From 68f35e6e12530dfacd777b9061adaf2c6e903fdc Mon Sep 17 00:00:00 2001 From: Andy Sotheran Date: Tue, 23 Apr 2019 20:27:17 +0100 Subject: [PATCH] additions --- document.aux | 201 +++++++++++-------- document.bbl | 461 +++++++++++++++++++++++++++++++++++++++----- document.bcf | 78 +++++--- document.blg | 36 ++-- document.log | 437 ++++++++++++++++++++++------------------- document.out | 90 +++++---- document.pdf | Bin 522816 -> 582267 bytes document.synctex.gz | Bin 141586 -> 196123 bytes document.tex | 230 ++++++++++++++++++---- document.toc | 104 +++++----- report.bib | 139 +++++++++++-- 11 files changed, 1240 insertions(+), 536 deletions(-) diff --git a/document.aux b/document.aux index 151da2f..973abbe 100644 --- a/document.aux +++ b/document.aux @@ -39,131 +39,154 @@ \newlabel{statement}{{}{8}{Problem Statement}{section*.7}{}} \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Stakeholders}{8}{section*.8}} \newlabel{stakeholders}{{}{8}{Stakeholders}{section*.8}{}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Project Constraints}{8}{section*.9}} -\newlabel{constraints}{{}{8}{Project Constraints}{section*.9}{}} \abx@aux@cite{2} \abx@aux@segm{0}{0}{2} -\abx@aux@segm{0}{0}{1} \abx@aux@cite{3} \abx@aux@segm{0}{0}{3} \abx@aux@cite{4} \abx@aux@segm{0}{0}{4} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{Literature Review}{9}{section*.10}} -\newlabel{literature}{{}{9}{Literature Review}{section*.10}{}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Existing Tools}{9}{section*.11}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Related research}{9}{section*.12}} +\abx@aux@segm{0}{0}{1} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Project Motivation}{9}{section*.9}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Technical Specification}{10}{section*.10}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Project Constraints}{11}{section*.11}} +\newlabel{constraints}{{}{11}{Project Constraints}{section*.11}{}} +\abx@aux@segm{0}{0}{3} +\abx@aux@segm{0}{0}{1} \abx@aux@cite{5} \abx@aux@segm{0}{0}{5} \abx@aux@cite{6} \abx@aux@segm{0}{0}{6} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Data Collection}{10}{section*.13}} -\newlabel{tweet_collection}{{}{10}{Data Collection}{section*.13}{}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Twitter and Twitter API}{10}{section*.14}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{Literature Review}{12}{section*.12}} +\newlabel{literature}{{}{12}{Literature Review}{section*.12}{}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Existing Tools}{12}{section*.13}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Related research}{12}{section*.14}} \abx@aux@cite{7} \abx@aux@segm{0}{0}{7} -\abx@aux@segm{0}{0}{6} -\abx@aux@segm{0}{0}{1} -\abx@aux@segm{0}{0}{2} -\abx@aux@segm{0}{0}{4} \abx@aux@cite{8} \abx@aux@segm{0}{0}{8} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Data Collection}{13}{section*.15}} +\newlabel{tweet_collection}{{}{13}{Data Collection}{section*.15}{}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Twitter and Twitter API}{13}{section*.16}} \abx@aux@cite{9} \abx@aux@segm{0}{0}{9} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Tweepy Python Package}{11}{section*.15}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Sentiment Analysis}{11}{section*.16}} -\newlabel{sentiment}{{}{11}{Sentiment Analysis}{section*.16}{}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Natural Language Processing}{11}{section*.17}} -\newlabel{algorithms}{{}{11}{Natural Language Processing}{section*.17}{}} +\abx@aux@segm{0}{0}{7} +\abx@aux@segm{0}{0}{1} +\abx@aux@segm{0}{0}{3} +\abx@aux@segm{0}{0}{6} \abx@aux@cite{10} \abx@aux@segm{0}{0}{10} -\abx@aux@segm{0}{0}{10} -\abx@aux@segm{0}{0}{10} \abx@aux@cite{11} \abx@aux@segm{0}{0}{11} -\abx@aux@segm{0}{0}{10} -\abx@aux@segm{0}{0}{10} -\abx@aux@segm{0}{0}{10} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Tweepy Python Package}{14}{section*.17}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Sentiment Analysis}{14}{section*.18}} +\newlabel{sentiment}{{}{14}{Sentiment Analysis}{section*.18}{}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Natural Language Processing}{14}{section*.19}} +\newlabel{algorithms}{{}{14}{Natural Language Processing}{section*.19}{}} \abx@aux@cite{12} \abx@aux@segm{0}{0}{12} +\abx@aux@segm{0}{0}{12} +\abx@aux@segm{0}{0}{12} \abx@aux@cite{13} \abx@aux@segm{0}{0}{13} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Valence Aware Dictionary and sEntiment Reasoning}{12}{section*.18}} -\newlabel{Vader}{{}{12}{Valence Aware Dictionary and sEntiment Reasoning}{section*.18}{}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Neural Networks}{12}{section*.19}} -\newlabel{networks}{{}{12}{Neural Networks}{section*.19}{}} +\abx@aux@segm{0}{0}{12} +\abx@aux@segm{0}{0}{12} +\abx@aux@segm{0}{0}{12} \abx@aux@cite{14} \abx@aux@segm{0}{0}{14} -\abx@aux@segm{0}{0}{13} \abx@aux@cite{15} \abx@aux@segm{0}{0}{15} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Valence Aware Dictionary and sEntiment Reasoning}{15}{section*.20}} +\newlabel{Vader}{{}{15}{Valence Aware Dictionary and sEntiment Reasoning}{section*.20}{}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Neural Networks}{15}{section*.21}} +\newlabel{networks}{{}{15}{Neural Networks}{section*.21}{}} \abx@aux@cite{16} \abx@aux@segm{0}{0}{16} +\abx@aux@segm{0}{0}{15} \abx@aux@cite{17} \abx@aux@segm{0}{0}{17} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Recurrent Neural Network (RNN)}{13}{section*.20}} -\newlabel{types}{{}{13}{Recurrent Neural Network (RNN)}{section*.20}{}} \abx@aux@cite{18} \abx@aux@segm{0}{0}{18} \abx@aux@cite{19} \abx@aux@segm{0}{0}{19} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Recurrent Neural Network (RNN)}{16}{section*.22}} +\newlabel{types}{{}{16}{Recurrent Neural Network (RNN)}{section*.22}{}} \abx@aux@cite{20} \abx@aux@segm{0}{0}{20} -\abx@aux@segm{0}{0}{20} \abx@aux@cite{21} \abx@aux@segm{0}{0}{21} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Long-Short Term Memory (LSTM)}{14}{section*.21}} -\newlabel{lstms}{{}{14}{Long-Short Term Memory (LSTM)}{section*.21}{}} -\abx@aux@segm{0}{0}{21} -\abx@aux@segm{0}{0}{20} -\abx@aux@segm{0}{0}{21} \abx@aux@cite{22} \abx@aux@segm{0}{0}{22} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Kera and TensorFlow}{15}{section*.22}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Optimisers}{15}{section*.23}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Loss}{16}{section*.24}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Regularisation - Dropouts}{16}{section*.25}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Machine Learning}{16}{section*.26}} -\newlabel{machine}{{}{16}{Machine Learning}{section*.26}{}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Naive Bayes}{16}{section*.27}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Other Techniques}{16}{section*.28}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Ngrams}{16}{section*.29}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Scoring and Validation}{16}{section*.30}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{Solution Approach}{17}{section*.31}} -\newlabel{solution}{{}{17}{Solution Approach}{section*.31}{}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Solution Summary}{17}{section*.32}} -\newlabel{sumary}{{}{17}{Solution Summary}{section*.32}{}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Data flow Overview}{17}{section*.33}} -\newlabel{data-flow}{{}{17}{Data flow Overview}{section*.33}{}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Packages, Tools and Techniques}{17}{section*.34}} -\newlabel{tools}{{}{17}{Packages, Tools and Techniques}{section*.34}{}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{System Design and Implementation}{18}{section*.35}} -\newlabel{implementation}{{}{18}{System Design and Implementation}{section*.35}{}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Data collection}{18}{section*.36}} -\newlabel{collection}{{}{18}{Data collection}{section*.36}{}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Price Time-series Data}{18}{section*.37}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Data processing}{18}{section*.38}} -\newlabel{processing}{{}{18}{Data processing}{section*.38}{}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Preprocessing}{18}{section*.39}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {paragraph}{Tweet Filtering}{18}{section*.40}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {paragraph}{Text Cleaning}{18}{section*.41}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {paragraph}{Ngram based Language detection filtering}{18}{section*.42}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Spam Filtering}{18}{section*.43}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {paragraph}{Tweet Processing}{18}{section*.44}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {paragraph}{Naive Bayes model}{18}{section*.45}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Sentiment Analysis}{18}{section*.46}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{VADER}{18}{section*.47}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Recurrent Neural Network}{18}{section*.48}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Training and Testing Model}{18}{section*.49}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Validation}{18}{section*.50}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Future Prediction Forecasting}{18}{section*.51}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{Testing: Verification and Reflection}{19}{section*.52}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{Discussion: Contribution and Reflection}{20}{section*.53}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Limitations}{20}{section*.54}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{Conclusion and Future Improvements}{21}{section*.55}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Conclusion}{21}{section*.56}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Future Improvements}{21}{section*.57}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{Appendices}{24}{section*.59}} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Appendix A - Project Initiation Document}{24}{section*.60}} +\abx@aux@segm{0}{0}{22} +\abx@aux@cite{23} +\abx@aux@segm{0}{0}{23} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Long-Short Term Memory (LSTM)}{17}{section*.23}} +\newlabel{lstms}{{}{17}{Long-Short Term Memory (LSTM)}{section*.23}{}} +\abx@aux@segm{0}{0}{23} +\abx@aux@segm{0}{0}{22} +\abx@aux@segm{0}{0}{23} +\abx@aux@cite{24} +\abx@aux@segm{0}{0}{24} +\abx@aux@segm{0}{0}{22} +\abx@aux@cite{25} +\abx@aux@segm{0}{0}{25} +\abx@aux@segm{0}{0}{25} +\abx@aux@cite{26} +\abx@aux@segm{0}{0}{26} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Keras and TensorFlow}{18}{section*.24}} +\abx@aux@cite{27} +\abx@aux@segm{0}{0}{27} +\abx@aux@cite{28} +\abx@aux@segm{0}{0}{28} +\abx@aux@segm{0}{0}{28} +\abx@aux@segm{0}{0}{28} +\abx@aux@cite{29} +\abx@aux@segm{0}{0}{29} +\abx@aux@cite{30} +\abx@aux@segm{0}{0}{30} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Optimisers}{19}{section*.25}} +\abx@aux@cite{31} +\abx@aux@segm{0}{0}{31} +\abx@aux@segm{0}{0}{30} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Machine Learning}{20}{section*.26}} +\newlabel{machine}{{}{20}{Machine Learning}{section*.26}{}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Naive Bayes}{20}{section*.27}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{Solution Approach}{22}{section*.28}} +\newlabel{solution}{{}{22}{Solution Approach}{section*.28}{}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Solution Summary}{22}{section*.29}} +\newlabel{sumary}{{}{22}{Solution Summary}{section*.29}{}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Requirements}{22}{section*.30}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Data flow Overview}{22}{section*.31}} +\newlabel{data-flow}{{}{22}{Data flow Overview}{section*.31}{}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Packages, Tools and Techniques}{22}{section*.32}} +\newlabel{tools}{{}{22}{Packages, Tools and Techniques}{section*.32}{}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{System Design and Implementation}{23}{section*.33}} +\newlabel{implementation}{{}{23}{System Design and Implementation}{section*.33}{}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Data collection}{23}{section*.34}} +\newlabel{collection}{{}{23}{Data collection}{section*.34}{}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Price Time-series Data}{23}{section*.35}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Data processing}{23}{section*.36}} +\newlabel{processing}{{}{23}{Data processing}{section*.36}{}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Preprocessing}{23}{section*.37}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {paragraph}{Tweet Filtering}{23}{section*.38}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {paragraph}{Text Cleaning}{23}{section*.39}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {paragraph}{Ngram based Language detection filtering}{23}{section*.40}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Spam Filtering}{23}{section*.41}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {paragraph}{Tweet Processing}{23}{section*.42}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {paragraph}{Naive Bayes model}{23}{section*.43}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Sentiment Analysis}{23}{section*.44}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{VADER}{23}{section*.45}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Recurrent Neural Network - LSTM}{23}{section*.46}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Training and Testing Model}{23}{section*.47}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Scoring and Validation}{23}{section*.48}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{Future Prediction Forecasting}{23}{section*.49}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{Testing: Verification and Reflection}{24}{section*.50}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{Discussion: Contribution and Reflection}{25}{section*.51}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Limitations}{25}{section*.52}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{Conclusion and Future Improvements}{26}{section*.53}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Conclusion}{26}{section*.54}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Future Improvements}{26}{section*.55}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{Appendices}{29}{section*.57}} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Appendix A - Project Initiation Document}{29}{section*.58}} \abx@aux@refcontextdefaultsdone \abx@aux@defaultrefcontext{0}{1}{none/global//global/global} \abx@aux@defaultrefcontext{0}{2}{none/global//global/global} @@ -187,4 +210,14 @@ \abx@aux@defaultrefcontext{0}{20}{none/global//global/global} \abx@aux@defaultrefcontext{0}{21}{none/global//global/global} \abx@aux@defaultrefcontext{0}{22}{none/global//global/global} -\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Appendix B - Log book}{37}{section*.61}} +\abx@aux@defaultrefcontext{0}{23}{none/global//global/global} +\abx@aux@defaultrefcontext{0}{24}{none/global//global/global} +\abx@aux@defaultrefcontext{0}{25}{none/global//global/global} +\abx@aux@defaultrefcontext{0}{26}{none/global//global/global} +\abx@aux@defaultrefcontext{0}{27}{none/global//global/global} +\abx@aux@defaultrefcontext{0}{28}{none/global//global/global} +\abx@aux@defaultrefcontext{0}{29}{none/global//global/global} +\abx@aux@defaultrefcontext{0}{30}{none/global//global/global} +\abx@aux@defaultrefcontext{0}{31}{none/global//global/global} +\abx@aux@defaultrefcontext{0}{32}{none/global//global/global} +\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{Appendix B - Log book}{42}{section*.59}} diff --git a/document.bbl b/document.bbl index b378422..04f6158 100644 --- a/document.bbl +++ b/document.bbl @@ -68,6 +68,54 @@ \endverb \endentry \entry{2}{inproceedings}{} + \name{author}{4}{}{% + {{hash=2a4d4d42d154959e1209b3434c0f35d9}{% + family={Indera}, + familyi={I\bibinitperiod}, + given={NI}, + giveni={N\bibinitperiod}}}% + {{hash=8fb0b5be6a935472ae0bcdd819939ab6}{% + family={Yassin}, + familyi={Y\bibinitperiod}, + given={IM}, + giveni={I\bibinitperiod}}}% + {{hash=7cb88a77da50458ea2aea52631a903c8}{% + family={Zabidi}, + familyi={Z\bibinitperiod}, + given={A}, + giveni={A\bibinitperiod}}}% + {{hash=b98820abe300b0a83de77ca6f6f03eb8}{% + family={Rizman}, + familyi={R\bibinitperiod}, + given={ZI}, + giveni={Z\bibinitperiod}}}% + } + \list{organization}{1}{% + {University of El Oued}% + } + \strng{namehash}{daf4cf56937aa8d02febc08a6d0eeb84} + \strng{fullhash}{5dedba977c0a3609dbcbbe7a0cc798e5} + \strng{bibnamehash}{5dedba977c0a3609dbcbbe7a0cc798e5} + \strng{authorbibnamehash}{5dedba977c0a3609dbcbbe7a0cc798e5} + \strng{authornamehash}{daf4cf56937aa8d02febc08a6d0eeb84} + \strng{authorfullhash}{5dedba977c0a3609dbcbbe7a0cc798e5} + \field{sortinit}{2} + \field{sortinithash}{cbff857e587bcb4635511624d773949e} + \field{labelnamesource}{author} + \field{labeltitlesource}{title} + \field{booktitle}{Journal of Fundamental and Applied Sciences. Vol.35, No.35} + \field{title}{Non-linear autoregressive with exogeneous input (NARX) Bitcoin price prediction model using PSO-optimized parameters and moving average technical indicators} + \field{year}{2017} + \field{pages}{791\bibrangedash 808} + \range{pages}{18} + \verb{urlraw} + \verb https://www.ajol.info/index.php/jfas/article/viewFile/165614/155073 + \endverb + \verb{url} + \verb https://www.ajol.info/index.php/jfas/article/viewFile/165614/155073 + \endverb + \endentry + \entry{3}{inproceedings}{} \name{author}{1}{}{% {{hash=f2e3d1233a4ae1ff0dc165a2561130e0}{% family={Evita\bibnamedelima Stenqvist}, @@ -84,8 +132,8 @@ \strng{authorbibnamehash}{f2e3d1233a4ae1ff0dc165a2561130e0} \strng{authornamehash}{f2e3d1233a4ae1ff0dc165a2561130e0} \strng{authorfullhash}{f2e3d1233a4ae1ff0dc165a2561130e0} - \field{sortinit}{2} - \field{sortinithash}{cbff857e587bcb4635511624d773949e} + \field{sortinit}{3} + \field{sortinithash}{a4b52e5432884761f50fb9571273b93e} \field{labelnamesource}{author} \field{labeltitlesource}{title} \field{title}{Predicting Bitcoin price fluctuation with Twitter sentiment analysis} @@ -97,7 +145,37 @@ \verb http://www.diva-portal.org/smash/get/diva2:1110776/FULLTEXT01.pdf \endverb \endentry - \entry{3}{inproceedings}{} + \entry{4}{inproceedings}{} + \name{author}{1}{}{% + {{hash=a0717771b02f10aa6a33d0602f6288db}{% + family={Yalcin}, + familyi={Y\bibinitperiod}, + given={Orhan\bibnamedelima Gazi}, + giveni={O\bibinitperiod\bibinitdelim G\bibinitperiod}}}% + } + \list{organization}{1}{% + {Towards Data Science}% + } + \strng{namehash}{a0717771b02f10aa6a33d0602f6288db} + \strng{fullhash}{a0717771b02f10aa6a33d0602f6288db} + \strng{bibnamehash}{a0717771b02f10aa6a33d0602f6288db} + \strng{authorbibnamehash}{a0717771b02f10aa6a33d0602f6288db} + \strng{authornamehash}{a0717771b02f10aa6a33d0602f6288db} + \strng{authorfullhash}{a0717771b02f10aa6a33d0602f6288db} + \field{sortinit}{4} + \field{sortinithash}{11cdaee3b18e01d77f3f428b13c1fc76} + \field{labelnamesource}{author} + \field{labeltitlesource}{title} + \field{title}{Predict Tomorrows Bitcoin (BTC) Price with Recurrent Neural Networks} + \field{year}{2018} + \verb{urlraw} + \verb https://towardsdatascience.com/using-recurrent-neural-networks-to-predict-bitcoin-btc-prices-c4ff70f9f3e4 + \endverb + \verb{url} + \verb https://towardsdatascience.com/using-recurrent-neural-networks-to-predict-bitcoin-btc-prices-c4ff70f9f3e4 + \endverb + \endentry + \entry{5}{inproceedings}{} \name{author}{1}{}{% {{hash=0082b92db99b10a1b0be2e2a81ee914f}{% family={Intel-Corporation}, @@ -112,8 +190,8 @@ \strng{authorbibnamehash}{0082b92db99b10a1b0be2e2a81ee914f} \strng{authornamehash}{0082b92db99b10a1b0be2e2a81ee914f} \strng{authorfullhash}{0082b92db99b10a1b0be2e2a81ee914f} - \field{sortinit}{4} - \field{sortinithash}{11cdaee3b18e01d77f3f428b13c1fc76} + \field{sortinit}{8} + \field{sortinithash}{07edf88d4ea82509b9c4b4d13f41c452} \field{labelnamesource}{author} \field{labeltitlesource}{title} \field{title}{Stock Predictions through News Sentiment Analysis} @@ -125,7 +203,7 @@ \verb https://www.codeproject.com/Articles/1201444/Stock-Predictions-through-News-Sentiment-Analysis \endverb \endentry - \entry{4}{inproceedings}{} + \entry{6}{inproceedings}{} \name{author}{1}{}{% {{hash=be03763696a3a6a39ccce2baf4fb6f4e}{% family={Sean\bibnamedelima McNally}, @@ -144,8 +222,8 @@ \strng{authorbibnamehash}{be03763696a3a6a39ccce2baf4fb6f4e} \strng{authornamehash}{be03763696a3a6a39ccce2baf4fb6f4e} \strng{authorfullhash}{be03763696a3a6a39ccce2baf4fb6f4e} - \field{sortinit}{5} - \field{sortinithash}{3c19c3776b658b3558e9e2e4840c01e2} + \field{sortinit}{9} + \field{sortinithash}{1dd72ab054147731c9d824b49aba0534} \field{labelnamesource}{author} \field{labeltitlesource}{title} \field{booktitle}{2018 26th Euromicro International Conference on Parallel, Distributed and Network-based Processing (PDP)} @@ -160,7 +238,7 @@ \verb https://ieeexplore.ieee.org/abstract/document/8374483 \endverb \endentry - \entry{5}{inproceedings}{} + \entry{7}{inproceedings}{} \name{author}{1}{}{% {{hash=2491bc9c7d8731e1ae33124093bc7026}{% family={Twitter}, @@ -175,8 +253,8 @@ \strng{authorbibnamehash}{2491bc9c7d8731e1ae33124093bc7026} \strng{authornamehash}{2491bc9c7d8731e1ae33124093bc7026} \strng{authorfullhash}{2491bc9c7d8731e1ae33124093bc7026} - \field{sortinit}{6} - \field{sortinithash}{57e57fb8451e7fcfa45d1e069f6d3136} + \field{sortinit}{1} + \field{sortinithash}{2174f786c6195e7fe2ee1c229b416e29} \field{labelnamesource}{author} \field{labeltitlesource}{title} \field{title}{Search Tweets} @@ -188,7 +266,7 @@ \verb https://developer.twitter.com/en/docs/tweets/search/overview \endverb \endentry - \entry{6}{inproceedings}{} + \entry{8}{inproceedings}{} \name{author}{1}{}{% {{hash=2491bc9c7d8731e1ae33124093bc7026}{% family={Twitter}, @@ -203,8 +281,8 @@ \strng{authorbibnamehash}{2491bc9c7d8731e1ae33124093bc7026} \strng{authornamehash}{2491bc9c7d8731e1ae33124093bc7026} \strng{authorfullhash}{2491bc9c7d8731e1ae33124093bc7026} - \field{sortinit}{7} - \field{sortinithash}{c818dd9105a2852444fc9f5e145c294e} + \field{sortinit}{1} + \field{sortinithash}{2174f786c6195e7fe2ee1c229b416e29} \field{labelnamesource}{author} \field{labeltitlesource}{title} \field{title}{Consuming streaming data} @@ -216,7 +294,7 @@ \verb https://developer.twitter.com/en/docs/tutorials/consuming-streaming-data.html \endverb \endentry - \entry{7}{inproceedings}{} + \entry{9}{inproceedings}{} \name{author}{1}{}{% {{hash=1e48a059b3f2c3703bea8d54a9e002c9}{% family={Roesslein}, @@ -233,8 +311,8 @@ \strng{authorbibnamehash}{1e48a059b3f2c3703bea8d54a9e002c9} \strng{authornamehash}{1e48a059b3f2c3703bea8d54a9e002c9} \strng{authorfullhash}{1e48a059b3f2c3703bea8d54a9e002c9} - \field{sortinit}{8} - \field{sortinithash}{07edf88d4ea82509b9c4b4d13f41c452} + \field{sortinit}{1} + \field{sortinithash}{2174f786c6195e7fe2ee1c229b416e29} \field{labelnamesource}{author} \field{labeltitlesource}{title} \field{title}{Streaming With Tweepy} @@ -246,7 +324,7 @@ \verb http://docs.tweepy.org/en/v3.4.0/streaming_how_to.html \endverb \endentry - \entry{8}{inproceedings}{} + \entry{10}{inproceedings}{} \name{author}{1}{}{% {{hash=ae1fc492a61542a18835322c490c5af1}{% family={Mehrnoush\bibnamedelima Shamsfard}, @@ -279,7 +357,7 @@ \verb https://www.sciencedirect.com/science/article/pii/S1532046415001276 \endverb \endentry - \entry{9}{inproceedings}{} + \entry{11}{inproceedings}{} \name{author}{1}{}{% {{hash=75d8d9e701bff6c60b3e05aa6c0c3f9f}{% family={Chedia\bibnamedelima Dhaoui}, @@ -312,7 +390,7 @@ \verb https://www.emeraldinsight.com/doi/pdfplus/10.1108/JCM-03-2017-2141 \endverb \endentry - \entry{10}{inproceedings}{} + \entry{12}{inproceedings}{} \name{author}{2}{}{% {{hash=45764413ab79a1c3696604be19148c89}{% family={Hutto}, @@ -348,7 +426,7 @@ \verb https://www.aaai.org/ocs/index.php/ICWSM/ICWSM14/paper/download/8109/8122 \endverb \endentry - \entry{11}{inproceedings}{} + \entry{13}{inproceedings}{} \name{author}{1}{}{% {{hash=47a5d7268039bf86cea626bcaefd4877}{% family={Kenton}, @@ -365,8 +443,8 @@ \strng{authorbibnamehash}{47a5d7268039bf86cea626bcaefd4877} \strng{authornamehash}{47a5d7268039bf86cea626bcaefd4877} \strng{authorfullhash}{47a5d7268039bf86cea626bcaefd4877} - \field{sortinit}{1} - \field{sortinithash}{2174f786c6195e7fe2ee1c229b416e29} + \field{sortinit}{2} + \field{sortinithash}{cbff857e587bcb4635511624d773949e} \field{labelnamesource}{author} \field{labeltitlesource}{title} \field{title}{Wisdom of Crowds} @@ -378,7 +456,7 @@ \verb https://www.investopedia.com/terms/w/wisdom-crowds.asp \endverb \endentry - \entry{12}{inproceedings}{} + \entry{14}{inproceedings}{} \name{author}{1}{}{% {{hash=98de2b3b288cf4bd291e8937e5e28c49}{% family={Skymind}, @@ -407,7 +485,7 @@ \verb https://skymind.ai/wiki/neural-network \endverb \endentry - \entry{13}{inproceedings}{} + \entry{15}{inproceedings}{} \name{author}{1}{}{% {{hash=b5590c43c6c12766886d1cdcae8c5fc3}{% family={DeMuro}, @@ -438,7 +516,7 @@ \verb https://www.techradar.com/uk/news/what-is-a-neural-network \endverb \endentry - \entry{14}{inproceedings}{} + \entry{16}{inproceedings}{} \name{author}{1}{}{% {{hash=7ec8fd610c35dade82ca0d76c0e6a7ee}{% family={Bach}, @@ -472,7 +550,7 @@ \endverb \warn{\item Name "Mairal, J., Ponce, J., Sapiro, G., Zisserman, A." has too many commas: skipping name} \endentry - \entry{15}{inproceedings}{} + \entry{17}{inproceedings}{} \name{author}{3}{}{% {{hash=d198ae71c61c758b90826c452447133f}{% family={Rumelhart}, @@ -499,8 +577,8 @@ \strng{authorbibnamehash}{6c0c2652b5e4e9258c40ce50c5704c6b} \strng{authornamehash}{6c0c2652b5e4e9258c40ce50c5704c6b} \strng{authorfullhash}{6c0c2652b5e4e9258c40ce50c5704c6b} - \field{sortinit}{2} - \field{sortinithash}{cbff857e587bcb4635511624d773949e} + \field{sortinit}{3} + \field{sortinithash}{a4b52e5432884761f50fb9571273b93e} \field{labelnamesource}{author} \field{labeltitlesource}{title} \field{title}{Learning internal representations by error propagation} @@ -512,7 +590,7 @@ \verb https://apps.dtic.mil/docs/citations/ADA164453 \endverb \endentry - \entry{16}{inproceedings}{} + \entry{18}{inproceedings}{} \name{author}{1}{}{% {{hash=98de2b3b288cf4bd291e8937e5e28c49}{% family={Skymind}, @@ -527,8 +605,8 @@ \strng{authorbibnamehash}{98de2b3b288cf4bd291e8937e5e28c49} \strng{authornamehash}{98de2b3b288cf4bd291e8937e5e28c49} \strng{authorfullhash}{98de2b3b288cf4bd291e8937e5e28c49} - \field{sortinit}{2} - \field{sortinithash}{cbff857e587bcb4635511624d773949e} + \field{sortinit}{3} + \field{sortinithash}{a4b52e5432884761f50fb9571273b93e} \field{labelnamesource}{author} \field{labeltitlesource}{title} \field{booktitle}{A.I. Wiki} @@ -541,7 +619,7 @@ \verb https://skymind.ai/wiki/lstm \endverb \endentry - \entry{17}{inproceedings}{} + \entry{19}{inproceedings}{} \name{author}{1}{}{% {{hash=ad6e7c0188bc1f913c6dad630fde9e39}{% family={Donges}, @@ -558,8 +636,8 @@ \strng{authorbibnamehash}{ad6e7c0188bc1f913c6dad630fde9e39} \strng{authornamehash}{ad6e7c0188bc1f913c6dad630fde9e39} \strng{authorfullhash}{ad6e7c0188bc1f913c6dad630fde9e39} - \field{sortinit}{2} - \field{sortinithash}{cbff857e587bcb4635511624d773949e} + \field{sortinit}{3} + \field{sortinithash}{a4b52e5432884761f50fb9571273b93e} \field{labelnamesource}{author} \field{labeltitlesource}{title} \field{title}{Recurrent Neural Networks and LSTM} @@ -571,7 +649,7 @@ \verb https://towardsdatascience.com/recurrent-neural-networks-and-lstm-4b601dd822a5 \endverb \endentry - \entry{18}{inproceedings}{} + \entry{20}{inproceedings}{} \name{author}{1}{}{% {{hash=37ec6490760a0f7d5715b2e904f6cf20}{% family={Jason\bibnamedelima Brownlee}, @@ -588,8 +666,8 @@ \strng{authorbibnamehash}{37ec6490760a0f7d5715b2e904f6cf20} \strng{authornamehash}{37ec6490760a0f7d5715b2e904f6cf20} \strng{authorfullhash}{37ec6490760a0f7d5715b2e904f6cf20} - \field{sortinit}{2} - \field{sortinithash}{cbff857e587bcb4635511624d773949e} + \field{sortinit}{3} + \field{sortinithash}{a4b52e5432884761f50fb9571273b93e} \field{labelnamesource}{author} \field{labeltitlesource}{title} \field{title}{A Gentle Introduction to Exploding Gradients in Neural Networks} @@ -601,7 +679,7 @@ \verb https://machinelearningmastery.com/exploding-gradients-in-neural-networks/ \endverb \endentry - \entry{19}{inproceedings}{} + \entry{21}{inproceedings}{} \name{author}{1}{}{% {{hash=2397822f564bc95b5d3e07a3cc633029}{% family={Team}, @@ -631,7 +709,7 @@ \verb https://www.superdatascience.com/blogs/recurrent-neural-networks-rnn-the-vanishing-gradient-problem \endverb \endentry - \entry{20}{inproceedings}{} + \entry{22}{inproceedings}{} \name{author}{2}{}{% {{hash=41b31e29fb2bdbf9f5c9c1b0d5b3e815}{% family={Hochreiter}, @@ -669,7 +747,7 @@ \verb https://www.bioinf.jku.at/publications/older/2604.pdf \endverb \endentry - \entry{21}{inproceedings}{} + \entry{23}{inproceedings}{} \name{author}{1}{}{% {{hash=9979e7c606c1876cb09cf32b78628d71}{% family={Yan}, @@ -699,7 +777,7 @@ \verb https://medium.com/mlreview/understanding-lstm-and-its-diagrams-37e2f46f1714 \endverb \endentry - \entry{22}{inproceedings}{} + \entry{24}{inproceedings}{} \name{author}{1}{}{% {{hash=dea937fb216bfbba25c1bfa1f36a63fe}{% family={Olah}, @@ -713,8 +791,8 @@ \strng{authorbibnamehash}{dea937fb216bfbba25c1bfa1f36a63fe} \strng{authornamehash}{dea937fb216bfbba25c1bfa1f36a63fe} \strng{authorfullhash}{dea937fb216bfbba25c1bfa1f36a63fe} - \field{sortinit}{3} - \field{sortinithash}{a4b52e5432884761f50fb9571273b93e} + \field{sortinit}{4} + \field{sortinithash}{11cdaee3b18e01d77f3f428b13c1fc76} \field{labelnamesource}{author} \field{labeltitlesource}{title} \field{title}{Understanding LSTM Networks} @@ -726,6 +804,301 @@ \verb https://colah.github.io/posts/2015-08-Understanding-LSTMs \endverb \endentry + \entry{25}{inproceedings}{} + \name{author}{1}{}{% + {{hash=7b57587d26dd7e449dd94fd493bd072e}{% + family={Kompella}, + familyi={K\bibinitperiod}, + given={Ravindra}, + giveni={R\bibinitperiod}}}% + } + \list{organization}{1}{% + {Towards Data Science}% + } + \strng{namehash}{7b57587d26dd7e449dd94fd493bd072e} + \strng{fullhash}{7b57587d26dd7e449dd94fd493bd072e} + \strng{bibnamehash}{7b57587d26dd7e449dd94fd493bd072e} + \strng{authorbibnamehash}{7b57587d26dd7e449dd94fd493bd072e} + \strng{authornamehash}{7b57587d26dd7e449dd94fd493bd072e} + \strng{authorfullhash}{7b57587d26dd7e449dd94fd493bd072e} + \field{sortinit}{4} + \field{sortinithash}{11cdaee3b18e01d77f3f428b13c1fc76} + \field{labelnamesource}{author} + \field{labeltitlesource}{title} + \field{title}{Using LSTMs to forecast time-series} + \field{year}{2018} + \verb{urlraw} + \verb https://towardsdatascience.com/using-lstms-to-forecast-time-series-4ab688386b1f + \endverb + \verb{url} + \verb https://towardsdatascience.com/using-lstms-to-forecast-time-series-4ab688386b1f + \endverb + \endentry + \entry{26}{inproceedings}{} + \true{moreauthor} + \true{morelabelname} + \name{author}{10}{}{% + {{hash=f39ffee58f8a71d84d8b13c05804b2cc}{% + family={Abadi}, + familyi={A\bibinitperiod}, + given={Martin}, + giveni={M\bibinitperiod}}}% + {{hash=08cf514c08137f94d73b590060797f5b}{% + family={Barham}, + familyi={B\bibinitperiod}, + given={Paul}, + giveni={P\bibinitperiod}}}% + {{hash=f756003cc97f5981d94995af3bd6862b}{% + family={Chen}, + familyi={C\bibinitperiod}, + given={Jianmin}, + giveni={J\bibinitperiod}}}% + {{hash=c0d10aaf985cebf8d0497e1828f9313f}{% + family={Chen}, + familyi={C\bibinitperiod}, + given={Zhifeng}, + giveni={Z\bibinitperiod}}}% + {{hash=a4c859221cc41e2db6d63b486f955ba2}{% + family={Davis}, + familyi={D\bibinitperiod}, + given={Andy}, + giveni={A\bibinitperiod}}}% + {{hash=4aecfb0cc2e1e3b7899129fa2a94e2b8}{% + family={Dean}, + familyi={D\bibinitperiod}, + given={Jeffrey}, + giveni={J\bibinitperiod}}}% + {{hash=bd7f88635b51bc5abb3d5a2cab967724}{% + family={Devin}, + familyi={D\bibinitperiod}, + given={Matthieu}, + giveni={M\bibinitperiod}}}% + {{hash=193bcec5240237591ad8fb697869f013}{% + family={Ghemawat}, + familyi={G\bibinitperiod}, + given={Sanjay}, + giveni={S\bibinitperiod}}}% + {{hash=edc6964c6549e1839ca94d3d61e03f76}{% + family={Irving}, + familyi={I\bibinitperiod}, + given={Geoffrey}, + giveni={G\bibinitperiod}}}% + {{hash=3b62e7eedeec9f7a7f7f3c3ec88637f1}{% + family={Isard}, + familyi={I\bibinitperiod}, + given={Michael}, + giveni={M\bibinitperiod}}}% + } + \strng{namehash}{b31f3ca11dddb24e6b0c63e696a45964} + \strng{fullhash}{cc9892165155439016b19b3aff73bf28} + \strng{bibnamehash}{cc9892165155439016b19b3aff73bf28} + \strng{authorbibnamehash}{cc9892165155439016b19b3aff73bf28} + \strng{authornamehash}{b31f3ca11dddb24e6b0c63e696a45964} + \strng{authorfullhash}{cc9892165155439016b19b3aff73bf28} + \field{sortinit}{4} + \field{sortinithash}{11cdaee3b18e01d77f3f428b13c1fc76} + \field{labelnamesource}{author} + \field{labeltitlesource}{title} + \field{booktitle}{12th Symposium on Operating Systems Design and Implementation 16)} + \field{title}{Tensorflow: A system for large-scale machine learning} + \field{year}{2016} + \field{pages}{265\bibrangedash 283} + \range{pages}{19} + \verb{urlraw} + \verb https://www.usenix.org/system/files/conference/osdi16/osdi16-abadi.pdf + \endverb + \verb{url} + \verb https://www.usenix.org/system/files/conference/osdi16/osdi16-abadi.pdf + \endverb + \endentry + \entry{27}{inproceedings}{} + \name{author}{1}{}{% + {{hash=45ebe6bd838f67040a398bf6fd40841d}{% + family={Stanford}, + familyi={S\bibinitperiod}}}% + } + \strng{namehash}{45ebe6bd838f67040a398bf6fd40841d} + \strng{fullhash}{45ebe6bd838f67040a398bf6fd40841d} + \strng{bibnamehash}{45ebe6bd838f67040a398bf6fd40841d} + \strng{authorbibnamehash}{45ebe6bd838f67040a398bf6fd40841d} + \strng{authornamehash}{45ebe6bd838f67040a398bf6fd40841d} + \strng{authorfullhash}{45ebe6bd838f67040a398bf6fd40841d} + \field{sortinit}{4} + \field{sortinithash}{11cdaee3b18e01d77f3f428b13c1fc76} + \field{labelnamesource}{author} + \field{labeltitlesource}{title} + \field{booktitle}{UFLDL Tutorial} + \field{title}{Optimization: Stochastic Gradient Descent} + \verb{urlraw} + \verb http://deeplearning.stanford.edu/tutorial/supervised/OptimizationStochasticGradientDescent + \endverb + \verb{url} + \verb http://deeplearning.stanford.edu/tutorial/supervised/OptimizationStochasticGradientDescent + \endverb + \endentry + \entry{28}{inproceedings}{} + \name{author}{1}{}{% + {{hash=cec3f268402d95f21749575ae2e51941}{% + family={Mitra}, + familyi={M\bibinitperiod}, + given={Rajarshee}, + giveni={R\bibinitperiod}}}% + } + \list{organization}{1}{% + {Quora}% + } + \strng{namehash}{cec3f268402d95f21749575ae2e51941} + \strng{fullhash}{cec3f268402d95f21749575ae2e51941} + \strng{bibnamehash}{cec3f268402d95f21749575ae2e51941} + \strng{authorbibnamehash}{cec3f268402d95f21749575ae2e51941} + \strng{authornamehash}{cec3f268402d95f21749575ae2e51941} + \strng{authorfullhash}{cec3f268402d95f21749575ae2e51941} + \field{sortinit}{4} + \field{sortinithash}{11cdaee3b18e01d77f3f428b13c1fc76} + \field{labelnamesource}{author} + \field{labeltitlesource}{title} + \field{title}{What are differences between update rules like AdaDelta, RMSProp, AdaGrad, and Adam} + \field{year}{2016} + \verb{urlraw} + \verb https://www.quora.com/What-are-differences-between-update-rules-like-AdaDelta-RMSProp-AdaGrad-and-AdaM + \endverb + \verb{url} + \verb https://www.quora.com/What-are-differences-between-update-rules-like-AdaDelta-RMSProp-AdaGrad-and-AdaM + \endverb + \endentry + \entry{29}{inproceedings}{} + \name{author}{2}{}{% + {{hash=ce674b69f5902bcf643d2e5e3b08dd23}{% + family={Mukkamala}, + familyi={M\bibinitperiod}, + given={Mahesh\bibnamedelima Chandra}, + giveni={M\bibinitperiod\bibinitdelim C\bibinitperiod}}}% + {{hash=9e3f4c60354fda4d9127485afba87230}{% + family={Hein}, + familyi={H\bibinitperiod}, + given={Matthias}, + giveni={M\bibinitperiod}}}% + } + \list{organization}{1}{% + {JMLR.org}% + } + \strng{namehash}{c691bd5abb6bb43a969220eea3e851ec} + \strng{fullhash}{c691bd5abb6bb43a969220eea3e851ec} + \strng{bibnamehash}{c691bd5abb6bb43a969220eea3e851ec} + \strng{authorbibnamehash}{c691bd5abb6bb43a969220eea3e851ec} + \strng{authornamehash}{c691bd5abb6bb43a969220eea3e851ec} + \strng{authorfullhash}{c691bd5abb6bb43a969220eea3e851ec} + \field{sortinit}{5} + \field{sortinithash}{3c19c3776b658b3558e9e2e4840c01e2} + \field{labelnamesource}{author} + \field{labeltitlesource}{title} + \field{booktitle}{Proceedings of the 34th International Conference on Machine Learning-Volume 70} + \field{title}{Variants of rmsprop and adagrad with logarithmic regret bounds} + \field{year}{2017} + \field{pages}{2545\bibrangedash 2553} + \range{pages}{9} + \verb{urlraw} + \verb https://arxiv.org/pdf/1706.05507.pdf + \endverb + \verb{url} + \verb https://arxiv.org/pdf/1706.05507.pdf + \endverb + \endentry + \entry{30}{inproceedings}{} + \name{author}{1}{}{% + {{hash=fd768606d546daa3f555605b7786517f}{% + family={Khandelwal}, + familyi={K\bibinitperiod}, + given={Renu}, + giveni={R\bibinitperiod}}}% + } + \list{organization}{1}{% + {Medium}% + } + \strng{namehash}{fd768606d546daa3f555605b7786517f} + \strng{fullhash}{fd768606d546daa3f555605b7786517f} + \strng{bibnamehash}{fd768606d546daa3f555605b7786517f} + \strng{authorbibnamehash}{fd768606d546daa3f555605b7786517f} + \strng{authornamehash}{fd768606d546daa3f555605b7786517f} + \strng{authorfullhash}{fd768606d546daa3f555605b7786517f} + \field{sortinit}{5} + \field{sortinithash}{3c19c3776b658b3558e9e2e4840c01e2} + \field{labelnamesource}{author} + \field{labeltitlesource}{title} + \field{title}{Overview of different Optimizers for neural networks} + \field{year}{2019} + \verb{urlraw} + \verb https://medium.com/datadriveninvestor/overview-of-different-optimizers-for-neural-networks-e0ed119440c3 + \endverb + \verb{url} + \verb https://medium.com/datadriveninvestor/overview-of-different-optimizers-for-neural-networks-e0ed119440c3 + \endverb + \endentry + \entry{31}{inproceedings}{} + \name{author}{1}{}{% + {{hash=2d6d5b61ff3872dbfed3eb5cbb52e470}{% + family={Diederik\bibnamedelimb P.