO++WYHprmN3t/wPtd+cy0xQTEU/bXI77WLPr+IuVvnHlQ7wLHu6aVP8/DCh+kf258Pz/uQ99a/xyurX2Fcl3HMu2JeYznztdfgjjtaPyxysp0kbR0DpashOBWGvQrRJ6sZXTc/AVv+BYEJvF2cxw03qPfceiu8+morVe/WMij6DWr2qutEYGLD7LEN4Z9cDkg8q80zjne4rc/BxgfUsj4YYsarL1K0WM1unXopjPkYdr8Nf9yIbwArP0P+D3rf5f1/P+egxQJTp8JCn2w6IUFdv4qL1f82m3em36PVmrw1XP7l5VgcFi7pdwkvrXyJi/tdzBtnveGd3dzXfvKb//5XHUeePh9DhqiybH4+rFunXjNNfYDnlj/HhK4TWHi1d+d9tuUzZsydQWRgJCV/LWHwm4PZVLiJZ09/lvtPvr9xvaeWPsUjCx9haMJQ1t6wlvp6OPNMWLzYmw6jUf0OLpcqA5R7xzTv/zscTLuTaG4/501xMZx2GjTMedvM5ZfD7Nlt29bps05nwd4F3Dv6Xl6Y/ELj82+tfYsbv7+R1LBUMu/KbHPaRMvmzYNLL21+HgUGqrbeYcMOYqMnQP+8Skslr61+jaLaInRaHWaTmTtG3uGdWTz3e1hyDuCGPvdDr7shMF5916/iwVoEg57G0fs+Jnwwgd/3/c7o5NFc3O9iVueuZs7mOcSHxLPuhnUkhCbgdsPVV6u+d62pqlIzbB8TWjlGXG4XXf/dleyqbGb0m0G3iG4Nq7h5YcULOFwO1t2wjiEJQ450itvt14xfmfnNTMICwkgNS2Vx1mKen/Q8N53UcL/egdekqio45xx1rYyOhrffVudueDhotVBbCwUFkJ7e9nvug9LKOV1lraLfG/3IqcohLTyNHpE9qLRWsjp3NRo0LL5mMT1N4xg5UtWhde0KP/wAffr476aaGlV3oPUdF3iI+U1tLaxeDZmZqu4uPt77GRqNKm/06aP2Xbv2wf74pGFt3lp2lO5Qk4cag5nSY0pjvd1jj8GTT6r1nn8e7ruv5c2ddpq3vLp8OYwe3fJ6t/5wK2+seYPTu53OkxOebHz+jTVvMGvjLKalT+O7S5sMIjnU/Hz7v2H93YAGJi6AuAlQlwsly1TdSc0e6HEzRI+ClVer9Qb8DbrfCIFx6h7k04bC9sh3mVWt4+qvrybYEExCaELjxxTUFFBjq+HNaW9yw7Ab2vwd1q6FyZPVvTOovvC9eqlr4s6dMG4cfP5jESn/l4LNaWNi2kR0GhXcr6y+jLX5a+kT3Yett25t7M8eERDBhX0vbPyMTYWbWJW7inN6ncM3l3xzcPv3SLNXqYfLDm4HoAWtUd0L2irg+4Y+lAP+Af0fU8vbXoCa3VCXrf4fMwcMZtbnr+eab66hvL6cUcmj+GbHN/ztlL9x/8n3o9Pq+Mc/4Ikn1FuefhpaGaJCTo4qs+zZo3Zbero6Vz11gQ4HDByoztd2O8DvUF5fzpNLnmR76XbiguMot5Tz8NiHGZ40/CA+7Ohlt6trRVkZ1Ner/10ulR8GBKh6poSEA2/H1+LMxczdOhezyUyVtYrz+pzHxLSJh+cLiI5xtOZLvtzu/V9v93OP8fu+35n84WTcuPnkgk+os9dx1ddXEWwI5rdrfmNw/GD4eRiUr4OwAXDWJvXGggVQ8CvU5wJuSLsW4n2O5TbsN5vTRk5VDgAGraF9Y0Taq53lEZcLqqvVee9pszEY1D1hUJDqfzD87eEU1RZx+4jbGZ44nOeWP8fmos1cPehq3j/3/dbT0Mr+2FW6i+eWPYdOq6PKWkXX8K7cf/L9fmORsNeo+yZbJbjtqlyg0TRck0LA3AtyvlZ1g/Zq1S5ljAAaCnIN/QhInNKGnea1sWAjd/x8B1aHlWBjMNXWav7vjP/j5C4nN66zIGMBZ885myBDED9c9gOrc1dzx893MCB2AIuuXkRUUBQsmgwF8yFiKAx/E8y9oWo71GaCvRIsRdBtpirzNN1vTfbdunXqvn3nTlXWe/JJdS0MDla/X1WVKr9s2QI336zKuDNnqvJjly7qt3Q41Dr19aq8nVmRybSPp5FZkclnF33G51s/5/0N7/PAyQ/w9GlPt2/c43E0julIq7ZWc/tPtzN702zuGnUXX23/CoDZ581mdEorBfsOklGeQW6VCpobERhB/1ifgCP1+ZD3I1TvVudVUIpqM/A0wrodkHAmGFXdssvtYkPBBuxOOwC9onv5n89t5Har8khpqTdf8tRDGwwQFgb9+zd506HUAx+m47K4tpjHFj3GluItpIalklOVw+OnPN6sHFRtreattW9RUqfGkEcHRXPDsBsINR1c5Y7b7WZX2S6cLicajYZuEd1a7hcijhn51fn8ffHfKagpIMQYgtPt5PHxjzcbE2V32vl+5/dUWatw46Z7RHfGpY47qM/cWLCRi+deTJW1ivvH3M8/lvyDHpE9+PTCTxvr6WxOG5d9cRlfbPuCh8c+zFWDruK0WadRbavm+0u/V59tr4b8n9W1T6OD4K6gM6llt0vlI1GjIbhJmWg/ZYhXV73KHT/fwZD4IXw540v+vvjvvL/hfS4bcBmzzp2Fw67uMX/9VV3zzj1X9T8JCfHWj1VXww03qDamZp/ZyuceKG2PPAIvvghWKzz1FEyfDnFxagyV1araTEJDISmphW0KrA4r7214j4zyDEw6EwH6AG486Uaig6IP/OajxK7SXdz/6/2U15djNpmptdfyzGnP+NcbVDfUmdjKQBfYECtB6+3/GjtetX97HOC4XLh3YWOb69OnPc1tP96GUWfkqxlftVx3fizc6x2isvoyXl31KuWWctxuN9FB0dw+8nb/MonLAdZSsFf41Huh7jF0gSqv0miosdXwwPwHeGvdW8zoN4Mvt33J1PSpvH7W68QGNwT6amtZw14NNRlgLVafqdGrvFAlSPX/Ck7e72b8ttcWtkqo2KDKdG6X6j/i+5n6YIj19jm3OCxkV6o6PaPOSGp4avNtHsCaNapdYvNmVX80Zowqu/nWs/fr13rd9X61cvyuXQuTJqk8/+STVftZWpr/Ww9L/BPg590/c8FnF5BiTmH+lfN5eOHDzN40m/vH3M+zk55t83coKYFnnlH1+k4nTJmirheBgWo1q1XVy115JVBf