From a9a2134fe1b0a03933c2781b7a405f1c60ec725b Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Thu, 21 Dec 2023 11:28:14 -0800 Subject: [PATCH 01/53] Title and introduction --- manuscript/ncov-escape.tex | 185 ++++++++++++++++++++++++++++++++++--- 1 file changed, 173 insertions(+), 12 deletions(-) diff --git a/manuscript/ncov-escape.tex b/manuscript/ncov-escape.tex index d183d279b..6c8a9bfc2 100644 --- a/manuscript/ncov-escape.tex +++ b/manuscript/ncov-escape.tex @@ -1,4 +1,4 @@ -\documentclass[11pt,oneside,letterpaper]{article} +\documentclass[12pt,oneside,letterpaper]{article} % graphicx package, useful for including eps and pdf graphics \usepackage{graphicx} @@ -9,6 +9,9 @@ \usepackage{parskip} \usepackage{float} +% hyperref +\usepackage{hyperref} + % text layout \usepackage{geometry} \geometry{textwidth=15cm} % 15.25cm for single-space, 16.25cm for double-space @@ -53,10 +56,31 @@ %%% TITLE %%% \title{\vspace{1.0cm} \Large \bf -ncov-escape (title TBD) + Forecasting SARS-CoV-2 clade success from deep mutational scanning } -\date{} +\author[1,2,$\dagger$, *]{Marlin D.\ Figgins} +\author[3,4, $\dagger$]{Cornelius Roemer} +\author[5, 6]{Jesse D. Bloom} +\author[1,5]{Trevor Bedford} + +\affil[1]{Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA} + +\affil[2]{Department of Applied Mathematics, University of Washington, Seattle, WA, USA} + +\affil[3]{Swiss Institute of Bioinformatics, Basel, Switzerland} + +\affil[4]{Biozentrum, University of Basel, Basel, Switzerland} + +\affil[5]{Basic Sciences Division and Computational Biology Program, Fred Hutchinson Cancer Center, Seattle, Washington, USA} + +\affil[6]{Howard Hughes Medical Institute, Seattle, WA, USA} + +\affil[$\dagger$]{These authors contributed equally to this work.} + +\affil[*]{Corresponding author: mfiggins@uw.edu} + +\date{\today} \begin{document} @@ -64,41 +88,178 @@ %%% ABSTRACT %%% \begin{abstract} - Todo - \end{abstract} %%% INTRODUCTION %%% \section*{Introduction} -I use Google Scholar format for citation style with first author, year and first word of title, ala \cite{hadfield2018nextstrain}. +Over the course of the COVID-19 pandemic, genetic variants have emerged leading to large waves of infection (Omicron, XBB .etc) and significant turnover in the SARS-CoV-2 viral population. +Successful emerging variants are thought to succeed by escaping prior infection and vaccine-derived immunity though the accumulation of immune escaping mutations. -%%% METHODS %%% -\section*{Methods} +Various methods have been developed to access the escape potential of variant viruses such as titer models and deep mutational scanning. +However, these estimates of immune escape are typically derived in the lab and describe immunity escape of a viral variant against a particular immune background. -Todo +Though there is some work demonstrating that molecular estimates of immune escape correlate with population-level success, it is unclear how these escape scores factor into and predict larger success of genetic variants at the level of population frequency and variant turnover. +Theory predicts that population-level relative fitnesses should be a function of both these escape scores against particular immune backgrounds and the distribution of these backgrounds in the population. + +On the side of population frequency predictions, fitness models have a found a use for short-term forecasts. +The simplest form of these models rely solely on sequence count or frequency data to make estimate relative fitness for variants. +However, these models appear to have trouble in forecasting in the medium and long-term due to a short effective forecast horizon, perhaps caused by variant emergence or time-dependence in relative fitness. +Many purely statistical approaches have been developed to improve the ability to forecast and fit variant frequency data. +One such example is hierarchical modeling or partial pooling of variant relative fitness which has been shown [Rockfeller]. + +However, modeling the relationship between molecular estimates of fitness and population data is also a viable way forward and may be useful for explaining population level dynamics for SARS-CoV-2 variants. + +Similar approaches of using molecular and phylogeny-based features for longer-term frequency forecast have been used in influenza to varying success. + +Additionally, incorporation of external data for validation of estimated growth advantage has occurred. + +Despite the existence of molecular estimates of immune escape exist, there’s little work combining these for forecasting of variant success in the future. + +First, we show that escape scores and RBD ACE-2 binding computed from DMS are associated with higher growth advantages in emerging Pango lineages. +We then combine existing data into a new model to jointly estimate variant growth advantages accounting for evolutionary relationships between viruses and enable prediction of new variants based on this phylogenetic structure. +We also introduce a fully Bayesian model of variant growth advantages which incorporates both phylogenetic structure in its estimate to provide informed priors of a variant's relative fitness using molecular estimates of immune escape and its phylogenetic placement. +We then apply this work to identify likely escape candidates from BA.2 derived immunity and repeat this analysis for XBB.1.5. %%% RESULTS %%% \section*{Results} -I put figures into a `/figures' directory and use semantic labeling ala (Figure~\ref{binding-escape-score-growth-advantage-innovations}). +\paragraph{Introduction to deep mutational scanning and frequency models}% + +\paragraph{Molecular estimates explain relative fitness changes}% +(Figure~\ref{binding-escape-score-growth-advantage-innovations}). -%%% map %%% \begin{figure}[h] \centering \includegraphics[width=1.0\textwidth]{figures/binding-escape-score-growth-advantage-innovations} \caption{\textbf{Correlation between changes in ACE-2 binding, immune escape and MLR growth advantage.} - Further legend here. + (a) Correlating log(growth advantage innovation) and change in ACE-2 binding. + (b) Correlating ... and change in immune escape. + (c) Comparing predicted growth advantage from multiple regression to estimated growth advantage from innovation MLR model. } \label{binding-escape-score-growth-advantage-innovations} \end{figure} +\begin{figure}[h] + \centering + \includegraphics[width=1.0\textwidth]{figures/binding-escape-score-growth-advantage-innovations} + \caption{\textbf{Correlation between changes in ACE-2 binding, immune escape and MLR growth advantage.} + (a) Correlating log(growth advantage innovation) and change in ACE-2 binding. + (b) Correlating ... and change in immune escape. + (c) Comparing predicted growth advantage from multiple regression to estimated growth advantage from innovation MLR model. + } + \label{binding-escape-score-growth-advantage-innovations-2} +\end{figure} + +\begin{figure}[h] + \centering + \includegraphics[width=1.0\textwidth]{figures/binding-escape-score-growth-advantage-innovations} + \caption{\textbf{Correlation between changes in ACE-2 binding, immune escape and MLR growth advantage.} + (a) Correlating log(growth advantage innovation) and change in ACE-2 binding. + (b) Correlating ... and change in immune escape. + (c) Comparing predicted growth advantage from multiple regression to estimated growth advantage from innovation MLR model. + } + \label{binding-escape-score-growth-advantage-innovations-3} +\end{figure} + + %%% DISCUSSION %%% \section*{Discussion} +Need to update calculator and data set + +Limitations in calculator itself + +Generating of immune subgroups from calculator + +Limits in calculator computation + + +%%% METHODS %%% +\section*{Methods} + Todo +\paragraph{Generating sequence counts}% + +We prepared sequence count data sets to under the evolution of Pango lineages post-Omicron BA.2 and post-XBB.1.5. +Using Nextstrain-curated SARS-CoV-2 sequence metadata \cite{hadfield2018nextstrain} which is created using the GISAID EpiCoV database \cite{khare2021gisaid}, we filter to two time periods ... and two ... countries for analysis. +These sequences were counted according to their Pango lineage, country of collection, and day to produce sequence counts. +%The results of these filters are found in \text{seq_counts_ba2.tsv} and \text{seq_counts_xbb15.tsv}. + +\paragraph{Multinomial logistic growth} + +To estimate relative rates of growth between variants of interest, we fit a multinomial logistic growth model to the sequence count data. +This model can be written as + +\begin{align*} + \mathbb{P}(V_{t} = v) = \frac{\exp(\alpha_{v} + \delta_{v} t)}{\sum_{u=1}^{V} \exp(\alpha_{u} + \delta_{u} t)}, +\end{align*} +where $\alpha_{V} = \delta_{V} = 0$. +We can then interpret $\delta_{v}$ as the relative fitness of variant $v$ relative to variant $V$. +Assuming a fixed generation time $\tau$ additionally allows us to then write the relative $R_{t}$ or growth advantage for variant $v$ over $V$ as $\Delta_{v} = \exp(\delta_{v}\tau)$. + +[Preceding sentence about the multinomial likelihood] + +\begin{align*} + S_{t} \sim \text{Multinomial}(N_{t}, p_{t}) +\end{align*} + +\paragraph{Mapping variant-parent relationships}% + + +\paragraph{Growth advantage innovation model}% + +We can extend the previous model for the Multinomial Logistic growth to take into account for evolutionary relationships using the variant-parent lineage mapping generated in the previous section. + +This updated model is instead parameterized by the relative fitness difference between variant $v$ and its parent lineages $\psi_{v} = \delta_{v} - \delta_{\text{parent}_{v}}$ directly. +Under this parameterization, we can also define the growth advantage innovations $\Psi_{v}$ from a variant lineage $v$ to its parent as + +\begin{align*} +\Psi_{v} = \frac{\Delta_{v}}{\Delta_{\text{parent}_{v}}} = \exp(\psi_{v} \tau). +\end{align*} + +\paragraph{Normal prior model}% + +We consider several prior models on $\psi_{v}$ the most basic being a normal prior: +\begin{align*} + \psi_{v} = (\delta_{v} - \delta_{\text{parent}_{v}}) \sim \text{Normal}(0, \sigma). +\end{align*} + +This induces a log normal prior on the growth advantage innovations $\Psi_{v}$. + +\paragraph{Regression prior for growth advantage innovations}% + +To better explain the variation in growth advantage innovations and enable prediction of growth advantages from a prior model, we extend the above prior to be parameterized by various features, so that +\begin{align*} + \psi_{v} = (\delta_{v} - \delta_{\text{parent}_{v}}) \sim \text{Normal} \left( \sum_{p} \beta_{p} x_{p}, \sigma \right). +\end{align*} + +\paragraph{Extending to time-varying growth advantage innovations}% + +\begin{align*} + \psi_{v,t} &= (\delta_{v,t} - \delta_{\text{parent}_{v}, t}) \sim \text{Normal} \left( \sum_{p} \beta_{p} x_{p}, \sigma \right) \\ + \beta_{p, \cdot} &\sim \text{RandomWalk}(0, \gamma) +\end{align*} + + +\paragraph{Generating predictors for regression prior analysis}% + +For the analyses presented here, we use variant-parent differences in escape score and ACE-2 binding computed using [INSERT CALCULATOR INFO HERE]. + +\subsection*{Data and code accessibility} + +Sequence data including date and location of collection as well as clade annotation was obtained via the Nextstrain-curated data set that pulls data from GISAID database. +A full list of sequences analyzed with accession numbers, derived data of sequence counts and case counts, along with all source code used to analyze this data and produce figures is available via the GitHub repository \href{https://github.com/blab/ncov-forecasting-fit}{github.com/blab/ncov-forecasting-fit}. + +\section*{Acknowledgements} + +We gratefully acknowledge all data contributors, ie the Authors and their Originating laboratories responsible for obtaining the specimens, and their Submitting laboratories for generating the genetic sequence and metadata and sharing via the GISAID Initiative, on which this research is based. +%MF is an ARCS Foundation scholar and was supported by the National Science Foundation Graduate Research Fellowship Program under Grant No. DGE1762114. +%TB is a Howard Hughes Medical Institute Investigator. +%This work is supported by NIH NIGMS R35 GM119774 awarded to TB and by a Howard Hughes Medical Institute COVID Supplement award to TB. + %%% REFERENCES %%% \bibliographystyle{plos} \bibliography{ncov-escape} From a93002db3e03005ca7fab9542c2b05f1141042d0 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Tue, 13 Feb 2024 14:43:26 -0800 Subject: [PATCH 02/53] First pass snakemake workflow --- Snakefile | 44 ++++ config/config.yaml | 46 ++++ defaults/global_excluded_locations.txt | 5 + scripts/collapse-lineage-counts.py | 139 +++++++++++ scripts/prepare-data.py | 273 ++++++++++++++++++++++ scripts/prepare-pango-relationships.py | 30 +++ scripts/run-innovation-model.py | 56 +++++ workflow/snakemake_rules/prepare_data.smk | 112 +++++++++ workflow/snakemake_rules/run_models.smk | 38 +++ 9 files changed, 743 insertions(+) create mode 100644 Snakefile create mode 100644 config/config.yaml create mode 100644 defaults/global_excluded_locations.txt create mode 100644 scripts/collapse-lineage-counts.py create mode 100644 scripts/prepare-data.py create mode 100644 scripts/prepare-pango-relationships.py create mode 100644 scripts/run-innovation-model.py create mode 100644 workflow/snakemake_rules/prepare_data.smk create mode 100644 workflow/snakemake_rules/run_models.smk diff --git a/Snakefile b/Snakefile new file mode 100644 index 000000000..5e64e6285 --- /dev/null +++ b/Snakefile @@ -0,0 +1,44 @@ +import os + +if not config: + configfile: "config/config.yaml" + +def _get_all_input(w): + data_provenances = config["data_provenances"] if isinstance(config["data_provenances"], list) else [config["data_provenances"]] + variant_classifications = config["variant_classifications"] if isinstance(config["variant_classifications"], list) else [config["variant_classifications"]] + geo_resolutions = config["geo_resolutions"] if isinstance(config["geo_resolutions"], list) else [config["geo_resolutions"]] + analysis_periods = config["analysis_periods"] if isinstance(config["analysis_periods"], list) else [config["analysis_periods"]] + + all_input = [ + # Prepared data sets + # TODO: Remove cases? + *expand( + "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/prepared_cases.tsv", + data_provenance=data_provenances, + variant_classification=variant_classifications, + geo_resolution=geo_resolutions, + period=analysis_periods + ), + *expand( + "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/prepared_seq_counts.tsv", + data_provenance=data_provenances, + variant_classification=variant_classifications, + geo_resolution=geo_resolutions, + period=analysis_periods + ), + # Resulting growth advantages + *expand( + "results/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/growth_advantages.tsv", + data_provenance=data_provenances, + variant_classification=variant_classifications, + geo_resolution=geo_resolutions, + period=analysis_periods + ), + + ] + +rule all: + input: _get_all_input + +include: "workflow/snakemake_rule/prepare_data.smk" +include: "workflow/snakemake_rule/run_models.smk" \ No newline at end of file diff --git a/config/config.yaml b/config/config.yaml new file mode 100644 index 000000000..088d30a67 --- /dev/null +++ b/config/config.yaml @@ -0,0 +1,46 @@ +data_provenances: + - gisaid + - open +variant_classifications: + - pango_lineages +geo_resolutions: + - global +analysis_periods: + - ba2 + - xbb15 + +# Params for the prepare data scripts +# Define params for each data_provenance / variant_classification / geo_resolution combination +# Include `max_date` if you don't want to use today as the max date +prepare_data: + gisaid: + pango_lineages: + global: + location_min_seq: 300 + location_min_seq_days: 30 + excluded_locations: "defaults/global_excluded_locations.txt" + prune_seq_days: 12 + clade_min_seq: 1 + clade_min_seq_days: 150 + collapse_threshold: 350 + open: + pango_lineages: + global: + location_min_seq: 300 + location_min_seq_days: 30 + excluded_locations: "defaults/global_excluded_locations.txt" + prune_seq_days: 12 + clade_min_seq: 1 + clade_min_seq_days: 150 + collapse_threshold: 350 + +# In case we want to run models for various different pandemic periods +analysis_periods: + ba2: + included_days: 150 + date_max: ... + pivot: "BA.2" + xbb15: + included_days: 150 + date_max: ... + pivot: "XBB.1.5" \ No newline at end of file diff --git a/defaults/global_excluded_locations.txt b/defaults/global_excluded_locations.txt new file mode 100644 index 000000000..870460d55 --- /dev/null +++ b/defaults/global_excluded_locations.txt @@ -0,0 +1,5 @@ +Austria +Czech Republic +Lithuania +Luxembourg +Slovakia \ No newline at end of file diff --git a/scripts/collapse-lineage-counts.py b/scripts/collapse-lineage-counts.py new file mode 100644 index 000000000..d21f9cfc9 --- /dev/null +++ b/scripts/collapse-lineage-counts.py @@ -0,0 +1,139 @@ +# An initial version of this script was generated by ChatGPT-4 from the prompt below. Given this +# code is the output of ChatGPT-4 with human revision, we do not claim copyright and this script is +# not covered by the same license as the rest of the repository. +# +# ---------------------------------------------- +# Please write a Python script to take a file of daily sequence counts of +# SARS-CoV-2 Pango lineages alongside an aliasing file to produce an updated +# counts file of collapsed Pango lineages. The daily counts file is named +# `prepared_seq_counts.tsv` and should be passed into the script via +# `--seq-counts`. This file looks like: +# ``` +# location variant date sequences +# USA BA.2.3.20 2022-11-27 8 +# USA BA.2.3.20 2022-11-28 19 +# USA BA.2.3.20 2022-11-29 13 +# USA BA.2.3.20 2022-11-30 10 +# USA BQ.1.23 2022-12-08 32 +# USA EE.1 2022-12-09 10 +# USA XBB.1.5.33 2023-01-31 15 +# ... +# ``` +# where the column `sequences` represents count of sequences for a +# particular `variant` at a particular `location` on a particular `date`. The +# aliasing file is named `pango_aliasing.tsv` and should be passed into the +# script via `--aliasing`. This file looks like: +# ``` +# seqName clade Nextclade_pango partiallyAliased +# BA.2 21L BA.2 BA.2 +# BA.2.3.20 21L BA.2.3.20 BA.2.3.20 +# BQ.1.23 22E BQ.1.23 BA.5.3.1.1.1.1.1.23 +# EE.1 22E EE.1 BA.5.3.1.1.1.1.1.1.4.1 +# XBB.1.5.33 23A XBB.1.5.33 XBB.1.5.33 +# ``` +# where the column `Nextclade_pango` in the aliasing file corresponds to the +# column `variant` in the sequence counts file. +# +# The first step of the script is to replace entries in sequence counts with +# `partiallyAliased` entry from the aliasing file. These `partiallyAliased` +# entries are expanded lineage notation such that BA.5.3.1.1.1.1.1 is the parent +# of lineage BA.5.3.1.1.1.1.1.23 and so forth. +# +# The next step of the script is to collapse lineages below a count threshold +# into their parent lineage. This integer count threshold is passed into the +# script via `--threshold`. This count threshold represents the total count for a +# particular lineage, ie it's the sum of `sequences` for a particular `variant` +# across `location` and `date` rows. For example, if the total count across +# `location` entries and `date` entries for BA.5.3.1.1.1.1.1.23 is below this +# threshold, then the `sequences` count will be added to the entries for +# corresponding `location` and `date` for parent lineage BA.5.3.1.1.1.1.1. If a +# lineage is below the threshold and has no parent lineage, ie XBB has no parent +# lineage, then collapse to a shared `other` lineage instead. Please print to +# terminal the remaining lineages and counts on each iteration of the collapse +# step. +# +# This collapsing step should be iterated multiple times until no lineages +# remain that are under the threshold count. The next step of the script is to +# de-alias entries and convert back to `Nextclade_pango` form. +# ---------------------------------------------- +# +# After this initial prompt, there was a bit of clean up to change name of `threshold` variable, to +# change name of `output` variable and a bit of dialog to remind GPT about the need to convert empty +# strings to `other` and also to aggregate the `sequences` column for each unique combination of +# `location`, `variant`, and `date`. However, following this initial script we revised the script +# substantially to use pango_aliasor instead to get parent lineages. + +import argparse +import pandas as pd +from pango_aliasor.aliasor import Aliasor + +def get_low_count_lineages(seq_counts: pd.DataFrame, collapse_threshold: int) -> set: + total_counts = seq_counts.groupby("variant")["sequences"].sum() + low_count_lineages = set(total_counts[total_counts < collapse_threshold].index.to_list()) + low_count_lineages.discard("other") + return low_count_lineages + +def lineage_depth(lineage: str, aliasor: Aliasor) -> int: + return len(aliasor.uncompress(lineage).split(".")) + +def collapse_lineages(seq_counts, collapse_threshold, aliasor: Aliasor): + print("Starting variants:", len(seq_counts.groupby("variant"))) + print(seq_counts.variant.unique()) + + low_count_lineages = get_low_count_lineages(seq_counts, collapse_threshold) + + # Find max depth of lineage tree + max_lineage_depth = max(map(lambda x: lineage_depth(x, aliasor), low_count_lineages)) + + # Collapse lineages from highest depth to lowest depth + for depth in range(max_lineage_depth, 0, -1): + low_count_lineages_at_depth = set() + for lineage in low_count_lineages: + if lineage_depth(lineage, aliasor) == depth: + low_count_lineages_at_depth.add(lineage) + parent = aliasor.parent(lineage) + if parent == "": + parent = "other" + seq_counts.loc[seq_counts["variant"] == lineage, "variant"] = parent + print("At depth", depth, "there are", len(low_count_lineages_at_depth), "low count lineages") + print(low_count_lineages_at_depth) + + low_count_lineages = get_low_count_lineages(seq_counts, collapse_threshold) + + print("Ending variants:", len(seq_counts.groupby("variant"))) + print(seq_counts.variant.unique()) + + return seq_counts + +def aggregate_counts(seq_counts): + return seq_counts.groupby(["location", "variant", "date"], as_index=False)["sequences"].sum() + +def sort_output(seq_counts): + return seq_counts.sort_values(["variant", "date"]) + +def save_seq_counts(seq_counts, output_file): + seq_counts.to_csv(output_file, sep="\t", index=False) + +def main(): + parser = argparse.ArgumentParser(description = "Given input sequence counts and \ + Pango aliasing file, collapse Pango lineages into their parental lineages \ + based on supplied threshold and output a new sequence counts file") + parser.add_argument("--seq-counts", type=str, required=True, help="input TSV of sequence counts") + parser.add_argument("--collapse-threshold", type=int, default=1000, help="threshold count to collapse lineage into parental lineage") + parser.add_argument("--output-seq-counts", type=str, required=True, help="output TSV of collapsed sequence counts") + args = parser.parse_args() + + seq_counts = pd.read_csv(args.seq_counts, sep="\t") + + # Automatically downloads aliasing file from github, needs internet connection + # File is sourced from https://github.com/cov-lineages/pango-designation/blob/master/pango_designation/alias_key.json + aliasor: Aliasor = Aliasor() + + seq_counts = collapse_lineages(seq_counts, args.collapse_threshold, aliasor) + seq_counts = aggregate_counts(seq_counts) + seq_counts = sort_output(seq_counts) + + save_seq_counts(seq_counts, args.output_seq_counts) + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/scripts/prepare-data.py b/scripts/prepare-data.py new file mode 100644 index 000000000..feeda785d --- /dev/null +++ b/scripts/prepare-data.py @@ -0,0 +1,273 @@ +""" +Prepare case counts and clade counts data for analysis by subsetting to +specific date range and locations, pruning recent clade counts, and collapsing clades. +""" +import argparse +import pandas as pd +import sys + +from datetime import datetime, timedelta + +CASES_DTYPES = { + 'location': 'string', + 'cases': 'int64', +} + +SEQ_COUNTS_DTYPES = { + 'location': 'string', + 'clade': 'string', + 'sequences': 'int64', +} + +# Default cutoff date is today's date +DEFAULT_CUTOFF_DATE = (datetime.now() - timedelta(days=1)).strftime('%Y-%m-%d') + + +def positive_int(value): + """ + Custom argparse type function to verify only + positive integers are provided as arguments + """ + int_value = int(value) + if int_value <= 0: + print(f"ERROR: {int_value} is not a positive integer.", file=sys.stderr) + sys.exit(1) + return int_value + + +if __name__ == '__main__': + parser = argparse.ArgumentParser(__doc__, + formatter_class=argparse.RawTextHelpFormatter) + + parser.add_argument("--seq-counts", metavar="TSV", required=True, + help="Path to clade counts TSV with four columns: 'location','clade','date','sequences'") + parser.add_argument("--cases", metavar="TSV", required=True, + help="Path to case counts TSV with three columns: 'location','date','cases'") + parser.add_argument("--max-date", default=DEFAULT_CUTOFF_DATE, + help="The maximum cutoff for date (inclusive), formatted as 'YYYY-MM-DD'.\n" + "(default: %(default)s)") + parser.add_argument("--included-days", type=positive_int, + help="The number of days (including the cutoff date) to include in analysis.\n" + "If not provided, all data through the cutoff date will be included.") + parser.add_argument("--prune-seq-days", type=positive_int, + help="The number of days (including the cutoff date) to prune sequence counts.\n" + "This is useful to exclude sequence counts for recent days that are overly enriched for variants.") + parser.add_argument("--location-min-seq", type=positive_int, default=1, + help="The mininum number of sequences a location must have within the " + "days-min-seq to be included in analysis.\n" + "(default: %(default)s)") + parser.add_argument("--location-min-seq-days", type=positive_int, + help="The number of days (counting back from the cutoff date) to use as the date range " + "for counting the number of sequences per location to determine if a location is included in analysis.\n" + "If not provided, will count sequences from all dates included in analysis date range.") + parser.add_argument("--excluded-locations", + help="File with a list locations to exclude from analysis.") + parser.add_argument("--clade-min-seq", type=positive_int, + help="The minimum number of sequences a clades must have to be included as it's own variant.\n" + "All clades with less than the minimum will be collapsed as 'other'.") + parser.add_argument("--clade-min-seq-days", type=positive_int, + help="The number fo days (counting back from the cutoff date) to use as the date range " + "for counting the number of sequences per clade to determine if a clade is included as its own variant.\n" + "If not provided, will count sequences from all dates included in analysis date range.") + parser.add_argument("--force-include-clades", nargs="*", + help="Clades to force include in the output regardless of sequences counts. " + + "Must be formatted as =") + parser.add_argument("--output-seq-counts", required=True, + help="Path to output TSV file for the prepared variants data.") + parser.add_argument("--output-cases", required=True, + help="Path to output TSV file for the prepared cases data.") + + args = parser.parse_args() + + ########################################################################### + ##################### Rules for subsetting by date ######################## + ########################################################################### + # Max date to include for analysis + print(f"Setting max date (inclusive) as {args.max_date!r}.") + max_date = datetime.strptime(args.max_date, '%Y-%m-%d') + + # The min date is shared between the seq_counts and cases data + # Set default min_date to minimum date possible so we include all data up to the max date + min_date = None + if args.included_days is not None: + # Calculate the minimum date as *included_days* days before the max date + # Subtract 1 from days in calculation since we are including the max date + min_date = max_date - timedelta(days=(args.included_days - 1)) + print(f"Setting min date (inclusive) as {datetime.strftime(min_date, '%Y-%m-%d')!r}.") + else: + print("No min date was set, including all dates up to the max date.") + + ########################################################################### + ################### Rules for subsetting by location ###################### + ########################################################################### + # Load entire clade counts data since we need to to find all locations + seq_counts = pd.read_csv(args.seq_counts, sep='\t', parse_dates=['date'], dtype=SEQ_COUNTS_DTYPES) + + # Set the min_date as the default min date for counting sequences per location + # to count sequences per location over the entire analysis date range + min_location_seq_date = min_date + if args.location_min_seq_days is not None: + print( + f"Only including locations that have at least {args.location_min_seq} sequence(s)", + f"in the last {args.location_min_seq_days} days of the analysis date range." + ) + # Calculate the minimum date for sequences per location as *location_min_seq_days* before the max date + # Subtract 1 from days in calculation since we are including the max date + min_location_seq_date = max_date - timedelta(days=(args.location_min_seq_days - 1)) + else: + print( + f"Only including locations that have at least {args.location_min_seq} sequence(s)", + "in the analysis date range." + ) + + # Subset to locations and sequences within the date range from min_location_seq_date to max_date + # and group by location to get the total number of sequences per location in this date range + location_and_seqs = seq_counts.loc[ + (seq_counts['date'] >= min_location_seq_date if min_location_seq_date else True) & + (seq_counts['date'] <= max_date), + ['location', 'sequences'] + ] + seqs_per_location = location_and_seqs.groupby(['location'], as_index=False).sum() + + # Get a set of locations that meet the location_min_seq requirement + locations_with_min_seq = set(seqs_per_location.loc[seqs_per_location['sequences'] >= args.location_min_seq, 'location']) + + # Load manually annotated excluded locations if provided + excluded_locations = set() + if args.excluded_locations: + with open(args.excluded_locations, 'r') as f: + excluded_locations = {line.rstrip() for line in f} + + print(f"Excluding the following requested locations: {sorted(excluded_locations)}.") + + # Remove excluded-locations from the set of locations to include in analysis + locations_to_include = locations_with_min_seq - excluded_locations + print(f"Locations that will be included: {sorted(locations_to_include)}.") + + assert len(locations_to_include) > 0, \ + "All locations have been excluded. Try again with different options, e.g. lowering the `--location-min-seq` cutoff.\n" + \ + f"Here's a summary of available sequences per location:\n{seqs_per_location.to_dict(orient='records')}" + + ########################################################################### + ############## Rules for collapsing clades to variants #################### + ########################################################################### + + # Duplicate 'clade' column to 'variant' column to faciliate mapping to 'other' + seq_counts['variant'] = seq_counts.loc[:, 'clade'] + + # Keep track of clades that are force included so that they can bypass the sequence counts check + force_included_clades = set() + if args.force_include_clades: + for force_include_clade in args.force_include_clades: + force_include = force_include_clade.split('=') + if len(force_include) != 2: + print(f"ERROR: Unable to parse force include clade {force_include_clade!r}.") + sys.exit(1) + + clade, variant = force_include + seq_counts.loc[seq_counts['clade'] == clade, 'variant'] = variant + force_included_clades.add(clade) + + print(f"Force including the following clades/variants: {args.force_include_clades}") + + # Collapse small clades into "other" if clades-min-seq is provided + if args.clade_min_seq: + # Set the min_date as the default min date for counting sequences per clade + # to count sequences per clade over the entire analysis date range + min_clades_seq_date = min_date + if args.clade_min_seq_days is not None: + print( + f"Collapsing clades that have less than {args.clade_min_seq} sequence(s)", + f"in the last {args.clade_min_seq_days} days of the analysis date range into a single 'other' variant." + ) + # Calculate the minimum date for sequences per clade as *clade_min_seq_days* before the max date + # Subtract 1 from days in calculation since we are including the max date + min_clades_seq_date = max_date - timedelta(days=(args.clade_min_seq_days - 1)) + else: + print( + f"Collapsing clades that have less than {args.clade_min_seq} sequence(s)", + "in the analysis date range (inclusive) into a single 'other' variant." + ) + + # Subset to clades and sequences within the date range from min_clades_seq_date to max_date + # and group by clade to get the total number of sequences per clade in this date range + clades_and_seqs = seq_counts.loc[ + (seq_counts['date'] >= min_clades_seq_date if min_clades_seq_date else True) & + (seq_counts['date'] <= max_date), + ['clade', 'sequences'] + ] + seqs_per_clade = clades_and_seqs.groupby(['clade'], as_index=False).sum() + + # Get a set of clades that meet the clade_min_seq requirement + clades_with_min_seq = set(seqs_per_clade.loc[seqs_per_clade['sequences'] >= args.clade_min_seq, 'clade']) + + # Replace variant with 'other' if they are not force included and do not meet the clade_min_seq requirement + seq_counts.loc[~seq_counts['clade'].isin(force_included_clades | clades_with_min_seq), 'variant'] = 'other' + + # Replace 'recombinant' clade with 'other' + seq_counts.loc[seq_counts['clade'].isin(['recombinant']), 'variant'] = 'other' + + # Add clades with unknown variants to 'other' variant group + seq_counts.loc[pd.isna(seq_counts['variant']), 'variant'] = 'other' + + # Collapse the variants of the same location and date + seq_counts = seq_counts.groupby(['location', 'variant', 'date'], as_index=False).sum(numeric_only=False) + seq_counts.drop(columns=['clade'], inplace=True) + + + ########################################################################### + ##################### Rules for pruning sequence counts ################### + ########################################################################### + + # The default max date for clade counts is the max date + max_clade_date = max_date + # Set the max date for clade counts to earlier date if prune_seq_days is provided. + if args.prune_seq_days is not None: + print( + f"Pruning variants counts in the last {args.prune_seq_days} day(s)", + "to exclude recent dates that may be overly enriched for variants." + ) + # Calculate max clade date as *prune_seq_days* days before the max_date + max_clade_date = max_date - timedelta(days=(args.prune_seq_days)) + + ########################################################################### + ########################## Subset and output data ######################### + ########################################################################### + + # Subset the clade counts data by date and locations + seq_counts = seq_counts.loc[ + (seq_counts['date'] >= min_date if min_date else True) & + (seq_counts['date'] <= max_clade_date) & + (seq_counts['location'].isin(locations_to_include)) + ] + + included_variants = seq_counts['variant'].unique() + print(f"Variants that will be included: {sorted(included_variants)}.") + + assert len(included_variants) > 0, \ + "All variants have been excluded. Try again with different options, e.g. lowering the `--clade-min-seq` cutoff." + + # Sort variants subset and print to output file + seq_counts.sort_values(['location', 'variant', 'date']) \ + .to_csv( + args.output_seq_counts, + sep='\t', + index=False, + ) + + + # Load entire case counts data + cases = pd.read_csv(args.cases, sep='\t', parse_dates=['date'], dtype=CASES_DTYPES) + # Subset the case counts data by date and locations + cases = cases.loc[ + (cases['date'] >= min_date if min_date else True) & + (cases['date'] <= max_date) & + (cases['location'].isin(locations_to_include)) + ] + # Sort cases subset and print to output file + cases.sort_values(['location', 'date']) \ + .to_csv( + args.output_cases, + sep='\t', + index=False, + ) \ No newline at end of file diff --git a/scripts/prepare-pango-relationships.py b/scripts/prepare-pango-relationships.py new file mode 100644 index 000000000..04b9145e0 --- /dev/null +++ b/scripts/prepare-pango-relationships.py @@ -0,0 +1,30 @@ +import argparse +import pandas as pd +from pango_aliasor.aliasor import Aliasor + +def find_closest_parents(variant: str, variants: list[str], aliasor: Aliasor): + parent = aliasor.parent(variant) + while parent is not "": + if parent in variants: + return parent + parent = aliasor.parent(parent) + return parent + +def main(): + parser = argparse.ArgumentParser(description = "Given input sequence counts, generate a file mapping lineages to closest parental lineage.") + parser.add_argument("--seq-counts", type=str, required=True, help="input TSV of collapsed sequence counts") + parser.add_argument("--output-relationships", type=str, required=True, help="output TSV of pango-variant-relationships") + args = parser.parse_args() + + aliasor = Aliasor() + seq_counts = pd.read_csv(args.seq_counts, sep="\t") + variants = seq_counts.variant.unique() + parent_map = {} + for variant in variants: + parent_map[variant] = find_closest_parents(variant, variants, aliasor) + + variant_relationships = pd.DataFrame(parent_map).reset_index() + variant_relationships.to_csv(args.output_relationships, sep="\t", index=False) + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/scripts/run-innovation-model.py b/scripts/run-innovation-model.py new file mode 100644 index 000000000..9b31da880 --- /dev/null +++ b/scripts/run-innovation-model.py @@ -0,0 +1,56 @@ +import argparse +import pandas as pd +import evofr as ef + +LOCATIONS = ["USA"] +CI_COVERAGE = [0.8] + +ITERS = 50_000 +LEARNING_RATE = 4e-3 +NUM_SAMPLES = 1000 + +def main(): + parser = argparse.ArgumentParser(description = "Given input sequence counts, generate a file mapping lineages to closest parental lineage.") + parser.add_argument("--seq-counts", type=str, required=True, help="output TSV of collapsed sequence counts") + parser.add_argument("--pango-relationships", type=str, required=True, help="output TSV of pango-variant-relationships") + parser.add_argument("--growth-advantage-path", type=str, required=True, help="output path for the estimated growth advantages by location") + parser.add_argument("--pivot", type=str, required=True, help="The variant with which to be consider all advantages relative to.") + args = parser.parse_args() + + + # Load data + raw_seq = pd.read_csv(args.seq_counts, sep="\t") + raw_variant_parents = pd.read_csv(args.pango_relationships, sep="\t") + + def _get_growth_advantage(location, pivot): + # Filtering to location of interest + _raw_seq = raw_seq[raw_seq.location == location].copy() + _raw_variant_parents = raw_variant_parents[raw_variant_parents.location == location].copy() + + data = ef.InnovationSequenceCounts(_raw_seq, _raw_variant_parents, pivot=pivot) + + # Defining model + model = ef.InnovationMLR(tau=4.2) + + # Defining inference method + inference_method = ef.InferFullRank(ITERS, LEARNING_RATE, NUM_SAMPLES) + + # Fitting model + posterior = inference_method.fit(model, data) + ga_df = pd.DataFrame( + ef.posterior.get_growth_advantage( + posterior.samples, + posterior.data, + name=location, + ps=CI_COVERAGE, + rel_to=pivot) + ) + return ga_df + + ga_dfs = [_get_growth_advantage(location, pivot=args.pivot) for location in LOCATIONS] + ga_df = pd.concat(ga_dfs) + ga_df.to_csv(args.growth_advantage_path, sep="\t") + return None + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/workflow/snakemake_rules/prepare_data.smk b/workflow/snakemake_rules/prepare_data.smk new file mode 100644 index 000000000..938f69138 --- /dev/null +++ b/workflow/snakemake_rules/prepare_data.smk @@ -0,0 +1,112 @@ + +rule download_sequence_counts: + output: + clades = "data/{data_provenance}/{variant_classification}/{geo_resolution}.tsv.gz" + params: + clades_url = "https://data.nextstrain.org/files/workflows/forecasts-ncov/data/{data_provenance}/pango_lineages/global.tsv.gz" + shell: + """ + curl -fsSL --compressed {params.clades_url:q} --output {output.clades} + """ + +def _get_prepare_data_option(wildcards, option_name): + """ + Return the option for prepare data from the config based on the + wildcards.data_provenance, wildcards.variant_classification and the wildcards.geo_resolution values. + + If the *option* exists as a key within config['prepare_data'][wildcard.data_provenance][wildcard.geo_resolution] + then return as "--{option-name} {option_value}". Or else return an empty string. + """ + option_value = config.get('prepare_data', {}) \ + .get(wildcards.data_provenance, {}) \ + .get(wildcards.variant_classification, {}) \ + .get(wildcards.geo_resolution, {}) \ + .get(option_name) + + + if option_value is not None: + # Change underscores of YAML keys to dashes for proper CLI option names + option_name = option_name.replace('_', '-') + return f'--{option_name} {option_value}' + return '' + +def _get_analysis_period_option(wildcards, option_name): + """ + Return the option for analysis period from the config based on the analysis period values. + + If the *option* exists as a key within config['analysis_periods'][wildcard.analysis_period] + then return as "--{option-name} {option_value}". Or else return an empty string. + """ + option_value = config.get('analysis_periods', {}) \ + .get(wildcards.analysis_periods, {}) \ + .get(option_name) + + if option_value is not None: + # Change underscores of YAML keys to dashes for proper CLI option names + option_name = option_name.replace('_', '-') + return f'--{option_name} {option_value}' + return '' + +rule prepare_clade_data: + """Preparing clade counts for analysis""" + input: + cases = "data/cases/{geo_resolution}.tsv.gz", + sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}.tsv.gz" + output: + cases = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/prepared_cases.tsv", + sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/prepared_seq_counts.tsv" + params: + max_date = lambda wildcards: _get_analysis_period_option(wildcards, 'max_date'), + included_days = lambda wildcards: _get_analysis_period_option(wildcards, 'included_days'), + location_min_seq = lambda wildcards: _get_prepare_data_option(wildcards, 'location_min_seq'), + location_min_seq_days = lambda wildcards: _get_prepare_data_option(wildcards, 'location_min_seq_days'), + excluded_locations = lambda wildcards: _get_prepare_data_option(wildcards, 'excluded_locations'), + prune_seq_days = lambda wildcards: _get_prepare_data_option(wildcards, 'prune_seq_days'), + clade_min_seq = lambda wildcards: _get_prepare_data_option(wildcards, 'clade_min_seq'), + clade_min_seq_days = lambda wildcards: _get_prepare_data_option(wildcards, 'clade_min_seq_days'), + force_include_clades = lambda wildcards: _get_prepare_data_option(wildcards, 'force_include_clades'), + shell: + """ + python ./scripts/prepare-data.py \ + --seq-counts {input.sequence_counts} \ + --cases {input.cases} \ + {params.max_date} \ + {params.included_days} \ + {params.location_min_seq} \ + {params.location_min_seq_days} \ + {params.excluded_locations} \ + {params.prune_seq_days} \ + {params.clade_min_seq} \ + {params.clade_min_seq_days} \ + {params.force_include_clades} \ + --output-seq-counts {output.sequence_counts} \ + --output-cases {output.cases} + """ + +rule collapse_sequence_counts: + "Collapsing Pango lineages, based on sequence count threshold" + input: + sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/prepared_seq_counts.tsv", + output: + sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/collapsed_seq_counts.tsv" + params: + collapse_threshold = lambda wildcards: _get_prepare_data_option(wildcards, 'collapse_threshold'), + shell: + """ + python ./scripts/collapse-lineage-counts.py \ + --seq-counts {input.sequence_counts} \ + {params.collapse_threshold} \ + --output-seq-counts {output.sequence_counts} + """ + +rule get_pango_relationships: + input: + sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/collapsed_seq_counts.tsv" + output: + pango_relationships = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/pango_variant_relationships.tsv" + shell: + """ + python ./scripts/prepare-pango-relationships.py \ + --seq-counts {input.sequence_counts} \ + --output-relationships {output.pango_relationships} + """ \ No newline at end of file diff --git a/workflow/snakemake_rules/run_models.smk b/workflow/snakemake_rules/run_models.smk new file mode 100644 index 000000000..72eb28db1 --- /dev/null +++ b/workflow/snakemake_rules/run_models.smk @@ -0,0 +1,38 @@ + +def _get_analysis_period_option(wildcards, option_name): + """ + Return the option for analysis period from the config based on the analysis period values. + + If the *option* exists as a key within config['analysis_periods'][wildcard.analysis_period] + then return as "--{option-name} {option_value}". Or else return an empty string. + """ + option_value = config.get('analysis_periods', {}) \ + .get(wildcards.analysis_periods, {}) \ + .get(option_name) + + if option_value is not None: + # Change underscores of YAML keys to dashes for proper CLI option names + option_name = option_name.replace('_', '-') + return f'--{option_name} {option_value}' + return '' + +rule innovation_model: + input: + sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/collapsed_seq_counts.tsv" + pango_relationships = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/pango_variant_relationships.tsv" + params: + min_date = lambda wildcards: _get_analysis_period_option(wildcards, 'min_date'), + max_date = lambda wildcards: _get_analysis_period_option(wildcards, 'max_date'), + pivot = lambda wildcards: _get_analysis_period_option(wildcards, 'pivot') + output: + results: "results/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/growth_advantages.tsv" + shell: + """ + python ./scripts/run-innovation-model.py \ + --seq-counts {input.sequence_counts} \ + --pango-relationships {input.pango_relationships} \ + --growth-advantage-path {out.results} \ + {params.min_date} \ + {params.max_date} \ + {params.pivot} + """ From 80049d1057e97ca4800d6e293be91d548ce8986e Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Wed, 14 Feb 2024 12:48:10 -0800 Subject: [PATCH 03/53] Update description of `run-innovation-model.py`. --- scripts/run-innovation-model.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/scripts/run-innovation-model.py b/scripts/run-innovation-model.py index 9b31da880..07a487a54 100644 --- a/scripts/run-innovation-model.py +++ b/scripts/run-innovation-model.py @@ -10,14 +10,13 @@ NUM_SAMPLES = 1000 def main(): - parser = argparse.ArgumentParser(description = "Given input sequence counts, generate a file mapping lineages to closest parental lineage.") + parser = argparse.ArgumentParser(description = "Given input sequence counts, estimate parent-child relative fitness differences along branches.") parser.add_argument("--seq-counts", type=str, required=True, help="output TSV of collapsed sequence counts") parser.add_argument("--pango-relationships", type=str, required=True, help="output TSV of pango-variant-relationships") parser.add_argument("--growth-advantage-path", type=str, required=True, help="output path for the estimated growth advantages by location") parser.add_argument("--pivot", type=str, required=True, help="The variant with which to be consider all advantages relative to.") args = parser.parse_args() - # Load data raw_seq = pd.read_csv(args.seq_counts, sep="\t") raw_variant_parents = pd.read_csv(args.pango_relationships, sep="\t") From b262d4e596e2e677f0c19ceb655f98fd5aca9359 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Wed, 14 Feb 2024 14:05:06 -0800 Subject: [PATCH 04/53] Refactoring `compare_natural.ipynb` just to generate phenotypes. Updating `prepare_data.smk`. --- scripts/compute-phenotype-scores.py | 357 ++++++++++++++++++++++ workflow/snakemake_rules/prepare_data.smk | 78 +++++ 2 files changed, 435 insertions(+) create mode 100644 scripts/compute-phenotype-scores.py diff --git a/scripts/compute-phenotype-scores.py b/scripts/compute-phenotype-scores.py new file mode 100644 index 000000000..048e8ed92 --- /dev/null +++ b/scripts/compute-phenotype-scores.py @@ -0,0 +1,357 @@ +import argparse +import collections +import json +import pandas as pd +import re + +def get_pango_mutations(pango_consensus_seqs_json, starting_clades): + """ + Retrieve mutations for each Pango lineage relative to parent. + """ + with open(pango_consensus_seqs_json) as f: + pango_clades = json.load(f) + + def _build_records(c, recs): + """ + Build records of Pango clade information. + Recurses over children. + """ + if c in recs["clade"]: + return + recs["clade"].append(c) + recs["date"].append(pango_clades[c]["designationDate"]) + recs["parent"].append(pango_clades[c]["parent"]) + recs["all_new_muts_from_ref"].append( + [ + mut + for field in ["aaSubstitutionsNew", "aaDeletionsNew"] + for mut in pango_clades[c][field] + if mut + ] + ) + recs["all_new_muts_reverted_from_ref"].append( + [ + mut + for field in ["aaSubstitutionsReverted", "aaDeletionsReverted"] + for mut in pango_clades[c][field] + if mut + ] + ) + recs["spike_muts_from_ref"].append( + [ + mut.split(":")[1] + for field in ["aaSubstitutions", "aaDeletions"] + for mut in pango_clades[c][field] + if mut and mut.startswith("S:") + ] + ) + for c_child in pango_clades[c]["children"]: + _build_records(c_child, recs) + return None + + records = collections.defaultdict(list) + for starting_clade in starting_clades: + _build_records(starting_clade, records) + + pango_df = pd.DataFrame(records).query("clade not in @exclude_clades") + return pango_df + +def consolidate_reversions(r): + """If there are reversions, combine with new mutations to get actual changes.""" + reverted = r["all_new_muts_reverted_from_ref"] + new = r["all_new_muts_from_ref"] + if not reverted: + return new + # get as dicts with key: val of (gene, site): (wt, mutant) + reverted_dict = { + (m.split(":")[0], m.split(":")[1][1: -1]): (m.split(":")[1][0], m.split(":")[1][-1]) + for m in reverted + } + new_dict = { + (m.split(":")[0], m.split(":")[1][1: -1]): (m.split(":")[1][0], m.split(":")[1][-1]) + for m in new + } + muts = [] + for (gene, site), (rev_wt, rev_mutant) in reverted_dict.items(): + if (gene, site) in new_dict: + new_wt, new_mutant = new_dict[(gene, site)] + muts.append(f"{gene}:{rev_mutant}{site}{new_mutant}") + del new_dict[(gene, site)] + else: + muts.append(f"{gene}:{rev_mutant}{site}{rev_wt}") + for (gene, site), (new_wt, new_mutant) in new_dict.items(): + muts.append(f"{gene}:{new_wt}{site}{new_mutant}") + return muts + +def get_pango_pair_differences(pango_df, exclude_muts, pair_only_new_muts_are_spike): + #TODO: Alter parent name here with my pango-variant relationships file? + pango_pair_df = ( + pango_df + .query("parent != ''") + .assign( + all_new_muts=lambda x: x.apply(consolidate_reversions, axis=1), + spike_new_muts_list=lambda x: x["all_new_muts"].map(lambda ms: [m.split(":")[1] for m in ms if m[0] == "S"]), + n_new_spike_muts=lambda x: x["spike_new_muts_list"].map(len), + n_new_all_muts=lambda x: x["all_new_muts"].map(len), + ) + .assign( + spike_new_muts=lambda x: x["spike_new_muts_list"].map(lambda ms: "; ".join(ms)), + nonspike_new_muts=lambda x: x["all_new_muts"].map(lambda ms: "; ".join(m for m in ms if not m.startswith("S:"))), + only_new_muts_are_spike=lambda x: x["n_new_spike_muts"] == x["n_new_all_muts"], + ) + [["clade", "parent", "date", "n_new_spike_muts", "spike_new_muts_list", "spike_new_muts", "nonspike_new_muts", "only_new_muts_are_spike"]] + .reset_index(drop=True) + ) + + for mut in exclude_muts: + pango_pair_df = pango_pair_df[~pango_pair_df["spike_new_muts_list"].map(lambda ms: mut in ms)] + + print("Number of clade pairs:") + print( + pango_pair_df + .groupby(["only_new_muts_are_spike", "n_new_spike_muts"]) + .aggregate(n_clade_pairs=pd.NamedAgg("clade", "count")) + ) + + if pair_only_new_muts_are_spike: + print("Dropping pairs where new mutations are not spike.") + pango_pair_df = pango_pair_df.query("only_new_muts_are_spike") + pango_pair_df = pango_pair_df.drop(columns="only_new_muts_are_spike") + return pango_pair_df + +def process_dms_summary(input_path, split_by_rbd, missing_muts, rename_cols, phenotype_cols): + """ + Read in dms summary to allow computation of dms phenotypes on sequences in future. + """ + dms_summary = pd.read_csv(input_path).rename(columns=rename_cols) + + # DMS phenotypes of interest + phenotypes_basic = phenotype_cols + assert set(phenotypes_basic).issubset(dms_summary.columns), f"{phenotypes_basic=}\n{dms_summary.columns=}" + + if split_by_rbd is False: + phenotypes = phenotypes_basic + elif split_by_rbd is True: + phenotypes = [] + for s in ["RBD", "non-RBD"]: + for p in phenotypes_basic: + p_by_rbd = f"{p} ({s})" + phenotypes.append(p_by_rbd) + else: + raise ValueError(f"invalid {split_by_rbd=}") + + # dict that maps site to wildtype in DMS + dms_wt = dms_summary.set_index("site")["wildtype"].to_dict() + + # dict that maps site to region in DMS + if "region" in dms_summary.columns: + site_to_region = dms_summary.set_index("site")["region"].to_dict() + else: + site_to_region = {} + if split_by_rbd: + raise ValueError(f"{split_by_rbd=} but 'region' not in {dms_summary.columns=}") + + # dicts that maps (site, wt, mutant) to DMS phenotypes for mutations + dms_data_all_dict = ( + dms_summary + .set_index(["site", "wildtype", "mutant"]) + [phenotypes_basic] + .to_dict(orient="index") + ) + + def mut_dms(m, dms_data_dict): + """Get DMS phenotypes for a mutation.""" + if missing_muts == "drop": + null_d = {k: pd.NA for k in phenotypes_basic} + elif missing_muts == "zero": + null_d = {k: 0.0 for k in phenotypes_basic} + else: + raise ValueError(f"invalid {missing_muts=}") + site = int(m[1: -1]) + if site not in dms_wt: + d = null_d + else: + parent = m[0] + mut = m[-1] + wt = dms_wt[site] + if parent == wt: + try: + d = dms_data_dict[(site, parent, mut)] + except KeyError: + d = null_d + elif mut == wt: + try: + d = {k: -v for (k, v) in dms_data_dict[(site, mut, parent)].items()} + except KeyError: + d = null_d + else: + try: + parent_d = dms_data_dict[(site, wt, parent)] + mut_d = dms_data_dict[(site, wt, mut)] + d = {p: mut_d[p] - parent_d[p] for p in phenotypes_basic} + except KeyError: + d = null_d + assert list(d) == phenotypes_basic + return d + + def muts_dms(ms, dms_data_dict): + """Get DMS phenotypes for a list of mutations.""" + muts_d = {k: 0 for k in phenotypes} + for m in ms: + if split_by_rbd: + try: + is_rbd = site_to_region[int(m[1: -1])] == "RBD" + except KeyError: + return {k: pd.NA for k in phenotypes} + m_d = mut_dms(m, dms_data_dict) + for k, val in m_d.items(): + if split_by_rbd: + if is_rbd: + muts_d[f"{k} (RBD)"] += val + else: + muts_d[f"{k} (non-RBD)"] += val + else: + muts_d[k] += val + return muts_d + return phenotypes, dms_data_all_dict, muts_dms + + +def compute_dms_phenotype_pairs(pango_pair_df, dms_data_all_dict, phenotypes, muts_dms, pango_pair_dms_path): + """ + Compute DMS phenotype for pango_pairs. + """ + + pango_pair_dms_df = ( + pango_pair_df + # to add multiple columns: https://stackoverflow.com/a/46814360 + .apply( + lambda cols: pd.concat( + [cols, pd.Series(muts_dms(cols["spike_new_muts_list"], dms_data_all_dict))] + ), + axis=1, + ) + .drop(columns="spike_new_muts_list") + # remove any clade pairs for which we don't have DMS data for all phenotypes + .query(" and ".join(f"`{p}`.notnull()" for p in phenotypes)) + .reset_index(drop=True) + ) + + pango_pair_dms_df.to_csv(pango_pair_dms_path, float_format="%.5g", index=False, sep="\t") + return pango_pair_dms_df + +def compute_dms_phenotype( + pango_df: pd.DataFrame, + dms_clade: str, + dms_data_all_dict, + phenotypes, + muts_dms, + exclude_muts, + clade_dms_path: str | None =None, + ) -> pd.DataFrame: + """ + Compute dms phenotype for clades in `pango_df` relative to `dms_clade`. + """ + + def mutations_from(muts, from_muts): + """Get mutations from another sequence.""" + new_muts = set(muts).symmetric_difference(from_muts) + assert all(re.fullmatch("[A-Z\-]\d+[A-Z\-]", m) for m in new_muts) + new_muts_d = collections.defaultdict(list) + for m in new_muts: + new_muts_d[int(m[1: -1])].append(m) + new_muts_list = [] + for _, ms in sorted(new_muts_d.items()): + if len(ms) == 1: + m = ms[0] + if m in muts: + new_muts_list.append(m) + else: + assert m in from_muts + new_muts_list.append(m[-1] + m[1: -1] + m[0]) + else: + m, from_m = ms + if m not in muts: + from_m, m = m, from_m + assert m in muts and from_m in from_muts + new_muts_list.append(from_m[-1] + m[1: ]) + return new_muts_list + + dms_clade_spike_muts_from_ref = pango_df.set_index("clade").at[ + dms_clade, "spike_muts_from_ref" + ] + clade_df = ( + pango_df + .assign( + spike_muts_from_dms_clade_list=lambda x: x["spike_muts_from_ref"].apply( + mutations_from, args=(dms_clade_spike_muts_from_ref,), + ), + spike_muts_from_dms_clade=lambda x: x["spike_muts_from_dms_clade_list"].map(lambda s: "; ".join(s)), + ) + .query("clade not in @exclude_clades") + [["clade", "date", "spike_muts_from_dms_clade_list", "spike_muts_from_dms_clade"]] + ) + + for mut in exclude_muts: + clade_df = clade_df[~clade_df["spike_muts_from_dms_clade_list"].map(lambda ms: mut in ms)] + + clade_dms_df = ( + clade_df + # to add multiple columns: https://stackoverflow.com/a/46814360 + .apply( + lambda cols: pd.concat( + [cols, pd.Series(muts_dms(cols["spike_muts_from_dms_clade_list"], dms_data_all_dict))] + ), + axis=1, + ) + .drop(columns="spike_muts_from_dms_clade_list") + # remove any clade pairs for which we don't have DMS data for all phenotypes + .query(" and ".join(f"`{p}`.notnull()" for p in phenotypes)) + .reset_index(drop=True) + ) + + print(f"Saving to {clade_dms_path}") + clade_dms_df.to_csv(clade_dms_path, float_format="%.5g", index=False, sep="\t") + + print(f"Retained {len(clade_dms_df)} clades with growth and DMS data") + return clade_dms_df + +def main(): + parser = argparse.ArgumentParser(description = "") + parser.add_argument("--pango-consensus-seqs-json", type=str, required=True, help="Path to JSON containing consensus seqeuences for clades.") + parser.add_argument("--input-path", type=str, required=True, help="Path to file containing summaries.") + parser.add_argument("--clade-phenotype-path", type=str, required=True, help="Path to file containing clade phenotypes.") + parser.add_argument("--clade-pair-phenotype-path", type=str, required=True, help="Path to file containing clade pair phenotypes.") + parser.add_argument("--config", type=str, required=True, help="Configuration file containing details for processing phenotypes") + args = parser.parse_args() + + config = json.loads(args.config) + + # Add args for pango_consensus_json, starting_clades, .etc + pango_df = get_pango_mutations(pango_consensus_seqs_json=args.pango_consensus_seqs_json, starting_clades=None) + + # Produce mapping to produce phenotypes from summary file + phenotypes, dms_data_all_dict, muts_dms = process_dms_summary( + input_path=args.input_path, + split_by_rbd=config["split_by_rbd"], + missing_muts=config["missing_muts"], + rename_cols=config["rename_cols"], + phenotype_cols=config["phenotype_cols"], + ) + + #TODO: Alter to use clade parents we computed previously instead of parents from tree? + + # Map from reference sequences to DMS phenotype + _ = compute_dms_phenotype( + pango_df, + dms_clade=config["dms-clade"], + dms_data_all_dict=dms_data_all_dict, + phenotypes=phenotypes, + muts_dms=muts_dms, + exclude_muts=config["exclude_muts"], + clade_dms_path=args.clade_phenotype_path, + ) + #pango_pair_dms_df = compute_dms_phenotype_pairs(pango_pair_df, dms_data_all_dict=None, phenotypes=None, muts_dms=None, pango_pair_dms_path=None) + return None + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/workflow/snakemake_rules/prepare_data.smk b/workflow/snakemake_rules/prepare_data.smk index 938f69138..d1aa983e7 100644 --- a/workflow/snakemake_rules/prepare_data.smk +++ b/workflow/snakemake_rules/prepare_data.smk @@ -109,4 +109,82 @@ rule get_pango_relationships: python ./scripts/prepare-pango-relationships.py \ --seq-counts {input.sequence_counts} \ --output-relationships {output.pango_relationships} + """ + +# sets of measurements to compare to natural evolution +#TODO: Need rule to obtain these from repo? +phenos_compare_natural = { + "current_dms": { + "input_data": "results/summaries/summary.csv", + "rename_cols": { + "human sera escape": "sera escape", + "spike mediated entry": "cell entry", + }, + "phenotype_cols": ["sera escape", "ACE2 binding", "cell entry"], + "title": "XBB.1.5 full-spike DMS phenotypes", + "missing_muts": "drop", # drop clades with missing muts + }, + "yeast_RBD_DMS": { + "input_data": "data/compare_natural_datasets/yeast_RBD_DMS.csv", + "rename_cols": {}, + "phenotype_cols": ["escape", "ACE2 affinity", "RBD expression"], + "title": "yeast RBD DMS phenotypes", + "missing_muts": "zero", # set missing (non-RBD) mutations to zero + }, + "muts_from_Wuhan-Hu-1": { + "input_data": "data/compare_natural_datasets/incremental_Hamming_distance_from_Wuhan-Hu-1.csv", + "rename_cols": {"incremental Hamming distance": "distance"}, + "phenotype_cols": ["distance"], + "title": "relative distance from Wuhan-Hu-1", + "missing_muts": "drop", # drop clades with missing muts + }, + "EVEscape": { + "input_data": "data/compare_natural_datasets/EVEscape_XBB_single_mutation_predictions.csv", + "rename_cols": {}, + "phenotype_cols": ["EVEscape"], + "title": "EVEscape", + "missing_muts": "drop", # drop clades with missing muts + }, + "EVEscape_components": { + "input_data": "data/compare_natural_datasets/EVEscape_XBB_single_mutation_predictions.csv", + "rename_cols": {"fitness_evol_indices": "EVE fitness", "dissimilarity_charge_hydrophobicity": "aa dissimilarity", "accessibility_wcn": "accessibility"}, + "phenotype_cols": ["EVE fitness", "aa dissimilarity", "accessibility"], + "title": "EVEscape components", + "missing_muts": "drop", # drop clades with missing muts + }, +} + +# TODO: Want to be able to repeat for BA.2 pivot? This will ideally just be extending phenotypes and making it only run for particular values + +rule compute_phenotypes: + input: + input_data = lambda wildcard: phenos_compare_natural[wildcard.phenotype] # Q. Where is wc.phenotype defined? + pango_consensus_jsons= ... + output: + clade_pair_dms="predictors/{pheno}_clade_pair.csv", + clade_dms="predictors/{pheno}_clade.csv", + params: + # Q: How do I properly process this to pass the entire config? + # Would it be better just to pass things one by one? How would this work for dictionaries? + config = lambda wildcard: yaml.round_trip_dump({ + "starting_clades": ["XBB"], # clades descended from this + "exclude_muts": [], # exclude clades w these mutations + "split_by_rbd": False, # whether to treat RBD and non-RBD mutations separately + "dms_clade": "XBB.1.5", # clade used for DMS + # rename columns in input data + "rename_cols": phenos_compare_natural[wc.pheno]["rename_cols"], + # "basic" means not split by RBD, which is done later in code if `split_by_rbd` + "phenotype_cols": phenos_compare_natural[wc.pheno]["phenotype_cols"], + # "drop" clades with missing mutations, or set missing mutations to "zero" + "missing_muts": phenos_compare_natural[wc.pheno]["missing_muts"], + "exclude_clades": [], # exclude these clades + }) + shell: + """ + python ./scripts/.compute-phenotypes \ + --input-data {input.input_data} \ + --pango-consensus-jsons {input.pango_consensus_jsons} \ + --clade-pair-dms {output.clade_pair_dms} \ + --clade-dms {output.clade_dms} \ + --config '{params.yaml}' """ \ No newline at end of file From 766dcda6d344c00ad143df5a95679d7119abb3eb Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Wed, 14 Feb 2024 15:09:07 -0800 Subject: [PATCH 05/53] Fixing config --- config/config.yaml | 42 +++++++++++++++++++++++++++++++++++++----- 1 file changed, 37 insertions(+), 5 deletions(-) diff --git a/config/config.yaml b/config/config.yaml index 088d30a67..f3c4d1192 100644 --- a/config/config.yaml +++ b/config/config.yaml @@ -34,13 +34,45 @@ prepare_data: clade_min_seq_days: 150 collapse_threshold: 350 +prepare_predictors: + current_dms: + input_data: "results/summaries/summary.csv" + rename_cols: {"human sera escape": "sera escape", "spike mediated entry": "cell entry"} + phenotype_cols: ["sera escape", "ACE2 binding", "cell entry"] + title: "XBB.1.5 full-spike DMS phenotypes" + missing_muts: "drop" # drop clades with missing muts, + yeast_RBD_DM: + input_data: "data/compare_natural_datasets/yeast_RBD_DMS.csv" + rename_cols: {} + phenotype_cols: ["escape", "ACE2 affinity", "RBD expression"] + title: "yeast RBD DMS phenotypes" + missing_muts: "zero" # set missing (non-RBD) mutations to zero + muts_from_Wuhan-Hu-1: + input_data: "data/compare_natural_datasets/incremental_Hamming_distance_from_Wuhan-Hu-1.csv" + rename_cols: {"incremental Hamming distance": "distance"} + phenotype_cols: ["distance"] + title: "relative distance from Wuhan-Hu-1" + missing_muts": "drop" # drop clades with missing muts + EVEscape: + input_data: "data/compare_natural_datasets/EVEscape_XBB_single_mutation_predictions.csv" + rename_cols: {} + phenotype_cols: ["EVEscape"] + title: "EVEscape" + missing_muts: "drop" # drop clades with missing muts + EVEscape_components: + input_data: "data/compare_natural_datasets/EVEscape_XBB_single_mutation_predictions.csv" + rename_cols: {"fitness_evol_indices": "EVE fitness", "dissimilarity_charge_hydrophobicity": "aa dissimilarity", "accessibility_wcn": "accessibility"} + phenotype_cols: ["EVE fitness", "aa dissimilarity", "accessibility"] + title: "EVEscape components" + missing_muts: "drop" # drop clades with missing muts + # In case we want to run models for various different pandemic periods analysis_periods: - ba2: - included_days: 150 - date_max: ... - pivot: "BA.2" + # ba2: + # included_days: 150 + # date_max: "2022-" + # pivot: "BA.2" xbb15: included_days: 150 - date_max: ... + date_max: "2023-01-01" pivot: "XBB.1.5" \ No newline at end of file From 3be11764d2084417065bc7b1c5d7d4e0eb99248a Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Wed, 14 Feb 2024 17:53:33 -0800 Subject: [PATCH 06/53] Fixing syntax errors --- Snakefile | 5 +- workflow/snakemake_rules/prepare_data.smk | 63 ++++++++++++++--------- workflow/snakemake_rules/run_models.smk | 7 ++- 3 files changed, 43 insertions(+), 32 deletions(-) diff --git a/Snakefile b/Snakefile index 5e64e6285..b9f9f37d4 100644 --- a/Snakefile +++ b/Snakefile @@ -34,11 +34,10 @@ def _get_all_input(w): geo_resolution=geo_resolutions, period=analysis_periods ), - ] rule all: input: _get_all_input -include: "workflow/snakemake_rule/prepare_data.smk" -include: "workflow/snakemake_rule/run_models.smk" \ No newline at end of file +include: "workflow/snakemake_rules/prepare_data.smk" +include: "workflow/snakemake_rules/run_models.smk" \ No newline at end of file diff --git a/workflow/snakemake_rules/prepare_data.smk b/workflow/snakemake_rules/prepare_data.smk index d1aa983e7..33d7edb45 100644 --- a/workflow/snakemake_rules/prepare_data.smk +++ b/workflow/snakemake_rules/prepare_data.smk @@ -1,9 +1,18 @@ +rule download_case_counts: + output: + cases = "data/cases/{geo_resolution}.tsv.gz" + params: + cases_url = "https://data.nextstrain.org/files/workflows/forecasts-ncov/cases/{geo_resolution}.tsv.gz" + shell: + """ + curl -fsSL --compressed {params.cases_url:q} --output {output.cases} + """ rule download_sequence_counts: output: - clades = "data/{data_provenance}/{variant_classification}/{geo_resolution}.tsv.gz" + clades = "data/{data_provenance}/{variant_classification}/{geo_resolution}.tsv.gz" params: - clades_url = "https://data.nextstrain.org/files/workflows/forecasts-ncov/data/{data_provenance}/pango_lineages/global.tsv.gz" + clades_url = "https://data.nextstrain.org/files/workflows/forecasts-ncov/data/{data_provenance}/{variant_classification}/global.tsv.gz" shell: """ curl -fsSL --compressed {params.clades_url:q} --output {output.clades} @@ -48,7 +57,7 @@ def _get_analysis_period_option(wildcards, option_name): return '' rule prepare_clade_data: - """Preparing clade counts for analysis""" + "Preparing clade counts for analysis" input: cases = "data/cases/{geo_resolution}.tsv.gz", sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}.tsv.gz" @@ -64,7 +73,7 @@ rule prepare_clade_data: prune_seq_days = lambda wildcards: _get_prepare_data_option(wildcards, 'prune_seq_days'), clade_min_seq = lambda wildcards: _get_prepare_data_option(wildcards, 'clade_min_seq'), clade_min_seq_days = lambda wildcards: _get_prepare_data_option(wildcards, 'clade_min_seq_days'), - force_include_clades = lambda wildcards: _get_prepare_data_option(wildcards, 'force_include_clades'), + force_include_clades = lambda wildcards: _get_prepare_data_option(wildcards, 'force_include_clades') shell: """ python ./scripts/prepare-data.py \ @@ -86,17 +95,17 @@ rule prepare_clade_data: rule collapse_sequence_counts: "Collapsing Pango lineages, based on sequence count threshold" input: - sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/prepared_seq_counts.tsv", + sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/prepared_seq_counts.tsv" output: - sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/collapsed_seq_counts.tsv" + collapsed_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/collapsed_seq_counts.tsv" params: - collapse_threshold = lambda wildcards: _get_prepare_data_option(wildcards, 'collapse_threshold'), + collapse_threshold = lambda wildcards: _get_prepare_data_option(wildcards, 'collapse_threshold') shell: """ python ./scripts/collapse-lineage-counts.py \ --seq-counts {input.sequence_counts} \ - {params.collapse_threshold} \ - --output-seq-counts {output.sequence_counts} + --output-seq-counts {output.collapsed_counts} \ + {params.collapse_threshold} """ rule get_pango_relationships: @@ -156,29 +165,33 @@ phenos_compare_natural = { # TODO: Want to be able to repeat for BA.2 pivot? This will ideally just be extending phenotypes and making it only run for particular values +def pass_phenotype_config(wildcards): + config = yaml.round_trip_dump({ + "starting_clades": ["XBB"], # clades descended from this + "exclude_muts": [], # exclude clades w these mutations + "split_by_rbd": False, # whether to treat RBD and non-RBD mutations separately + "dms_clade": "XBB.1.5", # clade used for DMS + # rename columns in input data + "rename_cols": phenos_compare_natural[wildcards.pheno]["rename_cols"], + # "basic" means not split by RBD, which is done later in code if `split_by_rbd` + "phenotype_cols": phenos_compare_natural[wildcards.pheno]["phenotype_cols"], + # "drop" clades with missing mutations, or set missing mutations to "zero" + "missing_muts": phenos_compare_natural[wildcards.pheno]["missing_muts"], + "exclude_clades": [], # exclude these clades + }) + return config + rule compute_phenotypes: input: - input_data = lambda wildcard: phenos_compare_natural[wildcard.phenotype] # Q. Where is wc.phenotype defined? - pango_consensus_jsons= ... + input_data = lambda wildcards: phenos_compare_natural.get(wildcards.phenotype), # Q. Where is wc.phenotype defined? + pango_consensus_jsons= "data/placeholder.txt" output: clade_pair_dms="predictors/{pheno}_clade_pair.csv", - clade_dms="predictors/{pheno}_clade.csv", + clade_dms="predictors/{pheno}_clade.csv" params: # Q: How do I properly process this to pass the entire config? # Would it be better just to pass things one by one? How would this work for dictionaries? - config = lambda wildcard: yaml.round_trip_dump({ - "starting_clades": ["XBB"], # clades descended from this - "exclude_muts": [], # exclude clades w these mutations - "split_by_rbd": False, # whether to treat RBD and non-RBD mutations separately - "dms_clade": "XBB.1.5", # clade used for DMS - # rename columns in input data - "rename_cols": phenos_compare_natural[wc.pheno]["rename_cols"], - # "basic" means not split by RBD, which is done later in code if `split_by_rbd` - "phenotype_cols": phenos_compare_natural[wc.pheno]["phenotype_cols"], - # "drop" clades with missing mutations, or set missing mutations to "zero" - "missing_muts": phenos_compare_natural[wc.pheno]["missing_muts"], - "exclude_clades": [], # exclude these clades - }) + config = pass_phenotype_config shell: """ python ./scripts/.compute-phenotypes \ diff --git a/workflow/snakemake_rules/run_models.smk b/workflow/snakemake_rules/run_models.smk index 72eb28db1..69eb7d963 100644 --- a/workflow/snakemake_rules/run_models.smk +++ b/workflow/snakemake_rules/run_models.smk @@ -1,4 +1,3 @@ - def _get_analysis_period_option(wildcards, option_name): """ Return the option for analysis period from the config based on the analysis period values. @@ -18,14 +17,14 @@ def _get_analysis_period_option(wildcards, option_name): rule innovation_model: input: - sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/collapsed_seq_counts.tsv" - pango_relationships = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/pango_variant_relationships.tsv" + sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/collapsed_seq_counts.tsv", + pango_relationships = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/pango_variant_relationships.tsv", params: min_date = lambda wildcards: _get_analysis_period_option(wildcards, 'min_date'), max_date = lambda wildcards: _get_analysis_period_option(wildcards, 'max_date'), pivot = lambda wildcards: _get_analysis_period_option(wildcards, 'pivot') output: - results: "results/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/growth_advantages.tsv" + growth_advantages = "results/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/growth_advantages.tsv" shell: """ python ./scripts/run-innovation-model.py \ From 7d3c186a9772faf34b4a83203572785b4a6f1a3e Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Thu, 15 Feb 2024 10:34:15 -0800 Subject: [PATCH 07/53] Passing dry-run --- Snakefile | 13 +++++++------ config/config.yaml | 3 +-- workflow/snakemake_rules/prepare_data.smk | 16 ++++++++-------- workflow/snakemake_rules/run_models.smk | 12 ++++++------ 4 files changed, 22 insertions(+), 22 deletions(-) diff --git a/Snakefile b/Snakefile index b9f9f37d4..9760e0edc 100644 --- a/Snakefile +++ b/Snakefile @@ -13,28 +13,29 @@ def _get_all_input(w): # Prepared data sets # TODO: Remove cases? *expand( - "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/prepared_cases.tsv", + "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/prepared_cases.tsv", data_provenance=data_provenances, variant_classification=variant_classifications, geo_resolution=geo_resolutions, - period=analysis_periods + analysis_period=analysis_periods ), *expand( - "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/prepared_seq_counts.tsv", + "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/prepared_seq_counts.tsv", data_provenance=data_provenances, variant_classification=variant_classifications, geo_resolution=geo_resolutions, - period=analysis_periods + analysis_period=analysis_periods ), # Resulting growth advantages *expand( - "results/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/growth_advantages.tsv", + "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/growth_advantages.tsv", data_provenance=data_provenances, variant_classification=variant_classifications, geo_resolution=geo_resolutions, - period=analysis_periods + analysis_period=analysis_periods ), ] + return all_input rule all: input: _get_all_input diff --git a/config/config.yaml b/config/config.yaml index f3c4d1192..b7420871a 100644 --- a/config/config.yaml +++ b/config/config.yaml @@ -6,7 +6,6 @@ variant_classifications: geo_resolutions: - global analysis_periods: - - ba2 - xbb15 # Params for the prepare data scripts @@ -67,7 +66,7 @@ prepare_predictors: missing_muts: "drop" # drop clades with missing muts # In case we want to run models for various different pandemic periods -analysis_periods: +analysis_period: # ba2: # included_days: 150 # date_max: "2022-" diff --git a/workflow/snakemake_rules/prepare_data.smk b/workflow/snakemake_rules/prepare_data.smk index 33d7edb45..4c1896cfe 100644 --- a/workflow/snakemake_rules/prepare_data.smk +++ b/workflow/snakemake_rules/prepare_data.smk @@ -46,8 +46,8 @@ def _get_analysis_period_option(wildcards, option_name): If the *option* exists as a key within config['analysis_periods'][wildcard.analysis_period] then return as "--{option-name} {option_value}". Or else return an empty string. """ - option_value = config.get('analysis_periods', {}) \ - .get(wildcards.analysis_periods, {}) \ + option_value = config.get('analysis_period', {}) \ + .get(wildcards.analysis_period, {}) \ .get(option_name) if option_value is not None: @@ -62,8 +62,8 @@ rule prepare_clade_data: cases = "data/cases/{geo_resolution}.tsv.gz", sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}.tsv.gz" output: - cases = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/prepared_cases.tsv", - sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/prepared_seq_counts.tsv" + cases = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/prepared_cases.tsv", + sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/prepared_seq_counts.tsv" params: max_date = lambda wildcards: _get_analysis_period_option(wildcards, 'max_date'), included_days = lambda wildcards: _get_analysis_period_option(wildcards, 'included_days'), @@ -95,9 +95,9 @@ rule prepare_clade_data: rule collapse_sequence_counts: "Collapsing Pango lineages, based on sequence count threshold" input: - sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/prepared_seq_counts.tsv" + sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/prepared_seq_counts.tsv" output: - collapsed_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/collapsed_seq_counts.tsv" + collapsed_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/collapsed_seq_counts.tsv" params: collapse_threshold = lambda wildcards: _get_prepare_data_option(wildcards, 'collapse_threshold') shell: @@ -110,9 +110,9 @@ rule collapse_sequence_counts: rule get_pango_relationships: input: - sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/collapsed_seq_counts.tsv" + sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/collapsed_seq_counts.tsv" output: - pango_relationships = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/pango_variant_relationships.tsv" + pango_relationships = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/pango_variant_relationships.tsv" shell: """ python ./scripts/prepare-pango-relationships.py \ diff --git a/workflow/snakemake_rules/run_models.smk b/workflow/snakemake_rules/run_models.smk index 69eb7d963..7d66f4a0d 100644 --- a/workflow/snakemake_rules/run_models.smk +++ b/workflow/snakemake_rules/run_models.smk @@ -5,8 +5,8 @@ def _get_analysis_period_option(wildcards, option_name): If the *option* exists as a key within config['analysis_periods'][wildcard.analysis_period] then return as "--{option-name} {option_value}". Or else return an empty string. """ - option_value = config.get('analysis_periods', {}) \ - .get(wildcards.analysis_periods, {}) \ + option_value = config.get('analysis_period', {}) \ + .get(wildcards.analysis_period, {}) \ .get(option_name) if option_value is not None: @@ -17,20 +17,20 @@ def _get_analysis_period_option(wildcards, option_name): rule innovation_model: input: - sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/collapsed_seq_counts.tsv", - pango_relationships = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/pango_variant_relationships.tsv", + sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/collapsed_seq_counts.tsv", + pango_relationships = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/pango_variant_relationships.tsv", params: min_date = lambda wildcards: _get_analysis_period_option(wildcards, 'min_date'), max_date = lambda wildcards: _get_analysis_period_option(wildcards, 'max_date'), pivot = lambda wildcards: _get_analysis_period_option(wildcards, 'pivot') output: - growth_advantages = "results/{data_provenance}/{variant_classification}/{geo_resolution}/{period}/growth_advantages.tsv" + growth_advantages = "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/growth_advantages.tsv" shell: """ python ./scripts/run-innovation-model.py \ --seq-counts {input.sequence_counts} \ --pango-relationships {input.pango_relationships} \ - --growth-advantage-path {out.results} \ + --growth-advantage-path {output.growth_advantages} \ {params.min_date} \ {params.max_date} \ {params.pivot} From 613a8ebf3be11eff7ec30d22cfd2b287feba63bf Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Thu, 15 Feb 2024 10:45:03 -0800 Subject: [PATCH 08/53] Typo in `prepare-pango-relationships.py` --- scripts/prepare-pango-relationships.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/prepare-pango-relationships.py b/scripts/prepare-pango-relationships.py index 04b9145e0..ee43f993a 100644 --- a/scripts/prepare-pango-relationships.py +++ b/scripts/prepare-pango-relationships.py @@ -4,7 +4,7 @@ def find_closest_parents(variant: str, variants: list[str], aliasor: Aliasor): parent = aliasor.parent(variant) - while parent is not "": + while parent != "": if parent in variants: return parent parent = aliasor.parent(parent) From c2b02df0d3f3fa3bab5d52cf494463e10b7780ec Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Thu, 15 Feb 2024 11:03:10 -0800 Subject: [PATCH 09/53] Adding in pango_variant_relationships for generating phenotype differences. --- scripts/compute-phenotype-scores.py | 31 ++++++++++++++++++----- workflow/snakemake_rules/prepare_data.smk | 8 +++--- 2 files changed, 29 insertions(+), 10 deletions(-) diff --git a/scripts/compute-phenotype-scores.py b/scripts/compute-phenotype-scores.py index 048e8ed92..d619bede5 100644 --- a/scripts/compute-phenotype-scores.py +++ b/scripts/compute-phenotype-scores.py @@ -83,8 +83,12 @@ def consolidate_reversions(r): muts.append(f"{gene}:{new_wt}{site}{new_mutant}") return muts -def get_pango_pair_differences(pango_df, exclude_muts, pair_only_new_muts_are_spike): - #TODO: Alter parent name here with my pango-variant relationships file? +def get_pango_pair_differences(pango_df, pango_relationships_path, exclude_muts, pair_only_new_muts_are_spike): + # Alter parent name here with pango-variant relationships file for computing comparisons + pango_relationships = pd.read_csv(pango_relationships_path, sep="\t") + pango_relationships = pango_relationships.set_index("variant") + pango_df["parent"] = pango_df["variant"].map(lambda x: pango_relationships[x].parent) + pango_pair_df = ( pango_df .query("parent != ''") @@ -320,6 +324,7 @@ def main(): parser.add_argument("--pango-consensus-seqs-json", type=str, required=True, help="Path to JSON containing consensus seqeuences for clades.") parser.add_argument("--input-path", type=str, required=True, help="Path to file containing summaries.") parser.add_argument("--clade-phenotype-path", type=str, required=True, help="Path to file containing clade phenotypes.") + parser.add_argument("--pango-relationships-path", type=str, required=True, help="Path to file containing pango-parent relationships.") parser.add_argument("--clade-pair-phenotype-path", type=str, required=True, help="Path to file containing clade pair phenotypes.") parser.add_argument("--config", type=str, required=True, help="Configuration file containing details for processing phenotypes") args = parser.parse_args() @@ -336,12 +341,10 @@ def main(): missing_muts=config["missing_muts"], rename_cols=config["rename_cols"], phenotype_cols=config["phenotype_cols"], - ) + ) - #TODO: Alter to use clade parents we computed previously instead of parents from tree? - # Map from reference sequences to DMS phenotype - _ = compute_dms_phenotype( + compute_dms_phenotype( pango_df, dms_clade=config["dms-clade"], dms_data_all_dict=dms_data_all_dict, @@ -350,7 +353,21 @@ def main(): exclude_muts=config["exclude_muts"], clade_dms_path=args.clade_phenotype_path, ) - #pango_pair_dms_df = compute_dms_phenotype_pairs(pango_pair_df, dms_data_all_dict=None, phenotypes=None, muts_dms=None, pango_pair_dms_path=None) + + # Create pair dataframe using pango_df and pango_relationships + pango_pair_df = get_pango_pair_differences( + pango_df, + args.pango_relationships_path, + exclude_muts=config["exclude_muts"], + pair_only_new_muts_are_spike=False, + ) + + compute_dms_phenotype_pairs( + pango_pair_df, + dms_data_all_dict=None, + phenotypes=None, + muts_dms=None, + pango_pair_dms_path=None) return None if __name__ == "__main__": diff --git a/workflow/snakemake_rules/prepare_data.smk b/workflow/snakemake_rules/prepare_data.smk index 4c1896cfe..588f8a0f6 100644 --- a/workflow/snakemake_rules/prepare_data.smk +++ b/workflow/snakemake_rules/prepare_data.smk @@ -184,10 +184,11 @@ def pass_phenotype_config(wildcards): rule compute_phenotypes: input: input_data = lambda wildcards: phenos_compare_natural.get(wildcards.phenotype), # Q. Where is wc.phenotype defined? - pango_consensus_jsons= "data/placeholder.txt" + pango_consensus_jsons= "data/placeholder.txt", + pango_variant_relationships = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/pango_variant_relationships.tsv" output: - clade_pair_dms="predictors/{pheno}_clade_pair.csv", - clade_dms="predictors/{pheno}_clade.csv" + clade_pair_dms="predictors/{analysis_period}/{pheno}_clade_pair.csv", + clade_dms="predictors/{analysis_period}/{pheno}_clade.csv" params: # Q: How do I properly process this to pass the entire config? # Would it be better just to pass things one by one? How would this work for dictionaries? @@ -197,6 +198,7 @@ rule compute_phenotypes: python ./scripts/.compute-phenotypes \ --input-data {input.input_data} \ --pango-consensus-jsons {input.pango_consensus_jsons} \ + --pango-relationships-path {input.pango_variant_relationships} \ --clade-pair-dms {output.clade_pair_dms} \ --clade-dms {output.clade_dms} \ --config '{params.yaml}' From 6345511f5a575f6fe9fead510d23a29a37d5be25 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Thu, 25 Jul 2024 19:58:52 -0700 Subject: [PATCH 10/53] Adding windowed observation script --- scripts/create-observed-sequence-counts.py | 257 +++++++++++++++++++++ 1 file changed, 257 insertions(+) create mode 100644 scripts/create-observed-sequence-counts.py diff --git a/scripts/create-observed-sequence-counts.py b/scripts/create-observed-sequence-counts.py new file mode 100644 index 000000000..7c2693953 --- /dev/null +++ b/scripts/create-observed-sequence-counts.py @@ -0,0 +1,257 @@ +""" +Summarize sequence counts grouped by date, location, and clade. +""" +import argparse +import os +import sys +from datetime import datetime + +import pandas as pd + + +def format_date(date_string, expected_format): + """ + Format *date_string* to ISO 8601 date (YYYY-MM-DD). + If *date_string* does not match *expected_format*, return None. + + >>> expected_format = '%Y-%m-%d' + >>> format_date("2020", expected_format) + None + >>> format_date("2020-01", expected_format) + None + >>> format_date("XXXX-XX-XX", expected_format) + None + >>> format_date("2020-1-15", expected_format) + '2020-01-15' + >>> format_date("2020-01-15", expected_format) + '2020-01-15' + """ + try: + return datetime.strptime(date_string, expected_format).strftime("%Y-%m-%d") + except (TypeError, ValueError): + return None + + +def count_sequences_with_submission_date(metadata): + grouped = metadata.groupby(["date", "country", "clades"]) + + def compute_delay(x): + delays = ( + x["date_submitted"] + .value_counts(normalize=False) + .rename_axis("date_submitted") + .reset_index(name="sequences") + ) + + delays = delays.sort_values("date_submitted") + return delays + + out = ( + grouped.apply(compute_delay) + .reset_index() + .drop(columns=["level_3"]) + .rename(columns={"country": "location"}) + ) + return out + + +def observe_sequence_counts(delayed, obs_date=None): + # Given an observation date as well as counts of sequences and their submission dates, + # Reconstruct data available on observation date + + obs_seq = delayed.copy() + + # Filter to sequences submitted on or before date + if obs_date: + obs_seq = obs_seq[obs_seq["date_submitted"] < obs_date] + + # Sum across remaining sequences + obs_seq = ( + obs_seq.groupby(["date", "location", "variant"])["sequences"].sum() + ).reset_index() + + # Sort data + obs_seq = obs_seq.sort_values(["location", "variant", "date"]) + + # Remove entries with no observed sequences + obs_seq = obs_seq[obs_seq["sequences"] > 0] + + return obs_seq + + +OUTPUT_PATH = "./data/time_stamped/" # Make this an argument as well +OBSERVATION_DATES = ["04/02/2024"] +BIAS_BUFFER = 14 +NUM_DAYS_CONTEXT = 90 + + +if __name__ == "__main__": + parser = argparse.ArgumentParser( + __doc__, formatter_class=argparse.ArgumentDefaultsHelpFormatter + ) + + parser.add_argument( + "--metadata", + required=True, + help="Path to metadata TSV that includes date, location, and clade information. " + + "Local and remote (HTTP, S3, etc.) paths are valid.", + ) + parser.add_argument( + "--id-column", + default="strain", + help="Column in metadata TSV with the sequence ID.", + ) + parser.add_argument( + "--date-column", + default="date", + help="Column in metadata TSV with date information. " + + "Dates are expected to be in ISO 8601 date format (i.e. YYYY-MM-DD). " + + "Rows with incorrect date format or ambiguous dates will be dropped.", + ) + parser.add_argument( + "--location-column", + default="country", + help="Column in metadata TSV with location information", + ) + parser.add_argument( + "--clade-column", + required=True, + help="Column in metadata TSV with clade information", + ) + parser.add_argument( + "--filter-columns", + nargs="+", + help="Columns that will be used in the `--filter-query` option. " + + "Must be provided if using the `--filter-query` option.", + ) + parser.add_argument( + "--filter-query", + help="Filter sequences by attribute. " + + "Uses Pandas Dataframe querying, " + + "see https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#indexing-query for syntax " + + """(e.g., --filter-query "country == 'USA'") """, + ) + parser.add_argument( + "--metadata-chunk-size", + type=int, + default=100000, + help="Maximum metadata records to read into memory at once during initial pass." + + "Increasing this value increases peak memory usage.", + ) + parser.add_argument( + "--output", + help="Path to output TSV for sequence counts per date, location, and clade.", + ) + + args = parser.parse_args() + + if args.filter_query and not args.filter_columns: + print( + "ERROR: Filter columns must be provided if using a filter query.", + file=sys.stderr, + ) + sys.exit(1) + + # Map of metadata columns to output columns + metadata_column_map = { + args.id_column: "sequences", + args.date_column: "date", + args.location_column: "location", + args.clade_column: "clade", + } + + # Only use required columns, adding filter columns if provided + metadata_usecols = set(metadata_column_map.keys()) + if args.filter_columns: + metadata_usecols.update(args.filter_columns) + + # Load metadata TSV. + metadata_reader = pd.read_csv( + args.metadata, + sep="\t", + usecols=metadata_usecols, + dtype="object", + chunksize=args.metadata_chunk_size, + ) + + # Iterate through metadata in chunks to control peak memory usage. + metadata_chunks = [] + for metadata in metadata_reader: + # If provided filter query, apply query then subset to required columns + if args.filter_query: + try: + metadata.query(args.filter_query, inplace=True) + except Exception as e: + print( + "ERROR: An error occurred when applying the filter query. " + "Most likely the filter query used columns that were not included in the filter columns. " + f"See detailed error: ({e})", + file=sys.stderr, + ) + sys.exit(1) + + metadata = metadata[metadata_column_map.keys()] + + # Rename columns to output column names + metadata.rename(columns=metadata_column_map, inplace=True) + + # Convert location and clade columns to category dtype + metadata["location"] = metadata["location"].astype("category") + metadata["clade"] = metadata["clade"].astype("category") + + # Convert date column to datetime, sets ambiguous dates to None + metadata["date"] = metadata["date"].apply(lambda x: format_date(x, "%Y-%m-%d")) + + # Drop rows with null date, location, or clades + metadata.dropna(subset=["date", "location", "clade"], inplace=True) + + metadata_chunks.append(metadata) + + # Merge all chunks that passed all filters. + metadata = pd.concat( + metadata_chunks, + ignore_index=True, + ) + + sequence_count_by_submission = count_sequences_with_submission_date(metadata) + + # We need to create a directory to hold observed counts + # TODO: Figure out how to specify observation dates. + # Config like ncov-forecasting-fit? + for obs_date in OBSERVATION_DATES: + # Observe sequences up to this date + obs_seq = observe_sequence_counts( + sequence_count_by_submission, obs_date=obs_date + ) + + # Filter to appropriate date + # QUESTION: Should users specify this directly or shold we use fixed length? + min_date = pd.to_datetime(obs_date) - pd.Timedelta( + NUM_DAYS_CONTEXT + BIAS_BUFFER, "d" + ) + obs_seq = obs_seq[obs_seq.date > min_date] + + # Remove most recent 14 days due to bias + max_date = pd.to_datetime(obs_date) - pd.Timedelta(BIAS_BUFFER, "d") + obs_seq = obs_seq[obs_seq.date <= max_date] + + # Export file + path = OUTPUT_PATH + "/" + str(obs_date) + if not os.path.exists(path): + os.makedirs(path) + + # Make sure we have the folder + obs_seq.to_csv(f"{path}/seq_counts_{obs_date}.tsv", sep="\t", index=False) + + retrospective_seq_counts = observe_sequence_counts( + sequence_count_by_submission, obs_date=None + ) + + # Make sure we have the folder + path = OUTPUT_PATH + "/truth" + if not os.path.exists(path): + os.makedirs(path) + + retrospective_seq_counts.to_csv( + f"{path}/seq_counts_truth.tsv", sep="\t", index=False + ) From 39020a596d7391facd1a19a9b9a3e4eb33aed7fe Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Thu, 25 Jul 2024 20:51:54 -0700 Subject: [PATCH 11/53] Allowing users to specify start and end of windows --- config/config.yaml | 8 +++-- scripts/create-observed-sequence-counts.py | 42 ++++++++++++++-------- 2 files changed, 32 insertions(+), 18 deletions(-) diff --git a/config/config.yaml b/config/config.yaml index b7420871a..ec2a5e316 100644 --- a/config/config.yaml +++ b/config/config.yaml @@ -72,6 +72,8 @@ analysis_period: # date_max: "2022-" # pivot: "BA.2" xbb15: - included_days: 150 - date_max: "2023-01-01" - pivot: "XBB.1.5" \ No newline at end of file + num_days_context: 90 + obs_date_min: "2023-01-01" + obs_date_max: "2023-12-01" + obs_date_interval: "2W" + pivot: "XBB.1.5" diff --git a/scripts/create-observed-sequence-counts.py b/scripts/create-observed-sequence-counts.py index 7c2693953..2509cd69d 100644 --- a/scripts/create-observed-sequence-counts.py +++ b/scripts/create-observed-sequence-counts.py @@ -79,10 +79,7 @@ def observe_sequence_counts(delayed, obs_date=None): return obs_seq -OUTPUT_PATH = "./data/time_stamped/" # Make this an argument as well -OBSERVATION_DATES = ["04/02/2024"] BIAS_BUFFER = 14 -NUM_DAYS_CONTEXT = 90 if __name__ == "__main__": @@ -138,9 +135,20 @@ def observe_sequence_counts(delayed, obs_date=None): help="Maximum metadata records to read into memory at once during initial pass." + "Increasing this value increases peak memory usage.", ) + + parser.add_argument("--obs_date_min", help="First date of observation.") + parser.add_argument("--obs_date_max", help="Last date of observation.") + parser.add_argument("--interval", help="The interval for the date range") + parser.add_argument( + "--num_days_context", + default=None, + help="Optionally, the number of days that are included for forecasts" + + "By default, this includes all days after `obs_date_min`.", + ) + parser.add_argument( - "--output", - help="Path to output TSV for sequence counts per date, location, and clade.", + "--output-path", + help="Path to output TSV for sequence counts by observation date.", ) args = parser.parse_args() @@ -216,19 +224,23 @@ def observe_sequence_counts(delayed, obs_date=None): sequence_count_by_submission = count_sequences_with_submission_date(metadata) # We need to create a directory to hold observed counts - # TODO: Figure out how to specify observation dates. - # Config like ncov-forecasting-fit? - for obs_date in OBSERVATION_DATES: + observation_dates = pd.date_range( + start=args.obs_date_min, end=args.obs_date_max, freq=args.interval + ) + + for obs_date in observation_dates: # Observe sequences up to this date obs_seq = observe_sequence_counts( sequence_count_by_submission, obs_date=obs_date ) - # Filter to appropriate date - # QUESTION: Should users specify this directly or shold we use fixed length? - min_date = pd.to_datetime(obs_date) - pd.Timedelta( - NUM_DAYS_CONTEXT + BIAS_BUFFER, "d" - ) + # Filter to appropriate date, either to maintain consistent window or grow window in time + if args.num_days_context is None: + min_date = args.obs_date_min + else: + min_date = pd.to_datetime(obs_date) - pd.Timedelta( + args.num_days_context + BIAS_BUFFER, "d" + ) obs_seq = obs_seq[obs_seq.date > min_date] # Remove most recent 14 days due to bias @@ -236,7 +248,7 @@ def observe_sequence_counts(delayed, obs_date=None): obs_seq = obs_seq[obs_seq.date <= max_date] # Export file - path = OUTPUT_PATH + "/" + str(obs_date) + path = args.output_path + "/" + str(obs_date) if not os.path.exists(path): os.makedirs(path) @@ -248,7 +260,7 @@ def observe_sequence_counts(delayed, obs_date=None): ) # Make sure we have the folder - path = OUTPUT_PATH + "/truth" + path = args.output_path + "/truth" if not os.path.exists(path): os.makedirs(path) From 398d10048084d3de0979865b0c88e1635414d5b9 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Thu, 25 Jul 2024 21:17:06 -0700 Subject: [PATCH 12/53] Letting model run script save posteriors. --- scripts/run-innovation-model.py | 96 ++++++++++++++++++++++++--------- 1 file changed, 71 insertions(+), 25 deletions(-) diff --git a/scripts/run-innovation-model.py b/scripts/run-innovation-model.py index 07a487a54..30a9c86d5 100644 --- a/scripts/run-innovation-model.py +++ b/scripts/run-innovation-model.py @@ -1,6 +1,7 @@ import argparse -import pandas as pd + import evofr as ef +import pandas as pd LOCATIONS = ["USA"] CI_COVERAGE = [0.8] @@ -9,22 +10,72 @@ LEARNING_RATE = 4e-3 NUM_SAMPLES = 1000 -def main(): - parser = argparse.ArgumentParser(description = "Given input sequence counts, estimate parent-child relative fitness differences along branches.") - parser.add_argument("--seq-counts", type=str, required=True, help="output TSV of collapsed sequence counts") - parser.add_argument("--pango-relationships", type=str, required=True, help="output TSV of pango-variant-relationships") - parser.add_argument("--growth-advantage-path", type=str, required=True, help="output path for the estimated growth advantages by location") - parser.add_argument("--pivot", type=str, required=True, help="The variant with which to be consider all advantages relative to.") + +def get_growth_advantage(posterior, pivot): + ga_df = pd.DataFrame( + ef.posterior.get_growth_advantage( + posterior.samples, + posterior.data, + name=posterior.name, + ps=CI_COVERAGE, + rel_to=pivot, + ) + ) + return ga_df + + +# TODO: Load in ITERS, LEARNING_RATE, NUM_SAMPLES from a config file as in forecasts-ncov +# Similarly, load in CI_COVERAGE + +if __name__ == "__main__": + parser = argparse.ArgumentParser( + description="Given input sequence counts, estimate parent-child relative fitness differences along branches." + ) + parser.add_argument( + "--seq-counts", + type=str, + required=True, + help="output TSV of collapsed sequence counts", + ) + parser.add_argument( + "--pango-relationships", + type=str, + required=True, + help="output TSV of pango-variant-relationships", + ) + parser.add_argument( + "--growth-advantage-path", + type=str, + required=True, + help="output path for the estimated growth advantages by location", + ) + parser.add_argument( + "--pivot", + type=str, + required=True, + help="The variant with which to be consider all advantages relative to.", + ) + parser.add_argument( + "--posterior-path", + type=str, + default=None, + help="The path to save the posteriors by location.", + ) args = parser.parse_args() - # Load data + # Load data raw_seq = pd.read_csv(args.seq_counts, sep="\t") raw_variant_parents = pd.read_csv(args.pango_relationships, sep="\t") - def _get_growth_advantage(location, pivot): + # Use all location present unless instructed otherwise + locations = pd.unique(raw_seq["location"]) + + def _get_posterior(location, pivot): # Filtering to location of interest _raw_seq = raw_seq[raw_seq.location == location].copy() - _raw_variant_parents = raw_variant_parents[raw_variant_parents.location == location].copy() + _raw_variant_parents = raw_variant_parents[ + raw_variant_parents.location == location + ].copy() data = ef.InnovationSequenceCounts(_raw_seq, _raw_variant_parents, pivot=pivot) @@ -35,21 +86,16 @@ def _get_growth_advantage(location, pivot): inference_method = ef.InferFullRank(ITERS, LEARNING_RATE, NUM_SAMPLES) # Fitting model - posterior = inference_method.fit(model, data) - ga_df = pd.DataFrame( - ef.posterior.get_growth_advantage( - posterior.samples, - posterior.data, - name=location, - ps=CI_COVERAGE, - rel_to=pivot) - ) - return ga_df - - ga_dfs = [_get_growth_advantage(location, pivot=args.pivot) for location in LOCATIONS] + posterior = inference_method.fit(model, data, name=location) + if args.posterior_path is not None: + posterior.save_posterior(args.posterior_path + f"/{location}.pkl") + return posterior + + posteriors = [_get_posterior(location, pivot=args.pivot) for location in locations] + + ga_dfs = [ + get_growth_advantage(posterior, pivot=args.pivot) for posterior in posteriors + ] ga_df = pd.concat(ga_dfs) ga_df.to_csv(args.growth_advantage_path, sep="\t") - return None -if __name__ == "__main__": - main() \ No newline at end of file From e6157e57654a2a0618c14381fc817a41e76a0092 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Thu, 25 Jul 2024 21:17:22 -0700 Subject: [PATCH 13/53] Updating `run_models.smk`. --- workflow/snakemake_rules/run_models.smk | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/workflow/snakemake_rules/run_models.smk b/workflow/snakemake_rules/run_models.smk index 7d66f4a0d..82a4ffa4e 100644 --- a/workflow/snakemake_rules/run_models.smk +++ b/workflow/snakemake_rules/run_models.smk @@ -20,18 +20,16 @@ rule innovation_model: sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/collapsed_seq_counts.tsv", pango_relationships = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/pango_variant_relationships.tsv", params: - min_date = lambda wildcards: _get_analysis_period_option(wildcards, 'min_date'), - max_date = lambda wildcards: _get_analysis_period_option(wildcards, 'max_date'), pivot = lambda wildcards: _get_analysis_period_option(wildcards, 'pivot') output: - growth_advantages = "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/growth_advantages.tsv" + posteriors = "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/{obs_date}/posteriors" + growth_advantages = "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/{obs_date}/growth_advantages.tsv" shell: """ python ./scripts/run-innovation-model.py \ --seq-counts {input.sequence_counts} \ --pango-relationships {input.pango_relationships} \ --growth-advantage-path {output.growth_advantages} \ - {params.min_date} \ - {params.max_date} \ + --posterior-path {output.posteriors} \ {params.pivot} """ From 097c29e678ba6a673a39bd5d17b3c421080e2789 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Thu, 25 Jul 2024 22:23:39 -0700 Subject: [PATCH 14/53] Updating snakemake workflow --- Snakefile | 23 +++++++++++++++++----- workflow/snakemake_rules/prepare_data.smk | 24 ++++------------------- workflow/snakemake_rules/run_models.smk | 4 ++-- 3 files changed, 24 insertions(+), 27 deletions(-) diff --git a/Snakefile b/Snakefile index 9760e0edc..c4c089e6a 100644 --- a/Snakefile +++ b/Snakefile @@ -3,12 +3,24 @@ import os if not config: configfile: "config/config.yaml" +def generate_dates(analysis_period): + dates = pd.date_range( + start=analysis_period['obs_date_min'], + end=analysis_period['obs_date_max'], + freq=analysis_period['obs_date_interval'] + ) + return dates.strftime('%Y-%m-%d').tolist() + def _get_all_input(w): data_provenances = config["data_provenances"] if isinstance(config["data_provenances"], list) else [config["data_provenances"]] variant_classifications = config["variant_classifications"] if isinstance(config["variant_classifications"], list) else [config["variant_classifications"]] geo_resolutions = config["geo_resolutions"] if isinstance(config["geo_resolutions"], list) else [config["geo_resolutions"]] analysis_periods = config["analysis_periods"] if isinstance(config["analysis_periods"], list) else [config["analysis_periods"]] + date_ranges = {analysis: generate_dates(analysis_periods[analysis]) for analysis in analysis_periods} + obs_date=[date for analysis in analysis_periods.keys() for date in date_ranges[analysis]]) + + all_input = [ # Prepared data sets # TODO: Remove cases? @@ -20,19 +32,20 @@ def _get_all_input(w): analysis_period=analysis_periods ), *expand( - "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/prepared_seq_counts.tsv", + "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/{obs_date}/collapsed_seq_counts_{obs_date}.tsv", data_provenance=data_provenances, variant_classification=variant_classifications, geo_resolution=geo_resolutions, analysis_period=analysis_periods + obs_date=obs_date ), - # Resulting growth advantages *expand( - "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/growth_advantages.tsv", + "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/{date}/growth_advantages.tsv", data_provenance=data_provenances, variant_classification=variant_classifications, geo_resolution=geo_resolutions, - analysis_period=analysis_periods + analysis_period=analysis_periods, + obs_date=obs_date ), ] return all_input @@ -41,4 +54,4 @@ rule all: input: _get_all_input include: "workflow/snakemake_rules/prepare_data.smk" -include: "workflow/snakemake_rules/run_models.smk" \ No newline at end of file +include: "workflow/snakemake_rules/run_models.smk" diff --git a/workflow/snakemake_rules/prepare_data.smk b/workflow/snakemake_rules/prepare_data.smk index 588f8a0f6..648861344 100644 --- a/workflow/snakemake_rules/prepare_data.smk +++ b/workflow/snakemake_rules/prepare_data.smk @@ -1,22 +1,4 @@ -rule download_case_counts: - output: - cases = "data/cases/{geo_resolution}.tsv.gz" - params: - cases_url = "https://data.nextstrain.org/files/workflows/forecasts-ncov/cases/{geo_resolution}.tsv.gz" - shell: - """ - curl -fsSL --compressed {params.cases_url:q} --output {output.cases} - """ - -rule download_sequence_counts: - output: - clades = "data/{data_provenance}/{variant_classification}/{geo_resolution}.tsv.gz" - params: - clades_url = "https://data.nextstrain.org/files/workflows/forecasts-ncov/data/{data_provenance}/{variant_classification}/global.tsv.gz" - shell: - """ - curl -fsSL --compressed {params.clades_url:q} --output {output.clades} - """ +# TODO: Switch this to load metadata and use `create-observed-sequence-counts` def _get_prepare_data_option(wildcards, option_name): """ @@ -56,6 +38,8 @@ def _get_analysis_period_option(wildcards, option_name): return f'--{option_name} {option_value}' return '' + +# TODO: Call prepare data -> prepare-pango-relationship on all resulting sequence files {analysis_period}/{obs_date} rule prepare_clade_data: "Preparing clade counts for analysis" input: @@ -202,4 +186,4 @@ rule compute_phenotypes: --clade-pair-dms {output.clade_pair_dms} \ --clade-dms {output.clade_dms} \ --config '{params.yaml}' - """ \ No newline at end of file + """ diff --git a/workflow/snakemake_rules/run_models.smk b/workflow/snakemake_rules/run_models.smk index 82a4ffa4e..689ff0e02 100644 --- a/workflow/snakemake_rules/run_models.smk +++ b/workflow/snakemake_rules/run_models.smk @@ -17,8 +17,8 @@ def _get_analysis_period_option(wildcards, option_name): rule innovation_model: input: - sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/collapsed_seq_counts.tsv", - pango_relationships = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/pango_variant_relationships.tsv", + sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/{obs_date}/collapsed_seq_counts_{obs_date}.tsv", + pango_relationships = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/{obs_date}/pango_variant_relationships_{obs_date}.tsv", params: pivot = lambda wildcards: _get_analysis_period_option(wildcards, 'pivot') output: From afd8d785381fd53fa53dd7bb8dccac027e0738fd Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Thu, 8 Aug 2024 10:31:55 -0700 Subject: [PATCH 15/53] Variant-Parents are the same by location --- scripts/run-innovation-model.py | 7 +------ 1 file changed, 1 insertion(+), 6 deletions(-) diff --git a/scripts/run-innovation-model.py b/scripts/run-innovation-model.py index 30a9c86d5..75451e8c5 100644 --- a/scripts/run-innovation-model.py +++ b/scripts/run-innovation-model.py @@ -73,11 +73,7 @@ def get_growth_advantage(posterior, pivot): def _get_posterior(location, pivot): # Filtering to location of interest _raw_seq = raw_seq[raw_seq.location == location].copy() - _raw_variant_parents = raw_variant_parents[ - raw_variant_parents.location == location - ].copy() - - data = ef.InnovationSequenceCounts(_raw_seq, _raw_variant_parents, pivot=pivot) + data = ef.InnovationSequenceCounts(_raw_seq, raw_variant_parents, pivot=pivot) # Defining model model = ef.InnovationMLR(tau=4.2) @@ -98,4 +94,3 @@ def _get_posterior(location, pivot): ] ga_df = pd.concat(ga_dfs) ga_df.to_csv(args.growth_advantage_path, sep="\t") - From ae8079e7e52e0ece564e5309f44698c48e469a1a Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Fri, 9 Aug 2024 13:20:04 -0700 Subject: [PATCH 16/53] Adding mlr_innovation-regression --- .../evofr_mlr_innovation-regression.ipynb | 594 ++++++++++++++++++ 1 file changed, 594 insertions(+) create mode 100644 mlr-fitness/estimates/evofr_mlr_innovation-regression.ipynb diff --git a/mlr-fitness/estimates/evofr_mlr_innovation-regression.ipynb b/mlr-fitness/estimates/evofr_mlr_innovation-regression.ipynb new file mode 100644 index 000000000..fae2beb96 --- /dev/null +++ b/mlr-fitness/estimates/evofr_mlr_innovation-regression.ipynb @@ -0,0 +1,594 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "2762e536", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import jax.numpy as jnp\n", + "import evofr as ef\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "4d621e95", + "metadata": {}, + "outputs": [], + "source": [ + "# Getting data\n", + "raw_seq = pd.read_csv(\"../data/pango_location-variant-sequence-counts.tsv\", sep=\"\\t\")\n", + "# raw_variant_parents is missing a row for BA.2, so append one\n", + "raw_variant_parents = pd.concat((pd.read_csv(\"../data/pango_variant-relationships.tsv\", sep=\"\\t\"),\n", + " pd.DataFrame({\"variant\": [\"BA.2\"], \"parent\": [\"base\"]}))).reset_index(drop=True)\n", + "variant_frequencies = ef.InnovationSequenceCounts(raw_seq, raw_variant_parents, pivot=\"BA.2\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "8f9ac2ec", + "metadata": {}, + "outputs": [], + "source": [ + "# Defining model\n", + "mlr = ef.InnovationMLR(tau=4.2)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b78e8853", + "metadata": {}, + "outputs": [], + "source": [ + "# Defining inference method\n", + "inference_method = ef.InferFullRank(iters=50_000, lr=4e-3, num_samples=100)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "760d058a", + "metadata": {}, + "outputs": [], + "source": [ + "# Fitting model\n", + "posterior = inference_method.fit(mlr, variant_frequencies)\n", + "samples = posterior.samples" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "88de95a3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'loss')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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locationvariantmedian_gaga_upper_80ga_lower_80
0USAB.1.1.5291.5968141.60616491.5858728
1USABA.10.64761180.649700050.64570475
2USABA.1.10.67477110.67641480.6728002
3USABA.1.1.10.674759150.693917160.6575288
4USABA.1.1.100.75528860.772098960.7432441
5USABA.1.1.140.696277140.708540440.68115306
6USABA.1.1.160.71839150.73186050.7085033
7USABA.1.1.180.63997520.64626890.6341029
8USABA.1.1.20.611893650.630707260.5957508
9USABA.1.150.63217960.63727490.6275044
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" + ], + "text/plain": [ + " location variant median_ga ga_upper_80 ga_lower_80\n", + "0 USA B.1.1.529 1.596814 1.6061649 1.5858728\n", + "1 USA BA.1 0.6476118 0.64970005 0.64570475\n", + "2 USA BA.1.1 0.6747711 0.6764148 0.6728002\n", + "3 USA BA.1.1.1 0.67475915 0.69391716 0.6575288\n", + "4 USA BA.1.1.10 0.7552886 0.77209896 0.7432441\n", + "5 USA BA.1.1.14 0.69627714 0.70854044 0.68115306\n", + "6 USA BA.1.1.16 0.7183915 0.7318605 0.7085033\n", + "7 USA BA.1.1.18 0.6399752 0.6462689 0.6341029\n", + "8 USA BA.1.1.2 0.61189365 0.63070726 0.5957508\n", + "9 USA BA.1.15 0.6321796 0.6372749 0.6275044" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ga_df = pd.DataFrame(\n", + " ef.posterior.get_growth_advantage(samples, posterior.data, ps=[0.8], name=\"USA\", rel_to=\"BA.2\")\n", + ")\n", + "ga_df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "retained-caution", + "metadata": {}, + "outputs": [], + "source": [ + "ga_df.to_csv('growth_advantages.tsv', sep=\"\\t\")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "e71afed2", + "metadata": {}, + "outputs": [], + "source": [ + "def get_growth_advantage_delta(samples, data, ps, name, rel_to=\"other\"):\n", + " # Unpack variant info\n", + " var_names = data.var_names\n", + " par_names = [data.parent_map[v] for v in var_names]\n", + "\n", + " # Get posterior samples\n", + " ga = jnp.array(jnp.exp(samples[\"ga_delta\"]))\n", + " N_variant = ga.shape[-1]\n", + "\n", + " # Loop over ga and make relative rel_to\n", + " for i, s in enumerate(var_names):\n", + " if s == rel_to:\n", + " ga = jnp.divide(ga, ga[:, i][:, None])\n", + "\n", + " #ga = jnp.divide(ga, ga[:, var_names.index(rel_to)][:, None])\n", + "\n", + " # Compute medians and quantiles\n", + " meds = jnp.median(ga, axis=0)\n", + " gas = []\n", + " for i, p in enumerate(ps):\n", + " up = 0.5 + p / 2\n", + " lp = 0.5 - p / 2\n", + " gas.append(jnp.quantile(ga, jnp.array([lp, up]), axis=0).T)\n", + "\n", + " # Make empty dictionary\n", + " v_dict = dict()\n", + " v_dict[\"location\"] = []\n", + " v_dict[\"variant\"] = []\n", + " v_dict[\"parent\"] = []\n", + " v_dict[\"median_ga_delta\"] = []\n", + "\n", + " for p in ps:\n", + " v_dict[f\"ga_delta_upper_{round(p * 100)}\"] = []\n", + " v_dict[f\"ga_delta_lower_{round(p * 100)}\"] = []\n", + "\n", + " for variant in range(N_variant):\n", + " if var_names[variant] != rel_to:\n", + " v_dict[\"location\"].append(name)\n", + " v_dict[\"variant\"].append(var_names[variant])\n", + " v_dict[\"parent\"].append(par_names[variant])\n", + " v_dict[\"median_ga_delta\"].append(meds[variant])\n", + " for i, p in enumerate(ps):\n", + " v_dict[f\"ga_delta_upper_{round(p * 100)}\"].append(gas[i][variant, 1])\n", + " v_dict[f\"ga_delta_lower_{round(p * 100)}\"].append(gas[i][variant, 0])\n", + "\n", + " return v_dict" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "93cd39d4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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5USABA.1.1.14BA.1.11.03241661.05468261.0076656
6USABA.1.1.16BA.1.11.06747891.087421.050251
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" + ], + "text/plain": [ + " location variant parent median_ga_delta ga_delta_upper_80 \\\n", + "0 USA B.1.1.529 BA.2 1.816323 1.8333869 \n", + "1 USA BA.1 BA.2 0.70300716 0.7044768 \n", + "2 USA BA.1.1 BA.1 1.0426798 1.0458304 \n", + "3 USA BA.1.1.1 BA.1.1 1.0004717 1.0281682 \n", + "4 USA BA.1.1.10 BA.1.1 1.1280503 1.1536113 \n", + "5 USA BA.1.1.14 BA.1.1 1.0324166 1.0546826 \n", + "6 USA BA.1.1.16 BA.1.1 1.0674789 1.08742 \n", + "7 USA BA.1.1.18 BA.1.1 0.94986284 0.95744866 \n", + "8 USA BA.1.1.2 BA.1.1 0.9112313 0.9362829 \n", + "9 USA BA.1.15 BA.1 0.9762453 0.98437434 \n", + "\n", + " ga_delta_lower_80 \n", + "0 1.7965583 \n", + "1 0.70166785 \n", + "2 1.0397875 \n", + "3 0.97542197 \n", + "4 1.1070307 \n", + "5 1.0076656 \n", + "6 1.050251 \n", + "7 0.9430778 \n", + "8 0.88982254 \n", + "9 0.9683009 " + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ga_delta_df = pd.DataFrame(\n", + " get_growth_advantage_delta(samples, variant_frequencies, [0.8], \"USA\", rel_to=\"BA.2\")\n", + ")\n", + "ga_delta_df.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "68a5ade6", + "metadata": {}, + "outputs": [], + "source": [ + "ga_delta_df.to_csv('growth_advantages_delta.tsv', sep=\"\\t\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From d731268e5708b0bf2708acb9a3f9ab0fc764d69b Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Fri, 9 Aug 2024 13:27:36 -0700 Subject: [PATCH 17/53] Innovation Regression example --- mlr-fitness/estimates/evofr_mlr_innovation-regression.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/mlr-fitness/estimates/evofr_mlr_innovation-regression.ipynb b/mlr-fitness/estimates/evofr_mlr_innovation-regression.ipynb index fae2beb96..189e808e0 100644 --- a/mlr-fitness/estimates/evofr_mlr_innovation-regression.ipynb +++ b/mlr-fitness/estimates/evofr_mlr_innovation-regression.ipynb @@ -586,7 +586,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.13" + "version": "3.11.7" } }, "nbformat": 4, From 5bb0675cc21582e868af8948975018b6662f3700 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Fri, 9 Aug 2024 14:20:07 -0700 Subject: [PATCH 18/53] Adding predictors argument --- scripts/run-innovation-model.py | 78 +++++++++++++++++++++++++++++++-- 1 file changed, 75 insertions(+), 3 deletions(-) diff --git a/scripts/run-innovation-model.py b/scripts/run-innovation-model.py index 75451e8c5..b9083ea20 100644 --- a/scripts/run-innovation-model.py +++ b/scripts/run-innovation-model.py @@ -1,6 +1,7 @@ import argparse import evofr as ef +import numpy as np import pandas as pd LOCATIONS = ["USA"] @@ -24,6 +25,59 @@ def get_growth_advantage(posterior, pivot): return ga_df +def prep_predictors(predictors, variant_freqs, predictor_names): + # Index by variant name + predictors = predictors.rename(columns={"seqName": "variant"}).set_index("variant") + predictors = predictors.replace("?").astype( + {name: "float" for name in predictor_names} + ) + + # Find scores of interest and parents + var_names = [v for v in variant_freqs.var_names if v in predictors.index] + predictors = predictors.loc[var_names] # Need all variants to be present... + predictors["parent"] = predictors.index.map(variant_freqs.parent_map) + + # Get delta between parents and children + def get_parent_delta(x, col="immune_escape"): + variant = x.name + parent = x.parent + # If parent and child are present generate contrast + if parent in predictors.index: + return predictors.loc[variant][col] - predictors.loc[parent][col] + # Gotta figure out how to deal with the nans + return np.nan + + # Generate delta columns + for name in predictor_names: + predictors[f"delta_{name}"] = predictors.apply( + lambda x: get_parent_delta(x, name), axis=1 + ) + return predictors + + +def make_features(predictors, variant_freqs, feature_names=None, intercept=True): + + if feature_names is None: + feature_names = ["delta_immune_escape", "delta_ace2_binding"] + + n_features = len(feature_names) + + # Fill with features from data frame + N_variants = len(variant_freqs.var_names) + features = np.empty((N_variants, n_features)) + + for v, var in enumerate(variant_freqs.var_names): + if var in predictors.index: + features[v, :] = predictors.loc[var][feature_names].values + else: + features[v, :] = np.nan + + # Add intercept if desired + if intercept: + features = np.column_stack((features, np.ones(N_variants))) + return features + + # TODO: Load in ITERS, LEARNING_RATE, NUM_SAMPLES from a config file as in forecasts-ncov # Similarly, load in CI_COVERAGE @@ -35,13 +89,19 @@ def get_growth_advantage(posterior, pivot): "--seq-counts", type=str, required=True, - help="output TSV of collapsed sequence counts", + help="input TSV of collapsed sequence counts", ) parser.add_argument( "--pango-relationships", type=str, required=True, - help="output TSV of pango-variant-relationships", + help="input TSV of pango-variant-relationships", + ) + parser.add_argument( + "--predictor_path", + type=str, + default=None, + help="input TSV of predictors of variant fitness", ) parser.add_argument( "--growth-advantage-path", @@ -76,7 +136,19 @@ def _get_posterior(location, pivot): data = ef.InnovationSequenceCounts(_raw_seq, raw_variant_parents, pivot=pivot) # Defining model - model = ef.InnovationMLR(tau=4.2) + if args.predictor_path is None: + model = ef.InnovationMLR(tau=4.2) + else: + # Define predictors + predictors = pd.read_csv(args.predictor_path, sep="\t") + # TODO: All config to specify predictors to use + predictor_names = ["immune_escape", "ace2_binding"] + predictors = prep_predictors( + predictors, data, predictor_names=predictor_names + ) + features = make_features(predictors, data, feature_names=predictor_names) + prior = ef.models.DeltaRegressionPrior(features) + model = ef.InnovationMLR(tau=4.2, delta_prior=prior) # Defining inference method inference_method = ef.InferFullRank(ITERS, LEARNING_RATE, NUM_SAMPLES) From c3b9caa8b62634dce1947005d5b66c8792a74006 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Fri, 9 Aug 2024 14:22:25 -0700 Subject: [PATCH 19/53] Innovation Regression example --- .../estimates/evofr_mlr_innovation.ipynb | 2 +- .../example_innovation_mlr-regression.ipynb | 1937 +++++++++++++++++ 2 files changed, 1938 insertions(+), 1 deletion(-) create mode 100644 mlr-fitness/estimates/example_innovation_mlr-regression.ipynb diff --git a/mlr-fitness/estimates/evofr_mlr_innovation.ipynb b/mlr-fitness/estimates/evofr_mlr_innovation.ipynb index fae2beb96..d0c84e966 100644 --- a/mlr-fitness/estimates/evofr_mlr_innovation.ipynb +++ b/mlr-fitness/estimates/evofr_mlr_innovation.ipynb @@ -586,7 +586,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.13" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/mlr-fitness/estimates/example_innovation_mlr-regression.ipynb b/mlr-fitness/estimates/example_innovation_mlr-regression.ipynb new file mode 100644 index 000000000..5d736f09f --- /dev/null +++ b/mlr-fitness/estimates/example_innovation_mlr-regression.ipynb @@ -0,0 +1,1937 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 53, + "id": "01e981a7", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import jax.numpy as jnp\n", + "import numpy as np\n", + "import evofr as ef\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "e43450ff", + "metadata": {}, + "outputs": [], + "source": [ + "# Getting data for analysis from #ncov-escape\n", + "PANGO_VARIANT_SEQUENCE_COUNTS_URL = \"https://raw.githubusercontent.com/blab/ncov-escape/master/mlr-fitness/data/pango_seq_counts.tsv\"\n", + "PANGO_VARIANT_RELATIONSHIPS_URL = \"https://raw.githubusercontent.com/blab/ncov-escape/master/mlr-fitness/data/pango_variant_relationships.tsv\"\n", + "\n", + "# Loading data into pandas√Ω\n", + "raw_seq = pd.read_csv(PANGO_VARIANT_SEQUENCE_COUNTS_URL, sep=\"\\t\")\n", + "raw_variant_parents = pd.read_csv(PANGO_VARIANT_RELATIONSHIPS_URL, sep=\"\\t\")\n", + "raw_variant_parents = pd.concat((raw_variant_parents, pd.DataFrame({\"variant\": [\"BA.2\"], \"parent\": [\"base\"]}))).reset_index(drop=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "970c26ae", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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child_names = [k for k,v in variant_freqs.parent_map.items() if v in var_names]\n", + "\n", + " index_pairs = [(var_names.index(k), var_names.index(v)) for k,v in variant_freqs.parent_map.items() if v in var_names]\n", + "\n", + " return index_pairs, child_names" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "8dd475e9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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immune_escapeace2_bindingparentdelta_immune_escapedelta_ace2_binding
variant
B.1-0.000090-0.00000BA.2-0.000090-0.00000
BA.1-0.000090-0.00000BA.2-0.000090-0.00000
BA.2.1-0.000090-0.00000BA.2-0.000090-0.00000
BA.2.10-0.000090-0.00000BA.2-0.000090-0.00000
BA.2.10.1-0.000090-0.00000BA.2.100.0000000.00000
..................
XBE0.6014230.66973BA.20.6014230.66973
XBF0.8366421.04277BA.20.8366421.04277
XE-0.000090-0.00000BA.2-0.000090-0.00000
XZ-0.000090-0.00000BA.2-0.000090-0.00000
BA.20.0000000.00000baseNaNNaN
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342 rows × 5 columns

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" + ], + "text/plain": [ + " immune_escape ace2_binding parent delta_immune_escape \\\n", + "variant \n", + "B.1 -0.000090 -0.00000 BA.2 -0.000090 \n", + "BA.1 -0.000090 -0.00000 BA.2 -0.000090 \n", + "BA.2.1 -0.000090 -0.00000 BA.2 -0.000090 \n", + "BA.2.10 -0.000090 -0.00000 BA.2 -0.000090 \n", + "BA.2.10.1 -0.000090 -0.00000 BA.2.10 0.000000 \n", + "... ... ... ... ... \n", + "XBE 0.601423 0.66973 BA.2 0.601423 \n", + "XBF 0.836642 1.04277 BA.2 0.836642 \n", + "XE -0.000090 -0.00000 BA.2 -0.000090 \n", + "XZ -0.000090 -0.00000 BA.2 -0.000090 \n", + "BA.2 0.000000 0.00000 base NaN \n", + "\n", + " delta_ace2_binding \n", + "variant \n", + "B.1 -0.00000 \n", + "BA.1 -0.00000 \n", + "BA.2.1 -0.00000 \n", + "BA.2.10 -0.00000 \n", + "BA.2.10.1 0.00000 \n", + "... ... \n", + "XBE 0.66973 \n", + "XBF 1.04277 \n", + "XE -0.00000 \n", + "XZ -0.00000 \n", + "BA.2 NaN \n", + "\n", + "[342 rows x 5 columns]" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "escape_scores = pd.read_csv(\"../../ncov-escape/predictors/predictors.tsv\", sep=\"\\t\")\n", + "\n", + "def prep_escape_scores(escape_scores, variant_freqs):\n", + " # Index by variant name\n", + " escape_scores = escape_scores.rename(columns={\"seqName\": \"variant\"}).set_index(\"variant\")\n", + " escape_scores = (escape_scores[[\"immune_escape\", \"ace2_binding\"]]\n", + " .replace(\"?\")\n", + " .astype({\"immune_escape\":\"float\", \"ace2_binding\": \"float\"}))\n", + " \n", + " # Find scores of interest and parents\n", + " var_names = [v for v in variant_freqs.var_names if v in escape_scores.index]\n", + " escape_scores = escape_scores.loc[var_names] # Need all variants to be present...\n", + " escape_scores[\"parent\"] = escape_scores.index.map(variant_freqs.parent_map)\n", + " \n", + " # Get delta between parents and children\n", + " def get_parent_delta(x, col=\"immune_escape\"):\n", + " variant = x.name\n", + " parent = x.parent\n", + " # If parent and child are present generate contrast\n", + " if parent in escape_scores.index:\n", + " return escape_scores.loc[variant][col] - escape_scores.loc[parent][col]\n", + " # Gotta figure out how to deal with the nans\n", + " return np.nan\n", + "\n", + " # Generate delta columns\n", + " escape_scores[\"delta_immune_escape\"] = escape_scores.apply(lambda x: get_parent_delta(x, \"immune_escape\"), axis=1)\n", + " escape_scores[\"delta_ace2_binding\"] = escape_scores.apply(lambda x: get_parent_delta(x, \"ace2_binding\"), axis=1)\n", + " return escape_scores\n", + "\n", + "escape_scores = prep_escape_scores(escape_scores, variant_freqs)\n", + "escape_scores" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "6dff5e62", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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cladeNextclade_pangopartiallyAliasedimmune_escapeace2_bindingrbd_countnon_rbd_spike_countnon_spike_countparentdelta_immune_escapedelta_ace2_bindingdelta_rbd_countdelta_non_rbd_spike_countdelta_non_spike_count
variant
B.1outgroupBA.2.19BA.2.19-0.000090-0.0000017.023.029.0BA.2-0.000090-0.0000017.023.029.0
BA.1outgroupBA.2.19BA.2.19-0.000090-0.000006.019.018.0BA.2-0.000090-0.000006.019.018.0
BA.2.121LBA.2.1BA.2.1-0.000090-0.000000.00.02.0BA.2-0.000090-0.000000.00.02.0
BA.2.1021LBA.2.10BA.2.10-0.000090-0.000000.00.02.0BA.2-0.000090-0.000000.00.02.0
BA.2.10.121LBA.2.10.1BA.2.10.1-0.000090-0.000000.01.02.0BA.2.100.0000000.000000.01.00.0
.............................................
XBErecombinantXBEXBE0.6014230.669734.02.04.0BA.20.6014230.669734.02.04.0
XBFrecombinantXBFXBF0.8366421.042777.05.07.0BA.20.8366421.042777.05.07.0
XErecombinantXEXE-0.000090-0.000000.00.010.0BA.2-0.000090-0.000000.00.010.0
XZrecombinantXZXZ-0.000090-0.000000.00.05.0BA.2-0.000090-0.000000.00.05.0
BA.221LBA.2BA.20.0000000.000000.00.00.0baseNaNNaNNaNNaNNaN
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342 rows × 14 columns

\n", + "
" + ], + "text/plain": [ + " clade Nextclade_pango partiallyAliased immune_escape \\\n", + "variant \n", + "B.1 outgroup BA.2.19 BA.2.19 -0.000090 \n", + "BA.1 outgroup BA.2.19 BA.2.19 -0.000090 \n", + "BA.2.1 21L BA.2.1 BA.2.1 -0.000090 \n", + "BA.2.10 21L BA.2.10 BA.2.10 -0.000090 \n", + "BA.2.10.1 21L BA.2.10.1 BA.2.10.1 -0.000090 \n", + "... ... ... ... ... \n", + "XBE recombinant XBE XBE 0.601423 \n", + "XBF recombinant XBF XBF 0.836642 \n", + "XE recombinant XE XE -0.000090 \n", + "XZ recombinant XZ XZ -0.000090 \n", + "BA.2 21L BA.2 BA.2 0.000000 \n", + "\n", + " ace2_binding rbd_count non_rbd_spike_count non_spike_count \\\n", + "variant \n", + "B.1 -0.00000 17.0 23.0 29.0 \n", + "BA.1 -0.00000 6.0 19.0 18.0 \n", + "BA.2.1 -0.00000 0.0 0.0 2.0 \n", + "BA.2.10 -0.00000 0.0 0.0 2.0 \n", + "BA.2.10.1 -0.00000 0.0 1.0 2.0 \n", + "... ... ... ... ... \n", + "XBE 0.66973 4.0 2.0 4.0 \n", + "XBF 1.04277 7.0 5.0 7.0 \n", + "XE -0.00000 0.0 0.0 10.0 \n", + "XZ -0.00000 0.0 0.0 5.0 \n", + "BA.2 0.00000 0.0 0.0 0.0 \n", + "\n", + " parent delta_immune_escape delta_ace2_binding delta_rbd_count \\\n", + "variant \n", + "B.1 BA.2 -0.000090 -0.00000 17.0 \n", + "BA.1 BA.2 -0.000090 -0.00000 6.0 \n", + "BA.2.1 BA.2 -0.000090 -0.00000 0.0 \n", + "BA.2.10 BA.2 -0.000090 -0.00000 0.0 \n", + "BA.2.10.1 BA.2.10 0.000000 0.00000 0.0 \n", + "... ... ... ... ... \n", + "XBE BA.2 0.601423 0.66973 4.0 \n", + "XBF BA.2 0.836642 1.04277 7.0 \n", + "XE BA.2 -0.000090 -0.00000 0.0 \n", + "XZ BA.2 -0.000090 -0.00000 0.0 \n", + "BA.2 base NaN NaN NaN \n", + "\n", + " delta_non_rbd_spike_count delta_non_spike_count \n", + "variant \n", + "B.1 23.0 29.0 \n", + "BA.1 19.0 18.0 \n", + "BA.2.1 0.0 2.0 \n", + "BA.2.10 0.0 2.0 \n", + "BA.2.10.1 1.0 0.0 \n", + "... ... ... \n", + "XBE 2.0 4.0 \n", + "XBF 5.0 7.0 \n", + "XE 0.0 10.0 \n", + "XZ 0.0 5.0 \n", + "BA.2 NaN NaN \n", + "\n", + "[342 rows x 14 columns]" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predictors = pd.read_csv(\"../../ncov-escape/predictors/predictors.tsv\", sep=\"\\t\")\n", + "predictor_names = [\"immune_escape\", \"ace2_binding\", \"rbd_count\", \"non_rbd_spike_count\", \"non_spike_count\"]\n", + "#delta_predictor_names = [\"delta_\" + name for name in predictor_names]\n", + "\n", + "def prep_predictors(predictors, variant_freqs, predictor_names):\n", + " # Index by variant name\n", + " predictors = predictors.rename(columns={\"seqName\": \"variant\"}).set_index(\"variant\")\n", + " predictors = (predictors\n", + " .replace(\"?\")\n", + " .astype({name: \"float\" for name in predictor_names}))\n", + " \n", + " # Find scores of interest and parents\n", + " var_names = [v for v in variant_freqs.var_names if v in predictors.index]\n", + " predictors = predictors.loc[var_names] # Need all variants to be present...\n", + " predictors[\"parent\"] = predictors.index.map(variant_freqs.parent_map)\n", + " \n", + " # Get delta between parents and children\n", + " def get_parent_delta(x, col=\"immune_escape\"):\n", + " variant = x.name\n", + " parent = x.parent\n", + " # If parent and child are present generate contrast\n", + " if parent in predictors.index:\n", + " return predictors.loc[variant][col] - predictors.loc[parent][col]\n", + " # Gotta figure out how to deal with the nans\n", + " return np.nan\n", + "\n", + " # Generate delta columns\n", + " for name in predictor_names:\n", + " predictors[f\"delta_{name}\"] = predictors.apply(lambda x: get_parent_delta(x, name), axis=1) \n", + " return predictors\n", + "\n", + "predictors = prep_predictors(predictors, variant_freqs, predictor_names)\n", + "predictors" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "7362fc1f", + "metadata": {}, + "outputs": [], + "source": [ + "def make_features(escape_scores, variant_freqs, feature_names=None, intercept=True):\n", + " \n", + " if feature_names is None:\n", + " feature_names = [\"delta_immune_escape\", \"delta_ace2_binding\"]\n", + " \n", + " n_features = len(feature_names)\n", + "\n", + " # Fill with features from data frame\n", + " N_variants = len(variant_freqs.var_names)\n", + " features = np.empty((N_variants, n_features))\n", + " \n", + " for v, var in enumerate(variant_freqs.var_names):\n", + " if var in escape_scores.index:\n", + " features[v, :] = escape_scores.loc[var][feature_names].values\n", + " else:\n", + " features[v, :] = np.nan\n", + " \n", + " # Add intercept if desired \n", + " if intercept:\n", + " features = np.column_stack((features, np.ones(N_variants)))\n", + " return features\n", + "\n", + "predictor_names = [\"delta_immune_escape\", \"delta_ace2_binding\"]\n", + "features = make_features(predictors, variant_freqs, feature_names=predictor_names)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "a8fa351a", + "metadata": {}, + "outputs": [], + "source": [ + "# Defining model\n", + "prior = ef.models.DeltaRegressionPrior(features)\n", + "mlr = ef.InnovationMLR(tau=4.2, delta_prior=prior)\n", + "\n", + "# Defining inference method\n", + "inference_method = ef.InferMAP(iters=50_000, lr=4e-3)\n", + "inference_method = ef.InferFullRank(iters=200_000, lr=8e-4, num_samples=100)\n", + "\n", + "posterior = inference_method.fit(mlr, variant_freqs)" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "0bc30b72", + "metadata": {}, + "outputs": [], + "source": [ + "#init_strat, posterior_map = ef.init_to_MAP(mlr, variant_freqs, iters=200_000, lr=4e-3)\n", + "#inference_method = ef.InferNUTS(num_warmup=300, num_samples=200, init_strategy=init_strat)" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "id": "ead39954", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(posterior.samples[\"losses\"])\n", + "plt.yscale(\"log\")" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "id": "d2fe8850", + "metadata": {}, + "outputs": [], + "source": [ + "# Fitting model\n", + "#posterior = inference_method.fit(mlr, variant_freqs)\n", + "samples = posterior.samples" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "id": "55254692", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Growth advantage')" + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from evofr.plotting import plot_growth_advantage\n", + "fig = plt.figure(figsize=(24, 16))\n", + "gs = fig.add_gridspec(nrows=1, ncols=1)\n", + "ax = fig.add_subplot(gs[0,0])\n", + "\n", + "plot_growth_advantage(ax, samples, variant_freqs, [0.8], [0.4], [\"grey\"] * 400)\n", + "ax.set_xticks(ax.get_xticks(), ax.get_xticklabels(), rotation=90, ha='right')\n", + "ax.set_ylabel(\"Growth advantage\")" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "aff173e0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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locationvariantmedian_gaga_upper_80ga_lower_80
0USAB.10.98272250.993681250.971157
1USAB.1.1.5291.48749261.49948291.4774544
2USABA.10.68535540.689253330.6812461
3USABA.1.10.681444050.683173360.68010056
4USABA.1.1.10.693715330.711318550.67289734
..................
350USAXBE1.89481661.9031891.8866299
351USAXBF2.39566832.40404532.3878932
352USAXE1.04915621.05819811.0412639
353USAXZ1.0951341.10912611.085647
354USAother1.57359031.577791.5695108
\n", + "

355 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " location variant median_ga ga_upper_80 ga_lower_80\n", + "0 USA B.1 0.9827225 0.99368125 0.971157\n", + "1 USA B.1.1.529 1.4874926 1.4994829 1.4774544\n", + "2 USA BA.1 0.6853554 0.68925333 0.6812461\n", + "3 USA BA.1.1 0.68144405 0.68317336 0.68010056\n", + "4 USA BA.1.1.1 0.69371533 0.71131855 0.67289734\n", + ".. ... ... ... ... ...\n", + "350 USA XBE 1.8948166 1.903189 1.8866299\n", + "351 USA XBF 2.3956683 2.4040453 2.3878932\n", + "352 USA XE 1.0491562 1.0581981 1.0412639\n", + "353 USA XZ 1.095134 1.1091261 1.085647\n", + "354 USA other 1.5735903 1.57779 1.5695108\n", + "\n", + "[355 rows x 5 columns]" + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ga_df = pd.DataFrame(ef.posterior.get_growth_advantage(samples, variant_freqs, [0.8], \"USA\", rel_to=\"BA.2\"))\n", + "ga_df" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "id": "d9104b58", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_growth_advantage_delta(\n", + " ax, samples, LD, ps, alphas, colors\n", + "):\n", + " gad = jnp.array(jnp.exp(samples[\"delta\"]))\n", + "\n", + " inds = jnp.arange(0, gad.shape[-1], 1)\n", + "\n", + " ax.axhline(y=1.0, color=\"k\", linestyle=\"--\")\n", + " parts = ax.violinplot(\n", + " gad, inds, showmeans=False, showmedians=False, showextrema=False\n", + " )\n", + "\n", + " for i, pc in enumerate(parts[\"bodies\"]):\n", + " pc.set_facecolor(colors[i])\n", + " pc.set_edgecolor(\"black\")\n", + " pc.set_alpha(1)\n", + "\n", + " q1, med, q3 = jnp.percentile(gad, jnp.array([25, 50, 75]), axis=0)\n", + " ax.scatter(inds, med, color=\"white\", zorder=3, edgecolor=\"black\")\n", + " ax.vlines(inds, q1, q3, color=\"k\", lw=4, zorder=2)\n", + "\n", + " q1, med, q3 = jnp.percentile(gad, jnp.array([2.5, 50, 97.5]), axis=0)\n", + " ax.vlines(inds, q1, q3, color=\"k\", lw=2, zorder=1)\n", + "\n", + " ax.set_xticks(inds)\n", + " ax.set_xticklabels(LD.var_names)" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "f0cfe6a1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Growth advantage innovation')" + ] + }, + "execution_count": 116, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from evofr.plotting import plot_growth_advantage\n", + "fig = plt.figure(figsize=(24, 16))\n", + "gs = fig.add_gridspec(nrows=1, ncols=1)\n", + "ax = fig.add_subplot(gs[0,0])\n", + "\n", + "plot_growth_advantage_delta(ax, samples, variant_freqs, [0.8], [0.4], [\"grey\"] * 381)\n", + "ax.set_xticks(ax.get_xticks(), ax.get_xticklabels(), rotation=90, ha='right')\n", + "ax.set_ylabel(\"Growth advantage innovation\")" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "5c4368ac", + "metadata": {}, + "outputs": [], + "source": [ + "def get_growth_advantage_delta(samples, data, ps, name, rel_to=\"other\"):\n", + " # Unpack variant info\n", + " var_names = data.var_names\n", + " par_names = [data.parent_map[v] for v in var_names]\n", + "\n", + " # Get posterior samples\n", + " ga = jnp.array(jnp.exp(samples[\"delta\"]))\n", + " N_variant = ga.shape[-1]\n", + "\n", + " # Loop over ga and make relative rel_to\n", + " for i, s in enumerate(var_names):\n", + " if s == rel_to:\n", + " ga = jnp.divide(ga, ga[:, i][:, None])\n", + "\n", + " #ga = jnp.divide(ga, ga[:, var_names.index(rel_to)][:, None])\n", + "\n", + " # Compute medians and quantiles\n", + " meds = jnp.median(ga, axis=0)\n", + " gas = []\n", + " for i, p in enumerate(ps):\n", + " up = 0.5 + p / 2\n", + " lp = 0.5 - p / 2\n", + " gas.append(jnp.quantile(ga, jnp.array([lp, up]), axis=0).T)\n", + "\n", + " # Make empty dictionary\n", + " v_dict = dict()\n", + " v_dict[\"location\"] = []\n", + " v_dict[\"variant\"] = []\n", + " v_dict[\"parent\"] = []\n", + " v_dict[\"median_ga_delta\"] = []\n", + "\n", + " for p in ps:\n", + " v_dict[f\"ga_delta_upper_{round(p * 100)}\"] = []\n", + " v_dict[f\"ga_delta_lower_{round(p * 100)}\"] = []\n", + "\n", + " for variant in range(N_variant):\n", + " if var_names[variant] != rel_to:\n", + " v_dict[\"location\"].append(name)\n", + " v_dict[\"variant\"].append(var_names[variant])\n", + " v_dict[\"parent\"].append(par_names[variant])\n", + " v_dict[\"median_ga_delta\"].append(meds[variant])\n", + " for i, p in enumerate(ps):\n", + " v_dict[f\"ga_delta_upper_{round(p * 100)}\"].append(gas[i][variant, 1])\n", + " v_dict[f\"ga_delta_lower_{round(p * 100)}\"].append(gas[i][variant, 0])\n", + "\n", + " return v_dict" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "id": "1b4fa6d5", + "metadata": {}, + "outputs": [], + "source": [ + "ga_delta_df = pd.DataFrame(get_growth_advantage_delta(samples, variant_freqs, [0.8], \"USA\", rel_to=\"BA.2\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "id": "872334d8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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locationvariantparentmedian_ga_deltaga_delta_upper_80ga_delta_lower_80
0USAB.1BA.20.995858970.99849190.9930559
1USAB.1.1.529B.11.10386281.10671711.1003467
2USABA.1BA.20.91397080.915205840.91266304
3USABA.1.1BA.10.99854540.999933960.99749416
4USABA.1.1.1BA.1.11.00422671.01042460.9968684
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350USAXBEBA.21.16436041.16558331.1631607
351USAXBFBA.21.23123151.23225511.2302788
352USAXEBA.21.01149081.01355971.009674
353USAXZBA.21.02187311.02496661.0197585
354USAotherBA.21.11398411.11469131.1132958
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355 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " location variant parent median_ga_delta ga_delta_upper_80 \\\n", + "0 USA B.1 BA.2 0.99585897 0.9984919 \n", + "1 USA B.1.1.529 B.1 1.1038628 1.1067171 \n", + "2 USA BA.1 BA.2 0.9139708 0.91520584 \n", + "3 USA BA.1.1 BA.1 0.9985454 0.99993396 \n", + "4 USA BA.1.1.1 BA.1.1 1.0042267 1.0104246 \n", + ".. ... ... ... ... ... \n", + "350 USA XBE BA.2 1.1643604 1.1655833 \n", + "351 USA XBF BA.2 1.2312315 1.2322551 \n", + "352 USA XE BA.2 1.0114908 1.0135597 \n", + "353 USA XZ BA.2 1.0218731 1.0249666 \n", + "354 USA other BA.2 1.1139841 1.1146913 \n", + "\n", + " ga_delta_lower_80 \n", + "0 0.9930559 \n", + "1 1.1003467 \n", + "2 0.91266304 \n", + "3 0.99749416 \n", + "4 0.9968684 \n", + ".. ... \n", + "350 1.1631607 \n", + "351 1.2302788 \n", + "352 1.009674 \n", + "353 1.0197585 \n", + "354 1.1132958 \n", + "\n", + "[355 rows x 6 columns]" + ] + }, + "execution_count": 119, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ga_delta_df" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "id": "23864963", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'log(Growth advantage innovation)')" + ] + }, + "execution_count": 120, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(14, 7))\n", + "gs = fig.add_gridspec(nrows=1, ncols=1)\n", + "ax = fig.add_subplot(gs[0,0])\n", + "ax.hist(samples[\"delta\"].flatten(), ec=\"k\", color=\"lightgrey\", density=True)\n", + "ax.set_xlabel(\"log(Growth advantage innovation)\")" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "id": "a4bd1d8b", + "metadata": {}, + "outputs": [], + "source": [ + "def simple_axis(ax):\n", + " ax.spines['top'].set_visible(False)\n", + " ax.spines['right'].set_visible(False)" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "id": "916c3adc", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib\n", + "from matplotlib.cm import coolwarm\n", + "\n", + "font = {'family' : 'Helvetica',\n", + " 'weight' : 'light',\n", + " 'size' : 18}\n", + "\n", + "matplotlib.rc('font', **font)" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "id": "de22fead", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 123, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(18, 10))\n", + "gs = fig.add_gridspec(nrows=2, ncols=2)\n", + "\n", + "df = escape_scores.reset_index().merge(ga_delta_df, how=\"left\")\n", + "log_ga_delta = jnp.log(jnp.hstack(list(df.median_ga_delta.values)))\n", + "\n", + "# Delta ACE2 v. Relative Fitness\n", + "ax = fig.add_subplot(gs[0,0]); simple_axis(ax)\n", + "ax.scatter(df.delta_ace2_binding,log_ga_delta, ec = \"k\", color=\"w\", s=40)\n", + "ax.set_xlabel(r\"$\\Delta$(ACE2 binding)\")\n", + "ax.set_ylabel(\"log(Growth innovation)\")\n", + "\n", + "# Delta Immune escape v. Relative Fitness\n", + "ax = fig.add_subplot(gs[0,1]); simple_axis(ax)\n", + "ax.scatter(df.delta_immune_escape, log_ga_delta, ec = \"k\", color=\"w\", s=40)\n", + "ax.set_xlabel(r\"$\\Delta$(Immune escape)\")\n", + "ax.set_ylabel(\"log(Growth innovation)\")\n", + "\n", + "# Delta ACE2 v. Delta Immune escape\n", + "ax = fig.add_subplot(gs[1,:]); simple_axis(ax)\n", + "cax = ax.scatter(x=df.delta_ace2_binding, y=df.delta_immune_escape, \n", + " c=log_ga_delta,\n", + " cmap=coolwarm, ec = \"k\", s=40)\n", + "ax.set_xlabel(r\"$\\Delta$(ACE2 binding)\")\n", + "ax.set_ylabel(r\"$\\Delta$(Immune escape)\")\n", + "\n", + "fig.colorbar(cax)" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "id": "6371d3af", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(18, 4))\n", + "gs = fig.add_gridspec(nrows=1, ncols=3)\n", + "axes = []\n", + "\n", + "# Comparing regression prior to estimated\n", + "ax = fig.add_subplot(gs[0]); simple_axis(ax)\n", + "axes.append(ax)\n", + "\n", + "delta_loc_med, delta_loc_quants = ef.get_quantiles(posterior.samples, [0.8], \"delta_loc\")\n", + "raw_delta_med, raw_delta_quants = ef.get_quantiles(posterior.samples, [0.8], \"raw_delta\")\n", + "\n", + "# TODO: Color points by?\n", + "ax.scatter(delta_loc_med, raw_delta_med, ec=\"k\")\n", + "#ax.scatter(posterior.samples[\"delta_loc\"], posterior.samples[\"raw_delta\"], alpha=0.01)\n", + "\n", + "def abline(ax, slope, intercept):\n", + " \"\"\"Plot a line from slope and intercept\"\"\"\n", + " x_vals = np.array(ax.get_xlim())\n", + " y_vals = intercept + slope * x_vals\n", + " ax.plot(x_vals, y_vals, '--', color=\"k\")\n", + " \n", + "abline(ax, 1.0, 0.0)\n", + "ax.set_xlabel(\"Expected relative fitness (Regression prior)\")\n", + "ax.set_ylabel(\"Posterior relative fitness\")\n", + "\n", + "# Plotting residuals between estimated relative fitneses and prior expectation\n", + "ax = fig.add_subplot(gs[1]); simple_axis(ax)\n", + "axes.append(ax)\n", + "\n", + "samples = {\"residual_delta\": posterior.samples[\"raw_delta\"] - posterior.samples[\"delta_loc\"]}\n", + "residual_delta_med, residual_delta_quants = ef.get_quantiles(samples, [0.8], \"residual_delta\")\n", + "ax.hist(residual_delta_med, ec=\"k\", density=True, bins=30)\n", + "ax.set_xlabel(\"Residual from regression prior\")\n", + "\n", + "\n", + "# Plotting coeffiecients for the regression prior\n", + "ax_betas = fig.add_subplot(gs[2]); simple_axis(ax_betas)\n", + "axes.append(ax_betas)\n", + "# TODO: Add uncertainty\n", + "theta_med, theta_quants = ef.get_quantiles(posterior.samples, [0.8], \"theta\")\n", + "theta_ind = np.arange(theta_med.shape[0])\n", + "ax_betas.bar(theta_ind, theta_med, ec=\"k\", color=\"lightblue\")#, s=80)\n", + "ax_betas.axhline(0.0, color=\"k\", linestyle=\"--\")\n", + "ax_betas.set_xticks(theta_ind)\n", + "ax_betas.set_xticklabels([ f\"{name}\" for name in predictor_names + [\"Intercept\"]], size=16, rotation=45)\n", + "ax_betas.set_ylabel(r\"$\\beta_{p}$\")\n", + "\n", + "for ax, ax_label in zip(axes, ['A.', 'B.', 'C.']):\n", + " ax.text(-0.1, 1.1, ax_label, transform=ax.transAxes, size=24, weight='bold')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "784b1252-dbd8-44a2-9087-a7fd4252e2b0", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 20543f5eb4834799a36fff91feb9c0e31fcdc30a Mon Sep 17 00:00:00 2001 From: Trevor Bedford Date: Sat, 5 Oct 2024 19:50:56 -0700 Subject: [PATCH 20/53] Fix small bugs in Snakemake I couldn't run Snakemake due to a couple bugs in the Snakefile 1. run_models.smk missing comma 2. Snakefile missing pandas import 3. Some confusion in analysis_periods of iterating over list vs dictionary. Should be solved by passing analysis_periods.keys() to expand However, I couldn't test workflow due to missing data/ files so I'm not 100% sure this fixes things. --- Snakefile | 21 ++++++++++----------- config/config.yaml | 4 ++-- workflow/snakemake_rules/prepare_data.smk | 2 +- workflow/snakemake_rules/run_models.smk | 2 +- 4 files changed, 14 insertions(+), 15 deletions(-) diff --git a/Snakefile b/Snakefile index c4c089e6a..b4eb06d36 100644 --- a/Snakefile +++ b/Snakefile @@ -1,4 +1,5 @@ import os +import pandas as pd if not config: configfile: "config/config.yaml" @@ -15,41 +16,39 @@ def _get_all_input(w): data_provenances = config["data_provenances"] if isinstance(config["data_provenances"], list) else [config["data_provenances"]] variant_classifications = config["variant_classifications"] if isinstance(config["variant_classifications"], list) else [config["variant_classifications"]] geo_resolutions = config["geo_resolutions"] if isinstance(config["geo_resolutions"], list) else [config["geo_resolutions"]] - analysis_periods = config["analysis_periods"] if isinstance(config["analysis_periods"], list) else [config["analysis_periods"]] + analysis_periods = config["analysis_period"] date_ranges = {analysis: generate_dates(analysis_periods[analysis]) for analysis in analysis_periods} - obs_date=[date for analysis in analysis_periods.keys() for date in date_ranges[analysis]]) - + obs_date = [date for analysis in analysis_periods.keys() for date in date_ranges[analysis]] all_input = [ - # Prepared data sets - # TODO: Remove cases? *expand( "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/prepared_cases.tsv", data_provenance=data_provenances, variant_classification=variant_classifications, geo_resolution=geo_resolutions, - analysis_period=analysis_periods + analysis_period=analysis_periods.keys() ), *expand( "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/{obs_date}/collapsed_seq_counts_{obs_date}.tsv", data_provenance=data_provenances, variant_classification=variant_classifications, geo_resolution=geo_resolutions, - analysis_period=analysis_periods - obs_date=obs_date + analysis_period=analysis_periods.keys(), + obs_date=obs_date ), *expand( - "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/{date}/growth_advantages.tsv", + "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/{obs_date}/growth_advantages.tsv", data_provenance=data_provenances, variant_classification=variant_classifications, geo_resolution=geo_resolutions, - analysis_period=analysis_periods, - obs_date=obs_date + analysis_period=analysis_periods.keys(), + obs_date=obs_date ), ] return all_input + rule all: input: _get_all_input diff --git a/config/config.yaml b/config/config.yaml index ec2a5e316..cba0f6ed7 100644 --- a/config/config.yaml +++ b/config/config.yaml @@ -34,14 +34,14 @@ prepare_data: collapse_threshold: 350 prepare_predictors: - current_dms: + current_dms: input_data: "results/summaries/summary.csv" rename_cols: {"human sera escape": "sera escape", "spike mediated entry": "cell entry"} phenotype_cols: ["sera escape", "ACE2 binding", "cell entry"] title: "XBB.1.5 full-spike DMS phenotypes" missing_muts: "drop" # drop clades with missing muts, yeast_RBD_DM: - input_data: "data/compare_natural_datasets/yeast_RBD_DMS.csv" + input_data: "data/compare_natural_datasets/yeast_RBD_DMS.csv" rename_cols: {} phenotype_cols: ["escape", "ACE2 affinity", "RBD expression"] title: "yeast RBD DMS phenotypes" diff --git a/workflow/snakemake_rules/prepare_data.smk b/workflow/snakemake_rules/prepare_data.smk index 648861344..6506d6e88 100644 --- a/workflow/snakemake_rules/prepare_data.smk +++ b/workflow/snakemake_rules/prepare_data.smk @@ -174,7 +174,7 @@ rule compute_phenotypes: clade_pair_dms="predictors/{analysis_period}/{pheno}_clade_pair.csv", clade_dms="predictors/{analysis_period}/{pheno}_clade.csv" params: - # Q: How do I properly process this to pass the entire config? + # Q: How do I properly process this to pass the entire config? # Would it be better just to pass things one by one? How would this work for dictionaries? config = pass_phenotype_config shell: diff --git a/workflow/snakemake_rules/run_models.smk b/workflow/snakemake_rules/run_models.smk index 689ff0e02..e98bc87ea 100644 --- a/workflow/snakemake_rules/run_models.smk +++ b/workflow/snakemake_rules/run_models.smk @@ -22,7 +22,7 @@ rule innovation_model: params: pivot = lambda wildcards: _get_analysis_period_option(wildcards, 'pivot') output: - posteriors = "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/{obs_date}/posteriors" + posteriors = "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/{obs_date}/posteriors", growth_advantages = "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/{obs_date}/growth_advantages.tsv" shell: """ From 0ffb1e8490dc0ea41ff6213855d118368e7136e1 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Thu, 24 Oct 2024 15:23:46 -0700 Subject: [PATCH 21/53] Manuscript + Methods updates --- manuscript/ncov-escape.bib | 13 +++++++++++-- manuscript/ncov-escape.tex | 7 +++++-- 2 files changed, 16 insertions(+), 4 deletions(-) diff --git a/manuscript/ncov-escape.bib b/manuscript/ncov-escape.bib index 6c406eb4f..de636375d 100644 --- a/manuscript/ncov-escape.bib +++ b/manuscript/ncov-escape.bib @@ -6,8 +6,6 @@ %% Saved with string encoding Unicode (UTF-8) - - @article{hadfield2018nextstrain, author = {Hadfield, James and Megill, Colin and Bell, Sidney M and Huddleston, John and Potter, Barney and Callender, Charlton and Sagulenko, Pavel and Bedford, Trevor and Neher, Richard A}, date-added = {2022-11-22 14:10:43 -0800}, @@ -18,3 +16,14 @@ @article{hadfield2018nextstrain title = {Nextstrain: real-time tracking of pathogen evolution}, volume = {34}, year = {2018}} + +@article{khare2021gisaid, + author = {Khare, Shruti and Gurry, C{\'e}line and Freitas, Lucas and Schultz, Mark B and Bach, Gunter and Diallo, Amadou and Akite, Nancy and Ho, Joses and Lee, Raphael TC and Yeo, Winston and others}, + date-added = {2023-11-30 14:24:46 +0100}, + date-modified = {2023-11-30 14:24:59 +0100}, + journal = {China CDC weekly}, + pages = {1049}, + title = {GISAID's role in pandemic response}, + volume = {3}, + year = {2021}} + diff --git a/manuscript/ncov-escape.tex b/manuscript/ncov-escape.tex index 6c8a9bfc2..5638d2108 100644 --- a/manuscript/ncov-escape.tex +++ b/manuscript/ncov-escape.tex @@ -200,7 +200,7 @@ \section*{Methods} We can then interpret $\delta_{v}$ as the relative fitness of variant $v$ relative to variant $V$. Assuming a fixed generation time $\tau$ additionally allows us to then write the relative $R_{t}$ or growth advantage for variant $v$ over $V$ as $\Delta_{v} = \exp(\delta_{v}\tau)$. -[Preceding sentence about the multinomial likelihood] +To fit this model, we use a multinomial likelihood with probabilities defined by the frequencies above, the vector of counts for each variant at time $t$ $S_{t}$, and the total count of sequences at time $t$: \begin{align*} S_{t} \sim \text{Multinomial}(N_{t}, p_{t}) @@ -208,6 +208,10 @@ \section*{Methods} \paragraph{Mapping variant-parent relationships}% +In order to estimate rough branch-specific relative fitness innovations, we develop a data set mapping variants as parent-child pairs. + +For each Pango lineage in our generated sequence counts, we iterate to its parent lineage until the parent lineage is either in the sequence count file or there is no parent present. +If there is no parent present, we simply estimate the variant growth advantage directly. \paragraph{Growth advantage innovation model}% @@ -243,7 +247,6 @@ \section*{Methods} \beta_{p, \cdot} &\sim \text{RandomWalk}(0, \gamma) \end{align*} - \paragraph{Generating predictors for regression prior analysis}% For the analyses presented here, we use variant-parent differences in escape score and ACE-2 binding computed using [INSERT CALCULATOR INFO HERE]. From 882d54b86ef2c0d7513fda99e987f5dc16034f12 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Thu, 24 Oct 2024 15:55:15 -0700 Subject: [PATCH 22/53] Updated methods section and additional section on PGLS. --- manuscript/ncov-escape.tex | 85 +++++++++++++++++++++++++++++++------- 1 file changed, 69 insertions(+), 16 deletions(-) diff --git a/manuscript/ncov-escape.tex b/manuscript/ncov-escape.tex index 5638d2108..0a30f6cd7 100644 --- a/manuscript/ncov-escape.tex +++ b/manuscript/ncov-escape.tex @@ -179,8 +179,6 @@ \section*{Discussion} %%% METHODS %%% \section*{Methods} -Todo - \paragraph{Generating sequence counts}% We prepared sequence count data sets to under the evolution of Pango lineages post-Omicron BA.2 and post-XBB.1.5. @@ -194,11 +192,11 @@ \section*{Methods} This model can be written as \begin{align*} - \mathbb{P}(V_{t} = v) = \frac{\exp(\alpha_{v} + \delta_{v} t)}{\sum_{u=1}^{V} \exp(\alpha_{u} + \delta_{u} t)}, + \mathbb{P}(V_{t} = v) = \frac{\exp(\alpha_{v} + \lambda_{v} t)}{\sum_{u=1}^{V} \exp(\alpha_{u} + \lambda_{u} t)}, \end{align*} -where $\alpha_{V} = \delta_{V} = 0$. -We can then interpret $\delta_{v}$ as the relative fitness of variant $v$ relative to variant $V$. -Assuming a fixed generation time $\tau$ additionally allows us to then write the relative $R_{t}$ or growth advantage for variant $v$ over $V$ as $\Delta_{v} = \exp(\delta_{v}\tau)$. +where $\alpha_{V} = \lambda_{V} = 0$. +We can then interpret $\lambda_{v}$ as the relative fitness of variant $v$ relative to variant $V$. +Assuming a fixed generation time $\tau$ additionally allows us to then write the relative $R_{t}$ or growth advantage for variant $v$ over $V$ as $\Delta_{v} = \exp(\lambda_{v}\tau)$. To fit this model, we use a multinomial likelihood with probabilities defined by the frequencies above, the vector of counts for each variant at time $t$ $S_{t}$, and the total count of sequences at time $t$: @@ -211,14 +209,14 @@ \section*{Methods} In order to estimate rough branch-specific relative fitness innovations, we develop a data set mapping variants as parent-child pairs. For each Pango lineage in our generated sequence counts, we iterate to its parent lineage until the parent lineage is either in the sequence count file or there is no parent present. -If there is no parent present, we simply estimate the variant growth advantage directly. +If there is no parent present, we simply estimate the variant's relative fitness and growth advantage directly. -\paragraph{Growth advantage innovation model}% +\paragraph{Relative fitness innovation model}% We can extend the previous model for the Multinomial Logistic growth to take into account for evolutionary relationships using the variant-parent lineage mapping generated in the previous section. -This updated model is instead parameterized by the relative fitness difference between variant $v$ and its parent lineages $\psi_{v} = \delta_{v} - \delta_{\text{parent}_{v}}$ directly. -Under this parameterization, we can also define the growth advantage innovations $\Psi_{v}$ from a variant lineage $v$ to its parent as +This updated model is instead parameterized by the relative fitness difference between variant $v$ and its parent lineages $\psi_{v} = \lambda_{v} - \lambda_{\text{parent}_{v}}$ directly. +Under this parameterization, we can also define the (approximate) growth advantage innovations $\Psi_{v}$ from a variant lineage $v$ to its parent as \begin{align*} \Psi_{v} = \frac{\Delta_{v}}{\Delta_{\text{parent}_{v}}} = \exp(\psi_{v} \tau). @@ -228,26 +226,26 @@ \section*{Methods} We consider several prior models on $\psi_{v}$ the most basic being a normal prior: \begin{align*} - \psi_{v} = (\delta_{v} - \delta_{\text{parent}_{v}}) \sim \text{Normal}(0, \sigma). + \psi_{v} = (\lambda_{v} - \lambda_{\text{parent}_{v}}) \sim \text{Normal}(0, \sigma). \end{align*} This induces a log normal prior on the growth advantage innovations $\Psi_{v}$. \paragraph{Regression prior for growth advantage innovations}% -To better explain the variation in growth advantage innovations and enable prediction of growth advantages from a prior model, we extend the above prior to be parameterized by various features, so that +To better explain the variation in relative fitness innovations and enable prediction of relative fitness for new variants given features and their parent lineage, we extend the above prior to be parameterized by various features, so that \begin{align*} - \psi_{v} = (\delta_{v} - \delta_{\text{parent}_{v}}) \sim \text{Normal} \left( \sum_{p} \beta_{p} x_{p}, \sigma \right). + \psi_{v} = (\lambda_{v} - \lambda_{\text{parent}_{v}}) \sim \text{Normal} \left( \sum_{p} \beta_{p} x_{p}, \sigma \right). \end{align*} \paragraph{Extending to time-varying growth advantage innovations}% \begin{align*} - \psi_{v,t} &= (\delta_{v,t} - \delta_{\text{parent}_{v}, t}) \sim \text{Normal} \left( \sum_{p} \beta_{p} x_{p}, \sigma \right) \\ + \psi_{v,t} &= (\lambda_{v,t} - \lambda_{\text{parent}_{v}, t}) \sim \text{Normal} \left( \sum_{p} \beta_{p} x_{p}, \sigma \right) \\ \beta_{p, \cdot} &\sim \text{RandomWalk}(0, \gamma) \end{align*} -\paragraph{Generating predictors for regression prior analysis}% +\paragraph{Generating features for regression prior analysis}% For the analyses presented here, we use variant-parent differences in escape score and ACE-2 binding computed using [INSERT CALCULATOR INFO HERE]. @@ -258,7 +256,7 @@ \subsection*{Data and code accessibility} \section*{Acknowledgements} -We gratefully acknowledge all data contributors, ie the Authors and their Originating laboratories responsible for obtaining the specimens, and their Submitting laboratories for generating the genetic sequence and metadata and sharing via the GISAID Initiative, on which this research is based. +We gratefully acknowledge all data contributors, i.e. the Authors and their Originating laboratories responsible for obtaining the specimens, and their Submitting laboratories for generating the genetic sequence and metadata and sharing via the GISAID Initiative, on which this research is based. %MF is an ARCS Foundation scholar and was supported by the National Science Foundation Graduate Research Fellowship Program under Grant No. DGE1762114. %TB is a Howard Hughes Medical Institute Investigator. %This work is supported by NIH NIGMS R35 GM119774 awarded to TB and by a Howard Hughes Medical Institute COVID Supplement award to TB. @@ -267,4 +265,59 @@ \section*{Acknowledgements} \bibliographystyle{plos} \bibliography{ncov-escape} +\newpage + +\appendix + +\setcounter{figure}{0} +\setcounter{table}{0} +\setcounter{page}{1} +\renewcommand{\thefigure}{S\arabic{figure}} +\renewcommand{\thetable}{S\arabic{table}} +\renewcommand{\thepage}{S\arabic{page}} +\renewcommand{\thesubsection}{S\arabic{subsection}} + +\section*{Supplemental Appendix} + +\subsection*{Connection to phylogenetic generalized least squares} + +%Question: Switch i -> v, x to \lambda? + +Due to shared evolutionary history among a population, the independence assumptions of regression analyses are often violated. +To address this, phylgenetic least squares (PGLS) has emerged as a way of accounting for covariance in the traits between samples from a population. +In PGLS, we assume trait values $x$ are assumed to have distribution: + +\begin{equation*} +x \sim \text{Normal}(X \beta,\Sigma), +\end{equation*} +where $X$ is matrix of features, $\beta$ is the regression coefficients, and $\Sigma$ is a covariance matrix derived from a phylogenetic tree, capturing the covariance due to shared evolutionary history. + +We show that our approach of modeling innovations between parent-child lineage pairs similarly captures this evolutionary structure. + +When we directly model trait changes along branches using parent-child relationships, we focus on the changes $\Delta x_i = x_{\text{child}, i} - x_{\text{parent}, i}$. We assume that + +\begin{equation} +\Delta x_i = Z_i \gamma + \varepsilon_i, +\end{equation} +where $Z_i$ is a vector of features for branch $i$ e.g. branch length, $\gamma$ is a vector of coefficients, and $\varepsilon_i$ is a random error term with mean 0 and variance $\sigma_i^2$. + +The trait $x_i$ at node $i$ can then be written as the sum of changes from the root to that node: + +\begin{align*} + x_i &= x_{\text{root}} + \sum_{j \in \text{path to } i} (Z_j \gamma + \varepsilon_j)\\ + &= x_{\text{root}} + \left( \sum_{j \in \text{path to } i} Z_j \right) \gamma + \sum_{j \in \text{path to } i} \varepsilon_j. +\end{align*} + +Simplifying it in this way allows us to easily analyze the covariance between the traits for two variants + +\begin{align*} + \Sigma_{ik} = \text{Cov}(x_i, x_k) &= \text{Cov} \left( \sum_{j \in \text{path to } i} \varepsilon_j, \sum_{l \in \text{path to } k} \varepsilon_l \right)\\ + &= \sum_{j \in \text{shared}(i, k)} \sigma_j^2. +\end{align*} + +We can see that this covariance $\Sigma_{ik}$ is the sum of variances along the branches shared by nodes $i$ and $k$. + +Using our model of growth advantage innovation, we derive an expression for $x_i$ that naturally suggests an equivalent covariance matrix $\Sigma$ under PGLS. +This covariance arises directly from the cumulative variances of changes along shared evolutionary paths, providing a concrete connection between the two methods, reflect the shared evolutionary paths. + \end{document} From 71d517323416993ef1831be2348fca56ca9a5882 Mon Sep 17 00:00:00 2001 From: Trevor Bedford Date: Mon, 4 Nov 2024 09:21:58 -0800 Subject: [PATCH 23/53] Include instructions for provisioning data locally --- .gitignore | 1 + README.md | 17 +++++++++++++++++ 2 files changed, 18 insertions(+) diff --git a/.gitignore b/.gitignore index de7a39177..5f1787a18 100644 --- a/.gitignore +++ b/.gitignore @@ -2,6 +2,7 @@ # (or at least out of _this_ git repo). benchmarks/ logs/ +data/ results/ build/ auspice/ diff --git a/README.md b/README.md index bfd40fd0f..bdf7edef2 100644 --- a/README.md +++ b/README.md @@ -3,3 +3,20 @@ ## Nextstrain workflow There is a Nextstrain workflow forked from v12 of the canonical Nextstrain [ncov](https://github.com/nextstrain/ncov) workflow in the [`ncov-workflow`](ncov-workflow/) directory. + +## Sequence counts and MLR analyis + +### Provisioning data locally + +Provision data locally by cloning https://github.com/nextstrain/forecasts-ncov/ and then running +``` +nextstrain build . -j 1 --configfile config/config.yaml --config data_provenances=gisaid variant_classification=pango_lineages geo_resolutions=global +``` +This will create `forecasts-ncov/data/cases/global.tsv.gz` and `forecasts-ncov/data/gisaid/pango_lineages/global.tsv.gz` locally. + +Go to the `ncov-escape` directory and run +``` +mkdir -p data/cases/ +mkdir -p data/gisaid/pango_lineages/ +``` +Copy each `global.tsv.gz` file from `forecasts-ncov` to `ncov-escape` in the respective directories. From 1f034c80b309fa21dff438f1208a5dba1ff6288a Mon Sep 17 00:00:00 2001 From: Trevor Bedford Date: Mon, 4 Nov 2024 09:36:35 -0800 Subject: [PATCH 24/53] Improve sequence count prep and drop case data This copies over logic from https://github.com/blab/fitness-dynamics where the prepare_clade_data rule that calls scripts/prepare-data.py is based on a defined analysis window of min_date and max_date rather than defining included_days. This is significantly cleaner for performing historical analyses. Additionally, drop references to cases (and the requirement of inputting cases to prepare-data.py). We're not uses cases in the MLR analysis and they just add unused overhead. --- README.md | 5 +- config/config.yaml | 18 +---- scripts/prepare-data.py | 92 +++++++---------------- workflow/snakemake_rules/prepare_data.smk | 23 +++--- 4 files changed, 41 insertions(+), 97 deletions(-) diff --git a/README.md b/README.md index bdf7edef2..0a243ee2c 100644 --- a/README.md +++ b/README.md @@ -12,11 +12,10 @@ Provision data locally by cloning https://github.com/nextstrain/forecasts-ncov/ ``` nextstrain build . -j 1 --configfile config/config.yaml --config data_provenances=gisaid variant_classification=pango_lineages geo_resolutions=global ``` -This will create `forecasts-ncov/data/cases/global.tsv.gz` and `forecasts-ncov/data/gisaid/pango_lineages/global.tsv.gz` locally. +This will create `forecasts-ncov/data/gisaid/pango_lineages/global.tsv.gz` locally. Go to the `ncov-escape` directory and run ``` -mkdir -p data/cases/ mkdir -p data/gisaid/pango_lineages/ ``` -Copy each `global.tsv.gz` file from `forecasts-ncov` to `ncov-escape` in the respective directories. +Copy the `global.tsv.gz` file from `forecasts-ncov` to `ncov-escape` in the corresponding directory. diff --git a/config/config.yaml b/config/config.yaml index cba0f6ed7..dc0e18429 100644 --- a/config/config.yaml +++ b/config/config.yaml @@ -1,6 +1,5 @@ data_provenances: - gisaid - - open variant_classifications: - pango_lineages geo_resolutions: @@ -15,22 +14,11 @@ prepare_data: gisaid: pango_lineages: global: - location_min_seq: 300 - location_min_seq_days: 30 + min_date: "2023-01-01" + max_date: "2023-12-01" + location_min_seq: 1000 excluded_locations: "defaults/global_excluded_locations.txt" - prune_seq_days: 12 clade_min_seq: 1 - clade_min_seq_days: 150 - collapse_threshold: 350 - open: - pango_lineages: - global: - location_min_seq: 300 - location_min_seq_days: 30 - excluded_locations: "defaults/global_excluded_locations.txt" - prune_seq_days: 12 - clade_min_seq: 1 - clade_min_seq_days: 150 collapse_threshold: 350 prepare_predictors: diff --git a/scripts/prepare-data.py b/scripts/prepare-data.py index feeda785d..3d390620d 100644 --- a/scripts/prepare-data.py +++ b/scripts/prepare-data.py @@ -8,20 +8,17 @@ from datetime import datetime, timedelta -CASES_DTYPES = { - 'location': 'string', - 'cases': 'int64', -} - SEQ_COUNTS_DTYPES = { 'location': 'string', 'clade': 'string', 'sequences': 'int64', } -# Default cutoff date is today's date -DEFAULT_CUTOFF_DATE = (datetime.now() - timedelta(days=1)).strftime('%Y-%m-%d') +# Default min date is 1 year before today's date +DEFAULT_MIN_DATE = (datetime.now() - timedelta(days=365)).strftime('%Y-%m-%d') +# Default max date is today's date +DEFAULT_MAX_DATE = (datetime.now() - timedelta(days=1)).strftime('%Y-%m-%d') def positive_int(value): """ @@ -41,17 +38,12 @@ def positive_int(value): parser.add_argument("--seq-counts", metavar="TSV", required=True, help="Path to clade counts TSV with four columns: 'location','clade','date','sequences'") - parser.add_argument("--cases", metavar="TSV", required=True, - help="Path to case counts TSV with three columns: 'location','date','cases'") - parser.add_argument("--max-date", default=DEFAULT_CUTOFF_DATE, + parser.add_argument("--min-date", default=DEFAULT_MIN_DATE, + help="The minimum cutoff for date (inclusive), formatted as 'YYYY-MM-DD'.\n" + "(default: %(default)s)") + parser.add_argument("--max-date", default=DEFAULT_MAX_DATE, help="The maximum cutoff for date (inclusive), formatted as 'YYYY-MM-DD'.\n" "(default: %(default)s)") - parser.add_argument("--included-days", type=positive_int, - help="The number of days (including the cutoff date) to include in analysis.\n" - "If not provided, all data through the cutoff date will be included.") - parser.add_argument("--prune-seq-days", type=positive_int, - help="The number of days (including the cutoff date) to prune sequence counts.\n" - "This is useful to exclude sequence counts for recent days that are overly enriched for variants.") parser.add_argument("--location-min-seq", type=positive_int, default=1, help="The mininum number of sequences a location must have within the " "days-min-seq to be included in analysis.\n" @@ -70,12 +62,11 @@ def positive_int(value): "for counting the number of sequences per clade to determine if a clade is included as its own variant.\n" "If not provided, will count sequences from all dates included in analysis date range.") parser.add_argument("--force-include-clades", nargs="*", - help="Clades to force include in the output regardless of sequences counts. " + - "Must be formatted as =") + help="Clades to force include in the output regardless of sequences counts.") + parser.add_argument("--force-exclude-clades", nargs="*", + help="Clades to force exclude in the output regardless of sequences counts.") parser.add_argument("--output-seq-counts", required=True, help="Path to output TSV file for the prepared variants data.") - parser.add_argument("--output-cases", required=True, - help="Path to output TSV file for the prepared cases data.") args = parser.parse_args() @@ -86,16 +77,8 @@ def positive_int(value): print(f"Setting max date (inclusive) as {args.max_date!r}.") max_date = datetime.strptime(args.max_date, '%Y-%m-%d') - # The min date is shared between the seq_counts and cases data - # Set default min_date to minimum date possible so we include all data up to the max date - min_date = None - if args.included_days is not None: - # Calculate the minimum date as *included_days* days before the max date - # Subtract 1 from days in calculation since we are including the max date - min_date = max_date - timedelta(days=(args.included_days - 1)) - print(f"Setting min date (inclusive) as {datetime.strftime(min_date, '%Y-%m-%d')!r}.") - else: - print("No min date was set, including all dates up to the max date.") + print(f"Setting min date (inclusive) as {args.min_date!r}.") + min_date = datetime.strptime(args.min_date, '%Y-%m-%d') ########################################################################### ################### Rules for subsetting by location ###################### @@ -158,17 +141,18 @@ def positive_int(value): # Keep track of clades that are force included so that they can bypass the sequence counts check force_included_clades = set() if args.force_include_clades: - for force_include_clade in args.force_include_clades: - force_include = force_include_clade.split('=') - if len(force_include) != 2: - print(f"ERROR: Unable to parse force include clade {force_include_clade!r}.") - sys.exit(1) + for variant in args.force_include_clades: + force_included_clades.add(variant) + + print(f"Force including the following variants: {args.force_include_clades}") - clade, variant = force_include - seq_counts.loc[seq_counts['clade'] == clade, 'variant'] = variant - force_included_clades.add(clade) + # Keep track of clades that are force excluded so that they can bypass the sequence counts check + force_excluded_clades = set() + if args.force_exclude_clades: + for variant in args.force_exclude_clades: + force_excluded_clades.add(variant) - print(f"Force including the following clades/variants: {args.force_include_clades}") + print(f"Force excluding the following variants: {args.force_exclude_clades}") # Collapse small clades into "other" if clades-min-seq is provided if args.clade_min_seq: @@ -201,8 +185,11 @@ def positive_int(value): # Get a set of clades that meet the clade_min_seq requirement clades_with_min_seq = set(seqs_per_clade.loc[seqs_per_clade['sequences'] >= args.clade_min_seq, 'clade']) + # Remove force excluded clades from this list + clades_to_keep = clades_with_min_seq - force_excluded_clades + # Replace variant with 'other' if they are not force included and do not meet the clade_min_seq requirement - seq_counts.loc[~seq_counts['clade'].isin(force_included_clades | clades_with_min_seq), 'variant'] = 'other' + seq_counts.loc[~seq_counts['clade'].isin(force_included_clades | clades_to_keep), 'variant'] = 'other' # Replace 'recombinant' clade with 'other' seq_counts.loc[seq_counts['clade'].isin(['recombinant']), 'variant'] = 'other' @@ -221,14 +208,6 @@ def positive_int(value): # The default max date for clade counts is the max date max_clade_date = max_date - # Set the max date for clade counts to earlier date if prune_seq_days is provided. - if args.prune_seq_days is not None: - print( - f"Pruning variants counts in the last {args.prune_seq_days} day(s)", - "to exclude recent dates that may be overly enriched for variants." - ) - # Calculate max clade date as *prune_seq_days* days before the max_date - max_clade_date = max_date - timedelta(days=(args.prune_seq_days)) ########################################################################### ########################## Subset and output data ######################### @@ -254,20 +233,3 @@ def positive_int(value): sep='\t', index=False, ) - - - # Load entire case counts data - cases = pd.read_csv(args.cases, sep='\t', parse_dates=['date'], dtype=CASES_DTYPES) - # Subset the case counts data by date and locations - cases = cases.loc[ - (cases['date'] >= min_date if min_date else True) & - (cases['date'] <= max_date) & - (cases['location'].isin(locations_to_include)) - ] - # Sort cases subset and print to output file - cases.sort_values(['location', 'date']) \ - .to_csv( - args.output_cases, - sep='\t', - index=False, - ) \ No newline at end of file diff --git a/workflow/snakemake_rules/prepare_data.smk b/workflow/snakemake_rules/prepare_data.smk index 6506d6e88..6053c7a3b 100644 --- a/workflow/snakemake_rules/prepare_data.smk +++ b/workflow/snakemake_rules/prepare_data.smk @@ -43,37 +43,32 @@ def _get_analysis_period_option(wildcards, option_name): rule prepare_clade_data: "Preparing clade counts for analysis" input: - cases = "data/cases/{geo_resolution}.tsv.gz", sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}.tsv.gz" output: - cases = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/prepared_cases.tsv", sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/prepared_seq_counts.tsv" + log: + "logs/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/prepare_clade_data.txt" params: - max_date = lambda wildcards: _get_analysis_period_option(wildcards, 'max_date'), - included_days = lambda wildcards: _get_analysis_period_option(wildcards, 'included_days'), + min_date = lambda wildcards: _get_prepare_data_option(wildcards, 'min_date'), + max_date = lambda wildcards: _get_prepare_data_option(wildcards, 'max_date'), location_min_seq = lambda wildcards: _get_prepare_data_option(wildcards, 'location_min_seq'), - location_min_seq_days = lambda wildcards: _get_prepare_data_option(wildcards, 'location_min_seq_days'), excluded_locations = lambda wildcards: _get_prepare_data_option(wildcards, 'excluded_locations'), prune_seq_days = lambda wildcards: _get_prepare_data_option(wildcards, 'prune_seq_days'), clade_min_seq = lambda wildcards: _get_prepare_data_option(wildcards, 'clade_min_seq'), - clade_min_seq_days = lambda wildcards: _get_prepare_data_option(wildcards, 'clade_min_seq_days'), - force_include_clades = lambda wildcards: _get_prepare_data_option(wildcards, 'force_include_clades') + force_include_clades = lambda wildcards: _get_prepare_data_option(wildcards, 'force_include_clades'), + force_exclude_clades = lambda wildcards: _get_prepare_data_option(wildcards, 'force_exclude_clades') shell: """ python ./scripts/prepare-data.py \ --seq-counts {input.sequence_counts} \ - --cases {input.cases} \ + {params.min_date} \ {params.max_date} \ - {params.included_days} \ {params.location_min_seq} \ - {params.location_min_seq_days} \ {params.excluded_locations} \ - {params.prune_seq_days} \ {params.clade_min_seq} \ - {params.clade_min_seq_days} \ {params.force_include_clades} \ - --output-seq-counts {output.sequence_counts} \ - --output-cases {output.cases} + {params.force_exclude_clades} \ + --output-seq-counts {output.sequence_counts} 2>&1 | tee {log} """ rule collapse_sequence_counts: From 80c0d3816a31f04a8391312379237b5d239c0c28 Mon Sep 17 00:00:00 2001 From: Trevor Bedford Date: Mon, 4 Nov 2024 09:54:20 -0800 Subject: [PATCH 25/53] Fix bug in Pango relationships script The line variant_relationships = pd.DataFrame(parent_map).reset_index() in prepare-pango-relationships.py was throwing an error for me. I've fixed it in this commit. --- README.md | 11 +++++++---- scripts/prepare-pango-relationships.py | 12 +++++++----- 2 files changed, 14 insertions(+), 9 deletions(-) diff --git a/README.md b/README.md index 0a243ee2c..28cf367d1 100644 --- a/README.md +++ b/README.md @@ -1,9 +1,5 @@ # Analysis of SARS-CoV-2 antigenic drift and evolutionary fitness -## Nextstrain workflow - -There is a Nextstrain workflow forked from v12 of the canonical Nextstrain [ncov](https://github.com/nextstrain/ncov) workflow in the [`ncov-workflow`](ncov-workflow/) directory. - ## Sequence counts and MLR analyis ### Provisioning data locally @@ -19,3 +15,10 @@ Go to the `ncov-escape` directory and run mkdir -p data/gisaid/pango_lineages/ ``` Copy the `global.tsv.gz` file from `forecasts-ncov` to `ncov-escape` in the corresponding directory. + +### Sequence counts + +Construct collapsed Pango sequence counts for analysis period and Pango relationships with +``` +nextstrain build . -j 1 data/gisaid/pango_lineages/global/xbb15/pango_variant_relationships.tsv +``` diff --git a/scripts/prepare-pango-relationships.py b/scripts/prepare-pango-relationships.py index ee43f993a..1742e233d 100644 --- a/scripts/prepare-pango-relationships.py +++ b/scripts/prepare-pango-relationships.py @@ -19,12 +19,14 @@ def main(): aliasor = Aliasor() seq_counts = pd.read_csv(args.seq_counts, sep="\t") variants = seq_counts.variant.unique() - parent_map = {} + + parent_map = [] for variant in variants: - parent_map[variant] = find_closest_parents(variant, variants, aliasor) - - variant_relationships = pd.DataFrame(parent_map).reset_index() + closest_parent = find_closest_parents(variant, variants, aliasor) + parent_map.append({"variant": variant, "closest_parent": closest_parent}) + + variant_relationships = pd.DataFrame(parent_map) variant_relationships.to_csv(args.output_relationships, sep="\t", index=False) if __name__ == "__main__": - main() \ No newline at end of file + main() From 64371aff06cc645a782fab3a34f0b31a41ca3d8b Mon Sep 17 00:00:00 2001 From: Trevor Bedford Date: Mon, 4 Nov 2024 10:06:28 -0800 Subject: [PATCH 26/53] Fix wildcard reference --- workflow/snakemake_rules/prepare_data.smk | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/workflow/snakemake_rules/prepare_data.smk b/workflow/snakemake_rules/prepare_data.smk index 6053c7a3b..150a99571 100644 --- a/workflow/snakemake_rules/prepare_data.smk +++ b/workflow/snakemake_rules/prepare_data.smk @@ -162,7 +162,7 @@ def pass_phenotype_config(wildcards): rule compute_phenotypes: input: - input_data = lambda wildcards: phenos_compare_natural.get(wildcards.phenotype), # Q. Where is wc.phenotype defined? + input_data = lambda wildcards: phenos_compare_natural.get(wildcards.pheno), pango_consensus_jsons= "data/placeholder.txt", pango_variant_relationships = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/pango_variant_relationships.tsv" output: From 1561ac0c734763e4cdfe5c3261118cdf9d1b5c0e Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Wed, 6 Nov 2024 15:20:12 -0800 Subject: [PATCH 27/53] Adding script to provision files from `forecasts-ncov` --- scripts/provision-files.py | 47 +++++++++++ workflow/snakemake_rules/prepare_data.smk | 98 +++-------------------- 2 files changed, 60 insertions(+), 85 deletions(-) create mode 100644 scripts/provision-files.py diff --git a/scripts/provision-files.py b/scripts/provision-files.py new file mode 100644 index 000000000..56a7d2cc3 --- /dev/null +++ b/scripts/provision-files.py @@ -0,0 +1,47 @@ +import os +import requests +import argparse + +# Base URL for the files +BASE_URL = "https://data.nextstrain.org/files/workflows/forecasts-ncov" + +def download_file(url, dest): + """Download a file from a URL and save it locally.""" + os.makedirs(os.path.dirname(dest), exist_ok=True) + try: + print(f"Downloading {url}...") + response = requests.get(url, stream=True) + response.raise_for_status() # Raise an error for bad status + with open(dest, "wb") as f: + for chunk in response.iter_content(chunk_size=8192): + f.write(chunk) + print(f"Saved to {dest}") + except requests.RequestException as e: + print(f"Failed to download {url}: {e}") + +def provision_file(data_provenance, variant_classification, geo_resolution, output_path): + """Construct the URL and download the specified file.""" + file_name = f"{geo_resolution}.tsv.gz" + url = f"{BASE_URL}/{data_provenance}/{variant_classification}/{file_name}" + print(f"Constructed URL: {url}") + download_file(url, output_path) + +def main(): + parser = argparse.ArgumentParser(description="Provision sequence counts data files for Snakemake workflows.") + parser.add_argument("--data-provenance", required=True, help="Data provenance (e.g., gisaid or open).") + parser.add_argument("--variant-classification", required=True, help="Variant-classification (e.g., nextstrain_clades or pango_lineages).") + parser.add_argument("--geo-resolution", required=True, help="Geographic resolution (e.g., global or usa).") + parser.add_argument("--output-path", required=True, help="Path to save the downloaded file.") + + args = parser.parse_args() + + # Provision the requested file + provision_file( + data_provenance=args.data_provenance, + variant_classification=args.variant_classification, + geo_resolution=args.geo_resolution, + output_path=args.output_path + ) + +if __name__ == "__main__": + main() diff --git a/workflow/snakemake_rules/prepare_data.smk b/workflow/snakemake_rules/prepare_data.smk index 150a99571..0f5510aaf 100644 --- a/workflow/snakemake_rules/prepare_data.smk +++ b/workflow/snakemake_rules/prepare_data.smk @@ -39,6 +39,18 @@ def _get_analysis_period_option(wildcards, option_name): return '' +rule provision_sequence_counts: + output: + "data/{data_provenance}/{variant_classification}/{geo_resolution}.tsv.gz" + shell: + """ + python ./scripts/provision-files.py \ + --data-provenance {wildcards.data_provenance} \ + --variant-classification {wildcards.variant_classification} \ + --geo-resolution {wildcards.geo_resolution} \ + --output-path {output} + """ + # TODO: Call prepare data -> prepare-pango-relationship on all resulting sequence files {analysis_period}/{obs_date} rule prepare_clade_data: "Preparing clade counts for analysis" @@ -97,88 +109,4 @@ rule get_pango_relationships: python ./scripts/prepare-pango-relationships.py \ --seq-counts {input.sequence_counts} \ --output-relationships {output.pango_relationships} - """ - -# sets of measurements to compare to natural evolution -#TODO: Need rule to obtain these from repo? -phenos_compare_natural = { - "current_dms": { - "input_data": "results/summaries/summary.csv", - "rename_cols": { - "human sera escape": "sera escape", - "spike mediated entry": "cell entry", - }, - "phenotype_cols": ["sera escape", "ACE2 binding", "cell entry"], - "title": "XBB.1.5 full-spike DMS phenotypes", - "missing_muts": "drop", # drop clades with missing muts - }, - "yeast_RBD_DMS": { - "input_data": "data/compare_natural_datasets/yeast_RBD_DMS.csv", - "rename_cols": {}, - "phenotype_cols": ["escape", "ACE2 affinity", "RBD expression"], - "title": "yeast RBD DMS phenotypes", - "missing_muts": "zero", # set missing (non-RBD) mutations to zero - }, - "muts_from_Wuhan-Hu-1": { - "input_data": "data/compare_natural_datasets/incremental_Hamming_distance_from_Wuhan-Hu-1.csv", - "rename_cols": {"incremental Hamming distance": "distance"}, - "phenotype_cols": ["distance"], - "title": "relative distance from Wuhan-Hu-1", - "missing_muts": "drop", # drop clades with missing muts - }, - "EVEscape": { - "input_data": "data/compare_natural_datasets/EVEscape_XBB_single_mutation_predictions.csv", - "rename_cols": {}, - "phenotype_cols": ["EVEscape"], - "title": "EVEscape", - "missing_muts": "drop", # drop clades with missing muts - }, - "EVEscape_components": { - "input_data": "data/compare_natural_datasets/EVEscape_XBB_single_mutation_predictions.csv", - "rename_cols": {"fitness_evol_indices": "EVE fitness", "dissimilarity_charge_hydrophobicity": "aa dissimilarity", "accessibility_wcn": "accessibility"}, - "phenotype_cols": ["EVE fitness", "aa dissimilarity", "accessibility"], - "title": "EVEscape components", - "missing_muts": "drop", # drop clades with missing muts - }, -} - -# TODO: Want to be able to repeat for BA.2 pivot? This will ideally just be extending phenotypes and making it only run for particular values - -def pass_phenotype_config(wildcards): - config = yaml.round_trip_dump({ - "starting_clades": ["XBB"], # clades descended from this - "exclude_muts": [], # exclude clades w these mutations - "split_by_rbd": False, # whether to treat RBD and non-RBD mutations separately - "dms_clade": "XBB.1.5", # clade used for DMS - # rename columns in input data - "rename_cols": phenos_compare_natural[wildcards.pheno]["rename_cols"], - # "basic" means not split by RBD, which is done later in code if `split_by_rbd` - "phenotype_cols": phenos_compare_natural[wildcards.pheno]["phenotype_cols"], - # "drop" clades with missing mutations, or set missing mutations to "zero" - "missing_muts": phenos_compare_natural[wildcards.pheno]["missing_muts"], - "exclude_clades": [], # exclude these clades - }) - return config - -rule compute_phenotypes: - input: - input_data = lambda wildcards: phenos_compare_natural.get(wildcards.pheno), - pango_consensus_jsons= "data/placeholder.txt", - pango_variant_relationships = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/pango_variant_relationships.tsv" - output: - clade_pair_dms="predictors/{analysis_period}/{pheno}_clade_pair.csv", - clade_dms="predictors/{analysis_period}/{pheno}_clade.csv" - params: - # Q: How do I properly process this to pass the entire config? - # Would it be better just to pass things one by one? How would this work for dictionaries? - config = pass_phenotype_config - shell: - """ - python ./scripts/.compute-phenotypes \ - --input-data {input.input_data} \ - --pango-consensus-jsons {input.pango_consensus_jsons} \ - --pango-relationships-path {input.pango_variant_relationships} \ - --clade-pair-dms {output.clade_pair_dms} \ - --clade-dms {output.clade_dms} \ - --config '{params.yaml}' - """ + """ \ No newline at end of file From 8d6e5e7a1bf29380a54023dbce3906deee798a91 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Wed, 6 Nov 2024 16:02:26 -0800 Subject: [PATCH 28/53] Working snakemake pipeline --- Snakefile | 12 +--- config/config.yaml | 2 +- scripts/run-innovation-model.py | 96 ++++++++++++++++++++++--- workflow/snakemake_rules/run_models.smk | 16 +++-- 4 files changed, 100 insertions(+), 26 deletions(-) diff --git a/Snakefile b/Snakefile index b4eb06d36..babe49e5a 100644 --- a/Snakefile +++ b/Snakefile @@ -23,14 +23,7 @@ def _get_all_input(w): all_input = [ *expand( - "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/prepared_cases.tsv", - data_provenance=data_provenances, - variant_classification=variant_classifications, - geo_resolution=geo_resolutions, - analysis_period=analysis_periods.keys() - ), - *expand( - "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/{obs_date}/collapsed_seq_counts_{obs_date}.tsv", + "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/collapsed_seq_counts.tsv", data_provenance=data_provenances, variant_classification=variant_classifications, geo_resolution=geo_resolutions, @@ -38,7 +31,7 @@ def _get_all_input(w): obs_date=obs_date ), *expand( - "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/{obs_date}/growth_advantages.tsv", + "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/growth_advantages.tsv", data_provenance=data_provenances, variant_classification=variant_classifications, geo_resolution=geo_resolutions, @@ -48,7 +41,6 @@ def _get_all_input(w): ] return all_input - rule all: input: _get_all_input diff --git a/config/config.yaml b/config/config.yaml index dc0e18429..0453e7a1e 100644 --- a/config/config.yaml +++ b/config/config.yaml @@ -64,4 +64,4 @@ analysis_period: obs_date_min: "2023-01-01" obs_date_max: "2023-12-01" obs_date_interval: "2W" - pivot: "XBB.1.5" + pivot: "XBB.1.5" \ No newline at end of file diff --git a/scripts/run-innovation-model.py b/scripts/run-innovation-model.py index b9083ea20..9d308c774 100644 --- a/scripts/run-innovation-model.py +++ b/scripts/run-innovation-model.py @@ -1,7 +1,9 @@ import argparse +import os import evofr as ef import numpy as np +import jax.numpy as jnp import pandas as pd LOCATIONS = ["USA"] @@ -10,7 +12,66 @@ ITERS = 50_000 LEARNING_RATE = 4e-3 NUM_SAMPLES = 1000 - +TAU = 4.2 + +def _get_growth_advantage_delta(samples, data, ps, name, rel_to="other"): + # Unpack variant info + var_names = data.var_names + par_names = [data.parent_map[v] for v in var_names] + + # Get posterior samples + ga = jnp.array(jnp.exp(samples["delta"])) + N_variant = ga.shape[-1] + + # Loop over ga and make relative rel_to + for i, s in enumerate(var_names): + if s == rel_to: + ga = jnp.divide(ga, ga[:, i][:, None]) + + #ga = jnp.divide(ga, ga[:, var_names.index(rel_to)][:, None]) + + # Compute medians and quantiles + meds = jnp.median(ga, axis=0) + gas = [] + for i, p in enumerate(ps): + up = 0.5 + p / 2 + lp = 0.5 - p / 2 + gas.append(jnp.quantile(ga, jnp.array([lp, up]), axis=0).T) + + # Make empty dictionary + v_dict = dict() + v_dict["location"] = [] + v_dict["variant"] = [] + v_dict["parent"] = [] + v_dict["median_ga_delta"] = [] + + for p in ps: + v_dict[f"ga_delta_upper_{round(p * 100)}"] = [] + v_dict[f"ga_delta_lower_{round(p * 100)}"] = [] + + for variant in range(N_variant): + if var_names[variant] != rel_to: + v_dict["location"].append(name) + v_dict["variant"].append(var_names[variant]) + v_dict["parent"].append(par_names[variant]) + v_dict["median_ga_delta"].append(meds[variant]) + for i, p in enumerate(ps): + v_dict[f"ga_delta_upper_{round(p * 100)}"].append(gas[i][variant, 1]) + v_dict[f"ga_delta_lower_{round(p * 100)}"].append(gas[i][variant, 0]) + + return v_dict + +def get_growth_advantage_delta(posterior, pivot): + ga_delta_df = pd.DataFrame( + _get_growth_advantage_delta( + posterior.samples, + posterior.data, + name=posterior.name, + ps=CI_COVERAGE, + rel_to=pivot + ) + ) + return ga_delta_df def get_growth_advantage(posterior, pivot): ga_df = pd.DataFrame( @@ -109,6 +170,12 @@ def make_features(predictors, variant_freqs, feature_names=None, intercept=True) required=True, help="output path for the estimated growth advantages by location", ) + parser.add_argument( + "--growth-advantage-delta-path", + type=str, + required=True, + help="output path for the estimated growth advantages deltas by location", + ) parser.add_argument( "--pivot", type=str, @@ -126,9 +193,11 @@ def make_features(predictors, variant_freqs, feature_names=None, intercept=True) # Load data raw_seq = pd.read_csv(args.seq_counts, sep="\t") raw_variant_parents = pd.read_csv(args.pango_relationships, sep="\t") + raw_variant_parents = raw_variant_parents.rename(columns={"closest_parent": "parent"}) # Use all location present unless instructed otherwise - locations = pd.unique(raw_seq["location"]) + # locations = pd.unique(raw_seq["location"]) + locations = LOCATIONS # TODO: Filter locations earlier within config def _get_posterior(location, pivot): # Filtering to location of interest @@ -137,7 +206,7 @@ def _get_posterior(location, pivot): # Defining model if args.predictor_path is None: - model = ef.InnovationMLR(tau=4.2) + model = ef.InnovationMLR(tau=TAU) else: # Define predictors predictors = pd.read_csv(args.predictor_path, sep="\t") @@ -148,21 +217,32 @@ def _get_posterior(location, pivot): ) features = make_features(predictors, data, feature_names=predictor_names) prior = ef.models.DeltaRegressionPrior(features) - model = ef.InnovationMLR(tau=4.2, delta_prior=prior) + model = ef.InnovationMLR(tau=TAU, delta_prior=prior) # Defining inference method - inference_method = ef.InferFullRank(ITERS, LEARNING_RATE, NUM_SAMPLES) + # inference_method = ef.InferFullRank(ITERS, LEARNING_RATE, NUM_SAMPLES) + inference_method = ef.InferMAP(ITERS, LEARNING_RATE) # Fitting model + print(f"Fitting {location}") posterior = inference_method.fit(model, data, name=location) if args.posterior_path is not None: + os.makedirs(args.posterior_path, exist_ok=True) posterior.save_posterior(args.posterior_path + f"/{location}.pkl") return posterior posteriors = [_get_posterior(location, pivot=args.pivot) for location in locations] - ga_dfs = [ + # Export + print("Exporting growth advantages") + ga_df = pd.concat([ get_growth_advantage(posterior, pivot=args.pivot) for posterior in posteriors - ] - ga_df = pd.concat(ga_dfs) + ]) ga_df.to_csv(args.growth_advantage_path, sep="\t") + + + ga_delta_df = pd.concat([ + get_growth_advantage(posterior, pivot=args.pivot) for posterior in posteriors + ]) + ga_delta_df.to_csv(args.growth_advantage_delta_path, sep="\t") + diff --git a/workflow/snakemake_rules/run_models.smk b/workflow/snakemake_rules/run_models.smk index e98bc87ea..2a1e5f8b9 100644 --- a/workflow/snakemake_rules/run_models.smk +++ b/workflow/snakemake_rules/run_models.smk @@ -17,19 +17,21 @@ def _get_analysis_period_option(wildcards, option_name): rule innovation_model: input: - sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/{obs_date}/collapsed_seq_counts_{obs_date}.tsv", - pango_relationships = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/{obs_date}/pango_variant_relationships_{obs_date}.tsv", + sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/collapsed_seq_counts.tsv", + pango_relationships = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/pango_variant_relationships.tsv", params: - pivot = lambda wildcards: _get_analysis_period_option(wildcards, 'pivot') + pivot = lambda wildcards: _get_analysis_period_option(wildcards, 'pivot'), + posteriors = "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/posteriors" output: - posteriors = "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/{obs_date}/posteriors", - growth_advantages = "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/{obs_date}/growth_advantages.tsv" + growth_advantages = "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/growth_advantages.tsv", + growth_advantages_delta = "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/growth_advantages_delta.tsv" shell: """ python ./scripts/run-innovation-model.py \ --seq-counts {input.sequence_counts} \ --pango-relationships {input.pango_relationships} \ --growth-advantage-path {output.growth_advantages} \ - --posterior-path {output.posteriors} \ + --growth-advantage-delta-path {output.growth_advantages_delta} \ + --posterior-path {params.posteriors} \ {params.pivot} - """ + """ \ No newline at end of file From 80494f175dabe242e7612ad5188b2942aac25472 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Wed, 6 Nov 2024 19:40:42 -0800 Subject: [PATCH 29/53] Adding ability to select predictors by name. Saving processed data as intermediates. --- scripts/run-innovation-model.py | 24 +++++++++++++++++++----- 1 file changed, 19 insertions(+), 5 deletions(-) diff --git a/scripts/run-innovation-model.py b/scripts/run-innovation-model.py index 9d308c774..c4de49fb0 100644 --- a/scripts/run-innovation-model.py +++ b/scripts/run-innovation-model.py @@ -1,5 +1,6 @@ import argparse import os +import pickle import evofr as ef import numpy as np @@ -159,11 +160,17 @@ def make_features(predictors, variant_freqs, feature_names=None, intercept=True) help="input TSV of pango-variant-relationships", ) parser.add_argument( - "--predictor_path", + "--predictor-path", type=str, default=None, help="input TSV of predictors of variant fitness", ) + parser.add_argument( + "--predictor-names", + type=str, + default=None, + help="List of predictors to use for informed analysis", + ) parser.add_argument( "--growth-advantage-path", type=str, @@ -206,12 +213,17 @@ def _get_posterior(location, pivot): # Defining model if args.predictor_path is None: + # Build uninformed model model = ef.InnovationMLR(tau=TAU) else: - # Define predictors + # Build predictor-informed model + # Define predictors if they are supplied predictors = pd.read_csv(args.predictor_path, sep="\t") - # TODO: All config to specify predictors to use - predictor_names = ["immune_escape", "ace2_binding"] + predictor_names = args.predictor_names + + # Default to `immune_escape` and `ace2_binding` if not specified. + if predictor_names is None: + predictor_names = ["immune_escape", "ace2_binding"] predictors = prep_predictors( predictors, data, predictor_names=predictor_names ) @@ -228,7 +240,9 @@ def _get_posterior(location, pivot): posterior = inference_method.fit(model, data, name=location) if args.posterior_path is not None: os.makedirs(args.posterior_path, exist_ok=True) - posterior.save_posterior(args.posterior_path + f"/{location}.pkl") + posterior.save_posterior(args.posterior_path + f"/samples_{location}.pkl") + with open(args.posterior_path + f"/data_{location}.pkl", 'wb') as f: + pickle.dump(posterior.data, f) return posterior posteriors = [_get_posterior(location, pivot=args.pivot) for location in locations] From 3392519edce4cb1fbd597a4470f469e28634deb3 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Wed, 6 Nov 2024 20:37:48 -0800 Subject: [PATCH 30/53] Clearly specifying min-date, max-date, and pivot for single analyses --- Snakefile | 35 +++++++++++++---------------------- config/config.yaml | 6 ++---- 2 files changed, 15 insertions(+), 26 deletions(-) diff --git a/Snakefile b/Snakefile index babe49e5a..1785f78e7 100644 --- a/Snakefile +++ b/Snakefile @@ -4,13 +4,12 @@ import pandas as pd if not config: configfile: "config/config.yaml" -def generate_dates(analysis_period): - dates = pd.date_range( - start=analysis_period['obs_date_min'], - end=analysis_period['obs_date_max'], - freq=analysis_period['obs_date_interval'] - ) - return dates.strftime('%Y-%m-%d').tolist() +wildcard_constraints: + data_provenance="[A-Za-z0-9_-]+", # Allow letters, numbers, underscores, and dashes + analysis_period="[A-Za-z0-9_-]+", # Allow letters, numbers, underscores, and dashes + geo_resolution="[A-Za-z0-9_-]+", # Allow letters, numbers, underscores, and dashes + variant_classifications="[A-Za-z0-9_-]+" # Allow letters, numbers, underscores, and dashes + def _get_all_input(w): data_provenances = config["data_provenances"] if isinstance(config["data_provenances"], list) else [config["data_provenances"]] @@ -18,25 +17,17 @@ def _get_all_input(w): geo_resolutions = config["geo_resolutions"] if isinstance(config["geo_resolutions"], list) else [config["geo_resolutions"]] analysis_periods = config["analysis_period"] - date_ranges = {analysis: generate_dates(analysis_periods[analysis]) for analysis in analysis_periods} - obs_date = [date for analysis in analysis_periods.keys() for date in date_ranges[analysis]] + # date_ranges = {analysis: generate_dates(analysis_periods[analysis]) for analysis in analysis_periods} + # obs_date = [date for analysis in analysis_periods.keys() for date in date_ranges[analysis]] all_input = [ *expand( - "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/collapsed_seq_counts.tsv", - data_provenance=data_provenances, - variant_classification=variant_classifications, - geo_resolution=geo_resolutions, - analysis_period=analysis_periods.keys(), - obs_date=obs_date - ), - *expand( - "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/growth_advantages.tsv", - data_provenance=data_provenances, - variant_classification=variant_classifications, - geo_resolution=geo_resolutions, + "results/{analysis_period}/growth_advantages.tsv", + # data_provenance=data_provenances, + # variant_classification=variant_classifications, + # geo_resolution=geo_resolutions, analysis_period=analysis_periods.keys(), - obs_date=obs_date + # obs_date=obs_date ), ] return all_input diff --git a/config/config.yaml b/config/config.yaml index 0453e7a1e..82fdf28eb 100644 --- a/config/config.yaml +++ b/config/config.yaml @@ -60,8 +60,6 @@ analysis_period: # date_max: "2022-" # pivot: "BA.2" xbb15: - num_days_context: 90 - obs_date_min: "2023-01-01" - obs_date_max: "2023-12-01" - obs_date_interval: "2W" + min_date: "2023-01-01" + max_date: "2023-12-01" pivot: "XBB.1.5" \ No newline at end of file From 107f4a6c68188c608e2334ab03e6867736e69c97 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Wed, 6 Nov 2024 23:22:01 -0800 Subject: [PATCH 31/53] Starting windowed analysis --- Snakefile | 31 ++++-- config/config.yaml | 9 +- scripts/create-observed-sequence-counts.py | 52 +++++---- workflow/snakemake_rules/prepare_data.smk | 62 ++++++++--- workflow/snakemake_rules/run_models.smk | 12 +-- .../run_models_over_period.smk | 101 ++++++++++++++++++ 6 files changed, 214 insertions(+), 53 deletions(-) create mode 100644 workflow/snakemake_rules/run_models_over_period.smk diff --git a/Snakefile b/Snakefile index 1785f78e7..384ba7755 100644 --- a/Snakefile +++ b/Snakefile @@ -10,6 +10,17 @@ wildcard_constraints: geo_resolution="[A-Za-z0-9_-]+", # Allow letters, numbers, underscores, and dashes variant_classifications="[A-Za-z0-9_-]+" # Allow letters, numbers, underscores, and dashes +def _get_date_range(ap): + obs_date_min = config["analysis_period"].get(ap, {}).get('obs_date_min') + obs_date_max = config["analysis_period"].get(ap, {}).get('obs_date_max') + obs_date_interval = config["analysis_period"].get(ap, {}).get('interval') + date_range = pd.date_range( + start=obs_date_min, + end=obs_date_max, + freq=obs_date_interval, + ).strftime("%Y-%m-%d").tolist() + + return date_range def _get_all_input(w): data_provenances = config["data_provenances"] if isinstance(config["data_provenances"], list) else [config["data_provenances"]] @@ -18,18 +29,21 @@ def _get_all_input(w): analysis_periods = config["analysis_period"] # date_ranges = {analysis: generate_dates(analysis_periods[analysis]) for analysis in analysis_periods} - # obs_date = [date for analysis in analysis_periods.keys() for date in date_ranges[analysis]] - all_input = [ + # Non-windowed analyses *expand( "results/{analysis_period}/growth_advantages.tsv", - # data_provenance=data_provenances, - # variant_classification=variant_classifications, - # geo_resolution=geo_resolutions, - analysis_period=analysis_periods.keys(), - # obs_date=obs_date - ), + analysis_period=[ap for ap, cfg in analysis_periods.items() if not cfg.get("windowed", False)], + ) ] + # Windowed analyses + for ap, cfg in analysis_periods.items(): + if cfg.get("windowed", False): + all_input += expand( + "results/{analysis_period}/growth_advantages_{obs_date}.tsv", + analysis_period=[ap], + obs_date=_get_date_range(ap) + ) return all_input rule all: @@ -37,3 +51,4 @@ rule all: include: "workflow/snakemake_rules/prepare_data.smk" include: "workflow/snakemake_rules/run_models.smk" +include: "workflow/snakemake_rules/run_models_over_period.smk" diff --git a/config/config.yaml b/config/config.yaml index 82fdf28eb..12a18f4d2 100644 --- a/config/config.yaml +++ b/config/config.yaml @@ -62,4 +62,11 @@ analysis_period: xbb15: min_date: "2023-01-01" max_date: "2023-12-01" - pivot: "XBB.1.5" \ No newline at end of file + pivot: "XBB.1.5" + # xbb15_windowed: + # windowed: true + # obs_date_min: "2023-01-01" + # obs_date_max: "2023-12-01" + # interval: "2M" + # num_days_context: 90 + # pivot: "XBB.1.5" diff --git a/scripts/create-observed-sequence-counts.py b/scripts/create-observed-sequence-counts.py index 2509cd69d..b4f557bb0 100644 --- a/scripts/create-observed-sequence-counts.py +++ b/scripts/create-observed-sequence-counts.py @@ -33,7 +33,7 @@ def format_date(date_string, expected_format): def count_sequences_with_submission_date(metadata): - grouped = metadata.groupby(["date", "country", "clades"]) + grouped = metadata.groupby(["date", "location", "variant"], group_keys=True) def compute_delay(x): delays = ( @@ -48,9 +48,8 @@ def compute_delay(x): out = ( grouped.apply(compute_delay) + .reset_index(level=list(range(len(grouped.grouper.names))), drop=True) .reset_index() - .drop(columns=["level_3"]) - .rename(columns={"country": "location"}) ) return out @@ -112,7 +111,7 @@ def observe_sequence_counts(delayed, obs_date=None): ) parser.add_argument( "--clade-column", - required=True, + required=False, help="Column in metadata TSV with clade information", ) parser.add_argument( @@ -131,18 +130,18 @@ def observe_sequence_counts(delayed, obs_date=None): parser.add_argument( "--metadata-chunk-size", type=int, - default=100000, + default=500_000, help="Maximum metadata records to read into memory at once during initial pass." + "Increasing this value increases peak memory usage.", ) - parser.add_argument("--obs_date_min", help="First date of observation.") - parser.add_argument("--obs_date_max", help="Last date of observation.") - parser.add_argument("--interval", help="The interval for the date range") + parser.add_argument("--obs-date-min", help="First date of observation.") + parser.add_argument("--obs-date-max", help="Last date of observation.") + parser.add_argument("--interval", help="The interval for the date range e.g. '2W' or '1D'.") parser.add_argument( - "--num_days_context", - default=None, - help="Optionally, the number of days that are included for forecasts" + "--num-days-context", + type=int, + help="Optionally, the number of days that are included in context" + "By default, this includes all days after `obs_date_min`.", ) @@ -165,7 +164,8 @@ def observe_sequence_counts(delayed, obs_date=None): args.id_column: "sequences", args.date_column: "date", args.location_column: "location", - args.clade_column: "clade", + args.clade_column: "variant", + "date_submitted": "date_submitted" } # Only use required columns, adding filter columns if provided @@ -177,7 +177,7 @@ def observe_sequence_counts(delayed, obs_date=None): metadata_reader = pd.read_csv( args.metadata, sep="\t", - usecols=metadata_usecols, + usecols=list(metadata_usecols), dtype="object", chunksize=args.metadata_chunk_size, ) @@ -205,14 +205,21 @@ def observe_sequence_counts(delayed, obs_date=None): # Convert location and clade columns to category dtype metadata["location"] = metadata["location"].astype("category") - metadata["clade"] = metadata["clade"].astype("category") + metadata["variant"] = metadata["variant"].astype("category") # Convert date column to datetime, sets ambiguous dates to None - metadata["date"] = metadata["date"].apply(lambda x: format_date(x, "%Y-%m-%d")) - - # Drop rows with null date, location, or clades - metadata.dropna(subset=["date", "location", "clade"], inplace=True) - + metadata["date"] = pd.to_datetime(metadata["date"], errors="coerce") + metadata.dropna(subset=["date"], inplace=True) + + # Filter to time period + min_date = pd.Timestamp(args.obs_date_min) - pd.Timedelta(days=args.num_days_context + BIAS_BUFFER) + max_date = pd.Timestamp(args.obs_date_max) + metadata = metadata[(metadata.date >= min_date) & (metadata.date <= max_date)] + metadata["date"] = pd.to_datetime(metadata["date"]).dt.strftime("%Y-%m-%d") + metadata["date_submitted"] = pd.to_datetime(metadata["date_submitted"]).dt.strftime("%Y-%m-%d") + + # Drop rows with null date, location, or variants + metadata.dropna(subset=["date", "location", "variant"], inplace=True) metadata_chunks.append(metadata) # Merge all chunks that passed all filters. @@ -230,6 +237,7 @@ def observe_sequence_counts(delayed, obs_date=None): for obs_date in observation_dates: # Observe sequences up to this date + obs_date = obs_date.strftime("%Y-%m-%d") obs_seq = observe_sequence_counts( sequence_count_by_submission, obs_date=obs_date ) @@ -244,16 +252,16 @@ def observe_sequence_counts(delayed, obs_date=None): obs_seq = obs_seq[obs_seq.date > min_date] # Remove most recent 14 days due to bias - max_date = pd.to_datetime(obs_date) - pd.Timedelta(BIAS_BUFFER, "d") + max_date = (pd.to_datetime(obs_date) - pd.Timedelta(BIAS_BUFFER, "d")).dt.strftime("%Y-%m-%d") obs_seq = obs_seq[obs_seq.date <= max_date] # Export file - path = args.output_path + "/" + str(obs_date) + path = args.output_path if not os.path.exists(path): os.makedirs(path) # Make sure we have the folder - obs_seq.to_csv(f"{path}/seq_counts_{obs_date}.tsv", sep="\t", index=False) + obs_seq.to_csv(f"{path}/collapsed_seq_counts_{obs_date}.tsv", sep="\t", index=False) retrospective_seq_counts = observe_sequence_counts( sequence_count_by_submission, obs_date=None diff --git a/workflow/snakemake_rules/prepare_data.smk b/workflow/snakemake_rules/prepare_data.smk index 0f5510aaf..d0320da94 100644 --- a/workflow/snakemake_rules/prepare_data.smk +++ b/workflow/snakemake_rules/prepare_data.smk @@ -1,4 +1,5 @@ # TODO: Switch this to load metadata and use `create-observed-sequence-counts` +get_analysis_config = lambda wildcards: config.get("analysis_period", {}).get(wildcards.analysis_period, {}) def _get_prepare_data_option(wildcards, option_name): """ @@ -21,6 +22,31 @@ def _get_prepare_data_option(wildcards, option_name): return f'--{option_name} {option_value}' return '' + +def _get_prepare_data_option_analysis(wildcards, option_name): + """ + Return the option for prepare data from the config based on the + wildcards.data_provenance, wildcards.variant_classification and the wildcards.geo_resolution values. + + If the *option* exists as a key within config['prepare_data'][wildcard.data_provenance][wildcard.geo_resolution] + then return as "--{option-name} {option_value}". Or else return an empty string. + """ + data_provenance = get_analysis_config(wildcards).get("data_provenance", "gisaid") + variant_classification = get_analysis_config(wildcards).get("variant_classification", "pango_lineages") + geo_resolution = get_analysis_config(wildcards).get("geo_resolution", "global"), + option_value = config.get('prepare_data', {}) \ + .get(data_provenance, {}) \ + .get(variant_classification, {}) \ + .get(geo_resolution, {}) \ + .get(option_name) + + + if option_value is not None: + # Change underscores of YAML keys to dashes for proper CLI option names + option_name = option_name.replace('_', '-') + return f'--{option_name} {option_value}' + return '' + def _get_analysis_period_option(wildcards, option_name): """ Return the option for analysis period from the config based on the analysis period values. @@ -55,20 +81,24 @@ rule provision_sequence_counts: rule prepare_clade_data: "Preparing clade counts for analysis" input: - sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}.tsv.gz" + sequence_counts = lambda wildcards: "data/{data_provenance}/{variant_classification}/{geo_resolution}.tsv.gz".format( + data_provenance= get_analysis_config(wildcards).get("data_provenance", "gisaid"), + variant_classification=get_analysis_config(wildcards).get("variant_classification", "pango_lineages"), + geo_resolution=get_analysis_config(wildcards).get("geo_resolution", "global") + ) output: - sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/prepared_seq_counts.tsv" + sequence_counts = "data/{analysis_period}/prepared_seq_counts.tsv" log: - "logs/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/prepare_clade_data.txt" + "logs/{analysis_period}/prepare_clade_data.txt" params: - min_date = lambda wildcards: _get_prepare_data_option(wildcards, 'min_date'), - max_date = lambda wildcards: _get_prepare_data_option(wildcards, 'max_date'), - location_min_seq = lambda wildcards: _get_prepare_data_option(wildcards, 'location_min_seq'), - excluded_locations = lambda wildcards: _get_prepare_data_option(wildcards, 'excluded_locations'), - prune_seq_days = lambda wildcards: _get_prepare_data_option(wildcards, 'prune_seq_days'), - clade_min_seq = lambda wildcards: _get_prepare_data_option(wildcards, 'clade_min_seq'), - force_include_clades = lambda wildcards: _get_prepare_data_option(wildcards, 'force_include_clades'), - force_exclude_clades = lambda wildcards: _get_prepare_data_option(wildcards, 'force_exclude_clades') + min_date = lambda wildcards: _get_prepare_data_option_analysis(wildcards, 'min_date'), + max_date = lambda wildcards: _get_prepare_data_option_analysis(wildcards, 'max_date'), + location_min_seq = lambda wildcards: _get_prepare_data_option_analysis(wildcards, 'location_min_seq'), + excluded_locations = lambda wildcards: _get_prepare_data_option_analysis(wildcards, 'excluded_locations'), + prune_seq_days = lambda wildcards: _get_prepare_data_option_analysis(wildcards, 'prune_seq_days'), + clade_min_seq = lambda wildcards: _get_prepare_data_option_analysis(wildcards, 'clade_min_seq'), + force_include_clades = lambda wildcards: _get_prepare_data_option_analysis(wildcards, 'force_include_clades'), + force_exclude_clades = lambda wildcards: _get_prepare_data_option_analysis(wildcards, 'force_exclude_clades') shell: """ python ./scripts/prepare-data.py \ @@ -86,11 +116,11 @@ rule prepare_clade_data: rule collapse_sequence_counts: "Collapsing Pango lineages, based on sequence count threshold" input: - sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/prepared_seq_counts.tsv" + sequence_counts = "data/{analysis_period}/prepared_seq_counts.tsv" output: - collapsed_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/collapsed_seq_counts.tsv" + collapsed_counts = "data/{analysis_period}/collapsed_seq_counts.tsv" params: - collapse_threshold = lambda wildcards: _get_prepare_data_option(wildcards, 'collapse_threshold') + collapse_threshold = lambda wildcards: _get_prepare_data_option_analysis(wildcards, 'collapse_threshold') shell: """ python ./scripts/collapse-lineage-counts.py \ @@ -101,9 +131,9 @@ rule collapse_sequence_counts: rule get_pango_relationships: input: - sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/collapsed_seq_counts.tsv" + sequence_counts = "data/{analysis_period}/collapsed_seq_counts.tsv" output: - pango_relationships = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/pango_variant_relationships.tsv" + pango_relationships = "data/{analysis_period}/pango_variant_relationships.tsv" shell: """ python ./scripts/prepare-pango-relationships.py \ diff --git a/workflow/snakemake_rules/run_models.smk b/workflow/snakemake_rules/run_models.smk index 2a1e5f8b9..8c8fd2750 100644 --- a/workflow/snakemake_rules/run_models.smk +++ b/workflow/snakemake_rules/run_models.smk @@ -17,14 +17,14 @@ def _get_analysis_period_option(wildcards, option_name): rule innovation_model: input: - sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/collapsed_seq_counts.tsv", - pango_relationships = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/pango_variant_relationships.tsv", + sequence_counts = "data/{analysis_period}/collapsed_seq_counts.tsv", + pango_relationships = "data/{analysis_period}/pango_variant_relationships.tsv", params: pivot = lambda wildcards: _get_analysis_period_option(wildcards, 'pivot'), - posteriors = "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/posteriors" + posteriors = "results/{analysis_period}/posteriors" output: - growth_advantages = "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/growth_advantages.tsv", - growth_advantages_delta = "results/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/growth_advantages_delta.tsv" + growth_advantages = "results/{analysis_period}/growth_advantages.tsv", + growth_advantages_delta = "results/{analysis_period}/growth_advantages_delta.tsv" shell: """ python ./scripts/run-innovation-model.py \ @@ -34,4 +34,4 @@ rule innovation_model: --growth-advantage-delta-path {output.growth_advantages_delta} \ --posterior-path {params.posteriors} \ {params.pivot} - """ \ No newline at end of file + """ diff --git a/workflow/snakemake_rules/run_models_over_period.smk b/workflow/snakemake_rules/run_models_over_period.smk new file mode 100644 index 000000000..720f46d69 --- /dev/null +++ b/workflow/snakemake_rules/run_models_over_period.smk @@ -0,0 +1,101 @@ +#TODO: Run collapsing logic on this + +rule observed_over_period: + input: + # sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/collapsed_seq_counts.tsv" + metadata = lambda wildcards: "data/{data_provenance}_metadata.tsv.gz".format( + data_provenance=get_analysis_config(wildcards).get("data_provenance", "gisaid") + ) + output: + sequence_counts_dated = "data/{analysis_period}/prepared_seq_counts_{obs_date}.tsv", + params: + obs_date_min = lambda wildcards: _get_analysis_period_option(wildcards, 'obs_date_min'), + obs_date_max = lambda wildcards: _get_analysis_period_option(wildcards, 'obs_date_max'), + obs_date_interval = lambda wildcards: _get_analysis_period_option(wildcards, 'interval'), + num_days_context = lambda wildcards: _get_analysis_period_option(wildcards, 'num_days_context'), + output_path = lambda wildcards: f"data/{wildcards.analysis_period}" + shell: + """ + python ./scripts/create-observed-sequence-counts.py \ + --metadata {input.metadata} \ + --clade-column "Nextclade_pango" \ + --output-path {params.output_path} \ + --filter-columns "QC_overall_status" \ + --filter-query "QC_overall_status != 'bad'" \ + {params.obs_date_min}\ + {params.obs_date_max} \ + {params.obs_date_interval} \ + {params.num_days_context} + """ + +rule collapse_over_period: + "Collapsing Pango lineages, based on sequence count threshold" + input: + sequence_counts = "data/{analysis_period}/prepared_seq_counts_{obs_date}.tsv" + output: + collapsed_counts = "data/{analysis_period}/collapsed_seq_counts_{obs_date}.tsv" + params: + collapse_threshold = lambda wildcards: _get_prepare_data_option_analysis(wildcards, 'collapse_threshold') + shell: + """ + python ./scripts/collapse-lineage-counts.py \ + --seq-counts {input.sequence_counts} \ + --output-seq-counts {output.collapsed_counts} \ + {params.collapse_threshold} + """ + +rule run_innovation_model_over_period: + input: + sequence_counts = lambda wildcards: "data/{analysis_period}/collapsed_seq_counts_{obs_date}.tsv".format( + analysis_period = wildcards.analysis_period, + obs_date = wildcards.obs_date + ), + pango_relationships = "data/{analysis_period}/pango_variant_relationships.tsv", + params: + pivot = lambda wildcards: _get_analysis_period_option(wildcards, 'pivot'), + posteriors = lambda wildcards: "results/{analysis_period}/posteriors_{obs_date}".format( + analysis_period = wildcards.analysis_period, + obs_date = wildcards.obs_date + ), + output: + growth_advantages = "results/{analysis_period}/growth_advantages_{obs_date}.tsv", + growth_advantages_delta = "results/{analysis_period}/growth_advantages_delta_{obs_date}.tsv" + shell: + """ + python ./scripts/run-innovation-model.py \ + --seq-counts {input.sequence_counts} \ + --pango-relationships {input.pango_relationships} \ + --growth-advantage-path {output.growth_advantages} \ + --growth-advantage-delta-path {output.growth_advantages_delta} \ + --posterior-path {params.posteriors} \ + {params.pivot} + """ + +rule run_innovation_model_informed_over_period: + input: + sequence_counts = lambda wildcards: expand( + "data/{analysis_period}/collapsed_seq_counts_{obs_date}.tsv", + analysis_period = wildcards.analysis_period, + obs_date = wildcards.obs_date + ), + pango_relationships = "data/{analysis_period}/pango_variant_relationships.tsv", + predictor_path = "data/{analysis_period}/lineage_phenotypes.csv", + params: + predictor_names = lambda wildcards: _get_predictor_names(wildcards), + pivot = lambda wildcards: _get_analysis_period_option(wildcards, 'pivot'), + posteriors = "results/{analysis_period}/posteriors_{obs_date}/informed" + output: + growth_advantages = "results/{analysis_period}/informed/growth_advantages_{obs_date}.tsv", + growth_advantages_delta = "results/{analysis_period}/informed/growth_advantages_delta_{obs_date}.tsv" + shell: + """ + python ./scripts/run-innovation-model.py \ + --seq-counts {input.sequence_counts} \ + --pango-relationships {input.pango_relationships} \ + --predictor-path {input.predictor_path} \ + --predictor-names {params.predictor_names} \ + --growth-advantage-path {output.growth_advantages} \ + --growth-advantage-delta-path {output.growth_advantages_delta} \ + --posterior-path {params.posteriors} \ + {params.pivot} + """ \ No newline at end of file From b69bb66489aeacd6e16136299c17dad753e9375f Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Wed, 6 Nov 2024 23:24:45 -0800 Subject: [PATCH 32/53] Adding informed model --- .../snakemake_rules/retrieve_phenotypes.smk | 18 +++++++++++++ workflow/snakemake_rules/run_models.smk | 25 +++++++++++++++++++ 2 files changed, 43 insertions(+) create mode 100644 workflow/snakemake_rules/retrieve_phenotypes.smk diff --git a/workflow/snakemake_rules/retrieve_phenotypes.smk b/workflow/snakemake_rules/retrieve_phenotypes.smk new file mode 100644 index 000000000..00bab19c6 --- /dev/null +++ b/workflow/snakemake_rules/retrieve_phenotypes.smk @@ -0,0 +1,18 @@ +# TODO: Pull from main brach later once merged +rule download_phenotypes: + output: + "data/{analysis_period}/mutation_phenotypes.csv", + "data/{analysis_period}/mutation_phenotypes_randomized.csv", + "data/{analysis_period}/lineage_phenotypes.csv", + "data/{analysis_period}/lineage_phenotypes_randomized.csv" + shell: + """ + python provision-phenotypes.py \ + --config-path XBB_config.yaml \ + --base-url https://raw.githubusercontent.com/jbloomlab/SARS2-spike-predictor-phenos/pull/1/files + """ +def _get_predictor_names(wildcards): + predictor_names = config.get(wildcards).get('analysis_period', {}) \ + .get(wildcards.analysis_period, {}) \ + .get("predictor_names", None) + return json.dumps(predictor_names) \ No newline at end of file diff --git a/workflow/snakemake_rules/run_models.smk b/workflow/snakemake_rules/run_models.smk index 8c8fd2750..305a8e409 100644 --- a/workflow/snakemake_rules/run_models.smk +++ b/workflow/snakemake_rules/run_models.smk @@ -35,3 +35,28 @@ rule innovation_model: --posterior-path {params.posteriors} \ {params.pivot} """ + +rule innovation_model_informed: + input: + sequence_counts = "data/{analysis_period}/collapsed_seq_counts.tsv", + pango_relationships = "data/{analysis_period}/pango_variant_relationships.tsv", + predictor_path = "data/{analysis_period}/lineage_phenotypes.csv" + params: + predictor_names = lambda wildcards: _get_predictor_names(wildcards) + pivot = lambda wildcards: _get_analysis_period_option(wildcards, 'pivot'), + posteriors = "results/{analysis_period}/posteriors/informed" + output: + growth_advantages = "results/{analysis_period}/informed/growth_advantages.tsv", + growth_advantages_delta = "results/{analysis_period}/informed/growth_advantages_delta.tsv" + shell: + """ + python ./scripts/run-innovation-model.py \ + --seq-counts {input.sequence_counts} \ + --pango-relationships {input.pango_relationships} \ + --predictor-path {input.predictor_path} \ + --predictor-names {params.predictor_names} \ + --growth-advantage-path {output.growth_advantages} \ + --growth-advantage-delta-path {output.growth_advantages_delta} \ + --posterior-path {params.posteriors} \ + {params.pivot} + """ From d9b63d0d3451d1e9b47de60183adce360362dbb6 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Wed, 6 Nov 2024 23:26:11 -0800 Subject: [PATCH 33/53] Fixing syntax error --- workflow/snakemake_rules/run_models.smk | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/workflow/snakemake_rules/run_models.smk b/workflow/snakemake_rules/run_models.smk index 305a8e409..5b0878e8e 100644 --- a/workflow/snakemake_rules/run_models.smk +++ b/workflow/snakemake_rules/run_models.smk @@ -42,7 +42,7 @@ rule innovation_model_informed: pango_relationships = "data/{analysis_period}/pango_variant_relationships.tsv", predictor_path = "data/{analysis_period}/lineage_phenotypes.csv" params: - predictor_names = lambda wildcards: _get_predictor_names(wildcards) + predictor_names = lambda wildcards: _get_predictor_names(wildcards), pivot = lambda wildcards: _get_analysis_period_option(wildcards, 'pivot'), posteriors = "results/{analysis_period}/posteriors/informed" output: From 3b32fd8f98d3543cb4b7f0683a55851cd3687ceb Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Wed, 6 Nov 2024 23:27:50 -0800 Subject: [PATCH 34/53] Adding provisioning rule --- Snakefile | 1 + 1 file changed, 1 insertion(+) diff --git a/Snakefile b/Snakefile index 384ba7755..5835b3008 100644 --- a/Snakefile +++ b/Snakefile @@ -50,5 +50,6 @@ rule all: input: _get_all_input include: "workflow/snakemake_rules/prepare_data.smk" +include: "workflow/snakemake_rules/retrieve_phenotypes.smk" include: "workflow/snakemake_rules/run_models.smk" include: "workflow/snakemake_rules/run_models_over_period.smk" From 3091e7f7e398301ca297f8bb6a84a5fb80892b0c Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Wed, 6 Nov 2024 23:28:55 -0800 Subject: [PATCH 35/53] Adding provisioning phenotype script --- scripts/provision-phenotypes.py | 60 +++++++++++++++++++++++++++++++++ 1 file changed, 60 insertions(+) create mode 100644 scripts/provision-phenotypes.py diff --git a/scripts/provision-phenotypes.py b/scripts/provision-phenotypes.py new file mode 100644 index 000000000..560a6e1ec --- /dev/null +++ b/scripts/provision-phenotypes.py @@ -0,0 +1,60 @@ +import os +import requests +import yaml +import argparse + +# Default files to download if no `output` key is found +DEFAULT_FILES_TO_DOWNLOAD = { + "mutation_phenotypes_csv": "results/mutation_phenotypes.csv", + "mutation_phenotypes_randomized_csv": "results/mutation_phenotypes_randomized.csv", + "lineage_phenotypes_csv": "results/lineage_phenotypes.csv", + "lineage_phenotypes_randomized_csv": "results/lineage_phenotypes_randomized.csv", +} + +def download_file(url, local_path): + """Download a file from a URL and save it locally.""" + os.makedirs(os.path.dirname(local_path), exist_ok=True) + try: + print(f"Downloading {url}...") + response = requests.get(url, stream=True) + response.raise_for_status() + with open(local_path, "wb") as f: + for chunk in response.iter_content(chunk_size=8192): + f.write(chunk) + print(f"Saved to {local_path}") + except requests.RequestException as e: + print(f"Failed to download {url}: {e}") + +def parse_config_and_get_files(config_path, base_url): + """Retrieve file paths from the specified config or use default files.""" + # Download the config file + config_url = f"{base_url}/{config_path}" + response = requests.get(config_url) + response.raise_for_status() + config = yaml.safe_load(response.text) + + # Extract output files if available, else return default files + if "output" in config: + return config["output"] + else: + print("No `output` key in config. Falling back to default files.") + return DEFAULT_FILES_TO_DOWNLOAD + +def main(): + # Parse command-line arguments + parser = argparse.ArgumentParser(description="Download files specified in a config file from a GitHub repository.") + parser.add_argument("--config-path", required=True, help="Path to the configuration file in the repository.") + parser.add_argument("--base-url", required=True, help="Base URL of the GitHub repository.") + args = parser.parse_args() + + # Get the files to download + files_to_download = parse_config_and_get_files(args.config_path, args.base_url) + + # Download each file + for key, relative_path in files_to_download.items(): + file_url = f"{args.base_url}/{relative_path}" + local_path = os.path.join("data", relative_path) + download_file(file_url, local_path) + +if __name__ == "__main__": + main() \ No newline at end of file From 7a7f6987bcf7e5503d657d2d3ac83451c1ac0385 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Sat, 23 Nov 2024 15:34:09 -0800 Subject: [PATCH 36/53] Updating provision phenotypes --- scripts/provision-phenotypes.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/scripts/provision-phenotypes.py b/scripts/provision-phenotypes.py index 560a6e1ec..07fb40ea5 100644 --- a/scripts/provision-phenotypes.py +++ b/scripts/provision-phenotypes.py @@ -1,7 +1,8 @@ +import argparse import os + import requests import yaml -import argparse # Default files to download if no `output` key is found DEFAULT_FILES_TO_DOWNLOAD = { @@ -45,6 +46,7 @@ def main(): parser = argparse.ArgumentParser(description="Download files specified in a config file from a GitHub repository.") parser.add_argument("--config-path", required=True, help="Path to the configuration file in the repository.") parser.add_argument("--base-url", required=True, help="Base URL of the GitHub repository.") + parser.add_argument("--output-path", required=True, help="Path to save files.") args = parser.parse_args() # Get the files to download @@ -53,8 +55,8 @@ def main(): # Download each file for key, relative_path in files_to_download.items(): file_url = f"{args.base_url}/{relative_path}" - local_path = os.path.join("data", relative_path) + local_path = os.path.join(args.output_path, relative_path) download_file(file_url, local_path) if __name__ == "__main__": - main() \ No newline at end of file + main() From 8b87b37a4d28aa52b622d917058ec45346ba3339 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Sat, 23 Nov 2024 15:39:28 -0800 Subject: [PATCH 37/53] Saving and retrieving phenotypes --- scripts/provision-phenotypes.py | 10 ++++---- .../snakemake_rules/retrieve_phenotypes.smk | 24 +++++++++++-------- workflow/snakemake_rules/run_models.smk | 2 +- 3 files changed, 20 insertions(+), 16 deletions(-) diff --git a/scripts/provision-phenotypes.py b/scripts/provision-phenotypes.py index 07fb40ea5..17370c9c1 100644 --- a/scripts/provision-phenotypes.py +++ b/scripts/provision-phenotypes.py @@ -6,10 +6,10 @@ # Default files to download if no `output` key is found DEFAULT_FILES_TO_DOWNLOAD = { - "mutation_phenotypes_csv": "results/mutation_phenotypes.csv", - "mutation_phenotypes_randomized_csv": "results/mutation_phenotypes_randomized.csv", - "lineage_phenotypes_csv": "results/lineage_phenotypes.csv", - "lineage_phenotypes_randomized_csv": "results/lineage_phenotypes_randomized.csv", + "mutation_phenotypes.csv": "results/mutation_phenotypes.csv", + "mutation_phenotypes_randomized.csv": "results/mutation_phenotypes_randomized.csv", + "lineage_phenotypes.csv": "results/lineage_phenotypes.csv", + "lineage_phenotypes_randomized.csv": "results/lineage_phenotypes_randomized.csv", } def download_file(url, local_path): @@ -55,7 +55,7 @@ def main(): # Download each file for key, relative_path in files_to_download.items(): file_url = f"{args.base_url}/{relative_path}" - local_path = os.path.join(args.output_path, relative_path) + local_path = os.path.join(args.output_path, key) download_file(file_url, local_path) if __name__ == "__main__": diff --git a/workflow/snakemake_rules/retrieve_phenotypes.smk b/workflow/snakemake_rules/retrieve_phenotypes.smk index 00bab19c6..9dad7cc60 100644 --- a/workflow/snakemake_rules/retrieve_phenotypes.smk +++ b/workflow/snakemake_rules/retrieve_phenotypes.smk @@ -1,18 +1,22 @@ # TODO: Pull from main brach later once merged +import json rule download_phenotypes: output: - "data/{analysis_period}/mutation_phenotypes.csv", - "data/{analysis_period}/mutation_phenotypes_randomized.csv", - "data/{analysis_period}/lineage_phenotypes.csv", - "data/{analysis_period}/lineage_phenotypes_randomized.csv" + "data/{analysis_period}/phenotypes/mutation_phenotypes.csv", + "data/{analysis_period}/phenotypes/mutation_phenotypes_randomized.csv", + "data/{analysis_period}/phenotypes/lineage_phenotypes.csv", + "data/{analysis_period}/phenotypes/lineage_phenotypes_randomized.csv" + params: + output_path = "data/{analysis_period}/phenotypes" shell: """ - python provision-phenotypes.py \ + python ./scripts/provision-phenotypes.py \ --config-path XBB_config.yaml \ - --base-url https://raw.githubusercontent.com/jbloomlab/SARS2-spike-predictor-phenos/pull/1/files + --base-url https://raw.githubusercontent.com/jbloomlab/SARS2-spike-predictor-phenos/refs/heads/Get-Lineage-Phenotypes \ + --output-path {params.output_path} """ def _get_predictor_names(wildcards): - predictor_names = config.get(wildcards).get('analysis_period', {}) \ - .get(wildcards.analysis_period, {}) \ - .get("predictor_names", None) - return json.dumps(predictor_names) \ No newline at end of file + predictor_names = config.get('analysis_period', {}) \ + .get(wildcards.analysis_period, {}) \ + .get("predictor_names", None) + return json.dumps(predictor_names) diff --git a/workflow/snakemake_rules/run_models.smk b/workflow/snakemake_rules/run_models.smk index 5b0878e8e..af0463532 100644 --- a/workflow/snakemake_rules/run_models.smk +++ b/workflow/snakemake_rules/run_models.smk @@ -40,7 +40,7 @@ rule innovation_model_informed: input: sequence_counts = "data/{analysis_period}/collapsed_seq_counts.tsv", pango_relationships = "data/{analysis_period}/pango_variant_relationships.tsv", - predictor_path = "data/{analysis_period}/lineage_phenotypes.csv" + predictor_path = "data/{analysis_period}/phenotypes/lineage_phenotypes.csv" params: predictor_names = lambda wildcards: _get_predictor_names(wildcards), pivot = lambda wildcards: _get_analysis_period_option(wildcards, 'pivot'), From 74930cbdbcce3d3bea5c63305c9db1395fc5a4e0 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Sat, 23 Nov 2024 15:56:46 -0800 Subject: [PATCH 38/53] JSON string magic for fixing predictor specification --- scripts/run-innovation-model.py | 53 ++++++++++++------- .../snakemake_rules/retrieve_phenotypes.smk | 2 +- 2 files changed, 35 insertions(+), 20 deletions(-) diff --git a/scripts/run-innovation-model.py b/scripts/run-innovation-model.py index c4de49fb0..d57fc105e 100644 --- a/scripts/run-innovation-model.py +++ b/scripts/run-innovation-model.py @@ -1,10 +1,11 @@ import argparse +import json import os import pickle import evofr as ef -import numpy as np import jax.numpy as jnp +import numpy as np import pandas as pd LOCATIONS = ["USA"] @@ -15,6 +16,7 @@ NUM_SAMPLES = 1000 TAU = 4.2 + def _get_growth_advantage_delta(samples, data, ps, name, rel_to="other"): # Unpack variant info var_names = data.var_names @@ -29,7 +31,7 @@ def _get_growth_advantage_delta(samples, data, ps, name, rel_to="other"): if s == rel_to: ga = jnp.divide(ga, ga[:, i][:, None]) - #ga = jnp.divide(ga, ga[:, var_names.index(rel_to)][:, None]) + # ga = jnp.divide(ga, ga[:, var_names.index(rel_to)][:, None]) # Compute medians and quantiles meds = jnp.median(ga, axis=0) @@ -62,6 +64,7 @@ def _get_growth_advantage_delta(samples, data, ps, name, rel_to="other"): return v_dict + def get_growth_advantage_delta(posterior, pivot): ga_delta_df = pd.DataFrame( _get_growth_advantage_delta( @@ -69,11 +72,12 @@ def get_growth_advantage_delta(posterior, pivot): posterior.data, name=posterior.name, ps=CI_COVERAGE, - rel_to=pivot + rel_to=pivot, ) ) return ga_delta_df + def get_growth_advantage(posterior, pivot): ga_df = pd.DataFrame( ef.posterior.get_growth_advantage( @@ -89,7 +93,15 @@ def get_growth_advantage(posterior, pivot): def prep_predictors(predictors, variant_freqs, predictor_names): # Index by variant name - predictors = predictors.rename(columns={"seqName": "variant"}).set_index("variant") + predictors = predictors.rename(columns={"lineage": "variant"}).set_index("variant") + + # Check all predictors are present + missing_columns = [n for n in predictor_names if n not in predictors.columns] + if missing_columns: + raise ValueError( + f"The following predictor names are not columns in the DataFrame: {missing_columns}" + ) + predictors = predictors.replace("?").astype( {name: "float" for name in predictor_names} ) @@ -163,7 +175,7 @@ def make_features(predictors, variant_freqs, feature_names=None, intercept=True) "--predictor-path", type=str, default=None, - help="input TSV of predictors of variant fitness", + help="input CSV of predictors of variant fitness", ) parser.add_argument( "--predictor-names", @@ -200,11 +212,13 @@ def make_features(predictors, variant_freqs, feature_names=None, intercept=True) # Load data raw_seq = pd.read_csv(args.seq_counts, sep="\t") raw_variant_parents = pd.read_csv(args.pango_relationships, sep="\t") - raw_variant_parents = raw_variant_parents.rename(columns={"closest_parent": "parent"}) + raw_variant_parents = raw_variant_parents.rename( + columns={"closest_parent": "parent"} + ) # Use all location present unless instructed otherwise # locations = pd.unique(raw_seq["location"]) - locations = LOCATIONS # TODO: Filter locations earlier within config + locations = LOCATIONS # TODO: Filter locations earlier within config def _get_posterior(location, pivot): # Filtering to location of interest @@ -218,8 +232,11 @@ def _get_posterior(location, pivot): else: # Build predictor-informed model # Define predictors if they are supplied - predictors = pd.read_csv(args.predictor_path, sep="\t") - predictor_names = args.predictor_names + predictors = pd.read_csv(args.predictor_path) + try: + predictor_names = json.loads(args.predictor_names) + except json.JSONDecodeError: + predictor_names = args.predictor_names.split(",") # Default to `immune_escape` and `ace2_binding` if not specified. if predictor_names is None: @@ -241,22 +258,20 @@ def _get_posterior(location, pivot): if args.posterior_path is not None: os.makedirs(args.posterior_path, exist_ok=True) posterior.save_posterior(args.posterior_path + f"/samples_{location}.pkl") - with open(args.posterior_path + f"/data_{location}.pkl", 'wb') as f: + with open(args.posterior_path + f"/data_{location}.pkl", "wb") as f: pickle.dump(posterior.data, f) return posterior posteriors = [_get_posterior(location, pivot=args.pivot) for location in locations] - # Export + # Export print("Exporting growth advantages") - ga_df = pd.concat([ - get_growth_advantage(posterior, pivot=args.pivot) for posterior in posteriors - ]) + ga_df = pd.concat( + [get_growth_advantage(posterior, pivot=args.pivot) for posterior in posteriors] + ) ga_df.to_csv(args.growth_advantage_path, sep="\t") - - ga_delta_df = pd.concat([ - get_growth_advantage(posterior, pivot=args.pivot) for posterior in posteriors - ]) + ga_delta_df = pd.concat( + [get_growth_advantage(posterior, pivot=args.pivot) for posterior in posteriors] + ) ga_delta_df.to_csv(args.growth_advantage_delta_path, sep="\t") - diff --git a/workflow/snakemake_rules/retrieve_phenotypes.smk b/workflow/snakemake_rules/retrieve_phenotypes.smk index 9dad7cc60..c134236d3 100644 --- a/workflow/snakemake_rules/retrieve_phenotypes.smk +++ b/workflow/snakemake_rules/retrieve_phenotypes.smk @@ -19,4 +19,4 @@ def _get_predictor_names(wildcards): predictor_names = config.get('analysis_period', {}) \ .get(wildcards.analysis_period, {}) \ .get("predictor_names", None) - return json.dumps(predictor_names) + return f"'{json.dumps(predictor_names)}'" From 5e502eff14af891d79cc32b76f77e59336aee415 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Sat, 23 Nov 2024 15:59:37 -0800 Subject: [PATCH 39/53] Working informed model --- Snakefile | 6 +++++- config/config.yaml | 11 +++++++++++ 2 files changed, 16 insertions(+), 1 deletion(-) diff --git a/Snakefile b/Snakefile index 5835b3008..95b2a3d62 100644 --- a/Snakefile +++ b/Snakefile @@ -34,7 +34,11 @@ def _get_all_input(w): *expand( "results/{analysis_period}/growth_advantages.tsv", analysis_period=[ap for ap, cfg in analysis_periods.items() if not cfg.get("windowed", False)], - ) + ), + *expand( + "results/{analysis_period}/informed/growth_advantages.tsv", + analysis_period=[ap for ap, cfg in analysis_periods.items() if (not cfg.get("windowed", False)) and (cfg.get("predictor_names", False))], + ) ] # Windowed analyses for ap, cfg in analysis_periods.items(): diff --git a/config/config.yaml b/config/config.yaml index 12a18f4d2..fdd3cd361 100644 --- a/config/config.yaml +++ b/config/config.yaml @@ -59,10 +59,21 @@ analysis_period: # included_days: 150 # date_max: "2022-" # pivot: "BA.2" + ba2: + min_date: "2021-11-01" + max_date: "2022-11-01" + pivot: "BA.2" xbb15: min_date: "2023-01-01" max_date: "2023-12-01" pivot: "XBB.1.5" + predictor_names: + - 'spike pseudovirus DMS Non-RBD human sera escape relative to XBB.1.5' + - 'spike pseudovirus DMS Non-RBD ACE2 binding relative to XBB.1.5' + jn1: + min_date: "2024-01-01" + max_date: "2024-10-01" + pivot: "JN.1" # xbb15_windowed: # windowed: true # obs_date_min: "2023-01-01" From a753036629d6d8ac9c830608d98c3b43cb917167 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Sat, 23 Nov 2024 18:35:28 -0800 Subject: [PATCH 40/53] Working windowed analyses --- config/config.yaml | 14 +- scripts/create-observed-sequence-counts.py | 146 ++----------- scripts/observe-sequence-counts.py | 139 ++++++++++++ scripts/process-metadata-by-submission.py | 203 ++++++++++++++++++ .../run_models_over_period.smk | 47 +++- 5 files changed, 403 insertions(+), 146 deletions(-) create mode 100644 scripts/observe-sequence-counts.py create mode 100644 scripts/process-metadata-by-submission.py diff --git a/config/config.yaml b/config/config.yaml index fdd3cd361..02e12e119 100644 --- a/config/config.yaml +++ b/config/config.yaml @@ -74,10 +74,10 @@ analysis_period: min_date: "2024-01-01" max_date: "2024-10-01" pivot: "JN.1" - # xbb15_windowed: - # windowed: true - # obs_date_min: "2023-01-01" - # obs_date_max: "2023-12-01" - # interval: "2M" - # num_days_context: 90 - # pivot: "XBB.1.5" + xbb15_windowed: + windowed: true + obs_date_min: "2023-01-01" + obs_date_max: "2023-12-01" + interval: "2M" + pivot: "XBB.1.5" + num_days_context: 90 diff --git a/scripts/create-observed-sequence-counts.py b/scripts/create-observed-sequence-counts.py index b4f557bb0..ec49b2c15 100644 --- a/scripts/create-observed-sequence-counts.py +++ b/scripts/create-observed-sequence-counts.py @@ -85,66 +85,22 @@ def observe_sequence_counts(delayed, obs_date=None): parser = argparse.ArgumentParser( __doc__, formatter_class=argparse.ArgumentDefaultsHelpFormatter ) - - parser.add_argument( - "--metadata", - required=True, - help="Path to metadata TSV that includes date, location, and clade information. " - + "Local and remote (HTTP, S3, etc.) paths are valid.", - ) - parser.add_argument( - "--id-column", - default="strain", - help="Column in metadata TSV with the sequence ID.", - ) - parser.add_argument( - "--date-column", - default="date", - help="Column in metadata TSV with date information. " - + "Dates are expected to be in ISO 8601 date format (i.e. YYYY-MM-DD). " - + "Rows with incorrect date format or ambiguous dates will be dropped.", - ) - parser.add_argument( - "--location-column", - default="country", - help="Column in metadata TSV with location information", - ) - parser.add_argument( - "--clade-column", - required=False, - help="Column in metadata TSV with clade information", - ) - parser.add_argument( - "--filter-columns", - nargs="+", - help="Columns that will be used in the `--filter-query` option. " - + "Must be provided if using the `--filter-query` option.", - ) parser.add_argument( - "--filter-query", - help="Filter sequences by attribute. " - + "Uses Pandas Dataframe querying, " - + "see https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#indexing-query for syntax " - + """(e.g., --filter-query "country == 'USA'") """, + "--sequence-counts-by-submission", + requred=True, + help="Path to `sequence_counts_by_submission` TSV.", ) - parser.add_argument( - "--metadata-chunk-size", - type=int, - default=500_000, - help="Maximum metadata records to read into memory at once during initial pass." - + "Increasing this value increases peak memory usage.", - ) - parser.add_argument("--obs-date-min", help="First date of observation.") parser.add_argument("--obs-date-max", help="Last date of observation.") - parser.add_argument("--interval", help="The interval for the date range e.g. '2W' or '1D'.") + parser.add_argument( + "--interval", help="The interval for the date range e.g. '2W' or '1D'." + ) parser.add_argument( "--num-days-context", type=int, help="Optionally, the number of days that are included in context" + "By default, this includes all days after `obs_date_min`.", ) - parser.add_argument( "--output-path", help="Path to output TSV for sequence counts by observation date.", @@ -152,84 +108,10 @@ def observe_sequence_counts(delayed, obs_date=None): args = parser.parse_args() - if args.filter_query and not args.filter_columns: - print( - "ERROR: Filter columns must be provided if using a filter query.", - file=sys.stderr, - ) - sys.exit(1) - - # Map of metadata columns to output columns - metadata_column_map = { - args.id_column: "sequences", - args.date_column: "date", - args.location_column: "location", - args.clade_column: "variant", - "date_submitted": "date_submitted" - } - - # Only use required columns, adding filter columns if provided - metadata_usecols = set(metadata_column_map.keys()) - if args.filter_columns: - metadata_usecols.update(args.filter_columns) - - # Load metadata TSV. - metadata_reader = pd.read_csv( - args.metadata, - sep="\t", - usecols=list(metadata_usecols), - dtype="object", - chunksize=args.metadata_chunk_size, - ) - - # Iterate through metadata in chunks to control peak memory usage. - metadata_chunks = [] - for metadata in metadata_reader: - # If provided filter query, apply query then subset to required columns - if args.filter_query: - try: - metadata.query(args.filter_query, inplace=True) - except Exception as e: - print( - "ERROR: An error occurred when applying the filter query. " - "Most likely the filter query used columns that were not included in the filter columns. " - f"See detailed error: ({e})", - file=sys.stderr, - ) - sys.exit(1) - - metadata = metadata[metadata_column_map.keys()] - - # Rename columns to output column names - metadata.rename(columns=metadata_column_map, inplace=True) - - # Convert location and clade columns to category dtype - metadata["location"] = metadata["location"].astype("category") - metadata["variant"] = metadata["variant"].astype("category") - - # Convert date column to datetime, sets ambiguous dates to None - metadata["date"] = pd.to_datetime(metadata["date"], errors="coerce") - metadata.dropna(subset=["date"], inplace=True) - - # Filter to time period - min_date = pd.Timestamp(args.obs_date_min) - pd.Timedelta(days=args.num_days_context + BIAS_BUFFER) - max_date = pd.Timestamp(args.obs_date_max) - metadata = metadata[(metadata.date >= min_date) & (metadata.date <= max_date)] - metadata["date"] = pd.to_datetime(metadata["date"]).dt.strftime("%Y-%m-%d") - metadata["date_submitted"] = pd.to_datetime(metadata["date_submitted"]).dt.strftime("%Y-%m-%d") - - # Drop rows with null date, location, or variants - metadata.dropna(subset=["date", "location", "variant"], inplace=True) - metadata_chunks.append(metadata) - - # Merge all chunks that passed all filters. - metadata = pd.concat( - metadata_chunks, - ignore_index=True, + sequence_count_by_submission = pd.read_csv( + args.sequence_counts_by_submission, sep="\t" ) - sequence_count_by_submission = count_sequences_with_submission_date(metadata) - # We need to create a directory to hold observed counts observation_dates = pd.date_range( start=args.obs_date_min, end=args.obs_date_max, freq=args.interval @@ -252,7 +134,9 @@ def observe_sequence_counts(delayed, obs_date=None): obs_seq = obs_seq[obs_seq.date > min_date] # Remove most recent 14 days due to bias - max_date = (pd.to_datetime(obs_date) - pd.Timedelta(BIAS_BUFFER, "d")).dt.strftime("%Y-%m-%d") + max_date = ( + pd.to_datetime(obs_date) - pd.Timedelta(BIAS_BUFFER, "d") + ).dt.strftime("%Y-%m-%d") obs_seq = obs_seq[obs_seq.date <= max_date] # Export file @@ -261,17 +145,19 @@ def observe_sequence_counts(delayed, obs_date=None): os.makedirs(path) # Make sure we have the folder - obs_seq.to_csv(f"{path}/collapsed_seq_counts_{obs_date}.tsv", sep="\t", index=False) + obs_seq.to_csv( + f"{path}/prepared_seq_counts_{obs_date}.tsv", sep="\t", index=False + ) retrospective_seq_counts = observe_sequence_counts( sequence_count_by_submission, obs_date=None ) # Make sure we have the folder - path = args.output_path + "/truth" + path = args.output_path if not os.path.exists(path): os.makedirs(path) retrospective_seq_counts.to_csv( - f"{path}/seq_counts_truth.tsv", sep="\t", index=False + f"{path}/seq_counts_retrospective.tsv", sep="\t", index=False ) diff --git a/scripts/observe-sequence-counts.py b/scripts/observe-sequence-counts.py new file mode 100644 index 000000000..f3f1b3a63 --- /dev/null +++ b/scripts/observe-sequence-counts.py @@ -0,0 +1,139 @@ +""" +Summarize sequence counts grouped by date, location, and clade. +""" +import argparse +import os +from datetime import datetime + +import pandas as pd + + +def format_date(date_string, expected_format): + """ + Format *date_string* to ISO 8601 date (YYYY-MM-DD). + If *date_string* does not match *expected_format*, return None. + + >>> expected_format = '%Y-%m-%d' + >>> format_date("2020", expected_format) + None + >>> format_date("2020-01", expected_format) + None + >>> format_date("XXXX-XX-XX", expected_format) + None + >>> format_date("2020-1-15", expected_format) + '2020-01-15' + >>> format_date("2020-01-15", expected_format) + '2020-01-15' + """ + try: + return datetime.strptime(date_string, expected_format).strftime("%Y-%m-%d") + except (TypeError, ValueError): + return None + + +def count_sequences_with_submission_date(metadata): + grouped = metadata.groupby(["date", "location", "variant"], group_keys=True) + + def compute_delay(x): + delays = ( + x["date_submitted"] + .value_counts(normalize=False) + .rename_axis("date_submitted") + .reset_index(name="sequences") + ) + + delays = delays.sort_values("date_submitted") + return delays + + out = ( + grouped.apply(compute_delay) + .reset_index(level=list(range(len(grouped.grouper.names))), drop=True) + .reset_index() + ) + return out + + +def observe_sequence_counts(delayed, obs_date=None): + # Given an observation date as well as counts of sequences and their submission dates, + # Reconstruct data available on observation date + + obs_seq = delayed.copy() + + # Filter to sequences submitted on or before date + if obs_date: + obs_seq = obs_seq[obs_seq["date_submitted"] < obs_date] + + # Sum across remaining sequences + obs_seq = ( + obs_seq.groupby(["date", "location", "variant"])["sequences"].sum() + ).reset_index() + + # Sort data + obs_seq = obs_seq.sort_values(["location", "variant", "date"]) + + # Remove entries with no observed sequences + obs_seq = obs_seq[obs_seq["sequences"] > 0] + + return obs_seq + + +BIAS_BUFFER = 14 + + +if __name__ == "__main__": + parser = argparse.ArgumentParser( + __doc__, formatter_class=argparse.ArgumentDefaultsHelpFormatter + ) + parser.add_argument( + "--sequence-counts-by-submission", + required=True, + help="Path to `sequence_counts_by_submission` TSV.", + ) + parser.add_argument("--obs-date", help="Observation date.") + parser.add_argument("--obs-date-min", help="First date of observation.") + parser.add_argument( + "--num-days-context", + type=int, + help="Optionally, the number of days that are included in context" + + "By default, this includes all days after `obs_date_min`.", + ) + parser.add_argument( + "--output-path", + help="Path to output TSV for sequence counts by observation date.", + ) + + args = parser.parse_args() + + sequence_count_by_submission = pd.read_csv( + args.sequence_counts_by_submission, sep="\t" + ) + + print(args.num_days_context) + + # Observe sequences up to this date + obs_date = args.obs_date + obs_seq = observe_sequence_counts(sequence_count_by_submission, obs_date=obs_date) + + # Filter to appropriate date, either to maintain consistent window or grow window in time + if args.num_days_context is None: + min_date = args.obs_date_min + else: + min_date = pd.to_datetime(obs_date) - pd.Timedelta( + args.num_days_context + BIAS_BUFFER, "d" + ) + min_date = min_date.strftime("%Y-%m-%d") + obs_seq = obs_seq[obs_seq.date > min_date] + + # Remove most recent 14 days due to bias + max_date = (pd.to_datetime(obs_date) - pd.Timedelta(BIAS_BUFFER, "d")).strftime( + "%Y-%m-%d" + ) + obs_seq = obs_seq[obs_seq.date <= max_date] + + # Export file + path = args.output_path + if not os.path.exists(path): + os.makedirs(path) + + # Make sure we have the folder + obs_seq.to_csv(f"{path}/prepared_seq_counts_{obs_date}.tsv", sep="\t", index=False) diff --git a/scripts/process-metadata-by-submission.py b/scripts/process-metadata-by-submission.py new file mode 100644 index 000000000..9198bf707 --- /dev/null +++ b/scripts/process-metadata-by-submission.py @@ -0,0 +1,203 @@ +""" +Summarize sequence counts grouped by date, submission_date, location, and clade. +""" +import argparse +import os +import sys +from datetime import datetime + +import pandas as pd + + +def format_date(date_string, expected_format): + """ + Format *date_string* to ISO 8601 date (YYYY-MM-DD). + If *date_string* does not match *expected_format*, return None. + + >>> expected_format = '%Y-%m-%d' + >>> format_date("2020", expected_format) + None + >>> format_date("2020-01", expected_format) + None + >>> format_date("XXXX-XX-XX", expected_format) + None + >>> format_date("2020-1-15", expected_format) + '2020-01-15' + >>> format_date("2020-01-15", expected_format) + '2020-01-15' + """ + try: + return datetime.strptime(date_string, expected_format).strftime("%Y-%m-%d") + except (TypeError, ValueError): + return None + + +def count_sequences_with_submission_date(metadata): + grouped = metadata.groupby(["date", "location", "variant", "date_submitted"]) + counts = grouped.size().reset_index(name="sequences") + return counts + + +BIAS_BUFFER = 14 + +if __name__ == "__main__": + parser = argparse.ArgumentParser( + __doc__, formatter_class=argparse.ArgumentDefaultsHelpFormatter + ) + + parser.add_argument( + "--metadata", + required=True, + help="Path to metadata TSV that includes date, location, and clade information. " + + "Local and remote (HTTP, S3, etc.) paths are valid.", + ) + parser.add_argument( + "--id-column", + default="strain", + help="Column in metadata TSV with the sequence ID.", + ) + parser.add_argument( + "--date-column", + default="date", + help="Column in metadata TSV with date information. " + + "Dates are expected to be in ISO 8601 date format (i.e. YYYY-MM-DD). " + + "Rows with incorrect date format or ambiguous dates will be dropped.", + ) + parser.add_argument( + "--location-column", + default="country", + help="Column in metadata TSV with location information", + ) + parser.add_argument( + "--clade-column", + required=False, + help="Column in metadata TSV with clade information", + ) + parser.add_argument( + "--filter-columns", + nargs="+", + help="Columns that will be used in the `--filter-query` option. " + + "Must be provided if using the `--filter-query` option.", + ) + parser.add_argument( + "--filter-query", + help="Filter sequences by attribute. " + + "Uses Pandas Dataframe querying, " + + "see https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#indexing-query for syntax " + + """(e.g., --filter-query "country == 'USA'") """, + ) + parser.add_argument( + "--metadata-chunk-size", + type=int, + default=500_000, + help="Maximum metadata records to read into memory at once during initial pass." + + "Increasing this value increases peak memory usage.", + ) + parser.add_argument("--obs-date-min", help="First date of observation.") + parser.add_argument("--obs-date-max", help="Last date of observation.") + parser.add_argument( + "--num-days-context", + type=int, + help="Optionally, the number of days that are included in context" + + "By default, this includes all days after `obs_date_min`.", + ) + parser.add_argument( + "--output-path", + help="Path to output TSV for sequence counts by observation date.", + ) + + args = parser.parse_args() + + if args.filter_query and not args.filter_columns: + print( + "ERROR: Filter columns must be provided if using a filter query.", + file=sys.stderr, + ) + sys.exit(1) + + # Map of metadata columns to output columns + metadata_column_map = { + args.id_column: "sequences", + args.date_column: "date", + args.location_column: "location", + args.clade_column: "variant", + "date_submitted": "date_submitted", + } + + # Only use required columns, adding filter columns if provided + metadata_usecols = set(metadata_column_map.keys()) + if args.filter_columns: + metadata_usecols.update(args.filter_columns) + + # Load metadata TSV. + metadata_reader = pd.read_csv( + args.metadata, + sep="\t", + usecols=list(metadata_usecols), + dtype="object", + chunksize=args.metadata_chunk_size, + ) + + # Iterate through metadata in chunks to control peak memory usage. + print("Chunking") + metadata_chunks = [] + for metadata in metadata_reader: + # If provided filter query, apply query then subset to required columns + if args.filter_query: + try: + metadata.query(args.filter_query, inplace=True) + except Exception as e: + print( + "ERROR: An error occurred when applying the filter query. " + "Most likely the filter query used columns that were not included in the filter columns. " + f"See detailed error: ({e})", + file=sys.stderr, + ) + sys.exit(1) + + metadata = metadata[metadata_column_map.keys()] + + # Rename columns to output column names + metadata.rename(columns=metadata_column_map, inplace=True) + + # Convert location and clade columns to category dtype + metadata["location"] = metadata["location"].astype("category") + metadata["variant"] = metadata["variant"].astype("category") + + # Convert date column to datetime, sets ambiguous dates to None + metadata["date"] = pd.to_datetime(metadata["date"], errors="coerce") + metadata.dropna(subset=["date"], inplace=True) + + # Filter to time period + min_date = pd.Timestamp(args.obs_date_min) - pd.Timedelta( + days=args.num_days_context + BIAS_BUFFER + ) + max_date = pd.Timestamp(args.obs_date_max) + metadata = metadata[(metadata.date >= min_date) & (metadata.date <= max_date)] + metadata["date"] = pd.to_datetime(metadata["date"]).dt.strftime("%Y-%m-%d") + metadata["date_submitted"] = pd.to_datetime( + metadata["date_submitted"] + ).dt.strftime("%Y-%m-%d") + + # Drop rows with null date, location, or variants + metadata = metadata.dropna(subset=["date", "location", "variant"]) + metadata_chunks.append(metadata) + + # Merge all chunks that passed all filters. + metadata = pd.concat( + metadata_chunks, + ignore_index=True, + ) + + print("Counting") + + sequence_count_by_submission = count_sequences_with_submission_date(metadata) + + # Make sure we have the folder + path = args.output_path + if not os.path.exists(path): + os.makedirs(path) + + sequence_count_by_submission.to_csv( + f"{path}/sequence_counts_by_submission.tsv", sep="\t", index=False + ) diff --git a/workflow/snakemake_rules/run_models_over_period.smk b/workflow/snakemake_rules/run_models_over_period.smk index 720f46d69..fba29e36d 100644 --- a/workflow/snakemake_rules/run_models_over_period.smk +++ b/workflow/snakemake_rules/run_models_over_period.smk @@ -1,22 +1,20 @@ #TODO: Run collapsing logic on this - -rule observed_over_period: +rule process_metadata: input: - # sequence_counts = "data/{data_provenance}/{variant_classification}/{geo_resolution}/{analysis_period}/collapsed_seq_counts.tsv" metadata = lambda wildcards: "data/{data_provenance}_metadata.tsv.gz".format( data_provenance=get_analysis_config(wildcards).get("data_provenance", "gisaid") ) output: - sequence_counts_dated = "data/{analysis_period}/prepared_seq_counts_{obs_date}.tsv", + sequence_counts_by_submission = "data/{analysis_period}/sequence_counts_by_submission.tsv" params: obs_date_min = lambda wildcards: _get_analysis_period_option(wildcards, 'obs_date_min'), obs_date_max = lambda wildcards: _get_analysis_period_option(wildcards, 'obs_date_max'), obs_date_interval = lambda wildcards: _get_analysis_period_option(wildcards, 'interval'), num_days_context = lambda wildcards: _get_analysis_period_option(wildcards, 'num_days_context'), - output_path = lambda wildcards: f"data/{wildcards.analysis_period}" + output_path = "data/{analysis_period}" shell: """ - python ./scripts/create-observed-sequence-counts.py \ + python ./scripts/process-metadata-by-submission.py \ --metadata {input.metadata} \ --clade-column "Nextclade_pango" \ --output-path {params.output_path} \ @@ -24,7 +22,26 @@ rule observed_over_period: --filter-query "QC_overall_status != 'bad'" \ {params.obs_date_min}\ {params.obs_date_max} \ - {params.obs_date_interval} \ + {params.num_days_context} + """ + +rule observe_over_period: + input: + sequence_counts_by_submission = "data/{analysis_period}/sequence_counts_by_submission.tsv" + output: + sequence_counts_dated = "data/{analysis_period}/prepared_seq_counts_{obs_date}.tsv" + params: + obs_date_min = lambda wildcards: _get_analysis_period_option(wildcards, 'obs_date_min'), + num_days_context = lambda wildcards: _get_analysis_period_option(wildcards, 'num_days_context'), + output_path = lambda wildcards: f"data/{wildcards.analysis_period}", + obs_date = lambda wildcards: wildcards.obs_date + shell: + """ + python ./scripts/observe-sequence-counts.py \ + --sequence-counts-by-submission {input.sequence_counts_by_submission} \ + --output-path {params.output_path} \ + --obs-date {params.obs_date} \ + {params.obs_date_min} \ {params.num_days_context} """ @@ -43,6 +60,18 @@ rule collapse_over_period: --output-seq-counts {output.collapsed_counts} \ {params.collapse_threshold} """ + +rule get_pango_relationships_over_period: + input: + sequence_counts = "data/{analysis_period}/collapsed_seq_counts_{obs_date}.tsv" + output: + pango_relationships = "data/{analysis_period}/pango_variant_relationships_{obs_date}.tsv" + shell: + """ + python ./scripts/prepare-pango-relationships.py \ + --seq-counts {input.sequence_counts} \ + --output-relationships {output.pango_relationships} + """ rule run_innovation_model_over_period: input: @@ -50,7 +79,7 @@ rule run_innovation_model_over_period: analysis_period = wildcards.analysis_period, obs_date = wildcards.obs_date ), - pango_relationships = "data/{analysis_period}/pango_variant_relationships.tsv", + pango_relationships = "data/{analysis_period}/pango_variant_relationships_{obs_date}.tsv", params: pivot = lambda wildcards: _get_analysis_period_option(wildcards, 'pivot'), posteriors = lambda wildcards: "results/{analysis_period}/posteriors_{obs_date}".format( @@ -98,4 +127,4 @@ rule run_innovation_model_informed_over_period: --growth-advantage-delta-path {output.growth_advantages_delta} \ --posterior-path {params.posteriors} \ {params.pivot} - """ \ No newline at end of file + """ From 1410e007a2aeac25f6c44b5bb00a696727844227 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Sat, 23 Nov 2024 20:30:22 -0800 Subject: [PATCH 41/53] Adding index=False --- scripts/run-innovation-model.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/scripts/run-innovation-model.py b/scripts/run-innovation-model.py index d57fc105e..1d1041853 100644 --- a/scripts/run-innovation-model.py +++ b/scripts/run-innovation-model.py @@ -65,6 +65,7 @@ def _get_growth_advantage_delta(samples, data, ps, name, rel_to="other"): return v_dict +# TODO: Switch to relative fitness def get_growth_advantage_delta(posterior, pivot): ga_delta_df = pd.DataFrame( _get_growth_advantage_delta( @@ -269,9 +270,9 @@ def _get_posterior(location, pivot): ga_df = pd.concat( [get_growth_advantage(posterior, pivot=args.pivot) for posterior in posteriors] ) - ga_df.to_csv(args.growth_advantage_path, sep="\t") + ga_df.to_csv(args.growth_advantage_path, sep="\t", index=False) ga_delta_df = pd.concat( [get_growth_advantage(posterior, pivot=args.pivot) for posterior in posteriors] ) - ga_delta_df.to_csv(args.growth_advantage_delta_path, sep="\t") + ga_delta_df.to_csv(args.growth_advantage_delta_path, sep="\t", index=False) From b7f9c9ced1d38652aa6d4642ace481651872c9af Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Sat, 23 Nov 2024 20:38:41 -0800 Subject: [PATCH 42/53] Actually compute `delta` --- scripts/run-innovation-model.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/scripts/run-innovation-model.py b/scripts/run-innovation-model.py index 1d1041853..d4d306556 100644 --- a/scripts/run-innovation-model.py +++ b/scripts/run-innovation-model.py @@ -273,6 +273,9 @@ def _get_posterior(location, pivot): ga_df.to_csv(args.growth_advantage_path, sep="\t", index=False) ga_delta_df = pd.concat( - [get_growth_advantage(posterior, pivot=args.pivot) for posterior in posteriors] + [ + get_growth_advantage_delta(posterior, pivot=args.pivot) + for posterior in posteriors + ] ) ga_delta_df.to_csv(args.growth_advantage_delta_path, sep="\t", index=False) From 39d641cc526b8c40b4ec298dafca42d9c6a8c5ce Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Sat, 23 Nov 2024 23:47:50 -0800 Subject: [PATCH 43/53] Cleaning up analysis; starting figure making --- config/config.yaml | 45 +--- defaults/xbb15/force_include_lineages.txt | 3 + scripts/collapse-lineage-counts.py | 90 ++++++-- scripts/run-innovation-model.py | 6 +- utils/colorize_lineages.py | 264 ++++++++++++++++++++++ utils/plot_utils.py | 28 +++ workflow/snakemake_rules/prepare_data.smk | 13 +- 7 files changed, 386 insertions(+), 63 deletions(-) create mode 100644 defaults/xbb15/force_include_lineages.txt create mode 100644 utils/colorize_lineages.py create mode 100644 utils/plot_utils.py diff --git a/config/config.yaml b/config/config.yaml index 02e12e119..42f488610 100644 --- a/config/config.yaml +++ b/config/config.yaml @@ -14,44 +14,10 @@ prepare_data: gisaid: pango_lineages: global: - min_date: "2023-01-01" - max_date: "2023-12-01" location_min_seq: 1000 excluded_locations: "defaults/global_excluded_locations.txt" clade_min_seq: 1 - collapse_threshold: 350 - -prepare_predictors: - current_dms: - input_data: "results/summaries/summary.csv" - rename_cols: {"human sera escape": "sera escape", "spike mediated entry": "cell entry"} - phenotype_cols: ["sera escape", "ACE2 binding", "cell entry"] - title: "XBB.1.5 full-spike DMS phenotypes" - missing_muts: "drop" # drop clades with missing muts, - yeast_RBD_DM: - input_data: "data/compare_natural_datasets/yeast_RBD_DMS.csv" - rename_cols: {} - phenotype_cols: ["escape", "ACE2 affinity", "RBD expression"] - title: "yeast RBD DMS phenotypes" - missing_muts: "zero" # set missing (non-RBD) mutations to zero - muts_from_Wuhan-Hu-1: - input_data: "data/compare_natural_datasets/incremental_Hamming_distance_from_Wuhan-Hu-1.csv" - rename_cols: {"incremental Hamming distance": "distance"} - phenotype_cols: ["distance"] - title: "relative distance from Wuhan-Hu-1" - missing_muts": "drop" # drop clades with missing muts - EVEscape: - input_data: "data/compare_natural_datasets/EVEscape_XBB_single_mutation_predictions.csv" - rename_cols: {} - phenotype_cols: ["EVEscape"] - title: "EVEscape" - missing_muts: "drop" # drop clades with missing muts - EVEscape_components: - input_data: "data/compare_natural_datasets/EVEscape_XBB_single_mutation_predictions.csv" - rename_cols: {"fitness_evol_indices": "EVE fitness", "dissimilarity_charge_hydrophobicity": "aa dissimilarity", "accessibility_wcn": "accessibility"} - phenotype_cols: ["EVE fitness", "aa dissimilarity", "accessibility"] - title: "EVEscape components" - missing_muts: "drop" # drop clades with missing muts + collapse_threshold: 200 # In case we want to run models for various different pandemic periods analysis_period: @@ -67,13 +33,10 @@ analysis_period: min_date: "2023-01-01" max_date: "2023-12-01" pivot: "XBB.1.5" + force_include: "defaults/xbb15/force_include_lineages.txt" predictor_names: - 'spike pseudovirus DMS Non-RBD human sera escape relative to XBB.1.5' - 'spike pseudovirus DMS Non-RBD ACE2 binding relative to XBB.1.5' - jn1: - min_date: "2024-01-01" - max_date: "2024-10-01" - pivot: "JN.1" xbb15_windowed: windowed: true obs_date_min: "2023-01-01" @@ -81,3 +44,7 @@ analysis_period: interval: "2M" pivot: "XBB.1.5" num_days_context: 90 + jn1: + min_date: "2024-01-01" + max_date: "2024-10-01" + pivot: "JN.1" diff --git a/defaults/xbb15/force_include_lineages.txt b/defaults/xbb15/force_include_lineages.txt new file mode 100644 index 000000000..2c4ecdc47 --- /dev/null +++ b/defaults/xbb15/force_include_lineages.txt @@ -0,0 +1,3 @@ +XBB +XBB.1.5 +XBB.2 diff --git a/scripts/collapse-lineage-counts.py b/scripts/collapse-lineage-counts.py index d21f9cfc9..3c2482155 100644 --- a/scripts/collapse-lineage-counts.py +++ b/scripts/collapse-lineage-counts.py @@ -64,26 +64,43 @@ # substantially to use pango_aliasor instead to get parent lineages. import argparse + import pandas as pd from pango_aliasor.aliasor import Aliasor -def get_low_count_lineages(seq_counts: pd.DataFrame, collapse_threshold: int) -> set: + +def get_low_count_lineages( + seq_counts: pd.DataFrame, collapse_threshold: int, force_include: set +) -> set: total_counts = seq_counts.groupby("variant")["sequences"].sum() - low_count_lineages = set(total_counts[total_counts < collapse_threshold].index.to_list()) + low_count_lineages = set( + total_counts[total_counts < collapse_threshold].index.to_list() + ) low_count_lineages.discard("other") + + # Exclude forece-included variants from collapsing + low_count_lineages -= force_include return low_count_lineages + def lineage_depth(lineage: str, aliasor: Aliasor) -> int: return len(aliasor.uncompress(lineage).split(".")) -def collapse_lineages(seq_counts, collapse_threshold, aliasor: Aliasor): + +def collapse_lineages( + seq_counts, collapse_threshold, aliasor: Aliasor, force_include: set +): print("Starting variants:", len(seq_counts.groupby("variant"))) print(seq_counts.variant.unique()) - low_count_lineages = get_low_count_lineages(seq_counts, collapse_threshold) + low_count_lineages = get_low_count_lineages( + seq_counts, collapse_threshold, force_include + ) # Find max depth of lineage tree - max_lineage_depth = max(map(lambda x: lineage_depth(x, aliasor), low_count_lineages)) + max_lineage_depth = max( + map(lambda x: lineage_depth(x, aliasor), low_count_lineages) + ) # Collapse lineages from highest depth to lowest depth for depth in range(max_lineage_depth, 0, -1): @@ -95,45 +112,88 @@ def collapse_lineages(seq_counts, collapse_threshold, aliasor: Aliasor): if parent == "": parent = "other" seq_counts.loc[seq_counts["variant"] == lineage, "variant"] = parent - print("At depth", depth, "there are", len(low_count_lineages_at_depth), "low count lineages") + print( + "At depth", + depth, + "there are", + len(low_count_lineages_at_depth), + "low count lineages", + ) print(low_count_lineages_at_depth) - low_count_lineages = get_low_count_lineages(seq_counts, collapse_threshold) + low_count_lineages = get_low_count_lineages( + seq_counts, collapse_threshold, force_include + ) print("Ending variants:", len(seq_counts.groupby("variant"))) print(seq_counts.variant.unique()) return seq_counts + def aggregate_counts(seq_counts): - return seq_counts.groupby(["location", "variant", "date"], as_index=False)["sequences"].sum() + return seq_counts.groupby(["location", "variant", "date"], as_index=False)[ + "sequences" + ].sum() + def sort_output(seq_counts): return seq_counts.sort_values(["variant", "date"]) + def save_seq_counts(seq_counts, output_file): seq_counts.to_csv(output_file, sep="\t", index=False) + def main(): - parser = argparse.ArgumentParser(description = "Given input sequence counts and \ + parser = argparse.ArgumentParser( + description="Given input sequence counts and \ Pango aliasing file, collapse Pango lineages into their parental lineages \ - based on supplied threshold and output a new sequence counts file") - parser.add_argument("--seq-counts", type=str, required=True, help="input TSV of sequence counts") - parser.add_argument("--collapse-threshold", type=int, default=1000, help="threshold count to collapse lineage into parental lineage") - parser.add_argument("--output-seq-counts", type=str, required=True, help="output TSV of collapsed sequence counts") + based on supplied threshold and output a new sequence counts file" + ) + parser.add_argument( + "--seq-counts", type=str, required=True, help="input TSV of sequence counts" + ) + parser.add_argument( + "--collapse-threshold", + type=int, + default=1000, + help="threshold count to collapse lineage into parental lineage", + ) + parser.add_argument( + "--output-seq-counts", + type=str, + required=True, + help="output TSV of collapsed sequence counts", + ) + parser.add_argument( + "--force-include-file", + type=str, + required=False, + help="file with list of variants to force include (one per line)", + ) args = parser.parse_args() seq_counts = pd.read_csv(args.seq_counts, sep="\t") + # Load force-included variants if provided + force_include = set() + if args.force_include_file: + with open(args.force_include_file, "r") as f: + force_include = set(line.strip() for line in f) + # Automatically downloads aliasing file from github, needs internet connection # File is sourced from https://github.com/cov-lineages/pango-designation/blob/master/pango_designation/alias_key.json aliasor: Aliasor = Aliasor() - seq_counts = collapse_lineages(seq_counts, args.collapse_threshold, aliasor) + seq_counts = collapse_lineages( + seq_counts, args.collapse_threshold, aliasor, force_include + ) seq_counts = aggregate_counts(seq_counts) seq_counts = sort_output(seq_counts) save_seq_counts(seq_counts, args.output_seq_counts) + if __name__ == "__main__": - main() \ No newline at end of file + main() diff --git a/scripts/run-innovation-model.py b/scripts/run-innovation-model.py index d4d306556..c532dcebc 100644 --- a/scripts/run-innovation-model.py +++ b/scripts/run-innovation-model.py @@ -12,9 +12,9 @@ CI_COVERAGE = [0.8] ITERS = 50_000 -LEARNING_RATE = 4e-3 -NUM_SAMPLES = 1000 -TAU = 4.2 +LEARNING_RATE = 1e-3 +NUM_SAMPLES = 100 +TAU = 1.0 def _get_growth_advantage_delta(samples, data, ps, name, rel_to="other"): diff --git a/utils/colorize_lineages.py b/utils/colorize_lineages.py new file mode 100644 index 000000000..9f5236d9a --- /dev/null +++ b/utils/colorize_lineages.py @@ -0,0 +1,264 @@ +import colorsys + +import numpy as np +from pango_aliasor.aliasor import Aliasor + +clade_definitions = [ + { + "clade": "24B", + "display_name": "24B (JN.1.11.1)", + "defining_lineage": "JN.1.11.1", + "color": "#DC2F24", + }, + { + "clade": "24A", + "display_name": "24A (JN.1)", + "defining_lineage": "JN.1", + "color": "#E4632E", + }, + { + "clade": "23I", + "display_name": "23I (BA.2.86)", + "defining_lineage": "BA.2.86", + "color": "#E69136", + }, + { + "clade": "23H", + "display_name": "23H (HK.3)", + "defining_lineage": "HK.3", + "color": "#D9AD3D", + }, + { + "clade": "23G", + "display_name": "23G (XBB.1.5.70)", + "defining_lineage": "XBB.1.5.70", + "color": "#C1BA47", + }, + { + "clade": "23F", + "display_name": "23F (EG.5.1)", + "defining_lineage": "EG.5.1", + "color": "#A2BE57", + }, + { + "clade": "23E", + "display_name": "23E (XBB.2.3)", + "defining_lineage": "XBB.2.3", + "color": "#83BA70", + }, + { + "clade": "23D", + "display_name": "23D (XBB.1.9)", + "defining_lineage": "XBB.1.9", + "color": "#69B091", + }, + { + "clade": "23C", + "display_name": "23C (CH.1.1)", + "defining_lineage": "CH.1.1", + "color": "#549DB2", + }, + { + "clade": "23B", + "display_name": "23B (XBB.1.16)", + "defining_lineage": "XBB.1.16", + "color": "#4580CA", + }, + { + "clade": "23A", + "display_name": "23A (XBB.1.5)", + "defining_lineage": "XBB.1.5", + "color": "#462EB9", + }, + { + "clade": "22F", + "display_name": "22F (XBB)", + "defining_lineage": "XBB", + "color": "#3E58CF", + }, + { + "clade": "22E", + "display_name": "22E (BQ.1)", + "defining_lineage": "BQ.1", + "color": "#777777", + }, + { + "clade": "22D", + "display_name": "22D (BA.2.75)", + "defining_lineage": "BA.2.75", + "color": "#777777", + }, + { + "clade": "22B", + "display_name": "22B (BA.5)", + "defining_lineage": "BA.5", + "color": "#777777", + }, + { + "clade": "other", + "display_name": "other", + "defining_lineage": False, + "color": "#777777", + }, +] + + +DEFAULT_CLADE_COLOR = "#777777" + + +def order_lineages(lineages, aliasor): + """ + Order input lineages by using their full uncompressed lineage & converting to a sortable form + e.g. BA.5 -> B.1.1.529.5 -> ' B/001/001/529/005' + BA.16 -> B.1.1.529.16 -> ' B/001/001/529/016' + so BA.5 is before BA.16 + """ + + def _lineage_sortable(lineage): + if lineage == "other": + return "ZZZ" + lin_full = aliasor.uncompress(lineage) + return "/".join( + [ + (f"{x:>3}" if i == 0 else f"{int(x):03}") + for i, x in enumerate(lin_full.split(".")) + ] + ) + + return sorted(lineages, key=_lineage_sortable) + + +def order_lineages_within_clade(lineages, aliasor, clade_map): + """ + Order input lineages by their clades first and then by using their full uncompressed lineage, + converting to a sortable form within each clade. + + Parameters: + lineages (list of str): List of lineage names to be sorted. + aliasor (object): An object with a method `uncompress` that converts compressed lineage names to full lineage names. + clades (list of str): List of clade assignments corresponding to each lineage. + + Returns: + list of str: Sorted list of lineage names. + + Example: + >>> class Aliasor: + ... def uncompress(self, lineage): + ... return {"BA.5": "B.1.1.529.5", "BA.16": "B.1.1.529.16", "BA.2": "B.1.1.529.2"}[lineage] + >>> aliasor = Aliasor() + >>> lineages = ["BA.5", "BA.16", "BA.2"] + >>> clades = ["Clade1", "Clade1", "Clade2"] + >>> order_lineages(lineages, aliasor, clades) + ['BA.5', 'BA.16', 'BA.2'] + """ + + def _lineage_sortable(lineage): + if lineage == "other": + return "ZZZ" + lin_full = aliasor.uncompress(lineage) + return "/".join( + [ + (f"{x:>3}" if i == 0 else f"{int(x):03}") + for i, x in enumerate(lin_full.split(".")) + ] + ) + + # Sort the lineages first by clade and then by the sortable form of the lineage + return sorted( + lineages, key=lambda lineage: (clade_map[lineage], _lineage_sortable(lineage)) + ) + + +def lineage_to_clade(lineage, aliasor, fallback, clade_definitions): + lineage_full = aliasor.uncompress(lineage) + for clade_data in clade_definitions: + if clade_data["clade"] == "other": + continue + comparison_lineage = aliasor.uncompress(clade_data["defining_lineage"]) + if lineage_full == comparison_lineage or lineage_full.startswith( + comparison_lineage + "." + ): + return clade_data["clade"] + return fallback + + +def clade_colors(variants, clade_definitions): + colors = {c["clade"]: c["color"] for c in clade_definitions} + missing = set() + defs = [] + for v in variants: + try: + defs.append([v, colors[v]]) + except KeyError: + if v != "other": + missing.add(v) + defs.append([v, DEFAULT_CLADE_COLOR]) + + if len(missing) > 0: + print( + f"Missing definitions for the following clades: {', '.join(missing)}.", + f"They have been assigned the default color {DEFAULT_CLADE_COLOR!r}", + ) + + return defs + + +def clade_display_names(variants, clade_definitions): + display_names = {c["clade"]: c["display_name"] for c in clade_definitions} + return [ + [name, display_names[name] if name in display_names else name] + for name in variants + ] + + +def colour_range(anchor, n): + """ + Create a range of `n` colours centred around the provided `anchor`. + This currently involves simple manipulations in HLS space, but + the outputs aren't going to be as good as they could be if we did it in + a perceptually uniform space (e.g lab space). For the purposes of this viz + I don't think it's a dealbreaker, and in our current setup it's hard to use + python libraries which aren't already available in our various runtimes. + """ + anchor_rgb = tuple(int(anchor.lstrip("#")[i : i + 2], 16) for i in (0, 2, 4)) + anchor_hls = colorsys.rgb_to_hls(*anchor_rgb) + hrange = np.linspace(anchor_hls[0] * 0.85, anchor_hls[0] * 1.25, n) + lrange = np.linspace(anchor_hls[1] * 1.2, anchor_hls[1], n) + srange = np.linspace(anchor_hls[2] * 0.7, anchor_hls[2] * 1.1, n) + rgb_range = [colorsys.hls_to_rgb(*hls) for hls in zip(hrange, lrange, srange)] + + def clamp(x): + return int(max(0, min(x, 255))) + + return [ + f"#{clamp(rgb[0]):02x}{clamp(rgb[1]):02x}{clamp(rgb[2]):02x}" + for rgb in rgb_range + ] + + +def colourise(lineages, aliasor, clade_definitions): + """ + Produces an array of arrays associating observed lineages with a colour hex. Example output: + [ + ['XBB', '#ffffff'], + ... + ] + """ + clades = { + lineage: lineage_to_clade(lineage, aliasor, "other", clade_definitions) + for lineage in lineages + } + + colours = [] + + for clade in list(set(clades.values())): + matching_lineages = [ + l for l in lineages if clades[l] == clade + ] # will be ordered + print(f"{clade:<10}n={len(matching_lineages)} lineages") + color_hex = [x["color"] for x in clade_definitions if x["clade"] == clade][0] + for pair in zip( + matching_lineages, colour_range(color_hex, len(matching_lineages)) + ): + colours.append(pair) + return colours diff --git a/utils/plot_utils.py b/utils/plot_utils.py new file mode 100644 index 000000000..f6aa34ae1 --- /dev/null +++ b/utils/plot_utils.py @@ -0,0 +1,28 @@ +#!/user/bin/env python3 + +import matplotlib as mpl + +FONT_SIZE = 12 +AXES_SIZE = FONT_SIZE * 2.5 +TICK_SIZE = FONT_SIZE * 1.25 +LEGEND_SIZE = FONT_SIZE * 2.0 + +my_rcParams = { + "axes.spines.top": False, + "axes.spines.right": False, + "lines.linewidth": 5, + "font.size": FONT_SIZE, + "font.family": "Helvetica", + "axes.titlesize": AXES_SIZE, + "axes.labelsize": AXES_SIZE, + "xtick.labelsize": TICK_SIZE, + "ytick.labelsize": TICK_SIZE, + "legend.fontsize": LEGEND_SIZE, + "xtick.major.pad": FONT_SIZE / 2, + "ytick.major.pad": FONT_SIZE / 2, +} + +for k, v in my_rcParams.items(): + mpl.rcParams[k] = v + +COLORS = {"wildtype": "grey"} diff --git a/workflow/snakemake_rules/prepare_data.smk b/workflow/snakemake_rules/prepare_data.smk index d0320da94..25b430e12 100644 --- a/workflow/snakemake_rules/prepare_data.smk +++ b/workflow/snakemake_rules/prepare_data.smk @@ -77,7 +77,6 @@ rule provision_sequence_counts: --output-path {output} """ -# TODO: Call prepare data -> prepare-pango-relationship on all resulting sequence files {analysis_period}/{obs_date} rule prepare_clade_data: "Preparing clade counts for analysis" input: @@ -91,8 +90,8 @@ rule prepare_clade_data: log: "logs/{analysis_period}/prepare_clade_data.txt" params: - min_date = lambda wildcards: _get_prepare_data_option_analysis(wildcards, 'min_date'), - max_date = lambda wildcards: _get_prepare_data_option_analysis(wildcards, 'max_date'), + min_date = lambda wildcards: _get_analysis_period_option(wildcards, 'min_date'), + max_date = lambda wildcards: _get_analysis_period_option(wildcards, 'max_date'), location_min_seq = lambda wildcards: _get_prepare_data_option_analysis(wildcards, 'location_min_seq'), excluded_locations = lambda wildcards: _get_prepare_data_option_analysis(wildcards, 'excluded_locations'), prune_seq_days = lambda wildcards: _get_prepare_data_option_analysis(wildcards, 'prune_seq_days'), @@ -120,13 +119,15 @@ rule collapse_sequence_counts: output: collapsed_counts = "data/{analysis_period}/collapsed_seq_counts.tsv" params: - collapse_threshold = lambda wildcards: _get_prepare_data_option_analysis(wildcards, 'collapse_threshold') + collapse_threshold = lambda wildcards: _get_prepare_data_option_analysis(wildcards, 'collapse_threshold'), + force_include = lambda wildcards: _get_analysis_period_option(wildcards, 'force_include') shell: """ python ./scripts/collapse-lineage-counts.py \ --seq-counts {input.sequence_counts} \ --output-seq-counts {output.collapsed_counts} \ - {params.collapse_threshold} + {params.collapse_threshold} \ + {params.force_include} """ rule get_pango_relationships: @@ -139,4 +140,4 @@ rule get_pango_relationships: python ./scripts/prepare-pango-relationships.py \ --seq-counts {input.sequence_counts} \ --output-relationships {output.pango_relationships} - """ \ No newline at end of file + """ From 32f19a8a33677a8c1bcf10f3b9ce9a8d67ae6d0e Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Mon, 25 Nov 2024 17:34:45 -0800 Subject: [PATCH 44/53] Notebooks for main analyis --- config/config.yaml | 7 +- notebooks/PlottingInnovationResults.ipynb | 4466 +++++++++++++++++ notebooks/SyntheticInnovationRegression.ipynb | 480 ++ 3 files changed, 4951 insertions(+), 2 deletions(-) create mode 100644 notebooks/PlottingInnovationResults.ipynb create mode 100644 notebooks/SyntheticInnovationRegression.ipynb diff --git a/config/config.yaml b/config/config.yaml index 42f488610..706fe97c3 100644 --- a/config/config.yaml +++ b/config/config.yaml @@ -35,8 +35,11 @@ analysis_period: pivot: "XBB.1.5" force_include: "defaults/xbb15/force_include_lineages.txt" predictor_names: - - 'spike pseudovirus DMS Non-RBD human sera escape relative to XBB.1.5' - - 'spike pseudovirus DMS Non-RBD ACE2 binding relative to XBB.1.5' + - "spike pseudovirus DMS human sera escape relative to XBB.1.5" + - "spike pseudovirus DMS ACE2 binding relative to XBB.1.5" + - "RBD yeast-display DMS ACE2 affinity relative to XBB.1.5" + - "RBD yeast-display DMS RBD expression relative to XBB.1.5" + - "RBD yeast-display DMS escape relative to XBB.1.5" xbb15_windowed: windowed: true obs_date_min: "2023-01-01" diff --git a/notebooks/PlottingInnovationResults.ipynb b/notebooks/PlottingInnovationResults.ipynb new file mode 100644 index 000000000..9d01b1c3e --- /dev/null +++ b/notebooks/PlottingInnovationResults.ipynb @@ -0,0 +1,4466 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "01e981a7", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import evofr as ef\n", + "import matplotlib.pyplot as plt\n", + "import string\n", + "import yaml" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b8769d2b", + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "import os\n", + "\n", + "# Add \"../scripts\" to sys.path\n", + "scripts_dir = os.path.abspath(os.path.join(os.path.dirname(\".\"), \"../utils\"))\n", + "sys.path.append(scripts_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d9c98e3a", + "metadata": {}, + "outputs": [], + "source": [ + "import plot_utils" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "a65d44e3", + "metadata": {}, + "outputs": [], + "source": [ + "ANALYSIS = \"xbb15\"\n", + "\n", + "with open(\"../config/config.yaml\") as stream:\n", + " config = yaml.safe_load(stream)\n", + " \n", + "analysis_config = config[\"analysis_period\"][ANALYSIS]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "64f90771", + "metadata": {}, + "outputs": [], + "source": [ + "raw_seq = pd.read_csv(f\"../data/{ANALYSIS}/collapsed_seq_counts.tsv\", sep=\"\\t\")\n", + "raw_seq = raw_seq[raw_seq.location == \"USA\"]\n", + "raw_variant_parents = pd.read_csv(f\"../data/{ANALYSIS}/pango_variant_relationships.tsv\", sep=\"\\t\")\n", + "raw_variant_parents = raw_variant_parents.rename(columns={\"closest_parent\":\"parent\"})\n", + "data = ef.InnovationSequenceCounts(raw_seq, raw_variant_parents, pivot=analysis_config[\"pivot\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "14535460", + "metadata": {}, + "outputs": [], + "source": [ + "missing_parents = raw_variant_parents[raw_variant_parents.parent.isna()]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "87a7b532", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " variant parent\n", + "0 BA.2.3.20 NaN\n", + "1 BA.2.75 NaN\n", + "2 BA.2.86 NaN\n", + "3 BA.2.86.1 BA.2.86\n", + "4 BA.5 NaN\n", + ".. ... ...\n", + "260 XBF NaN\n", + "261 XBK NaN\n", + "262 XBL NaN\n", + "263 XCH.1 NaN\n", + "264 other NaN\n", + "\n", + "[265 rows x 2 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_variant_parents" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "872334d8", + "metadata": {}, + "outputs": [], + "source": [ + "ga_df = pd.read_csv(f\"../results/{ANALYSIS}/growth_advantages.tsv\", sep=\"\\t\")\n", + "ga_delta_df = pd.read_csv(f\"../results/{ANALYSIS}/growth_advantages_delta.tsv\", sep=\"\\t\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "916c3adc", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib\n", + "from matplotlib.cm import coolwarm, bwr\n", + "from matplotlib import colors\n", + "import matplotlib.transforms as mtransforms" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5135f3bb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "23F n=16 lineages\n", + "22B n=21 lineages\n", + "22E n=36 lineages\n", + "other n=12 lineages\n", + "23E n=10 lineages\n", + "23D n=34 lineages\n", + "24A n=3 lineages\n", + "22D n=14 lineages\n", + "23H n=3 lineages\n", + "23A n=57 lineages\n", + "23G n=6 lineages\n", + "22F n=21 lineages\n", + "23C n=11 lineages\n", + "23B n=18 lineages\n", + "23I n=3 lineages\n" + ] + } + ], + "source": [ + "from pango_aliasor import aliasor\n", + "from colorize_lineages import colourise, lineage_to_clade, clade_definitions, order_lineages_within_clade\n", + "\n", + "aliasor = aliasor.Aliasor()\n", + "color_map = colourise(data.var_names, aliasor, clade_definitions)\n", + "color_map = {entry[0]: entry[1] for entry in color_map}\n", + "display_name_map = {entry[\"clade\"]: entry[\"display_name\"] for entry in clade_definitions}\n", + "\n", + "clade_map = {\n", + " lineage: lineage_to_clade(lineage, aliasor, \"other\", clade_definitions)\n", + " for lineage in data.var_names\n", + "}\n", + "\n", + "clade_color_map = { c[\"clade\"]: c[\"color\"] for c in clade_definitions}\n", + "color_map_by_clade = {variant: clade_color_map[clade] for variant, clade in clade_map.items()}" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "2c7ca724", + "metadata": {}, + "outputs": [], + "source": [ + "def get_ordering(var_names):\n", + " reordered_names = order_lineages_within_clade(var_names, aliasor, clade_map)[:-1]\n", + " reordered_clades = [clade_map[n] for n in reordered_names]\n", + " reordered_idx = [var_names.index(r) for r in reordered_names]\n", + " return reordered_idx, reordered_names, reordered_clades" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "73c842e5", + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "from evofr.plotting import FrequencyPlot\n", + "\n", + "with open(f\"../results/{ANALYSIS}/posteriors/samples_USA.pkl\", 'rb') as f:\n", + " samples = pickle.load(f)\n", + " \n", + "#with open(f\"../results/{ANALYSIS}/posteriors/informed/samples_USA.pkl\", 'rb') as f:\n", + "# samples = pickle.load(f)\n", + "\n", + "posterior = ef.PosteriorHandler(samples=samples, data=data)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "d23943f6", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_estimated_frequency(ax, posterior, freq_thres=None, focal_variants=None):\n", + " if focal_variants is None:\n", + " focal_variants = posterior.data.var_names\n", + " \n", + " var_names = posterior.data.var_names\n", + " var_idxs = [var_names.index(v) if v in var_names else None for v in focal_variants]\n", + " \n", + " # Only plot variant at times above `freq_thres`\n", + " if freq_thres is None:\n", + " freq_thres = 0.001\n", + " \n", + " for var_idx, variant in zip(var_idxs, focal_variants):\n", + " included = np.array((posterior.samples[\"freq\"][0, :, var_idx] > freq_thres))\n", + " ax.plot(\n", + " np.array(posterior.data.dates)[included],\n", + " posterior.samples[\"freq\"][0, :, var_idx][included],\n", + " color=color_map[variant]\n", + " )\n", + " ax.set_ylabel(\"Frequency\")\n", + " ax.yaxis.set_major_formatter(PercentFormatter(1.0))\n", + " ax.xaxis.set_major_formatter(mdates.DateFormatter('%b\\n%Y'))\n", + " return None\n", + "\n", + "# Repeat for clade collapsed frequencies\n", + "\n", + "def plot_raw_frequency(ax, posterior, freq_thres=None, focal_variants=None):\n", + " if focal_variants is None:\n", + " focal_variants = posterior.data.var_names\n", + " \n", + " var_names = posterior.data.var_names\n", + " var_idxs = [var_names.index(v) if v in var_names else None for v in focal_variants]\n", + " \n", + " # Only plot variant at times above `freq_thres`\n", + " if freq_thres is None:\n", + " freq_thres = 0.001\n", + " \n", + " seq_counts = posterior.data.seq_counts\n", + " raw_freqs = seq_counts / seq_counts.sum(axis=-1)[:, None]\n", + " \n", + " for var_idx, variant in zip(var_idxs, focal_variants):\n", + " included = np.array((posterior.samples[\"freq\"][0, :, var_idx] > freq_thres))\n", + " ax.scatter(\n", + " np.array(posterior.data.dates)[included],\n", + " raw_freqs[:, var_idx][included],\n", + " color=color_map[variant],\n", + " ec=\"k\"\n", + " )\n", + " ax.set_ylabel(\"Frequency\")\n", + " ax.yaxis.set_major_formatter(PercentFormatter(1.0))\n", + " ax.xaxis.set_major_formatter(mdates.DateFormatter('%b\\n%Y'))\n", + " return None\n", + "\n", + "def plot_relative_fitness(ax, posterior):\n", + " var_names = posterior.data.var_names\n", + " n_vars = len(var_names)\n", + " \n", + " reordered_idx, reordered_names, reordered_clades = get_ordering(var_names)\n", + " xticklabels_reordered = [posterior.data.var_names[r] for r in reordered_idx]\n", + " ax.scatter(reordered_names,\n", + " np.log(posterior.samples[\"ga\"][0, reordered_idx]),\n", + " color=[color_map[rn] for rn in reordered_names],\n", + " ec=\"k\")\n", + " ax.set_xticks(np.arange(n_vars-1))\n", + " ax.set_xticklabels(xticklabels_reordered, rotation=90)\n", + " ax.set_ylabel(\"Relative fitness\")\n", + " ax.axhline(y=0.0, linestyle=\"--\", color = \"k\")\n", + " #for xtick in ax.get_xticklabels():\n", + " # xtick.set_color(color_map[xtick._text])\n", + "\n", + "# TODO: Change names\n", + "def plot_relative_fitness_innovation(ax, posterior):\n", + " var_names = posterior.data.var_names\n", + " n_vars = len(var_names)\n", + " \n", + " reordered_idx, reordered_names, reordered_clades = get_ordering(var_names)\n", + " xticklabels_reordered = [posterior.data.var_names[r] for r in reordered_idx]\n", + " ax.scatter(reordered_names,\n", + " posterior.samples[\"delta\"][0, reordered_idx],\n", + " color=[color_map[rn] for rn in reordered_names],\n", + " ec=\"k\")\n", + " ax.set_xticks(np.arange(n_vars-1))\n", + " ax.set_xticklabels(xticklabels_reordered, rotation=90)\n", + " ax.set_ylabel(\"Change in relative fitness\")\n", + " ax.axhline(y=0.0, linestyle=\"--\", color = \"k\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "7f7ee4ff", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.dates as mdates\n", + "from matplotlib.ticker import PercentFormatter\n", + "\n", + "fig = plt.figure(figsize=(24., 16.), constrained_layout=True)\n", + "spec = fig.add_gridspec(ncols=1, nrows=3)\n", + "\n", + "# Add estimated frequency\n", + "FREQ_THRES = 0.05\n", + "ax = fig.add_subplot(spec[0, 0])\n", + "plot_estimated_frequency(ax, posterior, freq_thres=FREQ_THRES)\n", + "plot_raw_frequency(ax, posterior, freq_thres=FREQ_THRES)\n", + "\n", + "# Add estimated growth advantage\n", + "ax = fig.add_subplot(spec[1, 0])\n", + "plot_relative_fitness(ax, posterior)\n", + "\n", + "ax = fig.add_subplot(spec[2, 0])\n", + "plot_relative_fitness_innovation(ax, posterior)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "407aca14", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "265\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "def plot_clade_collapsed_frequency(ax, posterior, clade_map, clade_color_map, freq_thres=None):\n", + " \"\"\"\n", + " Plots clade-collapsed frequencies.\n", + "\n", + " Parameters:\n", + " ax: Matplotlib Axes object where the plot will be drawn.\n", + " posterior: Posterior object containing frequency samples and date information.\n", + " clade_map: Dictionary mapping variants to their clades.\n", + " clade_color_map: Dictionary mapping clades to their colors.\n", + " freq_thres: Frequency threshold; only frequencies above this value are plotted.\n", + "\n", + " Returns:\n", + " None\n", + " \"\"\"\n", + " if freq_thres is None:\n", + " freq_thres = 0.001\n", + "\n", + " # Map each clade to its indices in the posterior samples\n", + " var_names = posterior.data.var_names\n", + " print(len(var_names))\n", + " clade_indices = {}\n", + " for variant in var_names:\n", + " clade = clade_map.get(variant, \"other\")\n", + " if clade not in clade_indices:\n", + " clade_indices[clade] = []\n", + " clade_indices[clade].append(var_names.index(variant))\n", + "\n", + " # Sum frequencies for each clade and plot\n", + " for clade, indices in clade_indices.items():\n", + " # Sum frequencies across all variants belonging to the same clade\n", + " clade_frequencies = np.sum(posterior.samples[\"freq\"][0, :, indices], axis=0)\n", + "\n", + " # Only include times when clade frequency exceeds threshold\n", + " included = clade_frequencies > freq_thres\n", + " \n", + " ax.plot(\n", + " np.array(posterior.data.dates)[included],\n", + " clade_frequencies[included],\n", + " color=clade_color_map.get(clade, \"gray\"), # Default to gray if clade not in color map\n", + " label=clade\n", + " )\n", + "\n", + " # Format the plot\n", + " ax.set_ylabel(\"Frequency\")\n", + " ax.yaxis.set_major_formatter(PercentFormatter(1.0))\n", + " ax.xaxis.set_major_formatter(mdates.DateFormatter('%b\\n%Y'))\n", + " #ax.legend(title=\"Clades\", loc=\"upper left\", bbox_to_anchor=(1.05, 1), borderaxespad=0.)\n", + " return None\n", + "\n", + "def plot_clade_collapsed_raw_frequency(ax, posterior, clade_map, clade_color_map, freq_thres=None):\n", + " \"\"\"\n", + " Plots clade-collapsed raw frequencies.\n", + "\n", + " Parameters:\n", + " ax: Matplotlib Axes object where the plot will be drawn.\n", + " posterior: Posterior object containing frequency samples, date information, and sequence counts.\n", + " clade_map: Dictionary mapping variants to their clades.\n", + " clade_color_map: Dictionary mapping clades to their colors.\n", + " freq_thres: Frequency threshold; only frequencies above this value are plotted.\n", + "\n", + " Returns:\n", + " None\n", + " \"\"\"\n", + " if freq_thres is None:\n", + " freq_thres = 0.001\n", + "\n", + " # Calculate raw frequencies from sequence counts\n", + " seq_counts = posterior.data.seq_counts\n", + " raw_freqs = seq_counts / seq_counts.sum(axis=-1)[:, None]\n", + "\n", + " # Map each clade to its indices in the sequence counts\n", + " var_names = posterior.data.var_names\n", + " clade_indices = {}\n", + " for variant in var_names:\n", + " clade = clade_map.get(variant, \"other\")\n", + " if clade not in clade_indices:\n", + " clade_indices[clade] = []\n", + " clade_indices[clade].append(var_names.index(variant))\n", + "\n", + " # Sum raw frequencies for each clade and plot\n", + " for clade, indices in clade_indices.items():\n", + " clade_raw_frequencies = np.sum(raw_freqs[:, indices], axis=1)\n", + " \n", + " # Only include times when clade frequency exceeds threshold\n", + " included = clade_raw_frequencies > freq_thres\n", + " ax.scatter(\n", + " np.array(posterior.data.dates)[included],\n", + " clade_raw_frequencies[included],\n", + " color=clade_color_map.get(clade, \"gray\"), # Default to gray if clade not in color map\n", + " edgecolor=\"k\",\n", + " label=clade\n", + " )\n", + "\n", + " # Format the plot\n", + " ax.set_ylabel(\"Frequency\")\n", + " ax.yaxis.set_major_formatter(PercentFormatter(1.0))\n", + " ax.xaxis.set_major_formatter(mdates.DateFormatter('%b\\n%Y'))\n", + " #ax.legend(title=\"Clades\", loc=\"upper left\", bbox_to_anchor=(1.05, 1), borderaxespad=0.)\n", + "\n", + " return None\n", + "\n", + "fig = plt.figure(figsize=(16., 8.), constrained_layout=True)\n", + "spec = fig.add_gridspec(ncols=1, nrows=2)\n", + "\n", + "# Add estimated frequency\n", + "FREQ_THRES = 0.01\n", + "ax = fig.add_subplot(spec[0, 0])\n", + "plot_estimated_frequency(ax, posterior, freq_thres=FREQ_THRES)\n", + "plot_raw_frequency(ax, posterior, freq_thres=FREQ_THRES)\n", + "\n", + "# Add estimated growth advantage\n", + "ax = fig.add_subplot(spec[1, 0])\n", + "plot_clade_collapsed_frequency(ax, posterior, clade_map, clade_color_map, freq_thres=FREQ_THRES)\n", + "plot_clade_collapsed_raw_frequency(ax, posterior, clade_map, clade_color_map, freq_thres=FREQ_THRES)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "b1f907b2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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4A.2.3NaNA.2NaN0I19T -24L -25P -26P S27A A83V D142G -144Y Q146...FalseFalseFalseNaNNaN-5.2843.3500-8.1190-4.71-0.231.188063.7842
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3912XZ2022-06-03NaNT19I A27S G142D V213G G339D S371F S373P S375F ...31A83V -144Y Q146H E183Q E213G V252G H339D T346R...FalseFalseFalseNaNNaN-3.3620.2731-0.8703-0.710.020.350336.5215
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3913 rows × 19 columns

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" + ], + "text/plain": [ + " lineage ... Hamming distance relative to XBB.1.5\n", + "0 A ... 42\n", + "1 A.1 ... 42\n", + "2 A.2 ... 42\n", + "3 A.2.2 ... 42\n", + "4 A.2.3 ... 42\n", + "... ... ... ...\n", + "3908 XU ... 15\n", + "3909 XV ... 19\n", + "3910 XW ... 15\n", + "3911 XY ... 15\n", + "3912 XZ ... 15\n", + "\n", + "[3913 rows x 19 columns]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predictors = pd.read_csv(f\"../data/{ANALYSIS}/phenotypes/lineage_phenotypes.csv\")\n", + "predictors" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "9ecc8f7f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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dateparentspike muts from Wuhan-Hu-1number spike muts from Wuhan-Hu-1spike muts from XBB.1.5descendant of BA.2.86descendant of XBBdescendant of BA.2clade growthclade growth HDI 95spike pseudovirus DMS human sera escape relative to XBB.1.5spike pseudovirus DMS ACE2 binding relative to XBB.1.5spike pseudovirus DMS spike mediated entry relative to XBB.1.5RBD yeast-display DMS ACE2 affinity relative to XBB.1.5RBD yeast-display DMS RBD expression relative to XBB.1.5RBD yeast-display DMS escape relative to XBB.1.5EVEscape relative to XBB.1.5Hamming distance relative to XBB.1.5number spike muts from XBB.1.5delta_spike pseudovirus DMS human sera escape relative to XBB.1.5delta_spike pseudovirus DMS ACE2 binding relative to XBB.1.5delta_RBD yeast-display DMS ACE2 affinity relative to XBB.1.5delta_RBD yeast-display DMS RBD expression relative to XBB.1.5delta_RBD yeast-display DMS escape relative to XBB.1.5
variant
BA.2.3.202022-09-02NaNT19I A27S G142D M153T N164K V213G H245N G257D ...38A83V -144Y Q146H M153T N164K E183Q E213G H245N...FalseFalseTrueNaNNaN-2.11801.2390-1.18800.460.060.4488056.712121NaNNaNNaNNaNNaN
BA.2.752022-06-24NaNT19I A27S G142D K147E W152R F157L I210V V213G ...37A83V -144Y Q146H K147E W152R F157L E183Q I210V...FalseFalseTrueNaNNaN-2.01701.6680-0.83420.69-0.010.2134038.611616NaNNaNNaNNaNNaN
BA.2.862023-08-17NaNT19I R21T A27S S50L V127F G142D F157S R158G L2...59R21T S50L H69- V70- A83V V127F Q146H F157S R15...FalseFalseTrueNaNNaN-1.04002.4760-1.64200.13-0.320.5316093.133535NaNNaNNaNNaNNaN
BA.2.86.12023-09-05BA.2.86T19I R21T A27S S50L V127F G142D F157S R158G L2...59R21T S50L H69- V70- A83V V127F Q146H F157S R15...TrueFalseTrue0.8090.773 to 0.85-1.04002.4760-1.64200.13-0.320.5316093.1335350.00.00.00.00.0
BA.52022-04-06NaNT19I A27S G142D V213G G339D S371F S373P S375F ...34H69- V70- A83V -144Y Q146H E183Q E213G V252G H...FalseFalseFalseNaNNaN-2.03600.6665-0.8599-0.570.060.3654036.531717NaNNaNNaNNaNNaN
...........................................................................