\bibnamedelimi Kingma}, + familyi={D\bibinitperiod\bibinitdelim P\bibinitperiod\bibinitdelim K\bibinitperiod}, + given={Jimmy\bibnamedelimb Lei\bibnamedelima Ba}, + giveni={J\bibinitperiod\bibinitdelim L\bibinitperiod\bibinitdelim B\bibinitperiod}}}% + } + \list{organization}{1}{% + {arXiv}% + } + \strng{namehash}{2d6d5b61ff3872dbfed3eb5cbb52e470} + \strng{fullhash}{2d6d5b61ff3872dbfed3eb5cbb52e470} + \strng{bibnamehash}{2d6d5b61ff3872dbfed3eb5cbb52e470} + \strng{authorbibnamehash}{2d6d5b61ff3872dbfed3eb5cbb52e470} + \strng{authornamehash}{2d6d5b61ff3872dbfed3eb5cbb52e470} + \strng{authorfullhash}{2d6d5b61ff3872dbfed3eb5cbb52e470} + \field{sortinit}{5} + \field{sortinithash}{3c19c3776b658b3558e9e2e4840c01e2} + \field{labelnamesource}{author} + \field{labeltitlesource}{title} + \field{booktitle}{arXiv preprint arXiv:1412.6980} + \field{title}{Adam: A method for Stochastic Optimization} + \field{year}{2014} + \verb{urlraw} + \verb https://arxiv.org/pdf/1412.6980.pdf + \endverb + \verb{url} + \verb https://arxiv.org/pdf/1412.6980.pdf + \endverb + \endentry + \entry{32}{inproceedings}{} + \true{moreauthor} + \true{morelabelname} + \name{author}{1}{}{% + {{hash=7711557abf7c3d508d1fa84cab27626e}{% + family={Rish}, + familyi={R\bibinitperiod}, + given={Irina}, + giveni={I\bibinitperiod}}}% + } + \strng{namehash}{baa9695b2bf77f7b33bb07b5d116d7e1} + \strng{fullhash}{baa9695b2bf77f7b33bb07b5d116d7e1} + \strng{bibnamehash}{baa9695b2bf77f7b33bb07b5d116d7e1} + \strng{authorbibnamehash}{baa9695b2bf77f7b33bb07b5d116d7e1} + \strng{authornamehash}{baa9695b2bf77f7b33bb07b5d116d7e1} + \strng{authorfullhash}{baa9695b2bf77f7b33bb07b5d116d7e1} + \field{sortinit}{8} + \field{sortinithash}{07edf88d4ea82509b9c4b4d13f41c452} + \field{labelnamesource}{author} + \field{labeltitlesource}{title} + \field{booktitle}{IJCAI 2001 workshop on empirical methods in artificial intelligence} + \field{number}{22} + \field{title}{An empirical study of the naive Bayes classifier} + \field{volume}{3} + \field{year}{2001} + \field{pages}{41\bibrangedash 46} + \range{pages}{6} + \verb{urlraw} + \verb https://www.cc.gatech.edu/~isbell/reading/papers/Rish.pdf + \endverb + \verb{url} + \verb https://www.cc.gatech.edu/~isbell/reading/papers/Rish.pdf + \endverb + \endentry \enddatalist \endrefsection \endinput diff --git a/document.bcf b/document.bcf index ba3e87b..7611244 100644 --- a/document.bcf +++ b/document.bcf @@ -1926,41 +1926,57 @@ 1 2 - 1 - 3 - 4 - 5 - 6 - 7 + 3 + 4 + 1 + 3 + 1 + 5 6 - 1 - 2 - 4 - 8 - 9 - 10 - 10 + 7 + 8 + 9 + 7 + 1 + 3 + 6 10 11 - 10 - 10 - 10 - 12 - 13 - 14 - 13 - 15 - 16 - 17 - 18 - 19 - 20 - 20 - 21 + 12 + 12 + 12 + 13 + 12 + 12 + 12 + 14 + 15 + 16 + 15 + 17 + 18 + 19 + 20 21 - 20 - 21 - 22 + 22 + 22 + 23 + 23 + 22 + 23 + 24 + 22 + 25 + 25 + 26 + 27 + 28 + 28 + 28 + 29 + 30 + 31 + 30 * diff --git a/document.blg b/document.blg index 6805804..fc06e6e 100644 --- a/document.blg +++ b/document.blg @@ -1,20 +1,20 @@ [0] Config.pm:302> INFO - This is Biber 2.9 [0] Config.pm:305> INFO - Logfile is 'document.blg' -[20] biber:313> INFO - === Sun Apr 21, 2019, 23:13:10 -[35] Biber.pm:371> INFO - Reading 'document.bcf' -[81] Biber.pm:854> INFO - Using all citekeys in bib section 0 -[90] Biber.pm:3981> INFO - Processing section 0 -[98] Biber.pm:4154> INFO - Looking for bibtex format file 'report.bib' for section 0 -[99] bibtex.pm:1468> INFO - LaTeX decoding ... -[118] bibtex.pm:1294> INFO - Found BibTeX data source 'report.bib' -[125] Utils.pm:169> WARN - year field 'Mar 13, 2016' in entry '21' is not an integer - this will probably not sort properly. -[179] Utils.pm:169> WARN - Name "Mairal, J., Ponce, J., Sapiro, G., Zisserman, A." has too many commas: skipping name -[180] Utils.pm:169> WARN - BibTeX subsystem: warning: comma(s) at end of name (removing) -[180] Utils.pm:169> WARN - BibTeX subsystem: author, warning: comma(s) at end of name (removing) -[194] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'normalization = NFD' with 'normalization = prenormalized' -[194] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'variable = shifted' with 'variable = non-ignorable' -[194] Biber.pm:3809> INFO - Sorting list 'none/global//global/global' of type 'entry' with template 'none' and locale 'en-US' -[194] Biber.pm:3815> INFO - No sort tailoring available for locale 'en-US' -[208] bbl.pm:617> INFO - Writing 'document.bbl' with encoding 'ascii' -[216] bbl.pm:720> INFO - Output to document.bbl -[216] Biber.pm:110> INFO - WARNINGS: 4 +[18] biber:313> INFO - === Tue Apr 23, 2019, 18:58:50 +[34] Biber.pm:371> INFO - Reading 'document.bcf' +[79] Biber.pm:854> INFO - Using all citekeys in bib section 0 +[88] Biber.pm:3981> INFO - Processing section 0 +[96] Biber.pm:4154> INFO - Looking for bibtex format file 'report.bib' for section 0 +[97] bibtex.pm:1468> INFO - LaTeX decoding ... +[124] bibtex.pm:1294> INFO - Found BibTeX data source 'report.bib' +[167] Utils.pm:169> WARN - year field 'Mar 13, 2016' in entry '23' is not an integer - this will probably not sort properly. +[199] Utils.pm:169> WARN - Name "Mairal, J., Ponce, J., Sapiro, G., Zisserman, A." has too many commas: skipping name +[228] Utils.pm:169> WARN - BibTeX subsystem: warning: comma(s) at end of name (removing) +[228] Utils.pm:169> WARN - BibTeX subsystem: author, warning: comma(s) at end of name (removing) +[245] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'variable = shifted' with 'variable = non-ignorable' +[245] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'normalization = NFD' with 'normalization = prenormalized' +[245] Biber.pm:3809> INFO - Sorting list 'none/global//global/global' of type 'entry' with template 'none' and locale 'en-US' +[245] Biber.pm:3815> INFO - No sort tailoring available for locale 'en-US' +[262] bbl.pm:617> INFO - Writing 'document.bbl' with encoding 'ascii' +[273] bbl.pm:720> INFO - Output to document.bbl +[273] Biber.pm:110> INFO - WARNINGS: 4 diff --git a/document.log b/document.log index 72b1719..b27cb0c 100644 --- a/document.log +++ b/document.log @@ -1,4 +1,4 @@ -This is pdfTeX, Version 3.14159265-2.6-1.40.18 (TeX Live 2017/Debian) (preloaded format=pdflatex 2018.10.16) 21 APR 2019 23:14 +This is pdfTeX, Version 3.14159265-2.6-1.40.18 (TeX Live 2017/Debian) (preloaded format=pdflatex 2018.10.16) 23 APR 2019 20:26 entering extended mode restricted \write18 enabled. %&-line parsing enabled. @@ -921,7 +921,7 @@ Package biblatex Info: ... file 'document.bbl' found. (./document.bbl Package biblatex Warning: Biber reported the following issues -(biblatex) with '14': +(biblatex) with '16': (biblatex) - Name "Mairal, J., Ponce, J., Sapiro, G., Zisserman, A." has too many commas: skipping name. @@ -945,7 +945,7 @@ LaTeX Info: Redefining \nameref on input line 63. \@outlinefile=\write5 \openout5 = `document.out'. - + File: images/reading_logo.png Graphic file (type png) Package pdftex.def Info: images/reading_logo.png used on input line 66. @@ -967,59 +967,99 @@ File: umsb.fd 2013/01/14 v3.01 AMS symbols B \tf@toc=\write6 \openout6 = `document.toc'. - [5] [6] [7] [8] [9] -LaTeX Font Info: Try loading font information for OMS+cmr on input line 199. + [5] [6] [7] +LaTeX Font Info: Try loading font information for OMS+cmr on input line 162. (/usr/share/texlive/texmf-dist/tex/latex/base/omscmr.fd File: omscmr.fd 2014/09/29 v2.5h Standard LaTeX font definitions ) LaTeX Font Info: Font shape `OMS/cmr/m/n' in size <10> not available -(Font) Font shape `OMS/cmsy/m/n' tried instead on input line 199. - [10] [11] +(Font) Font shape `OMS/cmsy/m/n' tried instead on input line 162. + [8] [9] +Underfull \hbox (badness 10000) in paragraph at lines 178--180 + + [] + Missing character: There is no â in font cmr10! Missing character: There is no € in font cmr10! Missing character: There is no ™ in font cmr10! - + +Underfull \hbox (badness 10000) in paragraph at lines 187--189 + + [] + + +Underfull \hbox (badness 10000) in paragraph at lines 197--199 + + [] + + +Underfull \hbox (badness 10000) in paragraph at lines 207--209 + + [] + +[10] +Underfull \hbox (badness 10000) in paragraph at lines 216--218 + + [] + +[11] [12] [13] [14] +Missing character: There is no â in font cmr10! +Missing character: There is no € in font cmr10! +Missing character: There is no ™ in font cmr10! + File: images/perceptron.png Graphic file (type png) -Package pdftex.def Info: images/perceptron.png used on input line 237. +Package pdftex.def Info: images/perceptron.png used on input line 302. (pdftex.def) Requested size: 284.52713pt x 170.72142pt. - [12] - + [15] + File: images/rnn_ffn.png Graphic file (type png) -Package pdftex.def Info: images/rnn_ffn.png used on input line 257. +Package pdftex.def Info: images/rnn_ffn.png used on input line 322. (pdftex.def) Requested size: 426.80307pt x 170.72112pt. - -[13 <./images/perceptron.png>] - + [16 <./images/perceptron.png>] + File: images/lstm.png Graphic file (type png) -Package pdftex.def Info: images/lstm.png used on input line 275. -(pdftex.def) Requested size: 284.52357pt x 227.62pt. - [14 <./images/rnn_ffn.png>] [15 <./images/lstm.png>] [16] [17] [18] [19] [20] -[21] -Overfull \hbox (1.46323pt too wide) in paragraph at lines 367--367 +Package pdftex.def Info: images/lstm.png used on input line 340. +(pdftex.def) Requested size: 256.07123pt x 199.1616pt. + [17 <./images/rnn_ffn.png>] [18 <./images/lstm.png>] +Missing character: There is no â in font cmr10! +Missing character: There is no € in font cmr10! +Missing character: There is no ™ in font cmr10! + [19] +Missing character: There is no â in font cmr10! +Missing character: There is no € in font cmr10! +Missing character: There is no ™ in font cmr10! + [20] [21] [22] [23] [24] [25] [26] +Overfull \hbox (1.46323pt too wide) in paragraph at lines 513--513 \OT1/cmr/m/n/10 [On-line]. Avail-able: []$\OT1/cmtt/m/n/10 https : / / www . co deproject . com / Articles / 1201444 / Stock -[] Predictions -[] [] - -Overfull \hbox (22.26572pt too wide) in paragraph at lines 367--367 +[27] +Overfull \hbox (22.26572pt too wide) in paragraph at lines 513--513 \OT1/cmr/m/n/10 able: []$\OT1/cmtt/m/n/10 https : / / towardsdatascience . com / recurrent -[] neural -[] networks -[] and -[] lstm -[] 4b601dd822a5$[]\OT1/cm r/m/n/10 . [] -[22] [23] + +Overfull \hbox (59.98181pt too wide) in paragraph at lines 513--513 +[]$\OT1/cmtt/m/n/10 http : / / deeplearning . stanford . edu / tutorial / super +vised / OptimizationStochasticGradientDescent$[]\OT1/cmr/m/n/10 . + [] + +[28] pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve rsion <1.7>, but at most version <1.5> allowed - + File: PID.pdf Graphic file (type pdf) -Package pdftex.def Info: PID.pdf used on input line 372. +Package pdftex.def Info: PID.pdf used on input line 518. (pdftex.def) Requested size: 597.551pt x 845.07512pt. @@ -1027,7 +1067,7 @@ pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve rsion <1.7>, but at most version <1.5> allowed File: PID.pdf Graphic file (type pdf) -Package pdftex.def Info: PID.pdf used on input line 372. +Package pdftex.def Info: PID.pdf used on input line 518. (pdftex.def) Requested size: 597.551pt x 845.07512pt. @@ -1037,250 +1077,253 @@ rsion <1.7>, but at most version <1.5> allowed pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve rsion <1.7>, but at most version <1.5> allowed - + File: PID.pdf Graphic file (type pdf) -Package pdftex.def Info: PID.pdf , page1 used on input line 372. +Package pdftex.def Info: PID.pdf , page1 used on input line 518. (pdftex.def) Requested size: 597.551pt x 845.07512pt. File: PID.pdf Graphic file (type pdf) -Package pdftex.def Info: PID.pdf , page1 used on input line 372. +Package pdftex.def Info: PID.pdf , page1 used on input line 518. (pdftex.def) Requested size: 562.1644pt x 795.0303pt. -[24] +[29] File: PID.pdf Graphic file (type pdf) -Package pdftex.def Info: PID.pdf , page1 used on input line 372. +Package pdftex.def Info: PID.pdf , page1 used on input line 518. (pdftex.def) Requested size: 562.1644pt x 795.0303pt. File: PID.pdf Graphic file (type pdf) -Package pdftex.def Info: PID.pdf , page1 used on input line 372. +Package pdftex.def Info: PID.pdf , page1 used on input line 518. (pdftex.def) Requested size: 562.1644pt x 795.0303pt. File: PID.pdf Graphic file (type pdf) -Package pdftex.def Info: PID.pdf , page1 used on input line 372. +Package pdftex.def Info: PID.pdf , page1 used on input line 518. (pdftex.def) Requested size: 562.1644pt x 795.0303pt. - [25 <./PID.pdf>] + [30 <./PID.pdf>] pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve rsion <1.7>, but at most version <1.5> allowed - + File: PID.pdf Graphic file (type pdf) -Package pdftex.def Info: PID.pdf , page2 used on input line 372. +Package pdftex.def Info: PID.pdf , page2 used on input line 518. (pdftex.def) Requested size: 562.1644pt x 795.0303pt. File: PID.pdf Graphic file (type pdf) -Package pdftex.def Info: PID.pdf , page2 used on input line 372. +Package pdftex.def Info: PID.pdf , page2 used on input line 518. (pdftex.def) Requested size: 562.1644pt x 795.0303pt. File: PID.pdf Graphic file (type pdf) -Package pdftex.def Info: PID.pdf , page2 used on input line 372. -(pdftex.def) Requested size: 562.1644pt x 795.0303pt. -[26 <./PID.pdf>] - -pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve -rsion <1.7>, but at most version <1.5> allowed - -File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page3 used on input line 372. -(pdftex.def) Requested size: 562.1644pt x 795.0303pt. -File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page3 used on input line 372. -(pdftex.def) Requested size: 562.1644pt x 795.0303pt. -File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page3 used on input line 372. -(pdftex.def) Requested size: 562.1644pt x 795.0303pt. -[27 <./PID.pdf>] - -pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve -rsion <1.7>, but at most version <1.5> allowed - -File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page4 used on input line 372. -(pdftex.def) Requested size: 562.1644pt x 795.0303pt. -File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page4 used on input line 372. -(pdftex.def) Requested size: 562.1644pt x 795.0303pt. -File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page4 used on input line 372. -(pdftex.def) Requested size: 562.1644pt x 795.0303pt. -[28 <./PID.pdf>] - -pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve -rsion <1.7>, but at most version <1.5> allowed - -File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page5 used on input line 372. -(pdftex.def) Requested size: 562.1644pt x 795.0303pt. -File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page5 used on input line 372. -(pdftex.def) Requested size: 562.1644pt x 795.0303pt. -File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page5 used on input line 372. -(pdftex.def) Requested size: 562.1644pt x 795.0303pt. -[29 <./PID.pdf>] - -pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve -rsion <1.7>, but at most version <1.5> allowed - -File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page6 used on input line 372. -(pdftex.def) Requested size: 562.1644pt x 795.0303pt. -File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page6 used on input line 372. -(pdftex.def) Requested size: 562.1644pt x 795.0303pt. -File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page6 used on input line 372. -(pdftex.def) Requested size: 562.1644pt x 795.0303pt. -[30 <./PID.pdf>] - -pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve -rsion <1.7>, but at most version <1.5> allowed - -File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page7 used on input line 372. -(pdftex.def) Requested size: 562.1644pt x 795.0303pt. -File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page7 used on input line 372. -(pdftex.def) Requested size: 562.1644pt x 795.0303pt. -File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page7 used on input line 372. +Package pdftex.def Info: PID.pdf , page2 used on input line 518. (pdftex.def) Requested size: 562.1644pt x 795.0303pt. [31 <./PID.pdf>] pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve rsion <1.7>, but at most version <1.5> allowed - + File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page8 used on input line 372. -(pdftex.def) Requested size: 795.0303pt x 562.1644pt. + +Package pdftex.def Info: PID.pdf , page3 used on input line 518. +(pdftex.def) Requested size: 562.1644pt x 795.0303pt. File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page8 used on input line 372. -(pdftex.def) Requested size: 795.0303pt x 562.1644pt. + +Package pdftex.def Info: PID.pdf , page3 used on input line 518. +(pdftex.def) Requested size: 562.1644pt x 795.0303pt. File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page8 used on input line 372. -(pdftex.def) Requested size: 795.0303pt x 562.1644pt. + +Package pdftex.def Info: PID.pdf , page3 used on input line 518. +(pdftex.def) Requested size: 562.1644pt x 795.0303pt. [32 <./PID.pdf>] pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve rsion <1.7>, but at most version <1.5> allowed - + File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page9 used on input line 372. -(pdftex.def) Requested size: 795.0303pt x 562.1644pt. + +Package pdftex.def Info: PID.pdf , page4 used on input line 518. +(pdftex.def) Requested size: 562.1644pt x 795.0303pt. File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page9 used on input line 372. -(pdftex.def) Requested size: 795.0303pt x 562.1644pt. + +Package pdftex.def Info: PID.pdf , page4 used on input line 518. +(pdftex.def) Requested size: 562.1644pt x 795.0303pt. File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page9 used on input line 372. -(pdftex.def) Requested size: 795.0303pt x 562.1644pt. + +Package pdftex.def Info: PID.pdf , page4 used on input line 518. +(pdftex.def) Requested size: 562.1644pt x 795.0303pt. [33 <./PID.pdf>] pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve rsion <1.7>, but at most version <1.5> allowed - + File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page10 used on input line 372. -(pdftex.def) Requested size: 795.0303pt x 562.1644pt. + +Package pdftex.def Info: PID.pdf , page5 used on input line 518. +(pdftex.def) Requested size: 562.1644pt x 795.0303pt. File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page10 used on input line 372. -(pdftex.def) Requested size: 795.0303pt x 562.1644pt. + +Package pdftex.def Info: PID.pdf , page5 used on input line 518. +(pdftex.def) Requested size: 562.1644pt x 795.0303pt. File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page10 used on input line 372. -(pdftex.def) Requested size: 795.0303pt x 562.1644pt. + +Package pdftex.def Info: PID.pdf , page5 used on input line 518. +(pdftex.def) Requested size: 562.1644pt x 795.0303pt. [34 <./PID.pdf>] pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve rsion <1.7>, but at most version <1.5> allowed - + File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page11 used on input line 372. -(pdftex.def) Requested size: 795.0303pt x 562.1644pt. + +Package pdftex.def Info: PID.pdf , page6 used on input line 518. +(pdftex.def) Requested size: 562.1644pt x 795.0303pt. File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page11 used on input line 372. -(pdftex.def) Requested size: 795.0303pt x 562.1644pt. + +Package pdftex.def Info: PID.pdf , page6 used on input line 518. +(pdftex.def) Requested size: 562.1644pt x 795.0303pt. File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page11 used on input line 372. -(pdftex.def) Requested size: 795.0303pt x 562.1644pt. + +Package pdftex.def Info: PID.pdf , page6 used on input line 518. +(pdftex.def) Requested size: 562.1644pt x 795.0303pt. [35 <./PID.pdf>] pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve rsion <1.7>, but at most version <1.5> allowed - + File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page12 used on input line 372. -(pdftex.def) Requested size: 795.0303pt x 562.1644pt. + +Package pdftex.def Info: PID.pdf , page7 used on input line 518. +(pdftex.def) Requested size: 562.1644pt x 795.0303pt. File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page12 used on input line 372. -(pdftex.def) Requested size: 795.0303pt x 562.1644pt. + +Package pdftex.def Info: PID.pdf , page7 used on input line 518. +(pdftex.def) Requested size: 562.1644pt x 795.0303pt. File: PID.pdf Graphic file (type pdf) - -Package pdftex.def Info: PID.pdf , page12 used on input line 372. -(pdftex.def) Requested size: 795.0303pt x 562.1644pt. + +Package pdftex.def Info: PID.pdf , page7 used on input line 518. +(pdftex.def) Requested size: 562.1644pt x 795.0303pt. [36 <./PID.pdf>] -Package atveryend Info: Empty hook `BeforeClearDocument' on input line 376. - [37] -Package atveryend Info: Empty hook `AfterLastShipout' on input line 376. + +pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve +rsion <1.7>, but at most version <1.5> allowed + +File: PID.pdf Graphic file (type pdf) + +Package pdftex.def Info: PID.pdf , page8 used on input line 518. +(pdftex.def) Requested size: 795.0303pt x 562.1644pt. +File: PID.pdf Graphic file (type pdf) + +Package pdftex.def Info: PID.pdf , page8 used on input line 518. +(pdftex.def) Requested size: 795.0303pt x 562.1644pt. +File: PID.pdf Graphic file (type pdf) + +Package pdftex.def Info: PID.pdf , page8 used on input line 518. +(pdftex.def) Requested size: 795.0303pt x 562.1644pt. +[37 <./PID.pdf>] + +pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve +rsion <1.7>, but at most version <1.5> allowed + +File: PID.pdf Graphic file (type pdf) + +Package pdftex.def Info: PID.pdf , page9 used on input line 518. +(pdftex.def) Requested size: 795.0303pt x 562.1644pt. +File: PID.pdf Graphic file (type pdf) + +Package pdftex.def Info: PID.pdf , page9 used on input line 518. +(pdftex.def) Requested size: 795.0303pt x 562.1644pt. +File: PID.pdf Graphic file (type pdf) + +Package pdftex.def Info: PID.pdf , page9 used on input line 518. +(pdftex.def) Requested size: 795.0303pt x 562.1644pt. +[38 <./PID.pdf>] + +pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve +rsion <1.7>, but at most version <1.5> allowed + +File: PID.pdf Graphic file (type pdf) + +Package pdftex.def Info: PID.pdf , page10 used on input line 518. +(pdftex.def) Requested size: 795.0303pt x 562.1644pt. +File: PID.pdf Graphic file (type pdf) + +Package pdftex.def Info: PID.pdf , page10 used on input line 518. +(pdftex.def) Requested size: 795.0303pt x 562.1644pt. +File: PID.pdf Graphic file (type pdf) + +Package pdftex.def Info: PID.pdf , page10 used on input line 518. +(pdftex.def) Requested size: 795.0303pt x 562.1644pt. +[39 <./PID.pdf>] + +pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve +rsion <1.7>, but at most version <1.5> allowed + +File: PID.pdf Graphic file (type pdf) + +Package pdftex.def Info: PID.pdf , page11 used on input line 518. +(pdftex.def) Requested size: 795.0303pt x 562.1644pt. +File: PID.pdf Graphic file (type pdf) + +Package pdftex.def Info: PID.pdf , page11 used on input line 518. +(pdftex.def) Requested size: 795.0303pt x 562.1644pt. +File: PID.pdf Graphic file (type pdf) + +Package pdftex.def Info: PID.pdf , page11 used on input line 518. +(pdftex.def) Requested size: 795.0303pt x 562.1644pt. +[40 <./PID.pdf>] + +pdfTeX warning: /usr/bin/pdflatex (file ./PID.pdf): PDF inclusion: found PDF ve +rsion <1.7>, but at most version <1.5> allowed + +File: PID.pdf Graphic file (type pdf) + +Package pdftex.def Info: PID.pdf , page12 used on input line 518. +(pdftex.def) Requested size: 795.0303pt x 562.1644pt. +File: PID.pdf Graphic file (type pdf) + +Package pdftex.def Info: PID.pdf , page12 used on input line 518. +(pdftex.def) Requested size: 795.0303pt x 562.1644pt. +File: PID.pdf Graphic file (type pdf) + +Package pdftex.def Info: PID.pdf , page12 used on input line 518. +(pdftex.def) Requested size: 795.0303pt x 562.1644pt. +[41 <./PID.pdf>] +Package atveryend Info: Empty hook `BeforeClearDocument' on input line 522. + [42] +Package atveryend Info: Empty hook `AfterLastShipout' on input line 522. (./document.aux) -Package atveryend Info: Executing hook `AtVeryEndDocument' on input line 376. -Package atveryend Info: Executing hook `AtEndAfterFileList' on input line 376. +Package atveryend Info: Executing hook `AtVeryEndDocument' on input line 522. +Package atveryend Info: Executing hook `AtEndAfterFileList' on input line 522. Package rerunfilecheck Info: File `document.out' has not changed. -(rerunfilecheck) Checksum: 30CCF589C480B87162EBF723A1651341;8362. +(rerunfilecheck) Checksum: 1575550D93C69B4B975FC1E3D35A05EF;8249. Package logreq Info: Writing requests to 'document.run.xml'. \openout1 = `document.run.xml'. ) Here is how much of TeX's memory you used: - 22430 strings out of 492982 - 354743 string characters out of 6134895 - 844942 words of memory out of 5000000 - 25551 multiletter control sequences out of 15000+600000 + 22461 strings out of 492982 + 355520 string characters out of 6134895 + 846942 words of memory out of 5000000 + 25569 multiletter control sequences out of 15000+600000 12017 words of font info for 47 fonts, out of 8000000 for 9000 1141 hyphenation exceptions out of 8191 - 45i,18n,67p,2008b,1300s stack positions out of 5000i,500n,10000p,200000b,80000s + 45i,18n,67p,2008b,1302s stack positions out of 5000i,500n,10000p,200000b,80000s -Output written on document.pdf (37 pages, 522816 bytes). +e/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmex10.pfb> +Output written on document.pdf (42 pages, 582267 bytes). PDF statistics: - 689 PDF objects out of 1000 (max. 8388607) - 605 compressed objects within 7 object streams - 121 named destinations out of 1000 (max. 500000) - 528 words of extra memory for PDF output out of 10000 (max. 10000000) + 760 PDF objects out of 1000 (max. 8388607) + 667 compressed objects within 7 object streams + 134 named destinations out of 1000 (max. 500000) + 512 words of extra memory for PDF output out of 10000 (max. 10000000) diff --git a/document.out b/document.out index e87d778..a0d6e6e 100644 --- a/document.out +++ b/document.out @@ -5,50 +5,48 @@ \BOOKMARK [1][-]{section*.6}{\376\377\000P\000r\000o\000b\000l\000e\000m\000\040\000A\000r\000t\000i\000c\000u\000l\000a\000t\000i\000o\000n}{}% 5 \BOOKMARK [2][-]{section*.7}{\376\377\000P\000r\000o\000b\000l\000e\000m\000\040\000S\000t\000a\000t\000e\000m\000e\000n\000t}{section*.6}% 6 \BOOKMARK [2][-]{section*.8}{\376\377\000S\000t\000a\000k\000e\000h\000o\000l\000d\000e\000r\000s}{section*.6}% 7 -\BOOKMARK [2][-]{section*.9}{\376\377\000P\000r\000o\000j\000e\000c\000t\000\040\000C\000o\000n\000s\000t\000r\000a\000i\000n\000t\000s}{section*.6}% 8 -\BOOKMARK [1][-]{section*.10}{\376\377\000L\000i\000t\000e\000r\000a\000t\000u\000r\000e\000\040\000R\000e\000v\000i\000e\000w}{}% 9 -\BOOKMARK [2][-]{section*.11}{\376\377\000E\000x\000i\000s\000t\000i\000n\000g\000\040\000T\000o\000o\000l\000s}{section*.10}% 10 -\BOOKMARK [2][-]{section*.12}{\376\377\000R\000e\000l\000a\000t\000e\000d\000\040\000r\000e\000s\000e\000a\000r\000c\000h}{section*.10}% 11 -\BOOKMARK [2][-]{section*.13}{\376\377\000D\000a\000t\000a\000\040\000C\000o\000l\000l\000e\000c\000t\000i\000o\000n}{section*.10}% 12 -\BOOKMARK [3][-]{section*.14}{\376\377\000T\000w\000i\000t\000t\000e\000r\000\040\000a\000n\000d\000\040\000T\000w\000i\000t\000t\000e\000r\000\040\000A\000P\000I}{section*.13}% 13 -\BOOKMARK [3][-]{section*.15}{\376\377\000T\000w\000e\000e\000p\000y\000\040\000P\000y\000t\000h\000o\000n\000\040\000P\000a\000c\000k\000a\000g\000e}{section*.13}% 14 -\BOOKMARK [2][-]{section*.16}{\376\377\000S\000e\000n\000t\000i\000m\000e\000n\000t\000\040\000A\000n\000a\000l\000y\000s\000i\000s}{section*.10}% 15 -\BOOKMARK [3][-]{section*.17}{\376\377\000N\000a\000t\000u\000r\000a\000l\000\040\000L\000a\000n\000g\000u\000a\000g\000e\000\040\000P\000r\000o\000c\000e\000s\000s\000i\000n\000g}{section*.16}% 16 -\BOOKMARK [3][-]{section*.18}{\376\377\000V\000a\000l\000e\000n\000c\000e\000\040\000A\000w\000a\000r\000e\000\040\000D\000i\000c\000t\000i\000o\000n\000a\000r\000y\000\040\000a\000n\000d\000\040\000s\000E\000n\000t\000i\000m\000e\000n\000t\000\040\000R\000e\000a\000s\000o\000n\000i\000n\000g}{section*.16}% 17 -\BOOKMARK [2][-]{section*.19}{\376\377\000N\000e\000u\000r\000a\000l\000\040\000N\000e\000t\000w\000o\000r\000k\000s}{section*.10}% 18 -\BOOKMARK [3][-]{section*.20}{\376\377\000R\000e\000c\000u\000r\000r\000e\000n\000t\000\040\000N\000e\000u\000r\000a\000l\000\040\000N\000e\000t\000w\000o\000r\000k\000\040\000\050\000R\000N\000N\000\051}{section*.19}% 19 -\BOOKMARK [3][-]{section*.21}{\376\377\000L\000o\000n\000g\000-\000S\000h\000o\000r\000t\000\040\000T\000e\000r\000m\000\040\000M\000e\000m\000o\000r\000y\000\040\000\050\000L\000S\000T\000M\000\051}{section*.19}% 20 -\BOOKMARK [3][-]{section*.22}{\376\377\000K\000e\000r\000a\000\040\000a\000n\000d\000\040\000T\000e\000n\000s\000o\000r\000F\000l\000o\000w}{section*.19}% 21 -\BOOKMARK [3][-]{section*.23}{\376\377\000O\000p\000t\000i\000m\000i\000s\000e\000r\000s}{section*.19}% 22 -\BOOKMARK [3][-]{section*.24}{\376\377\000L\000o\000s\000s}{section*.19}% 23 -\BOOKMARK [3][-]{section*.25}{\376\377\000R\000e\000g\000u\000l\000a\000r\000i\000s\000a\000t\000i\000o\000n\000\040\000-\000\040\000D\000r\000o\000p\000o\000u\000t\000s}{section*.19}% 24 -\BOOKMARK [2][-]{section*.26}{\376\377\000M\000a\000c\000h\000i\000n\000e\000\040\000L\000e\000a\000r\000n\000i\000n\000g}{section*.10}% 25 +\BOOKMARK [2][-]{section*.9}{\376\377\000P\000r\000o\000j\000e\000c\000t\000\040\000M\000o\000t\000i\000v\000a\000t\000i\000o\000n}{section*.6}% 8 +\BOOKMARK [2][-]{section*.10}{\376\377\000T\000e\000c\000h\000n\000i\000c\000a\000l\000\040\000S\000p\000e\000c\000i\000f\000i\000c\000a\000t\000i\000o\000n}{section*.6}% 9 +\BOOKMARK [2][-]{section*.11}{\376\377\000P\000r\000o\000j\000e\000c\000t\000\040\000C\000o\000n\000s\000t\000r\000a\000i\000n\000t\000s}{section*.6}% 10 +\BOOKMARK [1][-]{section*.12}{\376\377\000L\000i\000t\000e\000r\000a\000t\000u\000r\000e\000\040\000R\000e\000v\000i\000e\000w}{}% 11 +\BOOKMARK [2][-]{section*.13}{\376\377\000E\000x\000i\000s\000t\000i\000n\000g\000\040\000T\000o\000o\000l\000s}{section*.12}% 12 +\BOOKMARK [2][-]{section*.14}{\376\377\000R\000e\000l\000a\000t\000e\000d\000\040\000r\000e\000s\000e\000a\000r\000c\000h}{section*.12}% 13 +\BOOKMARK [2][-]{section*.15}{\376\377\000D\000a\000t\000a\000\040\000C\000o\000l\000l\000e\000c\000t\000i\000o\000n}{section*.12}% 14 +\BOOKMARK [3][-]{section*.16}{\376\377\000T\000w\000i\000t\000t\000e\000r\000\040\000a\000n\000d\000\040\000T\000w\000i\000t\000t\000e\000r\000\040\000A\000P\000I}{section*.15}% 15 +\BOOKMARK [3][-]{section*.17}{\376\377\000T\000w\000e\000e\000p\000y\000\040\000P\000y\000t\000h\000o\000n\000\040\000P\000a\000c\000k\000a\000g\000e}{section*.15}% 16 +\BOOKMARK [2][-]{section*.18}{\376\377\000S\000e\000n\000t\000i\000m\000e\000n\000t\000\040\000A\000n\000a\000l\000y\000s\000i\000s}{section*.12}% 17 +\BOOKMARK [3][-]{section*.19}{\376\377\000N\000a\000t\000u\000r\000a\000l\000\040\000L\000a\000n\000g\000u\000a\000g\000e\000\040\000P\000r\000o\000c\000e\000s\000s\000i\000n\000g}{section*.18}% 18 +\BOOKMARK [3][-]{section*.20}{\376\377\000V\000a\000l\000e\000n\000c\000e\000\040\000A\000w\000a\000r\000e\000\040\000D\000i\000c\000t\000i\000o\000n\000a\000r\000y\000\040\000a\000n\000d\000\040\000s\000E\000n\000t\000i\000m\000e\000n\000t\000\040\000R\000e\000a\000s\000o\000n\000i\000n\000g}{section*.18}% 19 +\BOOKMARK [2][-]{section*.21}{\376\377\000N\000e\000u\000r\000a\000l\000\040\000N\000e\000t\000w\000o\000r\000k\000s}{section*.12}% 20 +\BOOKMARK [3][-]{section*.22}{\376\377\000R\000e\000c\000u\000r\000r\000e\000n\000t\000\040\000N\000e\000u\000r\000a\000l\000\040\000N\000e\000t\000w\000o\000r\000k\000\040\000\050\000R\000N\000N\000\051}{section*.21}% 21 +\BOOKMARK [3][-]{section*.23}{\376\377\000L\000o\000n\000g\000-\000S\000h\000o\000r\000t\000\040\000T\000e\000r\000m\000\040\000M\000e\000m\000o\000r\000y\000\040\000\050\000L\000S\000T\000M\000\051}{section*.21}% 22 +\BOOKMARK [3][-]{section*.24}{\376\377\000K\000e\000r\000a\000s\000\040\000a\000n\000d\000\040\000T\000e\000n\000s\000o\000r\000F\000l\000o\000w}{section*.21}% 23 +\BOOKMARK [3][-]{section*.25}{\376\377\000O\000p\000t\000i\000m\000i\000s\000e\000r\000s}{section*.21}% 24 +\BOOKMARK [2][-]{section*.26}{\376\377\000M\000a\000c\000h\000i\000n\000e\000\040\000L\000e\000a\000r\000n\000i\000n\000g}{section*.12}% 25 \BOOKMARK [3][-]{section*.27}{\376\377\000N\000a\000i\000v\000e\000\040\000B\000a\000y\000e\000s}{section*.26}% 26 -\BOOKMARK [2][-]{section*.28}{\376\377\000O\000t\000h\000e\000r\000\040\000T\000e\000c\000h\000n\000i\000q\000u\000e\000s}{section*.10}% 27 -\BOOKMARK [3][-]{section*.29}{\376\377\000N\000g\000r\000a\000m\000s}{section*.28}% 28 -\BOOKMARK [3][-]{section*.30}{\376\377\000S\000c\000o\000r\000i\000n\000g\000\040\000a\000n\000d\000\040\000V\000a\000l\000i\000d\000a\000t\000i\000o\000n}{section*.28}% 29 -\BOOKMARK [1][-]{section*.31}{\376\377\000S\000o\000l\000u\000t\000i\000o\000n\000\040\000A\000p\000p\000r\000o\000a\000c\000h}{}% 30 -\BOOKMARK [2][-]{section*.32}{\376\377\000S\000o\000l\000u\000t\000i\000o\000n\000\040\000S\000u\000m\000m\000a\000r\000y}{section*.31}% 31 -\BOOKMARK [2][-]{section*.33}{\376\377\000D\000a\000t\000a\000\040\000f\000l\000o\000w\000\040\000O\000v\000e\000r\000v\000i\000e\000w}{section*.31}% 32 -\BOOKMARK [2][-]{section*.34}{\376\377\000P\000a\000c\000k\000a\000g\000e\000s\000,\000\040\000T\000o\000o\000l\000s\000\040\000a\000n\000d\000\040\000T\000e\000c\000h\000n\000i\000q\000u\000e\000s}{section*.31}% 33 -\BOOKMARK [1][-]{section*.35}{\376\377\000S\000y\000s\000t\000e\000m\000\040\000D\000e\000s\000i\000g\000n\000\040\000a\000n\000d\000\040\000I\000m\000p\000l\000e\000m\000e\000n\000t\000a\000t\000i\000o\000n}{}% 34 -\BOOKMARK [2][-]{section*.36}{\376\377\000D\000a\000t\000a\000\040\000c\000o\000l\000l\000e\000c\000t\000i\000o\000n}{section*.35}% 35 -\BOOKMARK [3][-]{section*.37}{\376\377\000P\000r\000i\000c\000e\000\040\000T\000i\000m\000e\000-\000s\000e\000r\000i\000e\000s\000\040\000D\000a\000t\000a}{section*.36}% 36 -\BOOKMARK [2][-]{section*.38}{\376\377\000D\000a\000t\000a\000\040\000p\000r\000o\000c\000e\000s\000s\000i\000n\000g}{section*.35}% 37 -\BOOKMARK [3][-]{section*.39}{\376\377\000P\000r\000e\000p\000r\000o\000c\000e\000s\000s\000i\000n\000g}{section*.38}% 38 -\BOOKMARK [3][-]{section*.43}{\376\377\000S\000p\000a\000m\000\040\000F\000i\000l\000t\000e\000r\000i\000n\000g}{section*.38}% 39 -\BOOKMARK [2][-]{section*.46}{\376\377\000S\000e\000n\000t\000i\000m\000e\000n\000t\000\040\000A\000n\000a\000l\000y\000s\000i\000s}{section*.35}% 40 -\BOOKMARK [3][-]{section*.47}{\376\377\000V\000A\000D\000E\000R}{section*.46}% 41 -\BOOKMARK [2][-]{section*.48}{\376\377\000R\000e\000c\000u\000r\000r\000e\000n\000t\000\040\000N\000e\000u\000r\000a\000l\000\040\000N\000e\000t\000w\000o\000r\000k}{section*.35}% 42 -\BOOKMARK [3][-]{section*.49}{\376\377\000T\000r\000a\000i\000n\000i\000n\000g\000\040\000a\000n\000d\000\040\000T\000e\000s\000t\000i\000n\000g\000\040\000M\000o\000d\000e\000l}{section*.48}% 43 -\BOOKMARK [3][-]{section*.50}{\376\377\000V\000a\000l\000i\000d\000a\000t\000i\000o\000n}{section*.48}% 44 -\BOOKMARK [3][-]{section*.51}{\376\377\000F\000u\000t\000u\000r\000e\000\040\000P\000r\000e\000d\000i\000c\000t\000i\000o\000n\000\040\000F\000o\000r\000e\000c\000a\000s\000t\000i\000n\000g}{section*.48}% 45 -\BOOKMARK [1][-]{section*.52}{\376\377\000T\000e\000s\000t\000i\000n\000g\000:\000\040\000V\000e\000r\000i\000f\000i\000c\000a\000t\000i\000o\000n\000\040\000a\000n\000d\000\040\000R\000e\000f\000l\000e\000c\000t\000i\000o\000n}{}% 46 -\BOOKMARK [1][-]{section*.53}{\376\377\000D\000i\000s\000c\000u\000s\000s\000i\000o\000n\000:\000\040\000C\000o\000n\000t\000r\000i\000b\000u\000t\000i\000o\000n\000\040\000a\000n\000d\000\040\000R\000e\000f\000l\000e\000c\000t\000i\000o\000n}{}% 47 -\BOOKMARK [2][-]{section*.54}{\376\377\000L\000i\000m\000i\000t\000a\000t\000i\000o\000n\000s}{section*.53}% 48 -\BOOKMARK [1][-]{section*.55}{\376\377\000C\000o\000n\000c\000l\000u\000s\000i\000o\000n\000\040\000a\000n\000d\000\040\000F\000u\000t\000u\000r\000e\000\040\000I\000m\000p\000r\000o\000v\000e\000m\000e\000n\000t\000s}{}% 49 -\BOOKMARK [2][-]{section*.56}{\376\377\000C\000o\000n\000c\000l\000u\000s\000i\000o\000n}{section*.55}% 50 -\BOOKMARK [2][-]{section*.57}{\376\377\000F\000u\000t\000u\000r\000e\000\040\000I\000m\000p\000r\000o\000v\000e\000m\000e\000n\000t\000s}{section*.55}% 51 -\BOOKMARK [1][-]{section*.59}{\376\377\000A\000p\000p\000e\000n\000d\000i\000c\000e\000s}{}% 52 -\BOOKMARK [2][-]{section*.60}{\376\377\000A\000p\000p\000e\000n\000d\000i\000x\000\040\000A\000\040\000-\000\040\000P\000r\000o\000j\000e\000c\000t\000\040\000I\000n\000i\000t\000i\000a\000t\000i\000o\000n\000\040\000D\000o\000c\000u\000m\000e\000n\000t}{section*.59}% 53 -\BOOKMARK [2][-]{section*.61}{\376\377\000A\000p\000p\000e\000n\000d\000i\000x\000\040\000B\000\040\000-\000\040\000L\000o\000g\000\040\000b\000o\000o\000k}{section*.59}% 54 +\BOOKMARK [1][-]{section*.28}{\376\377\000S\000o\000l\000u\000t\000i\000o\000n\000\040\000A\000p\000p\000r\000o\000a\000c\000h}{}% 27 +\BOOKMARK [2][-]{section*.29}{\376\377\000S\000o\000l\000u\000t\000i\000o\000n\000\040\000S\000u\000m\000m\000a\000r\000y}{section*.28}% 28 +\BOOKMARK [2][-]{section*.30}{\376\377\000R\000e\000q\000u\000i\000r\000e\000m\000e\000n\000t\000s}{section*.28}% 29 +\BOOKMARK [2][-]{section*.31}{\376\377\000D\000a\000t\000a\000\040\000f\000l\000o\000w\000\040\000O\000v\000e\000r\000v\000i\000e\000w}{section*.28}% 30 +\BOOKMARK [2][-]{section*.32}{\376\377\000P\000a\000c\000k\000a\000g\000e\000s\000,\000\040\000T\000o\000o\000l\000s\000\040\000a\000n\000d\000\040\000T\000e\000c\000h\000n\000i\000q\000u\000e\000s}{section*.28}% 31 +\BOOKMARK [1][-]{section*.33}{\376\377\000S\000y\000s\000t\000e\000m\000\040\000D\000e\000s\000i\000g\000n\000\040\000a\000n\000d\000\040\000I\000m\000p\000l\000e\000m\000e\000n\000t\000a\000t\000i\000o\000n}{}% 32 +\BOOKMARK [2][-]{section*.34}{\376\377\000D\000a\000t\000a\000\040\000c\000o\000l\000l\000e\000c\000t\000i\000o\000n}{section*.33}% 33 +\BOOKMARK [3][-]{section*.35}{\376\377\000P\000r\000i\000c\000e\000\040\000T\000i\000m\000e\000-\000s\000e\000r\000i\000e\000s\000\040\000D\000a\000t\000a}{section*.34}% 34 +\BOOKMARK [2][-]{section*.36}{\376\377\000D\000a\000t\000a\000\040\000p\000r\000o\000c\000e\000s\000s\000i\000n\000g}{section*.33}% 35 +\BOOKMARK [3][-]{section*.37}{\376\377\000P\000r\000e\000p\000r\000o\000c\000e\000s\000s\000i\000n\000g}{section*.36}% 36 +\BOOKMARK [3][-]{section*.41}{\376\377\000S\000p\000a\000m\000\040\000F\000i\000l\000t\000e\000r\000i\000n\000g}{section*.36}% 37 +\BOOKMARK [2][-]{section*.44}{\376\377\000S\000e\000n\000t\000i\000m\000e\000n\000t\000\040\000A\000n\000a\000l\000y\000s\000i\000s}{section*.33}% 38 +\BOOKMARK [3][-]{section*.45}{\376\377\000V\000A\000D\000E\000R}{section*.44}% 39 +\BOOKMARK [2][-]{section*.46}{\376\377\000R\000e\000c\000u\000r\000r\000e\000n\000t\000\040\000N\000e\000u\000r\000a\000l\000\040\000N\000e\000t\000w\000o\000r\000k\000\040\000-\000\040\000L\000S\000T\000M}{section*.33}% 40 +\BOOKMARK [3][-]{section*.47}{\376\377\000T\000r\000a\000i\000n\000i\000n\000g\000\040\000a\000n\000d\000\040\000T\000e\000s\000t\000i\000n\000g\000\040\000M\000o\000d\000e\000l}{section*.46}% 41 +\BOOKMARK [3][-]{section*.48}{\376\377\000S\000c\000o\000r\000i\000n\000g\000\040\000a\000n\000d\000\040\000V\000a\000l\000i\000d\000a\000t\000i\000o\000n}{section*.46}% 42 +\BOOKMARK [3][-]{section*.49}{\376\377\000F\000u\000t\000u\000r\000e\000\040\000P\000r\000e\000d\000i\000c\000t\000i\000o\000n\000\040\000F\000o\000r\000e\000c\000a\000s\000t\000i\000n\000g}{section*.46}% 43 +\BOOKMARK [1][-]{section*.50}{\376\377\000T\000e\000s\000t\000i\000n\000g\000:\000\040\000V\000e\000r\000i\000f\000i\000c\000a\000t\000i\000o\000n\000\040\000a\000n\000d\000\040\000R\000e\000f\000l\000e\000c\000t\000i\000o\000n}{}% 44 +\BOOKMARK [1][-]{section*.51}{\376\377\000D\000i\000s\000c\000u\000s\000s\000i\000o\000n\000:\000\040\000C\000o\000n\000t\000r\000i\000b\000u\000t\000i\000o\000n\000\040\000a\000n\000d\000\040\000R\000e\000f\000l\000e\000c\000t\000i\000o\000n}{}% 45 +\BOOKMARK [2][-]{section*.52}{\376\377\000L\000i\000m\000i\000t\000a\000t\000i\000o\000n\000s}{section*.51}% 46 +\BOOKMARK [1][-]{section*.53}{\376\377\000C\000o\000n\000c\000l\000u\000s\000i\000o\000n\000\040\000a\000n\000d\000\040\000F\000u\000t\000u\000r\000e\000\040\000I\000m\000p\000r\000o\000v\000e\000m\000e\000n\000t\000s}{}% 47 +\BOOKMARK [2][-]{section*.54}{\376\377\000C\000o\000n\000c\000l\000u\000s\000i\000o\000n}{section*.53}% 48 +\BOOKMARK [2][-]{section*.55}{\376\377\000F\000u\000t\000u\000r\000e\000\040\000I\000m\000p\000r\000o\000v\000e\000m\000e\000n\000t\000s}{section*.53}% 49 +\BOOKMARK [1][-]{section*.57}{\376\377\000A\000p\000p\000e\000n\000d\000i\000c\000e\000s}{}% 50 +\BOOKMARK [2][-]{section*.58}{\376\377\000A\000p\000p\000e\000n\000d\000i\000x\000\040\000A\000\040\000-\000\040\000P\000r\000o\000j\000e\000c\000t\000\040\000I\000n\000i\000t\000i\000a\000t\000i\000o\000n\000\040\000D\000o\000c\000u\000m\000e\000n\000t}{section*.57}% 51 +\BOOKMARK [2][-]{section*.59}{\376\377\000A\000p\000p\000e\000n\000d\000i\000x\000\040\000B\000\040\000-\000\040\000L\000o\000g\000\040\000b\000o\000o\000k}{section*.57}% 52 diff --git a/document.pdf b/document.pdf index f0e7cbfa54a35b84582ce63975d91b0401b2408f..544b05fa9cfa5439ec2f7f43aa7b546904ae8bc0 100644 GIT binary patch delta 206400 zcmZs?Q*fY7xP=={Y)m+@?TKyM<|Gr_Uu@g9ZQHhOTa%ps>|J$k&c0jKy6b*wt$yF$ zM}m(*l2}nt<`ly~P)cA*Q`Q#uH*(j7`fVz@?7-d$Gc;JMGaAGcCTanNKDuVu(rWx) zD#?F0AFX~N$Mh-dQNIYGlq)b?kEc8b_UvSZU};!kC~(O93FrL_73QIJsH}fr=iyL{ z8Yg2eLT|AO#WA9rNx@VwO~GC;PQjeq(m`WJ&MLV$z*jfQ|-fQsK1U-#a$6K(3Lsb^X+7%F3 z{33FVULg^I8=**A=oo02VV+qf;~*$E1gq@>v;-bvr_f*3iH<&ymWeI7qx)!k0Z16g z_TZkNKH$V8n8v_>IW%!_3@))Rt2GWvZ+aZG7%Dyd6m*{@?po4+>lJT_8W-qM{oz7F zDeo}=f7JC5O2kWcJ0Zm=kaena6chy&5n?BQ^5A^aPb*?de|mB;afRW*Tj+JHjd-|d zy8Oaqr&*y?bDmigR%V23!cY?&s7ZyfKs8tm#NEK$1RyEyvos0|_*i~CsX0VfrS*PRsw8YeUg{GH((XF>ejg?-F@C6-a7ClvF07RR zyZBF{0ZNmIe3Crp19OPP>7kK~)E}X!?nKC?kzsytq$Hp%aMXH)#zK>Hrzd26h!BtS zzFd^2V?eV-U_@~muMaJLHyToobu|0_US4a9F1<^|)O*U#X}86_Whx!uFf&*o*8$`FwSH#=C+i! zi66$C2L==%_bp(L(OqOcqP#TF>3sgtYw}i?iHccuh|g6bw}IK?tTceZq)BtCPb&6%CUcqv9@vyU(s2s{zbqC&T#eyQm}4=%x@L6&o_y1=dPEBbZMI}hEZss~p4 z(Zy;`@7P*I=#%y4@$W_pwUt>-8<*?PN$MSzm*>RtTEni%iWiIS;^Z!_m9?yrNk%P-M-st>ICc`4EzO~|7XJft3PSqwX8ur&%03ej4d*o%# zya`;v|pVrrt2M0->Ix042k;ge=srsN|nJ!gXbys&dNWM*T3p_{OMa{!@bwS zhI?&(g-`H^6M#FVPM4oI@aN2XqW2=K%hc@#E;{8cW6rjQ%Ca=1JzP|7j%W3dV6Kb>(_L6t9kvkUHM=9(jN@HcF+c^>v|(MMJZ=mYt0= zuSjj>EEnpl0{!lejppO#xuwXBn<{*MVkQ1thW3chZ>S5Qw)X29>~E+l?rn5fQyUXU zCkInQ>;G5T8d<_Jr}%pQKyOHZRD}d%Vo4DQfgnkU-9kvfK@bLGW^K?%aMw!!AQ4ie zLm;sJX9Cvh4vd+j;h&WdSi0mlBdTf0`4+DOptW+g_*+KJ9_1tO*1Gnn~JRM3W zGr7~w9_Vi~FP65~w_o9SzTkl{PUHXw<1lEnamXwsA*DUJ@=3x+1SJo|X81%}IgZjnTV#r2cO^C!0C9oY$7 zlZgMOw5Dm<3ApPK=_DXkgw{8V+h5j9C*N6G&tLD%y*70Plch^9M7lgFS6YK47u zk1L|B`8zoeJUAm3u31CdX$8bE@vXS=!P*q=LhiYWv=M8|rfcT?%RQC5lUxjWvuF)S zb{8*StXwBO7gVz!D^EI1uCRUe9wwmOs@NIA;ywS_IhD5jeg+Pv^Su~#dBL{>0+Lwi^3!qR5i@?8^{id1NSK=*6FUg;1uS7+v`8?tWL!6-AfIg)KIC9o>h`$?;x zl4c|h$Oz~Y%F!Ud+WBEw1~tq*fvZibkvp+HlAQTzWfykRMp=cScqefg5wz@eZ9aGW zw5L509l!9fl=_jt7H-QT?ApGyNZUV3SCbA(U_1DQU|vK?yNdk%d&tR2gb(RWSqH(r zXlE9LI5k#Jg%|3X?(|M2y_YcE2n4Uvc#KQSg9bt z`n@i_)z=3^?$_p`fHSc0aG+Ettd`EsLfXh5^@Ub?hEnKkP4>w{WBH74M-E3808bDA zAp3SR*`b~@^2n$QCvRmeBn5pUED$UY=bHkFkCgo2j~jII=unc0joR79aW&^3;@+HX zI#PM4V4$wsOV5GgExfoF=Nkb_MuvxWpC0tndem8nP3%3@%wxYP{v`3DfO>a-+HK~% zXS5K72CA+Ur+POg$);C;=a84a3^x#pZ_nA%0O#GR7QfmzFw^zb(+w4b-pl71`Qx0S z!3BtiP*^46-*fn{Y(|$3_ZetZnOXjimx+@#C2t)94U{n@?hc9?xYCeT-e5%TexUJ6 zL}G8&YxaOcIGY6xCc>wm4X{@ct0KVW|MT{utLZ`*qa-BE4b!F(UZ~mEvUBZ2Gt=I{ zbFtvJ5+y#@w-;(B-Rf^_BdT8&+p)Os-LPY+vNn=IyMIOV$1O=yi7BW(O1_9%()i6Ju+Lp|k+I7U#ee-qmttp5 z>*e~nMLWOEGcvNk!QzBp)|hM>;XruGr`SWUSR+GfOj+BzuVuO=LLxUu7_$%}C74~T zVCNban_<8B7w$0W>VpplK8C?Mwvpi>_I8r&`&$MZktIw&t zqR($Ayarb;AbNTkCZtNl^U8nqj_yYa z^iDe50Yw_tLfBQJEZylJa#5ciSC585Br94*J5|RrgvzFfv#ucx%cGCtIO+B3I8XD$ z`0Ed3`o=p%n9bOrSZzb}${6py4v=q<;=F3zHGd*x!0LCld_r`2dr{8Qa|&v+#!j5^ ztK+U&x$QEar=?eEc_C%0Q~yDkS3v1&A&zyL~;tOkQkPSOx+E`hmZdfI**< zW2XlZu%7<#s_L}DgGJrb1GGZ+dpVps4*P*9j&7GhgkohokU#}QQ$;mvu3|gFTnMX1 z@mh^&vXJ*xguv98;^kBq0;~^A3m?+%~dVxH^2<$-TIV8vaF*3^`83ct?lm z=CFjKoVRrrJbC@%jz;tW1zY?4`G4J}6ck4=v<7ak5=2nOhJ$cvP%tLOguRjfsLjIo zztnERnTS4Uz2np0(>BSyTKb6Fkg3Ndg^mST5I~efv`Vva)cVPr$eQ)_QH4o0R;5Q8 zlBq%)FIvB?>eA`CJ=DSP9nSyi!Dc$gzYQ9!&6>gli)G@Mf zoin$S<$eC>42+f&zh8H3c|N zsxKe3VPeIKH|fU8#bipMt|6@4$&%CB1PmU)=mE3GT8VSvj+>paKX`QcpU%sK(NU1% z=aBr+?lYIeAssxR!ReKB%EBYhc-0G^TvJGhCbp25uLzx&q^65&DP!YVB-zCMQ%Xs-j99`lPk zraIOt;tjg%`X`kwVsrYgt4kKtYM|ouDc>`A@oE{{dmmJ3@;seD8oETT7&z`z;tuHo69^Q@vBTQ1sPL2B#qmZ|C_bYkiWx!9EQ!b&#QOF{21FA zj<1hEi8nuU@uzoT@7FOkNX_0~Fc2Yw-DCKAw3kmBx$v@I6nxxa3R2G4|9}G{uBnKB zRfcsA{tMqs1EaL#Z*O*ZVGtwDH`|AQzA~RGBK>-YKiCsFDp1Y-CWRY-fHVcs)F1c9 z5q`a|PJalP#vaC2XThzi3WHhzW8F`wl~=I zU3&Xci9TAkBj(LtKnfU%@}xrg!1%(MPLDS+52Pl+QzYXL{YeY90~xgt;2k$J?u)`d zom`4+n3P8O(`JID42B=AZEK>pJhTtPSSwEgt(W7g_@i~I=LsJ;u92|WCg-cV&8`j& zhOv1z@fX~@N>OEzz6FwGr_{;zI5qQmX0?eNjO%8mGo~NDnA}R~Yz69qtr({wPT`*+ z1n?0YkWdHU(~~V?k>mqfCOn_7I8=l*oZ8qpcFGaiAWw*p2?N}d zdX~4ULZw3uuWDaKa2j-N+Q1^KEfNB-dGt>yeM`DoK2duYIf1u5+NdvDX>TV1(800u zUr{~aAnFm-;6%w*CwJS|9)eCg0jo^6E1q>+tABoFu@2VK=tieN*RsZ@KRIyn!g&g~U^qXHj3v~5>RRwA9mXuo zq=qV{_a~0#@c~x6e}+1EY<_kQDB8gte-uIuOZqHA1fyPBn+>V2?IqMgqDR1&Wbx3M zQ^-fVw{U?zDzr#_ViH4!%4}tCQX_Vatlm@i{tit*Ep=gEfZ($Xn)US>dc{soeYNj zu#HBma)?$^%B))$)o^e>8W)1*)kkxW@$dUEa2Zr8&2OQb5&q9`LlXH~h|WrT=hK3i zaW?HihyY4RR33J<^d870Ow4dK!fq%wES>y?E;9U>^=U1K@Is_K@=*y1bp>$$dWB&; z{s{<=;mzN7BZ9+oV+Ky6vW?~{h05?Av^9h7f?MpNClPnL#4g<|fDG3277tN-=N={Z z>=gS|fa#!@gK_EEbY^X5vXRzajxeQbeubY5_yKltb&1O)p_n5KMW3zE_XcX!tVXJV zI!N>QaN45>H7yD3PnV)<;#P@R97sF^gW`xB+^k4}g*==#U6(Zzjg;~%hA#N^aDl>Q za1Z^)3ORSKwMMZ@oP*Fh#vWhvLIKFAQ-fo!758e;Wr1>zBF0OLU~oR+QV_(~|i|QoowY`_(rPY3qJ4Txht<@ZVQH``nz1XANz+nQ|tl}!eMqvAJtHr`4AO*10{-C%~UjUa05x9 z$uJ_HG>WlD8q2Q7f7fC%MQPl*Tl5YwJ}fj(s<8bu+{KcLvg54eU59vU>MA-B+C)DT z`2|XIPED|~d3)5bYex$e1`d`t8SrC! z5hj~M&qmGTH8qfhqA|Y^o-#80HHjFM(6qXK{oZx!LXy&Q52}Gs^pnDjEDV~)P#3ol zImED+U)DAg0K2pgxNi4_SA$d4#PH_Jf_IH?)!1+%rYILRs`L8n@1pm=01|7A>_y@u z!usO*N$zz&SR!sbtXq$|ou79#r65D4R|VBCbA|V&QP5Ac=fd6M;^z6TnT;wuG-O%S zZ!z9^d=B{+I`5j83Ma#dJ7E^nZ<3oPE4MC=#9<(*PTopl>`P>j3?q-o* zY3XN5YKz1PoD6ybST60;yXeY}GAqj~vW_7YsP|wb{JT1tD9i1Wozy$|*jv*=C<${! z^G+O|*{zmQ^P?WyUDrcbRUf5)=jY7Wh6W;OKF|zp``eSx&)lmc`cZepNW*PgE+PF@ zyhRdg`tGBY=8rd`d@USzQF1q)>Kiqe7!CO-*R64oD?{l7LdVj0+(Jl2gE%8j;#22r zk7_3vVNV(z=KxiPKEdN{K``OanQwL5BX3?@pHUAQNiG0MEQ?jTWeCjkBu}mQ3Yck( zh)r8|zh$tzstc@j)qpGdxH2Z4&pSB3;mNRSFTKXo**IqSlgO*+w;DpwGMcb7XPyn8 zM@FSFM56@QW7*Fi0bypNzr9d*bg8@tC}8+&MmLFJ2Cnt&N`^eS2mVejC)wrDQ}InJ zD)29)I^4(j%*sh$Qu?8_1@mpR_tU0eki(N(1RXxwz3-QRJUef-Z$JgY|DZ{I;)f?r z#$|fjTqYvjfuvTnf};nfAD;MONoC0Zk*;`j<_$oOsOT%OpK=s&H*J9N^lG%1Tg{l0 z?MB~IRII#@VF8|YX=Da^ut_1)ii$p;Q@yQcOLscZiM;~s@kVokkhBs_%Q@M& z{8j|(8Q+g}GFcCq19;1mV~v&jns|?<UiqfA|89E5ub2`ZWfvV|*{QxUP)nh$+E%AliMgE<>)rW$GtS8( z7#LWAN)f;KrO{NYnD;*qay{0QQ_(`_~?xlOTkLOZobhdc}zbTvY)3{-gZ4D0*I z4%ZmI3Ox%Hz#huh?8#EY+K8_KYmEcT8}NF_=7LcnX6FY^T1-5;u+T3pq@0_sSexK; zgAW*z63C^8O|Y>e?vp&^@Sm~)4vp}HRbk2~zd$Yt0(iuJY6bIWZ-y%b*YncCjIQE0 zXLlXrD&-&S&MuoPNT|qGy|Me^WcRZ>YPWq2D!V(&)hyq!kZkI^`6XQdt91mcRIg%V z-`AYm+TEp=Lx3-&=rPLn|t9iP|KIv#$EmmEPOg#9&E|6CF!yo z9JIOKm=I?FbQ3fpp7hlQiPXIN?&lpJZ$}V3wqY>8w|10CGp?QqN1ESK5!Ax094BYUhL^9l10za4ZP;vRX4PDwL-(Q(g4Xl4#L(`eyr(!5bSSgWkr@8 z`ryx|uv zM3^)kW#%X9Rzlg@Tvu|u>Yt>vO!8G*^>blPF&X)!t9rlVwF4FPr8BYQc2fmvzttN) z>LnHMf9Q)dgh8z+XM*h_@^ig*SmSVKVm((|TgeOZF87UO`(54`T=Zv;l7W^|Os=6e z40Gr{D29oFXp1xf)h+%CjN%RBm(5sP*%xaw{&I*V)xToU2lsd55a%6l_O=ec4QCuT zMy8sYz_C1##A%HQF#@ELIn5$)*&k$27*n&PhN2-x?y6J z1Ja0|m|`#%V}6dEuGPJ+o$ReZxoQnUlrszTn+V1q4=W!$vY6vgVJoiTcZKens9u(H zGez%YIcTWNS!Vm=qrrkNmRwNnv}I`hgD{zRX=az+)}3lH!MRYU?rtl2?E9m)Q2A4e zi1E@w5Tu)cTD|Z%EF=F||Byw^srN>#XH=K=NE3?Cjo(Q1jd({|2`^VYOBGL!@HE)^ zd3q-E7^!iZ??t=zm1;b}&2iuz+khyYiXAbD=b_}%bJrF2QsS^9d@L=DVtvHWUgZvB z8PNiFdS7y)`!Fr$;Nd@L7Q=(6zkQ13IW=SVxn5>IW@$Z(&U1OqC*D z)Fswy*(fh04~o1D#mAK5?$N5GeQjqmOClv*b@^@^Pk8T<%{!6CXxxcntJEEO;q0)Z z-kXSg6^pD2mHuZhYN@nxJi5WXcje3knn?#Wngb}0Q!+=0aJVZ+{s?Z2t=GPKf9g}< zt1}kB&EaA9lUJ`YVwcy^_`ts3Qevzt^49?+wv?9=*K22`{OyYi?0svL#Y!v~esgkM zOQ&HU^RG_F0no}Dae2WJANb%bQ^0Hg3`y~o3tl+8)_VVq05!1t_yz8pqT(~=j7^%1 zMg%z?^OV+nBpZVm2BdaYR`_sFXu@unAN(hPTIh%uZb2(FDRKfrnr0P~c8SKYBqk-L z@#Sqo)^S31>!30YQ#Wjkwhs%fU%Ua!x;?S9n-0y{)~%>>RAY$h)BD%w?GY|=DZ7tg z=%QYC_muYp{cl}(2KtIeNaYA_jD+X(NK5krm=%>8eoeeFkFBo|y=xGYi6sziW6?fVROc#?m7 z+Ws9zX6CA}i%?u`u98{4a7Giy%MY}fy>!eT-vBl4W~d2ri|CIf+_Ri-nK;BjyZ5dS zQsfl4F_ZWqm{4Y}K-j+21t_JnO(_qJNj~eg_}OBD;Dqmp*FtYBr5rmpSde_Gx#JyQ zlckg^7WqAWsDy$YH8QYOgw}|VZ^?{L7?4aBN*0f8A}RpV=yX*M{XcyAhfcW zmE^!lZ${(stW(s`HNCjs#w8VC%QVjKvDbEnpRDIr9UGWc`BR6Jt{ENOFA@XJj-Z(K z#>QvZDhO1cyl>X;E$%z@L!ZPrDCB;#Y%m*>;I&yBV-z&YcTsZAZBL0dJ}A zj@VK+AViA}xjGX}i!SuOrmjZFj*L`Jben{FPy2fA`C?}>mlfiOjs)^9`)@cPVTLi$ z1PkN?+s&adp3JDQ2rrc+7`7`eN1R>5*NPM0qr1~Q%gD)0N}vFm7O1Ux(}%5WolEG5 z*MXwlkBWmWyaoQy1dsO+E9j+X&%=l`?A4?6UDlI)_kiHhV&`3D5SSj=Pmi2p-83Mp zq9PyvNtFcgM};$r`Mwe5kuCI6e{$!@{$T1AqIdIB79YC!W{(~D=f5(FDjggli?(Za z{VnBNG>*f=@$aNo=)w~UqVSw5?E(@@xJ!(>FMQLsvF?72@`<01@3E zkhezoc~z(4@Y-eTrA?%^y20Y$-@yR;efkmbH8mIB@JV&0PW$V#UsQ!!Ae@jFDlq($ z2tz~PT@iCg1uFSKkp8g>0na#PP`N?zz4BW&ka4xiyfO&Q4n%+CZ{#l}o&Nnteywv7 zYb}9hP9fkOj626|`gGcVhK<`z%QmGe5X|Pt1>GDJD}dWwsl_TnB8QcZUWqer_!sWk zN@$uD254fsMN*9x)TlE1rc^uF+jyH@axU{XMG!00c5;#MeXHufbzHc=_UvpCDts>o zFbzd~rT1IVecAFxP7$!My_aYz!&Xv3vI}U-s<>M52F>43nFOpQqY2Q4JZvpS`jSM8 zD{QUU=QzhmW()IRS(Azv=HH8N)jryq7MX}!lycY^#c<&qIf8_Wjn^OgqOtiEwY|A$ zHwUE0m>3nZK%4s$1p&KraDq|_F9IhlgN&(-xzis)W;UjjJRB%0pi9fz7M&CIi?64j zASGe?z@hDvIB)5Wn4^%F4oq&Hdsi5mguWwI(2%3Ar|0A>bq&VPUZ_}JYJFkr`u?EY zp=*sv1XBlo%|b+3r|~?0S8<>xRJ#A;G#+OCkhX!2J|eG*UfcfMfhHo9g3M2fw)*E| z__5a1pA0m~bJ+B7pvK6hKSc2dKaNK!*IY37C)uV5!mFYH%K?crjC_2;`YQ@0#1Wbo zWtu!J|1O$<>^Q}1i$4WS0wt&`jGJYD3B+nS?d)6`^dH}Lu>s>wwJO5oUW5qWIL4Mt zK@!!HqB~W`b&mEQDPZO>-Gx|;%o3!s&7sBgMX>(KI^#mLz_AijWYD)t25MG=uV(xf zd778)bg`xZ&m>l2pGAYeIwu!Rd@q8t8k55$vIvRFB!56!CYg_kPquFMtwAatjgLt{ z;;jYk+>s3a&(3laQa6aXAyL}ctXM^|4k1Vpc%8%s$|Z~gS}8{|$DeGiN;rC|_J8hR z|5=WD6;%uI04B{9<<=-fcj=UHr9x9eoC^FL5WP#|M3#f%Xm&J0*aE5b{-|V# zei_N5w`#g9RdAMa69&zYUaHh=KVW}9(Y-3ZlD91v)6cdcQ;PWxFu)h4Rzu{ymbvaBbO2UEIL0W*odUZ@$@zf8`X4KE_f0|Z=P(NQf)G~uNjW*JUd5~FPI zNP=5iy*KD`+K&dF8k)4XUHQE=e%Z<`mjHKawrx3p-shu`^f2I#BGfuC@o{B3G(p8s z{eAv7@JKec-UA-Jld~A%M zEyZ*KogL6#j(?G$)~7h_UOMnzP2sMmt`F2VMi!1@q+hcaU?E=y=?F5d^iX%NHX@E1 zW^UAN-d<0qEbBU3__iwLeiQsjUUjVVs(-Kja&zh2C*cMjW0o!w3OX+2uifo*>f>lm zkHAQ$Z|NcnvR^#in!jFs>RUUr#4;c+7?S0Il$q&hIsVQQ^O2mb`|X9Je@lRTw7NY0 zw)2FzjpMWZ64SNO_m%#)%aWIWky?&{h8%yl_lLt>S9Th2z*}bz!DI*~SM+>mpPtU? zCy153$#KA#Y2&m=`Zm@(g0*6z4>;FdCI=-g@bR>CGaDJ!U*PJ**Y5rDYUTau)MO9L z5cz)~ZQie)F9dfHMtj=8?QSsl*MDk>G3m>Txys3}{0AWi=fTIN*oBXw`|J11r*o@( zGKLgDpHFLh00F*FIy$YN+9@wb+=mxZnSJQ_WY5|;E|<# zjHi&=spL4xG70qr;#r{L3OR8gM0by@T;wp9*r7$g@WuT({uCM^BZ=o|-7#y_p_=)| z8B#~CgIZTfNTJj;#es5n{*ZQRm&lTO!lu%#hjt=y8N>!wQ4DE%qcVGwCLgzcSApYk zfk%UgiI~KaxffqZ!tO`;Q6)LK5w7p9ArDBv;Gc2({*ZAq;5+nPRx$Y9D%VIkNd?Cp z+L_J~R6}D=n$81`9METgB32;obHj>zc_zWiqM;JBfqwz6tZc*9R*SpMf>%ue*0-+cZ`7KmrJ5(4g!{7Q%Q2qC;Mawf@@DY z1tNmws~}FSL(m}nV2xfZ#@$&DD-;7OCoxoCbUzQgL>l>W1elWf27bmV`a(9|@=91h z3XJy!p!mH(2Qi@xpRfxL?}r5_uuUUZz67xxc6flEU6D>c%_cK^Z zPH&Yw7$D?Xz`iW+?Nv8RZSpYgr|BgLAQU*d6`(}Ewjl*2XeIJf6brllQ8DhX)a@{4 z-C_>Vp4^SFNy%?w(S%e8H#wCdF73xG=Q-5eBp zfQ-VITh7XwTH-GxJ`t)3F|*uGSOiCM2>wPxD#Q8<4)T+EzdkO!aUf;sk67BFNi}vh zr=ZCeWL#ws_PD2iVZ^la`jkxNWX!&J0_V8rxjUa^@jLM~M%#*n^3^Rj*}8#9NdqbL zDN%AP@(EIA zP7u6#N~Ee>300(Q$CTm*TB<^l#ZciHkCq54-2i3Ri)sv=^X%pCq|x~ zhTw}lrB$aUUE%uKgen@Nj(}^T)~i=IUeJaZf7zoO6$$A`SCj{5Tpfzbt^Y==+{O4x z2_|K4g&=sRnsNY+mjoVjX3R%AIHmL+UY#E1O}SG@eu~iDx(YelrISdTfle#Qfv)+h z?N3t<%75itjtgm%56`&~oK(P1mU=N$oCqiOqDz{W&{oxgdRwL)%F)(Pp^^kB?+=ps zjC+XwpG$n`9vtW>nxHem0~~IKRq$y|g8E$L-jws8?kJ4ZGnoT%@fb!RPd^r%BWY${ z_3RDxPRGbh;*J)wvcJLE`IBt^kMx)MHz8v}03-@H=WnL}jeonaCZadkZ?kJ|tC(wD zXd{*jS|BCBAS^sWJuN+U$8|Db=s1a!roOySL^bcZEanJ3%cpzgNc*m8+yT z^0)Ga{XQB+<-l@Z^VH|fRmMrpxMox3y>s-XTEmbQ-2yYF9@K@QrW$EUbru7A#$iDj zxbbzBBRt#iCGvQ}Ec0=-b9GkD#9{VGI)Fc2OMhz@!J6kdxey5Hl?j8i@Y>A+9}x52gTf?wy(#sD4lr}@44;$psk2dywR?Ijq7wUQ0F7uj0AN4&NQp@2t7#+*aj zQ=4O{2~-aH=w%E$t@AcFRBD-7f**=J)1bnueSNByixvKfwM?4tDLVMH2^>>+qvKi4_jV&9|5hg!NApXs`p^jp!m8dv^{QA~6zpdaNu%vzq zynR68i#1Nsj6{$q#f6m15m^E3c!9lDKis#=S3X!CqDd^D&K58%^q!gRTy!Dl zYo6x1gY@ewl=@~Un9W>(4I=Ksgq=Cs@*Iq+*pqSTMu4?r?g!ij_qAVTDQr0) z?g_@wyNVuWiZCaJIr#A)7Q)u0&v_4w0Txjm2~v@*6Noo=|8M2)mn9<(xqob!dnFkv zD5Hp%BwR4YfE`x#vP+H)DPXuyH#4@=7Lv;H`u+Ux*)@2O8itV#i}WlS4f}MYUJ51Q z%gONHS+BX1?|}cT%`GfOhOwgefMrD3QvWIP1TtPMDGH$^v2VN%CRxWHCYV(Yze?qxmg-25Uf1M}*{s`j4uNU6^VcRa z_~x#AZY7t;uXt|_YqcBsceiLIksGm!zI$0L>P#h`ko(RvUzA#jo|1EPx$;C(izjeU z$t0aWzNjv|lBkSWS}JUT-Xiv^071e*5>;_2rG0APIa%Ycl)k|*e*^^%n3Mjf0YqY% z+dr0XW`CneO5zdD)X+0tsklVWUyK9 z#fZEZLlYEXVr}iQ9*{39Jc2_v;5n#Md!v64(FKmz>OpWswFys$Kn%fXfIEvd(1&Rs zp)(wFq)a*!K#%xxNu`U~J=%VFHjgLqGNV$)=ip6D{7O%;A8sn7x68N*UAit_is=%J zbz0ibX<|;f{AC*w!Fz}_Eau{H;$AXglaE)DtL9$%rmXa%KTL5N@^Ey^KK>urtzwAP ztuIz)^?1Pos7tL0VsAYPz)lSv`GjV|TpiTK#R>kz0+~~62n=cgD|;R8>>AgysDDxEGLyOh?aO(&3E8z(}0{b|2#Lf#i1Y? zDj|j|3FDldYApHc(gRhJiqVil7}NciK?o)Iz^sK07YMm~Uyn@|_*>eqWg973W~}K3 z9#9T*MxKbp-Nrw_KvMx1rhWaE^Go|hKxboS2ewlcx0s|Y=?z-lgsA_q(Uis-De{>o z`3*fkZwkhcDLu{Wk8;ZCBIdrlUn}F0T_cVJt@BCKcquE+o;-%g`4gByDn}r0-jSZU z9We7;KVnfKNK${yBb28YS&QrRT#6P7=#Z z&aO}3NjZ5#8sZNj`1mw%bfIKIh!^DgyDJiNQh%cB^_ z>h~BpeoP5VGP4_otDg{h&jGFdczs#ia`X#5rZ%u?vl;p38khspU@ik&kUVL~J% zG&sxe|7pvh2FBty*pa(FXxs|RY12RAjenM8CRF5WXMzU@ipaH=O4ud7eLO zhenAN%v}gixY|VDe11)*+{~o767Y$YDZ7c{6i*+WAC_TqTg16pByy*WzfJsG%*mf+ z^XM#B%K7U4tjqkmWeWW*9&4JaCh zn4cEM-yBX$%$Q|?hT=~V`X8|@65E`UK-_KhAE!b&;7lSr0DdaF}S%4(wzY*kR~DTjujYnc@rm9cU%Ky#cj}ex*AIj&p1#d^5K=I{HCjL*n^l0*%x` zQB7f+rX3=b6(KNvk%Jo>jQtm@VV{)uI!(efYD&X;(2$~FQh{)f6~C7(AtHGwG!K39 zv5NLFmHrBvu%abC3?hjRRTiHx0IulB3$xQofwfAm(CPJ#qKT#zghLSPg!D;4B)i0T zOs1+lmXAkIb_f-PyIwO)gEDYd0#?QtK`^}?5D~iYR~yqv(6lF#1uYIbzBoHH=c9~# zix3Xacjgv~a$%{^^F;Lxh9t|(0@yIT3MxvJwd|0z02tP7^3)_v z{+|$H3ztUDsmme(1YT!cg}=v!idugv-DG*C%b}gz1RGS+*EmV0bXEV7Q6%b2_kkD% zG(+LK{H}qPUADIEPxn7F!rzI8jP3~h@RPC08}gPYWezVBYqo(+7)V8@wS}o+FE}{) z_kq2t`6JZ5kk7d4-(LTP6>zNh2b*hvZa)Yw2L51@K;<3)PY^=kHZ-7|gr1yC)z&DUm zaMX=tRa&K5rwb(HKd@mZCBpm`gC-DAdwf|KK>v6ij|R&F=fdM z92tUzmGgfKY#O@qh#)~n8g@#|q3H7&*G!0x@L+y4ix5d;ZOM3izb*lwP0zjJ|JPwD zex5(j8iH%2!9dR%=IhcyLB|{ZYlVUY1sY`A?ZF837`L{*ZwU(Hn_d5p?d(hmjFIS| ztSJV8pj1GUrmW*ZD@xZ*jRI$gf+|TArBY&Rn@RkWl{-yR`nvPc{u3yEB$S{w|~gr8=pil*6IS%?-tz}w%{AJE34m+%^1PafhGCe zwWhCB5yo?A)ulAg7ves@E6M`Z=S6e1_d>%~MO-zeF*BU;ys~fdb8XuLtfQTc#}-|p z*hcc#zwfpqTzr5JIF&l+0n>I#Hxm+WZL&T#%=)P^DlO^t0yf>9*6D@3(ZHi#n}rky zCktTNdjzuisoWke%Bh^*iO;*u-r=wK**~drOs^7g!QU4d!w$was(;5t)$z6(H=T|z z6>#y-ZCrcM-$!N?ncM8_ME4vTB*&aTSYwv`nke2n1&EzKj*7TXO|SNMBW7jEd-P8v z@lv~rX1CfVojc(dwg{Eckm`6-eokq?XbWu4$5fP1Drn`nDe}A^_5QM z(xu#tvF1p6oXH&XSx+rd>)XdaDvd{OA0D3Q(lXN$&du#KS%(XJF~siuOg=K#5;6eg zR$J}SWk5fu&bkX7uj{ts!0@6$_Y{x2(tFQ~bzo8ZPkWHcLR?|KU|lhtQ%vp|SZ zWwnh9-W57t@%Wh0do^GB^cVxRkHxQPh}j-#!c>2YvAmSyZ^ak2ifg}8;Zm2kFx<=L_l z>i=QuoT4+0x-FeAwr$(CQ?YH^sZ^YNv2EL`*tTuktT+{P{e8MmU-TK{y;~Q1jD4~9 z-0Pk5SI&F^Y8~;d=1wvLcTS=cI zy0&q9C@GqDmPghiYn;lkY_o`lJMihwCk5AB%cW>PXJa9Dc?B{k`0K8UjcM8Pak2x$ z?Xwj^1Qw+ne!6FA^=0OS3EIyJv6pD9MH)J5|CLif-aLwH(sP>4tNvmu}zqrcvTaWT;Q@oH`kth8`rDV zx*j+lJ|3&&K9Jz9U_l;<(^nU?ljvWS@jb6F(c}U~{@#S2VKso( zqozXuO(FLj>G=jse5$%6I}l;t5ZyH3M<(F~s(NBS)k4|RTugpU=c3+32y)*N83kN(IZIut6;i&WN`P^}1+k0eiAVfir zcuvvK3Z+}45*@=(VokE;J~4LnM%~;d{_S+4@SxeL4blZj#f(Qqkp%UR0?yH5t+y^} z#1@++`v{AOrm*M77F)ZaX2otA5j)~iWtjI|Xe^FHEUbgc7Q2A-gzzXbUppF{2HRFB zF)|yjPa>vFgos)oJV@!fs|o|M&IV%?dxj(7)War1YR=efvG2bRQxb|Ppe;NW%ntpwWmp9ii?Ue*T%(p@l@x3@)CG!giC?61N{j8!(J&+$|9ijLI* zDR1G=7)7U-{9Xq-v4~$51@htW=i)N?O_Y`dm6)C^Rhl>EruaC&rTQH}^5yIxXV=Hj zpz8+~fd5%_a%!DyCE5h&oOn(dsu&6Bf>EpQJS9qJDxDbzOrQwEs*1}S^hhip@W>cp zX;5$2`j>ie9eT1ioX$Amv=30gLK|K-w6>S1;<=K{Cxt1x@TIv6O}!I#_o8`iDR1S| zG=c^p-vnu)$~I}o&)Fa+$43#hGT{?$DYP}5UX=aS+T}O}qfxF&YwFNB1+Q|T-k8QN-CGK5mJExg*hrHzWdErKO`VeQ zGdc8Nmd^+H#(*iR^F{87v``DdKC4W-D8s+Rg!wp}{Ax}cC8F|V zhZ-NlO78S8s^NGZw~Q2Q{w)ED68`uGg6kd67&FmLBBN^vI?}&Pjt$qYiA>0cTpN9; zTME1`K8kS;bWZ4Hj3wK%+Ey?OF~rLGYU1{`dyP%|#v^{KvmX+!usCM%gbvrt4@JnU2upw`j*o3n}~2yVD383>VM;M+z^`;ks}7lL1QEp>Ti zE(xtZUGb;uWkw7<50cdI+Mt>uCF0edxu; z(6BoZ1l6~D+1jQ>7;-< zj8`F?YY=RxDK-hE8{7H}NdJ|GM4|`wl`&;Gxs>+Jdej@5_ps`(^$mmaqPk*JPJfXY zr(^*A{HXADU?6?;md1h>W6Iz`f(TT$hW)y8mqKzT}x zu?-VxKYPS3#gK}wu{X4mTk&fldo^fWKklR3@(~4jNRx>;y>G(m<(VX85X<;GmX|3W z898G3tpPSA6*Q-FFhM_#z}OW+9eG%c_{5pWFtl!qH{nmKLXsHeHyd{tSEExJW2-Uv zRXQl&JCN^?t@Lt}=nGEUek1LF5W8I5|3a?lpxmr!EODSTK-_hgt+xAZ!-560vO=5( zN~-l@nf0fRu6ljl7TVh6RU~AXY2ry!IsepV!@Qn85(=-JG?FO-AQ@ zkex-<)hVj{;(=ge0;tPK&8~5gWRK!L2UVuRT3drWB8sA_s1FoxT>%g>5`B96B4pa!H3n?4X=EPQt9%VdCHZoJ=s5?i1c!nMFKQhFvnrdQP5*TPt=07*W!W3NZ>Qk1#s^b0gt5KGwS+TOrr?Wm~5YT}gP-{v~BL4E)L zu%;)lj#;6#E_PoUgKt~=OR$|?6BrM2q68W}Tz49UuvT`r<= z^c73e+kqaMkFC98L`mSyCpp5JcY27>^6L^thvF*>TsF*z=RQVthBa;8%vWT*+BLnr zguA)*Ad{FrCs=V%?5GfEk|JgOOU% z{1Jo*QsaI^TSPHJbXP4GX6+QpAX)0W>~<+msHH3|DLmMl6ErO(;9wQvY^-)5IH~?O zO23+O{6BtyA~TA>G_Zr$`|}Wp0I{X?oGEYIHzsQ9Tb#1vB=I5eb$&sf} z2#AmTVV#AciJ^v)*3_9_3Gu@XsuAYxYzQSFgu{gp)EuMVi#j(``5{96H|bx0*H_UX z4rg*B+7(gb^`D#}!FeY;_r3i2wX0{s#>>?4F$;O1y!)8Onr0Qlat$Is4dlLf^9R}U zK8zj0X_|jAvH*c{*8fY6Fa!mi5XG$zi>HBonZSe^6ER}79g}UUL;fs_@RdDAOTv`TmLH<~)CQ^R|SrIH?{1b0kF)_tbXdR!e; z(9%nGE6oY_2OVV_f4Wli9hj52b(?G^O7A~Y4VH{X=P$D`t+ebvNWw!Y7$;$+?~QFK zg0lf}S_Q(^kYM%7PWK|c$-Wps^AaeOWg)`iWTggm zl`qjIf@%xyK@@HOsouQvSvJ5sxWC{p^4#~yH^wq50w)uDz2-7103w^WhPhS|5G^#{uY3x80&A8_~k&K+Si`)nfP zJQVe~U$>21$Dsij4D33Sa2KXwc?A1G0fRynf9BXP5UlU)rZjR{YkhrHW48V z@&jv7wWu3jy3HRTl?^i zuvS%0VW>X?0jTX7E@kMgKiv1rek292GfvNHJPZmk1M_HtgxKlmQgpja03V-cFehR1LkLu%M@tUJWUNn!TgHeY_XVQEx7!uQghKuWh}TrF?SMJMpt zN@DAYll$bK&}5z5dC)$JCwkH~5Vd&Yj9wGVE5F|@q~s!{YFF!j4`L)T?x#`d^?+Mo z|M4492JSy-=ybaD$DOv)PI1KSoqm9=2k3|3RoPHim&OHK1Sh7?HlK z!fkPJVeMhp0drV+Oph*cg1_Z-#*B{H2~6B7)LK6BRL#Fecn7^$Y^G&A-T|lE>h) z`;CGU8bZAXN1{;5hdqn3?LCdShstMT z9f$#^IN^h3nN+%m6KNk5fj+LnjLL8_jEcOYlfhOXwXQqKrt*~?#bZqfdD}#QN5yuP zAeL#?_gAv==H7D`_VeXI2fg-Av%k2QJ9hFeaj8-lPzkjBd$R9Nh28bp*W;J|q?gqE`KJPg=q9XJFiznR;S61x_ zzd@j8-l@Z3Bt(&dA8s~Azme%r0p8zsf_&KwYb;xV<Xf9KXDw6pS-$F4CaqfiIx}EyxjW6##5Pc;nIigRcQSWV!T)6w2Urk&Y8km{u z!=_dY#ArU^PgF~?U0R1oLRY=J^YHiA&xj)IEOr)a#-%HR1z))89*$+yH54zic>s7bKvg?)Y>t0wWfd$XgYkgbHBDNVfMHhzwy zZ1+f%lS#(lR%+UVU&uBr!|Ek1=gw>SA^_Wcq;@2w;=^Ej+ZMHm5h%P#3+2%@>;zO+RJ zNw(5OeZt&N5f9x&xZ4Vu0o`QatZ!t(7fIB~G1)oqvb_Hwck6M`4qU-h-cP(S&yC#h z7d5fcK1?!8Puq!+HyNDd6KWdF@3NRNwWH~&ex$BbE728Mc}O$pHphfZE`td~3@T6z z_~TNUWt?Rw_Mp=B^wx&SUM*PlSL^If;?St+6Hl@?PWk=ZG+DVW>&wvzMe>|6?9sI| z41I32j9ORD%lY97$dp0b-}gVfQh3;inTh|y+fspD>vmj zj?V7Lg_?Kc*46r6--tmo-95EUB~!-1bj>M^%$;1^n^wt_Y4eZE&c9q+hvs$QxY{0T z5+u%$n{i!svuKhFg*Bd!BgBT*k~pW^Mo}`Z{6M{SU-uUJgWgVZ$O54&!L4uGBnkt} zd}UB3Ft7z0prg#7vvR{)Q2w;DjU-$djbE|1 zMFYjY@gYUVz)BY}gmwG$Avb68J@L@#AA)Km^n}u*svSo~z=w={8~E)RveRaK8m_4` z6WZ^Rd$crSxdOfV3JPl^2$Dx85t6QdrCnVA%ryoR3o{oh%rPcof@>{NC7Y z9PI6}m&&{O73K;FH&@fgv0F!Z0Y&U}0_5rln6yaq?--}3v^X$V$GL!_A^7BQ3 z3{}v=nVQ2|_XYj=a;}|VsH@kA!j?cfl|6^~A7(X|@_5Bhm$>qo>CF$h>$OhbD49g> zrU5g~7O)p0_UbNS2LyaE&QU{~b#bGknAL5#7&vXcGCdTu{*~SI2%DoRsYd*iroZ#E}+~|RH6Qy&y zef_+z!97^#()&Uy7@=ss5I)IRZ|4h~-Z}4FSmg-8!H;2>g@<;$gam(b^;9S&omSvH zSYCgTowKVOB=S!jwP2PaHh3C?B%{_~`>+dZJHq~eL@1YtJ$FLj!#|f3)gsZEeBEwV z{|+ZWCOS0v;}_2q`>~Wu3o;0V0xkj`v94i4#Kv07dR@F}V|y^kfVQnpJ-XJAi_0x6 zCa_pEMa-`Q|<$hz0(z7CcblpX~%FOm#rwJ5+~22ogAK#t>gZ ztxR;Mw%`V|90%pQQ0tSB@uQ>P?l6?*T1CErc2>e9nje+$PEJUeV+=s_OcWl{mb@3cSeyM z_-&HHmV0LOq`4Esgb_d#)bYGViFW9>Cjz@)art+lY5cThCo1dSMjpicPN+;u7oyEw ziNmq3PZ3p4Nv_@vdF8JT>Hnw-Vj&f1rxPtRHF8SG%(kPAqyq#L2}R@{-uQ6HV*JV( zUAC{wfJM(=Hhg^9wzLO}uB8~sXWl==r#9VWR+%+V#1N&h`sskD=Dlv5_Zz7401WP| zp$dcoh^&x|()jZbC?XhRTzeur?F>3Jp67TO8xrZIi|TVv$Y1+3dn^(=NUq%E$wg!M zI+SC}a`0~jUPJRZ^cn+0#=@;`9dEY8m=MV_*+rvz$2f4yxbIH0jd2bL)atUUAaGs} zSektN9Y^wUB9B19XhEY4JZls1BL zChttkdK~`f;&`_7XwZpLzt9&K{3?uKxQ{hB2kQ?$_9{s6F6c^<$aNDV69J8&?mdLP zGj7D9AOidcG!$=@-=LvaBzza5jQf603d$dHjVMw-48YF3ANh}dGW+iDtC8`F5CONMUT(pM#_l7nPH93t<*({4b zO`$RC6@y}Rl^My8nwyy5Wc@n)V;pY6< z^99c2`sF(TI^OIeo%3&Xm?uh(6CIFwLKgk%i;ogg5Da|3KShxweuK+lXhq-Q86Ed% z3{p%x^t7@$I&i^&;~QoS*9CXm18Q%n07#&J$h)sMF^|5g?Sy{S#>j$j*d{Y zIOZZK*bPTPGWzNe5)>SOe{`{;Z3AhV7>$*(r>TgQ=P={-|9;|*L=a(NK9dzxbjkLj z4@d4NVq?Gg3x^elg^B<6veU{&o-Af00E}lO3KoVc=`TnM!~a^3^sPzqH5;^}CH03y z9Av-qZoK)4AhQ2BxJWr<=o1Lv3*jAsSxcE`ztnL42}bl_fM1%9&2Ri+ugvz_{}(O-}RB`#A&dqxe<9zjPyTN8D~^=tgZKgTYVg2LoJpI#{kcD_czB)mR&o3`j`w)pAuO0GINKcNjjfG; zN*DF5>AU@=5=Qz7O$%1BDjwzjoeE*X<(Mot^gmR!l7r^uZSR?w1P#6sihIxpX4R$^ z`u{jF6Bq>-m{Ot3x`E7G`5c$@R8Pum5|ESm1f-oMV|^d6q6EBL_WcD)d5RY^y~NO@ zLP6iUU0DeF57pB;_Ua@LhTOr&jqV^S4V7?DME(qpX(yaWb*-%~#i(L7#;BCOwJC9L zUg;E_ARb$5thf2J78Qq-x5w2ZqAa%<8i^*TtES^3SmV4~bjzcs&7#g-YA2BsA`Fn- z;E3-bjqluO)#t&#$UOzN_SvhdQB*KCyhkfdt}y5d4!F7nnFeJ*3a{V2Ot0?GaauKr z*UiW4<+fTyeF^hMkn0vTCE@X3(G~45=bYbjCYOo|ig%}^{cfUPh;nS$#UBHi~ zoFrvDA?LM{n=`kl!dU~n?6azZQc(er>Wnc08)zHCpxT*1^CIM+?C+_$AN-7k zayHPUnmy`Is2Y9J5K@xebs+%-3KnXM9DJIG$wBL1{O~@k0IhoB5_16QaKuarIY!da zgf|f-5tmgY^YbA*HbQ_$X6}V5c<0(IYW19Qfpen2lwYz$G&i$GgK(lBvRUl#sfif$ zxoq9!L9&qJJ;tld&OiViZ;y4r5xzr?YZ|c1pgMWk zVy;$a{n+hNTot4iUpuT6*v+6;K@{}YV4!&{I4bOj2!M}h9Y7cm*4C)ot02z}{%HFmMf-sLC0hv>el zxls$xm~dY_sX)zNeFUx*yqog9X9(aVJ*s0U4o;|QdVeiMRa(sy<~AH3G>u$Ox-9ig zmFcYP5{EQB{4+WNN~pd~1P0y8@dG1rUZt3W{By@R0+W+unCrwcDGf!cAAE+feqbzt zC9PHBPyOS$AgxQ7DlL-gpm3w}Iv75B5PMG?kC57&pBogNC_a_5laX;F!HmGArDhUb zHKn;9k7#6zEjy`=YR(w4rGXh0k*ORV4i9}f>5G$Amy@AoKNOqcrzZL_XOgi=rQpvk zOr*$!62C1yNd%Wd^U{*N1f;&$Xv~SGz>egXz+h>j@z={<}yDA;`ehmWUs=1yJEFxR6L95j!7-9*f_AY=z0aa|MZ5?TSrf0jL z%p@-4H89)5daq+L44|-E)Pd6xc{7rcM`nue@qC6DnRs=~Fj5{M`1dSfK`5eW@^CJH zsphC3dwUObWks)%O_tHKAfe@<{_gcpCS#$9bOycEK%{bO>~DM&`a1!whBr`1Z@cZa znu!ON!tHwMH~hrylaJZ?E)-TR@&z;B0lE~%WnwCcclN{V*OA^UV9pok#WL>RHsr>3 zgA5$y3TVZs-XN<`;)g9+c@YZQ8$O?fX^rd;?>d?os6*ppI7J{7&+x|Thei@0B(@pm zM&=_FUbOv^Bl}95*QP))n3)@>NJAXEx@c<)myb5cppo?HRpT3|5KY^OeKMkuc;jNO zlsO7LpGUX%%tgF@dr>%h_wKC&17;MDKNnFISe4WYYtJ0`txh_>uS)&sp>E6vD?W$R zsylZUz^`o#pjOvdW9;kaP};sP3R>!LUXQj9Bh>I{43(x)m6w1YwNek=?HZqLdR2te z%~jA}9~F0>Vh^j4@WGSBJ0*V9WrDOv*&nNymU(&mCq`6msCNzA8zH16)tRfaJ3x3h z2>L*}S5{ef_h6md;y=<+1xzwPX5 z34b~6dZsd@`>O2taKRPy^j%z!yEjVo7Y&(8K+mc4OdJ6(uJ?5-<6D34cAvlQZluHC zx0D>MAi{guyABq)7sG$4BDJ0gG_$lYD#ypvPHcPyjeSEedKXTfz&lAGQCJRuOdn_G zo&indT+M+V`J*}-bSM<%xnZ@7gDkCQ>`NaN=bnd?pi|9|sTf|4*izqm6gPQQL)yK2 z;|oLS3i&|Sw%jjvib^rQ-HlZp6M=$V&2eQZtfW%x94 z`fQ}wJTZ=Q&L?;Y!@++Dqi!yEgvTxD$=(`TQFzA)s)XOf9CySc9^mbnc$P{sott7_ zj8^#W8Dv&kt_#XuLO5NGgB-2U@TT&1Q;d!}rdM4-6IG+b4ruGS10Gus#LzQ0+!k z$c^RfO}nx^c(P~LPbS>t?QqwJkipd7iZY4nGW~9fmvW=hRN(^a(U2I#zKuvcwP{R) zukZF7OaW4-@c(NISK@!K1o*!4(y@<##XeRM5xvXEuMDDAv z_s^%399frCJmbWy&S1Jh?$wBK4z>jfuFE6Sckj~1;j*l}-L69)ak`8~+?EJ-J+x^L zU}v_u$|L#Yu!>AZZB&XObe3OM^T!f#bia*#BZYzJ(_9l0FUwE56%kH(^ zza&h)$5L(zA@Xy@_$S* zh@px58{$V)w#Kc<-GXR}*XaEguu|5>W5n?KTl*2{g2Db?P)l00=6)V$uc^^PcS-Q) zbI`=PMCx~|z5HTNwT{l(^5Z7DeK)}^v}OKBf}Os`ajhMfNL1Tk%iT1hcX=W_IPj2u zRrx;VHuCw&q@qOLF@c5|CuP(1xV35!ld9gaFBsP5)qoI70cyecFLNB8%4MxXc>Wz7 z`R?4^4p$FtN1<_)IpXSD3--!NXB+x&Y)!;6jbEG7^}UAl#;0CL)dR*0l|>|4OH8r; zY)wf4xZvdzoaOkE>}`F%+sWIdqCj=2vc-m?h`<}l*C+yfa7s|iwLN?Cr%nzO7#l02 zj@~o3*cW0mi?UKU8J3Y}PVh$a=3UHDU!y6B=03A~OSL{m)MP(dHdDocuL!DrK>?^i zKQxU4Z4UWnBb4C;pC7qJ1o>i#1ks-bEPxEoB$MW z@rRdoGPcrooZ(**;%=_Elu!aZF|$|2*mdlM?ct7$l4^a?ZTz4wZsNryw0KSI!D4*5gAD)YrbVezHg^}U zA>TY3$Tvb`X>`kI(%h3&I2bB;PQQdQ{#pCJI#`zK^plM+c^)HLgtemnrE2f=QmQ_P zPLjpAQ!qOiS!Jv>WZ)7r+8U|_h+|?7dKKZDeJ^9S9LaCq+=O2w`;<%gQc>%kAYRvc z(c^tv53>4Bl!73n<0Ac1P&TaD(8`rKixb40ZL&$@(Yt(3HPW2g%fq1ifGENT>I^ZWyzcJYhCWQ5p~ld!4ifBo|z?0{!hq##_c-4u;l0l)S^ zQt|j92vez7D;;p_YWD&HQrSbV)qRP#15x|FM8QcJX>A0A`TuTa+jd0b9Fo>XnS44L zx1}S{Vlw9T$^j{7GWy;L3zvpjt}aHis)TBpbIo8Bh2`bMT$MHU2F%p;eLs>ZY}3JC zr_F8>!-RDxh>M|xt+PJdp7Ito!;I<3GL#)6sYhX!0u3{7!OYPB2#0$y$OI&Kam&{K zoUeni@r$f!aaz2d;-1+@`8D!m&NI0WuM|=_r&eHz$G|Qw05n=-g3e%f1{UDeUzB_6 zYaTpT8vY_0#z-7B0#w_c@+%YOQP;TNbT-TXOAz`gO|DM>#|iKUpvsSgby0n3i~t!b zR*ei*9ujeNr&3QKv+S!Ws#eKNE`lEuY|e*g(3jApjLgqw z5vLx43~c1Gzp{g{DAVG>V?C(KP#dKn7WTCMC#A*E_~xcySr{@c>;w2tK)Ug32oxa7 zhg0~_9NSGmoO3yVZ7*99;zOE32?IGR%pK`rYAiV7=JJwc};->>Ry?xhSY1pVGQ8^XnLZE0*IA2fz(ln|q7w#JHwOi^JR{ z&a5>qQ91Vw=#!QPRbX~n3%J=tM8yvv!pQqKn1fk;+rGTB;#{A>^;zEc(s9y${mBRx zlBiCfD^K@Ah2+tL0^*0&Riqf&L3v~x(9La)*g^B(mB$X9r6inEb<;LFg|}b(%Eq6j z!+nozV29ur{EsFBww%lDju&rjwE$<2#A^%^|6IA|ZlB##bUr!|$U7)o8*(MA)A$OB z>ql4~xXuXp{jS?LiN`xNRSvI-K=BaGuMBu))UKroOYRixPPVUZ7{wY3wI{{}j%(fa z#!&nlKUk#Zaae;F+$OVr-@K1c3lS!Qb&0x7-1R=t7Xc!L;5Ia0U#H(9F2ymbN+)Vw zcr{O3r@H%V*kO$Y9z!kr(cEPZ9fP%~JZ5(k7j*^J>D*hc=`j{h@{BHJZhh_`PVt{X zafLLG3&PmR5{rS@O1|c0uo(X3va*a7Oxpdc$1p@qS;>#AS=l#m4efRmdWaTQx z71k1lAmiCrgnVgLO&Ed(Fj#20q9eg#E+Hn*y8;IEpTa+lbr< z8TsoI`>~eA^;!S%+wAnMB{GSXjK!er$*o>xhCT?w1;F26)*1BaDjY3VdulpJ8;h8! z*d`+{X-c1T?J3%bhfTqdboK8#(>+h#*e@@{6rRxqnVD=hnqC88;EtpDFW4Z6FYmxQ z7^wWh88JuObB0@Kbb4@O4Qk=PR5!P2vifE^KkKjr2%S7V@K}}L(w(ElUN&od@Olk; zfRDfa@cPBtMdrHcKW5lpAO3xQog1=A4R~TK5Jus|93ah_^FR1TqE6OX`2VyiEE_9; zJpq{tiHrUJc{149xc(0wM`za&zZJ!=w>L0u94_r4NUQ-lke4$X*J{4cEubls5dS#7 zL)tZze()T)>*)4^zOCPEFdj@uzT?tf67=dg zNzGHf?