0HAslah+PI35iFvlI5HDICCm+Wcf59xuN3vK9+Byu9CgIS0iDb22Y4NvtVtb8wdrKZStg/o8dY4awxvO1YY6DX0whKTB4qlQuQXSroH021TMnZJl4KhT29AZG/vQL9y7kJnfzCTEGEKyOZkVOSt4cfKLXD/0egB++QX+/W/YtAkGD4Zp07zlFrtdnTPdu6u2kbbaUbKDS764hOzKbO4bcx/PLnuW9Kh0PrngE9Ii0g68gYNUWlfKu+vfxeq0YnFY6BXVi0sHXNrs9y+sKeTr7V/jdDtxuV2cnHLyMdHO3NGsVvjxR9iwQf3O6emqTVmrVQ+XS9UDTpum1q+r89Yj2e0qj9Lp1LESFaXy+Opq1VesrEz1r/O0J4Aqb3s+A+CnXT8xa9Ms4oPjyavJ49xe53JJ/0vaXP9UVVVFWFhYxwd+e/jhh3n22WfJyMggNdV7Ady9ezcDBw7EYrGQmppKUFAQ27dvR6vVsnr1aoYMOfwH0ejRo3E6naxevdrv+S1bttC/f3/efPNNbrjhhhbfm5CQwLhx4/jsM//opz/88APTpk1j3rx5TJ48uU3paM/OFwfvt8zfOG3WaSSFJrHuxnWcNus0NhVu8guYVl8PK1fCjh2q4RRUhZlOp07A4GC4994mG+6Agk9buN1uhr41lA0FG7h+yPXM6D+DuVvn8ubaN+kf259NN21qfsKfAB3LjrR6ez1pL6dRWFvIrcNvZUzKGOZunctX279ieOJwVv9F5Sc7dqiGdVtD4HmTCYYOVZWyO3dCt26qUd7PcR74ze12c9mXl/HJ5k+4Y8QdzN02lwpLBUuuWcKwxIPpOSnaTRqajikOl4M+r/dhd9lunj39Wc7vcz4P/PoAX277kmsHX8u7099t/qb9nKuZFZn0fb0vTreTrbdspdxSzoi3RxAZGMmO23aohlfgws8u5IttXzA4fjBXDrySotoinl32LBo0/Hnzn/SL7Xc4v/Yxy+qwMuTNIWwr2cbci+bSM6onQ98citlkZuutW4kPiQdg7ta5XPT5RaSYU1h34zr2lO1h9DujCTQEsvO2nSSZ21/DXVpXymdbPsONG71Wz2UDLiPEGNLRX/HYs5/z4cXlL3Lf/PsYFDeI7y79jnX56zj303MJM4Wx5449jedDs221sL3t2+GLL1QngqoqdY03mVT50elUN4r//neTzrhCCHGYrcxZyWmzTiMmKIZuEd1YlLmo5Y7f4vDo5AGVOVU5zN06F7fbjVFn5Noh1xJk6KRBykfCfq75pXWl9H2jLyV1Jay4bgXZldlc+PmF9I3py7ob1mHSH0rEViHEkTb0zaGsL1hP1/Cu9IvpR72jnoV71QivRVcv4tSup3ZuAo9yBTUFjR0W4kLi6BLWPPJWVkUW53xyDuX15dTZ6zir51m8c847R2aSghNJa9eusnUwr6GeNGYsjPif6sTvdsHnweC0HP7Ab8e4DQUb2FiwEYCUsJT9D6qSdpHjQ+0++D4dXA0TbhkjIaQbVG4FZ5167uJ60HXgSO+M92HVtWp5yIvQ+x7va58GqLQ0BH7rdEei3al2nxoA67JD+p0w7N/q+bK1kDVHBTT1BH7b9gJs+KtngyrAqT5YDSJz1EDcRDWYYu8HoAuC8wrBEKLyx+wvYPd/VcdQCfx2bDvE9uvff/d2uDr5ZNWZvWkwh/p61THwSJu3ex5TPpqCVqPF9qgNnVbX+Nr498azdN/SEzYI+YO/Psizy57l9G6ns2jvIgbFD2LR1Yswm1T/mNWrVWdYp1P99JddBldcoZaXLlXBt3Ys+JqoreepDY77CpLPVeWkJWdD9R6o3gGBCcyqyuPqq9Vq112n3qtv0s/Rt/PVUam+EL5JVp2vY0+B8d+CoaEv0cJJUPirCvw2+AX4rpu69gTEw+DnIPFM1bn550EqQFw7Ar898QT84x9qefRoFUBxwAD1f0aGaut46aXm+/NoVGurZWOhKhcG6gP335GxlfwmN1d1lrbbVUe+n35SkwB5FBaqfiH1iercN2gNatB0g/yafHKqchoniPrLt3/hf+v/x8S0idw72tvx6Pnlz/Nb5m/cNOwm/jPtP9x/vwp2AiqIzUsvwfjxqu/J77+rwJeff9627yA6yH7Om/PPh6/UGFW6dYMHHlB9hXJy4JNP1PXIL3DVfrblmWhsSPwQHhv/WOPz76x/hx92/cDF/S7m0ws/bXPaRHMlJWrwW2lpy69//LEaXN5u0j8P5o+BkhUQ2gumbVfP7Z0FW55SgXHcThj0NPR9kPzqfIa+NZSy+jLmXTGPa76+htzqXBZetbBxkOZbb8GNN6rNJCWpwYTTp6uywooVKp+cO/fYD/wG3nO/JYPiBrHhpg2HMWEdq95e3zgBX6gptLGsd7gUF8OuXZCdrTrk19erXR0YqK7dkyZ1TuA3gB93/cjUj6eSFp7Gllu2cPtPt/PO+ne4dfitvHbWa4DqS7Jihepzsm+fep/R6O2rbDTCXXc1ubc5jvObb7+Fiy9W+2X6dHj2WRWUzKOqSg2m+O47uPtulR/ceKMKxNu9u9pPtbWQlaX6ee92/cqkDye1+nnvnPMOM4fM9H/yUPfvypmw9z3/Oo3qPZD3g3ed8IGw+noVBC5mHJy+RD2/4xUVPL9ClWEZ+S6OrlfS89WeZFZkckGfCzgl9RRW5KxgzuY5JIYmsvfOvc0DG+znO/TtC9u2qeXnn4fbb/dObpmTA/Pnw7XXwlVfXcWHmz4kOiiak1NU0Jfvd36P0+3k9bNe55bht2B32kn+v2SKaosI0Adg0plw46bKWgXAd5d+x7T0aQe3f482Ge+riSeqd6ng4OY+6rd1WtUgVmMU9PUGdna4HI15YYA+wC8v/P13dXyXlam6jSefVGXH0FBV3s/LU0EfBw060l9SCHFMacdYgB92/sC5n55Lv5h+1NpryanKYd4V8xifOl6tV7MXtj0PZavV4P+w/mAIV685a1Ved9JroG9DZeuxlLcfwNKspZw26zQSQxP565i/cttPtzEyaSSLr1nccj+jY7Ds1V6/7PmFc+acQ2p4Kvsq99Etohu/Xf0bMcE+A+1r9qr2ubps1UbnsqlB3PoQCExQ9bm+DlA2yMtT462KilRZ32pVZeWQEBWgc9QoNdB22za1nieYp2fiCrNZXWdPOkltr8paxf3z76ekrgQ3bs5OP5trBl/T4ftKHNjGgo3U2msBGBA74KADfwkhREeosdXw8+6fcbvVWKyp6VOb3Ws7XU6u+/Y6Ptz0IREBEWg0Gn66/CdOSjypfR/WzjGdr6x6hTt/vpPe0b3ZXrKdS/tfyofnfejXBu37NotFXS9B1ZOYWuoe3QF1SxaLqpPLzFT1NfX1KshRQIAKijFihAR+E+3UhuMyqyKLd9e/2zhu8pbhtxxTAfOOBXX2usZgUsHG4AO/QRxxNTUq/snOnep+Sav1nyw8Ohpuve3wjGNakb2CK766AlDHyr2j7+W+Ma3M3tKOemC3W/XH8HwXIQCoy1H18dbShvoFh6q3MpghrC+E9mhc1eqwUmmtBCDYENxq/mW3qzYki0UtG42qXj7oIIbZWR1WFmUuwuV2odPomJg2UcZZiA512AK/jR8/npqaGtatW+f3/O23387rr7/OrbfeyquvvgrAl19+yYUXXsi1117LO++8cxBfo31uuOEG5syZQ3l5OXqfK8Inn3zCpZdeyrJlyxgzZkyL7508eTLZ2dls87SCNnjmmWd46KGHyM3NJTExsU3pkMBvR46nQ3GXsC7sq9zHlQOvZNZ5s9q3kYMdwN0BFfrfbP+Gcz89l+4R3dl26zb6/6c/O0t3MveiuVzQ94L9p9X3c2VW30Py/LLnuf/X+zm92+n8fPnP9Hi1B5kVmXx7ybec3etsQHWAeP99tf5JJ8Gnn6pOngB//KEa7L9pMqHdUR34rYNYHVb+8t1fKKwtBODW4bdyTq9zOjlVQhy9Pt38KZd8cQn9Yvrxw2U/kP5aOlqNlp237Wx5BrQD5CNPL32ahxc+zLm9z6WkroTf9/3erCPb2ry1nPT2SZhNZnLuzuHFFS/y98V/b3kmTuFnRfYKxr43lsTQRFLMKazIWcH709/n6sFX+6138rsnszx7OW9Oe5NFmYv4ZPMnPDruUf458Z+dlPLj1H7OB6vDSq/XepFVmcX8K+fzyqpX+G7ndzw18SkeGvdQ69tqZXtCCHE0Wrh3IfP3zAfUrILSUUkctw5QBv58y+dcPPdiBscPpqSuhLzqPJbPXM7I5JFHMJFCiI7w3vr3mPntTPrH9ufPm/9s/H9A7AA23byps5MnRNu1du1adw/s+D81e/TU7Sp4lcdngRL47VBJu8jxacNDsK0hAFjXK9U5YgiFzI9hxeXq+Y4O/PbrKVC8BIJT4ey96tgqWgJFi2HzP1SQnhMp8Fv2F/D7hWr5lB9VwCGAz4LAWa+WPYHfvu0KtVlqAPSEeSrIJcCKKyFztgr8hlYFNApKhukqYCklK9QgW4+EKZByXutpFUefg5mYqJXjd+ZMeO89tTx3LlzQQhN5Z9lYsJHBbw4GIO+ePBJCExpf6/1ab3aU7uDlKS9zx8g7OimFnevTzZ9SbasG4Nze5/p1xL7hBjUjMqjgY3/7m/97i4vBXPUNptXnqifGfgEp56vlfXO9K+oCIWkqv/wCc+aoQBqVlWpWzbAwNdihqkoFmXvxxcPzPTuEb6DMKeshYjBYy1RQzY0PQvk6FfgtejSsbTiexn8HST6BFeaGg72yzYHfHA5ITVUdhPV6FUAlPv5wfcGjTCv5zaOPwr/+pZafeUYF9GpJra2WiGcjsLvsLb7+2pmvceuIW3l77dvc8H3rE3O8e867XNH/WhITVXAqk0kFLomL20+aD0TKth2jlfOmoEANXnK5ICZGzeoeG+v/1vx8NdP7gbYF8O2Ob5n+yfRWk/Hi5Be5Z/Q9/k/KvV67PPSQOp9b0+GB306kc3XZDNj3mQrGffYeNUu7vQqsJd51jFFgDANgSdYSTpt1Gi63C5fb1ez4Hj4c1qxRyytXwshjvTp/P+fqrtJdpL+WjgYNa29YS1xIHFM/nsqGgg28NPkl7h599xFOrGhVO89pT/Cs6b2m8+2Ob0kNT+XPm/88tIkcj+PAb6AC786bp/rX5uaq8ruhYaxMYKAKuHrpper6unQprF+vyk1VVWqgTnCwKsNefjn0H+gg5vkYKiwV9I/tT1JoEqX1pazJW4NOo6PgvoLmg0MPdf9aS2H5pVC4AEK6qzJ7UCpo9So/rNoGve5Wgd9KVkBoOpy1WdUH1xeApdC7reAuYIzg9dWvc9tPtzE6eTTLr1vOabNOY+Hehbww6QXuHdN0FvPWv8PChXDaaWp58mS1n1vj6TsYYgwh7548thRvYfQ7owkPCCfn7pzGgVMPzH+A55Y/xwV9LmDuxXMbyzLJ5mQy78xsPhD9WC+3uJxgKwV7NbgsoA0AYwSYItu1mdpadfyuWaOO8+pqNUg+IEANzpw4UQWHE0KIjjJv9zw2Faq29BFJIzil6ymtr+x2q/ZIjRZ0J/ZEim+tfYvHFqmg7JGBkSy8aqG3vvdEutfzsbN0J0W1RQD0jelLZGD7roFCCCGEaL/tJduxOCxo0NA/tn+LQd8OqAPb6oUQQogWHcy1RgghRIvaE3usXTEz9+7dy6mnntrs+Z9//hmj0chTT3lnqzv//PMZN24cS5cubc9HHLTzzjuPt99+my+++IIZM2Y0Pv/BBx+QmJjIyP30GDnvvPO45ZZbWLVqVeN6DoeD2bNnM3LkyDYHfRNH1j8n/JNQYyhWpxWtRus3i26btbVw0VpBpenz7SisTO89nWEJw1ibv5YrvrqCnaU7GRw/mPP7nN/mbbT3M0Vztwy/heeWP8evGb/yyMJHyKzIZEj8kMagb+DtGKHVqo6B3XzG6A0frgYinIhMelP7gy0KcQK7uN/FPLf8Odblr+Osj8/C5rRx7+h7Ww761gb3jbmPDzd9yNfbvwbg5JSTuXbwtX7rDEscxqRuk5ifMZ//rPkP/13zXwAeGttCMCzhZ3TKaO4ZdQ/vrH+H7SXbmd5rerOgb6A65Y9+ZzSPLnyUkroS4oLjeGBsK6NFRNu1o+xl0pv454R/ctXXV3HT9zexp3wPSaFJ3DXqrsOeTCGEOFImpk1kYtrEzk6GEJ3uon4Xcc3ua1i0dxE6jY6Hxj4kQd+EOEZdOuBS7v/1fjYXbWZ59nLeWvcWALePuL2TUyZEBylcoP6G9vYGfdv1H9j5GjitnZeu44W0ixyfihapv4ZwGPG2dyCSRnv4PrNun/ob0sNb71S4EDb//fB95tEsuKt3uWqbN/DbBWXe806jgZq9KugbQNrV3qBvTXW9QgV+q8uBvbMg7SoV2Ch6tHrdUQuag+jMLDpXB+bBFot3+WibUy8+xBslq7C20C/wm2dSLN91TjQz+s9o8XmHA776Si3r9XB3C7FNYmKA6LMh42QoWQZrb1eBNmPGQeJUsJVBxUbQqKgQkyerh4fdDnV1aiB9i7PbH20qN6u/WgOEDVDL5evht8n+6+V+r/4GxHmDvpX+oQKSutpXfty4UQV9Axg//gQK+rYf69d7lyfup5o12BjMiKQRLMtexpD4IYxOHk2VrYrZm2YDMCFtAsAB66NGJo9k6VIVvATg9NNbCfoGUrY9Ssydq4K+AVx2WfOgb9Ak6NsBjEw6wDFygNfF/jkc3uCxoMoRb7yhgoN+8QW88MJh+NAT6Vwd8hKUb4DqnfDLCEi7RtVtaLRQuw9KV8OwVwEV+G186nhy78nF5rShQUOSOalxU1lZ3qBvvXodw0Hf2tJ/we2mZ1RPxqSMYXn2cpZlL2Na+jQ2FGzAoDVwxcArjkxaRdu085x+ecrLrMtfx5q8NSSGJvLWtLcOLuhbW/vCtGWdozxfSkpSwb5nztz/egkJcPHF6tE6PdPSpzF702xOTT2VV896lReWv8CavDWc3OXk5kHfOoIpCib8ogLAFS9TgdysJep3MEZAysUQnAbDXodFp6s8c8Gp0G2mmmDA7YbaTHXPM+IdAK4beh3/XPJPVuSs4K21b7Fw70IiAyO56aT2TTiwZIl3+eyzW18PVN9BT7708Z8fsyp3FQAzB89sDPoGcP3Q63lu+XN8t/M7yuvLmbVxVuN6jQPR25gXHhO0OgiIVY9DEBwMU6aohxBCHAln9DiDM3qc0baVNRrQBx7eBB0jbhh2AzcMayWA/7Fy7epg6VHppEeld3YyhBBCiBNK7+jeh76RtpRdDsM4eCGEECcQuT4IIUSnaFfgt5KSElJS/IOTVFRUsGfPHsaNG0doaKjfa4MHD2aNp+fGYXbmmWcyadIkbr75ZqqqqujRowdz5szh559/Zvbs2eh0quHxuuuu44MPPmDPnj2kpqYCMHPmTF5//XUuuuginnnmGWJjY3njjTfYsWMHv/766xFJv2g/g87AI+MfOTIfdpgKKn8/9e9MmzONz7Z8BsDfTvkbmrbOGiM6RLAxmLtH3c0jCx/h2WXPAvDo+EcbX9+0Sc0qCDBoEPTs2XwbnpkI2+R46vwghGgXjUbDM6c9w+TZk9lavJUwUxgPj3u46UotvdH//4Y8wqAzMO+KeWRWZAKqEbala8iDYx9kfsZ8Hl34KHaXnVNST2FU8qiO+ErHvecnP8/zk5/f7zqjkkdx2/DbWJa9jGRzMneNuuvQZvQVB+XygZfz2h+vsbV4KyHGEP4x4R8EGqTTihBCCHE8em/6ewdeSQhx1AvQB/CXoX/h6d+f5r5f7mNlzkoiAyO5fODlnZ00ITqGvUr9DfSJDGApgqqtnZMeIY52jlooX6eWUy7wBn073AJi1SBcTwA4gD4PQLpPIFL9CVTXFzkMEs+CvB/hzyfUQOak6WCKBFs5lKwCZx3YK73v6dIwMttpgartaj2PtKtUwKOdL8PKq2Hbc2Duq4If1WZC2Vo4Yw2E9z+iX1McPc46C+bMUcuzZ8OkSZ2bHl8xwTHoNDqcbieFNYWNz1sdViosFQAkhLQjAtAJYt8+b6CrwYMhLKyVFTVaFURhx8uQ953KI5yeSIAaCEqB/o+3+FaDYT/bPRppjeqvy6ECuGmDIKxvY/AHAEK7wx83q+XgNO/zhQtgY/snc6r0yaZbCl51IvINElhTs/91J6ZNZFn2MhJDE3l96ut8t+M7Zm+aTXxIPH1j+gLQL6YfwYZgau21nNH9DLqGdyWjPIP5GfMxm8z0ju7NpiLvNnv0OAxfSrRdG/rpbLze20/nlFMO/SPjQuLoEtaFfZX7mNx9MoPjBrOvah+fbP4EvVbP0IShh/4hJ7AtW6Cw4fKs0agJPUc1dIEYPhyGDpWuV4ckKAnO2qqCYuf/DBV/QuEi0OpVgNLIk8DgH7U3NrjlC05urne5T5/DmejDrB0H1DWDrmF59nLmbJ5DjU1ddM7seSYxwTGHK3XiCIgIjGDzLZsPfUOSOR2083qfx+xNs/lh1w+8yqv8sOuHxucPK1MUJJ/T+uuRQ+DsDMj5EvJ/gczZKliczgQB8RDWv7HMEaAP4O5Rd/Pggge55YdbALhjxB1+Adjawun0LhuNB17/zpF3sjx7Oa+sfoXMiky0Gi23jbjNb52eUT05teup/Jb5G2/88Qbf7fwOrUbLdUOv864kx68QQgghhBBCCHH0k/t3IYQQQgghjjntCvym1+upqKjwe259w7SoJ510UrP1Q0KObEf4L7/8kkceeYTHH3+csrIyevfuzZw5c7jkkksa13E6nTidTtw+NzAmk4kFCxZw//33c/vtt1NXV8fgwYP56aefOKUjenMJ0Yqp6VP55IJPsDlt6LV6pvee7r+CBAk7Im4fcTs5VTm43W5CjCF+nUE2bfKuN3r0fjYi0fCFEG0wqfskHI85cONGq9Gi1WgPaXspYSmkhKXsd52JaROZlj6N7SXbAf/glqJjvHrWq52dhONPO6+XWo2WVdevOkyJEUIIIcRhI/fSQpzQbhl+C88vf54VOSsAuG7IdQQZgjo5VUJ0EE8wqdos73P9H4d+PvUyh1gvJMRxpWoHuOxqOayv9/lfRkL1rsP3uV2v9dIQIwABAABJREFUgNLV6jOyPoHUS0AfqB6gBupq2tWcfuwb8wmsvxey5sCqmeo5jQ7cDaOKe98LOp/rdXBX9bd6N/w8xH9bGg0MeR76/BWKf1fB/WyVKghSxGDo/wSYex3ubySOYpddBq++CqtXw6xZUFcH11wDyclQXg6//67We7QTmjW0Gi2xwbHk1+Rz/XfXE2pUkyA63d4R9vEh8Uc+YUe52lrvcnj4AVbWB0G/h9TD5QB7BbhdYAgHXRuiFxwrYifAnrcBtwqs2eVCFRy4+0z/9TQ6/78AkcMh/U6f/5vks61I8IlJuGPHwSX7eHPmmfDVV2r5009hwoTW152YNpF/Lvkny