XBF2022-11-03NaNT19I A27S G142D K147E W152R F157L I210V V213G ...40A83V -144Y Q146H K147E W152R F157L E183Q I210V...FalseFalseFalseNaNNaN-0.05070.5502-0.48280.140.190.0891730.461313NaNNaNNaNNaNNaN
XBK2022-12-15NaNT19I A27S G142D K147E W152R F157L I210V V213G ...40A83V -144Y Q146H K147E W152R F157L E183Q I210V...FalseFalseFalseNaNNaN-0.05070.5502-0.48280.140.190.0891730.461313NaNNaNNaNNaNNaN
XBL2023-01-09NaNT19I A27S V83A G142D H146Q Q183E V213E G252V G...42NaNFalseFalseFalseNaNNaN0.00000.00000.00000.000.000.000000.0001NaNNaNNaNNaNNaN
XCH.12023-08-30NaNT19I A27S V83A G142D H146Q Q183E V213E G252V G...46L455F F456L T573I S704LFalseFalseFalseNaNNaN0.2674-1.06300.2515-0.51-0.010.2889012.0744NaNNaNNaNNaNNaN
XBB.1.52022-11-08XBB.1T19I A27S V83A G142D H146Q Q183E V213E G252V G...42NaNFalseTrueFalseNaNNaN0.00000.00000.00000.000.000.000000.0001NaNNaNNaNNaNNaN
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261 rows × 24 columns

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" + ], + "text/plain": [ + " date ... delta_RBD yeast-display DMS escape relative to XBB.1.5\n", + "variant ... \n", + "BA.2.3.20 2022-09-02 ... NaN \n", + "BA.2.75 2022-06-24 ... NaN \n", + "BA.2.86 2023-08-17 ... NaN \n", + "BA.2.86.1 2023-09-05 ... 0.0 \n", + "BA.5 2022-04-06 ... NaN \n", + "... ... ... ... \n", + "XBF 2022-11-03 ... NaN \n", + "XBK 2022-12-15 ... NaN \n", + "XBL 2023-01-09 ... NaN \n", + "XCH.1 2023-08-30 ... NaN \n", + "XBB.1.5 2022-11-08 ... NaN \n", + "\n", + "[261 rows x 24 columns]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predictors = pd.read_csv(f\"../data/{ANALYSIS}/phenotypes/lineage_phenotypes.csv\")\n", + "#predictor_names = [\n", + "# \"spike pseudovirus DMS Non-RBD spike mediated entry relative to XBB.1.5\",\n", + "# \"spike pseudovirus DMS Non-RBD ACE2 binding relative to XBB.1.5\",\n", + "# \"spike pseudovirus DMS Non-RBD human sera escape relative to XBB.1.5\",\n", + "# \"RBD yeast-display DMS escape relative to XBB.1.5\", \n", + "# \"RBD yeast-display DMS ACE2 affinity relative to XBB.1.5\",\n", + "# \"RBD yeast-display DMS RBD expression relative to XBB.1.5\",\n", + "# \"number spike rbd muts from Wuhan-Hu-1\",\n", + "# \"EVEscape relative to XBB.1.5\"]\n", + "\n", + "predictors[\"number spike muts from XBB.1.5\"] =[len(str(x).split()) for x in predictors[\"spike muts from XBB.1.5\"]]\n", + "predictor_names = [\"spike pseudovirus DMS human sera escape relative to XBB.1.5\",\n", + " \"spike pseudovirus DMS ACE2 binding relative to XBB.1.5\",\n", + " \"RBD yeast-display DMS ACE2 affinity relative to XBB.1.5\",\n", + " \"RBD yeast-display DMS RBD expression relative to XBB.1.5\",\n", + " \"RBD yeast-display DMS escape relative to XBB.1.5\",]\n", + " #\"EVEscape relative to XBB.1.5\",\n", + " #\"number spike muts from XBB.1.5\"]\n", + "\n", + "def prep_predictors(predictors, data, predictor_names):\n", + " # Index by variant name\n", + " #predictors = predictors.rename(columns={\"clade\": \"variant\"}).set_index(\"variant\")\n", + " predictors = predictors.rename(columns={\"lineage\": \"variant\"}).set_index(\"variant\")\n", + " predictors = (predictors\n", + " .replace(\"?\")\n", + " .astype({name: \"float\" for name in predictor_names}))\n", + " \n", + " # Find scores of interest and parents\n", + " var_names = [v for v in data.var_names if v in predictors.index]\n", + " predictors = predictors.loc[var_names] # Need all variants to be present...\n", + " predictors[\"parent\"] = predictors.index.map(data.parent_map)\n", + " \n", + " # Get delta between parents and children\n", + " def get_parent_delta(x, col=\"immune_escape\"):\n", + " variant = x.name\n", + " parent = x.parent\n", + " # If parent and child are present generate contrast\n", + " if parent in predictors.index:\n", + " return predictors.loc[variant][col] - predictors.loc[parent][col]\n", + " # Gotta figure out how to deal with the nans\n", + " return np.nan\n", + "\n", + " # Generate delta columns\n", + " for name in predictor_names:\n", + " predictors[f\"delta_{name}\"] = predictors.apply(lambda x: get_parent_delta(x, name), axis=1) \n", + " return predictors\n", + "\n", + "predictors = prep_predictors(predictors, data, predictor_names)\n", + "predictors" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "dba717a3", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "\n", + "def add_regression(ax, raw_x, raw_y, show_r_square=True): \n", + " \n", + " # Processing data\n", + " is_x_obs = ~np.isnan(raw_x) # Find where nan\n", + " \n", + " # Reshape data for input\n", + " x = raw_x[is_x_obs].reshape((-1,1))\n", + " y = raw_y[is_x_obs]\n", + " \n", + " # Define and fit linear regression\n", + " model = LinearRegression()\n", + " model.fit(x, y)\n", + " \n", + " # Compute R^2\n", + " r_square = model.score(x, y)\n", + " \n", + " # Plot line of axis\n", + " y_pred = model.predict(x)\n", + " \n", + " ax.plot(x, y_pred, color=\"k\")\n", + " \n", + " if show_r_square:\n", + " ax.text(0.05, 0.95, fr\"$R^2$: {np.round(r_square, 2)}\", \n", + " horizontalalignment='left', \n", + " verticalalignment='top',\n", + " transform=ax.transAxes,\n", + " fontsize=36)\n", + " \n", + " return model, r_square\n", + "\n", + "def plot_single_regression(ax, predictor, outcome, xlabel=None, ylabel=None, color=None, s=None):\n", + " ax.scatter(predictor, outcome,\n", + " ec = \"k\",\n", + " color=\"w\" if color is None else color,\n", + " s= 120 if s is None else s)\n", + " add_regression(ax, predictor, outcome)\n", + " if xlabel is not None:\n", + " ax.set_xlabel(xlabel)\n", + " if ylabel is not None:\n", + " ax.set_ylabel(ylabel)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "c823305f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(24, 14), constrained_layout=True)\n", + "gs = fig.add_gridspec(nrows=2, ncols=4)\n", + "\n", + "# Defining growth advantage innovation\n", + "df = predictors.reset_index().merge(ga_df, how=\"left\")[:-1]\n", + "log_ga = np.log(df.median_ga.values)\n", + "\n", + "# Loop over predictor increments and plot\n", + "axs = []\n", + "for p, name in enumerate(predictor_names):\n", + " ax = fig.add_subplot(gs[p])\n", + " plot_single_regression(ax, \n", + " predictor = df[name].values, \n", + " outcome = log_ga,\n", + " color=[color_map[v] for v in df[\"variant\"].values],\n", + " xlabel = name,\n", + " ylabel = \"Relative fitness\")\n", + " axs.append(ax)\n", + " \n", + "# Adding panel labels\n", + "labels = [ letter + \".\" for letter in string.ascii_uppercase]\n", + " \n", + "for label, ax in zip(labels, axs):\n", + " trans = mtransforms.ScaledTranslation(-42/72, 14/72, fig.dpi_scale_trans)\n", + " ax.text(0.0, 1.0, label, transform=ax.transAxes + trans,\n", + " fontsize='large', va='bottom', fontfamily='serif')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "07bd0be0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(32, 14), constrained_layout=True)\n", + "gs = fig.add_gridspec(nrows=2, ncols=4)\n", + "\n", + "# Defining growth advantage innovation\n", + "df = predictors.reset_index().merge(ga_delta_df, how=\"left\")\n", + "df = df.dropna()\n", + "log_ga_delta = np.log(df.median_ga_delta.values)\n", + "\n", + "# Loop over predictor increments and plot\n", + "axs = []\n", + "for p, name in enumerate(predictor_names):\n", + " ax = fig.add_subplot(gs[p])\n", + " plot_single_regression(ax, \n", + " predictor = df[\"delta_\"+name].values, \n", + " outcome = log_ga_delta,\n", + " color=[color_map[v] for v in df[\"variant\"].values],\n", + " xlabel = rf\"$\\Delta$({name})\",\n", + " ylabel = r\"$\\Delta$\" + \"Relative fitness\")\n", + " axs.append(ax)\n", + " \n", + "# Adding panel labels\n", + "labels = [letter + \".\" for letter in string.ascii_uppercase]\n", + " \n", + "for label, ax in zip(labels, axs):\n", + " trans = mtransforms.ScaledTranslation(-42/72, 14/72, fig.dpi_scale_trans)\n", + " ax.text(0.0, 1.0, label, transform=ax.transAxes + trans,\n", + " fontsize='large', va='bottom', fontfamily='serif')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "ead4b007", + "metadata": {}, + "outputs": [], + "source": [ + "#fig.savefig(\"figures/delta-predictors-growth-advantage-innovation.png\", facecolor=\"white\")" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "f2ac9831", + "metadata": {}, + "outputs": [], + "source": [ + "def add_multi_regression(ax, raw_x, raw_y, show_r_square=True): \n", + " \n", + " # Find and remove rows with nans\n", + " is_x_obs = ~np.isnan(raw_x).any(axis=1) \n", + " x, y = raw_x[is_x_obs, :], raw_y[is_x_obs]\n", + " \n", + " # Define and fit linear regression\n", + " model = LinearRegression()\n", + " model.fit(x, y)\n", + " \n", + " # Generate predictions\n", + " y_pred = model.predict(x)\n", + "\n", + " # Compute R^2\n", + " r_square = model.score(x, y) \n", + " if show_r_square:\n", + " ax.text(0.05, 0.95, fr\"$R^2$: {np.round(r_square, 2)}\", \n", + " horizontalalignment='left', \n", + " verticalalignment='top',\n", + " transform=ax.transAxes,\n", + " fontsize=32)\n", + " \n", + " return model, y, y_pred, r_square\n", + "\n", + "def plot_multiple_regression(ax, predictors, outcome, xlabel=None, ylabel=None, color=None):\n", + " \n", + " model, y_raw, y_pred, r_square = add_multi_regression(ax, predictors, outcome)\n", + " ax.scatter(y_pred, outcome, ec = \"k\", color=\"w\" if color is None else color, s=120)\n", + " ax.plot(y_pred, y_pred, color=\"k\", linestyle=\"--\")\n", + " \n", + " if xlabel is not None:\n", + " ax.set_xlabel(xlabel)\n", + " \n", + " if ylabel is not None:\n", + " ax.set_ylabel(ylabel)\n", + " \n", + " return model" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "2b15c4e6", + "metadata": {}, + "outputs": [ + { + "data": { + 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xZsadI70mlSNHDrvrOXr0qIYPH646deooT548yp07t2rVqqU1a9akuk5K1y1H2+aKczmtfp+Rdt8po3E50m4p9etFYGCgSpYsqdy5c2eqTfZef7Pimpr0+Dh7G5k9xqmx97qc1e9DiduQHHtfsdeFCxf0zDPPSJLq1asnSRo8eHCaIyJXrVpVixcvtnmtWLFCx48f16ZNm1SgQAFNnjzZmiTrrHWzUv/+/fXWW2/ZjBCd6Mknn1RwcLBiYmKSjeCb2L8zMoI0AODeUbBgQXXv3l3LZkxT9O3INMtG347U8pk/qkePHjwpGgDuMV7uDgBwpbx586p37776cs7PeqROLpV7IP3H0u0/dVvf/nFNAwY+m+aoDxnVvn17lS1XRove36UBExvKP9AnzfLGGP3+2W7duhZlfZwZAAAAAAAA7n7ff/+9JKl3797y8Ul+j+jJJ5/U8uXLNW3aNL3zzjvWhLjEkT0TR9y8U4kSJbR27Vrt379fS5cu1fr167V+/Xp9+eWX+vLLLzVkyBB99dVXNuv4+/unGF/iyIX2Jv95eXnp559/1vjx47V582a9+eab1kfJS1JsbKwkyc/PzzryY2rSSka8kyOx27tvnB1n0kesJyY0RkdHp1g+ISFBt2/ftpkXExNjjSk1iSOvJpbx9PTUY489pvHjx2vBggUaPny45s6dK2OM+vbtm27cmZHSY+Uz0jczI3EUySpVqqRaJkeOHOrQoYNmzZql1atXq2XLlpo9e7YkqWfPnmnWP3v2bCUkJKhHjx7JRoDNly+fevfurccff1zt27fXH3/8ofnz59udQOyMkZRTOgbOrH/RokXq0aOH4uLi1LhxYz355JMqXbq0atSoof379+vZZ59NcT0Pj8yPSeOuc1nKeLvvlNG47G13VFSUpNSvj85qk73X36w4Dkk5cxvOOMapsfe67Ip9lpH3FXsNHDhQYWFhatKkif7880/Vr19f27dv1zPPPKP//e9/Dsdav359/fe//9WQIUM0e/Zsvfjiiy5ZN6uVLl1aV69eTTZyeuKgP2ldxwEA94fXXntN/6tXT5++NFgjxn8tX//kn82jb0fq05cGKyLskl599VU3RAkAyEok++K+8+mnn2rzXxvVZewpzXq1qCqXSP0G187jkXr8ozMqW76ixo0blyXxeHp66rdFi1W/QT1N/88m9XivtoIfSP7FjCTF3I7T0s/3aOfvpzR16lRVrlw5S2ICAAAAAACAa50/f16///67pH+TelPSuXNn5c6dW+fOndMff/yhRx55RNL/JVglTQ4xxig+Pl4eHh6qXLmyKleurJdfflnx8fFaunSp+vbtqwkTJujll19WiRIlbGJJyfHjxyWlPTLqnb755hv17NlTZcuWVe3atTVhwgT169dPtWrVkiQVLlzYGueiRYuckvRnb+yO7JuMxGmxWFJddubMGZvpxPoTR/hN6uzZs4qLi7OZV7BgQUlpP9L78OHDkmxH2+zTp49NUtmcOXNksVjUr1+/NFpjH0fanNG+mVExMTFatGiRJKlbt25plu3Zs6dmzZqlWbNmqW7dulq2bJnKly+v6tWrp7neCy+8oLCwMNWvXz/VmC0WizXZNzFJ35kcOQbO9txzzykmJkYLFy5MNjL5rl27smy7WX0up8cZ7c5IXI60O/F6cfr06RTr2rt3r7Zs2aLatWsrJCQkw22y9/qbFcchKWduI6v7tj3XZVfss4y+r6Rn8uTJWrp0qQICAjR16lR5e3vrhx9+0EMPPaSFCxfqxx9/VP/+/R2ON3E0/LCwMJeum1FHjx7VvHnzVLJkST322GMpljl79qyk5P9nJSb5OmtkfQDA3atq1apaMH++unTtqhGdWqr14/3VpGM3BeYJ1o3wq1q7aJ6Wz/xREWGXNH/+fFWtWtXdIQMAnMz5nwaBbC537txasXK1ChYrr2avntDA8ae16cAt66/LjTFau/emnvj0H7V+84RKlauqZctXZMmovokqVKigDes3yjM6hyY8/qd+fX2Ljm65qOtht3UrPFrnDl/T0i/2aHzX5dr351n99NNPGjBgQJbFAwAAAAAAANeaNm2a4uPjFRISoho1aqRYxs/PT48//rik/xsFWPq/BJ3ER6QnWrlypby9vZMlN3p6eqpDhw5q2rSppOQJWr/99luybV+9elUrVqyQJDVq1MiuNpUqVUqSVLNmTQ0ePFjx8fF65plnrCPZlixZUsWLF1d0dLQ2bNiQbP24uDjVqVNHxYsX18WLF+3apr2xO7JvMhJnzpw5JaX8qPMlS5bYTNeuXVv+/v7av3+/du/enaz89OnTk82rXbu2fH19tWfPHu3fvz/Z8r///lvHjx9X/vz5FRISYp1fq1YtVahQQZs2bdLOnTu1ceNGNWzY0Jr4lBmOtDmjfTOjPvvsM509e1aFChVS+/bt0yzbvn17BQYGasGCBZo3b56ioqLsGoE3sW/NmDEjzXIZSZazlyPHwJnCwsJ07tw5BQYGJkuGlKT169dn2baz+lxOi7PanZG4HGl3nTp15Ovrq+3bt6eY8Pvaa69p0KBBCg0NzVSb7L3+ZsW1PylnbcMVfdue67Ir9llG31fScuTIEb388suSpI8++sj6f0G1atX02muvSZKGDh2aaiJ6Wnbu3ClJKleunEvXzaioqCi99tprGjp0qHUU5TutWLFC58+fV1BQkOrUqWOz7Nq1a5L+HSUeAIA2bdpoy+bNataogWZ8Nk4DG1ZTj0pFNbBhNc34bJyaNWqgzZs3q02bNu4OFQCQBUj2xX2pcOHCWr9hkz759DMdCMurDmNOqFj/Q6rw7FEVfeKguowN1YnrhfT5519q9Zp1GX7skSMqV66sgwcOadKkyfIMz61fXt6kz7r8oY87/q5vn16tY2uuadiLw3X06LEsf6weAAAAAAAAXOuHH36QpHR/4J046u/ixYutCX2JT39KmuBTq1Yt+fn5acmSJVq1apXNst27d2v9+vXKkSNHsqdHTZs2TQsXLrRO37hxQ3379tWtW7fUuXNnu0f2vdO7776r/Pnza8eOHfriiy+s80eMGCFJGjJkiE6ePGmdf/36dfXv31/btm1T3bp1rQnN6bE3dkf3jaNxVqhQQdK/iboRERHW8t98802ypMuAgAA9/fTTkqTnn39eV65csS7btm2bPvnkk2TtDAoKUv/+/WWM0eDBg23WuXr1qvWx5EOHDpWXl+0D/vr06aOEhAQNHDhQxhinjOorOdbmjPZNR8XGxurjjz/W66+/Lkn68ssvlSNH8kfd3snPz0+PPvqorly5Yk1G69mzZ7rbev311+Xp6anRo0dr4sSJio2NtVl+69YtffTRR/rmm2/k6emZ6gjemeHIMXCmgIAA+fr66saNG9bETunfNr/11luaNWuWJCUbodoZsvpcTosz2+1oXI60OygoSAMGDFB8fLz+85//KCoqylp2ypQpWrJkifLly6c2bdpkqk2OvHc4+9qfEmdsIyP7w9vbW5J08+ZNu2O157rszH2WUoyZeV9JSVxcnPr166fIyEi1aNFCzz33nM3yN954Q5UrV1ZERISefPJJ64A89li/fr0+/vhjSdKzzz5r93pprRsbG6tDhw7p0KFDya7fjkqprqpVq6pq1aq6dOmSBg8ebHMenjx5Ui+88IKkf/dv4hMbEl26dEmSVKxYsUzFBQC4d1StWlW//PKLzpw5o1mzZum7777TrFmzdObMGf3yyy+M6AsA9zKDu0ZERISRZCIiItwdyj0lISHBrFy50owfP9688847Zvz48Wbt2rUmISHBrTHt2rXLLF682CxYsMCsW7fOREVFuS0eAAAAAAAAZJ01a9YYSUaSqVmzpmnSpEmaL4vFYiSZTz75xBhjTExMjAkMDDSBgYEmLi7Opu6xY8da665cubJp06aNqV69urWOiRMnWss2adLESDJ16tSxlm/ZsqUJDg42kkzx4sXN6dOnberv37+/kWS+++67ZPNWr15tU/b77783kkxAQIA5deqUMebf+2C9e/c2koyvr6+pUaOGadCggQkMDLTGcOnSpXT3YUZid2TfOBrn5cuXTf78+Y0kkydPHvPwww+bEiVKGElm5MiRRpJp2LChtfzNmzfNQw89ZN0/TZs2NfXq1TMeHh6mY8eOpnjx4qZEiRI28UdERJgaNWoYSSZHjhzW/pEjRw4jybRq1cpER0cn21fHjx+3ttvPz8+Eh4cnK5PScR09erSRZN54440Uj4GjbXZk/6dm9erVRpLx9/c3jzzyiM2radOm1ng8PDzMF198kWz9qVOnGkmmT58+NvMXLlxoja1ChQo2y0JDQ40kU6RIkWT1zZw507r/c+bMaRo0aGDatGljHnroIePr62s9Vj/++GO6bTMm5eOQ6OjRo0aSTb9w9Bikdq4aY0yRIkWMJBMaGmozPzY21rpv7vTSSy8ZScZisZh69eqZRo0amYCAABMQEGA++OADI8kEBgaa3r17Z6htacnKczm9fu9ou1OTkWuhI+2+du2aqVatmpFk8ufPb1q2bGkefPBBI8l4enqaefPmZbhNGbn+Ouvan9bxycg2UqrP0f1x5swZ6zFo2LCh+fTTT40xafd5e67LztpnacWY0feVlLz11lvWfXPy5MkUy2zZssV4enoaSearr74yxvzfdTk4ODjZdb1t27amUqVK1n314osv2tSXmXUTr+0pXffulPi+c+e1NKnU6tqxY4f1vMiTJ49p3ry5adCggfH29jaSTMuWLVPcv926dTOSzKZNm1LdZnr4jhmAs/n4+FivdXe+fHx83B0aAAD3NJJ97yJ8EAMAAAAAAADuPf369Uvxi9L0XhUrVrTWkZgIsn379mT1//TTT+bhhx82uXLlMp6eniY4ONi0bt3aLFmyxKZcYsLW8uXLzVdffWUqVKhg/Pz8TNmyZc2wYcNMWFhYsrodSfZNSEgw9erVM5JMhw4dbOZPnTrV1KlTx/j7+5ugoCBTvXp1M3bsWBM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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(28, 12), constrained_layout=True)\n", + "gs = fig.add_gridspec(nrows=1, ncols=2, width_ratios=[1.0, 0.6])\n", + "\n", + "# Prep predictors and outcome\n", + "df = predictors.reset_index().merge(ga_delta_df, how=\"left\")[:-1]\n", + "df = df.dropna()\n", + "xs = df[[\"delta_\" + name for name in predictor_names]].values\n", + "log_ga_delta = np.log(df.median_ga_delta.values)\n", + "\n", + "# Add comparison between observed and predicted\n", + "ax_compare = fig.add_subplot(gs[0,0])\n", + "model = plot_multiple_regression(ax_compare, \n", + " predictors=xs, \n", + " outcome=log_ga_delta, \n", + " color=[color_map[v] for v in df[\"variant\"].values],)\n", + "\n", + "## Add diagonal for equality\n", + "ax_compare.set_xlabel(\"Predicted relative fitness\")\n", + "ax_compare.set_ylabel(\"Observed relative fitness\")\n", + "\n", + "# Show parameter values\n", + "ax_betas = fig.add_subplot(gs[0,1])\n", + "betas = model.coef_\n", + "ind_betas = np.arange(len(betas))\n", + "ax_betas.scatter(betas, ind_betas, ec=\"k\", color=\"lightblue\", s=80)\n", + "ax_betas.axvline(0.0, color=\"k\", linestyle=\"--\")\n", + "ax_betas.set_yticks(ind_betas)\n", + "ax_betas.set_yticklabels([rf\"$\\Delta$({name})\" for name in predictor_names], size=16)\n", + "ax_betas.set_xlabel(r\"$\\beta_{p}$\")\n", + "\n", + "# Adding panel labels\n", + "axs = [ax_compare, ax_betas]\n", + "labels = [letter + \".\" for letter in string.ascii_uppercase]\n", + " \n", + "for label, ax in zip(labels, axs):\n", + " trans = mtransforms.ScaledTranslation(-42/72, 14/72, fig.dpi_scale_trans)\n", + " ax.text(0.0, 1.0, label, transform=ax.transAxes + trans,\n", + " fontsize='large', va='bottom', fontfamily='serif')" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "95245069", + "metadata": {}, + "outputs": [], + "source": [ + "#fig.savefig(\"figures/multi-delta-predictors-growth-advantage-innovation.png\", facecolor=\"white\")" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "7831becb", + "metadata": {}, + "outputs": [], + "source": [ + "import networkx as nx\n", + "from matplotlib.colors import Normalize\n", + "from matplotlib.cm import ScalarMappable\n", + "\n", + "def plot_pango_relationships(\n", + " raw_variant_parents, \n", + " ax=None, \n", + " color_values=None, \n", + " color_map=None, \n", + " color_bar_label=\"\",\n", + " cmap=\"seismic\"\n", + "):\n", + " \"\"\"\n", + " Plot a partial phylogenetic tree from a DataFrame with flexible node coloring.\n", + "\n", + " Parameters:\n", + " raw_variant_parents (pd.DataFrame): DataFrame with columns 'variant', 'parent_variant', and 'fitness'.\n", + " ax (matplotlib.axes._axes.Axes): Matplotlib Axes object to draw the plot. If None, creates a new one.\n", + " color_values (array-like): Array of numeric values to color nodes (e.g., fitness). If None, uses `color_map`.\n", + " color_map (callable or dict): A mapping function or dictionary that maps variant names to colors. Ignored if `color_values` is provided.\n", + " cmap (str): Matplotlib colormap to use for `color_values`.\n", + "\n", + " Returns:\n", + " None\n", + " \"\"\"\n", + " # Create a directed graph from the DataFrame\n", + " tree = nx.DiGraph()\n", + " for _, row in raw_variant_parents.iterrows():\n", + " tree.add_node(row[\"variant\"])\n", + " if pd.notnull(row[\"parent\"]): # Avoid adding edges for root nodes\n", + " tree.add_edge(row[\"parent\"], row[\"variant\"])\n", + "\n", + " # Layout the tree\n", + " pos = nx.nx_agraph.graphviz_layout(tree, prog=\"dot\")\n", + " pos = {node: (-y, x) for node, (x, y) in pos.items()} # Flip for better visualization\n", + "\n", + " # Determine node colors\n", + " if color_values is not None:\n", + " # Case 1: Color nodes using `color_values` array\n", + " node_colors = [color_values.get(node, np.nan) for node in tree.nodes]\n", + " norm = Normalize(vmin=min(node_colors), vmax=max(node_colors))\n", + " sm = ScalarMappable(cmap=cmap, norm=norm)\n", + " elif color_map is not None:\n", + " # Case 2: Color nodes using a `color_map` callable or dictionary\n", + " if callable(color_map):\n", + " node_colors = [color_map(node) for node in tree.nodes]\n", + " elif isinstance(color_map, dict):\n", + " node_colors = [color_map.get(node, \"gray\") for node in tree.nodes]\n", + " else:\n", + " raise ValueError(\"`color_map` must be a callable or dictionary.\")\n", + " sm = None\n", + " else:\n", + " raise ValueError(\"Either `color_values` or `color_map` must be provided.\")\n", + "\n", + " # Plot the tree\n", + " nx.draw(\n", + " tree, pos, ax=ax, with_labels=False, node_size=120,\n", + " edge_color=\"k\", node_color=node_colors, edgecolors=\"k\", cmap=cmap\n", + " )\n", + "\n", + " # Add a color bar for `color_values`, if used\n", + " if sm is not None:\n", + " sm.set_array([])\n", + " if ax:\n", + " plt.colorbar(sm, ax=ax, label=color_bar_label)\n", + " return None" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "e72bb989", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/marlinfiggins/miniconda3/lib/python3.11/site-packages/networkx/drawing/nx_pylab.py:450: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", + " node_collection = ax.scatter(\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(14, 8), constrained_layout=True)\n", + "gs = fig.add_gridspec(nrows=1, ncols=1)\n", + "\n", + "ax = fig.add_subplot(gs[0,0])\n", + "plot_pango_relationships(raw_variant_parents, ax=ax, color_map=color_map)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "817c2578", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_pango_relationships_temporal(\n", + " raw_variant_parents, \n", + " ax=None, \n", + " time_values=None,\n", + " color_values=None, \n", + " color_map=None, \n", + " cmap=\"viridis\"\n", + "):\n", + " \"\"\"\n", + " Plot a partial phylogenetic tree from a DataFrame with flexible node coloring and optional temporal information.\n", + "\n", + " Parameters:\n", + " raw_variant_parents (pd.DataFrame): DataFrame with columns 'variant', 'parent', and optionally 'fitness'.\n", + " ax (matplotlib.axes._axes.Axes): Matplotlib Axes object to draw the plot. If None, creates a new one.\n", + " time_values (dict or None): Mapping of variant names to temporal values. Nodes without temporal values are skipped.\n", + " color_values (dict or None): Mapping of variant names to numeric values for coloring (e.g., fitness). If None, uses `color_map`.\n", + " color_map (callable or dict): A mapping function or dictionary that maps variant names to colors. Ignored if `color_values` is provided.\n", + " cmap (str): Matplotlib colormap to use for `color_values`.\n", + "\n", + " Returns:\n", + " None\n", + " \"\"\"\n", + " # Create a directed graph from the DataFrame\n", + " tree = nx.DiGraph()\n", + " for _, row in raw_variant_parents.iterrows():\n", + " # Skip nodes without temporal information if time_values is provided\n", + " if time_values is not None and row[\"variant\"] not in time_values:\n", + " continue\n", + "\n", + " # Add node to the graph\n", + " tree.add_node(\n", + " row[\"variant\"],\n", + " value=color_values.get(row[\"variant\"]) if color_values else None,\n", + " time=time_values[row[\"variant\"]] if time_values else None\n", + " )\n", + " if pd.notnull(row[\"parent\"]) and (time_values is None or row[\"parent\"] in time_values):\n", + " tree.add_edge(row[\"parent\"], row[\"variant\"])\n", + "\n", + " # Layout the tree\n", + " pos = nx.nx_agraph.graphviz_layout(tree, prog=\"dot\")\n", + " if time_values is None:\n", + " pos = {node: (-y, x) for node, (x, y) in pos.items()}\n", + " else:\n", + " pos = {\n", + " node: (tree.nodes[node][\"time\"], x)\n", + " for node, (x, y) in pos.items()\n", + " if \"time\" in tree.nodes[node] and tree.nodes[node][\"time\"] is not None\n", + " }\n", + "\n", + " # Determine node colors\n", + " if color_values is not None:\n", + " # Case 1: Use numeric `color_values` for node coloring\n", + " node_values = [tree.nodes[node][\"value\"] for node in tree.nodes]\n", + " norm = Normalize(vmin=min(node_values), vmax=max(node_values))\n", + " node_colors = [tree.nodes[node][\"value\"] for node in tree.nodes]\n", + " sm = ScalarMappable(cmap=cmap, norm=norm)\n", + " elif color_map is not None:\n", + " # Case 2: Use `color_map` callable or dictionary\n", + " if callable(color_map):\n", + " node_colors = [color_map(node) for node in tree.nodes]\n", + " elif isinstance(color_map, dict):\n", + " node_colors = [color_map.get(node, \"gray\") for node in tree.nodes]\n", + " else:\n", + " raise ValueError(\"`color_map` must be a callable or dictionary.\")\n", + " sm = None\n", + " else:\n", + " raise ValueError(\"Either `color_values` or `color_map` must be provided.\")\n", + "\n", + " # Plot the tree\n", + " nx.draw(\n", + " tree, pos, ax=ax, with_labels=False, node_size=120,\n", + " edge_color=\"k\", node_color=node_colors, edgecolors=\"k\", cmap=cmap\n", + " )\n", + "\n", + " # Add a color bar for `color_values`, if used\n", + " if sm is not None:\n", + " sm.set_array([])\n", + " if ax:\n", + " plt.colorbar(sm, ax=ax, label=\"Node Color\")\n", + " else:\n", + " plt.colorbar(sm, label=\"Node Color\")\n", + "\n", + " # Add axis labels for temporal visualization\n", + " if time_values is not None:\n", + " ax.set_xlabel(\"Time\")\n", + "\n", + " return None" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "ba0b30a4", + "metadata": {}, + "outputs": [], + "source": [ + "def compute_days_since_first_appearance(data):\n", + " \"\"\"\n", + " Compute the date of first appearance for each variant.\n", + "\n", + " Parameters:\n", + " data (pd.DataFrame): A DataFrame containing columns 'date', 'variant', and 'sequences'.\n", + "\n", + " Returns:\n", + " pd.DataFrame: A new DataFrame with columns 'variant' and 'first_appearance_date'.\n", + " \"\"\"\n", + " # Create a copy to ensure the original data is not altered\n", + " data_copy = data.copy()\n", + " data_copy = data_copy[data_copy[\"sequences\"] > 30]\n", + " \n", + " # Ensure the 'date' column is in datetime format\n", + " data_copy[\"date\"] = pd.to_datetime(data_copy[\"date\"])\n", + "\n", + " # Compute the first appearance date for each variant\n", + " first_appearance = data_copy.groupby(\"variant\")[\"date\"].min().reset_index()\n", + "\n", + " # Rename the columns for clarity\n", + " first_appearance.columns = [\"variant\", \"first_appearance_date\"]\n", + " base_date = first_appearance[\"first_appearance_date\"].min()\n", + " return first_appearance.set_index(\"variant\")[\"first_appearance_date\"].apply(lambda x: (x - base_date).days).to_dict() " + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "9b459b5a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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locationvariantdatesequences
8USABA.2.3.202023-01-011
20USABA.2.3.202023-01-0210
34USABA.2.3.202023-01-039
50USABA.2.3.202023-01-0410
63USABA.2.3.202023-01-056
...............
275995USAother2023-11-2722
276013USAother2023-11-2818
276031USAother2023-11-2914
276049USAother2023-11-3017
276066USAother2023-12-0123
\n", + "

32393 rows × 4 columns

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" + ], + "text/plain": [ + " location variant date sequences\n", + "8 USA BA.2.3.20 2023-01-01 1\n", + "20 USA BA.2.3.20 2023-01-02 10\n", + "34 USA BA.2.3.20 2023-01-03 9\n", + "50 USA BA.2.3.20 2023-01-04 10\n", + "63 USA BA.2.3.20 2023-01-05 6\n", + "... ... ... ... ...\n", + "275995 USA other 2023-11-27 22\n", + "276013 USA other 2023-11-28 18\n", + "276031 USA other 2023-11-29 14\n", + "276049 USA other 2023-11-30 17\n", + "276066 USA other 2023-12-01 23\n", + "\n", + "[32393 rows x 4 columns]" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_seq" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "8e6ec039", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/marlinfiggins/miniconda3/lib/python3.11/site-packages/networkx/drawing/nx_pylab.py:450: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", + " node_collection = ax.scatter(\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(14, 8), constrained_layout=True)\n", + "gs = fig.add_gridspec(nrows=1, ncols=1)\n", + "\n", + "ax = fig.add_subplot(gs[0,0])\n", + "\n", + "\n", + "first_appearances = compute_days_since_first_appearance(raw_seq)\n", + "\n", + "\n", + "plot_pango_relationships_temporal(\n", + " raw_variant_parents,\n", + " ax=ax,\n", + " color_map=color_map,\n", + ")\n", + "\n", + "# COLOR BY CLADE\n", + "# COLOR BY DELTA ESCAPE" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "cb527af9", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_pango_relationships_temporal(\n", + " raw_variant_parents, \n", + " ax=None, \n", + " time_values=None,\n", + " color_values=None, \n", + " color_map=None, \n", + " cmap=\"viridis\"\n", + "):\n", + " \"\"\"\n", + " Plot a partial phylogenetic tree from a DataFrame with flexible node coloring and optional temporal information.\n", + "\n", + " Parameters:\n", + " raw_variant_parents (pd.DataFrame): DataFrame with columns 'variant', 'parent', and optionally 'fitness'.\n", + " ax (matplotlib.axes._axes.Axes): Matplotlib Axes object to draw the plot. If None, creates a new one.\n", + " time_values (dict or None): Mapping of variant names to temporal values. Nodes without temporal values are skipped.\n", + " color_values (dict or None): Mapping of variant names to numeric values for coloring (e.g., fitness). If None, uses `color_map`.\n", + " color_map (callable or dict): A mapping function or dictionary that maps variant names to colors. Ignored if `color_values` is provided.\n", + " cmap (str): Matplotlib colormap to use for `color_values`.\n", + "\n", + " Returns:\n", + " None\n", + " \"\"\"\n", + " # Create a directed graph from the DataFrame\n", + " tree = nx.DiGraph()\n", + " for _, row in raw_variant_parents.iterrows():\n", + " # Skip nodes without temporal information if time_values is provided\n", + " if time_values is not None and row[\"variant\"] not in time_values:\n", + " continue\n", + "\n", + " # Add node to the graph\n", + " tree.add_node(\n", + " row[\"variant\"],\n", + " value=color_values.get(row[\"variant\"]) if color_values else None,\n", + " time=time_values[row[\"variant\"]] if time_values else None\n", + " )\n", + " \n", + " if pd.notnull(row[\"parent\"]) and (time_values is None or row[\"parent\"] in time_values):\n", + " # Ensure temporal consistency\n", + " parent_time = time_values[row[\"parent\"]] if row[\"parent\"] in time_values else None\n", + " child_time = time_values[row[\"variant\"]] if row[\"variant\"] in time_values else None\n", + "\n", + " if parent_time is not None and child_time is not None and child_time <= parent_time:\n", + " print(f\"Skipping edge: {row['parent']} -> {row['variant']} due to inconsistent time values.\")\n", + " continue # Skip edges that would create loops\n", + " \n", + " tree.add_edge(row[\"parent\"], row[\"variant\"])\n", + "\n", + " # Layout the tree\n", + " pos = nx.nx_agraph.graphviz_layout(tree, prog=\"dot\")\n", + " if time_values is None:\n", + " pos = {node: (-y, x) for node, (x, y) in pos.items()}\n", + " else:\n", + " # Only include nodes with a valid \"time\" attribute\n", + " pos = {\n", + " node: (tree.nodes[node][\"time\"], x)\n", + " for node, (x, y) in pos.items()\n", + " if \"time\" in tree.nodes[node] and tree.nodes[node][\"time\"] is not None\n", + " }\n", + "\n", + " # Determine node colors\n", + " if color_values is not None:\n", + " # Case 1: Use numeric `color_values` for node coloring\n", + " node_values = [tree.nodes[node][\"value\"] for node in tree.nodes]\n", + " norm = Normalize(vmin=min(node_values), vmax=max(node_values))\n", + " node_colors = [tree.nodes[node][\"value\"] for node in tree.nodes]\n", + " sm = ScalarMappable(cmap=cmap, norm=norm)\n", + " elif color_map is not None:\n", + " # Case 2: Use `color_map` callable or dictionary\n", + " if callable(color_map):\n", + " node_colors = [color_map(node) for node in tree.nodes]\n", + " elif isinstance(color_map, dict):\n", + " node_colors = [color_map.get(node, \"gray\") for node in tree.nodes]\n", + " else:\n", + " raise ValueError(\"`color_map` must be a callable or dictionary.\")\n", + " sm = None\n", + " else:\n", + " raise ValueError(\"Either `color_values` or `color_map` must be provided.\")\n", + "\n", + " # Plot the tree\n", + " nx.draw(\n", + " tree, pos, ax=ax, with_labels=False, node_size=220,\n", + " edge_color=\"k\", node_color=node_colors, edgecolors=\"k\", cmap=cmap\n", + " )\n", + "\n", + " # Add a color bar for `color_values`, if used\n", + " if sm is not None:\n", + " sm.set_array([])\n", + " if ax:\n", + " plt.colorbar(sm, ax=ax, label=\"Node Color\")\n", + " else:\n", + " plt.colorbar(sm, label=\"Node Color\")\n", + "\n", + " # Add axis labels for temporal visualization\n", + " if time_values is not None:\n", + " ax.set_xlabel(\"Time\")\n", + " ax.set_ylabel(\"Position (Hierarchical)\")\n", + "\n", + " return None" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "5aada857", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Skipping edge: BA.5.2 -> BA.5.2.1 due to inconsistent time values.\n", + "Skipping edge: BA.5.2.1 -> BF.7 due to inconsistent time values.\n", + "Skipping edge: BA.5.3.1 -> BQ.1 due to inconsistent time values.\n", + "Skipping edge: BQ.1 -> BQ.1.1 due to inconsistent time values.\n", + "Skipping edge: EG.5.1.6 -> HV.1 due to inconsistent time values.\n", + "Skipping edge: BA.2.86.1 -> JN.1 due to inconsistent time values.\n", + "Skipping edge: XBB.1 -> XBB.1.15 due to inconsistent time values.\n", + "Skipping edge: XBB.1 -> XBB.1.5 due to inconsistent time values.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/marlinfiggins/miniconda3/lib/python3.11/site-packages/networkx/drawing/nx_pylab.py:450: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", + " node_collection = ax.scatter(\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(14, 8), constrained_layout=True)\n", + "gs = fig.add_gridspec(nrows=1, ncols=1)\n", + "ax = fig.add_subplot(gs[0,0])\n", + "\n", + "first_appearances = compute_days_since_first_appearance(raw_seq)\n", + "\n", + "plot_pango_relationships_temporal(\n", + " raw_variant_parents,\n", + " ax=ax,\n", + " color_map=color_map,\n", + " time_values = first_appearances\n", + ")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "25a82023", + "metadata": {}, + "outputs": [], + "source": [ + "import networkx as nx\n", + "from matplotlib.colors import Normalize\n", + "from matplotlib.cm import ScalarMappable\n", + "from matplotlib.patches import Patch\n", + "\n", + "def plot_pango_relationships(\n", + " raw_variant_parents, \n", + " ax=None, \n", + " color_values=None, \n", + " color_map=None, \n", + " color_bar_label=\"\",\n", + " cmap=\"seismic\"\n", + "):\n", + " \"\"\"\n", + " Plot a partial phylogenetic tree from a DataFrame with flexible node coloring.\n", + "\n", + " Parameters:\n", + " raw_variant_parents (pd.DataFrame): DataFrame with columns 'variant', 'parent_variant', and 'fitness'.\n", + " ax (matplotlib.axes._axes.Axes): Matplotlib Axes object to draw the plot. If None, creates a new one.\n", + " color_values (array-like): Array of numeric values to color nodes (e.g., fitness). If None, uses `color_map`.\n", + " color_map (callable or dict): A mapping function or dictionary that maps variant names to colors. Ignored if `color_values` is provided.\n", + " cmap (str): Matplotlib colormap to use for `color_values`.\n", + "\n", + " Returns:\n", + " None\n", + " \"\"\"\n", + " # Create a directed graph from the DataFrame\n", + " tree = nx.DiGraph()\n", + " for _, row in raw_variant_parents.iterrows():\n", + " tree.add_node(row[\"variant\"])\n", + " if pd.notnull(row[\"parent\"]): # Avoid adding edges for root nodes\n", + " tree.add_edge(row[\"parent\"], row[\"variant\"])\n", + "\n", + " # Layout the tree\n", + " pos = nx.nx_agraph.graphviz_layout(tree, prog=\"dot\")\n", + " pos = {node: (-y, x) for node, (x, y) in pos.items()} # Flip for better visualization\n", + "\n", + " # Determine node colors\n", + " if color_values is not None:\n", + " # Case 1: Color nodes using `color_values` array\n", + " node_colors = [color_values.get(node, np.nan) for node in tree.nodes]\n", + " norm = Normalize(vmin=min(node_colors), vmax=max(node_colors))\n", + " sm = ScalarMappable(cmap=cmap, norm=norm)\n", + " elif color_map is not None:\n", + " # Case 2: Color nodes using a `color_map` callable or dictionary\n", + " if callable(color_map):\n", + " node_colors = [color_map(node) for node in tree.nodes]\n", + " elif isinstance(color_map, dict):\n", + " node_colors = [color_map.get(node, \"gray\") for node in tree.nodes]\n", + " else:\n", + " raise ValueError(\"`color_map` must be a callable or dictionary.\")\n", + " sm = None\n", + " else:\n", + " raise ValueError(\"Either `color_values` or `color_map` must be provided.\")\n", + "\n", + " # Plot the tree\n", + " nx.draw(\n", + " tree, pos, ax=ax, with_labels=False, node_size=120,\n", + " edge_color=\"k\", node_color=node_colors, edgecolors=\"k\", cmap=cmap\n", + " )\n", + "\n", + " # Add a color bar for `color_values`, if used\n", + " if sm is not None:\n", + " sm.set_array([])\n", + " if ax:\n", + " plt.colorbar(sm, ax=ax, label=color_bar_label)\n", + " return None\n", + "\n", + "def add_clade_legend(ax, clade_map, clade_definitions, **kwargs):\n", + " \"\"\"\n", + " Add a legend with color patches to a Matplotlib axis based on a clade_map.\n", + " \n", + " Parameters:\n", + " ax: matplotlib.axes.Axes\n", + " The axis to add the legend to.\n", + " clade_map: dict\n", + " A dictionary mapping clade names to color codes (e.g., {\"Clade A\": \"#1f77b4\"}).\n", + " title: str, optional\n", + " Title for the legend. Defaults to \"Clades\".\n", + " \"\"\"\n", + " # Create color patches for the legend\n", + " display_name_map = {entry[\"clade\"]: entry[\"display_name\"] for entry in clade_definitions}\n", + " legend_patches = [Patch(color=color, label=display_name_map[clade]) for clade, color in clade_map.items()]\n", + " ax.legend(handles=legend_patches, **kwargs)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "ed0bebfe", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "265\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(24, 20), constrained_layout=True)\n", + "spec = fig.add_gridspec(nrows=3, ncols=4, height_ratios=[1.8, 1,1])\n", + "\n", + "plot_val_col = \"RBD yeast-display DMS escape relative to XBB.1.5\"\n", + "plot_val_col_label = \"Immune escape relative to XBB.1.5\"\n", + "plot_val_col_label = plot_val_col\n", + "\n", + "label_variants = [\"XBB.1.5\", \"BA.2.86\", \"EG.5.1\", \"HK.3\", \"JN.1\", ]\n", + "\n", + "# Phylo by clade\n", + "ax_relationships_clade = fig.add_subplot(spec[0, 0:2])\n", + "plot_pango_relationships(raw_variant_parents,\n", + " ax=ax_relationships_clade,\n", + " color_map=color_map_by_clade\n", + " )\n", + "# TODO: Add labels for focal variants\n", + "\n", + "# Plotting collapsed frequencies\n", + "ax_clade_collapsed_frequency = fig.add_subplot(spec[1, :])\n", + "plot_clade_collapsed_raw_frequency(ax_clade_collapsed_frequency, posterior, clade_map, clade_color_map, freq_thres=FREQ_THRES)\n", + "plot_clade_collapsed_frequency(ax_clade_collapsed_frequency, posterior, clade_map, clade_color_map, freq_thres=FREQ_THRES)\n", + "\n", + "add_clade_legend(ax_clade_collapsed_frequency, clade_color_map, clade_definitions, \n", + " loc=\"best\", ncols=5, fontsize=12, frameon=False)\n", + "\n", + "# Phylo by immune escape\n", + "ax_relationships_escape = fig.add_subplot(spec[0, 2:4])\n", + "color_values = predictors.to_dict()[plot_val_col]\n", + "plot_pango_relationships(raw_variant_parents,\n", + " ax=ax_relationships_escape,\n", + " color_values=color_values,\n", + " color_bar_label=plot_val_col_label)\n", + "# TODO: Add labels for focal variants\n", + "\n", + "# Regression with escape\n", + "ax_regression_escape = fig.add_subplot(spec[2, 0:2])\n", + "df = predictors.reset_index().merge(ga_df, how=\"left\")[:-1]\n", + "log_ga = np.log(df.median_ga.values)\n", + "plot_single_regression(ax_regression_escape, \n", + " predictor = df[plot_val_col].values, \n", + " outcome = log_ga,\n", + " color=[color_map[v] for v in df[\"variant\"].values],\n", + " xlabel = plot_val_col_label,\n", + " ylabel = \"Relative fitness\")\n", + "\n", + "# Regression on innovations\n", + "ax_regression_escape_innovation = fig.add_subplot(spec[2, 2:4])\n", + "df = predictors.reset_index().merge(ga_delta_df, how=\"left\")\n", + "df = df.dropna()\n", + "log_ga_delta = np.log(df.median_ga_delta.values)\n", + "\n", + "# Loop over predictor increments and plot\n", + "plot_single_regression(ax_regression_escape_innovation, \n", + " predictor = df[\"delta_\" + plot_val_col].values, \n", + " outcome = log_ga_delta,\n", + " color=[color_map[v] for v in df[\"variant\"].values],\n", + " xlabel = r\"$\\Delta$\" + f\"({plot_val_col_label})\",\n", + " ylabel =r\"$\\Delta$\" + \"(Relative fitness)\")\n", + "\n", + "# Adding panel labels\n", + "axes = [ax_relationships_clade, ax_relationships_escape, ax_clade_collapsed_frequency, ax_regression_escape, ax_regression_escape_innovation]\n", + "ax_labels = [letter for letter in string.ascii_uppercase]\n", + "for ax, ax_label in zip(axes, ax_labels):\n", + " ax.text(-0.1, 1.1, ax_label + \".\", transform=ax.transAxes, size=36, weight='bold')" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "c490c2b4", + "metadata": {}, + "outputs": [], + "source": [ + "fig.savefig(\"../manuscript/figures/interplay_phylo_escape_fitness.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "f11a2e12", + "metadata": {}, + "outputs": [], + "source": [ + "def add_bracket(ax, start, end, label, y_offset=-0.1, height=0.02, **kwargs):\n", + " \"\"\"\n", + " Add a bracket below the x-axis labels to group them.\n", + "\n", + " Parameters:\n", + " ax : matplotlib.axes.Axes\n", + " The axes to add the bracket to.\n", + " start : int\n", + " The starting index of the grouped labels.\n", + " end : int\n", + " The ending index of the grouped labels.\n", + " label : str\n", + " The label for the bracket.\n", + " y_offset : float, optional\n", + " The vertical offset for the bracket (default is -0.1).\n", + " height : float, optional\n", + " The height of the bracket (default is 0.02).\n", + " kwargs : additional parameters for customization.\n", + " \"\"\"\n", + " ax.annotate('', xy=(start, y_offset), xytext=(end, y_offset),\n", + " arrowprops=dict(arrowstyle='<|-|>', lw=3.0, **kwargs))\n", + " ax.text((start + end) * 0.5, y_offset - height, label, fontsize=16, color=clade_color_map[label],\n", + " ha='center', va='center', **kwargs)\n", + "\n", + "def add_bracket_vertical(ax, start, end, label, x_offset=-0.1, height=0.02, **kwargs):\n", + " \"\"\"\n", + " Add a bracket below the x-axis labels to group them.\n", + "\n", + " Parameters:\n", + " ax : matplotlib.axes.Axes\n", + " The axes to add the bracket to.\n", + " start : int\n", + " The starting index of the grouped labels.\n", + " end : int\n", + " The ending index of the grouped labels.\n", + " label : str\n", + " The label for the bracket.\n", + " x_offset : float, optional\n", + " The horizontal offset for the bracket (default is -0.1).\n", + " height : float, optional\n", + " The height of the bracket (default is 0.02).\n", + " kwargs : additional parameters for customization.\n", + " \"\"\"\n", + " ax.annotate('', xy=(x_offset, start), xytext=(x_offset, end),\n", + " arrowprops=dict(arrowstyle='<|-|>', lw=3.0, clip_on=False, **kwargs))\n", + " ax.text(x_offset - height, (start + end) * 0.5, label, fontsize=14, color=clade_color_map[label],\n", + " ha='center', va='center', rotation=90, **kwargs)\n", + " \n", + "def add_clade_dividers(ax, reordered_clades, height=-0.4, x_offset=-0.55):\n", + " current_clade = reordered_clades[0]\n", + " start = 0\n", + "\n", + " for i in range(1, len(reordered_clades)):\n", + " if reordered_clades[i] != current_clade:\n", + " add_bracket_vertical(ax, start-0.5, i-0.5, current_clade, x_offset=x_offset, height=height)\n", + " current_clade = reordered_clades[i]\n", + " start = i\n", + " \n", + " # Add bracket for the last group\n", + " add_bracket_vertical(ax, start - 0.5, len(reordered_clades)-1 + 0.5, current_clade, x_offset=x_offset, height=height)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "83c7dd0d", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "def plot_relative_fitness_vertical(ax, posterior, thres=0.01):\n", + " var_names = posterior.data.var_names\n", + " n_vars = len(var_names)\n", + " \n", + " # Filter to only those who have reached certain frequency\n", + " freq = np.array(posterior.samples[\"freq\"][0, :, :-1])\n", + " included = (freq >= thres).any(axis=0)[:-1]\n", + " var_names_included = list(np.array(var_names[:-2])[included])\n", + " n_vars_included = np.sum(included)\n", + " \n", + " # Get reordering\n", + " reordered_idx, reordered_names, reordered_clades = get_ordering(var_names_included) \n", + " reordered_idx = np.array(reordered_idx)\n", + " reordered_names = np.array(reordered_names)\n", + " reordered_clades = np.array(reordered_clades)\n", + " yticklabels_reordered = [var_names_included[r] for r in reordered_idx]\n", + " \n", + " add_clade_dividers(ax, reordered_clades)\n", + " print(reordered_names)\n", + " \n", + " ax.grid(axis=\"x\", linestyle=\"--\", linewidth=0.5, alpha=0.7)\n", + " ax.grid(axis=\"y\", linestyle=\"--\", linewidth=0.5, alpha=0.7)\n", + " \n", + " ax.scatter(y=reordered_names,\n", + " x=np.log(posterior.samples[\"ga\"][0, :-1][included][reordered_idx]),\n", + " color=[color_map[rn] for rn in reordered_names],\n", + " s = 120, \n", + " ec=\"k\")\n", + " ax.set_yticks(np.arange(n_vars_included-1))\n", + " ax.set_yticklabels(yticklabels_reordered)\n", + " ax.set_xlabel(\"Relative fitness\")\n", + " ax.axvline(x=0.0, linestyle=\"--\", color = \"k\")\n", + " #for xtick in ax.get_xticklabels():\n", + " # xtick.set_color(color_map[xtick._text])\n", + " ax.grid(axis=\"x\", linestyle=\"--\", linewidth=0.5, alpha=0.7)\n", + " ax.grid(axis=\"y\", linestyle=\"--\", linewidth=0.5, alpha=0.7)\n", + "\n", + "\n", + "# TODO: Change names\n", + "def plot_relative_fitness_innovation_vertical(ax, posterior, thres=0.01):\n", + " var_names = posterior.data.var_names\n", + " n_vars = len(var_names)\n", + " \n", + " # Filter to only those who have reached certain frequency\n", + " freq = np.array(posterior.samples[\"freq\"][0, :, :-1])\n", + " included = (freq >= thres).any(axis=0)[:-1]\n", + " var_names_included = list(np.array(var_names[:-2])[included])\n", + " n_vars_included = np.sum(included)\n", + " \n", + " # Get reordering of filtered\n", + " reordered_idx, reordered_names, reordered_clades = get_ordering(var_names_included) \n", + " reordered_idx = np.array(reordered_idx)\n", + " reordered_names = np.array(reordered_names)\n", + " reordered_clades = np.array(reordered_clades)\n", + " yticklabels_reordered = [var_names_included[r] for r in reordered_idx]\n", + " \n", + " ax.grid(axis=\"x\", linestyle=\"--\", linewidth=0.5, alpha=0.7)\n", + " ax.grid(axis=\"y\", linestyle=\"--\", linewidth=0.5, alpha=0.7)\n", + " \n", + " ax.scatter(y=reordered_names,\n", + " x=posterior.samples[\"delta\"][0, :-2][included][reordered_idx],\n", + " color=[color_map[rn] for rn in reordered_names],\n", + " s = 120, \n", + " ec=\"k\")\n", + " ax.set_yticks(np.arange(n_vars_included-1))\n", + " ax.set_yticklabels(yticklabels_reordered)\n", + " ax.set_xlabel(r\"$\\Delta$\" + \"(Relative fitness)\")\n", + " ax.axvline(x=0.0, linestyle=\"--\", color = \"k\")\n", + "\n", + " \n", + "def plot_innovation_distribution(ax, posterior):\n", + " relative_fitness_innovation = posterior.samples[\"delta\"][0, :]\n", + " ax.hist(relative_fitness_innovation, color=\"lightgrey\", bins=30, ec=\"k\", density=True)\n", + " ax.set_xlabel(r\"$\\Delta$\" + \"(Relative fitness)\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3cb83fbd", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "817c220f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['BA.5.2' 'BQ.1' 'BQ.1.1' 'BQ.1.1.4' 'XBB.1.5.10' 'XBB.1.5.49' 'JD.1.1'\n", + " 'XBB.1.16' 'XBB.1.16.1' 'XBB.1.16.6' 'XBB.1.16.11' 'HF.1' 'XBB.1.9.1'\n", + " 'FL.1.5.1' 'XBB.2.3' 'GJ.1.2' 'EG.5.1' 'EG.5.1.1' 'EG.5.1.3' 'JG.3'\n", + " 'EG.5.1.4' 'EG.5.1.6' 'HV.1' 'HK.3' 'JN.1']\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Next figure estimating innovations!!\n", + "fig = plt.figure(figsize=(24, 12), constrained_layout=True)\n", + "spec = fig.add_gridspec(nrows=4, ncols=3, width_ratios=[1,1,1.5])\n", + "\n", + "freq_thres = 0.02\n", + "\n", + "# A. Relative fitness\n", + "ax_relative_fitness = fig.add_subplot(spec[:, 0])\n", + "plot_relative_fitness_vertical(ax_relative_fitness, posterior, thres=freq_thres)\n", + "\n", + "# B. Relative fitness delta\n", + "ax_relative_fitness_innovation = fig.add_subplot(spec[:, 1])\n", + "plot_relative_fitness_innovation_vertical(ax_relative_fitness_innovation, posterior, thres=freq_thres)\n", + "\n", + "# C. Distribution of innovations\n", + "ax_innovation_distribution = fig.add_subplot(spec[0:2, 2])\n", + "plot_innovation_distribution(ax_innovation_distribution, posterior)\n", + "\n", + "# D. Innovations in multiregression\n", + "ax_multiregression_innovation = fig.add_subplot(spec[2:4,2])\n", + "\n", + "# Prep predictors and outcome\n", + "df = predictors.reset_index().merge(ga_delta_df, how=\"left\")[:-1]\n", + "df = df.dropna()\n", + "xs = df[[\"delta_\" + name for name in predictor_names]].values\n", + "log_ga_delta = np.log(df.median_ga_delta.values)\n", + "\n", + "# Add comparison between observed and predicted\n", + "model = plot_multiple_regression(ax_multiregression_innovation, \n", + " predictors=xs, \n", + " outcome=log_ga_delta, \n", + " color=[color_map[v] for v in df[\"variant\"].values],\n", + " )\n", + "ax_multiregression_innovation.set_xlabel(\"Predicted\\n\" + r\"$\\Delta$\" + \"(Relative fitness)\")\n", + "ax_multiregression_innovation.set_ylabel(r\"$\\Delta$\" + \"(Relative fitness)\")\n", + "\n", + "\n", + "\n", + "\n", + "# Adding panel labels\n", + "axes = [ax_relative_fitness, ax_relative_fitness_innovation, ax_innovation_distribution, ax_multiregression_innovation]\n", + "ax_labels = [letter for letter in string.ascii_uppercase]\n", + "for ax, ax_label in zip(axes, ax_labels):\n", + " ax.text(-0.1, 1.1, ax_label + \".\", transform=ax.transAxes, size=36, weight='bold')\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "74169763", + "metadata": {}, + "outputs": [], + "source": [ + "fig.savefig(\"../manuscript/figures/exploring-fitness-innovations.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "43537f1f", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "def plot_clade_innovation_violin(ax, posterior, clade_map, display_name_map, clade_colors):\n", + " \"\"\"\n", + " Plot fitness innovations for each clade using half-violin plots with jittered points.\n", + "\n", + " Parameters:\n", + " ax (matplotlib.axes._axes.Axes): Matplotlib axis to plot on.\n", + " posterior: Object containing posterior samples, expected to have 'delta' key.\n", + " clade_map (dict): Mapping from variant names to clades.\n", + " display_name_map (dict): Mapping from internal clade names to display-friendly names.\n", + " clade_colors (dict): Dictionary mapping clade names to specific colors.\n", + "\n", + " Returns:\n", + " None: Plots the result directly on the provided axis.\n", + " \"\"\"\n", + " # Extract fitness innovations\n", + " relative_fitness_innovation = posterior.samples[\"delta\"][0, :]\n", + " \n", + " # Create a DataFrame of variants, clades, and innovations\n", + " variants = list(clade_map.keys())\n", + " clades = [clade_map[variant] for variant in variants]\n", + " display_clade_colors = {display_name_map.get(k, \"Unknown\"): v for k, v in clade_colors.items()}\n", + " data = pd.DataFrame({\n", + " \"Variant\": variants,\n", + " \"Clade\": clades,\n", + " \"Innovation\": relative_fitness_innovation\n", + " })\n", + " \n", + " data[\"Clade_display\"] = data[\"Clade\"].map(display_name_map)\n", + " \n", + " # Filter out \"other\" or irrelevant clades\n", + " data = data[data[\"Clade\"] != \"other\"]\n", + " \n", + " # TODO: sort_by\n", + " clade_order = list(data[\"Clade_display\"].unique())\n", + " clade_order.sort()\n", + " \n", + " # Plot the half-violin plot\n", + " sns.violinplot(\n", + " data=data,\n", + " x=\"Clade_display\",\n", + " y=\"Innovation\",\n", + " hue=\"Clade_display\",\n", + " ax=ax,\n", + " # inner=None, # Remove inner boxplot\n", + " linewidth=1.5,\n", + " palette=display_clade_colors,\n", + " cut=0, # Avoid extending violins beyond the observed data range\n", + " order=clade_order\n", + " )\n", + " \n", + " # Overlay jittered points\n", + " sns.stripplot(\n", + " data=data,\n", + " x=\"Clade_display\",\n", + " y=\"Innovation\",\n", + " ax=ax,\n", + " color=\"k\",\n", + " alpha=0.7,\n", + " jitter=True,\n", + " size=3,\n", + " order=clade_order\n", + " )\n", + " ax.axhline(y=0.0, lw=1, linestyle=\"--\", color=\"k\")\n", + " # Set axis labels and style\n", + " ax.set_ylabel(r\"$\\Delta$ (Relative fitness)\")\n", + " ax.set_xlabel(\"\")\n", + " ax.tick_params(axis='x', rotation=45)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "ae337397", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['BA.5.2' 'BQ.1' 'BQ.1.1' 'BQ.1.1.4' 'XBB.1.5.10' 'XBB.1.5.49' 'JD.1.1'\n", + " 'XBB.1.16' 'XBB.1.16.1' 'XBB.1.16.6' 'XBB.1.16.11' 'HF.1' 'XBB.1.9.1'\n", + " 'FL.1.5.1' 'XBB.2.3' 'GJ.1.2' 'EG.5.1' 'EG.5.1.1' 'EG.5.1.3' 'JG.3'\n", + " 'EG.5.1.4' 'EG.5.1.6' 'HV.1' 'HK.3' 'JN.1']\n" + ] + }, + { + "data": { + "image/png": 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fbyUnJ1t2u9364YcfWu354D5M986//vUv53BNSUmJc3lOTo7Vo0cPS5K1YsWK1nuBaDOme+doDz74oPM9DcNa7Yfpvtm/f78VGBhode3a1UpLS3Muz8nJsRISEixvb29+TtJOmO6dhx56yJJkTZo0qc5x3nnnHUuS1adPn9Z5YWhzrfG+ddeuXdbHH39s3X///VZgYGCjw1rPPfecJcm66qqrrKqqKufyOXPmWJKsK664oln1N/k2iD0jeiszP00/7v62wfVnJ4xSZGAX7TiQoqVbFqrG4nKmaJzD4dDbb78th8OhefPmadmyZcrMzNRDDz0ku92ut956S0FBQU0+nmVZqq6ulpeXl0JCQpq8X2VlpSTVudXisaSnp0uSTj/99HrrgoKCFBYWpsOHDysvL++Yxzh48KASExM1dOjQeuu8vLwkHblVpKeJjY11dQkeg6zNIWt0NC3t6blz56pTRIgGnNenyfvYbDadefXp+vTTT53//3oKzh3mkLU5ZG0GOQOt4/nnn5ckTZ06VZ07d3YuP/XUUzV69Gjt3btX77//fqPHWLlypTZt2qTzzz9fo0ePdi739fXVlClTJElz5sxxLl+wYIF2796tKVOmaPDgwc7lwcHBmjx5sgIDA/Xttw3/TA7uwRV981sZGRmaNGmSrr766hN8JTDNFb2zaNEiSdKDDz5Y5zlDQkL0+OOPS1KTb1OFtlfbIzNmzJC/v79z+cUXX6zBgwdr06ZNWrt27TH3X7Bggfbt26cbbrhBQ4YMcS4PDQ3VxIkTVVNTo5dffrnVng/uw3Tv1J5bpk2bVud3HF27dtXkyZMlcW5pL0z3zm99++23mjlzJu9p2iHTfTN79myVlJTo2WefVWJionN5165dddddd8nX11fff/99a75EtBHTvbN8+XJJ0r333lvnONddd52SkpK0detW5ebmtsprQ9tqjfetEydO1KWXXqrnnntOJSUlx30+u92u559/3jnXIUm33367unTpoo8++ki7d+9ucv1NHtYanniRAnwCtGzrIv3vmie0aOMb2leU7VzvbffW2AF/UoAjSBuz1+nVb2dq96HMJhcCz9S/f3898cQTkqRbb71VN954o4qLi3X//fc3+z7Ur7/+ugoKCnTVVVfJ4XA0eb9//OMfkqQ//OEPx932wgsv1JIlS3TllVfWW5eamqoDBw7Ix8dHYWFhjR4jLS3N+YOS33rhhRckSaNGjWpq+R1GWlqaq0vwGGRtDlmjo2lpTy98b6EGXdRf3j7ezdrvtBEnyy/AT4sXL27R87ZXnDvMIWtzyNoMcgZax8qVK2Wz2XTppZfWWzd8+HDnNo354osvJEmXX355vXXDhg2Tl5eX1qxZ4/wA2SeffCJJGj9+fL3tr776ahUXF2vSpEnNeh0wyxV9U6umpkY33nijAgICNHfu3Ba+AriKK3qnsQ+kxsXFSZJ27drV9BeBNlNaWqp169YpPDxcZ511Vr31TemRxvrj6P1b4/ngHkz3jsS5paNwRe/89rknTJig5ORkPfXUUy2oHq7iir755JNP5O/v3+Bg37333qvi4mKNHTu2OS8DLuCK3rEsS9KRD4wfraqqStKRD07BvbXW+9ZJkyZp0aJFWrRokaZOnXrM7VJSUrR7924NGDDA+b6mlt1u1+9//3tZlqVVq1Y1+TU0+TdmIX6humXoJH2Vvlzbc3/W9v2/6LTooeoSHO3cJjwwUjf/7j6tSPlQKft/VVVNleq3OFDX5MmT9d///ldr165Vdna2+vfvryeffPKY2y9YsEAbN250Pi4tLdXPP/+s7777Tuecc84xP2E4e/ZsffDBB87HRUVF+uGHH7R582aNGTOm0X98tU466SSddNJJ9ZYXFBTohhtukCRddtll8vPzO+6xar300kv6+eeftWHDBn3//fe67LLLGhzkOpby8nKVl5c7HxcWFjZ5XwAA2lpNTY0O5B1Q55jjX8HyaA4/H4VGhmjfvn1tUBkAAEB9OTk52rNnj2JjYxUaGlpvfd++fSVJ27dvb/Q4GzZskCSdfPLJ9daFhIQoJiZGO3fu1M6dO5WUlKS1a9cqIiJC8fHx2rRpk5YtW6b8/Hz17NlTV155pbp06XLiLw5txlV9U+v555/XmjVr9N577ykyMvIEXglMc1XvTJo0STfeeKOSk5PrbV97FT/OO+5h06ZNqqysVL9+/Rr8hWJTeqSx/jjppJNkt9uVmZmpioqKVnk+uAfTveNwODRjxgyVlpaqU6dO9bbn3NJ+uKJ3aj344IPKyMjQ119/3azfs8H1TPdNVVWVfvrpJw0YMEB+fn5au3atVq5cqZKSEvXu3VtXX311s+7CBNdxxTnn3HPP1aZNmzRjxgz94x//cD7vW2+9pczMTA0bNqzOVZrgnlrrfetv74b226sOH62xPmvO8/1Wsy5vEOzbSZf0HadL+o5TeVWZvOz1dw/xC9VVp0xQZXWFcgp3q6SCwRE0zm6369prr3Vegm7s2LHy9fU95vaff/65Pv/88wbX7du3T+vWrWvwk2iNXZVj586d2rRpk84444xmVi+tXr1aN998szIyMtStWzfNmjWrWft/9NFH+vTTT52P9+/fr4yMDPXv379J+0+fPl3Tpk2rtzw1NVVBQUFKSkrSrl27VF5eLn9/f3Xt2lU7duyQJEVFRcmyLO3fv1+SlJCQoD179qisrEx+fn7q3r27MjIyJB05OdntdudlH3v06KHc3FyVlpbK4XAoLi7O+Un+8PBwORwO7d27V5IUHx+vAwcOqLi4WN7e3kpISFBKSookKSwsTH5+fiotLdX27dsVFxen/Px8FRUVycvLS0lJSUpJSZFlWerUqZOCgoKUnX3kqn4xMTEqKipSQUGBbDabevXqpdTUVNXU1Cg4OFihoaHOT+p0795dpaWlOnTokCSpd+/eSk9PV1VVlYKCghQeHq6srCxJUrdu3VReXq6DBw9KkpKTk7Vz505VVFQoICBAUVFRyszMlHTkm8vq6mrnrS8TExO1e/duZ97dunVzZlj7A9Pf5p2Tk6PDhw/L19dXMTExzk8fde7cWV5eXs4BhaPzjo+PV2pqqjNvX19f5eTkSDryKaWDBw86805MTHT+xxAaGip/f3/n49jYWB06dEhFRUWy2+1KTk6uk3dwcLDzco3R0dEqLi6uk3daWpqqq6sVHByssLCwOhmWlZUpPz9fktSrVy9lZGQ4846IiNDOnTslHbkkbUVFhTPvpKQkZWVlNZh3VFSUampqnHk31rORkZGy2WzOnu3Zs6f27t3rzDs2NtbZsxEREfL29q6T9/79+1VSUiIfHx/16NHDmXdtz/4279qePTpvu92uoqIi7dmzx9mzhYWFKiwsdOZd27MhISEKCQlx5t1Yzx4v7+TkZGVmZqqyslKBgYGKjIys07NVVVU6cOCAM+/2cI44Ou/aTz40pDZ/zhEtO0cEBAQ4e/boc0RERESzzxFVVVUaOnSo/H0C1KkoSpJU6lcgrxof+VYcuSR+QVCugks7y15jV6V3hcodxQoqPTLcFd09RqGhoc4aO9I54ui8a88RpaWlSk1N5RxxAueIpr6PsNls2r59O+eIVjpHNPY+IiAgQHv37uV9RCucIxp7H1H7nrotzxEN/SIZ6EhqzxFdu3ZtcH3tlbRr/688kePs3LlTBw4cUM+ePZWTk6PevXvrvvvu06xZs+q8373//vs1Z84c3Xjjjc19OTDEFX1TO6y1ZcsWPfLII7rmmmu4ckA75KreOdYdDX799Vc9/PDDkkQ/uYnW6JHGjmG32xUSEqJDhw4pPz+/1XoSrme6d7p06aKRI0c2eJyvvvpKzz33nCTOLe2BK3pHOnJlnDlz5mjy5MkaOnSo8/tQtA+m+6akpERVVVUKCwvTuHHj9N5779XZfvLkyXr77bd10UUXtej1wBxXnHOmTp2q77//XrNmzdKqVas0ZMgQ7dixQytWrFBMTAxXK24nTL9vbZPnswAX27VrlxUaGmrZbDbLy8vLCggIsFJSUuptN2HCBEuS9eabb9ZZXlVVZWVnZ1svv/yyFRISYtntdmvt2rXO9eecc44lyVq1alWd/SoqKqwdO3ZYzzzzjOXj42MFBARY6enpTa57z5491rXXXmtJsiRZZ5xxhpWZmdms116rqKjI+vHHH63x48dbkqzIyEiroKCgSfuWlZVZBQUFzq9du3ZZkpq8v7vIz893dQkeg6zNIeu243A4nOff3345HA5Xl9ahtbSno7pEWedee6Y1a920Zn3N+PJvll+ArzVjxozWfSFujnOHOWRtDlmbQc7AiVuzZo0lyTr77LMbXJ+WlmZJshITExs9TmJioiXpmD9nGDZsmCXJWrNmjZWXl2dJsmw2mxUQEGC9+OKL1r59+6yioiJr4cKFVnBwsGWz2awvv/zyhF8f2oYr+sayLKuystI6/fTTraioKGv//v3O7SRZ0dHRLXw1MMlVvXO0mpoaa+7cuVZQUJAlyTr33HOtysrK5r0YtIm3337bkmRdf/31Da5fsWKFJck6//zzj3kMLy8vS5JVXV3d4PqYmBhLkrVr165WeT64B9O905CKigrriSeesHx8fCxJ1vjx45v/QmCcK3qnoKDAiouLs/r27WuVlZVZlmVZO3bssCRZZ5111gm+Iphgum9++OEH5/dQnTt3tubPn28dPHjQOnjwoDV37lzL29vb8vX1tVJTU1vl9aHtuOKcc/jwYevee++1bDZbvd8xDR482Prll19O/IWhzbXF+9ZVq1ZZkqzrrruu3ronn3zSkmQ9+uijDe772muvWZKsm2++ucnPZ2/6WBfQ+izL0oQJE3To0CH99a9/1cSJE533pK6urm7SMby8vNS9e3fddttteuGFF1RTU6Nnn332uPvVfsr9gQce0MMPP6zS0lLNnj27Sc/57rvvqk+fPlqwYIHCwsI0e/Zsff3114qPj2/S/kcLCgrSaaedpvnz5+uMM87Q/v3769yysTG+vr7OT9LXfrVH3OLKHLI2h6zR0bS0p//4hz/qh2WbVVVR1az9fvzsZ5UfrvC4T11y7jCHrM0hazPIGThxtbdhKS0tbXB9eXm5pCNXDGyt45SVlUk68jOSZ555RnfffbeioqIUFBSka665Ro8//rgsy9KcOXOa/4JghCv6RpKefvpp/fDDD3r55ZcbvV0D3Jereue3fvjhBw0dOlR33HGHiouLdfPNN2vp0qXy9m7WTTnQRlqjR5pzjNbqSbie6d452ueff67+/fvrscceU3V1tR5++GHNmzevyfXDdVzROxMnTlR2drbeeuutRu+8A/dlum9++z3Um2++qeuvv15hYWEKCwvT7bffrttvv13l5eV69dVXW/aCYIwrzjnXXXednn/+eQ0fPlzr169XSUmJMjIy9OCDD+r777/Xeeed57wCPdyX6fetbfF8DGvBpWbNmqWVK1cqOTlZ06dP15NPPqnExER9++23mjlzZrOPV3tP0dpb47TFfi+++KLGjx+vgoIC3XTTTUpNTdVf/vIX2e1N++f0wAMPaPjw4fr+++/rrbPZbM5bMdbe7gQAgPbujjvuUFF+sX5a8WuT97Gs/8fefYdHUfVvA793N9lNQnojhDRCCkVAmlSliwii0pQiiUoRKyogWGjqg4gFHgF5VIQgohIVBEU6QbqKBgJKSAIB0hvpZVPm/YM382PZJGxC9uwme3+uK5fMzJkz371zrnGTPZkj4dj3p/Hggw8iICDAeMURERFRs5eUlASFQmHQ19q1awGg1l/MVj/2vnXr1nVe09PT0+B+HBwc5P1jxozRa1s9cf38ecPfS9GdM/dxExMTg3feeQeTJk3Co48+2qDXSMZh7mOnWmVlJebNm4devXrh999/R7t27bBv3z588cUXsLW1rd+LJqNpyPe2Pn1UVlbi+vXrsLW1haura6Ncj8yD6LFTrfqP8e+//37ExsbK95h3330XKpWqwa+HxBE9dn799Vds2LABr732Gnr06HGn5ZOJiB431T9D2djY4MEHH9Rrz5+hmg7RYycmJgY//vgjvL29sXPnTvTs2RN2dnZo06YN3nvvPcyYMQMZGRmIiIi405dGRib6fasxrsfJWmQy58+fx4IFC6BUKrFhwwbY2trC1tYWX3zxBRQKBRYtWoSYmJh69Vm9hnVta4Xe6Xnx8fGYM2cOAODzzz/Hl19+CTc3t3pdKzc3F4cPH8bhw4drPH7lyhUAgJ+fX736ber4Qbw4zFocZk3NTUPHdGhoKEaNGomfVu1BxtUsg87Z9b+DuBabjFdeeaVB12zKeO8Qh1mLw6zFYM5ENbO2tkZoaKhBX926dYO9vT0SExNRUFCg11dsbCwAoEuXLnVes0OHDgCAs2fP6h0rKSnBtWvX4OXlhZYtW8LR0VH+3YK9vb1e++p9kiTV74XTHTH3cXP69GmUl5djy5YtehOAACA5OVlnm8Qx97ED3LifPPbYY1ixYgU0Gg3ef/99nD17FkOHDr3Tl0+NrPp7W9vvyQ0ZI3WNj0uXLqGiogKdO3dutOuReRA9dgCgtLQUw4YNw6ZNm+Di4oIvv/wSJ06cQPfu3Rv8Okg80WPn1KlTAG48MfTm9zNt2rQBABw7dgwKhYI/75o50eMmICAACoUCtra2NT5Mgz9DNR2ix84///wDAOjVqxdatGih1/7+++8HUP8Hw5B4ot+31jXOGno9TtYik9BqtZgyZQrKysowe/Zs9OvXTz42cOBATJ8+HVqtFk888QS0Wq1BfRYWFmLp0qUAgIkTJxpcS3p6urxs4s3npaam4sKFC/IsSODG8ofl5eWYMWMGpk2bdtu+i4uLceHCBSQkJMj7JkyYAABYvXq13jIl27dvx7Zt2+Di4lLjTPDmLDMz09QlWAxmLQ6zpubmTsZ0RMQmtPbyweqZG5Hwd2Kt7bSlWmxbuRv7NvyG999/H4MHD27wNZsq3jvEYdbiMGsxmDNRzVq2bIkLFy4Y9PXiiy9i6NChqKqqwt69e/X62rVrFwDc9mf24cOHAwB2796td2zv3r2oqKjAiBEj5H39+/cHAJw8eVKvffWTufnBuFjmPm46dOiAl156qcYv4MYHVDdvkzjmPnYAYNOmTfjhhx/g5OSEo0ePYu7cubC2tr6Tl01G4unpibvvvhuZmZk4ffq03vFdu3ZBoVDggQceqLWPusbHrWOsMa5H5kH02AGA5cuX4/jx4/D19cXp06fx5JNPctJwEyR67PTu3bvG9zNPPvkkAMDb2xsvvfQSnnrqqTt+bWQ8oseNo6MjOnfujOvXr9c4qYY/QzUdphg7wI15ADXJyckBgHo/rIXEE/2+tXv37nBzc0N0dLTeHA+tVosDBw7A3t4e9957r+GdSkQmMG/ePAmAFBoaKpWUlOgdz8vLk3x8fCQA0uuvvy5JkiSFhYVJAKRhw4ZJL730ks7XlClTJE9PTwmANGrUKKmiokLua8CAARIAaezYsTrnvPjii9KECRMkJycnCYA0a9YsnRqqr7do0SJ535AhQyQA0iOPPKJXw81f2dnZkiRJ0qFDhyQAvkWWxwABAABJREFUkr+/v07fU6ZMkQBIzs7O0uOPPy7NmDFD6tevnwRAUqvV0k8//dTgbPPy8iQAUl5eXoP7MIULFy6YugSLwazFYdbGo1arJQB6X2q12tSlNWt3OqYzMjKkXr3uufH/xg6+0sQ3H5Hmf/u89Na22dLs9dOl+x7rLdk52EpKpVL65JNPGqnqpof3DnGYtTjMWgzmTNQ4Dh48KAGQOnTooPOz9c6dOyWlUin17NlTqqqqkvdnZmZK//77r5SSkiLvKy8vlwIDAyWFQiHt2bNH3p+VlSW1b99eUqlUUnR0tLx/9+7dEgCpU6dOUlpamrw/JydH6t69uwRA+u2334z1kqkRmGLc1AaA1Lp160Z6ZWRsphg7AwcOlABIW7ZsMfKro8bw5ZdfSgCkQYMGSVqtVt6/Zs0a+ffe1VJSUqR///1XyszMlPddv35dcnJykuzs7KQzZ87I+y9duiS1bNlScnBw0BlP9bkemTfRY6dNmzYSAOn48eNGfmVkbKLHTk0uX74sAZD69evXiK+MjEn0uPnf//4nAZCGDBki5efny/uvXr0q+fv7S2q1WoqPjzfWy6VGJHLsFBQUSM7OzhIA6auvvtKpIyMjQwoODpYUCoVOP2S+7nTs3Kp6bsfkyZNrPL5w4UIJgDRlyhSdn9Gq5768+uqr9aqfk7VIuN9++01SKpWSUqmUTpw4UWu7n3/+WQIgqVQq6eTJk/LkqZq+nJycpH79+kmffvqpVF5ertNP9WStW78UCoXk6uoqDRkyRPr222/1rl/TZK2OHTvWWsPNX5cvX5YkqfbJWpWVldJ///tfqWfPnlKLFi0ka2trydfXV3riiSeks2fPNjhbSWq6k7USEhJMXYLFYNbiMGvj4WQt02iMMV1RUSHt2LFDGj58uN73z83NVZo/f778/1FLxXuHOMxaHGYtBnMmajwvvPCCPOFl2rRp0kMPPSSpVCrJxcVF75e2ixYtkgBIYWFhOvuPHj0q2djYSFZWVtKYMWOkp556Sv5Ds7ffflvvmnPmzPn/74ncpPHjx0uTJ0+WvL29JQDSa6+9ZsyXS43EFOOmJpys1fSIHDtVVVWStbW1pFAopOeee67WP0ZdsmSJiJdOBqiqqpJGjx4tAZBCQkKkGTNmyH9U7OfnJyUlJclta/qdtiRJ0tatWyWVSiXZ2tpKkyZNkp544gnJ0dFRUiqV0saNGxt8PTJvIsfOtWvXJACSnZ1dnX/obsl/nNeUiL7v1ISTtZoeU/z/asKECfJ7qEmTJknjx4+XXF1dJQDS2rVrRbxsagSix86PP/4of8bUt29fadq0adL48eMlBwcHCQDfBzchjTF2bna7yVqlpaVSjx49JABS165dpZkzZ0q9evWSAEhdunSRCgoK6lU/J2sRNTNNdbJWZWWlqUuwGMxaHGZtPJysZRqNPaavXbsmHTlyRNq7d6/0xx9/1Pi0TUvEe4c4zFocZi0GcyZqXP/73/+kzp07S7a2tpKnp6f0+OOPS7GxsXrtaps4IUmS9Pfff0sPPfSQ5OrqKrVo0UK65557pG+++abWa3733XdS7969JVtbW8ne3l7q27ev9PXXXzfmyyIjM8W4uRUnazVNosZOZmamQX+Meusfn5JplZeXS8uWLZNCQkIkjUYjtW7dWpo+fbqUnJys066uD6EOHjwoDR48WHJ0dJScnJykgQMH6jyJrSHXI/Mnauz88ccfBt1bBgwYYMRXS41J9H3nVpys1TSJHjeVlZXSp59+KnXp0kXSaDSSk5OTNGTIEOnXX381xssjIxI9ds6fPy+FhYVJPj4+kpWVleTk5CQNGjRI2rZtmxFeHRlTY4ydarebrCVJklRUVCTNmzdP8vf3lzQajRQQECDNmTNHys3NrXftCkmSJBBRs5Gfnw8nJyfk5eXJ6+42BbGxsQgNDTV1GRaBWYvDrI1Ho9FAq9Xq7Ver1SgrKzNBRZaBY1oM5iwOsxaHWYvBnImIiIiIiIiIiIjMn9LUBRAREREREREREREREREREREREVkCTtYiIrPg4uJi6hIsBrMWh1lTc8MxLQZzFodZi8OsxWDOREREREREREREROaPk7WIyCzY2NiYugSLwazFYdbU3HBMi8GcxWHW4jBrMZgzERERERERERERkfnjZC0iMgupqammLsFiMGtxmDU1NxzTYjBncZi1OMxaDOZMREREREREREREZP44WYuIiIiIiIiIiIiIiIiIiIiIiEgAK1MXQEQEAH5+fqYuwWIwa3GYtfEcPnwYkiQBAMrKyqDRaAAACoXClGU1exzTYjBncZi1OMxaDOZMREREREREREREZP44WYuIzML169dha2tr6jIsArMWh1kbT+/eveV/p6SkwNvb24TVWA6OaTGYszjMWhxmLQZzJiIiIiIiIiIiIjJ/XAaRiMxCQUGBqUuwGMxaHGYtBnMWh1mLwZzFYdbiMGsxmDMRERERERERERGR+eNkLSIyC1ZWfNCfKMxaHGYtBnMWh1mLwZzFYdbiMGsxmDMRERERERERERGR+VNIkiSZuggiajz5+flwcnJCXl4eHB0dTV0OEREREREREREREREREREREf1/fLIWEZmF2NhYU5dgMZi1OMxaDOYsDrMWgzmLw6zFYdZiMGciIiIiIiIiIiIi88fJWkRERERERERERERERI1s9+7dUCgUOl+DBg0ydVlERERERGRinKxFRGbB2dnZ1CVYDGYtDrMWgzmLw6zFYM7iMGtxmLUYzJmIiIjIvGzcuFFv3+HDh3HlypVGvc706dOhUCjg4uKC3NzcGuu4ddKYIV9KpRJ2dnbw8fFB//79MXv2bOzbtw+VlZWNWn99RUVF6dRZU87m5Nb8161bZ+qSTCozMxMLFixA9+7d4ebmBqVSCY1Go9OGmTUdn332GRQKBWxsbBAXF2fqcoiIiJoMTtYiIrNgZ2dn6hIsBrMWh1mLwZzFYdZiMGdxmLU4zFoM5kxERERkPvLy8vDTTz/p7ZckCREREY12nePHj2P9+vUAgNmzZzfqBH5JklBSUoLk5GQcO3YMq1atwv3334927drh559/brTrkOWIiYlBu3bt8N577+Gvv/5CTk4OJEmCVqs1dWnUQE8++SQCAwNRVlaGZ5991tTlEBERNRmcrEVEZiElJcXUJVgMZi0OsxaDOYvDrMVgzuIwa3GYtRjMmYiIiMh8fPvttygtLa3x2KZNmxrlGhUVFZg1axYkSYKzszNmz57dKP3eTnx8PB566CEsX75cyPWo+Zg2bRpycnJMXQY1ImtrayxcuBAAsH//fnz77bcmroiIiKhp4GQtIiIiIiIiIiIiIiKiRnTz0nwKhQL33nuvvJ2QkIAjR47c8TXWrVuHs2fPAgCef/55ODk5GXTe2LFjcfny5dt+Xbp0CadPn8aOHTvw3HPPoUWLFjr9LFiwAHv27Lnj19FUzZkzBwEBAfJXUlKSqUsya5mZmfj999/lbXt7e3z99de4ePFig5fP4/fAPEyePBlt2rQBALz66qsoKCgwcUVERETmz8rUBRARAYCPj4+pS7AYzFocZm08EydOREVFBYAbf0VqZXXjLY2VlRW++eYbU5bWrHFMi2GOOWu1WuzduxdJSUmoqKiAq6srhg0bBg8PD1OXdkfMMevmilmLwZyJiIiIzMPFixdx8uRJebtfv36YN2+ezgStiIgInQlc9ZWTk4NFixYBuLEc9ksvvWTwufb29ggICDCobZs2bdCtWzc89NBDePnllzFgwAAkJycDuLFM4ptvvonhw4fXu/7mICsrC1euXJG3q39Xdavw8HCEh4cLqsp8JSYm6myPHz8ekyZNqrGtoZkZ+j0g47KyssL8+fMxc+ZMpKSkYOHChfj4449NXRYREZFZ42QtIjIL+fn5en+ZRcbBrMVh1sbz448/QqvV6u1Xq9UmqMZycEyLYU45Jycn49NPP8X/PvsMWZmZUCiVUKlUqCgvh7VajfHjx+OF559H7969TV1qg5hT1s0dsxaDORMRERGZh5ufqgXceOrM8OHD4ebmhuzsbABAZGQk/vvf/8LOzq5B13jnnXfk5eSefPJJuLu731HNhmjbti0+++wzjBw5Ut73559/4urVq/Dz8zP69alpKy4u1tkODAw0USVkDGFhYVi4cCHS09OxevVqTJs2DR07djR1WURERGaLyyCSyURFRUGhUBj0lZiYiPDwcCgUCr0fdO9EfHw8FAoFvvjii3qdFx0djdmzZ9f69c8//9S7ljfffBMKhcJi//IjPz/f1CVYDGYtDrOm5oZjWgxzyfnIkSPoeNdd+HDlRwjo1xkzvnwXrx/4EvP3fYGXt3+CAU+PwZ7DB9CnTx8sW7YMkiSZuuR6M5esLQGzFoM5ExEREZleVVUVvvrqK3nb2toa48ePh7W1NSZMmCDvz8/Px7Zt2xp0jaSkJKxduxbAjSUWX3zxxTsruh4eeOABuLm56eyLiYkRdn1qum79vYGzs7NpCiGj0Gg0eOaZZwDceMLZa6+9ZuKKiIiIzBufrEUm17p1a4wbN67ONo6Ojka59po1axp03oEDB7Bq1apajw8dOhQdOnQwuL/CwkJEREQ0qJbmQqnk3FFRmLU4zJqaG45pMcwh51OnTuH+4fejVbtAjFn6PGwddJ/U08LZEb0fG4Fe44fjt4if8Prrr0OSJLz++usmqrhhzCFrS8GsxWDORERERKZ34MABJCUlydvVT9QCgEmTJuHTTz+Vj23cuBGTJ0+u9zWWLVuGsrIyAMCwYcMQEhJyh1UbTqlUok2bNvITwgAgNzdX2PWp+bCxsTF1CdTIZsyYgXfeeQeVlZX45Zdf8Pfff6Nr166mLouIiMgscbIWmVxQUBBWrlwp7Hrnz59HTEwMdu7ciS1btjSoj/j4eFhZWaG4uBjW1tYN6qO4uBh///03/vzzT3zxxRc6P8BbouDgYFOXYDGYtTjMmpobjmkxTJ2zVqvFo2PGwLOtHya89zKsNbUvL6pQKjHgyUcBAG+88QYGDx7cpJZENHXWloRZi8GciYiIiEyvpiUQq/Xr1w/+/v64cuUKAODgwYNISkqCj4+Pwf1nZ2frXCM8PPxOym2QW5+QZGtra/C55eXlOH78OC5duoT09HRYWVmhTZs26NevH7y8vBq7VB0VFRWIjo7G2bNnkZWVhYqKCjg4OMDHxwedOnVCUFCQUa9vLkz5PbiZSqUSdq3bycjIwJEjR5CSkoLi4mJ4enoiKCgIffv2vaM6jZF1VVUVzp07h7///htZWVkoLy+Hm5sbvL290b9/fzg5OZmsT29vbwwbNgy7d+8GcOOBCfVd2YaIiMhScLIWWZwBAwbo/NVPQ8THxyMgIKDBE7WAGz+IP/TQQ3dUR3MSFxfHD5cEYdbiMGtqbjimxTB1ztu2bUNqSgpmvvtunRO1bnZf2MP4Z/9JfLJ6dZOarGXqrC0JsxaDORMRERGZ1q1LG9rb22P06NHytkKhwMSJE/Hee+8BuDFBYtOmTfV6SvGWLVtQXFwM4MayYw8//HAjVW+YqqoqJCYm6uwz5D1oamoqFi1ahK1btyIvL0/vuEKhwODBgzF//nwMHTq0scoFAKSlpWH58uXYvHkzsrKyam0XFBSEp556Cs8//zwcHBxqbLN48WIsWbKkxmNt2rSR/x0WFiZPqtu4cSOefPJJ+dinn34qLxf3zDPP4H//+598bOLEifX6I/MePXrg9OnT8vaff/6J7t2719jWFN+DW1/7zZ566ik89dRT8vbNkwDryqwxvgfXr1+Hs7Mzjh8/jkWLFuHQoUOorKzU68/T0xOvvfYaXn75ZSgUCgNe8Q3GyLq8vBwrV67EJ598gmvXrtXYxsrKCoMHD8Z//vOfWseBsfscPXq0PFnr22+/xapVq9CiRYvbnEVERGR5uEYCWZwNGzYgMjISkZGRGD9+fIP6iI+Pv+MPQXr06CHXERkZCQ8Pjzvqr6mrqqoydQkWg1mLw6ypueGYFsPUOa9eswYBd7eHRxvD/7JboVSi6+iBiIyMREZGhhGra1ymztqSMGsxmDMRERGRaW3duhUlJSXy9iOPPAI7OzudNrcuexgREVHva1Tr16+fXv/Gtn//fp0/hvb19cVdd91V5znffPMNQkJC8Pnnn9c4cQW4MVHnwIEDGDZsGCZMmFBru/ravXs3QkNDsXLlyjonagE3fu//+uuvo3PnzoiJiWmU699OWFiYzvbPP/+M0tJSg86Ni4vTmajVuXPnWifTmPJ7YK6WLl2Ke++9F/v3769xohZw44lbr776KiZOnGhwv8bIOjMzE3369MG8efNqnVQF3Hh63N69e9GzZ098/PHHwvsEgBEjRsj/Lioqwq5du257DhERkSXik7XI4tz8NKtz587V+3ytVotr165h9OjROHHiBA4cOICCggL4+/vj4YcfRuvWrQ3qx8vLC+PGjZO358yZU+9amhNHR0dTl2AxmLU4zJqaG45pMUyZc35+Po4eOYJRrz1d73M7P3Av9n/6Lfbt26f34YO54pgWh1mLwZyJiIiITOvWiVc1/Wx01113oXPnzjh79iwA4OLFizhx4gT69Olz2/4zMjJw7NgxeXvIkCF3WHH9JCYmYtasWTr7Xn/99TqfOPTpp5/iueee03lqUosWLdC7d294enoiOzsb586dQ0pKinw8MjISCQkJiIqKqvUJV4a4cOECHn74YWi1WnmflZUVunbtCn9/f6jVamRnZ+Ps2bNITU3VeZ0PPfQQzp49a/T32H369EFoaChiY2MBAAUFBdi9ezceeeSR2577zTff6Gzf/JSqm5nye2CuXn31VXz55Zfydtu2bdGpUyfY2dkhNTUVR48eRXl5uXz8u+++w+DBgzFjxow6+zVG1hUVFRgxYoTOxDyVSoXu3bvDx8cHVlZWyMjIwF9//YX8/HwANyaDvfLKK3BxcalxqVRj9FktICAAbdq0weXLlwEA33//fYMfnEBERNSccbIWmVx8fDxmz55d6/GFCxfC1dVVXEG3cfnyZVRWVmLLli3473//q3Ps5ZdfxrJly/DKK68Iq6esrAxlZWXydvUb56aGHyyJw6zFYdbU3HBMi2HKnKv/OtrRo/7vveyc7GGtUd/xctMicUyLw6zFYM5EREREppOQkICjR4/K256enrUubzZp0iR5shZwY5KXIZO1jh8/rjMJpGvXrndQ8e2Vl5cjJycHMTEx2LFjB9avXy8vwQgAM2bMkJemq8mxY8fwwgsvyDVbW1tjyZIlmD17NmxtbeV2kiRh7969eOaZZ+QlFv/66y+88MIL8jJ2DbFw4UKdiVpjxozBJ598Am9vb5121U85mj59unz9K1euYPPmzXj22Wd12s6ePVueqDJnzhz88MMP8rEjR47Ax+fGU6rt7e0NrjMsLExnKczIyMh6T9ZSq9WYMmWKXhtTfw/GjRuHgQMHArgxaWfu3Lk69ffu3bvefTbG96B6olZoaCg++eQTDBs2TOd4SkoKxo4di5MnT8r7VqxYUedkLWNl/fnnn+tMqnrwwQexZs0aBAQE6LTTarVYv349XnnlFfnpbC+//DLGjBmj97OiMfq8Wbdu3eTJWvv376+1HRERkSXjZC0yueTkZKxatarW47NnzzaryVrx8fEAADs7O2zbtg1Dhw5FYWEhfvzxR8yfPx+vvvoqnJ2da/0rlsa2bNmyGtdnj4uLg729PYKCgnDt2jWUlZXB1tYWXl5e8ptkT09PSJKEzMxMAEBgYCBSUlJQWloKGxsbeHt749KlSwAAd3d3KJVKeWmjgIAAZGRkoLi4GGq1Gn5+fnI2rq6uUKvVSEtLAwD4+/sjOzsbhYWFsLKyQmBgIC5evAgAcHFxgY2NDWJiYuDu7g4/Pz9cv34dBQUFUKlUCAoKwsWLFyFJEpycnGBvb4/k5GQAgI+PDwoKCpCXlweFQoGQkBDExcWhqqoKDg4OcHZ2lh/f6+3tjeLiYuTm5gK48UNYQkICKioqYG9vD1dXV1y9ehUA0KpVK5SVlSEnJwcAEBwcjCtXrkCr1cLOzg6enp7yD1EtW7ZEZWWl/Ajttm3bIikpSc67VatWcobVS13enHdqaipKSkqg0Wjg4+ODhIQEOW+VSoX09PQa8/b390dcXJyct0ajkf/6y8/PDzk5OXLebdu2lf8yy9nZGenp6dBoNABuPKY8NzcXBQUFUCqVCA4O1snbwcEBSUlJAIDWrVujsLBQJ+/4+HhUVlbCwcEBLi4uOhmWlpbi+vXrAICQkBBcunRJztvNzQ1XrlwBcOMpc1qtVs47KCgIV69erTFvT09PVFVVyXnXNWY9PDygUCjkMdumTRukpaXJefv6+spj1s3NDVZWVjp5Z2ZmoqioCNbW1ggICJDzrh6zN+ddPWZvzbuwsBAhISHyX0r5+PggPz8f+fn5ct7VY9bR0RGOjo5y3nWN2dvlHRwcjMTERJSXl6NFixbw8PDQGbMVFRXyZIqmco+4Ne+bfzF5q+r8eY9o2D3Czs5OHrO33iOqqqqgUCh4j2ike8SteVffIy5dugRPT0+T3CMAoEOHDmjv3BqupRqkacrgplXDWlJAq6xCrlUFPLVqAEC+VQUAwLHixo8UaepSDBwwAC4uLrhy5YpJ7xGGvo/4999/4eDgwHtEI90j6nofodVq4eHhwXtEI9wj6nofER0dDXd3d6O+j3B2dgYRERER6bt1ksWECRNgZVXzRzATJ07EggUL5N9vfPfdd1i5ciVsbGzqvMbx48d1trt06dKgWiMiIuq9/OLNrK2t8dprr9X4e+lqWq0WU6ZMkZeXs7Kywi+//KI3KQYAFAoFhg8fjt9//x09evSQ36t+9dVXmDdvHjp06FDvGrVaLX799Vd5u3v37oiMjIRSqazx+kOHDsUvv/yCu+66S/6+HD16VG+ylrOzs/ye+NbJQD4+PnqTXQwxdepUvPnmm/Ky5jt37pR/TqlNdHQ0Lly4IG+PHj0abm5uOm1M/T0AbmRUnZO7u7vOMS8vrwbl1Vjfg+7du2Pv3r01fv7k7e2NH374AcHBwfIExfj4eCQmJtbYvzGz/vrrr+V/Ozo64rvvvqtxIpparcasWbOgUCjkJ+Dl5uYiMjISTz+t+wR1Y/R5s27dusmT6HJychAXF4fg4OBa2xMREVkkichEDh06JAGQBgwYYFD7sLAwCYC0YcOGRqth0aJFEgDp888/N/icy5cvS5GRkdK1a9f0jn3zzTcSAMnX17fetfj7+0sApPLy8nqdV1paKuXl5clf165dkwBIeXl59a7BlC5cuGDqEiwGsxaHWRuPWq2WAOh9qdVqU5fWrHFMi2HKnEtKSiRrtVoaPGOC9GZURL2+nolYJgGQfvrpJ5PVX18c0+IwazGYMxEREZFpVFVVyb/frf46ceJEnefcd999Ou2//fbb217ngQcekNvb2toaXN+GDRtq/D1KQ79eeOEFSavV1uuaixcvNqjWX375Ree8WbNm6bWp/myh+qumzwwuX76s02bjxo0GXb9Dhw7yOYMHD66zbfVnFtVfly9frrHdrVl8+umnem3uv/9+nTbbt2+v89rz5s3Tab9r167bXrcxvwcNcWs9hw4dMrhtTZlJUsO/B7a2tlJCQsJtax4zZozOeb/++qtB/Tdm1s7OzvLxu++++7Z9arVayc7OTj7nmWeeEdLnzb799lud1/X111/f9hpERESWRv9PCIioTgEBARg3bpz8KN2bjRs3Dmq1GteuXZOfemBsGo1G/kv66q+m6NZHT5PxMGtxmDU1NxzTYpgyZxsbG0yYMAFnfjkM6f//Ra+hTu84CDd3dwwfPtxI1TU+jmlxmLUYzJmIiIjINA4dOiQ//RW48RTX2y3vNmnSJJ1tQ5aaq34aOmDa936ffPIJOnXqJD+ZtiZr166V/63RaPDyyy8b1PeIESMQGBgob+/bt69BNSqVSjz99NPy1+DBgw067+bl6qqfkiRCWFiYznZkZGStbSVJwrfffitvt27dusafxU39PTBn48eP13mNtenWrZvOdm2f+xgz65uX8rxw4YL89OXaWFtb4/fff8cff/yBP/74A/PmzRPS5818fX11tqufBE5ERET/p0HLIEqShItZSbiSm47c0iJUVlXBQWMLF1sHtPfwg6udQ2PXSdQkWFlZwc7ODlqtFiqVytTlNCnFxcVwcOC9QwRmLQ6zpuaGY1oMU+f83LPP4uvNmxF38gxC+nY16JzSgiLE7DmGl194SV5qtykwddaWhFmLwZyJiIiITOPWiVa3TsSqyfjx4/HCCy+gvLwcwI1JGqmpqWjVqlWt59w8IayudrczduxYfPDBB7dtV1FRgfz8fFy6dAm//PILNm3aJC/VFxsbi/vuuw/nz5+Hk5OTznm5ubk4ffq0vN27d2+D/8hYoVBgwIAB8kSw+Ph4ZGRkwNPT09CXB+DGkuNffPFFvc65fPkyzp07V69zGsujjz4KJycn5OXlAbixFGJZWVmNP2MfP35cXjoPuDHR69blHc3he2DO+vTpY1C7W19zSUmJXhtjZ92hQwf8+eefAIDS0lIMHz4cGzZsQI8ePWrtt2PHjnVe1xh93qx169Y62zdPNCUiIqIb6j1Z6/iV8/j5wknklRbjxtMrb6YAAPi7eOKRDv0Q4q7/5CGipi4kJARxcXFITU2Fl5eXzrGYmBjk5uYiICCgxnXOqXa5ublo2bKlqcuwCMxaHGZNzQ3HtBimzrl3794YMHAgdr3/Jdw+eQNuvl51tq8o0+LHJWuhVlnh2WefFVRl4zB11paEWYvBnImIiIjEKywsxI8//qizb/Lkybc9z9XVFSNGjMCOHTsA3HiK01dffVXrE2uKi4tRWloqb7do0aLBNdvb2yMgIMDg9t26dcO4cePw6KOP4pFHHoEk3fhsKDk5GV9//bXez4InT56UJ3UBgLOzMxITEw2+3q0T0RISEhp9olBZWRmuXr2KxMREeZLW1q1bUVZW1qjXMZStrS0mTJiAzz//HACQn5+PPXv2YPTo0Xptv/nmG53t8PBwvTZN4XtgSrdOJqqNtbW1znZVDU8hN3bWr7zyis4E0HPnzqFnz57o3r07HnzwQQwYMAB9+vSBnZ2dwdc0Rp83s7e319kWtRINERFRU1KvyVpbYw7j8KWzUCkV6OzVBsHuPnC3c4Tayhol5WXIKs5HbOZVXMi8hlXHtmF0+z4YHlL7LGwiY0pISEB5eTn8/Pwa/IYyNTUVeXl5cHd3h7u7OwDgwQcfxKpVq/D666/j888/l5+gVVpaihdffBEAdH44LS4uxtWrV2FtbY22bdve4asiIiIiMi6FQoEfvv8effv1w1cv/gcPzn0Swb27QKHUX0E960oKfv0oAmmxidj96681LhNNRERERETUnEVGRqKoqEje7tq1K9q1a2fQuZMmTZInawFAREREnZO1bnbzcn2ijB49GuPHj8fWrVvlfSdPntSbrJWcnKyz/dNPP+Gnn35q8HXvdKJHUVERdu3ahUOHDiEmJgaXLl1CamqqPOnMXISHh8uTtYAbY+vWyVqVlZU6SyTee++9CA4O1uvL3L4H5qahnxnVxNhZT5w4Ef/++y/eeecdnTF7+vRpnD59Gm+//Tasra3Rs2dPDB48GA8++CB69eql97Q1Y/d5s1vzvfkeSURERDcYPFnrTGoCDl86g9ZO7pje80F4tHCusd2woG5Iyc/G53/swo5/T8DfpSXaefjW2JaoId577z29x0pXs7e3x88//wwAGDJkCK5cuYJDhw5h4MCBDbrWggULEBERgUWLFmHx4sUAgLfeegu//vorNmzYgGPHjmHAgAGoqKjAvn37kJSUhKFDh+qsR/77779j0KBB8Pf3r9dfU1ia0NBQU5dgMZi1OMyamhuOaTHMIWc3NzccP3YMY8aOxdbXV8KttRe6jLoPLdv6QWmlQkFmDmL2HMflv86jpZcXDh08aPASAubEHLK2FMxaDOZMREREJF5ERITOtiFP1ao2evRoODg4oKCgAADwzz//4I8//kDPnj312t78VC0AUKvVDaj2zj344IM6k7XS09P12mRnZzfqNRs60aOqqgoff/wx/vOf/yAnJ+e27du1a4fk5GT5+yFa3759ERISgosXLwIAduzYobcU4oEDB5CRkSFvP/XUUzX2ZS7fA3NV/Uf4jUFE1kuXLsWgQYOwZMkSHD58WO94eXk5jh8/juPHj+Odd96Bj48PZsyYgZdfflnvKVfG7LParct3arXaOtsTERFZIsOmQAP47XIM1CprPNtrdK0Ttap5O7rh+T4Pw1qlwoGEv++0RiIdsbGxOHz4cI1fR48eNfr13dzccPr0aSxbtgy2trbYsmULIiMj4eXlhQ8//BC//PILrKzqvcKoxUtISDB1CRaDWYvDrKm54ZgWw1xydnNzQ9ShQzh27BiGDxyCIxu245t5H+DrV5Zjx7LP4WXjhK+//hpXEhOb5EQtwHyytgTMWgzmTERERCTW5cuX8dtvv8nbSqUSEydONPh8W1tbPProozr7bp38Vc3GxkZn21TL9Xl7e+ts1zQJo6al4u5EeXl5g8555JFHMGfOHL2JWiqVCkFBQRg6dChmzZqFdevW4e+//8a///4LV1fXxiq7QaZOnSr/Oz8/H3v37tU5fvMSiA4ODhg/fnyN/ZjD98BSiMp60KBBiIqKwqVLl/Dxxx/jwQcfhKOjY41tk5KSsHDhQtxzzz16T/4ydp+A/v2pMZ9kRkRE1FwYPKPkWl4GQjx84Gxb92zpam52jujYMgCXslMbXBw1bwMHDqzXY4Y3btxY6xO1amLIU6wWL14sPzGrPte0t7fH/PnzMX/+/Ntew9DXaelP3aqoqDB1CRaDWYvDrKm54ZgWw5xyVigU6Nu3L/r27YvPP/sMWVlZKC8vh6urK1xcXExd3h0zp6ybO2YtBnMmIiIiEisiIkLnd78DBgzQm8x0O5MmTcKmTZvk7W+++QYfffSR3pOznJ2ddbZLSkrqX3AjsLa21tmu6Xfft/68OH/+fCxbtsyodd1q6dKl2Llzp7xtY2ODmTNn4rHHHsPdd99tkmUkDTF16lQsXLhQngAUGRmJhx56CMCNCTDbtm2T206YMAEtWrSosR9z+B5YCtFZt2nTBrNnz8bs2bNRVVWF6Oho/Pbbb9i/fz8OHjyoc2/4999/8fTTT2P37t1C+7z1SYCcrEVERKTP4CdrFWlL4WrrUK/OnWxaIL+s+PYNicjiOTjU7/5CDcesxWHW1NxwTIthrjnb2dnBz88Pbdu2bRYTtQDzzbo5YtZiMGciIiIicSRJ0plkBdRvCcRqQ4cORcuWLeXtnJwcnUlG1aysrHSWHjPVUn2G8PLy0tnOysoSev3S0lJ8/PHH8raNjQ0OHz6MlStXok+fPnVO1DL1E6R8fX0xePBgeXvHjh3y08t+/fVX5OXlycdqWwIRMP33wJKYMmulUolu3bph9uzZ+Pnnn5GRkYGVK1fqTPbcs2cPLl++LLTPW5dyNPUT64iIiMxRvdZqUykNntsFAFBCUa/2RGS5msuHvk0BsxaHWVNzwzEtBnMWh1mLw6zFYM5ERERE4vz22286kxU0Gg3Gjh1b735UKhUee+wx/Pe//5X3bdy4sca+fH198e+//wLAbZchM6VevXrpbEdHR9fr/Pj4eCQlJcnb9913H5T1+Hzq1KlTOpNFJk+ejHvuuee252m1WqSlpdWrVmMIDw/H/v37AQB5eXnYu3cvRo0apbMEYmhoKPr27VtrH6b+HlgSY2Z97Ngx/P333wBuTKJ69tln6+zL3t4eL730EvLz87Fw4UJ5f0xMDNq0aWO0Pm+Vmqq76lJAQECd1yAiIrJEfGdFRGbh6tWrpi7BYjBrcZg1NTcc02IwZ3GYtTjMWgzmTERERCRORESEzvaDDz6ot1ShoSZNmqSzvXv3bmRkZOi169Kli/zvlJQUeak8U6ppKW4vLy+0a9dO3v7rr7/q9V714YcfxqBBgzBo0CBMnTq13pOEbp0o0qlTJ4PO++WXX8wi0zFjxsDR0VHejoyMRGFhoc4T15588sk6+zD198CSGDPrgwcP4oUXXsALL7yA5557DgkJCQb12bNnT53tm5clNEaft+JkLSIiotur17srBZ+URUREREREREREREREFqy4uBjff/+9zr6GLIFYrVevXmjbtq28XVFRgc2bN+u1u/vuu3Xa1Gdps8aiUOh+TpSbm1tju2eeeUb+d1VVFd5++22D+v/ss8/wzz//yNtPPPFEvWvUaDQ62+np6bc9Jy8vD2+++Wa9r2UMtra2mDBhgrz9008/ITIyEiUlJQBuPI1t6tSpt+3HlN8DS2OsrG+eBAYAP/zwg0H9xsbG6mz7+/sbtc9b3ToBrHPnzgZdg4iIyJLUaxnEgwnROJgQbaRSiMiStWrVytQlWAxmLQ6zpuaGY1oM5iwOsxaHWYvBnImIiIjE+P7771FQUCBvW1lZQaPRyEvXNUTXrl11JjhERETglVde0Wlz65Nt/vrrL51JXiKoVCqd7bi4OJSUlMDW1lZn/7Rp07B8+XL5CTvr169Hr169MG3atFr7/umnn/DSSy/J2y4uLjrbhrr1SVpffvklXnzxRXh5edXY/sKFCwgLC9OZNAPgtk/ZunVSWE5OTqM9QSgsLAxffPEFgBsTyV577TX52IgRIwx672/K74Eoxvwe1Iexsh46dChsbGzkp1gtW7YMw4YNQ9euXWvt99KlS1i+fLm83bJlS517hzH6vNWZM2fkfzs4OBj8dDsiIiJLYvBkLRdbB72/mCAiaiylpaU6j3Ym42HW4jBram44psVgzuIwa3GYtRjMmYiIiEiMW5dArKiowEMPPdSo1zh79iz+/vtvnQkU9957LxwdHZGfnw/gxmSt8ePHN+p1b8fNzU1nW6vVYt26dXj55Zd19rdo0QLffPMNhgwZgsrKSkiShOnTp+PXX3/F9OnT0aNHDzg5OSE3Nxd//vknNmzYgO+//x6SJMl9/Pe//4Wnp2e9awwKCkKfPn1w4sQJADeerNW9e3csXLgQDzzwAFq2bInU1FRER0fj22+/xfbt26HVamFlZQVfX1/5iWXnzp1DSkoK7O3toVKp0KJFC53r+Pr66my//vrrePfdd+Hm5gaNRnNHf0zRv39/BAUFIT4+HgCQmZkpH3vqqacM6sOU3wNRjPk9qA9jZe3i4oIZM2bgv//9L4AbT7Lr168fZsyYgTFjxqBjx45wdHREdnY24uPj8c0332DTpk0oLCyU+1i0aJHO0orG6PNW0dHR8r/79OmjN8mTiIiI6jFZ6537617/mojoTly/ft2sf+hrTpi1OMyamhuOaTGYszjMWhxmLQZzJiIiIjK+q1ev4tChQ0KuFRERoTNZy9raGg888AC2bt0KADh48KCQOm4WGhqKzp074+zZs/K+uXPnwsPDA1OmTNFpO2DAAGzcuBFPP/00tFotAODHH3/Ejz/+eNvrvP3223r91ccnn3yCe++9V146MCUlRWepultZW1tjy5YtiI2NlZdDvH79Olq3bg0AOHToEAYOHKhzTr9+/XS29+zZgz179gC48WSsjRs3Nrj+6j7eeustnX2enp4YNWqUwX2Y8nsggrG/B/VhrKzfffdd7N+/X37yW0lJCVatWoVVq1bdtt/HH3+8xnFvjD6rZWZm6twfxowZc9s+iYiILFHt056JiIiIiIiIiIiIiIhItmnTJp2n4RjTli1bUF5errPv0Ucflf/9559/6jxxqTbjxo3D5cuX5a8PPvigwTUplUocPnxYp7/4+PhaJxBNmTIF+/fvR0hIiEH9e3p64rvvvpMnTNVk4MCBkCRJ/goPD9dr0717d2zfvh0uLi63vWbv3r3x119/Ydy4cXjsscdgbW1tUK2DBg1Cnz59DGrbEFOnTtV7etGUKVMMru/mcxr7e2AujP09qC9jZG1vb49Dhw5hwIABBtehVCoxb948bNq0qcZVk4zRZ7V9+/bJ90iVSoWxY8cafA0iIiJLopAa8FNFXmkR1Cor2Fr/31rQaQU5OJ0ch/yyYjjb2ONu77Zo5eDaqMUS0e3l5+fDyckJeXl5TWoJlKqqqjofm0uNh1mLw6yNp6ysTP73rTlrNJqaTqFGwDEtBnMWh1mLw6zFYM5EREREzV9paSl8fHyQnZ0NAFi/fr3By+KZUkVFBTZt2oTIyEj89ttvKC4ulo+5u7vjnnvuwcMPP4zJkyfrLTd4J1JSUvDhhx/ihx9+wJUrV+T9bm5uGDBgAKZOnYqHHnpI5330999/j+effx7p6ekAAFdXVxw4cAB33323Xv9ZWVlYuHAhfvnlF6SmpkKlUsHLywvPP/88Xn311Tuuf+3atcjIyJC3p06disDAwAb1ZarvQbWjR4/iiy++kLfnz5+Pdu3a3XG/xv4eNISxst63bx82bdqEkydPyktkVlOr1ejSpQsGDRqEGTNmoG3btibpc/To0di5cyeAG5NLDXmyGBERkSWq12St41fOY+eFk8gvvfGmwtfZA5PvHoL0wuuIOL0XVVLV/3WsUODB0F54MPSexq+aiGrVVCdrXbp0qcE/ZFL9MGtxmLUYzFkcZi0GcxaHWYvDrMVgzkRERESWYd68eVixYgUA4N5778Vvv/1m4orqLy8vD4WFhXBwcBD2e+yCggLk5eXB3t4ezs7OdbatqqpCeno6FAoFWrZsWeeThJoqU3wPLJUxsq6oqEBeXh5KSkrkfu90nN5pn+np6fD19ZWfCHjkyBH079//jmoiIiJqrqwMbXgmNQFfRx+AWmWNji39oVQocTHrGtad2omqKgkaK2s82rEf/J1bIqekAD9fOIlfLpyCt4Mb7vY2bPY2EVmuWx/nTcbDrMVh1mIwZ3GYtRjMWRxmLQ6zFoM5ExEREVmGV155BZ988glKS0tx5MgRnD9/Hh07djR1WfXi5OQEJycnodd0cHCAg4ODQW2VSiVatWpl5IpMyxTfA0tljKytrKzg5uZmVn2uW7dO/rl0yJAhnKhFRERUB4PXRziYEA21yhrz7puAZ3uPxjO9RmHBwIkoLdciv6wY4+66D/3874KPkwc6ewXipb5j0EKtQdTlM8asn4iaCWM8VplqxqzFYdZiMGdxmLUYzFkcZi0OsxaDORMRERFZBi8vL7z44ovy9sqVK01XDBERAK1Wi3Xr1snb7777rgmrISIiMn8GT9a6lpeJTl5t0Mrx/2ZUe7RwRseWAQCAji39ddq3UNugnYcfruVmgIjodjw8PExdgsVg1uIwazGYszjMWgzmLA6zFodZi8GciYiIiCzHW2+9hdatWwMANm/ejLS0NBNXRESWLCIiQr4PPfbYY+jVq5eJKyIiIjJvBk/WqpKqoFbpr5por7YFIMFBY6d3zMZajfKqyjsqkIgsQ2JioqlLsBjMWhxmLQZzFodZi8GcxWHW4jBrMZgzERERkeWwt7eXn6hVWlqKDz/80LQFEZHFqqqqwvvvvw8AsLW1lf9NREREtTN4spZnC2f8k3EFZRXlOvtHt++DZcOn6bWXJAkJ2SlwsbW/8yqJiIiIiIiIiIiIiIhINm7cOIwYMQIAsG7dOmRlZZm4IiKyRN999x3i4+MBAPPnz4efn5+JKyIiIjJ/Bk/WurdNJ+SVFmHFb1tx+NIZXMxKAnDj6VmONv/3VK2Kqkpczc3Al6d3I63gOu5uFdT4VRNRs9OyZUtTl2AxmLU4zFoM5iwOsxaDOYvDrMVh1mIwZyIiIiLLs3btWtjZ2aGwsJBPsyEi4aqqqvD2228DAEJCQvDaa6+ZuCIiIqKmwfDJWgGdMLJdL2QU5WJrzGFsiT5YY7vVJ37C8sPf4a/kOLRx9cKI0J6NViwRNV8VFRWmLsFiMGtxmLUYzFkcZi0GcxaHWYvDrMVgzkRERESWJyAgAIsXLwYArFmzBmlpaaYtiIgsytatW/Hvv/8CuDF5VKPRmLgiIiKipkEhSZJUnxOKtaX4J+MqtJXl6OvfUe/4N2cOobCsGJ1bBeIen3ZQKBSNViwR3V5+fj6cnJyQl5cHR0dHU5djsNjYWISGhpq6DIvArMVh1mIwZ+MpKChAZGQk4uPjUVpaipCQEHTs2BH9+/fnezwj4pgWh1mLw6zFYM5ERERERERERERE5s+qPo1LysuwJ+40olPjcb2kEL/EnkKXVm0xMrQXWqhtAAATuwyS2++K/R0nr/6DpcPCG7VoIiIiIjKeS5cu4cMPP8TGiAiUlJTA0d0TVmo1Hhg0ALNmzUKHjh3xwvPPY9q0abCyqtfbSSIiIiIiIiIiIiIiIiKLZvAyiHmlRXjv8LfYH38a2cX5sLFSI7ekEIcvncXyw98it6RQ75xibSmyiwsatWAyreLiYoSEhEChUCAsLKzWditXroRCoUDr1q2Rk5OD8PBwKBSKGr9cXFwwaNAg7Ny5U6+fgQMH1niOUqmEu7s7Ro4ciWPHjjXotUiSBF9fX0yZMqXe5+7evRuDBw+Gk5MT7O3t0aVLF6xatQqVlZUNqmX//v1QKBTYv39/g85vDoKCgkxdgsVg1uIwa+Pp0KEDgoKCEBQUhJEjR8r/7tChg6lLa/KOHDmCbt27I2LLt2h3/0OYuGo9Hlv5Bca+vxb2w8fhwQXvoMTOEc8+9xweeughFBbqvwekO8N7hzjMWhxmLQZzJiIiIiIiIiIiIjJ/Bj8KYee/J5BVlIchQd0wql1vqFVWyC7Ox+a/D+Bi1jWs//NXvNJ/HJfEaebs7OywadMm9O/fH5s2bcKECRMwcuRInTYJCQl44403AADr16+Hq6urfGzYsGE6H6SXlJQgLi4OUVFRiIqKQkREBKZOnap33bFjx8LHx0feLioqQkxMDHbt2oW9e/diz549GDx4cL1ey44dO5CUlFSvcwBgw4YNePrpp6FWq3H//ffD3d0dR44cwezZs3HkyBF8//339e5zzZo19T6nubl27RoCAgJMXYZFYNbiMGvjSUhIgFar1duvVqtNUE3z8ffff+OBESPgGhCEIbMXQNPCXue4j1oBqdPd8Ol0N5Ji/saBlcswfvx47Ny5k0/YakS8d4jDrMVh1mIwZyIiIiIiIiIiIiLzZ/Cnav9kXIG/S0uM6dhf3udm54hnez+EFb9txaWcNBxM+BtDgroZpVAyH71798Zrr72G//znP5g5cybOnTsHZ2dnADeeVvX000+juLgYM2fOxAMPPKBz7qRJkxAeHq7XZ2RkJCZMmIA33nijxslazz//PAYOHKi3f8WKFZg3bx4WLlxo0GStpKQknDlzBocOHcK6desMer03y8jIwPPPPw97e3scOXIEXbp0AQCUl5dj6tSp+Pbbb/H1119j8uTJdfYjSRKio6Nx9uxZbN26Fbt27ap3Lc1NWVmZqUuwGMxaHGZNTYkkSZg0eTIcvFpj2KtvwdrGRq+N5qZ/+3TqiiGzF2D3+4uxbt06PP/88+KKbeZ47xCHWYvDrMVgzkRERERERERERETmz+BlEAu1pfB18tTbb62ywtRu90OlVODnC6eQw2UPLcKiRYvQpUsXJCcn4+WXX5b3r127FocPH0ZgYCA++OADg/sbP348XF1dkZSUhKysLIPPe+aZZwAA0dHRBrWfPXs2Ro0ahQ8//BBFRUUGX6fa1q1bUVxcjOeff16eqAUA1tbWWLlyJQDgs88+u20/RUVF6NatG8LDwzlR6/+ztbU1dQkWg1mLw6ypKYmKisKFf/9Fz4nhNU7UAoASSXfbp1NXBPTojdVr1kCSpBrPofrjvUMcZi0OsxaDORMRERERERERERGZP4Mna9mrbZBZlFvjMR8ndwxp2w3aynJ8HX2gsWojM6ZWq/HVV19BrVZj48aN+PXXX5GYmIj58+dDqVQiIiIC9vb2t+/o/5MkCZWVlVCpVHB0dDT4vPLycgDQWWqxLnPmzEFkZCQiIyOxePFig69T7fz58wCAHj166B1r2bIl3N3dcfz48dtOBLO1tZXriIyMrPGpYZbGy8vL1CVYDGYtDrOmpmTNmjVw8/FDq/adam2TUam/3HWHoSMRe+ECoqKijFidZeG9QxxmLQ6zFoM5ExEREREREREREZk/gydrtfPww8WsJBxNPFfj8QdD74GXgysuZF7D19EHUCVVNVqRZJ46deqEpUuXAgCmT5+O8PBwFBYW4tVXX0X//v1vc7au9evXIy8vD2PGjIFarTb4vI8++ggA8PjjjxvUvnfv3hg3bhzGjRuHAQMG1KtGAFCpVABqX16kvLwcFRUVSElJuW0/1XWMGzcO/v7+9a6lubl8+bKpS7AYzFocZk1NyYGDBxHQ+14oFPoTsqr5W+k/PatVh06wd3HFgQOcsN9YeO8Qh1mLw6zFYM5ERERERERERERE5s/K0IYPte+N8xmJ+ObMIey++Ad8nTwwsl0v+Dh5ALixHOLMe0bho6Pf4/iVf3ApJxVqlbXRCifzMHfuXOzcuRPHjh1DcnIyOnXqhLfffrvW9lu2bNFZsrC4uBgxMTE4efIkBgwYgDVr1tR43urVq7F9+3Z5u6CgAH/++SfOnj2LcePGNegpWQ3RtWtXAMDevXsxceJEnWPHjh1DXl4eACA7OxvBwcFCaiorK9OZPJafny/kukRE1HxIkoT8vDzYOjnX+1yFQgFbJ2fk5uY2el1EREREREREREREREREzY3Bk7VcbB3w+sBJ+PnCSZxJTcDZtEvoF3CXPFkLADztnfHagMfww7mjiEm/jIrKCgC1P52Bmj6lUolJkybh2LFjAIDx48dDo9HU2n7fvn3Yt29fjcfS09Nx6tQpjBo1Su/YDz/8UGufV65cwZkzZ9CnT596Vl9/jz32GBYuXIivvvoKwcHBmDp1KhwdHbFnzx68/PLLUCgUkCSpzgwa27Jly7BkyRK9/XFxcbC3t0dQUBCuXbuGsrIy2NrawsvLS/6Le09PT0iShMzMTABAYGAgUlJSUFpaChsbG3h7e+PSpUsAAHd3dyiVSmRkZAAAAgICkJGRgeLiYqjVavj5+SE+Ph7AjWUp1Wo10tLSAAD+/v7Izs5GYWEhrKysEBgYiIsXLwIAXFxcYGNjg5KSEsTGxsLPzw/Xr19HQUEBVCoVgoKCcPHiRUiSBCcnJ9jb2yM5ORkA4OPjg4KCAuTl5UGhUCAkJARxcXGoqqqCg4MDnJ2dce3aNQCAt7c3iouL5ckEoaGhSEhIQEVFBezt7eHq6oqrV68CAFq1aoWysjLk5OQAAIKDg3HlyhVotVrY2dnB09MTiYmJAG4sf1lZWYmsrCwAQNu2bZGUlCTn3apVKzlDD48b98ub805NTUVJSQk0Gg18fHyQkJAg561SqZCenl5j3v7+/oiLi5Pz1mg0SE1NBQD4+fkhJydHzrtt27aIjY0FADg7O8Pe3l7e9vX1RW5uLgoKCqBUKhEcHKyTt4ODA5KSkgAArVu3RmFhoU7e8fHxqKyshIODA1xcXHQyLC0txfXr1wEAISEhuHTpkpy3m5sbrly5AuDGcj1arVbOOygoCFevXq0xb09PT1RVVcl51zVmPTw8oFAo5DHbpk0bpKWlyXn7+vrKY9bNzQ1WVlY6eWdmZqKoqAjW1tYICAiQ864eszfnXT1mb83bysoKBQUF8tP2fHx8kJ+fj/z8fDnv6jHr6OgIR0dHOe+6xuzt8g4ODkZiYiLKy8vRokULeHh46IzZiooKZGdny3k3hXvErXlLkv4TnqpV5897hOH3iIsXL954SqWLE1ooJLRS3cg3uVIBR6UEBwVQCSCzSoFAqyooAeRLQGGVAt4qCQ8OGQxnZ2ekpaXxHlGPe4SzszPs7Oz07hElJSWIi4vjPeIO7hGGvo9QqVSIjY3lPaIe7yNuHrP1eR/h4ODAe8Rtxqyh94i63kdUv6c25j3C2dkZRERERERERERERNRwCqmuTzvrUFquhUqphLWq5vle2opyXM3LRH5ZEbp5i3nCEImXlJSETp06IS8vD0qlEhqNBtHR0XpPlQoPD0dERAQ2bNiA8PBweX9lZSXS09Oxc+dOzJs3D4WFhThy5Aj69u0LABg4cCAOHz6MQ4cOYeDAgfJ55eXlSE5OxtatW/Hmm2/C2toaMTExCAwMNLj2qKgoDBo0CJMnT8bmzZsNPu+vv/7C6NGj5Q/6qvXs2ROurq7Ys2cPrl27Bh8fH4P7rM5n3759GDp0qMHnATU/WcvX1xd5eXlwdHSsV1+mlJOTA1dXV1OXYRGYtTjM2ng0Gg20Wq3efrVaXetStVS39h06osLZHYNfmFdrG2elhNwq3Yn4xXnX8c0LT+K/q1bh2WefNXaZFoH3DnGYtTjMWgzmTERERERERERERGT+lA090cZaXetELQBQW1kjyM2bE7WaMUmSEBYWhtzcXLz44ouYPXs2iouLERYWhsrKSoP6UKlU8Pb2xsyZM7Fq1SpUVVXhgw8+uO151X+hPm/ePLz++usoLi7G6tWr7/QlGaRbt264ePEiNm/ejAULFuDNN9/Etm3bcOLECaSkpMDGxgaenp5CagFuTFio/kv66q+mqPopEWR8zFocZk1NyYzp03D5j+Mozrteaxt3pf4c/9hD+2BtZa23PDA1HO8d4jBrcZi1GMyZiIiIiIiIiIiIyPwZvAwi0a1WrlyJgwcPIjg4GMuWLQMAbN++HSdOnMCKFSswf/78evXXu3dvAJCXtTH2eQ1RUVGBiooKaDQaTJ48WedYTk4Ozp8/jyFDhkCtVhu9FiIiosYUHh6O119/A+f3/IyeE54w6Jzy0hLEHtyNiRMfh4uLi5ErJCIiIiIiIiIiIiIiImr6GvxkLbJs58+fx4IFC6BUKrFhwwbY2trC1tYWX3zxBRQKBRYtWoSYmJh69ZmYmAgA8PLyEnJeQ6xcuRK2trb4+OOP9Y59/fXXqKqqwqhRo4xeR3NUnyUs6c4wa3GYNTUlLi4umDPnVUT/tBUJJ4/U2Cax4v+WQKzQanHgv8tRWVqMefNqXzqR6o/3DnGYtTjMWgzmTERERERERERERGT+OFmL6k2r1WLKlCkoKyvD7Nmz0a9fP/nYwIEDMX36dGi1WjzxxBPQarUG9VlYWIilS5cCQL2WUUpPT5eXTbz5vNTUVFy4cAFZWVkG93WrvLw8XLhwAVevXpX33XvvvQCAr776CkVFRfL+mJgYLF68GF5eXpg2bZpOPxcuXMCFCxdQXl7e4FosQUpKiqlLsBjMWhxmTU3NkiVLMHHiRBz85H38GbkZJfl5Ose9VBIkSUL6xX/x67I3kX7hHH784Qe0a9fORBU3T7x3iMOsxWHWYjBnIiIiIiIiIiIiIvPHZRCp3t566y1ER0cjNDQU7777rt7xFStWYNeuXThz5gyWLFmi02bLli2Ijo7WaZ+dnY29e/ciIyMDo0aNQnh4uF6fq1evxvbt2+VtSZKQlpaGPXv2IC8vD7NmzcKQIUPk4wsWLEBERAQWLVqExYsXN+h1btu2DU8++SQGDBiAqKgoAECvXr0wYcIEbN26Fe3atcOIESOQk5ODn3/+GQDw3Xffwc7OTqef9u3bAwAuX76MgICABtViCUpLS01dgsVg1uIwa2pqlEolvvrqKwQEBOCDDz/E2Z9/QJte/eEZ3A5W1mq08PXCT1+uR8bleLQJDMShgwfRp08fU5fd7PDeIQ6zFodZi8GciYiIiIiIiIiIiMwfJ2tRvRw5cgQffPABlEolNm7cCBsbG702jo6OWLduHUaNGoXly5dj9OjR8rF9+/Zh3759Ou2dnJxw1113YcmSJZg2bRpUKpVenz/88IPOtkKhgIuLC3r06IHp06fjsccea6RXeHtff/017r77bnz11VeIiIiAs7Mz7r//fixatAjdu3cXVkdzU9NYIuNg1uIwa2qKlEol3n33XbzyyivYsGED/vfZ5zh18ggqKirQ4sGR6NEhFC+s/QT3338/lEo+pNUYeO8Qh1mLw6zFYM5ERERERERERERE5k8hSZJk6iKIqPHk5+fDyckJeXl5cHR0NHU5BisvL4e1tbWpy7AIzFocZm08Go2mxqV21Wo1ysrKTFBR8yZJEiorKyFJEse0ALx3iMOsxWHWYjBnIiIiIiIiIiIiIvPHxyEQkVm4dOmSqUuwGMxaHGZNzYVCoYCVlRXHtCDMWRxmLQ6zFoM5ExEREREREREREZk/TtYiIiIiIiIiIiIiIiIiIiIiIiISgJO1iMgsuLu7m7oEi8GsxWHW1NxwTIvBnMVh1uIwazGYMxEREREREREREZH542QtIjILSiVvR6Iwa3GYNTU3HNNiMGdxmLU4zFoM5kxERERERERERERk/vibXCIyCxkZGaYuwWIwa3GYNTU3HNNiMGdxmLU4zFoM5kxERERERERERERk/jhZi4iIiIiIiIiIiIiIiIiIiIiISACFJEmSqYsgosaTn58PJycn5OXlwdHR0dTlGKysrAwajcbUZVgEZi0OszYejUYDrVart1+tVqOsrMwEFVkGjmkxmLM4zFocZi0GcyYiIiIiIiIiIiIyf3yyFhGZBS7ZIg6zFodZU3PDMS0GcxaHWYvDrMVgzkRERERERERERETmj5O1iMgsFBcXm7oEi8GsxWHW1NxwTIvBnMVh1uIwazGYMxEREREREREREZH5szJ1AUREwI2ly0gMZi0Oszae9u3bo7y8HABQXl4Oa2trAJD/S8bBMS0GcxaHWYvDrMVgzrWTJAnHjx/HwYMH8fvvvyMhIQFpaWkoLCyESqWCq6srXFxc4Ofnhz59+qBfv37o168fl5UkIiIiIiIiIiKiRqeQJEkydRFE1Hjy8/Ph5OSEvLw8ODo6mrocg1VWVkKlUpm6DIvArMVh1mIwZ3GYtRjMWRxmLQ6zFoM56yssLMTq1avx6aef4urVq/U6t2XLlnj22Wcxa9YseHh4GKlCIiIiIiIiIiIisjRcBpGIzEJ8fLypS7AYzFocZi0GcxaHWYvBnMVh1uIwazGYs67vvvsOgYGBWLBgQb0nagFAeno6Fi1ahJCQEHz//fdGqJCIiIiIiIiIiIgsESdrEREREREREVGzUV5ejhkzZuDxxx9HZmZmre00Gg18fX0RFBQENzc3KJU1/4okNzcX48ePx4svvmiskomIiIiIiIiIiMiCWJm6ACIiAHB1dTV1CRaDWYvDrMVgzuIwazGYszjMWhxmLQZzvjFRa+zYsdi5c6feMYVCgVGjRuGRRx7BiBEj0KpVK53jhYWFOH36NH788Uds2rQJubm5Osc/+eQTWFtb48MPPzTmSyAiIiIiIiIiIqJmjk/WIiKzoFarTV2CxWDW4jBrMZizOMxaDOYsDrMWh1mLwZyBadOm1ThRq3fv3jh58iR27NiBp556Sm+iFgDY29tjwIABWLVqFRISEjB58mS9Nh999BE+/fRTo9ROREREREREREREloGTtYjILKSlpZm6BIvBrMVh1mIwZ3GYtRjMWRxmLQ6zFsPSc/7ss8+wadMmvf1PPvkkjh49invuucfgvlxdXbF582bMnz9f79i8efOQmJh4J6USERERERERERGRBeNkLSIiIiIiIiJq0pKTkzFnzhy9/bNmzcKXX34JlUrVoH6XLVuGhx9+WGdfYWEhXn/99Qb1R0RERERERERERKSQJEkydRFE1Hjy8/Ph5OSEvLw8ODo6mrocg5WWlsLGxsbUZVgEZi0OsxaDOYvDrMUwZc5lZWX48ccfsX//fly/fh0ajQaBgYEIDw9HcHCwSWoyJo5pcZi1GJac81NPPYUNGzbo7Lvrrrtw+vTpO14eMj09HYGBgSguLpb3qdVqXLt2DZ6ennfUNxEREREREREREVkePlmLiMxCdna2qUuwGMxaHGYtBnMWh1mLYYqci4uL8eabb8LH1w+TJk3CzsMn8XtiFn47n4iPV69FSEgI7h8+HEePHhVemzFxTIvDrMWw1JyvXbuGr776SmefQqHAxo0b73iiFgC0bNkSTz/9tM4+rVaLbdu23XHfREREREREREREZHk4WYss0saNG6FQKBAeHl5nu8WLF0OhUGDx4sUAgKioKCgUCoO+EhMT61VT//790b9//4a9oGagsLDQ1CVYDGYtDrMWgzmLw6zFEJ1zdnY2BgwciPc/+BAePYfj4VW78OD72zD0zS8wbHEExqw7jP4vLEd0QjIGDhqEzZs3C63PmDimxWHWYlhqzl9++SUqKip09g0cOBDdu3dvtGtMnDhRb9/p06cbrX8iIiIiIiIiIiKyHFamLoCoKWrdujXGjRtXZ5v6LEEYHR2N48ePo2/fvndaWpNlZcXbkSjMWhxmbTz5+fnyv0tKSnS2m9ISsE0Nx7QYInMuKSnBqIcewj8XEzD87a/h1vYu/Xo0Nmg78BG06T8SJ/63EGFhYXB2dsaoUaOE1WksHNPiMGsxLDXnrVu36u2bPn16o16jd+/e2L59OyRJkvdxCUQiIiIiIiIiIiJqCMv8TS7RHQoKCsLKlSvvqI+MjAycOXMGR48exdq1a3V+6W+JAgMDTV2CxWDW4jBr4/Hw8IBWq9Xbr1arUVZWZoKKLAPHtBgic163bh3++ONPDH9nS40TtW6mtLJGn2feQVn+dTw9bTquXb3SKMuLmRLHtDjMWgxLzDkpKQn//POPzj5ra2s88sgjjXodhUKBhx9+uFH7JCIiIiIiIiIiIsvEZRCJTOT999/H/fffj6VLlyIrK8vU5ZjcxYsXTV2CxWDW4jBram44psUQlXNVVRVWr10L/z7D4RHc2aBzlCoVuk5+BRnpadi+fbtxCxSAY1ocZi2GJeb8+++/6+3r0KEDbG1tTVANERERERERERER0e1xshaRiYSFhSEyMhKRkZFYu3atqcshIiIiC3PgwAFcio9HyPCJ9TrPxS8ErTr2xOo1fP9CRKYXExOjt6979+4mqISIiIiIiIiIiIjIMFwGkchEOnXqhE6dOgEAEhMTTVuMGXBxcTF1CRaDWYvDrKm54ZgWQ1TOJ0+ehJ2TKzzb1X9Sg889Q3Hy6w8hSRIUCoURqhODY1ocZi2GJeZ89epVvX0dOnQwQSVEREREREREREREhuFkLbJov//+O2bPnl3r8ZMnT9a4Pz4+vs7zFi5cCFdX1zuszjBlZWUoKyuTt/Pz84Vct7HZ2NiYugSLwazFYdbU3HBMiyEq57y8PGjsHRs02Upj74xyrRZarRYajcYI1YnBMS0OsxbDEnPOzMzU22eJk9aIiIiIiIiIiIio6eBkLbJo//77L/799996n5ecnIxVq1bVenz27NnCJmstW7YMS5Ys0dsfFxcHe3t7BAUF4dq1aygrK4OtrS28vLxw+fJlAICnpyckSZI/4AgMDERKSgpKS0thY2MDb29vXLp0CQDg7u4OpVKJjIwMAEBAQAAyMjJQXFwMtVoNPz8/xMfHAwBcXV2hVquRlpYGAPD390d2djYKCwthZWWFwMBAXLx4EcCND1JsbGwQExMDd3d3+Pn54fr16ygoKIBKpUJQUBAuXrwISZLg5OQEe3t7JCcnAwB8fHxQUFCAvLw8KBQKhISEIC4uDlVVVXBwcICzszOuXbsGAPD29kZxcTFyc3MBAKGhoUhISEBFRQXs7e3h6uoq/1V+q1atUFZWhpycHABAcHAwrly5Aq1WCzs7O3h6espPQ2vZsiUqKyuRlZUFAGjbti2SkpLkvFu1aiVn6OHhAQA6eaempqKkpAQajQY+Pj5ISEiQ81apVEhPT68xb39/f8TFxcl5azQapKamAgD8/PyQk5Mj5922bVvExsYCAJydnZGeni5/sO7r64vc3FwUFBRAqVQiODhYJ28HBwckJSUBAFq3bo3CwkKdvOPj41FZWQkHBwe4uLjoZFhaWorr168DAEJCQnDp0iU5bzc3N1y5cgUA4OXlBa1WK+cdFBSEq1ev1pi3p6cnqqqq5LzrGrMeHh5QKBTymG3Tpg3S0tLkvH19feUx6+bmBisrK528MzMzUVRUBGtrawQEBMh5V4/Zm/OuHrO35l1YWIiQkBCkpKTIYzY/Px/5+fly3tVj1tHREY6OjnLedY3Z2+UdHByMxMRElJeXo0WLFvDw8NAZsxUVFcjOzpbzbgr3iFvzliQJtanOn/eIht0j7Ozs5DF76z2iqqoKaWlpvEc00j3i1ryr7xGXLl2Cp6en0e8Rbdu2RY/OHaFGBdoobhxLkxxghSq4K4oAAHGSG/wUedCgAsWwRprkgEBFDtx8HJAZGorCwkI5f3O6Rxj6PuLixYtwcHDgPaKR7hF1vY/QarXw8PDgPaIR7hF1vY+ofk9tzPcRzs7OMCclJSV6+xwdHU1QCREREREREREREZFhFFJdn3YSNVMbN27Ek08+ibCwMGzcuLHWdosXL8aSJUuwaNEiLF68GFFRURg0aBAGDBiAqKioRqsnMTERbdq0Qb9+/XD06NF6nVvTk7V8fX2Rl5fXpD6kiI2NRWhoqKnLsAjMWhxmbTwajQZarVZvv1qt1rknUuPimBZDVM7ffvstJk6ciEdW7YKTT9t6nXv4gxdhm5+Ef86dM1J1YnBMi8OsxbDEnIcOHYoDBw7o7Nu7dy+GDRtmooqIiIiIiIiIiIiI6qY0dQFEdGc0Go38l/TVX02Rn5+fqUuwGMxaHGZNzQ3HtBiicn700Ufh6uaO2L3f1uu84px0XP19P5595hkjVSYOx7Q4zFoMS8zZ1tZWb19FRYUJKiEiIiIiIiIiIiIyDCdrEZFZqF52hYyPWYvDrKm54ZgWQ1TOGo0GM6ZPw+Wo7SjKTjf4vHM/rYdGY4MnnnjCiNWJwTEtDrMWwxJzbtGihd6+vLw8E1RCREREREREREREZBhO1iIis1BQUGDqEiwGsxaHWVNzwzEthsicZ8+eDTcXJxz6zwyU5GXftv2FX7/Gvz9HYMniRXBychJQoXFxTIvDrMWwxJy9vb319uXm5oovhIiIiIiIiIiIiMhAnKxFZGRZWVm4cOECUlNTTV2KWVOpVKYuwWIwa3GYNTU3HNNiiMy5ZcuW2P3rLiiLr2PP648h4fBPqNSW6bXLvRaP42vfwKkvluKll17CnDlzhNVoTBzT4jBrMSwx55qWfrx48aIJKiEiIiIiIiIiIiIyjJWpCyBq7lavXo0lS5YgLCwMGzduNHU5ZisoKMjUJVgMZi0Os6bmhmNaDNE533XXXfj91ElMnzED+/87D6c3LoNvr/th4+SGyvIy5CTEIPXc7/DwbIlPPvkEzz33HBQKhdAajYVjWhxmLYYl5tyxY0e9fX/++adRrjVr1iycOHFC3lYqlThx4gQ0Go1RrkdERERERERERETNE5+sRURmgX/9Lg6zFodZU3PDMS2GKXIOCAjAvr17ERsbi5lPhUGVfA4Zx7ej6OwhtG/pgG+++QZJ167i+eefbzYTtQCOaZGYtRiWmHOPHj307kt//fUXtFpto16nsrIS33zzDc6cOSN/FRQUcKIWERERERERERER1ZtCkiTJ1EUQUePJz8+Hk5MT8vLy4OjoaOpyDBYbG4vQ0FBTl2ERmLU4zNp4NBpNjR/CqtVqlJXpL+FGjYNjWgzmLA6zFodZi2GpOXfv3h1//fWXzr7IyEiMGzeu0a5x8OBBDBkyRGffhAkT8N133zXaNYiIiIiIiIiIiMgy8MlaRGQWnJycTF2CxWDW4jBram44psVgzuIwa3GYtRiWmvOjjz6qt+/LL79s1Gt8/fXXevseeuihRr0GERERERERERERWQZO1iIis2Bvb2/qEiwGsxaHWVNzwzEtBnMWh1mLw6zFsNScn3jiCahUKp19u3fvxqlTpxql/7S0NL3JWi1atKhxkhgRERERERERERHR7XCyFhGZheTkZFOXYDGYtTjMmpobjmkxmLM4zFocZi2Gpebs7++PMWPG6OyTJAmzZs1CZWXlHfc/f/58vWWWn3zySbRo0eKO+yYiIiIiIiIiIiLLw8laRERERERERNSkvfvuu1Cr1Tr7/v77b7z00kt31G9kZCQiIiJ09jk5OWHRokV31C8RERERERERERFZLk7WIiKz4OPjY+oSLAazFodZU3PDMS0GcxaHWYvDrMWw5JyDg4Pxxhtv6O1fs2YNXn31VVRVVdW7z927d2Pq1Kl6+5ctWwZ3d/cG1UlERERERERERETEyVpEZBYKCgpMXYLFYNbiMGtqbjimxWDO4jBrcZi1GJae85tvvonhw4fr7f/oo4/Qp08fnD592qB+SkpKsHDhQowaNQqlpaU6x5588knMmjWrzvMXL14MhUKh8xUeHm7w6yAiIiIiIiIiIqLmjZO1iMgs5OXlmboEi8GsxWHW1NxwTIvBnMVh1uIwazEsPWelUonvv/8e9957r96x33//HT179kTfvn2xfPlynDhxAomJiSguLoZWq0VKSgr27duHuXPnwt/fH2+//TYqKyt1+hg2bBg+/fRTUS+HiIiIiIiIiIiImikrUxdARAQACoXC1CVYDGYtDrOm5oZjWgzmLA6zFodZi8GcAXt7e+zevRsvvPACvvzyS51jkiThxIkTOHHiRL37nTp1Kj7//HOo1erGKpWIiIiIiIiIiIgsFJ+sRURmISQkxNQlWAxmLQ6zpuaGY1oM5iwOsxaHWYvBnG+ws7PD+vXrERkZiZYtW95RX15eXti8eTMiIiI4UYuIiIiIiIiIiIgaBSdrEZFZiIuLM3UJFoNZi8OsqbnhmBaDOYvDrMVh1mIwZ13jxo1DYmIi/ve//6Fdu3b1Ord9+/b4+OOPERcXh8mTJxupQiIiIiIiIiIiIrJEXAaRiMxCVVWVqUuwGMxaHGZNzQ3HtBjMWRxmLQ6zFoM567OxscGMGTMwY8YMXLp0CVFRUTh16hTS09ORnZ2NgoICaDQauLm5ISAgAF26dMF9992H9u3bN/iaixcvxuLFixvvRRAREREREREREVGzwslaRGQWHBwcTF2CxWDW4jBr45k4cSIqKioAACUlJbC1tQUAWFnxrY0xcUyLwZzFYdbiMGsxmHPdAgMDERgYiKeeesrUpRAREREREREREZEFU0iSJJm6CCJqPPn5+XByckJeXh4cHR1NXY7BiouLYWdnZ+oyLAKzFodZi8GcxWHWYjBncZi1OMxaDOZMREREREREREREZP6Upi6AiAgArl27ZuoSLAazFodZi8GcxWHWYjBncZi1OMxaDOZMREREREREREREZP44WYuIiIiIiIiIiIiIiIiIiIiIiEgATtYiIrPg7e1t6hIsBrMWh1mLwZzFYdZiMGdxmLU4zFoM5kxERERERERERERk/jhZi4jMQnFxsalLsBjMWhxmLQZzFodZi8GcxWHW4jBrMZgzERERERERERERkfnjZC0iMgu5ubmmLsFiMGtxmLUYzFkcZi2GKXJOSEjAvHnz0L//vejU+W706dsPM2bMwOnTp4XXIhLHtDjMWgzmTERERERERERERGT+OFmLiIiIiMhCxcbGYvgDDyAoKAifrP4MiSmOKCxvj+RMD3zz3c/o0aMHeva8B4cPHzZ1qURERERERERERERERM0CJ2s1Q8XFxQgJCYFCoUBYWFit7VauXAmFQoHWrVsjJycH4eHhUCgUNX65uLhg0KBB2Llzp14/AwcOrPEcpVIJd3d3jBw5EseOHWvQa5EkCb6+vpgyZUqDzq82ZcoU+Pj41Nnm7NmzGDt2LLy9vWFjY4OgoCDMmzevwUuJ9O/fH/379zeo7f79+6FQKLB///4GXas5CA0NNXUJFoNZi8OsxWDO4jBrMUTlfPLkSfTq1QcnT8Xi7v7vYMj4g+gx6AN06bsQ3e5bhkFj9uCeIZ/g8rVyDB06DN99952QukTimBaHWYvBnImIiIiIiIiIiIjMn5WpC6DGZ2dnh02bNqF///7YtGkTJkyYgJEjR+q0SUhIwBtvvAEAWL9+PVxdXeVjw4YNQ4cOHeTtkpISxMXFISoqClFRUYiIiMDUqVP1rjt27FidCVFFRUWIiYnBrl27sHfvXuzZsweDBw+u12vZsWMHkpKS6nXOrVJSUrB9+3Y4OzvX2ubo0aO4//77UVlZiZEjR8LR0RFRUVFYsWIF4uLisG3btnpdMzo6GsePH0ffvn0Nar9mzZp69d8cJSQkoG3btqYuwyIwa3GYtRjMWRxmLYaInOPj4zFixEhY27bBPUPWwlrjqNdGqbRCK/8haOl7H6KPvInJk6fAw8Oj3u/nzBnHtDjMWgzmTERERERERERERGT+OFmrmerduzdee+01/Oc//8HMmTNx7tw5ebKSJEl4+umnUVxcjJkzZ+KBBx7QOXfSpEkIDw/X6zMyMhITJkzAG2+8UeNkreeffx4DBw7U279ixQrMmzcPCxcuNOjDvaSkJJw5cwaHDh3CunXrDHq9t8rNzUV0dDROnTqFTz/9FEVFRbVO1tJqtZg4cSKUSiUOHz6Mnj17AgAKCgowbNgwbN++HceOHUO/fv3qvGZGRgbOnDmDo0ePYu3atZAkqda2kiQhOjoaZ8+exdatW7Fr164Gvc7mpKKiwtQlWAxmLQ6zFoM5i8OsxRCR81tvLURFlS36DFlT40StmymV1rj73ndQUpyKF1+cjZiYM1AoFEavUQSOaXGYtRjMmYiIiIiIiIiIiMj8cbJWM7Zo0SL88ssvOHPmDF5++WVs2LABALB27VocPnwYgYGB+OCDDwzub/z48XB1dUVSUhKysrLg7u5u0HnPPPMM5s2bh+joaIPaz549Gz/88IPBddVk8+bNeOGFFwxqu2XLFiQlJeGdd96RJ2oBgIODA+bOnYuwsDCcOHHitpO13n//fXz44YcGXbOoqAjdunUzqK2lsLe3N3UJFoNZi8Osjefw4cPypNjMzEykpqYCABQKBQYMGGDK0po1jmkxjJ1zeno6vv/+e7Tr9grUGieDzlEqrRHceSZO7JmO48eP3/Z9UVPBMS0OsxaDORMRERERERERERGZP07WasbUajW++uor9OjRAxs3bsSECRPQvn17zJ8/H0qlEhEREfX6Zb4kSaisrIRKpYKjY91PYLhZeXk5AOgstViXOXPm4PHHHwcAnD9/HosXLzb4WtVGjBiByMhIeXv8+PG1tq1+qtWUKVP0jo0dOxZjx4416JphYWHo3bs3gBsTB5599tla29ra2urUt2bNGkRFRRl0nebK0PFBd45Zi8Osjef++++HVqvV269Wq1FWVmaCiiwDx7QYxs55w4YNgEIF3+BH6nWeh3cfODr7Y+3aT5vNZC2OaXGYtRjMmYiIiIiIiIiIiMj8cbJWM9epUycsXboU8+fPx/Tp0xEUFITCwkLMnTsX/fv3r1df69evR15eHsaPHw+1Wm3weR999BEAyBOwbqd6whMAg5/edau2bduibdu2BrU9duwY3Nzc4O/vjzNnzuDXX3/F9evX0aZNGzz66KNo2bKlQf106tQJnTp1AgAkJibW2ValUmHcuHHy9s8//2zQNWpSVlamMzEhPz+/wX2Z0tWrVxEaGmrqMiwCsxaHWVNzwzEthrFzjo6OhotHZ4OfqlVNoVDCrVU//PV3tHEKMwGOaXGYtRjMmYiIiIiIiIiIiMj8cbKWBZg7dy527tyJY8eOITk5GZ06dcLbb79da/stW7boLFlYXFyMmJgYnDx5EgMGDMCaNWtqPG/16tXYvn27vF1QUIA///wTZ8+exbhx4xr0hCxjq6ysRGpqKkJDQ/HKK69g5cqV8rJaAPDqq69izZo1CA8PN12Rt7Fs2TIsWbJEb39cXBzs7e0RFBSEa9euoaysDLa2tvDy8sLly5cBAJ6enpAkCZmZmQCAwMBApKSkoLS0FDY2NvD29salS5cA3Jg4p1QqkZGRAQAICAhARkYGiouLoVar4efnh/j4eAA3/qJfrVYjLS0NAODv74/s7GwUFhbCysoKgYGBuHjxIgDAxcUFNjY2yMrKAgD4+fnh+vXrKCgogEqlQlBQEC5evAhJkuDk5AR7e3skJycDAHx8fFBQUIC8vDwoFAqEhIQgLi4OVVVVcHBwgLOzM65duwYA8Pb2RnFxMXJzcwEAoaGhSEhIQEVFBezt7eHq6oqrV68CAFq1aoWysjLk5OQAAIKDg3HlyhVotVrY2dnB09NTnpDXsmVLVFZWyvW3bdsWSUlJct6tWrWSM/Tw8AAAnbxTU1NRUlICjUYDHx8fJCQkyHmrVCqkp6fXmLe/vz/i4uLkvDUajbwMnJ+fH3JycuS827Zti9jYWACAs7MzysrK5G1fX1/k5uaioKAASqUSwcHBOnk7ODggKSkJANC6dWsUFhbq5B0fH4/Kyko4ODjAxcVFJ8PS0lJcv34dABASEoJLly7Jebu5ueHKlSsAAC8vL2i1WjnvoKAgXL16tca8PT09UVVVJedd15j18PCAQqGQx2ybNm2QlpYm5+3r6yuPWTc3N1hZWenknZmZiaKiIlhbWyMgIEDOu3rM3px39Zi9Ne/CwkIUFBQgJSVFHrP5+fnIz8+X864es46OjnB0dJTzrmvM3i7v4OBgJCYmory8HC1atICHh4fOmK2oqEB2dracd1O4R9ya98336ltV5897RMPuEXZ2dvKYvfUeAYD3CDTePeLWvKvvEVlZWUa9RxQVFWHwoD4IDclGfqE1UrPsEBqQBwC4ltYC1lZV8HIvAQCci3dBkG8+bDSVKCy2xmVHZ/Ts1BexsbFmfY+oz/uI2NhY3iMa6R5R1/sIrVaLtLQ03iMa4R5R1/uI6tdmzPcRzs7OICIiIiIiIiIiIqKGU0h1fdpJzcbatWvx3HPPAQCWLl2Kt956S69NeHg4IiIi6uynXbt2WLFiBUaNGiXvGzhwIA4fPlzneT179sSqVavQp0+fetUdFRWFQYMGYfLkydi8eXO9zr2ZQqFA69at5Q+LqmVnZ8Pd3R0KhQK2trZ477338Nhjj8HOzg67du3CtGnTUFhYiKioKNx3330GXy8xMRFt2rRBv379cPTo0du2r85+3759GDp0aL1eW01P1vL19UVeXl69lqs0tfz8/CZVb1PGrMVh1saj0Wi4DKIJcEyLYeycJ06ciAO/JaDvA3W/76vJmeNvw1YZg3/OxxihMvE4psVh1mIwZyIiIiIiIiIiIiLzpzR1AWR8SUlJeOONN6BQKKBSqfDee+/Jf9ldkw0bNkCSJPmroqICycnJWLduHVJSUvDwww/j+PHjeucdOnRI5zytVovLly9j+fLliI6OxtChQ+W/VDcXpaWlAABJkrB8+XK88MIL8PT0hL29PSZMmIBFixZBkqRanyZmDjQajfyX9NVfTREnV4jDrMVh1tTccEyLYeycu3fvjpz0MygrvV6v86SqSmSnHkHPHt2NVJl4HNPiMGsxmDMRERERERERERGR+eNkrWZOkiSEhYUhNzcXL774ImbPno3i4mKEhYWhsrLSoD5UKhW8vb0xc+ZMrFq1ClVVVfjggw9ue171kh/z5s3D66+/juLiYqxevfpOX1KjcnBwkP89ZswYvePjx48HAJw/f15YTZaqeukaMj5mLQ6zpuaGY1oMY+ccHh4OlUqBq3E/1uu8jOSjKMhLwnPPPWukysTjmBaHWYvBnImIiIiIiIiIiIjMHydrNXMrV67EwYMHERwcjGXLluHtt99G27ZtceLECaxYsaLe/fXu3RsAcPHiRSHnGZujoyPc3NwAAPb29nrHq/dxtVAiIiJqLtzd3fHYY4/hyoXNKCsxbGJHZaUWcWfXocvdXdGzZ08jV0hERERERERERERERNR8cbJWM3b+/HksWLAASqUSGzZsgK2tLWxtbfHFF19AoVBg0aJFiImJqVefiYmJAAAvLy8h54nQv39/AMDJkyf1jv3xxx8AgC5dugityRIFBwebugSLwazFYdbU3HBMiyEi57ffXgo7G+D3A8/cdsJWZUUZ/vptHgquX8Ca1Z9AoVAYvT5ROKbFYdZiMGciIiIiIiIiIiIi88fJWs2UVqvFlClTUFZWhtmzZ6Nfv37ysYEDB2L69OnQarV44oknoNVqDeqzsLAQS5cuBQBMnDjR4FrS09PlZRNvPi81NRUXLlxAVlaWwX3dKi8vDxcuXMDVq1cb3MesWbMAAHPmzEF6erq8//r163jjjTd02gBAVlYWLly4gNTU1AZfk/RduXLF1CVYDGYtDrOm5oZjWgwROfv7+2PPnl+hrMrA0V8ew6V/NqNcW6DTprJSi2sJO3Fs1yRkp/yGyMitOu8pmwOOaXGYtRjMmYiIiIiIiIiIiMj8WZm6ADKOt956C9HR0QgNDcW7776rd3zFihXYtWsXzpw5gyVLlui02bJlC6Kjo3XaZ2dnY+/evcjIyMCoUaMQHh6u1+fq1auxfft2eVuSJKSlpWHPnj3Iy8vDrFmzMGTIEPn4ggULEBERgUWLFmHx4sUNep3btm3Dk08+iQEDBiAqKqpBfQwfPhxz5szBBx98gI4dO2Lw4MFQq9U4dOgQUlJS8Nprr+Hee+/VeZ1LlixBWFgYNm7c2KBrkj5DJw3SnWPW4jBram44psUQlXPXrl3x++8nMXfuPGzfvhwX/loJN69esFY7oqK8GLmZp1FSnIOBAwdj+fKNuOeee4TUJRLHtDjMWgzmTERERERERERERGT+OFmrGTpy5Ag++OADKJVKbNy4ETY2NnptHB0dsW7dOowaNQrLly/H6NGj5WP79u3Dvn37dNo7OTnhrrvuwpIlSzBt2jSoVCq9Pn/44QedbYVCARcXF/To0QPTp0/HY4891kivsPGtWLECPXv2xMcff4yff/4ZKpUKnTt3xooVKzBp0iRTl2cR7OzsTF2CxWDW4jBram44psUQmXObNm3w/feRSE5OxhdffIGTJ08hNy8Tjg4O6PDoVMyYMQPt27cXVo9oHNPiMGsxmDMRERERERERERGR+VNIkiSZuggiajz5+flwcnJCXl4eHB0dTV2OwcrKyqDRaExdhkVg1uIwa+PRaDQ1Pj1ErVajrKzMBBVZBo5pMZizOMxaHGYtBnMmIiIiIiIiIiIiMn9KUxdARAQAiYmJpi7BYjBrcZg1NTcc02IwZ3GYtTjMWgzmTERERERERERERGT+OFmLiIiIiIiIiIiIiIiIiIiIiIhIAE7WIiKz0LJlS1OXYDGYtTjMmpobjmkxmLM4zFocZi0GcyYiIiIiIiIiIiIyf5ysRURmobKy0tQlWAxmLQ6zpuaGY1oM5iwOsxaHWYvBnImIiIiIiIiIiIjMHydrEZFZyMrKMnUJFoNZi8OsqbnhmBaDOYvDrMVh1mIw5+ajoqICq1atQqdOnWBnZ4dWrVph8uTJiI2NrXdfkiTB19cXU6ZMqbVNUVERlixZgtDQUNja2sLX1xczZ85Eampqje3PnTuHcePGoVWrVrC3t0fXrl2xevVqSJJU7/qIiIiIiIiIiIgsDSdrERERERERERGZCUmSEBYWhtmzZ6OoqAhTpkxBr169sHXrVtxzzz04c+ZMvfrbsWMHkpKSaj1eVlaGUaNGYfHixVCr1Zg6dSrat2+Pzz//HN27d0dycrJO+9OnT6Nv377Yvn07evbsiUmTJqGwsBAvvPACwsPDG/KSiYiIiIiIiIiILIpC4p89EjUr+fn5cHJyQl5eHhwdHU1djsEqKipgZWVl6jIsArMWh1kbj0ajgVar1duvVqtRVlZmgoosA8e0GMxZHGYtDrMWgzk3Dz/++CPGjh2LPn364MCBA7C1tQUA7Nq1CyNHjkSXLl0QHR1dZx9JSUk4c+YMDh06hHXr1qGoqAiTJ0/G5s2b9dp+9NFHePXVVzFmzBhs3boVKpUKALB27Vo899xzePjhh7F9+3YANyaSde3aFWfOnMG2bdvwyCOPALgx4Wvo0KE4evSozn4iIiIiIiIiIiLSxydrEZFZqOsvvalxMWtxmDU1NxzTYjBncZi1OMxaDObcPHz88ccAgPfff1+eqAUADz74IHr27IkzZ87g2LFjdfYxe/ZsjBo1Ch9++CGKiopuez2lUomPP/5YnqgFAM888wxatmyp82SugwcP4syZMxgyZIjOhCyNRoMFCxYAANasWVOv10tERERERERERGRpOFmLiMwCn4QjDrMWh1lTc8MxLQZzFodZi8OsxWDOTV9xcTFOnToFV1dX9OvXT+/4wIEDAdyYNFWXOXPmIDIyEpGRkVi8eHGt7S5evIikpCR06dIFfn5+OseUSiXuu+8+SJKEQ4cOAQAOHDgAABg9erReX/3794dKpcKRI0dQXl5eZ31ERERERERERESWjOsjEJFZuPkvxsm4mLU4zJqaG45pMZizOMxaHGYtBnNu+s6cOYPy8nJ07NgRCoVC73iHDh0AALGxsXX207t3b/nf7u7utbY7ffo0AOCuu+6q8fit16urvaOjI3x8fHDlyhVcuXIFQUFBddZ4K0mSUFBQAAcHhxpfOxERERERERERUXPBJ2sRkVlo1aqVqUuwGMxaHGZNzQ3HtBjMWRxmLQ6zFoM5N31ZWVkAAC8vrxqPu7i4AACys7NNcr3GrK+srAz5+fnyV3JyMpycnFBQUFC/F0FERERERERERNTENNpkrfziCvx4Mg1rdl3Blt9ScCWzpLG6JiILcOnSJVOXYDGYtTjMmpobjmkxmLM4zFocZi0Gc2768vLyAAA2NjY1Hre3tweARltmsL7Xa8z6li1bBicnJ/nL19e3fsUTERERERERERE1UfVaBvGP+Dx8/VsKLqcXw97GCvd2cEHYoNZIzCjBm1suoqi0EpJ0o+1Xh1MwoZ8XnhzsY4y6iYiIiIiIiIiaFbVaDQAoLi6u8XhZWRkAwM7OziTXa8z6FixYgFdeeUXezs/P54QtIiIiIiIiIiKyCAZP1vojPg8Lv4lDVZUERzsrlGgrse1kOhIzSnC9sBzacglTB7ZGiHcLZORp8ePJNHx3NBVtW9rhvo6uxnwNRNQMeHh4mLoEi8GsxWHWxvP++++jsrISwI0PC6s/EFSpVKYsq9njmBaDOYvDrMVh1mIw56bP09MTAHD9+vUaj1cvQ9i6dWuTXM/T0xP//vtvo9Sn0Wig0WjqXTMREREREREREVFTZ/Bkre+OpkKpABY+How+oc4AgIMx2Xh/241lFp4d4Y/RPT3l9vd2cMHTa2Kw888MTtYiIiKiRvXSSy/J/87JyYGrK99rEBERUdPXoUMHAEBMTEyNx2NjYwEAXbp0adTrnT171qDrdejQAYcPH8bZs2dx77336rQtKSnBtWvX4OXlhZYtWzZKfURERERERERERM2R0tCGCWnFuLuNozxRCwAGd3JDJ38HAMC97V102jvYWqFHkBMupdX8aHwioptlZmaaugSLwazFYdZiMGdxmLUYzFkcZi0OsxaDOTd9np6euPvuu5GZmYnTp0/rHd+1axcUCgUeeOCBRrle9+7d4ebmhujoaKSnp+sc02q1OHDgAOzt7eWJWcOHDwcA7N69W6+vvXv3oqKiAiNGjGiU2oiIiIiIiIiIiJorgydrFZdVopWL/uPp/dxtAQAu9tZ6xxxsrFBUVnkH5RERERERERERWY4XX3wRADB37lyUl5fL+9euXYvo6GiMGTMGAQEBAIDU1FRcuHBBXn6wvlQqFZ577jlUVFRgzpw5kCRJPvbWW28hPT0dM2fORIsWLQAAI0eORGBgIH755Rfs3btXbpudnY0FCxZApVLpPAGViIiIiIiIiIiI9Bk8WQsArFQKg/YREdVXYGCgqUuwGMxaHGYtBnMWh1mL0Rg5FxUV4YsvvkDvXn3g4dESTo4u8PdrgxkzZiA6OvrOi2wmOKbFYdZiMOfmITw8HKNHj8ahQ4dw1113YebMmRg6dCiee+45+Pn5YdWqVXLbBQsWoH379li9enWDr/f666+jR48e2Lx5M7p3745nnnkGvXv3xvvvv48uXbpg8eLFclsrKyts2rQJGo0GI0eOxNixY/H000+jQ4cO+Pfff7F48eJGW6KRiIiIiIiIiIiouarXZC0iImNJTU01dQkWg1mLw6zFYM7iMGsx7iRnSZLw3nvvoVWr1pgxYwbSL6vRxmEcOrYMhwvuxXdf70DXrl3Rp3dfXLx4sRGrbpo4psVh1mIw5+ZBoVDghx9+wLJlywAAERERuHDhAqZPn44TJ06gdevWjXo9jUaDw4cPY968ecjJycHGjRuRnp6OOXPm4PDhw7C3t9dp369fP5w4cQIjRoxAVFQUvvvuOwQEBOCbb77Bm2++2ai1ERERERERERERNUecrEUoLi5GSEgIFAoFwsLCam23cuVKKBQKtG7dGjk5OQgPD4dCoajxy8XFBYMGDcLOnTv1+hk4cGCN5yiVSri7u2PkyJE4duxYg16LJEnw9fXFlClTGnR+tSlTpsDHx6fONmfPnsXYsWPh7e0NGxsbBAUFYd68eSguLjb4OgUFBVi0aBHatWsHGxsbuLu74+GHH8aZM2fuqP6mqKSkxNQlWAxmLQ6zFoM5i8OsxWhozpIkYfr06ViwYAHaOI/C5D678GDn1egZ+Ay6+j+FfiFzManXr3ig08e4+E8aevfqi7///ruRq29aOKbFYdZiMOfmw8rKCvPnz0dsbCxKS0uRlJSEzz77DN7e3jrtNm7cCEmSdJ5+dauBAwdCkiRs3ry51jZ2dnZYvnw5EhMTUVpaisuXL2PFihVwcnKqsf3dd9+NHTt2IDs7G4WFhTh16hQef/zxBr1WIiIiIiIiIiIiS2NVn8ZH/rmOhDTdiSgpOWUAgLkRF/TaVx8j82ZnZ4dNmzahf//+2LRpEyZMmICRI0fqtElISMAbb7wBAFi/fj1cXV3lY8OGDUOHDh3k7ZKSEsTFxSEqKgpRUVGIiIjA1KlT9a47duxYnQlRRUVFiImJwa5du7B3717s2bMHgwcPrtdr2bFjB5KSkup1zq1SUlKwfft2ODs719rm6NGjuP/++1FZWYmRI0fC0dERUVFRWLFiBeLi4rBt27bbXqeoqAjDhg3DqVOn0K1bN4SFheHChQvYsWMHoqKicO7cOfj6+t7Ra2lKNBqNqUuwGMxaHGYtBnMWh1mL0dCcly5divXr12Nwh7fRrtXDNbZRKq0Q6DkE3i498cvZmXhg+IP4O/q03of/loJjWhxmLQZzJiIiIiIiIiIiIjJ/9ZqslZWvRVa+tsZjZxMLatyvUNS/KBKvd+/eeO211/Cf//wHM2fOxLlz5+TJSpIk4emnn0ZxcTFmzpyJBx54QOfcSZMmITw8XK/PyMhITJgwAW+88UaNk7Wef/55DBw4UG//ihUrMG/ePCxcuNCgyVpJSUk4c+YMDh06hHXr1hn0em+Vm5uL6OhonDp1Cp9++imKiopqnayl1WoxceJEKJVKHD58GD179gRw4ylZw4YNw/bt23Hs2DH069evzmsuWbIEp06dwrx587B8+XJ5f/XrX7p0KT7//PMGvZ6m6HZPMqPGw6zFYdZiMGdxmLUYDck5Ozsby5a9h27+T9c6UetmNtaOGHHXanz3xyNYuXIl3n///YaU2uRxTIvDrMVgzkRERERERERERETmz+DJWpte6mzMOsgMLFq0CL/88gvOnDmDl19+GRs2bAAArF27FocPH0ZgYCA++OADg/sbP348XF1dkZSUhKysLLi7uxt03jPPPIN58+YhOjraoPazZ8/GDz/8YHBdNdm8eTNeeOEFg9pu2bIFSUlJeOedd+SJWgDg4OCAuXPnIiwsDCdOnKhzslZBQQE+/fRThIaG4j//+Y/OsZdffhkfffQR/vzzz4a9mCYqISEBoaGhpi7DIjBrcZi1GMxZHGYtRkNy3rhxIyorqtDZz/CloO00bghp+TA+/3w9lixZAltb2/qW2uRxTIvDrMVgzkRERERERERERETmz+DJWi2duZxCc6dWq/HVV1+hR48e2LhxIyZMmID27dtj/vz5UCqViIiIgL29vcH9SZKEyspKqFQqODo6GnxeeXk5AOgstViXOXPm4PHHHwcAnD9/HosXLzb4WtVGjBiByMhIeXv8+PG1tt21axcAYMoU/Q9Dx44di7Fjx972ekeOHEFhYSEmTpwIlUqlc8zKygqpqamGlk5ERESEdes+Q6DHMNip3ep1XsfW43Hm6iZs27YNkyZNMlJ1REREREREREREREREVK1eyyBWyyksh8ZaiRaa/5tkcjWrBIfP5eB6YTncHdXo394Ffh6W99f5TV2nTp2wdOlSzJ8/H9OnT0dQUBAKCwsxd+5c9O/fv159rV+/Hnl5eRg/fjzUarXB53300UcAIE/Aup3evXvL/zb06V23atu2Ldq2bWtQ22PHjsHNzQ3+/v44c+YMfv31V1y/fh1t2rTBo48+ipYtWxrUBwB0794dOTk5+PHHHxEfHw9HR0cMHToU99xzj8G1l5WVoaysTN7Oz883+Fxz0tDvHdUfsxaHWRvPqlWrUFlZCQAoKipCixYtAAAqlQovvfSSKUtr1jimxahvzlVVVUhIiMN9IY/V+1rOdv5wtPPExYsX631uc8AxLQ6zFoM533i62B9//IGEhARcvnwZmZmZKCoqglarhZ2dHezs7ODq6oqAgAAEBASgc+fO6NSpExQKhalLJyIiIiIiIiIiIgtRr8lau//ORMShZFwvvPHko6BWdnj5oTa4llWC97ddRmWVJLfdFJWMKQNaY8oA78atmIxu7ty52LlzJ44dO4bk5GR06tQJb7/9dq3tt2zZorNkYXFxMWJiYnDy5EkMGDAAa9asqfG81atXY/v27fJ2QUEB/vzzT5w9exbjxo1r0BOyjK2yshKpqakIDQ3FK6+8gpUrV0KS/m/cv/rqq1izZg3Cw8Pr7OfatWsAbjwJLDw8HNnZ2fKxN954A2PGjMHmzZsNWo5o2bJlWLJkid7+uLg42NvbIygoCNeuXUNZWRlsbW3h5eWFy5cvAwA8PT0hSRIyMzMBAIGBgUhJSUFpaSlsbGzg7e2NS5cuAbjxwY9SqURGRgYAICAgABkZGSguLoZarYafnx/i4+MB3HgqmlqtRlpaGgDA398f2dnZKCwshJWVFQIDA+UPhV1cXGBjYyMvl+nn54fr16+joKAAKpUKQUFBuHjxIiRJgpOTE+zt7ZGcnAwA8PHxQUFBAfLy8qBQKBASEoK4uDhUVVXBwcEBzs7Octbe3t4oLi5Gbm4uACA0NBQJCQmoqKiAvb09XF1dcfXqVQBAq1atUFZWhpycHABAcHAwrly5In/A4+npicTERABAy5YtUVlZiaysLAA3Jv4lJSXJebdq1UrO0MPDAwB08k5NTUVJSQk0Gg18fHyQkJAg561SqZCenl5j3v7+/oiLi5Pz1mg08hPZ/Pz8kJOTI+fdtm1bxMbGAgCcnZ1RUVEhb/v6+iI3NxcFBQVQKpUIDg7WydvBwQFJSUkAgNatW6OwsFAn7/j4eFRWVsLBwQEuLi46GZaWluL69esAgJCQEFy6dEnO283NDVeuXAEAeHl5QavVynkHBQXh6tWrNebt6emJqqoqOe+6xqyHhwcUCoU8Ztu0aYO0tDQ5b19fX3nMurm5wcrKSifv6g/2rK2tERAQIOddPWZvzrt6zN6at5WVFdRqNVJSUuQxm5+fj/z8fDnv6jHr6OgIR0dHOe+6xuzt8g4ODkZiYiLKy8vRokULeHh46IzZiooK+b7TVO4Rt+Y9d+5c+UmMN1Or1XjggQfkvHmPqP89ws7OTh6zt94jPDw8eI9A490jbs27+h6RkZGBnJwcg+8RFRUVkCQJPe5rjVZu11GUY43cNBu07lAAAMhIaAF1iwo4e92Y3H35T2f43JUPa5sqFOdaw+WCB1xdXREbG9ts7hGGvo+4fv06srKyeI9opHtEXe8jHBwckJaWxntEI9wjbvc+Iisry6jvI5ydnWFOSkpKsGvXLnz//ffYv3+/PBbqw8HBAX369MGYMWMwduxYg5/yTERERMbx+++/49y5c7jrrrvq9UetRERERERETYVCunmmSR2OX7iOJd/FQ2OtRJcAByiVCpy5nI8WNlaorJJQXlGFacN8EeLdAhl5WmyKSsbl9GK8OT4I/du7GPt1UCNbu3YtnnvuOQDA0qVL8dZbb+m1CQ8PR0RERJ39tGvXDitWrMCoUaPkfQMHDsThw4frPK9nz55YtWoV+vTpU6+6o6KiMGjQIEyePBmbN2+u17k3UygUaN26tfzhUrXs7Gy4u7tDoVDA1tYW7733Hh577DHY2dlh165dmDZtGgoLCxEVFYX77ruv1v4feugh/Pzzz1AoFBg7diyWLFkifzDz3HPP4ejRo3j66afxxRdf3LbWmp6s5evri7y8vHotP2lqsbGxCA0NNXUZFoFZi8OsjUej0UCr1ertV6vVOvdEalwc02LUN2dJkqDR2OCegP/H3n2HN1XvfwB/n8yOdEFboKUtlDIFRAQEQRmiqCBuFOQKqMjlylVQRJyAi6vg+gnKdTGuF1GvggsElCGglFkouwXa0t3SvZI2Ob8/wjk0dKVtetIk79fz9LHJGfnm7SFNcj7n830KV0f+rVGPJYoiVu8ZjhdenosXX3yxsUN1eTymlcOsleFJOR85cgTLly/HunXrUFpaCgA2F9LY0ymrtvXVajXuvPNOzJkzB9dff72DR031KSoqQkBAgMt9liUioqapqKjAzz//jMLCQgDWovvhw4dj3759NhcOv/zyyyzYIiIiIiIit6Oyd8Xv92ZBr1Xhw+m98Nqkblj0YFd8NOMqlBnNKCitxIwxkbitfwi6tPfBkO6BeOvh7vDz1uCHfVktOX5qAampqXjxxRchCALUajX+9a9/yVeC12blypUQRVH+qaqqQlpaGlasWIH09HTceeed+PPPP2tst337dpvtTCYTzp8/j7feegtxcXEYPXq0fGV7a1FRUQHA+qX+W2+9hX/+858IDQ2FwWDAhAkTsGDBAoiiWGc3sSv3M3DgQKxbtw69evWCXq9H37598fXXX0On02H16tV2TWmo1+vlK+mlHyIiIvIcgiBg6NBhOJ/7W6O3TcvfhzJjQaOnuyYicpaTJ09i/Pjx6N+/Pz7//HOUlJQAsC28km439HPl+gBQVVWF77//HjfccAPGjBmDAwcOKPPEiIiIPMzu3bvxySef4Ouvv8bXX3+NN998EwUFBTh27JjNelfeJiIiIiIicgd2F2slZpZhSPdARIVcnpYtrI0XBnUNAAAMvPRfib+3BtdE+yMxo8xBQyUliKKIKVOmoKCgAE8++SRmz56NsrIyTJkyBWaz2a59qNVqhIWFYcaMGfjggw9gsViwdOnSBreTpgiZN28eXnjhBZSVlWHZsmXNfUoO5efnJ/9+zz331Fh+//33A7BOb2jPfu68806o1WqbZWFhYRg6dCiqqqrkKX48QadOnZw9BI/BrJXDrMnd8JhWRlNynjXrH0jPP4zc4tON2u54+jfo2aNXvR1B3RmPaeUwa2W4c86lpaV45pln0K9fP/zyyy82BVeiKKJz586499578cYbb2DdunXYs2cPkpKSkJubi7KyMpjNZpSVlSEvLw8XLlzAvn378MMPP+Ddd9/FlClTcPXVV8uPJe37t99+w3XXXYeHHnqoRtdlIiIiap6yMut5A0H0B0QBoiiioqICvXv3tlnvyttERERERETuQGPvimaLCL22Zm2Xv48GoggE+WprLPPVq2GqsjRvhKSo999/H9u2bUPXrl2xePFiAMCGDRvw119/YcmSJZg/f36j9jd48GAAaHTRUVO3a2n+/v5o27YtLl68CIPBUGO5dF9Ds4t27tzZZv2m7sedZGdnIyIiwtnD8AjMWjnMmtwNj2llNCXn8ePHo327MMSeex+39fkQKlXDb/PT8g/gfM42fPjK/9k1XZg74jGtHGatDHfN+ZtvvsEzzzyD9PR0+TOSWq3GzTffjPHjx+O2225DVFRUg/vx8vKCl5cXAgMDER4eXmN5bm4utm7dinXr1uHXX39FZWUlAGDdunX44Ycf8Pzzz2PevHnQamt+/0FERESNo1JZzzWoxCCYhVIAZgiCgEGDBuHll1/GsWPH0Lt3b06BSEREREREbsnuzlrhbfQ4kFiIcpNtd6Vpozpi3TP9aqwviiKOpRQjJEDX7EGSMo4fP47nn38eKpUKK1euhLe3N7y9vfHZZ59BEAQsWLAA8fHxjdpnUlISAKB9+/aKbKcEaZqgvXv31li2f/9+ALC5Krs2N9xwQ537qKqqwuHDh6HVatGzZ8/mDtdlSFfTUctj1sph1uRueEwroyk5a7VarF6zEql5e/H7iRdgtpjqXT+j4BC2HJ+NG28cjscee6ypQ3V5PKaVw6yV4W45nz17FmPGjMHEiRORlpYGURTRrl07LFiwACkpKdi4cSP+/ve/21WoZY/g4GBMnDgRP/zwAy5cuIAFCxagffv2EEURZWVleOWVV3D11Vdjx44dDnk8IiIiTyYVawEiAOsF39IMBIMGDcIjjzzCQi0iIiIiInJbdhdrjRsQiovFlXjq85P4cV8WjiYVAQB89GoEGS5fVVpptuBMeine/O4cLuRWYFiPIMePmhzOZDJh8uTJMBqNmD17NoYOHSovGzFiBKZPnw6TyYS//e1vMJnqP/knKSkpwauvvgoAmDhxot1jycrKkqdNrL5dRkYGTp06hdzcXLv3daXCwkKcOnUKKSkpTd7HzJkzAQBz585FVlaWfH9+fj5efPFFm3UA69XZp06dQkZGhnzf2LFjERkZia+//ho///yzzf7ffPNNpKam4uGHH66z85Y70ulY2KkUZq0cZk3uhse0Mpqa8y233IJ1X69Dcv52/O/ABBxLXQdTVYnNOtlFx7HtxCv4Ke5xDLyuPzZs+N6j/7968nNXGrNWhrvl3Lt3b/z222/yNIf//ve/kZycjAULFqBDhw4t+tihoaFYsGABkpOT8e9//xsxMTEQRRGnTp3C6NGjW/SxiYiIPIFUmAVYAEG84j4iIiIiIiL3Zvc0iOMGhKKgtBJf7crA8k0pCGujx8p/9q2x3gtfnkF8cjFEEegZYcBDw8McOmBqGS+//DLi4uLQvXt3vPHGGzWWL1myBBs3bsSRI0ewaNEim3XWrl2LuLg4m/UvXryILVu2IDs7G+PGjcPUqVNr7HPZsmXYsGGDfFsURWRmZmLz5s0oLCzEzJkzcdNNN8nLn3/+eaxevRoLFizAwoULm/Q8169fj2nTpmH48OFNvhp6zJgxmDt3LpYuXYqrrroKo0aNgk6nw/bt25Geno7nnntO7pwlPc9FixZhypQpWLVqFQBr94t169bh1ltvxfjx4zFy5EhER0cjPj4esbGx6NmzJ5YsWdKk8bkqR10NTw1j1sph1uRueEwrozk533fffejUqRPefHMxfvzhLcSe+wBBhs5QCzqUV15EXnEyOoZH4LXXF2HOnDnQ6/UOHLnr4TGtHGatDHfL2Wg0Ijo6Gq+88goeeughp5zA1Wq1mD59Oh577DGsW7cOr732Gk6fPq34OIiIiNzN5b/r5lruIyIiIiIicm92F2sBwOTh4bhzUDscOFsIY6Wl1nUi2nrBz1uD67sH4qa+bSEIgkMGSi1n165dWLp0KVQqFVatWgUvL68a6/j7+2PFihUYN24c3nrrLYwfP15etnXrVmzdutVm/YCAAPTu3RuLFi3CY489VusH7e+++87mtiAICAoKwoABAzB9+nQ88MADDnqGjrdkyRIMHDgQ7733Hn7++Weo1Wr07dsXS5YswaRJk+zax5AhQ3Dw4EEsXLgQmzdvxu7duxEREYG5c+fihRdeQFCQZ3WlS0hIQPfu3Z09DI/ArJXDrMnd8JhWRnNzHjBgAL7//jukpqZizZo1OH/+PCoqKhAUFITRo0dj7NixPAlyCY9p5TBrZbhbzv/+978xbdo0aDSN+uqiRQiCgIkTJ+LBBx/EN9984+zhEBERuTyt1jpbh4jKGvcRERERERG5O0EURdHelUuNZnz1Rzp2n8xHTpEJgb5aDO0RiMkjwuHvXfPL0y93pmPrkVysfrJmBy4iahlFRUUICAhAYWEh/P39nT0cu50+fdqtTiy1ZsxaOcy65ej1+lqn5dXpdDAajU4YkWfgMa0M5qwcZq0cZq0M5kyuzFU/yxIRUdP8+eefWLhwIQQxAKJQCAD45ZdfWLBFREREREQewe7LUy8Wm/DMylPIyDdCEAA/bw1yi0z4cX82YhMK8e60Hmjrp7PZpri8ClkFPGFKRA1r06aNs4fgMZi1cpg1uRse08pgzsph1sph1spgzkREROQqdDrpXIL1QiyVStUqumkSEREREREpwe5PP6u3pyEj34h7h7THlJHh0GtVyCww4r0fkxB3vgivf3sW707rwWkPiahJ9Hq9s4fgMZi1cpg1uRse08pgzsph1sph1spgzvZJTk5GfHw8KioqEBUVhYEDBzp7SERERB5HKtYSYZRv89wCERERERF5CpW9Kx5ILET3cF88fksE9FrrZu0D9XhtUld0bueNk6kl+G5vVosNlIjcW0ZGhrOH4DGYtXKYNbkbHtPKYM7KYdbKYdbK8PScS0pKsHLlSjzxxBNITk6usTwjIwO33347oqOjceedd+KBBx7A4MGDERYWhk8++cQJIyYiIvJcXl5e1l8ECwAWnRMRERERkWexu1irsKwKMe19atyv06gw7+5oqFUC/rMjDdmFnPaQiIiIiIiIiJSzZs0aREVF4bHHHsOKFStw8eJFm+WlpaUYPXo0Nm/eDFEUbX4yMzMxc+ZMTJ48GWaz2UnPgIiIyLNcngbRisVaRERERETkSewu1grw0SAtv/ZCrOh2PrhvSHtUmCx476ckR42NiDxIZGSks4fgMZi1cpg1uRse08pgzsph1sph1srw1Jzff/99TJs2Dfn5+RBFsdZ13nvvPZw8eRIAakyxJAgCRFHEV199hZdffrnFx0tEREQ1i7NYrEVERERERJ7E7mKt/l0CcOR8ETYezKl1+UPDwxAZ4o3D54rw3k9JMFtq/4KUiKg2eXl5zh6Cx2DWymHW5G54TCuDOSuHWSuHWSvDE3M+dOgQnnnmGQCXi7C8vb3h7e0tryOKIj755BO5KEur1eLVV1/Fpk2b8N5776F9+/bysiVLluD8+fNOeS5ERESepPrf6tpuExERERERuTO7i7WmjAyHv48G//dLEv72/hEs/DoBZzPL5OU6jQoLH4hBgI8Gmw/n4O8rjuPEhZIWGTQRuZ+SEr5eKIVZK4dZk7vhMa0M5qwcZq0cZq0MT8z5hRdekKcz9PLywscff4yCggL07NlTXic2NhapqakArAVdS5YswUsvvYQxY8bgqaeewq5du+Dr6wtBEGCxWPDJJ5846+kQERF5DC8vr3pvExERERERuTO7i7VC/HX4eMZVGHNNCCoqLfjrVAEuFpts1glv64Vlj1+FG3oFITPfiDPppQ4fMBG5J41G4+wheAxmrRxmTe6Gx7QymLNymLVymLUyPC3noqIibNu2DYIgQBAEvPvuu5gxY0aNHDZu3AjA2mHL29sbjz76qM3y6Oho/O1vf5OnUNy+fbsyT4CIiMiD6fV6m6mJWaxFRERERESeRBClbyMbqcxohkYtQKepvd6rotKMxIwy5JVU4sZebZo1SCKyX1FREQICAlBYWAh/f39nD4eIqEXo9XqYTKYa9+t0OhiNRieMiIiIiJS2ceNGjBs3DgAQEBCAnJycWgvWhg0bhj///BOCIGDs2LH48ccfa6yzZ88e3HDDDQCs7zPKy8tbdvBUAz/LEhF5njvvvFP+mzt8+HC8+OKLTh4RERERERGRMuzurHUlH726zkItAPDSqtE70o+FWkRkl9OnTzt7CB6DWSuHWZO74TGtDOasHGatHGatDE/LOT09HYB1asP+/fvXWqhVXl6O/fv3y507Ro8eXeu+YmJi5N9NJhOKi4tbYMRERERUXfVuWuysRUREREREnqTJxVpERERERERERM5y8eJF+ffQ0NBa1/nrr79QWVkpT3F444031rpe27ZtbW6zWIuIiKjleXt7y7+zWIuIiIiIlLJv3z588cUX2Ldvn839oiiipKRE/mniJHVEdql52SkRkRMEBgY6ewgeg1krh1mTu+ExrQzmrBxmrRxmrQxPy1mr1cq/V1VV1brOzp075d/9/f3Rr1+/WtcrKiqyuV395DERERG1DHbWIiIiIqLmuHjxItatW4eysjK7t0lJScHvv/8u377pppsQGRkJAKisrMSOHTvkZSNGjLD5/qk59Ho97r//fnTo0MEh+yPXx2ItImoVfHx8nD0Ej8GslcOsyd3wmFYGc1YOs1YOs1aGp+UcHBws/56amlrrOhs3bgRgnSpx2LBhde7r+PHjNrcDAgIcMEIiIiKqD4u1iIiIiKg5fvrpJ/zwww+N2iYtLQ05OTny7W3btiE8PLzWdasXbjmCSqXCrFmzHLpPcl0s1iKiViE9PR3du3d39jA8ArNWDrMmd8NjWhnMWTnMWjnMWhmelvM111wDwNqi/uDBg7hw4QIiIiLk5QcPHsTBgwchCAIA4Oabb65zX99//738e0xMDFQqVQuNmoiIiCR6vV7+ncVaRERERNRYubm5AICeoSpEtxHs2iY50B9byi4Xa91ylT+i2qsBAJVmEVsSLJeXdVVBq7Zvv/W5UCjiaIbFpkiMiMVaRERERERERORyevfujYiICKSmpsJsNuOJJ57AunXr4OPjg8zMTEybNg2AtZhLEATceeedte4nLi4On3zyiVzUNXjwYMWeAxERkSdjZy0iIiIiao68vDwAQO/2KgyKUNu3UZdg9O+oxtmMYnTp4Ic+UUHyovJKEVsSTPLtYZ018NY2v1jrWKYZRzMs8niJABZrEVErUf0KeGpZzFo5zLrlbNmyBaIoAgAqKirkL3Wlk6zUMnhMK4M5K4dZK4dZK8PTchYEAbNmzcJzzz0HQRDwyy+/IDw8HNHR0Th16hQqKirk9YYPH46oqCib7c+fP4/vvvsOixcvRkVFhVzU9fDDDzvj6RAREXkcFmsRERERUXMUFBQAAPz09a93pT5RQTZFWi3NT289dyWNlwhgsRYRtRIFBQXw8fFx9jA8ArNWDrNuOcOHD5d/T09PR1hYmBNH4zkceUyLooiysjJYLBYYDAYW2lXD1w7lMGvlMGtleGLOc+bMwddff41Dhw5BEAQUFhbi8OHDAC4XcQuCgAULFths9/HHH2PWrFkALnfekoq6brrpJmWfBBERkYeqXqBVfUpEIiIiIiJ75OfnA7hcDNVaSePLz8+Xv4ciUjl7AEREAFBcXOzsIXgMZq0cZq0M5qwcR2R97Ngx/OMf/0BAQBAMBgP8/f3h5eWNCRMewB9//CF3TPNkPKaVw6yVw6yV4Yk5azQa/Prrr+jfv7/8N0QqvJJuv/TSSzaF3gBgsVhs1hdFET179sQ333yj7BMgIiLyYDqdrtbfiYiIiIgaYrFY5E5VBl3rLn4yXLouwWQyoayszLmDoVaDxVqEsrIydOvWDYIgYMqUKXWu9/7770MQBISHhyMvLw9Tp06VvwS/8icoKAgjR47ETz/9VGM/I0aMqHUblUqF4OBgjB07Fnv27GnScxFFEREREZg8eXKTtpdMnjwZHTt2rHedo0eP4t5770VYWBi8vLwQExODefPmNfkFdtiwYRg2bFiTtnUHKhVfjpTCrJXDrJXBnJXTnKzz8/Nx++1j0adPH6z+8n8I6/EgBox5GwNvewddBz6BLdv2Y/jw4eh3TX+cPXvWgaN2PTymlcOslcOsleGpOQcHByM2NhbLly/H0KFDERAQAG9vbwwYMABr167FwoUL69xWFEXo9Xo8+eSTiI2NRXBwsHIDJyIi8nDVu2mxsxYRERERNUZJSQnMZjOAy8VQrZVOLUCvtv7OqRBJwmkQCT4+PlizZg2GDRuGNWvWYMKECRg7dqzNOmfPnsWLL74IAPj888/Rpk0bednNN9+MXr16ybfLy8uRkJCAHTt2YMeOHVi9ejUefvjhGo9777332hRElZaWIj4+Hhs3bsSWLVuwefNmjBo1qlHP5ccff0RqamqjtrlSeno6NmzYgMDAwDrX2b17N2655RaYzWaMHTsW/v7+2LFjB5YsWYKEhASsX7++UY8ZFxeHP//8E9dff32zxu7Kunbt6uwheAxmrRxmrQzmrJymZp2Xl4dhN9yI8+dTMeDWJQiPuQUqtdZ239c+ipwLexG/8zVcd90Q7Nq1Ez179nTEsF0Oj2nlMGvlMGtleHLOarUaM2fOxMyZM+1a/5prrsGrr76KHj16YPTo0fV+/iMiIqKWwc5aRERERNRU0hSI3lpAo2rdnbUAa0GZscw67vDwcGcPh1oBFmsRAGDw4MF47rnn8Oabb2LGjBk4duyY/GW1KIp49NFHUVZWhhkzZuDWW2+12XbSpEmYOnVqjX1+++23mDBhAl588cVai7VmzZqFESNG1Lh/yZIlmDdvHl555RW7irVSU1Nx5MgRbN++HStWrLDr+V6poKAAcXFxiI2Nxccff4zS0tI6v6w3mUyYOHEiVCoVdu7ciYEDBwKwTjly8803Y8OGDdizZw+GDh1a72NmZ2fjyJEj2L17Nz766COPn/bpzJkz6Natm7OH4RGYtXKYtTKYs3KakrUoirj77nuQlJyBofd9Cf82XWpdTxAEhEYOwbD7/os/10/DmFtvw7H4o/D393fE0F0Kj2nlMGvlMGtlMGf7XX/99R59sQwREVFrwGItIiIiImoqqVjLr5VPgSgx6AVcLBPlcRN55hwJVKsFCxbg6quvRlpaGubMmSPf/9FHH2Hnzp2Ijo7G0qVL7d7f/fffjzZt2iA1NRW5ubl2b/f3v/8dgLXblD1mz56NcePG4Z133kFpaandj1Pdl19+iZEjR2L+/PlITk6ud921a9ciNTUVzz//vFyoBQB+fn549tln4evri7/++qvBx3z77bdxyy234NVXX21UPu7K04vVlMSslcOslcGcldOUrHfu3Ik//tiJfqPfrLNQqzq9dxAGjV2GtLQ0rF69uinDdHk8ppXDrJXDrJXBnImIiMiVaLXaWn8nIiIiImqIVPTU2qdAlBguFZVxGkSSsLMWyXQ6Hf7zn/9gwIABWLVqFSZMmICePXti/vz5UKlUWL16NQwGg937E0URZrMZarW6UV0xKisrAcBmqsX6zJ07Fw8++CAA4Pjx41i4cKHdjyW57bbb8O2338q377///jrX3bhxIwBg8uTJNZbde++9uPfee+16zClTpmDw4MEAgJycHPzjH/9ozJDdTkBAgLOH4DGYtXKYtTKYs3KakvXy5R8hIDga7aJusHsb34COCIu+CR8uW45Zs2ZBEFzjyhhH4TGtHGatHGatDOZsn+TkZMTHx6OiogJRUVE2F+EQERGRclisRURERERNJRU9GfSucf7A71JRGTtrkYTFWmSjT58+ePXVVzF//nxMnz4dMTExKCkpwbPPPothw4Y1al+ff/45CgsLcf/99zeqjfW7774LAHIBVkOkgicACA4ObtQYJV26dEGXLg13+wCAPXv2oG3btoiKisKRI0ewadMm5Ofno3Pnzrj77rvRrl07u/bTp08f9OnTBwCQlJTUpHG7Ez8/P2cPwWMwa+Uwa2UwZ+U0NuuCggKs37AeVw19ttEFV536PIjd30/D3r17MWTIkEZt6+p4TCuHWSuHWSvD03MuKSnBt99+iwMHDmDevHmIioqyWZ6RkYFHH30Umzdvtrm/Xbt2WLhwIR5//HElh0tEROTxqhdocRpEIiIiImoMuVjLRd5GSkVl7KxFEhZrUQ3PPvssfvrpJ+zZswdpaWno06cPXnvttTrXX7t2rc2UhWVlZYiPj8fevXsxfPhwLF++vNbtli1bhg0bNsi3i4uLceDAARw9ehT33XdfkzpktTSz2YyMjAx0794dTz/9NN5//32bqUaeeeYZLF++HFOnTlVsTEajEUajUb5dVFSk2GM7UmpqKrp37+7sYXgEZq0cZq0M5qycxmadlpYGc1UVAkN7N/qxAttZt0lOTva4Yi0e08ph1sph1srw5JzXrFmDOXPmyF94PfroozbFWqWlpRg9ejROnTpVY7rIzMxMzJw5E3/88QdWr14NtVqt5NCJiIg8VvW/uRoNT1UQERERkf1crbMWp0GkK/ETENWgUqkwadIk7NmzB4B1SkC9vu7JXrdu3YqtW7fWuiwrKwuxsbEYN25cjWXfffddnftMTk7GkSNHWt3J2YKCAoiiiNOnTyMlJQUffPABHnjgAfj4+GDjxo147LHH8MgjjyA6Oho33nijImNavHgxFi1aVOP+hIQEGAwGxMTE4MKFCzAajfD29kb79u1x/vx5AEBoaChEUUROTg4AIDo6Gunp6aioqICXlxfCwsJw7tw5ANauZSqVCtnZ2QCATp06ITs7G2VlZdDpdIiMjERiYiIA6xSWOp0OmZmZAICoqChcvHgRJSUl0Gg0iI6OxpkzZwAAQUFB8PLyQm5uLgAgMjIS+fn5KC4uhlqtRkxMDM6cOQNRFBEQEACDwYC0tDQAQMeOHVFcXIzCwkIIgoBu3bohISEBFosFfn5+CAwMxIULFwAAYWFhKCsrk/8Adu/eHWfPnkVVVRUMBgPatGmDlJQUAECHDh1gNBqRl5cHAOjatSuSk5NhMpng4+OD0NBQuRtau3btYDab5fF36dIFqampct4dOnSQMwwJCQEAm7wzMjJQXl4OvV6Pjh074uzZs3LearUaWVlZteYdFRWFhIQEOW+9Xo+MjAw5w7y8PDnvLl264PTp0wCAwMBAGI1G+XZERAQKCgpQXFwMlUqFrl272uTt5+eH1NRUAEB4eDhKSkps8k5MTITZbIafnx+CgoJsMqyoqJBbeXbr1g3nzp2T827bti2Sk5MBAO3bt4fJZJLzjomJQUpKSq15h4aGwmKxyHnXd8yGhIRAEAT5mO3cuTMyMzPlvCMiIuRjtm3bttBoNDZ55+TkoLS0FFqtFp06dZLzlo7Z6nlLx+yVeZeUlKC4uBjp6enyMVtUVISioiI5b+mY9ff3h7+/v5x3fcdsQ3l37doVSUlJqKyshK+vL0JCQmyO2aqqKly8eFHO2xVeI2rLW3qNkI4HvkY45jXCx8dHPmavfI0A0KjXiJycHEyYMAF+kTpUqCoR095aUJycY4CPvgoh/hUAgKPJbdAjvAA6jQVF5TpkFXijT2QpfCZMQGVlJXJyctzyNeLKvKXXiNzcXL5GOPA1oqH3EadPn+ZrhINeI+p7H2EymZCZmcn3EQ54jajvfYT03FryNSIwMBCtzfvvv49nnnlGLsKqrZvje++9h5MnT0IQBAiCYFOwJd3+6quvEBkZiTfffFOxsdelqqoKy5cvx2effYazZ88iICAAo0aNwiuvvGJ3Qd6ePXvw2muv4eDBgzAajejduzf++c9/YuLEic0aW0lJCV566aU6l48aNQrjx49v1mMQEZHnYbEWERERETXG5c5aLlKsdancgsVaJBHEKy8pJY+XmpqKPn36oLCwECqVCnq9HnFxcejatavNelOnTsXq1auxcuVKm05SZrMZWVlZ+OmnnzBv3jyUlJRg165duP766wEAI0aMwM6dO7F9+3aMGDFC3q6yshJpaWn45ptv8NJLL0Gr1SI+Ph7R0dF2j33Hjh0YOXIkHnroIXz55ZdNzkAQBISHh8snlyRpaWno2LEjAODDDz/ErFmzbJa/8847mDt3LiZMmICvv/7a7sdLSkpC586dMXToUOzevbtRY62ts1ZERAQKCwvh7+/fqH05U0lJCQwGg7OH4RGYtXKYdcuZOnUqqqqqAFhPZkpf6mo0GqxatcqJI3NvjT2mpb9vg+/4CB2iRzTqscqK0rB55c344YcfPO6EL187lMOslcOsleGJOR86dAgDBw6Ub4uiCB8fH+zfvx89e/aU74uKikJaWhpEUYROp8NLL72EgQMH4tSpU3j77beRmZkJURShVqtx5swZdO7c2VlPCaIoYvLkyVi7di06d+6M0aNHIzs7G7/88gt8fHzwxx9/4Oqrr653H7/88gvuuusuaDQa3HHHHfDz88Ovv/6K9PR0vPLKK/IFP9Jn6IZERUXJRXsHDx7EgAED6lz3mWeewdKlS+1/wpcUFRUhICDA5T7LEhFR023ZskX+m/Hjjz/Cy8vLySMiIiIiIlcxe/ZsnDhxAg9fq0Gf9o7pkl5eKeKVLSb59qu36OCtdUwx2NmLFqzYW4mOHTviiy++cMg+ybXxchWyIYoipkyZgoKCAjz11FPQaDR45513MGXKFOzatcuu6SDUajXCwsIwY8YM6PV6TJs2DUuXLsX3339f73bSVefz5s1DWVkZFi1ahGXLluHdd9911NNrNj8/P/n3e+65p8by+++/H3PnzsXx48cVG5Ner6+385mr8MQTS87CrJXDrFvOV199BZPJVON+nU7HYq0W1NhjOjIyEl1iuiL1zM+NLta6cOpneHl544YbbmjkKF0fXzuUw6yVw6yV4Yk5v/DCC3KXLG9vb7z77rt49NFHbbpzxMbGIjU1Ve6qtWTJEvzzn/8EAIwZMwZ33HEH+vXrh9LSUlgsFnzyySdYvHixU54PAKxfvx5r167FkCFD8Pvvv8Pb2xsAsHHjRowdOxZTpkxBXFxcnduXl5fj0UcfhSAI2LlzJwYNGgTAeuXmoEGD8Prrr2P8+PG49tpr0bFjRzz11FN17uvEiRPYunUr+vfvL98ndZXbtm2bXYVeRERE9pC6ORMRERER2cPlOmvprP8tLCx07kCo1eAnILLx/vvvY9u2bejatSsWL16M1157DV26dMFff/2FJUuWNHp/gwcPBgB5qpqW3q6l+fv7o23btgBQ60kQ6T42rGs8/mFSDrNWDrMmd9PYY1qlUmHWE/9ARuJWVJTm2L2daDEj5cQ3mDjxQQQFBTV2mC6Prx3KYdbKYdbK8LSci4qKsG3bNrkI691338WMGTNqTKO0ceNGANbPad7e3nj00UdtlkdHR+Nvf/ub/Dlu+/btyjyBOrz33nsAgLffflsu1AKA22+/HQMHDsSRI0ewZ8+eOrdfu3YtsrKy8PDDD8uFWoB1as3Zs2fDYrFgxYoVAKxTh77//vu1/ixYsACJiYno0aMHVq9eLe9HKtbq1q2bQ583ERF5Nk6DSERERESNIRdruUhPE4PeWlRWXFwszxxDno3FWiQ7fvw4nn/+eahUKqxcuRLe3t7w9vbGZ599BkEQsGDBAsTHxzdqn9I0Ce3bt1dkOyUMGzYMALB3794ay/bv3w8ADU5JQTUJgmtUPbsDZq0cZk3upinH9JQpU6DX6xC/802IosWubU7v/zdKCjPwxBNPNPrx3AFfO5TDrJXDrJXhaTnv3r0bVVVVEEUR/v7+NYqwJNu2bQNgzWfUqFHw8fGpsc6kSZMAWAu6jhw50nKDbkBZWRliY2PRpk0bDB06tMbyESNGALj8nGrz+++/A0Ct0wjbs71kypQpSEtLw7p162y6TCcmJsLHxwdhYWEN7oOIiMhe7KxFRERERPYymUwoKysD4Dqdtby1gDRST7vgkmrHT0AEwPqCNnnyZBiNRsyePdvmS+ERI0Zg+vTpMJlM+Nvf/lbrtFO1KSkpwauvvgoAmDhxot1jycrKwtKlS2tsl5GRgVOnTiE3N9fufV2psLAQp06dQkpKSpP3MXPmTADA3LlzkZWVJd+fn5+PF1980WYdAMjNzcWpU6eQkZHR5Mf0BLwqWznMWjnMmtxNU47poKAg/Oc/a5CWuAWHtr4Ii7nu9xGiKOL0/k9wcu8yvPbaa7j22mubM1yXxdcO5TBr5TBrZXhazunp6QCsRVj9+/evtSNHeXk59u/fLxeyjR49utZ9xcTEyL+bTCYUFxe3wIgbduTIEVRWVuKqq66qtfiuV69eAIDTp0/XuY+DBw8CAHr37l1jWY8ePaBSqZCUlFTvZ/u1a9fip59+wnPPPVfjYqTExETExMTg/PnzeO+99zBv3jy8/fbb9U7NSERERERERETkKFJXLbUAeLlIg1aVIMD30lSI0vjJs7nIoUst7eWXX0ZcXBy6d++ON954o8byJUuWYOPGjThy5AgWLVpks87atWtrfCl78eJFbNmyBdnZ2Rg3bhymTp1aY5/Lli3Dhg0b5NuiKCIzMxObN29GYWEhZs6ciZtuukle/vzzz2P16tVYsGABFi5c2KTnuX79ekybNg3Dhw/Hjh07mrSPMWPGYO7cuVi6dCmuuuoqjBo1CjqdDtu3b0d6ejqee+453HDDDTbPc9GiRZgyZQpWrVrVpMf0BNIX/tTymLVymDW5m6Ye0/fccw++/PJLTJ06DfkZBxDRawI6XXUP9D7WqYWrKstw4fQvSDm2DnlZJ7FgwQK5ANoT8bVDOcxaOcxaGZ6W88WLF+XfQ0NDa13nr7/+QmVlJQBrUdeNN95Y63rSdPeS4uJim25SSpEuTqqry7Q0PXD1596YfahUKvj7+6OgoAD5+flo165djXXy8/MxZ84cdO7cuda/x4mJiSgvL0ePHj3kbAHgueeew0MPPYTPP/8cen3DcxAYjUYYjUb5dlFRUYPbEBERERERERFJxU6+OtfqNG/QCygxiSzWIgAs1iIAu3btwtKlS6FSqbBq1Sp4eXnVWMff3x8rVqzAuHHj8NZbb9lMp7B161Zs3brVZv2AgAD07t0bixYtwmOPPQa1Wl1jn999953NbUEQEBQUhAEDBmD69Ol44IEHHPQMHW/JkiUYOHAg3nvvPfz8889Qq9Xo27cvlixZIk+fQY1jNpudPQSPwayVw6zJ3TTnmJ40aRJ69+6N9957D1999TFO7f0/ePkGQSWoUV6WD9FShdvHjsPspz60Kdb2RHztUA6zVg6zVoan5azVauXfq6qqal1n586d8u/+/v7o169fretdWSjk7e3d/AE2gdQGv7bP5QBgMBgAwKZIqin7KCgoqHMf//rXv5CdnY1Vq1bVKLoqLS1FZmYmvLy88Pbbb2PSpEnw8vLCrl27MHv2bPz3v/+FSqXCmjVr6n+iABYvXoxFixY1uB4RERERERERUXVysZbedQq1AMidtTgNIgEs1iIAN9xwg11f6o8dOxaiKMq3r7vuuiZ1impqR6tVq1Y1+HgjRoywGeOVpk6dWmuXryvVtw/JhAkTMGHChAbXW7hwYYOdwDp16mTXY7ozZ1y17qmYtXKYNbmb5h7Tffv2xcqVK7F06VKsX78eGRkZqKqqQnBwMMaPH4+oqCgHjdS18bVDOcxaOcxaGZ6Wc3BwsPx7ampqrets3LgRgPXioGHDhtW5r+PHj9vcDggIcMAIG0+ns35rV1ZWVutyqROVj49PvfsoLy9HWVmZXNxl7z6ysrKwbNkydO7cGZMnT651/99++y26dOmCa665Rr5v7Nix6NGjB/r27Yv//Oc/WLBgAbp06VLnGAFr9+ynn35avl1UVISIiIh6tyEiIiIiIiIikoqdDDonD6SRDDoBgMhiLQLAYi0iaiWk6Tyo5TFr5TBrcjeOOqbbtm2Lxx57zCH7ckd87VAOs1YOs1aGp+UsFQuJooiDBw/iwoULNsU+Bw8exMGDB+V2+DfffHOd+/r+++/l32NiYqBSqVpo1PWTpnPMz8+vdbk0xWF4eHi9+0hOTkZ+fn6NYi2z2Yz8/Hx4e3ujTZs2Nbb9+OOPUVZWhlmzZtXaIdvX1xf33XdfrY/bpUsXDB48GNu2bcOhQ4caLNbS6/V2TZdIRERERERERFTd5WIt1+qsJRWXcRpEAgDnfPtIRHSFlJQUZw/BYzBr5TBrcjc8ppXBnJXDrJXDrJXhaTn37t0bEREREAQBZrMZTzzxhNyRKjMzE9OmTQNwuXPynXfeWet+4uLi8Mknn0AQBAiCgMGDByvzBGrRq1cvAEB8fHyty0+fPg0AuPrqqxvcx9GjR2ssO3fuHKqqqtC3b98ay6qqqvDJJ59Aq9Xa1ZG6Nv7+/gBQa6EXEREREREREZEjSMVavi5WrCVN28jOWgSwWIuIiIiIiIiIXJAgCJg1a5ZcjPXLL78gPDwc1157Lbp06SJPbSgIAoYPH15jut3z589j6dKluOmmm1BRUSHv5+GHH1b2iVQTGhqKfv36IScnBwcPHqyxfOPGjRAEAbfeemud+xgzZgwA4Ndff611ewC4/fbbayzbtm0bMjIycMstt9TadQsAHn/8cQiCgK+//rrGMqPRiNjYWABA//796xwfEREREREREVFzSJ2pXG0aRKm4jJ21CGCxFhG1Eh06dHD2EDwGs1YOsyZ3w2NaGcxZOcxaOcxaGZ6Y85w5c9C/f3+50KqwsBCHDx9GeXm5vI4gCFiwYIHNdh9//DFiYmLw3HPPyVMOSkVdN910k3JPoBZPPvkkAODZZ59FZWWlfP9HH32EuLg43HPPPejUqRMAICMjA6dOnZKnRwSAKVOmICAgAF988YVNd63z589j8eLF8PPzw/Tp02s87vr16wHUXsglkZa9+eabNb5YXLhwITIyMnD77bfL4yMiIiIiIiIicjS5s5betTprScVl7KxFAIu1iKiVqKiocPYQPAazVg6zJnfDY1oZzFk5zFo5zFoZnpizRqPBr7/+alOwJU1nKN1+6aWXMHz4cJvtLBaLzfqiKKJnz5745ptvlH0CtZg6dSrGjx+P7du3o3fv3pgxYwZGjx6NJ554ApGRkfjggw/kdZ9//nn07NkTy5Ytk+8LDAzEp59+CqPRiMGDB+Ohhx7Cww8/LHfs+vDDD2st7Pv9998BADfeeGOdY7vrrrtw33334ejRo+jatSsmT56MmTNnon///vjXv/6FiIgIfPzxxw5Mg4iIiIiIiIjI1uVpEJ08kEaSOmuxWIsAFmsRUSshXc1OLY9ZK4dZk7vhMa0M5qwcZq0cZq0MT805ODgYsbGxWL58OYYOHYqAgAB4e3tjwIABWLt2LRYuXFjntqIoQq/X48knn0RsbCyCg4OVG3gdBEHAd999h8WLFwMAVq9ejVOnTmH69On466+/EB4e3uA+7r//fmzduhVDhgzBzz//jB9//BH9+/fHpk2bMGXKlBrr5+fnIyEhAf7+/ujVq1e9+/7666/x1VdfoUePHti0aRNWrVqF0tJSzJkzB/v370dkZGTTnjgRERERERERkR2kYieDjp21yHVpnD0AIiIiIiIiIqLmUKvVmDlzJmbOnGnX+tdccw1effVV9OjRA6NHj0ZgYGDLDrCRNBoN5s+fj/nz59e73qpVq7Bq1apal40cORIjR4606/GCgoLkTmMNUalUePDBB/Hggw/atT4RERERERERkSMVFBQAcN3OWsXFxaiqqoJGw3IdT8b/+0TUKnTr1s3ZQ/AYzFo5zJrcDY9pZTBn5TBr5TBrZTBn+11//fW4/vrrnT0MIiIiIiIiIiJqBJPJhLKyMgCu11nLRwcIAEQARUVFaNOmjbOHRE7EaRCJqFU4d+6cs4fgMZi1cpg1uRse08pgzsph1sph1spgzkRERERERERE5M6KiooAACoB8NI6eTCNpBIE+HAqRLqEnbWIqFWoqqpy9hA8BrNWDrMmd8NjWhnMWTnMWjnMWhnM2VZubi7Onj2LnJwclJaWorKyEpMnT3b2sIiIiIiIiIiIqImkIicfrbX4ydX4agWUmkR5KkfyXCzWIqJWwWAwOHsIHoNZK4dZk7vhMa0M5qwcZq0cZq0M5gycOnUKy5Ytw9atW5GYmFhjuVSstXPnTkyZMgUPP/wwnnzySQQHBys9VCIiIiIiIiIiaiSpWMvXxaZAlPjqAZSysxZxGkQiaiXatm3r7CF4DGatHGZN7obHtDKYs3KYtXKYtTI8OefS0lI88sgj6NOnDz7++GMkJCRAFEWbnyulpKTgjTfeQI8ePfDVV185YdRERERERERERNQYUpGTQefkgTSRVGQmTedInovFWkTUKiQnJzt7CB6DWSuHWZO74TGtDOasHGatHGatDE/NuaioCCNGjMDq1athNpsBAEK1NvhCAy3x8/LyMHnyZCxevLhFx0lERERERERERM0jTR/oq3fNzlpSkRk7axGLtYiIiIiIiIjIZU2fPh0HDx4EYC3MEkURnTt3xrRp0/DCCy/U2lWrY8eO6NmzJ0RRlLd56aWX8N133yk9fCIiIo/VUEE1EREREdGV5GkQtU4eSBNJnbVYrEUs1iKiVqF9+/bOHoLHYNbKYdbkbnhMK4M5K4dZK4dZK8MTc/7999/x7bffygVXERER+OWXX5CYmIjPP/8c06dPr3W7Ll264Pjx41ixYgX0er28/axZs1BeXq7wsyAiIiIiIiIiIntI0we6amctX3bWoktYrEVErYLJZHL2EDwGs1YOsyZ3w2NaGcxZOcxaOcxaGZ6Y87/+9S8AkLtpHThwALfddpvd2z/++OP46quvAFi7e2RnZ2Pt2rUtMlYiIiIiIiIiImoeaRpEg841i7UM7KxFl7BYi4hahby8PGcPwWMwa+Uwa3I3PKaVwZyVw6yVw6yV4Wk5Z2VlYdu2bRAEAYIgYMWKFQgODm70fu68807ce++98nSJGzZscPBIiYiIiIioLvv27cMXX3yBffv2OXsoRETkAuTOWjonD6SJfFisRZdonD0AIiIiIiKJKIpISUlBQUEB9Ho9OnTogICAAGcPi4iIWqE9e/bIBVbh4eG4+eabm7yvRx55BP/73/8giiJPEhERESlE+jtORJ5DFEXk5OTAYrEAAA4fPozly5dDEASsX78eL7/8MgYNGuTkURIRUWsmFTn5umxnLet/WaxFLNYiolYhJibG2UPwGMxaOcy65eTk5Mi/m81mqNVqJ47Gc7TkMV1QUIDVq1dj2fKPkJhwRr5fo9Xi3nvuxRNP/APDhg2DILjmB7DG4GuHcpi1cpi1Mjwt5/PnzwOwTl/Yu3fvZu1rwIAB8u+5ubkoKSmBwWBo1j6JiIiIiMjWihUrsH79evl2WloaysrK5Pfzx44dY7EWERHV63KxlpMH0kS+1TpriaLoEec8qHacBpEcoqysDN26dYMgCJgyZUqd673//vsQBAHh4eHIy8vD1KlT5SkrrvwJCgrCyJEj8dNPP9XYz4gRI2rdRqVSITg4GGPHjsWePXua9FxEUURERAQmT57cpO0lkydPRseOHetd5+jRo7j33nsRFhYGLy8vxMTEYN68eSgrK2vWY7uilJQUZw/BYzBr5TDrluPv7y//FBQU2NymltNSx/SGDRsQ3jECTz8zF0ZdF1w/YTlGTfsawx/+D3qNeBq//r4XN954I0aPvlmej96d8bVDOcxaOcxaGZ6Wc1VVlfx727Ztm7WvwMBAm9vFxcXN2h8REREREdV0+vRpAICgUkFQq2AwGFBSUiIvb+5FGERE5N4sFos8DaLBRTtrSUVmZrMZpaWlzh0MORU7a5FD+Pj4YM2aNRg2bBjWrFmDCRMmYOzYsTbrnD17Fi+++CIA4PPPP0ebNm3kZTfffDN69eol3y4vL0dCQgJ27NiBHTt2YPXq1Xj44YdrPO69995rUxBVWlqK+Ph4bNy4EVu2bMHmzZsxatSoRj2XH3/8EampqY3a5krp6enYsGFDjS/8q9u9ezduueUWmM1mjB07Fv7+/tixYweWLFmChIQEm6tLPIHJZHL2EDwGs1YOs1YGc1ZOS2S9du1aa4FzzzG4+pYX4GUIsVkeEjkAXQc9jIzEnfjz5xdww43DsXvXH249NSKPaeUwa+Uwa2V4Ws7t2rWTf8/Ozm7Wvq5sPc+uWkREREREjmc2mwEAkaP6wyc0CCfXbkV0dDTuvPNO9O3bl121iIioXiUlJfJUuq7aWUurFqBXA0az9fsofgfluVisRQ4zePBgPPfcc3jzzTcxY8YMHDt2TC5WEkURjz76KMrKyjBjxgzceuutNttOmjQJU6dOrbHPb7/9FhMmTMCLL75Ya7HWrFmzMGLEiBr3L1myBPPmzcMrr7xiV7FWamoqjhw5gu3bt2PFihV2Pd8rFRQUIC4uDrGxsfj4449RWlpaZ7GWyWTCxIkToVKpsHPnTgwcOBCA9ertm2++GRs2bMCePXswdOjQJo3FFfn4+Dh7CB6DWSuHWSuDOSvH0VkfOXIEU6ZMRWSf8Rhwx5sQhNqbvgqCCmFdR8L3odX44z+T8be/PYwff/zBoWNpTXhMK4dZK4dZK8PTco6OjgZg/by5d+9eGI1G6PX6Ju3rwIED8u8+Pj7w8/NzyBiJiIiIiOgyqVhLmi0FAAICAjB16lRoNDxlSURE9ZNm3vDSAGqVa3bWAgAfHWAstz6f8PBwZw+HnITTIJJDLViwAFdffTXS0tIwZ84c+f6PPvoIO3fuRHR0NJYuXWr3/u6//360adMGqampyM3NtXu7v//97wCAuLg4u9afPXs2xo0bh3feeafJ7Qa//PJLjBw5EvPnz0dycnK9665duxapqal4/vnn5UItAPDz88Ozzz4LX19f/PXXX00ah6sKDQ119hA8BrNWDrNWBnNWjqOzfvfd9+Dt3w7Xjn21zkKt6gJCu6HvzS/ip59+xMmTJx06ltaEx7RymLVymLUyPC3n66+/HgEBARAEAaWlpfjggw+avK9PP/0UgPWk0Y033uioIRIRERERUTWiKFp/EQSg2jl2qUsKERFRfaQpEF21q5ZEmsJRej7kmVisRQ6l0+nwn//8BzqdDqtWrcKmTZuQlJSE+fPnQ6VSYfXq1Y1q5SeKIsxmM9RqNfz9/e3errKyEgBsplqsz9y5c/Htt9/i22+/xcKFC+1+nOpuu+02eR/ffvttvetu3LgRADB58uQay+69916UlJRg7ty5TRqHq0pKSnL2EDwGs1YOs1YGc1aOI7O+ePEi1q1bh6h+E6BS2//JqmOv2+BtaNvkTpiugMe0cpi1cpi1MjwtZ41Gg/vvvx+iKEIURbzyyivYtm1bo/fz+eef4/vvv5dv33///Y4cJhEREdVB6qpD5Kr27duHL774Avv27XP2UFyGVJQlCIK1YOuK+4mIiOojddby1bn2+0hp/NLzIc/EnqLkcH369MGrr76K+fPnY/r06YiJiUFJSQmeffZZDBs2rFH7+vzzz1FYWIj7778fOp39J3LfffddAMCDDz5o1/qDBw+Wfw8ODm7UGCVdunRBly5d7Fp3z549aNu2LaKionDkyBFs2rQJ+fn56Ny5M+6++260a9euSWMgIiJyFd999x2qqqrQ+ep7G7WdWqNDRJ+7sGbNl83qoEJERO7h1Vdfxbp161BaWgqTyYTbbrsNL7/8MmbPnt3ghUKpqal47bXX8Pnnn8sni7t164aHH35YiaETERF5PLnDDlErsnnzZvz+++8NrpeRkYHTp0+jXbt2WL9+PV5++WUMGjRIgRG6NrkoS7At2GSxFhER2aOwsBDA5c5UrspXb/2v9HzIM7FYi1rEs88+i59++gl79uxBWloa+vTpg9dee63O9deuXWszZWFZWRni4+Oxd+9eDB8+HMuXL691u2XLlmHDhg3y7eLiYhw4cABHjx7Ffffd1+QuWS3JbDYjIyMD3bt3x9NPP43333/f5ouJZ555BsuXL8fUqVPt2p/RaITRaJRvu2q7RE+bssWZmLVymLUymLNyHJl1eno6fPyCofe1rwtmdQEhMTjzVx4qKirg5eXlsDG1FjymlcOslcOsleGJObdv3x7//ve/MXnyZAiCgMrKSixYsABvvvkmBg8ejMDAQJv1X3zxReTm5iIuLg6HDh2CxWKRP4/p9Xp89tlnUKnYhJyIiIjIU61cuRJ5eXkNrpeWlobc3Fz5wutjx46xWMsOl6dBrON+IiKiekjFTa4+DaKv1vqHkMVano3FWtQiVCoVJk2ahD179gCwTiOh1+vrXH/r1q3YunVrrcuysrIQGxuLcePG1Vj23Xff1bnP5ORkHDlyBEOGDGnk6FtWQUEBRFHE6dOnkZKSgg8++AAPPPAAfHx8sHHjRjz22GN45JFHEB0djRtvvLHB/S1evBiLFi2qcX9CQgIMBgNiYmJw4cIFGI1GeHt7o3379jh//jwA68kcURSRk5MDAIiOjkZ6erp88jssLAznzp0DYO04plKpkJ2dDQDo1KkTsrOzUVZWBp1Oh8jISCQmJgKwTj+p0+mQmZkJAIiKisLFixdRUlICjUaD6OhonDlzBgAQFBQELy8vJCUlITs7G5GRkcjPz0dxcTHUajViYmJw5swZiKKIgIAAGAwGpKWlAQA6duyI4uJiFBYWQhAEdOvWDQkJCbBYLPDz80NgYCAuXLgAAAgLC0NZWZncTrJ79+44e/YsqqqqYDAY0KZNG6SkpAAAOnToAKPRKH8o79q1K5KTk2EymeDj44PQ0FB5ipl27drBbDYjNzcXgLXDWmpqqpx3hw4d5AxDQkIAwCbvjIwMlJeXQ6/Xo2PHjjh79qyct1qtRlZWVq15R0VFISEhQc5br9cjIyMDABAZGYm8vDw57y5duuD06dMAgMDAQJhMJvn/Y0REBAoKClBcXAyVSoWuXbva5O3n54fU1FQAQHh4OEpKSmzyTkxMhNlshp+fH4KCgmwyrKioQH5+PgBrh4Jz587Jebdt2xbJyckArCfYTCaTnHdMTAxSUlJqzTs0NBQWi0XOu75jNiQkBIIgyM+1c+fOyMzMlPOOiIiQj9m2bdtCo9HY5J2Tk4PS0lJotVp06tRJzls6ZqvnLR2zV+atUqmg0WiQnp4uH7NFRUUoKiqS85aOWX9/f/j7+8t513fMNpR3165dkZSUhMrKSvj6+iIkJMTmmK2qqsLFixflvF3hNaK2vKXXiOTkZGRnZ/M1wkGvET4+PvIxe+VrRJs2bRz2GuHj44O77hyLrh1yEZ/RFt1DC6BTm1FUoUN2iQ9igq3/Ly4UGKDXWBBqKAMAHM9sg2t7tEFnrwlITU1FRESEy75GXJm39BqRmZmJ3NxcvkY46DWivvcROTk5yM7O5muEg14j6nsf4evrC6PRyPcRDniNqO99hPSeuiVfI64sfmoNJk6ciIKCAjz55JPyFfkVFRXYuXOnzXqiKOJf//qX/Dtw+Wp+tVqNzz//HEOHDlVw5ERERETU2pSXlwMA/HpdA42vf63rWIzlKCzciuzsbIiiCEEQ0Lt3byWH6bIuF2UJNgVbLNYiIiJ7yJ219K7dWcvAzloEQBD5DohaQGpqKvr06YPCwkKoVCro9XrExcWha9euNutNnToVq1evxsqVK206SZnNZmRlZeGnn37CvHnzUFJSgl27duH6668HAIwYMQI7d+7E9u3bMWLECHm7yspKpKWl4ZtvvsFLL70ErVaL+Ph4REdH2z32HTt2YOTIkXjooYfw5ZdfNjkDQRAQHh4un6CSpKWloWPHjgCADz/8ELNmzbJZ/s4772Du3LmYMGECvv766wYfp7bOWhERESgsLIS/f+0fJluj06dPo3v37s4ehkdg1sph1spgzspxZNYffPAB5s59DuOe+QsarXejtj25+99I/GsFysvLbFrmuwse08ph1sph1srw9Jz37NmDyZMnIzk52e6/D6IookOHDvjqq6/suliGWk5RURECAgJc7rMsERE13ZYtW7B06VL5d6LW4LbbboPZbEb72yZA7e1b6zqWShMyfvovCgsL8eijj6Jfv37sqmWnRx55BKmpqYi+fTC8Q4JwfPUmANYL8/38/Jw8Ovewb98+HDt2DL179+ZxSURu51//+he2bduGcT3VGB7t+L5E5ZUiXtlikm+/eosO3lrHn4PYd8GMb49WYeDAgXjjjTccvn9yDeysRQ4niiKmTJmCgoICPPXUU9BoNHjnnXcwZcoU7Nq1C2q1usF9qNVqhIWFYcaMGdDr9Zg2bRqWLl2K77//vt7tpCvX582bh7KyMixatAjLli3Du+++66in12zVP3Dcc889NZbff//9mDt3Lo4fP27X/vR6fb1dy4iIiFqjO+64A3PmzMGF4xvRud+9dm8nihakHtuAu+++2y0LtYiIqOmGDh2KM2fO4L///S8+/vhjHDx4UO60VZsePXrg73//Ox577DH4+PgoOFIiIiIiao3MZjPMZrP1hqru8xjCpWUBAQGYNGkSDAaDEsNzMwIEdtZqkqqqKjz11FNyd+3qCgoK5I7RgLWjdIcOHfDyyy+jf//+Sg6TiKhFXJ4G0bXPDRguTePIzlqejcVa5HDvv/8+tm3bhq5du2Lx4sUAgA0bNuCvv/7CkiVLMH/+/Ebtb/DgwQAgT3fT0tu1NH9/f7Rt2xYXL16s9UOcdJ+nfThpTPczah5mrRxm3XL69euHyspKAJDbzQPWot24uDgnjsy9OfKYjo6Oxphbb8X+w+vQ6ep77C68yj7/Fwpzk/DEE/9x2FhaG752KIdZK4dZK4M5W98LTJ06FVOnTkVhYSH27t2LtLQ0XLx4ERaLBUFBQWjfvj2uu+46tGvXztnDJSIiIqJWRC7UAiCoVHWvWG1ZVVVVSw7J7cgXUwhA9WotTzsf0hwZGRlISEiodVlxcbFNlsXFxfD398eBAwdYrEVEbuFysZaTB9JMUrEZi7U8G4u1yKGOHz+O559/HiqVCitXroS3t3Vao88++wyjRo3CggULMHbsWPTp08fufSYlJQEA2rdv36ixNHU7JQwbNgw//PAD9u7di1tuucVm2f79+wEAV199tTOG5jTp6emIiopy9jA8ArNWDrNuOSdPnoTJZKpxv07n4u/QWzlHH9NzZs/GmDFjcGbvF+g+5NEG1zeW5ePoltdxdb9rMHToUIeNo7Xha4dymLVymLUymLOtgIAAjBkzxtnDICIiIiIXIV0YCNRfrCUIgrXQSBRtCryoYXIh0RUX7bFYy37Sd6Jabw0GPXiVzbLUxFD8sf4v+XaXXhGoyLbYHNtERK6soKAAAGBw8c5aUrGW9HzIM9VzaQBR45hMJkyePBlGoxGzZ8+2OYk6YsQITJ8+HSaTCX/7299qPcFem5KSErz66qsAgIkTJ9o9lqysLCxdurTGdhkZGTh16hRyc3Pt3teVCgsLcerUKaSkpDR5HzNnzgQAzJ07F1lZWfL9+fn5ePHFF23W8RQVFRXOHoLHYNbKYdbkbhx9TN9yyy144YUXEP/7Upzc/W+Ilrq/4CwtSMOu/06BRizFd//71q2nQORrh3KYtXKYtTKYMxERERFR09kUXgkNnD67tJydtRpH6qxlbawl1LifGiYdcyqNCnpfrc1Pl6sjMXrSDegzrAdGT7oBHTpbmxmwWIuI3IEoim43DaLRaOT3eR6MnbXIYV5++WXExcWhe/fueOONN2osX7JkCTZu3IgjR45g0aJFNuusXbu2xrRVFy9exJYtW5CdnY1x48Zh6tSpNfa5bNkybNiwQb4tiiIyMzOxefNmFBYWYubMmbjpppvk5c8//zxWr16NBQsWYOHChU16nuvXr8e0adMwfPhw7Nixo0n7GDNmDObOnYulS5fiqquuwqhRo6DT6bB9+3akp6fjueeeww033NCkfbsqLy8vZw/BYzBr5TBrcjctcUy//vrr0Ol0WLhwIS4c/Q5R/SYgsvcd0BvawlJlQn7GMZw7+BXSTv+GsLBwbNm+E126dHH4OFoTvnYoh1krh1krgzkTERERETWdbbFW/SeBBZUA0cJircaSi7JUl/K91KGMnbXsJxdrqWo/RiO6hSGiWxgAIOlghs02RESurKysTC4+Nbj4JCt6DaBRAVUWa6MYfqfnmVisRQ6xa9cuLF26FCqVCqtWrar1BcXf3x8rVqzAuHHj8NZbb2H8+PHysq1bt2Lr1q026wcEBKB3795YtGgRHnvsMajV6hr7/O6772xuC4KAoKAgDBgwANOnT8cDDzzgoGfoeEuWLMHAgQPx3nvv4eeff4ZarUbfvn2xZMkSTJo0ydnDU1xYWJizh+AxmLVymDW5m5Y4pgVBwIIFC3Dbbbdh+fKPsG7dMsRve8dmnZiu3fDuO0sxdepUBAQEOHwMrQ1fO5TDrJXDrJXBnIGUlBScOnUKOTk5KC8vb9IV+o8//ngLjIyIiIiIWrvL7x2Fhjt6X+qsxWkQG0furHUpX0EQIHI6yUaRshLqKNaqTiroYrEWEbkDqauWVg3oNK7dWUsQBPjqgMIK6/Nq166ds4dETsBiLXKIG264wa4302PHjrW5QuK6667DqlWrGv14Te1otWrVqgYfb8SIEfVexTF16tRau3xdyZ4rQSZMmIAJEyY0uJ4nOHfuHLp37+7sYXgEZq0cZk3upiWP6UGDBmHQoEF4552l2LVrF/Lz8+Hl5YWoqChcf/31bj3t4ZX42qEcZq0cZq0MT875s88+w5IlS5CYmNjsfbFYi4iIiMgzyec47CiCEQQBIjh9X2NdWawFlQBYWPTWGHKxlh3flUkFXTxOicgdSMVart5VS2LQCSisEFFQUODsoZCTsFiLiIiIiFqN4OBg3H333c4eBhERuZBJkybh66+/btbUKdIV/Z5UHExEREREti4XwagaXvnSOiyCaRy5w5OqWmctsFirMS4fpw2vK32+4XFKRO5AKmoy6NzjuxvfS0VnLNbyXHa84yQiankhISHOHoLHYNbKYdbkbnhMK4M5K4dZK4dZK8MTc37vvfewbt06udCqqcVWzSn0IiIiIiL3IL8ntOct5aV1WATTOFKxlqCynp4U1Cqb+6lhPE6JyFNJRU2+blOsZX0eLNbyXOysRUStAq9gVw6zVg6zJnfDY1oZzFk5zFo5zFoZnpazxWLBW2+9JT9vURTh4+ODW2+9Ff3790doaCi0Wq2TR0lERERErkIuaLGjsxY7FjVNZWUlgGrFWpf+K91PDZOKtTzt8x8RkTQNoq/eyQNxEIPe+jouPS/yPCzWIqJWITs7G0FBQc4ehkdg1sph1uRueEwrgzkrh1krh1krw9Ny/vPPP5GdnS2fpBgyZAj+97//oUOHDk4eGRERERG5osvTy9kzv5zKZhtqmMVikTtoqS511JL+azKZnDYudyYdyuwkTETuwN2mQTRcmgaRxVqei9MgEhEREREREZHLSUxMBGA98aDVavHdd9+xUIuIiIiImuxyZy17irXYWauxqhdkCRq19b8s1mo6u2oVLnchJiJydVJRk1Tk5OoMnAbR47FYi4hahc6dOzt7CB6DWSuHWZO74TGtDOasHGatHGatDE/LOTs7G4C188GwYcPQvn17J4+IiIiIiFyZ3CXLnmkQVeys1VjVC7JUamuxlupS0VZFRYVTxkRERK5D7qyld5POWpemc2RnLc/FYi0iahUyMzOdPQSPwayVw6zJ3fCYVgZzVg6zVg6zVoan5ezj4yP/zo5aRERERNRc0hR9UiFWvS511mKxlv3Ky8sBWLtpCSprflKxltFodNq4iIjINUjFWr5u1lkrPz/fySMhZ2GxFhG1CtIHNWp5zFo5zJrcDY9pZTBn5TBr5TBrZXhazmFhYfLvZWVlThwJERERNRen6KLWQC68sqNYS1BZi4ykAi9qmPSeXaXVyPdJv3vaZxkiImo8qVjLz006a/leeh6FhYV8L+yhWKxFRK2CXq939hA8BrNWDrMmd8NjWhnMWTnMWjnMWhmelvMNN9wA9aXpU+Lj4508GiIiImoOdiei1kCaps+uzlqX1qmsrGzJIbkVqVhLXa1YS62z/l5aWuqUMXkKQXCPwgYi8lyiKMrTBfrq3OM1zXCpQ5jRaGTRsodisRYRtQoRERHOHoLHYNbKYdbkbnhMK4M5K4dZK4dZK8PTcg4JCcGIESMgiiLOnj2Lbdu2OXtIRERE1ETsTkStgVR4JXXNqo+0jlTgRQ2TCrJUuuqdtbQ2y6gR7GrCwk4tROQeSktL5feLBjeZBlGnBrSXqnWkQjTyLCzWIqJWITEx0dlD8BjMWjnMmtwNj2llMGflMGvlMGtleGLOixYtgupSV4NZs2bJLfGJiDzVvn378MUXX2Dfvn3OHgpRo7A7EbUGcmcttR3FWmoWazVWcXExAECt08r3qfXW30tKSpwyJiIicg3S9z16DaBVu0dnLUEQYLjUJJ/fZ3kmTcOrEBERERERERG1Ptdffz1eeeUVLFy4EKdPn8aYMWPwzTffICoqytlDI6Jq9u3bh2PHjqFHjx4YOHCgzTJRFG26afj6+tY6VY9Go+EUPg3Yt28fFi1aJBcOPPnkk7jmmmsAAAaDAYGBgU4cHVFNoni54ws7a1FrUFFRAQAQ1A2fOpPWkbahhhUVFQEANPrLLVGkYi1pGRERUW3y8/MBAH5uMgWixKATkF8usljLQ7FYi4hahbZt2zp7CB6DWSuHWZO74TGtDOasHGatHGatDE/MuaioCLNnz0ZKSgq++OILHDhwAFdddRXuv/9+DBkyBOHh4fDx8YHaju4IkhtvvLEFR0zkefbt24fXXnsNp0+fRn5+PqKjoxEQENDo/YSFheGjjz6Cj49PC4zSPcTHxyM+Ph7l5eUAgPnz5yM8PBwAoFKp8O6776JXr17OHCKRjerdtNidiFqDRhVraVis1VhyZy2vy521pMItTv9ERET1kYqZfPXOHYejGfQCAFEuRiPPwmItImoVNBq+HCmFWSuHWZO74TGtDOasHGatHGatDE/MOTAwUO60IwgCRFFEWVkZ1qxZgzVr1jR6f4IgtIrOHlVVVVi+fDk+++wznD17FgEBARg1ahReeeUVdO/e3a597NmzB6+99hoOHjwIo9GI3r1745///CcmTpxYY91PPvkEJ06cqHU/BoMBr7/+us19ycnJWLRoEX777Tfk5uYiKioKDz30EObNmwedTlfrfshzHTt2DFVVVfKXzyUlJU0q1kpPT8eJEycwYMAARw/RbcTExMiFWoIgwN/fH2q1GhaLBRaLBadPn2axFrUqRqNR/p3FWtQayK+hWm0DawIqjdZmG2qYdKJd43X5TLvGS2ezjBomdyW0q7mMYLsN1UnqBNu7d28MGjTI7u6vRKQM6e+E+3XWsv6Xfwc9k+d9k0tErVJWVhbb8SuEWSuHWZO74TGtDOasHGatHGatDE/OWRRFCIJg8+W5q56QEEURU6ZMwdq1a9G5c2dMnjwZ2dnZ+Oabb/Dzzz/jjz/+wNVXX13vPn755Rfcdddd0Gg0uOOOO+Dn54dff/0VkyZNwqlTp7Bo0SKb9T/88EMcO3as1n21bdvWplgrKSkJQ4cORXp6Om666SbcdtttiI2Nxcsvv4zt27djy5YtjepkRu6vd+/eWL16NQBrd6d+/fqhQ4cO8nKz2Yzjx4/Lt6+66qoax1BycjIKCwtx/vx5FmvVIyYmBtHR0SgtLUX//v0RFhYGALhw4QJycnJ4AoBaneoFWizWotZAKsyQCrHqI1xap6ysrEXH5E6kwm2Nd7ViLR+9zTJqWFM+57jqZyOl7Nu3D8888wwyMjJgsVgwePBghISE4OTJk/I6PXv2lN+jhoSE4Omnn4Ze72YtfohaMemzjMHN/tlZO2vx76CnYrEWEREREREREbks6cSDu5yAWL9+PdauXYshQ4bg999/h7e3NwBg48aNGDt2LKZMmYK4uLg6ty8vL8ejjz4KQRCwc+dODBo0CID1i81Bgwbh9ddfx/jx43HttdcCsOZ27tw5PPzww3JBTX2efPJJpKen47333sPs2bPlfUycOBFff/01PvzwQ/l+IgAYNGgQxo4di9zcXLRv3x4RERH1rq9Wq2t0CvTx8UFhYSHOnTvXkkN1eUVFRQgICEBISIhcqAVAPrEoTT9F1FpUnz6O3YmoNSgpKQEAqLQNdwpV6axni/naar+8vDwAVxRrXfq9sLAQZrOZRf92kD732NPlSVrFYrG05JBc3rFjx5CRkSFPx3nkyBF5KmlJ9cItABgxYgSGDBmi2BiJPJ1UzGRws85afpf+JPLCGs/EYi0iahU6derk7CF4DGatHGZN7obHtDKYs3KYtXKYtTI8MeeVK1c6ewgO99577wEA3n77bblQCwBuv/12DBw4EPv378eePXswdOjQWrdfu3YtsrKy8Oijj8qFWoB1ysjZs2fjiSeewIoVK/Dpp58CsE4tV1ZWhm7dujU4tsTERPz000/o2rUrnnrqKfl+QRDwyiuv4Ouvv8by5ctZrEU1qNVqhIeHo3379k3aXvq3cP78eUcOy+3I00tdUewm3eYJAGptqhdoVS/cInIWqfBK0DXctkOlZbFWY128eBEAoPWpPg2iHhCsxUT5+fkIDg521vBchtlstv5iT72CwGkQ7dG7d2+5w6NfkBbX39wR7ToEYd/vefI6g25qA41WhVOHi5CXZZKPZyJSxuXOWu5VrCUVn/GzmmdisRYRtQo5OTno2LGjs4fhEZi1cpg1uRse08pgzsrx1KyNRiP27duHvLw8aLVaREREoHfv3nZdldtUnpq10jwx5ylTpjh7CA5VVlaG2NhYtGnTptZirBEjRmD//v3Ytm1bncVav//+OwBg/PjxtW4PANu2bZPvS0xMBAB07dq1wfFJ240bN67Ga0avXr0QGhqKxMREXLhwocHuSeRZzp49CwA2BYiN4ePjA8A6HaLJZIJO13DHE08kdYNgsRa5iurFWpxKjloD6XVSrfNqcF2V/nJHKGqY2Wy+XKzlezlfQSVA4+2FqrIK5ObmsljLDlKXLJXKjs5aKtttqHaDBg1CdHQ0cnJycPN9ndDn2jCYjBagWrFWeLQvdHoVMi9UIC/LxCnLmmnfvn04duwYevfubXOREVFd3H0aRH5W80ws1iKiVqG0tNTZQ/AYzFo5zJrcDY9pZTBn5Xha1klJSfj3v/+Nf3/yKfLzbK8A7du3H/75zycwceJE+Pr6OvyxPS1rZ2HOru/IkSOorKzEVVddVWsBZa9evQAAp0+frnMfBw8eBGC9OvxKPXr0gEqlQlJSklzwIhVrdezYEf/9739x/PhxqNVq9O/fH+PGjYNWq7Vr3wDQs2dPZGdn4/Tp0yzWIllVVRWSk5MBXC66aiytVgu1Wg2z2YyUlBTExMQ4cohuo65iLenfMQsKqLWp/t6F72OoNZBeJ1VeDRcXq/TWgiOeXLVPQUGBtSOUINhMgwhYi7eqyiqQk5ODHj16OGmEruNyZy17pkG0rlNVVdWSQ3J5RqMROp0O4eHh6H5Vu3rX9faxTtUpTetJNZ05cwZbt26ts0gwOTkZv/76q3z71ltvRVRUFADr54V77rkHQUFBioyVXIdUIOnXAtMgVppFZJdYOxAaq2w7EWYUWaDXWB8z1CBAq3bs43MaRM/GYi1yO8IVbV07deokfylYnZeXF8LDw3HzzTdj7ty56NKlS5Mer7S0FG3btsXcuXPx+uuvN3ncw4YNAwDs3r27yftwZdVPAFDLYtbKYdYtp0uXLnJr6srKSjlrXmHfsnhMK4M5K8eTsl61ahUemz4dao03OnS+FT2uvxVePiEQLWYU5yciNWEDHn/8cbz2+hvY/Osmh39B7klZOxNzdn25ubkAUOdUcdIX1vVNuVHfPlQqFfz9/VFQUID8/Hy0a9dOLta688475W0lXbp0wXfffYerr77aYeOTGI1GGI1G+XZRUVGD25BrSk5ORmVlJdRqdZPfrwuCAB8fHxQXFyMhIYHFWnWQTmCwsxa5ChZrUWsjvY5KhVj1UXv5yNuIotiinYrdQXZ2NgBA6+MFQaWyWaYzeKM8pwA5OTnOGJrLkQqvVHYUDEjrsFirflLhlUoNaPWqetf1YrFWgz755BMcPXq0zuVpaWnyawIAbNq0CeHh4fJtLy8vPPTQQy06RnI90t/oluislV0i4v3dlbUu+3jv5dfP2cO0CA9w7N97aRrEwsJCmM1mqNVqh+6fWjcWa5HHmDZtGvz9/eXbeXl5+PPPP7FixQqsWrUK//3vf3HPPfc0er+fffaZzRfMTREXF4c///wT119/fbP248o6derk7CF4DGatHGbdck6cOCH/brFYoFLV/yGaHIPHtDKYs3I8JevPP/8cjz32GDp2vQM9Bj4Jjdb2KnEv3xCEdByC0qILOLLzBQwdOgyxsXsdeiLcU7J2Nk/M+ZFHHpF/X7p0Kdq0adOk/WRmZuKFF14AAPTp0wdz5sxxyPgaS+rm4OVV+wlCg8EAwFqs3px9FBQUyPuQirVuvPFGLFq0CDExMTh37hzeeOMNrF27FqNHj8axY8fQrl07h4xPsnjxYixatKjB9cj1SceYt7d3s05ke3t7o7i4WN4f1SSdwLiyeFcq1iouLkZVVVWNYi4iZykuLq71dyJnqKqqujwNolfDnSDVl7pvGY1GlJaWyu+DqHZZWVkAAK2h5vtIrcHbZh2qn/ReW6Vu+PtQ4dI69rw/92RS4ZW3j7rB96vevizWaog0tXFoiBpRETUvKgtv3wa7/7x8gc+ga9sgLMwL+w9VALCdJpkIAEwmk3xcSdMGugsfHSAAEGG9uKZt27bOHhIpiJ/MyWO88sortZ68+PjjjzFr1iw8+OCDiI2NxTXXXNPgvs6ePYujR49i8+bN+Pzzz5s0nuzsbBw5cgS7d+/GRx99JHcC81QJCQno3r27s4fhEZi1cpi1Mpizcpi1Mpizcjwh6yNHjmDGjBmI7H4Xel73TL1fOvr6R2DAzctwYMs/MO6O8Thx/JjDimE9IevWwBNzXrVqlXxcL1y4sMnFWkajUd5Xp06dnFasJXUdkr6EvJJ0oVB9U8npdDqUl5ejrKys1pOGV+5j1qxZmDx5MsaPHy9n2atXL/z3v/9FXl4efv31VyxbtgyvvfaaQ8Ynef755/H000/Lt4uKijh1optKSEgA0PQpECXS9tL+qCapyKCuzlqAtaArJCREyWG5rX379uHYsWPo3bs3Bg0a5OzhuKTqXRVZrEXOlpuba/2OXqWyq7OWoNZA0OkhmozIyclhsVYDMjMzAQA6Q833A7pLxVrSOlS/y8Va9nfWYrFW/aTCKy/fhk+be7FYy26DB3gjKrK2DuDe6N1Lj+SUQkRFBqBbV2txSmWViLijzWuOQe5JuihFLQDeblbdohIE+OqBEqP1ebJYy7O42eFM1HgzZ87E2bNn8c477+DZZ5/Fb7/91uA2DzzwAA4ePNisx3377bfxzjvvNGsfRERERET1+b//+z94+QSjx6DZdnUz0XkFoOfg5xC76R/YsmULbr31VgVGSdQ8jph2Rpq2TxRFp54kCg0NBXD5i8grSdMQVp8iorZ9JCcnIz8/v8ZJQ7PZjPz8fHh7e8uFbcOHD69zX5MmTcKvv/6KQ4cOOWx8Er1eD72+BeYvoFbH0cVa586dY3eoOkgnDa/srCUIArRaLSorK5GXl8diLTsUFhbWO21kXFwcPvzwQ/n2k08+ibFjx3LakkYQRVHu2Ahwmk5yPmlKLrW3r93vLTXevqg0GZGdnY3OnTu35PBcnlys5eddY5lUwMViLftIF0ioNA1fXKW+tE5zZ4dxd9LnGKlrVn2qd9bilGX1q69FRbeubeUirSs34LSydKXqUyC64/HhpxNQYhTr/K6F3Be/1SAC8PTTT+Pdd9/Ftm3bcOHChQav5n377bflL8B27NiB5cuXN/oxp0yZgsGDBwMAcnJy8I9//KPxA3cjQUFBzh6Cx2DWymHWymDOymHWymDOynH3rPPz8/HftV8hsudkqFT2f/QLDOmDwOCuWP7RRw4r1nL3rFsLd845PT0dVVVV9a6TlpbWpH3n5eXhpZdekm+bzeYm7ccRevXqBQCIj4+vdfnp06cBAFdffXW9+0hOTsbRo0drfLaVilyuvfZau8bj7+8PAPIJCGl8R48erXX9M2fOQKPR4KqrrrJr/+T+Kisr5WkLm1uspdfroVarYTKZkJSU5NDpet2FVHh6ZbGWdF9lZaW8DtUtNTUVjz/+eL1/d9LS0uTCDsDaLfDo0aM2f0+ofuXl5TbFAyzWImeTCoU0PvZ3yFL7GFBZmMciIztkZGQAAHR+vjWW6fx95HUccSGGu6uosE4Vp2axlsNIxVo+hoYLr7x81BAE6+dGTllWO6lLe2MnFBJZrEV1kIqY/NxsCkSJQQ+guO4L48h9sViLCEBYWBh69eqF48eP46+//mqwWGvUqFHy7yUlJU16zD59+qBPnz4AgKSkpCbtw514eTXcWpocg1krh1krgzkrh1krgzkrx92z3rRpE4wV5ejYdVyjthMEAR26jMPGXz5AWVlZs0+uA+6fdWvhzjkPHToUKSkpdS4XRRHDhg1r1mMIggBRFNGhQ4dm7ac5QkND0a9fP8TFxeHgwYM1iqo2btwIQRDqLaQcM2YMNm3ahF9//RVjx46tsT0A3H777QCAP//8E0OHDsWtt96KTZs21djXH3/8AQDyOMaMGYPnnnsOmzdvxpIlS2zWPXLkCNLS0jBy5EhOA0Sy8+fPo7KyEmq1utmd1ARBgI+PD4qLi3Hq1CkWa12hvLxc/o5KmrK0OqmASzoZSXU7dOjQpUItNaCqmSUAGPzaIjvncuGbwWDA/v37YbFYHDaNtLu78mQUp5MiZ5OKidS+fnZvozFY101PT2+RMbkTKSOdX83Pl9pL0yBWVFSgoKDArS9CcQS5WEvb8N8bldZafFTXNOZklZOTAwDwNjR82lylEuDlq0Z5iRnZ2dks1qqFdLGP2MhqLYtouz2RRCrqN+jcs1jLWoQm8uIFD8RPjkSXSF/ypaamOnkkjWM0GlFUVGTz44qkD8PU8pi1cpi1Mpizcpi1Mpizctw96+zsbGi13tB7N/6LQx9DGCwWi8NOmrl71q2Fu+csimKNn4aW2/sjEQShRoGT0p588kkAwLPPPovKykr5/o8++ghxcXG455570KlTJwDW/+enTp2yKb6YMmUKAgIC8MUXX9h0wDp//jwWL14MPz8/TJ8+HQAwYMAAhISEYMuWLfjtt99sxnH48GF8/PHH8PLywiOPPALA2tHrxhtvRHx8PD777DN53fLycjz11FMArJ2riSRSNzgfHx+HXCEvFRBL+6XLpJOMKpWq1hNcUgGXtB7V7ezZswAArf8g+EY8VetPWJ+FuGrIK4jo8Tf0GvISAgLbory8nAUbjSAfi6L1tSE3N7fRJ3WJHEnq0qox+Nu9jcbXui7/7devqqpK/jcvddGqTqVWywVbzLJhpaWlAAC1ruGCFo3Oehq4oqKCr7H1kLpl+vrZVyTkc6moq3qXTbpMei/a2KbVlkvVWizWoitd7qzl5IG0EKkIjZ21PA87axFdIl35azKZnDySxlm8eDEWLVpU4/6EhAQYDAbExMTgwoULMBqN8Pb2Rvv27XH+/HkA1qu2RVGUPyhFR0cjPT0dFRUV8PLyQlhYGM6dOwcACA4Ohkqlkt98durUCdnZ2SgrK4NOp0NkZKQ8tUGbNm2g0+nk9s9RUVG4ePEiSkpKoNFoEB0djTNnzgCwTtXi5eUln1yIjIxEfn4+iouLoVarERMTgzNnzkAURQQEBMBgMMgfnDt27Iji4mIUFhZCEAR069YNCQkJsFgs8PPzQ2BgIC5cuADA2j2trKxMrkru3r07zp49i6qqKhgMBrRp00a+Ur9Dhw4wGo3yycmuXbsiOTkZJpMJPj4+CA0NlbuhtWvXDmazWR5/ly5dkJqaKufdoUMHOcOQkBAAsMk7IyMD5eXl0Ov16Nixo/yFYHBwMNRqNbKysmrNOyoqCgkJCXLeer1ePjkXGRmJvLw8Oe8uXbrIX2QHBgbCaDTKtyMiIlBQUIDi4mKoVCp07drVJm8/Pz+5gDE8PBwlJSU2eScmJsJsNsPPzw9BQUE2GVZUVMhvLLp16yZPuWIwGNC2bVskJycDANq3bw+TySTnHRMTg5SUlFrzDg0NhcVikfOu75gNCQmBIAjyMdu5c2dkZmbKeUdERMjHbNu2baHRaGzyzsnJQWlpKbRaLTp16iTnLR2z1fOWjtkr8y4pKUFxcbH8JUPHjh3lokopb+mY9ff3h7+/v5x3fcdsQ3l37doVSUlJqKyshK+vL0JCQmyO2aqqKnnqC1d5jagtb+k1Qjoe+BrhmNcIHx8f+Zi98jUCAF8j4LjXiCvzll4jcnNz+RrhwNeIht5HnD592m1fIwIDA3HvvXejQmdBRKgJfr4WGE0CTiZ5oV+3cgBA5kUNKkwqdOpgfQ98KlmP9m2q0KNDG4T53AFBEOx+jajvfYTJZEJmZiZfIxzwGlHf+wjpubXka0RgYCDckXTiYsiQIXj11VedOpapU6diw4YN+PHHH9G7d2+MGDECZ8+exe+//47IyEh88MEH8rrPP/88Vq9ejQULFmDhwoUArMfOp59+iokTJ2Lw4MG4++67oVar8cMPP6CkpARffPGF3D1Mp9Ph3//+NyZMmIAxY8Zg9OjRiImJQVpaGjZt2oTKykp89tlnNt2nP/vsMwwePBiPP/44vv/+e0RERGDLli1ISkrCo48+inHjGtfNj9zbyZMnAQC+vjWnPGoKaT+nTp1yyP7cifQ3q7auWtXvl/5eUd2kv9sqXbt61wsK7YGg0B4AgPKM/bCYMpCQkICOHTu2+BjdgVxgKIbCImTBZDKhqKgIAQEBTh4ZeSrps0ujirX8rMer9NmRapeZmQmLxQJBo4bGu/Yz7To/H1SWlCMtLY1TajdAKtbS2FWsZV3HYrGgrKzMYe/J3I30Gd3X377T5oYADS5mGjkFah2kjq5S8ZW9pOKu2qb0Js/m7tMgSkVoLNbyPILIUmpyM9KVmtKh3alTJyQnJ+P8+fPy1ce1uf3227Fp0yasXLkSU6dOtfvxVq1ahWnTpuHFF1/E66+/3qQxJyUloXPnzhg6dCh2797dqG2NRqPNfONFRUWIiIhAYWEh/P3t/2DpbOXl5fD29nb2MDwCs1YOs1YGc1YOs1YGc1aOu2e9bt06TJw4ESPu+x5evqGN2jbpxDdIOLQcxcXFDsnI3bNuLdw552effbbWqbtWr14NwPo58J577mnS9HtSAd7QoUMxYsSI5g7VIaqqqrB06VKsXLkSycnJCA4Oxu23346FCxciLCxMXm/q1Kk1irUk27dvx+uvv44DBw5AEARcc801eP7553HLLbfUeLwTJ05g8eLF2L17N9LT0xEYGIghQ4Zgzpw5GD58eI31z58/jxdffBG//fYbSkpKEBMTgxkzZuAf//hHk7snSSfoXe2zLNVv2rRpSEtLQ5cuXeoswKiqqrLpAte3b19oNLWfKKusrER8fDwA4Pvvv+eUm9X8/PPP+L//+z/4+/vXOkVkfn4+zp8/j549e9oUfZItk8mEu+66C1VVVfAO/ztUmkC7tjNe3IyqksO477778Pjjj7fsIN3El19+iTVr1kBj7gqzKhWiUI5ly5ahW7duzh4aeSCLxYI777wTRqMRoTffA62ffUWD5vIyZG76GiqVCj/++GOdBbOeLjY2Fi+//DK8gvzQ9e4ba10nbU888k6nYOLEiZg2bZrCI3Qtzz33HA4fPoyeozujQ4/6O2mLooidKw7BYhbxn//8B+3a1V+I7InKyspw1113AQDunh4Bnd56warJaMH6Ty8XYlZfdiy2AMf3F+K2227DnDlzFB9za/fyyy8jNjYWo4b74Koe9rdC+vW3EiScrcTMmTNx9913t+AIydW88cYb2LlzJ8b3UuOGzo7vRZRWaMH7uysbXG/2MC3CAxw/cd3BVDPWHanCNddcg7feesvh+6fWi521yCXl5+ejtLQUISEh0Osd0/NQumouKirKIftTil6vd1gGzpSfn++2J5ZaG2atHGatDOasHGatDOasHHfP+vbbb4ePjwEXEn5C136P2r2dKIrIOPsT7rrrbofl4+5ZtxbunPOSJUtqvX/16tVycdA777yDyMhIJYfVYjQaDebPn4/58+fXu96qVauwatWqWpeNHDkSI0eOtOvxevXqhf/85z92j69z585Yu3at3euTZyooKJA7Wjqqi4NWq4Ver4fRaMTJkycxcOBAh+zXHUidHer6jki6392nzG2upKQkVFVVASovCGr7OzypdO0BXP5+kRomdXlTiX6wiH4QhXJkZmayWIucIisry3pBtEoNja+f3dupvLwhaHWwVJpw4cIFdOnSpQVH6bqk9wO6gLrfD+j8rcs4DWLDiouLAQA674ZP8QqCAI1eA1NZJYqKilisVQvp+NR7qeRirIYYAq3ZSx35yJb0vrOqqnH9YqqqrP9l4StdSeqo776dtTgNoqdyfOkfkQLmzJmDiIgI7Nq1y+Z+aQrDxv4hP3fuHBITExEQEIChQ4c6bJxkP+kDBrU8Zq0cZq0M5qwcZq0M5qwcd8/a398fU6b8DRmJP8Fitn+q77zMwyjMO49//GOmw8bi7lm3Fp6aMxuGE7VOJ06cAAB4eXnV2SmrKaTCr+PHjztsn+5AOrldV7GW9F1ZQUEBysrKFBuXq5GmI1brOjSqU6Bab51eVpqimBomnRwX4A+VaC2OYZEGOcv58+cBAFq/AAgq+0+bCYIAbUCQzT6oJqmgRe/vi4zEZMRv34u0k2dhNlbCbKyEKIrQXyrkYvFLwwoLCwEAWq+Gp0EEAO2loi5pO7KVkpICAPALsn/qPf9L60rbkq3LxVqN267yUnGXl5eXo4dELs7dp0E0cBpEj8XOWuSSfHx8AFyupJVIVweGhIQ0an9vvvkmAODee+9lxbaTOPKLW6ofs1YOs2451ad/NZvNNrfdodtga8VjWhnMWTmekPU///lPfPbZ5zj+11voPfRFCEL9Jx4qynJxYu9iXN3vGrs78tjDE7JuDTwx5wULFsi/BwYGOm8gRFTDsWPHADiuq5bE19cXeXl5LNa6woUL1ml66vo8pNFooNFoUFVVhdTUVHYvqoNUrKW6VHxlL0EbDAhalJWVITU11W06PbYkqSBDJQZARJHNfURKO3v2LABAc6nwqjG0/m1gys3CuXPnHD0styEVZxYVF+HE9l0QzRYUp+UgOjoaAQEB6PXQLXKxVlpaGkRRbPLU2u5OFEUUFBQAALTe9hUX6bw1KAXk7chWUlISACCgbeOLtQoLC5Gfn4+goMa/drgzqdiqsrKRnbUqWaxFtbtcrOXkgbQQqQitqKgIZrMZarV9xbjk+jzvm1xyC1dddRUAYM2aNbjnnnvkkxIrVqwAANxwww127cdiseCdd97B559/joCAALz++us2y1NSUlBWVoYOHTogIMD+1ufV5ebmIjc3FwEBAejQoXFf9HgStohWDrNWDrNuOf7+/nI3xep0Op1N4RY5Fo9pZTBn5XhC1j179sSaNasxadIkWCxV6HndM9Dp/Wtdt+jiGRzd9RIMPsBPP/7g0C/HPSHr1sATc65erEVErYtUrGUwGBy6X2l/J0+eRGVlJbRa+0+suSuz2Sx3JKrv5JaXlxdKSkpw4cIFFmvV4dSpUwAAla6RxVqCCipdO1iMqTh16hSLtRpQUlIiFw2oRH9YBOv3rlLRIZHSEhMTAQC6gLaN3lYb2MZmH1STVKxVXGTbCbikpEQ+76I1+ACCgIqKCuTl5aFt28b/v/AExcXFqKysBADofOws1vK1rndl8wOykoo1A9va38hBo1XBL1CD4oIqnD17FgMGDGip4bkkb29vAJc7Zdmr8lInLhZrUXUmkwmlpaUA3Lezlq8OEHC5IJd/Az0Hp0EklzRp0iSEh4fjl19+QdeuXXHHHXegb9+++Ne//gVvb2/Mnz+/xjavvvoqZs+eLf88+uij6NWrF+bNm4eAgAB8//33NYqpHn74YfTs2RPr169v8liXLVuGnj174vnnn2/yPjyBdOUitTxmrRxmTe6Gx7QymLNyPCXrBx98EN9++y3yM/7EH/+7G/F73sTFjEMoLbqAkoLzSD+3Ffs3z8KfPz+C8A4B2PvXn4iIiHDoGDwla2djzkTUWpSXlyMhIQGA44u1vLy8oFarYTKZ5MfwdJmZmaisrIQgCPV2jJdOfHHKntqVlJTI2aj1YY3eXq0PB3C54IvqJnUxEURfCNBBJQYCAJKTkzm9MTmF9PdEG9SUYi3rNomJiTx+a2E0GpGdnQ0AaBcTZbOs+nsElVoFncFa4CEVd1FNFy9eBABo9GqoNfad4tX7Wt8b5Obmtti4XJUoivK//6CQxs26I63P96M1ycVapkYWa13qrCXNrkQEXO6qpVYBXm7ahkglCPJUiCys9SxuekiTuwsKCsK+ffvw5ptvYtOmTdiyZQuCgoJw33334ZVXXkGfPn1qbLNy5Uqb2z4+PoiMjMTs2bPx1FNPoVOnTgqNnoiIiIhIWffeey9uuOEGfPHFF1i+/GPs37LRZvmNNw7HrP/7BnfddRc7lFCr8cknn9jcfvzxxxtcxxFqexwiapyTJ0/CbDZDq9XWWzzUFIIgwGAwoLCwEEePHkWvXr0cun9XdP78eQDWYqz6OmNKxVrS+mRLKrISNAEQ1I2fvlN1qcDrxIkTDh2XO5Kmi1OJbS79NxAQVSgrK0NWVhbat2/vxNGRp8nLy5OLWLRN6azlHwSo1CgpKUF6ejrCw8MdPUSXJnV+VOk0CO/VBWq9FjnnU1GkT64xm4nO3xemYut0sn379nXGcFs96Vj1Mtj//kp/qbMWi7VqyszMRGFhIVQqILCRxVpt2umRklCGkydPttDoXJdUrGVq5DSI0vrS9kTA5eIlPz3ceopcP72AYqMoF6eRZ2CxFrmssLAwLFu2rMH1pCu1mmLHjh0NrjN16lRMnTq1zuULFy7EwoUL691Hp06dPP6qm8DAQGcPwWMwa+Uwa3I3PKaVwZyV42lZh4aGYv78+Xj22Wdx/PhxXLx4ETqdDh07dkRUVFTDO2gGT8vaWdwt57///e82X8TVVkR15TqOwGItouY7cuQIAMDPz69FvlD38/OTi7UefPBBh+/f1UiFLw11IZBOfLFYq3ZSkZVK37FJ26t01gKNpKQklJaWwte38QVfnkKackoq1hKggkoMhEXIQ2JiIou1SFFSd1qNXyBUTbhwRVCpoA1sg8q8HJw6dYrFWleQumTp/X0hCAI6xEQhNCIMJy4U1FhXH+CLkrQcdtaqR1ZWFgDAy8/+wiJpXanDGV0mTdsdFKKDWt2496zB7a1tcE6cOAGLxQKVipNZSaT3pI0p1hJFESYTO2tRTdLU2X469y3UAiB31mKxlmfhXw4iahX45ks5zFo5zJrcDY9pZTBn5Xhq1mq1Gn379sXIkSMxdOjQFi/UAjw3a6W5a872XNgiimKzfux9HCKyj1Ss5egpECXSfo8dO4aqqqoWeQxXIhW+NNSFQFqelZWFoqKiFh+Xqzl+/DiAy9MZNpZKY4CgCYDFYuFUiA2QpoxSWy53MVKJwTbLiJQi/XvVtQlp8j50QSE2+6LLpMIrnX/DBazSOizWqtvlYi293dt4+1vXzcjIaJExubKjR48CAELCvRq9bVCIDmqNgKKiomY1jXBH0ncTlSb7tzGbAYvFdnsioHpnLfcu1pKeH4u1PAuLtYioVZDaIVPLY9bKYdbkbnhMK4M5K4dZK4dZK8Mdc7a3UEuJxyEi+5SXl8tdSvz8/FrkMby9vaFWq1FRUSE/lieTilsaOrGl0WjkaSkTExNbfFyuxGw2y9MYqZvYWQu43JVL6tRBNRmNRvmktlSgBQDqS7+fOXPGGcMiDyZ11dO1CW3yPnRtrdtKRZ90mfQZRW9HsZaexVoNkvL0DrC/WMvrUrFWcXExSktLW2RcrkgURRw8eBAA0K5j44u1VGoBIWHWbA8dOuTQsbm6pnTWqqy2LqdBpOqk4iWD/S97LknqHMZiLc/CaRCJiIiIiIiIqNVZuXKlQ9YhImXFx8fDbDZDp9NBr2+Zb9QFQYCfnx8KCgpw+PBhXHXVVS3yOK7g4sWLyM3NBWDfiS0fHx+YTCacOXMG/fv3b+nhuYyzZ8+ioqICUOkhaJveXUetj4C59DiLteqRkJCAqqoqCKI3BFzuvqcSL3cm4nRSpJTKysrLnbXaNr1YS3+p0OvcuXMoLy9noUE1UnGRLsD+Yq2MjAy+DtRBKmTzDrT/PZZGp4bORwtTWSXS0tLQrVu3lhqeS0lKSkJubi7UagHBHZr2nrV9pDcyUyqwf/9+3HfffQ4eoeuSi7VM9hdrSYVder0earW6RcZFrknqrOXv9p21rP9lsZZnYbEWEbUKHTs2/apFahxmrRxmTe6Gx7QymLNymLVymLUy3C3nKVOmOGQdIlLW4cOHAbRcVy1J9WKtyZMnt+hjtWZSZzEvLy/5xFZ6ejqysrIQHByMDh06QK1WQxCsJzd8fX1RUFDAqbquIE2DpNZ3lLNqCrWX9W/xqVOnYDKZ5E5mdJnUxUglhkLA5axVYhtA1KC0tBTJycno3Lmzs4ZIHiQxMRFGoxGCTg+NX0CT96P28YXaxwBzWQlOnDiBa6+91oGjdG1ScZHer+FpzbQGL0AQYDKZkJubi9DQphfQuSOLxSLn6RPYuE5QPoF6mMoqkZKSwmKtS/bu3QsACO3oBY22aYWBYZ28Ebc7H0ePHkVxcXGLv/91FVLBamM6a0nrcgpEulJBQQEAwOD2xVrW5ycVp5FnYFk6EbUKRUVFzh6Cx2DWymHW5G54TCuDOSuHWSuHWSuDORNRa6BksRYAnDx5EuXl5S36WK2ZNHWfr6+1G0l6ejr27NmDQ4cOYcuWLdi1axfMZrO8vrTeyZMnOQVsNZeLtSKbtR9B0xZQ+cBoNHI6vzrIWVva2dwvQAW1aC3MiI+PV3xc5JmkY03ftl2zCjUBQBfczmafZJ32VOr+qLNjGkRBpYLOz1rkkZGR0aJjc0VZWVnW4kKVIE9taC+fIGuuKSkpLTE0l7Rr1y4AQHh00zvh+QVq4d9GC7PZjNjYWEcNzeVJxVqVjZkG0WS7LZFEKl7yc/dpEPWcBtETsViLiFoFnlhSDrNWDrMmd8NjWhnMWTnMWjnMWhnulrO3tzfUajU0Gg3OnTtX6zpqtVpehyceiJwvLy9P/vfa0sVaer0eOp0OVVVVHn1i/Pjx4wAuF2FJJ8UlJSUlNrd9fHwgCALy8/ORmZmpzCBbObPZLE9bqPJqZrGWIEB9aR9xcXHNHZrbqZ61WuxQY7naYr3vyJEjio6LPJd0rOmD2zd7X9I+pIJEulxwpdJqoNZr7dpG53e5+JhsJSUlAQB8g7ygUjWuuNC3jbUTV3JysqOH5ZLS0tKQmJgIQQDCo5vXySmii3X7HTt2OGBk7kHqjmU2AxaLfQVbUmEXi7XoSlLxkp/bd9ay/pedtTwLi7WIqFXg/PPKYdbKYdbkbnhMK4M5K4dZK4dZK8PdcjaZTBBFUf6pTUPLiUhZhw4dAmA9yaLV2ndStqkEQYC/vz8A4MCBAy36WK2VyWSSp0E0GAwAgODgYJt1pPslKpVKPoHmyUVu1SUmJlqL2gQ9VLp2DW/QALVXFAAWHNXm9OnTKCsrA0SdddrDK0gFXHFxcTYd4YhaQlVVlVw8qAtxXLHWqVOnPLrjY3VSsZbO38fuzmW6S9MlsqC4Jqkg3rdt44tZDME+NvvwdL/99hsAoF2EF7y81c3aV2Q3a4HhgQMH2B+hhUwAAQAASURBVBHnEi+vy9N0VlXZt01llVhjWyJRFKt11nLzYi0v6/MrLS2FyWRy8mhIKe71TS4RuayuXbs6ewgeg1krh1mTu+ExrQzmrBxmrRxmrQx3yzkoKEg+qVNfIUZzp6whIsc5ePAgAMhFVC1N6t4lPa6nOX36NCorK6HRaKDXWy/FDgsLw+DBgxEaGoro6GgEBATU2E4q4GKxlpU0dafaKwKC0Pyvy6VirRMnTqCioqLZ+3Mn0r9VtRgGoZZTEyoxBBC1KC4uRmJiotLDIw9z+vRplJeXQ9DpoQ2oWTzYWGpfP6i9fVFVVSV3PfR0UsGVVIBVXWFhIdLS0lBYWGhzv87fui47a9Ukdy8NaXwnKEOwtcArKysLxcXFDh2XqzGbzdi6dSsAoHMPQwNrN8w/SIs27XSwWCz4/fffm70/d6DVauXP6VIRVkOqLq0nvaclAoDy8nIYjUYA7j8NorcGUF96e1xQUODUsZByNM4eABERACQkJLjdyaXWilkrh1mTu+ExrQzmrBxmrRxmrQx3y7lTp07Iy8uDIAh4/PHHsXXrVkRHRyMwMBBeXl5Qq61XQIuiCEEQsHfvXnlqkOZo3749unXr1uz9EHkai8UiF1YqXax14cIFZGZmon375ndGcSVS5yaDwWBTuNqhQwfk5OTUuZ3BYEBWVhan6rrkcrFWJ4fsT9AEQVD7o7KyCMeOHcOAAQMcsl93IL1GaCwdkVeUgKLSJPj7hiPIvwsAHQSooBbDYBaSsX//fnTv3t25Aya3Jv3b14d0cEjxvyAI0IeGoSw5AYcOHeK/fVTrrHVFsVbmuRS58Cg7Oxudz6UgvGcX67oGdtaqy5kzZwAAhiYUa2n1Gnj561BRZEJiYiKuueYaRw/PZRw8eBDZ2dnQ6VUIi3bMlHvRPQ3Iy8rDxo0bce+993r8BUWCIECn08FoNMpFWA2ROnCxWIuqk7rV6dSAXuPe/64EQYCfDiioAC5evIjQ0FBnD4kUwGItImoVLBaLs4fgMZi1cpg1uRse08pgzsph1sph1spwt5xvvvlmeUq14uJirFy5ss51RVHExIkTHfK4U6ZMwRdffOGQfRF5ksTERBQWFkKlUsHX11eRx9RoNPD19UVpaSkOHDiAcePGKfK4rYVUrCUVrdlL6qyVkZGB7Oxsjz4RUFFRIU+Dpvbu7JB9CoIAtVcnVJUeZcFGNfn5+Th16hQAoKjAhNPJv8CsSgXygOjoaIR5PwFAD40lAmZVMvbu3YvJkyc7d9Dk1qT3mV4hHRy2T31oB7lYi6p11jLYFhddTM2scVsu1vLzttmWrAoKCpCVlQUA8G9CsRYA+If6oqLIOoWyJxdr/fjjjwCATj18odE4ZgKqyG6+iNuTj9TUVBw+fBj9+/d3yH5dmVSsZe+sxmaLKG9HJJGKtdy9q5bETy+goEJkZy0PwmkQiahVUOqqW2LWSmLW5G54TCuDOSuHWSuHWSvD3XJ+5plnEBQUBKD2qQ5FUaxxu7k/RNR0+/btA2B9LVKplPvKUZrmb//+/Yo9ZmtgNBpx4sQJAI0v1lKr1fDxsZ7ojYuLc/TQXEp8fDwqKyshqP0gaJo/DZpEKvyqbxpfT7N3716IogiVJRjFpbk2y0pKSuTf1ZZIQLR2kMnNzb1yN0QOUVpaipMnTwIA9O3CkZOUiIQ/dyAnqeb0m6IowmIyyj/1vWfUh4QBsE5Xl5eX1zKDdyGXp0G07V7UtmP7Om9LhV2FhYUoLy9v4RG6jtOnTwMAfIK8oNE3rQ+Hf6i1mF469j1Ramqq/J4xpk/j3j/VR6tTodOlKRXXr1/vsP26MqkTtsVi3+dsqahLo2GfGbpM+ltq0Lt3Vy2J36XnyfcQnqPFvzkpKqxs6YcgIjfgbieWWjNmrRxmTe6Gx7QymLNymLVymLUy3C3n4OBg7NixAwMGDFCssIoFW0RNV71YS0nS4x06dAgmk0nRx3am48ePo7KyElqttknTxUgFXtI0YJ5KOmGr9o526JRF1ikVBSQlJSE7O9th+3Vlu3btAgBoLJHw942wWSZ1ewMAFbyhEq3d3nbv3q3cAMmjHD58GGazGRqDP/JzsnBk43okx+3HkY3raxRsiZUmZPy8Vv4RK+v+W6P28oY2sC0AFmuKoih3gtJe0VmrfXQkoqOjERoaiujoaLSPjpSXqfVaqHTWYg1pe7L+3QcA/3ZN717q38G67YkTJzz2c8/3338PURQR1skbfoFah+6729XW91axsbFISUlx6L5dkVSsZe+hJq2n5EUf1PpJnbX8PaRYy3DpY530vMn9tUh5aklRJfZsy8bOzZk4eiAfP+8f3RIPQ0RuJDU1Fd27d3f2MDwCs1YOsyZ3w2NaGcxZOcxaOcxaGe6Yc58+fRAbG4vc3FwkJSWhrKxMPrEgiiJGjRoln1x/++23ERwc3OzHjImJafY+iDxNQUGB3PFB6WItb29vaLVaGI1GHD161GOmnJOKrPz8/JpUZOTv74+srCwcPnwYoig6tFDJlVQv1nIkQe0Nla4DLKZ0HDhwALfffrtD9+9qioqK5GNWY+mMNv6B6BE1HjnG/8FgMFg75FWrf9FYOsOkysYff/yBu+66yzmDJrcm/dvXtwtHTnqqzbKC9FSEdGr6+0GvduGoLLiI/fv345ZbbmnWOF1ZcXGx3BlLZ/CusTwgIEDujnklnZ8PKi4WITMzE506dWrJYboMacrewA6GBtasm3+oL1RqAYWFhUhLS0PHjh0dNTyXkJeXh82bNwMAul/j+PerfoFahEd7I+1cOb755hvMnTvX4Y/hSqT3lo2tC2SxFlV3ubOWkweiEHbW8jwOK9YqLanCn9uz8cfmTByOzYO5ygJRBHR6vqgSERERERERUdMFBwc3WIh1//33IzIyst51iKhl7N+/H6IowtvbGzqdTtHHFgQB/v7+uHjxImJjYz2mWOvgwYMAGj8FosTX1xeCICAvLw9JSUno3LmzI4fnElJTU5GWlgZAdakTlmOpvbvAYkpHbGysxxdr7d69G2azGSpLEFQIBAAE+XeBThde6/oaSyeYEItjx44hOzsboaGhCo6W3J0oinI3SK/2EQgsL0dy3OWpdAPDmlfAom/fEcWnj+LgwYOoqqry2Cm9pCkQNd56qDTqRm2r8/VGxcUidia8xGg0ykXxgWFNn7pPpVbBr50vCtNLEB8f73HFWt999x0qKyvRtr0eIWEtU/nRs38A0s6V4/fff8fkyZPRvn37hjciGxaLxdlDoFakoKAAwOUiJncnPU/peZP7a1YlVXlZFbb9koEFTx3Gg6N24N1XjmH/7lzo9SqMuLUDXlp6Nb7dOdJRYyUiNxYWFubsIXgMZq0cZk3uhse0Mpizcpi1cpi1Mjw1Z0+dwoOoNYmNjQWAOjtktDTpcWNjYz3iNaGgoACJidZpuprayUylUsmFXlLhl6fZu3cvAEDlFQlB5fiTtmofa2ceT5uisza//fYbAEBj6WLX+ioYoLJYT3Bv27atxcZFnikxMREXL16EoNZAH9wOIZ1icPXtdyOq30BcffvdzeqqBQC6NiFQ6fQoKSmRp67zRFKhlbaWrlrVFRYW4vgf+5CRmCzfJ20jFXx5uhMnTqCyshI6Hy28A5v39yoo3Pq3Py4uzgEjcx0FBQX46aefAAC9BgS0WEfRtu31aBfhBbPZjHXr1rXIY7gKqejK3kZZ0v8ST3gvT/aTOkx5TrGW9b/srOU5Gl2sVVFuxo5NGXh1ThweGLkDS16KR+zOHADWVoZDbwrF19tH4LnFfTBsdDvovRpXMU9EnqmsrMzZQ/AYzFo5zJrcDY9pZTBn5TBr5TBrZXhizitXrsTKlSvxxRdfOGQKRCJqvMrKShw4cACA84q1pKkAMzMzkZKS4pQxKEmaTk6aArKppGKtQ4cOOWRcrkYq1tJ421dA1FgqbSgEtR+MRqP8/8wTZWRkyNN3aSz2F8FoL63722+/8cQtOdRff/0FwDoFoqC2dr0K6RSDrtePaHahFgAIggpe7SNsHssTSYVWtU2BKCksLMS5c+dw9uAxxK7fIhds6fx8AICdtS6RCquCOjZt6uPqqhdredJr6zfffIOKigoEherQIcqrRR/rqoHW98ObN29GRkZGiz5Wa1ZZWQkAUKnsO2bVKtvtiIDqnbWcOw6lsLOW57G7WOuPLZl4fe4RPDByB956IR5/bs+GVmftoPXikr74ZscIAIBfgBYaLac+JKLG4R8e5TBr5TBrcjc8ppXBnJXDrJXDrJXhiTlPmTJF/vHx8XH2cIg8Unx8PMrKyqDRaJz271CtVsuFR1IBjjuTiuOaOgWiROrKdfToURiNxmaPy5UUFhbKBURqn64t8hiCIMj7/vPPP1vkMVzBr7/+CgBQW8Khgq/d22ksnQFRg5SUFJw4caKlhkceSPr36NUhosUeQ9r3n3/+6VEFMdXZ01mrpKTE5vbFCxk222RlZbXQ6FyL1AGzTUTTumlWF9DBAJVGhfz8fJw7d67Z+3MFubm5+PHHHwEAfa4LtLvgLSkxB2lpaSgsLGzU44WEeaH9pe5aX375ZaPH6y6krqJqO3u6qDWCzXZEQLXOWjpP6axlfZ7srOU57K6qenPeUez5PQsGfw3G3h+BN1dci28uddC64eb28PbxzHm3iYiIiBrr8OHD+Oyzz/Dee+/h008/xb59+zz2yzsiIiIicm1ScVRAQMtNKWMPqauXuxdriaIon7RtaArEwsJCpKWl1dnVwcvLC1qtFiaTCfHx8Q4fa2sWGxsLi8UClTYUKk1giz2OxrsbAGt3HbPZ3GKP01pVVVVh8+bNAACtuXujthWgsxZsAdi4caPDx0aeKSMjw1qgIghy96uWoG8XDqjUyMzM9JiCmCtJhVb1ddYyGAw2t9tGdLDZhsVaQH5+PhISEgA4plhLpVbJ3bWk4m9399///hcmkwnBHfRoH2lfV61zZ7Kx8X9xyM7Oxrlz5xpdsNV7cCAA4Pfff0dSUlIjR+z6zGazfCGATmvf5wPtpWItT+wYTrUTRbFaZy3PKNYyXOogVlFRgfLycucOhhTRqBZYogiYjBZUmiwQLeLlCWSJiJqpe/fGfWFDTceslcOsqbrKykqsWbMG1w28Dv3798f06dPxwrwXMePxGbjuuuvQ7+pr8Omnn6KiosLZQ60Tj2llMGflMGvlMGtlMGeilieKIkpKSuQfURSxb98+fPHFF9i3b5+zh6c4URTlKZ6cNQWiRHr8EydOuHWnwfPnzyMvLw+CINQ4yV2dNLVUdnY29u7di/T09BrrCIIgF3xJBWCeYteuXQAAtU+3Fn0clVcEoPJCQUEBjh8/3qKP1Rr9+eef1uNV9IJajGz09lpLDwDAjh07Gn2inKg20r99fXB7qPUtNxWaSqOFV7twAMDu3btb7HFaM6nQqr7OWgEBAYiOjkaXa3vjurtvQYeYKACAzmDt1FlQUNCqvydTwoEDByCKIgzB3tAbdA7ZZ9so63um2NhYh+yvNUtNTcWmTZsAAH2H2N9VKz0l3+b2lV3gGtK2nR4do31gsViwcuXKRm3rDkpLS+XfdXZ2RNJfKsapvi15tpKSEnlaTIOHTIOoVwPSBHbu/JmWLrO7HdbnPw7D9o0Z2PFrJjZvSMOWH9LgF6DF9aNCccPN7XHNdW1acpzUQsrKytCvXz8kJCTg4YcfxurVq2td7/3338ecOXMQFhaG+Ph4PP3003WuGxgYiH79+uHpp5/GHXfcYbNsxIgR2LlzZ41tBEFAmzZtcN111+GFF17A0KFDG/1cRFFEZGQkhg8f3qjWoiUlJXjppZfqXD5q1CiMHz++0eOJi4vDoEGDMGjQoFo/kP366694++23cfDgQZjNZnTp0gWPPPIIZs2aBbW9fUHdyNmzZ9GlSxdnD8MjMGvlMGuSFBQU4O677saOnTtwVcAg/D36DfQJGAK1oIFFNONk0QH8kboBMx6fgc8++Qw/b/wZISEhzh52DTymlcGclcOslcOslcGciZqmqqoKn376qTxdT0PrVj+x1bFjR+zZs0e+feONN6Jjx441tgsODsb06dOh0znmJFtrkZSUhKysLAiC0Owp+ZpLp9PB29sb5eXl2LdvH2655RanjqelVJ8CUaWq+zrcK08q5ubmIiwsrMZ6/v7+uHjxIg4cOIAZM2Y4drCtVGlpKQ4ePAQA0Pi0bKGzIKih8Y5BVekx7Nq1C3379m3Rx2ttNmzYAADQWHpAgBp5RYkoKr0Af98IBPk33NVIJYZAZQlGZWUuNm7ciIkTJ7bwiMndScVa3uGdWvyxvMM7oSIjBTt37sTDDz/s1O6TziC9r5IKr+oSEBCAXjcOglqvle9T6TRQaTWwVFYhOzsbkZGNL/Z0F1LH0ODOgQ7bZ9tOAcAf1gL3oqKiBjt1urIvvvgCFosFYZ28ERJmf4FmWGQQsCdJvl1fgXxd+gwJRNr5Mvz111+Ij49Hnz59Gr0PV1VcXAwA0GoBtdq+1z6vS8VaRUVFLTYuci35+daiSS8NoLXzOHJ1giDAoAfyy63Pv0OHDs4eErUwu4u1wiN9MPnvXTD5712QeLII2zdlYOfmLPz6fRo2r7cWbgkCUFJcBVEUPe6Np6vy8fl/9s48Pory/uPv2TvJJpubHCSEJNyHgiiItuLdqlXrXUWhh1pbW7GtWtv+PGrV1qPVFo96VARBBTnkELlB7vuGJCQhIfed3SSba3fn98cyAyF3sju7Seb9eu0LZmfmeZ75ZnaO5/k8n28gc+fO5corr2Tu3Lncc8893HzzzS22ycrK4s9//jMAH3/8MeHh54R5119/PaNHj5aX6+vrOXXqFJs3b2bz5s18+umnPPTQQ63qvfPOO1t0XtbV1XH06FG++eYb1q5dy5o1a7jmmmu6dSzLly8nPz+/W/sApKen8/bbb7e7XqfTdVus1dTUxIMPPigrfi/kk08+4ec//zkGg4EbbriByMhItm7dyqxZs9i6dStfffVVt+rrDzgcDl83YcCgxlo51FirgPveeNMPbuLIwWP8bti/GR58cYv1GkHLGMtkxlgmkxN9kveOPsu111zHtu1b/a6zRD2nlUGNs3KosVYONdbKoMZZRaVn7Nixg6VLl/Zo3927d1NZWdmirPj4+Da3HTFiBNddd12P6vFXJFet4OBgv5h4ZrFYqK+vZ+fOnf1WrNXVFIhms7mFADEyMrLN7SSRXW5uLmVlZX45acTT7NixA4ejGUEXgaBvOy4AVaVp2KpOExI2lNCoESA2nlspGLvc/60NHCmLtX75y1/6xW9FCdLT0zl27BiIAnrnSCptmaTnLgGgqHwvI4bcgqH98AMgIKB3jaZR8x3Lly/nzjvv7HeiVxXlKCwsJD09HRAwxQ3xen2m2ATQaMnPzyc7O3tATaqQHEihY2et9hAEAYM5gIaqGkpKSgasWKuxsZG9e/cCEJkU2u52eRmFFOeWEhkXweBU98C+zqBt9z4VEGLEHBFAbUU9u3bt6rfPTMePH2fbtm0IgttVqzskD4/mprsuZuVnWZjN5h45yIaE6UkebSbreC0ffvghb7/99oAZO5dENgEBXU/wFRDgjk11dbWqM1ABGHApECWCjQJV9WKLfgaV/kuXxVrnkzoqhNRRITz8uxEc3V/Jxm+K2b6hBFGE7etLuP+6LXz/hhi+f2MMYy4O9XCTVTzNlClTeOaZZ3jllVd49NFHOXbsGKGhoYDbrernP/85drudRx99lB/84Act9r3//vuZOXNmqzIXLVrEPffcw5///Oc2xVqPP/4406ZNa/X966+/ztNPP81zzz3XJbFWfn4+hw8fZtOmTbz//vtdOt4LyczMBGDjxo1cffXVPSrjQp577jl3Z0QblJaW8vjjj2M2m9m6dSsXXXQR4E6P9dBDD/HFF18wf/58HnjgAY+0pa/g6xm4Awk11sqhxtp73HHHHfKAdH19PQEB7o4fna5HjzZe5fnnn+fA/oPMSnmLoUGjO9w2KWgUv01+kzfTf8Mf/vAHPvjgA4Va2TXUc1oZ1Dgrhxpr5VBjrQxqnFVUeoY0CBYSEtLpQIzL5aKgoEBeHjp0qDxzHCAlJaWV2MVms2G1Wtm7d2+/FWtJ/Ui+JjQ0lOLiYvbt20djYyNGY//Kl1FfXy/3N3Um1pJSS9XW1nLxxRe36aoF7neowMBA7HY7+/bt44c//KHH2+1vSK7/uqCRbQ4EVpWmUXRmB+VFh9EbzBTmbGPExfdgbFgtbxOYMAuErjl0aAOGgsZIZWUlx48fHzDuWgsXLgRA50pBQxC2urwW6211BbSjIWyBzpVMk7iPiooKNm3axI033uiN5qoMADZv3gyAMToWran7AqLuotEbMMXE01B4hs2bNw8osZaUAlFrMqDV96yvTn9WrFVcXOzJpvUpDhw4QENDA0aznuDoth3K8jIK2bhwOy6nSOUZK8nJyVgsFr738MXoje3HPjI5lNqKerZt29YvxVqiKPLhhx8CMHSUGUtE94W+SalRxMf3Lg3nmMtCyc2oIy0tje+++46rrrqqV+X1FcrLywEICuy6WEvatqmpiZqaGr+bxKyiPJLob6CkQJQwGwVAVNMgDhC6fpVsh3GXhPPE/43m8/VX8df/TOCqH8RQb3fy9edn+MNP9/DQD7/zRDtVvMzzzz/PRRddREFBAU8++aT8/bvvvsuWLVtITk7mjTfe6HJ5d999N+Hh4eTn58s35a7wy1/+EnCnEOwKs2bN4pZbbuHNN9/scR5jSaw1fPjwHu1/ITt37uT111/nzjvvbHP9woULsdvtPP7447JQC0Cv1/PWW28B+N3gvBKEhYX5ugkDBjXWyqHG2nt8/vnnLFq0qNXn888/93XTWmC32/nwvx/y/fAfdyrUkogPSOG6yPuYN/cz+YXEX1DPaWVQ46wcaqyVQ421MqhxVlHpPqIoymnloqOjiYqK6vATERHRYv+RI0cybdo0xo4dy7Rp0xg9enSrfQYNGgS4HZGcTqfix+gtKioqzjqU0CO3AW8QEBCAXq+nsbGRgwcP+ro5Hufo0aM0NzdjMBi6JESzWCzEx8d3mj5DGgw7cOCAR9rpz1itVtmdTBc0qtX6qtI00g7Oozh3J7XWfJqb3M4wtqrcHtfpToXo7nfctGlTj8vpS+Tn57Nt2zYA9C532qeQoJZpD0OC2nYhPJ9KWya5Rd9RV+V+xlm4cGG/uo6qKIcoimzcuBGAgITkVuvLcjI5tWMzZTmZHq03MMEt0Nq4cSMul8ujZfszksDK0ANXLQlDsFucJAm/BiJS2s6olLB2XYZKzpS1WL4wDXJ7RKe6M+js37+vx2Nr/szWrVs5ceIEWp3A2Mt895waEKRlxAT3c9b//vc/mpqafNYWJZHcXYPNXZch6HSC7K7VlfT0Kv0faWwk2DDAnLXOakv9bWxIxTv0WqwlodVpuOx7Ufzx1fF8uWkaf3x1HJd9L4rK8oFx4+nrGAwG5s2bh8FgYM6cOaxevZqcnBz++Mc/otFo+PTTT7uVk1kURZxOJ1qttlvqZylt4PmpFjviD3/4gzxA/8ILL3S5nvPJzMwkMDCw3RmG3cFutzNjxgyGDRvG3/72tza3OX78OACTJk1qtW7QoEFERkayY8eOfvmA3BFnzpzxdRMGDGqslUONtTL4c5y//PJLrDYr34/qXjrdKyJvxtHczKeffuqllvUMf451f0KNs3KosVYONdbKoMZZRaX75ObmUlFRgSAI3er3OJ+4uDjGjx/fbr9CUFAQGo0Gm81GVlZWb5rrV0iuWoGBgej1eh+3xo0gCLLLl9S+/sT5KRA9mRrmfLFWfxfCfPfddzidTjSGQWjaSIFoqzoNgE7vFgk4mu0AhIT1LmWaLmgM4Hb1kvo/+zMLFixAFEW0rgS0orufNzwklRFD7iA28lJGDLmDsJCOXYaktIlF5XvJPH0Ia7WdvLw8WbygotIdTp06xZkzZxC0WgIuSIFYlpPJ4W+WkntoL4e/WepRwZYpZjCC3kBZWRmHDx/2WLn+jizWCm7bDaorSPsWFRV5pE19jcbGRnbs2AFAdEr7k3IGJbZ0dO3q82xQuInAMBPNzQ65nv5Cc3Mz//vf/wAYOSGEALNvMzGMnBCCKVBLUVERy5cv92lblKKwsBAAS0j3ZAghwZoW+6sMbCSxUtCAdNZSxVoDBY+Jtc7HaNIy7YexvPjvCXyxYWBYOvYHxo0bx1//+lcAHn74YWbOnEltbS2///3vufLKK7tV1scff4zVauWOO+7AYOi6veg///lPAO67774ubT9lyhTuuusu7rrrrh7bh2ZmZpKamsrp06f517/+xdNPP81rr73WZXev83nmmWfIzs5mzpw5mExtW6FrtVrA/bDdFs3NzTgcDvVhREVFRaUfsHLlSlKDxxNl7HzG8PlY9BGMDrmM5V8PjBd4FRUVFRUVFRVfIYlfzGYzGo1XuskQBEFOUyrV1x/wtxSIEpLL165du/qdi4l0/ng67W1QUBBarZaamhrZgb6/Ijnr6NpxPg4JGwqA3mjGHDKYmMTLGTnhQcKiRvSqXo0pEUFrpra2lj179vSqLH+noKBAjrPBOaHFuvCQVJJiryY8JLXTcs5PmyigoaHGLSqcP39+vxcVdpc9e/bwv//9j927d1NbWyt/RFH0ddP8hjVr1gBgih2CRt9yvKK6ML/D5d4gaHUEDHZfV9atW+excv0dSWDlCbHWQE2DuGfPHux2O0azAUts+wKshOFxXHPPFYy+bJicArErCILAoGFuMW1/c31csWIFhYWFmAI1squVL9HpNYyb4v67LFiwAJvN5uMWeZ/8fPd1NNTSvferUIt7/DQvL6+TLVUGAlIawGDjAHPWOnu8ahrEgUGP5MSV5Y0YTVqCzlMjnzldx3driqksbyRykIkrr40mMdmMOcQ/ZtapdI2nnnqKFStWsH37dgoKChg3bhwvvfRSu9svWLCghajJbrdz9OhRdu3axVVXXcU777zT5n6zZ89m2bJl8nJNTQ379u3jyJEj3HXXXT12yeoJmZmZ1NfXM3LkyBYz25555hkeeOABPv744y5Zy2/YsIF33nmHp556iilTppCTk9PmdhMmuDsp1q5dy09+8pMW67Zv347VagXc6QSGDRvWab2NjY0thF999UGvM0t+Fc+hxlo51Fgrgz/HubysnFBdVOcbtkGoLprysmwPt6h3+HOs+xNqnJVDjbVyqLFWBjXOKirdR0qV1x1X8J4QEhKC1Wrl4MGDrfoC+iJ2u13uD/J0CsSioiKqqqqIjIzskQu6JLyrqqoiLS2N0aO7lo7c3yktLZUdFC8UaxUWFlJeXt6lmLW1rSQorK6uZt++fYwY0Tthkr9SWFh41vFeQBvY9nkRFj2SkRMexFZ1mpCwoYRFjwRAdDX0qm5B0KANGo3DtocNGzZwxRVX9Ko8f2bu3Lm4XC60rsFoRff7cKUtE1tdHiFBCV0SaoE7bWJR+V55OSzgUhD3k5uby+bNm7n22mu90n6laW5uZsOGDVRUVPRo/6ysLLmf3eVyYTQa5evyT37yk25NpO6IuLg4rrrqKq8Jm71JY2OjLEYJTGrd3x4aN5jcQ3tbLHuSoCHDsJ9OZ+vWrfzqV7/qsZNnX0KaiK46a/Wc9evXAzBoeHinbpoJw+OIGRJNXdahbtUxaHg4p/cUcuDAASorK7uc8cafqa2tZf78+QCMvSwUvcE/rllJI81kHKrBWlnLF198wSOPPOLrJnkNURTl8dHwMG239o0Id2/f3viqysBCEiuZB1gaRPNZSYIq1hoYdEustWZpAZ++k0lVhVsYkjoqhFnPjSYvx87rfz6K03lupsa897KY/mgyDzzasZ2xin+h0Wi4//772b59OwB33313h0KldevWtTsjpKSkhN27d3PLLbe0Wrd48eJ2y8zNzeXw4cNcfvnl3Wx996mrq6O4uBiTycRrr73G/fffj8lkYuvWrcyaNYv58+ej0WiYO3duh+XYbDZ+9rOfMWrUKNmdrD3uvfdennvuOebNm8ewYcN46KGHCAkJYc2aNTz55JMIgoAoil0SiAG8+uqrvPjii62+P3XqFGazmdTUVPLy8mhsbCQgIICYmBhOn3ZbukdHRyOKImVl7rzmycnJFBYW0tDQgMlkIi4ujuxst1AgMjISjUYj54pOSkqitLQUu92OwWAgMTFRnn0ZHh6OwWCQZ70MGTKEiooKamtr0el0JCcnk5GRAUBYWBgmk4nMzEyCgoJITEykqqqKmpoatFotqampZGRkIIoiFosFs9lMQUEBAIMHD6ampgar1YogCAwfPpxTp07hcrkIDg4mNDRUVuDHxcVht9vlm9uIESPIysrC4XBgNpsJDw+XOz1jY2NpbGyksrISgGHDhpGbm0tTUxOBgYFER0fLD4uDBg3C6XRSXl4OQEpKCvn5+XK8Y2Nj5RhGRbk7qM6Pd1FREfX19RiNRgYPHiynxIiMjESr1VJSUtJmvIcMGcKpU6fkeBuNRvnFNTExkcrKSjneKSkppKenA+4Zz/X19fK2CQkJVFdXU1NTg0ajYdiwYS3iHRwcLM+CiI+Pp7a2tkW8MzMzcTqdBAcHExYW1iKGDQ0Nsk3n8OHDyc7OluMdERFBbm4uADExMTQ1NcnxTk1N5cyZM23GOzo6GpfLJce7o3M2KioKQRDkc3bo0KEUFxfL8U5ISJDP2YiICHQ6XYt4l5WVUVdXh16vJykpSY63dM6eH2/pnL0w3uDu9JY6KAYPHozNZsNms8nxls7ZkJAQQkJC5Hh3dM52Fu9hw4aRk5NDc3MzQUFBREVFtThnHQ6H3AnYV64RbcVbukZI1w9/vEbExcXR0Kgl6PJ6AOy7TJjGNqIxi7hsGhrS9ARe5n6uasp2C9wNyW7hsG6xhkmXTiI9PV3Ra0RgYKB8zl54jbBYLBQXF6vXCA9dIy6Mt3SNKCoqIjg4WL1GeOga0dFzRGFhIUVFRepzhIeuER09R5hMJux2u3qN8MA1oqPnCOme6M1rhL856Kio9AaHw8GRI0cAzzsVXYhU/vHjx2lsbOzyO7+/sm/fPpqbmzEaje06i/cEq9VKVlYWgiCQkZHB1KlTuy3Ykp5bq6qq2LlzZ78Ra0muWkFBQeh057p0CwsL5fRFUsyio6PbLKOtbaX4SmKt/fv388ADD3jzUHyGNPCtNSWh0bX/mw+LHimLtDyJPmgsDtsedu3ahc1m87pI1BdkZ2ezefNmAAzOS4Bz6QwBisr3MmLIHV0SbElpE88XeTU5m2nS7WPu3Ll8//vf95sUrD3F4XDwt7/9rVdpWwsKCuRnVnA/80pirc8//7zXbTyfY8eO8fjjj3s0DasSbN26ldraWrSBZoxRrSc3RCWlctFNP6a6MJ/QuMFEJXVNUNhV9GGR6EJCabRVs3HjRm699VaPlu+PeNJZq7a2tt9eM9ujurpadmGMGRHhtXoCQ02EDArCVlLHxo0bueuuu7xWl1J8+eWX1NTUEBKmZ+ho/xFGajQCF10RxncrSlm2bBm33XYbgwYN8nWzvEJZWdnZfovui7Uiz4q1+lPqeG8jiiJ1dXXyclBQUKv79J49ezh27Bhjx47lsssuU7qJPUYWa/XtV+duI4nTVLHWwEAQu+iFu2NTKX998hBGk5bxk8LQ6gQO76kkKFiP0ynS1OjkF08OZ/gYC2VF9cx9N4vTp2r4yxsXccW1/fOG0x/Jz89n3LhxWK1WNBoNRqORQ4cOtXJ4mjlzJp9++imffPIJM2fOlL93Op2UlJSwYsUKnn76aWpra9m6dStTp04FYNq0aWzZsoVNmzYxbdo0eb/m5mYKCgpYuHAhf/nLX9Dr9Rw9epTk5OQut33z5s1cffXVPPDAA3z22Wdd2qeuro7Vq1eTkpIiO15JZGVlMX78eOx2O5mZmaSktC88/NnPfsbcuXPZtWsXkyZNAtzK76FDh3LFFVewbdu2FtsfOHCAW2+9VR4slLj00ksJDw9nzZo15OXlMXhw57N42nLWSkhIwGq19qkXmPT09H47c9PfUGOtHGqslcGf4/zTn/6Ubxdu5PkR87rdmfmPU49y0bUjWbp0iZda1338Odb9CTXOyqHGWjnUWCuDGmeVvozNZsNisSj6LnvixAlmzZqFVqtl/PjxXXpeO1/gBTB+/PgWwpn2EEWRY8eO0dzczGuvvcbFF1/cm6b7nNdee43169cTHR3dpb6Ljjg/pgUFBTQ0NMh/i+HDhzN+/Phul1lZWUlOTg6JiYl89NFHvWqfv/Dyyy+zZcsWYmJiWgjYjhw5IgvZwR2z0aNHt3metrWtFN/GxkaOHz+OVqtl8eLFBAb2fIDdH3E6ncyYMYPS0lKMkT9CFzSmW/uLrgbseW/Jy4EJsxA03Rcq1hd9gquphF/96lfcfvvt3d7f3/nTn/7Evn370DmHYnJeA0BO0aYWDlmxkZeSFHs1Io3UGc714QY1TUeg49E4kWbs+kWIQn2fj6HT6eTvf/87W7ZsAQT0kcMRdN0fjawuL+LUkV1nl0SS4qNksZY+egyCpnsD5W0hNtXSXOme1HDnnXfyyCOP9CnB1pNPPsnx48cJHjWBkFEXd3t/V1MjRSsXyMuxt9yPxtC9v1Vt5nGsR/YwdOhQ3n///T4Vv+7idDr50Y9+hMPhIPTSYVjLK4lIiCU2dci5bRqbOTF/rbw8+oEb0Bpbiy9PfrEeh72Rt99+m1GjRinSfn9g6dKlvPfeewRHB3LpPV0TnTc3Otj64SF5+XsPX4ze2PkzasGxUtI3n2HIkCF88MEHffrcLC8vZ+bMmTQ1NXHlzVHED+3ds0xTo4ulH55Lx/fjhxMwGHvu1CWKIpu/LqU0v4HrrruOp59+ulft81e2bt3KSy+9RGSElp/c1b33uvp6Fx/NdWcfWrJkSZ92IszKyuI///kPDQ29c2ftDKfTKU9oBPekV6323L2/tLRUnvQBcMkll7Q7saOrmM1mnnrqKa8LDmfMmEFRURG/ulzP0HDvuuQVWF28ta250+1mXaknvpvpPbtLSY2LN75zT6BcunSpV+tS8T1ddtZa+lkuRpOWf8+fzJAU98WxMM/O4z/ZRX2dg9+9OIbrb40HIGVEMKMnhPGL27bx9ednVLFWH0EURWbMmEF1dTVPPPEEOp2ON998kxkzZrB169YWF/f20Gq1xMXF8eijj2I0GvnpT3/KG2+8wZIlHQ80SzPOn376aex2Oy+++CKzZ8/mn//8p6cOr02CgoLanS2QkpLClClT2LhxIwcOHGhXrLV69Wo++eQT/vSnP8lCrc6YOHEiGRkZLF26VO4Iu+SSS/jRj37EhAkTMJlMXb5ZGo3GPj8jV0VFRaW/8tBDDzFnzhwyag8yInhil/c7Y0/ndM1J/jnjFS+2TkVFRUVFRUVlYHP48GHA7Sjk7YEpQRAwm81UVVVx+PDhPi3Wcjqd7N69G8Djbntms7nFgEZkZGSPygkJCUEQBM6cOUNBQQHx8fGeaqJPcLlcctrJC8WMkZGRLQRYHcWso22l/qXGxkbFHO+V5NChQ273IY0RbcBwn7VDFzSepqZ1rFmzpk8Ljdpi37597Nu3D9BgcJ7rI70wnWFIUEKP6xDQY3BOpFG3nc8++4zrrruuTw7kiqLI22+/7RZqCRrMo29HH971ScvnEzQMTAmTsZbmEhIRi/bMOQFMYMrVaHSecT9sLD6K/dQaWcz54IMPeqRcb5OVleVOfyoIBCX57rcfmJiK7fh+Tp8+zfHjxxk7dqzP2uJtSkpKcDgc2GpsZK7ejCAIZO47yuQf39BCsNUVjCFBOOyNFBQUDBixliiKfPvttwDEjurZc1B3iB4WzqmteeTm5pKWltan4/zZZ5/R1NREZKyRuKQAXzenFYIgMP7yUNYvKmbDhg3cfffdDB061NfN8jgnTpwAICa6+2LhgAANlhANVpuLkydPcumll3q6eYoxf/58ORZKcr5wC9yTYex2u7ycnp5ObW1tr+v56quv+PWvf93rcjpCcpYKNvZdEWlPMJ893rq6Opqbm/u8k6xKx3RZrJWZVsOUaVGyUAsgLiGQS6+M5Ls1xVx6RcuHhhCLngmTI9i7vdxzrVXxKm+99RYbN25k2LBhvPrqqwAsW7aMnTt38vrrr/PHP/6xW+VNmTIFoEUnkDf38wZSB1hHQjWpg/KVV17hlVdaD6pv374dQRAYMmQIOTk5OBwOHA4HRqOxla18ZWUlx48f59prr8VgMHjwSPyfC93bVLyHGmvlUGOtDP4c52nTpjF82Ag2ln3VLbHWxrLFxMXGt5lK2Jf4c6z7E2qclUONtXKosVYGNc4tKS8vJysrS05L2dzczPTp033dLBU/4ujRowCKDfQHBwdTVVUl19tXOX78uJxyOCgoyKNlWywWUlNTqaqqIjIystspECV0Oh1ms5mamhp27tzZ59P6ZGZmyi74F8Y8Li6OqVOnUl5eLsfM4XC0WU5b255PcHAwjY2NHDhwoN+JtaSBb13gGASN7wY8dEFjaKreSFZWFhkZGQwf7jvxiCdxOp18+OGHAOido9BwTlTYVjrD3qBzDadJPI7NVs2CBQt45JFHelWeL/jkk0/OnpMCQSNv6bFQSyJi8EgiBo/E5WjAep5Yy5MYY8YhOpupz97IvHnzCA0N5Uc/+pFX6vIkX3/9NQAB8UloA3znGKgxGAlISMGek8GyZcv6tVgrPz8fgHpHcwsxfEVeUbfFWoaQIOqKK1tlKOnPnDx5ktOnT6PRaRg0PNzr9emNOqJSwyhJr+Sbb77ps2KtgoIC+V4/fmqo3zqERQwyMjglkPwsO/PmzeO5557zdZM8jjQhJi62Z89bcTE6rLYmjhw50mfFWjU1Neze7Xa9vGGSgUFh3nNiamoW+XLzuexL904zYtCfO/+zzoTz9YYKefm2a8JJSey5kDuzwMnOE81s2rSJRx99tEsu0z2hsbGR+vp6AIIG1nA5AXrQCOASwWq19ngCk0rfoMu/IKfDhcnUWrBiCTUgihAa0drZJ9Cso6nR1bsWqijC8ePHefbZZ9FoNHzyyScEBLhV5x999BHXXHMNzz//PDfffDPjxo3rcpk5OTkAxMTEdKstPd2vJzzyyCN8+OGHfPHFF9x7770t1jU2NspCrIkT2x9gnzJlCk888USr7202G5988glxcXHcfffdhIe7H6zfeustnnrqKV5//XX+8Ic/tNhn/vz5uFwuvxucV4KcnJxupb1U6TlqrJVDjbUy+HOcBUHg/577Cw8++CDrSr7g+kH3dbrPtvKV7Kr4ltmzZ3vtZaen+HOs+xNqnJVDjbVyqLFWBjXOkJaWxuzZs1m3bh2ZmZmt1ktirS1btjBjxgweeughfvvb36qdXwMQp9Mpz3RWSqwl1XPy5Emampr67CStnTt3Am5hlTcGwmJjY0lI6LnzjoTFYuk3Yq0DBw4A7bvAxcXFdVnY1tG2wcHBlJeXy/X1F6qrq9m+fTsAuuCLfNoWQWtCGzACp/0E33zzTb8Ra61evZrTp0+DaMDgvLjV+vCQ1F6LtCQENBgdl9GgX8uyZcu4+eab+5R73sqVK/niiy8ACBx2A4bIvnMOmOInIjrqaTizk3feeYeoqCh54rU/Ul1dzYYNGwAISvG9AMWcMgp7Tgbbtm2jtLS012mo/BVJrBURP4javDPy9xEJsd0uy2hxPzvl5eV1smX/YeXKlQBEp4Z1KY2hJ4gfE0VJeiWbN2/m0Ucf7ZOOhdLYWuyQAKJiPeMo6C3GTQ6lINvOtm3bOHXqVL+adGW1WsnKygJgcFzPzt/B8TpOZjSxf/9+fv7zn3uyeYrx3Xff0dzsIDpMw9Qx3n3nq28SgXNiraRYHQGGc+8LKXFRDI7Skp1vI3lwCKNTeicCTYrRciTbgc1mY+/evV6b4GG1utNhajVg8q8hEq+jEQSCDFDTqIq1BgJdlnLGDwli3/ZyGuwtZ2bN/E0qn2+4qtX2oihy7EAVUTH+fVNUgaamJqZPn05jYyOzZs3iiiuukNdNmzaNhx9+mKamJh588EGampq6VGZtbS1//etfAfjJT37S5baUlJTwxhtvtNqvqKiItLQ0yst77tRmtVpJS0vjzJlzLwg33XQT4HbFkuwUJV544QWKioq46aabSEpKkr9PS0sjLS2N5mZ37tof/OAHvPXWW60+kiJ+6NChLZa/973vATBv3jzq6urkco8ePcoLL7xATEwMv/jFL3p8nH0VKZ4q3keNtXKosVYGf4/z9OnTefbZZ1lc8C5f5b9DncPW5nb1zlpWFP6Pz868xi9/+Ut+9atfKdzSzvH3WPcX1Dgrhxpr5VBjrQwDOc51dXX87Gc/Y9y4cbz33nucOnUKURRbfC7kzJkzvPzyy4wcOZLPP//cB61W8SXZ2dnY7Xa0Wq08Ya09CgsLOXLkCIWFhb2q02g0otPpaG5u5tSpU70qy1eIothCrOXPSO07fvw4Nlvbz+B9hYMHDwJuMZU3kcrPy8tzpwzsJ6xduxaHw4HGEIvWMMjXzUEffDEAmzZtapGWpq9SU1PDnDlzADA4L0HA++MBOjEBrWswDoeD999/3+v1eYpDhw4xe/ZsAEyJUzHGdH1itL9gSpyKYdA4XC4Xr776qluk56esWLHCnT4oLBJDuO+FUXpLOMaoWFwuF8uWLfN1c7yGNP4SmzqEyT++gdRJ43qUAhHAGOp2k5QEYP0dq9XqTo8KxI+NUqxeS6yZoIgAGhsbWbvWO+583iQ/P5+NGzcCMPYy/34+BQgJ15M4zH1uz5s3z8et8Sz79u1DFEUiwrUEBfXMTSpxsNuRKzMzk4qKik629k82b94MwPih/qEyGp0Szi1XJfVaqAWg1QiMPXtc0nF6A2nM3mzAb53yvEnQWcFdVVWVj1ui4m26fJW45e7B/Oflkzzx4B5uvnswSalmxk8KJzBIR2DQuWKam13knKpl0Zwc8nPquPOhJG+0W8WD/N///R+HDh1ixIgRvPzyy63Wv/7663zzzTccPnyYF198scU2CxYs4NChQy22r6ioYO3atZSWlnLLLbcwc+bMVmXOnj27xQuJKIoUFxezZs0arFYrjz32GNdee628/tlnn+XTTz/l+eef54UXXujRcS5dupSf/vSnXHXVVfIN5Pbbb+euu+7iq6++YtiwYdx4440EBweze/duDh48SEJCAu+9916LciQb2NOnT7cQcXWVyZMnc88997Bw4UJGjhzJD3/4QyorK+UZE19++SWBgb6zZPYVnk6doNI+aqyVQ42199i1a5c86FpaWkplZSXgfnD3x1mdL7/8MhERETz7x2f5rmIZk0KvZVzI5QRozTS47By37WZv9TqaXU08//zzPP/88375EqKe08qgxlk51FgrhxprZRiocbbZbFx77bUcOHAAURQRBAFBEORnhfP/3xaVlZVMnz6dnJwcnn32WaWareJjjh8/Drh/Nx09dx05coR9+/ZhMBgwmUxMnjy5x3UKgkBQUBBWq5Xjx48zZsyYHpflK/Ly8igsLEQQBEJCQjrfwYcYjUYCAgKor69nz549XHfddb5uUo9obGzk2LFjAF6PuU6nIzAwELvdzsGDB7nxxhu9Wp8SuFwuvvnmGwB05ot925izaIwJCLpw6usr2bBhQ59IJdcRc+fOxWazoXGFoneNVKxeo2MydkMBu3fvZs+ePVx22WWK1d0TysrKePnll3G5XBiiR2NK7JupRgVBIDD1OlwNVuqtZ3jxxRd55513/O45tKGhgeXLlwNgHjbGb/pYzMPG0FhWxKpVq7j//vv7pINRZ0hiLWNYMGEp8T0SaUmc76zldDrRaltn/+lPrF69mubmZoKjAgkZpNxvShAEBo+LIn3zGZYvX87tt9+ORuO9tG2e5osvvpBdtcIHtc4C5Y+MvtTCmVN17Nq1i6ysLFJSUnzdJI8gTeoYOqTnKacDAzVER2kpLXOya9cubr75Zk81TxEqKys5cuQIgCxq6m+MG6pj98lmdu7cSUNDAyaT54X658Ra/nH/VhrzWUM2yWFMpf/S5avEzXcnUFXRxBcfn+bdv6cRlxDI/1Zc2Wq7Pz+2n6P7qxBFGHVRKA88OrBTMPg7W7du5Y033kCj0TBnzpw2L6ghISG8//773HLLLfzjH//g1ltvldetW7eOdevWtdjeYrEwduxYXnzxRX7xi1+0+QC9ePHiFsuCIBAWFsakSZN4+OGHW6Uk9CZffvklCxcu5J133mH16tXY7XYSExN58skneeaZZxg0yPMz7ubPn8/FF1/MvHnz+PTTTwkNDeWGG27g+eef55JLLvF4fX2BqCjlZooMdNRYK4caa+9x1VVXten2aDAYaGxsbGMP3yIIAr///e958MEH+fjjj3n3nffYcfobeX1MdAx//Msz/OIXv/Dr9A3qOa0MapyVQ421cqixVoaBGueHH36Y/fv3txBpJScnc9VVVxEbG8srr7zSap/BgwczatQoTp48Ke/zl7/8heHDh3PnnXf64ChUlEZKgdjR4HJhYSH79u2jrq6Ouro6wsLCeuX4De5UiFarVa6/ryENwAQHB3drwLSwsJDy8nIiIyO7nK7PE1gsFurr69m5c2efFWsdPXrU7Qyj12M0en8AMiQkBLvdzoEDB/qFWOvAgQNuVzzBiC7I92nQwP1+qA+eQFPVBlauXMktt9ziN0KS7pKdnc2KFSsAMDgvR+h6Io9eoyEUvXMMzdpjvPfee1x88cV+m17W6XTy97//HavVijYomsDU6/vs3xxA0GgJGnULtoPzKCws5N///rffCd6//fZbd7wDzQTEJfm6OTLGQYPRhYRSb6tmxYoV3cpK0hcQRZHc3FwATKG9F6IZzIEIWg3Nzc0UFxf7dZ9Zb3E4HLLAcPBF0YpfIwYNjyBrRwGFhYXs2bPHLyfDtkVpaamc7nTMpb131XI4XNRUOTiTXU5BXiVWq0t2a62uaEKvd9/ngsN06HQ9v+eFhOlJSA3kzCk7X3zxBX/+85973XZf09DQwJ49ewBITuq5WAsgZaie0jInW7du7XNirW3btiGKIvGRGkLNfUf02B3iIzVYggSsdQ3s27ePK69srRfpLZJYK8g/H+28jtkoAKIq1hoAdEvSOf2XKdx2fyL7t5fT2OBqc5vBSUEEW/RcPi2aa2+J7dMvHQOB733vezidzk63u/nmm1vMRJ48ebJsb90demqJOGfOnE7rmzZtWoezpWfOnNmmy5dGo+G+++7jvvvu61JbOqrjfJKSktrdVqfT8eyzz/rdS6wvycnJYcSIEb5uxoBAjbVyqLFWuZDo6GieffZZnnnmGSorK7HZbAQHBxMeHt4nZgeq57QyqHFWDjXWyqHGWhkGYpw3bNjAokWLZMFVYmIi7733Hj/84Q8ByM3NbVOslZKSwvHjx/nggw+YNWsWjY2NiKLI448/zk033dRpWjxv43A4eOedd/joo4/IysrCYrFwzTXX8Nxzz3X5b7x9+3Zeeukl9u/fT2NjI2PHjuU3v/lNm4OCDoeDf/3rX8yfP5/MzExEUWTEiBHMnDmTxx9/vMXM+traWv7yl7+0W+8111zTYpKXv9IVsVZ5eTkGg4G6ujoAmpqaiIyMpKysrMf1SvUdP35cdoLrS+zatQvoXgrEwsJCduzYAUBGRgZTp05VTLBlsVgoLi5m//79suCpr3HgwAHALaJS4nwJDg6muLiYAwcO4HK5+pSzRltIA98681gEjWdGe6xWK2X1a7GEDycsumdOUjrzOJqqt3D69GmOHTvGuHF9Lx2eKIrMnj0bl8uF1pWETlROiClhcE7AocmioKCAxYsX+63wZdmyZRw9ehS0eoJG/QhB2/euRRei0QdiHvkjao58zqZNm7jiiiv4/ve/7+tmAe7U4IsWLQLAPHwcgh9dxwRBIHj4eKr2fceSJUu4/fbbff7c6UmqqqqoqakB4ZwrVm8QNALGUDMNFTZOnz7dr8VaW7dudT97BuoYNKz3qcq6i86gJW5MJGcOlrBkyZI+I9ZavHgxTqeT6MEmImJ6L2qvqXKw6IM0srOz5e+Sk5OxWCxsWlIif3fDvbGERfXuuWLUJRbOnLKzdetWioqKiI2N7VV5vkZyWQoJcTtj9YbUZAM79zRw6NAhqqqqCAsL81Arvc+2bdsAGD2kf7pqgfteNmqIjl0nmtm+fbtXxFqSSClogDprScetirX6P916Sq2rdfDlx6eZ804m/3nlJNNv/I73/pGGzdosb/Pbv4zm/968mOt+FMeCD7KZefNWjzdaRUVFRUVFRaUvo9FoiIyMJDk5maioqD4h1FJRUVFRUfFH/v73vwPuAeOhQ4eyb98+WajVFR555BE+//xzwN3hWFpayoIFC7zS1q4iiiIzZsxg1qxZ1NXVMX36dCZPnszChQu57LLLOHz4cKdlrFq1imnTprFlyxauvvpq7r77bnJzc7n//vt5/vnnW2zrcrm49dZbefrpp6moqODee+/lRz/6Ebm5uTzxxBM8/PDDLbZPT0/n7bffbvfz3XffeTQe3qCiooLS0lKgY7FWZGQkJpOJsLAwgoKCmDRpkjyIYrVaKSgooKioqFt1BwYGIggCVquV4uLinh+ED7BarZw8eRLonljrQjey3rqTdYfAwEB0Oh12u11OR9LXkMRawcHBitQXFBSERqPBarW2GKjsixQVFbF7924A9METPVKmFJei3J2kHZxHVWlaj8oRNCZ0Qe5UqJKgrK+xadMmd4pOUYvR0fMUsb1BwIDBeSkACxYs6JWY1luUlZXx6aefAhA4dBraAM8NOFfkp5F9YA0V+V0/D3uyT3voQuIwDXb/7d99913sdnuvy/QE69ato6ysDI0xgKAhqb5uTisCBg9FGxSM1Wpl1apVvm6ORzl9+jQAhuAgNDrP9HWZwtwpgHNycjxSnj8iiqIsMIwfF41G6xuB4eDx0QgCHDp0iFOnTvmkDd2hrq6Ob7/9FoCREzyXKrq2trbDZU8RGmkgJtGEy+Vi6dKlXqlDSdavXw/AiFRDrycYhFq0DIrW4nK5ZOe0vkBNTY1bnA2MTOy/Yi2AUWePb/fu3V0yhekuNpsNGMhiLfe/ksOYSv+ly3f8irJGfn3fTr76NIeSwgYCg7SUlzSw/Isz/Pb+XVSUNrTap8bWTElhvUcbrKKi0j/xRrpJlbZRY60caqxV+hvqOa0MapyVQ421cqixVoaBFueSkhI2btwopz98//33iYyM7HY5t912G3feeafsjLxs2TIPt7R7LF26lAULFnD55ZfL7l/Lli3j66+/xmazMWPGjA73r6+v5+c//zmCILBlyxYWLlzIxx9/zPHjxxk2bBh/+9vf2L9/v7z9woULWb16NVdccQXp6el8/PHHfPHFFxw/fpykpCT+97//teggz8zMBGDjxo2Iotjq88Ybb3gnMB5EEhyZTKYORfNxcXFMnTqV8ePH84Mf/IDx48cD58QapaWl7Nq1y51irYtoNBrZQaOvpULcu3cvLpeLgICAbqUau/B32ZPfaU8RBEEWlkminb5ERUWFLJgKCfHMIGRhYSFHjhxp97zVaDSYzW43lPOvFX2RFStWIIoiWtNQNPoIj5R54YCtrep0j8vSB18CnHNT6UvU19fz4YcfAmBwXoyG9h10Km2Z5BRtotKW6ZW26FypaFyDaGxs5IMPPvBKHb1h7ty5NDQ0oA2JxxAz3mPlVuSncWLzAgpObOfE5gVtiq8qCzJaCLO6sk93MSVOQWMKpbKykq+++qrX5fWW5uZmWYgfPGIcgrZng+Wi00FTdQVN1RU0W6ta1mGtkteJTke3yxY0GoJHuM+FRYsW0dDQemytryLds0zhnhMYS2X1dQFxRxw6dIjMzEw0Og3xY32X2t4UbCT6rKuXP/yeO+Pbb7+lvr6ekHA9MYkmj5VrNptxOBw0NDTgcDjk56K2yM4oZdv6dLIzSntU14iL3c93a9askd18+yKlpaXs27cPgJHDPeNkOmqE2yltzZo1Xc545Gv27duH0+kk0iIQEeI/ro7eICFKQ4DR/Wx8/Phxj5cvOUqZB2gaxCC96qw1UOjylWLuO5kU59dz50NDWLbjGhZuvpo5q77H+EvDKS6o5+WnjvSZi6WKior/4XB0/8VWpWeosVYONdYq/Q31nFYGNc7KocZaOdRYK8NAi/P27dtlgVBcXBzXX399j8v62c9+Brhnte/Zs8dTTewR//rXvwB47bXXWqTFuemmm7j00ks5fPgw27dvb3f/BQsWUFJSwkMPPcRll10mfx8aGsqsWbNwuVy8//778vfSLP4XX3yRwMBA+fuYmBieeuopAHnQE86JtYYPH96bw/QpaWnuwemOBl4k4uLiGD9+fIu0fReKNborspDcvKR29BUksVN3XLXgnOht+PDhiqZAlDhfrNXX+i4lVy3JIay3SCkpMzIy2LFjR7uCLUkYJg269UXq6+tZvXo1ALqzoihPcOF1IyRsaI/L0hii0RgTcLlcrFixordNU5QFCxZQUVGBIAajd41td7tKWybpuUsoKt9Leu4Srwi2BASMzssBt0jZn1z0SkpKWLduHeB21fJkKlNraW7Hy1YrJ79b2EKY1dk+PUHQ6AhI+h7gFpz72l1r7dq1lJSUoDEGEJjU8/TgzTVWyjYup2zjcsq3rm6xrnzranldc03PBlEDE1PRBpqpqqrqc7//jpAEVQHhnnM5ksrqz2KtL7/8EoDYUREYAnybJjVxQgwAW7Zs6baDrJKcf+8cNj7Y46mipWfGjp4dszNKWbnwIAd25bBy4cEeCbYGJZgIDtNRX1/fpxykLmTVqlWIosjgOB2hFs+46g1PMaDTQW5uruxW5e/s3bsXgOGD+7erFoBGI5Aa7z5Ob/ShSCKlwAHurCU5jKn0X7os1tq3vZwRYy08/LsRGE3uC21MfAAv/WcCQ4cHc/JINUvm9f7hXkVFZWBSUVHh6yYMGNRYK4caa5X+hnpOK4MaZ+VQY60caqyVYaDFWUqzIggCY8e2P1DcFSZNmiT/v7y83GupLjrDbreze/duwsPDueKKK1qtnzZtGuB2tWoPqZP/1ltv7dL+WVlZQMsYSCQmJgKQl5cnf5eZmUlgYKDightPIjlrdZQCsSMuFGt01ymqL4q1nE6nLNzpicNTW6I3pQgOdg/gFRUVtTiX+wK9iXlbdDUlpVTf8ePHqa/vm1kT1q9fT11dHYIuDG1AisfKtVgsJCcnEzvkckZOeJCw6JG9Kk8f4r72rlq1isbGRk800esUFhayePFiAIyOyQi0PyBpq8vrcNlTaMUIdE63MOfdd9/1SjqenrBy5UpcLhe60ER0IbEeLdsSPeTs/1yIzkbMwSE4686lgaytrUV0Nsofa3HWeftcWEbv0EcORxMQTl1dnU/FBk1NTXI66+AR49B4QOTqLQSNhuCRFwFul1Nfi9w8hSTqN3lQrCWVVVhY2Kedh9ojIyODAwcOIAjnhFK+JDgqkPDEEFwulzypwx85fPgwhYWF6PQCQ4b37Jm+PWpra9Hr9ZhMJvR6fbvvhoVnqjpc7gqCIJA61u0eJwme+hpNTU188803AIwbY/RYuUajwIhhbsWKr92vu4IoirIr7bB4zwjW/B3pOL0xweNcGkSPF90nkNI/qmKt/k+XxVrW6mZSRra2LjUYtTz1t7FotQLz3suitKhvvsCrqKioqKioqKioqKioqKj0Hc53EouI6F16q9DQ0BbLNTU1vSqvpxw+fJjm5mbGjBnT5uzw0aNHA5Cent5uGVIHcVsCtpEjR6LRaMjJyaGpqQlwO3gtXbq0TbeknTt3Ai1TbGZmZpKamsrp06f517/+xdNPP81rr73GoUOHun6gPsTpdJKRkQHQwkmsO0hijejoaKZMmdJtAZIk1srOzpb/Dv7OiRMnqKurQ6fT9Vjk5iu0Wq0ssJNmu/cFeiuQa4uupqQ0Go0YDAYcDkef+W2fj8vlYunSpYA71aCn3TYsFgtDht/Qa6EWgDZgGII2BJvN1mccNT766CMcDgdaVzxaMbHDbUOCEjpcvpDepEw0Oi8B0UB2djZr167t9v6eRhRFNm/eDIAx5iKPlx8xeCSjp91PbPJFJEYY0Bdvp/bIl/J6s9mMw1aIw5qPw5qP2RIu7xM/+gpGT7ufiMG9P4fBLTYwnk3xuGnTJo+U2RNWrVpFWVkZ2oBAgob23FVLKQITU9GaQ7BarfI1qy/T0NAgi6IDIrvnwtkROpMBfZDbbVYSg/UnJAfb6OHhBIR4TujSG4Zc4haXfvvtt347Iejbb78FYMiIIPQGz6abu3BiRntuvHGJYR0ud5WkkWa0WoHTp093+J7nr6xfvx6r1UqwWUNykmed4S4a605v2ZEjrL9w+vRpqqqq0OsgIXpgiLWSY93HmZ2dTVVV98WKHSE5awUNUGetQNVZa8DQ5TuYJVRPYV7b6v7k4cHcOSOJhnonb714wmONU1FRGTikpqb6ugkDBjXWyqHGWqW/oZ7TyqDGWTnUWCuHGmtlGGhxPl9AVFra/ZQT5yN1BEp0JT2eN5BcbmJi2p5VHxbmHgDoaNCkozI0Gg0hIe6Z8lJn6g033MDtt9/eatvvvvuON998E4C7775b/j4zM5Pc3FxGjhzJ7373O15//XWeeeYZJkyYwPTp07vsDNPY2IjNZmvxUYKcnBwaGxvRaDSYTKYel2OxWIiPjyc2tvtOKQaDAZ1OR3Nzs+xs5u9IqS1CQkI8LnxRAkmM6Os0p90hPT2dmpoatFqtxwRyXU1JKQhCn4yZxL59+8jPzwfBiM48ztfN6RBB0KAPcadpXLp0qd87ahw5coRt27YBAgbnZAQ6vh6Eh6QyYsgdxEZeyoghdxAe0v6zSpUtq1cpEwVMGJwTAJgzZ47PnYry8/MpKSkBQYs+PNkrdUQMHknS+KtaCa6tViu1tbVER0cTHR1NcnIy4bEp8j7JE2/0mFBLQh85DHCLe30Re7vdfs5Va+TFCFr/ddWSEDQaQka5z9lFixb1+QHZrKwst5NcgJHywhKObdpFUaZnsvEERLpFy6dOnfJIef7C6dOn5fTmSZd41n2vN4TGmbHEmnE4HCxcuNDXzWlFXV2dHLfk0Z5/bzt/YkZycnK7KcCTh0dzyz0TmDgliVvumUDy8Oge1Wcwahic4p5E4g9i4+7gdDplB7aLxhnRaDz7nhARrmVIgs7vnd7APfEKIDFai07b996XeoI5QMOgMLfUxNNpqKUJdIG+zQzrM8531vL394Pz2bNnD//73/9avUOKokhtba386UvH5G26/MQ6YUoEG1YV8c3ifG66c3Cr9Q88msLOTaUc3F3BW389zm/+PNqjDVVRUenf5OXlkZSU5OtmDAjUWCuHGmuV/oZ6TiuDGmflUGOtHGqslWGgxTk52T3wKYoiu3btorGxEaOxZ7PRz7ftDwwMJDi4tbO4EkiisfZERJKIrLm5uVdlVFdXt1tGc3Mzf//733nppZdobm5m+vTp/OhHPwLcAyPFxcWYTCZee+017r//fkwmE1u3bmXWrFnMnz8fjUbD3LlzOz3WV199lRdffLHT7TzN+SkQfSU6EgSBwMBAbDYbaWlpjBo1yift6A6SI5WnHJ6URmr3sWPHqK+vJyAgwMct6pzdu3cD59I4tkVhYSHl5eVERkZ22eEtLi6uS9uGhIRQVlbG7t27EUWxT4n0pBR9uuCLEDT+4VLSETrzRTRVbyc3N5f9+/e3mZbWHxBFkQ8//BAAnXMEWrFrDiLhIamtRFqVtkxsdafRh1rlQXBbXUGLbWx1eR2Ku9pC7xpFs3iSqqoqvvrqKx566KFu7e9JJHcUbXAMgla5kUar1Up2dra83JHQwJNoTRYEYzCuxhqysrIYN05ZoeTixYuxWq1ozSEEDhmmaN29IWDwUGozjmK3VvLFF1/wyCOP+LpJPUZyLq3HQfpSt+Akc99RJv/4BmJTe5dyMyAyFFtuSZ90HeoISWAYlRJGULj/PJsIgkDSpFgOrzjFN998w3333SdPGvEHtm7dSlNTEyHhesKivJMjzWKxdOnamTw8uscirfNJGhlEbkYdW7Zs4bHHHkOv7xsKlS1btlBQUIDJKDBmlHeeuS6ZYCI3r5Y1a9bwk5/8hOjo3sfbG0hiraExA8NVSyIpRktJlYsjR45w1VVXeaRMl8sli7UGrLPW2UuAy+XCbrcr7m5dX1/Pli1bupWmPSMjo4XA95577mH48OGAe7LeRx99JK/7xS9+0eP+uwsRBIEpU6b47bWhM7os1prxeCp7t5Xzn7+d4IuPskkZEcL0x1JIGeHuwDQYNDz/r4v5/U/3smZpAScOVWM0DawLkoqKSs/pzgVfpXeosVYONdYq/Q31nFYGNc7KocZaOdRYK8NAi/PUqVOxWCzYbDbq6up4++23efrpp3tUljT4LAgC3//+9z3ZzG5hMLgHG9pzpJD+xh2l7zMYDNTX12O329t0COuojHXr1vGb3/yG9PR0NBoNf/rTn/jrX//aYptFixaRkpLChAkT5O9uvvlmRo4cyfjx45k3bx7PP/88KSkpHR7rs88+y+9+9zt52WazkZDQcXosT5CWlgbg81R+QUFB2Gw2Tpw4wY9//GOftqUzysvL5YH/virWktL6NTU1cejQIS6//HJfN6lTJLFWewOFhYWF7NixA3B3jHfklNUTgoOD0Wg08t+/s9+0v5CVlcXBgwcBAX3wJb5uTpcQNCZ05vE4avaxZMkSvxVrbd++3S2UEHUYnBN7XE6lLZP03CWIuHBW5stiopCgeIrKD8rbdZYysS0EtBgdk2jQb2Tx4sXceuutrVIdK0VxcTEA2oBwReutra1ttayEWAvcx+porKGoqEhRsZYkzgMIGT0RQePZlGjeRBAEQsZcQsWOdXz99dfcfvvtfXawUXrGamhu+U5SkVfUa7FWYFRoizr6Azk5OXz33XcADL3Uf1y1JMITQwgZFIStpI6FCxfy6KOP+rpJMlK61SHDfTf5wtNEDzZhCtRSU1PDwYMHueyyy3zdpE5xOp189tlnAFw83ohB752/RXysnvhYHQVFDj7//HOeeOIJr9TTG0RR5Pjx4wAkDvK+NqLZIVJucwHQ2NzSoaikyonx7N8iMkSDXufd38iQQVp2n2zm2LFjHivTbrfjcrmPL6Bv6BY9jl4roNdCs9PdV6J0/8WCBQv48ssvO9/wPAoKClq43s+ZM4f4+Pg2tz1fuOUJNm7cyFtvveXRMpWiy0+tUYNMvLvwcm78cTwN9U52bi6lorShxTbxQ4L4z+dTuPK6QRQX1HPqRN+2bVVRUVGOvjCrtb+gxlo51Fir9DfUc1oZ1Dgrhxpr5VBjrQwDLc46nY67774bURQRRZHnnnuOjRs3drucjz/+mCVLlsjL56f8UxppcE5KUXghUorD9jq8OivD6XRSVVVFQEAA4eHnBo/tdjszZszghhtuID09ncmTJ7Nnzx5efvlltNpznc1BQUHcddddLYRaEikpKUyZMgWAAwcOdHaoGI1GQkJCWnyU4MSJE4B/iLWgbww6Ss5zgYGB6HT+n1aqLc5P6ye5hPkzJSUlskCuPZGFdD1ob7m3aDQa2WVw586dHi3bm0jXc23gCDQ6ZQQqnkAfPAkQ2LdvH6dPn/Z1c1rhcrn49NNPAdC7xqKh588ctrq8Fsvni4tCzEMICRrSacrEjtCKSWhckdTX1/PFF1/0uJ29RTouQd/zlLtdobIoi4KCAtlZ80KhtpKpnQW9+7y4UDDmbRYsWEB9fT36sEgC4pMUrdsTGAfFY4iKobm5Wf6d9UUk99KYYUktvo9I6L0QKSDSfT0vKSmhsrKy1+X5A/Pnz0cURaKSQzFHtj8Rw1cIgsDQy9wi8JUrV/pN3Kurq8+lmxvmf3HrKRqNQEKq+3i2bNni49Z0jXXr1pGfn4/JJHDRWO/e6yZPcpf/7bffUlhY6NW6ekJhYaHb3VEDcRHeFwyX21z8d0U9/11Rz5xvW2o15nzbIK+TBF3eJCHafbw5OTnU1dV5pEzJVUuvdYuWBiqSu5YUDyWR3pkNAowP7trn4mgzITrkz8XRZnndmAseR8eYu15uR5+ks68kJ0+e7LPppLvVwxIRZWTWc2OY9dwY7HUOdPrWF5yoQSb+/PpFNNQ7yTxpo6piYM3sVVFR6RkxMTG+bsKAQY21cqixVulvqOe0MqhxVg411sqhxloZBmKc//rXv/LFF19QV1dHU1MTP/zhD/m///s/Zs2a1engZH5+Pi+99BIff/yxPCN7+PDhPk2ZNHr0aACOHj3a5nop9ctFF13UYRm5ubkcOXKklVNVdnY2DoeDSy455zbT0NDA9ddfz44dOwgLC+PNN99k5syZPZqlLgmuzhd4+RM2m438/HzAf8RaJSUlVFRUEBER4dP2dIQk1vKEoE5K2xcRESGn03E6nS22qa+vl88hk8mExkMOKcHBwZSVlbFv3z6/T+snOWaZzeZ2BXKRkZFyyilp2dNYLBasVis7duxg+vTpHi/f01RUVMhuG/qQS33cmu6h0YeiDRyO057OkiVL+P3vf+/rJrVg27Zt5ObmgmjA4OydY1JIUAJF5edEk2azGavVSm7ucoSzc8tjI3vuiiYgYHBeQoNmDatWreK+++7zibuWEteYivw00nYsw2EtpbS0VHYpS05Opra2FrPZrJirFgCi2Pk2HqagoICVK1cCYBlziV9f29tDEAQsYyZRtnkl69ev584775TTffcVKioqZDe5IZeMJiAqlIq8IiISYnvtqgWgNegxhgXTWFXDiRMnuPLKK3tdpi85ffr0OVetyzzniulpLnTX+uUvf+nrJrFz505cLhehUQbMlv5luTM4JZBTR2rYuXMnDofDrydJNDY2MnfuXAAuudiEwcup6uLj9CQO1nEm38GcOXP405/+5NX6uoskVo2N0KAbYOKi4AANliABa51IRkZGmxO7uoucArF//cS7TaBBwNogKi5CqqqqkicOPZ0C5q5eiuItHItKJquylpRwM2Njzj2D1jvh+Klzm94VCwEe6jZ6MxvKmkSOHDnSJ58PetzbERikw2Bof3dTgJaxE8P43vUDr7NYRUWl+/jjrMH+ihpr5VBjrdLfUM9pZVDjrBxqrJVDjbUyDMQ4x8TE8N///hdwD3Q1Nzfz/PPPEx0dzTXXXMOTTz7ZYvs///nPPProo0yePJmhQ4fy0Ucf4XK5EEURg8HARx995DFhSE+Ijo7m4osvpqysjP3797da/8033yAIAj/4wQ/aLePGG28E3LOO29of4KabbpK/+8c//sGOHTtISEhg//79/PSnP213oPORRx5BEIQ27fAbGxvltG0TJ/Y8PZY3kVy1jEajzwc/tFqt7IYnpczwR5xOp+yU1luxlpS2LyMjg23btrF7927S0tI4depUi+1OnTpFWloaaWlpNDQ0tFNa9wkODkYQBIqLi/1yRv75SGKtjkQWcXFxTJ06leHDh3s8BaKEVH9mZqY8CO/PLF++HIfDgcYYj9bYvgOhv6IPdgvMNmzY6DcOJuBO7SM5VOldYxAw9Kq88JBURgy5g7jIS4iOjqa2tpb8/Hxq7YXU2AtoctS1ct/qLloxHo0rksbGRpYuXdqrsnqK5EwnNred2tgTWEtzWyxLjlYWi4X4+HhlhVqA2FwPKJsyd86cOTidToyD4jFG+6/opTMM4VEExCchiiIff/yxr5vTbaRnLFNYMFqDntjUIYy9eopHhFoSQdFhLerqy8ybN8/tqpUS5peuWhIXumtVVFT4uEXn3D4HJ/c/V+nIWCNGk4ba2lqPppTzBkuWLKG8vJxgs4bxY4yK1Dl1svtvvnnzZlkc5S9IEyjiI/1z0pK3kY5bmlzWWyRxUoCXUmv2FQLPdlko7awlTR6MMXZDqHWWsTEWbhsd30Ko5W3OmhLKrot9jb6TvFtFRUVFRUVFRUVFRUVFRUXlAn7yk58we/ZsNBqNLDJqaGhgy5YtfP311/J2oijy97//nY8++oi9e/e2cPPRarV8/PHHXHHFFYq3/0J++9vfAvDUU0/R3Nwsf//uu+9y6NAh7rjjDpKSkgAoKioiLS2tRfqzGTNmYLFY+N///seRI0fk70+fPs2rr75KcHAwDz/8sPy9lG7nyy+/ZOjQoR22TRJ5vfLKK1RXV7dY98ILL1BUVMRNN90kt8/fkERRSqaE6gipHf4s1srIyKC2thatVttrN7IL0/QpnSbr/GNoSwzpL1RVVckd5J25AcXFxTF+/PguC7UKCws5cuRIl8Vqer1ePk+3bdvWpX18RUNDg+yuI4me+hoaYzwaQxwOR7N8LP7AoUOHyMzMBFGHwTm6V2WJOHAKFVgsYQSZgyktLeXMmTMUFxdT11COvbH8rFCrd2l73O5abhfKFStWUF9f36vyekJsrDv1m9PuPeGdJbqlEMbX9zdnvftYpWP3NhkZGXK6MMvYSYrU6U1CxlwCgsDevXv73ICjdN8KjAnvZMueEzgorEVdfZWsrCz5nurPrloS4YkhWGLNNDU1+TS1LLgnhxw8eBCAuCT/Fbn1FI1GIPZsTq9du3b5uDXtU1FRweeffw7A5ZeZ0OmUEdREReoYOdwtGH///fcRfeDm2B6ZmZmA21lrICKlfszKyvJIeZI4KWCAO2tJYjWl35ulZ5DkPnKZTVbFWioqKiq9Jzo62tdNGDCosVYONdYq/Q31nFYGNc7KocZaOdRYK8NAjvNjjz3G5s2bSUxMbJXeTBAE+XPhd6IoEhsby4YNG7j//vt90fRWzJw5k1tvvZVNmzYxduxYHn30Ua677jp+/etfk5iYyNtvvy1v++yzzzJq1Chmz54tfxcaGsqHH35IY2MjU6ZM4YEHHuChhx6SHbv+85//yIOo+fn5nD59msDAQL788ktmzZrV5kcq//bbb+euu+7iyJEjDBs2jOnTp/PYY48xceJE/v73v5OQkMB7772nbMC6gTS45+vBbAlJOOTPg46SqElypeoNF6bp88XfQXJ78Wex1vbt23G5XAQEBGA0es6p4Hxnsx07dnRZsCUJxvxdrLV+/XpqamoQdBa0gcN93ZweIQiCnL5xxYoVNDY2+rhFbpYtWwaA3jUMAVOvynIJVur1y6jXL6OyYS0Oh4P6+npcLhfgQhBE9AYRUei9G5VWTEQQg6mtrWXjxo29Lq+7DBs2DABnbSmiy+GVOiIGj2Tk1NuJjo6WUyD6ClejDbGpFo1Go1gKP8mBKiAxBb3FeyIhpdCZQwgaOgKAjz76yK+ECJ0hPcsEDfLe3yHorBDs1KlT2O3ec6zzNtJEiUHDwjFH+L87lCAIDJ3sFpWtWrWK0tJSn7XlyJEjNDY2EhCkJTTSNyoOq9VKQUEBZ7LLO9+4B8SdFWvt3bu3ky19x8cff0xDQwODorUMT+2d22Z3ufyyAPQ6d9rBDRs2KFp3e4iiKKeMiwkbmLKLmHDPirXq6uoA1VlLEqspLdaSJv31NbFWTk5Oq0mFfYGBedVQUVHxO/rSy2dfR421cqixVulvqOe0MqhxVg411sqhxloZBnqcr7jiCjIyMvjf//7HpEmTZDFWe58RI0bw1ltvcerUKb7//e/7uvkygiCwePFiXn31VcA9oJOWlsbDDz/Mzp07iY/vPLXX3Xffzbp167j88stZuXIly5cvZ+LEiaxevZoZM2bI20lpzex2O2+//Xa7n6+++kre58svv+Tzzz9n5MiRrF69mjlz5lBXV8eTTz7J3r17SUxM9HBEPENDQ4OcnsJfxFpSO7Kzs+UOaX9Dci+Q0nn1hvPT9l166aU+ERVIYq3Dhw+3cNfzJySXmLCwMI+We6Gz2YXL7SGJtU6cOEFJSYlH2+QpXC6XnOpOHzwJQei7Xd7awBEI2hCsVqtPBEYXUlpaKrt76HvpqlVpy+RM0Q6sVivgvgY6HG4RkyQGFQQBg8FAcFDv3WYENHKbV6xY0evyukt8fDzh4eEgOnFYe5fWsSPCY1NapDyUhARSnJWiuTIHgOHDh8tpfr3JgQMH3PcojYaQURO8Xp9SBI+8GEGrIz09ne3bt/u6OV3CZrPJQoWgdpy1ijJzObZpF0WZuW2u7woGcyB6cwAul8uvXUk7Ii0tzX1NFfqGq5ZE+OAQQuODcTgczJ8/32ftkMT2sUMCej2JoCdYrVays7MpLS1l/cojZGd4Xrg2KCEAQYC8vDyfCuPa49ixY6xfvx6A718RqPjfwRykYdJE9z3mo48+8ot3qLKyMux2OxoBIi199xm0N0SfFakVFhbS1NTU6/IkZ61A1VkLUFasVV1dTW6u+149tI+ItYJ0MOisbtTfU8i2xcC8aqioqPgdZWVlvm7CgEGNtXKosVbpb6jntDKocVYONdbKocZaGdQ4u1N2zZw5k927d1NRUcHq1av56KOP+Mc//sGrr77K+++/z7JlyygqKuLEiRP89re/JTDQ/3qgdDodf/zjH0lPT6ehoYH8/Hw++OCDVqnO5syZgyiKvPDCC63KuPrqq9mwYQNWq5Xq6mo2bdrEDTfc0GKbSZMmdShokz6bN2+W99FoNNx3331s3bqViooK6uvrSU9P55///CeDBg3yRjg8wvHjx3E4HOj1egwGZWeAt4fBYMBoNOJyuVqkrPQX6uvrOXnyJHBO5NRbpLR9MTExHimvuwQEBKDVarHb7aSnp/ukDR1RUVEhnwueEmtZrdY23dsudDprD4PBIAsLJSGZv7F//37y8vJAMKIzj/d1c3qFIGjQh1wCwNKlS30uxN6wYQOiKKJxxaAhtMflVNoySc9dwpmiXZw4cYKCggIsFguJiYkEBAQQGBhIQEAAgwYNYsSIEYSFJHmk/XrXMBA1ZGdne8ztoasIgsDll18OQFOZMteb84UE2dnZigq2msrdxygdszcRRZFPPvkEgKChI9AF9V5Q7C9oTQGYU90iw08//dRvhcXnc/jwYURRxBhqRh/Y2n2vKDOX3UvXcmzLbtZ9+CXHNu/ucV3m2AjgnJi8ryG5asWMiCAwrHdOhd0hL6OQfesPk5fRNVfNtkiZ4p4wsnbt2i67c3oaSawVk6hc7M7nQsFE4Zkqj9dhMGoIH+R2VvU3J1iHw8F//vMfAEaPNBATrfNJOyaMNxJq0VBZWcmcOXN80obzkYQt4SECOu3AdIIKDhAwGdwTKPLyei9Ql0R4JtVZC1BWrCWJnQYZIEirWLW9RhKW+bNreXuoYi0VFRUVFRUVFRUVFRUVFZV+h8Vi4cYbb+RnP/sZTz31FM888wyPPPIIt956q1+LilS8w6FDhwDPpPPzJJJjldQ+f+Lo0aM4HA4MBoPfCNx6iyAIcswPHDjg49a0ZvPmzYiiSFBQULdTILpcLux2O3a7nfr6euCccCM9PZ2TJ0+SlJTEsGHDmDp1aivxZ0eEh7udUvzB6aktlixZAoDOPB5B47nUkb5CZ74IBD05OTk+FSSIosi6deuAs6KnXmCry6PJUUdtfSmNjY2cOXMGq9VKfHw8o0ePZsiQIYwbN44xY8Z41HVPwIhWdDs+SseiJFdffTXgFjKJjt47TXTGhYN5Sg3uORusOKrdg9XTpk3zen27du0iPT0dQasjeMRFXq9PaczDxiLoDeTm5rJp0yZfN6dTpOuUOa5tEXBFXhENdXaqi8qwV9s4sHoLxdlnelSXVIc/3sM74+jRo+zfvx9BIyjqqpWXUcjGhds5viuDjQu391iwZYk1E54YgtPp5LPPPvNwKzunsrJSFsVEx/tGrNWWO++29eked9iKSXAfn7+JEpcsWcLp06cxmQSmTvZdCk+tVuCqK93KjBUrVsjuyb4iPz8fgKgB6qoF7ncsyVVMikdvOJcGsddF9WlMOne/hZIOcpLYqa+4akkkqWItFRUVld6RnJzs6yYMGNRYK4caa5X+hnpOK4MaZ+VQY60caqyVYSDG2d86sFX8F2lmuifS+XkSfxYO+avArbdIMT98+LCPW9KaDRs2AOfEUd2hoaGBtLQ00tLSOHXqFHBOqFFXV0dtbS1FRUUMGzasW0ItcKdCFASB7OxsOdWVv3DmzBn5960PvsTHrfEMgsaEzjwOgGXLlvmsHbm5ue4BN1GLzpXUy9IE7A1liKLbJUir1crnp8ViaZHGz9PonakAbNu2TXGnsnHjxjF48GBwNtNY6v20bRcKCcxms5wWsbLIe85ijUXu6+mECROIjY31Wj3gFhHOnTsXgKCUUWhNvhMMeAuNwUjwsLEAzJ8/36/dtURRZO/evUD7Yq2IhFia6hvlZUOAkYr84h7VJ9WRnZ1NZWVlj8rwBaIoyq5asaMiCQjxjLDY6XBRU2anpsxObYW9xbraCvf3uccLEF3nrn0lZ3ruxpw82e2utXHjRo+453QH6bktNFKPMcA3di8Wi4Xk5GSio6MZOzGRA7tyOLArh5ULD3pUsBU92C3Wklzr/IGioiLmzZsHwBWTAwgw+VZekDhYz/BUAy6Xi7feesun18mCggIAIkIGtuRCOn4pHr1BekY0+ca8zW8w+dBZK6mPPV4NPdve7Oxs7HZ7xxv7GQP7yqGiouI3+Mo6dyCixlo51Fir9HVKSkr497//zVNPPcWsWbP473//65cDif0N9dqhHGqslUONtTIMxDhfcsklTJw4kdmzZ1NV5fk0FCr9g+rqajIzMwHPpfPzFJJwKDc31+9SmZ4v1upPSMdz4sQJGhoafNyac5w+fZrMzEwEQfBYCsS2hBs9QafTyUIaX7gTdcTy5csB0AYMQ6MP9W1jPIgkPNu9ezdFRUU+acOOHTsA0IpxCPTcXa/SlklR+R4MejMu0YXRaESv1/f4fOwuWjEeRB2lpaU+SYV46623AtBYsB9RdHm1vvOFBJKIX0qLmLZjGRX5aR6vU3Q00VTsFlHcdtttHi//Qnbt2kVWVhaCTof5rKCpPxKUOhqNwUhBQUGLdNT+RkFBASUlJQgaDUFnUxReSGzqECb+8CoCQ0MIjY3CFBRIxOCepUPWBRgJiHDfj/bt29fjdivNoUOHOHLkCIJGIGmS5wSN9qoG9n55gr1fnuDgkpbuQgeXZLD3yxOUnbDhbD537RmUGNXj+kIGBRE5NBSXy6W4u5Yk1pKETL5CEhhDSxGVJ1MiRsQY0WoFqqqqFBfFtYUoivz73/+msbGR+Fgdo0b4h+Pu9y4PwGgQyMzMlF1WfYH0nBYWPLAlF+Fnj98Tz61yGkRd/5kw1BMksZpSzlr19fXys3JSH3PWsughVOd2mz5x4oSvm9MtBvaVQ0VFxW/wpw7S/o4aa+VQY63SVzl48CA/+cn9DB6cwO9+9xQffLCQOXOWs2PHHi655BIuvXQy8+fP95vZXf0N9dqhHGqslUONtTIM1DgfPnyYJ554gri4OO677z7WrFnj6yap+BnSYF5AQAB6vX/lUtDpdAQFBQHIzhT+gM1mkztq+5tYSxKKNDc3c/LkSV83R0a6dlksFnQ6z0wjv1C40RvnIsnta/369TgcDo+0r7fY7fZzafr6iauWhEYfgdY0FFEUWbFihU/asHv3bgB0rsRelWOrcw80BxojsQTFERwc3Op8lNyfrFZrr+pqCwGdW7CFW+ijNDfeeCNmsxlXQzXN5d5P1XS+U9mFTgzW0lyP19dYfBjR0cjgwYOZMmWKx8s/H1EU+fzzzwEISh6F1uhb0YY30ej0mFPHAPDFF1/gcnlX6NdTpN9U4KAwtPr2711jp03m+ofvZexVk5n84xuISe75dSU4wS02kq5R/o4oirIjUdyYSEzBygpdLBYLV95yGWOmDOeae64gYXjvUjBKKRw3b97MmTM9S2fZE44cOQL4LgXihcTEtRTWxyV6RmgP7jR/ETHu80Q6bl+yYcMG9u/fj1YLV38/0G8cdwMDNVxxudtOZ+7cuT6bvFZc7HYKDDX7R1x8hXT8JSUlvS5LckYa6M5aAXpl0yCePHkSl8tFqA5C/avbpEtIqRuPH/e+m60nUcVaKtjtdoYPH44gCMyYMaPd7d566y0EQSA+Pp7KykpmzpyJIAhtfsLCwrj66qvb7EyYNm1am/toNBoiIyO5+eab2b59e4+ORRRFEhISmD59erf2q62tZdasWe1+pFl63WH9+vUIgsD69evb3ebYsWPcddddxMbGYjabmTBhArNnzx6Qg98mk388ZA8E1Fgrhxprlb7Il19+yeTJU1i5ahtDU3/JldOWcdkVC7h06jwiB01n/MRXyTkD06dP56c//RnNzc2+bnK/Q712KIcaa+VQY60MAznOoijS2NjIokWLuOmmm0hMTOS5555T3EFDxT+RBvO8lWKrt0huX74QEbTH0aNHEUURk8nkdwK33iIIgixAk9zDfE1TU5OcAjEiom1nkp7SXoq5wsJCjhw50uWBLUlEZrVa/WaAfMOGDdTX1yPoItCYhvi6OR5HFzwRgLVr19LU1KRo3XV1daSnpwOgdQ3uVVkhQQny//X6QBISEloJtST3p+zsbK8ItnQut1jLF7/5gIAAbr/9dgAa8nYr2u97oXuZJdqzvxPR2UxDvlsQfc8996DReHe46ejRo6SlpSFotLKQqT8TlDwSQacnNzfXrwTd5yPdD0ISB3W67aCkwaSMH0VoWCgNlbYW6xoqbdRXWKmvsOJydJzOLDjBXdf+/fsVvzb2hMOHD3Ps2DG3q9Yl3k0T2h5xyTFMuu6iXgu1AIKjAolMDkUURebPn++B1nVOZWWlOy0vEBnrmRSSvSUxOZJb7pnAxClJ3HLPBJKHR3u0/Kg497v90aNHPVpud6mqquK9994D4LJLTISF+iYFZXuMHmFgcJyOxsZG3nrrLcXHVkVRpLy8HABL0MCWXEjHX1ra+5SgslhLP7AFcJJYrb6+XpH6JJFTX3PVkhhyNhViXxNrDXBNogpAYGAgc+fO5corr2Tu3Lncc8893HzzzS22ycrK4s9//jMAH3/8sTybDuD6669n9OjR8nJ9fT2nTp1i8+bNbN68mU8//ZSHHnqoVb133nkngwefe9mvq6vj6NGjfPPNN6xdu5Y1a9ZwzTXXdOtYli9fLj+0dYf09HTefvvtdtfrdDrZsrqrvPPOOx2u379/P1dffTV2u52bbrqJmJgYNm3axG9+8xv27t0r5zAfKMTF9f5FQaVrqLFWDjXWKn2NlStXcv/99zMo9npGjf0jGk3LgbnM7ACiB32P6EHfo6hgLfPmvYJOp+XDDz/0m1lV/QH12qEcaqyVQ421MgzEOE+cOFFO0Svdi0RRJD8/n5dffpmXX36Z733ve/z85z/nrrvuIiAgwJfNVfEBTU1N8gCnv4q1LBYLRUVFHDx4kIaGBr8QXkqz+L2Vpqy4uJiCggLMZrNP/i5ms5nKykq/cCsAt1DParWi1+sVSdVZWFgop7jLyMhg6tSpnd5DBEEgIiKCkpISVq9ezRVXXOH1dnaEKIqsXLkSAH3wBK+8j4iuZlyOSveCq7HFOldTKWjcA8YaXTiCxvOiRm1ACoI2BJvNxnfffcd1113n8Tra4+jRo7hcLgQxBA29uw6Eh6QyYsgd2OryMJtDMFkOtVh/oftTbW0teHiQSOtyn98nT56ksbERo1HZwf7bb7+dxYsXU19XRnNlFoaIVEXqldz1amtrib7kdiIGj/Ro+Y3FRxGb64iOjubaa6/1aNltIaW5ChiSitbku2c6q9VKbW0tZrOZnieU6xyNwUjQ0BHUnjrG4sWLmTx5shdr6z5Wq1UWknRFrNVorSXz621trstefU6wnnrblQREWCjKzKUir4iIhFhiU88JDQMiLegCjNjtdg4dOsRll13WyyPxLpKgKW5MJEazf6SP6y1DL42jPLuaLVu28OCDD7YY5/MG0sC7JUKP0eQ/YqHk4dEeF2lJRMUbYa/vxVqzZ8+mpqaGqEgtE8b7/h3lQgRB4JrvB7LgKxuHDh1i9erV3HTTTYrVb7fbZSFNSODA7hsPPnv8FRUViKLYq2dzSaxlHOAqFuPZNJBSPLyNdK0d0ke7zSSRWVpaGk6nE63Wf+4XHTGwZZ4qMlOmTOGZZ54B4NFHH6W6ulpeJ4oiP//5z7Hb7Tz66KP84Ac/aLHv/fffz1tvvSV//vvf/7Jx40a+/PJLAFnkdSGPP/54i/0+/PBDdu3axWuvvYbD4eC5557rUtvz8/NZtWoVf/jDH3jggQd6cPSQmZkJwMaNGxFFsdXnjTfe6LQMURQ5ePAgn376KTfffDPLli3rcNuf//zn1NTU8NVXX7F8+XI++OADjh07JovmOtq/P5Kdne3rJgwY1Fgrhxprlb6E3W5n+vSHiIy6gtHj/tRKqAVw0bhz6bVi429g5Jhn+Pjjj/nmm2+UbGq/R712KIcaa+VQY60MAzHO+/btIyMjgxdeeIERI0bIM2nPF25t3bqVmTNnEhsby6OPPupX7kUq3ufQoUPY7Xb0ej2Bgf45RTQgIACDwUBjY6OcstHXSAND3hBrFRYWsnfvXq+66HSG5KyVnp5OY2NjJ1t7n1WrVgFuVy0lJkFIDgDtLbeH5Pq1b98+j8ya7w1paWmcPn0aBB26oLFeqcPlqKSh6BMaij6hJOO9Fmn6GkoWyOtkQZeHEQQNOvNFAKxevdordbSHlCJU6+pcgNEVwkNSSYq9mrCQpFbr2rrOnCnaQaUt0yN1AwiEIIgBNDc3y/3AShISEsJtt90GQMOZnYo6f0jueuGxKR4tV3Q5aMh3i6Hvvfder7swlpSUyM9w5tTRnWztPS50givPy/FqfUEpowCBQ4cOkZvr+TSWvWHnzp24XC5M4SEYgj37jFWUmcvupWvJ3HeU3UvXUpR57tgFQSBkiPvatG1b2+Ivf+H48eMcPnwYQSMwZKJvXLW8QXBUIJFJFlwul5ya1JscO3YMgKg4/3DVUoKIQUYEjfsZzRNp5XrCtm3b2Lp1K4IA114ViFbrn2Iki0XLlEvd6pIPPviAsrIyxequqKgAwKgHwwB3gZLEWo2Njb0WF8lirb6htfEaxvOctbydDtnpdMrP/0l9VKwVbQCTBhoaGvqUy74q1lKRef7557nooosoKCjgySeflL9/99132bJlC8nJyV0SLUncfffdhIeHk5+f3+VOH4Bf/vKXQNdtqWfNmsUtt9zCm2++2eO8rdJL+vDhw3u0P7idwSZOnMjMmTM7HbTeuHEjhw8f5tprr5VtsAGMRiPPPvss0Lkzl4qKioqKiif5/PPPsdmqGTbyNwhC196E4gb/kNCwUfznP7O93DoVFRUVFZX2SU1N5bnnnuPEiRMcPHiQp556ioSEhBYDoaIoYrPZ+Oijj7jiiisYPXo0b7zxhs86vlWUY+vWrYB7sNoTIpiioqIWgg1PIAgCoaGhwLn2+pK6ujq5c1MSNXmSC/uILnTVUQKDwYBer8fhcMid0r6ioKCAgwcPAp5PgdgekZGRHS63h8lkwmw243K5fD5h49tvvwVAFzgCQetdpwcl0vS1h848DhA4evQoeXl5itWblpYGgFbsnWNIpS2TnKJNrYRXVqtVvpZK7k/R0dFER0dTWlpKUflh0nOXeEywJSCgEd0eSL76zd9xxx0YjUactSU4qv1LdNMTmkpPIjbVEBERwY033uj1+r799ltcLhfGqFj0waFer689LrxnWUuKvFqfLtCMKdadStTX190L2bJlCwCWpBiPl12RV9ThsiXJLXzavn07DofD4/V7CknIFDMyAlNw/3DVkki61P032Lhxo9ffqSS3l8hY/3N28hY6vYawSPc544uUXjU1Ncye7e7vnXiRiahI/7Y4umiskUHRWux2O//+978VE0VLxidBAQNbqAVg0AkYzp4m5xvCdBdRFGW3MslZaqByvrNYQ0ND+xt6gOzsbOrr6zFqYFAf1cVqhL6ZClEVa6nIGAwG5s2bh8FgYM6cOaxevZqcnBz++Mc/otFo+PTTT7s1o1IURdlmrjsW7s3NzQAtUi12xB/+8AcWLVrEokWLeOGFF7pcz/lkZmYSGBjYq7QhAQEBcjsWLVrEtGnT2t12w4YNAG2mVrzyyivRarVs3bpVjsVAoKsdgyq9R421cqix9h4vvfQSr7zyCq+88gp/+ctf5P+/9NJLvm5an2X27HeJjJpCQGD798KCwtYzZWPjb2Pt2jUD0s3FW6jXDuVQY60caqyVQY0zXHTRRfzjH/8gJyeHbdu28atf/YqoqJYJakRRJD09nWeeeYaEhARuu+02li9fjtPp9FGrVbxFc3Mz27dvByAsLKzX5RUWFrJr1y6vCDak9u3cudPrHbGdcfz4cURRxGg0esUp5cJrlbdSLXaEIAhyvZJbg6+QUvmFhIQolpotLi6OqVOnMnz48C6lQDwf6Zr67bff+qzfqqGhQRYJSM5T3qSsrIyGhgb5eJUUGGp0IWgDkgFYt26dInWKosipU6fc9Ys9f7aotGWSnruEovK9LYRXbYnfJPenC7HVeU6gpnW5z13p2JQmNDSUH/7whwA05PuHi2JPEUVRdtW68847MRi8K0JxuVysXbsWgMChPZ9s7QkuvGdZBnnfLSno7DFv2LDBb8YLqqqqZKGxZajnU7FHJMR2uBwUE47OZKCmpob9+/d7vH5PkJ2dzZ49e0CAIRM9L2jzNSGDzIQNDsbpdMopSr1BfX29bLYQGdtHFQQ9RDpeX4gO/vvf/1JZWUlYqIbLLvF/kZxGI3DdtCC0Gti9ezebNm1SpF6bzQZAoHFgi4okAk3uOPTmPbm5uVnumxnoaRD1GpDOLEnA5i3OT4Go6cOnc1IfFGsN8NNc5ULGjRvHX//6V/74xz/y8MMPk5qaSm1tLU899RRXXnllt8r6+OOPsVqt3H333d16YfvnP/8JwH333del7adMmSL/v6eDE5mZmaSmpnL69Gm+/vprioqKiIyM5IYbbuDiiy/uUhlarZa77rpLXpY629pCeoEYO7a1TXtISAiDBw8mNzeX3NxcUlNTu3cwfRSNRtWOKoUaa+VQY+09nn76afn/VVVVHhl8G8hYrVYOHTrAmPF/6XC7tsawY+Ku4+Sxv7N582aSk5O91MKBhXrtUA411sqhxloZ1Di3ZOrUqUydOpV///vfbNiwgc8//5ylS5ditVoRRRFBEHA4HKxcuZKVK1cSHR3Ngw8+yK9+9SuSkpJ83XwVD7Bv3z5qa2vR6XQeEQR50xEqMDAQg8FAQ0MDu3fv5qqrrvJY2d3FmykQwS0UuvTSSzl+/DhmsxmLxeKVejrDbDZTVVXlU7FWQ0MDa9asAWglLPU2cXFxPZq0aLFY0Ol0VFZWsmPHDp+cqzt37sRutyPoLGiMCV6ty2q1UlVVJafLDAwMVFxgqAsah7M+i/Xr1zNz5kyv3+9LS0vd1zdRg0bs+bv2hUIrW10eFktYq2tnbW2tfB0wm80tUmyGBHnu76sR3c51vpxodMcdd7B8+XIc1Tk47RVoA5Vx0/M0jupcXPWVBAYGygI0b3Ls2DHKysoQdHoCYhO9Xl9HSE5wtbW1mM1mIhOSvF6ncVA8GmMANpuNAwcOMHnyZK/X2RlbtmzB5XIREGnBaAnyePmxqUOY/OMbqMgrIiIhltjUIS3WCxoNluQ4Kk7ksGHDBr+IyYV89dVXAESnhBEY6v9il54wZGIMVfk1fPPNN0yfPt0rjqwZGRnucy1IS1DwwBrSjow1knG4RnHRwf79+2WB7LVXBaHrI+5G4WFaLr3ExK69Dbz77rtMnDhRdi/2FjU1NQAEqGItAAIMAtWIvXpPPn/ikmGAp0EUBLdbWaPD+85a54u1+jJDzmZlPnbsmNzv5+8MrDubSpd46qmnWLFiBdu3b6egoIBx48Z16FSyYMGCFikL7XY7R48eZdeuXVx11VXtpvObPXs2y5Ytk5dramrYt28fR44c4a677uqxS1ZPyMzMpL6+npEjR7aYnfLMM8/wwAMP8PHHH3t0dqPUwRsT0/aMirCwMHJzc6moqOhUrNXY2Ch3GME5JXdfo7S0VBVbKIQaa+VQY60Mapx7j2RNbDB07GqZmNBMaVlLdwWt1oReH0hVVZW3mjfgUM9p5VBjrRxqrJVBjXPbaDQarr/+eq6//nref/99Vq9ezYIFC1i5ciX19fVyioSSkhLefPNNzGYzzz33nI9breIJNm7cCLiduz3RSRcZGUl6erq87EnBhiAIhIWFUVJSwoYNG3wq1pI6aoOCPD/4KhETE9Or9BieQPr7nThxQnaGV5pNmzZRW1uLwWDoliu9L9FoNERGRlJcXMzXX3/tk3NVcqzXBY3xaAd8VWkatqrThIQNJSx6JIAs+AwKCsLhcBAeHq64wFAbmAqCkfLyco4ePcpFF3nXTUwSM2nEUAR6/rsICUqgqHxvi2VoLcgym81YrVZZ/JKcnEyTdRiWwFGEh3huEqtGdL/v5uXl0dTU5HU3qLaIiYlh8uTJ7Ny5k8biIwQmX614GzxBY9FhAK6//nqv3isktm3bBkBA3BAErW+HtM4/V5W6FgiChoD4JOqyT7Jt2za/ECZJTn+hKa0d8TxFbOqQViKt8wlNiafiRA47duyQ/yb+QkVFBZs3bwYgccIg3zbGi4QlhGCOCKC2op5vvvmGe++91+N1nDhxAhh4rloAkTHuY87JyaG+vp6AAO+rKOrr63nrrbcAGD/WSGxM35IRTLzIxKmsZioqbbz33ns8++yzXq2vrq4OAJPB/wUhSmA8GwcpLj1BEiVpNaDtyxZPHsKodYu1vOmsJYqi3AeQ1MfFWgkm0AKVlZUUFxcTG+t9B9Te0reusiqKoNFouP/+++VUAXfffXeHQqV169a1a8NdUlLC7t27ueWWW1qtW7x4cbtl5ubmcvjwYS6//PJutr771NXVUVxcjMlk4rXXXuP+++/HZDKxdetWZs2axfz589FoNMydO9djdUoWkCZT2zMqpBeLrtgav/rqq7z44outvj916hRms5nU1FTy8vJobGwkICCAmJgYTp8+DUB0dDSiKFJWVgZAcnIyhYWFNDQ0YDKZiIuLkztoIiMj0Wg0cmdKUlISpaWl2O12DAYDiYmJsh1teHg4BoOB4uJiAIYMGUJFRYXcwZWcnExGRgbgFqaZTCZZwJaYmEhVVRU1NTVotVpSU1PJyMhAFEUsFgtms5mCggIABg8eTE1NDVarFUEQGD58OKdOncLlchEcHExoaCh5ee5ZfHFxcdjtdrkzeMSIEWRlZeFwODCbzYSHh3PmzBkAYmNjaWxspLKyEoBhw4aRm5tLU1MTgYGBREdHk5OTA8CgQYNwOp1y+1NSUsjPz5fjHRsbK8dQmiV7fryLiorceYCNRgYPHkxWVpYcb61WK+d7vzDeQ4YMkW3bw8PDMRqNFBUVyTGsrKyU452SkiIPKISGhtLY2CgvJyQkUF1dTU1NDRqNhmHDhrWId3BwMPn5+QDEx8dTW1vbIt6ZmZk4nU6Cg4MJCwtrEcOGhgZZvDF8+HCys7PleEdERJCbmwu4O6qamprkeKempnLmzJk24x0dHY3L5ZLj3dE5GxUVhSAI8jk7dOhQiouL5XgnJCTI52xERAQ6na5FvMvKyqirq0Ov15OUlCTHWzpnz4+3dM5eGO/a2lpqamooLCyUz1mbzYbNZpPjLZ2zISEhhISEyPHu6JztLN7Dhg0jJyeH5uZmgoKCiIqKanHOOhwOKioq5Hj3hWtEW/GWrhHS+aBeI3p+jSgvL+eee+7BKerR6BykJDcBkJ5hJCrSQXi4U3bVmnixHY0Gyiu0VFbpGJ7SQETIrZjNZoqLi9VrRDeuEaGhoQQGBra6RpSXl6vXCA9eIzp7jkhPT1evEd14jjj/nO3Oc0RTU5N6jejknO3qNaKj5wjp2Lx5jfD2zFRvYzAYuO2227jtttuoq6tj0aJFPPPMM5SXl8uiLZX+QU1NDTt27ADc1zpPEBcXx5QpUzh06JBXBmnDw8MpKSlh7969PnOPbWpqkq9D/jTo6Q1MJhMajYaGhgZOnz6tuLO5KIp8/fXXgPve3Rdm/UpERkZSUlLCsWPHyMrKIiUlRbG6z095pQsa47Fyq0rTSDs4D4DCnG2MnPAgIaFhsrBIp9Oh0+kUd0ADEAQdusAROOqOsGXLFq+LtaT7fm9ctQDCQ1IZMeQObHV5hAQlEB6SipOKVs5EcE4gVlpaSnJyMomxU9GedcKqtGW2KKOnCASCaMTlaiQvL0/R8/Z8fvCDH7Bz506aStMIGHoVgtC3nFFdjgaaK91/rx/84AeK1Llnzx4ATHG+ddWSUnjCuXNVqStCQFwiddkn2b17Ny6Xy6eOullZWZw6dQpBI3hVrNUZAZEWjKFmGqtr2bx5c5tjUL5i1apVOBwOLDFBhAzqv89TgiCQcPEgTm7IYcWKFdx1110eF7+npaUBEDFo4Im1Asw6AoO12GucZGRkeP3+DzBv3jxKSkoINmu4/LK+p9rQagWuvSqQRctq2LRpE9dddx2XXnqp1+qz2+2Amq5Pwnh2jrcUl54gibUGuquWhP5sHM43bfE0xcXF7vEIIKHv/exboNdAfACcqXe7a/UFsZYgqr2RKheQn5/PuHHjsFqtaDQajEYjhw4dYtiwYS22mzlzJp9++imffPIJM2fOlL93Op2UlJSwYsUKnn76aWpra9m6dStTp04FYNq0aWzZsoVNmzYxbdo0eb/m5mYKCgpYuHAhf/nLX9Dr9Rw9erRbKZU2b97M1VdfzQMPPMBnn33WpX3q6upYvXo1KSkpTJgwocW6rKwsxo8fj91uJzMzs1sv8VJ81q1bx3XXXddi3ejRozl58iRHjx5tMxXiZZddxt69e9m/fz8TJ07ssJ62nLUSEhKwWq19ZlYmuI/Dk+5lKu2jxlo51Fgrgxrn3uOeIR5JRNSPSB3xy3a3M5lcNDS07BC0WdPYs+MXrF69WrGO2v6Oek4rhxpr5VBjrQxqnLuGw+Fg7dq1LFq0iK+//lqeTCNZpD///POqs5YPsNlsWCwWj73LLl++nNmzZxMQEMDIkSM9JoRxOBwcOXJEXh4/fjw6ned659PS0rDb7TzyyCPcddddHiu3q5w8eZInnngCnU7HuHHjvCYgstvt8uBbR4wcOZLAwECvtAHcTus2m41f//rX3HbbbV6rpy2OHDnCH/7wBwRBYNy4cb0+j5SO6enTp6mqquLGG2/k97//fa/L6ypr1qzhzTffRNBHERj3c4+Vm5u+msKcbfJyXNKVDB46kYaiTzp10jHF/hStwbvOKY76bBpLFxIaGsrnn3/uVSe4V199lU2bNmFwTMLg8uzAsFOooF6/rMV3BQUFLZy2oqOjSY3+NVoxgkpbJum5S+R1I4bc0SvBll23CpemmKeffrpVf61SNDc3c++991JbW0vwRT9BF9I7sYujtpSag51PMg6e8BA6c3Sv6gJoKj1JXfoqEhMT+eijj3pdXmcUFRUxY8YMEARib3kAjV7f+U4eoKm6grKNy1t819a5evGDj2EI9X46S9HlpGjFAkSng/fee89nYkOA//znP6xYsYKQpBiGXHNJl/fL2X+ctG+2dyp4T73tSgIiuiaILzuWTfGek6SmpvLOO+/4hfDZ4XAwffp0KisrGXNjMoOGeWbSQFvUlNnZ++WJTre79N7RBEd553nK6XCxY84RmhscPP/881xxxRUeK1sURe69916qq6u59s5BRMZ6P51kVVkTa78s6nS7G+6NJSzK+w6NO74tIy/Tzs9+9jPuu+8+r9Z16tQpfvOb3+ByufjRD80kJSpzvfUGW3fYOXS0kUGDBvHBBx94zZXsgw8+4KuvvuLy0XpuvFS5vpiiSif/XdG509KjPwogNlw51dNX3zVw7LSDRx99lDvvvLNHZWRkZPD4449jMcFfrlUupgVWF29t69xAZdaVeuItygmm//ldE0U1Iq+88gqTJk3ySh3r1q3j9ddfJ8EEv07yShXUO+HFU+eWnx8GAV46Nb8phe8q3ZMKfve733mnEg/St6ZtqHgdURSZMWMG1dXV/Pa3v2XWrFnY7XZmzJiBU7LU6AStVktcXByPPvoob7/9Ni6XizfeeKPT/aRZ508//TR/+tOfsNvtzJ49u7eH1ClBQUHcddddrYRa4HY3mDJlCgAHDhzwWJ3R0e4X4/ZSRkkz4uPjO39ZNxqN8kx66dMXOf9FV8W7qLFWDjXWyqDGuffodDp++tMZFBetwuVsane7xITW6/LPLCU+PoHrr7/em00cUKjntHKosVYONdbKoMa5fZqbm1m1ahUzZ84kOjqaH/3oR8ydO7dVGjZBEOT3NZW+zbfffgu43e/8YeCuq0REuAd816xZ4xO3t5MnTwLuvpK+FLeeIqXvko5bSZYtWwacc2hUmsLCQo4cOSI7OHYXyWFq48aNsuhVCSTHPF3gCI+WGxI2tN1li8VCfHy8LCgtKChQ9JgBtKYhoDFRXV3dJVFeb/CUs1ZXudDF7/xlW11ei3UXLncX7dljklxafYFer+eSS9wCl+Yq37WjpzRXu9t82WWXKVKflJZHHxapmFCrPc4/Nx0OB/X19ZTn5ShSt6DRYohwP6NKMfEF9fX1ciraiJHtpyi8kKLMXPZ/u4XS0lKys7M9dg0NSx2MoNWQmZnZIlW1L9m1axeVlZUYAnVEJYf6ujleR6vTEDs6EnA7inmS0tJSqqurETQQqoAwyh8JP+so5u17v9Pp5N///jcul4thKfo+LdQCmHxpAMFmDSUlJSxYsMBr9UjZkfSqsxZwzgWqqan98YXOkMxJDNr+/y7aFTwR0844duwYAEO9N0dKUaRUjtJx+TuqWEulBW+99RYbN25k2LBhvPrqq7z00kukpKSwc+dOXn/99W6XJwmdpFQ13t7PG0jiJ0/OWBs9ejRAi9m4EvX19eTl5RETE8OgQf03n/mF9MYWU6V7qLFWDjXWyqDG2TM89thjNNRXUVS4pt1tQoJdLZYbGsooLd7Ar371S6/O7B5oqOe0cqixVg411sqgxrklzc3NrFy5khkzZhAdHc2tt97KvHnzqK6ubiGCEUWRlJQUXnrpJU6fPs0vf9m+y6RK3yAjI4PMzEwEQfBYCkSlCA8PR6PRkJuby4kTnTsleJrzxVoDAV+JtUpKSmTRkS/S6h05coRvv/2WI0eOsGPHjh4JtoKCgggMDJTFsErQ2NgoT6bUBg7rZOvuERY9kpETHiQu6UpGTniQsOiRrbaRUqB5WmzQFQRBi9bkzj6wc+dOr9XjcDjkVOBKibWktIjR0dEkJye3cNwJCUpose2Fy91FOiYptbuvGDduHACOms7dW/wNqc3SMXgbKZ24IUz5a+WSJUtafDZs2MCiRYv46U9/ysiRI6mpqeHYxjWU5WQq0h5DuDsGUkx8wbp167Db7RhCggiK7bqjWEVey3O9trbWI+3RmQxYktwpjqTUwr5mzRp3v1rMyEg02oExBBt3Vqx14MAB2YjAE0jjg5YIAzrdwIjlhYRHu0Vq3h4rXb16Nenp6RgMAt+7vO8rNgx6ge9f4VZsLF68mDNnznilHkmspdWowiIAaXhAiktPkMRaOnWoAXCn9QPvpkE8evQocE7k1NdJCgQBdya59kxz/ImBeXdTaZPjx4/z7LPPotFo+OSTTwgICCAgIICPPvpITgUh/WC7ijQTKyYmRpH9esIjjzyCIAh8+eWXrdY1Njaye/dugE7TEXaHG2+8ETg30/d81q5di8Ph4Ic//KHH6usLGAwDc2aEL1BjrRxqrJVBjbNnGDlyJA88MJ1TaW9RVXmozW0aGs69eDY1WTl68BmioiJ45JFHFGrlwEA9p5VDjbVyqLFWBjXO7tmGK1as4KGHHiI6OprbbruNzz77DKvV2sqlKDg4mF/84hds3bqVjIwM/vznP5OQ0LtBYBX/QBKOhIaG+sSxqDdotVrCwtxighUrVihevzRrf6CJtYqKilo57XmTr7/+GpfLRXBwsNfSsrRHcXEx+/bto66ujqqqKhoaGno0sCoIgiw0W7FiBQ6Hw9NNbcWRI0dobGxE0Aaj0XveBTEseiRDRvyQsOiRVJWmcebU5haCrAvFBZ4SG3QVXaA7/d+ePXu8VkdeXp77bynqETB3voOHON+9DKDKlkNO0SbAnfowNvLSXqdABP8RayUnu4V3LntFj8uoyE8j+8AaKouyPNWsThFFF65696CXdAzeRhon0Fv8Q3w9adIkkpKSCA0Nlb+rLsxXpG4pBlJMlMblcp1zhRyd1C0HzoiE2BbLFzrq9YaI0UkAbNmyhYqKnv+mPEFVVRV79+4FIHZUpE/boiSBoSYscWZcLpfsvOYJJIFSuBddtbIzStm2Pp3sDP90qZZSLZaXl3tNdGCz2fjkk08AmDLJRFBQ/5AODB3idghzOBy8++67XnEtljJSaXwUMl85vraH5ux9oauZutpCcpDS94/TsNfozzqM9UYA1xGVlZXk5+cj4BY5eZJmFxQ2uD/FF2jNihvPrWt2tb1/TwnUwllTwm7rWnyBeqqrAO6L3/Tp02lsbGTWrFkt8kpPmzaNhx9+mKamJh588MEuW+3V1tby17/+FYCf/OQnXW5LSUmJnDbx/P2KiopIS0vrlTLfarWSlpbWQkV90003AfDKK6+06ph74YUXKCoq4qabbiIpKUn+Pi0tjbS0tB5fHG+++WaSk5NZtWoVa9eulb+vqKjg2WefRavV8sQTT/So7L5KYmKir5swYFBjrRxqrJVBjbPn+OijD7nyyqkc2vc7ck9/iaO55eDDiTQTouiivGwnB/f+Co2mgjVrVhMZOXA6oJRAPaeVQ421cqixVoaBGuempiaWL1/Ogw8+SHR0NLfffjvz589vIdCSBpMEQeC6667js88+o7i4mA8++KDF+69K36empoaNGzcCvnEs8gTSs9V3332n6EzQqqoqSkpKAAgM7Psz6ruCVqvFaHT35Crl7l5fXy9P3vNF2tXKysoW4t6mpqYeP8+HhYWh0+moqKhg69atnmpiuxw8eBAArWmoV9N0VpWmkXZwHsV5e1s4aHWUrk8JtKYkwC3U8Na1ITs7GwCNGI6AZ2NcacvkTNEOOZ7tDTBarVYycldTVL6X9NwlACTFXt1roRa4jwugrKwMm83W6/J6inR/cjXV9Wj/ivw0TmxeQMGJ7aTtWKbYIK3YXA+iC0EQFOsHKC4uBkBnDlakvvO544472vx8+umn7Nu3j+bmZuzVyt2ntUHuGEgxUZrdu3eTn5+PxqAjbNjgbu0bmzqES35wVZsOer0lMCqUwEFhOBwOWUzmK7777jtcLhchg4IICjP5tC1KEzPC7bS2adMmj5WZleUWo4Z5SayVnVHKyoUHObArh5ULD/qlYEtv0BAc6p58IsXD08ybN4+amhoiwjWMG2P0Sh2+QBAEvjc1AK3G7fq2a9cuj9fhcrnO1uXxojvlT3/6E+Hh4SQmJhIeHs6f/vSnFm6QvkCKgxSXniBpEHxhpudv4jc4FwdvOWtJGcBijG6Rkycpa4J/57g//73A3O6/Z86tK/NChsehZ+dDtZXhzN9QxVoqAPzf//0fhw4dYsSIEbz88sut1r/++usMHjyYw4cP8+KLL7ZYt2DBAmbNmtXi8+CDD8rpE2+55RZmzpzZqszZs2e32OeJJ57g3nvvZcSIEWRlZfHYY49x7bXXyts/++yzjBo1itmzZ/f4OJcuXcqoUaN46KGH5O9uv/127rrrLo4cOcKwYcOYPn06jz32GBMnTuTvf/87CQkJvPfeey3KGTVqFKNGjaKgoKBH7dDpdMydOxej0cjNN9/MnXfeyc9//nNGjx7NyZMneeGFF7jooot6fJx9kcxMZeyiVdRYK4kaa2VQ4+w5TCYT3367mp/9bAbZp95l+5Yfc/LYa+TlLqEgbzlJCdvYve0+Du17itSUSPbs3qVY6oOBhHpOK4caa+VQY60MAzHO06dPJzo6mh//+McsWLAAm83WSqAliiLDhg3jb3/7Gzk5Oaxdu5b7778fk2lgDaAMFNauXUtjYyMmk6nPukNJ6eUcDkebjtzeIj09HXA/Ew6kFNfSeSK5inmb9evXU1tbi9FoJCQkRJE6zyc8PByTyURYWBhBQUFMmjSJuLi4HpWl0Whk0YkSg0KHDh0CQBswxKv12Kpaui5JDlodpetTAkEbKDuKSbHwNNJAsFb0rItRpS2To1nzyM7fTEZGBgUFBe2mlLzQscxWl+exdggYEES34MVbg95dQXbUE52IYvcHNK2luS2WlXJ5E13uicsGg0Gx+0RlZSUA2gBl7+nleTntDthaLBaio6NxOp3ojEZyD+1VJBWiFAOr1dor15KeIIqinJkkYsQQtPruO5cOShrcwkHvfHo7QB411u30tnLlSurqeiaC9ASScDl6mDJpZP2J6OQwBI1AdnZ2j8fNLkRyQQyN1HukvAspPFPV4bK/EBrpFqt5wxUyLy+PlStXAvC9qYFo+lk6v1CLlovGuwVoH374oSJOsEpx4sSJDpd9gSfOHlmspfDraHp+dYfiN18J4HQeSC3ZEZKYaWg/m6uVfPZ4+oJYq295wat4ha1bt/LGG2+g0WiYM2dOmx3WISEhvP/++9xyyy384x//4NZbb5XXrVu3jnXr1rXY3mKxMHbsWF588UV+8YtftPnytnjx4hbLgiAQFhbGpEmTePjhh7n33ns9dISd8+WXX7Jw4ULeeecdVq9ejd1uJzExkSeffJJnnnmGQYMGebzOK664gp07d/Lcc8+xefNmGhsbGTNmDG+//Tb33Xefx+tTUVFRUVHpCkajkQ8++IAXXniBDz/8kP/9bw5ZGatxOh1MmvAgP/7xdfz617/isssu8+psdhUVFRUVla6wYMECBEFAFEUEQZD/L4oiFouFe+65h5kzZ3L55Zf7uqkqCuByueTUgVFRUX36WSUqKorc3FxWrlzJPffco8iguOQspYSrVnFxMQUFBZjNZsUFLxcSGBhIZWUlp06d8npdLpeLpUuXAr47R2NiYpg6dSrl5eVERkb2WKglERkZSXFxMenp6Zw8eZJRo0Z5qKUtqa+vP+f6ZPSuk2RI2FAKc7bJy+c7aFksFp+esxpTIq7mUk6cOMHVV1/t8fIl0aJG9KxrUlHFfurqixAREZsaKC1t6V5SW1srx9VsNlNRYpfXhQR5NkWx1hWJQ1tDeno6EyZM8GjZXaXlgFv3rwOW6CEUnNguLyvl8iYI7nuRw+GQn728SXNzs+wkodErl+67LCeTYxvX0FReSmlpabviTJPJhCHAfc+sLswnKqn37m8dcX4M6urqFBX8Hj58mBMnTiBoNUSMSfJo2VarVb6+l5aWMjgnn6SI7l1ngxMHYQw1U1ddy/Lly7uV6cVT2Gw2jh07BkBU8sATa+kDdITGmanKr2HHjh3cfffdvSqvtrZWTmtpifDO7z8uMYwDu3JaLEPnAvQ77rjDK+1pD0uEnrxM76RA/eSTT3A6nSQl6kmI944oztdcOiGAE2lN5Ofn8+2333LLLbd4rGzN2fyHXsiw2CmffvqpfO0Et7jZ1+6CrrNx0PQiL6QkqNMpLBzMLa0Bzt1XT5w4waRJkxRtQ1tIzlreFmsl9zOxliQ+y8nJobq6ukX6an9DFWup8L3vfa9LMzFuvvnmFjl9J0+ezJw5c7pd3+bNm7u9D8CcOXM6rW/atGkd5h2eOXNmmy5fGo2G++67r8siqa7kNu5Key+++GKWL1/epTr7O+Hhnp2xp9I+aqyVQ42193jvvfdkO92amhqCg90zYzUaDY899pgvm9ZviIuL4/nnn+f555+XB70rKir6bDqhvoR67VAONdbKocZaGQZynCWRlkaj4frrr2fGjBn8+Mc/Vt2zBhh79+6lsLAQrVbb538PYWFhFBQUUFZWxvbt2/n+97/v9TolsZK3xVqFhYXs3buX2traDgfBlUI6XiXEWvv373enkNJoiIiI8Fi5hYWFFBYWUlNT06VYxsXF9VqkJaHX6wkLC6OyslJ2tPcGGRkZuFwuBG0IGp1306GFRY9k5IQHqS47jNGp97mg8Hy0xjgcNXDy5EmPl+10OuXfgdbl4fe+C7pSDQaD7JwArQVxw4dcRW2tjZCgBI+kPzwfjRgFnFbMTa8tJLcoQR/YI8FTxOCRjJ52P9bSXMzBIeiLt3e+kwcQ9G5HMKfTic1m8/pvo4UDSi8GfrtLdWF+i+XzxYQSZrO5hegwNK57aQF7gnBeDLw1aNse8+fPByBsWAL6QM8+X1/oDFdZVEoSY7pVhiAIRI1PIf+7wyxevJjbb7/9nIOdQuzfvx+Xy0VQeAABIf0nlVx3iBwaSlV+Dfv27eu1WCsvz+2qGBCkRW/wzu8/eXg0t9wzgcIzVcQlhpE8PJoqb+Tj6iUhYW4RlRQTT3Hq1Cm2bXOL06dOVvb3oiQGg8BlE018t6Oe+fPnc8MNN7RICd4bJFFSL7L+9RjJ8bW2ttYvJsAAuM6OnfdmotE5sZZHmtRlhkQHM3/pPnnZH8Rv4F2xVlVVFWfOnEGg/4m1zDoYZISSRrcgTYn+lJ6iirVUVFT8Ak89HKl0jhpr5VBj7T1mzZrVomNXwmAwqGItLyA5lajntDKocVYONdbKocZaGQZqnEVRZMSIEcyYMYOHHnrIYwIElb6H5FgUERHhUScql8tFQ0MDQKvJbvX19XJdJpOpV7OIz0ej0ciORcuWLVOkc1FKpeptsVZ5eXmL5bYGwZVEOt7KykoqKyu9KvSTOvwjIyM9do4WFhayY8cOnE4nVVVVhIeHExUVpWhMo6OjqaysZOvWrbJjl6eRREQaY6zHy26LsOiRhISG0VDk+ZRDvUFjcN/jsrOzcTgc6HSe697PyspyuxiJBgQ8e/7ERl5CufUEDmctgk7D4MFuYUt7A4xhIUlEBntO0Hg+WtGdSvL48eOKuEO1RW6uO42hJqDn7jsRg0cSMXgkjtpSapQSa2l0CMZgxMYacnNzGT9+vFfra3GdVNC25ELhVVvOZdIguZCQSmTqSK+7agEtUmZ68rffGYcPH+bw4cMIGg1R41M8Xv6Fwrfw2OgelROaHEfpoUxsNhvLli1T3F3r4MGDAIQnKp/iuCvsW3+YnBN5JI1OYNJ1F3mljvBEC5DHsWPHaGpq6tX7qZRKMTjUu+d68vBokoe3POfacs6yWq0+E8WYQ91iraKiIo+W+9lnnwEwItVARLgyOedEUaSp6dz1PCe3ijN5VoYkWhg+zDv3fYCxo40cONJARUUFq1ev5rbbbvNIudI57nT5wFoL3zu+Xoj0qtybe5QkStIq/Hg2YnCo34nf4FwcvJHCU0qrHmOEQIXTTipBSqBbrHX48GG/FmsprEtUUVFRaZvi4mJfN2HAoMZaOdRYq/Q31HNaGdQ4K4caa+VQY60MAzHOjz76KDt27ODkyZP88Y9/VIVaA5jc3FwOHDgA4HEn0IaGBtLS0khLS2vlvnTq1Cl5nSTo8hSRkZEIgsCxY8dkIZW3qKqqklPNeNuJ4kIhj1Lpu9pDo9HILnzejHNBQQF79+4FWsegN2Rmugema2pqsNvtlJWVkZ2djdVqbXefwsJCjhw5QmFhoUfaEBgYSFBQEE6nk1WrVnmkzAuRUv9o9Mo4/VaVpnHm1OYO4+gLBJ0FBAMOh0MeyPYUUhoUrTgIwcPDBuEhqYxLeZDkwdMYMWKEPLgYHx+v+GCYRowEUYvVavW4S0lXkVKl6YJjfFJ/b9CZ3W0+fvy41+vS6/XygK+rWTm3m6ikVMZecyPR0dEduj9aLBZSJl2uiFALQDzPVUMp1yhRFOXsIWHDEzCYPV+vJHyT4j0oqWcuZYJGQ/TF7r/FokWLWjl2eZujR48CEDbYu+6PEnkZhRzedrxL96nD247z7dzNpO3L4tu5m9m3/rBX2hQYasQQqKe5ubnX7oUlJSUABIX43nNEStVZWlra6TOWNzCfjYHVaqW+vt4jZZ4+fZqdO3cCcOkl3nWjdjhEysodlJU7KCxy8MEcKx/MsfL622eYO/84323LZ96C45xMq/BaG7RagUsudh/nokWLPCZ80evdQrpmz+to+iSOs2Kt3gg1pb+N1gcKFl89m3aE5mw6SG+ItQ4fdt8L+purloR0XJIozV9RxVoqKioqKioqKioqKioqKip9kvfee48pU6b4uhkqfoDkWGSxWDAa+0fqGYPBQGhoKHDONcxbZGVlAWA0Gj3qStYWcXFxXHrppZ0OgiuJNOgtxcEbLF++HICQkBCPpWgtLCzkzJkz1NXVYbPZEEVRFja0N0hdXFzMjh07yMjIYMeOHR4TbEVHu10pVq1a1aYLcm+RnYj0nnftupCq0jTSDs6jOG+vTwZlO0IQBDR6t/OEFBNPIQ3YaF3eERCFh6SSGDvV5795Aa3sruWLwRuXy8Xu3bsB0IcOUbz+3qIPc7d5x44dXq9LEAT5Puhq8IxAoatEJiT53YCt82wMgoKCFHPU3bNnD8ePH0fQnhNCeQNPDZCHJsdjDDVTW1vLokWLPNS6zrHZbLKA1hLjfRF6XkYhGxduJ/1AFuHh4fzpT39iyZIlbX4A8k61FPfmnPCOUFUQBCyx7uPvrVhLnkRg9r1Y68JnKqWFgHqDBr3BLdgoKyvzSJnSuZEyVE9YqHef/auqnXyxuIYvFtewZMW52NXW1lJU4qCgyP05mV7l1XaMHmEkIECgtLSUrVu3eqRM6Zm+2eEbZy1/o+lsHHrzriOLtZQ3PvVLpDhc6PDtCaTn4NQgjxftFyQHgoA7hax0T/FHVLGWioqKXzBkSN/rnOirqLFWDjXWKv0N9ZxWBjXOyqHGWjnUWCuDGmeVgYrNZmP9+vXAOcFIb/C061BvkI5n06ZNVFV5bwBDci1SyqkjJibGrwbBpeOW4uBp6uvrWbt2LeBZ57fy8nJMJhNhYWEEBAS0cKFpz7GssrKyVRmeIDQ0FL1eT3V1Ndu2bfNImecjuUcK+p6njesqtqqWqQ8vHJS1Wq0UFPw/e+cdHkd1rvF3tmq1q131avXi3m3ZyOBuMGCDbbrpNoTiYExJDCR0Ei73JoTkQm4oCTVAHDAmEALYxjbg3m1Z2LJk9ZW0qrvaoq3n/jGesVa7kiXtzKwsnd/z6IHx7Jxz5tuzZ8p5z/vVhU3ExSjYGAjpqOlyufgJGzlJE6zcwYrcx57jwYMHJa/78OHDaGlpAaNQQxGdIXn9oaKMywfA4NSpU6iurha9vpQUNvWpx2YRva7BDhcDLiZi4/V68de//hUAEDcmC8pIcd13hICRMUiaOhIAK0aRanKWc+bUGNRQRogvLmqs9hfslJSU9Pr59Hz/cT1rTLrgbeLQJ7JWJt3daPtLe3s7ACBCE/7cXN3vqcLhCqs+Gwch7j0sFgu+++47AMDkCeH7XXePY1qquClEFQoGE8ayi3o+//xzQcrk0qm7qLMWgHNxCOWZkhMlyahYC8C5OAgt1jKZTDAajZAByJbmFYDkRMqB1LNDHJeqeDASfkkyhUKhgF0pkZY29F8GDQZorKWDxpoy1KB9WhponKWDxlo6aKylYajF+Y033vDb/tnPfnbezwhBsHoog5uvv/4aTqcTGo0m5MkTo9HIu4WUlpaiqKiId/UIB1qtFlqtFjabDf/+979xyy23iFJPRQUrTpFKrDXY4M77zJkzopS/bds22Gw2qNVq6PXCTUTFx8ejtLQUERERUCqV/ISRTqfzE8KZzWZYrVbodDpkZmb6idKESsnIMAzi4+NRX1+PL774AvPnzxekXIAVu3GTkzKF+AI/fUw2jJWs4GzatGlYv349pk2bBgA4cOAAXnrpJcTGxgJgxW8R0ugmeGQKA7w4lyJKCEpKSuB0OsEQDWQkVrByByusIO0Ajh49CrfbzacxkgJugliVMBqM7MKbnpGptFDG5sDdWo5//etf+PnPfy5qfRkZGTh+/Djc5lYgPVfUugY7bjMrtk1PF09o05WtW7eisrIScpUSiROkSfUoBPqMJEQmRsNuasd7772Hhx56SPQ6OadDXZw091FJGQk4sacUAHtdam1t5V1mgzHx4rGIiFKhsqQGWWPSMW3hRNHapj0bg1DdHzmhtEodfs8RLlUndy8VjsUGXBxsNlvIZW3ZsgVutxsJ8XIkJ4VPDNc9rjnZ4t9/jB2txv5DnSgpKUFFRQWys7NDKo+79+50UWctAHCejYNWO3CrJp/PB4CKtTi4OHBxEQpOvJQWAUSEXxMrGrmRQF0n6yC8cOHCcDcnKBfe0wCFQhmSSG0dO5yhsZYOGmvKUIP2aWmgcZYOGmvpoLGWhqEW53vvvRcMc+4NXTARVffPCAEVa11YeL1ePr1cYmJiyP2hu8tQc3NzWMVaAOvEZLPZ8OWXX+KGG24QRVTATagJlZ7vQoMTa9XW1sLj8fDuVELx73//GwArjBJyzEpNTUVRURGam5uh0+l4F4qumM1mXoRmMpmQmZnJHxMfH4/U1FTB2hMXF4f6+nqcOHFCkAkwDv68GAUYmfh9NCZxFEZNvhXtTUexfv1NvFALCHQvsVqtSBK9Rf4wClaUKqTb3p49ewAAct8IMBj6s2MyEgeGaGC323H8+HFMmTJFknrPnDnDx1qdKlydXDqrnlixYoVgdQGAOm0q3K3l+Prrr7Fy5UpevCgGBQUFbHrVFmFSf13IcDEoKCgQvS6Hw4G3334bAJAwMRdytXSCxlBhGAbJ00bjzFe78c0332D58uXIysoStU7OjVUTLc19VHpBKuZfPwtVJ+rQFGHpk3ho2sKJooq0OCLPxqC+vh6EkAHf93R2dgIAFKrBcU0yGAxhdYRVKNk4cHEJhc2bNwMAxoxUCf4s3V+kjqs2UoasDCXOVLqxdetW3HXXXSGVxy0UomItFoeTjUNUVNSAy+BESeHum4MFRmSx1lBNgciRFwl83wocOnQopGuSmIRfkkyhUCiA4C9CKT1DYy0dNNaUoQbt09JA4ywdNNbSQWMtDUM1zoSc/8UnISSkv77WQxl87N27FyaTCXK5HDExoadH6+4yJJTrUChER0dDoVCgtbUVO3fuFLx8Qgifymq4OmsplUrIZDJ4vV7B01+ePn0ap0+fBsMwiIuLE7RsgBVsTZgwAcnJyUH3dxfytra28scIKdQCAJVKxYsb//Of/whWbkdHBwCAkUnXP2MSRyEjfy5++9vfYsWKFfzfu+++iz179uDHH3/Enj17wpIKiYsDF5dQIYTwAiKF78JLyzcQGDCQ+1h3ot27d0tWLyd+UcYXQB554TqYKQzpkEelwOVy4e9//7uodU2YMAEA4Gprgs/jFrWuwQzxeeFqYd30uJiIyaeffoqWlhYodRrEjckSvT6h0SbHQp+ZDJ/PJ4oTb3dMJhMAQKNXiV4XR3pBKiZePHbQpJTmiIhiY+B0OkNK2XdOsCFIsy54mLP2OqGmQqutrUV5eTlkMiA/T7r+OpgYmc+e944dO0J+B8A55tqd9F0CcC4OoYi1uO+E/vZZxBBrEUL49Od5kYIVOyjJigTkDNDU1CT4c75QULEWhUIZFOTk5IS7CcMGGmvpoLGmDDVon5YGGmfpoLGWDhpraRiKce6rUEuKeiiDE85VKz4+HjJZ6K+5OKeigoICFBUVCS5mGQgymYwXjXHnKyRNTU38Kn21Wi14+RcCDMPwrmKccE0oONESJ7qTmu5iIjEdcADwgrQtW7bA5XIJUiaf8kcCV62+EHaRr4z9nQqRCglg+7zRaASIHHIS/jFPKjhh2u7duyX5Lg8fPoy9e/cCDANN5sWClt1VUBjsT2gYhoEm6xIArHNgqOnOeiM1NRUpKSmAzwdnY51o9XA0VZbh9K7taK6pFL2u/uBsbgTxuBEdHY3cXHHTQba0tOAf//gHACB52ijI5MLkR2qsrEVdXV1IAp7+kDx9FBgZgwMHDuDAgQOi1sU5HaoiLxwHMrGQyWVQRrD3O6E4QMrP9jsirJnMgDCbzZL23WD4vOx1Sh7i75ETKKelKqCJGJ4Sgcx0JRQKNp00lwp+oHBiSVsnfZ/g8RI4z2qqQ3Gm5sVaArRpKMD9SoUUa1VVVaG1tRUKBsgY4mu1VDIg4+wjJOcmNtgYmstuKRTKBUdpaSlGjhwZ7mYMC2ispYPGmjLUoH1aGmicpYPGWjporKVhqMWZc58I9TOUoUtdXR0OHToEQFgHrNTU1EEh0upKfHw8GhoaUFxcjMrKSkHT+dTVsZPfarV6UKYFkAq1Wg273S7oiluXy4Xt27cDgCiuWn3BYDAgJycHVqsVOp2uRwcuodDr9VAqlbBardizZw9mz54dcpluNzvzwzDhn1S0Wq1QKpV8OtKwpEEEO1Hr8XgEKW/Xrl0AADlJBYPwu2yYzWY0mXfBEDkasfo80eqRkzSAKGAymVBeXo68PPHqcrvdeO211wAA6pRJF7SrFocyOgPKuDy4W8rw2muv4aWXXhLlGsIwDIqKivDpp5/CUVsBTVqW4HVwNFWW4ehXnwEAfG43RugjB41rkaOGTWd70UUXCSJO742//e1vcDqdiEyMgSE7RZAy68uqcPDrHbCZWmEymZCTkyN6bNV6LeJGZ6H5RAVef/11TJ48OWShS09w4lmFSpzyLzQUajncnR7Y7fYBl8EtIHC7w6vW6p5OWoq+GwyPhxWwhLqw4uDBgwCArIzhKyxUKhmMSFWistqNAwcOhLTojXN2djgBr49ALhu+z1KcYE0ul4fkPEudtbohQhw4V60sDaAM/+OV6ORpgQoHK9ZasmRJuJsTABVrUSgUCoVCoVAoFAqFQhl03H777YJ8hjJ04RyL9Hr9kHeEUqlUMBgMMJvN+Oqrr3D//fcLVnZXsdZwhjv/2tpawcrcs2cPL+4JJR1IqBgMBskmFhmGQWxsLBobG7F582ZBxFrnUv6EfzZBp9Px6a64bck5K1oTWqwlZgrEVksZLLYa6HR6RPSiW+QmxeXEjgbyE0ZmrhBNsMVAATlJg5epwq5du0QVa33yySeorq4Go9QgImOWaPVIjSZ7LtxtlThy5Ai2bt2KhQsXilLP/PnzWbFWfQ18LidkKnGuV+3Gc+O/TKEAk56HhGkXgbjdaP7hXGrX+EsuB3NWsKmMEn9s9XnccNRVAmBjISalpaXYvHkzACBlxhjBBHjlB4thbTPD6/FAoVDAarVKcl1KnJSPtrJaVFVV4auvvsLSpUtFqYdzkpQPh1nvPiBTsHHgnFsHApdeztUZXrFW93TSUvXd7rgc7L1QKHV7vV6UlJQAAEakDl+xFgCMSFOgstqN48eP4/rrrx9wOXq9HgqFAh6PB1YHgUE7fBVGHXZWZBUTEyO6qHg4IqQLLJ8CUStYkYOa3EhgM4CjR4/C5/MNuv45uFpDoVCGLZwCnSI+NNbSQWNNGWrQPi0NNM7SQWMtHTTW0kDjTBlOeL1ebNmyBUD4HIukhnMP27p1q2Dp5QCgvr4eABVrceff0NAgWJnbtm0DwKYeFMu1zGg04tixY4K2O1S43+SBAwdgsVhCLo9PH0m8vX9QAjinssTExLC5a3A5oTh3r1BoamrCqVOnAALIfZkhl9edVksZTlT8A8fL30d9836UVv2n1zRS3SfF61sOorJ+G1otZYK3DQAUZ8+ZE6yJQV1dHT744AMArLhJphwc6TyFQK6JRkT6TADA66+/LlqKsLy8PDb1n88LW9VpUeoAgOjUEQAAl90GW1srFJE6qKLjoDT432MrDTFQRcdBFR0HRi6+H4Kj5gyIx43U1FSMHz9etHoIIXj99dcBANG5aYhMiBak3PqyKtT+VAa7xQqbzQaPxyOZ0FWuViJpcgEA4L333hMsfWx3zk2iD1+hRleEiAJ332u3hvfa372vhkOk7fMROGxsHEJxE66urkZnZydUKiAudnjLA1KS2LH71KlTIZUjk8n4+16zbXinQrScFWslJCQIUl64so0POs7GQahnSa/Xi2PHjgFgRUzDgXQNoGIAi8UScupTMRjeozGFQhk0REQMnRcVgx0aa+mgsaYMNWiflgYaZ+mgsZYOGmtpoHGmDCcOHDiA1tZWKBSKQZOiSGy49HIdHR3Ys2ePYOVyIh8q1hJWrGWz2bBv3z4A4olpjUYjdu3ahdLSUuzfv180oUR/iYiIgEajgdfrxY8//hhyedx3Q4gwTlKhYjAYkJaWFraxhxA2LaRKFXrKQm4skZFEyKAJubyutFrKcKpqIxpaDsLmqIfLw4okbr/9dmzcuBFPPPEEli1bhieeeAIbN27Exo0b+VSBAODy2NDcXoL65v04VbVRFMGWwpcOEAZnzpwRRfBICMErr7wCt9sNRXQmVIljBK8j3ESMmA5ZZDzMZjP+8pe/iFIHwzC46qqrAAC2shIQnzhOOwlZecicNB3uzk4oIyJQdWQ/mirFEQr2FUIIrGUnAABLly4V1Q1i586dOH78OBi5DElThUut3lJTjwhtJAwJsVCr1YiJiZF0/IwdlQG1QQuz2YwPP/xQlDo4UbFPpL55oeHzseoCXmw9AFJS2BScHe1uQdo0UAaDSNve4YHPx4q0Q1mkwokU4mIVwzr1OQDExbIpS9vb29HW1hZSWZw4yWwb3r9/s5U9/8TExJDKGe59szu8FFiguJw5cwZWqxVqGZA6TF4hyhkg66ww7ejRo+FtTBCoWItCoQwKuJW8FPGhsZYOGmvKUIP2aWmgcZYOGmvpoLGWhuEY51WrVvF/ra2tAy6noaGBL+cPf/iDgC2kiMV3330HIPxpFsxmM+rq6iQRyXDp5YBzjk1CwKV0E0L4cSHDnX9TU1OXtHsDZ9++fXC73VCr1dBohBXBcDQ3N/ttd3clCiecQE0IsZZWezZHh88ZcllDAXI2DpGRoS+H5wSFYqRAtNhq2LLlbP93usxwdLaBYRi8//77eOCBB/DBBx/gpZdewoEDBwAA06ZNQ05ODlLiJyLeMAYqhTagPCFhEAEZYScV9+/fL3j5X3/9NTspJFMiMn/RkJyAZGRyaPMvA8A6P3LfpdAsWLAAMTEx8DpssFeXi1IHhzY2DqpItu91TY0YDjqNVfB0mKHVarF48WLR6nG73XjrrbcAAPHjcqDSCXfdiktP8dsW65rYE4xMhuTC0QCAzz77TBRhJndOXtfwFmtweF3sfVQo33VWVhYAoL1ZODfZgRJMpF19phk/bjmFM6WmXo4UhvZmVrCWkZEBuVw+4HKMRiMAICaaSgOUSgZROjYOXFwGSnJyMgCg3Tq8raDazzqLJSUlhVQOd680vKN5DqHFWpxYKVvDipiGC7mDWKwlvkcrhUKhUCgUCoVCoVAoFIoIvPPOO/xLq2eeeYYXsvQXp9PJl5WVlYWHHnpIyGZSBMbhcPApqwb6nQuB2WzGmTNnALCCp8zMTOTk5IhaZ2xsLBobG7F3717YbLZzIpYQaGpqAiBMSrULGe78vV4v2tvbQ06vyTkWRUdHiybQiI+PR2lpKb/92muvYdq0aUE/e+DAAaxZswbR0dGi91OAPW+j0YgjR47AbreHJCzihF/EZwchPjDM8J5kJF7WoSrU8c/lcuHIkSMAADkZEWqzAtBr01HfvB8qhRYeVQy83k4o5BF4/PHH4XK54PGwTmlarRZr1qxBWloaAHZSXBNZBLO5DRZblV95YqDwpcMla8T+/fuxdOlSwcpta2vDm2++CQDQZM6CPCJasLK70lpfDlNdHXQ6HS8kMJvNsFqtfv8mJgp9CtSpU+A0HsKf/vQnvPHGG4I7vqpUKlx77bV488030XHyCCIzcsDIBi5a6Ino1BGoOrLfbztcEOKD5afDAIDly5cLcs3via+++gpGoxGKCBUSJuQKWnZKXibypk/AwS+/g0KhgMlkkqxvckSNSIQ2JQ62+ha8/fbbePzxxwUtX6/XAwBcjvC6QA0GCCFwOdjxPZTvOC8vDwzDwN7hhcPmgUY7eKazzWYztnxphFLN4NCeSiy5fjJyCkJzE+qNlkZWpF1QUBBSOdw9v04b3oUuUl6fekOnY9BhBVpaWkIqhxNrtXUMb7Fm69nz5+IxULiFWDQNIgsXB6EWqHEpEHOGSQpEjuyz51tcXAyfzxfWBX/dGTwtoVAow5qMDOFX8FGCQ2MtHTTWlKEG7dPSQOMsHTTW0kFjLQ3DNc5EgLd43AtaQogoq+0pwnLw4EE4nU6oVCpBnGUGSncXo1Dc3fqKRqNBREQEPB4P9u7dG3J5nDAJGNzOWkajEceOHQt55XtvMAzDC7a6O1b1F6/Xy7vLiDkRlZqaiqKiIhQUFGD69Om9CrVeeuklmEwm7N+/X9Q4cqjVaqjVang8Hhw+fDiksgwGw9kX6oQXKg1niLcDQOjpNUtLS+F0OsGQCMiI8MLXWH0eRmauQEr8dCTHTkFUZBqUSk2Ac53H44FOp+v1+JGZKxCrzxO8jQAgJ6xI7Pjx44K46nG8+eabsFqtkOuSoE6bIli5XWmpPYmTuzbBZDLhzJkzMJvNvJC4679JgSbrYjDqKDQ0NODjjz8WpY4lS5YgNjYWXrsVtjOnRKkjISsPE69YjsxJ0zHxiuVIyBKn3/UFe3U5PJZ26HQ6LF++XLR6HA4H/v73vwMAEicXQK4UQRRDCHQxBj4tntROkAzDIGU66661fft2lJcL684WHx8PAHBaqVjL7fCA+AgYhgnpOqXVapGbywoHG2s7hWpeyJjNZtTU1MBhP+f4ZawOLY3e+WisYc9/3LhxIZXD/e40EeGx0wnX9aknIiJYiURHR0dI5aSmpgIAWizDXKx19vw58f1A4UQ0PqrWAiCsWMvn86G4uBjAOfHScCEtAlAx7O+9srIy3M3xY/BIkSkUyrCmra1Ncgvk4QqNtXTQWFOGGrRPSwONs3TQWEsHjbU0DOU4G41G3oGjJ+rq6gZUdmtrK37961/z20JO1FLEgXPVEtOxqC/odDo+hSAgncuXwWBAZ2cndu7cifnz54dUlsVigc/HvljnJlAHG0ajkf/OS0tLUVRUxE+KCI1SqYTb7eYFbAOlvLwcHR0dkMlkojqhAOwEUWpqKux2O1asWBH0M3V1dX59tbm5WbQYcjAMA71ej6amJhw5cgSzZs0acFlyuRxJSUmor68H8bQBiigBW3rhQTzspHCo3+Hx48cBADKSDAbijKWx+jzE6vPQainjXbLkcjkUCgVUKhW8Xi8yMjJ6FDVyx4uJjMQCRAmbzYbKykpeHBAKP/30E7Zs2QIAiMxbKJobnNlU5bcdTABjtVolcS9h5CpE5syD7ad/4Z///Ccuu+wypKSknP/AfqDRaHDLLbfgT3/6Eywnj0CTngO5WlgHL4AVbIVTpAUAPo8blhMHAQA33ngjoqLEG/c2bdqE9vZ2qKIiETtSHAe77qkQgwk0xUYTb4AhOwXminq88847eP755wUrm+vr9nbpREU1pUZUnaiD2WwBgEHjVmQ3szGIj48PeSHA1KlTUVZWhvpKB7JGSt9nulNXV4fq6moAQIfVA4VSj0idGqkZoYmne8Nh86CtiRWGTZ06NaSyXC62HLlCmuen0tMtqKo2Q6/XYePGL/Dee+/hiy++4PcvXboUt912GwD0eA8rJoqz5oxcXAZKejo7brZYhq+4yOsjaOtgz3/EiNAcKblUn77hG04/uDiEkgKVo6qqClarFSoGSBX+9mlQI2eADA1QZmfdtaRwmu4rg/MtDIVCGXaEql6n9B0aa+mgsaYMNWiflgYaZ+mgsZYOGmtpGMpxnjVrFv9iPBiEEFx88cUh1cEwDAghgk8sUoTF5/Nh/342PVG4J6MMBgNycnL4ybFQUz70lejoaDQ2NuLQoUPwer0hvbjlREkKhSKswrfe6O5yJabQiBOshSrWOnr0KAAgKipK8rgGSy/TXVjIOYCIjU6nQ1NTEx+PUEhLS0N9fT187lbII4ankySHz826+IU6GXby5EkAgNyXFHKbzgfnkmW2/wSVgV3KP1iEBQxkkJMEeBkjfvrpp5DFWoQQPv2hKmkcFFHi3VcYEjNR22WbE8B0/b1LKYpRxuVDEZ0Bd3s13nnnHcFTzQHA5Zdfji+++AIVFRWwlBxCzOQiwesYDHT8dAS+TgdSU1OxbNky0eqx2Wz45JNPAACJUwrAiJQWKCUvE1MXz8HJr3aG9XefNKUA5sp67N27F6WlpSGnlePIzMwEANhaHIKUdz5qSo34bsNOeJxeNFe3gRACpVIJk8mEnJycsI6rthZWrMXFJBSKiorwj3/8A8ZKBzxuHxTK8Kbvq66uhtPJpiSMT9IhKdWAOYtHi5oCsabMDgAYPXp0WNO/95fS0y34xyclAACXi2Dh4gMYM2aMn1hrzJgx4WqeoHD3Y1YHgcNJoFEPzmcqMWmxEPgIK6oO9TmDe7b1Dm+jMh6vgGKtEydOAGBFS/Lh102RFcmKtU6cOIGrrroq3M3hoWkQKRTKoECIC81QoLOzEx988AHuuOMOXH311bj++uvx2GOP4dQp4ay9aaylg8aaMtSgfVoaaJylg8ZaOmispWGox5kQEvB3vv19/eNgGAZXXnml1KdG6QdcygwpHIv6gsFgQFpamqSTYpGRkZDL5bDZbLzYYqBw6UcG8/jR/YW/mEIjTqwValqWn376CQAk76M9pZfhhIWJiYmYPn266K5aHJxIpKqqCjZbaOkLs7KyAAA+l6n3Dw5xiM/JO2uFOhFeVcW6MomRAjEYsfo8ZKQUwWAw9Dp2ms1mVNfvQqulTJJ2AediwMUkFA4dOsSmmJEpoMkcuKNcX4gbMQqjipYhMTERiYmJvLMW93uXWrTBMAw02XMAsKnmhIhnd+RyOdasWQMAsFecgqt16I0JbnMrrGXshOp9990napriL7/8Eh0dHVAbtIjOFvfakJQ1os/3TPVlVSjetgf1ZcL2IbVBh+gcNkUXl/pRCDiRp7XFAZ8ECoPG6ib+/z0ej58zsNQpJrtjMbHXeyFcCkeNGoXk5GR43AS1Z+whlxcKVqs1wIVWbKEWAFSeZOM5d+7ckMtSq9UAAI9bfMuiqmr/e+k1a9bgt7/9LVpbW1FdXY3W1lb89re/xYoVK8LiqgUAnHF3qGOsVqtFQkICAMDUPjwVRqZ2dgzKyMgIeaEKddbyh7ukCPG8zj2jZgxNQ/7zknn2vLk4DBaoWItCoQwK8vLCay0dbux2O5544gmkpaXh1ltvxdatW3Hq1CkcPnwYr732GkaNGoX58+djx44dIdc13GMtJTTWlKEG7dPSQOMsHTTW0kFjLQ00zgOHE23NnDkTzz33XLibQ+kFLm2XTqeDTCT3h94wm82oq6sLWcwTCgzD8OmQiouLQyqLm9AbrCkQATbVW1FREQoKCkRNgQicewkeqrCovLwcgPRire4TtF23OXGMVA5wAJtWUqVSgRCCM2fOhFQW537ic9UL0bQLFp+rEQCQkJCAmJiBp11yuVxoaGgAAMhItBBNEwROcFjffBSnqjZKJtiSETaWvbl49pUNGzYAANTJEyBTi5+yMzYll3fP44SaACQXEnModElQxuWDEIJPP/1UlDomTJiAhQsXAgDaDu0E8Q2dFNaE+NB2aCdACGbNmoUZM2aIVpfL5cJnn30GAEiYkAdGJr0TZLB7qsbKWuz97FuUHTiOvZ99K7hgK2Ei+8y0e/duQX7zAJsG0WAwgPgIOkzii4qSMhL4/1coFH6T+OFIMdkVcz177zF69OiQy2IYBpdeeikAoOy4dCK0YH1Tp9NBoVBAq9VCrVbj4oXiC7VaGp1oa3JBoVRgwYIFIZen1+sBAI5O8VUwmRn+1x+uX/Yk1jabzfhhZyVKT7eI3jYORyerguHiEgrZ2dkAgMa2oXM96g+NrWwshUgtp1QqAZxzlBrueM8uLhTieZ0zBRmuYq30s6kfGxoaQnbSFpLB+yaGMmR45pln8OyzzwbdFxUVhTFjxuCee+7BnXfeGfQzu3btwttvv43t27ejvr4ehBAkJiaisLAQ11xzDa677roBK3W3bNmCRYsWYfPmzfwDXn+x2WyIi4vDo48+ihdeeGFAZXBcd911+OSTT0Jqz4WKkLbDFxotLS1YvHgxjh8/jqlTp6KwsJBX4gPs6pji4mLs2bMHCxYswFtvvYU77rhjwPUN51hLDY01ZahB+7Q00DhLB421dNBYS8NQjvO1114bkAoNAN59910A7Iv8FStWDGhyQq1WIz09HbNmzRJkxTJFXDjr/nBMRHEiAgBhTzOj1WrR3t7Ox2Og2O3shOJgdtYCWMGWFG5QQoi1HA4H6utZQZFGI+2b8O7pDsM9YQsAERERcLlcqKysxPjx4wdczsiRIwGwYiXic4ORKYVq4gWF11kH4Fw8BorZbIbP5wMIAwbSz9gES9cJBAoO61sOwmKrgV6bjli9eKJ0hrCpGUOduKmvr8fhw4cBAOq0qaE2q88EE2qGMw1aRNo0uFtOY9u2bbjnnntEEa7ee++92L9/P8zmdnT8dBT6sVMEr6M3mirL0G6sRXTqCCRkCdc3radPwN3WDK1Wi5///OeClRuMHTt2oLW1FYrICBhypHFc5Ojtnqq13t8traWmHil5oafU44iI1kGfkQRLdSM2bdqEtWvXhlwmwzAYP348fvzxR7TWWmBIEff6m16QivnXz0LViTrERlgADI7Usk6bC/a2TjAMg3HjxglS5uWXX44PP/wQLQ1OtDQ6EZekFqTcnqg+0xy0b3ZPf154sfgLpUqPsN/t3DlzBREUce60HVbx3Z8K8uNww7VjUFVthl6vw75DPd+3ceOB06HAiZJ63HDtGBTkx4neRi4OQrj25ubmYt++fWhoHZ7OWg1twom1OFGSZ3jq3gLgnLU4EdtAsdvtqKmpAQCMiAi1VRcmEXIgQQU0udj3p4WFheFuEgAq1qJIyIwZMzBz5kx+m3tRs3XrVqxatQo1NTV46qmn+P0+nw9r1qzB66+/DgCYNm0aLrnkEiiVSpSWluKzzz7Dhg0b8PLLL2PTpk0DWhn42muvhXxeb731Fp+nOhQ+/PBDPj/8cKR7CpPhgsPhwJVXXolTp05h9erVSEtLC/iMQqHApEmTMH78ePzrX//CqlWrEB0djWXLlg2ozuEa63BAY00ZatA+LQ00ztJBYy0dNNbSMJTj/D//8z9B//3dd9/lF+/8/ve/R0ZGhpTNooSBsjLWZSUyMlLyupuamtDZ2QmFQgGFQhHWyXBu4puLx0Dp7OwEgLC4lA1GuDiE8p6nsZF1PpLL5aI6lhmNRjQ3NyM+Pp4XshkMBiQmJqKtrQ0xMTFhnbDliIiIgMVi4V2cBkpycjLi4+PR3NwMn7MOck2WMA0MQpvpJCxtFdBG6cMgY+odbyfrMBOK8A0AOjo6AAAM1GAgvZtOTyINTnDodjvgdDXD7mxGpDoe9c37MTJzhWiCLQbsrBUXl4HCOeIrojMhj5Du9zfYhJpyfSpkmlg4Ha384lOh0ev1eOCBB/DCCy+go/QYlLHxUESKc94+t9tvu6HkKE7s2MJvj1uwGPHpWSHX4+10wFLCiv3uuecexMWJK1b417/+BQCIG50JmVza+4CenCCtVisSE/P99sWlpwhef9zYLFiqG7F161asXr1aEEHhlClTWLFWlRnZ08UXv6UXpCI6Jhr760oAYFBc81uqWHFRXl6eIOIiAIiLi8O8efOwefNmlBww45IrxXWzajC2+W13vd/nRFtS0NHuRk0Zu6hCqDSB3P1iW7u4KpjS0y2oqjYjM8OARQty0NTswb5DPV9fu48HVdVm0cVaLheBzca+Pwk2J9dfOJdzY8vwE2sRQmBsZs87Pz//PJ8+P1xaSs/wC2VQPAKJtcrLy0EIgUEB6IaxOigtghVrlZeXU7EWZfixePFiPPPMMwH/vnfvXhQVFeGll17CunXr+Ju4+++/H6+//jrGjh2Lv//975g4caLfcRUVFbj11luxc+dOzJ07FwcOHDjvgyghBEeOHMGxY8ewYcMGfPXVVwM6l/Lychw7dgzffPMN/vrXvw6ojK4YjUbRV8oMdgbDw0Q4eP3113HgwAHcfffd570plMvluPrqq2G323H33Xfj8ssv5/OM94fhGutwQGNNGWrQPi0NNM7SQWMtHTTW0jBc40wIGbDb8mDF4/Hgtddew1tvvYXy8nIYDAbMnz8fTz31VJ/dVHbu3Innn38eBw8ehNPpxLhx4/DAAw/gpptuCrm+qqoqPPvss9iyZQuam5uRmZmJm2++Gb/85S/5l6ti4HA4YDQaAUjnWGQ0GmE0GlFfX4/W1lY4nU44nU5otdqwToZz59/c3AyLxTLgCTGXywUAQ+43NFC4OHBxGQicC6CYvwWj0Yhdu3YBYFcFFxUVITo6GmazmRdsmEymAIcNs9mMkpISyZzKgHMTC01NTSGVwzAMJk2ahC1btsDbWSmaWKvNdBInD7/PbhAnMlOVATEMl3sJIR74nLUAgEmTJoVUlpsXn0jrqtdmqURNfQ3cbjeUSiU8Hg+/yh9gJ2yjoqLQYuoEQODobIHX64JaZYDFViOiuxYrVAnltw8ABw8eBACo4kKfrOyNltqTMJuqYEjMhCE6NsDxJdz3hAzDQBWXh87afTh48KAoYi0AmD17NubMmcM6RO3eKkodwaj94Vs4m8+J42q2fQWfAJP9HNOnT8dll10mWHnBqKqqYtMhMQxiCtJFrSsY3QWGAHgRp+2oByNnTQUIQVx6iqCuWhza5DioDVo4zDb88MMPWLx4cchlcikrzQ02OG1uqLXDzwGyuaIdAPxMG4TgxhtvxNatW2GscIjurpUzKh7Fh9jrEiEEOs25+/15K5KgVLLXi6gYcafXT+wzgxC2X3FCoFDhXI8aTV4cO9EJmQj3/zW1bdi2/RS3hXlzRyI6uvdrEjce2OwETieBxxuJ4pLQDTJ6w1jvAcC6agkhLOSemU1tPrg9BErF8Hm2stgJbJ0EMplMEGetc2KtobsYsT9wDmMDmQvuSkVFBQAgRVxzwkFPiho4AlbnMVigYi1K2JkxYwYmTZqEQ4cOobS0FNOmTcPWrVvx+uuvIzU1Fdu3bw9qQ5mdnY1vv/0W06dPR0lJCV544QX813/9V6912Ww2TJkSuiXyDTfcwD98C8Fdd90Fn8+HBQsWYOtW6R4sBxPhXvEVDnw+H1599VWMHTsW6el9eyiWyWRYtGgR/vjHP2Ljxo1BJ1rOx3CMdbigsaYMNWiflgYaZ+mgsZYOGmtpGI5xfvrpp/n/j46ODl9DBIQQgttvvx0ffvghsrOzccstt8BkMmHDhg348ssv8f333wcsZurOv//9byxbtgwKhQJLly5FVFQUvv76a6xcuRInT57Es88+O+D6KisrMWvWLBiNRixYsACXX3459u7diyeffBLbtm3Dt99+K1pKPU6opVAoQl5Z2tf6du3aBa/Xi+bmZsjlckRGRsLr9fKuRV2FG1Iil8uhVCrhdrtRV1c34EkGr5d9+0vFWiycs5bH4xlwGZwzj5ipJbunhW1ubkZ0dHSvqdA4NyOdTofKykoUFRVJItji3MW6t20gTJ8+HVu2bIHHUQZVzNyQywuGpa3CbztYDN1uN7xeLzIyMgRxY+gr3s4qgHgQHx+PrKyskMriJnwIBt7X+0urpQyl1f+B0+uA3W6HWq1GZ2cnnE4nLBYLlEolFAoFOjs7oZInApDD62yB0+2Fx2sHRHUAY8fCiIiB54UhhOD06dMAAIVBvH7RUnsSJds/BADUlezEyBmXQwlpHV/6gsKQBtSCj4lYPPDAA2hqagrZva83fD6fX4rMlJQUv+3U1FTExsYKUld8fDwefvhh0a/L3333HQAgakQClBrpZ267CwwDrhGEYNw8YQU/XWEYBtF5I9B48BS2bt0qiFgrISEBo0aNwsmTJ9FU3oYRE8R1gAKAyJgITL9hDADA4/bg8MZSft/kFQVQKBX858TG7fSgpcoMALj44osFLTs9PR3z58/Hli1bcGxXG+YuSxLtN5I/OgnLb50CY3UbElOicXhbJ78vOk4FlVp8F7q2JheqStmU3Lfddptg5Y4YMYL/ve340SFYuV2pq2tGc+s5564dPzYjLa33Mab7eFBWoUZZhV2U9nVn1KhRgpSTkJCAmJgYtLW1ob7Vh4zEwZ1iXkhqm1jrp+zs7JDuozi453w3TYMIAHAL5KxVWVkJAEgepikQOZLPDkdVVVXhbUgXqFiLMijgVnNxDzW/+93vAACPP/54r/mCIyMj8dJLL2Hp0qV488038cILL/RqMa/RaPDPf/6T337ttdewffv2frf3v//7v9Ha2goA2L59e0jpFN9880385z//wdtvvz2gtgwV6urq+rxCfKjw3Xffoby8HHfffXe/jktMTERubi5effXVAYm1hmOswwWNNWWoQfu0NNA4SweNtXTQWEvDcIxzV7FWKNjtdhw4cAAAK/qaMGGCIOUOhM8++wwffvghLrroImzdupV3UPrqq69w5ZVX4vbbb8eRI0d6PN7hcGD16tVgGAY7duzgrd3b29tRWFiIF154AVdddRWmTp06oPrWrl0Lo9GIP/zhD1i3bh0AdoL6pptuwj/+8Q/87//+L//vQlNfXw9AXMeirnQVxIwfPx4dHR0YMWIEAGD9+vUAgJdeegmxsbE4cOAAMjMzBVlN3FfUajXcbjcaGhowevToAZXh87Fvf8Mh1tq4cWOv+4VK+TIQQkkrK0Vqyfj4eJSWlvptA72nQus+Ed7c3CyJWIuLAxeXUJg+fTrkcjm87mb43K2QKYURR3RFH5MNY+WP/Hb3GLrdbtjt7ARidXU1dDodIoTP0BUUr50VvcycOTPk3+y5VLIuEPjAQPzJZ4uNdSpRKBTQarXweDwghMDj8cDn88Hn8/FpZj1uJwA55HI1VIooqFUGAOI5LBCwDh6hpNjt6Ojg+4ZMEyNIu4JhNvlPLlmaasEliwqn81t3ZBr29ymmiApg0yG+8sorotZBCIHNZuO3tVot9u/fj+LiYowbN27QpNHpD5w7Y3SONC6LHD1d+w8cOICXXnqJvx8XI/Vhd6JzUtF48BSOHz8ekktpV+bNm4eTJ0+i/mSzJGItuUKGqAR23HI7/cW3urhIKNXSTQGbTreB+AgyMzORnZ0tePm33347duzYAVOdE3VnHBiRK15K9JyCROQUJMLl9OHwtprzHyAghBAc/oGde5w3b54gaeU4ZDIZ1q1bh23btoV0r9sbdXV1+P777/ltzv316NGjvR5nMBgwe/ZsQVKS9hWVSjWg+bVgMAyDMWPGYOfOnagxeUUXa8XrZbhnKfvc7nQTvPP1ufvsOxZHQK1k+M+JTY2JVVWNGTNGkPI4wZebpkEEALi97G81VCFcdXU1ACBRmlcpg5bEs2Kturo6eL1eURdY9RUq1qKEnc2bN+P48eMoLCxEdnY2Ojs7eXepq6+++rzHL168GDqdDq2trTh+/DgmT57c42flcjmuvfZafvvLL78cUJvnz5/P/38oKwMrKyvxyCOP4Morr8Qdd9wxrMVaw5E9e/ZAq9UiM7P/Vs6jR4/G119/PSRTvlAoFAqFQqFQKFLj9Xoxd+5cMAyDuLi4gLQsUvKHP/wBALtIqGuqvyuuuALTp0/H/v37sXPnTsyaNSvo8R9++CEaGxuxevVqv8nD6OhorFu3DmvWrMFf/vIXvPnmm/2ur6ysDF988QXy8/Px4IMP8p9lGAZPPfUU/vGPf+C1114TTazFLZqSwlULYAUwx44dQ2dnJ5KTk3H//feDEIIxY8Zg2rRpeO+99wLaJ6VYi4tDS0uLZHVSBgepqakoKipCc3Mz4uPjkZqaCrvd3msqtO5Crt4WRw5WdDodJk6ciEOHDsFjPwmVoUjwOmISR2HU5FthaauANkoPjfsHv/o5NzqAFR1ZrVYkCd6KQAjxwmNn0wr1NP73h/j4eKjVajidThB0gIH4wh69Nh3GLsOVXC4P+k5LoVBgRNI82O02NJtLoFJo+ePFwse0AwAvyB0IvJhHpgAjE2/axZCYibqSnfy2PmEE0FDFO78BbBrUnJycsAq2GAU7qeh0OgfNZNhAYRgmwEGzsLDwghRpAUBjYyPrKMEwiBohvqCoOwcOHEBJSQl/PwUA06ZNw/r167FmzRqMWjxLlNSH3VFFRUIdrYOz3YqDBw9i3rx5IZc5b948vPHGG+gw2WFttkMXL7ygqKbUiMbqJiRlJCC9QFqxXW/U/8Qucrj00ktFKT8pKQnXXnstPvroIxz+sRXJGRFQKMUXokhNVakNTUYn1Go1Vq9eLXj5s2fPxuzZswUvtyv79u3zE7M6nU7U1rJpnAkhcDjOuXppNBr+XmDEiBEhp3oLJ2PHjsXOnTtR1ejFrHHi1qVUMEiJZa+rDpe/8C4pRg6NSro5w6qzYq2xY8cKUh7XB1zUWQvAuTiEumCtrq4OABA/zMVaBgWgYFgnbZPJhJQUiVbd9AIVa1Ek4+uvv/azB3Y6nSgtLcX27dsxfvx4fPjhh2AYBqdPn4bb7UZUVFSfUsMpFArk5+fj8OHDqKys7FWsNZgghODOO++EQqHAG2+8MeBynE4nnM5z+ZstFosQzZOcUF6GXKhYLBZERkYOSGyl0Wjg8XjgcDj6vepvOMY6XNBYi8cXX3zBrwDq7OzkVxZQ8aK40D4tDTTO0kFjLR001tJA4zxwuEU4hBC0tLTAZDIhMVH6ySu73Y69e/ciNjY26GT83LlzsX//fnz33Xc9TtZzi5+uuuqqoMcD51Lf9Lc+7rglS5YE3HeNGTMGiYmJKCsrQ01NTZ9TvfcHLr1cb47aYsAwDE6ePIl33nkHBoMBmzZtAgC/iXEAgqVA6itcHLi4DARO8CXW6vreCKdzVk9wcQilj3HPJpxrmVikpqYGdcbqKRUaJ+SKiorq8Vgx4OIg1OTbvHnzWLGW7QSU+otEeQaMSRyFmMRR8Loa0Vl/TqxlMBiQkZGB6upq3gFKqhSoXkcF4HMgJiYGkyZNCrk8mUyG9PR0lJWVwce0QkbEF/XE6vNQkHk5ats+4cW3APt7U6vVfJ/U6XRIjrwIchKHVksZLLYa6LXpiNXnidY2H9MGAMjIyBhwGfwkms8LQnxgGHFEBHEjRmHM3JUwm6pgSMyEIToWHQ07e02DGhZ8bCYNuVwuqtMgpf8UFxcDADRxBsjV0gjgORYsWOB379RdVJiWloakLPaZpr6sCi019YhLTxFNvKVLS4Cz3YoTJ04IItaKjo5GUVERfvjhB9QVN2HkXGHbXVNqxHcbWLHmiT2lmH/9rEEh2Oow2WBptEGhUGDhwoWi1XPTTTfhu+++Q2NjI07sM2PiLPFcDAGgsqwJdXV1krkVOju9OPIjez1auXJlWJ5HhaC7mFWtViM3NzeMLZKG8ePHAwCqTV74fAQy2dCfp+h0ETS0svf63PmHCvfMwDlKDXc4sVYozloul4tf4BUn7WV/0CFjgBgl0ORindupWIsyrNi7dy/27t0bdF97ezu+//575Obm8mKj/tjOcqt/uyqyBzt//OMfsX37drz33nshvSB78cUX8eyzzwb8++nTp6HT6ZCXl4eamho4nU5oNBokJyejoqICAJtOjxCCpqYmAOzDkdFo5IUPqamp/MNTfHw8ZDIZvwozKysLJpMJdrsdKpUKGRkZKCsrA8C+oFapVLzNdWZmJlpaWmC1WqFQKJCTk8Pb9cfExCAiIoJvb0ZGBtra2tDR0QG5XI68vDyUlpaCEAKDwQCdTscrgEeMGIGOjg6YzWYwDIOCggKcPn0aPp8PUVFRiI6ORk0Na1PLrTLlBIMjR45EeXk5PB4PdDodYmNjeRvIlJQUOJ1O/sVRfn4+qqqq4HK5EBkZicTERD6/b1JSErxeL58eIzc3F7W1tXy8U1JS+BgmJCQAAB9vvV6PwsJCJCQkwOPxoL29nV/ZarPZ+PMA2BXaOp0OKpUKHo8HHo8HN9xwA6qrqxEXFwe1Ws2nBMnIyEBraysf79zcXJw6xa6+jI6Oht1uh8vlAsDme29vb0dHRwdkMhny8/P94h0VFcWvekhLS4PVavWLd1lZGbxeL6KiohATE+MXw87OTrS1sQ8XBQUFOHPmDB/vuLg4PidwcnIyXC4XH++8vDxUV1cHjXdiYiJ8Ph8f7976bEJCAhiG4ftsdnY2Ghoa4HA4oFar+ZeSABAXFweFQoHGxka+fzc1NcFms0GpVCIrKwunT5/267Nd48312e7xJoQgLS0NRqOR77MWiwUWi4WPN9dn9Xo99Ho9H+/e+uz54p2fn4/Kykq43W5otVokJCT49VmPx8PfnF0oY0T3eGdmZvJjxMGDB/mHZp1Ox8f/Qh8jcnJyUF9fz/fZESNGoLy8nI+3XC7367Nd452Zmcn32djY2H6NEZGRkXyf7T5GREVFoa6ujo4RAo0R3ePNjRFGoxF6vZ6OESGMEX29j6iuroZMJqNjhEBjRG/3EWq1OmBMpmPEwMaI3u4jTp48CZ1OJ+oYER0djcGI1WrFBx98gB9//BGNjY1+zifnw+fzobi4GAzD8EKNcAhXAODo0aNwu90YO3ZsUAECl1qA6yfBOHjwIABg3LjA5byjRo2CTCZDZWUlXC5Xv+vrrWyAdQA2mUw4derUecVaPS08OnLkiJ/4ISYmhnfhPnXqFCwWCxQKBX+dSE5OBsC6S7ndbr86DAYDNBoN7HZ7wMImlUqF2NhY+Hy+oE5qCQkJaG5uhlwu55/DmpqawDAM1Go11Go1IiMjkZSUBLvdjsjISMhkMt7pCGCdK7r3pbi4OCiVSpjN5oB3GFqtFlFRUXA6nfxvkkMul/tdC7xeL9ra2mCxWHDq1Cl0dHTw92rceNS1zszMTDgcDvz0009++7hrHTc+ejz+KXSio6MREREBm80WIApTq9WIiYmB1+vlr09dSUxMhEwmQ2trK/8MysGJxNxud0Ac5HI5nwLFZDIFvJiOj4+HQqFAe3t7QGo9nU4HnU533hiaTKYAMRXXHzo7O9HY2IhDhw751ZmRkQG73Y6TJ0/6HSeTyXjxTElJCYxGIywWCzo7O6HX6/kYWq3WADFFREQEoqOje4xhUlISGIYJGkO9Xo/IyEi+f3d2dvL9nIshIcTve2MYBvHx8UhKYr2geothZ2en36JLgBXV9KV/WywWPh1ca2srLBYL/1mr1eqXwpErl0s/e+LECb+xAWCv73q9HvX19dDpdLDb7fB4LHBgNyKisqGNSoHX40JHe2VADKPjCwAAHe018Hr8+1qkLhmqCD2cjnY4bP7jgEIZCY1GGRDDqKgoZGZm8veMSqUS7S0VkCvN/GciIuMRERkLl7MD9o56v3LlcjWiYtjJ+/bm0+ie2i8qOhNyhRr2jka4nOfKdLZth8LXiTlz5sBut/P3FhxKpZKfJDt+/HjAeJifnx8wRuj1elgsFrhlJYhRZcPrdaHDXhcYwyg2nZXFVgefz78fRkYkQKXUodPVjk6n/29OodBAp0mGz+fhUyByAiaGYfh0iCqVComJiX5jf2NLCVxOD7xeJ1zuDsgYOWSM/FwMI9l3qe0dFQHtjdKmQS5TweYwwe2x+e2LUEUjQh0Dt8cOm4ONAwFBp6IYjNzFX/eOHTsWMB4WFBRAp9OhtrY24LoRHx+PtLQ0MAwDs9kMb9VRyFVnz4eRISaFnaQ2m6rg8/jHUBuTApVGB0dHKzo7/J0SlRE66GJT4PW4YTFV8v8uk8kRk5yD6ORceO3NsNlsYBjGr828M4XLhc7OTngaKqGIZPuUQqVBVPwIEJ8P7Q3lATHUJ2ZBrlDC2loPd2e3cSsqDpqoWLgcVtja/Pu3TKGCIZHt3y3Vx2G3WBAbG4vDhw8DYO9DIiMjUV1d7ZdqGGCvGSNGjAh5jODuszm63keUlJQEnOuUKVMAsPc6XVMdAux9fWxsLJqamvjrJUdUVBTy8/Ph9XqDpvcaP348lEolysvLYTab/falpaUhKSkJbW1t/PM1h0aj4VMbHz58OGCcHT16NDQaDaqqqgKcNZOSkpCWloaOjo5ex4jvvvsOFosFTLwOjRXsecUkJ0CliUBHazvsZv/rvUanhT4hFm6XC611/vcYDBgkZrPiqpa6Bnhc3e7FEuIQoYuErb0Dp/cewZkzZ9DZ2QmFQgGGYWC1WhEVFeV3fWyqMaLjxCmU7jkChmHw048HMGZOIeK7pEaMiotBpF4Hh9UGS1OrX51KtQqxqex1jju/rsSlJUOhUsJsaoHdxV47f/jhBxQVFSElJQUpKSmwWCz88x6HWq3mnWN6GyMKCwvx73//G9a9VkQkKqBQy6HVaxCdYIDL6UZTrf/3xjAMUnPOtre6GR63f7mxSdHQ6CLQ0WbFyQNl6LSd6/9njlchvSAVHrcXxjONfve7xjONSB+ZCpmMQVNdC1yd/t9NdIIeWn0kbBY72pu63SdHKJGQFgefj6C+wv87B4CkjAQolHK0NrTBYXPizJ46WCwWTJs2jf99tre3+wnzAPa+hxtnjxw5EnAv1pcx4s4778QTTzyB/d9bwKgcMMSqIJMzSM9iE8LWVbfB4/Z/FkxM0UMTqUJ7qx3mNrvfvkidGglJUXC7PDDWtPP/XlfVhh3fnIS52cu7r1Sf0UCpOic+jUvUQRcVgQ6zA63N3a43GiWSUg3weX2oqfTvowCQlhkLhUIGU70FDjt7XSje246mRgdyc3Nx7bXXhm2M6Ot9BB+HXp41GIbhDTZ++umngPv+7OxsxMTEoLGxkX9fx2EwGJCbmwu3243jx48HxHDixImQy+U4ffp0wHNKeno6EhIS0Nrayr/P4NBqtRg5ciQA+N3vc4wZMwYRERGoqKgIeJ7obYxQKBT8vfne4jbERvkLldNTdIiMUMDU4kCbxf86ZohSITk+Ep1OD6qM/tddRgYUZEYDACrqLHC5uj3DxJxNh3j2+fp0lRtqBftsr9MqkZaohdvjw5maQKOP/EwDZDIG1fUdcHT6/26S4jWIjlKjvcOJxmb/700TIUdGShQq6j0wmy1ISEhATU0Nf60cN24cVCoVzpw5E/A8kZqaiuTk5B7HCG5OtKm1Az/V+D+nZCXpoFHJUd/mQLvV/34qNkqFpGgN7E4Pqkz+v0e5nEFBKqs5KKvvgNvjH8P0hEgA8oB3FAD729BoNPB6vbDZbCgzKmCxnPtuR6ezQs7KRisc3ezAUmM1MGhVaLU60djmfy6REXJkJujg9RGU1gV+N3mpUVDKZWg122CxelBRUcG/s+nvfURTUxMsFgvkDCAjWgBy1FscaO92XYiLVCFRFwGby4Pqdv+xUiFjkB/Pfjenmzvg8fmPPRnRkdCqFDBZO9FydkxrcgEWS2AMOaxWK+x2O0ojE5CaYUBFqxWd3b6bNL0G+gglWuxOmKz+341OrUC6IRJurw9lLYFZ0ArioyCXMahut8HW5btx2wAXiUBTU9N5xwhJIBSKyDz99NMEAHn66af9/t3r9RKTyUQ+/PBDkpqaSgCQjz76iBw5coQAILGxsX2uIz8/nwAgX331Vb/advvttxMAZPPmzf06ritvv/02AUB+9atf9fmYkydPEo1GQ6666qqQ29PZ2UnMZjP/V1NTQwAQs9nc5zIGAydPngx3EyRnw4YNBAB58MEHyW9+85t+/Y0fP56MHj16QPUOx1iHCxpraaBxlg4aa2mgcZYOGmvpoLGWhuEa5+PHj5Ps7Gwik8kG/McwDP/flJSUsJ3Lv/71LwKAXHfddUH3b9q0iQAgixcv7rGM2NhYAoDYbLag+6OjowkA0tDQ0O/6VqxYQQCQf//730E/v2zZMgKAfPzxx72dJiHk3LuC8/3dfPPNhBBCTp8+HXT/+vXryfr16/n3Cl3/lixZQtavX08WLVoUsC8rK4usX7+erFu3Lmi5DzzwALn11ltJZGRkwL6CggKyaNEiMmHChIB9SUlJfJvkcnnA/lWrVpH169cHPXbmzJlk/fr15KabbgrYp9Pp+HJ1Ol3A/m3bthFCCHnssccC9q1evZoQQkhxcXHAPqVSSRYtWkSuueYakpSUFLD/6quvJuvXryfz5s0L2JeXl0fWr19PHnjggaAxXLduHVm/fj3JysoK2DdnzhyyaNEiMm7cuIB9BoOBLFq0KOj3BoD87Gc/I+vXrydjxowJ2Ddr1iyyfv16ct111wXsi46O5mOo0WgC9t9yyy3k1ltvJRkZGQH77r//fkIIIQcPHgzYFxUVxffrYG1asWIFWb9+PZk9e3bAvpEjR5L169eT++67L+i5PvLII2T9+vUkPT09YN/ixYvJ+vXryeLFiwP2RUZGksLCQrJgwYKg5d53331k/fr1ZOTIkQH7Zs+eTdavX8//3rv+xcXF8TFUqVQB+2+//Xayfv16Mnny5IB9l156KSGEkF27dgXsi4+P52OYm5sbsP/rr7/ucdwYkbuALLtrK1l43XtBz3XZXVvJsru2kpjE0QH7ps55jCy7ayuZUBTYhxPTppGlt30YtO8D7DhQWFhI4uPjA/aNm3EvWXbXVjJ9/lOB/Tsuj2+TTKYM2D//mr+SZXdtJZkFlwfsy8rKImVlZWTbtm0B+9LS0vgYpqWlBezvbYxIS80gy+Z8SBZM+5+AfTJGQZbP+Zgsn/MxMegCf8uFY9aR5XM+JuNybg3Ylxw3lSyf8zG54qI3gsYwLi6OxMfHE71eH7AvQmUgem0mUcgDf6sxUfl8m4KVu6jwFbJ8zsckPfHigH2jMq8hy+d8TIrGPx70d+N0OgkhJOj3umvXLkIIIQ899FDAPm6MuPbaawP2KdSR5PrnviHXP/cN0ScEji+zVj5Drn/uGzJ+4Z2B/XvsJeT6574hSx75IOi5XvPUF2TFL98nMTExAftGjx5NFi1aREaPDuz7CVkTyPXPfUOueeqLoOUueeQDcv1z35ARYy8J2Dd+4Z3k+ue+IbNWPhOwT5+QwZ+rQqkO2H/w4EFCCCH3339/wL6HHnpIlDHifPcRHDNnzgzY9/777xNCCHn11VcD9nFjmtlsDlquyWQihBCydOnSgH2///3vCSHn3g13/Zs8eTLfpmDjbHFxMSGEkNWrVwfse+yxxwgh5LxjRFRUVMD+655cQx7+6BUy/arA68a4eTPJwx+9Qm777/UB++QKOXn4o1fIwx+9QhKzRgT2pQfvIA9/9AqZvDjwGqhUKklhYSGZM2dO0BhmTRxFcqaMJZoobcC++XdeQx7+6BWy+P5bAval5GfybQpW7p1/+BV5+KNXyKhZUwP2cXNYX3/9dcC+3NxcPoa9jRHB7i1nXj6FvPj54+TnLwf+ztUaFXnx88fJi58/ThLTA8u99YlryYufP04uuzUwTjnjM8mLnz9OHvvrmqDn+vwnvyAvfv44yR4XOPasWHM5efHzx8mKNYHXm+xxGeTFzx8nz3/yi6DlPvbXNeTFzx8n44pGBez77W9/Swgh5PPPPw/YN2bMmF774UDHCJ0+grz1+V3krc/vIgnJgdeUdU8vJm99fhdZemPg/cmMObnkrc/vIr/5S+C9I8COP/Hx8UHvHVc/NIe89fldZOXPigL2jZ2URt76/C7yvx/dFrTcP7x3M3nr87vIxOmB380vfvGLsI4R/b2P6O1ZQ6VS8eUGuz/csGEDIYSQ3//+9wH7li5dSgghxGQyBY0hNwd66aWXBux79dVXCSGEvP/++wH7Zs6cybcpWLmnT58mhBBy8803B+w73xjx5JNPkkWLFhGtJvC7ef3p2WTnB8vJDYsDr2MrFmaTnR8sJ397PvC+MzJCQXZ+sJzs/GA5yUoL/N0898AMsmjRIpKXlxewb15hKtn5wXLy2R8DnxcAkG1vX0V2frCcTB4VOPasXz2Z7PxgOVm/OvB7mzwqnuz8YDl57P7LgpZbU1NDCAl+X3S+MaKpqYksWrQo6LP0R49cQo68soRcf3FmwL5b5mSTI68sIe8+OCtgX4xWRY68soQceWUJSY8PfL7/8z2F5N/PXkFycnIC9iUnJ5NFixaRWbMCywXAlzshMzpg329umUSOvLKEPHZN4DPvRSMTyJFXlpAf/yt4DL97YRE58soSkpwY+N2Ech+xYeVF5OADi8jVYwLfn9wxNYscfGAReX154PUxUasmBx9YRA4+sIgkagPv8V5fPpUcfGARuWNqVsC+2267jXR0dJB9+/YFPdfpGfHk3esKyciEwP79X4snkIMPLCIPXVwQsG92djw5+MAisuWu4PcRO+6ZRw4+sIjMzIgL2Ddq1Cjy4YcfnneMkAKGkDAtF6UMG5555hk8++yzePrpp/HMM88E/cz27dsxb948TJ48GTt27OBXZppMJn7VY09wls4+nw/V1dX9SrVwxx134N1338XmzZsHbM/6zjvv4M4778SvfvUrvPDCC306ZsaMGSgrK8OJEyf4VcBCtcdiscBgMMBsNvfLnSzclJaWoqCgINzNkBSXy4W0tDTk5eVh6dKlfT7OYrHgd7/7Hf7whz/ggQce6He9wzHW4YLGWhponKWDxloaaJylg8ZaOmispWE4xtlqtWLChAn8Sriu7lhd/5/bDkbXzyiVSnz00UdhS8/2wQcf4NZbb8Wtt96K9957L2D/1q1bsXDhQixYsABbtmwJWoZCoYDX64XX6w2adig9PR21tbWoqanB9u3b+1XfwoULsXXrVmzduhXz588P+Pytt96KDz74AO+//z5uueWWXs81mLNWeno6duzY0aOz1gsvvIAtW7YgNjaWTwsiprOWXC7HqVOnUFdXB7vdzreLc9bq7gqVlZUFnU4nmbNWU1MTWlpaMHv2bDz55JMDWu1+5MgRfPzxx9BqtYiLi5PUWauqquq8zlqxsbGSOms1NjaipqYG8+bNw9VXX+1XZ1+dtaxWKx566CF4vV7k5uYiISFBMmet4uJi1NXVgWEYyOVyZGdnQyaT8auWIyMjMW7cOKSnp0Mul0virFVdXQ273Y61a9di5cqVgrjmnD59Gn/4wx8ARoGo9FXQGbJEc9ZyGP/m1/etVivq6ur4VJmpqakwpN8AufJcGlShnbXc1uPwdBzE6NGj8fbbbwvmiOF2u/H444/D7XYjRnEVGE+y6M5aXqYdTsV2WK1W3p2Mu25x8T1z5gy8Hhl8Pi8YyKBS6hGhikZC9FikxE8T3FnLKT8Cr6wS06ZNw6uvvgpgYM5aGRkZ+L//+z+8++67UBjSEZkzl90pgrMWB+es1fDj/wW4ikZEREClUvHOWpEjl0ARyaYMk8JZq/a7V+B1tOLGG2/E7NmzAVBnLY5wO2stW7YMDQ0NSJs1Hpp4AxsnkZ21Dn61HaW7DsHRYoHH4+GdjZOSkuDz+fyuj+lzJ6HD0sE7a7k7naI5azksVpR/uQsA8N///d/Iz88P2VmrtrYWX375Jd555x0oVHJMXJqHqFidIM5allYrGqua0NLQhrjkGGSNGYHY5Bh43F7UlTXg8Gfn3HcnLx8pibPWyR+rYCptRX5+Ph566KHzuuaE6qxltVpx8OBBPP/887BarcgapcWoKQZRnbUA1lHpypuzRXHWMrc5sOvrZrg6fViwYAHWrl0b1jGCOmsNzFlLrVbj9OnT+POf/4wotR1LZqj82ySis9Zrn7v55+s7Fmskc9b638+sqKi14K677uKvp0BozlqZmZlYvnw5Ojo6sOYiBRRd0kmK6axldsrx0lbreZ21Vk5SIFEnnbPW2k/b4HR58Nxzz/HPYf29jzhy5AjeeOMNJKuAX47TIkIhnbPWtId/h9jYWGRkZMDhcPCu7f/+97/x/fffo6SkBPl6BS7PT8SEZIMkzlo7W4ESVwRuvPFGXH/99WF31qJpECmDgpkzZwJgJxeioqJQWFiI3bt3Y9OmTbj77rsDPn/s2DHk5+dDo9Hgn//8J3w+H6ZOndovoVY42bdvHwD0mAt10aJFAIC3334bd9xxh1TNCivDbVIJYCcH7rnnHvz+97/HJZdc0ueUMj/88ANUKhVuu+22AdU7HGMdLmispYHGWTporKWBxlk6aKylg8ZaGoZjnF999VVUVlb6CbPGjBkDjUaD4uJiOJ1OMAzDpywF2MnphoYGfnKAYRhkZ2dj1apVuOGGG5Cbmxu281Gp2Be6nMihO9yLw8jIyF7LcDgcfuKinsrob31CtI+DEzx1Z9KkSUEXHkVERCA/Px/79u1DTEyM38IngJ0k6InIyMge2ySTyQLK6srIkSORnp4eINAB2Be3XDo/gJ1Eam9vx7FjxxAfH4/U1NQeyzUYDDAYDEH3qdXqXtvECY48Hg/cbjc/eQKwL27T0tKCHqfRaPxeogPs+X/88cfweDz8y99gaLVaXkDVHblc3mt7ud9eV7g+1D2G3eFiyqWX7BrT3p6hzxdDTuzXHa/Xi4iICIwdOzYgVgDbl4L9Owc3ATllyhScOnUKWq2WF5txIqhgDCSGXdvEibYIIbyICABsNht0Oh0/qdba2gqNRgOVSoXU1NReYxgREdFrm7hUisHg0vMSQlBfXw+9Xo+LL74YABuH3mLITYQHg5sgmzx5MrZs2YKqqiqomCYAWZArVLwwKxhR0T2/M1RroqHWRAf8u9fVCIZh/MYkLnUxh8fjQXRcNuSqwHio1FFQqaN6rDc6Pr/HfZFRSYiMSgIhPjg6t4Do9bjxxhvZc4mK6jWG3GRrMLqPETfddBP++c9/wu07AQ3J4IVZwdBrg48twFkRlCo66D6ZTAEf8cJiq4FOx/YLQgiioqICxsGOjg72OubxgWEAQrxQqwxQKiKRFDc5oH29tVerCf47BwClIhLRUdkgcMKm/B5g9H7voDlhUDBGjBiBESNGBN13+eWX47PPPgNggT42AfKIaL/9nJApGJqoWGiigv/W5QolYlJ77i/c+Gw2m2G1WqHT6fhrtkqlgkqlQlRyFhQ6/5gwMlmv5epig7+7BgCVRgeVJvixHksdtEoPFJo43HnnnQHfc0ZGBjIyMoLXKcAYEYyIiIhey+1tUi4hIaHHBeVyubzXcnu7r4yJiUFMTEyP+zmBQzAyMzORmRm8P51vjFAqldDr9UjOy0REjP8YFRUbjajY6ODHqVRIyu55LI1LC37NqC+rgqPDxl+jFAoFcnJy+H4hk8n4cdZsNqO5tgEpo3Iwc8VlaKmpR1x6ClLygp+rRqeFRhf8/gRAr+01JMbBkBiHltif4POwAmuu/+j1+l5jeL4x4u6778bu3btRX18PYpcjeiR7riq1Emm5vVxbM3q+F4uK0SEqRhf0eIVSjtScJJTrz4kVU3OSIDsrckhI6/k+WauPhFbf030y02t7tVFauJq80Ov1WLdunV/MoqOje40hJ3QPxvnGiDlz5kChUODZZ59FqxGImHmuD6Rl9Pybio6NRHRs8HNVqhTIzD0X/8zceMQn6fHlB+XQ6XQwGAzIyImHSh24GCbKoEGUQRO0XJlc5ldudxKSo1B21IkIlQ75uel46qmn+GekcI0R/bmP6EqwZ42ucAKSYCQlJfV4b6lUKnstNz+/5+tYbGxsr/fRvZWbnZ2N7Ozg9xk9jRHcvbXNHYmsEVqolYELxhLjNEiMC95fItQKjMyO7rlNaYHPyQ4XAeDmn6/zM7XQqPzrVSpkvZabkdLL/WqUGtFRgc/tbR0+tFjYc77xxhuDPufk5OT0XG4PYwT3niYqKgpZySpEqQNjmBKjQUpM8BhGqhW8gCoYeT2cq9np6/EdBcBe7/V6PfJSlUgzBI4DWUnBn/MAIFanRqyuh3JlTI/t9foI1BGRUEewOoru70n6OkY0NTVBr9cjXQtEnH2MSdFrkKIPHkOtSoHRiT2bwXCirWAk6iKQqGOffw2dwHPPPRf0c2azGWfOnOGfq3JjdciO7TmGcZFqxEUGj6FSLuu1vRnR/vcJDXKgrIl9Vj7fGCEFgb2JQgkDnGqRewm0Zs0aAMDzzz8foLo1mUyYO3cuZs6cib179+Lpp58GADz44IOStTdUHnzwwaB/3M3KihUr8OCDD/Iv+YYD3ZX8w4UHH3wQCQkJeP/99wPU/8HYvXs3du3ahWeffbbHF/vnY7jGOhzQWEsDjbN00FhLA42zdNBYSweNtTQMxzj/7W9/44Va2dnZKC4uRnFxMfbv34+SkhIkJSWBEIIRI0agoqICFRUVqK2thcPhwKeffooxY8aAEIKamhqMGjUqrEIt4JyApPsKXg5uhXlPL8jPV4bX60VbWxs0Go2fO1Vf6xOifaHACa66OxmIhdFoxLFjx9DQ0BB0v9lsRl1dHe+Y0dDQgF27dqG0tBS7du2C0WgUtX2ci0pfxHE9wb3clSqm/UXqmHIuAr299O4L3CRXd0c3IeH6Z9eYdJ8k0el0vFuJ2+2G3W5HZWWlJLEEWJckQggMBkOP4paBwDAMli1bBgBwdxwEIb7eDxCQYDEGgDbTSVSd+g/aTIHCzlDw2ktBvKyL/rx58wQtGwCuuuoqyGQyeGVGeJlA9xQhaLWU4VTVRtQ378eJso04deoUTCYTzpw5w4+f3HgKsJOyOk0CNOo45KRejszkuRiZuQKx+jzB2+aSHwcYD3JycnoVX/SVrKwsTJ06FSAEnVW7BGjh+ZFrYhA1+Ta4k2ehurnTL7a6CTfAnTwLLfJMmFsDXSTFgBACR+WPAIBFixYO+P0lRTw4R0WZXC56XfVlVdj72bdorjYCYBAVFeUn1OoKN3FbcfQn7P3sWwDAuHkzexRqCYVMwcahu5tKKMjlctx0000AgKqDDfB0c1sZKlQdbIDPSzBmzJheRS9iMGvWLFx22WUAgD2bm+FyCn8vkJWXgLS0NFHHscqTNtSU2SGXy7F+/foehSKUCwNOzObzAeXGofm75yitZZ8fx44d2+OClIEgk8n451unhI+oiToG6y5WYt3FStw309/r6L6ZCn5foi64Y7sYdHY5/1Ce+bnrvmoQqYIMBgNycnKQmJiIGyfnYFyydPeLnJaxu9NfuBhEXwtluOJ2u/GrX/0KAPgb2JUrV2LRokWoqanB/Pnz/SyKExMT8fLLL+P06dOYOXMmampqsHz58oAUCydPnsTJkycD7Dr7Q3V1NU6ePBlgVdwfmpubcfLkST8L5ldeeSXoX2FhIQDgvvvu89seDnS3vB0uJCQk4JtvvgEhBG+88QYOHToUtM82Njbi008/xZdffol169bh0UcfHXCdwzXW4YDGWhponKWDxloaaJylg8ZaOmispWG4xbm8vBxlZWUghIBhGLz55pt+q3Wzs7Nx/fXXA2CfD48dO8bvUyqVWL58OXbt2oXp06fD7XZj5cqVAWkbpIZbsBMszQMA3jJ+4sSJ5y2j6/lynDlzBh6Ph5+Q7m99vZUNsG7ZCoWiV9eLUJBSWGQ0GnmR0P79+wPeC3ATil0nxVtb/VOcdE/fIjTcs2MoK0G5mHq93kE5hoQrpqGKtWbMmAGA7SdixLVr/+wqvOr60pubDOcmTzhxH+dk1tzcHFTwJSTcAswZM2YETcsaCgsWLEBUVBSIpx1ee+n5DxCIYDFuay7DycPvw1j5I04efl8wwRYhBG7LHgDAkiVLeKckIUlKSuInu53yvSDd0jIKAZcCEQCcLiucDgY+lwEnteWNAAEAAElEQVRykgir1cqPpy2NQEujDCPiFiMzeQEmF/wMY3NuQFbKPFGEWj5Y4ZYVAwBuueWWHtMl9xcuS4LLVAJ3e2AKNqFh5EoodImwdljAyM9N8lutVpjb23Bq739Qf+Y4Sr7fgJZaYcWEwXA1/QSPuQYqlQo333yz6PVR+g/nYiGF0LWl5tyciDoyAhqNhhe+dBe9d08V3PVYMeGu011dE4Vg4cKFSE1NhbvTg5oj4ohhw4nD4kRdMZvC+fbbbxdsDO0P9913H1JSUmDv8OLg9paAlICDnY52Nw59z97r3nbbbcPSKXsowj0HnKoZnIthhOJUDftswWXOEhJOmORwS/ebVsoZpBlkSDPIkKL3f25J0cv4fUq59GIttVod0jWKe8ZVSD9M94rBYEBaWhoKEqUV9ivOfr2h6EeEhIq1KJLx9ddfY926dX5/q1atQn5+PjZu3Ijp06dj/fr1ANgVcp999hmuvvpqHD58GOPHj8fMmTOxevVqrFmzBp988gn/kglg7RK7KyBHjx6N0aNHB+Q57g+33XYbRo8efda+emC8+uqrGD16NB5//PEBlzEc4FI2DEdGjx6Nffv2obCwEJ9++in+53/+Bxs3bsS3336Lr776Cm+99Rb+9Kc/oba2Fq+99hpefvnlkB5+hnOspYbGWhponKWDxloaaJylg8ZaOmispWG4xbmrwCglJQXz588P+My4ceP4/9+7d2/Afr1ej3fffRcqlQoul8svBVI4SExMxKRJk9DU1ISDBw8G7P/qq6/AMAwWL17cYxncpPvXX38d9HgAuOKKKwZUH1f2N998E/DZo0ePoq6uDpdccomgK2u7wqUgcrlcopTfle6ioO4TiMG2u4umeksrKARcHHpLAXk+oqKi+BX8UsS1v0gZU0IIH4Oe0iT2lXHjxiE2NhZer1cUd63u/bPrNvfSm5sM58RFCQkJ0Gq1fo4NYrqW+Xw+3oVv9uzZgpYNsCnNrr76agCA27Jb0gna7jHuaKv1229pqxCkHl9nFXyuBqjVav5cxeD2229HREQEfLImeGTCu3TqtWwaMpfHBpfHCq/XDZujCW6328/9DUQFhqjAEC2yUhaIItDqiku+D2C8GD9+PGbNmiVYuSNHjuSvs/bS/8Dn6RSs7N7gUix6PB7eQcFsqvb7jNlUJWobvJ1mOMq3AmAXY4c6llLEgZsE9zrFn6SMS/dPS8ndIwYTvXe/f+x+rBgQnw8+NzvP1FO654GiUCh48Wb14Qa47INjUlgozuypA/ERTJ48udd0fGISGRmJxx57DDKZDNWn7ag8aQtLOwaC10uw+9tmeNwEEydO5BcZUS58ioqKALDOU17fhSUg7CsOF0FlAzt2cucrJNz1oHNo693OCydWC/X9yoUmZBUbbnZ9sMSFirUokrF371788Y9/9Pv75z//ifj4ePzXf/0XduzY4TfgaLVabNq0Cd9++y1uvPFGNDQ04KOPPsIHH3yAyspK3Hrrrdi8eTPWrVuHd955B1OmTAl4WUq5cOByOQ9XMjIy8J///AdlZWW499574XK5UF5ejoaGBuTn52PDhg2ora3F/fffH/IqleEeaymhsZYGGmfpoLGWBhpn6aCxlg4aa2kYbnGurWUnxxmG6TF1UXZ2Nv//R48eDfqZUaNG8em0du/ejS+//FLYhvaTtWvXAgB+8Ytf+K30+/Of/4wjR45gxYoVyMrKAgDU19fj5MmTfkKN22+/HQaDAX/729/8HLAqKirw4osvIioqyk+U1p/6Jk6ciNmzZ+P48eN46623+M86HA48+OCDAICHH35YoEgEwqVRczqdortAdRcF9ZT6rOt2cnIyioqKUFBQgKKiIqSmporWPkIIn64nlPRyDMMgOTkZwOAUa0kZ067uYqEKDORyORYsWAAAaGpqCrlt3enaPzs7O9He3t5juk6AFRfl5eWhoKAAubm5QSdVhHYta29vh8fjQWxsLJsWTgSWLVsGtVoNn6sR3s4zotTRF6Ji/H+D+pjsHj7ZP1xmNo3e4sWLRb3Gx8bG8hkLnPK98EHYye5YfR5GZq6ATpOMqMgRiNKOgFoVjXjDaD/3Nw5O3CUmbtkZeOQVkMlkuO+++wR3hLn77ruRnJwMn9MC+6n/SDIZFDdiFNJGz4TH44FcLofJZEL30+IEXWJAfB7YfvoXiMeJkSNHUuHBIIa7xrms0qT/ic9IRUJGKqYunsOLXK1WKy8s9Hg8sFqtvLg4e+JozFh+qejpDwHAbXcChEChUITsqhmM2bNno6CgAF63D2f2ip9+WCosjTY0lraCYZiwL3YZPXo0br/9dgDAwR2tsLRdGKK447vb0WZyQafT4Ze//CXkEqQlpUjD2LFjYTAY4HCCFzQNNUprPPARIDMzE2lpaYKXz90bSumsNRhxnB3OQhUTcw7Hwzua5+A0lEI7Pw8UYX09KZQgPPPMM3jmmWcGfPyiRYuwaNGiHvcvXLgQV111FSorK/0e7vvyEPzOO+/gnXfe6XH/9u3bz1vGHXfcwa+QCEZ/zv987RnK1NTUYOTIkeFuRtjJzc3F7373O1HroLGWDhpraaBxlg4aa2mgcZYOGmvpoLGWhuEW546ODv7/e3IW4kRGAHD6dM9uITfeeCM2bNgAAHj33XexZMkSYRo5AO644w5s2rQJ//rXvzBu3DjMnTsX5eXl2Lp1KzIyMvDHP/6R/+zjjz+Od999F08//TT/3BkdHY0333wTN910E2bOnInly5dDLpfj888/h9Vqxd/+9jekpKQMqD4AeOuttzBz5kz87Gc/w8aNG5Geno5vv/0WlZWVWL16taixi42NRWRkJOx2Ozo7O3lnCDFITU1FUVERmpubodPp+HRuHNyEotVqhU6n4ycfU1NTRRUUcTidThBCoFQqkZSUFFJZKSkpqKqq4sVfgw0pYwqw/SwiIiLk8pYuXYpPP/0UHR0dsNvtgvZXrn+WlZWhuroaJpMJ9fX1/AQ81y+7/r/BYIDBYMCoUaP4tpSWnksfKKRrGSEEjY1syqerrrpKtAlIvV6PpUuX4pNPPoG7fSfkETmCim5kilhEpNzJbvic6Gz8kN8XkbQSkLEuZZGKWMgVcbC0VUAfk42YxFEh1+3trIbPWQ2FQoHrrrsu5PLOxzXXXIMffvgBp06dglPxPSI8i8FAuFhyLlmnqjYCAFQKLVLiJwHYzY+n7vbx0GuzRXfU8sEOp5wVwt10003IyxO+Pq1Wi1//+td46KGH4G4th6NiOzRZwjvMAUBr7SmYTVUwJGaC+Hx+4xfx+TBm9o38/tjUfBCfGBPHBLZTX8FrbURUVBR+9atfCZ5SjiIcI0aMwIkTJ9DZ1nH+D4dAfVkV9n72Lb+dlpflt99ms4EQAkIInzXFYDAg76Ip0MRJkxKps411v0xNTRVl0lYmk+FnP/sZHn30URhLmjBifAJ08eLdv0oBIQSnf2Bd+xYsWCDKGNpfrr/+ehw+fBhHjhzB7m+asPC6FMglTFXWX+qrHDh1hO17jz76KO8eTBkayOVyFBUV4T//+Q9KqjzITR1618MTlazl1SWXXCJK+ZxrvOPC0F6KBidW0+v1IZXDOSu7xc9+fEHAaQC7Ok6Hk6E3QlCGJfPmzQt3EygUCoVCoVAoFAqFIiFdJwF7cgTKyMjgJ+4rKyt7LGvSpEn8/+/YsUOQ9g0UhmHw6aef4ne/+x3efvttvPvuu4iPj8fdd9+NZ555pk+ileuuuw7x8fF44YUX8OWXX4JhGEyZMgWPP/44Lr300pDqy8/Px4EDB/CrX/0KW7Zswfbt25GXl4dXX30V999/v6Cx6A7DMMjPz8fRo0fhcDhEFWsB50RCdrs9QKwFgBe/hAO73Q6AXfATqhAmMzMTe/bs4dNmDVaMRiOam5sRHx8viniLO//MTGGcPJKTkzF79mxs374d9fX1yM3NFaRcjtTUVDQ3N8NkMvH/1tTUxAtZ6+rqwDAMFAoFTCYTcnJy/PprV0Gi0DFtb2+Hw+FARESE6OLX6667Dl988QWcTiO8nWeg0AgXZ0amhFzFiiGJz//3IVMlgpGdE8XEJI4SRKQFnE3J2f4jANZVS4pUcnK5HL/4xS9w//33w+Uywi07ApVP2LRWnMOWxVYDvTYdMfp02LAbADueajWz0WapQWX9Nui16aKItgh86FR8BzBO5ObmYuXKlYLXwVFQUIBHH30UL774Ipx1B+GsC0w3HCpcKjmO7n1FbtoPmbMUMQBQdQLtVV8J3ga/+uRyPPXUU7xjI2VwUlBQgG+++QZ2U5uo9bTU1Pttt9aboOyyrVKp+GtvU1MTEhISYDAY0FhZC+uxnxCXniK6u5ajqR0AGxOxmDBhAi655BL88MMPKP2hBpOXFQju5icljaWtMDfYoFarsXr16nA3BwA79qxfvx733nsv2pvNOLqrDVMuiT3/gWHAYfNi7xbWzfTqq68WJYUcJfzMmTOHF2tdMYNALrtwf/PdcTgJyoys8FuMVOfAOWctm2t4e0Fx2XNDTYPIvTfppGItAEDn2XULYr9P6itUrEWhUAYFUqySpbDQWEsHjbV43HvvvfB42BUcbrcbSiX7ukehUOAvf/lLOJs2pKF9WhponKWDxlo6aKylYbjFuasLTFVVVdDPqFQqpKSkwGg0oqKiAk6nM+jqOc5pihCClpYWWCyWkFcvhoJCocBjjz2Gxx57rNfP9ebOPG/evD4vbOprfRzZ2dn48MMPz/9BESgoKMDRo0dhtVp7dFQbDthsbJoyISYXMzIyAIB3tQgXZrM5wKmMw2g0Ytcu1gmntLRUlJSI3Plz8RCCW265Bd9//73fuQlJfHy8nztWV7xe9i00J2zlUkx1RQzXMp/PB6ORTfW0YsUK0cfSmJiYLu5a3wvurhUOfJ1VvKvWjTfeKFm9GRkZWLt2LX73u9/BpTgEmTsBCjLwNKvBiNXn8SIsAn83vzZLOU5VsamI65v3IyW+EAARVLjlku+HT9aIyMhI/PrXv+bfJYjFvHnz0NbWhr/+9a9+qYaFwmq1BvxbMNdHKdBoNFi3bh0mTpwoWZ2UgcF9R/bGNnjdHsiV4kwTxqWnoOzAcX47NiURHaZKAOzEM8MwvJuVQqHg+3Pp1zsgVylRvGMvRozOQ+7UcaKJtjpq2VTFPaVUF4q7774be/fuRXtdB0xlbUjKH5xCovPhcXlRtotNRb9y5cpBdS8eFxeHRx99FE8++SROH+1AcnoEUrMGx0Q8ByEE+7Y0w+nwITs7O+wpJCniMXHiRERHR6O9vR3lRi8KRoQ2zpaUt+JMrQU5I/QYkxve8aOkygOfj30n0NXJXEi45wf7MHfWsruEcdbijrcNzayc/cZ+Ng7hfOfXFSrWolAogwK73c5bW1LEhcZaOmisxePtt98O6qChUqmoWEtEaJ+WBhpn6aCxlg4aa2kYbnHmJlUIITh8+DAaGhqCOjnk5OTAaDTC6/XiyJEjmDFjRsBnuHRdHFarddC8uKH4M378ePzzn/8MOkE9nODck4SYXOQcn+x2OwghYRG6dHWHCeYC1dzc7Pf55uZmwUVGXd3KhCIjIwOLFy/GV199hZqaGowaNUrQ+HZP11lVVcX3Dblc7lcXJxRraGiA1WoVzaGsqakJTqcTBoNBkvR9AHDDDTfg3//+NxyORnjtp6DQDtzhqs10ckDpDAd6XHdYVy3W4XHJkiWSuGp15dJLL8WJEyfwn//8B52KbYh0L4UM0ZLUbbHVAQBcHhucLjM6qjchKjIV9c37MTJzRciCLbfsNNzyYgBs2qm0tLSQ29wXVqxYgSuvvJJfcCYkBw4cwEsvvcRvr127Fi+//DI/fn7wwQfQarWC1xsMpVIJlUolSV2U0EhPT0dKSgrq6+thrW2CITvl/AcNgJS8TMxYfilaauoRl56C6JhodByt5AXMCQkJaGpqgkKhgEKhgE6nY+/vZECnzY72+ia4HE40VxsxY/mlggu2XFYHHM1mAAj6fCAkycnJuOGGG/D++++j7McaxGUaoFCJkyKYi29tWRKyx6YLWnbFPiNcNjdSU1NxzTXXCFq2EMyYMQPLly/HZ599hn1bW3DZjWpotOLEeSCUHulAQ00n1Go1nnjiCTpmDmHkcjnmzp2LTZs24et9ToSiiS2vbsOmzafPbhmxbFE+cjNi+P0ut7/7VHWjByqleM9zmw+yYnsxM17xYq1h7qxlOzv9Feq7KU5YaxH+VvSCxHw2DoNFcEzFWhQKZVDQ3t6OpKSkcDdjWEBjLR001pShBu3T0kDjLB001tJBYy0Nwy3OkyZNQnx8PFpaWuDxeLB27Vps2LAh4HPjx4/Hjz+y6aQ2bNgQdDLm66+/9tsOV2o7yvkZP348ZDIZnE5nj05pQx23282nDRo/fnzI5WVmZkKlUsHlcsHpdCIiIuL8BwlMd/Fddxeo7g5SXZ31hIAQwou18vPzBS37zjvvxA8//ICOjg6YTCbBx2nOHcvn8yE5ORmZmZlobm7m3desVitGjx6N1NRUNDQ04NChQwDEcShzOp2or2fTXt19992SiUQMBgOuueYafPDBB3C1fw95ZD4Ypv+Ts22mkzh5+H0AgLHyR4yafGufhFcDPS4YXvsp+Fz1UKvVuOmmmwZURqisWbMGVVVVKCkpgUP5LSLdV4GB+OOCXpuGqoYfYXPUw+tzgYEcLo8NKoUWFltNSGItL1MPp4K9F7jppptw8cUXC9XsPqFWq0W5Xs2ZMwcajQbFxcUYN24cpk+f7nduWq32gneaowgPwzCYO3cuPvroI7SerhFNrAWwgi1OZOVoMQek7uTcLLs6wdns7XA5WDGASsP+blpq6gUXa7WdZh2iJk2ahJiYmPN8OnSuv/56bNmyBfX19ajYW4esQmEF0x6nxy++2zbsBK6fhRF5wny/jvZO1B5lF7jcf//9g1ZotHr1ahw9ehRnzpzBvq3NmL00cVCMg21NLhzbzaYeveeeewRLu00ZvCxcuBCbNm1CawfBu98MPN18XV0rTE3nLJH+saUVaWmaHj//0XfOHvcJBcMwmD9/vmjl805QgWv1hxU2gZy1uMUfdi/g9ALqwaNhDQttZx3bpF4U0xNUrEWhUCgUCoVCoVAoFArlgkMul+Pmm2/GH//4RzAMg08//RSFhYV44IEHMH/+fN4xY968efi///s/EELwl7/8BStXrsTUqVP5chobG/Hcc8+BYRgQQpCZmSmZwIDSf7RaLcaMGYPi4mJYLBYkJCSEu0mSYzazLhAjR44UZHJRLpcjLy8PJSUlsNlsYRFr6XQ6mEwmv+2udHWQEsMRqrOzEz6fD2q1WvDJM4PBgLvvvhsvv/wyjEYj9Ho9NJqeJ1gGikwmQ2RkJHJycpCRkYFjx47x9WdlZfmlmOIQ0qGMEIKqqir4fD5MmDABCxcuFKTcvnLNNdfgiy++gNncCo/1GJRRk/tdhqWtImC7L6KrgR7XHUK8cLV/DwC49tprJREPBEOlUuHpp5/G2rVr0djYCIdiCzSexWBEnkqI0edCG5EMe2cT1EoNPF4HPF4HVAot9NqBu8P40A6HYgsAH+bMmYPbb79duEYPAgoLC1FYWMhvC51ulTI0ufTSS/HRRx/BWtsEp9kKtUGafhPMGbWry53BYMCI2RNRV1aJmp/KEKFl09jFpQsrKPN5fWg9VQ2AjYUUqNVqrFmzBr/+9a9Rc9SEmqOm8x/UT7rGt622Az9+cEhwF8GLL77Yb8wZbKhUKjz++ONYs2YNGqo7UXa8A/kTwuuY7PH4sGdzM3w+4KKLLsKVV14Z1vZQpCE/Px9Lly7l78kHikaj4Z1zASAvL89PZOLz+VBTU8Nvp6en8ylmxeKSSy4RVejCi3epsxaA0BcTarVaGAwGmM1mNLmBEcNYrOUjQMtZsZYYLtMDgYq1KBTKoGDkyJHhbsKwgcZaOmisKUMN2qelgcZZOmispYPGWhqGY5wfe+wxvP322/zLywMHDuCOO+7A6tWr8cYbbwAArrjiCsTGxqKtrQ0OhwOzZ8/GzTffjPHjx6OxsRF/+9vf0NDQAIBdIToYU3pQ/Jk5cyaKi4vR3t4+rMVaQk6UjRs3DiUlJbBaraKlAzAajbzYKjo62m+fwWBATk4OrFarn7tGVzgHKTHgJjfHjBkDhUL416WXXXYZvv/+exw4cACVlZUYOXKk6JMowRDTocxkMsFqtUKtVuPhhx+W/Py0Wi1uvvlm/PnPf4a7/UcotGPByPrn+qGPyYax8ke/bTGP647HegzE0wqDwYBrr712QGUIRUxMDF544QWsW7cONlsjOhXbEOFZAAbifa9tlnLYOhtAiAcerwdqVTSS46YiJW7qgF21fLDCofwaYFwYPXo0Hn300bD89iiUwUZaWhpmzJiBvXv3oun4GYy4OPS0yn3hfOJsAEjKGoGsqWNRX1bFp1AU2lWrvbwOHnsn4uLiMHv2bEHL7o3CwkIsXrw4wNVXKPoS31CIj4/HvffeK2iZYpCZmYm7774br732Go7ubEdSugb6GGXY2nN8dzssrW7ExMTg4YcfHhROXxTxYRgGDzzwgCBl7du3j3fR7P4MSAjhHXWBoeGqyT0rWoe5WIs7/+7PzgMhMzMTx44dQ6MTGCH92qxBQ7sbcPnY9N1UrEWhUChdKC8vR25ubribMSygsZYOGmvKUIP2aWmgcZYOGmvpoLGWhuEY56SkJHz88cdYtmwZXC5X0JeSkZGRePzxx/GLX/wCDMPA4XDgr3/9K7+fEMK7asXExOCRRx6R8hQoA2DWrFl466230NHRAbfbDaUyfJMvUuPxeGCxWACwK5qFYty4cdiwYUNQxwshMBqN2LVrFwA2/d6UKVMCPmMwGAJEWg0NDbBaraK4aXWFO++xY8eKUj7DMHjkkUdwzz33wGKxwGg0YsSIEaLU1RtiOZTZbDYYjUYAwH333Re2F99XXnklNm3aBKPRCLdlL1TR/fuNxCSOwqjJt8LSVgF9THaf3bEGelxXiM8JV/sPAICbb755UDg8ZmZm4rnnnsNjjz0Gt7saTvlOqL0Xg4E4E4AWWx1UCi2gSYHH60By3FSMzb5hwOURdKJT8Q0IY0N6ejqef/75YZk6l0LpiRtuuAF79+5F2+laJIzPhdog7rijNugw9bYrMaKyFi01DXBUNPLX/ZzLZ0KmUvCfA/xTKAqJz+uF6chpAMCKFSskT+f38MMPY+3atYKXywk2Dh48iJ9++glTpkwR3AFLLpdfMCKQq666Cnv27MHBgwexd0szFlyTDJlM+rab6jpRepRdWPTwww+H7JBDGZ50d9HsCsMwQ85Vk3OXtYqf0XFQI6RYKzc3F8eOHUNdJzB1GA9DdWczkmZmZoqySGsg0GUkFAplUODxeMLdhGEDjbV00FhThhq0T0sDjbN00FhLB421NAzXOC9evBhHjx7FtddeC61WC0ICV18+/PDDWLJkCS/MAsB/jhNqaTQafPzxx0hOTpa0/ZT+k5aWhrw81mWlvb09vI2RGLPZzKfrzMrKEqzc8ePHQyaTwel0wukU/q14c3Oz33Zra+t5jzGbzdi/fz9KS0uxa9cuXgwkNIQQXgAXTEQmFHFxcbwY1GQySd53jUYjn4ZlwoQJggmqPB4PKioqQAjBxRdfjMsvv1yQcgeCUqnEqlWrAABuyz74PB3nOSKQmMRRyBx5eb8FVwM9jsNt2Qv47EhLS8OSJUsGVIYYjB8/Hk888QRkMhk88lK45PtAII7LgV7LpupSKbSIVMcjJW7qeY7oGQIXHIpv4JO1Iy4uDi+++CL0+vCmwaJQBhvjxo3D9OnTAULQcPCkaPXUl1WheNseNFbWQhNnQNbUsZh0+Ww/0UpErB6aOAM0cQbIFOLmZ2r5qQpuqwNxcXFYunSpqHX1hEKhEPxPqVQiOjoaCxYswM9//nMUFRUJXseFItQCzgnltVotWhtdOHXYInkbPG4f9m1tAQBcfvnlmDFjhuRtoFAuRDhxktMLuLzD012LEMKL1YQQaxUUFAAAahwhF3VBU3NWrMXFYzBAxVoUCmVQMNSU34MZGmvpoLGmDDVon5YGGmfpoLGWDhpraRjOcR45ciQ2bNiAlpYWVFRU4Mknn/TbzzAMNm7ciF/96leIjIzkhVqEEBBCcNFFF+GHH37AwoULw9F8ygBYsGABAKClpSXMLZEW7nznz58vaLlarRZjxowBAF64JCTd0+3Fxsae95juLl/dBV9C4XA44PV6ERkZiVGjBia06SsXXXQRn96uqqoKnZ2dotbHUV9fj127dgkufCOEoLKyEi6XC6mpqXjkkUfCPpF7ySWXsH2ZuOE+61Q12PF5LHBb9gEAVq9ePWhWeXPMmjUL69atAwC45cVwy46IUk+MPhcjM1dAr82EXjdwNx0CDzoVW+CTNSMqKgovvvgiEhMTBWwphTJ0uOuuuyCTyWCpbEBHXZPg5deXVWHHB5tw6OvvseODTagvqxK8jv7gtnfCdJh11brtttsQETGMc0ENA+Lj43HfffcBAIr3mWFpc0ta//E97bBZPEhISMDPfvYzSeumUC5kIiMjeTfUjmHqrtXpATw+9v/78ux8PjgH6bpOwOkLubg+kaAC1maxf/dk+O+7J+PcvgQJDS4r7Ox/x40bJ12l54GKtSgUyqBAiIsNpW/QWEsHjTVlqEH7tDTQOEsHjbV00FhLA40z66qSmZmJ9PT0gH0KhQLPP/88mpubsX37dnz00UfYuHEjTp8+jZ07d4rqqEMRnvnz50Mmk8Fut8PhGB7LQ51OJ6xWKxiG4cVqQjJ9+nQArKOV0HDp9woKClBUVNQnB7vuAtTugi+h4ByuJk2aJIlIZtWqVRg3bhy8Xi/Ky8vh9XoHVA7nlNUX4VV3oZtQwjej0QiLxQK1Wo0nn3xyUKTuYxiGnxD12I7B62oMc4vOj7v9e4B4MG7cOMyaNSvczQnK4sWLcc899wAAXIpDcMlOiFKPxVaLhtaDaG4vwamqjWi1lPXreAIfOhXb4JXVQ6PR4Le//a2gLoQUylAjOzsbV111FQDAuLsYPs/Arkk9UX6wGO31TbC3W9Be34Tyg8WClt9fjHtOwOf2YNSoUbjsssvC2haKNCxatAjTpk2Dz0twYFtLUBdmMWhpdPLpD9etWzco7pEolAsFhmH4VIiWzuHprNXhZM+7q3AtFJKTk5GUlAQfzgmWxEYpA1Ij2L/kbqeQrD63TymRWsnuBWrPrpWaMGGCNJX2ASrWolAog4Lq6upwN2HYQGMtHTTWlKEG7dPSQOMsHTTW0kFjLQ00zn1DrVZj9uzZuOGGG7Bs2TLk5uaGu0mUARATE4OZM2cCEM9xabDBnefUqVNFcYnh4tnR0TFgAVFvpKam9iv9nsFgwPTp03mBl1Bp+7rDidOKiopEKb87CoUCTz75JOLj4+F0OvkUgv3BaDT2yymru9BNCOFba2srGhtZIdRDDz00qMbSMWPGYM6cOQAAV9s2ySZmB4LX2QCPjRUv3HPPPWF3JuuNa665BrfccgsAwKXYA7esVNDy2yzlKK/7Ck5XO2yOerg8NlhsNX0+nsAHp/x7eGXVUKlUeO655zBy5EhB20ihDEVuv/12xMfHw2Wxo+HgKUHL7j6ihXOEaz9jhKWyAXK5HA8++CBkMjo9OhxgGAZr166FWq1Gk9GJip9sotfp87HCMIB1A+YWRFAolL7DLUbkREvDDctZUVFcXJxgZU6bNg0AcMp6ng8OUU7bAAIgIyNjULnu9vlupKSkhH8A7ysVFRXYuXNnvxtFoVAoFAqFQqFQKBQKhUKh9MaVV14JgBWNiCEuGkz4fD4+BSJ33kKTlZWFlJQUEEJESYXYlYiICIwaNQqjRo1Cfn6+3778/Hx+X1ZWVr8EXv3F6XTC4XBAJpOhsLBQlDqCERMTg2eeeQZqtRoWiwV1dXX9Or6/TlkpKSl+zmahxtNms6Gqik1ldcMNNwiellMIVq1aBYVCAV9nJbydZ8LdnKAQQuBq+w4AMG/evAtCWHTrrbdi+fLlAACn4kd4mErByrbY6qCQa/htj9cBvTbQKTMYBARO+W545OWQy+V48sknMXHiRMHaRqEMZbRaLR566CEAQMuJCliNwongc6aOQ3RKAiKj9YhOSUDO1PCkHXLbOmHczQpjb7rppkElMKaIT3JyMm677TYAwLFdbXB1ivvcUF7cgfZmN3Q6HU1/SKEMEE6sNVydtSxnRWpCOujPmDEDAFBiBXwShLW4wYzPS+pQ3CC8c/dAKDkrUuPiMFjos7f3+++/j1mzZmHJkiV+/75//36cPHkSt956a8AxxcXF2LVr16C1b6ZQKIOHlJSUcDdh2EBjLR001pShBu3T0kDjLB001tJBYy0NNM6U4cbUqVORmpoKo9GI1tZWJCQkhLtJotHW1gaPx4OEhATeAUtoGIbB7Nmz8Y9//ANtbW186gkxkMlkiIyMBAB4PB6/fRqNRpJ0hAAbVwCYOHEioqOjJamTo6CgAI8++ih+85vfwGQyISIios+OV/Hx8SgtLfXbPh+pqamCiN5cLhfKy8tBCMHMmTNxxx13hFymGKSkpGDZsmX45JNP4Gr7DvKIbDDM4HJR8TrK4HNWQ6lUYtWqVeFuTp9gGAb33nsv7HY7vvnmG3QqtyHCfSkUJC3ksvXaNKgUWkCTAo/Xgdy0KxCrz+vTsS75QXjkJ8EwDNavXz/oJmEolMHO9OnTccUVV+Crr75CzY4jyF92CRSagaddqi+rQktNPeLSUzDnlmX8/6fkZQrY6r5BfAQ1Ow7D63QjPz8fK1eulLwNlPCzfPlyfPvtt6iqqkLxPjOmzBZOANEVp8OL43tZYcKdd94p6v00hTKU4Z5vLM4wNyRMmM+K1IR8xzF58mRoNBqYHQ48cQqQi2h32W42o7ycWzBjQk5ODvQGA7//+dOApIbCBOBkuoNNtxTym4+GhgaUlJQI0RYKhTKMcTqH6RU3DNBYSweNNWWoQfu0NNA4SweNtXTQWEvDUIvze++9J3md3IpryoWBTCbDVVddhb/85S9oampCfHy8pCnEzGYzrFYrdDodDF1ePAoNIQQmkwkAsGTJEsjlctHq4sRaZrMZXq9X1LoGA5xYi0uZJzVz5sxBdXU13n//fdTU1ECtViMqKuq8x6WmpqKoqAjNzc2Ij48XzXmsO16vF+Xl5fB4PMjJycFjjz02qPvIypUr8e2338JiaYHHehTKqMnhbhIPIV642rYBAFasWIGkpKQwt6jvMAyDdevWwWaz4ccff0SnYgs0nisgJ6FNJsXoczEycwUsthrotel9F2rJjsMtPwoAWLt2LebOnRtSOyiU4cq9996L4uJiVFdXo+b7o8i6dPqA7qvqy6qw97NvAQBlB45jxvJLMW6eOELzvmA6chq2hlZERETgiSeekEwQThlcKBQK3H///Vi/fj3Kjncgb1wU9LFKwesp3meG2+lDTk4OrrjiCsHLp1CGC5xYyzxMnbXMIqRBVKvVuOyyy7Bp0yYAgFfE0Fo6rOhafIfV6ifW8gFAGL7avLw8jBo1SvqKe4HelVAolEHBUF8FPZigsZYOGmvKUIP2aWmgcZYOGmvpoLGWhqEW5zvuuENS4Q1AxVoXIpdddhnee+892O12WCwWUUVTXTGbzThzhl0pajKxK0U5jEajoCIaq9UKh8MBtVot+qRPXl4e0tPTUVNTg/b2dkFfDg827HY7HA4HFAoFLr744rC145ZbbkFtbS22bduGM2fOYOTIkYiIiDjvcUI5ZfUVQggqKirgcDgQExODZ599lndHG6zodDrcfPPN+L//+z+423+EQjsGjGzgTjFC4rEeBfG0wmAw4MYbbwx3c/qNXC7HY489hieffBKHDx+GQ/EtIt1LIEP/xuCuoletBojV5/VZpAUAblkZXIp9AIDVq1eLliaWQhkORERE4Fe/+hXWrl0La10TTEfKkDQ5//wHdqOlpj5gOxyOWgDQUdsE05HTAFgxZ1pa6C6AlAuXyZMn46KLLsLu3btxdFcbLlmSKGj5ljY3yos7ALDix8EsaKdQBju8WMsxXMVawjtrAcB9992HG2+8EV6vuOlgDx06hJdfftmv3j//+c/89htvvAGtVitqG4IRGxsLmWxwuS1TsRaFQqFQKBQKhUKhUCiUQQsh4r6cYxgGhBDJhWEUYdBqtVi8eDE2btwIk8kkmVjLarUG3TYajdi1axcAoLS0FEVFRSELahobGwEAixYtEv38GIbBwoUL8fbbb6OlpWVIi7VaW1sBADNnzoRerw9bOxiGwSOPPILGxkaUlJSgvLwcI0eOHHTOH7W1tbBYLFCpVHj22WcvGCeoJUuW4PPPP4fRaITbsg+q6EvC3SQQnxOu9h8BALfeemtYJiqEQKVS4ZlnnsGjjz6K06dPw6H8BirvNDCkb9fTVksFzlSfE70qM3YiVp/d5/p9jAMuxV4ArDvZDTfc0P+ToFAofmRnZ+OBBx7A7373O5gOl0ITr4c+vX/jfVx6CsoOHPfbDgcuix012w8DYK8FCxcuDEs7KIOL1atXY+/evTBWOtBc34n4lPML5PtK8d52EALMmDEDkyZNEqxcCmU4wom12oers9ZZkVpf0t33B4ZhEBsrThrYrlx22WWIiYlBcXExxo0bh+nTp/tdh7VaLX0Hd5bBJR2jUCjDlvz8/q/SoQwMGmvpoLGmDDVon5YGGmfpoLGWDhpraRiKcRZbqCVVHRRxWbFiBWQyGTo6OmC32yWpU6fTBd1ubm72+/fu2/3F4XDAYrGAYRisWLEipLL6yoIFC8AwDKxWKzo7OyWpU2p8Ph8v1lq0aFGYW3NO9JKcnAyn04kzZ87A5/MJVn59fT2OHTsGo9E4oOObmprQ1NQEAPjlL3856FJH9IZSqcSqVasAAG7LPhCvLcwtYtsBnx1paWkXfIokjUaDF154AampqSBMB5yKbehUftenv7bOH/3Kauv8sc/Hdiq/g0uxG4APc+fOxc9+9rPwBIBCGYJceumlWLJkCQCgZscROM3W8xzhT0peJmYsvxR508ZjxvJLB+SqVV9WheJte1BfVtXvYwHA6/agausBeF1ujBw5Evfee++AyqEMPTIyMnDZZZcBAI7vaT/v581mM+rq6mA2m3v9XFuTCzVldjAMw993UCiUgZOYyDrfmTsBn0jvbI5XtWHTnmocr2oTpfxQaBfJWUtKCgsLsWrVKhQWFoJhGOh0Ov6PCrXOMbiWaFEolGFLVVUVsrP7vnqO0jsejwf/+te/8O6776KmpgYejwdxcXG46qqrcOmll2Ls2LHhbuKwgPZrylCD9mlpoHGWDhpr6aCxloahFudt27aFuwmUC4TExETMmzcPW7duRUNDg19KQrEwGAzIycnh03dxjlfx8fEoLS3lPxfqSljOVWvWrFkYMWJESGX1lcTEREyfPh379u1DS0vLkEwZZDab4fF4EBsbi8LCwnA3BwAQHR2N559/Hg8++CCsVitqamqQkZER8otss9mM8vJyMAwzILe3jo4O1NTUAGDT086ePTuk9oSDSy65BCNHjsSpU6fgMu+EOvbSsLWFeG2sWAvAnXfeOegc1AZCTEwMXnzxRfz1r39FW1vfJ7tiY2OxdetWfnv8+PH9Hm/y8/OxatWqQZfOhEK50Lnvvvtw5swZlJSUoGrLAeQunQW5Stnn41PyMgec+rC+rAp7P/sWAFB24Hi/BV+EENT+cBSdbR2IiYnB008/DZVKNaC2UIYmN998MzZv3gxTnRP//HPPgsD2dv+05+/+HoiODu5yy2lJ5syZM6SeySmUcBEfHw+GYeDxETz9rQtCS3va2s0oLTvDbxfk5SDm7O+7uzbst1tdkFpb5PCw/71Q3IwpA+fCfxqkUChDApfLFe4mDAkIIXj11Vfx4osvor6+HtnZ2UhKSkJkZCSam5vxy1/+EgcOHEBkZCRefvllREVFhbvJQxrarylDDdqnpYHGWTporKWDxloahlqc58yZE+4mUC4grr/+emzduhXt7e3o7OxERIRwKU16wmAwBKQlTE1NRVFREZqbmxEfHx9SCkSn08m7P0md3uvyyy/nxVopKSlDTgjBOZ5ddtllkMvlYW7NOTIzM/HEE0/gqaeeQktLCzQaDb+qfKB0T9nZ3Nzc537JuXwBwPz583HTTTeF1JZwwTAM7rrrLvziF7+Ap+MIlFGFkCmjw9IWl3k3QFinl0suCX9KRqFISUnBr3/9634dQwjBjh07UFJSgjFjxmDOnDl0lT2FMkhQKpV46qmn8POf/xzNzc2o3nYYWYumgZHgfqClpj5guz9iLdPh07BUNkChUOCpp54SPIUU5cInMTERy5YtwyeffILejEw7OqwB23p9zynJIyIicMsttwjVTAplWKNQKDB27FgUFxej0yN8+S1mK7zEfztCF/z33ekVvv6+kJmZSedwhwFUrEW5IHjmmWfw7LPPBt0XFRWFMWPG4J577sGdd94Z9DO7du3C22+/je3bt6O+vh6EECQmJqKwsBDXXHMNrrvuugG/DNiyZQsWLVqEzZs3Dzjvuc1mQ1xcHB599FG88MILAyrjQicyMjLcTbjgIYTgvvvuw+uvv47CwkKsXLkyYEViR0cHWlpa8Oabb2Lfvn3YsmXLBW2jOdih/Zoy1KB9WhponKWDxlo6aKylgcaZMpzJzs7GzJkzsWfPHjQ2NiIzc2BuDkKQmpoakkiLg3PVmjJlCkaOHBlyef1h5syZiI+PR3NzM9ra2hAXFydp/WLicDjQ0dEBmUw2KFPQFRYW4u6778brr7+O2tpaREREQK/XD7g8nU7nl86yr5PWXq8X5eXl8Hq9GDVqFB5++OELWkgzceJETJ06FQcPHoTb/APU8Uslb4PPY4an4zAA1lXrQo6nEDAMg7lz52Lu3LnhbgqFQglCbGwsnn32WTz88MOw1jWhfv9JpM4YI3q9cekpKDtw3G+7r7SfMcJ05DQA4MEHH6TZJSg9cvfdd+Paa6+F19uzCmPnzp24++67+e3f/OY3mDVrVo+f1+l00Gg0graTQhnO/M///A/q6+vP/8EBcPjwYfzpT3/it9euXYvJkycDAOx2O37+85/z+1599dWwvG9LSkoa9s8Lw4F+ibX279+P48eP+/0b97D/4osvBny+64sACkUIZsyYgZkzZ/LbLpcLlZWV2Lp1K1atWoWamho89dRT/H6fz4c1a9bg9ddfBwBMmzYNl1xyCZRKJUpLS/HZZ59hw4YNePnll7Fp0yYkJyf3u02vvfZayOf11ltvwel0hlzOhUyoK0UpwNNPP43XX38dN9xwA2bMmBH0M1FRUTAYDFizZg3eeOMNLF26FNu3b5dk1flwhPZrylCD9mlpoHGWDhpr6aCxlgYaZ8pw56abbsKePXvQ2tqK5ORkqNVqQcqNiIjAqFGjALACltOnT/P78vPzeWcmIZ+r3G43WlpaACAsbkZyuRxXXnkl3n33XTQ1NQ0psRbnqjVjxoxBm1ZixYoVOHPmDDZv3oyKigqMGjVqwP3ZYDAgLy8PbW1tfXZ7I4SgqqoKnZ2diI2NHTIppO68804cPHgQHlsJlIYiyJTS9mu3eRcALyZOnMhPBlEoFMpgJj8/H7/4xS/wwgsvoOVEBSKidYgdmSFqnSl5mZix/FK01NQjLj2lz65a9qZ21P5wFABw7bXX4rLLLhOzmZQLHIZhEBsb2+tnrr76akRHR1MHSAolTMjlcowYMUKUskeMGIGkpCQUFxdj3LhxKCws5PcRQrBx40Z+W6vV0t8+RTT6LNYyGAxBO2JkZGSPasLe9lEoA2Hx4sV45plnAv597969KCoqwksvvYR169bxKw7vv/9+vP766xg7diz+/ve/Y+LEiX7HVVRU4NZbb8XOnTsxd+5cHDhwADqdrtc2EEJw5MgRHDt2DBs2bMBXX301oHMpLy/HsWPH8M033+Cvf/3rgMoYSlRWVkq+UngoUVtbi9/+9re47LLLehRqcej1eqSmpuLOO+/En/70J3z44YdYtWqVRC0dXtB+TRlq0D4tDTTO0kFjLR001tJA4+xPc3MzysvL0dTUBJvNBrfbTdNSDHFGjx6NyZMn4/Dhw2hsbERGhjCTiTKZjH+/5fH452DQaDRQKIQ3rm9sbAQhBGPHjsWECRMEL78vXHHFFfj73/8Ou90Oq9V63vclFwIej4cXwS1btiy8jekFhmHw4IMPorKyEqdPn0ZFRQUKCgoGnI4yJSUF6enpff68yWRCe3s7n0JqqIj1CgoKcNFFF2H37t1wte9ERMJVktXtc7fDY2UXQd9xxx10wodCoVwwzJ49G7fddhvee+891O0qhkqvhS5F3OtCSl5mv1Ifum0OVG05AOL1YcaMGVi9erWIraMMF6gDJIUytCksLPQTaXEwDDMknn0pFwZ9fpv02GOPidkOCiUkZsyYgUmTJuHQoUMoLS3FtGnTsHXrVrz++utITU3F9u3bg9q8Z2dn49tvv8X06dNRUlKCF154Af/1X//Va102mw1TpkwJuc033HADDh48GHI5FAoAvPnmm1AqlZgzZ06fj8nMzMTo0aPxv//7v9R+n0KhUCgUCoUyJDh58iReffVVbN68GWVlZQH7ObHWjh07cPvtt+O2227D2rVr+5wWjDL4WblyJQ4fPoyWlhYkJydfkG5Abrebd39auXJl2J7VYmJisGDBAnzzzTcwmUxD4oV1c3MzfD4fcnJyMGnSpHA3p1dUKhWeeuoprFmzBhaLBXV1df0SXA0Um80Go9EIALj33nsxZoz4Ka+k5LbbbsPu3bvhtZfA5y6CTCnN+O+27ALgw9SpU2laLgqFcsFx8803o7q6Gtu3b0f1dweRu3QW1Hptv8upL6tCS009YpITBGubz+1B5ZYD8DicyMrKwmOPPca7nlIoFAqFQqEMZoRf+kehhAm32w0AvHXp7373OwDA448/3uuL98jISLz00ktYunQp3nzzTbzwwgu9rorVaDT45z//yW+/9tpr2L59e7/b+9///d9obW0FAGzfvl2QdIoXMoM19cCFgNfrxV/+8hdMmTKlT2k37HY7//9FRUV46623cODAAUyfPl3MZg5LaL+mDDVon5YGGmfpoLGWDhpraRjOcbbZbHjggQfw/vvvw+fzgRAS8Jnugpfq6mr85je/wZ///Gf87//+b1hSzVGEZ8KECRg3bhyKi4thMplES5sgJiaTCT6fDwUFBZg2bVpY27JixQp88803aG9vh9PpFCy1ZDjw+XxoamoCACxfvvyCWLCUlJSEX/7yl/j1r3+NpqYmREVFITo6WrT6PB4PKioqQAjBnDlzsHTpUtHqChe5ubkoKirCrl274DbvgTp+ieh1+jxmeKzFAEAdHikUygUJwzB45JFHUF9fj1OnTqHy2/0wZCX3q4zm+kYU7znEbhCCEQnJMBgMAIDGI6WQDVBgZW9qR2eLBQaDAc899xy02v6LyCgUCoVCoVDCQb/FWqdOncLx48dhsVig1WoxduxYjBs3Luhnjxw5gtOnT+O6664LuaEUSm9s3rwZx48f/3/27js8inJtA/i96T0hnRQgjVCCgPTeq9Kbgh4QFEWlKAoiCuHgEeWzHkBRESlSpHoQEOkgHQSkpwAJgZCE9L7J7r7fH3EHlrRN2Mwmm/t3XblMdmZnn719mSSTZ94Xbdu2RUBAAPLz83HgwAEARetKl6d///5wcHBAamoqLl++jJYtW5a6r7m5OUaOHCl9vXPnzkrV3LNnT+nz7OzsSh0DAJRKJZRKpfR1ZmZmpY9lTGq12tgl1FgPHjxAUlISnn1WvwuMjy6boF0m59KlS2zWqgIc12RqOKblwZzlw6zlw6zlUVtzzszMRK9evXD+/HkIIaBQKKBQKKSGrUc/L0lqaipeeOEFxMTEYM6cOXKVTVVEoVBg7NixeP/995GcnAwvLy9YWloauyy9qVQqqaHImLNqaQUEBKB169Y4d+4ckpKSZJnZqaqkpaWhsLAQrq6u6NGjh7HL0Vvbtm0xcuRIbNmyBbGxsbC3t6+yMR0XF4eCggLUrVsXM2bMMPr4qypjx47FiRMnoMq5CkvnzjCzdKnS1yvMPANAg+bNm3NWLSKqsaytrREeHo6pU6ciOTkZDy7drNDz7927h4LMHOnrbNtsqVkr5WrME9VmYWGB+fPnw9u7Yg1kRERERMakd7OWSqXChg0bcO3aNZ3HL168iMaNG2PcuHHFphaNi4vD+fPn2axFBrNnzx6kp6dLXyuVSkRGRuLw4cNo1qwZ1q9fD4VCgaioKBQWFsLR0VGvC4kWFhYICQnBhQsXEBMTU2azVnWzaNEiLFiwoNjjUVFRcHBwQHBwMOLi4qBUKmFrawtvb2/cvn0bAODp6QkhhHQhODAwEPHx8cjPz4eNjQ18fHxw69YtAIC7uzvMzMyQlJQEAGjQoAGSkpKQm5sLKysr1KtXT1pmxNXVFVZWVkhISABQtNxeSkoKsrOzYWFhgcDAQERGRgIoWlbBxsYGN27cgLu7O+rVq4e0tDRkZWXB3NwcwcHBiIyMhBACzs7OcHBwwL179wAAfn5+yMrKQkZGBhQKBRo2bIioqChoNBrpbtO4uDgAgI+PD3Jzc6XxExoaips3b0KlUsHBwQGurq64c+cOAKBu3bpQKpXSzGchISGIjY1FQUEB7Ozs4OnpiZiYGABFd7mq1WppiYqgoCDcvXtXyrtu3bpShh4eRdM7P5r3/fv3kZeXB2tra/j5+eHmzZtS3ubm5khMTCwx7/r16yMqKgoAkJeXJy1p6OLigqysLNjY2MDS0hIajQaZmZnSnbfaurQzcGVnZ6NTp04wNzdHVFQUQkJCdPJ2dHTE3bt3AQC+vr7Izs7WyTs6OhpqtRqOjo6oU6eOTob5+flIS0sDADRs2BC3bt2S8nZzc0NsbCwAwNvbGwUFBVLewcHBuHPnTol5e3p6QqPRSHmXNWY9PDygUCikMRsQEICEhAQpb39/f2nMurm5wcLCQifvBw8eICcnB5aWlmjQoIGUt3bM3r9/HwB0xqyFhQWCgoIQEREh5WtlZSUtIeHn54fMzExkZmbCzMwMISEh0ph1cnKCk5OTlHdZY7a8vENCQhATE4PCwkLY29vDw8NDZ8yqVCqkpKRIedeEc8TjeZf1B1dt/jxHREl5W1tb62SYmpoq5f3omHVxcYGdnZ00Zv39/ZGeno6srCyYmZlBo9EgJSWF5wgDnSMez1t7jrh16xY8PT15jniCc4S+P0fcvn0bycnJPEcY6BxR1s8RBQUFKCws5DnCAOeIsn6O0P5MXZXniKqc0aWyXnnlFfz11186TVqBgYHo1q0b6tati48//rjYc/z8/NC4cWNcv35des4HH3yAhg0bYsSIEUZ4F2RIrVq1QmhoKCIiIpCUlARfX19jl6Q37axagYGB6NChg7HLAQCMGjUK586dQ3JyMry9vZ+oUSg+Ph7JycnSuUouQgjpPD18+PAatzzmhAkTcOHCBdy8eROxsbEICgoyeCNVWloa0tLSYGZmhvfee8+kZybRzlp37tw5FGadgbVr3yp7LaHOhSr7bwDgDI5EVOO5ubnh888/x+7du1FQUFCh58bExGD37t0Air4vP/p95plnnnmi781du3ZlMywRERHVOApR1l87H7F//34cOHAA9evXR8+ePeHs7Iy4uDjs3bsXWVlZaNOmDYYPH67znN9++w0nTpzAokWLqqR4qj3Cw8NLbEh6lL+/PxYsWICXXnoJx48fR+fOneHr6yv9gag8nTp1wokTJ7Bu3TqMHTtW79omTJiA1atXY9++fejdu7fez3vUqlWr8NJLL2Hu3Ln46KOPKvTckmbW8vf3R0ZGBpycnCpVjzFERERIszxRxSQmJsLb2xsTJkzAU089Ve7+Li4u0h/uVCoVZs2ahR9//BETJ06s4kprH47rqmNtbV3iRSErKyudcyIZFse0PJizfJi1fJi1PGpjzgcOHECfPn2khqt69erh22+/xYABAwAAsbGxCAgIAFA049Ljs499//33mDFjBpRKJYQQ8PLywq1bt2Brayv7e6ntMjOLlq8x1O+yp06dwrx582BmZoawsDBYWFR4cvkSqVQqXLp0Sfr6qaeeMtix1Wo1rly5ArVajQ8++ABdu3Y1yHGflBACU6dORWRkJLy9vSvdZBUfH48TJ05IX3fs2BE+Pj5VmqlWeno6bt26BTs7O6xbt65GNiLFxMTg9ddfh0qlQv369eHm5lbqvhXNVKVS4dq1a1CpVBg7diwmTJhgyNKrpQsXLmD27NmAwgJ2vq9DYW5X5v5Ck4/cuK+kr+38Z0BhZlPu6xSkH0NhxjEEBwdj2bJlJjtbGRGRPs6cOYMrV66gadOmOs1V9vb2PD8SERFRrWNW/i5F/v77b9SpUweTJk1Cw4YN4eXlhdatW+O1116DnZ0dzp49K90BTFRV5s+fDyGE9KFWq5GUlIT169dDrVZj4sSJ2LhxIxwcHAAUzTikL+0sBXXq1KmS2quKtbW1dCe99qMmCgoKMnYJNZaHhwf8/PyKzXxYmoyMDOlz7XNatWpVJbXVdhzXVefu3btISkpCUlIS4uPjpc/1bdClyuGYlgdzlg+zlg+zlkdtzPmTTz4BUNRMEhAQgHPnzkmNWvqYPHkyNmzYAADSbGrr16+vklpJXu3atUNwcDA0Go00S1519+DBA6jVatSvXx+dO3c2djkShUKBMWPGAHhYY2VoZzYs7euqIoSQZuwcNGhQjWzUAopmbnzxxRcBFP0+pFKpDHbse/fuQaVSoUGDBhg3bpzBjludtWjRAsHBwYBQofCfma8MTQgVCrPOAyiaoY6NCERU27Vt2xYTJ05Eu3bt4ODgIH3w/EhERES1kd7NWmlpaQgMDCw21bmrqyuGDh0KAPjf//5X4alPiZ6EmZkZPDw88Pzzz2PdunUAgMWLFyMwMBDm5uZITU2VmrDKkp2dLS0bExYWVqU1U8nYYFF5ZmZmmDJlCi5evIjc3Nxy99c2MwLAiRMn0L59ezRv3rwqS6y1OK6rjoeHh/ShVCp1vqaqwzEtD+YsH2YtH2Ytj9qWc2JiIg4ePCgtf7h8+XK4u7tX+DhDhgzBiBEjpGWWf/31VwNXSsagUCikWbOfpMFILmq1Wlqm77nnnoOZmd6X7GTRqVMn+Pv7Q61W63WdpSSP//uszL/XysjKypKWAn58VYCaZtSoUWjQoAHUarW0tPOTys7ORkpKChQKBd56660nWuayJlEoFNJ4UGWdhxCGP0eocm4Amly4u7ujS5cuBj8+ERERERER1Vx6X/kpbbkhAGjWrBmaNGmCtLQ0/PHHHwYrjqgi2rdvDwCIjIyEo6Mj2rZtC6D0C+2XLl2SZt7avHkzNBoNWrVqBX9/f1nqJV1ctuzJTJo0CUII7N+/v9x9zc3NAQBRUVGIjIzEG2+8UdXl1Voc1/JgzvJh1vJgzvJh1vJh1vKobTkfP35cmnXZx8cHffr0qfSxtEuCCyFw5swZQ5VIRtaxY0fUr19fmpW7IuLj43Hp0iXEx8dXUXW6kpOToVar4ePjg+7du8vymhVhZmaG5557DgCQlJQEjUZT4WP4+PigY8eOaNiwobQEIlD0O+pTTz0lfWh/ZzUU7axaAwYMqHGzqT/OwsIC06ZNAwCkpKTodcNWWYQQUqNv//790bhx4yeusSbp2rUrXFxcINRZUOdGGfz4qqy/ABTN6GbopT2JiIiIiIioZtO7WcvPzw83btyQLnA8bsiQIbCxscHJkydx/vx5gxVIpK+YmBgAgLe3NwBIDSgLFy5Eenq6zr5JSUno3r072rdvj9OnT2P+/PkAgOnTp8tWL+mytbU1dgk1mpeXF/7zn//g8OHDOHz4cJn7qlQqxMTEYPXq1ejZs6e0nAUZHse1PJizfJi1PJizfJi1fJi1PGpbzrdv3wZQNDvKk86Q3Lp1a+nz5ORkZGdnP9HxqHowMzPD888/D6DoOoC+s2vFx8fjxIkTiIyMxIkTJ6q8YUuj0Uizao0ZM8bgzUqG0qNHD3h7e0OlUlV6CUMfHx889dRTUqMWUPRv2MLCQvow5FJI2dnZyM7OhoWFBUaNGmWw4xpTWFiY1ND3pLNrpaamIjc3F3Z2dpgwYcKTF1fDWFlZSUvnFmZfMOix1QUJ0BTch4WFRYWW5yUiIiIiIqLaQe9mrR49ekClUmHZsmXYtGkTjh07hoyMDGm7k5OT9Af/zZs3Y9u2bUhLSzN8xUQlKCwsxNy5cwFAuhA7duxY9OnTB3FxcejZsyeuXbsm7e/p6YkvvvgCUVFRaN++PeLi4jBs2DC88MILOse9ceMGbty4gcLCwkrXdufOHdy4cUPn3wsVV7duXWOXUOO98847mDNnDnbs2IGVK1ciKipKWspF68GDB9i6dSuWL1+Oli1bYtu2bbVmiQNj4LiWB3OWD7OWB3OWD7OWD7OWR23LWaVSSZ+7ubk90bFcXFx0vs7Kynqi41H10a1bN/j4+ECtVuvdYPT4fpVtTNJXSkoKVCoVPDw80Lt37yp9rSdhYWEhXftLTEys1Oxacrt//z4AoE+fPvD09DRyNYYzceJEWFhYICsrq9LnKyGElM+YMWNq/KxjlTVgwAAoFApo8mOhKTTctWxV1t8AgM6dOxf7HkNERERERESkd7NWgwYNMH78eDg7O+PChQvYtWuX9Au9VqNGjTB+/Hg4Ojri7NmzuH79usELptptz549mDFjhs7HxIkTERISgm3btqFNmzaYPXs2gKI7M7dv344hQ4bgwoULaNasGdq3b49JkybhjTfewJYtW3TuqnVxcZGWRdRq3LgxGjdu/ER3Kv7rX/9C48aNsX379kofoza4deuWsUuo8RQKBT7++GOsXbsWhYWF+Pbbb7F48WKsXr0aa9euxbJly7Bo0SJ4eXlhxowZ2L9/P5ydnY1dtknjuJYHc5YPs5YHc5YPs5YPs5ZHbcvZy8tL+ryiS9w97vGbaxwcHJ7oeFR9mJubSw1G+i7f5+7uXubXhiSEkGbVGj16dLW/maZPnz5wd3dHYWEhUlJSjF1OmXJycpCVlaWzhKOp8Pb2xsCBAwGg2PVZfaWmpqKgoAAuLi4YOnSoAaurWby9vdGqVSsAgCr7skGOKTSFUOUU3TTKWbWIiIiIiIioJBYV2Tk0NBShoaFITExESkqKzpTlj+7z3nvv4datW4iNjeXSAWRQp0+fxunTp3Uec3BwQGhoKKZMmYJp06bpLP1hb2+PX3/9Ffv27cOqVatw/PhxXLp0CZaWlvD398eLL76I5557Drt27cLXX3+NEydO4Ny5c7wwTzXaCy+8gHHjxuHIkSNYvXo17t69i8LCQgQGBuKDDz5A69atn3iZGCIiIiIiYwsMDARQ1Oxy6tQpKJVKWFtbV+pY586dkz63s7ODo6OjQWqk6qFXr15Yu3YtkpOTkZqaWm7zlY+PDzp27Ijk5GS4u7uXeP3LULQNM87OzujXr1+VvY6hWFlZ4bnnnsPSpUuRkJAANzc3mJnpfS+orLRNTL169TLJmQfHjBmD3bt3S0s9VuRalhACCQkJAIBRo0bVumV0H9e3b1+cO3cOqpwrsHTp8sRLcarzogChhJeXF5o3b26gKomIiIiIiMiUVKhZKz8/H4cOHcKVK1eQkZEBe3t7NG3aFL1794adnZ20n5mZGYKDgxEbG4uIiAiDF021T3h4OMLDwyv9/D59+qBPnz6lbu/duzcGDx6MmJgYnYtbjy8hV5JVq1Zh1apVpW4/fPhwuceYMGECJkyYUO5+pszDw8PYJZgUhUKB7t27o3v37sW2paamyl9QLcVxLQ/mLB9mLQ/mLB9mLR9mLY/alnPHjh3h7OyMzMxM5OTk4Ouvv8asWbMqdawffvgBQNHP0V27djVkmVQNWFlZYcSIEfjuu++QmJgINze3cpsxfHx8qrRJC9CdVWvYsGGwsbGp0tczlP79+2P9+vVITU3Vq/nNGHJzc5GZmQkzMzOMHTvW2OVUCQ8PD/Tq1Qt//PEHkpKSKtSslZmZCaVSCXt7ezzzzDNVWGXN0LFjRzg4OCA7OxMa5R2Y29R/ouOpcq4CKLreWF2bGYmIiIiIiMi49P5tMTMzE0uWLMHRo0eRlpYGa2trZGZm4uTJk1i6dCkyMzOLPSc3NxdpaWkGLZioqvTo0QMvvfSSscsgIiIiIiIiPVhYWGDUqFEQQkAIgXnz5uHgwYMVPs6PP/6Ibdu2SV+PGjXKkGVSNTFw4EA4ODhAqVQiPT3d2OUAKLrWlp+fDzs7OwwePNjY5ejNysoKo0ePBgAkJCTodaOb3LSzanXr1g2+vr5GrqbqDB8+HACQnp6OgoICvZ+nXTp2wIABOjfg1lZWVlbo3LkzAECVc/2JjiXUeVDn3QZQdK2RiIiIiIiIqCR6N2vt3bsXqamp6NKlCxYsWIAPP/wQ7777LoKCgpCWloZ169ZVy4szRFQzPHjwwNgl1BrMWj7MWh7MWT7MWh7MWT7MWj7MWh61Med///vfcHBwgEKhQEFBAQYMGICPPvoI2dnZ5T737t27ePXVV/Hqq69CoVBAoVCgYcOG+Ne//iVD5SQ3W1tbDBkyBACQmJhYLa5haWfV0jaS1SQDBw6Ei4sLCgoKqt3szbm5ucjIyIBCocC4ceOMXU6VCggIwFNPPQUASElJ0es5SqUSWVlZAIBBgwZVWW01Tbdu3QAAqtwICKGp9HFUuZEANAgMDES9evUMVB0RERERERGZGr2btSIjI+Hn54eBAwfC0tISAODq6orx48fD29sbd+7cwbFjx6qsUCIiIiIiIiKiR3l7e+O7774DULSEYWFhIebPnw9PT0/07NkTb731ls7+c+fOxauvvop27dohICAAK1asgEajgRACVlZWWLFiBZesMmGDBw+GlZUVcnNz9Wroq0o5OTnIzs6GhYUFhg0bZtRaKsPGxgYjR44EUP1m19I2wXXp0qVWNMv0798fQFGzlj7/H7TNdS1btkTdunWrtLaapEWLFnB2dgY0edAo4yp9HHVuBICHzV9EREREREREJbHQd8fc3Fw0bty42OOWlpYYPXo0li5din379qFZs2ZwcXExZI1EVAsEBgYau4Rag1nLh1lXnXbt2qGwsBAAIISAQqEAUPRzyenTp41ZmknjmJYHc5YPs5YPs5ZHbc35+eefR3p6OqZNmwaNpmg2lPz8fBw5ckRnPyEEPvnkE+lzANLPEObm5vjxxx/RqVMnGSsnudWpUwd9+vTBrl27kJiYCEdHR6PVom0o6tGjBzw8PIxWx5N49tlnsXHjRmRnZyMtLQ2urq7GLgn5+flIS0sDUHRuqA06deqEvLw83Lt3D7a2tggKCip1XyGE1KzVp08fuUqsEczNzdG+fXv88ccfUOVGwtymfoWPITRKqPNjAYDfT4iIiIiIiKhMet8uamdnV+p02nXr1kXXrl1RWFiIrVu3Gqw4Iqo97t+/b+wSag1mLR9mXXUuXryICxcu4MKFC8U+p6rDMS0P5iwfZi0fZi2P2pzzlClTcPjwYdSrV0+nkRuAtMRhSY8JIVC3bl0cOHAAY8eONUbpJLMRI0ZAoVAgMzMT+fn5RqlBqVQiPT0dAKTZqWoiOzs7DB8+HED1mV0rISEBANC+ffsym5ZMyeXLl5GcnIykpCScOHECt2/fLja28/PzkZeXh8zMTCiVSlhZWaFjx45Gqrj66tChAwBAnRtdqfGszrsNQA1fX1/4+/sbuDoiIiIiIiIyJXo3a4WEhODWrVs4c+ZMidt79eoFT09PREdHY9u2bdLdrERE+sjLyzN2CbUGs5YPsyZTwzEtD+YsH2YtH2Ytj9qec6dOnRAZGYmVK1eidevWUjNWaR+hoaH46quvEBUVha5duxq7fJKJn58f2rdvDwBISkoqd//4+HhcunQJ8fHxBqvhwYMHAIBWrVohICDAYMc1hiFDhsDOzg75+fnIzMw0ai0FBQW1blYtALhy5Yo0q1lBQQGuXLmCyMhInX0iIyNx/fp13Lx5E0DR2LOzs5O91uquZcuWsLC0hFBnQKhSK/x8dd4tAEDbtm11GoSJiIiIiIiIHqf3Moh9+/ZFREQEtm/fjoMHD8LHxwe9e/eGj49P0YEsLPDiiy9i+fLlOHv2LGJjY2FpaVllhRORabG2tjZ2CbUGs5YPsyZTwzEtD+YsH2YtH2YtD+ZctCTyhAkTMGHCBGRkZODUqVO4d+8eUlJSoNFoUKdOHXh7e6Ndu3bw8vIydrlkJMOHD8fJkyeRkpICHx8fWFiUfHksPj4eJ06cAFDU7NKxY0d4eno+0Wur1WokJydLddR0jo6OePbZZ7Fp0yYkJCTAycnJaE0qiYmJEEKgRYsWaNy4sVFqMIawsDC4uLjA2dkZubm5qFu3LpycnHSa55ycnGBmVnTPro2NDUaMGGGscqs1W1tbNAsLw4ULF6DOuwUzSze9nyuEgDq/qFmrTZs2VVUiERERERERmQi9m7WcnZ0xbdo07N+/H1evXsX169fRtm1bqVkLANzd3TF16lTs2rUL169fh0qlqpKiicj0+Pn5GbuEWoNZy4dZk6nhmJYHc5YPs5YPs5YHc9bl7OyMfv36GbuMSlmzZg2WLFmCGzduwNbWFh06dMDcuXPRtm1bvY9x5coVhIeH4/jx48jKykJISAgmTZqEN954o1gzjRACP/74I1asWIHr16+joKAAgYGBGDNmDGbNmgUbGxud/WfNmoWCgoISX7dFixaYMGFChd+znJ566ikEBQXh5s2bSE5Ohre3d4n7aZuqHv36SZu1tI2D9erVQ+vWrZ/oWNXFsGHDsH37duTk5CAnJwcODg6y16BSqaT/X88995zsr29Mbdu2xfz583HlyhWEhYWhbdu2EEIgJydH2sfe3p4zPempVatWRc1a+TGwdNK/6UqoUiHU2bC0tESzZs2qsEIiIiIiIiIyBXo3awFFd2ENHz4cw4cPh1KphLm5ebF9nJ2dMXbsWBQUFCA+Ph5ZWVkGK5aITNfNmzcRGhpq7DJqBWYtH2ZNpoZjWh7MWT7MWj7MWh7M2TS8//77WLRoETw9PTF69Gjk5OTgt99+w549e7Bjxw69GtD++usv9OjRA7m5uRg4cCC8vb1x6NAhTJ06FWfPnsXq1at19n/ttdfw/fffw83NDYMHD4ZCocCBAwcwf/58HDt2DHv27JFm5UlJScH//d//lfraI0aMqPbNWgqFAsOGDcNnn32GBw8ewMvLq8RGFnd3d53l5Nzd3Us9Znx8PJKTk+Hu7q5zY+OjhBDSEohDhw41meYZNzc39OnTB7t370ZiYqJRmrUePHgAIQSCg4PRsmVL2V/f2Nq2bavTzKlQKIzy/8EUtGjRAgCgzo+DEBooFGZ6PU+dHwMAaNq0KWe6JCIiIiIionJVqFnrUeX90mllZYUGDRpU9vBERERERERERLXK+fPnsWjRIgQFBeHUqVNSc9DFixfRtm1bTJgwAbdu3YKtrW2pxxBCYNKkScjKysL27dsxdOhQAIBSqUTv3r2xZs0aDBs2THr81KlT+P777xESEoITJ05Ir5mZmYk+ffpg3759+OmnnzBp0iQAQHR0NABg5cqVeOmll6ooiarXvXt3/PDDD8jIyEB6ejrq1KlTbB8fHx907NhRpwmrpFnkS1ousaSGrczMTCiVSjg4OKBXr16Gf1NGNHLkSPz+++/IyMhAXl5emWPU0DQajdQEN2rUKJNpgiPjCAoKgoODA7Kzs6EpSIK5dckz7z1OnR8HAGjevHlVlkdEREREREQmQr9bg4iIqlhZdyiTYTFr+TBrMjUc0/JgzvJh1vJh1vJgzk9m/fr1yMzMNGoNX375JQAgPDxc5/9nixYtMHToUCQkJGDbtm1lHuPgwYP4+++/0atXL6khCyi66W7OnDkAgGXLlkmPb968GQAwe/Zsndd0cnLC/PnzAQAbNmyQHtc2azVs2LAyb7HasLKywsCBAwFAavQpiY+PD5566qlSZ8sCSl4usSTa1+nXr5+szUxy8PPzQ4cOHQAASUlJsr52amoqVCoVvLy80LVrV1lfm0yPubk5mjZtCgDQKOP0eo4QAhrlXQDgEohERERERESkFzZrEVG1UNKyqlQ1mLV8mDWZGo5peTBn+TBr+TBredSGnO/evYvff/8dGzZswK+//oqrV68+8TGVSiW++uorTJgwAenp6U9e5BM4ePAgFAoFnn322WLbunfvLu1TlgMHDgAABg8eXGxb586dYW5ujj///BOFhYUAipbPBIDWrVsX279evXoAgLi4hw0L2matkJCQ8t5OtffMM8/AzMwM2dnZyMvLq/RxHm+ULKlxUqlUSs2AJf3/NQUjRowA8LB5Sg5CCKk5bOjQobXiPEhVT9uspf6nAas8Qp0Boc6Gubl5jW9kJSIiIiIiInlUehlEIiJDSkxMhIuLi7HLqBWYtXyYNZkajml5MGf5MGv5MGt5mHLO+/btwwcffIBz584V2+bv74+5c+filVde0Xk8KysL69atw6lTp5CYmIiCggIIIaTtKpUK6enpiIqKQkFBQZW/h/Lcv38f8fHx8Pf3L/H/Y5MmTQAAERERZR7nr7/+AgCEhYUV2+bk5AQ/Pz/ExsYiNjYWwcHBeOeddzBhwoQSm69OnjwJAPDy8pIei46OhpOTE9RqNb755hvExsbCyckJ3bt3R6dOnfR+v9WBp6cn2rVrh5MnTyI5ORn+/v7lPsfc3BxPPfWUztclLZf4OO1sW61bt4avr6/h3kQ1EhYWhpCQEERFReHBgweoW7dulb9mVlYW8vPzYWdnh/79+1f561Ht0LhxYwCARnlf5/GMjAxkZ2fDwcEBdo+cLrT7BQUFwcbGRrY6iYiIiIiIqOZisxYRERERERERVVv/93//hzlz5kAIodNspXXnzh289tpruHDhAr755hsAwO3bt9GtWzfcu3evzGM/ejyFQmHYwitI28zj7e1d4vY6deoAAFJSUp74OLGxsUhJSUFwcDA6d+5c4n5Xr17F+++/DwAYNWqU9Hh0dDQKCwsRHByM3Nxcnef07dsXGzZsgKura5k1AkUzTSmVSulrYy1BOWjQIJw8eRKpqanw9fWFmVnZk9ArFApYWBS/nObj41PqUokajUb6/2aqs2oBRdkMGzYMixcvRnJyMry9vav835V2ack+ffrA3t6+Sl+Lao+QkBAoFAoIdSY06myYmTsg7UEEbt26BaBoqU8brwi4ejUHAKiV8QCA0NBQo9VMRERERERENQuXQSSiaqFBgwbGLqHWYNbyYdZkajim5cGc5cOs5cOs5WGKOe/atQuzZ8+GRqMBUNQM8mjzh/ZrIQS+++47hIeHQ61WY+DAgbh7926pDV6PP786yMjIAIBSZ2VxcHAAAGn5wqo6jhACy5cvR/v27ZGcnIwePXpgypQp0vbo6GgolUrMnDkTcXFxyM7OxpEjR9C6dWvs3bsXw4cPLzNzrUWLFsHZ2Vn60GdWq6rw9NNPw9vbG2q1GmlpaVXyGunp6VCpVHB3d0e7du2q5DWqi65du8LZ2RmFhYVVvqyoUqmUxntJy34SVZadnZ10TtIUJAIAMtNidfZ59GtNQQIAcAlEIiIiIiIi0hubtYioWkhKSjJ2CbUGs5YPsyZTwzEtD+YsH2YtH2YtD1PLWaPR4K233gLwcNYrIQRcXV3RunVrtGrVCq6urhBCSA1bn3zyCWbOnImIiAidRixt01ZpHwDQrFkzoy4jaWVlBQDFZqvS0s5CZWdnV2XHOXfuHNq3b48pU6YgOzsbkyZNwq5du3Rmklq+fDmOHDmCf//73/Dz84O9vT26du2KP/74A3Xr1sWRI0dw8ODBct4tMGfOHGRkZEgfcXFx5T6nKpiZmWHAgAEAHs5KZmjaWbX69esHc3PzKnmN6sLKyqrK89TSHr9ly5ZGa/Yj0xUUFATgYbOWU536Otu1XwshoCko+v4bHBwsY4VERERERERUk3EZRCKqFkr7QwIZHrOWD7MmU8MxLQ/mLB9mLR9mLQ9Ty/ngwYOIjo6WGrF8fX3x/fffo3///jpNWPv27cPrr7+O27dvo6CgAEuWLJGeo1AoMHr0aAwcOBA+Pj6wtLTUeQ2FQgFzc3O4ubkhNDTU4LNs3b17V+8mkvHjxwNAqbM7aRtTfH19yzyOp6cnrl+/XqHjqNVqzJkzB59//jk0Gg0aNWqEJUuWoHfv3sWeP2LEiBKP6+rqigEDBmDlypU4f/48evXqVWad1tbWsLa2LnMfufTt2xerV69GTk4O8vPzS52VrDKUSiWysrKgUCjQv39/gx23OhswYAA2btyIrKwsKJXKKvn/LISoFUtLkvEEBwfj0KFDUiNWHc+n0KTD+8hMi4VTnfqo4/kUAECoMwGhhIWFBerVq2fMkomIiIiIiKgGYbMWEVUL2ru/jUEIgVOnTuGbb77BoUOHkJGRAWtra4SEhGDy5MkYM2ZMuXev1yTGzLq2YdZkajim5cGc5cOs5cOs5WFqOe/atQtA0c/rDg4OOHr0KAICAnT2USgU6Nu3L/bv34+wsDDk5eVJM2WZm5tj27ZtGDRokOy1a1laWiI0NFSvfZ9++mls3boVMTExyMrKgqOjo872iIgIAEDz5s3LPE6TJk1w5MgRXLp0CV26dNHZlpeXh7i4OHh7e8PLywtAUb5jxozB1q1bYWtriwULFmDGjBnFGtv04eTkBAA1bvYoNzc3tGnTBqdPn0ZKSkq5DXEVoW0oatGihZS5qatbty5atWqFv/76CykpKfDx8TH4a2RkZEClUsHFxQUdOnQw+PGJtN9vNIUPABR9v3H1ag5XL91zsKagaLu/v3+lzptERERERERUO3EZRCKqFurXr1/+TlXg77//RsuWLdGxY0fs2bMHoaGh6NmzJ9q2bYuMjAxMmjQJvr6++PLLL6U/+tR0xsq6NmLWZGo4puXBnOXDrOXDrOVhajmfO3cOQNEfyCdMmFCsUetRDRo0wMSJE6XZtBQKBf71r38ZtVELALy8vHDjxg29PqZNm4bevXtDo9Fg7969xY61e/duAMDAgQPLfM1+/foBAPbs2VNs2969e6FSqaRl6gBgzZo12Lp1K5ydnXHs2DG8++67pTYcfPzxx1AoFPj0009L3H706FEAQKtWrcqssTrS5paammqw3/2EEEhNTdU5fm2hfb8pKSlV8ru0tgmud+/eOst0EhmK9nuqKEyFEKpS99MUJuvsT0RERERERKQPNmtRrREeHi5dtH/8w8nJCe3bt8dPP/1U6vNPnDiBV155BSEhIXBwcIC9vT0CAgIwZswYbNq06YkuPu7fvx8KhQL79++v9DFquqioKNlf89ixY+jUqRNSUlLwyiuv4L333sOzzz6L7t27o0+fPnjllVcwZ84cNGnSBG+//TZmzJhhEg1bxsi6tmLWZGo4puXBnOXDrOXDrOVhajnHxMRIn+vT6DJkyBAAkH5mf+aZZ6qkrqo0bdo0AMC8efOQmZkpPb5z507s2LEDbdq00ZktKzk5GTdu3MD9+/elx5555hkEBgZi165dOk1fKSkpmDNnDszNzTF9+nTp8VWrVgEAvv32Wzz99NNl1qdt8lqyZAni4uJ0ti1fvhznz59HWFgYunbtWsF3bnzt2rWDk5MTCgsLkZWVZZBjZmdno6CgAHZ2dujYsaNBjllTdOzYEfb29gbNU0ulUkn/Pvr27WvQYxNpubu7w9bWFoCAKEwvdT9RWNQ4yCUQiYiIiIiIqCJ46xnVOu3atUP79u2lrwsKChATE4MDBw5g4sSJiIuLw7x586TtGo0Gb7zxBr777jsAQOvWrdGlSxdYWloiMjIS27dvx6ZNm/DFF1/g119/hbe3d4VrWrZs2ZO/MaqQmzdvYtCgQfDx8cHEiRNhbW1d4n7u7u4YOXIk6tati//+97+oV68eZs6cKXO1RERERES1j3ZGIgB6LUvXrFkzna8DAwMNXlNV69GjB6ZOnYolS5agSZMmGDBgABITE7F79244OztjxYoVUCgU0v5Lly7FggULMH78eKnpysLCAmvWrEHv3r3xzDPPYPDgwXBxccHOnTuRlJSEhQsXSkspCiFw/PhxKBQKHD9+HKdPny6xLldXV8ybNw8tW7bEzJkz8fnnn6Np06bo378/PDw8cPnyZfz5559wcXHBmjVrdGqsKSwtLdG9e3fs2LEDqamp0pKOT0I7hrt06QIbG5snPl5NYmVlhW7dumH37t1IS0szSJ5aaWlpEEIgODgYDRo0MNhxiR6lUCjg7++PyMhIaFQpMLNyL3E/DZu1iIiIiIiIqBLYrEW1Tv/+/REeHl7s8dOnT6Njx4749NNPMWPGDOlC4uuvv47vvvsOTZs2xbp166SL2lq3b9/Giy++iOPHj6N79+44d+4cHBwcyqxBCIGLFy/i0qVL2LRpk7ScRW3m6uoq6+t98sknAIAJEyaU2qj1qE6dOiExMRELFizAa6+9Bnt7+6ouscrInXVtxqzJ1HBMy4M5y4dZy4dZy8PUcs7Pz5c+r1OnTrn7P/7+DdkcIqf//ve/CAsLw7Jly7Bu3To4Ojpi1KhRWLBgARo2bKjXMTp16oSTJ09i3rx5OHz4MJRKJZo2bYqvv/4azz33nLRfSkoKCgsLAZR9E1H9+vWlm5o+++wz9O7dG19++SWOHj2KtLQ0+Pj4SLMV18QmOa1evXphx44dSE9Ph1qthrm5eaWPpdFokJ6eDgDo2bOngSqsWXr27Indu3cjPT0d/v7+MDMzzAT/2ia42porycfPz6+oWaswrdR9NKqibfo0FRMRERERERFpsVmL6B/t2rVDixYtcP78eURGRqJ169Y4cOAAvvvuO/j4+ODw4cNwdy9+F11AQAD27t2LNm3a4Nq1a/joo4+kRqDS5OTklLu8RG2jT8OUoaSnp2PdunXo1q3bP1Pa66d79+44ceIE1q9fj1deeaUKK6xacmZd2zFrMjUc0/JgzvJh1vJh1vIwtZwfXYJcn5maLCwsyvy6Jpk8eTImT55c7n7h4eEl3owEAC1atMCOHTvKfL67u3ullnrv378/+vfvX+HnVXeNGjWCt7c3EhISkJmZqVeTYGkyMzOhVqvh5uaGp556yoBV1hxhYWFwd3dHcnIyMjMz4eLi8sTHLCgoQE5ODoCi39GJqpKPjw8AQKhKbtYSmnxAk6ezLxEREREREZE+DHNLG5GJ0N5RrL0j+7PPPgMAzJkzp8RGLS07Ozt8+umnAIAffvgBKpWqzNextbXF5s2bpQ9eYATu378v22tt2LABBQUFOsth6sPV1RVNmjTB8uXLq6gyeciZdW3HrMnUcEzLgznLh1nLh1nLgzkTPRmFQiH9fp6WVvpMOvrQPr9r165PNENXTWZmZobOnTsDgDTL2JPSHqdJkyZlXqchMgRtA1ZpM2tpCtMBFM3+WJGbAYmIiIiIiIjYrEX0j3379uHy5cto27YtAgICkJ+fjwMHDgAAhgwZUu7z+/fvDwcHB6SmpuLy5ctl7mtubo6RI0dKH/Xr16903UqlEpmZmTofVLbIyEh4enpWalmUgIAAREdHV0FVREREREREZGzdunUDAGRkZECtVlfqGBqNBhkZGQCKmrVqM22zVkZGRqVmcXuctllLe1yiquTt7Q0AEOqSr7UJVbrOfkRERERERET6qrlrAhBV0p49e3Tu6FQqlYiMjMThw4fRrFkzrF+/HgqFAlFRUSgsLISjoyP8/f3LPa6FhQVCQkJw4cIFxMTEoGXLllX4Lh5atGgRFixYUOzxqKgoODg4IDg4GHFxcVAqlbC1tYW3tzdu374NAPD09IQQAg8ePAAABAYGIj4+Hvn5+bCxsYGPjw9u3boFoGh5DDMzMyQlJQEAGjRogKSkJOTm5sLKygr16tWTmphcXV1hZWWFhIQEAED9+vWRkpKC7OxsWFhYIDAwEJGRkQCK7j60sbFBYWEhIiIiUK9ePaSlpSErKwvm5uYIDg5GZGQkhBBwdnaGg4MD7t27BwDw8/NDVlYWMjIyoFAo0LBhQ0RFRUGj0cDR0REuLi6Ii4sDUHQ3ZG5uLtLT0+Hj4wNLS0s4OTnBzMwMhYWFyM/Ph6OjI4CiZSrNzc1hY2MDoOhisHbf0NBQnDhxAhEREQAALy8vqNVqJCcnAwCCgoJw9+5dKe+6detKGXp4eACATt73799HXl4erK2t4efnh5s3b0p5m5ubIzExscS869evj6ioKClva2traSaFevXqITU1Vco7KChIqtfFxQWurq7S1/7+/khPT0dWVhbMzMwQEhKik7ejoyPu3r0LAPD19UV2drZO3tHR0VCr1XB0dESdOnVw584dAEDdunWRn58v3U3esGFD3Lp1CyqVCg4ODnBzc0NsbCyAoouaBQUFSE1NBQAEBwfjzp07KCgogJ2dHTw9PRETEyONWY1GI+Vd1pj18PCAQqGQxmxAQAASEhKkvP39/aUx6+bmBgsLC528Hzx4gJycHFhaWqJBgwZS3tox+2je2jH7eN62trbIyspCfHy8NGa1TZXavLVj1snJCU5OTlLej45ZAAgNDcXNmzehUqnKzTskJAQxMTEoLCyEvb09PDw8pAy9vLygUqmQkpIi5V0TzhGP513WH3q0+Vf2HPF43g4ODnB1ddXJW6lUSmM2JCQEsbGxJY7ZmniOsLOzk8bs4+eIevXq8RwBw50jHs9be44oLCxEVFQUzxFPcI7Q9+cIGxsbRERE8BxhoHNEWT9HuLm5ISEhgecIA5wjyvo5QvszdVWeIwyxjBlRdRYYGIi6devi/v37lV4KMSsrCxqNBu7u7mjcuHEVVFlzNG3aFE5OTsjMzER2drb0e3dlqFQqaQnEDh06GKpEolJ5eXkBAIQqE0JooFDo3vcs1Bk6+xERERERERHpSyEMcVsbUQ0QHh5eYlPTo/z9/bFgwQK89NJLOH78ODp37gxfX1/pj0zl6dSpE06cOIF169Zh7Nixetc2YcIErF69Gvv27UPv3r31fh5Q1GymVCqlrzMzM+Hv74+MjIxKzRxlLPfu3YOvr68srzV79mz8+OOPmDt3boWf+8cff+Ds2bPSH7FrIjmzru2YddWxtrZGQUFBscetrKx0zolkWBzT8mDO8mHW8mHW8jC1nM3Miv4orlAocPv2bdSrV69KnkPVQ2ZmJpydnavF77Lff/89tmzZgjp16iAgIKDCz4+NjUVKSgoGDx6MN998swoqrFk+/fRTHDhwAJ6envDz86v0cdLS0nD79m34+/vjxx9/NGCFRCVTq9V45plnoNFoYOv7BswsdJsNlan7oco6h9GjR+Pll182UpVERERERERUE3EZRKp15s+fDyGE9KFWq5GUlIT169dDrVZj4sSJ2LhxIxwcHAAAeXl5eh9bO9NBZe68rSxra2vpTnrtR02UnZ0t22t16dIFKSkp0mwC+hJC4PLlyzV+GQs5s67tmDWZGo5peTBn+TBr+TBreTBnIsPo1KkTgKIGsore4yiEkJZA1B6ntmvbti2AohnHnkRmZqbO8Yiqmrm5Odzc3AAAQl18/Gof086ASkRERERERKQvNmtRrWdmZgYPDw88//zzWLduHQBg8eLFCAwMhLm5OVJTU6UmrLJkZ2dLS8+EhYVVac2myMJCvlVZBwwYAH9/fxw/frxCz7t16xbi4+Nr/J3RcmZd2zHrquPr6yt9eHl56XxNVYdjWh7MWT7MWj7MWh7MmcgwGjVqBGdnZ6jV6go3Qebm5kKlUsHOzg7NmjWrogprlpYtWwIouhmusLCwUscQQkjNWq1atTJYbUTl0TZiCVVmsW1CVdSspW3oIiIiIiIiItIXm7WIHtG+fXsAQGRkJBwdHaW7NX/99dcS97906ZI089bmzZuh0WjQqlUr+Pv7y1KvKQkKCpLttczNzfHGG2/gwoULiI2N1es5hYWF+P333xESEoKePXtWcYVVS86saztmXXVu3bqFu3fv4u7du0hISJA+v3XrlrFLM2kc0/JgzvJh1vJh1vJgzkSGYW5ujtatWwN4OJuTvrSzarVq1YoNlP9wcXFBcHAwgMrPrqVUKlFYWAhLS0veIEeycnV1BQAIdU6xbUJd1MzJZi0iIiIiIiKqKDZrET0iJiYGAODt7Q0AeOONNwAACxcuRHp6us6+SUlJ6N69O9q3b4/Tp09j/vz5AIDp06fLVq8piYiIkPX1pk2bhtatW2PlypXlLoeoVCqxevVq3Lt3D6tXr4ZCoZCpyqohd9a1GbOWB3OWD7OWB3OWD7OWD7OWB3MmMpw2bdoAqHizlrYZSdvsRUWaN28OoPLLtWqf16hRI9jY2BisLqLyPFwGUXfsCiHYrEVERERERESVxlv8iP5RWFiIuXPnAgCef/55AMDYsWOxevVq7Nu3Dz179sTPP/+MJk2aAAA8PT3xxRdf4PXXX5dm5Bo2bBheeOEFnePeuHEDQNFd7paWlnK9HSqHra0tdu7ciWeffRbLli3D008/jU6dOsHPz0/aJycnB2fPnsXJkyeRm5uL//3vf+jQoYMRqyYiIiIiql20N0q88847cHBwqNBzK/Oczz77TJpFhWq3p59+GsDDpfv0+X1epVIhJ6do9h0u1acrLCwMW7dufeJmLc6qRXJzcXEBAAjNYzNraZQANDr7EBEREREREemLzVpU6+zZs6fYLFmZmZk4ePAgYmNj0aZNG8yePRtA0R8Gtm/fjnHjxuF///sfmjVrhjZt2qBp06awsbFBbGws1Gq1dBwXFxfk5eXBzs5Oeqxx48YAgNu3b6NBgwZV/v5qKmNc2HJzc8PBgwfxxRdf4JtvvsEXX3wBLy8v2NnZQaVSITExEUIIjB49GnPmzEHTpk1lr7Eq8CKifJi1PJizfJi1PJizfJi1fJi1PEw1ZyEEtm7dWqXPEUJAoVAgPDyczVoEoOjfU1BQEG7evImsrCy9xoW2ocjPzw+enp5VXWKNom2yys/Ph0qlqvASkdomODZrkdzq1KkDoPgyiNrmLXt7e1hZWcleFxEREREREdVsbNaiWuf06dM4ffq0zmMODg4IDQ3FlClTMG3aNNja2krb7O3t8euvv2Lfvn1YtWoVjh8/jkuXLsHS0hL+/v548cUX8dxzz2HXrl34+uuvceLECZw7d67Cd3DXdo82uMnJ1tYWc+fOxezZs7Fz504cPnwY6enpsLW1RXBwMF588UWTu8hurKxrI2YtD+YsH2YtD+YsH2YtH2YtD1PNuSLLkNf0JcupemnevDlu3ryJ7OxsvZq1tEsgtmjRooorq3mcnZ1Rt25d3L9/H7m5uXByctL7uSqVCkqlEgAQGhpaVSUSlcjZ2RkAINR5Oo8Lda7OdiIiIiIiIqKKYLMW1Rrh4eEIDw+v9PP79OmDPn36lLq9d+/eGDx4MGJiYnQatYQQ5R571apVWLVqVaVrMwXx8fFGvehqYWGBoUOHYujQoUarQS7Gzro2YdbyYM7yYdbyYM7yYdbyYdbyMMWc9fl9iqiqPPXUU9i2bZveS/dp92vWrFlVllVjNWrUqFLNWrm5RU0xPj4+FXoekSFox5zQPNas9c/XHJNERERERERUGWzWIjKgHj16GLsEIiIiIiIik/DTTz/J/pru7u6yvyZVX02aNAGg39J9arUaeXlFzRtcqq9kQUFBOHTokNR8pS/t/iEhIVVRFlGZ2KxFREREREREVYHNWkRULfj7+xu7hFqDWcuHWcuDOcuHWcuDOcuHWcuHWcvD1HIeP368sUugWs7FxQV+fn64e/cucnJyylzuTNtQ5OHhAQ8PD7lKrFGCgoIAQGpq05d2f+3zieQkzZ6vUUII8XC5XXW+7nYiIiIiIiKiCjAzdgFERACQnp5u7BJqDWYtH2YtD+YsH2YtD+YsH2YtH2YtD+ZMZHiNGjUCAOTk5JS5n3a7dn8qLiAgAACgVCqh0Wj0fp62WUv7fCI5OTo6/vOZAIRSelxo8h/bTkRERERERKQ/NmsRUbWQlZVl7BJqDWYtH2YtD+YsH2YtD+YsH2YtH2YtD+ZMZHjapffKmw1KO7NWaGholddUU9WpU0dqbMnPz9frOUIIKJVFDTL16tWrstqISmNlZQVLS0sAgNA80qz1T+OWvb29UeoiIiIiIiKimo3NWkRULZiZ8XQkF2YtH2YtD+YsH2YtD+YsH2YtH2YtD1PLOTMz09gllCgpKcnYJZCMgoODATxsxioNl+orn0KhkBqu9G3WKigogBACVlZW8PLyqsryiEplZ2dX9Imm4OGD/3wubSMiIiIiIiKqANO6kktENZb2bmWqesxaPsy66lhbW0OhUEChUKBhw4bS59bW1sYuzaRxTMuDOcuHWcuHWcvD1HIOCAjARx99VG1mDEtNTcXs2bOl5h2qHQIDAwEAhYWFUKlUJe6j0Wik2Z+0+1PJfHx8AEDKqzza/erWrWtyDalUc2gbsnRm1mKzFhERERERET0BXuUgomohMjLS2CXUGsxaPsyaTA3HtDyYs3yYtXyYtTxMLee0tDTMnz8fDRo0QHh4OFJTU41SR1JSEmbPno2AgAB89tlnyMnJMUodZBz29vbw8PAAUPpsUNrHnZ2dUadOHdlqq4nq1q0LoGjGLH1om7W0TV5ExmBjY1P0iSiUHhOiQHcbERERERERUQWwWYuIqgUhhLFLqDWYtXyYNZkajml5MGf5MGv5MGt5mFrOkyZNAlDUtLVw4ULUr18f06dPR3R0tCyvf/36dbz66qtSk1ZWVhZsbW3x6aefyvL6VH3Ur18fQPnNWtol/qh03t7eAPRv1tLup30ekTHY2toCeNigVfRFUeMWm7WIiIiIiIioMtisRUTVgrOzs7FLqDWYtXyYNZkajml5MGf5MGv5MGt5mFrOP/zwA/788080a9YMQgjk5ORg6dKlaNSoEQYMGIBNmzaV2jxTWSkpKVi1ahW6d++OsLAwrFixAnl5eRBCYMCAAbh69Sreeecdg74mVX++vr4Aym/W8vPzk62mmsrT0xNAxZu1tLObERmDlZVV0SfikaVQNUXNWtbW1kaoiIiIiIiIiGo6C2MXQEQEAI6OjsYuodZg1vJh1mRqOKblwZzlw6zlw6zlYYo5d+zYEefPn8e3334rLYUohMDevXuxd+9eWFtbo1OnTujVqxdatmyJ5s2bV2gGntu3b+P8+fM4f/48Dh48iHPnzkGj0QB4OFOZr68vvvrqK4wYMaJK3iNVf9pmrdIajLRL9Wn3o9Jpm64KCgoghIBCoShzfzZrUXWgbcgSjzRrCaHW2UZERERERERUEWzWIqJq4e7duwgNDTV2GbUCs5YPsyZTwzEtD+YsH2YtH2YtD1PN2dzcHG+++SbGjRuHhQsX4ttvv5WaY/Lz83Hw4EEcPHhQ2t/W1hY+Pj6oW7cu7O3tYWtrCysrKyiVSuTl5SErKwv37t1DfHw8VCqVzms9upSkjY0Npk2bhg8//BD29vbyvFmqlrQNgNpx9zgu1ac/Nzc3AEX/1tRqNSwsyr40WVhYqPM8ImOwtLQs+uSfBq2iz1W624iIiIiIiIgqwGDNWjk5Obhw4QJSUlLg6OiIpk2bwsvLy1CHJyIiIiIiIqJarE6dOvjiiy8wc+ZMfPzxx1i9ejVyc3Ol2Xm0jVa5ubmIjo7GzZs3Sz3Wo01ZAHSe7+bmhokTJ+Ltt9/mdQ0CAGkclDazlvZx7RJ/VDorKys4ODggOzsbhYWF5TZraRsqXV1d5SiPqEQPm7UebfAtatySlkgkIiIiIiIiqoAKNWtFRETg4MGDuH//PmxtbdGsWTP06dMHiYmJWLVqFfLy8qR99+/fj27duqFfv34GL5qITA+Xi5APs5YPsyZTwzEtD+YsH2YtH2Ytj9qSs6+vL5YtW4aFCxdi3bp12Lx5M44fP66zT3lLqz3anAUULSHZv39/DBs2DEOHDuWyVqTD3d0dAKBWq6HRaGBmZiZtE0JIsz9xqT79ODs7Izs7u9jMdo/T5g0ALi4uMlRGVDJts5YQGukx7TKI5TUcEhEREREREZVE798mIyIisHr1agghYGdnB6VSiePHjyMxMRFZWVkoLCxEnz594Ofnh/T0dBw7dgyHDx9G3bp18dRTT1XleyAiE5CdnQ0HBwdjl1ErMGv5MGsyNRzT8mDO8mHW8mHW8qhtObu6umLq1KmYOnUqHjx4gBMnTuDEiRO4fPkybt++jdjYWOTn5xd7noODA/z9/dG8eXO0aNECbdq0QZcuXfgHdyqVg4MDrK2toVQqUVhYqNPMp23UMjMzY0ORnpydnXHv3r1ym7W02y0tLWFraytHaUQlMjc3/+ezh81a+Kdxi987iIiIiIiIqDL0/m3y8OHDUCgUeOGFF9CkSRMAwMWLF7Fp0yYIITB48GB06NBB2j8sLAxffPEFTp06xWYtIipXRkYGvL29jV1GrcCs5cOsydRwTMuDOcuHWcuHWcujNufs4eGBIUOGYMiQITqP5+XlITc3F/n5+bCxsYGLi8sjf3Qn0o9CoYCLiwsSExOLNWtpG4qcnZ05tvTk5OQEoGjmrLJotzs6OpY7Wx5RVZL+bYtHx2xRs9ajM+0RERERERER6Uvv3ybv37+P4OBgqVELAFq0aIEGDRoAKGrOepSdnR0aNmyI+/fvG6ZSIjJpvPAqH2YtH2ZNpoZjWh7MWT7MWj7MWh7MuThbW1u4ubnB19cXbm5ubKahStPOmvX4bFDarzmrlv60MwDqswwiUNSsRWRMDxuyxCOPFn3O7ytERERERERUGXo3aymVSri6uhZ73NPTE0DJF05sbW1LXHKAiGqPwsJCpKSklHsuaNiwoUwVEbOWD7MmU8MxLQ/mLB9mLR9mLQ/mTFR1tNe9Hp8NSttwxIYi/WmbtcqbWUubrb29fZXXRFQWqRlap1dL6G4jIiIiIiIiqoAKzdNc0p1CvHuIiB6Xm5uLFStWoGXLlrCysoK7uztsbW0REBCAxYsXIzk5udhzoqOjjVBp7cSs5cOsydRwTMuDOcuHWcuHWcuDORNVHW0z1uOzQWkbjrQNSFQ+W1tbAIBGoylzP+12Ozu7Kq+JqCwPG7KKz6zFZi0iIiIiIiKqjAo1axEZW3h4OBQKRYkfTk5OaN++PX766acyj7Fq1SrpOXv37q1wDXfu3MGMGTNK/Th27Jhex8nJycHcuXPRuHFj2NnZwcnJCR07dsTPP/9c4Zqqkw0bNsDHxweTJ09GQUEBRo0ahfHjx+P555+Hu7s7PvjgA/j6+mLhwoUQ4uFFrvLuqCXDYdbyYdZkajim5cGc5cOs5cOs5cGciaqOdnanxxuMtP/uOPuT/rTNWuWds7RZa/cnMhY2ZBEREREREZGhWRi7AKLKaNeuHdq3by99XVBQgJiYGBw4cAATJ05EXFwc5s2bV+JzV61aJX3+888/o2/fvhV67bNnz+Lrr78udXtwcDA6d+5c5jHy8vLQuXNnXLx4EaGhoRg3bhzS0tKwe/duvPjii7h9+zY+/PDDCtVVHXz77bd4/fXX0bJlSwwYMKDY0qmtWrXCoEGDcOTIEcybNw/379/HsmXLoFAouGSEjJi1fJg1mRqOaXkwZ/kwa/kwa3kwZ6KqU1qDERuKKk7fmbW0WTNbMrZHbzYkIiIiIiIiMoQKNWtdvnwZ8fHxOo+lpKQAAL7//vti+2u3ERla//79ER4eXuzx06dPo2PHjvj0008xY8YMODk56Wy/ffs2jh49iqZNmyIiIgLbt29Hbm5uhabU1y4tcuvWLQQEBFSq/q+//hoXL17EyJEjsXHjRmk50YiICLRr1w4LFizAmDFj0LBhw0od3xj27duHN954A507d8aQIUNKvevQ3t4eAwcOhJubG7799luEhoZi+vTpqFOnjswV117MWj7MmkwNx7Q8mLN8mLV8mLU8mDNR1bG2tgZQvMFI+7WNjY3sNdVUpWX5OO127f5ExiI1a+lc61LobiMiIiIiIiKqgAotg5iZmYnbt2/rfGRmZgJAsccf3UYkl3bt2qFFixbIzc1FZGRkse2rV6+GEAKvv/46evbsiezsbGzfvr1CrxEdHQ1ra2vUr1+/0nVu3rwZAPDJJ59IjVoAEBoaismTJ0OtVmPTpk2VPr4xLFy4EA0aNMDgwYP1mh5eOzvaRx99hIKCAty5c0eGKgkAs5YRsyZTwzEtD+YsH2YtH2YtD+ZMVHXKa9ZiQ5H+2KxFNU1ZDVnljWMiIiIiIiKikug9s9asWbOqsg4igyksLASAYkvwCSGwZs0aWFpaYvTo0bCxscHevXuxdu1ajBs3Tu/jR0dHIzAwEGZmFep11HHz5k24uLggKCio2LZ69eoBAOLi4ip9fLlduXIFf/75J1544YUK5dKlSxecOnUK27ZtQ8uWLauwQiIiIiIiIqLKs7S0BFC8aUP7tXY7lc/KygpA+TMSMVuqLh42ZD1yc6LCDBBqNmsRERERERFRpejdrMXlFKgm2LdvHy5fvoy2bdsWW6LwyJEjuH37Np599lm4u7tj2LBheO2117B//34kJCTA29tbr9eIjo7G008/jcuXL2P37t1ISUmBj48PnnnmGYSEhOh1jNWrV8PW1rbEbSdPngQAeHl56XWs6mDVqlVwdnZGWFhYhZ7n5eWF4OBgrFy5Elu2bKmi6uhxdevWNXYJtQazJlPDMS0P5iwfZi0fZi0P5kxUdSwsii6hPd5gpG3U0G6n8mmbr/SdWYvNWmRsarX6n88evUGx6HM2axEREREREVFlVPhKUkREBC5fvozMzEzY29ujadOmpTZoXLx4EVFRURg1atQTF0r0qD179iA9PV36WqlUIjIyEocPH0azZs2wfv36YkvxrVq1CgCkWbTq1KmDPn36YPfu3diwYQPeeuutcl83Pz8f9+7dQ15eHpo3b65zkXbmzJl466238H//93/lLgM4ZMiQEh/fuHEjNmzYAIVCgREjRpRbD1D03pVKpfS1MZYfjY2NhZeXV6UuTvv6+uL27dvIz8+Hk5NTFVRHj2PW8mHWZGo4puXBnOXDrOXDrOXBnImqjrm5OYDSZ4PSbqfylTZL2eO027UzcREZi9SQpXikWUuhAMSjjVxERERERERE+tO7s0KlUmHDhg24du2azuMXL15E48aNMW7cuGIXpuLi4nD+/Hk2a5HBnT59GqdPny5xW3p6Oo4ePaqzxGB2dja2bNkCR0dHnUapMWPGYPfu3fj555/1ata6efMmhBAQQmDlypUYMmQIhBDYs2cP3n77bXz++eews7PDv//97wq9n+zsbLz//vtYunQphBD44IMP0Lx5c72eu2jRIixYsKDY41FRUXBwcEBwcDDi4uKgVCpha2sLb29v3L59GwDg6ekJIQQePHgAAAgMDER8fDzy8/NhY2MDHx8f3Lp1CwDg7u4OMzMzJCUlAQAaNGiApKQk5ObmIiAgADdu3JBm4MvPz4darYa9vT2AogYyW1tbWFpaQqPRICMjQ9o3ICAAeXl5iIqKQlpaGurVq4e0tDRkZWXB3NwcwcHBiIyMhBACzs7OcHBwwL179wAAfn5+yMrKQkZGBhQKBRo2bIioqChoNBo4OjrCxcVFWk7Sx8cHubm5UpNfaGgobt68CZVKBQcHB7i6uuLOnTsAimYkUCqVSE1NBQCEhIQgNjYWBQUFsLOzg6enJ2JiYgAUzQ6mVquRnJwMAAgKCsLdu3elvOvWrStl6OHhAQA6ed+/fx95eXmwtraGn58fbt68KeVtbm6OxMTEYnlbWVmhfv36iIqKAlC05Ke1tTXu378PoGgpzdTUVGRnZ8PCwgJBQUGIiIgAALi4uCAxMRFpaWkAAH9/f6SnpyMrKwtmZmYICQnRydvR0RF3794FUNRYl52drZN3dHQ01Go1HB0dUadOHZ0M8/Pzpddp2LAhbt26JeXt5uaG2NhYAIC3tzcKCgqkvIODg3Hnzp0S8/b09IRGo5HyLmvMenh4QKFQSGM2ICAACQkJUt7+/v6Ijo4GALi5ucHCwkIn7wcPHiAnJweWlpZo0KCBlHedOnVgY2Ojk7d2zD6ed3Z2NmxtbREfHy+N2czMTGRmZkp5a8esk5MTnJycpLzLGrPl5R0SEoKYmBgUFhbC3t4eHh4eOmNWpVIhJSVFyruqzxFWVlaoV6+elLerqyusrKyQkJAAAKhfvz5SUlKkMRsYGIjIyMgy8y7rDzva/HmOqNw5ws7OThqzj58jNBoN0tPTeY4w0Dni8by154hbt24hIyOD54gnOEfo+3PEnTt3kJaWxnOEgc4RZf0cUVBQIP0cyHPEk50jyvo5QvszdVWeI1xcXEBUG5XWrKX92szMrNhzqGQVbdbirGVkbNqGLEUJM2uxWYuIiIiIiIgqQyHKuzLyj/379+PAgQOoX78+evbsCWdnZ8TFxWHv3r3IyspCmzZtMHz4cJ3n/Pbbbzhx4gQWLVpUJcVT7RMeHo4FCxZg/vz5CA8Plx7XaDRISUnB/v378c477yA+Ph4bNmzAc889B6BoVq2XXnoJ//rXv7B69WrpeRkZGfDy8oJSqcS1a9fQuHHjMl//wYMHOHLkCJo1a4bQ0FCdbSdPnkSnTp1gbW2N5ORkqVGpPBs3bsQ777yDe/fuwcbGBp9++immTZumZyIlz6zl7++PjIwM2e6qnzBhAg4ePIjp06dX+Lm//PILCgoK8MsvvxTLlKpGREQEs5YJs6461tbWKCgoKPa4lZWVzjmRDItjWh7MWT7MWj7MWh7MmWqyzMxMODs7y/q7bEX88ccf+Pzzz+Hk5ITg4GDp8Vu3biE9PR1Tp07FoEGDjFhhzXHjxg1MmzYNVlZWpc7WDzzM9s0338TgwYNlrJBI18cff4zDhw/Dqk4vWDq1AQDk3l0Goc7CsmXLEBISYuQKiYiIiIiIqKbR+7a/v//+G3Xq1MGkSZPQsGFDeHl5oXXr1njttddgZ2eHs2fPSncAE8nNzMwMHh4eeP7557Fu3ToAwOLFi6Xt2iUQ16xZA4VCIX24uLhIf9Rfu3Ztua/j4eGBkSNHlvgHkA4dOiAgIAD5+fnFZqAryYMHDzBgwAA8//zzuHfvHvr3749Lly5VqFELKGpY0N5Jr/2QW79+/RAXFyfNJqAvpVKJq1evYuDAgWjYsGEVVUePY9byYdZkajim5cGc5cOs5cOs5cGciaqOQqF4ou30UHlLSmppt3OJSTI2lUpV9Ini0bFopruNiIiIiIiIqAL0btZKS0tDYGCgNFW5lqurK4YOHQoA+N///lfiLBdEcmrfvj0ASMvj3L59G0ePHoWrqyvGjx9f7GPYsGEAgHXr1pV7obA82kap8i4kJicno3PnztizZw/8/Pzwv//9D7///nuNvRNv+PDhcHd3x8mTJyv0vAsXLiAvLw+vvvqqtOQMVT1mLR9mTaaGY1oezFk+zFo+zFoezPnJVZflrNasWYM2bdrA0dERnp6eGDJkCM6cOVOhY1y5cgUjR45E3bp14eDggJYtW2Lp0qUl/t67ZcsWzJgxo9SPx6/1JCcnY8aMGQgMDIStrS2CgoLw7rvvIjMz84ned032pNcTahPtsoZs1qKa4uH3hkcupSu4DCIRERERERFVnoW+O5a23BAANGvWDE2aNMG1a9fwxx9/cNp3MqqYmBgAgLe3NwBg9erVEELgpZdewmeffVZsf7VaDV9fX9y5cwdHjx5Ft27dSj123759sW/fPpw6dQrt2rXT2fbgwQNcv34dNjY2aNKkSZk1vvvuu4iMjESLFi2wb98+uLu7V/BdVi/W1tZ47bXXsHjxYrRs2RL169cv9znp6enYv38/Bg0ahPr163NmPhnxrk/5MGsyNRzT8mDO8mHW8mHW8mDOlff3339j9erV2LBhA+7fv2/UWt5//30sWrQInp6eGD16NHJycvDbb79hz5492LFjB/r161fuMf766y/06NEDubm5GDhwILy9vXHo0CFMnToVZ8+exerVq3X2X716NXbu3Fnq8T766CNYWVkBKLqZr3v37rh69SratWuHvn374sqVK/jss8/w+++/49SpU3BwcHiyEKohfRuLqHz6zqylpW3uIjKWwsLCok8enVnrn8+lbUREREREREQVoPfVDj8/P9y4cQMJCQlSE8yjhgwZglu3buHkyZPw9fXF008/bdBCifRRWFiIuXPnAgCef/55CCGwZs0aAMD48eNLfI65uTlGjx6NJUuWYO3atVKzVnJyMpKTk+Hs7Iy6desCAAYOHIh9+/Zh3rx5+N///gcbGxsARQ1fM2bMgFKpxOuvvy49XlhYiJs3bwIAGjVqBADIy8vDpk2bYGlpiV9//bXGN2ppzZ07FwcOHMDKlSsxYcIEBAQElLpvcnIyVq5cCQcHByxfvhwATPJifnXFrOXDrKvOM888I/1BOj8/Xzrv8g85VYtjWh7MWT7MWj7MWh7MuWKSk5Px888/Y/Xq1bh06ZKxywEAnD9/HosWLUJQUBBOnTol/b548eJFtG3bFhMmTMCtW7dga2tb6jGEEJg0aRKysrKwfft2aTZ0pVKJ3r17Y82aNRg2bJj0OABER0eja9euOHLkSLk1zp8/H1evXsX06dPx1VdfSY/PmjUL//d//4cPPvhA53FTodFojF2CyTAz02+if20zl777E1UV7e+eikeatRQKcwiwUZqIiIiIiIgqR++/aPbo0QNRUVFYtmwZmjVrBh8fHzRr1gzOzs4AipZ/GzNmDNasWYPNmzcjJiYG2dnZVVY41W579uxBenq6zmOZmZk4ePAgYmNj0aZNG8yePRtHjhzB7du30bJlSzRr1qzU4z3//PNYsmQJtmzZgqVLl8LGxgZLly7FggULMH78eKxatQoAMGXKFGzevBl79+5FSEgI+vTpAwsLCxw5cgSRkZF46qmnsGjRIum49+7dQ+PGjQE8vMj4119/ITc3F97e3vjyyy9Lralt27YYO3ZsJROSn42NDXbv3o2hQ4fi22+/RZMmTdChQweEhIRIF1bj4uJw4sQJ/P333/D398cff/whNcK5ubkZs/xahVnLh1lXnW3btkmfP9qsRVWLY1oezFk+zFo+zFoezLl8KpUKv/32G1atWoU9e/ZApVLpzO6jUCiMWB2k3xHDw8N1buxp0aIFhg4dis2bN2Pbtm0YN25cqcc4ePAg/v77b/Tq1UunIcva2hpz5szBM888g2XLlknbNBoNbt++jc6dO5dbX05ODn744Qc4OTnh448/1tn2wQcf4IsvvsCPP/6ITz/9FNbW1hV459Wfdpw8Pka0X3MpNP3pO7MWm7WounjYkPXoWOTMWkRERERERFR5ejdrNWjQAOPHj8dvv/2GCxcu4MKFC3B3d5eatYCimYPGjx+PrVu34uzZs1VSMBEAnD59GqdPn9Z5zMHBAaGhoZgyZQqmTZsGW1tbqcmqtFm1tDp06IAGDRogJiYGv/32G0aNGlXiftbW1jh06BBWrlyJlStXYuvWrVCpVAgKCsL8+fMxc+ZMODo6lvlaCQkJ0n+//vrrUvcbP358jWrWAgAXFxfs3bsXP/30E5YuXYoffvgB1tbWsLOzQ35+PvLy8uDn54fw8HC89tprqFOnjvTc2NhYhIaGGrH62oNZy4dZy4M5y4dZy4M5y4dZy4dZy4M5l+6vv/6SljlMTU0FULz5pjosY3fw4EEoFAo8++yzxbZ1794dmzdvxsGDB8ts1jpw4AAAYPDgwcW2de7cGebm5vjzzz9RWFgIS0tLxMXFQalUIiQkpNz6jh8/jvz8fAwYMAB2dnY625ycnPD000/j7NmzOHPmDLp06VLu8WqS8mbWqg7jp6bQNl/p26zF2XPJ2B4ug/jIWFQUjWPOrEVERERERESVUaGrHaGhoQgNDUViYiJSUlLg4+NT4j7vvfcebt26hdjYWM6uRQYVHh6O8PBwvfdftWqV1LBVntu3b+v1WlZWVnjttdfw2muvlXvMBg0aFLv4OHLkSJO+iGtlZYVXX30VkydPxokTJ3D69GlkZGTAwcEBTZo0Qf/+/aW7aImIiIiIiKpKYmIi1q5di9WrV+PatWsAdBu0Hm3SMvaMWgBw//59xMfHw9/fHy4uLsW2N2nSBAAQERFR5nH++usvAEBYWFixbU5OTvDz80NsbCxiY2MRHByM6OhoAEBAQAC2b9+O8+fPQ61Wo2nTphg6dCjs7e31Ora2xrNnzyIiIsJkm7U4s9aT03dmLS3OrEXG9rBZ65HrWf80bhUUFBihIiIiIiIiIqrpKtSslZ+fj0OHDuHKlSvIyMiAvb09mjZtit69e+vcUWlmZobg4GDExsaWexGRiEyTQqFAp06d0KlTJ7329/b2ruKKSItZy4dZy4M5y4dZy4M5y4dZy4dZy4M5F/3R/H//+x9WrVqFffv2Qa1Wl7jMofaxoKAgtGzZElu2bDFKvY9KTk4GUPr/R+3MxCkpKU98nNjYWKSkpOg0a73++uvSc7W8vLywfv169OzZ06A1AoBSqYRSqZS+zszMLPc5xqRtxiqtsa+8mbfoIX2br7T/TnnDFxmbdvYsxSPNWtrP2ahJRERERERElaH3rWmZmZlYsmQJjh49irS0NFhbWyMzMxMnT57E0qVLS7yolpubi7S0NIMWTESmiXciyodZy4dZy4M5y4dZy4M5y4dZy4dZy6M253z69Gm8/vrrqFu3Lp577jns2bMHKpVKmjXr0SYtT09PTJs2DadOnUJUVBReffVVI1dfJCMjAwBgY2NT4nYHBwcAj8zwYqDjaJu1mjRpgtOnTyMvLw/R0dGYPn06EhMT8eyzz+Lq1asGrREAFi1aBGdnZ+nD39+/3OcYU2kNGdqxxWYt/T3afFXW7FrabZxZi4xNWurw0Zm1/rmsrs/5joiIiIiIiOhxes+stXfvXqSmpqJLly7o06cPLC0tkZqaim3btuHmzZtYt24dXnvttWqxdAAR1Typqanw8PAwdhm1ArOWD7OWB3OWD7OWB3OWD7OWD7OWR23LOT4+HmvWrMHq1asRGRkJoPgyh0IICCHg6OiIYcOGYezYsejdu3e1bP6wsrICUHTjW0m0s1A9OrO5IY4zevRotG/fHs8884zUhBUUFISvvvoK+fn5+O677/DJJ59g7dq1BqsRAObMmYO3335b+jozM7NaN2xxGUTD0XemLM6sRdXFw2boR753/NO4xWYtIiIiIiIiqgy9m7UiIyPh5+eHgQMHSo+5urpi/Pjx+Oabb3Dnzh0cO3YMXbp0qZJCiYiIiIiIiKh2y8/Px/bt27Fq1SocPHgQGo2m1AYtS0tLDBgwAGPHjsXgwYNLnQ2qKt29e1fvBqTx48cDQKkzlGuXIPT19S3zOJ6enrh+/brex2nTpg3atGlT4r7jxo3Dd999h/Pnz0vHNkSNAGBtbQ1ra+ty96suuAyi4Tw+s1Z5N36yWYuM7eG//0fGIpdBJCIiIiIioiegd7NWbm4uGjduXOxxS0tLjB49GkuXLsW+ffvQrFkzuLi4GLJGIqoFgoODjV1CrcGs5cOs5cGc5cOs5cGc5cOs5cOs5WHKOR8/fhyrV6/G5s2bkZmZCUB3Fi3t1wqFAl27dsXYsWMxatQo1KlTx2g1A0XXTEJDQ/Xa9+mnn8bWrVsRExODrKwsODo66myPiIgAADRv3rzM4zRp0gRHjhzBpUuXit1Ql5eXh7i4OHh7e8PLy6vcmpycnAA8bJZp0qQJAODSpUsl7q9vjTVRac1YnFmr4iq6DCKbtcjYHi6D+HBmLQU4sxYRERERERFVnt7z/tvZ2SElJaXEbXXr1kXXrl1RWFiIrVu3Gqw4Iqo97ty5Y+wSag1mLR9mLQ/mLB9mLQ/mLB9mLR9mLQ9TyzkuLg4fffQRGjZsiK5du+LHH39ERkZGiU1azZo1wyeffIKYmBgcPnwYkydPNnqjFgB4eXnhxo0ben1MmzYNvXv3hkajwd69e4sda/fu3QCgM+N5Sfr16wcA2LNnT7Fte/fuhUqlwoABAwAULSWpUChKvDkPAI4ePQoAaNWqFQCgZ8+esLCwwOHDh6UlD7UePHiAc+fOISAgAI0aNSqzxpqovGUQObOW/tisRTWN1KyFR2fWKrqszkZNIiIiIiIiqgy9m7VCQkJw69YtnDlzpsTtvXr1gqenJ6Kjo7Ft2zZepCKiCikoKDB2CbUGs5YPs5YHc5YPs5YHc5YPs5YPs5aHKeXcq1cvBAQEYP78+YiOji6xQatevXp47733cPnyZVy8eBGzZs3Se8nB6mratGkAgHnz5kkziAHAzp07sWPHDrRp00Zntqzk5GTcuHED9+/flx575plnEBgYiF27duk0faWkpGDOnDkwNzfH9OnTAQA+Pj5o3rw5bty4gZUrV+rUEhsbi//85z9QKBSYMmUKAMDd3R1jx45FcnIyFi5cKO2rVqsxffp0FBQU4O233zZgItXH42OwtO1UPjOzh5cj2axFNUFJM2tpP3/YyEVERERERESkP72XQezbty8iIiKwfft2HDx4ED4+Pujduzd8fHyKDmRhgRdffBHLly/H2bNnERsbC0tLyyornIhMi52dnbFLqDWYtXyYddW5cOGC9MebhIQE5OTkACj641nLli2NWZpJ45iWB3OWD7OWD7OWhynlfOjQIelzhUIBIQSEEHBzc8Po0aMxduxYdOrUyYgVVo0ePXpg6tSpWLJkCZo0aYIBAwYgMTERu3fvhrOzM1asWKHTLLR06VIsWLAA48ePx6pVqwAUXZ9Zs2YNevfujWeeeQaDBw+Gi4sLdu7ciaSkJCxcuFBnmcLly5ejT58+mDRpEn766Sc0a9YMKSkp2L17N7KzszF//ny0bdtW2v+LL77A0aNH8Z///AdHjx5FkyZNcOzYMVy9ehV9+/aVGrtMTXmz5/CmRf0pFApYWlqisLBQr2ata9eu4dixYwgLC9MZi0Ryefjv/9H7ns0f20ZERERERESkP72btZydnTFt2jTs378fV69exfXr19G2bVupWQsousNy6tSp2LVrF65fv847i4hIb56ensYuodZg1vJh1lWnffv2Jc4eYmVlVWxJHjIcjml5MGf5MGv5MGt5mFrO2iYtAOjatStmzZqFvn37wsJC70sZNdJ///tfhIWFYdmyZVi3bh0cHR0xatQoLFiwAA0bNtTrGJ06dcLJkycxb948acnCpk2b4uuvv8Zzzz2ns2/79u1x9epVfPLJJ9i/fz/OnDkDBwcHdOjQAa+//jqGDh2qs7+bmxvOnj2LDz74AL/99hvOnDmD+vXrY+HChZg1a5bJzoJUWlMRl0GsHAsLCxQWFuLGjRulzlamUqmQkZGBpUuXwtbWFtu3b8eHH37Ihi2SlRDikWVQHzZracctm7WIiIiIiIioMip0hdPJyQnDhw/H8OHDoVQqS7wA5+zsjLFjx6KgoADx8fHIysoyWLFEZLpiYmIQGhpq7DJqBWYtH2ZNpoZjWh7MWT7MWj7MWh6mmLO2YevYsWMQQuDevXsYOXIk6tSpY+zSqtTkyZMxefLkcvcLDw9HeHh4idtatGiBHTt26PV69erVwzfffKN3fe7u7li+fDmWL1+u93NMHZdBrJiAgABcu3at3Bs9CwsLYWVlJX195coVNmuRrHQbMc2Kfc5mLSIiIiIiIqqMSt+Oam1tXeZ2KysrNGjQoLKHJyIiIiIiIqJaTAgBhUIBhUIBjUaDY8eO4dixY5g6dSr69euHcePGYfDgwbCxsTF2qUSlzg5FJVu8eDHu3LlT7n5xcXH44osvpK/DwsKqsiyiYnSatXT+nRd9zkZNIiIiIiIiqgzTXjuAiGoMU1uypTpj1vJh1mRqOKblwZzlw6zlw6zlYUo5//777/jpp5+wY8cO5OfnS48LIVBQUICdO3di586dcHBwwNChQzFu3Dj07t0bZmZmZRyViKoLKysrBAcHl7tfcHAw7O3tceXKFYSFhXFWLZKd7sxajzRrcQlUIiIiIiIiegK8iklE1QIvbsmHWcuHWZOp4ZiWB3OWD7OWD7OWhynl3K9fP2zcuBEJCQn49ttv0b59e2n2Eu0MRkIIZGVl4eeff8aAAQPg6+uLGTNm4MyZM8YsnUxURWbOOnPmDFauXMmxaCBt27bFxIkT2ahFRqE7c1bxmbWIiIiIiIiIKoPNWkRULSQnJxu7hFqDWcuHWZOp4ZiWB3OWD7OWD7OWhynm7OTkhFdffRUnTpxAREQE3nvvPfj6+pbYuJWYmIglS5agQ4cOCAkJQXh4OCIjI41ZPpkQ7Vh78OABzp8/L30kJiYCgDSr25kzZ7Bw4UJs374dCxcuZMMWkYnjMohERERERERUGWzWIiIiIiIiIqJqLyQkBB9//DFiY2Oxd+9ePP/887CxsSmxcevmzZtYuHAhGjdujNatW+Orr75CQkKCMcunGq5x48YwNzcvcZuZmRkaN24MALhy5YrOtse/JiLT8mizFmfVIyIiIiIiIn1ZGLsAIiIACAwMNHYJtQazlg+zJlPDMS0P5iwfZi0fZi2P2pKzQqFA79690bt3b2RlZeGXX37BmjVrcOzYMWk78PAP6OfPn8eFCxfw7rvvolu3bnjhhRcwfPhwODk5Ge09UM3Trl07bNmyBQUFBcW2WVlZwd7eHgAQFhaG7du3S9vCwsJkq5GIqpYqNwIKRdHldE3hAwDFZ9UDgO3bt+PDDz/k0p1ERERERERUKs6sRUTVQnx8vLFLqDWYtXyYNZkajml5MGf5MGv5MGt51MacHR0d8fLLL+Po0aOIjo7G3LlzUa9ePZ3ZthQKBYQQUKvVOHToECZNmgRvb2+MGjUK27dvR35+vpHfBdUU9vb2qFOnTrEPbaMWALRt2xYffvghhg0bxmYNIhNgZmYmNQEXpOyCMvl/UCb/D+rcomV2tTPucVY9IiIiIiIiqgjOrEVE1QL/QCIfZi0fZk2mhmNaHsxZPsxaPsxaHrU958DAQCxcuBALFy7EoUOH8NNPP2H79u3IyckBoDvjVn5+PrZt24Zt27bBwsJCaugiMoS2bduySYvIRFhZWeGll17CX3/9VWybjY0N+vfvD4Cz6hEREREREVHFsFmLiKoFGxsbY5dQazBr+TBrMjUc0/JgzvJh1vJh1vJgzg/16NEDPXr0QE5ODjZt2oQ1a9bg6NGjEEJITVtAUeNWYWGhzmNERESPeu655/Dcc8+VuY92Vr0rV64gLCyMDZtERERERERUJoXgraNEJiUzMxPOzs7IyMiAk5OTscvRW2FhISwtLY1dRq3ArOXDrKuOtbU1CgoKij1uZWUFpVJphIpqB45peTBn+TBr+TBreTDnssXExGDVqlVYu3Ytbt++DQDFGrcUCgXUarWxSqzVaurvskRERERERERERBVlZuwCiIgA4NatW8YuodZg1vJh1mRqOKblwZzlw6zlw6zlwZzL1qBBA4SHh+PmzZs4fPgwJkyYAAcHBwghuAQiERERERERERERyYbNWkRERERERERUq3Tt2hUrV65EQkICVq1ahZ49e3IpRCIiIiIiIiIiIpKFhbELICICAA8PD2OXUGswa/kwazI1HNPyYM7yYdbyYdbyYM4VZ2tri3/961/417/+hTt37mDt2rXGLomIiIiIiIiIiIhMHGfWIqJqgXexy4dZy4dZk6nhmJYHc5YPs5YPs5YHc34y9erVw9y5c41dBhEREREREREREZk4NmsRUbWQlJRk7BJqDWYtH2ZNpoZjWh7MWT7MWj7MWh7MmYiIiIiIiIiIiKj6Y7MWERERERERERERERERERERERGRDBRCCGHsIojIcDIzM+Hs7IyMjAw4OTkZuxy9FRQUwMrKythl1ArMWj7MuupYW1ujoKCg2ONWVlZQKpVGqKh24JiWB3OWD7OWD7OWB3Ommqym/i5LRERERERERERUUZxZi4iqhYSEBGOXUGswa/kwazI1HNPyYM7yYdbyYdbyYM5ERERERERERERE1R+btYioWsjLyzN2CbUGs5YPsyZTwzEtD+YsH2YtH2YtD+ZMREREREREREREVP2xWYuIqgVra2tjl1BrMGv5MGsyNRzT8mDO8mHW8mHW8mDORERERERERERERNWfQgghjF0EERlOZmYmnJ2dkZGRAScnJ2OXoze1Wg1zc3Njl1ErMGv5MOuqY21tjYKCgmKPW1lZQalUGqGi2oFjWh7MWT7MWj7MWh7MmWqymvq7LBERERERERERUUVxZi0iqhaio6ONXUKtwazlw6zJ1HBMy4M5y4dZy4dZy4M5ExEREREREREREVV/FsYugIgMSztZXmZmppErqZjs7OwaV3NNxazlw6yrTmkTgwohmHkV4piWB3OWD7OWD7OWh1w5Ozo6QqFQVPnrUO1SU3+XJSIiIiIiIiIi0yLH9U82axGZmKysLACAv7+/kSshIpJfYWEhnJ2djV0GERGRSeMydVQV+LssERERERERERFVB3Jc/1SI0qamIKIaSaPRID4+vkbd7Z6ZmQl/f3/ExcXxjz5VjFnLh1nLgznLh1nLgznLh1nLh1nLQ86ca9LvGlRz1KTfZXleMzxmanjM1PCYqeExU8NjplWDuRoeMzU8Zmp4zNTwmKnhMVPDY6aGVxMz5cxaRFRhZmZm8PPzM3YZleLk5FRjTtA1HbOWD7OWB3OWD7OWB3OWD7OWD7OWB3Ommqom/i7Lf2+Gx0wNj5kaHjM1PGZqeMy0ajBXw2OmhsdMDY+ZGh4zNTxmanjM1PCYqS4zYxdARERERERERERERERERERERERUG7BZi4iIiIiIiIiIiIiIiIiIiIiISAZs1iIio7O2tsb8+fNhbW1t7FJMHrOWD7OWB3OWD7OWB3OWD7OWD7OWB3Mmkg//vRkeMzU8Zmp4zNTwmKnhMdOqwVwNj5kaHjM1PGZqeMzU8Jip4TFTw2OmJVMIIYSxiyAiIiIiIiIiIiIiIiIiIiIiIjJ1nFmLiIiIiIiIiIiIiIiIiIiIiIhIBmzWIiIiIiIiIiIiIiIiIiIiIiIikgGbtYiIiIiIiIiIiIiIiIiIiIiIiGTAZi0iIiIiIiIiIiIiIiIiIiIiIiIZsFmLiIiIiIiIiIiIiIiIiIiIiIhIBmzWIiIiIiIiIiIiIiIiIiIiIiIikgGbtYiIiIiIiIiIiIiIiIiIiIiIiGRgYewCiKjmW7NmDZYsWYIbN27A1tYWHTp0wNy5c9G2bVu9j3HlyhWEh4fj+PHjyMrKQkhICCZNmoQ33ngDCoXiieqbNWsWCgoKStzWokULTJgw4YmOLye5s96yZQuOHTtW6rEWL14MKysr6evk5GR89NFH2LFjB+7fvw8fHx8MHz4cH374IZycnCr+ho1E7pyFEPjxxx+xYsUKXL9+HQUFBQgMDMSYMWMwa9Ys2NjY6OxfE8e0SqXCsmXLsGLFCty8eRPOzs7o2bMn5s2bh9DQUL2Ocfz4cSxcuBB//fUXlEolwsLCMHXqVDz//PNP/HqxsbFYsGAB9u/fj+TkZNSvXx/jxo3DrFmzdMZ4dWeMnL/88kusW7cO0dHREEIgNDQUEyZMwJtvvgkzs4f3BWRnZ+ODDz4o9XV79uyJwYMHV/xNG4ncWX///fe4du1aicdxcHDARx99pPOYqYxpQP6sK8KUxrUhctYSQqBevXro1q0bfv755xL3ycnJwWeffYb169fjzp07cHd3x8CBAxEeHo66desW278qf1aUmzGy/vjjj7Ft2zbExsbCwsICYWFheP311/HCCy/o7Hvnzh188cUXpb7eyJEj0blz5wrVSERERERERERERESPEURET2DOnDkCgPD09BQTJ04UY8aMEXZ2dsLKykrs2bNHr2OcO3dOODo6CnNzczFo0CDxyiuviODgYAFA/Otf/5L2u337tgCg14dWcnJymfuNGDHC4JlUFTmz1nr22WfLzC8rK0vaNzU1VTRt2lQAEO3atROvvvqq6NSpkwAgmjZtqrNvdWaMnCdPniwACDc3N/HCCy+IF198Ufj4+AgAok+fPkKtVkv71sQxrdFoxNixYwUAERAQIF555RUxZMgQYWFhIZycnMTFixfLPcbOnTuFhYWFsLGxEaNGjRITJ06UMpo3b94Tvd7t27elY/Xq1UtMnjxZNG/eXAAQPXv2FCqVyqB5VBW5c1ar1WLAgAECgPDz85P+vbi6ugoAYuLEiTr7nzt3rsyxO3PmTIPmUZXkzloIIcLCwkrNzs3NTWdfUxnTQsib9aFDh/T6GaN+/frSc0xlXBsi50f9+uuvAoAYN25cidvz8/NF9+7dBQARFhYmJk+eLPr06SMUCoWoW7euuHv3rs7+Ff2+Wp3JnXVubq5o0aKFACBCQ0PFyy+/LEaMGCFsbW0FAPHvf/9bZ/8tW7aUOaaXLFlS6fdOREREREREREREREXYrEVElfbXX38JACIoKEg8ePBAevzChQvC0tJSeHt7i9zc3DKPodFopD8gb9++XXo8Pz9fdO7cWefxlJQUMX369FI/RowYIQCIli1bSsc5deqUACBWrlxp0PcuN7mz1mrUqJHo2rWrXjVOnTpVABDTp0/Xefzdd98t8fHqyBg5nzx5UgAQISEhOq+ZkZEh2rZtKwCIFStWSI/XxDG9detWAUB06NBBJ79du3YJAKJ58+ZlPj83N1d4eXkJS0tLcfr0aenxtLQ0ERISIszMzMS5c+cq/XqDBg0SAMSXX34pPabRaMSYMWOKPV6dyZ3zhg0bBADRqVMnkZOTIz1+//590aBBAwFA7N+/X3p848aNAoA4ePCgAd6tccmdtUajEXZ2dno3pZjKmBZC3qyjoqLK/DmjT58+AoAYNmyYdBxTGddPmrMQQsTFxYmdO3eKmTNnCnt7+zIbiD7//HMBQAwfPlyneXDZsmUCgBgyZIj0WGV+fqnO5M560aJFAoAYOXKkTtY3btwQzs7OwtzcXEREREiPf/LJJwKAuHXrVuXfJBFVCY1Go/Nfks+jN89Q2bTfazhOnxyzpNqA59fKY3byYM5Pjt/HDIM5Vj+1/fzAn1XlVdvHW0XVpJvV2axFRJX2wgsvCABi7dq1xbaNGjVKABA///xzmcfYv3+/NPPH47R/tOrdu3e5tSiVStG2bVvh6empMxvDzz//LACIY8eO6fGOqi9jZK1Wq4W1tbV4+eWXy60vOztb2NjYCCcnJ52mDSGKmo7Mzc2Fg4ODyM/PL/dYxmSMnN9+++1iDVmP7//osWrimNb+Mf3PP/8stq1Nmzblvp8VK1YIAGLSpEnFtmn/sP/oOK3I60VFRUnNco//YnH16lUBQAQHB+v9Xo1J7pyHDx9erCHr8f0fPdZHH30kABSbMacmkjvru3fvCgDio48+Krc2UxrTQsifdWlSU1NFQECAaNSokcjMzJQeN5Vx/aQ5CyGkpvlHP0prIPLz8xNmZmYiNjZW53G1Wi28vLyEQqEQcXFxQgjD/axYXcid9dNPPy0AiOjo6GLbtA31CxculB57+eWXhbW1NS8CEVUTb775pvjuu+/E2bNnRXx8vM42XhSvenl5eTpf89xYul27domEhAShVCp1HmdmFbdlyxYRFRVV7NoKs5TPrFmzxOLFi8Xly5dL/HmVDI/f0/Sze/dunRs9hWB2hvbLL7+IQ4cOFbuGzZwr56233hJTpkwRBw4cEJcuXdLZxvNp5TC36qe23VTDn/vlw+/7lVNSo1Z1Hp9mICKqpIMHD0KhUODZZ58ttq179+7SPmU5cOAAAGDw4MHFtnXu3Bnm5ub4888/UVhYWOZx3nnnHZw5cwarVq2Cr6+v9Hh0dDQAICQkpMznV3fGyDouLg5KpVKv7I4fP478/Hz06tULdnZ2OtucnJzw9NNPIzs7G2fOnCn3WMZkjJxv3rwJAGjdunWx/evVqweg6P+FVk0b07m5uTh9+jRcXV3RqVOnYtv1ybWsTB9/fkVfT/vfZ599FgqFQmffJk2awNPTE9HR0Tr/D6ojuXMGKjd27ezs4OPjU867qd6MkXVF/t2bypgGjJN1acaPH4979+5h48aNcHR0lB43hXFtiJyBop/FNm/ejM2bNyM8PLzU/SIjI3H37l00b95cOldomZmZoWvXrhBC4NChQwAM97NidSB31kDRudrFxQVBQUHFtpV2rg4MDISZGS8VEBlbeno6bt68iS1btqB9+/bo0qULXn75Zfz+++9QKpVQKBQQQhi7TJM1aNAgDB48GK+99ho2btyI+/fvG7ukamvx4sV499130bBhQ/To0QPz5s3DH3/8AQD8flJBS5cuxX/+8x+EhYWhc+fOeOONN7B161ao1WpmKZPU1FRcu3YNv//+O9q2bYvOnTtjypQp2LZtGwCOaUOZNGkSJk6ciBUrVuDOnTvIyMjQ2c7vb8X9/PPPGD58OHr27InWrVsjPDwcx48f18mKuT2ZTZs2YfHixRg4cCBatmyJZ599Fhs3bkRMTEyx6ytUvry8PKjVaty/fx9jxoxBly5dMHjwYCxZsgQajYbnUz3NnDkTU6dOxe7du5GUlFQjrn2YumnTpqFfv3744YcfcPr0aWRmZgJArThP8Od++fD7fuVMnToVfn5+GDFiBL7++mscOXIEwMPxWR0z478cIqqU+/fvIz4+Hn5+fnBxcSm2vUmTJgCAiIiIMo/z119/AQDCwsKKbXNycoKfnx+USiViY2NLPcbx48exdOlSvPjiixgwYIDOtujoaDg5OUGtVuObb77B7Nmz8Z///AfHjx8v7y1WG8bKWtscEBAQgO3bt+PDDz/E+++/j3Xr1iEnJ0fvY1ekRmMyVs7vvPMOtm/fXmITxsmTJwEAXl5e0mM1bUz//fffKCwsRNOmTUv8hUWfXMvKtFGjRjAzM0NMTAwKCgoq/Hrljd3GjRuXW191IHfOQNEvZ9u3b4ezs3Ox/Usbu8HBwbh9+za+/PJLzJo1C4sXL8bFixf1f6PVgDGy1p6P/fz8sG7dOrz//vv48MMPsX379mIXaUxlTAPGybok69evx2+//YbZs2ejefPmOttMYVwbImcAaN++PUaOHImRI0eiW7dupe5X0Z8ZDPGzYnUhd9YAsHr1avzyyy8lbivtXB0SEoLLly/j008/xaxZs/DVV18hKiqqzNchIsMqLCyEi4sLdu/ejb1792Lnzp3o168ffv31VzzzzDMYMmQIbt26VSv+IGAsL730EkaNGoVTp05h2rRpaNSoESZNmoR9+/YZu7RqZ8aMGbh8+TKWLFmCp556Cl988QUGDhyIAQMG4OjRo8WaMKh0b775Js6fP4/Nmzejb9++2LJlC0aNGoVOnTph165dSEpKMnaJJi0vLw+urq7YsWMHDh48iE2bNmH06NFYu3YtRo4ciWeffRaXLl2CUqk0dqk1Wnx8PNq1a4e7d+/is88+Q1BQEHr37o3ly5fjzp07AIr+4K3RaIxcafXy/PPP4+7du/jPf/6DBg0a4L///S+6deuGF154AZs2bQIANnI/odGjR+PUqVM4f/48Ro0ahbt372Ls2LHo3LkzVq9ejfj4eGOXWGOoVCrY2tri66+/xvbt27Fz504sXLgQJ0+exPTp09GxY0fs2LED6enpxi61Wrt16xbc3Nxw6tQpvPnmm2jQoAGGDBmCtWvXFvv7DMkjIyMDrVu3hoeHB5YtW4YOHTqgc+fOeO+993Dv3r0yry+aghkzZuDSpUv8uV8GY8aMQVxcHD766CN+39eTRqPBzJkzsXDhQnh6emLOnDno27cvunfvjrVr1yIpKQkKhQJqtdrYpeoy1pReRFSzXbp0SQAQbdq0KXH7xYsXBQDRqFGjMo+jXZrl6tWrJW5v0aKFACBOnTpV4vaCggLRpEkT4eTkJJKSkoptb9++vbC1tRV2dnbFlovp27evSElJKeedGp+xsl6+fLkAINzd3Ytl5+XlJQ4cOCA9V7uU37Jly0o89owZMwQA8cknn+jzlo2iuoxprStXrkjZ//e//5Uer2ljeseOHQKAGDVqVInbf/31VwFA9O/fv9RjuLq6CgDFloHQcnFxEQBEQkJChV9Pu5Tfrl27Stx/6NChAoDYuHFjWW/T6OTOuSxHjhwR1tbWAoDYsWOH9Li3t7dwdnYWlpaWJS7fVd2XSdUyRtbvvfdeqefjoKAgcfHiRem5pjKmhage4zo1NVV4enqKgICAEseoKYxrQ+T8uEOHDpW6NN9///tfAUC8++67JT73q6++EgDEa6+9JoQw3PfV6kDurMuyYcMGoVAohEKhkM4heXl5QqFQCDc3N6FQKHTGs5mZmZg5cyanWyeSwdatW8X69etFamqqzuP5+fnixo0bomfPnkKhUIh69eqJzZs36yzPS0/u/v37Ouc6lUoljhw5IiZNmiSdN2fPni2ioqKMWGX1UdJyEjdu3BCjR48WDg4OwsPDQ7z77rvS8sZUMQkJCeKVV14RHh4ewtHRUbz66qvi+vXrxi7LJP3666/ihx9+EImJicW2XblyRfTt21eYmZmJkJAQ8dNPP4m0tDT5izQxarVapKSkiP/7v/8TLVq0EAqFQrRu3VrnGlh1XrJGLtoMHl/S59ChQ+L1118X5ubmQqFQiHfeeccY5Zksbe7z588Xfn5+wtzcXIwbN67cJeupbLGxseK1114THh4ewtPTU8yfP7/YUt9UnFqtFhERESI8PFz4+fkJhUIh+vXrJ9auXWvs0mqVx78nJSYmis2bN4u2bdsKhUIhmjRpIj7++ONiv8eZMv7cLx9+3y9bSdcro6Ojxfz580X9+vWFQqEQXbp0EREREaXubyycWYuIKkXbIW1jY1PidgcHBwAod1rWJz3OihUrcO3aNbz99tvw8PAotj06OhpKpRIzZ85EXFwcsrOzceTIEbRu3Rp79+7F8OHDq33nsbGy1s7k0qRJE5w+fRp5eXmIjo7G9OnTkZiYiGeffRZXr141aI3GVF3GtBACy5cvR/v27ZGcnIwePXpgypQp0vaaNqYNkWtFjlHR1zOFsQvIn3NJCgsLsXDhQvTu3RtKpRIvvPACBg0aBADIyclBQkIClEolFi9ejMTERGRkZGDnzp0IDg7GunXr8Morr+jxTo3PGFlrz8ddu3bF5cuXkZeXh6tXr2Ls2LG4efMmevfujcTERIPVV11Uh3H9ySefICkpCfPnz4e1tbXONlMZ13KPmdp6ngaqx3vJzs7GtGnTMHbsWAghMHfuXGnGuJs3b0IIASEEVq5cidTUVKSkpGDdunXw8PDA559/jvnz51dZbURUtPzO5MmT8cEHH8Dc3Fxnm5WVFUJDQ7Fr1y58+OGHyMnJwZQpU7B69WpkZWUZqWLTsm7dOsyaNUtailelUsHc3Bxdu3bFihUrsG7dOnTo0AGLFy/GO++8g8OHDxu34Grg8eVONBoNQkNDsXz5cqxatQr16tXDZ599hhkzZkjLqJOu8+fPY8uWLTh//rzO0sSFhYXw8vLCV199hbVr16JNmzb4/vvvMW3atBo1i2tN8Msvv+Dll1/GV199BSsrK51tGo0GTZs2xfr16/HRRx8hJycHs2bNwnfffccZYSooNTUVCQkJ0oxZZmZmcHV1xTvvvIO1a9fik08+wfXr1zF9+nS8+eab0j61eYYt7VJxQgjp5wLtbBDdu3fHkiVLsGvXLri5ueHzzz/H+PHjkZubC6B6LvNTHUVERODAgQM4efKkzpLHKpUKABAeHi7Nrrd+/Xq899572L17t7HKrfaWLVuGyZMno0ePHvjss89w7do1aZtKpUK9evWwePFifPXVV/D09MSiRYvw73//m8tNl0D7b1h7HmjYsCHmz5+PzZs34+2338bx48cxZcoUzJ0718iV1h6P/9zr6emJkSNHYtOmTfj6669RUFCAuXPnYsqUKSY1G+r169fx66+/4uzZs9Ks9kIIqFQq/txvYGvXrsXnn3+ORYsW4ebNmzoz6PH7ftm0s44/eu4MCgrCe++9h3379mHIkCE4duwY2rdvj6NHj1avWcmM0iJGRDXe6dOnBQDRqlWrErdfvXpVABDNmjUr8ziNGzcWAMTly5dL3N6mTRsBQPz111/FtuXl5QkfHx/h6Ogo0tPTS3z+li1bxJ9//lns8ZSUFFG3bl0BQOzfv7/MGo3NWFmfOXNGbNmyReTl5RXb99VXXxUAxAsvvCCEEGLKlCkCgFiyZEmJx3733XcFAPH555+XWaMxVYcxffbsWdG2bVtpFotJkyaJ3NxcnX1q2pj+5ZdfBAAxYsSIErfv2rVLABCDBg0q9Ri2trYCgMjKyipxu4eHhwAgUlJSKvx6AwYMEADEb7/9VuL+o0aNEgDE1q1by3qbRid3zo/bu3evCA0NlWZfef/993Xu+szOzhabN28W58+fL/bc6Ohoaaa46Ojo8t6q0Rkj68OHD4tff/21xDs++vfvLwCIDz74QAhhOmNaCOOP64SEBGFnZycCAgKK3cUshOmMa0Pk/LiyZnv69NNPBQAxc+bMEp+7bNkyAUBMnTpVCPFk31erG7mzftyGDRuEr6+vACBsbGzE119/rbM9KSlJbN68Wdy4caPYc0+cOCEUCoWwsbER2dnZetdHRPrbsGGDaNCggfDy8pJmznn8e7/2+5FSqRTffvutCA4OFm5ubmLz5s0l7k/627hxo/D39xd2dnbi7t27OtsevYv+7NmzYvz48cLCwkJ06tRJHDp0SOZKjW/w4MGlzuIqxMNxqFKpxN9//y169+4tFAqFGDFiBO+0f8yECROEh4eHUCgUwtHRUfTt21fn933t2NNoNCIqKkqMGjVKKBQK0adPnxK/X1PFac+9Hh4epZ57tV9nZWWJNWvWiEaNGgl3d3exatWqGjGTbnUwc+ZM0apVKxEYGCj69+8vdu7cKXJycoplffLkSeHu7i4UCoXObLS1cYatF154Qfzwww/S9/6SvsdrHzt79qxo2bKlUCgU4sUXXyy2nUo2adIk4e/vLxQKhbCwsBDNmjUT8+bNk7Y/ml9kZKR46623hEKhEJ06dRLHjx83RsnV2qBBg4RCoRC2trbSbKTdunXT+V1em6lSqRRHjhwRHTt2FJaWliI8PJwzFv4jOjq6zH/vQgiRk5MjduzYIZ0vX331VTlLrHWWL18upkyZIoYOHSpmz54tLly4UGwflUolLl26JNq0aSMUCoXo3r17ibN11jSTJk0SPj4+QqFQCDs7O9GqVStx4sQJIUTRmOTP/YYzZMgQ6dypUCiEk5OT2LBhgxDi4b9/ft8v7ssvv9R75uHp06dL2R45ckQIUXzmUmPgzFpEJLl79y4UCoVeH9988w0AIC0trcRjJScnAwB8fX3LfE1PT89KH2fjxo2Ij4/HhAkT4OzsXOLzR4wYgc6dOxd73NXVFQMGDABQdBej3GpC1m3atMGIESNKnP1h3LhxAB5m9yT/H6tSTcgZKLorbtasWWjXrh3OnDmDRo0aYd++fVixYgVsbW11nl9dx3RpDDE2yjqGWq1GWloabG1t4erqWuHXq65jt6LkzlkrNzcX48ePR9++fRERESGN4f/85z86s0HY29tj5MiRaNmyZbFjBwUFoX379gCq19gtjTGy7tatG4YMGSLdIfKosWPHAqj+5+PKMNa41vr222+Rm5uLN998s9jsJoDpjGu5x0xtPU8DxnsvDx48wIABA/D888/j3r176N+/Py5duoRp06bp7Ofh4YGRI0ciNDS02DE6dOiAgIAA5Ofn69wdTUSG8csvv2DOnDnIysrC0aNH0ahRIxQWFup87xf/zKqhUqlgZWWFl19+Ge+99x4sLCzw1ltv4dq1a9Xr7tAaZOPGjXjvvfegVCpx4cIF+Pr6SjOXAJBmNQGA1q1b44MPPsDMmTNx+vRpfPXVV4iIiDBW6bKLiYnB0aNH8corr5Q6s5h23Jqbm+Opp57C+vXr0bdvX2zbtg1ffvklUlNTZay4+urevTtWr16NwMBAvPTSSwgLC8O+ffvw0UcfSTOMaGdwUCgUCA4Oxo8//ogxY8Zg//79+OyzzzgTyRPauHGjdO49fvy4zrlX+29eCAGFQgGNRgMHBweMHj0a8+fPh62tLRYuXIhLly4BQK2e/ak8ffv2xRdffIEHDx7A1tYWf/zxB3744QfY2NjofJ/TaDRo3749/vzzTzRp0gRbtmzRmWGrNn1/y8jIwKZNm/Df//4X69evh1qtLvF7vPax1q1bY82aNWjTpg1+/vlnvP3229J2Klm/fv2wdu1aNG3aFJ9//jlmz56NO3fuYOHChRg2bBhu3bqlk19ISAjef/99vPvuuzhx4gSWLFmCmJgY472Bambw4MHYt28fXn31VZw+fRq///47xo0bh6NHj2LVqlUoKCiARqORxqyVlRW6dOmCzz77DE2aNMGSJUuwd+9eALX7fDphwgT07t0bFy5cKJbDo+PRzs4OgwYNwt69e+Hl5YXvv/8eH3zwgdzl1goDBw7E9OnT8fPPP+PYsWNYvHgxOnTogHnz5uHvv/+W9jMzM0OzZs2wd+9edOvWDUeOHMH06dNLvf5TE/Tq1QsrV65EcHAwZsyYgZ49e+L8+fOYPHkybty4If1dDeDP/U9qxIgR2LNnD8aOHYudO3fi3//+N0aMGIGhQ4cCgM7PABqNht/3/7Fu3Tq8/fbbWLp0KSIjI0vdT/u7/VdffYV///vfyMrKwtChQ3Hjxg2Ym5sb//uOsbrEiKj6SUhIEKGhoXp9fP3118LBwUGYmZmJzMzMYsf6/vvvBQAxe/bsMl9TOyPT0qVLi23Lzc0VFhYWwtvbu8Tntm7dusyZFsozY8YMo832VNOyftzFixd1ZpnSzhQxcuTIEvfv2LGjAKB3h7Oh1IScNRqNGDFihAAgbG1txeLFi0VBQUGl3q8xx3RpEhMTBQDh4eFR4vb3339fABDffvttqcfQzhS0c+fOYtsiIyMFANGuXbtKvZ52hpfS1vj29fUVFhYWpc7KU13InbMQRbMbav9t16lT5//ZO+u4qpL3jz9zg0akDWzFbpE1KLu7u3vt+qqL3a1rrN0dq67dvSImmKCo2IGBNNzP7w9+Z/YeuMAVkZz363Vfyjlz5s48d86cOTOfeR6sW7cu2bs3mjVrlmG8PaWFrRPj77//lnniySxtGkhbW0dFRSFnzpxQq9U6vW7pQ0Zp1ylh57gk5u1J8mRZqVIlndd26NABRISjR48CSNnxS1qT2rYGgA8fPsDR0RFEBAcHBxw4cCBZZQeAcuXKZRgvZgJBRmL9+vXInz8/bGxscP/+/XjnP378iG/fvuHr16/8mLT7MzIyEjNmzOCeC3R5RRYkzs6dO5E/f35YW1vj0aNHAGLHAbrQPv706VP07t0bjDEMHTo0VcqaXujZsycYY7C3t8eZM2f0uubhw4f47bffkD17dhw7dgxA1vSUI+Hi4gIDAwNMnjwZISEhAIAnT56gRYsWYIzh33//BSD3rCW9az1//hx169aFiYkJ96qXlW2ZXNatW4dChQrJ7n1t3r9/j7CwMJ3vAt+/f8eiRYtgZGSE2rVrp0ZxMyyDBg2CiYkJxo8fj6CgIISFheH8+fPxPJJJ7VvqZx8+fIgcOXKAMYZ58+alernTEmlOcPDgwWCMwdnZGRs3btTLw9aNGze4p6gtW7akXqEzGBMnTgRjDGPHjpWNr+7evYt8+fKBMYY6derweWztPjYgIABdu3aFUqnk721Z0ZOJNuvWrQNjDL///juCgoIAxNrs1atXKFCgAGrWrJngcyoyMhL79++Hg4MDKlSoEM97TFZCo9Fg2bJlvP15e3sn+nyXzvn4+MDGxgbGxsZYs2ZNahU3S9ClSxcYGBhg7NixePjwId68eYOxY8ciV65cUKlUaNSokczLrvQM+/79O5ydncEYg6enZ4b0wvn7779DqVRi0qRJssgv/fv3B2MM27Zti3eNdN+Kcf+PsW/fPhgaGmLw4MHcw2BMTAy3Z9zIO9HR0dyeWf25HxUVhXLlyiF79uwYNGhQop6HtT1ojRo1CowxODk54c2bN6lR1EQRYi2BQJBspEXIPXv2JHhOciWYENIic6NGjRI8171793jnHj16BCJCyZIlE8x7+vTpICLMmjVL5/kKFSqAiHDu3LlEy5geSG1bv3r1CkSEYsWK6cxryZIlICJ069YNQOxCoEqlgo2NTbzB5/v372FgYIACBQroVde0JC3a9IYNG0BEsLCwSHLxM6O2aWlx19vbW+c5xhgCAgISvH7RokUgIgwaNCjBc5MnT07W98UVHmojnfPw8NCjlmlPatt50qRJICLkyZMHT58+TbRsvXv3BhFhx44d8c6Fh4fzEJ6JlS89kZq2vnz5MogI9erV05nX8OHDQUSYNGkSgMzVpoHUb9cSx48fBxGhYcOGCeadmdr1z9o5LokJiKKjo2FtbQ2VSoW3b9/KzkVERMDe3h5mZmY81F5yx4rpldS0NRAbXomIUK5cOXz48CHRvGrXrg0i4gvE2rx//x6GhoYwMjISYhCBIAUJCAjgIWOkPlGalPX29sbUqVNRokQJlChRAm5ubvjrr7/4tdJiQFhYGFq1agXGGNavXy/LQ5A4a9euRcGCBWFnZ6dTrHHr1i1cvHgRFy9e1Lmh5s6dO6hbty4YY4mGBcxsdO7cmYfnsLOzw+nTp5O8RqPR4MSJE7C3t4erq2sqlDL94uLiArVajZkzZ/KNYtKCzKpVq3jIk+/fv+P58+c687h8+TIKFiyIMmXKZMgFwLQmMDAQNWvWBGOM3/vaYpepU6eiWLFiKFu2LCpUqIAtW7bwhTIpXVBQEDp16gTGGFauXJk2FUnnBAUFoVixYqhevbpO0dv9+/dx+/ZtvHv3TmZf6fl269YtmJmZoVSpUjr76MxOx44deV9bqlQpbNmyRS/B1rlz56BUKtGkSRN8+fIlVcucEQgPD0etWrWQI0cOvkAbHR3NbXvt2jUYGhqCMYZatWrx91Jtwfa1a9dQtmxZWFpapvrG5PSIFB7S398fAGRjpgYNGqBo0aKYPn06pk+fjoMHD8bbJP39+3dMmDABjDFMmDAhVcueXpDu35s3b8LMzAyMMdSoUQM3btxIdFwvCTZOnjyJbNmywc3NLdkbDgVy7ty5g1y5cqFx48bx2uyBAwdQr149MMbg4uIi27wg9RX+/v4oXrw4ChcuzO+NjPKO9vHjRxQvXhzlypXDx48fAYCPN69evYocOXJg4sSJ+PjxI548eRLvejHu/zGmTp0Kxli8jVt+fn5YsWIF2rdvj06dOmHFihV49uwZALlgKys/9799+4ayZcvykPL9+/eHn59fgum1BVvt27cHYwzLly+XbYxJC4RYSyAQJJszZ86AiFCiRAnZLpRDhw5BoVDAyclJ1sF9+PABDx48wOvXr/mxqKgoFCxYEIwxHD9+nB+XBgRKpRK3b9+O992zZs0CEWHUqFEJlu/mzZsgIuTOnRsvXryQnVuxYgWICKVKlcoQg6S0sHXZsmVBRFi7dq2sLM+ePYO9vT0YY7h27Ro/3qVLFxARxo8fz49FR0ejffv2ICIsXbo0ZYzxC0kLO7u7u4OIdO5GiEtGbdPr1q3jAhHtF/Zly5aBiNCyZUt+7PXr13jw4IFsQfnz58+wsLCAiYkJ7ty5w48/ffoU9vb2MDc3l/0GP/J9AODq6goiwurVq/mx0NBQuLm5gYhw6NChlDHELya17VygQAEQEY9Tnxj79+8HEaFMmTJ8h4jE2LFjQURo0KBBcqqdJqSmrSMiImBrawuFQoGTJ0/KynHz5k0YGxvDyMhI1idkljYNpH67lujXrx+ICMuWLUuwbJmpXf+sneOSlIDI09MTRIROnTrJnlmjR48GEWHEiBH8WHLHiumV1LR1aGgoTExMoFar+YROYixcuBBEhDp16sgEWdHR0dzj2YABA/StqkAg0IMvX77gjz/+iOc55MCBA3BycoJCoYCFhQVy587NF2ynTp3K00mLAe/fv0eePHnQpEmTVK9DRiUyMpJPjEvvYtLk7enTp7n3KOlTuXJlXL16VbbLGQAOHjwItVqNunXr4uvXr+nuXSyluXnzJgoUKIC8efOiWbNmYIzB1tZWL8FWcHAwhgwZIhMWZjXq1KkDIyMjzJs3jy+mRkdH83azZ88eMMbg6OiIMmXKwNjYGAMHDsTFixdl+YSHh/O+Y8mSJQAyzgJgeiAsLAyzZs0CY0zm0fTgwYNwcnICYwympqbcww5jDFOmTOHppL7iyZMnsLGxQbNmzVK9DhkBPz8/MMbizd2eOnUK3bp147bNkSMHevfuDV9fXwBywdbatWvBGMOMGTNSvfxpibe3N+9rO3ToAHNzcxQtWlRvwZbkOergwYOpWu6MwOfPn1G0aFGUKlWKH9O25adPn1CoUCEULVoUjDG0a9eOn9Ne5F28eDEYY5g7dy6ArOs1Jjo6mo+Z4j6rHj58yNcQJAESYwwDBw7kAg/Jbq9fv0bRokXh7OycZUXIUVFRWL58ORhjsLCw4EKgpARbQKwdZ86cCcZYhliDyQgcOnRI9u6lLY4BYkVL7dq1A2MMDRo00DkvtX37dqjVavTp0yfVyp0SPHnyBEqlEl26dAEgr/uxY8fAGIONjQ0KFy4MxhgGDRqEy5cvy/IQ43798fT0BGMMt27d4sf++ecfVK1aVfY+yhhDlSpVuIBd+3fJis99SRRoaWkJBwcHFCtWDCqVCv369dNLsBUUFIQSJUqgXLlyiIiISK1i60SItQQCwU/x+++/c/FIr1690LhxYyiVSlhaWsoWRYHYBwYRoWvXrrLjly5dgpGREVQqFVq0aIEePXrAzs4ORCSbiNZG2vmf1ILziBEjQEQwNzdH69atMWDAALi4uICIkD17dty8efOn6p+apLatr169CjMzMxARqlevjv79+6NNmzb82MSJE2XpP378iPz584OI4OLigr59+6JkyZJ80U/7hTY9k5p21mg0UKvV/EV1yJAhOj/aXl8yYpvWaDRo0qQJiAiOjo7o06cPatasCSJC3rx58fLlS562a9euOtvXrl27oFQqYWxsjA4dOqBz587Ili0bFAoFNmzYkOzvA2JDoVlZWYExhvr166NPnz68Lffs2fOX2SWlSU07BwYGgohgYmKSYLsdMmSIbIKgVatWICLY2NigY8eO6NevH8qXL8+9cyW0azw9ktptet++fVCpVFAoFKhTpw4GDBiApk2bwsDAAIyxeKLazNKmgdS3tUSRIkVAlHSo5czSrlPCztokJdYKDw/n4azLly+Pvn37wtnZGUSEsmXLxgvTmZyxYnolNW198eJFEBFy5MiRaF+9detWALG/ixTe1sHBAd27d0fv3r15GMUyZcrIxOwCgSBl8Pf3R8OGDWFjY8O96bi5ucHExATbt2/H48eP8fr1a6xcuZJP0kr3LfDfZOPMmTNhYWGRLt8H0iuSZ4yCBQty7xpHjhxB2bJlYWRkBHd3d3To0AHFihUDYwzFixfnYwNtwe3YsWOhVCozvXeNmJgYtG3bFowx7NmzB9++feOCIX0FW4GBgciZMyd69OiRCiVOX9SpU4cvvEpoL0g/fPgQ1atXB2MM5cuXh6urK3LmzMm9u0jzEdI9//nzZxQpUgTNmzdP3YpkEp48eYKWLVtCqVRiz5490Gg0cHFxgYmJCXbt2oXHjx/j+/fvmD9/PhcZaIeTln6HhQsXwtTUVKfX1KxOQEAAVCoVmjZtisjISGg0Gpw5cwZlypSBkZER2rVrh4YNG3JRTI0aNeJ5lXjx4gXq16+PPHny6LX5IDMQFRWF9u3bw9LSEtu2bUNAQAAWLVqEbNmy6SXYAmLD+RUqVAgdO3ZETExMlhUS6SI0NBSVKlWCgYGBTm84z58/R44cOdCrVy+4uLiAMYbNmzfzdNo2d3d3h5OTU+oVPp0ijVH79evHPcU+f/4cXbp0AWMMLVq0wOTJk+Hp6cnDdWm/x0vtc8+ePTAwMIi3UTGr8PLlS1SqVAl58+bFokWLuP2qV6+ul2DL19cXFSpUQOnSpfH+/Xsh4v5JLly4ALVazT316wrReevWLTRv3hwKhQJjxoyJJ+h68+YNmjVrhhw5ciQqHklvvHr1Cra2tnBwcJC9W/r5+aFBgwZgjKFEiRJwcnKCmZkZFAoFmjZtisePHwP4757OyuP+H+HPP/8EYwzr1q0DEDt+qlKlCkxNTbFr1y54eXlh//79qF+/PhhjcHV1xatXr2R5ZMXnfnBwMOrUqQNra2ts2rQJJ06cQK1atfQSbGk0GsTExGD16tVQq9Wy53xaIMRaAoHgp/nrr7/4jj87Ozu0a9dOp3vqhIQtQOzApnHjxrCysoKpqSkqV66M7du36/w+jUaD7Nmzg4iSDOcCAEePHkWdOnVgb28PAwMD5M+fH71799bpojO9k9q2fv78Ofr3748iRYrAwMAAVlZWqF27Nvbv368z/YcPH9C3b1/kypULhoaGcHR0xNSpU9NcmfyjpJadP3z4ACJK8pMvXz7ZdRmxTUdFRWHmzJlwdHSEoaEhcufOjd69e8cbWCa2MH3mzBnUqFED2bJlg4WFBdzd3WVeVpLzfRJPnz5F+/btYWtrC2NjY5QuXRp//vlnhnuxTS07X79+Xa+26+bmxq+JiYnB9u3bUb16dVhZWcHIyAiOjo4YNmxYvFBoGYHUbtP37t1Dp06dkD9/fhgYGMDOzg5NmzZNMOxpZmnTQOrbOigoCESEbNmyJflym5nadUrYWSIpsRYAhISEYPTo0ciXLx8MDQ2RP39+jBw5MkGX3T8yfknvpJatd+/erVdfrT2OiYiIwIoVK+Dk5IRs2bLBxMQEpUuXxsSJE+O5/hcIBCnHpUuXkDt3btSsWRNjxowBY0yn8GX9+vVgjKFx48YICwuLt7vb0NBQZ0h3gRxJmBUTE4NNmzbB0tISdevWxZcvX9C5c2eYmJjg5MmT/D3248ePaN26NRhj8PDw4Ivkkv39/PyQO3duvskmM0+OHz58GDt27JA9r8ePH6+XYEuyy5QpU5ArVy68evUqQ45Nk8uJEyf4ZoshQ4bIzvn7+6NHjx5gjGHo0KG8jd68eZOH6Jg2bRpPL7XBJUuWwNbWFk+ePMlStkwpzp8/j+LFi6NKlSoYNWoUGGM6RQLSIpqbmxuCg4Nl9/jly5dhYWEhE3IJ/qNRo0bImTMn35DQtm1bGBsb49KlSwBi27KPjw8P5ztmzBi+gCaxcePGeN79Mzt//vkndu7cyUPwffjwAfPmzfshwVb//v2RJ08eEcJcC8lWa9asgVqtRocOHeLN9w4bNgwqlQrPnj3Do0ePoFar0aJFC1kayfarV6+Gvb19lgzTqc2nT5/g7u6OQoUKISAgAEDsnFT+/PkxaNAgWRvdv38/zMzMYGBggKdPn8ryefToEQoUKIA///wTQNbzGLlv3z6ZYOP169fca5m+gi3peZXZNxD8SqQNGY8fP0auXLlgZmYm83gEyNvmmTNnUL58eRgaGsLLyytefqdOnQJjDH///fcvLXdKM3bsWD4uDQkJQUREBObNmwfGGPr378/v9VOnTvGQkNphobP6uF8ftEVtBQsWRNmyZQHEbjpmjOHUqVOy9FFRUWjcuLGsPWmPl7Lac//NmzeoV68eNm7cyN/bL126hBo1augl2AJiRbK5cuXCsGHDUqPICSLEWgKBQCAQCAQCgUAgEAgEAkEasnPnTjDGoFKp4Obmxr2QAP8tCgYHB8PR0REFChTQ6emubdu26NWrV6qWO6Oxbt06lCpVii+6REdHY9iwYbCyskKrVq2gUqm45zJtwcDnz59RvHhxGBsbx1uwiYmJQa1atVCvXr3UrEqaIdlE23u2voItIHbzkampaYYKY/yzSDa7ePEilEolGGM8tPCrV6/QvXt3MMZkoaAlpEU+Jycnnd5HTUxMEtzAIdCN9mLh2rVroVarYWJiwsNUx+17NRoNypQpg0KFCiE0NDRefk2bNkWHDh0ytVBTH7TtKv1/yZIlYIyhefPmuH79OhwcHLB48WIAkG3s9Pf3554OpQ0C2vmVK1eOixwz82Kvdt3iRij48OED5s+fn6RgS2qH3t7eyJ8/f7zQVALg/v373DtMvXr1sGTJEuzbtw9du3bl/fP79+8BgAtpHz58GC+fwMBAmJmZZfkQXxqNBqdOneKCSqk9vnjxgqfRbs8dO3YEY4yHPtWmZ8+ecHV1lXkwzUr4+vrKnvXPnj3TS7AlHfv8+TMcHR0xc+ZMAJl7A8GvYNmyZejQoQP/e8SIEfwZFte7o/bvIIVF7dSpEyIjI7ndpbC+7u7uGDhwIID4fXt6Qyp7QEAAunbtKhvX37lzB3/99Ve8a6Qw3vXr149372bFcX9iBAUF4c6dO/j27Ru/10NCQjBy5EgwxtChQwf07dsXtWrVQnR0NG8v0r8XL16UvUcAWfO5L91/wcHBMk/FGo1Gb8GWlMekSZNQsmRJfP78Oc36TAUJBAKBQCAQCAQCgUAgEAgEglQHABERtWnThmbNmkUxMTHk6OhIarWaGGNERKRUKomIyMzMjMzNzUmj0ZBGo4mXl729Pd2/f1/nOQHRihUrqGfPnnTv3j368OEDEcXadubMmVS2bFnau3cvmZubU4UKFYiIiDFGCoWCIiMjKXv27FS/fn0KDw+nZ8+e8Tw1Gg0pFAoaMWIEPXnyhAIDA9OiaqmKQhE7naxUKikmJoaIiKZNm0bjxo2jjx8/Urt27ejMmTMJXl+vXj0qUaIEHTlyJFXKmx6QbFa9enU6d+4cKRQKWrFiBXXu3JmmTp1KGzZsoKFDh9K8efOIKLZdSbatWbMmFSxYkKKjo3lfIFGtWjVydnamEydOENF//YkgcRhj3FY9evSgCRMmUFhYGBUsWFBn38sYIwMDAwoJCaHw8HCej9TXFi1alD59+sR/s6zI58+fiTHGbSLZsHfv3uTq6kp///03TZ8+nYKCgqhgwYJERGRgYMCvz5s3L5UrV44CAgLoyZMnsjxiYmKoYsWK5OPjIzueGdGuW9z73cbGhrp06UITJ06kN2/e0NSpU2nHjh0UExMja9NSf1OiRAkKCwuj69evp14FMgjFixenCRMmUNu2ben8+fM0ZMgQatmyJe3fv58GDRpEQ4cOJVtbWyIiKlu2LBHFtnFtNBoNOTg4UO3atenRo0dZduwFgBhjVLNmTapcuTI/BoAcHByI6L+xkmQjqa0aGhryfKRzTk5OpFKpKDIyMjWrkeZINilZsiSZmZnxY/ny5SNPT0/q0aMHXb58mYYMGUK3bt2K97yX+o5s2bJR0aJF6dKlS0T0X38gSJqVK1fSoEGDaPv27XT16lUiIho/fjy5urrS4cOHacWKFfT27VueXrvfHTx4MJUoUYIeP35MarWa250xRiqViipVqkSnT58movh9e3pDKnv+/Plp6dKlVKNGDQJAGo2GypQpQ3369CGi2Hs2OjqaiIg8PDzI3NycIiMj4z2js+K4PyGGDBlCbm5uVK5cOapcuTINGzaM/P39ycTEhEaMGEHFihWj7du307Zt2yg8PJw0Gg1vL9LvUrJkSTI1NZU9k7Lic19qZ2ZmZvxZIj2PqlatSlOmTCFXV1das2YNzZ8/n/z9/RPMw9nZmV69ekWRkZFp1meq0uRbBQKBQCAQCAQCgUAgEAgEgiyO9oR2x44dycTEhCpWrEhExBdgpUnDf//9lx49ekT169cnQ0NDvvglTUxOmzaN3r17JxZmdLB8+XIaNGgQOTk50a1bt+jhw4dUu3ZtioyMJENDQ9q9ezc5OTlRoUKFKH/+/Pw6AFxQAICMjIwoT548/LxkawsLCyIiMjExSb1KpQMkwZZSqaRp06YREdGMGTOoU6dOtGnTJqpVq5YsvbSAW7t2bWrbtm1aFDnVOHToED148IAsLS2pSJEi5O7uTkT/Cbbc3d1p69atpFQqaezYsTRjxgwiIm5PiZMnT1JgYCANGDCAjI2N+XHpvq9Tpw61bt2aiDK3iCWlkYRFCoWCxowZQ1ZWVlSpUiUi+m/RXLLntWvXyM/Pj2rXrk0mJib8Oun+HzNmDH369InUanXaVCaN6dChA719+5Z27txJtra23D4xMTFkZGREmzZtoho1atCBAwfIwMCA95NRUVGkUsUuT6nVarK1tSW1Wi3rRwGQUqmktm3b0ogRI+jLly9kYWGRZdu6JNgiIpo8eTLNnDmTYmJiqGPHjrJ+IyYmhoyNjcnT05M8PDzSqrjpEqnvrFKlCuXPn58GDRpE586dIwDUqFEjyps3L1lZWfG+OCoqiojk4kKi/57/jRs3pqpVq2b6sVfcflEioXtR+zhjjH+uXbtGZ86cIRcXF7K2tua/h2S/Ll26UN26dcnU1PQX1SR9osuOkhgob9685OnpSURE69atoyFDhtCSJUuoXLlysusAkEKhoM6dO9OSJUsoODiYzMzMsmx/+SNI7wmVKlUib29vLha0sLCgESNG0JgxY2jlypWkVCqpf//+5ODgwMe0kt3Nzc3p1atXFBISQiYmJvz3Y4xRy5Yt6dq1a/Tx40eytrZON7/Jt2/fKFu2bAmeNzc3J6L/xkzaSEI0IqLz589TcHAwubq68mNEWWvcnxQ1a9aks2fPUsmSJalGjRr04sULWrt2LYWFhdH8+fMpR44c9M8//1D16tXp7du39PnzZ3r9+jXly5dP9m5w8+ZNCg0NpRIlShDRf8+0zPrcl+qnD9r3nCTY8vT0pDVr1pBSqaQhQ4ZQkSJF4l3n5uZGzs7OFBISktLF159f6rdLIBAIBAKBQCAQCAQCgUAgEOhFSEgIoqKiAEAWBsXb2xutW7eGWq3Gvn374l2XmcNC/SzLli0DYwxNmjTB+fPnkTdvXowdO5afl8JK+Pr6wsvLS2f4gxs3bqBIkSIoV64cnjx5ovN7goKCfk0FUpHktiPtkC5//PEHD+kZGBioM//M3l7btGkDtVoNxhgYY7CyssLSpUtlac6fP89DImqHP9QOH3P37l00atQIZmZmOHz4sOz6zG7D1CY8PJz3vd++feP9gJeXF1q1agW1Wo29e/fGu06EmIoNA8kYQ+vWrfH27VsA/9lF+vfSpUtwdHQEYwwVK1bE9+/fZXlcu3YNjo6OcHZ2xocPH+J9x+vXr/HmzZtfXJOMw4cPH7Bw4UIYGRnB3t5eZ4g+IP2H20orEgsjp/0sv3XrFpycnFCkSBFZSL+E8sgq6Fv3devW4fLly/j8+TOA2Pu8WbNmYIxh27Zt8dJnlfb6o21HSv/8+XP07NkTKpUKzs7OPOxkXPz8/OKNvwQJI70nNGjQAFu2bIG1tTVWrlzJz4eFhWHNmjUoWLAgTExM0KdPHzx48ECWh7e3N+zs7NCqVStER0fH+40/f/6c7p5h1atX1/lOmRR+fn6yZ/jNmzfh4eGB7Nmz49SpU7K0WWXcnxT9+vWDWq2Gp6cnQkJCAMTez25ubrCwsMDVq1d52mvXriFXrlxgjMHDwwPv3r3j7wZXr15F/fr1YWpqmmDY+czUj0qhR390rK3d7i5duoQ6deqAMYbOnTvjy5cvOtNLv0taIcRaAoFAIBAIBAKBQCAQCAQCQTriwIEDMDY2Rvfu3dGrVy/ky5cPCoUC8+fP52my+sS3PkgLMI0aNeKLWiVLlkTt2rURHR0db/JX+vvevXt4/vw5AODixYto2bIlGGNYv359gt+V1X8P7cWBYcOGYeHChWlXmDTExcWFL/otXrwYgwcP5oKt8+fPA/ivnWkLtvr37y/Lx8fHB61atQJjLMvaMrlIi1rJuSePHDkCe3t7tG3bFn369EGePHmgVCpF36sDSdx25swZqNVqmJmZoWXLlnj37h0A+eJadHQ0Tpw4geLFi4MxhqpVq+Lq1at4+vQpDh8+jBo1aoAxhnXr1qVJXTIiHz58wLRp07B8+fK0Lkq6JDn36aFDh+Di4oLZs2dj7dq1qF69OhhjWLVq1S8oYcZg1apVGDZsGFq3bo0lS5bAx8cHQNL2PXr0KMzMzGBjY4MaNWqgW7duyJkzJxhjmDt3Lk+XVfrT48ePY/fu3cmur3Tdixcv0LVrVzDGsGvXrpQsYpZEek9o3Lgx7t69CwAoWLAg2rdvD+A/u4eEhGDTpk0oV64cGGMoXLgwdu/ejTt37uDEiRNo2LAhGGPYuXNnvO9Ij228d+/eYIzh8ePHP3TdokWLULZsWYwdOxbnzp3D7t274e7uDsYYFi9e/ItKm7H58OEDihQpgmrVquHTp08AwAV9M2bMgEKh4OLA0NBQAMCdO3e4wL1IkSJo0aIFunfvzkVcWeG9oHTp0rCyssK9e/cA/Jxg6+LFi3ByckrXbVSItQQCgUAgEAgEAoFAIBAIBIJfRHJ2uI4ePRrm5uZgjMHExASurq7YvHkzPy+8uSTN8uXLuVDrxo0b/HjPnj1hZ2fHBQVxuXLlChfXFCtWDEZGRjAyMsKCBQt4mvS48JJcPn78iMOHD2Pz5s1YvHgxbt++jdevXwP48XrqautZqa26uLjAwMAA06ZNk3nGmzdvHhhjWL16NQC5TbQFWwMGDAAAPH78mAsEZ8+ezdNmJVsml9atW2PBggUICwsD8ONtePTo0VxQYGFhIfreJIiJicGkSZPAGIOhoSH3sPX+/XsA8fuER48eoUqVKtzrnOSBLjP3sRKTJk1K0DNjcpHaOSDaJgCMGTMG586d43//SDsKDg7GwIEDeduUxgHai7uZsV0mRuPGjWX3KWMMtra2OHv2LIDE7REZGYkxY8ZwcUu2bNlQrlw5bNiwgafJKm1227ZtyJUrF2rUqIFv374lOx/J3gEBATh58mRKFS/Lous9ISwsDFWrVkW5cuUAxNpcaqcRERHw8vJCu3btZP2EgYEBDA0NM9QzrG7dumCMxfMQlhgxMTGYNWsW8uTJI6t/tmzZZP1kVrmv9eX+/ftgjGH48OEAYtuRZKO1a9eCMQZ3d3f07NkTLVq04Pf2+/fvMWjQIJQpUwZKpRKWlpaoXr26bONQZrZ1/fr1wRhDyZIl4evrCyD59dVoNPzdVvo7vcGA/w82LBAIBAKBQCAQCAQCgUAgEAh+CldXVypTpgy5ublR69at+XEAxBjTOx9/f3968eIF5cyZk6ytrcnOzo6IiDQaDSkUihQvd2Zi8+bN1LVrV2rcuDFNnDiRKlSowM8tWLCARo4cSUeOHKF69erFs+eNGzdo6dKl5OvrS58/f6a6detSgwYNqFGjRkSUuew/e/ZsOnDgAP3777/8mK2tLeXJk4dmzpxJtWvXTsPSZSxcXV3p2rVrNHnyZBo4cCCZm5tTdHQ0qVQqunXrFjVq1Ig6d+5MXbt2pQ8fPlClSpVIqVSSoaEhnT9/nmrWrEkajYY6dOhAGo2GduzYQbNmzaLRo0cTUeZqd7+K6OhoypkzJ1lYWNDIkSOpa9euZGxs/EN9b0xMDL1584Z8fX0pf/78ZGVlJfreRPD396cWLVrQ169fadiwYbR161a6ceMGtW7dmv7880+ytbWlmJgYUiqV/HcIDw+nnTt3kq+vLwUEBJCzszNVqlSJPDw8iChz2vnSpUvk6upK3bt3pwkTJlCBAgXSukiZjpMnT1LdunWpdu3aNHHiRKpatSoR/djY6/Pnz/T06VM6cuQIFS5cmAoWLEjOzs5ElDnbZWI0bdqUjh8/Tp06daK+ffvShw8faN++fbRu3ToyMzOjc+fOycZW2kj3vEajoY8fP5KPjw/Z2dmRmZkZb/tZxZ47duyg8ePH0+fPn+nq1atUtGjRn8ovbnvOKnZMaebOnUtjxoyhJk2akKenp6wtT5w4kaZOnUpXrlyh3377Tef1e/bsIX9/f7p69Sp/htWpU4eI0vdvEh0dTUqlkmrVqkVnz56l27dvU5kyZX7oei8vLzp//jz5+vpS6dKlqUqVKuTm5kZE6bvuaUVAQACVKFGC8uTJQ3///TeVKFGCiIgePXpEvXv3pkuXLlH27NkpOjqavn//TkREixYtosGDB1N4eDiFh4eTv78/2djYkLm5OVlbWxNR5rW1dr06d+5MW7dupWLFitHu3bupZMmSP1zvuH3mj87HpBppJhMTCAQCgUAgEAgEAoFAIBAIMhEjRoyQ7bRu2rQpjh07hrdv38rSJbajUwotpSt9etwJmt6IiIjAihUr0KNHD3h5efHj0m7cx48fQ61Wcy9GuoiOjkZkZGQ8DwiZaQdz06ZNoVarkT9/fvTu3Rvjx49HgwYNULZsWd6Gly5dqpcXiKzeLmvXrg2FQoE5c+bg69evAP4LcQIAFy5cAGMMZmZmyJEjBxhjcHZ2xoIFC7h9L1y4ACMjI277WbNm8fwzU7v7VUihD8eNGwfGGMqUKYPly5fzkDL6tFFdnuFE35s48+bNg52dHdatW4fIyEi8fPkSzs7OYIyhTZs23MOW1IaT8jSZGdu6RqPB58+fed/aq1cvPH36NK2LlSlp1KgRDA0NUb9+fVy+fJkf/9n7N6vd/+vWrQNjDEOGDEFQUJDsXJcuXcAYw7hx4wAkbJvE7vWsYs/t27cjf/78sLa25uHmpGeVtn2yij3SE/3790e1atVknnel32Hr1q1gjOHPP/8EIP+tMsszTPJa5O/vr/c1SdUto9Q9LZDCTtasWRN///039u7di3r16oExhkGDBsHLywufP3/GkiVLkDt3bhgYGODKlSsJ5pfZ+wzt+6xDhw5gjKF48eI/7WErPZP5ZHcCgUAgEAgEAoFAIBAIBAJBKhMdHU1qtZqIiAoWLEjW1tZ08OBBatu2LTVs2JCOHj1KL1++JCJKcEdnREQEHT58mG7fvi07LqVPlztB0xkGBgbUuXNnmjNnDjk5ORFR7C5aaRdu9uzZKX/+/HTo0CHy8/Mj6Ag6wBgjtVpN5ubmpNFo+PHMsoO5Xr16dPLkSRo4cCBduXKFVq1aRdOmTaO9e/fSkSNHaNCgQURENHjwYFq/fj0RUTw7hYeH06NHj4goa7fLYcOG0alTpyhPnjxUp04dypYtG/dcwBijx48f06xZs4iIqGrVqtS4cWNq1KgR+fn50ezZs2nfvn2k0WjIxcWFjh49SkSxHs/GjBlDRJl353xKI/W979+/JyIiHx8fmjdvHm3atInCw8OJMabzXpeIiIigffv20Z07d2THRd+bOB4eHrR3715q27YtqdVqyp07N+3YsYMqV65Mu3fvpkGDBtGHDx9IoVCQRqMhpVJJRP/1JxqNRva7ZMa2zhij7Nmzk5WVFRERrV27liZPnkzPnj3T6/rIyEjy8fHhHjcEugkLC6Pg4GCKjIyk06dP06RJk7jXSH3u/0uXLvG/Y2JiZOez2v1/69YtIiIaOnQoWVpaUkxMDB8LSR50rl+/nuD14eHhtHbtWplNtckK9ty6dSv98ccf9P37d7py5QoVKVKEiP57VkVGRvK0WcEe6Y3ly5fTjh07uEctaHnbqV27NuXIkYM2b95M4eHh/LlFRLL/E5HsHYEofT/DtPtAxhgxxsjAwEDv66Oioujp06f875iYmEz//P5ZpPbxxx9/UKtWrejMmTPUvHlzatWqFR0/fpz69etHS5cuJScnJ8qePTv9/vvvNHz4cIqKiqIjR44kmG9m7DO025JSqeTP4a1bt1L79u3p4cOH1Lp1a7p37x4fU8YlOjqaPn36lGplTknE3SMQCAQCgUAgEAgEAoFAIBD8JCqVikaOHEn58uWjHDly0KFDh2j27NlUvHhxunnzJjVr1ow6d+5MS5YsoaioKIqOjiai/yZyY2JiaOXKldS8eXOaOnUqBQUFpWV1MjSmpqY8TASRfFLb1taWevToQS9fvqSbN2/qnPDWXnDIbIsPo0ePprNnz9KwYcNo4sSJlDNnTi6YMDIyoly5ctGSJUto4sSJRBS7WHvixAmZnaKjo2ns2LFUvHhx2rVrV1pVJV0wcuRIcnNzoxcvXlDfvn3p0aNHpFKpiIjoyZMnNGfOHDp69CgNHTqUDhw4QKtWraJNmzbRpEmT6Nu3b7R3717extzd3SkwMJBGjRpFREKo9aPcvn2bzp49S3ny5KEePXpQcHAwTZ8+nTZu3JioYEuj0dCaNWuobdu2NHLkSPr8+XMalD5jUqFCBapWrRqZmJgQUexiW/78+Wnnzp0JCraI/uuTFQpFplx0jIsUbip37txUqlQp2rRpE/3xxx9JCraio6NpypQpVKtWLdq1axcfNwji4+3tTY8ePaK8efNS5cqV6dSpUzRhwgS6du0aESUs2IqJiaE5c+aQq6sreXp6ElF8QUZWAQBFRkbSq1eviIj4orckPiYicnR0JIVCQebm5kQUXzQAgHbu3En9+vWjLl260Lt371KxBumDO3fu0JQpUygwMJDOnj1Ljo6O/NzDhw9p8eLFVLt2bapduza1a9eObt68SaGhobI8wsLCaNmyZXTz5s3ULn6mR3oOOTg4EFH8sGg2NjZUvnx58vLyohMnTsiuiUtGGKNJInTGGBcJhoeHEwD6/v07r1tigtbo6GiaMGECOTo68o0F2v2CQDdS+8iTJw/t2rWLtm3bRn/99Re5urpSoUKFqFevXkQU+xyKiooiIqK2bduSSqWi169fp1m50wKpLUkiLaVSycc8+gi2IiIiaNq0aTR8+HC6d+9e6lfgJ0n/PYlAIBAIBIJksWHDBr5T4kc+CoWCTExMyMHBgapXr05Dhw6lkydPxttZlhZol7Nbt25pXZxEOXfunKy8Y8eOTesipSkfPnyg//3vf1SxYkWytrYmhUJBhoaGsjTdunWT2ezhw4dpVFqBQCAQCASCHycmJoasra2pc+fOdOXKFbpx4waNGjWKzpw5QxMnTqTSpUvT+fPnaejQoVS/fn2aMmUKvX//nk/kSrtITUxMqFatWtwLhyDlkXbST506lV68eJHGpUk9Hj9+THv37qVy5crRkCFDKHv27NzrWNxJ8okTJ9LgwYOJiGjEiBF88ZYo9r3s69evRET05s2bVK5F+mDIkCH08uVLyp07N+3atYvc3NzIy8uLOnfuTG/fvqXAwECaMWMGrVu3joYPH04LFiwgIyMjAkDZs2enJk2aUL58+ejs2bP0+PFjnm+uXLmISAi1fpSYmBhauHAhBQUF0axZs2jy5Mk0a9YsioiI0EuwpVKpyNbWlpo3b06WlpZpUIOMi/ZirfT/fPnyJSnYyiqEhobS//73P1IoFLR48WJaunQp1atXj7Zu3Uqenp6JCrbCwsLo33//pQ8fPpChoSEXggrkhIeH0+LFiyk0NJSmTZtGq1evph49etCZM2do/PjxiQq2vn//Th8+fCCi/8QbWRXJ0440Rjp06FA8j27e3t6k0WjIzMyMiHSLWOzs7KhMmTI0ZMgQsre3//UFT2eULFmSqlWrRkT/edACQIcPH6YePXrQsGHD6MqVK3T58mXatWsXtWzZknbt2sXFGkREmzZtot9//53q1auXYT3FpFfijq20n2EajYYYYzRkyBBSqVTcu5FCoUhUzJReqVWrFrVv357OnTtHRP95dlOpVGRubs7XgYjii2WI/hNwff36lXx9fUmj0WTZcf/PINmxXbt21Lt3b8qRIwe9fPmSezaTPDoTEV25coWio6OpYsWKaVbe1GTChAm0Zs0aun79usyLI1FsO9UWbLVt2zZBwZavry9NnTqVNm/enDH7zNSJtigQCAQCgSC1Wb9+PYgoxT6FCxfGoUOH0rRO2uXp2rVrmpYlKc6ePSsr75gxY9K6SGnG3bt3YWVlpbNdadO1a1fZuQcPHqRRiQUCgUAgEAiSz5UrV8AYg6Ojo2w8Ex0djSlTpoAxBoVCAcYYChQogLlz58LLy4unu3fvHv+/RqNJ1bJnJdq2bQtDQ0Ns3LgRQOzvk9nZsGEDGGPYsGEDACAmJkZnOskWQUFBcHNzg6mpKS5evAgAiIqKAgCEhITg/PnzqVDq9EfLli3BGENYWBg/9u7dO7i7u4MxhjJlyqB169ZgjGH48OE8TXR0tMzmDRo0gL29Pd68eZOq5c+sbNmyBbt378b3798BAF++fMGqVatgb2+PPHnyYOXKlfw3i9u3RkRE4OHDh/xv0femDM+ePYOzszMYY2jevDnevn2b1kVKE/r06YMVK1YgJCQEAODl5YV69eqBMYbOnTsjICAgwWufP3+OI0eOpFJJMyafP3/GgAEDsH37doSGhgIAAgMD0a1bNzDGULNmTfz77788fdz729/fH1evXk3VMqdHJLs8fvwYRYoUgaWlJe7cuSNLM3ToUDDGsGfPHgDysVNwcDCA2P40MDAwXr5ZCR8fH1SoUAEODg549+4dQkJCULFiRRgbG2Pjxo3w8vKCn58funTpAlNTUxQoUAB+fn78+q9fvyJv3ryYNGlSGtYic5DQWDcxnj59CkdHRzDGsG/fvl9Qql+Pn58fateuDcYY3NzccPbsWX6ubt26YIyhevXqGD16NJYsWYKzZ8/i9evXePfuXby8NBoNHj16hKNHj6ZiDTIOUh+nb1/XoUMHKJVKrFmzho8LAODGjRtwd3eHlZUVLly48EvKmp4oU6YMGGNgjMHQ0BDFihVD48aNsXLlShw8eBBfvnzhzxWJTp06gTGG4sWLw8fHR3Zu4cKFWLNmTWpWIcUQYi2BQCAQCDIpKS3Wkj6zZs1KszoJsVbGpHLlygm2J22EWEsgEAgEAkFmYcSIEVCpVNi+fTs/dv/+fVhbW8PBwQFjxoyBq6srGGMwMDCAUqnEkCFDEB4eztMnZ3EhK6OvvaR0+/fvh5mZGSpWrMjFHZkVafFgzJgxYIzhxIkTsuMJXRMVFYXhw4eDMYZp06YlmDYrCN0kQkNDUbFiRTDGuFgtMjISAPD+/Xu4ubnxhYeePXvy66Kjo2X2vnjxIqysrNC8eXPZQo3gx9G2a9x+QB/BVtz7ICsKC34lz549Q4UKFcAYw+HDh9O6OKmKdluKiIiQndNHsBW3PYtxQXwkG4eFhfG+WOJHBFsSwsaxouxly5Zh3LhxeP78OYDYZ1hQUBCKFi0Kxhi8vb1l19y+fRstW7aMd49n1f5Uo9Fg27ZtsLKyQsOGDTFjxgyo1ep4IvcvX76gd+/eYIzxeW6pr9Buz1nVjj/D2bNn8eLFi2Rfv27dOi40lu6DjMbNmzfRrl07MMbg6uqKkydPAgDq168PxhhUKhUfszLGYGtri7x586Jt27bo27cv1q5di3/++QdXrlyR5Sv6yf/49OkTbt++je/fv3NhUVL2+euvv2BoaIjChQtj8eLFuHHjBnbu3AkXFxcwxrB48eLUKHqaotFoUKJECd4OCxQogPLly8vaY5EiReDk5ARPT0+sW7cOr169AgB07NgRjDEUK1YMd+/e1Zl/RmujwpeyQCAQCARZhJYtW1JAQECSn6dPn9KNGzfo4MGDNHDgQDI1NZXl87///Y+OHz+eRrVIW16+fEn58+fnn5EjR6Z1kdI9Hz58IC8vL/63mZkZbd26lR4/fkx+fn7JynPkyJGy3+Hly5cpVVyBQCAQCASCH0bbXT/+P8yBu7s7xcTEkKenJxERBQQEUPXq1UmpVNKkSZNo1qxZdP78eVq7di21bt2aNBoN5ciRQxYmWoRAS5iNGzfSiBEjaNCgQTR79mz68uWL3vaS0nl4eJCrqyvdvHmT+vTp8yuLm+ZI7TI0NJSISK/xM2OMNBoN1a5dm5RKJV2+fJmWLl1KTZo0kYXtI4oN4ZkV0Gg0ZGxsTDVq1CCi2PuaKDasTExMDNna2tKuXbuoevXqRER0//59HmZTCvVOROTj40MLFiygkJAQ6tChA5mYmKRBbTIP2iGM4vYDFhYW1KZNG5o6dSpFRkbqDImofX3c/LIqUjgupEDYp3z58tHu3btp+/bt1KBBg5/OLyOh3ZakcEeSTZ2cnGjKlClUt25d2rJlC/3xxx/xQiLGbc9iXBAfycZGRkY8jJRkYwcHB5o6dSp17dpVr5CIRMLGAEilUlHfvn1p1KhRlDdvXiKKfc5/+vSJnj17Ri4uLlS+fHl+ja+vL82aNYv27dtHPj4+svyyYn8qPVdat25NPXv2pCtXrtCsWbOoefPm5OrqysPMxcTEkIWFBXl6epKdnR0fUxgYGBAAWXvOinb8GXbs2EE9e/ak33//nYdR0xepX2jQoAHVr1+f/v77bzp58uSvKOYvYdGiRXT37l0iIipfvjyNGjWK2rRpQxcvXiRPT086ffo0mZiYkJGREU2dOpUWLVpEbdq0IScnJzIwMKDAwEDatWsXrVq1inr16kWNGzeOFzI+q/eTEkOHDiUPDw8qX748VapUibp27UoPHjxIMuRzu3btqFu3bvTmzRsaOnQoVapUidq1a0f37t2jxYsX8zD0mTlsNGOMfHx8eJ+YPXt22r59O12+fJkWLVpEderUISMjI/L29qapU6dSz549KW/evFSlShUyNTWlbNmykZ+fHzVr1oxu374dL/8M10bTRiMmEAgEAoHgVxPXs1ZyPVH5+/sjd+7csrwqVaqUsoXVk5Soz88QEBCQ5mXIaHh5ecls1r1795/OM64HrsRCBggEAoFAIBCkNEePHsWSJUuwfPlyWcjCuDRt2hSMMXh6esLS0hK2trYJuuaP68ZfkDBNmjSR7bpljKFs2bLcW4E+3gek3baPHj2CgYEB5s+f/0vLnF7Yvn27LDRfYraaMWMGcubMCQcHB77r2dLSEm5ublm+va5atQqMMfz+++8A/vMsJv2rHRKxUqVKePz4Mb/Wx8cHrVq1AmMM8+bN48eF14xfy9evX7F69WrY29ujQIECWLZsGQ+XJpDTunVrLFiwIMGQkT9LRvN2oC8/4mFQ26baHra6du2Kp0+f/oriZWm0PWzVrVs3npcYQeJIbXv37t1gjKF9+/b8nPYzbe7cuWlVxHSH1M9FRESgVq1aYIzFi7ig0WgQExODsLAwFCxYEAUKFBCeNlOA7du3I3/+/LCyspKNv5LD8uXLwRjDihUrUqh0v5YBAwaAMYZ+/frJ3lFv3LiBtm3bgjGGOnXqIG/evLCxscHXr19l13/8+BGnT5/Gjh070Lt3bzRu3DhNI6ykZ2rWrMnD8Xl4eKBYsWLcO5mvry8A3eMnqW/49u0btm7dikGDBqFx48ZYtGiR7NmUWcdK48ePx5cvX/jfMTEx3KOYm5sb3r9/DwAIDw9HVFQUvLy8sH37dowcORIuLi7IlStXvHmAjRs3plV1Ugwh1hIIBAKBIJOSUmItADh8+HC88HVp4QI4rYVSQqz145w7d05ms6lTp/50nkKsJRAIBAKBIK1o06YNlEolnxw0NjbmIV+kCVlpUevUqVPIli0bVCoV8ufPj/Xr1/N8pAnYuGG4MuvEbErRqFEjqNVq9OzZE2fOnMHZs2dRp04dMMZQpkwZvHnzRu+8JFv7+fnxY5lVMCO1yStXrsDAwEAWwi8hFi1ahC5duiBHjhywtLTExo0bcfPmTXz8+DE1ipzuiImJ4W3m4sWLYIyhatWq8dqMZOv379/DJAa1RwAAnaFJREFUw8ODC7Zev36Nhw8f8kXt2bNny/IW6E9y7fX161esXbsWlpaWMDMzSzB0SlYmKioKNjY2KFSoEFasWMEFbZm1b0wJDh48yP//I20zrmCrYcOGPOTWt2/fUrSMgljBVq9evcAYg5OT0w+NFzIzP9JmV69eDcYYRo8eDSA29KF4piWMNB74+PEjBgwYgBs3bgCI359euHABZmZm6NOnj87zAv2RhFo2NjZ49OgRgOSFk9Ruw+fOnUvZQv5Ctm7disqVK8PQ0BB9+vSJJ9hq3bo1f4fNnTs3f9bEDdOrC3Ff/0fv3r1hZGQET09PLrD89u0bt6+7uzs+ffqU4PVJ2TKz2rpnz55gjKFx48aycU5MTAzf5FK1atUEn88REREICgrC4cOHsXr1ajRs2BCrVq1KreL/UjKYHzCBQCAQCARpQb169cja2lp2LK5ra4FAF4jjVj579uxpUxCBQCAQCASCn8TV1ZV2795N9evXp1WrVlH37t0pPDycWrRoQb6+vjxEiRQSrmTJkpQ/f36KiYmh+vXrU7du3YgoNqSB5Jpfukb6N8O57E9FVq9eTceOHaOBAwfS/PnzycPDg9zd3WnHjh3k6upKPj4+NGvWLL3yio6O5rYuXLgwEcX+LpklzMyxY8do6dKltGLFCrp//z5vk1WqVKF+/foREdHAgQPp5s2bRCQfs0v/HzJkCPXu3Zvy5MlDFStWpFq1alH58uX5e2HccX5mJTg4mIhi702pzZQoUYIKFixI796946ElJZRKJQ+JuHPnTnJ3d6cbN25Q/fr1aciQIbR3716aNWsWjR49mojk/YFAN0FBQeTr60tBQUFEFPtbSGGkfoRs2bJRy5YtacqUKbRgwQIqXbp0Shc1QxMVFUUqlYr69OlDT58+pRUrVtCGDRsoLCwswZBxWZ26detS06ZNaeXKlURESYY+0kbbpk5OTuTp6UlVqlQhFxcXMjc3/2VlzmhERUVRcHAwRUREEFHyw0I5ODjQxIkTqXXr1tSuXTvKkSNHShYzw/Az/ampqSkREb1+/ZquX79OU6dOFc+0RJDGA9bW1jR79mwqU6YMERGFh4fze//GjRs0b948iomJocaNGxNR1gwdmRJs376dxo4dS9+/f6eLFy+So6OjLJwkUXzbJvRcUygUPBywm5sbEWWMkHQdOnSgsWPHUunSpWn9+vW0ePFiun//PhERVahQgcaMGUMdO3YkIqJPnz7R1atXiei/0JvaxH03EPd1LA8fPqR//vmHqlatSkOGDCETExOKjo4mc3NzWrx4MRUoUICeP39O4eHhCeYRExNDHz58IKJY22o0Gpm9M6utBw0aRKVKlaJ//vmH2rdvL3vHOn36NLm5udHVq1epdevW9O7dOyL6Lyy3RqMhAwMDsrS0pAYNGlCvXr1o//791Lt3b34+I6NK6wIIBAKBQCBI/ygUCipQoAB9+vSJH/vy5UvaFUiQYTEyMkrrIggEAoFAIBD8MK6urnTt2jWaPHkyDRs2jMzMzKhXr16UPXt2WrhwIV28eJFKlSoluyZHjhz0xx9/ULt27fhkZHR0NKlUYjouOXh7exNjjHr37k0WFhZ8ctvS0pIGDBhAFy9e5BO7uggLC6ONGzdSu3btKHv27ARAtmiTWSbG27ZtS3v37uWT1kZGRrRnzx5q0KABERGNHDmSHj58SCdPnqQBAwbQkiVLqHLlynyBVbKLt7c3LVq0iB49ekQrVqygXLlyyb4nKywmtmrVioKCgsjZ2Zly585NHh4eZGpqSnnz5qUcOXLQtWvX6ObNm+Ti4sKvAUBKpZKioqK4YKt9+/Z05swZunv3Ls2ePZtGjRpFRGJRWx8GDRpEZ8+epQcPHlCZMmWofv36NHPmTFIqlcmyn4WFBfXt25cv3orf4D8km7x//56IYjfozZs3jxQKBXXt2pWMjIzi9ZvaRERE0MGDB8nR0ZHKli2bauVOK0JCQqhy5cp09uxZGj9+PAGg/v37c8GWPu1KEmwxxqhy5cq0f/9+srOzIyJK1NZZBU9PT7py5Qq9fPmSSpUqRWPGjCEnJ6dk28bBwYHWrVvHRUdZzcY/2586OTmRo6MjnTlzht69e0enTp0SQq3/J6G2JInlzczMiChWTD9r1ixydnYmCwsL2rZtGz18+JDmzp1LjRo1StUyZyYOHz5M06ZNo2/fvtHNmzcpf/78RBTbx758+ZLOnz9Ply5dom/fvlGTJk2odOnSVKJECVkfHBERQWfPnqUCBQpQ0aJFZSIvovT/niDVo3nz5gSAZs6cSevXryciosGDB1PJkiWpYsWKNGTIECIi2rp1K82ePZvUajV5eHjIbEEkH+dnpX4yKd6+fUtv376loUOHkpWVFcXExJBKpSIAlC1bNlKr1fT48WN6/PhxvHcnIqLIyEiaPHkyHT9+nNavX0+lS5fOMvYtV64c7dixg9q0aUNHjhyhdu3a0fbt2ylbtmxcsFWrVi06d+4ctWzZkvbu3Uv29vYUExPD+1JtpDmVzCAmFLNDAoFAIBAI9CLuDgtjY2O9r9VoNOTl5UWPHz+md+/eEQDKkycPValShb9A/UqeP39O3t7eFBgYSN+/fycTExOytramYsWKUfny5cnAwOCXlyE9cPv2bbp37x69ffuWoqKiKFeuXOTk5ETFixdPtTLoGlynJbdu3SJfX1968+YNGRgYUI4cOahy5cpUsGDBZOf59etXunjxIr169Yo+ffpEZmZmVLRoUapevTqfFPxRoqKi6Pbt23T37l0KCgoijUZDNjY2lDdvXqpevfoP3Y8S4eHh5O3tTffv36fPnz+TUqkkGxsbKliwIFWpUiXexIRAIBAIBFkVV1dX8vLyokmTJtGgQYPIzMyMwsLCyNjYmAYMGEB79+6lV69e0aNHjyg0NJRy5cpF9vb2RBQ7KVmuXDnaunUr9erVi+/OFvw4Hz9+JKVSycX/kiiGiLiIIDIyMsHr169fT4MGDaLp06fT06dPM+VYx9XVlS5dukQNGzakpk2b0tWrV2n9+vXUokULun79OpUuXZpy585NY8aMoYiICLpw4QLVqlWLli1bRmXKlKGyZcvSt2/f6OjRo7RgwQK6ceMGLViwgDp06EBEWWthu2/fvrRv3z4iIjp37hwRxXpmAkCNGjWiZ8+ekUKhoIcPH5KlpSWVLFmSNBoNb5NS+7K1taWtW7dS3bp1qWvXrjRs2DAiytqL2vpSo0YNOnfuHBUpUoScnZ3pwYMHNHv2bFKpVDR16tRk20/73he/gZzbt2/T2bNnKU+ePFS7dm06ePAgTZ8+nYgoUcGWRqOhNWvW0O+//041a9akXbt2kaWlZVpUIdUwNTWlkSNHkrm5Of3vf/+j8ePHExH9lGBLCLX+o27dunTy5EnKnj07GRkZ0b59++jEiRN09uxZqlixYrLzzapCrZToT/Pnz09169alpUuX0ps3b7KkUOvr16/k7e1NX758oTx58vA5NH3aUkhICG3evJkuXrxIFy5cIAMDAypSpAitWrWKevToQURZx44pTf78+enJkydUunRp2Rz/4cOHadGiRXT69Gl+bM+ePVSzZk0aPXo0ubu7E2OMYmJiaOHChTRu3Djq3r07LVy4kLJly5YWVUk22s+S5s2bk7GxMY0aNYo2b95MSqWSBg4cSCVLlqRKlSrRsGHDKDIyknbv3k1RUVGkUCjIzc0tS/WJySU6OpqIiC5evEi9evUiKysrIoq1v4mJCalUKjI3N0/Qe2NAQADt2rWLnjx5Qk+fPs1yXl5LlChBO3fupLZt29LRo0epffv2MsHWqVOn9BZs6RIWZlh+VXxFgUAgEAgEacv69etBRPzTtWvXZOcVExMDa2trWX53795N8rovX75g1KhRsLOzk12r/alcuTJ27dqlVzl+pD7R0dFYv349ypcvn+B3ExHMzc3RqVMn+Pj46PW9iX0CAgL4NWfPnpWdGzNmDD939epV2TlDQ0N8/fpVLxsAwNKlS2XXDxo0KMG0YWFhmD59OvLmzZtguUuUKIFVq1YhOjpa7zIkRty2l9hHm65du8rOPXjwgJ+bOHGiXvnFbRdubm78XNOmTQEAUVFRWLhwIQoUKJBou7x+/foP1fvGjRuoX78+1Gq1zjyNjIzQtWtXPHr0SO88v3//jnHjxsHGxibBshoaGqJVq1Z4/PixXnm+f/8eAwcOhLm5eYJ5mpmZoWfPnnj16tUP2UAgEAgEgsyGm5sbGGOYMWMGQkNDAUA2Zjp27BgYYzAzM4O1tTUYYyhbtiwWL17M00ybNg2MMXTo0AHfvn1L9TpkFoYOHQrGGIYMGYLw8HAAse8pADB79mwwxtCtWzcAgEajiXf9rVu3YGdnh0mTJqVeoVMRFxcXGBgYYMqUKQgODubHhw8fDsYYli9fzo9FRUXh5s2baNu2LRhjYIzByMgIxYsXh5WVFRhjyJ07N1auXMmvkWydVXj+/Dm8vLywY8cOTJ48GfXq1UO1atWgVCqhVqu53QwMDKBQKFCpUiU0aNAAU6dOxc6dO3H58mWEhYXh06dPAICQkBCed1azZXKQ2vPYsWMRHByM0NBQnDp1CpaWlihWrBgCAwN5Wl33u+DHiY6ORpcuXWBpaYlt27bh5cuXWLt2Lezs7JAnTx6sXLkSYWFhAOLbPCYmBitXroSdnR2WLVuWFsVPM758+YKZM2dCoVAge/bssvqLez15uLi4QKVSYdCgQXj06BGeP3+Ofv36gTGGZs2a4fv373rf96J/SJn+VGrLwcHBKFmyJGbNmhXvXGZnypQpcHZ25s9/xhhKly6Nixcv6p3H27dv4evri6VLl+LKlSt49uwZP5dV7JjSSG12x44dUCgU+P333xEWFobr16+jXLlyMDExweTJk7F3717Mnj0brq6uYIyhRYsWePHiBc9HepfI6M8wqR35+fmhdu3aYIzB2NgYffr0wb1793i6GzduoG3btlAqlfjtt99w4sSJtCpyhsPd3R0WFhbYu3ev7L59/vw5rK2tUaxYsQTXeUJCQrBz506918IyK76+vihZsiQYY2jQoIHMXjExMfDw8ABjDNWqVcPbt28BIMXWrdIjQqwlEAgEAkEmJSXFWsePH5fllSdPniQnPE6fPg1bW1u9RTvu7u5JCkP0rc/79+9RtWpVvb+biKBUKrFgwYIkvzclxFoAULRoUdn5LVu2JFp3beLW7ebNmzrT3b17N1FBUtxP2bJlZQKp5JKexVrv3r1DlSpV9MpLrVbj4MGDSdZXo9FgxIgRUCgUeuc7ZcqUJO8hPz8/FCxYUG9bqtXqJF/2rl69+kP3pbm5OS5cuJCkDQQCgUAgyIx4enqCMYYiRYrIJrClSdlHjx6hfv36fJKxU6dOaN++PRQKBRQKBdasWQMA+Pr1K4oVKwYLCwvZgpjgx3jx4gVy5coFa2tr/Pvvv7Jzv//+Oxhj2Lt3LwD5gtf3798RFRUFAFw4A2SuBVwXFxcYGhpixowZXBAoiQv9/f2RL18+jB8/Hg8fPoS3tzc+fPjAr126dCk6d+4MW1tbFCpUCKVKlcKMGTNw9epVniYrLSAOGjQIt2/fjnc8MjIS0dHRuHXrFi5cuICOHTuCMYY8efKgYMGCsLS0lC3gqlQqFChQAAULFsSTJ0+4DTNTu/tVSMKCmTNn4suXLwCAiIgIAECfPn2QN2/eRDdbSelv3LiBoKCgX17ezMSWLVuwe/dufP/+HUCsEGnVqlWwt7dPUrAVERGBhw8f8r+zUlv//PkzFi5cCIVCgRw5cmDJkiX8XNz+MzIyUibeFMjRvv8/f/4sO1e2bFm4urrqXLDVtnNkZCSePn36q4uaIUjJ/vTdu3cAYu0rkVXGB82aNYNSqYSjoyP+97//YeTIkejUqRPq1KmDa9eu/XT+Wam//JWMGzcOCoUC+/fvx8KFC2FgYIBLly7J0vz777+oVasWDA0NcezYMdk57Y3p6fk3mTZtWqKb6B8/fozevXtzgWvVqlWhVqvRu3dvmWDr1q1baNmyJRhjWV48pA9Sm1i5ciXMzc0xbdo0voEIiBUMMsbQpEkTRERE8PdPALh37x6ePHkCALLjmbkPTapu+gq2nJyc8Pr1619d3DRFiLUEAoFAIMikpJRYKyAgIJ5gZMWKFYlec+DAARgaGsquMTAwgKurK9q1a4f69evrFKHkz58fL1++TDBffeqj0WhkAh3pky9fPjRu3BidOnVC8+bNUaZMGTDG4qX7+++/E/3elBJrzZgxQ3Ze8vqUFM+ePZOVu1y5cjrT/fvvv8iePbvsO5RKJZydndG2bVs0btwYxYsXj1cHKysrvbymJUZ6FWtVq1ZNJpJTqVSoUqUK2rRpg9atW6NEiRI67fHmzZsE6xoTE4MOHTrEu87e3h6NGjVCu3bt4O7urtOLVa9evRLM98uXL/G8oRkaGqJq1apo3bo1WrVqhWrVqsHY2FiWRqVS4eTJkzrzDAgIgIWFRTwxlouLC9q1a4cWLVrAyckJBgYGsjSmpqbw9fXV45cXCAQCgSBzce7cOTRt2hSMMTRs2BAXLlzgk7R+fn7o2bMnGGMYNmyYzOvWX3/9xSfHQ0NDERoaio4dO2L27NlpWZ0MjUajgUajwZYtWzB+/HgueouJicH79+9RrFgxMMbieUa9ffs2Bg8ejKNHj8omjNPzAsyPkhzvb2XKlMHChQtl+QQFBSE6Opov4kpkJlslxf3795EjRw4uVJPsqG0D6f9XrlwBYwwjR47Et2/f8OrVK+zYsQNTpkxBs2bNkC9fPhgbG2PGjBmpX5EMjLu7ezzhoXZ79vT0hLGxMRo0aIBatWqhdu3aWLdunWwRJyoqCn/88QdMTU2xaNGieG1aEB/tNh53cU0fwVbcfiKz9htxbaNdz5s3b6JSpUpgjMHe3l7mzVC6Ljw8HAMGDIC7u3ui8wxZFTc3NxgYGGDWrFl80TY6Opr3AW3btkWBAgUwbtw49O/fH3/++afMq5FGo0FkZCQmTpyIKlWq4OjRo2lSj/TCr+hPw8LCErzvMyv169eHkZERhgwZIhO7A+AeX4KDgzFjxowERYLh4eE4evQofx5lZoFGWvLkyRM0aNAAarUaxsbGGD58OIBYe2vbfNmyZWCMoXfv3tBoNDLxjJQ+vTJkyBAwxtC+fXs+by69JwGxmzSkd9TRo0cDAA4ePIiKFSvqFGx5eXnhyJEjqV+RDMy3b99w9OjRePf75MmTdXpn8/X1Rd26daFUKvH27dt03b5SgilTpuidVluw1bhxY5kX8piYGFSvXh2MMezcufNXFDXdIMRaAoFAIBBkUpIr1oqMjMTbt29x8uRJ/P777zAxMZHl06dPn0Sv9/Pzg5mZGU/PGMPw4cPj7YgDYr38lC1bVpa/m5tbgnnrU5/Dhw/L0uXOnRunTp3SmfbFixdo166dLL2Tk1O8dAEBAQgICMDFixdlaVu2bMnPBQQEyF7ukhJrvXz5UuaJycjISK+wOLNmzZLlq71jU+Ljx4/InTu3LF2nTp10ei67f/8+3N3dZWmLFCki2yn3owQHB3ObzJ07V5b39u3bZTbTJjGx1ufPn/k1LVu2lKW7ePEiPxd34kSXcI+I0K1bN5m7a4mDBw/C1NRUlnbatGkJ1nXmzJmytDly5MDu3bvjTVqFhoZi2bJl8e6n9evX68x39OjR8cor7WKMa+spU6bI2lLhwoV1vvi1adNGlufYsWN1umX+8OEDBg0aJEvr4eGRoA0EAoFAIMhsTJ48mf/f29sbDRs2BGMM9erVw61bt+Dn54devXqBMYYRI0bIro2Ojsbbt29RsmRJ2NjY8PAm2rtuM/sE7a8kPDw83vjl8ePHMDMzQ9WqVWXHfXx80KZNGzDGsHr16tQsZqrxs97f1q5dG++auP/PatSoUQPt27dPMtTG48ePwRhDoUKF+GKtNu/fv5cthmVlm+pLjRo1+OKp1Gdq/w7379/nwszChQvD1tYWKpUK5ubmGDx4MH8XDA8P554iNmzYkCZ1yWz8iIetzMjhw4f5/3Xdy0+ePOGL4y4uLjwkorZgS6PR4O3bt9z7nnaeAqBu3bpgjGHMmDH8Oa89x/bgwQPY29uDMQY7Oztux8KFC2PTpk083aNHj1C0aFEwxvTylJ5ZEf1pyjB79myo1WqMHj2az2tL86XSv8HBwShRogQYY+jfv3+8ucaYmBjMmjULjDF07949S/SZacmJEydQqlQpMMa4l2MJqU95+fIllEolOnTokBZFTDZRUVE4dOgQf860bdsW9+/f5+e1NxNpv6NGRUVh3759qFSpEtRqNfr166dzU64YqyaNLrGqRqNBSEgIqlatCsaYzGObj48PWrVqBcYYJk2alOrlTW1OnDiBggULcm/W+vR3vr6+vA/t1asXH18CsW1yz549v6y86QUh1hIIBAKBIJPyI96N9Pmo1WpMmDAhyYF73BB969atSzR9aGgoKlSoILsmod1v+oi1+vTpw9MoFIoEQwRKaDQa/Pbbb7K8tRfTtAkICNBbAJeUWAsA6tSpI0uzdevWRMsKQCZuMzQ0lIVykWjfvr0sX09Pz0TzjImJQcOGDWXXJOU9TV/itsOzZ88mmDYxsVZi6eKKvrTRJdZK6uVo4cKFegkIfX19oVareToHBwedAjBtLl68KLsmb968Ond6a4vtihQpkuR9N2bMGFmZ4woUg4ODZd7uatSokWh+QOyuVe08/f39k7xGIBAIBIKMjjTBqC0A1xZsubi4oHHjxmCMYdSoUTxNdHS0bDLSzc0NefLkwfv372X5iwWalEMaH/39999gjKFdu3b8nPbE+Jw5c9KqiL+clPD+pu0lIysj2WDQoEEoWrQoFwskNg6vXLky7O3t+X0upY17jVj80o9mzZqBMQZbW1vu3UzbU0SPHj3AGMPvv/+OO3fuIDAwEBs3bkTp0qVhY2ODy5cv87yCgoIS3LQlSB5fv37F6tWrYW9vjwIFCmDZsmW8X8nMSF4dtEW/2qIX7bY5cuRIAMDcuXN1CrYA4Pr16/jrr79Sp/AZhBs3biBXrlxgjKFDhw54//59PBt37twZjDH07NkTR44cweHDhzFy5EgoFAo4OTnx8FIAsHfvXuzevTstqpJuEP3pzxMaGgp3d3fky5ePi7IlG0qin+/fv6NkyZIwNjZGkSJFwBhDv3798Pz5c57P9+/fMW3aNJ0edwQph/ZYdu7cuWjSpAkP8Rn3PW3v3r1gjGH+/PmpXs7kIoVzjIqKwqlTp1CtWjUwxtC2bVs8f/4c79694/e1tlBLezP2vn378Ntvv/G+VteagiB5hISEoFy5crC2tuabre/cucPfR7U9bGfm94IXL17A2NhYJqLWB29vbxQoUEDm4TiuI4GkNtJkZIRYSyAQCASCTEpKi7V+//33JL0txRUodevWTa+y+vr6yq6rX7++znT6CKW0xTnu7u56ff+cOXNkeSckuElpsda2bdtkaZo1a5ZoOe/fvy9L36ZNm3hp/P39ZV6WPDw89Fp8+fjxoyykXvHixZO8Rh/Sm1irbt26SZb506dPUKlU/Bp7e3u9ynHu3Lkk8waAUaNGya6L68r3y5cvP9QugNhdYdrXzJo1S3b+9u3bsvNDhw5NMs9Lly7JrtmxY4de9RMIBAKBICOT0ASjJNhSq9U89IRE3DHy5cuXYW5ujpYtWyI4ODhTT8imB9asWQPGGIYMGQIg9rfK7BPjKen9LanNBlmNa9euQaVSJRq2VGpLjRo1AmMMBw4cACDEmMlFe/GlT58+YIzBxsYGp0+fBiAXHkohjSRCQkIwZ84cWR8QdzEnM937KUVybfL161esXbsWlpaWMDMzw927d1O4ZOmPSZMmcS9Oq1atkp3TDjel3TY/fvyIWbNmccHWypUrdeadmRcef5QzZ86gTJkyYIyhc+fOfJ7n6dOnCd7/b9++RdeuXcEYw6FDh3Tmm9Xuf9GfphxXr16FQqHgc9uSQEt61gcHB6NMmTKwsLDA6tWrceTIEe79bdCgQdy7LgC8fv0at27d4n+L8cKvQbt9Pnv2LJ4XNAC4desW6tatC2tra73ncdOaZcuWoWTJkvj+/TuA2Pvy5MmTXLDVsGFD/u6jfV/rCue9Z88eODo66ozUIUgeGo0GL168QK5cuWBoaIjAwEA8fPgw07+PxkUSRXp4eKBNmzaIiIjQq74xMTGIiorCsGHDwBjDvHnzUqG06Qsh1hIIBAKBIJOS0mItIkLRokVlu9Xi0rp1a1n6R48e6V1e7VB8pqamOr0N6SOUmjRpEnr27ImePXti+/bten330qVL9RL/pLRYKzQ0FBYWFjyNkZERgoODE8zzjz/+kOWp7VZXIq4Q6Pjx40nWX6Jbt26ya1++fKn3tQmR3sRaZ86c0avchQsX5tcoFIp454OCgmBgYMDTVKlSRa98gdh2xBjj1/bq1Ut2/v3797Iy58yZk7+QJ8aNGzdw/fp1XL9+Pd5v5+XlJcuzfPnySU4MR0VF8fyuX78eL8SkQCAQCASZDV0TjNoheLy8vNCkSROoVCo0bdoU165dk50HYj06tWjRAoaGhti3b19qVyFLsmXLFr5D/P79+2jdunWmnhj/1d7fsjovX76Eo6MjChQowHd2x0VqTzNmzMiyiwq/kt69e3OPMJs3b+aCA23hYUxMDH+fefLkCQ8vJdDNp0+f4OPjI/OikVyh0JcvX7B06dJ4wqXMzPz587lgS/KKFRAQoNOLidQ/fPnyBbNmzYKhoSFMTEywYMGCNCl7ekf7uXTmzBkevqxnz544f/68TmGRdttdtWoVGGOYOnUqgMz1vE8JRH+afC5dugRDQ0PZWEoiKioKFStWhEKhwJ9//snFQAsWLOB9RZ8+fXQK4kUbTR5x37kSIq4Q7tSpU+jXrx/OnTuHjRs3ws3NDYwxLF68+FcU85ewY8cO5MiRA1++fOHHoqOjcerUKe79kTGGHj168PNx7aVtF+3ICUI4+B8/e282atQIBgYGWLRoEdq0aZOp30cT448//oCpqSlfr9FVb+mY9vN84sSJUCgU2Lt3b6qUMz0hxFoCgUAgEGRS4opkWrZsiYCAgCQ/fn5+uHHjBnbv3o1u3brJvDQREXLnzi17OZDQaDSwtrbm6fLly/dD5Z08ebLse65duxYvjb5CqR9Bo9Ggbt26aSLWAmInTrTTbdu2LcE8tQVEDg4OOge75cuX52kMDAx0it4SYuPGjYl6fEoO6UmsxRjTO0xD3HCece144MAB2fmJEyfqla9EgQIF+LVxvZhpNBrY2trK8nd1dcXDhw9/6Du0iSsuk/qElBDkCQQCgUCQ2Yg7wRhXsCWJYurWrctDUgDyUAfa4g0xCZ44kn2Sa6fXr18jT548sLOz4wswmXliXHh/+/Vs2rSJexZJLETM7t27ZbYWdvwxfHx88M8//+DatWv49u2b7JwkMDA2NgZjDKNHj+bn4oqMpHBGwkuEbgYOHIgSJUqAMYayZcti7Nix/Fxy26x2n5KZ2732c2nevHl8QXz69OkYMGAADzMrEbdtfvnyBdOnTwdjDCtWrEi1cmcEXr9+jcePH8cTs2gLtgoVKhRPWBTXxitXrgRjDAcPHkyVcqdXRH+ackj3/fHjx/l4PzQ0VGar4OBgrF69GitXrkR4eDg/fu3aNRgYGKBixYpgjKFBgwZ6bb4UJMzEiRP5b/KjIuN3796hfPnyvO9mjMHBwUHm7TAjPMO+ffsGe3t7TJ8+HQBk9jh58iRq1KgBxhi6du0qE2LFJe67lnhH/Q8pdKHEj9hGo9FAo9Fg8eLFUKlUyJ49OxhjsqgXGaGd/SySzf79918YGRmhWbNm3CmBtj2Dg4PRo0cPHD58mN/T58+fR/78+WFrawsvL6/UL3waoyKBQCAQCARZAjMzM8qfP7/e6StUqECtWrWi5s2bU7NmzQgAERG9evWKtm7dSgMGDJClf/ToEX369In/bWNjQ8+ePdP7+2xtbWV/P3nyhCpXrqz39foAgN6+fUvPnj2jgIAAevr0Kf3zzz907dq1FP2eH6Fbt260evVq/vfu3bupffv28dJ5e3uTv78//7tr166kUChkaUJCQuju3bv8b0tLS3r9+rXeZbG0tJT9/eTJE72vzQhYWlqSsbGxXmnVarXsb41GI/v7ypUrsr+NjIx+qL0XKFCAAgICiCi+nRljNGzYMBo3bhw/duHCBSpRogRVq1aN6tWrR25ubuTk5EQGBgZ6fZ+lpSV169aNVq1axY/t3buXDh48SB4eHlSvXj1ydXWlcuXKkVKp1LseAoFAIBBkJgAQY4waNmxIc+fOpWHDhtHmzZvJzMyMYmJiSKlUkpOTE02ePJmIiI4cOUKMMZoxYwYplUqaPn067d27l2bNmkUjRowgotgxRNwxm+A/hg8fTqVKlaKaNWtSvnz5+HF97QaArKysqEuXLjRjxgz68OEDzZ49m0aNGvVD+WQUYmJiyMHBgX777Tf6559/qG3btqRQKEilUlHFihVp4sSJpFQq6ciRIxQaGkpeXl5UoUIF2djW19eX5s+fT5GRkdSxY0cyMzNLwxqlT5o0aUKNGzem5cuXU+HChWnAgAHx2hEAKlSoEBERXb58mSIiIvQemwti34MPHz5Mnz59IkNDQ6pYsSLt37+fzwusWrWKYmJiaP369WRsbMzfkaOjo2XvK3fv3qUVK1aQtbU1VapUKU3qkp6pUaMGnTt3jooUKULOzs704MEDmj17NqlUKpo6dWqy+0ftPiUz9bESb968IWNjY1IoFJQtWzYiIv5cHzVqFE2YMIGIiMaNG0fTpk0jIuLjBG0sLCxowIABVLduXapYsWIq1iB9M3jwYDp58iQFBASQlZUVjR8/ngYOHEhERB4eHrRkyRIaNmwY3bt3j4oVK8bHXdI4TeLWrVu0Zs0aKliwIO+PsyKiP00ZTp48SVWqVOHjorJly1LhwoXpyZMnFBwcTHZ2dvw+NzMzo65du5JSqSSFQkFRUVGkVqtJpVKRgYEB9e/fnywtLenNmzdkamqaxjXLuGzevJmmTJlCT58+pY0bN5JSqdTZ1yaEpaUlHTp0iP7++296/fo1VahQgQoXLkxly5YloozznqBSqahgwYJ09uxZGjduHDHGuB3c3d2JiCg8PJw2bdpEYWFhNHnyZCpWrFi8fLT7T11/Z1UqVapEvr6+NHLkSKpRowbVqFGD20af9ialbd++PW3cuJFu3bpFCxcupCFDhhBRxmlnP4tkh4oVK5KHhwf9888/tHv3burcuTOpVP/JkY4cOULr16+n/fv3U+fOncnExIR27NhBz58/p+XLl5OTk1NaVSHtSEulmEAgEAgEgl9HXI9GP+OJqk2bNrK8OnfuHC/NqVOnEg2h+KMfXe6If7Q+165dwx9//IFGjRrB0dERRkZGen13anrWAgBHR0eeLqFQiMOHD5d5iNK1U8bf3z9FfwPtHaLJJT151nJwcNC73HHDJ4aFhcnOd+rUKUVt/fXrV1n+MTEx8cJSxv0YGRmhRo0amDZtGm7dupVknUJDQ1GvXr1E8zQ3N0eDBg0wf/78HwpjKhAIBAJBZiIqKgr169eHSqXCunXruGct7R2xccPOubu7Z3qPTilNkyZNwBiDpaUl8ubNiw0bNuDu3buyNPruar558yacnZ2xdOlSfiwz2194f0s+Hz9+1CvdoUOH4OjoCENDQ2zbtk2njT59+gQbGxvZznlB0kge8KpUqYJ+/fqhXLlyYIzBzc0tnkcYKcycra0tTp48KTt39+5dHvZU+94XxOLi4gIDAwOMHTsWwcHBCA0NxalTp2BpaYlixYohMDCQp81KfUBirFq1Cu3bt0fevHnh6OgIJycnrFu3TpZG28PW9u3b+XF9njmZ+bmkL5IHmAIFCvCxky7PYydPnkSZMmXAGEO3bt3g7+8va6c+Pj78/pdCU2ZFRH+aMlSoUAGlS5fGvXv3+LGwsDA0atQIjDG0atWK379xw8tp39fz58+HkZFRPM/4oo9NHkFBQciXLx8YY2jbtm2yPWzpIqP8JlI516xZA8YYNmzYwM9ph5I7deoUqlWrxm2V0Jy6QM7ixYv5c0ilUkGhUGDEiBE4duyY3nnExMTwdYMnT55g/fr1snNZCam+jx49Qs6cOVG2bFmcPXs23v02Y8YMFClSRObxTju8dka5P1MKIdYSCAQCgSCTkpJirQ0bNsjyqlOnTrw0O3fuTFHxyowZM+J9h771uXLlCpycnPT6HlNTUxQvXjxNxVrTp0+XpdWe8ANiB7q5c+fm593c3HTmc+3atRT9Dfr06ZNgmfUlPYm1fiQ0Z1Jirfr166eorV+/fq2zHHv27JGFtkzs4+joiCVLliQa+lKj0WDVqlUoUqSIXnmWL18eGzduzHIvSQKBQCDIuiQ1wRhXsNW0aVM+yTh37tx4+Qh08+nTJzRv3hyGhoaws7PjE+RFihTB5MmT8erVKz6mSciWERERuHTpEg/H9ebNG34us9o/sfAS2gtX2mLCevXq4ebNm7hz5w7atGmTpUWF9evXx9y5cxMNSaQ97l2zZg0sLCxgaGiIpUuXykIiRkVF4ePHj7L3GzFmThpJQOTp6cl/h7CwMDg7O4MxhvPnzwOQt+eePXuCMQYbGxucOXMGQKywQBIeZtX2nBiSnWfOnIkvX74AAO9T+/Tpg7x588LHxyfRPCIiInDjxg0EBQX98vKmB1q0aAG1Wg1zc3MUK1YMhQsXBmMMTZs2jRceSVuwpS0yEu0vcVxcXKBSqTBmzBj+zN68eTMXEAUEBMhsePr0aR4SsUuXLnj27BkAwNfXV+f9n9X6YNGfpgyurq4wMjLCpEmTuB2ltnT//n3kyJGDh+OUbKlrI8e1a9dQsmRJ1K9fH58+fcpy7fFXEB0dzUNKMsbQoUMHvQVb4eHhvJ9JCXFXWnPjxg3Y2dmhYMGC8Pb25scTEmx16NAB9+/fT6viZhi8vLxgYGAAW1tbdOvWDUqlEowxmJqaolmzZrhy5Qrevn0ru0b73g4LC8PSpUuxYcMGfP78WZYuq/ShuggNDcWcOXNgbGwMDw8P3L17N16feOPGDaxevRoHDx6UbULPinYTYi2BQCAQCDIpKSnWOnHihCwvd3f3eGm2b9+eouKVyZMnx/sOfeqzZcsWqFQqnXna29vjt99+Q4cOHTBjxgwcPXoUISEhmDhxYpqKtV68eAGFQsHTtmjRQnb+3Llzsrw2btyoM5+rV6+m6G/QvXv3BMusL5lVrFW3bt0UtfXz588TLY+Pjw9mzJiBGjVqwNjYONG8qlevHs9Tly4kz3NVq1aFgYFBonk2b9483u5BgUAgEAgyM4lNMGpP+P/777/w8PDAn3/+yY9lxQnG5LBu3TowxtCpUycsW7YMHTt25IsxZcuWRZ8+fRAQECAbg0i/QVRUFKZNmwYjIyN4enpCo9Hwc1lhcUx4f/txJO8jCxYs4AK/hNC2y59//gkHBweo1WqMGDEC169fT/IagW4kYcGMGTP4+0pISAiA2Pd4e3t77N69GyEhIQgKCpJtQtH2CLN27Vq0bds2S7fnxHB3d4ehoSFmzJjBPetoP7c8PT1hbGyMBg0aoFatWqhduzbWrVsn20AUFRXFPfgtWrQo0Q1BmYHatWtDrVajV69eCAgIQGRkJEJCQnDx4sUEF7u1BVva3iBEO9SNLgGhZKt+/fohX758ePbsWbxn+IkTJ7hgq2fPnjh+/HiWFhZJiP40ZdBul1J/GXeDxpo1a2BpaQmFQoG+ffvqtM3169fRvHlzZMuWDbt27Uq9CmRyTpw4AVNTU+TNmxc2Njb8vSEpwVZkZCQGDBgAxhi8vLxSs8i/lDlz5nBvg0+ePOHH4wq2XF1dwRhDw4YNs4zgOjlI7WjUqFFgjOHy5ct49OgRJkyYgFy5coExBjs7O7i6uuLw4cMyMVZMTAw0Gg22bdvGBbB+fn5pVJP0ycuXLzFw4EAwxlCzZk2cPXs2ybWFrPAerwsh1hIIBAKBIJOSkmKtuMIjXZ6djh07JkvTrl275Bc+AZKqz4MHD6BWq2XpPDw8sGvXrni7ILRJa7EWANSqVYunNTY2lu327tevHz+XLVs2PgETl4cPH8q+87fffkv0O1ODzCrWateunez8j7hH/lkiIyNx+fJlLt6K2+aJCH379v2hPENDQ3H69Gl4enqiSpUqMvGg9Jk5c+YvqpFAIBAIBKmHNLGqD4lNMGpPNGqPM7PK4tbPoG3/WrVqIU+ePHw8d/ToUdSvX59728qVKxeGDRuGEydOyPJ49+4dunfvDsaYLNREVkB4f/txpMXYWbNm6bWpAZDbZ8+ePahbty4YYyhSpAgWLFiA6OjoeDbPqgsM+uDu7g61Wo2ZM2fq9Aa3fv16MMbg6OiIokWLwtbWFn369OGeXwCgV69eYIxBoVBkWWFBUkgh5nr37o3w8HAAcjvfv38fxYoVA2MMhQsXhq2tLVQqFczNzTF48GB8+PABQKxHkpYtW8YLuZQZGTx4MFQqFf744w++EKvrXpbsqN3WtAVba9asSZXyZkTc3d1hYGCAOXPmyIRa0lhq4sSJMDQ0RNOmTVGnTh107NgRixYt4tdrC7akBfSsfP+L/jRl0CXU0iX+efPmDRYuXMjFQtWrV8fq1atx69Yt+Pr6Yu3atShdujQXhEuIMcHPERwcjBo1asDMzAyHDh3CvXv3kDdvXr0EWyEhIfDw8MhQYVITay/SPfn161fuBfJ///ufTGStLdg6ceIESpcuLetHBQlz8OBBMMZQoUIFLm4LDAxEr1694OLiwp/zzZo14zaV7O3v7w8XFxcsXrw4zcqfnnn8+DG6desGtVqNcuXKYcOGDXzNS7p3RV8pxFoCgUAgEGRaUlusdfv2bVmaWrVqJb/wCZBUfXr27ClLM3z4cL3yHTduXJqLtbZs2SJLv2PHDgCxC4E2Njb8eO/evRPM4/Pnz7I8ChcunGTdfzWZVaw1dOhQ2fktW7bonXdK8+nTJ0yYMAGMMV4eExOTBEV9+vDy5Uv06dNHVscfsZ9AIBAIBJmFxCYYJe88QqiRPDQaDV/o7tSpE/f6EBgYiOfPn6Ny5cp8cpwxhsGDB2Pfvn38en9/fx7iJzOSVHsS3t/0Q9dirL7110736tUrLF++HA4ODmCMoWLFihg+fDgePXqUpJfcrI7kNa9WrVo8jJm2cPbBgweoWrUqGGNwdnZG5cqVuaCocuXK+Pfff3leXbp0AWNMtgCZldpzUjRr1ox7zLl69SqA//oSf39/7lHn999/x507dxAYGIiNGzeidOnSsLGxweXLl3leQUFBOHXqVJrUI7V4/Pgx8uTJg6pVq/IF2sT63i9fvuDQoUMyL0Xagq2lS5f+8jJnNFq0aMHDGL5//x6AXPD+8OFDlChRAowxFCpUCGZmZjAwMABjDP379+fpzpw5g+LFi4Mxhnnz5vHjWe3+F/1pypCUUCsgIAD79+/nf3/9+hX79u1D/vz5+f1uYmICtVoNxhgcHBywcuVKnj6r2PFX8uTJE/Tu3VsWXu758+d6C7bevn2Lw4cPp2aRfxp9wjVevXoV1apVg4mJCcaPHw9/f/9410dHR+PFixf8uHhHTZrWrVtDpVLhyJEjsuMHDx6EiYkJTExM+L1fs2ZNLFq0iNteEs0CmfveT2440YCAAEyePBn29vYwNDREq1at8PLly3jpMrPtkkKItQQCgUAgyKSktlgrKioKZmZmPI2Njc0PfUdgYCDOnj3LP7qEJknVJ3/+/Py8mZkZQkND9fruTp06pblYKzQ0FNmyZePpW7ZsCQA4cuSILB9pwjUhihYtytMqFAq9d44DwIcPH2S/wadPn/S+NiEyq1grbtjPkSNH6p03EOsiXbLzjRs3ZOeOHj2KpUuXYunSpdi0aZPeefbo0UNWpjt37vBzO3fu5HlqTzglRY0aNWR5/kh7EggEAoEgPbFixQoMHz4czZo1w8GDB2U7kZNCTDD+OoKDg1G8eHHkzp0b3t7e3IaBgYGwsrJCoUKFZJ6hDAwM4OHhgb1798rsnZlsH9eLWGII72+Jk9RibGhoaJL2iLvA5e/vj4MHD6J58+aoVKkSrK2tUa9ePXz9+lUshiXA/PnzkSdPHjDGMGPGDC7YAAA/Pz/07NkTjDEMGTIEb968QVhYGHx9fdG5c+d4HuEA+T2SldpzYmi36z59+vCQPKdPnwYgt3PcTW0hISE8tNKQIUPi5QdkXjtv2rQJjDFs3boVQOILkdHR0Vi7di2yZcuG+fPny85J9lu4cOGvLG6G482bN2jdujWyZcuGUqVK4dixYzIv8v7+/ujWrRsYYxgwYADu3LkDPz8/HDhwgI+59u7dy9MfOXKE/1ZA5m2XiSH6059HChWrHZJT+96XhK1mZmbxhBsfP37EnDlz0KFDB1SvXh1ubm5YuXKlLERyVrFjavDp0ycujpXGtS9evNBbsCWRXJFJalCnTh0MGDBAr3oAsePSv//+GxUrVoSBgQG6desmm1eO2/7E2DRxJHsdOXIESqUSderU4b/Bw4cPYWVlhVy5cmHu3LnYsmULChYsyAXFJiYmeP78ObdxZrV13GgiyalncHAwvL29eVj6bNmyYeDAgThw4EBKFTNDI8RaAoFAIBBkUn6lWKtatWo609WrV0+W7sKFC3p/R/369fl1BgYGOoVWSdXH0NCQny9Xrpxe3xseHg47O7s0F2sBsW7IpfRSKMTOnTvzY8WLF08yD+2QiUT0Q2Kf/v37y6598uSJ3tcmRGYVa71+/VrmyepHvJi9evUKKpWKX9u5c2fZeW3RlVqtjvfdCbFixQpZma9du8bPaYuuHBwc9C7rmDFjZHm+e/dO72sFAoFAIEgvaIt9GGMwMzPD0KFDf0iwJSYYUwbtBQRpInzhwoVgjPHx8qNHj2BlZQVbW1seVur8+fMYP348bG1tM3Xow2rVqsHa2hr37t3T+xrh/U03Li4uMDQ0xLRp03QKtfz8/DBr1iwcPnz4pxZWvby8fqgvyUqsW7dO9n/p/p00aRIiIiLw9OlTLiwYMWKE7Nro6GicOXMGCoUCLi4uiIyMzDICopSgd+/e3MPW5s2buYBL284xMTHcpk+ePAFjDN27d0+rIqcqUtsZN24cGGP4+++/9bru6NGjPFTSt2/fZG3w5s2bv6SsGRXJ48jz58/Rt29fKJVKlC5dmm8ee/HiBff0Fvf+B4C//voLjDFMnDhRZ/5Z7f4X/WnKIIXGGzZsmE5xu7+/Pw8RGVfYqktEE/dYVhpn/UoSsqNk7+QIttIjp0+fBmMMarUa48aNS7Ie2qKgU6dOoVGjRjzk6ebNm2VpM5otUgPtdhXXPkFBQahYsSIYY7hw4QIePHgAKysr2NnZYe3atTxdQEAAVq1ahUqVKmHChAmpVva0Qgqv3bBhQxw7dgxv3ryRnf/RPi8qKgpHjx7FwIEDUbx4cajVapQvXx69evVKyWJnOIRYSyAQCASCTEpKirXOnTsny6tkyZI60/3999+ydPqGQjx27JhM+NKhQwed6ZKqj7Znqly5cun13XFDIKalWOvSpUuyazZs2ABzc3P+95w5c5LM49atW7I8SpQowRdpEuPOnTswMjLi11WtWjXJa/Qhs4q1gNgQE9pp9A2F2L59e9l1cb0nzJkzR3Z+586deuUbNzSjtgeFAQMGJCjkSgztOpqYmIiJJ4FAIBBkOFxcXKBUKtGhQwdcu3YNM2bMQPny5WFmZpas0BhigvHH8Pb2xsmTJ3Hy5MkE09y4cQPGxsZwcHDApk2bYG1tDTs7Oy7U0iYgIEDmZSMzIYmLpk+fLgunoQ/C+5ucKlWq8FBZ2iFhJJ48ecJFAtrhIfVFjImTpk6dOihatKjsmLbAYPDgwejUqZNOAZF2O82ZMyeqVKkiCzsn+A8fHx/8888/uHbtGhclSkiCLWNjYzDGMHr0aH4u7iLl3r17wRjDkiVLUqXcaY10D0+dOhWMMWzbtk3va2vUqAEzMzO8evVK5/ms0s8mRtmyZdGmTRv+d2BgIHr37g2VSoVy5cphxYoV3KOWtiAmOjqa/zbXr18HY4x7nc/KwgPRn6YMFy9eRMmSJaFUKtG5c2c8ffpUdt7f358L3rS954t7On2hS7DVtWvXDOndKDQ0FFu3boWtrS0UCgX+97//6S3YAmIjZEyePJmH6GvWrBn++usvvdYBshKLFy9Gly5d0Lp1a0ycOJH3gZKNpXv877//hkqlQqNGjWBhYQE7OzusXr2a56NtV22RZ2btI3bu3Mk9W0sb3pydnXHkyJFkbVSJ26a/ffuGx48fY+fOnSniMCAjI8RaAoFAIBBkUlJSrHXx4kVZXgl5vtJoNChbtqwsbVK7DC5fvgxra2uZJ6GEdpInVZ9q1arJ0mjvPItLaGgoRo8eHU+olZhHqdevX8vSNW7cOMH8kyPWAoDChQvza2xtbfn/VSqVTHyTGI0bN45nq8ReHB4+fCgLIalLQJRcfoVYq0+fPrJ0ccMIavMrxVpeXl5QKBQ8Tfbs2eHt7Z1gnhqNJp44UJeXunv37snS5M2bN1FBmlQW7TCkTk5OsvNxw2mWL18+yTCXhw4dglKp5Ne0bt060fQCgUAgEKQ3pBBo06ZNQ1BQEIDYScINGzaAMYY+ffrEuyaxCX4xwfhjdO/eHVZWVtyjWYcOHfDs2TMA8Se1J02aBMYYVCoV8uXLh1WrVvFzusQ2uvLIyOgK1/ej9RPe32J58OABb3PaHmylBRbtxdi4XjMEKcPt27ehVquRI0eOeIs569atg52dHf+NBg4cyM9pL3wBwKlTp7gHFCBjLcCmBl27doWNjQ0YYzAyMkK1atVkIdEAcFGiiYkJbt26BSDWztq2vHPnDmrVqgUbGxtcuXIlNauQ6kgiban+a9as4R4j9PUi3bJlSygUCp2CWAFw/Phx7u1GmxcvXqBPnz4wMDBAtmzZwBjD0KFD+fm4z/j9+/eDMYbFixenSrnTK6I/TVkOHDiAqlWrQqVSoVu3bvDx8QEgF3FrC97itss3b97wdwpBypCctqgt2CpYsCAXKmVEwsLCsGXLFlhbW+st2IrLpUuXMGfOHBQqVAiWlpbIly8fGjRokKyNSZmNhg0b8j5SqVSCMYZatWrpFK0+efIEZcqUAWMMDg4O2LhxIz+X0HtZZu5Lv3//Dg8PD6jVagwePBhNmjQBY4x7aVy4cCFCQ0P580bf9ppRPeH9SoRYSyAQCASCTEpKirXu378fT9C0YMECnWkfPHgg8wZFRHB3d8fevXvx5s0bREZGIigoCGfPnkWvXr1k4eCICFOnTk2wHEnV56+//pKlUSqV6Nu3L27fvo2QkBC8e/cOV69exdixY+Hg4MDTOTo6yq5buXIlIiIi4k3WxcTEwMDAgKczMjLChg0b8PjxY/j7+8t2WCRXrDV16lSdArImTZrodT0AvHv3Drlz55ZdX65cOWzevBmBgYGIiIjAly9f8O+//2LEiBEwNjaWpe3Zs6fe35UUv0KsFddGdevWhbe3NwICAuJNXv1KsRYATJs2TZbO0NAQw4YNw7///osvX74gIiICL168wJYtW1CpUiVZWlNT0wTr2KRJE1na7Nmz448//sC1a9cQFBSEyMhIvHz5EidPnkTnzp1l7ZKIcOTIEVl+uoSUOXPmxOzZs3H79m18/foVERERePbsGQ4cOIDmzZvLhGhKpRJ3797V234CgUAgEKQ12l6KJPGL9qRsqVKl0LFjR+zbtw+7d+/GmTNn9M5bTDAmjSQYqly5MoYNGwYHBwcwxtCxY0dZOsmWZ8+ehYODA4yMjGTeZDOTICshdAm1fqZtZWXvb1J78fLygqmpKRhj6NatGz//8OFDnWGixL2c8ri6usLS0pK/72jbePXq1ciXLx/3fhYcHBzvXr979y4aN24MMzMzHD9+PFXLnhGQ+tgqVaqgX79+KFeuHBhjcHNzi+dhSxIg2NraxvNyePfuXbRu3RqMMSxdujQ1q5DqbN++HVZWVvj48SM/FhgYiGLFisHe3l7vUIjNmjWDlZUVPn/+/ItKmrG5f/8+GGMoXrw4Pn/+LPOW9eLFC/Tu3RvW1tawtLTE2bNn+b2v3QfcuXMHNWrUgJ2dXaYXEOqD6E9/jkGDBsnClB48eBC//fYbVCoV+vbti6NHj6Jv3746Pb1pc+fOHfTs2RNDhgz5YQ+ogviEhIT81PXagq1s2bIlup6Q3gkNDcWWLVtgY2MDlUqF0aNH6/W+GfdeDwoKwtOnT7Fs2TKMGzcOvr6+v7Tc6R0XFxcoFAp0794dFy5cwIkTJ1CsWDEwxuDp6alTaDV37lwwxlCnTh3eRrPC+6guYmJiMGbMGC6ujoyMxOzZs/kYlDEGd3d3eHp6xtsskJlFbL8CIdYSCAQCgSCTkpJirZiYGJQpUyaeECpuPHSJkydPykIS6vvp3bt3ouVIqj5RUVGoUqXKD31nq1at4oU3TOw7XF1dE8xL2/tRcsVaz58/l4lkpI++E4cSt27dQq5cuX74N2jQoEGKukT/FWKtM2fOJFj+uL/ZrxZraTQaDBw48IftbGxsnKj3slevXsHe3v6H8yUiWXgLbe7evQsTE5Nk5bl8+XK9bScQCAQCQVpTrVo1MMYwd+7ceGEOgFghhzTBaGFhwf8/evRovvgqJhiTj4uLC9RqNTw9Pbknzzt37qBUqVJgjOHcuXM6r2vTpg0YY5g5cyYAZIkQHkkJtQICAuDl5aXTq7Eusrr3N41GIwuhJYV/69OnD16/fs0XY4VQ69cRExMDjUaD5s2bgzHGw5lqNBrZYteaNWu4VyhPT0+ZgEZbQLRw4cLUrkK6R+o3PD098f37dwCxnjmcnZ3BGMP58+cByNu2JFK0sbHh4uS7d++iVatWYIxh9uzZPG1mXZS8ePEicuTIAX9/f34sPDyc9wulS5fmXna00R4PnD17FtmzZ+dzV5nVVsklJiYG4eHhKFmyJIyNjeHn58fPSXZ8/vw5evfuDaVSibJly2Lv3r2yZ5z2/Z+cMLWZCdGf/jz3799Hjhw5cPXqVdnxAwcOwNnZGUqlEoULFwZjTDZvG3ds4OPjk2WErb+a+fPno3379qhVqxbGjx//U57KJI8+2uK59PwOl9QzY/78+TA0NISVlRXGjBnzQxuE0nO90wJprDRjxgx8+fKFH/f394exsTG6d++u87rAwECUL18eOXPm5B6hs6JtpTq/e/cODg4OKF26NB9zPn36FJs3b0blypV5iMR8+fJhzpw58fpaMU7SDyHWEggEAoEgkxIcHIyAgAD++fDhw0/l9/nzZ1l+AQEBie4k9PHxiedJKKGPubk5lixZ8lPlk/j48SNcXFyS/E5LS0usWrWKDz49PDz0EmsdO3bsl4q1AKBmzZqya+3t7eO5MNeHwMBA1K5dW6/fwMDAABMmTEjxxYpfIdYCkKAoL7XFWhIrVqxA9uzZ9bJ1uXLleAiKxPDz80Pp0qX1FlQZGhpi/vz5ib5Eenl5IW/evHrnmS1bNmzdulVvuwkEAoFAkNbs27ePh9ObNWsWPy6Ncfz8/LgoqF27dpg0aRJmzpwJa2trMMYwbdq0tCp6pkB7Yvzr168A/vNotnnzZpibm+P48eMICgpCUFCQbJOAt7c3bGxs4OLiwoVamXlyXPL+Nm3aNJ1CrSdPnqB9+/bIli2bXmNHbbKa97dPnz7h0aNHePHihez4tWvXuGCrePHiYIxh7Nix/HxWsU9qILU56d/Vq1eDMSbrhwH5os26detga2sLxhgmT56MiIgI+Pr68gXxrCAg+lF09bGS54ctW7bA3t4eu3fvRkhISLw+VtvD1tq1a9G2bdssZ+eCBQuif//+smNBQUFwcnICYwzly5fHv//+q1Mge/PmTTRp0gSWlpbxPFkL5HTq1EkmHIzbPwQGBqJ3795QqVQoXbo035z48OFDLiDU7jsy81hAF6I/TVlq1KiB9u3bIzo6Wlb3AwcOwMXFBYwxlChRAm/evAEQax/tdD4+PjqFrYIfp0GDBjyMmrRZpmnTpj+1WUZbqJ8R2nZCY8+AgAB069aNhzZmjCUrJKIgdqO9tBlGGitFR0cjKioKMTExqF69OlxdXbF582YsXLgQly5dwvPnz3m6gQMHcu+8KbmhPaMh3U+Sdy3pGSS1xcOHD8PAwABWVlb8njYyMsL06dNx9uzZLPfs/hmEWEsgEAgEAsEvQ6PRYPfu3WjRogUsLCxkIhALCwt4eHhgwYIFfMd9ShEVFYW1a9eiSpUqsjCLBgYGcHZ2xuzZs+N9Z2BgoEygo1Kp8Mcff+jMf9++fahevTrMzc2hVCqRPXt2ODs7x3P5mlwuX76MiRMn8s/evXt/Kr8TJ06gY8eOsLW1lf0GpqamqFq1KqZMmYKXL1+mSNnjcvHiRXTt2pV/EhNg/QgfPnxA//79kTdvXqjVahgZGSF//vyYN29eiuSfHD59+oRp06ahUqVK8cJ75suXDx07dsShQ4d+aPIgOjoae/bsQatWrZAnT554YioTExNUq1YNU6ZMiRcCMiHCw8Oxfv16NG7cGHZ2dvHytLCwQI0aNbBgwYKf2uEmEAgEAkFa8PnzZyxevBiGhobIli0b5s+fz889evSIexcZNmyY7LpDhw6BMQZTU1M8evQotYudKfDw8IBKpcK8efP4xLj2gteWLVv4gpj0adeuHR/DvHnzhi+aZXbvD1WqVOEhi6QJb+1FGH9/f95WBwwYkFbFzBAMGjQIRYsWBWMMZmZm6Ny5M7y9vflmCy8vLy7YKlu2LL8uqc0YguQhLcwcPHgQjDE0adIEUVFRsvat/T60fv162NnZgTGGgQMHokmTJlleWJAQ7u7uUKvVmDlzJvciom3X9evXgzEGR0dHFC1aFLa2tujTp48szG+vXr1kC+VZxc4ajQaRkZFo3rw5SpcuzZ870iLshw8fUL58eTDGULBgQfzxxx/w9vZGVFQUIiIisGfPHu61c9GiRWlZlXRNeHg4AGDKlClgjGHKlCkA5AKMuCERVSoVypUrhyVLlqBFixZZql0mhehPfw7JftI4QRqbantu3b9/P6pXrw61Wo1evXrhzp07sjwSEmplJTumFC4uLlAqlejbty/u3buHc+fOcY+QCUUIyCxUqVJFJhSOK7zSHvcPGTIEhw4dgrW1NRQKhUywJdpd0tSuXRuMMUyaNIl7gtLeAH/37l3+XpA9e3YwxmBiYoL69evjxo0bAGLXiAoUKICiRYtyEVdW5urVq1AqlShevDju3r0LALh37x6sra3h4OCAFStWYMuWLejevTsXYRoYGODChQtpXPKMgxBrCQQCgUAgSDWCg4MRGBiYqEeulCYyMhKvX7/Gmzdv9PJO9fnzZ7x48SLTTt6Hhobi5cuX+PTpk9jh8AvRaDR4//49Xr9+rXfYGn2IjIzE+/fv8fLlS+6B4WcJDw/Hu3fv8OrVK/4iKxAIBAJBRiYoKAgLFiyAWq2Gubk5li9fjsDAQPTp00dnCDRpTCQtYv+oFyMBeBgpd3d33L9/H0DsxLhk20ePHnEhVqVKlVCuXDkUKlQIjDGUKlWKezM4ffo0GGPw8PDItKLxBw8e8Inszp078+PS4qH2go12W5XCIQn+o2bNmrwNtWnTBg4ODmCM4bfffsOFCxe4vbQ9bPXo0YNfnxzvxQI548aNw8iRI3Hs2DHcvn2bb4r69OkTChUqhNKlS/N3a2lxUqPRxBMZSb8dYwxz5szh58TCZCwdO3YEYwy1atXiYXm0+4QHDx6gatWqYIzB2dkZlStXRrFixcAYQ+XKlfHvv//yvLp06RJPdJRV7Hz06NF4bUwSbH369AmtWrWShUcuWLAgF79YWlrKwp9lFZslxoIFC3DkyBH+3Jfu66tXr0KhUPBwkYBuwZY0NjM1NYVarc7yghjRn/4arl27BpVKJWtb2jY7ePAgnJ2doVKp0L17d/j6+gIAfH19hVArhdDlFRIAbt26BSMjIzRo0CDeNXHtHBkZKdsMklG4ePEivx//97//8ePSGFTXuD8mJgabNm3SKdgSHrYSZtu2bWCMwdDQEHPmzJF5XQPkHrY7dOiAFStWYNGiRVzg1alTJ3z69AkRERF8rHTu3Lk0rFHqcPz4cVmoSF0MHjwYCoUC586dw9u3b2FlZQU7OzusWrVKlm7//v1o0aIFli9f/iuLnOkQYi2BQCAQCAQCgUAgEAgEAkGGRQqBpr3zNSQkBPPnz4darYaxsTFfxNbeua290AXEhohSKBTCs9YPEh4ejkWLFqF06dIwMzPDH3/8IQsP7ufnx8NvDR48GG/evEFwcDCCgoLg4eHBf5eoqCgEBgaibNmymdZzibS45OXlBVNTUx5iQ+Lhw4c6hVpxF2Z+NsR9ZqBXr17cG7K0oK0dQqtVq1ay9N7e3jAxMYlnc7HolXykflXy1KRWq1GqVCm0bNkSv//+O6ytrWFvb48zZ87oDCOjbfsVK1YgW7ZsWVJApA/z589Hnjx5wBjDjBkzZF69/fz8ZB453rx5g7CwMPj6+qJz585gjGHu3Lmy/E6cOMH/n5Xs/PTpU1SqVAlGRkY4ffo0Py6JZYODg3HgwAH07dsXxYoVQ7FixVC+fHl4enri7NmzPH1WsllCSB5xpIXxKlWqoHHjxli+fDn+97//wdbWFkWLFsXTp0/jXastlH/x4gX3xqHtKT2r2Vj0p7+Oly9fwtHREQUKFMDVq1f58bghEX/77TeoVCr06dMHf//9N9q1ayeEWimAm5sbDA0NZUKtyMhIbssmTZqgQoUKWLFiBRYsWIDt27fzca7UriMiIjB+/HjUqFGDC5YzEvv27eObBsaMGcOPa3t91h73A7EeYLds2QJra2sYGBhg1KhRYtOGHsydOxfZsmWDoaEhFi5cyDc6P3nyhNt6+PDhsmvu3r0LJycn2Nraws/PDwBw7NgxLFmyJNXLn9q0a9cOJiYm2LBhg0xIGZe///4bjDHY29vD0tIStra2WLNmDT+vvQFGOx/RZ+qHEGsJBAKBQCAQCAQCgUAgEAgyJHFDoHXq1Ak3b95ETEwMQkNDsWDBAhgYGIAxhpo1a/Lr4i50eXt7I1++fKhatSo+fPggJsP15NKlSwBiFxTWrVuHIkWKwMzMDGPGjEFQUBBev37NhVpxFyGAWK8FFhYWaNiwIT/2+PFj/v/M9jto7/C+fv06X7jp06cPXr9+zT2UJSbUunv3Lho0aIAZM2akatnTE8+ePYODgwNq1qzJPcNKYosHDx7AysoKjDH4+PjIvI4kJNgSHraSx7Zt27B792707t0bTZo0Qc6cObl3HO2Po6MjihcvjjZt2mDx4sXYu3cv3r17x0V2Ej4+Pvz/YnEnlnXr1sn+b2try8P7RERE4OnTpwku9EZHR+PMmTNQKBRwcXFBZGRkvP4kK9p5w4YN3BPkzZs3+fG4/cCHDx/w9evXeN6ns6LN4vLmzRsMHDgQgwcPhpubG2xsbPjzTPtjbW2N2rVrY+jQoZg1axYuX76MJ0+exLP1s2fPcOrUKf53VrSx6E9/LZs2beKCVm1bxRVsOTs7w9DQELly5QJjDLNmzdKZVqAfrq6uYIxh7Nix/Pmjff/fvHkT5ubm/D1OaudlypTBy5cvAcTa3cfHB/b29mCM4ciRI2lSlx8lbnvZu3cvDA0NwRiDp6cnXr16pXPcr22fsLAwbNu2jdvm8uXLqVb+jET//v1lIffmz58PU1NTGBoa4q+//sKdO3e4B21toZZ2m+zXrx8YY9i6dWu8/DPrvR8ZGcnDDxcvXhzr1q1LNIpH06ZNwRhD/vz5sW7dunjhOeO+t2e29/hfiRBrCQQCgUAgEAgEAoFAIBAIMhwJhUBzdnbmIqKgoCAsXrwYBgYGyJYtGxYvXsyvlyYWfXx80Lp1aygUCmzevDlN6pIRWbZsGUqWLMkXssPDw7lgy9zcHH379kX79u11ToxLk7ffvn1Djhw5ULp06XihozPTBK/k/e3Fixey49rh+YoXL84XtCTiCit8fHzQtm1bMMYwefLkVCl7euTUqVNgjGHChAkAYtse8J9g67fffgNjDF5eXvwa6X7XFmx16tQplUueOZgyZYrO4+/evcOdO3ewa9cuDB8+HO7u7mCM8VAp2oKDHDlyoEiRImjZsiV69erFfzsg8y6K/Sh16tRB0aJFZce0BVuDBw9Gp06ddIZM1bZhzpw5UaVKFZ3eeLIS2s+UAQMGgDGG9u3b48GDB7I0cRcf416b1bl48aLs7/DwcLx+/Rq+vr5YtmwZJkyYgKpVq/IxmaGhIRcdSd5Oy5cvj169emHMmDHYv3+/LL+sdv+L/jR1+PLlC5o0aQK1Wo2lS5fK7KL9/4MHD/IxRFb29JYSHDt2DLly5YJarcbQoUPx8eNHAP/1p35+fvw9oVu3bli9ejX27dvHve56eHjw0Gzfv3/HunXrdApp0iu6wrnv3bsXRkZGYIyhfPny8Txt6fL2Km2IWbly5S8tb0YlICAAuXPnjifikwRbBgYG/J4eOXIkP6/9PgoA48ePh4GBAa5fv55qZU9LpLr/+eefYIzB2NgYuXLl0inYktrlwYMHYWVlhfLly/NzYsNLyiDEWgKBQCAQCAQCgUAgEAgEggxFUiHQWrZsydN+/foVixYtgoGBAczMzDB//nx+7vbt2/wa7TBRYmE2aXbs2IEcOXLwhRTgP8GW5O2MMYa+ffvy83EndM+cOQO1Wo1hw4YByJx2j+v9rXPnzvD29kZYWBiA2JCIkmCrbNmy/DrpvISPj4/OtpoV8fX1hYGBgew+16Z8+fJQq9XxQppKi603btyAUqkEY0wWDk6QNCdOnEDBggX5omt0dHS8kLISs2fPBmMMU6dOxYMHD7Bp0yZMmzYN1atXR4kSJXgfMXHixNSuRrrn9u3bUKvVyJEjB16/fi07t27dOplYY+DAgfxc3D5WEjZm5j72R5DqHxgYiJYtW0KhUKBjx464ceNGvDSC+Egi7ZCQEN7WdIkL3r17hzZt2kCpVOJ///sf9u7dix49eqBBgwbIkSOHTGiUFcJMJYToT1MGyX5JcejQITg6OsLQ0BDbtm2T2Vi7He/cuRN79uzhfwuhVvIIDw/H+vXrUbx4cZiZmWHkyJE8ZL2/vz/3vBs3JF14eDicnJxgYWEhE91rP9/S828ydepUNGrUCDY2NujevTt27dolO6/tYatKlSr8uLTxQBfa7TM91z2taNGiBRo1aoTw8HCZrebNmwdra2su/pOIK2q/fv06ihQpgooVK/I2mlXYs2cPGGPo0aMHChUqFE+wpW2nly9fomzZsmCMYePGjWlV5EyJEGsJBAKBQCAQCAQCgUAgEAgyDPqGQLt79y6/5tu3bzLB1rJly/Do0SPupWj27Nk8rZgE149v377B3t4e06dPB/Cf3cLDw7F27VqUK1cOjDFMmTIFb9++BSBffLx79y4aNWoEc3NzHD9+PPUrkAok5P3tt99+w4ULF7g9tD1s9ejRg18vLThoC7WyalvVbjtv3ryBo6MjGGP4888/ZenevHkDW1tb5M+fHyEhIfGulRb7rlz5v/buPD6me/8f+Osz2WPLZmkapFJSRVT5UipUG2utjbXUUkpVUUtQpb3UEkEstXRRtLfWJJR7LW1KtLYQShK9SCLWiqXEEoksM+/fH/nNMSOxhJhsr+fj0cdtz5wz95zPnPM5J/N5zfuzL8e29Gjnzp0TBwcH+fHHHx+4jvG8NQaFBg4caPZ6ZmamZGRkSEREhOzbt09bzpCMuWbNmomzs7NW+cl0APK7776TqlWratVfbt++naM/iImJkQ4dOkjp0qWLbR/7II/TNx46dEjat2+vTYm4c+dOs9d5PuaUW0jblGmbTZkyRXQ6naxevVpE7n0mp0+fln379sl3330n69ate/Y7XYixP316bdu2ldmzZ+eYrtSUaVssW7ZMypUrJ3Z2dvLVV1+ZTYmYW4WYkvSc9Sykp6fLihUrxNvbW0qVKiWTJk2S3bt3a9P/mQa1DAaDFliaOHGiKKXk+++/L6hdfyKtWrUSpZRUqFBB3NzcRKfTSaVKlbR+0Mi0wtann36qLc8t/EqP9tlnn4mHh4f296ZpJdHAwEBxcXEROzs7Wbx4sSQnJ5tta/o31sqVKy2524XC8ePHpWLFijJ79mz55ptvpEKFCvL888/L8uXLzfpHYwXskJAQsbKyMvt7lZ4ew1pERERERERERFRkPMkUaCI5A1vGX4YGBgZq63BQ5vGlpqZK48aNxc/PT1tmHOgyBrZefPFFKV26tAQEBJj9UjkmJkb7YnzevHmW3nWLeFT1t65du5qtbzo9X79+/bTlR44cKfFBLb1en2P6nM2bN4uVlZVMnTrVbJA2LCxMlFLSoUMHycrKMpsO6tSpU3Lo0CEtxGXEwbHHY5wypkWLFtK9e3dJT09/6HkYFxcnpUuXlkaNGolI9md3fzUDo5J0Pj+KXq8Xg8EgXbp0EaWULFu2TETutZ/RsmXLxM3NTZRS8vnnn5tVl4mJiZFu3boV6z7W6J9//pHff/9dduzYIfv27TO75h/lxIkTMmjQIK3y4dy5c+Xq1ava6yUl8PK47g9p58bYZkuXLtWmNzMYDNrgeW5tWhL7YPanT6958+ailJLg4OBHXvembbJo0SLx8PAQGxsbGTNmjNm0Z8b+l57MrVu35Ny5c2ZtaKywVaNGDbG3t5c6deo8ctrvSZMmiYODg+zdu9di+/60/P39xd7eXgICAuTy5cuSkJCg9YOtWrWSa9eumU21u2HDBi2w9aipEOnh/ve//4mDg4NZO5qGL41TItrZ2cn8+fPl9u3bIvLgH8OUpD7g9u3b4uHhoVVgXbRokbi7u4u7u7v89NNPIiIyfvx4WbhwoaSnp8upU6e0a/j+kDs9OYa1iIiIiIiIiIioyMjrFGimX7jeunVLFi5cqE0XExwcrL1WUga38oOxTZctW5bjl8jGQQbjlIjVq1eX0qVLy4QJE+T69euSkJCgfTFeXINyj1v9LTY2VgwGg9ZmpoGtQYMGSXx8vPTs2bNEB7WmTZsm7du3F29vb+natat8//33cuXKFRER+eOPPyQxMVFE7p2T06dPF6WUfP3112bvExsbK2+//bbUr19fEhISLHsQxczkyZOlVKlScvr0aRHJ/XzU6/Vy6dIl8fT0FBsbG4mLi7PwXhY9xnPY+L/fffddjn5SxLy9ly9fLuXLlxellEyZMkXS09Pl2LFjWlCruPcbn3/+ubz66qtm0+q1bNkyz+fbkiVLtGp9jRo1ks8//1yuXLmSYzraki63kPaDBrWPHDki9vb20qpVK0vtXpHE/vTJ+Pr6iq2trQQGBsrNmzcfaxvTtg0NDZXWrVuLUkqqV68uwcHBWoDOdN2SFNp4WhMnTpSmTZuKu7u7tGzZUnbs2KFNpWassGUMefzf//2fVqknMzPT7LM5dOiQ1KhRQ3x8fCQ+Pr5AjiWvtmzZIlZWVtK3b1+5fv26iGQf1927d6VDhw5SvXr1XKfXCw0NZWArH1y9elVeffVVqVChguzYsUNbbhrYmjNnjhbY+vrrryUyMrLEPCuJ5HzGFMk+1qysLGnZsqW8/vrrIiJy48YNWbBggTz//PPi4eGh/Qhu7ty52jX7xRdfiFIqR8U4enIMaxERERERERERUaGWX1OgiYjcuXNHZs6cKQsXLtSWFdcvZp+1w4cPS4UKFaRatWpy6NAhbXluga0yZcrIoEGD5O233y72X4w/SfU3YxuYBrY8PT2LdajtUYzTyTg7O4uzs7MopcTGxkbee+89s+o3ItntkpmZKQ0aNBCllPz666/atR8bGyvdu3fXpuWkJ2Nsz8jISLG3t5fOnTtr1QkeNKDt7+8vtra2sn//fovtZ1FnWj1OKSUdO3aUzMxMs8Fb035gxYoVUqFCBVFKybBhw6Rjx47Fvo8VEWnTpo3Y2NhIjRo1ZNiwYTJixAhp0KCBdOnS5YkCmf/73/9kzZo18tprr0nFihXF3d1dfHx85IcffngGe1/0PCyknZsLFy5IuXLlxMPDQ86fP8/Qy33Ynz45Y1Br5syZWhjocfs40/X+/vtvWbJkiTZFdf369WX06NFy8uTJXIM19GB+fn6ilBJXV1epWLGiKKXEy8tLfv31V22d9PR0+f7776V27dpSpkwZ+fTTT7XAvVFsbKwWoFmxYoWFj+LJffXVV6KU0iqBGZ/7RUSGDx8uTk5O0rt3b/nggw8kICBA4uPjtSCR6ZSIY8aMKZD9Lw7++9//ilJKBgwYoE2HKGIefDNW2HJ0dJTatWuXiGclEfMKxabLjD799FNxcXGR8+fPi0j2Pej7778XR0dHsbKykjZt2mg/ghMRiY+Pl40bN1pk30sKhrWIiIiIiIiIiKjQyq8p0BISEuTPP/986KA35V1QUJA21dGpU6e05cZ2NQa2atWqpVU+CQoKyrFecZLX6m9GpoEtKysrUUrJ/Pnzc7xeEvTs2VMcHBxk3LhxcvXqVbl06ZKEhIRIrVq1xMrKSmbPnp1juqL09HSpUaOGlC9fXv7++28RMZ/ixPS8Y3DgyWVmZkrbtm3F2tpali9fbla5wMjYvsYp5qZNm2a2nO6ZOHGijB07VrZv3y5Hjx7Vpk29du2aeHl5SZ06dbQKT8Z7l2lFPpHswJYxcFAS+tj27duLnZ2djB071mxQ9vbt25KUlJSn98ot0H3jxg3ZuHGjzJs3T2JjY/Nln4uLB4W0TRmn52vYsKEopSQyMtLCe1l0sD/Nm9yCWqZ9YWpq6iP7vPvbLSEhQTZv3ixdunSRBg0aiKurq7Rp00Zu3rxZIts4r3x9fcXa2lrrj69evSpjx44VpZQ0bdo0x5SIy5cvlxo1akipUqUkICBAzp07JyLmU6QXtSnp5syZk+OZXUTk5MmT2g+MSpcurd2jmzZtKrt27dLW+/nnn7XX9uzZY+ndLxbu3Lkjffr00X6YYfodgGm/GhwcLGXKlBGllMyePVtbXhyflURyVihevny59r2KsV2++eYbsbe3lz///FPbzhiaLF26tFSqVEnWrFkjN27cyPH+xbXdLI1hLSIiIiIiIiIiKpTyewq0evXqmQWK6MkZv5y9efOmvPPOO2JjYyOffvqpXLx4UVvHtMLWt99+K56ensX2i/H8qv5m/OJ8z5498tVXX2nLi1NbPcrWrVvF0dFRevbsqU0nI5IdxjJWdWnTpk2O7VJSUsTT01MqVqwoycnJcvLkyVwH/kpSW+Y3Y9udPHlSnnvuOalbt65EREQ8cDB19erVopSSoUOHWnI3i4wmTZpoA7Q6nU5sbGykdu3a4u/vL8OHD9eqlOzcuVPS09NzbG8aUli6dKmULVu22Ac8p02bplUgMfYP9wc3jctEsvsN0yonD1MUQgGFwYNC2vcbOnSoKKVk3bp1Fty7ooP9ad74+vqKnZ2dTJs2LdegVnx8vAQGBsqWLVuequ87ePCg2bMsPZgxPDdjxgyz6SivX78uDRs2lGrVqmkBZOM9LDU11SywNWnSJAkPDy9y036bXqdHjx4VKysradq0qRw9elREsp/3BwwYIEop6devn6xcuVK2bt0qLVu2FKWUtG/f3uz91q5da/bcT3kXEREh9erVE6WULF682CykZfrv//rXv+S7777T/rswn2dPI7cKxba2tvLee+9p36eIiJw4cUKUUvLTTz+JiGjX4ogRI2TGjBlStWpVcXNzkyVLluT6LEpPj2EtIiIiIiIiIiIqdDgFWtGxf/9+ef3118XR0VE+++wzsymojF+Op6WlybFjx7TlxemL8fyq/nbq1Ck5dOiQFuIyff+SZPHixaKUks2bN4uI+WDsX3/9JTY2NlK+fHk5c+aM1t4Gg0FSU1PFx8dHlFIyefJkBrWeodTUVAkKChIHBwdp0aKFxMTEmH0WRsap/ExDmnTP6tWrJSQkRD744APp2LGjPPfcc2JjY6MFuIz/1KhRQ2rWrCndu3eXBQsWSFhYmFy+fFkbBDcyrQJVHM/1zMxMadq0qVSrVk0baHxYwOrWrVuycOFC2blzp4iY9yWUd48T0ha5184TJ05kWEseHQJkf/pojRs3FqWUzJkzRzu/TK/nU6dOyfvvv59rSP5xMKiZd2+++abY29tLYGCgVnEnKytL+1zGjRsnLi4uMmzYMBk6dKh8/PHH2jSBaWlpWmCrdOnS4uXlVaSm/TZ97jfu58cffyyVK1fW7sOZmZnSpUsXGTlypNm28fHx8uqrr4pSSrZt2/bA96ds8fHxj7w+TV9fv369VKpUSZRS8uWXX5pV28wtaFRc2/phFYqtra21CsUiIlevXhUXFxeZMWOGFjAcPXq0dl3Pnz9fHBwczAJulL8Y1iIiIiIiIiIiokKFU6AVLIPBkOtA4cPW//nnn6V+/fpia2sr/fv3l8OHD2uv3/9FeHFq//yu/la/fn2zsFtJZKycM2fOHBExP3+SkpLExcVF6tatK7dv39aWG9t33bp1UqpUKSlbtiyDWs/YhQsXZNiwYaKUkrfeeksiIiK0cKZxsDY2NlZ+/vnngtzNQulBweHLly9LdHS0rF+/XkaPHi1vvPGGKKXExcVFKlSoYBbgqlSpklSvXl38/f1l0KBBZsHP4nquR0VFiVJKBg8eLCKS65Rxpvbu3SuVKlWSevXqWWL3SpSHhbSN1//mzZtl8eLFBbWLBe7XX3997HXZnz7Y8ePHtX7vvffe05Yb+7yEhAQZOHCgFjCgZ894bxo8eLD2/GV6D4qNjZUqVapoP7rR6XTaZxgaGioi2YGtlStXire3t9kzn0jhvoflNq3czZs35cqVKxIdHS0i9/bfNFCo1+u1Npo1a5ZZW1DumjZtKjVr1pQ///wzT4GtH3/8UatwPGjQIPn999+117KysorV36G5eZIKxb6+vqKUEnt7exk7dqxZyO3WrVvauU3PBsNaRERERERERERUaHAKtIKXnp5uNugi8uCKJKahrt9++03at2+vVYL597///VjvUVSx+tuzsX//fqlQoYI0bNhQUlNTReTedfvrr7+KUkqaN2+e69Rmf//9t3Tp0iVH9RFe989GXFyc9O/fX2xsbOSVV16RlStXmlWSM8XPINuvv/4q1apV06pymFYiuX8A0Tig++WXX8rx48flxx9/lGnTpknTpk3l5Zdf1ga/v/jiC0sfRoHYuXOnNjWPyKPPqZSUFHnllVdEKSV79uyxxC4WWfkd0hYxD28Ut/v/o7z++uvi6uoqf/3112Nvw/40J+O5ePDgQSlVqpQ2/abRiRMntKDWmDFjtOUl7XyzpISEBGnbtq0opeT111+X/fv353j9vffe06bs/O233+Ts2bMyadIkLQxy5MgREcmeJn3JkiWyatUqbfvCfG7n9txvbW0tffv2NauwazAYcgS1TPvV8ePHi1JK9u3bZ/FjKCr+/vtv7W+m5s2by+HDhx95bzI9d7Zv3659D+Du7i6TJk2SO3fuaCHYvNzviponqVA8f/58cXd3l9GjR2s/ejMYDDmux8J8fRZlDGsREREREREREVGhwSnQCs73338vgwcPlhdffFG8vb3lo48+km+++SZPv2a+evWqTJkyRRwdHUUpJZ07d5ZvvvkmR/irqGP1t2cnOTlZOnfuLEopWbZsmdlrc+fO1a5xEfP+4fz585KWliZRUVGyceNGbTmv+8fzpIPbp0+flilTpkjFihXFzs5OunbtKhcuXMixHj+HbOfOnRMHBwf58ccfH7iO8bP47bffRCklAwcONHs9MzNTMjIyJCIiwmywt7j3GwcPHhSllPj7+z9yXeOA7MKFC0UpJSEhIc9694o0hrTzj6+vr9jZ2cn06dPNKkA+Dvan99wfeomKihIHBwetotPFixdlyJAhDGpZkDGQdPjwYenZs6copaRp06baVLOJiYnadJSmn4nR0KFDczzbmZ7Lhfm8zstz/8MqCkdFRYmXl5fUrl1bq75L5oztZRoM9PX1zXNg6+rVq7J27Vrx9vYWnU4nNWrUkA8++EAiIyPl5MmTz/QYCtKTVCgWEfn999+1v0/JshjWIiIiIiIiIiKiQoNToBUMY2DIwcFBypcvbzZlScuWLfM8Nd+ePXskKChIvLy8xNnZWapWrSrt2rWTLVu2PKMjsBxWf3v2zpw5I/PmzdMGU4xt0q1bN1FK5ZgKKiYmRnr06CGdO3eW9PR0bTnb8tG2b99u9t9PEvi5ffu2HDp0SJo3by5KKSlbtqwMGzZMNm3alF+7WSwYp99p0aKFdO/eXdLT0x96jsbFxUnp0qWlUaNGInKvykFu2xTHc/3+c/H8+fPi6Ogotra2j5wOzrjtihUrGNZ6CIa085evr6/Y2trKzJkz5datWyKS92uT/Wk20+crI9PAVs2aNUUpJRMmTNBeZ1Dr2alXr55ZFccjR45Ijx49RCklLVq0kJ9++kk+/PDDHNNR6vV6rRLqf/7zH7PqiEUlYPykz/1z586VJUuWSFxcnIiI7Nu3T6v+umLFCkvtfpFiDGka+82EhARp06ZNngJb979+8eJFiYiIkAEDBkiLFi3ExcVF/Pz8cu1jioO8Vii+v99kP2p5DGsREREREREREVGhwSnQLM/X11dsbGykZ8+eEhsbK3///bfs2bNHZs2aJe7u7qKUkvr162vTSD3sS/L72/r69euSmJgoixcvlokTJ8qxY8ee6bFYAqu/Wcb9gwWXL18WT09PcXZ2NgsPxsTEaG05d+5cS+9mkfbmm2+KUkrefvtt2b59uyQlJZm9nteB1MzMTNm2bZsMGzZMatasKTY2NlKvXj0ZNGhQfu52kTd58mQpVaqUnD59WkRyv+71er1cunRJPD09xcbGRhvsLUlyG0j95JNPRKfTSd++feXMmTOPfI8pU6aIUipP09GVFAxp56/cglpPM+hdUvvTL7/8Utq3by9ubm4yYMCAHEFL08BW3bp1teVpaWkW3tOSY82aNaKUknHjxpktNw1slS9f/pHhuW+//VZsbGxk7dq1Ftnv/JKX537j/Tw6OlpeeOEFUUpJ1apVpUmTJtpUnqZ/oxaVwJql5Hbff5LAllFu6x07dkwuX7781PtaWD1pheKzZ89KcnKyJXeV/j+GtYiIiIiIiIiIqNDgFGiWZRxcnD59uly7dk1EzL/YTkhIkFdeeUWUUtKgQQM5f/68iDzeAGRxHYBg9beCER8fL25ublKvXj1tmWlQi9NI5s26detEKSW2trailNIqOG3dulUuXryY5/e7v0+4deuWxMXFybp16+TUqVP5tdtFmvG8jIyMFHt7e+ncubPWTzzonPX39xdbW1vZv3+/xfazoD0srLFlyxbx8PAQpZRMmjRJLl26pL2WlZVl1o8eOHBAqlevLm+88YZcu3aN/YIJhrTz16OCWqdPn5aDBw9qP0J4lJLan7Zq1UqUUlKhQgVxc3MTnU4nlSpVkjVr1ojIvfPwwIEDWiW3999/X9veOP0p5S/jj2Vee+01s6kpRbIDW++++64opeS5556TI0eOiIjkul7Dhg2lSpUqcujQIUsfwlN50mnl1q1bJz169JAKFSrIc889J35+fmZBNT733/OokObTBLZESt7fBU9SobhXr17SoUMHSUlJsfj+lnQMaxERERERERERUaHCKdAsw9fXV+zs7GTatGna4KLpl9nG9ktKSpIGDRqIUkrefPPNEt+urP5meQaDQSIiIkQpJS+99JKIZA/85RbUYls+npSUFGnRooXY2NjIiBEjpGPHjqKUEp1OJ76+vjJv3jxJTU3VBr8ft0KMsQ/hNCoPlpmZKW3bthVra2tZvnx5rgEDYzsOGjRIlFIybdo0s+XF1YPCGqtWrdLWMVY5UUrJqFGjJCoqKsf7HDx4UN555x2xs7PTgh6UjSHt/JXbs5RpW506dUp69eolZcuW1YIsj6sk9af+/v5ib28vAQEBcvnyZUlISJClS5eKUkpatWol169fF71er7XFoUOHtMBW//79tfcpCW1lacnJyeLl5SXe3t7a31mm1/rhw4e1wFbz5s0lPDzcbPvY2Fjtb7ivv/7aovueH55mWrmsrCw5f/68JCUlaf2t6fb06JCmUUJCgrRt2/aJA1slzZNUKA4ODrb0bpIwrEVERERERERERIUQp0B7tpo0aaL9StwYFMjtC2/j53Du3DmpUqWKKKVkyZIlFt3XwobV3wrGxYsX5cUXX5SXX35Z9u/fLz179mRQ6yno9XoZP368KKXkk08+kYyMDJk1a5Y0b95cC8K88cYb8vnnn8uVK1fMtuXg2JMznqMnT56U5557TurWrSsREREPbNPVq1eLUkqGDh1qyd0sEI8Ka5iehwsWLBBXV1dRSomPj4989tlnEhkZKXv37pWvvvpKatSokeO5gOctQ9r5rXHjxtqzlPF+b3rfT0hIkIEDB4pSSj766KOC2s1Cb8uWLWJlZSV9+/bVpkHLzMyUu3fvSocOHaR69epy9uzZHNsdPHgw18AWK2zlH4PBINevX9cCnHv37jV7zch0SkRfX1+JiIgQkewp5/z9/XNUky1K/fGTPvefO3dO/vnnH+2/TadGp2yPG9I03oMY2HpyrFBceDGsRUREREREREREhR6/YMw/u3fv1sIYo0eP1pY/qBqBcfmaNWvExsZGevToYZH9LMxY/c3ybty4of363svLi9NIPgVjH3n58mXx8PCQOnXqaNOeJCYmyr///W9p2LChNkVi1apVJSgoKMdUfGzzJ5eamipBQUHi4OAgLVq0kJiYmFwHcjdv3pyjEl9x9CRhjdDQUGnfvr1YWVlp9zTjP15eXmaD6jxXGdLOb8ePH9fOt/fee09bnpGRISLmQa0xY8Zor+v1ej6n3uerr74yCwKZViYdPny4ODk5Se/eveWDDz6QgIAAiYuL09aJiorSAlt9+vQpkP0vrkz7zVGjRolSSjZt2mS2zoMCWy1atJDly5dLr169isXz2tNMK3fnzh2L729R8KQhzfj4eLMpEf/880/2qY/ACsWFG8NaRERERERERERUqPELxvy3YcMGcXBwEKWUjB8/Xlv+sOljTp48KS4uLmJvby8JCQkl/otxVn+zvKNHj4qdnZ0opWT+/Pnacl73eWdsM2N1rcDAQBG5d15v2bJFbG1txcXFRXQ6nSilxN7eXqZPn/7QSlAlXV6CGBcuXJBhw4aJUkreeustiYiIyDHtZGxsbI5B4OIoL2GN0aNHy+nTp0Uku+JJRESEjBkzRoYMGSKDBw+W0NBQOXbsmLY9+weGtPOb8Ro/ePCglCpVKkdlpxMnTuQa1Lq/va9evWqZHS7k5syZk+O+LpL93Gmskle6dGntHDZWbjK25+HDh8Xa2lqUUvLrr78WxCEUGz/++KOcOHFCLl26ZLZ80aJFZn8zmFYvyy2wpdPptM/M+HwhUrT7Y04rl7+eJKRp/MFLfHy8VmGrUaNGcuDAgQI5hqKEFYoLL4a1iIiIiIiIiIio0OMXjPkvLCxMC75MmDBBW/6wwJafn5+UKlVKEhMTLbGLRQqrv1nGihUrZOnSpdp/87p/NNPz7f5zb//+/WJlZSU1a9aUmJgYERH566+/xNXVVTw8PGTp0qXy008/yYABA7SBcltbW/njjz8segzFVVxcnPTv319sbGzklVdekZUrV2pVzu5XnM/1vIY1mjRpIr///vsjp5ViX3sPQ9r5w2AwiMFg0NotKipKa9fBgwfLxYsXZciQIY8MasXExEi7du1kxowZFt3/wsL0XDp69KhYWVlJ06ZN5ejRoyKSPRWn8b7Tr18/WblypWzdulVatmwpSilp37692ftFRkbKokWLLHoMxY2xemmFChXEw8NDOnbsKBMmTJDVq1fL0qVLxdHRMUe7Gz9H0/vTn3/+Kd27d9cq+RkVt3sYn/ufzpOGNI3n0alTp8TPz0+UUrJ+/fqCOIQihRWKCy+GtYiIiIiIiIiIqNDjF4xP59q1a3Ly5Ek5d+6c2fKQkJA8BbYaNWok5cuXl4sXLz7T/S1qWP3NckwHvNiWj8c4vYzR/e02YsQI0el0smvXLrl06ZK4uLhIhQoV5NtvvzVbb+PGjfLOO+9wSrRcLF26VEaPHi2dO3eWzZs356mPPH36tEyZMkUqVqwodnZ20rVrV7lw4UKO9Yrb+Z6fYQ1j23BA3Nz95wxD2k/v/v5UxDywVbNmzUe2b2xsrDZd3JQpU575Phc2er1e/vnnH+3fRUQ+/vhjqVy5ssTGxopIduWmLl26yMiRI822jY+Pl1dffVWUUrJt2zYRydm+DzufKXc7d+6UHj16SKNGjaRWrVo5ppY1Vi6rWLGiDBw4UGbPni27du2So0ePSlZWltkU3yLZz8DGz0ekeN6/+Nyfd/kd0oyLiysR1UfzCysUF05KRARERERERERERESFXHR0NBo1aoSMjAzMmzcPI0eOBAAYDAbodLoC3rvCa/jw4QgPD0dcXBxKlSqFLl264JNPPkGdOnVgY2ODsLAw9O7dGxkZGRg/fjxmzpwJANDr9bCystLe5/fff4efnx+6dOmCH374AXZ2dmx3E0lJSWjWrBlsbW3x/fffY8GCBVi3bh1mzZqFgIAAADxXybKmTZuGAwcOIDIyEh06dEC7du3QtWtXAICIQCkFANi0aRO6dOmCChUqICMjA9bW1pg5cyYGDhwIAMjKyoK1tTUA4NatWyhbtiwAns9GnTt3xubNm7X/LlWqFAYNGoRx48bhueeee6z3SElJwcmTJzFmzBj88ccfKFOmDN577z20atUKHTt2fFa7XmAMBgOSk5Ph6uqqnUfDhw/Hpk2bsHXrVtSuXRtZWVno3r07qlSpgvnz52vbJiQkoEePHjhy5Ai2bt2KNm3aFNyBFHLJyclwdnY2W7Zhwwb07t0b6enpD73nG7322mtITExEdHT0Y5/PxdHD+lMAOHToEJo1a4a7d+/Cx8cHR48eBQDcvXsX9vb22nrHjh3DlClTEBYWhqCgIIwdO9bSh1Kgpk+fjsjISMTHx6NOnTpo164d/P39kZ6ejqSkJPj4+Gh9guk5aTAYoNfrYWNjg6CgIEyYMAEhISHw9/cv4CMq+v755x+4ubkBADIyMpCZmYmjR4/i0qVLOH78OA4ePIh//vkHkZGROba1srLC//3f/6FMmTJo0aIFXF1dUb16dbzxxhvaOsX1WYHP/XmT3/f9+9uWbf14Vq5cibt37+LDDz8EwHYrFAo4LEZERERERERERPTYOAVa3rz11luilJLatWtL9+7dxcPDQ5RS8tprr8nu3bu19TZs2CD29vYPnB4pJiZGOnXqJHZ2drJhwwaLH0dRwOpvVJiYTmfk5uYmOp1OKlWqJGvWrMl1/U6dOolSSjw9PWX58uU5pja6v2IRKxhl8/X1FSsrK3n33XflwIEDMmPGDKlXr56ULl1atmzZkuf3y8zMlG3btsmwYcOkZs2aYmNjI/Xq1ZNBgwY9g70vGNOmTZP27duLt7e3dO3aVZYvXy43b96UK1euSHR0tIjcO+9MK+To9XrJyMgQEZFZs2aJUkpCQ0MtfwBFwJdffint27cXNzc3GTBgQI4poh63wtauXbvE2tpaunXrJqmpqSX2Pvao/tTYHx44cEAcHR1FKSXvv/++tr2xXWNjY7XKOyXx+cDYjs7OzuLs7KxVbOrbt69Waev+aSZFstvH9J4zfvx4UUrJvn37LH4Mxc3AgQOlTZs22n/ndi7q9Xq5efOmtGzZUkqVKiUrVqyQKVOmSI8ePcTNzU37LI3/rFq1ypKHUGD43P/4eN8vPFihuPBhWIuIiIiIiIiIiIoMfsH4+AYNGiTW1tYyefJkuXbtmoiInDhxQhso7Nq1q9n6poGtcePGactNp/UIDg7WljOskROnl6DCwN/fX+zt7SUgIEAuX74sCQkJsnTpUlFKSatWreT69eva9WscBNu8ebO4uLhIvXr1tPfJzMwskP0vKnx9fcXW1lamTZumTY2WlZUlK1euFKWUDB48OMc2D+s37w/K3Lp1S+Li4mTdunVy6tSp/N35AsKwxrP3oGDR6tWrzdZjSPvxPE5/qtfrtXY7dOiQFtjq16+f9j6mz1IlMdDRs2dPcXBwkHHjxsnVq1fl0qVLEhISIrVq1RIrKyuZPXu2dp3f3yam135UVJR4eXlJ7dq1OTVnPli2bJm8/vrrcvv27VzvT6bL3n77bVFKyW+//aYtS0pKkpMnT8rixYtlwoQJMm/ePEvsdqHB5/5H432f6OEY1iIiIiIiIiIiIipmzpw5Ix4eHvLWW29JSkqKiNwLZRw/flxcXFxEKSUxMTFm25kO3k6aNEni4uKkZ8+eJXZw8Umw+hsVpC1btoiVlZX07dtXCxBlZmbK3bt3pUOHDlK9enU5e/Zsju0uXLggdevWFaWU/PDDD5be7SLH19dX7OzsZPr06XLr1i0REUlPT9der127tvTu3Vs2bNggISEhsnPnzsd+b+Pg5P3hraKOYY1n71HBomvXrmmD4iIMaT/Kk/anBw8e1AJbgwYNkvj4+BL9LLV161ZxdHSUnj17au0okt1nLlu2TJRSZtWdjObOnStLliyRuLg4ERHZt2+fdOnSRZRSsmLFCkvtfrG2e/duUUrJ9u3bH7iO8TydMWOGKKVk9uzZIvLw/qCknNsifO5/GN73iR6NYS0iIiIiIiIiIqJi5rffftMCVyIid+/eFZF7ga3XXntNlFJy8ODBHNuaDt56e3uLUkoCAwO11zkI8XCs/kYF6auvvhKllOzdu1dE7l37IiLDhw8XJycn6d27t3zwwQcSEBAg8fHxWsgoNDRUrKyszKbvopxef/11bcDa2HamwaqDBw9q00GVK1dO+/dx48ZJcnKyiJS80AvDGs/ekwaLQkNDGdJ+gLz2p3Fxcdo6UVFRWmDL09OzRD9LLV68WJRSsnnzZhEx7y//+usvsbGxkfLly8uZM2e0domOjpYXXnhBlFJStWpVadKkiZQqVcosLCRS8vrS/GQwGCQ5OVlq1qwpvXv3ltu3bz90/c2bN4tSSoYMGSIi5p9jSf4c+NyfO973iR6PNYiIiIiIiIiIiKhYqVSpEmxsbHD8+HEAgJ2dHQDAxsYGAJCeng5ra2uUK1cux7ZdunTBmjVr8M477yAuLg7BwcH45JNPAAAGgwE6nc4yB1FEKaW0f2dbkaWlp6cDAKKiotCkSRPt2o+Li8Mvv/yCmzdvYtOmTbhz5w4AIDIyElOnTsUbb7yBOnXq4OWXX8aKFSvQp08ftGjRosCOo7DauHEj9u3bBysrK+j1etja2pq9npCQgDlz5gAAevTogZdeegl2dnaYM2cOZs+ejbJly+Kzzz4z6ydKgtOnTyMtLQ3vvvsunJ2dodfrYWVlBVtbWzRu3BjW1tY4fPgwzp49i8qVK0On0yEmJgaLFi3CmTNnUKVKFTz//POIjo5GamoqgoKC0L9/fwCAiJS49sxNYmIiDAYDhgwZAmdnZ6Snp8POzg7W1tbw9PTE7t27MXHiRDg6OsLJyQmDBw+Gp6cn/P39oZRC7969MX36dISEhCAuLg4zZ87EuHHjAJTce/+T9qe+vr5o0KABdu/ejYYNG+Ls2bOYN28eRo4cCaDktWdycjKA7HYDzJ+TXFxcUKZMGbi7u8PV1VVrFx8fHwQGBmLDhg2IiIjA6dOn0bhxYwwaNAg9evQAUPLaMb8ppeDk5ITGjRtj8+bNSExMhI+Pj9Y/mxIRVK5cGQDw+++/IzU1FQ4ODmbvVVLxuT93vO8TPR72GkRERERERERERMWAiGj/7urqCk9PT2zYsAGLFy82W+/SpUu4cOECnn/+eXh4eOTYVkTQuXNn/PTTT1i4cCGDWkSFnOn16+fnB51Oh9DQUERHRwPIvuYDAwMRHx+Pvn37YtGiRdiyZQv8/PywZ88ezJ07FwBQo0YNdOnSRduGcmrRogXmz58PKysrzJgxA8HBwQAAKysrxMXFITAwECEhIfjkk0+wZs0afPHFF5gwYQJWrlwJAJg5c6YWWChJnias0b17d6SlpWlhjTVr1mDs2LEAsu9LHLDNZhosAvDAYNGyZcswZ84cDBgwAHv37gUAvPPOO1izZo22fnBwMMaPHw+g5N3786M/NQZdXn31VezevRtfffVViQ1qAcBbb72F8uXLY/369UhLS4NOp4PBYAAAxMbGIjk5GU5OTtoPCvR6PQCge/fuWLVqFQ4fPow///wT69atY1ArHxk/gwEDBiAjIwOjR48GkH0/M75mpJRC7dq1UatWLdy6dQsZGRnse+mheN8nejy8kxERERERERERERVxBoMB169fB5A90FipUiXMmTMHOp0O169f16o+AMC+ffvwzz//oE6dOrCzs0NmZqb2pfepU6dw5MgRpKen491338XHH3+svT8HxYgKH9Nr32AwoG7duhg6dCjOnj2rBQbc3Nxw48YNjBgxAitXrkS/fv3Qtm1bLFmyBPXq1cOWLVvw3//+FwDQt29fbNiwAb169SqwYyqMjAPXTk5O6NevHwIDA3H37l3861//wtKlS3HhwgXMnTsXy5cvx+jRo7UQl16vh4igffv2GDhwIFJTU5GamlqQh1IgGNZ4Np4mWLR3716tChwAdO7cGatXry7RIe386k+3b98OIPs8bty4MYYNG6a9Z0lqT6OXXnoJTZo0QVRUFFavXg3gXgWi2NhYAECzZs1gZ2dnVtXp/PnzuHHjBjw8PFCpUiU4OzsDyD7vS2I75jdjG77yyit4++23sXPnTq2anmkfDWSfu5mZmXBxcUFSUhL27NlTIPtMRQfv+0SPh9MgEhERERERERERFWHTp09HZGQk4uPjUadOHbRt2xYdOnRAhw4dEBERAQ8PD5QqVUqbMuLEiRMAgLfffhtWVlbaoNixY8cwYcIEJCUlYf369fDy8tL+P/jFOFHhc/+1365dO/j7++Pzzz/HBx98gNq1a8NgMMDa2hohISHatW4wGKDX6/Hiiy+iR48eWkATALy8vLRrn4Ni99y8eVMLCpQrVw79+vUDAIwfPx5jxozBTz/9hP379yMgIACzZs0CAC10YAzUGKtBODo6FsxBFCBjWGPTpk1YvXo1Bg4c+NhhDUdHxxxVIBnWyD6fkpOT4erqahYs2rRpU67Bovnz52vbVq9eHT169NCCRW3atAEA9OzZ0+z9S1Ib52d/agzI3z+VXElqT1NOTk6YP38+mjdvDl9fXwD3zq/IyEgAQP369QHca7PY2FjMnDkTKSkpWLt2LRwdHbUfFrCqTv4REZQuXRozZsxAREQEgoODUb58eQQEBGjhGp1OB6UUHBwcUL9+fezevRtlypQp6F2nQo73faLHw7AWERERERERERFREdW6dWuEh4fDyckJABAWFoZNmzZh165dCA4O1gbFgOwvufV6PTZu3AgAqFatmhbgOnbsGL788kts3boVU6ZMMQtqEVHhk9u1//PPP2vXvo+Pj3Z9mw6CGQNDxkoGxioy7u7uOf4/OCgGTJs2DQcOHEBkZCQ6dOiAtm3bolu3bnB2dsaAAQMAZAe29u/fjzfffFMLamVkZMDW1hZAdrDg8OHD2LFjB1577TW4uLhon01JwbBG/noWwaL7laTr3xL9aUlXtWpVDB8+XGs7nU6HK1euICoqCk5OTqhdu7a2bmxsLKZOnYqwsDDMnTu3RAZcLcV4Tnt6emLdunXo0qULgoKCoJTC2LFjodPpzM55JycnTJkyBc2bNy/gPafCjvd9osdTcp62iIiIiIiIiIiIipFevXph9+7dCAgIQFxcHI4fP47169ejRo0aWL16NVauXAmDwaD9Itn4C/lbt27Bzc0NtWrV0oJaU6ZMQUhICGbNmoXJkycDMJ9eiYgKjwdd+97e3li1ahVWrFihTTUjImbVXZRS2oDXoUOHEBoailq1aqFSpUoFciyFWevWrfH555/j4MGDAIAffvgBI0aMwJo1awBkV9h6//33MXv2bNjY2CAqKgoLFy4EANja2mqfwbFjxzBr1iycP38eQ4cOhZubW4kcdDSGNWrUqAHg8cIaa9euRYsWLRjWMNG6dWtMnjwZe/fuxZUrVxAWFobBgwdj+PDh0Ol0DBblEftTy7m/0titW7eQkpICT09P7UcCpkGtWbNmYdSoUQD4TPosGT+XZs2aYdGiRcjKysKnn36qTYlo+rl9/vnn2t8JptMkEuWG932iR2NYi4iIiIiIiIiIqIjZtm0bNm/ejE6dOmHChAlwc3NDxYoV0bFjR4waNQoGgwE7duzQpi4xyszMREZGBnQ6HRwdHREXF4cpU6YgLCwMgYGBCAgIAHBvUJeICpe8XvvG6jjBwcFYunQpEhISAAD79+/HjBkzkJiYiDFjxuCFF14oyMMqdLp27Yo//vgDY8eORWxsLCIjI7F48WJcvnwZK1euxLVr1wAAZcuWRd++fREUFIS7d+/is88+Q3BwMIDsQcno6GhMmTIFoaGhmDVrFvr06QOg5AYPGNZ4OgwW5S/2pwVHRHDhwgVcu3YNaWlpAICjR4+aXft8JrW8bt26YdWqVXBxccGcOXPQrl07xMbGahX4jP2LXq8vUdX36Mnxvk/0cJwGkYiIiIiIiIiIqIg5ffo00tLS8O6778LZ2VmrnmFra4vGjRvD2toahw8fxtmzZ1GlShUopSAi0Ol0KFu2LM6ePYvg4GAcP35cC2oZf0FvnKKCiAqfvFz7lStXhk6nQ0xMDBYtWoQzZ86gSpUqeP755xEdHY3U1FQEBQWhf//+AFDipuZ7kK1bt+Lnn39G79698emnn8LZ2RkuLi4YMGAAtm7dihMnTuDOnTtwdXUFkD3Vz6BBg2AwGDBhwgR88cUXsLe3h5+fH2bOnKn1sWPHjgXAPtbINKzh5uYGIDusMX369FzDGiW9ze4PFjk7OwMAOnbsiJs3b+KDDz7Ajh07tPPMeC0HBwfDwcEBfn5+qF69Ovbv34/Zs2cjMTERy5cvL9HBIvanBUcpBW9vb3h5eWnToi1YsIDXfj6Ii4vDvn37cPHiRYgIOnfuDA8PD5QrV+6R21pbW6Ndu3bYt28fhg8fjp07d6JVq1Z455130Lt3bzRu3BhAzgAO0ePgfZ8oJ4a1iIiIiIiIiIiIipjk5GQA2QMyAMwGBF1cXFCmTBm4u7vD1dXV7DUHBwd89tlneP/997FgwQLcvn2bQS2iIiQv177xWvbx8UFgYCA2bNiAiIgInD59Go0bN8agQYPQo0cPALz2TSUmJsJgMGDIkCFwdnZGeno67OzsYG1tDU9PT+zevRsTJ06Eo6MjypUrhw8//BAvvPAChg4dCqUUxo8fj/Hjx8PLywsxMTGYOXMm+9hcMKyRNwwW5T/2pwXL0dER1apVQ3h4OPr06YPExMQcVV7Zjnnz6aefIjQ0FKdOndKW/fvf/8aECRPQq1cv2NraPvJa1+v18PLywpo1a7B//34sX74cYWFh+Prrr/H222+jQoUKmDRpEjw9PZ/x0VBxw/s+UU4MaxERERERERERERUxb731FhYuXIj169fjo48+goODg/bFdmxsLJKTk1GnTh3Y2Nho2xgHZ5o2bYpWrVrh559/RlBQEKu9EBUheb32jYGO7t27w9/fH0lJSbC2toatrS1cXFwA8Nq/X3p6OgAgKioKTZo0gZ2dHYDsQMcvv/yCmzdvYtOmTdq0UMYp0Jo1a4b+/fvDysoKI0eORExMDObOnatN58N2zolhjcfHYFH+Y39asMqVK4egoCA0atQIiYmJmDdvHkaOHAmA7fgk2rZti99//x3Vq1fHvHnz4Orqir1798La2ho+Pj6ws7PTppR8WEDTysoKIoJy5cqhTZs2aNOmDU6dOoW//voL0dHRCA8Ph16vt/DRUXHB+z6ROYa1iIiIiIiIiIiIipiXXnoJTZo0waZNm7B69WoMHDhQ+2I7NjYWANCsWTPY2dlpg4sAcOHCBbi5uWHixIno27cvOnfuDIBfjBMVFU967Z8/fx6Ojo7w8PAAkF1Jx/i/vPbNKwv5+flBp9MhNDQUb7zxBurWrYtLly4hMDAQ8fHx6Nu3L1q0aIEKFSpg3rx5+O233xAUFIRmzZrByckJffv2RVpaGhwdHfHxxx8DYB/7IAxrPD4Gi/If+9OCV7duXXz99de4e/cuPvzwQwA8L59Ely5dsGvXLowaNQqjRo1C+fLlAQA9e/ZESkoKnJyckJKSgnfeeQfjx4/HW2+99dDAlnG58byvVq0avLy80LFjR0yePNlix0XFD+/7ROYY1iIiIiIiIiIiIipinJycMH/+fDRv3hy+vr4A7n3BHRkZCQCoX78+AGiDi7GxsZg+fTrS09Oxbt06NGjQwGw7Iir8nvTanzlzJlJSUrB27Vo4OjpqA7Elceqz+xkMBiQnJ8PV1RUGgwF169bF0KFDsWnTJq0N3dzccOPGDYwYMQLz58/Xtq1evTp69OiBrVu3Ytu2bWjbti3KlSuHUaNGaaEZ9rEPx7DG42GwKP+xPy0c+vXrp7Udr/28W7JkCf7zn//go48+wrhx4+Dk5KRV0AKgBbWaNm2KmJgYnDhxAmvXrkWTJk0eOQWq8bznuU35ifd9onuUGJ/MiIiIiIiIiIiIqEgxHZAFgCtXrqBRo0a4efMmoqKi4OXlBSB7cHHq1KkICwvDnDlzMHr06ILaZSLKB09y7ZtOyUfZpk+fjsjISMTHx6NOnTpo164d/P39kZ6ejqSkJPj4+GgDiKZtbjAYoNfrYWNjg6CgIEyYMAEhISHw9/cv4CMqmkwDAxywfbCzZ89i48aNaNeuHWrUqKG1Vffu3REaGoqNGzeiU6dO2vq5BYsoJ/anVJT5+/tjz549iImJQcWKFbX+NCsrC9bW1rhz5w4aNWqEpKQkvPLKK4iIiEClSpUQEhKC119//ZGBLaJngfd9omw884mIiIiIiIiIiIoo08FFALh16xZSUlLg6emZ6+DirFmztKAWf8NJVHQ9ybVvDBbw2s/WunVrTJ48GXv37sWVK1cQFhaGwYMHY/jw4dDpdPDx8dEGE+8PaimltMpZ169fBwC4u7sX2LEUdaZBAQ7YPljVqlUxfPhw1KhRA0B2W125cgVRUVFwcnJC7dq1tXWN1//atWvRokULBrUegv0pFUUigr///hubNm3Cq6++iooVKyIzMxNKKYgIrK2tkZKSggYNGuDvv//GjBkzsH37drz33nu4dOkSunXrht27d2vrE1kS7/tE2Xj2ExERERERERERFQMiggsXLuDatWtIS0sDABw9etRscDEgIAAAzKZHIaKijdd+3vXq1Qu7d+9GQEAA4uLicPz4caxfvx7e3t5YtWoVVqxYAYPBACC7fU3DHEoprQ0PHTqE0NBQ1KpVC5UqVSqQY6GShcGiZ4v9KRUVxpCVwWCAtbU1APNpC/V6Pfr164eLFy9i6tSp6Nu3L2xsbODv7w8nJydcunQJffr0wY4dO3geExEVEIa1iIiIiIiIiIiIigGlFLy9veHl5QWdTofIyEjMmjUr18FF/oKZqPjgtZ8327Ztw+bNm9GpUydMmDABbm5uqFixIjp27IhRo0bBYDBgx44d0Ol0UEppbRYcHIylS5ciISEBALB//37MmDEDiYmJGDNmDF544YWCPCwqgRgsyn/sT6koKVeuHMqXL69VeNTpdFoo08rKCt26dcO3336LwYMHw8HBAQDQuHFj6PV6vPzyy7CyskLHjh1x/vx5hjmJiAqAdUHvABEREREREREREeUPR0dHVKtWDeHh4ejTpw8SExMRGBjIwUWiYo7X/uM7ffo00tLS8O6778LZ2Vmb4tDW1haNGzeGtbU1Dh8+jLNnz6Jy5crQ6XSIiYnBokWLcObMGVSpUgXPP/88oqOjkZqaiqCgIPTv3x8AtGkTiSwht2DRggULGCx6SuxPqbAyvcfo9XoopeDm5ob9+/fjm2++wZAhQ8ym7u3Zs6e2TVZWFqysrGAwGODg4IBx48bB3d0dd+/eReXKlQv4yIiISiY+TRARERERERERERUT5cqVQ1BQEGxtbZGYmIh58+Zh3LhxADi4SFSc8dp/fMnJyQCAuLg4ADALV7m4uKBMmTJwd3eHq6ur1m4+Pj4IDAxE9+7dkZaWhtOnT6Nx48ZYs2YNxo4dC4CVi6hgGINFx48fR58+fbBu3ToGi54S+1MqrG7cuKH9u5WVFUqXLo0xY8ZAKYV169YhKipKe804la9xukRra2sopRAeHo4rV66gevXq8PPzQ/v27QFAW5+IiCxHCesaEhERERERERERFSsrV67E3bt38eGHHwLg4CJRScFr/9EiIyPRqVMneHp6YteuXXBwcNDaKTw8HK1bt0azZs3wyy+/wM7OTqtQAmRXMklKSoK1tTVsbW3h4uICgO1MBSs6OhqNGjVCRkYG5s2bh5EjRwLgefm02J9SYTFt2jQcOHAAkZGR6NChA9q1a4euXbsCAI4fP44RI0Zgx44d6NevH0aNGgUfHx8AQFZWFnQ6nXbeHj58GMOHD4dSCiEhIXB3dy+wYyIiIk6DSEREREREREREVOz069dPq/DCwUWikoPX/qO99NJLaNKkCTZt2oTVq1dj4MCBWjvFxsYCAJo1a5YjqHX+/Hk4OjrCw8MDQPZ0VMb/ZTtTQapbty6+/vprBovyGftTKgxat26N8PBwlC9fHgDwww8/YNu2bcjMzESvXr1Qs2ZNfPTRR0hISMAPP/yAlJQU9OvXD+3bt4e19b0YQGRkJIKCgnDkyBF88803DGoRERUCDGsREREREREREREVM6ZTcXFwkajk4LX/aE5OTpg/fz6aN28OX19fAPeCGJGRkQCA+vXrA4AW1IqNjcXMmTORkpKCtWvXwtHRUWtrTn1IhQGDRfmP/SkVtK5du+KPP/7A2LFjMXbsWNy+fRvh4eH46KOPsHLlSrRs2RJubm7o0qUL7ty5g5kzZyIsLAw7duxAjx490KZNG9jb2yM2NhaLFi3CuXPnMHfuXPTt2xdAdtiY9zAiooLDaRCJiIiIiIiIiIiIiKhEMa2aBQBXrlxBo0aNcPPmTURFRcHLywtAdlBr6tSpCAsLw9y5czFq1KiC2mUiIiohtm7dio4dO6J3796YP38+nJ2dkZWVBb1ej27duuHEiRP47bffUKVKFW2b8PBwrF69GqtWrUJWVpbZ+3l7e2PcuHEYMGAAAIY6iYgKA1bWIiIiIiIiIiIiIiKiEsU0qAUAt27dQkpKCjw9PXMNas2aNUsLarEaCRERPUuJiYkwGAwYMmQInJ2dkZ6eDjs7O1hbW8PT0xO7d+/GxIkT4ejoiDJlymD48OFo2bIlmjdvjqFDh2L79u34559/YDAY0LZtW7z44ovw9vYGwKAWEVFhwbAWERERERERERERERGVWCKCCxcu4Nq1a3BzcwMAHD16FNOnT9eCWgEBAQA4yE1ERM9eeno6ACAqKgpNmjSBnZ0dACAuLg6//PILbt68iU2bNuHOnTsAgAMHDmD69Onw9fVFw4YN0bBhQwA5w8UiwnsYEVEhwd6YiIiIiIiIiIiIiIhKLKUUvL294eXlBZ1Oh8jISMyaNYtBLSIishgR0f7dz88POp0OoaGhiI6OBgBcunQJgYGBiI+PR9++fbFo0SJs2bIFfn5+2LdvH+bMmaPdowwGAwDkqALJqpBERIUHK2sREREREREREREREVGJ5ujoiGrVqiE8PBx9+vRBYmIiAgMDGdQiIqJnzmAwIDk5Ga6urjAYDKhbty6GDh2KTZs2adP2urm54caNGxgxYgTmz5+vbVu9enX06NEDW7Zswfbt29GmTRver4iIigAlpjFdIiIiIiIiIiIiIiKiEig6OhqNGjVCRkYG5s2bh5EjRwJgUIuIiJ6d6dOnIzIyEvHx8ahTpw7atWsHf39/pKenIykpCT4+Ptp9SK/Xa+Etg8EAvV4PGxsbBAUFYcKECQgJCYG/v38BHxERET0OVtYiIiIiIiIiIiIiIqISr27duvj6669x9+5dfPjhhwAY1CIiomendevWCA8Ph5OTEwAgLCwMP//8M3bt2oXg4GD4+PhARKCUyhHUUkrBxsYGAHD9+nUAgLu7e4EcBxER5R3/wiAiIiIiIiIiIiIiIgLQr18/BrWIiOiZ69WrF3bv3o2AgADExcXh+PHjWL9+Pby9vbFq1SqsWLECBoMBACAiWlALAJRSUEoBAA4dOoTQ0FDUqlULlSpVKpBjISKivONfGURERERERERERERERIA2+A2AQS0iInomtm3bhs2bN6NTp06YMGEC3NzcULFiRXTs2BGjRo2CwWDAjh07oNPpoJTS7kfBwcFYunQpEhISAAD79+/HjBkzkJiYiDFjxuCFF14oyMMiIqI84DSIREREREREREREREREREREFnD69GmkpaXh3XffhbOzszbFoa2tLRo3bgxra2scPnwYZ8+eReXKlaHT6RATE4NFixbhzJkzqFKlCp5//nlER0cjNTUVQUFB6N+/PwBo0yYSEVHhxp+FEBERERERERERERERERERWUBycjIAIC4uDoB5VUcXFxeUKVMG7u7ucHV11apq+fj4IDAwEN27d0daWhpOnz6Nxo0bY82aNRg7diyA7Ol7GdQiIioalIhIQe8EERERERERERERERERERFRcRcZGYlOnTrB09MTu3btgoODAwwGA3Q6HcLDw9G6dWs0a9YMv/zyC+zs7LTKWwCg1+uRlJQEa2tr2NrawsXFBQC07YmIqGhgj01ERERERERERERERERERGQBL730Epo0aYKoqCisXr0aALSgVWxsLACgWbNmOYJa58+fx40bN+Dh4YFKlSrB2dkZQPbUhwxqEREVLdYFvQNEREREREREREREREREREQlgZOTE+bPn4/mzZvD19cXwL3KWJGRkQCA+vXrA4AW1IqNjcXMmTORkpKCtWvXwtHRUZvykFMfEhEVPYzYEhERERERERERERERERERWUjVqlUxfPhw1KhRA0B2Za0rV64gKioKTk5OqF27trZubGwspk6dirVr16JFixZwdHQsqN0mIqJ8wrAWERERERERERERERERERGRBRmrZhndunULKSkp8PT0hJeXF4B7Qa2wsDDMmjULo0aNApA99SERERVdDGsREREREREREREREREREREVEBHBhQsXcO3aNaSlpQEAjh49ahbUCggIAJA9ZSKnPiQiKtqsC3oHiIiIiIiIiIiIiIiIiIiISiqlFLy9veHl5QWdTofIyEgsWLAg16CWTsd6LERERR3DWkRERERERERERERERERERAXI0dER1apVQ3h4OPr06YPExEQEBgYyqEVEVAwp4YS2REREREREREREREREREREBSo6OhqNGjVCRkYG5s2bh5EjRwJgUIuIqLhhWIuIiIiIiIiIiIiIiIiIiKgQWLlyJe7evYsPP/wQAINaRETFEcNaREREREREREREREREREREhYCIQCkFgEEtIqLiimEtIiIiIiIiIiIiIiIiIiIiIiIiC2AMl4iIiIiIiIiIiIiIiIiIiIiIyAIY1iIiIiIiIiIiIiIiIiIiIiIiIrIAhrWIiIiIiIiIiIiIiIiIiIiIiIgsgGEtIiIiIiIiIiIiIiIiIiIiIiIiC2BYi4iIiIiIiIiIiIiIiIiIiIiIyAIY1iIiIiIiIiIiIiIiIiIiIiIiIrIAhrWIiIiIiIiIiIiIiIiIiIiIiIgsgGEtIiIiIiIiIiIiIiIiIiIiIiIiC2BYi4iIiIiIiIiIiIiIiIiIiIiIyAIY1iIiIiIiIiIiIiIiIiIiIiIiIrKA/weD5OMuYGh16wAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Next figure estimating innovations!!\n", + "fig = plt.figure(figsize=(24, 12), constrained_layout=True)\n", + "spec = fig.add_gridspec(nrows=2, ncols=2, width_ratios=[1, 1.5])\n", + "\n", + "freq_thres = 0.02\n", + "\n", + "# A. Relative fitness \n", + "ax_relative_fitness = fig.add_subplot(spec[:, 0])\n", + "plot_relative_fitness_vertical(ax_relative_fitness, posterior, thres=freq_thres)\n", + "\n", + "# B. Distribution of innovations\n", + "ax_innovation_distribution = fig.add_subplot(spec[0, 1])\n", + "plot_innovation_distribution(ax_innovation_distribution, posterior)\n", + "\n", + "# C. Clade innovations \n", + "ax_innovation_distribution_clade = fig.add_subplot(spec[1, 1])\n", + "plot_clade_innovation_violin(ax_innovation_distribution_clade, posterior, clade_map, display_name_map, clade_color_map)\n", + "\n", + "# Adding panel labels\n", + "axes = [ax_relative_fitness, ax_innovation_distribution, ax_innovation_distribution_clade]\n", + "ax_labels = [letter for letter in string.ascii_uppercase]\n", + "for ax, ax_label in zip(axes, ax_labels):\n", + " ax.text(-0.1, 1.1, ax_label + \".\", transform=ax.transAxes, size=36, weight='bold')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "11931195", + "metadata": {}, + "outputs": [], + "source": [ + "fig.savefig(\"../manuscript/figures/exploring-fitness-innovations.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "8e03eb70", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.metrics import explained_variance_score\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "def calculate_partial_explained_variance(X, y):\n", + " \"\"\"\n", + " Calculate partial explained variance (partial R^2) for each predictor in a linear regression model.\n", + " \n", + " Parameters:\n", + " X (pd.DataFrame or np.ndarray): Predictor variables (features).\n", + " y (pd.Series or np.ndarray): Target variable.\n", + " \n", + " Returns:\n", + " pd.DataFrame: A DataFrame with predictors and their partial explained variance values.\n", + " \"\"\"\n", + " if isinstance(X, np.ndarray):\n", + " X = pd.DataFrame(X, columns=[f\"Feature_{i}\" for i in range(X.shape[1])])\n", + " \n", + " # Full model fit\n", + " full_model = LinearRegression()\n", + " full_model.fit(X, y)\n", + " full_explained_variance = explained_variance_score(y, full_model.predict(X))\n", + " \n", + " partial_explained_variance_results = []\n", + " \n", + " # Loop through each predictor\n", + " for predictor in X.columns:\n", + " # Remove one predictor\n", + " X_reduced = X.drop(columns=[predictor])\n", + " \n", + " # Fit the reduced model\n", + " reduced_model = LinearRegression()\n", + " reduced_model.fit(X_reduced, y)\n", + " reduced_explained_variance = explained_variance_score(y, reduced_model.predict(X_reduced))\n", + " \n", + " # Calculate partial explained variance for the removed predictor\n", + " partial_explained_variance = full_explained_variance - reduced_explained_variance\n", + " partial_explained_variance_results.append({\"predictor\": predictor, \"partial_r2\": partial_explained_variance})\n", + " \n", + " return pd.DataFrame(partial_explained_variance_results).sort_values(by=\"partial_r2\", ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "e9a568c1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/27/fy80dyf90h520912n_x6g8nm0000gn/T/ipykernel_43135/3045859267.py:50: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax_predictor_weights.set_xticklabels(ax_predictor_weights.get_xticklabels(), rotation=90)\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(24, 12), constrained_layout=True)\n", + "spec = fig.add_gridspec(nrows=2, ncols=2, width_ratios=[1,1.5])\n", + "\n", + "freq_thres = 0.02\n", + "\n", + "# A. Relative fitness delta\n", + "ax_relative_fitness_innovation = fig.add_subplot(spec[:, 0])\n", + "plot_relative_fitness_innovation_vertical(ax_relative_fitness_innovation, posterior, thres=freq_thres)\n", + "ax_relative_fitness_innovation.grid(axis=\"x\", linestyle=\"--\", linewidth=0.5, alpha=0.7)\n", + "ax_relative_fitness_innovation.grid(axis=\"y\", linestyle=\"--\", linewidth=0.5, alpha=0.7)\n", + "\n", + "# D. Innovations in multiregression\n", + "ax_multiregression_innovation = fig.add_subplot(spec[0, 1])\n", + "\n", + "# Prep predictors and outcome\n", + "df = predictors.reset_index().merge(ga_delta_df, how=\"left\")[:-1]\n", + "df = df.dropna()\n", + "X = df[[\"delta_\" + name for name in predictor_names]]\n", + "xs = X.values\n", + "log_ga_delta = np.log(df.median_ga_delta.values)\n", + "\n", + "# Add comparison between observed and predicted\n", + "model = plot_multiple_regression(ax_multiregression_innovation, \n", + " predictors=xs, \n", + " outcome=log_ga_delta, \n", + " color=[color_map[v] for v in df[\"variant\"].values],\n", + " )\n", + "ax_multiregression_innovation.set_xlabel(\"Predicted \" + r\"$\\Delta$\" + \"(Relative fitness)\")\n", + "ax_multiregression_innovation.set_ylabel(r\"$\\Delta$\" + \"(Relative fitness)\")\n", + "\n", + "ax_predictor_weights = fig.add_subplot(spec[1,1])\n", + "\n", + "partial_explained_variance_df = calculate_partial_explained_variance(X, log_ga_delta)\n", + "# Modify predictor names\n", + "def format_label(label):\n", + " # Replace 'delta_' with 'Δ'\n", + " label = label.replace(\"delta_\", \"Δ(\")\n", + " # Truncate after 'relative'\n", + " if \"relative\" in label:\n", + " label = label.split(\"relative\")[0].strip()\n", + " return label + \")\"\n", + " \n", + "# Apply formatting to predictor labels\n", + "partial_explained_variance_df[\"predictor\"] = partial_explained_variance_df[\"predictor\"].apply(format_label)\n", + "\n", + "\n", + "# Plot the bar chart\n", + "ax_predictor_weights.barh(partial_explained_variance_df[\"predictor\"], partial_explained_variance_df[\"partial_r2\"], color=\"lightgrey\", ec='k')\n", + "ax_predictor_weights.set_xlabel(r\"Partial $R^2$\")\n", + "ax_predictor_weights.set_xticklabels(ax_predictor_weights.get_xticklabels(), rotation=90)\n", + "ax_predictor_weights.invert_yaxis() # Invert y-axis to have the highest variance at the top\n", + "\n", + "#betas = model.coef_\n", + "#ind_betas = np.arange(len(betas))\n", + "#ax_predictor_weights.scatter(betas, ind_betas, ec=\"k\", color=\"lightblue\", s=80)\n", + "#ax_predictor_weights.axvline(0.0, color=\"k\", linestyle=\"--\")\n", + "#ax_predictor_weights.set_yticks(ind_betas)\n", + "#ax_predictor_weights.set_yticklabels([rf\"$\\Delta$({name})\" for name in predictor_names], size=16)\n", + "#ax_predictor_weights.set_xlabel(r\"$\\beta_{p}$\")\n", + "\n", + "\n", + "\n", + "# Adding panel labels\n", + "axes = [ax_relative_fitness_innovation, ax_multiregression_innovation, ax_predictor_weights]\n", + "ax_labels = [letter for letter in string.ascii_uppercase]\n", + "for ax, ax_label in zip(axes, ax_labels):\n", + " ax.text(-0.1, 1.1, ax_label + \".\", transform=ax.transAxes, size=36, weight='bold')" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "526e2f6e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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predictorpartial_r2
4Δ(RBD yeast-display DMS escape)0.096746
3Δ(RBD yeast-display DMS RBD expression)0.042146
2Δ(RBD yeast-display DMS ACE2 affinity)0.013929
1Δ(spike pseudovirus DMS ACE2 binding)0.007429
0Δ(spike pseudovirus DMS human sera escape)0.004609
\n", + "
" + ], + "text/plain": [ + " predictor partial_r2\n", + "4 Δ(RBD yeast-display DMS escape) 0.096746\n", + "3 Δ(RBD yeast-display DMS RBD expression) 0.042146\n", + "2 Δ(RBD yeast-display DMS ACE2 affinity) 0.013929\n", + "1 Δ(spike pseudovirus DMS ACE2 binding) 0.007429\n", + "0 Δ(spike pseudovirus DMS human sera escape) 0.004609" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "partial_explained_variance_df" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "421fb027", + "metadata": {}, + "outputs": [], + "source": [ + "fig.savefig(\"../manuscript/figures/explaining-fitness-innovations.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "1ef35c29", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# This is naive regressions\n", + "fig = plt.figure(figsize=(28, 24), constrained_layout=True)\n", + "gs = fig.add_gridspec(nrows=4, ncols=2)\n", + "\n", + "# Defining growth advantages\n", + "df = predictors.reset_index().merge(ga_df, how=\"left\")[:-1]\n", + "log_ga = np.log(df.median_ga.values)\n", + "\n", + "# Loop over predictor increments and plot\n", + "axes = []\n", + "for p, name in enumerate(predictor_names):\n", + " ax = fig.add_subplot(gs[p])\n", + " plot_single_regression(ax, \n", + " predictor = df[name].values, \n", + " outcome = log_ga,\n", + " color=[color_map[v] for v in df[\"variant\"].values],\n", + " xlabel = name,\n", + " ylabel = \"Relative fitness\")\n", + " ax.grid(axis=\"x\", linestyle=\"--\", linewidth=0.5, alpha=0.7)\n", + " ax.grid(axis=\"y\", linestyle=\"--\", linewidth=0.5, alpha=0.7)\n", + " axes.append(ax)\n", + " \n", + "# Adding panel labels \n", + "ax_labels = [letter for letter in string.ascii_uppercase]\n", + "for ax, ax_label in zip(axes, ax_labels):\n", + " ax.text(-0.1, 1.1, ax_label + \".\", transform=ax.transAxes, size=36, weight='bold')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "6d0f2b69", + "metadata": {}, + "outputs": [], + "source": [ + "fig.savefig(\"../manuscript/supplementary_figures/relative-fitness-single-regressions.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "48a59f09", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# This goes with supplement showing correlations for all individual features\n", + "fig = plt.figure(figsize=(28, 24), constrained_layout=True)\n", + "gs = fig.add_gridspec(nrows=4, ncols=2)\n", + "\n", + "# Defining growth advantage innovation\n", + "df = predictors.reset_index().merge(ga_delta_df, how=\"left\")\n", + "df = df.dropna()\n", + "log_ga_delta = np.log(df.median_ga_delta.values)\n", + "\n", + "# Loop over predictor increments and plot\n", + "axes = []\n", + "for p, name in enumerate(predictor_names):\n", + " ax = fig.add_subplot(gs[p])\n", + " plot_single_regression(ax, \n", + " predictor = df[\"delta_\"+name].values, \n", + " outcome = log_ga_delta,\n", + " color=[color_map[v] for v in df[\"variant\"].values],\n", + " xlabel = rf\"$\\Delta$({name})\",\n", + " ylabel = r\"$\\Delta$\" + \"Relative fitness\")\n", + " ax.grid(axis=\"x\", linestyle=\"--\", linewidth=0.5, alpha=0.7)\n", + " ax.grid(axis=\"y\", linestyle=\"--\", linewidth=0.5, alpha=0.7)\n", + "\n", + " axes.append(ax)\n", + " \n", + "# Adding panel labels \n", + "ax_labels = [letter for letter in string.ascii_uppercase]\n", + "for ax, ax_label in zip(axes, ax_labels):\n", + " ax.text(-0.1, 1.1, ax_label + \".\", transform=ax.transAxes, size=36, weight='bold')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "562b4cb2", + "metadata": {}, + "outputs": [], + "source": [ + "fig.savefig(\"../manuscript/supplementary_figures/relative-fitness-innovations-single-regressions.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "91fd31d3", + "metadata": {}, + "outputs": [], + "source": [ + "# Next figure shows the regression model\n", + "\n", + "# Loading regression model\n", + "with open(f\"../results/{ANALYSIS}/posteriors/informed/samples_USA.pkl\", 'rb') as f:\n", + " samples = pickle.load(f)\n", + "\n", + "posterior_regression = ef.PosteriorHandler(samples=samples, data=data)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "4678ccef", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "if \"losses\" in posterior_regression.samples.keys():\n", + " fig = plt.figure(figsize=(6., 4.), constrained_layout=True)\n", + " spec = fig.add_gridspec(ncols=1, nrows=1)\n", + " ax = fig.add_subplot(spec[0])\n", + " ax.plot(posterior_regression.samples[\"losses\"])\n", + " ax.set_yscale(\"log\")\n", + " ax.set_ylabel(\"Loss\")\n", + " ax.set_xlabel(\"Iterations\")" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "ee1ea744", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'delta_loc_missing': Array([[ 0.03318114, -0.00504857, -0.01869172, 0.03751728]], dtype=float32),\n", + " 'delta_scale': Array([0.01770786], dtype=float32),\n", + " 'raw_alpha': Array([[ -4.4684157 , -3.6497157 , -24.142122 , -26.212198 ,\n", + " -3.5936403 , -2.4797726 , -1.7393117 , -2.8540895 ,\n", + " -6.8423724 , -3.1134477 , -3.0966916 , -3.4023135 ,\n", + " -5.0487185 , -3.7580304 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'seq_counts': Array([[[ 1., 2., 0., ..., 0., 0., 155.],\n", + " [ 6., 10., 0., ..., 0., 0., 621.],\n", + " [ 5., 14., 0., ..., 0., 0., 668.],\n", + " ...,\n", + " [ 0., 0., 0., ..., 3., 1., 0.],\n", + " [ 0., 0., 0., ..., 3., 1., 0.],\n", + " [ 0., 0., 3., ..., 2., 1., 0.]]], dtype=float32),\n", + " 'losses': Array([40398532. , 40186200. , 39973896. , ..., 94285.12,\n", + " 94285.1 , 94285.09], dtype=float32, weak_type=True)}" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "posterior_regression.samples" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "93de1af0", + "metadata": {}, + "outputs": [], + "source": [ + "def _prep_predictors(predictors, var_names, parent_map, predictor_names):\n", + " # Index by variant name\n", + " #predictors = predictors.rename(columns={\"clade\": \"variant\"}).set_index(\"variant\")\n", + " predictors = predictors.rename(columns={\"lineage\": \"variant\"}).set_index(\"variant\")\n", + " predictors = (predictors\n", + " .replace(\"?\")\n", + " .astype({name: \"float\" for name in predictor_names}))\n", + " \n", + " # Find scores of interest and parents\n", + " var_names = [v for v in var_names if v in predictors.index]\n", + " predictors = predictors.loc[var_names] # Need all variants to be present...\n", + " predictors[\"parent\"] = predictors.index.map(data.parent_map)\n", + " predictors = predictors.drop_duplicates(inplace=False)\n", + "\n", + " # Get delta between parents and children\n", + " def get_parent_delta(x, col):\n", + " variant = x.name\n", + " parent = x.parent\n", + " # If parent and child are present generate contrast\n", + " if parent in predictors.index:\n", + " return predictors.loc[variant][col] - predictors.loc[parent][col]\n", + " # Gotta figure out how to deal with the nans\n", + " return np.nan\n", + "\n", + " # Generate delta columns\n", + " for name in predictor_names:\n", + " predictors[f\"delta_{name}\"] = predictors.apply(lambda x: get_parent_delta(x, name), axis=1) \n", + " return predictors\n", + "\n", + "def preprocess_predictors(predictors, var_names, parent_map, predictor_names, intercept=True):\n", + " \"\"\"\n", + " Preprocess predictors for all lineages.\n", + "\n", + " Parameters\n", + " ----------\n", + " predictors : pd.DataFrame\n", + " DataFrame containing predictors and their values for each lineage.\n", + " predictor_names : list of str\n", + " Names of predictors (e.g., molecular phenotypes like immune escape, ACE2 binding).\n", + " intercept : bool, optional\n", + " Whether to include an intercept in the predictors. Defaults to True.\n", + "\n", + " Returns\n", + " -------\n", + " pd.DataFrame\n", + " Preprocessed predictors with deltas calculated and intercept added if specified.\n", + " \"\"\"\n", + " # Prepare predictors and compute deltas\n", + " predictors = _prep_predictors(predictors, var_names, parent_map, predictor_names)\n", + "\n", + " # Add intercept if needed\n", + " if intercept:\n", + " predictors[\"intercept\"] = 1.0\n", + "\n", + " return predictors\n", + "\n", + "def predict_fitness_for_lineages(lineages, parent_lineages, posterior, predictor_names):\n", + " \"\"\"\n", + " Predict relative fitness for a list of lineages using preprocessed predictors.\n", + "\n", + " Parameters\n", + " ----------\n", + " lineages : list of str\n", + " List of lineage names to predict fitness for.\n", + " parent_lineages : list of str\n", + " List of parent lineage names corresponding to each lineage in `lineages`.\n", + " posterior : dict\n", + " Posterior samples and data, with keys `posterior.data` (training data) and `posterior.samples` (model parameters).\n", + " predictor_names : list of str\n", + " Names of predictors (e.g., molecular phenotypes like immune escape, ACE2 binding).\n", + "\n", + " Returns\n", + " -------\n", + " pd.DataFrame\n", + " A DataFrame with predicted fitness, predicted innovation, and parent fitness for each lineage.\n", + " \"\"\"\n", + " import pandas as pd\n", + " \n", + " \n", + " # Check that lineages and parent_lineages are the same length\n", + " if len(lineages) != len(parent_lineages):\n", + " raise ValueError(\"The `lineages` and `parent_lineages` lists must have the same length.\")\n", + " \n", + " var_names = posterior.data.var_names\n", + " var_names = var_names + lineages\n", + " parent_map = posterior.data.parent_map\n", + " for lineage, parent in zip(lineages, parent_lineages):\n", + " parent_map[lineage] = parent\n", + "\n", + " predictors = pd.read_csv(\"../data/xbb15/phenotypes/lineage_phenotypes.csv\").rename(columns={\"lineage\":\"variant\"})\n", + " predictors = preprocess_predictors(predictors, var_names, parent_map, predictor_names, intercept=True)\n", + " # Initialize results list\n", + " results = []\n", + "\n", + " # Extract parent fitness and loop through lineages\n", + " for lineage, parent_lineage in zip(lineages, parent_lineages):\n", + " try:\n", + " # Get parent fitness samples\n", + " if parent_lineage not in posterior.data.var_names:\n", + " raise ValueError(f\"Parent lineage {parent_lineage} not found in posterior data.\")\n", + " parent_index = posterior.data.var_names.index(parent_lineage)\n", + "\n", + " # Extend relative fitness to allow for base variant\n", + " relative_fitness = np.log(np.array(posterior.samples[\"ga\"]))\n", + " relative_fitness = np.pad(relative_fitness, ((0, 0), (0, 1))) # Padding for base variant\n", + " parent_fitness_samples = relative_fitness[:, parent_index]\n", + "\n", + " # Get predictors for the lineage\n", + " if lineage not in predictors.index:\n", + " raise ValueError(f\"Lineage {lineage} not found in predictors.\")\n", + " lineage_predictors = predictors.loc[lineage][predictor_names + [\"intercept\"]].values.reshape(1, -1)\n", + " \n", + " # Predict innovation\n", + " theta = posterior.samples[\"theta\"]\n", + " delta_scale = posterior.samples[\"delta_scale\"] \n", + " delta_loc = np.dot(lineage_predictors, theta.T) # Shape: (1, n_samples)\n", + " sampled_delta = delta_loc + np.random.normal(0, delta_scale, size=delta_loc.shape)\n", + " # TODO: ADD OPTIONAL UNCERTAINTY FOR MAP\n", + "\n", + " # Combine the innovation with parent fitness\n", + " predicted_fitness = parent_fitness_samples + delta_loc.flatten()\n", + " sampled_fitness = parent_fitness_samples[:, None] + sampled_delta.flatten()\n", + "\n", + " # Append results\n", + " results.append({\n", + " \"variant\": lineage,\n", + " \"parent_lineage\": parent_lineage,\n", + " \"predicted_fitness_mean\": predicted_fitness.mean(),\n", + " \"predicted_innovation_mean\": delta_loc.mean(),\n", + " \"parent_fitness_mean\": parent_fitness_samples.mean(),\n", + " \"predicted_fitness_samples\": sampled_fitness,\n", + " \"predicted_innovation_samples\": sampled_delta\n", + " })\n", + " except ValueError as e:\n", + " print(f\"Skipping {lineage}: {e}\")\n", + " \n", + " # Convert results to DataFrame for easy analysis\n", + " return pd.DataFrame(results)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "aa6e2491", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Skipping EG.5.1: Parent lineage EG.5 not found in posterior data.\n", + "Skipping BA.5: Parent lineage BA.2 not found in posterior data.\n" + ] + } + ], + "source": [ + "lineages = [\"XBB.1.16\", \"EG.5.1\", \"BA.5\"]\n", + "parent_lineages = [\"XBB.1.5\", \"EG.5\", \"BA.2\"]\n", + "\n", + "\n", + "results_df = predict_fitness_for_lineages(\n", + " lineages=lineages,\n", + " parent_lineages=parent_lineages,\n", + " posterior=posterior_regression,\n", + " predictor_names=predictor_names\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "e4b00d44", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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variantparent_lineagepredicted_fitness_meanpredicted_innovation_meanparent_fitness_meanpredicted_fitness_samplespredicted_innovation_samples
0XBB.1.16XBB.1.50.0064060.0064060.0[[-0.00015398298719767386]][[-0.00015398298719767386]]
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" + ], + "text/plain": [ + " variant parent_lineage predicted_fitness_mean predicted_innovation_mean \\\n", + "0 XBB.1.16 XBB.1.5 0.006406 0.006406 \n", + "\n", + " parent_fitness_mean predicted_fitness_samples \\\n", + "0 0.0 [[-0.00015398298719767386]] \n", + "\n", + " predicted_innovation_samples \n", + "0 [[-0.00015398298719767386]] " + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results_df" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "b0eff0cd", + "metadata": {}, + "outputs": [], + "source": [ + "fresh_predictors = pd.read_csv(\"../data/xbb15/phenotypes/lineage_phenotypes.csv\").rename(columns={\"lineage\":\"variant\"})\n", + "jn_1_descendents = fresh_predictors[fresh_predictors.variant.str.startswith(\"JN.1\")].variant.values" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "6c6731ae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "JN.1.1.1\n", + "JN.1.1.2\n", + "JN.1.1.3\n", + "JN.1.1.4\n", + "JN.1.1.5\n", + "JN.1.1.6\n", + "JN.1.1.7\n", + "JN.1.2\n", + "JN.1.2.1\n", + "JN.1.3\n", + "JN.1.4.1\n", + "JN.1.4.2\n", + "JN.1.4.3\n", + "JN.1.4.4\n", + "JN.1.4.5\n", + "JN.1.4.6\n", + "JN.1.4.7\n", + "JN.1.5\n", + "JN.1.6\n", + "JN.1.6.1\n", + "JN.1.7\n", + "JN.1.7.1\n", + "JN.1.7.2\n", + "JN.1.7.3\n", + "JN.1.7.4\n", + "JN.1.8\n", + "JN.1.8.1\n", + "JN.1.8.2\n", + "JN.1.8.3\n", + "JN.1.8.4\n", + "JN.1.9\n", + "JN.1.9.1\n", + "JN.1.9.2\n", + "JN.1.10\n", + "JN.1.11\n", + "JN.1.11.1\n", + "JN.1.12\n", + "JN.1.13\n", + "JN.1.13.1\n", + "JN.1.14\n", + "JN.1.15\n", + "JN.1.16\n", + "JN.1.16.1\n", + "JN.1.16.2\n", + "JN.1.17\n", + "JN.1.18\n", + "JN.1.18.1\n", + "JN.1.18.2\n", + "JN.1.19\n", + "JN.1.20\n", + "JN.1.21\n", + "JN.1.22\n", + "JN.1.23\n", + "JN.1.24\n", + "JN.1.24.1\n", + "JN.1.25\n", + "JN.1.25.1\n", + "JN.1.26\n", + "JN.1.27\n", + "JN.1.28\n", + "JN.1.28.1\n", + "JN.1.29\n", + "JN.1.30\n", + "JN.1.30.1\n", + "JN.1.31\n", + "JN.1.32\n", + "JN.1.32.1\n", + "JN.1.33\n", + "JN.1.34\n", + "JN.1.35\n", + "JN.1.36\n", + "JN.1.36.1\n", + "JN.1.37\n", + "JN.1.38\n", + "JN.1.39\n", + "JN.1.40\n", + "JN.1.41\n", + "JN.1.42\n", + "JN.1.42.1\n", + "JN.1.43\n", + "JN.1.43.1\n", + "JN.1.44\n", + "JN.1.45\n", + "JN.1.46\n", + "JN.1.47\n", + "JN.1.47.1\n", + "JN.1.47.2\n", + "JN.1.48\n", + "JN.1.48.1\n", + "JN.10\n", + "JN.11\n", + "JN.12\n", + "JN.13\n", + "JN.13.1\n", + "JN.14\n" + ] + } + ], + "source": [ + "\"JN.1.1\" in posterior.data.var_names\n", + "\n", + "for desc in jn_1_descendents:\n", + " if desc not in posterior.data.var_names:\n", + " print(desc)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "8884043e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Skipping BA.5: Parent lineage BA.2 not found in posterior data.\n" + ] + }, + { + "data": { + "text/html": [ + "
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variantparent_lineagepredicted_fitness_meanpredicted_innovation_meanparent_fitness_meanpredicted_fitness_samplespredicted_innovation_samples
0XBB.1.16XBB.1.50.0064060.0064060.000000[[0.006028798280731837]][[0.006028798280731837]]
1JN.1.1.1JN.10.1385320.0174260.121106[[0.1217780712987309]][[0.0006717074657803107]]
2JN.1.48JN.10.1436840.0225770.121106[[0.09412385623656694]][[-0.02698250759638366]]
3JN.1.4.1JN.1.40.1440760.0231580.120918[[0.13080102215234268]][[0.009883090953268878]]
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" + ], + "text/plain": [ + " variant parent_lineage predicted_fitness_mean predicted_innovation_mean \\\n", + "0 XBB.1.16 XBB.1.5 0.006406 0.006406 \n", + "1 JN.1.1.1 JN.1 0.138532 0.017426 \n", + "2 JN.1.48 JN.1 0.143684 0.022577 \n", + "3 JN.1.4.1 JN.1.4 0.144076 0.023158 \n", + "\n", + " parent_fitness_mean predicted_fitness_samples predicted_innovation_samples \n", + "0 0.000000 [[0.006028798280731837]] [[0.006028798280731837]] \n", + "1 0.121106 [[0.1217780712987309]] [[0.0006717074657803107]] \n", + "2 0.121106 [[0.09412385623656694]] [[-0.02698250759638366]] \n", + "3 0.120918 [[0.13080102215234268]] [[0.009883090953268878]] " + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lineages = [\"XBB.1.16\", \"JN.1.1.1\", \"JN.1.48\", \"JN.1.4.1\", \"BA.5\"]\n", + "parent_lineages = [\"XBB.1.5\", \"JN.1\", \"JN.1\", \"JN.1.4\" ,\"BA.2\"]\n", + "\n", + "results_df = predict_fitness_for_lineages(\n", + " lineages=lineages,\n", + " parent_lineages=parent_lineages,\n", + " posterior=posterior_regression,\n", + " predictor_names=predictor_names\n", + ")\n", + "\n", + "results_df" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "6a5d19bd", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_relative_fitness_prediction_results(ax, results_df, outcome_column=\"predicted_fitness_mean\", color_column=\"clade\", color_map=None):\n", + " \"\"\"\n", + " Visualize relative fitness from `results_df` in a vertical scatter plot with clade-based ordering.\n", + "\n", + " Parameters\n", + " ----------\n", + " ax : matplotlib.axes._axes.Axes\n", + " The axis on which to plot.\n", + " results_df : pd.DataFrame\n", + " DataFrame containing prediction results, including innovations and lineage information.\n", + " outcome_column : str\n", + " Column containing outcome_column (default is `predicted_fitness_mean`).\n", + " color_column : str\n", + " Column to use for color-coding (default is `clade`).\n", + " color_map : dict\n", + " Dictionary mapping `color_column` values to specific colors.\n", + "\n", + " Returns\n", + " -------\n", + " None\n", + " \"\"\"\n", + " import numpy as np\n", + " import matplotlib.pyplot as plt\n", + "\n", + " # Get clade-based ordering using variant names\n", + " # Extract variant names and determine clade-based ordering\n", + " var_names = list(results_df[\"variant\"].unique())\n", + " reordered_idx, reordered_names, reordered_clades = get_ordering(var_names)\n", + " reordered_results = results_df.loc[reordered_idx]\n", + "\n", + " # Prepare color mapping\n", + " colors = results_df[color_column].map(color_map).fillna(\"#777777\").values\n", + "\n", + " # Scatter plot\n", + " ax.scatter(\n", + " results_df[outcome_column],\n", + " np.arange(len(results_df)),\n", + " c=colors,\n", + " s=120,\n", + " edgecolor=\"k\",\n", + " label=None,\n", + " )\n", + "\n", + " # Set labels and aesthetics\n", + " ax.set_yticks(np.arange(len(results_df)))\n", + " ax.set_yticklabels(results_df[\"variant\"])\n", + " ax.set_xlabel(\"Relative fitness\")\n", + " ax.axvline(x=0.0, linestyle=\"--\", color=\"k\", linewidth=1.8)\n", + " ax.grid(axis=\"x\", linestyle=\"--\", linewidth=0.5, alpha=0.7)\n", + " ax.grid(axis=\"y\", linestyle=\"--\", linewidth=0.5, alpha=0.7)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "f49f17d4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(8, 6))\n", + "\n", + "clade_map = {\n", + " lineage: lineage_to_clade(lineage, aliasor, \"other\", clade_definitions)\n", + " for lineage in data.var_names\n", + "}\n", + "\n", + "\n", + "# Extend clade_map\n", + "for lineage in results_df.variant.values:\n", + " clade_map[lineage] = lineage_to_clade(lineage, aliasor, \"other\", clade_definitions)\n", + " color_map_by_clade[lineage] = clade_color_map[clade_map[lineage]]\n", + " \n", + "plot_relative_fitness_prediction_results(\n", + " ax=ax,\n", + " results_df=results_df,\n", + " outcome_column=\"predicted_fitness_mean\",\n", + " color_column=\"variant\",\n", + " color_map=color_map_by_clade\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7a6fc1d4", + "metadata": {}, + "outputs": [], + "source": [ + "# TODO: Get a test set :-)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/SyntheticInnovationRegression.ipynb b/notebooks/SyntheticInnovationRegression.ipynb new file mode 100644 index 000000000..8c1f02a88 --- /dev/null +++ b/notebooks/SyntheticInnovationRegression.ipynb @@ -0,0 +1,480 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "350b0da2", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import networkx as nx\n", + "from scipy.stats import poisson" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "7ce6310b", + "metadata": {}, + "outputs": [], + "source": [ + "import plot_utils" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "d3f79c53", + "metadata": {}, + "outputs": [], + "source": [ + "# Parameters for the simulation\n", + "np.random.seed(42)\n", + "num_generations = 20 # Total number of generations to simulate\n", + "initial_fitness = 0.0 # Starting fitness for the root lineage\n", + "fitness_variation = 0.2 # Standard deviation for fitness evolution (Brownian motion)\n", + "lambda_offspring = 10 # Mean number of offspring per generation (Poisson rate)\n", + "mutation_rate = 1.0 # Mutation rate per offspring (Poisson)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "f9f5391e", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import networkx as nx\n", + "\n", + "def initialize_tree(initial_fitness=1.0):\n", + " \"\"\"Initialize a new phylogenetic tree with a single root node.\"\"\"\n", + " tree = nx.DiGraph()\n", + " tree.add_node(0, fitness=initial_fitness, generation=0)\n", + " return tree, [0], 1 # tree, current_lineages, next_node_id\n", + "\n", + "def simulate_generation(tree, current_lineages, next_node_id, generation, lambda_offspring, fitness_variation, mutation_rate, selection_strength):\n", + " \"\"\"Simulate a single generation of offspring allocation and fitness evolution.\"\"\"\n", + " # Sample total offspring for the generation\n", + " num_offspring = np.random.poisson(lambda_offspring)\n", + "\n", + " # Calculate fitness-based selection probabilities\n", + " fitnesses = np.array([tree.nodes[lineage][\"fitness\"] for lineage in current_lineages])\n", + " selection_probs = np.exp(selection_strength * fitnesses) / np.sum(np.exp(selection_strength * fitnesses))\n", + "\n", + " # Allocate offspring based on selection probabilities\n", + " offspring_counts = np.random.multinomial(num_offspring, selection_probs)\n", + "\n", + " # Generate offspring and update the tree\n", + " new_lineages = []\n", + " for parent, count in zip(current_lineages, offspring_counts):\n", + " for _ in range(count):\n", + " parent_fitness = tree.nodes[parent][\"fitness\"]\n", + " offspring_fitness = parent_fitness + np.random.normal(0, fitness_variation)\n", + "\n", + " # Add offspring node to the tree\n", + " tree.add_node(next_node_id, fitness=offspring_fitness, generation=generation)\n", + " tree.add_edge(parent, next_node_id, mutations=np.random.poisson(mutation_rate))\n", + "\n", + " # Track the new lineage\n", + " new_lineages.append(next_node_id)\n", + " next_node_id += 1\n", + "\n", + " return tree, new_lineages, next_node_id\n", + "\n", + "def collect_tip_data(tree):\n", + " \"\"\"Extract data for tip nodes (final lineages) in the tree.\"\"\"\n", + " tips = [node for node in tree.nodes if tree.out_degree(node) == 0]\n", + " tip_fitness = np.array([tree.nodes[tip][\"fitness\"] for tip in tips])\n", + " tip_mutations = np.array([\n", + " sum(tree.edges[edge][\"mutations\"] for edge in nx.utils.pairwise(nx.shortest_path(tree, 0, tip))) for tip in tips\n", + " ])\n", + " return tips, tip_fitness, tip_mutations\n", + "\n", + "def calculate_contrasts(tree):\n", + " \"\"\"Calculate branch-level contrasts for fitness and mutations.\"\"\"\n", + " contrasts_fitness = []\n", + " contrasts_mutations = []\n", + "\n", + " for edge in tree.edges:\n", + " parent, child = edge\n", + " fitness_change = tree.nodes[child][\"fitness\"] - tree.nodes[parent][\"fitness\"]\n", + " mutation_change = tree.edges[edge][\"mutations\"]\n", + " contrasts_fitness.append(fitness_change)\n", + " contrasts_mutations.append(mutation_change)\n", + "\n", + " return np.array(contrasts_fitness), np.array(contrasts_mutations)\n", + "\n", + "def simulate_tree(\n", + " num_generations=10, \n", + " initial_fitness=1.0, \n", + " fitness_variation=0.2, \n", + " lambda_offspring=50, \n", + " mutation_rate=1.0, \n", + " selection_strength=1.0,\n", + " seed=None\n", + "):\n", + " \"\"\"Simulate a complete phylogenetic tree with fitness-weighted offspring allocation.\"\"\"\n", + " if seed is not None:\n", + " np.random.seed(seed)\n", + "\n", + " # Initialize tree and simulation variables\n", + " tree, current_lineages, next_node_id = initialize_tree(initial_fitness)\n", + "\n", + " # Simulate each generation\n", + " for generation in range(1, num_generations + 1):\n", + " tree, current_lineages, next_node_id = simulate_generation(\n", + " tree, current_lineages, next_node_id, generation, lambda_offspring, fitness_variation, mutation_rate, selection_strength\n", + " )\n", + "\n", + " # Collect tip and contrast data\n", + " tips, tip_fitness, tip_mutations = collect_tip_data(tree)\n", + " contrasts_fitness, contrasts_mutations = calculate_contrasts(tree)\n", + "\n", + " return tree, tips, tip_fitness, tip_mutations, contrasts_fitness, contrasts_mutations\n", + "\n", + "# Example usage\n", + "tree, tips, tip_fitness, tip_mutations, contrasts_fitness, contrasts_mutations = simulate_tree(\n", + " num_generations=num_generations, \n", + " initial_fitness=initial_fitness, \n", + " fitness_variation=fitness_variation, \n", + " lambda_offspring=lambda_offspring, \n", + " mutation_rate=mutation_rate, \n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "4cac44d5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.stats import linregress\n", + "import string\n", + "\n", + "SCATTER_PLOT_COLOR = \"#c77dff\"\n", + "\n", + "# Calculate R^2 and p-values for both regressions\n", + "# Tip-level regression (Panel B)\n", + "slope_tip, intercept_tip, r_value_tip, p_value_tip, _ = linregress(tip_mutations, tip_fitness)\n", + "\n", + "# Contrast-level regression (Panel C)\n", + "slope_contrast, intercept_contrast, r_value_contrast, p_value_contrast, _ = linregress(contrasts_mutations, contrasts_fitness)\n", + "\n", + "# Create the figure with gridspec\n", + "fig = plt.figure(figsize=(16, 12), constrained_layout=True)\n", + "spec = fig.add_gridspec(ncols=2, nrows=2, height_ratios=[2, 1])\n", + "\n", + "# Panel A: Phylogenetic tree\n", + "ax_panel_a = fig.add_subplot(spec[0, :])\n", + "pos = nx.nx_agraph.graphviz_layout(tree, prog=\"dot\")\n", + "pos = {node: (-y, x) for node, (x, y) in pos.items()}\n", + "\n", + "node_colors = [tree.nodes[node][\"fitness\"] for node in tree.nodes]\n", + "nx.draw(\n", + " tree, pos, ax=ax_panel_a, with_labels=False, node_size=60, \n", + " edge_color=\"k\", node_color=node_colors, edgecolors=\"k\", cmap=\"viridis\"\n", + ")\n", + "sm = plt.cm.ScalarMappable(cmap=\"viridis\", norm=plt.Normalize(vmin=min(node_colors), vmax=max(node_colors)))\n", + "sm.set_array([])\n", + "fig.colorbar(sm, ax=ax_panel_a, label=\"Fitness\")\n", + "\n", + "# Panel B: Naive regression\n", + "ax_panel_b = fig.add_subplot(spec[1, 0])\n", + "ax_panel_b.scatter(tip_mutations, tip_fitness, label=\"Tip Data\", color=SCATTER_PLOT_COLOR, ec=\"k\", marker=\"o\")\n", + "naive_fit_line = slope_tip * tip_mutations + intercept_tip\n", + "ax_panel_b.plot(tip_mutations, naive_fit_line, color=\"k\")\n", + "ax_panel_b.set_xticks(range(int(min(tip_mutations)), int(max(tip_mutations)) + 1))\n", + "ax_panel_b.set_title(f\"$R^2 = {r_value_tip**2:.2f}$, $p = {p_value_tip:.1e}$\")\n", + "ax_panel_b.set_ylabel(\"Fitness\")\n", + "ax_panel_b.set_xlabel(\"Total mutations\")\n", + "ax_panel_b.grid(False)\n", + "\n", + "# Panel C: Branch-level contrast regression\n", + "ax_panel_c = fig.add_subplot(spec[1, 1])\n", + "ax_panel_c.scatter(contrasts_mutations, contrasts_fitness, label=\"Branch Contrasts\", color=SCATTER_PLOT_COLOR, ec=\"k\", marker=\"o\")\n", + "contrast_fit_line = slope_contrast * contrasts_mutations + intercept_contrast\n", + "ax_panel_c.plot(contrasts_mutations, contrast_fit_line, color=\"k\")\n", + "ax_panel_c.set_xticks(range(int(min(contrasts_mutations)), int(max(contrasts_mutations)) + 1))\n", + "ax_panel_c.set_title(f\"$R^2 = {r_value_contrast**2:.2f}$, $p = {p_value_contrast:.1e}$\")\n", + "\n", + "ax_panel_c.set_ylabel(r\"$\\Delta$\"+\"Fitness\")\n", + "ax_panel_c.set_xlabel(r\"$\\Delta$\"+\"Mutations\")\n", + "ax_panel_c.grid(False)\n", + "\n", + "# Add panel labels\n", + "axes = [ax_panel_a, ax_panel_b, ax_panel_c]\n", + "ax_labels = string.ascii_uppercase \n", + "\n", + "for ax, ax_label in zip(axes, ax_labels):\n", + " ax.text(-0.1, 1.05, ax_label + \".\", transform=ax.transAxes, size=36, weight='bold')" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "923283f3", + "metadata": {}, + "outputs": [], + "source": [ + "fig.savefig(\"../manuscript/figures/synthetic-spurious-correlations.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "20981be9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_tree_with_inline_generation_axis(tree, title=\"Phylogenetic Tree with Generation Axis\"):\n", + " \"\"\"Plots a phylogenetic tree with nodes aligned by generation, including an inline generation axis.\"\"\"\n", + " # Extract positions based on node generation\n", + " generations = nx.get_node_attributes(tree, \"generation\")\n", + " pos = nx.nx_agraph.graphviz_layout(tree, prog=\"dot\")\n", + "\n", + " # Modify positions to align nodes by generation (horizontal layout)\n", + " pos_with_generations = {node: (generations[node], -x) for node, (x, y) in pos.items()}\n", + "\n", + " # Node colors based on fitness\n", + " node_colors = [tree.nodes[node][\"fitness\"] for node in tree.nodes]\n", + "\n", + " # Plot the tree with generations on the x-axis\n", + " plt.figure(figsize=(16, 8))\n", + " ax = plt.gca()\n", + " nx.draw(\n", + " tree, pos=pos_with_generations,\n", + " with_labels=False, node_size=50,\n", + " edge_color=\"gray\", node_color=node_colors, cmap=\"plasma\", ax=ax\n", + " )\n", + "\n", + " # Add generation axis\n", + " max_generation = max(generations.values())\n", + " ax.set_xlim(-0.5, max_generation + 0.5)\n", + " ax.set_xticks(range(max_generation + 1))\n", + " ax.set_xlabel(\"Generations\")\n", + " ax.set_title(title)\n", + " limits=plt.axis('on') # turns on axis\n", + " ax.tick_params(bottom=True, labelbottom=True, left=False, labelleft=False)\n", + "\n", + " # Add colorbar for fitness\n", + " sm = plt.cm.ScalarMappable(cmap=\"plasma\", norm=plt.Normalize(vmin=min(node_colors), vmax=max(node_colors)))\n", + " sm.set_array([])\n", + " cbar = plt.colorbar(sm, ax=ax, orientation=\"vertical\", fraction=0.02, pad=0.02)\n", + " cbar.set_label(\"Fitness\")\n", + "\n", + " plt.show()\n", + "\n", + "# Example usage\n", + "plot_tree_with_inline_generation_axis(tree)" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "30b74613", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "def simulate_correlation_over_fitness_variation(\n", + " num_generations=20,\n", + " initial_fitness=0.0,\n", + " lambda_offspring=10,\n", + " mutation_rate=1.0,\n", + " selection_strength=1.0,\n", + " fitness_variation_range=np.linspace(0.1, 1.0, 10),\n", + " num_replicates=10,\n", + " seed=None\n", + "):\n", + " \"\"\"\n", + " Simulates trees and calculates correlations over a range of fitness_variation values.\n", + "\n", + " Parameters:\n", + " num_generations (int): Total number of generations to simulate.\n", + " initial_fitness (float): Starting fitness for the root lineage.\n", + " lambda_offspring (float): Mean number of offspring per generation (Poisson rate).\n", + " mutation_rate (float): Mutation rate per offspring (Poisson).\n", + " selection_strength (float): Strength of selection on fitness.\n", + " fitness_variation_range (array-like): Range of fitness_variation values to simulate.\n", + " num_replicates (int): Number of replicates for each fitness_variation value.\n", + " seed (int, optional): Seed for reproducibility.\n", + "\n", + " Returns:\n", + " DataFrame: A DataFrame with fitness_variation, replicate, R^2_tip, R^2_contrast for each simulation.\n", + " \"\"\"\n", + " if seed is not None:\n", + " np.random.seed(seed)\n", + "\n", + " results = []\n", + "\n", + " for fitness_variation in fitness_variation_range:\n", + " for replicate in range(num_replicates):\n", + " # Simulate the tree\n", + " tree, _, tip_fitness, tip_mutations, contrasts_fitness, contrasts_mutations = simulate_tree(\n", + " num_generations=num_generations,\n", + " initial_fitness=initial_fitness,\n", + " fitness_variation=fitness_variation,\n", + " lambda_offspring=lambda_offspring,\n", + " mutation_rate=mutation_rate,\n", + " selection_strength=selection_strength,\n", + " seed=None # Different random seed per replicate\n", + " )\n", + "\n", + " # Calculate tip-level regression R^2\n", + " tip_slope, tip_intercept, r_value_tip, _, _ = linregress(tip_mutations, tip_fitness)\n", + " r_squared_tip = r_value_tip**2\n", + "\n", + " # Calculate contrast-level regression R^2\n", + " contrast_slope, contrast_intercept, r_value_contrast, _, _ = linregress(contrasts_mutations, contrasts_fitness)\n", + " r_squared_contrast = r_value_contrast**2\n", + "\n", + " # Record results\n", + " results.append({\n", + " \"fitness_variation\": fitness_variation,\n", + " \"replicate\": replicate,\n", + " \"R^2_tip\": r_squared_tip,\n", + " \"R^2_contrast\": r_squared_contrast,\n", + " })\n", + "\n", + " return pd.DataFrame(results)\n", + "\n", + "# Example usage\n", + "fitness_variation_range = np.linspace(0.01, 1.0, 10) # Vary fitness_variation from 0.1 to 1.0\n", + "df_results = simulate_correlation_over_fitness_variation(\n", + " fitness_variation_range=fitness_variation_range,\n", + " num_replicates=500,\n", + ")\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "0beb6ea9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import string\n", + "\n", + "def plot_correlation_vs_fitness_variation(df_results):\n", + " \"\"\"\n", + " Plots R^2 values from tip-level and contrast-level regressions against fitness variation,\n", + " including uncertainty as confidence intervals.\n", + "\n", + " Parameters:\n", + " df_results (pd.DataFrame): DataFrame containing fitness_variation, R^2_tip, and R^2_contrast values.\n", + " \"\"\"\n", + " # Define scatter plot color\n", + " SCATTER_PLOT_COLOR = \"#c77dff\"\n", + "\n", + " # Create the figure\n", + " fig = plt.figure(figsize=(14, 4), constrained_layout=True)\n", + " spec = fig.add_gridspec(ncols=2, nrows=1)\n", + "\n", + " # Panel A: Tip-level R^2 vs Fitness Variation\n", + " ax_panel_a = fig.add_subplot(spec[0, 0])\n", + " sns.lineplot(\n", + " data=df_results, x=\"fitness_variation\", y=\"R^2_tip\", marker=\"o\", ax=ax_panel_a,\n", + " color=SCATTER_PLOT_COLOR, errorbar=(\"sd\", 2)\n", + " )\n", + " ax_panel_a.set_title(\"Tip-level regression\")\n", + " ax_panel_a.set_xlabel(\"Fitness variation \" + r\"$\\sigma$\")\n", + " ax_panel_a.set_ylabel(r\"$R^2$\")\n", + " ax_panel_a.grid(False)\n", + "\n", + " # Panel B: Contrast-level R^2 vs Fitness Variation\n", + " ax_panel_b = fig.add_subplot(spec[0, 1])\n", + " sns.lineplot(\n", + " data=df_results, x=\"fitness_variation\", y=\"R^2_contrast\", marker=\"o\", ax=ax_panel_b,\n", + " color=SCATTER_PLOT_COLOR, errorbar=(\"sd\", 2)\n", + " )\n", + " ax_panel_b.axhline(y=0.0, color=\"k\", linestyle=\"--\")\n", + " ax_panel_b.set_title(\"Innovation-level regression\")\n", + " ax_panel_b.set_xlabel(\"Fitness variation \" + r\"$\\sigma$\")\n", + " ax_panel_b.set_ylabel(r\"$R^2$\")\n", + " ax_panel_b.grid(False)\n", + " ax_panel_b.set_ylim(-0.05, 0.05)\n", + "\n", + " # Add panel labels\n", + " axes = [ax_panel_a, ax_panel_b]\n", + " ax_labels = string.ascii_uppercase\n", + "\n", + " for ax, ax_label in zip(axes, ax_labels):\n", + " ax.text(-0.1, 1.05, ax_label + \".\", transform=ax.transAxes, size=36, weight='bold')\n", + " return fig\n", + "\n", + "fig = plot_correlation_vs_fitness_variation(df_results)\n", + "fig.savefig(\"../manuscript/supplementary_figures/synthetic-fitness-variation-correlation.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5975205c", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 9730017b057f77d32e541f597691d3ee562e128c Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Mon, 25 Nov 2024 17:35:02 -0800 Subject: [PATCH 45/53] Retrieving phenotypes from main --- workflow/snakemake_rules/retrieve_phenotypes.smk | 11 ++++++++--- 1 file changed, 8 insertions(+), 3 deletions(-) diff --git a/workflow/snakemake_rules/retrieve_phenotypes.smk b/workflow/snakemake_rules/retrieve_phenotypes.smk index c134236d3..dc470defb 100644 --- a/workflow/snakemake_rules/retrieve_phenotypes.smk +++ b/workflow/snakemake_rules/retrieve_phenotypes.smk @@ -1,5 +1,9 @@ # TODO: Pull from main brach later once merged import json + +BASE_URL = "https://raw.githubusercontent.com/jbloomlab/SARS2-spike-predictor-phenos/refs/heads/Get-Lineage-Phenotypes" +BASE_URL = "https://raw.githubusercontent.com/jbloomlab/SARS2-spike-predictor-phenos/refs/heads/main" + rule download_phenotypes: output: "data/{analysis_period}/phenotypes/mutation_phenotypes.csv", @@ -7,12 +11,13 @@ rule download_phenotypes: "data/{analysis_period}/phenotypes/lineage_phenotypes.csv", "data/{analysis_period}/phenotypes/lineage_phenotypes_randomized.csv" params: - output_path = "data/{analysis_period}/phenotypes" + output_path = "data/{analysis_period}/phenotypes", + base_url = BASE_URL shell: """ python ./scripts/provision-phenotypes.py \ - --config-path XBB_config.yaml \ - --base-url https://raw.githubusercontent.com/jbloomlab/SARS2-spike-predictor-phenos/refs/heads/Get-Lineage-Phenotypes \ + --config-path config.yaml \ + --base-url {params.base_url} \ --output-path {params.output_path} """ def _get_predictor_names(wildcards): From 12bafdc5259286c9d445a03685765d6d77acebc0 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Wed, 27 Nov 2024 15:42:10 -0800 Subject: [PATCH 46/53] Adding out of sample validation --- config/config.yaml | 5 + notebooks/PlottingInnovationResults.ipynb | 1996 ++++++++++++++++++--- 2 files changed, 1776 insertions(+), 225 deletions(-) diff --git a/config/config.yaml b/config/config.yaml index 706fe97c3..0aa2cf896 100644 --- a/config/config.yaml +++ b/config/config.yaml @@ -40,6 +40,11 @@ analysis_period: - "RBD yeast-display DMS ACE2 affinity relative to XBB.1.5" - "RBD yeast-display DMS RBD expression relative to XBB.1.5" - "RBD yeast-display DMS escape relative to XBB.1.5" + xbb15_test: + min_date: "2024-01-01" + max_date: "2024-6-30" + pivot: "XBB.1.5" + force_include: "defaults/xbb15/force_include_lineages.txt" xbb15_windowed: windowed: true obs_date_min: "2023-01-01" diff --git a/notebooks/PlottingInnovationResults.ipynb b/notebooks/PlottingInnovationResults.ipynb index 9d01b1c3e..610b8cd75 100644 --- a/notebooks/PlottingInnovationResults.ipynb +++ b/notebooks/PlottingInnovationResults.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "01e981a7", "metadata": {}, "outputs": [], @@ -17,7 +17,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "b8769d2b", "metadata": {}, "outputs": [], @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "d9c98e3a", "metadata": {}, "outputs": [], @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 275, "id": "a65d44e3", "metadata": {}, "outputs": [], @@ -57,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "64f90771", "metadata": {}, "outputs": [], @@ -71,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "14535460", "metadata": {}, "outputs": [], @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "87a7b532", "metadata": {}, "outputs": [ @@ -188,7 +188,7 @@ "[265 rows x 2 columns]" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -199,7 +199,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "872334d8", "metadata": {}, "outputs": [], @@ -210,7 +210,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "916c3adc", "metadata": {}, "outputs": [], @@ -223,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "5135f3bb", "metadata": {}, "outputs": [ @@ -231,21 +231,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "23F n=16 lineages\n", - "22B n=21 lineages\n", - "22E n=36 lineages\n", - "other n=12 lineages\n", - "23E n=10 lineages\n", + "22F n=21 lineages\n", "23D n=34 lineages\n", - "24A n=3 lineages\n", - "22D n=14 lineages\n", + "23B n=18 lineages\n", "23H n=3 lineages\n", "23A n=57 lineages\n", - "23G n=6 lineages\n", - "22F n=21 lineages\n", + "23I n=3 lineages\n", "23C n=11 lineages\n", - "23B n=18 lineages\n", - "23I n=3 lineages\n" + "22B n=21 lineages\n", + "22D n=14 lineages\n", + "23G n=6 lineages\n", + "24A n=3 lineages\n", + "23F n=16 lineages\n", + "23E n=10 lineages\n", + "22E n=36 lineages\n", + "other n=12 lineages\n" ] } ], @@ -269,13 +269,15 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 246, "id": "2c7ca724", "metadata": {}, "outputs": [], "source": [ - "def get_ordering(var_names):\n", - " reordered_names = order_lineages_within_clade(var_names, aliasor, clade_map)[:-1]\n", + "def get_ordering(var_names, keep_last=False):\n", + " reordered_names = order_lineages_within_clade(var_names, aliasor, clade_map)\n", + " if not keep_last:\n", + " reordered_names = reordered_names[:-1]\n", " reordered_clades = [clade_map[n] for n in reordered_names]\n", " reordered_idx = [var_names.index(r) for r in reordered_names]\n", " return reordered_idx, reordered_names, reordered_clades" @@ -283,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "73c842e5", "metadata": {}, "outputs": [], @@ -302,7 +304,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "id": "d23943f6", "metadata": {}, "outputs": [], @@ -395,7 +397,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "id": "7f7ee4ff", "metadata": {}, "outputs": [ @@ -433,7 +435,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "id": "407aca14", "metadata": {}, "outputs": [ @@ -575,7 +577,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "id": "b1f907b2", "metadata": {}, "outputs": [ @@ -603,7 +605,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "id": "3789ab05", "metadata": {}, "outputs": [ @@ -898,23 +900,179 @@ "" ], "text/plain": [ - " lineage ... Hamming distance relative to XBB.1.5\n", - "0 A ... 