+(XPkf~f**a4B$fRdmDZ}^{ddmdOx^ldVzvb_ieG8_A@Ru~oQqmSr~-#)t-^0prZ$3Uv0AbwB;44&blCK8zXV392jP-A)2 z=*A_oCiMY~$pF*yvB~=(@>0>&U~-DYrZ4h3f~!`g<|3O#EJbunW6;yQnw40OLPP#o zNC_&3Z zu!VV`7dB;Q&XT2zOhpRTp#SdIjOi*3No<0MR#Pd8p#%z3ln1jefwD>_;YW&2#DiJ{ z7$+;K=9|M(P-Bp4%C)l#t5g=ev!~3RzVd(@l%&M4hGgnv-J5evq3JIlykaj>&(RJK zte#|ss@uZImZtldj%_qowIk9jwTO&ZWs9;k#F#i|0(ZKC1*nG>^iJ!z3pgaNDzl*v z%jq0V&VZ4k?bPj$zAkefXG*qTgC9b!f;c79>+2RCJ)K>MmX^jIh$zr2^dV^;$@W8m=5=3$_3ClqZVpz&${cM;h6pTTxWj;OToPBMo-;UAu1cR@!U z&$m7s??$Xmz@G<&zC$R&wSJ_WK{~zNuNuzY+F9?gHm4V)Los~EkJe-mPJqFUnSURo zE)miq6{vbPg-wVp=y>8cxq6m=kB+&IAI4e}!JJM$i7iI(8f9hX~=B9A<0?Qd=`D{fZRJMt2Jv36nS9so3c-B>X)BdA1P_ysa>auZiVEI`~! zN2GvX8~A?QV#$_UgJJULlbqEJL-sqj zFZKO@`24!R@xoioJHDKQ12vDm0ai!{69s?U&FiCNo02b5pu6G?m)F`io9x<*YcZVy z6QK?C?07f)wWHKMBxJ2b$j6>~uAHOfiR_5oOo%Hl;l(c_0@m!X&1qAx;E%p=jes1S zud;1t(5l6WWL?BQtrE4K(f}7B4z>O8Gcez&ETu(sAXd0>UHjh5op6ZK*rh*No8qW|DJ?pPZD9_e+ zojT<%Sdb=#17jmis70#o!~ZF+b`wBE6AVh?LBmd2TRlnLWVr*60Q48#$@h<0QPb=n z8~ys7-28Q$e|+{GPrY1Cr^A{&>~45_x$Jezz{zuO6LWLA+|#+?>qC_OxHi7bLsZ_F zRP|q9P1%D9`2LThtlPb7Na2}9$OpLuPtV&SuS!z*e6O{E@S*&`F%%y*aqXhWYRzG$ zWJofRz*dv_c_6TkSO&s!0C!I~wY|YIa}Q7RYE%$%!j0>M`Qs4^y(gPRd3FdPLHxlu z<41)sgsGUg2q|NV1om}05$^Bfu%J|jCzFdKpR{En?3Zo65#U{b?k5uP`(8*;`gVWV z(JwwF4F^yo45}zJ2%o8Npf7}UF#zv}dyM=mw>nQk9$4aP9t^7rj%Gw)^3Qw-scI&4 zrcxXeH8EOIMB~LS|0^;xa?pr6C;C2+VH3nXx{^Y=+An;ZkU>O|dh|dt`ykhf#cn@$ zUR9Jjf;*&fcIQJ5xk(>X^g5mHci8>ZU!BWJB;D9jXbLCI))90^-Q56f#>_$wqm5y7 zZACff0pQ{wI#tWu`LstaUkYcMIpd|Cg2HB;OIe~--V(|- zrv8+$wwFUaNn^PmzkWQ(p!I;O8NXxb=2%>4;l)u6@^(k2GaGUk6=8Jv2;rm `? zl`(Xp@Vq*;7bP&$VPP8YX0Vt)w`xnYGpI6A=ukG6Kl_I@q1SV!)0gI}*OhIau z2S~Dfs0+zURCwVNUdig6_O_%|Mu)HsDl*4Sf;D;fMrg|Fv31K~-azfif^!f%9&cIR z9vRl@BTlRrxYn%~h6JU8qCf{Q^AFB&^@1fi7b$)02p+BR;Xmyx0 zrQEcF^l?C^bmjw$q?sqRg6!gbZbToV4Fz+_aOL!GAjzNRrv<0$+*`2fI?SM; zR8yC>bP}a zr9~8lygH{ZuC`)cEbrEoB6UiP5=&FZ6)3qzf4)LP1Fd}dSKbM$M^n>O68{%v?;Ksp z+Wd>hwr$(CZ95Yu6Pr7>JrmouZB1-j6MK@mnRDKCe&>7Fd+)lxwfc|Rz1My|RrOTw z?y4?yIvR?v*@gyZw71LD+>+R1k`P}dXxYZwoLh13utAp@$pp=lx7`-fG1k;=FTGu$ zNyv_s8dK;v6F_2cv94{{;Eqj#@@Eb~ zA^0FmSaPk?ah*<@bb6*s+`(a&n1I0P9ougzX%NVl@|{~Z)u=X}37z#W#X7U*E&MR{ zNsc9N&A=X6mlYHpER+kvsIHLq0wtN-3c@S0dhGbjhiT4e4yXc%qCRf_%+n^s>g*Aw ztqL0TO{z*rPLnz+WZ8v_bb(p0u6|6a{mZG@PR)f=Cn@CUtw3$=MO+vihdo9lo2U)sJ%+@etVEO?eoR zQQ|>@3`$w{Er7+)Fi`!qP}vHX|NE!K-NqT&aDWTT*ru&8^MO zVwusrMr=skP4C*@$_5;WkvDbGNp-isBam_lz@ndln5-$7UQr8AyM}k7=C3rTruO|g zc~ISFX(<=jk$9#o#I9DVE-)p`tIH)dqg2#vaH$ahRA&bZnq9XcIJEq!YDI#pSI zFx8wzTqpIK5Ppef^G{DH89-by%z+V9p-6^C!q6?>H${*M4S8?S*3f~Gy85E^g_>xN znYB`ZNuXRo=&9dgi+DtiX#~v4u(4N-kZOGafCybLJ5lWt8ZF)}v))OAo7TZHsmcu< zaY>^XMRILdj)R-mN+PAZc|coeygL+gC=B@nsJUW{F#dtGW2V>GRJ~9>$$qOtWk78F z=MZe(6~-IhO)JKM74DOI*f+Ds>Pypuipj&L$wZ5xerm1Dnij5fNQ#pBx8mmjvnP2h z!0oEnmYutag5j1>rJj36J6sPdT;xwK8~f~aTDFmlF`A)Ej;oj0!JkmxX%k zgdKV4ZS$O#Q}u*h2TA!GRdatOWOH+ZKHVqPMf>>hqXYdLXq{t!NM}JZ+{i}lW9TYX2a~m;qF~*w}P`?{B{5OtGg2@3ma#W z@>gnrYrL!?C^1^d(;e+k6qK<3!`b=;OZg2;I^Od@tx8m0QQkO?5AU$P^zRGkm_NA< zKT8}ixHd3<<=hRUHxw-pp(TwIwYm!pVPhIqnoBVB+U|r@?%ADGto%@!W^dcNT0hw? zMLP)UZV!_~nzZIemdPV$1(C5@)vJ&VUsPHKbid2|WR{Ewl}>V<*=16*Efr0A_H}2N z<*>2yy<)YP3W=5W7=IceO_37uuIxWeyrZ^Kbs@`HAi7!qp>I}Eppn2eEwxuYVc)%) zNiX{0q>3NPbog53*sSMowv_t~2XCFNU!*L7wNVh9=%a3)WX53T>bNQRw@?T?nyl$=2j061VE3R$hOZ_El5sH|O${G+)@^31nV`BlGt$*L09 zsxJ=)WiGtm?%j&4et^&K%$s^0@m5e?VR9iR(hXxv2fY$YMbcE4(-5f>pz1-m;`&Hd zWX*j=m1rHE&7|IfN1D$I*_kk3Z-B=Y$t03z#}s{T_<-4v);nz5kEOvo288nVtLq(L zJIs_73(bXhTTBt8gGsaUp+uYj~o=DWit-B)Gs3_!|WDU%QQ_M z9!lYU%!!4+(4mTfoq{z&4j>*m`dY*!92gBV6!w!Ifw{NvEq%Z8RnZa!Ykuc2@M(?f zg%Oj|QQIg7R|BlB2S@J%i=wmz(j<>R6FSr+^Xl4`@)Y8ES&cgk&QChbt}x5~%S5An zm+nV8#VR;?#U<-5AdnI7=g&rbNEPbemrVZY${j1KWudz)RiLq{4*+}1?eT4>pVbnP zZ1=b0ZQ@k{ytp*g23N-|Ow6Dz>^s-@hqIG<^==Y6~aEJ}h zJix!zjZ@|F+dmoPE5VAViRf1zT9_DXOY+M+@+njvHh;eNJ$DK=g%7#Iol6^eR1&q` z(o0NlsU6<~@g}Dh5Yk&tqIB-@g8s+g{$+1z#(p4*fKEPC$v&7^6upJK#yZo8-1pxr zYRH*C4+$6~`@mojVqT9JIBYHOEt4_EggS#LBZT^->k0OtFflxZQVpCL=2Kxy(0FSm zSPfH#^K$MA9E>?*AIyFwtLntd4n*4BJfk*eg%N>bmoqeYNJAo-1}(T&2m}Gre7|nl ztX1K*#_nCu*z7@XwH@l`2M(k+u-s zfl(_V)p+d;jZ-|S!Bow*sJis8?yZRL9AiusezKD*7n!3iRT`+4MhD2KDzf z%Jrw+2I^lU9!kd0a`>K$5WTG%NmsLw4awVCFhMbV-T0rNVx6P}g+uC=! zu=e~c?CaVwQ)vr9MVS4PnE_K)suO00Gu3Z!Tn`N1HaW`00HgYHjBo5?ZKh3hAC_R( ziRf@(6u(R6k;V#l_9{^%P}xzsE*_R_8erM*O1C8i3{-4cwv=i*koWWM@Uyo}_HcK( z+*&u*J^NMLLCzMIE9G)ZWvxv%nHgw=5tDeVc{^;tbGZ#N@6!i6W>?9$VgpKwDd7et z!{~mCbMuB^13LIKLLv5R^SJUaB|o+v>QdtTA)r*uwO)DKWVNTrfKoScaHGE=t*?7V zlZrHwAa+r~bq@KYTmR@90eTOP60UV=zEB{K+SdjDt`_hio+a%npzdzbEZx?HkNU+1 zwdj$q+4rSCIBbR%M*23Av+{@w98)tl%T4!7Ayekf6_KKBTh8s^Klx`)pimZyp#{I}un?DM*s;l8- z5U4-c^aHOXLhR4DzyiV^*p0iejH_RqYj|TyCrm1mobHm+Wc>wH>?Ctzv+{oTLvNN> zUrj37Y~uhOo}V$f9_d(>1PPjc+s_GwsGe-9Dr7RZ-Hf*_v!Mlytk_@yPYqnzA=jOu zB?_unXIkV2ZiZ>+sM*hB^d46jK8>Cq2Senq0^}OROK5S z2jmow40v}vBN2}*YUj|b3gC>-KL6mzqQ(bNr5WQFaDFl9Omy z&&5b);^l_(0KiN;x*Sl7y z6*Dfj=I{e=Zg^$0yMZ)?!c^9JV|Kn`hll#;oSyhALgpz^TmYJWHydysB+*1tQKbdZbE=R}KVN z?Dh$&kIXr@+pYzEIY8}*iDe@TFvWvE-N-F>UeREAF}A%!rRd`}AwhLhI2bDXl?oPt z8(_1i@TjoYc>)NBiIy2N-A3iih#CFxkHTEkzYLPO(5%y`{3ZCae#t%d$}RT(8@oO; zW7Ti1m8lF6DC}=iq1|j0;Sa%x8B&F}@vswI7(CJ=43#DN&-Cs3Sl(9~cfaa-!GaH5 zEh>KVW7xX)o45>D81F$BWL4~d9Md#%#GCV9En$1ZGPnXhpp*6sA*0=rSxjWU88^y* zGx`zs>)EyMd;bZpc%e<-0mIhZwRp@p6A&uC6`C8(75cBmY{f=JHmYwDffAlK>9Y=Q ze6qBxhjwR|3;9g}NAJNi%QSuLbKX={G!o+{%+v7{|Iss+49QZV)cUEc1_ zA2}I93SqwhTCh@(VUy&GBnYqm+xz7XYkC4ua@)+pWIj&ujK^pP3Cv6=<}MHQb~rGO z8L8U31$ppDe)b*Ql7^^aUFf@b8E`5wSv48vu%+?ptF8lLH2I@u(4d{{GEVRB1FqW<-r)Bp#;c!H5i`E~(L1_G10ZpLZE zV<`H;V)6_gx!;EJ!z$!q;t3GMRq`VpMPfoYAjPOxIXjX|Q|8KN(_vF}^4ktL<~|G@ zKr>rj&9F83uI9d)<$GZ~wB<-DCEsrx79Z7(>JEbW-7lesOmEry1JP%tm992i=r_BP zEuBtbcxkR$=8lCuUcMm;9QqbR5m0JeG!2sm-%{?)Fj{R4txlPK6%RaXXNeD_CE)e; zQmrBWh*YV~AFL#MS2r-OdT*!6d(F*T0kCYwgF2uD&|XG>+caEY9Ar-M3f3IkxDW}> zI$}{IT`NRVal>6D$D1Q=4b8_o4=_a)9_5p!)95nZk_FbK-{m%KAoiwk^79Rl*U)Q{ zmbTRo*UI*8bS;oelJ)oiHNg$m7+~})mBlN!<`AOF#8Dr%4ZcrZ7KF^~ml+)l0;+cR zmA?#w3y+kPa9Pr#d7QiBcIIsFea2+oEpfrtQOP5MzoLghPMGu>&Yjd8PZJS`12W@`)iS1FJex;ZNNl z%V1Wf&Rxf)fbhI?@6GVEzgV;OqkBI_|JOI?MDiA-z zg^cZvSO0s%dk9h?2XART2td-1$(Svvhryb->Y@!@xPwR6XzC???=~tyfs8;~A+DW}(veWS1*~I85VCP2 zWGVD_Rw%X`7dy^8rUb7gO8~atYZwT>*O>I8EBj_*6pUR{aKThbZVE8%sw<)1e#{!7 zC1Q5SkEK=&oI%Ka45c?v&solIJWg6Oy@{CcF2#Xb7mxwO2(D(b25kH&u6RB6PL+}U zJ)v0TflM$(&>%v;XVq4LsALE)RL@p~^j2U8Z+mBeuSzwRw-y~yya2J?c_p{g7!E7Z zo;8@-T?}}?BfOEdsP6C5?5-?);zEL_%ha92d)(3+b|Cz3Q#&{nlTk;1PDE&S?qRRBooxamgxmyR7<~`tVxNIm<=%l+RM1EcGIIIGj@VrA$QPsU zj)-xs6&4r~)vV9E6$}tTuZ(gNq|CfdnAv63{&wfdSl;X(33s^f2LmMB+qCcKceTz} zhS$fB)vYBcJO(^ex*_WkdL2q!2yC!}D(_1WBnA3gN5Ddu^1>2ZQAz%1Gl*1KR3ELz z%VxP=OOPivT(b-|Sx{SxMH<_wb^S*vX$s_bR*J}8WtPm|IVFJ4&@AzGKw-^7_A#F2 zjp`7%_3KmnKs}ChHGJS8ue-A##$lBxdDc8l`@oF0U4|x~z#)D`rB#%fKKe>VNrbun z+A2L726tQ-zbl^eSHxoPV3+jG8S8~UfgPI5QBGsPRmOti^BVHCI;4mvOuWEWV4*Xc zKluK77mpn7Wfs6#u7(M2+gQ=KhGYQ!V5jz_p^Lsut=;}xUym-Z;}kj?A;xeTgSaWe zh$y+M83_pt_9m%7zU^)A)YEA_}m`n+3cNe))jjqOC9~$hDgsW+s2^kAuoA z9Nkf&uvfiCZgAY8o<%Hl;S~7LrQ9)OiK(^+XtI`ZuCPXZLk@rFHq7>R;4xw;^&6#} za4LkI1t|cTaC^<1n)4<`B8|$XpjJ`Y)~*`0%X6jZtrX>uD2fBnvQG2I@b-@`{ffG> z-9!=_O;l(JVcX`02I^Xz)Av^Q+*#lEYp@fnyix_OjvN-xiNh;jW%cG4&56l3*8qGW zGG>{*275(Temh0hv@ZN`ymLr8Gl>^m3yK0{CQ%p1r-!${U4D-Mk#E!Fq z1Mwz!S0xcAhaujMjN&dM=GMYLla5BZYP6<0xLsR>K&ugA0aITX*~?0Zd@=p33{N8X zIaHv2%(?wec;_hN`9Iub)3ljNFmMny=09#SC;}rbadS_N0I%u4fB%Hn2slb ze0PgES0lS_b!Bc8V2P>u(LO}a)$CMX8Oq-MA36L%`FTw8A*Qm-n?CQd}KE;((b-> z-wo?m7TyA~G*7*VO)NSNe%gziW(*MU)R~-(bTVT%n(djsv`nhx<3j(iJR^Dy~Hi4o+q5d7)xw!7S& zx;q8@iG53BH_lfG6n3ZW$Y%b#{(ucuxme^6b;mgXy>SGJ1ueY~XT-v)3=}7{NcP*y z+5Xg*qDB{iC3GtzTRDgt%Tzu(U%|X$hez+Uk>HvI&Rv`B#~vT5s7|(?^`ArgBv4sw zjB_3RnY!rW0}mm!-9m2X>&^63f{xRe6)QKjhsHKJKjk-#mWS-VU3DnzRW5hYML5O@ zGW13w3ZMmD zZ2R(AjFeVNYsdx2t8fv(cPm~gcI`O0X(@Oi>@(@*vQ^g!Xq>#r(zwm)`uL71{yDze zk11yQz59&+G00{f;-+eiMg}*d?r7ndR2AZQBL*suKcTxUElmg zL52LcmTRt!#$Tlwu6E;1+V%cYd%cIy_cP#rTJhm@5lLoc#^*2C2m#&I5NDqS@Hl_Ot{v-`$q4k>1dv7tMW3Z3d=$ox{}*7*Uif z^hZZM`%laLEPrfp2}Fd^TyIjrc=5T^0H7#P92UZUwK+99xT4|bMH%>kE}eHLakK@> z6Ob3kGx#F!H>B_glNI&Y8v*ku4zBdV_sq*XUqNG>=ao}90C$n5hky&kXvHcMf8#is z!OBHB)zdf}-a$x(Uca9&6ILo_g=*2w^c1P^7Z%cm-p|{*-_ySHG0xHUbjspJ@AAlHYO>RI(7^?u0^nACBd21Ttc{-~f{#b7sBt6}+_YG+g_JkyslI%y zVB%G>inw~oWtoRNhT7Y|hRuFGrsLvp!dUB~a?Ywg%FQ}OS?LnB#8qIc4LnEFf?^_j zz9*0K?+{~{bdedS1OaeympOTWZgvjrC0L= z9H(|;`omDs`L)UzShK6}9?fAe);V8Vy0#HN>sWS4JdB2FY+6F!I%g(2SHE;pK)}pv zDC5%v;Kc(m(Tl<}q*=Ni0Ek2f1c)c2lkk}(#q%NWpt7J0SNA>dK?G3(T;7QYUJ^(+ zRSpDb@(ouY6%}1vPt#6zf&5;}!uiLx@Oa(Do2($-3Gz!vc&!%c_YZiFXJP4j;gxtf z3A7JQMh>zUAA%u6d)3}O5u=q|Ce?~EpM=O8?+WA*e|R?^eDRbe0BGLvB|%yuA)^DY zBq^DsS?GSnqa!X$H1TP~mcZic_q24LS-8m@LNFIFcgCUtKQn|KCJRAzEb^8iPdgc>i$Q%MFn(k(vN z(HY2gXL^!@7?$L>=B8Lnt-dqd2gUjn)K9JVQLq*QMj(kfCxxH4|$f!)BqmaKy~1xMlo|Zz3}9oY@Jh zwCV1kC@!&eer+HoBG?ivlbbb(N}xym?Ujt@)JnFK!ZbP)QM{de1EFNn9|hc5WjB{y z$u2Tvhl`547NCfq=#hTfc9fZzGB{}%{RniqiP;5}OdLKlXv8bx>V_0}y4NE|fN z__-TbRL0>;L+9X&&KE(EoVF-o^XM}58c;PRuDS9fAm+hRwHv-hx$xg6XL5QDh>ch6!gY? z_S5z`29?IG7A#=p9TY7^3nSwQpmYlOHpuw-7WtxT@REWwn#sf<2U;|HlW*Ne^5FYST zUU{~W^_?*yRMPK^d!Ok6PPqNlL{Oqb8$dRf{DcD;>(m+oQ;CN2G&+3C=rQLN{j70>iuPE;_BSAj!9@a^BYWJ6AO&W_7ai}r92$bvV+aN| znuqwZZ(B;bxy9@@$5rw<4AQulV(e76n^F$tBIm{+@Pwv66vBZ={j}#@>Oy$N{A1`1;vUeeu!ve2ljJEk) z$enylQq7AkI}R5*ASxaw{80Ey&ie>*fOU`x;S56p?v_Qx4a00@R ze-Juz8m%3iC!5H=O+a^;GCF^RTmi1$=FCqw@hfdCdp}~xY4Ir9(hi^8YB)7QliWIz zlN7sy#PIK@K8r~T%5A4(%bU^o0kuJx+FlXXM_VQ58F9IXelVL3Vu!}}ULdO1WJKTT z>1lzu4f$ymDDG|ygOCl@&mVSo1ET9?Pt!xrc+-i&*TzGqKXdQcrt^+J5&``JCTLb3 zjqS%3u7yb>U|FI!tT|3FYD{`+xE@L!o5TjQo93z+Zqw^4SG1!M7s3N_MsR3_N4~TB z`_DTIA5!Jt^7~xnCPrve+G_LI7*KRI$+O~TSB?5aYp6MXIA2&X#7g2R8Gn4QNZ9b) z?n!30VK3#27dlYH;tSV9mH;qvxB9xjf1rjkZg};o)g4)9;7ORQ#0G?N;eeq@8GmV| z+{eU=1gdfka**rXjha4PCY^aG%~}HNj1e^Iy@rIqn=>1^xkE{c`AH?wok0c=uIhdx zUtiAFz@?~w=`Bg}Y{aOB8nkq$`VH`B*E%er_o$&x55$lqD14rvi~+D89dmuJy*el8 zj4NT~(sBgK2mN}n?krn9$k-|~wAm~eej0VdElBC<2xqd)Zmiw^DN9C*wLaB_7C^)YSz)4G~7;UTb zE+Ff~UTz|BwPIw1*8}Iv9I6Gu(F2HwK4x@| z;$)Hsic@M+HB^}JnTnnbS&{0s8$?`FVvAoXaNf?yP!BDA0xo8jCo$Z;<+jdz`EnL~R4iC8Uk2^VkR)*@{wxfH`ptc zhJ)5%5ivOBJ=UNV5*UJ7<~Gr<*@Um1en?FuNW|!dD2{wX`r2FnI}iF=$<+;SGJ{tY z&A|5aDT&~B-MHv-<|?%C$@GZ26mk&P@Nc759WA-kn}{EVc7SI_)iQL2|KXMX=jAOs z_n&eXu78!gaImoc>61hQ_{^XjMFuPz_KiFSOuT<^VL?78LdYke31^Ddzz2eg&S98D zph=C_|9<-j)mg2>-=0nM#(Waq`{~4$d6o68h=XP~qL~DFc()wIimaM1L3rO91s$Zi zHLPuifq9%lBz&;dze2iluz`eZsr*|!jpGK80i^GJXnY{# zPQTcGcab`xHNHGq!Z|Y$0X_ujZZ>7VO}tReb+%ToYJfk#hNyphElt}9%So!p9y-Au zYV1rSX2c+h5gtS)F4CzK=(&J>fAJ3T7)Vo9E4cZ zZY`>$sRLGISPGU_*m0=kF4j&6jG|{fEI6NmP(DnYH?$Siug*sEVxc0#BDXL&_ZZE2L^xMuT1Ob5u>EY= zAZ!|PC}7!4fZD}eBQJ=1u>El1EU3Vm4-ApynTjsH?E}s-r!tx2?7q$U9vr~0)GWBAK+)pHxjI_R9QGPTg*-rW>b(8>YGUoa5Xl3hI>uRd*TmOx|R2ldFfn;Q#5dd{Tm#B$@spbGp z%Bw2_3_y*CTHCN4#umV8u^=kbX_mk#v!Tf!yR8|wt;=s*@6{bBc47exd?5TDJoXBm z^x%v+=P`0XmO1QnRI;m^#w*j%*7lzh*AjW zM}!eKu*#mHT;M^XBYz0#DO^L6M;ZweKQyHiA%LPS`ykEm5>0XMvtM`;PfJY_kKm%T zy>KE__hH`ehS7sX{^G9m;YLpPZ;wti^DRV#UtTl(F&rns-z6hPwlU*2b@}Y-JvP*C zTB-M5I12kddsLZ#Sv~U$tF*sj37e0|&x0(E)GZO|lrH2}L};U<se+Mw``~yLE7YOLXc**#=KSu%K=1TjJSuhq0j*mFhXN%(Q1=pD#gJt_30NU_@LXA?a?QUDBa za--!Vj>zAr&ZGGBn>OPaCDu>VJOyW_%ZUqkZy|waxh)zr1$#X2cI|t7cJ`RO+n2yD ztk)-Mb>HR!t;%x15oH416y8zCl;XBege@_Gy*k<9FDb6ZyC=gs8PCe8X*3!qzHTm0 zX|JgdwHFwD=U8l?z-)!fXy(0|&jZM7;_ulr7v`MjS)Nn8^Py=~Am`7Es;V7sV zAueO~v*Y5*T@%6hLM5%t-~Yy}>0^3EX`){_7_UprykceyP z%bN*45V6V1g0pqZ?p|ks#HvwTF<(n7wlpg+|IoJI0Vm^)vb)U zo}?{Fh$gJYLI-J3F$T;<xWVsEe{at=5*6=K*G3X|5tYmkiYKZR-??+#tgweXGy{aa~(J)7W0RRBQMx z7IZWqjL(OcQd~=ACzDir2-d2nF?}_9LzZP>mTOCB2qn>`SADb?vW2iqD@t99@X3dF zAXnktRxL*2BqD}K_QA*=7t*&+CHpKk3Q+M$z9&FeRZG}I5Mny;3nh>z94+bj$*wKyTYKZKi9O}#7h+iC zZ4xh`)++w~piVw$Ul)*4VCG6xb1m6X4vkk@w#rk{6U*xDUSGdUym_m84ExEQEF=xlpwM75V+EAqBW~uQ4m`X~rQcuB^Zmwd zaZIz9S1(nr9H6~t@O;~djF2}drOF1nLz&fvIwvN4GI%OygwG-NvW`V{o~*J3q+UP& z(tY)rt4w@wZ#e-x!%x8UNW7fjMe3zDlW0;VpsLey0m0Bj;|l%@N-)vBAi0khxFr@( zz~~@#>PbZSZjjs|&f>=bI`RQ%iQt!%LNW^&d~&lz$tbbx;@?4V@(ZG&<8_Gm6o7+= zPCFnod%SZUj#ZIfNyPE)A0T~GU7kvXL-^xxsN!&RA9w)G7l%J_;!sRG345M%6)l?Y zJX~_!pY~@1VjXVw5m5!hnR)svJWO**J0m3_Xu37Ue|bIm4BC?rpx@XpWAd)phw^jTuFt9T^^*Bm0HD=zV z35HM{X()3V{qaJ82A^ zCjr13$b(I3eU)Hnz|1XD$skz3uy(&|tM%^SD^Rtr{{DhJO}G*aHO}SOF3a48q0P z^7#p~9fX_tA6@_;T>s%h*An#q_WeIGlMoK}fbqE=*WYjtIe*}o{~B0el;)TFnbY{U z0eqfi`CAv*|3}RKs_&N1eaDCW{59Jjgv2!eXmEry*)TBmG>)qOu{y_J60!W()&KXM z{kNw7yL2r#Rbc&;pd74Be+x#k^hYoj&c7|YV(H(|tSo;)|Nj*1k3oyH#4m#(fTsDb zei{;w4Y)-b_Bz-fRMx+73fBL|5&8;F`Pn14&j+03znjv(w~T{`Vv`drX z?@w9|6!xon71J-$H|P`)q(g=X=j_11uQ3xBiA5QSz>+-3X+;Dk%6VW*NKjL7OW?r8 z&mqYhsdxiIFe>+h%^<4gMldGOC~-*B6A5IgMv{>mOD)E|D$USTw{8+<6Rqri5YoXA z=kBCqM8fRoc}xaq&=-lw=NiGoU=?|gi2-+7iqiwX8>#QlKuu9`Aq9!bSJ;de#Q-zI z*WwNCsOZKZ?+EEC2Io393PPar$dUxDn3x6WF9-m_6Y5T2wpf6N;YJ{25s0~wP25OH zn012hs66I?(SMlHKaLpNbc*$W>h}f?OPhzxk?x~4tnfBkqUExH0@Jy{fS=5W*zMyr z1kCdRg9mu>Stwx9Kppk6$8*`<}yY_ErQ;-O%=p(C&tHO^U z=x}@lX7*8zBLYIwRzw{K0x7{jR;p`Qq@FZQV4Jghg#($Z=k>4Ym;Bxsnxl`y`r4X+ zRprO?bFO(@_T`HRF$+mD7n06gkOaJoaZvR?Ob71Bj%*wuNP=NFSIm@V{Df zS8lbbA@jA#19#br$sB$?GqPC=RRanH(CYWs6>fxV7V=S_*Yn5&ez!{9F=Q|*6d!U? zzH(HQ7*QoL^|}af`+{9!rCCQ(Ndy^+cC)bmteI&JEF;3hCRVklVuJFQ-N?DpW~Rn$ zfGSvRq-Gf3W6@RH$-lg{7Sa0Fyh$g_P2IuqEt$KP)duwt#VRXGBG#d0Y ztLWBvajb{sBmGsh00M!rLV`ZirYk57>b-+^&#SYE&Toy&{PX$x#HI4>Jls{gg}2SJ z?M@nGwzJ9N87IF6Njh#H#rOh^0aP}|BT!%B;ifgXRV1EyVZmVC9h63~Rp9%Q)ylSK zh3VJwX#|U0ol~1~)~nOaN)8(>13J$dEu}^)?I??CCnOVdh!pr@M-sORlNm@IW#I$6 z3u`T}urG*53aO6fN$hE;NXWhY5h$#fwM{qkD>7Je%$cPOl5LsC{Jx2@0uBKMm;z^K zH{8kUv4->m+kUgLH!J#FreS5Dp>3aWM=Gt=1Q)(TA4&Rm3uR7EvGupRPTAXH|8;(S zno@ZMq@}2Q84PFt2C47hZ0T|napLuyV^2|5X_WSeaa(K;nK)7lCtb<{K4A3L88ipC zI^WeuZIVM9PkQi$Q$mey06U3H%%nNIs(o}AwqO^Q|AR1(o00Os)>Z;i5)9n2Dm-KMNy+pz?mhD zRp^lrD#8HPbmk+3%^b-b2OS-lD7CMdCR5Zk}Qvi;C( zrW|sKG|^PR*5;T&c3HciSI~+xStEc#NzM;RuEqtEY|sGEoxfcK%?_UHroKPc09Xed zrZS6jDYcu@72_*Rc zPLiu{Ae3;DVDNAultdnx!WH2wxwysL%+${|h-7+I5cgC`29m79If{x!pW@%qgp2#& z`tV{6s5evLbAwftetj2XJTEty$*#K~cLJh*BW6qh&@yPC10*@~>H>waQQ~iufd|Z1 zGv3qayfuB!R&JVadd6lVl^;Qz2NYW-SGY3ix~nkZ6SF*ea54~fpYM(zC^3A&Hlx~w z5YFWl1hTE{Nj5``+-d{Xa3Np-mK#7KvcSA2jF;&8DHDqydbS(W>n3(z8N?uEv zs0LbZ1D#zQ_fy}+O5Ql~wVRan8Apb;oeXSV1w!gYI#>khUi@LV!wSq5AA3gnwg*l@ zt;5Y<3H5wNUfg${YO{S}z`O;tqoV}%i|NTxb(Z>I0bG_C;I7g2Id|BuuwWyd^dzPA z{5+%h-MD6g8vEY^(I&Ri77Z3tD?$nUTmo&zxliK^sKgd~=rWqU9kV&PXyfXaU+PK7 ztgj}d-M5C_5pY{uvxI*gX7F_lVE4SYwfgAJ+@4J--*#pzG;8yv0|l8qalb&Dqs^oy zb)H$e0C2bM#2&X6do;);&@68akM~|V%HHbkAM{}d+^6o|?kcW!p0X>w91%4Rm8>DiTW|Um!Vs@FSvgm8h}0@vI*Ld7C`C?(2sa8t~MG0 zEg5ur8wF&bYw@H?1!QBs{3^-kmq5N05oOAUAGmkQ3ie-qcfb{rE z2LNZ_EoI;5{R&H0%$^9iZeQ5pIWf-<9{*m$4Hf_MSZb4Zk!p!RF!_bSvw=CAcZh@U zgp2>l$65jCMAZ-DXZ;f<->hs$#G1#;X+yzm1Cl2|8GR{jm3=;VRr)u-@h~%6P*pYE zed_Lk4J<~f^zL&UhgARB`(lq5y#QkXI7w45Y|8SFRUjR_{eka4c|6!QtFQdi!-B|5 z;-YOukqgeXpGKPPd7GEF;Z`^ z`u0dl*_9Lk8P8wZt8P;kkEZr2IcSOz^DjO+lTf8TmQwHLK9&~%Z3Wm@4KrV%7yo`p zkx^zinz&rK6^&+V8*N{A1lxCyZOtJV!>-={_Uvzubl*kkdNc$Sq;>tmNpya6VIT(h25 zs*#~}&6$?iQLoXmw-!SMzY<-39&*A-s+?;>9&Es&9G;y4_Or1j1jPxUiq%nxQ+3}v zitzb;sKma)4P$#7NpMAfuq9LQ`GoV=f}~-zKJSBeb+uf!o!heXLDo5cyM4*T+qw_0 z?^yHwr~ZjT24nRdmiD>#mifrH@{n0i5$+KR6RY^ zzwPYwZ%5(*nD0ps7v+F5`%%V2yW4fic*Ao115GWx3#y(y&ci3(v6=&uQ9`$P!S0j| zbw6)Wzaq#nd-au6Kv;*V_i|o+T>Dc;ei7nejs7e|i>Em4HV6Gs69{+EmR$HM_(M!)1PvWl;Bt~hhlHjO+T+_dB+5g7n{l|CwYyJOt!2d)i zK0R|TA`XuKxK`Ys+r{IR0>2;u=14+!j8JM>Q=8^X54Ne8}8B+NxAQSBKFQGaA4#)`n zBlQ2G?3{uFi@GeFbZpzUI=1a}Y}@vYZJQn2wmNpwamTjP!SqbcRQ<2>cB;;;y8GO^ zFMFT0zV)96{h!A1e?P!~_Ll#jLgM@&?h(InG5=G~Vzgz%Kxl%(PszPI@h@c)vBt*> z{P$mh_U#|{1tksw6Pe@x8qe><|DqI`Inom`A<-dNxLKJwlARE!fS6}6$DcN;OMzKvPzoRZv>q+oe>I(lS^_LW(DcR z2m&Q$h`zIs9V3Z)0lYc^G12S+nHc?314C2eL&M;PM#g)e@rAi$NJ3M;mKV^8XF(Dg znjm-vlA_nwe7Ll;bhvr1q37pQYAnU%SY%GnC zv_bIsS zi#hx>6M}m2Z~>WupZY?0cDU~QrnUZgX=`e1Y+>SHdTwN8gUH;}4EYV6;s85mEB6#c zqO}yj!PVkj1N>g_I&ihL@o)g_cfC#&ArVa+!-s*Jo%b9$e1^;1Tvbz>eheXGi9!ZM04#o9sDQlC zT$uhTU}^yJ&%5W%>kgNUMA}#FK2h&NtGPSK6_EOOzU(XI;_Vuz;O#j`3G94AN~4u-~M%Z_vJA06?ON;bMnjM&Lv$bGGU zPm4$6aCT+83;5tVKpIB8G5*w){88|C=Lfu@X?=^!rz5Cu!aZol8u#F*TM_;Rh{P_? zC-xmoAoQ0%{o7xBVcPrrW%2ND$@=;4 z(ad+O2H-^QqFNB~R4}P;CTbpdAi4==y@~&j%mZS_iGt%vr$77q5)O%cR{9Fg^FgKn znCh>SukURxPVbWKNMQFsKT;OvSEwzKeCthp8^~wVHd5xH;2$WDs((8{D_;Rb7j~ch z@#i78iqua?8XNJu@8O@p-CO@EpK<>x{w&}AjDI7`_!zSpTfwz_0?Gt!r@qp7J{>kP z1S39zIqsq0$^=t=sdELc#s$yfd%v7M+wHJ(8Sn$YxYFY{XYAd-9AEzI-66fqL$3aN zC8hlrR}<1TKyLC1eSORMo*&ER&(Uw)2YPD(a*9R0<+^h25E+Re%W;GskVvGiPh;-F(4=z z)ksg+&2BS6!q6`MwX2u?kpY$*N;UZS0nYsLU@Zc*U5B`h3#$Hyp+N8ZK?fqEZiLLM zC6c{g($(X~VUJlZxHa9+sg zKIkZAOhd{}OOT>s5?nG;uGhyY^S$#JUcbA>3KC)``8yE1rVVAujiViGb;8tyz*|4# zkgsQ!ejmvb(8)M=>YP4-*x-vBxiAPv(moasY)V`zLE@#LkD(e*Zzlc3wG)pQsZ~!L zni0evzU|?s>ukPfVD)Ok=pCY)KxJ{}-%ZdJQ6x*3hN*LOXM~1LP&LIeHR8_qCve{{ z$=pV2GY>xxN=^_$p5OE_MpULC_dkcCGcB~@8~Mw|X&-?#JyMLZgX?HkqaO(ONT$gH zd`T#c)qI2Zu$Tf56ZxBN1T*8RrEo04(4Aa?u2jU8ih2(fyEs5HIHekpMf02!F|Tff z?riugO5q|y`P-VtJ%DH-+*s|Z=Dv>$q93>J4a6ZOyHVGesddb^)? zt;KO0rrXNbi`L~9&PwCb-aqs)v?;=_0Y%#n_#_&8OZilvs%;r0deX5Y8wC5+QS~j< zmNiF5P}o!oa|2Hkc?jwK8fi;z1v+T&=>f#OZbAoTOG3_>Srw=J4pF;@btYgjm$^0t^VFYmzkj(9Kv2Sp zCntD8VaPA@lnG_l8Y6ycWYB2(5m)0Q+r;qjXIw^0MUEwPP#NEMJgM`ErZM`T1E2Pg za%f_w9#O~kKDNOgntmh-){TpWV}=%Ctrv2B?MC5C>frbX_S4L}hh7E9&i+^i+#!Io67>d7!&{rB2vKp{d(z$$nX5zZd!hmL+%2YzAsGMWOKH1*xUDKirK z#Dm}^7@#bnBvv~4W66o5pt-=;ZDrdxY|f4R=H6T}k?D0nL4`!+_BSnN&}BS zkrWe8PjQvf!|o}RgL~KYXH&5a`ok5u1y}TNZpHI<5PG-qqPV2xh{az=Ak<+WogG zk8loT7~)OIxzKgNPHN%US`P$nG5itfyiE6TlbgSML%bC>7{3zamBz=P8cSc;6ayAP z<;)94^J45ltPNZ%R3z6LX1*8p2Fh!wsHg6m{5JJ(;b~fzJ(Fd>h)*o9TIQ)n85nzl zJVy!_chJH?Tu-rZ85FegfGrxPzk`&}{&vtwAx$^0V7`?4iUAoX9MG1H7U;gO7#OAb$de(in=W^esAujOpM#Hf?r05 zT0a+G*c3@Ph1hLbWkuG^CgSUtgVIevtv*eof26|VmCS$y5))Fa1Fh3pV5dztw{f5A z8jWOeX-d-X*u-x|`vM$S`gR+1XF}^zmF8;`0lp@$1s%U$Hk|V*rIc12&A52$ki1?o zuD6bV<#-g)6(UxAmoBd-(>4^Y9PMj7K6t$?vRxic^NHd9h!nW+7ktJkmV@F(fp5O6 zCfcQXXF6ueah$9E0PfBSdGkgFpjgj+M0A7DsM2S4f zv(2`Gr#lnoecXkuQTBbOPtSX^fR;_wR65q$i(y#*knRyiUo3yLt_$>H zPUwt?UqD(s1uxQyhQGQX{yB=;T`x}ejtF|;CKzhc3JvXg3+5uDnVMXB!b+XVSIRj% zQSV|b?O;~G4k|a7eZK3N(>Y60K9hd2Y{ON}GXDP0&Ox>Al%`EmFO%qv)$OMGy|oXn z9!hGg03zLj8{pU(>>|@q)$v5W*0zeNL{xJLlOEzP*Mi5Xpx7#^+sK87+JqWYQ5&+! z;;E1oyfHZ8pDrbv^qCbgC(oGRJMm}K5Ux&mxRJCrXDt!gR*l#g`Pvl^vic~;gPCi> ztvp%?kOx3|+R=Oe9OwHwc0*WRoc`UKzu0KsQ31WC18(bH+@K_^BZ+pLfhaaJJeOC+ z7C9Rd`k#~O%kFGq8ikCh7X{jb>tpsM;>t)o`Y8j)Z&x*}1{VE~jH6~kx3_PZ3(F_7 z&ghrfX7e;|8;U932I@L3RgNvr9NWmSnuDPLtiu~3_=yL^Dln;%F+PT6UDYDQKlQzO z9wiYPINvNtCd+S99{XDHk60o8_TW%PQbp0&;<96&3PHT{q;Hepc6M<7Al4W5Gqd7; zuf9ioWXbHGnc{81Irjx!Hy`pC7Q+{;{)E*{y-OA8hmcIoO_XCM^>Sf+>5 zn$;L1r>r%Q_QpyIb58ViCcy1z257M~@!vGwCF7|f zJ?1kH1M#E!86OwW^Ud^5{Wcu|$)f7SG8B3o7rvM3E4#d4H5Osp%|;Xg+sO^WWYZ>5wwwLGjV!)`fz;^VrI0V0PhV4#lifI(@Gc13o z>MOY2vC!$?=y7|ZpbWWKREZE_-){T;lmNCIX)r1%gN#{GM$EgK4Esqga*9@0@yX3^6sd>5d7{~RS_ z*P^j8&@sorS_Iv`2yX?+fZx(N`i=Ek1vjaEo0-L9LQfcj*!1E=4mXnZ9qP+uK9V6& zP@h8`jZ2LFjn6*sqA*|rm{*zC>vo4NykB7{5;nUKA6&xbJ7k;k2}Rl+a;?yWriW?1X>{V(x^}pb*cJy;@*8C&l_oy=mmJkTm_?oQX(zauSnL`#LJA-y?igU zbo~;riMjyQbW5^rm}&XO3SMZ*wb)6r>K^eYX_$ zbyH*5I2@2IA_0;^#M{Ka#`^qMO#^K}{2Wz*5vY z=ruys>)mj_a*14cO1GZyWqFTtob`p}m_Cs54)Ylx{ii3x1FeRxwjnut9si&vijLAjhQghg`XO8Y>Aw*}k~O&kFU}Y>%_6&lA5m zIYF)bumYgvk1@0;6(OS)vYe;Iec;baBD~&l*)C=b0-ay`J-j3-7w6RsH%#~^tCSe_ zQo}QJRec%4kUSA>(8Pgm6~9u4z=f&RLX+qvQx~=Zeu@X0SB-6vZ+n%$zOv5h~Q+ zIRXtfXAx51aD0nfoUg+oIuP5MiR%RSVN)N(*B2c>Ygd-CBg5?V&G+##TB#(7vv--G zlnBrX9Nw@hPezJeIiICi+hd|QU8Q{T_U}E__1zNby5+a3mWMFVe$r|j{5JkWsDm4W zl5w2RZ~xK9hjakk_P~FF=E8Z$M=WRQ`A`h)jjLnOmtzK zd?pJnfLzOLdR-_#cKmdLn-m*`+fqk1u>Mdy!Hu8HsGCDV`9751>sJL(z5X%Cf5In{=#5Hru`@TKck0cAwWz#RS<) zd06f4c}FXzH(W0PEy8p}#WD$G^Y(Y|$E`mHHo}0b$)IU7)Pb$%)*lcy#+7S_)pc03 zvo6N>muub+Mg`A4GOOlGDP^@xwu#9Y{CnSV{n2Z#oHg- zkRBhI_XX^s1o`t!mJb!WCjPCaE&+YFb2!vQ~W~F>k?ZS3v#B z9GD>ZjS;!}j{WO7wbVX=0x(~GTd7(n_SkjmG`e{@G-8uCYlyry#&Tp|`Hpn?>$mQFaHfl6y^DpA zXXaf5X1?sNAyKWzVZaRhkkm_M@}6Pi$TD-;@0M~u@X6WEtE7Ol4=ODdfJLE_bm&YEG$h7Z~@*cyR zleQ!0yv!jZ8e*f-e1pY5fLK)L?Tsu(p!qRB-sa7GolhU>B{>G2H7dgq z1b<3O;{gaQec5+AYHf6M@PUgq{oM<{cR%w4I^Q?Cvck)7w7^tI^u-z^x6qtClBNVuE9)wQ74%IwVH1n^9Wz-gJd=bzFC|MT=2_ZFyj~gfO}T`Yel}s@-7O zsLWbpwNUZJgSVhvzT9yXe+3?H$VuT$^uh@f1Of81JW56jL~K+9auJzW#H4q=QBGII z@~NERp=BYX>j<=lm<>>Nn*JvHPZyxQs#v zkugwUsFVLbUI@%wm@279ik3`%Z>;KBt(a!+f~2GI?CTB2a)ckAjOvfkqn5i;It z`~uzvLrIT>(%I&uZ|mcJ4$&e3O_vW9vtEHHc8%S~;kbO)b@#)^l;q0#F{b=14cClv z=Y~oUH}|0vOg!&-pAKZ=GG1(rMQ4bS>K(-6!d*X;PlEcYwXJuN%MXqG^Z8}>s*qO@ zt!2oN6U%*%y6NYAZFI6hGx_zg%lRYQrGOo?B8;r^d<`89B|P-*fha~@ek5k=9Onjysb>jG4AZ{y5ihF6LU(U9=EF(S*qY3B9+kR;{NlYV5n?$`%xe{aM3Jqp zkc+7~o6%diXIGNzGM=~JsPBe|)BbsXYj;fJiVlstjhe`cYa_QzLuhBQX+kvn`GLNK zi`*LlSww4>Tm2^#UyPy-{J@mhJ!frkuUZyT&Sn)~dn(4Icni|5?ST}l-zmGPe`v&A zCznA_7X)f;G2E6_kmS<#^|Uvz_kNP!on^;XQ3nsS%SG9tGYEuhk>0J={JcjU3u-VAe6ryo9p=OaQFMMOc=;harhXBN|v`yqTB#EZxgE-QIoHH+{b zd85Oi%JWbTG{espXqAL^O^MY>5LmfY71+}3?%p$a7PvBEK%4v>Xa;)eIv`--3ZKQK zh+T5_n^rN;*`H*8-TsTyO$Wo>EnoMM&nC?omAgHP+63m`VC$w}-iP#PHg-n?p4miS zrPS$1?Oi6*gsuol<{W=$;iZETp=`lgQrF^QUPJGFIJbN-^!JWV<8Zj@@I_Dm*CmSg zXbf(xdU7TH(9yA%?5|zaA)tH=Qm{urH}xV>TIm7YCn0lcL>+j770Wwl`W{*4Zg(xt zK@W9s)GBmuA1j+eR^z7Z_YGb1cR;Do$Z$48bCamR{>f@E3Z!Rr>PiDoe-=4vjHSQ@ zx@ud3p_G(iWLD`FA|3cYelc&8PfTkNy~Gob3i!3qS&kh|L%qE(A~0~iOefoB!n?20 zv3w_-^?I!D+j+fx4I_NI8Jx+pbS?SqQin)4X z;8uhEnumXMrMEXhau{T9#bb`7r)veb-!c64KdP@TE3|OKDQ=nv0u##uSIF~8srW=e zkQHVeZ=S_C2)16>nVn8SOl!0(neX>mw)RU6eSqPy0GJp85A@+w?sm{y zoC<}Fl)SugC#hS0DZ0$r-8gYjPY-cO3mP!SgkT~G zV;}MiH)yxLFpz0noS5Ay{O22)t^t09iLZ_%90}8kY3V#dND-Gs;L9mEf%9KHp!k<9 z-XOf?or5R|CD88utiNRZkDix%{bMx$oNd&p@VdN~rTwvo5jBioL$s>!y91qtk?3Ty zF;c0zgrZF+qj7_1fs>dlTcioI2Hp(=rSUr{Q?o)QcnmeG2OC6?B7W) zKOD8}8maOd2U=aNMMk%1BwvVIUd~rnM+9a*2fNspY`TN^J1l64LswNlP)Z;qK8zeq_&X;54AOIl4-f z`UR_bZA@up5i2IEUP#l?yi!1+D>GK`+Vf$3=fySn-pO|(O$BPcSAh`)_SPYE=+236uV6XWE_O9)vpnr; z7H!?)`%XOqxRD-=h}ZxOnMIt7Wu4je$}m4Erkp*b}0Msa}NeJ(|Kh5%-Aj# zdg=D8`LUV>cB?`!!*l>!k|Gx#25P@k;OSGi0V{Ut$Qqy_$-IrcEQNG<>P@=nWSF(u z@);tBg*k50m2+~_F;>V^9cwykhgrI>0c7U1l@g;*KumSCQgCsn0jdpZNcY-Jo4Pk$v#1dwoE`S$3!(T1YS&E9pWygNz<4is zGyx$iILzEVQyAEmuLab(pV8l{YpcaFm|B7k=RwoU&g-BN3Nb;7J9MpX8SQq$gq&=i zOwIMd{Gi=Besn9-D+wnH`tYL-{P>SRj0v~#qWt;`zCK=tg|`4HN!HQ^FY=UDB$tUH zrbp7LRAWk>cnOPOONw)Jf0-l*fFktt@bCa}V>t8msaS9wOH?mCT%hQKPir@2DfiL% z;XdbkJ0^ZeG6$g!N2Fd~nymssQ04m*3~9WJ!$J*Z=^IruAFidO;Ac$6&uqGKdu-zRMd))dgcPRt`;H?ut!=Cd?+U^E@4WKukUW{f$YIrvO}9uWd8pC_ME zI&_*(PN)?^&~^SU9)RBT3&$G%As0~sOAG9fNQCz^VyEXtd2-$;OJeOTcfUmOWzbXc zp0yGrLpMrjo<|tY+;&6}oS^K6v4eeI*Q#B`P#Jfvs?e`x$#$IhPMqOH$M~%I$s%TS zi3*|ahVBaNtS@1}r@Ujrucu|mCIJ^#^Y4RsVu0K%k#P2&iKRLF4m)`9A9VkwkeCZ&!wl9-Jow={zqwVNlHrKdsx)jgBoVcR>f*GFT_^mCJ4DB{OcHkVeZ)N=V&6-gXwS}|kt?15{ zr887?$NvjaoH-_qX-I5&iKbbAYOpiyNPt`CQy|Y#AP zxy|}_5ztPr1tpE78wrVuc7XeinQj`T^LguHXY&2g+Irpu38MM5LryBg=#)$OJJr!; zGSy(|5)S+`!d-Q0hx3+W%p-1CmBg+ZwL|ej-lS_y3OSet4;8E*+{}U96q)e= zTv%+w=0A_+L$6cIIc&#n??-tB!4Z=s>p$dvetxx~>vrzx6S6ApfVYLs zJaCg~lvyG7`b(IO^y5*nio{jK&EJl!lJs`y)ceTtD!S)Ih@WeF;@F9ac7IuDIczd{ zhFl+2<{{{*3e9*7rv;0X}GT;V*(cnt2 zor^C*lt;|+_=7Yu6|QfPe$E*|!24)lKqrA{04za9ti4|_aYZNJPW&Xc9O#O$1Z`r~ z934MFapg>2`r`&BL#0-=ClO%#lP>nbAhj6HepTder=ywp+DIv_ne`_6WN@cdKIbS6 zBQaQbviicq0l=YAd;EuS=@Ifg3f6ZFPD1I-=xesmpOmj;k-vMs^f4 zp@ECzZDoRldQM46q3`S+p87`~D1rqHiD%>ZOb-}=;t30EBy+{zf5V&{IRtef$40iP<475#bpl=lo zWt&>Q^Ii~eOkm^n_s6hf=I29H0KAfr3FR+KIy_UocXm^GaWMFk-w2XzNG)~vL2o-T z&fj9V`e03?YvWY1xt>#%^B&-$F*slvHzo8Lf`EOkk5!iwz<_JaolZ17rG;xJApx7C zb^q$Y?^Gb1zSqlRb~W%$DQe}ad(AO2&%K#)z;Q{^wcrB5W(`wc5cNlX>X^9WCXNgy zYUn^0(wtT2-vTm>Gj~6-obwzxXFJ#dxmh}^RNPZs3iYwXjDa{k$U zN}wbs>qOzRq8=SJN(6r`Jxz5x{N$*4ysYdH-%V>iH zT#UD6D`#H&6^==pA}L~ryXJ;Nq2db8bTcL)(l93iY2G&yT$pivS-14J>zW|j_tJ_# zw1dVL>zAKGTAw1we%_Z##fekHKfiBd`h*OG+ypHnG5F74bxykK-~#w=m^A zD);8YWz-H5vG0b(uP&a((X9BI_02Zk2>s>X{I3Z$17Q7d`nh8Hz*OAcA|1)$Qs4i6 z*G6|J8Tw!s3%Mg7R)h{(8h9VG*PkG~ujs}adIGyxCpf3xOgR$^gy!IU$3PfcrgUTC z)FTvC35cwh)i>L>J%Hw~-aEGZ2otUBa!uN{%*9EKuA=3{a*sfe$^=T69!ZOrYD+Hw z`xSwY+9$);qLcBIJmlgOLX=afjn?jcrHA)m4Hq+9YSV=(UW#uFV^#d_~ zG+$vc%<5<;D)}O;T#ef??$#t#zO4|1h~mirc`lBLu2`bb{8@>oQ9pWj14`bzkYf0t z7khH4u!uPrM%}#d_PYa@r0Y}U-DpgoO5rOLuWw)@gkGshj_c7hI%Cz+XT>%XrT^a; z>~~bblqMI!nHir0*}?2noz!1|&I~%u_H*istl8{0F=^k0l~o3k!cz{5Z?RQP(p;p6 zx>MkKUF5!+S?{@j<*f+d_5=L}py{m@tAz*zmIhTu#bcJnDJX-9gKeZC^D>qBY-*r6 zdv}|7x_n_0t9wpwuZ82k{XUJx?4pp`E+X07e%8W0BQ)Rf6p}8)<%d24ES59dgvpoK zchqh|Fl6C*hG@pcuy|Cm=TeUJINiW{@2<~7vU2Tz5NDP!MPn&8u`BtUz^N9}-oS04WAgWNY zW}Sp)Lp$Fy@ACm}9|O)4oakDaVoJY$)u0!>~iZ9bZM^%$a%&)=}t z$TqgSs{dvg+RjoTAp~nLjCd?fEYpYgOD!^ z%3eE}FfeB1dQtNSELN1&=EP(T>KdIeZ6X~o1P4a$;D4B8+2o+I-4u)GV>g!gOLiQA z_RnIN({3Oo^PM~mx_)Z1Zeb+UDh(ayYflyHJX?+R<_H~?C`0YJWWE3XDjj29@D{iQ z^S@ZFneCAjpq-_+wY%+l5t9o`?1bJvT1y>Aj$Vrmh$2n` zJDwS1Cb*#OQzrtFUSo5TR;AVX8EmHI9KHXs8eQPL=U!qD{63~ojawT?wyk}mFZmn! zUuUqRVsFiW?rYH8m|a`7PR14(EE5|CodTG_Bl}$!(y)B5CqtE5*sD-Ts)A+$qp+-o zybWyO2Merr*|*ZZG&+}X(Yr-QkBG9LQEGh{;pMWO9JP{au?f+UI8L~=D-9&Lyf8|$ zWe%LV_myg{BrY5fBWT7D%*YFi1q)|2O_#R$pc|~f+?_L&^s#v6tZkRSYVpA<;wFK9 z-{1WTTICdO$1v?Sw{)|X(F1S^e5iX(hu4k<#oM>W(}o9=z2v9*=w~WsQk6i$>ZN4w z5pn|A2P7At2=q3}$ISu$Kg6Y>=P>aOBvkfY2$iZbYdYQ|1U*l1#SB-%a{p)vXqc(< z%8RA|(Nz$N@0d|3Ix()WSN>ZZMXO~3OIx`567_~K#BZjVPm~cz;TWNnhhiQ+Qqu;z z(zj4ouJQdx{l&V9pKQog5rPyC$wSv)c zNYg>a&{W!tFVKZVPi%5c?CR_gmxDC<>1)0NkTg9iYFh2hLAg$WYgc9p$4(^{$4QUi z0G8jc{Rs|+6|`Uk(~i}311lvSv2*b0~)a&ffV|G7bf_ay4_nn3eI&`foGVn%KfKgH47&q|NSo5xb8Eznq)9 zR>`At#yx7M=gknK=%v^ZMOdUqnyX+D1|63qCFROG#fNXaIEyNI4- zF1byJq+(@$gy=9%T~uSHdCr#m>K@{foUz#>bRF5gR|1NtxU>}+w@Qh@ewZJ#r4GM; zb4)GMIwE?8{)2(Kvmx7NH{8HXY%C~RL*(gYrX{c2`H5dn=-8$}k!tuNx(+fOK{M_c z<1#tXh%tY%HzTMFJN!uzWNEJlM!%l>HTO2#w)4Fn9%47?Pxi;g4!;FefW>HU{)`VX zycu5F3n8q0=~JPfA+lACbyjzh#-)KN{E2sLi?a1Z^s1|ZHtN2)xdSd;9U4Gtn6pEh zpMDc$`KvY?OjX#gKDp4LEIn|QLU`CR1SMAAfH8-gzKv!XKJG0bw<`t@sE{-lbBh8S zoYS?C%;G=^VTup*ED;(LW*HGfpTDCafX8lL^qct0i$Vpyr&1;oG11zi5U_qjza{o3 zMs{q}Ya#;4oj+cXV3H&n<~FB}Ts_bGFXmjp@}RA%wH+@kvp# zNja9Y{gfVT@ZxuHAPM+d=o)b-i6(6kU4{>txjt+4x(+Z(rHl}oc$Py6K@tiwYxiVv z9mK-%W0ymve;Q7ZlbS{0>M{PBLJU;J$yUEXE`fweG{YpvO@!p^aB+VXLH2b641yv1 zfb|DnrN+}xnT7da{mp|vz3?&8-ldo}VVg6SS1X{eLH@mfZ}X*%3L4tsA7l;1#m1V? zKY9o;q>gb*xzc`6*TQFU$(?S6J1{(urg!yd0#^wrDl`0@`g3)SAl6Fwv$|<2NTr8e zG&}Ot=psYyWNb0mE@nv-kLwVb0sa;;?wBg4ww}H5JX}3K(Wqh;6J-$e%^@E^k!UA7QVqp5_AYtZaKHZ03|+Ac4%x`ASak%PTH&y8sS?1#*-*@sXP$coKDi-ew(5l*@@uYFDImssh9Ay)Y`BPMz&D7+BFalJzOU)FK zoyvW6G?^5^9vMo@8lSm7#?;gBx&)TTp+})szUFiV_r8P~jaCdDn#N!WyVRov@IhOQZC8VMUEWg$JGUdE1KEpvKU%BX?=~^-( zJ>9-J51E#bgxxAruO!p$6fQ0yF1Kmms_o223Pd@p$v8m$%hjv%x{QVX-7GY^9khsQ z{!@jU#MJ-SeCMH$ zps?lGC?xe;Ya~chDy`1E*2CGwy_}6vsplV7M(<&b6RMuUbV=W79oN-`kp1M!pwZ}V z$VyZcVyQ^jRl|$A{5~Wb;G((t7V!rjjlCwCo35|JA8wBxOc7zs@LGQIo(Wv{^LoE2 zfTrQ@vCS3Zs5RNq4chwvL9F&iB3M2cfv1>$K zZ(p^{^Sz+P=T{Zb=^&WtiQaLqmevD!$F zE=#|`906SEd#q=FulU=OMqWlJsj1ws4>#3ySV}0ew@rn7tuee21J!b|0(gO!P^p@1Y@)0(P>57hJE2?4X$M;d? z%Lr^4#9!b+ATVw9D41_e%jGi`L}IyWKAj8>WVWSJnZ1gCf@RHB9$*klzh7!|dvQrp zYJ!`21q}<%UlPJ#Q?`}Ofn(=>Yx*!r?Zr5qFhT@_XKd;s-=v}|y#;oFzjOk`@R#!r z^THcic~`fw*CS{GeH#sOa}slRY~H#nm@BFpL4lC1Ye zAZI1AJhgP2D%yta;k+PQ@Tgd3<=15{%`u6KV9Y^Dw>Nctfx*)8ffJZ@-97c+VgXQ& zQ;AcXd(jE_BRyeZ)YvA#J-oQ(*78bth;gNwnCA4e8Bq$%4aawPtdXqpNGidl33EE4 za47U`4ZI4JMo-pgAy$MY6yZ2M9#1aD_UxOPhMC}pQI_FAT(OAjMG>6T56v@xvo#}` z)p;HESrg{Ie-2|Mh{HVj#1oPeKAxxO&T7i*0O!(&I3%=k&kG)i!A=bBp+LBn>-~%g zY9F23 zuI7;xr1rnV!gP|(fE5vLF&#faC#GF35baoHmy z4ko%-TEGeO?OekKb{-aayL5|er!puOu2 ztG(6uJx-R*T^_t!6JP4xS*)r~!QO)T&@T?de3>{Hy!~Gi;G-fxf0|KAqL1%n!~E<~ zLMjn7(IqH};u)l17~;iG{XP2bK5Exnf`SDLWyYZ_ib&)`lZBsitmDJmRJkt{b_vh-Y9Y+P2{FB4UbJq`F-<087HWXji0RKTh1=2v^%WT#77s;!VwH(*G zU!`_M;Y3mH)Wt0*0e~Ta^6J0fpj=N7?T!JPv0Iar{(ncT<8IqA%u@{x+8#O<=IH?cCXW07Z znfkQf)k6CFrr&2Zi=XhPZDWYKYgF*It5m$ukYVpiBP#}WJ$7qB5;iysyd;{A*-5;N zUP=j)ux?5YWZms&MK_UY)l(5~qE?ixn+h3Nyh^{`e@Mp|tYyOsG!zbn6BGK=P!8XJ z9u%wuBu;0d6j)Yp=ekALSy&m~Yv@ql21*-&D%8b-Yi;kHUejG}Hf6x*!SvDgd}Z&} z9&|KxqOWXFFKH%(>|RrBRJBx`BBX>vEnH3ee|`q$?N1gRxLWe3A}bJU?~_1 z)|yqZe@;bwi%pZ()`oe|e)W0<#Hw}(f1+D_O z`08@Q52Jt-PwXre5h!Gqa3K5i`9I+hulI?rVS;XlVwqLD!ezaJe=u>E z!?qty;V^`@x!7!YRNB=!R5T&KkU<68hH0>Uwh!xEqH67sYZlX<+m>vp@pb@dXc*Je z&C8xzIj1r^c3x|V3L!oI5A}$QY@7zGGEHdC&dt%)3ohU(8dXFKZ5=tju@4?vuaiht zwxfq1a6Bgb_h(#dMdugE-)+JWe}t99u~XFx=Kkg9rk+qxE*woP5n%Rw#_9CN6~9R~ zx(O&RnUvo(+v@SUMn{w}q#^B9bDNJV0aO1TumXlSJBS!CAMA&7(~LhjE*e_hBU8}Jy< z!9Rrb4fF;}cCR1d=14?PC_NlId|s$tXo`leKOG}#$z>r*YS@@yhE}k%r0e40pR)!+ ziN^qv5*Uk+CvjT}fJ+v*M-R%OCWn)fdF zfLu&%|LF;mc~wnpn_vEre>FD#Rb^GCAlBjmL!bBK)eC4G4Z(6k?pKJw49>0u&lQ8q z!Zhd6tEw%Fjg+5q-T!=nix%OFbh5o@(v1YJS`IV626Hq!bsK@FJKN*@0W=5_CniMg z^(U9GD3{*_vSR3=Ck;uKr&p_G#~W_!A+q5_2tCNOeNbKWFd9A3fA+kEy#C5%uKxBK zp^_tzvl&p7g{suYg13q_b;dy;gjUo8b!!`+>E|g$3E{XorPw*=HYS0P6mskYCw5k> zNdEZnYppdyuvXw&C+fK@T%g#7H?NqOR6S(XPzkS4pXI_vibGKpoOy8oj@u(*+nh!YP1fuf2?x}-aj=Zu&&u9i8)#f&3{za2c{5-#NGkg_4{)YY-kQdp)|NK z5mlgDdMOJ-9!Ko6umUvb!4zvLo+JfUKUK24P=PRSaLf(^IqSL{Hmz!P5L1JVuT|!8 zLq+c zaDCFoS`|eD2TQL>)q5_%QhFp(%UMgd^DyuFq0;Cb>!93KbN^Cx{+m^p7oW8`%)!mu zFl>N<8b>6if4tGP4{~24xb5Swyk@I0{%zJ`XGcZP0Xv~gT>Lk%nYtjXQ)#5+qCfAP zpwc%2QShtUF%Z(fADyeuK%e!Rgli<9?Y)qrwK&y!mp4OF9;L8%snG}(?=^l-ioa66 z5mEwxw<~3w?=cmr;kdPdQOPPnw<8v1Ogjbu&P~0ie{(5nh0VXHIRcg-x!<4}Pu){J zu)^kh2s>u0pm?gF?ibM^vb+@G7qtFN)x)~dthxU{^K0kdc5pwrttZ_M_rQJdkwLUS zf!26J#=C-$DuHp=K%gs4GVbYUUUww1tb&z*@gVVOTf5uji8Fy%pRj(%wq9CRQmG>N zReN3Ee{daoH=mxH$8L~fz)940@^fp6eC@;6^}fE=Bt{1OGesBYMlGV|zFZrie)*ZO zhTtH0YAA5Cg$}H>I!UZP(z79>l%38QVIw(e=g@wpJ+=aCO{SWsS+T&+tDv011swP$ zG*eji?nJNuGT5!gqS^h(I0Km>GT~}hvM?@wf0VMd{!R5dwp;S8v}QY}mc}t#V7?GY zL!kzQf(Z8frwtaJnHW#y$ZY`ZF_;V3t12xXOeu+;)meXN?$x1~1%)eo9&c0Y0f?q) z%+q?KC`JO5v38K`BY=7U#}j_VLCxXWJ2r4sDsy9TS6~9CAT70njz=Qqh#(COzRZwn)cbwn>E~Oz z5kKq;M?BIJZUeF{;Z?HG$nG;iL^HWwfBQm%nZo{`j+ZfY500!C+M?j2%;CS@BThKd zZxu!-z6owW6SNvLP=D+qAgvSl$c}cE9eIUEAk|nw*(P*QT-T;QI`EJgQ zFBvZ2@;V)fBJ=YN)1(`Ns`RdijM<^)#=t*4J$h=1np(Ile86nwc-W(8#P{8ne@yGb zH3JnqY`g!T)_0Qdb_rhDqe)cnz2as8cqGw{4? zKHj8*!zC{+6FP9@)#p0}IO+Wurg*H5=-K;gc9UP`T{}af0klmvm?C(bcwNi9$MU`B zU7e&FfuE@l7Tonf+XhF>zAQFKe|eT_*O>B^#ZsZu1Q*oEDC4_~wR4u!v?KsFuQ#<0 zZc1)@?9f4G2G-DA(ba-kQsuK;8?|ToFQ|b5dz8I+U*G_UW=WQ{8@{6Zui_~VilC4c zr6ZbwQ{+8}dfG^g;YIuFeaTS@amGvuCPE?LE3{AAM%IX;=Uy`mosJ17e;^IpYIkRZ z?AqJJBd{%now6rW8>Mt7E4>ROZ<>y^J#Axd6)BI>5S{?aXVE`~z)`u3GxcNH9Y@Wn zO?2R&{>yY9vo;LMu#h6}XzI9w14lH}phZRJq?e9B=JI*_OXkV5bc1n)dD3I)vG3+i z(I4N_4?0ZqYmotv^AO|(f6=5VBAbFH<6=65@VPwa5%RIj(3kF#1+I{>){xB_N}HOf zgYu{&p4eqRuOY@Y)&XeK?`Zw6Y*G6wR={SX-zM|*8bMwYFiiG6T2J_u$uZ1cXJv$s za(q|h8l_;xV5?pBUR@IYQ?a3F2{52mlf0yu;*ILx)URUxJFkIxmoYU469PFnml2Ky z6t|Sw1=TzQH!v`l5sn2D5iv73G72wDWo~D5Xfhx*I60S)76ugrHaIjemobk5DSvbY zRFv!5HYts?paKI(=g{3L-7O3=0}L?(!;nLFgGeb|f^;h-4T6GzfS{y=w4i_@^^I=# zIcJ~$U+eqUto6?O-1l|ob6qbxi-9q}5(MD@RY$;4{6GOAX@H8Zngvh@AS5IrAS5JA z%+78CL%Bi!wiC0PL6KfC1YG(*5PvF2CUta-`yO#h0>3<~8%?I#> zp_~CmP%kLb2MPiF8X2Gma)!Z#V>s z1YoKIjJ0$C`W{gDUtpcT0DOQy%K-odfd5MOC;C?+82ooI2nQ5Dhgn}`9_ZR$gxvp@8FC6{%$q@#JIQ|*~;_V@5 z3Ws@mL$y@@U@#`)f7_g(D1exdl(2-jH~{Jifck-*1%DMV@%MoKc7FnYnK3g2p*;{D z07uLi&>)y26!S-n_5%4p0Vt$5Gzk5lj(?trfj|HR21WrKpiVG2@xQZU%uvU_&Y1g0 z!u$Z%LKyl10Ybli|9Z28 zLIGU=X1a}#m=GBA0REr({yXIVNAq7<{#T~|cSq{pZf?K*Tz>)nA3w+)=H~wgfuXK9 z3L^tu1V#+-|Av}F|I)556aw>h|8K7r3WSk^65Pq{UyFo!sei-#pb!HX3hewBWB#(6 z{?eKo3=TCwc)@;sT>$(*A)){BVFU(t#e6}$Ftq&bf@1XZ&ys3zFaq*RXu@LR01y%h z@+ZbzGv*`)Km##~gh2g%6B!^V07sxOApp#HK>$YtlK9u10x_R4K_m$BYx&ABr(aIu ze-r?FBas-T{eLC_ruyIK-?D~6{h(mt`B?;5Ceo!bvhzp1(j8y^jd8hm>>K9U-2CWy zWS93(a)J!*y4>((kSk?BOwpfq2JBvlhb!p1#hpJ??2=v4%$l+DMMSW z2q&M-1T0pY2z&J~++(n!XT&|BdNav^R^H0If9pNEqHL*TnkCuM<61+(`qU&0nUtyg5LyiRl-+D_DNUQJudzc^5fHU)|}w#&-iIOzE6CrKMhaET+sqscCQ9@wXm>A-S1nt-X?Oz zOMj-B*&Y-F(yHbs#V*kgS-&<%c(|=S;M)HpLp$XgzA9^esc*4BK~zEK5o-Aa5P9Px zoo~_b`&Gq9xZtd3oLaP#`{_TssfzudhcygxFWGx*l~5{WOcFRD_Sgwd;F%jKZ0r~G z+&TtzwZe3h>G54TH`^Jey~mRX>F3Xz zV|Gf_9wpSkK9=uWrzkzhe0zCH7CUU6C3tf~&1g*K)sfM5l1w@|>yS9t;Ik&}I|?c+ zWAZXi&fG6&NHsuhUx=jOhR>K6dw*oZ6>n`GM(1%+Gs}L!j!nwB6UZCQ9W-Mw^g4z{ znB!RkgelY09elCOwx&hy+}OI+zoC8#)jH>oHEzOV%%3NXWQMPQeiMi;12e}u`uik_ z3e}$X?b`b2$0!^vCRkCujT_Zt(>kc-#I})I@Etktk20vm^+@@4h2L(!(|-l4*~8;n z7k;gW&ww4^SXTVCE>Wp-^r5xF!;rJl>!7TVcM^IZxd-`CC)}kEs?@Z&9xSBkTHjm- zOm)53HF2!4e!1Iy=XJp1Ho9Z?CSS&+txQe`L(m|1XkY<$_htFbLyDS<+{wxoGov17+s-j zScF49E_7~j?&=}M8AlpY9FhuMOYI`)KRlaUBiydPqAR%7^X&H6>VGb0k76tXaENwQ zqyF0_9*rLpvZ_!Qc_8ierZ>z*-mY26f9@@ zezeXC{kxy+X@40E=o$aTY#engh6`3{;@UZ&^}<#Em%N+SWbj$9C}{qwEx+o9K<3x% zTri5mE>mUjUjAC1maXbs_E1$NXK_m8!|^Ytsv0rIHwFyvO@(@3->IC5>?RPGz5e{8 zKA7N;Rdu`DX(k^?vqFcM#uMa~{8k&bD!*Wv*A8?A>9iF(D}o?)9ruX^5SFS9AHwcFXWSu(WY z)XI`uq<>-z+nVdoMmSCkJKc(RqxY6Zh!px~GMXMP7Qa8V0TtlW^~&JyaXwm!bF5Na z&3WuI_o+Jm%IdPtg+x!e(Ke!t=1{=@1?};J>K-c=walIE_m&s7Rmt{+ zEHK~^`l7MHDzYAaGw>T$b)=awpHH3m!r&)?VSkYOy}&hgntA!jsZaadCLt=_pEIXj zSxX*@Fw?9d8WnkrOyBb*&x*&c%iduV?Gq)mPxMnAIvl`8NUP1FJ~E+oBgNUIW3r-a zpV<0-UdlhoQBkVQ&){^iEs{Gw*A|V%KW02oQ|gy1Z5Wq+t*bu`8k*uYvly{nd+NZq z$baY#n&)YYr%xLbm&&q=ueTj7?dXh+2&}Vb8hxukLzjT^Ia1#$_MIC?3Ud!lFfzw6 z%?hsbui@(ZG>G92QuZqPhdfINmjc+fvrSxMzn^?{_6^%FI2w)hg@x#KNx+D#71jwN zSpelQtnAo+`_Qm;B{+YyuehFls@fR%Sc{@wwvN`n9p}a%HCZ^ z;)LJ319CJXrA%o3d47|E zW|H2m=jfH;{Y_lwI|V~pSqp4#u;wpY{!Nc=%@f|cMp7@!HlrAF;$arpp#H-Bw|_J@ zgbQRZn=;d&!yli7hmOUiXst(0l092_Pn(#yVS9t|1ATojAFleh@6z>}MRRGhZkA-~ znVQBS2eh!euO8lx?_rS6(4etgJHCu;|Ekf19k7oThc>suG6q_&53~|luvSn;ntT|g zZTTq;>3-3`0&UaH4}ZU3H(KYTgMVj2@|1xpquYjZJv5cUUl411;oFXx=PbfJzzX~+ zSS*NT>#+%4ds~xU3lX7OT4nMKiJ8aa)ZKCSZ^!)WM60h0Gh&kNtlv_LX`W83kxHGR zYcLdAOJ<@9;u9=pO>Zz?m~eCGBrPqVax`L)%o~+tFiTXRHPN+^F}3U6(0|Da8Qddr zu|>>BIWZOwAa5MJo#H7C{L$U%LiEHboit3Q0LIJZ@3=yJ;B2LeMT&I@32V!27dm9! z-|QguF3E%NJ@hj8P~ph!bf6d$j-#Qk9dMFC9J;>Q(?(=m{NOPCWGao1*=WWwb+7eG zt_PPj$UC-+C%rxt@jDPgT7i+^Kqjwupb9Y^_ATOiOe0wrRZ9l_&sb?8JN!$e* zbX_*EL9+EAA6j1bC{#;?m((it&TPJCk16|ueaW)} z=<>*iMqL0D(3X~W?|(GkE2Iu?Q#BK1m}U?L(|ByZQ47C&b8G!6tw6PF$gtL<+7+;< zlkDtv$F22`$~*06R=YOcILfq4RZ(Kj;d#i`=$i~`C54f+kO$O*zLkCPIP)DL)(~PW| z61NrlTu5`xg2GQTg^4%ai1nM@9JtgiCC4-o4l?^>?+Ogu31VMI1>E8sWZ()%%MHl;N=9{_B5>h~beKxun?=6X4}dhlgOTCujp#td(KIywto?sedR)!YaZ|OswIZiB??NH zz|}U11;k2+rk=qKPpY_7%KJ_eH${G$edVSN$zc3_D4(~<8I75f&&5R?wBIy3^+{M>6EXim^9$6lRmi0}Rlay3} zJ^un*1Lx#hdb1N%lR)Y>o}v9;Hj$RpP6v(ky2;H(!=D5b$fhT4;2NL%zg*e}8F3kw(^iL{~))CClBQj=3fbPd_>O znQPMaqj+Thi(O1qpUZ;;{>@2FYj`Q#pH|#NxvRf!$eA$Opfi4|m`(a@PJqSKZ{ln4O{kHJoT=P+nX2bz zgMaqZjBbyfM$5aaCFAWk5?^0_CcXLzjR^=h1aYBzXM_pZ$ZMZPoiY8NAw> z-T_?F!&_Y&p#9ctBmd|EvX53Dq-T=)-5w^tJbe&$27ezwLC*485P4ym_!MX6>47Ns zptJt-G+hE+$iNsy+h$tG)hy{QQ1ql((0}4Q?ztDJo?eLc08goEx4LEc1d4pT+M4E; zjH|47Grka6AelG0Sa10`80jyS;G8h1umg6U&(CD}8OaPLrm@8PoEW8_NYVB2C%BaA zWFg4&=1VdBf~-uN)}NVN?fx??bSallAAFkM#pTi|ZzTbWiOjqB!~`5W$4}jz*?*SW zex6<%znOJMVwT$KM8)#-2KGi$Q)t^8{oa*IX+D-5?J96r&|-6dVhfRGxF$*@5mM1R&CUUxdP`$(N|qUZ<~O_`Kw%9_gz2QxS#eyU%4 z3{IDQoaU1>PuSSaYCYXmZ+oj=5SIO@hu^SN&Af9$Rjn~#Qp_u#O~B-aDv-iRC~`5r zxcR;|Lviy*LHLB|!*SemR~TYoxz1shgR zii`Kl7~_(R3jnU3(Ly5ne@gli5DDbnK6D6W&8=tGCVT)Bi|Uu^RSEoV%Xt6uI?gT8 zA`g_yV0`~WmGtaaG3j9mW5feBx2H9jp<8hqf~){0yfC(}G(^jaEFfB4=4gknY7Ih1 zHN81FQv{|8bvA%i2g}lTU4OeV-?bu2-AA)d1gM7X{TROT&QXUy685x`#&cO~c)E=; z*QM{O*RGTqlB^qgs+3FWwa4LkVT16jXiqkC!8Zi3!)irb!_u(s!B4)O&~wuC%O$F@ z@$?g$o0*Yz6>6;*7)tKahaRt8;>u62guqB=MCl#eiTWr@-C^e;8-GtmUrq`b*f*LB zjZJb2e~T8{oL#^g_c`}<6R?FQxILZ-57}otTVxz$skO|?3dosdeSI0BzU*o=_PBLs ze1os%iM{J8dqTFBw*%+`ZgXYyA;y~?!mxx-HYSZ)PkDt?rTwlZ5pla1S@4tGNv0SHh%@0U zobK5wTeFYA=9%fpyu{j`}tA%VYps+yu2VUK5(pE2JrHB*Ve=syPHJ5qX9B0vfBGkEgle01e1T_NU_vB6CA$FRK;=?e>LQ-{&uf&tq=R#&BhRG z=CMI;60M}S%6}>RI7%E2$!KM-9)WHAg(dTt{ywy3-jcs?Fh%FgL3z#F-UWf#Gmq4l zt=HJ6Zv`I>^koY(!tD5gDn}~4d;RKa2|mL?<1Is=kcWu}&&5Z~sK$3riRiYPC4$UR zRU233NfPeIr}KfPs_{#Y!