7KX4XK7WLpvKQATunrfpNPqGJowlKX7lnJ6t9O5b8x9PPP7M8zPmM+whGFoNVp8504tKmr6KeJoU1/vXe6o7o4jk0ayr3IfA2IH8OykZ3lzzZt8svkTBsQOkAmsDtHGjd7lM87wBn3zuPhiVa5oM+mf15xWBwmT1OMQBPoc6lVVh5imY8SM/jO4a95drMheQXZlNgDXDr62k1MlxLFvSo8pBOoD2Vuxl1U5q/h9n7phPLf3ud6VOis/N4ZBt2vV4wBuHn4z3+z4BqvTil6r5/aRtx/wPU0NGuRdXrQIbrhh/+uf3+d8ks3JbC1Wk5JM7zWdtIi0ZuvdMPQGfsv8jb8v/jt2l50pPabQJaxLu9MnhBBCCCGEEEIIIYQQQgghhGi7dvVUT09PZ8GCBX7P/fLLL2g0GsaMGdNs/by8PBISjtwsxyEhIbz88su8/PLLra7z/vvv8/777zd7Pi4ujg8++OAwpk6Ils3oP6Ozk3DCCzWF8sbUN1p8zbfTWVzcEUoQSKdCIY5jOq2u9RcP03n93aXfHZbtCnHMkOuqEEIIcXSS668QJ7RkczL/PuPf7CnfA6jJGYQ4biROawgmtQPK1kHkUHUPqtlPvZAQJzJHtXfZFOtdthSCrfzwfW7aNbDrv1C1FZZfBvs+g4ihgFsFKcufB+cVgfbITnYGdF6QZEMojHgLTnoDytZAzV5wO8AUBea+ENIV1t/nXd8UfeBtBsRCyvnqIYQPrRZ+/RWeeAI+/hjmzlUPXw891DlpA0gITSC/Jp+cqpxWXxf+IiK8y7m57XijVt+2/ORYlHI+rI9T17Q1t6pAmknnqCCYVdvUtSfhDAjtCZWboWIDOK2gM0H8aerRTn36wMCBapK79eth7VoYNsx/Hbe79UvN8ejKK+Hxx6GgAN56S/X9uOEGSEqC4mL46ScVuPDmm2F08mgC9YFUWCr4s/BPlmQtAVRAOF8jkkawdN9S1uavBWBd/rrG5wFOPhkCAsBigXnzwGoFk+kIfmnh1YbyUpRPjMWsrNbXa0+b48ikkXy+9fPGY8Tzd2TSyAOmR+zfhg3e5bPPbnmdIJlb4KjQp48KBltRAcuXQ01NxwVXPFqZTWbO630eH/35EdlV2cQExTC159TOTpYQx7wgQxCTuk/i2x3fcte8u3C4HAyOH0zX8K7t21AnT0plNplZft3yQ9rG9Okq2HN+PnzxBcyfD5N84nQ6nSrPHTdO/a/X6vnv1P+yOnc1oALBteT8PucTFRhFaX0poALBCSGEEEIIIYQQQgghhBBCCCEOr3YFfrvgggt49NFHufHGG7n11lvZvXs3//nPfwgJCWHKlCnN1l+2bBk9evTosMQKccKRAdCdTu+TSzoc+1lRfishhBBCCCGEEEIIIdrl1hG3dnYShGiftg4MrM6ALU+CywZLz4NBT0PCZHDUQ8ly2PUGnPIdGMyHP81CHBO03kXfAIkRQyEgoeX1OoIhFCb9Dpseh+y5kPOVegBotBA1CrSGjv3MtursdietHqJHqUdTukDvsrMeDCEQlAKjZnmfD5SAWKJtQkPhpZfU488/YdcuFSQpOloFroqP77y0xYe0/uHBhmBCjMd51JKDkJwM3bpBRgZs2wbZ2ZCS0tmp6mQ6E4z7GpZMB2sRLL+k4QUN0JDXR4+C5PPVNchRC5mzoft1/tuxlYMuGHTGNn3sXXfBzJlqeepUeOwxmDJF9XlYuRJefRVWrABDJ13mjrSAABXc7fzzYe9e+Mc/1EOnU4ExAO5sCPxl0psYkzKGBXsX8PPunxsDurUU+A28Ad88Qb08z4eHq8/7+GMoK1OB5l59FcwNtwCVlfDOO3DPPYfxi4s2mzwZXnlFLf/wA1x//aFvc2SyCvC2Ln8dbrfbG/gtWQK/HaqNG73Lffp0wAY7u+x9HAsIgBkz4M03VRnv/vvhtddUAGCPRYtgzJjjKzjmHSPvQKtRX3Jsl7EYdCfIBVeIw+zcXufy7Y5vWZmzsvF/P8dDft6G+meD281rr8HFF4Pdrsoxo0ere+jycliyBNLTYfFi79unpk9lavr+g1Ca9CZWXb+KKquaLXtA3IBD/jpCCCG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"text/plain": [ "
" ] @@ -2901,20 +2731,13 @@ " title=\"\",\n", ")" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "crested", + "display_name": "crested_py311_tf216_dev", "language": "python", - "name": "crested" + "name": "crested_py311_tf216_dev_script" }, "language_info": { "codemirror_mode": { From 065a9848e22ad70c6f8ae194ed14320e1ea20d33 Mon Sep 17 00:00:00 2001 From: cblaauw Date: Fri, 6 Dec 2024 16:48:04 +0100 Subject: [PATCH 23/24] Fix anndata reference in text --- docs/tutorials/model_training_and_eval.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/tutorials/model_training_and_eval.ipynb b/docs/tutorials/model_training_and_eval.ipynb index 2a47823..f00fa45 100644 --- a/docs/tutorials/model_training_and_eval.ipynb +++ b/docs/tutorials/model_training_and_eval.ipynb @@ -103,7 +103,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can use the {func}`~crested.import_bigwigs` function to import bigwigs per cell type and a consensus regions BED file into an {class}`ad.AnnData` object,\n", + "We can use the {func}`~crested.import_bigwigs` function to import bigwigs per cell type and a consensus regions BED file into an {class}`anndata.AnnData` object,\n", "with the imported cell types as the `AnnData.obs` and the consensus peak regions as the `AnnData.var`. \n", "\n", "Optionally, provide a chromsizes file to filter out regions that are not within the chromsizes. " From 01a46e7e23829941d2ab0b8160728cf7a0186810 Mon Sep 17 00:00:00 2001 From: LukasMahieu Date: Tue, 10 Dec 2024 13:55:21 +0100 Subject: [PATCH 24/24] explicit genome in all docs --- docs/tutorials/enhancer_code_analysis.ipynb | 47 +++++++++++++------- docs/tutorials/model_training_and_eval.ipynb | 15 ++++--- docs/tutorials/multi_gpu.ipynb | 2 +- docs/tutorials/topic_classification.ipynb | 4 +- src/crested/_genome.py | 15 +++++-- 5 files changed, 56 insertions(+), 27 deletions(-) diff --git a/docs/tutorials/enhancer_code_analysis.ipynb b/docs/tutorials/enhancer_code_analysis.ipynb index c5471e1..c784fcb 100644 --- a/docs/tutorials/enhancer_code_analysis.ipynb +++ b/docs/tutorials/enhancer_code_analysis.ipynb @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -54,9 +54,12 @@ "adata = anndata.read_h5ad(\"mouse_biccn_data_filtered.h5ad\")\n", "\n", "genome_file = \"/home/VIB.LOCAL/niklas.kempynck/nkemp/software/dev_DeepPeak/DeepPeak/data/raw_mm/genome.fa\"\n", + "\n", + "genome = crested.Genome(genome_file)\n", + "\n", "datamodule = crested.tl.data.AnnDataModule(\n", " adata,\n", - " genome_file=genome_file,\n", + " genome,\n", ")" ] }, @@ -315,7 +318,7 @@ ], "source": [ "%matplotlib inline\n", - "top_k=1000\n", + "top_k = 1000\n", "crested.pl.patterns.modisco_results(\n", " classes=[\"Astro\", \"L5ET\", \"Vip\", \"Oligo\"],\n", " contribution=\"positive\",\n", @@ -691,7 +694,10 @@ " verbose=True, # Useful for doing sanity checks on matching patterns\n", ")\n", "pattern_matrix = crested.tl.modisco.create_pattern_matrix(\n", - " classes=list(adata.obs_names), all_patterns=all_patterns, normalize=False, pattern_parameter='seqlet_count_log'\n", + " classes=list(adata.obs_names),\n", + " all_patterns=all_patterns,\n", + " normalize=False,\n", + " pattern_parameter=\"seqlet_count_log\",\n", ")\n", "pattern_matrix.shape" ] @@ -722,13 +728,21 @@ ], "source": [ "import matplotlib\n", + "\n", "%matplotlib inline\n", - "matplotlib.rcParams['pdf.fonttype'] = 42\n", - "matplotlib.rcParams['ps.fonttype'] = 42\n", + "matplotlib.rcParams[\"pdf.fonttype\"] = 42\n", + "matplotlib.rcParams[\"ps.fonttype\"] = 42\n", "\n", "pat_seqs = crested.tl.modisco.generate_nucleotide_sequences(all_patterns)\n", "crested.pl.patterns.clustermap(\n", - " pattern_matrix, list(adata.obs_names), figsize=(16, 4.2), pat_seqs=pat_seqs, grid=True, fig_path='paperfigs/motif_clustering.pdf', dendrogram_ratio=(0.03,0.15), importance_threshold=4.5\n", + " pattern_matrix,\n", + " list(adata.obs_names),\n", + " figsize=(16, 4.2),\n", + " pat_seqs=pat_seqs,\n", + " grid=True,\n", + " fig_path=\"paperfigs/motif_clustering.pdf\",\n", + " dendrogram_ratio=(0.03, 0.15),\n", + " importance_threshold=4.5,\n", ")" ] }, @@ -791,12 +805,12 @@ "crested.pl.patterns.clustermap(\n", " pattern_matrix,\n", " classes=list(adata.obs_names),\n", - " subset=['L2_3IT', 'L5ET', 'L5IT', 'L5_6NP', 'L6CT', 'L6IT','L6b'],\n", + " subset=[\"L2_3IT\", \"L5ET\", \"L5IT\", \"L5_6NP\", \"L6CT\", \"L6IT\", \"L6b\"],\n", " figsize=(10, 2),\n", " pat_seqs=pat_seqs,\n", " grid=True,\n", " dy=0.0025,\n", - " importance_threshold=4.5\n", + " importance_threshold=4.5,\n", ")" ] }, @@ -1022,6 +1036,7 @@ ], "source": [ "import crested\n", + "\n", "file_path = \"/home/VIB.LOCAL/niklas.kempynck/nkemp/mouse/biccn/Mouse_rna.h5ad\" # Locate h5 file containing scRNAseq data\n", "cell_type_column = \"subclass_Bakken_2022\"\n", "mean_expression_df = crested.tl.modisco.calculate_mean_expression_per_cell_type(\n", @@ -1046,7 +1061,9 @@ } ], "source": [ - "crested.pl.patterns.tf_expression_per_cell_type(mean_expression_df, ['Nfia', 'Spi1', 'Mef2c'])" + "crested.pl.patterns.tf_expression_per_cell_type(\n", + " mean_expression_df, [\"Nfia\", \"Spi1\", \"Mef2c\"]\n", + ")" ] }, { @@ -1486,7 +1503,7 @@ " normalize_gex=True,\n", " min_tf_gex=0.95,\n", " importance_threshold=5,\n", - " pattern_parameter='seqlet_count_log',\n", + " pattern_parameter=\"seqlet_count_log\",\n", " filter_correlation=True,\n", " verbose=True,\n", " zscore_threshold=1,\n", @@ -1528,13 +1545,13 @@ "source": [ "crested.pl.patterns.clustermap_tf_motif(\n", " tf_ct_matrix,\n", - " heatmap_dim='contrib',\n", - " dot_dim='gex',\n", + " heatmap_dim=\"contrib\",\n", + " dot_dim=\"gex\",\n", " class_labels=classes,\n", " pattern_labels=tf_pattern_annots,\n", - " fig_size=(35,6),\n", + " fig_size=(35, 6),\n", " cluster_rows=True,\n", - " cluster_columns=False\n", + " cluster_columns=False,\n", ")" ] }, diff --git a/docs/tutorials/model_training_and_eval.ipynb b/docs/tutorials/model_training_and_eval.ipynb index f00fa45..70984c0 100644 --- a/docs/tutorials/model_training_and_eval.ipynb +++ b/docs/tutorials/model_training_and_eval.ipynb @@ -64,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -76,7 +76,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "By loading our genome in the {class}`crested.Genome` class and setting it with {func}`~crested.register_genome`, the genome is automatically used in all functions throughout CREsted." + "By loading our genome in the {class}`crested.Genome` class and setting it with {func}`~crested.register_genome`, the genome is automatically used in all functions throughout CREsted. If you don't provide the chromomsome sizes, they will be automatically calculated from the fasta.\n", + "```{note}\n", + "Any function or class that expects a genome object can still accept a genome object as explicit input even if one was already registered. In that case, the input will be used instead of the registered genome. \n", + "```" ] }, { @@ -647,9 +650,7 @@ ], "source": [ "# Load chrombpnet architecture for a dataset with 2114bp regions and 19 cell types\n", - "model_architecture = crested.tl.zoo.chrombpnet(\n", - " seq_len=2114, num_classes=adata.n_obs\n", - ")" + "model_architecture = crested.tl.zoo.chrombpnet(seq_len=2114, num_classes=adata.n_obs)" ] }, { @@ -2125,7 +2126,9 @@ "outputs": [], "source": [ "bw_file = Path(bigwigs_folder) / \"Sst.bw\"\n", - "bw_values, midpoints = crested.utils.read_bigwig_region(bw_file, (chrom, min_loc, max_loc))" + "bw_values, midpoints = crested.utils.read_bigwig_region(\n", + " bw_file, (chrom, min_loc, max_loc)\n", + ")" ] }, { diff --git a/docs/tutorials/multi_gpu.ipynb b/docs/tutorials/multi_gpu.ipynb index d84283e..788408a 100644 --- a/docs/tutorials/multi_gpu.ipynb +++ b/docs/tutorials/multi_gpu.ipynb @@ -30,7 +30,7 @@ "\n", "datamodule = crested.tl.data.AnnDataModule(\n", " my_adata,\n", - " genome_file=my_genome,\n", + " genome=my_genome,\n", " chromsizes_file=my_chromsizes_file,\n", " batch_size=128,\n", " max_stochastic_shift=5,\n", diff --git a/docs/tutorials/topic_classification.ipynb b/docs/tutorials/topic_classification.ipynb index eeddcb7..ac3bf44 100644 --- a/docs/tutorials/topic_classification.ipynb +++ b/docs/tutorials/topic_classification.ipynb @@ -155,7 +155,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -171,7 +171,7 @@ "# Datamodule\n", "datamodule = crested.tl.data.AnnDataModule(\n", " adata,\n", - " genome_file=\"../../../Crested_testing/data/tmp/mm10.fa\",\n", + " genome=\"../../../Crested_testing/data/tmp/mm10.fa\",\n", " batch_size=128, # lower this if you encounter OOM errors\n", " max_stochastic_shift=3, # optional augmentation\n", " always_reverse_complement=True, # default True. Will double the effective size of the training dataset.\n", diff --git a/src/crested/_genome.py b/src/crested/_genome.py index e3e9fce..8f4281f 100644 --- a/src/crested/_genome.py +++ b/src/crested/_genome.py @@ -43,6 +43,10 @@ class Genome: {'chr1': 1000, 'chr2': 2000} >>> print(genome.name) test + + See Also + -------- + crested.register_genome """ def __init__( @@ -147,7 +151,7 @@ def name(self) -> str: return basename return self._name - def fetch(self, chrom=None, start=None, end=None, strand = "+", region = None) -> str: + def fetch(self, chrom=None, start=None, end=None, strand="+", region=None) -> str: """ Fetch a sequence from a genomic region. @@ -171,7 +175,9 @@ def fetch(self, chrom=None, start=None, end=None, strand = "+", region = None) - The requested sequence, as a string. """ if region and (chrom or start or end): - logger.warning("Both region and chrom/start/end supplied. Using chrom/start/end...") + logger.warning( + "Both region and chrom/start/end supplied. Using chrom/start/end..." + ) elif region: if region[-2] == ":": chrom, start_end, strand = region.split(":") @@ -180,7 +186,9 @@ def fetch(self, chrom=None, start=None, end=None, strand = "+", region = None) - start, end = map(int, start_end.split("-")) if not (chrom and start and end): - raise ValueError("chrom/start/end must all be supplied to extract a sequence.") + raise ValueError( + "chrom/start/end must all be supplied to extract a sequence." + ) seq = self.fasta.fetch(reference=chrom, start=start, end=end) if strand == "-": @@ -188,6 +196,7 @@ def fetch(self, chrom=None, start=None, end=None, strand = "+", region = None) - else: return seq + def register_genome(genome: Genome): """ Register a genome to be used throughout a session.