42\n", - "1 A.1 ... 42\n", - "2 A.2 ... 42\n", - "3 A.2.2 ... 42\n", - "4 A.2.3 ... 42\n", - "... ... ... ...\n", - "3908 XU ... 15\n", - "3909 XV ... 19\n", - "3910 XW ... 15\n", - "3911 XY ... 15\n", - "3912 XZ ... 15\n", + " lineage date parent \\\n", + "0 A NaN NaN \n", + "1 A.1 NaN A \n", + "2 A.2 NaN A \n", + "3 A.2.2 NaN A.2 \n", + "4 A.2.3 NaN A.2 \n", + "... ... ... ... \n", + "3908 XU 2022-04-19 NaN \n", + "3909 XV 2022-05-11 NaN \n", + "3910 XW 2022-05-12 NaN \n", + "3911 XY 2022-05-18 NaN \n", + "3912 XZ 2022-06-03 NaN \n", + "\n", + " spike muts from Wuhan-Hu-1 \\\n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "... ... \n", + "3908 T19I A27S G142D V213G G339D S371F S373P S375F ... \n", + "3909 T19I G142D V213G G339D S371F S373P S375F T376A... \n", + "3910 T19I A27S G142D V213G G339D S371F S373P S375F ... \n", + "3911 T19I A27S G142D V213G G339D S371F S373P S375F ... \n", + "3912 T19I A27S G142D V213G G339D S371F S373P S375F ... \n", + "\n", + " number spike muts from Wuhan-Hu-1 \\\n", + "0 0 \n", + "1 0 \n", + "2 0 \n", + "3 0 \n", + "4 0 \n", + "... ... \n", + "3908 31 \n", + "3909 27 \n", + "3910 31 \n", + "3911 31 \n", + "3912 31 \n", + "\n", + " spike muts from XBB.1.5 \\\n", + "0 I19T -24L -25P -26P S27A A83V D142G -144Y Q146... \n", + "1 I19T -24L -25P -26P S27A A83V D142G -144Y Q146... \n", + "2 I19T -24L -25P -26P S27A A83V D142G -144Y Q146... \n", + "3 I19T -24L -25P -26P S27A A83V D142G -144Y Q146... \n", + "4 I19T -24L -25P -26P S27A A83V D142G -144Y Q146... \n", + "... ... \n", + "3908 A83V -144Y Q146H E183Q E213G V252G H339D T346R... \n", + "3909 -24L -25P -26P S27A A83V -144Y Q146H E183Q E21... \n", + "3910 A83V -144Y Q146H E183Q E213G V252G H339D T346R... \n", + "3911 A83V -144Y Q146H E183Q E213G V252G H339D T346R... \n", + "3912 A83V -144Y Q146H E183Q E213G V252G H339D T346R... \n", + "\n", + " descendant of BA.2.86 descendant of XBB descendant of BA.2 \\\n", + "0 False False False \n", + "1 False False False \n", + "2 False False False \n", + "3 False False False \n", + "4 False False False \n", + "... ... ... ... \n", + "3908 False False False \n", + "3909 False False False \n", + "3910 False False False \n", + "3911 False False False \n", + "3912 False False False \n", + "\n", + " clade growth clade growth HDI 95 \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "3908 NaN NaN \n", + "3909 NaN NaN \n", + "3910 NaN NaN \n", + "3911 NaN NaN \n", + "3912 NaN NaN \n", + "\n", + " spike pseudovirus DMS human sera escape relative to XBB.1.5 \\\n", + "0 -5.284 \n", + "1 -5.284 \n", + "2 -5.284 \n", + "3 -5.284 \n", + "4 -5.284 \n", + "... ... \n", + "3908 -3.362 \n", + "3909 -3.286 \n", + "3910 -3.362 \n", + "3911 -3.362 \n", + "3912 -3.362 \n", + "\n", + " spike pseudovirus DMS ACE2 binding relative to XBB.1.5 \\\n", + "0 3.3500 \n", + "1 3.3500 \n", + "2 3.3500 \n", + "3 3.3500 \n", + "4 3.3500 \n", + "... ... \n", + "3908 0.2731 \n", + "3909 0.2968 \n", + "3910 0.2731 \n", + "3911 0.2731 \n", + "3912 0.2731 \n", + "\n", + " spike pseudovirus DMS spike mediated entry relative to XBB.1.5 \\\n", + "0 -8.1190 \n", + "1 -8.1190 \n", + "2 -8.1190 \n", + "3 -8.1190 \n", + "4 -8.1190 \n", + "... ... \n", + "3908 -0.8703 \n", + "3909 -0.8184 \n", + "3910 -0.8703 \n", + "3911 -0.8703 \n", + "3912 -0.8703 \n", + "\n", + " RBD yeast-display DMS ACE2 affinity relative to XBB.1.5 \\\n", + "0 -4.71 \n", + "1 -4.71 \n", + "2 -4.71 \n", + "3 -4.71 \n", + "4 -4.71 \n", + "... ... \n", + "3908 -0.71 \n", + "3909 -0.71 \n", + "3910 -0.71 \n", + "3911 -0.71 \n", + "3912 -0.71 \n", + "\n", + " RBD yeast-display DMS RBD expression relative to XBB.1.5 \\\n", + "0 -0.23 \n", + "1 -0.23 \n", + "2 -0.23 \n", + "3 -0.23 \n", + "4 -0.23 \n", + "... ... \n", + "3908 0.02 \n", + "3909 0.02 \n", + "3910 0.02 \n", + "3911 0.02 \n", + "3912 0.02 \n", + "\n", + " RBD yeast-display DMS escape relative to XBB.1.5 \\\n", + "0 1.1880 \n", + "1 1.1880 \n", + "2 1.1880 \n", + "3 1.1880 \n", + "4 1.1880 \n", + "... ... \n", + "3908 0.3503 \n", + "3909 0.3503 \n", + "3910 0.3503 \n", + "3911 0.3503 \n", + "3912 0.3503 \n", + "\n", + " EVEscape relative to XBB.1.5 Hamming distance relative to XBB.1.5 \n", + "0 63.78 42 \n", + "1 63.78 42 \n", + "2 63.78 42 \n", + "3 63.78 42 \n", + "4 63.78 42 \n", + "... ... ... \n", + "3908 36.52 15 \n", + "3909 32.92 19 \n", + "3910 36.52 15 \n", + "3911 36.52 15 \n", + "3912 36.52 15 \n", "\n", "[3913 rows x 19 columns]" ] }, - "execution_count": 18, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -926,7 +1084,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 18, "id": "9ecc8f7f", "metadata": {}, "outputs": [ @@ -961,10 +1119,7 @@ " descendant of BA.2\n", " clade growth\n", " clade growth HDI 95\n", - " spike pseudovirus DMS human sera escape relative to XBB.1.5\n", - " spike pseudovirus DMS ACE2 binding relative to XBB.1.5\n", - " spike pseudovirus DMS spike mediated entry relative to XBB.1.5\n", - " RBD yeast-display DMS ACE2 affinity relative to XBB.1.5\n", + " ...\n", " RBD yeast-display DMS RBD expression relative to XBB.1.5\n", " RBD yeast-display DMS escape relative to XBB.1.5\n", " EVEscape relative to XBB.1.5\n", @@ -999,9 +1154,6 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -1017,10 +1169,7 @@ " True\n", " NaN\n", " NaN\n", - " -2.1180\n", - " 1.2390\n", - " -1.1880\n", - " 0.46\n", + " ...\n", " 0.06\n", " 0.44880\n", " 56.71\n", @@ -1044,10 +1193,7 @@ " True\n", " NaN\n", " NaN\n", - " -2.0170\n", - " 1.6680\n", - " -0.8342\n", - " 0.69\n", + " ...\n", " -0.01\n", " 0.21340\n", " 38.61\n", @@ -1071,10 +1217,7 @@ " True\n", " NaN\n", " NaN\n", - " -1.0400\n", - " 2.4760\n", - " -1.6420\n", - " 0.13\n", + " ...\n", " -0.32\n", " 0.53160\n", " 93.13\n", @@ -1098,10 +1241,7 @@ " True\n", " 0.809\n", " 0.773 to 0.85\n", - " -1.0400\n", - " 2.4760\n", - " -1.6420\n", - " 0.13\n", + " ...\n", " -0.32\n", " 0.53160\n", " 93.13\n", @@ -1125,10 +1265,7 @@ " False\n", " NaN\n", " NaN\n", - " -2.0360\n", - " 0.6665\n", - " -0.8599\n", - " -0.57\n", + " ...\n", " 0.06\n", " 0.36540\n", " 36.53\n", @@ -1163,9 +1300,6 @@ " ...\n", " ...\n", " ...\n", - " ...\n", - " ...\n", - " ...\n", " \n", " \n", " XBF\n", @@ -1179,10 +1313,7 @@ " False\n", " NaN\n", " NaN\n", - " -0.0507\n", - " 0.5502\n", - " -0.4828\n", - " 0.14\n", + " ...\n", " 0.19\n", " 0.08917\n", " 30.46\n", @@ -1206,10 +1337,7 @@ " False\n", " NaN\n", " NaN\n", - " -0.0507\n", - " 0.5502\n", - " -0.4828\n", - " 0.14\n", + " ...\n", " 0.19\n", " 0.08917\n", " 30.46\n", @@ -1233,10 +1361,7 @@ " False\n", " NaN\n", " NaN\n", - " 0.0000\n", - " 0.0000\n", - " 0.0000\n", - " 0.00\n", + " ...\n", " 0.00\n", " 0.00000\n", " 0.00\n", @@ -1260,10 +1385,7 @@ " False\n", " NaN\n", " NaN\n", - " 0.2674\n", - " -1.0630\n", - " 0.2515\n", - " -0.51\n", + " ...\n", " -0.01\n", " 0.28890\n", " 12.07\n", @@ -1287,10 +1409,7 @@ " False\n", " NaN\n", " NaN\n", - " 0.0000\n", - " 0.0000\n", - " 0.0000\n", - " 0.00\n", + " ...\n", " 0.00\n", " 0.00000\n", " 0.00\n", @@ -1308,24 +1427,220 @@ "" ], "text/plain": [ - " date ... delta_RBD yeast-display DMS escape relative to XBB.1.5\n", - "variant ... \n", - "BA.2.3.20 2022-09-02 ... NaN \n", - "BA.2.75 2022-06-24 ... NaN \n", - "BA.2.86 2023-08-17 ... NaN \n", - "BA.2.86.1 2023-09-05 ... 0.0 \n", - "BA.5 2022-04-06 ... NaN \n", - "... ... ... ... \n", - "XBF 2022-11-03 ... NaN \n", - "XBK 2022-12-15 ... NaN \n", - "XBL 2023-01-09 ... NaN \n", - "XCH.1 2023-08-30 ... NaN \n", - "XBB.1.5 2022-11-08 ... NaN \n", + " date parent \\\n", + "variant \n", + "BA.2.3.20 2022-09-02 NaN \n", + "BA.2.75 2022-06-24 NaN \n", + "BA.2.86 2023-08-17 NaN \n", + "BA.2.86.1 2023-09-05 BA.2.86 \n", + "BA.5 2022-04-06 NaN \n", + "... ... ... \n", + "XBF 2022-11-03 NaN \n", + "XBK 2022-12-15 NaN \n", + "XBL 2023-01-09 NaN \n", + "XCH.1 2023-08-30 NaN \n", + "XBB.1.5 2022-11-08 XBB.1 \n", + "\n", + " spike muts from Wuhan-Hu-1 \\\n", + "variant \n", + "BA.2.3.20 T19I A27S G142D M153T N164K V213G H245N G257D ... \n", + "BA.2.75 T19I A27S G142D K147E W152R F157L I210V V213G ... \n", + "BA.2.86 T19I R21T A27S S50L V127F G142D F157S R158G L2... \n", + "BA.2.86.1 T19I R21T A27S S50L V127F G142D F157S R158G L2... \n", + "BA.5 T19I A27S G142D V213G G339D S371F S373P S375F ... \n", + "... ... \n", + "XBF T19I A27S G142D K147E W152R F157L I210V V213G ... \n", + "XBK T19I A27S G142D K147E W152R F157L I210V V213G ... \n", + "XBL T19I A27S V83A G142D H146Q Q183E V213E G252V G... \n", + "XCH.1 T19I A27S V83A G142D H146Q Q183E V213E G252V G... \n", + "XBB.1.5 T19I A27S V83A G142D H146Q Q183E V213E G252V G... \n", + "\n", + " number spike muts from Wuhan-Hu-1 \\\n", + "variant \n", + "BA.2.3.20 38 \n", + "BA.2.75 37 \n", + "BA.2.86 59 \n", + "BA.2.86.1 59 \n", + "BA.5 34 \n", + "... ... \n", + "XBF 40 \n", + "XBK 40 \n", + "XBL 42 \n", + "XCH.1 46 \n", + "XBB.1.5 42 \n", + "\n", + " spike muts from XBB.1.5 \\\n", + "variant \n", + "BA.2.3.20 A83V -144Y Q146H M153T N164K E183Q E213G H245N... \n", + "BA.2.75 A83V -144Y Q146H K147E W152R F157L E183Q I210V... \n", + "BA.2.86 R21T S50L H69- V70- A83V V127F Q146H F157S R15... \n", + "BA.2.86.1 R21T S50L H69- V70- A83V V127F Q146H F157S R15... \n", + "BA.5 H69- V70- A83V -144Y Q146H E183Q E213G V252G H... \n", + "... ... \n", + "XBF A83V -144Y Q146H K147E W152R F157L E183Q I210V... \n", + "XBK A83V -144Y Q146H K147E W152R F157L E183Q I210V... \n", + "XBL NaN \n", + "XCH.1 L455F F456L T573I S704L \n", + "XBB.1.5 NaN \n", + "\n", + " descendant of BA.2.86 descendant of XBB descendant of BA.2 \\\n", + "variant \n", + "BA.2.3.20 False False True \n", + "BA.2.75 False False True \n", + "BA.2.86 False False True \n", + "BA.2.86.1 True False True \n", + "BA.5 False False False \n", + "... ... ... ... \n", + "XBF False False False \n", + "XBK False False False \n", + "XBL False False False \n", + "XCH.1 False False False \n", + "XBB.1.5 False True False \n", + "\n", + " clade growth clade growth HDI 95 ... \\\n", + "variant ... \n", + "BA.2.3.20 NaN NaN ... \n", + "BA.2.75 NaN NaN ... \n", + "BA.2.86 NaN NaN ... \n", + "BA.2.86.1 0.809 0.773 to 0.85 ... \n", + "BA.5 NaN NaN ... \n", + "... ... ... ... \n", + "XBF NaN NaN ... \n", + "XBK NaN NaN ... \n", + "XBL NaN NaN ... \n", + "XCH.1 NaN NaN ... \n", + "XBB.1.5 NaN NaN ... \n", + "\n", + " RBD yeast-display DMS RBD expression relative to XBB.1.5 \\\n", + "variant \n", + "BA.2.3.20 0.06 \n", + "BA.2.75 -0.01 \n", + "BA.2.86 -0.32 \n", + "BA.2.86.1 -0.32 \n", + "BA.5 0.06 \n", + "... ... \n", + "XBF 0.19 \n", + "XBK 0.19 \n", + "XBL 0.00 \n", + "XCH.1 -0.01 \n", + "XBB.1.5 0.00 \n", + "\n", + " RBD yeast-display DMS escape relative to XBB.1.5 \\\n", + "variant \n", + "BA.2.3.20 0.44880 \n", + "BA.2.75 0.21340 \n", + "BA.2.86 0.53160 \n", + "BA.2.86.1 0.53160 \n", + "BA.5 0.36540 \n", + "... ... \n", + "XBF 0.08917 \n", + "XBK 0.08917 \n", + "XBL 0.00000 \n", + "XCH.1 0.28890 \n", + "XBB.1.5 0.00000 \n", + "\n", + " EVEscape relative to XBB.1.5 Hamming distance relative to XBB.1.5 \\\n", + "variant \n", + "BA.2.3.20 56.71 21 \n", + "BA.2.75 38.61 16 \n", + "BA.2.86 93.13 35 \n", + "BA.2.86.1 93.13 35 \n", + "BA.5 36.53 17 \n", + "... ... ... \n", + "XBF 30.46 13 \n", + "XBK 30.46 13 \n", + "XBL 0.00 0 \n", + "XCH.1 12.07 4 \n", + "XBB.1.5 0.00 0 \n", + "\n", + " number spike muts from XBB.1.5 \\\n", + "variant \n", + "BA.2.3.20 21 \n", + "BA.2.75 16 \n", + "BA.2.86 35 \n", + "BA.2.86.1 35 \n", + "BA.5 17 \n", + "... ... \n", + "XBF 13 \n", + "XBK 13 \n", + "XBL 1 \n", + "XCH.1 4 \n", + "XBB.1.5 1 \n", + "\n", + " delta_spike pseudovirus DMS human sera escape relative to XBB.1.5 \\\n", + "variant \n", + "BA.2.3.20 NaN \n", + "BA.2.75 NaN \n", + "BA.2.86 NaN \n", + "BA.2.86.1 0.0 \n", + "BA.5 NaN \n", + "... ... \n", + "XBF NaN \n", + "XBK NaN \n", + "XBL NaN \n", + "XCH.1 NaN \n", + "XBB.1.5 NaN \n", + "\n", + " delta_spike pseudovirus DMS ACE2 binding relative to XBB.1.5 \\\n", + "variant \n", + "BA.2.3.20 NaN \n", + "BA.2.75 NaN \n", + "BA.2.86 NaN \n", + "BA.2.86.1 0.0 \n", + "BA.5 NaN \n", + "... ... \n", + "XBF NaN \n", + "XBK NaN \n", + "XBL NaN \n", + "XCH.1 NaN \n", + "XBB.1.5 NaN \n", + "\n", + " delta_RBD yeast-display DMS ACE2 affinity relative to XBB.1.5 \\\n", + "variant \n", + "BA.2.3.20 NaN \n", + "BA.2.75 NaN \n", + "BA.2.86 NaN \n", + "BA.2.86.1 0.0 \n", + "BA.5 NaN \n", + "... ... \n", + "XBF NaN \n", + "XBK NaN \n", + "XBL NaN \n", + "XCH.1 NaN \n", + "XBB.1.5 NaN \n", + "\n", + " delta_RBD yeast-display DMS RBD expression relative to XBB.1.5 \\\n", + "variant \n", + "BA.2.3.20 NaN \n", + "BA.2.75 NaN \n", + "BA.2.86 NaN \n", + "BA.2.86.1 0.0 \n", + "BA.5 NaN \n", + "... ... \n", + "XBF NaN \n", + "XBK NaN \n", + "XBL NaN \n", + "XCH.1 NaN \n", + "XBB.1.5 NaN \n", + "\n", + " delta_RBD yeast-display DMS escape relative to XBB.1.5 \n", + "variant \n", + "BA.2.3.20 NaN \n", + "BA.2.75 NaN \n", + "BA.2.86 NaN \n", + "BA.2.86.1 0.0 \n", + "BA.5 NaN \n", + "... ... \n", + "XBF NaN \n", + "XBK NaN \n", + "XBL NaN \n", + "XCH.1 NaN \n", + "XBB.1.5 NaN \n", "\n", "[261 rows x 24 columns]" ] }, - "execution_count": 25, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -1385,14 +1700,14 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 76, "id": "dba717a3", "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LinearRegression\n", "\n", - "def add_regression(ax, raw_x, raw_y, show_r_square=True): \n", + "def add_regression(ax, raw_x, raw_y, show_r_square=True, show_prediction=True): \n", " \n", " # Processing data\n", " is_x_obs = ~np.isnan(raw_x) # Find where nan\n", @@ -1409,9 +1724,9 @@ " r_square = model.score(x, y)\n", " \n", " # Plot line of axis\n", - " y_pred = model.predict(x)\n", - " \n", - " ax.plot(x, y_pred, color=\"k\")\n", + " if show_prediction:\n", + " y_pred = model.predict(x)\n", + " ax.plot(x, y_pred, color=\"k\")\n", " \n", " if show_r_square:\n", " ax.text(0.05, 0.95, fr\"$R^2$: {np.round(r_square, 2)}\", \n", @@ -1436,7 +1751,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 20, "id": "c823305f", "metadata": {}, "outputs": [ @@ -1482,7 +1797,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 21, "id": "07bd0be0", "metadata": {}, "outputs": [ @@ -1529,7 +1844,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 22, "id": "ead4b007", "metadata": {}, "outputs": [], @@ -1539,7 +1854,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 23, "id": "f2ac9831", "metadata": {}, "outputs": [], @@ -1585,7 +1900,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 24, "id": "2b15c4e6", "metadata": {}, "outputs": [ @@ -1643,7 +1958,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 25, "id": "95245069", "metadata": {}, "outputs": [], @@ -1653,7 +1968,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 26, "id": "7831becb", "metadata": {}, "outputs": [], @@ -1728,7 +2043,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 27, "id": "e72bb989", "metadata": {}, "outputs": [ @@ -1761,7 +2076,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 28, "id": "817c2578", "metadata": {}, "outputs": [], @@ -1857,7 +2172,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 29, "id": "ba0b30a4", "metadata": {}, "outputs": [], @@ -1890,7 +2205,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 30, "id": "9b459b5a", "metadata": {}, "outputs": [ @@ -2021,7 +2336,7 @@ "[32393 rows x 4 columns]" ] }, - "execution_count": 37, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -2032,7 +2347,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 31, "id": "8e6ec039", "metadata": {}, "outputs": [ @@ -2077,7 +2392,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 32, "id": "cb527af9", "metadata": {}, "outputs": [], @@ -2184,7 +2499,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 33, "id": "5aada857", "metadata": {}, "outputs": [ @@ -2238,7 +2553,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 34, "id": "25a82023", "metadata": {}, "outputs": [], @@ -2331,7 +2646,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 35, "id": "ed0bebfe", "metadata": {}, "outputs": [ @@ -2422,7 +2737,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 36, "id": "c490c2b4", "metadata": {}, "outputs": [], @@ -2432,7 +2747,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 37, "id": "f11a2e12", "metadata": {}, "outputs": [], @@ -2501,13 +2816,13 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 314, "id": "83c7dd0d", "metadata": {}, "outputs": [], "source": [ "\n", - "def plot_relative_fitness_vertical(ax, posterior, thres=0.01):\n", + "def plot_relative_fitness_vertical(ax, posterior, color_map, thres=0.01, add_clades=True):\n", " var_names = posterior.data.var_names\n", " n_vars = len(var_names)\n", " \n", @@ -2524,8 +2839,8 @@ " reordered_clades = np.array(reordered_clades)\n", " yticklabels_reordered = [var_names_included[r] for r in reordered_idx]\n", " \n", - " add_clade_dividers(ax, reordered_clades)\n", - " print(reordered_names)\n", + " if add_clades:\n", + " add_clade_dividers(ax, reordered_clades)\n", " \n", " ax.grid(axis=\"x\", linestyle=\"--\", linewidth=0.5, alpha=0.7)\n", " ax.grid(axis=\"y\", linestyle=\"--\", linewidth=0.5, alpha=0.7)\n", @@ -2546,7 +2861,7 @@ "\n", "\n", "# TODO: Change names\n", - "def plot_relative_fitness_innovation_vertical(ax, posterior, thres=0.01):\n", + "def plot_relative_fitness_innovation_vertical(ax, posterior, color_map, thres=0.01):\n", " var_names = posterior.data.var_names\n", " n_vars = len(var_names)\n", " \n", @@ -2585,28 +2900,10 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "3cb83fbd", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 46, + "execution_count": 316, "id": "817c220f", "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['BA.5.2' 'BQ.1' 'BQ.1.1' 'BQ.1.1.4' 'XBB.1.5.10' 'XBB.1.5.49' 'JD.1.1'\n", - " 'XBB.1.16' 'XBB.1.16.1' 'XBB.1.16.6' 'XBB.1.16.11' 'HF.1' 'XBB.1.9.1'\n", - " 'FL.1.5.1' 'XBB.2.3' 'GJ.1.2' 'EG.5.1' 'EG.5.1.1' 'EG.5.1.3' 'JG.3'\n", - " 'EG.5.1.4' 'EG.5.1.6' 'HV.1' 'HK.3' 'JN.1']\n" - ] - }, { "data": { "image/png": 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", @@ -2627,11 +2924,11 @@ "\n", "# A. Relative fitness\n", "ax_relative_fitness = fig.add_subplot(spec[:, 0])\n", - "plot_relative_fitness_vertical(ax_relative_fitness, posterior, thres=freq_thres)\n", + "plot_relative_fitness_vertical(ax_relative_fitness, posterior, color_map, thres=freq_thres)\n", "\n", "# B. Relative fitness delta\n", "ax_relative_fitness_innovation = fig.add_subplot(spec[:, 1])\n", - "plot_relative_fitness_innovation_vertical(ax_relative_fitness_innovation, posterior, thres=freq_thres)\n", + "plot_relative_fitness_innovation_vertical(ax_relative_fitness_innovation, posterior, color_map, thres=freq_thres)\n", "\n", "# C. Distribution of innovations\n", "ax_innovation_distribution = fig.add_subplot(spec[0:2, 2])\n", @@ -2668,7 +2965,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 40, "id": "74169763", "metadata": {}, "outputs": [], @@ -2678,7 +2975,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 41, "id": "43537f1f", "metadata": {}, "outputs": [], @@ -2759,7 +3056,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 42, "id": "ae337397", "metadata": {}, "outputs": [ @@ -2775,7 +3072,7 @@ }, { "data": { - "image/png": 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", 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" ] @@ -2793,7 +3090,7 @@ "\n", "# A. Relative fitness \n", "ax_relative_fitness = fig.add_subplot(spec[:, 0])\n", - "plot_relative_fitness_vertical(ax_relative_fitness, posterior, thres=freq_thres)\n", + "plot_relative_fitness_vertical(ax_relative_fitness, posterior, color_map, thres=freq_thres)\n", "\n", "# B. Distribution of innovations\n", "ax_innovation_distribution = fig.add_subplot(spec[0, 1])\n", @@ -2812,7 +3109,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 43, "id": "11931195", "metadata": {}, "outputs": [], @@ -2822,7 +3119,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 44, "id": "8e03eb70", "metadata": {}, "outputs": [], @@ -2872,7 +3169,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 45, "id": "e9a568c1", "metadata": {}, "outputs": [ @@ -2880,7 +3177,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/27/fy80dyf90h520912n_x6g8nm0000gn/T/ipykernel_43135/3045859267.py:50: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + "/var/folders/27/fy80dyf90h520912n_x6g8nm0000gn/T/ipykernel_24800/3045859267.py:50: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", " ax_predictor_weights.set_xticklabels(ax_predictor_weights.get_xticklabels(), rotation=90)\n" ] }, @@ -2903,7 +3200,7 @@ "\n", "# A. Relative fitness delta\n", "ax_relative_fitness_innovation = fig.add_subplot(spec[:, 0])\n", - "plot_relative_fitness_innovation_vertical(ax_relative_fitness_innovation, posterior, thres=freq_thres)\n", + "plot_relative_fitness_innovation_vertical(ax_relative_fitness_innovation, posterior, color_map, thres=freq_thres)\n", "ax_relative_fitness_innovation.grid(axis=\"x\", linestyle=\"--\", linewidth=0.5, alpha=0.7)\n", "ax_relative_fitness_innovation.grid(axis=\"y\", linestyle=\"--\", linewidth=0.5, alpha=0.7)\n", "\n", @@ -2967,7 +3264,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 46, "id": "526e2f6e", "metadata": {}, "outputs": [ @@ -3035,7 +3332,7 @@ "0 Δ(spike pseudovirus DMS human sera escape) 0.004609" ] }, - "execution_count": 57, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -3046,7 +3343,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 47, "id": "421fb027", "metadata": {}, "outputs": [], @@ -3056,7 +3353,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 48, "id": "1ef35c29", "metadata": {}, "outputs": [ @@ -3102,7 +3399,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 49, "id": "6d0f2b69", "metadata": {}, "outputs": [], @@ -3112,7 +3409,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 50, "id": "48a59f09", "metadata": {}, "outputs": [ @@ -3160,7 +3457,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 51, "id": "562b4cb2", "metadata": {}, "outputs": [], @@ -3170,7 +3467,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 52, "id": "91fd31d3", "metadata": {}, "outputs": [], @@ -3186,7 +3483,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 53, "id": "4678ccef", "metadata": {}, "outputs": [ @@ -3214,7 +3511,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 54, "id": "ee1ea744", "metadata": {}, "outputs": [ @@ -3829,7 +4126,7 @@ " 94285.1 , 94285.09], dtype=float32, weak_type=True)}" ] }, - "execution_count": 55, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -3840,7 +4137,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 182, "id": "93de1af0", "metadata": {}, "outputs": [], @@ -3854,10 +4151,11 @@ " .astype({name: \"float\" for name in predictor_names}))\n", " \n", " # Find scores of interest and parents\n", - " var_names = [v for v in var_names if v in predictors.index]\n", + " var_names = [v for v in var_names if v in predictors.index] \n", " predictors = predictors.loc[var_names] # Need all variants to be present...\n", " predictors[\"parent\"] = predictors.index.map(data.parent_map)\n", - " predictors = predictors.drop_duplicates(inplace=False)\n", + " #predictors = predictors.drop_duplicates(inplace=False)\n", + " predictors = predictors.loc[~predictors.index.duplicated(keep=\"first\")]\n", "\n", " # Get delta between parents and children\n", " def get_parent_delta(x, col):\n", @@ -3901,7 +4199,7 @@ "\n", " return predictors\n", "\n", - "def predict_fitness_for_lineages(lineages, parent_lineages, posterior, predictor_names):\n", + "def predict_fitness_for_lineages(lineages, parent_lineages, posterior, predictor_names, predictor_path=\"../data/xbb15/phenotypes/lineage_phenotypes.csv\"):\n", " \"\"\"\n", " Predict relative fitness for a list of lineages using preprocessed predictors.\n", "\n", @@ -3915,6 +4213,8 @@ " Posterior samples and data, with keys `posterior.data` (training data) and `posterior.samples` (model parameters).\n", " predictor_names : list of str\n", " Names of predictors (e.g., molecular phenotypes like immune escape, ACE2 binding).\n", + " predictor_path : str\n", + " Path to the location of the full predictors file\n", "\n", " Returns\n", " -------\n", @@ -3934,7 +4234,7 @@ " for lineage, parent in zip(lineages, parent_lineages):\n", " parent_map[lineage] = parent\n", "\n", - " predictors = pd.read_csv(\"../data/xbb15/phenotypes/lineage_phenotypes.csv\").rename(columns={\"lineage\":\"variant\"})\n", + " predictors = pd.read_csv(predictor_path).rename(columns={\"lineage\":\"variant\"}) \n", " predictors = preprocess_predictors(predictors, var_names, parent_map, predictor_names, intercept=True)\n", " # Initialize results list\n", " results = []\n", @@ -3987,7 +4287,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 174, "id": "aa6e2491", "metadata": {}, "outputs": [ @@ -3995,6 +4295,14 @@ "name": "stdout", "output_type": "stream", "text": [ + "XBB.1\n", + "XBB.2\n", + "XBC.1\n", + "other\n", + "False\n", + "True\n", + "False\n", + "False\n", "Skipping EG.5.1: Parent lineage EG.5 not found in posterior data.\n", "Skipping BA.5: Parent lineage BA.2 not found in posterior data.\n" ] @@ -4015,7 +4323,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 145, "id": "e4b00d44", "metadata": {}, "outputs": [ @@ -4057,8 +4365,8 @@ " 0.006406\n", " 0.006406\n", " 0.0\n", - " [[-0.00015398298719767386]]\n", - " [[-0.00015398298719767386]]\n", + " [[-0.010490120793523423]]\n", + " [[-0.010490120793523423]]\n", " \n", " \n", "\n", @@ -4068,14 +4376,11 @@ " variant parent_lineage predicted_fitness_mean predicted_innovation_mean \\\n", "0 XBB.1.16 XBB.1.5 0.006406 0.006406 \n", "\n", - " parent_fitness_mean predicted_fitness_samples \\\n", - "0 0.0 [[-0.00015398298719767386]] \n", - "\n", - " predicted_innovation_samples \n", - "0 [[-0.00015398298719767386]] " + " parent_fitness_mean predicted_fitness_samples predicted_innovation_samples \n", + "0 0.0 [[-0.010490120793523423]] [[-0.010490120793523423]] " ] }, - "execution_count": 59, + "execution_count": 145, "metadata": {}, "output_type": "execute_result" } @@ -4086,7 +4391,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 146, "id": "b0eff0cd", "metadata": {}, "outputs": [], @@ -4097,7 +4402,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 147, "id": "6c6731ae", "metadata": {}, "outputs": [ @@ -4213,7 +4518,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 148, "id": "8884043e", "metadata": {}, "outputs": [ @@ -4262,8 +4567,8 @@ " 0.006406\n", " 0.006406\n", " 0.000000\n", - " [[0.006028798280731837]]\n", - " [[0.006028798280731837]]\n", + " [[0.003486337048583194]]\n", + " [[0.003486337048583194]]\n", " \n", " \n", " 1\n", @@ -4272,8 +4577,8 @@ " 0.138532\n", " 0.017426\n", " 0.121106\n", - " [[0.1217780712987309]]\n", - " [[0.0006717074657803107]]\n", + " [[0.14677563167754987]]\n", + " [[0.02566926784459929]]\n", " \n", " \n", " 2\n", @@ -4282,8 +4587,8 @@ " 0.143684\n", " 0.022577\n", " 0.121106\n", - " [[0.09412385623656694]]\n", - " [[-0.02698250759638366]]\n", + " [[0.10884680955398014]]\n", + " [[-0.01225955427897045]]\n", " \n", " \n", " 3\n", @@ -4292,8 +4597,8 @@ " 0.144076\n", " 0.023158\n", " 0.120918\n", - " [[0.13080102215234268]]\n", - " [[0.009883090953268878]]\n", + " [[0.1602539456757886]]\n", + " [[0.039336014476714795]]\n", " \n", " \n", "\n", @@ -4307,13 +4612,13 @@ "3 JN.1.4.1 JN.1.4 0.144076 0.023158 \n", "\n", " parent_fitness_mean predicted_fitness_samples predicted_innovation_samples \n", - "0 0.000000 [[0.006028798280731837]] [[0.006028798280731837]] \n", - "1 0.121106 [[0.1217780712987309]] [[0.0006717074657803107]] \n", - "2 0.121106 [[0.09412385623656694]] [[-0.02698250759638366]] \n", - "3 0.120918 [[0.13080102215234268]] [[0.009883090953268878]] " + "0 0.000000 [[0.003486337048583194]] [[0.003486337048583194]] \n", + "1 0.121106 [[0.14677563167754987]] [[0.02566926784459929]] \n", + "2 0.121106 [[0.10884680955398014]] [[-0.01225955427897045]] \n", + "3 0.120918 [[0.1602539456757886]] [[0.039336014476714795]] " ] }, - "execution_count": 62, + "execution_count": 148, "metadata": {}, "output_type": "execute_result" } @@ -4334,12 +4639,18 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 264, "id": "6a5d19bd", "metadata": {}, "outputs": [], "source": [ - "def plot_relative_fitness_prediction_results(ax, results_df, outcome_column=\"predicted_fitness_mean\", color_column=\"clade\", color_map=None):\n", + "def plot_relative_fitness_prediction_results(ax,\n", + " results_df,\n", + " outcome_column=\"predicted_fitness_mean\",\n", + " color_column=\"clade\",\n", + " color_map=None,\n", + " reorder=True,\n", + " plot_zero_line=False):\n", " \"\"\"\n", " Visualize relative fitness from `results_df` in a vertical scatter plot with clade-based ordering.\n", "\n", @@ -4355,7 +4666,9 @@ " Column to use for color-coding (default is `clade`).\n", " color_map : dict\n", " Dictionary mapping `color_column` values to specific colors.\n", - "\n", + " reorder:\n", + " Whether to reorder within clade\n", + " \n", " Returns\n", " -------\n", " None\n", @@ -4365,9 +4678,10 @@ "\n", " # Get clade-based ordering using variant names\n", " # Extract variant names and determine clade-based ordering\n", - " var_names = list(results_df[\"variant\"].unique())\n", - " reordered_idx, reordered_names, reordered_clades = get_ordering(var_names)\n", - " reordered_results = results_df.loc[reordered_idx]\n", + " var_names = list(results_df[\"variant\"].unique()) \n", + " reordered_idx, reordered_names, reordered_clades = get_ordering(var_names, keep_last=True)\n", + " if reorder:\n", + " results_df = results_df.loc[reordered_idx]\n", "\n", " # Prepare color mapping\n", " colors = results_df[color_column].map(color_map).fillna(\"#777777\").values\n", @@ -4384,22 +4698,32 @@ "\n", " # Set labels and aesthetics\n", " ax.set_yticks(np.arange(len(results_df)))\n", - " ax.set_yticklabels(results_df[\"variant\"])\n", - " ax.set_xlabel(\"Relative fitness\")\n", - " ax.axvline(x=0.0, linestyle=\"--\", color=\"k\", linewidth=1.8)\n", + " ax.set_yticklabels(results_df[\"variant\"]) \n", + " if plot_zero_line:\n", + " ax.axvline(x=0.0, linestyle=\"--\", color=\"k\", linewidth=1.8)\n", " ax.grid(axis=\"x\", linestyle=\"--\", linewidth=0.5, alpha=0.7)\n", " ax.grid(axis=\"y\", linestyle=\"--\", linewidth=0.5, alpha=0.7)" ] }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 260, "id": "f49f17d4", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "text/plain": [ + "Text(0, 0.5, 'Relative fitness')" + ] + }, + "execution_count": 260, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", "text/plain": [ "
" ] @@ -4428,17 +4752,1239 @@ " outcome_column=\"predicted_fitness_mean\",\n", " color_column=\"variant\",\n", " color_map=color_map_by_clade\n", - ")" + ")\n", + "ax.set_ylabel(\"Relative fitness\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 249, "id": "7a6fc1d4", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, '$\\\\Delta$(Relative fitness)\\n Regression model')" + ] + }, + "execution_count": 249, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def add_y_equals_x(ax, **kwargs):\n", + " lims = [\n", + " min(ax.get_xlim()[0], ax.get_ylim()[0]), # Find the lower limit of the plot\n", + " max(ax.get_xlim()[1], ax.get_ylim()[1]) # Find the upper limit of the plot\n", + " ]\n", + " ax.plot(lims, lims, linestyle='--', color='black', **kwargs) # Plot y=x line\n", + " ax.set_xlim(lims) # Set x limits\n", + " ax.set_ylim(lims) # Set y limits\n", + " return None\n", + "\n", + "# TODO: Compare regression model innovations to uninformed\n", + "fig, ax = plt.subplots(figsize=(8, 6))\n", + "x = np.array(posterior.samples[\"delta\"])\n", + "y = np.array(posterior_regression.samples[\"delta\"])\n", + "ax.scatter(x, y,\n", + " ec=\"k\",\n", + " s = 140,\n", + " color=[color_map[v] for v in posterior.data.var_names])\n", + "\n", + "# Add dashed y=x line\n", + "add_y_equals_x(ax, zorder=-1)\n", + "add_regression(ax, x, y, show_prediction=False)\n", + "\n", + "ax.set_xlabel(\"$\\Delta$(Relative fitness)\\n Uninformed model\")\n", + "ax.set_ylabel(\"$\\Delta$(Relative fitness)\\n Regression model\")" + ] + }, + { + "cell_type": "code", + "execution_count": 250, + "id": "df09a525", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Relative fitness\\n Regression model')" + ] + }, + "execution_count": 250, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(8, 6))\n", + "\n", + "x = np.log(np.array(posterior.samples[\"ga\"]))\n", + "y = np.log(np.array(posterior_regression.samples[\"ga\"]))\n", + "\n", + "ax.scatter(x, y,\n", + " ec=\"k\",\n", + " s = 140,\n", + " color=[color_map[v] for v in posterior.data.var_names[:-1]])\n", + "\n", + "# Add dashed y=x line\n", + "add_y_equals_x(ax, zorder=-1)\n", + "add_regression(ax, x, y, show_prediction=False)\n", + "\n", + "ax.set_xlabel(\"Relative fitness\\n Uninformed model\")\n", + "ax.set_ylabel(\"Relative fitness\\n Regression model\")" + ] + }, + { + "cell_type": "code", + "execution_count": 326, + "id": "1cbca748", + "metadata": {}, + "outputs": [], + "source": [ + "# TODO: Moving to out-of-sample?\n", + "\n", + "# Step 1. Find variants which achieve at least 1% frequencies\n", + "def find_variants_above_freq_threshold(posterior, thres=0.01):\n", + " var_names = posterior.data.var_names\n", + " n_vars = len(var_names)\n", + " \n", + " # Filter to only those who have reached certain frequency\n", + " freq = np.array(posterior.samples[\"freq\"][0, :, :-1])\n", + " included = (freq >= thres).any(axis=0)[:-1]\n", + " var_names_included = list(np.array(var_names[:-2])[included])\n", + " return var_names_included\n", + "\n", + "def find_potential_descendents(var_names, \n", + " predictor_path=\"../data/xbb15/phenotypes/lineage_phenotypes.csv\",\n", + " max_depth=7):\n", + " \"\"\"\n", + " Identifies potential descendants of variants within a specified depth.\n", + "\n", + " Parameters:\n", + " - var_names (list or set): List of variant names to check for parentage.\n", + " - predictor_path (str): Path to the CSV file containing variant predictors.\n", + " - max_depth (int): Maximum depth to search for parent variants.\n", + "\n", + " Returns:\n", + " - list of tuples: Each tuple contains (descendant, parent).\n", + " \"\"\"\n", + " try:\n", + " predictors = pd.read_csv(predictor_path).rename(columns={\"lineage\": \"variant\"})\n", + " except FileNotFoundError:\n", + " raise ValueError(f\"File not found at {predictor_path}. Please check the path.\")\n", + " \n", + " potential_descendents = []\n", + " \n", + " # For all variants, we have data for\n", + " for var in predictors.variant.values:\n", + " depth = 0\n", + " current_variant = var\n", + " \n", + " # Loop to find parent up to `max_depth` levels\n", + " while depth < max_depth:\n", + " if aliasor is None:\n", + " raise ValueError(\"Aliasor must be provided with a `parent` method.\")\n", + " \n", + " parent = aliasor.parent(current_variant) # Find parent of the current variant\n", + " \n", + " if parent is None: # No parent found, stop searching\n", + " break\n", + " \n", + " if parent in var_names: # Check if parent exists in the provided var_names\n", + " potential_descendents.append((var, parent))\n", + " break\n", + " \n", + " if var not in predictors.variant.values:\n", + " print(\"how\")\n", + " \n", + " # Move to the parent and continue searching\n", + " current_variant = parent\n", + " depth += 1\n", + " \n", + " return potential_descendents\n", + "\n", + "\n", + "var_above_thres = find_variants_above_freq_threshold(posterior, thres=0.05)\n", + "potential_descendents = find_potential_descendents(var_above_thres)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 327, + "id": "796bcb40", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('JN.1.1', 'JN.1'),\n", + " ('JN.1.1.1', 'JN.1'),\n", + " ('JN.1.1.2', 'JN.1'),\n", + " ('JN.1.1.3', 'JN.1'),\n", + " ('JN.1.1.4', 'JN.1'),\n", + " ('JN.1.1.5', 'JN.1'),\n", + " ('KR.1', 'JN.1'),\n", + " ('JN.1.1.6', 'JN.1'),\n", + " ('KZ.1', 'JN.1'),\n", + " ('KZ.1.1', 'JN.1'),\n", + " ('KZ.1.1.1', 'JN.1'),\n", + " ('JN.1.1.7', 'JN.1'),\n", + " ('LC.1', 'JN.1'),\n", + " ('JN.1.2', 'JN.1'),\n", + " ('JN.1.2.1', 'JN.1'),\n", + " ('JN.1.3', 'JN.1'),\n", + " ('JN.1.4', 'JN.1'),\n", + " ('JN.1.4.1', 'JN.1'),\n", + " ('JN.1.4.2', 'JN.1'),\n", + " ('JN.1.4.3', 'JN.1'),\n", + " ('KQ.1', 'JN.1'),\n", + " ('JN.1.4.4', 'JN.1'),\n", + " 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'EG.5.1.1'),\n", + " ('HK.30', 'EG.5.1.1'),\n", + " ('HK.31', 'EG.5.1.1'),\n", + " ('HK.32', 'EG.5.1.1'),\n", + " ('HK.33', 'EG.5.1.1'),\n", + " ('HK.34', 'EG.5.1.1'),\n", + " ('HK.34.1', 'EG.5.1.1'),\n", + " ('EG.5.1.2', 'EG.5.1'),\n", + " ('EG.5.1.3', 'EG.5.1'),\n", + " ('JG.1', 'EG.5.1'),\n", + " ('JG.2', 'EG.5.1'),\n", + " ('JG.3', 'EG.5.1'),\n", + " ('JG.3.1', 'EG.5.1'),\n", + " ('JG.3.2', 'EG.5.1'),\n", + " ('JG.3.3', 'EG.5.1'),\n", + " ('JG.3.4', 'EG.5.1'),\n", + " ('JG.4', 'EG.5.1'),\n", + " ('EG.5.1.4', 'EG.5.1'),\n", + " ('JJ.1', 'EG.5.1'),\n", + " ('EG.5.1.5', 'EG.5.1'),\n", + " ('EG.5.1.6', 'EG.5.1'),\n", + " ('HV.1', 'EG.5.1'),\n", + " ('HV.1.1', 'HV.1'),\n", + " ('HV.1.2', 'HV.1'),\n", + " ('HV.1.3', 'HV.1'),\n", + " ('HV.1.4', 'HV.1'),\n", + " ('HV.1.5', 'HV.1'),\n", + " ('HV.1.6', 'HV.1'),\n", + " ('HV.1.6.1', 'HV.1'),\n", + " ('KL.1', 'HV.1'),\n", + " ('KL.1.1', 'HV.1'),\n", + " ('HV.1.7', 'HV.1'),\n", + " ('HV.1.8', 'HV.1'),\n", + " ('HV.1.9', 'HV.1'),\n", + " ('HV.1.10', 'HV.1'),\n", + " ('HV.1.11', 'HV.1'),\n", + " ('HV.2', 'EG.5.1'),\n", + " ('EG.5.1.7', 'EG.5.1'),\n", + " ('EG.5.1.8', 'EG.5.1'),\n", + " ('KB.1', 'EG.5.1'),\n", + " ('KB.2', 'EG.5.1'),\n", + " ('KB.3', 'EG.5.1'),\n", + " ('KB.4', 'EG.5.1'),\n", + " ('EG.5.1.9', 'EG.5.1'),\n", + " ('EG.5.1.10', 'EG.5.1'),\n", + " ('EG.5.1.11', 'EG.5.1'),\n", + " ('JR.1', 'EG.5.1'),\n", + " ('JR.1.1', 'EG.5.1'),\n", + " ('JR.1.1.1', 'EG.5.1'),\n", + " ('EG.5.1.12', 'EG.5.1'),\n", + " ('EG.5.1.13', 'EG.5.1'),\n", + " ('EG.5.1.14', 'EG.5.1'),\n", + " ('EG.5.1.15', 'EG.5.1'),\n", + " ('EG.5.1.16', 'EG.5.1'),\n", + " ('EG.5.1.17', 'EG.5.1'),\n", + " ('EG.5.1.18', 'EG.5.1'),\n", + " ('EG.5.1.19', 'EG.5.1'),\n", + " ('XBB.1.16.1', 'XBB.1.16'),\n", + " ('FU.1', 'XBB.1.16'),\n", + " ('FU.1.1', 'XBB.1.16'),\n", + " ('FU.1.1.1', 'XBB.1.16'),\n", + " ('FU.2', 'XBB.1.16'),\n", + " ('FU.2.1', 'XBB.1.16'),\n", + " ('FU.3', 'XBB.1.16'),\n", + " ('FU.3.1', 'XBB.1.16'),\n", + " ('FU.4', 'XBB.1.16'),\n", + " ('FU.5', 'XBB.1.16'),\n", + " ('XBB.1.16.2', 'XBB.1.16'),\n", + " ('GY.1', 'XBB.1.16'),\n", + " ('GY.1.1', 'XBB.1.16'),\n", + " ('GY.1.1.1', 'XBB.1.16'),\n", + " ('GY.2', 'XBB.1.16'),\n", + " ('GY.2.1', 'XBB.1.16'),\n", + " ('GY.3', 'XBB.1.16'),\n", + " ('GY.4', 'XBB.1.16'),\n", + " ('GY.5', 'XBB.1.16'),\n", + " ('GY.6', 'XBB.1.16'),\n", + " ('GY.7', 'XBB.1.16'),\n", + " ('GY.8', 'XBB.1.16'),\n", + " ('GY.9', 'XBB.1.16'),\n", + " ('XBB.1.16.3', 'XBB.1.16'),\n", + " ('XBB.1.16.4', 'XBB.1.16'),\n", + " ('XBB.1.16.5', 'XBB.1.16'),\n", + " ('XBB.1.16.6', 'XBB.1.16'),\n", + " ('JF.1', 'XBB.1.16.6'),\n", + " ('JF.1.1', 'XBB.1.16.6'),\n", + " ('JF.1.1.1', 'XBB.1.16.6'),\n", + " ('JF.1.1.2', 'XBB.1.16.6'),\n", + " ('JF.2', 'XBB.1.16.6'),\n", + " ('JF.3', 'XBB.1.16.6'),\n", + " ('JF.4', 'XBB.1.16.6'),\n", + " ('XBB.1.16.7', 'XBB.1.16'),\n", + " ('XBB.1.16.8', 'XBB.1.16'),\n", + " ('XBB.1.16.9', 'XBB.1.16'),\n", + " ('XBB.1.16.10', 'XBB.1.16'),\n", + " ('XBB.1.16.11', 'XBB.1.16'),\n", + " ('XBB.1.16.12', 'XBB.1.16'),\n", + " ('XBB.1.16.13', 'XBB.1.16'),\n", + " ('HF.1', 'XBB.1.16'),\n", + " ('HF.1.1', 'XBB.1.16'),\n", + " ('HF.1.2', 'XBB.1.16'),\n", + " ('XBB.1.16.14', 'XBB.1.16'),\n", + " ('XBB.1.16.15', 'XBB.1.16'),\n", + " ('JM.1', 'XBB.1.16'),\n", + " ('JM.2', 'XBB.1.16'),\n", + " ('XBB.1.16.16', 'XBB.1.16'),\n", + " ('XBB.1.16.17', 'XBB.1.16'),\n", + " ('XBB.1.16.18', 'XBB.1.16'),\n", + " ('XBB.1.16.19', 'XBB.1.16'),\n", + " ('XBB.1.16.20', 'XBB.1.16'),\n", + " ('XBB.1.16.21', 'XBB.1.16'),\n", + " ('XBB.1.16.22', 'XBB.1.16'),\n", + " ('XBB.1.16.23', 'XBB.1.16'),\n", + " ('XBB.1.16.24', 'XBB.1.16'),\n", + " ('XBB.1.16.25', 'XBB.1.16'),\n", + " ('XBB.1.16.26', 'XBB.1.16'),\n", + " ('XBB.1.16.27', 'XBB.1.16'),\n", + " ('XBB.1.16.28', 'XBB.1.16'),\n", + " ('XBB.1.16.29', 'XBB.1.16'),\n", + " ('XBB.1.16.30', 'XBB.1.16'),\n", + " ('XBB.1.16.31', 'XBB.1.16'),\n", + " ('XBB.1.16.32', 'XBB.1.16'),\n", + " ('KJ.1', 'XBB.1.16')]" + ] + }, + "execution_count": 327, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "potential_descendents" + ] + }, + { + "cell_type": "code", + "execution_count": 349, + "id": "fe184c44", + "metadata": {}, + "outputs": [], + "source": [ + "lineages = [v for v, _ in potential_descendents]\n", + "parent_lineages = [p for _, p in potential_descendents]\n", + "results_df = predict_fitness_for_lineages(\n", + " lineages=lineages,\n", + " parent_lineages=parent_lineages,\n", + " posterior=posterior_regression,\n", + " predictor_names=predictor_names\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 350, + "id": "3b6d8e33", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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variantparent_lineagepredicted_fitness_meanpredicted_innovation_meanparent_fitness_meanpredicted_fitness_samplespredicted_innovation_samples
56KP.3JN.10.153390.0322840.121106[[0.18964071767781285]][[0.06853435384486226]]
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" + ], + "text/plain": [ + " variant parent_lineage predicted_fitness_mean predicted_innovation_mean \\\n", + "56 KP.3 JN.1 0.15339 0.032284 \n", + "\n", + " parent_fitness_mean predicted_fitness_samples predicted_innovation_samples \n", + "56 0.121106 [[0.18964071767781285]] [[0.06853435384486226]] " + ] + }, + "execution_count": 350, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results_df[results_df.variant==\"KP.3\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 351, + "id": "3c40d24a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Relative fitness')" + ] + }, + "execution_count": 351, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "clade_map = {\n", + " lineage: lineage_to_clade(lineage, aliasor, \"other\", clade_definitions)\n", + " for lineage in data.var_names\n", + "}\n", + "\n", + "\n", + "# Extend clade_map\n", + "for lineage in results_df.variant.values:\n", + " clade_map[lineage] = lineage_to_clade(lineage, aliasor, \"other\", clade_definitions)\n", + " color_map_by_clade[lineage] = clade_color_map[clade_map[lineage]]\n", + "\n", + "\n", + "fig, ax = plt.subplots(figsize=(8, 14))\n", + "\n", + "# Group by parent and take top 10 each for unseen variants\n", + "_results_df = _results_df[~_results_df.variant.isin(posterior.data.var_names)]\n", + "#_results_df = results_df.sort_values(by=\"predicted_fitness_mean\").tail(25).reset_index()\n", + "_results_df = (\n", + " results_df.sort_values(by=\"predicted_fitness_mean\")\n", + " .groupby(\"parent_lineage\")\n", + " .tail(5) # Take the top 10 rows for each group\n", + " .reset_index(drop=True)\n", + ")\n", + "\n", + "# Take top 25 overall of unseen variants\n", + "_results_df = _results_df[~_results_df.variant.isin(posterior.data.var_names)]\n", + "_results_df = results_df.sort_values(by=\"predicted_fitness_mean\").tail(25).reset_index(drop=True)\n", + "\n", + "\n", + "plot_relative_fitness_prediction_results(\n", + " ax=ax,\n", + " results_df=_results_df,\n", + " outcome_column=\"predicted_fitness_mean\",\n", + " color_column=\"variant\",\n", + " color_map=color_map_by_clade,\n", + " reorder=False\n", + ")\n", + "ax.set_xlabel(\"Relative fitness\")\n", + "# TODO: Color by clade or something" + ] + }, + { + "cell_type": "code", + "execution_count": 352, + "id": "7aac4fe2", + "metadata": {}, + "outputs": [], + "source": [ + "def load_test_posterior():\n", + " analysis_name = ANALYSIS + \"_test\"\n", + " analysis_config = config[\"analysis_period\"][analysis_name]\n", + "\n", + " raw_seq = pd.read_csv(f\"../data/{analysis_name}/collapsed_seq_counts.tsv\", sep=\"\\t\")\n", + " raw_seq = raw_seq[raw_seq.location == \"USA\"]\n", + " raw_variant_parents = pd.read_csv(f\"../data/{analysis_name}/pango_variant_relationships.tsv\", sep=\"\\t\")\n", + " raw_variant_parents = raw_variant_parents.rename(columns={\"closest_parent\":\"parent\"})\n", + " data = ef.InnovationSequenceCounts(raw_seq, raw_variant_parents, pivot=analysis_config[\"pivot\"])\n", + "\n", + " with open(f\"../results/{analysis_name}/posteriors/samples_USA.pkl\", 'rb') as f:\n", + " samples = pickle.load(f)\n", + "\n", + " return ef.PosteriorHandler(samples=samples, data=data)\n", + "\n", + "posterior_test = load_test_posterior()\n", + "\n", + "\n", + "# Extend clade_map\n", + "for lineage in posterior_test.data.var_names:\n", + " clade_map[lineage] = lineage_to_clade(lineage, aliasor, \"other\", clade_definitions)\n", + " color_map_by_clade[lineage] = clade_color_map[clade_map[lineage]]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 353, + "id": "f7ef70ff", + "metadata": {}, + "outputs": [], + "source": [ + "# Filter to variants unseen in original analysis but present in future \n", + "out_of_sample_results = results_df[~results_df.variant.isin(posterior.data.var_names)]\n", + "out_of_sample_results = out_of_sample_results[out_of_sample_results.variant.isin(posterior_test.data.var_names)]\n", + "\n", + "# Get fitness\n", + "fitness_test = np.pad(np.log(np.array(posterior_test.samples[\"ga\"][0, :])), (0,1)) \n", + "delta_test = np.array(posterior_test.samples[\"delta\"][0, :]) \n", + "\n", + "df_fitness_test = pd.DataFrame({\"variant\": posterior_test.data.var_names, \"fitness_test\": fitness_test, \"delta_test\": delta_test})\n", + "\n", + "out_of_sample_results = out_of_sample_results.merge(df_fitness_test, on=\"variant\")" + ] + }, + { + "cell_type": "code", + "execution_count": 354, + "id": "00e85611", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Future relative fitness')" + ] + }, + "execution_count": 354, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(8, 6))\n", + "\n", + "x = out_of_sample_results[\"predicted_fitness_mean\"].values\n", + "y = out_of_sample_results[\"fitness_test\"].values\n", + "\n", + "ax.scatter(x, y,\n", + " ec=\"k\",\n", + " s = 140,\n", + " color=[color_map_by_clade[v] for v in out_of_sample_results.variant.values]\n", + ")\n", + "\n", + "# Add dashed y=x line\n", + "#add_y_equals_x(ax, zorder=-1)\n", + "add_regression(ax, x, y, show_prediction=True)\n", + "\n", + "ax.set_xlabel(\"Predicted relative fitness\")\n", + "ax.set_ylabel(\"Future relative fitness\")" + ] + }, + { + "cell_type": "code", + "execution_count": 355, + "id": "83be3847", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Future relative fitness innovation')" + ] + }, + "execution_count": 355, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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nJ2dbFcjDw0OvFVgUCgWGDRuW7fz9+/fzHR8AxMbGolOnTtoNwRQKBTZt2oTu3bvLUn9B2LlzJ65evapzrlu3bvj2229fWa5KlSr4+eefdc5pNJoCm/OQ0xJ3ixYtQteuXV9btlu3bliyZEm287Nnzy4y9yMiIirSjJF5aDQacfz4cTF27FhRtmxZ7fCfzFfmsCD2BORfUe4JOHv2bLYnq126dNG7nqNHj2arx8LCIt/xxcfHiyZNmugMG1m/fn2+6y1obdq00flZmJmZiSdPnuS5fMeOHbONk3/69KmsMaampmYbc9+sWTO96tBoNKJmzZrZ/uzv379v9PsREREVdYXWEyCEwPHjxzF27Fh4eHigffv2WLlyJcLDw7UrBYmM4UmoXLkyvvrqK4wcObKwwiMj+Ouvv7Kdq1evnt712NnZZTtnaWlpSEhaSUlJ6Nq1Ky5evKg9t3z5cgwdOjRf9Ra0p0+f4sSJEzrnunfvDm9v7zzXMWTIEJ33KpUK27dvlyM8rUuXLiEpKUnnXGBgoF51SJKEPn36ZDt/9OhRo9+PiIioqCvQJEAIgWPHjmHMmDHw8PBAhw4dsGrVKkRERGgb/pns7OwwfPhwnD59Gvfu3cP//vc/eHh4FGR4ZGQvD1kBDEsCXrx4ke1c2bJlDQkJAJCamooePXrg9OnT2nMLFy7E6NGjDa4TAGbOnJltB2S5k4o///wz2zl9G7tdu3bNtkzvkSNH8hXXy27dupXtXPPmzfWup06dOtnOBQcHG/1+RERERZ2p3BVqNBocP34c27dvx86dO7UNNJFlX4DMfQIkSUL79u0xdOhQ9OnTJ99Pb6l4kSsJ+Oeff7KdM3Q36rS0NPTu3RvHjh3Tnvv2228xadIkg+orbIcPH9Z5L0lStn0YXsfJyQk1atTAjRs3tOdOnToFlUoFU1N5/sl4ueEsSRIqVaqkdz057X0RHR1t9PsREREVdbIlAUeOHNE2/KOiogDk3PAXQqBKlSoIDAzEkCFDUK5cOblCoGIkNTVVO9k2k52dHSpXrqx3XTkNVenZs6fe9ahUKvTv3x8HDhzQnps1axY++eQTvesylpcTq+rVq8PR0VHveurXr6+TBCQmJiI4ONigP5+cJCQk6Ly3trY26CFATr1AOX3fwr4fERFRUSdbEtCpU6dsOwFnbfg7ODjg7bffxtChQ+Hv7y/XbamYunbtGlQqlc65OnXqQJIkver59ddf8ffff+ucq1q1qt6r96jVagwePBh//PGH9txnn32GGTNm6FWPMUVHR+Pp06c653IavpIXNWvWzHbu4cOHsiUBPXr0gK+vr/a9lZWVQfW8PP8BQI67TRf2/YiIiIo62YcDZTbihBBQKBTo0KEDhg4dit69exeb4T4qlQrLli3D2rVr8fDhQzg4OKBdu3aYMWMGqlatmqc6zp49i6+++gpXr16FUqlErVq1MGHCBLzzzjvZro2KisKsWbOwe/duhIaGwt7eHi1atMCMGTNQv359ub9ekSDHpOC///4b77//vs45hUKB1atX67XFuhACI0aMwNatW7XnpkyZgq+//lqveIzt0aNH2c75+PgYVFdODduHDx8aVFdOAgICEBAQkK86nj9/jl9++SXb+Xbt2hn9fkREREWdrElAZi9A1apVERgYiHfffbfYPSUTQiAwMBBbtmyBr68vBg8ejIiICGzbtg179uzBqVOnULdu3VfWsXfvXvTq1Qumpqbo3r077OzscODAAQwcOBB37tzBrFmztNfGxsaiWbNmuHfvHpo2bYpOnTohKCgIu3btwoEDB3Dw4EG0bt26oL92ocvvfIBNmzZh3Lhx2YZ5zJkzR+8x8Nu3b8eGDRu0783NzXHjxg107tw5T+Xd3d2xcePG1143c+ZMzJw5U6/Y9PHs2bNs5/RZFSgrT0/PbOciIyMNqqsgaDQajBgxAomJiTrn/fz8UKtWrWJ/PyIiogIn11qjjo6OYtSoUeL8+fNyVWkUO3bsEACEv7+/SE5O1p7fu3evACDq1q37yvLJycnC3d1dmJmZiYsXL2rPx8TEiCpVqgiFQiGuXLmiPf/pp58KAGLKlCk69WzevFkAENWrV8/X9ymq+wS88cYb2dZbz21nWrVaLV68eCGuXr0qvv/+e1GrVq1sZU1NTcX8+fMNimX9+vXZ6tPnVb58+Xz8JOSzYsWKbLH98ssvBtV19erVbHVNnTpV5ogNk5aWJgIDA3P8szD0+xal+xERERUG2ZKA1NRUuaoyqhYtWggA4vTp09k+a9SokQAgzpw5k2v5tWvXCgBi+PDh2T5btmyZACBGjBihPVevXj0BQISEhGS7vnLlygKACA8PN/DbFM0kQKlUCjMzs3w1vLO+WrZsKS5dumRwPCUlCViwYEG22P744w+D6rp161a2usaOHStzxPoLCgoS/v7+Of45BAQECI1GU6zvR0REVFhk2yfAwsJCrqqMJjk5GRcvXoSzs3OOa4i3adMGAHSWj3xZ5sZBPXr0yFN5kWUi9csyJ87mtBlWcXbjxg2kp6fnqw4rKyt8/PHHuHr1Kk6dOoVGjRoZXNfQoUO1E9gNeRWVdeJTU1OznTN0Hk5O5XKqv7BoNBosXboUtWvXxvnz57N9XrVqVfz66696TywvKvcjIiIqbLJPDM7q2bNnOHDgAE6ePIng4GBERUUhOTkZDg4OcHZ2Ru3atdGkSRO8+eabcHZ2LshQ8uTatWtIT09HzZo1c/zlXqNGDQDA3bt3c60jc6x7TuOEq1WrBoVCgeDgYKSlpcHc3Bxt27bFtWvXMG/ePHz//ffa+27cuBHBwcFo0aKFXiuZKJVKKJVK7fv4+Pg8ly0sOc0H0FdKSgrWrVsHf3//Ejt5Wl8ajSbbOXNzc9nqMtbE/tOnT2PixInZVoHK1KhRI+zZs0e2pToL+35ERETGUCBJQEhICD7//HP8/PPPOstAZj71BjKefJ86dQrLli2Dubk5+vTpg88//xzVqlUriJDyJHMN8Nx2m3VycgIA7T4I+tahUChgb2+P2NhYxMTEwN3dHTNnzsTly5fxww8/4Pjx42jcuDGCgoJw5MgRlCtXDitWrNDrO8yZM0dn4nFRlFMSULFixRx7PJKSkvD8+fNsEzKBjJ91v379cPz4cbRo0aJAYi1OrK2ts50ztMfl5eVbc6u/ID1+/Bgff/wxtm3bluPnkiRhwoQJ+O677wxOdox5PyIiImOSPQk4f/48+vTpg4iIiGxDXXJ6ui6EgFKpxK+//oodO3Zg2rRp+OKLL+QOK0/i4uIA5P7E09bWFsCrG1Z5qSM2NlZbh4WFBRo3boxz587h2rVruHbtmvZaDw8PvYcbTJs2DZMnT9a+j4+PN3iFmIKS0/Kge/fuzTUBFELg2rVrWLp0KdatW6eTTKpUKowePRo3btwo9UMzbGxssp3L2iukj5ySrsJKApKSkjB37lzMnz8fKSkpOV5TpUoVrF27Vu+VoIrC/YiIiIoC2eYEABljvTt27Ijw8HAAunsGmJiYwNXVFV5eXnBwcNCOp856XVpaGr788kuMHDlSzrDyLPPpXnJyco6fZzaoXtUY0reOQYMGYeHChWjTpg0uXbqEpKQkPHr0CJ988gkuX76Mdu3aISYmJs/fwcLCAvb29jqvoiQ9PV1nJ1ogIzHy8/PLtYwkSahXrx7Wrl2LlStXZvv81q1b2LVrl+yxFjeZSWpWsbGxBtWV0zCy3HrI5HTw4EHUrFkTX331VY4NchsbG3zzzTe4efOmLA3ywr4fERFRUSFbEqBUKtGnTx8kJydrdwquUKEC5s2bhxs3biAlJQXh4eF48uQJoqOjER8fjzNnzuDzzz9HhQoVIITQllu3bh3mz58vV2h55ubmBgC5Nrozh/q8au+DV9WhVqsRExMDKysrODs748aNG/j999/h6emJP//8E40aNYK1tTV8fX3x7bff4v3330dERESe1qAvLm7dupXt6XS9evXyvLnX+++/j969e2c7v2rVKlniK85yWtv/+fPnBtWVmchnVaFCBYPqygulUomRI0eic+fOePz4cbbPFQoFAgMDce/ePUybNi3fw3EK+35ERERFjWxJwIoVK/Dw4UPtU/3hw4fj5s2bmDJlCmrWrAkTExOd621tbdGsWTPMmjULDx48wIYNG+Dg4KBNBGbPno2IiAi5wsuTzIm/Lz+pzpQ5IfhVm4Vl1nH9+vVsnz169AgqlQp16tQBAPz7778AgCZNmuQ4lKNTp04AgHv37uX1KxR5Oc0H0Hdi71dffZVt6M+hQ4cQGhqar9iKu5x6U3LaQCwvcirn6+trUF2vExkZiXbt2mHt2rU5ft6mTRtcuXIFGzZsyDHRKer3IyIiKopkSwJ++OEHbcOse/fuWLNmTZ5XtZEkCUOGDMHRo0dhbm4OSZKQkJCATZs2yRVenri5uaFevXqIjIzMsbG6b98+SJL0yp1kAwICAAAHDhzIsTwAdOnSBQC0Q3XCwsJyrCs6OhoA4OLiose3KNpymg/QoEEDveqoWbOmdrnVTBqNBr/99lt+Qiv2vLy8siWTt27dMqiulxNPGxsbVK5c2eDYchMfH48OHTrg3Llz2T7z8vLC9u3bcfz4cbzxxhvF8n5ERERFlhybDdy+fVtIkiQkSRIKhULcu3fP4LqmTJmiradt27ZyhKeXdevWCQCibdu2Ii0tTXs+c6Ovvn37as+FhoaK27dvi8jISO25mJgY4eDgIKytrcW1a9e05x89eiTc3d2FnZ2dCA0NFUIIkZCQIBwdHQUAsWnTJp04IiIiRJUqVYQkSTr16KuobRbWpEmTbJsu3bhxQ+96Vq9ena2eFi1aFEDExUvmZneZLxcXF4M2tKpfv75OPe3atSuAaIXo1KlTjhtxDRo0qED+zhb2/YiIiIoqWZKAzZs3axvuderUyVddV65c0SYU9vb2coSnF41GI3r06CEACD8/P/H++++L9u3bCwDCx8dHPHv2THttYGCgACC++OILnTq2bdsmTExMhJWVlRg4cKB49913hb29vVAoFGLDhg061/7+++/C3NxcABDNmjUTI0aMEP369RN2dnYCgJg1a1a+vk9RSgJUKpWwsrLSaXxZWVkJlUqld13h4eFCoVDo1KVQKPK1u3JJ8OWXX2Zr4F6+fFmvOqKjo4WJiYlOHTNnzpQ91tx2ap43b57s9zLG/YiIiIoyWYYDZR27n9/Jg5UqVdIeJyYmGrzEoaEkScKOHTswZ84cABmbdt25cwcjR47E+fPnXzkpOFO/fv1w+PBh+Pv7Y8+ePdi9ezfq16+P/fv3IzAwUOfa3r174++//0ZgYCCePHmCDRs24NChQ2jYsCF27tyJGTNmFMj3NIZ///032wos9erVyzZfJC/c3Nzg7++vc06j0ZT6VYIyh6NltWPHDr3q2LVrF9Rqtc65t956K19xvUylUmH69OnZzs+bNw9Tp06V9V7GuB8REVGRJ0cmMW/ePG1PwIABA/JVl1Kp1BlaFBYWJkeIpVZR6gnI6UnsuHHjDK7vu+++y1Zfly5dZIy4+NFoNKJq1ao6P5MyZcqIhISEPJVXq9Wibt26OuUbNGgge5w7d+7M9mfXp08f2e9jrPsREREVdbL0BLi7u2uP87tCy8tLGua0iywVT3JMCs6qZ8+e2c4dPXoUCQkJBtdZkGbOnAlJknReQ4cOlfUekiTpbBYHZKyGk9ddpL/99ludDesAYOzYsbLFl+n333/XeW9hYYHvv/9e9vsY635ERERFnSxJQMWKFQFkbAp26dIl7a65hjhx4oT22MbGJselM6l4kmN50KyqVKmC6tWr65xTKpXaVZhKqyFDhmQbtrZgwYLXrra1fv16fP755zrnqlatmm0IW07atGmTLcHZsGFDrtcfPXpU533Xrl1Rvnz5197HUIV9PyIioqLOVI5K/P394ejoiLi4OKSlpeHbb7/VjqnXh0ajweLFiwFkPNFs0aKFHOFREaDRaLI9Yba0tETNmjXzVW+vXr1w+/ZtnXM7d+5E//7981VvcWZpaYlly5ahV69e2nNCCAQGBuLMmTOYOnWqznKfV65cwffff49ffvlFpx6FQoG1a9caNGfjVSIjI7P1GJ45cwa1atWSpf6xY8fq9F4U9v2IiIiKA1mSABMTE7z99ttYvXo1AGD+/Pnw8fHBmDFj9Kpn/PjxOkNGsjZiqHi7c+cOkpKSdM7Vrl0bpqb5+yvYs2fPbAnnvn37oFQqYWFhka+6i7OePXtiypQpOjtvCyGwevVqrF69Gu7u7rC3t0doaGi2P5dMc+fOLZBE/P79+9nORUREyLY54Mv1FPb9iIiIigPZNgubNWsWbG1tIUkS1Go1xo8fj86dO+P06dOvLXvy5Ek0b94cq1at0g4lKF++PIYNGyZXeGRkcs8HyNS4cWN4eHjonEtISMg2/KM0mjdvHiZOnJjjZ+Hh4bh//36OCYBCocA333yDKVOmFEhckZGRBVJvUbkfERFRcSBLTwCQMTl4zZo1GDRoEICMp46HDx/G4cOH4eHhgebNm6NGjRpwcnKCiYkJYmNjcefOHZw5cwZPnjzRlgEAU1NTrFy5EmZmZnKFR0Ym93yATJIkoUePHli1apXO+Z07d2p3Zi4qZs6ciZkzZxba/SRJwg8//ICWLVti8uTJ2v/PXqV69epYvHgxOnToUGBx5dbzUFLuR0REVBxIIrPlLZO1a9di3LhxUKlUAP6/YS9JUo7XZ/1cCAETExOsWbNG9lVTSqv4+Hg4ODggLi4O9vb2xg6HjCQ9PR07d+7Erl278Ndff+HZs2dISUmBra0tfHx80LhxY/Tp0wcBAQGyzwEgIiKiokf2JADIeOobGBiIf//9N+MmLyUAQgidc5kh+Pr6YtOmTWjWrJncIZVaTAKIiIiI6GWyzQnIqkGDBrh58yb+/PNP9OzZE46OjhBCaF8AtMfm5uZo3bo1Nm3ahLt37zIBICIiIiIqYAXSE5CTu3fvIiQkBDExMUhLS4OTkxPc3NxQq1YtmJubF0YIpRJ7AoiIiIjoZYWWBJBxMAkgIiIiopcVyHAgIiIiIiIqupgEEBERERGVMrLtE5BVSEgIjh49ijt37iAyMhIpKSnQaDR61SFJEn7++eeCCI+IiIiIqFSTdU5AQkICxowZg61bt+rd6M8qcwlRtVotV2ilFucEEBEREdHLZOsJSExMROPGjXHv3r3XbhBGRERERETGI1sSMGXKFNy9exeSJGl3/+XCQ0RERERERY8sSUBycjI2bdqkffIvhED9+vUxdOhQ1K9fH25ubjAzM5PjVkRERERElE+yJAEnTpxASkqKNgkYNWoUli9fzuFARERERERFkCxLhD579gxARg+Ak5MTFi1axASAiIiIiKiIkiUJiI6OBpAxEbhZs2YwNzeXo1oiIiIiIioAsiQBzs7O2mMHBwc5qiQiIiIiogIiSxJQvnx57XFMTIwcVRIRERERUQGRJQlo3bo1bGxsIITA5cuXoVKp5KiWiIiIiIgKgCxJgKWlJfr27QsAePHiBTZv3ixHtUREREREVAAkIdOOXs+ePUPt2rURHx8POzs7nD59GrVr15ajasqH+Ph4ODg4IC4uDvb29sYOh4iIiIiKAFl6AgCgXLly2LRpExQKBeLj49G2bVts27ZNruqJiIiIiEgmsvUE7N69GwCwc+dObNy4MaNySUL58uXRtGlTeHl5wdraGiYmJnmuc8aMGXKEVqqxJ4CIiIiIXiZbEqBQKLJtEJZZtaEbh6nV6nzHVdoxCSAiIiKil8k2HCgnkiQZlADIlJcQEREREVEOTOWsjI13IiIiIqKiT7YkICgoSK6qiIiIiIioAMmWBGTdNZiIiIiIiIquAp0TQERERERERQ+TACIiIiKiUoZJABERERFRKSPr6kCZlEolLl68iDt37iAyMhIpKSnQaDR61/PNN98UQHRERERERKWbbJuFARmbe33xxRdYunQpEhISZKmP8oebhRERERHRy2TrCUhPT0eHDh1w5swZnf0CDN0szNBdhomIiIiI6NVkSwJmzpyJ06dPA/j/hr8QghuIEREREREVMbIkAenp6Vi+fLlO49/Lywv9+/dH/fr14ebmBjMzMzluRURERERE+SRLEnDq1CnExcVpk4AePXpgy5YtsLa2lqN6IiIiIiKSkSxLhAYHBwPI6AGwtrbGpk2bmAAQERERERVRsiQBkZGRADLmArRo0QJ2dnZyVEtERERERAVAliTAwcFBe1ymTBk5qiQiIiIiogIiSxJQrlw57XF8fLwcVRIRERERUQGRJQlo3bo1zM3NAQB//fWXHFUSEREREVEBkSUJsLe3R5cuXSCEQEhICP744w85qiUiIiIiogIgSxIAALNnz4aFhQUAYNy4cXj69KlcVRMRERERkYxkSwJq1KiBJUuWQAiB58+fo02bNrh06ZJc1RMRERERkUwkIYSQo6Lr168DABYvXox169ZlVC5JaNWqFfz9/eHl5QVra2uYmJjkuc4hQ4bIEVqpFh8fDwcHB8TFxcHe3t7Y4RARERFRESBbEqBQKLQ7BmcSQmQ7pw+1Wp3fsEo9JgFERERE9DLTgqw8pwTgdTmHJEn5Th6IiIiIiCh3siYBcnQqyNQxQUREREREuZAtCTh+/LhcVRERERERUQGSbU4AFU2cE0BEREREL5NtiVAiIiIiIioemAQQEREREZUyTAKIiIiIiEqZPE0MPnTokM77Tp06vfYaOeR0HyIiIiIiyp88TQzOuhGYJElQqVSvvEaWwHK5D+mHE4OJiIiI6GV6LRGal4WEuNgQEREREVHRluc5AUwAiIiIiIhKhjz1BHzxxReyXENERERERMbHzcJKOM4JICIiIqKXcYlQIiIiIqJShklADlQqFRYtWoTatWvD2toaHh4eGDRoEO7evZvnOs6ePYvOnTujTJkysLe3R7NmzfDLL7/kev3p06cREBAANzc3WFlZoWbNmvjmm2+gVqvl+EpERERERFocDvQSIQQGDx6MLVu2wNfXFx06dEBERAT27t0La2trnDp1CnXr1n1lHXv37kWvXr1gamqK7t27w87ODgcOHEBoaChmzJiBWbNm6Vy/fft2DBgwANbW1ujWrRsUCgWOHDmCiIgITJo0CQsXLjT4+3A4EBERERG9jEnAS37//Xf07dsX/v7+OHr0KKysrAAA+/btQ9euXVG3bl38888/uZZPSUmBr68voqOjcebMGTRu3BgAEBsbi8aNG+Phw4e4dOkSGjRoAAB48eIFKlSoADs7O5w5cwaVKlUCADx//hzNmzfHkydPcP/+fVSoUMGg78MkgIiIiIhexuFAL8l86j5v3jxtAgAAXbp0QaNGjXDt2jWcPXs21/JbtmxBeHg4hgwZok0AAMDR0RGTJk2CRqPBypUrteeXLl2KpKQkzJ8/X5sAAEDZsmUxfvx4WFhY4PLly3J+RSIiIiIq5ZgEZJGcnIyLFy/C2dkZzZs3z/Z5mzZtAADHjh3LtY6jR48CAHr06JGn8vv27YOVlRX69u2b7foPP/wQiYmJ6Nevnz5fg4iIiIjolfTaMbiku3btGtLT01GzZk1IkpTt8xo1agDAKycIX716FQBQq1atbJ9Vq1YNCoUCwcHBSEtLg0qlwt9//426devC0tISZ8+exbFjx5CUlISqVauib9++HMJDRERERLJjEpDFixcvAGQMxcmJk5MTACAqKsqgOhQKBezt7REbG4uYmBgkJSVBpVLByckJ/fv3x7Zt23Sunzp1KjZt2oQ333wzz99BqVRCqVRq38fHx+e5LBERERGVDhwOlEVcXBwAwNLSMsfPbW1tAQDp6emy1BETEwMgYwjRsWPH8NNPPyE6OhrR0dFYsWIF4uLi0Lt3bzx48CDP32HOnDlwcHDQvry9vfNcloiIiIhKByYBWZibmwPImBuQk8wn7NbW1rLUkZqaCiBjWdL169fj3XffhZOTE5ycnDB69GiMHj0aSqUSa9asyfN3mDZtGuLi4rSvp0+f5rksEREREZUOTAKycHNzAwDtE/qXZQ718fLyMqgOtVqNmJgYWFlZwdnZGXZ2dgAyeg26dOmS7frMCcG3bt3K83ewsLCAvb29zouIiIiIKCsmAVlkTvy9ceNGjp9nTgh+1WZhmXVcv34922ePHj2CSqVCnTp1AAAVKlSAJEmwsrKCQpH9jyJz6BC3ciAiIiIiOTEJyMLNzQ316tVDZGSkdpWfrPbt2wdJktC5c+dc6wgICAAAHDhwIMfyALRP/e3t7VGnTh3ExMTg3r172a7P3B/gdTsUExERERHpg0nASz744AMAGSvzZJ0AvHz5cvzzzz/o06ePdvfesLAw3LlzRztMCAACAwPh4OCAdevW6fQGBAUFYc6cObCzs8PIkSO158eOHav9b0JCgvb806dPMWfOHJibm2P48OEF8l2JiIiIqHSShJHGmgQHB+Onn37C9evXkZqaivLly6N79+6vfMpeGIQQ6NWrF3bv3g0/Pz+0adMGDx8+xNGjR+Hj44Nz585p5wQMHToUGzduxBdffIGZM2dq69i+fTveeecdmJubo3fv3jAxMcGuXbuQmJiIdevWITAwUOd+AwYMwLZt2+Dl5YXWrVsjPT0dR48eRXR0NJYvX44xY8YY/H3i4+Ph4OCAuLg4zg8gIiIiogyiAGzatEm0atVK2NjYiKtXr2b7fOvWrcLGxkYoFIpsr+bNm4vg4OCCCCvP0tPTxZw5c4Sfn5+wsLAQXl5eYuTIkSIkJETnusDAQAFAfPHFF9nqOHbsmGjXrp2wt7cXDg4Ook2bNuLgwYM53k+tVosVK1aIunXrCgsLC+Hg4CDat28v9u/fn+/vEhcXJwCIuLi4fNdFRERERCWDrD0BycnJ6NGjB44fPw4hBCRJwuXLl1G/fn3tNTdv3kTDhg2RlpYGADo782aG4unpiTNnzmiH3ZDh2BNARERERC+TbU6ARqPBm2++iWPHjr1yNZtvvvkGaWlp2sa/JElwc3PTWR0nNDQUgwYNkis0IiIiIiLKQrYkYO3atTh9+rS2cW9vb4/hw4ejXLly2msSEhKwc+dO7TU1a9bEw4cPERYWhvDwcAwcOFB77YULF3JcYYeIiIiIiPJHtiRg7ty52sZ93bp1ce/ePaxevVq7eRaQsWymUqnU9hSsWLEC5cuXBwA4Oztj48aNqF69uvb6zZs3yxUeERERERH9R5Yk4MGDBwgKCtI27teuXavT+M906NAh7bG3tzdatGih87mJiYnO8pnnz5+XIzwiIiIiIspCliQgc2MtSZJQoUIFNGjQIMfrjh07pr0ut6VAMzfbEkIgODgYarVajhCJiIiIiOg/siQBkZGR2uNatWrleE1ISAiCgoK0Q4batWuX43Xe3t4672NjY+UIkYiIiIiI/iNLEhAfH689zm0ZylOnTgH4/2VAW7VqleN1ZmZmOu8zlxIlIiIiIiJ5yJIEZG34R0VF5XjN0aNHtccVK1ZE2bJlc7wuIiIi17qJiIiIiCj/TOWoJOsQnnv37mX7XKVSYe/evdqhQG3bts21rqyTgS0sLGBjYyNHiERERERE9B9ZegKaNm2qPQ4KCsLBgwd1Pl+7di3Cw8O1Q4FymxQMAKtWrQKQMXn4jTfekCM8IiIiIiLKQpYkwN3dHW3btoUQAkIIBAYGYsuWLbhx4wYWLVqEyZMna3sBbGxs8Oabb+ZYz6xZs3D8+HHt+9wmDxMRERERkeEkkfl4Pp9OnjypbbQLIbSN/sz3QMbT/bFjx2LJkiXaz+7du4eff/4Zf/zxB27evKm93tTUFI8ePdLZcZj0Fx8fDwcHB8TFxXF+BREREREBkHHH4NatW+Ozzz7TJgCZvQJZEwI3NzfMmDFDp9zhw4fx1Vdf4ebNmzrJwpdffskEgIiIiIioAMiWBADAV199hQULFsDa2lrnvBAC7u7u+OOPP1CmTJnX1jN9+nR8+umncoZGRERERET/kWV1oKw+/PBDDBkyBH/88Qdu3bqFtLQ01KhRA4MGDYKDg0Ou5ezs7NC5c2d8/PHHqF+/vtxhERERERHRf2SbE2ComJgYJCUlwdPTEwqFrB0TBM4JICIiIqLsZO8J0JeTkxOcnJyMHQYRERERUanBR+9ERERERKVMgSYBkZGRSE9Pz/GzCxcu4L333kPDhg1Rq1YtdO3aFatWrYJSqSzIkIiIiIiISj3Z5wQolUp89913WLNmDUJCQnDp0qVsE32///57fPzxx9olRAFolxGtUKECtm/fzsnBMuGcACIiIiJ6maxzAp4/f44OHTrg9u3b2TYMy3T27FlMnTpVp/GfeSyEQFBQENq0aYPTp0+jbt26coZHRERERESQcTiQUqlE+/bt8e+//77yujlz5ugkCA4ODmjSpAlcXV0BZCQFiYmJeOedd6BWq+UKj4iIiIiI/iNbErBw4ULcvn1b+2S/fPny+Oqrr1CpUiXtNS9evMDBgwe1CUDLli3x5MkTnD9/HqGhodohQgBw9+5d7Ny5U67wiIiIiIjoP7LNCfD09ER4eDgAoG3btti7dy8sLCx0rtm4cSOGDRuWcWNJwl9//ZVtyE+TJk1w+fJlSJKEXr16YceOHXKEV2pxTgARERERvUyWnoAbN27g+fPn2mE+y5cvz5YAAMDhw4e1x35+fjmO+R81ahSAjPkBly5dkiM8IiIiIiLKQrYkAMh4uu/n5wc/P78crzt+/Lj2uoCAgByvadmypfY4NDQ01yVGiYiIiIjIMLIkAS9evNAeV61aNcdrHj58iLCwMO37du3a5XhduXLldN7HxsbmP0AiIiIiItKSJQlISkrSHtva2uZ4zenTp7XHkiShRYsWeaqbKwQREREREclLliTAwcFBexwREZHjNZnzASRJQvXq1eHs7JzjdVl7C16um4iIiIiI8k+WJMDX11d7/O+//+LlBYeSk5Oxf/9+7dKguQ0FAnR7DGxtbWFlZSVHiERERERE9B9ZkoCmTZvCxMQEQMZk3l9//VXn8wULFiA2NlabHHTu3DnHeoQQWLJkCYCMHoMGDRrIER4REREREWVhKkclTk5O6Nq1K3bv3g0AeP/99xEUFITatWvj2LFjWLJkiXYTMWdnZ3Ts2DFbHSkpKZgwYQL++usv7blOnTrJER4REREREWUh22Zh165dQ+PGjaFSqbT7BWTKvIUkSZg2bRpmz56t/ezKlStYsmQJDh06pJ1PIISAtbU1Hj9+DBcXFznCK7W4WRgRERERvUyW4UAAULduXSxatAgAtAlA1sY/AFSqVAmffvqpTrmLFy9i06ZN2t2Gs244xgSAiIiIiEh+siUBADB69Ghs374dnp6e2gRACAEhBGrUqIF9+/bluoRo5nAhKysrrF27FkOGDJEzNCIiIiIi+o8scwKy6tOnD3r27IkTJ07g1q1bSEtLQ40aNdC5c2coFDnnHKampvDz80O3bt0wceJEeHh4yB0WERERERH9R7Y5AYZSqVQwNZU9F6H/cE4AEREREb1M1uFAhmACQERERERUuIyeBBARERERUeEq0MfwGo0GFy9exNmzZ/Hw4UNERkYiKSkJKpUKhw8fBgCEhYXh7t27aNWqVa5zBoiIiIiISD4FkgTExMTgu+++w4oVKxAfH6/z2ct7CNy7dw/t27dHhQoVMH36dAwbNqwgQiIiIiIiov/I/uj9+PHj8PPzw9y5cxEXF4es845zm4MshEBwcDBGjBiBzp07IyEhQe6wiIiIiIjoP7ImARcuXEDXrl0RFRWl88Q/c6+ArD0AORFC4PDhw+jQoQNSU1PlDI2IiIiIiP4jWxKQmpqKgQMHIjU1VdvY9/T0xMyZM3Hy5ElcvXo1x56Ahg0b4ttvv4WLi4t2w7ArV65gypQpcoVGRERERERZyLZPwPz58/Hxxx9rE4DRo0fjhx9+gJmZGQDg8ePH8PX1zbipJEGtVuuUDw0NRbdu3XDt2jUIIWBiYoI7d+6gUqVKcoRXanGfACIiIiJ6mWw9AcuWLdMe9+vXD8uWLdMmAHnh6emJvXv3wtHREZIkQaPRYN26dXKFR0RERERE/5ElCfjnn3/w+PFjABlP+efPn29QPR4eHpg4caJ22NChQ4fkCI+IiIiIiLKQJQn466+/AGQkAPXq1UO5cuUMrqtnz54AMiYJ37p1K9cVhYiIiIiIyDCyJAERERHa4/Lly+errsqVK2uPlUolYmJi8lUfERERERHpkiUJsLKy0h7rMw8gJ6amuvuXKZXKfNVHRERERES6ZEkCypYtqz2+f/9+vuoKDQ3Vee/q6pqv+oiIiIiISJcsScAbb7wBIGMc/7Vr1/Do0SOD6zpy5Ij22MvLK989C0RERFS8RERE4Ntvv0Wt6tXg7OgAG2srlPMoi3cGDMDp06c5X5BIBrIkAX5+fvDz89Nu9vXBBx8YVI9SqcS8efMAZEwy7tKlixzhERERUTEQHx+PYUOHwrtcOcz6fDqqqSIwuoo1ptZxQm93DS4d+hOtWrVCnVo1cfjwYWOHS1SsybZPwKRJk7SZ+f79+zFy5EioVKo8l4+Li0PPnj3x8OFD7bkRI0bIFR4REREVYeHh4WjZvBl+37oFH7/hisv9q2JRa2+Mq+uGkbXK4NOGHjjRuxJ+6ewLu9hnePPNzti4caOxwyYqtmTbMVij0aBBgwa4fv269lzVqlXx0UcfoWPHjkhPT0eVKlUybpplx+Dbt2/j999/x9KlSxEREQEhBCRJQv/+/bFlyxY5QivVuGMwEREVdUlJSWjdsgWe3b+NLZ3Ko6qT5SuvV2kEpp0Lwdb7sdi1axe6detWSJESlRyyJQEA8PTpUzRv3hwhISEAoG3QZ5V5rmzZsoiJidGu/pN5XgiBGjVq4Ny5c2y0yoBJABERFXVz5szBrBmfY3e3iqjpYvX6AgDUGoHhRx/jltISj58+4xxCIj3JNhwIALy9vXHs2DHUrl1bp1Gf9QVkNPjDwsKQmpqqPZ95bZ06dbBv3z42WImIiEoBtVqNlcuWoVdF+zwnAABgopDwSQN3hIVHYNeuXQUYIVHJJGsSAGRs9nXp0iV8+umnsLOz056XJCnHVyYLCwtMmDABFy5cgI+Pj9xhERERURG0b98+PAkJwZBqLnqXre5shSae9li+dEkBREZUssk6HOhlCQkJ2Lx5M44cOYJz584hPDxc53NHR0c0adIEbdu2xdChQ+Hm5lZQoZRaHA5ERERF2ZgxY3Bk2yac6F3JoPI/34nCJ2dDkJSUBGtra5mjIyq5TF9/ieHs7OwwZswYjBkzBkBGl190dDQ0Gg2cnJxgbm5ekLcnIiKSXVRUFGJiYqBQKODq6soHLPkUFRWFslYmBpcva5MxFyAmJoZJAJEeZB8O9ComJiYoU6YM3N3dmQAQEVGxkZKSgg0bNqBRgwZwdXVFlSpVUKlSJTg4OKBTx47YtWuXdtU70o9CoYAmH4MSMosqFIXapCEq9gq0J4CIiKi427ZtG8a8/z6i4+LQysEWC3zc4W5mAo0AnqSl47eL59HryBGUL1cOP//6K5o3b27skIuVMmXK4HyyOscVBfPiaWIaFAoFnJ2dCyA6opKLaTMREVEuli1bhv79+6OppMGRaj5YV6EsejrZoamtNZrZWWOAiwN+q+iBP6qUQ5m4GLRv1w779+83dtjFSt++ffEkNhnnwpL0LiuEwK8P4tGtaxdYWFgUQHREJVeBTAwOCQnB0aNHcefOHURGRiIlJQUajUa/wCQJP//8s9yhlTqcGExEZJhdu3ahd+/eCHSxx/88XV/7lFqpEZjwJBwX09Q4c+4c6tWrVziBFnNCCNSsXg0V0yKwqp1+qwNeDU9Czz0PceDAAQQEBBRQhEQlk6xJQEJCAsaMGYOtW7fq3ejPKrNLkOMr849JABER8M8//+DQoUOIioqCqakp3Nzc0Lt371yXpNZoNKhapTLKvYjA6gplocjjMJUUjQa9H4ahRrv22PXnn3J+hRJt2bJlmPjBBGzuVAEtvexeXwBAikqDAQcfI87KFXcfPOCcACI9yZYEJCYmolGjRrh37552UzBDxvYBTALkxCSAiEorlUqFrVu3YvnSJTh34SJszE3hamMOtQaITFIiXSPQvVtXjBs/AR07dtQpe/jwYXTq1AlbK3uhgU3eN7ACgF+j4jAjNAqPHj1C+fLl5fxKJZZKpUL3bl1x5sRxrGvvjWYetq+8PjldgzEnnuJcRCqOnziJJk2aFFKkRCWHbGnzlClTcPfuXQD/3/h/ebfgvL6MTaVSYdGiRahduzasra3h4eGBQYMGab9fXpw9exadO3dGmTJlYG9vj2bNmuGXX37JU9l//vkH5ubmaNGihaFfgYioVIuPj0e3Ll0wePBgmDy7jTXty+PWoOo426cyLrxVGdcHVsM3/h64f+4YOnXqhEmTJuk8eFq+dCmq2VqjvrWl3vfu4WgHGxMTrFq1Ss6vVKKZmppi2/bf0KR5Sww6GIzp50NwLyY123XJ6RpsuRuFrnse4eKLdPyxazcTACIDydITkJycjDJlyiA1NeN/WCEE6tevj6FDh6J+/fpwc3ODmZmZ3vUa4wmKEAKDBw/Gli1b4Ovriw4dOiAiIgJ79+6FtbU1Tp06hbp1676yjr1796JXr14wNTVF9+7dYWdnhwMHDiA0NBQzZszArFmzci2blpaGBg0a4ObNm2jevDnOnDmTr+/DngCi3EVERODkyZOIjo6GiYkJ3Nzc0KFDB641XsylpqaiY/t2uHb1Cta0K4cWnrkPLxFC4KfbUfj8QhhGjByJlStXQpIkuDk74x1zCR+UNWzFmYmPnyOxdj2cOHXa0K9RKqWlpWHOnDlYsWwpwiNfoImHHfwczGBuokBUqgrHQpKQoFShW5cumP3NN6hTp46xQyYqtmRZIvTEiRNISUnR9gCMGjUKy5cvN3g4kDHt3LkTW7Zsgb+/P44ePQorq4xu4H379qFr164IDAzEP//8k2v5lJQUDB8+HJIk4eTJk2jcuDEAIDY2Fo0bN8bs2bPRo0cPNGjQIMfyM2bMwM2bN2X/XkSUQQiB8+fPY/myZdi+fTvS0tOhkCTtOuWO9nYY+t5wjBkzBn5+fkaOlgwxefJkXLl0CVvfrIAGbjavvFaSJATWcIWlqQIfrV6Nxo0bY/jw4YhLTISTm4PBMTiamOBpdLTB5Usrc3NzfPHFF5g2bRp27tyJzZt+wq1nz6BUpsLRzRlj+7XBqFGjUKFCBWOHSlTsyTIc6NmzZwAyfrk6OTlh0aJFxTIBAICFCxcCAObNm6dNAACgS5cuaNSoEa5du4azZ8/mWn7Lli0IDw/HkCFDtAkAADg6OmLSpEnQaDRYuXJljmXPnz+P7777Dn379pXp2xBRVunp6Rg5ciSaN2+Os/v+wCdvuOKvd6ojeFgtPB5WG6f7VcXACpb4afVyVKtWDYsWLTJ2yKSnqKgorF/3IybWLfPaBCCr/n7O6OLriAXfzYMQAhbmZlBqDO8oVwoNLC31m0tA/8/c3Bz9+/fHn3v24vJff+PK39dw+uw5zJkzhwkAkUxkSQKi/3vaIUkSmjVrVmx3A05OTsbFixfh7Oyc42Yvbdq0AQAcO3Ys1zqOHj0KAOjRo4de5ZOTkxEYGIgqVapg9uzZBkRPRK+iVqsx8J0B2Lh+Pea18MKpPpUwqnYZuFmbQSFJMFFI8LW3wGeNPHCpnx/er+WCSZMm4ZtvvjF26KSHDRs2QKNS4Z2q+g/jCazmjNt37+HkyZMo5+mFe6lpBsdxL02NcrmsPESv9+zZM8yYMQM+Xp4wNTWFlZUVLC0s0LJZM2zZsgVKpdLYIRIVe7IkAVl36XNwMLz71NiuXbuG9PR01KxZM8eejBo1agDAKycIX716FQBQq1atbJ9Vq1YNCoUCwcHBSEvT/eXyySef4NGjR9iwYQMsLfWfiEZEr/bVV1/h9993YmVbbwys6vLKJR8tTRX4vLEnJr/hjv/973/YtWtXIUZK+bFuzWp0qeAAVyv9R7s287BBZWdrrFu3Du8OG4Z98cmIVem/St3N5FRcT0zGkMBAvcuWdvHx8Rg4YAAqlC+Phd/OQUtlEr7ycsV33m74pIwD1LduYNCgQfD29MTq1auNHS5RsSZLEpB1Am9MTIwcVRrFixcvAABly5bN8XMnJycAGd3NhtShUChgb28PjUaj83M6evQoli1bho8++ghNmzY1OH4AUCqViI+P13kRlXZJSUlYuGABRtZyQecKeX9Q8eEbbmjuZY85X7N3rrgIfvIEdV0Ne5AiSRJqO5kj+NFDDB8+HBqFAr9F6/9v6M9R8fD29ETXrl0NiqO0ioyMRItmzbD399/xuYcLzlT1wZfl3DDAxQG9ne0RWMYRm3zL4kBVH7QS6Rg1ahT+97//GTtsomJLliSgdevWsLGxgRACly9fhkqlkqPaQhcXFwcAuT6Jt7XNWLc4PT1dtjri4+Px3nvvoXr16vjyyy8NCzyLOXPmwMHBQfvy9vbOd51Exd2WLVuQkJSIYdVd9SonSRLeq+6Ei5evaHv5qOgSQiAlVQkrU8N/tVmbKpCclAQ3NzcMHDgQy17E4V5K3oeenIhPwo6YBIyfOBGmprKsvVEqpKSkoFuXLnj+4D5+rVgWg10dYGuS859jZUtzzPVxx6ceLvjmm284d4fIQLIkAZaWltrJrC9evMDmzZvlqLbQZc5lSE5OzvHzzDGIr1o+UN86Jk2ahJCQEGzcuBEWFhaGBZ7FtGnTEBcXp309ffo033USFXerV6xABx8HlLPTf75Se297eNpbYs2aNQUQGclJkiTY29ogTmn4RpNxaWo4OGb0+i5avBgVq1ZD4ONw3EzOvmb9yw7HJWL80wh069oVH330kcExlEbr16/H1atXsdrHDX6WeftdOMLNCYGuDvj0449f2UNPRDmTbbOw2bNna+cDTJo0CTdu3JCr6kLj5uYGIPchTZlDfby8vAyqQ61WIyYmBlZWVnB2dsb+/fuxfv16fPLJJ2jYsGF+wwcAWFhYwN7eXudFVNrduXsXTd0NW/vfVCGhkasl7vx7S+aoqCA0aNAAR0OSDCqbotLgzPMU1P/v32N7e3scOnoUvrXroN/DUEx+Eo6rSSk6m1qqhcCx+CQMD36OMcHP0bV7D/y6bRtMTExk+T6lgRACy5csRgcHW9TWc3O2sW5O0KhU2LBhQ8EER1SCyZYElCtXDps2bYJCoUB8fDzatm2Lbdu2yVV9ocic+JtbApM5IfhVm4Vl1nH9+vVsnz169AgqlUq7ucnFixcBAN988w0kSdK+fH19AWTsOixJEpdDI8oHIQQSk5NhY2b4P3e2ZgokcH5NsTB67DhcCkvA7egUvcvuCYpFbEoaRo0apT3n5uaGE6dO4dvvvsO/ji7o/yAE7R6Eon9QGPoFhaHlvWd4PygMSZX8sH79emz77Ted5aXp9U6fPo1bd+5isHPum7rlxsXMFJ0dbLBi6RJoNJoCiI6o5JJtwOLu3bsBAIMHD8bGjRsRHR2Nd955B59++imaNm0KLy8vWFtb6/V0ZMaMGXKFlydubm6oV68e/vnnH1y9ejXbhl779u2DJEno3LlzrnUEBARg//79OHDgQLZJYfv27QOQsecAADRt2hQTJ07MVkd8fDzWr18PT09P9OvXT2f1JSLSjyRJsLOxQWK64Q2ExHQN7N0d5QuKCkyvXr3g4e6GlTcisah13pfoTFNrsPbfGAR07IjKlSvrfGZlZYXJkydj0qRJOHr0KPbt26fdZbpjmTJ466230KhRI7m/Sqlx+PBhlLG0QFNbw5KnHo622B30GMHBwahYsaLM0RGVXJLI2q+ZDwqFItuymplVG7pxmFpt+LhOQ61fvx7vvfce2rZti4MHD8LMzAwAsHz5cowbNw59+/bFb7/9BgAICwtDXFwcXF1d4eqaMeEwNjYWFSpUQHp6Os6fP6996h8UFAR/f38kJyfj7t278PDwyDWG4OBg+Pr6onnz5jhz5ky+vk98fDwcHBwQFxfHoUFUajVu1BB2EQ/wU8fyr7/4JekaAf/t99H73WFYvnx5AURHclu7di1GjhyJzxt7YFTtMq+9Xq0R+PD0M+x5nIgTJ0/C39+/EKKkTOPHj8fRnzZgT8Xcfy++ys3kVPS6/wxXrlzJ9vCOiHIn23CgnGQOb9GXTHmJQYYOHYoePXrg+PHjqFWrFkaNGoUOHTpg3Lhx8PHx0VmFYNq0aahevTqWLl2qPefo6Ig1a9ZAqVSiadOmGDRoEIYMGYJ69eohMjISS5YseWUCQETyGz1mLI4/jcPjeP03GDr8JB7PE1Px/vvvF0BkVBBGjBiBadOm4atLYfjyYihilbmvWPcsIQ0jjz3BrqA4/LRpExMAIzA1NYU6H7/3Vf8VzXxoR0R5I2sSIISQ5WVMkiRhx44dmDNnDgBg48aNuHPnDkaOHInz58+/clJwpn79+uHw4cPw9/fHnj17sHv3btSvXx/79+9HIDePISp0AwYMgIOdHdb/q98KIkIIrL8djWZNm6BevXoFExwViK+//hoLFizA+juxaLT1Lj46/QxnQxPxIDYVd2NScehxHIYdeYxm2+/iUozA7t1/on///sYOu1Ryd3dHmDINqQaO6Q9Oy1hyO3NhDiLKG9mGAz1+/FiOanRk3YSMDMPhQEQZvv76a3z++edY0dYb3XwdX3u9EAJzrz7H0muR2Lt3r3YuDxUvz58/x48//ohVK5bjaUiozmd1a9fCuAkf4J133tHu4UKF7+HDh6hcuTLmebuhj7P+v6cGBoXBqu4bOHHqdAFER1RyyZYEUNHEJIAog0ajwbuDB2Hr1q2Y2cQD71Zzgaki5+GKyekafHMlDBv+jcJ3332HKVOmFHK0JDeVSoU7d+4gOjoapqamKFOmDCpXrmzwnDWSV+eAADw/fxY79JwXcC9FiS73nmLr1q14++23Cyg6opKJSUAJxySA6P+p1WpMnDgRy5Ytg6e9JQZXcUCfSk5wszaFWgCP49Pwy71obH8Yh6R0NZYuXYbRo0cbO2yiEm/v3r3o1q0bZpcrgwEuDnkqo9QIDAt+jmfWtgh++pRzAoj0JFsScOrUKe1x06ZNtTvn6is5ORlXrlwBAJQpUwbVq1eXI7xSi0kAUXZ//fUXli9fji0/b0ZKqu5k4TIuzhjx/ii8//773KODqJAIITBhwgSsXL4cs73KoJ/Lq39fJas1mPg0AudS0nDs+HE0a9askCIlKjkKZInQoKAg+PjkfX3mrIKCglCpUiVIkoT69evj8uXLcoRXajEJIMpdTEwMzpw5o13z3c3NDa1bt4aFhYWxQyMqddRqNcaOHYvVq1ejnYMtBjvboYWdNRRZhmzFq9X4PToBm2ISESUp8NvvvyMgIMCIURMVX7JtFgZkZPL5HV+Znp6urevBgwdyhEVElCMnJyd0797d2GEQEQATExOsXLkSzZo1w4LvvsN7t26hvLUlqpmZwEKSEK8RuJisRLoQ6NOnDz6fMQO1atUydthExZasSYAcE6z27t2rPU5KSsp3fURERFQ8SJKEwMBADBkyBOfOncOGDRvw5HEwYpKS4ejsjGmNG2PEiBHcb4dIBnoPBxo4cCCeP3+e7fyJEycyKpQkNGnSBJaWlnoHEx0djZs3b2r3C3ByckJUlH7repMuDgciIiIiopfp3RNw/vx5PHnyJNfPhRC4ePGiQcFk5iOZOw03atTIoHqIiIiIiPJKCIHjx49j0aJFuHbtGvr374/q1atjyJAhUChk3Vu3yNC7J8DX1zfHJCBrNfkdFiSEgJmZGY4cOYKWLVvmq67Sjj0BRERERLqePn2K5cuXY9GiRUhJScn1ujp16uDixYsGjXAp6vRObTKH6rz8yss1r3uZmZmhYsWKGDJkCP766y8mAERERESUL0qlEps2bULDhg21o018fHzw7bffvjIBAIDr16+jQvnyWLp0KRITEwsp4sIh6xKhQEYvQH6WCCV5sSeAiIiISpMrV65g0aJF2Lx5syz1uVub4kWqGn5VqmDfgYMlZg8ZWQc5cft1IiIiIiosL168wJw5c1C2bFmdOaVyJQAA0MzDFkd7V0Hy86do2bwZQkJCZKvbmGRbItTHx0ebBJiayrryKBERERGVcmq1Gnv27MGiRYtw/PjxQrmnBGBIdRdUdrTEjjcroMe+IPTp1RMXLl0u9g+/ZRsOREUThwMRERFRcXTnzh0sWbIEy5cvN8r9HS1M8HGDshhS3UV77lRIAgYeCMLJkyfRqlUro8QlFz6yJyIiIiKjSkxMxMaNG7F48WLcu3fP2OGgZ0VHzGnuBXtzE53zLT1tUcnZGiuWL2cSQERERESUV0IInDhxAosWLcKuXbuMHQ5qOlvivZqu6FHREVamr54uK0kS3q3iiNk7fsPymBg4OTkVUpTyy1MS0KxZM+2xJEk4e/bsK6+RQ273ISIiIqLi49mzZ9o1+ZOTk40ai7m5OerWrYuwuzdxoV8Vg+p4o4wVVCo1QkJCSn4ScOHCBUiSBCFErpMgMq+Rw6vuQ0RERERFU1paGrZt24ZFixbhypUrxg4HXbt2xcSJE9GhQwdt23L8+PE4Hnzb4DqtzDJ6C5KSkmSJ0Vg4HIiIiIiIDHL16lUsXrwYP/30k7FDga+vLyZOnIihQ4fCwcEh1+vs7e0Rn6Yx+D7xSjUAvPIexUGek4C8LCLEhYaIiIiISqaoqCisWbMGixYtwvPnz40dDt5//31MmDABtWrV0qvcG2+8gTlxybgbk4qqTpZ63/fYswQ42tuhfPnyepctSvKUBGg0r8+W8nINERERERV9mWvyL168GMeOHTN2OGjRogUmTpyIXr165Xs/qp49e8K9jCt+uh2Fr5t56VU2VaXB1gfxGDZqLKysrPIVh7HJumMwEREREWUXERGBOXPmoEG9evD29EC5smVRp2ZNfPLJJwgKCjJ2eLh37x4mTJig3XXX1NQUvXr1MkoC4OLigi+//BLPnz+HEAJCCJw+fRpvvfWWLBvSmpubY+So0fjtYRwiU9L1KvvbgxhEJSsxevTofMdhbNwsrITjZmFERETGExkZickffoitW7fCRAh0tLOCt7kZFBIQnq7GocQUxKer8GZAABYuWgQ/P78CjykxMRGbNm3CokWLcPfu3QK/3+sMGDAAH3zwAZo2bVpoC8M8f/4cb9Stg7JIwS8B5WH30n4AObn4PAkDDwaj/zvvYONPmwohyoKVpyRgzJgxUCqVAIBvv/0Wbm5u2a557733tMfz58+Hs7OzjGGSoZgEEBERGcejR4/QqX17xIaFYqSzHfo628PJVLexmaLRYE9MIlZFxSPe3AJ79u+Hv7+/bDEIITBz5kx8+eWXstWZH3Xq1MHEiRPxzjvvGH04zV9//YW2rVujnKXADy09UcM553jSNQI7H8Tgs/Nh8G/eHPsPHoKFhUUhRyu/PCUBCoVCm5k9evQox4kQWa8JCgqCj4+PzKGSIZgEEBERFb4XL17Av3FjqMLDsN7HHd4WZq+8Pk6lxqgnEXgomeDcxYuoVq2aQfe9ePEimjZtalBZuZmammLixIkYN24cfH19jR1Ojm7evIke3boi6PETNPG0x7t+DqjlYgVLEwXi0tQ4+DgeWx7E4XlCKga+MwA/rlsPS0v9JxMXRXkaWGVjY4OkpCRIkoTQ0NBcZ0NzfX8iIiIiYPr06YgKCcGOih6vTQAAwMHUBKvLu+HtR88xZtT7OH7y1GvLJCYmol+/fjhw4IAcIedbly5d8MEHH6Bjx45QKIrHtNNatWrh7v0H+OOPP7B86VKMP6H7c7extsLgdwMxduxY1KlTx0hRFow89QRUqlQJwcHBADJmZ3/99deoWLEiHB0dYWlpCYVCof3DliQJwcHB8Pb2LtDAKW/YE0BERFS44uLi4OXhgeH2VvigrH7Do/fEJGDSk3DcunULNWrU0Pls7dq1GDlypJyhGqxChQqYOHEihg0bVuzXy88qODgYT58+RUpKChwcHFC9evUS237KU0+Av78/goKCIEkSzpw5g9atW2e7JnNHYQBo3ry5LLO333rrLcybNy/f9RAREREVlk2bNiE1NRX9fd31LtvJwRauFjH49NNP8eeffxZAdIYZOXIkJkyYgNq1axs7lAJVoUIFVKhQwdhhFIo8tdRHjRqFLVu2aN+/qvNACIFnz57lOzBJkvDixYt810NERERUmHb98Qda2FnD3SxvD0ST1RrUuflI55wxE4DmzZtr1+Q3M3v9UCYqnvL0t7Nly5aYPXs2Pv/8c+4KTERERPQKLyLCUd0s9yUnv3gWiZ+j4goxotw5Ozvjgw8+wKhRo1C2bFljh0OFKM9jdj777DP07t0b+/btQ1BQEJKTk3USgo0bN2onBTdu3FiWmdOGzownIiIiKgrupSjR5d5TY4ehY968eZgyZQoXcynlZNssjEuEFk2cGExERFQ4hBAwMTEpUqMmmjRpgr1798LFxcXYoVARI+v6TUXpLz0RERFRQVq+fDkkSdK+FAqF0dtChw8fhhBC+7pw4QITAMpR/pfw+U+rVq20PQElZRMFIiIiIgCIiIiAu7v+q/0UpA8++ADff/89TExyn39AlBvZhgNR0cThQERERPpr1aoVTp8+bewwdDx8+BAVK1Y0dhhUQsjWE0BERERUHB06dAgBAQHGDkNH2bJlERYWZuwwqARjEkBERESlRmpqKqysrIwdRjbelhZItrTC3gMH0KRJE2OHQ6WArBODiYCMCeKpqalQq9XGDoWIiEq5iRMn6kzeLQoJQGs7a4x1c8JbTnawNzODJEmo2649zl28yASACg2TAJJFeno6tm/fjnZtWsPK0hJWVlYwMzODl0dZTJs2DcHBwcYOkYiISrjbt2/rNPglScLixYuNGpOzszM0Gg0iIiIwd+5cNKz/BoIdnPCnqSXue5XHuClT8OjRI/y5dy/8/PyMGiuVLpwYXMIVxsTgTZs24ZOpUxAWHoHGHnZ408cWThamUKo1uB2Tit8fxSNBqULvnj2x5scf4ezsXCBxEBFR6SGEgLW1NVJTU40dio47d+6gatWqxg6D6LWYBJRwBZ0EzJkzB5999hl6VnTE+LplUN05ezdrcroGOx/GYN7fkXD18sHR4yfg5eUleyxERFRyrV69GqNGjTJ2GDomT56MBQsWGDsMIoMwCSjhCjIJ+PHHHzFixAhMfsMdH77h9trtx4Pileh/8DFcfSrhzLnzsLOzkzUeIiIqGeLi4uDo6GjsMLJJTU2FhYWFscMgkgXnBJBBEhMT8eHEiejv55ynBAAAfO0t8FN7H9y9cwfLly8vhCiJqKhJTExEcHAwHj16hNjYWGOHQ0XE5MmTdcbxF4UE4MiRIzo77wohmABQicIkgAzy888/Iyk5GZPzmABkquZsiR6+9li1fDlXDyIqJdRqNf788090ebMz7O3t4evri0qVKsHJyQn+TRpj06ZNRW5cNxWcq1evZpu8u3DhQqPG1LZt22wN/vbt2xs1JqKCxuFAJVxBDAcSQqBendoom/AM6zqU17v835HJ6L77Afbs2YOuXbvKEhMRFU3nz5/HwAH9EfzkKeq62WJAZQf42JnDRAE8T1Lh90dxOPUsHq7OTli5eg369u1r7JBJRunp6ahcuTKePHli7FB0REZGwtXV1dhhEBkVewJIby9evMD1m7fQq6KDQeXruVqhgpM1jhw5InNkRFSUHDx4EO3atkGZ9Fjs6VEZe7tXxLvVXdC6nB1aeNrhrSpO2BJQAafeqoomDgL9+vXDypUrjR025cOKFSt0nvCbm5sbPQFYtWpVtqf8TACIuGMwGWDLli0AgDJWhv31kSQJZSxNER0dLWdYRFSEXLt2DX379EZzdyusausNS9PcnzlVdLDAirbe+OKCCcaOHQsvLy907969EKMlQzx9+hQ+Pj7GDkOHra0t4uPj9RqmSlRaFVpPQHh4OG7evImLFy/izJkzhXVbklliYiKmf/YZAECdj5FkKo2AmZmZXGERURHz+fT/wcNSwoo2r04AMikkCbOaeqJ1OTtM+fBDcKRq0SKEQJcuXXSe8heFBODWrVs6T/gTEhKYABDlUYElAdHR0Zg/fz4CAgJgZ2cHT09P1K1bF82aNUObNm20150/fx5t2rTBunXrkJ6eXlDhkEy2bNmCpORkSAAexaUZVEe6RuBJYhrc3d3lDY6IioTg4GDs2bsPI6o7wdos779mFJKE8bVdce/hQxw7dqwAI6TX2bdvn06DX6FQYP/+/UaNaeTIkdmG9dSoUcOoMREVZ7IPB9JoNJg9ezYWLFiAxMREAHjlE520tDScOnUKp0+fxrfffosff/wRLVu2lDsskoEQAsuWLEanCg5QqTXYcjcK71Zz1vupy6HH8YhKUqJ///4FFCkRGdPq1atha26KPpWc9C7bpKwNqrnYYPmypVydpZBkLiBRlHh7e+PBgwcwNzc3dihEJZasPQHp6eno0aMHZs2ahYSEhGyN/9c1Fh88eID27dtj8+bNcoZFMnn8+DGu37yFfpUcMaS6C25GpeLvyBS969l4JwotmvmjTp06BRAlERnb2dOn0NbTWq9egEySJOFNHxucPX26ACIjAJg6darOU/6ikABcunRJ5wn/kydPmAAQFTBZk4DJkydj3759EEJoG/y2trZo27YthgwZkmOPgKurK5ycnLRlVCoV3nvvPZw8eVLO0EgGUVFRAAAvWzO08bJDeTtzfH4+BMnpmjzX8fuDGJwLTcS4CR8UVJhEZGQxMTFwsjS8o9nZ0hQxcfEyRlR6/fPPP9nW5J8/f75RYxo/fny2YT2NGjUyakxEpZFsScDVq1exfPly7T8y9vb2WLZsGUJDQ3H06FHMmjUrx3I1a9ZEaGgoPv30U21ZlUqFkSNHcjOpIsxEIWFlOx/cj1Vi2OFgxKe9/s9q96NYfHjqKapXr86hQEQlmIWFBZTqvD8ceJlSLWBpwafA+spckz9rg/+NN94wdliIjo7WafAvWbLE2CEREWRMAr755hvt/+AuLi64fPkyxowZAxsbm9eWtbCwwDfffIMlS5ZoewsePnyI3377Ta7wSAYuLi4AgJDEjAnctV2tsbFTBdyMSkGnnfew8kYkYlJVOmWEEDgbmoj3jz7G2ONPYKJQ4O233+bqDUQlWDlvH9yNM3yhh7sxqfDy9JQxopJp1apV2dbkf/jwoVFj2rlzZ7an/E5O+s8NIaKCJ8uOwbGxsXBzc9M+uf/ll1/w9ttv61zz+PFj+Pr6ZtxUknJ9yt+pUyccOXIEkiShT58+2L59e37DK9Xk3DFYCIF6tWvDIykEP7b//6XhHsam4od/IrA3KA6SBPh72MLJwgRKtcDdmFQ8jFOiiqMFGrvb4Oe70fjnn39Qt27d/H41yoeoqCisX78ef+76A1EvIgEAZdzKolefPggMDISjo6NxA6Ri7ffff0ffvn1xsFcV1HSx0qtsjFKFRr/exYwvv8K0adMKKMLi59mzZ/D29jZ2GDrat2+Pw4cP86EOUTElS0/AmTNnoFKptL0Ab731lsF1jR07FkBGg/P8+fNyhEcykSQJYydMwOHHcQhN/P/lQSs5WmJJGx9cHlAdk99wh5kCCE1MR2KaGg3drLGtS0Uc6+OH4EQVmvs3ZQJgRGFhYRgaGAgvT0/879NPYPPsJpqaRKOJIgoWj69hyuTJ8PQoixEjRuDFixfGDpeKqR49esCzrDs2/Buld9nt92KghoThw4cXQGTFgxACPXr00HnKXxQSgEePHuk84c98YEdExZMsS4Q+ePAAQEYjsV69elAoDM8t/P39tcdhYWFISUmBlZV+T5Ko4AwaNAgfT5mCr688x9LW3jq/AFysTDGurluO5Q4/icfZkHhs+Y4Tgo3lzp07COjYASkxL/BRXWcM8HOG80uTNyOS0/HrvWj8+MtmnDx+DAcPH0HFihWNFDEVV6amppgwcRKm/+8zdPF1QNtydnkqdyc6FT9cf4GBAwfCzS3nf0tKogMHDuDNN980dhg6Fi5ciEmTJhk7DCIqQLL0BKSmpmqP8/sPd+a480xxcXH5qo/kZWtrizU//ohdD2Mx/Xwo1JrXjyY7HZKAcSeeoXevntmGiVHhCAkJQcf27WCVEoO93X0xto5btgQAANyszfBBPXfs7loB6ujnCOjYgT0CZJApU6bgzc5vYtSxpzjy5PUr/dx4kYyBhx/Dt0pVLC7BE0czd7TN+jJ2AlC2bFmkpqbqPOVnAkBU8smSBJQpU0Z7HBMTk6+6EhISdN5bWlrmqz6S39tvv42VK1di090YDDgYjKNP43NMBh7FKTHzQijePfQYrdq1w+aft8DExMQIEdOkiR9AnRCDzR3Lw9Pm9auulLe3wOaOPoh5HoKpU6cWQoRU0piammLr9u0I6NoVw448xtDDj3HsaTw0WaahCSFwNTwJH5x8ip57g1ChWi0cOnI03/OXipJp06bpNPiLwnc7f/68ToM/LCwMFhYWxg6LiAqZLBODDx8+jICAAACAk5MTIiMjsw0JyuvE4FOnTqFNmzYAMlYNSknRfzMq+n9yTgx+2YEDB/DZp5/g72vX4eNghQ5e1nCwMEGqSuBmjBKnn8XD2dEBY8dPwBdffAFTU9k3qKY8CAkJQfnyPviycVkE1nDVq+zSaxH44UY0noWEZuulI8oLtVqNDRs2YNmSxfj72nV42FnCy9YMJpKE8GQVgmOTUbFCeYweOw7jxo2DtbW1sUM22PXr14vcnKexY8di2bJlxg6DiIogWVplLVu2hJWVFVJTUxEbG4v169cbPKnrp59+ApCRKDRt2lSO8KiAdO7cGQEBAbh06RKWL1uGcxfOI+5FHKysrOBTsTo2fj0c/fr145wOI1uzZg0sTRToU1n/ZfoG+Dnj+78jsGHDBnz00UcFEB2VdCYmJhg+fDjee+89XLp0Cdu3b0dkZCQ0Gg2aODvjzTffRKdOnfI1l8wYVCoVatasiXv37hk7FB1RUVFwdnY2dhhEVAzIkgRYWlqiW7du2uU8P/roIzRp0gS1atXSq54DBw5gw4YN2smmffr0kSM8KkCSJKF8+fKo4ueH2Lg4xMVEw8raBj7ly6NKlSoczlUE/L59G7qVt4Oduf5DsVytTNHB2w47tm9jEkD5IkkSmjRpgiZNmhg7FIMcO3YM7du3N3YYOn777Tf07dvX2GFQAUpISMC///6LuLg4WFpawsfHBxUqVDB2WFRCyLpZmLm5OSRJQnx8PFq2bInNmzfnqWxqairmzJmD3r17a8coenp6YuTIkXKFRwXg1q1bGNC/P7zLlcM3X85E/F/H4RR6E7hzHge2bkKzZs3Q4I162Lx5M2QYdUYGioyMhLed4buvetuZITIyQsaIiIq26Oho+Pv764zlN3YC0KZNG2g0Gp2x/EwASq7r169j9OjR8HB3R9OmTREQEIDWrVvD19cXbVq2xLZt25CWlvb6ioheQbZB2pUqVcI333yDKVOmQJIkxMXFITAwEP/73//Qvn172Nra6ly/Zs0avHjxAv/88w8OHjyIhIQEbUNRoVBgyZIlfIpchB04cAD9+vaFq7nA9Ibu6FfFCQ4W//+kWSMETjxLwMY7j/Huu+/i3LlzWLJkCScGG4FGo4EEw3/uEiQIjUbGiIiKDiEEFixYUOQmwD948ACVKlUydhhUyJRKJYYPG4aff/kF7pYWGO5gg/blXOFoqkCqRuDfFCV+uf43+vfvjwre3ti9dy9q165t7LCpmJJlYnBW06ZNw9y5cyFJkrZRnzm8J+utsq4vn/U6IQTmzp1b5P5BLq4KYmLwmTNn0KF9e7Qoa4UVbbxhbfbqDqWf70Rh2rlQfDBxIhYuXChLDJR3Nar6oYEiCt82L2dQ+fEnniDEsSIuXbkqc2REhe/69euoV69ekeqd/O677zBlyhRjh0FGplQq0fXNzjh76jRmerqgp5MdzHLZjO1uihJTQ6PwDAocO3ECDRo0KORoqSSQfSbWnDlzsGXLFm2DM2tjP2vXamZ3ZtZrrKyssHnzZiYARVhaWhr693sLb7haYHW71ycAADComgu+bOqBH374AQcPHiyEKCmrrj16Yu/jRKSo9H+aH5+mxqEniejWo2cBREZUsBITE7OtyV+3bl2jJgCurq5ISUnRGdbDBIAAYPSoUThz6jTWVSiLt5ztc00AAKCqlQW2VCgLX2jQtXNnhIWFFWKkVFIUyHIMAwYMwP379zFjxgy4ubnp/GOXtfEPZPQC2NraYtKkSbhz5w4GDhxYECHpRaVSYdGiRahduzasra3h4eGBQYMG4e7du3mu4+zZs+jcuTPKlCkDe3t7NGvWDL/88kuu9/vuu+9Qr1492NrawsbGBvXr18fixYuhKWLDMHbu3InQ5+H4pqkHLEzy/tcnsLoLarvZYsniRQUYHeVk9OjRiElJw56gWL3L/nY/BmkagREjRsgfGJHMPv/8c50Gv51d3nYqLkjnzp3T+d0XGRnJoa6Uzf3797Fh40b8r6wzGtvmbUU9WxMFVvu4ISkulsvAkkFkHw6Ukxs3buDcuXMICQlBVFQUNBoNnJycULZsWTRp0gQNGzYsMmPFhRAYPHgwtmzZAl9fX3To0AERERHYu3cvrK2tcerUqdeuA71371706tULpqam6N69O+zs7HDgwAGEhoZixowZmDVrlvZajUaDbt26Yf/+/ShXrhw6deqEpKQkHD58GNHR0Xjvvffw448/Gvx95B4O1LplC6Q/uoHtb1bQu+wvd6Px8dkQPHz4ULtnBBWONwMCcO/yGfzZ1Vdn7sarvEhRoeueR/Dv2BXbf/utgCMk0s/NmzeL3FjokSNHYvXq1cYOg4qhjz76COuXLsWZquVgoedyubOeReIgTPE0NBTm5oYvAkGlT6EkAcXJ77//jr59+8Lf3x9Hjx7VrnG/b98+dO3aFXXr1sU///yTa/mUlBT4+voiOjoaZ86cQePGjQEAsbGxaNy4MR4+fIhLly5px+/9+uuveOedd9C8eXMcOnRIu1HO8+fP4e/vj+DgYBw5csTglSnkTAJCQ0Ph5eWFJW280buS/mvOp6g0qPvLHXzx1df4+OOP8xUL6efu3bto1rQJKltpsL69z2sTgagUFd498gQRsML5i5e4JB0ZlVqtRt26dXHr1i1jh6LVsWNH7Nixo0j0NlDxlpqaCk93d/SzUOBjT/02dASA+6lpePPuE/z666/o379/AURIJZVsw4H+/vtvuaoyqsyJq/PmzdPZ5KpLly5o1KgRrl27hrNnz+ZafsuWLQgPD8eQIUO0CQAAODo6YtKkSdBoNFi5cqX2fObeCrNmzdLZKbNs2bLauRG5DSMqbOHh4QCAivaGbS9vZaqAh62Fth4qPFWrVsXe/QdwP1lCj71B2PEgBqk5zBFIUWmw9V40uu8NwnONBfYfPMQEgArdxo0bdYb1mJqaGj0BeHlYz6FDh5gAkCweP36MmPh4tLa3Mah8FUtzlLO2euUDSqKcyJYENGjQAPXr18fSpUsRExMjV7WFKjk5GRcvXoSzszOaN2+e7fM2bdoAyNg0JjdHjx4FAPTo0SNP5R8+fAgAaNiwYbbrfXx8AABPnz7N2xcoYCqVCgBgqsh9stLrmCkkpKenyxUS6aFp06YZT/XrNcHEk0/RZPs9TD8fguXXI7DsWgQ+OxuCRtvuYcqZENT0b4ULly6jXr16xg6bSriwsLBsk3eHDh1q1Jg+//zzbGvy+/v7GzUmKrni4+MBAHZ6zLN7mb2JArGxsTJFRKWFrBODr127hokTJ8LT0xMDBgwodivBXLt2Denp6ahZs6bOqkaZatSoAQCvnCB89WrGMoo57ZZcrVo1KBQKBAcHazf5mDdvHnbu3AkHB4ds158/fx4A4O7urv+XKQBOThlDgCJTVAaV1wiByJR0bT1U+KpWrYojx47h9u3bGDxyDE4n22LZnUSsuJeEc0o7jBw/Effv38e+/Qc4b4NkJ4TAd999p9Pg9/T0NGpM1atXR2hoqE6D/8svv8zxdwBRQcgcBZCaj4VAUjQi235MRK8j22ZhmYQQUCqV2L59O7Zv3w4vLy8MHToUgYGBRX7jkxcvXgDIGIqTk8zGa1RUlEF1KBQK2NvbIzY2FjExMXB3d0enTp1yrOfUqVNYsGABAKBfv355/g5KpRJKpVL7PvMJgxx8fX3h6+ODXY9i0aac/t3gZ0MTEZWkNPrOm5SRkP7www/44YcfjB0KlWA3b97EG2+8oe1FLArmzp3LOUlUpJQrVw5mpqb4J1mJ+jZ5WxkoqxfpKjxLSeWDG9KbbD0B9evXz3FzsGfPnuHrr7+Gn58f2rRpg02bNiElJUWu28oqLi4OAHJdvi0zy37VcJb81pGeno6vvvoKHTp0gFKpxODBg9G9e/e8fQFk7NPg4OCgfXl7e+e57OuYmJhg9Lhx2B0Uj5hU/X+pb7wTjVo1qqNly5ayxURERUNqair69++v85S/du3aRk0AnJ2ds63JzwSAihoHBwe89dZb+CU2CRoD1mrZFh0PUzMzvPPOOwUQHZVksiUBV65cwb179zBz5kxUrVo1x4Tg9OnTGDp0KDw8PDBq1ChcuHBBrtvLInNpreTk5Bw/z3zCnnUCr5x1HD58GLVr18aMGTOgVqvx2WefYcOGDXmOH8jYsTkuLk77kns+wXvvvQcoTLDkWoRe5f6JTMahx/EYO34Cu9mJSoBt27bpNPitrKywbds2o8Z05swZnQZ/VFQU1+SnYmHM2LEISk7B2UT9HpKmC4Gtccno/847HGpLepN1TkDlypUxY8YM/Pvvv/j7778xdepUeHt7Z9scLD4+HmvXrkXz5s1Ro0YNzJ8/v0isGOPm5gYAuU5szhzq4+XlZVAdarUaMTExsLKygrOzs/Z8cnIyAgMD0alTJ9y9exdNmjTBpUuX8PXXX+u9f4KFhQXs7e11XnJydXXF1998g9U3X2DtzRd5KnM3JhVDjz5Fo4YNjD7hj4j09+zZM/j6+uo0+o29FOGwYcOybUKZ04IORMVBixYt0LhhQ3wWGoXn6XnrPRNCYEZIJMLT0jFp0qSCDZBKpALZMRgA6tati7lz5yI4OBhnzpzB2LFjUaZMGZ1rhBC4e/cuPvnkE3h7e6Nnz57YvXs31Gp1QYX1SpkTf2/cuJHj55kTgl+1WVhmHdevX8/22aNHj6BSqVCnTh3tudTUVHTs2BE//fQTnJycsG7dOpw/f167j0BRNHnyZEydOhUzL4ZiyumneBSnzPG6xDQ1Nv77Ar33BcGjQiX8uXefzrKrRFT0aDQaTJ06VafB7+3tjeDgYKPGFRERodPgX7dunVHjIZKTJEnYuWsXTJ1d8E7QczxITXvl9UqNwKfPIrE9Kh4/rlv32k1MlUoltmzZgq5vvol6tWuhRlU/NPf3x//+9z88efJEzq9CxYkoRGq1Whw6dEgMGzZMODo6CkmShCRJQqFQaP+rUChE2bJlxdSpU0VQUFBhhieEEKJevXoCgLhy5UqOn0mS9Mq4fvjhBwFAjB8/PtfPZs2apT03c+ZMAUB4e3uLR48eyfIdsoqLixMARFxcnOx1L1++XLg6OwkAomU5e/GVv6dY3NpbzGvhJQKruwhbCzOhUCjEgP5vi9jYWNnvT0T5d+LECQGgSL1++eUXY/9YiIwiODhY1KhaVZhIkghwtBU/VfQU9+tUEg/qVhYP6lYWp6qXF2PcnISrhbkwMzUVmzdvfmV9qamp4vPPPxdlnJ0FANHYzkYMdLEXga4OorujrbAzy/g93aNbN3Hjxo1C+pZUVBRqEpCVUqkUf/zxh3j77beFtbW1NiHImhhkbSwXlnXr1gkAom3btiItLU17ftmyZQKA6Nu3r/ZcaGiouH37toiMjNSei4mJEQ4ODsLa2lpcu3ZNe/7Ro0fC3d1d2NnZidDQUO15X19fAUCcO3euQL5PQSYBQgiRkpIiNm3aJPybNBampibaX+LlPDzE9OnTxZMnTwrkvkSkv5iYGNGyZUujN/Kzvvz9/YVarTb2j4aoyEhISBBLly4VNapWFQCErZmp8LSyFM4W5kIChJ2NjRg/fry4ffv2K+uJi4sTbVq1EhYmJiLQ1UEcqOqjTSYyX9dqVRSzy5URFa0thZ2NjThy5EghfUsqCiQhDJiKLrOkpCRs374dn3zyCV68eAEhBCRJwhdffIEZM2YUaixCCPTq1Qu7d+/Wrmj08OFDHD16FD4+Pjh37px2TsDQoUOxceNGfPHFF5g5c6a2ju3bt+Odd96Bubk5evfuDRMTE+zatQuJiYlYt24dAgMDAWSMs/X29oa1tTVGjhyZa0yVK1fG+PHjDfo+8fHxcHBwQFxcnOzzA14mhEBKSgosLCz0nstARPJbsmQJPvjgA2OHoVW1alUcO3bM6HsDUPGR+XslNTUV9vb2MDWVfWXzIksIgVOnTuHcuXMICwuDqakpKleujHffffe1u1Wnp6fjzc6dcfn0aaz2cUND21cPxU1SazD+aQSuKlU4efp0jhuYUslj1P+bVCoVDh06hO3bt2PXrl3a5TWNSZIk7NixA/Pnz8f69euxceNGuLq6YuTIkZg5c2aefnn169cPrq6umD17Nvbs2QNJklC/fn1MmzZNZ1+A58+fA8iYGLxo0aJc62vdurXBSUBhkiTplSsnEVHBuXXrFurXr6/diLAo2LFjB/r06WPsMKgYevDgAVauXImN69bhRZaFNurXrYsx48dj4MCBJfr3jRACZ86cwaqVK/Hbb78hPctSu0t++AFjJ0zAkCFDctxoFACWLVuGkydOYL1v2dcmAABgY6LAch83DA56jncHvoN/797jSn6lQKH3BKSnp2sb/rt379Y2/DOf/mceKxQKLF26FKNHjy7M8EqcwuwJIKLCoVQqMWzYMPzyyy/GDkVryJAhWLNmjXaZZCJDREdHY9jQodj9559wNDdDHwcb1LCygKUkIVatxrGEFByPS4S9rS1mfvUVJk6cWOIaqw8fPsTbffvir2vXUMHaEgMcbFDF0hzmkoRotRoH4pNxOC4J5ubm+Orrr/Hhhx/q/Aw0Gg2qVqmM6jEvsNDHXa97X0xMwaCHITh69CjatWsn91ejIqZQegLS09Nx8OBBbcM/cxdbkcNeApUrV0ZgYCCGDBki60ZXRETF1Y4dO/DWW28ZOwwtGxsbXL58GdWrVzd2KFSChIWFoV3r1gh/HIy53m7o6mgLS4XuIoYDXBzwVJmOtZGx+PDDDxEcHIyFCxeWmETgxo0baN+mDWxSk7G+oiea21pB8dJ36+poh/B0FVZHxOCjjz7Cs2fPsGDBAu3P4OjRo3jwKAizK+W+nHluGttYooqNFZYvXcokoBQosCQgLS1N2/D/888/c234A4CdnR3efvttBAYGcp1nIirVQkJC0KpVKzx69MjYoWgtWbKkWAxJpOIrKSkJXTt3RuzTJ9he0QMVLHLvUfK2MMOscmVQ2dIMsxYtgqenZ4nYCfr58+foEhAAV2UKfvL1gJNp7nPr3M1M8blXGZS3MMOXCxfC29sbH374IYCMhwa+1lZoYKP/RnmSJOEtB2vM270bKpWqVM3BKI1k/dNNS0vDgQMHtA3/hIQEALoNf0mStEN/2rdvj6FDh6JPnz7c1ZGISh2NRoNPP/0U3333nbFD0Wrbti127tyZ61hjooLw448/4sbNm/ijstcrE4Cs3nV1RGiaCp9Pn45hw4Zl24uouFmwYAESol5ga2WvVyYAWQ1xdUSwMh0zpk/H8OHDYW9vj8jISHiZKgzuHSlnZga1Wo3Y2Fi4uroaVAcVD7JtFjZ48GC4ubmhd+/e2LJlC+Lj43Mc7lOlShXMnj0bwcHBOHToEAYOHMgEgIhKhdOnT+tswmViYmL0BODUqVM6m3AdO3aMCQAVKiEEli9ZjAAHG1SzstCr7PtuTpA0mmK/eVxKSgrWrVmDvg42cDfT7/nsyDJOSElJwebNmwFkPFzIT+NO8V/uoNFo8lELFQeyJQFbtmxBQkJCjg1/e3t7jBw5EmfPnsWdO3fw2WefoVy5cnLdmoioyImLi0ObNm10Gv2tWrUyakyffvop1Gq1TqO/ZcuWRo2J6Pjx47j74CEGOeu/eIWTqQm6OthgxdKlUKvVBRBd4di2bRui4+Iw0EX/n4GHuSk6ONhi+ZIlEELAxcUF4RrD13x5np6xEpGjo6PBdVDxIFsSkCnrcJ9OnTrh559/RlhYGFatWgV/f3+5b0dEVCQsXbpUp8Hv6OiIkydPGi2eypUr49mzZzoN/jlz5kChkP2ffaJ8OXbsGNwsLdDIgDHsANDVwQaPnz1DcHCwvIEVorNnz6KGrU2eh0K9rLO9NW7duYO4uDh06dIFdxOT8W+K0qC6dsUno2OHDlzpqxSQdU6AEAJVq1bVru7DDWGIqCS6ffs2GjRogJSUFGOHorV9+/YitYIQUV7FxMTA2czU4DHsLv+Nn4+NjZUxqsIVGxsLx5fy8ziVGr/HJGBPbAIiVWqohYC9iQma2lhhkKsDKlv+fyPdKcvPoEePHvB0d8eWF3GY7e2mVxw3k1PxT0Iy/uBCAKWCbEnAqFGjEBgYiKZNm8pVJRGR0aWlpWHEiBHYtGmTsUPRGjRoEH788UdYWOg3fpqoKDI3N4cqH1sWqcT/11NcWVhYIHObvwS1BnNDX+CP2ASohUCn8vZo7WAJEwUQlaLGvqBYbIqKQ1NbK3zq4YJa1pZQ/jf8x9LSEqamphg1dizmfPUlBqco8zzPQiUEvo+IQTkPD3Tt2rWAvikVJbIlAStWrJCrKiIio/n999/Rt29fY4ehZWFhgatXr6JmzZrGDoWoQJQtWxZhyjQkqzWwNtF/uNojZUbz2c1Nv6feRYmXlxf2K9MRokzHqMdhCFWp8MEbbhjg5ww3azOda79o6oH9wXFYdi0S7zwMwdLyZXEvVQkLc3M4OzsDAD788EPs/O03jLh/DxvLu6OS5asTpHQhMP1ZBM4mpGDv1h1cGrSU4OBQIiq1QkND4efnpzOW39gJwKJFi3TG8aempjIBoBKtf//+SFapsSc20aDyW2OT0L5tW7i767c7blEyePBgRCnTMPhRCGKgwc7ulfFBPfdsCQAAWJgo0KuSE3b3qIzmXrYY9/g5fopJxIABA7S9IXZ2dth74ABcKvji7aAw/BgZg1hV9onTGiFwKj4JgUFh2BWXjI0//YSAgIAC/75UNEhCvL4P7t69ezrv/fz8XnuNHHK6D+knPj4eDg4OiIuLg729/qsOEJUUGo0G06dPx5w5c4wdilbr1q3xxx9/cBUOKvW6d+2KoFMn8EdFD73mBvybokSPe0+xY8cO9OnTpwAjLHjlvb0RHhaCP3tURg1nqzyVSVFp0G/vQ9yISsHZ8xfQpEkTnc9jY2PxwYQJ+PXXX2EiBN60t0YlC3OYKyREqVQ4kJiKx8mpqF2zJn5YvJi7BJcyeUoCFIr/33RCkiSoVKpXXiNLYLnch/TDJIBKq3PnzhW5HchPnDiB1q1bGzsMoiLn0KFDCAgIwHRPVwwt45inMikaDYYEP0eUvRMeBgcX6yEsaWlpcC/jip5e5vi6mZdeZc+GJqL//kc4fvw42rRpk+M14eHhWLduHX7euBGhYWFIS0+Ho709Wrdrh3Hjx8Pf31/WNhwVD3olAZlLf+a0Fm/Wa2QJLJf7kH6YBFBpEB8fj169euH48ePGDkVr6tSp+Pbbb7kkJ1EeTZ06FQsWzMcMT1e86+r4ymsT1GqMexKBf9LUOHn6NBo2bFg4QRaQrVu3YsCAATjaxw9VnfRbKlUIgTY7H6Jhx274devWAoqQSqLimzYTUam1YsUKjB071thhaPn6+uLkyZPw9vY2dihExdbcuXOhUqkw64cfcCQhBYOd7dDW3gamWZ5QR6WrsD06AVtiE5FkZoa9+/cX+wQAAHbv3o16brZ6JwBAxkPTfpXs8cOuXdqHtUR5kackIDAwUJZriIj0defOHTRs2BBJSUnGDkVr69atePvtt40dBlGJolAosHDhQjRr1gwLvvsOYy5fRllLC/iZm8JSAuI0wF9JKTAxNcWAgQMxbdq0EjN38EVkJDytTQwu72VrhlSlEikpKbC2tpYxMirJ8jQciIovDgei4iQtLQ3vv/8+Nm7caOxQtAYMGID169fD0tKw3UyJyDB//fUXNm7ciCdPniAlORmOTk5o1KgRhg4dChcXF2OHJ6uATp1gcv8i1rSvYFD53x/E4IOTT5GUlMQkgPKMw4GIyGh27dqFXr16GTsMLVNTU/z111+oXbu2sUMhKvXq16+P+vXrGzuMQuFapgxuXdMYXD40KR1WlhawssrbqkJEAPcJIKJCEhYWhurVq+usyW/sBGDhwoXQaDTaNfnT09OZABBRoevZsyeuRSTiTnSq3mWFENj+MB49e/bifADSi2xJQLt27dCuXTu0b98eERERBtfz7NkzbV2ffPKJXOERUSESQmD69Ok6DX5PT0/cuXPHaDE1b94c0dHROhtxTZo0ib80icjoevXqhbJuZfDT7Si9y54JTcTDmGSMHTeuACKjkky2OQFZ9wkICgqCj4+PQfUEBwejYsWKkCQJXl5eePLkiRzhlVqcE0CF4fz582jWrJmxw9Bx7NgxtG3b1thhEBHlyYwZMzD/2zn4o6svarrosVnY/mCoXL1x/eYtPtQgvcg6HEiOfCIsLExbV2RkZL7rIyJ5JSQkoFOnTjpP+Y2dAHz44YdQqVQ6T/mZABBRcfLJJ5+gRq1aGHLkKW5Hp7z2+uR0Dd4/9gT3ElRYv/EnJgCkN70nBl+6dAmpqa8es3bhwgUEBwfrHUx0dDS+/vpr7Xv+hSYyvtWrV2PUqFHGDkOrfPnyOHXqlMG9jURERZGNjQ327j+Azp06os++OxhZwxkDqzqjrI2ZznWpKg32BMVh5a1oPEsR+GPX7hKxVwIVPr2HA/n6+uY4RCdrNXI03oUQqFKlCu7evZvvukozDgcifZw7dw7Nmzc3dhg6fvnlFwwYMMDYYRARFYqEhAR88skn+GnDBiiVSrT3sUMle3OYKSREpqhw8GkSopKV6NC+Pb6bPx/16tUzdshUTBk0HChrl3vm63Wf5/WVSZIk9O3bN3/fjohylZycrDOkR5IkoycA/fr1Q3Jyss6/CUwAiKg0sbOzw/LlyxESFoaFixYhoWw1HIizxO8RJrhpWhbvvj8Gd+/exeEjR5gAUL4Y1BPw+PHjgooHQMYk4/79++PHH3/kBj35xJ4AyjR69GisWrXK2GFoSZKEv//+G3Xr1jV2KERERKWO3nMCJk2ahNjY2GznZ82aBSDjF/sHH3wAR0dHvYOxsLCAt7c3/P39UbFiRb3Lk3GoVCr8+eefuHTpEuLi4mBlZYXy5cvjnXfeQZkyZYwdXql048YN1KlTx9hh6Jg/fz4mT57MuT5ERERFQJFbIpTkVZA9AS9evMDy5cuxeuUKhIQ9h5eDFZwsTJGi0uBZfCqEpEC/fv0wcdIkNGrUSNZ70//TaDQwMTExdhg6/P39sWfPHjg7Oxs7FCIiIsqB3j0BryKE4FO+UuLWrVvo0jkAL8LD0buiPYY0qaKzrnFMqgrb7sdg074/8Muvv2Lx4sUYx41MZLFkyRJ88MEHxg5Dx+HDh9GhQwdjh0FERER5JFsSsH79eu2xq6urXNVSEfTgwQO0adUSZRRp+K1vZXjamGe7xsnSFKNql8GImq6YfSkM48ePhyRJGDt2rBEiLr7Cw8NRtmxZY4ehY+LEiViwYEGR630gIiKivJNtOJBckpOTceXKFQCAo6NjkRvXXNzIPRxIo9Ggbu1aSA57jF1dKsDJMm955MwLoVh3OxoXL17kesav4O/vjwsXLhg7DK1y5crhzJkzKF++vLFDISIiIhnJumOwHNRqNdq0aYO2bdtyeEERdOTIEdz89zbmN/PIcwIAAJ839oC3vQUWL1pUgNEVL/v378+2RKexE4Bhw4bpLM/59OlTJgBEREQlkKxzAuSQmJgIIGN+QVRUFCIiIuDm5mbkqCjT8mVLUcPVBo3crfUqZ6KQMLiKA77buhULvv++1K0alJKSAmtr/X5mhSEqKoqTd4mIiEoh2ZOAxMREbN68GWfOnEF4eDjUanWey2o0Gty8eROSJGk3Ditio5VKtaioKPy5Zy++buph0ATwAX7O+O7vCPz666+YMGFCAURYdIwfPx7Lli0zdhg61q9fj6FDhxo7DCIiIioCZE0Cbt68iR49euRrM7GsKwy5u7vD3d1drvAon0JCQqDRaHRWAdKHk6UpvOys8PTpU5kjM66bN2+idu3axg5Dh6urKyIiIrhaFxEREeVItiQgMTERPXr0QHBwMADoPM3Pepz5PidZn/6bmZlh6dKlcoVHMkhJSQEAWJoa3rC0NJW09RRHmX839enhKgx3796Fn5+fscMgIiKiYkK2icFLly5FcHCwTgO/Ro0aaNCgAczNM5aQlCQJdnZ28PHxgY+PDzw8PLQJQmYPQMWKFTF79mz8+++/6NOnj1zhkQwcHBwAALFKwxvAcUq1tp7iYOXKlToTdxUKhdETgI8//lhn8q4QggkAERER6UW2noB169ZpG/S+vr7Ys2cPqlevDiBjB+FmzZohPDwc5cqVw61bt7Tl0tPTsWfPHnz++ef4999/8fTpU1SrVg2VKlWSKzSSia+vL1ydnXDocTyaedjqXf5aZDJC41PQuHHjAogu/yIiIork8DOlUqlNpImIiIjkIEtPwMOHD/HgwQPt0/w1a9ZoEwAgo/H49ttvAwDu3LmD69evaz8zMzND7969ce7cOTRq1Ajp6ekYOHAgbt++LUdoJCMLCwsMH/k+tj2MQ3K6Ru/yP92Jho+XF7p27VoA0emvVatWOk/5i0ICcOzYsWxP+ZkAEBERkdxkSQJu3LihPfbw8EC7du2yXVOrVi3t8cWLF7N9bm9vj40bN8Lc3BxpaWkYOXKkHKGRzEaNGoUEpQo/343Sq9yzhDTsDorHqLFjjbLT7OHDh7OtyX/69OlCjyOrjh07Zmvwt23b1qgxERFR4RBC4Ny5c5g5cyYmTJiADz/8EHPmzMH9+/eNHRqVErIMB3r27BmAjDH/ue3w6+vrqz2+du1ajtdUq1YNvXr1wrZt23D+/Hns2bMH3bp1kyNEkomvry/GjBmDr1euREUHC7T3fv0uxFEpKgQefQp3Dw+MGjWqwGNUKpWwtLQs8Pvo68WLF3BxcTF2GFoqlQrXrl1DVFRGQlemTBnUqVPHKEkaEVFpoVQqsXHjRixbsgTXb96Es4U5ypiZQQ2B58o0fPbZZ+jYoQPGT5iA7t27c5U3KjCy9AQkJCRoj3Nr5FSoUEF7/Kosd8CAAdrjjRs35j84kt2iRYvQtWtXDD/yBKtvROY6NEgIgXNhiei5LwgxkiX2HzxUII3gSZMm6TzhLwoJwNq1a7M95S8qCcDz588xe/Zs+JTzQsOGDREQEICAgADUr18fvuV9MHfuXERGRho7TCKiEic6OhqdOrTHmNGjUeZZMNb5euBCVW/sreSBA5U8caGaD77zdkPkxfPo2bMnRo8eDZVKZeywqYSSpSfA1PT/q0lLS8vxGh8fH202m7mMaE7q1aunPT558qQc4ZHMTE1N8dvvv2PSpEmYvWIFfrj+Am9VtEdAeQc4mJsgVa3BzagUbLoXh7tRSahbuxaO7dqt0xtkqNu3b6NGjRoyfAv5uLi4IDIyslg8rVm6dCkmTZwICQKa/5bktTVTQABIStcgJDQU/5s2DZ9Pn47Va9ZwczEiIpkkJSUhoEMHPLx1C79W8kR9m+x77lgqFOjtbI/ezvbYHhWPz9euRZpSiXXr1xeL3zFUvMiSBLi6umqPc9sozNzcHB4eHggNDUVQUBCUSiUsLCyyXefh4QEg4ylyVFQU4uPjYW//+iEnVLhMTU2xdOlSTJkyBatXr8ba1auw7t9H2s9NTBTo2aMHlo+fgLZt2xr0j5cQAnZ2dkhKSpIz9Hy7c+cOqlatauww9DZz5kzMmjULAFDZwQJDqrvgrSpOsDfPGP4To1Rh+70Y/HQnCsHxaRg2bBiio6MxefJkY4ZNRFQiTJgwAbdv3MAvFT1Qwyp7++dl/VzsYa6Q8NHGjWjq718ow2mpdJFE1l28DHT16lU0atQIQMZqP48fP0bZsmWzXdeqVSucOXMGkiTh3LlzaNKkSbZrnjx5oh06JEkSnj59Ck9Pz/yGWGrFx8fDwcEBcXFxBZpMpaWl4fHjx4iLi4OVlRU8PDzg7OysVx1r164tchPCJ0+ejAULFhg7jHz7+eef8e7gwVBIwJzmXnjHzznXxOz/2rvvsCiutg/Av1l6kS6gomLBhoVoxIYFK5bYiVHsxhZN1CRqTPJaoq9+qcaeYomaxMQae8eGvVdsNBGQ3usue74/eHeys7uwuzDLUp77uuaC2T1z5kzdeWbOnCNnDNueJGPptVgwAAcPHsTgwYPLt8CEEFKFJCQkwKNOHXzqao8pNR31mvbDV/EId3ZF6PMX9DSAiEqUdwJ8fHzg4uICjuMgk8nw0UcfaUzXqlUr/v/du3drTHPixAnBeGXqWKo6Mzc3h5eXF95++214e3trDQCSkpLUWuupCAFAXl6eoB5/VQgA5HI55nz0IQBgg389jGnqXOIPiYTjMMXbBd939QAAfDBzJkS4V0AIIdXWli1bYAKGkY7634wb62SHZy/DcO7cOQOUjFRnogQBJiYmCAoK4i8U9u3bB19fX+zcuRMxMTF8OkXzh4wx/PTTT7h9+7Ygn/j4eHz11Vf8BUr9+vVhY2MjRhGJkfXp00dwwV+zZk1jFwlnzpxRe3lXUxW1yu7EiRNIS03FuGbOGNTAQefp3m3ihOGNHPAmLhZXrlwxXAEJIaSK27Z5MwbaWcPeVP/W13xtLNHY2grbtm0zQMlIdSZKEAAAn332maC6ya1btzBx4kS+DjIADBgwAE5ORdUQcnNz0a1bN0ybNg3r1q3Dl19+ibfeeguxsbF8p2MjRowQq3ikHN29e1ftLv+ZM2eMWiZ/f3+1C/5evXoZtUzlZfHi/6CQAZO89W+daJK3CwoZMHDAAEEnf4QQQnT36vVreFuW7iYTx3FoYW6CVxERIpeKVHeivBgMAG5ubvjrr78wdOhQFBQUaKxuYG1tjUWLFmH+/Pl8ILBlyxb+e8XFP2MMjo6O+OSTT8QqHjGwsLAwNG7c2NjF4CUmJgpeWK/OHj94iA7uNvBy0L/pVB8XK3g7W+JZSgb8OnfGwcOHqUMzQgjRg1wuR35BASwkpa/PbyGRICcnR8RSESLikwAACAgIwP379zFy5EjY2NhorEf88ccfY9CgQfwFPwA+nSIAsLKywl9//aXx5WJS8URERBg1APjll1/U7vJTAPCvwkIZOriVrlodx3HwdbOBhOPg42CCIe+8Q08ECCFEDxKJBHY2Nkgv1Nynji4yCgth76jfC8WEaCNqEAAATZs2xe7du5GcnIyIiAj85z//EXzPcRz279+PL774AtbW1nwAoLh469SpEy5duoTevXuLXTRiIA0bNiy3ednY2EAulwsu+CvCC8UVGWMM1malP9Rt/tePwOZedeFhCcyaOUO8whFCSDXQ3rc9zmbllWra7EI5ruQUoEPHjiKXilR3ogcBCmZmZqhfvz7q1q2r9p2pqSmWL1+OpKQknD9/Hrt27cL+/fvx4sULXL58GW3btjVUsUgl8+TJE8EFf1ZWFjWRpieO45BZUFjq6TML5OAA2JiZYE4bZ4RcuYqHDx+KV0BCCKniPpj9IW5nZiM0N1/vaQ+nZSK7sBDTpk0zQMlIdWawIEAXFhYW6NatG0aNGoWhQ4eiUaNGxiwOMbK5c+eqVetp3ry5sYtV6UlMTXE2OrNUzXzKGUNwdAZM/3em6FffHm62lti4caPIpSSEkKpr8ODBqO3mhl8SUvU6F+fJ5diekoVBAwagfv36BiwhqY6MGgSQqqG0rezk5uYKLvhXr14tcskIANSqVRtPU/NwNzFX72lDYrMQnSVFXVszAICZhMMQT1scPXRQ7GISQkiVZWpqipVff43DaVn4KSFVp2mkjOGT6ES8LpRjiVJLi4SIhYIAUma6NP95+vRptbv8lpb6t1ZD9GdhbgZLEw6/PEzUazrGGH5+mAgrEw7mJv+eKtytzZCSliZyKQkhpGqbMGECli5diu/fpGDJ60QkS2XFpg3LK8DUyDcIzsrFX7t3UzVpYhA6NRF68eJFQ5dDTbdu3cp9nqT0GGNIT0/HzZs3kZCQgDFjxhi7SOR/sjIz0bWOLY5EpuPnh4mY3kq3jtp+uBuPCzFZ6OVhi6hMKf+5HICJhO4fEEKIvpYsWYKaNWvik4/nYXdqJgLsbTDYwRY1TU0gBxCVL8XutGxczciCq7MzTp6iZpmJ4XBMh8ppEomkXF/G5DgOMlnxETLRXUZGBuzt7ZGeni7ozI1UHzWdnDCloQUyCmTY9DAJs1rXxBwft2JbDMosKMQ3t99g25NkzG/nhhypHIcj0nHl3WYAgC+uxOBSjg3CIqPKczEIIaTKSElJwfbt27Fx3Vq8jIgUfNe5Y0fM+vBDjBgxokr2Yk8qDr06CyvNi4WEEONycLRHcl4WlnSoBSdLU6y6+Qa/PUnGu00cEejliNo25mBgeJ0lxe7nKdj7MhUFhQwrOtXGxBYu+PRSNOzMiwKGXJkcByMz8f6sSUZeKkIIqbycnJwwb948zJkzB5GRkUhJSYGpqSlcXV1Ru3ZtYxePVBM6BwEUABBSOXXr0RPH9v6J//gCM1u7YlADB/zxLBl/PE3BtifJgrQulqaY0aomxjR1Ri0bM+TJ5Dj1KgPDGhV1UnMoPA3peVLMmEF9BRBCSFlJJBI0bNiwXPvbIURBpyBg27Zthi4HIcRAZs2aha1bt+JsdAb61rdH3Rrm+OztWpj3lhvuJ+YiJU8GjgOcLE3hU9MaZkpd2x+NTEdKXiHGN3NCYq4UPz5IRv+AftScLyGEEFLJ6fROAKm86J0AAgAdfdtD+uop9vb3FLT0U5JcmRyDD7+Ei6Up1nSvi3FnXiGZs8a1GzepvWpCCCGkkqMmPgipBr77YTUepeTj40sxkMq1x/35hXLMPvcKken5aOJoiQGHI5BqYotTZ85SAEAIIYRUARQEEFIN+Pn54fc//sCRyAyMPxWFB0k5GtMxxnA7IRujjoXjTHQGpIzDzufp6DV4OK7duIlWrVqVc8kJIYQQYgjlWh0oKysL2dnZkEql8PDwKK/ZVmtUHYgoO3v2LCZPnIBXr2PwlpstRja0Q21bczBW1DrQruepCE3JhaW5GZo2a4bRY4IwefJk1KypW98ChBBCCKkcDBYEyGQy/PPPPzh9+jQuX76MsLAwFBQUFM1UqR+Au3fvYs2aNRg/fjx69uxpiKJUaxQEEFVSqRT/93//h43r1+FNgrAX4Tq1auGjuXPxySefwMTExEglJIQQQoihGSQI2LFjB5YsWYJXr14BUG9elOM4FBYWAgAuXLgAf39/cBwHPz8/bN68GV5eXmIXqdqiIIAou3z5MiZPmIDnYWFo5myDYQ1qwM686GI/NU+GfZGZCEvJgXezZtj+++9o166dkUtMCCGEEEMQPQiYPn06Nm/ezF/4K3oaZoyB4zj+r6YggDEGW1tb/PPPP/RUQCQUBBCFw4cPI3DkSLRxtsBnbV3R3s1arSdwxhiuxGVj1e0EPM+U4eChw+jdu7eRSkwIIYQQQxH1xeAVK1bg119/5S/0FTw9PdGzZ0+NHY7Z2trC1NSUnyYrKwuDBw/Gw4cPxSwaIdXa9evX8W7gSPSsbY1d/erD191GLQAAioL2LrVtsae/J9o7m2PY0CF48OCBEUpMCCGEEEMSLQh48eIFli9fDo7jwHEcTE1NMX/+fISHhyMsLAxbtmzROF27du0QFRWF9957jw8EcnJyMGnSJLGKpjeZTIY1a9agVatWsLa2Rq1atRAUFIRnz57pnMfly5cREBCAmjVrws7ODp07d8auXbsMNj9CSvLJvLloYmeGdd09YKFDPwFWphL80rMualsACxfML4cSEkIIIaQ8iRYErFy5ElKpFIwxWFtbIzg4GF9//bVObYrXqlULf/75JxYtWsQ/Lbh79y6OHTsmVvF0xhjDhAkTMHfuXGRnZ2Ps2LHo0KEDdu/eDV9fX9y/f19rHkePHkWPHj34qk6BgYGIiorCmDFjsGTJEtHnR0hJ7t+/j8tXr2F2axdYmup+yNuYmWCGtxNOnDyFsLAwA5aQEEIIIeVNlHcCcnJy4OLigvz8fADAhg0bMGPGDEGaqKgoNGjQoGimSu8EqPL19cWtW7fAcRyCgoKwY8eOshZPL/v378eIESPQqVMnnD17FlZWVgCAY8eOYeDAgWjTpg3u3btX7PS5ublo0KABUlJSEBISAl9fXwBAWloafH19ERYWhhs3bvAvXJZ1ftrQOwFkxowZOPjHdlwL9IKpRL0KUElyZXK03/0cUz74EN99952BSkgIIYSQ8ibKk4CQkBDk5eWBMYYaNWqUqSrPnDlzBPmWt9WrVwMAvvnmG/6CHAAGDBiA9u3bF91VvXy52On//PNPxMfHY/z48XwAAAAODg6YO3cu5HI5fvrpJ9HmR4g2586cxoB6NnoHAEBRtaB+HjY4d+a0AUpGCCGEEGMRJQhQ1F3nOA7t2rWDhYVFqfPq3r07gKJqMlFRUfzThfKQk5OD69evw8nJCV26dFH7vkePHgCA4ODgYvM4e/YsAGDw4MFapxdjfoRok5qaippWZqWe3tnKFKmpqSKWiBBCCCHGZipGJllZWfz/7u7uZcrLzc1NMJ6Wlqb2maHcv38fUqkU3t7eGltOadGiBQCU+MLu7du3AQAtW7ZU+65Zs2aQSCSIjIxEQUGBKPNTlZ+fLwicMjIydJ6WVE1mZmaQyktf608mZzA3L30QQQghhJCKR5QnAc7Ozvz/ygFBaeTm5grGTU1FiVN0kpSUBKD4QMbR0REAkJycXKo8JBIJ7OzsIJfLkZqaKsr8VK1atQr29vb8ULduXZ2nJVWTu7s7wtJL/0TtZUYB3GvVFrFEhBBCCDE2UYKAOnXqACiqwnPz5s0y5fX06VP+f1NTU0GAYWjp6ekAAEtLS43f29raAgCkUqkoeYgxP1WLFi1Ceno6P0RHR+s8LamaRo8dh+NRGUjOlfGfyRnDhdeZ+PJqDGade4XZ519h8dUYXInLEvTn8TqzAOejMzE6aKwxik4IIYQQAxElCOjatSvMzIqqC8THx+PAgQOlzuvvv/8GUPR+gY+PjxjF05m5uTmAorr6miiq2VhbW4uShxjzU2VhYQE7OzvBQKq3SZMmgTMxxV/PU5Ank+PXR4novvcZgk5G4Fx0JhJypXiTLcXpVxl491g4eu5/jm1PkiCVM/zxLAU21tYICgoy9mIQQgghRESi1LWxs7NDr169cOLECTDGMHv2bHTo0AG1a+tXheDOnTvYuHEjXz9+6NChYhRPZ66urgBQ7EuQiuo7iicfxeURFRWF1NRU/k6+QmFhIVJTU2FlZQUnJydR5keINs7OzhgTFIT1f/6OwxFpeJaaj4EN7PFDt7p429WaP94YY7j6Jhs7QpOx9Fos9r9MxdO0Akz7YLbavkwIIYSQyk20zsJWrFgBiUQCjuMQFxeHTp066dXE565du9CnTx8UFBSAMQYHBwfMnDlTrOLpRPEi7sOHDzV+r3hBt02bNlrzePDggdp34eHhkMlkaN26tWjzI0QXK1asgFxiguhMKfYObIj1PeqhvZuN4IV0juPQuZYtfupZH38GNMTz1HyYW1ph8eLFRiw5IYQQQgxBtCCgbdu2mDt3Lhhj4DgO0dHR6N69O/z8/PDVV1/x1XwUzpw5g127dmHhwoVo2rQpxo4di9TUVH76VatWwcHBQazi6cTV1RU+Pj5ITEzkW/lRduzYMXAch4CAgGLz6NevHwDgxIkTGqcHivoAEGt+hOhi5cqVYIUy/NW/Adq52mhN36W2LXb2a4C83Fx8++235VBCQgghhJQnUXoMVhYUFIRdu3aB4zj+gl5BeVaaPldMM3v2bKxdu1bMYuls27ZtmDx5Mvz9/XHy5En+XYeNGzdi1qxZGDFiBPbu3QsAiIuLQ3p6OlxcXODi4gKgqElTT09PSKVSXL16lb/rHxERgU6dOiEnJwfPnj1DrVq19J5faVCPwSQ9PR21a7ljRjN7fNxWv+Z2l1+Pxe7oAsTEvRF0ZkcIIYSQyk20JwEKv//+O1auXKnWtKciIFAMjDHBxb/i74oVK4wWAADAxIkTMXjwYJw7dw4tW7bE9OnT0bt3b8yaNQv16tXDmjVr+LSLFi1C8+bNsX79ev4zBwcH/Prrr8jPz0fHjh0RFBSE8ePH83f8161bxwcA+s6PkNLYsWMHCvILMKapk97Tjm3ujNT0DLUneYQQQgip3EQPAjiOw2effYa7d+9i/PjxMDMz4y/2FRf+yk8EFP8PHToU165dw+effy52kfTCcRz27duHVatWAQC2b9+Op0+fYurUqbh69apOL+kGBgbi9OnT6NSpE44cOYJDhw6hbdu2OH78OCZMmCD6/Agpyc7tv6FPPTu42+jf4VcDOwt087DDzu2/iV8wQgghhBiN6NWBVKWlpeHSpUu4cuUKYmJikJycDLlcDkdHR7i7u6NDhw7o3r17mXsaJppRdSDiUcsdgbUYPm1bumNs6bVYhBTYI/T5S5FLRgghhBBjMXh3vA4ODnjnnXfwzjvvGHpWhBAN8vMLYCGxKPX0FiYc32cFIYQQQqoGUYKAuLg4vHjxgh+vU6cOGjVqJEbWhJAycnCwR0peVqmnT8krhIODo4glIoQQQoixifJOwNatW+Hv788PW7duFSNbQogI/Lr3wInX2SiU61/zL79QjtMx2fDr3kP8ghFCCCHEaEQJAqytrQUv/MpkMjGyJYSI4IMPPkB0ei7Ov87Ue9rjkelIys4v9477CCGEEGJYogQB7dq1A/BvU5/h4eFiZEsIEUH79u1Ry80Va+4lQKrH04A8mRwb7ieioacnmjdvbsASEkIIIaS8iRIEdO3aFS1btgRQ1OTn2bNnkZOTI0bWhJAyysrKQnp6Bu4l5WBByGvIdAgECgrlmHMhGi/S8pCamkIvBhNCCCFVjChBAMdx2LlzJ6ytrcFxHNLT0/Gf//xHjKwJIWX0559/Ii8/H0t8a2H/y1RMOh2J0JTcYtM/TMrB2JMROP0qA4s71EZqegb2799fjiUmhBBCiKGJ2k9ASEgI3nnnHaSnp/Odhi1fvhwSieh9khEdUT8BpEunjrCOfYrf+tTHudeZ+PRSNOJzZPB1s8ZIL0fUtjEHAxCTVYC/n6fibmIOatuY4cfuddG5li0Cj0fAtkUHnDp92tiLQgghhBCRiBYEZGRkAABevHiB6dOn486dO+A4Dg0bNsTEiRPh4+ODGjVq6JVnt27dxChatUZBQPVWWFgIV2cnjGtgifntijoLk8oZTkalY0doMq7EZQvSd69ji/HNndGrrh1MJUXv+Cy5FosrUgc8efZCLX9CCCGEVE6idRbm4ODAvxgMFFURYowhLCwMixcv1js/juOolSFCyiAnJwej3xuFjIwMWJla85+bSTgMauCAQQ0ckC0tRGpeITgOcLQwhbWZ+lM7SxMOuRl55Vl0QgghhBiY6D0GM8b4YEA5KBCx1hEhRIvCwkKMfm8Uzpw4AWcrU6Tmaw6obcxMYGNmUmJe6QWFcHBwMEApCSGEEGIsolbWV1zoK/oMUB4IIeVnw4YNOHLkKDb5e6BTLVucisqAvBTHoVTOcOZ1Dnw7dTZAKQkhhBBiLKI9Cdi2bZtYWRFCykAul2P9mjV4p6E9etW1Qw0zEwwPS0NIbBa61Sl6L6egUI4TURk4/SoDqfmF4AA4WZogoL49+tT7932AU1EZeJOVR52FEUIIIVWMqK0DkYqHXgyufk6fPo2+ffti38BG6OBuA8YY+hx4ARcrU/zSqx5+fpiEXc9SkJArQxsXK9SyMQMD8DqzAI9T8uBubYaxzZww2dsFY09FwbKBNy5fvWbsxSKEEEKIiER/J4AQYlx//fUXGjtZw9et6GVgjuOwqL07Jp6KRLc9z5EtK8S7Xk4Y39wZTR0tBdM+Ts7FjtBkrLufgN+eJCO1QI4zf/2fMRaDEEIIIQZEQQAhVcybuDg0qmEqeDH/bVcbuFubQsaAQ+80RnMnK43Tejtb4Ws/D4xp6oSgkxGoX78e2rdvX15FJ4QQQkg5oV68CKlipNICmCgFAADw1Y1Y5MgYdg9oWGwAoKxNTWv8FdAQb2Je44svvjBUUQkhhBBiJBQEEFLFODo5Izlfzo+n5snwT1gaPmhdE14OliVMKdTSxQpTmjth6+bNyMrKMkRRCSGEEGIkFAQQUsX07NkTN99kISarAADw94tUMAa818RJ77yCmjohOycHf/zxh9jFJIQQQogRURBASBUTFBQEG2tr/P40BQBwMCwN/T3t4Gyl/ytAHjXM0aNuDez643exi0kIIYQQI6IggJAqxtbWFhMmTcIfL9IQly1FQq4Ujex1rwakqrGdOd7ExYpYQkIIIYQYGwUBhFRBX3zxBWwcXTDhzCtICxnMJJz2iYphKuFQUCAVsXSEEEIIMTYKAgipgtzd3XH85CmkSKyRU8iQmFv6i/jkXBkcHR1FLB0hhBBCjI2CAEKqKG9vb1y7cROOLq44FJ4GqVz/zsFzZXKcfJ0N/959DFBCQgghhBgLBQGEVGH169fH8RMnkJRXiNOvMvSe/nB4GtJyCzBz5kwDlI4QQgghxkJBACFVXJs2bdClU0esf5CEPJlc+wT/ky0txE+PUxDQry8aNWpkwBISQgghpLxREEBINfD96h/xPEOK2ReikV+oPRDIlckx7Vw04vI5fP3Nt+VQQkIIIYSUJwoCCKkGOnTogN179uJcbC7eOxGFa3FZYEz9HQHGGC7FZCLweCRuJUux/59/0Lp1ayOUmBBCCCGGxDFNVwIikslkuHfvHsLCwpCYmIjs7GxIpVJ8+eWXAIC8vDxwHAcLCwtDFqPaysjIgL29PdLT02FnZ2fs4hAju3z5MqZMmohnL16iqbMNRjasgdo25mBgeJ0lxZ6wDISl5qBli+b4bcdOtGvXzthFJoQQQogBGCwIOHXqFNauXYuLFy8iOztb7fvCwkIAwIULFxAQEIDAwEB8/vnnaNasmSGKU21REEBUMcYQHByMjRvW4/DhI5DKZAAAC3NzDB06FB/MmoWuXbuC40rftwAhhBBCKjbRg4C4uDgEBQXhwoULAKCxygHHcYIgwN/fHxzHwczMDEuWLMGiRYvELFK1RkEAKQljDFlZWeA4DjY2NnThTwghhFQTpmJmFhcXBz8/P0RGRoIxpnZBwXGcxqBAoaCgAF9++SVevXqFTZs2iVk0QogGHMehRo0axi4GIYQQQsqZqC8GBwUFISIigh9njKFHjx5YtmwZNm7cqDEAaNy4MQICAgD8GyT88ssv2Lhxo5hFI4QQQgghhPyPaNWB9u7di3fffZe/kG/bti127NiBFi1aAACioqLQoEGDopkqVQdSOHnyJMaOHYuUlBQwxmBnZ4fIyEg4ODiIUbxqi6oDEUIIIYQQVaI9Cfjuu+/4/318fBASEsIHALro168fDh48CBMTE3Ach8zMTOzYsUOs4hFCCCGEEEL+R5QgICoqCjdu3ODHf/rpJ1haWuqdT+fOnTFhwgS+2tChQ4fEKB4hhBBCCCFEiShBwNWrVwEUVfNp2LAhfH19S53X2LFjARS9T3Dnzh0xikcIIYQQQghRIkoQEB0dzf/ftGnTMuXVpk0b/v/09HRkZGSUKT9CCCGEEEKIkChBgHJToPb29mXKy9bWVjCelZVVpvwIIYQQQgghQqIEAW5ubvz/sbGxZcorOTlZME6tAxFCCCGEECIuUYKAJk2aACiqx3/t2rUyVeG5cuUK/7+9vT2sra3LXD5CCCGEEELIv0QJAnx9feHq6gqO41BQUIAVK1aUOq9169YBKKpi1KtXLzGKRwghhBBCCFEi2jsB48ePB2MMjDH88MMPpWrjf8mSJTh//jw/Pnr0aDGKRwghhBBCCFEiWmdhX375JWrWrAmO4yCXyzFp0iS8//77ePnypdZpL1++jH79+vFPEDiOw9tvv43hw4eLVTxCCCGEEELI/3BM0TOXCIKDgzFw4EAUFBSAMca3GlS/fn24uLjg1q1bRTPlOLz33ntISkrCvXv3kJSUBAB8J2H29va4fPmyXj0OE80yMjJgb2+P9PR02NnZGbs4hBBCCCGkAhA1CACKevkdO3YssrOzAfx7Yc9xHJRnpQgQVL+vUaMG9u/fT+8DiISCAEIIIYQQokr0IAAAXr58iQkTJgh6Ei6Joght2rTBX3/9VeYOx8i/KAggupDJZDh06BDOnTuH1NRUmJmZwd3dHaNHj0br1q2NXTxCCCGEiMwgQYDC+fPnsWnTJgQHB6u1/69ga2sLPz8/zJgxA4MHDzZUUaotCgJISdLS0rB27Vr88tMmxMS9QSMnG9S0NIGUAZEZ+UjOzodf5074cM5cBAYGag3oCSGEEFI5GDQIUPbs2TPExMQgOTkZcrkcjo6OcHd3h7e3N0xMTMqjCNUSBQGkOJGRkejfry9eRUZgWAM7jG/uDG9nK/57qZzhVFQGdjxLxeWYDLz//vvYtGkTTE1NjVhqQgghhIih3IIAYhwUBBBN4uPj0dG3PVh6Enb2qYeG9hYlpt/zIgXzQ2IxfuJEbN68mZ4IEEIIIZWcKLf0Tp06hb/++osf79evH0aNGiVG1oQQAxg/bixyUxJwaGAD1LE115o+0MsJHDjM3boV3bp1w4QJE8qhlIQQQggxFFGCgBs3buC3337j7w56eHiIkS0hxABCQ0Nx6vQZrOtRV6cAQGGklyOORmXgxx++x/jx4+lpACGEEFKJidJZmLu7O4B/W/lJT08XI1tCiAH89NNPcLa2wABPe72nHdfUEfcePMT169cNUDJCCCGElBdRgoA+ffpAIpHwdwZv374tRraEEJExxrBz+294t5EdLEz0P/x7eNRAXXsr7NixwwClI4QQQkh5ESUIqF+/PiZPngzGGBhjuH79Op48eSJG1oQQEeXm5iI1PQPNnCxLNb2E4+BlZ4aYmBiRS0YIIYSQ8iRKEAAAa9euRefOnQEAcrkc48ePR2ZmpljZE0JEkJ+fDwCwMCl9fX4LEyAvN1esIhFCCCHECEQLAiwtLXHy5Em88847YIzh7t276NChAy5cuCDWLAghZWRnZweO45CaV1jqPFLzGRydnEQsFSGEEELKm2i9/qxduxYA0LNnT8TExODOnTt4+vQpevbsiYYNG8LHxwc1atTQOT+O47BlyxaxikcIAWBiYoKOvu1x7NVTjGvurPf08TlS3IrPxuj/PfUjhBBCSOUkWmdhyi8GKyhnrU9zgowxcByHwsLS360kRaizMKLq999/x7hx43BxZFOtnYSp+vFuPDaGpiM27g3s7fVvXYgQQgghFYNo1YE04TiOHwghFcPIkSPh4uSIdfcToM89gNQ8GXY+T8fYceMpACCEEEIqOVGDAEXrQGUdCCGGY2lpia+//Q57XqTqHAhkFhRi0tloyC2ssWjRonIoJSGEEEIMSbR3AuRyuVhZEUIMbPLkyXj9+jWWLFmC11lSzPVxRW0NvQczxnD9TTYW34hHTL4Ep84ch6enZ/kXmBBCCCGiEu2dAFIx0TsBpCS//PILPv34Y2Tn5KBPPTsMbmAPFytTSOUMYen5+PNFOp4lZ6NFs6bYvXcfvL29jV1kQgghhIiAgoAqjoIAok1WVhb++OMPbFi7Fg+VOvkzMZFgyODBmDX7Q/j7+9O7PYQQQkgVQkFAFUdBANEVYwwpKSlITU2Fubk5XFxcYG1tbexiEUIIIcQARHsngBBSuXEcB2dnZzg7699/ACGEEEIqF9GCgIsXL4qVFa9bt26i56mLHTt2YN26dXj69CmsrKzQqVMnfPHFF/D19dU5j0ePHmHp0qW4fPkyMjMz4eXlhSlTpmDWrFka+1PYsmULNm/ejNDQUBQUFKBhw4YYNWoUFixYAEtLS7EXkRBCCCGEVGMG7SysLDiOg0wmEy0/XX3++edYtWoVXF1dMWjQIGRnZ+Pw4cOQyWQ4dOgQ+vXrpzWP27dvw9/fHzk5ORgwYADc3d1x7tw5vHz5EuPHj8f27dsF6adPn45ffvkFzs7O6N+/PziOw9mzZxEbG4s+ffrgxIkTkEhK15orVQcihBBCCCGqRA8CxHrFwBg9Bt+5cwft2rVDo0aNcO3aNbi4uAAA7t27B19fXzg7OyM8PBxWVlbF5sEYw1tvvYX79+/jwIEDGDp0KAAgPz8fvXv3RkhIiODza9euoVOnTvDy8sKVK1f4eWZkZKBPnz64ceMGNm/ejClTppRqmSgIIIQQQgghqkTvLExfFalX4dWrVwMAli5dyl+MA4CPjw+GDh2KN2/eYP/+/SXmERwcjPv376NXr178hT4AWFhY8J0sbdiwgf98z549AICFCxcK5mlnZ4clS5YAAHbt2lW2BSOEEEIIIUSJaO8EbNu2Tad0hYWFyM7ORkxMDO7du4eLFy8iLy8PHMehTp06+Omnn9C4cWOxiqWX4OBgcByHQYMGqX3Xo0cP7NmzB8HBwQgKCio2j7NnzwIABg8erPadn58fTExMcOnSJUilUpiZmSEsLAwA8Pbbb6ulr1evHgAgOjq6VMtDCCGEEEKIJqIFARMmTCjVdOnp6Vi2bBnWr1+P2NhYTJkyBRcvXkSTJk3EKppO4uLiEBsbi7p168LBwUHt+xYtWgAAnj17VmI+t2/fBgC0bNlS7Ts7Ozt4eHggKioKUVFRaNy4MT799FNMnDgRXl5eaumvXr0KAHBzc9N3cQghhBBCCCmWqNWBSsPe3h4//PADduzYAQBISEjAyJEjy/2l4KSkJACAu7u7xu8dHR0BAMnJyaLm4+fnh6FDh6q1x/748WN8/vnnAIDAwEBdFgFA0bsHGRkZgoEQQgghhBBlRg8CFN577z2MHj0aQNEF8G+//Vau809PTweAYpvjtLW1BQBIpVKD5sMYw08//YSOHTsiKSkJ/v7+mDlzpvYF+J9Vq1bB3t6eH+rWravztIQQQgghpHqoMEEAAEydOpX/X7UZTUMzNzcHAOTk5Gj8Pj8/HwC09qBalnxu3bqFjh07YubMmcjKysKUKVNw9OhRmJrqXmtr0aJFSE9P5wd6n4AQQgghhKiqUD0GN2/eHEDR3fBbt25BLpeXun18AHj9+rXOd8IV7zSkpqZq/F5RzadOnTol5uPq6orQ0FC98iksLMSiRYvw/fffQy6Xo1mzZli3bh169+6tU9mVWVhYwMLCgh9XtNhE1YIIIYQQQiq2GjVqlFuLmRUqCFDUlweAgoICJCcno2bNmqXOz8zMDE2bNtUpbdu2bbFv3z5ERkYiMzMTNWrUEHyveCG4TZs2JebTokULXLhwAQ8ePEDXrl0F3+Xm5iI6Ohru7u78y76MMYwaNQr79u2DlZUVli1bhrlz58LMzEzXxSxRZmYmAFC1IEIIIYSQCq48+3WqUEHA69evBeNleQoAFLWq8/TpU53Tnzt3Dv/88w9OnTqFESNGCL47duwYAGDAgAEl5tGvXz9s2rQJJ06cwKxZswTfnTp1CjKZDP379+c/27FjB/bt2wd7e3sEBwejbdu2OpdXF7Vr10Z0dHS5RpZVUUZGBurWrYvo6GjqdK0Co+1UOdB2qjxoW1UOtJ0qB122k+pNaEOqUEGAcqdYEokEzs7O5Tr/jz76CP/88w8WL16MPn368BvoyJEjOHToENq3by+4u5+UlISkpCTY29ujVq1aAICBAweiYcOGOHr0KE6dOoW+ffsCKGoNaNGiRTAxMcGcOXP4PBQvQG/atEn0AAAoWo8eHh6i51td2dnZ0Qm2EqDtVDnQdqo8aFtVDrSdKoeKsp0qTBBw8OBBrFixAhzHgTHGt8tfnvz9/fHhhx9i3bp1aNGiBfr374/4+HgcO3YM9vb22Lx5s+Bu+vr167Fs2TJMmDCBv5g3NTXFjh070Lt3bwwcOBCDBw+Gg4MDjhw5goSEBCxfvpyvUsQYw+XLl8FxHC5fvozr169rLJeTkxMWL15s8OUnhBBCCCHVg2hBgKJNe30wxpCUlITr16/j8ePH/EusHMdhyJAhYhVNL2vXrkXLli2xYcMG/PHHH6hRowYCAwOxbNkynTsw69KlC65evYrFixfj/PnzyM/Ph7e3N9asWYP33nuPT5ecnMw3Fbphw4Zi86tfvz4FAYQQQgghRDQcU1x5l5FEIil1nXPli3/GGGrWrIknT56Ue3UgQoqTn5+PVatWYdGiRYLWl0jFQtupcqDtVHnQtqocaDtVDhVtO1WIIECBMQYHBwfs378fPXr0EKNYhBBCCCGEEBWidhbGGCv1YGNjgzFjxuDWrVsUABBCCCGEEGJAoj0JuHDhQqmmMzc3h4uLCxo2bAgTExMxikIIIYQQQggpgWhBACGEEEIIIaRyELU6ECGEEEIIIaTiE62J0FevXvH/e3h4lLq338LCQsTExAAAbGxsqIUgQgghhBBCRCZ660AcxyE8PBz16tUrVT7h4eHw8vICAHTs2BGXL18Wo3iEEEIIIYSQ/xG1x2Ax4gm5XM7n8/Tp0zLnRwghhBBCCBES9Z2AsvYTAABXrlzh/8/MzCxzfqR6kclkWLNmDVq1agVra2vUqlULQUFBePbsmc55XL58GQEBAahZsybs7OzQuXNn7Nq1q9j5ffvtt/Dx8YGtrS1sbGzQtm1brF27FnK5XC19VFQUJk+ejHr16sHa2hrNmzfHihUrUFBQUOplrowq8nbKysrC3Llzix0OHTpUpmWvTMp7O0VGRmL8+PGoXbs2zM3N4erqinfeeafY1ufoeCpSkbcTHU//Ku/tpOrevXswNzeHn5+fxu/peCpSkbeT6McT09P8+fPZpEmT1AaO4xjHcUwikbDAwECNabQNQ4YMYdbW1kwikTCO45i9vb2+xSPVmFwuZ2PGjGEAWIMGDdjUqVPZkCFDmKmpKbOzs2P37t3TmseRI0eYqakps7S0ZIGBgWzy5Mmsdu3aDABbvHixIG1hYSHr378/A8A8PDzY5MmT2ahRo5iTkxMDwCZPnixIHxERwefVq1cvNm3aNNamTRsGgPXs2ZPJZDJR10dFVdG3061btxiAYodPPvlE1PVRUZX3doqMjOS3iZ+fH5s+fTrr27cv/9uye/duQXo6nopU9O1Ex1OR8t5OqvLz81nLli0ZANalSxe17+l4KlLRt5PYx5PeQYCnpyeTSCRqg+IEoAgESjsoT9+tWzd9i0eqsX379jEArFOnTiwnJ4f//OjRowwAa9OmTYnT5+TkMDc3N2ZmZsauX7/Of56amsq8vLyYRCJht27d4j/ftWsXf6BmZ2fzn8fFxTFPT08GgJ05c4b//J133mEA2OrVq/nP5HI5GzVqlNrnVVlF305//fUXA8CCg4NFWNrKq7y309ixYxkA9sMPPwjyOXDgAOM4jtWvX1/wOR1PRSr6dqLjqUh5bydVCxcu5C8UNV1c0vFUpKJvJ7GPpwoXBCjn9c8//4iykKR68PPzYwDYpUuX1L5r3749A8BCQkKKnX7z5s0MAJsyZYradxs2bGAA2Pvvv89/Nnz4cLULSNX0irxevHjBADAvLy8ml8sFaR8/fswAsMaNG+u8rJVZRd5OjDG2YsUKBoC9fv1a30WrUspzO8nlcmZtbc2cnJw03nFs0qQJA8ASEhIYY3Q8KavI24kxOp4Uyvu8p+zKlStMIpGwESNGaLy4pOPpXxV5OzEm/vGk9zsBrChwUBt0SaPLYGZmhm7duuHEiRMYMmSIvsUj1VROTg6uX78OJycndOnSRe37Hj16AACCg4OLzePs2bMAgMGDB+s0fVhYGADg7bffVkuvaB0rOjpaMN2gQYPU3p1p0aIFXF1d8fLlSz59VVXRtxMAvHz5EtbW1qhdu7aWpam6yns7paWloVatWujatavGnuMVn1lbWwumo+OpYm8ngI4nwDjnPeV5T5gwAV5eXlixYoXGvOl4KlLRtxMg/vGkd+tAly9fhkwmE3zGGEPDhg0BFL0cfPHiRXh4eOhdGAsLC7i5uYnygjGpXu7fvw+pVApvb2+N+0+LFi0AoMQXe27fvg0AaNmypdp3zZo1g0QiQWRkJAoKCmBubo5vvvkGOTk5sLe3V0t/9epVAICbm5vWvAGgefPmSEhIwLNnz1C3bt2SFrVSq+jbCSg6yTZu3BgRERE4ePAg4uLi4OLigr59+8LHx0ev5a2syns7OTo64uXLlxrzOX36NEJDQ9GlSxfY2NhozRug40nB2NsJoOMJMM55T2HhwoUIDw9HSEgILC0t9c4boONJwdjbCRD/eNI7CKhTp06x3ylWWt26dUvdTwAhpZGUlAQAcHd31/i9o6MjACA5OblUeUgkEtjZ2SEtLQ2pqalwc3ND3759NeZz8eJFfP/99wCAwMBA0cpXFVT07QQUnWRzc3PRrFkzSKVS/vOFCxciKCgIW7ZsgYWFRUmLWekZYzspO3XqFA4fPoyXL1/izJkzaNasGbZs2SJq+aqCir6dADqeAONtp7Nnz2LDhg2YP38+OnbsiMjISIOVryqo6NsJEP94ErWJUE1VgwgpD+np6QBQbARta2sLAIKDRuw8pFIpli9fjt69eyM/Px9jx47FO++8I1r5qoKKvp2ys7Px5s0b5Ofn45tvvkF8fDzS09Nx5MgRNG7cGH/88QemTp2qw5JWbsbeTnfu3MH69etx4sQJyGQy5Obm4sGDB6KWryqo6NuJjqcixthOGRkZmDx5Mpo3b46vvvrK4OWrCir6djLE8SRaECCXy/mBngKQ8qZ4rJaTk6Px+/z8fADCuqpi5nH69Gm0atUKixcvRmFhIT7//HP89ttvopavKqjo2wkA9uzZgytXrmDu3LlwdXWFnZ0dBg4ciBMnTsDa2ho7d+7k3zOoqoy9nT777DPk5eXh5cuXWL58OV6/fo333nuP70eGjqciFX07AXQ8AcbZTnPnzkVMTAy2b9+u9c4wHU9FKvp2AsQ/nkR9EkCIsbi6ugIAUlNTNX6veERXUnW2kvIoLCxEamoqrKys4OTkxH+ueJmnb9++ePbsGTp06IAbN27gv//9r+DFOTHKVxVU9O1kY2ODkSNH4q233lLLu1GjRujYsSOAojugVZmxtpMyCwsLNGrUCF9++SXmz58PuVyOzZs3i1a+qqCibyc6noqU93Y6fvw4tm3bhoULF2psEMEQ5asKKvp2MsTxREEAqRIUL+w8fPhQ4/eKF3natGmjNQ/lx9kK4eHhkMlkaN26Nf9ZXl4e+vTpgx07dsDR0RFbt27F1atX0a5dO73yBoDnz5/D1NQU3t7exZavKqjo20kbOzs7ANDYMkpVUt7b6c8//0SPHj3w66+/asyrc+fOAIDY2FiteQN0PCkYeztpQ8dTEbG30/Xr1wEAK1euBMdx/NCgQQMARQ28cBwHT09PrXkDdDwpGHs7aVOa40nvF4OLo60uU2ksXrxY9DxJ1eTq6gofHx/cu3cPt2/fVrvAO3bsGDiOQ0BAQLF59OvXD8ePH8eJEycwcOBAtekBYMCAAfxnX3/9Na5cuYK6deviwoUL/IFbXN4LFy7EyZMn8e233wq+u3//PmJiYuDv78/XF6yqKvp2mjZtGn799Vf89ddfGDVqlOC7/Px8/qTdtm1b3Ra4kjLGdrpw4QJsbW011mmNiooC8G+TrnQ8Fano24mOpyLlvZ06duyIOXPmqOWRkZGBbdu2oXbt2ggMDOSf7tDxVKSibyeDHE+i9DbAmCidhKkOhOhj69atDADz9/dnBQUF/OeKDjpGjBjBfxYbG8tCQ0NZYmIi/1lqaiqzt7dn1tbW7P79+/zn4eHhzM3NjdWoUYPFxsbynzdo0IABYFeuXNGpfN26dWMA2K+//sp/lpOTw7p3784AsMOHD5dquSubirydDhw4wACw1q1bs9TUVMF3n332GQPABgwYUJrFrnTKczulpKQwW1tbZmpqqtZJz/Pnz5mbmxsDwM6fP89/TsdTkYq8neh4+ld5n/c0iYiIKLYTKjqeilTk7WSI48moQYByL8OqAwUBRF9yuZwNHjyYAWBNmjRh06ZNY7169WIAWL169QQ97E2YMIEBYEuWLBHksXv3bmZiYsKsrKzYmDFj2Lhx45idnR2TSCTst99+49NFR0czAMza2prNmTOn2GHdunX8NM+fP2dOTk6M4zjWv39/Nm3aNObp6Vls74JVVUXfTiNHjmQAmIuLCwsKCmIzZsxgb731FgPA6taty6Kiogy+jiqC8txOjDH266+/MgDM1NSUDRw4kM2cOZMNGjSImZubMwDss88+E6Sn46lIRd9OdDwVKe/tpElJQQAdT0Uq+nYS+3gSNQgo7aAICmrUqMHc3d35gRB9SaVStmrVKtakSRNmYWHB6tSpw6ZOncpiYmIE6Yo7eBljLDg4mPXs2ZPZ2dkxe3t71qNHD3by5ElBmps3bzIAWofu3bsLpgsPD2ejR49mNWvWZFZWVqxVq1Zs/fr1al21V3UVeTsVFhayXbt2MT8/P+bk5MQsLS1ZkyZN2Lx589ibN28MsToqrPLaTgrHjx9nffv2ZU5OTszU1JS5uLiwgICAYu9C0vFUpCJvJzqe/lXe20lVSReXjNHxpFCRt5PYxxPHmDgN+yvqAmpTWFiI7OxsxMTE4N69ezh48CBfj8nBwQGbN2/G8OHDxSgSIYQQQgghRAPRgoCyOHToED744APExsbC1NQUe/fuxeDBg41dLEIIIYQQQqqkChEEAEVNMvn5+SEzMxPOzs4IDQ2Fi4uLsYtFCCGEEEJIlVNh+glo1aoVZsyYAQBISUnBhg0bjFwiQgghhBBCqqYKEwQAwJgxY/j/9+zZY8SSEEIIIYQQUnVVmOpAQFEHCQ4ODgAAiUSCnJwcmJubG7dQhBBCCCGEVDEV6kmAmZkZ/z9jDCkpKUYsDSGEEEIIIVVThQoCnj59Khi3trY2UkkIIYQQQgipuipUELB+/Xr+fwsLC9jZ2RmxNIQQQgghhFRNFSIISExMxLx587Bt2zZwHAeO49CxY0djF4sQQgghhJAqSbQgoHPnznoPnTp1gpeXF+rUqYO1a9cCKHoXAAACAwPFKlqVsHTpUj5A0mewtraGh4cH+vXrh5UrVyIuLs7Yi1KufvvtN8H6iIyMVEujum5PnDhR/gWtpHRZv1VBjx49+GX09PQ0dnG0Ut4m1f2GSkFBAdatW4eePXvCzc0NZmZmMDU1RUhICJ9GdT/+6aefjFhiYgienp789nV3dzd2cUgFUd1//03FyujatWvgOE7v6ZQbJ+I4DowxtGnTBtOmTROraNVabm4uYmJiEBMTg1OnTmHp0qX4+OOP8dVXX1HLS4SQKi0jIwO9evXCrVu31L6TyWRGKBEhhFQcRq8OpIi+gKKAoF27djh06BBMTEyMXLKqSSqV4uuvv0a/fv2Ql5dn7OIQQojB/Pe//9UYABBCCBE5CGCM6T2YmprC3d0dAQEB+OWXX3DlyhV4eHiIWawqac6cOYiIiChxePLkCc6ePYtVq1ahSZMmgunPnz+P2bNnG6n0ROHTTz+Fp6cnP7x+/drYRSIVlJ+fH7+f+Pn5Gbs4lcLRo0cF40uWLMHjx48RHh4OX19fvfPbu3ev4Hjdu3evWEUlhIiEjlPdiVYdSC6Xi5UV0YGDg4NOdZObN2+Onj17Yt68eZg9ezY2b97Mf7dt2zbMmTMHrVq1MmBJK76lS5di6dKlRpl3UlISoqKi+HGqokCK8/r1a8G+UpIK1AekUUVERPD/N2jQoNjjfOLEiZg4caLW/LKysgTbICsrq6xFJOWkqr6vRNTpc5wa8/e/IjB6dSBSPiwsLLBp0ybBBb9cLsfu3buNWCpCCDGcnJwc/v+GDRsasSSEEFLxUBBQjZiammL8+PGCz65cuWKk0hBCSPlxcHAwdhEIIaRC0ak60MWLF/n/O3bsSK3KVGJNmzYVjMfHxxupJIQQUn4sLS2NXQRCCKlQdAoCFG1kA0V1LOvVq2fQQhHDkUjK9vCnoKAAwcHBePjwIaRSKT788EPUqFGjxGkSExMREhKCuLg4pKamwsHBAd7e3ujcuXOZAsqEhASEhIQgNjYWGRkZcHJyQuvWrdGxY8cyL6eu4uPj+TJkZmbCzs4OjRo1gq+vL5ydnculDFV5/apKTU3FyZMnER4eDmdnZ0yfPl3rNM+ePcPdu3fx5s0b5ObmwtXVFW3btoWPj0+pmjXWR0pKCm7evIkXL14gPT0d5ubmsLe3h5eXF956661qc3c6Ojoa165dw5s3b5CZmQlnZ2e0bt0avr6+5dYSXEVrce7Vq1e4evUq4uLiIJVK4ebmhubNm6N9+/alzlMqleLKlSsIDw9HfHw8TE1N0aBBA3Tp0qVMbeM/e/YMt27dQkJCAnJzc+Hk5AR3d3d06dIFNWvW1Ds/uVyOR48e4e7du0hKSoJUKoWzszNq164NPz8/2Nvbl7qshvT06VPcuXOH72/H3d0dPj4+8Pb2LnPehtgfkpOT+d+GlJQUODg4oE6dOujWrRscHR3LXGYxMcbw8OFD3L9/H/Hx8cjPz4etrS1q1aoFb29vtGjRwuDna31lZmbi0qVLiImJQVJSEl9ePz8/0fqikEqlCAkJQVhYGBITE2Fvb49atWqhR48e4mxDpgOO4xjHcUwikbCoqCit6e/fv88PUqlUl1kQLZYsWcIA8MOSJUtKlc+PP/4oyKdPnz4lzsve3p7//OzZs8zT01MwfURERLHzOnPmDPPz82MSiUQwjWKws7NjH374IYuJidFrGR49esT69evHTExMNObr4eHBtm/fzhhjbNu2bVrLq7pujx8/rrUMly5dYt26dSt22UxMTNigQYPYzZs3tc6vuGHChAkllqGyrF99de/enc9vyJAh/Odr1qxhNWrU4L+rX79+sXnIZDK2adMm1qRJk2LXb/369dk333zDcnJy9CpTSfNVOH/+POvfvz8zNTUtdv6mpqasV69e7OjRozrNt6Rh27ZtgumUv+vQoQP/eW5uLrO3txd8f/LkSa3Lo/Dw4UPBtC1btiwx/e7du9lbb71VbLlr1qzJvvjiC5aamqpzGUoSERGh0/oCwM6dO8dPp7ofb9q0if/u3LlzOuWnul8Udx49cuQI69ChQ7H51KtXj+3cuVOv5Y6NjWVTp05V27aKgeM41qtXL3b69Gmd85TL5Wzz5s2sWbNmxZaV4zjWsWNHnfMtKChg33zzDatbt26Jx0Xfvn3ZrVu39FoH2tSvX5+fh5ubm8Y0EyZM4NO0adOG/3z79u3M29u72DI3b95c63FUnvvD2bNnS/x9kkgkrGfPnoJjQNWuXbsE09SpU4fJ5XKdy/DJJ58Ipv/uu+80pktLS2NLliwpcZ9QzH/hwoUsISFBYz5iHKeAbr//d+7cYQMGDGDm5ubFzqd9+/bswIEDOq0r5elWr17NGGMsKSmJffTRR8zR0VFj/mZmZmzkyJHszZs3Os2j2HnrkkgRAOgaBCjSm5iY6JSeaCdGECCXy1nHjh0F+axYsaLEeSlOVnv27NF4QaPpoi8vL4+NGTNG5x9jGxsb9uuvv+q0DL/88kuJB57yMGfOHNGDgMLCQjZr1iydl00ikbCvv/66xPkVNxQXBFS29asvTUHAnDlztJ7MFV69esV8fHx0Xj+enp7sypUrOpdJW/Axc+ZMneetGEaPHs3y8vJKnG9Jg65BAGOMTZs2TfD9+++/X+KyK/v8888F0/7www8a06WmprLevXvrvPwuLi7s4MGDOpejOBU5CJBKpWz69Ok6l2/hwoU6LfOff/7JbG1tdc43MDCQpaWllZhndnY269evn1778Lx580rMMyEhgbVr107n/DiOK3b/Ko3SBAFZWVls8ODBOpd348aNxc6/PPaH/Px8NnbsWL222/jx4zXeCNF0wyAkJESndS2Xy5mHhwc/nZmZGYuPj1dLd/PmTVarVi29yuvs7MyCg4PV8iqPIEAul7P58+cXG1xpGgICAlhycnKJ60s5/erVq9n169d1Xi+urq4sMjJSp+2iic5NhDLG9HoUw6iJugqFMYYvvvgC165d4z8zNTXFmDFjtE575coVBAUF6dR8ZW5uLgYNGoTg4GDB556enmjdujUsLS0RGxuLmzdvIj8/HwCQnZ2NqVOnIj4+Hl988UWxee/duxczZsxQa462TZs28PLygkwmw7179/im4NasWYPWrVtrLbOuGGMYPXq0WotKtWvXRsuWLeHs7Iz4+Hhcv34d2dnZAIoeey9cuBCurq46NUGoTVVev8X57rvvsGbNGp3Svnz5Ej179kR0dDT/Gcdx/DJIpVJERUXh3r17/DkqMjISPXv2xJEjR9CrV68ylXXZsmXYtGmT4DNHR0e0b98eLi4ukMlkiI6Oxt27dwWd9e3atQtubm5YvXp1meavi4kTJ+KXX37hxw8cOIBNmzbB1FT7z8Fff/3F/29mZoaxY8eqpUlMTETv3r3x4MEDwefNmjVD8+bNYWJigujoaNy6dQuFhYUAiprKHTZsGH777TeMGzeutItWYcnlcowePVrQXrm3tzeaNWsGc3NzREVF4dq1a4Jj7+uvv0bPnj3Rt2/fYvPdtGkTZs2aJfi9tbGxQceOHeHq6ork5GQ8evQIsbGx/Pd79uxBWFgYzp8/X2xVzjFjxuDkyZOCz3x8fFCvXj3Y2NggMTERd+/eRXJyMv/96tWrYWdnp7G5RZlMhv79++P27dv8ZyYmJmjXrh08PDxgamqKhIQE3LlzBxkZGQCKzrcff/wxHB0dRTl36is3NxcBAQEICQkBUHQeadu2LRo2bAiJRIIXL17gzp07fHrGGObOnYuuXbuiZcuWJeZtiP0hPz8fgwYNwpkzZwSfu7u7o02bNnB0dERCQgIePXqEhIQE/vsdO3bg2bNnOHfuHKysrPjPLS0tMWrUKMG5Ys+ePejSpUuJywYAly5dEvR5M3DgQLi6ugrSJCYmIiAgQLAPcRyHVq1aoXHjxrCyskJaWhoeP34saN41OTkZw4YNw4MHD8q1ajpjDBMnTsSOHTsEnzs6OqJdu3aoWbMmkpOTERoaKvj9OXHiBHx9fXH16lWdqs5du3YNX375JX8NYWdnB19fX7i6uiIrKws3btzAmzdv+PQJCQkYM2YMLl++XOoF00rf6kD6Pjkg2un7JEAul7OsrCz28OFDtmHDBtamTRu1CPLDDz/UOi9bW1vm5eUliDpHjx7NFixYwBYsWKAW4are2WjSpAk7c+aM2jzS0tLYsmXLBE8XOI7TGOEzVvS4W7kqCADWu3dv9vTpU7W0R44cYXXq1NEYNZflScC3334rSFejRg22c+dOJpPJBOkyMjLU7lw7Ozuz9PR0xljRXdKIiAgWERHBRowYIUh36dIl/rvExES1MlTG9asv5bvfLVu2ZGZmZvx406ZN2fvvv88+//xztadYeXl5avt5QEAAe/78udo8oqKiWGBgoCCtk5MTS0pK0lqm4p4EpKSkCJ6imJubsw0bNmisEpmZmclWrFghqHJlYWHBUlJSBOni4uL4/UF5ndepU4f/PCIigmVmZgqmU14u1ScBjDHWtGlTQZpTp05pXCZl165dE0wzfPhwtTRyuZwFBAQI0vn6+mqs2hEfH89mz54tSGthYcFCQ0O1lqU4UqmUXyeXLl0S5D1nzhzBOsvNzeWnK+lJQG5uLj+N6jng22+/5b+Ljo4WlKW4J34dO3Zk169fVyt7aGioWvW13r17F7usISEhgv3HzMyMrVy5Uu2urlwuZydOnFCrylnck8Zjx44J0rVv3549fPhQLV1hYSH7+++/mZOTE5/W1NSUvXz5Ui3txo0bBXkOGDBA47kiPz+fbdy4kVlaWvJpHRwc+HNnWej7JEB5GDhwoMb98sqVK8zNzU2Qtrgna4beH+bNmydIW6tWLXbgwAFWWFgoSCeVStmBAwfU7jS/9957GpdPOY2Hh4dOVYJmzJghmO7QoUNqaebPny9I07VrV/bs2TON+d24cUPt6e78+fMFacQ6Tov7/V+zZo0gnZ2dHduyZQvLz88XpJPL5Sw4OFjtHNu1a9diq8dr2i/MzMzY119/rXZul8lkbNmyZWrpdX1KozZvXRKVJgjQJz3RTtcqJLoO7du3F/wIapuXRCJhK1euVNvhlZ08eVIwTZs2bdQualT9/fffaidETcaPHy9I9+6776pdfCuLjIzU+DittEFAeHi42gWephO3siFDhgjyVa2ywZj6j05JF9GVdf3qS1MVGCcnJ63VRRYtWiSYZtKkSWo/gKpUq+4U98hdlyDgzz//FOT1448/al3WBQsWCKYpqV6x8kWMtvcSlPPUFASsXLlSkGbq1Klay6oa2B45ckQtzc8//yxI07dvX43VnJR9/fXXgmlGjRqltSy6UK0aVNKNk5KCgJLSaTqmFTSdR/v371/iOyh3794VpLewsNC4/vLz8wUX9aamploDuYSEBFavXj3BOf3x48dq6YKCgvg0HMdprWpw/PhxQZm//PJLtTRdunThv7ezs1O7sFG1adMmQZ6bN28uMb0uShsETJkypcTzyIEDBwTpizs2Dbk/XL16lXEcx6dzdnbWei6Oi4tjtWvXFuSv6R0B1YvZy5cvl5ivVCplLi4ufHp3d3eNF7/KAU6dOnVYdnZ2ifnGx8cLqr116tSp2LRlOU41/f5HRUUJAlNLS0uN7/spy8zMVLspVVw5VPcLc3Nzrcez6vVFad8TpSCgkhAzCBg2bFiJJ2FN8yruR1GZ8oWSmZkZe/HihU7LpnpHVvXi+s2bN4I72h4eHiwjI0Nrvv/884/acpQ2CFB9yemzzz7TOv9Xr14J6g4OGzZMLY0+QUBlXb/6Ug0CLC0t2Z07d0qcJj09ndnZ2fHTNG3atMSAVSE/P19wh93Ozk7jD5YuQYDyflTcj7WqGzduCJZ1x44dxaYVMwiIjo4W7JsuLi4lBn2FhYWCoK927dpq6QsLC1nDhg35NE5OTlrrwiq0b9+en47jOBYXF6fTdCWpaEGAu7u71qCdMcbatm0rmE7THWjVcixdulRrvowxdvToUcF0M2fOVEujfMfVwcFBp3wbN27MTxMQEKD2vYODA/+9j4+P1vwKCgqYtbU1P82MGTN0KkdJShMEtGrVSut5RCaTsZo1awqm03Rhb8j9YeTIkYI0v//+u9Z8GVMP4Pr27auWRvWGwdy5c0vMU/VJ0oIFC9TSFBYWCs4/uu6/AwYM4Kdp2LBhsenEDgI+/fRTQRpN71Jq8ujRI8FyNmnSRGM61d/RlStXas370KFDgmlKe/OEOgurJjw9PTFx4kRcvnwZ+/fvh62trc7Tdu3aFTNmzCgxzZMnT3DhwgV+fOTIkWjcuLFO+c+aNUswfvr0acH477//LngfQZdmSQFg8ODBaNSokU5lKIlcLse2bdv4cQsLC8yfP1/rdHXr1hU073bv3r1Sl6Eqr19t5s+fj7feeqvENL///jtflxgAPv74Y52aRzU3N8fUqVP58YyMDFy/fr1U5WzWrBmmTJmCKVOmYNGiRbCwsNA6jXIdXAB8HXlD8/DwELz/kJSUhHPnzhWb/vz583yziAAwfvx4tSY3T5w4gfDwcH58+vTpcHJy0qk8yvsoYwxnz57VabrKZNq0aTo16de2bVvBeGJiolqajRs38v9bWFhg3rx5OpWhf//+gp6TVc8FQFEz0AppaWm4e/eu1nyPHTuGmzdv4ubNmxrfa1HO8+nTp4J3FDQxMzPDjRs3+DwXLFigtQyGMG/ePK3nERMTE7Rp00bwWVJSkta8xdofkpKScODAAX68YcOGGD16tNZ8ASAgIAAtWrTgx8+dO8fXRVcYN26coEnovXv3lvjO565duwTjkydPVkuTl5eHSZMm8efLwYMH61Re5fNleZ0r5XI5tm7dyo/b2trio48+0mlab29vBAQE8OPPnz/H8+fPS5zG2toaH374oda8dTlP6IKCgEpqzpw5iIiI0Dq8efMGBQUFiIiIwLZt29C5c2e956V8kVQc1ZeRSnqZTVWXLl0EJ1rVF1xUL05GjhypU74cx2HQoEE6l6M4jx8/RkpKCj/eo0cPnS9u/vjjD1y6dAmXLl3C77//XuoyVOX1q42h9z9/f3/BeGlfsHrvvfewefNmbN68GUuWLNFpmkOHDpVqXmJQfdlyz549xaZV/WGfNGmSWpqKsA0qsk6dOumUTvUFytzcXMF4Wlqa4AXbjh07ws7OTqe8OY5D9+7d+fGXL18KXhIFILgoBIAhQ4ZoDBaUeXl54e2338bbb7+NZs2aqX2vnGdeXh769euHW7dulZint7c3n2eDBg1KTGsoYm0zQ+YdEhIiuCAODAzUqx+X/v378/8r+plQpnrD4PXr14IGRpTl5eXhn3/+4cc7d+6s1kEpUHShqzhXbt68WetNHqCozxVjnBcePHgg+P0fOHCgTjfJFJTXLwDBzTxNWrVqpdNN2tLsc5ro3DoQqVgcHBzg6elZLvPy8fHRmkb1xGFqaip4o18bT09PPkIOCwsTfHfjxg3+f0dHR8GdLG1U79CUhuqdYX0CqUaNGolyt7wqr9+SODk5oW7dulrTqa4fmUym8/pRPaGrrh+xpKamIjIyEhEREYiMjERISAgOHjxokHnpYtiwYbC3t0d6ejqAolaCNm7cqHaHv6CgAPv27ePHu3TpgiZNmqjlp7oNAOi1j9rY2PB3IQ21DYypTp06OqUzMzMTjKu21qXaaoyDg4Ne67lWrVqC8bCwMMEFxdy5c7F//35+HtHR0ejbty+aNWuGQYMGwd/fH126dNGrQ6+PP/5Y0BLdo0eP0L59e7Rr1w4DBgxA9+7d0alTJ1hbW+ucZ3kQa5sZMm/VC/KuXbvqlK+CaktGmvaliRMnCgLBPXv2aAxijhw5gszMTH5c080CXShaUVOcL58+fYq9e/cKWsUpL+WxfpUZcp/ThIIAopUuUW9MTIxgvCzN/Ck/1srPzxeMe3h46JWXarRcGsrNfQHQuRqOmKry+i2JLvueTCZDfHy84DMvL69Sz7O0j1WVRURE4MCBA7hx4waePn2KiIgIQXWlisDKygrvvvsufv31VwBFy33+/Hm1ZlJPnjyJ1NRUflzT431AfR9VvbuvDzG2QUUj1gWu6no+ePBgmYJJ1XXdpUsXbNq0CbNnz4ZUKuU/f/r0KZ4+fYrvvvsOEokEbdq0Qc+ePdG/f39069ZN7aJE2ejRoxEaGooVK1YIqpLcvn0bt2/fxvLly2FmZob27dujZ8+eGDBgADp06GC0nskVDBmUGGp/UH2So43qOVy5yU4F1RsGe/fuxffff6/WbLzyE0MbGxuMGjVK6/wLCgpw+vRpnD59Gg8ePEBYWBhiYmLKrbqPNuWxfpWVdyBM1YGIKLTt2PpQrpOYlpYm+E7Xx94K+rz7UBzVMuhaFUhMVXn9lpXyo1oxqNaJ1UdsbCzeffddNGrUCJ988gn+/vtv3L9/X2MAIJFI1Op1ljddqgQp/7Db2tri3Xff1ZiXofbRqkL1CUtpibmeAc3retq0abh+/ToGDRqk8UJcLpfj7t27+P7779G7d2/UqlUL8+fPLzF4++qrr3D27FlBdSRliqooK1asQOfOnVG/fn0sX74cWVlZpV+4MhJrmxkyb+UAHYBO7xkoU313KScnRy2N4oaBQnR0tNoT8oyMDBw7dowfHzlypNabONu3b0ejRo0waNAgrFmzBufOncOrV680BgAeHh5wd3fXaZnEVB7rV5kh9zlNKAggoijtoyhNlO8+6fOdJmJcTKgetCXd8TKUqrx+y0rMdQPovw4UHj16hDZt2mDPnj1qL87VqFEDPj4+GDZsGD7//HPs3r0bsbGx+P7778Uocql17txZ8NRk//79gh/gnJwcwXsLgYGBxQZ+5bWPVnfltb+/9dZbOHz4MF6/fo2ffvoJw4cPh4uLi8a0ycnJ+O677+Dj44NHjx4VOy9/f3+cP38e4eHhWL16NQYMGFDsjYfXr19j8eLF8PX1VbsbS/6l/NI1oP9FpGqQVVw1rwkTJgjGVW8YHDhwQNABYnFPDBU++OADTJw4UdCpGFD03oqnpyd69OiB999/H2vXrsWVK1cQFRWl8f0CQyuv9WssVB2IiEI1On769KkoB6xqvvreBRPjLrHqQWuMO1NVef2WleoyuLu7C1qyKQ8FBQUYOnSooFWQJk2a4MMPP0RAQAAaNWqkscf10NDQ8iymRhMmTMCXX34JoKhqyIULF9CzZ08AwOHDhwWBXkk/7I6OjoI6u3l5eTq1kET0o7q/f/bZZ1i1apXB5lerVi1Mnz4d06dPB2MMT548wcWLFxEcHIzTp0/zVUSAf5+EPXr0qMSqPA0aNMDcuXMxd+5cyOVy3Lt3DxcvXsSZM2cQHBwseMkxNDQUU6ZMwYkTJwy2jJWZ6v6Qlpam14urr169EowX96S7S5cu8PLywosXLwD8WyVIQbk38caNG6Nbt27FznPLli2CntUlEgkmTJiAcePG4e2339ar/Iamaf3qQ9f1ayz0JICIQvUxnS5NpOnC3Nwczs7O/HhERITWx2nKSrorpSvVOn0RERE6T5uSkoLIyEhERkYiKiqq1GWoyuu3rCwsLODg4MCPp6amin63VJvdu3cLXmbt0qUL7t27h9mzZ6Nx48YaAwCgYtzxHj9+vOCCTfkOn3JVoCZNmsDPz6/YfAy1jxIhY65njuPg7e2NmTNnYs+ePYiPj8eOHTsEN0pCQ0Nx8eJFnfNUVIubO3cujhw5goSEBPz444+CFs1Onjyp13m3OlH9fXr69Kle0z948EAw3qpVq2LTKj8NePXqFV8lKCkpSdA6mLYXgpWDVo7jsH//fmzduhX+/v4lBgDGOF+W5/o1BgoCiCg6dOggGNe3TfyQkBCcP38e58+fx5MnTwTfKbdCIJfLS2zPXJU+aYvz9ttvC8aVW9PRZtSoUWjQoAEaNGhQphclq/L6FYPy+snPz9frDntWVha/bs6fP6+1DXNNVNu1/7//+z+1PgA0Ub1LZAx169bl7/wD/1YJSktLw/Hjx/nPtf2wl2Uflclkgm2g3N8AESrrueDly5eCda0cMD98+BDr16/nB21PPS0sLDBu3DisW7dO8Lnyhc/ly5f5/JT7NyiOra0t5syZwz+dUi4bUaf6+6RPAAYAp06d4v+3sLAoscW34m4Y7Nmzh+9rRnFXvzhRUVGCGyY9e/bEkCFDdCqrMc6XZV2/J0+eFIyrHr/GpnN1IMWdrB9//FFw100bfdMrzJ07V++XFInxqF7g7t+/X62TquLcuHFD0OzWf/7zH3z11Vf8eO/evXHkyBF+/LfffsPAgQO15vvo0SO9LtiL07FjR1hZWfGPqI8ePYqcnBytb/EnJCQI2gQuy8FfldevGPz9/QUn2/3798Pb21unaTdu3IiFCxfy42fPnkXt2rX1mr9q9SNd7/YYs58AZRMnTuTv5CUkJODixYuIiIjg68OamJhg/PjxJebh7++Pn3/+mR/fv3+/TvuRIq1ySyJbtmzRq6na6sTd3R3NmjXj70jeuXMHr169Qr169XSafsiQIfyNgLp16wourO7duyfoqKh58+ZqrUVpotwpIgBB3fDg4GAsXryYH+/Xr59OzSaXlCf5l+qL1n/++SeWLl2qU911xYu4CgMGDCjxnTfFDQPFuWLv3r347rvvBE8M+/btW2Izl6U9V969e1ft/YHy4OvrC0tLS37/O3jwIDIyMnS6Pg0LCxP0bfDWW2/p1OR1edLrnQDGGNasWWOw9MomTpxIQUAl0qFDB/j4+PB3pc6dO4eQkJASqw8ARb3+ffrpp/y4RCJBUFCQIM348ePxxRdf8HWT9+3bh2vXrqFjx47F5iuXyzFnzpxSLo2QtbU1goKCsHnzZgBFrSCsW7dOcOGoyapVqwSPL4cOHVrqMlTl9SuGiRMnYunSpfyJev369Zg9e7bWlhxiY2Px7bff8uP169cvsS5rcVTrvsfHx2t9AezkyZOC4MuYhg8fDjs7O74Voz179vB1f4GiCzdtgdHQoUPh7u7Ovxfw559/4vPPP9d6wZeVlYX//Oc//LitrS2GDRtW2kWpFmbMmIG5c+cCKDoWly9fzjf1WpJffvlF8CRQtalh1Y6+9u3bp1MQ8OzZM8F4/fr1S8xTlx6AS8qT/MvT0xO9evXin0aGh4fj559/xgcffFDidIwxrFixQvDZtGnTtM5P+YZBVFQU9u3bh5CQEP57bS8EazpXalNQUIBPPvlEazpDsLKyQlBQELZs2QIAyMzMxIoVK/DNN99onfa///2v4EmbLuu3vOlVHUjxNIAxVuLAcRw/6JJeMSjSkspJ+YecMYagoKAS63FKpVJMnjwZly5d4j8bPXq02guvjo6Ogm66GWMYMWKEWrUWBZlMhpkzZyI4OLi0i6Lmk08+EdRRXbJkiaDcqvbt24e1a9fy466urhqDANUTYkkv2lbl9VtWbm5ugp6FExISMGrUqBLvHsbFxWHQoEGCOtVffvklTE31by9B9W7WypUrS0y/Y8cOjBw5Uu3dhZLeZVDeV1JTU0U9V1pZWSEwMJAf//vvvwVVvbT9sCvKN3/+fH48Ly8PI0aMKPFl88zMTIwYMYLvyA4o6g1d32b4yos+x6shvf/++4JOv7Zs2cLfpCjOwYMHBYG7o6OjWiDfrl07Qb6bN29Wq86gKjExUVB1x9zcXNBbdO/evWFpacmPr1q1Cnfv3i0xz/DwcHz99df8uJubm9qTAfIv1RtSH3/8sVoP3qqWLVsmOIf7+fmhX79+Wuc1bNgwwQ3amTNn8uciZ2dnrVV7mjRpIjiO/vnnn2J/a4CidvqHDh2qVvVU13MlUPbj9JNPPhE8Ifnuu++wc+fOEqfZtm0btm3bxo83atRIrUnmCoHpgOO4ch0kEgmLiorSpWjVxpIlSxgAfliyZEm5zSsiIkLnad9//33BtHZ2dmzp0qXs3r17LDMzk+Xl5bGwsDD2888/syZNmgjSuru7s4SEBI355ufns7Zt2wrSW1hYsJkzZ7Jjx46xR48esfv377OtW7cyHx8fPo3y/8Uti+ryHj9+XGMZ/vvf/wrSmZmZsU8//ZTdvXuXZWVlsZycHHb79m02a9YsJpFIBGm3b9+uMc/ly5cL0vXr14/dunWLRUREsNjY2CqxfvXVvXt3Pr/69evrPF1OTg5r3bq1oDyNGjViP//8MwsLC2O5ubksMzOT3b17ly1btow5OjoK0vbu3ZvJ5fJSlenJkyfMxMRELb/g4GCWkpLC0tLS2IMHD9gPP/wgWM9eXl6CacaNG8fy8vJYXFyc2jx69eolSLtgwQL2+PFjFh4ezlJTUwVpldN16NBBp/V36dIlwXSKwcXFhRUUFOiUR2FhIevXr59gejc3N/b999+z0NBQlp2dzXJyclhoaCj7/vvvWZ06dQRpvb29WW5urk7z0iYiIkLnc+a2bdsEaTdt2qQxneo68vT0ZGfPnmVhYWEsPDxckLa051Fdz0fnz59X2+eGDx/Ojh8/zhITE1lBQQFLSEhgx44dY4GBgYzjOEHanTt3asz3hx9+EKQzNTVlkyZNYidPnmTx8fGsoKCAJSYmshs3brAFCxYwFxcXtf1S1UcffSRIY2VlxebMmcMuXLjAkpKSWEFBAYuLi2OXLl1iH3zwAbO1tRWk37hxo07rriT169cX7JOaTJgwQTBfXalOFxoaqpbG0PvD9OnTBekkEgmbPHkyCw4O5veHmJgYduDAAdanTx9BWktLS/b48WOdl3fKlCkazxUfffSRTtOPHj1aMJ2DgwP7v//7P/bixQuWl5fHXr16xY4fP84mTZok2BeUz5ccx7FHjx6x7OxstfNfWY7T4tbvqlWr1JZ3+PDh7OjRo+zNmzesoKCAvXnzhp08eZK9++67gnQcx7HTp08Xuz6U006YMEGndag6na7nebU8dEm0dOnSch/S09NLtUBVVWUJAvLy8tiwYcM0niBKGpydndm9e/dKzDsmJoY1b95c5zy9vb3ZlStXtC6LrieBwsJCNm7cOL2Xbfbs2cUuU3BwcLHTaToZVMb1q6/SBgGMMRYZGanXMiiGdu3asbS0tDKVaf78+XrNs3nz5iwuLo41btxY7TtN81i8eHGxeW3btk2QtrQ/DprKMnfuXJ2nZ4yxlJQU1qVLF723QYMGDdirV6/0mldJDBEEpKensxo1amgsv+o2M/RFH2OM7dy5k5mbm+u9rpcvX15snjKZjPn7++udJwDWrVs3lpeXp5ZnZmYma9GiRanyfO+994oNzvVR1YOA3NxcNnDgQL3Xr4WFRYn7mCbF3TDQ9hujEBUVpRY8ljRwHMdWr17Nfv/9d53Of2U5Tkv6/Ve9Cadr2bds2VLi+lBOXyGDAGJ8qampLCIigh9UI18xlSUIYKzoYFm2bBmzsrLS6SDp0aOHWnRenMTERDZ8+HCteQ4YMIAlJSWx0NBQrcuiz49uYWEh++KLL3T64bWysmI//PCD1h+wTp06aZy+uJNBZVu/+ipLEMBY0bEyatQondaNRCJhM2bMYNnZ2WUud2FhIZs9e7bWeZqYmLCPP/6YZWVlMcYYW7ZsmdYfKsYYS0hIYPb29jr9CJb2x0H1yRQA9uDBA73XRV5eHps1a5banerihpEjR7LExES951MSQwQBjDG2aNEijctgjCCAMcYuXryo9tSvuMHV1ZX9/fffWsuQmZnJAgMDdcpTMUycOJFlZmYWm2d8fLzg2Nbl2FywYIHOT6G0qepBAGOMSaVS9umnn+ocGLZu3ZqFhITovJzKVG8YtG3bVq/pb9++zerWrau1jM2aNWMXL15kjBVd3Ds4OGg9/zFW+uNU2/H2zTffqD2pKm5o0KABO3TokNZ1oTwNBQGkyoiOjmaff/45a9mypaB6jEQiYV5eXuz9999n58+fL1Xe58+fZ5MmTWKNGzdmVlZWzMHBgXl7e7MZM2awS5cuibwk6p4+fcrmzZvHGjVqJHjMbmZmxnx9fdlXX32lsUqHJomJiWzmzJmsXr16zMzMjFlaWjJPT0/23XfflThdVV6/Yrh+/TqbOnWqWpUTCwsL1rZtW/bZZ5+x58+fiz7fs2fPsnfeeUfwQyGRSFjTpk3ZvHnz2LNnzwTpCwoK2JQpU5iZmRmf3t/fX2Pe9+7dY0OHDmUuLi7MxMSE2djYsBYtWrCzZ8+KUvaYmBi2ZMkSfvj+++/LlF9oaCibM2eO2nFiamrKvL292UcffcTu3LkjStlVJSYmsgkTJvDDgQMHRMlXJpOxVatWMW9vb2ZpacnMzMyYm5sbGz16tCj5l4ZUKmVbtmxhAQEBzNraWrC/u7i4sAEDBrCff/6ZDzx1de3aNTZ16lTWokULtSqOJiYmrHXr1mz27Nk63wFmjLFTp06xsWPHanzqZG5uztq3b88WLFjAXr58qe9qIP/z8uVLtmDBAtayZUtBIC6RSFitWrVYUFAQ+/vvv5lMJiv1PI4ePSo4V5TmHJSamsqWLl3KmjVrJtgP7OzsWEBAANuxY4daEHj+/HnWsGFDPq2trS07evSoWt6GPE7fvHnDli1bxtq3by84bwNFT92HDx/Otm7dKlrVRkPiGKM3cYnhFRYW8i9gOjg4VKmeRGUyGRITE2Fubg4HBwe9uxUXQ1Vev2LIz89HUlISLCws4OjoWC7bSC6XIyUlBQUFBXBychK8HKlJbm4ukpKSYG9vXyVbRpNKpUhKSoKJiQkcHR1LbIqQlE16ejqysrJQo0YN0falwsJCZGRkIDs7GzY2NrC3ty+xV2BdyGQypKenIzc3ly9rcR3rkdKRy+VITk4GYwzOzs5G+X3SRU5ODlJTU2FpaSnowFITxhgSEhJQWFgINzc3oy4TYwypqakoKCiAs7NzpTuvURBACCGEEEJINUM9BhNCCCGEEFLNUBBACCGEEEJINUNBACGEEEIIIdUMBQGEEEIIIYRUMxQEEEIIIYQQUs1QEEAIIYQQQkg1Q0EAIYQQQggh1QwFAYQQQgghhFQzFAQQQgghhBBSzVAQQAghhBBCSDVDQQAhhBBCCCHVDAUBhBBCCCGEVDMUBBBCCCGEEFLNUBBACCGEEEJINUNBACGEEEIIIdXM/wPrgj7KM5tEZgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(8, 6))\n", + "\n", + "x = out_of_sample_results[\"predicted_innovation_mean\"].values\n", + "y = out_of_sample_results[\"delta_test\"].values\n", + "\n", + "ax.scatter(x, y,\n", + " ec=\"k\",\n", + " s = 140,\n", + " color=[color_map_by_clade[v] for v in out_of_sample_results.variant.values]\n", + ")\n", + "\n", + "# Add dashed y=x line\n", + "#add_y_equals_x(ax, zorder=-1)\n", + "add_regression(ax, x, y, show_prediction=True)\n", + "\n", + "ax.set_xlabel(\"Predicted relative fitness innovation\")\n", + "ax.set_ylabel(\"Future relative fitness innovation\")" + ] + }, + { + "cell_type": "code", + "execution_count": 356, + "id": "686c42f9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Future relative fitness')" + ] + }, + "execution_count": 356, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(8, 6))\n", + "\n", + "x = out_of_sample_results[\"predicted_fitness_mean\"].values\n", + "y = out_of_sample_results[\"fitness_test\"].values\n", + "\n", + "ax.scatter(x, y,\n", + " ec=\"k\",\n", + " s = 140,\n", + " color=[color_map_by_clade[v] for v in out_of_sample_results.variant.values]\n", + ")\n", + "\n", + "# Add dashed y=x line\n", + "#add_y_equals_x(ax, zorder=-1)\n", + "add_regression(ax, x, y, show_prediction=True)\n", + "\n", + "ax.set_xlabel(\"Predicted relative fitness\")\n", + "ax.set_ylabel(\"Future relative fitness\")" + ] + }, + { + "cell_type": "code", + "execution_count": 357, + "id": "bcfd32b4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(16, 12), constrained_layout=True)\n", + "spec = fig.add_gridspec(nrows=2, ncols=2, width_ratios=[1,1.3])\n", + "\n", + "freq_thres = 0.01\n", + "\n", + "# A. In sample delta\n", + "ax_innovation_in = fig.add_subplot(spec[0, 0])\n", + "\n", + "x = np.array(posterior.samples[\"delta\"])\n", + "\n", + "y = np.array(posterior_regression.samples[\"delta\"])\n", + "ax_innovation_in.scatter(x, y,\n", + " ec=\"k\",\n", + " s = 140,\n", + " color=[color_map[v] for v in posterior.data.var_names])\n", + "\n", + "# Add dashed y=x line\n", + "add_y_equals_x(ax_innovation_in, zorder=-1)\n", + "add_regression(ax_innovation_in, x, y, show_prediction=False)\n", + "ax_innovation_in.set_xlabel(\"$\\Delta$(Relative fitness)\\n Uninformed model\")\n", + "ax_innovation_in.set_ylabel(\"$\\Delta$(Relative fitness)\\n Regression model\")\n", + "\n", + "# B. In sample relative fitness\n", + "ax_relative_fitness_in = fig.add_subplot(spec[1, 0])\n", + "\n", + "x = np.log(np.array(posterior.samples[\"ga\"]))\n", + "y = np.log(np.array(posterior_regression.samples[\"ga\"]))\n", + "\n", + "ax_relative_fitness_in.scatter(x, y,\n", + " ec=\"k\",\n", + " s = 140,\n", + " color=[color_map[v] for v in posterior.data.var_names[:-1]])\n", + "\n", + "# Add dashed y=x line\n", + "add_y_equals_x(ax_relative_fitness_in, zorder=-1)\n", + "add_regression(ax_relative_fitness_in, x, y, show_prediction=False)\n", + "ax_relative_fitness_in.set_xlabel(\"Relative fitness\\n Uninformed model\")\n", + "ax_relative_fitness_in.set_ylabel(\"Relative fitness\\n Regression model\")\n", + "\n", + "# C. Out of sample preductions (unseen variants)\n", + "ax_relative_fitness_out_of_sample = fig.add_subplot(spec[:,1])\n", + "\n", + "# Take top 25 overall of unseen variants\n", + "_results_df = results_df[~results_df.variant.isin(posterior.data.var_names)]\n", + "_results_df = results_df.sort_values(by=\"predicted_fitness_mean\").tail(25).reset_index(drop=True)\n", + "\n", + "plot_relative_fitness_prediction_results(\n", + " ax=ax_relative_fitness_out_of_sample,\n", + " results_df=_results_df,\n", + " outcome_column=\"predicted_fitness_mean\",\n", + " color_column=\"variant\",\n", + " color_map=color_map_by_clade,\n", + " reorder=False\n", + ")\n", + "ax_relative_fitness_out_of_sample.set_xlabel(\"Predicted relative fitness\")\n", + "\n", + "# Adding panel labels\n", + "axes = [ax_innovation_in, ax_relative_fitness_in, ax_relative_fitness_out_of_sample]\n", + "ax_labels = [letter for letter in string.ascii_uppercase]\n", + "for ax, ax_label in zip(axes, ax_labels):\n", + " ax.text(-0.1, 1.1, ax_label + \".