=6qB!-Bo4jt^RL;v_+~Yk&5^&!t`O9p=S!_@{RAqGD{q z=|FlQ_%u6_OukB>)Xb))jgE@XXRWPd*XV-?0l$}f@d#V`d*piX0+m_!Ku#Ub&pO_(onkfhv8}1z)wlc?1V^wUX*Q-_!0>N0BC%RuBi z!oK|Srg+JcND4OpMr9Y-k0xfJuDQ{eB?-|^oqsFcFIg)LKpuIXFjb8fu~1D4iz$vF zuNM#LeP8h${m3dx>wCQ}b7yDWi>oGy%|LnnCBPY>k7AF%pVHA!)KBj{iFHc8Bp`ip zbetLcF(QKOnghDF;l<=tr&c<&Ap&}n!SndaU?;~Xou|yzmQd^zOZ8lQGfAP^Z&PFi z{eO}D`9z)Cw~7{+*>z9hwad`Ein_M)bc2!zCOtpvC#NJ|CZ55MLnsa2e*iMFnG;O- zl;tQ%E_I6+K>{AV$kW+BLTMa0h#6eu`SJnp7Bs+IU06V7+sxfXrJDdR&`VK7ZT3 z>RdzisVZpDq%VXd4k}uM9%YlhydG@ADyoy9dt~P*KuMr&NRUr+o8!Jpx7)hxL&eGx zmVn%W!A(ESjgpubXI5%cChe3X_neLP>U0ipAC8Z>!R5nBAN*YYQeorl*#(G~4Ga*j zB+*LFk@BsV^$ennerM1=aFmPc34iE|$qQOvHNloC0YtcV`sWTml`;uqTkvMsqA-7V zkNH!n1~1G=LyVPjQxn$0`h{av^~0hT<-^Yt%Gr=@m8mr`I6~`fbLYD?EUtDcl$1Q> zcE@L8X^s|JLhd_4TA$vfy_NqTj!`c)3T19&b98cLVQmU!Ze(v_Y6>?nGM5pK1rrl7 zIXE{8FHB`_XLM*XATcvGGBB5s76udrF*Gw0fM^(2oNl|`yu<4z2EQNs&lHVx}Pz9t~KUb&!46yS5apY zHMKVeOWE7GFtIYT@BzdX6=hjj04yx*%q%QyNYvCCmM%8n|HzT3wZKl!miBgh|F95u z0)t%MWDhAl%N-zU3wE+J0oef*K`s_x+qaA+ARB8}8rUe*#(B{pAcYF|oIG0NHt3+L;5)EN#F5Whn(_7Y`Rk0Laet zk0F1^#@YVOALItIv;i5v8T?f`2p}b@3IM%z`0xIlO`I$pT%4JmEp7hv2>cV~ZJ8zQ zOvUYOZNYXf&PadildyCGo4l>NC-C2!Yi(!mZs+|UWM*k+YWAlMQ&$I|rk$muD_B5)<3lBFt4<`WZ2mpJSSO93@) z(EiPIJr+(DleaI{|Id8?%jN$c&HqICe`Wgrtw_q%#^x_Q?Y|8EfAk<*OB>IBTf9-% z)#Ysr6z$)J!S4T>YJ>kZyNX~_OILr}|EraC0lkfbsGa#6rI}bcm{~afCAV~zvh)C( zs#v<1Sp17N|B`F|88{nDJFtqqv*n*7=FN+R<^Sm3rp(0p?HF->&@K!&)x7wtG}JzO0oC{d`oQk5BQeS`XBJEXPbY(w;pZ(3)$Yn+q(W^#ok)B`v-h$ z(Eh)W^DUCY+vM5*V^RLB%0DV&ecL#fzu}w1+kpPF{XgsR&wOtdZvTJSkT-X?zYgSo z$lhx3{0sgMQB7Q(oZguH*9r5+;{V{k?hG*418jn{ykKv_|JkbHbLU;1D3LqU?t}pB zY1-WfHl~Rp0|b{r$r;0~1oiB!75NIOaJ)vvk<8E_jM^4JCY2z zS#*cKW3qxq}NA@d%4?g-T2gcZ0Rcu+u9fV zR(o~YavpCkV#Gw*^8v_m$`5-YK1bs-w}(?yuWk>7U6X%SLB*Lulquy^K3oOhejl>$ zgkVQ>z`^$0Iin5G9 ztFbpPw9#Xacy}`t;I{8z@?vZSTe|K}DkkkHi@dY&Wx`sejX@2>RvigCNQjN<6y3aP z%Z;R)ttWq)J4Wd&6AVCL<}KgLI=W&vCnCJe5=0}@?KUKPHGZ`>#5ofq)+*X~7z!MN zZ@$o`AUh_2+G)SIlic^Mj9536x^Tb5h}$j7MLBD#On_!C{9yH3!li7pL`Rnl3*2MBJ@ zJ98wgGz$Xtmf!*!*iXKg4lhhIhh_@~0MO%tA<`g`4TqQ3!R5Z4+T~^siD5KYq_&YB z%F8DuK3Ut6xrKL}E@n7AQ!GS1X2Y3%GB(yakI^8?I3eTAYpe|cggh3^VJHT-eTW5% zx%PiJH1WWC$}qixF$?+bxAvC?wowQBEQ!ag%5dmz51~=BMVZD2T{3+Q$(uf_47HI6 zKOn;+^3D$KAs{0Secgs<$LqsdfHnM?s-R@w;VCKE~|_ zH*881`B?h31%3vvNgVhOQMH&}sMY|yBGrG{4fjDIkmHas*Dh_gjxJUUIVFnDVI zHeN97(5$Ul;LJ+?DQ1?+y4B|92esjqEtNicI`1~qKv3Q;o;65e>=WVIeVWFk3aj^2 z02U#(U0!(1e2&zLx3Naoc&8a$$j{@vYVUA`nIoF8-d?29581riqa~XUw`&C(GiJB=kU~i_!EL8Vzzf9i_I(oKK73ry$KzHs-_LoWF27bj6a=+X zaQk04x_sU=d+_bW{573KR~NzqqpmjlA=wiTQy|N^iOnim*`RYPs2!cU7bR9RyFGZ* zTWBsCm{(O>E^ceTvCA?+UFDnau!?_Yy60_y%OMnj83AwLE>UtO0#>~;MH_%V1X-Hu zOdD*9^n4LUa6qwS=O=Cm5F2b0B>_J^k`7;8qd-qnRLh$j{4zvBx)OT&_M~AyEm%ZP zjMe&W?7_3hf0@z&3yvyXbAlLD;@{w(&8f=vk)01eyM<^(Ku3DooAvJ1L`#2`pbnag z*3e0j;x61J*wo)YXuU$|D1=Sl#1gc1!*Tg4cuMl!DZRtZbG6pOfWA*ge!1R9?`laW z+#Tx+q2f^?J0tymks}6Uf zBMN?X99YWL>o*q8a$zl&5H^4GVsj$op77(tp} zv?Y7|V*z!lsG4M-#T|_Izl-qS^@~IBf)8kmJ? zuWEwfF=ot^5ww3yL2Z}imbu=utl!2*TLTknXlgmHQNGQT-G7;1LJX*9+ECEZ`dDH7 zo8v={?l_CaX$}5Sgq}yL}2`CQ*ZL?^`<>9!QM}p{y)Zp%0A1EUOY^0}tST#>srR(^ zm}<7FIZ5>>Y*6n?gVyu>LT863+@7PgA1K#MKza|yKsG{T4GMqG)5Y~#8#ha<_s2|K zG?S%Y*EJ&$gi^%BWuK*^?mREAK~Hq7sA*QFh3(N}`bZu{K$>$T*N-GaN9?3}6ZeHg zmGh?XlLo%Af-g{Lg3}uFH~y`ls(XR*3pXz3Qy3)?U-BYjfuWVk>mZ$TmD?)$CXc$A2w_&>|yXWlmi&m7{{n-+SJo}MU7qdPWIpi%;5gVi95v?zT z2P+DR{Dz;9OjT3lWT~3lQ~GsAXqWJDZPgt2v2F|Hbnz4X%ofn0c^OkGxf*}s8L~bU z&ic6nkUNgbiPaflg;`^TgAkA}7ewa9RkjU(OkV(IwH;T~LcPO*nsl7vB3LA8gk(w$0iY0hoMkrT@r!>=f;J^^+%B(SWg%u}(Fx?+!O-sEWlZkQJbS z5pjEbtzx*>fQ286H2%^=IWrTiu3Rko&PD-930KKJ8SRO*^|&0l8>O@dXJQS{Oc>Uk z9c_O(Ln+q9TUU=A@}xDkk?SHq42wkH|61(**go5fiNHvu21c}>WM`pjc1>a~2mmjz?mt;A2UlkSHPH=R({?Xb~#lZw+yATC{k=AWoEm0K4x zu;IfGkcU6vLhlvbxSbm|GTQ03;sYW>;X!|VY>f4PebFqTrhnif(p$Q07W=i8xDqcg zdbq0+Mdbi(Rqfw9bl~3a63k#(_QSHKNUmZor{!r5(4|>CICkc|uhX7w73^Dpr1#ZD zM*I-|bo8Dy9f%~cwF~GNMfA1=4{W2PLstpp*AjIfPCom5W%f=rsSCBaV~HsYqb+~M zUHK%Akj8NGow${F`D5#g0~LVg9352pu8B&rB0)+f+7^Ot1Mf!>J8YH9hT5)WrVSMf zwTCtNvv@k6Kkvbw;RI8MueG1Tw8-9Z)mPLpX~6-5N{gjKI_uiZHcLbvrHBTuYqx21ouHP$+(P#LK}r$K~jt91{~W=TzjMN4|N{wCI} z_Voh1rMKGrHSpW(&qp<| zy^&kOR=blao`dl3$+?=^EVFs>2^_fk@`W~S*c*qCxl3!ff}n{J(L6GA+GT%z#T|l0 zjCY9W*f(o&1_9O6^UBHfHtUm9o`S?zWd>fHl2HK!UQ{oEV_9Ar{OX0ZSFUfe3+V&*oQ#ON5r^aHwTv`$tp(^nHipuzU;~anO z?b7gK{%2oX?W_Z)^Dl~9q7z=uM$X2*aXC@T&;8D=BG`tB&YeK0)SQ29sj!~U@01fH zzgDK&oJ9Vx(33VYhP(lh@)TvXP|^Ol7%|Xf$EtPAXqvk|-M$ourKo&$>xpc=wtB&U zh!#%EeOMb4C7Esc#mQXe%-5|yOvEq4RukOSAZ*jq)L?>*x$^>{Qha+w4n`aK{qeU-x{%Aw}#7-wauo*xmu{Ip&@`T)fxzB$kUd}CT9@Ca~|BZ<6 z-MyF~FV!{t`S1}wRVIB4SN!$Eh=tR;Yw{pOGH@0D{urA7jP@XNnW^8c^b3n*+SUXj zM9~is)}7|!Xb;P}2(1c7l=$)1+RCJA^aY1K^CBfkcTfF|1-+~_XEsOMlNaF}=A~l! z=7$@8@9S%gHjaNl^pM`%ud$^{1*dc9n{eIMN1Fqtn;w0#7LtO)L8W2E`U(0@0F8uR zU)1&!*}%u+Oty7`8cNjSP?+?W!$Dodx>Th31QXY1&o)i90P9WYxVJZwFQef^mEQw; zLO%O+eo&dq)9M8^a?EW;J0OfA|xPcH7T2wigwkE{+n^`?I?b@Tmgv6>01se@)8k0i=vizxE zUAXb~6+5}0tK_BXK~gFL?U954f1_31z-Y_E#r_G;e}3mRBVV; zx{Fajj|B(zZiu6wI-2=ajzO?r=%I}AoB-vwqR4;MiJCk^!-Mv5^bXD_#P_I@#WyzA zrN$z5stlLo{A%%0b~y>*Y@U-LwYZ;`n|(<;_T>+j-AA)? zrg0@rFp(2;`>Xl|Wv>syOXY@*&b}pmpi}cW{gH4G2R-0{$T`itVo^qk&@LfEaG1Ny zG6H{P^2M*O4OgxhWjmzxG@zKz5e9c?#KKd4z3D}YUqI(IcPjYFuixjQvSkBt4g>2- z1L)NATtZfRDmq|%*g0I-^tfYFMQ!7C#gYN?bKXmoP!U(+kk@NozxX9ANqMejH*=dz zakynoxt@EKAflf4;3J1j_j)Cx2SWsh?aP0dG~=czEFnPWKbCT;UzGV=bdub0mQeNc z$AR?JFh*Y@EJRC&2Gzc-;?0(4Bt!-eE(cJN#HX&MhcZ{th>LIt778}r1r=+8$9k01 zvS1%h!1z8nE4K|2X*(A`jDeJ25H%A+7BGBHIXGO45HK zL5luiUsLd~DMuT?K96Zv#seAq!+a)Z54)8~={6jvcG0DhT@X{0 zbD;_aJsOJJ2Vo;uP?t&!e+>%0CZazxq}I+T^X`U-`i|r0>mhG>8oXl^^e~L-tJH+; zi0$3T=Tb%pwGvy|<`E7S{=By<0o#8O4G~YQ8*}9;k+j?cZ>wEmNSR<933^TOai_zO zHQIbv-ERp3`GAI;yO@~evNaqi*hfS~XnuK$bRFaVoDBrR!39J0rq}~-VqK;Qkv)); zFRvNKap}36Ph}-yYO+Pq4q{zh72bo%HJ8*yRI(n+j z2n>^Mc_0g3F=e@h!8}P%V*A$Vw4HdFq|aT|PBPJ1LY>=cEo{(MDP*Kd=*oMy6y!LC*dxyP20zC7XrTC3<+<6U}OK_7pYC?ZCanM4-M zK^B{q)4Hbb&H`HP?hsYOtTRcs`DFBDu~Gy<7pY8T{i}`l7@xfCIfF)u*D4!LtDw;( zKP5hn()42oF2N0z7TtYPXk!*;XrU$#4OaD&N@I^R%D==>$1)ol^T<+O5mp^!+!r>zq)(3u_&*fy^y`l4Ve z6cru{B@ds8D)PuauXm!Z#K)6gi2L3g=AdK)K~wk#-OikvG4+4+ZChX4 zHl}U&v~AnAZF6Tgo7~*`2bEMRRe9d$oUmVJEo@E~<|Jpgt_BFqQTt8&#UTTY!@y6y zLkwg|It0~9%wL0``*LeH$Q;v5QPW=wZiL$A3M&Gn>M8vjAwoQb5BF;7OMAzl>y)p$ zv0@6JfJ2F(`8>j0(7))MR#yX3NLcF!L@lW|%0BX~TInbkHzYr;K3 zF3t#lyIHGgtfB-{3Ay?g)rIbDT*YiqE^JHAF+CNLIL2LtYJ3|b*pOd{A{O|_Hr&Qt zM_#Ea=Ooc_zF77$+VH#*p{SGg4cDG8)F%c>0Fs0|q2{in1{Hwp+AG?2r#WEsBPlSD zHZTKhF)|1-CU$%@J`N}Vuj(A>ou_GfzY_72aQbT{HN_XG!70cDb(TO2l$_dx!bk!J&941~M@d>q4aOkj>?H6qhi3A8&dx z;FB1TrTn;%Z^hIwlj0m}!a(bL#X?EZZz%B{U zAZR!Ar6-nv`?#lVRg!yl9ms$fIxYkWu&vx4VZq4L5FmpYc%uo=xAA+`+e8>V5H}d& zfcD$_7aXqS!jernwX)?)#|9>+G@xFBV2pb2$@M5;k;ZWTW$Z*m^SociQ7>d}k+e<# zS1-D&6}XXmVf5Yju%z6uZ3WLw*ba-n-+~MoAE3+gzpRv6Nz1tYTn{r-O{6^o6oy#a zA)3-o;pXU|vEQu`?2*hJDuxq!^hgL+yQ`A8xPp~;|E&VJ&6T#f=PNME;8MFGi`RNOlYB&~;kG5~|6Qk-qoeNG`gGq%4m9JN;D4_NQ z3XPH#%qec^Jw_^1tA7hmoK@A2rLdQSUp}^chCkKEMHF5+~)>x zLB}T2I6Ah6iy1&2jrqflG?jek^pnTQ1c znWCa_t;hxzq{UTLVj1oK>W`u#2x577OLlf2#3uGU&CntIs$Re!d)j# z3zrEN+IJ7wo?&<__3W1@bWE83cHvo1$Lrs~m((OVG*k~U1tXjvWS~lRO7<8ZP+m%v z`$dwi$KMI1`dV}pfiX4#ur(i%gRj_CzPJlxelhdgQ`*}vyJzFot=e&q*liw@FmDWI zm?{|kEa*oK!C(5Qe<7*=e!}J-XpLW2R`%%0bz=-C7A4oi|2}QYY?)zn--@1q)KHY@ z$#4|p6|?<((E{P&mhQ5-%?Z4lZ@us=VbZox9)k||wqz430UJI56jm;7^>QYb`^$?6 zC$6^+r%C&qK>4K97$jb=#|n(vFmOR&>n?I>Z1(7xcCp2Ik0{jBtEfWtM)?}c#^kbg zeIoEB908`mmqw_WbBVd?ho{+=30CZ;6^>PVIVU$gkrVopT(6nyS!m|ScJj(})QdO` zEfFA~_zH)G7SDeJjDmNmM^PnvZq-BI4}4YDFb)5^WJR_Ct&jnlfo1%>PM z5TqzAdL{O(WTAdDXVyFG;%2YeqYa{kK25!VG&yA}-7tvEgAmQZ0)Q24(%S&#n{yyl%AX z$&;QLA~9UxttY3yAACWobX_Vs2B&u!Tw9Y`#fZ%URPszdZCiP)-8J_zqyAyhBa8e> zZ>3 z5O&c&J%-k6uKYhuF*wU^9^{RkGMgrnM(UD7ovRX!8-+oOd{f3c-=_g-iW%85HJ_OB zyZW$zi~UntM?9xd{Ft3{_Knx6DC!0|Xm8zmzkj&TQF5-Q6n4S22PAHBUgS{;V-o0ICwUwm?1GLH?0a`@4voFz@-D54Z23)U)9#ePYBZF6gAIB*18upbaf zc~NCr$ou-O-5}bOIPRsyi1gA|gYmU;yAA~aO)D#cO0i1Jj~~qmxN8U>2!gzo>wU*dREyyO4z)-$brC4QqFL%el%#uC(^F#% zl8zIim054<0W#K$b9??SYEYZaf01bvNuSuyj!-UTzTMK!Q#n~}?;5#nlWy!2lW{hX zAg{LG=2c4gY7pb_WuT{fFL)BjM2rIg5~zj6HPT-x%yz}E<2`KokcJ%55;1w%dI7@~ z0hhzF>nX1yp!%(t1N#ttz4stJz4y_xA2*b$o{fA6zddLHz=&tn zACs(7n}4${7agW`1&%5yqhM{!vI*iyV(1e1jQuEm$o(v1Q_^81{a<+vs12(D_rPsd0x zHtBv3WD#Bk1XO7EN5rw6+x<%zWHFzE-z^JnkUTv5Y>`s)&N!aIU~5yr-|+fixe?m1 zISQEp-_Y~>I6n1eV@uUOe%2h1VkKF_yV|5_CL6-W&X*fAC?)@tSddeIDX9eyx|+ob z8^L+TS{=KJA^vVxzGty-g@cTVtYnO_RgvWOTYJ&xh?G<6p+2-!h4~|)?RaSo2hRfT zbpKYKzHVp!`jx_l#GH6{tFvX>-@hF8%zv90cvVViT^SjL zLcL~Jrx?{yycKnAaalkD1_XwIFL_*NEjQ3NR(~Vt=oQEWgx0LL5%3IVps7;HBr&;g z{mn!oduLy|>#KNM=LJ^Dz`cfOZE>!B-M5&x zQ$EJL8QV8h`V}<4`pA!Q>=4}@*Tdm^0J*I8a`phmC5%Ti#y46BXb=VSV)r-Jn}*yh z4s>+jt&;BdRrXef=%-neJ@MQXqMwEKPC~@*)?OFec6BNYHkIqy zARePerl9D{+OUX(hB!0e2JgVQIxuuWy^40<+qCm^-oj~hmUSjNacwgv@;l5_!c@V} ziGWx9__#z8B=e*IsOM=wLdm12XgF35r%#Y+#i8vuAfuVlP?IX$C8mRAz&|~E#i5gr zRDxN(hmnnJ-+3XRwm=N4Pe_j>2c4o0aRqh=iyFF8VE0BjR6*#F>p)+C?}tmg_Dw+u zn2&sv#W1`ww*NZ}8W z)N-tlU0N*tnASXJ42t1bn#A_L7nhvmibQwFtG(pG?rrGZqTq+hZXc`JfsKXyc z;nS81$!dc8B@72aZBSpxU?O$)%UGj4VEWiR+X$<%2~a24IZC(JM~Q~*4>-HEu{kU8 zKkoeLm_=*>{Q9WxCY@kb7~E5$UJ`dY+a%Bp&G!(NZmNVrWHfq@ta>)d@x(1yDBapC zl+gy0@hN}*U@J>?S=Lf0C9b;5PrXpgs&*AI3vkEtg0NJ1NQ@&cyi1t2-fB+B6AGU# zIDsLZTBo~NSwacuJc(l9A-e`Y2m=X*&JxPsM3Kk=aGxS!$WKx8aVFmf8fAc^PYU&E zx(21&gm8@_#JTZAY;??7oK{zoM2`F8ZH-iP=>+8~Nm59CH#*ha-4@d#3S+VQvi8E& zJIt5d!GS{)iJx}xolZC4a}f-N?o79YcSOY3CeE`)1_6e_3zxbX9@6Qy#cOA5~7| z>9UAPOC2jRI8n`^#r`YDm#pzCz&zwWA4tBUkuDMoY23hW-=j^LAaG9Nj>tFycE8VC z%;H9lv(9B?Rekp1mERO>krcut?VpK_GUQJIy)04m7S!DRSB|!))UbBIcruyH_H$L5 z%KA@cJ;4yH%G5Ej3N0Iv0>%iil|mvazZe*U@(+MJL|`Zh#fDRb}beZK>><@@NWFzjCc<=Y9ZOcEN}Prp8*Qc_td+oD%F=brx)S(P3aZGvFbqQ~E*bhPn>2D< zIuv{aL6C=ee)#J*+K3;YaLB*=Bk#i$z+#l!Gm>h&eK%oLSou{#f7#efYIIS3@C)DB zKtIw%1+z=TK2WDewmSoR)SZXk{*MJ}Mao=*(w~RfUJMjXinJSxEJ&THp}D6_1zPc; zwn&gbh^M1s6t$1!I_9)x*~MJsrUFX1{p>Qkl@LGVFrT>E94tQc9#!DCq~ePY05!X$ z;Rfo&p?+5vAlJ&wiw5u|-?mXa6)tSJv~+gnW3C%bBvs#DO#(aC-H_7hIyY$9;)D(_ z`-MOFS8ooGySARCx)!*RB%^?aKIBd7o)9s>2YY4Wy{#HP0;J(?h*)QYrn`fn4bWB) zje+VtWj>NdLZC1|xgi#IDX_~1lp9Dj+luRE_gMYbFq)+lw-OM1pex|9z2{^qqFl!P zw~xLS$<#SQ97euO|FS`;rhR_$29LSYEGv~zPf0!_QVc1#(yT`@Mp8f6JQ9qMYxgl( zS9|wL_3)*VAndajeLf;rbOKHl6$bz(!Or{+Q|z`UT~WX(U)YVS&iXEawQem0<~q>{_ufOs}dTQg#xFeV zX0T?YwFcVosC0_<`lhzc~gzMk(WmUG#!+R~JcH;P&^C-2C ziR;*Q8POoYamZwTg2~92g%F9 z!4uu=m5ho;Eu#nptJ>(Ob@rC>>5+{T@9xu;3}wYVGfNS#uo4vErR^xe)18W>CCm+l zT!A82hex^GA9tf=7bl@<3BESW{lJy6dC{$Hl|%e0VDH^=lW$!5YcN2Hc8pmJustzs zNqP%arNRKn@>&TNEC4&=n>-XlER4|esDbOLvHtx`=tQd6LXj@mFOS)X;uRA6I6SR5 z?^3W>(jxm44^79(ObvSub2MNpDNta$^@elg=!ycebKPQvY6V?}mzkKsp^omV2z7n= zQV?~Ubnn-ORrED}ds^v%c3AtHO)E9cq|P8nC$Sd5m@X=eS}u)F#ePOnoDVle)NKDp zA6m=X%u<@OmxhQHd&}~jV8PjC{j`{f)&!X;QAewHkcfwnl>-SjJxBbkOOOV?7?^e#6)RJg7j0vm~_s{3TmTQ6y<{Wvg+DjS}A- zUn>e=NuCzPeEo41L#DOkiedlnpT2V*J^xUxcVTUh6Dw=jb~YQ5-GW_xIqLm{D2HOQ zFfn+B*4>wt`#uC>I3sdww~kKbdV1JLQW&St_uN&%zZs(zuqWwe$-`IdptDNqE$&YC zyhF`53SCM!+I6T5^hT-voSOm5t6zl{zcgL|RSAM7iz)f`%f=lDm3YyHkLFT)8M(W( zVl%#bCa_>PMkV^%r$~R z*PtdQJ%pJ9kBlC)drewdf9!R%SpAeY5|88ysQ4km&- z-;+hmuT5m~jE0NVno=PxvryYFLsMUZn6z5Cw2@our2`vS7CZ`cmKLsIhwL#4W4IX; zh$BL2D!fkh`cKd&?CSj(=6@YI!{N~bl5KS)CAM^{Fs)2M_3RAfNA>b-);5bFFz{2a z+BgxB%Ti5Sz>h9kalj)Bj%U=2=G#uVc4jx$k8PEY;j`N3-X{!BfF<&oYDbhH>6lHe zNROYFY8e@3=Le^Tplhvy>+afdeGFv!yI@ig)K(9Vb*Ql72tU-*AAJLIj8Jd@%}{9R zZ;4lDw!G?66A)J&A{*Qs&_Z!q-R#=0kQ*ie*|zvp8;P<$Kr>to_k4QujRPrkT2|XN z(J5+G5lN?5GRs}7jh`?Ky76*{xcX{f-%6*LEmhX|FmwF|+|iB83D2pQ<}WA_qahA= zJESEQmI}>$f5SFHsQnPp0vBiie$(lq$PPg&yiu4CDCPaCrRSP=r?c2`_u{arIv(lPPZ46I?llqUGD>bcQlp zr$lVT`0WZC~-Yws4R@*fM{R;x&yU1!&As=P48cMw%U>xEUY6 zHxvn9-v~Z;s;y>t*`dAHba`^c+wi1lA`eHUtRA3@??aG1C)Nra6fhaNH1ppM3UNDl zNk01{O^FRo@|uy$ChB=O!>jP6FVRM$fA3A;e6+t+TO#SbXR9*cswhw{k7=MaN%VI* zno9Epc|FhVd60IH`r>8)p!CPLBs}`=IV*v$`yesJmhM_bjG7E&m(a`nw92yQ*C>xc z+5;)u>}Q}ydu7T^O`%<$k@jX0M&<6}6rX$b+Pi0*_*Ca%rt?j>@ z-UU4P)++j6#TW`>QOMIz+bE6J#g&2=hcE3=KGz43C+8Ow#D1p%GG$mL=_ks~3kE28 z5Vf0bBJ>`bSi(055_MPwbz@XnDFTOojAST(E;*B!qj{sz zvdI85@rsH=yjzeWN2%*K4Gh7Bvy5(y4kRz$Bp80&ep1so^dKvsSEW zXb(ENAt0t#Yg@+>@UApSdd>~+cnZG zvFwX?P3|GY~@VH2*uoXw{i7346@y}lo?mX zQc#)nQaQWxv?D8+oDb0@z35A7p zNqa5bH3qy;G<@$Hbe5XIjQe?lNoNz*m*20P`$N>B<4e)(2K1>Xbu|}MxpoD&OwC-t zH)2cmz|o_npPk+7H57j|q?d;;X0$2Y!h9*?veO6vJ#Qn-g9=^~b!vnIGF5)V@T22I z1i1TFqf;j4T0NUV*P9x2+=t|>u{G-gB2vOn?n;L|g2P%1`^U_MRhkrvzDZMuLEX^N^}Bnhg;F!qk|EWvq4`c0Gj zhrG{#+f4y@S^vsWvKq_6?q<8*h3;h-ExUYPBT^*`>urd0#(2$mK7)#QQpQmUHzLtsswBMqn zMXqVaMZKa?|MYJtBc;)lJs-VHorNXlJNavMA*$$qKf}OOyM)yhutOC-a{ON&-<)n1JKybvJu-oyH=iNzx5q#i&8PZt#KLXc zE*z^MFI}RD2&U3b;vqg$smpi;7*`cY zXV0(Cr!IUjQ?+7)+|1nevLzwfXGC>#$TGBj% zaD>haKE?=HD`4N@1hE1YKL!Td^ZX+6GuSiY~@Ly2=t`WoK9 zdJe<*-kgx5&*k71y;UOHUf&z3@B4{|vKrVKvtckaEzQ(Uw=O$Px|wrJMT`ukzi!o& z(gZfag|bciXWjZ)21O!Y8|Fzejk6H#*7#X8a<&+ur)J}r6cff77ch4Gp= zjJ{_|On)lUhaoXG*hPVA1*>Gd_c(B)Bk?};!IR_W6L(>GZh6!NsA z6+kYmvUYGiQzyiA2erMD?L9^mJ(Y_07L-K&KLDK^$YjY zaif`AdOw7xUY!)R`m7GuTXt}&>f)Q4Sozg^DfyP$B`3U(Xuq}tP*NcKw7Q}WP=rlf zzS5A|QlHU(dF392PQXyBFREQXf@Di@b}6EPVXQZW-yjFnCh~~BHTQ_f^&HrPaxttg z!s}2(<&ol-bWF|!+l!(G!MOKO;j#%{9d`f1(Ll_%cNU*j2EV%0**`|SmE$5AyHJ7N z>N^jfzaV5C+=q7qUlij#J~g>;^PD5`iXbjqozY2$*$1Df+-a3Ed6dP` zDxpN^H%SaN)&bJSOZAJ(a7>b{vZw<_!jtRW*p?2&`O{B3bqSrrRwDgfl)0U%*%UB2 zQ@jp$0^hXH+3faz^$QZ;IO?Oqha`Tf#blNx&A)(_^=&Eu7V^Nzopn$$8uwZm`aaL9 z4xx7-6e2|m#_Ij%Bu4c*L%UiOsDpWFK-fiQf0=l{<3t*@Z2Oz;b!(5dU7T0_qCX?) zR*3v0XP1Ul<|>3Y!GS#!@2(8Bg-e$4@`(&R-q@h-&Nq}wYA-(OkTN$Ff(SeuG-0|`$|o9+oKnr%k?LKO>qmUL9OQnO6M8~A zeS$FpL?lN?_QW@DGgG6W@HOySsq7*{(bMokBu0`PmH=`%%=9*4RnUO%6@w-w)h)^T z^=SHqa!mglh+}WT3+M9GDOg&4VwK0yP`U0z6Si8O@o$X}KPm7dIMk~YM(Vx3{Sh`| zZ60rH$GgezA0SKk1&#kItU~^OV>KFoG;-~7ID zzi}6wfizv5J4t8|))`1nfI>q|$0S2gnq5>w2lf{N=_EoD1V*v|lH~6DZin`lVB&P= zLLvU{0fMn(f`YkH4bGe8k|zVnJKh5Wf&~Kf_U{`aJ0d~#B7#JG!G^n_LQ;wF?QsCf z>-*!N06S9x(GcnRZ0@=}Q#~^Oc!Af6aswGMGb3N`oB?tFPRGTA5e8x-rt(f_eHWt| zgwBf#?l+>!1tc4$HA?3H8hm^0?CkU)p1$ss;^ehNu=B^nGeevWY8%+(Gve?!00jj! z5>3|$Cf%U`0Yf}Hya@XF7SWHx?n8j);VU>$!R^IP-wLhvZUUVS0KZq@0NG+fiQEd`*3;L&d&k!v%;WOfw(_BjOoB)`jr)0j-bYbW+))aRLR_y@3aF zwUN%fAt^#_LL0|Gd|u;$D5Wld{{x$Xe&f&JpF_9{w>`8EWc$U8zEr}!r=}orz)1c6 zjRkU~a9b%T-iiws+3iNyEtushM%0Dm2Y}b*>K}eyLE<1_@Ck)#t%Q_QzheZuB6*FQ zK?ntb3J?v(VoQTOG>YV{U1E~{71cvqB=${1u!2GU} z6tRGgj)7rsKXw8DI$(xOy$}fEz*REVFVIhqULXQLVk96q3}8^PSw`TWsshk} zpDU2ZTs8GzdK4gtuQLo^`5(af>H{P2>Q7`4={@7pJMp7ce42&@olL@MxpPyTS7V8K%G zS}*^fAKr?{z`PKmusYGC3`n|BSd`C$unyXRE+Y;e2eid+M6>T#cmP0p3Od&RjA(1G zr*+amO=XgCJKbm<|dH< z*y&OsJ+VI_7QGT~`is3e=&J{^6dDh>f6l*C8s$Rz+GNh;b>b6l(A`tQbpckp+P=Z!d!RLA(gxsYT%%W=ty(3>YriNF${=1 zSIw;ZrLZ_NovF&GnsWtCtIOqLHP(@H?2{pIuUq}w;ue{2&q(Rpe8e!D$<;ZKJLB*r zDb_Nw75gB?G4d1i&bUPY4*xyf+unX+b@k~CG~#RR+{-+%QwuOAlPtd2zuw5Ry_{@n zsWcmbeN}auuTupHw;UW>zUrj;=OEY5*Bm3IBBig0Va-t@{#4!9z8v6S7*LefO-rFQ z#cFDsOO7XAK*lUoN)@hY+ZZqDlA(LqmhHGR^G;me2{Up49b1$b+%ze0VEd;x{9O3t zY1K8(C*qnY>QFWhQBdi2PEQGfRWmDnmP^{ZKZ4y-itPjcc7R1&0$B;Y9IAWz!3^sz6^!|;NvBj{P*im; zX%c!&HKWsp%}q~7uxr*w9l$RI-T2hWF~NO6D%e2Rj7pIS^=;JbNUjUR)ze40 zzM&AXL>x6l&qc--dJ&tiMsYjRfV%9lVk?v(k^!zUgZKf!wEzS7kd@cvWJ2gkg z2ME){15}UDgWb+ozS%}iiu>xYK2o9}S!hqJ@0gM8<;0=i+o@EQmk?RNQz^r?wG)m; z)x{IDV*7%uzyz5eT@NfzKwIAYR{o5<@*Y{I4ZlW&)Lb}ne`!ZHr#W6C zx+7o^Tr--%%BxfBSg*m=X)9lTD=TXad8kdOIMIoh$M)x@`_nG>%(YZQaQsDR=4zgz z$O*;1%&aGKE3TmdXft}A8k)d}53Nw=WF~#!mud0`m-{@Bs(c?3^WY;&eJSofOXIvw zQ5zM%RJ_mbIcLNBHQi|)7lTI{BYEPr05?EEgi5>qeQ2rKqIPC?8E#>dcR+KcrH$ny z>12?0LlpFZAZg6-SEA`#k9%tTuf@Zxtok6noi$Ri_20-vQMld+oSg=S?d4^p#|~27 z?D-qb*xuSaXG`gKk;uy^=%mVVoP|}Q6jdsv5ttXBw+Ul0={1z8F&9sv;r$0HeF1-)g5(vX6m{e(9$) zs*jhiRs3O(r6;-EuhUMl-_KA#Ih*rePvXinBKD69i&3Nc@T=B0SJR5PZ7Z+&wb$6J zv&|3It~=TmZY8b2uho3)NA4RqZpzC5U0Yor%!}XKWW36bt`YG~hUs7cYaqY`Fh03D zCp2&~NEca|q{O#}gyMXWI}+0d9^1B!F5)47+~L z#xRW?c%0V_9_cjF8RRO(*BgQ|84J78+gs#Onx&x5OI`UhcvI(o*?OwDQXt17 zr)B$+no0oaS$`*j;DFjLml;6wqqZpfvb#Zl#%l@fN<38lJq(r_Yr*M|UlyJkPCzgk zF9Sp21&)h?7UeK4E}5eLoHheXz^NLDfbWe)Tl=N7eNNp>linGwwnkOsq zUDqUT934{}Grp9Hn(t{ULisruS6S|i)PlraEqq!iVSo8WHc7sTLCm_oHg$qjiPOE6;vn*%U_94_ z0NJ+*iOgp}K7(T%Z5;3?)X>J}N14lXw_-iNw_lr9hRo^6ZJcRQWI>Er4&7XhXag_L z^9(L=vt(x;qHJJ!HF7TnnAw}n>JfxzoqC=79z^Q?(p`6WxrXzXh}d@SUmrMX^R42e zQH&FV@v82dr8z?A6n zM1PpGDnFY~P#qT8(W$_uO(3x^zQu*M-OI9;v_qKd{D1=xen3)Q+p&3Q)3EKSSPw-h zR%Ho9fUE;Ct^ONZRlE+FsWwXpyvT*Q!T)E#fxlStNgi8&J3Kpg44X8lv1}h|X)>_Z z`x`13{%1L`>Tuswtce`#Vs9ckhI`eU<})X>xKx9BX~EJ&ZS7{4bB=gF1+D z{oXiwdXjRz5`+ZJWsbd>)3I_zKvQY!r#vr|Y~oB-jMwl!sP}$kp|T=9hDxP3dCqY< zHx2iId-0Dnkfy_F#T%d$2B}kyxEeS{#!IdOSAPP~@Jh1CJ-&_3Ld&lKDNV-C4RJM` zL>}EF826r>xn=N=k~~2e7>b+1kMU$adV;*E)3k{Z82O?*Me=$1RzfmFSjs>pTS{KQO;har5Ctl&#({95i(-*OF$QkxHoD1B(%8W(B zm=;v?`Hv0rrjdNGH9mc7fOLWFsV~sNCD6ZC+aBY|a=D{B{?KnW{IPevMBv8lXv3kO z2Zy^Y5v^Bx0~eyIC#^Dg_Koo}!M;A{b$kpch{kAJff-LZqb`}|Ho|asGtIqA#F%PT zY@)c7URY2Y*$82;BuB^w4ap^}%8+KB1Ou45{~WQ1ZvQIfK-G|EJ&B zAL4cxiK>kRq0@?8-0aKyBDt@blu#c{rkbvFIzMf&;%PtGW8lek-NHd{-$OqGWsNcKYH>xJ6)cUv$ihcV+BC6$ll#U{RaH#V#sIolR?=FC8{Q_})aF3C+|@X|nB8&b&7M<|ASKDX+=m^I zrc{&sB<4k^8Cc*(S7-u)N=n(@EHbkrjXd==xDbstX|E#rv=y8ZSB4Ou=Hb6y zP$yD+b48EXUQ8<&n)u6yzay|^G}0uFx1yVri6=qzuWB;{F|@4M&%;Xj^t!24HI9@F z)$n%iroZNEUv0`wDvl3;R13B%{3Xv9(N}d!W-7>Hf|gq+mm_0YL2fgJq7zby>CTw6 zqk8epOL@eY5ejEBRVna&5hR24Mp@JV(wO$xR5CuArm=O*a1AyWtUT7+eDGr3{SX<9 z-=B^QPDs05dPUde5&X0~SzF_(n=m5&(Pg^nVXd`#;{S+v?!pNGZLbP-ht+_Dpt8H$ zvV9}lQ;q)vSmH$}yi;G6dI0X`+V&{<>u#=D%%1jD5`Pa8AS)iLx>%#&+TXdP?B~X3 zwnnXhBmFpAkP7N9o_pARDzvdndOQ!o?H#*LFP%x#Ks}Ci?%Lq9JlKZjJF}c*O;qhw zajo$PgKNkyScd_)iIh;HOD+CVrE7!f-uI3#kK>2@*bN=*Gl@t}Y)s9(n~+X~C$uXr z4r(Y?l)&^QgjfVA443eG#^1}XwR)g)=+n-&%O~hnzN2GxEnG2bu`JhDmUEJXs3KgH zX2=#K&^5cuznRIVJ&N2jR2+PA126y4g5SRE(!t8LlT-&tbcvZ!kfSv*Zykt++*?9W zsw->}-g~jW97F>>=jaDdK!i=F?@4bXTD$H2{g%qmE;}j{-R2H>^XZtQ^rp_~M0%E; z@QbSd4Y#l1N6I43d7mAM>9OEZRjb2nUrmpfE2qDcgRXk!%6=%wcd#}HR4Nh`xNh@| zZm>h0r=bP#u5_n4Ebp#yLEwDv_t@@qT%K2=-OH5w^XiWUz)x`~heu<6mgkY#a`jNz z==yE(`+Oavy}1LKuyjW}ZN9G6o==3r^1~9eW{abfR?nh>cll;0YmVk-Vgg3bPjI zXemo03L9nHwhvK|y1Kq>#enLSLI68Xr%fD{-&2Q~aW>{^Q(>e)LMfY=OlQ;1j1GDq|K4@IX6Z&#w9KJ_on7(N!_TfBT=W8fr|d$N?wa+R(w8Z zt6+J6=e;L=`(wz**DB#wGmbavEd{H*QeJ{^TV;);zb{G{u2-^H)cB6L@tH5M%l<|4upJ{mw z>pSUfj}hzq3<(Ewb^~8NYTTa?SUWu>#e;VM#qjbRWU+FS$(5ao>?aJGxptn2A5$;- z3sJziotHGKqhS0m(&MO~H&9K=+WyUdua`(sL;}0r(Xd~?U?_Dc^vEQc+y};Vha)5V zZ{D!9A6lfZ^~+5M;hXTzB2Ri|@+mt$;MtzKr0-xo%*6FN5#waf6TdttoM;yhPx$)* z_n|rgwXA&R4#X6t1)2JzE_MQpryiG^JV8k)q?b@khP|LI}n>_tv$-d2{s{xJSA>z0nQu1x`d(J zSiCaH{4*KcIIZ&R)1J5UBRV%`#eJPh!@$Apaooex3$gXGx`iNd%VK?UI!}kqY*mqph=y3by_N=a`!Q$-F3jb zh(~#@F7d@zqlg2SLYdJAfm;!vwnur8a;%|RDMyzz)Jdu&Sb}LB!66cO8rHl`6*}BA zc$)mK;!DJLYn#GeOC_Yf0b$hy!ZXI-kv#3{5TpA=vpW~l*Tj-6QB9Z`>R{7YK;X5! z;YP)Bs_@^RnQryNp)CI(Q;vOi_|Rs7`KU*) zIWb$G9f{3rzrmQ(gh&tI=QHl~-pX>+EuEN4;(;pO%~+^^47T6Y!ZYPzCXBDw^Uo7if9E0Z*)f)b@EKB2^IOF_MFNLSy&$>IrIlv2|- zbh7C5Q+YkBP;4Cry~ZZIrC+jg_Zl8@*Q|MS9Y$ z>uOfUYNP-~jq{5TxmR_8&tem6AUnAY|CziJRKCo`whO(xnLI0ehkG2v&jm)t?`PPx z%=6jH2lDP*9|ibIL(-Y@P-(uTVa3>HBn3P!v$bh0=iSlZmrkZsz2G-Dgt#-_EZfb7 z&8*X2^UN0M)x>do1dw%@0zj>~& zp##y$5viL6huWike$SndKgOrBwykX*`pwUaVqJ1&;iu@z(J;u-ugH%qQJdF&)OySHMg z&gdr-!d-PsXRqb%nUW}wUIf+mvfeF?Or*kHt9$t5blv14|=zJnlT19$BiOWTd# zJklmBynG5uvUv^nn$z6nebKHq_Xjt7?b(%jNkrO5b74))Ah?F`pR2AZGS-E@j0@FU zvUSeysc{4FY$>v+%^OqYY|sUH=_rq=jK&qeQnYSIuj2M|G~9wBsh0vxuTt2Izx6Qv z8!1TGT6vOv>R6@;2-7RA_uJdPxvljShI%jSy)ye9;iTSJ^~^l?YBW~tSapeH=B22V zinYk{Z$BZjKAbQb>io006)xq0sqb$G7Cp*0!O4G54FTD+KXT{~tnX*5L-s??ELu17 zaV!L{#xQpRV+xLrR=@B}=8QTPOfzgJ#1xr$?o15wkCr{i!I|jF70&DTyrOy9>v*5t z+)q`;|E$MU`Z*pH887Bp>)BK->)v1h0<@~v)kHEoYGOmNrAv#GbE6cyv5w;v_+4l( zCx;^dePx7~=@zzGSk13EANtbq(i!{AWtiu$+Dm_+I|sGcy$46$%AhHX zsY=wgEa9GLpfb_P^fV@|*7Y58)v85O6w`@{f1!Kw1aeYAYu;aB6W(7H?n zTl-niqViwQv6#J$dpvBe$|KmVRh-ZXw8tIQ$JJr zZSly*jahsq5a~&f4Deu~k@T*Oh+lyK_bFUc2>aNJaVc%fXJD-_47y;_#Wvs5HEY@Z z;8E)kmvp~jBJYSaf_Vrje7k*TNwHgeE)oPt_wQm~YK4R-uZ978E_-~TW(j|Zn+Qjd zMFqg5T~Qv*ibm(Z35ag_XOV<$Wsq~{R1pnxk(PFMmqjFJ z8l0V{CI*p_N}DI&`nRa5w>BMbe4DQyeyq1Tv|x`tA3QHUAarEZ;W3zDp)l6+O*czxRos|*=>8>dI5t}jq5_cF>&LAdI=#=riE0Q#3(FbLRYB) z0eC?7HEuu%3_y^zKqIukZf-!7yu3d@Sb=}Qff7sXI52?7HT?NTflmWPXn~y`U7G*a zLx|3Q&PW0Uag+K7<^G^Q7+eD}d*?O8w3UMjjiK4VH-?$AaW;Wk`2Qo58P5C!8zR+1 z1mT0Pu5NB^Y0F>fX$enj^hZwux#QLW*oE*V>F2|ve{Amnf$XaLFL@)8M&>m;CG0-Hmm^Jsmtur)aY3xCQ3w&ZLt z<)(-r0L+}=Qc>l=a>U@@syR_@4KbvvAxlHU*P0PFJ^e!MbVr87!1XPVJpOu0es@WY zju4rm>(^t?FQz*@{+sxnKftLR2pFk7k#!EPrVCDWj!xj?(%&W^$oZeC+Q5B41a5B6 znxFsBs;EGxMs`!rw4EiTq_>O!@)1VnA`n7*$#~LU6cw=9kzo|5x1jwi<8ufw|9=fV zfo%ZIca#zr7Z3)=v7tZq?D#P7k-JMcmc<)qDBRB4FsNZK!WusU&_``9K(H&IDh+(J zZ~EaM68FI@XUmX9> ztNxeE|KEoHit>M3^8Zap+SShPFEzto`u~sG)ZWI<^B)7q(z=2n2cQIkoPoptHq`>36zlA(HTp%m?mkJ2Eod2ejaxe#3{5mmC9$tW{v$Lru3S`I-!~^i= zfZU=5(BrQq2C%U@fWQzJ0Hi!0fF;No<<~@cc>ru;zeIl{UI3f;Z}bYlCV%l8@d4N* ze;toe^a8dae@jJJEs|C=2*WYpH4j@CejKP(`!Kk~CfO1J$3LI(Nv4+!b@ zpQS-YVgE;IkT(C0%mZOw5<63Gkb{CBGVJmt+@ogrfc|Meb*+}8i# zzrIxgfgV6}l=&HuxnQtuWpL9?xfqE%%l63YN!o3lBt{nRdFN)=I}F6njAf~TtIk(q zpZhzomNumrE`LQAC?35J>Z=gL8sgO&@83Nb$EuHSH=@jq5%i4a9*BMKCPOA=(G=Zz z_vrLaJK!yBJ#?!)ZKjheABJi+?u~nwjK}xx!o{J`nQgV5GF}DLhr$V#Xssy2fNxW@ zS!QX|L{tc17BVCzoKp|XsmrTLoQ%Ac1F666VIz4P;ydgeUph4Lse(3umLSg=_4I8(}O)FT~gJ1g9V=36+n zGCu=?=}CHUx8f@bYVnMnsZ{XG8jT}y!4+I@fn<9vmg37zSK95Cwuz(*{1e}w0aNID z)(8G|?SJ0)RZh$O13fI)p@|JQ{j~#|?LIo+M7l*tt=u`7q^u1hmKFt4$P(cT!NV|Z zIzTx*EanBb&wLN?rXfP!fj`CXUT|#Wva{>+!FNIrkskA8zWe#Xr=f0jp$zCxv3% z2G88jUYa~^IhoGw+0y<9!$42lTmBr@W9<^H#*aKXYLr`tku1Y|)d79tK_OlIR~CC4 zS4BnQM)><6?c385_i*w459^w*g0tSYsQYKMxu_(|h(*GDz22PeL^h*7(iC^2w6Bf9 z)PK=@eYZK>_VvM?xlm4$mOgJ@sas)RDD2(*n>oq6PU3QZQG)lEwf>xy%_=txP-v-G z%O7Y{cNSr(jhp*xwSPXn5GT>lyve5aT7&AGofzJv930=I@wO{5{Knl?2N2|mN`|$I zrK6nP^#5|c`kEms;>j|iZbi#otZIR@B7bG72e^9JHv}h6jo8e^jwd{FC=19fpif;< z%zKIVJQJU8yWy24dPfmc_qx=@uyO_OQYfV8wPBkcG|j4{NVwJyK z4!uPrUm}RNY|3b7KBZI6j-x1YLJ?LNq<_J_*v#`|q>Qo*(G5g0-@}eXg4z_Crhmul ztBgtbsgA44C6z@P%py>MO^?0yG$w{2k6FeFKi^d;AwL2o4=#kF>-2tw@R7Fyg*rfc ztaGgGV0uP&nk4=_lC59>LweTAol2VLQ;hphjc}TGWzPX1HKCE+kwjF~aTDJfp)_(1 z_JVgv$qK&;SD~w zob!383UPBxlbyc?kKV{aEnuPx@+Q~U`8X@Ma_n>6f6RuZ6&LaAYuHa|niF~otV;?+Kl&NlnF(bE6ueEtCG^E* z(wkAp$vhVsFd`J_LpwQD*eA6UOL^r~X=v>3_wS19SmFuS4BCherhvo!kvF|BkcbtA zX6ZO-tv;ERd4*le4-qFbyMKawm5MpLh`d%@B>>~L}1QHG&p*_Zg^^y0WP5vDcJll+I4a7fS`Hc-WQhz%9Vc#WMt1}&1LX=x#zhp+sKA!~7bZ7GA0I@48el?!W^0G6{ zu9;RtB>v zVbpwW3Qng$5>??i$YM)_lKx5YsfNpwoH}{a98*bYc1)&Q|8dy>*1q_;!D}>1+7AI4 z$FA_Uh^j+gxD*ICr!5|%BTnkGtIhZkZb_qW(T12g>m*?1+le|3K^;L}bE9;0FKl76 zY8vZavm)HMzkkOK+*cxFgArZraBRZf^9!}iGIUMV=S#Ps%v%)T0CSw<)541&XFu!s zySjK+f}bCQqfB1fdA~rq2C7}pd^8rdB;@6KA-k$->Nf60tTl{pT%IwE*P~y=LC#dT z)fMt_aS%PtIZQXJKqRh^{T0JwO5QM2!E1%?8;m zEd51?1PWhomzS7q-gE{RG>RwdnL(yU{l+qwLx0S*q%aN5QEZgefICNHj?>Kj(@S#z zxFGjf8Tf+8npASAav8OoDw&epcdJP7-E!pe+F_fG`m{d@na5?B|cZybJv&0oAXq6=fZ-g%zj?|RpYcMpvJP*Ob^&T z_J1UoK0L1?K)WID?sbe!DoI0bfIs5>-MoH{4Cm4EKb zAw7pG{ASNN+f*uFGjIonbvl`(ao#MmeKqkcj8dyW4)6bDsP?&oM4G8^$wrglXY`(t zGT_R>I7i7OC^uAtR`a`ZgTkwrGNhO4$uoxr&Uq;heR`MOxJPPaQNX%aAcxbmh%Q_(KJ^p3%b7B`ym|1ZR137b$_X0C!0I| zf+LB>57*gV?D^Q`GhRo}`I&?MDlAiSYABjh?R?Kk_8RRxZzdV$W#iQqL5=N98Mjk9WL6tdf${PzP&rv z{;q_YmzE>FUY_}GK@{u8m4D)1r2}CZp%xp`5yz%`Rk^z%ka%%??pV=>tN2W+fbE9Ox-K&j|{uGF| zyn1(BAhl|05FTiGqw2x!FB_7H|LzB(&O?>pq73;A9+n<16_@x0&wu>+!_LjRtRdB8 zkpaRDN5V+*kvWg@4S%7dFy|}zM)AkU z-^$=tca9hFP9hL-KYuiqU{;g(<=?Z}=7y|w&u3BkteAW{K9Ho-A@%Po+?r9-t*1ed zUH!I;IRuu=Eonmb>zihs*CYKYI_H32|zr|DRN=|Uf!NF3(2Tm!&%iV__0x?KRC;TMT0PO-CHP7`?nB3qGTUK|n{ zFWX3SR5?0*$$x?UFdCf0s9Z(z2}%nC!Jq9Ieoj`?Adxo!`_;DD>>ZVP6kb8=JOU%$ zF?KG_t(Zp0CX}q{*H4ylyGCpIw03vxc3$Ko;AsKIDF+kuJ|F&ox}}_gmP4A-+s>cN zAXcE=GtZMMt2-pWPkAjqKP2~t#9sq};~GGHKG}e6jejv@pcblVU8u*h9q6m!{N!oM z15i@clPQ=U6C~${iza;oS1?Yf2SpGWBFf_*x4b&e@B-x~HC7lktuv^$UsBdKEE{Xn z1>YGz&|@h9Wrwvxcwua&tSoEvZDQ$yU6&wTLK(Ht?!uSyGvG%?%keE~uN0Ho-dd6D zO*wNYQGX3tx&)zT_@=mHIG~#Y6d!Itnsgwk;ih&)Ay@agX^9x6r)Sfqz|YB-c4NI*V!z6xKnVg^$&lbFutvc6o1?cs~kD=i`|f~bIZc040y9djY2bz zScthuFJUbbz>_Q#tU>fh)_62n-u_cGzJw?Z`HN|Bl|Kt!vY4NFMCiU9NC&z~iQy~; z!5OOd8}*{e?3ja|x9y?{*E>5HH?mTb26{QW%tybq3d-%Ohpfv<)sBHf?@!qXQe{ae zuYX4zP4|pY1Lmv`RNlgxq}3j$Y&zcDp_TBtdM?p8pCv4xe|AN&^f7npe96=9=}Y;z z{AN1sj^w885JQW(1iA&B$+%-9AbXbCq7u@z$WUqwR0-H8lh$r|avDP*5H5DzTkB$x z5eQ%Z+2s|K9+D!fZ%7-Xb>ueJ21SlO=6|(mM6@<29_>l%udKOISHtz1s8si0O{B>l zPd@I3fMt>^_?paSb5>S#>0^N9Xwc)^I(62Al*>mqdjDQ~Rvh|ajm-|p#-VvT&j$*k zSMdbdXnL1365mU@?f0vVYRY6>d5mRJ5O1pIIlkUwg4v>`P@mSKhc-@8*0|qSaDS9I zgd5*W3i~)Byxg%YwBom>A-l`(hJGV@qI7FAXEaeSqi`k2Q-qM~-h0ppwA7c7F4~Hj-Xw6W1G2m>2KhiVrF9XO_bEs=o9XE%1^Yv!#2E-x2uGMQ)@l1k6%aDUMbe`rchf|ljAV{@ix8cc}eV>?j3+b?>b6S3{n?dO5HbD~oN zkC?pe5a#kBiQRz-!yBW_PDH=J>pb%F08XTE-7en|g(HjNI9*@PJ?x2si7>#VDxbE) zBq95FxwYS=P^7_au(8L;@PFYwQyl)xquRiFzOtER$jim1mX+Xi5EXLt{5LJ+Ca>{x zs~=XwrduCAx>iYNjwcIs;_BXcF4q+nkHOqAHNo^*T|IM)=yJa4_{g0v`(-#gW%lfg zQTv#aA`n!Wnxu7f?u&Mv7Z*47O8AhmC-*#A*5PA1OhbN&*ej}iZ-2>9bs;uR@S{?9 z@5Qal_E-P=xBPOt7jc$31*zk(8_%PU_b+khzv@aIeoMgWWBsvC**4Zm#U#I|@d~4D zL65u)iF6PC#C8##jBa9HY)>BTWzkM}YkeaU&H~Qs%LL`DZ5m#;N{ttqdf4x&7l}$0 z6Q8+9z8&w1q(F_*Uw<85ci#F*6Iy7?D9$jy+$C_qFP3@AT{B{?zHO3fnRY=~$a=DK&))KhI|OKl`o&*N(I$<)_~z zHZ)S)MBzlBN%8C1=>LUmrK{eT=aDO#PJrb*#S&JckeP_7) z;_=#ODjt^X1uUvyGIHCyAL;-}!>&MdS=TAvXSMFfu_XF5HLgB0K@aM>4-{PI6dFSU zg|=qcM~k#|VEI@?HsOIRmFMGBGH30TfDU4hH|6yRO~Q;DCmHS4Z~X1jZee*qEm#J- zS!2?ISj@_F`G54dHU$xe70PPua%Zwr!xv)|Z6cZiN1}7mCxpAo&!~tRy6wyC6+*>~ zjn->AGYA3A+?MsylC{<`i>!0sHDMTyG~mZs$U_|5eIA)n!}XQxr0~ZipfAd%Xw7(!`Z;}nnf=zkzst@L-1^ty4?y*ndI1g2qvoysl4a#kxsa@7QA|X_PcILr&_`e z&F6+(s;=e_FiL$4=fezq(8^1_b7w3)wZe@U#CMt!ShKLD&Z{q5!VkAbbm~RTOKoxi zp|jMB#($wGz{I9;WI8<8jAZ&^5P-}J3R zjO!$3=2Qcfv+Ff+?2N&8i`u#P2l-UPrSAmfC8TEr=7$SJ{tvg9?+^yTEw&uvJt<^15qM(?CoCJvpTX=vE3X3fOn%B#4(C!R# z=zlRHRe}2j({O+S3-Ro-PM*fLYUFUKSfLDkP!~bh(jDRVv56t66VACYS=CqVgk|JM zdRsdEES1vzI8sWnvv0oiiND{-puvH9^OKWSNUeTn!*>VP+Gw48bARZt+%Kn>dZE|b z;;WIUB; zu2n#}k2)&6g{&4m>m@HlDR*ZR_r#1|loIYLpq4I4)C$sqmxg9S8rk4?G+x%}w4)o; z;bsBQ576F@$cj^&O|qj<_{!X(N(p`_B=1XxQ%;&WJ}F zAE(MU#s^63ktIaYkjmPgWS<^aPY;b>VNNb|A|#MRYHo_!*5$I8*r`RS^69jaA&B+5 zMb#$3=znJ#YHqIn%9&Vxj9c2XD}SK}T7+;p9@i$p_95T+K|r`J6=Vf-5w`j^-@Off&aIJpbVuYa$46}f4C zaxO|&AQTHOJ#k z+Ef7;uZ`59gIRQ1oTnUWgx(w1)oArS_+6ZBosxdp36IW?B~e4#gMZ8>pIVFbrA#=k z3Vak9k5BCmIY<#_35`c&ey;`JoMb#lkex4$)Z*TIBP@)sc43O*dGsf7x=?Ymo^%z( zkqKV9v?&X8@+yYE$*wz2$QWa2Wl3D6?= zNpb9Y!hd>18N#SK!=ZaQmSXS-$QPFJhRRX*sz}P**5F@H}B+GM_ z#ioTt?|A%eNLQxR$cx+kWpxUVs#li3L1GBwNRU)Ks>ngkC4ch6#$uc+4UJe!;1^p^ z@v+Lw7GFzdU3jQA9m8}bsjEm_BFQL|ubVBf#Y*5uz5)7$+f2nu? zYhUt|^9+*cH?pX2d`=5zj5WX%(bm`VlXhXav@_jbRVkPIMg-pvtY7dcz2wZ{L*t3` zRAk*D1R}q76@QnpDZ%a*JaRX4&tJA3{<-d@be>F$V3R%IX!PM2N5MP%*f4#qpGJ*e zr*$K_9<^(OrSU7|0H^7Mr?k9%nw%CnJ#Oc)kT*I!N zc_e`h#@-EHzIv3fd6t#`gnY=2>}Cif)`UN=id~|EWq*MofAr)XDcxs1GjSJ->LPU& z6tatdCFq9|dA1WIf!3tJ--W(o-+f5->7(Zvxn878vj$7Vn}^VbMAA8alxGkgSWAx; zo@b4c=3|TT9ZqUDZoxz!CAk1Q)b5K9B1)e3@|R7pgCFFc$%Qq=i(CAlc7>{ygy<}b znn_a3`F|v%pOva%7Kaw|Z*BPZ9t@wzDZ@W#HB$E?8b5piS8h>Y5|Xs^2&U#b!)?Dp zDabgQ;6hd3!u;%Sjdw_F1Xo9f-F7g!c=ZZj#VLg}m{Zt`buB!c13P2<=xFyr)?RPl z#t)Tw@F)dtvifd13WunB2K^cLqO$e0V=CGu$A2a_2jwI%l{bTRl=n=<*KQ{M)ukAxJ0^Rw!}cu@ABTQ;8@uD zmVa|TSS9yt+-Go|^J&zL|H%8{NgnXsR!4@97xjf*P=2waDG6fyn=x@2XLL%z*!zAt zQUxm6@CL@r7Fwepv;E~?uiEHD`{E-%kDt>X5j6Tu2LYZF>(}t^jU;m&ohNL7ALq}V zu_Ft*KVs}wBv91N6EbEREm!WlFd3wtntz#=2}k2fOzuK)NaW7+#2;{9x@1wJG|%bD z{mg2t>FLpyVNbP0SB29x$PIoo#G~TAdf;S(bTnvl`NdjO!JvlU4>QFFzNrD7dC8CM7?!Ov zeW1joolSq+oufZQuP{XRooiUq_jzyf6!WOtje32Jc(t^<61pZN%Mbi7R_qE;0F`*% z%T5^foApZf8x&`LL@V*Qxs#15JbxH@X*CT3Q21_s)(w(1w!vo4DRsAMR6!Q6Q@*vh zblyz3mJ-t@!vCO*ME$8|#4$ICsLCtt5P5x_9Py}cG4oOI$JpwVeOxtjIJU-~VfJ?I zs$=-1v*CGo1l>gm#pob&Nlou(MK|#k?I8~gr?4l|nP@U>NB_kS^h^+svR zFhG~Q(8We$lJ$4L@HvZ~&(6b&GC6NybZil#_>5@ir*&$%juWp6t9+mKH8plr@oBTp z6>r?eBzu@ls$tt1XM2b`2v6mzX61clT|$8Ku=IWf5p=b=%x;_K)OiUYn^9%7_y}{@ zP512QkBq8DWR(KKM@WRs6MxSmh_PDABMD3e8bK_`$~N}zk~n$7PS27LlB>ZcUNdmKen~pPWG-lb(%*!Eg|kdI!0|>B3N;Ir z%uee2jt=nSz12YH*Fi61Hj{zXA=rrHN!I%G&Lm$F6;AH{y`FXL;eQ^vG2R6cH5G3Mp#eLMV$Cmkc9ShPJK_;>D!Gs6#bwBtM)h<`kjvFH-G5kjXNp&Mx(Wun&z#de{*$9xGleqZ&FCdqRX6WfaG z=oYB8?uy9heO4afAJ#kGBO{EQ6x8Q9FzJ2nm4tyJu0@F!iT9*##&qsPOfEzqJJA_v z!ohrVj%!VJJRRgR9czHO>NrdoP~K)_lg)q0X2?&+*_wuM6Mw-2{>EtIN<^ZZpR`D* zDitP1K1`M?8AQJl7;mj7pz;DO6#xhA+NFXm9DRS{+*;$5S%49vZg4&ouR~?@dR@K{?}cO+ zwQh_GyMIF%2xT`(AwXb~?!8G~M}#iGTBWhifxmqjxaN|+wErdgY6u#Db?`I$HF+y# zi^kyNnl}LpVG<3G4#rX!k|a-LD)tW!f8+8ZH^8RFAfb0~TKKa14$X<`?wO!~3Qv?2 z9>b`7i)15@F%%Blj-BeM(x?ztq5~OOh=ozsi+>d^B0*y;Xs@e8+=eDRaBSv5WT|r% zL6S^Z<$BG6*!wD}PH*0;YN^gIwW}R!-@@~#b1Za=oq4m^yBlc3;>AnMvvwlu+I`&# zR7G&wK3;D|@EGkO3b|vd zYfT%Yt1wFI>IhL`I0LWIV_WwwW~c_aJ1Ka%$;iCd+mHt=*7j{tk9cItF+fOp4OYTy z!CsbKy)Xh1$9ui7E)I)?!QXbScIzFGxPRQ{t>Fj8Ytr;fu}K9)f!BP@=yHqh_KDFg zZEK6EN~$DzhdzxWxE`b+VB2lY4`o&tgKaILWHCV;XCfF-n^JTYN^ILtK34il34ame z{r4(IA4U!A(Ac0=R47{bqfq)q$;tFr5~cAfD7cwg)-=RfP>X0O8FXaHu)w}Mihl`# zg|k{BwsP@ZM7-r0y(%fNuEOO@f*&W$WwDFYB=AIxNufqwn38pNY>5KkX$fh)-^H=e zw^ovCaIq6wri-521lO&fjx1KvNQfx!P%;#;mDO$BAK$)mEi7s&ag0-^nhh6j^hSgA zQ6yr8{4=J7M=;TdJ$bjB#^S2@%GnZt>p1O;w*6`qF3u5A@X?z#N7 z&=&UEZ@_y5e_6P^=W+WBSV@QUYz%X=LTRJ9Eb`{vLhst!$pVkEeinQ6#^wMWsO45L z9vbJj%I?7pya}wH^B=lcXFCYifgcEwcN=0%C~$&?(FaL`@=1~XWQz=8tAFQ?bdMWa zUu-!oP@5&k8OstJ`-F;O_uD+b4z1f}>Eo`q*WXM*?xzP=2 z=B{mf*s?Yom3ANXjBkK*0u2oeI84SX8g3&gie(6UyZIn|?2ko>ZDTj`Pn zHe_hq=et5G!`dXfr(IEW7b<-1gsL5>+{B?O8s3}HN5Cjx$Lu3?X%Grk3*S%pC5DK_ zcC~{AWvq&Zx(90+j)zsOr=!6`)X>s*j@^jaqI9P&K2=RX-#CW9F@K*ePfBw6I3tl} zjtz~~NaPkk$7wm@{`L$@Vi`#?Egr{?e$8|4wCiPSq1AWPw=77;ZX`9li?1HW!3rbg zawd1?WrJy^S4%9Z5+4I3wCOJg_{BTboYju%IvHbG4$gi)3|mRDGaD6J5pObl{uxRq zT>`b5_LDbQ5zCXWxqnb)R>66_wdF}g%-Q7?rjTIbWy%OK6kB~K2HaJDoDYje4Z6)& zL_b@G)ymRTS*RgIp(IWQ71EqEkuuBd3y!Zz<^oH==Z@u-~tiYX^twFYQa@7tV`I!Ivgf$)w*m*e}Gq}^Y)NrMP`VW_s_ZSS3 z(Q&vi@v1t$5r2tW3DIfIEW?YJlU~|*dJZQ~a#7|QizEPiT5irZoZyw^9O^3pL7|)c z##jpqiB79Ek*rFzQaAE6AL@g_TW*&w)V4+UYb7J|Q=irCF0QaS7%o+I(pYnj-@P=f2Gl_^NFa}pAVjDL)f(6{u=-I2|18bfPNA#wE zA?h4K)XK&Bgg{5`9a3r|*CC_dn(x$negpMQWHi_L#R-C4|HpQX?@Q9nXVS8aKZIA^ zeFekjDnd1PWZk@P)q1i z<;cAVScv7d=#QS&#ctbsL=tbWZtB47r9;>OpXxxp&-M0GA2<-rv&vlc>uw&Ja5c!) zFMkg8J#qZ|uhrwuQ_o-a_GVbU59Zx~{S6%1M#OSelIe|Eui0|yb4o`ecR5DeOGqSR z9-W_cWvSTFn_i|lAil?k`|3ItuxGifzu0PtFdw3ARKq-9sejhR zVuh*6#?9czD!AB?Gc7J8>9$zW4DdS(#9st@tiCVvMJa)@BGQ=9D{RR(xZdsGmwfAt zVJU5kdOc^5W1@-Xwwm11{Uqrj(|w5CMnGldzDF0Xsu)~SgCR>ZWmeW;a=Xj)kgMLl zKy6C+nA@(o;q}Rb>X!HWmy8P8CVz&nPRQ=(c3m-qM4O{=!!;>QCTVdS!$Bq)Bs>+7wNSf+L5D-`>mNQp|4@Az<-^d21x0Qs-G4+}Eg8XA^~#Itk{`Xa5=( zsp>T{o;6zv!>(N1`j|zN-FA^GDvKC`GS|l^De4#9#m`aja`cT(<){-%4u6fHynHn^ z8PdI_P!ppBQfgp_i-e5GMt>WcZu&&OwKzJbHEbH&wTan-iG0F}w?x4cW3|RU?CY7c z=ncHn2U_8j_c$-7N6e0X?kX7MMJvBJ7u<~gNb;Z`8nFz80Y%k$=^))irt2UnofIIn z{V?ULTU1;-xII&@J=l`kxHhnCLN4{*w&&I$7q>*ii?=L?L0RW(Xn#T-hZi}5>5^|q zn8SrgM(KcL3zh9?e`rGQROob5XHxN1bs;`MCJWQvaEJi-~&}AL@CTeN&FC-aeuJK6{D!`fjseQu;&NI z#UbUVx>@nm>S$>0?4Q1oG8}PXZ5T!Kgbd%b<(VUl61xd$i*)zpR8$4OvSx;RI6O42 z%nv+GTol+8e}kQk!2VJ3C{2~*gjt&a-l~!Y5`;gIy#2g4A#&eir59J}W24}2ZgJBr zG>-@xr=e=GmVb!JmmA}YLfh#D5m(qR*l3yLy=M~*Da-8SJ87<(f3=xWQk;^$TNszq zr(%PRFa@rS&*P>Un7VW>iHymrNAYSPM!?)}%mz^zd@%HTd<5a)kMPcykiSLURASZ2 zB=`{*JI|TA8F2uzIR3UE)@nT=Q7Ncl(qyjYO}~qEH7X zS`p}^m4xf%Zz$FztuFnoC@lUeol>TWY=gJTssa&OuAzl>)I@a1IF8dd?Qw2RCvN1Q zYG`}vn|rnC5W=RU4tr$g>$YOFwT};R_#_7+jep?6Qz_nrr*5`5ORmJVzY!8dq_RO) zv(>Iopgm2nB(JyFqxsgKtS}e@b@>zXedAu8czBlPDcV~zY*x@c-L)GZy7qj59Vm!} zT6Pm5mcI%QyVgK9c0jIUX`p@)m&sIf;`_tr_2G-avS7i?Mf0Yg`{Uq`yX zw|_-jydjf1yd@;Ts?VnXv}iPmMSa}%vfcT`qDUuai9!u=yrRPri~Jkm(mWV z`G>4|E?{LujbOj4J8CZ5K+Kqa*!%;X2jksP7T@3PohfE)EtA%TaE;X*;^=FENd>+ny5uD~J^2DL4>o3>-A&sg=nXzzL9MSb*z?0+!H zz8Qr$w`GT!+eTdw-P-%4zTnwN3f_-VB5yoTtLZyp9LRdOK&L$CLKdNA8j$3-5 z=K?mdSv|iO`6H{+e|GQWoRuuH@eyl*`FLxB z0wu?TI5kh-jJ$PD>88Y4w`aj_{(ppJenhGN5R-0%)(L(|kgQgLna?xe@ebN}KaCQ* zzo;w1HaQ8O3!qEVjOhDZjh=@1{pl&<0cE$5DoJftScT8E%O2Efv3%O0vx6_b#sA|&nKJh?I)5=U;`XaZ zoIH}p^ITuU4;iqi@!aig!WbOWs?eSo^g&U??B5m!pC z60%7X(&=DIDbvx_d$qu3)4+k!aE-ru&x?@VD=LR@@q9eSh;Lt3Cr!89S59RUjc39( zP&1-Fij>mH!{jT9AbE}HI^EmvQDm6id&;i3Rg(1nsV{I&G*iXE^nb?6cE~XgMOn^5 z8#(2q?xSB@HQ2zzI5}bF!Ji)Vj6p3k$XbL4Ak>rniIf(oMeiOhN8qU+l`$0)!FcqD;|G-JVj6#4=99daQFKc-liib3TTYdoMeFA)77w4qp87SuuC356ry1O!u zJ4jomK2RbOylZkL5`RBg!Kj#5#3yVK*=$jHT8O(w?ww3*l-3Qd%vZ3)H25rhDQsC~ zltu4gDB=nOX8=alBEIO=C{9M9`=RGu?RLQJrP>~=@#6R)`-&^ql>0LpJ_20SEX*Xb zrhAYXs3A?fijo-xY$g(td)r0A#8HTnS6MxfK|-wJsv}fcEPp?>2E%rZLn<7;wFBu6KnTC zX@5S!T~j=NVIkrg?png`Xyix@g0nfV-8gcJ&=|Yr9J&VS1YFm)8%ZH5$X6>R^n4+m zM3=L-&`6@Y@_&j;++`b~A6}d?y624X!cq9}8a`gigtrKuplTWh`dNHe|7zd#th2`a zoVSf#MWz?0f;&S&!%LBka{9zt{JIVf-^=&%j!VEFDZz8T{4`d6_1UEEMm=s)Hn9VO3bl zIvW&NF_tD6Sf+HM&q2eEAHtN7RHh4DPjTioL@)rMS%R4a+Ls^m8|@NBTyqfT-;_b! zQZ(z3iGTAS69B!0xxySjp|vFd4?TCScp$`udm*p_TUxwn54SD0n~$9U2kNqOn-*}h^M&Z(xfa-Ujnd)yt*@tG(fFf z+Pa}yV?G#%B5KlKLTwajW#$S=c@o%RPOf!QG2=CM>GPLG1`@Q_%!u;7eE5J4$nW4Q z8+$tu4HTJ+3L=+1LNlj9fiE6ueZ_p3Xze@v6xaLnu%@9W^uR1YfQT@2m&%3of$w6` zB7fCNZ`hHsSkP+G$k1O0@MQ?6$a;Rt{?oD6t4A6ooY3a-Y92+6w@KX&Y}1aI7pZyo zH&d@yyCU;&KU^Zk#h_-nu1tz4&ck>Qky=hUqc0vY4SaCoPEnXQb=la_MJcd?cZOmE z%_$XuGW-0CUw3{`^2B7CpPGN2WeJZl4u8Kd6+5zdBy#}YYDV2i`ZZUxs*_{k1sPvj zQzz5|zwM7hjwDR@bmp-Xq6A^+5dlhx-2%H6ka|Ggg-K%#n-+cSPnTV&mPCn&SDfXf zS}Wj&fI;iQN@hwMg#CCmen|?&HgBeu_6oU?!`eHf%P>Ya3)xW-rL?#GFIS^k9e+RJ z&&Wp@?uHfST>MB#)34XMmA1ydr}&7))b82ygWg0%6-h@*7QE!0;eo){!-s(m!&O$jKN zBNRV%wWemH**wXij|if|E3(iGzOStLc+o)G8dXSWC|f1&&2wrt3PR)HL?|+oH=;a; zdDXCWoaN?kwx$_biVQx+k7Vo$uA4zQ$$cg*jII`YhGuVJu^)Z&IU-X_9)Fo#gwshc zs*QfsM|AW%tDG(gJaS$hS0=)UwcyG`PkmUB65F-Z)b-~;E?(vfrpAX> zAU_HRcI}jW5{FwlG1jFy3c94f&u;?gWy%QBVJ5W{f)Z);i!AmA`sKCYW!8?+l72$97gCmn&roy?p>P zc6~p^ z2S|y$CgrEQZ50n?)U?WUD`~TRcA4v&y^0MDgM;(rjaK=!p?Z_reRt-|wz?fTg63Qu zzI)r_Y%iQH$>jT~j(eRQS;(;IBxYV$NT5bcPOB^l_5DOPyC6 z0ABt&7#?^g8OKr-y_k`~Nh}1TI1;VfOwTD0cC%D?tJn9)=5^?K!^ejql1~=?{0Q?k zEECRDkyv=!6-n&5`SJQBpa@vgAi4T2!(}^;w|40}%70s$RT9PB4(#YcyN(B7V=2Cq zi!0YX`k&ajNqn+sd2Vw(4R(8x1|45hH{ao%?yc7DAnBPCVAw4(7pKqqsdD$=saBv# zn3Pca;TOatN;{-X~oVJMoFLwgnB*6#Lh zw8pjw#eaJhCHiygu0oIo%ho`?WG=2v_=sF8v7!)Zp;M0k-4eRR7jwv0Hz>}q<)g$> zVivrzQ=d*HZyhbV&{O6iOYYY+OYvt14}D*Za&W!?#bisrEuVG2LdN-Ka#DSiU@j`4 zk*2>2rfA>5Cs;C~x{v0FgpLGB#+{n2vOP3Oh^k#H5@s}iq;fU=>}E|o8KB~xOqr6)TdrV!F1jM{GU8B#!stbSPa z#ZM{RJMlVe-nz;h6s$s49)*X*pK&j^uGbM!P*m3YAk`GZ)-m4KCa#`@ul24ip?zR0 z!@AIcUAbb8V0U~a;NQ;k9}L*HuzVA|1lWI-GgQDMl`;n9u^=4;CX-k=X_gJZ&Su=& zJcODwmj)GC`9S=Kd(p327UQ$x4@iHu zr<~j2`QZgUf16(Jm zgVf0mzFJ4Ln!4?3aM&4>8IMAf_U0&vCi=Q$g5*sABeYZK^NmS_@l@KkNU*IA{&O@j@_WZnHT-><_ z07Bw5k|^&}UnQa*?6M57hGDWpy#b$!SrEFFib@8n{V}WcJWCM?Z%5@$!exI(?u7T* zNOtodsc>We929$v{GaOnk|1YnRGe(j(joQpQnIu?+4MTLBY~KKcNxUvOTe?DNOdW- zKLJve?}m6;@aeEi_R*Ryk&LbRa-? z*&s7c7~~^-f)kFL@Gmksp&NgW3lWZf70|{L4R_9wVhI~;C=eIM;%{i}7mdx(Y6A^|RvEK;c{yEWO~YmG}j<`2z| zIk*e7`|EtbL}5R*IDLP))jzP3!azGDXgndgixTs2-Oayr<`KmcD6al>wH80^Vg7~> z8;=?!?kz&z)S|=nyxWza^q~0{LOU}Y{@0so{W-K0utZe;j(hhzy5FA%GG@&Jve1BL zmq1h|wd$Aj)yp2(D-_4lM9vv0?sGw{_rk4cfa4NSfw2PsG$??_Ak zCmUpspf3iH0S|vGuo#Q$2um$<9r!a3)T1I-rH)3dL5>(6%u}>1eIa{uwZJQq`W`*S zGH`UrjKk4c22&4Aq3aWa?K4Bp{>tH1p+RQ{Zl&KU-Af>PS;(9!MOcLm`{VH0}-UJ490^ApCP7FHd}I zdXqo9>zp)J1G-J?#4;yQ11FCKhg#1CcZ;eYak8Q}tNb=~9xjAxFK7&N$Wbi}uJ17z zw<+iqY%IWv^DtB}#$M6)s1xagGE-5>3k{dsCIak5RWMr|Wz=1V*%!|x{A)52Tw0mJ zHX)oLdryDPcQE7l3n8?D)9HAB(ai{XTZV-vfVRLt&Vm_aEZM}}1b)hA6v&c95on8@ z7=&qRFaz1G5>n}g-1}sV>b%uByle*>1o%k18&uED@UjV@cQB4SDM9jfk$6ZP#HliX z{iJLs7{j_;CA>V_V16qHgLZ7CK2yQJeLtE>f)P@ zxFIwu1)W0s8xi*LXeBD)y;vM_EN)%hAq$$d=T9ue5)Ps;H<@wluuJ6KLinYpZ$lbb z%V{{0`HE+UT95bJA7{K3k#@Up9uPL-GIF>(zvsEYy`VZ{w?v6>2aXC^O|-B9L=wW1 zp@4t$pLC5>Ttx7r>bEAyj?BVTzsI0%MOP171XB)OiMx-y0}!!2!aN0Gnx&uM?-6T+ zxw6c|Znx7qcoW!IWh%%m(uzXc2!{a+LtB%g0cBolUfjBdbfyi=u4lS*y*2HT1Kb(m zy6|KT^eg=?ltdFsxPX_&To(aU$30SkobP|rWTWrnMa8R@- z*@5cAHQ}{b#T4s|?<+L8@z~61R*T+Nj-sPZ9P0ZBy;c?wmPM7F3jmPx&J}tXIv7e= zyQh1;KMo>Ekneu(cDfjs9`upYee0Bj67$eAyU_d8J97(GG7#uWo+_ zn;~BESffNRxFFM#pU7d45mPE|LSMG+M0D_hE?NqG;nbVcKvv`-qj(LW?~|s-;zqo^ zk!lArEg3aG4NBcObsR1{t69reE%LZtd>lS?3isQ<#R%nPM8{@$%!LBc$Zz8IBtDB- zIIP>aP-JHM|7i>u+9E`}gee_UH5-3l(5bKEuKkXl9tEp#MEgTq`-PgYou^M`vr>3j z{!@ItuyxdHOlmf^nUPnJgyK;{ROBih-187mMUMvL?OWV-PTi#79+D2#$dR-b4y?Rl zg;Zl50qK0oO;@t!fthc$^Y6FuG^7MRsTJ-#I*H>?d%)fA^4LsF^PyKk$pwE=zH~0+ z&UpG8Mdn3WrPr{l!c8%OvnuQgG=>7wEQf(M%qr%a2x!8B2-|dG3AwM0X1{gXG&?HU zZVhlKrq)4dBA1^eNRstN2%JnmU@gXhsz!T2ydlJ122(j z=!sljw+%Yy_%ZD+dgT!)oF-iXS!Ij1e$gL;_CT@WFl91n_{6(WR(Q`cWaj@)uR(cp&}ipap!Aig)jW3Fi;HD)dE4xKvI9X0a}!#m_^IeVHnS` zbqKqmi4PvjosqJbS8D7p$OG{|B@K$#W$P&S>%ywGVDs=R?aNSUP}Th=g+nC8Hkt9AW|~j0;&wZ@9hpuz3(E_RYOCHy4&)Yn z%CZ*Q8RA=1MUsG)z_ z>V$~ArF}_y1(%{<4mn(D?krudzbuz@d>k_zv4WwiV&Q)%f18=Y!v618;>)9p5%-)( zOH@S!7AwJXcNJIX0r!~{%b@9&dDSEgk2>44zSm`C_}~YjZB;Leq$|?DY1OLQyY8{m zTg6qoFqxXnZY1o&z8NRXi9&w>vx$Moz-bxy@QF-inqg)H$q#vz9?k)=EBvCenb2p> zr-8~+z0`j+t`OvbGe}jhLnn`Ox`j+4y3%OH6L(7hZ!)ncLktZdE63mqc7`K-_C`bW zH`NV-vv4KGEN9QF=EKr+a2itBgnG6LLOaBS0xhLB8L-aAppOytOgZ6u!}np@{w_s} zhchwXrf?Q8Y9~P9L#A^9*P1{7GW<;!AS)BlFMfaOjleL4jGDt>N~@owFVNwiES~i{ zU*9?ZNIucoW-2Gp`}G_WskAe-YNzV3yZzl2p(#+J(_M$WYwXb~@=_F<+09nNKFPd! z<(@Q%O1lJMec&GSrb>r}L=`8waow^uakM^e5U`-a33S8y7T-`S!NHKH$=wt;!xxFg zP=$ZIYm0oYIPZ1GdEZ%-wNY}oh94T2dFjG0y2vjHRMFl4K)q47BLtxUKcjOxAvlYo z>kK1K*XaK!Szkq5zKnO;?s?hew?ZOHOlLN)lvI@eA{U~vYY8&(BaKx@svi?&nl7h$ z;dbCfk7i|F*}?<&o3#V%o=5j0Nor(3$s&~O=WL_S81CkBuHb^1@cennb7wF8Ukc1Nw!+3uK zH0;5Y&q!Uhf1(sE`SJJ+S<+O+GHR&x`xLMn#>f@5E4G}wmAcaXZfPK!)^{Sni*~fl z2jB~tJ8E@+CZeR+FTn1+@uINcgnU+~7&&Y^k;-ff5uf`hX$ZIL-p*zt$Fhy>DhfBM zX&B#B6CltoI*EhmxXrP2jl`yd@No0OdKtI4P7P&qSAQ!|iCR(AvvU7g*#o z9QSl)@m}9{c#1_SmWSG7gS-D8s(G)t3z0VZ(G0Ljtnj{GLFHr@y)BH(6;Dh&N$JxK zbY%7RGTig|$_}GFM+%VlA->N-Lg^d6?lS5f-TZHN>KvEmY<5mpJbQ*Iq7)&l+nO%O ziRl??Tk#%1}jN!C3g>ydU zmEjEY)}=V&wMtvR-K)JnO$k)jXSzAhW5Y5C2FkiEIKEJvI%}-XTjop~NTm}$Nem9A z0A_HjqVMbK%<Z7?Gk|{|M$eqOG54v;M(#z* zAf!-tfO7d>+Z|@K=S`x{sO2T~kZ2FeSCHT)3J{N|vCa|)oe1Zd;j5PYlQG-cL4<%f zUdNkRlYtkv7@x#8o}5*mBba4>nvG$R0`G#7-fJ8Ne1B*Cv-VCd%*uskq$Ha}11HS> zF*1SddBw>Qhw6V2ZS4_HXdupmxCbVD8~#b~1a26VJUf4n9q`E)q>ALj#GYUlDW5v# zETj(oisvGT5~!Mz{zq3y`-n0s&S}jS)psS)1ss2VgG3W=6raJE5-)C=X4BlW zg|QoCjevuQWn5AUi+_?e9M^H;=}1nBSUM+)g(N{+4QMAZ(gI!FIHiE$zT+CxM|o2c z82@RBaK8P*jS!vY$GA`+a;{$q^%tyTc=yZ248^aKH0;#2C|nC!7DSrRl3O^8_gg|f z-x>#}?qq+JHhnud_K!WHDZ>Le=>LZpka_&~rbXH?{YLvsez*mNr;(AaiAqVD`qK^3 zJ88!<<2E+9{WAxk6-lZ+KNmFO_^WS!+w}@5zB7C6=e^#3B!Hh%$zb`31WW-7HO)&SqH+h#y#x<4o#uOA$Crh zUA|-tsVS%9ZhgzwbCyNGKiP8<#$u-K(D=q5@ofOzVi4~t*#4L@_sQiYI|=p` z+OrnNVDn^>OYpCn|;uz^UTu^b9wK*#toi)OS1Ji=@GWb zb3%U)=I`>k#I(c^u+b~2*%ve-qcg<&=XMck+`Qs{rUj(X@8O%v^>BLQHAJDZP)8Ft z7EhY9Sr4>?$)baT%_UwQlJo@o6Z~k(h3IkxIjSFOdhI2;ABP8HxHkF_0Hre^ znIQRg>V3peG6oD}iZme&=^JLEV<`AbQW$^mK;H^;n(h3B=QOpiAjxUH_e2l8(dJlc z-|eOV8dB6uOil`ly6j&Ym5PHxfptGGMuFw|)qX)?W=-0o{sG-EXC|bkf`o$E=8~`# zG7zN$h|G&vWR)6E=-be_yIOC)CL=XvC}oL=%1;M+-M#}>+((JwaxQ~gdSfF?U(tUR zBASQi&?vqvcUGWvl6+g zN#k?26_8l6(3%XQqFzr4um?U%Rza+PD$?!s}^Onz`VvimoQhr}0C( z@}*VXgdqcMf8GwUW|x+U>e8CiBmsUl6x@sPtiA~+(TD*{&-AC0rlR;p?yL_OVLq<{ zF?w`=>>G}?Nt4GSMF;28X60$fK+BN{Z2nEgf`*)yLv?XA`gaTTD9C@21TcSP_YXnB zF3Obus#1}oGWCdCUHISiIh61-%YVY`bDj4g+-5C42H4${dGmxkP}5%tyhCmAtc@XN{mQC#)4)>=&SwD znzI?n^Sq!TjkKIdCPa^fG;@OPJBkW(C@8_6N@#Vv(qijX+C1^RSU`X8do)+`ftq}c zmOd8{(B`x+5vlkV8Kh4-7dlvG00tcEsGAs|ejqHu+AD0Re=rU2U46WY=B>+kro)A) z#MeyRnw~jD>W*R}@a}l#N32wnEHk2;{o=T+j>J{N!8ga0|i zrl&*SV^)W5S4v3j?#F-Lg^IcBsja%FivHE(kxjW}!0F2`bib^0)T&d8%;e)4tA(*a)c)}_rgR3*a9Km!9uTZ# zjQNK;xK*!FZa9CydD-val#75=1E+-EG11O%zb}muhjTb^EsD_1s+??@-3TrXx$*KxnG7vX5O+=vir*tC^s~@POC`wVM z1GrTS&l+3cZ_R^(;mC4>p#ltRS^H}FMs&CIS8vC zsE?U}LhX?rn+zfiTg(7hie(T!`%w>_;l;dtM;}oc`x}%iczWqr8R&!Y) z1q!<3&ntgt+tnhb@v>H5Q@9-yt&?t|p>l-REJIM)!xsT5kh&e&s#9m1NGLh|@U>|o z>2+s}nCyx$dx5!c-7_s>9AHbht|@-cQ3fLgUHQgL*=#$Sh`dbRWGnekr@doAzN4a$ zZIIFQsjpdG@KF}JG~4CuozH@*&U}J2)8C zaW_;Lk@0qdsYlnP9KD8u2|ec+fH1rFKC5Oq?=)#X7e8^i2;KxUe~G~1fo03X_N(}V zA}W7{mbLDz7wwY`rfO)Uq#iG}HhSaEWM0^n87kehEXyGPjE$=7GkMFq90mRj7-0oy z)%66no4@ec!*D}SHJsx_U(uq0;H9tbJmgtSxTyuWPT}f6n#u{QCluA4U883Tm>b@5 z62Bh7}Utyl61PK9GOD4TMtk(nPwUPwFB=p?W?}1>)SOc}~Y{ z0F_f$6Z2uq!Bs1Cgk#UNo;v66IBe&U4%4$Tw@LBAK3lO39S>78K!E4a$C?d*bfd~N zCFnKw;}$Y?`@Dxv{!q#d)tfgol)I91z~j^Ub^>)H_69+L+KcU~Xk2tBjE$C`oSAkESm5)@L=L_U%pcXjC4W3@{ygW8$lF z!rM*HVr$7pqX{(SIg&1iznl_f)+2u!UvpdXKRXCN=!L*C_gSSB&w#dCzRc`AETie> z-(Fu0*PTa)=Hvt04u?Bg^~c^pQXCS#LhXR3JZ6&FhlHk3kqGE-#2gILGO4K^Oeg&3 z?2sfyZB8kIW4(MC3R@><#P6!|lrBWwG4Z5O8U#p2#C)-9XlKq@t7bcMp45K?g{ws_ zFY(^$WFy^}mB9x*LnH@;D%?SO$8&or(K((E;amY%y(0<9NEtRwP&pbY9QC!g)Seq{ z8^9@Lu*4g?vRiQa(TKx`JD(uL99s{1A79JByWmSdbeo338&17w;;yCP7 z1i8`{07d=0#Jk?JK_I-=FR6bPLIZ|yOr%Dq19ErObc8-SneAzYd&jnLRs;8C>B8V+ zh8W@*61-FnNNEY!9tsxFo=y^OPC2mxFtPHrzqOGvTk99}0_g8K_|cBhowm_VH9%9X zBEJ}juqTfHgnJp)0u@A49189dRC|N#-ybD?N;&j#rFb=cKV1!WhiQK`S01)tjt=$f zpb=h)&3ihY2IyohZ*~VHD5-DXZ_w4V-G(~eI zFCIpx8=n5`owAF933oX7mY4TK>#nNGvL)9u;Uh4N57ly=?{v&(l=X_B&{A5O)GCb7 zoL>lNhVd;^nZ9XhFI`@44g;|jnbLN@E@z`TKnSRj4Lzqy+WxzJA7HbCopj!Bd6LyXCT!4u zLa7}WP5?d_Aen2v%0_Ag(6BR_|4w7S2D1g5N%p%pN9Ls+{KX~0AgLZ(snL~tNASWz z;dW16B^)!{*i?U+vuwiD;9#s7`*h(&w#KK4kZGTVl?sk@$TgNvTx*XXkWrws{csnA z5g2T=rhY2bfSIssxYfOsSrL;X-<#@$=a>Yo@dpv%um% ziV~;yqd0$d(R)(lFjTuxzUMgp&TglMZgS<-?{zc0bc|~$4Ag1FGGLsjGo%{gcpf?q_UCXIr<(g`mPcu zHAo0Ytu-G1ARLgu zCkTJ}kQO3*x9oL{yy`R<8FU{Ue0DU7R~T#zL)fsPAM4F_8AYC_Gpi6b;?*-S4ntm( z781DqSS^?3&{9{z3H!}(w;H_{-?{6!{W`tBz?dLVruUb9k4;;t&2&u9pH%c{jxUjP z^`B2wSK6%|egwZKhst#FI_*wXa$bF)f{A}F99hq81#ADEM+ISmS1gqkLuF5LjquzQ z8na^s^@aaHVQACbKMBG4@P44mRFF41X8H=V2#wp9Oa=qXTa>`8p`<4dGfSpgj{WO$ z>!3LIoM+>?If&{|=5MchkLmq|A{FceH$`)Iv+!*=vtG#h7%MM5Wt=5m|=e52hmaO|+_P=XYrxYgvyncdZY12sNwNXu%WZ0zziaCAM1 zYw!U8gmevdWrs-Xc7r2n=7S5%+$Mi~4d-{cBdt*6=yVdjYCg6Ds3r3H6z4Y}8M>lQ zKv&EU2Z{+3!Y2uqsg$Vvbjj8seJipY!5=GZGAEz_gR7hlx??KMd9B#zNhPlhzvdHd%))GmnH*HHwyHzm02XCfAfgmwmTkn12SPre&;4qgkD6=h`KP$UR&-o z%3(bEjI>e$_38<#h{T6WP0(QIY0KvGjCHfr0I}14cZut{mxp&FfBr~oI$N|CesO7i z67L$vi!^1&0|o2SBm@I0(@=l5tIS<)j%`2M3AoL%{`$aU&R-RhNceIz)enJGRrK?g zDUuBrX4ecjkzqc}zFcL{*bM_2V2!cgLJf`Ip8`6{5@S?xhoAOiYK$Sq&nJjO0p|H&JKu?t=vS_ZnlIuCWo~41baG{3Z3<;>WN%_>3O6t~ml2Ky6St+a z24Ok_H!(1m5sn2Dw;b*UMl1t2F*27Cjs+7EF*7+Z3NK7$ZfA68G9WfFIXIV*76ugq zF*G=rF^>W%e|7~_6Kwl8B{90BWfDqnBL$_qJEg`LFk&0q$k8Yz2uP_QDXoYiNJxW# zNJ&UYODL%VlJcMWywCH0-tRl-`_9hU?yIlszJ9;^Oz^Uaxwxt;$_1{4LgK_B5?}?O zx}ljI5Db=*0D~m~f`S$ZoHzWB79eN^$6ygCq{9EQf2(8QP#i(00mTvA3{gm+o}V`m zA_auVDnR5Ez+j*x7%cxEM-)Z@r~&myxB?9&fO;q-919RsN1=l-2zL)0p~`=bKp~hg z5F#%xC-yrWsOkg9AYf1=&=89Afcp?C!l2$ja}*2##|8Z>h0qNT91g7j0tEyFNI-qC z5-5zjf0D2mFaUw`0Gh$EaEw3P75Hmhpb^vu{(CS9fFRJq1A+acHb=SP0-zW;kf88J zz~D$MA;1sm3daBmwSnfk20&vp9QnuD;E#hC@UN=@LL?x6r~51VS0V)RcQ6zNL;0Yg z$RGsL9q5Meh69bY3?y)YI58j;>H5nN>WxJaf8wG3P=q(sh2ZeJaVStr)f5ON%=g!H zSQrL@#$hF}2=8ALf_|kTT(Tz8RUPHy14rVpfM5M-ATV$k;nssdzt`%8LzErQVS-$uwU ze>I{1P&^ui2D%YOfQKU7;DjFl9t-t{192EXcqsmV8~!Z;AP}G{0)_*+z}*o@z(3gu zYPj1UnXq{bA`o~JOaLAP2>$i?`{Y2tmMaSB9rTa;@8yCl42^X3v_*dp{I^L>4HXE) zi%ZG@#U*9HKnO%q5-3MFg#J5=2^8^He;43?Vs(*jD4_hGW(l|SpN9Sa+P=_V#1IDl zJC_lPfLJ(C=pTUFgJr-l!WZQK8|J@5{%`31mF52d@c-^d%g@{Uw^itu`Twv&eGuM3 zf7uCm^}`XcZ-^o=0Qujp*6=@cHH5n&{Cxh~s*8gXIG~Dj_x}455m+rmAl%gie}RK} z{DI0Jz2z^0c_WZ;6BHKl>p=mEL%`twvJqGX^CCPNSOOk@o8Sb}{JW$k5{7d9#V$!1 zSs)aHfd&BxD<()XKs5K5uT-A%0IFc z5QO&j!~U%x6b9h}P`~AWRfhRte=r2z{YD0%t^dfsNe+hx!eM}^2^8%5EzcLXULRJg zas`O53@VNau2|m}7ROIvn*EOHC^Cef%YA zpi4Wjrn_S1UChLa>FP6Ced^PS_u@&GiT07DV}b=PkH*>g$Z_I4lp;*Kf%Ieh2ct}R zL+8ADsiJ_;%_ON}yxoH2-J|i~*(Vl~*ftIU4m)-p(tW0PBUkWh>zR6NAMj@&W6TY=4yt|k?)Be0l)4bYy z9GO*@V?eaLrnFjghA+dq-9SEvP7 z)R`g!${Drf;jj>je^2Qv*4^%?melRkvvJP1RWDrH5!XE6*u$1;Q+mYlt-eNSVXcDH zBWC~lw+9a+OlYjOSIRC;@%4uG96<(Qv@z)tMEG2j{}&VXOkWf`jM2 z3-?TP`D?@tnbL;VtpdFU={f?tH&y0dkIm#T+s*6AdPM9zU7A+(P@S%xAACoyz|hK{ zf^wPgZ=7QRf5Ths&v^If3$}H`0Uz9m|?Ql2&c?Y{K;|oR7Y|@9y~| zG{3v$v(w1o*2qC|fr;Dft|XYe<|}_gL`keqiBQmCk=Ugp7RbA zKQGSNJ)NWyb^KgE;jdcr8i3O5|EV3wTj9^Wxn=W8H&B(N@4NNOyvG#1$Ky(Y)9M`+ zts62UWYOt+JC_3rMjbz=(HyZ%b`?+hrwftpjYx}$7e&E4zP=u9Dxy>dnZ++}W+~s* zsPTpSf3|0KFg{AESqlByoIJ z8_}&a6c=|@F+cKEkFMSccPGHj;a#jc9~O;_s?L{;f>7b5jukaer#-7SNTm12?2O(@ z0*IdN>xYR1L^dk_B;LFDczv5c^JRVvnS2H3fAu}UOET39!VgV?=&0r5LO(jz`uK5a zZRbq(NFFB?q(7++4D*rgAirVdsP9e6I~Z)09Q32=F`s7fHF|A^!-CcBPhGFNTGZk^ zo9WhGCv=+McTTZ)q~|<;cp_TtkShS~wz+De?wLNVO`!@G1<2b9aJZaQ)O{En&bYrr ze@CD9VS`&|)%}CpDSfA?Vg+N+&UqwmrT<-yLz>j*pVSX5Lx)i(1uBVD-*3`s&pHGa z^~%VyQvtR9CAnC8Tdkr45zpmw?S@Br@`IS64@(l zHsYK+nC1BAgBgcPpDO8jrLRzGcPnFxf9*qLv&-ln^co1m13F6BQ$KdzR};mIsinZy zW^(hTZnygbva=R0zkH$q#`|#?04{YF4y#_GnDGq7`$}0msu7i6eKad{#>{S8Ow{Xv z1W#CZnXMe zpDC{U*hfW1WwiP+dOK=+81?c_lB=9-EC_LDrC@0T$(oL3S<|MtpOd*98^%UnWfJ*9 zS$CDRqNH1PMfuap2C`K(zX6|7IAPtJb%a$bh4>My+yn;;o41lhH;-54s86#H%y{7g|)N6?`NlVnDuGf)!|Qpjrfo zi`L%l^NODy>{3=UoqpcR?n96CB>zAMAChz#nyobvKFs!E=Bw7k>-N`nWcyTULn+z{V zeG54u$w&J<0P{5!w^+K$t<`;K;pn|-Ws|#;AyI;Bex~)dB@{DW7t~-ImS6Oe-EF$I zd3aoqwKw`On0NoSw&8+l*qGv7ll~ozA#b8jdj^aa=pNfQXuahFe;STBC)k|nBZcjG zBG0tX%VqNlg!LIC81U2#ABnHS)dhqa7V^kEy$6CAvDoiX>3$7*f_&? zm8`Th+_yTqD3OaV7kK+8Mz=4l?<223sSpbKkJFHpnkFK0KSc~vD9+tiMfw~Jo4^O?mlRs-7Io%+PW>P~+6N@#`v zk*Ie=Sr)R_5z00RF7KqHXZJ#JKj67-KS|k1#-`6-84N+fHm;-@xY`Yb?n%a2f6r!= z*pM#08!fTjf8;1QAW}TcQ**IjV=83FPPu05mfWqo){tG|r!*q88aGUqA^n~XNAU~P z!FnyshZ*^^1Dx-n7TKl;&LMoiPFEQ`3&!^P?^coU+s&(!I zKrUYsf5|=Nwk47};*)SE3i~W&t~UAP@<7(N0qoqh*Hof|%d;`GnHh-t^;4fUx!ox zVn=A8)b8adhUDiX1xO`bSgkseuJGphCXke{v6;*hy~W+wXZ0Xn zuI=aLRo?QNN8lqxnqt>`%uu&yN6ho7f z`pT0jwHr%{mF^q*#&i(SF|_&e*5%l-G$Cib{-+-}NUf*=&06eVB1ky!>c zKb()BmrceIu>I42gWec$S(vwjWJ9nQ9? z4obY(L+(U*yYlnM@?~b4=36lk_fB_b;H&p8UoX`8Wm46hELpjtEE=3DH3ecyV}K(} z26pNjkuG2878nMTQ`m(|`Tc&vi`HisDAq-86f*dbcZYJ3pI-`%zjGtp?&T{8f8CS4 z!wd(xx~yg7`t7rf)mA!12HE(74OrMEe&?rTC`0FZ-Gxv0wAB+hVBHJ4NoE~FZj8h) zX(05s$AVhq=Rzi#2aj$`W3ZYbxt`kHU{(JN|MlZE6WFe8tv4 zj9>H1PygutiL?4^$`SM`!#6%Np8F`5?{waJxYSX9Hri^toyFEBH|}T&e~#_>YUtcD zWg|A#cYq=ZE_p~rGh^fsQ}*-Y2|1m*`EDWFWukwywfEeI|fj#9s|>8B7c5KMB30cXI3V(x^D<5qoy9@u00mrnk9R|vZ z0)0Vi>=4S>(?%?!#7Mveof+{S{pyCL%RZRDFST4pYh(AQ=4#JJVq3Q4XT8H>rTqm( zT^HX*by$>Kz1Gx+&Uow(#AcL&h$7{?6v9uLyW`S3;QQ zup>!pX)%j|!jqR6f6**;(DBRmTW!3<9xcQTdjnbK7#7l5RunB2m7m>=VGEhR`U|JR zpCF4E)bK@dYbpG#^UTHaI>qkxiGTx%;Y4hAhuNZdCQn=tq;0r*Zr1Hazp%7_scRW; z%3N!^7J1@S*5>Zbt=$&qDZql%xPRMW;`L~J<|Y?=7~g{pf5h02DcIb`0K1Nt`{Mnt zGm4=8MGab%3!X^e3f57?>F&{b4d{-?jQ#Az9RW6v~OF4(|-dpbZON%e~W6&s6qp$(adz0 zlH_0E#GvJ{f0@!CiphJK<4+2wJp+~jrI&*ZeHYU^te9 zPH|9oznTn|np;XNbMUz~Y;tvs3-!7acabCJOh$Eth&wr$U9?(s5vs{b)0+nAC0#h! zQC3&ob*W{g3beTjfxnYoDvlVHH#Jx*xZn*n(Q?+ff9nuO5t_@oWcMTWh47Q)Yv`zw zo3V5OpX&!igev)(ZeFSMD^%zcA$^2-=(jCCK$W0)zpR!IqppU;x{q@m+}h0rx=dGOGqu^Et-bXv;#c8p?!>=V@UvL|fc zjvkNGe^v3gjSV=ZrPyw?gKc!m1*NM+4QF&naRFQGz~RL9JL8l>p-0{k-@B$?L&MaH z&Kv__sZvP1Xc_*#%h2}>aA(=WDriiyE;HnlXUVetMFu8Pj|M8s5l^aO9pe73^5k?~ zgDBI9)1(3q;q`E%!NIbbi^~=IO4Q(5T#3^%f31kKaVe#O%xmg+!_C}>%b}?uhbwkQ zO_n`B?rvP>pQkl_-%PJwotdlK3TOyhMREP028QI4B`gW(Lzt00A%XHajd5G!@{boO zzTu%JDYY&a*!0;zZj3%7aDQ~N>kmK84fG+9-UxzlI-6~x32Z9XmT|)?ri1#M3k^%KH~!~=j!0=Y@Vkc zQY`c#u8>blfPHuCa|yW}t2|G$l2He+q@>i9fdA41d#Z(~EZV=Ga_m*-(A(&27(32`ZzZ&LB`O+py&Ap3-ubQ70n311b<< zzR$fZV7S0lS@P3o$yI=&Cap|>37kjjc@acu`k#o2#;U~iMVf2`Wu znjJ2k?flN+*;Zyqnt#l4^t2?TRXCYC_w06_YqKnwgq&8Rm-;Gbfe13GC*zvE$_~%b z?tC79%o*()Rh8Kg!MjN0A7#Nc-!`9X)HAdmqGI1HNcx5%2CnY3snp3VV6%S>ruMD= zsvDlBI1ia;dg+Co(HjhvSxquBf3GCetT_cTN1+x>yZZS7o6~Sk;)jQ89c$wBqm-IO z`(B=_LmMA`kY0TExIV~~dLDoz6T_Y?yWC0M*Q~lN|2>YsT`SYacBXtSEW}6y{WQyh z+d|e(@axI24i${yv>WGH@hw;?FK61G6)2L^+@!ZUQQz+Fre-2uJeU_e@ zsMty+(w{qh=2#O>y(s0fBdEryB2Z!ITDK{1O=ts~cE{wcHLS$;d{;p-W5npnH(y4w zfsfMn_frH40A*IT{xuzMbn3_(*vx@Z9NHLaQRU>ya@oF5N=sP$?v+P51wxX2kmLfHx*1A0!nIk_;Opy<`$w$N2REzO>0?&!d z+PL43pB(!sWx&fRm%Qel^QfmL>-B~inX{?>wdcI{hr8R;84+$^kNy1Tz=#`F=hs*Y zZqo)uPrd=j$MxI4Hkm)#)QD+teA)vsn1j5#Wq(_Mh@o1&MayO9f4jG#DRFR;1aD*i zQo*k7%rm0uYxQpaG?n60g9{{r)49dQk)vuBR`m~6RiN{33wIb7W7*x!n}P3U zNRvTiBtht9K&pQ}e}cMRDLa@W@GaA1&x+r0KiaXYMdbm%U%>DU>17uNu?s#Tp%v(- z9k-2A@l9@f`I-@NDsD#k3+{9U55BtWvf{DK-j!p@Y>~TD(GE!@G~>kGFTY<&h=Y7@7|@k4H+*1k zoC<%w!{$ScO0VJkw6)Iv?fr~detP(EIa=c8r)|sU{GMU_^vWPxAq7&0iScFNY+`U@Dpq(pJ-daoRb^q-s1Mg|vzVLMlu zd2@frt3y)pG-+fRp4>1A_S+2cFp|f5caB-~lTV#fe>w1~xU+HeyRYmjkFcf30}eOBMTA*B-G);y$W{&J<4lZh7ZZNRrvIp5#e2jceESBAbZWGLBTCn+t%a zGeKQP#0n{Hr-{bt@iAx3m1}IyS9Sn?sI-x(h{r)&MfCp zk9z4a;mz_J>o6q)c?I*q`D(02IqPlFmQ!4Ef8FPs12fE{9j8LizN+c!w2(FAKH4_- zZqYUi=k${_ef|Dg(v=c}8y$_i{VA65jonruq03VjFG-nyFl6ENmFGG$x%%}bP^|3r zf`=6M;)`fGVYX&gp2yAJcL$uD=oQRtor81OQGl&u+jg2Xw(X>0W2;ePJHOa&Y}>Ze z*tTsu*}k{C^LFO#-*9K{+_~R5-zmuqTAm>6-gG+f93c_JeNR#y=hph}CU$=ISzyV& zhp%*u?s#el|0)@@1{Dyb?n@^@T$vP_iP7>29dz4(_`je>=H$3~C`?o~Znpn{7CD&N z{}U~8u>KcXbc0s;vo^~C21eE?O-0g433}4`wAqdV1|b4QalaWM1#RI^(g`DV1qb%C zAe;^KyZ>wfY-o=Dz1wBy(dU=eR&$-&?PaQ&=~VquYG#F9%_%-CH5VCSPMH*h76=_o zJOuR#j;60L2#S;j3IrP2{x(x^?#^`gMIb?uA|nO@5ElE692k#1PZU-AeJ!6^h>!v- z=L8YjHwe@~NxCM50tNyF%#Y#|ima0Ybo5bxNzyl(L*#|#6VMBY|C zg+Xz^384JQ6jM-a1Ig#%eOCw#3UU#r@BXd%f?0k+ZbQFw6M$%-yjME`c>tw9sSos; zD2bFSvS*+m!VZF+e{U`bzpAxx192L$L5v;n4%rZrADiOlN$iQUz6lEctlP#fq}mH& z5M%fpLJYSHc_)+)p~Upe7~P|9!8BCiZ>J*C)-H-_j2y?jp;RmFh1q;2B zfqm(5_o770cbjv0c!J2GFe%uU1m6-P{1tn)O=rbGL;;l!4G;GPRa5|(N8SZ{Z}bCd zyP@x!@0xM@Nx7!MPeASZrhTFMGjdXp`-BoYkuiK9Z-b$rKa2OWX+@ZDwqXKtK#>&9 zaQv^gR+vpo=JYLPzd8+kKxk1Ud<;O2m(KJRIBExUf&1C!Z_4qsIf_W~-*X}R1769UN+oZHSJB3c2j*zVe1{Fl6A1J{xhZ zZX5(E(%~WF1{c_t~h=8 z4_5{t)8K#5PC{D=ncQTvKMz2S_ab0h&$Mib6u~0zrLT z)(3`Azo%`Z^{H2rf1h?q9;A3bObkSC6m!g<*G7JrQP-2lZ@P<|E4@R#B&&dbn|)Jj zQPVjwy{gLlr+IG9wocS}%4wpfbOF8etz%_bq=UK_4f4;@J%`4sIJZ1Tg}1DufMYDT zvNcBh6J~i1T~pvV2vmu+*?!`yNpq8rjaA=4LleOgV_QBfg)RP7oK=D}ufvKgLYz@5 zKD2DgtKq^FpG=@(RbD=p*)Zl(x4Vp}^veEDbS_JX_Gsg>s0!CziOsUOyAg`vPNh8E z>@aTLoND%tC?&g=gmu-Y{}rkmmp_SmW<~M#Ba^A4hB!GG7w}zLuD@3{gVNNqx5Q7`fLtVqmlau&+fhQ+F4ax*Rm+Z8z}mNlUumE>*Zy6=DZqWTz&I?Q3p-lF;pe@ zuWCXC2jN@U62Q<9w93aUCM}_`W8j@ayRMYUB98ebqxO+Qt?7~;e#AVe2A2g*ra3^S z$Si_A&sgCX+3GKr!G0mqAAdqP6A&NcNANgo@bA6bEz)xSL9k>3(T1beW)L83Kefcq)P}*#6z8P=lZXt^?_!E^lpqaTDHHMeS54P#iE?& zS<%eS+DPA+O}kUp&#n$f*B_N_yZHL~3!HG2{ty^N&;+SBQ$#pX(JO4mSKwRFvF zLUntH;%?0FAqUgW{IRiy@Kp0LU-34$=b2cX$KvasU@4#_;+C&Q6{$>yl1x3xrjq(x z&IMWf@e6PaoaPNANs3U0-}$B^Zy8tQwiNy$tPSSASC}@mqbaz@Vj>AnuINY&;t;Kj zmrL`xA*uiT0iDyDb!-Vh{<7^C9=>dfN~H>L2$bj5%NXojxc!sDacdN@zfx=D=$$Bf zVVR4_oBO!dc#$aeFfJr=P1tS0Q?^4`waH-HmIKIB+zhT1rZT|)F|3mLYro)_{f*;7 zT@<(_b~(mnEzQ`h%|9o#b-!#^HQ%gt7)@RKrf>@$z|rNy4%3AFS)v6xG;+?3`qW=( z*u$7AQCyn-UFCkE>IZurLt2&WCyClAPHs4xIER4N?Fserk3VOY;|6h~!?v-w-i%|! z>@7-q8^#lAAC;7>Pm>8dpK`>ah2t+j*S!F66KoNlcwF~?!`h^2GhVYcoN#F&Nb=X# zkWuj7+UI3|3ATcCMp-1I3?D!^ZH8Oz3bvjw4g+_t`SVfHy`v7Py7EInE*KyXirX&Do z!j&CEo$lrXp^sJX`Tn)I^;kTqwRmK5qM00vuk8A64hKpDG^pTufAEy3CGFN4nPs z5xqfR39;zOvteJO9-SN0^{HmJ94LV4%{>%EX9|@%#l|9HWlOoIjR%YCBcL+Y%?ete z+7WWcct);DRI$F|(C?Gp|AS0oJIuIoIK0`_XN5=L%i=HI3a%mV(B^3B^UeNpuns|1 zYR5|W@1w|Y4_H}E{pN!a6ZX$%n(?e>2+ztx1H(G|sBax>|NK-mFUp6B&GbN$5?`+W zuzhsNzpd||wa7-_hui{kIH+0;^CIXyPCMdfp+cV|NZ7cTY<}BmblH82xB@k1h}{48 z^dIn92WReRm|?p!`lpPe(7sE6XcK&RtAWSdX)`M0Os;i` zO||REBywn(dY=-m-=~@-*^%E;DdbtGDcn89=BX29t$`G@&t3%FQBfiz=3D(vx+4Ia zPuO4PBJX%@esX1m$9U8Asg%<}maX!TS{56`JF zdava^eBKun`cl2ocA0^0t)mU}2|8}enOPWaB8tfHX4Vdzy@B0EJ(IvGcUVGI&Ao>O zkJQUFC=J@dmgcWJ1aJfF43w?~;=k_89XWODO(U@1%I;>fF#_=G1=`se9`>s7E*%*s z<(J_m9Ao`zFsrJb*7JF4(T1c2`vca=<5;VoXs%{(z0Py0qG)abS=@xIj^lojn;=Gt z!heY!)nFM`ij#{w$PBj3-VJVp3taRG1`h$eBN@Up{Q8{g`FmhR^2s1wPL3_5#46?) zq`Ri42v?`Tj_N?%2ugq2h5yO4{p5V+x4)J+q7I$NSXgf)jlp2~w2l5@JDxU)`aW&&vbZe`lgeJ;`OiT8J*I-;T`vj0PIk7rPJ=JlpSP9bM{bf2ZTj)+db zc~C>^5Z;+721i(&CGukD*HPQ;Y2#(QkAcyhX}__I9`JqD{Hu%%;71{_*@B=D2XyplC5YML z2-jxuFcR>Oc2~jLLOOMaTy=l1oT*79B3JBi~ z|04K%!a3y@-Gmbn74cX*I!Vy06*OqGuwV>ZH3sA^3_>8lDE4I1G@8j;(q-LLjVU&8QA6Sc}g-B-7*g6j` z1t(f%GwOM;M(@Ee4_u(#S`bi$Np123^E-}I^RLy3>bAyr*s3+8X4Gu)6xsgf z*?;N^_`78CTHg+y>nm9*c2~>J711a^p1so*iO*0M!llnm6p7Rpbvtayij>;rmA}FA zX1(t89;wd>vk0O)GIyK3irxF)zugGrIslZ>qp5%VIR%UE&{%G`J*fk4mhQR}U>z#4 z&`8zsqEW`)czz^2QkGY}%5;exkL>0XTUr62x#3{UBhTYN@2 zgX{^m;dOLr@0EiaVHIC(t1$)lW#QVA&qPS0(`6&{(W)M|a?cj{p(s+=67X$MH5j<| ziz3K*o!b-IN_TcCAnQ9SEQ6k8?TmUNqCNCl9bZ!}DJjx8d-M{p=aLz%do?mS)noMm zbF`8k-3NV6?Lxm;(`Ki7zlwx{6IbADvtbdqq50k{qw90x_yw+{?%4kn;wtYc`Z2k% z3}CT{C0@$HKw&q=Y!Qu_SGL^w;?pJ=Xdi z>Nml=gzLBP@W>9}p`_Luw;yd8c$YD7N!g=m^<6GgfkaWmG5r=&<34qA=`^K4n;YHd z;>D!Zshq`EgqN9JPF|P5^_HsCHy{ zvyavVy%!q{!y2AUlQcD)qT-qT41?of4GDMkAObRnsOUm!- znkBnqzOnPcjZ)Y_&yKBExdo200wF)#YE~Z%lJTABeKz)K<|dRaU+Y|0wUZz`b9N`- z)ziPh4TROSR+uXJuKVBmqyUkZ;`dQD&=AaX{X$c`NLcH2R`9zW|9svE-S*|z*j++Z zR5}Ko(1Do)<+k^zRJ3nZ&HBp;fvC=`1&UWZ0R>p;$>bX%{QJYQA6 z79{)h-oC`$2)e|c(-hIdcYB?7;(EA!i_TD8nSkbJ!HA8*@^z`uqIiOQ2+&;6KR@2Pc?RtChHe=^wxY>Aw5@0;ENI9_S9;dbLs?47g zUS7u$Kj%K~U-`-DP}T6Nq=8*7zJ|7NY*}$dm?9H!dYV$wJbz8d=H zlUZqVGsZXAd4MuKi(j)|(aZs)n6uio3>mWNMFI(TRZI3@Htrf-z)-!?ExoX+!_G>E z@yI^%O7Nj1Qw9hURV`x8vo%*_#=5fFsgRPh)Y~d#7Hb|ULsT~&u%Tj*4cneh`DS3U zdb0RPf09}eIZ%F$|8!;8m8jZt#n#$ZwUo4S1&zPi2areg=p!^%!I0}OVLCX{GzkiO zScbz2B2lhc@H}d+o$wzBxEd81a9##QW(GRPmS69;A1zk~)n)gB3k}!Ys~$Mfng`&_=&FjIC1&<_>O7 zcM)L{!+E~gWX|jU;UU5WmRa~rMgK$Nyl;)+FBFKm(O7^6u$$&JqL(Ve5Ll`npoFO2N_4g1oqnShc@|Oic-apP79ZW^ z+CeKmym+nq19LQ|jaRl7@8EqL`GUbmj^1fMOcGWe8{e*a67rj$dBu*i{zvod?x@YV z(j8CL@Da4E3ENA-y!Y(4gQ+8@U5f9kT#k5lu)zrrSZ80!^)t&REjZEVnN6j{WX)kN>CeY-vJXrEr~|N!xX^p5EYE zUsT*?s64^rqH2_Id}el#i-+4ZG4Qm7R`;vETceX0m5xN%8pKQWRjC*iPmP50%fZ~u ztgY(>ighJx>|3;)NNT^~Rpr@KChvj^ugI)2wrw5Mi`~fMbfmZHgBtn^qP@oH^zRi1=5dUa#BmEmcN*`#tszl~Dk)0{C zrgi7!4ijC@<4~P7*&2Xol-d}gBqX_gnY8b%(=fAYM0O7`yQ2gP&+I9B91h%k*!j(_ zmjLvUt`6C%&92RmB>r8S-HJYKttHp?SWt%Ux=8k5=D54&=|l(t(JDf@!_DF0@ zdAL5&`^$4+&pYJJHJ z+P=-VUmHE3HaAQi-MQ4^-7_zm!HR9yDHB0^M2?mSes>=Oy7XPD5+&jM3aIUzgKgQI;BG#pyF zrnY@nnC5B2kXz+J9xAN|%-H;(s-m7ROXtXINcK=uCkn`CQQH_nRp4g67(A~aUc@|f zb%`|(C`iIGl^~Y7WqE-m7v)ioc!`8wpNJ);(`>DglK>$FC32!r%eP;{_o89@Y@H+i z(<H_mUyMY?6+XY0BiCWzxnjB9(>Mf3!7rB^y9FLaW2Lqj;@HkDSKzg+irZcFYn8BUdpd6vkJZV9~?{!;a`Q zTu=pclk>@Z$Ez%~1xaF>y=pUo^h70NTi(`_7gp8E&T8hxvF*@B3myuymhlWBU)z%F z{r&@!beoJF9^u*F1FpN|G0B{;W_Dh?JMy)Bi}bJu@kLWZ2;&j@WULNTqM%Qvnpr>T zV*#p^EU^I&HMlW_7s6PbRxYWJ^RPlhJytcVcyDQx!&2523iNz4+15fbrgn~l$w15U z!dGgtJ~&>`p#t*7CFIW*(6Qgv&SEFKL%dNP@_#b^mJgl+~w< zSDYnsx{b)^?j`ZwD}cFO`n#V}zzGuheDSiO$_& zGYm&LNq#F#wyC447Y08g+_YGMCr&$`4JuH7?bDz(xC!Vr=(~%Cm4=Hf5U9^)ZlE=t z`pYOk(pJk)@ySwuu#P+-I{K2$-VFh&0hXy$ImEX$mF= zmC^kPGK>=|(HxAvZ31UDRYJXQKjU%EI$7Bux_+ez_dBX*^pMeMDc>#l&Is(`NPm0_ zQHm6%&HgUzj1|=F)EmYLi5cnc2KayG!#`FO4|1jxJrMJVXX4V*>?5uS)wW(fh7`p@ z-dH}%te)FfKv(=C{a%pDiNQ!v0a~<3#D%QO(3`8!_T?+9;s<(UI%AYh*hS?cDjXeN4Ih-Dq=a@wTou%9>Eb7uWHWm9dN8t+Tt`m%ax&vZtGMK?v3t@*6}( z3D?A+@N#C~(Vte`x;%^bSUY}Ta+ftsJpJ8w#iX5VRDumkZTmHs8op#GY}?OJ zDq5g!m1J*nZo5)x&7AeCaW+1CXWDtwh%_GsKe@W?sqOv#EDj>~l%kx$y>cl{_t)$f z_!ezb)BgsNIsUt)%K1NAs!S~Zx21{!!NJYR{9iTIe=K>Ui5^DEcD7(71OpU2aI-Mr zo~BbAjU)j=a(Jc$@D%O%9lhWNU4P<0Y_(zt<~hZ z8V`I$eAqOaW4TS!6T%WN~!{Q+lNV4pxa|WSH z$WfVG$&kbg%8}u0u6+Mm-BnkEB-3+}kdTr>y=Ec}xA!R8X~Td``{xiEFr*M#lTP}A z&SD{nzP;x|BsYNLUC@k7T^$?@LfhLPi2`}&SM~uQj9jar)BobHidjt5*OmrC_`6_l zthmIe&<4jKu3rK8Bp1_qC>RJmAd`05IDLeFcKm$%6hTZKdxYfBr|pACKV#XyP=tE6 z>Omo%AwG34Z6B*e>;|rWg;vtf4r2OW`;ni6^0u%dOe@Xoi+bh@gFt|OhzD}DlLO2z zC<-v^xVI>x&l}tjig8QeBq^X@(ML8B{_S}iFY7y#-4gp>s!)!jqcA08vxAVqLha}u zrwXvq{wqe&8zEm)6Fj7`dNAGH@Vs1Lzn?5&NA9Rll}cdKLb|!r+r~G zL{wBXFnn7$$`0|2mYgK-E@pDHQ!9wb%>IuIM^elL`lR#84f5WE9W z`0KYVKcFfU0s@439Se~!aHStr?5i}|&(H-}Oc|5x?F4mXlJEord0sl(+M;8=^(RA} z6!^;h>eByw(`p-~F?IcteZNZa2b;yeM#lhgqYMlJ1vNCZ7m^hLfq6E=1ax8EZLzn% z3d%^&V|@p*O__`DtAqK!HU*dTZSBCnDhi_pLb0IiJ|y?B3{Y$659PMMv`@N~KW)Lj zR1dxiZ@z4#2K!fDTvN_m-@jl)b+#u309c#}j~wRLB@rVX-)Gx0=JOb{Mgzr`kTF1V zVHzb8c^~x=hyD%@=FTq&_}aE}#cbh3D1(<=<9SyaCw}i`EavVJA~tjYxOE(SMesg1FE+}I%K>uXuW$g^BTp$R)q?!R)I?+U6Cx+>TBsjYh@SH0!# z&n!0xl20Yiq1r}NRm2W9ym6b;9c;1(d2eFdPIWo2^xFu>Aw1?Aoy=G!=>K_08L=L> zpSUW(QP7tNb%wVFRBgK6XD+);zSY9FfCLR;R9HkFyS)th#Et}7_~ z$te6>C5%uO-q)z5U_asT_8TLg6eqy19gGO;=t|o6A&v0>Jgo;&j52$2p<>h#+&J%l z2o5FHiA|HWBb145^X+G580suz*BUJbR&M=SPl%*`4B|Q#$8^M3A|ZxT0=*bxdYJ{Q z_@r?#>HRr3m(T$hUTyDX(&e5Cwt$2h!8t_nmpy)%ACo&0!||Mm@M2=q;_QyeP9>vC zbilb~*6+9j(6j$|ma(Aijk~O~6UI?#TE}R1ua84IN#q%m<{Y<~Dwr!?Os6-c;vpM2 zOCXpz#zMy_cxzA&e2tD^f&HE09o6_EE7}@^PT_ZFTG6)U!M;;&wOV+cBYJB9+C&h5 zIaG4-XRP!PS^@F@h|$iHZa1`QwvTRDhV#?o%3)3b=Y#s*In7EEd$%r2pPRe=X^xhj z_78zigKNYhEA`*D__;c+nFSQ`<((yedWjLY3W@}e%j2wMv&eJx<*f1B;3fC@C zPg|?$@i{h~)6(7ynT*v6)h$Pi8-;RBt#tl0ajNfR6ikuswLP9oL@e|7xwEXD?Ju13 zwwMk9H||@?*jG<=`rO>xC}OD_vKFSYibfRAtEK2dq!SJ^Ao)wNq!22D1kDb0EdjMp z45z}4Z>6o6LF<&J(UfN7PwHff=zM`YZdc!?(7%ak_-HserA;^rS;Z$rfsTvH5Fp~hA`1!bSI57|1 zMMk$ZTeg}u5>$Z|3j5LU^mMoN*>D>{kf*fRIrTGa>b2;}ijwY2^xJVsdt3o&#O(l% zK@(~`$nCCkk`+dpDoWd2!qlI9%X{K5AX47Yz~wmf^kyxW3!3IzYx8Q60DcAv@ZC>k zYXV7iTTRh%w-REP#_};1`q@G=UX_hn-;@si+{aRLmkbpW^gd4PLt8#uPJVv~GHj*}S539bZ9epNwhBEaiBynsWy>O;S&-HV=cc0uB*;hqC? zT(m{a5h3y9B4GV1(VqQz;P8qNNXK6*MXtU=k9^e=`BxeJ6^LFx-DSF&GwSW4|H;0i zv~KtgI)SI~z9&=4v8-L@fd*dJYFxw!RX3l;1~FfBsU#IlO5H?XIi*=>rLNmxzAM~( zG_4cjl(>_O$4a!cRy{z>vhBI&@hiRKT9V9E5K>CO43;TgjW5ur-C#SekJmP6Pqlw@GbiIgy!Sf zX1TTzA_RZ3^ zdd;|xh|fck{y#Ws;nWzLnr^+R80hFApLB|AJX(jg534V9yN?eE_^ABS)=W>7%)6ry5JM)Z6_Y@a|5tD21`c;*OpKhUU zlf;eVbcaE4YN@3|j=@AdT|^eQ2NpFbV|@Trg=h*8gmfg ztTBRpJ?dKgQZkg&RppYE^%qMe%U!0fqK09uxp%~s%|et3L!SVHKNzY6>5P+k0UCpPi-VcL`?1(|4WF71D_<062e?x^Z>*t8} zu>O(1nu*8{fVH_V;R;%eI=0wRT|>e&M|!G(=SI)WBto?4S@x;BPXOvuNEMIeb4?7! zW*ZBg&kd5OV=43BdBE#7&n%E$pl+;F(oPoV2Zi&%lC>O;-N3F-#*y z|CjTfj~+g=d4iY$hH%^i7;LG3e%~IT2{T&tm3FZ4X#&|KeF{$8FECATd1PO#fXOy3 zF&hzY)WWFz8Qa|UIbJ5|;jESX*!N4PL`KDOt|v|E%FVJKKCw7jNT za+TcO6m?1u-o!Qhy_xt+C|wXZqWCwNmLt6eu)+0-W+hiFE1g#=M)nku}C z+LhUj4Esem9*=ya*cbxeq2{%6#H_o*{>*7)?NJj?mRl}t>JEHuv3`GCXikCGAEu+< zNyA>sBqPGtvnRdGF>^w^g0R=#`eow#;+wL!T)`sV_F>FsYsUI4Utv(@-3>t#AjeJD zd>!VLg8UHKdWac(!yVSyRFCjMP(7j9q+v@gGQ@o?Xt||$rq|+$Y5FRlkizyfT!}uo zUVM}@l}rvD4rg>+_sz(GQXoTQieiz3JwI|pH#i#=Dj@Mj@p*`i(5&@5Ai-q--?XE( z&o2xu_J~&sy1SmIU8~IB| zC#q@VL~~OdVUj>F;9vBMNBj~6eMjfj~=uB>T?(vT!QCw!5W&s09z&#Qbx`<{?o zvp|kG#i$zX3gv&da4Eii2h<;#ncYd^ejHr65(FP-GL-kPA?FhRLjjiw+;fi&tO6mN6I{!uBL%uyf(ojYz=e)`8-&SAd{ z+xY_whl#0w`i^`e0H1U$$JRtV!?l1G+n2N;=RE_+cIy_i}~AUk)g6bL`&?8FOhDH8aDBvg}G+uyB+LXxYGLQ^)K?h zlJ_XRYu2yLI9(;0k%j8B==xPzwgL^Q~!)BM&LLs&GFr)=~?+HF$>YwPv)`u5fS zD!8Lr7{I0k;2+?P<|Ue{71E;)L!$;oQl3=jR}FH)w_4Pp7Qq#G&=npl4~9m0yrB}v3WiY ze{m)pRi7v@twEVfELbjx%5u)QKj4OMMJ&xrFgSSv_TOMzG$*jAMGuSNYBzXc$nIBH zeZC&&o=pn>9CD6Xa?#rnu$ZNar($2M4gK!O(%th*55 za=d0;VBH!PKv{JxNmjGwExs5K_fDXtl&|aVFgnnwyL%o$Sc`jt>-^~dR4lICF-t6` zT8do+TC3O*j|*Komn6{{DrmwcT$d+wtDR*S@0V~mzp3V`mwXFS*1Bc=?Ha$)jL<(3 z)8_T}G8_Ybnm~b8cCd3PhaiklQ!@2D11arZohCdG5?B1^pVVLduJ9q)jam=>W+i%j zWq&V8(`vrGo?8*`e9O_ACue%Ru>9ldY~Y=y518itj=4JeFeH1ZSeN0J)3UkE66sZm z!u&zRl)2_C8EdYel8=)heT83x@NbYv&-)Y98#`%S*%3)(aC+iTl!Uiu1V>4BvFBUliL{>I5~Y7aGS7sOBf}mXb>@v0i#A^ z86QtAyW++EXx-MwYL;JeA%0(jhq^<1*t}7yGuZX67B4JdJq1G; zT3qIporA;Cg@EhupXu`Pvi==SJS+2UhQt+9w%G@Rl0(or_kk22dE#n{eevQaUqX--GR(N^*_gXJq|Ngzi z@&|%)l;02?rSbUrSyceBETDK3F!3(R^~1S9CxER{ENUm%=uxv=-AoS!dBa zo{D%j`CWHpep7T3Sx^S)Fk!hQQH)k&nP^yMyZ2FJ_xiWGR+ZYB3Gf5^XvuQ_we`q0 zGo(%AiD5f;`2nFo?um?Jae%fbD!b#mOS(&$)s-H)A;^!Bttqq#bq|8 zwN2Y=>YSSL2P&01lIN^Xu8^@=i{OZ{EnWlSBKbovaTby$#tBv=Je6b?T$kDzLh3W^ ztP$OE3#j;uW~y6&q! z_(|NT!=Z2v*~W%DWc09g?okFP%5&%?nV-Y|NEBm4Y-bVGdL-!0obvQ^gwKLokhqk!15NmaxXg>wL; zI;AqyEZ9na~RL`k=Cs`vXaJ)I

F*Bd^JGZ)X2TGiNgjwys4>PK75S%` zL81qWsI+*NRz4godGuS{mzfPmc7F+c_k7P=YxzB59L7fvu@-5o=EK8ymvjX(81^1* z6P$K_ag85ox|`A{&H@_+h(0^C!(ZHeMCEM>%3NR4fGV2kPxsQhHPW(b*1lWCJTq2w z#r#sAu8(AG*7sKAeZh^=%2b(;Rk!LRWwzc3)vM0-Fu3(+`gS^PMq*_TPpbwB=SIz2 zXE!?arjW(m9pEgwS9mSNV90XGf$G@zG9h~yYr|4~z1W7CqkP)&?_l*r5j)Bp`if`e zLlRsg5JUG#vuIp7^C>f7Z@FSeyN`q4l6QMX1&2jZ+Sz4U9%jqk*d(77J)z~jZFH;$ zs_KYvm6QK1U1;hzl--TY?t&@tU?Bc2zubl{_v~vzV-33g^>1=|YIc&`0Od==^RW{P z$W+nOe%FVY<|k)McLC%-t>5hg4TCUkY~#jWfV-WTQu)>=|LCHG57yA+SD|Y zd8O-ztiX++EM^DQW@Mhzu!<8P28Nu?w2@%JisFM0%wX=W3Iw}6np2^(Cw@`pIonub zTD^6hNn^>T${pD7t>M;ewlE&mG5-i$dlRWI!{=>2<@8|RSHbuG=TH~x>Ky=sxBpx$Un zYhxxbrNK00Qg`tCrDeY3rS4Mv=da$;HJDWRJ>|We7Bs{@&Q5VXHKLq92>T-TC6J@v z^-DcP7Tg!U@zQmAUJ|{e3&CbD5%x{)egfs`^wp~j0i!nim6CcU&-HNTLp*~pGC$x) z!w-|5y8D z=T45ng2IB};QDW&tP`Y4!qp?g26a?H02o>yQ-hS0D>)%jKZxjf50ew;PqbOepHPTs zvl}F&Qm&l-FmUffTu1M~(PrbNZv7(X*4w$+mFv}$cUDZ4_>W}CRX9UfRiPdwJ`z0v zX5WgosyGg+tAt-c7 z3lE487)Wdlj+9tr406xZ(9^NL7{pHm5@?qIP0)FFP#PGn`JhlateyR^z?J2^>9zMW z%pTAk2wx(8H1}s-LXry@@jem*E+N9mx*(oB*FaxFkTw_?gz(#UNmwL%ZH!TA1Q;h* z*CR;YwrjFjfFnKw8T67VfnEsu6imELxDuor3hLkQNiOhhkJ1SIc%@J0bGr@3GJzKd z7BUAE8V3T-RoJYhuQEpp#KY0Ist!+R4i@f9RP9aF4d&UC0|bTfc+8eo26!7`q7N zI|KenI0fk+$esJ|@-{%~mVo%A2@o)GZ%L%Y(@Ep>X3p1MW%-?Vc#9=AMFBp z*Wa%C@SvLOKG_2k%h9jD6C9qysV2Ss5Ed2t>b1(D_C?tuH#8Jh0-47JdGK8Z0}_|+ zocuolB!8dYV_2`wOcZ$#%X<_>{SZdQHcSmsuFwhDE6pS9U z-{1l0AH_U)!CGIM`HaM{cOWU(xsA|Z*B`GRZxaagjIwUsUmGk`5qvdsASN9TCl@m&V1(!;SRh& zd~GvfL#9B_%fJWwFMr1UV|6Et<=j2niu8f-=S$6ynS(=5`pga8B#*~eA@Ews-J*&O z-k+`2d<6bAuLrC?q=q0kVGy2ZH@OD`j1&;pP`QW}kPpw5zd&NKqlI#nL5^{~K^I{t zW~wa@z(EKN?bMU?sb>UfM0Mh%8i0Nuc#zJE?#1p4gdh(gQn9%|FvEK&?W3`OuMTDr zF8R(x-6F;&ruHJ+$O0A5m8(0f7p~_phcZmEG!xfxrDk4lIjo#!L;TLR-)cfEv`x1~ z>V6`@iFR449)?miU+r3^BPOiC3EQ%g#ou}*zBB2ipFFan6a0Y=gZd*VDh{kda{S=D ztxnVBh$6lKBLEHB8rF!%Rb-xBnP}HglAx;?EAb&$uG4@kkS;6Fx}A%ot)SL8Z z+Xy-;leW_OdiSz5byW}V8L?c5X4#2nlHs9Y#7sK(3nbz>eU?qs!bWhx&9$ww{j+;H zgUJChv=bt7*)8@(d7wibuMD&(^?Mfc(-X{*v6?uKTg3>vZZj=Qo`f&bYQ?>m z&}nX^N&XeqF(?TCWY+$-n*;PN7w+;~Hi=dA~})_4F_o1_u6N*(fUrfg*U$ zEC{}z|0@vY>Tg%1Nj)IXrWW+n_u3BPJ}zUVTPDAGD%rsGiScpQgX8toh8_$vsAT{8 z#=f>9^yh}Hml09iMNdv|@<;wSvPHs8Jlt<6f74s@4wq5Bq-t1ZdS!PXbL!5V9JzuM z!2%F$>9{cmOtH9$H{j=)nk`pBDc->Wp0N6Q%R&4JYuks5C822}p7Gsmw=G{^)VnW#|6~aX z;P)qzMjZ>~t*<#d-q#dUvBR5B$O`X-oEd)__OF>aWffFv)N;!s;5pJa;h@_Bi}WlA zSwoZ6CSqnQ8u%?dY&Icb=5N$K`z%-xipW6rngT(&i=7V~FJkXZe*|@XCM;z#Aj+*m z00JykwOZcJTK6+cYtF?#llEZ1;rALJa3E=$6Mi)p;^C_?SJ9KbJ2RLJaWmO84?7O! zJ-LTqIJ2wV#2QYMSnnHNxnkMg;+kbUx`HBx`wj7={zQ zF+^~3!21XF@!WLL4`_&eBAwkVBLp6sVg#Hxf5U-yFW=tud#%FN^(-+%Fw%2 zky?3waj3VC$wv^h;}X!j5}-M%y|PgF!Sr237+zvtYL$|Ze_-c~;1)L}AjZ3VayrEc zrUoeR<7G-a&He6BoUTKx3MniyH! z9PvCv^xNk4;<%LAlmh4v2EyrG&`>evGtVg%mUb2*c#@D_t8a+6Y%cr>; zPbW38a;rw@gIqtN`%@VHj~f>b2LbI!|22G%T0?6Q_{@@G(8%2(C#oT22naN*PgW^9 z9qE|0*vh+L;wyf>Dsn|S(-0$v$ECI);-{bQl9SUQe+j5~Ro)j9UFI9G(4R^B?Tg&) z=Y9J*-!^ek=L|P%fj#ebX9+^LJ6i_#SSAf03Clka-)2tQX?G-G=RAm2X(k)eb*B+z z5g4xC+b>=o`pEcxDZ6SIXKFA6EkZf$YoW zA2?d_`!2V$*a;->Z=|aa8VZ-l53-QQE1e1ve{8eMK)Ap2GP-~cIX))PS48MMBGEE_ zqr0daJt`eRjMJb*eaIQ^?fGzYtup=2+^y}JN2#R^35*%zZ{Ch=y$VX*I>H!_4bYpX zp)7I9!FgnhaAwR()Cb>R`2nVakxlim#$6}TVzUuJom=m7F-@}YU(XA^$Iwk%zgJA@ zf1#^>Qm8m!#gKOz)W#h#)p+Y=ofSQA3?DK>UH^{EjIFlUr)I3jB4-=>7>2`id)OZ= z6`%J6Km`$(9%o0ctY!;1(GN!41))0m*W)n z+5Bg$?rvpN6)UieJXt)X$M^Mp6X`5Ze{*|?A*tBYGCvG#u*3qp^m1ud{njl5EaTLo zy>4La4WP;7fcB`q9w{5VN*!WKHbn9G>a%VM)T(*r&)5`x9yiRpz-}6+7M!0PK`L&T zM9mzoe)Tgr?w=r`#}u#!b6Op zHBPYi%VLu!jTiedBuz%~1gmgugpGxLFK4tYIW$SYS~O?U;d0w5_@}x~2G90GzPAb& za4aV3OpFIc-xS?PcU=!U@GQ7ue{L+-n5ztNOWjK(q>Y>J)l5Vj@PHoy0@kK24@_^b%0J0;SPsj)Jj(>ul4($(q$k#U1>BTOAIMzh=%%4sw# zDg23L*N}A0%tyc9@f$v_Ww9s7lwaa@+*a}XcBkO@PxSAfoKD`^kU@k=f5v?0s&eLxN6S4|&1?%Cr8XyjsJ`oyTgxPA7d(2UG%sf>clkP2&o0`w= zJ?M(K=X4>FLmWf7x>oP$f5q}@JQtHhvV(C8VgJou4=O!m%5!k|lp>ZE&%clQjw`vW zaH?feW&QHqLx;iEJK%Fn+;FFlbY-M1ODV)mER|-FXQ>sypRjuS9q0C^DL4FU1tYop zbuFFFb-ff3Wl@T6g3=V5g~)KlrR&djrD{7;*sXca_Q@0`*Kif^HR^caTZZ>Il652I9wBP$-G*XyWDpqH3^Ju7Cvjv3!{YLJvexx(GjlLFb{BxC-`OC-FRz)8SsXwf`=*LGd?8wEe-=0KeNdDVrsd-YLQJ2J&dNTH zQ|?cY2(?SAU*GRo{Df8ZNf%SswtYD@uQH(+;1<>3%p(UMVKmNryk0d^6R`SyWR=RJl?9qk=>Cm>GM7~-&^#a z-Qo$i=T_1rJH#ztyfPRnyoo%~928UJr#bYDmMnEH=D?j_IC?}ch=)7I#9`lzEA#a- z(!3U-GxlwNVbBEVSHURj&p%I6d9sDQ&t^}ke_j*3t{?cpT5hBS$Bf)_GO1Y0xWrIgY zf0|3{NiBh!U)6=r`eo|!Q#6NnbgU@YMhu-8_eKm9R z&-0ls&KT|nF`vs9Z{duA$tZ$K2A5dRe-Ug@k)JD(k8XDEbE94Y*t6|vFQh_;x1FNA zxq(vDJCQ(+d>h|5^|9#*8hxJ1GOq6zR?bwz6(&289p)pX5mOOlYmFGdX-`_(&Un(< z2YLw=uyS#uH*lc&48yab8b-O0x4YcE?T5-9;g?@l6BC{{M{{T%F0x|BN{1P$e+cSr z8fCn@$IiEi zNMuZN)KA{?+l9=W7&KlM8KHN6f3!)yX{r+Y>6xHL4%>k$f1saNxbbk(K1+I715?*{ zbG&&Cd6iCeGQePCP_;^_njp@6O?KS$`ex^8XNe|~X=|M)lIQ#3YZOs7q?_$UpaHgy zl!%r#MR4P~;8ofO9o#5F^$X#k{HAH<2``M$JHb^G<~STuZ7Ux%=u}{of9_$2Kg(jr zfFE=>&KB3KakB_crpVru677-uZN#5F$f5FCs!h@mx<`5FN74)6r=w2zaH13#M$I*S zk-HkZP5>nF1KwD6OSA(E>Fq$0epGmJHlrK^&+iNjnio8S9=W-YFw?N2jwR&BvRx_yZ)M@a7IGuo`kGBZ^>Mm|QX@ZKtIN1j)&8fsJN7pS zE^vNX=Af44@?x5L0g{QxB$`UMmwhCx-d^&lI<)Nw6j16#$J^e18TIT;_A=+XUESVV z`w<;ky``@jyJUV4u5a{VphvJdW@A;LWjQ#u?+f;58sDD2rjl4xf3116ol0(7BuR^i z{iu6A;zY@-pJu~hO3FsEj}DO)8;wxl7t^w5#lD5xEN`B zPe|QQI6Fl<0*?@xEpy}ngflH1ocl_gHWFKH-izNyKjhS#e@V&v>G{_bbDUitPa8&1 zJgAO*rgz!0vfQ8YChuMcVXyQPIgKCWm~(DqYB`5Aynji5b~Y>cJ0f_VD5; zmKpHtUc*vUN#&4YYJ_JmM^*X$4-=7$f6>wR@a1k5y&Gv2T6d2_6 zgyX%?dnYQ`K#5(v<|ojlCrtLHsOYxCx6JWd{D_)*mK^RfqHYW4Xm;|BT1_&WjG?Z! z(QU2pe`>;OMg{_s9A+8);>@;3OLhq~w=NR{U?TKy_l1~61E?~PGHabl#*9A9YWO&9I-9up{mqaSYlEG)dxte7peGZxou#vJG!;xLpgDOgy(&}Z&_3$D;o@+Qa`+f@E&^B`w(lRKw}^+X zjq*_3#A%0V6f0LIrFJW-R3Trhf ze;Ud)!xE`g3JL~pkN4ueXN0~i0VdT#;uGapkyxgJD0#^#YGwWg(fKMpQtL01U&Gai z&t((ukJ_daxyyVdxZU;MDh)aE#pipqcNRvk-nvk(He#N?dB1r#OG>L~(-9i+DI|NA zmuFz4c-_pQvb&}4q(n6LMlc=;mq)Q^wDXAFXy!vTaL5#aTZbVXBQV}H;K+>G3(Grtsj2vm9vsH z9Lpf8R_NMM@)~+em4C2AFqF57AMSr<9Z|uirJ_wFV}Q(m~C@y?{|m!#QhRaUsT)|CI3h<-v{9uR+k$+F zJ>^!FDq<$0`L8-ZGg~t^3~_0>YZz!SvP#)v$Q3##bwHe^|6DHkDB) z-sMIoz5+ov6q1(*!iV#lB*fjSDM#A2XAUGqU%GA*3z@S_iW)k@=$>!o@S2-Le5o0E zU5efpFfEx+W-3bFNS#+)9}F0%46dFTLQjcDlgDtPy}3?y;oTn8V_pYu+**@qD~2~- z3-)@>zDH>Tmriaxo*lHV0=k-NWB&F!9sgGVrOzEUR(pPVAJEk1+3aHt97TqE7D;0RI z^inq04{r0+`UGK#H?(RfZd57tDBDftz4Lj7lxKM5MbIW)PQ9k|e>py7kbQw$b(??U zMV*>(Zl5wr!}v~-QLK05x~fW(tR)%HC6yCGO$9VFYr6U&sh9`sCCy)Zsvv%oA!|lG zYFSsfmOa7EbzV&{(i1>3G%yup-@I4a-2F3OxLhE%9^jzEW?UCDG-;B}Yx6&fGD+kL zWo~41baG{3Z3<;>2xM?pFqaXI1r!lAGc*b>Ol59obZ9alGBP$dmQe;41T--- zFq3f&Cx49k1yEdF)_@D+?(Q@Y+}+*XEkS}b(6}@XfdGL30TKuvf(LhZx8UyX?jGQF z=AD^jzW=Yfx2S@CmanzfJ_o9xrP9!5m9%s+2g*4)f>}A)ID`Pwsyd3C8~_duZZ-}M zE)-f?9T3qxu`3PXJU<7aq3i7l3 z%N-!;0CWXem^lJe&A>K52S`Q>GkbuxlLZI}_Wqv`3?epQu(J?5yQiloo0)?fo0F@x z7=I%Rz!LraLqtJG;0(+Xd0s#<#J;(y+ z=mv3dceDh$0wCD|+KMUwb!VXCKgKHm7_b2TJsbch8|Qz+{oDI@Adus~oXspOoE)6Z z9KAt~)&MJzJrJNSr@{vI0 z`ya9bIa*r%Zo|^unO)ZrNkR**J;{vazL*YTIHqN9})K=7Y(A#?gq z$sYgS0fv8H5JtfN#!_>FY%UPM@MqDDICwcMAm2FuKd<}0T>k%U`R^$IuZ#YFE0S}! zxBr)(;U9zlAHA6a$lm+k7Ld(#2SaXwsuSccIR0N#ec(S=R~2Xpa(DQ@T7N~b8RRxd zI$A?Enw67>jf3YOImk^8rM~hzkJHqd&mP$ra`I!GH4c0@x*gi~b=#0K3#5;s>xx{~-YYyUZUF1hC8gm-smV z>~epI6TmM2hqwUj3V(B)j2%Nq-PxY4(R8mgav5 zVrlVT;)Uoeoa`Y7{~rkt&u@u?!yo_O8^Lb*7eXcr{1X9E<3Bt3-&6UmcX5YYrvFMH z0U*b3Z{}bLdFK5U2{IR}KlqzKe*$y=Mvp(4IDZTN1m*p0?&R+JS2&1)^f2)R0c=^;aL z`cn+V+3A1OkY=3!s3F0eA@4> z|Jo;rx7S|?3Ge+ELMGtzr#MI?AE4_$ss88TX5sD%nK}4hZz0H&??3#nUn_t>FQ5g= z{EU-@aENVXNPqKPxg@D4>-Gp24|?xK#1)eMmMpQyu4a(5$o(aEcI2F7`_xY4{Tj|8 zSN=<#odE%doyn?Sa-Vyk1gG^{{hn76 zlZ=EcF6Z0R-}dE2=;}*vOKeUN>1&VJ&|pTQA`yuM1b?{EU_x3XzqOP~RY*=wwJN@H zyO0<;jw6@bzfbNN_XvUD@swzx?Z7g4Ynr{R(kC-_1PM-WV)9*{f3D!Q=3eF zW5j&CPJgZsH!po*XHk(nuBaR`YWEzn-1t#QC0jbSvY$%Dz<8{Qj$3@%WO6RcU@C5{ zhW4fJEa$id@?d1JYcz;Os)c+rKr0yPdlaJWti9=S&?vYbG^QvsEh3NzyTk>Zdh zNH2%Xk8kv3NL~<>iJv(1$lgrP-q4Q|%YFz|aeqSG*Jb&T;WWc}+1sr@7-=g1v3mxk zGyHpn8JdR*wX+$l_Co?|ejZVl^=@sLKlq|)UBZ``F1}#QaPm6sZMY&zu-{^q8}>NJ zYVxUJlWZ`|_$8!D1m+`=&##Ij&`WB9ecG9R;>!ne-HIWrFA=Ck{-c>LQ6?5FA0&$7 zeSbez4f1uqJ6#ozP||LzEbOlGxPJAu>Izgv{p!3@{S!)73T3+9yyh42L#X9FBrd3n zqGE2oLiZf#{K1j8{y3HH@3JeKp*AQ=HnS51uiLh}DrkmPMe`A@*vxS*Ci{yvNdlVC zJAHzw%%t>Q7cnslj1Bqq!%Uw%zqSMN*^o4pZy;?0-nj zTLcg&sJgy6w!0^7g%zRcMQtJSDQ;o)otjNa1TDwu+l4ThlI=C-uxOW)^94sV;ViGDjL|E37vYjloGRnU#D zwvV64g%*iPbhh@2Hts1M6UiqwTYrgLPLlRe;jSK}N<^%;Wkc-<8VR_P{IEVC7nbFB2so54lKiTB3vtq0s(l-Drk7yAX@ z;q@?JYR0wS1*%^cl-8i{(S3dUv~RO!;3h9gUA0NOi}|H@IFWkX=A=pFrGF+`kDni> z)P^P_o`y6TQD<~CA`^@Try>naVVySBsHOG9owew%YT^I3^CIC(&eQv3`GPVdcAIfW zSK}G4DnT0PG!UV!|Ch0zSNG{#-Kgk&Z8w$$V|wexrL_gwhWTP=OnIMTc}7xU25sI7 zS(9p7r{wIKA%fM`68Z(H8-HkWp=FrPU-cC>f5X}E_BP4{j@nMrI+$%d-sI7S|5Ma;4#_yM}`PfQ%i@d}(~#+Vj(cpg6Sh)9T?| zcgM4ys4fiC_KR8#T`!=HGClNt}yu}L0f~c?cAnP@P9M&-CToH8dcVEKDZS@g}TXv5P?g1D0s;bmC5ezrhd6t{b4NUD$8$Axee0m^b{;vNvt-ZYU8rnt3JI%T0DLp46ifG-~R&9;=u14jZ9h5YBS zS_Iiu=Z&q7n-C15fwoB7t2V2#_9-k~bs`>3dL{AESO7JvI9+SER`yEcs`^~t zrn(zyZn(wASbq)+UvVz8&1bP{Z%1Xsk6K!`+|yrb=UY!p?tUppDL0+-rN;*zO(FL_ zmxD_Ne&vu#3jq%D=v2G zV<=3#ORIpqbiPbVT1G9}pXSQ~^R@*U!F-6Zln$r(sWmQ0gR+{e(v;}KZVAeDQ!g^_ zOD<}Rii1S8xCsaFA1uYF3>QbD4+Wc4KWbJYjKs6+ORYKDZiUox6L-UqaYpjCK8f z_`tO!k4`gwmg7xp>bRt;@pr3fgB|f&FJp>GP=CW+^3Iu~uGqur`>Z9}pY=}+c-DUBDoy6rxtx+d=lRMl53%|rvV^9TNjmaCjb_Knf$=m^)reCUTwfEfNwFt!7 z2!9>gl7o=H$!uGYg$dY^vE7~6AD4Av`q}$oV}C&_sA4a=TS^h8PiElKFcv{xcf6gf zn7Tu;H|m!DH5a%hlpVkR=^MQt>!e$d_XqqLUTEOvpiJIZN+9;5Z20JKCHF!iM(&R+ zviQ4hjx64IN6N;6K#vl!7$z!906GHnFMsD+W-geacWbAkZLR~1!b-voDdQj4l(=dR zCcKT=IPZ}*q3D5GpXfPuccF~(4{%glz(Qm(@2%Tcdwcifm>q%+T)%S95L6a0;eo*h z%B1dEuqu=p@H1G4L4*0ZJyKIV(A#j)LmCcPY27yAK>Mxdwl^i_fH*QCfRbIdO)&=NhrEOoEhku@x76 z8uHWUx2*2hE8TVppxWpQlI1|2@^oB3&2x!mL=0juug4TdZrflzrY3_fP{j-qc|tFU zNPDK})~Uh99<93E7XvPt4V|BXc7JQHW6deJ?gP#m929KBIsILpnu<&{xCs1~%><5e z2i|=g9I~s_Sij+My8mH%xEqFbM7AL+x{Zw=g?yQu>ybM3CG0W^>#}HIb#YkWPM7yh zgXtv30cyuMr`oqs4p_iw6&Z#IY^Ew!GnID2rg#LqaZ^K|`+J8zoZY_4} zwj8sxmV(`XFFhn|>qSRi)=X96B|>v=3q8BkCh8GF z{N--Ie#6YZ8THOx9G|UIAqT{Av-rWrwCAH#!pSr2R)vPi<_uI#Cr`q$!h;?#|_^+7u zCtSpg)pS7I2mD~>x#|zMt=7-ksUK0FUP2C9sVc3j(F5tNy2M?oJb# zf^VQg(rkNyID zb+|Iqa^=il-E{r+s~lHCI*b9;B&`k|T)Y0FWy0|zG;&xOjC1Nc-G*r`RrN?cy_$D> zDr0p=wYDni7a3ciIe&`+yD9YRJdU9a`AtOEyL@@}Nz( zq6jmXmp7kHjdh_YGHN^GeGVw&&~#2&Ug;H#3u4<2pDey!t+|SM!6JVNz~$X&U9HOl zhfEJ@x(t;b&nHjF+gXg<hjR|Q9 zWrqJDRCG6t-S44BI@f^fTj127K0!N`r)1(0sa^j7y^gAgg!Xt)NK|QyorZuFaZ!Vq zc+uWv$$y6-z_tz)SD-R`&H8Sea+?vl*eZF{tHi1Kfr#0;;|djRHFVxiInfoy@LnpK zSpjIE-@x2(+>~`iJc6lO>5L{!J?{0A5J_f!S|0qjxJ4sf$zN^J@RlMHri4GMmrKu3 z*7ZV!RWnvbczwXnFscrx2{oYJ=N6@pvvU>3hku?RhmO52mBGBsn{|sHs&(TTc4Dy# ziX{NpJU24avI^731H&^Y_8hz=g)>@(Q6#JIIO70Q95m_=>(Dd2pP2<^$0l&Nbh;6T z>ic)3tIwj<8{ULgP2-kM-l1PiKw005hKZa>tW|NT@bsFr!M0B4Il`Dk39R99e`r4| zN`Kn8`61$6=XGeg{Y$4VER(_O$;}m@W?R2+xgLE-zifdp>lZeSY4ClvIeGX1sNOLf zl+Y?FF1NWxl{&|dqV=2$W%6$A;TiFy`4On8sltDFiaXzQAq8+=gvvA?%fJJWin z&~@|}AW6G_RL=wc#AAWoA#NZWv|jGvbbplGWzRI3G141#sO7X5P9bm~RrX5}3v|y_ z-MMhSTKQozobR2SS**@3RThF|hl|nxT-m}Fi{mY6baQs*F>#^a?pE&x{$-HyOxq`(++s8Q~Lh57cfh*#qJ8dSqi5ry`z>d@CyK)mRKiXms8`(h3jQN<9}P` zeW%w>okR#w^8VaDuewGTzC>1}$m%?-sQJ7QC7TTQi^Cg!w0Iv8G89r<;4hP-&11MGOQO5e%L?(8{&y@o^Cd+b_-)5St(2}c(1fKD== z8G>QAJm{Z7Jzi?5HED$V!O8|^Tz@nVC`i$;?qE-b+Fx^kWd5)o+{)_Bq1?UM4GgiS z-i1)yI~KVW$4hTxD+SXh6Ja$BZw1|0c=lx)YDS9b7jQkoDO*6>Ds;l7a1SBwig_jMWeYh!S!Ei~C9O#T& zf{{54Z`kKilPYvax@h0@27hCY`4~GFH}vOyrOu5`U=!~giXAVTVqdafdSky#_iY!C z1SeeUU5vh`6jkpore%cgYf<0VX-B$zF;2`Xw8P7yPvv)j?{rO79s|MH?*2tCZhz%L?fER48|89k z;##fp4rbrr+wPV?Yb4v>#l6wIe;t|!dyQG?5~_TT(Z|-j&5^(i)m>ucD+Mm@&o?wO zD-u-o#)HqO^sR_Jdr#^dB-MtR169_qHXC4{UQZj2t1POY|H!%ZRw~wvVl4u3aBjPdP+@}-JE((w(#c&JeOml%G)X^vgIHLl~1qYK4hBK*f9 z6dNhN(<&3&hW!OHuTPU==Hfw>ip8<&A9$S5R<1VGmGaMSb8f1hccWYrrzT}!!-Yco z1Ssqpp1H)sh;)+SPFNl^e;Do}D>gjthg3<)?!zm!(z!OjHh)JZ_*t&5-77rx&P7hp zqMzpON0Eg^B5~tPa;v3EUyeCPZ^B?3c4W$mP0#Duvr4UCJf*xofEd%1d?Bh_%sla? zudp;d&|cBPzyW~G@@+1RFKZ^5ZX-+9A@S0Y7%qxUOMdfZSTYn?Sr`J<*ORl)m8?(h zhoUT;Sb`7lZZsT>VIOkDnFYhlY--IxKmeJSALqJJ%QCk753@$&KEc#m==D z^U;lw(F8Yt3GN1TQ;@I{`Hd4_t7q;Sz%WYGlh9k*M;7y?evi_chjP4<$DX~T$3P2~ zdCX7I$~?q3(`E!sHuGbUF>ml2N0wAS0b`0X=?oUaW`C(^XuSbyCbgj4*Hd+U1BupO z%T}1)R*U~y{EV2Es}UL@jVc||^!?