\", transform=ax.transAxes, size=36, weight='bold')" + ] + }, + { + "cell_type": "code", + "execution_count": 383, + "id": "b42ea419", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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o0CCnxypJ06ZN07x58+x/Dxo0SBEREaYcy2wTJkxwdwh2o0aN0pAhQ/K8/cWLF/WPf/xD8+fP19y5cxUcHGxidABQNG3dulWrf1+rKV1qqKS/d57361glVF2qhunnAxeU9f//Cw4MDNRnn32mXr16SZL+85//6D//+Y8ZYQMAAAAAAAAAAAC4is3I7RZYBTBr1ix1797d3nDVoEEDTZ48WbVq1ZIkHT16VJUqVbp8UJstxx1yFi5cqN69eys2NlaGYSgoKEhHjhxRiRIlnBHeLSshIUHBwcGKj48vEre+/eijj/S3v/3NYWzUqFH6xz/+cc19MjIytGbNGr399ttavHhxjscDAwO1f/9+lS5d2qmx7tixQ02bNlVycrIkqXr16tq8ebOKFy/u1OO4wokTJ1SzZk0lJSXZx9y1DOKHH36ol19+OdfHfHx8VK5cOcXFxenixYu5btOkSRMtX75cvr43vqMMAFjJ008/rfnfT9P2JxvIy+P6dyv9q9XH49Xp+x2SLl9Hp02bpsqVK5sRJm5hRel156VLl+Tn5+fWGOBc1NSaqKs1UVfroabWRF0B5ytK74mKKq495iPHrkGezUeOzUeOXYM8m48cm48cm8NpyyC+99579t/r1aun1atX2xu18qJDhw768ccf5enpKZvNpsTERE2ePNlZ4aGI2LJlS46xevXqXXcfb29vtWrVSosWLdKLL76Y4/HExERNnDjRSRFeduLECd1///32Ri0/Pz999913N2WjVkJCgnr27OnQqOUu69aty7Uxr0OHDlq+fLkuXbqkQ4cOKTY2VhcuXNDo0aNVqlSpHHP8/e9/d1XIAFAkGIah76Z/q961Sua7UUuSmkUGqWJwMdWvX1+rVq2iUQuWd62mb9y8qKk1UVdroq7WQ02tiboCcAeuPeYjx65Bns1Hjs1Hjl2DPJuPHJuPHJvDKc1aR48e1YYNG+x/f/755ypWrFi+57nrrrvUt29f+zJ5Vy8/B2vYvHlzjrEbNWtdYbPZ9MEHH+TaBLhgwYLChmZ3/vx5tW/fXsePH5ckeXl5acaMGXmOs6iIiYnR2LFjVa9ePa1atcrd4Sg7O1svvPCCMjMzHcb/+c9/asGCBWrZsqU8PP53SQoNDdWrr76qNWvW5Fgm87PPPtOmTZtcEjcAuFJqaqqmTp2qu1vcrTIRpRUYFKCIsmXUrl1bJSWnqGpowb65YLPZVCPMX5HlysnLy6mrYANFUmJiortDgJNRU2uirtZEXa2HmloTdQXgDlx7zEeOXYM8m48cm48cuwZ5Nh85Nh85NodTmrXWrl0r6fIHgZUrV9Ydd9xR4Ll69+4t6fIdJHK7CxNuXikpKdq7d6/DWEREhMLDw/M8h4eHh/r3759jfP/+/YWOT5Li4uLUvn177d692368KVOmqHPnzk6Z3yyxsbGaPHmy3nrrLfXs2VO1atVS2bJl9cILL+jw4cPuDk+SNGfOnBzNep06ddK777573f2qVq2qadOmOYxlZ2dr9OjRTo8RANwlOztb77zzjspFltPjjz+umEsHdNt9JXX345VVs0Oo9p/eLkkFuqvWFd6eNqWnpzsrZKBI8/T0dHcIcDJqak3U1Zqoq/VQU2uirgDcgWuP+cixa5Bn85Fj85Fj1yDP5iPH5iPH5nDKrRWu3IFIkqpXr16ouerWrWv/PT4+XgkJCazvbhHbtm1TVlaWw1j9+vXzPU+DBg1yjJ0/f77AcV2RmJiojh07auvWrZIuNx9+8803euyxxwo9t9m2b9+uvn37ujuM6xozZozD397e3ho3blye9m3ZsqXuuece/fbbb/axOXPm6MSJE4qMjHRqnADgapmZmer9eG99P+N73flwZTV9pLFKlQ902KbtE7X0RsvZOpeSUeDjnLuUpUphYYUNF7gpREdHuzsEOBk1tSbqak3U1XqoqTVRVwDuwLXHfOTYNciz+cix+cixa5Bn85Fj85Fjczjlzlo22//u8hAcHFyouQICAhz+TkpKKtR8KDpyu1NaQZYWDAwMzDFWkGU3r5acnKz7779f69evt4+NGzdO/fr1K9S8uOz48eNavny5w1jnzp0VFRWV5zn69Onj8HdmZqZmzpzpjPAAwG0Mw9CAAQM0a9ZMPfafO9Xlb/VzNGpJkoeHTVXql9KsfQVrTj4an6r1J+PVunXrwoYM3BT27dvn7hDgZNTUmqirNVFX66Gm1kRdAbgD1x7zkWPXIM/mI8fmI8euQZ7NR47NR47N4ZRmrdKlS9t/P3XqVKHmunDhgsPfJUqUKNR8KDr+ugSeVLBmrdzuolWmTJmChCRJSk1NVZcuXbRq1Sr72IcffqjnnnuuwHNK0rBhw2Sz2Rx+btXmr59++inHWH7vBHb//ffnuMXi4sWLCxUXALjbqlWr9NVXX6nL3+urTuvr3ynwjoeraMOJBO04m/9G9knbYxQUEKCePXsWNFTgpmIYhrtDgJNRU2uirtZEXa2HmloTdQXgDlx7zEeOXYM8m48cm48cuwZ5Nh85Nh85NodTlkGsVq2apMtFWrduXaGWLvz999/tvwcHB8vf398ZIaIIcFaz1rZt23KM3XXXXQWISEpPT9dDDz2kpUuX2sfeffddvfTSSwWaz13uuusunT59+rrbREREuCianK5evlC6fDe+Fi1a5GuOkJAQ1apVSzt27LCPrVy5UpmZmfLycsqlDABcbuy4sQqvEKxGnSrecNuazcsqOKyYRq49pqldasrjqjubXs/JxDRN3HVO/Z56TsWLFy9kxMDNobB3+0XRQ02tibpaE3W1HmpqTdQVgDtw7THH7NmzlZ2dLUmKi4vT9u3bJUkeHh565JFH3BmaZXEum48cm48cuwZ5Nh85Nh85NodTOhzuuOMOhYeH69y5c0pPT9eIESM0evToAs316aefSrrczNG2bVtnhIciIDU1Vbt373YYCwwMLND6prktfffAAw/ke57MzEw9+uijWrBggX1s+PDh+uc//5nvudzNx8enUHcXM9tfG/Vq1qxZoLvmNWjQwKFZKykpSUeOHGGdXAA3pZiYGP0we7Y6DLjNYUnpa/H08tD9f6un6W+s09Dlh/VOq0o3bNg6m5yu7nP3KCCkpIYMGeKs0IEi769Lq+PmR02tibpaE3W1HmpqTbdqXffv36/jx48rMzNToaGhqlu3rry9vd0dFnDLuFWvPWbr2bOn0tPTc4z7+PgoLS3NDRFZH+ey+cix+cixa9yKeTYMQzt37tSZM2ckSeHh4apTp06ePgcpiFsxx65Gjs3hlGUQbTab+vTpI8MwZBiGPvjgA02ePDnf87z55ptavny5/e8ePXo4IzwUAX/88YcyMzMdxm6//fZ8X5S/++47bd261WGsevXq6ty5c77mycrKUu/evTV37lz72NChQ/Xvf/87X/PgxmJjY3X8+HGHsdtvv71Ac9WuXTvH2MGDBws0FwC4w8mTJ7V+/XqtWLFCX3/9tTIzs1S/Y4U8739bq0h1/lt9fbH1lHrP263t11gSMSMrW3P3nle773bqgorp14WLinRTL+BsJ0+edHcIcDJqak3U1Zqoq/VQU2u6leqampqqqVOnqumdd6hatWpq27atOnTooMaNG6ti+SgNHz5cp06dcneYwC3hVrr2wNo4l81Hjs1Hjl3jVspzfHy8Pv30U9WqXl2333677rnnHt1zzz2qW7eualarqo8//lhxcXFOP+6tlGN3IcfmcEqzliS9/vrrKlWqlGw2m7Kzs9W/f3899dRTOnDgwA33XbNmjTp06KARI0ZIutz81ahRIz388MPOCg9utmXLlhxj+V0CcevWrXrmmWccxjw8PPTll1/KwyPvp7JhGHrqqac0Y8YM+9grr7yit99+O1/xIG8OHTqUY6x8+fIFmqtcuXI5xmjWAlDUZWZmas6cOWrXrq0iIyPVpEkTtWrVSm+88YY8vT3kH+STr/maPFxFPUY01ZrYFLWYsk33TN+hz7ec0uw95/Tdn2f11uojqvPNVvX7eY8q1WmodRs2qlatWiY9O+TXxIkTZbPZ1K9fv1wfNwxDAwYMkM1mU1BQkFatWmV/7I8//lDfvn1VsWJF+fr6yt/fXzVr1tTAgQP1559/Fjim119/XTabLUdjPQAAAHCzO3jwoOrWuU2PP/64vE/t1RdtKmh1t+pa172G5naqojYlMjT6nRGqXKmSvvvuO3eHW6QV5L3M8uXLZbPZcv3x8vJSVFSUnn32WftdF/Ji9uzZuvvuu1WiRAn5+vqqatWqevHFF3Xu3Lk8z3HkyBH16dNHZcuWlY+Pj8LDw9W5c2etWLEiz3MAAADgf9auXavoSpX08ksvqdL5GE2oXFbLalTQ8poVNKlyWVW5cFavvPyyoitV0po1a9wdLlAkOGUZREkKCgrS9OnTdf/99ys9PV2GYWjChAmaMGGCKlSooJIlSzps36tXL50/f17btm3T+fPnJV1+Q3dlrgkTJjgrNBQBf10GT8pfs9aUKVM0cOBAJSYmOoyPHDlSLVq0yFcsM2fO1MSJE+1/+/j4aMeOHerYsWOe9i9durQmTZp0w+2GDRumYcOG5Ss2Kzpx4kSOsaioqALNVbZs2Rxj+fmHGABwtV27dqlL5/t16PBRNagbpPf/U0m1qvvL19dDU2ee1eTvC3YNu61lOVW8PUzvdP5ZaaFR+tfK3crKypIkBQcFqkevvhowYIDq1KnjzKcDF3jhhRf02WefKTg4WAsWLFCTJk0kXb67aJ8+feTp6al27drp/vvvV2pqqrZu3apx48bpiy++0JgxY/Tcc8/l63hJSUl5el1zs4mMjHR3CHAyampN1NWaqKv1UFNruhXqeuTIETW/q6n8M5K1+KFqqhFazOHxyEAfNSpdXEMbZ+n1tafUo0cPZWZmqnfv3m6K+OaW23uZK6tolCtXTl27dnXYPj4+XmvWrNGXX36pX3/9VRs3blTp0qWve4xPP/1UgwcPVkBAgO69914FBwdr5cqV+uSTT/Tjjz9q8+bNCgsLu+4cR48eVcOGDRUbG6vmzZurS5cuOnz4sH755Rf98ssvmjFjhrp161aoXODaboVrD24NnMvmI8fmI8eucSvkee3atWrburVu8/XShzXKq4y3YwtKpI+3mgX660xGpl4+cU5t27TR4iVL1Lx5c6cc/1bIsbuRY3M4rVlLktq0aaMZM2aod+/eSk5OlnS5AevIkSM6evSofTvDMOzfVLrSoHVlObzAwEDNmjWLO0BYTH7urJWdna2LFy/q6NGjWrFihcaPH6+dO3c6bOPl5aV3331Xf//73/MdS0pKisPf6enpWrhwYZ73r1Ah78tVQYqJickx9tfmzbwKCgrKMXblWgMARc3mzZvVtm1rlSsj/Ty9lm6rUdzh8bq1iysz44wSL6QqMKzYNWa5tvizlyRJn4wZoxYtWigxMVE+Pj4qViz/c6FoeOGFFzRu3DiFhoZq0aJFatiwoSTpzJkzeuqppxQcHHz5G0rR0Q77/fTTT3r44Yc1aNAgtW3bVlWrVr3ucVJSUrR161Zt2rRJX3/9da6N1Te7xMREFS9e/MYb4qZBTa2JuloTdbUeampNVq9rdna2HurSRb5pSfrh/koq6XftfwYP8vHUxy0i5e1h0xP9+6t+/fqqXbu2C6O9+V3rvcwV0dHR+uijj3Lsl5WVpR49emjmzJkaNWqUPvjgg2seIyEhQUOGDFFoaKg2bNigKlWqSLp8N+sePXpo1qxZ+uSTTzR8+PDrxvr6668rNjZWH3zwgf72t7/Zx+fOnauHH35Yr776Ks1aJrL6tQe3Ds5l85Fj85Fj17B6nuPj4/VAp066zddLEyuUlu91VsMq7e2l8RXK6ImjMXqwc2ftP3RIISEhhY7B6jkuCsixOZy2DOIVXbp00ZYtW9SkSZMcjVhX3+b4iiu/G4ahunXrasOGDWrbtq2zw4Ibpaen52i2kqTGjRvnegtsT09PlSxZUg0bNtTLL7+cY9+7775bv//+e4EateB6f22OkyQ/P78CzZVbAwLNWgCKotOnT6tTp3tVKcqmGV9XzdGoJUkt7wqWj6+HNs8/UqBjbP7liEqFl1LTpk3ty0zQqHXzGjRokMaOHatSpUpp6dKlDh9u/Pzzz0pOTtYLL7yQo1FLkjp37my/C8C8efNueKylS5eqefPmeumll3J9jWYF8fHx7g4BTkZNrYm6WhN1tR5qak1Wr+vSpUu1bccOvdcs4rqNWlfYbDaNvKuswvy89Omnn7ogQuu43nuZG/H09LQ3TF25C9e1LFiwQCkpKerdu7e9UUu6/KXel19+WZK0adOm685hGIZ++OEHhYaGavDgwQ6PPfjgg6pataqOHj3KnfxNZPVrD24dnMvmI8fmI8euYfU8T5kyRbEXL+rDyFLXbdS6wtfDpg8jSykhIcFpKz5YPcdFATk2h9ObtaTL35RZs2aNli5dqm7duik0NFSGYeT6U7x4cXXs2FFz587V1q1bVb16dTNCghvt2LFDGRkZhZrDz89P//jHP7R582atXLlSjRs3LvBc/fr1u+b5mJefI0eOFOq53GpSU1NzjBW0mSC3/XKbHwDc6ciRI3r44Yd17txFHT2RptYP/qn2XXfrw89PKuZsun27EsFeeqBDqDbOPajsLCNfx0hLydC2hcf17DPPysfHx9lPAS42ePBgjRkzRmXKlNGyZctUt25dh8fPnj0rSbp06dI153jxxRc1cuTIPH0w0qhRI82cOdP+U6pUqcI9gSLo6i+HwBqoqTVRV2uirtZDTa3J6nUdN3aMaoQVV5Myef/2t4+nh3pGB2vqlMlKSEgwMTrruNF7mbwIDAyUlPsXPq+WkJCgKlWqqFGjRjke8/T0lCT5+/tfd464uDhFRETo7rvvtu9TkHlQcFa/9uDWwblsPnJsPnLsGlbOs2EYGvfpp7onOCDH0ofXE+7tpQ7BxfXZmE/tN/8pDCvnuKggx+YwpVnrilatWmnGjBk6d+6cdu/ercWLF2vGjBmaPn26FixYoG3btunixYuaP3++unTpYmYo+ZKZmamPP/5YderUkb+/vyIiItSrVy/t3bs333MZhqGoqCj17t37mtskJydr+PDhql69uvz8/BQVFaVnn31Wp0+fLszTKDI2b95c6DkuXbqk8ePH69ixY06ICK6UnZ2dY6ygjQW5zcVdZAAUFQcPHtT993dS5cqVtXHTHypTsaNCo3opuGwPJRl3a9z4C7rr3u16/pWD9qatx7uH6+KZS1o1PX+vMRZ9uUsZqVl65plnzHgqcKEXX3xRn376qcqVK6fly5fnutzKlbEPP/xQ7733nk6dOpVjm4YNG2rIkCFq1arVDY9ZpkwZde3a1f5jxQ8iqlWr5u4Q4GTU1JqoqzVRV+uhptZk5bpeunRJ8376SY9FB+f7Q4We1UOVnHJJ8+fPNyk668jLe5m8WLdunaQbn5NPPfWUDhw4oMcff9xhPDs7W2PGjJEkdejQ4bpzhISE6MCBA5o7d26Ox3777Tft3r1bzZo1Y4kXE1n52oNbC+ey+cix+cixa1g5zzt37tTuffvUPSQg3/s+GhKofQcPadu2bYWOw8o5LirIsTny3uJYSNWrV78p7pplGIb69u2rb7/9VpUqVVLv3r119uxZff/99/r555+1cuXKfH1DaN68eTpx4sQ1H09LS1OnTp20fPly3XbbberTp48OHz6sr776Sj/99JM2btyocuXKOeOpuU1uzVqVK1e2f2vqasnJyYqJiVFSUlKOx86fP69u3bpp2bJlat68uSmxwvly+wC4oHday8zMzNP8AOBqmzZtUocOHZWeWUy17viHylRsJy8vxyVfMxu9pFOHFmjFuknq0nuvvv08WrfXLq4XnorQmM93yre4t5o8VOUaR7jMMAwt/uZPrZ11QGPHjlVUVJSZTwsme+mll/TJJ59IksqWLeuwlMfVOnXqpC5dumjevHl69dVX9eqrr6patWpq2rSp7rzzTrVo0aLAH4wURlpamtLS0ux/F6W7D+zfv19Vq1Z1dxhwImpqTdTVmqir9VBTa7JyXS9cuKCsrGxVCs7/lwXLFPeWn7enzpw5Y0Jk1pHX9zLXc+7cOf3666969dVXJUnPPfdcvvYfMWKEjh07ptWrV2vPnj168skn1b9//3zNsWjRIv300086cOCAFi9erBo1auibb77J8/5F+T1RUWXlaw9uLZzL5iPH5iPHrmHlPF95zVzRN/+vuyv4ejvMURhWznFRQY7N4bJmrZvFnDlz9O2336pp06ZasmSJ/Pwuf9A6f/583X///erbt+8NOzxPnDihP/74Q8uWLdPnn39+3W3Hjh2r5cuX6+GHH9b3339vv9XyuHHjNHDgQA0cODDXb/rcTLZs2ZJj7JdfflGNGjVy3d4wDP3xxx8aM2aMxo8f73D7w8zMTD333HPasWMHt9u7SeT2TbSr/xEjP3Jr4qNZC4A7paam6ssvv9SQ14bK17+8Grd/Tz6+wblu6+VdXOWrP6LwqJbauvwl9Xr+gOZNqa6/Dyin5JRsTXh/qw5tPqumXaNVsW5Jh//PZWcb2r8+Rr/PPKj9G2I0cuRIDRgwwFVPEyaYPXu2kpKSVKVKFaWmpmrjxo1688039fbbb+fY1sPDQ3PmzNGMGTP07bffauXKldq3b5/27dunSZMmSZKqVq2qt956S48++qjLnsPIkSM1fPjwHOP79+9XQECAoqOjdfz4caWlpcnPz09lypTR4cOHJUnh4eEyDEPnzp2TdLmR/9SpU0pNTVWxYsVUtmxZHTp0SJJUsmRJeXh42JeDrFixos6ePauUlBT5+PiofPnyOnDggCQpNDRUPj4+Onv2rLKzs1WhQgVduHBBSUlJ8vLyUuXKlbVv3z5Jl79VX6xYMfvdbMuXL6+LFy8qMTFRnp6eio6O1r59+2QYhoKDgxUQEKCTJ09KkiIjI5WYmKj4+HjZbDZVq1ZN+/fvV3Z2tgIDA1WiRAkdP35c0uUPr1JSUhQXFyfp8pdYDh48qMzMTAUEBCg0NNR+99iIiAilpaUpNjZW0uW6Hj16VOnp6fL391d4eLh9Se7SpUsrKytL58+flyRVqVJFJ06csOc7IiLCnsMrS11ene/Tp0/r0qVL8vX1VWRkpA4ePGjPt6fn/z6g/Gu+K1SooP3799vz7evr65DD2NhYe76rVKlivztxiRIl5O/vb78zXFRUlOLi4pSYmCgPDw9VrVrVId+BgYH2L72UK1dOCQkJ2rt3rz3fBw4cUFZWlgIDAxUSEuKQw9TUVF28eFHS5W99HTp0yJ7vsLAwHT16VNLlu8ylp6fb8x0dHa1jx47lmu/w8HBlZ2fb8329c7ZUqVKy2Wz2c7ZSpUqKiYmx5zsqKsp+zoaFhcnLy8sh3+fOnVNycrK8vb1VsWJFe76vd87eKN+RkZFKSEhQQkKCPd9XztmgoCAFBQXZ8329c/ZG+a5ataqOHDmijIwMFS9eXKVKlXI4ZzMzM3XhwgV7vi9cuKDs7GyXXyNiYmIkiWuESdeIK9dgV14jkpKSHPLNNcK514jU1FT7vq68RrjrdcStco1ISkqy19VqryPS0tLUvXt3+VYpodTkfUotXlIpwRGyGYYiDqxUTOW7lO3pLb/Esyoed1Lno+pfruvpP5VeLEgPP1JLwcHBMgzD1GtEhQoVdDPKz3uZK1asWHHNf8u12WwaOnSo7rvvvnzFMXXqVIeVME6cOKFTp07l60tNW7Zssd+VS7p8V7bt27fn+UvnRfk9UVG9lp0/f15Vq1a96V/vuOM90fVe71yLYRimX8us8nonv++Jrrzm5fWOea93zp49K39/f64RJr4nOn/+vKKjo7lGyNx/N0lMTLQf12rXiOzsbHXv3l1pJYOVvmOLLpWLUlp4GXlkZKjk7yt09u42koeH/E6dlM+Fc4qvU0+SFLx9q9JDwtS9zp32G3UU5j3R1ddkrhHm/LvJlWsy14i8XyNKly6tG7EZzlgI1ELuvvturV69WqtWrcpx96Y77rhDGzdu1OrVq9WsWbNrztG1a1fNnj3bYaxXr16aOnVqjm2joqJ06tQpHT58WOXLl7ePZ2dnq2zZsjp79qyOHTumyMjIAj2fhIQEBQcHKz4+XkFBQQWaozAyMjIUGBjo0JwTEBCg+Ph4eXjceBXOL7/8Us8++2yO8Tlz5ujBBx90ZqiW99d/EGnZsqWWL19u+nGnTZuWYxnQyZMn57hleV4sXbpUbdu2dRgbN26cnn/++ULFCAD5dfjwYb300kua/+uvysrKkpGdLU8vX/kFlFHZivepXJX75VOsxDX3T005pw2LnlD7Fh76+J3KkqTvfzyncRNidORoqkqWD1Dl+uHy8fNUWnKmDm+5oPMnE3R73Toa9uZwPfTQQy56pnC2iRMn2r/tXbNmTS1evFg7d+5Ux44dZbPZtGzZMrVo0eK6c2RnZ2vXrl1av369li5dqgULFtjfPE2aNEl9+vTJV0wVK1bU0aNHlZGRIS+vvH+XI7dvkUdFRbntdefVTp06pbJly7o1BjgXNbUm6mpN1NV6qKk1Wbmuly5dUkBAgN68o4yerF0yX/vGJGeo0Xe79e2336pHjx4mRXhzKsh7meXLl6t169YqV66cunbt6vCYp6enypQpo44dO6pOnToFiikuLk67du3SiBEjtGDBAtWqVUvbt2+3fyE6L9LS0nTixAlNnz5dw4YNk2EYWrVqle6666487VtU3xMVVVa+9riTr6+v0tPTc4z7+PgU+IvTuD7OZfORY/ORY9ewcp537Nih22+/XRMql9Xdgfm7ucbapBQ9fvCUNm/erAYNGhQqDivnuKggx+Yw7c5ax44d0549e3Tu3DldunRJ2dnZ+Z7jmWeeMSGya0tJSdH69esVGhqaazNWq1attHHjRi1duvS6zVqvvPKKHnvsMUnSrl27NGzYsFy327dvn06cOKH69es7NGpJl++g0KJFC82cOVPLli0rUGNLUbBr164cbwbq1auXp0Yt6fI5sGDBAs2ZM8dh/IsvvqBZ6yaR24X7Skd2fuV2K8yKFSsWaC4AKKinnnpKEyZOVHZWlkpWqqJKTe5SsYBAZaan69yhAzqw9msd2PG1ylbqqBoNX5SnV7EccxTzL6Xy1Xvql98+079fyVBYqLe6P1BK3bqU1FdTYvTORydUKiBSaelpCg4K1v3t7tZzzz2vO++8kztLWkT16tW1YsUKlSpVSmXLltXAgQM1ZswYPf744/rjjz9UokSJa+7r4eGhOnXqqE6dOnrqqaeUnJysQYMGacKECXr33Xfz3axVUL6+vvL19XXJsfLrevnDzYmaWhN1tSbqaj3U1JqsXFc/Pz916dxJ361ZoidqheXrPdT0fbHy9yuW77s83UoK8l4mOjpaH330kdNjKVGihJo1a6a5c+eqevXq+vPPP7VmzZobfgHmar6+vqpSpYpef/11JScn691339XXX3+dp2atovyeqKiy8rUHtxbOZfORY/ORY9ewcp5vu+021ahaVd+fj8l3s9b3sYmqWrmy6tWrV+g4rJzjooIcm8PpzVpff/21/vvf/9pvPVYYrm7W+uOPP5SRkaHatWvn+ia+Vq1akuRwe+XcNGnSxP57yZLX/vbW5s2bJV2+kOUmr8cryq48x6vltzv2rbfe0ty5cx2WQ1y0aBEdnDeJatWq5Ri7chvA/Mptv0qVKhVoLgDIr4yMDNW+rbb279uvSnfepfoPdVN4dM5r3KX+z2jPkkXaPPM7JcYdUMNW78vbN+c3astWvk8Htn+p7388r+f7R0i6fBdEw5B8vL21ft2G697KHje3Jk2a2G+fLEmjR4/W4sWLtWfPHj377LOaMWOG/bHixYvLw8NDiYmJuc5VvHhxjRw5UhMmTLDfbvlWd/z48TwvXYKbAzW1JupqTdTVeqipNVm9rgMGvqD2P87ThjMpurNM8Tztk5FtaNq+ePV+vI+Cg3Nf3h75ey/jTH369NGxY8c0ZcqUHEsd+vr6qmHDhjp69Kh9qZLcfPvtt/ryyy/Vq1cvPf300zkev9Kgdb05UDhWv/bg1sG5bD5ybD5y7BpWzrPNZtOAQYP08ksv6UxGpkp756315FxGphbEJ2vUG8PzfIOX67FyjosKcmyOwp/9V+nZs6eeffZZ7d+/374Wdn5/JMldKzNeWSOzTJkyuT4eEhIiSfa1Yovi8dLS0uzrZV75cactW7bkGGvYsGG+5qhdu7ZatWrlMJadna1Zs2YVJjS4SLly5VS8uOM/iu3atatAc11ZB/mK4sWLKzo6usCxAUBeZWZm6vbb62j/vv1q2K2n2r8yNNdGLUnyCwpW/Ye66YG33tWlS8e1ddVQZWdl5NjOxzdYpco216Jl//t/dXa2oW9nx6p79+40at1i/Pz8NGXKFHl5een777/XxIkT7Y/VrVtXSUlJ2rhx4zX3z8zMlCSHD00AAACAW1Xbtm11+2219cqa07pwKfOG2xuGodfWnNT51AwNGjTIBRFax/XeyzhTTEyMVqxYofXr1+f6+NGjRyUpxwoWf7VixQr9+OOPhZoDAAAAl/Xp00clgoP1t+PnlJaHldbSsg397cQ5BQQGqG/fvi6IECi6nNas9eGHH+q7776TYRiy2WwFXqLHXY1akhQfHy9JKlYs53JFkhQQECDp8p01iurxRo4cqeDgYPvPX79l5GrOuLOWJPXo0SPH2MyZMwsUE1yvfv36Dn9v27atQP+t/7X5784775SXl2mruQKAJCk5OVnNmjXT3r37VLNdRzXq3jNPr3NKVamqe4f8WxfP/qGTh+bnuk2x4qV14WKW/e+VaxN09HiKBgwY6LT4cfNo1KiR/v3vf0uSBg8ebL9L1pUPi/r165frnbMuXryo5557TpLUrVs3+3hKSor27NlzS95ti7uvWg81tSbqak3U1XqoqTVZva4eHh6aO+8nJXv56eFfj2jfxdRrbpuYnqWXV53Qd/ti9fXX31xzFQRc27XeyxRUfHy89uzZo2PHjtnHunfvLkkaNWqUkpKSHLb/9NNPtXnzZkVHR+vOO++0j+/Zs0d79uyx//v6vffeq4CAAC1cuFCrV692mGP//v0aMWKEJKlXr16Fih/XZvVrD24dnMvmI8fmI8euYfU8BwcH68eff9b2tAw9cfSMzmZc+4sS5zIy9eTRGG1NzdCPP/2s0NBQp8Rg9RwXBeTYHE7pcsjOztaoUaPsH1wahiF/f3917NhRDRo0UHh4uLy9vZ1xKFP5+PhIuvzBVm7S0tIkSf7++Vtz1ZXHe+211/Tyyy/b/05ISHBbw1ZWVpa2b9/uMObn56eaNWvme64HHnhAzz33nLKv6sj9/fffdfbsWYWHhxc6Vpirffv2Dv8AcuHCBW3evFmNGjXK8xwXL17UH3/84TDWokULp8UIALk5ffq02rRtpz27/5TNw0ONH+2Vr4b0iJq1Vb5+Yx0/MFeR0V1y7Hu5yf3y7zFn0/XaiONq0uQOhyWVcWsZOnSo5s+fr3Xr1qlXr15avXq1evTooe3bt+vdd99VzZo11axZM1WtWlUeHh46cuSIVq1apZSUFLVt21ZvvfWWfa4NGzaodevWqlChgo4cOeK+J+UGKSkp3J3OYqipNVFXa6Ku1kNNrelWqGulSpW0Zu063dexg9r8sE8to4LUu1qIaof5yctDOp2codn74zT7ULwyDJumTZumnj17ujvsm1Zu72UKas6cOerfv79atmyp5cuXS5L69++vadOmafny5apatarat28vb29vbdmyRVu3blVQUJCmTZsmT09P+zxX/h368OHDqlixokJCQvThhx/q6aefVuvWrdWhQweVL19ex48f16JFi5Senq4hQ4aoZcuWhcoFru1WuPbg1sC5bD5ybD5y7Bq3Qp7vuusuLV66VA906qQWe46pQ3BxPRoSqAq+3rJJOpqWoRkXE7UwPlmBgYH6bfGvuvvuu512/Fshx+5Gjs3hlGatK00zVz6AbNq0qWbNmqWIiAhnTO8yV5p+Ll68mOvjV5YtLFeuXJE9nq+vr3x9fQsfnBP8+eefunTpksNYvXr1HN4w51V4eLiaNm2qNWvW2Meys7P1448/6umnny50rDBXhw4d7N+uu2L27Nn5atb68ccflZWV5TDWtWtXp8QHAH+VlJSkL7/8UkOHvqH0jCx5eHqq0p13yT8k/9/0uO3e+zX/7TcVf36XSpRy/IZ2asoZlQvx1MEjl9R/0CF5eYVo9uw5Bb5DKW5+np6emjJliurVq6f169dr2LBhGjFihEaOHKn7779fn332mdasWaO1a9fKMAyVLVtWnTt3Vq9evdSpUyfOnf8XFxen0qVLuzsMOBE1tSbqak3U1XqoqTXdKnWNjo7WHzt2aubMmRo35lM9vWSTw+Nlwkvp70OG6umnn1ZkZKSborSG3N7LtGvXzqnzz58/X++9955mzpypmTNnKisrS1FRUXruuef0z3/+UxUrVrzhPE899ZQiIyP14Ycfau3atVq4cKFKlCihNm3aaODAgerUqZPTYkZOt8q1B9bHuWw+cmw+cuwat0qemzVrpgOHD2vSpEka9+kn6nPwkMPjVStX1qg3hqtfv34KCQlx6rFvlRy7Ezk2h1OatQ4cOCDp8t0hfHx8NHv2bJUpU8YZU7tUrVq1JEk7duzI9fG9e/dKkurWrevU4/317lNmHc/VnLUE4hUPPvigQ7OWJM2dO5dmrZtA48aNVb16dfs5LUnffPON/vWvf9mX+7ye7OxsffTRRw5jDRs2VO3atZ0dKoBbXHZ2toYPH64PPvhISUmJ8vTyl5e3tzLS0lStRZsCzRlVt4F8A4J07tQ6h2at9NQ4nTuxWqHFfNSh25+qGh2t+b8u5HayFtevXz/169fvuttER0fnWNZDkpo3b67mzZvn+VitWrXK07LDt9pdtwAAAHBr8fPzU58+fdSnTx/t2bNHJ06cUEZGhkJDQ9WgQYObYkWIoqCg72Xy8p4kr8fy8/PTG2+8oTfeeCNP81zr2B07dlTHjh3zHRcAAACurUSJEnrxxRc1ePBg/fHHHzp79qwMw1B4eLjq1q0rDw8Pd4cIFClO+S/i7NmzkiSbzabmzZvflI1a0uW7N9WrV0/nzp3LtdFo/vz5stlsTnsj17BhQ4WFhWnbtm06c+aMw2Pp6elasmSJAgICnHobQFfasmVLjrGGDRsWeL4HHnggx9iSJUuUmJhY4DnNNGzYMNlsNoefG/2DhlXZbDaH5Tkl6dy5cxo+fHie9n/33XdzLIE4YMAAp8UHAJKUkZGh7t276623RqhERCtJUuWajysj7fI/NPsXcP10m4eH/IJLKCM9wWH85MFflJ2dpfTMcL333gdav2FTnr4FDODGqlev7u4Q4GTU1JqoqzVRV+uhptZ0q9a1Ro0aateune69917deeedNGoBLnarXntgPZzL5iPH5iPHrnEr5tlms6levXpq3769OnTooPr165vaqHUr5tjVyLE5nPJfhb+/v/33m23pw78aPHiwJOnVV19VRkaGfXzcuHHatm2bHn74YfsHqadPn9aePXvsyxXml6enpwYOHKjMzEy98sorDt/0eeONN3TmzBk9++yzKl68eMGfkBs5+85aVatWVc2aNR3G0tLSNH/+/ALPiYJp1apVjka0iRMnXnefPn365FjS8/3339eUKVOuu9+ECRNyfFuuevXq6tu3b4FiB4BrGTBggObM+VH1Wo2Qt2+QvLz9FVr6f8u1GtnZBZ7byM6Szfa/l12XkmN0dM903XPPPdp/4JBefPFF1vsGnOjgwYPuDgFORk2tibpaE3W1HmpqTdQVgDtw7YFVcC6bjxybjxy7Bnk2Hzk2Hzk2h1Oata5ericlJcUZU7pNv3791KVLFy1btky33Xabnn32WbVr104DBw5U+fLl9fHHH9u3fe2111SzZk2NGTOmwMcbOnSoGjVqpKlTp6phw4Z67rnn1KRJE40ePVp169bVsGHDnPCsXC87OzvHnZCKFStW6GXrHnzwwRxjc+bMKdSccI1ixYpp7NixDmOGYahv37569tln7cupXrFp0yb17NlTTzzxhLKvapDw8PDQ119/LU9PT5fEDeDWsG7dOn399deqeefLKl2+hU4dXKCyFTrK1zfYvk1CzOkCzZ2VkaGUi7HyKXZ5HfZLyTHatuIVlQ4voSlTJstmsznlOQD4n8zMTHeHACejptZEXa2JuloPNbUm6grAHbj2wCo4l81Hjs1Hjl2DPJuPHJuPHJvDKc1ad999t71xYseOHc6Y0m1sNptmz56tkSNHSpImTZqkPXv26Omnn9batWtz3BmosHx9fbVixQr94x//UGxsrCZOnKgzZ87olVde0YoVKxQQEODU47nKnj17lJyc7DBWp04deXl5FWre3JZCnD9/vtLS0go1L1zjgQce0CuvvOIwZhiGvvzyS1WtWlVlypRRtWrVFBAQoMaNG2v69Ok55hg1apSaN2/uqpABWFhWVpY2btyoX375Ra+99pqKB0UosmonGdlZSrt0XoElqsrHN1SeXj4KLl1ce5YuLNBxDq5drYzUSwor00hHdk/Xxt+eVXCgocWLF6l06dJOflYAJN20r6FxbdTUmqirNVFX66Gm1kRdAbgD1x5YBeey+cix+cixa5Bn85Fj85FjcxSuc+b/lSpVSq1atdKSJUt08OBBLV26VG3atHHG1G7h5eWlIUOGaMiQIdfdbuLEiTdc+q1Vq1YOyxvmxt/fX6NGjdKoUaPyG2qRtWXLlhxjDRs2LPS8d9xxhyIiInT69P/ubpKYmKglS5bovvvuK/T8MN/o0aOVkZHhcJe6K86cOaMzZ87kup+Hh4dGjBiRo9kLAPLr/PnzGj9+vD7/bJwOHzn6/6M2VW/4vGw2D2VlXW4A9vD0kaeXr8pE3aML5xYrfvsfijt5QiXKRebreDvnz5NPsRBtWjJIHjape/fueu+9/6pMmTJOfmYArggNDXV3CHAyampN1NWaqKv1UFNroq4A3IFrD6yCc9l85Nh85Ng1yLP5yLH5yLE5nHJnLUkaPny4PDwuT/fCCy8oLi7OWVPjJrR58+YcYw0aNCj0vDabTV26dMkxXhSXQhw2bJgMw3D4uVFz363AZrPpo48+0qxZs1S+fPk87VOzZk0tXLhQr732msnRAbC6GTNmqHz5KP37jX+pURUfzR3VSe8PvluSoYjK7SVdbtKyeXgpIy1eklQ++mGlJqXJN8BHq8d/pqx83O5134qlOntgnzxtaRrx1nCdPHlCU6dOoVELMNmxY8fcHQKcjJpaE3W1JupqPdTUmqgrAHfg2gOr4Fw2Hzk2Hzl2DfJsPnJsPnJsDqc1a911113697//LcMwtHfvXnXo0EFHjx698Y6wpA8//DBHo9LTTz/tlLk///zzHHN/9dVXTpnbyv6as+XLlxd4ruXLl+eYr1+/fvma45FHHtGBAwc0Y8YM9ezZUzVq1FBAQIA8PT0VHBysOnXq6Mknn9Qvv/yiHTt2qF27dgWOFwAk6ZNPPtFjjz2mjneU05aJPfTpy63U5LYI++O+xUIkXW4qLVGyts6cXClJCgqprrDS9WUzpFM7t2vpJ/9VZnr6DY934PdVWjb2QwUGBurkyRMaMmSISpUqZc6TAwAAAAAAAAAAAHBTcMoyiJKUkJCgl156SceOHdP48eO1adMm1a5dW926dVPTpk1Vrlw5+fv7y9PTM89ztmjRwlnhASiCvL291b17d3Xv3t3doQCwsBMnTqhbt25av26d+txbQ6MGNpfNZrM/7vn/dwY1ZOjKaFT1B7V91XAlxR9WQHAl3X7nf7R+2TPy8Y/VkY1r9cOQF3X7/Q+pSvMW8vYtZp/LMAyd2btbOxf8ogOrlysoKEgHDx5USEiIK58ycMuLiIi48Ua4qVBTa6Ku1kRdrYeaWhN1BeAOXHvMMWHCBGVnZ0uSLl26JD8/P0myr4YD5+NcNh85Nh85dg3ybD5ybD5ybA6nNWuVKFHC/sGnzWaTYRhKSUnR5MmTNXny5HzPZ7PZlJmPZYYAAAD+avbs2erWrZsMw5C3p00/rT6kX34/rNIh/mpet5z63l9TYcGXm61SEk8qILiCJKlMhZbaszFEh/ZMVZ07XpdPsRA1bjlOW9f8XakZh5SWdFbLP/9Ya6d8rcjbG8o3IECZ6Wk6f+iAYo8dlc3DQ+3atdPChQv5hzHADdLS0twdApyMmloTdbUm6mo91NSaqCsAd+DaY46ePXvafz937hx3dncBzmXzkWPzkWPXIM/mI8fmI8fmcPqnh4ZhSLrcbHWleeuvy6Xl9QcAAKAg9u3bp2rVqqlrt67y8Lj8mqJGlK86NS6uR5oGqHakoRmLd6vZMzP1+Zzt8vfz0Yl9P9n39/D0UbUGz+r00YU6vGeqJKmYfynd0fpL1Wr4qjyMspIhZVy6pKObftfeZb9p/8plij1+TB4envph9mz99ttvNGoBbhIbG+vuEOBk1NSaqKs1UVfroabWRF0BuAPXHvORY9cgz+Yjx+Yjx65h5TzHx8dr/fr1WrJkidavX6+4uDi3xGHlHBcV5NgcTruzlvS/Ri0arQAAgLssXbpUHTq2l/5/WcPud4foyfahahDt77Bdanq2flwXrzHzzis9PUMn9s1V1fpPy9PLV5IUWbWTLiWf0f4/vlBqyhlVqdVPvn4lFVXlAUVW7qK4CzsVd36HMjOSlJGeoNizG5WZEav5v/ysNm3auP6JAwAAAAAAAAAAmGjz5s0aO3asvvv2W1266o5LxXx89FjPnho4cKAaNWrkxgiBm4PNcFJn1aRJk5wxjYO+ffs6fc5bTUJCgoKDgxUfH6+goCB3hwMAgGmys7P18ssv65NPPpZfkI8ykjP09YtR6nxn8HX3S8vI1oCxJzR3bbxKRd6tBm1GOjx+bM8P2rtpnLKzMxReroUiyreTb7EwZRuZSkk8ruMH5yjh4j5FRVXQ7Nkz1bhxYzOfJlBkFaXXndnZ2dzZzmKoqTVRV2uirtZDTa2Jut46Jk6cqP79+6tv376aOHFijscNw9DAgQP12WefKTAwUL/88ouysrLUunXrXOfz9PRURESE7rvvPv3nP/9R6dKl8xTH7Nmz9dFHH2nHjh26dOmSypcvr/vuu0+vv/56npdsy8zM1Icffqhp06bpwIEDMgxD1atXV79+/fTCCy/k6ZzOzMzU+++/rylTpujQoUPy8PBQtWrV1Lt3bw0aNEje3t55iiU3Rek9UVHFtcd85Ng1yLP5yLH5yLFrWCnPGRkZGjBggL7++muVLearx0oUV6ug4gr08FBSdraWJyTru/gUnbyUqieeeEKff/55oV5b5ZWVclxUkWNzOK1ZC0UTbxABALeCL774QoMGvaCs7CwFhPgq4XyqvnoxSo80K5Gn/TOzDPV494iW70hSVM1eqt7wOftyzpKUkZ6kUwcX6tjeOUqOP+Kwb61atfXuuyN13333ydPT04nPCri5FKXXnYcPH1alSpXcGgOci5paE3W1JupqPdTUmqjrreNGzVoDBw7UuHHjFBwcrAULFqhJkyZavny5WrdurXLlyqlr164O28fHx2vNmjXav3+/oqKitHHjxhs2bH366acaPHiwAgICdO+99yo4OFgrV67Uvn37VKFCBW3evFlhYWHXnSM7O1udOnXSr7/+qsjISLVv317Jycn67bffFBsbqyeeeELffPPNDfPRtWtXzZ49W5GRkWrXrp0yMzM1f/58xcbGqlOnTvrpp59uOMe1FKX3REUV1x7zkWPXIM/mI8fmI8euYZU8Z2dnq8djj+mH2bP1ZtkwdQsNktdVn6FckWUYmhmboGGnLujBBx/UjJkzTW/ysUqOizJybA6nLoMIAADgSoZhaPDgwRo7doyutJ8HhviqVinPPDdqSZKXp00j+5fVHS/t05Fd05R4YYeiajyq8Khm8vDwkrdPgCrUfESR1bro5MFfdXL/j4o/v1fDhw/Xv//9b3OeHIACS09Pd3cIcDJqak3U1Zqoq/VQU2uirpCkF154QePGjVNoaKgWLVqkhg0bOjweHR2tjz76KMd+WVlZ6tGjh2bOnKlRo0bpgw8+uOYxEhISNGTIEIWGhmrDhg2qUqWKpMt3uOrRo4dmzZqlTz75RMOHD79urN9//71+/fVXNWvWTIsWLZK/v78kKSYmRk2bNtX48ePVs2dPtW3b9ppzLFmyRLNnz1bTpk21ePFi+xwXLlxQkyZN9PPPP2vZsmXXvKsYCo9rj/nIsWuQZ/ORY/ORY9ewSp7fe+89zZw5U2MrllH74IBrbudps+mxsGCFeXlqwA8/aNSoUXrttddMjc0qOS7KyLE5uFcZAAC4ab355psaM+Zyo1aJIG95F/PUyf3xerJ9aL7nii7rq5Z1AlQ1KlgVS5zVtuX/0uofHtG2FW9q5++jtG3Fm1ozt7v+XDtataqV1C+//EKjFlBEXfnQBdZBTa2JuloTdbUeampN1BWDBg3S2LFjVapUKS1dujRHo9b1eHp66m9/+5skafny5dfddsGCBUpJSVHv3r3tjVqS5OXlpZdfflmStGnTphsec+bMmZKk4cOHO5y/ZcqU0auvvipJmj59+nXnmD17tiTp1VdfdZgjLCxMTzzxRJ5jQcFx7TEfOXYN8mw+cmw+cuwaVshzRkaGPnzvPT0aGnTdRq2r3RMcoB5hQfr4gw9Mb/SxQo6LOnJsDqc1a3l6esrT01NeXl46duxYgec5cOCAfS6+wQIAAHKTkZGhf/7znxrx9juSpICwCPmUrief4hEqXsxDne8s2HIDvduEaP/xeH0ztI2WfPqwOjcJ1Zmjy2RL3a4aFbPVv293/fHHH/p9zWrdd999znxKAJwoPDzc3SHAyaipNVFXa6Ku1kNNrYm63toGDx6sMWPGqEyZMlq2bJnq1q2b7zkCAwMlSSkpKdfdLiEhQVWqVFGjRo1yPObp6Skpbx/+HDx4UJJynad8+fKSpOPHj193joyMDFWpUkW1a9cuVCwoOK495iPHrkGezUeOzUeOXcMKeZ47d65izp3T4yWD87Vf75LBOnP+vObOnWtOYP/PCjku6sixOZzWrGUYhv2nMDw8POzz7Nq1y0nRAQAAq0hMTNR999+v/773niJvb6s2L05Sp+FL1falKSp3WyuVLeknH6+CvcSpEO4jSboQn6ralcMUVSZQfn6+2r59m5YtW6oxY8bo9ttvd+bTAWCCI0eOuDsEOBk1tSbqak3U1XqoqTVR11vXiy++qE8//VTlypXT8uXLc21cyot169ZJkqpVq3bd7Z566ikdOHBAjz/+uMN4dna2xowZI0nq0KHDDY83evRozZkzR8HBOT8kXLt2rSSpdOnS153jq6++0oEDB3LEHB8fr4kTJ8rT01Pt2rW7YSwoOK495iPHrkGezUeOzUeOXcMKef5u+nTVD/RXdT/ffO1XrZivGgT6a/q335oU2WVWyHFRR47N4eXMyWw2W6Hn2Llzp/33+Pj4Qs8HAACsIz09XV0eeFBr121QqxfGq0z1Jg6PG0a2PArxcsTz/3u8sg1Dq/84pY9n/KGBLwxSiRIlCj4pAAAAAABFwEsvvaRPPvlEklS2bFmHZQnz6ty5c/r111/tSw8+99xz+dp/xIgROnbsmFavXq09e/boySefVP/+/W+4X/v27XMdX7lypd5//31JUrdu3fIcR0JCgl5//XXFxcVp4cKFSkxM1JgxY1S9evU8z5GWlqa0tDSHOQEAAKwm5vRpVfTyLNC+lbw8dfLUKSdHBFhDvpu1PvnkE8XFxeX6mGEYstls+uijjwr0oWZsbKymTZsmm80mwzDk4+OT7zkAAID1pKam6vvvv9fQoUN16vQZtRk8QeFVG+fYzrd4CZ2Mz1B2tiGPAnRtnY7NlCRt3XdWb3yxTi1btdLo0aMLHT8A17rRN+px86Gm1kRdrYm6Wg81tSbqeuuZPXu2kpKSVKVKFaWmpmrjxo1688039fbbb19znxUrVlzzC9o2m01Dhw7Vfffdl684pk6dqr1799r/PnHihE6dOqWoqKh8zZORkaF3331Xb731ljIyMtS7d2917tw5z/unpKTo008/tf9drFgxbd++Xenp6Xn+XGLkyJEaPnx4jvH9+/crICBA0dHROn78uNLS0uTn56cyZcro8OHDki4vJWMYhs6dOydJqly5sk6dOqXU1FQVK1ZMZcuW1aFDhyRJJUuWlIeHh86ePStJqlixos6ePauUlBT5+PiofPnyOnDggCQpNDRUPj4+iomJkSRVqFBBFy5cUFJSkry8vFS5cmXt27dPkhQSEqJixYrp9OnTki4vJ3nx4kUlJibK09NT0dHR2rdvnwzDUHBwsAICAnTy5ElJUmRkpBITExUfHy+bzaZq1app//79ys7OVmBgoEqUKGFflrJs2bJKSUlRXFycUlNTJV1e1jIzM1MBAQEKDQ3VsWPHJEkRERFKS0tTbGysJKlq1ao6evSo0tPT5e/vr/DwcPudHUqXLq2srCydP39eklSlShWdOHHCnu+IiAh7DkuVKiVJDvk+ffq0Ll26JF9fX0VGRtqX2ixZsqQ8PT115syZXPNdoUIF7d+/355vX19fhxzGxsba812lShX7+V6iRAn5+/vr1P9/YB0VFaW4uDglJibKw8NDVatWdch3YGCgTpw4IUkqV66ckpKSHPJ94MABZWVlKTAwUB9//LEuXrwoSfLx8ZGHh4dSU1Pl6empcePG6dChQ/Z8h4WF6ejRo5KkMmXKKD093Z7v6OhoHTt2LNd8h4eHKzs7257v652zpUqVks1ms5+zlSpVUkxMjD3fUVFR9nM2LCxMXl5eDvk+d+6ckpOT5e3trYoVK9rzfb1z9kb5joyMVEJCghISEuz5vnLOBgUFKSgoyJ7vq89ZSapevbr9nA0MDFRISIhSU1O1d+9eRUREKDU11Z7/qlWr6siRI8rIyFDx4sVVqlQph3M2MzNTFy5csOeba8S1852amqqTJ09yjXDCNSIkJMQhh1fO2dTUVBmGwTVCzr9GXJ1vHx8f+3Fv1mtE07uayjeqnIz923WuRVtJkv/xo/JKTFBCrTqXc7p1oy6Vi1JaeBl5ZGSo5O8rdPbuNro9IUW+6ZlKSkpy6jXi6tcRV1+TuUY47xohXb6L7qFDh+zXZK4Reb9G5OU9t83I57qFlSpVshfraldPU5g7bF1p+JKkhg0basOGDQWeC5e/zRMcHKz4+HgFBQW5OxwAAPLFMAy9//77emfk27oYGycvb29VbvaYGnb7V67bnz+8Tb+995hmvFZR99QPzPfx+rx3VEu3JyslNUv169fTmjW/y8/Pr7BPA7glFKXXnRcuXFBYWJhbY4BzUVNroq7WRF2t51apaWpqqi5cuKDMzEyFhoYqMDD/7yduJrdKXSFNnDjRfueqmjVravHixdq5c6c6duwom82mZcuWqUWLFg77LF++XK1bt1a5cuXUtWtXh8c8PT1VpkwZdezYUXXq1ClQTHFxcdq1a5dGjBihBQsWqFatWtq+fbs8PfN2x4bffvtNgwYN0t69e+Xh4aEhQ4boP//5T573v8IwDJ09e1a///67hgwZon379unZZ5/V559/nqf9c7uzVlRUVJF4T1RUce0xh6+vr9LT03OM+/j4OJyjcB7OZfORY/ORY9ewQp4fevBBnVj6m76rXDbf+/Y8dFplWrXRj/PmmRDZZVbIcVFHjs3h4e4A/urKXbUMw9Azzzzj7nAAAICbZGdn6+mnn9arr76qeq1Lq9ughsrMyFDVFj2uuU9YxboKi6qurxfG5vt4p2IzNH9jgi6lZally5bauHETjVrATerKN3RgHdTUmqirNVFX67FyTQ3D0O+//67evXopOChIkZGRqlixooKCgtS2dSvNnj1bGRkZ7g7TFFauK3JXvXp1rVixQmXLllX79u01cOBAZWdn6/HHH7/mShrR0dH66KOPHH7ef/99vfrqqwVu1JIuf1O9WbNmmjt3ripUqKA///xTa9asueF+KSkp6tu3r9q3b6+9e/fqzjvv1IYNG/T222/nu1FLuvxZROnSpfXQQw9p3v9/gDh+/HhlZmbmaX9fX1/7N+mv/OD6uPbAKjiXzUeOzUeOXcMKee7arZs2JaboQGrOxuDrOZSarg2JyerWvbtJkV1mhRwXdeTYHAVq1rrSTHX1z40ez89PxYoV9cUXX+ipp55yypMEAAA3n6FDh2r8+PHq/0Yz9Xr1Tv25MUalqzVWUOnK19zHZrOpyt29tXhrgn7/MznPxzIMQ+98d/nWvg8++JAWLVpUoH/oBfJq4sSJstls6tevX7737devn2w2m/z8/JSQkFCg4//www9q3bq1wsLC5Ovrq+joaP3973+3394YAADA6s6dO6fWLVuoWbNmWjN/rl6pF6ZJ7StqWodKGt28nBL3blHXrl0VXbmStmzZ4u5wgUJr0qSJfQkXSRo9erRq1KihY8eO6dlnnzXtuH369FGrVq3sS9lczdfXVw0bNpQk+xIj15Kamqp77rlHkydPVkhIiMaPH6+1a9fa97+R2NhYtWrVSo888kiuj1evXl2hoaHKyMjgwygAAICrdO3aVSVDQvTthfh87ffthXiVDAnJcadWAJd55XeH7777zr6u+BWGYahNmzaSLn9I+u2336pMmTL5DubKGpPlypXL974AAMAa4uLiNHr0aI0aNUphEUFa/dNB7fj9hE4fSVRYtao33L/inQ/o2Kaf1GP0Vv3wenk1jPa/7vaGYWjE9DP6dnmc+vTpY2+iAYqipKQkzZo1S9LlDytmzZqlJ554Il9zjBw5UkOHDlVAQIDuu+8+FS9eXCtXrtQHH3yg3377TWvXrlXx4sXNCN9lqlSp4u4Q4GTU1JqoqzVRV+uxYk3PnTun5nc1VezpE5p4T0W1iQqUx1/eA/SsHqY/L1zSP34/rRZ3N9fiJUvVpEkTN0XsfFasK/LHz89PU6ZMUdOmTfX999/r3nvvLdCXSW4kJiZGK1as0Pr16xUVFZXj8aNHj0qSypcvf915Ro0apd9//11RUVFasWKFKlWqlK84goKCtHHjRl26dEnnzp1zaFyTpPj4eMXFxcnf358lXkzEtQdWwblsPnJsPnLsGlbIs6+vr1548UW9NXy4WgX6q0XQjf/teHViiqbGJmro66+rWLFipsZnhRwXdeTYHPm+s9add96pli1bOvy0atVKkuwfbDZt2jTHNnn5adKkCY1aAADcok6ePKmnn35aZcuW07ujRqtM7bsUXLm1Mvwa6fDhAF08lyIPL+8bzuPp5aNmT49RsdI11WnYEb3/w1mdjcu5dIlhGNqwL1m9/ntUH849p9GjR2vSpEk0aqFImzVrlpKTk1WvXj1J0pQpU/K1/8mTJ/XGG28oLCxMf/zxh2bMmKHx48frzz//VJcuXbRjxw69++67JkTuWidOnHB3CHAyampN1NWaqKv1WK2mhmHo4QcfUOzpE5pzX0W1Kx+Uo1Hrilphfvq+Y0XVCvZS5/vv05kzZ1wcrXmsVlcUTKNGjfTvf/9bkjR48GAdPHiwUPPFx8drz549OnbsmH2s+/8vezNq1CglJSU5bP/pp59q8+bNio6O1p133mkf37Nnj/bs2eOwDOmkSZMkSTNmzMhTo9bp06e1Z88e+12yvLy89NBDD8kwDL355psOq4WkpaVpwIABys7OVvfu3eXtfeN/e0DBcO2BVXAum48cm48cu4ZV8vyvf/1L9957r54/dlY/XUzMsfLaFYZh6OeLiXru6Bnd07693njjDdNjs0qOizJybI5831nregzD4ANOAACQb5s3b1bbdvfoUkaWKt71kCrf/aBCK9SSh8f/liL8+fUHlJaYtyXafPyD1GrwZG2bM0qjZ8/WqJnn1PnOQN1e0U++PjbFJWXpp/Xx2n08TRFlSun7779Rt27dzHp6gNNMnDhRkvTNN9+odevWWrFihY4fP57rN9Rz88MPPygrK0vPP/+8Klf+35KiPj4+GjlypObNm6fp06frrbfeMiN8l0lLS3N3CHAyampN1NWaqKv1WK2mK1eu1Orf12pqh0qqFOR7w+39vT30desoNZ25T1999ZVef/11F0RpPqvVFQU3dOhQzZ8/X+vWrVOvXr20evXqAs81Z84c9e/fXy1bttTy5cslSf3799e0adO0fPlyVa1aVe3bt5e3t7e2bNmirVu3KigoSNOmTZOn5//e/9esWVOSdPjwYVWsWFEnTpzQ4cOH5e/vrxkzZmjGjBm5Hj86OlovvPCCJOm1117TpEmT9Oabb2rYsGGSpHfffVdLlizRZ599ppUrV6pZs2ZKTk7WqlWrdOzYMdWuXVvvvfdegZ8/boxrD6yCc9l85Nh85Ng1rJJnLy8vzZw9W/379dPfZszQmAsJ6hlcXK2CiivA00NJWdlakZCsb+OTdSD5kh7t3l0TJ02Sl5dT21FyZZUcF2Xk2BxO+6/j8OHD9t+5OxYAAMiLzMxM9ezZU7NmzZIhSYahfUumad+SaSoeWkbRrR9TdMuu8gsuqYjbmungitnKTE+Vl8+Nb5vr5VNMjR59U7d3fkmH1s7Rzz+9r3nr4mUYkoeHFBwcol9/nav27dvLwyPfNxsFXO7w4cNauXKl6tWrpwYNGuiBBx7QlClTNG3aNA0ZMiRPc1z5pnyjRo1yPHZl2ZHjx487L2g38fPzc3cIcDJqak3U1Zqoq/VYrabjxo5VdKi/WpYLyPM+YX5eeqBykL74bJyGDBnikg8czGa1uqLgPD09NWXKFNWrV0/r16/XsGHD1K5dO6fOP3/+fL333nuaOXOmZs6cqaysLEVFRem5557TP//5T1WsWPG6c8TExEiSUlJS9PHHH19zu5YtW9qbtXITGRmpjRs3asSIEVq4cKEmTJggb29vVa1aVU899ZRefvnlm35J+KKOaw+sgnPZfOTYfOTYNayU52LFiunb6dP13PPPa9zYsRr5ww9669R5++Nenp566KGH9NXAgWrZsqXLbvJjpRwXVeTYHDbjWveogyUkJCQoODhY8fHxCgoKcnc4AADY7dmzR02bNlVcXJxKlCihhg0bqnTp0vL09NSlS5e0b98+7fpztwzDUK37nlLlZg9q3pCOurP3O6rc9OF8Hev0n6u0fOzTqhzpr0MnUtSzZ09NnTqVO4LCbSZOnKj+/furb9++9rtl3ciwYcM0fPhwvffee/r73/+un3/+WZ07d1bt2rW1c+fOPM2xZcsWHTt2TM2bN1fJkiUdHvvtt9/Uvn17RUVFOSxbkldF6XVnRkYGS5dYDDW1JupqTdTVeqxU08TERIWGhuj1hqX11G0lb7zDVbafT9F9Px7QokWLdM8995gUoetYqa5AUVGU3hMVVVx7zOHr66v09PQc4z4+PtwJwyScy+Yjx+Yjx65h5TzHxMRo165dSkhIUFBQkGrXrq0yZcq4PA4r57ioIMfmuPm/BgYAAG46u3btUqNGjeTj46PHHntMFStWzNE4VbVqVbVp00abNm3S6p+/UErsaZW5rbn2LJmg8g3vlZdP3jr5s7MytWvB57J5eCo+xVcTJ45T3759zXhagGkMw9DkyZPl4eGhHj16SJLat2+vEiVKaNeuXdq6davq169/w3kaNGigBg0a5Bg/efKkBgwYIEl5XhI0LS3N4R99ExIS8rSfKxw6dEjVq1d3dxhwImpqTdTVmqir9VippmfOnFFmZpZqhd34Tr1/VTP08vuPEydOODsst7BSXQHcPLj2wCo4l81Hjs1Hjl3DynkuU6aMW5qz/srKOS4qyLE58tSsNXToUIe/33nnnRtu4wy5HQcAANzczp8/r1atWql48eLq3bu3/P39r7mtn5+f7r77boWGhmreT/NU5e5HdG7fZv0+/mU1e/IjeXr7XvdY2dlZ2vDtv3X+0FaNGzdWzz33nLOfDuASK1as0OHDh9W2bVuVLVtW0uVvyD700EOaMGGCpk6dmqdmrdzMmjVLAwcO1NmzZ1WrVi29+eabedpv5MiRGj58eI7x/fv3KyAgQNHR0Tp+/LjS0tLk5+enMmXK2JdODw8Pl2EYOnfunCSpcuXKOnXqlFJTU1WsWDGVLVtWhw4dkiSVLFlSHh4eOnv2rCSpYsWKOnv2rFJSUuTj46Py5cvrwIEDkqTQ0FD5+Pjo/PnLt9+uUKGCLly4oKSkJHl5ealy5crat2+fJCkkJETFihXT6dOnJV1eBvLixYtKTEyUp6enoqOjtW/fPhmGoeDgYAUEBOjkyZOSLi+fkpiYqPj4eNlsNlWrVk379+9Xdna2AgMDVaJECftykmXLllVKSori4uIkSdWrV9fBgweVmZmpgIAAhYaG2u9kFhERobS0NMXGxkq63LR69OhRpaeny9/fX+Hh4Tpy5IgkqXTp0srKyrI/1ypVqujEiRP2fEdERNhzWKpUKUlyyPfp06d16dIl+fr6KjIy0r5EZsmSJeXp6akzZ87kmu8KFSpo//799nz7+vo65DA2Ntae7ypVqmjv3r2SpBIlSsjf31+nTp2SJEVFRSkuLk6JiYny8PBQ1apVHfIdGBho/zC8XLlySkpK0t69e+35PnDggLKyshQYGKiQkBCHHKampurixYuSpGrVqunQoUP2fIeFheno0aOSLv+DUnp6uj3f0dHROnbsWK75Dg8PV3Z2tj3f1ztnS5UqJZvNZj9nK1WqpJiYGHu+o6Ki7OdsWFiYvLy8HPJ97tw5JScny9vbWxUrVrTn+3rn7I3yHRkZqYSEBCUkJNjzfeWcDQoKUlBQkD3f1ztnb5TvqlWr6siRI8rIyFDx4sVVqlQph3M2MzNTFy5csOf74sWL2rt3r8uvEVeWUuIaYc414soxXX2NuDrfXCOce41IT0+37+vKa4QZryMyMjLUsmVLeTWoobM+mSp5fItiqjSXJAXEHpNXRoriSte4vO+xzUoKq6jU4mHyzExVyUPr1b17d3l7e+vs2bM3/TUiJSXFXtdb4XVEUbxGVKhQQQAAAACAW1OelkH08PBwuNtFVlbWDbdxhtyOg/zh1ssAgKJm2LBheuedd/TMM8/k6/9Nq1at0u9r16nJUyO1fvzrComqrfoP/0NhFevm+hrk4sm92jHvA8XsXq0JEybo8ccfd+bTAAolv8sg9uvXT5MmTdL48ePVv39/+/jChQvVsWNHRURE6Pjx4/L09MxzDPv27dPgwYO1cOFCSVKnTp00adIkhYaG5mn/3O6sFRUVVSRed8bGxub5eeDmQE2tibpaE3W1HivV9OzZsypdurTGtS6vLpVL5Gvf08kZavzdbs2cOVNdu3Y1J0AXslJdgaKCf4u/Ma495mAZRNfjXDYfOf4/9u47Oqpq7eP498yk9046gSREQATpiqiIVBVBsSBdUVCqXr0qekUUr4KKSFUURRGVJhaaECA06Uo31BRCOimTXmbm/YPLvEQIJGFOEg7Px8VaZOaUfX7P9jCT2bO3+iTj2iE5q08yVp9krI5qLYNoNputPiCrLs8jhBBCiNpVVlbGnDlzuPXWW6v9i8u2bduya/duCjLPcf9rC9nx2b/Z8NGTeAQ1IfzOx3H2CUZBoTA3jbhdP5F55gAN/AP49ddf6d27t0pXJIT68vPzWb58OQBPP/00Tz/99GXbpKSksHHjRrp3716lY3788ce88cYblJSUEBQUxEcffcSTTz5ZrXbZ29tjb3/12e2EEEIIIeoTPz8/2ra+nWWnzlR7sNaKU9k42Ntx3333qdM4IYQQQgghhBBC3DSqPFirChNwVWkbIYQQQty8fvnlFzIzM3n44Yerva+joyPNmjXj1OYfaP7gs/SZto6N054m79xB/lz+XoXXIW3atmPe1GU8/PDD2NraWvMShKh1y5cvp6CggGbNmtGuXbvLnj9x4gQ7d+5k0aJFVRqs9dJLL/HJJ5+g1+v597//zVtvvYWzs7MaTa8zGRkZ8k0fjZGaapPUVZukrtqjtZq+MGYszzzzNPGGEsLcqjbw3Ggys+hELk8OeEozWWitrkKIG4Pce4RWSF9Wn2SsPsm4dkjO6pOM1ScZq6NKg7U2b95slW2EEEIIcfMxm82YTCb0ej27du3C09MTPz+/Gh0rqkkTDh08SFF2Gs7egSiKQpNWvjz3TmdWLzzE6oVHmDRpEm+//bZ1L0KIOnRxmcSpU6fy4IMPXvb80aNHufXWW1m5ciUFBQVXHXgVExPDJ598gq2tLb/88gu9evVSq9lCCCGEEPXSE088wb9f/hev/pHCom6h2Ol119znoz/TOGcoYsyYMbXQQiGEEEIIIYQQQmhdlQZr3XPPPVbZRgghhBA3h5SUFL788ku+/noBSUnnKCsrx9nZETc3dxwcHGp8XEdHRwBKC/JASSUtdg9RD0cw7/WtHN6ZxBtvvMGkSZOsdRlC1Lm4uDi2bt2Kn58fPXv2vOI2zZs3p0WLFhw+fJiVK1cyaNAgABITEyksLCQgIAB3d3cAvvnmGwAmT56s6YFajRs3rusmCCuTmmqT1FWbpK7ao7WaOjk5sfynlXTv1o1nNiYy794QXOz0V9zWZDbz8Z9pzDqYztSpU2nTpk0tt1Y9WqurEOLGIPceoRXSl9UnGatPMq4dkrP6JGP1ScbqqPIyiEIIIYQQ15KXl8eYMaP5/vvvsbXV0aNbKI8/2hJ7ez0GQynf/XAcs9mpxscvLy8HQG9nz6mYpQBsWXmC229vxdKl03nsscesch1C1JZ169Zx7733Vvp8cHAwZrOZgQMHYmNT+Uv3AQMGcPjwYb777jvLYK0hQ4awZcsWvv76a4YNGwbAtm3bAIiNjWXChAmVHm/GjBnVvZR6JSUlhdDQ0LpuhrAiqak2SV21SeqqPVqs6T333MOq1at5tF8/Oi4/yePhbgy6xZtGbnYoikJ2cTlLTmaz6EQOCTlFTJs2jZdffrmum21VWqyrEKL+k3uP0Arpy+qTjNUnGdcOyVl9krH6JGN1VGmw1g8//EBZWRkA/fr1w9XV9bJtvv32W8vf+/fvj5NTzT+IFUIIIcSNJzMzk27d7ufkyb+ZMLYlDz3QCFdXuwrbGI1mPv/yGKWlpdjZ2VVypMqlp6ej6PSYTEZObPyeqCZN+Oabb2jXrh2KoljrUoSoNWlpaaSlpVX6/MV+PXTo0Kse58knn2TixIlER0eTmpqKv7//FbdLTU0FKr52v5IbfbBWUVFRXTdBWJnUVJukrtokddUerda0W7duHDpyhLlz57Lgi/nMP3IcO70OvU6hqMyIna0tjz32GEvGjaNDhw513Vyr02pdhRD1m9x7hFZIX1afZKw+ybh2SM7qk4zVJxmro0qDtQYPHozZbAYufPPsSoO1hg0bZvkw6d5775WRdUIIIcRNpLi4mD59HiIx4SQLPr+PJpGeV9yuV8+GzPnsEEePHuX222+v1jnMZjN//nWAwNs6s2POBHw8XNm0aRMBAQHWuAQhatWwYcMss11ZQ6NGjSyv1y+KiYm5bLv8/HyrnbM+s7e3r+smCCuTmmqT1FWbpK7ao+WahoWFMW3aNCZPnsy6detITk6mrKwMb29vevTogZ+fX103UTVarqsQov6Se4/QCunL6pOM1ScZ146r5VxSUsLx48fJycnBycmJRo0a4e3tXYut0wbpy+qTjNVRpcFaNjY2lJaWoigKBoOh0u3MZrPMaiGEEELcRNLS0li+fDm//vorO3fu4tF+4eTnl1X6msC/gTN33xXE/v37aNWqVbVeNyQkJJB1PhP70oO4Odrx+6aNMlBLCHFFwcHBdd0EYWVSU22SumqT1FV7boaaOjo60q9fv7puRq26GeoqhKh/5N4jtEL6svokY/VJxrXjSjnHx8fz+eef8+Xnn5OZnW153Eav59FHH+WF0aPp3LmzjLuoIunL6pOM1aGrykbe3t6Wm8Fnn31GeXm5qo0SQgghRP32xx9/cMcddxAQGMC48WPZ9ec2vAOdWRd9lhGjNvL4wLUs/+kkxcWXv2Z46skmZGRksmPHjiqfr7CwkDVr1qIoCo1DAtm3dw/Nmze35iUJITTk9OnTdd0EYWVSU22SumqT1FV7pKbaJHUV1bVw4UIURal0hmCz2cwLL7yAoii4ubmxbds2YmJiUBTlin9sbGwICQlh5MiRV10a/p9WrFhB586d8fDwwN7ensjISMaPH09GRkaVj1FeXs6HH35Iq1atcHFxwdnZmdatWzNz5kxMJlOVjyOqT+49QiukL6tPMlafZFw7Ls3ZbDbz0UcfER4eztyPP+ZBvYklEUH8HhXKL5EhvN7Ak72rfuOee+7hgd69ycvLq8OW3zikL6tPMlZHlWbWuv3221mzZg2KovDZZ5/x9ddfExwcjIeHBw4ODuj1+grbv/zyy7i4uFx34+666y6efvrp6z6OEEIIIayjsLCQ3r17s2XLFrwCnHl4TCs69G6Mk5sdACaTmRP7Utnx0yne/3A/P/1yhpnT78bH29FyjLZtGvDCyBbM/XwbAJ06dbrqN0QMBgNLlizBYMjl+eefZ86cOepepBBCCCGEEEIIIaplzJgxzJs3D3d3d9atW0fHjh0tS7MHBQXRv3//Ctvn5uayY8cO5s+fz9q1a9m7dy8NGjS46jlmzZrFuHHjcHFxoVevXri7u7N161ZmzpzJL7/8wv79+6+5dJDJZKJPnz6sXbuW4OBgnnjiCQoKCtiwYQPjx4/n4MGDLFiw4LqyEEIIIYS4knfffZdJkybxnK8HYxp44aSvOK9Ocyd7hvi4E20o4JWN0XS//342xcTg6OhYyRGFEDeyKg3Wevzxx1mzZg1wYcRncXExp06duuIHq2azmRUrVlitgTJYSwghhKgf1q1bx0MPPUh5uREXT3t0OoW9a+NIT8ij25BmeAU4o9Mp3NI+gFvaB5B0PIv5r2zl2ec3sfCL+3F3//81rZ8Z3hwUhbmfbSM29m/atGlL8+bNsbOzs2yTkZHBn3/+yaFDh9DpdMyePZsXXnihLi5dCHGD8fHxqesmCCuTmmqT1FWbpK7aIzXVJqmrsKYxY8Ywd+5cvLy8WL9+PW3atKnwfEREBDNmzLhsP6PRyIABA1i2bBlTp05l+vTplZ7DYDDw2muv4eXlxZ49ewgPDwcuzJI1YMAAli9fzsyZM5k8efJV27p06VLWrl1Lp06dWL9+PU5OTgCkpqZyxx138NVXX/HUU0/RtWvXaqYgqkLuPUIrpC+rTzJWn2RcOy7m/NtvvzFp0iRe8vfihQZelW6vKArd3F341taGgX/uZ/To0Xz11Ve11dwbkvRl9UnG6qjSMoiDBw+md+/emM1mAMtUxUIIIYS4OQwYMIBevXphNF74uSCnnOzUcs6dzOGPX07xTv9VfPT075w+mG7ZJzjKizFzunI+p5j/TN5V4XiKojBieHM+n3MfIcE61q1bx6xZs/jyyy9ZuHAhc+fO5csvv+Tvv/9m0KBBJCYmykAtIUSV/XPmX3Hjk5pqk9RVm6Su2iM11Sapq7CWsWPHMmfOHHx9fdm0adNlA7WuRq/X8+KLLwJYZuGqzLp16ygsLGTQoEGWgVoANjY2vPTSSwDs27fvmudctmwZAJMnT7YM1ALw9/fnlVdeAeCHH36o8jWI6pF7j9AK6cvqk4zVJxnXjos5f/jBB7R3deZ5P88q7XebkwMv+nmy6NtvSU1NVbOJNzzpy+qTjNVRpZm1FEXh559/5osvvmDNmjXExcVRWFhoGbwFkJCQgKIomM3mCo8LIYQQ4sZVUFDAbbfdxpkzcehtnAgJ60fDxo/j4hqOoigYjaWkJW8k/vT3nI39k1kvxPDYK7fTqW8kAH4hrvQd35rv3tlFXLyBRmFuFY7frm0DHBz0DH1mA6NGjaK8vJyioiI8PDzo2LEjffv2rTDblhBCVEVaWhoeHh513QxhRVJTbZK6apPUVXukptokdRXWMG7cOGbPno2/vz/R0dE0b9682sdwdXUFoLCw8KrbGQwGwsPDadu27WXPXfzw6NLBV5U5ffo0wBWPExoaCsDZs2eveRxRM3LvEVohfVl9krH6JOPakZaWxtmzZ9n2xx/MbOhfrQlx+nu5Mj0tmwULFvDGG2+o2Mobm/Rl9UnG6qjSYC248A2V559/nueff/6Kz+t0OsxmM4qiEBcXZ3ljI4QQQogb04EDB2jfvj1lZWUEhvTktjbvYGPjXGEbvd6OwJBeBIb0IitzP3v/GMuyD//C3tGWtj3CALj9vlB+nvkXy386ySsvXf4N27NJ+QC8/vrr+Pv7q35dQgghhBBCCCGEuD7jx49n1qxZBAUFsXHjRqKiomp0nF27LszE3aRJk6tuN2LECEaMGHHZ4yaTidmzZwPQo0ePa55v2rRpFBYW4u7uftlzO3fuBKBBgwbXPI4QQgghRFX9+OOPeNnb0c3d+dobX8JNr+cBdye+//ZbGawlhAZVebBWVcjSiEIIIcSNz2Qy8corr/DJjOmYTQqBIQ9we/sPUJSrr57s5dOGO+9dxI7NT7F4yh6a3hGAs5s9NnZ6OjzYmN9+PsW/JrRGp6v4emHlL3F07nyXDNQSQlhNWFhYXTdBWJnUVJukrtokddUeqak2SV3F9ZgwYQIzZ84EIDAwsMKyhFWVkZHB2rVrLUsPjho1qlr7T5kyhcTERLZv305sbCzPPPMMw4cPv+Z+3bt3v+LjW7du5eOPPwbgscceq1IbSkpKKCkpsfxsMBiqtN/NTO496vjrr78sK96UlpZaZqmXz+zUI31ZfZKx+iTj2hEWFkZaWhqhdrbY1uC+3MjOjs1paSq0TDukL6tPMlaHVQdryfKHQgghxI2ttLSUrvd3Zfu27Tg42WA2edGq3ZRrDtS6yNUtnBatJ/HX7lfY8M0x+o69HYDQW7zYmF9Gfn4Zbm7/v6zh6TO57P8zlR9/nKHG5QghblLp6emEhITUdTOEFUlNtUnqqk1SV+2RmmqT1FXU1IoVK8jPzyc8PJzi4mL27t3LpEmTeO+99yrdZ8uWLZUOGlEUhYkTJ9K7d+9qteO7777j+PHjlp+TkpJITk6udr8uKyvjgw8+4N1336WsrIxBgwbx0EMPVWnf999/n8mTJ1/2+MmTJ3FxcSEiIoKzZ89SUlKCo6Mj/v7+xMXFAeDn54fZbCYjIwOAxo0bk5ycTHFxMQ4ODgQGBnLmzBkAfHx80Ol0pKenAxc+LEtPT6ewsBA7OztCQ0M5deoUAF5eXtjZ2ZGamgpAw4YNOX/+PPn5+djY2NC4cWNOnDgBgKenJw4ODqSkpAAXloHMzs4mLy8PvV5PREQEJ06cwGw24+7ujouLC+fOnQMgODiYvLw8cnNzURSFJk2acPLkSUwmE66urnh4eFiWkwwMDKSwsJCcnBxyc3Np3749p0+fpry8HBcXF7y8vEhMTAQgICCAkpISsrKyAIiMjCQhIYHS0lKcnJzw8/MjPj4euDADmtFoJDMzE4Dw8HCSkpIseQcEBFgy9PX1BaiQd0pKCkVFRdjb2xMcHGxZItPHxwe9Xk/a/z4Y/2feDRs25OTJk5a87e3tK2SYlZVlyTs8PNzSTz08PHByciI5ORmAkJAQcnJyyMvLQ6fTERkZWSFvV1dXkpKSAAgKCiI/P79C3qdOncJoNOLq6kqjRo0sGdra2uLh4UF2djZw4XO7M2fOWPL29vYmISEBAH9/f0pLSy15R0REkJiYeMW8/fz8MJlMlryv1md9fX1RFMXSZxs1akRqaqol75CQEEuf9fb2xsbGpkLeGRkZFBQUYGtrS1hYmCXvq/XZa+UdHByMwWDAYDBY8r7YZ93c3HBzc7PkfWmfBYiKirL0WVdXVzw9PTl8+DDu7u4EBARQXFxsyTsyMpL4+HjKyspwdnbG19e3Qp8tLy/n/PnzlrzlHlF53ufPnycoKEjuEVa4R3h6elbI8GKfzc3NpV27dnKPwPr3iEvzPnv2LBEREbj07Yv5yF6y2nbE6OiE3flMXOJOkdW2IwCux49hsnegIKzxhb62I4acVm0JMeu5IyWd0tJSuUf8I++LryMuvSfLPcJ69wi4MPvtmTNnLPdkuUdU/R5Rldl6FbOMsNI0g8GAu7s7ubm5uLm51XVzhBBC1FNms5lPPvmEN958g7KyEh57qS0/frifW5qPI+KWZ6t1LJOpjOg196HT5/H+74+i0ykc/SOZ+S9vYd1vD+Pn5wRAWZmR0eO3knTOTEJCouVbf0KIG1N9et15/PjxGi/DIuonqak2SV21SeqqPVJTbZK6iupauHChZeaqpk2bEh0dzZEjR+jZsyeKorB582buvvvuCvvExMTQpUsXgoKC6N+/f4Xn9Ho9/v7+9OzZkxYtWtSoTTk5ORw9epQpU6awbt06mjVrxqFDh9Dr9VXaf8OGDYwdO5bjx4+j0+l47bXXeOedd6q8/5Vm1goJCakX74nqK7n3qE8yrh2Ss/okY/VJxrXj+PHjfPXVVyyc+SnbmgSjr+bsWm+eTWe/hw8n/jcYSFxO+rL6JGN1WHVmLSGEEELceIqLi2ndujV///03AM+8exdHdpxDQSEk7JFqH0+ns6Vhoyc5GfsZcYczCG/pR1FeKQAuLrYAFBWX88Z/dnLo8HmiozfKQC0hhFXJPUV7pKbaJHXVJqmr9khNtUnqKmoqKiqKLVu24OvrS2BgIKNHj2b27NkMHjyYgwcP4uHhcdk+ERERzJgxw+pt8fDwoFOnTvz8889ERUVx7NgxduzYcdmgsX8qLCzk+eef59tvvwWgQ4cOzJkzhzZt2lTr/Pb29tjb29e4/TcjufeoTzKuHZKz+iRj9UnGtcPOzo5HH32UadOmsTWvkC5uzlXet8BoYnVeEWNHPaliC2980pfVJxmro2prGgkhhBBCkwwGA56envz993HLUoffvLOLv2LOYWvnVuXlD//Jy6c1mE2kJxoAOLrjHKGhrphMZpatOMmgoRvYs+88P/20ks6dO1vteoQQAi5M0S20RWqqTVJXbZK6ao/UVJukrqKmOnbsaFkKBmDatGnccsstJCYmMnLkSNXOO2TIEO69917LkjiXsre3twy0urhUSWWKi4vp1q0b3377LZ6ennz11Vfs3Lmz2gO1RM3IvUd9knHtkJzVJxmrTzKuHQ0bNqRdu3a0adWK77LyqrXvbzl55JeX89xzz6nUOm2Qvqw+yVgdMlhLCCGEuEmNGzcODw8viouL8fS4jVuajOe2WydxS8S/8PXqRllpHtGr7+Pw/skYjcXVOraNzYWlDosLyzGcL+LA5rPY2ero9dBvTPv4L26/vQs7dvzBAw88oMalCSFuchfXoRfaITXVJqmrNkldtUdqqk1SV2Etjo6OLFq0CBsbG5YuXcrChQtVOU9qaipbtmxh9+7dV3w+ISEBgNDQ0KseZ+rUqfzxxx+EhISwf/9+hg8fjlLN5YhEzcm9R32Sce2QnNUnGatPMq4dJ0+eRFEUXnz5Zbbk5vPj+dwq7Xe6uJQP03N4tF8/GShzDdKX1ScZq0OWQRRCCCFuMrm5uTRv3pxz584RHPgg4Y2H4+52+VrTtzZ9lcSknzh+8jMMhhO0v+tzbG1dqnSO8rJ8ANy9Hdmy9Dhmsxkf36Y8NbA7zz77LMHBwVa9JiGEEEIIIYQQQtSNtm3b8tZbb/HWW28xbtw4OnfuTHh4eI2Pl5ubS0pKCk5OTpbBV48//jgbNmxg6tSp9OzZExeX///9xKxZs9i/fz8RERF06NDB8nhsbCwA4eHh2NraAvDNN98AsGTJEho1alTjNgohhBBCVMdTTz3FH3/8wX/mzqXQZGaojzv6SgaM/1lQxOizGQQ1aswXCxbUckuFELVFBmsJIYQQN5HPPvuM559/HoBmt/yLiMbDK93W3t6LyPAR+Hi3Z+eekezfOYH2d81Dp7O95nky0neiKHoK80uJXvQ3jRs3YufOnVa7DiGEuBovL6+6boKwMqmpNkldtUnqqj1SU22SugprmzhxImvWrGHXrl0MHDiQ7du31/hYK1euZPjw4dxzzz3ExMQAMHz4cBYvXkxMTAyRkZF0794dW1tb/vzzT/766y/c3NxYvHgxer3ecpymTZsCEBcXR1hYGElJScTFxeHk5MSSJUtYsmTJFc8fERHBmDFjatx+UTm596hPMq4dkrP6JGP1Sca142LOiqIwa9YsHB0d+e/HH/NNdj5PujvRy8MFLxs9RSYze/OLWJyTz15DAe3btuW31avx8PCo2wu4AUhfVp9krA4ZrCWEEELcBIqKirjvvvvYtWsXAJ4erVAUG9LSt+HneyeKoq90X0+P22jf5lP+2P00yWfXEtywz1XPZTQWkxi3DFcvW5Z9uA8HRwdiYrZY9XqEEOJq7O3t67oJwsqkptokddUmqav2SE21SeoqrE2v17No0SJatWrF7t27efvtt7n//vutevw1a9bw0UcfsWzZMpYtW4bRaCQkJIRRo0bx6quvEhYWdtVjpKamAlBYWMinn35a6Xb33HOPDNZSidx71CcZ1w7JWX2Ssfok49pxac46nY6PPvqIJ554grlz5zLn++/5ODWrwvb33t2ZpWPG0rdvX8vMoOLqpC+rTzJWh2I2m8113QihHoPBgLu7O7m5ubi5udV1c4QQQtSB+Ph42rZtS/b5HEwY0St22Ns4U2osotxUjJNDIA1DHyM05FHs7SsfHf/HnmcxmgrpdN/3Vz1fwpmlHP5zMgDOzk7s3r2H5s2bW/WahBD1T3163Xn8+HGioi5f3lXcuKSm2iR11Sapq/ZITbVJ6iqE9dWn90T1ldx71CcZ1w7JWX2Ssfok49pxtZyzsrLYt28fubm5ODk5ERkZSZMmTWq5hTc+6cvqk4zVITNrCSGEEBr23//+l/+8OQmA2/we4I7ApwhxbYnyv7XQk/IOsyv5Bw6e+owzcd/Svt0cPD1uu+KxGoU+wd4/J5Cb/Tfunk2vuE32+YMcPfA+oNCzZw8WLlxIgwYNVLk2IYQQQgghhBBCCCGEEEKIG5GXlxfdu3ev62YIIeqIzKylcfJtHiGEuDmlpaVx++2tSE1Jx9+5CcNu/Rw3+8oHTeWXnmfRsTGcy4/lzo5f4enR4rJtTKZy1kV3IuKWZ4m45dkKz5nNJlLObeDAntdRFCN//32MyMhIq1+XEKL+qk+vO4uKinB0dKzTNgjrkppqk9RVm6Su2iM11SapqxDWV5/eE9VXcu9Rx4MPPkhZWRkAJpMJnU4HgK2tLatWrarLpmmW9GX1Scbqk4xrh+SsPslYfZKxOmRmLSGEEEJj4uLiaNq0KWUl5TRwjmRky++wt3G56j4udt6MaPE1Xxwaxp59o7nvnlXY2lb8xaJOZ4OtrTu5OX9TUpKFXmdPaWkOqeeiiTu1mKLCczg4OJKRkYmLy9XPJ4QQasrKyiIoKKiumyGsSGqqTVJXbZK6ao/UVJukrkKIuiD3HnVs2LCB0tLSyx63s7Org9bcHKQvq08yVp9kXDskZ/VJxuqTjNWhq+sGCCGEEMJ60tLSaNr0FkpKSjBhYlCzWdccqHWRrd6BQc0+pazMwNmkX664jdlUTkrS72z4rTPrfmnPprXdOXboQ4oKk/H18+Ps2UQZqCWEqHP5+fl13QRhZVJTbZK6apPUtXaZTCbWr19Pv4cfxtfLEztbWzxcXWnftg0LFiygsLDwus8hNdUmqasQoi7IvUdohfRl9UnG6pOMa4fkrD7JWH2SsTpksJYQQgihAaWlpbRt2xZ/f39KS4zoFD1Rnp3xdgyt1nHc7BvQ3Lsb8QlL+OdKyeXlhZSWZXPfk1E8NLIlQREe/3vGTMuWLTl08CA+Pj7WuSAh6pmFCxeiKArDhg274vNms5kXXngBRVFwc3Nj27ZtxMTEoCjKFf/Y2NgQEhLCyJEjSUtLq3I74uLiGD58OCEhIdjb2+Pr60ufPn3YvXt3lY9RXl7Ohx9+SKtWrXBxccHZ2ZnWrVszc+ZMTCZTlY9Tn9nYyATCWiM11SapqzZJXWvPjh07uCUykh49evD3xmgG2umY2MCDUa72uJw6wbMjRhDo34BPP/30stf21SE11SapqxCiLsi9R2iF9GX1Scbqk4xrh+SsPslYfZKxOiRVIYQQ4gZmNBp55JFH+O23VZjNJhxs3Gjs0YFjmRvoGDSwRse8I/ApDh8aTFb2n3h7tbE8npS8GpOpjMM7Usg4a0CnV2jUqDH/+c+bDBgwAAcHB2tdlhA3nDFjxjBv3jzc3d1Zt24dHTt2JCYmBoCgoCD69+9fYfvc3Fx27NjB/PnzWbt2LXv37qVBgwZXPUdsbCwdO3YkNzeXzp0707t3b06fPs1vv/3G77//zpo1a+jatetVj2EymejTpw9r164lODiYJ554goKCAjZs2MD48eM5ePAgCxYsuK4s6oPw8PC6boKwMqmpNkldtUnqWjvWrFnDI/360sLelh/Dg2jj7ICiKJbnnwXOlpTxRUY2EyZM4Ny5c0ybNq1G55KaapPUVQhRF+TeI7RC+rL6JGP1Sca1Q3JWn2SsPslYHarOrLVv3z7ef/99HnzwQZo2bYqPjw+Ojo7Y2tpatvn77795++23OXnypJpNEUIIITQnPT0dV1cXfvt1FR72QfSLeo9/dYymmW83ABq6tqrRcUPcWgJQUHjW8pjZbOZM/HeAQkaSAVdXV7Zt3c6ZM6cZPny4DNQSN7UxY8Ywd+5cvLy82LhxIx07dqzwfEREBDNmzKjw5+uvv+bvv//mscce4+zZs0ydOvWa55kwYQK5ubl8+umnbN26lc8//5zo6Gh++OEHSktLGTFiBOXl5Vc9xtKlS1m7di2dOnXi+PHjLFiwgB9//JGjR48SFhbGV199xcaNG68rj/rg+PHjdd0EYWVSU22SumqT1FV9hw4d4rFHH6Wzkz3fhAXQ1sWxwkCti0LsbXkn2I//BPrw4YcfMmfOnBqdT2qqTVJXIURdkHuP0Arpy+qTjNUnGdcOyVl9krH6JGN1qDJYa8uWLXTq1IkOHTrw5ptvsnbtWo4fP05WVhYlJSUVlldJT0/nnXfeoVmzZgwdOpTz58+r0SQhhBBCUzIzMwkICKCoqARXez+a+dxPUXku2UVnKTMWAWCrd6zRsW10dugUG4zlRZbHEhKXkp9/GjDTuFFjcnJyuPPOO61xKULc0MaOHcucOXPw9fVl06ZNtGnT5to7/Y9er+fFF18EsMzCVZns7Gyio6MJCQlh3LhxFZ578sknadeuHfHx8ezateuqx1m2bBkAkydPxsnJyfK4v78/r7zyCgA//PBDla9BCCGEELVvyrvv4qfAJyF+2OsuH6T1T0N9PXjcy423//MfiouLa6GFQgghhBBCCCGEEOJqrD5Y6/3336dr167s2rULs9lseVxRlCt+y+8io9HId999R8uWLTly5Ii1myWEEEJoxo4dOwgMDMRsNqHozJjtszla8CMbEz5m7v5H2Zn8DQCFZbk1On6ZsRiTuRwbW2cAEpN+5tDRKQAMGjSIU6dOodOpOjmnEDeEcePGMXv2bPz9/dm8eTMtW7as9jFcXV0BKCwsvOp2CQkJGI3GSgeDhYaGAnD27NkrPn/R6dOnAWjbtm2Nj3Ej8PDwqOsmCCuTmmqT1FWbpK7qSklJYeXKlQz2dMGxGq/JR/h6kJmdzfLly6t9TqmpNkldhRB1Qe49QiukL6tPMlafZFw7JGf1Scbqk4zVYWPNgy1YsIA33ngDwDIwy2w2Y2dnR1hYGCdOnLi8ATY2FbZPTk6ma9eu7Nmzh4YNG1qzeUIIIcQNzWw2M2nSJN599118/e154LFw7nvAH1f3C8sLl5Wa2BWTwZrlKaQfhoVHRzCy5ffY652rdZ4T2dsAMBlL2bt/Ailp0eh0Olas+Im+ffta+7KEuCGNHz+eWbNmERQUxMaNG4mKiqrRcS7OhNWkSZOrbhccHMzKlSstA6ouVVZWxv79+wFo0KDBVY8zbdo0CgsLcXd3v+y5nTt3VukYN4JLZw0T2iA11SapqzZJXdX17bffYqsoPOLlWq39GjvY0cnNhS8++4xBgwZVa1+pqTZJXYUQdUHuPUIrpC+rTzJWn2RcOyRn9UnG6qvPGRcWFnLmzBny8vJwdXWlcePG9bq9l7LatBgpKSlMmDDBMoOW2WzmscceIyYmhoKCAtatW3fF/Tp16sSuXbvo1KkTZrMZRVHIyMjgmWeesVbTqq28vJxPP/2UFi1a4OTkREBAAAMHDqzWWpw7duygZ8+e+Pr64ubmxp133lnpkjLz589nwoQJV/zz5ptvWuuyhBBC3OCee+453n33XQY934jPVnTk4adCLAO1AGztdHTu3oD357fiP9NbkFV+im+OPkuZqaRa59mZvBi9zpGDR94mNX0zbm5uZGVlyUAtIf5nwoQJzJw5E4DAwEDCw8OrfYyMjAy+/fZby9KDo0aNuur2Pj4+9O3bl9atW1d43Gw2M2HCBOLj4wkICKBTp05XPU737t2v+P/y1q1b+fjjjwF47LHHqnQNJSUlGAyGCn/qi+Tk5LpugrAyqak2SV21SeqqrpMnT9LE0R5Xvb7a+97uaMvpU6eqvZ/UVJukrkKIuiD3HqEV0pfVJxmrTzKuHZKz+iRj9dXHjI8dO8bYsWPx9/OjRYsW3HnnnbRo0QJ/Pz/Gjh3LsWPH6rqJ12S1mbU++OADCgoKALC1teW7776r8EHP1ZZAbN++PTExMQwfPpxFixYBsHnzZrZt20bnzp2t1cQqMZvNDB06lO+//55GjRoxaNAg0tPTWbp0KatWrWLr1q3XXOJm9erV9O3bFxsbGx566CFcXV1Zt24dTz31FLGxsUyePLnC9rNmzap06Udvb2+mTJlitesTQghx49m4cSMvvvgShw8f4ukJETz0RPA192l9hzdvz7yNt0YfZPWZ9+kb8XaVzpWSf5zTObssP/fo0Y1Vq1ahr8GHQUJo0YoVK8jPzyc8PJzi4mL27t3LpEmTeO+99yrdZ8uWLZW+FlYUhYkTJ9K7d+9qtyUuLo5nn32WjRs3Ymtry1dffYW9vX21jlFWVsYHH3zAu+++S1lZGYMGDeKhhx6q0r7vv//+Za9r4cKHyC4uLkRERHD27FlKSkpwdHTE39+fuLg4APz8/DCbzWRkZADQuHFjkpOTKS4uxsHBgcDAQM6cOQNcGKim0+lIT08HICwsjPT0dAoLC7GzsyM0NJRT//vg2cvLCzs7OzIzMwFo2LAh58+fJz8/HxsbGxo3bmyZ7dfT0xMHBwdSUlKAC8tAZmdnk5eXh16vJyIighMnTmA2m3F3d8fFxYVz584BF2Y6y8vLIzc3F0VRaNKkCSdPnsRkMuHq6oqHh4dlOcnAwEAKCwvJyckBICoqitOnT1NeXo6LiwteXl4kJiYCEBAQQElJCVlZWQBERkaSkJBAaWkpTk5O+Pn5ER8fD1yYAc1oNFquNTw8nKSkJEveAQEBlgx9fX0BKuSdkpJCUVER9vb2BAcHW5bI9PHxQa/Xk5aWdsW8GzZsyMmTJy1529vbV8gwKyvLknd4eLjlCy8eHh44OTlZ3tiHhISQk5NDXl4eOp2OyMjICnm7urqSlJQEQFBQEPn5+Rw/ftyS96lTpzAajbi6uuLp6Vkhw+LiYrKzs4ELs9adOXPGkre3tzcJCQkA+Pv7U1paask7IiKCxMTEK+bt5+eHyWSy5H21Puvr64uiKJY+26hRI1JTUy15h4SEWPqst7c3NjY2FfLOyMigoKAAW1tbwsLCLHlfrc9eK+/g4GDLoMqLeV/ss25ubri5uVnyvlqfvVbekZGRxMfHU1ZWhrOzM76+vhX6bHl5OefPn7fknZ2dzfHjx2v9HpGamgrIPUKte8TFc9b2PeLSvLV8j/Dx8aFr376cd9DjtW8XGZ3vA8DpbAI2+XkYmt56oQ//tZfC4IaU+PqhKy3BZ+c2Inv34f5yE2lpadW6R5SWllpqVZv3iLp6HXGz3CMKCwstdb0ZXkfUx3tEba4qsXDhQoYPH87QoUNZuHDhZc+bzWZGjx7NvHnzcHV1ZfXq1RiNRrp06XLF4+n1egICAujduzfvvPNOlWfnXbFiBTNmzODw4cMUFRURGhpK7969efPNNy19rTqio6Pp1q0bGzZs4P7776/2/gAFBQV4e3vz8ssvy+/hhRBCCCGEqOeMRiMvvvgis2bNwsfejsHuztwb4IGLTke+yUSMoZAfv5jP7NmzGTt2LJ988km9/YxTMZvN5us9SFlZGb6+vuTl5QEwefLky2aESkhIoFGjRhdOqigYjcbLjlNeXs6tt97KiRMnUBSFESNG8Pnnn19v86rlp59+4tFHH+WOO+5g48aNODo6ArBmzRoeeOABWrZsyYEDByrdv6ioiEaNGpGVlcX27dtp3749ADk5ObRv357Tp0+zZ88e2rRpA1x4I+zi4kL//v355ptvrH49BoMBd3d3cnNzcXNzs/rxhRBCqOu///0vb7zxBrZ29jS/3ZlJM26r1v4/LUrkh88Sea3DNpxtPa+6raEkjbl/PUFeaQau7k5Mnfohzz333FUHXAtxs7j44QZA06ZNiY6O5siRI/Ts2RNFUdi8eTN33313hX1iYmLo0qULQUFB9O/fv8Jzer0ef39/evbsSYsWLarVluLiYqZNm8YHH3xAUVERQUFBLFq0qNIPUiqzYcMGxo4dy/Hjx9HpdLz22mu88847VX7jUlJSQknJ/8/cZzAYCAkJqRevOwsLC2+YqY5F1UhNtUnqqk1SV3WNHj2aDd8uZG14YLX3fT85k40OLsQlnq3WflJTbZK63lyuNVhr9OjRzJ07F3d3d9atW0fHjh2v+n4mNzeXHTt2cPLkSUJCQti7d+81B2zNmjWLcePG4eLiQq9evXB3d2fr1q2cOHGChg0bsn//fry9vat1Xf369ePnn3++rsFan376KRMmTOCNN9647sFa8rv4a5N7jzrs7e0pLS297HE7O7sK79uF9UhfVp9krD7JuHZIzuqTjNVXXzI2m80MHTKExYsXMzHAm6e83bHTXf4ZZqnJzOLzubyfcp6BAwfyzbff1svPOq0ys9Yff/xhWfbEwcGB8ePH16wxNja89NJLlmVgtmzZYo3mVcsnn3wCwLRp0ywDtQB69+5Nu3bt2Lt3Lzt27Kh0iZnvv/+etLQ0nnnmGctALbjwDbAJEyYwevRoPvvsM7744gvgwpRxhYWFNGnSRMWrEkIIcaM5ePAgjz32GCdPniToll6ci13LA49V/9+K+x/y5/v5cayPm0HfyLcrfTGSYPiLxcfGU1CWxeR33+aNN96oly9chKhrUVFRbNmyBV9fXwIDAxk9ejSzZ89m8ODBHDx4EA8Pj8v2iYiIYMaMGVY5/59//smAAQM4ceIENjY2jB07lilTplTrg4DCwkKef/55vv32WwA6dOjAnDlzLF8mqCp7e/tqz+RVW3JycurFm0dhPVJTbZK6apPUVV333nsvc+fO5XhRCVGOVf932Gg2sy6/mG4P9K32OaWm2iR1FReNGTOGuXPn4uXlxfr16y97X1DZ+xmj0ciAAQNYtmwZU6dOZfr06ZWew2Aw8Nprr+Hl5cWePXssS8mXl5czYMAAli9fzsyZM684c++lzGYzBw4c4NChQyxdupQ1a9ZU/4KB06dPc+jQIX7//XcWLFhQo2OImpF7j9AK6cvqk4zVJxnXDslZfZKx+upLxp988gmLvvuOGaENeNDTtdLt7HQKw3098LXRM+G777i9dWtefPHFWmxp1VhlsNbRo0eBCzNmtWvXDlfXyoO5lm7dugEX3nidPn2asrIybG1trdHMayosLGT37t14eXldcTDWvffey969e9m0aVOlg7U2btwIQJ8+fa64P8CmTZssj12caj0yMvJ6my+EEEID4uPjefrpp4mJ2YzZDI1aPoGxvBifBk7c3tGr2sdz87Djrq5+bI9eytm8g3QMHEC4xx3Y650pMRYQl7uXncmLSc4/hr2dAydOxlp+aSqEuFzHjh0rLM8xbdo0oqOjiY2NZeTIkSxZskS1c+/atYuuXbtSWFjInXfeyfz582nevHm1jlFcXEy3bt34448/8PT05OOPP2bYsGGaG5x5ccZfoR1SU22SumqT1FVdffv2xd/Xl8Xnc3kn2K/K+202FHKuqJjRo0dX+5xSU22SugqAsWPHMmfOHHx9fdmwYQMtW7as8r56vZ4XX3yRZcuWERMTc9Vt161bR2FhISNGjKjwO4eLX95evnw5+/btu+Y5CwoKaN26dZXbWJknnniC/fv3X/dxRPXJvUdohfRl9UnG6pOMa4fkrD7JWH31IeOysjI+njaNx7zcrjpQ61IPerqyI7+Ij6dNZezYsdjYWGV4lNVYpTU5OTmWvwcGVn8a9ksFBQVZ/m4ymcjJyanRevU1cfDgQcrKymjevPkVP7Bq1qwZAMePH6/0GBff5N16662XPXfLLbeg0+mIj4+ntLQUOzs7y2Ct4OBgFi9ezNGjR9Hr9bRu3ZoHH3yw1gaqCSGEqFtms5nXXnuNDz/6CMxmvBt4UJCv45Y7X2Dvqpdo0twZvb5mgyma3OrGtg0ZuNj58fPJtzFTcQVkBYWAgEBOnTpZL0bGC3EjcXR0ZNGiRdxxxx0sXbqUXr16MWzYMKufx2QyMWjQIAoLCxk6dCgLFiyo0TrrU6dO5Y8//iAkJIQtW7ZYlinXGp1OV9dNEFYmNdUmqas2SV3VZWtry3PPP8+0/77H417F3OrkcM198owmPsnIoW3r1rRt27ba55SaapPUVYwbN47Zs2fj7+9PdHR0tb8IAli+tF1YWHjV7QwGA+Hh4Ve8B118X1OV30c4OjqybNkyy89z5sy55kCxK5k2bRpZWVnAheXr58yZU+1jiJqRe4/QCunL6pOM1ScZ1w7JWX2SsfrqQ8a//fYbyWlpDG4SUq39Bvu4s+zEWX777Tf69eunUutqxiqDtTw9PS1/Ly4uvq5jlZWVXW9zaiwzMxMAf3//Kz5/8TrPnz9fo2PodDrc3NzIyckhOzubBg0aWAZrPfzww5Z9LwoPD2fFihXV+kZTSUlJhTXILy5PKYQQov6Kj4/nzjvvJCUlBb2NnqiWjTh9LInQWwei09tgKi/C3qHmL4QcHHWYTCaeaP4xBWVZbIqbw8H03/73rJnRY0Yza9Ys61yMEDehtm3b8tZbb/HWW28xbtw4OnfufF0z1OXm5pKSkoKTkxOhoaEAbNu2jdOnT9O8eXO++OKLKg3Uio2NBS68prz4BYBvvvkGgCVLlmh2oBbIrLVaJDXVJqmrNkld1ffvf/+bNatWMeLoEb4M9bvqgK3cciOjEtNJUfQs/9/rgOqSmmqT1PXmNn78eGbNmkVQUBAbN24kKiqqRsfZtWsXAE2aNLnqdiNGjGDEiBGXPW4ymZg9ezYAPXr0uOb59Ho9/fv3t/y8atWq6jTX4r777rP8PT8/v0bHEDUj9x6hFdKX1ScZq08yrh2Ss/okY/XVh4y/X7yYli5ONHO0r9Z+zRztuc3Fie8XL9bmYK2AgADL3w8dOnRdxzp9+rTl7zqdDh8fn+s6XnXk5uYC4OBw5V9yubi4AFcfUFaVY+Tk5FiOcXGw1t13383kyZOJiIjgzJkzvPfee3z//ffcf//9HDlyhAYNGlTpGt5//30mT55cpW2FEELUvcOHD9O2bVvKyo3AhRm27ujeimP7TxPa/MKSunpbFwrz02t8joK8cmz0tuh1tpSbSog9vwkw06tXLz7//HNCQqo3Cl0IcbmJEyeyZs0adu3axcCBA9m+fXuNj7Vy5UqGDx/OPffcY/mW+LZt24AL3yR/5ZVXKt33qaeeon379gA0bdoUgLi4OMLCwkhKSiIuLg4nJyeWLFlS6ZKNERERjBkzpsbtrw9OnDhxzQ+MxI1FaqpNUldtkrqqz9nZmTXr1vFg79488ddfPOTuzCBvtwqDttLKylly3sCPuQUYHRxZt2bNFWeBrwqpqTZJXW9eEyZMYObMmcCFVTJq8kWTjIwM1q5da3lvMmrUqGrtP2XKFBITE9m+fTuxsbE888wzDB8+vNrtqGvyxenqk3uP0Arpy+qTjNUnGdcOyVl9krH66kPGyeeSaGxb/dVGABrb6kk+d87KLbp+Vhmsddddd6HTXZi1Iz4+npiYGO69994aHevnn38GQFEUmjVrdsXlCNViZ2cHVD5t88U3XlebktnOzo6ioiIKCwstg7uudowxY8YwaNAg+vTpY7nWZs2asXjxYrKysli3bh2zZ8/m3XffrdI1vP7667z00kuWnw0Gg3wIL4QQ9dTGjRvp1qMHZqMJOwdnzOVlODrbsXP9AWzsHHBwubAMsJtPEw7vP0BJsRF7h+q/ENn/Rw7+Lk3IKjrLt4dGUmYqYvDgwXz77bfWviQhblp6vZ5FixbRqlUrdu/ezdtvv839999vteOnpqYCsG/fPvbt21fpdq1atbIM1qrsGIWFhXz66aeVHuOee+654Qdrmc3ma28kbihSU22SumqT1LV2+Pr6snnLFmbMmMFnc+aw/GQSwU6OeOh1FJnNxBcU4eDgwKChw/j3v/9N48aNa3wuqak2SV1vTitWrCA/P5/w8HCKi4vZu3cvkyZN4r333qt0ny1btlT6O3pFUZg4cSK9e/euVju+++47jh8/bvk5KSmJ5OTkG+732JV9cfrkyZO4uLgQERHB2bNnKSkpwdHREX9/f+Li4gDw8/PDbDaTkZEBQOPGjUlOTqa4uBgHBwcCAwM5c+YMAD4+Puh0OtLTL3yRLywsjPT0dAoLC7GzsyM0NNTypXAvLy/s7Ows7/8aNmzI+fPnyc/Px8bGhsaNG3PixAngwkoiDg4OpKSkABAaGkp2djZ5eXno9XoiIiI4ceIEZrMZd3d3XFxcOPe/D7mCg4PJy8sjNzcXRVFo0qQJJ0+exGQy4erqioeHB2fPngUuDAosLCwkJyeHzMxMmjRpwunTpykvL8fFxQUvLy8SExOBCxMDlJSUWJapjIyMJCEhgdLSUpycnPDz8yM+Ph6ABg0aYDQaLSuWhIeHk5SUZMk7ICDAkqGv74XfsV2ad0pKCkVFRdjb2xMcHGyZSMDHxwe9Xk9aWtoV827YsCEnT5605G1vb18hw6ysLEve4eHhlr7u4eGBk5MTycnJAISEhJCTk0NeXh46nY7IyMgKebu6upKUlARAUFAQ+fn5FfI+deoURqPRshzplZjNZsxmM2fOnLHk7e3tTUJCAnBhhZjS0lJL3hERESQmJl4xbz8/P0wmkyXvq/VZX19fFEWx9NlGjRqRmppqyTskJMTSZ729vbGxsamQd0ZGBgUFBdja2hIWFmbJ+2p99lp5BwcHYzAYMBgMlrwv9lk3Nzfc3NwseV/aZwGioqIsfdbV1RVPT08yMjIwm80EBARQXFxMdna2pc/Gx8dTVlaGs7Mzvr6+FfpseXm5ZfUeuUdcfo+4NO+MjAycnZ3lHmGFe4Snp2eFDC/22czMTCIjI+UegfXvEZfmnZ+fbzmv3COsd4+49HXEpfdkuUdY7x4BF2bQPXPmjOWeXJf3iDvuvBO7QH9MiSfI7HQvAM7xZ9CVFJMX1exCpvt2kd8oglJvH/RFhXjt20VG5/tolZPP30UlGAyGWrtHVGUyJsVspXfmnTt3ZseOHQDccsst7Ny5E3d3d8vzCQkJlqVWFEXBaDRedoz4+HhatWpFXl4ecGGGgqoOUrKGmJgYunTpwn333cfGjRsve/7bb79l6NChjBo1innz5l3xGGFhYSQkJJCYmHjZm0uj0YiDgwO2traVDgi71KJFixgyZAi9e/dm9erVNbomg8GAu7s7ubm5uLm51egYQgghrKu0tJRHHnmENavXYMaMq60XLjaeOOldcbPz5njeHgrL8vAN6UDUHc9ha+/K5u+eYPTrTbj/oYBrn+ASyWcLGf34Hpp6d+VMzh7KTIU8/cxwvvjiC5WuTghxs6pPrztTU1MrXdpc3JikptokddUmqWvtMxqNrF69mu3bt5Obm4uzszNNmjRhwIABFX43V1NSU22Sut5cFi5caJm5qmnTpkRHR3PkyBF69uyJoihs3ryZu+++u8I+F39XHhQUVGHpQbjwZRV/f3969uxJixYtatSmnJwcjh49ypQpU1i3bh3NmjXj0KFDVVry/aJhw4bxzTffsGHDhhp/WeZiNm+88QZTpkyp1r5XmlkrJCSkXrwnqq/k3qMOe3t7SktLL3vczs6uQh8V1iN9WX2Ssfok49ohOatPMlZffci4z0MPkb5lE4sbB1Z734FnkvG75z5+/e03FVpWc1aZWQvg7bffplu3biiKwvHjx7nvvvtYvny5ZYDWtfzxxx8MHDjQMlWwk5MTzz//vLWaVyXNml0YcXf48OErPn9xJF3Lli2veoyEhAQOHTp02WCtiyOT27RpU6X2XHxDV503qEIIIeq3mTNn8uKLL2L+33/ugZ44uDtSVppP4rmzlOWXcavnXQQ5NuHw+W3sXPECt/d8B7+GHVi15Cj39mqAjY2uyuf77cckdDqFv89vQqdTWLtuLd27d1fxCoUQou5d7ZvF4sYkNdUmqas2SV1rn16vp0+fPvTp00eV40tNtUnqenOKiopiy5Yt+Pr6EhgYyOjRo5k9ezaDBw/m4MGDeHh4XLZPREQEM2bMsHpbPDw86NSpEz///DNRUVEcO3aMHTt2XDZorD6zt7fH3t6+rptxQ5F7j9AK6cvqk4zVJxnXDslZfZKx+upDxo88+ijDV60ioaSMhva2Vd4vvqSU3XmFLPzHF1Dqg6p/2nsNXbt2ZcCAAZYptP/66y+aNm3KoEGD+Pbbby2zbl106tQpdu7cybx58+jWrRt33323Zco0RVF47bXXCAys/qi46+Hn50erVq3IyMhg//79lz2/Zs0aFEWhZ8+elR6jR48eAKxbt+6K+wOWaaH/+OMPFEWhV69eVzzW1q1bAao8uEsIIUT9ZTQa6dixIxNeehG9vZ7b+rZl4NfPMXjR8zw2eyhPzn+Gp5ePo8tLvUjxOM7vyQto7dWVFm538efaN/Fr2Imz8YXMee8ERmPVJsXc8Gsy635KxmQyM2LEMxiNRhmoJYS4KVycclhoh9RUm6Su2iR11R6pqTZJXW9OHTt2tCzjAjBt2jRuueUWEhMTGTlypGrnHTJkCPfee69lOZtL2dvbW37/fXGZEaFdcu8RWiF9WX2Ssfok49ohOatPMlZffcj4iSeewNPNje/P51Zrvx/OG/Byd+fxxx9XqWU1Z7XBWgBff/01Xbp0wWw2oygKpaWl/PDDDwwfPpzBgwdbtjObzURFRXHXXXcxZswYNm3ahMlkQlEUAPr168ebb75pzaZV2bhx4wB45ZVXKCsrszw+d+5cDhw4wCOPPEJYWBgAKSkpxMbGWtbWBBg6dCju7u589dVXHDp0yPJ4XFwc77//Pq6urjz77LMAtG3bFl9fX9avX090dHSFdvz111/MmzcPBwcHnn76abUuVwghRC3Iz88nwD+QPXv34NXQh0HfPE/n0d3wDPWpsJ2tox3NH2jFk188Q4fhd7MqaR6hLk0Jd2nFmX3f0aLL62z5PY1pE4+RlVH5FObFRUaWLIhn7vsnaNu2LcnJybLsoRBCCCGEEEIIISpwdHRk0aJF2NjYsHTpUhYuXKjKeVJTU9myZQu7d+++4vMXv8QdGhqqyvmFEEIIIYQQNzZHR0dGjR7NoiwDu/OLqrTP7vwiFmUZGDV6NI6Ojiq3sPqsOljLzs6O1atX89xzz1kGbMGFwVkXf7745+JjF2fiurjdiBEj+P77763ZrGoZNmwYffr0YfPmzdx6662MHDmS+++/n9GjRxMaGsqnn35q2fb111+nadOmzJ492/KYh4cHX3zxBSUlJXTs2JGBAwcyZMgQy4xds2bNIiAgALiQ1+eff45Op6NHjx706NGD0aNH07dvXzp27EhxcTFz5sy5bDlFIYQQN44DBw7QoIE/mdmZuAd60m/6QJy9Xa66j6IotBt0Fx2G3c2vZ2fT0ecBCgvSsLFzpk3vD/hrVz7P9t3FtIlHObA7i9RzRWSmFXPiqIEvPznJ8Af+YMmCBN5880327Nlj+XdHCCFuFkFBQXXdBGFlUlNtkrpqk9RVe6Sm2iR1FRe1bduWt956C7jwRebTp09f1/Fyc3OJjY0lMTHR8tjFb7FPnTqV/Pz8CtvPmjWL/fv3ExERQYcOHSyPx8bGEhsbW+EL1dWVmJhIbGwsubnV+/a9UI/ce4RWSF9Wn2SsPsm4dkjO6pOM1VdfMn777bfpfPc9PJuQRnRuQYWxRpcym81E5xbwbEIane++h0mTJtVyS6vGqoO1ABwcHPjss89Yt24dnTt3vmww1pWYzWZatWrFihUrmD9/PnZ2dtZuVpUpisKKFSt4//33Afjmm2+IjY3l2WefZefOnVXqiI899hgbNmzgjjvuYNWqVfz666+0bt2atWvXMnTo0Arb9uvXj4MHD/LUU09x4sQJvvzyS3bu3EmvXr3YvHmzzKolhBA3sO+//57WrdtQVFyI2Wjivn/1xsG16iO32w7qhFeoL0dytxPmehuJh36iQaO76DL0Z5reNYEjhxyYPOEQz/ffzbN9d/HqiD9ZuyKZprfcxpkzZ3j33XctA6eFEOJm8s8PgMSNT2qqTVJXbZK6ao/UVJukruJSEydOpGPHjuTl5TFw4EDKy8trfKyVK1fStGlThgwZYnls+PDh3Hvvvezbt4/IyEiGDh3KiBEjaN26NePGjcPNzY3Fixej1+st+zRt2pSmTZty7ty5GrdlyJAhNG3alJUrV9b4GMK65N4jtEL6svokY/VJxrVDclafZKy++pKxnZ0dv/z2G/f37Mmo+BT6nUlh6XkD6WXlFBpNpJeVs/S8gX5nUhgVn0K3Xr34ddWqOh1/dDU2ah24e/fudO/enb///pvo6Gj++OMPzp07x/nz5zGZTHh6euLv70+HDh3o0qUL7du3V6sp1WZjY8Nrr73Ga6+9dtXtFi5cWOnU0F26dKFLly5VOl+zZs1YtGhRdZsphBCinjp37hwdOnbkXFISOnSYzGa8G/kS0KJ6MyUqisJtj7Rhy6freSR0AisSplNWWoCtvQtht/WnYYtHyTt/hoKcRFLPbCH5RDR9HnqYZcuWYWOj2j/xQghR7+Xm5uLv71/XzRBWJDXVJqmrNkldtUdqqk1SV3EpvV7PokWLaNWqFbt37+btt9/m/vvvt+rx16xZw0cffcSyZctYtmwZRqORkJAQRo0axauvvkpYWJjVzifqL7n3CK2Qvqw+yVh9knHtkJzVJxmrrz5l7OzszMpffmHdunXMmT2bN9atw5z0/5NGKYpC7549mTpmDD179kSns/r8VVajmCub7kpogsFgwN3dndzcXNzc3Oq6OUIIoWklJSX07NmTrTFbMWHCU++JAmQZs+k8phst+7Wr9jFLC0v46tGZdPTow/b0FQRG9cQvtAM2do6UlRSQkbiLlJObUBR4+eV/8d///rfCN1GFEKK21KfXnSdOnKBJkyZ12gZhXVJTbZK6apPUVXukptokdRXC+urTe6L6Su496nB1daW0tBS4sJLNxZn27ezsyMvLq8umaZb0ZfVJxuqTjGuH5Kw+yVh99Tnj+Ph4Dh8+jMFgwM3NjRYtWtwwXwSx2mCt8vJymcWjHpI3iEIIUTvOnDnDLbfcQnl5+RWX/XXz9+D2JzoQdf+t2DnZV+vYi4fNJ6ygJX9lbcTFzYV8w/9PN6rT2+Dn682OHX/QuHHj674OIYSoKXndKYQQQgghhLiZyXsiIYQQQgghRFVZbc6vwMBAXnrpJQ4fPmytQwohhBA3hK+//pqIiEjKysoICgzioYceYvz48fz73//mxRdf5PHHH6eBmy9bZ65n8dDPST+RWq3j6+30FJQbABj11mP0HX4fzm5OAHTt2oXY2OMyUEsIIS5x6tSpum6CsDKpqTZJXbVJ6qo9UlNtkroKIeqC3HvUJxnXDslZfZKx+iTj2iE5q08yVp9krA6rTYWVmZnJp59+yqeffkrr1q155plnGDBgAO7u7tY6hRBCCFHvtGzZksOHD+Pk5MSjjz5KQEBAheft7Oxo1KgRjRo1Ijc3l59/+YWVLy6i7/RBNIgKqOSoFRUbisgsTkKHjo9e/hqdTsHZ2YWtW7fSuXNnNS5LCCFuaEajsa6bIKxMaqpNUldtkrpqj9RUm6SuQoi6IPce9UnGtUNyVp9krD7JuHZIzuqTjNUnGavDajNrXWQ2m9m/fz+jR48mMDCQQYMGsXHjRmufRgghhKhT58+fx8XFhSNHjuDo6MiQIUMuG6j1T+7u7gx48kl8vHxY9foSinILr3me9BOp5GcYyCpNQe/kBDodQ4cOw2AwyEAtIYSohKura103QViZ1FSbpK7aJHXVHqmpNkldhRB1Qe496pOMa4fkrD7JWH2Sce2QnNUnGatPMlaH1QZr2djYYDabAVAUBbPZTFFRET/88APdu3enUaNGTJ48mYSEBGudUgghhKgTEyZMwK+BHwVFBZhMJh5++GHc3NyqtK+dnR2P9HuEsoJSjq05eM3tj/y6H1sbO3SKDeayEtauXs1XX311vZcghBCa5unpWddNEFYmNdUmqas2SV21R2qqTVJXIURdkHuP+iTj2iE5q08yVp9kXDskZ/VJxuqTjNVhtcFaaWlpzJ8/ny5duqAoSoXnzGYzCQkJvPPOO4SHh3P//ffzww8/UFJSYq3TCyGEEKorLi7G2dmZmbNn4tbAjdBWofg18CMkJKRax3FxceGWW27h6K9/YjKaKt3OkJrD8egjlJWX4u3jSezff9OzZ8/rvQwhhNC8xMTEum6CsDKpqTZJXbVJ6qo9UlNtkroKIeqC3HvUJxnXDslZfZKx+iTj2iE5q08yVp9krA6rDdby9PRkxIgRbNy4kaSkJKZPn0779u0rzLYFYDKZ2Lx5M4MGDSIgIIDRo0ezd+9eazVDCCGEUMU333yDk6MTRcVFuHi78tC7D5P4VyK3t7r9skHKVdG6dWsM6bmc3R93xecLs/L55d8/YDKa6Nu3L6dOnSI8PPx6L0MIIYQQQgghhBBCCCGEEEIIIUQdstpgrUv5+/szYcIEdu3axalTp3j33Xdp1qyZZeAWXJhtKycnh88++4yOHTty2223MWPGDDIzM9VokhBCCFEjKSkp+Pv78/Swp/HQe2A2men9Zm9K8orBDA0bNqzRcQMCArC1syU78XyFx80mMwl7TrP0ha8xpOby6YxPWblyZZWXWRRCCHHhHiu0RWqqTVJXbZK6ao/UVJukrkKIuiD3HvVJxrVDclafZKw+ybh2SM7qk4zVJxmrQ5XBWpdq3Lgxb7zxBocPH+bQoUO89tprhIWFVdjGbDZz9OhR/vWvfxEcHEz//v1ZvXo1JlPlS0MJIYQQalu7di2BgYGkp6VjY2ODwWzAq6E3wS1DKCsqA8DOzq7Gx7exsSUtNpnkQ4kk7ovjzyW7WDR4Lr+9voTi3CL+3LefsWPHWutyhBDiplFcXFzXTRBWJjXVJqmrNkldtUdqqk1SVyFEXZB7j/ok49ohOatPMlafZFw7JGf1Scbqk4zVofpgrUvdeuut/Pe//+X06dPs2rWLcePG4e/vD1wYsGU2myktLWXlypX06dOH999/vzabJ4QQQgAXXnT06dOHBx58AAAnLydufagZRrOR1o+2RlEUbB1tASgtLa3xecpKSzm5+Rg/vfgdv776A398sQlDWi533XUXhhwDrVq1ssblCCHETSc7O7uumyCsTGqqTVJXbZK6ao/UVJukrkKIuiD3HvVJxrVDclafZKw+ybh2WDNns9lMYmIif/75J4cOHSIjI8Nqx76RSV9Wn2SsjlodrHWp9u3bM2PGDJKSkti4cSMjRozAw8MDRVEsyyUajca6ap4QQoib1G+//YajoyOrVq3CL8KPx95/hPErR9O6Tyswg/8tFwYZewZ7gQKJiYk1Ok9KSgrl5eXY6+3R6RQAnJ2c2bN7D9u2bcPR0dFalySEEEIIIYQQQgghhBBCCCFuQAUFBXzxxRe0btmShg0b0qZNG1q2bEmDBg3o1bMnq1atknEVQtyA6myw1kUGg4HExETOnTtHQUFBXTdHCCHETWzcuHH06dMHRVGIvCuC4Z8NJuruJuhsdJQVlwNg43BhRi1XP1cadwznz7/+tAwyro6//voLT1sPSowlmExm7u/WjYSEBNq1a2fVaxJCiJtRkyZN6roJwsqkptokddUmqav2SE21SeoqqmvhwoUoisKwYcOu+LzZbOaFF15AURTc3NzYtm0bMTExKIpyxT82NjaEhIQwcuRI0tLSqtyOFStW0LlzZzw8PLC3tycyMpLx48fXeGaJ6OhoFEUhOjq6RvuL6pF7jzqCgoLw9fXF19eXu+66y/L3oKCgum6aZklfVp9krD7JuHZcb85btmyhYXAwI597Dq/EOOY09GdlZDDLI4J5L8iXczu28dBDD3F7y5Y1nlzgRid9WX2SsTrqZLBWTk4OCxcu5IEHHqBBgwY8/fTTrFu3jvLycss2ZrMZRVHqonlCCCFuMkVFRbRo0YJZs2ah0+sIbBbAI+88jI29jWUbe2c7AErySiyPtep3O+lp6SQlJVXrfAUFBfx97G/yyvLQKToWLVrEhvXr8fb2ts4FCSHETe7MmTN13QRhZVJTbZK6apPUVXukptokdRXWNmbMGObNm4e7uzvr16+nc+fOlueCgoIYP358hT+DBw/G0dGR+fPn065duyoN2Jo1axb9+/fnwIEDdO/enSFDhqDT6Zg5cybt2rXj/Pnz1W73nDlzqr2PqDm596gjMzOz0j9CHdKX1ScZq08yrh3Xk/PGjRvp3q0bTUxlbG7akPlh/vTwcKGFkwOtnB143NuNleGBLI0IIvvMae7s0IGzZ89asfU3BunL6pOM1WFz7U2sIzs7m59//plly5axceNGy8Csf85GotPpuO+++xg2bBiPPPJIbTVPCCHETSonJ4dmzZqTkpIMgMlo4t6Rd2NjV/GfSM8gT+yd7Tiz6zRBLS58K61R+0Y0aOLPr6t+ZfDAwbi5uV3zfGVlZfy04ieMJiNOTk7EbImhbdu21r8wIYS4iV36JRChDVJTbZK6apPUtSKj0cjq1atZ+PXXJMTFUVpagrePD70eeJCnn34aX1/fum7iNUlNtUnqKqxpzJgxzJ07Fy8vL9avX0+bNm0qPB8REcGMGTMu289oNDJgwACWLVvG1KlTmT59eqXnMBgMvPbaa3h5ebFnzx7Cw8OBC315wIABLF++nJkzZzJ58uSrttVsNnPgwAEOHTrE0qVLWbNmTfUvWNSY3HuEVkhfVp9krD7JuHbUNOekpCQe6duXDk72fB7aADtd5ZPctHZ2ZGkjfx6LS6HPAw+w/8ABdLo6X2Ct1khfVp9krA5V/y/Nzs7mq6++olevXvj7+zNixAh+//13ysrKLhukFRkZybvvvktcXBwbNmxg4MCBODo6qtk8IYQQN7mSkhJa3X77hYFaioKdox3eoV6EtW542ba2Drbc1qsFh1cdorz0wosSRafQ74N+6Bx0fPf9d6Smpl71fAaDge+//56U1BSaNm1Kdk62DNQSQggVuLi41HUThJVJTbVJ6qpNUtf/N3/+fBo3bMjDDz/Mqej1NDkbx+3pKTgcOsCkN94gOCiIoUOGkJWVVddNvSqpqTZJXYW1jB07ljlz5uDr68umTZsuG6h1NXq9nhdffBGAmJiYq267bt06CgsLGTRokGWgFoCNjQ0vvfQSAPv27bvmOQsKCmjdujXDhg2TgVp1QO49QiukL6tPMlafZFw7aprzZ599hqmkmJkhvlcdqHWRn60NHwX6cODwYdavX1+jc96opC+rTzJWh9UHa2VlZbFgwQJ69uyJv78/zz77LOvXr7/iAC1XV1dGjBjB9u3bOX78OG+88QYhISHWbpIQQghRQVZWFiNHjsTNzY2z/1vDW8GMyWikRc9bK12Gt02/2ynMLuTY+qOWx1x8XBkwbyAO3o588803fP/D9/z999+UlJRgNpspKysjISGBn376ic8++4y0tDSmT5/O0aNHsbW1rZXrFUJcv4ULF6IoCsOGDbvi82azmRdeeAFFUXBzc2Pbtm3ExMSgKMoV/9jY2BASEsLIkSOrtNzHRXFxcQwfPpyQkBDs7e3x9fWlT58+7N69u0bXFR0djaIoREdH12j/+kqWldUeqak2SV21Sep64XXBv/71L0aOHEmrQgMrI4NZGR7IlBA/JgX7MifMn+23hPKSjxu/LvmRu+64g+Tk5LpudqWkptokdRXWMG7cOGbPno2/vz+bN2+mZcuW1T6Gq6srAIWFhVfdzmAwEB4efsUvven1egCcnJyueT5HR0eWLVtm+XPvvfdWu82i5uTeI7RC+rL6JGP1Sca1oyY5l5aW8uXnn9PXzRnX/73OqYq2zg40dXZi7uzZ1T7njUz6svokY3VYbRnEL7/8kmXLlhETE3PZEocXP5Qym80oikLXrl0tyxw6ODhYqwlCCCHENb366qt89NFHmEwmHB0d8fb2JiUlBbMZykuNuPq6VrqvT5gPt/ZozqYZG/EK8SK45YUBxq6+rgz6YjAnt57gwMq/+PXXXy/soAD/G6es0+lQFIUjR47QtGlTla9SCFHbxowZw7x583B3d2fdunV07NjR8s3woKAg+vfvX2H73NxcduzYwfz581m7di179+6lQYMGVz1HbGwsHTt2JDc3l86dO9O7d29Onz7Nb7/9xu+//86aNWvo2rVrtdo9Z86cam1/o0hISCAqKqqumyGsSGqqTVJXbZK6wrRp05g+fTpvBfkwxMfjitt42ugZ4edJV3dnhsQn0LtHD7bv3Fkvv60qNdUmqau4XuPHj2fWrFkEBQWxcePGGvenXbt2AdCkSZOrbjdixAhGjBhx2eMmk4nZ//tAskePHtc8n16vr/D+bNWqVdVprrhOcu8RWiF9WX2Ssfok49pRk5w3bdpEWmYmA5pUb5IbRVEY4OHMpDVryMnJwcPDo1r736ikL6tPMlaH1QZrPffcc5YBWVBxgJbZbKZJkyYMHTqUIUOGEBQUZK3TCiGEEFViMpkICQm58I31/02cVVRURHFxMSj/G1VlBv4xC+Q/PfhqL/Iy8lj+r2V0ffF+mvVojt5Gj95Wzy1dm3JL16ZkxmeSeTqD9NMZHFlziMLsQpo2bcqff/6JnZ2d6tcqhKhdY8aMYe7cuXh5ebF+/frLlv2IiIhgxowZl+1nNBoZMGAAy5YtY+rUqUyfPv2q55kwYQK5ubl8+umnjBs3zvL4jz/+yIABAxgxYgQnT57Exqbyl/hms5kDBw5w6NAhli5dKst+CCGEEFaWmZnJpLfe4llfj0oHal2qkb0dX4b68fCxYyxYsIDx48er30ghhLhOEyZMYObMmQAEBgZWWJawqjIyMli7di2vvPIKAKNGjarW/lOmTCExMZHt27cTGxvLM888w/Dhw6vdjutRUlJCSUmJ5WeDwVCr5xdCCCGENl2ceTncofqfJ4U72GE2m0lPT79pBmsJcaOy2mCtiy4doOXu7s7jjz/OsGHDuOOOO6x9KiGEEKJKHnjgAdasWYNOd2H1Xx9vH5ycnSgrK+P8+SxKS0ouLH2og79jjtPygdsqPZaNvQ0DPnqcVR+s4fep69j+5TZue6gl4XeG4+DqQFlJOWnH0/jrpz9JO56KTq/jrz//olWrVrV0tUKI2jR27FjmzJmDr68vGzZsqNayH3q9nhdffNEyO+3VZGdnEx0dTUhISIWBWgBPPvkk06dPZ+/evezatYu77rqr0uMUFBTQunXrKrfxRuXv71/XTRBWJjXVJqmrNt3sdf3qq6/AaORZP88q7xPlaE8Pd2fmzprJuHHjKl2Wva7c7DXVKqmrqKkVK1aQn59PeHg4xcXF7N27l0mTJvHee+9Vus+WLVsqvbcpisLEiRPp3bt3tdrx3Xffcfz4ccvPSUlJJCcnExJSvRkorsf777/P5MmTL3v85MmTuLi4EBERwdmzZykpKcHR0RF/f3/i4uIA8PPzw2w2k5GRAUDjxo1JTk6muLgYBwcHAgMDOXPmDAA+Pj7odDrS09MBCAsLIz09ncLCQuzs7AgNDeXUqVMAeHl5YWdnR2pqKgANGzbk/Pnz5OfnY2NjQ+PGjTlx4gQAnp6eODg4kJKSAkBoaCjZ2dnk5eWh1+uJiIjgxIkTls96XFxcOHfuHADBwcHk5eWRm5uLoig0adKEkydPYjKZcHV1xcPDg7NnzwIXBvQVFhaSk5Nz4UuTwOnTpykvL8fFxQUvLy8SExMBCAgIoKSkhKysLAAiIyNJSEigtLQUJycn/Pz8iI+PB6BBgwYYjUYyMzMBCA8PJykpyZJ3QECAJUNfX1+ACnmnpKRQVFSEvb09wcHBnD592pK3Xq8nLS3tink3bNiQkydPWvK2t7evkGFWVpYl7/DwcEs/9fDwwMnJyfIBfEhICDk5OeTl5aHT6YiMjKyQt6urK0lJScCFGbvz8/Mr5H3q1CmMRqNlKdErufhZ3ZkzZyx5e3t7k5CQAFz4t6C0tNSSd0REBImJiVfM28/PD5PJZMn7an3W19cXRVEsfbZRo0akpqZa8g4JCbH0WW9vb2xsbCrknZGRQUFBAba2toSFhVnyvlqfvVbewcHBGAwGDAaDJe+LfdbNzQ03NzdL3pf2WYCoqChLn3V1dcXT05Pi4mKOHz9OQEAAxcXFZGdnW/psfHw8ZWVlODs74+vrW6HPlpeXc/78eUveco+oPO/i4mLOnTsn9wgr3CM8PT0rZHixzxYXF8s9QqV7xKV529nZWc5b1XuEg4MD9nZ25LbtiNHFFducbFxPHCOrfScAXE4dB52O/MaRF3LatQ1Ds9soc3PHLvM8Dud+Iz09HbPZrNl7xKWvIy69J8s9wnr3CLgw++2ZM2cs92S5R1T9HnGtlVQAFLP5GlOIVNHFD8B1Oh33338/w4YNo1+/ftjb21vj8KKGDAYD7u7u5Obm4ubmVtfNEUKIWlVWVoaTkxMmkwkbGxvatGlD27Zt8fHxsWxTWlrKkSNH2LN3DynJF/6B7vBkO+4fc981PyRJP53O/pV/cXjdUUqLSis8pygKDg4OZGZm4uTkZP2LE0LUqoULFzJ8+HCGDh3KwoULARg3bhyzZs3C39+f6OhomjdvXmGfmJgYunTpwj333FPpYKwjR47QokULoqKiiI2NrfT8Bw4c4Pbbb6dv376sXLnysuf79+/PihUr+P777xkwYEClxzEajRX2nzNnDjExMWzYsIH777//KglcW3163ZmRkWF5Ey20QWqqTVJXbbqZ62o2mwkPa0ir/Fw+DPGr1r578ot46vQ5Nm3aRJcuXVRqYc3czDXVMqmrqK6L74kAmjZtSnR0NEeOHKFnz54oisLmzZu5++67K+xz8T3RlZaG1+v1+Pv707NnT1q0aFGjNuXk5HD06FGmTJnCunXraNasGYcOHUKv11f5GMOGDeObb76p0XuiK82sFRISUi/eE9VXcu9Rh729PaWlpZc9bmdnV6GPCuuRvqw+yVh9knHtqEnOP//8M/369SOmaUOC7Wyrte8v2Xn8KzGN9PT0m6a+0pfVJxmrw2oza0VFRVmWOQwMDLTWYYUQQoga2bZtG3fffTeKouDn58fgwYOv+E0zOzs7Wrduze233862bdvYuHEju3/ci7OXM3cO7HjVc/iF+9Hr5R7c9/y9/Pb+Gk5vOYNiUiinnG7du7F27dp69614IYR1jB8/nlmzZhEUFMTGjRtrvF77rl27gAvfULma4OBgVq5cSWho6GXPlZWVsX//foBrfltDr9dX+JBk1apV1W2yRX1e8iMrK0vePGqM1FSbpK7adDPXtaCggLjEs4wNvfa3J/+pnbMDDno9hw4dqneDtW7mmmqZ1FXUVFRUFFu2bMHX15fAwEBGjx7N7NmzGTx4MAcPHrzicjuVLQ1/vTw8POjUqRM///wzUVFRHDt2jB07dlw2aEwt9vb28mX1apJ7j9AK6cvqk4zVJxnXjprk3LVrV1ycnFieZWCCv3e19l2eU0Cnjh1vqtpKX1afZKwOqw3W+vvvv611KCGEEOK6vPnmm7z33n/R6XR4enoyfPhwHB0dr7qPoijcfffdmM1mNm3axKZ5MdzavTluvpVPJX5R1tlsTm4/hdFkxMbGllMnTtGoUSNrXY4Qop6ZMGECM2fOBC5MaRseHl7tY2RkZLB27VpeeeUVAEaNGnXV7X18fOjbt+9lj5vNZiZMmEB8fDwBAQF06tSp2m2pqfq85MfF6ZRvlKm6ZTr/qk3Vffz48RpP1S3T+as3nf/1LPmRnZ3N8ePHZckPjd0jLp7zRprO31r3iPj4eB5//HGcD+4hq3V7yl3dsDXk4nbsEOc7dgbA5cxJMJnIj7gw0Ntrzw7ymjSjzMOT3iFnLfc7qD/3iNLSUsu+tXmPkGWB1L1HFBYWWup6M7yOqA/3iH++jmjYsCE3oo7/+PBv2rRpREdHExsby8iRI1myZIkq5x0yZAiJiYksWrTosqUO7e3tadOmDQkJCZZ+IoQQQghxo3J1dWXw0KEs+eorXvDzwk5XtUkBThWXstOQz+KxY1VuoRDCGqy2DKKon+rTcjRCCKG2vLw8wsPDL/wSWVHAbObpp5+u1i9AzWYzc+fNJSMjg44D2tP1hat/qz31RCqLJyyhOK+YO++4k23btslsWkJo0MUlP1xcXMjPzyc8PNyyTvvEiRN57733Ltvn4pIfV6MoCq+//voV97+WuLg4nn32WTZu3IitrS2//vorPXv2rNYxtLrkh9ForNbSJ6L+k5pqk9RVm27muhYUFODi4sKHIX7086rev4Ums5kWR+OYNv0Txo0bp1ILa+ZmrqmWSV1FdV1pafiL9u3bxx133EF5eTlff/01w4YNA6q2NHxVde/enQ0bNrBs2bLLllQEaNu2Lfv372fHjh3ceeedVT7u9bwn+if5Xfy1yb1HHbIMYu2Tvqw+yVh9knHtqGnOR48epeVtt/GEpyuTg3yu+blTkcnE4LhUMlzcOB0ff1PN/il9WX2SsTp0dd0AIYQQwhpeeukl3D08yMjIQNHpsXNwxMfH54pLhl2Noii0b9ces9nM7iV72bNsHyUFl/9SIzs5h03zYlg48jtK8ktY8uMStm/fLgO1hNC4/Px8mjZtytatW/nqq69QFIUPPviArVu3VrpPUFAQ48ePr/DnpZdeYtq0aRw8eLDaA7WKi4t55513aN68ORs3biQoKIjff/+92gO1rpe9vb1lRp6Lf+qLi7MjCO2QmmqT1FWbbua6Ojk5cUtkBJvzi6q97478IkqMJtq0aaNCy67PzVxTLZO6Cmtq27Ytb731FgDjxo2zzLZWU7m5ucTGxlbop48//jgAU6dOJT8/v8L2s2bNYv/+/URERNChQwfL47GxscTGxlJWVnZd7RHWI/ceoRXSl9UnGatPMq4dNc25efPmfPb553x/PpdJ5zIpMVU+/875snKGxadyotzEL6tW3VQDtUD6cm2QjNVRpWUQAwMDLX9XFMUybXdl21hDZecRQgghLmU0GmnUqBFJ587h5OFFw3YdOLZhLaVFhXS4r0uNBk/ddttt/L7+d8pKy9gwM5qYz7cS0SkcFy9nTOUmss5mcWZfPIqi4O3lTXx8PM7OzipcnRCivomKimLLli34+voSGBjI6NGjmT17NoMHD+bgwYN4eHhctk9ERAQzZsywyvn//PNPBgwYwIkTJ7CxsWHs2LFMmTKlXg2Uqg+u9I1icWOTmmqT1FWbbua6KorC82PG8q8XXyS9rBw/2yr92g2AxVkGWjRvXq3ZYGrLzVxTLZO6CmubOHEia9asYdeuXQwcOJDt27fX+FgrV65k+PDhFWbkGj58OIsXLyYmJobIyEi6d++Ora0tf/75J3/99Rdubm4sXry4wjf+mzZtClyYlTgsLOx6Lk9Yidx7hFZIX1afZKw+ybh2XE/OI0aMQFEURj73HL/nF9Hf3YlHPd0ItLPBaIYTxaX8cD6X1YZCXN3c2Lh+Tb38ApDapC+rTzJWR5V+a5SamoqiKJjN5ko/9L50G2uQmUmEEEJcy5EjR2jRogU6nR5X3wY8/M401rw/iaDmLTl3+C8aNGhQo+Pa29vj4elBRloGji4OuPu6kXQgibLScsqKyzCWGVFQGDJ4yGVT/wshtK1jx474+vpafp42bRrR0dHExsYycuRIlixZotq5d+3aRdeuXSksLOTOO+9k/vz5NG/eXLXz3cicnJzqugnCyqSm2iR11aabva5Dhgzh9VdfZXZaFu8E+1VpnwMFxWzKLWDO+2Pq5e/DbvaaapXUVVibXq9n0aJFtGrVit27d/P2229f97KC/zz+mjVr+Oijj1i2bBnLli3DaDQSEhLCqFGjePXVV2VA1g1A7j1CK6Qvq08yVp9kXDuuN+dnnnmGu+66i3nz5rFwwQI+T684w1HD4CAmv/oGzzzzDD4+Ptd1rhuV9GX1ScbqqPpX/KrIGr9UstaALyGEENr1xBNPsGzpsgs/KPDAG+/i5OFJXnoaAbfcyrnDf2FjU/N/5mxsbAEoNBRTlF+KTqdgMpkxm0y4uLhw7tw5mclGCIGjoyOLFi3ijjvuYOnSpfTq1Ythw4ZZ/Twmk4lBgwZRWFjI0KFDWbBggawRfxV+flX7cFzcOKSm2iR11aabva4eHh58/MknPP/88/jY2DC2gedVf1d2tLCE5xLT6di+vSqvIazhZq+pVkldRXUNGzbsmvepiIiIy5YorMnv+is7l6OjI//5z3/4z3/+U6XjVOXcCxculC/i1SK59witkL6sPslYfZJx7bBGzlFRUcyYMYP33nuPrVu3kpmZiY2NDUFBQXTq1Omm/z2x9GX1ScbqqNKn2KGhodcchFWVbYQQQojrlZubS6NGjcjOzgFA0ekJv/Nu3Br4A1BeUoKdswsAhYWFNT5P0f/21ettUBRbjKYyzCYjDz74ECtWLMfOzu76LkQIoRlt27blrbfe4q233mLcuHF07tyZ8PDwGh8vNzeXlJQUnJycCA0NBWDbtm2cPn2a5s2b88UXX1TpDXhsbCwA4eHh2Nra1rg9N6L4+HiioqLquhnCiqSm2iR11SapK4waNYqsrCzeeOMNDhaVMMzHnU4ujugu+b1ZUmkZP5zPZVFWPs1uu41fV6/GwcGhDltdOampNkldhRB1Qe49QiukL6tPMlafZFw7rJmzs7MzvXr1ssqxtET6svokY3VUabBWfHy8VbYRQgghrsf69evp0aOH5ecghwjOFZ+iefcHLI/ZOTmhKGDv5MTRo0eJjIys9nmSk5PJyc4BHRiN5eh0JoYOGcLEiRNrdDwhhPZNnDiRNWvWsGvXLgYOHMj27dtrfKyVK1cyfPhw7rnnHmJiYoALg7XgwjfJX3nllUr3feqpp2jfvj0ATZs2BSAuLk6WAxFCCCFq2cSJE4mKimLypEkMP3qUhk4O3GKrx1ZRyDCa2JNXiJuLC6PGjeOdd97B2dm5rpsshBBCCCGEEEIIIWqJ1ZdBFEIIIaytpKSEyMhIzp49i6IolmnszxWfAmD39wtp3uNBwtp1xDssnKSDf9K024McWrWCHj164OjoWK3z7dm7B51Oh8lkws3dnVMnT+Lr62v16xJCaIder2fRokW0atWK3bt38/bbb3P//fdb7fipqakA7Nu3j3379lW6XatWrSyDtW5mMi2z9khNtUnqqk1S1//36KOP8sgjj7Bz506+/vprEhMSyC8pIcjHh/m9ejFgwIAbYpCW1FSbpK5CiLog9x6hFdKX1ScZq08yrh2Ss/okY/VJxupQzDVZNF7cMAwGA+7u7uTm5uLm5lbXzRFCiGpLTk4mODgYs9mMXq/ntttuo2nTpjg7O2M0GsnMzOSvAwc4m5iIi5cPzXs9yO7FC+n9+hTWfvAf7r77bu67774qny87O5vZs2dTXl6Os4sL8XFx+Pj4qHiFQgihDfXpdef58+fx9vau0zYI65KaapPUVZukrtojNdUmqasQ1lef3hPVV3LvUYe9vT2lpaWXPW5nZ0dJSUkdtEj7pC+rTzJWn2RcOyRn9UnG6pOM1WG1mbXeeecdy98nTJhQ4zcjmZmZzJ07F4AmTZrw5JNPWqV9QgghbjxffPEFzz33HACdOnWiY8eOODg4VNgmICCAFi1akJ6ezuo1a9i/7HscXN04sTWaFg/0Y8uqn/D29qZly5bXPF9eXh7fLvoWk8mEl5cXKSkp2NnZqXJtQggh1JOZmSlvHjVGaqpNUldtkrpqj9RUm6SuQoi6IPceoRXSl9UnGatPMq4dkrP6JGP1ScbqsNpgrbfffhtFUQAYNmxYjQdrFRQUWI4VGRkpg7WEEOImVFBQwD333MP+/fsBeOCBB2jVqtVV9/Hz82PQwIEsXbqMpORznNoRQ/sBw2nUvhM//fQTmZmZdOzY8YrLjJhMJk6dOsVvv/1GXn4et0TdwtGjRy3/rgkhhBBCCCGEEEIIIYQQQgghhBDWYLVlEHU63YUDKgpxcXGEhobW6DiHDx+2zH7i7OxMXl6eNZp305Kpl4UQN5pTp07RvPmtlJWWgKLQrl07unXrVuX9i4uL+fyLL7D39OZ8QhwtevfFZDRxbMMqFODWW2+lWbNmODo6Ul5eTkpKCnv27MFgMKDT6XjuueeYN2+eehcohBAaVZ9ed5aVlWFra1unbRDWJTXVJqmrNkldtUdqqk1SVyGsrz69J6qv5N6jDlkGsfZJX1afZKw+ybh2SM7qk4zVJxmrQ6fGQWs6E0lOTg4ff/yx5ecrvbgUQgihXa+++ipNIqMwlpbR3rklCgodOnSo1jEcHBxoc/vt5Kaco90Tgzny+28cj/md8DvuJvKe+4k9eYoff/yRr7/+mkWLFrFx40YMBgN6vZ7CwkIZqCWEEBqQnJxc100QViY11SapqzZJXbVHaqpNUlchRF2Qe4/QCunL6pOM1ScZ1w7JWX2SsfokY3VUexnERo0akZiYWOnzZrOZsLCw62kTiqJgNpvx9fW9ruMIIYS4cQwaNIjFixdjq9gwNehlZmV+R5MmkTX6JmKrVq3Ytn07NvYODJq7kNiNv3Mseh0FWZkVtlN0OswmE7169WLNmjXWuhQhhBB1rLi4uK6bIKxMaqpNUldtkrpqj9RUm6SuQoi6IPceoRXSl9UnGatPMq4dkrP6JGP1ScbqqPZgLbgwIOt6nr+ai7NyKYpC165da3wcIYQQN4bt27fz4IMPYsg1APCfgBdo7hhJXHESDzV5qEbHdHFxITAwkIzTJ7jtgYdp/eiTtOr7GNlnE8hJTWbP4oUYMtIwm0zMnj2b0aNHW/OShBBC1DEHB4e6boKwMqmpNkldtUnqqj1SU22Sugoh6oLce9TRoUMHysrKACgpKcHe3h5AlitSkfRl9UnG6pOMa0dt5lxeXs7Zs2cxGAw4OzsTFBSEo6NjrZ2/rkhfVp9krI4aDda6OPOVGi4eNywsjHfffVeVcwghhKh7JpOJVq1acezwMex0dgTY+uGic6SzS1uyjRcGbl3PP/6ODg6UFBZYfs4+d5Zj0es4sWUjxvJyAgMCiIuLw87O7rqvRQghRP0SGBhY100QViY11SapqzZJXbVHaqpNUlchRF2Qe486tm7davl7WVmZDNKqBdKX1ScZq08yrh21kXNycjJffPEF8+fNIzktzfK4q7MzQ4cP5/nnn6dZs2aqt6OuSF9Wn2SsjmoP1urQocMVlzncsmULcGEgV/v27Wv0Abu9vT0hISF06tSJgQMHygtKIYTQqKKiInx8fCguLCbCoREv+b/A8/Ev84r/MyiKgoPuwgCq8vLyGp+jtLSUlGNHWPHKOEoK8sg7n2FZ9vDZZ59l/vz51rocIYQQ9cyZM2eIioqq62YIK5KaapPUVZukrtojNdUmqauoCwsXLmT48OEMHTqUhQsXXva82Wxm9OjRzJs3D1dXV1avXo3RaKRLly5XPJ5erycgIIDevXvzzjvv0KBBgyq1Y8WKFcyYMYPDhw9TVFREaGgovXv35s0338TX1/d6LlFcg9x71CcZ1w7JWX2Ssfok49qhZs5ms5lPPvmEV//9b+wUhYfdnbi/UQDuej1FJhM784v48Yv5zJ49mxEjRjB37lxNjr+Qvqw+yVgd1R6s9eOPP17xcZ1OZ1nCcMmSJYSGhl5fy4QQQmjSjBkzePHFF9GjI9QumOmhU4gxbAfgPteOADgqDrjonUhJSanRaH+j0Uh6ejplJcVkJp6xPG5vZ0d8fHyVf3knhBBCCCGEEEIIIWrHmDFjmDdvHu7u7qxbt46OHTsSExMDQFBQEP3796+wfW5uLjt27GD+/PmsXbuWvXv3XvN3PrNmzWLcuHG4uLjQq1cv3N3d2bp1KzNnzuSXX35h//79eHt7q3WJQgghhBBWM3nyZCZPnswzvh6MaeCJq15f4fk7XJ0Y08CLZVkGpnz1FZnp6Sz/6Sf0/9hOCFE3arQMYmXMZrNlwJYQQgjxT//617+YPn06CgpGTLwaOA4XvTMGYz4uOiccdPbAhVkae7ndzZoDW7nnnnuwsaneP1fHjx+nqKgIDxtfcsozUNDx/AujmDNnjhqXJYQQop6Rb8Nrj9RUm6Su2iR11R6pqTZJXUV9M2bMGObOnYuXlxfr16+nTZs2FZ6PiIhgxowZl+1nNBoZMGAAy5YtY+rUqUyfPr3ScxgMBl577TW8vLzYs2cP4eHhwIWZ3QcMGMDy5cuZOXMmkydPtuq1if8n9x71Sca1Q3JWn2SsPsm4dqiV84oVK5g8eTL/8vfi+QZelW5np1MY6ONOoJ0No377jUmTJjFlyhRV2lRXpC+rTzJWh85aBxo6dChDhw5lyJAhuLi4WOuwQgghNMBkMvHcc8/xySefWKZYbeIQQVPHJgDoFB0mTBX26eNxHwXFhRw7dqxa5zKbzezduxedoiO3PBNbW1viE+JkoJYQQtxE5Ask2iM11SapqzZJXbVHaqpNUldRn4wdO5Y5c+bg6+vLpk2bLhuodTV6vZ4XX3wRwDILV2XWrVtHYWEhgwYNsgzUArCxseGll14CYN++fdW/AFFlcu9Rn2RcOyRn9UnG6pOMa4daOX/w3nvc5ebMKD/PKm3fxc2ZZ3zcmfXpDPLz81VpU12Rvqw+yVgdVhus9fXXX1v+eHlVPnpTCCHEzWXfvn2ENmzIF198CYBi1mHGzMOePS3beNl4UGAqIrs81/JYiF0Ad7i0YuOGjWRlZVX5fLt37yYpKQmT2UTffn0pKSmRpXmFEOImk56eXtdNEFYmNdUmqas2SV21R2qqTVJXUV+MGzeO2bNn4+/vz+bNm2nZsmW1j+Hq6gpAYWHhVbczGAyEh4fTtm3by567uByQk5NTtc8vqk7uPeqTjGuH5Kw+yVh9knHtUCPnvXv3su+vvxji7VatQTQDfdzJLyjk+++/t3qb6pL0ZfVJxuqw2mAta0lNTUWv16PX62nSpEldN0cIIcR1mD59Ou3atSMlNRMbOwf8/QMoLS8BINy+kWW7O1zaYa/YsSZ3S4X9X/cfiZfZjcXfLiYtLe2q5zKbzfzxxx9s3LgRgD179vDTTz/JaG8hhBBCCCGEEEKIemj8+PHMmjWLoKAgYmJiaN68eY2Os2vXLoBrfp4wYsQITp06xeDBgys8bjKZmD17NgA9evSoURuEEEIIIWrLd999R4CjPfe4Vm+QeZCdLfe4ObPom29UapkQojps6roB/+Tm5obZbAbg9OnT5OTk4OHhUbeNEkIIUS1xcXE88cQT7N17Yep4U3kJJsykpBRZtrFTbC1/d9W7cJ9bZ37N2cSTXg+iVy6MJXbTu/Bp8Bu8eu4jvlrwFVFRTWjdpg0NGza0DMIqKSnh8OHD7Nu3j/Pnz+Pu7k5WVhY6Xb0bjyyEEKKWNGrU6NobiRuK1FSbpK7aJHXVHqmpNkldRV2bMGECM2fOBCAwMLDCsoRVlZGRwdq1a3nllVcAGDVqVLX2nzJlComJiWzfvp3Y2FieeeYZhg8fXuX9S0pKKCkpsfxsMBiqdf6bkdx71CcZ1w7JWX2Ssfok49qhRs7JycmE29qgr8FkBZF2NkQnJVm9TXVJ+rL6JGN1qDJYKzY2lu3bt5OWlobRaKzyfiaTie3bt1d4rLCwUAZrCSHEDcJsNvPUU0/x449LADN6nT0Oelds9I7Y6Z3JKDgBmADINVb8BVZfzwdYm7uRxVm/MsS7r+VxbxsPZof8hzW5W/k5bgOLYxfj7OCMs5MTRqOR3HwD5cZyAHr27MnatWtr6WqFEELUV6mpqbIErsZITbVJ6qpNUlftkZpqk9RV1KUVK1aQn59PeHg4xcXF7N27l0mTJvHee+9Vus+WLVsqnT1dURQmTpxI7969q9WO7777juPHj1t+TkpKIjk5mZCQkCrt//777zN58uTLHj958iQuLi5ERERw9uxZSkpKcHR0xN/fn7i4OAD8/Pwwm81kZGQA0LhxY5KTkykuLsbBwYHAwEDOnDkDgI+PDzqdzrL8TFhYGOnp6RQWFmJnZ0doaCinTp0CwMvLCzs7O1JTUwFo2LAh58+fJz8/HxsbGxo3bsyJEycA8PT0xMHBgZSUFABCQ0PJzs4mLy8PvV5PREQEJ06cwGw24+7ujouLC+fOnQMgODiYvLw8cnNzURSFJk2acPLkSUwmE66urnh4eHD27FngwmC8wsJCcnJyyM3NpX379pw+fZry8nJcXFzw8vIiMTERgICAAEpKSsjKygIgMjKShIQESktLcXJyws/Pj/j4eAAaNGiA0WgkMzMTgPDwcJKSkix5BwQEWDL09fUFqJB3SkoKRUVF2NvbExwczOnTpy156/V6yyz//8y7YcOGnDx50pK3vb19hQyzsrIseYeHh1v6mIeHB05OTiQnJwMQEhJCTk4OeXl56HQ6IiMjK+Tt6upK0v8+TA8KCiI/P79C3qdOncJoNOLq6oqnp6clw4u1zc7OBi7MOHfmzBlL3t7e3iQkJADg7+9PaWmpJe+IiAgSExOvmLefnx8mk8mS99X6rK+vL4qiWPpso0aNSE1NteQdEhJi6bPe3t7Y2NhUyDsjI4OCggJsbW0JCwuz5H21PnutvIODgzEYDBgMBkveF/usm5sbbm5ulrwv7bMAUVFRlj57Me/Dhw/j7u5OQEAAxcXFlrwjIyOJj4+nrKwMZ2dnfH19K/TZ8vJyzp8/b8lb7hGV533+/HmCgoLkHmHle8SlfTY3N5d27drJPQLr3yMuzTsxMRFbW1tLn7XGPcLDwwN9RCTpd3W8kNOubRia3UaZmzs2eQbcjxzk/B2dAXCOO4VSbiQ/MgoA+1WraXVba44fP35D3yMufR1x6T1Z7hHWu0fA/7+OuHhPlntE1e8RDRo04FoU88VprKzAYDAwfPhwfv755+s+ltlsxtnZmezsbGxs6t0EYDcMg8GAu7s7ubm5uLm51XVzhBAalpGRQZMmTTDk5GHCiJ9DKG62PhjN5WSWJJFXloWnYxjZRfE46pzp5d6Fcf7PVTjGtxk/8lXm9zzvO4DHPXtd9ks4s9nMgaK/OVAYS56xgIOFsZwuvfACYsGCBTz99NO1dr1CCCEqqk+vO48fP05UVFSdtkFYl9RUm6Su2iR11R6pqTZJXUVdWLhwoWXmqqZNmxIdHc2RI0fo2bMniqKwefNm7r777gr7xMTE0KVLF4KCgujfv3+F5/R6Pf7+/vTs2ZMWLVrUqE05OTkcPXqUKVOmsG7dOpo1a8ahQ4fQ6/XX3PdKM2uFhITUi/dE9ZXce9QnGdcOyVl9krH6JOPaoUbOzz77LDE/LGZteGClg9kr81JiGkmhjdl/4IBV21SXpC+rTzJWh9VGQZnNZh599FE2bdpkWcbw0pvDpWPCrvTh+5WMHz9eBmoJIcQN4PXXX2fa1A/RY0NH3z7c6dcPf8f/nxLTZDYSm7ubHek/kVOUiL3eiXW5mxjhNxgnnaNlu8E+T1BsLmFexg/sKzjCI57dae98m2VZREVRaO4QSWZ5Nkuz1nKmNJG7776bmJiYar8gFUIIoV329vZ13QRhZVJTbZK6apPUVXukptokdRV1KSoqii1btuDr60tgYCCjR49m9uzZDB48mIMHD15xpY2IiAhmzJhh9bZ4eHjQqVMnfv75Z6Kiojh27Bg7duy4bNDYldjb28v/S9Ukeakj6ZLlrLKysir8HBwcXBdN0jzpy+qTjNUnGdcONXLu27cvX375JYeKSmjp5FDl/QxGI+sNhbzxjwHwNzrpy+qTjNVhtZFQS5YsYePGjSiKgqIomM3mKw7Q+ufj/3ze1dWV9u3bM3jwYAYPHmyt5gkhhFCB2Wzm9ttv5/DBI3jY+fFck+n4OFz+CwCdoqeZx50087iTXxNnsTV9KQoKP2et4SmfRy3bKYrCc35DiXQI5/vM5bx+7mMCbH1p6hCOo86BAlMh+wuOkmcqwEZnw1dff82wYcNq8YqFEELcCKq6bIm4cUhNtUnqqk1SV+2RmmqT1FXUpY4dO1qWkwGYNm0a0dHRxMbGMnLkSJYs/Gzd8AABAABJREFUWaLKeYcMGUJiYiKLFi267P8Be3t72rRpQ0JCgmW5E2F9cu9RR3h4OKWlpZc9bmdnV2H2N2E90pfVJxmrTzKuHWrk3LNnT8JCgvkuM5eWoVUfrPVTVh7lwIgRI6zeprokfVl9krE6dNY60MyZM4ELH9w7Ojoyd+5c0tPTycvL47vvvrOMtmvXrh1xcXHExcVx4sQJoqOjGTt2LE5OTpalDy9+i0YIIUT9dXGg1sGDh7DXO/Fow3/haON6zf0eCH4eJ70bHra+fJmxiC2GPy7bpovbXcxv9Alzwz6ktfPtZBnziS2OZ2f+AfJMBdxzzz2cSzknA7WEEEJc0cU164V2SE21SeqqTVJX7ZGaapPUVdQnjo6OLFq0CBsbG5YuXcrChQtVOU9qaipbtmxh9+7dV3w+ISEBgNDQUFXOL+TeI7RD+rL6JGP1Sca1Q42c9Xo9Yye8yC85+WwyFFStHcWlzMrI5YknnsDf39/qbapL0pfVJxmrwyqDtTIyMti9e7dlVq3p06czatQofHx8cHZ25qmnnuLRRx/FbDazb98+dDodDRs2JCIigvvuu49PP/2Ubdu20aBBA1JTU+natSvZ2dnWaJoQQggVxMbG0rp1aw4fPAyYKTLm8cXJl5l84GG+OfUGJw37K13iVq+zYVD4ZLLLMvCw9WXyuWl8m7mEPGN+he0URaGZYxQv+T/PE179yDHmUm42cuDAAWJiYvDz86uFKxVCCCGEEEJozZ9//snLL7/MU089xRNPPMHo0aPZsGEDJpOprpsmhBA3rbZt2/LWW28BMG7cOE6fPn1dx8vNzSU2NpbExETLY48//jgAU6dOJT+/4u+hZs2axf79+4mIiKBDhw7XdW4hhBBCCLWNHz+ePg89xNjEdFbn5FX6mRzAocJiBsenERwezuw5c2qxlUKIq7HKYK0DBw5Yljd0dXXl6aefvmyb9u3bW/6+ffv2y55v1aoVCxYswGw2k5yczL/+9S9rNE0IIYQVFRcX06NHD5o2bcqRg8cIc7qFzt4PMiTkFV6PnMuTwWPILE7k8xMT+PTvEWSXpF3xOE3c2tItYChZZWk42bizMOMH+p8czocps/kjbw+HCo+xL/8vvs9cwVOnn+P1pHfJKc9l89bNtGzZspavWgghxI3G29u7rpsgrExqqk1SV22qz3X9+eef6di+PW3atOG7ObOJW/0r59atZs3Cr+nevTu3REYye/ZsGbT1D/W5pqLmpK6iPpo4cSIdO3YkLy+PgQMHUl5eXuNjrVy5kqZNmzJkyBDLY8OHD+fee+9l3759REZGMnToUEaMGEHr1q0ZN24cbm5uLF68GL1eb43LEVcg9x6hFdKX1ScZq08yrh1q5azX6/lx6VL69e/P+IQ0+p1JYel5A7nlRkxmMwVGE9G5BQyPT+WRk0k0bN6cTVu24OHhoUp76pL0ZfVJxuqwymCti99yURSFVq1aYWNjc9k2jRo1svz9wIEDVzxO7969ufvuuzGbzXzzzTf89ddf1mieEEKI63Ty5Em6deuGo6Mj69dvQEHBRedCYXkOB3K28u3ZD/kq8b+Um428HjmXlyNmUFRuYFbsKDKLz13xmN0Dn8bN1ociYwEmTJiATYbtTEyawriE13j57CS+yPiW9LJM7O3tSTx3ls6dO9fuhQshxP8sXLgQRVEqXX7VbDbzwgsvoCgKbm5ubNu2jZiYGMvMs//8Y2NjQ0hICCNHjiQt7coDW6vilVdeQVEUvvzyyxrtHx0djaIoREdH17gN9dGV3o+IG5vUVJukrtpUH+tqNpuZPHky/fr1Q3f8GPPC/NnSJJjvGgXwTaMANkQE8mN4EFHZGYwbN5anBgygrKysrptdb9THmorrJ3UV9ZFer2fRokU4Ozuze/du3n77basff82aNbzzzjv4+vqybNkyFi1ahMFgYNSoURw8eLDCl86F9cm9R2iF9GX1Scbqk4xrh5o529vb8/0PP7B69Woadr6HN85l0OZoHE0OnablkTOMik+hJPIWvvnmG7b/8YdmV6yRvqw+yVgdVknVYDBY/h4YGHjFbcLCwix/j42NrfRYAwcOZOvWrQDMnz+fefPmWaOJQgghaiA7O5shQ4awatUqAPToMWLEDOQYs2hi15QBvkPwsfXl9+zV/JT8GVszf2V8+DQmNpnH1JNj+fLky0xo9iUOeucKx1YUhVDnpmSUZ5GWfxSjUoaiAxuzLQDl5nLMmPnggw/497//jaIotX35QghRZWPGjGHevHm4u7uzbt06OnbsSExMDABBQUH079+/wva5ubns2LGD+fPns3btWvbu3UuDBg2qdc7t27czffr062r3HI1Oe52WlqbJb4ndzKSm2iR11ab6WNcZM2bw9ttv85K/F8/7eV723kJRFNq6ONLWxZGebs68uHw5jo6OfPX11/I+hP9j777Do6rWvo9/J5PeO+kBUmgivXdFmoDooYiCoEcE6T5HziNWOEfFXqgebBRFBBEUBKVILyEgzZIQQhJKeu9lZvb7R57MSw4JJGF2ynB/rivXRWZ2Wft3b5eTmTVrNc6aijsndRUNYerUqdV+AaZCaGjoTUsU3mpZn9qey87OjldeeYVXXnml1scUd076HmEu5F5Wn2SsPsm4fqids0ajYcSIEYwYMYL4+HhOnjxJTk4Ojo6OtGnTho4dO6p27sZC7mX1ScbqMMlgrRunh7ewqHqyrhsHa8XHx1d7rP79+xv/vXv37jtumxBCiLpJSUmhc+fOJCcmA+CidWGk24O0tA3BWmNNji6HQ3mH+PD6WzhpnZnSbBqTmv2d1+L/yTsxc1gYvop5Ie/w6l9PcDL9J/o3G3/TOSw1VugMxQBYWVnj4uJCampK+YclXbuwadOmSjMzCiFEYzR79mxWrlyJu7s7u3fvpkuXLpWeDw0N5aOPPrppP71ez8SJE9m8eTNvv/12rQZeFRQUMHXq1Fov06QoCmfPnuX8+fNs2rSJnTt31mp/IYQQoqm5fv06C55/nr97uTKzmftttx/m6kiRwcCCtWt57PHHeeCBB+qhlUIIIYQQQgghxJ1p3rx5pTEZQojGzSTLIN44ii45ObnKbRwdHXF3d0dRFC5fvlztt2ECAgKA8g+S4uPjKSoqMkUThRBC1FBxcTF//fUXrVu3JiUxBWetM68EvMKW8O94ptkzDHa5n/7O/RjlPpJ3g9/h69Cv6OfUl+WJ7/Nr1i+83XIpWjSsinsFb2t/Orv053jqtir7/TxdFsW6XDRosbT3IjW1fCmwb775hsjISBmoJYRo9ObMmcOKFSvw8vLi119/vWmg1q1otVqee+45AOMsXDX1/PPPc+XKFUaPHl2r/QoKCujcuTNTp04164Fa8qaE+ZGamiepq3lqbHX99NNPsbGwYHYNBmpVGOPmRCsHe1YuX65iy5qOxlZTYRpSVyFEQ5C+R5gLuZfVJxmrTzKuH5Kz+iRj9UnG6jDJYK3WrVsD5QOsIiMjKSkpqXK7ig/dCwsLiY6OrnKb/x6clZ2dbYomCiGEuI3z58/z7LPP4urqStu2bcnLzsPTypPVLf/DYJf7sbKwqnK/AJsA/tf/n8xoNoONaes4nnuYuf4LiCv8i0sFFxjkNYa0kqtcyjtdab/csgwu552joDQdjdaSgqzraLVW/PTTT0yYMKE+LlkIIe7I3LlzWb58OT4+Puzfv58OHTrU+hhOTk5A+evjmtqzZw+ffPIJL774Ip06darV+ezs7Ni8ebPxZ+DAgbXav6lIS0tr6CYIE5Oamiepq3lqTHXV6XSsXrWKMS72OGlr/haYRqPhcVcHftyxg6tXr6rYwqahMdVUmI7UVQjREKTvEeZC7mX1Scbqk4zrh+SsPslYfZKxOkwyWKtbt27Y2tqi0WjIz8/nnXfeqXK7tm3bGv+9ffv2KreJiIio9LudnZ0pmiiEEKIa2dnZDB8+nA4dOrBmzRrKSnQAWGgseD/4PZpZN6vRcSZ6Pspot9GsSf4Preza4GcdwP60rYQ5dMBe68jVgqhK259M24EGDaBg0JfQuXMn4uMvM2LECFNfohBCmNy8efNYtmwZ/v7+HDhwgHbt2tXpOCdOnAAgPDy8Rtvn5OTw1FNP0bFjR1566aVan0+r1TJ27FjjT3BwcK2P0RQUFBQ0dBOEiUlNzZPU1Tw1prrGx8eTlJrKEBfHWu871MUBg8FAZGSkCi1rWhpTTYXpSF2FEA1B+h5hLuReVp9krD7JuH5IzuqTjNUnGavDJIO1HBwcGDlyJIqioCgKixcv5vnnn7/p24e9evUy/nvp0qU3zZql1+tZvHix8Xc3N7dKSyzWF51Ox8cff0z79u2xt7fH19eXxx9/vNrZwKpy9OhRhg0bhpeXF87OzvTu3ZtvvvlGtfMJIe5eFTNitWvXjoCAAFq2bMnAgQP54osvbjtTS3p6Or179+bgwYN4enpSWlyKp6U3VhorhrgMIdAmsFZtmew1iRJDCQdy9jLCfTSncw5SZCjATutIsT7fuF1BWTaHU7/DgB5XV1dOnjzJ6dOnjEvhCiFEYzZ//nyWLl0KgJ+fHyEhIbU+RlpaGuvWrWPBggUAzJgxo0b7zZkzh5SUFNasWYOVVdUzHtaXkpIScnNzK/00Fg2djTA9qal5krqap8ZU14r/N7nWYlatCi6WWqB8oPTdrjHVVJiO1FUI0RCk7xHmQu5l9UnG6pOM64fkrD7JWH2SsTosTXWgl156iS1btgBgMBj48MMP+fDDD5k7dy4ffvghAGPGjGHevHnodDoSExPp2bMnr732Gvfccw8pKSm88847nDp1Ciifcn7o0KGmal6NKYrClClT2LBhAy1atGDSpEmkpqayadMmduzYwaFDh267xM1PP/3EmDFjsLS0ZNSoUTg5OfHzzz/z2GOPERUVVWlAminOJ4S4Ox05coR//vOfHD9+HBcXF8LDw/Hy8jL2sU8//TT/8z//w4wZM1i8eDE2NjaV9i8rK2PUqFFcvnyZkpJSSopK8bEJoLtzf7alfcXD7mNq3SZvK2/6OvVlZ8Y2nvV7Dr2iI6csgzJDKVYWtgAU6fL57NI/KdLl0qZNGy5cuIBWqzVFJEIIobotW7aQn59PSEgIxcXFREZG8tprr/HGG29Uu8/BgwfRaDRVPqfRaHjxxRdrNKvgDz/8wPr16/nXv/7VKF4fLlmypNLr2goxMTE4OjoSGhrK1atXKSkpwc7ODh8fH+Li4gDw9vZGURTj9MktW7YkMTGR4uJibG1t8fPz4/LlywB4enpiYWFBamoqAM2bNyc1NZXCwkKsra0JCgri0qVLALi7u2NtbU1paSnR0dEEBweTkZFBfn4+lpaWtGzZkosXLwLlXwyxtbUlKSkJgKCgILKyssjLy0Or1RIaGsrFixdRFAUXFxccHR25fv06AAEBAeTl5ZGTk4NGoyE8PJyYmBgMBgNOTk64uroav7ji5+dHYWGh8YsqrVq1IjY2Fp1Oh6OjI+7u7ly5cgUAX19fSkpKyMzMBCAsLIyEhARKS0uxt7fH29ub+Ph4AJo1a4Zeryc9PR2AkJAQrl27Zszb19fXmKGXlxdApbyTkpIoKirCxsaGgIAAYmNjjXlrtVpSUlKqzDs4OJiYmBhj3jY2NpUyzMzMNOYdEhJi/AKKq6sr9vb2JCYmAhAYGEh2djZ5eXlYWFgQFhZWKW8nJyeuXbsGgL+/P3Z2dkRHRxvzvnTpEnq9HicnJ9zc3CplWFxcTFZWFlA+a93ly5eNeXt4eJCQkACAj48PpaWlxrxDQ0O5cuVKlXl7e3tjMBiMed/qnvXy8kKj0Rjv2RYtWpCcnGzMOzAw0HjPenh4YGlpWSnvtLQ0CgoKsLKyonnz5sa8b3XP3i7vgIAA46DKirwr7llnZ2ecnZ2Ned/qnr1d3mFhYcTHx1NWVoaDgwNeXl6V7lmdTkdGRoYxb4Do6Oh67yOSk5MBpI9QqY+o6IPrs4/Iz8+vlHdFH6HX6/H09KTsvqGk2ljh/OcFdE7OFAaWzyzpdWgfmd37oLe1xSY9DfuEy2R16QGA9s8L3HOPHc7OzkRHR9/VfYSXl5dx3/rsIxrqdcTd0kc4OTkZ62ruryOq6yMa+nWEuc5yK8StNG/evKGbIIRJyL2sPslYfZJx/ZCc1ScZq08yVodGURTFVAd74403eOWVV9BoNCiKgkaj4e9//zurV682bjN9+nQ+/fTTStv8N0VR0Gq1REZG0rFjR1M1r0a+//57/va3v9GrVy/27dtnXIZx586dPPjgg3To0IGzZ89Wu39RUREtWrQgMzOTI0eO0L17d6B8mbHu3bsTGxvLyZMn6dKli0nOdzu5ubm4uLiQk5ODs7NznY8jhGhcNm3axKRJk2jWrBl9+vShTZs2Nw14yszM5OTJk5w8eZLevXvz448/VuoHNm3axIQJE9CgQUHBAgs+aP01K6+8QW5ZOt+Gb6xT237N2c/ia4t5vfl7vBz/PHNbvs2yyy8wvvkLuFp7s/XKR6QVX2X8hHFs3Fi3cwghRH1bs2YNTz75JABt2rRh7969/P777wwbNgyNRsP+/fvp379/pX0OHDjAoEGD8Pf3Z+zYsZWe02q1+Pj4MGzYMNq3b3/b86enp9OuXTsCAwM5ceIElpbl37lYtGgRixcv5tNPP+Xpp5+u9XVNnTqVtWvXsmfPHgYPHlyrfUtKSigpKTH+npubS2BgYKN43RkdHU2rVq0atA3CtKSm5knqap4aU10LCgpo5uXF0852zPFxr9W+e3LyeTY+mXPnznHvvfeq1MKmoTHVVJiO1FUI05P34m9P+h512NjYUFpaetPj1tbWlf5uF6Yj97L6JGP1Scb1Q3JWn2SsPslYHSabWQvKZ9fy9fXlpZdeIiUlharGgb377rvs27ePy5cvGwdsVbhx4NYbb7xR7wO1AOMsYO+8845x4BTAiBEj6NatG5GRkRw9epQ+ffpUuf+GDRtISUnh73//u3GgFpR/A2z+/PnMmjWLTz75hE8//dQk5xNC3H327NnD448/Ttu2bXn44YeNH9j/N3d3d4YNG0abNm34+uuv+dvf/sbOnTuxsrKiuLiYiRMnAhoUwM7CnuZ2YXhYeVFoKMDdsnYfZNzIzdIVgHRd+TdGL+ScwFJjxZ7EtWSWJqLVWPLzL7sYMmRInc8hhBANpVWrVhw8eBAvLy/8/PyYNWsWy5cvZ/LkyZw7d67KJbxDQ0P56KOP7ui8s2bNIjs7m3379lXb79c3Gxubm2ZtFEIIIRoTBwcHHp88mY3r1jKjmRtW1cx0WZWvM/Pp0a3bXT9QSwghhBBCCCGEEEKYnoWpD/jUU0+RmJjIsWPH+PLLLxk/fnyl552dnTl8+DB9+vS5aTCXoig4OjqyYsUK/vnPf5q6abdVWFhIREQE7u7uVQ6OGjhwIAC//vprtcfYt28fAKNHj77t/qY4nxDi7lJWVsbkyZNp0aIFjzzySI0+sA8ODubRRx/l119/5fPPPyc2NhYnZ2c0Bg2gAApFhkL+KjjHrD/HkleWTZlSVuc26hQdAH/kn8NR60JE1l7KlFKySpNwd3cnNT1FBmoJIZqsnj17GpeCgfIB961bt+bKlStMnz5dtfNGRERQWlpK+/bt0Wg0xp+KZQinTZuGRqNh0aJFqrWhKXFzc2voJggTk5qaJ6mreWpsdX322WdJKS5hW2Zejfe5UFjMkdx8Zs2Zo2LLmo7GVlNhGlJXIURDkL5HmAu5l9UnGatPMq4fkrP6JGP1ScbqUOVr+RqNhp49e9KzZ88qn/f19eXw4cMcPXqUffv2kZSUhI2NDe3bt+fhhx/G3b3uM7rciXPnzlFWVka7du2qXJ6xbdu2QPk0b9U5ffo0APfcc89Nz7Vu3RoLCwvi4+MpLS01yfn+W1XL0QghzMe2bdtISUlh7NixNy17eCstW7akdevWvPLKKzz77LNYaay433UoQ90fxMfKFw2QrktjX/ZudmT8QKJSSpmhDCsLq1q3MaHkChZYcDjnAB42PiQWx+Pp6clHH33E448/XuvjCSFEY2ZnZ8f69evp1asXmzZtYvjw4UydOtXk53nqqafIzMy86fETJ04QERHB4MGDadeuXbWvv+82tra2Dd0EYWJSU/MkdTVPja2uHTt2ZPKkSSz65ht8rS3p62R/y+0vF5fyzJVUunbufNMXEO9Wja2mwjSkrkKIhiB9jzAXci+rTzJWn2RcP5p6zllZWaSlpQHg7e1d5coSDa2pZ9wUSMbqaNA1VPr06dOolvdLTy9fssvHx6fK5ytGDGZkZNTpGBYWFjg7O5OdnU1WVpZJzvfflixZYpxhQQhhflasWEGLFi2q7TdupXv37qxZs4YeTr1YEPASTlqnSs+7W3kQbtea+10eYM7lGRzOO8x9LvfV6hyKorA9aztBNi2IL4nlenEcH330EfPmzat1e4UQoqno2rUrr776Kq+++ipz586lX79+hISE1Pl4OTk5JCUlYW9vT1BQEACvvvpqldsuWrSIiIgIJkyYwNNPP13puaioKABCQkKwsqr94NumLCkpCWdn54ZuhjAhqal5krqap8ZY108/+4y0tDSe3rOHGV4uTPRwoZlV5bfE8vR6tmbl8XFaDv4tWvLTrl2y3O//aYw1FXdO6iqEaAjS9whzIfey+iRj9UnG9aMp5qzT6di+fTsrli9n3w0rgGk0GoYOGcKs2bMZPnx4rSaVUFNTzLipkYzVYfJlEJuynJwcoPqRgY6OjkD5MmSmOIYpzvffFi5cSE5OjvHn6tWrNd5XCNG45eTkcPDgQTp06FCn/Vu0aIGzkzMB1oE3DdS6Ubh9G9rbd2Br5tZan+N84QXiS+JJKLmMBg1ffvmlDNQSQtwVXnzxRXr27EleXh6PP/44Op2uzsfaunUrbdq04YknnrijNrVp04Y2bdpw/fr1OzqOEEII0dTZ2Njw4/btzP+f/+HL3GL6/5XAzIRkPkjK4KPkDP55JYU+UVd5IymT4Q8/wtETJ/D29m7oZgshRKOyZs0aNBpNtTMJK4rCzJkz0Wg0ODs7c/jwYQ4cOFBpGfcbfywtLQkMDGT69OmkpKTUuB1xcXE8+eSTBAYGYmNjg5eXF6NHjyYiIqLGx4iPj+eJJ57Az88Pa2trvL29GTVqFAcPHqzxMYQQQgghzNFff/1Fm/BwHnnkEbIiI3gzwJuvQ/z5KsSPf/t7cv3oYUaNGsW97doRGxvb0M0Voklr0Jm1Ghtra2sACgsLq3y+YnlBe/vqp8y3tramqKiIwsJC42Cr6o5hivP9NxsbG/nmpxBmqmI2vrpOMWphYYGrixu5+bdfHvUhj7/x+tVX2ZG1g5FuI2t0/AJ9AR8mfYgWLYpGYf+B/fTv379ObRVCiKZGq9Wyfv16OnbsSEREBIsWLWLw4MEN3ay7VsWMZMJ8SE3Nk9TVPDXWulpZWfHuu+/y8ssvs379etavXcP2xET0Oj0evr4smDuOadOm4e/v39BNbXQaa03FnZG6ClObPXs2q1atwsXFhZ9//pmePXty4MABAPz9/Rk7dmyl7XNycjh69CirV69m165dREZG0qxZs1ueIyoqip49e5KTk0O/fv0YMWIEsbGxbN++nV9++YWdO3dy//333/IYCQkJdOnShczMTPr27cvo0aOJi4vjp59+4qeffuLbb79l3Lhxd5SFqJ70PcJcyL2sPslYfZJx/WhKOf/+++/069ObZnodP4QF0s6+8piDno7wqIcLZwuKWXA1gV7du3P0xAnCwsIaqMXlmlLGTZVkrA4ZrHWDim9NZmVlVfl8xUCJW71x5+3tTUJCAllZWTcN1tLr9WRlZWFnZ4e7u7tJzieEuPtoNJq671vD7fo69+dBt9G8n/gBFmgZ4Tb8lttn67J54cpCEkoSsLS2Ii0tVabDFEKYlalTp1b7DfIKoaGh5OfnV3pMURRVzlVh0aJFLFq0qMrnanLuNWvWsGbNmpo3romoeM0tzIfU1DxJXc1TY6+ri4sLs2fPZvbs2Q3dlCajsddU1I3UVZjS7NmzWblyJe7u7uzevZsuXbpUej40NJSPPvropv30ej0TJ05k8+bNvP3223zwwQe3PM/8+fPJycnh448/Zu7cucbHN27cyMSJE3n66aeJiYnB0rL6jz1efvllMjMz+eCDD3juueeMj2/bto1HHnmEBQsWyGAtFUnfI8yF3Mvqk4zVJxnXj6aSc35+PiOGDsVXr2NDCx+cbrHEYUcHW75t4cvEuGRGDB3KhT//rHYlsfrQVDJuyiRjddRoGUStVluvP7f6Y0pNbdu2BeDChQtVPh8dHQ1wyyXIKo5x/vz5m567fPkyOp2Oe++912TnE0LcPTw8PADIzs6u0/6KopCTm4OT9vaDqDQaDbP85jHM7UHeTnyb5+MXcCzvGHpFX2m79LJ01qSu4YlLU4guiqZ9h/aUlBTLQC0hhBANKi8vr6GbIExMamqepK7mSepqfqSm5knqKkxlzpw5rFixAi8vL3799debBmrdilarNQ6YqpiFqzpZWVns3buXwMDASgO1AB599FG6detGfHw8J06cqPYYiqLw/fff4+7uftMxxowZQ1hYGAkJCaSlpdX4GkTtSN8jzIXcy+qTjNUnGdePppLz119/zfWkJFYEet9yoFYFd0stywI9uRQXx5YtW+qhhdVrKhk3ZZKxOmo0WEtRlHr/aQje3t507NiRtLQ0Tp8+fdPzO3fuRKPRMGzYsGqPMXToUAB+/vnnKvcHGDFihMnOJ4S4e7i6utKnTx/OnTtXp/3j4uLIzs2ml3OfGm2v1Vgy1+8f9Hbqy5mCMyy88iLjLo7n+fgFvHTlZWZdnsW4i+NYm7aOPCWPDRs3cPbs2Tq1TQghhDClhvryh1CP1NQ8SV3Nk9TV/EhNzZPUVZjC3LlzWb58OT4+Puzfv79OXzp2cnICoLCw8JbbJSQkoNfrqx0MVrE0y9WrV6s9RnZ2Nr6+vvTr1w9tFR9CVjxmb29fo7aL2pO+R5gLuZfVJxmrTzKuH00hZ0VRWLFsGfe5OBBkY1Xj/cJtbejt7MiKZctUbN3tNYWMmzrJWB01GqwFd7bsVlNS8Y2aBQsWUFZWZnx85cqVnD17lkceeYTmzZsDkJSURFRUlHG5QoApU6bg4uLCF198UWl2rbi4OJYsWYKTkxPTpk2r0/mEEGL27NlcvnyZ1NTUWu97MuIkgbbBtLev+RtnGo2GexzuxdLCihdavIOHtS8JZdf4vehP/iqKxoDCw397GJ1Ox4QJE2rdJiGEEEINISEhDd0EYWJSU/MkdTVPUlfzIzU1T1JXcafmzZvHsmXL8Pf358CBA7Rr165Ox6mYCSs8PPyW2wUEBLB161ZeeeWVm54rKyszfhm6WbNm1R7Dzc2NS5cusW3btpue27NnD3/99Rd9+vTBwcGhFlcgakP6HmEu5F5Wn2SsPsm4fjSFnC9cuMCFP/5goptTrfed6ObI8YgIYmNjVWhZzTSFjJs6yVgdNRoCN2XKFLXb0WhMnTqVbdu28eOPP3LPPfcwcOBAYmNj2bdvH0FBQXz88cfGbRcuXMjatWt57bXXWLRoEVA+882nn37KxIkT6dmzJw8//DBarZYffviB/Px8vvjiC3x9fet0PiGEeOSRR/Dy8mL37t089thjWFjUbMxtfHw8f/31F8/6zK314NsiQxE2Fnbc69QdC42W3elbOZ17FAuNlm1bt/HQQw/V5VKEEEII1URHR9OqVauGboYwIampeZK6miepq/mRmponqau4E/Pnz2fp0qUA+Pn51enDm7S0NHbt2sWCBQsAmDFjxi239/T0ZMyYMTc9rigK8+fPJz4+Hl9fX/r0qdmM8gC7d+9m+/btXLp0ib1799K6dWs+//zzGu9fUlJCSUmJ8ffc3Nwa73u3kr5HmAu5l9UnGatPMq4fTSHn69evA+UzZdVWuK01AImJiQ02oKcpZNzUScbqqNFgrS+//FLtdjQaGo2GLVu28N577/Hll1+ydu1aPD09mTZtGosWLcLPz++2xxg3bhyenp68/vrr7NixA41GQ+fOnVm4cCFDhgwx+fmEEHcPa2tr1q5dy6hRo9i2rXygVFXTtt/o6tWrfPXVV9xjfy/D3UbW+px/FFygQJfH4+fvQ8GABVrcPdw5ffo0wcHBdb0UIYQQQgghhBBCCNHEbNmyhfz8fEJCQiguLiYyMpLXXnuNN954o9p9Dh48WO2XBzUaDS+++CIjRoyodVvi4uKYNm0a+/btw8rKii+++AIbm5p/yPjbb7+xfPly4+9FRUWcP3++xh9ELVmyhMWLF9/0eExMDI6OjoSGhnL16lVKSkqws7PDx8eHuLg4ALy9vVEUhbS0NABatmxJYmIixcXF2Nra4ufnx+XLl4HygWoWFhbGmfabN29OamoqhYWFWFtbExQUxKVLlwBwd3fH2tqa5ORkAIKDg8nIyCA/Px9LS0tatmzJxYsXgfKZxmxtbUlKSgLKl5LMysoiLy8PrVZLaGgoFy9eRFEUXFxccHR0NH6YGxAQQF5eHjk5OWg0GsLDw4mJicFgMODk5ISrq6txSUo/Pz8KCwvJzs4mPT2dVq1aERsbi06nw9HREXd3d65cuQKAr68vJSUlZGZmAhAWFkZCQgKlpaXY29vj7e1NfHw8UD6Lml6vN658EhISwrVr14x5+/r6GjP08vICqJR3UlISRUVF2NjYEBAQYJwRxNPTE61WS0pKSpV5BwcHExMTY8zbxsamUoaZmZnGvENCQoiOjgbKv+hvb29PYmIiAIGBgWRnZ5OXl4eFhQVhYWGV8nZycuLatWsA+Pv7k5+fXynvS5cuodfrjUuJVkVRFBRF4fLly8a8PTw8SEhIAMDHx4fS0lJj3qGhoVy5cqXKvL29vTEYDMa8b3XPenl5odFojPdsixYtSE5ONuYdGBhovGc9PDywtLSslHdaWhoFBQVYWVnRvHlzY963umdvl3dAQAC5ubnk5uYa8664Z52dnXF2djbmfeM9C1S6Z52cnHBzczPm4OvrS3FxMVlZWcZ7Nj4+nrKyMhwcHPDy8qp0z+p0OjIyMox5Sx9Rfd7p6enSR5ioj3Bzc6uUYcU9m56eTnh4uPQRmL6PuDHvgoIC43kbax9RVlbG+PHjMRRmUlRaQl7r8hlT3U5HUBjckhJPL7TFxbifPEpa//sBsL+agGVeLvrwtozvkENJSQmJiYn11kfc+Drixj5Z+gjT9RGAsY+o6JOlj6h5H3GrGX8raBRFUW67lWiycnNzcXFxIScnB2dn54ZujhDCBBRFoWXLlsTHxxMYGEi/fv1o1arVTbNs5eTkEBkZydGjx9Drdbwe+DZdnXvU6lyJJdd5MuYxLNBiQI8GDRMencA333xjyksSQghhBhrT686UlJQa/TEkmg6pqXmSuponqav5kZqaJ6mrqK01a9bw5JNPAtCmTRv27t3L77//zrBhw9BoNOzfv5/+/ftX2ufAgQMMGjQIf39/xo4dW+k5rVaLj48Pw4YNo3379rVqS3FxMe+88w5vvfUWRUVF+Pv7s379egYNGlTr6yopKeHatWt88803LFq0CEVROHz4ML17967Rvv89s1ZgYGCj+JuosZK+Rx3z5s1Dp9MBUFhYiL29PQCWlpayeotK5F5Wn2SsPsm4fjSFnI8dO0afPn34PiyAe+1ta7Xv8fxCJscmcvbsWTp06KBSC2+tKWTc1EnG6qjRzFpCCCEajwkTJhAfn4CbQziF2bBhwwZcnF1p07Y19vb26HQ6UlNSib4YjZWFLV08xxCTdZTdOT/XerDW9sytWGCBAT0AG77ZwKOPPqrCVQkhhBCmU/HGtDAfUlPzJHU1T1JX8yM1NU9SV1FXrVq14uDBg3h5eeHn58esWbNYvnw5kydP5ty5c7i6ut60T2hoKB999JFJzv/bb78xceJELl68iKWlJXPmzOH111+v8+AoGxsbQkJCePnllykoKOCtt97is88+q9FgLRsbm1rN5CWk71HLjQOy8vLybjnbljANuZfVJxmrTzKuH00h565du+Lj5cWWzLxaD9b6PiufFkGB3HPPPSq17vaaQsZNnWSsDovbbyKEEKIxKC4u5q233uK7777Hy7kdwzuuYkTHLxjR8TM87frw1/lrHDtymiNHjpB2pYDhwf/guU7bGNJ8Lr38H+dgzq/8nPlTjc93IvcYWzO+w4CBZs2aUVZWJgO1hBBCNAkV0xML8yE1NU9SV/MkdTU/UlPzJHUVddWzZ0/jUjAA77zzDq1bt+bKlStMnz5d1XOfOHGCfv36cfHiRXr37s3Zs2dZunRpjQdqbdiwgYEDB/Lpp59W+XzFAC3570M9kq36JOP6ITmrTzJWn2RcP5pCztbW1kybMYNtOQXk6Q013i9Tp2dnTgEzZs1Gq9Wq2MJbawoZN3WSsTpUHayVmprKN998w+zZsxk+fDhdu3alTZs2hIWFGbeJi4tjzZo15OTkqNkUIYRo0iIiImjeogULFy5EUfT0DnsRrUX5N/c8nFrTO3who7tsZFyPn/B0vAdHKy+6NHsIa235SOdOXqPo6j2GjxLf5fv0zRiU6l9sKYrCr9l7+NeVl9FqtSxfvpzk5GQsLWUyRiGEEEIIIYQQQgjx/9nZ2bF+/XosLS3ZtGkTa9asUeU8BoOBSZMmUVhYyJQpUzh06BDt2rWr9XEOHjzIDz/8UOVzCQkJAAQFBd1RW4UQQgghmppnnnkGnYUFr11PQ1GU226vVxRevp6OpbW1calsIUTtqDJY6+LFizz22GP4+fkxadIkVq1axe7duzlz5gzR0dFcvnzZuO2VK1d46qmnCAoK4rXXXqO0tFSNJgkhRJN14MABBg4ahMbDAwsLS3xcu+BsX/2bRuG+D5OQ+xtphXHGxzQaDcOaP0dP30f5T/JynoqZxJb0b8nV5Rq3KdIX8lPmjzxzaSpvX3ud9h3aU1BYwKxZs1S9PiGEEMLUAgICGroJwsSkpuZJ6mqepK7mR2pqnqSuwpS6du3Kq6++CsDcuXOJjY29o+Pl5OQQFRXFlStXjI8dPnyY2NhY2rVrx6efflqj2RuioqKIioqirKwMgOHDh+Po6Mgvv/zCkSNHKm0bExPD66+/DsDjjz9+R+0X1ZO+R32Scf2QnNUnGatPMq4fTSXngIAA1q1fz49ZefzzWholhuonfSgyGJh/NZW9uQVs3LSp0qyrDaGpZNyUScbqMPk0KV9//TXTpk2jpKTEOOpSo9Hcdr+8vDxef/11tm3bxq5du/Dz8zN104QQosmJjIzkwVGjcAkOplnbtiT/8Qfhvg/fcp8gz4HYx63kx8tv8USbj7HSlq8vrdFYMDhoJq3c+nEqZSufp3zKp8mrsNc6ABoK9fkoKGg1Wl599VUWLVpUo/5bCCGEaGxyc3NxcHBo6GYIE5Kamiepq3mSupofqal5kroKU3vxxRfZuXMnJ06c4PHHH79pMFRtbN26lSeffJIBAwZw4MABoHywFpTP5LVgwYJq933sscfo3r07AG3atAHKV/do3rw5bm5ufPjhh0ybNo1BgwYxdOhQgoKCuHr1Krt376a0tJQXXniBAQMG1Lnt4tak71GfZFw/JGf1Scbqk4zrR1PKefz48ej1eqZOmcKhi9cY5+LAeHdnAqzLh5QklJbxbUYu3+UUUKKxYMuWLYwcObKBW920Mm6qJGN1mHSw1vbt25kyZQoGgwGNRoNGo0FRFBRFwcHBgcLCwmr3rdj2woULDBgwgIiICNzd3U3ZPCGEaBIMBgO//PILK1as4KeffgKgMCqKlKgoNBoNSVmReDq2xsHWp8r9tRZWDGy7hN3nZ/NN9D8ZH/4GtpZOxucDndoT6NSeIWVziMk+RmFZNjHZJyjIO0toaCgHDx6UAbNCCCGatNzcXHx9fRu6GcKEpKbmSepqnqSu5kdqap6krsLUtFot69evp2PHjkRERLBo0SIGDx5ssuMnJycDcOrUKU6dOlXtdh07djQO1qrK008/TUBAAB9++CHHjx/nl19+wdXVlfvuu49Zs2Y1ig8czZn0PeqTjOuH5Kw+yVh9knH9aGo5T5w4kS5durBixQrWfPE5n6QmYFEx5gNwc3bm73Pm8uyzzxISEtLQzQWaXsZNkWSsDo1Sk0VHayAnJ4ewsDDS09ONA6+6devGrFmzGDRoEHq9npYtW5afVKNBr9cDoNfr2bJlC6+++ioXL140Pj9u3Dg2btxoiqbd1XJzc3FxcSEnJwdnZ+eGbo4Q4jaio6MZPXo0Fy9exM/Pj86dO9OsWTMsLS0pKirir7/+4tzZ85SVldHafxydW8zEQlP1tO8pOec48OcLWGos6ew1is7eo3GxaWZ8vlRfyIX0PUSmbCGtKI777ruPffv21delCiGEMDON6XVnTEwMYWFhDdoGYVpSU/MkdTVPUlfzIzU1T1JXIUyvMf1N1FhJ36M+ybh+SM7qk4zVJxnXj6acc0FBAXv37iUlJQWNRkOzZs144IEHsLOza+imVdKUM24qJGN1mGyw1iuvvMIbb7xhXDLrrbfeqjQdcUJCAi1atCg/6Q2DtSoUFBTwyCOPsGfPHuM2v/32Gx06dDBF8+5a8geiEE3HuXPnGDhwIDY2NowcORJ/f/8qlyEsLS0lMjKSffv2EeQ5iL6tXqt2wFZecSJ/XfuWy6m70OmL8bRrjp2lM2WGEtKL4igzFGNtbcOcObN577331L5EIYQQZkxedwohhBBCCCHuZvI3kRBCCCGEEKKmLExxEIPBwOrVq42DCmbPnn3LdeOr4uDgwJYtW/D39zc+tmbNGlM0TwghGr3k5GSGDRuGg4MDU6dOJSAgoMqBWgDW1tb06dOHcePGcSV9P2fiPqn2uE62fnQPfY6/9dhGuO/DpBVdJk+rIb00GT1lvPzyy+Tm5shALSGEEGYlJiamoZsgTExqap6kruZJ6mp+pKbmSeoqhGgI0veoTzKuH5Kz+iRj9UnG9UNyVp9krD7JWB0mGax18uRJ0tLSUBQFrVbLK6+8UqfjODo68txzzxl/l+W4hBDm7urVq2zatIlx48aRlZXFo48+iq2tbY32bdOmDYMGDSIqcROFpem33NZKa09+SRJ2tn7odJnY2yscOXKYf//739jY2JjiUoQQQohGw2AwNHQThIlJTc2T1NU8SV3Nj9TUPEldhRANQfoe9UnG9UNyVp9krD7JuH5IzuqTjNUnGavD0hQHOX/+PFC+dGHXrl3x9PSs87EefPBBnn/+eRRFITo6Gr1ej1Zb9fJeQgjRFBUUFPDSSy+xbt06srKygPL+s1u3bjg6OtbqWN26dePwoSNcSt7BvUFTq90uIy+K65nHAOjbtx+rV/+HNm3a1PkahBBCiMZMlhwxP1JT8yR1NU9SV/MjNTVPUlchREOQvkcdO3bsMH6ImpmZSXR0NAAWFhaMHDmyIZtmtuReVp9krD7JuH5IzuqTjNUnGavDJIO1MjIyjP8ODAy8o2MFBwcb/63T6cjKyrqjwV9CCNFYXL16lRdeeIGNGzeiKAqKouDl5UVAQABnzpyhW7dutT6mra0t7e+9h6g/tnFP4CQsNDd367mFV9j3x/NYaq04EXGcLl26mOJyhBBCiEZL/ng0P1JT8yR1NU9SV/MjNTVPUlchREOQvkcdf/vb3ygtLb3pcWtra0pKShqgReZP7mX1Scbqk4zrh+SsPslYfZKxOkyyDKKTk5Px33q9/o6OpShKpd/v9HhCCNEYHDp0iLCwMDZs2ACU/6E8ZcoU5s+fj729PR4eHnUemNq6dWsKS9IpKs2o9LjeUMrl1F/YeXYaBqWQP/78XQZqCSGEuCtcu3atoZsgTExqap6kruZJ6mp+pKbmSeoqhGgI0vcIcyH3svokY/VJxvVDclafZKw+yVgdJplZy8fHx/jvv/76646OdeXKFeO/NRqNzKolhGjyjh07xqBBg8BQ3q9ZWVkxffp0Y99ZVFSEnZ1dnY9va2sLQHzaPtwcQtHpi8jIj+Ji0g+U6nJxdXXj1KlzhISEmOR6hBBCCCGEEKIpy8jI4PvvvycxMRG9Xo+npyejRo2iRYsWDd00IYQQQgghhBBCCHEXMMlgrZ49ewLls2JFRUVx9uxZOnbsWKdj7dy5Eygf0NCyZUu0Wq0pmiiEEA0iJyeH+++/H8UAze3DiSuMYuzYsZUGuVpZWVFWVlbnc+h0OgB+i1tpfEyDBTa21iz/aDnTp0/H0tIk3b0QQgjRJPj5+TV0E4SJSU3Nk9TVPDXmup47d44PP/iAjRu/Qa/T42FjjQWQWVrG/PnzGTFsGPOee44HHnigoZvaqDTmmoq6k7oKIRqC9D3CXMi9rD7JWH2Scf2QnNUnGatPMlaHSZZBDAgIoFOnTmg0GgBmzpxZp4EHmZmZvPPOO8bfR44caYrmCSFEg5k+fTqlxaV0de1PoF0I7q4etGnTptI2rq6uZGZmUlJSUqdzJCUlYaHV0nf2bNo/8gg2Dg4EBgdy/fp1Zs2aJQO1hBCiEVmzZg0ajYapU6dW+byiKMycORONRoOzszOHDx/mwIEDaDSaKn8sLS0JDAxk+vTppKSk1LgdcXFxPPnkkwQGBmJjY4OXlxejR48mIiLCRFfasAoLCxu6CcLEpKbmSepqnhprXTds2EC3rl3Zt3kT8zycOdommKPhARwODyCyTTBv+HsRf/ggQ4YM4ZVXXkFRlIZucqPRWGsq7ozUVQjREKTvEeZC7mX1Scbqk4zrh+SsPslYfZKxOkwyWAvghRdeML6RFRERwUMPPUR2dnaN94+Li2Pw4MHGD5m0Wi0zZswwVfOEEKLeXb58mU2bNuNl48ezwa9yLGs3PXp1x8KictfbsWNH9Ho958+fr/U5FEXh1G+/4XvvvSSeOcPvW7fStlUrIk6cwN3d3VSXIoQQop7Mnj2bVatW4eLiwu7du+nXr5/xOX9/f+bNm1fpZ/LkydjZ2bF69Wq6detWowFbUVFRdOrUiTVr1tCiRQumTp1Khw4d2L59O/3792ffvn1qXmK9qM3fIaJpkJqaJ6mreWqMdf3++++ZNGkSo5zt2RPmzzPebnhY/v+Z3O21Foz3cGZbS18W+Hrw+uuv8/rrrzdgixuXxlhTceekrkKIhiB9jzAXci+rTzJWn2RcP9LS0rhy5QqXL1+WzFUiuapPMlaHyaZbGTduHKtXr2bfvn1oNBp++eUXwsLCmDFjRpXTx+t0OtLS0jh79izff/89GzZsoLi4GChfAnHGjBmEh4ebqnlCCFGv4uPjGT16NIpiwNcmkC1Jn6MzlBEaGnrTti4uLrRp04bIyEi6du1qnKWwJmJjY8nKyCArI4N7O3TgP//5D5MmTcLOzs6UlyOEEKIezJ49m5UrV+Lu7s7u3bvp0qVLpedDQ0P56KOPbtpPr9czceJENm/ezNtvv80HH3xwy/PMnz+fnJwcPv74Y+bOnWt8fOPGjUycOJGnn36amJgYmZlRCCGEWcjKyuKJSZMY5urIWwFeWNzi7y2NRsN0bzd0isKrr77K8OHD6dq1az22VgghhBBCCCFEU6coCidOnGDF8uXo9Xo2fvut8bk+PXsyc84c/va3v2FjY9OArRRCNDSTzawF8N1339G+fXvjDFsZGRm8+eabDBo0iEGDBhm3UxQFGxsbAgICGDlyJF988QVFRUXG5/v06cP7779vyqYJIYTqFEXh559/ZuTIkbRs2ZKoqCgcHR2JJ4rdmZsB2Lp1K+fPn8dgMFTat3fv3qSlpfHrr7/W+Hz5+fns2LGDwMBAjh49ytkzZ5g2bZoM1BJCiCZozpw5rFixAi8vL3799debBmrdilar5bnnngPgwIEDt9w2KyuLvXv3EhgYWGmgFsCjjz5Kt27diI+P58SJE7W+hsakVatWDd0EYWJSU/MkdTVPja2ua9eupbSkhFd9PW45UOtGM7zd8LezZcWKFSq3rmlobDUVpiF1FbVlTku663Q63n33XTp27IijoyMODg507tyZpUuX3vSenTAt6XuEuZB7WX2SsfokY3VkZGQweNAgevfuzeGt3xN0aC9ftPBlXUs/3gn0Rv/nBR5//HFaBAVx/Pjxhm6uWZB7WX2SsTpM+nV5FxcX9u3bx+TJk/nll1+Ms8NUDN66cbaYiscqHtdoNCiKwtChQ/nmm2+wsrIyZdOEEEJVsbGxjBs3jjNnzuDt7c2DDz5Iu3btsLa2BspnPYmKiuLUqVNs3LiR1q1b8+ijjxqfb9GiBcOHD2fXrl0oisL9999/yxm2srKy+Oabb7C1teXo0aMEBgbWy3UKIYQwvblz57J8+XJ8fHzYu3cv7dq1q/UxnJycgNuvHZ+QkIBer692MFhQUBCRkZFcvXq11m1oTGJjYwkJCWnoZggTkpqaJ6mreWpMdVUUhVXLlzHUxQEvq5q/BabVaHjUxZ4VGzbw3nvv4eHhoWIrG7/GVFNhOlJXYWo3Lun+888/07NnT+OXSfz9/Rk7dmyl7XNycjh69CirV69m165dREZG0qxZs1ueIyoqip49e5KTk0O/fv0YMWIEsbGxbN++nV9++YWdO3dy//333/IYBoOB0aNHs2vXLgICApgwYQIFBQXs2bOHefPmce7cOT7//PM7ykJUT/oeYS7kXlafZKw+ydj0MjIy6Ne7Nynx8XzS3Jf7nO3J7N0fz+OHjds84u7MpeJSXk7M4L6BA9n1yy8MHDiw4RptBuReVp9krA6Tr23i6enJrl27WL16Ne+88w6XL1+ucrsbB3IpioKPjw8LFixg/vz5tVoCTAghGlJcXBxz5s5j5087ABg5ciQdO3a8qR/TarW0a9eOdu3aERMTw5YtW1i3bh1Tp041LjPVt29fNBoNO3fuJCoqii5dutCxY0fjTFmKopCYmEhkZCR//vkngYGB/PLLLzJQSwghmrB58+axbNky/P392bdvX52/oVIxE9btlhEPCAhg69atBAUF3fRcWVkZp0+fBrjthySNnU6na+gmCBOTmponqat5akx1TUhI4GLsZZ5v4VvrfR9yc+L95EyOHDnCQw89pELrmo7GVFNhOlJXYUpNaUn3TZs2sWvXLvr06cPu3buxt7cHIDk5mV69evHFF1/w2GOP3XbQl6gb6XuEuZB7WX2SsfokY9NSFIXxf/sbKfHxfNvShxY25ZM1GKxvXuow1Naatc2b8UxCKmNGj+bCH3/IZ313QO5l9UnG6jD5YK0KzzzzDNOmTePnn39m7969HDt2jOvXr5ORkYHBYMDNzQ0fHx969OjBoEGDGDNmjHGGGSGEaMwUReHKlSt89dVX/Pvfb2DACkVRePjhh7nnnntuu39YWBgTJ07k66+/Zvfu3YwYMQIoH8Tat29fgoKCOHbsGPv27ePXX3/F2dkZrVZLQUEBhYWFBAUF8e9//5vp06fj6uqq8tUKIYRQy/z581m6dCkAfn5+dfpmSlpaGrt27WLBggUAzJgx45bbe3p6MmbMmJseVxSF+fPnEx8fj6+vL3369LntuUtKSigpKTH+npubW7vGq6hipjFhPqSm5knqap4aU12zsrIA8LLU1nrfipm4srOzTdmkJqkx1VSYjtRVmMqNS7rv2bOHDh061HjfiiXdN2/efMdLun/wwQdERkZy4sQJ+vbtW+1xNm/eDMDixYuNA7UA45fJZ82axTfffCODtVQifY8wF3Ivq08yVp9kbFoRERH8evAgnzT3NQ7UArBJS61yexsLC5YFeTEg+hqrVq3izTffrK+mmh25l9UnGatDtcFaUD7wYPjw4QwfPlzN0wghRL3Iyclh3bp1vPPOO1y7dg2NRouzRzhlJdm0Cguu0UCtCsHBwfTq1YuTJ09y3333YWtra3wuKCiIoKAg8vLyOH/+PJmZmURERODo6MiOHTsYNmwYWm3tP2wQQgjReGzZsoX8/HxCQkIoLi4mMjKS1157jTfeeKPafQ4ePFjtDLQajYYXX3zROAC4NuLi4pg2bRr79u3DysqKL774Ahubm7/x9d+WLFnC4sWLb3o8JiYGR0dHQkNDuXr1KiUlJdjZ2eHj40NcXBwA3t7eKIpCWloaAC1btiQxMZHi4mJsbW3x8/MzztDr6emJhYUFqanlb2w0b96c1NRUCgsLsba2JigoiEuXLgHg7u6OtbU1mZmZ5OXlERwcTEZGBvn5+VhaWtKyZUsuXrwIgJubG7a2tiQlJQHl///NysoiLy8PrVZLaGgoFy9eRFEUXFxccHR05Pr160D5DGV5eXnk5OSg0WgIDw8nJiYGg8GAk5MTrq6uxqUk/fz8KCwsNH7Y36pVK2JjY9HpdDg6OuLu7s6VK1cA8PX1paSkhMzMTKB8gHdCQgKlpaXY29vj7e1NfHw8UD77mV6vJz09HYCQkBCuXbtmzNvX19eYoZeXF0ClvJOSkigqKsLGxoaAgABiY2ONeWu1WlJSUqrMOzg4mJiYGGPeNjY2lTLMzMw05h0SEkJ0dDQArq6u2Nvbk5iYCEBgYCDZ2dnk5eVhYWFBWFhYpbydnJy4du0aUL5sjk6nIzo62pj3pUuX0Ov1ODk54ebmVinD4uJi4wCN8PBwLl++bMzbw8ODhIQEoPwDudLSUmPeoaGhXLlypcq8vb29MRgMxrxvdc96eXmh0WiM92yLFi1ITk425h0YGGi8Zz08PLC0tKyUd1paGgUFBVhZWdG8eXNj3re6Z2+Xd0BAALm5ueTm5hrzrrhnnZ2dcXZ2NuZ9q3v2dnmHhYURHx9PWVkZDg4OeHl5VbpndTodGRkZxrzz8/OJjo6u9z4iOTkZQPoIlfqIij64PvuI/Pz8SnlX9BFlZWV4enqiv38oqdZWOP95AZ2TM4WBweXXfmgfmd37oLe1xSY9DfuEy2R16QGA5Z+/c889djg4OBAdHX1X9xE2NjbGfeuzj2io1xF3Sx8BGOtq7q8jqusjGvp1RHBweV/UlDXFJd0r7teuXbtWeQygyS8L35i5ubk1dBOEMAm5l9UnGatPMjatlStWEGhny33O9pUet7+WUO0+zlotj7jY89l//sNrr71Wo/dkxc3kXlafZKwOjaIoSkM3QqgnNzcXFxcXcnJycHZ2bujmCNFkffnll8yePZuioiIAbG3tsLByo12f5zm56zmefPJJAgICanXM3Nxcli5dyqhRo+jZs2eV2+j1etatW8elS5dYuXLlbWdMEUII0bitWbOGJ598EoA2bdqwd+9efv/9d4YNG4ZGo2H//v3079+/0j4HDhxg0KBB+Pv7M3bs2ErPabVafHx8GDZsGO3bt69VW4qLi3nnnXd46623KCoqwt/fn/Xr1zNo0KAa7V/VzFqBgYGN4nVndHR0nZeUFI2T1NQ8SV3NU2Oqa3Z2Nl6enrzQzI2pXq612vd4fiGTYxM5evQovXv3VqeBTURjqqkwHamrqK2Kv2WmTJnCmjVrmDdvHkuXLr3lku4Vf8sMGDCg2pmzPvvsM6ZNm8aoUaP48ccfqz1/eno6R44cISgoiM6dO1d6rqysjPDwcOLj49m3bx/33XdftcfZvXs3hYWFVc44/NJLL/Hmm28yefJk1q1bV+0xqiPvxd+e9D3qsLGxobS09KbHra2tK/3dLkxH7mX1Scbqk4xNp7i4GBdnZ+Z5OjPdu/KgltQBg/E+uLfafS8VlzIs+grbtm3joYceUrupZknuZfVJxuowycxa77zzDgsXLjT+/vzzz/P222+b4tBCCNHg3n33Xf75z3/SsmVL4uLiaNu2LX/88Sed+7zE9Uu7aebji7+/f62P6+zsTHh4OKdOnapysFZRUREbN24kJiaGrl27Mm3aNFNcjhBCiEagVatWHDx4EC8vL/z8/Jg1axbLly9n8uTJnDt3rsplbkNDQ/noo49Mcv7ffvuNiRMncvHiRSwtLZkzZw6vv/56rT5QsLGxkW97CSGEaNRcXV155JFH2PDTDqZ4ulQ7Q2VVNmTm0ToslF69eqnYQiGEaJqa8pLuQ4YMqfLxQ4cO8f777wMwbty4GlxB414aXgghhBD1Jz09ndKyMlrbWt9+4/8SYmOFpYXGOBOvEOLuYbJlECsm6NJoNFhZWZnqsEII0aC+/fZb/vnPf9KnTx/OnTtHeHg4np6eWNk4ENh6FHEXNtDcz6dWb/rfyM/Pj2PHjmEwGLCwsEBRFJKTk4mIiOC3335Dr9fTtm1b9u/fL0sfCiGEGenZs6dxSRko//LD3r17iYqKYvr06Xz77beqnfvEiRPcf//9FBYW0rt3b1avXl2n5UoaM19f34ZugjAxqal5krqap8ZW15mzZjFw82YO5hUy0NmhRvtcKy1jT04BHyyeW+e/9cxJY6upMA2pq6grc1jS/UZlZWW89dZb/Pvf/6asrIxJkyYxatSoGu3bmJeGb6xLulYMbmvqyz43tiVdq6MoCoqiyNLwmH5p+JKSEqKjo2XZZxWXfS4pKeH69evSR6i47HNJSYn0ESbqI5KSkhg/fjy2pQWUZSST1akbAM5//Y5lXi6pAwaXX/vhX8ns2hO9nT3WGek4xl0is2tPxrfJQqPRkJ6eLn1EHZaGv7FPlj5CnaXhK/pk6SNq3kc0a9aM2zHJMojbtm3jkUceMf7B9cQTT/Dll1/e6WGFCcjUy0LUncFgoGXLltja2hIeHs727dt59tln+e6773FoNoAuD7zJnnVDaB3iydChQ+t0joiICPbs2QOArbUdpWUl6A1648CtiRMn8vnnn2Nra2vKSxNCCNFA/nvpkBudOnWKXr16odPp+PLLL5k6dSpQs6VDaspgMBAeHk5sbCxTpkzh888/N9lg4Mb0ujM1NRVvb+8GbYMwLampeZK6mqfGVldFUbh/4EDOnDjONy18CbvNN50zdXomxSdT6u7Jud9/b/D/pzUGja2mwjSkrqK2zGlJ9wp79uxhzpw5REdHY2FhwQsvvMC//vWvGv+N1JiXhm+spO9RhyyDWP/kXlafZKw+ydh0Kt4XfSvQm7HulV8D5LcMw/FyTLX7Zun0dPsjjvXr1zNp0iS1m2qW5F5Wn2SsDgtTHGTIkCHGEYWKotzxh0hCCNEYrF+/noSEBK4mXGP79u0ArFq1isz0DAqyr1CUn4qVtRPFxcV1PkdxcTGOls6M8HoMd00z9AY9GiyYN28eycnJfP311zJQSwgh7hJdu3bl1VdfBWDu3LnGb+PUVU5ODlFRUcZvxQAcPnyY2NhY2rVrx6effmq2szZWfPNHmA+pqXmSupqnxlZXjUbDlm3bCAgN49G4JH7IyqPUcPP3Fg2KwtG8QsbHJZFlY8eu3bvlg/b/09hqKkxD6irqqmJJdz8/P4YMGcKsWbMwGAxMnjzZOOPBf6tY0v3Gn/fff58FCxbUeqDWb7/9RocOHXjttdcoKytjzpw5/Pnnn7UaqFVYWMiUKVMYMmQI0dHR9OjRg5MnT/LGG2/U6m8kGxsb4zfpK37ErUnfI8yF3Mvqk4zVJxmbjrOzM/379GFrTsFNzxUGBt9y3++zcrGytKx2qWZxe3Ivq08yVodJlkG0t7dn6dKlTJw4EY1Gw5UrV1izZo1xNgAhhGhKioqKmDH9WdavX4eNhR19XR6iTWBXbC3sKTIU8EfOCQ4lbufnz/rj4NaC2Nhk9Hp9rT/wVhSF6OhoivQF/JT6NRZoaRkSwuFDh/Dz81Pp6oQQQjRmL774Ijt37uTEiRM8/vjjHDlypM7H2rp1K08++WSlGbkOHz4MgJ2dHQsWLKh238cee4zu3bvX+dxCCCFEY+Lm5sbho0eZPGkS//jpJ96yyeIRF3tCbazRajRcLy1ja24RlwuL6HTvvez9/ntCQkIautlCCNEoNfUl3YuLi3nggQc4duwYbm5uvP/++0ydOlWWvRVCCCHEHZk5Zw6PPvooF4tLCLet2bLMBkXhm+xCxo0bJ7MWCXEXMslgLYAJEyaQmJjIP/7xDwBmzZqFr69vnZcGE0KIhpCbm8vg+wdz/swFpjR/kQFeY7DVOlTappfHcB4Lep5fU7/jmysfYkBHVFRUrd8cSkxMNK6h26VrV1568UVGjRqFpaXJumYhhBBNjFarZf369XTs2JGIiAgWLVrE4MGDTXb85ORkoHzJxVOnTlW7XceOHZv0YK2wsLCGboIwMampeZK6mqfGWldXV1e279jBn3/+yapVq/hq7VqyU1MBsLWxYcyYMaydPZs+ffrIB/b/pbHWVNwZqaswFTs7O9avX0+vXr3YtGkTw4cPV+VL3AaDgUmTJhlnxarrku5vv/02x44dIzAwkIMHD9KiRQuTt1VUT/oeYS7kXlafZKw+ydi0Hn74Yfx9fHg5MYN1zX2wtShf4Mzr8K/V7rM8JYv4wiI2zJlTX800S3Ivq08yVodJlkGs8Nxzz7F582bc3NwoKiriwQcf5Mknn+To0aMUFNw87Z8QQjQWSUlJLFq0iGbezTj32wVebv0lQ30ev2mgVgV7SydG+j3JS20+w0Kj5fiJExgMhhqfT1EUjh8/joeHB3/99RenIiN5+OGHZaCWEEKYualTp6IoCmvWrKl2m9DQUPLz81EUhddff52BAwfWaanxinPduN/y5ctRFOW2P019htz4+PiGboIwMampeZK6mqfGXte2bduybNkysnJzKSwsJC8vj8KiIr7ZuJG+ffvKQK0qNPaairqRugpTaqxLukdFRREVFUVZWZnxsbVr1wLw7bffykCtBiB9jzAXci+rTzJWn2RsWtbW1nz/ww/8Varn6YQUcnR6ADK79rxpW4OisDQ5k6Upmbzxxhv06tWrvptrVuReVp9krA6TjQro3Lmz8d8uLi5kZWVhMBhYt24d69atq/XxNBoNOp3OVM0TQogqlZWVMX/+fFavXg2ATqdjQauVhDp1qNH+bV26M9r3abYl/oedO3fy4IMP1ujN/SNHjvDXX3+xbt06WrdufUfXIIQQQojKbvwwRpgHqal5krqap6ZUVzs7u4ZuQpPQlGoqak7qKkytMS7p3qZNGwDi4uJo3rw5165dIy4uDnt7e7799ttql2wMDQ1l9uzZdW6/qJ70PcJcyL2sPslYfZKx6XXv3p1f9uzhoZEjGXDxKmOcHZjQ2xp3RUGj0ZCp0/N9Zi7f5BSQUFjMG2+8wcKFCxu62U2e3Mvqk4zVYbLBWmfPnq00QOHGfyuKYqrTCCGEyZSUlDB48GDj1Oc52Tk4lzWjk+uAWh1nXOAc9qVu5syZMxQXFzNkyBCcnZ2r3LawsJBDhw4RGRnJ4sWLmTx5sikuRQghhBA3cHCoemZM0XRJTc2T1NU8SV3Nj9TUPEldhak1hSXdK45RWFjIxx9/XO0xBgwYIIO1VCJ9jzAXci+rTzJWn2Ssjn79+nHhzz/55JNP+PSTT4i/EMXxC5extNBQojdgbWXFuHHj2DhnDj173jzrlqg9uZfVJxmrQ6OYaCSVhYVJV1REo9Gg1+tNesy7UW5uLi4uLuTk5FQ7eESIu42iKGzfvp0ZM2aQlJSEtbU1Dg4OZGVlMa3lv7jPe2ytj7kj8Us2XP0AraUNel0xrVq1omPHDri6uqLRaMjLy+P8+fP88ccfWFhY8OGHHzJr1iwVrk4IIYRoGI3pdWdJSQk2NjYN2gZhWlJT8yR1NU9SV/MjNTVPUlchTK8x/U3UWEnfow4bGxtKS0tvetza2pqSkpIGaJH5k3tZfZKx+iRj9ZWWlvLLL79w/fp1ysrK8PDw4IEHHsDLy6uhm2ZW5F5Wn2SsDpPNrDVlyhRTHUoIIVSj0+mYPXs2//nPf/D19WX06NG0adOGqKgofvjhB3q6D63TcXt5DOPrK+/SafCblJVkc/nceqI2bqy0jaWVFfPnz+d///d/5YWYEEIIoaL4+HhatWrV0M0QJiQ1NU9SV/MkdTU/UlPzJHUVQjQE6XuEuZB7WX2SsfokY/VZW1sTHh7OqFGjGropZk3uZfVJxuow2WCtL7/80lSHEkIIVSiKwjPPPMPatWt58MEH6dixo/G5oqIitBpL7LSOdTq2k5U7AJfPrsMzoBs+Le7H3jmQlIQjKAY9Q4cO5bPPPiUgIMAUlyKEEEIIIYQQQgghhBBCCCGEEEKIJshkg7WEEKIxS05OZtq0aezYsYPRo0fTvn37Ss9bWlpiUPQoKGjQ1Pr4OkP5NNOG4gSSouMoLSultKSE4KAA9uzZQ2hoqEmuQwghhBC316xZs4ZugjAxqal5krqaJ6mr+ZGamiepqxCiIUjfo45Vq1ZhMBgAKCwsxN7eHgALC4uGbJZZk3tZfZKx+iTj+iE5q08yVp9krA4ZrCWEMGu//vorzz33HBcuXAAgPDz8poFaAI6OjigoJBZdJsC+9gOrrhXFAuDgYMe1a9dwdnZm7pz/4V//+pes4SuEEELUM51O19BNECYmNTVPUlfzJHU1P1JT8yR1FUI0BOl71PHUU08Z/52eno6np2cDtubuIPey+iRj9UnG9UNyVp9krD7JWB0yrF4IYZYMBgOPPPIIgwcP5o8//iAsLAxFUejWrVuV27do0QIHOwf2pW6q0/n2pnyL1sISJycnPvvsM5KSknj77bdloJYQQgjRADIyMhq6CcLEpKbmSepqnqSu5kdqap6krkKIhiB9j/ok4/ohOatPMlafZFw/JGf1Scbqk4zVIYO1hBBmx2Aw0L17d7Zu3YqDgwOurq5cu3YNd3d3goODq9zH0tKSDp06cDB9K8X6glqdL68smxNZu3jjzdf5888/+fvf/26caloIIYQQQgghhBBCCCGEEEIIIYQQooIM1hJCmJUvv/wSV1dXTp8+jY2NDd7e3nh5eWEwGPDx8UGj0VS7b+fOnSk1lPBF3L9RFKVG5zMoej6Lfw0rK8tK000LIYQQouGEhtZ+SWPRuElNzZPU1TxJXc2P1NQ8SV2FEA1B+h71Scb1Q3JWn2SsPsm4fkjO6pOM1ScZq0MGawkhzEa/fv146qmncHR05OGHH+b5559n8uTJTJgwAU9PTywtLW+5v4uLCyNHPcjh9B/5LG4ReuXW6++WGUpZdXkhp7L28c233+Dl5WXKyxFCCCFEHV29erWhmyBMTGpqnqSu5knqan6kpuZJ6iqEaAjS96hPMq4fkrP6JGP1Scb1Q3JWn2SsPslYHbceuSCEEE3AuXPn6Nq1KzqdDnt7e3Jzc9m/fz9nz56lU6dOtGnTBhsbG4qKim57rHvuuQe9Xs/On7YQnX+aId6P0ddzNPaWjsZt8nU5HErbxt70jWSUJvHNN98wevRoNS9RCCGEELVQUlLS0E0QJiY1NU9SV/MkdTU/UlPzJHUVQjQE6XvUJxnXD8lZfZKx+iTj+iE5q08yVp9krA4ZrCWEaNKWLFnCyy+/jMFgwNnZmbCwMGxtbSkrKyMpKYnvv/8ee3t7vLy8SExMpKSkBBsbm1ses0OHDnh6enLi+AnWXnyTDVffJ8guHHutE4WGPOLy/wILhbHjxvLPfy6gU6dO9XS1QgghhKgJOzu7hm6CMDGpqXmSuponqav5kZqaJ6mrEKIhSN+jPsm4fkjO6pOM1dcQGRcVFZGZmQmAu7v7XVHnu+EaG5pkrD7JWB0aRVGUhm6EUE9ubi4uLi7k5OTg7Ozc0M0RwqQWLFjAe++9R3BwMD169KB58+ZoNJpK26Snp3PmzBnOnDmDoig88MADdO/evcbnyM3N5dixY5w+fRoHBwcKCgoYO3Ysy5Ytw8fHx9SXJIQQQjRZjel1Z2lpKdbW1g3aBmFaUlPzJHU1T1JX8yM1NU9SVyFMrzH9TdRYSd+jPsm4fkjO6pOM1VdfGRsMBvbt28eqFSv4ccd29HoDAFqtBaNHjmLm7Nncd999WFhYqN6WhiD3svokY/VJxuowz15PCGH23n33Xd577z26devGhAkTaNGixU0DtQA8PT154IEHeOSRR7CwsODgwYOUlpbW+DxOTk4UFxdjaWlJUVERq1evZvPmzTJQSwghhGjE4uLiGroJwsSkpuZJ6mqepK7mR2pqnqSuoiGsWbMGjUbD1KlTq3xeURRmzpyJRqPB2dmZw4cPc+DAATQaTZU/lpaWBAYGMn36dFJSUmrcjri4OJ588kkCAwOxsbHBy8uL0aNHExERYaIrFdWRvkd9knH9kJzVJxmrrz4yjouLo1OHDgwZMoQ/9+7mxWbufNbCl89a+PJiM3f+3LubBx54gE4dOhAfH696exqC3Mvqk4zVJxmrQ5ZBFEI0KWfOnOHdd99l48aNtGvXjkGDBlU5SOu/hYaGMnLkSH788Ue++uorpkyZglarve1+x48f548//qBz584sX76cXr16meIyhBBCCCGEEEIIIYQQN5g9ezarVq3CxcWFn3/+mZ49e3LgwAEA/P39GTt2bKXtc3JyOHr0KKtXr2bXrl1ERkbSrFmzW54jKiqKnj17kpOTQ79+/RgxYgSxsbFs376dX375hZ07d3L//ferdYlCCCHEXePSpUv07dUL28J8NoT4083B9qbP857wdOFkQTELYy/Rs1s3jhw/TmhoaAO1WAgh6pcM1hJCNFpxcXGsXr2ayMhI0tPTSUhIIDs7G2trazQaDQMHDqzRQK0Kbdq04eTJkyQnJ/PNN98wdOhQvLy8qtw2Pz+fI0eOcPr0aZ577jk++OADU12WEEIIIVTm7e3d0E0QJiY1NU9SV/MkdTU/UlPzJHUVjc3s2bNZuXIl7u7u7N69my5dulR6PjQ0lI8++uim/fR6PRMnTmTz5s28/fbbt30Pb/78+eTk5PDxxx8zd+5c4+MbN25k4sSJPP3008TExGBpKR+dqEH6HnX8+9//Rq/XA1BUVISdnR0AWq2WV155pSGbZrbkXlafZKw+NTMuLi5mxNCh2Bfms7G5Dx5WVf9/VaPR0MPRjs0tfHg0PpkHhw3j3O+/Y2trq1rb6pvcy+qTjNUnGatD/uIQQjQ6kZGRLFq0iF27dmFnZ4e7uztJSUlYWFgwZswYDh48iI+PD46OjrU+dpcuXfjpp59IS0tj9erVBAUF0bFjR9zd3bGwsCA/P5/ff/+d6OhoLC0tWbFiBTNnzlThKoUQQgihFkVRGroJwsSkpuZJ6mqepK7mR2pqnqSuojGZM2cOK1aswMvLiz179tChQ4ca76vVannuuefYvHmzcRau6mRlZbF3714CAwMrDdQCePTRR/nggw+IjIzkxIkT9O3bty6XIm5D+h51vP7665SWlt70uLW1tQzWUoncy+qTjNWnZsabN28m5vJldrYKrHag1o08rCxZEejFiOhYvvvuOyZNmqRa2+qb3Mvqk4zVJxmrQwZrCSFMqqioiEOHDpGWlobBYMDDw4P+/fvj5ORUo/2///57Jk6ciIeHB6NGjeLs2bNcuXIFS0tLRo8ejaOjI1lZWQwePLhO7WvdujU///wzPXr0wN3dnWPHjvHjjz9W2sbCwoJ//etfzJw5Ezc3tzqdRwghhBANJy0tDXd394ZuhjAhqal5krqaJ6mr+ZGamiepq2gs5s6dy/Lly/Hx8WHv3r20a9eu1seoeN+xsLDwltslJCSg1+tvmrWrQlBQEJGRkVy9erXWbRA1I32PMBdyL6tPMlafmhmvWLaMvs4OhNva1HifcFsb+jg7smLZMrMarCX3svokY/VJxuqot8FaKSkppKWlUVBQQFlZmXwzRQgzc+nSJT755BM+++wzcnJyKj3n4ODAE088wbPPPkv79u2rPcaePXuYMGEC7dq1Y9CgQaxatYqysjIAdDodW7ZsMW7r7Oxcp3ZaWlpiZ2dHVlYW/fv3JzU1leTkZLp06cKpU6ewsLBg+vTpvPTSS3U6vhBCCCGEEEKIxq2wsJDDhw+TlpaGpaUlfn5+9OnTB61W29BNE0KIu8q8efNYtmwZ/v7+7Nu3j1atWtXpOCdOnAAgPDz8ltsFBASwdetWgoKCbnqurKyM06dPA9CsWbM6tUMIIYQQcPHiRSIiI1kR7FPrfSe6OTL75EkuXrx42/+vCyFEU6faYK3MzEy++OIL9uzZw7Fjxyp9q0Wj0aDT6QA4fvw4Cxcu5IknnmDy5MlYWVmp1SQhhAoUReHDDz/k+eefx97ennvvvZdOnTrh6uqKRqMhNzeXc+fO8dVXX7Fq1SoWLlzI66+/joWFRaXjFBUVMXHiREJDQ/H39+fjjz8GoFWrVrRr1w5HR0cMBgOXLl3i+PHjd9xunU6HXq/n1KlTODs7c+rUKbRaLd26deODDz644+MLIYQQouG0bNmyoZsgTExqap6kruapMdc1JiaGVatW8eXnn5Gdm1fpueaBgUyfOZOnn34aT0/PBmph49SYayrqTuoqGtr8+fNZunQpAH5+foSEhNT6GGlpaezatYsFCxYAMGPGjFtu7+npyZgxY256XFEU5s+fT3x8PL6+vvTp06dG5y8pKaGkpMT4e25ubs0bf5eSvkeYC7mX1ScZq0+tjCtmqGxjV/NZtSpU7HPt2jWzGawl97L6JGP1ScbqMPlgLYPBwOuvv877779Pfn4+cOs1LEtLSzl06BCHDx/mrbfe4vPPP6dfv36mbpYQQiWLFy9m8eLF9O7dm4EDB9404NLd3Z1BgwbRv39/jh8/zpIlS8jMzGTVqlVoNBrjdps2bSIjI4PWrVuzc+dOOnXqRL9+/W5aPtHe3p7jx4+Tm5tbpzfQdTodRUVF2NnZcerUKYqKiigqKgJgwIABbNu2DVtb2zokIYQQojGp+H9MxevQ5s2bk5CQQPfu3Tl+/PhNg4YrBAQEcP369Vqvwa4oCkFBQQwYMICvvvqqzu2eNGkSBw4c4Nq1a9Vuc/78eRYvXszx48fJzMwkICCARx55hEWLFmFvb1/rc1bMeHvkyJE6t7uxSUxMJDg4uKGbIUxIamqepK7mqbHWdc2aNUyb9jTO1lomhrgwIdwXf0dr9AaF6Oxivo7KZPGrL/P+u+/w446f6NWrV0M3udForDUVd0bqKhrSli1byM/PJyQkhOLiYiIjI3nttdd44403qt3n4MGDld5LvJFGo+HFF19kxIgRtW5LXFwc06ZNY9++fVhZWfHFF19gY1OzD5eXLFnC4sWLb3o8JiYGR0dHQkNDuXr1KiUlJdjZ2eHj40NcXBwA3t7eKIpCWloaUP4BWGJiIsXFxdja2uLn58fly5eB8kFmFhYWpKamAuV/36amplJYWIi1tTVBQUFcunQJKH8v1tramuTkZACCg4PJyMggPz8fS0tLWrZsycWLFwFwc3PD1taWpKQkoHwZyKysLPLy8tBqtYSGhnLx4kUURcHFxQVHR0euX78OlP/tnJeXR05ODhqNhvDwcGJiYjAYDDg5OeHq6mr8sN7Pz4/CwkKys7PJzs6mR48exMbGotPpcHR0xN3dnStXrgDg6+tLSUkJmZmZAISFhZGQkEBpaSn29vZ4e3sTHx8PlM+AptfrSU9PByAkJIRr164Z8/b19TVm6OXlBVAp76SkJIqKirCxsSEgIIDY2Fhj3lqtlpSUlCrzDg4OJiYmxpi3jY1NpQwzMzONeYeEhBAdHQ2Aq6sr9vb2JCYmAhAYGEh2djZ5eXlYWFgQFhZWKW8nJyfjewP+/v7k5+dXyvvSpUvo9fqb3j+/kaIoKIrC5cuXjXl7eHiQkJAAgI+PD6Wlpca8Q0NDuXLlSpV5e3t7YzAYjHnf6p718vJCo9EY79kWLVqQnJxszDswMNB4z3p4eGBpaVkp74pVeqysrGjevLkx71vds7fLOyAggNzcXHJzc415V9yzzs7OODs7G/O+8Z6F8i+UV9yzTk5OuLm5cf78eVxdXfH19aW4uJisrCzjPRsfH09ZWRkODg54eXlVumd1Oh0ZGRnGvKWPqD7v9PR0AgICpI8wQR/h5uZWKcOKezY7O5vu3bubvI8oKirC1tYWXbeepLq5YZWbg/Of58noWf75v+PlGDAYyA8tn1HT/eRR8sLbUubqhj4nB+vLSRQWFhIdHd1k+4gb875y5Yrxs1PpI0zXR9z4OuLGPln6CNP1EVA+c+3ly5eNfbK8jqh5H1GT2Xo1Sm0/ibqFsrIyHn74YXbt2mX8gEuj0dz0b41Gg16vB8r/yBo0aJDxOUtLS7744guzWou2IeXm5uLi4kJOTk6dl40Tojrffvstjz76KPfdd1+NB1n+9ttvbN++naVLlzJnzhzj4127duX69eskJyczYMCAapdKVRSFTz75hGbNmjF69Ohat/n333/np59+on///hw+fBhFUQgJCeG1115j4sSJWFrW2+qwQgghVFTdYC2AZcuWMXv27Cr3q+tgrR9++IExY8bw+OOP13mwVmJiIuHh4bi6ulY7WOvIkSMMGTIEvV7Pgw8+iLOzMwcOHCAhIYExY8awdevWWp3z7NmzdO7cmd69e9/xYK3G9LozOjq6zkuoiMZJamqepK7mqTHWde3atUydOpWJrdz5d08/bC2rHrSdXqTjmf1X+T27jIOHDtO1a9d6bmnj1BhrKu6c1FU0hDVr1vDkk08C0KZNG/bu3cvvv//OsGHD0Gg07N+/n/79+1fa58CBAwwaNAh/f3/Gjh1b6TmtVouPjw/Dhg2jffv2tWpLcXEx77zzDm+99RZFRUX4+/uzfv16Bg0aVONjVDWzVmBgYKP4m6ixkr5HHTY2NpSWlt70uLW1daV7VJiO3Mvqk4zVp1bGJ0+epEePHmwK9aezg12t9v2toIjxl65z8uRJunXrZvK2NQS5l9UnGatPMlaHSUcl/M///A87d+4E/v/ALEdHR7p27UpgYCDr1q27aR9PT0/c3NzIysoyLo/41FNPERgYyIABA0zZPCGECSmKwr/+9S/Cw8OrHVhVlc6dO3P16lXefPNNZsyYgZWVFTExMZw+fRqtVouDgyNxcQmkpqYSGhpKmzZtKs3WpdFo6Ny5M7/++iv5+fk4OjrWqt2//fYblpaWHDp0CAcHB3bv3k3v3r1rdQwhhBBNl0aj4aWXXuKRRx7Bz8/vjo517do1zp07x/79+/nkk0/qdIzs7GzOnj1LREQEq1atoqCgAFdX1yq3LS0tZeLEiVhYWHDw4EHjGxZ5eXk88MADbNu2jaNHj952yY7U1FTOnTvHkSNHWLlyZa0HpjUFMkum+ZGamiepq3lqbHWNiori6af/zmOt3Hm7j3+1s7IAeNpZ8vWQYCb8nMBDo0YSGxff6K6nIUgG5knqKhpSq1atOHjwIF5eXvj5+TFr1iyWL1/O5MmTOXfuXJV/E4WGhvLRRx+Z5Py//fYbEydO5OLFi1haWjJnzhxef/31Wg+wsrGxqfEsXKKc9D3CXMi9rD7JWH1qZdypUyd8vb3ZlpVX68FaW7Py8GvWjI4dO6rStoYg97L6JGP1ScbqqPqrhHVw+vRpVq5ciUajQaPR4OzszIoVK0hMTGTfvn1VTgcM0K5dOxITE3nhhReM++p0OqZNm2acfUsI0fgcOXKEP//8kx49etzyze6q9OjRg+TkZDZt2sSrr75K9+7ly0s4OrbBxWUAOl07UlLs/m8GruXs27eP4uJi4/733nuv8YPq2nzAHBUVRVJSEjqdjqCgINLT02WglhBC3GWeeeYZcnNzK83uWFfz589n5MiRvP/++xQUFNTpGF999RWDBg3ihRdeMM78VZ0NGzZw7do1Fi5cWOmbZU5OTixYsAAHBweOHz9+23O+8847DBkyhH/961/GaYfNzZ0OxBONj9TUPEldzVNjq+vKlStxtbHk3738avS3q52lBR/29SUxOYXvvvuuHlrY+DW2mgrTkLqKhtSzZ0/jcjJQ/jdK69atuXLlCtOnT1f13CdOnKBfv35cvHiR3r17c/bsWZYuXSozYdUT6XuEuZB7WX2SsfrUytjKyopnnn2WH3IKydMbarxfnt7ADzmFPPPss5UmcWjq5F5Wn2SsPslYHSYbrPXmm28a17/28PAgMjKSZ599FgcHh9vua2Njw5tvvsmyZcuMAy9iY2PlTTEhGrH//Oc/eHl50aJFi1rv6+PjQ0BAADNnzmbJkndxdRnOwAE76d9vK106f0SXzh/Rp/e33DdoL35+Ezl9+gJr1qwnJycHADs7O4YPH87vv//OgQMHajRgKzY2lu3btwMwd+5cEhISZBSwEELchZYsWUJAQADff/+98f8LdfX888+zefNmNm/ezKJFi+p0jOHDhxuPsXnz5ltuWzGDbVXLhf/tb38jPz+f559//rbnnDJlivF8K1eurFO7G7uK9e2F+ZCamiepq3lqTHXNz89n7ZdfMjHUBRttzd8CC3G1pV+AMyuXL1OxdU1HY6qpMB2pq2hM7OzsWL9+PZaWlmzatIk1a9aoch6DwcCkSZMoLCxkypQpHDp0iHbt2qlyLlE16XuEuZB7WX2SsfrUzHjatGmUaTT8KzG9Rp/hKYrCvxLT0Wk0PP3006q1qyHIvaw+yVh9krE6TLIMYnZ2Ntu3bzd+Q3H58uWEhobW+jjPPvssW7duZe/evQB89913TJgwwRRNFEKY2IULFwgKCqr1rFoAycnJpKamA3b07rURF5eq3xRxcAimXdsXCA4aT8TJJ9mwYSNTpkzG3t6ee++9l5KSEnbv3k1qairdu3enefPmN7UnIyOD3377jTNnzgCwdOlSk8ymIoQQomlycnJi5cqVjB49mlmzZjFo0KBaL6lboWfPnsZ/e3p61ukYISEhhISE1Gjbo0eP4uHhQXBwMOfOnWPXrl1kZWXRokULHn74YZo1a1aj47Rv35727dsDEB8fX6d2CyGEEE3B/v37yc3PZ0K4f633nRDqwuwDJ0lOTsbHx0eF1gkhhLhR165defXVV3n11VeZO3cu/fr1q/HfSlXJyckhKSkJe3t7goKCADh8+DCxsbG0a9eOTz/9FK1Wa6rmCyGEEOIG/v7+fLlmDY8//jiWGviXvxdW1XyeWKYovHo9ja2ZuWzYsAF//9r//SaEEE2RSQZrHTlyBJ1OB5R/UDV27Ng6H2vmzJns3bsXRVFqtIyLGtatW8eyZcuIiorCzs6OXr168dJLL9G9e/caH+P3339n0aJFHD16lLy8PMLCwvj73//OrFmzbhpM8t1333HkyJFqj/XOO+9gbW1d5+sRQg35+fm1fsP60qVL7N69m7S0NCwsbOnbdy0uzm1uu5+jY0t69ljHkaNj2bNnDw899BAA3bp1w8XFhQMHDrBp0yZcXFwIDQ3F1taWsrIykpKSuHr1KhYWFlhZWfHTTz8xePDgOl2vEEII8zFq1CjGjx/Ppk2beOWVV/jwww8bukm3pdfrSUpKolWrVvzP//wPH330UaVvpf3jH/9gxYoVTJ06td7aVFJSQklJifH33Nzcejv37dR18JxovKSm5knqap4aU10rlvsNcKz9eyqB/7dPenr6XT9YqzHVVJiO1FU0Ri+++CI7d+7kxIkTPP7447d8z/x2tm7dypNPPsmAAQM4cOAAUD5YC8pn8lqwYEG1+z722GO1+ixA1Jz0PcJcyL2sPslYfWpn/Nhjj6HT6fj7U09xqKCER10cGO/hTDOr8uEJKWU6vs3I5ducAjLKdKxbt46JEyeq2qaGIPey+iRj9UnG6jDJYK1Lly4BoNFo6NixIxYWdV9dsVevXsZ/JyUlUVRUhJ2d3R23saZefPFFlixZgre3N+PHj6egoIDt27fz888/8+OPPzJ06NDbHuP06dMMGjSIwsJCRowYgY+PD/v372fOnDlERkaydu3aStuvXbuWHTt2VHu8119/XQZriUbH0dGx0ge0VTEYDBQXF1NcXMzmzZtJTU3FYDBgYWFJSMsnazRQq4KDQzChoc/y55/vMHjwYOMSq+Hh4YSFhfH111+TkZFBfHw8JSUllJWVUVpaipWVFVOmTOF///d/6zTjnxBCCPO0dOlS9uzZw7Jly5g0aRJdunRp6CbdUnZ2NoqiEB0dzZUrV/j444+ZMGEC9vb27Ny5k6effpqnnnqKli1b0r9//3pp05IlS1i8ePFNj8fExODo6EhoaChXr16lpKQEOzs7fHx8iIuLA8Db2xtFUUhLSwOgZcuWJCYmUlxcjK2tLX5+fsaplT09PbGwsCA1NRWA5s2bk5qaSmFhIdbW1gQFBRn/HnF3d8fa2pqrV6+Snp5OcHAwGRkZ5OfnY2lpScuWLbl48SIAbm5u2NrakpSUBEBQUBBZWVnk5eWh1WoJDQ3l4sWLKIqCi4sLjo6OXL9+HYCAgADy8vLIyclBo9EQHh5OTEwMBoMBJycnXF1duXr1KgB+fn4UFhaSnZ0NQKtWrYiNjUWn0+Ho6Ii7uztXrlwBwNfXl5KSEjIzMwEICwsjISGB0tJS7O3t8fb2Ns6G1qxZM/R6vXEgQkhICNeuXTPm7evra8zQy8sLoFLeFX9r2djYEBAQQGxsrDFvrVZLSkpKlXkHBwcTExNjzNvGxqZShpmZmca8Q0JCiI6OBsDV1RV7e3sSExMBCAwMJDs7m7y8PCwsLAgLC6uUt5OTE9euXQPKv42ZlZVFenq6Me9Lly6h1+txcnLCzc2tUobFxcVkZWUB5a8VL1++bMzbw8ODhIQEoHxp7tLSUmPeoaGhXLlypcq8vb29MRgMxrxvdc96eXmh0WiM92yLFi1ITk425h0YGGi8Zz08PLC0tKyUd1paGgUFBVhZWdG8eXNj3re6Z2+Xd0BAALm5ueTm5hrzrrhnnZ2dcXZ2NuZ9q3v2dnmHhYURHx9PWVkZDg4OeHl5VbpndTodGRkZxryTk5NJT0+v9z4iOTkZQPoIlfqIij64PvuI/Pz8SnlX9BE2NjZ4enqSFD4ArUaDW9KflNo6U+AWUJ5pzCFSW3RHb2mLbUEGjhnxpAeVvybQl57hnnvsyM7OJjo6+q7uIypeg9zunjV1H9FQryPulj4iLy/vrnkdUV0f0dCvI4KDgxGVabVa1q9fT8eOHYmIiGDRokUm/eJlxX/fp06d4tSpU9Vu17FjRxmspZI7+exIiMZE7mX1Scbqq4+Mn3jiCTp37syyZcv4dN06Pk7JxM6yfGbLIp0ee1tbJj0xhTlz5nDPPfeo3p6GIPey+iRj9UnG6tAoNVko9jbeeustXnzxRTQaDRMnTuSrr766aZuEhARatGhRflKNBr1eX+WxdDqdcWCSRqPh+vXr9fYNxt9++40uXboQEhLCiRMnjCMEz549S/fu3fHw8ODy5cu3HDymKAqdOnXi3LlzbN26lTFjxgDlMw8MHjyYI0eOVHocoE2bNnh7e3Pw4EGTX1Nubi4uLi7k5OTg7Oxs8uOLu9ejjz7KgQMHmD59eqXZ4hRFISEhgVOnTvHXX39hMBjQaDRoNBqaN2+OjY0Nf/0Vzf3378fezq9W5ywtzWbvvj7069ebPn36VDrnJ598QmBgIMOGDWPr1q3ExMQwffp03nrrLVxcXEx23UIIIZqGiv83VbzUbd68OQkJCZSVlWFpWf59hS+++IK///3vdO7cmZMnT6LVagkICOD69evU9iXygQMHGDRoEI8//niVr4Vr025/f3/jh0sVrl+/TkBA+QfLy5YtY/bs2ZWef//993n++ecZP3483377bY3PFx8fT4sWLejTp0+tv7Ve1cxagYGBjeJ1Z3R0NK1atWrQNgjTkpqaJ6mreWpMdd29ezdDhw5l95gw2nrU7ouAX0dl8MKxROPAs7tZY6qpMB2pqxCmJ+/F3570PeqwsbGhtLT0psetra1v+4VrUTdyL6tPMlZffWeck5PDTz/9ZPwihbe3Nw8++KDZf4Yn97L6JGP1ScbqMMkQuIpvWAHGbx7VVV5eXqXfbW1t7+h4tVGxBM6iRYsqTeXWsWNHxowZQ3JyMt9///0tj/Hrr79y7tw57r///koDsmxsbFi4cCEAK1asMD5uMBiIi4sjPDzchFcihPqmT59OSkqK8RuFUP7ttE8++YS1a9eSnJx800xW8fHxREVdxMurb60HagFYW7vi4zOMP/6IqvR4QkICmZmZ6HQ6Pv74Y+Li4vjhhx9YtWqV2b/IE0KIu1lWVpZxBoC6eOqppxg0aBC//fYbS5cuNXHrTMvJycn470ceeeSm58eNGwfAH3/8UW9tsrGxMc7IU/EjhBBCNCYDBw7Ex9uLr6Mza7Wfoih8FZPD8GFD7/qBWkIIIYQQQghhCi4uLjz22GPMnz+f+fPn89hjj8lneEKIu5pJBmsFBQUB5W9mnThxAoPBUOdjXbhwwfhva2trXF1d77R5Nfbrr7+i0WgYOXLkTc8NHDjQuM2t7Nu3D4DRo0ff9Fzfvn3RarUcPnyYsrIyAOOU7mFhYXfYeiHq18CBAwkPDyciIgKAK1eu8OWXX6LVannssccoLS01Lg9gZ2eHq6srfn5+WFvb4OjYss7ndXRoQUFBQaXHIiMjsbCw4I8//iAwMJA//viDUaNG1f3ihBBCNAnPPfccgYGBHD58uNLjFd8mrcky0qtXr8bW1pZXX33VuNxMY+Ts7IyHhwdQvhTxf6t4zAST5pqF5s2bN3QThIlJTc2T1NU8Naa6WltbM236DL6LzSGnpOoZ3qvyW2ohF1LzmTlr9u03vgs0ppoK05G6CiEagvQ9wlzIvaw+yVh9knH9kJzVJxmrTzJWh0kGa/Xr1w87Ozs0Gg3Z2dl8+eWXdT7WunXrgPIlYHr27GmK5tVIUlISiYmJBAQEVDlArG3btkD5FG+3cvr0aYAq19V1dnYmICCAkpIS42xEly5dAqBFixZs3bqVV155hRdffJGvv/76pgEpQjQmGo2Gl19+maioKPbt28c333yDv78/AwYMYOPGjeTl5WFlZUXLli0JDg7G3d2dzMxMSktLsdBo635eCysMhv//Jvvvv//OxYsXMRgMTJ48mejoaBn8KIQQdwl7e3sAMjMrz5aRlJQEVJ79tTqhoaG89tpr5Ofn37S0YGPTt29fAE6cOHHTc5GRkQB06NChXtvUWFVMpy7Mh9TUPEldzVNjq+uMGTOwtLFj5sGrlOpv/+XC1MIy5hxOpH3btgwbNqweWtj4NbaaCtOQugohGoL0PcJcyL2sPslYfZJx/ZCc1ScZq08yVoelKQ5ia2vLyJEj2bx5MwD/+Mc/6NGjR5UDlm7l559/Zs2aNWg0GqDqJV7Ukp6eDoCPj0+Vz7u5uQGQkZFxx8dJSEggIyOD0NBQ42CtmTNnGvet0KxZMzZs2MB9991X4+soKSmptBRQbm5ujfcVorYmT57MhQsXePfdd3F1daVdu3Zs3LgRd3d3evbsyT333IONjY1xe51Ox6pVqykpufV/R7dSUpKGra0dAOfPn2fHjh1YW1uzY8cOHnjggTu+JiGEEE1Hu3btgPLB/o888giWluUvbT/55BOg/AsFNfH888+zceNGfvzxRywsbv4uQ1JSEjk5OXh6elZaKrs2cnJySEpKwt7e3jgrbW09++yz/PDDDzz//PPs2bOHZs2aAeXLQb700kvGbSqkp6eTnp6Oi4sLvr6+dTpnU1VYWNjQTRAmJjU1T1JX89TY6urn58f327YxfNgwJu25wgd9/Ahwqnr2zbNphcw6dJ0yWye279yJVlv3LxqZk8ZWU2EaUlchREOQvkeYC7mX1ScZq08yrh+Ss/okY/VJxuowycxaAG+++SbW1tZoNBpyc3Pp168fX331VY32LS4uZsmSJTz88MMoioKiKPj5+TFt2jRTNe+2cnJygPKBZ1WpWFqmYvlCUx2nYrBW27ZtiYiIoKioiEuXLjFv3jxSUlIYOXIkf/zxR42vY8mSJbi4uBh/AgMDa7yvEHXx3HPPAWBhYcGOHTu49957mTFjBl26dKk0UAvA0tKSdu1ak5K6B52u9p26wVBGUtJOXF2dWLNmDdu3b+eBBx4gNzdXBmoJIcRd6LHHHsPf35+ffvqJsLAwRo0axb333stbb72FnZ0dL7zwQo2OY2lpyWeffYZWq61yOe+FCxfSpk0bli9fXue2bt26lTZt2vDEE0/U+RhDhw7l+eef58KFC7Rr147x48czadIk7rnnHk6fPs3//u//Vhqgtnz5ctq0acPChQvrfM6mqiZLYIqmRWpqnqSu5qkx1vW+++5jz969RBda0HtzNE/uTWBXfA7n0ws5k1bItxczGbUjjpE/XsLRN5hjJyIIDg5u6GY3Go2xpuLOSV2FEA1B+h5hLuReVp9krD7JuH5IzuqTjNUnGavDZIO1QkJCePPNN1EUBY1GQ05ODlOmTCE4OJinnnqK999/v9L2n376KUuWLGHChAn4+Pjw8ssvU1JSgqIoWFhYsGzZsmoHPKmh4garblRgxWxVFcvtmOo448eP57vvvuOXX36he/fu2NraEhISwkcffcT06dMpKirirbfeqvF1LFy4kJycHOPP1atXa7yvEHXx4IMPAuWzerRu3ZrRo0ff8tvHnTt3Rqcr5Pr17bU+V3LKPoqL04iPj6dFixZs2bKFn3/++aZBYUIIIe4Obm5unDx5klmzZmFhYcHu3btJTU1l7NixRERE1GpJwK5duzJ37lwVW2sa7777Lt9++y1hYWHs2LGDH374gebNm/P111/X6jWjuavr7GWi8ZKamiepq3lqrHXt378/CVev8cl//kOqcyDT9iUw4odLjPrxEv84fA2v9j344YcfOHv+As2bN2/o5jYqjbWm4s5IXYUQDUH6HmEu5F5Wn2SsPsm4fkjO6pOM1ScZq0OjKIpiygMuXLiQt99+G41GQ8WhK5Y1vPFUFY/d+HjFPm+//TYLFiy447Zcu3atxjNLTZkyhbVr19KyZUtiY2Nvev7QoUMMGDCAYcOGsWvXrmqPM3DgQA4ePMihQ4eqXHqnZcuWxMXFkZycbFy6pjqHDx+mf//+tG3btlaza90oNzcXFxcXcnJycHZ2rtMxhKjOgAEDOHToED4+PqSlpTFv3jwcHBxuu9/GjZtISiyib99tWFk51ehcen0xR4+Nx9m5gF9++Zk2bdrcafOFEEIIYUKN6XVndHQ0rVq1atA2CNOSmponqat5agp1VRSFK1eukJ6ejqWlJT4+Prd9j+Zu1hRqKmpP6iqE6TWmv4kaK+l71GFjY0NpaelNj1tbWxsnEBCmJfey+iRj9UnG9UNyVp9krD7JWB0mm1mrwpIlS9iwYYPxj5EbB2VpNBrjT8VyhzduY2dnx1dffWWSgVoAVlZWtGrVqkY/nTt3xtHRkfj4ePLy8m46VnR0NMBtZ2ho27YtAOfPn7/puaKiIq5evVrjNwErMrzVLEVC1DedTsf333+Pv78/hw4dom/fvhQXF9O2bdsaDdQCuP/+QZTp0jh1agY6Xf5tt9frS/jtzHxKSuLZsuU7GaglhBBCCCGEEKLONBoNwcHBdOnShQ4dOshALSGEEEIIIYQQQghRr0w+WAvg0UcfJSYmhldffRVvb2/jwKwbfyooioKjoyPz588nKiqKxx57zGTtaNasGVFRUTX6mTt3LoMHD8ZgMLB79+6bjrVz504ARowYcctzDh06FICff/75pud2796NTqdj+PDhACQmJqLRaKodeHLo0CEAunTpUvOLFkJFf/zxB2FhYfztb38jOTmZNm3a0KpVK7Kzs+ncubNxO4PBQFFRETqdrsrjeHl58eij48nNO8/RYxNISfkVRdHftJ2iKKSlHSUiYhJZWUfZsuU7unXrptr1CSGEEMI8uLu7N3QThIlJTc2T1NU8SV3Nj9TUPEldhRANQfoeYS7kXlafZKw+ybh+SM7qk4zVJxmrw+TLIFblwoULHDt2jOvXr5ORkYHBYMDNzQ0fHx969OhB165dG8XsUfv37+e+++6jbdu2HD9+3Diz1Y4dO3jooYfo0qULERERxpnA0tPTSU9Px8XFBV9fX6B81qFWrVoRFxfHzz//zJAhQwDIyMigX79+XLx4kdOnTxtn6OrYsSPnzp3j888/56mnnjK2JSEhgR49epCamsqJEyfo3r17na5Jpl4WprJ7925GjBiBwWAwDrh85plnyM3NZePGjcyZM4eEhAROnTpFYmKicT97e3s6dOhA586db+rIU1JS+PHHHSQnJ2Jn50tgwFjs7f0BDUXFyVy9+h2FhVdp3bodX375GT179qzPSxZCCCFELTSm1505OTm4uLg0aBuEaUlNzZPU1TxJXc2P1NQ8SV2FML3G9DdRYyV9jzpkGcT6J/ey+iRj9UnG9UNyrp2SkhKys7OxsLDAzc0NS0vL2+4jGatPMlbH7e9uE2jfvj3t27evj1PdkUGDBjFnzhyWLVtG27ZtGT58OCkpKezcuRMXFxc+++yzSss6Ll++nMWLFzNlyhTWrFkDgKWlJevWrWPw4ME8+OCDjB49GldXV3bs2EFqair//ve/Ky2l+Mknn/DAAw/w97//nS+//JL27duTkZHBzp07yc/P57XXXqvzQC0hTGXVqlXMnDkTCwuLSjPjffvttwQFBQHw6aefUlxcTMuWLRk6dCh2dnbodDpSUlI4c+YMx48fJzw8nFGjRmFvbw+Uz3739NNP8dZbb2FlVcDFmBWA4f+ObkFoaEs+//wg/fr1q/TfnhBCCCHErSQnJ8sfj2ZGamqepK7mSepqfqSm5knqKoRoCNL3CHMh97L6JGP1Scb1Q3K+vYqVz1YuX85Pu3ZhMJR/VmxrY8348ROYOWsW3bt3r/azYslYfZKxOlRZBrEpW7p0Kf/5z3/w8PDg66+/JiIignHjxnHixAnuvffeGh2jT58+HD9+nOHDh3PgwAG+/fZbmjdvzjfffMPLL79caduePXvyxx9/8Oyzz5KSksLnn3/O3r176dWrF1u3bmXRokUqXKUQNVNYWMjAgQOZOXMmVlZWdO7cmYcffpjx48fz0EMPERQUxO+//w5A69atmT59OuPHj6dTp060bt2ae+65h/vvv59Zs2YxYsQIrl69ypdffkleXp7xHDqdDp1Oh6IoaDQK4eHhAAwc2J+//vqL/v37y0AtIYQQQgghhBBCCCHqaM2aNWg0GqZOnVrl84qiMHPmTDQaDc7Ozhw+fJgDBw6g0Wiq/LG0tCQwMJDp06eTkpJSpzZNmjSJgICAO7gqjF+uvnTpUq32S09PZ9asWQQHB2NtbY27uzv3338/27Ztu6P2CCGEEEKI2omKiqJd69YMHz6c2IP7ednHnf8092VVcx9mujny63eb6dmzJ/cNGEBaWlpDN1cIkzLZMogtW7YsP6BGw+HDh/Hz86vTceLj47nvvvuA8kFP69evN0Xz7loy9bKoq8OHDzN69Gjy8/MZPHgw7du3x9rautI2ERER7N27l/vvv59u3brd9phZWVls2LABe3t7pk6dirW1NWfPnmX79u3A/5+ueejQoezYsaNRLI8qhBBCiJppTK87i4uLsbW1bdA2CNOSmponqat5krqaH6mpeZK63l3WrFnDk08+WWmFiBvNmjWLlStX4uLiws8//0zPnj05cOAAgwYNwt/fn7Fjx1baPicnh6NHjxITE0NgYCCRkZE0a9asxu1JTEwkPDwcV1dXrl27Vqdr0uv19OjRg9OnTxMTE0NoaGiN9svJyaFz585cvnyZTp060b17d5KTk/npp5/Q6XS89957/OMf/6hTmxrT30SNlfQ96jhz5oxxRYySkhJsbGyA8s/rOnXq1JBNM1tyL6tPMlafZFw/JOfqXbhwgQF9++KlL+N1X3c62dveNIGHXlHYn1vIy0kZuPkHcPjYsZted0rG6pOM1WGyZRDj4+OB8hd/Op2uzsdRFMV4rOLiYhO0TAhRG4qi8MQTT/D1119jZWXF5MmTqxx8WVhYyP79++natWuNBmoBuLm5MW7cONasWcNvv/1Gz549OXXqFHZ2dpSUlFBSUsLq1auZNm2aqS9LCCGEEHeRjIwM/P39G7oZwoSkpuZJ6mqepK7mR2pqnqSuosLs2bNZuXIl7u7u7N69my5dulR6PjQ0lI8++uim/fR6PRMnTmTz5s28/fbbfPDBB7c8T3Z2NmfPniUiIoJVq1ZRUFCAq6trrdpaVlbGmTNnOHPmDOvWreP06dO12h/gvffe4/Lly8ybN6/SdUVERDBgwABeeeUVnn32Wezt7Wt9bHF70veo48YBWdevX5eM64Hcy+qTjNUnGdcPyblq2dnZjBg6FF+Djq9a+OBczQQeWo2GwS4OhNtaMyHuOg+NGsWxEyewsPj/C8hJxuqTjNVhssFaplIxUAsgMzOz4RoixF2orKyMjh078ueffwLlf+QVFhZSVlaGlZVVpW3Pnz8PQK9evWp1Dm9vb1q3bs3p06dxd3cnKSnJ+NzBgwfp37//HV6FEEIIIe52+fn5Dd0EYWJSU/MkdTVPUlfzIzU1T1JXATBnzhxWrFiBl5cXe/bsoUOHDjXeV6vV8txzz7F582YOHDhw2+2/+uor5syZcwethejoaHr06HFHx9iyZQsWFha88sorlR7v0aMHAwYMYPfu3fzxxx81/nKqqB3pe9QnGdcPyVl9krH6JOP6ITlXbc2aNaSkpLChVWC1A7VuFGRjxQf+HkyOjGTfvn088MADxuckY/VJxuqo9WCt77///rbF+O677/D09Kx1YzIzM1m2bBkajQZFUWQJNCHq0fvvv8/ChQsrzYwXERFBREQEdnZ2dOjQgc6dO+Pm5oaiKJw+fZrWrVvj4OBQ63N16tSJr7/+mu+++8743/vs2bNloJYQQgghTMLSstF9J0XcIampeZK6miepq/mRmponqauYO3cuy5cvx8fHh71799KuXbtaH8PJyQkon4H/doYPH87mzZuNv48bN67W5wsKCqp0jNdee834pdOasrS0pHPnznh4eNz0XMXnETKrlnqk71GfZFw/JGf1Scbqk4zrh+R8M4PBwMplyxjq4oCftdXtd/g/PR3taOVgz8rlyysN1pKM1ScZq6PWqf7jH//gypUr1T6vKAoLFiyoc4MURUGj0aDRaAgJCanzcYQQNZOdnU1ISAiZmZk4OjrSu3dv7rnnHhwdHVEUhaysLM6dO2ecpvyBBx4gPDyc7OxsBg8eXKdzBgQE4ODgQGFhIVqtlhYtWvDee++Z+MqEEEIIcbdq2bJlQzdBmJjU1DxJXc2T1NX8SE3Nk9T17jZv3jyWLVuGv78/+/bto1WrVnU6zokTJwAIDw+/7bYhISF3/H6/s7MzY8eONf6+fPnyWh+jYrWA/3bhwgX2799P8+bNa3Q9om6k71GfZFw/JGf1Scbqk4zrh+R8sxMnThBz+TKLQmq3rJ5Go+ExVwcW79hBRkaGcfC9ZKw+yVgdFrffpGqKolT6udVzNf2B8v/IKkyaNKmuzRNC3IaiKKxYsQIPDw8yMzMZMmQIs2fPpk+fPri4uKDVarG0tMTLy4vBgwczZ84cunbtyu7du41vxNRlVi0o/++84htqDg4OHDt2DBsbG5NdmxBCCCHubhcvXmzoJggTk5qaJ6mreZK6mh+pqXmSut695s+fz9KlSwHw8/Or0wCqtLQ01q1bZ/zS9owZM0zaxvpy6tQp5s6dy8MPP0z37t3x8PDg66+/xsqqZjM8lJSUkJubW+lH3Jr0PeqTjOuH5Kw+yVh9knH9kJxvVjExUFu72n823MbOGoPBQGJiovExyVh9krE66jRf2X8PzjKViuM6OTkxe/bsO5qhSwhRvbKyMiZMmMDWrVsBGDNmDG3btr3lPlZWVjzwwAPY2Nhw5MgRAPR6fZ3boNfrsbGx4a+//qrTsqlCCCGEEEIIIYQQQoia27JlC/n5+YSEhFBcXExkZCSvvfYab7zxRrX7HDx4sNIXrG+k0Wh48cUXGTFihFpNVtWlS5dYtmyZ8feysjLOnDlD7969a7T/kiVLWLx48U2Px8TE4OjoSGhoKFevXqWkpAQ7Ozt8fHyIi4sDwNvbG0VRSEtLA8pnK0hMTKS4uBhbW1v8/Py4fPkyAJ6enlhYWJCamgpA8+bNSU1NpbCwEGtra4KCgrh06RIA7u7uWFtbk5ycDEBwcDAZGRnk5+djaWlJy5YtjR+2ubm5YWtrS1JSElC+zGRWVhZ5eXlotVpCQ0O5ePEiiqLg4uKCo6Mj169fB8pXTsjLyyMnJweNRkN4eDgxMTEYDAacnJxwdXXl6tWrQPmgwMLCQrKzs0lPT6dVq1bExsai0+lwdHTE3d3d+KGtr68vJSUlZGZmAhAWFkZCQgKlpaXY29vj7e1NfHw8AM2aNUOv15Oeng6Uz9527do1Y96+vr7GDL28vAAq5Z2UlERRURE2NjYEBAQQGxtrzFur1ZKSklJl3sHBwcTExBjztrGxqZRhZmamMe+QkBCio6MBcHV1xd7e3vjhcmBgINnZ2eTl5WFhYUFYWFilvJ2cnLh27RoA/v7+5OfnV8r70qVL6PV6nJyccHNzM2ZYUlJCamoqWVlZQPnMd5cvXzbm7eHhQUJCAgA+Pj6UlpYa8w4NDeXKlStV5u3t7Y3BYDDmfat71svLC41GY7xnW7RoQXJysjHvwMBA4z3r4eGBpaVlpbzT0tIoKCjAysqK5s2bG/O+1T17u7wDAgKMgyor8q64Z52dnXF2djbmfeM9C1S6ZyvyrsjB19eX4uJiY95hYWHEx8dTVlaGg4MDXl5ele5ZnU5HRkaGMW/pI6rPOz09XfoIFfqIG+/Z9PR06SNU6iNuzLugoMB4XukjyvuI/8fefYdHVabvA7/PzCSThPRGekIqvWNAQYqggIKAVJEqilTRFXVZpay6uFgW6SIqAoKAFEEREEjovSkokEJ6QnomhdSZ3x/5Zb5EEpJMzslMTu7PdeXaMHPKk/s5+zqTvPOe0tJSdOvWDbndO6NQq4XLqTCkPdEHOpUKFvdSYJGSiOwOXQAAtjd/R4m9A+57egMAzH/9GUOGDEF6ejoSExPh6OhYaUzmGCHeGAH83+uIijGZY0Ttx4jmzZujJoKujjOvKt7QPUin02Hq1KnlBxQELFu2zKDJFxXhtm/fXn+/e6ofjUYDOzs75OTkwNbW1tjlkAkoKChA+/btERUVBUEQ0KVLFzz99NO13l+n02Hz5s1ISEjAoEGD0KFDhzrXUFJSgpUrV+Ldd9+t8hcaRERE1PiY0uvO1NRUuLq6GrUGEhd7Kk/sqzyxr/LDnsoT+9q0bNy4EVOmTAEAtGrVCkeOHMGNGzcwcOBACIKAsLAwPPnkk5X2CQ8PR9++feHp6Vnp1oMAoFQq4ebmhoEDB6Jdu3YG1SQIAjw9PfV/1DBEnz59cPz4cURERCAwMNCgY5SWliIpKQn79+/HO++8g/z8fGzbtg1jx46tcd+ioiIUFRXp/63RaODt7W0S74lMFcce6THjhsGcpceMpceMGwZzftgvv/yC5557Dsda+sJHXbsVTSsczcnH9JhkREdHo0WLFgCYcUNgxtKo88paL7zwQpWPT506Vf8Jm1GjRsHHx6d+lRGR6HJyctCqVSukpKTo//+akZGBS5cuoV27drW6FaEgCOjevTt27dqF69evGzRZ69atWyguLsbEiRPrvC8RERFRTSwsLIxdAomMPZUn9lWe2Ff5YU/liX1tmkJCQnD8+HG4uLjAw8MDs2bNwqpVqzBhwgRcv34d9vb2D+0TGBiI5cuXN3itDUWlUsHHxwezZs2CSqXCa6+9hvXr19dqspZara7V71Pp/3DskR4zbhjMWXrMWHrMuGEw54f17NkTzSwtsTcrF3PdHOu0796cPLQMCoKfn5/+MWYsPWYsDYWYB5Pq9ohEVD+lpaX49NNP4eHhgeTkZDg7OyMkJAStWrWCVqvFb7/9hhUrVuDXX39Fbm5ujccLDAyEhYUFkpKS9Eth1sW1a9fwzDPPICAgwJAfh4iIiOiRKpYyJvlgT+WJfZUn9lV+2FN5Yl+bpu7du+tv4wIAy5YtQ8uWLREXF4fp06cbsbKGcezYMfTp0wcffPBBlc9X3P6w4nYnJD6OPdJjxg2DOUuPGUuPGTcM5vwwOzs7vDRxIrbn5KOkDvNL7pWU4recfMycM6fSbbqZsfSYsTTqvLJWdcLCwvTfu7m5iXVYIqqn/Px8jBw5EocPH0br1q3RpUsXuLu7V/qPWG5uLq5du4YrV64gMjISY8aMeeRShgqFQn9f4kOHDuHFF1+EmVntlqm8cuUKEhMT8eWXX9b7ZyMiIiIiIiIiIiLDWFpaYvPmzejRowd27NiBQYMGYfLkycYuSzIWFhY4fvw40tPT8f777z/0fGxsLADwriFEREREEps1axbWr1+P/yVn4G0P5xq3L9PpsCgpHZaWlrxzE8mGaJO1evfuLcpxcnJy8NNPPwEAXF1dMXDgQFGOS9QU3b9/H7169cLNmzcxevRo/b17/87Gxga9evVCp06dsGPHDmzduhWTJ0+ucunzCmq1GtbW1khPT8ePP/6I4cOH17gE4rVr13DkyBHMmzcPzz77bH1+NCIiIqJq8Y8r8sOeyhP7Kk/sq/ywp/LEvlKFrl27YuHChVi4cCHmzp2LXr161Ws1/JycHCQnJ8PKysrg66ykpARRUVEAgJYtWxpcS1RUFEpKSuDj4wMrKyuEhobC19cXN2/exPbt2zFmzBj9tikpKXjnnXcAAOPHjzf4nPRoHHukMWLECJSWlgIAysrKoFQqAZTf5nP37t3GLE22eC1LjxlLjxk3DOZctXbt2uHTTz/FP/7xDygFAW+4OULxwEIjDyrSavF2QhqOaQqwb98+2NnZVXqeGUuPGUtDtMlaYjE3N8fkyZMhCAJsbGyQlZVVaQUgIqpZWloaVq9ejc8++wz5+fkYM2ZMtRO1HmRtbY2xY8fiu+++w/79+zFhwoRqty0uLkazZs3w7LPPYufOndiwYQO6dOmC9u3bo1mzZvrttFotoqKicO3aNURFRWHmzJn49NNPRfk5iYiIiKqSlZUFS0tLY5dBImJP5Yl9lSf2VX7YU3liX+lBCxYswIEDB3Du3DmMHz8ep06dMvhYe/bswZQpU9C7d2+Eh4cbdIzExES0atUKAKCrw61x/u6pp55CbGwswsLC0KdPHyiVSqxbtw5Dhw7FuHHjsH79eoSEhCAlJQVHjhxBbm4uxo0bx9UaJMSxRxq//PILiouLH3rc3NzcCNU0DbyWpceMpceMGwZzrt4bb7yBsrIyvP322ziUV4hx9s0wwsEGdqryScfJxaXYnpmD7dkFyNXpsHPnzioXA2HG0mPG0jC5yVp3794FUP4mLDc3F/fu3eNtFYnq4I8//sDAgQORkZEBQRDQunXrWk3UqmBlZYW+fftiz549uHfvHpo3b/7QNlqtFvHx8fD29kZKSgrMzMyQl5eHEydO4OTJk/D29oaFhQVKS0uRkZGB7OxsdOnSBVu3bsXYsWM5AZOIiIgklZuba+wSSGTsqTyxr/LEvsoPeypP7Cs9SKlUYvPmzejYsSPOnz+PxYsXo3///sYuSxIDBw7EyZMn8fHHH+PMmTM4ceIErK2t0blzZ0ydOhUTJkzg7y4lxLGH5ILXsvSYsfSYccNgztUTBAHz589Hz549seKLL7Bs1y78JykdtuZmKNPpkFdSCmsrK0x8+WXMmTOn2hVXmbH0mLE0RJ+slZCQgFWrVuHUqVO4d+8eysrKar2vVqtFQkICBEHQf2KmYrlWIqrZnTt30Lt3b1haWmLw4MHYs2cPOnfuXOfjBAUFwdraGpcvX8bgwYMfej4qKgo5OTnIzc3FjRs3AADu7u6YN28eSktLce3aNWRlZcHKygre3t6YNGkSunXrVu+fj4iIiKg2+B5CfthTeWJf5akx9FWn0yE2NhZpaWlQqVRwd3fnBwUfoTH0lOqOfW1aJk+ejMmTJz9ym8DAQOTl5VV6zJBVrWpzrpqO7efnV6tz17RyV0xMTJWPh4aGYs+ePTUen8THsYfkgtey9Jix9Jhxw2DONevRowd69OiBlJQUHDhwAGlpaVAqlXB3d8fQoUNhY2PzyP2ZsfSYsTQEXX3WEf6b8PBwjBgxAjk5OQAMX6K44pMr/v7+iIiIEKu8Jkmj0cDOzg45OTmwtbU1djlkoJKSEmRnZ0Or1cLBwaHK5YvLysrg7++P/Px8TJs2DYcOHUJCQgKmTZtm0KfBjh8/jsuXL+Mf//hHpcd1Oh22bt2KuLg46HQ6eHl5YfPmzejduzc/dUZERNSE8XUnERGZury8PHz//fdYs2olfr9xs9JzT/Xrh9lz5uC5556DSmVyC9ETEVEjwPdEZCxqtbra2yAWFRUZoSIiIiIiqolCrAOlp6dj1KhRyM7OfmiSliAI+q+/e/C5iud1Oh3s7OzwzTffiFUekcm6e/cuzp49i5MnT+LGjRsoKSkBUL7S3OHDh/H888/D0tISrq6ucHNzg4WFBZ555hns27cPZWVl0Gq1WLFiBby8vBAXF4dhw4bB0tISeXl5cHR0NHgClaOjI4qKilBaWlrp8dOnTyM2NhaCIGDp0qWIj49Hnz59OFGLiIjoETZu3AhBEKr9hLlOp8PMmTMhCAJsbW1x8uRJxMTEPPRa+cEvOzs7tG/fHu+99x40Go1BdW3YsAGCICAyMrIeP53puXPnjrFLIJGxp/LEvsqTqfb1+PHj8PX2xswZM+Cel4ANT/ni4PNB+GVoIP73pBey/7yI4cOHo0O7ttWuxNJUmWpPqX7YVyIyBo49JBe8lqXHjKXHjBsGc5YeM5YeM5aGaB8V/Oyzz5CRkaG/hWGzZs3w5JNPwtLSEqdPn0ZKSgoEQYC7uzuCg4MBlK8WFBcXh4SEBADlE7eCg4OxaNEiPPfcczUuaUfUWBUWFmLHjh1YtWoVLl68WOm55s2b47nnnsORI0cQGxsLNzc39O/fH/b29hAEARqNBlevXsXzzz8PpVIJrVYLnU4HhUIBV1dXeHl5ASif7FWfTwMrFOVzOcvKyqBSqVBaWooTJ07g3Llz8PDwQGRkJCwtLQ0PgYiIiPRmz56NtWvXws7ODgcPHkT37t31fyi2sbHB1KlTH9pHo9EgLCwMH330EXbt2oVz587Bzs6u1ucsKyvDunXrxPoRTIqIiweTiWBP5Yl9lSdT7OuxY8cwaOBAdHO1xOfPhMDTuvJq1R1crDAqyBHX0wow60QcHu8eijPnzsPPz884BZsYU+wp1R/7SkTGwLGH5ILXsvSYsfSYccNgztJjxtJjxtIQbbLWli1b9CvrdOrUCQcPHoSLiwsAIDMzE926dcPdu3ehUqkQFhZWad+rV6/iH//4B8LDwxEREYH09HRO1CLZOn78OEaOHIn09HQEBARg+PDhcHJygkKhQH5+Pv7880989913KC0tRadOnTBkyBD9xKnk5GTcuHED9+7dg0qlgqurK1QqFZKTk1FSUoLHHntM//9DCwsL5ObmGlxnfn4+FAoFcnNzcfr0aVy9ehVFRUXo1q0bzp8/z5W0iIiIRDJ79mysWbMGjo6OOHz4MLp06VLpeUdHRyxfvrzKfYuKivDMM8/g+PHjWLduHd55551HnqukpARXr17F1atXsWnTJly+fFmsH8Ok1GXSGjUO7Kk8sa/yZGp9TUxMxPDnn0cPN0t8+5QPzJXVLzLfwcUKewb7YdgvMRjy7GBc+/0PKJXKBqzWNJlaT0kc7CsRGQPHHpILXsvSY8bSY8YNgzlLjxlLjxlLQ5TbIP75559ITEzUz6hbv369fqIWUP4HppEjRwIAEhIScP78+Ur7d+rUCYcOHcLAgQOh0+nwxhtv4MyZM2KURmRSDhw4gAEDBsDa2hrTp0/H6NGj0bJlS7i4uMDJyQk+Pj4YOHAg5s6di8cffxxXr17FgQMHoNPpcOPGDWzYsAGJiYl46qmn8MYbb2DixIkoLi6GuXn5p4Ld3d315/L390dCQgJycnIMqvXGjRvQarVYv349zp8/D61Wiw0bNuDChQucqEVERCSSOXPmYPXq1XBxccGxY8cemqhVE7VajRkzZgAAzp07V+P2t2/fRmhoKF577TVZv962trY2dgkkMvZUnthXeTK1vn755ZcoKy7Emt7ej5yoVcHF0gwrnvTAjT//wq+//toAFZo+U+spiYN9JSJj4NhDcsFrWXrMWHrMuGEwZ+kxY+kxY2mIMlnr5s2bAMpvY+jn51flH5latmyp//7SpUsPPW9mZoYNGzbA2toaWq0Wr776KsrKysQoj8gk/PHHHxg1ahRatGiB0aNHw9HRsdpt1Wo1evfujUGDBuHSpUv46aefsGvXLrRq1QozZsxAjx49YGlpiTNnziAjIwPPPvssAFS67WG7du1gbm6Oa9eu1bnWpKQk3Lt3Tz8pa+jQoSgqKsLLL79c52MRERFR1ebOnYtVq1bBzc0NYWFh6NChg0HHsbKyAgCUlpbWuK2Pjw927typ/2rdurVB5zR1iYmJxi6BRMaeyhP7Kk+m1Nfi4mJ89eU6jAywg5269itkdXFthg6u1lizepWE1TUeptRTEg/7SkTGwLGH5ILXsvSYsfSYccNgztJjxtJjxtIQZbJWcnKy/vs2bdpUuU2LFi303//+++9VbuPh4YFRo0YBAP766y9s375djPKITMKHH34IS0tLDB06tNa3UejYsSO6dOmC69evIzg4GMOHD9dPyCorK8OVK1fQpUsXeHl5AQDu37+v31etVqNDhw64evUqNBpNrevUarU4deoUlEolFAoFNm3ahL1793I1LSIiIhG9/vrrWLlyJTw9PREeHl7ta+jaqFi1tl27djVua2tri5EjR+q/HlwNl4iISG7Cw8ORkpqG8SHVf1iqOuOD7XDw0GFkZGRIUBkRERERERERETVlokzWysvL039vb29f5TZ+fn767yMjI6s91ujRo/Xff//99/WujcgUpKSkYPfu3ejYsSPMzMzqtO9jjz0GnU4HPz+/ShOmbt++jby8PHTv3h1OTk6wsrLC7du3K+3bq1cvmJubY8eOHZX+f1odrVaLw4cPIyoqCj169MCFCxcwYcKEOtVLREREjzZv3jysWLECQPmHFQICAup8DK1Wi6SkJKxcuRKffPIJnJyc9LdDbChFRUXQaDSVvkxFxUR2kg/2VJ7YV3kypb5WfLgw0F5d530D7Syg0+mQmpoqdlmNjin1lMTDvhKRMXDsIbngtSw9Ziw9ZtwwmLP0mLH0mLE0VDVvUjO1+v9+6fXgyj4P8vb2hlKphFarRUxMTLXHqlhVQKfT4cyZM2KUR2R0X3/9NRQKRa1WvPg7e3t7+Pv74/fff0doaKj+8YiICHh4eMDd3R0A0K1bN1y4cAF9+/aFubk5AMDGxgYvvfQSvvvuO2zatAm9e/dGy5YtH1rZS6fTISkpCadOncLdu3fx6aef4h//+Ec9fmIiIiKqyq5du5CXl4eAgAAUFhbi4sWLWLRoET766KNq94mNjX3kCpd2dnY4evQovL29pSi5WkuXLsWSJUseejwiIgLW1tYIDAxEfHw8ioqKYGlpCTc3N9y9excA4OrqCp1Oh7S0NACAv78/kpKSUFhYCAsLC3h4eCA6OhoA4OzsDIVCof9juZ+fH1JTU1FQUABzc3P4+PjoPwzi6OgIc3NzREZGwtraGr6+vsjIyEBeXh5UKhX8/f1x584dAICDgwMsLCz0f8j38fFBVlYWcnNzoVQqERgYiDt37kCn08HOzg7W1tb65Z69vLyQm5uLnJwcCIKA4OBgREREQKvVwsbGBvb29oiPjwdQPiGvoKAA2dnZAICQkBBERUWhtLQU1tbWcHR0RFxcHADA3d0dRUVFyMzMBAAEBQUhNjYWxcXFsLKygqurq/69VPPmzVFWVob09HQAQEBAABISEvR5u7u76zOsWEHtwbyTk5Nx//59qNVqeHl5ISoqSp+3UqnEvXv3qszb19cXERER+rzVanWlDDMzM/V5BwQE6D9MYG9vDysrKyQlJQEof3+YnZ2N3NxcKBQKBAUFVcrbxsYGCQkJAABPT0/Ex8dDoVDo846MjERZWRlsbGzg4OBQKcPCwkJkZWUBAIKDgxEdHa3P28nJCbGxsQAANzc3FBcX6/MODAxEXFxclXm7urpCq9Xq837UNevi4gJBEPTXbIsWLZCSkqLP29vbW3/NOjk5QaVSVco7LS0N+fn5MDMzg5+fnz7vR12zNeXt5eWln1RZkXfFNWtrawtbW1t93o+6ZmvKOygoCDExMSgpKUGzZs3g4uJS6ZotLS3Vr1IUGBiIyMhIWFhYNPgYkZKSAgAcIyQaI27duqWvvaHGiLy8vEp5V4wRSqUSzs7OSA3pC4UAOCT/iWILW+Q7lP+S0T3iBFJbPIYylQUs8jNgnRGDdJ8uAABFyVW0bWuJtLQ0KBSKJj1GFBUVGWWMMNbriKYyRqSmpkKn0wGQ/+uI6sYIY7+O8PX1BVFTk5ubi2bNmhm7DKJ647UsPWYsPWbcMJiz9Jix9JixNARdxbvyetiyZQsmTpwIQRDQvn17XL16tcrt/Pz8EBcXB4VCgZycnCobWlxcDAsLi/LiBAHp6elwcHCob4lNlkajgZ2dHXJycmBra2vscpqsESNG4Nq1axg7dqxB+1+9ehUHDx7E+++/r/9j7bZt26BSqTB58mQAQEZGBj755BM8/fTT6NGjR6X9c3JysHfvXty9exdWVlZo3749HB0doVAoUFBQgBs3biA1NRU+Pj5YvXo1nnvuuXr9vERERFTZxo0bMWXKFABAq1atcOTIEdy4cQMDBw6EIAgICwvDk08+WWmfmJgYtGjRAjY2Npg6dWql53Q6HbKzsxEWFob4+Hh07twZJ06cqPMbpj59+uD48eOIiIhAYGBgnfYtKipCUVGR/t8ajQbe3t4m8brz9u3bCAkJMWoNJC72VJ7YV3kypb7u378fQ4cOxclRIWhhW7fVtfZGZWF2eDySk5Ph5uYmUYWNgyn1lMTDvhKJj7+LrxnHHmmo1WoUFxc/9Li5uXml9+0kHl7L0mPG0mPGld2/fx95eXmwsbHRz1UQA3OWHjOWHjOWhigra3Xo0AFA+R+N/vjjD0RFRVV5O5eAgADExcVBp9Ph0qVL6N2790PbVHxyrEJhYaEYJRIZVXZ2dr3+w16xb3FxcaWV7B7k5OSE0NBQ/Pbbb3ByckJwcLD+OTs7O0yaNAmpqam4dOkSrl+/rl8FTxAEWFhYYPv27XjhhRceWnWLiIiIxBMSEoLjx4/DxcUFHh4emDVrFlatWoUJEybg+vXrVd5S3NHREcuXL6/yePfv30fXrl1x5coV7Nq1CxMnTpT2B3iAWq2u9nWJsT1qJTJqnNhTeWJf5cmU+tq3b1/YWltjx50svNO1bhOufojIwePdQ5v8RC3AtHpK4mFficgYOPaQXPBalh4zlh4zBjIzM7Fx40asXb0KkdF39Y+3DgnGjNlzMHHixHpPwGbO0mPG0mPG0lCIcZB27drB29sbgiBAp9Nh2rRpVU6yat++vf77LVu2VHmsXbt2Vfo3V9UiOWjWrBlKS0sN3r+kpAQAoFL93/zKZs2a6ZdlrzB06FC0bNkSP/zwA86cOfPQp2ZcXV0xePBgvP3223jppZdgY2MDFxcXXLt2DaNHj+ZELSIiIol1795dfysZAFi2bBlatmyJuLg4TJ8+vc7Hs7S01K+IWXH7FkKlSeskD+ypPLGv8mRKfbW2tsakKVOwNSIHRWXaWu8XlV2IU4kazJw9R8LqGg9T6imJh31tWjZu3AhBEPQr9P+dTqfDzJkzIQgCbG1tcfLkSYSHh0MQhCq/VCoVvL29MX36dP1tL+vqpZdegpeXVz1+KmDDhg0QBEF/O1NDREZGQhAEbNiwoV61UO1w7CG54LUsPWYsvaacsU6nw2effQZPd3f8c/58tM5Kxyferljr54Zl3q7wuZeMeXPnwsPNDevXr6/XuZpyzg2FGUuPGUtDlMlaADBlyhRU3FHxxIkTCA4Oxocffojr16/rtxkwYACA8gFw48aN+Pnnnysd49atW/j444/1M/Natmwp6jKDRMbi5+eH1NRUaLW1/+Xwg5KTk2FjY1NpMlVISAhSUlKQkJCgf0ypVOKll17Sr7D1+eef48CBA4iKikJSUhJiY2Nx7tw5rF69Glu2bIFSqcSFCxc4wBIRERmJpaUlNm/eDJVKhR07dmDjxo0GHQNAvSaGy01ERISxSyCRsafyxL7Kk6n1ddasWcgpLsV7Z5P0v7d6lPulWsw7lQQPt+YYOXJkA1Ro+kytpyQO9pUeNHv2bKxduxZ2dnY4fPgwevXqpX/O09MTr7/+eqWvCRMmwNLSEuvXr0e3bt3qPGErKSkJe/furVfNZWVlWLduXb2OAQCrV6+u9zGo9jj2kFzwWpYeM5ZeU8743XffxVtvvYVxtpY42dIHn/s0x3BHWwyws8YIR1us8m2O46188ZyVGaZPn46lS5cafK6mnHNDYcbSY8bSEOU2iADw5ptvYv369fo3ZgkJCVi0aBHi4uL0M04HDBgALy8vJCYmoqysDMOGDUO/fv3Qrl073Lt3D3v37sX9+/eh0+kgCALGjh0rVnlERjVlyhSsWrUKkZGRdZ4YVVRUhD/++APdu3ev9HhQUBDs7Oxw9uxZjBo1Sv+4UqnEsGHD0Lt3b5w/fx4XLlzAhQsX9M8rFAr4+fkhPT0du3btgq+vb/1+OCIiIqqXrl27YuHChVi4cCHmzp2LXr16VXlL8Zo8+AfokpISREVFASj/AERTY+gEeTJd7Kk8sa/yZGp9DQkJwYYNX2Py5MnQ6YAPenjAUlX1ZxfT7pfg1bAE3NaU4viJn032dr8NzdR6SuJgX6nC7NmzsWbNGjg6OuLw4cPo0qVLpecDAwOrvC17WVkZxo0bh507d+K///0vPv/880eeJzs7G9euXcP58+exdu1a5OfnV3kb+EcpKSnB1atXcfXqVWzatAmXL1+u0/4Vbt68iT/++AP79+/H1q1bDToGGYZjD8kFr2XpMWPpNdWMv/nmGyxbtgz/8nDGFBf7ardzM1PhQ08XuKiUWLBgAYKDg/HCCy/U+XxNNeeGxIylx4ylIdpkLVtbW+zbtw8DBw5EZmZmlduYmZnhgw8+wJQpUyAIArRaLY4ePYqjR48CgH6SFgB4e3vj9ddfF6s8IqPq3LkzunXrhitXrtR5stbNmzdRUlKCTp06VXpcoVCgS5cuOHHiBEJDQ+Hj41PpeQcHBwwcOBD9+/dHdnY2CgsLYWZmBgsLC2zatAkhISHo27dvvX82IiIiqr8FCxbgwIEDOHfuHMaPH49Tp07Vet+KlTdTU1P1jyUmJqJVq1YAUKtVROTGxsbG2CWQyNhTeWJf5ckU+zpp0iQAwLRpL+NQfB5GB9piTJAjPK3NUKYD7mQVYsvtTOy/q4GNrS2OHjuMrl27Grlq02GKPaX6Y18JAObMmYPVq1fDxcUFv/32Gzp06FDrfZVKJd544w3s3LkT4eHhNW6/ZcsWzJlTv9vL3r59G6GhofU6BgD07t0bGRkZ9T4O1R3HHpILXsvSY8bSa4oZl5WV4YPFi/CcvfUjJ2pVEAQBrzd3xO/3i7Fk0SKMGDFCP5ehtppizg2NGUuPGUtDtNsgAuWrAty6dQtvvfUWgoODqxysJk2ahNdee63SxKwKgiBAp9PB2dkZe/fuha2trZjlEUmqrKwMP//8M55//nm0bNkS3t7eaNOmDV588UWcPHkS8+fPx927d3Hx4sVaHzMtLQ1hYWEAyv/o+nehoaFwd3fHt99+W+l2iA9SqVRwdnaGl5cXHBwcsGvXLmRkZGDz5s11fkFBRERE0lAqldi8eTOaNWuG8+fPY/HixbXet2Ii+A8//IDbt29LVGHjUtdP6JPpY0/liX2VJ1Pt66RJk/DXX7cwdeYc7IgrRr/ddxCy6SZab76JYT9H4XKRDf790X/w1+07D61s3dSZak+pfthXmjt3LlatWgU3NzeEhYXVaaJWhYo/2hQUFNS47aBBg7Bz5079lyF8fHwqHaN169YGHefbb7/VH+PBOxaQ9Dj2kFzwWpYeM5ZeU8z44MGDiIlPqNVErQqCIGCyky3+uHkTZ8+erfM5m2LODY0ZS48ZS0O0lbUqODs7Y9myZVi2bBl0Oh0KCwsf2mbNmjXo0qULPv74Y/3tWQBArVZjxIgR+Pjjj+Ht7S12aUSS0Ol0WLNmDf773/8iPj4eXl5e8PLyQvPmzVFUVIQjR45g27ZtaN26NYYOHYp9+/ahrKwMoaGhj5wslZCQgJ07d8La2hrOzs746aefYG1tXem2hWZmZhgzZgy2bduGdevW4YknnkBoaCgcHR0rHaukpATXr1/HiRMnkJeXh59++gndunWTLBMiIiKqbPLkyZg8efIjtwkMDEReXl6lx2qzKtaYMWMwZsyYSo/5+fnVat/afAK+MYqPj0dISIixyyARsafyxL7Kkyn3NTAwEJ9++ik++OADnDx5Eunp6VCpVPDw8ECPHj30q1VSZabcUzIc+9q0vf7661i5ciU8PT1x9OhRg6+Fc+fOAUCt7iQQEBBg0O3eH2Rra4uRI0fq/71q1SqDjjNkyBD99zdu3KhXTVQ3HHtILngtS48ZS68pZrzx22/R1toKHaws6rRfTxsr+Fha4Ntvv8Xjjz9ep32bYs4NjRlLjxlLQ/TJWg8SBAGWlpZVPvfyyy/j5ZdfRlxcHJKTk6FWqxEcHAwrKyspSyISVVlZGaZPn46vv/4aHTp0wODBg+Hp6VlpG51Oh+joaJw9exb79u1Dnz59EBYWhps3b6JDhw5o27YtLCzKXxRotVpER0fj8uXLiI6OhpmZmf62omZmZtiyZQv69++Pjh07Qq1WAwCsrKwwceJEhIWF4ezZswgPD0dQUBCaN28OpVKJvLw8/PnnnygsLMQzzzyDjz/+2KBPyhERERERERHJgaWlJZ5++mljl0FEZBTz5s3DihUrAAAeHh4GTaBKS0vDr7/+ivnz5wMAXnvtNVFrbCyKiopQVFSk/7dGozFiNURERFSTmOhotDGv+/QIhSCglbkScbEx4hdFRE2WpJO1asPHxwc+Pj7GLoPIIPPnz8e3336L4cOHo1OnTlVuIwgCAgIC4O/vj/DwcISFhWHevHlISEjAnj17EB4eDgsLCygUChQWFqKoqAiWlpawsbHBvHnzkJiYiJs3byI+Ph5JSUk4dOgQjh07hg4dOqBFixYwNzdHcXExtFqtfgWNhIQEREdHQ6VSoWXLlpg5cyZmzJhR70+vERERETUGHh4exi6BRMaeyhP7Kk/sq/ywp/LEvjZNu3btQl5eHgICAlBYWIiLFy9i0aJF+Oijj6rd5/jx49XeHUAQBCxYsACDBw+WqmSTtnTpUixZsuShxyMiImBtbY3AwEDEx8frf9/r5uaGu3fvAgBcXV2h0+mQlpYGAPD390dSUhIKCwthYWEBDw8PREdHAyi/m4lCoUBqaiqA8pWUU1NTUVBQAHNzc/j4+CAyMhIA4OjoCHNzc6SkpAAAfH19kZGRgby8PKhUKvj7++POnTsAAAcHB1hYWCA5ORlA+d9qsrKykJubC6VSicDAQNy5cwc6nQ52dnawtrZGYmIiAMDLywu5ubnIycmBIAgIDg5GREQEtFotbGxsYG9vj/j4eADl401BQQGys7P1k9uioqJQWloKa2trODo6Ii4uDgDg7u6OoqIi/QeYg4KCEBsbi+LiYlhZWcHV1RUxMTEAgObNm6OsrAzp6ekAyldvS0hI0Oft7u6uz9DFxQUAKuWdnJyM+/fvQ61Ww8vLS38XGGdnZyiVSty7d6/KvH19fREREaHPW61WV8owMzNTn3dAQABu374NoPz2QVZWVkhKSgIAeHt7Izs7G7m5uVAoFAgKCqqUt42NDRISEgAAnp6eyMvLq5R3ZGQkysrK9LcjrYpOp9N/mLwibycnJ8TGxgIA3NzcUFxcrM87MDAQcXFxVebt6uoKrVarz/tR16yLiwsEQdBfsy1atEBKSoo+b29vb/016+TkBJVKVSnvtLQ05Ofnw8zMDH5+fvq8H3XN1pS3l5cXNBoNNBqNPu+Ka9bW1ha2trb6vB+8ZgEgJCREf83a2NjAwcEBRUVFuH37Ntzd3VFYWIisrCz9NRsTE4OSkhI0a9YMLi4ula7Z0tJSZGRk6PPmGFF93kVFRUhMTOQYIcIY4eDgUCnDimu2qKioyY0R3R/vAbf2bZGblwXzrAzktC1f3ML+9ysodHVHoZs7hLIyuJwKQ1rPvtAplbBISYZFajIe69AdRa5uyM3NrXGMeDBvCwsLfZ85Rog3Rjz4OuLBMZljhHhjBFC+gm50dLR+TJb7GCHm64jmzZujJoKuNvdHoUZLo9HAzs4OOTk5sLW1NXY5snL69Gn07NkTgwcPRvfu3Wu934EDB3Dp0iXExMRAEARs2bIFH3zwAczMzNC9e3cEBgZCqVRi9erVCA4Oxosvvqi/FUNUVBS+++47FBcXw8zMDCUlJfrjWllZwd3dHZmZmcjKysLAgQOxY8eOR75ZIyIiIhKLKb3uvHfvXq3eDFHjwZ7KE/sqT+yr/LCn8sS+Ni0bN27ElClTAACtWrXCkSNHcOPGDQwcOBCCICAsLAxPPvlkpX3Cw8PRt29feHp6Vrr1IAAolUq4ublh4MCBaNeunUE1CYIAT09P/R81DNGnTx8cP34cERERCAwMNOgYixcvxpIlS/DVV19h2rRpddq3qpW1vL29TeI9kani2CMNtVqN4uLihx43NzevdI2SeHgtS48ZS68pZty395NQX7+C1X7udd53fHQS3J96Gnv27KnTfk0x54bGjKXHjKWhMHYBRI3V6tWr4ezsjMcee6xO+/Xr1w8qlQpfffUV4uPj8eWXXyIvLw/Z2dno1KkTfH194eXlhZdeegm3bt3Ct99+q5+pGxAQgAULFmDo0KEPTcIqKChAdHQ0+vXrh2PHjuHAgQOcqEVERERNUsUnrUg+2FN5Yl/liX2VH/ZUntjXpikkJATHjx+Hh4cHnn76acyaNQtarRYTJkyo9poIDAzE8uXLK3199tlnmD9/vsETteRCrVbrP0lf8UWPxrGH5ILXsvSYsfSaYsYDBz+L43mFyCotq9N+icUluJh3H4MGDarzOZtizg2NGUuPGUtDstsg3rhxA5GRkcjOzq5yRn9tvPrqqyJXRSSO1NRU/Pjjj+jXrx8UirrNebSwsEC7du3w+eef44MPPoBWq9U/d/78ef1/6Nu0aYNXXnkFW7ZswWeffYbAwEB069YNTk5O8PPzg5OTE06fPo3IyEhotVqMGjUKy5cv5zL2RERERERERERE9JDu3bvrb+MCAMuWLcORI0dw69YtTJ8+Hdu3bzdidURERETSmjp1Kha+/z52ZWowzdWh1vv9kKGBdTMrvPjiixJWR0RNjaiTtbRaLT7++GOsWLFCvxJQfXCyFpmqX3/9FSUlJejUqZNB+3fu3BkXL16s9JhOp8PJkyfRuXNn/TKCgYGBeO+99/D777/j9OnT2LZtW6V9HBwcYGlpiS5dumDHjh2G/TBEREREMhMSEmLsEkhk7Kk8sa/yxL7KD3sqT+wrAYClpSU2b96MHj16YMeOHRg0aBAmT55s7LJIxjj2SIO3Omx4vJalx4yl1xQzdnFxwdixY/Hl9u3ob9cMfmrzGvf5634RNmXlYtrMWbC2tq7zOZtizg2NGUuPGUtDtNsgFhcXo2/fvnj//feRmpoKnU5n0BcA/f8Smaq0tDRYWFjAysrKoP3t7OyqfLy0tBRffvklUlNT9Y+pVCp07twZc+bMwXvvvYd58+Zhzpw5mD17NqytrWFpaYlvvvnGoDqIiIiI5CgqKsrYJZDI2FN5Yl/liX2VH/ZUnthXqtC1a1csXLgQADB37tx6Xxs5OTm4desW4uLiDD5GSUkJbt26hVu3btWrlqioKNy6dQsFBQX1Og6Jh2OP9Jhxw2DO0mPG0muqGf9v+XK4+vhgYsw93Cl89GTXPwoKMSX2HkJat8GHH35o0Pmaas4NiRlLjxlLQ7TJWu+++y5OnjwJnU4HQRAMPg4nalFjUZ/rvLp9tVot8vLy8MUXX+DQoUPIycmp9Ly9vT2cnJwQFxeHrVu3orCwEIcOHUJAQIDBtRARERHJTWlpqbFLIJGxp/LEvsoT+yo/7Kk8sa/0oAULFqB79+7Izc3F+PHj63V97NmzB61atcLEiRMNPkZiYiJatWqFVq1aGXwMAHjqqafQqlUrXLhwoV7HIfFw7JEeM24YzFl6zFh6TTVjR0dHHA0Ph3NAIJ6PSMQbcfdwKe9+pUVlzuQWYFbsPYyMTERA+w44+NtvBq2qBTTdnBsSM5YeM5aGKLdBLCgowPr16yEIgn4gGzJkCPr06QMHB4d6TWohMkVOTk64f/8+7t+/D0tLyzrv//dJWA/q3r07AgICsGvXLhw9ehQtW7aEo6MjFAoFNBoN/vzzT2i1WowYMQL//e9/4efnV4+fhIiIiEh+DP3lCZku9lSe2Fd5Yl/lhz2VJ/aVHqRUKrF582Z07NgR58+fx+LFi9G/f39jl0UyxLFHesy4YTBn6TFj6TXljD09PXH63Dl89dVXWLNyBcZGxcBKpYK1Sonc0lLcLy1D65AQfPHhHEydOtWgvwVXaMo5NxRmLD1mLA1BJ8JSVj///DOGDh2qn5T1ySef4M0336x3cVR/Go0GdnZ2yMnJga2trbHLkY2kpCT4+vri6aefRvfu3eu8/4EDB3DhwgVotVr9Y0qlEkuWLMG7774LpVIJjUaDzZs3Y+fOnUhNTUVpaSmcnJwwePBgvPLKK3BzcxPzRyIiIiKqF1N63WnohHoyXeypPLGv8sS+yg97Kk/sK5H4TOk9kani2CM9ZtwwmLP0mLH0mHE5rVaLY8eO4ffff0dubi5sbW3RpUsX9OrVS5QFaZiz9Jix9JixNERZWSs+Ph5A+bKAHh4eeP3118U4LJHJ8vDwwLBhw3DixAmEhobW6T/WxcXFuHz5cqWJWv7+/vj+++8rTfyytbXFrFmzMGvWLFFrJyIiIpK7uLg4hISEGLsMEhF7Kk/sqzyxr/LDnsoT+0pExsCxR3rMuGEwZ+kxY+kx43IKhQL9+/eXbFVR5iw9Ziw9ZiwNhRgHqbilmyAI6NSpE5RKpRiHJTJps2bNQmpqKq5cuVKn/cLDw1FSUqL/94QJE3D16lWDVugiIiIiIiIiIiIiIiIiIiIiosZDlJW1mjdvrv+e96skY4qNjcW1a9eQk5MDKysr+Pn5oUuXLqIsU/l3vXv3xquvvoqvv/4aarUabdu2feT2Op0Op0+fxqlTpwCUr5y1du1avPjii6LXRkRERNSUubu7G7sEEhl7Kk/sqzyxr/LDnsoT+0pExsCxR3rMuGEwZ+kxY+kx44bBnKXHjKXHjKUhymStli1b6r+/deuWGIckqjWtVotDhw5h9erVOHDgAHQ6XaXn27Rpg9mzZ2P8+PGwsbER7byCIGD16tXIzc3FDz/8gLt37yI0NBSurq6VttPpdIiPj8eZM2fw559/AgB69OiB77//Hi1atBCtHiIiIiIqV1RUZOwSSGTsqTyxr/LEvsoPeypP7CsRGQPHHukx44bBnKXHjKXHjBsGc5YeM5YeM5aGKJO1evToAU9PTyQmJuKPP/7AzZs30aZNGzEOTfRImZmZGDZsGE6ePAl3d3c888wzCAgIgIWFBUpKSpCSkoJr165h5syZWLhwIX755Rd069ZNtPMrFAp07twZ27dvx+XLl3Hx4kX4+PjA19cX5ubmKCoqwp07d5CamgqFQgFBELBw4UK89957UKlE+b8fEREREf1NZmYmXFxcjF0GiYg9lSf2VZ7YV/lhT+WJfSUiY+DYIz1m3DCYs/SYsfSYccNgztJjxtJjxtIQbbbI22+/jddffx06nQ6vvvoqwsLCYG5uLtbhiR6SlZWFXr16ITY2FmPGjIGvr2+l2x2qVCq0aNECLVq0gEajwf79+9G7d28cPXoUPXr0EKWGf/7zn1i2bFmlx+Lj45GQkKD/t1arBQB4eXnh+++/R8+ePUU5NxERERERERERERERERERERE1LoLu7/eMM5BOp0P//v0RFhYGQRAQGhqK5cuX47HHHhPj8GQgjUYDOzs75OTkwNbW1tjliEan02HAgAE4e/Ysxo0bB2dn5xr3KSkpwY8//ojc3FzcuHEDHh4e9a4jJiYGHTp0gEajeeR2Y8eOxdq1a2Fvb1/vcxIRERGZIlN63anVaqFQKIxaA4mLPZUn9lWe2Ff5YU/liX0lEp8pvScyVRx7pOHv74/i4uKHHjc3N0d0dLQRKpI/XsvSY8bSY8YNgzlLjxlLjxlLQ7TJWgBw//59jBgxAocOHdKvcOTu7o42bdrA3t4eSqWy9oUJAr7//nuxSmuy5PoG8dy5c+jRoweGDx+O4ODgWu93//59fPnll5g/fz4++OADUWrZtm0bXnzxxSqfs7a2xurVqzFhwoRKq34RERERyY0pve68e/cuWrRoYdQaSFzsqTyxr/LEvsoPeypP7CuR+EzpPZGp4tgjDbVaXe1kraKiIiNUJH+8lqXHjKXHjBsGc5YeM5YeM5aGaLdBBICrV6/izp07+kkpOp0OSUlJSE5OrtNxdDodJ2vRI61evRqOjo4ICgqq036WlpZo3bo1vvzyS7z//vui3Kpz3LhxOHjwIDZt2lTp8W7dumHr1q0IDAys9zmIiIiIqPaq+iU1NW7sqTyxr/LEvsoPeypP7CsRGQPHHpILXsvSY8bSY8YNgzlLjxlLjxlLQ7S1ys6cOYMBAwYgJiZG/5ggCFxNiESXlZWFHTt2oH379gZdX506dUJaWhr27dsnWk2rVq2Cv78/gPLrfsGCBTh9+jQnahEREREZgZWVlbFLIJGxp/LEvspTY+mrTqeDRqNBQUEBRFx0XpYaS0+pbthXIjIGjj0kF7yWpceMpdcYM9ZqtcjJyUFhYaGxS6m1xphzY8OMpceMpSHaZK3XXnsN9+/f1/9bp9MZ/EX0KNHR0SguLoavr69B+7u4uMDGxgZ//vmnaDXZ2Nhg69ataNGiBY4dO4aPPvoIZmZmoh2fiIiIiGrP1dXV2CWQyNhTeWJf5cmU+6rT6RAeHo7Ro0bBQq2GnZ0dmjVrBgc7O8yePRs3b940dokmyZR7SoZjX4nIGDj2kFzwWpYeM5ZeY8m4tLQUe/fuxYD+/WFmZgZ7e3tYWlrCo3lzvPfee4iLizN2iY/UWHJuzJix9JixNESZrHXlyhXcuHEDgiBAp9PBysoKixYtQlhYGG7duoW7d+/W+Ss6OlqM0kiGcnNzAaBetzBUq9XQaDSP3KauEwdDQ0Nx+/Zt9OnTx+C6iIiIyLRt3LgRgiBg8uTJVT6v0+kwc+ZMCIIAW1tbnDx5En5+fvoVZ2v6Cg8Pr1M9PXv2RM+ePev1M7333nsQBAGlpaX1Oo4peXC1X5IH9lSe2Fd5MtW+3rlzBx3bt0Pfvn1x9dgB/KODE1b38cGK3t6Y4G+BHRs3oG3btnh+yBDk5OQYu1yTYqo9pfphX6muDHkvFB4eXu17H5VKBW9vb0yfPh337t0zqKaXXnoJXl5e9fipgA0bNkAQBERGRtbrOFQ7HHtILngtS48ZS68xZHzmzBkE+Plh+PDhyLhwDv9yc8QXvs3xibcrniorwhfL/osWLVrg1VdfNdnbtDWGnBs7Ziw9ZiwNlRgHuXz5MoDyN2QKhQK//vprvf9oRE2HVqvFb7/9hh9//BGpqanQarVwdHTEwIED8cILLzw0Kcva2hpA/e6NWlxcDBsbmyqfKyoqwj//+U9otVosX768TsflalpERERN2+zZs7F27VrY2dnh4MGD6N69O6ZOnYrMzMxq9zl9+jQuXboEhUIBZ2fnWp/r2rVrOHPmDB5//HGD683Ly8N3331n8P5ERESNwc2bN9G7V0/YoxjbB/njcfdmEASh0jZvdmqOn+/m4P0jh/Bkzydw/OQp2NvbG6dgIqJGqKr3QhUfRvH09MTIkSMrbZ+Tk4PTp09j/fr1+PXXX3Hx4kU0b9681udLSkrC3r176zVWl5WVYd26dQbvT0RERNL57bffMOS559BebYYVQV5oa2VR6fnhjsD8MifszNTgv19/jbjYWOz/+Wf+rZaIGg1RJmulp6cDAARBQJcuXThRi2qlpKQEK1euxKpVq3D37l24uLjAzs4OgiAgPz8fmzZtgrOzM6ZPn4758+fDzs4OANCiRQuoVCokJCTAzc2tzufNzMyERqNBcHDwQ8/99ddfGDduHK5fvw4AePrppzF48OD6/aBERETUJMyePRtr1qyBo6MjDh8+jC5dugAAFi5cWO0+UVFR2Lhxo367tm3bPvIcqampuH79Ok6dOoU1a9YYdAvxgoICXL16FZcuXcKGDRuQkJBQ52OYurr8kYcaB/ZUnthXeTK1vmZnZ2PwwGfQXFmC7QP94KCu+ldh5koFRgQ6oI2TJUb+GoGRI4bjt6PHHprU1RSZWk9JHOwriam690IVAgMDq/xQbFlZGcaNG4edO3fiv//9Lz7//PNHnic7OxvXrl3D+fPnsXbtWuTn59d5slZJSQmuXr2Kq1evYtOmTfoPolPD4NhDcsFrWXrMWHqmnHFERAReGD4c3S3NscanOdSKqt+XNVMqMNnFHkEW5ph25Ajmzp2LtWvXNnC1j2bKOcsFM5YeM5aGKJO11Gq1/vvAwEAxDkkyp9Fo8MILLyAsLAytWrXCxIkT4enpWemXoGlpabhy5Qo+/fRT7N69GwcPHoSPjw+cnJwwYsQIHDt2DF26dKnzL06vXr0KBwcHDB8+XP+YTqfD+vXr8cYbb+D+/fv6x6dMmYLff/+dAxARERE90pw5c7B69Wq4uLjgt99+Q4cOHWrcp7CwEKNGjUJOTg4GDRqE999/v8Z9li1bhs8++6xetR47dgxDhgyp1zFMXVlZmbFLIJGxp/LEvsqTqfX1m2++QXJyMk6NDK52otaDQhws8HlPD0z5LRynT5/mBxJhej0lcbCvJBZD3gtVUCqVeOONN7Bz585a3RJ+y5YtmDNnTj2qBW7fvo3Q0NB6HYMMx7GH5ILXsvSYsfRMOePPP/8clmWlWNHCs9qJWg96wsYKb7k5YNn69Xjvvffg6enZAFXWjinnLBfMWHrMWBoKMQ7SsmVL/fe5ubliHJJkrLi4GM8//zxOnTqFMWPGYOjQofDy8npo0pWLiwueeeYZTJo0CSkpKejXr59+FbdZs2YhPT0dd+/erdO5i4qKcPPmTbzyyiuwsChfLjM9PR3Dhw/Ha6+9VmmiFlC+esXkyZOh1Wrr8RMTERGRnM2dOxerVq2Cm5sbwsLCav3HiTlz5uDq1avw8/PDli1boFDU/NJ80qRJ2LlzJ3bu3Ik1a9YYVG/Xrl31x9i5cydcXFwMOo4pq3jNSPLBnsoT+ypPptRXrVaLtatW4Vk/O3ham9d6v6e8bdDC3gprDfxvrdyYUk9JPOwricHQ90IPsrGxAVC+AnBNBg0aVOm9jCF8fHwqHaN169YGHYcMw7GH5ILXsvSYsfRMNWONRoPN332HMXZWaKas/VSG0Y52UCsU+OqrrySsru5MNWc5YcbSY8bSEGWyVp8+fdCsWTPodDqcOXMGpaWlYhyWZGrp0qU4deoURo4cCT8/vxq3d3Z2xtixY3Hv3j3MnDkTANCrVy/06NEDBw8eRE5OTq3OW1ZWhn379kGlUumPc/ToUXTo0AE//fRTtfsdPHgQK1eurNU5iIiIqGl5/fXXsXLlSnh6eiI8PBxt2rSp1X6bNm3Chg0boFar8eOPP8LR0bFW+7Vr1w4jR47EyJEjMWjQIINqdnNz0x9j5MiRsLKyMug4REREpu706dOIvHsXE1vW7r+zFRSCgAnBdti5cyc0Go1E1RERNW6Gvhf6u3PnzgEAgoODa9w2ICCg0nsZQ9ja2lY6hhw/vEJERNSY/fjjj7hfWIgxTnZ12s9GqcDzdlb45qv1ElVGRCQuUSZrWVlZYfbs2QCArKwsrFq1SozDkgwVFxdj9erVaN++PXx8fGq9n4ODAx5//HHs3r0biYmJEAQBe/fuhbOzM7Zu3Yrk5ORH7l9QUIBdu3YhPj4eu3btQkxMDNq1a4enn34aKSkpNa5ksXjxYv6CloiIiCqZN28eVqxYAQDw8PBAQEBArfa7ceMGZsyYAQBYuXIlunTpIlmNUioqKoJGo6n0ZSpq2wtqPNhTeWJf5cmU+hoTEwMAaO9sWed92ztboqS0tMbfNzQFptRTEg/7SvVh6HuhB6WlpWHTpk2YP38+AOC1114TtcaGYMrviUwVxx6SC17L0mPG0jPVjGNiYtDcQg03s5pvY/93bS3ViE9KNqlbtplqznLCjKXHjKVR91GuGosXL8bhw4dx9epVLFiwAO3atcNTTz0l1uEb3KZNm7By5UrcunULlpaW6NGjB/71r3/hscceM+h4PXv2BACcOnWqyudLS0uxevVqbNiwAVFRUbCzs0O/fv2wcOFChISEGPxzmJo9e/YgLS0Nzz//fJ33bdeuHY4fP46vvvoKixcvhqurK86cOYPBgwdj06ZN8PX1RceOHREQEAAzMzNotVqkpKTg6tWruH37NiwtLfHuu+9izpw5uH37Nuzt7dGpUyeYm5ujqKgIERERyM3NhSAI0Ol0+vO2b98e27Ztg62trZhREBERUSO2a9cu5OXlISAgAIWFhbh48SIWLVqEjz766JH75eXlYeTIkSgoKMCUKVPwyiuvNFDF4lu6dCmWLFny0OMRERGwtrZGYGAg4uPjUVRUBEtLS7i5uelvYe3q6gqdToe0tDQAgL+/P5KSklBYWAgLCwt4eHggOjoaQPkqqwqFAqmpqQAAPz8/pKamoqCgAObm5vDx8UFkZCQAwNHREebm5rh16xbs7e3h6+uLjIwM5OXlQaVSwd/fH3fu3AFQ/mEACwsL/R/hfXx8kJWVhdzcXCiVSgQGBuLOnTvQ6XSws7ODtbU1EhMTAQBeXl7Izc1FTk4OBEFAcHAwIiIioNVqYWNjA3t7e8THxwMo/+NVQUEBsrOzAQAhISGIiopCaWkprK2t4ejoiLi4OACAu7s7ioqKkJmZCQAICgpCbGwsiouLYWVlBVdXV/3Eg+bNm6OsrEy/BHVAQAASEhL0ebu7u+szrFgt4MG8k5OTcf/+fajVanh5eSEqKkqft1KpxL1796rM29fXFxEREfq81Wp1pQwzMzP1eQcEBOD27dsAAHt7e1hZWSEpKQkA4O3tjezsbOTm5kKhUCAoKKhS3jY2NkhISAAAeHp6Ijo6Gmq1Wp93ZGQkysrKYGNjAwcHh0oZFhYWIisrC0D5Cg3R0dH6vJ2cnBAbGwugfJW54uJifd6BgYGIi4urMm9XV1dotVp93o+6Zl1cXCAIgv6abdGiBVJSUvR5e3t7669ZJycnqFSqSnmnpaUhPz8fZmZm8PPz0+f9qGu2pry9vLz0f0CsyLvimrW1tYWtra0+70ddszXlHRQUhJiYGJSUlKBZs2ZwcXGpdM2WlpYiIyNDn/f169dhbW3d4GNESkoKAHCMkGiMuHz5Muzt7Rt0jMjLy6uUd8UYUVFzRsu+EATAIflPFFvYIt/BqzzTiBNIbfEYylQWsMjPgHVGDNJ9yidRm5VeQ9u2VvrrpSmPEQ9OPmjIMcJYryOayhiRkJAAMzMzAPJ/HVHdGGHs1xG+vr5ojAx5L3T8+HEIglDlc4IgYMGCBRg8eLBUJUvGlN8TmepYlp2djdDQ0Eb/esfUxrLq6HQ66HQ6vieC+O+Jfv/9d9jb2/P1joSvd9LT0+Hl5cUxQsLXO9nZ2XjsscdMbowoKSnBcyNGINXJFs1ioqEoKkRuSPltix0vnUNei0AUOzlDeb8AjpfOIa1XPwCAVXwsrNXJGP14X9y6dQv+/v4m8XuT2NhYmJub669ZjhHivyd6cEzmGCHNe6KKMdkUxojG8jqiefPmqImge3BWSj2lpqZiwIAB+OOPP6BSqfDyyy9jypQp6NSpk/7Nf2OwYMECLF26FK6urnjuueeQn5+P/fv3o7S0FPv27cMzzzxTp+Ndu3YNnTt3xuOPP17lZC2dToeXXnoJW7duRYsWLdC/f3+kpqbil19+gZWVFU6cOIEOHToY9LNoNBrY2dkhJyfHJCYbDR06FNeuXcOECRMM2v/AgQPQaDT6AQ8oX61r9+7dWLVqFU6fPg0AUKlU+ttxent7Y+bMmUhOTsaKFSsQEhKCXr16ITAwsNKKWmVlZfjrr79w4sQJ/cAxb948LF26FBYWFgb+xERERCQnGzduxJQpUwAArVq1wpEjR3Djxg0MHDgQgiAgLCwMTz75ZLX7jx07Ftu3b0fHjh1x9uzZer3GiImJQYsWLfDEE09U+4GA2vDz80NsbCxKSkqgUtX+sxxFRUUoKirS/1uj0cDb29skXnfevn1bVh94IPZUrthXeTKlvu7evRsvvPACLo1tBbdmdfu91MGYHEw7Gou4uDh4e3tLVGHjYEo9JfGwr1RXhrwXCg8PR9++feHp6fnQbQuVSiXc3NwwcOBAtGvXzqCaBEGAp6en/g8jhujTpw+OHz+OiIgIBAYG1mlfU35PZKo49khDrVajuLj4occrPqhO4uO1LD1mLD1Tzfi///0vPnz/PVxq5QtVNZO9q7M+NQsrMnNxv9B0xj5TzVlOmLH0mLE0RFtZq+KNWMXcr9LSUqxfvx7r16+HmZkZ3NzcYGtrW+s/AAmCgMuXL4tVXq1duXIFS5cuRUBAAM6dOwdnZ2cA5ROuHnvsMUyePBnR0dGwtHz0Evqpqam4fv06Tp06hTVr1uBRc+L27NmDrVu3okePHjh69Kj+2AcOHMCzzz6LSZMm4dq1a6L9jMaUlJQER0dHg/d3cnLSz36sYG5ujrFjx2Ls2LG4ceMGrly5gpycHFhZWcHPzw99+vTBokWLsGLFCjz77LN48sknq/wkl1KpRNu2bdG6dWscPHgQ4eHhaNOmDSdqERER0UNCQkJw/PhxuLi4wMPDA7NmzcKqVaswYcIEXL9+Hfb29g/ts2rVKmzfvh329vbYtWtXo3+NoVaroVarjV1GlWp6rU6ND3sqT+yrPJlSX5988kmozc2xJyoLM9q71mnfPdE5aN0yBF5eXhJV13iYUk9JPOwrGcqQ90KBgYFYvnx5g9cqNVN+T2SqOPaQXPBalh4zlp6pZjxgwAC8++67CNPkY4Cdda330+l02Ke5j2eertuiK1Iz1ZzlhBlLjxlLQ7TJWqdOndJPgKn434oJSsXFxfql02pScQu66pZFltr//vc/AOW3dayYqAUAHTt2xLBhw7Bz507s3r0b48ePf+Rxli1bhs8++6xO51y2bFmlC33w4MHo1q0bLl68iNOnT+OJJ56o649jcoqLi+u1yppSqazyEyIV2rZti7Zt21Z67Ntvv8VHH32E/v37o3fv3jWeQ6FQYNCgQSgsLMSMGTMwcOBA/nKWiIiIKunevbt++WOg/HXckSNHcOvWLUyfPh3bt2+vtP2FCxfwj3/8A4IgYPPmzfD392/okpsUd3d3Y5dAImNP5Yl9lSdT6quzszNGjx6Nzft3YXo7Fyhq+bum5PwSHIzNwfIvPjDa76dMiSn1lMTDvpKh6vpeiOhBHHtILngtS48ZS89UM+7cuTNCu3XD97f/qtNkrSsFhbiVX4AvZs+WsLq6M9Wc5YQZS48ZS0NR8yaGEwShzl/GduzYMQiCgOeee+6h5/r06aPfpiaTJk3Czp07sXPnTqxZs6ba7QoKCnD+/Hk4OjpWORmrLudsDJycnJCfn2/w/gUFBbCzs6vVtiUlJXjvvfcwdepUWFtb46mnnqr1eQRBwODBg6FSqfDVV18ZWi4RERE1EZaWlti8eTNUKhV27NiBjRs36p/LzMzE6NGjUVxcjAULFlT5OpPEVXF/e5IP9lSe2Fd5MrW+zpo9G3E597Hm97RabV+m1eH9c0mwsrLChAkTJK6ucTC1npI42FcSy6PeCxH9Hccekgtey9JjxtIz5YznvP46Tmny8Et2bq22LyjT4sOULAQH+KN///4SV1c3ppyzXDBj6TFjaYi2spaPj49JTLaqj+TkZCQlJcHb27vK5Zpbt24NoPyenDVp164d2rVrBwCIiYmpdrvr16+jpKQEbdq0qTK/upyzMejTpw+WLl2KwsLCOt/6R6fT4fbt2+jbt2+N20ZFRWH8+PE4f/48BEFAjx49oFQq63Q+CwsLdOrUCevWrcN7771XrxXBiIiISP66du2KhQsXYuHChZg7dy569eoFf39/TJgwAbGxsRgwYAD+/e9/1+pY6enpSE9Ph52dncGfWikoKEBcXBzMzMwQEBBg0DGIiIgau9DQUCxatAhLliyBQgBmtHOp9vdXxWVa/ONUIg7H5WLPnj21/rAYEVFTV9V7ofq8B8nJyUFycjKsrKzg4+Nj0DFKSkoQFRUFAGjZsqXBtRAREVHDGzduHA788gvm79gO6IBnHWyq3VZTVoYZcamILtPhxI6dUCgkXauGiEg0ok3WetSEpMYiPT0dAODm5lbl8w4ODgCAjIwMkz1nUVERioqK9P/WaDT1rFBcr7zyCj744AP88ccf6NatW532jYmJQVpaGmY/YvlKnU6HLVu2YObMmcjLy9M/9thjjxlUb7du3XD27FmcOXOmVrdQJCIioqZtwYIFOHDgAM6dO4fx48dj2rRpOHDgAADA1dUVb7755iP3nz17NgIDA7Fq1SosWbIEkyZNMviT6RcuXEDfvn3h6+sri9fqdfHgbVlIHthTeWJf5ckU+7po0SKUlpbio48+wr6YPEwMscMwfwdYmZX/Ej/tfgl+uJ2FLRE5SLtfim3btmHo0KFGrtp0mGJPqf7YVxLb398LnTp1yuBj7dmzB1OmTEHv3r0RHh5u0DESExPRqlUrAOW/HybTwLGH5ILXsvSYsfRMOWOFQoFvN26EIAh4fetWbMvOx3gHa/S3awaz///hm7iiEvyQkYOdOQWAhQUOHj6Izp07G7nyh5lyznLBjKXHjKUh2mQtOcjJyQGAald8srYuvy9uSUmJyZ5z6dKlWLJkiTjFScDDwwPDhg1DWFgY2rVrV+vVtbRaLc6cOYNWrVqhV69eVW6Tk5ODGTNmYNu2bZUeVygUsLW1NaheR0dHAEBqaqpB+xMREVHTolQqsXnzZnTs2BHnz5+vtOz2999/X+P+w4YNQ2BgoJQlEhERNTmCIODDDz9E7969sWL5crzz669472wyHK3UKNPpkFlQBDMzM4x7cTzeeOMN/UrpRERUe39/L7R48WKTuw0RERERNR7m5ubYvGULhgwdilVffIE5Z8/CQqmEg7kZirRaZBYVw97GBlNnz8bcuXPh6+tr7JKJiOqEk7UeYG5uDqD8ljFVqVixysrKymTP+c9//rPSig0ajQbe3t71rFJcH330EUJDQ7F7926MHDlSn0F1tFotDhw4gISEBBw8eLDK2xWcPXsWL774YpWrRgiCYPAtOiuWyiwrKzNofyIiIpKXyZMnY/LkyY/cJjAwUL/CJwB8+OGHdT7P4sWLsXjx4kdu4+fn98hPiPfp06dWnyCX46pbaWlp+kn3JA/sqTyxr/Jkyn0dMGAABgwYgJiYGOzfvx/p6elQqVTw8PDAiBEj9KubU2Wm3FMyHPtKdWXIeyHAsFWtanOumo5d0/ulCoau3EWG4dhDcsFrWXrMWHqNIWNBEDBmzBiMGTMGv//+O44cOYKsrCxYWFigRYsWGDZsmKh/t5dCY8i5sWPG0mPG0pD9ZK2EhIRaT1aaNGkSACArK6vK5ytuWejp6SlOcSi/HY6Y51Sr1VCr1eIUJ5GQkBDs378fgwcPxvfff48+ffrAz8+vyglVycnJOHHiBGJiYvDtt99W+2msjIyMav/QWFZWhoKCAoP+Y11xG0knJ6c670tEREREREREpsfPzw9z5swxdhlERERERERUS+3bt0f79u2NXQYRkWhkP1nLzMwMISEhtdq2c+fO2LVrF2JiYpCbmwsbG5tKz9++fRsA0KFDB9Hqa926NQDgjz/+qPJ5Kc5pCnr16oXTp09j/Pjx2LZtG5ydndGuXTvY29tDEATk5eXhzz//REJCAry8vPDzzz9j4MCB1R7vueeew6xZs7B69eoqn7969SqeeOKJOtd55coVWFtbo0ePHnXel4iIiIiMw9/f39glkMjYU3liX+WJfZUf9lSe2FciMgaOPSQXvJalx4ylx4wbBnOWHjOWHjOWRq0ma7344ov67wVBwPfff//IbcRQ3Xnqqnnz5rh161attw8LC8PevXtx+PBhvPDCC5WeO3DgAABg8ODB9a6rgqurKzp27Ihr167h8uXL6NKly0PnFAThkROVGqv27dvj999/x+nTp7F69Wrs2rULJSUlAMr7P2DAAKxZswaDBw+GUqms8XiffPIJwsPDcfPmzYeeO3PmDB5//PE63Q6xtLQUly5dwuTJk2FtbV37H4yIiIiIjCo5ORk+Pj7GLoNExJ7KE/sqT+yr/LCn8sS+EpExcOwhueC1LD1mLD1m3DCYs/SYsfSYsTRqNVnrhx9+gCAI0Ol01U6iqthGDI86j9Tmzp2LvXv3YuHChRgwYABsbW0BAD///DP27duHbt26oVevXvrt09PTkZ6eDjs7O7i7uxt8zqlTp2L+/Pk4dOgQzMzMAABr1qzBtWvX8MILL8DPz6/eP5spEgQBPXv2RM+ePaHVaqHRaFBWVgZ7e/taTdB6kKWlJbZt24Zu3bqhqKgIAODo6Ih58+Zh4cKFuHz5Mrp27Vrr4506dQoajQYzZsyoUx1EREREZFz37983dgkkMvZUnthXeWJf5Yc9lSf2lYiMgWMPyQWvZekxY+kx44bBnKXHjKXHjKUh+9sg1lXfvn0xZ84crFy5Eq1bt8agQYNw7949HDhwAHZ2dtiwYUOlSWmrVq3CkiVLMGnSJGzcuNGgc06ePBl79+7Fvn370LZtW/Tp0wdRUVE4evQofHx88MUXX4j005k2hUIBe3v7eh2jXbt2+OSTTzB37lz07dsXmzdvhoeHB6Kjo7FlyxZYWVnpbz35KJcuXcKvv/6Kd955p1bbExEREZHpUKvVxi6BRMaeyhP7Kk/sq/ywp/LEvhKRMXDskUbHjh31dy0pLi6Gubk5AOgXBiDx8VqWHjOWHjNuGMxZesxYesxYGrWerKXT6UTZpjFYsWIF2rZti9WrV+P777+HjY0NRo0ahSVLliA4OFj08wmCgF27duHTTz/Ft99+i++++w7Ozs545ZVXsHjxYnh4eIh+zvrS6XQIDw/H9evXodFo0KxZMwQEBGDw4MH6NwLGMnv2bLi6umLkyJH61bnWr1+PnJwcbNq0CT179sTjjz8OR0fHh/ZNTU3FqVOncO7cOUybNg3/+c9/Grp8IiIiIqonLy8vY5dAImNP5Yl9lSf2VX7YU3liX4nIGDj2SOP8+fP670tLS6FScZ0GqfFalh4zlh4zbhjMWXrMWHrMWBqCrhYzrGJjYyv929fXt8ZtxFDVeahuNBoN7OzskJOTo7+lY32P9+2332L16tWIiIiAubk5LCwsUFxcjMLCQri4uGD69OmYPn26KP+njY+Px507d/DUU0/V+1hlZWX497//jeXLlyM3NxctW7aEn58f1Go1CgsLERUVhYiICDg5OWHBggV44403RLu1JxEREZHcif26sz5u376NkJAQo9ZA4mJP5Yl9lSf2VX7YU3liX4nEZ0rviUwVxx7pMeOGwZylx4ylx4wbBnOWHjOWHjOWRq2m19dm0hQnVsnf7du38cwzzyAhIQHBwcEYP348vLy89BOa0tLScPXqVXz66adYvnw5du/ejQEDBhh8vp07d+LVV1+FTqfD9evX632NKZVKLFmyBG+//Ta2bduGL7/8EmfOnEF+fj6sra3Rpk0bLF68GC+88AKX8iMiIiIiIiIiIiIiIiIiIiIi0dVqZS1qvMT6NE9kZCRCQ0OhUqkwYsQI2NvbV7ttYWEh9u/fj9jYWBw4cKDOE7by8vLw+uuv45tvvtE/1rNnT4SHh+tva0hEREREpsWUPkWekZEBJycno9ZA4mJP5Yl9lSf2VX7YU3liX4nEZ0rviUwVxx7pMeOGwZylx4ylx4wbBnOWHjOWHjOWhkKsA504cUL/VVxcbPBxCgoK9Mf566+/xCqP6qG0tBSDBw+GQqHAuHHjHjlRCwAsLCwwYsQI+Pr6YsSIEUhISKj1uS5duoTOnTtXmqgFAKdOncJ//vMfQ8onIiIioiaGE/zlhz2VJ/ZVnthX+WFP5Yl9JSJj4NgjPWbcMJiz9JpixsXFxSgsLGyw8zXFjI2BOUuPGUuPGUtDtMlaffr0Qd++fdG3b1+kpKQYfJx79+7pjzVx4kSxyqN62LdvHyIiIvDcc8/B0tKyVvsolUoMGTIEJSUl+PLLL2vcXqvVYtmyZejRowciIiKq3GbJkiU4e/ZsnWonIiIioqbn3r17xi6BRMaeyhP7Kk/sq/ywp/LEvhKRMXDskR4zbhjMWXpNJeObN29i9uzZcLK3h1qthqWlJWytrTFlyhRcvHhR0nM3lYyNjTlLjxlLjxlLQ7TJWgAgxh0VS0pK9MeKjIys9/Go/latWgVvb2+4ubnVaT8LCwu0adMGX3755SNXW0tMTMSAAQPwzjvvoLS0tNrtysrKMH78eGg0mjrVQURERERERERERNRUCIIAQRD0//bz84MgCAgNDYVWq612Py8vr0r71ZZOp4O3tzdeeuklg+qt8NJLL8HLy6tW20ZGRkIQBGzYsMHg84lVNxERUV1lZmZi8MCBaNu2LXZs+Aqj1AKWebviE29XTLFW47ftP+Cxxx7D49271+kORkRE1HiIOlnLkDdyf/fLL7/ov8/Pz6/38ah+YmJiEBYWho4dOxq0f6dOnZCWllaprw/au3cv2rdvj2PHjtXqeE888YRBdRARERFR0+Hn52fsEkhk7Kk8sa/yxL7KD3sqT+xr03ThwgWsWbNG9OPu27ev3n9ITkpKwt69e2u9/erVq+t1PkCcuqluOPZIjxk3DOYsPTlnnJ6ejp49euBcWBj+59Mcx4O9Md/dGSMcbTHc0RZz3RxxLMgTX/q5I+73a+jerRvu3r0reh1yztiUMGfpMWPpMWNpqOq6w4svvljtbQ51Oh0EQcDYsWNhYWFR52IyMzNx48YNCIIAnU4HGxubOh+DxBUdHQ0A8PT0NGh/FxcXWFhY6I9ToaCgAG+++WatbpEIADY2Nli7di3Gjx9vUB1ERERE1HSkpqbC29vb2GWQiNhTeWJf5Yl9lR/2VJ7Y16ZJEAT861//wogRI+Dh4VGvYyUkJOD69esICwvDunXrDDpGdnY2rl27hvPnz2Pt2rXIz8+Hvb19tdvfvHkTf/zxB/bv34+tW7carW4yHMce6THjhsGcpSfXjLVaLYYNGYLU2Bhsb+EGfwvzKrdTCgKesmuGdlZqjLubgsHPPIPL167ByspKtFrkmrGpYc7SY8bSY8bSqPNkrbNnzyIuLq7a53U6Hc6fP29QMRW3UaxYprlbt24GHYfEU7G6mUpV50tFz9zcHHl5efp/X7t2DePGjcOtW7dqtX+PHj3w/fffo0WLFgbXQERERERNR0FBgbFLIJGxp/LEvsoT+yo/7Kk8sa9N06uvvoovv/wSc+bMwa5du+p1rHnz5tX7GFu2bMGcOXNqvX3v3r2RkZFRr3OKUTcZjmOP9Jhxw2DO0pNrxocPH8bpc+ewyd+j2olaD3I1U2GdjysG347ADz/8gKlTp4pWi1wzNjXMWXrMWHrMWBqGz8CRQMVtFHU6HczMzPCvf/3LyBWRra0tAKCoqAjW1tZ13l+n06GwsBB2dnbQarX44osv8O6776K4uLjGfRUKBd5//32899579ZosRkRERERNi7l5zb/sosaFPZUn9lWe2Ff5YU/liX1tmpYuXYpffvkFu3fvxv79+zFkyBCDj/XWW29h7NixAMpXvFq8eHGdjzFo0CDs3LlT/+9Ro0Y9cvtvv/0WRUVFAIAdO3ZU2re2xKibDMexRxppaWn673Nzcyv928XFxRglyR6vZenJNeO1q1ejVTMr9LC2rPU+QRbm6G1njdUrVmDKlCn6v6fXl1wzNjXMWXrMWHrMWBp1ngGj0+n0K2A9ahtDmJubw9vbG0888QTmz5+PNm3aGHQcEk+rVq2gUqkQHR0NJyenOu8fHx+P4uJieHt7Y9CgQTh8+HCt9vP19cWWLVvQs2fPOp+TiIiIiJo2X19fY5dAImNP5Yl9lSf2VX7YU3liX5smGxsbrFmzBkOHDsWsWbPQt29fgz6gCwDdu3fXf+/s7GzQMQICAhAQEFDr7R+cXHbjxg2DzilG3WQ4jj3S8PLyqvID8ubm5voJjiQuXsvSk2PGqamp+PnAAfzbw6nOE65edLTBq9ev448//kD79u1FqUeOGZsi5iw9Ziw9ZiwNRV13iImJgVarfeirgiAI1W5T01dhYSEiIiKwceNGTtQyEa6urhgxYgSuX79u0CS8q1evwsPDA6+99lqtJ2qNHTsW165d40QtIiIiIjJIRESEsUsgkbGn8sS+yhP7Kj/sqTyxr03XkCFDMHr0aMTHx+P99983djmNWlFRETQaTaUvejSOPSQXvJalJ8eM4+LioNVq0c7Sos77trdUAwDu3r0rWj1yzNgUMWfpMWPpMWNpiHpvObGWXSTTMmvWLOzYsQNRUVEIDAys9X7Z2dm4fft2pcl8j2JtbY3Vq1djwoQJvJaIiIiIiIiIiIiIJLBixQr89ttvWLlyJV566SV06dLF2CU1SkuXLsWSJUseejwiIgLW1tYIDAxEfHw8ioqKYGlpCTc3N/0f2V1dXaHT6fS3q/P390dSUhIKCwthYWEBDw8PREdHAyhfAUyhUCA1NRUA4Ofnh9TUVBQUFMDc3Bw+Pj6IjIwEADg6OsLc3BwpKSkAyldByMjIQF5eHlQqFfz9/XHnzh0AgIODAywsLJCcnAwA8PHxQVZWFnJzc6FUKhEYGIg7d+5Ap9PBzs4O1tbWSExMBFC+klNubi5ycnIgCAKCg4MREREBrVYLGxsb2NvbIz4+HgDg4eGBgoICZGdnIz09HSEhIYiKikJpaSmsra3h6OiIuLg4AIC7uzuKioqQmZkJAAgKCkJsbCyKi4thZWUFV1dXxMTEAACaN2+OsrIypKenAyhfqS0hIUGft7u7uz7DilsBPph3cnIy7t+/D7VaDS8vL0RFRenzViqVuHfvXpV5+/r66v9g6ejoCLVaXSnDzMxMfd4BAQG4ffs2AMDe3h5WVlZISkoCAHh7eyM7Oxu5ublQKBQICgqqlLeNjQ0SEhIAAJ6ensjLy6uUd2RkJMrKymBjY1PtNVpxp5zo6Gh93k5OToiNjQUAuLm5obi4WJ93YGAg4uLiqszb1dUVWq1Wn/ejrlkXFxcIgqC/Zlu0aIGUlBR93t7e3vpr1snJCSqVqlLeaWlpyM/Ph5mZGfz8/PR5P+qarSlvLy8v/aTKirwrrllbW1vY2trq837wmgVQ6Zq1sbGBg4ODPgd3d3cUFhYiKytLf83GxMSgpKQEzZo1g4uLS6VrtrS0FBkZGfq8OUZUn3d6errsxoiCggI8/vjjUHRsg/SyUjifO4nU3v0BAJaJ8TDLzoKmTfmqWfbXL6PQzROFzd0glJbC4sRRjBgxAiUlJUhJSanTGOHg4FApw4prNj09HcHBwRwjIP4Y8WDe+fn5+vNyjBBvjHjwdcSDY3JjHiOM9TqiujECgH6MqBiTOUbUfoxo3rw5aiLoDL1n4d/4+fnpJ9icPn0aHh4eYhyW6kmj0cDOzg45OTmwtbU16Bg6nQ79+/fHuXPnMG7cuFrd4/z+/fvYvHkzsrKyarUiV7du3bB169Y6TQYjIiIiItMhxutOsaSlpdXqNSs1HuypPLGv8sS+yg97Kk/sq7xV/J6+4veyfn5+iI2NRUlJCVSq8s9vf/PNN3j55ZfRuXNnXLhwAUqlEl5eXkhMTKzzHRbCw8PRt29fjB8/Hlu2bKlX3Z6envo/dDzK4sWLsWTJEnz11VeYNm2aQeerb91FRUWVbjGn0Wjg7e1tEu+JTBXHHmmo1WreBrGB8VqWnhwzvnnzJtq2bYvNAR7oYW1Vp32jC4vx9O04HD58GAMGDBClHjlmbIqYs/SYsfSYsTTqfBvE6sTExODu3bu4e/cuJ2rJjCAI2LVrF/z9/bFt2zZEREQ88g17SkoKvvvuu1pN1BIEAQsWLMDp06c5UYuIiIiIRKFWq41dAomMPZUn9lWeTL2vFbf9at+mNdxdXeDt4Y7HunXFypUrkZOTY+zyTJKp95QMw742fllZWfpP/xti6tSp6Nu3L65cuYIVK1aIXF3ToFar9Z+kr/iiR+PYQ3LBa1l6csw4JCQE3h7u2J+VV+d992XnwtrKCqGhoaLVI8eMTRFzlh4zlh4zloZok7UMlZeXp1/ujEyXvb09Tp48ie7du2PXrl34+uuvcfHiRf3Sh1lZWbhx4wY2b96MjRs3Iicnp8aJWl5eXjh27Bg++ugjmJmZNdBPQkRERERyV7GUMckHeypP7Ks8mWpfMzMzMXrUSPj5+WH5J/9F65IUvOilxAvNtXBOj8Kb8+bB090db7/9NkpLS41drkkx1Z5S/bCvjd8bb7wBb29vnDx5stLjFavrmJub13iM9evXw8LCAgsXLtTfaoZIShx7SC54LUtPjhmrVCq8OmMm9uXkI6e0rNb7leh02J5dgAmTJok6MViOGZsi5iw9Ziw9ZiwNySZr3b17Fzt37tTfo/JBWq0Wy5Ytg7+/P+zs7NC8eXPY2Nhg3LhxuHnzplQlUT3Z29vjyJEjOH78OPr164fjx4/jq6++wqpVq/Dll1/i559/RlBQEAICAmqcqPXCCy/g+vXr6NOnT8MUT0RERGREGzduhCAImDx5cpXP63Q6zJw5E4IgwNbWFidPnkR4eDgEQajx9dLixYshCAIWL15cq1rS0tIwd+5c+Pv7w8LCAg4ODujfvz8OHjxYtx+KiIiokUhJScHj3UNx9Jf9+LC7Oy6NDsZnT3rjzc7NMb+LG756ygfnRodgWogN/vfZZxj2/NAqbyVERGRKrKzKb5/099+/V/whpTa3KQkMDMSiRYuQl5eH2bNni18kERERVTJt2jRoFQosTc6o9W2HV6VkIq2oCDNmzJC4OiIiakiiT9b666+/0L9/fwQGBmLs2LGIiYl5aJvRo0fjn//8J2JiYqDT6aDT6ZCfn48dO3agU6dOWL9+vdhlkUgEQcCTTz6J7du3IzExEeHh4fjpp59w9OhRREdHIywsDL/++iuaNWtW5f5WVlbYsGEDdu7cCUdHxwaunoiIiMg0zZ49G2vXroWdnR0OHz6MXr16SXKe1NRUdOnSBStXroSDgwMmTZqEnj174vjx4xg8eDA2bdokyXkbmo+Pj7FLIJGxp/LEvsqTqfW1sLAQzw4aCE1KAvY+2wITWznB2lz50HZuzcwwv4sbvhvgi98OHcL0V181QrWmydR6SuJgXxu/Nm3aAAA2bdpUaUXAdevWAUCt31O89dZb6NChA/bt21flJ+aTk5Nx69atet0dIycnB7du3UJcXJzBx6grMeom8XHsIbngtSw9uWbs5uaGDV9/jR8zNViclI6yR0zY0ul0WHUvE6tTs/Dxxx+jXbt2otYi14xNDXOWHjOWHjOWhqiTtU6dOoXQ0FCEhYVVOxt48+bN2L17N4DyiT9/V1paihkzZmD79u1ilkYScHV1Re/evTF06FD069cPLVq0AAAEBQVh5cqVD23fuXNnXLlyBS+//HKVvSciIiJqimbPno01a9bA0dERR48eRffu3SU7V8XtTd544w1cvnwZX375Jfbv34+wsDAolUrMnj0bWVlZkp2/oVS1ui81buypPLGv8mRqfd26dSuuXr+Ob/t5w99OXeP2vb1s8EF3d2z87jv88ccfDVCh6TO1npI42NfG78UXX4Snpyd++eUXBAUFYciQIWjfvj0+/vhjWFpa4t13363VcVQqFTZs2AClUgmtVvvQ8//85z/RqlUrrFq1yuBa9+zZg1atWmHixIkGH6OuxKibxMexh+SC17L05JzxhAkTsH79evyQmYuBkUn4Ni0bmrL/uy1iQZkWP2TkYFh0MpanZGLJkiV4++23Ra9DzhmbEuYsPWYsPWYsDdEmayUnJ+PZZ59FXl7eI7dbvny5/nudTod+/frhnXfewbBhw6BQKCAIAnQ6HV577TXk5OSIVR41sMmTJ2P06NH6f8+fPx9nz55FSEiIEasiIiIiMi1z5szB6tWr4eLigmPHjqFLly6Snm/nzp2wsLDABx98UOnxnj17Yvjw4cjNzcUvv/wiaQ0Noab3JNT4sKfyxL7Kkyn1VafTYfXKFejrbYe2zpa13m9UkANcrdX61WmaOlPqKYmHfW38HBwccOHCBcyaNQsKhQKHDx9GamoqRo4cifPnz6NDhw61PlbXrl0xd+5cCaslKsexh+SC17L05J7xK6+8gjNnzyJ0yFD8914WQv+MxZN3EtA7IhGP/RWL9xPT4d+7L44cOYKFCxdKsgiG3DM2FcxZesxYesxYGiqxDrRw4ULk5ubqJ1uNGTMGc+bMqfSmMCIiAlevXtX/B2X69OlYu3at/vmff/4Zw4YNAwBoNBp89913fJPYSAmCgHXr1iEuLg4ffPAB+vfvb+ySiIiIiEzK3LlzsWrVKri5ueHIkSP625hIJTs7G5mZmejYsWOVt6yuWMo4Pj5e0joagkol2tscMhHsqTyxr/JkSn29evUqrly7ju8G+NVpP3OlAuMC7fD1xo349NNPYWlZ+4lecmRKPSXxsK/y4OHhUauVo2JiYmrc5vPPP8fnn3/+0OMbN27Exo0bH7lvnz59qr3TBlD+wd7JkyfXWMOjjvF3ixcvxuLFi6t9Xoy6SXwce0gueC1Lrylk/Nhjj2HbDz/gfykp2LVrF1JSUqDVauHi4oJhw4bBz89P0vM3hYxNAXOWHjOWHjOWhiiplpaWYvv27fpJWHPmzMEXX3zx0HY///wzgPI3XUqlEgsXLqz0/HPPPYehQ4di7969EAQB+/fv52QtE1JcXAxzc/Nab+/g4IAzZ87wlodEREREf/P6669j5cqV8PT0xNGjRxtk9VFzc3Ps2bMHzs7OVT5/7tw5AEDz5s1rdbyioiIUFRXp/63RaOpfpEgCAgKMXQKJjD2VJ/ZVnkypr7du3QIA9HC3rvO+j7tb44trqUhMTERgYKDYpTUqptRTEg/7SkTGwLGH5ILXsvSaUsZubm6YNWtWg5+3KWVsTMxZesxYesxYGqJM1jp79qx+6TO1Wo1FixZVud3Ro0cBlK+6FBoaCnd394e2mTJlCvbu3QudTofLly+LUR7VU3FxMRYuXIijR4/i9OnTdZqwxYlaRERERJXNmzcPK1asAFD+SfiGeqNjZWWlX8X275YtW4bTp0/D0tISzz77bK2Ot3TpUixZsuShxyMiImBtbY3AwEDEx8ejqKgIlpaWcHNzw927dwEArq6u0Ol0SEtLAwD4+/sjKSkJhYWFsLCwgIeHB6KjowEAzs7OUCgUSE1NBQD4+fkhNTUVBQUFMDc3h4+PDyIjIwEAjo6OMDc3x40bN+Ds7AxfX19kZGQgLy8PKpUK/v7+uHPnDoDyDxZYWFggOTkZQPnKYllZWcjNzYVSqURgYCDu3LkDnU4HOzs7WFtbIzExEQDg5eWF3Nxc5OTkQBAEBAcHIyIiAlqtFjY2NrC3t9evUObh4YGCggJkZ2cDAEJCQhAVFYXS0lJYW1vD0dERcXFxAAB3d3cUFRUhMzMTABAUFITY2FgUFxfDysoKrq6u+lURmjdvjrKyMqSnpwMof8OckJCgz9vd3V2foYuLCwBUyjs5ORn379+HWq2Gl5cXoqKi9HkrlUrcu3evyrx9fX0RERGhz1utVlfKMDMzU593QEAAbt++DQCwt7eHlZUVkpKSAADe3t7Izs5Gbm4uFAoFgoKCKuVtY2ODhIQEAICnpydu374Na2trfd6RkZEoKyuDjY0NHBwcKmVYWFiIrKwsAEBwcDCio6P1eTs5OSE2NhZA+S9Di4uL9XkHBgYiLi6uyrxdXV2h1Wr1eT/qmnVxcYEgCPprtkWLFkhJSdHn7e3trb9mnZycoFKpKuWdlpaG/Px8mJmZwc/PT5/3o67ZmvL28vKCRqOBRqPR511xzdra2sLW1laf96Ou2ZryDgoKQkxMDEpKStCsWTO4uLhUumZLS0uRkZGhz/vixYtwcHBo8DEiJSUFADhGSDRGnD17Fs7Ozg06RuTl5VXKu2KMKC0thbOzM7Ja90U2AIfkP1FsYYt8B6/yTCNOILXFYyhTWcAiPwPWGTFI9ym/JbFl2TW0bWuFxMRElJWVNekxIj09Xf+7oIYcI4z1OqKpjBF3796FlZUVAPm/jqhujDD26whfX18QNTW3b99ukA8rEUmN17L0mLH0mHHDYM7SY8bSY8bSEHQirPP73XffYcqUKRAEAd26ddN/Kv9BWq0WDg4O+kldCxcurHJSV1xcnH5ZR0EQkJeX1+SXm68PjUYDOzs75OTkwNbWts7737lzBy+++KJ+4tz8+fOxbNkyscskIiIikrWNGzdiypQpsLa2Rl5eHgICAlBYWIjExEQsWLAAH3300UP7hIeHo2/fvujduzfCw8OrPfbixYuxZMkSLFq06JG3AalKWloa5syZg+3btwMAvvrqK0ybNq1W+1a1spa3t7fBrzvFxDeP8sOeyhP7Kk+m1NcdO3ZgzJgx+GN8azhY1O3zimEJuZhw6C7u3r0r+e1HTJ0p9ZTEw74Sia++v4tvCjj2SEOtVqO4uPihx83NzSu9byfx8FqWHjOWHjNuGMxZesxYesxYGgoxDlLxqSCg/JNNVbl27Rpyc3P194Dv3bt3ldv9fbWtnJwcMUqkOtLpdPjmm2/QuXPnSiucffLJJzhy5IgRKyMiIiJqvPLy8tCqVSucOHEC33zzDQRBwMcff4wTJ048tK1SqazTsety3/iysjKsXr0awcHB2L59O+zt7bF9+/ZaT9QCyn8ZXLEiT8WXqbC3tzd2CSQy9lSe2Fd5MqW+hoaGQhAEHIip+++WDsTkwNvDo9rfczUlptRTEg/7SkTGwLGH5ILXsvSYsfSYccNgztJjxtJjxtIQZbJWWVmZ/vvqbpH34B+gzM3N0aNHjyq3KywsrPTvuvzRicSRlZWF0aNH4+WXX0Z+fv5Dz0+cOLHSBD0iIiIiqp2QkBAcP34cHh4eePrppzFr1ixotVpMmDBBf3ubCtbW1gCA+/fvP/KYFa+fK7avSXR0NB5//HHMnj0b2dnZePHFF/HXX39h9OjRdf+BTFTFLX1IPthTeWJf5cmU+urr64vnnh2MTXdyUJeF5bOLSrE3OgevzphR58nTcmRKPSXxsK9EZAwce0gueC1LjxlLjxk3DOYsPWYsPWYsDVEmazk4OOi/T0xMrHKbgwcPAii/tWHXrl2hVqur3O7u3buV/m1nZydGiVRLJ06cQIcOHfDjjw39jTQAAQAASURBVD9Wu01ycjJefvnlOv2ik4iIiIiA7t27w8XFRf/vZcuWoWXLloiLi8P06dMrbVtxy6XY2NhHHrPi9bevr2+N54+MjESPHj1w4cIFtG7dGqdOncL3338PNze3Ov4kpi0pKcnYJZDI2FN5Yl/lydT6OnPWbNxMy8Pe6Oxa7/P5lXso1Ql1WnFSzkytpyQO9pWIjIFjD8kFr2XpMWPpMeOGwZylx4ylx4ylIcpkrdatWwMov3XetWvXkJeXV+n5pKQkhIWFQRAEAMBTTz1V7bEOHTqk/97V1RVmZmZilEg1KCkpwXvvvYc+ffogPj6+xu0PHTqEmzdvNkBlRERERPJlaWmJzZs3Q6VSYceOHdi4caP+OQcHB7Rt2xb37t1DeHh4lfsXFhbi0KFDUCgUePzxx2s83yuvvILU1FQ8/fTTuHjxIp544gmRfhIiIiLT9Mwzz2DihAn4x6kk/FrD7RB1Oh0+u5KCb/7MwOf/+5/sJjMTEREREREREZFpEGWyVteuXWFjYwNBEJCbm4uPP/5Y/5xOp8Prr7+OkpIS/UpMzz33XJXHycrKwvLlyyEIAgRBQGhoqBjlUQ2ioqLQq1cvfPTRR7VaLat169a4cOEC2rZt2wDVEREREclb165dsXDhQgDA3LlzERUVpX/uzTffBADMnDnzoRVsCwoKMHnyZKSlpWHcuHFo3rx5pedu3bpV6VixsbEIDw+Hs7Mzdu7cKeuli729vY1dAomMPZUn9lWeTK2vgiDgqw0b8Pyw4Xj1WBxmhcfhfEp+pd9/lGh1+OVuDkYfjMH/rqbio48+wuzZs41YtWkxtZ6SONhXIjIGjj0kF7yWpceMpceMGwZzlh4zlh4zloZKjIOo1WpMmDABa9asgSAIWLp0Kc6fP4/27dvj+PHjuHr1KgRBgE6nQ1BQELp27frQMS5duoTXXnsNycnJAMp/mTZixAgxyqNq6HQ6bNmyBTNnznxoNbTqzJo1C5988gksLS0lro6IiIio6ViwYAEOHDiAc+fOYfz48Th16hRUKhWmTJmC06dP4+uvv0ZISAiefvppuLu7IzU1FceOHUNmZiY6d+6MVatWVTrehQsX0LdvX/j6+iImJgYAcPLkSQCAo6OjfnJYVQYOHIiBAwdK9rM2hOzsbFlPRmuK2FN5Yl/lyRT7am5ujh+2b8eaNWuwYvn/8MIvUfCzt4KHlRJaCIjKKUJafhGe6NEd+9YtwJAhQ4xdskkxxZ5S/bGvRGQMHHtILngtS48ZS48ZNwzmLD1mLD1mLA1RJmsBwOLFi7Fz506kp6dDp9Ph2LFjOHbsWKVPKgqCgPnz51fa76effsLcuXORkJCg3wYAfHx8MG7cOLHKo7/JycnBjBkzsG3btlpt7+zsjG+++Ya/sCQiIiKSgFKpxObNm9GxY0ecP38eixcvxocffggA2LBhA5599ll88803OH/+PNLT02Fra4uWLVti9OjRmDFjBszNzWs8R0pKCgDgzp07uHPnTrXb2dvbN/rJWrm5ucYugUTGnsoT+ypPptpXhUKB2bNnY+bMmTh27Bj27t2L9PR0qFQq9PLwwPjx49GhQwdjl2mSTLWnVD/sKxEZA8cekgtTuZZLS0uhUCigUIhyIyWTYioZyxkzbhjMWXrMWHrMWBqiTdZydnbGTz/9hEGDBiEnJ0f/eMXkK51Oh4EDB+Lll1+utF9CQgLi4+P12+p0OlhZWeHHH3+EmZmZWOXRA06fPo2XXnpJv8pCTQYMGIDvvvsO7u7u0hZGREREJFOTJ0/G5MmTH7lNYGBgtaudDh8+HMOHD6/1+fr06fPQ7a3feustvPXWW7U+RmMmx19SNnXsqTyxr/Jk6n1VKBTo378/+vfvb+xSGg1T7ykZhn0lImPg2ENyYaxrWafT4eLFi1izejX27tmNnNw8CIIAN1cXvDRxEl577TX4+/sbpTaxcbyQHjNuGMxZesxYesxYGqKm2r17d1y7dg2jRo2Cubk5dDoddDodzMzM8Oqrr2LXrl2P3F+n06FDhw44d+4cunTpImZphPIZ9osXL8aTTz5Zq4laZmZm+Oyzz3Dw4EFO1CIiIiKiRiMoKMjYJZDI2FN5Yl/liX2VH/ZUnthXqokgCPoPYgOAn58fBEFAaGgotFpttft5eXlV2q+2dDodvL298dJLL9V53127dqFXr16wt7eHWq1GUFAQXn/9daSlpT20bWFhIf7973+jVatWsLCwQPPmzfHcc8/h9OnTdT4v1R3HHpILY1zLMTExeLx7KEJDQ3Hsp52YEmiFT3t54ePHPTDYWYv1K5cjMDAQ48aOqfbDgI0JxwvpMeOGwZylx4ylx4ylIfoUOF9fX2zfvh3p6em4du0aLly4gJSUFKxbtw4WFhYPbe/q6op+/fph5syZOHDgAK5evYq2bduKXVaTFxsbi969e2PJkiWPfDNdISQkBOfPn8ebb77JmZJERERE1Kg86jaP1Dixp/LEvsoT+yo/7Kk8sa9kqAsXLmDNmjWiH3ffvn1ISEio834rV67EyJEjce3aNTz99NOYOHEiFAoFVqxYgW7duiEjI0O/bVlZGZ599lksWrQI9+/fx5gxY9CzZ0+EhYWhT58+2L17t5g/ElWBYw/JRUNfy3fu3EGP0MeQfOcGvhvgh1MjAvFWZzeMDXbE+JZOWNLdA5fGhODjxz2wf89u9OvTu9HfsorjhfSYccNgztJjxtJjxtIQ7TaIf9esWTO0b9++xu1GjRqFUaNGSVUG/X9PPPFErV+Yvfrqq/j888/RrFkziasiIiIiIhLf328BSY0feypP7Ks8sa/yw57KE/tKhhIEAf/6178wYsQIeHh41OtYCQkJuH79OsLCwrBu3bo676/RaPDuu+/C0dERFy5cQEBAAIDyO0yMGzcOP/74I1asWIElS5YAANatW4djx45h4MCB2LVrF6ysrAAA0dHRCA0NxfTp09GvXz/Y29vX6+ei6nHsIbloyGtZo9Fg0DNPw6Y0HzsHt4CzZdV/2rVUKTC+pRPaO1ti9ME/MG7sGOz/+ReDVjs0BRwvpMeMGwZzlh4zlh4zloZkk7XItNRmopajoyM2bNiA4cOHN0BFRERERETSsLOzM3YJJDL2VJ7YV3liX+WHPZUn9pUM9eqrr+LLL7/EnDlzsGvXrnoda968efU6xsGDB1FQUIBp06bpJ2oBgEqlwptvvokff/wRly5d0j/+7bffAgC++OIL/UQtAPD398dbb72Fd999F3v27MGUKVMMrokejWOPNKZMmYLS0lIAwP3792FpaQmg/P8LJI2GvJY3btyIuLh4HH8hqNqJWg9q52yFT5/wwPQDv+LChQsIDQ1tgCrFx/FCesy4YTBn6TFj6TFjafCVGgEA+vbti02bNsHLy8vYpRARERER1YuNjY2xSyCRsafyxL7KE/sqP+ypPLGvZKilS5fil19+we7du7F//34MGTLE4GO99dZbGDt2LADg5s2bWLx4cZ3212g0CAgIQNeuXR96TqlUAkClSVk3b96EjY0NgoODH9q+bdu2AIDDhw9zspaEOPZI48GV6fLz83nXlAbQUNeyTqfDmlUrMcjPFr626lrvN9DXFj52llizenWjnazF8UJ6zLhhMGfpMWPpMWNpKGqz0b59+/RfhYWFkhSSkZGBqVOnYurUqXj55ZclOQc9TKVS4eOPP8Zvv/3GiVpEREREJAsJCQnGLoFExp7KE/sqT+yr/LCn8sS+kqFsbGywZs0aAMCsWbOQl5dn8LG6d++OkSNHYuTIkejdu3ed9582bRoiIyMxYcKESo9rtVqsWrUKAPDMM8/oH1cqlSgpKanyNi7FxcUAgLi4uDrXQbXHsUd6zLhhNFTOZ8+exe2ISExs6Vin/ZQKAeOD7LB9+/Z6jdPGxGtZesy4YTBn6TFj6TFjadRqZa1hw4bp72l89+5d+Pj4iF5IXl4eNm7cqD/P119/Lfo5qLLAwEBs3boV3bp1M3YpRERERERERERERNQIDBkyBKNHj8aOHTvw/vvv43//+5+xSwIAfPjhh4iLi8OpU6dw69YtvPzyy5VWyerUqRNOnTqFEydOPDQ57MCBAwDKP1ReW0VFRSgqKtL/W6PR1PMnICKqLDo6GgDQycWqhi0f1snVCkXFKUhOTkZQUJDYpREREVE91fo2iDqdTj+RqiaOjuUzvAVBwPXr1+u0YlNdzkM1q+pTQgAwfvx4LFu2DNbW1nwTSUREREZhY2PD130kCU9PT2OXQCJjT+WJfZUn9lV+2FN5Yl+pvlasWIHffvsNK1euxEsvvYQuXboYuyRs2bIFt2/f1v87ISEBSUlJ8Pb2BgC8+eabOHXqFCZPnox169ahR48eyM7OxqpVq/D1119DEASo1bW/zdjSpUuxZMmShx6PiIiAtbU1AgMDER8fj6KiIlhaWsLNzQ13794FALi6ukKn0yEtLQ0A4O/vj6SkJBQWFsLCwgIeHh76SRrOzs5QKBRITU0FAPj5+SE1NRUFBQUwNzeHj48PIiMjAZT/bcbc3BwpKSkAAF9fX2RkZCAvLw8qlQr+/v64c+cOAMDBwQEWFhZITk4GAPj4+CArKwu5ublQKpUIDAzEnTt3oNPpYGdnB2trayQmJgIAvLy8kJubi5ycHAiCgODgYERERECr1cLGxgb29vaIj48HAHh4eKCgoADZ2dn6FcyioqJQWloKa2trODo66lc0c3d3R1FRETIzMwEAQUFBiI2NRXFxMaysrODq6oqYmBgAQPPmzVFWVob09HQAQEBAABISEvR5u7u76zN0cXEBgEp5Jycn4/79+1Cr1fDy8kJUVJQ+b6VSiXv37lWZt6+vLyIiIvR5q9XqShlmZmbq8w4ICNBfk/b29rCyskJSUhIAwNvbG9nZ2cjNzYVCoUBQUFClvG1sbPSrWHh6eiIvL69S3pGRkSgrK4ONjQ0cHBz0GdrZ2SE1NRVZWVkAgODgYERHR+vzdnJyQmxsLADAzc0NxcXF+rwDAwMRFxdXZd6urq7QarX6vB91zbq4uEAQBP0126JFC6SkpOjz9vb21l+zTk5OUKlUlfJOS0tDfn4+zMzM4Ofnp8/7UddsTXl7eXlBo9FAo9Ho8664Zm1tbWFra6vP+8FrFgBCQkL012xF3sXFxbh9+zbc3d1RWFiozzsoKAgxMTEoKSlBs2bN4OLiUumaLS0t1U8Krc0YoVAoMHr0aCjV0Uj3aINiC1uYFeXCMfEG7vn3AADYZNyFoqwUOa7lE7JcYi9C4xIIc49mGKiNRUFBgT4XUx8jHsy7uLgYiYmJHCNEHiMevGaLi4uh0+k4RkD8MeLBvC0tLfXnFXuMaGqvI/6ed8XriAfHZI4R4o0RwP+9jqgYkzlG1H6MaN68OWoi6KqbzfMAhUJRp5W1FIryuysKglDrlbhiY2PRokUL/X5lZWU17kM1S0hI0L8ZJSIiIjIlOTk5sLW1NXYZJBKNRgM7OzuT6GtKSgrc3NyMWgOJiz2VJ/ZVnthX+WFP5Yl9pZpU/D2g4s8Hfn5+iI2NRUlJCVSq8s+Af/PNN3j55ZfRuXNnXLhwAUqlEl5eXkhMTKz2Q8TVCQ8PR9++fTF+/Hhs2bLF4Lqzs7Nx8+ZNfPjhhzh48CBat26N33//HUqlEgDwn//8BwsXLqz09weFQoF3330XS5cuRb9+/XDkyJFanauqlbW8vb1N4j2RqeLYIz1m3DAaKucff/wRo0aNwtUXW8HF0qxO+x6KzcHLR2IRFxfXKP9OyGtZesy4YTBn6TFj6TFjaUiyshaZDg8PD8THxzf5lSsq3ijHx8fzjbIJYn9MH3tk2tgf08b+VM/GxsbYJZBM5eTk8M2jzLCn8sS+yhP7Kj/sqTyxrwQAWVlZyM/Ph4uLS51WlKowdepUbNmyBWFhYVixYgXeeOMNCaqsG3t7ezzxxBPYu3cvQkJC8Oeff+L06dN48sknAQALFizA6NGjsX//fiQnJ8PZ2RmDBw9GcXEx/vOf/8DX17fW51Kr1Qbl1pRx7JEeM24YDZVzr169YKZS4aeobExr61KnfX+KzkFwQECd7n5kSngtS48ZNwzmLD1mLD1mLI1aT9aixkmhUDTaF2JSqFiGjkwT+2P62CPTxv6YNvaHqOE05Q8pyBV7Kk/sqzyxr/LDnsoT+0oA8MYbb+C7777Db7/9hv79++sfr7hVnbm5eY3HWL9+Pdq1a4eFCxdi5MiRktValYkTJyIuLg6bN29+aNUYtVqNLl26IDY2Vn/7kqKiIuh0OgQGBj40sWz58uUAgKeeeqpBam+qOPZIjxk3jIbKuXnz5hg5ciQ2HdqHqW2coajleVMLSnAgRoNPP1/caK+Jxlp3Y8KMGwZzlh4zlh4zlobC2AUQERERERGJKTg42NglkMjYU3liX+WJfZUf9lSe2FcCACsrKwBAZmZmpceTk5MBAC4uNa/iEhgYiEWLFiEvLw+zZ88Wv8hHSElJwfHjx3H+/Pkqn4+NjQUA+Pj4AAC6dOkCS0tLpKenP7Ttli1bYG5ujqefflq6goljTwNgxg2jIXOeNXs2orMK8PXNh8euqmh1Oiy5kAy1hRqTJk2SuDrp8FqWHjNuGMxZesxYesxYGpysRUREREREshIZGWnsEkhk7Kk8sa/yxL7KD3sqT+wrAUCbNm0AAJs2bUJpaan+8XXr1gEov/1Wbbz11lvo0KED9u3bp5/o9aDk5GTcunWryklStZWTk4Nbt24hLi5O/9jo0aMBAP/973+Rl5dXafuVK1fi8uXLCAwMRGhoKID/+3nWrl1badv//Oc/uHz5Ml577TU4OzsbXCPVjGOP9Jhxw2jInJ944gm8/fbb+PeFFGz889HjaKlWh3dOJ2JfdA42frcJ9vb2DVOkBHgtS48ZNwzmLD1mLD1mLA1O1qImQa1WY9GiRVCr1cYuharA/pg+9si0sT+mjf0hanhlZWXGLoFExp7KE/sqT+yr/LCn8sS+EgC8+OKL8PT0xC+//IKgoCAMGTIE7du3x8cffwxLS0u8++67tTqOSqXChg0boFQqodVqH3r+n//8J1q1aoVVq1YZXOuePXvQqlUrTJw4Uf/YlClT0KdPH1y6dAlBQUGYNGkSpk2bhs6dO2Pu3LmwtbXF999/D6VSqa/D2dkZCxcuRO/evTFjxgw89thj+Ne//oXOnTvj3//+t8H1Ue1w7JEeM24YDZ3z0qVLMW/ePLx3NgnDD9zF3qgsFJf933ibXVSKDTfS8NTeKOyMzMG3337b4LemFRuvZekx44bBnKXHjKXHjKWhMnYBRA1BrVZj8eLFxi6DqsH+mD72yLSxP6aN/SFqeDY2NsYugUTGnsoT+ypP7Kv8sKfyxL4SADg4OODChQv4z3/+g19//RWHDx+Gg4MDRo4ciYULF6Jdu3a1PlbXrl0xd+5c/O9//5Ow4sqUSiUOHDiATz/9FDt37sTOnTtRVlYGb29vvPbaa3jnnXfg5+en397Hxwfnz5/HwoULceTIEZw7dw7e3t5499138e6778LOzq7Bam+qOPZI4/Dhw9DpdACAjIwMxMTEAAAEQeCtPSXS0NeyQqHA559/jt69e2PF8v9hdvhxWKtT4NrMHKVaHe7lFUELAS+88AJ+eOstdO3atUHrkwLHC+kx44bBnKXHjKXHjKUh6CpewT2CQlG+AJcgCLh7967+Hu9ibQ+U3z++RYsW+v04O4+IiIiIqPHQaDSws7NDTk4ObG1tjVrL/fv3YWlpadQaSFzsqTyxr/LEvsoPeypP7CuR+EzpPZGp4tgjDbVajeLi4oceNzc3R1FRkREqkj9jX8t//fUX9u3bh/T0dKhUKnh4eGDUqFFwc3MzWk1iM3bGTQEzbhjMWXrMWHrMWBq8DSIREREREclKXFycsUsgkbGn8sS+yhP7Kj/sqTyxr0RkDBx7SC6MfS23atUK77zzDj755BMsXboUc+bMkdVELcD4GTcFzLhhMGfpMWPpMWNpcLIWERERERERERERERERERERERFRA+BkLSIiIiIikhV3d3djl0AiY0/liX2VJ/ZVfthTeWJficgYOPaQXPBalh4zlh4zbhjMWXrMWHrMWBqcrEVERERERLJSWFho7BJIZOypPLGv8mTqfS0sLMSWLVswatQo9HnySfTv1w8TJ07E4cOHodVqjV2eSTL1npJh2FciMgaOPSQXvJalx4ylx4wbBnOWHjOWHjOWBidrERERERGRrGRlZRm7BBIZeypP7Ks8mWpfi4uL8f7778Pb0wMTJkxAzKmDsE/8A1YxV3D+l1145plnEBIYiK+//ho6nc7Y5ZoUU+0p1Q/7SkTGwLGH5ILXsvSYsfSYccNgztJjxtJjxtLgZC0iIiIioga2ceNGCIKAyZMn13nfyZMnQxAEWFpaQqPR1KuO/Px8WFhY4L333qvXcYiIiExZfn4+Bj3zDJZ9vBTPuytx/IVg7H3WH6v7+mBtP18cHRaA3c8GoJWQhWnT/h979x3eZPX+D/ydpE33pqW7hbaUvafsqSgqIOBHQJYgKiDIB1RcgIvhFgRUFETEj4CCyJQ9lCUbldLSTUsH3Xud3x98+/wIXWmbJ0kf3q/rynWR5HnOc+e+Tw5Ne3LOVMyePZsTtoiIiIiIiIiISDacrEUN2oYNG9ClSxc4ODjAw8MDjz/+OM6cOVPn9nr16oVevXpV+XxJSQk+++wztGnTBra2tvDy8sK4ceMQFhZW52sqmSHqc/XqVYwaNQpeXl6wt7dHhw4dsHLlykp/cb5161bMmTOnyltRUZGhXlqDYoh++8cff+Chhx6Cu7s7HB0d8cADD+DHH3+U7Xr3E2PX56uvvqryPcLJGhUZsj8LIeDn54fx48dXeUxubi4WL16M0NBQ2NjYwM/PD9OnT0diYmJ9XgYpSE5ODrZu3QrgztLD5f+uq7Vr16KwsNAQoZmVZs2amToEMjDWVJlYV2Uyt7qWlpbiP2PG4PSfJ7BpSAAWd/dGkLO1zjEqlQpdPe2wur8/3n/ABytWrMDixYtNFLH5MbeakmGwrkRkChx7SCnYl+XHHMuPOTYO5ll+zLH8mGN5WOh7oEqlAgB8+umncHZ21vsC+h6fkZGhd5tEAPDaa69hyZIl8PDwwJgxY5Cbm4vffvsNe/fuxY4dO/Dggw/Wqr2LFy/izz//xAMPPFDp80IITJw4EZs2bUKTJk0wfvx4JCcnY/Pmzdi5cyeOHTuGdu3aGeKlKYIh6nPu3Dn0798feXl5ePjhh+Hp6YnDhw9j1qxZOHv2LL777jud47/77jvs3LmzyvbeffddaLXaer+2hsQQ/XbXrl0YPnw4LCws8Oijj8LBwQF79+7F2LFjce3aNZ0/YvB9UjvGrg8ArFixAlevXq20LTc3N7z77rsGe30NnaH7844dOxAfH1/l84WFhRg2bBiOHDmC1q1bY8KECYiKisLXX3+N3377DWfPnoWPj48hXho1YFu3bkVubi7at2+Pixcv4vvvv8eUKVNq1caNGzdw+fJl7Nu3D998841MkZpWZGQkgoKCTB0GGRBrqkysqzKZW11//fVX7Ny9GxuGBKK7l32Nx09o4YaU/GK88847mDx5MgICAowQpXkzt5qSYbCuRGQKHHtIKdiX5cccy485Ng7mWX7MsfyYY3noPVkLuPNHy88++0y241UqFZeZJ72cP38eS5YsQVBQEE6dOoVGjRoBuDPhqmvXrpg0aRIiIyNhY2NTbTvJycm4dOkSTpw4gVWrVlXb/7Zt24ZNmzahR48eOHjwoNT27t278cgjj2DixIm4ePGiwV5jQ2aI+ggh8MwzzyA7Oxvbtm3D8OHDAdyZzDBo0CBs2LABI0aMkB4HgIiICPTp0wdHjx6V8+U1KPXtt/n5+XjmmWegUqlw9OhRdO3aFcCdCbZdu3bFu+++i8ceewydOnUyyPXuN8aujxACkZGRmDBhQoXJjlSRIfpzfHw8Ll26hMOHD2PNmjXVHvvFF1/gyJEjGDlyJDZv3gyNRgMAWLVqFWbMmIEZM2Zg+/bthnhp1ICtX78eAPDNN9+gf//+OHr0KOLi4uDn56d3G08++STOnTsnU4TmoaSkxNQhkIGxpsrEuiqTudV11cqV6OzpgAF+jnqf81wbd6z9Jx1fffUV3nvvPRmjaxjMraZkGKwrEZkCxx5SCvZl+THH8mOOjYN5lh9zLD/mWB612gaxfHUtIUS1N5VKJd30OZ4TtKi2PvnkEwDAokWLpIlAANC+fXsMHz4ct27dwi+//FJjO8uXL8eQIUPw9ttvIzU1Va9rLl++XGeS0cMPP4wuXbrg0qVL+OOPP+rychTHEPU5dOgQLl26hIEDB+pMyLKyssKCBQsA3JnYUK6srAxRUVFchvEe9e23mzZtQlJSEiZMmCBNBAIAZ2dnzJkzB2VlZToTUPg+qR1j1ychIQF5eXl8n+jJEP15zpw5GDZsGD766CPk5ubWeD21Wo1PPvlEmqgFAM899xwaN25c48pcpHxRUVE4duwY2rdvj44dO+Lxxx+HEAI//PBDrdpZvnw5tmzZgi1btmDGjBkyRWta9vY1r5xCDQtrqkysqzKZU12vX7+Og4cPY0Koc63Os7PUYFSQI77+cg2KiorkCa4BMaeakuGwrkRkChx7SCnYl+V3P+dYCIGysjLZr3M/59iYmGf5McfyY47lofdkrdpMrKrLRCxO2qLaOHToEFQqFYYNG1bhuX79+knH1GTixInSHytXrVpV5XF5eXk4ffo0XF1d0bNnz3pd835giPocPHgQAPDYY49VeK5Xr17QaDQ4fvw4iouLAQBxcXEoLCxESEhIPaNXDkP02+rqcO/5fJ/UjrHrA9xZfQ4A3yd6MFR/njdvnvT/zKJFi6o87vr164iPj0e7du3g7++v85xarUafPn0ghMDhw4dr/VpIOb777jsIITB+/HgAwJgxYwAAGzdurFU7AwYMwKhRozBq1Ch07tzZ4HGaAzc3N1OHQAbGmioT66pM5lTXCxcuAAAG1mJVrXKD/R2RcjsNN2/eNHRYDY451ZQMh3UlIlPg2ENKwb4sv/stx7GxsXjjjTcQ6OcLrdYSlpaWcHdzxTPPPIPz58/Lcs37LcemwjzLjzmWH3MsD722QVy4cKHccRDpLTExEQkJCfDz84Ozs3OF51u2bAkACAsLq7GtNm3aoE2bNgCA6OjoKo+7dOkSiouL0apVK2nFuLpeU+kMVZ/y7Zlat25d4TlHR0f4+voiJiYGMTExCA4OliahNGnSBNu2bcP58+dRWlqKVq1aYfjw4bCzs6vnK2t4DNFvq6tD8+bNoVarER0djaKiIr5PasnY9dFqtdL7xNfXFz/88AP+/vtvaDQadOzYEcOGDYOlpaUhXpoiGKo/d+/eXfr33SsN3qu6WtbmeqRcQghs2LABarUaTz31FABgyJAhcHZ2xt9//40LFy6gQ4cORo2psLAQhYWF0v2srCyjXr86MTExCA0NNXUYZECsqTKxrspkTnXNzs4GADhoa7Ww/P+dc2elU3P6/81UzKmmZDisK+nj7p0zACAwMBAxMTHo2rUrTp48CbW68vHV19cXN2/erPWXs4UQ8Pf3R9++fWv9pZS7jR8/HkeOHKlydeq8vDy8//772Lx5M2JiYmBjY4MuXbpgwYIFGDBgQJ2vSzXj2ENKwb4sv/slx/n5+Xj+uen4fuMPsLXUYGQTRzTr0hgWahVu5hTj562b8O2336LXAz3ww4//q/BF3/q4X3Jsasyz/Jhj+THH8uBkLWpwyrcr9PT0rPR5FxcXAMDt27cb9DUbKkPlSp92YmJicPv2bZ3JWi+88EKFLS0bN26MTZs23Xe/bDFELaprQ61Ww9HRERkZGUhPT+f7pJaMXZ/GjRtL75PHH3+8wvskKCgIP//8M9q1a1f7F6NAxu7PfP9QTY4ePYqoqCgMHDgQ3t7eAACtVosRI0Zg3bp12Lhxo9Enay1ZsgSLFy+u8Hh4eDjs7e0RHBwsrXxpY2MDT09PREVFAQA8PDwghEBKSgoAoGnTpkhISEBBQQGsra3h7e2NyMhIAHcmOqrVaiQnJwO48wei5ORk5OXlQavVwt/fXxrfXF1dodVqpfdUQEAAbt++jZycHFhYWKBp06a4fv06gDvvK2trayQmJgIA/P39kZ6ejuzsbGg0GgQHB+P69esQQsDJyQn29vbS6iq+vr7Izs5GZmYmVCoVmjVrhvDwcJSVlcHBwQHOzs6Ii4sDAHh7eyMvLw8ZGRkAgNDQUNy4cQMlJSWwt7eHq6srYmNjAQBeXl4oLCxEWloagDsrIcbExKCoqAi2trbw8PCQvmDQuHFjlJaWSq81KCgI8fHxUr69vLykHLq7uwOATr4TExORn58PKysr+Pr64saNG1K+NRoNkpKSKs13QEAAwsPDpXxbWVnp5DAtLU3Kd1BQkDTJ1NnZGba2tkhISAAA+Pn5ISMjA9nZ2VCr1QgJCdHJt4ODg/THNR8fH+Tk5CAsLEzKd0REBEpLS+Hg4AAXFxedHBYUFCA9PR0A0KxZM0RGRkr5dnNzQ0xMDIA7Y25RUZGU7+DgYMTGxlaabw8PD5SVlUn5rq7Puru7Q6VSSX22SZMmuHXrlpRvPz8/qc+6ubnBwsJCJ98pKSnIzc2FpaUlAgMDpXxX12dryrevry+ysrKQlZUl5bu8zzo6OsLR0VHKd3V9tqZ8h4SEIDo6GsXFxbCzs4O7u7tOny0pKZH+LwsODkZ6ejrCwsKMPkbcunULAMcIucaI8msae4y4O9/lY4SjoyMaNWqEmKC+sNKo4JL4D4qsHZHr4nsnp+HHkNykK0otrGGdexv2t6OR6t8JAJBXcB6tW1sjLy8PYWFh9/UYUVRUJJ1rzDHCVD9H3C9jRHnfBu6PnyMqGyNM/XNEQEAAGqozZ85g1apVmDlzpkHb3bFjR5UTrPSVkJCA7du3V/olUgAoKirCkCFD8Mcff6Bt27Z4+umnkZycjD179uDgwYPYuHEjxo4dW68YiIiI9JGbm4shgwbi4rlzeLubJ0aHuMDOUqNzzH87NsbBuCwsOnsR3bt2wdHjJ7hzBhGRUgiiBub48eMCgOjdu3elz0dERAgAIigoqFbtRkVFCQCiZ8+eFZ77/vvvBQDx9NNPV3rugQMHBAAxcODAWl1TiQxVn6CgIAFA3Lhxo9Lne/XqJQCI48ePCyGEmDdvngAg+vTpI06fPi3y8/NFRESEmD17tgAgbGxsxNWrV+v34hoYQ/RbjUYjAIjS0tJKn/f19RUARFxcHN8ntWTs+gghxKhRowQAMXLkSHHlyhWRn58v/v77bzF27FgBQDRq1EjcunWr/i9OAeToz4cPHxYAxLhx4yo898477wgA4s0336z03LVr1woA4plnntH7emTe1q1bJwCIiRMn6nX8xIkTBQDx7bff6jy+d+9eAUB4eXmJkpKSOsfx+uuv1/rcgoICkZmZKd3i4uIEAJGZmVnrtgwtIyPD1CGQgbGmysS6KpM51fXq1asCgFgzwF/EP9O2VrfpbRoJFydHUVBQYOqXYXLmVFMyHNaV9AFA3P0nhICAAAFAqFQq4ejoKG7evFnpeT4+PjrnVScuLk7s3LlT/Pe//xV2dnZVfm6uTnp6ujh8+LBYunSpFKOPj0+lx65Zs0YAEGPGjNH5fcrRo0eFRqMRLi4uIj8/v1bXL5eZmWk2n4nMFcceeWi1Wun9evdNq9WaOjTFYl+W3/2Q4xGPPy5stRZix6PBNX4+uTC2hQhysRVBTQIN9v/M/ZBjc8A8y485lh9zLI/arwNPZGJarRbAneWqK1O+HY+trW2DvmZDZahc1badMWPGYOvWrdi3bx+6du0Ka2trBAUF4dNPP8X06dORn5+PpUuX1v4FNWCGqEVt2uD7pHaMXR8AmDlzJrZv346tW7eidevWsLa2RsuWLfHDDz/goYceQmpqKlauXFm3F6Qwxu7PfP9QdXJycrB161YAwJQpU6BSqaTbQw89BODONsQHDx40alxWVlbSijzlN3NRVFRk6hDIwFhTZWJdlcmc6tqqVSv07vkAvruWUavz8kvKsDkiC1OmToOVlZU8wTUg5lRTMhzWlerj2WefRVZWFmbNmlXvtubMmYNhw4bho48+Qm5ubp3a2LhxI/r3749XX31VWv2sKnv37gUAzJ49W2cbxz59+qB///5IT0/H5cuX6xQH1YxjDykF+7L8lJ7jc+fOYduvv2L5A17o6FHz73zdbSzx3SA/xMTEYv369QaJQek5NhfMs/yYY/kxx/LgZC0yC/Hx8Tp/eKzutmrVKgCQliS/V/mS4j4+PgaLz8PDw+jXNCemqE9tc96lSxc88cQTsLa2rnDsuHHjAADnz5+v6aUqiiH6bXVtlJaWIj09HTY2NnB1db3v3ye1Zez6AEDfvn3x+OOPQ6VSVTi+fIn/++19UhVj92e+f6g6W7duRW5uLlq2bImJEydWuPXo0QMA8P3335s4UvNRvh0NKQdrqkysqzKZW11fmDkLJxOycDIxR+9z1v+TivT8Ijz33HMyRtZwmFtNyTBYV6qPJUuWwNfXF7/88gt+++23erU1b948bNmyBVu2bMGiRYvq1MbQoUOlNrZs2VLtsUIIAKj0dyMlJSUAAAcHhzrFQTXj2ENKwb4sP6XneNWqVfBxtMGjTZz1PifQ0QpDAx2xeuVK6f+z+lB6js0F8yw/5lh+zLE8LEwdABEAWFpaIjQ0VK9jO3bsiJ9//hnR0dHIzs6u8OE5LCwMANCuXTuDxdeyZUsAwJUrVyp9Xo5rmhNT1Kdly5Y4evQoLl++jN69e+s8l5+fj7i4OHh6eqJx48Y1xlS+0odGo6nhSGUxRL9t2bIlYmJicPnyZfj5+ek8FxkZiZKSEnTq1Mlg17ufGLs+Nblf3ydVMXZ/Lr9eVd/e5fvn/lb+bblly5Zh2LBhFZ7/+++/0bp1a2zbtg25ubmws7MzcoRERETm64knnkD/vn0w7fApbBrij7aNqv/W+rYb6VjyVxLmzp2L4OBgI0VJRNSwODg4YNWqVXjssccwY8YM9O/fH/b29nVqq3v37tK/GzVqVKc2goKCEBQUpNex/fv3x6+//oqPPvoI//vf/2BhcedPJIcOHcKxY8cQGBiIkJCQOsVBRESkj7y8PPy46QfMauUMjbri5OHqPN3cFWN2h+PPP/9Ez549ZYqQiIiMgStrkVlo3Lgxrl27ptftxRdfxKBBg1BWVobff/+9Qlu7d+8GADz88MMGi8/DwwPt27dHSkoKzp07V+k1796KSGlMUZ8HH3wQwP9fmvxuv//+O0pKSjB06FAAQEJCAlQqFVq0aFFpW8eOHQMAvSetKIUh+m11dbi3lvf7+6S2jF2fP//8EyqVSnrf3Ot+fZ9Uxdj9uVOnTnBzc8PFixeRlJSk81xRUREOHjwIe3v7CpNXSfmioqJw7NgxeHh4VNnfWrVqhTZt2iA3Nxfbtm2THo+NjcW1a9eQmZlprHDNBv+4rjysqTKxrspkbnW1tLTEL9t/RbNWbTBqdzQ+On8LibnFFY77Ny0fr5yIx6wjcXj66afxwQcfmCBa82RuNSXDYF2pvh599FGMGTMGcXFxePPNN00djt5eeOEFDB8+HD///DNatmyJqVOn4vHHH8eQIUPg5OSEdevWSRO4alJYWIisrCydG1WPYw8pBfuy/JSc48TEROQXFKKTR+2/cNnR/c6XT27cuFHvOJScY3PCPMuPOZYfcywPrqxFDdKLL76I7du346233sLgwYOlFWF27tyJHTt2oEuXLjp/0E5NTUVqaiqcnJzg5eVV52tOmTIF8+fPx759+2BpaQngzlKlFy9exBNPPIHAwMB6vzYlMER9HnnkETRt2hS7du3C77//jiFDhgAAbt++jQULFkCj0WD27NkAAG9vb7Rr1w6XLl3Ct99+iylTpkhtx8TE4L333oNKpcLzzz9vrBSYjdr028TERGRmZqJRo0bSNxknTpyIhQsX4ttvv8W0adPQtm1bAHcmDyxZsgQODg6YNm1ana5Hxq1P586d4e7ujt9//x0HDhzAoEGDpDguXLiA1atXw9raWuf9c7+rb31qQ6PRYMaMGXj77bcxb948bNiwQdqS4c0330RSUhL++9//csUkBdq7dy/69etX5fO+vr4QQmDcuHHV/sHgqaeewpUrV7Bx40aMHz8eADBhwgQcPXoU69atw6RJkwwcuXmLjY1FkyZNTB0GGRBrqkysqzKZY12dnZ1x+OgxvPLKK/jq22/w+aUU9PVxgI+dBUoFcD2zGH/dyoZXYw98+OGHmDt3bqXbY92vzLGmVH+sKxnC559/jv3792PFihUYP358g/gCmEajQZcuXbB7926Eh4cjPDxces7d3V3viVrAne0gFy9eXOHx8PBw2NvbIzg4GHFxcSgsLISNjQ08PT0RFRUF4M6XxIQQSElJAQA0bdoUCQkJKCgogLW1Nby9vREZGQngzopjarUaycnJAIDAwEAkJycjLy8PWq0W/v7+iIiIAAC4urpCq9Xi1q1bAICAgADcvn0bOTk5sLCwQNOmTXH9+nUAgIuLC6ytrZGYmAgA8Pf3R3p6OrKzs6HRaBAcHIzr169DCAEnJyfY29vj5s2bAO58Vs3OzkZmZiZUKhWaNWuG8PBwlJWVwcHBAc7OzoiLiwNw53e3eXl5yMjIQHp6Orp3744bN26gpKQE9vb2cHV1RWxsLADAy8sLhYWF0lY7ISEhiImJQVFREWxtbeHh4YHo6GgAd75gXFpaitTUVAB3VliLj4+X8u3l5SXl0N3dHQB08p2YmIj8/HxYWVnB19dXmvjQqFEjaDQa6ct09+Y7ICBA6jeurq6wsrLSyWFaWpqU76CgIGm1dGdnZ9ja2iIhIQEA4Ofnh4yMDGRnZ0OtViMkJEQn3w4ODoiPjwcA+Pj4ICcnRyffERERKC0trXbbTiEEhBDSCvz29vZwc3NDTEwMAMDT0xNFRUVSvoODgxEbG1tpvj08PFBWViblu7o+6+7uDpVKJfXZJk2a4NatW1K+/fz8pD7r5uYGCwsLnXynpKQgNzcXlpaWCAwMlPJdXZ+tKd++vr7SpMryfJf3WUdHRzg6Okr5vrvPAkBoaKjUZx0cHODi4oJLly7BxcUFXl5eKCgoQHp6utRno6OjUVxcDDs7O7i7u+v02ZKSEty+fVvKN8eIqvOdkpICPz8/RY4RCQkJePTRR2El/kFCSF8AgF3GTWjzM5Du1erOeyP+EvKcvJDv4AF1WQk8b/yBxODeECo1unSxQVFRkdTfaxojXFxcdHJY3mfT09PRrVs3jhEw/Bhxd76jo6NhZWUl9VmOEYYZI+7+OeLuMVkJY4Sxf46oaowAgGbNmiEyMlIakzlG6D9G6LM7GARRAzVr1iwBQPj4+IipU6eKRx99VGg0GuHi4iIuXbqkc+zChQsFADFx4sQq24uKihIARM+ePSt9vqysTDz22GMCgGjWrJl49tlnxcCBAwUA4e/vL+Lj4w358ho8Q9TnxIkTwtraWlhYWIiRI0eKKVOmCA8PDwFAvPPOOzrHnjx5Utjb2wsAolevXuL5558XY8aMkR5buHChzK/YPNWm306cOLHSXG3evFloNBphY2Mjxo4dK55++mnh6Ogo1Gq1WL9+fZ2vR8avzy+//CIsLCyEWq0WQ4YMES+88IJ4/PHHhVarFSqVSnzzzTfGeNkNhiHqc7fDhw8LAGLcuHGVPl9QUCA6d+4sAIgOHTqI6dOni27dugkAol27diI7O9vQL5FMaN26dQJAjTeVSiUAiIsXL1bbXmRkpAAgNBqNSExMFEII0bdvXwFArFu3rsY4Xn/99Xq/pszMTAFAZGZm1rut+rp27ZqpQyADY02ViXVVJnOva2Zmpli5cqUYNGCAaN+mtejcob147NFhYvPmzaKoqMjU4Zklc68p1Q3rSvoo/1xSLiAgQAAQxcXF0mPffPONACA6duwoSkpKhBBC+Pj46Jynr5o+N9cmbh8fn0qfmzt3rgAg2rdvLw4fPiyys7NFXFycWL58udBqtcLa2lpERETodZ2CggKRmZkp3eLi4szmM5G54tgjD61WW+nvFLRaralDUyz2ZfkpOcfx8fECgFg7MEDEP9O2VrdLY1sKAOJ///tfveNQco7NCfMsP+ZYfsyxPLgNIjVYn3/+Ob788ku4ubnhhx9+wOnTpzF69GicOnVKWl3GkFQqFX7++WcsWbIEAPDdd9/h2rVrmDZtGk6ePAkfHx+DX7MhM0R9evbsiZMnT2Lo0KE4cuQIfvrpJwQGBuLHH3/EG2+8oXNs9+7d8ffff+P5559HUlISvvnmGxw4cAA9evTAtm3bsGjRIhlepfkzRL8dPXo09u/fjx49ekiro3Xs2BF79uzBxIkTDX69+4mx6zNixAhcunQJY8eOxfXr17F27VrpPXb48GGuqnUPY/dnKysrHD16FC+//DLS0tKwfv16JCUlYd68eTh69Cjs7e0Nej0yrUmTJknfcK3uVlZWBiEE2rVrV217TZo0gRACJSUl8PT0BAAcOXIEQohqV9Uqj+Pdd9815MszOVtbW1OHQAbGmioT66pM5l5XR0dHzJgxA/sPHsSFy1dw9vwF/LrjN4wePVpaSZV0mXtNqW5YVyqXnp4urSJQF1OmTEH//v1x/vx5fP755waOzrDS0tKwYsUKWFtbY9euXejXrx/s7e3h6+uL+fPnY9GiRSgoKMCKFSv0as/Kykr6Jn35jarHsYeUgn1ZfkrOsbe3N0KDg7EjKrPW5/4amQELjUZn95q6UnKOzQnzLD/mWH7MsTxUQghh6iCIiIiIiKhhy8rKgpOTEzIzM03+R4rCwkJpeXFSBtZUmVhXZWJdlYc1VSbWlcpNmjQJ3333Hfbv349BgwZJjxcVFcHKygparVaayBUYGIiYmBgUFxfrbBcYERGBNm3awMLCAv/88w969OiBmzdvorZ/ejhy5Aj69++PcePGYePGjXV+TSqVCj4+PtJWJOVOnz6N7t27o0OHDjh//nyF886dO4fOnTtj6NCh2L17d62va06ficwVxx55WFlZoaioqMLjd79/ybDYl+Wn9Bx/9tlnmDd3Ls48GQoPW/2+NCKEQP/tN9BhwMPYvGVLvWNQeo7NBfMsP+ZYfsyxPLiyFhERERERKUp0dLSpQyADY02ViXVVJtZVeVhTZWJdqVz5t+TT0tJ0Hk9MTAQAuLu719hGcHAwFi5ciJycHMycOdPwQRpI+QSqpKSkSieSlefAzc3NqHHdTzj2kFKwL8tP6TmeOHEirKyt8PaZW3pPbv7u39uISMvDCzNmGCQGpefYXDDP8mOO5cccy4OTtYiIiIiIiIiIiIiI7kOtWrUCAGzYsAElJSXS42vWrAEAvbdZmjdvHtq1a4cdO3ZIE73ulpiYiGvXriE1NbXOsWZmZuLatWuIjY2t0/nNmzdHSEgIEhIS8P777+s8l5ubi7fffhsAMGbMmDrHSEREpA9nZ2d88+06bL+Rjlf/vImSsuonbG0Ku423TiVi9uzZ6Nevn3GCJCIiWVnUfAgREREREVHD4eHhYeoQyMBYU2ViXZWJdVUe1lSZWFcqN3bsWCxZsgS7du1CSEgIWrdujZiYGFy5cgU2NjZ49dVX9WrHwsICa9euRffu3VFaWlrh+QULFuC7777DwoULsWjRojrFum3bNkyePBl9+/bFkSNHan2+SqXC+vXrMXToULzxxhvYsmULOnbsiIKCAhw4cAApKSmYPHkyHn300TrFRzXj2COPTz/9FGVlZQCAvLw8acU8tZrrNciFfVl+90OOn3zySeTl5WHatKk4k1yACaHOGBXsAgetBgBQXCbwe0wWNoSl44+bWXjuuefw0UcfGez690OOzQHzLD/mWH7MsTw4WYuIiIiIiBSl/JfUpBysqTKxrsrEuioPa6pMrCuVc3FxwZkzZ/D+++9jz549+P333+Hi4oJRo0bhrbfeQps2bfRuq3PnznjxxRfxySefyBhx/TzwwAO4evUqli1bhj179mDjxo2wsrJC69atsWTJEjzzzDOmDlHROPbI4/nnn5f+ffv2bW7laQTsy/K7X3I8efJktGzZEh9+8AEWbd+G9/9KhreDFTRqFZJzi5CRX4SePbrjp49fwujRo6FSqQx27fslx6bGPMuPOZYfcywPldB3I1wiIiIiIqIqZGVlwcnJCZmZmXB0dDRpLGFhYQgNDTVpDGRYrKkysa7KxLoqD2uqTKwrkeGZ02cic8WxR37MsXEwz/K7H3N88+ZN/PTTT0hISEBxcTEaNWqExx9/HG3btpXlevdjjk2BeZYfcyw/5lgeXFmLiIiIiIiIiIiIiIiIiIjIRHx8fDB37lxTh0FEREbClbWIiIiIiKjezOlb5MXFxbC0tDRpDGRYrKkysa7KxLoqD2uqTKwrkeGZ02cic8WxR37MsXEwz/JjjuXHHBsH8yw/5lh+zLE81KYOgIiIiIiIyJASEhJMHQIZGGuqTKyrMrGuysOaKhPrSkSmwLFHfsyxcTDP8mOO5cccGwfzLD/mWH7MsTw4WYsanEWLFkGlUtX6ZmtrC19fXzz44IN4//33kZiYaOqXYlTr16/XyUd0dHSFY+7N7d69e40faAOlT36VoF+/ftJrDAwMNHU4Nbq7Jt27dzd1OCZVVFSEFStWYMCAAWjcuDEsLS1hYWGBEydOSMfc24/XrFljwoiJiOquoKDA1CGQgbGmysS6KhPrqjysqTKxrkRkChx75MccGwfzLD/mWH7MsXEwz/JjjuXHHMvDwtQBEBlLfn4+bt68iZs3b+L333/HokWLMHfuXLz99tvQarWmDo+ISDZZWVkYOHAg/vrrrwrPlZSUmCAiIiJ5WVtbmzoEMjDWVJlYV2ViXZWHNVUm1pWITIFjj/yYY+NgnuXHHMuPOTYO5ll+zLH8mGN5cGUtum8VFxdj2bJlePDBBzkblIgU7b333qt0ohYRkVJ5e3ubOgQyMNZUmVhXZWJdlYc1VSbWlYhMgWOP/Jhj42Ce5cccy485Ng7mWX7MsfyYY3lwshY1eLNnz0ZUVFS1t3/++QcHDx7EkiVL0KxZM53zjxw5gpkzZ5ooeio3b948BAYGSrf4+HhTh0RmqlevXlI/6dWrl6nDaRB27dqlc3/hwoX4+++/ERkZia5du9a6va1bt+q8X7du3WqoUImIDCIyMtLUIZCBsabKxLoqE+uqPKypMrGuRGQKHHvkxxwbB/MsP+ZYfsyxcTDP8mOO5cccy4PbIFKD5+zsjMDAwBqPa9GiBQYMGICXXnoJM2fOxNq1a6Xn1q1bh9mzZ6NNmzYyRmr+Fi1ahEWLFpnk2qmpqYiJiZHuc2s2qkp8fLxOX6mOEELmaBqGqKgo6d9NmjSp8n0+adIkTJo0qcb2cnJydGqQk5NT3xCJiIiIiIiIiIiIiIiIiO4LnKxF9x0rKyusXr0ap0+fxpUrVwAAZWVl2Lx5830/WYuIlCkvL0/6d9OmTU0YCRGRcbi7u5s6BDIw1lSZWFdlYl2VhzVVJtaViEyBY488li9fjtLSUgB3fg9oa2sLANBoNHj55ZdNGZpisS/LjzmWH3NsHMyz/Jhj+THH8uBkLbovWVhYYMKECZg/f7702J9//mnCiIiIjMPZ2dnUIRARyU6lUpk6BDIw1lSZWFdlYl2VhzVVJtaViEyBY4883nzzTRQVFVV4XKvVcrKWTNiX5cccy485Ng7mWX7MsfyYY3moTR0AkamEhobq3E9KSjJRJERExmNtbW3qEIiIZJecnGzqEMjAWFNlYl2ViXVVHtZUmVhXIjIFjj2kFOzL8mOO5WduOc7MzMSKFSvQvk1rONjZQWtpCY9GbvjPk0/i2LFjEEKYOsQ6Mbc8KxFzLD/mWB5cWYvuW2p1/eYqFhUV4dChQ7hy5QqKi4sxa9YsODg4VHtOSkoKTpw4gcTERKSnp8PZ2RmtWrXCAw88AK1WW+dYkpOTceLECSQkJCArKwuurq5o27YtunfvXu/Xqa+kpCQphuzsbDg6OiIoKAhdu3aFm5ubUWJQcn7vlZ6ejn379iEyMhJubm6YPn16jeeEhYXhwoULuHXrFvLz8+Hh4YGOHTuiffv2ss+ITktLw9mzZxEeHo7MzExotVo4OTkhJCQEHTp0uG9We4qLi8OpU6dw69YtZGdnw83NDW3btkXXrl2h0WiMEoOxrqOv2NhYnDx5EomJiSguLkbjxo3RokULdOnSpc5tFhcX488//0RkZCSSkpJgYWGBJk2aoGfPnvD09Kxzu2FhYfjrr7+QnJyM/Px8uLq6wtPTEz179qzTErBlZWW4evUqLly4gNTUVBQXF8PNzQ3e3t7o1asXnJyc6hwrERERERER3b/Kf89T/kfNwMBAxMTEoGvXrjh58mSVv8/y9fXFzZs3a/3HUCEE/P390bdvX2zcuLHOcY8fPx5HjhxBfHx8lcdcvnwZixcvxsmTJ5GWlgZfX1+MHDkSixYtkrZ+q41evXoBAE6cOFHnuImIiKjuhBB45513sGzpEhQVFuHBAEc83toJVhoVUgpK8Nv+nei7eTNat2yB73/YhPbt25s6ZCIiwxBEDczChQsFAOm2cOHCOrXz6aef6rQzePDgaq/l5OQkPX7w4EERGBioc35UVFSV1zpw4IDo1auXUKvVOueU3xwdHcWsWbPEzZs3a/Uarl69Kh588EGh0WgqbdfX11d89913Qggh1q1bV2O89+Z2z549NcZw/Phx0adPnypfm0ajEcOGDRNnz56t8XpV3SZOnFhtDA0lv7XVt29fqb3HH39cevyzzz4TDg4O0nMBAQFVtlFSUiJWr14tmjVrVmV+AwICxPLly0VeXl6tYqruuuWOHDkihg4dKiwsLKq8voWFhRg4cKDYtWuXXtet7rZu3Tqd8+5+rlu3btLj+fn5wsnJSef5ffv21fh6yl25ckXn3NatW1d7/ObNm0WHDh2qjNvd3V28/vrrIj09Xe8YqhMVFaVXvgCIw4cPS+fd249Xr14tPXf48GG92ru3X1Q1ju7cuVN069atynb8/f3F999/X6vXnZCQIKZNm1ahtuU3lUolBg4cKPbv3693m2VlZWLt2rWiefPmVcaqUqlE9+7d9W63qKhILF++XPj5+VX7vhgyZIj466+/apUDIlPKzMwUAERmZqapQxGFhYWmDoEMjDVVJtZVmVhX5WFNlYl1Vbbyz5blAgICpMdWrFhR5Xk+Pj465+lr+/btAoAYN25cneIVQoibN28KOzs74ePjU+Uxx48fFzY2NkKr1YoRI0aIiRMnSq9t+PDhtb7mhQsXhEqlEj179qxz3Hczp89E5opjjzy0Wm2lv1/SarWmDk2x2JflxxzLzxxyXFpaKiZNnCgAiOfbuIu//tNCxD/TVucWN6WN+N/QJqKNu52wt7UVx44dM3XYtWIOeVY65lh+zLE8uA0i3ZeEEPjf//6n81jfvn31Onfr1q148MEHER0dXeOxhYWFGDduHAYNGoQTJ06grKys0uOysrKwYsUKNGvWDGvXrtUrjq+//hodO3bEvn37UFpaWukx8fHxmDhxIubMmaNXm7VRVlaGmTNnonfv3jh27FiVr620tBQ7d+5Et27dsHz5coPGoOT8VmXOnDmYPXs2srOzazw2Li4OnTt3xvPPP4/r169XeVxMTAxefvlltGzZEidPnjRInKWlpXjhhRfQr18/7NmzByUlJVUeW1JSgoMHD+KRRx7B2LFjUVhYaJAYqmNtbY0nn3xS57EtW7boff6PP/6oc3/KlCmVHpeRkYHBgwdjzJgxuHDhQpXtpaSk4L333kNISAh27NihdxwNUUlJCZ577jkMGzYMp0+frvK42NhYPP3003j11Vf1avfHH39Es2bN8PXXXyMzM7PSY4QQOHjwoFSTqo4rl5eXh6FDh2Lq1Km4du1alccJIXDq1CkMHjwYc+fOrbbNlJQU9OjRAy+//DLi4uKqPK6kpAS///47unTpgk8++aTaNomoolu3bpk6BDIw1lSZWFdlMue6FhcXY8uWLfjvf/+LadOmYc6cOfj666/1+nx1PzPnmlLdsa73J5VKhddffx0JCQn1bis+Ph67du3CvHnzMG7cuDq1kZGRgSNHjmDZsmV44IEHkJubW+WxRUVFeOqpp6BWq3HixAn88ssvWL9+Pa5cuYJu3bph+/bt+OOPP2q8ZnJyMvbv34+FCxdi8ODBDXZLpYaKYw8pBfuy/Jhj+ZlDjt9++218t2EDPu/rh9e7esHTzrLCMSqVCr28HfDz0CZo62KBxx8dhsjISBNEWzfmkGelY47lxxzLg9sg0n1HCIHXX38dp06dkh6zsLDA2LFjazz3zz//xLhx46qdeFIuPz8fw4YNw6FDh3QeDwwMRNu2bWFtbY2EhAScPXtWmpySm5uLadOmISkpCa+//nqVbW/duhXPPfdchclJ7dq1Q0hICEpKSnDx4kVpQtlnn32Gtm3b1hizvoQQeOqpp7B582adx729vdG6dWu4ubkhKSkJp0+fln7JUlZWhldeeQUeHh6YNGlSvWNQcn6r8uGHH+Kzzz7T69iIiAgMGDBAZzKISqWSXkNxcTFiYmJw8eJF6ZdS0dHRGDBgAHbu3ImBAwfWK9bFixdj9erVOo+5uLigS5cuaNSoEUpKShAXF4cLFy6goKBAOubHH39E48aNjTI5ZdKkSfjqq6+k+9u2bcPq1athYVHzf413T/a0tLTE+PHjKxyTkpKCQYMG4fLlyzqPN2/eHC1atIBGo0FcXBz++usvaUJgamoqRowYgfXr1+Ppp5+u60szW2VlZXjqqaewdetW6bFWrVqhefPm0Gq1iImJwalTp3Tee8uWLcOAAQMwZMiQKttdvXo1ZsyYofMLVjs7O3Tv3h0eHh64ffs2rl69qvPL6C1btuDGjRs4cuRIlVvYjh07Fvv27dN5rH379vD394ednR1SUlJw4cIF3L59W3r+k08+gaOjIxYtWlShvZKSEgwdOhTnzp2THtNoNOjUqRN8fX1hYWGB5ORknD9/HllZWQDujLdz586Fi4uLQcZOovtFfn6+qUMgA2NNlYl1VSZzrGtWVhY++ugjfLV6NW6lpCDA1gZOGjXyhMCK3Hz896U5mDBpMl555RX4+fmZOlyzY441pfpjXe9Pzz77LL788kvMmjULP//8c73amjNnTr3b2LhxI2bNmqXXsZs2bUJ8fDzeffdddOnSRXrcwcEB8+fPx8SJE3Hy5En07Nmz2naWL1+Ojz76qF5xU91x7CGlYF+WH3MsP1PnOD09HcuXLcWMto0wMtilxuNtLdX4ur8f+m+PwEcffYQvvvjCCFHWn6nzfD9gjuXHHMvEZGt6EdVRbbdBLCsrEzk5OeLKlSviiy++EO3atauwHPCsWbNqvJa9vb0ICQmR7nt4eIinnnpKvPzyy+Lll18Wt2/f1jl3+vTpOtdo1qyZOHDgQIVrZGRkiMWLF+tsE6dSqcShQ4cqjSkhIUFnCzwAYtCgQeLatWsVjt25c6e0fPm9t/psg/jBBx/oHOfg4CC+//57UVJSonNcVlaWmD17ts6xbm5u0lLg6enpIioqSkRFRYknnnhC57jjx49Lz6WkpFSIoSHmt7bu3vqvdevWwtLSUrofGhoqpk6dKl577TXx7rvv6pxXUFBQoZ8/9NBD4vr16xWuERMTI0aPHq1zrKurq0hNTa0xpqq2QUxLS9NZelur1YovvvhCFBcXVzg2OztbvPvuuzpbTVpZWYm0tDSd4xITE6X+cHfOfXx8pMejoqJEdna2znl3v667t0EsFxoaqnPM77//XulrutupU6d0zhk5cmSFY8rKysRDDz2kc1zXrl0r3dIuKSlJzJw5U+dYKysr8e+//9YYS1WKi4ulnBw/flyn7dmzZ+vkLD8/Xzqvum0Q8/PzpXPuHQM++OAD6bm4uDidWKra7rR79+7i9OnTFWL/999/K2zbOWjQoCpf64kTJ3T6j6WlpXj//fcrbOtZVlYm9u7dW2EL26q2Wd29e7fOcV26dBFXrlypcFxpaan46aefhKurq3SshYWFiIiIqHDsqlWrdNp8+OGHKx0rCgsLxapVq4S1tbV0rLOzM7dRMLHy90dVfaasrEw8//zz0v+Lx44dq3b7UI1GI3x9fcWzzz4rbt26VaeYxo0bV+0WIfr4+uuvBQARHh5er3aEMK8tPwzx/zCZF9ZUmVhXZTK3usbHx4s2LVsKWwsLMdbNUexq5ici2gVLt2MtAsQMDxfRyEorGjdqxG2oK2FuNSXDYF2VrfxzR7nyrQLT0tKEr6+vACB27NhR4bzabIN48uRJsWXLFrFlyxaxaNEiAdR+G8SIiAipjS1btki/66lM+e+voqOja3WNe12+fFm6XvnndG6DaDwce+TBbRCNj31Zfsyx/Eyd408++URYatTiwtiKWx9Wd5vd3kPY29qKrKwsk8avL1Pn+X7AHMuPOZYHJ2tRg1PVH/7reuvSpYvOZIWarqVWq8X7779f7d6s+/bt0zmnXbt2FSaf3Ounn36qMJGhMhMmTNA5bsyYMRUmSd0tOjpaeHl56TWZSJ/JWpGRkRUm4lQ24eJujz/+uE6769atq3DMxP/bk7q6+Mo11PzW1t0To8pvrq6u4tdff632vAULFuicM3nyZFFaWlrtOeUTDMpvr7zySo0xVTVZa9OmTTptffrppzW+1pdfflnnnH379lV5bPkvGKuLodzdbVY2Wev999/XOWbatGk1xnrvBMSdO3dWOObLL7/UOWbIkCGioKCg2naXLVumc86TTz5ZYyz6iIqK0mm3ugmu1U3Wqu64yt7T5SobR4cOHVphMtXdLly4oHO8lZVVpfkrLCzUmXxlYWFR44S75ORk4e/vrzOm//333xWOGzdunHSMSqWq8ZfBe/bs0Yn5jTfeqHBMz549pecdHR0rTC681+rVq3XaXLt2bbXHk7xqmqz1wgsvCADCyclJnDx5UgghpMlaPj4+Yvbs2Tq3SZMmSZPA/fz8aj1h6+bNm8LOzq5ek7VKSkpEp06dBKC8yVrV/d9NDRNrqkysqzKZU10zMjJEq+bNhbe1ldgT6q8zSeve2+mWgaKtva1wc3au9Isu9zNzqikZDuuqbOWfI8uV/y6luLhY7NixQ/occu/n0tpM1rpb+Wef2k7Wqizuqj7jeHt7Czc3NyGEEBcvXhRLliwRL7/8sli9enWdvwBT/jsTTtYyHo498uBkLeNjX5Yfcyw/U+e4VfNQ8XiQc60masU/01ac+U9zoVGrxNdff23S+PVl6jzfD5hj+THH8lCD6D42YsQIHDp0CNbW1nqf88UXX2DBggXQarVVHvP+++9L/7a0tMTWrVvh4lL9Ep5jxozB6NGjpfunTp3CmTNndI5JSkrCpk2bpPu+vr5Yu3YtNBpNle0GBARU2I6uPr744gsUFRVJ9+fOnYuuXbtWe86KFSugVv//4WbHjh31ikHJ+a2OtbU1Dhw4gMcee6zKY7KysnSWfg0NDcWaNWt08l+ZTz/9FD4+PtL91atX67XdZ2XCwsKkf1tZWeG5556r8ZxRo0bp3E9KSqrTtWvr6aef1snNtm3bpC0JK1NWVqaz/ae3tzceeuihCscsW7ZMuu/q6ooff/wRVlZW1cby8ssv6yzjv3nzZkXuAe3p6YkffvgBNjY2VR7Tvn17dOzYUbpfWFiIqKioCsdt2rRJ2o4UAN544w0MHjy42uu7u7vrvGfLysqwcuXKCsf9/fff0r+dnJwQEBBQbbsPPfQQgoODpft//fVXtW02bdoU9vb21bb5zDPPwNbWtto2yTzMnDkTq1atgqurKw4ePIju3bvrPB8cHIxPP/1U57Zu3Tr8+++/GD16NOLi4nTGjapkZGTgyJEjWLZsGR544AFpq+HaKC4uxpkzZ/Dll1+iT58+OttyKklERISpQyADY02ViXVVJnOq66JFixB74wa+DWiMEOuqP8MDgJulBb4NaAyHogI89+w0I0XYMJhTTclwWNf716OPPooxY8YgLi4Ob775pqnD0UtpaSkSExPh7u6OuXPnokOHDliwYAGWL1+O559/Hk2bNsX69euNHldhYSGysrJ0blQ9jj2kFOzL8mOO5WfKHAshEH4jEp09bGs++B7edlr4ONo0mD7SUOJsyJhj+THH8rAwdQBExhYYGIh+/fph2rRpeOCBB2p1bu/evWucePLPP//g6NGj0v1Ro0bp/AG/OjNmzMCWLVuk+/v379eZCLVx40adCTSzZs2Cg4NDje0+9thjCAoKwo0bN/SKoyplZWVYt26ddN/Kygrz58+v8Tw/Pz906dIFp0+fBgBcvHixzjEoOb81mT9/Pjp06FDtMRs3btT5xdDcuXOrnVhYTqvVYtq0aVi0aBGAO5O+Tp8+jZ49e9Y6zubNm+OZZ54BcKf2NU1SAlBh4k51E6YMydfXFwMHDsT+/fsBAKmpqTh8+DAGDRpU6fFHjhxBYmKidH/ChAkVJvPt3bsXkZGR0v3p06fD1dVVr3hmzJiBSZMmAbjzYeXgwYMYN25cbV6S2Xv22WdrnFwJAB07dsT58+el+ykpKWjevLnOMatWrZL+bWVlhZdeekmvGIYOHYqmTZtKdSqv/93unpSakZGBCxcu1Pj+2717NzIzMwGg0olYd7d57do1JCQkwNvbu8r2LC0tcebMGWkvcDc3t2qvT6Yxa9YsfPHFF3B3d8f+/fvRrl07vc/VaDR46aWXsGXLFhw5cqTG4zdu3IhZs2bVI9o7E2q7detWrzaIiIgagtzcXKxbuxZjXewQXMNErXLOFhq82MgJc48cxb///osWLVrIHCURkWl8/vnn2L9/P1asWIHx48ejU6dOpg6pWhkZGRBCICwsDLGxsfjss8/w5JNPwtbWFrt378bUqVMxZcoUNG3aFH369DFaXEuWLMHixYsrPB4eHg57e3sEBwcjLi4OhYWFsLGxgaenp/RlNA8PDwghkJKSAuDOl7oSEhJQUFAAa2treHt7S7+3aNSoEdRqNZKTkwHc+f12cnIy8vLyoNVq4e/vL/0BzdXVFVqtVvoCYEBAAG7fvo2cnBxYWFigadOmuH79OgDAxcUF1tbW0u+6/P39kZ6ejuzsbGg0GgQHB+P69esQQsDJyQn29va4efMmgDu/U8vOzkZmZiZUKhWaNWuG8PBwlJWVwcHBAc7OzoiLiwNw58uOeXl5yMjIQGpqKkJDQ3Hjxg2UlJTA3t4erq6uiI2NBQB4eXmhsLAQaWlpAICQkBDExMSgqKgItra28PDwkL6417hxY5SWliI1NRUAEBQUhPj4eCnfXl5eUg7d3d0BQCffiYmJyM/Ph5WVFXx9faXf7TZq1AgajUb6Mum9+Q4ICEB4eLiUbysrK50cpqWlSfkOCgqSvtjq7OwMW1tbJCQkALjze9OMjAxkZ2dDrVYjJCREJ98ODg6Ij48HAPj4+CAnJ0cn3xERESgtLa3299fizu46iIyMlPLt5uaGmJgYAHe+VFlUVCTlOzg4GLGxsZXm28PDA2VlZVK+q+uz7u7uUKlUUp9t0qQJbt26JeXbz89P6rNubm6wsLDQyXdKSgpyc3NhaWmJwMBAKd/V9dma8u3r6ytNqizPd3mfdXR0hKOjo5Tvu/ssAJ0+6+DgABcXFykPXl5eKCgoQHp6utRno6OjUVxcDDs7O7i7u+v02ZKSEty+fVvKN8eIqvOdmprKMcJAY4SLi4tODsv7bGpqKpo1a2aSMUIIgeEjRsDb3xElOVeQ0bgZimycYVmUC7e4i7gVdOdvUw63o6EpKURG49A758b8hexGTfDI8LZwdXVFWVmZWY4Rd+c7NzdXui7HCMONEXf/HHH3mMwxwnBjBABpjCgfk/lzhP5jROPGjVEjE6zmRVQv926pNXv2bBEVFVXj7datW6KoqKhe19qwYUON53z22Wd6bw92r+LiYp0li4cOHarz/COPPKLT9o0bN/Ru+96t2+qyDeLly5d1nn/wwQf1vn5ERIQ4fvy4OH78uPjjjz8qPK/vNogNOb+1de82iLGxsTWeM2LEiDrHcfToUZ1zly1bVm1MNW1BWBvvvfee3nU15DaIQgjxww8/6Bz37LPPVtne1KlTdY4NCwurcMxLL72kc8zhw4erjfFuMTExOuc+//zzep9bFXPbBrGy7VUr89prr+mcd+/WmOnp6UKtVkvP9+3bV692y02ePFmn/aSkJJ3nR40apfO8n59fjVss1qRz5846bbZu3VqcPXu2Xm2S8VS2DeKsWbMEAOHp6SmuXr1a4ZzyrUCq659XrlwRAERoaGiNMURERIgtW7ZIN1SzRUhVMjMzddpo2bKlIrdBTElJMXUIZGCsqTKxrspkLnVdu3atUAHiSIuAarc/vPf2d5sg4WalFS+++KKpX4LZMJeakmGxrspW/rmz3N3bIJb75ptvBADRsWNHaVsTc90GMT4+XnpNK1asqPD8hx9+KACIMWPG1Op69d0GsaCgQGRmZkq3uLg4s/lMZK449siD2yAaH/uy/Jhj+Zk6x472duLVzp613gYxbkob0cjOSrz11lsmjV9fps7z/YA5lh9zLA+urEUNnrOzMwIDA41yrfbt29d4zJ9//qlz38LCQmebrpoEBgZKs5LvXanp7m37XFxc0LRpU73brc1KH1UpXxmrXG1WJgsKCkJQUFC9Y1Byfqvj6uoKPz+/Go+7Nz8lJSV65+feb2HJtVJYeno6oqOjERUVhejoaJw4cQK//vqrLNfSx4gRI+Dk5CStiLRt2zasWrWqwopZRUVF+Pnnn6X7PXv2RLNmzSq0d28NANSqj9rZ2Ulbm8m9Wpsp3L3dZnUsLS117peVlencP3XqlM5jzs7Otcqzl5eXzv0bN27Aw8NDuj9nzhz88ssv0jXi4uIwZMgQNG/eHMOGDUP//v3Rs2dPODk56X3NuXPnYuzYsdL9q1evokuXLujUqRMefvhh9O3bFz169NDZ+pDM1+zZs7FixQr4+Pjg4MGDCA0NrVM7p06dAoBKx5N7GeL/UkdHR52tZyvbBlQJLCz4MUdpWFNlYl2VyVzqevToUbR3sIOv1rLmg+9ipVZhsJ01Dh84IFNkDY+51JQMi3Vt+NLT05Gbmwt3d3e9VjW/15QpU7Bx40YcPnwYn3/+ud6rVZvC3b+zGjlyZIXnR48ejXnz5uHvv/82ZliwsrKqU+7vZxx7SCnYl+XHHMvP1Dnu178/fjt1BDPa3llFR19/JuYiNbcQ/fr1ky84AzJ1nu8HzLH8mGN5MKtEtaDPlnjlSziWe/rpp+t8vfLlFAGgsLBQ576vr2+t2rp7EkJdlS85WU7f7QcNScn5rY4+fa+kpERa5rFcSEhIna95dz7qKioqCtu2bcOZM2dw7do1REVF6WzTaA5sbGwwZswYfP311wDuvO4jR45g4MCBOsft27dPWvYTuPNLzcrc20f79+9f59gMUQNzY6iJSPfm+ddff63XpL97c92zZ0+sXr0aM2fORHFxsfT4tWvXcO3aNXz44YdQq9Vo164dBgwYgKFDh6JPnz4VJpnd7amnnsK///6Ld999F0II6fFz587h3LlzeOedd2BpaYkuXbpgwIABePjhh9GtWzeo1eo6vy6Sx5w5c/D5558DuLOkbV0mUKWkpGDPnj3SdsI1bbNsjgoLC1FYWCjdN6fxPSkpCc7OzqYOgwyINVUm1lWZzKWuGRkZcNb/9/06XCw0yMzMMGg8DZm51JQMi3Vt+F566SV899132L9/PwYNGiQ9XlRUBADQamveAvarr75CmzZt8NZbb+l8qcPcODo6ws3NDbdv34a9vX2F58sfu/uzNpknjj2kFOzL8mOO5WfqHL8wYyYe+m0nzifnoVNjO73P23AtDS1CmzWYyVqmzvP9gDmWH3MsD07WIjKw8r2EDaF8dR0A0l685RwdHWvVVmW/yKite2NwdXWtd5u1peT81lf5nsCGcnd+aishIQFz5szB1q1ba/xFmVqtRvv27XH+/Pk6X6++Jk2aJE3WAoAtW7ZUmKz1448/Sv+2t7fHmDFjKm1Lrj6qFPeuWFZXhswzUHmun332WXTp0gVvvfUWdu/eXWF1r7KyMly4cAEXLlzARx99BDc3N0yePBkvv/yytIf5vd5++230798fixcvxtGjRys8X1xcjD///BN//vkn3n33Xfj6+uLZZ5/FSy+9ZBbjDAE///wzcnJyEBQUhIKCApw9exYLFy7Ee++9V+U5R48erfLbYSqVCq+99hoefvhhuUKWzZIlS7B48eIKj4eHh8Pe3h7BwcGIi4tDYWEhbGxs4OnpiaioKAB3JjkLIaSJktXtUd+oUSOo1Wppj/rAwEAkJycjLy8PWq0W/v7+0h71rq6u0Gq1SE1NBQAEBATg9u3byMnJgYWFBZo2bSqtsFndHvUajQbBwcG4fv06hBBwcnKCvb29NFHU19cX2dnZyMzMhEqlQrNmzaQ96h0cHODs7CxNci/fo778Z43Q0FDcuHEDJSUlsLe3h6urK2JjYwHcWfWvsLBQ+j89JCQEMTExKCoqgq2tLTw8PKRVBBs3bozS0lLptQYFBSE+Pl7Kt5eXl5TD8jHp7nwnJiYiPz8fVlZW8PX1lVZzbNSoETQajTQB/N58BwQEIDw8XMq3lZWVTg7T0tKkfAcFBSEsLAzAnRUQbW1tkZCQAADw8/NDRkYGsrOzoVarERISopNvBwcHxMfHA7izKmNOTg7CwsKkfEdERKC0tBQODg5wcXHRyWFBQYE0wbpZs2aIjIyU8u3m5oaYmBgAgKenJ4qKiqR8BwcHIzY2ttJ8e3h4oKysTMp3dX3W3f3ON0LL+2yTJk1w69YtKd9+fn5Sn3Vzc4OFhYVOvlNSUpCbmwtLS0sEBgZK+a6uz9aUb19fX2RlZSErK0vKd3mfdXR0hKOjo5Tv6vpsTfkOCQlBdHQ0iouLYWdnB3d3d50+W1JSIv0fHhwcjPT0dISFhRl9jLh16xYAjhFyjRHl1zT2GHF3viMiItC5c2dE5mahqDgHGR26AAAc/7mCEgdH5PkF3Hntxw4irWtPlFpbwyo1BbYxkUjv1A3+WbloGhGFlJQUjhGOjigqKpLONeYYYaqfI+6XMSIvL0+q6/3wc8S9Y4Q5/BwREHBnLKqr8i9D3fv7oPKcVvW59G7BwcFYuHAhFixYgJkzZ9YrHrn16tULv/76K06dOoUhQ4boPHf27FkA8q98T0RERIYzePBgBDdpgnf+Ssb/HgyAtUXNX1r+IyEHe2My8eln79RqNS4iIrNkmt0Xiepu4cKFOvuuL1y40GjXioqKqvGc0NDQSveHr8tNpVJJ7d66dUvnua5du9bqtezatavG13Lv692zZ4/O81OnTtV5/sCBA7WKoToTJ07UK9cNOb+11bdvX6m9gICAGo9PTEw0WG4AiP79+9cppitXrohGjRpV2qaDg4No3769GDFihHjttdfE5s2bxa1bt8Thw4d1jlu3bl2VrzMgIEDvvNzdZrdu3ao9NiQkRDrW3d1dlJSUSM/l5uYKOzs76fnJkydX2Y6VlZXBatCkSZNqY9ZHVFSU3mPmunXrdI5dvXq1XsdVV6+6jKOVnXfveLRkyRKD9vfvvvuu2ngSEhLEmjVrxMiRI6vs3+U3b29vceXKlRpfY2RkpPjkk0/Eww8/LBwdHatts0WLFiI+Pl6v3JE87u73LVq0EDdv3hT79u0TKpVKqNVqcfTo0QrnlI9tPj4+Yvbs2Tq3uXPniuXLl4vLly/XOabytuujfFwPDw+v9bkFBQUiMzNTusXFxQkAIjMzs14xGUJBQYGpQyADY02ViXVVJnOp62uvvSactJbiapumIqJdcK1u7RzsxLCHHzb1SzAb5lJTMizWteFbuXKlACAeeeQRUVxcLD3+6quvCgDiP//5j/RY+e9S7j6uXHFxsWjXrp0AINRqtQB0/2SQkJAg/v33X5GSklJlLOWffcaNG1fp8xkZGeLff/8VMTEx1b6m6j7j7N27VwAQbdq0Ebdu3ZIeT0tLE506dRIAxLFjx6THU1JSxL///isSEhKqvF7570x69uxZbVz6yszMNJvPROaKY488tFptpb9P0mq1pg5NsdiX5cccy88ccvznn38KayutGODvJMImtBLxz7St8vbT0KbCwcpSDB44UBQVFZk6dL2ZQ56VjjmWH3MsD+6rQ2RgLi4uOvevXbsGIUSdbnev4nJvu7VdVcYQqy45OTnp3M/Jyal3m7Wl5PzW172vwdPTs865EULg0KFDtY6hqKgIw4cPl74tCtz5JuqKFSsQHh6OzMxMXLhwAb/88gvee+89jB49Go0bN673azeEiRMnSv9OSUnRWfXot99+01l5qaotEIGKdSgoKKhzDcq/yUwV3ZvnV199tV79fcKECdVez8vLC9OnT8fPP/+M5ORkXL16FatWrcKoUaMqjI0JCQkYM2ZMhZW47tWkSRPMmTMHu3btQnp6Os6dO4dPPvkEjzzyCGxsbHSO/ffff/HMM8/UIkMkl9DQUBw9ehTe3t4YMmQIZsyYgbKyMjz99NMVVmksFxwcjE8//VTn9tFHH2H+/Plo06aNcV+AAVlZWUkr8pTfzIUSt5G937GmysS6KpO51HXKlCnIKi7BrozafW69kleAS9m5mDZ9ukyRNTzmUlMyLNa14Rs7dix8fHywa9cuhISE4NFHH0Xbtm2xdOlS2NjY4NVXX9WrHQsLC6xduxYajabSz7ELFixAixYtsHLlyjrHum3bNrRo0aLGz97VefDBBzFv3jxcuXIFrVq1wpgxYzB+/Hi0bt0a586dwyuvvILevXtLx69cuRItWrTAggUL6nxNMjyOPaQU7MvyY47lZw457tGjB37d8RvOpBZjwPZIrLyUjNv5JdLzQgicvpWLGUdiMe73aHTt2Rtbf/kFlpaWJoy6dswhz0rHHMuPOZYHJ2sRGZinp6fO/bsnrdSHVquFm5ubdD8qKgp5eXl6n3/16tV6x+Dh4aFzv3wLAn2kpaUhOjoa0dHR0pLxdaHk/NaXlZWVzn7B6enpNU4WMbTNmzdL2x8AQM+ePXHx4kXMnDkTwcHBVS5LW1xcbKwQqzRhwgSo1f//v8UtW7ZI/757C8RmzZqhV69eVbYjVx8lXabMs0qlQqtWrfD8889jy5YtSEpKwoYNG3Qmbf377784duyY3m2q1Wp07NgRc+bMwc6dO5GcnIxPP/0UWq1WOmbfvn21GndJHt27d9fZTmT58uVo3rw5YmNjMZ1/1DUbStxG9n7HmioT66pM5lLXoKAgPDhkCNalZaOwTOh1jhACX6dkwN/HB4888ojMETYc5lJTMizWteFzcXHBmTNnMGPGDKjVavz+++9ITk7GqFGjcPr06VptCdi5c2e8+OKLMkZrGB988AF++uknhISEYOfOnfj1118RGBiIH374AUuXLjV1eKQHjj2kFOzL8mOO5WcuOR4yZAjO/PUXBo98Ep9cTkOXzWHovz0SD/0Wha5bIvDErhv4B6744MOPsGfvXrP6wqg+zCXPSsYcy485loeFqQMgUppu3bph+/bt0v2LFy+iZ8+eep9/4sQJlJTcmTXu4eGBli1bSs/16NEDO3fuBACUlZXh8OHDev8C+fDhw3rHUJXOnTvr3D9z5oze5z755JM4cOAAgDurydR1xSAl59cQunXrhn379gEACgsL8e+//6JVq1Z6nZuTk4O//vpLut+sWTN4e3vX6voHDx7UuV/+bc6axMbG1uo6cvDz88OAAQOkfvrLL79g5cqVyM7Oxp49e6TjJk+eXG073bp1w8WLF6X7Fy9ehI+Pj14xlJSU4MSJE9J9f39/NG3atBav4v7RrVs3nft351wfERERiI+Pl+736dNHmqx35coVnZXVJk2aBHt7+yrbsrKywtNPPw0AOt8Svnz5Mvr16wcA+OOPP3DhwgUAdyZmvfDCC9XGZ29vj9mzZyMrKwtvvfWW9PiVK1fQpEkTPV8lGYONjQ2+//579OjRA5s3b8bQoUMxadIkU4d132tI364j/bCmysS6KpM51XXR4sXo07s3XolPxgd+HrCs4ssjwJ2JWl8kp2N3Rg6+++wLaDQaI0Zq3syppmQ4rKsyeHt767XiVXR0dI3HfPzxx/j4448rPL5+/XqsX7++2nP79esHIaqeGDtp0iS9PidV10a5MWPGYMyYMTUet2jRIixatKjaYwIDA/W6JhkOxx5SCvZl+THH8jOnHLdo0QLr1q3Dhx9+iE2bNiEyMhIFBQVwdnbGgAEDMHDgQJ0v2zck5pRnpWKO5cccy6NhjmpEZqx///4693/55Re9zz1z5gx69+6N/v37o3///vjf//6n8/ygQYN07tf0i5JyV69erdXEqqp0795dZ+LNrl279Fp9Kjk5WWfiw72TLGpDyfk1hPrkZ9WqVVJu+vfvj2vXrtX6+omJiTr39d3ea8eOHbW+lhzu/sVhcnIyjh07hl9++QVFRUUAAI1GU+OS/fWpwS+//KJTgyNHjuh97v3G09MTzZs3l+6fP3++VpP+Hn/8cSnP966qdvHiRcyaNUu6nT59Wq82u3TponO/oKBA+vehQ4ek9mbMmKGzAl1d2yTz0blzZ2lS3Ysvvqh3fauSmZmJa9eu1Wsia3FxMa5du1ansVwJAgMDTR0CGRhrqkysqzKZU127deuGHzZtwt6sPDwTfQsXcgsq/aN8ZEERXolLxqe30vDOO+/Ua5suJTKnmpLhsK5EZAoce0gp2JflxxzLzxxz7ObmhlmzZuGTTz7B6tWrsWTJEgwePLjBTtQCzDPPSsMcy485lkfDHdmIzFS3bt3Qvn176f7hw4d1VsqpSmlpKebNmyfdV6vVGDdunM4xEyZMgJ2dnXT/559/xqlTp6ptt6ysDLNnz9Yz+urZ2trqxJSVlYUVK1bUeN6SJUt0trkbPnx4nWNQcn4NYdKkSbC2tpbur1y5Eunp6TWel5CQgA8++EC6HxAQgD59+tT6+lZWVjr3k5KSajxn37590opmpjZy5EidJXS3bNmiswXigw8+WONqY8OHD9fZom/Tpk16TdzIycnBm2++Kd23t7fHiBEjahP+fee5556T/l1WVoZ33nlHr/O++uor/PPPP9L98lWxyt09CQy4MxboIywsTOd+QECArG2SeXnttdfQvXt3ZGdnY9y4cdIqjnWxbds2tGjRol5/KL558yZatGiBFi1a1LmNhiw8PNzUIZCBsabKxLoqk7nVddSoUdi7bx9uubhhdEQ8Ho9MxIpbadiQkoHVSWmYEJWIIWGxOAYLrF27Fm+88YapQzY75lZTMgzWlYhMgWMPKQX7svyYY/kxx8bBPMuPOZYfcywPTtYiksHdEy6EEBg3bhyioqKqPL64uBhTpkzB8ePHpceeeuophIaG6hzn4uKCF198UaftJ554QmfSwd1KSkrw/PPP49ChQ3V9KRX897//hVarle4vXLhQJ+57/fzzz/j888+l+x4eHpVO1rp3kk9aWlqVbSo5v/XVuHFjTJs2TbqfnJyMJ598strVeBITEzFs2DCkpqZKj73xxhuwsKj9Trn3rqT1/vvvV3v8hg0bMGrUKJSVlek8fu/9u93dV9LT0w26XL2NjQ1Gjx4t3f/pp590tricMmVKjW1YWVlh/vz50v2CggI88cQTuH37dpXnZGdn44knnsD169elx2bPng0XF5favgSjqM37VU5Tp06Fl5eXdP+bb77B2rVrqz3n119/1Zlg6eLiUmHCZadOnXTaXbt2rbS9aFVSUlJ0/rCn1WoxZMgQ6f6gQYN0JlIuWbJE2haxKpGRkVi2bJl0v3HjxhVW2iLzodFo8P3338POzg6nT5+ucbsNIiIiMp6BAwciPDIKe/bsQVDf/thUJLA0JRPr8kuhatUWGzduRHxiIp555hlTh0pERERERERERPcBTtYiksHIkSMxdepU6X5sbCzat2+PxYsX49KlS8jJyUFhYSEiIyPx1VdfoXXr1tiwYYN0vKenJz755JNK2160aBE6duwo3U9ISEDHjh3xwgsvYM+ePfj7779x+fJlrFu3Dl26dMFXX30FADqrUdVH8+bNsXDhQul+YWEhBg4ciPnz5+PixYvIzc1Ffn4+zp8/j5kzZ2LMmDE6E28++OCDChM9AMDPz0/n/muvvYZz584hOjq6wtZ6Ss6vISxbtgxt27aV7u/fvx+tW7fGV199Je3znZOTg4sXL+Ltt99Gq1atdCaNDBo0qM5/pBg3bhw0Go10/7vvvsPgwYNx+PBhpKenIzMzE1euXMEnn3yCTp06YeLEicjJyUFISIhOO0eOHEFhYSFu3bpV4Rp395WsrCy8+uqr+OeffxAVFYWMjIw6xX23u7dCTEtLQ2lpKQCgUaNGeOyxx/RqY86cOXjwwQel+5cuXUKrVq3w8ccf49q1a8jLy0N+fj6uXbuGjz/+GC1atMDvv/8uHd+qVSuz/kb/ve/XFStW4NChQ4iMjKx24qSh2dnZ4ccff5T6nBAC06ZNwxNPPIG9e/ciNTUVxcXFSElJwZ49ezBmzBiMGDFCZ/Li559/Dg8PD5121Wq1zoS74uJiDBs2DFOmTMHvv/+O5ORkFBcXIzU1FWfPnsUrr7yCli1b4urVq9I5c+bM0Zls5+LigmeffVa6n5GRgZ49e2LOnDk4duwYbt++jeLiYty6dQsnTpzAjBkz0K5dO53xb+HChQ16ueeGbtKkSRBCVLtFbnBwMHJyciCEwLvvvot+/fpBCFHrLU3Lr1XTeUIIxMfHV/pcYGAghBA1Tmg9cuQIhBAIDg6uVYzmzlwnu1LdsabKxLoqk7nWVa1W46GHHsKOnTuRnJaGwqIi3M7IwIk//8S4ceMq/ZxKd5hrTal+WFciMgWOPaQU7MvyY47lxxwbB/MsP+ZYfsyxTARRA7Nw4UIBQLotXLjQaNeKiorS+9yCggIxYsQInfP1ubm5uYmLFy9W2/bNmzdFixYt9G6zVatW4s8//6zxtdz7evfs2VPp9UtLS8XTTz9d69c2c+bMKl/ToUOHqjxv4sSJishvbfXt21dqLyAgoFbnRkdH1+o1lN86deokMjIy6hXT/Pnza3XNFi1aiMTERBEcHFzhucqu8dZbb1XZ1rp163SOvfu5bt266Z2/ymKZM2eO3ucLIURaWpro2bNnrWvQpEkTERsbW6trVScqKkqn/erGzHXr1ukcu3r16kqPy8zMFA4ODpXGf2/N6jqO6jseCSHE999/L7Raba1z/c4771TZZklJiejfv3+t2wQg+vTpIwoKCiq0mZ2dLVq2bFmnNv/zn/+IsrIyvXJHZCqZmZkCgMjMzDR1KGYRAxkWa6pMrKsysa7Kw5oqE+tKZHjm9JnIXDE38qjq92JardbUoSkW+7L8mGP5McfGwTzLjzmWH3MsDy7PQA3OnDlzEBUVJd3mzJlj6pAqZWVlha1bt2Lx4sWwsbHR65x+/frh7NmzaNeuXbXHeXt749ixYxg5cmSNbT788MM4evSoQWe8qtVqrF+/Hq+//rrOlohVsbGxwccff6yzHeK9+vfvjx49eugdg5LzawgBAQH4888/8eSTT+p1vFqtxnPPPYdjx47BycmpyuPKV2ARQiA6OrrSY5YuXYqZM2fWeE2NRoO5c+fi7Nmz8PT0xNNPP61XrDNnzqw2RkOYOHFihcf02QLxbi4uLjh48CBmzJihs9pYdUaNGoUzZ85UWLnK3Dg6OupVY2MZP348Dhw4gGbNmul1vIeHB3766adqVy/TaDTYsWOHzraY+pg0aRJ27dpV6coM9vb2OHz4MPr27at3e2q1Gi+//DI2bNgAlUpVq1iI7mf3rspJDR9rqkysqzKxrsrDmioT60pEpsCxh5SCfVl+zLH8mGPjYJ7lxxzLjzmWh0qIGvZGIaJ6i4+Px+rVq7Fjxw78888/0raAarUaQUFB6Nu3L8aPH1+rP+CXO3r0KL777jscP34cN2/ehJWVFXx8fNC7d2+MGzcOvXr1MvTL0REWFoYvv/wSO3bsQGRkpLTdkqWlJTp06IBhw4Zh2rRp8PT0rLGt1NRUvPXWW9i1axcSExOh0Wjg6emJmTNn4r///W+V5yk5v4Zw5swZrF27Frt378bNmzelx62srNCqVSsMGTIEU6ZMqbAVYX0dOnQIn376KQ4fPoycnBwAd2oSEhKChx9+GM8995zO5Jri4mI8//zz2LBhA4qLiwHcmcR36NChCm1funQJixYtwokTJ5Ceng5ra2sEBARgxYoVGDBgQL1jT0hIkLa4BO5MTpo7d26d27t27RrWrFmDnTt36rxPLCwsEBoaioEDB2LSpEno0KFDvWO/V2pqKubNmyfdHz58OIYPH17vdktLS/HBBx9g48aNuHHjBkpLS+Hq6ooBAwZg06ZN9W6/LkpKSrBhwwZs2bIFx44dQ15envRco0aN0LVrVzz++OMYN24c7Ozs9G739OnT+Oabb/DHH3/g2rVrOlu7ajQatGrVCn369MHUqVNrnAxabv/+/diwYQNOnTqFiIgInee0Wi3atWuH/v3749lnn0VQUJDesRKZUlZWFpycnJCZmQlHR0eTxhIWFobQ0FCTxkCGxZoqE+uqTKyr8rCmysS6EhmeOX0mMlcce+RhZWWFoqKiCo9rtVoUFhaaICLlY1+WH3MsP+bYOJhn+THH8mOO5cHJWkRGVlpaitTUVACAs7NzpauvNFQlJSVISUmBVquFs7Oz3qsJGZKS82sIhYWFSE1NhZWVFVxcXIxSo7KyMqSlpaGoqAiurq6wtrau9vj8/HykpqbCyclJkb/YKi4uRmpqKjQaDVxcXGBpaWnqkBQrMzMTOTk5cHBwMFhfKi0tRVZWFnJzc2FnZwcnJyeo1fVbqLSkpASZmZnIz8+XYuUqWtQQmdMfJvLz8/VeeZMaBtZUmVhXZWJdlYc1VSbWlcjwzOkzkbni2COPU6dOSV8OLSwslH4nrlKp0L17d1OGpljsy/JjjuXHHBsH8yw/5lh+zLE8LEwdANH9RqPRoHHjxqYOQxYWFhbw8vIyaQxKzq8hlK8MZkxqtRqNGjXS+3gbGxuz3wawPiwtLU3+PrlfODk5GXzLzPJJdobc+tTCwgJubm4Ga4+IgPT0dH54VBjWVJlYV2ViXZWHNVUm1pWITIFjjzzunpCVkJAAb29vE0Zzf2Bflh9zLD/m2DiYZ/kxx/JjjuVRv6UgiIiIiIiIzEx2drapQyADY02ViXVVJtZVeVhTZWJdicgUOPbIjzk2DuZZfsyx/Jhj42Ce5cccy485lgcnaxERERERkaJYWHABYaVhTZWJdVUm1lV5WFNlYl2JyBQ49siPOTYO5ll+zLF+SkpK8Msvv2DwoEHwcHOFrY01PNxc8dCQIfj1119RUlJS5bnMsXEwz/JjjuXHHMtDJco3siYiIiIiIqqjrKwsODk5ITMzE46OjqYOh4iIiIiI6kGlUgEAyv98EBgYiJiYGHTt2hUnT56EWl3598B9fX1x8+ZN1PbPDkII+Pv7o2/fvti4cWOd4x4/fjyOHDmC+Pj4Ko+5fPkyFi9ejJMnTyItLQ2+vr4YOXIkFi1aBFtb2zpfm5+JiIjImH755Re8OHMGbibeQmdPB/T3toW9VoPsolIcvJmHC0nZ8PPxxspVq/HYY4+ZOlwiIroHV9YiIiIiIiJFCQsLM3UIZGCsqTKxrsrEuioPa6pMrCvV1ZkzZ7Bq1SqDt7tjx45qJ1jpIyEhAdu3b6/2mBMnTqB79+7YuXMnunfvjv/85z8oKSnBBx98gHHjxtXr+lQzjj3yY46Ng3mWH3NcvTVr1mDUqFFobZWPfcNDsP2RJpjdoTGeadUIczo0xm/DmmD348EI1eRg+PDh+Pbbbyu0wRwbB/MsP+ZYfsyxPLheGRERERERERERERER1UilUuH111/HyJEj4e3tXa+24uPjcenSJRw+fBhr1qypUxsZGRm4ePEiTp8+jdWrVyM3NxfOzs6VHltUVISnnnoKarUaR48eRZcuXQAA2dnZGDx4MLZv344//vgDPXv2rOtLIiIikt3u3bvxwgsvYFILVyzu7g31/62Gea+2jWzx7aAAvPZnAqZNmwY/Pz8MHjzYyNESEVFVuLIWEREREREpSlV/nKGGizVVJtZVmVhX5WFNlYl1pbp69tlnkZWVhVmzZtW7rTlz5mDYsGH46KOPkJubW6c2Nm7ciP79++PVV19FTExMtcdu2rQJ8fHxWLBggTRRCwAcHBwwf/582NnZ4eTJk3WKg/TDsUd+zLFxMM/yY44rJ4TA6wtexQNe9tVO1CqnVqnwXg9vdGlshzdff03nOebYOJhn+THH8mOO5cHJWkREREREpCi2tramDoEMjDVVJtZVmVhX5WFNlYl1pbpasmQJfH198csvv+C3336rV1vz5s3Dli1bsGXLFixatKhObQwdOlRqY8uWLdUeu3v3bgDA+PHjKzz3xBNPICcnB/PmzatTHKQfjj3yY46Ng3mWH3NcuVOnTuHi5St4rk2jGidqldOoVZjeyhWnz/6Fc+fOSY8zx8bBPMuPOZYfcywPTtYiIiIiIiJFSUhIMHUIZGCsqTKxrsrEuioPa6pMrCvVlYODA1atWgUAmDFjBnJycurcVvfu3TFq1CiMGjUKffv2rVMbQUFBUhujRo2q9tg//vgDbm5uCAgIwKVLl7B06VK88sorWLNmDZKSkup0faodjj3yY46Ng3mWH3Ncua+++goBzjbo62Nfq/MG+jnCx9EGa9eulR5jjo2DeZYfcyw/5lgenKxFRERERERERERERER6efTRRzFmzBjExcXhzTffNHU4eiktLUViYiLc3d0xd+5cdOjQAQsWLMDy5cvx/PPPo2nTpli/fn2t2iwsLERWVpbOjYiISE4R18PQuZGV3qtqldOoVejkpkV4WJhMkRERUW1ZmDoAIiIiIiIiQ/L19TV1CGRgrKkysa7KxLoqD2uqTKwr1dfnn3+O/fv3Y8WKFRg/fjw6depk6pCqlZGRASEEwsLCEBsbi88++wxPPvkkbG1tsXv3bkydOhVTpkxB06ZN0adPH73aXLJkCRYvXlzh8fDwcNjb2yM4OBhxcXEoLCyEjY0NPD09ERUVBQDw8PCAEAIpKSkAgKZNmyIhIQEFBQWwtraGt7c3IiMjAQCNGjWCWq1GcnIyACAwMBDJycnIy8uDVquFv78/IiIiAACurq7QarW4desWACAgIAC3b99GTk4OLCws0LRpU1y/fh0A4OLiAmtrayQmJgIA/P39kZ6ejuzsbGg0GgQHB+P69esQQsDJyQn29va4efMmgDtjSHZ2NjIzM6FSqdCsWTOEh4ejrKwMDg4OcHZ2RlxcHADA29sbeXl5yMjIQFFREQDgxo0bKCkpgb29PVxdXREbGwsA8PLyQmFhIdLS0gAAISEhiImJQVFREWxtbeHh4YHo6GgAQOPGjVFaWorU1FQAd1ZZi4+Pl/Lt5eUl5dDd3R0AdPKdmJiI/Px8WFlZwdfXFzdu3JDyrdFopNXW7s13QEAAwsPDpXxbWVnp5DAtLU3Kd1BQEML+b2KEs7MzbG1tpZUp/Pz8kJGRgezsbKjVaoSEhOjk28HBAfHx8QAAHx8f5OTk6OQ7IiICpaWlcHBwwJw5c6TJgpaWllCpVCgqKoJGo8HOnTsRGRkp5dvNzQ0xMTEAAE9PTxQVFUn5Dg4ORmxsbKX59vDwQFlZmZTv6vqsu7s7VCqV1GebNGmCW7duSfn28/OT+qybmxssLCx08p2SkoLc3FxYWloiMDBQynd1fbamfPv6+kqTKsvzXd5nHR0d4ejoKOX77j4LAKGhoVKfdXBwgIuLC4qKihAWFgYvLy8UFBQgPT1d6rPR0dEoLi6GnZ0d3N3ddfpsSUkJbt++LeWbY0TV+S4qKsLNmzc5RtwzRnTq3BmWsdYosC1Dmk/bO9dJuIICu0bIc/KCSgh4RRzDraYPoExjCZvsZNhl3ESqXwd01mbidEwKkpOTkZ6ejqKiIgghOEbA8GPE3X3WxsZGui7HCMONEXf/HHH3mHy/jxF1+Tni3j579/9rzZo1Q2RkpDQmc4zQf4xo3LgxaqISQogajyIiIiIiIqpGVlYWnJyckJmZCUdHR5PGkpiYCC8vL5PGQIbFmioT66pMrKvysKbKxLpSTVT/t2JH+Z8PAgMDERMTg+LiYlhY3PkO+LfffotnnnkGHTt2xJkzZ6DRaODr64ubN2+itn92OHLkCPr3749x48Zh48aN9Yrbx8dH+mNJuZs3b0qTFFesWIGZM2fqPP/RRx9h3rx5GDNmDH766Se9rlVYWIjCwkLpflZWFvz8/MziM5G54tgjDysrK2ki3N20Wq1OHyXDYV+WH3NcuYH9+8Mq+jy+HhhY63Mn/R4Ni5Y9sGfvXgDMsbEwz/JjjuXHHMuD2yASEREREZGicPsR5WFNlYl1VSbWVXlYU2ViXQkA0tPTpRUE6mLKlCno378/zp8/j88//9zA0RmWg4OD9O+RI0dWeH706NEAgL///lvvNq2srKRv0pffqHoce0gp2JflxxxXrm///jh6Mw9ZRaW1Oi+9oAQnbuWib79+0mPMsXEwz/JjjuXHHMuDk7WIiIiIiEhR1Gp+zFEa1lSZWFdlYl2VhzVVJtaVAOCll16Cn58fjh8/rvN4+Qo9Wq22xja++uorWFtb46233pK2qzFHjo6OcHNzAwDY29tXeL78MW5EIi+OPaQU7MvyY44rN3XqVBSVCWwNT6/VeZvD01EGNZ555hnpMebYOJhn+THH8mOO5cGsEhERERGRooSEhJg6BDIw1lSZWFdlYl2VhzVVJtaVAMDW1hYAkJaWpvN4YmIiAMDd3b3GNoKDg7Fw4ULk5ORU2FrQ3PTq1QsAcOrUqQrPnT17FgDQrl07o8Z0v+HYQ0rBviw/5rhy3t7eGDFiBFb/nYakvGK9zknIKcKX/6RhzJgxOv+3M8fGwTzLjzmWH3MsD07WIiIiIiIiRQkPDzd1CGRgrKkysa7KZKq6lpWV4cCBA1i1ahU+/PBDrF27FteuXTNJLErD96oysa4EAK1atQIAbNiwASUlJdLja9asAQD07t1br3bmzZuHdu3aYceOHdJEr7slJibi2rVrSE1NrXOsmZmZuHbtGmJjY+vcxvPPPy/Fm5SUJD2enp6O119/XecYkgfHHlIK9mX5McdV+/iTT6C2d8bY32OQkFtU7bFx2UUYuz8WNi7uWP7BBzrPMcfGwTzLjzmWH3MsD07WIiIiIiIiRSkrKzN1CGRgrKkysa7KZOy6ZmRk4IMPPkBIUFMMHjwYs2fNwuI3XsO0adPQokULDOzfDz///DP7Wz0wd8rEuhIAjB07Fj4+Pti1axdCQkLw6KOPom3btli6dClsbGzw6quv6tWOhYUF1q5dC41GU2nfWrBgAVq0aIGVK1fWOdZt27ahRYsWmDBhQp3bePDBBzFv3jxcuXIFrVq1wpgxYzB+/Hi0bt0a586dwyuvvKL3BDWqG449pBTsy/Jjjqvm6+uLA4cOo8DWFQ/+Gon3ziQiJqtQ55iorEK8czoBD+2IRJmjO/YfPAQvLy+dY5hj42Ce5cccy485lgcnaxERERERGdn69euhUqkwadKkGo8NDAyESqWqcNNoNPD09MSYMWPw999/1ymO3NxcWFtb44033qjT+ebK0dHR1CGQgbGmysS6KpMx6xoeHo5OHdrjjQWvooNFFn4dFoSoSa1wbXwL3JjUGiv6+SE77DxGjRqFsU89hYKCAqPFpiR8ryoT60oA4OLigjNnzmDGjBlQq9X4/fffkZycjFGjRuH06dO12hKwc+fOePHFF2WM1jA++OAD/PTTTwgJCcHOnTvx66+/IjAwED/88AOWLl1q6vAUj2MPKQX7svyY4+o1b94cp8/+hUnPzcCPMQXotTUM/bdH4rFdUei/PRK9t4Rhc1wRps6YhVNnzla6hRlzbBzMs/yYY/kxx/JQCSGEqYMgIiIiIrqfrF+/HpMnT8bEiROxfv36ao8NDAxETEwMJk+erPOhKDs7G2fOnMHVq1fh4OCAkydPStuY6Ouzzz7DnDlz8Prrr+Pdd9+ty0uRZGVlwcnJCZmZmSb/8Jabmws7OzuTxkCGxZoqE+uqTMaqa1xcHLp37QLbomxsGOQPfwdtlcfuisrE7OPxeHjYo9i8ZSs0Go3s8SkJ36vKxLoSGZ45fSYyVxx75GFlZYWioopboWm1WhQWFlZyBtUX+7L8mGP95eXl4aeffsKlS5eQnZ0NBwcHdOjQAWPGjIGNjU2V5zHHxsE8y485lh9zLA8LUwdAREREREQ1e+uttxAYGFjh8ZkzZ+KLL77AkiVLsHHjxhrbuXHjBi5fvox9+/bhm2++kSFS04uPj0doaKipwyADYk2ViXVVJmPVdfLECVDnZWHzI4HwsLWs9thHmjjBUg1M3f4rvvzyS7zwwguyx6ckfK8qE+tKRKbAsYeUgn1Zfsyx/mxtbTF58uRan8ccGwfzLD/mWH7MsTy4DSIRERERUQM2ffp0AMDFixf1Ov7JJ5/EyJEj8eWXX6KkpETGyIiIiOTxzz//4ODhI3itk3uNE7XKDQlwwsNNnLDy88/AReaJiIiIiIiIiMiUOFmLiIiIiKgBKy4uBgC4urrqdfzy5cuxZcsWbNmyBTNmzJAzNJPx9vY2dQhkYKypMrGuymSMuq5evRrudlZ4KKB2W0w9HeqKf8Ou4+jRozJFpkx8ryoT60pEpsCxh5SCfVl+zLH8mGPjYJ7lxxzLjzmWBydrERERERE1UGVlZfjss88AAP/5z3/0OmfAgAEYNWoURo0ahc6dO8sZnsnk5eWZOgQyMNZUmVhXZTJGXXf+uh2PBTpAq6ndr7Ue8LKDj6MNdu7cKVNkysT3qjKxrkRkChx7SCnYl+XHHMuPOTYO5ll+zLH8mGN5WJg6ACIiIiIiqtnbb78NR8f/v4JIZmYmjh8/jsjISMyYMUPaDtFYCgsLUVhYKN3Pysoy6vWrk5GRgcaNG5s6DDIg1lSZWFdlMkZd09LT4enpUOvzVCoVPG0tcPv2bRmiUi6+V5WJdSUiU+DYQ0rBviw/5lh+zLFxMM/yY47lxxzLg5O1iIiIiIgagHXr1lX5XFhYGK5fv44WLVoYLZ4lS5Zg8eLFFR4PDw+Hvb09goODERcXh8LCQtjY2MDT0xNRUVEAAA8PDwghkJKSAgBo2rQpEhISUFBQAGtra3h7eyMyMhIA0KhRI6jVaiQnJwMAAgMDkZycjLy8PGi1Wvj7+yMiIgLAna0gtVotUlNTAQABAQG4ffs2cnJyYGFhgaZNm+L69esAABcXF1hbWyMxMREA4O/vj/T0dGRnZ0Oj0SA4OBjXr1+HEAJOTk6wt7fHzZs3AQC+vr7Izs5GZmYmVCoVmjVrhvDwcJSVlcHBwQHOzs6Ii4sDcGeJ6Ly8PGRkZAAAQkNDcePGDZSUlMDe3h6urq6IjY0FAHh5eaGwsBBpaWkAgJCQEMTExKCoqAi2trbw8PBAdHQ0AKBx48YoLS2VXmtQUBDi4+OlfHt5eUk5dHd3BwCdfCcmJiI/Px9WVlbw9fXFjRs3pHxrNBokJSVVmu+AgACEh4dL+baystLJYVpampTvoKAghIWFAQCcnZ1ha2uLhIQEAICfnx8yMjKQnZ0NtVqNkJAQnXw7ODggPj4eAODj44OcnByEhYVJ+Y6IiEBpaSkcHBzg4uKik8OCggKkp6cDAJo1a4bIyEgp325uboiJiQEAeHp6oqioSMp3cHAwYmNjK823h4cHysrKpHxX12fd3d2hUqmkPtukSRPcunVLyrefn5/UZ93c3GBhYaGT75SUFOTm5sLS0hKBgYFSvqvrszXl29fXF1lZWcjKypLyXd5nHR0d4ejoKOW7uj5bU75DQkIQHR2N4uJi2NnZwd3dXafPlpSUSJNkgoODkZ6ejrCwMKOPEbdu3QLAMUKuMaL8mnKOEd7e3vDs2RsJnnZwTbiCArtGyHPygkoIeEUcw62mD6BMYwmb7GTYZdxEql+HO3VN/Af+ze3QsmVLhIWFcYzQc4woKiqSzjXmGGGqnyPulzEiLy9Pquv98HPE3fk2l58jAgICQERERERERPcnlRBCmDoIIiIiIqL7yfr16zF58mRMnDgR69evr/bYwMBAxMTEICoqCoGBgdLjRUVFiI6OxjfffIPly5fDy8sL//zzD5ydnWsdx+uvv4533323Vq+hspW1/Pz8kJmZqbMCGBERkaF1aNsG/rnxWNXfv1bn5RWXodNPYZj/+pt48803ZYqOiIjuV1lZWXBycuJnIjI6KysrFBUVVXhcq9XqfG4nIiIiIvOhNnUARERERERUe1qtFs2aNcOyZcswceJEJCYmYsOGDUa7vpWVlbQiT/nNXJSv7kDKwZoqE+uqTMao64TJU7AnJgsp+cW1Ou/XyAzkFJVg/PjxMkWmTHyvKhPrSkSmwLGHlIJ9WX7MsfyYY+NgnuXHHMuPOZYHJ2sRERERETVw3bt3BwBpa577XUlJialDIANjTZWJdVUmY9R10qRJsLC0xIZ/b+t9TmmZwPqwDDw89CE0adJExuiUh+9VZWJdicgUOPaQUrAvy485lh9zbBzMs/yYY/kxx/LgZC0iIiIiogYuOjoaAODp6WnaQMyEg4ODqUMgA2NNlYl1VSZj1NXFxQUzZs7C55dScDAuq8bjhRB481QCrqXl4dUFr8ken9LwvapMrCsRmQLHHlIK9mX5McfyY46Ng3mWH3MsP+ZYHpysRURERETUgF2/fh1r166FhYUFRo8eLT0eGxuLa9euITMz04TRmYaLi4upQyADY02ViXVVJmPVdcmSJXjk4UfwzIFYfPN3KvJLyio9LiGnCDOPxmHDv7exZs2X6NWrl1HiUxK+V5WJdSUiU+DYQ0rBviw/5lh+DSHH+fn5+O6779C75wPwdG8EZ0cHBPr5YuKECTh16hSEEKYOsUYNIc8NHXMsP+ZYHhamDoCIiIiI6H61d+9e9OvXr8rn165dK/377bffhqOjo3S/rKwMcXFx2Lt3LwoKCrB06VKEhoZKz0+YMAFHjx7FunXrMGnSJDnCN1uxsbE6uaCGjzVVJtZVmYxVVwsLC2z95RfMnDkTi77+Gp9cSsWTQY7o6mkHa40a6YUl2Bmdhd9jsmBnZ4uffvoJY8aMkT0uJeJ7VZlYVyIyBY49pBTsy/JjjuVnzjkWQmDFihVYvPAtpGVkoq+fI572t4G1hRa384uwa8dWbPj+e3Rs3w7frv8O7dq1M3XIVTLnPCsFcyw/5lgenKxFRERERGQiSUlJSEpKqvL5nJwc6d/r1q3TeU6j0cDNzQ2DBg3CrFmzMGTIENniJCIiMkeWlpb48ssv8fLLL+PLL7/EN19/hS+vxkjPt2nZEl+sWopx48ZxyX4iIjOwfv16TJ48GRMnTsT69esrPC+EwIwZM7B69Wo4ODhg165d6N27NwDg0qVL+Pjjj3H06FEkJiZCo9EgICAAAwYMwIwZM9CyZcs6xfTGG2/gvffeQ3FxMSws+OcSIiIiUxNCYN68efj4448xvrkrpg8ORRNHK51jFnQROBKfjWUXItC7Z0/s3ruXqygTUYOjEg1hfUAiIiIiIjJrWVlZcHJyQmZmps4KYKaKxdQxkGGxpsrEuiqTKetaWlqKtLQ05OXlwcnJCU5OTlCpVCaJRUn4XlUm1pVMoabJWjNmzMCqVavg5OSEvXv3onv37gCA//3vf5gwYQI0Gg0GDRoEf39/FBQU4MKFC7hw4QI0Gg1WrlyJ5557rlbx5OTkoEWLFoiPjzfIZC1z+kxkrjj2yMPKygpFRUUVHtdqtSgsLDRBRMrHviw/5lh+5prjTz/9FC+99BLe7u6NKa0aVXtsbnEpJh2IxbVcFc6eO4+goCAjRak/c82zkjDH8mOO5aE2dQBERERERESGVFBQYOoQyMBYU2ViXZXJlHXVaDRwd3dHQEAAnJ2dOVHLQPheVSbWlczNzJkzsWrVKri6uuLgwYPSRK2kpCRMnToVTk5OuHLlCn777Td88cUX+Oabb3D+/Hns2LEDKpUKs2bNQnh4eI3XycvLwx9//IHPPvsMPXr0QHx8vNwvje7CsYeUgn1Zfsyx/Mwxx7m5uVj01luY0NytxolaAGBnqcHaAf6wKi3C0qVLjRBh7ZljnpWGOZYfcywPTtYiIiIiIiJFSU9PN3UIZGCsqTKxrsrEuioPa6pMrCuZk1mzZuGLL76Au7s7Dh06hE6dOknP7dy5E7m5uZg5cyaCg4MrnPvoo4/iqaeeQklJCXbs2FHjtQ4dOoRevXphzpw5uHr1qkFfB9WMYw8pBfuy/Jhj+Zljjn/88Udk5WTj+bbuep/jZKXB+GZO2PTDRmRkZMgXXB2ZY56VhjmWH3MsD07WIiIiIiIiIiIiIiIio3vxxRexcuVKeHp64vDhw2jXrp3O88nJyQCA/Pz8KtuYPXs2lixZojPJqyqdO3fGli1bpJu7u/5/DCYiIiJ5ffXlGgz0c4Kfg7ZW5z0V6oqiwiJs2rRJpsiIiAyvfpuwExERERERmZmQkBBTh0AGxpoqE+uqTKyr8rCmysS6kjmYPXs2VqxYAR8fHxw8eBChoaEVjmnVqhUA4JNPPkGjRo0wduxYeHt76xzTqVMnvSZqAYCnpydGjRol3Z83b16d4y8sLERhYaF0Pysrq85t3S849sjj7r5XVlYGtZrrNMiNfVl+zLH8zDHH4dev44VQu1qf19jWEk1dbXH9+nUZoqofc8yz0jDH8mOO5cHJWkREREREpCjR0dFo2rSpqcMgA2JNlYl1VSbWVXlYU2ViXcnU5syZg88//xwA4O3tjaCgoEqPGzZsGB577DHs2LED8+fPx/z589GsWTP06NED3bp1Q58+faQJXca2ZMkSLF68uMLj4eHhsLe3R3BwMOLi4lBYWAgbGxt4enoiKioKAODh4QEhBFJSUgAATZs2RUJCAgoKCmBtbQ1vb29ERkYCABo1agS1Wi2tMhYYGIjk5GTk5eVBq9XC398fERERAABXV1dotVrcunULABAQEIDbt28jJycHFhYWaNq0qfSHbBcXF1hbWyMxMREA4O/vj/T0dGRnZ0Oj0SA4OBjXr1+HEAJOTk6wt7fHzZs3AQC+vr7Izs5GZmYmVCoVmjVrhvDwcJSVlcHBwQHOzs6Ii4sDcKe+eXl5yMjIQFpaGnr06IEbN26gpKQE9vb2cHV1RWxsLADAy8sLhYWFSEtLA3DnD4MxMTEoKiqCra0tPDw8EB0dDQBo3LgxSktLkZqaCgAICgpCfHy8lG8vLy8ph+UrqN2d78TEROTn58PKygq+vr64ceOGlG+NRoOkpKRK8x0QEIDw8HAp31ZWVjo5TEtLk/IdFBSEsLAwAICzszNsbW2RkJAAAPDz80NGRgays7OhVqsREhKik28HBwfEx8cDAHx8fJCTk6OT74iICJSWlsLBwQEuLi5SDktLS9GoUSNpu6JmzZohMjJSyrebmxtiYmIA3Jm8WFRUJOU7ODgYsbGxlebbw8MDZWVlUr6r67Pu7u5QqVRSn23SpAlu3bol5dvPz0/qs25ubrCwsNDJd0pKCnJzc2FpaYnAwEAp39X12Zry7evri6ysLGRlZUn5Lu+zjo6OcHR0lPJ9d58FgNDQUKnPluf74sWLcHV1hZeXFwoKCqR8h4SEIDo6GsXFxbCzs4O7u7tOny0pKcHt27elfHOMqDrfycnJ8Pf35xhh4DHi7j6blpaG7t27m9UY8UDPXrDN+QcJIX0BAA63o6EpKURG4zsTut1j/kJ2oyYosHODRXE+3GP+QmJwbwBAq1a2UKvVUk5NOUbcne/o6GhYWVlJfZZjhGHGiLt/jrh7TOYYYbgxAvj/P0eUj8mmHiMa0s8RjRs3Rk1UQghR41FERERERETVyMrKgpOTEzIzM+Ho6GjSWMLCwir9Vj41XKypMrGuysS6Kg9rqkysK5nC+vXrMXnyZNjb2yMnJwdBQUEoKCjAzZs38dprr+G9996r9LyysjL89NNP2LRpE44dO1ZhBauQkBC88847ePLJJ2sdU2BgIGJiYlBcXAwLi9p9t72ylbX8/PzM4jORueLYIz/m2DiYZ/kxx/Izxxx7uLlifIAl/tvRs9bn9tgagSenvYAPPvhAhsjqzhzzrDTMsfyYY3lwLVQiIiIiIlIUO7vaL5dO5o01VSbWVZlYV+VhTZWJdSVTysnJQYsWLXDs2DF8++23UKlUWLp0KY4dO1bp8Wq1Gk899RR+++03pKen4/Lly/j666/x1FNPwcXFBeHh4fjPf/6DDRs2GPV1WFlZSd+kL79R9Tj2yI85Ng7mWX7MsfzMMce9+/bF7thc1HatmUspeYjLzEPv3r1liqzuzDHPSsMcy485lgcnaxERERERkaKUL01NysGaKhPrqkysq/KwpsrEupIphYaG4ujRo/D29saQIUMwY8YMlJWV4emnn5a2uKmKWq1GmzZtMHXqVGzatAlxcXGYPHkyAGDp0qVGiJ7qg2OP/Jhj42Ce5cccy88cc/zCjJkIu52L07dya3Xehmtp8PfxwSOPPCJTZHVnjnlWGuZYfsyxPDhZi4iIiIiIFCU6OtrUIZCBsabKxLoqE+uqPKypMrGuZErdu3fX+YPP8uXL0bx5c8TGxmL69Ok6x9rZ2cHBwaHKtuzs7LBkyRIAwI0bN+QJmAyGY4/8mGPjYJ7lxxzLzxxzPGDAAISGBGPp+RQUlJTpdc6llDxsj8zE9BdegEajkTnC2jPHPCsNcyw/5lgenKxFREREREREREREREQmYWNjg++//x4WFhbYvHkz1q9fLz3Xrl075OTk4OzZs1WeX1JSAoDf+CciImroVCoV1n23AVfTCzH9cBzyiqufsHU5NQ8TDsShfYcOmDNnjnGCJCIyEE7WqsT69euhUqnqfLOzs0NgYCC6dOmC6dOnY9u2bcjJyTH1yyIiIiIiui80btzY1CGQgbGmysS6KhPrqjysqTKxrmRuOnfujLfeegsA8OKLL0qrZM2aNQsAMGnSpEpXzkpPT8dzzz0HABg9erT0eF5eHq5du8bVtswMxx75McfGwTzLjzmWn7nmuEePHtj+6w6cSi3C4F9v4OurKcgoLNE55p/b+XjlRDxG7o5CcKs22Ll7D2xtbU0UcfXMNc9KwhzLjzmWh4WpA1CivLw8xMTEICYmBn/99Re++uoruLq64p133sH06dPNcglGIiIiIiKlKP9mPSkHa6pMrKsysa7Kw5oqE+tK5ui1117D7t27cerUKYwbNw4nTpzAU089hcuXL2Pp0qVo0aIFevbsiZCQEKjVakRHR+P48ePIy8vDwIED8c4770htnTlzBv3790dAQAC3bTEjHHvkxxwbB/MsP+ZYfuac4wcffBCnz5zFe+++i/e3bsWy88kIcbGFtUaFtMJS3EjLhbdnYyx44y3MmzfPbCdqAeadZ6VgjuXHHMuDK2sZSVpaGmbMmIGHHnoIBQUFpg6HiIiIiEixbt++beoQyMBYU2ViXZWJdVUe1lSZWFcyRxqNBt9//z3s7Oxw+vRpLFq0CACwZMkSHD9+HKNHj0ZUVBQ2bNiAdevWISwsDI8++ih27NiB/fv3w97e3rQvgGrEsUd+zLFxMM/yY47lZ+45btWqFTb9+CPi4uPx9ntL0GP4U2g+6HE8PG4Ktm7diujYOLz11ltmPVELMP88KwFzLD/mWB5cWUtPPj4+cHZ2rvaY0tJS5OXlISkpCYWFhZUec+DAAYwaNQo7duyAWs25ckRERERERERERESkfJMmTcKkSZOqPSY4OBg5OTkVHu/Vqxd69eql97X69esHIUSNx3HVLSIiIvPWuHFjzJ8/39RhEBEZnEro84nlPrN+/XpMnjxZ57F169bV+EGynBACN27cwO7du7F06VIkJiZWOGbNmjWYPn26IcIlIiIiIjK5rKwsODk5ITMzE46OjiaNpbS0lFuPKwxrqkysqzKxrsrDmioT60pkeOb0mchcceyRR8uWLVFUVFThca1Wi3/++ccEESkf+7L8mGP5McfGwTzLjzmWH3MsDy7tJAOVSoXg4GC8+OKLuHbtGnr37l3hmGXLlun1zR4iIiIiIqqduLg4U4dABsaaKhPrqkysq/KwpsrEuhKRKXDskceNGzeqvJE82JflxxzLjzk2DuZZfsyx/JhjeXCylswcHR3x888/V9gvNyoqCufPnzdRVEREREREylXVluTUcLGmysS6KhPrqjysqTKxrkRkChx7SCnYl+XHHMuPOTYO5ll+zLH8mGN5cLKWEbi7u+OJJ56o8DgnaxERERERGZ6NjY2pQyADY02ViXVVJtZVeVhTZWJdicgUOPaQUrAvy485lh9zbBzMs/yYY/kxx/LgZC0jad26dYXHUlNTTRAJEREREZGyeXp6mjoEMjDWVJlYV2ViXZWHNVUm1pWITIFjDykF+7L8mGP5McfGwTzLjzmWH3MsD07WMhJHR8cKj1lbW5sgEiIiIiIiZYuKijJ1CGRgrKkysa7KZKi6lpWV4fz589izZw/27NmD8+fPo6yszCBtU+3wvapMrCsRmQLHHlIK9mX5McfyY46Ng3mWH3MsP+ZYHhamDuB+kZiYWOExHx8fE0RCRERERERERGSe0tLSsH79eqxeuQIRUdE6zwU3bYIXZs7CpEmT4OLiYpoAiYiIiIiIiIiI6okraxnJwYMHde6rVCr07t3bRNEQERER3T/Wr18PlUqFSZMmVfq8EAIvvPACVCoVHB0dcfz4cRw5cgQqlarSm4WFBfz8/DB9+nQkJSXVKabx48fD19e3Hq8KWLt2LVQqFSIiIurcRkREBFQqFdauXVuvWMyNh4eHqUMgA2NNlYl1Vab61PXYsWMIbtoEC+bPR8uM2/g+yBvHWgTgWIsAfB/kjZbpqXhl3jwEN2mC48ePGzBqqg7fq8rEuhKRKXDsIaVgX5Yfcyw/5tg4mGf5McfyY47lwZW1jODQoUP4448/dB57+OGH4eXlZaKIiIiIiKjczJkzsXr1ajg5OWHv3r3o3r07jhw5AuDOSqijRo3SOT4zMxN//PEHvvrqK+zZswdnz55F48aN9b5eQkICtm/fDmdn5zrHXFpaijVr1tT5/HJffPFFvdswR0IIU4dABsaaKhPrqkx1reuxY8cwZPBgdLS2xCfN/dHIUvdXVt5aS/Swt8WC4hK8FJ+CwYMGYf+BA/winBHwvapMrCsRmQLHHlIK9mX5McfyY46Ng3mWH3MsP+ZYHpysJbPDhw/jP//5j85jNjY2WLp0qYkiIiIiIqJyM2fOxKpVq+Dq6orff/8dnTp10nk+ODgYn376aYXzSktL8dRTT2HLli1YtmwZPv7442qvk5GRgYsXL+L06dNYvXo1cnNzaz1Zq7i4GBcuXMCFCxewYcMGnDt3rlbnl/v7779x5coV/Pbbb9i0aVOd2jB3KSkpcHV1NXUYZECsqTKxrspUl7qmp6dj+GOPoqO1JdYGeMJKraryWHdLC3wT4IkpMbcw/NFHcSM6ul4ToKlmfK8qE+tKRKbAsYeUgn1ZfvrmuLi4GDt27MCXa9Yg7N9/kJuXBydHBzzQqw9emDED3bt3h0pV9eeL+xn7sXEwz/JjjuXHHMuDk7UMqKysDLm5uYiLi8O5c+fw888/Y8eOHTozDbVaLb7//nu0bt3ahJESERER0axZs/DFF1/A3d0d+/fvR7t27fQ+V6PR4KWXXsKWLVukVbiqs3HjRsyaNase0QJhYWHo1q1bvdoAgL59++L27dv1boeIiMhQ1q9fj5zsHHzc3L/aiVrlrNQqfOLrjj7XYrFhwwa8+OKLRoiSiIiIiIjMyffff49XX56PhFtJ6OLlgOEeNrCxsEZGUT727dqGjT/8gPZt2+Crtd+gS5cupg6XiIhIh9rUATQUkydPhkqlqvam0Wjg6OiIVq1aYcKECfj11191JmqFhobi4MGDeOKJJ0z4SoiIiIjoxRdfxMqVK+Hp6YnDhw/XaqJWOQcHBwBAXl5ejccOHToUW7ZskW514e/vr9NGy5Yt69TOunXrpDZGjx5dpzbMXdOmTU0dAhkYa6pMrKsy1bauZWVlWLVyBR5ysoO7pf7fKfSwtMAQRzusWvE5l+OXGd+rysS6Klv576vLBQYGQqVSoVu3bigrK6vyPF9f3zqtPiKEgJ+fH8aPH1+neMuNHz8evr6+VT6fmpqKGTNmICAgAFqtFq6urhg4cCC2b99e52v26tULvXr1qvP5VDsce0gp2JflV1OOly5digkTJqCzbSF+Hx6CbQ83wcudPTGrvQfe7OqNYyOD8P2DTSBuRaFf3z44cOCAkSJvONiPjYN5lh9zLD/mWB6crGUkDg4OWLZsGXr27GnqUIiIiIjua7Nnz8aKFSvg4+ODI0eOoFWrVnVq59SpUwCAZs2a1XhsUFAQRo0aJd3qwtHRUacNd3f3OrXz6KOPSm3UdcKXuUtISDB1CGRgrKkysa7KVNu6Xr58GRGRURjj4lDra41xdUBYxA1cuXKl1ueS/vheVSbW9f505swZrFq1yuDt7tixA/Hx8fVqIyEhodpJV5mZmejWrRtWrVoFNzc3TJkyBX369MGxY8cwYsQIfPTRR7W+5sWLF/Hnn3/WI2qqLY49pBTsy/KrLscbN27EggULMKeDB77o54eWbjYVjlGrVOjv64CtQwPRtZEWI4Y/jr///lvOkBsc9mPjYJ7lxxzLjzmWBydrGUl2djaGDx+ODh064PDhw6YOh4iIiOi+NGfOHHz++ecAAG9vbwQFBdW6jZSUFGzYsAHz588HADz33HMGjbGhKCwsRFZWls7NXBQUFJg6BDIw1lSZWFdlqm1dk5KSAAABVpa1vlaA9s45ycnJtT6X9Mf3qjKxrvcnlUqF119/3SB/bImPj8euXbswb948jBs3rk5tZGRk4MiRI1i2bBkeeOAB5ObmVnnshx9+iMjISMyePRvnz5/HmjVrsH37dpw4cQJWVlZ488039Vr1ODk5Gfv378fChQsxePBgrs5oZBx7SCnYl+VXVY5LSkrw6svz8WgTJ/y3Q+MaV4S0sVDjy/5+aGQp8M7bb8sRaoPFfmwczLP8mGP5Mcfy0H99+fucj48PnJ2dazyupKQEOTk5SEpKQklJSYXnL126hIEDB+L111/HO++8I0OkRERERFSZn3/+GTk5OQgKCkJBQQHOnj2LhQsX4r333qvynKNHj1b5Sx+VSoXXXnsNDz/8sFwhm7UlS5Zg8eLFFR4PDw+Hvb09goODERcXh8LCQtjY2MDT0xNRUVEAAA8PDwghkJKSAuDOMsoJCQkoKCiAtbU1vL29ERkZCQBo1KgR1Gq19If4wMBAJCcnIy8vD1qtFv7+/oiIiAAAuLq64v+xd9/RUVXr38C/k0ky6ZX0ThqhIyhBpFcLoFxEAaVdKdL1ggWVZqFcFVCkixS5F0RF8dIRAqiA0ouk95CE9N5n3j/y5vwY0maSOTPJ4ftZK2sxZ+bsefI8ezYzmX32NjU1RW5uLiIiIuDj44OsrCwUFhbC2NgYbdu2RWRkJADA3t4eZmZmSE1NBVC9zWROTg4KCgogl8sREBCAyMhIqFQq2NrawsrKCikpKQCqt4cpKChAXl4eZDIZgoKCEBUVBaVSCWtra9jZ2SEpKQlA9aTA4uJi5ObmAqjeGj0mJgaVlZWwsrKCg4MDEhMTAQBubm4oKytDdnY2ACAwMBAJCQkoLy+HhYUFnJ2dER8fDwBwcXFBVVUVMjMzAVSv3pacnCzk283NTchhzSpsD+Y7NTUVJSUlUCgU8PT0RExMjJBvuVwuTJ54ON8+Pj6IiooS8q1QKNRymJ2dLeTb398fERERAAA7OztYWFgIXwx6eXkhNzcXBQUFMDIyQmBgoFq+ra2thdUZPDw8UFZWhoiICCHf0dHRqKqqgrW1Nezt7dVyWFpaipycHADVK9/FxsYK+XZ0dERCQgIAwNXVFeXl5UK+AwICkJiYWGe+nZ2doVQqhXw31GednJwgk8mEPuvn54e0tDQh315eXkKfdXR0hLGxsVq+MzIyUFRUBBMTE/j6+gr5bqjPNpZvT09PYVJlTb5r+qyNjQ1sbGyEfDfUZxvLd2BgIOLj41FRUQFLS0s4OTmp9dnKykpkZWUJ+S4sLERERITex4i0tDQA4Bgh0hhRMwZrOkZUVlaiW7duqLQ2wf2uj1X34RtXUOrqgVIXV8gqK+H0exgynhoAlVwOs9R7UGSkI69zN5RWVsEt73+orKzkGCHiGCGTyYRz9TlGGOp9xKMyRtS8bgDpv48oLCxUy3dLGSN8fHygb9OnT8eWLVswd+5c/PDDD81qa8GCBc1u49tvv8XcuXM1euwPP/wAIyMjfPDBB2rHe/bsiX79+uHEiRO4c+cOHn/88QbbWbNmTZNW4SLdMDMzM3QIRDrBviy++nL8yy+/ICU1DTueD9R4615LEzkmB9vjox9+QFpaGlxdXXUZaqvFfqwfzLP4mGPxMcfikKl46UgtO3fuxJQpU9SOffPNN5g8ebLGbVRVVeH27ds4fPgw1q9fX+dVnmvXrsWCBQuaGS0RERERNeTB93YhISE4deoUbt++jeHDh0Mmk+HMmTPo27ev2jlhYWEYMGAAPDw8am1bKJfL4erqiuHDh6NTp05Nikkmk8HDw6NZW4X0798fZ8+eRVRUFAICAprUxrJly7B8+XJs27YNr732mlbnlpWVoaysTLidn58PLy8v5OXlwcbGpknx6EpFRQVMTLRfoYVaLtZUmlhXadK2rtevX0e3bt2wq607eltbaPVc5wuKMSX2Hm7evNnk/5OpcXytShPrKm01X17X/Onf19cXCQkJyM7ORufOnZGcnIxDhw5hxIgRaud5enoiJSVFo9WmLl68KHyeuXPnDpYtW4YJEybg22+/1TjOmJgYXLt2Tbj94osv1vs5qXPnzlAoFPjrr79q3ffMM8/g6NGjuH37dqPb3N+6dUuYCJiRkYFZs2ahd+/e+O233zSOuz75+fmwtbVtEZ+JWiqOPeJQKBQoLy+vddzU1FTtczvpDvuy+OrL8dPDhiHj5gX8/KyfVu3llVXh8f0R+GDFh3jnnXd0FWarxn6sH8yz+Jhj8THH4uDKWiKRy+Xo0qULunTpgtmzZ2P27NnYu3ev2mMWLVqEUaNGwc9PuzcURERERKS94OBgnD17Fk5OTnB3d8fs2bOxYcMGvPrqq7hx40adq6gGBARg3bp1eo+1NVAoFFAoFIYOo06xsbEIDg42dBikQ6ypNLGu0qRtXbt06YLgAH98l3Vf68la+7MLEBIUiI4dO2obJmmBr1VpYl0fTdbW1ti4cSNGjhyJ2bNnY8CAAbCysmpSW6GhocK/27Rp06Q2/P39Nd6a/ubNm3Uev3XrFs6cOQNfX18EBQU12k6nTp2ECb41q581VV0XsFDDOPaQVLAvi6++HIff/RvPOmu/woutQo72bSwQHh6ui/Akgf1YP5hn8THH4mOOxcHJWnpga2uLXbt2ITs7G0ePHhWOV1ZWYs2aNdi0aZMBoyMiIiJ6NISGhgrbuADV21+cOnUK4eHhmDFjBvbv32/A6IiIiB5NMpkMr8+Zi4Vvvon0ikq4mGj2p6q0ikqczCvEug/nabz9CRERASNGjMDYsWPx3Xff4YMPPsDatWsNHZLWLl++jN27dyMpKQnHjh2Do6Mj9u7dq/er/Vvy1vAtdUvXzMxMSWz73NK2dK2PSqWCSqXits/Q/dbwNXngts/ibfucmZlZ5xjh5e2NoB7BuOdmBdfo35Dp/RgqTS2gKM6BTUY0Mnyqt8O1vR8JpdwUBY6+1fmP/QM9+/SHc9u2SExMfKTGiPq2fc7MzOTW8CKNEQ/mu6ioSHhejhHibA3/4JjM9xHibA1fMyZzjNB8jHBxcUFjuA1iHXSxDWJdbt26hc6dO6sd8/LyEjo/EREREelezXu7SZMmYefOnWr3Xb58Gb169UJlZaXa+72abRD79euHsLAwncckhW0QH9aStvzIysqCo6OjQWMg3WJNpYl1laam1DU3NxcBfn7wr6rAN74uUBgZNfj4UqUSk+PTEW9siui4ONja2jYnZGoEX6vSxLpKW33bIFZUVAhfZoSEhCA/Px+XLl1C9+7dAWi3DeKDaj4/absNYl1xa/I5ad++fRg3bpxw29nZGUuWLMHs2bO1er74+Hj4+fk1eRvElrw1fEvFsUcc3AZR/9iXxVdfjgP9/dDfvBDLQt21bvPpX2LRc+TL2LZtmy5CbPXYj/WDeRYfcyw+5lgcDf/1i3SqU6dOaN++vdqxpKQkYUYeEREREelXjx49sGTJEgDAvHnzhCtgmiovLw/h4eHNmoxfUVGB8PDwZi/LHhMTg/DwcBQXFzerndbIqJEv+an1YU2liXWVpqbU1c7ODocOH8bN8gpMjk9HWkVlvY9NLa/E5Ph03CmvxC9HjnCilh7wtSpNrOujzcXFBZ9++imqqqowffp0VFVVGTokrbz88suoqKhAQkICNmzYgKKiIsyZMwf79u3TaxwKhUK4kr7mhxrGsYekgn1ZfPXl+Km+/XEsqQhVSu0mFsfnl+F2RiF69+6ti/Akgf1YP5hn8THH4mOOxcGs6pmfn1+tYzVLuBERERGR/i1evBihoaEoKCjAhAkTUFlZ/xfEjTl48CBCQkIwceLEJreRkpKCkJAQhISENLkNABg0aBBCQkLw559/Nqud1ojvr6WHNZUm1lWamlrXJ598Er+ePoM4Y1P0u5uAOQnpOF9QjISyCiSUVeBcfhFmJ6Sjf3gCEkwUOB0WhtDQUB1HT3Xha1WaWNfWLycnR9iqpSmmTp2KAQMG4OrVq/jiiy90HJ34jI2N4e3tjdmzZ+Ozzz4DAGzdutXAUVFjOPaQVLAvi6++HM+aNQvJ+SU4k1ygVXt7wrNgZ2ODl156SRfhSQL7sX4wz+JjjsXHHIuDk7X0rK6ra0pKSgwQCREREREBgFwux549e2BpaYlLly5h2bJlhg6JiIjokfTkk08iJj4e67/8EgnOrpgSew+DwhMwKDwBU+NSkeTiji82bEB0XBwnahHRI++NN96Al5cXzp8/r3a8Zis0U1PTRtvYunUrzMzMsGTJEiQlJYkSpy6cPn0a/fv3x4cffljn/U8++SQAcAcLIqJHwOOPP44ej3XDp9czUFyh1OicmNxS/CcyD1NfmwZzc3ORIyQiItKMsaEDeNSkpaXVOsb9PYmIiIjEM3nyZEyePLnBxwQEBKCwsFDtmEql3XLqmj5XY237+vpq9NxhYWEN3h8fH99oG8uWLZPk5DRfX19Dh0A6xppKE+sqTc2tq42NDWbPno1Zs2bhzp07wtWbzs7O6NChA2QymQ6iJG3wtSpNrGvrZ2FhAQDIzs5WO56amgoAcHJyarSNgIAALF26FO+++y7mzJmj+yB1xMzMDGfPnkVmZiY++OCDWvcnJCQAALy9vfUdGmmJYw9JBfuy+BrK8dbtX6PvU0/hn6cTsXWAF6xN5fU+Nia3FBNOJsHLry3ee+89ESJtvdiP9YN5Fh9zLD7mWBxcWUuPysrKcOXKFbVjFhYWdW6NSERERERETcNlmaWHNZUm1lWadFVXmUyGjh07YuDAgRg4cCA6duzIiVoGwteqNLGurV+HDh0AALt371bbyn3z5s0AgD59+mjUzsKFC9GlSxccOnRImOj1oNTUVISHhyMzM7PJsebl5SE8PByJiYlNOr9nz57w8fHBnTt3sH//frX70tLS8PbbbwMAJkyYIBzPzMxEeHh4nb8TGQ7HHpIK9mXxNZTjbt264ZfDh3EjV4mhh2Kx5VYGckor1R4Tm1eGFZfu4bn/xcHG3RvHTpyEvb292GG3KuzH+sE8i485Fh9zLA5O1tKj7777Dvn5+WrH+vbtCxMTEwNFREREREQkPcXFxYYOgXSMNZUm1lWaWFfpYU2liXVt/caPHw8PDw8cPnwYgYGBGDFiBDp37oxVq1bB3Nwc77zzjkbtGBsbY/v27ZDL5VAqa28n9e677yIkJAQbNmxocqwHDx5ESEgIJk6c2KTz5XI5Nm/eDBMTE4wbNw6DBg3CrFmzMHr0aAQFBeHvv//GuHHj1NrfsGEDQkJC8O677zY5btI9jj0kFezL4mssx/3798elv/5C32dfwOprmeixPwIj/heHscfiMfRQLPp+H4Hvkyswc94C/H7hIry8vPQUeevBfqwfzLP4mGPxMcfi4DaIepKYmChc4fOgmTNnGiAaIiIiIiLpMjU1NXQIpGOsqTSxrtLEukoPaypNrGvrZ29vjz///BOffPIJjh49ihMnTsDe3h5jxozBkiVL0KlTJ43b6tGjB+bNm4e1a9eKGHHzDB8+HOfPn8eqVavwxx9/4Ny5c7CyssJjjz2GqVOn4tVXX+UKjK0Axx5xhISEoKKiAgBQUVEhLBDAhQLEw74sPk1y3K5dO3y7dy8+X7sWu3fvRnh4OAoLC9HR1hZv9+6NF198Eebm5nqItnViP9YP5ll8zLH4mGNxyFQqlcrQQbQ0O3fuxJQpU9SOffPNN5g8eXKT2rt+/TrGjh2LqKgoteNPPPEELly4ACMjLnBGRERERK1bfn4+bG1tkZeXBxsbG4PGUlVVBblcbtAYSLdYU2liXaWJdZUe1lSaWFci3WtJn4laKo494mOO9YN5Fh9zLD7mWD+YZ/Exx+JjjsXBWUIiKCgoQGxsLPbv34/x48eje/futSZqWVhYYMeOHfVO1Fq2bBlkMpnaT1MnixERERERPUqio6MNHQLpGGsqTayrNLGu0sOaShPrSkSGwLFHfMyxfjDP4mOOxccc6wfzLD7mWHzMsTi4DaKGpkyZUmu1raZSKBTYt28fOnTooJP2iIiIiIiIiIiIiIiIiIiIiIio5ePKWnrm4+ODU6dOYcSIEYYOhYiIiIhIkhwcHAwdAukYaypNrKs0sa7Sw5pKE+tKRIbAsUd8zLF+MM/iY47FxxzrB/MsPuZYfMyxODhZS0/c3d3x8ccf4/bt23jqqacMHQ4RERERkWSZmpoaOgTSMdZUmlhXaWJdpYc1lSbWlYgMgWOP+Jhj/WCexccci4851g/mWXzMsfiYY3FwG8Q62NvbN3mLQplMBlNTU1hbW8PT0xMdO3ZEnz590KtXLxgZcW4cEREREZHY0tLSYGtra+gwSIdYU2liXaWJdZUe1lSaWFciMgSOPeJjjvWDeRYfcyw+5lg/mGfxMcfiY47FwcladRg1ahRGjRpl0BiWLVuGZcuWGTQGIiIiIiIiIiIiIiIiIiIiIiLSHZlKpVIZOggiIiIiImrd8vPzYWtri7y8PNjY2Bg0ltLSUpiZmRk0BtIt1lSaWFdpYl2lhzWVJtaVSPda0meilopjj/iYY/1gnsXHHIuPOdYP5ll8zLH4mGNxcF8+IiIiIiKSlKysLEOHQDrGmkoT6ypNrKv0sKbSxLoSkSFw7BEfc6wfzLP4mGPxMcf6wTyLjzkWH3MsDk7WIiIiIiIiSSksLDR0CKRjrKk0sa7SxLpKD2sqTawrERkCxx7xMcf6wTyLjzkWH3OsH8yz+Jhj8THH4uBkLSIiIiIikhRjY2NDh0A6xppKE+sqTayr9LCm0sS6EpEhcOwRR35+vvBTUlKidpvEwb4sPuZYfMyxfrTmPN+6dQuzZs1C++AguLs4o62PF4YMHoTvvvsO5eXlhg5P0Jpz3Fowx+KQqVQqlaGDICIiIiKi1i0/Px+2trbIy8uDjY2NQWNRqVSQyWQGjYF0izWVJtZVmlhX6WFNpYl1JdK9lvSZqKXi2CMOhUJR55fmpqamKCsrM0BE0se+LD7mWHzMsX60xjxHRERg+mv/xLnffoezlQJPe1nB0cwYpVVKXMkoxaXUArg6O2H5hx9h+vTphg63Vea4tWGOxcGVtYiIiIiISFIiIyMNHQLpGGsqTayrNLGu0sOaShPrSk21c+dOyGQyTJ48udHH+vr6QiaT1fqRy+VwdXXF2LFjcefOnSbFUVRUBDMzM7z//vtan7tt2zb06NED1tbWMDc3R4cOHbBkyRJu76IHHHtIKtiXxccci4851o/WlufLly/jydCeSLlzDZsHeuPSi0H4+EkPvPmYCxY/7oYfnvHDqReC0Me2EjNmzMDixYsNHXKry3FrxByLg+uVERERERERERERERGRKKZMmaK20lRBQQH+/PNPHDhwAMeOHcOFCxfQoUMHrdrcvn17k1YMWrhwIT777DM4Ojpi1KhRMDU1xcmTJ/Hhhx/i8OHDuHDhAkxNTbVul4iIiKi1S0pKwrNPD4ePogp7hvjCTlH3VJJ2DmZY29cL7ezN8OHKlfDw8MDs2bP1HC1R68fJWkREREREJCn29vaGDoF0jDWVJtZVmlhX6WFNpYl1JX1asmQJfH19ax2fM2cOvvrqK6xcuRLffvtto+3ExMTg5s2bOH78OL7++mut44iOjsbnn38Of39/XLx4EW3atAEAlJSUYPDgwfjjjz+wd+9eTJkyReu2STMce0gq2JfFxxyLjznWj9aU5zVr1qCquBA7n/evd6LWg2Z0ckJcfhneX/wupkyZAgsLCz1EWVtrynFrxRyLg9sgEhERERGRpJiZmRk6BNIx1lSaWFdpYl2lhzWVJtaVWoIZM2YAAK5fv67R41966SWMHj0aW7ZsQWVlpdbP9+OPP0KlUmH27NnCRC0AMDc3x5w5cwBUb/1D4uHYQ1LBviw+5lh8zLF+tJY8FxYWYtc332BCoC0czTVf72dWZ2fkFRRg3759IkbXsNaS49aMORYHJ2sREREREZGkpKamGjoE0jHWVJpYV2nSpK7l5eVITk5GZGQk0tPToVKp9BAZNRVfq9LEulJLUFFRAQBwcHDQ6PFr1qzBgQMHcODAgSZttVNSUgJ/f3906dKl1n1yuRwADLYixKOCYw9JBfuy+Jhj8THH+tFa8rx//34UFRdjQjvN3pfV8LY2xUAvW2zetFGkyBrXWnLcmjHH4uA2iEREREREREREJLrIyEhs2rQJO7/+GrkFBcLxgLZ+mDVnLiZPnsyl9YmIHhFKpRLr168HALz88ssanTNw4EDh34WFhVo/59KlS7F06dJax8vKyrBlyxYAwLBhwzRur6ysDGVlZcLt/Px8rWMiIiIiagnu3r0LP3sLeFiZan3uk64WWP93uAhREUkbJ2sRERERETVi586dmDJlCiZNmoSdO3fWur9mK41NmzbB2toahw8fRlVVFQYMGFBne3K5HG5ubnjmmWewYsUKuLi4NCmuRYsW4dNPP8W2bdvw2muvaXROZWUl1q5di7179yI6OhoqlQrBwcGYPHky5syZAyOj1r/4rre3t6FDIB1jTaWJdZWmuupaUVGB2bNnY9u2bbA3NcVYWws80cYNZkYy5FYqcTwnE28vXIj33n0XX23ahClTphggcqoPX6vSxLqSPq1YsQI2NjbC7by8PJw/fx6xsbGYPXu2sB2ivr355pvIzc3F6dOnkZKSgvfffx+DBw/W+PyVK1di+fLltY5HRUXBysoKAQEBSEpKQllZGczNzeHq6oq4uDgAgLOzM1QqFTIyMgAAbdu2xb1791BaWgozMzO4u7sjNjYWANCmTRsYGRnh/v37AABfX1/cv38fxcXFMDU1hbe3N6KjowFUr1JmamqKtLQ0AICPjw+ysrJQWFgIY2NjtG3bFpGRkQAAe3t7mJmZCSsleHt7IycnBwUFBZDL5QgICEBkZCRUKhVsbW1hZWWFlJQUAICnpycKCgqQl5cHmUyGoKAgREVFQalUwtraGnZ2dkhKSgIAuLu7o7i4GLm5ucJqajExMaisrISVlRUcHByQmJgIAHBzc0NZWRmys7MBAIGBgUhISEB5eTksLCzg7OyM+Ph4AICLiwuqqqqQmZkJAPD390dycrKQbzc3NyGHTk5OAKCW79TUVJSUlEChUMDT0xMxMTFCvuVyOdLT0+vMt4+PD6KiooR8KxQKtRxmZ2cL+fb390dERAQAwM7ODhYWFrh37x4AwMvLC7m5uSgoKICRkRECAwPV8m1tbY3k5GQAgIeHBwoLC9XyHR0djaqqKlhbW9fbR1UqFVQqFWJjY4V8Ozo6IiEhAQDg6uqK8vJyId8BAQFITEysM9/Ozs5QKpVCvhvqs05OTpDJZEKf9fPzQ1pampBvLy8voc86OjrC2NhYLd8ZGRkoKiqCiYkJfH19hXw31Gcby7enpyfy8/ORn58v5Lumz9rY2MDGxkbI94N9FgCCg4OFPmttbQ17e3tUVFQgIiICbm5uKC0tRU5OjtBn4+PjUVFRAUtLSzg5Oan12crKSmRlZQn55hhRf74rKiqQkpLCMUIHY4S9vb1aDmv6bEVFBccIkcaIB/NtaWkpPG9LHiNcXV3RvkMHFNvYItelXfW5iVdQ6OiLUktHyCtL4Rz3J1ID+wIALHOSYVqajxy39vCyK4Yi7hDu3buntzHiwfcRD47JHCN0N0YAQFBQEGJjY4UxmWOE5mOEJt/5yFRca56IiIiIqEGNTdaaPXs2Nm7cCFtbWxw7dgyhoaEICwvDgAED4OHhgTFjxqg9Pi8vD7///juioqLg5eWFv/76S+sJW7/99hv69esHpVKp8WQtpVKJ5557DkePHoWnpyeGDh2KoqIinDx5EtnZ2Zg6dSq+/vprreKokZ+fD1tbW+Tl5al9EWMI9+7dg7u7u0FjIN1iTaWJdZWmh+taWVmJf7zwAo4eOYLFbg4Y62ADRR0TgzMrKvFpWja+z87H+vXrMW/ePH2GTQ3ga1WaWFdqqsY+Gz3I19dX+DKnPoMHD8YXX3yBkJCQJsXx3nvv4aOPPtLq3BpmZmbCylhyuRxjxozBli1bYGtrq9H5da2s5eXl1SI+E7VUHHvEoVAoUF5eXuu4qampWh8l3WFfFh9zLD7mWD9aS57feecdfLv5C1waE6j1uV9ev4+t0cXIzs0TIbLGtZYct2bMsTi4shYRERERUTPMmTMHGzduhIODA06cOIHu3bur3R8QEIB169bVOq+qqgrjxo3DgQMHsHr1anz++ecaP2dRUREmT54MpVKpVazfffcdjh49it69e+PEiROwsLAAAKSlpaFXr17YsWMHxo8fj0GDBmnVbktT8MDWWiQNrKk0sa7S9HBd33vvPRw+fBhbfF3R38ay3vPamBhjpacT7ORGWLBgAdq3b6/V6iYkHr5WpYl1JX2Ki4uDr6+vcLu8vBzx8fH4+uuvsWbNGgwaNAh///037Ozs9BpXaWkpsrKycPXqVbz//vvYv38/cnNzcezYMY3OVygUUCgUIkcpLRx7SCrYl8XHHIuPOdaP1pLnXr16YfXq1biZWYzObSw0Pk+lUuFIUiGe7N1HxOga1lpy3Joxx+Jo/XucEBEREREZyNy5c/HVV1/ByckJp0+frjVRqyFyuRxvvPEGACAsLEyr5124cCESExMxcuRIrc47cOAAAGD58uXCRC2gesniRYsWAQD++9//atVmSySXyw0dAukYaypNrKs0PVjXvLw8bPjiC8x0smtwolYNmUyGt9wc0cXSHKs++VjMMEkLfK1KE+tKhmRqaoqgoCCsXr0akyZNQmpqKnbv3m2QWBwdHTFkyBAcO3YMFhYWOH78uLANDOkexx6SCvZl8THH4mOO9aO15PnZZ5+Fl7s7dt/N1uq8axkluHW/ELNmzxEpssa1lhy3ZsyxODhZi4iIiIioCebNm4cNGzbA1dUVZ86cQZcuXbRuw9raGgBQXFys8TknT57E5s2bsXjxYnTr1k2r54uJiQEA9OjRo9Z93t7eAICkpCSt2myJAgICDB0C6RhrKk2sqzQ9WNfdu3ejvLwcE9potp0UABjJZHjVwRq/nglDeHi4GCGSlvhalSbWlVqK0NBQAEBkZKTozzV06FAMGDCgzu3i7O3t0a5dOwDV27yQODj2kFSwL4uPORYfc6wfrSXPxsbGmDFrFn6Ky8OdrBKNzqlQqrD66n34eXtj2LBhIkdYv9aS49aMORYHJ2sREREREWlp/vz5+PLLL+Hh4YGwsDB06NChSe1cvHgRABAUFKTR4/Py8jB16lR07doV7733ntbPt2bNGhw8eBC2trW/NL9w4QIAwMXFRet2Wxp9fNFD+sWaShPrKk0P1nX3jh0YZGMJZxNjrdoYbmsFe4Upvv32W12HR03A16o0sa7UUsTHxwOoXu1XH88VFhaGmzdv1rpPqVQiOTkZwP9dyEK6x7GHpIJ9WXzMsfiYY/1oTXlesGABOnTshFdPJeLvRiZslVUpMe9sEv5ML8b2b74x6MpLrSnHrRVzLA5O1iIiIiIi0sKCBQvwxRdfAADc3d3h7++vdRsZGRnYvXu3sPXgzJkzNTpv7ty5SE9Px86dO2FiYqL18w4dOhTPP/98rePnzp3DZ599BgB48cUXNWqrrKwM+fn5aj8thUqlMnQIpGOsqTSxrtL0YF2Tk5PRTqH9/1cKIxn8FCZISUnRZWjURHytShPrSi1BZGQktm/fDmNjY7XPIYmJiQgPD0deXl6T287MzER4eDhSU1OFY2PHjgUArFixAhUVFcJxpVKJd955B/fv30f//v3h7u7e5OelhnHsIalgXxYfcyw+5lg/WlOeLS0tcfjoMXgGtMPzR+Kw9OI9xOSWqj2mqKIK34Zn4ZlfYnEiuRj79u/HwIEDDRRxtdaU49aKORaHdpc2EhERERE9wn744QcUFhbC398fpaWl+Ouvv7B06VJ8/PHH9Z5z9uxZyGSyOu+TyWRYvHgxnnnmmUaf++eff8aePXuwYsWKJm25WJeKigqsWrUKH374ISoqKvDKK69gxIgRGp27cuVKLF++vNbxqKgoWFlZISAgAElJSSgrK4O5uTlcXV0RFxcHAHB2doZKpUJGRgYAoG3btrh37x5KS0thZmYGd3d3xMbGAgDatGkDIyMj3L9/HwDg6+uL+/fvo7i4GKampvD29kZ0dDQAwMHBAaampigsLERERAR8fHyQlZWFwsJCGBsbo23btsJVQPb29jAzMxO+vPH29kZOTg4KCgogl8sREBCAyMhIqFQq2NrawsrKSpg04OnpiYKCAuTl5UEmkyEoKAhRUVFQKpWwtraGnZ2dsJ2ku7s7iouLkZubCwAIDg5GTEwMKisrYWVlBQcHByQmJgIA3NzcUFZWhuzsbABAYGAgEhISUF5eDgsLCzg7OwsrD7i4uKCqqgqZmZkAAH9/fyQnJwv5dnNzE3Lo5OQEAGr5Tk1NRUlJCRQKBTw9PYUtMtu0aQO5XI709PQ68+3j44OoqCgh3wqFQi2H2dnZQr79/f0REREBALCzs4OFhYWwpYyXlxdyc3NRUFAAIyMjBAYGquXb2tpaWNnAw8MDSqUSERERQr6jo6NRVVUFa2tr2Nvbq+WwtLQUOTk5AKpXrYuNjRXy7ejoiISEBADVqzeUl5cL+Q4ICEBiYmKd+XZ2doZSqRTy3VCfdXJygkwmE/qsn58f0tLShHx7eXkJfdbR0RHGxsZq+c7IyEBRURFMTEzg6+sr5LuhPttYvj09PYVJlTX5rumzNjY2sLGxEfLdUJ9tLN+BgYGIj49HRUUFLC0t4eTkpNZnKysrkZWVJeS7tLQUEREReh8j0tLSAIBjhEhjRM0Y7ODgABc3V/g93h33rcxhf/VPFHv5oszJGUZlZWhz8Tzu9xsMADBPSYJJbg7yO3Su7sM3rqB9dw8EBAQgKiqq0TGisLBQLd8cI3Q7RigUCuFcfY4Rhnof8aiMETKZTKir1N9HtNQxwsfHB63ZsWPH0L9//3rv3759u/DvFStWwMbGRritVCqRlJSEY8eOobS0FKtWrUJwcLBw/8SJE3H27Fl88803mDx5cpPi27BhA5YvX45JkyZh586dAIC3334bP/74I3755RcEBwdj4MCBqKysxMWLFxEREQF3d3d8/fXXTXo+0kxdqzwTtUbsy+JjjsXHHOtHa8uzi4sLzp7/DR9//DG2b92Cr+9EooOTFRwVMpRWyXA3uwRFFVV47tlnsOeDJXj88ccNHXKry3FrxByLQ6biNDgiIiIiogbt3LkTU6ZMAQCEhITg1KlTuH37NoYPHw6ZTIYzZ86gb9++aueEhYVhwIAB8PDwwJgxY9Tuk8vlcHV1xfDhw9GpU6dGnz8zMxMdOnSAl5cXLl68CGPj6msuli1bhuXLl2Pbtm147bXXtPqdTp48iblz5yIiIgJGRkZ45513sGLFCo2XrC4rK0NZWZlwOz8/H15eXsjLy1P7IsYQCgsLYWVlZdAYSLdYU2liXaXpwboGBwSgR24GVng6a9WGSqXCwOh7eOG1aVi/fr0YYZIW+FqVJtaVmurBz0YNuXbtGp5//nlhgtuD5HI5HB0d8cQTT2Du3LkYOnSo2v39+/dvdLJWTRzvvfcePvroo1r313xWenCyFgDk5OTgk08+waFDh4SJen5+fnjuueewaNEiYYJiU+Tn58PW1rZFfCZqqTj2iEOhUKC8vLzWcVNTU7XP7aQ77MviY47FxxzrR2vOc1lZGQ4cOICwsDDk5ubC3Nwc/v7+mDJlSou68KA157i1YI7FwclaRERERESNqPkiIDg4GOfPnxf+gD937lxs2LAB3t7euHHjBuzs7IRzaiZr9evXD2FhYc16/pdeegk//fQTrly5go4dOwrHmzJZq7i4GK+//jp2794NAOjZsye++uordO/evVkxtqQvJiIiItSuzKfWjzWVJtZVmh6s66JFi7D9i/X4LdgLZkZGGrfxV2EJxsWk4OTJkxg8eLBYoZKG+FqVJtaVSPda0meilopjjzg4WUv/2JfFxxyLjznWD+ZZfMyx+JhjcWj+lzIiIiIiokdcaGio2pXWa9asQbt27ZCYmIgZM2aI9ryXLl1CeXk5OnXqBJlMJvzUbEM4bdo0yGQyLFu2rMF2SktLMWTIEOzevRv29vbYsWMHLly40OyJWkRERHWZOXMmcssrcDi3UKvz9mbnI8i/LQYOHChSZERERERERERERIZjbOgAiIiIiIhaK3Nzc+zZswe9evXCd999h6effrrebTqaY+rUqcjOzq51/OLFi7h06RIGDx6MDh06IDQ0tMF2Vq9ejT/++ANeXl44e/Ys/Pz8dB5rS+Dp6WnoEEjHWFNpYl2l6cG6+vv749lnnsFnp39FLytzuJuaNHr+qbwiHMktxPoVn8BIi9W4SDx8rUoT60pEhsCxh6SCfVl8zLH4mGP9YJ7FxxyLjzkWBydrERERERE1Q48ePbBkyRIsWbIE8+bNQ58+feDv79/k9vLy8pCamgoLCwt4e3sDAJYsWVLnY5ctW4ZLly7hpZdeqrUNYnh4OIDqL8pNTKq/HN+1axcAYP/+/ZKdqAUABQUFsLS0NHQYpEOsqTSxrtL0cF2/3rEDoY8/jgnx6dju7Qx/M9N6zz2SW4hFyRl4ftQozJo1Sx/hkgb4WpUm1pWIDIFjD0kF+7L4mGPxMcf6wTyLjzkWH3MsDl6iSERERETUTIsXL0ZoaCgKCgowYcIEVFZWNrmtgwcPIiQkBBMnTmxWTCEhIQgJCUFKSgoAIDk5GXFxcbCwsMD+/fuxYMGCOn82bNjQrOdtCfLy8gwdAukYaypNrKs0PVxXFxcXhJ0/DysvbzwTmYQ5Cem4UFiMKpUKAFCiVOJgdj7+EXsP8xLS8MKYMfjPvn1cVasF4WtVmlhXIjIEjj0kFezL4mOOxccc6wfzLD7mWHzMsTi4shYRERERUTPJ5XLs2bMHXbt2xaVLl7Bs2TIMHjzY0GGpSUtLAwAUFxdj/fr19T6uX79+mDNnjr7CEoVMJjN0CKRjrKk0sa7SVFddfXx88OeVK9i1axe++mI9Xo2MAgCYyeUoraoCAAwdMgQ/z5mD5557jhO1Whi+VqWJdSUiQ+DYQ1LBviw+5lh8zLF+MM/iY47FxxyLQ6ZS/f9LGYmIiIiIiJooPz8ftra2yMvLg42NjaHDISKiFkqlUuH3339HREQEiouLYWtriyeffBIBAQGGDo2IiKhZ+JmIDEWhUKC8vLzWcVNTU5SVlRkgIiIiIiJqDC9VJCIiIiIiSYmKijJ0CKRjrKk0sa7S1FhdZTIZnnrqKfzzn//E3LlzMXHiRE7UauH4WpUm1pWIDIFjD0kF+7L4mGPxMcf6wTyLjzkWH3MsDk7WIiIiIiIiSVEqlYYOgXSMNZUm1lWaWFfpYU2liXUlIkPg2ENSwb4sPuZYfMyxfjDP4mOOxccci8PY0AEQERERERHpkrW1taFDIB1jTaWJdZUm1lV6WFNpYl2JyBA49ohj3LhxqKysBACUlJTA3NwcAGBszK8AxcK+LD7mWHzMsX4wz+JjjsXHHIuD79SIiIiIiEhS7OzsDB0C6RhrKk2sqzSxrtLDmkoT60pEhsCxRxw7d+4U/l1cXAwLCwvDBfOIYF8WH3MsPuZYP/SZZ5VKhd9//x2bN23CtSuXUVBQAGtrK3R9rAdenzULvXv3hkwm01s8+sK+LD7mWBzcBpGIiIiIiCQlKSnJ0CGQjrGm0sS6ShPrKj2sqTSxrkRkCBx7xMcc6wfzLD7mWHzMsX7oK89nz55F106d0KdPH/xx5CeEyrMw2rkKofJsXDz2M/r06YMuHTsiLCxML/HoE/uy+JhjcXCyFhERERERERERERER6c3OnTshk8kwefLkRh/r6+sLmUxW60cul8PV1RVjx47FnTt3mhRHUVERzMzM8P777zfpfCIiIiJD+/777zFk8GCYZyfiP8P9cHa0P1b08sCi7q5Y0csDYS/44z/D/WCZk4ShQ4bgwIEDhg6ZiMBtEImIiIiISGLc3d0NHQLpGGsqTayrNLGu0sOaShPrSq3RlClTYGNjI9wuKCjAn3/+iQMHDuDYsWO4cOECOnTooFWb27dvR1lZma5DpXpw7BEfc6wfzLP4mGPxMcf6IXaef//9d0wYPx7P+FhhXV8vmBjV3ubQSCZDXw9r9HKzwoJzSZgwfjxcXV3Rp08fUWPTF/Zl8THH4uBkLSIiIiIikpTi4mJYW1sbOgzSIdZUmlhXaWJdpYc1lSbWlVqjJUuWwNfXt9bxOXPm4KuvvsLKlSvx7bffNtpOTEwMbt68iePHj+Prr78WIVKqD8ce8THH+sE8i485Fh9zrB9i5/mdtxahvb0p1vbxrHOi1oNMjGRY28cTiQVxePftt/DbHxdEi0uf2JfFxxyLg9sgEhERERGRpOTm5ho6BNIx1lSaWFdpYl2lhzWVJtaVpGTGjBkAgOvXr2v0+JdeegmjR4/Gli1bUFlZKWJk9DCOPeJjjvWDeRYfcyw+5lg/xMzzzZs38dsfFzCzoyNM5ZpN+zCVG2Fmxzb4/cJF3LhxQ7TY9Il9WXzMsTg4WYuIiIiIiIiIiIiIiFqliooKAICDg4NGj1+zZg0OHDiAAwcOYPbs2WKGRkRERCSarVu3wtXaDMN8bLU6b6iPDVytzLB161aRIiMiTXAbRIlTqVQoKCiAtbU1ZLKGlz4kIiIiIpKC4OBgQ4dAOsaaShPrKk2sq/SwptLEupJUKJVKrF+/HgDw8ssva3TOwIEDhX8XFhY2+bnLyspQVlYm3M7Pz29yW48Kjj3iY471g3kWH3MsPuZYP8TM89+3b6Gnk6LR7Q8fZmIkQ09nM/x9+7ZIkekX+7L4mGNxcLKWxBUUFMDW1hZ5eXmwsbExdDhERERERKKLiYmBv7+/ocMgHWJNpYl1lSbWVXpYU2liXak1WrFihdrfuPPy8nD+/HnExsZi9uzZwnaI+rJy5UosX7681vGoqChYWVkhICAASUlJKCsrg7m5OVxdXREXFwcAcHZ2hkqlQkZGBgCgbdu2uHfvHkpLS2FmZgZ3d3fExsYCANq0aQMjIyPcv38fAODr64v79++juLgYpqam8Pb2RnR0NIDq1cVMTU2RlpYGAPDx8UFWVhYKCwthbGyMtm3bIjIyEgBgb28PMzMzpKamAgC8vb2Rk5ODgoICyOVyBAQEIDIyEiqVCra2trCyskJKSgoAwNPTEwUFBcjLy4NMJkNQUBCioqKgVCphbW0NOzs7JCUlAQDc3d1RXFyM3NxcZGdno1evXoiJiUFlZSWsrKzg4OCAxMREAICbmxvKysqQnZ0NAAgMDERCQgLKy8thYWEBZ2dnxMfHAwBcXFxQVVWFzMxMAIC/vz+Sk5OFfLu5uQk5dHJyAgC1fKempqKkpAQKhQKenp6IiYkR8i2Xy5Genl5nvn18fBAVFSXkW6FQqOUwOztbyLe/vz8iIiIAAHZ2drCwsMC9e/cAAF5eXsjNzUVBQQGMjIwQGBiolm9ra2skJycDADw8PFBYWKiW7+joaFRVVcHa2hr29vZCDisrK+Hk5IScnBwAQFBQEGJjY4V8Ozo6IiEhAQDg6uqK8vJyId8BAQFITEysM9/Ozs5QKpVCvhvqs05OTpDJZEKf9fPzQ1pampBvLy8voc86OjrC2NhYLd8ZGRkoKiqCiYkJfH19hXw31Gcby7enpyfy8/ORn58v5Lumz9rY2MDGxkbI94N9Fqj+grqmz9bk+/r163BwcICbmxtKS0uFfAcGBiI+Ph4VFRWwtLSEk5OTWp+trKxEVlaWkG+OEfXn+/79+/D29uYYoeMx4sE+m52djdDQUI4R0P0Y8WC+4+LiYGZmJvRZXY4RXbt1g0N7X1Qp7yLHrT3KzWxgUlYAh5TbSG/bCwBgnRUHo6pK5DkHVuc/4S/kOwWgx7BuSKo0QVVVVascIx58H/HgmMwxQndjBPB/7yNqxmSOEZqPES4uLmiMTKVSqRp9FLVa+fn5nKxFRERERKJrSe87IyIieLWPxLCm0sS6ShPrKj2sqTSxrmRoO3fuxJQpUzBp0iTs3Lmzwcf6+voKXwrVZ/Dgwfjiiy8QEhLSpDjee+89fPTRR1qdW9fKWl5eXi3iM1FLxbFHfMyxfjDP4mOOxccc64eYeR4yeBBMYi5j2yBfrc+d/msCyvwew6nTp3UfmJ6xL4uPORZHq1lZKz4+Hrt378bNmzdRWloKHx8fjBgxAsOHDzd0aERERERE1IJYWVkZOgTSMdZUmlhXaWJdpYc1lSbWlVqjuLg4+Pr6CrfLy8sRHx+Pr7/+GmvWrMGgQYPw999/w87OTi/xKBQKKBQKvTyXVHDsEcfZs2dRsy5DRkaGsGKETCZDv379DBmaZLEvi485Fh9zrB9i5jm015NY99t5FFVUwdJErvF5RRVVOJdajPkTnhQtNn1iXxYfcyyOFjFZ69tvv8W2bdtw5coVnDt3Do899pja/d999x2mTp2KkpISteObN29Gr169sHfvXvj4+OgzZCIiIiIiaqEcHBwMHQLpGGsqTayrNLGu0sOaShPrSlJgamqKoKAgrF69Gunp6di1axd2796NefPmGTo0qgfHHnEMHToU5eXltY6bmpqqrf5GusO+LD7mWHzMsX6Imefp06fjk08+wY/RuXg1xFHj8w7G5KK4ogrTp08XLTZ9Yl8WH3MsDiNDPnlxcTEGDx6MSZMm4fz587UmYwHA7du3MXHiRBQXF+PhHRtVKhX++OMP9O7dW9jvkoiIiIiIHm2JiYmGDoF0jDWVJtZVmlhX6WFNpYl1JakJDQ0FAERGRho4EmoIxx6SCvZl8THH4mOO9UPMPHt5eWHkiOew6U42sksrNTonp7QSm25nY8Rzz8Lb21u02PSJfVl8zLE4DDZZS6lU4umnn8bp06drTcJ60CeffILy8nLIZDIA1cu2Ojs7w8jo/0K/d+8eJkyYIHrMRERERERERERERETUstRczO3q6mrYQIiIiIj06NPPPkeJsTkmnkxEVknDE7aySysx8VQiiuRm+PSzz/UUIRHVx2CTtbZv347z588Lk7BsbGzwz3/+E56ensJjCgoKcPDgQeExHTp0QExMDFJTU5Geno7x48cLj7148SKOHTum31+CiIiIiIhaHDc3N0OHQDrGmkoT6ypNrKv0sKbSxLqSlERGRmL79u0wNjbGiy++KBxPTExEeHg48vLyDBgdPYhjD0kF+7L4mGPxMcf6IXae/f39cezESdxTKvD0L7HYePN+rVW2sksrsfHmfQw/FIuUKgWOnTiJgIAAUePSJ/Zl8THH4jA21BOvXr1amITVpUsXHD9+HM7OzmqPOXbsmLCftkwmw6ZNm+Dj4wOgel/MXbt24dq1a7h79y4A4Ntvv8Xw4cP1+FsQEREREVFLU/MZgqSDNZUm1lWaWFfpYU2liXWlluLYsWPo379/vfdv375d+PeKFStgY2Mj3FYqlUhKSsKxY8dQWlqKVatWITg4WLh/4sSJOHv2LL755htMnjxZjPBJSxx7SCrYl8XHHIuPOdYPfeT5sccew6W/LmPpkiX4bP9+fHYtA12dLGBlDBRWAtczigEjOV566SUsW74cfn5+osekT+zL4mOOxWGQyVrR0dGIi4sDUD0Ja/v27bUmagHAiRMnhH97eXnhqaeeUrtfLpdj2rRpePPNNwEAFy5cEDFqIiIiIiJqDbKzs+Hk5GToMEiHWFNpYl2lSdO6qlQq4SI+atn4WpUm1pVaivT0dKSnp9d7f2FhofDvb775Ru0+uVwOR0dHDB48GHPnzsXQoUNFi5N0g2MPSQX7sviYY/Exx/qhrzz7+vpi1+7d+Ozzz7Fz505cv34d+fn5cLWxwZiuXTF58mS0adNG9DgMgX1ZfMyxOAwyWevKlSsAqidq+fr6onv37nU+7vTp08Lj6lsxa9iwYQCq/8gXHx+PqqoqyOVyEaImIiIifcjNzcXu3bvx/f79SE9Lg1KphKNTGzz97HOYNm0a3N3dDR0iEREREWmpuLgY+/fvx+aNG3Hnzh0UlZTAxtIST4SGYtbs2RgxYgSMjQ22ADwREenZ5MmTNV7tKj4+vknPERYWptM4iIiIiFq6Nm3aYOHChYYOg4g0YGSIJ83IyBD+3bFjxzofk5KSgri4OOEqy4EDB9b5OC8vL7Xbubm5ugmSiIiI9ConJwfTp0+Hh5sb/vXGG1DcuYne+VnoX5QL56hwrPnoI3h7eeHFMWOEFTqJ9GXnzp2QyWT1/hFfpVJh1qxZkMlksLGxwfnz5xEWFgaZTFbnj7GxMby8vDBjxowGryJ/WFxcHKZMmQIvLy8oFAo4OTlh5MiRuHTpksZtxMfHY+LEiXB3d4epqSmcnZ0xYsQInD17VuM2WrrAwEBDh0A6xppKE+sqTXXVdevWrfB0c8M/p06FWVQ45tpZ4ENPJ8ywMUP2nxcxevRo+Hl748iRIwaImBrD16o0sa5EZAgce0gq2JfFxxyLjznWD+ZZfMyx+JhjcRjkksX8/Hzh3w/uMf+gc+fOAfi/ZfH79u1b5+NMTEzUbpeXl+soSiIiItKXpKQkDBs8GPfi4zDdwRpjHVzhbKL+NqWgqgoHcwrw9ZH/ITQsDEeOH693dU4ifZszZw42bdoEW1tbHDt2DKGhocJV3B4eHhgzZoza4/Py8vD7779j69atOHr0KP766y+4uLg0+Bzh4eEIDQ1FXl4e+vTpg2eeeQYxMTH45ZdfcPz4cRw5cgSDBg1qsI2EhAR0794d2dnZeOqppzBy5EjExcXh8OHDOHz4MPbv348XX3yxWbloCRISEuDn52foMEiHWFNpYl2l6eG6rlixAkuXLsUYB2u83s4HPgr1v+PMcAbuFJdh7f1sjBgxArt27cIrr7yi77CpAXytShPrSkSGwLGHpIJ9WXzMsfiYY/1gnsXHHIuPORaHQSZrPThBKysrq87H/Prrr8K/27ZtC1dX1zofd//+/XrbJiIiopYvJycHw4cMQX5SAr5v6wY/hWmdj7OWyzGxjR2etbPG9IR0DB8yBBf+/BMBAQF6jphI3Zw5c7Bx40Y4ODjgxIkTtSYRBgQEYN26dbXOq6qqwrhx43DgwAGsXr0an3/+eYPPs2DBAuTl5WH9+vWYN2+ecHzfvn0YN24cXnvtNURFRTW4hdT777+P7OxsfP7553jjjTeE4z/99BNGjx6NRYsWSWKyFi/gkB7WVJpYV2l6sK67d+/G0qVL8aarA2a5ONR7TgcLBbb4uGJxcgamTJ4MHx8f9OnTRx/hkgb4WpUm1pWIDIFjD0kF+7L4mGPxMcf6wTyLjzkWH3MsDoNsg/jg1oWRkZG17q+srMThw4eFbWIGDBhQb1sXLlwQ/q1QKGBpaanbYImIiEhUS5cuRUpcLL7xdql3otaDHI3l2O7jAqvSEsycPl0PERLVb+7cufjqq6/g5OSE06dPa7Xam1wuFyZM1azCVZ+cnBycOnUKXl5eahO1AODll1/G448/jvj4eFy8eLHeNlQqFX788Uc4ODjUauP5559HYGAgEhIS1LYsb60sLCwMHQLpGGsqTayrNNXUtaqqCh8sXoxn7KzwurN9o+fJZTJ85OmEEHMFli35QOwwSQt8rUoT60pEhsCxh6SCfVl8zLH4mGP9YJ7FxxyLjzkWh0Ema4WGhgr/jouLw/Hjx9Xu3759O9LT06FSqQAAw4cPr7etLVu2AABkMhm6desmQrREREQklsLCQuzcsQOv2FmhrVnjE7Vq2BvLMdfJFr+eOYPw8HARIySq37x587Bhwwa4urrizJkz6NKli9ZtWFtbAwCKi4sbfFxCQgKqqqrqnQzm7e0NoHpL0frk5ubCzc0Nffr0gVwur3V/zTEpfPBydnY2dAikY6ypNLGu0lRT1yNHjiAxJQXTnOwgk8k0OtdEJsNkB2ucDjvL93gtCF+r0sS6EpEhcOwhqWBfFh9zLD7mWD+YZ/Exx+JjjsVhkMlaLi4uGDBgAFQqFVQqFSZNmoT//Oc/uHXrFtavX48333xT+EOepaUlnn766TrbWb58Oc6cOSPcHjhwoF7iJyIiIt3Yu3cvioqL8ZKj9tsYD7e1goPCFJs3bxYhMqKGzZ8/H19++SU8PDwQFhaGDh06NKmdmpWwgoKCGnycp6cnDh48iA8+qL3SSEVFBa5cuQKg+n12fezt7REdHY2ffvqp1n0nT57E3bt30bt3b0msVBsfH2/oEEjHWFNpYl2lqaauX2/bhk5WFuhkYabV+cNtreCoMMWOHTtEiI6agq9VaWJdicgQOPaQVLAvi485Fh9zrB/Ms/iYY/Exx+IwNtQTL1myRNju5f79+3j11VeF+2pW1JLJZJg0aRLMzc2F+yIjI7F371789NNPuH37NmQyGVQqFeRyOWbMmKHX34Fat+LiYpw/fx6nT5/G1atXER4ejszMTADVX2a2a9cOffr0weTJk+Hn52fgaImIpOngDz+gt7UF3E1NtD5XYSTDSGtzHDxwAOvWrdN9cET1WLBgAb744gsAgLu7O/z9/bVuIyMjA0ePHsWiRYsAADNnzmzw8W3atMHzzz9f67hKpcKCBQsQHx8PNzc39O7dW+MYTpw4gV9++QXR0dE4deoU2rVrh6+//lrj88vKylBWVibczs/P1/hcIiKSvujISHQ3a9p7vPYKE8TExIgQFRERERERERERkeEZbLJWv379sHjxYnz88cfChKsaNbednZ2xZMkStfNOnjyJDz/8UHiMTCaDTCbDihUr4Onpqe9fg1qh9PR0zJ8/H//73/9QVFRU52NSU1ORmpqKM2fO4KOPPsK0adPw6aefwsrKSs/REhFJ2/30dLQzqb0dm6Y8TE2QmZ2tw4iIGvbDDz+gsLAQ/v7+KC0txV9//YWlS5fi448/rvecs2fP1rv9k0wmw+LFi/HMM89oHUtcXBymTZuGX3/9FSYmJtixYwcUCoXG51+9ehUbNmwQbpeUlODmzZsIDg7W6PyVK1di+fLltY5HRUXBysoKAQEBSEpKQllZGczNzeHq6oq4uDgA1csmq1QqZGRkAADatm2Le/fuobS0FGZmZnB3d0dsbCyA6olqRkZGuH//PgDA19cX9+/fR3FxMUxNTeHt7Y3o6GgAgIODA0xNTVFaWoqIiAj4+PggKysLhYWFMDY2Rtu2bREZGQmgenK+mZkZUlNTAVRvJZmTk4OCggLI5XIEBAQgMjISKpUKtra2sLKyQkpKCoDqlc4KCgqQl5cHmUyGoKAgREVFQalUwtraGnZ2dsKWlO7u7iguLkZubi4AIDg4GDExMaisrISVlRUcHByQmJgIAHBzc0NZWRmy//+4FhgYiISEBJSXl8PCwgLOzs7CVUwuLi6oqqoSLjbw9/dHcnKykG83Nzchh05OTgCglu/U1FSUlJRAoVDA09NTmBTRpk0byOVypKen15lvHx8fREVFCflWKBRqOczOzhby7e/vj4iICACAnZ0dLCwscO/ePQCAl5cXcnNzUVBQACMjIwQGBqrl29raGsnJyQAADw8PGBsbIyIiQsh3dHQ0qqqqYG1tDXt7e7UclpaWIicnB0D1qnWxsbFCvh0dHZGQkAAAcHV1RXl5uZDvgIAAJCYm1plvZ2dnKJVKId8N9VknJyfIZDKhz/r5+SEtLU3It5eXl9BnHR0dYWxsrJbvjIwMFBUVwcTEBL6+vkK+G+qzjeXb09MT+fn5yM/PF/Jd02dtbGxgY2Mj5LuhPttYvgMDAxEfH4+KigpYWlrCyclJrc9WVlYiKytLyHdVVRUiIiL0PkakpaUBAMcIkcaImjHYw9MTTuYmuN/3qeqcXv0TxV6+KHNyhlFZGdpcPI/7/QYDAMxTkmCSm4P8Dp2rYyo4ChdnZ0RERGg0RhQWFqrlm2OE7seImnP1OUYY6n3EozJGKBQKoa5Sfx/RUscIHx8fED1qGloNmqg1YV8WH3MsPuZYP5hn8THH4mOOxSFTPThLygDWrl2LJUuW1Jo04+Ligp9++gk9e/ZUO/7VV19h7ty5apO13n///Tq/KKLqFQ5sbW2Rl5cHGxvtt5iSosuXL+Pxxx+vddzX1xdubm4wNTVFXFyc8IeaGj169MCvv/7KPBIR6VC3zp3Q/l4iVng2bb/rnRm5+CyrAMWlpTqOjEjdzp07MWXKFABASEgITp06hdu3b2P48OGQyWQ4c+YM+vbtq3ZOWFgYBgwYAA8PD4wZM0btPrlcDldXVwwfPhydOnXSKpbS0lKsWbMGq1atQklJCTw8PLBnzx4MGDBA69+rrKwMycnJ+O9//4tly5ZBpVLh/PnzePLJJzU69+GVtby8vFrE+86srCw4OjoaNAbSLdZUmlhXaaqpa/euXeGXGIvV3tr/Qe+l2FQEPjsC//3vf0WIkLTF16o0sa5Euse/xTeOY484FAoFysvLax03NTVV+9xOusO+LD7mWHzMsX4wz+JjjsXHHIvDYCtr1XjjjTcwceJE/PTTT7hz5w7Ky8vRvn17TJgwAba2tvWeZ21tjeHDh+Ott97CY489pseISSpkMhn69euHKVOmYNiwYbVmhF6+fBlz587FxYsXhdvTp0/Hvn37DBEuEZEkOTo5IzUxrsnnp1VUwsHOTncBETUiODgYZ8+ehZOTE9zd3TF79mxs2LABr776Km7cuAG7OvpjQECAzrbqvHr1KsaNG4fIyEgYGxtj7ty5+Oijj5r8RYBCoYC/vz/ef/99FBUVYdWqVdi+fbtGk7UUCoVWK3npU2ZmJj88SgxrKk2sqzTV1HXgkCHY9sV6lCqVMDMy0vj85PIKXC0owoyBA0WMkrTB16o0sa5EZAgce0gqHqW+XFZWhh9++AG7d+5EYkIcKioqYO/giOdGjsK0adPg5uYmyvM+Sjk2FOZYP5hn8THH4mOOxaH5X8tE5OjoiH/+85/4/PPPsWHDBsyaNaveiVrjx49HYmIisrOzsW/fPk7UIq0ZGRlh9OjRuHnzJs6cOYOJEyfWuXRfjx49cPbsWfTr1084tn//fly/fl2P0RIRSduIkSNxvqAEGRWVWp9boVLhUEEJnnv+ed0HRlSP0NBQYSsYAFizZg3atWuHxMREzJgxQ9TnvnjxIvr06YPIyEg8+eSTuH79Or744guNJ2r95z//Qf/+/bFt27Y676+ZoFWzvQwREVFzzJw5E3nlFTicW6jVef/NyoONlRXGjx8vUmRERERERNQYlUqFzz77DF4e7pgwYQLy71xEb5NcDLYqhntOLFZ/9CG8vbww7uWXha2siYiISHMtYrKWNuzt7eHp6QkjLa7KJHrQY489hh9++AEdO3Zs9LGmpqbYsmWL2rEff/xRrNCIiB45kyZNgomJCb7Lztf63FN5RbhfWobXX39dhMiINGNubo49e/bA2NgY3333HXbu3CnK8yiVSrzyyisoLi7GpEmTcO7cOXTo0EHrds6ePYuff/65zvsSEhIAAN7e3s2KtSXw9/c3dAikY6ypNLGu0lRTV39/fwwfNgwbMvORpeHE/KjScvwnpwiTpk6FpaWlmGGSFvhalSbWlR4kk8kgk8mE276+vpDJZOjZsyeUSmW953l6eqqdpymVSgUvLy+88sorWp/722+/4emnn4a9vT1MTU0REBCAt956C4WF2k0OrrF9+3bIZDJER0c36XzSDscekgqp92WlUonXXnsNCxcuxHAn4Mw/gnDgaT8sC3XH+0+44asB3rj8cjCWPO6CE78cRK+eTyA5OVmnMUg9xy0Bc6wfzLP4mGPxMcfi4IwnokYEBwcjMDBQuH337l0DRkNEJC12dnYY/8or2J1TiHvlFRqfV1ilxJeZeegdGoouXbqIGCFR43r06IElS5YAAObNm4eYmJhmtZeXl4fw8HAkJiYKx86fP4+YmBh06NAB27Ztg1wub7Sd8PBwhIeHo6Ki+rX19NNPw8rKCsePH8dvv/2m9tioqCh89NFHAIAJEyY0K/6WQNd/ICTDY02liXWVpgfrumnzZpRbWmFyQjrSG5mwFVlShikJ6fAJDMSKFSvEDpO0wNeqNLGupIk///wTGzdu1Hm7hw4dalIfPHToEPr374+zZ89i0KBBeOWVV2BkZIR///vf6Nu3L4qLi7Vqr6qqCps3b9Y6Dmo6jj0kFVLvy0uWLME333yDdX29sLK3JwLtzGo9xsZUjqkd2uDQs34ozkjFs08Pb/LE2bpIPcctAXOsH8yz+Jhj8THH4jA2dAAPysjIgJ2dHUxMTGrdd/HiRWzduhU3b95EaWkpfHx8MHLkSEyePBkKhcIA0dKjxNHREVFRUQCA/HztV38hIqL6ffzxx/j1xAlMTbiPb3xc4Gba8NuTwiolZiWmI00mx/dbt+opSqKGLV68GEeOHMHFixcxYcKEWpOhtHHw4EFMmTIF/fr1Q1hYGIDqyVpA9UpeixYtqvfc8ePH44knngAAhISEAADi4uLg6+sLe3t7rF27FtOmTcOAAQMwbNgweHt7IykpCSdOnEB5eTneeecdtS2gW6uysjJDh0A6xppKE+sqTQ/W1dfXF6fOnMHwIUPwTHQKXrS1xDhHW/go/u/vPn+XlOHbzDwcyi9CcLsQHDl+HLa2toYInerB16o0sa6kCZlMhvfeew+jR4+Gu7t7s9pKTk7GjRs3cObMmSZNkKqqqsKsWbNgZGSEP/74A127dgUAlJeXY/To0Th8+DC+/PJLvP322w22U1FRgWvXruHatWvYvXs3rly50pRfh5qIYw9JhZT7ckpKClatWok3uzljTKB9o4/3tVFg92AvDPvpLnbs2IF58+bpJA4p57ilYI71g3kWH3MsPuZYHAafrFVWVoZ///vf2LZtG1JSUvDnn3/iscceU3vM559/jrfeegsqlQoqlQpA9epGx44dw5o1a3DgwIFa51DLNWHCBPznP//R6LEymQzW1tawtbVFQEAAevTogWeffVbvXyLWbAsEAM7Oznp9biIiqXNxccHxU6cwZOBA/CMuFa87WuN5extYy9UXAC1TqnAsrxCbM/ORbiTHof/9D506dTJQ1ETq5HI59uzZg65du+LSpUtYtmwZBg8erLP209LSAACXL1/G5cuX631c165dhcladXnttdfg6emJtWvX4sKFCzh+/Djs7OwwcOBAzJ49G88995zOYjYkc3NzQ4dAOsaaShPrKk0P17Vjx4746+pVfPbZZ9ixbRu2hyfAx9IcFkZGKKhSIrm4BJ5urli8ZCEWLFgAa2trA0VO9eFrVZpYV9LE9OnTsWXLFsydOxc//PBDs9pasGBBs9q4ffs2UlJSMGTIEGGiFgCYmpri3XffxeHDh3H27NlGJ2tFRESgZ8+eTY6DmodjD0mFlPvytm3boJAb4bUObTQ+J9jeDMN9bbBpwwbMnTu3SVvkPkzKOW4pmGP9YJ7FxxyLjzkWh0xVM/vJANLS0jB48GDcvXsXKpUKMpkMf/31l9rEq99//x19+/YVJmnJZDLhsTXHrKyscP78eW6DVIf8/HzY2toiLy8PNjY2hg4HANCuXTtEREQ0q43g4GB88cUXGDp0qI6iqt/FixfRq1cv4faGDRswe/Zs0Z+3OZRKJY4cOYKDBw/i0qVLuHfvHgoKCmBhYQF3d3d06dIFTz/9NP7xj3/AysrK4LEeO3YMhw4dwsWLF5GSkoK8vDxYWlrCwcEBnp6e6NevH4YNG4bevXsbNFYiEldqairmz5uHH3/8EQojIzxtbQ4vhQmMANyvqMLRwhJklZVjYP9+WP/lBnTs2NHQIRPRA1rS+86Kioo6V+ul1os1lSbWVZoaqmtJSQkOHDiAO3fuoLCwELa2tnjiiSfw3HPPwdjY4NcTUj34WpUm1pUeVPOles3f2319fZGQkIDs7Gx07twZycnJOHToEEaMGKF2nqenJ1JSUqDJVwwXL14Utk+5c+cOli1bhgkTJuDbb7/VKMbr16+jW7duGDp0KI4fP65239mzZ9G/f3+MHTsW+/fvb7Cd/Px8nDhxQri9dOlS/P3334iKikJAQIBGsTTUdkv5TNRScewRh0KhQHl5ea3jpqamXAlDJFLty0qlEp7ubhhkX4lVvT21OveP1EKMPRKLsLAwnSy4INUctyTMsX4wz+JjjsXHHIvDqPGHiKOsrAyDBg3C33//3eDjVq5cKUzOAgBbW1v07NkTbdpUz+iWyWQoLCzEuHHjUFVVJXrc1DyFhYWIjIxsdjsREREYNmwY3n//fR1E1bCVK1cK/zYzM8Po0aNFf87mOHXqFIKDgzFixAjs2LEDd+7cQU5ODiorK5Gfn4/w8HDs378fkydPhre3N/79738b7LVz5MgRBAUF4dlnn8WWLVtw48YNZGZmoqKiArm5uYiNjcW5c+fw4Ycf4qmnnkL//v1x7dq1BtuMj4+HTCYT9admSyoi0i03Nzd8d+AAEhIT8db77yPc2R3/KQd2lylxydYRr8x8HXfv3sWvZ8I4UYuIGhQbG2voEEjHWFNpYl2lqaG6mpubY+LEiVi9ejW++uorfPLJJ3j++ec5UauF42tVmlhX0oS1tTU2btwIAJg9ezYKCwub3FZoaCjGjBmDMWPGNOlL/Hbt2sHV1RVnz57FpUuXhONlZWXC3281ubDXxsZGiGPMmDFwcnLSOpYHnzs/P1/thxrGsYekQqp9OTc3F6np9/GUu/YX+fdytYSxkRHu3Lmjk1ikmuOWhDnWD+ZZfMyx+JhjcRjsr2Fr167F3bt3hRWyfHx8MG3aNPj7+wuPyczMxPHjx4WJWn369MHhw4dhZWWFqqoqvPfee1izZg2A6sk7Bw8exJgxYwzy+5Bmrl27VutKqzZt2sDDw6POxxcUFCA1NRUlJSV13v/xxx/DxcUFc+fO1XmsALB3714cOnRIuD137ly4ubmJ8ly6sHr1arzzzjsaPz4nJwdvvfUWjhw5gp9++gm2trYiRvd/VCoV/vWvf2Ht2rVanXf27FlhHND3VphEpD8eHh5YunQpli5dWuf9KpUKv//+O6KiolBYWAhra2t07NgR3bt318kS20RERERERERUbcSIERg7diy+++47fPDBB1r/PU9XzMzMsHv3bowdOxZPPfUUnnnmGbRp0wbnzp1DdHQ0XnzxRUyaNEmvMa1cuRLLly+vdTwqKgpWVlYICAhAUlISysrKYG5uDldXV8TFxQEAnJ2doVKpkJGRAQBo27Yt7t27h9LSUpiZmcHd3V34UqxNmzYwMjLC/fv3AVSvfHb//n0UFxfD1NQU3t7eiI6OBgA4ODjA1NQUaWlpAAAfHx9kZWWhsLAQxsbGaNu2rXAxtb29PczMzJCamgoA8Pb2Rk5ODgoKCiCXyxEQEIDIyEioVCrY2trCysoKKSkpAKpXVSsoKEBeXh5kMhmCgoIQFRUFpVIJa2tr2NnZISkpCQDg7u6O4uJi5ObmIjMzE8HBwYiJiUFlZSWsrKzg4OCAxMREANUX8pWVlSE7OxsAEBgYiISEBJSXl8PCwgLOzs6Ij48HALi4uKCqqgqZmZkAAH9/fyQnJwv5dnNzE3JYMynvwXzXfO+gUCjg6emJmJgYId9yuRzp6el15tvHxwdRUVFCvhUKhVoOs7OzhXz7+/sLu4zY2dnBwsIC9+7dAwB4eXkhNzcXBQUFMDIyQmBgoFq+ra2thdXoPDw8UFhYqJbv6OhoVFVVNbiFtEqlgkqlQmxsrJBvR0dHJCQkAABcXV1RXl4u5DsgIACJiYl15tvZ2RlKpVLId0N91snJCTKZTOizfn5+SEtLE/Lt5eUl9FlHR0cYGxur5TsjIwNFRUUwMTGBr6+vkO+G+mxj+fb09BQmVdbku6bP2tjYwMbGRsj3g30WgFqftba2hr29vZAHNzc3lJaWIicnR+iz8fHxqKiogKWlJZycnNT6bGVlJbKysoR8t7QxwsTEBGPHjoV9gB3yqjJgWpqPHLf21c+TdA1Fdh4osXaGUVUFXGP/QGpAX6hkMljkpcKsKBPjXn4JCoUCRUVFTRojHsx3ZmYmxwgdjRH29vZqOazps5mZmQgKCuIYAd2PEQ/mu6ioSHje1j5GGPp9xMP5rhkjHhyTOUbobowAIIwRNWMyxwjNxwgXFxc0xmDbILq7uwtJGzBgAA4fPgyFQqH2mF27dmHKlCkAqlfQunr1aq2tDnv27Im//voLMpkMzz//fLP2vZeilrb08rp16/DGG2+oHVu9ejXeeuutes+pqKjA77//jo8//hinTp2qdb+1tTWioqI06vDauHXrFnr16oWioiIA1YP/lStXYGlpqdPn0ZW1a9fizTffrPM+U1NTeHh4IDc3VxhcHxYaGoqwsLBar0MxvP7669i8eXOd99X8p1ZYWIiMjAwolcpaj7GyssLt27fh4+NT6774+Hj4+fnpPOYHnTlzBv379xf1OYiotry8POzevRsbv/wS4f//zZWp3AjlVdXjxGNdu2DWnLkYN24cLCwsDBkq0SOpJb3vzM7OhoODg0FjIN1iTaWJdZUm1lV6WFNpYl3pQfVtg1hRUSF8+RESEoL8/HxcunQJ3bt3B6DdNogPCgsLw4CmMSzkAAEAAElEQVQBA7TaBhGo/nvttGnT1FbWqol//vz5WLVqldZ/2+zfvz/Onj3bpG0Qy8rK1LaYy8/Ph5eXV4v4TNRScewRx/r164XdM4qLi4W/i8nlcsyfP9+QoUmWVPtybm4u7O3t8VV/b4zyt9Pq3EqlCv67bmPDVxsxc+bMZsci1Ry3JMyxfjDP4mOOxccci8Mg2yDeunULaWlpwvaGGzdurPND1MmTJ4V/BwUF1ZqoBQAzZswAUP1B8s8//xQvaNKJq1ev1jrWtWvXBs8xMTFB//79ceLEiTo/WBQUFGDnzp06irBacnIynn32WWGilrm5Ofbt29diJ2pdvHixzglvw4YNQ1hYGEpKShAbG4vs7GxkZWVhzZo1tZb4vnjxIv71r3+JHuv27dvrnKg1YcIEXLp0CSUlJYiOjkZaWhrS0tKwbt062NnZqT22sLAQr7/+uuix1qVmdi+Jq6qqCkePHsWqVauwePFifPzxx9i3bx9KS0sNHRoZyPXr19G+XTDeWDAf/pUZ2P90W8RN6YTYyR0RM7kjdg3xhV12PKZNew1dO3cSrmIgIiIiIiIiouZxcXHBp59+iqqqKkyfPl2YFKJPCQkJ6N+/P/766y8sW7YMiYmJKCwsxG+//YZevXph3bp1ou2+UB+FQiFcSV/zQ2QI8+fPx5tvvok333wTs2bNEv7NiVqkLVtbWwT5++NEkvbbuv6alI8qpQo9e/YUITIiIiLpMdhkLQDCMmtBQUF1Pu7MmTPC44YNG1bnY/r06SP8+969e6ioqNBxtKRLV65cqXWssclaNWQyGT7//HO0b9++1n3Hjh1rbmiCzMxMDB06VFhe0djYGPv379c4Tn1TKpWYM2cOKisr1Y6//fbbOHbsGPr16wcjo/97qTs4OGDRokX4/fffa20/uWnTJly+fFm0WNPT02ut/mVmZoZ9+/bh22+/xRNPPKG2hZmTkxPmz5+Pq1ev1tp+8ujRo/jrr79qPYevr6+wvHNzf65du6Y2Qc/IyAjfffddvWMWNV9WVhZWr16NAD9fPPPMM1i1dAn2rF+HtR9+iHHjxsHD1RWLFi0SlnqlR8O1a9fQ96mn0EZZhD9eDMaWgd7o7W4FE6Pq8UIhN8IgbxvsHuKDM6ODUJWdht69QrmHNtEjrGZJapIO1lSaWFdpYl2lhzWVJtb10ZOTkyNs7dIUU6dOxYABA3D16lV88cUXOo6ucV988QWys7MxZ84cLF26FF5eXrC0tETv3r1x5MgRODk5Yfv27cI2LNQycewRH3OsH1LNs0wmw+tz5uBIfD7uF2v3feuu8Bz0fLwHunXrppNYpJrjloQ51g/mWXzMsfiYY3EYZLJWzV6UQPXWcnWJiYkR9osEgIEDB9b5OE9PT7XbNfuVUstTXFws7PNZw83NDc7Ozhq3YWRkJGyN+aCavUabKzc3F0OHDsXdu3eF59uzZw9GjBihk/bFcPDgwVqT4J577jmsWrWqwfMCAwOxd+9etWNKpRJr1qzReYw1li5dioKCArVjW7ZswUsvvdTgeX5+fti1a1et41u2bNFpfA9KT0/HyJEjhdXVAGDNmjUtui+0drdu3ULXTp2w9L338FhhHn4I9MTldt4IC/TApXZeONXOG8+byrBt/Xp06tABR44cMXTIpAe5ubl49unhaGspw4HhPvCwMm3w8QF2Zjj4tC8sKorw7NPDUV5erqdIiYiIiIiIiFquN954A15eXjh//rza8ZrPzaamDX/eBoCtW7fCzMwMS5YsES501Ze///4bADBo0KBa99na2qJnz55QqVSIjo7Wa1xERFIzadIkGJuY4PNr9zXe5vb3e4U4l5yP12fPETk6IiIi6TDIZK0HJz9YWVnV+ZgHPzTKZDI89dRTGrVtiCWYSTPXr1+vVZ+mzLB/7LHHah17cAJgUxUUFGD48OG4du0agOp+9/XXX+Pll19udtti2rBhg9ptExMTbNy4UaNz+/XrhyFDhqgdO3jwIJKTk3UWX42srKxaE67GjRuHiRMnanT+kCFDEBoaqnbsxIkTOovvQVVVVXjxxRfV/uj0j3/8Qy/bRD6q7t69i35PPQXr/FycCvLCGm8XdLEwU1tpzVdhisXubXAu2AuhCjlGjhiBo0ePGjBq0oedO3ciMzMT2wZ6wtJErtE5jubG2NLfE+GRUTh48KDIERJRS9S2bVtDh0A6xppKE+sqTayr9LCm0sS6PnosLCwAoNbKUzUXTDs5OTXaRkBAAJYuXYrCwkLMmaPfL+Rrthh88ALvB9X8Xo6OjnqLibTHsUd8zLF+SDnP9vb2WP/Fl/g2PAufXk1vdMLWn2lFmHYmCUMHD8b48eN1FoeUc9xSMMf6wTyLjzkWH3MsDoNM1rK1tRX+ff/+/Tofc/LkSQDVE2ZCQkLg4OBQ5+Me/nD2YNvUsly9erXWsaZsLWhtbV3rmJmZWVNCEhQVFeHZZ5/FpUuXhGMbN27E5MmTm9Wu2JKSkhAWFqZ2bMSIEfDy8tK4jYcnS1VWVuLAgQO6CE/Nzp07UVpaKtyWy+VYtmyZVm08vKpVUlISSkpKdBGemqVLl6pNGPXz88OOHTt0/jxUrby8HCOeeQZOVRXY6+cKN1PjBh9vKTfCV94u6GdtgRf/8Q+9X8lJ+qNSqbBpwwY842sDd8vGr/B9UHtHc/Ryt8HGDV+KFB0RtWT1fYFDrRdrKk2sqzSxrtLDmkoT6/ro6dChAwBg9+7dqKysFI5v3rwZANCnTx+N2lm4cCG6dOmCQ4cO1dmPUlNTER4e3qyLa/Py8hAeHo7ExETh2MiRIwEAq1atqnWh6cGDB3HhwgU89thj8Pf3BwBUVFQgPDwc4eHhTY6DdI9jj/iYY/2Qep6nTZuG1atXY/31+3j5eAJOJOShSqk+aSsypxTv/ZGCccfj0e3xUBz44QeYmJjoLAap57glYI71g3kWH3MsPuZYHAaZrOXn5yf8+++//641K7u4uBhHjx4VVlSpbwtEQH0FLisrK5ibm+s4WtKVh7fqA5o2WauuD/qurq5NCQkAUFpaipEjR6r1pbVr12LmzJlNbhMAli1bBplMpvaj68lfv/zyS61jkyZN0qqNZ599FnK5+mo1p06dalZcdfnxxx/Vbj/99NMICgrSqo1x48Zh5cqVaj+6Xk3v9OnTWLlypXBbLpfj22+/Fa7eI9376aefEBMfj7UebWAj12zlJGOZDJ97OcOoslLU7TDJsM6dO4fImBi8Glz3hO3GvBpsh3O//V5rC14ikj4xJnOTYbGm0sS6ShPrKj2sqTSxro+e8ePHw8PDA4cPH0ZgYCBGjBiBzp07Y9WqVTA3N8c777yjUTvGxsbYvn075HI5lEplrfvfffddhISE1NoNQBsHDx5ESEiI2kWm48ePx9ixYxEfH4+QkBC88MILmDFjBvr27YvRo0fD1tZW7WLLlJQUhISEICQkpMlxkO5x7BEfc6wfj0Ke33rrLfz888+ocAvE1FMJePKHaLx6Ih5TT8bj2V9iMfDHSBzLlOHtxe/h+MmTOv8O5VHIsaExx/rBPIuPORYfcywOg0zWCg0NFSaH3Lt3D/v27VO7/7PPPkNubq4wiWv48OF1tqNSqfDll9UrZshkMnTv3l3EqKm5dDVZ6/r167WOPfnkk02IqHpFnxdeeAGnT58Wjq1atQoLFixoUnv6VrMCXQ2ZTIa+fftq1Ya9vT3at2+vduzcuXNqV9g1V1ZWFi5evKh2rOZqOG34+fnhnXfeUfupbyvVpigoKMCUKVPU/tC0cOHCJvcv0sxXX3yBnjaWCDZXaHWeldwIL9haYNvmzSgrKxMpOjKkiIgIyGTAE66WTTq/5/8/LzIyUpdhEVEroFBo938KtXysqTSxrtLEukoPaypNrOujx97eHn/++Sdmz54NIyMjnDhxAvfv38eYMWNw6dIldOnSReO2evTogXnz5okYbW0ymQz79+/H3r178fjjj+PMmTPYsWMH4uLiMHXqVFy9elWr34EMg2OP+Jhj/XhU8jxy5Ehc+usy/vrrL4ye9Bpsuw+EcYfe6DzsBezbtw+JySlYvny5KPl4VHJsSMyxfjDP4mOOxccci6PhvaZEYm9vj2effRaHDh0CAEyfPh1xcXHo1KkTTp8+jS+//BIymQwqlQoODg4YMmRIrTZKSkowd+5cta31hg4dqrffgbRTWlqKu3fvqh2ztrZGQECA1m3VtUXfqFGjtG6nsrISL730Eo4dOyYcW758Od5++22t2zKUhyfAhYSEwM7OTut2HnvsMdy6dUu4XVhYiPj4+CbVpy6//fZbrSvthg0bppO2delf//qX2vLqfn5+WLp0qQEjkr7o6Gic+/13rPd2adL54x1tsTsiEYcPH8bo0aN1HB0ZWmFhIcxNjGH0/1fa1JaVSfWc9IKCAl2GRUStgKenp6FDIB1jTaWJdZUm1lV6WFNpYl0fTe7u7hqteBUfH9/oYz7//HN8/vnntY7v3LkTO3fubPDc/v3719pt40GTJ0+ud4eC8ePHY/z48Y3G5+vr2+Bz1AgLC2v0MaQ7HHvExxzrx6OW5x49eqBHjx56fc5HLceGwBzrB/MsPuZYfMyxOAyyshZQPSnGxMQEMpkMRUVF+OCDD/D888/jiy++gFKphEqlgkwmw4wZM2Bs/H9zyi5fvoxJkyahbdu2+Oabb4StEs3NzTFt2jRD/TrUiBs3btRaqalz585C/TS1b98+XLt2Te1YcHAwRowYoVU7VVVVeOWVV/DTTz8JxxYvXowlS5Zo1Y4hZWdnIykpSe1Y586dm9RWhw4dah2LiYlpUlt1ebhmNjY28Pb21ln7unDmzBls27ZN7djGjRu5tarIav7419nCrEnnB5iZwtLEWKM/IlLrY21tjeLySlQpG//jal0KK6oniXIbU6JHjy7fx1DLwJpKE+sqTayr9LCm0sS6EpEhcOwRH3OsH8yz+Jhj8THH+sE8i485Fh9zLA6DTdbq0qUL1q9fDwDChJ2aK11qbvv7++Odd95RO+/SpUvYs2cP0tPThXNkMhk2btwIR0dHfYVPWnpwBbQa2m6BeO3aNUyfPl3tmJGREbZu3QojI827skqlwmuvvYb9+/cLxxYuXIiPP/5Yq3gMLTY2ttaxpk6A8vDwqHVMl4PuzZs31W4HBwer3U5OTsaXX36JYcOGISgoCNbW1rC0tISfnx+GDx+Of//736JOxqmoqMDs2bPVjr300kv1bsFKulNcXAwAMDdq2spJAGAhl6OoqEhXIVELUrNF64W0wiad/9u96vNCQkJ0FhMRERERERERERERERERUXMYZBvEGjNnzoSzszPmz5+PlJQUAP83Yat9+/b46aefYGVlVee5NdskmpubY8OGDZg4caLe4ibtPbxdH6DdZK09e/Zg9uzZtbayWrlyJfr27atVLAcOHFBbitvU1BS3bt3SeGKOi4sLdu3a1ejjli1bhmXLlmkVmzaSk5NrHfPy8mpSW+7u7rWOZWRkNKmtusTFxandrlkqsaCgAIsWLcL27dtRVVVV67z4+HjEx8fj+PHjWLx4McaNG4dVq1bVGW9zfP7552rbdFpYWGDdunU6fQ6qW82KR/lVSrQx0f58lUqFgopK2Nra6jgyagmefPJJdGjXDrvupuEpd2utz98dkYtBAwfC399fhOiIqCVr06aNoUMgHWNNpYl1lSbWVXpYU2liXYnIEDj2iGP9+vXC39eLiopgaWkJAJDL5Zg/f74hQ5Ms9mXxMcfiY471g3kWH3MsPuZYHAadrAUAo0ePxqhRoxAWFoY7d+6gvLwc7du3x/Dhw+tdLcnY2BhBQUF47rnnMH/+fLi5uek5atKWNitrKZVK5OTkICEhAWfPnsWOHTtw+/ZttccYGxtj1apV+Ne//qV1LDUr+dQoLy/H8ePHNT7fx8dH6+cUQ1paWq1jTR0o69oiTJcrFdVMxqxhZWWFhIQEDBkyBFFRURq1UVlZiT179uDo0aP45ptv8Nxzz+kktoyMDHz00Udqx+bMmQNXV1edtE8N69ChA0yMjRFWUIy2ZqZan3+hsASlVVXo1q2bCNGRoclkMsyaOxfz5s5BQn4ZfGwUGp97LaMYV9IK8OPGOSJGSEQtlVwuN3QIpGOsqTSxrtLEukoPaypNrCsRGQLHHnG89dZbKC8vr3Xc1NSUk7VEwr4sPuZYfMyxfjDP4mOOxccci8Pgk7WA6uIOGjQIgwYNavSxM2bMqLVdGbVs5eXltSZbAcDjjz/epPb69OmDzz77rMnnS8XDk84AwNzcvEltmZmZ1Tqmq8lalZWVyMzMVDtWVlaGgQMH1trK0cTEBK6urjA1NUVGRgby8/NrtZeZmYkXXngBBw8e1MmErZUrV6Kw8P+2WLOyssJbb73V7HZJM05OThgzZgz+e+hnTG5jCyOZdtsh7s0uQId27fDUU0+JFCEZ2quvvoo1q1bin6eT8f3TPrBTNP7WJbWoAjPDUtClU0eMGDFCD1ESUUuTnp4OOzs7Q4dBOsSaShPrKk2sq/SwptLEuhKRIXDsIalgXxYfcyw+5lg/mGfxMcfiY47FUffSVS2YsXGLmF9GWrh16xYqKiqa1Ya5uTneeustXLlyBefOnWvWRK3JkydDpVI1+Sc+Pr5Zv4uulJaW1jpW16QrTdR1Xl3tN0VRUZGwvWmNAwcOqE3U6t27N37++Wfk5uYiMTER0dHRyMvLQ2xsLNasWVNr8K+srMTYsWMRGRnZrNhSUlKwadMmtWPz5s2Do6Njs9ol7cyaPRtxxSX4NV+7CYLxZeU4lVeIWXPnQqblJC9qPaytrXH0+AncrzLGP44mIDq34bHpRkYxnj8SByNre/zvyFG+byAiIiIiIiIiIiIiIiKiFqXVTdai1ufKlSvNbqOkpAQ7duxAYmKiDiKSBqVSWeuYqan228jV11ZTJ349rK5JXzWTt4yMjPD555/jt99+w8iRI2FhYaH2OD8/PyxatAh37txB27Zt1e4rKSnBe++916zYPvzwQ7X4bGxssHDhwma1Sdrr3bs3hg0dirdTshBeUqbROVkVlXgt8T7a+vlh4sSJIkdIhhYSEoLfL1xEuZUj+v8QiQkn4nE8IQ85pZUoq1Iiq6QSP8XkYPSRODx7KBqO3v744+IleHp6Gjp0IjIQX19fQ4dAOsaaShPrKk2sq/SwptLEuhKRIXDsIalgXxYfcyw+5lg/mGfxMcfiY47F0aImaymVSly4cAGffvopXn/9dYwZMwZPP/00hgwZIjwmNTUVYWFhdU4uoZaprslabdu2RZcuXWr9BAQEwMrKqs52MjMz8eKLL+K3334TO+RW4eGJTQCavIJZZWWlRu03RVlZ/ZNvPv30U7zxxhuNtuHu7o6DBw/W2g/3+++/R1xcXJPiio2NxY4dO9SOzZw5E/b29k1qj5pOJpPhuwMHENC+PcbFpeJYbiGqHlqNrYZKpcLVohKMiUtDqaU1jp44Ue+YQdLSrl073Lkbjl27dqHUNQj/PJWATnv/hv/O2+jyn78xJywJlkHdcODAAVy+eo0TtYgecffv3zd0CKRjrKk0sa7SxLpKD2sqTawrERkCxx6SCvZl8THH4mOO9YN5Fh9zLD7mWBwtYm+gnJwc/Pvf/8amTZuQn5+vdp9KpVLb3ioyMhKDBg2Cr68v3n//fUyZMkXf4ZKWrl69WuvY4cOH0a5duzofr1KpcOPGDWzYsAE7duxQ20KvsrISM2fOxK1btx75bc8sLS1rHWtoYlRDCgsLax3T1WSthydY1ejSpQsWLFigcTudO3fG+PHjsWfPHrXjx48fx8yZM7WO69NPP1Wb3GZiYoJ58+Zp3Q7pho2NDc6cO4eXX3oJc44dg6e5GcbZWaKvtQWs5UYoVipxragU/8ktwp3CYnRs3x7/O3IEPj4+hg6d9Mjc3BwTJ07ExIkTcevWLURFRaGgoAA2Njbo0KEDgoKCDB0iEbUQxcXFhg6BdIw1lSbWVZpYV+lhTaWJdSUiQ+DYQ1LBviw+5lh8zLF+MM/iY47FxxyLw+Ara505cwZBQUFYvXo18vLy1CbmqBpYWSU+Ph6vvfYahg8fjoKCAn2FS1qqqKjArVu31I5ZWVk1+IW6TCZD165dsX37dmzevLnW/Xfu3MHPP/+s81hbm7pWE8rNzW1SWw9PkgQAV1fXJrX1MIVCUefx6dOnaz3hbvr06bWOnTt3TuuY8vPza036evHFF+Hh4aF1W6Q7NjY2OHzkCC5evIhBL47FF1n5GBGZhP53E/BMRBLeT8mEX9/+OHz4MK7fvMmJWo+4Tp06YfTo0Zg0aRJeeOEFTtQiIjVN3RqaWi7W1LCqqqpw+PBh/OOFF9C1U0e0CwhA6BNP4IMPPkBSUlKT22VdpYl1lR7WVJpYVyIyBI49JBXsy7pTWVmJgwcPYtTIEejSqSNCggLRu1cofv31V6SlpRk6PEljP9YP5ll8zLH4mGNxGHSy1sWLF/Hss88iKytLbQUtlUpVa0WtuqhUKpw8eRKDBw9GaWmpPkImLd25c6fWak9du3aFkZFmXW/69Ol44YUXah3fsmWLTuJrzdzd3Wsda+ob1/T09FrHdLX3rK2tbZ3H+/Xrp3VbvXr1qrWi2L1797RuZ/fu3bVWE2vK6lykezKZDD179sTOXbuQmpaOixcv4sSJE/j999+RnJyMXw4fxjPPPFPvim1EREQAOKFXglhTw9mzZw8C/Hzx3HPPIfLUCXRITcKTeZlwibqLdatXwdfXF6Off75J78tZV2liXaWHNZUm1pWIDIFjD0kF+3LzqVQqbN68Gb7eXhg9ejSS/gxDt6o0PGWaC8f0cLy98E14eXpi/LhxyMzMNHS4ksR+rB/Ms/iYY/Exx+Iw2GSt0tJSjB8/HqWlpcKkLHd3dyxbtgxnz57FlStX6lxZq0ePHli1ahUcHR0hk8mgUqlw+fJlLFy4UN+/AmngypUrtY499thjWrXx4Ycf1pq4d+LEiSZ9GSAlda0ik5yc3KS26jrPz8+vSW09zMTEBPb29rWON2UVK7lcjoCAALVjTXmTvnHjRrXb7dq1Q58+fbRuh8Rlb2+Pnj17YsiQIXjyySfrnKBIRNTa7Ny5EzKZDJMnT67zfpVKhVmzZkEmk8HGxgbnz59HWFgYZDJZnT/Gxsbw8vLCjBkz6px8ralFixZBJpNh+/btTW6jJYmKijJ0CKRjrKlhLFu2DBMnTkRIQS5+CPTEwbZuWOHpjPc8nPC5jyt+C/bGMjdHXDh+DKGPP47IyEit2mddpYl1lR7WVJpYV3pQzeeLGr6+vsIFdUqlst7zPD09tV45H6j+3OPl5YVXXnmlSfE219atW7FgwYI6f95//32DxPSo4NhDUsG+3DwqlQpvvPEGXn/9dfSyLMOxUYH45bm2+PhJDywLdcemgT448v40fPC4C04cOohePZ9AYmKiocOWHPZj/WCexccci485FoexoZ54w4YNiI+PFz7Mvf7661i3bh1MTEwAAAkJCXWeZ2lpibfeeguvvPIKnnvuOdy4cQMqlQpbtmzBG2+8AX9/f739DtS4q1ev1jrWvXt3rdro0KED+vfvjzNnzgjHlEolvv/+e8ybN6/ZMbZWHh4esLS0RFFRkXDszp07TWrr4S9VLC0ta02Kag4/Pz/k5OSoHatrG0dNPLyyVn3bpdbn9OnTuHv3rtqxiRMnNikWIiIiXZszZw42bdoEW1tbHDt2DKGhoQgLCwNQ/X//mDFj1B6fl5eH33//HVu3bsXRo0fx119/wcXFRavn/O233/D555/r6lcgIonYtGkTli9fjn+5OmCms32dX8RayY0wvo0tBtpaYlJ8Op4eOhSXLl9GmzZtDBAxERER6dqff/6JjRs3Ys6cOTpt99ChQ1pfdDp58mTs2rWr0cctXboUy5Yta/AxX375JW7fvl3nfY6Ojvjoo4+0io2IiLSzevVqrF+/Hh/3csek9nV/fjSTy/DPDm0w2MsaL59IxDPDh+GPi5dgY2Oj52iJiIjEYbDJWl999ZXw7xdffFHttibc3d1x+PBhdOzYEbm5uVAqldixYwc+/vhjXYdKzaCLlbUAYNy4cWqTtQDgwIEDj/RkLQDo1q0bfvvtN+H29evXNdpC9GEPT6rr2bMnjI11NzyEhITUeo7s7Gw4Oztr3VZubq7abScnJ63O3717d61j48eP1zoOIiIiXZszZw42btwIBwcHnDhxotYE94CAAKxbt67WeVVVVRg3bhwOHDiA1atXazXxqqioCJMnT27wavnWyMHBwdAhkI6xpvpVWFiId956Cy872OB1l8Zz72pijK99nPFcdArWr1+PDz/8UKPnYV2liXWVHtZUmlhX0oRMJsN7772H0aNHN3vF8+TkZNy4cQNnzpzB5s2btT5/6NChsLOzq/f+77//Hvfu3UO3bt0abEelUiE2NhYTJ07UaPIX6RbHHpIK9uWmy8zMxNIlSzCzk1O9E7UAwCq7eiUtHxsFdg/2wrCfI7F161butKRD7Mf6wTyLjzkWH3MsDoNsg3j9+nVh5SyZTIZPP/20Se24ublh/vz5wso6J06c0FmM1HxVVVW4efOm2jFzc3OEhIRo3daoUaNgZKTeXf/44w/cv3+/WTG2dkOHDlW7nZWVVecEuYbk5OTgxo0basf69u3b7NgeFBoaWutYfVevNaSsrAwxMTFqx7TZrrGyshK//PKL2rHu3btzn10iIgAlJSX47LPPMHPmTLz22mv45ZdftF69kJpu7ty5+Oqrr+Dk5ITTp09rtRKpXC7HG2+8AQDCKlyaWrhwIRITEzFy5EitzmvpFAqFoUMgHWNN9es///kPCouK8LpL7e3M6+NpaoJRNpbYtnkzysvLNTqHdZUm1lV6WFNpYl1JE9OnT0d+fj7mzp3b7LYWLFiA5557Dp999pnaTgGaGj9+PNatW1fnT//+/XHv3j0sXrwYo0aNarCde/fuobi4GEFBQU39VagZOPaQVLAvN90333wDmUqJWZ0bvhDfuPz//q8ItDPDsz622LzxK8ldcGhI7Mf6wTyLjzkWH3MsDoNM1qpZYUcmk6Fr167w9PRscls1H75UKhXu3LnDLxVbkL///hslJSVqx7p27Qq5XK51W87OzujVq5faMaVSiZ9//rlZMbZ2w4YNq3Xshx9+0KqNn3/+GVVVVWrHHt5iqbkGDRpU69jRo0e1bufcuXMoKytrtO2Gzs/OzlY7JrUvp4mItKVUKvHSSy/BwsICCxcuxJYtW/D1119j5MiRXLFUT+bNm4cNGzbA1dUVZ86cQZcuXbRuw9raGgBQXFys8TknT57E5s2bsXjx4kavPm9tUlNTDR0C6Rhrql9bNn6FAbaW8DA10eq8CY42SM/MxKFDhzR6POsqTayr9LCm0sS6kiZWrlwJT09P/Pjjj7UugNTWwoULceDAARw4cKDRbQq1ERcXh0mTJqFXr15Yvnx5o4+Pjo4GAAQGBuosBtIcxx6SCvblplGpVNiy8Ss852sDB7OGd3fJdVVf+GFSiANi4uLx66+/ihniI4X9WD+YZ/Exx+JjjsVhkMlaD66G1NwVbQICAoR/l5WVIScnp1ntke7oagvEGs8//3ytYz/99FOT25OCxx9/HMHBwWrHvv76axQWFmp0vlKprLWdUvfu3dGhQwddhQigehvEjh07qh3bvn078vLytGrn4e1STU1Na60u1pCDBw/WOqbN+UREUvPBBx9ALpfju+++q/f+mj9kkzjmz5+PL7/8Eh4eHggLC2vy/8EXL14EAI2vDs/Ly8PUqVPRtWtXvPfee016zrKyMuTn56v9EFHrp1KpcOvO33jK0kzrc4PMFXA1N8OtW7dEiIyIiIj0zdraGhs3bgQAzJ49W+O/OdYlNDQUY8aMwZgxY9CvXz9dhYiZM2eitLQUX3/9tUYXCdd8xvX09MTevXuxePFifPDBBzh48CAqKiq0em5+JiIi0k5JSQli4hPQ18NK63O7O1vA0tSYnzeJiEgyGp62LBJzc3Ph3yYm2l2p+zBjY/Vf4eFVd8hwalZQe5A2W/o8bNSoUVi0aJHasV9//RUFBQXCahItybJly2pdzTVp0iTs3LlTZ88hk8nw5ptvYsaMGcKxjIwMLF++HP/+978bPX/VqlW1tkCcNWuWzuJ70Jw5czBz5kzhdm5uLubMmYM9e/ZodP6JEydqraQ2adIkODs7axzDw5P7rKys0KNHD43PJyKSip07d2LKlCkaPfa3335TmxxPurNgwQJ88cUXAAB3d3f4+/tr3UZGRgaOHj0qvEd68P/ahsydOxfp6en43//+1+T34ytXrqzzyvWoqChYWVkhICAASUlJKCsrg7m5OVxdXREXFwegetVUlUqFjIwMAEDbtm1x7949lJaWwszMDO7u7oiNjQUAtGnTBkZGRsIFH76+vrh//z6Ki4thamoKb29v4QsXBwcHmJqaoqKiAhEREfDx8UFWVhYKCwthbGyMtm3bIjIyEgBgb28PMzMz4aogb29v5OTkoKCgAHK5HAEBAYiMjIRKpYKtrS2srKyQkpICoPqLnYKCAuTl5UEmkyEoKAhRUVFQKpWwtraGnZ0dkpKSAFTXtri4GLm5uQCA4OBgxMTEoLKyElZWVnBwcEBiYiKA6m3ey8rKhJVAAwMDkZCQgPLyclhYWMDZ2Rnx8fEAABcXF1RVVSEzMxMA4O/vj+TkZCHfbm5uQg6dnKq3Fngw36mpqSgpKYFCoYCnp6ew1XSbNm0gl8uRnp5eZ759fHwQFRUl5FuhUKjlMDs7W8i3v78/IiIiAAB2dnawsLDAvXv3AABeXl7Izc1FQUEBjIyMEBgYqJZva2trJCcnAwA8PDxgbm6OiIgIId/R0dGoqqqCtbU17O3t1XJYWloqXMQTFBSE2NhYId+Ojo5ISEgAALi6uqK8vFzId0BAABITE+vMt7OzM5RKpZDvhvqsk5MTZDKZ0Gf9/PyQlpYm5NvLy0vos46OjjA2NlbLd0ZGBoqKimBiYgJfX18h3w312cby7enpKXyBWJPvmj5rY2MDGxsbId9OTk7o1LkzvB7rgvvmpnA+9ysye/WB0lQBRcZ9WCQnIKfb4wAAm7u3UWlljWKv6ouwnM6fxtBhw2Bvb4/k5GQ4OTmp9dnKykpkZWUJ+ZbJZIiIiND7GJGWlgYAHCNEGiNqxmB9jhGFhYVq+eYYodsxok2bNsK5DfXZxvIdGBiI+Ph4VFRUwNLSstExwlDvIx6VMcLa2lqoq9TfR7TUMaK5FzHry4gRIzB27Fh89913+OCDD7B27VpDhyTYu3cvTpw4gXfffRft2rXT6Jya1/yoUaOEmtTw9/fHDz/8oPFqxy35M1FLHctqJsS19vc7LW0sq49KpYJKpeL7HWj3mUiT9zs173n5fke7MaKgoAA9e/aEtX057gU+Vf08qXdQbm6HIjuP6vxHnUW6Xy9UGSuQ7dYBVtmJyPSuXggiqG0pAAh15hjRvPc7FRUVHCNEGiMezLelpaVan+UYofvPRA+OyXwfIc5nooqKCqSkpHCM0GKMcHFxQWNkKgPsG7h//36MGzdO2AaxrhWYEhIS4OfnVx2kTFZrm7YacXFxwhdbMpkMpaWlzZ4AJiX5+fmwtbVFXl4ebGxs9PrcvXv3xh9//KF27Pr1603a2qdG+/btcffuXbVj+/btw0svvdTkNsWij8laAFBaWoqAgADhPzig+rWwa9cuvPrqq/We98033+C1115T2987ODgYd+7cafQqtP79++Ps2bO12ps8eXK955SVlaFz587Cf+I13njjDXz66acwMqp/ob8bN25gwIABaivnWVhY4Pbt28I40Zjw8HCEhKgvmzt06FAcP35co/OJiKTg119/xeDBg7U659SpU1ptOUsNq5koZ2VlhcLCQvj7+6O0tBQpKSlYvHhxnVtPhoWFYcCAAQ22K5PJ8O6772q0deXPP/+M559/HitWrMAHH3wA4P/et2zbtg2vvfaaRr9LWVmZ2oUS+fn58PLyMsj7zoelpKTAw8PDoDGQbrGm+qNSqWBuZoa32thgkpOd1uc+GZmMWW+/o9H2RqyrNLGu0sOaShPrSg+SyWQAqv8vB6q/5EhISEBFRYXw5UdISAjy8/Nx6dIl4YJcT09PpKSkQNuvGGo+40yYMAHffvttk2IuKytDUFAQ8vPzERcXBzs7O43Oe/HFF/H9999j9OjRWL58OQICAhAbG4uPP/4Y//nPf9CmTRvcvn1boy9XWvJnopaKY484FAoFysvLax03NTXlAgciYV9umtLSUpibm2NtX0+8GOjQ4GOz3TrAIfWOcFupUiF4z9/4ZM2nWLBggciRPhrYj/WDeRYfcyw+5lgcBtkGsVu3bgCqP/zduHFDmCXXFKdOnRL+7eHhwYlaLYRSqay1YpOZmVmzt9erayvEura2e5SYmZnV2h5QpVJh0qRJmDFjRq3tqy5fvozx48dj6tSpahO1jIyMsH37do2WC28KhUKBb775BqampmrH165dix49euD777+vtZR6dHQ0PvjgA4SGhtba4nTdunUaT9QCgEuXLtU69uSTT2rxGxCRlKlUKuTm5iIuLg7JyckoLS01dEg6defOHchkMq0navn6+qJPnz4iRfVoKywsREhICM6dO4cdO3ZAJpNh1apVOHfuXL3neHh4YP78+Wo/b775JtasWYMbN25oNFErMzMT06dPR/fu3fHuu+8263dQKBTCVSM1Py1Fc7ZnoZaJNdUfmUyGHt2749dC7f8vvFlShozSMjz++OMaPZ51lSbWVXpYU2liXUkbLi4u+PTTT1FVVYXp06fXe2G1Pm3duhWJiYmYN2+exhO1gOrV/3/66Sd8//336NixI8zMzNC+fXvs3bsXw4cPR2ZmJjZs2KBRWy35M1FLxbGHpIJ9uWnMzMzQqX17nEhsPH+lVm3Ubv92rxAlFVXcLUWH2I/1g3kWH3MsPuZYHAaZrBUUFISgoCDIZDKoVCrMmzevSe2UlZVhzZo1AKr/oPzMM8/oMkxqhvDwcBQVFakd69SpU61tK7U1atSoWseOHDnyyF8dMmrUKCxcuFDtmEqlwtatWxEYGAhXV1cEBQXBysoKjz/+OP773//WamP16tV46qmnRI3zySefxN69e6FQKNSOX7t2DS+++CLs7Ozg7u6OoKAgODg4IDAwEB999FGtSRPTpk3DtGnTtHpuTtYioroUFhZi69at6Na5M+zt7dG2bVt4eXnB2soKY198EWFhYVpfIdySpKamQi6Xo2PHjk06//z587Um2ZJuBAcH4+zZs3B3d8fQoUMxe/ZsKJVKvPrqq8KSzg8LCAjAunXr1H4+++wzLFq0CJ06ddLoeWfPno3c3Fzs3Lmz2e/LWjIp/26PKtZUv2bNmYM/8gsRU1r76vyG7M3Mg6+XJ4YPH67R41lXaWJdpYc1lSbW9dGTk5MjbO3SFFOnTsWAAQNw9epVYTt3Q1EqlVi7di1MTU3x+uuva3Vuv379MGrUKGE1sQeNHz8eAHD16lWdxEm1cewhqWBfbrqZs2fjRGIe7hU1/HlTXql+/67wbHRq3x69e/cWM7xHCvuxfjDP4mOOxccci8Mgk7UAYMGCBcKXn0ePHsW0adNQWVmp8fl5eXkYNWqUsP8nAI23bCHx1fWBtmZ57OZ44okn4ObmpnasoKAAv/76a7Pbbu3WrFmD+fPn13lfeno6oqKiak2gA6pX1Prkk09qTfYSy5gxY3Dq1Ck4OjrWuq+qqgqpqamIioqqtZJWjYULF2Lr1q1aP+/Dk7VkMhmeeOIJrdshIunYvn07PNzcMHPGDDgmxeMzbxfsbOuO7X5uWORih6tHD2PAgAHo3LFjrS14W7qioiKEhITA3d1dbRVFTXXr1g3FxcXw9PQUIToCgNDQUGGve6D6//F27dohMTERM2bMEO15L126hPLycnTq1AkymUz4qdm6edq0aZDJZBptX9aS1WyTTtLBmurXP/7xDzg5OODz9BwoNZy0HF5ShsP5xZgxa7bGq/WyrtLEukoPaypNrOuj54033oCXlxfOnz+vdrxm6zRNLtTZunUrzMzMsGTJEiQlJYkSpyaOHj2KuLg4jBgxAq6urjprt2ZlLLF2HiCOPSQd7MtN98orr8Dc3ByfXb3f4EWyLnEXhH9fuV+Ekwn5eH3OnDon21LTsB/rB/MsPuZYfMyxOAw2WWv69Ono0qWLcHvHjh3o3Lkzvv76ayQmJtY7cevu3bv4+OOP0a5dO5w8eRJA9aSLl156iUtftiBXrlypdeyxxx5rdrsymQwjR46sdbwlboW4bNkyqFQqtZ+dO3eK9nwymQzr1q3D999/D29vb43OCQkJwfHjx5u9DZK2nnrqKYSHh2PmzJka//Gja9euOHXqFP79739r/XwlJSW4efOm2rHg4GDY2tpq3RYRScOHH36IadOmYaipEc6E+GCrrytG2VvjKWsL9LexxD+d7HHM3x17/N1RnhCHJ0N74vLly4YOu1FVVVUYNWoUrKysEB4ervX5lpaWuH//Pq5evQpzc3MRIqT6mJubY8+ePTA2NsZ3330n2nuGqVOn1tpKcf78+ejZsycAYPDgwZg/fz5CQ0NFeX59iYiIMHQIpGOsqX4pFAps3LIFx3MLsCIlE1WNTNiKLC3DPxPvo32HDpgzZ47Gz8O6ShPrKj2sqTSxro8eCwsLAEB2drba8dTUVABQu5ikPgEBAVi6dCkKCwu1+j9f1/bu3QsAePnll7U6748//oBMJsPTTz9d5/0129Lr4qJjqhvHHpIK9uWms7GxwfovvsT+yGysvpJW74Ste4H9AAA3M4sx9dckPNkrFFOnTtVnqJLHfqwfzLP4mGPxMcfiMNh6ZUZGRjh06BB69+6NlJQUANVb502fPl14TM02iQDg4eGBnJwcYZlmlUolzJ4OCQnB5s2b9fwbUEPWrl2LtWvXitL25s2bWe8G/OMf/8DIkSNx8OBB/Pzzz7h69SqSk5NRUlICKysreHt744knnsDo0aMxbNiwJl0pFhYW1uw427Rpg02bNuHdd9/Fjz/+iMOHDyM2NhZpaWmQyWRwdnaGm5sb+vXrh6effhq9e/eGkVHT5peam5ujoqKi2TETkTTs2LEDS5YswRuuDpjlbF/v1VgymQy9rCywz0+BqfHpeHb4cPx19arGE2L17a233mrShNYa4eHhCA4O1mFEpK0ePXpgyZIlWLJkCebNm4c+ffo064qVvLw8pKamwsLCQui3S5YsqfOxy5Ytw6VLl/DSSy9xtVoiAlC9Iu6WLVvw+uuv4255BaY42GCwrSWMH/h/8155Bf6blY9vcwrhGxiIw8eOwcrKyoBRExERUX06dOgAANi9ezdGjx4tbGVS83fWPn36aNTOwoULsW/fPhw6dKjOv9WlpqYiLy8Pbdq0QZs2bZoUa12fZWqUl5fj8OHDkMvlGDp0aIPt1FzE5O/vDxMTE/To0QNOTk44ceIETp06hcGDBwuPvXbtGjZt2gQzMzNOBiAiEtnUqVORk5ODhQsX4npmGV5r74ABntaQG/3f583csip8/ec97InIRcfOXfDzL/+DQqEwYNRERES6ZbCVtQDAy8sLp0+fRqdOnYTJVw+vRARUT8xKTU1FaWmpcLzmsZ07d8aRI0eEJYp1obKyEuvXr0enTp1gYWEBNzc3TJgwoUkzBlUqFby8vPDKK6/U+5iioiIsX74cwcHBMDc3h5eXF2bMmCFc1USkLRMTE4wdOxZ79+7F3bt3UVBQgMrKSuTm5uLmzZvYvn07nnnmmRaxpLe3tzcWLFiAkydPIiYmBkVFRSgsLERsbCx+//13fPLJJ+jTp0+TJ2oRET2otLQUby9ciBfsrRucqPUgG7kcW3xcoCoswMqVK/UQpXa2bNkCmUzW5Ila586dg0ql4kStFmLx4sUIDQ1FQUEBJkyYoNU24Q87ePAgQkJCMHHiRB1G2DrY2dkZOgTSMdbUMKZPn45jx47BtH0nzElIQ7/IZEyPS8Xc+DSMj72H/uGJ2FtcjskzZ+L8H3/U2rK+MayrNLGu0sOaShPr+ugZP348PDw8cPjwYQQGBmLEiBHo3LkzVq1aBXNzc7zzzjsatWNsbIzt27dDLpdDqVTWuv/dd99FSEgINmzY0ORYG/osc/nyZeTn56Nr166NficQEhKCkJAQ4WJxU1NTbNmyBUZGRhg2bBiGDRuG2bNn4/nnn0doaChKS0vx1VdfwcvLq8mxU8M49pBUsC8337/+9S/8/PPPKHXxx+ST8ej9YzSmnozHzNMJeOFwHN7+6QK++3/s3Xd4VNX28PHvSe89gVQCJCBNkI6IEOUqKKDSVEBA2hUpgjcoWCjqFb0oKiggcBUQsaAgXUEFBaVdEQSRQEhISCEhvUHqef/gzfyIlEwmc2aSw/o8T54nzpyzz8pa282UffZOLOHpqdPY/dPP+Pj4WDtk3ZF+bBmSZ+1JjrUnOdaG1Wc/REREcOjQIWbOnIm7u7vhcUVRrvtTydHRkSlTpnDgwAGzrnChqiqjRo1i2rRpFBYWMmLECLp06cKXX35J586dOXbsWI3a27x5M0lJSTd8vri4mH79+jF37lwcHBwYOXIkLVq0YMWKFXTo0MHwRlIIIYQQtffVV1+RkZ3N0w2Mm6hVydfOlse8XPlk9Wry8vI0jNB4O3bsQFEUnnrqKZPO//TTT1FV1ei7p4Vl2Nra8sknn+Dq6srBgweZO3eutUOqlyq3eBH6ITW1nn/84x/8euAAR48e5dEJ/8SlRy9KOnQm7P4HWLJ0KcmpF1i0aJFJW4xLXfVJ6qo/UlN9krreery9vTl06BCTJk3CxsaGnTt3kp6ezuDBgzl48CBt27Y1uq2OHTsydepUDaO9sYMHDwLQrVs3k85/5JFHOHbsGMOGDeP06dOsXLmS/fv307dvX3bv3i2ramlMxh6hF9KXzWPAgAEc/u0Ihw4dYsDwJ7FvfRfFTTvS+O6+TJs2jeTUCyxYsEDyrRHJq2VInrUnOdae5FgbinqjzYCtID8/n7Vr1/L999/z66+/kpaWVuV5Ly8vunTpQlRUFKNHjyYgIMDsMWzYsIFBgwbRrVs3fvjhB5ydnQHYvn07Dz74IG3btuXo0aM3bSMpKYljx46xe/duli1bRmFhIcOHD2ft2rXXHLtw4UL+9a9/MXDgQL788kvDSkdLlixh0qRJPPTQQ3zzzTcm/z15eXl4enqSm5tr1tXHhBBCiPqoW5cu2J06yarGDWt87oXSMnr+lcB7ixczadIkDaIzztGjR7njjjtMPv/VV1/lpZdeMmNEQlxRl153xsTEyGpxOiM11Sepqz5JXfVHaqpPUlchzK8uvSeqq2Ts0YajoyMlJSXXPO7g4EBxcbEVItI/6cvakxxrT3JsGZJn7UmOtSc51oadtQO4mru7OxMnTmTixIkAlJeXk5WVRUVFBd7e3jg4OGgewzvvvAPAf/7zH8NELYAHHniATp06cfjwYX755Re6d+9+wzamTZvG119/bfT1bGxseOedd6psSffUU0/xyiuvGFbmCgkJMfEvEkIIIQRc2eb4wKFDvBrib9L5De3taO/uwr59+6wyWSspKalWWzGMGjWKjz/+uEYrigkhhBBCCCGEEEIIIYQQQgghzKtOTdb6O1tbW/z9TftC1RRFRUUcPHgQHx+f607G6tWrF4cPH+bHH3+86WSt6OhoHnvsMQD+/PPPG25fc/r0aZKSkrjjjjuu2crRxsaGu+++m/Xr17N7926eeOIJ0/8wIYQQQhi2L/S+anJ0TXkrkJOdba6QjJKfn0/btm2Jj4836fyuXbuye/dunJyczByZEHVXbSY2irpJaqpPUld9krrqj9RUn6SuQghrkLFHGzt37qRyE53Lly8bPgOSG/a0I31Ze5Jj7UmOLUPyrD3JsfYkx9qo05O1LO3YsWOUlpbSqlWr676IbdmyJXBlmbeb6dq1q+F3Pz+/Gx7322+/AdC6devrPm/s9YQQQghRPUdHRwBKarEDdLEKXhaa9FRaWkq/fv3YuXOnSef7+Phw+vRpfH19zRyZEHVfTk4OLi4u1g5DmJHUVJ+krvokddUfqak+SV2FENYgY482evbsafg9JSWFoKAgK0Zza5C+rD3JsfYkx5Yhedae5Fh7kmNt2Fg7gLokIyMDgIYNG173eW9vbwAyMzPr7PWKi4vJy8ur8iOEEEIIcHFxwdPdjdOXS0w6v0JVOVtarvkHXqqqMnXqVBwcHEyeqBUbG0tmZqZM1BK3rPz8fGuHIMxMaqpPUld9krrqj9RUn6SuQghrkLFHe5Jjy5A8a09yrD3JsWVInrUnOdae5FgbdWJlreTkZH744QdOnTrFxYsXuXTpEhUVFTVqQ1EUPv3001rFkZubC3DDbYLc3NyAKytdmIMW15s/fz7z5s2rfXBCCCGEziiKwoiRo/hy5UqmNvDBwaZmS8HvzS8i6dJlTbcmXrRoEc8884zJ5//6669069bNjBEJUT/Z2Mg9KXojNdUnqas+SV31R2qqT1JXIYQ1yNijPcmxZUietSc51p7k2DIkz9qTHGtPcqwNq07Wys/PZ+LEiXzxxRc1npx1NVVVzTJZy8HBAYCioqLrPl9cXAxgtiXetLjerFmzePbZZw3/nZeXJ3uICiGEEP/fxIkT+eCDD9iZW0A/b/canftpVj7t2rSpst2xuWzevJmHHnrI5PPXr1/P4MGDzRiREPVbZGSktUMQZiY11Sepqz5JXfVHaqpPUlchhDXI2KM9ybFlSJ61JznWnuTYMiTP2pMca09yrA2rTYErKCigc+fOfPbZZ5SXl6OqqrVCMQgICAAgOzv7us9XblsYHBxcZ6/n6OiIh4dHlR8hhBBCXNGqVSvujYrijfQcUkvKjD7vm+x8fswt4Jlnn0VRarYi183873//Q1EUkydqLViwAFVVZaKWEH9z+vRpa4cgzExqqk9SV32SuuqP1FSfpK5CCGuQsUd7kmPLkDxrT3KsPcmxZUietSc51p7kWBtWm6wVHR1NTEwMgOFLT1VVTfoxl5YtWwJw/Pjx6z5fGW/btm3Ner0//vjDItcTQgghBKxZuxYHXz+eSLhAQnH1Ww1vzMpjZtJFRo8ezahRo8wSQ0JCAoqi0KlTJ5POnzBhAhUVFURHR5slHiH0pi7cCCLMS2qqT1JXfZK66o/UVJ+krkIIa5CxR3uSY8uQPGtPcqw9ybFlSJ61JznWnuRYG1bZBrGoqIhPPvmkyiSt9u3bM3r0aNq3b09AQAD29vYWjysgIIB27dpx9OhRfvvtNzp06FDl+e3bt6MoCn369DHL9Tp06ICvry9Hjx4lLS2NBg0aGJ4rKSnhhx9+wM3NjR49epjlekIIIYSAoKAgfvzpJ/redx8DzibykIcLI3w9aebsaDimTFX5IbeQddkF/JJXwJgxY1i2bFmtV9XKycmhZcuWpKammnR+r169+O677wxbKQshrs/T09PaIQgzk5rqk9RVn6Su+iM11SepqxDCGmTs0Z7k2DIkz9qTHGtPcmwZkmftSY61JznWhlUma+3Zs4dLly4ZvvD85z//yZIlS8y6rZCppk6dypgxY5gxYwbfffedYdLYkiVLOHr0KIMGDSI8PByA1NRUcnNz8fPzw8/Pr8bXsrW1ZdKkSbzyyitER0ezZs0aQw5efvll0tLS+Ne//oWrq6vZ/j4hhBBCQNOmTTlw+DDvvfcey5cuZd3p8zRzc8HHRqEUSCwp4+LlYrp16cK6Z57hscceq9XrlJKSEu677z5++uknk84PCgrizz//xMvLy+QYhLiVuLu7WzsEYWZSU32SuuqT1FV/pKb6JHUVQliDjD3akxxbhuRZe7XJcVxcHB9++CG/7P2Z3NxcXFxcuK1lKyZMmMCdd95ZJ76PrgukH1uG5Fl7kmPtSY61YZVtEJOSkoArK2p5e3vz3nvv1Zl/GEePHs2AAQPYvXs3rVu35p///Ce9e/dm0qRJhIWF8d577xmOnTVrFi1atOD99983+XovvPACHTt2ZO3atXTo0IGnnnqKrl278p///Ie2bdsyd+5cM/xVQgghhPg7Hx8f5s2bR2JyMl9++SX3PjGK8Af60+rhQTw59Rl+//13fj1wgMcff9zk1ymqqjJhwgQcHR1Nnqh17tw5kpOTZaKWEDVQ+X5D6IfUVJ+krvokddUfqak+SV2FENYgY4/2JMeWIXnWnik5jo2N5cEH+hIREcGHi97FP/0UHUmncV4cP2/+irvuuos72t7Od999p0HE9Y/0Y8uQPGtPcqw9ybE2rLKyVlZWFgCKonDnnXfWqa18FEXh66+/5q233uLjjz9m9erV+Pn5MX78eObOnUtQUJBZr1f55e28efP44osvWLVqFYGBgURHR/PSSy/h5uZm1usJIYQQoip7e3uGDBnCkCFDzNruggULeO6550w+//Dhw3Ts2NGMEQkhhBBCCCGEENqovMlJVVUAwsPDSUhIoHPnzuzfvx8bm+vfNx4SEkJycrLhPGOpqkpYWBg9e/Zk7dq1tQteCCFEvffbb7/R575/4FZxmQV3BfNQEy+c7f7v354KVeXn5AKWHE/ggQceYMWKFYwZM8aKEQshhLjVKWpN3wWZwfLly3nqqadQFIVhw4bxySefWDqEW0ZeXh6enp7k5ubi4eFh7XCEEEII3fvqq69qNfFr06ZNDBgwwIwRCWEZdel1Z0FBgdz0oDNSU32SuuqT1FV/pKb6JHUV5najyVoAixcvZvLkydc9z9TJWps2beLhhx9m+PDhRk/WGj16NKtXr672uDlz5pi040Vdek9UV8nYo43Ro0dTVlYGQFlZGXZ2V9ZpsLOzY9WqVVaMTL+kL2uvJjlOSEigc8cOBNsWs6Z3GN5ON16rpLxC5aX9yXx6OodNmzbRr18/c4Vc70g/tgzJs/Ykx9qTHGvDKitrNWrUyPB7dna2NUIQQgghhDCrX3/9le7du5t8/qJFi5gyZYoZIxLi1iVvHvVHaqpPUld9krrqj9RUn6SuwlIUReHFF19k4MCBtd61IikpiWPHjrF7926WLVtW4/Pvu+8+vLy8bvj8V199RUpKCnfccUctohQ3I2OPNj777DNKSkquedzBwUEma2lE+rL2apLjV155BZvLhawa0OSmE7UAbG0U/n1nMEmFZUybOoUHHnjghqs/6p30Y8uQPGtPcqw9ybE2rDJZq2fPnri6ulJYWMjhw4erzPQXQgghhKhPzp49S0REhMnnT506lXfffddwF7IQovZyc3Np2LChtcMQZiQ11Sepqz5JXfVHaqpPUldhKRMmTODDDz9kypQpfP3117Vqa9q0abVqY9iwYQwbNuy6z33zzTcsWrSIF154gYceesjka4ibk7FH6IX0Ze0Zm+Ps7Gw+W/cpU1t54+ts3HfNNorCM239eXjrWXbt2sX9999f23DrJenHliF51p7kWHuSY21YZaqwk5MTgwYNAiAjI0P2lBdCCCHEDZWVlbFt2zbefvtt5s2bx8KFC/n2228pLy+3alyZmZn4+PiYPFGrT58+lJaW8t5778lELSHMTP6f0h+pqT5JXfVJ6qo/UlN9kroKS5k/fz4hISFs2LCBLVu21Kqt6Oho1q9fz/r1603apvBG4uPjGTVqFN26dWPevHlma1dcS8YeoRfSl7VnbI4/+eQTykpLeay5d43a7xDgQks/V5Yu+cCU8HRB+rFlSJ61JznWnuRYG4pa083gzSQpKYk2bdqQl5eHu7s7e/fupU2bNtYIRdfy8vLw9PQkNzcXDw8Pa4cjhBBCGC09PZ3ly5fz4ZIlJKWm4mpnh6u9HQWlZRSVldEoJISnJk1i3Lhx+Pn5WSyu4uJievbsycGDB006v3Hjxhw7dgx3d3czRyaEdcnrTiGEEEIIIW5dlV/gVH7dEB4eTkJCAqWlpezYsYMBAwYQGhrKyZMnq2yhEhISQnJyMjX9mmLPnj1ERUUxfPjwWt8Mfv/997Nnzx6OHTvGbbfdZvR5xcXFFBcXG/47Ly+P0NBQeU8kLM7R0fGG2yBe3UeF0KOxY8dydPt6Nj/YuMbnvn44lR05jsQlnNcgMiGEEOLmrLb3YEhICJ988gmPPPIIeXl5REVFsWTJEoYOHWqtkIQQQghRR+zfv58BDz5IQV4eAzxdGRYZQmsXJ8PzfxRd5tPMXOa99BLvLVzI1h076NChg6YxqarK6NGjWbNmjcltnD9/npCQEDNGJYS4ntjY2FptTyrqHqmpPkld9Unqqj9SU32SugpL6t+/P0OHDuXLL7/k5Zdf5p133rF2SAaffvopO3fuZNasWTWaqAVXVg273kpcZ86cwc3NjYiICM6fP09xcTHOzs40bNiQ+Ph4AAICAlBVlYsXLwLQpEkTUlJSuHz5Mk5OTgQFBREXFweAn58fNjY2pKenA1cmwqWnp1NUVISDgwNhYWHExsYC4OPjg4ODAxcuXACgUaNGZGZmUlBQgJ2dHU2aNOH06dMAeHt74+TkRGpqKgBhYWFkZ2eTn5+Pra0tERERnD59GlVV8fT0xM3NjeTkZODK9zv5+fnk5uaiKArNmjXjzJkzVFRU4O7ujpeXF+fPX5n8EBQURFFRETk5OWRmZnLnnXdy9uxZysrKcHNzw8fHh8TERAACAwMpLi4mKysLgMjISBISEigpKcHFxYWAgADOnTsHQIMGDSgvLycjIwOApk2bkpSUZMh3YGCgIYf+/v4AVfKdmprKpUuXcHR0JCQkhLNnzxrybWtrS1pa2nXz3ahRI86cOWPIt6OjY5UcZmVlGfLdtGlTYmJiAPDy8sLFxYWUlBQAQkNDycnJIT8/HxsbGyIjI6vk293dnaSkJACCg4MpKCioku/Y2FjKy8tvejOgqqqoqkpcXJwh376+viQkJADQsGFDSkpKDPmOiIggMTHxuvkOCAigoqLCkO+b9Vl/f38URTH02caNG3PhwgVDvkNDQw191tfXFzs7uyr5vnjxIoWFhdjb2xMeHm7I9836bHX5DgkJIS8vj7y8PEO+K/ush4cHHh4ehnxf3WcBmjdvbuiz7u7ueHt78/vvv+Pr60tgYCCXL18mOzvb0GfPnTtHaWkprq6u+Pv7V+mzZWVlZGZmGvItY8SN852WlkajRo2qHSMCAwPxefBhMoNVPC7GcrFRJwA8009TYetAvm/4lfzH/UpW8O2UOrrhcCkXrwunuO2efhRllxva0+sY4e3tXSWHlX02MzOTbt26yRiB+ceIq/MdFxeHs7Ozoc/KGGGeMeLq1xFXj8nyOsJ8YwRAs2bNiIuLM4zJMkYYP0Y0aNCA6lhtZa3NmzcDsHHjRlavXn0lGEWhUaNGdO3aleDgYFxcXLC1tTW6zdmzZ2sSa30mKxwIIYSobw4ePEhUz560crDjg7AAfO1u/FrgYmkZTyWmE6cq/LxvH+3atdMkpn//+9+89NJLJp9/9OhR2rZta8aIhKh76tLrzpiYGJo3b27VGIR5SU31SeqqT1JX/ZGa6pPUVZjbzVbWqvwCpUWLFuTl5XHw4EHDDVfWXFmruLiYZs2akZeXR3x8PF5eXjU+X1bWqhkZe7QhK2tZnvRl7Rmb43HjxvG/rV+yrV/NV9Z67VAqO/OcOHsu0ZQQ6z3px5Yhedae5Fh7kmNtWG1lrYcfftjwBu7qN3Lnzp0zzMarKZmsJYQQQtRv2dnZ9H/gAVo62LEqvAFONjY3Pd7f3o414Q0Zfu4CD/bpQ0xsbJXtFGpr3bp1DB8+3OTzd+zYQZ8+fcwWjxDCOLLNqP5ITa3v9OnTrFq1iri4OIqLi/Hy8uLee+9l8ODBODk5Vd/AdUhd9Unqqj9SU32SugpLa9CgAW+99RZjx45lwoQJHDp0qEY3amth+fLlJCYmMnv27BpP1IIrE2QcHR3NH5iOydgj9EL6svaMzXHHjh1Z9fFHpBSWEOTqYHT7qqryfXIhHe7paWqI9Z70Y8uQPGtPcqw9ybE2bv4NqIUpimKYuFUTVlocTAghhBBmtnr1anJyclgU6l/tRK1KrrY2LA7x50J6Op999plZ4vj5559RFMXkiVoffvghqqrKRC0hrMTb29vaIQgzk5paz759+/hH7940b96cpW+/TeKOreT8uIv/ffUlTzzxBKFBQcyaNYvCwsIaty111Sepq/5ITfVJ6ipMkZ2dbdgexhRjxowhKiqKI0eOsGjRIjNHVzMVFRW88847ODg4MHHiRKvGciuRsUfohfRl7Rmb4+HDh+Ps5My6mKwatf9raiGxWUU8PWmSKeHpgvRjy5A8a09yrD3JsTasOlmrcr/s2v4IIYQQov6rqKhgyeLF3O/pSgP7mi3+GepoT5SnK0sWL67Va4OYmBgURaFnT9PuqHruuedQVZUJEyaYHIMwj7/fBBAeHo6iKHTp0oWKioobnhcSEmLyzQOhoaGMGDHCpHgrjRgxgpCQEKOOjY2NRVEUVq5cafL1zBV3XZOYeGsuX69nUlPrWLt2LVG9enHh4H4WhAbwS/MQPmkcyMrGgXzTNIidzcPoZ1vBe2+9Ra+77yYjI6NG7Utd9Unqqj9SU32SugpTTJ8+ndDQUPbu3Vvl8crt1xwcql/RZPny5Tg5OTF79mzOnz+vSZzG2LFjB/Hx8fTv35+GDRtaLY5bjYw9Qi+kL2vP2By7u7szcvRoPonJIaXw2u1Ar6e0QuXdYxdp0byZyZ8D64H0Y8uQPGtPcqw9ybE2rLYNYnx8vLUuLYQQQog66JdffuFMXBzzmgabdP4wb3fGHj/OkSNH6NChQ43O/fPPP2ndurVJ1wV46KGH+Prrr62+hYOo3qFDh1iyZAmTJ082a7ubN28mKSmpVm2kpKTwzTffGL39xgcffFCr64F54hZC6NOWLVsYNWoUA73ceC3EH7vrTGRt4uTAS8H+POLtwdg/T/Bg377s+flnnJ2drRCxEEIIIbTm4uICQFZW1dVLUlNTAfD396+2jYiICObMmcOsWbPM/r6sJj799FMAHnvsMavFIIQQwjxeeukltmz6hpG7zrP2H2E0dLW/4bEl5RVM35vM/9Iv8d3aZSbdtCmEEEKYg9UmazVq1MhalxZCCCFEHXT27FkA7nB1Mun89v//vLi4OKMna2VlZeHr62vS9QBatGjB4cOHcXV1NbkNYVmKovDiiy8ycOBAgoKCatVWUlISx44dY/fu3SxbtsykNnJycjh69CgHDx5k6dKlFBYW3nSy1p9//snx48fZsmUL69ats1rcdV1gYKC1QxBmJjW1rNLSUiaMHUtPdxf+HeKPbTUfXrdycWRFWABDjxxhyZIl/Otf/zLqOlJXfZK66o/UVJ+krsIUrVq1AmDNmjUMHDgQO7srXy9Uvq/o0aOHUe1ER0fz+eefs3nzZmxsrt38IzU1ldzcXPz8/PDz8zMp1tzcXFJTU3FxcSEsLKzKcyUlJWzbtg1bW1vuu+8+k9oXppGxR+iF9GXt1STHgYGBfLfre+7rfS8Pbo1jfEsfHo30xtvp/74GLy6vYMe5XJb/mcWpnBLWffYZUVFRWoReb0g/tgzJs/Ykx9qTHGvDqtsgCiGEEEJUKiwsxM5Gwd7Eu5mc//8HvAUFBdUeW1ZWhqIoJk/UsrW1JTU1lZMnT8pErXpmwoQJ5OXlMWXKlFq3NW3aNPr168fbb79NYWGhSW2sXbuWqKgoZs6cSUJCQrXH9+zZk8cff9zkiVpgnrjrusuXL1s7BGFmUlPL+uabb7hw8SIzGnhXO1GrUhsXJ/p6urLs/fdvut3s1aSu+iR11R+pqT5JXYUphg0bRnBwMNu2bSMyMpL+/ftz++2388Ybb+Ds7MzMmTONasfOzo6VK1dia2t73dcNs2bNokWLFrz//vsmx7px40ZatGjByJEjr3nuf//7H3l5ebRr1w4PDw+TryFqTsYeoRfSl7VX0xy3aNGCA4cO84+HBvOf3zPo+EUMI76LZ8qeRMZ+f44u688wec95fFt2YPeePQwePFijyOsP6ceWIXnWnuRYe5JjbVhtstbPP/9s+Knc094URUVFhnb++usvM0YohBBCCEvy8PCgrELlkpFf8P5dfvmV8zw9PW96nKIo2NvfeCns6pw4cYKysjIaNmxochvCeubPn09ISAgbNmxgy5YttWorOjqa9evXs379eubOnWtSG3379jW0sX79+mqP//jjjw3HDhkyxKRrmiPuui47O9vaIQgzk5pa1pL3F9PZw5Vmzo41Om+4rwex587x/fffG3W81FWfpK76IzXVJ6mrMIW3tzeHDh1i0qRJ2NjYsHPnTtLT0xk8eDAHDx6kbdu2RrfVsWNHpk6dqmG0N3bw4EEAunXrZpXr38pk7BF6IX1Ze6bkODg4mE/WruV8UhJzX30N9zt6kRnYCpsWdzJi/ET+/PNPftzzE3feeaf5A66HpB9bhuRZe5Jj7UmOtWG1bRB79epl2Ac4Pj7+mqWIjZWWlmZoq3379hw+fNicYQohhDBRaWkp6enp5Ofn4+bmRkBAAA4ODtYOS9RhlR/q/pxXxP1ebjU+/6f8IgDatGlz3ed79erFTz/9ZHJ8u3btonfv3iafL+oGd3d3lixZwoABA5g0aRJRUVG4udW8vwF07drV8LupW3M0bdqUpk2bGn18//79Db+fOHHCpGuaI24hhL4dOHCQf/nVfJWJ9i5O+Dk6sn//ftlSSAghhNCpoKAgo1a8OnfuXLXHLFy4kIULF17z+KpVq1i1atVNz+3Vqxeqqt7w+dGjRzN69OjrPjd9+nSmT59ebXxCCCHqp4CAAKNXexRCCCGsxarbIN7szZSxSktLDW3FxsbWuj0hhBC1ExcXx/PPP09ggwBCQkJo0aIFoaGhBPj5MW3aNGJiYqwdoqijbr/9drp27syn2fkmnb8uu4B777mHyMjIKo+/8MILKIpi8kStjz76CFVVZaKWjvTv35+hQ4dy/vx5Xn75ZWuHU28VFxeTl5dX5aeuaNasmbVDEGYmNbWckpISLpeU4Glb848LFEXB087W6PFA6qpPUlf9kZrqk9RVCGENMvYIvZC+rD3JsfYkx5Yhedae5Fh7kmNtWG1lLcCwslZtbNu2zfB7YWFhrdsTQghhmkuXLvHPCeNZ++k6PBztGNrUk7s6huNqb0NhWQWHLhSydsUy3nvvPQY98ggfr16Nu7u7tcMWdczkqVMZMWIEfxYV08rF+K2XjhRe4kh+IRunTDE89uWXX/Loo4+aHMszzzzDu+++a/L5om5btGgRu3btYvHixYwYMYIOHTpYO6R6Z/78+cybN++ax8+cOYObmxsRERGcP3+e4uJinJ2dadiwIfHx8cCVOxxVVeXixYsANGnShJSUFC5fvoyTkxNBQUHExcUBV1b/srGxIT09HYDw8HDS09MpKirCwcGBsLAww00bPj4+ODg4cPLkSXx8fGjUqBGZmZkUFBRgZ2dHkyZNOH36NHBlCxcnJydSU1MBCAsLIzs7m/z8fGxtbYmIiOD06dOoqoqnpydubm4kJycDEBISQn5+Prm5uSiKQrNmzThz5gwVFRW4u7vj5eXF+fPngSsrDxQVFZGTkwNA8+bNOXv2LGVlZbi5ueHj40NiYiIAgYGBFBcXk5WVBUBkZCQJCQmUlJTg4uJCQECAYYWCBg0aUF5eTkZGBnBllbakpCRDvgMDAw059Pf3B6iS79TUVC5duoSjoyMhISGcPXvWkG9bW1vS0tKum+9GjRpx5swZQ74dHR2r5DArK8uQ76ZNmxomaXt5eeHi4kJKSgoAoaGh5OTkkJ+fj42NDZGRkVXy7e7uTlJSEnBlG4PY2FicnZ0N+Y6NjaW8vBx3d3e8vb2r5PDy5cuGpbmbNWtGXFycId++vr4kJCQA0LBhQ0pKSgz5joiIIDEx8br5DggIoKKiwpDvm/VZf39/FEUx9NnGjRtz4cIFQ75DQ0MNfdbX1xc7O7sq+b548SKFhYXY29sTHh5uyPfN+mx1+Q4JCTFMqqzMd2Wf9fDwwMPDw5DvoKAgOnXsiHvb1qS7OBLw8w9kdOtBhYMjjhfTcUlKIPuOTgB4/HWCMjd3ikIbXfnb9/5Ip3t7G/qjv79/lT5bVlZGZmamId9HjhzBw8PD4mPEhQsXAGSM0GiMOHjwID4+PhYdIwoKCqrkW8YI844ROTk52NjYVNtnq8t3ZGQk586do7S0FFdX12rHCGu9jrhVxojExEQcHa+859L764i6OkY0anTl308hbiVxcXE1Wl1aiLpK+rL2JMfakxxbhuRZe5Jj7UmOtaGo5lje6iaGDRtm+JDjanv27LkSgKLQpUsXnJycatx2VlYWJ06cQFVVVFXF29vb8KGOuCIvLw9PT09yc3Px8Kj5NhZCCGGMwsJC+tz3D347fIiXOzVkSKQ3znbXrsZQXF7BprM5zD6URrMWLflh9x68vLwsH7Cos4qLi+nYvj3Z8Wf5PDyQQIfq55UnlZQyNP4CYS1asv/QIY4fP0779u1rFUdpaSl2dlad0y5qqfKmgMqXuuHh4SQkJFSp7UcffcTYsWNp3749hw4dwtbWlpCQEJKTk2u8AuyePXuIiopi+PDhrF27tlZxBwcHG75cupm5c+cyb948VqxYwbhx40y6Xm3iLi4upri42PDfeXl5hIaG1onXnTExMTRv3tyqMQjzkppa1u2tWxGUfJ4PGjWo0XlnL5dwf0win332GY899li1x0td9Unqqj9SU32SugphfvJZfPVk7NGGo6MjJSUl1zzu4OBQ5X27MB/py9qTHGtPcmwZkmftSY61JznWhubfQu7fv99wd9L1qKrKwYMHTWq78ks0RVFQFIVOnTqZ1I4QQgjTqarK8GGPc+R/h/n8/nA6NHC94bGOtjYMbeZDaz9nhn77F4MeeYSd33+Pra2tBSMWdZmjoyPbv/2Wu7p149H4VBYG+9HB1em6q3GqqsqBgks8m5yBR2AQH69Zg729fa2un5mZiY+PT63aEJaTnZ1NYWEh/v7+hlUBamLMmDGsXbuW3bt3s2jRIqZPn65BlPrl6OhoUt4twc3NzdohCDOTmlrWU09PYurkyVwo9aWhvfEfG3yWmYuftzePPPKIUcdLXfVJ6qo/UlN9kroKIaxBxh6hF9KXtSc51p7k2DIkz9qTHGtPcqyNa5c9qUcqJ2mpqoqdnR0vvviitUMSQohbzs8//8ymzVtYeFfQTSdqXa2ljzPLegXz4549VbazFQKubGnx68GDNGx+G4+dTebhuFQ+z8wlvriE9NIy4otLWJeRS7+zqTwRl0J46zacPXeONm3amHzNP//8E1VVZaJWPTN9+nRCQ0PZu3dvlccr7yZ1cHCoto3ly5fj5OTE7NmzDdvNiPrP19fX2iEIM5OaWtaIESNwdnZmeXq20edcKC1jQ24R4/75T6Mnckpd9Unqqj9SU32SugohrEHGHqEX0pe1JznWnuTYMiTP2pMca09yrA3NJ2tVblH49x9jjqnux97eniZNmjBy5EiOHDlCjx49tP5zhBBC/M2SDz6gqY8LD4Z71ui8u4LcuaOBO0vef1+jyER9FhwczOEjR9i+fTuN7+7Fy8kZ/ONUIneePMc/TiUyNzWT2+65F4DDv/1m8nU2bdqEqqq0bNnSXKELC3JxcQGubI19tdTUVAD8/f2rbSMiIoI5c+ZQUFDA5MmTzR+ksIqEhARrhyDMTGpqWR4eHsx79VXWZOSy+mJOtcdnlpYxLiENT39/pk2bZvR1pK76JHXVH6mpPkldhRDWIGOP0Avpy9qTHGtPcmwZkmftSY61JznWhubbIJ47d+66j9vYXJknpigK8fHxhIWFaR2KEEIIM7tw4QIbNmzg5U4NrrtNXXVGNfdi2q5dxMbGEhERoUGEoj6zsbGhb9++9O3bl6SkJGJjY8nPz8fDw4NevXqxacsWk9t+9dVXeemll8wYrbCGVq1aAbBmzRoGDhyInd2Vl7bLli0DMHoif3R0NJ9//jmbN282vEa9WmpqKrm5ufj5+eHn52dSrLm5uaSmpuLi4mKx173miFsIceuaPn06qampvPrWW5y8VMxYfy+aOVddMau4ooLtOQUsysij1M2dXd99R4MGDawUsRBCCCGEEEIIIYQQQtQPVt0G0ZQv9oUQQtQdhw8fpqy8nL7hHiad/8D/X43rwIED5gxL6FBISAi9evViwIAB9OrVy+R2HnzwQVRVlYlaOjFs2DCCg4PZtm0bkZGR9O/fn9tvv5033ngDZ2dnZs6caVQ7dnZ2rFy5EltbWyoqKq55ftasWbRo0YL3a7ES4MaNG2nRogUjR440uY2aMkfc9VXDhg2tHYIwM6mp5SmKwoIFC1iyZAm/2DnxwOnzPB6fyhspGbyTmsmL59O5KyaJGefTua37Xew/dIjWrVvX6BpSV32SuuqP1FSfpK5CCGuQsUfohfRl7UmOtSc5tgzJs/Ykx9qTHGvDapO1wsLCDD+VqyAIIYSoX3JycgDwcTRtHHext8HRzpbs7GwzRiX0qEWLFrWa5O3k5ISqqmzdutWMUQlr8/b25tChQ0yaNAkbGxt27txJeno6gwcP5uDBg7Rt29botjp27MjUqVM1jFZYUklJibVDEGYmNbWeiRMnkpCUxBdffIF3527scfVik60jfzYIZvSkSZw+fZqdu3YRHh5e47alrvokddUfqak+SV2FENYgY4/QC+nL2pMca09ybBmSZ+1JjrUnOdaGoqqqau0ghHby8vLw9PQkNzcXDw/TVr4RQogb+fLLL3n00Uf5c0QrPB1ta3x+harS6OPjfPjhcsaPH69BhKK+W7RoEc8880yt2igvL7/u1nZCCPOqS687Y2JiaN68uVVjEOYlNdUnqas+SV31R2qqT1JXIcyvLr0nqqtk7NGGo6Pjdb9EdXBwoLi42AoR6V9t+vLhw4dZvnw5p07+SVFhIR6eXtx1992MHz+esLAwM0daf8l4oT3JsWVInrUnOdae5Fgb8s2lEEIIk4WEhABwKvuySefHZF9GVSE4ONicYQkd+N///oeiKLWaqJWTk4OqqjJRSwghhBBCCCGEEEIIYVXff/89nTq0p3Pnznz75ac0SP+LlsVJuJ0/xrsL3qRx48Y8/NAA4uPjrR2qEEIIISxAVtbSObmbRwihpYqKCppFNKWNTS7v9wqt8fkv/prMd5k2JJxPwsHBQYMIRX2Tk5ODt7d3rdro378/r7zyCu3atTNPUEIIo9Sl153l5eXY2tZ8xUdRd0lN9Unqqk9SV/2RmuqT1FVcTVEUACq/KggPDychIYHOnTuzf//+G94EFRISQnJyMjX9ikFVVcLCwujZsydr166tVewzZszgrbfeYsWKFYwbN86oc5YvX87Jkyev+5ybmxuvvfaaSbHUpfdEdZWMPdrIy8sz/P73HEtf1EZN+/Lq1asZO3YMHQNcmdjal6gQd2xtFMPzhaXlbDybwwcnsii2d+G7Xd/f8p9tynihPcmxZUietSc51p7kWBt2WjR65513Gn5XFIVffvnlpseYw42uI4QQQjs2NjZMnDSZWc8/x5xLDfF3tjf63IKScr46m8uzz8+SiVrCLCtgtXRyoLmzI/t37eSOLVvo2rkzc+bNo0+fPmaKUt/y8/PZs2cPmZmZAPj5+dGrVy/c3NysHJkQNZeYmEjjxo2tHYYwI6mpPkld9Unqqj9SU32SugpjHDp0iCVLljB58mSztrt582aSkpJq3c6+fftYuHBhjc9bvHgxJ06cuO5zvr6+Jk/WEtWTsUcbV0/Iio+PlxxbQE368o4dOxgzZgxDI7x4o3swdldN0qrkam/LiNt86dvIkxG7Euh7/30c+t9vhIbW/AZpvZDxQnuSY8uQPGtPcqw9ybE2NJmsdeDAARRFQVVVw105NzrGHG52HSGEENp68skneWXeXJ7dm8LHvcOu+2bz7ypUled+SaFcsWXChAkWiFLUZeb4Nzy2bYTh9zJV5ce8Qj7+6wQPPPAA7733HlOmTKn1NfTqxIkTLF26lDWrVlFQVFTlOQ83V0Y9OYaJEyfSokULK0UoRM2VlJRYOwRhZlJTfZK66pPUVX+kpvokdRXGUBSFF198kYEDBxIUFFSrtpKSkjh27Bi7d+9m2bJltY6tsLCQ0aNHU1FRUaPzVFUlLi6OkSNHsnr16lrHIWpGxh7tSY4tw9g8V1RUMHXSJHoEufFm9+Aqq2ldj6+zHWv+Ecb9m+N49dVXWb58uTnCrZekL2tPcmwZkmftSY61JznWRu2WsBBCCHHL8/HxYf1XX7M3pYCndidyqezmH5KVlFcw/ecktsTn8Om6dYSEhFgoUlHXKIpS64lasW0jqkzUArBTFO7zdOPTxoGM8fNk6tSp8gHsdaiqyssvv0ybNm34as1/GdvMjV+GNCf+yTbEjW7N3iHNGd3Ulc8+Wk7Lli155ZVXary1hRDW4uLiYu0QhJlJTfVJ6qpPUlf9kZrqk9RVGGPChAnk5eWZ5QaoadOm0a9fP95++20KCwtr3V50dDSJiYkMGDCgRuelpKRQVFREs2bNah2DqDkZe7QnObYMY/P8/fffExsfz7R2/tVO1Krk72zPyGZefLr2E3Jzc2sTZr0mfVl7kmPLkDxrT3KsPcmxNjSbrGXMl3mqqprlRwghhHXdd999bPzmG35OK6bnhlje+z2N9KLSKsdkXS5j6R/p9Np4li0JBaxbt46BAwdaKWJhTe3atdNkktbf2SgKMwN9GerjwYTx47lw4UKtrqknqqoydepUXnvtNZ7v0JADgyOZ0aEhjTwcsbdRcLC1obGHI891bMihIZH8q30D5syZw4wZM6wduhBGCQgIsHYIwsykpvokddUnqav+SE31SeoqjDF//nxCQkLYsGEDW7ZsqVVb0dHRrF+/nvXr1zN37txatbVr1y6WLVvGCy+8wB133FGjc2NjYwGIjIysVQzCNDL2aE9ybBnG5nnZ0iW09HOlY0DNvuR+vLkPJcUlfPLJJ6aEpwvSl7UnObYMybP2JMfakxxrQ5PJWhUVFYaf8vLyao8xx8+NriOEEMIy+vXrx/9+O8IDj47gg79y6fxFDH22xDNoxzn6bImn0xcxvHUsi14DBnPw0CEee+wxa4csLOzVV19FURSOHTtmchtBTo7E3N7U6OMVReH5QF9sKir473//a/J19WbFihW8//77zL8zmCntAnCwvfFLQgdbG6bf0YBXugbx9ttv8/HHH1swUiFMc+7cOWuHIMxMaqpPUld9krrqj9RUn6Suwhju7u4sWbIEgEmTJlFQUGByW127dmXw4MEMHjyYnj17mtxObm4uY8aMoV27drz44os1Pr9yslZISAiffvopL7zwAi+//DIbN26ktLS0mrOrKi4uJi8vr8qPuDkZe7QnObYMY/P8+2+/0SvIpcY3rjZwsae1vytHjx6teXA6IX1Ze5Jjy5A8a09yrD3JsTbsrB2AEEII/WjRogUrVqxgwYIFrF27lpMnT5KXl4e7uztjmjXjiSeewM/Pz9phCgv7+eefa/VBLMBff/1Fu7a3M8zLDdu/fbiRU1bO70WXyS2vwB7ws7ejg6sTdv//OE87W/p7uvLhkg94/vnnsbO7tV/+lJeX8/prr/JIUy+eaOFr9HljWvlxKK2I1199hVGjRmFjI7tpCyGEEEIIIYTe9e/fn6FDh/Lll1/y8ssv884771g1nilTppCWlsbWrVuxt7ev8fmVk7UeeughMjIyqjzXtGlTvv76a9q2bWtUW/Pnz2fevHnXPH7mzBnc3NyIiIjg/PnzFBcX4+zsTMOGDYmPjweurE6gqioXL14EoEmTJqSkpHD58mWcnJwICgoiLi4OAD8/P2xsbEhPTwcgPDyc9PR0ioqKcHBwICwszPB3+fj44ODgYFhdvFGjRmRmZlJQUICdnR1NmjTh9OnTAHh7e+Pk5ERqaioAYWFhZGdnk5+fj62tLREREZw+fRpVVfH09MTNzY3k5GTgymS3/Px8cnNzURSFZs2acebMGSoqKnB3d8fLy4vz588DEBQURFFRETk5OWRkZNC8eXPOnj1LWVkZbm5u+Pj4kJiYCEBgYCDFxcVkZWUBV1ZAS0hIoKSkBBcXFwICAgxfFjZo0IDy8nJDHZs2bUpSUpIh34GBgYYc+vv7A1TJd2pqKpcuXcLR0ZGQkBDOnj1ryLetrS1paWnXzXejRo04c+aMId+Ojo5VcpiVlWXId9OmTYmJiQHAy8sLFxcXUlJSAAgNDSUnJ4f8/HxsbGyIjIyskm93d3eSkpIACA4OpqCgoEq+Y2NjKS8vx93dHW9vb0MOi4uLSU9PJzs7G4BmzZoRFxdnyLevry8JCQkANGzYkJKSEkO+IyIiSExMvG6+AwICqKioMOT7Zn3W398fRVEMfbZx48ZcuHDBkO/Q0FBDn/X19cXOzq5Kvi9evEhhYSH29vaEh4cb8n2zPltdvkNCQgyTKivzXdlnPTw88PDwMOT76j4LVOmzlfmuzENgYCCXL1825DsyMpJz585RWlqKq6srimLDbff0J6WhK15pMZTbOZLvG34l/2d/ITO0HaUOrjhcysEr7TTp4Z0B8LgYS7NIOxo1akRMTMwtM0Zcne+MjAwZIzQYI67usxkZGTJGaDRGXJ3vwsJCw3X/Pkb4+/tX6bNlZWVkZmYa8i2vI26e78ox4uoxWcYI840R8H+vIyrHZBkjjB8jGjRoQHUUVfYR1LW8vDw8PT3Jzc3Fw8PD2uEIIYS4haSnpxv1YuRm9uzZQ8+ePfnkk08YOXIkB1uG42t/ZbLV8aLLfJqRy5bcAoorqr6caWhvx6M+Hjzq60GAvR1HCi8xNDaZX3/9lW7dutUqpvpuy5YtDBgwgG0DImjrX7Ml2P+XVsjDW8/y7bffcv/992sUoaiv6tLrzuzsbLy9va0agzAvqak+SV31SeqqP1JTfZK6iqtVrvhS+VVBeHg4CQkJlJaWGr78aNGiBXl5eRw8eJAOHToAV760SE5OpqZfMezZs4eoqCiGDx/O2rVrjT5v06ZNPPzww7zyyiu8/PLLAMydO5d58+axYsUKxo0bV20bQ4YM4auvvmLgwIHMmzePiIgI4uLi+Pe//826devw8/PjxIkTRn2eUVxcTHFxseG/8/LyCA0NrRPvieoqGXu0Jzm2DGPz3KRRGH08L/Ni58AaX6Pf1ng69BvKypUrTQmx3pO+rD3JsWVInrUnOdae5FgbmiyJMHHiRMaMGcOYMWMMM97+rvL5MWPGGGbbCSGEEKL+q6ioQFGUWk3UeuWVV1BV1bAiV3p6Oq52dvja21Gqqrx4Pp1HziSxv/gy09s34Neht3FmVGv+eqIV2wZEcG8TD5ZnZNPrrwS2ZOcT6nDlbtvKOx9uZcuXLaNdA7caT9QC6BDgQks/Vz5ctlSDyIQwn4qKCmuHIMxMaqpPUld9krrqj9RUn6SuoiYaNGjAW2+9RXl5ORMmTKC8vNziMWRkZDBhwgQ6dOjArFmzTG5n8uTJfPPNN3z11Ve0bt0aJycnWrZsyaeffkqfPn3IyMjg/fffN6otR0dHw530lT/i5mTs0Z7k2DKMzXP7jh35MaWoxpNaUwtLOX6xgPbt25sSni5IX9ae5NgyJM/akxxrT3KsDU0ma3344YesXr2a1atXc+nSpeses2rVKsMxtdnrXgghhBB1h6Io2Nramnx+27ZtUVXVcIdspYqKCmxtFMpVlWkJF/g6O483ugfz66O3MbltAGHuDjjb2eDuYEtbfxfevCuE34a1ZEBTT6YnprElp8DQzq3ur5Mn6BbgbNK5iqJwZwNnTp3808xRCWFef9/ORNR/UlN9krrqk9RVf6Sm+iR1vfVkZ2cbtnYxxZgxY4iKiuLIkSMsWrTIzNFVb9KkSeTk5LBq1Srs7OxMbqdnz5489NBDhtXErjZs2DAAjhw5YnL74uZk7NGe5NgyjM3zxKcnEZNZyMELhTVqf11MJk5OTowYMcKU8HRB+rL2JMeWIXnWnuRYe5JjbWgyWcvV1dUwS7xyH8frkR0YhRBCCH1QFOW6H3TWhKqqHD169LrP+fr6kldSypspmezKLWRF73BG3OaLrc2Nr+nhYMs7d4fyxG0+vJly5YWkj49PrWLUg4KCQtzsTX8J6GpvQ36+TLQXQgghhBBCiPpk+vTphIaGsnfv3iqPl5SUAODg4FBtG8uXL8fJyYnZs2dz/vx5TeK8kYMHD1JSUkKbNm0Mn0EoisK8efMAGD9+PIqiMHfuXJOvUbkyVm1uQhNCiKvdc889NI+I4J1jFymrMO470QuFpXxyOpcRT4yUFfuEEEIIHTP9FpSbCAgI4Ny5cwDMnDmTf//73zRp0gQvLy+cnJywsan6BWFtv9wVQgghhHWEhoaSlJRUqzaMmbzdu3dvFEVhbWYuk9sG8I8w4z6oUBSFV7sF81taEbH5ZXTq1KlWseqBm5srBaXXX/nUGIWlFbi7ywdFom5r0qSJtUMQZiY11Sepqz5JXfVHaqpPUtdbj4uLCwBZWVlVHk9NTQXA39+/2jYiIiKYM2cOs2bNYvLkyeYP8ibGjBlzTewABw4c4ODBg/Tu3ZtWrVrRtWvXG7bx66+/0r17d/r06cOOHTuuef7nn38GoEOHDuYLXFQhY4822rVrR2lpKXDlc7bK79zs7e1veGOkqB1j+7KiKLy/dCl9+/Qhel8SC+4Kwf4mN5+mF5Uy8vtEHD28r9l54FYj44X2JMeWIXnWnuRYe5JjbWgyWatbt27Ex8ejKAr79u2jZ8+e1xyjKIrhy9nu3bvXauniSoMHD+Y///lPrdsRQgghxM3NmDGDt956q1ZtVFRUGD1hOywsjFYtW/LXyT8Z1dK3Rtexs1EY29qPf+1NIiUlhaZNm5oSrm7c1rIVB37bZ9K5qqqyP/0yze9saeaohDCvlJQUGjVqZO0whBlJTfVJ6qpPUlf9kZrqk9T11tOqVSsA1qxZw8CBAw2fxy9btgyAHj16GNVOdHQ0n3/+OZs3b77mpmy4MvkrNzcXPz8//Pz8TIo1NzeX1NRUXFxcCAsLA2D27NnXPXbu3LkcPHiQRx99lHHjxlV57tSpUwA0bdoUe3t7OnbsiL+/Pzt37uT777+nd+/ehmN///13li5dipOTE2PGjDEpblE9GXu08ddffxlWybuaMSvmCdPUpC/37t2bNZ98wqiRI4nLi+efrXy5r5FHlUlbucXlrD+TzfKTWeDqyc5d3xMcHKxV+PWCjBfakxxbhuRZe5Jj7UmOtaHJZK1//vOfrFu3zvDfN1sxQ1XVWq/IAVcmf8lemUIIIYS2duzYwQMPPFCrNrKzs/Hy8qrxefl5ufRp5EkDF/sanzugiRevHE5jxYoVvPHGGzU+X08m/PMpHnpoB8cuFtHW36VG5x5JL+LPiwW89dREjaITwjwuX75s7RCEmUlN9Unqqk9SV/2RmuqT1PXWM2zYMObPn8+2bduIjIykdevWJCQkcPz4cZydnZk5c6ZR7djZ2bFy5Uq6du1KeXn5Nc/PmjWL1atXM2fOHJO3JNy4cSNPPvkkPXv2ZM+ePSa1AdCiRQsA4uPjCQ8Px8HBgQ8//JChQ4dy//3307t3byIiIkhOTmbHjh2UlpaycuVKQkNDTb6muDkZe4Re1LQvP/744wQHB/PirJn888f9NHBzopO/Iy52NmQXl/NLahElFSqDBg1iwVtvyTiEjBeWIDm2DMmz9iTH2pMca+PaW1/MoEePHrz22muAcVsbCSGEEKJuS0pKQlGUWk3UOnToEKqqmjRRq6KigsSkZHoEu5l0bWc7Gzr6O/PXX3+ZdL6ePPjgg4QFB/PRycwan/vfk5k0CW/Efffdp0FkQpiPk5OTtUMQZiY11Sepqz5JXfVHaqpPUtdbj7e3N4cOHWLSpEnY2Niwc+dO0tPTGTx4MAcPHqRt27ZGt9WxY0emTp2qYbTaeeSRRzh27BjDhg3j9OnTrFy5kv3799O3b192794tq2ppTMYeoRem9OW7776bvb/8yrFjxxg8aiyXm3Qg0TsC2xbdmPnybM4nJfH5F1/IRK3/T8YL7UmOLUPyrD3JsfYkx9pQVA1nU/31119s376d+Ph4ioqKqkzcWr16tWHro86dO5ulwH379uW5556rdTt6kpeXh6enJ7m5uXh4eFg7HCGEEFZQXFyMqqom/VtbWlpa6yXT33vvvVp/iFtQUIC7uzvv9wrl4abeJrUxaXciuSG3s/unn2oVix4sXbqUp59+mje7BzP8NuO2lVx9MoMX96ewcuVKxo4dq3GEoj6qS687S0tLsbev+Sp8ou6SmuqT1FWfpK76IzXVJ6mrEOZXl94T1VUy9mjD0dHxhtsgFhcXWyEi/ZO+rD3JsfYkx5Yhedae5Fh7kmNtaLINYqUWLVoYlhr+u9WrVxt+/+KLLwx7zwshhBCidlRV5dChQyz54AM2bthAfmEhAM6OjjzYrx9PT5pEr169DJOmb6S656sTFRXFjz/+WKs2Krm4uKAoCoWlFSa3UVhagbunp1niqe+eeuopTpw4wfNLlpBdXM4/2/hjb3P9epeUV7D0j4ssOJLGtGnTZKKWqBfi4uJo3ry5tcMQZiQ11Sepqz5JXfVHaqpPUlchhDXI2CP0Qvqy9iTH2pMcW4bkWXuSY+1JjrWh6WSt6qiqWusvgoUQQgjxf44fP86TI0fy29GjhDg78aSHC6E+rgBcKC1j07fbuefrr2nRLJIVH31M9+7dr2nDHP82m3vhThsbGyIah3MoLcfolaCuVlxewe+ZxYyKjDRrXPWVoigsXrwYT09P5s+fz8enchgW6cGjkT4EutqjAimFpXxxOovPYnNJLyhm9uzZzJ0719qhCyGEEEIIIYQQQgghhBBCCFGvWW2y1t133234Mlj2uBRCCCFqb9++fTzYty+BajkrGgdyt7sLtn+bePVUgMqBwku8k5rMvfdEsf6rr+nfvz9wZfWqS5cu1SoGDXdXZsLEp3lx5vPM6RKIj1PNXsJsP5dLZlEx48eP1yi6+sfGxobXX3+dRx99lKVLl7L8kzW883t6lWPcXFx4YtQYJk6cSJs2bawUqRA15+/vb+0QhJlJTa0vKSmJDRs2kJaWhqqqBAQE8Mgjj9CoUSOT25S66pPUVX+kpvokdRVCWIOMPUIvpC9rT3KsPcmxZUietSc51p7kWBuKquW3qsLq8vLy8PT0JDc3Fw8PD2uHI4QQQiMxMTF07dyJ5moFHzZqgJutzU2PL65QefZ8Gj8VlXBfnz5s3ry5Vte3xMuJzMxMgho2ZFpbX6a2a2D0eRWqSv/NsTg3acP+gwc1jLB+y83NZffu3WRmZgLg5+dHVFSUvH4QRqtLrzuzs7Px9va2agzCvKSm1vPLL7+w8O232LR5M3aKgr+rI4oCFwuLKSlX6ffgA0x/9l/06tWrxm1LXfVJ6qo/UlN9kroKYX516T1RXSVjjzYcHR0pKSm55nEHBweKi4utEJH+SV/WnuRYe5Jjy5A8a09yrD3JsTZu/k2uEEIIIeqFmc89h2dpKUsbBVQ7UQvA0Ubhfg8XLpeU1GqiVkFBgUUmagH4+Pjg6urKwiNp/JJSYNQ5qqryxv8ucCzjEnYODhpHWL95enry8MMPM3bsWMaOHctDDz10y3+4rChKlW1Bw8PDURSFLl26UFFRccPzQkJCTNpOVFVVQkNDGTFihEnxVhoxYgQhISE3PeaPP/5g0KBBBAUF4eTkREREBM899xxFRUW1unZdkZ6eXv1Bol6RmlrH4sWL6dGjByd+3sW8zg05+vhtHBgcwf5BERx7/DZe7xZI7P7dREVF8eabb9a4famrPkld9Udqqk9SVyGENcjYI/RC+rL2JMfakxxbhuRZe5Jj7UmOtSGTtYQQQoh67vz582zeupWxPu542NpWe/y54hIijsXybKLpL65OnDiBqqq4urqa3EZN7d69m+zcXFo6OzLyu3i2xOXcdKLY5bIKZh9IYckfF7nPw5X9v/5KSkqKxeIV+nXo0CGWLFli9nY3b95MUlJSrdpISUnhm2++uekx+/bto2vXrmzdupWuXbvy2GOPUVZWxoIFCxg+fHitri+E0I/ly5czdepUJrTy5fuHmjC6pR/uDv/3OsPV3pYRt/ny3YAmPNMugJkzZ/Luu+9aL2AhhBBCCCGEEEIIIYSoJ2SylhBCCFHPLV++HBdbGwZ4u9/0uOKKCiKOxdL7VKLJ1/roo49QVZVWrVqZ3Iaplrz/Ps1cnVnXJIh73V2ZuDuRe78+zeqTGeQUl6GqKhWqSlxuMa8dSqXTZ3+x+mQmrwT782ZYAI42NqxYscLicQv9URSFF1980SyT/5KSkti2bRvR0dEmT5TKyclhz549vPnmm9x5550UFhbe8NiSkhIef/xxbGxs2LdvHxs2bGDVqlUcP36cLl268M033/DLL7+Y+ufUGY0bN7Z2CMLMpKaWdf78eSZNepqRLXx5qXMgNjdZLVBRFGZ0aMhTbfx59tlnOX36tNHXkbrqk9RVf6Sm+iR1FUJYg4w9Qi+kL2tPcqw9ybFlSJ61JznWnuRYGzJZSwghhKjnvt/5Hfe4Ot10+8OIY7G0Oh5n8jUGDx6Mqqo8+eSTJrdRWz/v2UMfN2ecbG15r1ED1jQJojF2zN6fQuu1J2ny8QnCPzrO3V/F8NlfmTzi6c7O28IY5ueJu60tPVwd+Wn3bqvFL/RjwoQJ5OXlMWXKlFq3NW3aNPr168fbb79900lWN7N27VqioqKYOXMmCQkJNz123bp1JCUlMWvWLDp16mR43N3dnRkzZuDq6sr+/ftNiqMuuXDhgrVDEGYmNbWs5cuX42RrwwsdGxq9rWt0+wZ4O9uzbNkyo68jddUnqav+SE31SeoqhLAGGXuEXkhf1p7kWHuSY8uQPGtPcqw9ybE27KwdgBBCCCFqJzszixZ219/+MOJYbK3bv9lWg5aUnZeHT0Mf4MoqHne6u3CnuwupJWUcLrxETnk5DoqCr50td7m74GxTdfKar50tJ7MyrRG60Jn58+ezbds2NmzYwJYtW+jfv7/JbUVHR/PYY48B8OeffzJ37twat9G3b1/Wr19v+O8hQ4bc8Njt27cDMGLEiGueGzRoEIMGDarx9euiS5cuWTsEYWZSU8spKSlhxYfLGNzUAzeH6rdXruRkZ8OjTT35+L8ree2113Bxcan2HKmrPkld9Udqqk9SVyGENcjYI/RC+rL2JMfakxxbhuRZe5Jj7UmOtSGTtYQQQoh6zs7OjvK/PTbozHmOFRXXqt26MkmrkqODA6XXiSnQwY4BDjffAhKgpELF0dFJi9DELcbd3Z0lS5YwYMAAJk2aRFRUFG5ubia11bVrV8Pvfn5+JrXRtGlTmjZtatSxv/zyC76+vjRq1Ihjx46xY8cOsrOzady4MY888ggNGjQwKYa6xtHR0dohCDOTmlrOiRMnSLuYwSNdjBtXrvZIUy+WHj/Db7/9Ro8ePao9XuqqT1JX/ZGa6pPUVQhhDTL2CL2Qvqw9U3Ocl5fHJ598wo7t28nMuIiDgwNh4Y0ZPXo099xzj9GrR98KpB9bhuRZe5Jj7UmOtSHbIAohhBD1XMOgIOJLygB490ImEcdiazVRS1XVOjdRCyCwYUNiL5eYfH5saTlBISFmjEjcyvr378/QoUM5f/48L7/8srXDMUp5eTmpqan4+/vz7LPPcscddzBr1iz+85//MHHiRJo0acKqVauMbq+4uJi8vLwqP3VFaGiotUMQZiY1tZzs7GwA/Jxrfm+Xv4tdlTaqI3XVJ6mr/khN9UnqKoSwBhl7hF5IX9ZeTXOcn5/PpEmTCApsyDNTp1Dwxz4aZcfim/onh3ZspHfv3rRo3oxPP/1Uo4jrH+nHliF51p7kWHuSY23IylpCCCFEPffYsGGM37271lseXrp0CSenurvy1PCRI1nw738zs7wCd9uazTc/eamYowVFvHSdrd+EMNWiRYvYtWsXixcvZsSIEXTo0MHaId1UTk4OqqoSExNDYmIi7733Ho8++iguLi5s376dcePGMWbMGJo0acLdd99dbXvz589n3rx51zx+5swZ3NzciIiI4Pz58xQXF+Ps7EzDhg2Jj48HICAgAFVVuXjxIgBNmjQhJSWFy5cv4+TkRFBQEHFxccCVFcdsbGxIT08HIDw8nPT0dIqKiq7cHRkWRmzslfHPx8cHBwcHTpw4gZ+fH40aNSIzM5OCggLs7Oxo0qQJp0+fBsDb2xsnJydSU1MBCAsLIzs7m/z8fGxtbYmIiOD06dOoqoqnpydubm4kJycDEBISQn5+Prm5uSiKQrNmzThz5gwVFRW4u7vj5eXF+fPnAQgKCqKoqIicnBwAmjdvztmzZykrK8PNzQ0fHx8SExMBCAwMpLi4mKysLAAiIyNJSEigpKQEFxcXAgICOHfuHAANGjSgvLycjIwM4MoKa0lJSYZ8BwYGGnLo7+8PUCXfqampXLp0CUdHR0JCQjh79qwh37a2tqSlpV03340aNeLMmTOGfDs6OlbJYVZWliHfTZs2JSYmBgAvLy9cXFxISUkBrrzBz8nJIT8/HxsbGyIjI6vk293dnaSkJACCg4OJiYnBzc3NkO/Y2FjKy8txd3fH29u7Sg4vX75smCzUrFkz4uLiDPn29fUlISEBgIYNG1JSUmLId0REBImJidfNd0BAABUVFYZ836zP+vv7oyiKoc82btyYCxcuGPIdGhpq6LO+vr7Y2dlVyffFixcpLCzE3t6e8PBwQ75v1mery3dISIhhUmVlviv7rIeHBx4eHoZ829nZ0b59e/JadSHFyY6gMz9xoUk3KmwdcCq4iFt2Ehmhd1yJ6cJflDq6UeB95QOb8t9/oG/fvtja2pKUlIS/v3+VPltWVkZmZqYh34cPH8bb29viY8SFCxcAZIzQaIw4cOAAfn5+Fh0jCgoKquRbxgjzjhEZGRk4ODhU22ery3dkZCTnzp2jtLQUV1fXascIa72OuFXGiPj4eMOWtXp/HVFXx4hGjRpRV1SuMlJ541Z4eDgJCQl07tyZ/fv3Y2Nz/ffgISEhJCcn1/iGL1VVCQsLo2fPnqxdu7ZWsc+YMYO33nqLFStWMG7cOKPOOXfuHLNnz+b7778nIyMDLy8vunTpQnR0ND179qxVPOLmYmNjad68ubXDEKLWpC9rryY5Tk9P577e9xJ3OoZ/tvRhWPNwGrraG55XVZWDFwpZcfIiI0aMICYmhldeeUWr0OsN6ceWIXnWnuRYe5JjbShqXVw6Q5hNXl4enp6e5Obm4uHhYe1whBBCmFl8fDxNmjSpVRt2tracT0qiYcOGZopKG8nJyTQKC+OlQB+e8POq0bkvnU/nZ3tnzp0/j729ffUnCMGNv7AoLS3Fzu7KPQ8fffQRY8eOpX379hw6dAhbW1uTv7DYs2cPUVFRDB8+vFZfWCiKQnBwsOELqkrJycmE/P/V5RYvXszkyZOrPP/2228THR3N0KFD+eKLL6q9TnFxMcXF/7eKX15eHqGhoXXidWdMTIy8edQZqanlJCUlERoayjt3hzAk0qdG526Nz+GpHxM5deqUUfWSuuqT1FV/pKb6JHUVV7vRex+4/nuHSqa+99m0aRMPP/xwrd/77Nu3j549e1JRUWH0ZK2EhATat29PVlYWd911F61atSI+Pp5du3YB8MUXXzBkyBCT4pHP4qsnY482HB0dKSm5djV6BweHKu/bhflIX9aesTm+dOkSve7uQfxfJ1h3XxgtfJxveKyqqiz54yLz/3eBd999l2eeecacIdc70o8tQ/KsPcmx9iTH2pBtEIUQQoh66NKlSyiKUquJWrOD/PBxcGDo0KF1fqIWXLkjevCgQSy6mMu5YuO3Q/w1v4ivcgp4esoUmaglrpGdnW1YRcAUY8aMISoqiiNHjrBo0SIzR2de7u7uht8HDhx4zfOVX0j8+eefRrXn6OhoWJGn8qeu8PX1tXYIwsykppYTEhLCfb17syYmt8bnfhKTQ/duXY3+8Ebqqk9SV/2RmuqT1FUYQ1EUXnzxRcOqZrWRlJTEtm3biI6OZvjw4bVur7CwkNGjR1NRUVGj81566SWysrJYuHAhe/fuZdmyZXz33Xds2LABuLJSl9COjD1CL6Qva8/YHH/88cf8duQIq3uH3nSiFlz5d21S2wDGtPRl5vPPG1bTvFVJP7YMybP2JMfakxxrQyZrCSGEEPWIqqooimLYrsIUj/p4sOu2MD7OLsA3JIRFixebMUJtLVm2jICwRoxKSOP05eon1+zNL2JiYjr33Hsvzz33nAUiFPXN9OnTCQ0NZe/evVUer7wjtXLLn5tZvnw5Tk5OzJ4927BlTV3k4eFheFPl5uZ2zfOVj+lh4d3Klc+EfkhNLWvSlCn8npbP4bRCo885kXGJX5LzmDRlqtHnSF31SeqqP1JTfZK6CmNMmDCBvLw8pkyZUuu2pk2bRr9+/Xj77bcpLDT+NcaNREdHk5iYyIABA4w+R1VVNmzYgI+PD1OnVn3N8vDDDxu2D63c9lOYn4w9Qi+kL2vPmByrqsqSxYu5L8yT2/2M/7x8SrsAystKWbVqVS0irP+kH1uG5Fl7kmPtSY61IZO1rqOsrIz33nuPNm3a4OLiQmBgIMOHDycmJsboNn755Rf69OmDv78/Hh4e3HnnnXz22WfXPTYzM5OpU6cSHh6Og4MDfn5+PPzwwxw5csRcf5IQQggdUBQFGxvT/+lu6mjP97eF4Wprw8CzqbiFhrHrxx/r1Yx4Hx8fvt+9G+/GTRl0NpWXzqfz16Wqk7ZUVWV/QRGTE9IYF59Kz969+XrDBllVS1xX5cTHrKysKo+npqYC4O/vX20bERERzJkzh4KCghtuD1JX3HXXXQAcOHDgmucOHz4MQNu2bS0akxbS0tKsHYIwM6mpZT344IN06tCep/Ykcy6v+snRKQUljNudRJtWLa+7ct+NSF31SeqqP1JTfZK6CmPMnz+fkJAQNmzYwJYtW2rVVnR0NOvXr2f9+vXMnTu3Vm3t2rWLZcuW8cILL3DHHXcYfV5OTg6BgYH06NEDW1vba56vfKw2N8iJm5OxR+iF9GXtGZPjffv28eepU4xq4V2jtv2d7Xkg3JOl77+vi5sWTSX92DIkz9qTHGtPcqyNOjtZKy0tjRMnTnDw4EH27dtnseuqqsqoUaOYNm0ahYWFjBgxgi5duvDll1/SuXNnjh07Vm0b27Zto1evXvz0009ERUUxZMgQEhISGDZsGHPmzKlybE5ODnfeeSeLFy8mMDCQ0aNHc8cdd7Bp0ybuvPNOfvrpJ63+VCGEEPVE8+bNURSlVm084OmGl4M9vU8l8k2JylPTpvHLgQM0atTITFFaTkhICL/s389zL77Iz/bO9D99ngfPpvBkfCqj4lO5NzaZJ86mkBDQkHcXLWLTli3XXUVICIBWrVoBsGbNGsrKygyPL1u2DIAePXoY1U50dDRt27Zl8+bNholeV0tNTeXUqVNkZGSYHGtubi6nTp0iMTHR5DYmTpxoiPfqN1jZ2dm8+OKLVY4RQty6bG1t2bJtOx4Ngnho2zk2x+VQWnHtB9hlFSo7zuUyYNs5bD192bbjWxwdHa0QsRBCCCG04O7uzpIlSwCYNGkSBQUFJrfVtWtXBg8ezODBg+nZs6fJ7eTm5jJmzBjatWtneA9jLG9vb2JjY/nmm2+ueW7Xrl389ddfdO/eHVdXV5PjE0IIYTm///47jna2dA+s+We/94a4cSYujqKiIg0iE0IIIapXZ9Yry8rK4qOPPmLXrl38+uuvVf5xVBTF8OXZ/v37mTVrFiNHjuSJJ54w+yoZGzduZN26dXTr1o0ffvgBZ+cr+xtv376dBx98kFGjRnH06NEbnn/p0iXGjh2Loij89NNPdO7cGbgyKatz58689tprDBgwgA4dOgDw5ptvcvr0aaKjo1mwYIGhnU8//ZQRI0YwceJETp48ada/UQghRP3w7LPP8s4779Sqjccff5yL6ekUV1TQ1N+fqQ8+yNChQ3FycjJTlNbh4eHB3LlzefHFF9m8eTM7duwgKysLW1tb2gYEMGTIEHr27FnrSW5C/4YNG8b8+fPZtm0bkZGRtG7dmoSEBI4fP46zszMzZ840qh07OztWrlxJ165dKS8vv+b5WbNmsXr1aubMmWPyXeQbN27kySefpGfPnuzZs8ekNu6//36io6N56623aNWqFffccw8ODg7s3r2blJQUnn/+eaMnqNVl4eHh1g5BmJnU1PIaNGjArwcOMuzxx3j6+x9o4ObEkKbuNPFwRFHgXF4J68/mkZJ/mZ497uLzL9fTsGHDGl1D6qpPUlf9kZrqk9RVGKt///4MHTqUL7/8kpdffrnWn1PU1pQpU0hLS2Pr1q21/m5g586dbNmyhdjYWL7//ntuu+02/vvf/xp9fnFxMcXF/7cKaV5eXq3iuRXI2CP0Qvqy9ozJcX5+Pm6OdiZ9BuzucGU1xby8vFt2kq70Y8uQPGtPcqw9ybE2rD5Zq6Kigtdee423337bcGfOzZacLCkp4eeff2bv3r288cYb/Pe//zXrF0qVbzb/85//GCZqATzwwAN06tSJw4cP88svv9C9e/frnr9u3TrS0tIYO3asYaIWgJeXF9OmTWPSpEksW7aMFStWAPDtt98CMH369CrtDB8+nLlz5/LXX3+Rnp5OQECA2f5GIYQQddvXX3/N4MGDa9VGWVnZdZf01xt7e3sGDRrEoEGDrB2KqKe8vb05dOgQr7/+Ojt27GDnzp14e3szePBgZs+eTZs2bYxuq2PHjkydOtXqX15UZ8GCBXTq1Il33nmHrVu3Ymtry+23386CBQsYNmyYtcMzi4sXLxISEmLtMIQZSU2tw8/Pj527vuf48eMsXbqUT9d9SnbuRQA83d0ZPHQ4Tz/9NO3btzepfamrPkld9Udqqk9SV1ETixYtYteuXSxevJgRI0YYbkS2tE2bNvHJJ5/wyiuvmGX79iNHjvD+++8b/vvSpUv88ccfNG/e3Kjz58+fz7x58655/MyZM7i5uREREcH58+cpLi7G2dmZhg0bEh8fD0BAQACqqnLx4pXXVk2aNCElJYXLly/j5OREUFAQcXFxwJXXZDY2NqSnpwNXvixLT0+nqKgIBwcHwsLCiI2NBcDHxwcHBwcuXLgAQKNGjcjMzKSgoAA7OzuaNGnC6dOngSvvh52cnAyrQ4eFhZGdnU1+fj62trZERERw+vRpVFXF09MTNzc3kpOTgSurnufn55Obm4uiKDRr1owzZ85QUVGBu7s7Xl5enD9/HoCgoCCKiorIyckhLy+PTp06cfbsWcrKynBzc8PHx8ewgnRgYCDFxcVkZWUBEBkZSUJCAiUlJbi4uBAQEMC5c+eAKzcXlJeXG1awbtq0KUlJSYZ8BwYGGnLo7+8PUCXfqampXLp0CUdHR0JCQjh79qwh37a2tobVqP+e70aNGnHmzBlDvh0dHavkMCsry5Dvpk2bEhMTA1z5jsjFxYWUlBQAQkNDycnJIT8/HxsbGyIjI6vk293dnaSkJACCg4MpKCioku/Y2FjKy8txd3e/YR9VVRVVVYmLizPk29fXl4SEBAAaNmxISUmJId8REREkJiZeN98BAQFUVFQY8n2zPuvv74+iKIY+27hxYy5cuGDId2hoqKHP+vr6YmdnVyXfFy9epLCwEHt7e8LDww35vlmfrS7fISEh5OXlkZeXZ8h3ZZ/18PDAw8PDkO+r+yxc2fWgss+6u7vj7e3NiRMn8PDwIDAwkMuXL5OdnW3os+fOnaO0tBRXV1f8/f2r9NmysjIyMzMN+ZYx4sb5zsrKIigo6KZjhLu7O3f2upeUyKY4FmXjcTGWi406AeCZfpoKWwfyfcOv5D/uV7KCb6fU0Q2HS7kUnD/A0KFDycjIMKwQrdcxwtvbu0oOK/tsXl4eHTt2lDEC848RV+c7KSnJ8F2NjBHmGyOufh1x9ZgsryPMN0YANGvWjLi4OMOYLGOE8WNEgwYNqI6iWnEz3tLSUh555BF27NhhmKClKMo1vyuKYlihoHJrwcrn7Ozs+OijjxgxYkSt4ykqKsLLywt3d3cyMjKumYn93HPPsWDBAl555RVefvnl67YxbNgwPvvsMzZt2sSAAQOqPHfy5ElatWpFkyZNDP/DtmvXjmPHjpGSkkJgYGCV4xs3bsy5c+coKiqqMnGsJvLy8vD09CQ3NxcPDw+T2hBCCGEZp06dokWLFrVqIz093fDCUQghLKkuve6MiYkx+gsWUT9ITeuOkpISABwcHGrdltRVn6Su+iM11Sepq7ha5efglZ/Lh4eHk5CQQGlpKXZ2V+73/uijjxg7dizt27fn0KFD2NraEhISQnJy8k1vvr6ePXv2EBUVxfDhw1m7dq1R52RkZNCqVStCQ0M5cOCAIa65c+cyb948VqxYwbhx42oUB1xZHSspKYnPPvuMuXPnoqoqe/fu5c477zTq3L+vrBUaGlon3hPVVTL2aMPR0dHwOv1qDg4OVfqoMB/py9ozJsc///wzPXv25Iu+TegeVLOtECfvOc/xCk/OnI27ZXdnkH5sGZJn7UmOtSc51oaNNS/+7LPPsn37dsOELAA3NzeioqIYOXLkdd/k+fn54e3tbTinrKyMMWPG8NNPP9U6nmPHjlFaWkqrVq2u+w9zy5YtAQwz6q7nt99+A6B169bXPHfbbbdhY2PDuXPnDC+co6KigCsreV39965evZpz585x1113mTxRSwghRP1QUFCAoii1mqh14MABVFWViVpCCAFm3ypdWJ/UtO5wcHAwy0QtkLrqldRVf6Sm+iR1vfVkZ2cbVgswxZgxY4iKiuLIkSMsWrTIzNFVb9KkSeTk5LBq1SrDRC1zcHR0pGnTprz00kvMmDGDiooKVq5cafS5lXfSV/6Im5OxRxtNmzY1/ISFhVX5b6EN6cvaMybHPXr0oEXzZqw5lVWjtjMulbH9XC4TJ02+ZSdqgfRjS5E8a09yrD3JsTasNlnrt99+Y8mSJSiKgqIoeHh48MEHH5CSksIPP/xw3eWDAVq1akVKSgozZ840nFtWVsb48eMNq2+ZqnLZtYYNG173eW9vbwDD8oM1bcPGxgYPDw8qKioMS8fNnTuX7t278+6773LHHXcwYcIE/vGPfzB69GhCQkJYunRpjf6G4uJiwxJslT9CCCHqpsqJxzdbrrw6S5cuRVVVunTpYsbIhBCifgsPD7d2CMLMpKb6JHXVJ6mr/khN9UnqeuuZPn06oaGh7N27t8rjNVk1c/ny5