(JQDs_IW&x{nY2uVbTYCh`i3F@}9*$gSl!B-u z%0B;i^%&^ZKi+fQ(@q(AQwuHG8u>3`W}EShM_QdAlGWqy?>x4gD-uyG6Msm+;@u`KidqcjVG%7 z2s2vt8b?5q@9S6P*Qz$82@bNi^3Dd|r!sCfGfah>NVeR`3E9D>bZw~3m8C|TL5Ue@ zV&7g`iBjX9tqMI!&5gzU-oE@IOBouFbK8}_t(94rO7q?F8OtDO7IBW5CKWmh;3XV) zvVSlkasJdoxfFS`QG;)*hIakde8ZXi1+LdNBKVwJf2UoG5bjaz>RC1e!~BC4#()u{ z@7tyt9V>k3p5=g>_YC%M-w{829}NcwOW~i0R~__8wM~d*<|6*GYkGM2OoOMIoJX-J z;sy|ROCH$(bA1vvu8&vbG#)qYf45G6nSV{p3R7J=EN(RN`PFtNPgGxhvB$us9_i}c z7e0Zx;N)|lBCETcgo+k zk}1a-vW)v=u+=GA&}-P!GB-UiROujJ%!{1mlv#% znLu2{vrkvde)})MX0@==+HAhBe`@ZG1rF`6ioYZszIjTpXTV?2TpfHvQk7{I^+C7k zV|@PHX~n|_FNuv$sU-IF`F{ImYk$i{KL`{HDU>s5-aQxJCc0E_`6C{Lahra{XG&2> zFQ1Zk7`>xq>>I&{qY`ULU)c7W3d&M=rgsdk<+W8Oh353t;r(5G7+Pe1Wj12 zQQ@EXGr^Hg^)%w=C|48i%~qbMTz?sj6E;X8ewnJeqG~%x zq)#I+wvvF#v3Nbsli5$UaM8a%erNd%pX~`lEsAHAA;83<6Hz2uT|15!BewXtHW9st zq@Dxk*sD%b8(e~@|Aq;EYjPbyZ^n0p#*Y1?9HH~);9P#)PIkA zL6Fev=X2$D)pNm}Sp5RU)$*Ovw_ICWY$@`t(u84{yvMs_kH~wehX^I#U;q`u_Ax)U z{d$e44P9InVp|A`53DImPe6ZWjD8i&0@xP`5QWu%+`a#)q{so0mVcJ$7Y~JT$5>xu zs!kBMw5`DO`f%OXLZZg110=83pQ;PH#sR$=6i%9QD-ZJc@Lp-gd-MFM_nJscAFVP# z(XNMEpcWqA#@*xl57{J!e2Rwh%(luQOSq|zI}c&daVvWN zVmLbX{K@1I>VHrkSt=CkSl_Sb$Mbd4Y@-}7R{Jk0FEe8$!a<=J(V^r}i@qyay; zrECt4^Dv9o-q}cVZ)saIWlzmgYPq!s8^3#7#ZFiV7}ms;TK)IjNeKI zf96MYYdHPhii^!R+@!bzsTO8POn7n|Ih+~d=T(bLv08@%qfOw?ZxdTH$Rt=4L00w#11<_SBIr zQnmu)Ssa*Fn5bOd?&Wd$Ff*!_(s%Z#I?=gHnb43~AQ_;KeXh|1cbxXre*sI=xJiQS zo_~i+L*X3UGs#T<^&wEI+U(I@NHfGD=KBoXt+mSJM%28T57IQES1zHivATd@bB*{< zoOfQ?dK1n$sR{5zi=Y+*d1@w8d+uy2L=D%gSNcPI2_5MbcPF`gekFI;@#9=|#F30p z&gR##dPvEX2th7+^8A)w##SW6y~yZ8LVwu=6D#1GJq1^6Cr_vBs1%A$MD43yrmgcq zG_!k0qXg}R^SEfGg1lpf0C9#!O!JpH6M$F{XaVh>&j+|eDGrlX3RQt!E>0g zea5LI;JZ}hzDN;DQ->oq9gW|o?hLIvGuXSL??<{cHdc4mfT7N6PB{(-U`AF{&VR@M z$Ws7+$a0@~qb%6>@dpy}7O~3CU+}pSulS z2Pf9{aggn3#fJ`Xun5$+PD{B_SL|kN?G9Z1kWEd~%%?m2e6OL4vGP=Vav4z;tdKpe z;?GrLlQZ3y`}rbQr>EXq@_#w>P=DnjTCHA6FFy5pnv1K1JwUIFM=WjLgX7pp4#VsM+R$Sz>h6Fg( zQ)%0D7gHddVJ)96^o3V4ZuemEsdKrhKzPgsH-6L=BStDR4-`KH7Jv88SJ)#>8zia? zaMn1;_d0gCor~xQdpiBC*8Bz~0Lp~tR(WGD?O$lu3ThA28~KrUzBy9K4IdNYR=%pxRRTg3lolwi2fbF$O2^??ZZ7k#tXXPRz67&9B~p5++vz!CNo`@h_#Y`=+=Hly(kkTukdsX7P`Vt>5KtZP;inaQksT4k+;ZwW+WvmaJ0k;lt5u}=OsF9##+=PA615Oe3YNN)p$M3RbM$4ik|xYu z75Zy>coOobPE!cu{5i7`0D#p!8RCe;=Fnq7u!zmMDz4q=U6q(w;dkli$U>!Mz# z#YO#xrUT={E`Q46TT7}pT^z`!4OEAtmTpm27;_)95CzG7=&(=E#Dv1j z#>Y$A?Y`D4obH9q^F7~!|3K^euLCegy^)!EfZHSD>A){Y;fGB?ezQB{fc}sxF$r zE4xnBoPU|9bE4cLu)iVPU<}H;DW&xAr0>AO%qkCaGSRD{`qM5^#*V6WE4V4|**CRuEALN!U%(0_O8cmHX~@ok5gBG2TVxED#WLVYnQ z?n=-{A)>ez4X9`B36-o;W7$bkXEazBHn_WU+wB;|*n1fbx4D>{X<06YZo-P^U6ich z@JhT331=v@XKMV@-cHr0Mh@`A=h0`kf+gL~as#!)v&3%({OOAALnwZ(-;=EGgUSnJ z0)K?h&j7%@2@KZ?^1fKqp|x)hGwBB%dCSk-T5YT&gCX{nc_h0CP>mo}U9Ryh1^`v@I|=|ThEUOUg)8gwr&{$r zXH2!%*4@PC?Pmlk8OCEq@Nr^Ua)aG`lz5w5-SLlnbO{A^^vE-`uhT zwcy8X9%VAoZ&e4Wu?q-}RRs4x7D0{M66M0tkHF23Q+U?w)sah0(ob8N$UjF%C=Yz0 zg$$Lda$i~4i0}_D=V;?s&VM^I{2XqzLeNNGn2eZ{KyEwnDS<{PtYaG=_w;CkCG(Mqs2CmbM>$&=;h&}h}m*1BHT(( z!uy>+qP3+wlXOS2+%BG17v46hFFtL}{n5E2=C2|24%Ml?o2rp`ao(NzwRAa*Dgo!6WNRBHxOKCSP5Kk-{?0Dp@G_oWw8 zMCSSW*jG^I?2|Ggko*}2US@1gT8~POD!HdVZGR-{sa$Ui znQ)*RuOiO0&LgB~4ZL1nAa;J|Lk1Fx$n49om+qJ+I+2b zc>~HlVk5Gsn^8n-eG1&Dh<`V8rem(fuU`RG+%hs&MTk%dVtVa!r2MG7IiF2%LScJa zQZ<0VirH|P|GB9-DI4*@9AyD5MvT9=G8GtLDCo25Bcie(^}s)rASbpsjdS?P_;XQ) zf8;s#r{s4jXk9j!KefOY3+Wvwh&%mh4g6FYJlC|>xfJl$(8?D1TYt-;p|b6nHsY{x z#@au2XAPd-S*fSWUw))~n`~b!6a_!`S>(NHA{LZlcMZ?P_#{!_64Dnu3eWrQT;Zih zd7jR<&~-0nzo4iOGEw4nJbcXTg(?^gVvLma6>D%8$RL$sE?d zLpyd~D9(YH!P`R?6n_TOFlqLl;!HdD1Cn0-oB&xsroW=XmkVLKiG^piwIJD5|5E}( zf_N5VugAhEJx!6phD{-8Fh=PwCd}eKge$fRkuF`V|$5FhZ2RjvBpP zBdRNuEIxY$Jo`t?&Y^HKx!34yPcN_Wf#NRtM7!aqZ&)*qs_D1 zi$dIwJRK#x!D|J1>W-Hj2Hx0Ao@FkovOeWvM<7_C{Z-Ay49&J*h4z!Y*FWE{GTnOn z0%hMAt|?PI!u~R4*xDWC3v6POK@o9mQOIIDH|*)D&pWczZ@{+QwMc@=8MXp-LOXr@ zg{^4+P)Id~GpKO=A&-BhiYGF1ZVybE2!$4%^26}K%Z|8)p3n^;LYMP^^@CE&h}wY2 zb$_n9vMn)7;=1ly0dXN21`o#0>L7>XMqpn>!R5>w?Tos#!&|airNCm0lvdW+5_E%J zgta$na=c%b*JN6&#QQx(3TU?xvY8Lw-*>tNJZmr#YUgMU1v!6yBj0LA_t^hwpuIdi zS(Sck?36CuEI%=t8)|}5vA8%Z+{6-I{TYQ$abN1$`^MaHHKU|VzntOpXYg{sie}}z z_uq;as(TA9*sd(T$7fDh0g^C;sS9k$sS&2(0L(6sv0GNN+7o z4!CU8w2jfr6)Uj{=AB%%(5I;5Bu*r_w4`ZK2)B$7Z8SOIv$nLOmsaU~>Uyod1V-Ys z=rBT4N)AQglA5hyBe{Zh%pmeHT52}($FS#n!wk}%iQ#Gce6 zT&DD5N*-u6h$YrjrFw0Bb9`S$8QExRGI72J@2e?SND^}??UyqziLOvm*qi9}!VnoU z3J~PkzT$u5)%hX@t*fwdH?825SNgbTSZEX`l9A0|d121*gRcz7o3u*2tOM+aQffWK zY!@N)MbrCdapDV2&cpZcIsUv-_Qu?^Sy+~7iID|C>F*xUw$ECL(8!}>`00=1WkMF8 zCM9a~ca76XD3B)tT`yc_vewIsS5h^o*|?rYQVD-X6WZ|O&`C5Yf4pDGw(8g3rw5$q zfl=+INOEm--a-+jF|to$!{vw;TuFaYNVs@Uav1wrD#B<&=K8eMr@c7x$7G+x6ZLz( z2Z|uAyZMtYf&!`I!IvPm#?j9h=qNHz(nrQjrAjHVErY$x8HIG%Pc0MrNaSz|airR# zM+bi*8&8&t5wdSZl8TV*ex>I|wYyc`+w@Jn*3?Qh;|Rm5u9+)jk0EYg8|lcbSL%cj zAQVqZv#2ttmyx^>!4nz&kNIL$M;5G|t>9inzCssyn zn|ISJS6??6Zl4}!8iPas!!Kj6P_j2*2TSE*@XI6tG^^~=o)Ps$Te*EcUP)X(H8RG} zwyMi{9cBfzA`H1M?4RT&!*IDlXDfdbs*<2?0wQ?3{N=ITq}4mM^K$;1yD$Q_ zALXn<=b#W59`VBN{kN&_dw?0tjP>+uI4gv?FJ**?pL#L{*U0r(Ls{5VAJ%_KaGv=2 znWuV2JyG+k)}KU3Bc(=iwtC*apR3&p;kFSO3h8tT50DG?Hc8x~K{Gwe)y4r;qGu-x9DWO>6BOq8;C+f@w*et_*+(GDrSt7YNtE*Qm!on^nHou<_MsxR)z z0;@pPJ!YXIt?mYOU@Gljz#V@r3^qN_%dUfduIG0(gdVgK!FN3IpJ@*Ys@Z>wX5mB+ z=YPlHZfKHOMkcgseFYno{;N!6LCm>54FnQ@epkC zVf)iuBfY6S{~!{U=A&BEm_3#nZSKn@&dJ7eJx?emR^`{y+>~5AEOkkjs{6qTRZr~0 z*tFq+?Lr)wFLH#AA^Y!HzrNIxN>Jk*(;K0fQOfF|3rXnd89buAUr1=XK{-tFPaDn&v4{B&UC}vHdd0NgLEPUblVBbMz)${D5ZVaZIy&Yw_~)6X|KDXu<{2 z@m}?-hZSpaDtk9RLj@$}VV*EniE1I}^02_bS(6T2mAVFAbcwCY&1p*+4?)netY)3_KF{pcN$r2b1=xT#VLFjMSpIgv z(5;`sc4un!CWSQPRR}H5_>Iz2uaZ-bO?sx9SF%J3wO%v@Ke^|N2D4&i1_>wQrLK~e z;T+4&ZJ&(Qr<2N~+6)o$S8$I%aKoW;Rj;p_DQ4bTsQn6j>%wI6odXlfNlbx&vy200 zpWCHBRzkU?ND+VIHAY-!b6e@rJlT7zYjdPx6uEFLV;6Hd9A*r#8nX6f5*-;s99xe5 zMraeoK#w#Z1>uc+k^Oa2f4fp_gmze#URwx_C@0>J>O9!$<7gD2)zpZEsQsKVZtRKr z(RBya7SCo=QVjLU?Humm`Ab(L|1C}FnL3^)PstchOL%`+Xjqe^OEcG2eq&uJ`mKnD zcat>gw1bjYCp{kF%m|ua?OOR8M=*nN!CH?5!~Pc&xCpO)^fz8>Rau47HMLTQy60+h zEg-!r!MpB^=Vl|ec+KR5>Ss*%G=3VKVcA+P(6 zlCY+QN8f)kzPLJ^%QfG1zlg%Z@A(sRap%psa}{saPhqt^Qoe_7^)yhBPj)3F2tV;2jDDh$XPOd??HVJ_c@qyPW3Qb` z>z}&|{{+PuKTE!{x}42>YZHn-jEl?1`3ir*O$Yg$%8*co##d~In@IMDLCfG~qT+4~ zbDJMWnLtX|=8vTqTE-s)g8C&5Br+Eca%9Kk29o(L3R-72N`VHi12GY+tMuNEyIu-W zfV$I;Xk5Q>hUD7skLplwAUse>eTQn3#owqjrQ`Gofs>`a9h_f&9;jdkxEt^ut%-kH z@%y6N#H(p~W%`k1PBZHDuU7WTcrc6TjJ4{-J#+vSx3nX&(nqncWaO87!(<*+(}lq2 z3z#=+Vjq1dg)ajf5moR!*BP|b)dq0_qgoXo87Es`%%n7ut5^LIUFc})rfU`%UM{AHW1B1z ztvK3{MCa4{RT3l^wU3mVd}xVShUWU+q&gC}=n8du;m$gD;i_XbuXT=5Bohsr~xKbgLaddC(5@H zg=e=bOS{^^-e3Y&%~-leA{BoLp21>E$)I6Z6TbLCG&oxHXQ4){*d+1`{XVL3F0W{$ zWstfs5hAza0A4`6uFX*S!kPcX3YT5i;pr)54Qjv8)Fn@TE*onHd-KVSyY;XjC1v9I zc2atz3K)$u`k9wa83oF)VynT{Ute|k3{Cl?K=Y7DPa_wd-*S-Gu9}d(j#JX(PiWzCU6-i00yrr>Q;HI8axPhF@r5 zJVDxD=^Pr@Lf=fazLoMFig7HxC*4Zc+1wZ3#1FyItt%aZOs9W*(0bjSSYJ)Sw284n zDx5bICauv~DjhiixP0!jvaDLhm0K)JLJM;gtW1`gi#h`Oz7y##JG&`$Je%)T1WH#Z z&gIRMbX=}a{NPAI&rN|;_4o;6A=l5fJ zWA>#-glb4O;JwaijKDC7!!7<$;ukf1( zJ4pJ)xl{hs^By|mq+cfIa#tFj+WDHEZE9 z6kChxM~XDnB``R*O*Z#b~hYVARs1%<~E}17K5()Qv3YL<%r65JNphjaDN-YMJ+ZkKYyst z;AQ?MaIXq@`&NqiS~22s49Q|(Y!)%>gMv`_wlqt_MTKZZz_!Ro@|Bs6hq;qNZ%-D^ zrWBq!F0R_6E7AO=GV)I74?m}(?T%6z9%O%_i?=51TJ2U3cu)fKm>Lr31I3jyOWdlI zl+NSBcls>0v5Z#=frmU^NPT>d5gM10N`+rRMD;`QoL#E$3wQi0YWeo>lX%G~sVMuB zsaoIED(f2sNYdel1}!0*Z4sx4wwmHQl@NUF&070%p+4U_p90gJNI5jtY20I;ycd6m zdxl={MQB~4rfV*2wuxbZn6Tn?GRB06>TUX^&-gc~tlF)yU354?C5@dPv@?VV1V*cU z;WDIHSl96<)2&ofL$tSfBu!tsw(WW0qPtO0^4Onrav~|&KQ`>vN-@f42B0oXyerCW z#Iu=VMyfpeR+>JE0w`&SVS@$2Ti<`9fwQYQ>xX#XsEQs~3}H#{KwBiS%=d4qag4C% zTYhXvG(m2#`N@f zApF~<#!-TcdwadpB++v1;_|5uwV^sf4q*-A}_NO1L2l{lO~P zI)%VifFyq(qqP(A%o}&_{P+U+F$#li+_tpk?Riqta8+XmsF5EBZP$P8{0raMr<|UpG9BuS%I<&zcG~O9RFt@b$uM;A z!%cilF&$%pMY3P%r6;*D)eV^aV`j>|fqTVYq0ql(s+}M&5Vh?n7!UApQQVcbT)#a1 z8V=;vbymeh5#tImBG+*C z9xgcocJAhIs~@OH1EVBZUoKtqJa-*moYw>Yt6eELxg0GO%`+{cN^=-@zFEtAiN7Wc zNkPjM;II0nrbz-hY+*s}VSmmshUbyG!fp+Cj%O^4$Ivi@d;UrR?^6kC%E()k30+Th zO>uCKhag-XJ~@BkUR!M6*O2hz*6;;kc2ho-VGW*PgMh(LWImQZrC0P#p7=C9J(!ap z85+4nhWS~Tf8=btE!%TsOR$W*?<%>+ebJ6O_ox5y-Uw=N4iAhkmm@~_;zr?U1hB6K zmzoduGdxdqz=O}*^=3|JbqxKNsX}~As!c&bn zu$2c~O6p8=p4O=Uq!b6!hCY^r7JhK3kxcZ%RZq}Hgi$-a?rt5JAZ9nlx*jQA&yfCp z?3`X#%93#C^(vOqsX~w=AixNVz`wsVV?uHA>8XI}Let!493A%2DAx8pey}5%FlSb^ zN7Pr$a1DRkJ5r)X&1*t+S@;C2oBG?YsB<%yb+00<`2;Y>mF{+p+B=+fw;tDQ9WH~6 zYb(4M1?OJ9JrMn|Hpkmg@&5#T9E0O|P{7?S{(`&J<4`_};Nd&MHgU*F9o5$GEO{78 zZ7kET23;uk6ePwe+iI`W7{e9!7{EFN_`J!=055+{tj@64{j9x$ile**>7UXpB$5|Q zGOGKu7JADkKo%2)m?%0x;5vI){#R&)eWC=Y8q0Ce;6HsM!yYhSL;-8?dFn@$mjuhY8IEBg&S03Z-I|dG>?xktj+ooT$J*n9KLl-s@ zQcHhdSQ7?`6leo8)F>0TNNQ$_P}!!ZZt4)B5eE)h-^z|BCr}k%swD$#G2qtgW+JCZr<=d4u?f z1`!83{YH@?Iuecjn(RwL%ed1~aQnQSccg#vYG`%wpd$$fiBJY9fywqxj4df-f(=Hh zZnR_rdina$bwxD;-ZPWaVlw%G`k`rdzWXB?ZIkNDToDccDx;PmZr}#9D1t#*h;c7xQ=l}js22{7sx&sjKbA>e2v!OUM5WaJCBd%4yOpVT`J^NHCANOCe z{;c`tYA@Z4{T5wXtg&4q%Ci?0Fm{Xa4n)w%!y_XGMpX_6O+AVCEsT8=@JI384re-~ znY_fWT^{yKBTSqy&u{1RjfsPw#IAp)y>0%sXRno4F|MJ$yfPR2tlzvTb5^I5M)o$A z0eSt{__cUPla;tMCH}<32fR?7lRkyo98%pnK?md-8w51}`F1 zQiadfN{?KoBkml%tqMWN2Xm;yy*83@pz~!Rd5F8|->=|* zM}(+AQh#yJypuH8@H^_}wc z4~`iu4wmGd6H>hNMlyq0Ok@wa_W>R{4a*afT)K1-WEvr{1eRBXUh{u7nN{R7Bzpv6 z00to8Iz&J&Nu^zbbm!9+q1R5FY z!t@2^9XT#M#r79LEs+bkCf7mcc$_$%k50vUCk}Iy5lH@B9~R82BP4yqOR1F&RA^y3 z!JH(BA-m%!bGZiB1mAzHhI$7_6s#|II1!j%dSibv8(lMFTD14{?rPtB+kCHpDB^GA z&TzF6)=MdlepdvvPRTibBoa{?hzPibDevg0}V4(mF%hMNnrNV+W6OQmWHsED-RWNyG(fXsV|hGns#{HY#N$*d@-q5@y*g;Agq;?{z3bt-&rt z!6c1T1$2KVQSyOVH0JNT1dBp)&s!5)Zq;g^n4Ms7@zu+mxNF+;L+9(Flsv(As+e3C zHNoX)sZDt2)zt0{+GIWU;uw%u(^(-ttfA&zQT{UN_1;AJiU#nz$If;#@% zbI93C|G%8E=_*fcPXc&3I6H=Y=zZklg1X~T0>|)g5chDFMd|*cA+l{~wn|I6$>x~e zi(y}-DS;+DXo@ys$6xDveNU!!^T|`K@nX2Bd}Ery3d843R6;irsw83Its#VsZK6u4 z7V3Xb<%lOE{S@e*R|Tv}1#5cNRoaH7@$ff|r6z`tA{w;WIBKXbiX=y+gRo`{*^x!Y z{##?~@A{)27gwt&;+(@quORW{MuTMVS{xPyPOS}oXuM2>Y8t z45Mp#k92T%;}f5hn`0#hYfPiw_?|eN^%7QaD^c&sobb|zm!dktbL1UD8F$}1?G|`- z+i#SRz<5ibu>(Okf@;Gn+#(qw4{I^>tOG+)1ei}Gc-43VD2#rCwm8$*hA$L4`%r&y zC%NxW6^d#AaCH&QB&?T$H?+wnE%xzp4fk%XOJ?=`5cM*T{w73LsGCLGK@pEK_=V)$ zGv*}J0a~l6;fJ<7XCr!Ic`p-at zbe+bP!bFXd)`{+3HgJ>8kT>ucM-Vo74RgZ&fF7IX{XPE)LwWrH@@%2lR}B4 zs2mulw&-P}A_HDX-H9L!vb<?jYM;M(OT&MS~TXkVLYD)syKN4jazf41X}WJPfiJhwI_77G+H>o zf0{Iq!V4LP5>BgOctbmwP6L1B`bJvd17*DA_)I{DociE(>v%Rnp^EZS1P#2h5Td*~ zQ#Uw3UYmNhVI}seDfPC=fcqH@62D~ELG}Jvp`zLD*F;f*u^;+~HV-?u+9RSb$hO7U zjZam;bgb3dyE89szdGKiCSOcrRf2zUDv-S~?aewP zEU1SDg8)>?h=7-Un{D9}ra(%DGIppJN#)a~vDIbt8Qz)m)J2RU5{+~iZ<+LO=%ePMs=(0iKl`jz5Y?W?KtA*jx_ z>Me7UL7^{XigXT`lxTl%jMY4AbAOM08BDnK-1<`J%0&Dmq^>C7NBG&aY^g@U7pD_X z5ZWX=SEBlsQ7!Y}s?+HyeLAHO>DDxZd%Y#U+V#Nb^*q0XeC5@;S}&A{d;uf!o}9ct zotiO4j7;8HWq6Boa8h(+IWt&m$!tkr)yIU$7LROkL!q7zP!oSTzhAqSucB`b&7dCg zsT7EXBtemNR1HK?(u}3+Ik94-Vk_-RyfiSU)g#Bi2;VCslG}XCTUa!9FqV8rawofm z(06O;vqJ;}L#72k?T?@}1-tGK`_+%!U%qJvVufK=118XoO$8C;C zMy-pUS-)s6szZOe{hp-gsa%Xijet3Ys*tuOA=Dnsm3RtIKJTLGNEdLlBE7LZ{V+u;12u9v@m_lJ@S0%UP&Ck3e-iZQzk@U z0j`y5roDfV$F|o}zP8#TQ-N*nPp7wjyO}IbJ_Ds3IXqm~idh`%+cb06O& ztDBo&M8i-S938ENxk!l6$iBc>kX;d6%a~q)2xSO`2~5Y{#pXwmIeNGA4TB6u8`QGV|a4D%^rnP@b@a-KCPtI>@sj(bH!juu#Q{r;$ z?W_fPRmnH!ZLhYf?PHUPo0lAfM){$V{kcBQ!*t2W7krdXEh0AUZxIfC$K@Qd9tQOAukRF}}yOs8}!M?R@w zs{?;xAaS}2{{9y|p#5v87M5xwD{UVS4ZP%7=tACe$CO3o`7KkOGLzf+e3M*@FCu(* zeq9L+Bj-Dn_|WQjv$I&iHzH2!^5V3cgb?cR%b3G*i}w>5llv_jptG4R0fYC9v6P^` z)zJi|_8){*=tM~w({E!A#IzW2H1i61>cfAL5tmv<@K^5xR@40XSnq&s++NDR2pQ+y ztas?8UouU1o7iS2u3`j3^%s}-f4NK=9|}HP_W!&UNjlc4nWU?gwyL8>{hIM4i?HAY zGEZLBLQhd^e|6F59f!zurcJMG(<1r}MxtjcV!?RZD;9 zA55?fMJdRH0=<}At4X`CS=<9IV!zG44uT2t=K8#41CDo@F0H#sHG=WrN2z4i`h$o_ zor+PJxxKAZ1hZAjN`Q@EB@Et3ZPz7K*Ozp*{*LUoMvBTFF)msHmfeOEWc8_M)a&aWoa|&#JqQ0MK7tHTVDK;qV~ADl zv!GGCCPvn?KmZ&%X@(5!!ergyO|eEUPnd+8L6yM2hqHdm&(+&{;ZY-2#_E5TAwFS1 zr5$kcS@#6jBrzz6n(xBSwNF}!$I=3qrLr0h5cq@xOW$jGyFSZ2S`evR+p=I zCjt~hqkC&QIG?@Qaiqz4Ck?&`W#7;T;&8h))MD9G2A_v9Y*Y-qIpT`KWcrnYax1cm z+FXZyzki#cW&;gha=Lx?Zry)Fc}Eg7il13}l;kh$y1UuEA1t)G&Zns9r>VCBV^7=Oa)F--LU8rRkCjOjV&?l26w;Mo z^yP9W8u-B((=20fUcBcuw{Op~! z{?Ufw$B5Euv2t+wOyPgE0+vI9-&$_5^n~Vug|Y`!j~IC=7q-0}JO6&-uF#I1yt8cNj9EfldD9_|Dt z^*}SE%2=`7w^q?eyF5I9s9UJc)ox5#QP078JNmIMnA_XVV1Iu%zUK9{%%y_T+s*{L zgYOj9M`5VB1p!TdtU2H5P{`IE|02!>+mfe>b>%;au@mrXpvD4;Q`V9OixT=yBxyUW zRjapdFc!tO<+kf5PS%jin93RQofmO>g{kFQ=8TdVl8c1bWlkJ@7d>>3{V5c!#!CWh z-;Hqer|xuSREU2nGMTKR70&<{dpRSxbieFIyhtinyN>!o2u~VJz@#d;`|$58YIV9k zYYG(hzM`kq&)yC?#njCHTP)`$y-d1#=)YE(xC_xYAct>Y;W|@hK<+2HKv0Q0pXO|d z8y(TT3xiSS@@k?Us2OUN)XJ(6!XTwZBe(Tk+m&jymd}4>GX;ZbZ!C#hM{~WqR>U15 z=o~xz^}6Jk!Q6Y3`hibRTT-njMD~IdSEy47xhC8vwF&;Ernq@u7OJvLZ0gZV$~zMl zIV&C5^o;e8-91tr8eSwqRb3oiT(gx>Yj%Xj(|8>M2DkL2x$p$>nB7OA6cKpQ3|Yk;jv4j%oTNO*Es zTo*JN`wJNxS>WcEk1vZ4CaD~Irm3pWkeO}@C5LdTgWn~gfT=D z-qyp~ZIar1b&|;Z8!SGV{>~?BfM~MOVSP`F&1@qqN`E)7vS#8y&T>mvPnpU#xOi_Z zS`GYwO$?#n$2es&piz8(3B?;a@64lHQK%%%ch%QYwU{Cvi4Ai3Iu_KPgeN(`ie7)W z@eepxVmixg<7Dw-LEVFAqm2%52n-O>MmN%2n!buVHWuTYcS{?)Yb#GZH?0R1>29(m z%$7A>TKL8I1z=y!nTuz`cU5g1{2EFJtiEXtdX<{Jwed=DefmsA%Q6}7ks?qUTEwI4 zm#3$G5dAs8rC;o&2Vc1cn|qB`HBoTFH35q$uJJ5&fDJ(1gnE5p{ppaaJBl|D2JM`>lIeFi!FFE?xbi+M@w8{_&hnK&NwiFiTZ4n+o0YsbVh>bi%lLc-*gJoYJ*uO*jK-LuJHu@llV+DhRsq_ z?}+gPLW<)EeD=cC(*?RNR7stBa8_&^O!SG1EjnHZ$>tQEN#zCbs;iN$4oID!-l^-=E&OB zz;ss^U}3FOwbY9F@qlhbH zruZt+I`3K#SX(H$)a}~r0qG2wk@_OJ+O+2I7!cFwyJs`~I}{MY@%s@js5<^_d?9{T z2sG5irI!HC9$v%4|Bsv?r20AU0-MxUs?t6Km-$2yP#&daj4=^&N<>QkhfQ@*;h4Y= z+t5-Oh@0U4=l+fK#Oi;FUOH8@Q*1l}pjbJzeJNM(d@26wEHd{O;4u2dPxS?~@yx_%0dAL<~Kh zy^U_x^mgh)Qt5wKrvKuPbT>wFuGzlP_pcel*|?O&;(iP`f$#< z&&GXW`mX*0cq0zg@j8a*J=vy*R7%oYjYxjui52?S1coQ>Xm4I}>Xtuc@p zIzK8jvAc|0dc6#aAW$>uTWerLIdSEgV&ngj;T^LT#`edL`~$0@!tq0T(4^iZI}Huv zwEJgpYnR=Mib;l1g4OA^sHGUKs(eA>z7eB5&PFyd(WN+p0-ml0F3xKYNdz>U8sHS1 zrBSuf_RxRUdNhr-PUiwg`a5Rq+5W8aO9|z>i(}b5XQ3CaL?&PBF7r{vI>=_P!vp+) zj3V<51FEGl3Pq_xW(@mSwl+@jjN*Yt)pYbE`JM|FG6dLxew&7s9DHkFP;nfY;Dm>z zHSv*!e%X@dUnE#3N9oEkkC=?!fo?fy;ElEaQ5An9XyVV%ct(RH&JRuP{_2l);1QYNoWx zl?;ZfuBxXruY_Z&RF@`Yu(1u*fsOhEKTm&4?}DzV%d1NKJCOEociZ|n9^Mgk-^_G2 zP+M`-!N34g{1#e)vVmR=Sgdq#Onh^r2&(RMp>nX(1HKVXtn72R^Ff;V?=wD?e@xUJ zZGT88cq*4MugHL~sT;5Tl1LJeW*j!u1a!OoV@WETh{#FF>elDX!6eizLX%(fS7m?O zE!5n)IhdR5yYIn&4Ka-YTXFo~`X*57>y-r;?QNzqt&p~&D#SCtMS$X=M6FjjjDO=)jXW^!_!FdUBW zs+Sm!S~n$;DkAr^8Uo5~5=rhb0>FQKs!Y&YKDY7`b`r0``3gWey`>xZG~%Bs$&M`E zq#vdI{oiyHtNDt}B2Oeil`&A<`0on_2og%8y&tnwjao6f<4U;Q8^yUD_rJ{0Q|*0i zf?A^&kboH4;SyCRV;-rMYLeQ+(Q*iIO-jxvaHZoHU+@CcL;PJ!qNRff3S|>+WOHNFmV3Y z(AI$qAY$NRZVZs614!B003Bh;gl+BI9n4M5oZj>N_bY(Xhzh{S$;nRhw>v=48t7nd zWMBi3HE=QmTEAyBGOz+D+Zvezo!tK?1SOA|lan16J-w@|E1iM0Bb}{-DIXOLz<<@; z$qb+bbObuM0F42EQ3l8vSOfnV%_*2KxxzySz&7g(7a0c{-LU7T%< zfewK8>;Pp+8GyVU(B>awnSTsu0RL$YfRT>z-*Er&{wt8V&EL)jMn<;Qb_O=?<~F7P z6LTvdKweCS&dJS*24G-g{FkADm4Bn{yT5^pfw`4|;k&`#r5gam1Qh`W?+pLL&(X-i z+|J37&e7cJFOKwog?VqYsEx6(t+h4K#>o-(ulhvH9e_sfeRrq-&*56y*t*(y{uh~; z+ZdbtMZ?(Hj$YNq+};@|De@nicM~fD*hM2GBN^;&5fJ@hCowu z8`$5`-^DD#Vj}gG|*X!SJI`0!^Y-?lX{@eWTBc>OWlTeY@r2Y@( zf0aT)wr&7VS{48;6Eib_m4BHXz{bf2@c!Q@3I^u?sp1b$NgESe0Ovo&zIW-r1-txb z0x18p9#nw;jU{LMKDR&s9|9RN|cKQD|<9|i@e;xDxTalQvmDS&R z%6|<0fAj{{=2q_iv3Q?bXQ%fakhOi^1e^bBst){Tabi~xG^--sDN zFZmm>0O+NDBQ^lN%y0CbPxd!@&nNdAz2}qv7jeAjQ}~UT0Q5?~(R)7S-{?J`%5U_} zPxUu?&!_$yz30>T7jeGp4E{xoOz(vnI2xJ1pN*9<@VC{wkALBB^j@RUzlil+XJl*j zew6=4c|TEl<3HegpMJ-BKQQ`#rs=oAJ28{r2Jgg7%w7KQ_)Bf;?C^)fyNT%^@SVKb zzmVmfyqUY58Su}F-eu;0!1o#~{($dIu>1qQGqU;vzSFh-4c{*r`rnaR-(79qXZ8>M zJ6qe|#k@P){(q19os8XY^?M<9?-zpYAMJX7ywcnM0pH2}L7nlPiR16|e<7gDA5>Z2 z%^lw_(SI|%7wBkZ;Ar+oi1(zwyZ?SY(L0$r0RQOsJ3}W|+dmxMV>tgl{`Z`JKQA4P zY#sh&_TDy^Kj1ra*FPrfJ*e9s@I9;hAMm{^9=~gTkALI=boi%&|5`{T;CDCLd7GU1EoaZ@c+NOQbm%ahl$UaZp8ZVT+mzuvNcoS%c6j`>tGY6u=chq~=UU9dYzLKA#!SlO{dzEa`aL*;vv{9;& zpZyDG$#M)c=CFt%ooMl)KcSqvAX>fKU9@2}AV50k#DtZ(@s0HHY4wD*$FR1^77Xkb`bvY)s>n--y*HXHB;NHNN2gbwMOrawm1mE| z#D9t1jN6`@a$A3?=$SJjEL2`%3erc^ywrMjvZ2_UDpZ!wFqNDwh9EGXyQs8>u$RSD zf701s?7gy_=8S43b4WjVxVqxixmzVn6iBifqBIa%7{#7yp_hRnri9bPvuEYa50yw) zaov*$Nc}Xf5SVHaI{_V&4cWiz(ksb%GJi%UF{Q44JmzgU;5!b7nAOS%G4O3{NK(fO zm%Bj=mtfVTU*6`?s_xG_$jb@oiwDKP6&=gh9vLUkj*^7yW;vLnd|4^h&2OrdB3)dg6E+sZqdcP!(AfEg6kV3jdsDKdJ&M;8zkj6j zgTyC!RBNV7Yten!ZLl)3I;3jAU!7b;J9g#}B#j)UZnt@ko0t=?B}l>h!Mikeyo@PZ7+9==23Id(OE^1kf zorx!dNT(N@KA1hH#zaaC zQ=12CRAq8|SI6CFqU~AqX=>bvE;yGGw&t=9wAlTO5t3{z*vtu624FlFXMeNXDYiwi zFc^VKq|DB-oI7iuAh>F_^?Xas+|6KW)pnYk9vc3(oEur2&Tn>|65eQ-zWMrT2_KBq z57xLpUq74_pb!KflorP2|B*N#`=XfYYq6K=)UW>H<46-s$cIu?k-9vm`;W86N!^9n zyk%+WtYcTLzSOw&d1n^vU4LZ9<^pd?7+a`=$W+*%Q=ua&^dOV=p*X55lVXQecQH+j z2~MID0n-hu-vtn+zWZS^V)x`$i|H!yf1}Mv%((0>u*diUrJGLl6bbf;(bV;BpQ$s4 zg}xv=tC6`wpmgi=4|b2A1|COKjChAsVGVQ}Dd$)I5u$DZniS20C4YBEtf68?zPvUT z?Mz#3bCB~!Xa_N_jPOy<_oD~Qeui0+Iw9%dUG9z5Twh0b5KQKCidT*z;&+cO3Z9Bg zOi#!<>~fxX%r6M#2`DK%i=*eNM-W|0UzPWifoT*RB5xNXQ@C3-OcUdsd)@?hV; zb49i@QO&WZsJak=U4KbuS_N5OAUVLb+$Y3hUiPxlkttgGpH z3f6+NgVfn-3&S3(!?|&3Mi_)4So+MmDu}RI3NEnZI6r=DcO8|*>f9+QrIiTh3q$Bu zvc7PVTnnCVQu7Z89h2^_3{V{j#8q<@QmRwz(SV15ybAS+mw&)x(>lbBs^kPG&S7Yp z`#~Um5u&lo0594n|L8kjDoUK@e9^L`x$#)6|BDZKN>`r%q?R(Ve1-zjI^_``PMQKq zdTR!Of-eg>U35c1j)qJ2z%yK#S)54;QGo4p)&@WA`J66>MihnL&x0FZF$_9;v*ex+ zcbd3amrqs!27e_*uA@tG6{>b)h5F^?*ITKwoK=uJdT3In(}u1@TS@Svt&Y9^!z$AW zAmt*R;D!N1T zV9E5!Pw+gyP-02wLA4u8t_)aO%g+c%WW=60mv4j`J{{YV`w<5{)0Es~!!$O+}QU!HDMf)+7EY7kd}maM!-{p4wyIVa`> zORiVJBVL$ASQ)`C!j%yUK#y%Ph^n=yLw&KpEq^H}d7{qJSC9Ujfu3AZIx3D_!E`5m z>ZEboqotz+=!$X#zd#Q({XHVDSKo2~Qb4W0gHIJ>#`~&pF%VExbWW0ZX7;fQub~8= z7{Igb&-|LJ{3`kOzsR8vsKWFy_Y)3AZ?Gfv`f?fe)U{A)vrd2A2fDN!1Y@Af*>yS=0V?(ejq{7u0{GKYzZV~QFc6! zBPws>YjnTX$I;NQpn1?d?CYMDGIndoJ$GtUWT+^c2bRMt%z3OGZ8lweWr6&=Y9%Gv8CyR!ORzuv9y$~^Mv9wfi^XLrUA7&^eQE9 z#r2!ULX;ge_>?`kT+v0aDj0{~#9X{b z&i-1vOfY|q-y>K&<}(+8bOd+B&0~)G8`-Ev!j~He(!~%iOv52gyX{&rUE@@tae{d% zB}z~>ZCaI2rz}M2QB&@kAo>)tbuX0QaOKdIr^B+Sr3!*1{U)(~D#Rvuk;D-Ez`K8> zSB*mQIHmSp(Sc()ogyX~zoXz@5H<+-3w|>y4)RfSdLe_4CV{u#;)yVu8A9vMojx|m z^7KW3YcPO%v@x!evXP=Uct828^Q<#k?3!<}v+ci-wzE_LL4VZN0QQSzc4=J3b5xua z4{V#bRxf!kyz%QqYe$MGx0Q!S#u$I-;yWt8GOkg<89!k}1d?10OG1uuxA-aOV4}1Q z)m=1UD1mmoCO#h|HcNujBoGhsr)9+Z-)1t^5?9$Xr|f^_ja_0v^_; ze-qM(DRjNkjZkA85-ppNh@Wc%eG|Fq+wMmUClZ354Gey=rm4F`(=Xx59YB9=kJK#S z7)X#eV0hh(D(O+=1RmUi_AvE z`*;Y5k|#%yDACx_%T0QG$k6@>jLJvK#viUhuy!>`&w})+^191!rh2g!xITnqoOL83 z>%iSBq3BGCNmi&>x}B$4m>Pd(O2ivO(@}E4c5VGCO~<2)oCHfE%d@lZD7ogt@Gaxh zJ@jy+S@zV88#B^zNZVqwt!N0YYr4r9Tq|>uh*wz=ewkPRB+7G7+Hd*ma6FKrxi>Zl zh1$wEAozLmnsnBekx~G}?)$ty-2{?7e2PFsc`SK!GIsoqktPf(=V5I( zGv>S4-Ixgk95F@U&l;EFp@4>O>liwEP;?A(?M@h|3)YsT@UdV~!@htOusW~vN)f1B zK9-8$Ev%m$0tzn(VNNxhpjKIf%Xc^PGcCK(L$?VcpSd#KdLFOSV|K zWmz>`&4^0%w54X6^S3r)3)ku;9l zlTOC27f53gDH%o#epK1oL4H)?zBI$aQN=DqykG52CPodDGg*HQwQZGfJf>DYQNNO6 zSv4!ACwTppcQ15~jbQ~s^ZfLnSmz`hHv*n+R?z#8=r6aLBStON@K&AoOm}<}UUDMl z&pvunuvjHdChQ74RCegeORhJuW2a5fd&cNOc(~IVJB(quA(-Iiw2cxzqOeP?Pt9N4 ze_5F6ysK5tDBgdj$il((@WgI9Hmu8^F|t%Jg!bw82U&z=$f@e?xi1*=z}=RdDJS}Z zpc2>^p;SUTLz7PsP;^3{eINvqce3SAE}9I<(N&W&@GJ}Cs(P1x!jiPO+)IEgPHnsUgFs8Mo78rI}~V-CuQ2cv62LI7u@%7&l8qr+H-E+BqY5 zobAb5{t#P~PQ|cJ3wf@|Cly(bIb7{~?HP79WGya>(jjp)K1N>kWZlvECL$t2v2Cza z(pU8^@(%PSFLf=-hc8Ey5;8DD0(&9j?8fpvxqHK3?A0TJ4Pq~`D_6=fGr1fw$)H>a zJ`v0Ej6#1BB)cCjY*}#1Nq+v2+|L?iHn)mI`#C=RVMm6*a2CCbrqWd2hJpiq=y|ZD zyn+Z5M|3urf*b!eh!F!2vK^d0>`Q@tWuVm$u-eBfnklt8+`Jq;~z#fTbg7Vju?_+-#t9U2e7a+$+y%>XWT{v7qJs9I8 zYO7KeVow5dwjX*f4r=m0F}?>wgT|OZe%sFqC@~9MH>FQ;YsvW`H+9-Sqsqj8X)1h% zrs!XaMq&r+ttkm5tsU^t7fRDUb0?VmOG#mr5K6()oaatm1#~w)F9u=bSU=QhTs|~T zp+A4sYBc&*#q-l=1{Jt50a{wNNuEDP~-0@x46?IlTF3HvUUtY|f0N6qQ1K=fV_6D8^fBVGk_us6rjpBk|o z_^+w6lh)P|eyKmXMawH?j(T;{CA`X&=!3wQT_bhh*( zm00Z~-c;j0q-+BQ?}{$JD6=7AJcRF^1M|+hI*6D-{h)<3RZKr7LqIM=R(WHn~d+P)IQvm}{G}USA_1{6nbr79|%cRItNek5gx=sWas_LoF)fNem}TZ5C!8Qu(~0k);izaieD`xrVGa4TzSr=JFF~s_%OFanDsqvYkbNC1`+Ad^Qe0kbby!^k$00 z_EZ$4a>bE4a)Q#>_=;}M>>Piogu)D_l4j2uYv@JbbNm>`bIA16$&PI(=pE#rm4cHm zqcJPbw*N%`kpfJgi*RE0q7AIJqc*mPpcxeXg2OaY5|s2toF?&YR94^JTl}aX9dnqU z$|!E-!`jui)Hn7`X*ePdq2ac#R-i+4EAU{pHv|(Hb#u<4F0j%KUzC6O#~8GDO7L4R zWpy)cMZq@be*19hk%xpNRT?7aW?e2(mVgI!IfO7uEtW1;q+aFbcP9+?cIR!dif$lN4z}A8 zkBXr+DJ~ut`)PfF=fHo^r3;p5{i1;p^{V6$v*C)5H#`xQ=P#%EA?UV7%Sa?!)j;+Otoyx;#X*1&pLWSY;B{WRa02 zY586;<`N{&Ko~=eNzzfIIM2vaB%{HDNU8u6eWqX6>y19O2qAxiQWuq@uZXGJ7zfLG zPbg_Rrx+@LHw2Wsr0yH>>zT@0vTE7(+ODGQ;1y-n1Wub|2ZQ@yuAho`^UXdl)*X+9 z(qw(iE=%4vwH(p`6Xif{;0I66TGTfPm7~|UgDgbaAKyA;VloFWdUP6rp`_RD71;LT z7A{x^(J^pf+n#^ZxIy@$-be%1DjX3G0wRxb8>V;?rm0`FuP>!1RJlQ5Ryb>aafr$R zPsBY$cR4YD+wrNlLq_(lY~a^^nqfymfvhxkl7Xk8t#q2?p3Ri%7u!Z$*Ev)COXj$) zxhSt#rFMIKe&q8~ipOH4Jy7Mxd0WYOwa>j!KXuIKRZM>eBcinR*0t*NPAr1)Dso>F zSo122DC9U?kz_;3pr}Q;Tq0q^hl#&{H_nv&D)!xsHz;t!;GWQg|EgbO4S!cP-Vcnr z{PnAt*wAsq+@6o77e~ux7{8||jd`y-5;!?ZnO|kvzi9hZfZht=B|TAkXn4!2dtE7e z{7{)i0lt4F#bsns!dwtw!UQW9SI5OHEF8lv|8dxbn8z1mutt!dlec3w#2{`4YtR$z z@lkf9CA|KY+*@YP#yO+F7b~CTXO^1w=ms_2cfBCPqasqL+tL`uBf5I;q4|NCE~BaE zO3$5A9-cIple?A1b&OGu`Rfp#N4PPNi*JLIxvPI5oTCnqYgl#u#Oa0sPW36n$)xUw zlO^*xY9|04^>0|+^V73@xvSd@;F-ubzJv;SLU9f1pYXMWhx*gPs_kc%EGZ!oYRS_KcajL#mTsy!d=(HD|Jib_=)2*?VToMH|Sip3J$vFV(G)PXw9DfJ~}kDclZ)w(r#gpB&A z;w-|p40}9Pd5!6NXxhuCEm))A+9XlBw5cMPSNZdI#=* zxOOk$A^4qy9`}sY&@6T+&TmK7s`r1CMU;S!WPOM!6+t7YK*Yp#ib7=i)dN;D8f|Ka z0zuA~gyMFh&WgrKW?DpNCCy@4+T~ff66T;XBB{S(ZDKWb$HSYPV@b8iWF$qv!mS#W zT!J29?YI7APO&&}PnN)&7ha^+w8Q&COh~I;hLdA63E^w**hq(Eh#VhWqnLlcuSuBb zK1)SlaQe5sOhKG!PTJ78GRuRfk19d&13Fr#qoQy;a*(VoZ3a*I`v?55dWH0OXz@K3 zid=5FYq=?I9L}JKszSM8M|oF$vY%B~Bbn468NulbbZ!x&kfkcb?i9Ty788BT%7#QI zEu4b)+e}4ChLya!ghE(rtLuO0#q@3G+l~#i$bbmphLSd=de2!Nkr(jedx9--HO5Xjq@U~l({=cKAZ$$koluucXm0+ z+VvS#E?7PL>)<$kHLRBwA}u6S3nMPJ;iCgp3(`vDL;ruZ+;pRo*W{)x z_rbHW>>|1$p?&c{IVeskM%*V5k5mhNR3=rcQDdtV#sPn91CvOW`H`Hjg$;WZ zG^U~tX(##g|r45SEzUm9NtLMbQj}@VUzv$#j7Lk$g1XPUXvs2N&-e{xwv=R!0 zF)U-YFozW@3HIC_GD_Ov5P7JU`O=_$tg|t&HS5Vbw`_TBSQA{sl_3irb;D00pSPgq zAl#bsI}?AjV)wQip0b_R$OW~$$hdRHi1g*FjC{R0>H4TW>{w;*TwI{s22Q~=IX2Ox z8a0ia-*SrjQN;f!f(t_mmaw8b2!zJlNO&aNz(wAy-wv{^dkg^gE&34z`f>#;~vdS`^1|EE2z3OJ(unWC>-f) zUt^aZus#lm8HB*EU-&dhz3^w5UHwFnqCtNcun=Fm&ABM$=e2gZCEQp}Fh2uggO|=F zZSWsGjN6hxGV7)ZN){?ZK+V^?L>%~4z(x6R?;+i0SNr&oUrqj#zW9IShIr(DwV-{;;g!hdI9CTF+2|8m{vvQV32?5 zvQBH)5+7P6_K2@$&*EQlxwk!@R#k7*OK@~Io>7fwQ#gr?LoIY~36;R*TP2wdgTuUd z9tfOplBkUg+A$ykbrwva{0ug=LB|Gu@S(vV&m>@5A(FkG<7wbzMN5BX`vrAls#gKcg5z|&g}P0=C)$7i^8x8Q zhJfc5^2mW+KSZr6pBiidH7UxH@*S8Nm1XvKmNPg`z4n|HYi}eqTX%7h2RUgw{xREb z61=kQMwg@UvPu_+^KLpGQ0<~#YcM^}gwV%Nu$?J!qgozI*S0dG)J{LoVFPuhtLSYI zTk2$w&cV~3f8mL^NND>N^kIMTiiVjNuNieO#1w$W!U-VosgHQ=idyby!L>ymNi8np z1C_{JzOCI$MvP)=a2Fo>M+OlZWEE^NIl{C0gftK6-B4i2hpOSaZvC?E0F#+2I>0M7 z8jkB?UyJ^*&1yVOqI$^PuOMI?iiJrT+&Kw3fA{P0Ch4;5Sq^q_NicsS2qzWqb{963 z!a$rl`Qe9+LoknC6We+&f%n)V!~+dEj%%T2aQF58rm4NCuX(85q_{r07=1L=PYPxh zs8_Lu$d!KG8ooZ3emH}RS_}tC@seZ{-aJFd{X%U5k4{oImRdzo#bg_mu1&5dHu?fV znhj{h>$?lH2zV?y20VWUe{Po*z93&?fOfQzLYk43z^uIH_5{l>1n8jB+<`AzvGEl2 zshBZ)ORc@v4p5hP1Y%VSfmp}{i@8JnS-|jznY)htd>qdV+B2MUaDY`C;uZ1&+ zn$eC2xezr+BTpaLF~VOnu~E|V!JILKGw!a)YL=oMG+IM!h3E%#|Ab*rNL8zPvBO_a z+H zo|IA1PBwW$=3jsAmuDhZb2fC1G@ydk^oZ;qDS=5r7qHqLn(Pyu2~-R!h1FbsVpjNw z>|pAHf>?tX$QnzS7}tm~Kwd`56W`#K7u|o{Lg4{IEd~K#BmCGPw6WqJAmD?ZH=w`c zD)H83)Q%b+FMddlS+L}~jH|)O*#s^z5U2uPfN-l!QF>{VFxGlyBhI*=u zD5Fx8SpQv0!~#fJ_#*h@n3l>=|K4%Zp4)VH&&>-l2~!Sh#@FDdpZtY!)F-$)#^5OY`g zKZ8Jz=3jrA8Rgu=J-FHp*i0Fx_2pUt+v##ktQ5@T3ZB&0mTN`OWO=M5i#9M$I?-;1 z8u6G?Z&H!Zii6{X&wCt8k#!-m+uY{2urbm(r|#CXYQ1QCZP%tvMJOSM(-)LMu44A+ z7w$qD40rmS&u{=<=uoavPdE*In#e-T6#N5^ry4>9?~FE!l2Vo!ihC@Pd51agU7UtF}&<+hOwO(rRrfsng3D{s4;nE7O4El8& z(h+qKZTkmCJIW{$h9dV`?UW~;Jd4fod%V339gd*Onw*;2c<5I!U-1s-Fb-_-1Znj_ zn`~K<0>2x{YOfbG^RSNj(`%;igh~40~;%EU%T`Jd8n?bv$OeeoArEBw3yLWXP6S)f*-Bl zPFk=XvG5uw{rd-PPwhEC`}xCn`t4l#2-2TNQEy~JHAn0?2cTFmTBWR#lC)iPK@D&T zkW@s>u=7)sbiQ98icQ#e#axyZnTOCY% zOx_bJ+kGjHpz3fI#bi}$`9Q?oVr;PWs{tAdgRBz(?h@}6TEcSR5+#;E)|@5w;XJv- z4Mr|qw%jSqX|k%nNh(4;cuYI*8?e_=SloZVWP__k zU57U!%9NFP@J2X*@J9(UX`IuTM9Py2mo$n_ppSD4rr*~x46GMALDF%rKG3Us}%nW_)z9BUc5Cdi&| zmc1K+N@~APKlSh2R(`?^nnZ$E$Vowvw9op`*&4KJgA zfRTip18e<7V0z!)gDyy2oI^53$O9t2k`k)sQ5ZQmp#Vsf4gY-qTyaZN-s~i-#A$3kvsO2&%xpJ0Bi$ zL49bNgM-~U)dMa>Wgk}fjN?JrR7CZQp)%^(N=RgKZ~TAEY;iTf0g#glmksd{yF-y8 zxXeFzf)yd?#OWrkb^-MeJS;+g?K?U;$P!5^(tW>}x$mWi(&Rd}-oWs5qD=p`d?` zrPN0_S<>d7AFqn1GzUhW+z-s2s{AOMNd48WC~kj7FEK>@hRuFu1l+y7Yh2t4b#*L_t+@X7I~k&p3RQTCV_37qN*3Dp+`(A!`V ze-?I(c=kT`|2R8EL(q8%6WuHM;R7vb3jB&C*tw+7P402$2M(SsK}Mx<{E(p-E_}0= zgp^BYrh0bt(VFyEE^YI*uwP0gTlMh?ff5a7THGU10r?HhoPs@Tums?6+7W&yHI#oF z;p<_JTA>crBGg!#4mskZj8wwX(QYsq(r1C7(F`AmT))lu9;6RfwZ$X`Si)-MGtPQE zis+P}?})Bq>8l6Qk;^a^eY53jTe=PGeEALvKPvu1!$`2Lz9!~7GZZ<;gq>VI|Hz&% zR#3QI;*`cPN6!juz!8i5$`Dn?aVmcjY~Jj&IP6=?)>~C^B&(vyK$!0bSF*^AcXDWp$qYD2w!@knhJi zxsv?#!D7`WF)W>1?CER2yRU!5fAs?=&#MvD2VfyZ9R(^s;)CAISO-iX^&D>5~S(pW1MektJ*hkta>2S^q} zm+EQ_SB9C-?#KuTTM1=yRm9z$QmRULBrp;_1_d*!_MB-3EQ<5wI!1qTT9o7&UOG04 zmQ*Eic`qp|b)aW5G(_D13juF(T_JYTB2=fgSyZ*iIU-Wokxrfj>S~^8g!gZ_yU&zy zongNCWcrbWN6<9dsjSyDM!UM8fgOCJPG8*pacZ;S#hz~JjkaotB&|OMI@4r`x-bgW z;h1^k2aS~-u&9f6KFfdIfHHCUaEA&W86b#v2^^t?bccErP5H3{!b^7%cwCepvqIz; zPuSr_Ic({#1H!41UuUAci6ap|vNE9G3}GMAPwcEYl>V6D(22Y>1?bWHkFRR-i+udVohR_z@RB^R3U+z{(`{q7K;_KR171%vZ0;tA|M+o~nG6 zSvG3_p3L&?<^wnNkHX_nqcv!`L3iktZ^|oAG~l&cu7*y^2u%{Gp9%hKn-|CP$`Cv?%ROFp1^8kS)hO_?~2VX30moc0+cIn!Lr)0TBWA2A*_D!k#i#--b2ugXhQxhwuvV@F%+x4OHzorN% z<|w=gDSv^-hqGsR^Wt41H(o-)BmJiRvqp%x%|L&rAKCr$u0Ez+%Tqr-j`Il`2iCP2 z3WO@{$>z6MnTA9Z_I}RMesC@8>C~U@T@SEBBsYT>ZghTDGIbUguIfp5IJwvz;)}2Q7B*07$$4#3Mg+5G?Nj-DiTTI_v^PIdcIyk z9+MJF=rLt;Jc?QD^0W9jkqi1)^QlqjixhuCGFktSqc7+2`-a%vn4x}F>#QT!8}Y=i zV5WQ4U2|>di|YziwZOcM2%E+fx0f`c4Y!+HRkL9peGaF1JJW3HcZMo1cGelgXBcE$ zP<6(2Am|6|u_q>e$u@sQ^k4y&M19XC1k1qI!BZVN)M^2l<#qVluW@H#&uk5Mr&oVx z5mc)2_4cro`shYe&=fd4VQJJ89y9R8VesZMD781gsF@7T9cA7;tLbDuVXTNi>2Pjk z(){GUxL7}2JgUOV1diz&ilJBi%OJR?CQyeiUGBOovIzTy$kB4L=BZL>VnAkR?~WDV zdj9N@N!Sch>Zud-{SEc&b&3o8NLGL7;Ly!#92KKKzs`VoG&d$baeG(}kO!<{(%VA= zS{5ELD@UuH1pVX|&1daOoQx{K0K|_C16LW);|sHMOWa)1^AgA~*e^D{VcUvRh#c%9HtM0w(U%=8_`x;_-r(-|m^~#wjks8JC*N<+ev>6BNy-D%;ba6!~;XF`VSHf+wK{^xL z(Dw46mwLUNl|$t`K3{+L{<8}MpySjx{KfuEzHT@;y?3^}-kj5JHWq#(KCnDYGCga` z)T*gnui{>T54~hunp-$a%_oUFPpt0Q0zRP_L!F|eqF+nAFh?|ygnv%rDii$03gqrELQT=rfbrYjPNwc|RS;3N&pN=ajQC}L1jm$DUl*z#7V}x&& zwj^8kpyXMOtRl^6vDTKMvYIMF*OygeSY=cX*RSt&PS!|(i=}%GbEVd7t;0c5A7X9b zTzS>HK#(mcXU%`#c)oO={M^nJKC#D-5XtGgz?(7pEd+XE{_^uTlaBoQ0E)fW(~=U)+Z3Ax{xyU>^$(Q3=`@!rQI^Me;)qyhQv= zRF6i@k~JwoA~ABBeZk?OZJ!7dqhTw>)%wG!8B7DBk2!zoC2rueqSdz~KBMVA*UO|x zSo^_Wnpn~|R4Hl$4bxT;6G#R_TpN!+B^Ph7)+N4M*#awUK14H)qmZmU%_7jE3oe~i$GTP^&; ziP)6o(djt6O_}_b0i&KL#SE#Mj2{;w2Rod&EQa)^%uE%WwiNZsOOTG3@OEWt&_x3} zuaG>44XZ7Rl zz$$+N(FLm zpJP?vEYqc~$pYfdKFyBIs~4KM?kYB}%^ZJ=C-OEot9-5ZnTopVs_tBR`#`P3yo7YD z69LMu6wX@4DxF0hKq^SsDW9s-nei~;(T716fgE1P>%MnuHpXY^w`@~o_dLtq+Qe2& zLK(>BYwbv0z{g9+h>wCdyidtD#CTAUtxFA^f<9-S%#`dfqtRcPHx_O0)_4U~my&<9 zbjv^e<<2cgbOP?YvG}~kTbl|#;^e{cQ?Qg6&F0(}G#BB!fe+!c>Y2)NOkJ5HAF~m{ z$!dsf`A`S|t)PwHN35Pz&A=Teo$hK>M(IDgebwJ$Ifm$WIQR_svUjicMGHvC`=27oImb=NqQ0}@_q1n9Lp-OL$9+F`(NwFrU|UCRuocsAXEFMG5a||GY+lZc=XDEh*s_odztZrwb$qr=BQ(n$8jptZl1{POP{5-t+ z18|PewWd>3TId8v4(dfOAYFgBK?411CFXhGgNyvjY*K$B!W`ohlN{NahRrdRX_HzI zDa2YNtzjgw<`aNnl<9p?1#&efPrV0`}W3JGZbJ5Dy8}( z1aG_5?TRB){f@m}V0)kD5)EqUtP>kF4h15i#Q|tE6n`N^zDl(>r?7tx`^D}kUtTf# zmi0SxcW~q>a+`Oafd8X(k z?!G1sdT03I2wt^kOnuLu0z=114>w0Wu9 zf;MSPDjmB%V8t`J(beJbGKezN5}XXY+N}Q?&o{u)jhP!V#IK@X<2uq;P*XXXTUL`=6NxqudsXQMjIX zTivWcE+=jNN%vN#u#fVtpAhB28MG|zziKCfEZm|%Ws59^Yt=; zO9!Z*Q$j?%3>V;JL-VC9BTn@kK(diEg=s3#X3CMI?@ypAeEkG@cTwWC>!2qLC!rK4XD zI_||iri{P5cTY@A34|C6+$3GQL%F&%y&N~h-zFp{H*JJfi|X}{Ad^oI9eU`Irjk@p zrFDM-dtMr8<-;IW3+RZqoVddF6NvKup8)d%4E#UJv*!Ph!){tzPcNeWrqJ#|sysxu zC$CgmJ4G#%92>PF&IXBjr{2&<1PSMvp6k}diXRyX&Cm|g7!5?Cae*Fyvy}oOx>FY! z{7VYkVpY1PH-~plDM!qvQJv)-aiXi&dnkV_$h7#n)q3CUXc)7?O1=(eincuR@pmyV ze0oVLN9#D-`o*Jbx_Ogzr0w5o0U~&t_VtgB$?(BR&jG!js$Ha0liaAa$dU?`$xl0pcWfiIKXAIX(ih5D#ZiAC zX&5j)vpZmc<2fG?-Np5b7mxyqq7@4J2vLP~Ls*F&Fqtp3p1m2vml@)7zjplZw5)+ zsQh8;w#*rHq!Uh}Zf{;(r#X^TdzybvYuXV1D?!O2UoV=+RofB4&95{$ZcCEeWP<}w z!U8>nYct$@(w9b z3a_cJJ-rK~tyybJE`t8MQtH z1C2kiIxHl$F~bylQK-XWKTH-IK$kW~2-SxgDFAPJ&E>73_$(0-y`Fz6uB9zCEpYlw zlz@~X?Pb6`N^;xc`|@v0>du|o_Sls{KEjVLVe}1WtB081Hg`9GvXVtwYbO)HB`av+ zlJ}eZJ5Ye<5_ZN8tA5P)$!CM=CUBhinHV>4#g`=CoVbf+N#GHcy2U&AAn{dcsR)qd ztRsVn!S|Fxf-VAoK!AUp-Hk>sT14$Y{jii9p39S=ws=W7(fO+f-E^V!e(7T&?5O165O}%8s3FviQcHtd$4FW^B#Kl1Gv=$@%rCzXm9Rv?NtSO`r)G?uuirBHnQ^yDD(3DnU zU@eVkubH|uSjQ1-plhw8jwj}vE~L{$)X|6s8_pIoRJ5{F)X^lEBN8EyL_}CsK@4Q& z3ndh$&~db&mxYp=B=xFL#-XFpA%47}4rqB>D60VMsH2G=Pv~eY@vVQAk^>v6LI)Dp z22mJW5qhAtq(Dbub;2S^oHpo~!g&(K23L4lp+h=0B&8z(JQU?BRRr+tDpLe49F4dl zSShI!Na2D+aHL34X(HeRX}W?!oG{c2WIRVmLP($z8$xJF^d(^kt7ujdhOB}eNC&%V zQh>y)w1Q-TQ%FaSq9uQNp6mvv5TsB^a4@i-Riz~3lLBE?qM?+7^Ps0mHYET@S{P_@ z0->Cy^%O8X$*M?Jaued-Kn_jZ(0arbF-o{3uFwiSay+3ma5csZdSo1OTI#_+gr=1T zRuNtD8nGRO*WlDt7y#GijrWMvV6p-DDDG7DoW zHy|fQ&k`Q_i7@aM;ep{ur@{dP90&)D0BI~R0{BG`*a}gCkg)=@6hssu;Fl~$Jtqgh z{Wd7ie%#bW`D8Y|y&06JMR_(GPUbhmSv@)bF(@C=$Wi@mbY8!Caya<+zZvDI_yi}d ziZ@01{=-M|r+t6;o7&eDj+5K*_;UmK{`HqX>+?nN+iykr?3(<=Qb+)g=F5}W^!&75 z6rYOnY0E9Rw-_-Nz?d-gsb9&&Rm-WSHcsTuDe5#Oh z$Q4|WpNRmZSQM}p!?BQ@WpLY}_L%69__tpce0w&#tucQwC|?b)G3^HB;c#99tSAp3 z9UUJZ|LbgcHN7709Zts=gYtNCKD`)CE{pQrXmT)_kD7r2uYFX{&u62X#dOA5kJ))V zn#~uFu7)$p3xo2-Fx_}PpfxTQS94B`D_L!qi_1qYSMl|DJiMGUfoF^1cyxX+xg6I; zH7F0}=TLu+s4BX_dbr!86hTTK-aM^Gmsg9zSwoQDE}5UgRF;%I{2uS54?0qRmw>U- z`-CYC-JCA!>$e4Z06Sz86?-;#CWJt?An`fQKOT*1%49}0GJm3^ikqMNhwPeqBPARhX977k|%xsnHbS_hZuh$(v%T)ixG1-M$B$8Vs?lTpU23- zY&0D2MW1_lwpDysxiLPd@V5bC)%JXbyL=*6w&hZ9!KK+IjQgrv9m0D;E`vB!rW3=y z6T{MHF|4)7Vpw=*J29;9#PExH$Qn_qiD#|5@ocE>gD90)avLJ|IR&rty--vXR7%B= z#w>sO4HT6+{<|-nos=n<#rlx9Zo>)WWl;9B^eA-8|d{$`i#kHgTe+24jc+26XIvcD5|^VQb! zTfc++IKbH*<#*7}Aw1BL_zM)N5 z2a>BTgnUdV2b}&G=dn-OcBQ=KS^a$xrT%2-c=i8(KmGT4@CiG9y7(aX1Fq!kN|JwV zDGloVkot7)+&6byM)zu8QO8wwpUR$9gk-!&OQ=*NRfPpqpjoZNz9m?4uzfl}TZ4Jw z_Hn@01f?spkLMbW2-631*+t zh&201rkJHuFRyHQ79(EzeZlz3N zPaHa-_wksL^S0HB78dp-9E*oAY-wImR;+2*S$ltQs+~)A zR2n>MArc%OqIpoJBxS1#Yk0_SD#)xgQi&$}(YW>dcnl_BGsm`MNGA+?iD2)6?Lk?P z3j;>sxt@YgaV3RaWl$VUlZFsHgy0T~TaZN-7I$~|1X~vO;4JXs1W1Ag7I$}d3mzc& zLLj)iTR7gUukOdyRo$Pio|&GW`PVhw^E~~$d0Z1d3IR2hhx{1AmG|q;T`s3~+`W3N z!Vy_kpk9$m;F=mC{R z(X|&)r0FfzMCj(2Uh=-6K-e+wNrbXhk#@bwTzv;kE#ZgKTVd*pS3IxFi`gdiqHXAp z(?F=5vc1)?;Uh;og3$P1^q0uAi!NV7@F-X4O2J4%SKr0@cCpU;L6xZ!Y$&&o235FN zzN$UMF+ZuVAMa3*kXoIdO78oaR(DV3oWdt@LO4c|$bqyJ`j~IE+O*VSRYi+BAAY zhzPz~C?t=1G9`+^i?99AZ)&V$=_(-YVjG_@thiNyVRG-CA^4-&_G&kA*xV<8V3w7w zg~2)Peg+G1V$Jqv;2VE!AVie9LFR& z>>yMfxkfkS#*c6zE}_tH$zsrfPFu~LbyIVGEFs36fId{uw%w3I*rHuHl91lxut{T& zGC|Uc{k>m0*k2)CZ%oh(rU`tJq(_N@5zv z#}Prf;#eGQ?LdDPd(`7=gz)>kq%}*g>4f0;kWrr>e}MGwchI8({QC{02EYSOMItmr zEvr9eKUroOGlX;t^W^zdodBqH>EP(Me^iL1|Hx89$g~s(2Q_=pj|{Yj^}mw&P+N+b z7j+Jj^<%*0>B3|Zmb&Fn{a?q!q*(gwK+QcFg#M!0hY_nzUqigom+)~QCRs2{+nKHkX5C6>M3Fau8SxJ1H@iKv#_OE;Zb(xQ z1;&<^oqp7H*1NpBy!Rd2kBg@Entj;O>e2pnuv*?fAk=W@ICH(bQ6?U@`UMd;?^`^R z-x#EBdHR)5RIUu?kWdI>6T=Uqfh8%yzCZ{dF33dVtt5u@(8WB8J1C%E{hZ