Tg5OTF79mzD1jSWcvDgQUpKSmjTpo3hewFFUQzfI4wfPx5FUZg7d+4N21i3bh29evVixYoV132+cjWtyu1OhPnJ2KONkydPEhsbS2xsLPHx8YbfT548ae3QdEv6svaMybGiKDw9eQrfJuRyIuOS0W2/fywdGzs7Ro8ebXqAOiD92DIkz9qTHGtPcqwNq03Wev311w37Zfv6+nL48GEmTpyIq6trtec6Ojry+uuvs3jxYsNqVGfPnuWrr76qVUy5ubkAODk5Xfd5N7crS2iWlpaarQ1HR0c6d+6MoigcO3aMFStW8P333wNX9gSt6Yzu+fPn4+npafgJDQ2t0flCCCEsQ1EUbGxM/2d4yJAhqKrKU089ZcaohBBCHyr3oRf6ITXVJ6mrPkld9Udqqk9S11uPi4sLAFlZVVcfSU1NBTBqpe6IiAjmzJlDQUEBkydPNn+QNzFmzBieeeaZa34qb17r3bs3zzzzDF27dr1pOz/99BObNm267nMJCQkAhIWFmTd4YSBjj/Ykx5YhedaesTkeM2YMd7Rrx6gfzhOTfbna4z88fpGVf2bw79fn4+vrW9sw6zXpx5Yhedae5Fh7kmNtWGWyVk5ODlu2bDHc/fL+++8TERFR43YmTpxI7969Df9d28lalXcPFRUVXff5yiWiK9/YmqON4cOH884779CrVy8OHTpEYWEhcXFxPP/88xw+fJh77rnHsAqXMWbNmkVubq7hx9J3OAkhhLg5f3//Wi2tbGdnh6qqfPnll2aMSgghhBBCCCGEEHrWqlUrANasWUNZWZnh8WXLlgFXtpIyRnR0NG3btmXz5s2GiV5XS01N5dSpU4YdKEyRm5vLqVOnSExMNDw2e/Zs3n333Wt++vTpA8Cjjz5a5b8BTp06xalTpww3Tvft2xc3Nze+++479u3bV+WaZ86c4bXXXgOufGYvhBCifnBxcWHr9h00CG/KI9vjee/3NNKLqi66oaoqh9MK+eePibx6KJVZs2Yxffp0K0UshBBCXGGVyVr79u2jrKzMsKrW4MGDTW7r6aefBq78Q7t///5axRUQEABww8lRlW8wg4ODTWqjvLyc7OxsnJ2d8fHx4fjx42zYsIGgoCC2bNlCp06dcHFxoXHjxrzxxhtMmDCB9PR0Vq9ebfTf4OjoiIeHR5UfIYQQ1le5HH9tPqxUVfWmqzsKIYS4onL7cqEfUlN9krrqk9RVf6Sm+iR1vfUMGzaM4OBgtm3bRmRkJP379+f222/njTfewNnZmZkzZxrVjp2dHStXrsTW1paKioprnp81axYtWrTg/fffNznWjRs30qJFC0aOHGlyGwAtWrSgRYsWJCcnA1f6/TvvvENZWRlRUVH069ePp59+mv79+9O6dWvS0tKYOXMmPXv2rNV1xY3J2KM9ybFlSJ61V5McN2jQgL2//MpjI5/kg79y6fxFDCN3niN673me+SmR+zbH8cjWs8TgzerVq3n99ddrdUO1Xkg/tgzJs/Ykx9qTHGvDKpO1YmNjgStbQLVr165W20B169bN8HtqaiqXLhm/J/HftWzZEoDjx49f9/mYmBgA2rZtW20bf/zxxzXPxcXFUVZWxu233w5g2C+8S5cu193+8b777gPg9OnTxv4JQggh6pg1a9agKAorV640uY3y8nLDtr9CCCGqd6MtyUX9JTXVJ6mrPkld9Udqqk9S11uPt7c3hw4dYtKkSdjY2LBz507S09MZPHgwBw8evOln3n/XsWNHpk6dqmG02hk3bhw7duzgnnvuYf/+/axYsYIDBw5wzz33sGXLFubPn2/tEHVNxh7tSY4tQ/KsvZrm2MPDgw8//JDklFTefucd7Ft0JdYtnAv+t9Gud3++++47YmJjaz0RWE+kH1uG5Fl7kmPtSY61YWeNi16+/H97BleuRGWqv+8nnJubi7Ozs0ltBQQE0K5dO44ePcpvv/1Ghw4dqjy/fft2FEWpspTy391///3s2LGDb7/9lgcffPCa8wEeeOABAMOqV9dbLhogKysLuPZvFEIIUfcdO3aMdu3a1aqN7OxsvLy8zBKPEELcSlJTU2WFWZ2RmuqT1FWfpK76IzXVJ6nrrSkoKMioFa/OnTtX7TELFy5k4cKF1zy+atUqVq1addNze/XqddOb0kaPHs3o0aOrjQFg7ty5zJ0797rP3egaffr0ueln/EI7MvZoT3JsGZJn7ZmaYy8vL6ZOnVpvJxVbkvRjy5A8a09yrD3JsTassrKWv7+/4fcbbTlorPz8/Cr/XdtZfZX/eM+YMaPKVlNLlizh6NGjDBw4kPDwcOBKpzx16lSVLa1GjRqFp6cnH330UZXVteLj45k/fz7u7u6MHz8egB49euDl5cWBAwdYu3ZtlTguXrzIggULUBSFIUOG1OpvEkIIYTk5OTmGlSNNdfToUVRVlYlaQgghhBBCCCGEEEIIIYQQQgihM1aZrBUWFgZcubPlwIED193b3lhXb1no4OBQ6y+2R48ezYABA9i9ezetW7fmn//8J71792bSpEmEhYXx3nvvGY6dNWsWLVq0qHI3kpeXFytWrKC4uJiuXbsyfPhwRo4cSbt27bh48SKLFy8mMDAQADc3Nz766CMcHBx44okn6N69O+PHj2fo0KE0bdqUM2fOMHfuXMO2iUIIIequiooKFEWp1b7Na9asQVXVGm09IIQQ4lqV7zeEfkhN9Unqqk9SV/2RmuqT1FUIYQ0y9mhPcmwZkmftSY61Jzm2DMmz9iTH2pMca8Mqk7V69OiBs7MziqKQk5PDxx9/bHJba9asAUBRFLp27Vrr2BRF4euvvzbsTb969WpOnTrF+PHj2b9/P8HBwdW2MWTIEHbt2kW3bt3YunUrmzdvpn379uzYsYNRo0ZVOfaRRx7h999/Z9SoUSQmJrJq1Sp27txJx44d2bhxI7Nnz6713ySEEEJbiqJga2tr8vljx45FVVWeeOIJM0YlhBC3rtqu3ivqHqmpPkld9Unqqj9SU32SugohrEHGHu1Jji1D8qw9ybH2JMeWIXnWnuRYe5JjbdhZ46JOTk7069eP9evXA/Cvf/2LLl260Lp16xq18+2337Jq1SoURQFg4MCBZonPzs6OmTNnMnPmzJset2rVKlatWnXd56KiooiKijLqei1btrxhO0IIIeouOzs7ysvLTT4/ICCAtLQ0M0YkhBACrt0qXdR/UlN9krrqk9RVf6Sm+iR1FUJYg4w92pMcW4bkWXuSY+1Jji1D8qw9ybH2JMfasMrKWgCvv/46Dg4OKIpCXl4ePXr0YO3atUade/nyZebPn88jjzyCqqqoqkpQUBDjx4/XOGohhBDiygqKiqLUaqKWqqoyUUsIITRiZ2eVe1KEhqSm+iR11Sepq/5ITfVJ6iqEsAYZe7RRXFxs+CkvL6/y30Ib0pe1JznWnuTYMiTP2pMca09yrA1FVVXVWhdfuHAh0dHRKIqCqqooikJISAj33nsvbm5uvP/++1eCVBSWLVtGRkYGR48e5bvvviM/P5/K0G1sbPjqq694+OGHrfWn1Fl5eXl4enqSm5uLh4eHtcMRQoh6bdmyZUycOLFWbVRUVBhWhBRCCD2R151CCCGEEEKIW5m8JxLW4ujoSElJyTWPOzg4yIQtIYQQQog6ymorawE8++yzPP/884aJWqqqcv78eVavXs0HH3xgOE5VVZ566ileeuklvvrqK/Ly8gznAMyfP18magkhhNDMwYMHURSlVhO1KicZy0QtIYTQXkxMjLVDEGYmNdUnqas+SV31R2qqT1JXIYQ1yNgj9EL6svYkx9qTHFuG5Fl7kmPtSY61YdXJWnBlotW6desMd5pc/SW2oiiGn8rtDq8+xtnZmbVr1zJjxgzLBy6EEEL3Ll68iKIodO3a1eQ2Tp06haqquLm5mTEyIYQQQgghhBBCCCGEEEIIIYQQ9ZHVJ2sBPPbYY5w5c4bZs2cTEBBgmJh19U+lyi+8p02bxqlTpxg2bJgVIxdCCKFH5eXlKIpCQECAyW18/fXXqKpK8+bNzRiZEEIIY3h5eVk7BGFmUlN9krrqk9RVf6Sm+iR1FUJYg4w9Qi+kL2tPcqw9ybFlSJ61JznWnuRYG3bWDqCSn58fc+fOZe7cuRw/fpxff/2V5ORkMjMzqaiowNvbm4YNG9KlSxc6duyIra2ttUMWQgihQ7XdpvDZZ5/l7bffNlM0QgghTOHi4mLtEISZSU31SeqqT1JX/ZGa6pPUVQhhDTL2CL0wpS+XlJSwYcMGvv76ay6mXcDGxobA4BAef/xx+vbtK997/o2MF9qTHFuG5Fl7kmPtSY61UWcma12tTZs2tGnTxtphCCGEuIXUdpJWs2bNZM9mIYSoI1JSUmRlQ52RmuqT1FWfpK76IzXVJ6mrEMIaZOwRelGTvlxWVsbrr7/OB4sXkZ6RSYcGboS42gEqx07+xrp16wgPC+VfM55j0qRJtf6cWi9kvNCe5NgyJM/akxxrT3KsDattg/j7779b69JCCCGEwf3331/rN8CqqspELSGEEEIIIYQQQtyyFEWp8vlKeHg4iqLQpUsXKioqbnheSEiISZ/LqKpKaGgoI0aMMCneq82YMQNFUVi5cmWt2xJCiKtdvnyZhwb059V583ggAHYPasamfk34ICqMD6Ia8d2ApmwdEEEHhwKmTJnC2LFjbzpmCiGEEEI/rLayVocOHWjXrh1jxoxh+PDheHt7WysUIYQQt6C33nqLGTNm1KoNVVXNFI0QQghzCgkJsXYIwsykptZXXFzMnj17SEtLQ1VVAgICiIqKwsnJyeQ2pa76JHXVH6mpPkldhaUcOnSIJUuWMHnyZLO2u3nzZpKSkmrdzr59+1i4cKEZIhLGkLFH6IUxfVlVVUY+8QS7v/+e1f9oRM8Q9+se187fhfd6utAjyI3pqz7G29ubt99+29wh1zsyXmhPcmwZkmftSY61JznWhtVW1gI4duwYzzzzDEFBQTz22GN899131gxHCCHELWDPnj0oilKriVpFRUUyUUsIIeqwvLw8a4cgzExqaj3nz5/nxRdfJCwkmD59+jBq1ChGjx7NAw88QEhQIM899xzx8fEmtS111Sepq/5ITfVJ6iosRVEUXnzxRVJSUmrdVlJSEtu2bSM6Oprhw4fXur3CwkJGjx4tq9hYkIw9Qi+M6cu7du1i/Vdf8U6PoBtO1Lra4EhvXuoUyMKFC/nrr7/MEWa9JuOF9iTHliF51p7kWHuSY21YdbIWXJlZXlxczPr163nggQcICwtj9uzZnD171tqhCSGE0JHk5GQURSEqKsrkNuLi4lBVFWdnZzNGpo3y8nK2bdvGxIkTGTJkCEOHDmXSpEns2rVLPoQUuldft98YMWJEtXeo/PHHHwwaNIigoCCcnJyIiIjgueeeo6ioyOjrHD16lKFDhxIYGIiDgwOBgYE8/vjjnDp1qlbx1yXy5lF/pKbWsX37dlrc1pzFby/gwQDY9UgkZ0e35uzo1uwe1IxBwXYsX/wuLVu0YMOGDTVuX+qqT1JX/ZGa6pPUVVjKhAkTyMvLY8qUKbVua9q0afTr14+3336bwsLCWrcXHR1NYmIiAwYMqHVbwjgy9gi9MKYvL/ngfVr6ufJguKfR7Y5u6YuviyPLli2rTXi6IOOF9iTHliF51p7kWHuSY21YbbJW+/btDauSVH4ppqoqSUlJ/Pvf/6ZZs2b06tWLTz75hEuXLlkrTCGEEPVcSUkJiqLUaonOHTt2oKoqjRs3NmNk2rh06RJvvvkmEU0a069fP3Z9+Qlp+3eS+ut3bF+3ivvuu4/bmkXy7rvvUlJSYu1whbCoyu03zM0c22+kpKTwzTff3PSYffv20bVrV7Zu3UrXrl157LHHKCsrY8GCBUbfVf7TTz/RpUsXvv76a26//XaefPJJwsPD+fzzz+natSsnTpyo1d9RV9jYWP2eFGFmUlPL++677xgwoD93BThweGgzXu0WTAsfZxxtbXC0tSHSy4nZXYI4PLQ594e4MHjwYDZu3Fija0hd9Unqqj9SU32SugpLmT9/PiEhIWzYsIEtW7bUqq3o6GjWr1/P+vXrmTt3bq3a2rVrF8uWLeOFF17gjjvuqFVbwngy9gi9qK4vJyUlsWXrNkY296rRjYGOtjY8HunBqo8+qtGNeXok44X2JMeWIXnWnuRYe5JjbSiqFfdxio2NZd26dXz++eeGO/mvnrhV+bu7uzuPPvooTz75JF27drVWuPVSXl4enp6e5Obm4uHhYe1whBDCokxZIedqc+bMqfWHf5Z08eJFBvR7kCNHjvBQYw9GtvClnZ9zlX9bD6UVseZUFtvic7n77h5s+GYTnp7G390lRH1wdZ+HKytrJSQkoCgK7u7u/PXXXwQFBV1zXkhICMnJyUZtc5qUlMSxY8fYvXs3y5Yto7CwkOHDh7N27Vqj48zJyeHo0aMcPHiQpUuXkpCQQHBw8HUnfpWUlNC0aVOys7PZvXs3nTp1AiA/P59//OMfHDx4kH379tG9e/ebXrNFixacOnWKb775hoceesjw+JtvvsnMmTO566672Lt3r9F/w9XkdacQ+pGVlUV4ozC6+Nix8t4w7Gxu/pqqQlV5es95fki5ROzZuOuOsUIIIYTQtxu9DystLWXHjh0MGDCA0NBQTp48iZubm+G8mrwPu9qePXuIioqq8fswgNzcXFq3bo2fnx+HDh3i3//+N/PmzWPFihWMGzeuRm1dTd4TCWtxdHS87k2ZDg4OFBcXWyEisXXrVvr378+hx24jyNWhRuf+L62Qh7ee5Y8//qBNmzYaRSiEEEIIa7PqFLiIiAhmz57NyZMn+f3335kxYwahoaFV3pipqkpeXh4rV66ke/futGzZkrfeeou0tDQrRi6EEKIu+/sWaDXVuXNnVFWtVxO1CgoK6HPfP4j98w82PtCYd+4O5Q5/lyp5UBSFLg1d+aBXKJ/3Cee3A78yoF8/+dBG3DLq2vYba9euJSoqipkzZ5KQkHDTY9etW0dSUhKzZs0yTNSCKzc1zJgxA1dXV/bv33/TNo4fP86pU6e46667qkzUApgxYwYNGjRg3759tV4lrC44c+aMtUMQZiY1tayPP/6Y4kuXeOuu4GonagHYKAr/6R6MUl7OypUrjb6O1FWfpK76IzXVJ6mrsKT+/fszdOhQzp8/z8svv2ztcJgyZQppaWmsWrUKe3t7k9spLi4mLy+vyo+4ORl7hF5U15fz8/MB8LC3rXHb7g5XzrnVxxQZL7QnObYMybP2JMfakxxrw87aAVRq27Ytbdu25c033+TXX39l3bp1fPXVV6SnpxuOUVWVmJgYnn/+eV544QX69u3L2LFjefDBB7G1rfkLHiGEEPrSpUsXDh06VKs2rLjgZK1ER0dz+q+TbOgbTktf52qP7xroxureYTz23X7mzJnDG2+8YYEohbCu+fPns23bNsP2G/379ze5rejoaB577DEA/vzzT5Mmd/bt25f169cb/nvIkCE3PHb79u0AjBgx4prnBg0axKBBg6q93tmzZwHo2LHjNc/Z2NgQEhJCWloa58+fr9XWsXVBRUWFtUMQZiY1tZyKigqWfvA+D4Z74uds/EcGHg62PNLEgw+XLmHWrFlGffEpddUnqav+SE31SeoqLG3RokXs2rWLxYsXM2LECDp06GCVODZt2sQnn3zCK6+8Qtu2bWvV1vz585k3b941j585cwY3NzciIiI4f/48xcXFODs707BhQ+Lj4wEICAhAVVUuXrwIQJMmTUhJSeHy5cs4OTkRFBREXFwcAH5+ftjY2Bi+KwkPDyc9PZ2ioiIcHBwICwsjNjYWAB8fHxwcHLhw4QIAjRo1IjMzk4KCAuzs7GjSpAmnT58GwNvbGycnJ1JTUwEICwsjOzub/Px8bG1tiYiI4PTp06iqiqenJ25ubiQnJwNXVkTLz88nNzcXRVFo1qwZZ86coaKiAnd3d7y8vDh//jwAQUFBFBUVkZOTQ0ZGBpGRkZw9e5aysjLc3Nzw8fEhMTERgMDAQIqLi8nKygIgMjKShIQESkpKcHFxISAggHPnzgHQoEEDysvLycjIAKBp06YkJSUZ8h0YGGjIob+/P0CVfKempnLp0iUcHR0JCQkxvGf28/PD1tbWsGDA3/PdqFEjwxeWPj4+ODo6VslhVlaWId9NmzYlJiYGAC8vL1xcXEhJSQEgNDSUnJwc8vPzsbGxITIyskq+3d3dDTdTBQcHU1BQUCXfsbGxlJeX4+7ufsM+qqoqqqoSFxdnyLevr6/hhrGGDRtSUlJiyHdERASJiYnXzXdAQAAVFRWGfN+sz/r7+6MoiqHPNm7cmAsXLhjyHRoaauizvr6+2NnZVcn3xYsXKSwsxN7envDwcEO+b9Znq8t3SEiIYVJlZb4r+6yHhwceHh6GfF/dZwGaN29u6LPu7u54e3uTnp5ORUUFgYGBXL58mezsbEOfPXfuHK6urtx1113k2lwmL7LblZjSYii3cyTfN/xK/s/+QmZoO0odXHG4lINX2mnSwzuTX1hC5HEVe3t7w99zq4wRV+c7PT0dFxcXGSPMMEZ4e3tXyWFln83IyCAiIkLGCMw/Rlyd7/z8fMN1K8eI0tJSXF1d8ff3r9Jny8rKyMzMNORbXkfcPN+VryOuHpNljDDfGAHQrFkz4uLiDGOyjBHGjxENGjSgOlbdBrE6FRUV/PDDD3z22Wds3LiR3Nxc4MrKIFdvkxgQEMATTzzB008/TXh4uBUjrntk6WUhxK1gzpw5vPLKK7Vqow7/c1it7OxsgoMCmdzSi2fuqP4f/6u9eiiFLxNLSE69gLNz9ZO8hKgP6tP2G3+P+0bbIAYHB1NcXExGRgbHjh1jx44dZGdn07hxYx555BGjXvgnJiZy5MgRbrvtNm677bYqz+Xk5BASEkJhYSFnz56lSZMmNY6/Lr3uTE1NJTAw0KoxCPOSmlrO8ePHuf322/mibxO6B7lVf8JVfksv5KEtZ/n111/p1q1btcdLXfVJ6qo/UlN9kroKc7vZ+zA7uysTwD/66CPGjh1L+/btOXToELa2thZ9H5aRkUGrVq0IDQ3lwIEDhrjmzp1r0jaIxcXFVVYrz8vLIzQ0tE68J6qrZOzRhmyDaHnV9eVz587RpEkT3rormEeb+dSo7bePXGB5TD4X0tKrfG51q5HxQnuSY8uQPGtPcqw9ybE2rLoNYnVsbGz4xz/+wUcffURaWhobN25kyJAhODk5Af93V0BaWhpvv/02a9assXLEQgghLGnHjh0oilKriVrFxcX1eqIWwOrVqykrLeXx5jV74w/wxG2+ZOfm8fnnn2sQmRB1T13bfsMY5eXlpKam4u/vz7PPPssdd9zBrFmz+M9//sPEiRNp0qQJq1atqradsLAwHn744WsmapWUlDB69GgKCwtp37690RO16vKWH/LFiP5ITS2n8g63ILeabwkU4uZQpY3qSF31SeqqP1JTfZK6ClNkZ2cbVhwwxZgxY4iKiuLIkSMsWrTIzNFVb9KkSeTk5LBq1SrDRK3acHR0NNxJX/kjbk5yJPSiur4cHh5On/vvY01MTo3aLa1QWXcmjydGjrqlJ2qBjBeWIDm2DMmz9iTH2pMca6PObINYHQcHBx566CEeeughCgsLWb9+Pc8//zwZGRn1/kt2IYQQNRMfH2/Sqi9XS05OJigoyEwRWdfaNau4P8yDAJeaf6ka7uHI3SEerF2zmieffFKD6ISoe+rK9hvGysnJMWwHnpiYyHvvvcejjz6Ki4sL27dvZ9y4cYwZM4YmTZpw991316jtY8eO8eSTT/L777/j7u7Of//7X6PPrctbfpw4cQI/P796s1S3LOdf/VLdMTExuLm5mbxUtyznb/xS3QDt27enqHVXUhxtCTrzExeadKPC1gGngou4ZSeREXrHlZgu/EWpoxsF3qEAqMd+oG/fviiKQlJSUrXL+R8/fhxvb29Zzl9nY8TRo0fx8/OrV8v5yxhx8zEiIyMDBweHavtsdfmWLT/q1hgRHx+Pi4sLoP/XEXV1jGjUqBH1zfTp01m9ejW7du2id+/ehscrV/SpHCtuZvny5bRp04bZs2czePBgzWK9noMHD1JSUkKbNm2u+/z48eMZP348c+bMMWmre1G9pKQkmjdvbu0whKg1Y/ry05Mm07//d/yQmMe9YcZ9yf1ZTBZpBZeZOHGiOcKs12S80J7k2DIkz9qTHGtPcqyNOr0N4t+VlZWxc+dO1q9fz6ZNmwzbIlZuiThnzhxmz55t5Sjrlrq0HY0QQtTWpUuXDB8mm2r37t306tXLPAHVEUENAng82IZn29dsC8RKcw+k8EupFydjzpg5MiGsoz5sv3GjuK+3DWJycjIhISEALF68mMmTJ1d5/u233yY6OpqhQ4fyxRdfGHWtnJwcZs+ezZIlSygvL+e2227jiy++4Pbbbzc63rq85UdMTIy8edQZqanlxMbGEhkZyYp7G9E33LNG5/6UlM/w7+L5/fffadeuXbXHS131SeqqP1JTfZK6ClM8/fTTLF26lC+++IKhQ4caHk9ISCA8PLzK+5nrvQ+r9MYbbzBr1iwGDBjAb7/9ZrH3Ya+88ophgt3VDhw4wMGDB+nduzetWrWiT58+9OnTp0bxgHwWbwwZe7Qh2yBanjF9uaKigv79HuSnH75n7X2N6NTA9abH7ziXy8Td5xkzbhwffvihOcOtl2S80J7k2DIkz9qTHGtPcqyNOr+yVmlpqWGC1ubNm6+ZoFVJURQCAgKsFaYQQggNqaqKjU3tdu5dsGAB0dHRZoqobikpLcXB1snk8x1sFUoKr/1AR4i6LDs7m8LCQvz9/XF0dKzx+WPGjGHt2rXs3r2bRYsWMX36dA2iNA93d3fD7wMHDrzm+SFDhhAdHc2ff/5pVHu7du1i1KhRpKam4uzszPPPP8/MmTNrnEdHR0eTcm8Jelk5UfwfqanlRERE0LljBz49HVvjyVprY7Jp1eI22rZta9TxUld9krrqj9RUn6SuwhStWrUCYM2aNQwcONAwCWvZsmUA9OjRw6h2oqOj+fzzz9m8efN1P+9JTU0lNzcXPz8//Pz8TIo1NzeX1NRUXFxcCAsLA7jhjd5z587l4MGDPProo4wbN86k6wnjyNgj9MKYvmxjY8MXX66n3wMP8Ni3vzK+lQ8jmvsS4l51FcIzOZdZdTKTNacyGTxoMB988IFWYdcrMl5oT3JsGZJn7UmOtSc51kbtvvnWSGlpKVu3bmXUqFEEBAQwYMAAPvnkE8MWMJVUVaVp06a8+uqrxMfH89RTT1kxaiGEEFpQFKVWE7Xuu+8+VFXV7UQtAC9PTzIvlZl8fublMry8vM0YkRDamz59OqGhoezdu7fK4zXdfsPJyYnZs2cbtpqpizw8PPD19QXAzc3tmucrHzPmTvSNGzfSt29fUlNT6devH6dOnWLOnDl1dtKVqYqKiqwdgjAzqallPT15CnvO53I257LR5yTll7AzMZenJ0+pcmPVzUhd9Unqqj9SU32SugpTDBs2jODgYLZt20ZkZCT9+/fn9ttv54033sDZ2ZmZM2ca1Y6dnR0rV67E1taWioqKa56fNWsWLVq04P333zc51o0bN9KiRQtGjhxpchvC/GTsEXphbF92c3Pju127mDJtOmvOXuLO9TEM/+4cz+9LYsbeJAZtjyfq69PsuAivvfZvPv/ii2tWI7xVyXihPcmxZUietSc51p7kWBt1ZrJWSUkJW7ZsYeTIkQQEBPDQQw+xdu1acnNzr/niyd3dnXHjxrF3715Onz7Niy++SGhoqJUiF0IIoYXHHnvM6C/6bkRVVb777jszRVR39egVxY7zhZRX1Hxn48tlFXyfVMRdPXuZPzAhNFS5Jerft7BITU0FwN/fv9o2IiIimDNnDgUFBddsLVjX3HXXXcCV7Tn+7vDhwwDVrmSTk5PDmDFjKC8v56WXXmLLli2GO8z1Jicnx9ohCDOTmlrWo48+SnhYKP/ck0xOcfUTwgtKypmwJ4kGAQE88cQTRl9H6qpPUlf9kZrqk9RVmMLb25tDhw4xadIkbGxs2LlzJ+np6QwePJiDBw8avbomQMeOHZk6daqG0Yq6SMYeoRc16cuOjo4sWLCA5NRUln34IU4tu/CXUwhnXMPwb9+DdevWkZiUzAsvvFDr3SX0RMYL7UmOLUPyrD3JsfYkx9qw6vTskpISvv32W9avX8+WLVvIz88H/m9VAEVRUBTFsOXhvffey+jRoxk4cCBOTqZv9ySEEKLuWr16NaNHj65VG8asLqMnkyZNYtWqVexOyqd3mEeNzt12LpfMomKefvppjaITQhv1ffuNmpo4cSKbNm0iOjqaXbt20aBBA+DKdpAvvvii4ZhKGRkZZGRk4OnpSWBgIACbNm0iJyeH++67j1dffdWkOIQQtwYnJye2f/sdd93ZjYHbz7H47mBa+Tpf99iY7Ms8szeFxEvw095vq2zdKoQQQgj9CQoKMmrFq3PnzlV7zMKFC1m4cOE1j69atYpVq1bd9NxevXrd9POf0aNHG/350ty5c5k7d65RxwohhKnc3NwYP34848ePt3YoQgghhKgDFNVK32iPGDGCrVu3XneC1tX/3axZM0aOHMnIkSMJCQmxRqj1Wl5eHp6enuTm5uLhUbMv8IUQwpIOHjxI165da9VGWVkZtra2ZoqofuncsQNq8mnW922MvY1xK5JdKqtgwLZ4gtt2Zdf332scoRDmlZ2dTZs2bUhOTiY8PJzWrVuTkJDA8ePHcXZ2Zv/+/Ya7usPDw0lISKC0tPS6S8n/73//o2vXrpSXlwNVJ3yOHj2a1atXM2fOnBt+eL9nzx6ioqIYPnw4a9euveb5VatW8eSTT9KzZ0/27Nlzw79JURSCg4NJSkq67vMzZszgrbfewtfXl3vuuQcHBwd2795NSkoKzz//PG+88Ybh2Llz5zJv3jxGjRpl+JJj3Lhx/Pe//+Wee+6hTZs2N4xj8uTJRERE3PD5G5HXnULoT0xMDP0e6EtsXDydAt0ZFulJEw9HUCAhr4TPzuSyPyWPsJBgtm7fcdOxRQghhBBC7+Q9kbAWR0dHSkpKrnncwcGB4uJiK0QkhBBCCCGqY7WVtdatW1dl1azK31VVxdPTk6FDhzJ69Gi6detmrRCFEHVEYWEhhw4dIjMzEzs7OwICAujcubPs3a4TycnJtZ6Mm5aWRkBAgJkiqp/eWvgOve+9l3/tTWJhjxDsqpmwVVxeweQ95zlXUMYnb75poSiFMJ/K7Tdef/11duzYwc6dO/H29mbw4MHMnj27RhMGKrffeOeddzSMuPYWLFhAp06deOedd9i6dSu2trbcfvvtLFiwgGHDhlV7/oULFwD48ccf+fHHH2943MMPP2zSZK265OzZszRt2tTaYQgzkppaR/PmzTl5KoZNmzax5P3FTP/p5yrP9+h+J5+9PYWBAwfi4OBQ4/alrvokddUfqak+SV2FENYgY4/QC+nL2pMca09ybBmSZ+1JjrUnOdaG1VbWsrGxqbKKlo2NDb1792bUqFE88sgjss2hmcjdPKI+i4mJYenSpaz66L/k5hdUeS40OIh/TnyacePGGbaCEvXL5cuXcXa+/nY6xjpw4ABdunQxU0T13xdffMGI4cPpHujKrA4NaO13bX5VVeXIxSJe/186RzOL+XrDBh588EErRCuE0Ju69LozJiaG5s2bWzUGYV5S07ohPT2d9PR0VFXF39+fhg0b1qo9qas+SV31R2qqT1JXIcyvLr0nqqtk7NGGrKxledKXtSc51p7k2DIkz9qTHGtPcqwNqy5Lo6oqzZs3Z9SoUYwcOZKgoCBrhiOEqCMqKip44YUXePPNN/F1ceSJSA8eaRpEAxc7KlSIzyvm89PZ/HveHF6ZN4+V//0vTzzxhLXDFkaqnKBbG0uWLGHixIlmikg/Hn30UXx8fBgzehR9Np2hfUN3hjTxINDVHhVIKijhi9hcTlwspHGjMH74cR3du3e3dthCCGF27u7u1g5BmJnUtG4ICAgw62qmUld9krrqj9RUn6SuQghrkLFHGwMHDqSsrAyAS5cuGW6QlZ0ptCN9WXuSY+1Jji1D8qw9ybH2JMfasNrKWhMnTmTUqFF07drVGpe/ZcjdPKK+UVWVCRMm8N///peZHRowrrUfjrbXn9iTU1zGq4cu8MXpLJm8U09ERkYSGxtr8vlDhgzhyy+/NGNE+pSens7zzz/P+i8+p/DS5SrPOTs6MnjoUObPn09wcLCVIhRC6FFdet159YfTQh+kpvokddUnqav+SE31SeoqhPnVpfdEdZWMPdqTHFuG5Fl7kmPtSY4tQ/KsPcmx9iTH2qjd0ia1sHTpUpmoJYS4xsKFC1m5ciULewQzqW3ADSdqAXg52vHWXcGMbeXH5MmT+f777y0YqaiJsWPHoiiKyRO1hg4diqqqMlHLCOvWrSM8LIxP16zhXid7VoQH8kXTYNZHBLO6SRD9XR1Zv24djcPDWbx4sbXDFUIITSQmJlo7BGFmUlN9krrqk9RVf6Sm+iR1FUJYg4w92pMcW4bkWXuSY+1Jji1D8qw9ybH2JMfakDVQhRB1xuXLl5n/79cY1cKXIZE+Rp2jKApzugRyNPMyr70yj969e2scpaiJZcuW1WrFs4CAANLS0swYkb5V5vshb3dmBQbiZ3/tP/Pd3V14PrCcxWlZTJ06laysLObMmWOFaIUQQgghhBBCCCGEEEIIIYQQ4tajyWSt06dPV/nvZs2aVXuMOVzvOkKI+mP9+vVkZucw9t7mNTrPRlEY28KH/8fefUZHVbV/H/+elJkkpPdKOkVBEBCxIMVCUbxRAVFAQERUiniLCqgUQbE3qoWOomABVLALglJUiqICISEhDUjvmbTzvMiT+ZObQNqcmXC4PmtlLcjM2XPldx02M5k9Zz/y0y7+/vtvLr/8co0qFA21du1a7rvvvmaNUVVVhaIoFqpI/7799lsmTpzIfb4ePBvse8HsPBzseSbED28He+bMmUN0dDQjR460YrVCCKGtoKAgW5cgLEx6qk/SV32SvuqP9FSfpK9CCFuQuUd7krF1SM7ak4y1Jxlbh+SsPclYe5KxNjRZrNWuXTvzm8SKolBRUXHB+1jC+R5HCHHxWLZkMTeEuhPlYWz0sf3D3fFrZeSdd97h7bff1qA60RCHDh2ic+fOzRqjsLCQVq1aWaagS8isZ56haysnnq5nodbZHvb34p/SMmY9PZN7770XOzub7Y4shBAWVVpairu7u63LEBYkPdUn6as+SV/1R3qqT9JXIYQtyNyjPcnYOiRn7UnG2pOMrUNy1p5krD3JWBuaviurqiqqqjboPpb4EkJc3A4fPkzPIJcmHWuwt+PaACcO/3nIwlWJhsjNzUVRlGYt1EpMTERVVVmo1QT79+9n72+/cb+PO/aNWAitKAoP+Hpy4mQy33zzjYYVCiGEdeXk5Ni6BGFh0lN9kr7qk/RVf6Sn+iR9FULYgsw92pOMraOxOZeWlrJmzRruvvtuburblwH9+/Pggw+ya9cueX/zPORc1p5kbB2Ss/YkY+1JxtqQS2gIIVoEVVXJLyzCzWDf5DFcHe3Jy821XFGiXjVbFXp5eTV5jB07dqCqKuHh4Ras7NKydOlSgp2d6OPe+IVunVyMdHB1YenixRpUJoQQQgghhBBCCCGEEJem0tJSZsyYQWhwEKNHjybh5604J+6HI7v5buMH9OzZk04dOrBhwwZblyqEEEIIK9NkG8TRo0db5D5CiEuHoii4urhQXF7V5DGKKqpwk0swWk1zt7JdunQpDz30kIWqubQd+P13rnc24NCEniiKQi8XI5v++EODyoQQwjZiY2NtXYKwMOmpPklf9Un6qj/SU32SvgpLq/k9Uc0VYiIiIkhKSqJ79+7s3r0bO7u6PzceGhpKampqo68so6oqrVu3plevXqxbt67JdY8cOZLt27eTkpLS5DFEw8ncoz3J2DoaknNeXh63DRzA77/t4762Xoy8sS1RHkbz7VWqyq60Qpb/k8Ldd9/NP//8w5w5czSs+uIi57L2JGPrkJy1JxlrTzLWhiaLtVauXGmR+wghLi2xMdHsO3OSB5twbGWVyv5MEzf3bmvxukRtjo6OVFRUNPn4cePG8f7771uwIpGfn4ebfdMvlulmb0d+fr4FKxJCCNtKTEwkKirK1mUIC5Ke6pP0VZ+kr/ojPdUn6auwln379rFkyRImTZpk0XG3bNnS7AVWaWlpbNq0CU9PT8sUJeolc4/2JGPrqC/n8vJy7rrjDv7a/zsf94+gq/+5OyLYKQo3hLjRM9iVxX9mMHfuXLy9vZkyZYqWpV805FzWnmRsHZKz9iRj7UnG2pBtEIUQLcYDEx7iu5P5pBeVN/rY7akFnMwrYfz48RpUJgCGDRuGoihNXqjl7e2NqqqyUEsDLi4ulFQ1/ap0JVUqrZxdLFiREELYVnl5459LiJZNeqpP0ld9kr7qj/RUn6SvwloUReHpp58mLS2t2WOlpKTw1VdfMW3aNEaMGNGkMXJzc9m+fTsvvfQS1157LUVFRc2uSzSczD3ak4yto76c169fzw8//cR7fcPqXKh1NkVRmNTJn/sv8+HJJ54gMzPTkqVetORc1p5kbB2Ss/YkY+1JxtqQxVpCiBZj5MiRODs5s/bfrEYdp6oqq/7NpkvnTnTv3l2j6i5dy5YtQ1EUNm7c2OQxqqqqyMpqXF9Fw0VFx/CnqaLRWwbU+LO0jAhZES+E0JFWrS78i1Bx8ZGe6pP0VZ+kr/ojPdUn6auwlgcffJD8/HwmT57c7LGmTp3KbbfdxmuvvdbkRVbr1q2jT58+TJ8+naSkpGbXJBpH5h5t7Nmzh927d7N7926OHDli/vOePXtsXZpu1XcuL1m0kF5h7lwb5NrgMadeGQBVlbIz0f8n84X2JGPrkJy1JxlrTzLWhibbIDZE3759geoV4+vXr8ff379J46SkpHDfffcBcNVVV/HSSy9ZrEYhhHW5u7vzyKRJvP7qq3QPbEXvULcGHffO4Ux+Ss7n41dnoiiKxlVeOvbu3UuPHj2aNUZBQQGurg1/QSqa5v4HHmDQ5s38WWKik4tTo45NNpWzPa+Q9x5sygakQgjRMvn5+dm6BGFh0lN9kr7qk/RVf6Sn+iR9FdayYMECvvrqKz777DO++OILBg0a1OSxpk2bxvDhwwH4+++/mTNnTqPHGDBgQK0PJA4dOrTJ9YjGk7lHG7169aKsrOyc7xsMBkwmkw0q0r8LncsHDhxg72+/s/ym8EaN6e3kwKBId5YuWsS0adMu+fc6ZL7QnmRsHZKz9iRj7UnG2rDZlbW2b9/Ojh072L59O6WlpU0ep6KiwjzW+vXrLVihEMIWnn/+efr178e4H06yOT73glcKqqhSeW3/KebvS2fmzJkMGzbMipXqV0ZGBoqiNGuh1pEjR1BVVRZqWcmAAQOICAtlbWZeo4/9MCsPdzdX7rnnHg0qE0II20hMTLR1CcLCpKf6JH3VJ+mr/khP9Un6KqzFzc2NJUuWADBx4kQKCwubPFaPHj0YMmQIQ4YMoVevXk0aIzo62jzGkCFDmlyLaBqZe4ReXOhc/u2331AUuDHMvdHj3hTmxomTJ8nOzm5Gdfog84X2JGPrkJy1JxlrTzLWhk23QWzqdk1nS09PN4+VkZHR7PGEELbl4ODAp599zp1DhjJx+0lu2ZLA2n+zKCyrNN/ndHE5bx44zTWfxPHGgTM8//zzzJ8/34ZV60NlZSWKojT5SocAn3zyCaqq0rZtWwtWJupjb2/P408+xaacAjbnFDT4uJ0FxazMymfi5Cm4uLhoWKEQQgghhBBCCCEuVYMGDWLYsGEkJyfz7LPP2rocizGZTOTn59f6EkKIgoICXBwdcLBr/JWxPAz2ADKfCCGEEJcAzbdB3LdvX71XztqzZ0+TVuNlZ2fz/PPPm/9+qV8SVAi9MBqNfPDhh4wZO5Ylixfx9JdfMePXVFoZHKhSVUrKK3FxdmLEyFE88sgjdO7c2dYlX/SaO38+9thjvP766xaqRjTFxIkT+eP333lyzRpKqqq429v9gn39OreQaSkZ3HLLLcydO9eKlQohhPYCAgJsXYKwMOmpPklf9Un6qj/SU32Svgpre/vtt/nuu+9YuHAhI0eOpGvXrrYuqdkWLFhQ5+9U4uLicHV1JSYmhuTkZEwmE87OzgQGBnLixAkA/P39a30APSoqirS0NEpLS3FyciI4OJiEhAQAfH19sbOz48yZMwBERERw5swZiouLMRgMtG7dmuPHjwPg7e2NwWDg1KlTAISHh5OVlUVhYSEODg5ERUVx7NgxALy8vHBycjJ/IL5169bk5ORQUFCAvb09MTExHDt2DFVV8fDwwNXVldTUVABCQ0MpKCggLy8PRVFo06YNcXFxVFVV4ebmhqenJ8nJyQAEBwdTXFxMbm6u+b2i+Ph4KioqcHV1xdvbm5MnTwIQFBSEyWQyX1UoNjaWpKQkysrKcHFxwd/f3/xeUkBAAJWVlWRmZgLVV01LSUkx5x0UFGTOsGbrnrPzTk9Pp6SkBKPRSGhoKPHx8ea87e3tOX36dJ15h4eHExcXZ87baDTWyjA7O9ucd3R0NEePHgXA09MTFxcX0tLSAAgLCyM3N5eCggLs7OyIjY2tlbebmxspKSkAhISEUFhYWCvv48ePU1lZiZub23nPUVVVUVWVhIQEc94+Pj4kJSUBEBgYSFlZmTnvmJgYTp48WWfe/v7+VFVVmfO+0Dnr5+eHoijmczYyMpJTp06Z8w4LCzOfsz4+Pjg4ONTKOyMjg6KiIhwdHYmIiDDnfaFztr68Q0NDzYsqa/KuOWfd3d1xd3c35332OQvQtm1b8znr5uaGl5cXpaWlHD16lKCgIEpLS8nJyTGfs/7+/tw2+E4ygxzwyDpBRni36ppOH6XSwUiBT0R1/vG/kBXWmXJDKwwluXiePkZV56sZ5l69e0J2dvYlN0ecnXdpaSmpqakyR1hgjvDy8qqVYc05W1paKnOERnPE2XkbDAbz48bGxpKYmEh5eTmtWrXCz8+v1jlbUVFBVlaWOW95HnHhvGueR5w9J8scYbk5AqBNmzYkJCSY52SZIxo+RzTkNbeiWuLyVhcQGRlpbu7Zzn5YSyyyUlWV2NhYc4CiWn5+Ph4eHuTl5eHu3vhLrgrREpw8eZIffviB7OxsHBwc8PPzY+DAgXh6etq6tItec+ffmv/8RctQUVHB5MmTWbZsGW1bOTPC05Xbvdxwta++kKapqoqtuYV8kFvIwYJihg0dyuo1a3BycrJx5UIIPWhJzzszMzPx9fW1aQ3CsqSn+iR91Sfpq/5IT/VJ+iosreZ3TDW/94+IiCApKYny8nIcHKo/M75ixQrGjRtHly5d2LdvH/b29oSGhpKamtroXTi2b99Onz59GDFiBOvWrWtW3SEhIeY3VxrDZDJhMpnMf8/PzycsLKxFvCZqqWTu0YbRaKSsrOyc7xsMhlrnqLCcC53Lv/76K9dddx0f9o/khpDzL6ary4xfUvgh15Hk1DTs7Gy6OZLNyXyhPcnYOiRn7UnG2pOMtWGV/+lrVu+f/VXf7Q39qqEoCnfddZc1fhwhhJW1bt2asWPH8vjjj/Poo49y7733ykKtZurXr1+zF2qpqioLtVoYBwcHlixZwrfffkv7G29mTnoWV/2TyLVHk7nuWApd/kniieQz+F19LZs2bWL9Rx/JQi0hhC7VfAJN6If0VJ+kr/okfdUf6ak+SV9FU+Tk5JivONAU999/P3369GH//v28/fbbFq7O+oxGo/mT9DVf4sJk7hF6caFz+ZprrqHjZZex+kh2o8bML6vk04R8Hnzo4Ut+oRbIfGENkrF1SM7ak4y1JxlrQ/NtELWmqip2dnbcfffdzJo1y9blCCFEi/bKK6/w5JNPNmsMjS/IKJpJURRuvvlmbr75ZpKTk9myZQuZmZlUVVXh4+PDgAEDiI2NtXWZQgghhBBCCCGEuMg89thjrF69mu+++46bbrrJ/P2aK/oYDIZ6x3j33Xfp2LEjs2bNYsiQIZrVKoQQtqIoCo9MnszERx7hcGYJHXydG3Tce4czMFVWMX78eI0rFEIIIURLoPliralTp5r3ED1bzV7uiqIwZcqUJl0lp2ZPymuuuYaoqKhmViqEEPr1999/06FDh2aNUVxcjLNzw15YipYhLCyMiRMn2roMIYSwupiYGFuXICxMetoyJCYmcvr0aVRVxd/fn8jIyGZdrVX6qk/SV/2RnuqT9FU0hYuLCwDZ2bWvFpOeng6An59fvWPExMQwe/ZsZsyYwaRJkyxfpGjRZO4RelHfuTx69GiWv/cuo3/4h4/6hRPreeHdDT46ls0bB87w7LPPEhwcbMlSL1oyX2hPMrYOyVl7krH2JGNtaL5Y69FHH63z+3PnzjX/Uvexxx6jdevWWpcihBCXnOzsbHx8fJo1xokTJ4iIiLBMQUIIIYQVJCcny/9dOiM9tZ2SkhI2bNjAkkUL2ff7H7Vu69K5E49Mmsw999xjfvO2MaSv+iR91R/pqT5JX0VTXH755QCsWbOGO++8EweH6rcXli1bBkDPnj0bNM60adP46KOP2LJlS51bfaWnp5OXl4evry++vr5NqjUvL4/09HRcXFzkvYcWROYeoRf1ncvOzs588dVWburbh8FfxTOxow/D23jj7VT7bdl/skpY/k8mHx/L4cEHHzRf6ELIfGENkrF1SM7ak4y1Jxlrw6abHstWWkIIoY2KigoURWnWQq2tW7eiqqr85yuEEBa2atUqFEVhzJgxdd6uqiqPPPIIiqLg7u7Ozp07iYiIQFGUBn1t3769UfVcf/31XH/99c3/wVoQk8lk6xKEhUlPbePPP/+kbWwMY8aMwfl0HMv6tubbO2L57o5Y3r8xHK/sRMaPf4DoyAh+//33Ro8vfdUn6av+SE/1SfoqmuLee+8lJCSEr776itjYWAYNGsQVV1zBiy++iLOzM9OnT2/QOA4ODrz//vvY29tTVVV1zu0zZsygffv2LFq0qMm1fv7557Rv35777ruvyWMIy5O5R+hFQ87lwMBAdv26mzuGj+C1Q9lc9fFRHvg+iWd3pzLjlxT+89UJbtkUx858A2+99RbLli1r1pWL9UbmC+1JxtYhOWtPMtaeZKwNza+sdT4rV640/7mpn44RQghxrua+oJs1a5Z8gkcIIWxo0qRJLF26FA8PD77++mt69OjB/ffff85WI2f75Zdf+P3337Gzs2vUc+uDBw/y66+/cu2111qi9BZDtu3VH+mp9R06dIgbrr+e1s6w7q42RP/Pth3tvZ3pH+FBUr6JyT+n0euGnvz403auvvrqBj+G9FWfpK/6Iz3VJ+mraAovLy/27dvHCy+8wLZt2/j222/x8vJiyJAhzJo1i44dOzZ4rG7dujFlyhTeeOMNDSsWLY3MPUIvGnoue3p6snLlSl555RVWrlzJl1s2sy8zE4PBQGi31swYM5bbb78dR0dHjSu++Mh8oT3J2DokZ+1JxtqTjLWhqBf55a2Ki4vNn+D19PTkiiuusHFFLUt+fj4eHh7k5eXh7u5u63KEEBrq1asXP//8c5OP7969O3v37rVgRUIIIeqyatUqxo4dy+jRo1m1alWt2yZNmsTixYvx9vbm22+/pWvXrvWOFx8fT9euXcnLy2POnDnMnj37gvc/c+YMhw4dYteuXSxZsoTMzEyuu+46du3a1Zwfq0U97ywrK8NgMNi0BmFZ0lPrKi4upm1sDF7lBWzsH46rwf6C9y+pqOKeb5I4WWHgaNxxPD09G/Q40ld9kr7qj/RUn6SvQlheS3pN1FLJ3KMNo9FIWVnZOd83GAxyJQyNyLmsPclYe5KxdUjO2pOMtScZa8Om2yBaQmVlJb1796ZPnz7cdNNNti5HCCGsbsaMGSiK0qyFWqqqykItIYSwscmTJ7N48WL8/Pz48ccfG7RQq7S0lKFDh5KXl8eAAQN49tln6z3m5Zdf5pZbbuG5554jMzPTEqW3OCdOnLB1CcLCpKfWtX79elLT01naO6TehVoAzg52LO0dSnZ2DmvWrGnw40hf9Un6qj/SU32SvgohbEHmHqEXci5rTzLWnmRsHZKz9iRj7UnG2rjoF2sVFhYC1QsNsrKyOHPmjI0rEkII69iwYQOKovDiiy82eQxVVbnIL7AohBC6MGXKFBYtWkRgYCA//fQTnTp1atBxkydP5sCBA0RERLBu3Trs7Op/ej969Gg2btzIxo0bWbJkSXNLF0LojKqqLF74Nn3DPIhwNzb4uKBWjgyIcGfJooXy/FIIIYQQQgghhBBCCCEuwMHWBRQWFrJu3Tp27drF6dOnqaysbPCxVVVVHD58GEVRzL8Mll8KCyH07sCBA3Tp0qVZY5SXl+PgYPP/AoQQQgCPPvooCxcuJCQkhB9++IG2bds26Lg1a9bw/vvvYzQa+eSTT/D29m7QcR07dqRjx44AJCYmNrXsFs3f39/WJQgLk55aT1xcHAcO/cmKm8IbfeyItl4M33a8wc9Xpa/6JH3VH+mpPklfhRC2IHOP0As5l7UnGWtPMrYOyVl7krH2JGNt2PSd+sOHD3P77beTlJTU5DFUVUVRFAACAgIICAiwVHlCCNGinDlzptlzXFZWVoPfzBdCCKG9qVOn8vbbbwMQHBxMdHR0g447fPgwDz/8MAALFy5s0JaJlmYymTCZTOa/5+fnW72G85EPcOiP9NR60tPTAYjxdGr0sVEe1VfiOnXqVIPuL33VJ+mr/khP9Un6KoSwBZl7hF7Iuaw9yVh7krF1SM7ak4y1Jxlrw2aLtQoLC7n99tvNn+Y/++pYZ/+55u91OftqWo6OjixatEjbooUQwgbKysowGhu+BU1dDh8+zOWXX26hioQQQljCp59+SmFhIdHR0ZSWlvLbb78xe/Zsnn/++QseV1hYyJAhQyguLmbs2LGMHz/eShXXtmDBAubOnXvO9+Pi4nB1dSUmJobk5GRMJhPOzs4EBgaa97b39/dHVVUyMjIAiIqKIi0tjdLSUpycnAgODiYhIQEAX19f7OzszNudR0REcObMGYqLizEYDLRu3Zrjx48D4O3tjcFg4N9//8XX15fw8HCysrIoLCzEwcGBqKgojh07BoCXlxdOTk7mhSmtW7cmJyeHgoIC7O3tiYmJ4dixY6iqioeHB66urqSmpgIQGhpKQUEBeXl5KIpCmzZtiIuLo6qqCjc3Nzw9PUlOTgaqF+EVFxeTm5sLQNu2bYmPj6eiogJXV1e8vb05efIkAEFBQZhMJrKzswGIjY0lKSmJsrIyXFxc8Pf3N79+CggIoLKykszMTACio6NJSUkx5x0UFGTO0M/PD6BW3unp6ZSUlGA0GgkNDSU+Pt6ct729PadPn64z7/DwcOLi4sx5G43GWhlmZ2eb846Ojubo0aMAeHp64uLiQlpaGgBhYWHk5uZSUFCAnZ0dsbGxtfJ2c3MjJSUFgJCQEE6cOEFGRoY57+PHj1NZWYmbmxteXl61MiwtLSUnJweANm3akJCQYM7bx8fH/GGhwMBAysrKzHnHxMRw8uTJOvP29/enqqrKnPeFzlk/Pz8URTGfs5GRkZw6dcqcd1hYmPmc9fHxwcHBoVbeGRkZFBUV4ejoSEREhDnvC52z9eUdGhpKfn4++fn55rxrzll3d3fc3d3NeZeXl9OlSxdKOvYgzWhPcNwOTkVdQ5W9AafCDFxzUsgMu7K6plP/Um50pdArDADl0I8MGDCAiooKUlJS8PPzq3XOVlRUkJWVZc772LFjeHl5WX2OqFlMJnOENnNEzRxszTmisLCwVt4yR1h2jsjMzDSfHxc6Z+vLOzY2lsTERMrLy2nVqlW9c4StnkdcKnNEUlKSOUO9P49oqXNEeHjjr2IpxMUuIyNDPkgqdEHOZe1JxtqTjK1DctaeZKw9yVgbimqjZXAvvvgiM2fONC/MUhSF9u3b4+zszOHDhzGZTCiKYv7FA1T/0vjUqVNUVVVVF68oREZGcv/993P33Xc3+EoE9amoqGDx4sW8//77xMfH4+HhQd++fZk1a1aDt6X55ZdfmDdvHn/88Qcmk4kOHTowefJk7rnnnjrvv3PnTubPn8+BAwcoKCggKiqKESNG8NRTT2Fvb9/knyU/Px8PDw/y8vJwd3dv8jhCCOtTVRU7O7tmjbF582Zuv/12C1UkhBDCElatWsXYsWMBaN++Pd9//z2HDx+mf//+KIrCTz/9xA033HDe44cPH87HH39M586d2b17N05Ojb/6TY3ExEQiIyO57rrr2LVrV6OOrevKWmFhYS3ieefRo0cb/LxdXBykp9Zz+PBhOnbsyIf9I7khxK1Rx/52uog7voxnz549XH311fXeX/qqT9JX/ZGe6pP0VQjLk9/F10/mHm0YjUbKysrO+b7BYKj1ul1YjpzL2pOMtScZW4fkrD3JWHuSsTaatwqgGVasWGFeqBUZGcnhw4c5fPgwv/32G//88w8BAQGoqkpoaCgnTpzgxIkTpKSkUFJSwqeffspll12GqqokJyfTrl07iy3UUlWV0aNHM3XqVIqKihg5ciRXX301GzZsoHv37hw6dKjeMb766it69+7Njh076NOnD0OHDiUpKYl7772X2bNnn3P/jRs30rt3b3799VduvPFG7rzzTjIzM3n66aeZNm2aRX4uIcTF5corr2zWQq158+ahqqos1BJCiBasbdu27Nixg+DgYG655RYmTpxIVVUVo0aNMl894X8tWrSIjz/+GE9PTz799NNmLdRqLqPRaL4iT81XSxEVFWXrEoSFSU+t5/LLL6dtTAwfHctp9LEfHcuhdUgI3bp1a9D9pa/6JH3VH+mpPklfhRC2IHOP0As5l7UnGWtPMrYOyVl7krH2JGNt2GSxVnx8PMePHzdfUeu9996jffv25tsjIyMZNmwYAEeOHOHPP/803+bo6Mgdd9zBr7/+ylVXXUV5eTn33nsv//77r0Vq+/zzz/nwww+55ppr+Pvvv3n33XfZtGkTmzdvJj8/n9GjR1/w+JKSEsaNG4eiKOzYsYMNGzawfPly/v77b2JjY5k/fz5//PGH+f6ZmZmMHTsWf39/Dh48yPr16/nggw84dOgQUVFRLFq0yHzJbCGE/k2ZMgVFUTh48GCTjr/ttttQVZVnnnnGsoUJIYSwuB49epi3lQF4+eWXadeuHSdPnmTChAnn3H/fvn08/vjjKIrC2rVr5QXSBdRskSP0Q3pqPYqi8PCkSWxNzOd0cXmDj8sxVbA5IY8JjzzS4KtDS1/1SfqqP9JTfZK+CiFsQeYeoRdyLmtPMtaeZGwdkrP2JGPtScbasMlirb/++sv856CgIPr27XvOfTp06GD+8969e8+53d3dndWrV2MwGCgrK2P8+PEWqe2NN94Aqt8sc3Z2Nn9/4MCBXHXVVRw6dIhffvnlvMd/+OGHnD59mvvuu4/u3bubv+/p6cnUqVOpqqpi2bJl5u8vWrSIoqIiXn311VpXBwsMDGTSpEkYjUZ+++03i/xsQoiWa/Xq1SiKwsKFC5t0vJOTE6qq8sUXX1i4MiGEENbi7OzM2rVrcXBwYMOGDaxatcp8W3Z2NsOGDaOsrIyZM2dy22232a7Qi0BpaamtSxAWJj21rtGjR+Pm5srUnamUVVbVe//KKpX/7kzFwWhk3LhxDX4c6as+SV/1R3qqT9JXIYQtyNwj9ELOZe1JxtqTjK1DctaeZKw9yVgbNlmslZKSAlR/YveKK66o8z6RkZHmP59v68F27doxePBgAHbv3s2XX37ZrLqKi4vZu3cv3t7eXHfddefc3rt3bwB+/PHH847xww8/ANS59Vhdx2/duhVnZ2fuuuuuc+7/2GOPUVhYyNChQxvzYwghLiJ79uxBURTGjBnT5DEqKyspKSmxXFFCCCFsplu3bsyaNQuovtpifHw8qqoyatQokpKSuPnmm3nuuecaNFZmZiZHjhwhPT1dy5JbJFtuDym0IT21Lk9PTz7btJk9p4oZ+8NJckorznvf/LJKxv94kh9TCtiw8RMCAgIa/DjSV32SvuqP9FSfpK9CCFuQuUfoRUPP5X/++Ydp06YxePBg+vfrx/Dhw3nnnXcoLCzUuMKLn8wX2pOMrUNy1p5krD3JWBsOtnjQgoIC8599fHzqvE9ERIT5z3Fxcecda/jw4WzYsAGovjJNc64ycOjQIcrLy7n88stRFOWc2y+77DIAjh49et4xarY4PPvKYDXatWuHnZ0diYmJlJWVUVFRwYEDB+jUqRNOTk788ssv/PjjjxQVFdG2bVvuuusu3N3dm/zzCCFartTUVEJDQ5s1Rl5enswRQgihQzNnzmTr1q3s2bOHESNG8MADD7B161YA/P39+e9//3vB4ydNmkRMTAyLFi1i7ty5jB49utZVui4FwcHBti5BWJj01Pp69+7N1998w52DB9N9w1Fuj/Tg3rZeRHkYUYCk/DLWH8vms4R8FAdHtmz5ggEDBjTqMaSv+iR91R/pqT5JX4UQtiBzj9CL+s7ln3/+mdnPPsv2n3/Gt5WRjt5GnOzhhEll44YNPPH444y5/36ee+45PD09rVP0RUbmC+1JxtYhOWtPMtaeZKwNmyzWcnD4v4ctKyur8z6tW7c2L5hKTEw871idO3c2/3nHjh3NqiszMxOo3oKwLl5eXgBkZWU1aQw7Ozvc3d3Jzc0lJyeHoqIiKioq8PLy4u677zYvOqvxxBNPsHbt2kb9wttkMmEymcx/z8/Pb/CxQgjtlZSU4OLi0qwxjh07RmxsrIUqEkII0dLY29uzdu1aOnfuzN69e7npppvMt33wwQf1Hj948GBiYmK0LLHFS0hIoG3btrYuQ1iQ9NQ2+vbty9G4OJYvX86yJYv5+Iv4WrcHBwbw5MxnGD9+fJN+aSN91Sfpq/5IT/VJ+ipaopr3A1RVBao/0J2UlET37t3ZvXs3dnZ1bxQSGhpKamqq+biGUlWV1q1b06tXL9atW9e84kWDyNwj9OJC5/LatWu5f+xYOvg4s7h3awZEuGOw/7/5K7WwjA+PZrPyvWX8+P13fPPd94SEhFir9IuGzBfak4ytQ3LWnmSsPclYGzbZBtHX19f856SkpDrvYzAYCAoKQlVVTpw4UWsB0tmCgoKA6hdWWVlZzVqclJeXB5z/Mm6urq4AlJeXW2SMnJwcoHrrxB9//JE1a9aQnZ1NdnY2S5cuJS8vjzvuuIPjx483+GdYsGABHh4e5q+wsLAGHyuE0I6qqiiK0qyFWt988w2qqspCLSGEuMiNGTMGVVUveLWrmJgYCgsLUVWV+fPno6pqg79qtt6eM2dOvY8TERGBqqrs2rXLsj+kEEI3AgICmDlzJgmJSezcuZNPPvmEjRs3sn37dhJPJjN79mz5dJ0QQgghNLVv3z6WLFli8XG3bNlCSkqKxccVQly6vvzyS8aMGcNd0R5sujWS/0R71lqoBRDiauCJroFsuTWSnNREBvS7RS68IIQQQlyCbHJlrSuuuAKoXrxw4MABTp06VeeVqKKiokhLS6OyspKDBw9y9dVXn3Of06dP1/p7YWFhk7cFMxgMABQXF9d5e82CsQsttjAYDJSUlFBcXGxemHW+MUpLS4HqHFauXFlrC8eHHnqIv//+m0WLFvHee+/x0ksvNehnmDFjRq2tcfLz82XBlhA2FhMTQ3x8fP13PI/XX3+dxx57zIIVCSGEEPp29odDhD5IT23PwcGB66+/3qJjSl/1SfqqP9JTfZK+iouJoig8/fTT3Hnnnc1eJJ6SksKhQ4f46aefWLZsmYUqFA0lc4825s2bR2VlJVD9/lbNe1j29va2LEvX6jqXKyoqeHjCg/QJdePl60Kwt1MuOEaMpxNrb2rNoC+P8cYbbzB79mytyr0oyXyhPcnYOiRn7UnG2pOMtWGTxVqdO3fG19eXrKwsKioqmDJlyjlbAAJ07NjR/Cn/DRs21LlY6+uvv671dw8PjybX5e/vD2C+4tX/qtni8EKXI/X39ycpKYmcnJxzFmtVVlaSk5ODs7Mz3t7euLm5AdVX4Ro4cOA5Yw0dOpRFixbx999/N/hnMBqNGI3GBt9fCKGdcePGsWLFiiYfP3z4cNavX2/BioQQQohLw/m2RxEXL+mpPklf9Un6qj/SU32SvoqLyYMPPsg777zD5MmT+fTTT5s11tSpU5s9hmg6mXu08eSTT5r/nJOTg5eXlw2ruTTUdS5/8cUXpKSls3xwbL0LtWq09XLijkh33l22lJkzZ+Lo6GjpUi9aMl9oTzK2DslZe5Kx9iRjbdgkVXt7e0aMGGHeQ/7TTz+le/furF27ltTUVPP9+vTpA1RfeWrZsmX88ccftcY5ffo0zz33nHkv+/DwcFq1atXkui677DIA/vrrrzpvP3r0KACdOnWqd4w///zznNsSEhKoqKgwX1ksIiICRVFwdnau8wSvWexVk5MQ4uKwdOlSFEVp8kKtgIAAVFWVhVpCCCFEE505c8bWJQgLk57qk/RVn6Sv+iM91Sfpq7iYLFiwgNDQUD777DO++OKLZo01bdo0Nm7cyMaNG5kzZ45lChQNJnOP9iRj66gr5yWLF9M10I3LfZwbNdbo9j6knTrd7PlNb+Rc1p5kbB2Ss/YkY+1Jxtqw2RK46dOn19qu8Pfff2fMmDHMnTvX/L2BAwfi7e2NoiiUlJRwww038OCDD7Jw4UKeeeYZrrzyStLS0lBVFUVRuOuuu5pVk7+/P507dyYjI+OchWEAW7duRVEU+vfvf94x+vXrB5x7xa+a42t+LgB3d3euuOIKcnJyOHbs2Dn3/+2334ALLw4TQrQcO3bsQFEUHnnkkSaPUVVVxalTpyxYlRBCCCGEEEIIIYQQFy83NzeWLFkCwMSJEyksLGzyWD169GDIkCEMGTKEXr16WapEIYTgt317uTm08ReUuMzHmVAPZ/N7gkIIIYS4NNhssVZAQAAfffQRjo6O5sVW/8vFxYUZM2aYby8pKWH58uVMnTqVBQsWcOrUKfNxXl5ePP74482ua8qUKQA88cQTlJeXm7+/ZMkSDh48yJ133klERAQA6enpHDlyxLw9IsDo0aPx8PBgxYoVta6udeLECRYsWICbmxvjx483f79mUccjjzxCQUGB+fvJycksWLAAg8HAuHHjmv1zCSG0k5iYiKIo9O7du8ljFBYWnncuFEIIIUTj1DxfF/ohPdUn6as+SV/1R3qqT9JXcbEZNGgQw4YNIzk5mWeffdbW5QBgMpnIz8+v9SUuTOYe7UnG1vG/OauqSn5hER4G+yaN52GwJy8vzwKV6Yecy9qTjK1DctaeZKw9yVgbDrZ88P79+3Po0CGeffZZvv766zo/EfPf//6XHTt28OWXX5oXMdQsaFAUBVVVcXZ25qOPPiIwMLDZNY0ZM4ZNmzaxZcsWOnToQO/evYmPj+eHH36gdevWvPXWW+b7zpgxg9WrVzN79mzzJZM9PT157733uOeee+jRowd33HEH9vb2bN68mcLCQlasWEFQUJB5jPHjx/PDDz+wYcMG2rdvT69evSgvL+eHH34gOzubJUuWEB0d3eyfSwhheUVFRebtSpsqMTGR8PBwC1UkhBBCCKi+LHNYWJityxAWJD3VJ+mrPklf9Ud6qk/SV3Exevvtt/nuu+9YuHAhI0eOpGvXrjatZ8GCBbV2CqkRFxeHq6srMTExJCcnYzKZcHZ2JjAwkBMnTgDVu3yoqkpGRgYAUVFRpKWlUVpaipOTE8HBwSQkJADg6+uLnZ2defuZiIgIzpw5Q3FxMQaDgdatW3P8+HEAvL29MRgM5iv3h4eHk5WVRWFhIQ4ODkRFRZl3+fDy8sLJyYn09HQAWrduTU5ODgUFBdjb2xMTE8OxY8dQVRUPDw9cXV1JTU0FIDQ0lIKCAvLy8lAUhTZt2hAXF0dVVRVubm54enqSnJwMQHBwMMXFxeTm5pKXl0f37t2Jj4+noqICV1dXvL29OXnyJABBQUGYTCays7MBiI2NJSkpibKyMlxcXPD39ycxMRGoviBAZWWl+cP00dHRpKSkmPMOCgoyZ+jn5wdQK+/09HRKSkowGo2EhoYSHx9vztve3p7Tp0/XmXd4eDhxcXHmvI1GY60Ms7OzzXlHR0dz9OhRoPq9IxcXF9LS0gAICwsjNzeXgoIC7OzsiI2NrZW3m5sbKSkpAISEhFBYWFgr7+PHj1NZWYmbmxteXl7mDBVFwdPTk5ycHADatGlDQkKCOW8fHx+SkpIACAwMpKyszJx3TEwMJ0+erDNvf39/qqqqzHlf6Jz18/NDURTzORsZGcmpU6fMeYeFhZnPWR8fHxwcHGrlnZGRQVFREY6OjkRERJjzvtA5W1/eoaGh5kWVNXnXnLPu7u64u7ub8z77nAVo27at+Zytyfuvv/7Cw8ODoKAgSktLycnJYcS991J0fDtnIrpT4eiMU1EWbpknyAjvVl3T6aNUOhgp8Imozj/+F7LCOlNuaMVl3YPw9PQ013+pzhFn552VlUVISIjMERaeI84+Z/Py8rjqqqtkjsDyc8TZeScnJ+Pg4GA+ZxMTEykvL6dVq1b4+fnVOmcrKirIysoy5y3PIy6cd83ziLPnZJkjLDdHwP89j6iZk2WOaPgcERAQQH0UVVXVeu9lBeXl5aSlpWFnZ3fOLwoqKiqYO3cub775JkVFRbVuu+aaa1i4cCFdunSxWC0VFRW8+uqrrFy5kqSkJHx9fRk4cCBz5swhODjYfL8xY8acs1irxk8//cT8+fP5/fffURSFK6+8khkzZnDLLbec83hVVVW8++67LFu2jCNHjuDk5ES3bt2YNm3aBbdcbIj8/Hw8PDzIy8urte2kEKLpqqqqsLdv2idkauzYsYMbbrjBQhUJIYQQtteSnncePXqUtm3b2rQGYVnSU32SvuqT9FV/pKf6JH0VLdHZH9aG6jdbkpKSKC8vN7/JuWLFCsaNG0eXLl3Yt28f9vb2hIaGkpqaSmPf6ti+fTt9+vRhxIgRrFu3rtH1mkwmTCaT+e/5+fmEhYW1iNdELZXMPdqTjK2jrpyv7XE1xrSjrLulcR/OTsw30fOTo6xatZr77rvPkmVe1ORc1p5kbB2Ss/YkY+1Jxtqw6ZW1zubo6Hjeq8s4ODgwb948nnnmGfbu3Ut6ejpGo5GOHTtqctUpBwcHpk+fzvTp0y94v1WrVrFq1ao6b+vTpw99+vRp0OPZ2dnx0EMP8dBDDzW2VJsqLS1lzZo1rFj+PkknTlBcUoKbqysdOl7BQ488wm233WZ+ES2EXvj7+5tXTjfFsmXLmDBhggUrEkIIIcT/MhgMti5BWJj0VJ+kr/okfdUf6ak+SV+FreTk5FBUVISfnx9Go7HRx99///2sW7eOn376ibfffpvHHntMgyobxmg0NulnuJTJ3KM9ydg66sp5wsOPMGbMGE7km4h0b/jcsPZIFp7u7gwdOtSSJV705FzWnmRsHZKz9iRj7UnG2rCzdQGNYTQaueGGG7j77rsZPHiwbA9oI6dPn2bAgAG4u7ZiwoQJKCf/4Z5QOya3d2NIoErGn7u54447iAxvzTvvvNPoTzQJ0RLdfffdKIrS5IVa48aNQ1VVWaglhBBCWEHr1q1tXYKwMOmpPklf9Un6qj/SU32SvgpbeeyxxwgLC2Pnzp21vl9WVgY07I2gd999FycnJ2bNmmXeIkdcHGTu0Z5kbB115Txs2DC8PT1YePBMg98XO1VUzsfH87n/gfE4OztbusyLmpzL2pOMrUNy1p5krD3JWBsX1WItYVuVlZVMmzaN4OAgvvn6a+5t48X2u9rwya3RPN4lkIev8OeJroFsuS2Kbf+J4WqXUh566CH++9//yoItcdF67bXXUBSFDRs2NOn42NhYVFXl/ffft3BlQgghhDifmj3rhX5IT/VJ+qpP0lf9kZ7qk/RV2IqLiwsA2dnZtb6fnp4OgJ+fX71jxMTEMHv2bAoLC5k0aZLlixSakblHe5KxddSVs7OzMy+98iob4nJ4swELtjJLKrjv+5O4evkwbdo0rUq9aMm5rD3J2DokZ+1JxtqTjLUhe9SJBqmoqGD43cP49LPPsVNgad/W3Bbped77d/R14a1eLnTxc+bpN9/Ey8uLWbNmWa9gIZrpm2++oX///s0ao6qqCkVRLFSREEIIIYQQQgghhBAXt8svvxyANWvWcOedd+LgUP0WxbJlywDo2bNng8aZNm0aH330EVu2bMHO7tzPpKenp5OXl4evry++vr4Wql4IIS7sgQce4NSpUzz77LP8m13KQx39uNLPudb7BCUVVWyKz+Xtv7IoN7ry3TffEhgYaMOqhRBCCGELmizW+vnnn7UY9oJuuOEGqz/mpWTq1Kl8/vnnACy4NuSCC7XONvoyX7JKK5k9ezb33HMPsbGxGlYpRPMdO3aMtm3bNmuMkpISnJycLFSRZVRVVfH999/z6aefkpGRQVVVFd7e3tx6663cfvvtODo62rpEIYQQwmK8vb1tXYKwMOmpPklf9Un6qj/SU32Svgpbuffee1mwYAFfffUVsbGxdOjQgaSkJP766y+cnZ2ZPn16g8ZxcHDg/fffp0ePHlRWVp5z+4wZM1i9ejWzZ89mzpw5Fv4pRFPJ3KONpUuXUlVVBUBBQQFubm4A2NnZ8fDDD9uyNN260Ln8zDPPEBkZybMzZ3L7F8fp6O9KFx8jTvYKWaWVfJdSRL6pnIED+rN4yVLCw8OtWPnFQ+YL7UnG1iE5a08y1p5krA1NFmv17t3bqleTURSFiooKqz3epebo0aMsXryYjj7OFJZXck/bxv1jfOQKP1YeyWHZsmW89tprGlUpRPPk5eXh6enZrDFSU1MJDg62TEEWUlZWxqJFi1iyaCHxJxKJ9m5FWCt77IC40ipWrlxJcGAADz70MP/973/NL+SFEEKIi5nBYLB1CcLCpKf6JH3VJ+mr/khP9Un6KmzFy8uLffv28cILL7Bt2za+/fZbvLy8GDJkCLNmzaJjx44NHqtbt25MmTKFN954Q8OKhSXJ3KONqVOnUlZWds73DQaDLNbSSH3n8ogRIxg+fDjffPMN77/3Lvvj4igpLsbT04sJU27moYceIjIy0krVXpxkvtCeZGwdkrP2JGPtScbaUNT6Nk1uAjs7OxRFqXc/ZktRFKXOT88IyM/Px8PDg7y8PNzd3Zs0xmOPPcbqd5ZQaCpn5lWBjO/g1+gx5u9L5+OTJlLS0nFxcWlSHUJoobKy0ny59abas2cPV199tYUqspy8vDzuHDyYn3/+mUGRHoxu701Xf5dai2n/yS5hzb9ZfJaQT2zbdmz9+psWt+BMCCHExcESzzst5ejRo82+UqZoWaSn+iR91Sfpq/5IT/VJ+iqE5bWk10Qtlcw92jAajeddrGUymWxQkf7Juaw9yVh7krF1SM7ak4y1Jxlr49zN3C3EWgu1hLaKi4tZuXw5XXyNlFepDInxatI4Q2K8yMnLZ/fu3RauUIimMxqNzVqotWrVKlRVbZELtUwmE/8ZNIg/9vzKR/0jWNg7jG4Brc656uFl3s68eF0om2+NJCPxOLfcdCO5ubm2KVoIIYQQQgghhBBCCCGEEEIIIYTQOU22QVy5cqUWwwobOHz4MHkFBUSH+7IrrRAvp6adMkGtHAHIysqyZHlCNMnAgQPZtm1bk4+fMmUKb731lgUrsrx58+axZ3f1Qq2rAlrVe//23s6sv6U1/9mawJTJk1mzdq0VqhRCCCG0ER4ebusShIVJT/VJ+qpP0lf9kZ7qk/RVCGELMvcIvZBzWXuSsfYkY+uQnLUnGWtPMtaGJou1Ro8ercWwwgZycnIAcHVs3kXYVKqvtPa/V/URwprmz5/Ps88+2+Tju3Tpwh9//GHBirRRWlrKO0uXMLKtV4MWatWI9nRiSkcfFnz0Ea++9hr+/v4aVimEEEJoJysri5CQEFuXISxIeqpP0ld9kr7qj/RUn6SvQghbkLlH6IWcy9qTjLUnGVuH5Kw9yVh7krE2NNsGUeiD0WgEwM1gj6lS5UxxeZPGSSmoPs7Pz89itQnRUJs3b0ZRlGYt1FJV9aJYqAXwySefkJmdw33tvBt97NA2Xtijsnz5cg0qE0IIIayjsLDQ1iUIC5Oe6pP0VZ+kr/ojPdUn6asQwhZk7hF6Ieey9iRj7UnG1iE5a08y1p5krA1ZrCUuKDg4GABvoz1O9gofH8tp0jgfxWXj7+vDtddea8nyhLigv//+G0VRGDx4cJPHMJlMqKpquaKs4MMP1nFNsBvRnk6NPtbL6MBtke58sGa1BpUJIYQQ1uHgoMkFhIUNSU/1SfqqT9JX/ZGe6pP0VQhhCzL3CL2Qc1l7krH2JGPrkJy1JxlrTzLWRoterFVYWMjp06dJSUmxdSmXrDZt2nBV1y5sOlHAf6I9WXcki8qqxi1cKSqv5JP4PMZPeAiDwaBRpUL8n+zsbBRFoUOHDk0e4/Tp06iqelGes6kpKcS6N73uGA8j6adOWbAiIYQQwrqioqJsXYKwMOlpy1BVVUVubi45OTlUVVU1ezzpqz5JX/VHeqpP0lchhC3I3CP0Qs5l7UnG2pOMrUNy1p5krD3JWBstZrFWRUUFn3zyCRMmTKBDhw44Ozvj4eFBcHAwERER5vsdOHCAMWPG8OOPP9qu2EvMI5Mm81NyHje3die1qJx3Dmc06viX/zhNSUUVDz74oEYVClGtoqICRVHw8fFp8hgHDhxAVVX8/f0tWJl1VZSX42ivNPl4g51CWVnTtjwVQgghWoJjx47ZugRhYdJT21FVlb179zL6vvto5eKCl5cX3t7eODs5ce8997Br164mX4lW+qpP0lf9kZ7qk/RVCGELMvcIvZBzWXuSsfYkY+uQnLUnGWtPMtZGi1istWbNGmJjY7n77rt5//33+eeff8xbj9V81cjPz2fNmjXcfPPN9OrVi7i4OBtWfmm4++678ff14f1/snnkCj9e+O0Ua//Nqvc4VVV5bf8plv+dyVtvvU3r1q2tUO2lIy0tjeeee44rr+hIWHAQIYEBdOpwOU8//TQnT560dXlWpygKjo6OTT5+w4YNqKpK586dLVeUjXh6eZFZUtHk47NKK/Dy9LBgRUII0bIpioKi/N8i14iICBRF4eqrr77glWNCQ0NrHddQqqoSFhbGyJEjm1RvjZEjRxIaGtqkY7ds2ULPnj3x8vKiVatWdOnShXfeeadZ9Qgh9OfUqVPccP119OjRg+1bPmFKB0+W9W3Nsr6tebyTD3u+rp5Lrr6qG8nJybYuVwghhBBCCCGEEEIIIS4KNl+sNWHCBMaOHUtSUpJ5UVbNm171vfm1c+dOunbtKlfZ0pizszOfb97CgUwTh7NLGdXOmxm/pvLQj0nsO1V0zqeoq1SV7SkFjPjmBG8cOMPzzz/PxIkTbVS9/qSmpjJs6FDCW7fmpfnziC5J4a6AKoYFQ/uydBa+9gqRkZH85/ZBJCQk2LpczfXs2bNJb5TXmDlzJqqqMnToUAtWZVu9+vTlx9QiisorG31slary5clCevXpq0FlQghxcdm3bx9Lliyx+Lhbtmxp9jbfaWlpbNq0qUnHvvbaa/znP//h33//5T//+Q8DBw4kISGBhx56iLfeeqtZdbUUXl5eti5BWJj01PpSUlK45uruHP/zAKtujmDnnTFM6RzAbZGe3BbpycRO/uy4M5oP+kWSHvcvPbpf1ejXH9JXfZK+6o/0VJ+kr0IIW5C5R+iFnMvak4y1Jxlbh+SsPclYe5KxNhS1qfsVWMD8+fOZNWtWdSGKgqqqKIpCREQEkZGR5kVYiqJQWVm96OCPP/7gmmuuMW93pqoqLi4u7N69m44dO9rqR2mx8vPz8fDwIC8vD3d392aN9cMPP3Dn4MG4UE4nbyP/5pRysqCMdl5OdA9ohYujHYXllWxPKSClsJyQoEDeWriIu+66y0I/jfj333+55aYbqSzI4ZEO3twV44W7wb7WfYrKK/k8Ppclh7MpcXBm2zff0rVrVxtVrJ3p06fz0ksvNfn4Xr16sX37dssV1IIkJSURGRnJgmuDGdmucVtC/pRSwKhvTvDrr79yzTXXaFShEEK0LDWLfmueFkdERJCUlISiKLi5ufHvv/8SHBx8znGhoaGkpqY2aPuvlJQUDh06xE8//cSyZcsoKipixIgRrFu3rsF15ubmcvDgQfbu3cvSyyRU4wABAABJREFUpUtJSkoiJCSkUQu//v77bzp27Ej79u3Zvn07fn5+QPVljK+++mpzra1atWrwmDUs+byzufLz821eg7As6al1VVRU0K3LlWQkHefzARGEuBoueP/TxeXctS0RJ/9QDhz6EycnpwY9jvRVn6Sv+iM91SfpqxCW1xJeEx08eJDVq1dz8uRJysvL8fb2ZuDAgQwePBiD4cLP6axB5h5tGI1GysrKzvm+wWDAZDLZoCL9k3NZe5Kx9iRj65CctScZa08y1obNrqwVFxfHvHnzzNvOODg48MQTT5CQkEB8fDzLly+v87iuXbuSlJTE8OHDzYu7iouLGTt2rJV/gkvPjTfeyG9//MGge+5jZ0YZqYXlRHs6k11awaaEXFb8k8lHR7PBw4+3336b5NQ0WahlQWlpafS7+SZcTfl8cWskYy/zPWehFkArR3tGtvPhy9siCXUoY0C/W3R1ha2PP/4YRVGatVBLVVXdLtQCCA8P57ZbB/LuPzkUljX86lrlVSqL/syk8xUd6dGjh4YVCiHExeHBBx8kPz+fyZMnN3usqVOnctttt/Haa69RVFTUpDHWrVtHnz59mD59OklJSU0a45VXXkFVVd59913zQi2ANm3aMHr0aMrLyzl8+HCTxm5J0tPTbV2CsDDpqXVt3ryZQ38d5p3eofUu1AIIcHHk/T5hHDkWx4YNGxr8ONJXfZK+6o/0VJ+kr0Loy1dffcU11/TgyiuvZM0H7xN3cjfJGX+w49cvufvuu2ndOpS5c+fafOGOzD1CL+Rc1p5krD3J2DokZ+1JxtqTjLVhs8VaL7zwAuXl5eYrY/3444+89NJLhIeH13tsUFAQH374ITNmzDBfyeDAgQNs3bpV67IveW3atOHdd98lNS2dN956i1533sP1A25n8PARzHhmFnEJJ0hOSWXy5MnN2ppOnOvJJ56gLC+btTe3JrCVY73393ZyYPVNrXGpKGHK5ElWqFBb+/fvR1EUhg8f3uQxauacS8ELC14ko0xhwk/JlFRU1Xv/iiqVJ3al8MeZYl5/8y359yuEEMCCBQsIDQ3ls88+44svvmjWWNOmTWPjxo1s3LiROXPmNGmMAQMGmMfYuHFjk8bYtm0bkZGRXHfddefc9uabb1JYWGi+wpYQ4tK1ZNFCrgpy40o/lwYf087biV5h7ixZtFDDyoQQQghxsVq1ahWKojBmzJgL3m/OnDkoisKcOXPYunUriqLg5+dn3nnjfKKiolAUhffee69RdY0cOZLQ0NBGHdPSvP7669x2223klSQyZe51vPbhAJ54+Qb++0JPnnvnJl5Y3o8OPTx4/vl59Ot3C/n5+bYuWQghhBBCiEuegy0etLi42Hx1HKj+hH9dbxjV5/nnn+e7777j999/B+Cjjz5i4MCBFq1V1M3T09MiV5kQDXPmzBk2bNjA9C5+BDVgoVYNbycHJnX04cltX3PixAkiIyM1rFIbp0+fJjAwsFljZGVl4e3tbaGKLg4dOnRg05Yt3D7oNoZuS2RmN3+uCWxV5yKsPzOLeemPM+xKL2Tt2uqrtgghhAA3NzeWLFnC7bffzsSJE+nTpw+urq5NGuvsKxb6+vo2aYzo6Giio6ObdCxUX9n2zJkz3HXXXaiqyjfffMPu3bspLy+nU6dODB48GKPR2OTxW5LWrVvbugRhYdJT6zl58iQ/bt/B273CGn3sqDZePPDD7/z777+0b9++3vtLX/VJ+qo/0lN9kr6Ki8Ett9yCv78/Z86c4ccff+Tmm2+u835//PEHJ06cwMnJiWHDhjV4/LS0NDZt2oSnp6eFKra+FStW8Pjjj3Pr8HYMG39Fnb/7C430ZPSjXenRpzVvPP0LQ4bcxVdfbcXRseG/Z7YUmXuEXsi5rD3JWHuSsXVIztqTjLUnGWvDJlfW2rVrF6WlpaiqipubW7O2MHz00UdrjSus4+TJkzz77LPcduut3HD9dfTv149HHnmEP/74w9al6dLy5cuxR2VYG69GHzs42hN3oyPvvPOOBpVpp6ysDEVRmrVQ6++//0ZV1UtuoVaNvn37suPnnZi8ghm2NYG+m+J5568MvjqRx7bEPFb+k8mgL08wcPNxTuDG1q3buOeee2xdthBCtCiDBg1i2LBhJCcn8+yzz9q6nGZJTk4GwMnJiT59+jBgwACee+45FixYwPDhw2nTpg2//fZbg8czmUzk5+fX+mopcnJybF2CsDDpqfWcPHkSgCt8nRt9bMf/f0zNGPWRvuqT9FV/pKf6JH0VFwMHBwfz76outNVyzZWHBw0ahIeHxwXHzM3NZfv27bz00ktce+21Td6mviXIy8tj8pTJ9BoYdd6FWmdre4Ufk+dew3fffc/69eutVGVtMvcIvZBzWXuSsfYkY+uQnLUnGWtPMtaGTa6sdfToUQAURaFr167N+gR/r169AFBVlaSkJEwmk26uCNAS/fbbb8yf9xxffrWVVo729Ahwxs/RjpLKKrbs2cnSpUvp3q0rTzw1nSFDhti6XN34YvMmbg5zxcvY+H+yzg52DIpwZfNnn/Liiy9qUJ1lqaqKnV3z1pFu2bKFQYMGWaiii1vXrl35+98jbN++nSWLF7Ng8yYqKqovG68oCrfcdBObJ03i1ltvxd7e3sbVCiFEy/T222/z3XffsXDhQkaOHEnXrl1tXVKT1Lyg+vDDDwkPD2fLli307t2b4uJi3nnnHWbPns3AgQOJi4tr0CfLFyxYwNy5c8/5flxcHK6ursTExJCcnIzJZMLZ2ZnAwEBOnDgBgL+/P6qqkpGRAVRvWZKWlkZpaSlOTk4EBweTkJAAVF+JzM7OjjNnzgAQERHBmTNnKC4uxmAw0Lp1a44fPw6At7c3BoOBEydOUFBQQHh4OFlZWRQWFuLg4EBUVBTHjh0DwMvLCycnJ9LT04HqTwfl5ORQUFCAvb09MTExHDt2DFVV8fDwwNXVldTUVABCQ0MpKCggLy8PRVFo06YNcXFxVFVV4ebmhqenp3lxXHBwMMXFxeTm5gLQtm1b4uPjqaiowNXVFW9vb/PClqCgIEwmE9nZ2QDExsaSlJREWVkZLi4u+Pv7k5iYCEBAQACVlZVkZmYC1VdeS0lJMecdFBRkztDPzw+gVt7p6emUlJRgNBoJDQ0lPj7enLe9vT2nT5+uM+/w8HDi4uLMeRuNxloZZmdnm/OOjo42v/bz9PTExcWFtLQ0AMLCwsjNzaWgoAA7OztiY2Nr5e3m5kZKSgoAISEhpKenU1BQYM77+PHjVFZW4ubmhpeXV60MS0tLzed7mzZtSEhIMOft4+NDUlISAIGBgZSVlZnzjomJ4eTJk3Xm7e/vT1VVlTnvC52zfn5+KIpiPmcjIyM5deqUOe+wsDDzOevj44ODg0OtvDMyMigqKsLR0ZGIiAhz3hc6Z+vLOzQ01LyosibvmnPW3d0dd3d3c94lJSV06dKFsit6kGa0JzhuB6eirqHK3oBTYQauOSlkhl1ZXdOpfyk3ulLoVX0VLse/fmTAgAGUlpaSkpKCn59frXO2oqKCrKysWnkXFBRYfY44deoUgMwRGs0RNXOwNeeIwsLCWnnLHGHZOSIrK4uCgoJ6z9n68o6NjSUxMZHy8nJatWpV7xxhq+cRl8occfr0aXNf9f48oqXOEeHh4Yj6jRo1irfeeovPP/+cpUuX4uBw7u9HaxZrjRo1qt7x1q1bp5sdI9asWYPJVMqdYzrUu1CrxuVdAuh4VRCLFy/ivvvu07jCc9XMO0Jc7ORc1p5krD3J2DokZ+1JxtqTjLWhqKqqWvtBFyxYwNNPP42iKAwfPpwPPvjgnPskJSWZt2xTFOW8e9KXl5ebF2cpikJaWhoBAQHaFX+Ryc/Px8PDg7y8PNzd3Zs11saNGxk1ciQRbg6MbefFHdGetHL8v8UdlVUqP6YUsPLfbH5OyefJJ5/kxRdfbPALRXF+sdGR3NiqkGe7Bzfp+LcPnmbliTLOZGVbuDLLuvLKKzl48GCTj3/++eeZOXOm5QrSoYqKCvLz86msrMTT09MmlzsXQoiWpua5Ss3T4oiICJKSkigvLze/EbBixQrGjRtHly5d2LdvH/b29oSGhpKamkpjn05v376dPn36MGLECNatW9esukNCQsxvRNXngw8+YOTIkdjZ2bF//346depU6/ZBgwbx5ZdfsmTJEh5++OF6xzOZTJhMJvPf8/PzCQsLs8jzzuY6fvw4MTExNq1BWJb01HoOHDhAly5d+Py2aK4KaNWoYw9nltB/cxw///wzPXv2rPf+0ld9kr7qj/RUn6SvwtpWrVrF2LFjGT16NKtWrTrv/ebMmcPcuXOZPXs2c+bMAeCyyy7j33//5euvv6Zfv3617r9//366du2Kr68vaWlp9f6uKz4+ngMHDpj/PnTo0Ea9rroQS/4uvj6qqnLZZe1wCyhh8uxrG3XsH7tSeGvWL/zxxx906dJFowrrJnOPNoxGI2VlZed832Aw1HrdLixHzmXtScbak4ytQ3LWnmSsPclYGzbZBtHHx8f858LCwmaNVVJSUuvvdX2yRjTftm3buOee4QwIa8XWQVGMbOdTa6EWgL2dws2t3fmwXwSzrw7i5ZdfrvNqC6KJmrGsUlVp0YvmJk+ejKIoTV6oddttt6GqqizUagAHBwe8vb3x8/OThVpCiEtKTk6O+WoBTXH//ffTp08f9u/fz9tvv23h6qzDzc0NqL5ywv8u1ILqNymgehvhhjAajeYr8tR8tRTywlF/pKfW06FDB4IDA/j0eOMvb/5ZfA7enh5cddVVDbq/9FWfpK/6Iz3VJ+mruJiMHDkSqHsrxJqrag0fPrxBv+uKjo5myJAh5q+LVUFBAUeOHKPrdY3/cG/na4Kxs7dj7969GlR2YTL3CL2Qc1l7krH2JGPrkJy1JxlrTzLWhk0Wa4WEhADVn/747bffmjXWkSNHzH92cHCotRBMWEZBQQH33H03fULceOuGUIz29Z824zv4Mb1bIHPnzmX37t1WqFLf/Pz8SS2qaPLxqUXlLfLfxqpVq1AUhUWLFjXpeGdnZ1RV5YsvvrBwZUIIIfTmscceIywsjJ07d9b6fs0nTw0GQ71jvPvuuzg5OTFr1izz1jQXk5qr1rq6utZ5e833bXDhXYur2aJI6If01HocHR158KGH+Swhn/yyuq9wXZeSiio2xOczbvyDODk5NegY6as+SV/1R3qqT9JXYSv79u1j6tSp5/36+uuvzzlmxIgRKIrCpk2bKC8vr3XbJ598AjRsC0RLM5lM5m1ka76speaxWrnW/1r2f9nb2+HSykBeXp6ly6qXzD1CL+Rc1p5krD3J2DokZ+1JxtqTjLVhk8tQ9ezZE0dHR8rLyzl9+jSff/45d9xxR5PG+vjjj4HqqwZ17tzZglWKGuvWraOgsJAXBrbF3q7hV2d65Ao/Pj6ez+JFi7jmmms0rFD//nPHncx+5mmySyvwdmrcP9vi8iq+TCpg4mMTNKqu8fbs2dPsc6KyshI7O5usNxVCCHERcnFxASA7u/aWwOnp6QD4+fnVO0ZMTAyzZ89mxowZTJo0yfJFauyyyy7Dx8eHI0eOkJubi6enZ63baz5EUddVty42elhwJmqTnlrX+PHjeeH555m7N51Xrw+p9yq9qqry/G/pFJRVMGFCw193SF/1SfqqP9JTfZK+Clv5999/+ffffxt1THh4ODfccAM7duzg+++/Z8CAAQAcPHiQ48eP06ZNG7p3765FuRe0YMGCOneWiIuLw9XVlZiYGJKTkzGZTDg7OxMYGMiJEycA8Pf3R1VVMjIyAIiKiiItLY3S0lKcnJwIDg4mISEBAF9fX+zs7Dhz5gwAERERFBYWMmzYMHxdfUHNwVDWHoBK+wxUpQyHiuoPzJc7xmNf6Y9dlRtQTpnhGAbT5dw2sHoHlPz8fPPr4tatW5OTk0NBQQH29vbExMRw7NgxVFXFw8MDV1dXUlNTAQgNDaWgoIC8vDwURaFNmzbExcVRVVWFm5sbnp6e5g85BQcHU1xcTG5uLpmZmbRp04b4+HgqKipwdXXF29ubkydPAhAUFITJZDK/do+NjSUpKYmysjJcXFzw9/cnMTERgICAACorK8nMzASqr5pWc0VtZ2dngoKCzBnWvOY/O+/09HRKSkowGo2EhoYSHx9vztve3p7Tp0+b8z5z5gzFxcUYDAbCw8OJi4sDwNvbG6PRWCvD7OxsCgsLcXBwIDo6mqNHjwLg6emJi4sLaWlpAISFhZGbm0tBQQF2dnbExsbWytvNzc28PWdISAiFhYW18j5+/DiVlZXmq2jXRVVVVFUlISHBnLePjw9JSUkABAYGUlZWZs47JiaGkydP1pm3v78/VVVV5rwvdM76+fmhKIr5nI2MjOTUqVPmvMPCwjh+/DhQfR46ODjUyjsjI4OioiIcHR2JiIgw5+3l5YWTk1Od52x9eYeGhpoXVdbkXXPO1lwtvCbvs89ZgLZt25rPWTc3N7y8vMjIyEBVVYKCgigtLSUnJ8d8ziYmJlJeXk6rVq3w8/Ordc5WVFSQlZVlzlurOeLsc7Z169bmvL29vTEYDJw6dQqonl+zsrLM52xUVJT5DfkL5a3VHHF23hkZGbRq1UrmCAvMEV5eXrUyrDlnMzMziY2NlTkCy88RZ+ddWFhoflyZIyw3R5z9POLsOVnmCMvNEQBt2rQhISHBPCfLHNHwOSIgIID6KKqNXpkPHDjQ/CmZoKAgfvvtN4KD/++SvUlJSeZP/yuKQmXluZ/o3b9/P9ddd535igjz589nxowZVqj+4pGfn4+Hhwd5eXlN2ppGVVWu6HA5ocVpvH9jeKOPf/evDF48kElySgr+/v6NPl5Uy8jIIDQkhCc6+/DwFY3L8YMjWUz/NY0TJ04QHt74HlpSamoqoaGhzRqjqeeyEEKIS9vixYuZNGkSt956K5s2bTJvnT1jxgxefPFFhg8fzvr164HqJ/RJSUmUl5efs8V2RUUF3bp149ChQ9jZ2VFVVVXrja709HTy8vLw9fXF19e3zlq2b99Onz59GDFiBOvWrTvn9ry8PNLT03FxcaF169bn/ZkURSEkJMT8IuBs5eXl5heI7dq1M39/5syZLFiwgJEjR7JixQrzNiGHDx/muuuuw8HBgYSEBDw8PM77uOfT3OedlnTq1CkCAwNtWoOwLOmp9a1du5b77ruPUe18mHdNMA7n+eBOlary/L503jmcybJlyxq1WEv6qk/SV/2RnuqT9FVY26pVqxg7diyjR49m1apV573fnDlzmDt3LrNnz2bOnDnm7y9fvpwHHniAMWPGsHLlSgCefvppXnjhBebNm8czzzzTpLou9LqqPiaTCZPJZP57fn4+YWFhVnlNVFVVRWhoMO26uTL2sW6NOvbonxk8P/VHfvjhB/r27atRhXWTuUcbRqPR/D7Z2QwGQ61zVFiOnMvak4y1Jxlbh+SsPclYe5KxNmx2WZr58+djZ2eHoiikp6dzzTXXsGvXrgYfv379em6++WbKyspQVRVPT08efvhhDSu+NP37778c/udf7mnj1aTjh7bxorKygk2bNlm2sEuMn58fw4YN491/ckgrPPdF1/lkllSw6HA2tw0caNOFWiUlJSiK0qyFWjWrgW395q8QQoiL07333ktISAhfffUVsbGxDBo0iCuuuIIXX3wRZ2dnpk+f3qBxHBwceP/997G3t6eqquqc22fMmEH79u2bvMUvwOeff0779u257777mjxGamoq7du3p3379rW+P2vWLHr27Mm6deu47LLLGDNmDIMHD6ZHjx6UlJSwatWqJi3UamnOt9WjuHhJT61v1KhRvP/++3wYl8MNnx1nyZ9nyC79v63Zc00VvHc4g96fx/Pu31m8/fbbjVqoBdJXvZK+6o/0VJ+kr+JiM2TIEJycnGpthbhx40YURWHkyJE2qcloNJo/SV/zZS12dnZMmPAwu79PprgRvy8G+GHLcWJjo+ndu7c2xV2AzD1CL+Rc1p5krD3J2DokZ+1JxtqTjLVhs8VaXbp0YerUqaiqiqIoJCcn06tXL66//nqee+458/aGNb7//nvWr1/PU089Rdu2bRk5ciQ5OTnm4xcsWHDOVi6i+WoucxjlYWzS8V5GB7xdjOZLz4mme+XVV3Hx9mPEdycbtGArs6SC+74/SZmhFW834w3j5qj591mz9VRTfPPNN6iqSmxsrAUrE0IIcanx8vJi3759TJw4ETs7O7799lvOnDnDkCFD2Lt3b6O2/uvWrRtTpkzRsFrtODk58d133/HCCy9gb2/P+vXr2bVrFzfeeCO7du1i0KBBti7RImouqS30Q3pqG+PGjWPfvt/offsQXjuUTecP/6XT+qN0+ugonT78lxf+yODqfreze/duJk+e3Ojxpa/6JH3VH+mpPklfxcXGw8ODQYMGkZuby7fffsuhQ4eIi4vj+uuvJyIiwtbl2cT48eMpL6vk28/iGnxM2sl8fv85lUcemYSdnfXfHpK5R+iFnMvak4y1Jxlbh+SsPclYe5KxNhzqv4t2Xn31VdLT01m/fj2KoqCqKrt372b37t217qeqKv369av1d8B8zMSJE3nwwQetWvuloqKi+pPTDkrdW140hKOdYv60k2i6wMBAvv3+B2656UZu++oED13mzdA2XngZa/8zLiir5NPjOSz9O5tKJze+/vZbm/zCIjo62ry3bFO8/vrrPPbYYxasSAghxKUuODi4QVe8qtlH/UJef/11Xn/99XO+v2rVqgtu6QHQu3dvLrQT+ZgxYxgzZky9NVxojIiIiPPebjQamTFjhmwfLoRokC5durB6zRpee/11Nm/ezOnTp1FVFT8/P/7zn/8QEBBg6xKFEEIIcYkYNWoUGzduZMOGDeYt40eNGmXjqmwnODiYp556igULFuAX2Irrbom44P0z0gt5fcYu2rSJZdy4cdYpUgghhBBCCFEnmy7WAli3bh0dO3Zk9uzZtRb01FyR5+y/Q/UCrZpFWoqiMG/ePGbOnGn1ui8V3t7eAJwpKSfMzdDo48urVHJKyvDyato2iqK2Nm3asHvvPqY9/jgLNm7k5f1n6BfuRmgrRxQF0ovK2XayEFNlFYP/8x9ee/0Nq29/OG7cOFasWNHk44cPH8769estWJEQQgghLjXN2XpZtEzSU9vz9fW1+Jt60ld9kr7qj/RUn6Sv4mLUv39/fH192bx5M35+fhiNRoYOHVrnffPy8khPT8fFxcW8sEuP5s2bR3p6Ou+8uJK4fzLpd2cbglrX3o6xpKicX75PZPOaI/h4+bNt2ze4ubnZpF6Ze7TxxRdfmN9DKy0txcnJCaDWe2zCsuRc1p5krD3J2DokZ+1JxtqTjLVh88VaiqIwffp0br/9dl5++WU++ugjysqqt3ir62oANYu0Bg8ezMyZM+nWrZu1S76kdOzYET8fbzbH59LVv1Wjj/8mKY+S8kpuvvlmDaq7NAUFBfHBhx/y+htvsGLFCj77ZCOHMjJQVRUfnyCemHEH48ePJyQkxKp1LV26lEceeaTJxwcEBJi33RRCCCGEaI6CggJatWr8c1fRcklP9Un6qk/SV/2RnuqT9FVcjBwdHRk+fDiLFi0iLy+PIUOG4OnpWed9P//8c8aOHUuvXr3Yvn27Veu0Jjs7O5YvX0779u156aUX+XHLNi7vEkhYtDsODvbkZBaz/5d0ykyVDB48mKVLl+Ln52ezemXu0cYtt9xi/vOpU6cIDAy0YTWXBjmXtScZa08ytg7JWXuSsfYkY23YfLFWjcsuu4xVq1bx5ptvsnPnTn799VdSU1PJysqiqqoKLy8vAgMDufrqq+nVq5c82bQSo9HIuPEPsviN15jeLQgXx8btY7/6SC49r7uWDh06aFThpSsgIKBFbGG0Y8cOevfu3awxqqqq5FM+QgghhLCYvLw8eb2gM9JTfZK+6pP0VX+kp/okfRUXq1GjRpm3t7+Ut0A8m6IoPPHEE0yZMoVPPvmElStXEH8oibKyEry9fXhi2mjGjx/fIq6IIHOP9iRj65CctScZa08ytg7JWXuSsfYkY220mMVaNTw9PRk0aBCDBg2ydSni/5swYQIvvfQS7xzO4LErAxp83C9phexOy+fDVydpWJ2wlcTERCIjI5s1RmFhoazCFUIIIYTFySJw/ZGe6pP0VZ+kr/ojPdUn6auwtjFjxjBmzJh67zdnzhzmzJlz3tu7d+9e544cTX28hox1sTAajYwYMYIRI0bYupTzkrlHe5KxdUjO2pOMtScZW4fkrD3JWHuSsTYU1QavRtLT04mLizP/PSQkhOjoaGuXcUnIz8/Hw8ODvLw83N3d6z/gPGbNmsW8efN4tWcow9t413v/gxnF3PttEldfdwNbv/4aB4cWty5QNFFhYSFubm7NGiMxMZHw8HALVSSEEEKIlsBSzzuFEEIIIYQQ4mIkr4mEEEIIIYQQDdW4Pe0sZMWKFfTp08f8tWLFCluUIRph7ty5TJgwgWk7U3j611SS8k113i/XVME7f2UwdNsJLruiM5989pks1NKJmq0Km7NQa8eOHaiqKgu1hBBCCKGpsz8YIvRBeqpP0ld9kr7qj/RUn6SvQghbkLlHe5KxdUjO2pOMtScZW4fkrD3JWHuSsTZssorGxcXFfHlhRVGoqKiwRRmiERRFYenSpcTExPD8vOdYc+QovUM96BvaCneDPSUVVRzIKGHLiXwqVLhv9BgWLlyIs7OzrUsXFuDn50dmZmaTj1+2bBkTJkywYEVCCCGEEOdXVVVl6xKEhUlP9Un6qk/SV/2RnuqT9FUIYQsy92hPMrYOyVl7krH2JGPrkJy1JxlrTzLWhk2urNW1a1fg//a2TEhIsEUZopEURWHatGmkpp/i/feXU+AfzXO/neHRHcnM3J3ObyZXnpkzl+SUFN5//31ZqKUDd999N4qiNHmh1gMPPICqqrJQSwghhBBW1dwtm0XLIz3VJ+mrPklf9Ud6qk/SVyGELcjcoz3J2DokZ+1JxtqTjK1DctaeZKw9yVgbilpziSsrUlWVTp068ffff6OqKp6enqSkpODi4mLtUnQvPz8fDw8P8vLycHd3t/j4qqpSWlqK0WjEzs4ma/+EBl577TWmTZvW5ONjY2M5duyYBSsSQgghREun9fPOxiguLpbXFjojPdUn6as+SV/1R3qqT9JXISyvJb0maqlk7tGeZGwdkrP2JGPtScbWITlrTzLWnmSsDZusrlEUhbVr1+Li4oKiKOTl5fHss8/aohTRTIqi4OzsLAu1dOKbb74xX0GtqaqqqmShlhBCCCFsKjk52dYlCAuTnuqT9FWfpK/6Iz3VJ+mrEMIWZO7RnmRsHZKz9iRj7UnG1iE5a08y1p5krA2brbDp1KkT27Ztw93dHVVVefPNN3n66adlv0shbODYsWMoikL//v2bPEZJSQmqqpq3NxVCCCGEEEIIIYQQQgghhBBCCCGEELXZZBtEqL4kMEBcXBwTJkxg//79KIpCVFQUY8aMoXPnzo3e+/KGG27QotSLmlx6WVxIXl4enp6ezRojNTWV4OBgyxQkhBBCiItWS3reWVBQ0OjXEqJlk57qk/RVn6Sv+iM91SfpqxCW15JeE7VUMvdo46GHHqKiogKA8vJyHB0dAXBwcGDZsmW2LE235FzWnmSsPcnYOiRn7UnG2pOMteFgqwf29PSsdQUeRVFQVZX4+HhmzZrV6PEURTE/GRVCXFhlZSUODs37579nzx6uvvpqC1UkhBBCCGE5xcXF8uJRZ6Sn+iR91Sfpq/5IT/VJ+iqEsAWZe7SxcuVKysrKzvm+wWCQxVoakXNZe5Kx9iRj65CctScZa08y1obNtkGscfaFvRRFMS/gUlW10V9CiPoZjcZmLdRavXo1qqrKQi0hhBBCtFi5ubm2LkFYmPRUn6Sv+iR91R/pqT5JX4UQtqD13JOXl8fixYsZPXo0d955J6NGjeKll17i9OnTmj6uuPTI/6Pak4y1Jxlbh+SsPclYe5KxNmx2ZS34v4VastDq4lNeXs7mzZs5cOAA+fn5uLi4EBUVxd13393sbfWENgYOHMi2bduafPyjjz7Km2++abmChBBCCCGEEEIIIYQQQohmOnXqFHPmzGHtujWUlpqIbueDcysHTKVVbNj4Ec8++wx3DRnC3DlzadOmja3LFUIIIYQQAkW10Uqp1atXW3zM0aNHW3zMi11+fj4eHh7k5eXh7u7e7PFOnz7NkiVLeHfZUk6dySDEwwV3gx0lFSopeSUYjAbuHTGSRx99lA4dOljgJxDNNW/evCZtLVqjS5cu/PHHHxasSAghhBB6ZOnnnUIIIYQQQohLx9k7bpxNVVU++ugjPvjgA37//Xeys7Px8fEhMjKSwYMHM2bMGPz9/Rv1WO+99x7vvPMOR48epaKigqioKO666y6efPJJXF1dm/wzyGsi2zh69Ci33HITeQXZ9L09kl4Do/D2czHfXphvYtc3iXy/KZ6yEju+/PIrrrvuOhtWbHlGo/G82yCaTCYbVCSEEEIIIepjs8Vawjos+QJx//793DqgPwW5OQyJ9mBUOx/aeTuZbz9TXM76o9l8EJdHRkkFK1etYsSIEc39EUQTbdq0iTvuuKNZY8j0IIQQQoiGaklvTMTHxxMdHW3TGoRlSU/1SfqqT9JX/ZGe6pP0VbQ0dS3WyszM5M4772Tnzp24urrSt29fQkJCOHXqFLt37+bUqVN4e3uzYcMGbrzxxgY9zrRp03jttdfw8fGhf//+GAwGvvvuO1JSUujSpQu7d+/GYDA06WdoSa+JWipLzz3p6el0794NHEqY9tL1tRZp/a+iwjLenvUrKQlF/PrLbl192FwWa1mf/D+qPclYe5KxdUjO2pOMtScZa8Om2yCKi8fhw4fp27s3kc4q24bE4ufseM59/F0cefTKAB6+wo/pv6QxcuRIFEXh3nvvtUHFl67Dhw/TsWPHZo1hMpma/EsJIYQQQghbq6iosHUJwsKkp/okfdUn6av+SE/1SfoqWrrS0lL69evH/v37GTp0KEuXLsXHx8d8e1lZGW+88QbTp09n8ODB/PPPP4SFhV1wzOPHj/P6668THR3Nnj178PX1BaCkpISbbrqJX3/9lQ8++ICxY8dq+rNdyiw998ycOZPC4lzmLL3xggu1AFq5Gpg67zrmTf6RSZMmsn37DovWIi4t8v+o9iRj7UnG1iE5a08y1p5krA07WxcgWr7y8nJuv+1WQoxVrO8XXudCrbMZ7O14rWcIQ2K9GTtmDMeOHbNSpZe2xMREFEVp1kKt06dPo6qqLNQSQgghxEWtOVuXiJZJeqpP0ld9kr7qj/RUn6SvoqV7/vnn2b9/P/369ePjjz+utVALqq8Y9NRTTzFp0iQKCwt59dVX6x3zs88+Q1VVJk6caF6oBeDs7MykSZMA+P333y37g4haLDn3ZGdn89FH67npjuh6F2rVcG7lyO0j27Njx8/8888/FqtFXHrk/1HtScbak4ytQ3LWnmSsPclYG7JYS9Rr06ZNnEg6yZs9g3Ez2DfoGEVRePHaYNwc7ViyZInGFV7aTCYTiqIQGRnZ5DEOHDiAqqr4+/tbsDIhhBBCCNvw9va2dQnCwqSn+iR91Sfpq/5IT/VJ+ipaMpPJxKJFiwB49dVXzVsk1uXRRx9lxIgRDXoDqaSkhOjoaDp16nTObfb21b/3dnFp2KIf0TSWnHtWr15NRUUFvQZENeq4bj1D8PRyYenSpRarRVx65P9R7UnG2pOMrUNy1p5krD3JWBuyWEvUa/HChVwd7M5l3s6NOs7JwY57Yt1ZtWI5RUVFGlV3aVMUBScnpyYfv2HDBlRVpXPnzpYrSgghhBDCxk6ePGnrEoSFSU9t56+//uKRRx4hOiICXy8vQgICuO6aa1ixYgXFxcXNGlv6qk/SV/2RnuqT9FW0ZHv27CE3N5fo6Gg6dOhwwfvGxMSwbt06nn/++XrHnT17NsePH6dv3761vm8ymXjnnXcA6NevX9MLF/Wy5Nyze/du2nT0xcO7cb8fd3C054oeAfzy6y6L1SIuPfL/qPYkY+1JxtYhOWtPMtaeZKwNWawlLigxMZEdO3cyqo1Hk44f2daH/MJCPv/8cwtXdmlTFOWCnyirz8yZM1FVlaFDh1qwKiGEEEIIIYRexMfH0+v667niiiv4dOUKbijKZYyTHXcp5Rj+PcwD48YREhjISy+9hKqqti5XCCGEEDpSsz3d5Zdfrunj/Pe//+X++++nbdu2/PzzzzzzzDPcdNNNDT7eZDKRn59f60tYT25uLi6ujk06tpWbgfz8PAtXJIQQQgghRMM52LoA0bLVrJLs6NO4q2rVCHUz4O1slNWWFtKcBVoAvXr1Yvv27ZYpRgghhBCNtmrVKsaOHcvo0aNZtWrVOberqsrEiRNZunQpbm5ufPXVV1RWVtKnT586x7O3tycoKIiBAwfy3HPPERAQ0OiaRo4cyfbt20lJSWn0sS1VUFCQrUsQFiY9ta4///yTm/r0oVVJMW+HB3KzRysc/+e1yElTOasyc5k+fTrx8fG88847jX69In3VJ+mr/khP9Un6KlqynJwcANzd3c+57f3332f8+PF1HhcXF0dMTEyDH2fJkiWYTCag+rVVXFwceXl5eHg07IPLCxYsYO7cuXXW4erqSkxMDMnJyZhMJpydnQkMDOTEiRMA+Pv7o6oqGRkZAERFRZGWlkZpaSlOTk4EBweTkJAAgK+vL3Z2dpw5cwaAiIgIzpw5Q3FxMQaDgdatW3P8+HGgeosag8HAqVOnAAgPDycrK4vCwkIcHByIiori2LFjAHh5eeHk5ER6ejoArVu3Jicnh4KCAuzt7YmJieHYsWOoqoqHhweurq6kpqYCEBoaSkFBAXl5eSiKQps2bYiLi6Oqqgo3Nzc8PT1JTk4GIDg4mOLiYnJzc815x8fHU1FRgaurK97e3ub3D4KCgjCZTGRnZwMQGxtLUlISZWVluLi44O/vT2JiorleY04pBlP1or4ywxEcyyNQVCdUpZhyxxQMZW0AqLSvzsO+MhAAteow1113NUePHsVoNBIaGkp8fLw5b3t7e06fPl1n3uHh4cTFxZnzNhqNtTLMzs425x0dHc3Ro0cB8PT0xMXFhbS0NADCwsLIzc2loKAAOzs7YmNja+Xt5uZmfp0eEhJCYWFhrbyPHz9OZWUlbm5u5z1HVVVFVVUSEhLMefv4+JCUlARAYGAgZWVl5rxjYmI4efJknXn7+/tTVVVFZmZmveesn58fiqKYz9nIyEhOnTpFSUkJRqORsLAw8znr4+ODg4NDrbwzMjIoKirC0dGRiIgIc94XOmfryzs0NNS8qLIm75pz1t3dHXd3d3PeZ5+zAG3btjWfs25ubnh5eWEymTh69ChBQUGUlpaa563Y2FgSExMpLy+nVatW+Pn5mTMMCAigoqKCrKwsc94yR5w/b5PJRGpqapPniICAACorK83nbHR0NCkpKea8g4KCap2zQK2809PTzefsxT5HeHl51cqw5pw1mUwyR2g0R5ydt9FoND+uzBGWmyPOfh5x9pwsc4Tl5giANm3akJCQYJ6TZY5o+BzRkPdqFFU+Aqtr+fn5eHh4kJeXV+eL2/p8/fXXDBgwgL13tyPE1dCkGq7eGMfYKY8zb968Jh0v4I477mDTpk3NGkP+qQshhBC2V99irYkTJ7JkyRI8PDz4+uuv6dGjB9u3b6dPnz6EhIQwZMiQWvfPy8vjl19+IS4ujrCwMH777bdGLdhKS0ujTZs2eHp6NnuxVnOfd1pSRkaG+UW00AfpqfWcOnWKbldeiWdhPqvCA/BysL/g/T/Nzuep5DPMnTuXWbNmNeqxpK/6JH3VH+mpPklfRUtTs+hbVVXeeOMN/vvf/3LnnXfy6aef1rrfnj17+Oijj2p9b+PGjaSlpTV6sRZAVlYW+/fv55lnnmHfvn3069ePr7/+ukHHmkwm8+IjqH5NFBYW1iJeE7VUlpx7nn76ad56+zXe/Pg2jM4Nvy6BqqrMGPstN1zXn/UfrrdILbZmNBopKys75/sGg6HWOSosR/4f1Z5krD3J2DokZ+1JxtqTjLUhV9YSF+Tp6QlAnqmSENfGH6+qKnmmigZ/GknUtnz5ch544IFmjVFeXo6Dg/xTF0IIIVq6SZMmsWTJEry9vfn222/p2rVrrdtjYmJ48803zzmusrKSe+65h40bN/LSSy/x+uuvX/BxcnNzOXjwIHv37mXp0qUUFRWZn/PpRXZ2trx41BnpqfW89dZbFGRlsTE2pN6FWgB3ebuTYCpjwfPPM3HiRHx8fBr8WNJXfZK+6o/0VJ+kr8IWcnJyKCoqws/PD6PReN77hYaGApiv3HC2Hj160KNHj1rf++GHH8yfem8sHx8fbr75Zrp160ZoaCjffPMNJ0+epHXr1vUeazQaL/hziHNZcu554IEHWLBgAXt+OkmvgVENPu7fA2dIO5nLQ2seskgd4tIk/49qTzLWnmRsHZKz9iRj7UnG2rCzdQGiZbvssstwcXbi25P5TTr+1/QiCk3lXHXVVRauTN/+/PNPFEVp1kKtpKQkVFWVhVpCCCHERWDy5MksXrwYPz8/fvzxx3MWal2Ivb09jz32GECDtjtet24dffr0Yfr06eZLFgshBFRfHeL9d97hTg8X/B0b/jrifl9Pqioq6rxioBBCCCFEjccee4ywsDB27txZ6/s1VwQyGKp3dujZsycAf//9t3lLlvMpKioyb1dSn1tuuYU+ffrUeQUiLy8v2rVrB9DkhV/CuiIjIxkwYADffBJHmamiQcdUVVbx5UdHaN++LTfccIPGFQohhBBCCHF+slirDhUVFbz11lt07NgRFxcXgoKCGDFiRINf9AH88ssv9O/fHz8/P9zd3bn22mtZv75hl9Q9ePAgBoOB66+/vqk/gsW4u7szYuQoPojLo6Kq8dvorT6SzWXt5IVPQxUWFqIoCp06dWryGF999RWqqjbo019CCCGEsL0pU6awaNEiAgMD+emnn5r0PMDNzQ2A4uLieu87YMAANm7caP7So9jYWFuXICxMemodmzZtIjMnh3t9GndlZB9HB/p7tGLZksWNOk76qk/SV/2RnuqT9FXYgouLC1D9yfyzpaenA5g/rR8YGMhtt92GqqrMnz//gmMuXLiQ8vLyBj1+YmIi27dv588//zzntqqqKvPW8PJ7Ve1Yeu6ZP38+WWdMLJm3h7Kyygvet6pKZe2iA/yz/wyvvPKaeetNIZpC/h/VnmSsPcnYOiRn7UnG2pOMtSGLtf6HqqqMHj2aqVOnUlRUxMiRI7n66qvZsGED3bt359ChQ/WO8dVXX9G7d2927NhBnz59GDp0KElJSdx7773Mnj37gseWlZUxatSoBr/AtIZHHnmE9IJSPo/PadRx8bmlfJOUxyOTJssLn3qoqoqiKOY3Wpti/PjxqKrKwIEDLViZEEIIIbT06KOPsnDhQkJCQti+fTuXX355k8bZs2cPAG3atKn3vtHR0QwZMsT81VQmk4n8/PxaXy2FXDFMf6Sn1nH06FH8nYxEORkafWz3Vk7En0ikqqqqwcdIX/VJ+qo/0lN9kr4KW6h5vbNmzRoqKv7vSkjLli0D/u+KWgAvv/wyrq6uvPfee8ydO/ec35dXVlayePFinn32Wezszn2bIzMzkyNHjpgXggEMGzYMgOeee67WeFVVVUyfPp0zZ87Qu3dvgoODLfDTirpYeu658sor+WTjJ/yzP5MFj23n0J40qv7nQ+eqqnL0rwxen7mTH7fEs2zZMm699VaL1iEuPfL/qPYkY+1JxtYhOWtPMtaeZKwN2R/tf3z++ed8+OGHXHPNNfzwww84OzsDsHXrVm699VZGjx7NwYMHz3t8SUkJ48aNQ1EUduzYQffu3QHIzc2le/fuzJ8/n9tvv/28W9vMmjWLw4cPW/znao7OnTsz/O67mfHpJ4S7Geke2KreY04VlXPf98nExsQwevRoK1R58WruQjZnZ+cGXUVDCCGEEC3L1KlTefvttwEIDg4mOjq60WNkZGSwbds2nnjiCQAeeughi9Z4IQsWLGDu3LnnfD8uLg5XV1diYmJITk7GZDLh7OxMYGAgJ06cAMDf3x9VVcnIyAAgKiqKtLQ0SktLcXJyIjg4mISEBAB8fX2xs7PjzJkzAERERHDmzBmKi4sxGAy0bt2a48ePA+Dt7Y3BYCAtLY2ysjLCw8PJysqisLAQBwcHoqKiOHbsGFC9zYmTk5P5zZvWrVuTk5NDQUEB9vb2xMTEcOzYMVRVxcPDA1dXV1JTUwEIDQ2loKCAvLw8FEWhTZs2xMXFUVVVhZubG56eniQnJwPVvS0uLiY3NxeAtm3bEh8fT0VFBa6urnh7e5u3dgkKCsJkMpmvNBAbG0tSUhJlZWW4uLjg7+9PYmIiAAEBAVRWVpKZmQlUL8JLSUkx5x0UFGTOsOYKBWfnnZ6eTklJCUajkdDQUOLj481529vbc/r06TrzDg8PJy4uzpy30WislWF2drY57+joaPPViT09PXFxcTFvKRMWFkZubi4FBQXY2dkRGxtbK283NzfzlQ1CQkLIzs6mrKzMnPfx48eprKzEzc0NLy+vWhmWlpaSk1P9QZM2bdqQkJBgztvHx8f8y4XAwEDKysrMecfExHDy5Mk68/b396eqqsqc94XOWT8/PxRFMZ+zkZGRnDp1ypx3WFiY+Zz18fHBwcGhVt4ZGRkUFRXh6OhIRESEOe8LnbP15R0aGmpeVFmTd8056+7ujru7OykpKXh5edE6NISCmHaUhISCquL/8w9kXtOTKoMRY8YZXFKSyLmyept7938PU+HqRnFYOMElJpTlqzl27BiKotCqVSv8/PxqnbMVFRVkZWWZ8z59+jRlZWVWnyNOnToFIHOERnNEzRxszTmisLCwVt4yR1h2jigsLDQfe6Fztr68Y2NjSUxMpLy8vEFzhK2eR1wqc0Rubq65r3p/HtFS54jw8HAuNffeey8LFizgq6++IjY2lg4dOpCUlMRff/2Fs7Mz06dPN9+3ffv2fP7559xzzz3MmTOHJUuW0KtXL/z9/cnJyeHnn38mJSWFUaNGERYWxgsvvFDrsRYtWsTcuXMZPXq0eavmp556is8++4wvvviCtm3b0rdvXyoqKtizZw9Hjx4lODiY5cuXWzOSS05dW1A218CBA/npp+089NCDvDZzJwHB7nTqEYCLqwFTSQX/7M8gKT6b6OhINm/ezKBBgyxeg7j0aHEui9okY+1JxtYhOWtPMtaeZKwNRVXVxu9tp2M9e/Zk165d7Ny585xtCLt3785vv/3Grl27uO666+o8fvny5TzwwAOMGzeO999/v9ZtS5YsYeLEiTzwwAO899575xy7e/durr/+eu644w4+/fRTrrvuOnbt2tWsnyc/Px8PDw/y8vJwd3dv8jilpaUM6NePPb/+wtyrAxkS64XR/txPLKmqyq60Qh7/NR07Vy9+3vULkZGRzfkRdMsSVxuTf75CCCHExWXVqlWMHTsWV1dXCgsLiY6OprS0lNTUVGbOnMnzzz9/zjHbt2+nT58+FxxXURRmzJhR5/H1URSFkJAQ8xtaDWUymTCZTOa/5+fnExYW1uznnZaQnJxMWFiYTWsQliU9tY4XXniBl+fO4fd2rRv9emVNRi7Pn86hvLy8wcdKX/VJ+qo/0lN9kr4KW0lLS+OFF15g27Zt5sXiPXv2ZNasWXTs2PGc+2dlZbF48WI2b97MsWPHqKiowN/fn+7duzNmzBhuvfVWvvvuO2655Rbi4uKIiYkBYM6cOecs1gLIycnhhRdeYMuWLeaFepGRkdx222088cQT5gWKTWGp38XrmZZzj6qq7N27l6VLl7Bn727y8wtwdW1Fxw6dePjhh7nxxhvrvAqbHhiNxjrfRDUYDLVetwvLkf9HtScZa08ytg7JWXuSsfYkY23IYq2zFBcX4+npiZubG5mZmef8gvnJJ5/klVde4bnnnuPZZ5+tc4x7772X9evXs3nzZm6//fZat/3zzz9cfvnlREVFmT9xdvZjd+7cGTs7OzZt2kT79u1b1GItqF6w9eD4B1i77gN8XIwMj3Gnb5g77gY7iiuqOJhRwppjucRnF3NV1y58tmkzoaGhzXpMPerVqxc///xzs8aQf7ZCCCHExalmsRZUf1L8+++/5/Dhw/Tv3x9FUfjpp5+44YYbah1Ts1grJCTknG0L7e3tCQwMpH///nW+sdEQTV2s9b9a0hsTJpMJo9Fo0xqEZUlPrePnn3+mV69erIkK5lo3l0Yde++JdJw7Xcn2n3c2+Bjpqz5JX/VHeqpP0lchLK8lvSZqqWTu0YYs1rI+OZe1JxlrTzK2DslZe5Kx9iRjbbS4bRArKio4ePAg8fHx5ku7l5eX88wzzwDVC4YURdHkZDh06BDl5eVcfvnldX4S+LLLLgMwX4K7Ln/88QcAHTp0OOe2du3aYWdnR2JiImVlZRgMBvNtTz31FAkJCezatQsnJ6fm/iiacHJyYs3adcx8+hmWLVvGqhXLWfxnhvl2Bwd77rzjTlZMmkTPnj0tcuUoPXnzzTd57LHHmjVGeXk5Dg4t7p+tEEIIIRqpbdu27NixAz8/P4KDg5k4cSKLFi1i1KhRHDp0CE9Pz3OOiYmJ4c0337R6rRejxMRE2rZta+syhAVJT62jZ8+eXN6uHetOpTZqsdbREhP78ov4eNLkRj2e9FWfpK/6Iz3VJ+mrEMIWZO4ReiHnsvYkY+1JxtYhOWtPMtaeZKyNFrPq49tvv+Xtt9/m559/pqio6JzbaxZr7d27l/79+zN06FBmzpxJu3btLFZDZmYmAIGBgXXe7uXlBVRferkpY9jZ2eHu7k5ubi45OTkEBAQA8MMPP7B48WKeeOIJevToQWJiYpN/hrq2o7G0du3a8eabb7JgwQISExPJy8ujVatWhISE4O3tbfHHu9jt27ePq6++ulljJCcny1XKhBBCCB3p0aNHre01Xn75Zb7//nuOHDnChAkT+Pjjj21YnRDiUqUoCo9MnszkSZPYW+jO1a7O9R5Tqaq8cjqbQD8/Bg8erH2RQgghhBBCCCGEEEIIcZGz+Qbd6enp9O3blwEDBrBt2zYKCwtRVbXW1/8ymUx88MEHdO7cmQULFlislry8PIDzXtnK1dUVqL66kaXGyM/P5/7776d9+/Y899xzTSv8LAsWLMDDw8P8peXeoc7OzrRv354ePXrQsWNHWaj1P3JyclAUpVkLtbZu3YqqqrJQSwghhNA5Z2dn1q5di4ODAxs2bGDVqlW2LumiVvOhCKEf0lPreeCBB+jdqxePJJ/hj6KSC963rErlqeQz7CwoYcXq1bWuHt0Q0ld9kr7qj/RUn6SvQghbkLlH6IWcy9qTjLUnGVuH5Kw9yVh7krE2bLpYKz09neuvv54dO3bUuSirvm30ysrKeOaZZ3j44YctUk/NL5aLi4vrvL3milUuLuffDqKxY0ydOpXU1FRWr15tka0dZ8yYQV5envkrOTm52WOKxlFVFUVRmrV4bdq0aaiqyoABAyxYmRBCCCFasm7dujFr1iwApkyZQnx8fLPGy8vL48iRI5w8edIS5V1UKisrbV2CsDDpqfUYDAY+27SJK3v0YNSJdGYkn+FwcWmt+xRVVvFRVh6DE9LYWljKug8+aNJrF+mrPklf9Ud6qk/SVyGELcjcI/RCzmXtScbak4ytQ3LWnmSsPclYGzZdrDVixAhOnDhh/ruqqvTu3Zu5c+eyZMmSOhdwxcTE0L9/f6B6MZeqqrz77rssWbKk2fX4+/sD1VdEqkvNFochISFNGqOyspKcnBycnZ3x9vZm27ZtrFy5kqeeeopu3bo1t3wAjEYj7u7utb6E9SiKgp1d0/9ZhYWFoaoqr7zyigWrEkIIIcTFYubMmfTo0YOCggJGjBhBRUVFk8f6/PPPad++Pffdd58FK7w41DxvF/ohPbUuDw8Pvv72O2Y/N489Tq4MjkvhluOpjDiRzpCEdK4/msystCza9bmRn3fuZPjw4U16HOmrPklf9Ud6qk/SVyGELcjcI/RCzmXtScbak4ytQ3LWnmSsPclYGzZbrPXJJ5+wfft284KrLl26cPjwYX788UeeffbZ834qNyQkhK1bt7J161a8vb3Nx8+cOZPc3Nxm1XTZZZcB8Ndff9V5+9GjRwHo1KlTvWP8+eef59yWkJBARUUFV1xxBQB79+4F4IUXXkBRFPNXZGQkAL/88guKohAREdG0H0hYTU3vmkNV1UvyyhdCCCGE+D/29vasXbuWVq1asXfvXubMmWPrkoQQlyij0cjMmTNJSEri888/Z8CY+4m+7T90GXo3Tzz7LAkJCWz+4otmbfsuhBBCCCGEEEIIIYQQlyJFrevyVVbQo0cP9u3bh6IodOrUiV9//RUnJyfz7UlJSeZFS4qi1HlptV9//ZXevXubb3vjjTeYMmVKs+q68sorOXjwIL///jtdu3Y957ZDhw6RkJBw3gVUb731FlOnTmXSpEksXLiwztvmzp3LrFmz+Prrr/n666/PGSM/P5+VK1cSHBzM0KFD8fb2Nm+J01j5+fl4eHiQl5cnV9nSwBVXXHHexX0NZaN/gkIIIYQQFtWSnndWVFTg4OBg0xqEZUlP9Un6qk/SV/2RnuqT9FUIy2tJr4laKpl7tJGRkWH+8/9m7OfnZ4uSdE/OZe1JxtqTjK1DctaeZKw9yVgbNlms9b8LsXbv3k337t0veJ/z7YM5fvx4li9fjqIo9OnTh++//75Zta1cuZL777+fPn368M033+Do6AjAkiVLmDhxInfddReffPIJAOnp6eTl5eHr64uvry8Aubm5REREUF5ezu7du81X0Tpx4gTXXHMNxcXFHD16lKCgoPPWkJiYSGRkJNdddx27du1q1s8jLxC18dxzzzF79uxmjVFZWdmsLROFEEIIIVqSlvS8MzExUa5OqzPSU32SvuqT9FV/pKf6JH0VwvJa0muilkrmHu1JxtYhOWtPMtaeZGwdkrP2JGPtScbasMlKkd27dwPVi7CioqLOWajVGCNHjgSqr060f//+Ztc2ZswYbr/9dn766Sc6dOjAhAkTuOmmm5g4cSKtW7fmrbfeMt93xowZtG/fnkWLFpm/5+npyXvvvYfJZKJHjx6MGDGC++67j86dO5ORkcHChQsvuFBLtGw1W3c2Z6HW6dOnUVVVFmoJIYQQQmjEZDLZugRhYdJTfZK+6pP0VX+kp/okfRVC2ILMPdqTjK1DctaeZKw9ydg6JGftScbak4y1YZNrlSUnJ5v/3LZt22aN1alTJ/Of8/LyyM/Pb9anVhRF4dNPP+XVV19l5cqVrF69Gl9fX8aPH8+cOXMIDg6ud4yhQ4fi6+vL/Pnz+fLLL1EUhS5dujBjxgxuueWWJtcmbOf06dMEBgY2a4wdO3Zwww03WKgiIYQQQghxPs7OzrYuQViY9FSfpK/6JH3VH+mpPklfhRBnU1WVn3/+mU8//ZTMzEzs7OwIDAzknnvuoWvXrhZ7HJl7tCcZW4fkrD3JWHuSsXVIztqTjLUnGWvDJtsgvvrqqzz55JMoisLw4cP54IMPzrlPQ7dBrKiowGAwmO+XnJzcoAVVlwq59HLzVFZWNnv/1Xnz5vHMM89YqCIhhBBCiJapJT3vLC8vN29nLvRBeqpP0ld9kr7qj/RUn6SvQlheS3pN1FCqqrJ8+XJee/01jvx7BM9AX1z9vFBVyE/PoCArl25XXcX0p57irrvuavbjydyjPcnYOiRn7UnG2pOMrUNy1p5krD3JWBs22YctICDA/Oe0tLRmjZWVlVXr756ens0aT4gaiqI0a6HWlVdeiaqqmi7UMplM/Pjjj2zYsIGPPvqI77//nuLiYs0eTwghhBDiYpCQkGDrEoSFSU/1SfqqT9JX/ZGe6pP09dJUXFxMmzZtUBSF0aNHn/d+b775JoqiEBISQnZ2NmPGjEFRlDq/vLy86NOnD1988cU54/Tu3bvOY+zs7PD19eXWW2/ll19+adLPoqoqYWFhjBw5stHHfv311/Tt2xcPDw9cXV3p1KkTb7311nk/MK5XFRUV3H///YwfP54yTyODnpvI8KXPMGjeJG6fP4l7351F/xkPcLosnyFDhvDMM8/Q3M/+y9yjPcnYOiRn7UnG2pOMrUNy1p5krD3JWBs22QaxTZs2QPULqj179jRr68Jff/3V/GcPDw9cXFwsUqO4dCmK0uwxtL5g3YkTJ1i2bBnvLF1KXkFBrducjAZu6NWbgQMH0qNHD7p3726Rn0kIIYQQQgghhBBCCHHxcnFxYc2aNVx//fWsWbOGYcOGceutt9a6T3x8PE8//TQAy5cvx9vb23zbzTffzGWXXWb+e0lJCXFxcWzfvp3t27ezevVq7rvvvnMe96677iI0NNT896KiIv766y+2bt3Kt99+yzfffEPfvn0b9bNs2bKFlJSURh0DsHLlSsaNG4fBYOCWW27B19eXnTt3MnXqVHbu3Mknn3zS6DEvVpMnT2bN2jXc+Ngo2vTqds7tdvb2RF7dkYjuHTi46Ueef/553NzceOqpp2xQrRBCCCGEEPpik8Va3bt3x9/fn4yMDMrKypg/fz4vv/xyk8ZauHAhUL3A5sYbb7RkmeISExwcTHp6erPGsMauoq+//jrTpk3DQYHyKpUAFwdCXQ3YAWlF5aQWlfHT99/y7bffAtCuTSwTJ09h1KhReHh4aF6fEEIIIYSt+fn52boEYWHSU32SvuqT9FV/pKf6JH29dPXo0YOnnnqKF154gQkTJnD48GHzbhWqqjJu3DiKi4uZMGEC/fv3r3Xsvffey5gxY84Zc+PGjQwbNoynn366zsVakyZNonfv3ud8/5VXXuHJJ59k1qxZDVqslZKSwqFDh/jpp59YtmxZg37es505c4ZJkybh6urKzp076dSpE1C9rct9993HRx99xAcffMCIESMaPfbF5pdffmHZsmXc8NDQOhdqnU1RFK6840ZMhcXMnDmTu+++m4iIiCY9rsw92pOMrUNy1p5krD3J2DokZ+1JxtqTjLVhk20QFUXhvvvuQ1VVVFXl9ddfZ82aNY0eZ/bs2Wzfvt3893vuuceCVYpLxeOPP46iKM1aqFVVVWWVhVpPP/00Tzz+OIqq0ifUjQ/6RfLb8PZsHhTD54Ni2HN3OzYOjKJfuAf2SvU/8OL0JKY+OoXoyIgmX1ZcCCGEEEIIIYQQQgihD7Nnz6ZTp06kpqby2GOPmb+/ZMkSduzYQVRUFK+++mqDxxs6dCje3t6kpKSQmZnZ4OMeeughAA4ePNig+0+dOpXbbruN1157jaKiogY/To0NGzZQXFzMpEmTzAu1ABwdHXnzzTcBePfddxs97sVo8ZLFeAX7c9kt1zb4mK5Db8Hg4nTJZCSEEEIIIYSWbLJYC+CZZ57Bz88PRVGoqqpi7NixPPDAAxw/frzeY3/55Rf69evH/PnzgerFX926dePOO+/UumyhI1u3bkVRFF5//fUmj5GTk4OqqlbZZvDDDz/kxRdewMnBjrX9IllxcwS9Qt2wO+uxFUXhmiBXlvUN55Nbo3Ez2JNSWMZ/O/vTxrmSG/v2rbXAUQghhBBCjzIyMmxdgrAw6ak+SV/1SfqqP9JTfZK+XtoMBgNr167FYDCwatUqtm3bRmJiItOnT8fOzo7Vq1fj6ura4PFUVaWyshJ7e3vc3d0bfFx5eTlAra0WL2TatGls3LiRjRs3MmfOnAY/To2///4bgG7dzr2SVEBAAL6+vvz6669NWgh2MTlz5gwbN35C+37Xotg1/C0iRycjsb2v4t333sNkMjXpsWXu0Z5kbB2Ss/YkY+1JxtYhOWtPMtaeZKwNmy3Wcnd3Z/369RgMBhRFQVVVVq5cSdu2bYmKimLo0KG17j9ixAj69etHQEAAN9xwA99//735Skbu7u6sXLnSFj+GuAglJyejKAq33nprk8f47bffUFXVfIlwramqypTJk7FTYNUt1Yu06nNVQCs+7B+JwU5h8Z9nWH1Ta7r7OzH49ttJSkqyQtVCCCGEEEKI/8fefYdHUbVtAL9nUzYJyaaHAElIIKFJRyEKSlFQlOIrIFIkQZqIUixYUIqoKKAigqAvHSlSROm9d0FAREkIkISEFNJ73fP9wZd9WdKTnd3N5P5dVy7N7syZZ5/ncHJm9+wMERERkTlq1aoVPv30UwDAmDFjEBwcjIyMDLzzzjvo0qVLpdpavnw5UlNT8dJLL8Ha2rrC+xV9ifaVV16p0PaBgYEYOHAgBg4ciK5du1YqRgCwsLAAgFIXGuXn56OgoAB3796tdNs1yYULF1CQn49Gj7cpf+OHNHq8DRITEir0pXsiIiIiIiqdpSkP3qNHD/zyyy8YPny47tsqQgiEh4frLSYRQmDjxo26/wegu5KRg4MDtmzZghYtWhg5eqpp8vPzK/VmQUkWLlyIt956y0ARVdzBgweRkpyE4BZueKJexb/V1sbdDm+09sCCy3E4EJmOH7t744ktN7Bo0SLMmzdPxoiJiIiITKdRo0amDoEMjDVVJtZVmVhX5WFNlYl1JQB47733sGPHDpw6dQrR0dFo1aoVZs+eXer269ev17tlYVZWFq5evYqzZ8+ia9euWLx4cYn7LVq0CL/99pvu9/T0dFy4cAF//fUXBg4cWKWrZFVFu3btAAD79+/HkCFD9J47deoUUlNTAQCJiYkICAgot73c3Fy9hV9paWkGjFY+Ra9T7WBX6X1tNHX02qgsjj3y6NSpk+5KdQ/eCcTKygrnzp0zZWiKxb4sP+ZYfsyxcTDP8mOO5cccy8Oki7UAoF+/fvjzzz8RFBSEM2fOAPjfQqySbi1XdBUuIQTatGmDjRs3omnTpkaNmWqe6t6msEePHjh06JCBoqm8aR99hEIBjGhWsUuCP2hoUxcsuByHr/+MRf/GThjcWIMVy/6LTz/9FLa2tjJES0RERGRaMTEx8PHxMXUYZECsqTKxrsrEuioPa6pMrCsBgEqlwtChQ3Hq1CkAwKBBg6BWq0vd/sCBAzhw4ECJz8XFxeHcuXPo06dPsee2bt1aapsRERG4cuUKHn/88UpGX3mDBw/G9OnTsXbtWgQEBGDEiBHQaDTYt28fpkyZovvsoawcPGjOnDmYNWtWscdv3LgBe3t7+Pv7486dO8jNzYWtrS08PT1x+/ZtAICHhweEELpbyjRq1Ah3795FTk4ObGxsUL9+fdy6dQsA4ObmBpVKhfj4eACAr68v4uPjkZWVBWtra/j4+OiudOXi4gJra2vExsYCABo2bIjExERkZGTA0tISjRo1gp2dHV5++WU4F1oDsEJd3F+0dRcZ0MAa9rBGIbSIQDr8oIEECWnIQxbyUdeuLl5++WVYWVkhNjYWqampkCQJTZo0wY0bN6DVauHg4AAnJyfcuXMHAFC/fn1kZWUhJSUFqamp6NixI27evImCggLY29vDxcUFkZGRAIB69eohNzcXSUlJAICAgABEREQgLy8PdnZ28PDwQHh4OID7t64sLCxEQkICAKBx48aIiorS5btevXq6HLq7uwOAXr5jYmKQnZ0NtVoNLy8v3Lx5U5dvCwsLxMXFlZjvhg0b4saNG7p8q9VqxMTEAAB8fHyQlJSky3fjxo0REhICAHBycoKdnZ3uym3e3t5ISUlBeno6VCoVAgICEBoaCiEEHB0d4eDggKioKABAgwYNkJGRoZfvsLAwFBYWwsHBAZcvX0ZeXl6xvmhlZQUhBG7duqXLt6urq+5iCZ6ensjLy9Pl29/fH5GRkSXm28PDA1qtVpfvsvqsu7s7JEnS9Vk/Pz/Exsbq8u3t7a3rs66urrC0tNTL971795CZmQkrKyv4+vrq8u3s7AwbGxu9fCcnJyM9Pb3cfHt5eSEtLQ1paWm6fBf1WY1GA41Go8v3g30WAJo2barrsw4ODnB2dsbVq1fh6OiIevXqIScnB8nJybo+Gx4ejvz8fNSpUwfu7u56fbagoACJiYm6fJvjGBEaGlpuvi0sLODv76/XZ+3t7REdHa3Ld3p6eqXHiAfznZiYiAYNGnCMMMAY4ezsrJfDoj6bmpqKxx57jGMEDD9GPJjvyMhIWFlZ6fosxwjDjBEPziMeHJM5RhhujACAJk2a4NatW7oxmWNExceIunXrojySKLpUlRk4evQolixZgsOHD+sGoofZ29ujS5cueP3119GvXz8jR1jzpKWlwdHREampqdBoNKYOx+iqu0gL+N/V3EzJzkaNti5W2Px84yrtP/pgOA7fScetka1wOy0XT24Owdq1azF8+HADR0pERES1lTnNO0NCQviFDoVhTZWJdVUm1lV5WFNlYl0JAKKiotCqVSukpqZCpVJBrVbj8uXLxa4qFRwcjNWrV2PlypUIDg7WPV5YWIi4uDjs2LEDU6dORUZGBk6cOIEnnngCANCtWzccO3YMR44cQbdu3XT75efnIzo6Gps2bcLHH38MKysrXL16tVLf2D969Ci6d++OYcOG4eeff67wfn/++Sf69eun+7CwyGOPPQYXFxfs27cPd+7cgZeXV7ltlXRlLW9vb7M4JypLSEgImjVrhp7vBsG/S/tK7Xtp2yH8uXEv4mLj4OTkVKVjc+wxPLVaXeJiLWtr61Jv+0nVw74sP+ZYfsyxcTDP8mOO5cccy8PkV9Z6ULdu3XQnbSEhIYiOjkZiYiK0Wi2cnZ3h6emJRx55RHdveaLSlHZyUhnmsEirSGFBPlq4VP0Ev7mLDQ7duX8Zbj+NGt5Odvjnn38MFR4RERGRWanoN+Gp5mBNlYl1VSbWVXlYU2ViXUkIgaCgIKSkpGDSpEmwtLTE119/jaCgIJw4caJC78FbWFigfv36GDduHNRqNUaOHIn58+fj119/LXO/om+5T506FVlZWZg1axYWLVqEb775xlAvr1Tt27dHaGgotm3bhmvXrsHCwgIdOnRA37590a5dO9jY2MDDw6NCbanV6hr5b6lp06Z48qmn8M/eU5VarCW0WlzfdwaDB79SpYVaAMceUg72Zfkxx/Jjjo2DeZYfcyw/5lgeZrVY60FNmzbl6jyqtFGjRmHFihXVasOcFmnpCEBtUfWrhKktVHjwZTlYqZCWlmaAwIiIiIjMT0W+BU81C2uqTKyrMrGuysOaKhPrSgsWLMDhw4cREBCAOXPmAAB+++03nDlzBvPmzcMHH3xQqfYCAwMBQHdrHLn3q4qCggIUFBRArVZj2LBhes8lJSXh2rVrePrpp2FtbS17LKb25oQJGDx4MGKv34ZnM78K7RN26jJSYu9hwhtvVPm4HHtIKdiX5cccy485Ng7mWX7MsfyYY3moTHHQ/fv347XXXtP9/PLLL6YIgxRk8+bNkCSpWgu1MjIyzHOhFgBIEpJyCqq8e3Jugd4tITPy79/zl4iIiEiJbt68aeoQyMBYU2ViXZWJdVUe1lSZWNfa7dq1a/jwww+hUqmwcuVK2NrawtbWFsuWLYMkSZgxYwauXr1aqTbDw8MBAJ6enkbZryoWLFgAW1tbfPvtt8WeW7duHbRaLfr06SN7HObgP//5DzoFBmL/VyuQdCe23O3vXruJ44s34qWXXkLHjh2rfFyOPaQU7MvyY47lxxwbB/MsP+ZYfsyxPEyyWOv8+fNYtWoVVq9ejdWrV+PatWumCIMUICwsDJIk4eWXX65yG3///TeEEKhTp44BIzMsS2s19kakIbdQW+l9tUJgx61UFF1aKyo9D1Gp2WjSpImhwyQiIiIiIiIiIiIzlpeXh+HDhyM3NxeTJ09G586ddc9169YNY8aMQV5eHl599VXk5eVVqM2MjAx8+umnAIAhQ4ZUOJa4uDjMnz+/2H4xMTG4fv06EhISKtzWw1JTU3H9+nVERkbqHnvyyScBAGvXrkVmZqbu8atXr2LmzJnw9PTE6NGjq3zMmsTKygo7d+yAbwNv/P7Bd7i68zhyM7OLbZeVko6Lm/dj16wleDzwcfz88896XwomIiIiIqKqMcltEIu+JSOEgCRJSE1NNUUYVIPl5OTA1ta2Wm2sXLkSwcHBhglIZq6uLrgTFY094al4sbFzpfY9GpWOu5n5cFbfX5v5c0gi7OvUqdYCNyIiIiJz5ubmZuoQyMBYU2ViXZWJdVUe1lSZWNfa65NPPsHly5fRtGlTfP7558WenzdvHnbv3o0rV65g1qxZetusX78ely9f1ts+MTER+/fvR3x8PPr06VPi+62LFi3Cb7/9pvtdCIHY2Fjs27cPqampGD9+PJ5++mnd8x9++CFWr16NGTNmYObMmVV6ndu2bcPIkSPRtWtXHD16FADQqVMnvPzyy9i0aROaNWuG3r17IykpCTt37gQA/PLLL7Czs6vS8WoiNzc3nDp5CuPHj8emlZtwft0u+AW2hkNdFwghkBp9D+Hn/oKFhQXGjRmLr7/+Gmq1utrHJFIC9mX5McfyY46Ng3mWH3MsP+ZYHiZZrNWzZ0+oVCrdLecuXrxoijCohqruN3cGDRqETZs2GSga47BVq+GktsDiK/fQ29cRaouKXRSvQCuw6Eo8NNYqWEgSsvK12HAjDcGjx5n1lcSIiIiIqsPCwsLUIZCBsabKxLoqE+uqPKypMrGutdOJEycwf/58qFQqrFq1CjY2NsW20Wg0WLp0Kfr06YOvvvoK/fr10z134MABHDhwQG97R0dHtGzZErNmzcLo0aNL7Ftbt27V+12SJDg7O+PRRx/FmDFjMHjwYAO9wvKtW7cObdu2xdq1a7F69Wo4OTmhV69emDFjBjp06GC0OMyFo6Mj1q9fj3nz5mHZsmXYtGUzIv4Jh4WFBTzr1sWXc75EcHAwXF1dDXI8jj2kFOzL8mOO5cccGwfzLD/mWH7MsTwkUbRiysjGjh2LZcuWAbhf3CtXrqBFixamCEXR0tLS4OjoiNTUVGg0GlOHUy2GuLyyibp7tTX29UEbyzTsuJWK53wd8X03H1ipys5HoVbgg1NR+CU0GQMDnLA/Mh2d6tnjZHweLl/5C/7+/kaKnoiIiGoDc5p3hoSEoGnTpiaNoTYoKCjAzp07sWHDBsTejYZWq4V7XU8MGDAAAwcOrPa37h/EmioT66pMrKvysKbKxLoSGZ45nROZK4498lCr1SXettTa2hq5ubkmiEj52JflxxzLjzk2DuZZfsyx/JhjeVTs8jwyWLhwIZ544gkAgFarxYgRI5Cenm6qcMiMSZJU7YVaQogau1ALAJycnKG2UGFxdx/sCU/FsL238E9Sdqnbh6XkYNTBcGwMTcbcLl5wtrFEgVbg4J10bNq8hQu1iIiIiKjKhBD49ttv4dfQB//5z38QcnQ33GKuoW78v4g+exDDhw+Hd4P6mDlzJgoKCkwdLhERERERERERERGRWTHZYi0bGxvs27cPffv2hRACly5dQqdOnXDs2DFThURmZsCAAbV+kVaRx7s8iUPRWejpo8G65/wQmpyLXttuoN/2MGwMTcLJu+k4dTcDW24kY+Cum+i2NRQX4rOwoqcvXm7ijF23U5GrlbB79x48//zzpn45RERERrdq1SpIkoTg4OASnxdC4I033oAkSdBoNDhx4gR8fX11i8bL+zl69Gil4unSpQu6dOlSrdf08ccfQ5Kkai2GOXjwICRJwsGDB6sVi7nx9fU1dQiKVVhYiOCgILz99tvobJ+DPf39satvIyzs5oPvuvrg1+f9cHRAE/StK+Hz2bPRr28f5OTkVPu4rKkysa7KxLoqD2uqTKwrEZkCxx5SCvZl+THH8mOOjYN5lh9zLD/mWB6WpjrwwoULAQA9evRAdHQ0/vzzT1y/fh09evRAo0aN0LZtWzg4OFS4PUmSsHz5crnCJSNasWIFRo0aVa02cnJyDHrbFVMbP348Fi9ejL0RaejXyAl/DGmO/RFpWPHPPbx7Ikpv23butljUzRu9fR2htlDhaFQ6ojLysXPnTvTq1ctEr4CIiMi8vfnmm1iyZAkcHR2xd+9eBAYG4rXXXkNSUlKp+5w6dQoXLlyASqWCm5tbhY91+fJlnD59WneV2arIyMjA6tWrq7x/kcWLF1e7DXMUHx8Pb29vU4ehSG+//TZ+/vlnLOrmjRcbO5e4jb+TDT59vAGe8dFg1KFDGPHqq/hl06ZqfRGDNVUm1lWZWFflYU2ViXUlIlPg2ENKwb4sP+ZYfsyxcTDP8mOO5cccy8Nki7UmT56s92a9JEm6qyDdvHkTt27dqnBbQggu1lKAv//+G61atapWG2FhYWjcuLGBIjIfjzzyCLo++SSW/P0nnm2ogdpChRf8HPGCnyPS8gqRnFMAAcBJbQEn9f/+WRdqBRb/dQ9tW7fiFbWIiIhK8eabb+KHH36Ai4sL9u/fjw4dOgAApk+fXuo+N2/exKpVq3TbtWzZssxjxMfH48qVKzh58iR++OGHKl35MysrC5cuXcKFCxewbNkyREVFlb/TQ4QQuHz5Mv766y9s2rQJu3fvrnQbNUFWVpapQ1Ckv//+GwsXLsTMTvVLXaj1oKcaOODbJ+vj9S1bMPrAgWp9cYA1VSbWVZlYV+VhTZWJdSUiU+DYQ0rBviw/5lh+zLFxMM/yY47lxxzLw2SLtUpS3VveUc2UkZFRqauolWTz5s0YOHCggSIyT++9/z769e2DKcfv4LuuPrBS3f/3orG2gMbaotj2WiHw0elonI3JwJq5U/nvi4iIqARvvfUWFi9eDHd3dxw4cABt2rQpd5+cnBwMGjQIqamp6N27Nz755JNy95k7dy6+/vrrasV6+PBh9O3bt1ptZGZmon379tVqoyawtrY2dQiKtGTJEnjYqzGiuUuF93nB1xHN3epgyQ+Lq7VYizVVJtZVmVhX5WFNlYl1JSJT4NhDSsG+LD/mWH7MsXEwz/JjjuXHHMvDpIu1qnJFAVIOIQRUKlW12hgzZgx++uknA0Vk3jZv3gw7K0vsvp2K1Nzb+KRjfTRzsSlx21upufjijxjsi0iDo40ltm7ZjOHDhxs5YiIiIvM2ceJELFq0CJ6enjh48CAeeeSRCu331ltv4dKlS/D19cXPP/9coflMUFAQAgMDAQD37t3DG2+8Uel4H330UWzevFn3+xtvvIF79+5Vqg1bW1u9NhYvXoyjR49WOhZz17BhQ1OHoDgZGRlYs2oVRjVxhLVFxefwkiRhRBMnTNuxE1FRUfDy8qrS8VlTZWJdlYl1VR7WVJlYVyIyBY49pBTsy/JjjuXHHBsH8yw/5lh+zLE8TLZYS6vVmurQZAaqe5UnOzs7ZGZmGiga85eYmIiNGzbg7dZuaOVmiynH7+CZbaHo5FkHrzRxRgN7a0gAYjLzseVGMo7fzYCLjQX++3RDJOQU4KMdO3Hnzh3eS5aIiOj/TZo0Cd9//z0aNGiAQ4cOoWnTphXab82aNVi2bBnUajW2bNkCF5eKXWGoVatWuts9h4eHVylmT09PvSuJvvvuu5Vuw8LCQq+NnTt3VikWc3fjxo0K15QqJiwsDBlZWXjau36l933axwEfno7GX3/9VeXFWqypMrGuysS6Kg9rqkysKxGZAsceUgr2Zfkxx/Jjjo2DeZYfcyw/5lgeZnUbRFI+Q9yKrzZekW3lypUQhQV4pYkLXG0tceblZtgXkYY11xMx5XiU3rYdPOzwXVdvvODrCBtLFTLzC/HZhXj89NNPmD17toleARERkfmYPHkyFi5cCACoX78+GjduXKH9/v77b4wfPx4A8P3336NDhw6yxVgT5ObmIjc3V/d7WlqaCaMhuWVkZAAANNaVvzKug9X9W3anp6cbNCYiIiIiIiIiIiIiopqIi7XIKHr06IEjR45Uq43auEiryLatW/CMtwNcbe//k7W2UKFvIyf0beSE5NwCJOcUAgCc1RZwttH/Z13HygJ9Gzrg182buFiLiIhqva1btyIjIwONGzdGTk4O/vjjD8yYMQOff/55mftlZGRg4MCByMrKwsiRIzFmzBgjRWy+5syZg1mzZhV7/MaNG7C3t4e/vz/u3LmD3Nxc2NrawtPTE7dv3wYAeHh4QAihu41jo0aNcPfuXeTk5MDGxgb169fHrVu3AABubm5QqVSIj48HAPj6+iI+Ph5ZWVmwtraGj48PwsLCAAAuLi6wtrZGZmYmQkJC0LBhQyQmJiIjIwOWlpZo1KgRQkNDAQDOzs6wsbFBTEwMAMDHxwfJyclIT0+HhYUF/P39ERoaCiEEHB0dYW9vj+joaACAl5cX0tPTkZqaCkmS0KRJE9y4cQNarRYODg5wcnLCnTt3ANxfEJiVlYWUlBQAQNOmTXHz5k0UFBTA3t4eLi4uiIyMBADUq1cPubm5SEpKAgAEBAQgIiICeXl5sLOzg4eHh+7KbHXr1kVhYSESEhIAAI0bN0ZUVJQu3/Xq1dPl0N3dHQD08h0TE4Ps7Gyo1Wp4eXnh5s2bunxbWFggLi5OL98FBQXo3bs30gpv4W5AVwCAfVIkLPMykeLZ/P6+kX8iw8UHOfZusCjIQ93bZ3A3oCvS8wvRrp017O3tERISAgDw9vZGSkoK0tPToVKpEBAQoJdvBwcHREXd/1JCgwYNAAAhISG6fIeFhaGwsBAODg5wdnbWy2FOTg6Sk5MBAE2aNMGtW7d0+XZ1dUVERASA+1ery8vL0+Xb398fkZGRJebbw8MDWq1Wl++y+qy7uzskSdL1WT8/P8TGxury7e3treuzrq6usLS01Mv3vXv3kJmZCSsrK/j6+uLGjRvl9llLS0s0btxYl18nJyfY2dnh7t27uj6blpaGtLQ0Xb6L+qxGo4FGo9Hlu6w+W16+AwICEB4ejvz8fNSpUwfu7u56fbagoACJiYm6fOfl5SEkJMToY0RsbCwAcIww4BhRlO+GDRvqxmAXFxeo1Wq9HCYlJenyXVafrewYkZGRoZdvjhGGHSPs7Ox0+xpzjDDVPKK2jBGWlpa6uhpzjCjqsxwj7vJWIlQrVfTq1ETmjn1Zfsyx/Jhj42Ce5cccy485lockavMKmFogLS0Njo6OSE1NhUajMfrxv/vuO0yePLlabeTn58PSsnavK2zi3wg9bNPxSafK33YGAL67FIfVEfmIS0g0cGREREQ1w6pVqzBy5EgAQPPmzXHw4EH8/fffeO655yBJEo4cOYKnnnqq1P1feeUV/PLLL2jbti3OnDkDGxubKscSHh4OPz8/dO7cGSdPnqxyO76+voiIiKjWXCk4OBirV6/GgQMH8Mwzz1Rq35KurOXt7W2yeeeD0tLSTB6D0qSnp6OeZ12Ma6rB2+3rVmrfddcT8cHpuwgPD4ePj0+Vjs+aKhPrqkysq/KwpsrEuhIZnqnfizc1rVaLQ4cOYdeuXUhKSoKlpSW8vb3x6quvwt/fHwDHHrmo1Wrk5eUVe9za2lrvvJ0Mh31Zfsyx/Jhj42Ce5cccy485lkfl72FBVAHnz5+HJEnVWqh1584dCCFq/UItABBaAVTjDpKSVLuvTEZERFSkadOmOHbsGOrXr49evXphwoQJ0Gq1ePXVV3VXLHjYokWL8Msvv8DJyQlbt26t1kItJVGr1bor8hT9mIuiKzSQ4Tg4OGD4qyOw/kYq8rUVn1cKIbAmNBV9Xni+ygu1ANZUqVhXZWJdlYc1VSbWlYgMpbCwEAsXLkRAQFP06tULy/+7Cbt/v4Tft5zDV19+i4CAAPTq9SyOHTvGsYcUg31Zfsyx/Jhj42Ce5cccy485lofJVsEcP37c4G2WdTUEMo7k5ORqXwZvz549eO655wwUkTK4ubkjJjGlyvvHZObD1dXVcAERERHVUIGBgbpbuQDA3LlzcfDgQVy/fh3jxo3DL7/8orf9+fPn8c4770CSJKxduxaNGjUydshEZmP8+PH48ccfsf56IoJauFVon/2Rabh2LwPzJ7wpc3REREREZEqSdP+bpkVfGC26EvDDbGxs0KBBA/Ts2RPvvvsuGjduXKXjZWZmwtXVFe+++y4+++yzKsfdpUsXAKjWVY9rs5ycHAwe/Ap27NgBT6eueKzxeDjZPaLrD4XaXMSmHMcfZ7ajR48eWL16NZo2bWriqImIiIiITM9ki7W6deumm7AbgiRJKCgoMFh7VDlCCKhU1btQ29SpU/HVV18ZKCJl6dO/Pz6fNQMpuQVwUlfun212gRY7IjIw5s1RMkVHRERUc9na2mLt2rV4/PHHsWnTJvTu3RvBwcEAgKSkJLz88svIy8vDtGnT0KdPH9MGSxVWnSs4UenatGmDcePGYcZ//wt3Oys87+tY5vZnYjLw1vFo9O/XF7169arWsVlTZWJdlYl1VR7WVJlYVzKWkSNH6l2FNykpCadPn8bSpUuxatUqrFu3Di+99FKl2122bFm1b+92+fJlnD59Gk888US12qmttFothg8fjt279qJtw5lw13Qqto2FSo0GLj1R37kHrt9dgokTJ8LCwgJDhgwxQcREhsO/o/JjjuXHHBsH8yw/5lh+zLE8TH4bRCGEwX7INCRJqtZCLW9vbwghuFCrDKNGjUKBkLDlRnKl991xKwWpOfkYN26cDJERERHVfI8++iimT58OAJg4cSJu3rwJIQReffVVREREoGfPnvj0008r1FZCQgKuX79ercsCZ2Vl4fr167h582aV2wCA69ev4/r168jPz69WOzVRUlKSqUNQrEWLFmHAwIEYdzgCH56KwvWknGLbRKTl4rPzMRi2PwKPd34S6zdsrPYXO1hTZWJdlYl1VR7WVJlYVzKW6dOnY8GCBbqfNWvWICwsDD/88APy8vLwyiuv4NKlSxVq6+bNm9i2bRtef/11vPvuu1WKJz4+HgcOHMCMGTPQs2dPfq5QDb/++iu2bt2KR7zeL3Gh1oMkyQLN6k/AE48OwujRY5Genm6kKInkwb+j8mOO5cccGwfzLD/mWH7MsTxMdmUtAFU6EXrwalw8kTKtNWvWICgoqFptsIYV4+npiQEDBuDH3b+jbyMn1LWzAgDkFWrxZ3wWknILoRUCLjaWaO9uBxvL+x+GJecW4PuriXju2V5VvqQ4ERFRbfDRRx9h9+7dOHv2LIYNG4bRo0dj9+7dAAAPDw+8/fbbZe7/5ptvwt/fH4sWLcKsWbMQFBSEVatWVSmW8+fPo3v37mjYsCHCw8Or1AYANG/eHABw+/Zt+Pr6VrmdmigjI8PUISiWpaUl1m/YgHbt2+Pbr+dj7bZQPOrpgMYaS0gA7mQW4PTddDg6OODtd9/DrFmzYG1tXe3jsqbKxLoqE+uqPKypMrGuZGrjx4/HzZs38fXXX+O9997DwYMHy91n8ODBuHjxYrWOO3fuXHz99dfVaoPuW/T9Yrg6tERdx84V2l6SJLQIeBp7Di7Hzz//jPHjx8scIZF8+HdUfsyx/Jhj42Ce5cccy485lofJFmutXLmyQtsVFhYiMzMT0dHRuHz5Mo4fP46cnBxIkoQGDRpg6dKl8Pf3lzlaetg333yDd955p8r7c5FW5c2bPx+djh3FqwciMe+JetgXkYYNoUm4l61/+09ntQUGN3FBv0aOmH4uDmmSGt8t/N5EURMREdUMFhYWWLt2Ldq2bYtz587hmWee0T23bt26cvd/8cUXOSc1I5aWJv1OiuKpVCq8//77mDJlCn777TesX7cOt+9GQ6vVwqOxJ5bPHoTBgwfDzs7OYMdkTZWJdVUm1lV5WFNlYl3JHLz99tv45ptvcPjwYdy5cwfe3t5lbj937lzdt/qPHj2KxYsXV/qYQUFBCAwMBADcu3cPb7zxRuUDJ/z77784dvwoWnl/UKn9RKE93DWBWLhwEV5//XW9L+dT1TVo0AB5eXkAgIKCAt0Yb4gvzlDJ+HdUfsyx/Jhj42Ce5cccy485lockatiqmdTUVMyaNQuLFi1CYWEh3N3dcfz4cTRp0sTUoZmltLQ0ODo6IjU1FRqNxmDtVvUkqrCwsNq3QKnN/v77b3R54gmkpafDzlKFQU2cMTjAGV4O1pAA3M3Mx9YbydgQmoS0PC1sbWxw5OhRdOpU9mWoiYiIiKpLrnknERERERGZv6L3i4s+bvD19UVERES5V/pt2bIlrl27hl9++QUvv/xyhY+3atUqjBw5EtOmTcNnn31WpZjDw8Ph5+eHzp074+TJk1Vq40G16Zxo2bJlGDNmDJ5puQMqVeUWBMUkH8bVO18hOTkZTk5O8gRIRERERGTmatyqGUdHR3zzzTdYs2YNgPv3mB84cCAKCgrK2ZNMKT4+HkIILtSqpu3btyM1PR2jHnHDn0Ob47PHG6CVmx2c1ZZwUluihYstPulUHxeHtMCkth7IzsnBli1bTB02ERERkVGFhISYOgQyMNZUmVhXZWJdlYc1VSbWlcxF0RWKo6KiTBxJ5eXm5iItLU3vp7ZISUmBtVWdSi/U6tA1H1aW9xeypaamyhFarcfx3TiYZ/kxx/Jjjo2DeZYfcyw/5lgeNfZ6Za+88gp27tyJ9evX49q1a1i1ahVGjx5t6rDoIceOHcNTTz1l6jAUYcuWLZg2bRreblcXb7evW+a2tpYqvNfBEy42lpgxfz6aNWuGUaNGGSlSIiIiIiIiIiIiovLZ29sDgO4WbjXJnDlzMGvWrGKP37hxA/b29vD398edO3eQm5sLW1tbeHp64vbt2wAADw8PCCFw7949AECjRo1w9+5d5OTkwMbGBvXr18etW7cAAG5ublCpVIiPjwdw/6pl8fHxyMrKgrW1NXx8fBAWFgYAcHFxgbW1NWJjYwEADRs2RGJiIjIyMmBpaYlGjRohNDQUAODs7AwbGxvExMQAAHx8fJCcnIz09HRYWFjA398foaGhEELA0dER9vb2iI6OBgA4ODigTduW6BCYD60WuHTCCm0758PCEkiKVyEhRkKTNoUAgFvXLGDvJODRQIv6vloUanPRt29fJCYmwtLSEi4uLoiMjAQA1KtXD7m5ubrbXQYEBCAiIgJ5eXmws7ODh4cHwsPDAQB169ZFYWEhEhISAACNGzdGVFSULt/16tXT5dDd3R0A9PIdExOD7OxsqNVqeHl54ebNm7p8W1hYIC4ursR8N2zYEDdu3NDlW61W6+UwKSlJl+/GjRvrPtx0cnKCnZ0d7t69CwDw9vZGSkoK0tPToVKpEBAQoJdvBwcH3SLGBg0aICMjA6mpqZAkCU2aNEFYWBgKCwvh4OAAZ2dnXQ5zc3MRHx+P5ORkAECTJk1w69YtFBQUwN7eHq6uroiIiAAAeHp6Ii8vT5dvf39/REZGlphvDw8PaLVaXb7L6rPu7u6QJEnXZ/38/BAbG6vLt7e3t67Purq6wtLSUi/f9+7dQ2ZmJqysrODr66vLd1l9trx8e3l56RZVFuX7xo0b0Gq10Gg00Gg0unzXr18fWVlZSElJAQA0bdoUN2/eREFBgS7fRXmoV68ecnJydPkOCAhAeHg48vPzUadOHbi7u+v12YKCAiQmJuryrdQxwsvLC+np6Xp9tijfDg4OcHJywp07d8rMd0JCAuzt7TlGGHiMeLDPJiQkcIyQaYx4MN+ZmZm643KMMNwYUdRnXVxc9MZkjhGGGyOA/80jisZkjhEVHyPq1i17PQdQA2+D+KBjx46he/fukCQJTzzxBE6cOGHqkMyOqW6DOHv2bHz88ccGO15tJ4RA65aPwD09Gmt6NqzUbSgnHI3E5Tx73LwdDgsLCxmjJCIiotrMnG75ERcXV6GTIao5WFNlYl2ViXVVHtZUmVhXMrSq3gbx+eefx549e7By5UoEBwdX+HjmcBvE3Nxc5Obm6n5PS0uDt7e3WZwTye3QoUN45pln0LHxN3Cq80iF9/P2L8SB4/9FesEx3EuI5/vVMuD4bhzMs/yYY/kxx8bBPMuPOZYfcyyPGn1PuubNmwO4fwJ44cIFaLVaE0dUe5S2xm/06NEQQnChloGdPHkSf//zL8Y84lqphVoAMOYRN0TcicKePXtkio6IiIjIvNjZ2Zk6BDIw1lSZWFdlYl2VhzVVJtaVqiI5OVl3xQFDKfqme8OGDQ3WprGo1WrdN+mLfmqL7t27w9e3Ee4k7azUfqnJeYhLO4ix48ZwoZZMOL4bB/MsP+ZYfsyxcTDP8mOO5cccy6NGL9ZydnbW/X9eXp7usoBkHEIICCGwZ88eaLVaCCHw3//+19RhKdKPS5eikbMdutS3r/S+bd3t0MbDHkuX/CBDZERERETmp+jyxKQcrKkysa7KxLoqD2uqTKwrVcWUKVPg7e1d7A4XRbcwtLa2rlR7t27dQlhYGBwdHdG5c2eDxUnyU6lUePPNNxCfegJZuRUfTzz8QpGXn4Fx48bJGF3txvHdOJhn+THH8mOOjYN5lh9zLD/mWB41erFW0X0fi6hUNfrl1FjPPfdcpa/2RJVz9a8r6FLXFqoq5vmpenb4+6+/DBwVERERERERERER1RZF36hPSkrSezwmJgYA4O7uXqn2vvjiCwDAgAEDKr3Qi0xv9OjR8Gnogyt3piMnv/wv0t9LO4vEzD/x+uuvw8/PzwgREhERERGZrxq9umnDhg26/1epVHB1dTVhNETySU9Lg7111f+52lupkJaebsCIiIiIiMyXt7e3qUMgA2NNlYl1VSbWVXlYU2ViXakqHnnkEQDAmjVrUFBQoHt86dKlAIAnn3yyQu1otVrMmzcPy5cvh6OjIz777DO95yMjI3H9+nWkpqZWOdaEhARcv35dt5CMDM/R0RH79++FvaMWF29PRkzyYWi1ecW2y8lPRFjsalyJ+BSWlpZYuHChCaKtPTi+GwfzLD/mWH7MsXEwz/JjjuXHHMvD0tQBVNXvv/+Ozz77DJIkQQiBFi1amDokItnUsbdHVkFWlffPKtDCvk4dA0ZEREREZL5SUlJ03/onZWBNlYl1VSbWVXlYU2ViXakqhg4dijlz5mDXrl0ICAhAy5YtERERgatXr8LW1hYffPBBsX0+/fRTaDQa3e/p6ek4deoUQkJC4OjoiF9//RX16tXT22fEiBE4duwYVq5cieDg4CrFumjRIsyaNQtBQUFYtWpVldqg8vn7++OPP84hOHgkDh78Cjfif4S7/VOwsXKDVhQgI/cW7qWdhVqtxtT338OECRNgaVljP5aqETi+GwfzLD/mWH7MsXEwz/JjjuXHHMvDZLPijz76qNL7CCGQkJCAc+fO4dq1axBCAAAkSUL//v0NHSKR2WjStCn+OHkHQogq3XLyj3s5CGjSTobIiIiIiMxPOq8oqjisqTKxrsrEuioPa6pMrCtVhbOzM86fP48vvvgCe/bswf79++Hs7IyBAwdi+vTpaNWqVbF9Vq5cqfe7nZ0dfHx8MHnyZEyaNAm+vr5Gip7k0qBBAxw4sB/Xr1/H0qVL8fvvOxGfnAQrSyt4NfTCtFHfYMSIEXB0dERISIipw1U8ju/GwTzLjzmWH3NsHMyz/Jhj+THH8jDZYq0vv/yySotOAOgt0hJCwM3NDZMmTTJkeERmZfSYsXh+22/4814WOnhU7gpZN1JycDo6DRvmvy5TdERERETmRaWq0Xd7pxKwpsrEuioT66o8rKkysa5UVfXr18eiRYvK3S48PLzKxzh69Gi52wQHB5d51a2ZM2di5syZZbbh6+ur+6yBqq9Zs2ZYsGABFixYUOo2HHvkxxwbB/MsP+ZYfsyxcTDP8mOO5cccy0MSJjobUalUVV6sVUQIAScnJ/z666/o1q2bYQJTmLS0NDg6OiI1NVXvctNUs+Tn58PBzhbP+dhjcfeGldr3o1PR2BCahMSUVDg4OMgUIREREdV2nHcSEREREVFtxnMiMhW1Wo28vLxij1tbWyM3N9cEERERERFReUy6BE4IUeWfOnXqYOjQobhw4QIXapHi7du3D7kFhfj9VirWhyRWeL+dt1Ow5noi8rUC27dvlzFCIiIiIvMRGhpq6hDIwFhTZWJdlYl1VR7WVJlYVyIyBY49pBTsy/JjjuXHHBsH8yw/5lh+zLE8THYbxCNHjlRpP2tra7i5uaFRo0awsLAwcFRE5mnJDz/gEVdbPOphh/dPRiMjT4tRj7jBQlXy1em0QmB9SBKmnY7Gi42dkJBTiGU//Yhhw4YZOXIiIiIi4+OtTJSHNVUm1lWZWFflYU2ViXUlIlPg2ENKwb4sP+ZYfsyxcTDP8mOO5cccy8Nki7W6du1qqkMT1Sj//vsvjhw6iMH+GnwaWB92lip8ej4GK/9JwPBmrniliQtcbe//U07JLcCWG8lYcz0Rt1Lz8GozF8x+vAG+vRSHX8PCTPxKiIiIiIzD0dHR1CGQgbGmysS6KhPrqjysqTKxrkRkChx7SCnYl+XHHMuPOTYO5ll+zLH8mGN5mGyxFhGVLywsDE916QxoC2FnqYJKkjCtYz087+eINf8m4ptLcZhzIRY2FhIkCcguELBSSXjeV4N5XbzRsa4dJEmCnaUKGZmZpn45REREREbh4OBg6hDIwFhTZWJdlYl1VR7WVJlYVyIyBY49pBTsy/JjjuXHHBsH8yw/5lh+zLE8VKY6cGRkpO5Hq9VWuZ3CwkJdO4mJiQaMkMi0CgsL0a/PC3AUufBxsEJ6XqHuuXbudvj2KW9ceKU5Zj9eH8EtXDGimStmdKqHsy83xeLuDdHJsw4k6f5tEtPzC6HhIEpERES1RFRUlKlDIANjTZWJdVUm1lV5WFNlYl2JyBQ49pBSsC/LjzmWH3NsHMyz/Jhj+THH8jDZlbV8fX0hSRIkScKtW7fg4+NTpXYiIiIQEBAAAAgMDMSpU6cMGSaRyezevRv/hoRiRz9/rPonAcejM6AVAipJQnaBFjtvp2D1v4m4fC9bb78tN5Ixorkr/tPYGXZWKgghcPRuNlp37GiiV0JEREREREREREREREREREREgIlvgyiEqHYbWq1W187169er3R6Rufhh8SK0rWuPdu52KGzmiq1hKTgWnQGtVmDy8TtIzi1E1wb2+KG7D7zsrSFJwN2MfGwNS8aHp6Px+R8x+LKzFxrYW+HvexmYO2GCqV8SERERkVE0aNDA1CGQgbGmysS6KhPrqjysqTKxrkRkChx7SCnYl+XHHMuPOTYO5ll+zLH8mGN5mHSxVtEt2qrj9OnTuv9PT0+vdntE5uDu3bvYt/8A5ne5P/B18LBDCxcbfHbuLm6k5uJpbwdM71Qffhq13n7t3IEX/BwRlZ6HORdi8MaRSLR0tYWfjw+effZZU7wUIiIiIqPLyMiAvb29qcMgA2JNlYl1VSbWVXlYU2ViXYnIFDj2kFKwL8uPOZYfc2wczLP8mGP5McfykH2x1tSpU5GQkFDic0IISJKEd999t0rFTUpKwoEDByBJEoQQsLOzq264RGYhIiICQgi0cbvfpyVJQh8/R8y7GIcB/k74+klvWKhKX+zo5WCNRd184GpzFyv+ScSUEQOgUqmMFT4RERGRUYWEhGDDhg24e/cutFot2rRpg44dO6Jjx44G+YIImV5qaio8PT1NHQYZGOuqTKyr8rCmysS6EpEp1ISxp7CwEPv27cPBgweRkpICGxsbNGrUCK+++irq1q1r6vDITNSEvlzTMcfyY46Ng3mWH3MsP+ZYHrIv1tq8eTMiIyNLfV4Iga1bt1a5/aIFX5IkoU2bNlVuh8icZGVlAQBsLf/34eLRqHS0cbPFvHIWahWRJAkzA+sjNCUXB/ft0/1bISIiIlKK/fv3Y+5XX+HQ4cNwsrVGQ40aFhJQmJ2JiRMnokO7tpg05W0MHz6c86AajvVTJtZVmVhX5WFNlYl1JSJTMOexJzc3FwsXLsSiRT8gMjIc9o7esFK7QGjzkJG6Eh9++BEGDBiAjz76EK1btzZ1uGRi5tyXlYI5lh9zbBzMs/yYY/kxx/Ko8ZfaKbqqlhACb7/9tqnDITIIR0dHAEBaXiEA4J+kbJyPy8Lrrd1hVYGFWkVUkoQJrd1x9Z9/cOrUKVliJSIiUqqiLwQU8fX1hSRJ6NSpE7Raban7eXl5VenkRQgBb29vDB8+vNL73r59GyNHjoS3tzfUajXc3d3Rr18/nDt3rti2mZmZ+PDDDxEQEAAbGxtoNBp07twZK1asgBCi0sc2lfnz5+PZZ59F0rXzWNjVGxcHN8GuPn7Y/oIfZqmvYXUvXzgm3saIESMwduxYFBYWmjpkqoYmTZqYOgSSAeuqTKyr8rCmysS6UlVlZWWhSZMmkCQJQUFBpW63YMECSJKEBg0aICkpCcHBwbpzrId/nJ2d0b17d+zYsaNYO926dStxH5VKBTc3N7zwwgtVft+zOudgVDXmOvakpqaiV69n8cGH05Craom2Pdei3XO/o1WPVWj9zHp07LsfDVtNxq69p9GxUyC2b99u6pDJxMy1LysJcyw/5tg4mGf5McfyY47lIftiraKFVA//VGSbivxYWVnhqaeewt69e9G/f3+5Xw6RUTRp0gR2tjY4dCcdALD230TUtbPEsw0dK91W5/r2aOxshx8WLzZ0mERERLXS+fPn8cMPPxi83e3btyMqKqrS+12/fh3t2rXDqlWr4Ofnh+DgYLRp0wY7duzAU089hUOHDum2zc/PxzPPPIMvv/wSkiRhxIgR6N27Ny5fvoxRo0Zh4sSJhnxJslmyZAnee+89vNXGA9tf8MNL/s5QW/zv1Oaef2c87a3Bmp4N8c2TXlixfDkmT55suoCp2sLCwkwdAsmAdVUm1lV5WFNlYl2pquzs7LBmzRpYWFhgzZo12LVrV7Ftbt68iWnTpgEAli9fDhcXF91zPXv2xKRJk3Q/Y8eORbt27XDs2DH069cPa9asKfG4AwYM0Ntv1KhR8Pf3x+7du9GtWzccPny40q+lqudgVHXmOPbk5eXhP/8ZgLPn/kSrrkvRNHA2NK4t9b6EZWntgAZNh6JNz1+gcX8cAwcOwrFjx0wYNZmaOfZlpWGO5cccGwfzLD/mWH7MsTxkvw3iqVOnUFBQoPeYEAKNGjUCcP+KBcePH4eXl1el21ar1ahbt67BL7tWUFCAxYsXY9myZbh58yYcHR3Ro0cPTJ8+HU2bNq1QG6dOncLs2bNx8eJF5ObmomXLlnjrrbcwZMiQEo/37bffYt26dQgLC4MQAk2bNkVwcDDefPNNqFQ1/gJoVEkajQbDXx2BdRvW4M02Hrh0Lws9vDSVuqpWEZUkoadXHew7zStrERERGYIkSZg2bRpeeukl1K9fv1ptRUVF4cqVKzhy5AiWLl1apTYmT56M1NRUfPfdd3qLrTZu3IghQ4Zg9OjRuHHjBiwtLbFmzRqcPXsWAwYMwMaNG2Fpef904NatW+jYsSMWL16MKVOm6Obq5igmJgaTJk5EcAtXvP+oZ4nbaC2sdP//chMXZBdoMW3RIgwePBhdunQxVqhkQLwymjKxrsrEuioPa6pMrCtVR2BgIN5//3188cUXGDduHP7++284OTkBuP/e/6hRo5CVlYVx48bhueee09t36NChCA4OLtbm5s2b8fLLL2PatGkYMWJEsefffPNNdOvWrdjj8+bNw9SpUzF9+nT06NGj3NgNcQ5GVWeOY8+PP/6IY8eOomW3pXD0aF/mthaWNmga+CWunZiA4cNHIDz8FiwsLIwUKZkTc+zLSsMcy485Ng7mWX7MsfyYY3nIvgqoQYMGaNiwod6Pr68vgP/d29Lb27vYNhX58fT0NPhCLSEEgoKCMHnyZGRmZmL48OHo1KkTNm3ahI4dO+LKlSvltrFr1y5069YNx44dQ/fu3TFo0CBERERg6NChmDFjht62Wq0W/fr1w9SpU5GYmIjBgwejb9++iIiIwKRJkzBmzBiDvj6qOcaPH4+Y9Bz8djMF6XlaONtU/aTPSW2B1LQ0A0ZHRERUe40dOxZpaWl46623qt3W5MmT0adPH3z99dfIzMys9P7Jyck4ePAgvL29i10V65VXXsFjjz2G8PBwnD17FgCwdetWAMC0adN0C7UAoFGjRhgwYACEELh48WI1XpH8li1bBisJeK99yQu1AMA2PV7v91ebu6IRrzRaozk4OJg6BJIB66pMrKvysKbKxLpSdc2YMQNt2rRBdHQ0pkyZonv8hx9+wLFjx9CoUSPMnz+/wu0NGjQILi4uiIqKQkJCQoX3e/311wEAly9frtD21T0Ho+oxt7FHCIHvv18MV68ecPJ4tEL7qCys4Nt6EqKiIrF7926ZIyRzZW59WYmYY/kxx8bBPMuPOZYfcywPk16yqaRbIpratm3bsH79ejz++OO4du0afvrpJ/z222/4/fffkZaWhqCgoDL3z87OxqhRoyBJEo4dO4ZNmzZh+fLluHbtGgICAvDZZ5/pfQC2adMm7NmzB507d0ZISAiWL1+OjRs34tq1a/D19cWKFSv0bl1DtUfbtm3x8qCB+OhMDASAnAJtldvKKdTC1sbGcMERERHVYnPmzIGXlxd+/fVX7Nixo1ptvfvuu9i8eTM2b96MmTNnVnr/iIgIFBYWokOHDiU+7+PjAwC4c+eO7rHGjRuXeI/5om8D29nZVToOYykoKMCPS37Ai400cFSXvpC9Tkq03u8qScKrTRyxZcsWxMXFyR0mycDZ2dnUIZAMWFdlYl2VhzVVJtaVqsva2hpr166FtbU1Vq1ahT179iA8PBwffPABVCoVVq9eDXt7+wq3J4RAYWEhLCwsoNFoKrxffn4+AOjdarEs1T0Ho+oxt7Hn6NGjuHEjBPUav1yp/RxcHoGje0ssWsQvBNVW5taXlYg5lh9zbBzMs/yYY/kxx/Iw2WItrVar+yn6EMkcfPvttwCAuXPnwtbWVvf4888/j8ceewxXrlzBqVOl305u/fr1iIuLw4gRI9CxY0fd405OTpg8eTK0Wq3e5ZU3b94MAJg1a5beB2Oenp547733AAAbNmwwzIujGmfV6jVo/9hjuJuRj78Tc6rczj9JufD2Np9/Z0RERDWZg4MDfvjhBwDAhAkTkJGRUeW2AgMDMXDgQAwcOBBdu3at9P5eXl7Ytm0bPvnkk2LP5efn674kULduXQDA7t27ERYWhjp16uhtGx0dja1bt0Kj0eDxxx+vwisxjtu3byM6JhZ9/BzL3C7Bu12xx/r4OSG/oEB3lTGqWSIjI00dAsmAdVUm1lV5WFNlYl3JEFq1aoVPP/0UADBmzBgEBwcjIyMD77zzTqVvP758+XKkpqbipZdegrW1dYX3++abbwDcv7JwRVT3HIyqx9zGnuPHj8PGzgWOHiV/AaosLg164viJEzJERTWBufVlJWKO5cccGwfzLD/mWH7MsTwsy9+k9sjKysK5c+fg4uKCzp07F3u+W7du+OOPP3D48OESnweguwpWv379StwfAA4fPqx77ObNmwCARx8tfondkq6EQLWLra0t9h88hB7du+PsuXMITc5BE+fKXSHrbkYeDkam4YcPR8kUJRERUe3Tt29fvPzyy9i0aRM++eQT3YJ/Y3Nzc8OLL75Y7HEhBCZPnozw8HDUq1evxLnr7du3sWDBAsTFxWHv3r26b79X9Bvpubm5yM3N1f2eZoRbLqekpAAAXNSVP41x/v8rcaWmphoyJCIiIiKiWu29997Djh07cOrUKURHR6NVq1aYPXt2qduvX79e75aFWVlZuHr1Ks6ePYuuXbticSm3Ll+0aBF+++033e/p6em4cOEC/vrrLwwcONAkV8kyxTkRGVZqaiqs1U6QJKnS+1pZOyInOwv5+fmwsrKSIToiIiIiUjIu1nrAlStXkJ+fj0ceeaTEyXmLFi0AACEhIaW2UXT1gpYtWxZ7rlmzZlCpVAgPD0deXh6sra0xd+5cZGVlwdGx+NUBzpw5A+B/V0KoCJ4gKo+trS2OHT+OenXrYvW/ifj8iQaV2v/n60moY2eHYcOGyRQhERFR7bRw4UIcOHAA33//PYYPH17qrQiN7fbt2xgzZgwOHToEKysrrFixAmq1uth2cXFxWLhwoe53jUaDS5cuoX///hV6o3rOnDmYNWtWscdv3LgBe3t7+Pv7486dO8jNzYWtrS08PT1x+/ZtAICHhweEELh37x4AoFGjRrh79y5ycnJgY2OD+vXr49atWwDuL0hTqVSIj49HTk4OHBwckOPXFnc9PWGZlwW3O38itvH9b+3bJ0XCMj8L+dZ1cDegK9wiLyLD1Rc5dVyRl5MFSboGe3t7hISEwNnZGTY2NoiJiQFw/4sSycnJSE9Ph4WFBfz9/REaGgohBBwdHWFvb4/o6Pu3V/Ty8kJ6ejpSU1MhSRKaNGmCGzduQKvVwsHBAU5OTrovXNSvXx9ZWVm6hWZNmzbFzZs3UVBQAHt7e7i4uOi+mVSvXj3k5uYiKSkJABAQEICIiAjk5eXBzs4OHh4eCA8PB3D/HKGwsBAJCQkA7t/eMioqSpfvevXq6XLo7u4OAHr5jomJQXZ2NtRqNby8vHRfInFzc4OFhYXudpG+vr6Ij49HVlYWrK2t0bBhQ9y4cQPA/VvNqNVqvRwmJSUhIyMDlpaWaNy4se7cycnJCXZ2drh79y4AwNvbGykpKUhPT4dKpUJAQIBevh0cHBAVFQUAaNCgAaysrBASEqLLd1hYGAoLC+Hg4ABnZ2e9HObk5CA5ORkA0KRJE9y6dUuXb1dXV0RERAC4fzXjvLw8Xb79/f0RGRlZYr49PDyg1Wp1+S6rz7q7u0OSJMTHxwMA/Pz8EBsbq8u3t7c3wsLCAACurq6wtLTUy/e9e/eQmZkJKysr+Pr66vJdVp8tL99eXl5IS0tDWlqaLt9FfVaj0UCj0ejyXVafLS/fAQEBCA8PR35+PurUqQN3d3e9PltQUIDExERdvrVaLUJCQgw2RpTUZ318fHT5dnFxgbW1NWJjYwEADRs2RGJioq7PNmrUCKGhoeXmm2NE2WNEbm4uQkJCjDpGZGRk6OWbY4RhxwgnJyfdvsYcIww9jyipz9bmMcLW1lZXV6XPI8x1jGjYsCGUQKVSYejQobq7UQwaNKjE848iBw4cwIEDB0p8Li4uDufOnUOfPn2KPbd169ZS24yIiMCVK1eMfpVgU5wTATV7LCv67MJc5juNGzfGU092QJaFFh2a3f8sJSreBvkFEvzqZwMA/gpzQEPPbDjaFyAn1wJXb9njseapSPd0hW1eW2RlZenybaqxrDRCCAghON+B4c+Jiua8nO/IN9/Jzc1FdHR0jTwnqinzndzcXI4RRnjfRK1W647LMUKec6IHx2SOEfKcExWNyRwjKj5GVGSNjySEEOVuJYOiyyMb0vTp06u1/44dO9CvXz8MGjQImzZtKvb877//jhdffBHPPfcc9uzZU2Ibrq6uSEpKQmZmpt5tDYs4OzsjJSUFsbGxZRbo+PHj6NWrF3Jzc7F9+3b07du3Qq9h5syZJZ4gpqamQqPRVKgNMk+zZ8/GrJkzsLqnL7p5lX4C9qA/4jLxyt5wTJg4CV9//bXMERIRESlL0YKloumyr68vIiIikJ+fD0vL+995WLFiBUaNGoX27dvj/PnzsLCwgJeXF6Kjo1HZafbRo0fRvXt3DBs2DD///HOl483JycHcuXPx5ZdfIjs7Gw0aNMDatWvRvXv3UvcpLCxEXFwcDh48iPfffx+xsbGYM2cOPvjgg3KPV9KXBLy9vWWdd6alpcHD3R1vt3bBhDYepW6X6tYYjgk39R7bH5GK1w5G4PLly2jTpo0s8ZF84uPj4eFRes2pZmJdlYl1VR7WVJlYVzKUqKgotGrVCqmpqVCpVFCr1bh8+TICAgL0tgsODsbq1auxcuVKBAcH6x4vOifZsWMHpk6dioyMDJw4cQJPPPEEgPt3qzh27BiOHDmiu3MFcP+279HR0di0aRM+/vhjWFlZ4erVq2jUqFGFY6/uOZgpzolqOnMbe1avXo2RI0fisRd2wsa+fqX2vX7mAzjbROL69X9kiq7i1Go18vLyij1ubW2t10fJcMytLysRcyw/5tg4mGf5McfyY47lYbIra82cObNKl5YtS3UXaxXdEsXGpuTbzNnb2wO4fyJYnTZSUlJKbSM/Px9ffvklZs+ejfz8fAwfPrzCC7UA4MMPP8Tbb7+t+73oBJFqvg8//BDnz57FmAP7sKirF55tWPxqbA86eTcdYw5HIfDxJ/DFF18YKUoiIqKaJTk5GZmZmXB3dy/z29+lee211/Dzzz/jyJEjWLhwIaZMmSJDlOX7888/MWTIEISGhsLS0hJvvfUWPvvss3I/ILCwsED9+vUxYsQI1K1bF8899xx++umnCi3WUqvVVcpZdWg0GgwePBjrtm/B663cYaEq+Xwi09mr2GKttSEpeKxDey7UqqGSk5P5hoACsa7KxLoqD2uqTKwrGYIQAkFBQUhJScGkSZNgaWmJr7/+GkFBQThx4gQsLCzKbaPonGTcuHFQq9UYOXIk5s+fj19//bXM/Yq+KT916lRkZWVh1qxZWLRoEb755htDvbxymeKcqKYzt7Fn4MCBeOutSYi5uQV+bSZWeL+87AQkRB3Gh/PnyhgdmTNz68tKxBzLjzk2DuZZfsyx/JhjeahMHUBlFF2ytaQfQ7C2tgYAZGVllfh80TcQSrpiliHaOHDgAFq1aoXp06ejsLAQH330EVatWlXh+IH7J4hFl1or+iFlsLS0xKYtW/B8334YdTACr+wLx+7wVBRo/9f/C7UChyLT8Or+CAzZG47O3bpjx65dfNOAiIioFFOmTIG3tzdOnDih93jRN1KL5nZl+emnn2BjY4Pp06frLs9sTGfPnsWTTz6J0NBQPPHEE7h8+TIWLlxYbB74zz//oFu3bpgwYUKJ7RR9c73o0r7m6o0JExCZmo1d4akV3udaYjaO3EnFG2++JWNkRERERES1y4IFC3D48GEEBARgzpw5mD17Nho3bowzZ85g3rx5lW4vMDAQAHS315F7P6I6depg5Mgg3Av/Dfm5yRXeLzp0HaysLBEUFCRjdERERESkZCZdrFXW4quyFmRJkgRJkmBvb4+6deuibt26BlnJV9RG0T04H1Z0D80GDRpUqY3CwkIkJyfD1tYWLi4uusezsrIQFBSEXr16ISQkBJ06dcL58+fx+eefV+jbR1R72NraYtPmLfj555+h9WqOsYci0P6XUPTafgvPbr+N9ptCEXQgHGlufli+fDl27NxV5j3riYiIaruiBfRF91UvUnTf8qL70ZfF398fM2bMQEZGBt58803DB1kGrVaL4cOH6+aTx48fxyOPPFLitk5OTjh27Bg2bNhQ4lVei+417+PjI2vM1dWxY0f858X+ePfUXVyMyyxxm3o3juv+PzI9DyMP3UGbVi3xyiuvGCtMMrAmTZqYOgSSAeuqTKyr8rCmysS6UnVdu3YNH374IVQqFVauXAlbW1vY2tpi2bJlkCQJM2bMwNWrVyvVZnh4OADA09PTKPuR8Znj2PPOO+/Azs4S/556GwX5GeVuH3t7O+78uwofffgBnJ2djRAhmSNz7MtKwxzLjzk2DuZZfsyx/JhjeZhssdbt27cr9BMWFoYrV65g9+7d+OKLL9CpUyfd4i1LS0ssXrwYMTExug/UqqNFixYAUOpJZEhICACUeeuUojb++uuvYs/dunULBQUFaN26te6xnJwc9OzZE2vWrIGzszNWrFiBM2fOoEOHDlV+HaRsKpUKw4YNw6kzZ3Hp0iW89d4H6P5yELoOehXjp7yHc+fO4Y+Lf2LkyJGwtDTZnU6JiIhqhKKFTWvWrEFBQYHu8aVLlwIAnnzyyQq18+6776JNmzbYvn17ifPSmJgYXL9+Xbf4vypSU1Nx/fp1REZG6h47ceIEbt68iUceeQT//e9/y1zoX79+fXTu3BnJycnFbg2SlpaGiRPv3/Jh2LBhVY7RGCRJws/r1qPDYx0xeG84frx6Dym5BXrbxPt1RHaBFptvJKHfrtuwc6+HXXv2lnqrcjJ/t27dMnUIJAPWVZlYV+VhTZWJdaXqyMvLw/Dhw5Gbm4vJkyejc+fOuue6deuGMWPGIC8vD6+++qruqsXlycjIwKeffgoAGDJkSIVjiYuLw/z584vtZ4hzMDI8cxx7fHx8sGf3ThRm38bVwyORGH0cQltYbLuczBjcvDQfoedmYNSoUfjkk09MEC2ZC3Psy0rDHMuPOTYO5ll+zLH8mGN5mGwlR8OGDSu1fatWrfDcc8/hgw8+wPbt2/HGG2/g7t27eOWVV7Blyxb069ev2jF5eHigbdu2uHz5Mi5evFhswdTu3bshSRKee+65Utt49tlnsWfPHuzduxcvvPBCsf0B4Pnnn9c99tVXX+H06dPw9vbGsWPH4OfnV+3XQbVH27Zt0bZtW1OHQUREVGMNHToUc+bMwa5duxAQEICWLVsiIiICV69eha2tLT744IMKtWNpaYlly5YhMDAQhYXF39T98MMPsXr1asyYMQMzZ86sUqzbtm3DyJEj0bVrVxw9ehQAdLdvtLW1xXvvvVfqvkOHDkXHjh2xaNEiPPXUU/jggw+wbds2tGvXDklJSThy5Aju3buHbt264f33369SfMZkZ2eH/QcPYeLEifhy5UrMvxSPPr4a+DuqYaGSYGeTh3mbQpGcnYe+L7yAFatWwc3NzdRhUzU8uJiSlIN1VSbWVXlYU2ViXak6PvnkE1y+fBlNmzbF559/Xuz5efPmYffu3bhy5QpmzZqlt8369etx+fJlve0TExOxf/9+xMfHo0+fPggODi7W5qJFi/Dbb7/pfhdCIDY2Fvv27UNqairGjx+Pp59+Wve8Ic7ByPDMdezp2LEjzp49jeHDR+DSiUmwc6gPlwa9YG3jAm1hHjKS/0Zi9HHUqWOPL774Ah988AEkSTJ12GRC5tqXlYQ5lh9zbBzMs/yYY/kxx/KokZfd6devH/z8/NClSxekp6dj1KhR+Pfffw3yAczEiRPx2muv4b333sO+fftgZWUFAPjhhx9w+fJlDBgwAL6+vgDufzsnNTUVbm5uumMHBQVhxowZWLFiBcaMGaO7itbt27cxZ84cODg4YMyYMbrjrV69GgDwyy+/cKEWERERkZE5Ozvj/Pnz+OKLL7Bnzx7s378fzs7OGDhwIKZPn45WrVpVuK1HH30UEydOxLfffitjxPpiY2MBABcuXMCFCxdK3a5t27bo2LEj2rZti3PnzuHzzz/H0aNHcfHiRdja2qJFixb4+OOP8cYbb9SYK3Pa2Njgp59+wuzZs7F8+XL8vHoVDoTGorBQi571U/DaG2/h9ddfh7+/v6lDJQOwt7c3dQgkA9ZVmVhX5WFNlYl1pao6ceIE5s+fD5VKhVWrVpV49VqNRoOlS5eiT58++Oqrr/S+aH3gwAEcOHBAb3tHR0e0bNkSs2bNwujRo0u8YvDWrVv1fpckCc7Oznj00UcxZswYDB482ECvkORkzmNPixYt8OefF/DHH39g8eLF2Lf/ABIjUmBjYwM/Pz98/skSDB061CxfwwsvvKD7EDUnJ0f377KmnN/XRObYD5SGOZYfc2wczLP8mGP5McfykIQQwtRBVNX777+PefPmQZIkTJ8+HTNmzKh2m0IIvPjii9i+fTuaNGmCbt264ebNmzh06BB8fHxw+vRpNGjQAAAQHBxc4rdzNm/ejCFDhsDa2hr/+c9/YGFhgd9//x0ZGRlYsWIFgoKCAABRUVHw9vaGnZ2d3gKuh/n7++PNN9+s0utJS0uDo6MjUlNTodFoqtQGEREREVF5zGne+eCb06QMrKkysa7KxLoqD2uqTKwrkeGZ0zmRueLYIz/m2DiYZ/kxx/Jjjo2DeZYfcyw/5lgeKlMHUB1Dhw7V/f/mzZsN0qYkSdi6dSvmzJkD4P6Vr65fv44xY8bgzJkzuoVaZRk0aBAOHDiAxx9/HDt37sT27dvRvn177NmzR7dQC/jflRCysrLw3XfflfqzZcsWg7w2IiIiIqLaICIiwtQhkIGxpsrEuioT66o8rKkysa5EZAoce+THHBsH8yw/5lh+zLFxMM/yY47lxxzLo0ZfA7XotoFCCFy/fh15eXmwtraudruWlpb44IMP8MEHH5S53apVq7Bq1aoSn+vevTu6d+9e5v6PPvooavCFzYiIiIiIiIiIiIiIiIiIiIiIqBJq9JW1rKysdP8vhEBSUpIJoyEiIiIiInPg6elp6hDIwFhTZWJdlYl1VR7WVJlYVyIyBY498mOOjYN5lh9zLD/m2DiYZ/kxx/JjjuVRoxdrXb9+Xe93Ozs7E0VCRERERETmIi8vz9QhkIGxpsrEuioT66o8rKkysa5EZAoce+THHBsH8yw/5lh+zLFxMM/yY47lxxzLo0Yv1lq0aJHu/9VqNTQajQmjISIiIiIic8Ar7ioPa6pMrKsysa7Kw5oqE+tKRKbAsUd+zLFxMM/yY47lxxwbB/MsP+ZYfsyxPGrkYq179+5hypQpWLlyJSRJgiRJCAwMNHVYREREREREREREREREREREREREpZKEEMIUB37iiScqvY8QAgkJCYiIiEBhYSGKQpckCYsWLcL48eMNHWaNl5aWBkdHR6SmpvLKY0REREQkG3OadxYWFsLCwsKkMZBhsabKxLoqE+uqPKypMrGuRIZnTudE5opjj/yYY+NgnuXHHMuPOTYO5ll+zLH8mGN5WJrqwGfPnoUkSZXe78G1ZZIkQQiBNm3aYOzYsYYMj4iIiIiIaqjIyEj4+fmZOgwyINZUmVhXZWJdlYc1VSbWlYhMgWOP/Jhj42Ce5cccy485Ng7mWX7MsfyYY3mYbLFWVRUt8BJCQAiBDh06YNu2bVzJR7VeXFwcVq9ejdDQUGRkZMDBwQEtWrTAiBEj4OrqaurwiIiIiIwmLy/P1CGQgbGmysS6KhPrqjysqTKxrkRkChx75MccGwfzLD/mWH7MsXEwz/JjjuXHHMvDpIu1qnIHRisrK7i5uaFNmzZ46aWXEBQUBCsrKxmiI6oZLl68iPnz5mHr1q2wlIBmLraws5SQWSCwZmUmPvrwA7wyZCjeeecdtGzZ0tThEhEREcnOzs7O1CGQgbGmysS6KhPrqjysqTKxrkRkChx75HHp0iXd522xsbHIzMwEcP/iB+3atTNlaIrFviw/5lh+zLFxMM/yY47lxxzLQxJVWTFFNUZaWhocHR2RmpoKjUZj6nDIwNauXYtRr70GbwdrjGjiiIEBznBS/28NZmJ2ATaGJmFtaCoS87TYsPEX9O/f34QRExERkVKZ07wzNzcXarXapDGQYbGmysS6KhPrqjysqTKxrkSGZ07nROaKY4881Gp1iVe8sLa2Rm5urgkiUj72Zfkxx/Jjjo2DeZYfcyw/5lgeKlMHQERV88svv2DEiBF4qZEGh15sjNEt3fUWagGAq60lJrTxwJH/NEaPerYYMOAl7N2710QRExERERlHeHi4qUMgA2NNlYl1VSbWVXlYU2ViXYnIFDj2kFKwL8uPOZYfc2wczLP8mGP5Mcfy4GItohooMjISQSNG4CV/Z8zv0gBWKqnM7W0tVVjczRvdGzjg5UEDkZSUZKRIiYiIiIiIiIiIiIiIiIiIiKiILIu1jh8/rvsp6dKrRFQ9P/74I6wlgTlP1Icklb1Qq4ilSsLXXRogNzsbq1atkjdAIiIiIhPy8PAwdQhkYKypMrGuysS6Kg9rqkysKxGZAsceUgr2Zfkxx/Jjjo2DeZYfcyw/5lgesizW6tatG7p3747u3bsjNjZWjkMQ1Vq5ublY9tOPGNhYgzpWFpXa19XWEi/4OmLJou+h1WplipCIiIjItDjPUR7WVJlYV2ViXZWHNVUm1pWITIFjDykF+7L8mGP5McfGwTzLjzmWH3MsD9lugyiEqPC2f/31l+6noKBArpCIFOHAgQOIT0jE8GauVdr/1WYuCLsdjrNnzxo4MiIiIiLzkJCQYOoQyMBYU2ViXZWJdVUe1lSZWFciMgWOPaQU7MvyY47lxxwbB/MsP+ZYfsyxPCzlariit2YDgLZt20KSJEiShFu3bsHHx0eusIhqvLt370KSgAAndZX2b+Ks1rVDRERERERERERERERERERERMZjFlfWKtq+svsQ1Ua5ubmwtrCAqhILIh+ktrj/zz4nJ8eQYRERERGZjUaNGpk6BDIw1lSZWFdlYl2VhzVVJtaViEyBYw8pBfuy/Jhj+THHxsE8y485lh9zLA/ZFmtVVmWuxEVUmzk6OiK3oBCZ+YVV2j855/6tRp2cnAwYFREREZH54BVElYc1VSbWVZlYV+VhTZWJdSUiU+DYQ0rBviw/5lh+zLFxMM/yY47lxxzLw2wWa/GqWkQV88QTTwAAdoenVmn/XeGpsLK0RMeOHQ0ZFhEREZHZ4BVElYc1VSbWVZlYV+VhTZWJdSUiU+DYQ0rBviw/5lh+zLFxMM/yY47lxxzLw2wWaxFRxfj7++PZnj2xJqTyi7W0QmBtaCoGDRoEDw8PGaIjIiIiMj0bGxtTh0AGxpoqE+uqTKyr8rCmysS6EpEpcOwhpWBflh9zLD/m2DiYZ/kxx/JjjuXBxVpENdCEt97Cpbh0HItKr9R+O2+n4lZyFt6YMEGmyIiIiIhMr379+qYOgQyMNVUm1lWZWFflYU2ViXUlIlPg2ENKwb4sP+ZYfsyxcTDP8mOO5cccy4OLtYhqoOeffx7P9OiB8cei8HdCdoX2OR+biXdORmPggJd0t1IkIiIiUqJbt26ZOgQyMNZUmVhXZWJdlYc1VSbWlYhMgWMPKQX7svyYY/kxx8bBPMuPOZYfcywPLtYiqoEsLCyw5ddf0aRFSwzYcxvrQxKRXaAtcduMvEIsv5aAIfvC0enxzliz9mdIkmTkiImIiIiIiIiIiIiIiIiIiIjI0tQBEFHVODo64six4xg96jVM3bQZX1y8h8GNNejkWQd1rCyQnleIkzEZ2HIzDVn5hQgODsYPP/wAtVpt6tCJiIiIZOXu7m7qEMjAWFNlYl2ViXVVHtZUmVhXIjIFjj2kFOzL8mOO5cccGwfzLD/mWH7MsTy4WIuoBrO3t8fGXzbh8y9u4scff8Ty//6EH/+O0D1f190Nk997H2PHjoW3t7cJIyUiIiIyHl5FVHlYU2ViXZWJdVUe1lSZWFciMgWOPaQU7MvyY47lxxwbB/MsP+ZYfsyxPHgbRCIFaNy4MebOnYu4ewmIi4tDWFgY4uPjER0Ti9mzZ3OhFhEREdUq8fHxpg6BDIw1VSbWVZlYV+VhTZWJdSUiU+DYQ0rBviw/5lh+zLFxMM/yY47lxxzLg1fWIlIQS0tLeHh4wMPDw9ShEBEREREREREREREREREREdFDeGUtIiIiIiJSFD8/P1OHQAbGmioT66pMrKvysKbKxLoSkSlw7CGlYF+WH3MsP+bYOJhn+THH8mOO5cHFWkREREREpCixsbGmDoEMjDVVJtZVmVhX5WFNlYl1JSJT4NhDSsG+LD/mWH7MsXEwz/JjjuXHHMtDttsgSpIEAFiwYAGcnJwqvF9lty8yefJkaDSaSu9HRERERETKkp2dbeoQyMBYU2ViXZWJdVUe1lSZWFciMgWOPaQU7MvyY47lxxwbB/MsP+ZYfsyxPGRbrAUAQgh89913sm3/oODgYC7WIiIiIiIiqNVqU4dABsaaKhPrqkysq/KwpsrEuhKRKXDsIaVgX5Yfcyw/5tg4mGf5McfyY47lIQkhhKEbValUuitrAfcXYZUZxAPbVmT7B/cTQkCSJNy+fRs+Pj6VD1bh0tLS4OjoiNTUVC5mIyIiIiLZmNO8s7CwEBYWFiaNgQyLNVUm1lWZWFflYU2ViXUlMjxzOicyVxx75KFWq5GXl1fscWtra+Tm5pogIuVjX5Yfcyw/5tg4mGf5McfyY47loZKrYSGE7qcy21Zm7ZgM68yIiIiIiKiGCwsLM3UIZGCsqTKxrsrEuioPa6pMrCsRmQLHHlIK9mX5McfyY46Ng3mWH3MsP+ZYHrLcBnHGjBlyNFsmJycnox+zJiha0JaWlmbiSIiIiIj0OTg4FLvCKtVc5jTvzMjIMIs4yHBYU2ViXZWJdVUe1lSZWFfzwHMiZTGncyJzxbFHHqVd2EAIwXzLhH1Zfsyx/Jhj42Ce5cccy485rpryzvdkuQ0imY+oqCh4e3ubOgwiIiKiYnhrCGXhvJOIiIiIqHJ4TqQsPCciIiIiIqIi5Z3vcbGWwmm1Wty9e1cx39JKS0uDt7c37ty5wzcyjIy5Nw3m3XSYe9Nh7k3DFHlXyvyE7jOXeSfHEOVhTZWJdVUm1lV5WFNlYl3Nh6nnzmRY5nJOZK449siPOTYO5ll+zLH8mGPjYJ7lxxzLjzmuuvLOC2S5DSKZD5VKBS8vL1OHYXAajYaDgYkw96bBvJsOc286zL1pMO9UVeY272RfVh7WVJlYV2ViXZWHNVUm1pXIsMztnMhcceyRH3NsHMyz/Jhj+THHxsE8y485lh9zbHgqUwdARERERERERERERERERERERERUG3CxFhERERERERERERERERERERERkRFwsRbVKGq1GjNmzIBarTZ1KLUOc28azLvpMPemw9ybBvNOSsG+rDysqTKxrsrEuioPa6pMrCsRmQLHHvkxx8bBPMuPOZYfc2wczLP8mGP5McfykYQQwtRBEBERERERERERERERERERERERKR2vrEVERERERERERERERERERERERGQEXKxFRERERERERERERERERERERERkBFysRUREREREREREREREREREREREZARcrEVERERERERERERERERERERERGQEXKxFRERERERERERERERERERERERkBFysRUREREREREREREREREREREREZARcrEVERERERERERERERERERERERGQEXKxFsigoKMB3332HVq1awc7ODvXq1cOwYcMQEhJS6baEEPD29sbw4cMrvM+uXbsgSVKp+/z9998YOHAg6tWrB3t7e7Rr1w6LFi2CEKLS8ZkTc857ZGQkJk+eXOrPyZMnKx2jOTF27r/88stSc/nNN98U216pfR4w79wrud+bYrzZvn07nnzySTg7O6NOnTpo3749fvzxxxK3ZZ+vGEPnXsl9ngzPnMfvkgwaNAiSJOHgwYOVjq+2MPeapqenY8aMGWjWrBlsbGzg5uaG/v3748qVK5WOrzYx97pu374dXbt2hUajgY2NDVq0aIE5c+YgPz+/0vHVFuY8lwCUPY+Tk7nX9fLly3j55ZdRr149WFtbo169ehgyZAiuX79e6fhqC3Ov6cM4VyJSvjVr1uCxxx6Dg4MDPDw80L9/f5w/f75SbVTm77wQAsuWLUNgYCAcHR1ha2uLRx55BJ9++ilycnKKbT916tRS55GrVq2q6suWhSHG+FOnTuG5556Du7s7NBoNnnjiCWzYsMEgx4uIiMBrr70GHx8f2NnZoXnz5vjss8+Ql5dXpddrCqbI8bx589C2bVvY29vr/o4uXLgQWq1Wb9uMjIwy3z/bvn17tV67MRk7zz/99FOpefv444+Lbc++fF9lclwZSunLxp53Z2ZmYtasWWjatClsbW3h7e2NcePGISYmpsTtlXKObIo8T5s2Dc2bN4ednZ2u7//888/FtlXK5xrm/h6eUvqyQQkiA9NqtWLo0KECgPDz8xNjxowR/fv3F5aWlkKj0YjLly9Xqr3ffvtNABDDhg2r0PaJiYnC09Oz1H0uXLggHBwchIWFhejbt68YM2aM8Pf3FwDEiBEjKhWbOTH3vG/ZskUAKPXn+++/r1R85sQUuXdwcCg1lx06dNDbVql9Xgjzz71S+70p8j5//nwBQLi6uoqgoCAxcOBA4ejoKACIBQsW6G3LPl9xhs69Uvs8GZ65j98PW7dunW7bAwcOVCq22sLca5qRkSE6deokAIj27duLsWPHiqeeekoAEBqNRkRGRlbpdSududd10aJFAoBwdnYWr7zyinj11VdFgwYNBADRu3dvUVhYWKXXrWTmPpdQ8jxOTuZe16NHjwpra2uhUqlEr169xNixY0VgYKAAIBwdHcXVq1er9LqVzNxr+jDOlYiU78MPPxQAhIeHh3jttdfE4MGDhZ2dnbC2thZ79+6tUBuV/Ts/duxY3bg0fPhw8eqrr4r69esLAKJnz556c72EhIQy348YMGCAwXJRXYYY43fu3CksLS2FjY2NGDRokHjttdd0uZk+fXq1jnf79m1dW08//bQYO3asaNOmjQAgevToIQoKCgyaDzkYO8eFhYWid+/eAoDw8vLS/RtxcXERAMRrr72mt/2FCxfK7K/vvPOOQfMhF2PnWQghWrZsWWreXF1d9bZlX76vojk+cuRImf2y6Kdhw4a6fZTQl409787JyRHdunUTAETLli3F2LFjRc+ePYUkSaJevXoiKipKb3ulnCMbO89ZWVmibdu2AoBo2rSpGD16tBgwYICwtbUVAMSnn36qt70SPtcw9/fwlNKXDY2Ltcjgtm7dKgCIxx9/XGRlZeke37VrlwAg2rRpU24bd+7cETt37hTvvPOOqFOnTrmDwYMGDx6sGwge3ker1eomY9u2bdM9npOTI7p06VLs8ZrEnPMuhBBffvmlACBu3bpV4ddUUxg797GxsaWerDxMyX1eCPPOvRDK7ffGzvvff/8tJEkSLVq0EPHx8brHQ0JChJOTk3BychIZGRlCCPZ5U+ZeCOX2eTI8cx+/HxQdHS2cnZ35AWQ5zL2m7733ngAgpk6dqvf43LlzBQAxevToCrVT25hzXRMTE4WdnZ1wdnbWW2yXlpYm2rdvLwCIjRs3lv8iaxlznksofR4nJ3OuqxBCNGvWTAAQv/32m147RXPHLl26VPIVK5+51/RBnCsRKd/FixcFANG4cWNx79493eOXLl0SVlZWwtPTU2+sKkll/86fOXNGABABAQF6x0xNTRUdO3YUAMSyZct0j589e1YAECtWrKj+C5ZZdcf4rKwsUbduXWFlZSXOnTunezw5OVkEBAQIlUolLly4UOXj9e3bVwAQ3377re4xrVare///wcfNlbFzvGHDBgFAdO7cWWRmZuoej4mJEb6+vgKAOHjwoO7xjRs3CgDi8OHDBni1pmPsPGu1WmFnZ1fhD/XZlyuX4xs3bohJkyaV+tOzZ08BQPznP//RtaOEvmzseffXX38tAIiXXnpJb8Hg4sWLBQDRv39/3WNKOkc2dp7nzJkjAIiBAwfq5fn69evC0dFRWFhYiJCQEN3jSvhcw5zfw1NSXzY0LtYigyv6R3XixIlizz322GMCgDh58mSZbQwYMKDYCsyKLBoqmhgU7f/wPgcPHhTA/VX0DysarJ555plyj2OOzDnvQggxevRooVarFfntdmPn/uTJkwKA+Pnnn8uNTcl9Xgjzzr0Qyu33xs57UFBQqW1OmjRJ1KlTR5w9e1YIwT5vytwLodw+T4Zn7uP3g3r37i0cHR3F008/zQ8gy2DONU1LSxP29vaiadOmxb45m5+fLzw9PUXbtm3Lbac2Mue6Fn3Db8yYMcWe+/nnnwUAMX78+HLbqW3MeS6h9HmcnMy5rn/99ZcASl6QVVhYKOrWrSsAiDt37lTkpdYa5lzTh3GuRKR8w4cPFwDE2rVriz03aNCgCs3fKvt3/u233xaA/oKsh7d/sK2i+V95Y6M5qO4Yv2zZMgFAjBo1qthzRR/2P/hllMoc78aNGwK4v0hOq9XqbXvt2jUBQPj7+1f4tZqKsXP80ksvCUB/QdbD2z/Y1meffSYAFLuCTk1j7DxHRUUJAOKzzz4rNzb25fsqm+PSJCUlCT8/P9GsWTORlpame1wJfdnY824vLy+hUqlERESE3uNF50aSJOnOjZR0jmzsPBd9iS8sLKzYc0Vf6Jw9e7buMSV8rmHO7+EpqS8bmgpEBpSVlYVz587BxcUFnTt3LvZ8t27dAACHDx8us513330XmzdvxubNmzFz5swKHTs2NhYTJkxAt27dMGHChBK3OXToEACgX79+xZ7r0qULLCwscOLECeTn51fomObC3PMOAGFhYWjUqBFUKmUNO6bIfVhYGAAgICCg3PiU2ucB88990fZK6/emyPuePXvg5+dX4vEWLFiAjIwMdOrUCQD7PGC63APK7PNkeDVh/C7y3//+F3v27MGCBQvg5eVVqX1rE3Ov6YkTJ5CRkYEhQ4bAwsJC7zlLS0vExMTg0qVL5bZT25h7XYUQAABJkoo9V1BQAABwcHAot53axNznEkqex8nJ3Ot68+ZNAMCjjz5abFuVSqX7+3rnzp0yj1mbmHtNH8S5ElHtcPjwYUiShD59+hR7rqJjUmX/zpf198PHxweA/t+Oqp7zGZshxviycvnw/pU9XtF/+/TpU2ye3aJFC3h4eCAsLMys/24bO8dA1fqrnZ0d6tevX86rMV+myHNl/p2zL99X2RyXJigoCNHR0di4caPeeXZN78vGnneHhoYiKioKbdq00Y0NRVQqFZ566ikIIXDkyBEAyjlHNsX5zc2bN+Hk5ITGjRsXe660cbkmf65h7u/hKaUvy8HS1AGQsly5cgX5+fl45JFHSnzTvEWLFgCAkJCQMtsJDAzU/b+bm1uFjj1mzBjk5uZixYoViIiIKHGbixcvAgBatmxZ7DmNRgMvLy9EREQgIiIC/v7+FTquOTD3vAP3B+327dvj6tWr2L17NxITE1G/fn288MILZn8SXRZT5L7oD6CbmxuWL1+OGzduwNbWFoGBgejVq5deHErt84D5575oe6X1e2Pn/caNG4iPj8eAAQMghMC+fftw5swZ5Ofno02bNnjxxRehVqt127PPmy73gDL7PBleTRi/ASA8PBzvvPMOXnjhBQQHB+Po0aPlvbRay9xreurUKQBAhw4dkJSUhF9//RVhYWHQaDR45pln0LFjx4q90FrG3OvaqVMn2NraYsuWLZg6daruDbi0tDR88803AIBevXpV4JXWHuY+l1DyPE5O5l7X9u3bY9u2bWjWrFmxtlJSUnD9+nUAQN26dct+obWIude0COdKRLVDTEwM7t69C29vbzg5ORV7vqJjUmX/zr/77rsIDg4u8b2EM2fOAND/21E0vy8sLMQPP/yAiIgIaDQadOvWrcQPLU3FEGN8Wbls1qwZVCoVwsPDkZeXV+njldU2ADRv3hzx8fEICQmBt7d3WS/VZIydY2tra8ydOxdZWVlwdHQstn1p/dXf3x+3b9/G77//jpiYGLi5uaFXr15o27ZtpV6vqZgiz0Xni15eXli3bh2uXbsGCwsLtG/fHn369IGVlVWF2gbYl4GSc1yS9evXY8eOHfjkk0/Qpk0bvedqel829ry7vH5ZmTG5Jp0jm+L9pdWrV8PW1rbE50obl2vy5xrm/h6eUvqyHLhYiwwqISEBAODp6Vni887OzgCAxMREgx53xYoV2LlzJ3744Qf4+fmVumioIvFFREQgMTGxRg0G5p73nJwcREdHIzs7G23atNF9Cx4A3nnnHUyZMgXz5s0r8Q+IuTNF7sPCwiBJEjp27Fis3Q4dOmDr1q1o2LBhheOriX0eMP/cK7XfGzvvRd9usLGxQffu3XHs2DG95318fLBlyxY89thjFY6Pfb5iKpt7pfZ5MjxzH7+B+1fsGTlyJCwtLfHTTz8ZLA6lMveaFo1n165dQ3BwsN7206ZNw0svvYSff/651Ddxaitzr2u9evXw448/Yty4cWjdujVeeOEF2NnZ4cCBA7h79y4mT56Mp59+2mCxKYG5zyWUPI+Tk7nX1cfHp9i3xgEgLy8PwcHByMzMRPv27dGoUSODxKcE5l5TgHMlotrEUGNSZf/Od+nSpcTtrl27ho8++ggAMGjQIN3jYWFhyM/Ph7+/P7KysvT26dWrFzZs2AAXF5cyYzQGQ+SzrDZUKhU0Gg1SUlKQnJxc6eOZ6nMGQzJ2juvWrVvql0SOHz+Or7/+GkDx/pqdnY1mzZrpXUXk/fffx7Bhw7B8+fISF0qbE1PkuWhhQP/+/XX7FmncuDG2bt2qW0zEvlx+GyXl+GHJycmYMmUK/Pz8MG3atGLP1/S+bOx+IseYXBPOkU3x77F///4lPr5x40Zs2LABkiRhwIABAJTxuYa5v4enlL4sh5p5LTcyW6mpqQDuv8FTEnt7ewAw6GXsIiMjMWXKFDz99NN4/fXXzS4+YzD3vN+8eRNCCAghsGLFCiQlJSExMRHr1q2Du7s7vv76a8yYMcNgsRmTKXIfFhYGIQQGDRqEGzduICsrCxcuXEDPnj1x8eJF9OrVCzk5OSaLz1jMPfdK7ffGzntycjKA+9/giYiIwPbt25GWlobY2FjMmjULkZGReP7555GSkmKS+IzJ3HOv1D5Phmfu4zcAfPfddzh69Ci+++67Gnspd2My95oWjWcffvghunfvjmvXriEnJwdXrlxBly5d8Ouvv+Ktt94yWGxKYe51BYCGDRvCx8cHWVlZ2Lx5M1avXo27d+9CrVbDzc0NWq3WYLEpgbnPJZQ8j5OTude1JFeuXEFgYCB+//13ODg4YPny5QaJTSlqQk05VyKqPQw1JlW3HSEEli5disDAQCQkJKB79+4YP3687vmwsDDk5ubinXfewZ07d5CRkYFjx47h0Ucfxf79+/HSSy/pffhqKobIZ2XaqOzxlDAfM3aOS5Kfn4/Zs2fjmWeeQW5uLoYPH46+ffsCADIzMxEbG4vc3FzMnTsXcXFxSE1Nxc6dO+Hv749169ZhzJgxFXilpmWKPBct1nrqqadw9epVZGdn49q1axg6dChu3ryJZ555BnFxcQaLz9TMoS9/+eWXiI+Px4wZM4otulJCXzZ2P6mNYzJgHq8jIyMDEydOxNChQyGEwLRp03SLO5XwuYa5v4dnDn3AXHGxFhlU0WUyH/72SpHc3FwAgJ2dnUGOV/RNvqIBtLxVrcaOz1jMPe8eHh7YvHkzTp8+jeDgYDg7O8PFxQVDhw7Ftm3bIEkS5s2bh8zMTIPEZ0ym6FOzZs3Cvn37sGTJEvj7+8PW1hYdOnTAzp070bp1a4SGhmLdunUmi89YzD33Su33xs570WROkiT89ttv6Nu3LxwcHFC3bl1Mnz4dffr0QUJCAjZs2GCS+IzJ3HOv1D5Phmfu43dISAg++ugj9OvXD6+++qrBYlAyc69p0Xj22GOPYePGjWjRogXUajVat26NX375BdbW1li9ejXS0tIMFp8SmHtd//jjD/Tq1QuRkZH4/vvvERMTg9TUVOzduxeNGzfGxx9/jC+//NJgsSmBuc8llDyPk5O51/VBKSkpmDhxIjp06IBLly6hWbNmOHnyZI24RYoxmXtNOVciql0MNSZVp50LFy4gMDAQ48ePR0ZGBkaNGoVdu3bB0vJ/N45ZunQpjh07hk8//RReXl6oU6cOnnrqKezbtw/16tXDsWPHcPjw4XJerfwMkc/KtFHZ4ylhPmbsHD/swIEDaNWqFaZPn47CwkJ89NFHWLVqld42Re+fTZ48GR4eHtBoNHjhhRewd+9e2NnZYe3atbh582bZL9TETJHnN998E7/99hu2bNmCli1bwsbGBi1atMC6devw3HPPISEhAYsWLTJYfKZm6r4cFxeHRYsWwc/PD8OHDy9x/5rel43dT2rjmAyY/nVs3LgRzZo1w/fffw+1Wo3vvvsOs2fP1j2vhM81zP09PFP3AXPGxVpkUB4eHgD+9628hxVd5q5BgwYGOd7SpUtx+PBhfP311yVeVt/U8RmLuefd3d0dAwcORNOmTYs99/jjj8PPzw85OTn4559/DBKfMZmiTz3//PMlXlrZ2toaAwcOBAD8+eefJovPWMw990rt98bOu4ODA4D7l7Iu+qbDg4ouIX7t2jWTxGdM5p57pfZ5MjxzH79HjBgBW1tb/PjjjwY7vtKZe02LxrP+/fvDwsJCb/v69eujc+fOKCgoQGhoqMHiUwJzr+uXX36J3NxcfP7553jzzTfh6ekJjUaDZ599Frt374aVlRXmzp1rsNiUwNznEkqex8nJ3Ota5MCBA2jRogW+//57WFtbY+bMmbh8+TJat25tkLiUxNxryrkSUc0XFRUFSZIq9PPDDz8AqP6YVJWxrbCwEFOnTkWnTp1w/vx5NGvWDAcOHMCyZcuK3cJ8wIABJd460cXFBb179wbwv3mkKRlijC+rjcLCQiQnJ8PW1hYuLi6VPp4S5mPGznGRrKwsBAUFoVevXggJCdH1288//1zvPLROnToYOHAg2rVrV6ztxo0bIzAwEIB59NeymCLPXbt2Rf/+/Uu8eMDQoUMBKOtzEVP15SJLlixBVlYW3nzzzWLvpQDK6MvG7ie1cUwGTPc67t27h969e2PIkCGIjo7Gc889h7/++gsTJ07U204Jn2uY+3t4SunLcuBiLTKoFi1aAACuXr1a4vMhISEAUOKbP1Vx7tw5AMDYsWP1TiK7d+8OAFi3bh0kSUK3bt304vvrr7+KtZWdnY07d+7A09OzxHszmzNzz3t5NBoNAJQ44TN3xs59eR7OpVL7PGD+uTf09ubC2Hn38/MD8L/LoD6s6PGiS9mzz5su9+WpqX2eDM/cx+/z588jKSkJ9erV05vnrF69GgDQs2dPSJJU7JuxtZm519TQ41ltYe51LXqT7Omnny62bcOGDdG0aVOkpqYiPj7eKPHVBOY+l1DyPE5O5l5XANi2bRt69+6NmJgY9OnTB9evXy/xVip0n7nXlHMloprPysoKTZs2rdBP+/btYW9vj/DwcKSnpxdrq6JjUmX/zgshMHjwYMybNw9qtRpz587FX3/9hWeeeabSr9ec3o8wxBhfVi5v3bqFgoIC3WLoyh6vrLYBIDQ0FJaWlnjkkUdKjc/UjJ1j4P5VKnv27Ik1a9bA2dkZK1aswJkzZ9ChQ4dKx29O/bUspshzWSrzuQjAvgyUneOCggL89NNPsLKyQnBwcGVDB1Az+rKx593l9cvKjMk16RzZFO8vJSQkoEuXLti7dy+8vLzw+++/Y8+ePQgICKh0W+zLlVebPquuLi7WIoPy8PBA27Ztce/ePVy8eLHY87t374YkSXjuuecMcrxevXph0qRJxX4GDBgAAGjWrBkmTZqkW8H57LPPAgD27t1brK39+/ejoKBA902bmsTc896rVy9IkqRb5PWge/fu4d9//9VdsramMXbu169fD0mSMH78+BKfP378OADoTgSV2ucB88+9Uvu9sfPeokULuLq64vr160hJSSn2/B9//AHgf5NM9nnT5V6pfZ4Mz9zH75LmOJMmTULz5s0BAC+99BImTZrEvvwAc6/pk08+CQA4e/ZssW0LCgpw6dIlWFlZ6WpM95l7XYve+ImJiSlx+6SkJFhZWem2I/OfSyh5Hicnc69rSkoKXnvtNRQWFuLjjz/Gjh07KnSF7trM3GvKuRJRzVe3bl1cv369Qj8TJ07EM888A61Wi/379xdra/fu3QDuX12hLJX9O79mzRps3boVjo6OOHnyJN577z1YWVmV2PYXX3wBSZLw1Vdflfj8w/NIUzLEGF9WLh+uR2WPV9T2vn37im175coVREdH48knnyx1ga85MHaOAeCrr77C6dOn4e3tjYsXL2LkyJElXv0J+N8X4H/55Zdiz+Xm5ureV2vfvn0Zr9L0jJ3n06dPQ5KkUs8HSvtchH25cn25yOHDhxETE4NevXqVeNUtQBl92djz7g4dOsDV1RWXL19GXFyc3nN5eXk4dOgQ7O3tde9jKeUc2dh5BoD33nsPoaGhaNu2LS5duoR+/fqVuq0SPtcw9/fwlNKXZSGIDGzFihUCgOjevbvIy8vTPb548WIBQAwYMED32N27d8W///4r7t27V2p7R44cEQDEsGHDKhxDafvk5+eLRo0aCUmSxL59+3SPJyQkiObNmwsLCwtx+fLlCh/HnJhz3r/99lsBQPTq1UtkZ2frHi8oKBBDhw4VAMQbb7xR4eOYG2PmPjY2VlhbWwt7e3tx5coVved2794tJEkSHh4eIiMjQwih7D4vhHnnXsn93tjjzYcffigAiOHDh+sd7+rVq0Kj0QgXFxeRkpIihGCfN2XuldznyfDMefwuTVBQkAAgDhw4UNGXWauYc03z8vKEj4+PUKlUYseOHXrbz5o1SwAQo0aNqtLrVjpzrutnn30mAIjHHntMJCUl6W2/YMECAUC89NJLVXrdSmbOcwmlz+PkZM51XbVqlW6OSBVnzjUtDedKRMp1+PBhAUC0aNFCpKam6h7fsWOHUKlU4rHHHhNarVb3+L1798S///4r7t69q3ussn/nu3XrJgCI9evXlxvfn3/+KQCIBg0aiMjISL3nlixZIgCIli1b6sVoStUd45OTk4Wjo6Ows7PTmzffunVL1K1bVzg4OOjlvjLHE0KIp556SgAQ//3vf3WPZWVlia5duwoAxc6pzJGxc+zn5ycAiNOnT5cb27Zt2wQA0bp1a5GcnKz33AcffCAAiOeff74qL9vojJnn3Nxc4e7uLlQqVbG5xp9//ilsbW2FjY2N3hjAvlz5vlzk9ddfFwDE4sWLS41NKX3Z2PPu6dOn6+bdD/5dmjp1qgAg3nnnHd1jSjpHNmaes7KyhJ2dnbCyshLh4eHlxqaUzzXM+T08JfVlQ+NiLTI4rVYr+vXrJwCIJk2aiLFjx4qnn35aABA+Pj4iKipKt23RGzkzZswotT1DLhoSQoiTJ08KGxsbYWlpKV566SXx2muvCQ8PDwFAzJ49u1Kv1ZyYc95zcnLEE088IQAILy8vMXLkSDFmzBjRpEkT3WTuwRP9msbYuV+4cKEAINRqtejXr5944403xLPPPitUKpVQq9Vi7969etsrtc8LYd65V3K/N3bes7OzxZNPPikACH9/fxEUFCT69+8v6tSpI6ysrMT27dv1tmefv8/YuVdynyfDM+fxuzT8ALJs5l7T06dPC41GIyRJEj169BCjR48WnTp1EgBE8+bNiy32ofvMua5ZWVm6N9/d3NzEwIEDxZgxY0SHDh0EAOHt7S3u3LljsFwohTnPJYRQ9jxOTuZc11GjRgkAokePHmLSpEml/ty4ccNg+VACc65paThXIlK2t956S7cgavTo0aJv377CwsJCODs7F/uQbsaMGQKACAoK0nu8on/ntVqtsLKyEpIkiQkTJpT6t2PWrFm6fd555x0BQDg4OIhBgwaJN954QzeuOTk5iT///FPW/FSGIcb4TZs2CQsLC2FrayuGDh0qXn31VaHRaIRKpRKrVq2q8vGEECI0NFS4uLgISZJE7969xdixY4Wvr68Aas6XXIyZ4zt37ggAws7Orsy5zvfff6/bZ+DAgbrzmGHDhonXX39dtGvXTnceExERIXuODMHYffnXX38VlpaWQqVSiV69eok33nhD9O/fX1hbWwtJksTy5cv1tmdfvq8yOS4SEBAgAIirV6+WGZ8S+rKx5905OTni0UcfFQBEu3btxLhx43TvT7Vp00akp6frba+Uc2Rj5vnEiRMCgPD09CxzXF63bp0QQjmfa5jze3hCKKcvGxoXa5Es8vPzxZw5c0STJk2EWq0WDRo0EGPGjBHR0dF625lisZYQQly6dEn07dtXuLi4iDp16oiOHTuKDRs2VLh9c2XOec/NzRVLliwRjz32mNBoNMLOzk60atVKzJgxQ6SlpVX4GObK2Lk/c+aMePHFF0WDBg2ElZWVaNCggRgyZEipK4+V2ueFMO/cK7nfGzvvOTk54osvvhBNmzYV1tbWwtXVVfTr10+cO3euxO3Z502TeyX3eTI8cx6/S8IPIMtn7jW9ceOGGDZsmHBzcxPW1taicePG4t133+VCrXKYc13z8/PF4sWLRWBgoG5BQaNGjcTEiRNFXFxclV+z0pnzXEIIZc/j5GSudX3hhRcEgHJ/jhw5Up2Xr0jmWtPScK5EpHw//vijaN26tbC1tRUeHh7ilVdeESEhIcW2K22xlhAV+zt/7969Cv3taNiwod5+e/bsEb169RJ169YV1tbWwtfXV4wZM0bcvHnTkGkwCEOM8YcPHxY9evQQGo1GODo6im7duuldraIqxyty69YtMWTIEOHu7i5sbW1Fq1atxKJFi8zm6mQVYawc//HHHxXqr127dtXtU1hYKDZs2CC6dOkiXFxchI2NjWjSpImYMmWKiI2NlSMdsjF2X7527ZoYPny48PX1FdbW1sLDw0P0799fHD16tMTt2Zfvq0yOk5KSBACh0WhEYWFhmbEppS8be96dmZkppk6dKho2bCjUarXw9fUV7777bqlXslXKObKx8rx58+YKjcsPzlOU8rmGOb+HJ4Ry+rIhSUIIASIiIiIiIiIiIiIiIiIiIiIiIpKVytQBEBERERERERERERERERERERER1QZcrEVERERERERERERERERERERERGQEXKxFRERERERERERERERERERERERkBFysRUREREREREREREREREREREREZARcrEVERERERERERERERERERERERGQEXKxFRERERERERERERERERERERERkBFysRUREREREREREREREREREREREZARcrEVERERERERERERERERERERERGQEXKxFRERERERERERERERERERERERkBFysRTXOzJkzIUlSpX/s7Ozg5eWFZ599Fl988QViYmJM/VKMatWqVXr5CA8PL7bNw7ndu3ev8QOtoSqSXyXo1q2b7jX6+vqaOpxyPViTwMBAU4djUnl5efj+++/Ro0cP1K1bF1ZWVrC0tMTJkyd12zzcj5cuXWrCiImISGk4j68azuPlxXm8eeI8/n84jyciIqKaoKrne2X9HD161NQvixTi4fmyufet4OBgvXivX79u6pBM6sSJExg2bBgaNWoEe3t7SJKEcePG6W3Dc0giqoksTR0AkbFkZ2cjOjoa0dHR2L9/P2bOnIm3334bn376KaytrU0dHhGRbNLS0vD000/jwoULxZ4rKCgwQUREREQVx3k8EdVWnMcTEREREVFt9sUXX2DatGnFHs/NzTVBNEREhsUra1GtlZ+fj6+++grPPvsscnJyTB0OEZFsPv/88xI/4CEiIqqJOI8notqC83giIiIiIqqt/vnnH3z88cemDoOISDa8shbVeJMmTcLkyZPL3CY7OxsxMTE4f/48Vq5cidDQUN1zR48exZtvvolly5bJHCmV5d1338WWLVt0v588eRJeXl4mjIjMVZcuXRAVFQUA8PLy0rv9B5Vs165der/PmDEDL7/8MmxtbVG3bt1Kt7dlyxa8++67ut/nz5+PgQMHVjtOIiKqXTiPVwbO46miOI+vPM7jiYiIqKaqyPleeTw9PQ0TTAVERUWhS5cuut8HDhyI+fPnG+34pHwLFizAggULdL9v3LiRt+srx+7duyGE0P3epUsXfPnll6hfvz5sbW2r1Kavr6/u/wMDA7Fx48bqhklEVGVcrEU1npOTk94f19I0b94cPXr0wJQpU4p9qLNy5UpMmjQJrVq1kjFS8zdz5kzMnDnTJMdOSEhARESE7nfe0oFKExUVpddXyvLgRL42u337tu7//fz8Sv13HhwcjODg4HLby8jI0KtBRkZGdUMkIqJaiPN4w+E8nmoCzuMrj/N4IiIiqqkqer5nLgoKCvTmSQkJCSaMhpQoJSVFr4+VdaXwVatWYdWqVUaIyrw9eD4E3L/ycOfOnUvctqLnkA/WoCaNUUSkTLwNItU6arUaS5Ys0ftAR6vVYtOmTSaMiohIPllZWbr/b9SokQkjISIiqjrO44motuE8noiIiIiIaqsHz4cAnhMRkfJwsRbVSpaWlhgxYoTeY6dPnzZRNERExuPk5GTqEIiIiKqM83giqq04jyciIiIiotrk4atl8ZyIiJSGi7Wo1mratKne73FxcSaKhIjIeGxsbEwdAhERUbVwHk9EtRHn8UREREREVJvxnIiIlMbS1AEQmYpKVb21inl5eTh8+DCuXr2K/Px8vPXWW3BwcChzn3v37uHkyZOIiYlBcnIynJyc8Mgjj+CJJ56AtbV1lWOJj4/HyZMncffuXaSlpcHFxQWtW7dGYGBgtV9nRcXFxeliSE9Ph0ajQePGjdGxY0e4uroaJQYl5/dhycnJ2LdvH27dugVXV1eMGzeu3H1CQkJw6dIlxMbGIjs7Gx4eHmjfvj3atm0LSZJkjTcpKQl//PEHbty4gdTUVFhbW8PR0REBAQFo165drflGxJ07d3D27FnExsYiPT0drq6uaN26NTp27AgLCwujxGCs41RUZGQkzpw5g5iYGOTn56Nu3bpo3rw5HnvssSq3mZ+fj9OnT+PWrVuIi4uDpaUl/Pz80LlzZ3h6ela53ZCQEFy4cAHx8fHIzs6Gi4sLPD090blzZ7i7u1e6Pa1Wi7///huXLl1CQkIC8vPz4erqivr166NLly5wdHSscqxERErGebxhcR5vXJzH10ycxxfHeTzn8URERGR84eHhOHDgAGJjY9GxY0c8++yzZW6v1Wpx/vx5hIaGIi4uDkIIeHt74/HHH4evr69xgn4onhMnTuDixYvIysrCyJEj0aBBgzL3SU1NxYkTJxAdHY3ExETY29ujadOm6NKlC+rUqSNrvAUFBbh8+TL++usvJCQkoKCgAA4ODvDy8kKrVq3g7+8v6/HNRXZ2Nk6cOIHIyEjcu3cPNjY28Pf3R5cuXeDs7Gy0OMzpnCg7OxvHjh1DREQEkpKS4OLiAi8vL3Tr1q1a/VKO8/+kpCScPXsWt2/fRmpqKurUqQM3Nze0atUKrVu3rlKbsbGxOHv2LO7cuYO0tDRoNBq4u7ujQ4cOCAgIqFKbRLWSIKphZsyYIQDofmbMmFGldhYsWKDXTs+ePcs8lqOjo+7xQ4cOCV9fX739b9++XeqxDh48KLp06SJUKpXePkU/Go1GvPXWWyI6OrpSr+Hvv/8Wzz77rLCwsCixXS8vL7F69WohhBArV64sN96Hc7tnz55yYzhx4oR46qmnSn1tFhYWok+fPuKPP/4o93il/QQFBZUZQ03Jb2V17dpV117//v11j3/33XfCwcFB91zDhg1LbaOgoEAsWbJENGnSpNT8NmzYUMydO1dkZWVVKqayjlvk6NGjonfv3sLS0rLU41taWoqnn35a7Nq1q0LHLetn5cqVevs9+FynTp10j2dnZwtHR0e95/ft21fu6yly9epVvX1btmxZ5vabNm0S7dq1KzVud3d3MW3aNJGcnFzhGMpy+/btCuULgDhy5Ihuv4f78ZIlS3TPHTlypELtPdwvShtHd+7cKTp16lRqOz4+PmLt2rWVet13794VY8aMKVbboh9JksTTTz8tDhw4UOE2tVqtWLZsmWjWrFmpsUqSJAIDAyvcbl5enpg7d67w9vYu899Fr169xIULFyqVAyIic8Z5/P9wHn9fTclvZXEeX/Jxy/rhPP4+zuM5jyciIqqpDHW+V5bS5ohleXh+9XBcFZ17PXie8PD86v33369QLA/P2R6cz5UW07fffiuEECIrK0uMGTNG79yprPOtlJQU8d577wkPD49SX1PHjh3Fpk2bKhR7ZTz8OovmypcvXxatWrWqUA6EEOLixYuid+/ewsrKqsT4bWxsRFBQkAgJCal0TGUdVwghYmJixOTJk4Wbm1uZ/cLf31988cUXIi0trULHLe2na9euevsFBQXpPf/vv//qnhs3bpzec0OGDCn39T+oQ4cOevuXNW+9ceOGePnll4WtrW2pc9///Oc/Jb5vUFUVPYd8uP+XNT40bNiwQm0+2C8eHju2bdsmhBAiMjJSBAUFiTp16pTYhq2trRg7dmypfaIkhj7/L3L58mXRv3//Ut8bASA8PT3FF198IbKzsyvU5tGjR0WPHj3KzKOfn59YunSpKCgoqHCsRLUVF2tRjWOISb9WqxWBgYF67Xz22WdlHqvozcnNmzeX+IZ1SW/q5+TkiKFDh1ZoEgBA1KlTR/z3v/+t0Gv46aefhLW1dYXanTRpksE/5CksLBQTJkyo8GtTqVTiq6++KvN4FZ101dT8VlZJH/JMmjSpxElaSSIjI0Xbtm0rnB9fX19x+vTpCsdU3odL48ePr/Cxi36GDBkicnJyyjxuWT8V/ZBHCCHGjh2r9/zo0aPLfO0P+uijj/T2/eabb0rcLjk5WTzzzDMVfv1ubm7i999/r3AcpTHnD3ny8/OLnVCW9VPRNzvWr18v7O3tK9zuoEGDREpKSpltZmZmimeffbZSfXjKlCllthkfH1/shLisH0mSSu1fREQ1Defx93EeX/PyW1mcx5d83LJ+OI+/j/P48n84jyciIjJPXKxVvqou1kpPTxedO3cuFlNp51uHDh0S7u7uFX5t3bp1q/QXZCrzOpOTk8WJEydKXNxSUg60Wq145513Sv1Sz8M/VlZW4tNPPxVarbbCMZW1WGvPnj1Co9FUai7p6+sr/vrrr3KPW9pPZRZrnT59Wu85BweHCi+0CQ0N1du3devWpW779ddfV/jcWpIkMWHCBJGbm1uhOMpizou1duzYUeoXTB7+adKkSbnnLULIc/4vhBBLliwpdaFjST/NmzcXd+/eLbPNjz/+WEiSVOE2n3zySZGenl5urES1GW+DSLWOEALTpk3D2bNndY9ZWlpi6NCh5e57+vRpDBs2DAUFBeVum52djT59+uDw4cN6j/v6/l97dx4XVfX/D/zFDoosSu6J+4J90nIDLQkzt8otxdRU3Cq3NEtNbXNJ61GmWYiVaR8ztSg0UxNzwfXrDh9FQX8IqAmyKpvsc35/8PA2Z9Y7MKDi6/l4zOMxZ+bcc8+9Mwzvc+9ZmuLJJ5+Es7MzkpKScPr0aRQWFgIA8vLyMHnyZKSkpGDhwoVGy/7tt9/w5ptvQqPRSK936NABrVq1UqZmTUxMBAB89dVX5Z7K0hAhBEaOHIlff/1Ver1hw4Z44oknUKdOHaSkpODkyZPIy8sDUDa97bx581C3bl0EBQVVuA7V+fwa88UXX+Crr75SlTcuLg69evXCjRs3lNdsbGyUYyguLsa1a9cQFRUFIQSAsimUe/XqhZ07d+L555+vUF0XLVqEkJAQ6TVPT0906dIFXl5eKCkpwY0bNxAZGYmCggIlz5YtW1CvXj2sXLmyQvtXIygoCN99952S3rZtG0JCQmBvb/5f49atW5XnDg4OeO211/TypKWloXfv3jh//rz0etu2bdGuXTvY2dnhxo0bOHPmDEpLSwEA6enpGDJkCH788UeMGTOmvIf2wNJoNBg5ciR+++035bX27dujbdu2cHR0xLVr13DixAnpb++zzz5Dr1690KdPH6PlhoSEYNq0acp3GQBq1qwJX19f1K1bFxkZGYiOjkZSUpLyfmhoKK5evYqIiAijS1+NGjUK4eHh0msdO3ZEkyZNULNmTaSlpSEyMhIZGRnK+ytXroSbmxs+/vhjvfJKSkrQv39/nD17VnnNzs4OnTp1QuPGjWFvb4/U1FScO3cO2dnZAMp+b2fPng1PT0+r/HYSET3MGMdXHON4xvHmMI5nHG8I43jG8URERHR/CCEwatQoHDt2TFX+HTt2IDAwUGlLAYCjoyN8fX3RsGFDZGVl4fLly4iPj1fej4iIQI8ePXD06FGzSxKWR1xcHF5++WWljWmKRqPBmDFjsHnzZun1evXqoUuXLnB1dcWtW7dw9uxZ5OTkAChbSvvDDz/E9evX8f3331eorrGxsRg0aBCKioqU1+zt7fHUU0/B29sbjo6OyMjIwPnz55GcnKzkSUxMxMsvv4zz58/Dzc2tQnUwx8/PD23atMHly5cBADk5OdizZw8GDx5sdtstW7ZI6QkTJhjMN3/+fHz66afSax4eHvD19YWnpydSU1MRFRWlxNNCCAQHByM+Ph47duxQ1TZ72Gzfvh2bNm1S2oBeXl7o0qULPD09kZWVhePHj+P27dtK/itXrmDKlCl632VtldX+DwsLw9SpU6V2VsOGDeHj44O6desiNzcXly9fxpUrV5Q8MTExeP7553H27Fm4uLjolbly5UosXbpUeq1Zs2Zo3bo16tSpg+zsbERHRyvXWwDgyJEjGDhwIPbv31/uJRyJqr370EGMqEIsHaGh0WhEbm6uuHDhgggODhYdOnTQ6907Y8YMs/tydXUVrVq1UtJ169YVI0eOFHPnzhVz584VGRkZ0ra6I05bt24t9u3bp7ePO3fuiEWLFkmj/G1sbMSBAwcM1ikpKUlaOgOA6N27t4iNjdXLu3PnTtGoUSODPZorMiL/888/1+u5/9NPP+lNaZmdna03grxOnToiKytLCFE2WjkhIUEkJCSIV155Rcp35MgR5b20tDS9OjyM59dS2iMInnjiCakXfJs2bcSkSZPEggUL9GaTKCgo0Pue9+vXT1y5ckVvH9euXRPDhw+X8tauXVukp6ebrZOxEfmZmZnSiAtHR0cRHBwsiouL9fLm5OSIpUuXStOwOjk5iczMTClfcnKy8n3QPueNGjVSXk9ISNDrpa99XIZGW7Vp00bKs3fvXoPHpO3EiRPSNkOHDtXLo9FoRL9+/aR8Xbt2NTilcEpKipg+fbqU18nJSRotY6ni4mLlnBw5ckQqe+bMmdI50x51Y2pEfn5+vrKN7m/A559/rrx348YNqS7GZt7w9fUVJ0+e1Kt7TEyM3nS/vXv3NnqsR48elb4/Dg4OYtmyZXrTAWs0GrFnzx69pa+MjUDbvXu3lK9Lly7iwoULevlKS0vFL7/8ImrXrq3ktbe3F3FxcXp516xZI5U5YMAAg78VhYWFYs2aNcLZ2VnJ6+Hhofx2EhE9rBjHM45/WM+vpRjH/4txvGUYxzOOJyIielipnX1XzSMyMtLgPszFiIaYm1nLWOz1yiuvSLGXdkxclTNrPf3008pzW1tb4efnJ6ZPny4WLlwoNm/eLG33//7f/5NmLLWxsRGzZ882uGT3//3f/+m1PXRndyov3ePUPgZ3d3cxdOhQ8e6774r33ntPr62zfPlyadv69euL0NBQvVmz7t69K4KDg0WNGjWk/Loz9hqrk7Fzr9vGGjp0qMFZxzQajfj777/1YtTg4GApX05OjvId0m1jb9myRXkvOTlZ2s7UzFpCCLFs2TLp/VGjRhk8Hl3aS4Q7OjoabD9u2bJFKrtWrVri22+/1WsXFhcXiy1btog6deqY/BuzlHYbUnv5dd02pO71BlO/Dzdu3FC2081nrI2lm1f7fKxbt05vFrH8/Hy9WaBtbW3F9evXDR5nZbX/i4uLpbZ3jRo1DF73EaKsDRcQECCVu2jRIr18aWlp0sx4jz32mNi1a5fB4zp16pR48sknpTL/+9//GsxLRFwGkR5C1gz6gbILd8amCDW0L1tbW7Fs2TKT03mGh4dL23To0EHvorWuX375RdrG19fXYL6xY8dK+QIDA02u+5uYmCgaNGigdxzlvckTHx+vdwHf0IVabYMGDTIbMOsGn6Zukjys59dShqZ7rV27ttnlNebPny9tM378eFFaWmpyG92lTow1MNXc5Nm8ebNU1qpVq8we69y5c6VtwsPDjebVnrLW1BIuQphvwOs2aiZPnmy2rrqNqp07d+rl+fbbb6U8ffr0MbgsjLbPPvtM2mbEiBFm66KGuQsS2kzd5DGVz1gjWAjDv6P9+/c3ubZ6ZGSklN/Jycng+SssLJQaxPb29mZv1KWmpoomTZpIv+kXL17Uyzd69Gglj42NjUhMTDRZ7l9//SXV+f3339fLoz1duZubm9kpgENCQqQy161bZzI/EdGDjnE84/iH9fxainG8YYzjLcM4XsY4noiI6MH2sHbWMpbPWMdwIaq2s9a9R8eOHQ0us6ete/fu0jbr1683mf/u3btSRyrA+MAfSxhb+m/mzJkm46jo6GhpoEvjxo2NdnS558iRI9I2TZo0MdjmV3PuCwsLpc5unTp1Mtseu3jxorQs3MiRI43m1f0bMbUUo7nOWv/884+0TKSapRB1Y/Vhw4bp5UlNTZWW+XNzcxNRUVEmy71y5Yq0jaurq8GBW+Whph17j9rfB+18pjooGuqs5enpafT3SYiyASG6f1PG2lyV1f7/+++/pTyLFy82WWZ+fr7UVm/cuLFenu+//14qc+PGjSbLvHXrlrSU6DPPPGMyP9GjzBZEj7AhQ4bgwIEDcHZ2Vr1NcHAw5s+fD0dHR6N5li1bpjx3cHDAb7/9Bk9PT5PlBgYGYvjw4Ur6xIkTOHXqlJQnJSVFmjKzcePGWLduHezs7IyW6+3trbeMRUUEBwdLU8DOnj0bXbt2NbnN119/DVvbf39uduzYUaE6VOfza4qzszP27duHgQMHGs2TnZ2N4OBgJd2mTRusXbtWOv+GrFq1SpriOCQkRNUyQYbcm34XAJycnPDmm2+a3WbYsGFSOiUlpVz7ttSYMWOkc7Nt2zZlGltDNBqNtGxQw4YN0a9fP708n332mZKuXbs2tmzZAicnJ5N1mTt3Lrp06aKkf/31V9y6dUv1sTws6tevj59//tngVLr3dOzYEU8//bSSLiwsREJCgl6+zZs3S9Pqvv/++3jhhRdM7v+xxx6T/mY1Gg2++eYbvXwXL15Unru7u8Pb29tkuf369UPLli2V9JkzZ0yW2bx5c7i6uposc+LEiahRo4bJMomIHlWM4y3HOF7GOF4f43jG8aYwji/DOJ6IiIiqWuvWrREREYH//Oc/RvNERETg+PHjSjooKAjjx483Wa6Liws2btwovbZ69eqKVdaIefPmYdWqVSbjqM8//xzFxcVKetOmTXj88cdNlvvMM89g1qxZSvr69evYvn17ueqYlJSE3NxcJT1jxgyz7TEfHx+0a9dOSVdVe6hRo0bo3bu3ks7JydFbBlyXmiUQg4ODkZWVpaRXr16NDh06mCy3VatWUls/NzcX69evN7nNwyo4OBgdO3Y0+r6tra3eEuixsbF6+Sqz/a/ddgGAJ5980mSZzs7OmDx5spL+559/9L7HlpZZr149BAYGKmm2h4iMY2cteuQ0bdoUQUFBOHbsGMLCwsxeZNP27LPPmr1gfenSJRw6dEhJDxs2TLrwZ8q0adOk9N9//y2lN23aJP3jnTFjBmrVqmW23IEDB6JFixaq6mCKRqPBhg0blLSTkxPmzJljdrvHH39cungdFRVV7jpU5/Nrzpw5c/DUU0+ZzLNp0yZkZ2cr6dmzZ5u8IXmPo6OjFJBlZ2fj5MmT5apn27ZtMXHiREycOBHz5883e3MDgN4Ff1M3WqypcePG0rre6enpOHjwoNH8ERER0lr0Y8eO1bsJuGfPHsTHxyvpN954A7Vr11ZVH+3vqBAC+/fvV7Xdw+T11183e1MWgHSTBwDS0tL08qxZs0Z57uTkhLfffltVHfr374/mzZsrad3fAgDSzew7d+4gMjLSbLm7d+/G6dOncfr0aaxcudJkmbGxsUhKSjJZnoODA06dOqWUOXfuXLN1ICKqzhjHlx/jeMMYx8sYxzOON4VxfBnG8UREROrMnDkTCQkJ5Xr4+Pjc7+o/UEJCQuDu7m4yj3Z8BQDz589XVXb79u3x3HPPKenDhw9LsY81NG/eHEuXLjWZ5/bt21JnIj8/P/j7+6sqf+rUqbCxsVHShmJENWxtbZX20MSJE9GrVy9V22m3iaqqPQQA48aNk9KhoaFG8wohsHXrViXdqFEj9O3bVy/P2rVrlXTjxo0xZswYVXUZO3as1AYv72fwIPP29sarr75qNp+a9lBltv91/34PHDhgttypU6cqbZfTp0/Dw8OjwmUuWbJEKe/IkSMQQpjdhuhRZH+/K0BUUTNnzpR6zhvj4uKC2rVrw8HBodz70v4naMy+ffukdJ8+fVSX36NHDzg6Oir/+I4dOya9r3vxWXcUszE2NjZ46aWX8NVXX6muiyEXL15EZmamkn7uuedUX7z++eeflYvj5nqHm1Kdz685lf39CwgIwMcff6ykjx07hh49eqje/p5XX31VVdCqraKzNFREUFCQ1HgIDQ2VRqVo0x19Ymh0UkU/A23Hjh3D6NGjVW//MPDz81OVr27dulI6Pz9fSt+5cwdnz55V0r6+vnBzc1NVto2NDfz9/ZWbcXFxcUhNTZX26ePjg0uXLinpQYMG4YcffjA54r9Vq1Ym9+vj46OMIikoKEDfvn2xYcMGdO7c2eg27du3V3VMREQPI8bx5jGOL/Ogn19zGMdXDsbxVYtxPON4IiIiS3h4eKBp06b3uxoPvebNm5vtNCSEkDpPeHt7o3Xr1qr3ERAQgIiICABAXl4eoqKizM7CbImgoCDY25u+HX3kyBGpQ4glsXjTpk3RtGlTZUZX3faiWk2aNMG6dess2iYhIQHR0dHl2l9FDRkyBO7u7spMWH/++ScKCwsNDro5fvw4rl+/rqTHjRun176/cOGCNKPS888/r/oagKurKzp37qy0zY8fPw4hhNSJ7mHn6+ur6njMtYeAym3/63Z2/frrr1GnTh288847qFmzpsEyPT09TbZtdMucP38+nJ2dMWnSJKPX6urXr4/69eubOxyiRx47a9FDryqDflPTW96jPdUsANjb20vT+5vTtGlTXLlyBQBw9epV6T3t5T48PT2lEaXmmJuqVA3dHtrdu3dXvW2LFi2sMmq9Op9fU2rXrm12yl9A//yUlJSoPj+6sw/onh9ruX37NhITE5GQkIDExEQcPXoUf/zxR6XsSw3dRs22bduwZs0avZH2RUVF+P3335V0jx49DDZ6dT8DABZ9R2vWrIm8vDwAlfcZ3E/a0/SaohvkazQaKX3ixAnpNQ8PD4vOc4MGDaT01atXpYbUrFmzEBYWpuzjxo0b6NOnD9q2bYuXXnoJAQEB6NGjh9lRbdpmz56NUaNGKeno6Gh06dIFnTp1woABA+Dv7w8/Pz9pyRQiouqMcbw6jOPLPMjn1xTG8ZWHcXzVYhzPOJ6IiIiqnpq27OXLl5GRkaGkvby8LIqvHnvsMSl99epVq3bWKk973NnZ2aJjaNasmdJZq7Ji8cLCQly/fl1pE0VHR+PXX39FYWFhpezPHBcXFwQGBuL7778HUDbLUnh4OAYOHKiXV3fwiu5SfYD+Z+Dq6mrRZ6Dd7r179y5u3bqlF7s/zKzVHgIqt/3fr18/aQCLEAIfffQRVq5cif79++OFF17As88+q3qmcwAYPXo0lixZonTmKywsxNSpU7Fo0SK8+OKLeP7559GzZ080btxYdZlEVIadtYgsoGYpjZs3b0pptdOEGqI9PWZhYaGUtvSfnm5v7vK4ceOGlLbkn7m1VOfza4qa715JSYneWtLmRgibYmh6VkslJCRg27ZtOHXqFGJjY5GQkCBN7/og0G3UpKWlISIiQlpWBQDCw8Nx+/ZtJW1oTXdA/zuqO8reEtb4DB401rqBoXue//jjjwrdLNQ91z169EBISAimT5+O4uJi5fXY2FjExsbiiy++gK2tLTp06IBevXqhf//+6Nmzp8lZX0aOHImYmBgsXbpUmvb37NmzOHv2LJYsWQIHBwd06dIFvXr1woABA9CtW7cKzWJCRERlGMczjjeGcbxhjOMZx+tiHM84noiIiKpeedqyZ8+eRbNmzcq9T2vHsuU5hvnz56teylFXUVERsrOzVc/eakheXh52796NgwcP4sKFC4iPj0dycvIDt5RbUFCQ0h4CymYb1u2sVVpaKi2R+Oyzzxpsb+p+BsHBwQgODi533dLS0qpVZy1rtYcqu/1vZ2eH7du3o3///lJHrjt37mDLli1Kx70GDRogICAAL7zwAl588UW9TpvaPDw8sH37dgwaNAipqanK6ykpKVi/fj3Wr18PoKzTZK9evdCnTx/069evQn+DRI8KXjUgsjLtEQwVdW9ULlD2j1Sbpf/kXF1dK1wf3TqoXTrFmqrz+a0o7aVtrEH7/FgqKSkJgYGBaNGiBd555x388ssv+N///mfwBo+tra3eOt5VTXckiaH13bVHn7i6uiIwMNBgWZX1Ha0udGc6KC9rnmfA8Ll+/fXXcfLkSbz00ksGb7RoNBpERkZixYoV6N27Nxo0aIA5c+aYvKCxePFi7N+/H/7+/gbfLy4uxvHjx7F06VJ0794d3t7eWLJkCXJzc8t/cEREpEp1jjMZxxvHOF7GON46GMcbxzieiIiIqlJpaen9roKisupSFfFVZXtQjkGj0WDFihVo0qQJAgMDERISgqNHjyIpKclgR622bduq6oxWWbp37y7NGrxjxw69mb72798vdbAxNnjlQfkMHlTWag9VRfu/VatWOHfuHObPn2/0+k9ycjI2b96M8ePHo0GDBnjxxRdx9OhRo/vx9fXF+fPnMXXqVKPLKSYkJOCHH37AiBEjULduXYwcORIXLlwo34ERPSLYWYvIygxNaVle2qNALXnPEGsERnfv3pXSpkaeVpbqfH4ryprnBrD8HNwTHR2NDh06IDQ0VK8BU6tWLXTs2BFDhgzBggUL8OuvvyIpKQkrVqywRpXLrXv37tLohbCwMKnxfPfuXezYsUNJDx8+3OiNvar6jj7qqur7/tRTT+HPP//EP//8g7Vr12Lo0KHw8vIymDcjIwNffPEFOnbsiOjoaKP7CggIQEREBOLj47Fy5UoMGDDA6I3lf/75Bx9++CG6du2qN7qJiIisqzrHmYzjjWMc/y/G8YzjqwLjeCIiIqpKD0K8f09l1eVBaU9UxINwDMXFxRg8eDDeffddvQ41dnZ2aNmyJXr37o0pU6Zg7dq1iIyMRExMzH0ZDKVt7NixyvPs7Gzs3btXel978EqtWrUwfPhwg+U8CJ/Bo6CqzrObmxuWLVuG5ORk7Ny5E9OnT4ePjw9sbGz08paWlmL37t3o2bOnyTZ+vXr1EBwcjJSUFISGhmLixIlo3ry5wbyFhYXYunUrOnfujK1bt5bv4IgeAVwGkcjKPD09pXRsbCzatGlj9XIt7eVujd7a7u7uUvp+jBCtzue3onSPoX79+khOTq7SOhQVFWHw4MFIT09XXmvdujVmzJiBfv36oUWLFgaDwZiYmKqspkHjxo3D+++/D6Bs6thDhw6hV69eAIA///xTakwbG30ClH0Ot27dUtIFBQVwcnKqpFo/unS/7++99x6WL19eaftr0KAB3njjDbzxxhsQQuDSpUs4fPgwDhw4gL///htZWVlK3nszUkRHR5tc+qRZs2aYNWsWZs2aBY1Gg6ioKBw+fBj79u3DgQMHkJ+fr+SNiYnBxIkTsWfPnko7RiKiR111jjMZxxvHOL4M43jG8VWFcTwRERFVpQep03Rl1UU3vnr11VelDjoPA91j2LNnD/r27VuldVi8eDH+/PNPJe3s7Iw33ngDI0aMQMeOHeHi4lKl9VFr7Nix+PDDD5VOQKGhoXj55ZcBlHWY2bZtm5I3MDDQ6KxIup/B2rVr8cYbb1RSrR9dVd3+d3R0xIsvvogXX3wRAJCeno6jR4/iwIEDCA8Px5UrV5S8QgjMmTMHfn5+6N69u9Eya9asiWHDhmHYsGEAytpR99pYe/bswY0bN5S8RUVFmDBhArp27Wq0YxfRo4wzaxFZWf369aW09sXuinB0dESdOnWUdEJCgt4IeVNMjQ5Vq27dulI6ISFB9baZmZlITExEYmIirl27Vu46VOfzW1FOTk7w8PBQ0rdv37Z6L31zfv31V2kd7B49eiAqKgrTp09Hy5YtDd7gAR6MURZjx46VLshrL6Gi3bht3bo1nnnmGaPlVNZ3lGT38zzb2Nigffv2mDJlCkJDQ5GSkoKNGzdKN8JjYmJw+PBh1WXeW0Zo1qxZ2LlzJ1JTU7Fq1So4OjoqecLDwy363SUiIstU5ziTcbxxjOPLMI5nHF9VGMcTERGRNRhaks6QqKioyq0I7n9dqkMce7+PoaCgACtXrlTSzs7OOHToEFatWgU/Pz+THbXud5vo8ccfVwarAGVLIRYVFQEA/vrrL2lwgqnBK/f7M3hU3O/2v5eXFwYPHozVq1fj8uXLOHfunNROFkLgu+++s6jMhg0b4tVXX8V3332H69ev49ChQ/Dx8VHez8/Px8aNG612DETVCTtrEVlZt27dpLSlAfjRo0cRERGBiIgIXLp0SXrPz89Pea7RaHDw4EHV5VqS15jOnTtL6VOnTqnedsSIEWjWrBmaNWuGgICActehOp9fa9A+P4WFhRaNdM/NzVXOTUREBJKSkize//79+6X0p59+qmrEyfXr1y3el7XpNmruLaFy584d/PXXX8rr48ePN1lORb6jJSUl0mcQHx+vettHTUV/C+Li4qRzrd0gunDhAr755hvlYW72EScnJ4wZMwZff/219Pr58+eV58eOHVPKW7Nmjdn6ubq6YubMmcosEdp1IyKiylGd40zG8cYxji/DOJ5xfFVhHE9ERETlpb2cu9qOJH/88YfV66HdKVttXe7cuWNRh3BLtG/fXlrq29L46p9//pHiK0sGv1hLRWPEM2fOKPU/d+6cxfs/efKkNCPv6NGj0bVrV7PbFRUVSbPz3i9BQUHK86ysLGUpRO3BK23atDE5W1JFP4Po6GjlMzh+/LhF2z5qKqv9X1xcLLWHTp8+bba8p556Crt375Y6kGm3hzIzM6UyL1++bLbMnj17YteuXdKgKu0yiehf7KxFZGW6NzDCwsJUb3vq1Ck8++yzCAgIQEBAgN46vr1795bSP/74o6pyo6OjLbohY4yvr690wX7Xrl2qAvfU1FQcOnRISesGfZaozufXGipyftasWaOcm4CAAMTGxlq8f93pWv/zn/+o2m7Hjh0W76syaDdqUlNTcfjwYYSFhSkjUezs7KQ14A2pyGcQFhYmfQYRERGqt33U1K9fH23btlXS586ds+hm4aBBg5TzrDsbQ1RUFGbMmKE8Tp48qarMLl26SOmCggLl+YEDB5Typk2bJs1cUd4yiYjIuqpznMk43jDG8f9iHM84vqowjiciIqLy8vLyUp5fu3YNKSkpJvPv2LFDdTxQ3noAULWPxYsXV1o8YG9vL82Mk56ejiNHjqje/vXXX1fiq759+xqdVbcy+fv7S/vdvn276m2TkpLg5+enHMOqVass3n9520O7du2q8lmRDRk6dCjc3NyUdGhoKHJzc6VlHc0NXuncuTNq1aqlpMPDw1V33CsoKIC/v7/yGbz33nsWHsGjpbLa//b29nj77beV9svq1atVlVmrVi20adNGSWv/VuXl5UltrE2bNqkqs2nTpnjssccMlklE/2JnLSIr69atGzp27KikDx48iKNHj5rdrrS0FO+++66StrW1xejRo6U8Y8eOldaT/v3333HixAmT5Wo0GsycOVNl7U2rUaOGVKfs7Gy9EaiGLF++XJoKdvDgweWuQ3U+v9YQFBQEZ2dnJf3NN9/g9u3bZrdLSkrC559/rqS9vb3Rs2dPi/fv5OQkpc01mIGyoH/nzp0W76syGGrUaI8+6du3Lxo2bGiyjMGDB0tTBm/evFnVBf3c3Fx88MEHStrV1RVDhgyxpPqPnDfffFN5rtFosGTJElXbfffdd9KMHGPGjJHe1755BJT9FqihO6rE29u7UsskIiLrqs5xJuN4fYzjZYzjGcdXJcbxREREVB4dOnRQnpeWlmLZsmVG8164cAFTpkyplHo0b95cmsnq4sWL2LZtm9H8W7duVdX+qgjt+Aoo6xymRnh4OPbs2aOkhw0bpmqGXWtr0KABBg0apKTj4uLw888/q9r23XffRUlJiZLWjRHVKE97KCsrS2821fvFxcUFgYGBSvqPP/5AaGgo8vPzAagbvGJvb4+JEycq6ZycHGlpSFMWL16MzMxMJV2ez+BRUlntfxsbG7Ru3VpJ7927V5oxzpiSkhJpdmjttkvDhg2ltvb27dtVdVDMyMiQZh1ke4jIMHbWIqoE2hdqhRAYPXo0EhISjOYvLi7GhAkTpNEOI0eOlHoyA4CnpyfeeustqexXXnlFbxmQe0pKSjBlyhQcOHCgvIei55133pGm+f3oo49MjtL4/fffpd7bdevWNXiTRzcY1g7sdFXn81tR9erVw+TJk5V0amoqRowYYbLXenJyMl566SUpcHr//fdhb29v8f51R5yYajADwMaNGzFs2DC94M5UsKf9Xbl9+zaEEBbX0xgXFxcMHz5cSf/yyy/S0jim1nTXrt+cOXOUdEFBAV555RVkZGQY3SYnJwevvPIKrly5orw2c+ZMeHp6WnoIVcKSv9fKNGnSJDRo0EBJ//DDD1i3bp3Jbf744w/pxqynp6fejdpOnTpJ5a5btw7h4eEmy01LS5Ma546OjujTp4+S7t27t9QAW758OSIjI02WGR8fj88++0xJ16tXT2+EPhERWVd1jjMZx/+Lcbw+xvGM46sS43giIiIqj6FDh0rp1atXY8KECTh37hzu3r2LrKwsREVFYd68eejRoweSkpLg7u4uDewwxpI4yd7eHgMHDpReGzVqFD755BPEx8ejqKgIKSkpiIiIwGuvvYZRo0ahpKTE7OCBihg4cKDUmW3fvn1S+8uQ48ePY/To0Upc7uDggIULF1ZaHc1ZsGCBNGvq9OnTcfbsWaP5hRBYuHChNEijR48eeOGFFyzet257aP369SaXN4yNjUWfPn302pxq20OA9WPxcePGKc+zsrIwb948Jd2/f38pTjZm9uzZqFGjhpJevHixtLS8ISEhIVLs27x5c7Mdw+4n7esi96s9VJnt/5deekkqd8aMGSa/l0IIvP/++0hLS1Nee/nll5XndnZ26Nevn5KOjo7GokWLTB5fSUkJZs6cidLSUoNlEpEWQfSQ+eijjwQA5fHRRx9V2b4SEhJUbztp0iRpWzc3N/Hxxx+LqKgokZOTIwoKCsTVq1fFt99+K1q3bi3lrV+/vkhNTTVYbmFhoXj66ael/E5OTmLKlCli9+7dIjo6Wvzvf/8T69evFx07dlTyaD83diy6x/vXX38ZrMMnn3wi5XNwcBDvvvuuiIyMFLm5ueLu3bvi7NmzYtq0acLW1lbK+9///tdgmUuWLJHy9e3bV5w5c0YkJCSIpKSkanF+LeXv76+U5+3trXq7u3fviieffFKqT4sWLcS3334rrl69KvLz80VOTo6IjIwUixYtEp6enlLe3r17C41GU646Xbp0SdjZ2emVd+DAAZGZmSnu3Lkjzp8/L7788kvpPLdq1UraZsyYMaKgoEAkJyfr7eP555+X8s6dO1dcvHhRxMfHi9u3b0t5tfN169ZN1fk7cuSItN29h5eXlygqKlJVRmlpqejbt6+0fb169cSKFStETEyMyMvLE3fv3hUxMTFixYoVolGjRlLe9u3bi/z8fFX7MichIUH1b+aGDRukvCEhIQbz6Z6jpk2biv3794urV6+K+Ph4KW95f0fV/h5FRETofeeGDh0q/vrrL5GWliaKiopEamqq2L17txg+fLiwsbGR8v70008Gy/3yyy+lfPb29mL8+PEiPDxcpKSkiKKiIpGWliZOnTol5s6dK7y8vPS+l7reeustKY+Li4uYOXOmOHTokEhPTxdFRUUiOTlZHDlyREydOlW4urpK+desWaPq3BERPagYxzOOf1jPr6UYxzOOtwbG8YzjiYiIHiZV0d4rLCwUnTp1MhjzGXrY2dmJ0NBQUa9ePbP1Ki0tFY6Ojko+Z2dn8eOPP4orV66IuLg4vXgyLi5OeHh4qK6Ll5eX2LFjh/TawYMHDZZ/f7MAAAuUSURBVNZFO8+4ceNUn5+YmBhRq1YtafvnnntO/P777yI5OVkUFRWJzMxMcfDgQTFp0iRhb28v5V2yZInqfZmiG5saO05Dli5dqteme/vtt8WJEyfEnTt3RGFhobh+/brYtGmT6Ny5s5S3Zs2aIiYmptx18vPzk/I0bNhQrF27ViQmJor8/HwRHx8vwsLCRGBgoPJdsbe3F82aNVO28fT0FDdv3hRZWVkiNzdXKv+nn36Syn/66afFsWPHRHx8vLh+/bqUd9y4cVJeY8elq2XLlga/f2FhYeo+ACHEpk2bpG1tbW3FhAkTREREhMjIyFBi37CwMNG7d2+9vzlLPm9zLGlbq21DtmjRQslnY2MjVqxYIWJjY8XVq1elz8yS9pg23e1GjBhhMF9ltf9v3rwpXFxc9L5rGzZsEHFxcSIvL0/k5eWJy5cvi3Xr1okuXbpIeb29vcXdu3elMs+cOaPXHgsICBBbt24V165dE/n5+SI7O1tcvHhRrFy5UrRr107K6+vra/RaBdGjjp216KHzsNzkKSgoEEOGDFEdrN971KlTR0RFRZks++bNm3r/7Ew92rdvL44fP272WNReVC0tLRVjxoyx+NimT59u9JgOHDhgdDtDDZKH8fxaqrw3eYQQIjEx0aJjuPfo1KmTuHPnToXqNGfOHIv22a5dO5GcnGywIWFoHx9++KHRsjZs2CDl1X5P7U0eIQw3ambNmqV6eyGEyMzMFD169LD4M2jWrJle46wiKuMmT1ZWll7D39hnVtk3eYQoa+hqX0xR+zB1AaKkpEQEBARYXCYA0bNnT1FQUKBXZk5OjvDx8SlXma+++iobNET00GMczzj+YT2/lmIczzjeGhjHG38wjiciInrwVFV77/r166JDhw5m/wfXrl1b6aCiprOWEEL07NnTaHmGYqH9+/frdfw29PDx8RGXLl0SMTEx0uvW7qwlhBB///23cHNzszhmmTx5skX7MaUinbU0Go2YNm2axfV3cXERe/furVCdzpw5o9fJxdTDwcFBhIaG6nUwM7aPuLg4vUFR9x7+/v5S3vJ21tIdTAVA1K1bV/XglXs+/fRTvc455h52dnbixx9/tGg/5lRGZ62xY8caPQbtz6yyO2sJUXnt/x9++MHiMoGyDo+nTp0yWOYHH3xQrjLr16+vNzCIiP7FZRDpoTNr1iwkJCQoj1mzZt3vKhnk5OSE3377DYsWLVK9xvdzzz2H06dPS9PVGtKwYUMcPnxYb9pfQwYMGIBDhw5ZdRkGW1tb/Pjjj1i4cKE0ZagxLi4u+PLLL6VlVHQFBATAz89PdR2q8/m1Bm9vbxw/fhwjRoxQld/W1hZvvvkmDh8+DHd3d6P5IiIiIMo6+iIxMdFgnk8//RTTp083u087OzvMnj0bp0+fRv369VWvYz59+nSTdbQG7SmD71GzdIo2T09P7N+/H9OmTYOdnZ2qbYYNG4ZTp07h8ccft2hfVc3NzU3VZ1xVXnvtNezbt09aj92UunXr4pdffpGWO9FlZ2eHHTt2SMvpqBEUFIRdu3bpTWsNAK6urjh48CD8/f1Vl2dra4u5c+di48aNsLGxsaguREQPGsbx9z/OZBz/L8bx+hjHl2EcX3UYxxMREVUfVdXee/zxx3H69Gl888038Pf3l/5329jYoF27dvjggw8QExODIUOGWFT2ggULLMrfq1cvXLp0CQsXLsQTTzwhLeHn6OiI7t27Y+3atYiMjES7du0sKru8evfujWPHjqFz586q8teqVQurV6/Gd999V8k1U8fGxgbffPMNQkJC4OHhoWqbjh074vjx4yaXPwwKClLaQ0IIPPfcc3p5OnXqhO3bt6tqI/r6+uLcuXMYNmwYRowYAQcHB7PbtGjRQnU7r7zGjh0rfQ+BsphbTf20zZs3D7/99pvqpTubN2+OvXv3GmyPPWjmzJlj8fmoLJXV/p8wYQI2bNig+poLALRu3RqHDx82unz74sWL8cknn6huIwNAt27dcOzYMTRr1kz1NkSPnPvYUYzokXHjxg2xYMEC8cQTT0g9521tbUWrVq3EpEmTRERERLnKjoiIEOPHjxctW7YULi4uwsPDQ7Rv3168+eab4siRI1Y+En2xsbHi7bffFi1atJB62js4OIiuXbuKxYsXG1wCw5C0tDQxZcoU0aRJE+Hg4CCcnZ1F06ZNxRdffGFyu+p8fq3h5MmTYvLkyXpLdDg5OYmnn35avPfee+LKlStW3+/+/fvFyy+/LC0BYWtrK9q0aSPefvttcfnyZSl/UVGRmDhxonBwcFDyBwQEGCw7KipKDB48WHh5eQk7OztRs2ZN4ePjI/bv32+Vut+8eVN89NFHymPFihUVKi8mJkbMnDlT7+/E3t5etG/fXrz11lvi3LlzVqm7rrS0NDFu3DjlsW3bNquUW1JSIpYvXy7at28vnJ2dhYODg6hXr54YOXKkVcovj+LiYvHDDz+Ifv36iRo1akjfdy8vLzFgwADx7bff6k1Bbc6JEyfE5MmThY+Pj97oJzs7O/Hkk0+K6dOnm53tQ9vevXvFa6+9ZnD2B0dHR9GlSxcxd+5cERcXZ+lpICIiK6rOcSbj+Acf43jLMY43j3E843giIqLq5vbt2+LmzZtWWY46LCxMPPPMM6JWrVrCzs5OeHh4iG7duhldjl1baWmpSE1NFbdu3RLFxcUVrktFaDQaERoaKoYOHSrc3d2lmMXd3V0EBASIL7/8UmRkZNzXepqSkZEhli5dKjp37qy3ZKO3t7cYPXq0+PPPP0VpaalV93vz5k0xe/Zs4e3tLe2zTp06YujQoWL79u16+9RdbrN27doiMjJSr+y8vDwxb94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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(24, 12), constrained_layout=True)\n", + "spec = fig.add_gridspec(nrows=2, ncols=3, width_ratios=[1,1.3, 1.4])\n", + "\n", + "freq_thres = 0.01\n", + "\n", + "# A. In sample relative fitness\n", + "ax_relative_fitness_in_val = fig.add_subplot(spec[0, 0])\n", + "\n", + "x = np.log(np.array(posterior_regression.samples[\"ga\"]))\n", + "y = np.log(np.array(posterior.samples[\"ga\"]))\n", + "\n", + "ax_relative_fitness_in_val.scatter(x, y,\n", + " ec=\"k\",\n", + " s = 140,\n", + " color=[color_map[v] for v in posterior.data.var_names[:-1]])\n", + "\n", + "# Add dashed y=x line\n", + "add_y_equals_x(ax_relative_fitness_in_val, zorder=-1)\n", + "add_regression(ax_relative_fitness_in_val, x, y, show_prediction=False)\n", + "ax_relative_fitness_in_val.set_ylabel(\"Estimate relative fitness\")\n", + "ax_relative_fitness_in_val.set_xlabel(\"Predicted relative fitness\")\n", + "\n", + "# B. Out of sample validation\n", + "ax_relative_fitness_out_val = fig.add_subplot(spec[1, 0])\n", + "\n", + "x = out_of_sample_results[\"predicted_fitness_mean\"].values\n", + "y = out_of_sample_results[\"fitness_test\"].values\n", + "\n", + "ax_relative_fitness_out_val.scatter(x, y,\n", + " ec=\"k\",\n", + " s = 140,\n", + " color=[color_map_by_clade[v] for v in out_of_sample_results.variant.values]\n", + ")\n", + "\n", + "# Add dashed y=x line\n", + "#add_y_equals_x(ax, zorder=-1)\n", + "add_regression(ax_relative_fitness_out_val, x, y, show_prediction=True)\n", + "\n", + "ax_relative_fitness_out_val.set_xlabel(\"Predicted relative fitness\")\n", + "ax_relative_fitness_out_val.set_ylabel(\"Future relative fitness\")\n", + "\n", + "# C. Out of sample preductions (unseen variants)\n", + "ax_relative_fitness_out_of_sample = fig.add_subplot(spec[:,1])\n", + "\n", + "# Take top 25 overall of unseen variants\n", + "_results_df = results_df[~results_df.variant.isin(posterior.data.var_names)]\n", + "#_results_df = _results_df[_results_df.variant.isin(posterior_test.data.var_names)]\n", + "_results_df = _results_df.sort_values(by=\"predicted_fitness_mean\").tail(25).reset_index(drop=True)\n", + "\n", + "plot_relative_fitness_prediction_results(\n", + " ax=ax_relative_fitness_out_of_sample,\n", + " results_df=_results_df,\n", + " outcome_column=\"predicted_fitness_mean\",\n", + " color_column=\"variant\",\n", + " color_map=color_map_by_clade,\n", + " reorder=False\n", + ")\n", + "ax_relative_fitness_out_of_sample.set_xlabel(\"Predicted relative fitness\")\n", + "#ax_relative_fitness_out_of_sample.set_title(\"Out-of-sample predictions\")\n", + "\n", + "# D. Test set relative fitness\n", + "ax_relative_fitness_test = fig.add_subplot(spec[:, 2])\n", + "plot_relative_fitness_vertical(ax_relative_fitness_test, posterior_test, color_map_by_clade, thres=0.02, add_clades=False)\n", + "ax_relative_fitness_test.set_xlabel(\"Future relative fitness\")\n", + "\n", + "# Adding panel labels\n", + "axes = [ax_relative_fitness_in_val, ax_relative_fitness_out_val, ax_relative_fitness_out_of_sample, ax_relative_fitness_test]\n", + "ax_labels = [letter for letter in string.ascii_uppercase]\n", + "for ax, ax_label in zip(axes, ax_labels):\n", + " ax.text(-0.1, 1.1, ax_label + \".\", transform=ax.transAxes, size=36, weight='bold')" + ] + }, + { + "cell_type": "code", + "execution_count": 384, + "id": "99a482d5", + "metadata": {}, "outputs": [], "source": [ - "# TODO: Get a test set :-)" + "fig.savefig(\"../manuscript/figures/predicting-fitness-with-innovations.png\")" ] } ], From efc0eb7bbf5d6fe1a956872f2ce4dc6da3b553ed Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Mon, 16 Dec 2024 17:14:49 -0800 Subject: [PATCH 47/53] First pass at instructions --- README.md | 54 ++++++++++++++++++++++++++++++++++++++++++------------ 1 file changed, 42 insertions(+), 12 deletions(-) diff --git a/README.md b/README.md index 28cf367d1..9a8627913 100644 --- a/README.md +++ b/README.md @@ -1,24 +1,54 @@ # Analysis of SARS-CoV-2 antigenic drift and evolutionary fitness -## Sequence counts and MLR analyis +## Provision metadata locally -### Provisioning data locally +Windowed analyses require access to SARS-CoV-2 metadata. +This can be acquired via -Provision data locally by cloning https://github.com/nextstrain/forecasts-ncov/ and then running +```bash +aws s3 cp s3://nextstrain-ncov-private/metadata.tsv.gz data/gisaid/gisaid_metadata.tsv.gz +zstd -c -d data/gisaid/giasaid_metadata.tsv.gz \ + | tsv-select -H -f strain,date,date_submitted,country,clade_nextstrain,Nextclade_pango,QC_overall_status \ + | zstd -c > data/gisaid/giasaid_metadata.tsv.gz ``` -nextstrain build . -j 1 --configfile config/config.yaml --config data_provenances=gisaid variant_classification=pango_lineages geo_resolutions=global -``` -This will create `forecasts-ncov/data/gisaid/pango_lineages/global.tsv.gz` locally. -Go to the `ncov-escape` directory and run +Non-windowed analyses will provision sequence counts from [forecasts-ncov](https://github.com/nextstrain/forecasts-ncov). + + +## Workflow + +Once metadata is provision locally, run the workflow with + ``` -mkdir -p data/gisaid/pango_lineages/ +nextstrain build . all ``` -Copy the `global.tsv.gz` file from `forecasts-ncov` to `ncov-escape` in the corresponding directory. -### Sequence counts +This will generate sequence count files for all analyses specificied in `./config/config.yaml`. +Under `analysis_period` in the config file, you can specify an analysis name as well as minimum and maximum dates for the analysis, the pivot variant of interest, lineages to forcibly include, and predictors to use for the regression-prior model e.g. -Construct collapsed Pango sequence counts for analysis period and Pango relationships with ``` -nextstrain build . -j 1 data/gisaid/pango_lineages/global/xbb15/pango_variant_relationships.tsv +analysis_period: + xbb15: + min_date: "2023-01-01" + max_date: "2023-12-01" + pivot: "XBB.1.5" + force_include: "defaults/xbb15/force_include_lineages.txt" + predictor_names: + - "spike pseudovirus DMS human sera escape relative to XBB.1.5" + - "spike pseudovirus DMS ACE2 binding relative to XBB.1.5" + - "RBD yeast-display DMS ACE2 affinity relative to XBB.1.5" + - "RBD yeast-display DMS RBD expression relative to XBB.1.5" + - "RBD yeast-display DMS escape relative to XBB.1.5" ``` + +It will then produce sequence count files for windowed analyses, non-windowed analyses, collapsing lineages into their parents based on count thresholds specified in `./config/config.yaml`. + +This will also generate variant relationship files, so that the innovation model can be fit. + +The sequence count files and variant relationships will then be used to estimate relative fitness using the uninformed (normal-prior) innovation model. + +If predictor names are provided, they will be also be used to fit the regression prior innovation model. + +For each analysis, this will produce `results/{analysis_period}/growth_advantage.tsv` and `results/{analysis_periods}/growth_advantage_delta.tsv` for each analysis period. + +The model posteriors will also be saved under `results/{analysis_period}/posteriors/data_{location}.pkl` and `results/{analysis_period}/posteriors/samples_{location}.pkl`. From 297b9b5c6417cc18e37d328fe1617fbe7a10deef Mon Sep 17 00:00:00 2001 From: Trevor Bedford Date: Thu, 19 Dec 2024 12:38:45 -0800 Subject: [PATCH 48/53] Include brief installation instructions --- README.md | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/README.md b/README.md index 9a8627913..08208de8b 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,10 @@ # Analysis of SARS-CoV-2 antigenic drift and evolutionary fitness +## Installation + +All dependencies can be met by running through the Nextstrain runtime. +See [docs.nextstrain.org](https://docs.nextstrain.org/en/latest/install.html) for installation instructions. + ## Provision metadata locally Windowed analyses require access to SARS-CoV-2 metadata. From bdc866ab28a12f39e0ec0d712ef92115f94f6e77 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Thu, 19 Dec 2024 13:06:34 -0800 Subject: [PATCH 49/53] Switching to `lineage` -> `clade` to be compatiable with SARS-CoV-2-spike-predictors-phenos main branch --- scripts/provision-phenotypes.py | 4 ++-- scripts/run-innovation-model.py | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/scripts/provision-phenotypes.py b/scripts/provision-phenotypes.py index 17370c9c1..fcf769df5 100644 --- a/scripts/provision-phenotypes.py +++ b/scripts/provision-phenotypes.py @@ -8,8 +8,8 @@ DEFAULT_FILES_TO_DOWNLOAD = { "mutation_phenotypes.csv": "results/mutation_phenotypes.csv", "mutation_phenotypes_randomized.csv": "results/mutation_phenotypes_randomized.csv", - "lineage_phenotypes.csv": "results/lineage_phenotypes.csv", - "lineage_phenotypes_randomized.csv": "results/lineage_phenotypes_randomized.csv", + "lineage_phenotypes.csv": "results/clade_phenotypes.csv", + "lineage_phenotypes_randomized.csv": "results/clade_phenotypes_randomized.csv", } def download_file(url, local_path): diff --git a/scripts/run-innovation-model.py b/scripts/run-innovation-model.py index c532dcebc..c3176a22e 100644 --- a/scripts/run-innovation-model.py +++ b/scripts/run-innovation-model.py @@ -94,7 +94,7 @@ def get_growth_advantage(posterior, pivot): def prep_predictors(predictors, variant_freqs, predictor_names): # Index by variant name - predictors = predictors.rename(columns={"lineage": "variant"}).set_index("variant") + predictors = predictors.rename(columns={"clade": "variant"}).set_index("variant") # Check all predictors are present missing_columns = [n for n in predictor_names if n not in predictors.columns] From 944a62490efc8765195d533309e8cc3300127f95 Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Thu, 19 Dec 2024 13:19:38 -0800 Subject: [PATCH 50/53] Removing windowed analysis for now --- config/config.yaml | 11 ----------- 1 file changed, 11 deletions(-) diff --git a/config/config.yaml b/config/config.yaml index 0aa2cf896..c48a2c93a 100644 --- a/config/config.yaml +++ b/config/config.yaml @@ -21,10 +21,6 @@ prepare_data: # In case we want to run models for various different pandemic periods analysis_period: - # ba2: - # included_days: 150 - # date_max: "2022-" - # pivot: "BA.2" ba2: min_date: "2021-11-01" max_date: "2022-11-01" @@ -45,13 +41,6 @@ analysis_period: max_date: "2024-6-30" pivot: "XBB.1.5" force_include: "defaults/xbb15/force_include_lineages.txt" - xbb15_windowed: - windowed: true - obs_date_min: "2023-01-01" - obs_date_max: "2023-12-01" - interval: "2M" - pivot: "XBB.1.5" - num_days_context: 90 jn1: min_date: "2024-01-01" max_date: "2024-10-01" From f4d524dda338ea4741710847995741776ca7d3af Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Thu, 19 Dec 2024 13:41:48 -0800 Subject: [PATCH 51/53] Fixing provisioning and prep for `gisaid_metadata.tsv.gz` --- README.md | 6 +++--- workflow/snakemake_rules/run_models_over_period.smk | 4 +--- 2 files changed, 4 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index 08208de8b..63ced4eb2 100644 --- a/README.md +++ b/README.md @@ -11,10 +11,10 @@ Windowed analyses require access to SARS-CoV-2 metadata. This can be acquired via ```bash -aws s3 cp s3://nextstrain-ncov-private/metadata.tsv.gz data/gisaid/gisaid_metadata.tsv.gz -zstd -c -d data/gisaid/giasaid_metadata.tsv.gz \ +aws s3 cp s3://nextstrain-ncov-private/metadata.tsv.gz data/gisaid_metadata.tsv.gz +zstd -c -d data/gisaid_metadata.tsv.gz \ | tsv-select -H -f strain,date,date_submitted,country,clade_nextstrain,Nextclade_pango,QC_overall_status \ - | zstd -c > data/gisaid/giasaid_metadata.tsv.gz + | gzip -c > data/gisaid_metadata_filtered.tsv.gz ``` Non-windowed analyses will provision sequence counts from [forecasts-ncov](https://github.com/nextstrain/forecasts-ncov). diff --git a/workflow/snakemake_rules/run_models_over_period.smk b/workflow/snakemake_rules/run_models_over_period.smk index fba29e36d..c00039aa8 100644 --- a/workflow/snakemake_rules/run_models_over_period.smk +++ b/workflow/snakemake_rules/run_models_over_period.smk @@ -1,9 +1,7 @@ #TODO: Run collapsing logic on this rule process_metadata: input: - metadata = lambda wildcards: "data/{data_provenance}_metadata.tsv.gz".format( - data_provenance=get_analysis_config(wildcards).get("data_provenance", "gisaid") - ) + metadata = lambda wildcards: "data/gisaid_metadata_filtered.tsv.gz" output: sequence_counts_by_submission = "data/{analysis_period}/sequence_counts_by_submission.tsv" params: From a61b301f10ebd8701aa967ee3a0547649d0b3e6e Mon Sep 17 00:00:00 2001 From: marlinfiggins Date: Thu, 19 Dec 2024 13:43:08 -0800 Subject: [PATCH 52/53] Adding windowed analysis back --- config/config.yaml | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/config/config.yaml b/config/config.yaml index c48a2c93a..f785ca582 100644 --- a/config/config.yaml +++ b/config/config.yaml @@ -45,3 +45,10 @@ analysis_period: min_date: "2024-01-01" max_date: "2024-10-01" pivot: "JN.1" + xbb15_windowed: + windowed: true + obs_date_min: "2023-01-01" + obs_date_max: "2023-12-01" + interval: "2M" + pivot: "XBB.1.5" + num_days_context: 90 From 09b7ac6d38e4b6324fe118cbb781a943d05b06fb Mon Sep 17 00:00:00 2001 From: Trevor Bedford Date: Mon, 23 Dec 2024 16:02:27 -0800 Subject: [PATCH 53/53] Small updates to the readme --- README.md | 15 ++++++++++----- 1 file changed, 10 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index 63ced4eb2..d0b6c1d86 100644 --- a/README.md +++ b/README.md @@ -46,14 +46,19 @@ analysis_period: - "RBD yeast-display DMS escape relative to XBB.1.5" ``` -It will then produce sequence count files for windowed analyses, non-windowed analyses, collapsing lineages into their parents based on count thresholds specified in `./config/config.yaml`. +### Sequence counts and variant relationships -This will also generate variant relationship files, so that the innovation model can be fit. +It produces sequence count files for windowed analyses, non-windowed analyses, collapsing lineages into their parents based on count thresholds specified in `./config/config.yaml`, as well as generating variant relationship files, so that the innovation model can be fit. -The sequence count files and variant relationships will then be used to estimate relative fitness using the uninformed (normal-prior) innovation model. +Collapsed sequence counts follow the form `data/{analysis_period}/collapsed_seq_counts.tsv` and variant relationships follow the form `data/{analysis_period}/pango_variant_relationships.tsv`. -If predictor names are provided, they will be also be used to fit the regression prior innovation model. +### MLR innovation model -For each analysis, this will produce `results/{analysis_period}/growth_advantage.tsv` and `results/{analysis_periods}/growth_advantage_delta.tsv` for each analysis period. +The collapsed sequence count files and variant relationships are used to estimate relative fitness using the uninformed (normal-prior) innovation model. + +For each analysis period, this produces `results/{analysis_period}/growth_advantage.tsv` and `results/{analysis_periods}/growth_advantage_delta.tsv`. The model posteriors will also be saved under `results/{analysis_period}/posteriors/data_{location}.pkl` and `results/{analysis_period}/posteriors/samples_{location}.pkl`. + +If predictor names are provided, they are used to fit the regression prior innovation model. +These predictor-informed results are stored under `results/{analysis_period}/informed/growth_advantages.tsv` and `results/{analysis_period}/informed/growth_advantages.tsv`.