D@3iE!Nq6dbZwWx`N9hVtnPqruq?Aj+f!Spfs~D(tyk$l%iX` ztOTvrKuMbd$NF2?->ZwFt}ZK%)>$P&)s@~RK$lE}S^4Z*zKKWJ)DnjKZ}4HCk*S)%4F-fBX}o6#$t&yYe4MgQ3vn8`W=7Z zY4^ag>x-cQ4-x90$%}2BouogjMtt$PV5@Hj75Hw&5%2}r^I_rj@X=L@FNnre4P@iv zrVK51ok%}Bg8!OZZMyOY(t(~kGdTBSxGd%Do#>cWtqXEHsb#0OuLRaH3M|FK3E8m~ z?y}CsuN)9pNfrA;Q%f8F>~z&tm9x?-4f5c(Kl4{w9J?kJnUt(iGjEcffC%3j;4vMN zRBf{q6-xg>{=jH|$QW{qYRCPl zg4|%FQqb7CDd8qUJ+t$p>s*qj^!dkx&xAYek3-&F%j=|b?30d;5UJnaC=X8KX7!zt zlyS{OMg5+TuSJa8bm`sK)1|_)Y!=4Sq&&)_maYjTSiKgDx6qq+*voG@owj#&@}?~K zI*aG2Gtzq>0e<{UEgw#r60k>tcBTzGre2@J{!Rpz5Z$G8J~5MYocR260GnWMUA>6D z_FDloGOvn{-wa1^43!-X->46mp5FpBvf4Gk0n7ZCPj4?DY!<`&HE6>QiTD(6HSCuNw zR}079qI5|u*6TfTwrKz{f32~t92C!GK%rEgIny>bh-eS~J@Tz-CofamtlQXvf6kR! z_gPYE#&u6r`aARprxB z>;D870G59HcA9RYm#Ow6?t3aMwk-_M$UfBZ#%>XbSyo_Vm$swR^s{Z5usYC`ArFv$ zhu-N=l9I17ogGJ9ACt6~qvE461i}7tYif}>w(tCyuqHwzb9njgOU;(uq5f^4nVvaO zBeYu9x8v9Th;_Xz!jbWeT#p=vEY11HOkHB?utZYEEAo9xtc-74T4;sQp&dU6o5iAZnxIk>!z`Lx%gho=>zRk@J@JegoaLothDE zY9(2+Q6!vnQM3JsMGQE{Vs;gos&`gMf(1!ZDAcVi0RaozUVZvKzW|rDJh}e?Lq^k2 ziT{_Z_kH3`%P z7)IeMVq%1#Vfxyp69>SfDT#*x27pDJ+JxMv8^$L>>&3lcUOw5t$J=vnsgW11%y0Bx zV*Eolr5Mm_hKMMwhz&mhch;!yS@ci7OomCsX?lwtLAQlYEP} zsEWk?uuxJWv1ko*EeNb_B?2c%0S2+cektm_dKHOF!s08REAK`s8&3cx?D#ya_$CKQ zD2gtTG9whZlcC5w61m76sXrkU8Q_MAlKUrx8xZ`5P?V4n6GfqBG;9ElLY(kM*5HeV z0YCyzgYusk+ViL_jn8f&mL5RYFSz@9l0>EwF^ z3jc1OafqdX!8)GYTDsnb@dZA+-T4)BK3%VefnyJBce4WB@8r9-R`#mlaf_MZCJ%8M zOTBwbxLzNqtFWunvz%!33Vjnb2ccST4Y$V4S*{IGP1 zupgM^V5D>uv`U}TAB+i}m<`J3KdkLcE2I8la$V7Y;db_6l}BOU?RsRBb6+a4l#^lZ zO(wI3a8_1B*l#;4&MreoGq3H*A2rFhL(+q+62d;#a?7@-pmsrenhbXbc1TuY3If9U z{){#fcI@G1#VOUiA7%lOv}B?dOtV_&blyHCwEUFXW1!^%4|#kn{3(H}Y8E*@$L{(acSjBd4To=O}Zb&b;B>gp)z zYPzN(zmc5G_eHhOA&{X?d%r#(+5Kh{>9Y_DDv279s$UV&>gWgfj-QIxD1@{Njk52cYx4tQBz>u% z;v$t=!#;>(IR%IcTsC}CIq%tak0K1=`!w`nXJRUjpS^K<3p=s%tE$Q3-dnaE_O3esu^yB@yo1~a*3sxSM2y2~gfTVbFMBU7sY zd)FzM+npuc6dOt5c>7=w*``r02k{LHVOIb#UWnv_&8X=J6&`fKF&3wx# zd*fY!-L;oAaFE-8qN0pZ4Jt-Ww2S%|M)4*fR7bg<5Rxe$b^XqjM*pSA8DJva=Bm0d z>2Q%q!H5uQVX}n69kQ`RcVlJXmLZ(nSFO+^Bm&<_E5)A@<gQ)kAP!v8?kF*~*`hr=kRUpT%)H&Q6lnAR3H+t8bXW>k+Bp(z$r z-cTpWtm77==FsRXq|=OA?jB~`Eo5|#{Kvm>y-qpo?0$Stx zewkNMmNa}BvBzSNuqph480W6XF=$2F_F&sh?%=dGT|Ad`cvt-oc9nTS)9I=B$??2P zs{nEWkxognzxU)-KCNmi3C};KxgAy15BBJ_d zm(vkNtG2L57)7AH&wa^&Ao34P?sdFA(SNGA;&TVbAG%@UAC||)1LT0 z0y>Brzzz7fBY}tr7FSB$IXV$c00cC};?lPDwFbPXSX}x5V<3PR@b9FSv$F?4fM4)s zj}{h}q7%gVWd#1uNCsdm!ow>oCnX623-W?_1?A)ffpXG70X}K4pcF43KR=j94DkP& z;EKH*q+;!4;{gQ#1wlOjUCBxbygg)=6Ze zZ65NS{#2+G-&qfVC44;wQ*L1KH9;OOQ|i!12C@7Tn<_l2|P!b0K%eI zNkd9FXih>9QzwT?##ly>Oec>@%2+`VRYg`fsxiogyqHy;w?ZOaU65)fS2uT@9*(>} z$+zR%`~4#^g0H?Mw62G;p1d9$+Nu!`qEKzx&AFJ`&K{?m2_??`9bPziU`alioI8uh zhNnE4oMUUJw60a}32g`+?RJCJUqSE7i9RwSj-dRZv4CtxS#71XZZ^KH%V4}8Lfg9EAw=poLi;|xb`(PZdo`;m9FY;4y`mrAIMO2UdR?nY z95E5E*Tkx69Ki_lUX(uo1XjItXs>xaQ~f`ozTJ5By3qUYW`S=i$Q;FUn0~rN$nkZ2 zi;vr~fcYhCNd4(GB-{RuKP`{;_YxtFWB4% zZvrYFbk+qyY9O!Y)nD9@d^U^N7WCG9^S=tRHBOvb|9oAy8m6@0G$0&g6Z~~NR2P%@ zA%9pVI!>fbp+uJ4Fu!}Kj=qMo@-?CMn;?9;gt(cOW^xTqR~SyVf(3gv-#Xgl+x;=o zMCi{0Ns85_@kpLXQ=|)dTLZCcq|ej>D2G&j$c1sN-6O6P-QBK8AD09%xb2rQ!zChG zwBzm31VM2~k0cS}qW4vtpLy7mf&&YasCjQL!KPF@rPR^S>tgN`zNQNksN<+8@?%6b z{vv8klNZ~+yAV>|T zdmq2GV2if;V5MSi2e)L;E$!KWxwS z?=4#W%4PGRtiUV210gpoL$c+TUd@=zr#%!ItJ|WmkHJjE%f84_%%WZ+&;CW07$~9& z3QYU-sukKg<#5UIlnnXanEr6Y8TK23Qc=44J%|g}!BCQd+?4P4tKAISti?9^donSF zy@Wlcx}Mzn^LzN-Ox|u(FcWFw@1r2d_hTdmko8w>VlWljCYVvxwrkPe{Yr$)iD2PP zV=&=mIt;d7XeNV#<1r>tglU9Zkh+=Az|06{9agk;XMN(L;(dM$TIt!NJwR^rmOwFh zQ$J6Qx*yu=)BC6lv-N-*FVysDUFe_4qV5hIZhAsQ} z`NB$5lcmOMTgS10kLD;gS*a^L%E=9%t*<408`fDF zQ5z9XwCy~m)r?=Q8K%2s9G-8!6cmg?VQYY6)JmQ0IrzdT`y%4gMVEL1x=U@m`-J2vWZGnx0~X;&sKqJSwpXodLY)A5(`YzQl*K~%iU%f6 zS{;3IJQ;TM@m+PNd6BM3`hNN80GsJ=6uI(u>g=2Sq;eH5c}io#=YQ1KX&&F%< zqgY_2@TaY6Lt1{)w+1{_(rcP73*YVqh^UbXlKJZ2LEQR*%EY2YUmC{v$k#&lwP4p^ z+X7`9IAesI2hp?@Q8K0fha5GsX4XCvvh9)RWVn&x-+>r{R%^84+RaO!uv@l1bF#|O zQ|0h09+iZ(uJRw>Vm4a8qovInx~)lvA=Ds7Zd-Gsp7?O>w`D~8)y3MIblj`o?6o~4 znI(m^z_J6L;Y(hk<#@o(V478oh zLSu>QQuvJQ2b4X@8;s8O*~u&FMmTPu^($;NPm+0{GLfYU%{JY@>sC1`J)bB2SdhUM z%o#dkThOvH8r9Z)Rir4ONYB0WsjUYFW4~)ggD61}q^b{?|~>@9Ke~>|Cbs#t-WD~$A#>>qIttYlbQJ}iwy2?P6?ffhhL!Rr))Z` zK_**EK{dVetP~P@bd}hJ*Cj+arFZFMF*AiT18>#O%_aw9o{>h+OoEP`9 zN!epIV3cYyz;-B*6ljG)slr;sJk4yvGR^wymW~;ZT{W8rZZ5LJFk>D_@9^P7zpLm; zt&GX)(BfA}fsQxMz6ev75h{4fzW`DUGU}i!>d)E-&;oNA`DqR^20jaaz%!l^!f$af zB$CVJ59Ueez=DCf=i9d=ePmbw3XLT{gamc74t|7RE6iM;y3Bh7QA;AXi+jp4i>Eb8 z5%dE+%*3Y;!w@XY*`pbVpoyWyZeZx=Ux9iLP^Llnqq{q@7SShK!XheGhW!ypqj)zZej!P6ydQt|m%5muq@$81;`9rBn z^eup@;Wz~1O-C;(!E#8vy}$<33`K$HLFQ9|`rr)S!Up3M-KdkVX!$@)M90(_wmJ$? z31vEZ(D!A+DDzpekyu07r$$K$f@b~_Krx(=X~*32&%$Jet+!yqaaG>bV-=C1r6)=$`TAiDmb{ULSSS`9V?$xnd{_#ml*mOKg z6*nWq_O*#~{K1V#v|k@H$cV`0m_BUO3w&y)SH>j2`tgAu=8Dhh_<|dzj*scc9XAN^ z*f8`v>i|FQQx6OmDl-Og+Gfhz8wVoEzcM^n7Ca__tQpa@?H07 zbW_oLG@C>`-r3$M#d)BS)I<`*=^6APpqZj4$43MCg)=a8b(Z`hQK=?845GgVLhhvH zo(VNoN?`R>=g!Qkfj$hXZr7H%PI`oqi-B(-!A>ypq{$6I*vQQK+yntC-qzwPX%y|A6Ys^FB^=LNX=mHtiayTA~MZh28KCc@m~I?>&y|vblzbJv$K|r;ywRI zTTF=d;8uds_Y@0d*t8CJEDf~z7R(8Go%nRg9CbgKvA67+C3r`fr^@OP2&5M+I=22p zLYDdEm>yo{cL!55d0okfXYFU{-w-HK?{u#bd8ca~+#9XM3zQJpw(cB)>cT z&)4p`kmxav#-H-3i?e3Dz!I1p6`pdM+Ym#bbV}zIlidA~a|YfM7f-u^H%*TIf$VXm zd)p`+K_9Y>uaolof)snLD0wjPR)vho=(cOeu0o6Hu~T1a${ zy5PLoMt3^*Xik$a*DHx=<;#6cjSmEP)U$DLZI2=+8FfQiHxaVmGh)quy<=l>Zjl5O zoaGwp+M^pE1Fdl7%x&eZ9YOs{##`(HqXw7w37vPPNh4R0Cf$|XyogJ~T;ThYM_~I9 z@rApb=Y3~-xrObt>Lb5FN`(O;GuE$kFT-=Y+HUmSWHrq3b>XX#}i?}HqQWp}yng)mjWl6$B5CvspZPG#T)KB8GM@Z|QhQLlU$N?ZELE7Ac zvT-)O+K7OHvNJac*pGu_ad8qe6WbeG!}9aPGRc|QS-4mdvoJHKvE%`0fR`Ea?pfUE zq0g@v^hSUna%9VlRx3pd{FTw$)6#{INDfZ4XjT!sk?&qjRJYH5?iuz=IcrW7%mn7y z9=XGKxTSr5Iam3k*6~9 zq2F`5I_%u{94=<7ae>S+`!$qC7xnkYzX<*0`?{okufa^|3lQH{wms4~c6$&UuA(}s zOGP-4o3I<$Mqf^j;=SKMo)ffPt>FdST)oKI$)R)PIM1X z=ju9UvxQzIZtb{6P(-~$t(*+3|1d-4t#F@PC4Yqs<)B2S zfN}ji?QpF>THibhdG*EV1-cxyOJX)%xDd40; ze+0ed4iJ(AFHAWqXyEF0(&pcNw6RiM$tR*&t>kf52`_CZr69Y=o&pb;Z&h?u#M#D! z8>LgmDqK>f17hg5pc|yLZf3~8v_hl(?pRlNv9Wy^4diNct9QKn%{HG3EodZwG`!M{ z3v0XmCotg*6VqA3>bfE~&=>2ifjU*@a_mHy{Z5{J^T!8a*{uh6Fk}GUi+$leSa+qk zRBYx_K()o*v@UH=izHg5fJ-MP+-Yi~31@qTE}tcg8SqC$++}bozIy+TVP3aAYY_jf z_?FaTXCmXC2>R%S?xY*l(gXF9ySoy>#0X)p(Zt*I$+M_Hd<>1O)%Jp~)7?Y)cI>c? zwxc@dIT5&!*uXL$ji-eIuWtvtWG?#gvGcMg?6|_d>t$=feWM-0iI9VOP)b`a>M-=9 zh0cyx4{+h~?ygCI#9_?9;oiv1duq8QE#*4>=K8_MH}$YPbMm|MG=5KqN%($p9nmzjy;~(u5_nKOnANeriLF2`> z^HXKuzE3}5x4oi=jHak3TQ3zY+BOG+GXohyt-{*e31EaU10GDXI=*5cvJG|U6z zzOR|R#;!_c>bX@@S16KqOdcoq4?*v`aA9AYa#GZ{sCQH?Gs#g{dgb{6c+u8GWLpLu z`HkQ#GHpVI%W)+XKENOd|MA9OqNUdkt)EDmCGHQzYU^~sYCXeGw({Gs{9^?P^9*zun?`;- z0Y80s-yFp*>c4rcAPWCMkFQfmNw@W>W~Qgd)c)qZv}9!$as=$LwmmnK`F^9rrdR{z z&Lb6n@>R(>bJ9qrZ&8xx)A6)WJ=Hp-j7iL~tCk5nhHPP9F5&GNE!j28@maT9&8quRf_-K70OM_hU(cpwYef9b7{Kllz`X zR({1uHr41NI0Vc_098oIh>+iK2L&Q_Yd<+pTRN69FUl_q^XRA8U2CQg5G}r0a}t{U z-pqi;Aw#X<(&b(bX*GeNPBiYMljJ(qNDY*fPx3#Zzs@u}HbO4lwO?RvRi&`p?4z=q zGU7Af0>JL=bXMH!~1x>y9TSP{yLu{|Vmd>QIRcS;`t~oq2 zf;LrF8zUJPw(aU< zzig!QlPml7mGVojsdQsHGL0;xjwpV)bA0aRyZU-Ned&Lm+%L=fLM`iJ<{6U4yd+fY zq821fEW8-T9KogaA(&Co!M-Jk7zD!~spm=EL~VjNx+RKEG{HSEKkD2Bl#129X^e}^ z_Z-}X4JC`aGvvJ<>^t)>eL}Lr_4!o^Gh|-)S-TKEw@ByqjSR`bP#tEz*kb-?y0mF- z`16zvpp2TXfU@!l2Fxq=#(wuKcjiy+}s9(ZQo<$h*)RRrYd6xl8wGmeSsz?+~_bKsr~*!Qt?*or1tAn_rsIG zKPDNYYcu8+8j(oeorcIcs3p#`@!yxu`}PSLH^px^mmtyj+k6P zyY1I37NKjH@LC^uEt*8DH}~`X31+r`&mY?b`j=%SE};9AgQN<}MF)}CaQ((k22mpG^M|&sL_1p0MdyfigQk;&HO(C+ zbV(=U-d}96=RRyvIwmDvrcilADo0;d19i5Z1Fk8}Qm`BHYxOpEkCfJa@jV{9r}OAx zd~IXQRAB$?Bu}{Upc_9H{I#fvbdcsoE4ecH}tx=5G>yO7A(FR-dVMR3?^m=QXGY>RI%_+h?;B z^!*PcCw7j0H%VEYJ7FCkQSKKisf-*5+=O76K-(u5bQWN{B@70L1w01aNZo+~z0_Ns z#Pmh_q^>&DJv`YOlL)Fj@$qs@d0ubs9n(D=$41O9B|=@%gAA*j!hl;_!eiVnuB23m+CsH+V~5wMTPv01@DF`(dk zw3=9HHlb&ecpSfShEY6tti_urs0Kbb3BNb$gO^;Y0A1+pUR1+GPxdG4S<4|uiS+EZY zArpg9jqjBq%x~y0ycKadA*ml8P(Xe{0sxU^RM|m5pqtv+vv5*_N13u0noUUe=<^0Y zX_$E-MOfhWzqvP*N_rh!p8mR`LXj@sW|m3S0#4niU`xzk zq0TD+Nh6ivCYOpN&b|u0B`2b@zoUJ=afb2M?X5K%X?w1Xt=jb>yqFf*E`y6CH*`OW zlXs+dX6jiZO{q>7pxe9brxBeK_#NP+lvD>Q07F|0HUh?_o_} zJ(P+!pV6*Ff^wVXPgd<+p50YuME+5jpCi3vr8D)ls?V9SLyYTPtvKt*_Z&O%F@TE24UbeU%Iz`n7B*O@6w6VB%ZObY@?=5kX$db3Mpw zDi)F=3?5?G;<9d|ztZ!s3;=8ARA3|-oz1fE&T(6DbB1xOP}jJN7VV&^mX*Re>XVi~ zhjg`?$5~$PtILo*q5tU=gEfvziq$Os8JUPY(eT?X)2&x$K&+0r1U%+V?_D`$g!I`- zb>bukRZ5aqE$(vahclm2i7;ANqwRC{X8HYA9(jMUHW%m=yb$H(JfZc5B5A%31g03L zV4qmo2htg$NB*J@DMu?yT6qR%7s?`jmn+CI&E#u%UZTM+mK+b9+!ytr1tA>&8Nww} zY~HMvII!qBAOZyeg~GkM>aLdtyjP~yB$DnKtA53(h<$i#F{;aXY*ZJ?PPz22zfg}v zFm?uO-m0i~@`*a*>i6s~AsVt6-DSouZwcX4bHofBxTcKbH6HWFq&kyAVXHAkb{IN(AU_r}d7oojbT4sv& z6(o6nse3l9|5Esv>v<9G01a`T#N$ffeOKEshwWk1w+d8&W)Q&bM=vUI#-VW6=ug+V z4f>f;1Vp2&4KLi}-$T}4iMGt9Q!rGM+vO=#Gx*f2GPW8g75>O~r?r^5duKzF;F?a= za8LDq)gJluDNafBF@FmZ(z2o$0Fx$R3ZO6} zF`}&?@7jB0>UrW>KeIjYjXQ#S9?-|RHSmyzW*`&attq|97t|O|H&<;`AMU^$I=OEQdRZAI$;R_mjkB|J`w@AGGUJz>gDirmq-StnR` zeTM71dF4|L0Az|X_xK;6o3siKpCnXFi^%oA$uCxRE|&j5+ob$rc;H^K^F}T0 z21UUVgc5hL00U`tvv*$@b9DPfA`W{-_3qA&s(?8o2{WS68)?bb)>Cp`E$vEHj)+r# zNjw1s`>=Q{PwdQ5CK zDm6tjgqoCYG+;1Xw|R$h0NAY-iC4DbI5U=E9mySCP_DPr3=dDQjBbXT1MQ;%5zE(ghaET;)@UC0h~V86bT#wuq2W^ zT3CFv68b~RHOnakVbBvQ_+V_?YNOIMvINeJ89^rFClhl4gq_SpK+Q%*P>Yzuj2wSH z$OR8wi4iz;X0SX4i9{#QG8(yVUJp_$$?_&hAR(toBz}yU8RcH zSAC|o+Dpeh{h|vyXB85Oid>%gCx5dtUk0#_3MwT!)E=cI%1VK>uYO^UZ*ZY-ADw^8 za>G64N4$$8UQTBjUlFzyFbzI4q(nS&i_wdNYr$2jAyHikv_i8(KaVQx|1;18g|zAL zHd}WPoyoI14(xW6=jJ90|HTvP zYHMl5-mPwQGLP$~hdl~^)0qoD&sHC=4+_bAFiMdK)6T=~&5i|+uqHKY*vT0{H_7S5 z$#0-r&A4(uJZyO|s`>r1TY%5E{p~~_w*`Nit$2kE7_YV8rbXe%cQx+i`r4myTtDjA z>e#rRer89b0uQwUx z_IdoovO_muadOTCuav12|J`D6aOv&RSYSS~E)0mM7$)iAf9q}Aw7;M~5c3L6mn-d4 zPfSWqWOTt6RmWqpIewTGBmI5cbeK0dXQ9Up#MOj%*;_eQy!_sNJ^lD$F**D`eCp-d z>f`R`)u3JdZR@Z!FqMyvI?l~B8qmhjrtvdNN9U)GPS+SS{T_zSNCG5`y^fVwZ#+SgiS= zOJeDI@{)asGlHy_qso+h0JHiwKcMP|#0@!SC9aw|j)V1l7NXHG#WDqmoP z6)5qah3F5#)Ll9`UQtCOWnLjf%VA^EAE{g-!S)S>Nb}O=(Ci$t7X4y^{D_rvIyB*^ z7g+ON^1Var{Ul*n@Md?`kBr!jAXJinl2!O1IgVhkL6_h)>f#SDQgg^nE*~)MGeDr# z*tC2hqS{GkNGkQcf!vh!73gi1C@7y==wdV;H9gc)NVDR5G-ha|4_>1nE)(pWFnRBp2H0ffU zgM+aUlorHt!F5=@tCOm|SC$QaJhwSX+8)OKXP?4nP3OL-arH++5l_JOp?PlM z{|MS1Z0amGMrbCeF;xp=pgH~_Li_AxnF50myJPqOG>3M1{bmtR<{dY_q?EX{m+N_UgTJ#s|UKV!WmClsBn` ztal{l!P`7t@bXKGbdK`73=rEaYEc#-WBvikEtK$4q;QtM^0mS44k1J)&oE^frq%?W8HsLgQ457s`EH1{z-hfX`Fc+;oapAmbfgn4C zI*(T0{gVoY_td#)6s4Pzk}21u%Of^27jqw;!5vReVIh^DQ$QsR+mRw^DkLq+gOSD; zRz-<+alrSZ3W;}C;~PPP)=HZ+p0yFmL3bnZ z1A7~rnOROaqA$m!$;VWRh+kx?u^K3y8%A+^=|-H!A0)S89VEFPUHc~JlUP*x7ehzx z73*=oG-0{+R`>>g(_aSU{32_63hbpF#8bPB*J+*LSYVJqWi5zqStYU>J_gZo9NQQ9 zhB&J>JN_^2$@(AK6CvNV}Kn6dMexQy5>;o^k(mTlEdP zTi1v4-zqk)f5}pr2^mnpZBxorCIBGQ#5}VD3Giz|UUCG5(_-G*`o1B;WofnhZv_YI zzceZv_rJeETC`=I_uEna;Zc=%!j#m>VyFelZ5cC61$4G$N=n`Iyl-a!ltvLag6M(x z8{dKkKZH~`ds=v=#6dD+Ape|zX3tqi?z`<8ag{QF~$98`ACuZYi2SYZ-dJu=+&e`s*n(2^JqR~d0 zi^~}&(3gt9=3M+36Zce058LO%r^pGfeQr?0Q zF=edaYM$v=A@BvgBnb{m6TLR+fLOOJZqgD@%e(Xl2en{hc6KX*=@$`HUW6U%+h?cT zejk1f^p?TI=E(U?J&|eRUlKGfY1X7*^jU^ApjhJH)c(CRz-u%`--m02eKR;)M5Luk zs`jxMS;PwcNs&3)`~@q#-7;(YY4CnQowI7io1C`bqy@B1rL%T>(vok5oF&nP^I3Iu zMFdwUih$I{B0Ci?xE@(>b;Z5lxv63C>*dH*KD@p)Xgr#Lw%6i0!)N>kZ}y1M_m3bXnulW z^^BcHj2kSX>hXZ_TWy70*j{lw*jMmw(7r=P9QjnLFDjROs6T=48@-PsYZ z#02HaA7-_3MOX{*+3z8iX8btrsQ3Jh#ipwxcvSsvYZE3dcj089P}R&1BBu&}9UL8I zb16Ry89M{DmQsuzN1;j9U0X2~NjX_UNxM9-VY1ozPNKFOqwe zWA!}H5nRDcIFEKM0PXxWAtVC+)BjNR2a_%(;xtX2FDBpsVo@da6yja#ZciQ3zyrB! z^UZKv6i`|aEhm+ws3V-h7yj z7*g{0oD0|y&gZHx3gTAmg2)%8r(k90qeRHPcXx7uD%`cTvH~q}1ptM~EG_Jomlt~= zVDVQVZJw9x*>JaFi~%34FrjKxPojV@dx?tQ41>(@f?pn=QGf6l1V#sgph;X7e=e)S zBYBlb(zN66V#w>D@h4id`#A1CZd%!`Ir}@n$gydpzHx0j?I|(86r-$E?lvjbvvEOE z#>*`|4376tC;*|}PGE^sO$?#QG-|cJV(AUKv)T|e1oP>a=4(%?l8>Pga%AEWO!Wpe zWV-yHXYd_@|IFmq#A_{W1p98(+WQ@fQe+xrU~VZSVNJK$x|#HL|prm zd>q}Wgfp{jYm~}Yd80xq*3RS@=%nR;@Ds`64m;cm&jU5ctmvMG(`}ICtq#XZ;9oQQ zII!@9{c?zrw`rh=IFsTPjd9XnCLxTvH?6dyq{p3RI^)~$wu`uT>tB1bdn95&2%j3v zj#yFCafZMCQjg2S8&Km9YI7rvv%oP%(ijMS#H8XARtfsR?n}qQ?mv>mCX~-V`qh=A zth9NvSO7DZ+o3w!v1w{wX_qy)6%2k@Vw+v_fmk~{A{vgS1uhpXUNyH8Ur^bA&Ez^H z9!{)O$cu=CAd^zILj9!UeKsaEsNBA5;IPmlF`)5XxMYRaS8?TXrciB)p|v4YH-u(yr;iEjUu)fRvBl1&w-#A*jlhhE ze*t?dC93ya%9sY~B+7nQGj8Mb?jL@`vJ2YavBXc{dL0nRfoAl41aRU(5J|IbdsqA2ycHa@l9KyBhj$>XaZw4BDblj(@7e(xP=J{#m_v8=hvOBSjA}; z@KZtun|#aN3(_k`CFZHBHYkob9w@GA9hWV#|gOfa)EPIvHXR2)Hbt7M##@vY$ zNu3;O8dLJBi+YeCDx0Ey-MDe{V*=TdLg$$?w~40r#&8?URM>9S^u^|=d|vdwyOFI1 zIbF72Q=F_g6>+}$3J>AUpofJ_RoKeVH8*4v=<*rbl0-~qXRYq~GW7%1;HjvW^~S6c zepV|LzhK&2W@O8#)o_BN#(;-wOO5*r&3#rUC!Gq|dj%eaPBD znUOWLAV-x3l^#s-K&?X3$K7kN^9d@xHdVqzS+7O!hV>qjvLCf2?sI#mO}_)&=J)<` zc5T?Qi7IYy@8~Lzly_6MxtCASz~Y)79z8L)*EnadE9~;)PTzy26er{{;e|Y}?FaUA zuKya1-&o?UD1_PLexOSSYEzh@8}{baq|9M$jFEVEZDa{kuRL;}yakNE_aJ6LZE4xR zE40CLpWrI4Zp<*-{d)MbX4m%Sat}Awp<&%L4VNlOw5POY=)Vs?^WFXl?qs%>S|Y4u z0Ur}t-m={mIy%~4onV1lUmG(h3Jv^y)n#7oySnK9@#sBx9`lqb{1dT967#LV5q|qT zDHS~7Hg-^kL`wX8LICSoHz_h|H#C! zzvl!w!5$0>-p``>JSZgBn;4j#ZJO0gJvc5?aq?D%b!}*oA-R03c@LEw$>j!Dy2C71 z3rf|;x-K)gZxrk}8R`Nj+AR7f%SMM4j~_DoqCZ4bK*w)q!lmw$NArrhmLzq=J=CR} zhzc`cD$qo54}<`$d&38!&N-H!j%nQV_B=gp-56b{ub*9`2u~9=85u~e@YIzhFHgtk zMRF)jV<1emH`N7rnBdO+i-MT-m2Z38heewrS=W6-rep29*p|Ny@qT#?0ukNI;)A*h zyA3CS=m0=OVdhS3d#E9-mJ}qy#&`Rbdv$?@T9~wTRCWCL7y%o8K`i12U9oRx4m7V^NfE9UB%a}z@W>FvaW zTpJ|Jb*J?r#R09g<%*bF)vk(Ecvy^fEgBzBD3!yImtAk4k{H+nA|}He$R8!lu&dy$ z1j(wIoBo~?>jac7%z;>>{gN0P2$}P`vrMPyg#l0MA`J#rq5(hy(EYI^L?ME%N&M5B zdRRK;2dgYWpkdkqj&kghEFav@Bb5zdil>Xdf3|7;QL2?r9BaXqPYg9_r_WY4g4~&0 z@%4@nbzOIP&BHh->b+!wNb?8*Y$AJrTlB;ugZS8g<^susSVjn|;de=Evy>78-u#JW z5=@ULLJ5{3{#t~L3>E!EBrD4<9RgbQ<&k+(pi?$(uWtmPHGsBVj6opJOoa7kX>tM3 z3KNUYz)FmMxOKZRcRCx9mGFdUP#b8U4!d=7XcEA?eiDc)-f90SEB~htVIi<)Cu8mv zvtyY9T!5$q`MO#FH5r@GGfYs#Qx*o1fFzRuG(%m8!xJp@W@Ph2;)WZTDroVI;M4vT z?}9ubBbZ+9Ba zglKFID&uoCZVK@8_ryu`c^i`;@+ZV=?Ovv;syAMtM`h#*13wG_5|5yW-b3L=K`Qne z0N8|FT2sZg!*J4`Ru{liKPYwCnI`0FXN$J;CBdkP!REVYjalGZt%Jw18V6e}pMd zkoV3eiAow-9iEv%l%1w{M)c2NkL&Kt`IjAnu(h5u`EPqhvr%pBu=qF`-%Lqthq7In z#t_Yt-TEYxK2$SFEjB8=AG=Zu@dBZ9Qhq4=-q(BJ6K>lYqm4aLH^^ho@ENJsRqlLv_MY;NC4cfibwIkUdk)Q*y~7 z+)L=%L4Kxvw;*BIU-lSAci)Zbe$*}rB%7WnGwwhOy?A<)XAfGQ;skjWIrv^G_u7&b z(AgN5qFk94#ID{9)CHCCdtMm5HkApA57vQ0S>#ZXYYWtr0=tqPIHV8LFJR@s&jncD z+8>7B%Cd!6tRjlj9^HRa?8_;l=#ZJ=tUE^d6p9QU>r=Cm9-Yftkj-s>$W&cy(T*22 zaQtFU)KRO-CAEj_?&;SOa`w`oNa@ZpJbqWb7(V4d9ca!c^+P6Q?deB$$BcLUIzo?k z^lGB5X!h`mpy9Ncw?)2<90&gN8dNW{j33sq4z!{zb&$TUr@gBV7dn(fkuh?pC`M?= z*K3Jba=D{uRb=5aLuTWF*~`lz)Z(k+C&@AT9NW93N)d8y*Aqp0ekQLAM22ABC8PG}3?PJr_Didcc-q z96D}>#uW#Bfw>EKIm;G?KBsa#AA~~;=~_k0O6p)bG9c0j#BPIz6EvGbL11TJyaTvl zlI!b(BQ?5n_1pZHh7}q~MWL1#9SEW;|Bmhk_H;ZPN(o2F9CG)}H zZ7M}BP8eEV+85rIU(_r8Yt$UE9=tEj;b+BZZ3mbIBOuwar7CI5X(EU$_>syDgY4TA z*YQ95TycevE~t=8bz}xX5<``*;dLnEyYFoRDohJVv)WdX5s`d0AkZ&owXNaxee=J| zSF)iDs=S$z-hk@Fll>$7+0wcL(NcqlTVPg$zC!_;rL797w_vvleJ0$^~FcP2x5OWe7hNApJvh zK&jn3QNv5ff@1;%V2^5!gk*KV)3S7R!;mNH;lgk#uYpDnYN(rizvF{tz%qFBK!b>S z-JM^$KwGNvX)jkrrjXCpbbqEUVq_O2UbPz{{>Vf}m3FdHUPcz03v#A*_RI0Rr7Oxj zx5Dxp?b~@Mw<{#(<6wJrN5cs=fcy0YV?uHjwHM!z9EVo~&C4=;uOa&$Ch9{NWm!+| zJ6xT9;tBMcsYhj@D)#n;cfG{g9G@M$7s(`i$s%-f9^1e(Q-gl1i z3_;nTe#c$SBN)?qjtI;>6(Gy?vW>(|dtijqWd~xyqpD6OW)}|@!W!AA;0bQOTDWQ@ z8?YVov?gk4K%lNxvO3QQW72C-7r_J|CK*u&L|UI^?WF?|7-%Dw%g%ZCjcz3$ z;^73o3LBb6K4Y48BvX9e%2j0C7Jyi~;O1ZUdN}!=1#ffaiSX{GTP+7{o8UH#E zQj`Hmpxo^LkuQU>aQ`dJXez(11Ax-LCu!fl0u-B6?_j|IcTM__qJV#>`@$zH0P)?E z>L9K1TC38dwW``i`^*c>2ZlN5+xz|CH%Oik0Q-M{4rf}!Gz8gytx@(bqM+PdP0cSr z#edfS>j77ifDJ-hg%rR5fW`d(S|M1t|3OUu=tbHjWdLDdfQhtOd4M+{FilngkOM$$ zJ5>N=gCek?!WD3BWB~z;@>_!c9uMID*R7RilLO#NLr?+0gEF(W;i&+KWC6@+_0tgK zZU0!dx&YWLtpA@Q+5ZuA|HlQKqq$|j!HEoR01HM5F)B9Vh_XgwU2aFi;JgI^>F16l} zIBlT3_w9-}y*i~dX{rkOe1e^9IDJ`B#FW7M*{BAD{acj5?kt_Y=X4d2Y-y*Osn$*n zGubg?@b*!ZI5^U|1}x>+v7pIN4~l32uS)=4nNkF;X1*GFVP#I{P}(C#mcY)T>UwkZ zqD*utUdvXZ>oWX`NUHVknl9zxG^PvzLWZZ7Y<% z=AbDT!iLAU*v>`{1qKi(#tT(aSJd^WC|t3xLQGA{$mVxwuV)+TSlPMmwsEWhnzp!V zb+EE#eLhvOj^e7ng+9t{jZ&rp_Mq?#MRT<|Ob4TBK?)`^Dn71R=Wgj*I5;DhKtCY) zv4TVt!J|&(Xe;q^J$9|DAA7bj$+f;~_=`CvtsXfMbI6_1{~8kLLo?7%+)Y4x^f}&I zZI?ZjJNq0KfpOs9E4r;Wo%r7G)A$*{;OwwRm!xWnWJoAgtZg|Ls#f4!f|yq*5|Y*| z3IZnF8DJ^DfutzLx3Og|rVRZsw^cvDXACW?9(tWK?eBjN+wSQYH8saj;y#H)p9t=$ zd)6$JK$;36AyEzNb}vo43OP`+av*Oq<`d9unufh4oPuY!p;uTwIUobk$E8=ptm1!! z1bUAc62QIwxNw~-pNF6C=6A*NCKkB!|GQE=Sqe-owJ3>#T136VhK{$k@=Z@oe_Rv*g0)#ZM-#`YAhBJFBdHGlOs!1G!9ZI;?zD&X7dRJJtw}!-yVf5Y;bAb%N%-W?Y`A?( z_ER6}j~XZC5hQVx*2#ilL3cc|uKA!aoy=X%Lj(vA9E!w79{qOgyrLQ2mrW2Y%s7}4 z4C?tLPLh|G@9Pvlw=z6M&7dmo?w7}rqyB^m|8J$O39ZssAf4T}pSG8ewk;)Fb1Pf) z7=Bi}WkRmW!rsHKu-Ps%d55;BM}@^qW>w+Lfa3}gb74ZS`>C0waDc3hg65@n)(GZ} zC+QjRlHtW7hOl2+l#a3JDuF5~BN;}{+_`*547Up^o5opFXBW)vl?FkhRR@5a5)uKO z&cQN$?5pb9%L+Ouux+cBRUynb2@i4)a#LdQ7DTj_TFG`7?#@r!sy@AF8UE>{CX=L9 z=7f`y*d@Cnq^r5t0pcCm4OY$_^-+-Y8%Q3XpfQN=4!f%uomyi_ zXLJ#GJP!?M2Ot#mRe{Zm@jUqINJL1ZyklI;0kzc_eUzPMIEJgDW-LnK5ygNHNR!if z6M<~{UT^(`t?{hz9d#s*S;BIb_xosx^h$1y9A{|Y0{!`~?1`OUcWt~vw2Yl1%6IQt z8-N|eJc$w0ug2@E00qYlsDh(*JJp-#F+?B4XG(Nl3d?hZauh~cfw_6}variPXg9@bxSvi?#X_`<88=LGB*{cPT+gJuAT_SK+V{SKW(=-8xcq{-f@ zHH+`iuKUQbUW58c4M^@(T=*s)J|H|jM`uo5_#CiEPayP>l2(H)a)#u$81Q>n!{y1; zrXW`r5>AGi?2n-~`@{{EQ+EPs?)L@wi;6k#SpF+B@r@A8I8P&T z)(TPqzjSfZcWSCRluE`cV+6RCZRhHr0Ik8y+JayHX}S$lEy&}84r4+2X4pi#ClB{( zxU~*0_p0O5BnvNn^VZd25@xFNP!1-$rHT#|9=~eFbMl~l3()B4RpuBy$60H6FfH+5 z{~PvT)(2j4g7^X41-i+l0$cs^?h6GFqe}gL2#JJZhRcpL{ac~=T{B)k)j%CxA#GL3 zmzIEQiz`j~A0>P!sUjzQcG!>p7|62w7C+%R<1?nO8olJGbG>2PDF!ua*`ecRP*ayS|ep$F7IfRVcpru z;Yszb7{Pc*Lc>GmSz%U}aUEm6?YP=!$ax3RD|Y5F_6sItN_s%ehbPc`O?LTCj0F3 ze?{pPtZh0E6*v}*MAxU9Li4DyK*H8yRU2iJ#7~7hK~}T4M*QX-tgM#ZmmE16j7x!( z-lxXCvNbB6<&!AHF91?D7iIb~pomKa1@0amhgKf}E#y`jUe_ftOfMY;>u?;v4>oi3 zX-d|j!h(^RR|JScd+t})E(6D0T`Xl?>A3hC-oXPZA2FHM*rxEc``Q$JwE4i_L}qKI!tb% z!?&LXs>iwQXm5v?UUNi*I3zO6d2&sW3mN1<r(Ff^e_v?Bq+~-DDe+L+lRn(Xjg-FI!`x5wO_hutLHzl^@Xad8Nf@>A|!8 z;db+|zuF&N^d6$bkRz`%~|UaiZNF#0SP8FasK+2O^Izr0#%j(h>%(TdmA+y*WZptg=>Q;8s3cW07)TM~!QaU-Q}B&^qLL=R6u5C!YG7z(Tty=Y+s2F4 zV#;;P81rHe941yE@VtR>V0U674nVoh!EXllq?dn!k=+uiZqQ?`7ncfUVGV@^s^IJ^ zkf(0uDW{D?RFes=%`k2~lqWRH<8b?<&Xa;^tEDN1A zK?|n(S-fVhlknc@Jd$*z1lB$f`BGC|?;%<gv0!ecqOOS1^Owrajs&!ilQ zHmHZ&CidKb0Gf2%8jhdBq+Y{TYLSED@&TW?b|x5&sX?R{ebs6dXl9QA4r(hwi=AJY zT^UzoO}JO4Uqo*W#M&1-FVTEYUmYtS2>hncHIB@bU6;)?#AcIVQnw4dr4Tkz{}dAo zLxShIp4=)mK#_cLcx=zr`EvH;f!qCd0lKmC>Tdg0UDHfr;)Ha1=fl-$1YGp%?A8I| zuG$?xEvSJ;MNIt-B#4L82-t5h8C+kRoL0}U}JJG*vX9M8XR7~Y-^*OyP8P=NU1%6Y=yVkUOxS&m|i zdAuH9K7u_FHruYSBKzUnwTIbZm&Ge#VC}AR25YT|)q%kZAy``jO}#L}&$yjtIEUdAiiX$*Xk_#&H^OqjzKjsU|B}8S@BE#VY8ulo80u0XnHm}I z@Gj<+B$R(H1!lgG3ykNzzCZ4kt>5*+TwbF(3>)5Ez2!xdD^=@^TWfPB5x|5VirQbqF zv2-vmvc&=>Fg~YlkZ?y7GDq|i0X%~%X|;}>u;aS94(lkEFv`Rswf}-lTkA0IZ@@X=fmf?{&ByGUOr&aANr(8Yo|{0yS_pW?Xa3K+>g)^#fZ?Th&cv zxsUQ$dRf2ds8}%0(xX1bFlTuODtDUX(9Tz+?q3vf0_`hibFiAI)Dr+%FddqWCR}r! zHdiujWfSP~dWmK+L&r_L$#Kah^3F%Gm5A}EO@dhP=&iC> zF}6aTNu?B5yA+p)X=sWJC)N-T&MU}nFa~1q5U4QuBY-f=Z1QT4y1tmMAAGzaJysBr zI`XlX17#FFtZf~$M}+|I8(N{J72a>@U3?5)jI}^8_NlaXQtiirG-LSQ{g+1d5mSv? zELy*Ay+W!OZVU8@(g{wxuq4@gEC{v^Ei2Qxj%SmVF%+2O(;J!PoE&BEmms$@%SxJu zUSQX2M9mHdoi_LR~pO*ZQ#HM zqBA5!+uvkLD6v#cs$HpzA)D7i?aME$mqb>mhe8AVsVgPBwKK$gi_TU7ydjA{XLwiw zs;Y$Cw?G$TlD7)O?z6;_G`@DDW!f_^$<@7Cc5_2S$=`7K{0@>d2n@eUpu0?+oe5C> zIDI|{kmV9*Jkd=mRB)aY^1$%9B)tN@rC*OEE7ub{yqy-lsV=juF0(xGjMF{7<@&vb zKR8df5$sOM@P`0BwRdc4Fi)3>y>MP^N?OcIeo8Z}wx@N|9Kd{db)uqaa$MCDNxpvg zm{6QW^4UX{+_1TuZK>vKlQg=l@j;g1vmbQdyE4u8%{)(UU>BDP9Dn6_fw(&X$lx3x zn|6RQQ22@vih)JWhj3}DGs8p->~BU8 zO`bOK$ov+QC7MrFcBJK>^~(IT*a_}LzyJmhV($c?gJcr`m>`1=fFK0EItM7b13(Gn zpDwGX!#hVAktq>9##}=5gTkppFywPLw8{2hBr05NR_)}xg$BFG3Hub z^VQIBvL;)E8BVXx%?%LDS*cZt^Q7(-)}1l9TKwuEe~GBWhL=Ukp+z}C3a7g?<7|cW zO6E)A5B8q2Q~R&{x4#R$fP^~%(BPb)zCH*HNOtajm3B!}6?&&msH;~Dj*Sr+_Z%1S zc4(Cr5{LyZ1oBm@)Si^DLP~`6WYpsRkWS!}xL@B{02D5hMlOb!+zK9FCv$&J0xC+n< zrdmZN9d46P%P%#cClE}jGc&lY}iiP{(bkRdZ+%Q4Uv%)NWv6*f0vJKJJ z*@+42yV_&dFHe?%CE2v)1*!F9<-Z*J_F3kunYy9C$Avs;|0b1x?}>rn_&Wd%?9$VB zTK<3?a8|?mSdVFf#D}wXxy!3`$f*>!ScM}K6P%9waRIZ8ijMBXiUADUQ0^rDwinlA$^INkTUzqmoRvvsVc)z< z7Vlh8Lucl*%Tqwh0x&zLm^@Ac7&;a!gW=7tsYWSx**fF$U& zQTAi5)$D3t?Fs0}PrY;k?w^mKTB ze=3_$G}>xkU?!Sjnv5RBM@sT*g+F?k-xE#O6vk+jq1-yRGjeQTeI^ZhlZgpNO`CgKR6$>y+8l94znh(;i)}hF&aMCXn)=&s=kKYDl>C0o{=m zE=_xr@$)ZE=WO-%i$-6zbs*pN&ntrTF%R3Q;-3)f9ywkN_{-!Nb)&)2>aF`ic@S${ zd3!P)NxNmXS5(SxLa-s(SH{&Wj)BSJk=<)_81P8=$M=C}h!kg+TU)^+iM+pkv>Ey! zZN%>t4_Q$K_pVqhO~;;5`m~R42@NjnIfBwMnd+a&fjgAwcT8Z2G{99ji<#z%-Ly07 z8|@A>&6kauU1LAIQBlY;wSvIitK|_&H2V2fYBL)Vbu7Rc1q2L&lwD3*nG1t&f~Seu zS%|NZJ)<25%yrs!T5-Ce;L)zyuMdR=#c-j>DcvR}C6`8h zHMf3+{)H{eOihqYyPo7-iXX1s*%eb;$`7#}Ao(E`A?t3rZPRrd_8sm57rH)9oKUNG z;4mo5;SIWMFErS;r6A*8+`b3G9a&zz2}WGfqME=w_`k4~VFO*J=@j-rH?2bk^_7=q zK1TBlm%5s(y7fU6DKJ9UR@3X=o#m1!@OR+;iAIK1B-ks=G}}(aEe>8%99t0u9i=#p zr#b6fQ{MOO)r+Nj9BPIceLgMhCnFMCxpTBZ7tr7A=ZJ4iY)Xp(XmO|hr@c1raI8}=AOE$sVFRWvx_z?{pjik z9gAP$O6!MMw9t`z$#;MCmgaC{9+^_Y25Mk&NUwjZ`|*y)@7oWXu+$=NfD|7! z6&881BaM*}LK!h?TBuC&x1im1@9xnUyRe9m^xy5_An8$Xdbdh{4M1)6n&EQ6Lqjx zGz(DlOfoRentTIw^`3x%dcV2S0 zz=(C8gH)TH9x%5EhN-MCMb$*=~Nt^?eqhzszp za)cCHEZoG(&CecW3aSV#P+>bAh|1t2oOO0wUnOd)Bz2cpRB3DA1iS_e3(S<3I!g&{LAGcV^{v#p z#o@^3fUQ)V8@KXcoskfW`~=x-ybGX};}LRNJMjn~T<#;o#}@(>e5{NSnUTwq;LzV~ zs}jVBI*(sBhl6BF_(#ZQUFM%e+fr_;X`(I&{pFQ+a#=QN@$R~GE#`l+dLY+k2|dR_b5`AbyfkMp+A^bz5kqXjYK=#AC&k8Do1)^=~)Q8R}ofR-jS z1q1GhUpH|h+I^ii#`OF<6h^%t>j4gek-f0^2&4G*V`<)j*8P$&uT^9H>U_O{(|&AC z!S<4Y=)|EtiPO?Dtq`&OG+DF2b5s|Y*Ihp)c^Z3Le3ZbUvvhz(nY|OjNUHX?_Jg>w z{1!~Lvtpjx*XL+x!}bLt59b?Ew`WOgUb!r^KqPNnLLv^TKrlHZ!&by0q^No})E~-6 z*c^_Oe5SDIXZ>+q4d1#3Xsc4_^@g361Z#|4o?^8t>)Y$b${Xj~H-mhDhTA`UN4R%a zj6BOc`y6g>`n=#GkQ-Pshrae$Fq7?%qc(9usE6I;mZ_C(ew4S-A!@+weYikoH_Qhx z;+_ywTJz7XJ%mo+Zei{g!`R|al2Sx``}E*1_V7bufXE;Pax44?y)a{AjltjuVQa+o z;pOw`?swa0fpt;UV!WwNplF!}ZzLskFk~LP^hm*>ueLMaPJD$t4-^7o@Mr)m+vcZ5 zgREPm9*O5EUg9@*-L5?4h^yS1AcAB)MK%PADm_iHd?pxIT z7OYL2BzkcKx*`{iOE_iH;b|Yb;tg@5T){*``DnOObOa?XczTolb5&1?Z$m@&JeGl) z#e^MYw`gjrFPCq;0q{b9mMkDq`uhS;f^uLQTGnA`$O~S|T@IqiV*U6LkaOjswpoWz z61|I3c+Af*i|x7p-6vl0eO(H0ZzgG@f#IB-pz+zzSfaRqTDF?%YmT|iH%E} zJU3|9P|<^cCaBxB)#(zSB$cT``>hRSk?)6RGVFbGU=>7KtU!W*q7lZC>zT)Ka%}t2 zZ>4Nk!6sPWi@vH1ldE0!c3xljsT_f+9anf5=DLO`d`xOu>6ZzfiX{=CLtm9;`#{H^ zQPM<+gJEGQ{yjHtMbm?APaMmC5g~5avUO?ep=1Cvx$-Lus~0evW22(MTdSixH#WE+ zHW<`(sR6#GWC8RdTpB=lu(XIjl15#8-y!1ljlH2-FUN!Y8QJBK6ce>SJ_cjTJyJ1V zBX-?P7rFZJ7ulw|BRaeBC(V>ND*FPB!!}nhEs=}C?j}=TgV+sCK*LzX6fLR~JI-`n z0Ium^9}R&}fV5;R0KE^qU&NZUD6?rXEwDHkQJWiG6)785-iDvvNcO>ZYoDG(o4ym@ zH!LSS2W<#4Fz&nAayY)}{X$abxh@+L6?V9SxmyKpg=F7!(??f6rOq@euvHEVRYc4- zH#2x|5%U-bJFhc>8HEMIK+h`)dY<<@aCYl)nXUcG)cF-$k->44v76V$mx7jWAapw_ zf@&17HKp{V3)v?dSPHSKk!E~$vKC1$5QODZ;eTVdpz`Ou0HaA0Uz=N zS5V~BK|eEv+Y=pDfsu^iMUMCikq>LLPrIGif2{sRJ>UUpD@9@st@O=lC8!c#K2}s9 zK43H!0(?)rESlB1f7{-K=V0qL;ti~7LLUU)4UK`z`MzHFKg$rabN*e1I8IyM={GlO z_ntPc&`h9WRI!X|+X?q-vsitHO(#?|C(M$Wy~hpfb!5kW-Wj5_>x<-_*(4(0oS<+( z@xZ7Lx>7(lobu3JO!h`dE~OybtO9lo#z!wswy50?OQYo3f(_PaJqpIycfNU}R|cV` zBf^&l2Gq%`^Yg!&I5aSyfa+iOd0Gy$hcwk~b)`Sj|Kzb{`%W}@{Ds}h<#nn~KHmMZIAicMCw zM&oRGQFDUqDQ&2NGvTg^pseAiW~D*8>uW^4W(YHFj1?#E5X zA2mS<1Rh*WERJFIllr}Z`ehjZ{5H*n|#2i3t1C2R-{F%0MWiwXf4)<+? z_?dx`FE2YEN8z``>$fI+9FeYXp@O;D? z2$iVF7jeG^@pF5@{>w>->H=@zRKD{W5ohBMw-1@t1en0blDkh6v0u>YP`ChaxxW-w z-Q9RQs3y{@E3=&<$#bC4i?EMEC{6KjT-Ub}ROZXD5nZYaQ2|gT%q{*Pa^RMBP-Z~h zP_MU?aeEMAKITvkC#_ihZ2HpGcR_2_UnB>%Jg1^k z>{77tg5{G8Ac|STvw88r=srkBA4SHdngJD< z`W-*uZym@(nKlxMCNa~n{$>E9k_D4eKRx?UYvB!qhbb?9LZK!$OuyTyT{r)gNIGW% z{((J55XFh>Mu{_G<$1%229paIxe zK|wo^)DT>(yr6S^C^DM&(#))+YAhevNxA;oJoqkhyo(%v|I7I<{we6J1~SQn!a-r< z`Xj@$NUQU{H*kYo1|Y;+*!Kb2un?Ra+@OLI01XN+?|-lA^0D)QOcMZfz&|0dA@qQs zHH$6Hyc=sZVXD2dhd(f7(FT!!xdrFvQ~ffdNCL>}Ui65pPpAHt|23UFL%k=qb?WN* z$;#7nH``FpJkw%<*NRJ>xy~l@GMw(@0`XqzOR$-qtRT@3WD7F3Tt**At61r?k;+Sq zk5q1QY*SuvCWqTQyZ-clO@Qu zSPH^)X3>w)lo!kh&Ay|D@IzYVQi5~BN9%lR1$U){ndxoR@^T8X`~}HVXQJF8$(cwO zXnJ%`FJ?v{$no72{+cuVzHfgh$R#EZju<^`L;;Y!P!PgCN8~>A6&QsyS6(I%hy2-L za8R~rS5`z4(KJ^zKS(Pl#pWW5kEB=7{fyirF3Ve1Z_v+ZnYC_>&53J*IrCF7D`V{4 zuRvo|UsU`M@kA4hkDCw~JlLFMvY6-eTU|lL!r~Z-Q4gVE9EoEzGA67hiRgnSR5I7B z)24~6@FB=S>0pNv;6Obdw)%Waak2uiDgp%zPA2ec+*mdY`5H#LK40uk@+CHtxh#$T z!Z{tHSmGu!D!dG1mJaioqKdGaLENt(YuV&_Qvq4uSj1(S#yM=Q)XoB^0stKWyy6BT zR184lBUL1YomPQw=!uSvh?I=Ug*;q?09-?o+9(`Tq&Rpw8IU5)1cZIPJ%2qEM+UVNyiPh3h_F9Tw8#Hk2fRI`nW2rK;||pYW?-fIC4Bn zVu~oEVj<>R$0&-(Ghazmy6?wf75)i`bWg~Vp&ooGIxf)SbYAIPp9_h!D*v|$+9j@g zg;V4_X^;835Fi9~{Kh0Fx54@zEU{dK0~Na-AAM1Z*Zka%--YH*nO--?kx?mI62sNQ z0&NCZUP*a47#Eo4IGR7rQtl)a2agJ?eoi#n_=^1G>0-39d@X+MU7N)uhDJ>eh_Jnc z_TOyKQ2r#r>ZZ;L(-+K@lhY@JmC->D``y_-k_~^+*arCV3=V0pwrF}0og%DT>cLtZ zn2gGt5MlAgd^7lTcp*?h6RV|+Tk)CogHYZV_l%X+9@(VV*WF8$WrMBSay!JEW*Epp z1gNN2ym6JE6068J1w=t7<-(0HB6AV9sNs*(#9J!s%_uj0ODdE{c`h3RC{w)Wzgwn) zNJP%jT5f>_u-=-$mY>FmN!O(#Dv!zkps5c3u(OAPDUc7>n&H+`c3NyNjxOq5sY~D z%(w(FzB7zk&i-=I=z&P+sFR&E{s<6)4XlNL!8rq>FKQ(TIFJlcx31W8`)L_%FO@sC z`^{V}GhcZ!PsS)s6TEaC4%FjFI~jHIK3ue5l-;I)4~UhdtFXZMsV<74S0E7%Yq}dp zz>c~^5N&ksf!BF;ATmpyhIqF&C8GZD(W=aPL>UjfR3qdztYyAMdu|c!t6YR%rLNLU9@J_$pUm2A}KmSCCq!GOtfMSd(ysy=pQ|v2S)HeQSGk^PMWPg{}ixnZ2x# z{ImXyLv-OsDgEsUcjm*G!ZzBNiB~)6#^2zlICzww{QIHCO?%u=(e&F26c(wfdtaI^ zL$;h_5++~UE3(;*8_lAHI*rojy`e+sFS|L%I&!8ucDB&8AlR}*nONb?xN`+bVNdJ5 zfp4bXfmM&NHb_vP-dy~_Y&GXl;v)ySXejgyZ=djj4Z!kT>8h7r{f(Rg&JKt5V5K?) zjGPcCNQj}{;JT5(x|M@OseT5MQx_N>t@i5+FvZwKFV5RTtV{!F7h(A8=;d81b7s($ zB>3pCwhoDPP)(ARv}0vcr|heSz{vT#fabBx=~5{yR+jVWdshr}Rvxmbo=rLwYVydd zQWsZ0K$)C)Tb?70^@nKb;t+f@b*O@s+U^$krcbX7N&Pm<*3tNzaq+?}9}6(pM~F`7 zrmpJOp|?Z6+iCf2R6NKD0w0eq#wvi8-{>QL20LflsqS&0r77J1@OgtG8=;}d1zysh zS{_RMkn`89Cym;1r!GUg--@%Br8t*z_>@vo$sFA*(J1<5H5+^DTRj#*9o@2S*Z3F3 zuFNJuC+&n&!Dt0fJ-_q6@K_ytU1M4W5gJ)!G) z7oCvVXY#68AMH;n>Dv`oJJ*c|=z#~Xf_$$0LkofP0#B3G8I#$5>Ba>SH@@fXK|Xul zpfrbc>x6IZaE%xTyQ2VRKLz1YkMjHT+U2v3bnTt;ogW9aNJ!@a3)R}8Ld$09NOZbu z2380gv+#BIXsHP=vbsSZxUCMTdp{Caz2H;g#>b@2ilT-RqAO#g_q~3)WCT9IcTNRj z+}9fzY);xP?fBy}BIgmA)q!K&t!JP;m;psfd4T5_^S5*B=jMph0Wu)|uiwq<&aHX3 zf}t?uE}tDYsAyhz5fJ5CZWoi8Pn=a|=CeC9n^KEVMs-NClM1Q`X1@V*Gh%5CC)h77 zGlg!{CagxF-CCr-a*r65m=S;8`b}0;+I!+DiZ|xR&r)GV(4Fp$0Q0h?OtHQ=Ai6=Dq}6f;-3Jxd&VkI48Pc5viZKxe*KEEHA^SP@vFU z>qpztn8(f+1mBP4^hdiuDbFNrOMxCbmu9=eA5wLGp;!{<1tF-e}Zr z$>bS!18w&8OO8_f#Q7bE3C|iU#|~rPE&?X5lqwfWV_f-7>U_Y%LvLq=XPGiUtWsff z$kpVnM##3Sps7!J$^4JO5z;Vw(7g5XR_&6tdMv&iddykDO6}i(?Enl17;A;**(YP8D@ znk|M5jT+1;Y`$*twK&5xEF{0<Q<%M2asvq(J^UG{u-dbb5g?^)SzyYM7{a3*~R>WyfrGLOl4Qnr-mWp5mbUI;h=p}{SpTk);avi>+Yvn^g7 z{+1HPPjULQ%c;PmfmNDkeGzfj*>&v%q7q`7h$+X{)wv_A@{2Fc$Uj#*9T!`aqocdZ z50DQ86qYf)BNjp$wvH9#1X5;co?}zRen&N%RDUK`<=3GDUWvUd8T;kMy9jR-=qf3)`2u64@uPY@!)+EtP9iG2ZStjjzg-TUiK2}=WV zrxt!}k$?^s$WxjOIs_KQ8kqOLNj@jD95e+BOe`1j(7VWd@@7${-Ws<16{0{Lz*I3% z&eVdWy?a*)v?*0=E4*>DyYD>w8j9e@KSi+JgKc#!cT0q(R`3lv8VmU7usM%q80|lJFy)*rr7qGK}(AFSmS{lv) zk>CK1fBmw!1e~`4I5_`shL51WN(h?tXaE(6bq7)iBv%E2{$Ioaz{LSFy@VvE{+ld-QhyLJKviRqx*+C$2pRy#U-?ufpqBps zMup(wWdDnIt)PL#oznCO&0`dkMf{Xj# zZL+=nhpln_%P0;z|Bd^8;onBV|BpubzwEEJ3%Lyc-p5}w@m~{=a{);W;Nk|ck-qaq zs>}Zu*57=Q{Xb&;k9q(13HVt3Fmw}8gZ{rO!N>ZS z67>J45yHX?AdP+qb5L&v6vm%h z{C)T|pv!&;3c-I+|LOhRf&YmNyvw|#+^qkK9q_%2|FXjW<#i*OP{-t;OyA(SLr3f{8~opD5KKW`A^$6Hr-fn-N)H@S zLHF53XfB(CV>Uq?RM7dZ%=_~z}OoI_qF9)X!zmgT%Kl!WhL{jI)`N~^Y=5FzM2wn$2nBgIo&Sp<(yum45-8W|slmli8<+_6J= zP9TgI$JjqM+cBAXLP21&&aXR)P*_>K8Bpo#0}_)SSs|F1Lex56);nLYb3o{1W_rJx z?{ADFpz?UOutU(Y0xXD*gP5H$&5+}bCbh8Bt4X|Hui)~zOTcT-&z)!9#)wGGVBDM8 zxtd{UaXa(?C&KJm_{)GfLWQcpYNI!d;H>r8`S~PJ)abxK$jsto*i7G&cw#v5hUtzS z5KaZE9V~Y>$SSah76LQwB=GIa5Uez~N=u{bgMPuT$?2i#F(RZNtbLV2&@D3wv*WFm zsCBQjXJA&Wpy()?&09;|^E&i(Admz(Ff3`OXY=*sMVpl23CKr~oyEV%hrjHryQB{` zUS%Kj9%}UdpslR!6Ij=^WE?)!%#2I|d>uL+(rO-}CV_sVU&SS*D+I8!6ij1RNPFJ?#aEiQqd7#eQ8mMgD($Fq5KIW4F)86ONCM8|18j zokR5H45|S9*@;mqB4HE?@bwL`otOir;b0hL>}}8G4K()FL-)q;{p~3KZ9STD)!yN) zr1W)p<4xMh-rDl$#wjLY)Whv%5damDU|9Rs^F^<>M_c>7p3d>xp@ji3PQ+7eaIOEg zXV_+k+;#_!Q@z=htLfR-;5Gf@bCXT8)~%=|3{FK)H8vOo0>{B)T?{A6sMKXH+^NSj%Z@m_{sUj8Qd@N z3L-;*ci?4SRS6j^WyBa**n>tBD0_{v1z?SO5nBPHz7UCo>7~3d9{h%AlKdQ^1E!z` zL?sB6-9>pEp}B+c-%fc85x%5*79)AUe9KSplY5g|A$drBBh>;+IV8DGQa(X3gJCUu zdvE7_i}4b^#QP&EyuM%hCa>^S)rd1q>JfpRZ4aM_di@*9<@i;yYkt#VJ|HsOApWX1j!Tm*LU z6(XRv;R!;d8sUpb0k5#ZiAeYv$s>v@GO!-VEAX7~SmZM-a+qKePcjwV#Wekl0`yD= z%ICh_>F5B3BVR(e$6ydZB5BWIfv0czqZg*9mo6NyF890#BAddeIMmwm)*B-H7pid; z5d$KG!i#M$5CMd-Pa+#IJPAO~lYu9aQ5}(f-(*N|ELOcMebmtlH5VV)wKksH3O$BIDsakXPx%URZYMn0g2uXwOhQP~vS znsYaXECGS2?rKtgH2!)R@JA=eVht_Qd6Scqn=6>Pt0ysUg6!$5GT$vb=eh)Y+pG<*eHh>X#)HMNCx@E3tcN|`&4wzZcTe=e z$o;b059PUZMbf`? z55KFidlZhhlhFkx#Z&SVV1HSt?KOubK}BJHh(ql%(RP>g$YLy7PDg}h4*rEwW7uFz zPtMOhVhsUr>=duEuZqHN%;4mD!5d~%sI4xICQmU{A6cDw(n#JHgK5}ZpMceoP2vks z717s={L>dh-StJaU#->R2bMZ@Qc08LZf(+*96T9&tj7khoV|@-G(V3wD$BxJg@-0u z8N2yTmWOI-OwK4RO$C;-&AOaFHq6B8#)F6dz64c!Lh2D=eTIpO~dURwD;AX|7ew#%zXX}A0#Zqz?IB*_M z;vL&jfb_GBHi7EfvUl+aXNMd~*s4R}ut5*29O}J~_T3?-uK(_sy1k@IGKJMvKtEMi zXr@?MDz@(KVI~ebWz{6ZzGdOh$a&H0vgK3F_ z(6@+3F4Itwv5AV@MZD`}ts;CB;G_Ikg_*d-YH2RqwcA!Y#*)b(RlZXN%YZ2#h~St^ zPL+Db5cng6sw`{m1s$a>oE}yk9kaYr2 zXzm5q3TK6@^YSb=CVPv1RFoZ)*QI-43H?-2(_H+yb%@7xP%#)9eojp8P~(B<{A=qM zNA`K>^1&x#qnSKbChgQie{$g7;Exi7*~Ca{f>-nkm9Oq{alG?`w6FD4#yy5%MW5t5 zsGc__K4=kVdAWc|=f-wf&?u%x*firJj2u?DQ+ywchHC1JE_|w@0n=BauLsrq1XHL! zlcC_JGPsjI4>tH!u`R5-q z$3A<0r0}vyTNbKyj|Kz>oi3sJn$2!I*}K&@WUnzM`GF&VI4f67AsCp0|R(8FiHr(e8YqrZUpnX-7@+xvV83*HMuTs@gVyriXjRgg8GN|ohUl(bhUxTyB7B^e#?iP)D9NqJOVTgf5|dh1DI zF)?cf^1d!x@SK{_Kzc&G?;5MAw!76TB9%^5AoQ^TYF4{FF$L2^TjrMFjK;_9qBPC$ zSHt4n!+4CTn%|`A$8tra)a5@-dmZvaGI8J_Wx@m@yp%36VnVI!jvP~REWvasYnIE* zs~H82oE%%t(Go<%2|ybA$<*1C+!TU8au<25WI5}iN*4K0Tf0`3yG^MsEnDP1mmvhrPP~r6Y zq{XG0xd7nMT?G?-ZP6kzu%R9Jj5Ek?afcp2DJlw|g@YZsfF)bhZFiEwmPi0ZhwUgq z^Oe81LXCpH&F?^b%11)`s$$^{d$Gb-4IXoJ{z z1jt7fk(8LB_+GgFtLdsGX@(VZJ+9!DEfMb}Sth#T$fS0z1FO;}Dr@9;+kYgDriA+d z#V_=#Med~sGVb}eQ1xW*G~w({7N8F=MSje!YMS|_NB(ppo;MTQ&&!qdlwr#K0CVvx zGeNHqjVPge?g-7O8J0gfHyNuQLWY-*sU&>Oxq)DO%5VL{X)fB769sF)=BD@}-NP); ziMoK+D_)geMDe%j$Ug5SPr9Jn!ZA2b;5~=Z8grl8o|$_A10b{$_v<%hUL#)&-Ng}_ zhe@$g$j&*mJ&2FUA!5Ym^irA=R=V3Edd#G|yJwP5)X_hx%Al{62W%aSs;|HgBpFbX z7LNyv%{=dOWtt46Ztmfw=!r>hjH6@7qOu$>CR~ODJ3IYK*x>!+2e_W=?j3xGfpP1Y z)v#n7Xrev<)hRBqZy0m^_+2NGck0XpX|w6ixD>%A~7xm5biwyhB$$Ho8j% zh`v#|56}7-n;eBe+7k)#V2Hke4^&brcr0ag7H^*cAHZ&5C^uJ84G}A4T;k&gI`st6 z57hM~o=v|o%cs1wXhx*OwI5s<1FK{u_R~Ln+_v9B)#R-$a_t@q)zE$ON`mcSS1sj} zu9jvdjYDw4w!h)ka|1fAT~ZBOS%@eVV14#L(+g_wiOg|@v}MElwcr*W_gf6T?6tXU z;B8+?`-Z68=>GvfK)}CVY_}_IlCFYqg&QmZBc0&UD~8ci?B~*OK4oyPMn#(6lAg?e z9$us~aqjo0@7S^y_z1auTfF-#;zBrhmEQr$(A1xQ_JAoV^Bce%^Yah%zDQ$+wO)23PJMnPbXSAbmJhO-B?zP9bV{)W*PnHI0Ck zrS_bN#s~=k&d?7%;`KxqbPtL5 z>xY{9rBlw%YORGh_;7R;Zdk;Bvu1t-3Qt?gApCN;`I}mlbAM6GZGlb6mZA+(R=o~= z`rUxpMqy_lbp?{GQdeFIK)kVjf+6L3Cm6u}t_M@wpTP z9&>(jVY`e?+qdEcPouQWRC%znucIu4^_el5oQwPG($qgfTd}M{c_?IKqB4Q_z?M$c1Qs(hnp9@&Sd-}N z#0&Gsld4DBs0<2u#$`ztd?S%BLY1ldZ%sPizVl4qN1mGVakaH{z%1O1FDrV&4Ed1E&Otsnxiypn5F9XlfSto0MGZ1u^+>8+zBxB_* zLP_uJevouS<6}34nHOeaNJ?SjAeo=;d~P+U?#gJr)UcH(<0f|5uT7%S;#;K96GDhJKC`^ zWr(#+bCvHG{iE7h0L4cz#=nDi4N8aDUopox31?GjtO=FMmW?q1gT{yk4qmTu1_jkW zDS6O0GNNu_4o0deihB9^J+>_332g3vumaeNCErfNUHoXZU%xHN zm06c(U7I@U2l!`k^Y;nwB=%>rwG~@;?6KxX1XHAe@^C3mUXpwJCmIa&M}rC4$$yhq z+~K+RiaKfT#|=M)0Rb2<&_GQQYrN2iGYU=2gUs`E=hmCEtKP9zUBu65cXW&+!g!Do zAsecCLwqTz;_JspHep_tDY z*h^H==l|s}IBq^2<3DfyS->ghYdePQV0Dc+iOx#ToSZoR*iX~``(x@o{vvIhkwhHE z+(Y7N>7x!rHfgNL5sYbYDz0wyFu$)we*Y^Js|MUL@oU z%vLB``bdAjsl_nL4OQh+`f@o%c+5$?;x2xE$|K*@jG9p_>{)!Xwfo8G#HuF~9grUWHkdOb$NR2O8LMdPn{Egk(|Lu;((_Ur+h7*20zb3Ruw}s$Fq)V zlB~J3%8toCH~&nAnuShX_})A=(kZGbMIEqdwTrF0D^so|!Y};gaObl?1LvJkJ^GOa z2x=@jqWX8K$`iE0AZA4ud5+s9kjbMYdE#rgXoh%D&Up(%_a`to`F)2{iTW?YMgB5> zG%a!@Y}!|o9$(SmLF85L_t1Rq`!ii9fvJr6cc#O73^3&)`68M9R3K~$$YbcfYfU?A zz>-SGn?@H*bOUZVmds}_S_`Jsi@}Ozu9{;t00O@ihOYH!s_EdXmb+XjEbiz^t*5s3 zFd3MPLl{>Ke0<;CD(c)8e1)v(Ht!gJof=VZNEZ|}Amh-{xO@YG^mNokpE9FvY}l&HCX-rs_f)|HTgA_jtz~j5AYvbwBoJ3+Vn;FT$O5xng?E!~q8k z4mD{+GP!(YY+Xu(g&Lgw8`B|#0$j-7eEgryI*3sqzBO%Z4~r~O9nleR3wwEgsi>W} zeMh}WoznJx%d%rCf#p|kBvWl<@kFm|8WLDO~U|eGA6;n@dl;k-JFy|SR@9vX#dK8#0ldVRG;9k zM{Ax|Qz?N+q1JVIo?h+J!Vtz#zqNolEV}NPLF&8q+=F-XA)SpAiqvNzA!FHZ zn(D|~Z(at6E4AW)Q@ix=)x*hb&G5sEQY4a4$3(1OvsAz2I!qV7RFA?95Z(DO()AvkYxj z@`mkOz5NWUMBQ_LBWyyn>t6#ZP6dMIXMqW`@Bu_cpHDH*{dA}ce_`V*qqFsa3Ytgl z!WdQE*m*pAfiKoHZT9M?_{lTFI5}*|E}V@3vTl|xHgVZ^*EGdMMT08k51u_ISX>M% zYjCOcSikS+?Dps|&aT2q3Ei)4;|CoB@p5BZ+}hf>j}Vc6*)|>1U${}lo#<1Bdng~) zkagJ<5N@_ypaxy%nb4=I`oE|n@Ex2dKer)^@nNRwi;Fk9F|UC^7bDD-sJ!S3cn7|H zFI6t2l@rr&O13EgNe$T{o5Bz}u<2-kN2F1Jy*hiAB2Xo27}1hJBqmk;#C2J&_13le z6J+*yez@U(BRnd$;mn^=1dhN2&z*p&d?l-eM5A_RCOuP!sVFtxaWV*h@t}JFVYxezJ=T1*_Oji)BZOKc z3wc6mJEf(}>Z$@0Bpw*$#DX3?=r7O24g(`;GjM5R%c0Xs7*;F8G8Kc|d8!&}6<%1Z z$2)ZPaU>}z6m>W2zhewX5SY*(s6sGzOb@W-r*%OYAC_$i#y#sU%IPu3o1-;#LQ?X>UkvmA)`q4} z*KRDQY{^aUZYEAzhm)26#+8X0HPmO9x(_CQjitWF6&r`{&l^FdHon4Js8UqIw7N5t zqhYVgq2X7cQE1CrMJf+p9b+QtZl@0(^5dSEod_SC+t%xCOIfe4ow5FuuFcbrJUwMbfTYp7n412&XYq4HpjG+IBCoWR3> zMaCaq>jDf0@U?PBrXjJD93kei7n?(Q%MgW9&nl$eIt>FCd2pPN8(V_yJN0fc&UCh= z%}LN;5yM)7)st`bFs@ETOh3~1zcV6OE_aSM0am4uVa1BzrlI?Ug~Gyu%hk2?w%H(1 zp{crAJmYi}p{(fccbM9tJmt&)i8d`R$@0Bpnv3&it z;aYLCkHlMMWzXiGRoCoj2$-5M_ijktiMugI_ELZ%Q1?&3Mt36w|7?9&Lx`5xZL2N+ z>7aaTz+xAdBAheU>QeN+6#KJ*-1cv@)IwV|7-gxX^n7~QJFF~}P=}Vj9#SuVOcPOB zZHW98mA&()nsYNeJ|9uaFCx8@9E@gYddzTlXzk8p^a}TWl6oH(7p4avz;`L+< zDu<>%I*XPXs71>0WwPeggKcuPDhmzmg&(twt5edWgW}|O>r+u9GAw6fE%5uuNcI%y?l}d&M@M*UMcwBy zrl@BwQKO^21;P9v$iW?w#bqpcu^vl7lbH)cMD-pf)~c|7=(-g8qFyx0w+heUmjA>7?4 z>eSH*LrBF*Dk@-q6WJrLzamXV!N#~a$}bxq=12cR>oZgB7YoeoUZ2_rN$}?C2Tevo zP}}$J1+}Q0FAx569oBP$!DEcM1ZLxx6RbwIPK;cQswCwLuTIM5s8RPPfx*@4)|idI z5V{a6a3TASE zG}iMls0quF4Q_wRp7C>04)+d(G@e(OSFgrt{L;jkXjUKL^Kmc(V2F9_E5x7*!*8-A zym>6biTQwkXIH5VEdpAJH|j5At}w z5@Jk$Rdwp+UisMLvYRk@)afQh^MoCW?M@}wCg7BhL-Pe+a-}&!vUKXP8v_i>gs@UXcQ+93@c0V+rEH^5)R5~3TN>L)=cXHp zuknv_O32nLmwwkEZFt}Wu%<{tjH5_P!V$C11ifPBhI01TD={V$QYfQoMiP>&n!QAl zIe*!$z`T<6&f)}H1rymo+o8F&q*T{m&#=Q8y|cQg9gHrJj*xX0AgDpIqkd^VP9mv) zm9*mLanDcJ)~w5THxFyx29slX(3@J_IS7$x^a)N69}q}AInK4s15U0rAg#a0p3vR- z)u`dCQP{GVk`ULW=wNJh|I%oyJ{+HUR!D-Z4=ewz|3l!{T+y(dxA9KVGf8JB>>QUb zyLb^rZWJBSxF+_jiRcf7nI{P9w0UBeOW`yHvlzmWsQf+b5!}t#n8fk@jEc%I;BQz_Vb9gcHNFTi`uG5_;&4ULtjh0&CY{fSeiD- z&+*7fiWz=*>LWTUtG5edTS1+uw+bJPIS4~^d8 z%Wque@{eVlVnv23h_Sf@h#SNKqN-k~J18vyQHjH03B;B}(W0G@qQ%LD;EvHQz;7AY z5A{aL3<0X4y|^!FOb@^OoCUrgY_fFQR@v;b+gx8ahdvJdG%l&jzHFxHB}{8d@b9m- zCa^k$whD&jz`}DUmEK>N8mR`pGZu*PIc4^Tg{7N^+g5kg~blproEL zbIP=Z;KoXE_i)L?X6vVi?aevLIi3?{Z(o5LiQUEPE+K#`k4qhYPmS+}`@L@gNE41s z<8Tudr+BH)@=&|4@RBc9=R>gxJeW)zXbMT4T#1PJ!ht@TUp7ob!1`lR*G8~8# z+Es_p<6bEZfhI$ZnL$A3?0Z+YF3*itW#GY27Z(MPU$?S3SKG9nT?(t^Q7dqHayN!j zgN{UD-E~86rpDKQAfyd1jJJdH*}C60=^xDYag@z5FLC-jD>Jx$ zki?s^h~IpgjLC5aGmesl`7H`^ZBx-Z+uB~gh8xWh1S+SjT_jO@iSfa;aX(eCEun?> z8DU%tFPrXvw!JkeyBwH88VVP4BWZk6-kHlkFybM=P@1Mt=VB%z9)dnSM)`skBj&j; z3oM9iX%=miu1cxk;!Cr&(`q4^;Q9I{{40t@IVg2gYQs!Cp$1Q?PecrtBi@+JeuysK zj~%2dD7W;eo-UNfm$up&XV7CWkL;&G8NMHuZcy=m+U}!_f|d*m53Y>`-%_Dmrmabt z@ID+tCtJsRx4QmLSopFIwl9@*&nAXbNhVy%$@h&pjy92ryvu;xH1DRQ7ghU%v#P7( z{K8~(hsJN8GuMM?ALhcIF%oCxs9Mon?Tq#Y_(3s_fIQOuG}+uDjVGBU0@Ozgzj(X4 zFHxp{X5NzDed^E$;vvm@Qm~&NV!22>y7XYl{3>S+vJ;1U@2K^sSg&Mz@@W0KTxvyN z(Siih&p?lA^ca5{nt%&mUiO!Xn?m*f%+0GB1q6{ngryj%|r^`*0 z51rM^bYxpuIr4VyWS27E7~EQ{Hj)-*Ol2T{^BNbJggd#+p4Lt2H2GeLlpOBR;^Bth zVx4yv?z1u?ibI4tKuI;HO&VjBG;I%uxjk|TD4d*=;r;Nr=V#m zJf0oX7A3R5IssnGC+_FQdbV+Srb{CaLbbT0PBAAOf3=dTq~3Xd!)1qFgL4<*KM!?( zdHT!ZlY<1;1h8x_fgIkQvo7zk-pn{g`Dt zPZ1!XzE`iw&k_)6xScxoS(~jozugUbsR5~HpGKmOV%-E%^5G|`WtNHrx)Y>&Xjsw( zUeYq7TVG$_t*tLM)Ro2I341njQR)XAc1)5&g93Ut=ccL*x5}G;P@Sh41->vVV>Khg z*!f#ssdOCJo+-2+1+v8E259FDqh&Bf!LIGA$GTs6QPxle*onx689r<0lGlWN`NHgD zcCgj*Q0cOCDeyfT3wYP<86}3`ih<+D*D2F^J4rA_Ie5fUw;;7PJU3jgtj)&Kd=DwM zQG8#ZRf%1@btvI~1h!#}xk&^X7ho04SA!34;aRldD83v_)C%$#hWrXB{#s%p6xi2( zOuv%kWO@$6M@}JZt?1g`?4eVX2h@CHNidl%&3X-ot&kAMG&2@)3X*mmYPT9Q7fQpe zC_!ClIv>asfihOHRQg(&`AmMOaRqvuvca z5Bkjj(&J9{3|ZV)rl-N7(RAJEIz8n?;0I3QhG7i)mK#>UmNgac&va7wDi7qXaf0U= zgN5>t(2|Q^tL*0L33{Sw>%?mo;_O_dCk1E5;#fb?_-!9 z@RO5UWVc9vJ*_pn8gyOPW+lV}L}^tGHIDQQ&dRqJ}T4Kul-wbtc`bhR0yq5(*646(=y)o-OC}4 zJz0f~L&|sJ^)>uN0R4U~y!m6dJ#we*JaiYT4oZ+hdJ1eNMKnU)UD^)Um>uEVQBaUV zeyQGni~Ewq-O!Y<3Ph>*r4E79;q^TW^r4>c+-$IwpR3xILGjL$RmDW?bQ`u}!1UTh z^to<{Fz)YoJ+@aTC-=lEm~@YNMFe5^m#(BAH`cJ7d-Y^--tRs#abX9(LbdEOpYWU_ zBAl!|4W-3GITwR2uc3=d_blWjqlrixlVWIp(GcK}lSDpEY{Vjt@oMUg^`3A>9E@w3 zLwtfA$|pD%?cvPa6HiVaNK%p`*Z?kqS-;w=SF_uwbN1iCC%_dV949t59Ws~lC!EYG z0g1FZ(9wLU*`av_RVg;P{AZ<#APeH>RHnY5I2@0hAkFa6bv_diTlM=Ykc|SCe(Ba5>VnHl3#vq>W}Kg4e)%PTQycJu zM+j+a`Q0r8y7k%l?Ia?KpsD^i6Ct2*y}@38NyG-o)ibD z(ee|D%mmN3*ia^*m-5s)7|%q?FAluEOQjEj^OAdYd$mH|sYl{Q03v)3VU$i0MS+D0 zK=$*Hr04u0hbEndd3O3+Rky)^UK$!CaUoT%u(YO#-Rj*l+*HyvUqG^|Fv7&mU zZ$0e-b`})->;n9;zN08Ddg|484@RD?`s8CNmV#q8?BLK??Tq+gHO>ag zCG@4goeFC+JsB_eorNPtJj{0t^deU>s|J6cbM7}l`Fo;{W_)M7LJks_;vH3T%U=JwLC?s4u%>ET7T(#9}cRT_~p6Oi8)l-T{u#IxZ@e zLJ}BcTrOh*oc_VugZV0*>6y=xdF$2+Vn*8>WN-cQg2e)(wgR+qgpEE$gZ-8m-O3vf zlQ0@ol`xA7vc|XRcEXT2cT?TKb{1L%4ecPZQIKK)MtX7UBfE%eJSwl8YW3l7!BAGs2p^aih*wuwBs7;Q=SJ zS^_hg?a&gOD|HZ$LFczNO%<;wBVJVgyqNat(#{0mm-|6nth^;D9|_V?8WU$pX1E^< zRHHF{Nh)ff*s`p{HF<9rKhnL;+jQBaJp=6a?#dH>o8fJLeWs8+CIVd0Q-dQ-FRFAe zGFA*tdz&)w2SOKkHS#neb7foE=4`fiA0aw57@Yw(2+8fk_bnl+bGwBNm~Es%2QkL- z>5>-S_6=#p*pc79h4)v7pzTdFhkAWA0xH8VW_zm(ZLY7v=!$5}FTb)Gfip!OfUw(` zmYl2(r!K;OzfmTnm8sZkx}`1ifT0x(81AxEv34LAI_ps;4yz7Q1!|G&|0qMXC9hGC zP1{C~M^6@BS0tAaDU6=Nzpo~8kVdZtU6n~bA`dh;_7<1vSh>W|;_;~!uKz8y2q!w( zqM>WUSVj6s)TkXH*s-;T^28MjeJ)jsX~j`Tk}INrB$y`{^_2tDu#9TZ9V-ehh4TgM zHhuBaLYz=p9t9Eq-k~1V+}75lJC0*U5W&oK>XqRt#T>iI@+xYw}w?A zEFX`5SXXhm<%5BnF-35$le$4DZknAh=2^ian=-1rj3NFl7CK@jj>hT8tB})!P`*F^@&6C z=r1T-v3oS+J21>ukN>4}A#4WtrOzvSQ>tv}Qu{Jb^;FJ)N2rml^pmhOl#;vHAGL3P zozbP%%C5cl0RfJ@>lSvoAiz1pD&o1_d5Bg{Jb8T5^!H+vEPl4Lyf>xYoI4~XDRtTo z^7N8p_Pk&fL5}Fxw-Ysf;sT%EqhaRYQsLJWB0Wx=OWnskj&E8QNxLE;+9xM{dBdMJ zb_op_5x#uNWdZO&@zsS|WoW%fW3!BZ45(^}BCl9xO*p;25J>e46=dXZP?2H0@l%$g z()gb{an8S8-@G3$kcRGPb&e5zy2)9Ce^AoG&O%bg$@iE9h$!Tz@q7eRB$iJ8 zIEVWh`mmS8B0T_grm%B~HeVm8BXeubJhCGBMNgEx##sD}BYv=Z1d-VEa-Bn8&Er$E zAl=QT{5P`KmG9)07i0Dq!7fFR<%I4z^0P8FAcf=l?Tl`jL2dD_FL82ziHg_fj+AVn z!pYKUGhUXEp<)Vb>EE33mO#bsN`0UjdhFX@G*@LdyFV2&3P^|P_9?2?pQm)IRMEDn zaI=wCE1l!l(qZk$`Mi}4ZJq!bH#^UVAwg!~cd(8Y7vXvCPaMxCyW57{Qp|1xy_)D6 zVW-{CA++mFgJFhQTTESls!D(KHDXuz4*5!GFK!UvnM4Lx{h<3IwE$CrbV2eo9<5k)*_lADR=bN$)HvGhi7}O?mR_J#nsoLKYM@etCDeiG~-q zcdM*~%I+#eXhiU*2>G#DvuL}B_p`m%tOnC41}xizT{;epYyklI*4LdQV>y>2g)_(# zzV>nFc{QnFRnKs^u0H2*OUd@Vueduag;KfD4ize%v7!E@mZ`HQ9YkR`=cJooKF@1$-*m1XWy=+x=&?<%O?pIan}>W1?IA) zhzh!Bzc>$)>XW@IrOT+AjH$9DE;(iIcWgi0r1C!N-viNLmF@{_Wz;@%cR%WM1OUrp zKa{WuO4F@cU~AnfBZ;%c_^F%O`*q)mjx8Cl^;a}@pkDZYE}VWg3T+PRKCxwu77B?o z?=0OS1PQhuLovQbz{r7TxnOVL23@-gPDEjjv6LVYro666?-T4U07ALlwnFZ{qH`%h zhd;erDu@51HzJX|98Ke?kcnsT(`5{EQ|(ZB-g?T}w6V8QBl|7|B8TZc*PJ|u5j}0f z^k&!#=2Jv}ev@ROp9^`NV-O=4Od>$M$m+B8>pi{Y>q$wD{6#o@b@CG{a*mi3VH?Mj zfUdK%>kuwZ(IvDp@P_aUIx4xc4t&t^w5muoT$4&E z_Ao0mRHdKWjM-(}VGWJx7LVcKzKpuHo(;?;rG@WCs)5)$uW#J5p9@Ps3FQ(sL2sk` zGIVWzDusxc)qDS*VpNe_4QI9M0f%sd6n)6M5=H=cYa)!bKml4<{JQX8k(P51W3EJ1#cdVpc_w? z(`6;6LmKzvkF95nOBE43wx9hgΝM8UFEl|39=FXoRSadxYt$gPny?jr zz3ukCML-!@1-Bd|Xa*@1DhrMU5BU{Sg9-*#JyAVXipFkDr0-K@zl&7bEa}n|S}SJ< zQkWIE(j+Iy_bqMfx9|kltcApoYB(-*|N4dPA~Kuh0d-rZ_H{wtR1eT=lw^iREjrwM z%;9t2R4I;Grq4puFX~^ro^bOeda}%a1LkewZy#qS7FF)n_bh|4P2w>Wh1%E&V1soE zL(L#$52o-$D83rayhd_UFu(vf1=s}P5V{6v`PX6Y_%i%OW@2cv9=rQ_Ro>v|uDOWc zjxRO)jo_vs>CZ^TvrWo1+sJ|miO>U@EknYIxKF=?bFh>Wr#TX!I$@8?z$8#(p05rQq2u6prJtbcoIDICSsWoaVqFe|4otaAtn z&-d$am#`B#^O9Mgy=%H77^N=ra|v`kNdvRsnPfwre|@gz$54VtN7V(*4rcx)Z$RiT z!us?WS<xN+_shgoB0akRlx0q@>2=b4bYDhkTYOt6 z_KoX;wT{NtH9DKS<3W_4qzt4>0zoVfmRFL777!bs5uI|=s_Sc9V9jbSfOrJ=WpQc` zkIM6UnRgN(!`i2MT@FrVK)CW4Zl*>+XJf_jPbf zBP#?9s8_mO;`-=eDe58nud>&%8wApa;q(?7k)RB9N1fM`chp)J)O8}7^LH@sLN+-s zR%^Gs>IfIXw2A4ZrZys4xe<7CGK*Aeh(W;2gd)!LrdFfqwR~XU|{-b6#yiu zuFWmipF(A~39g}_8d#NSSPE_}Aq9q1zFt>7l`#jh1@bUVE1(ZX= z&ssIaAwyw~wV%;{sX^lh*pLA|_0p4LK*$|C3cwdpC@y;f@C2jqf}PIC@9wt0^5C|7 zQrkN)eevVhgmH%*qq@zsq~34JY_Y%Vs!Y3tzI7+pnpyzP;!GT=eMAox;-kqz#zz8;( z*c&7P3I-&rpsgI2EA=l(Q)6QtqS2{1hJ>OaS4l1KFrF*9Pi@J!MOXKZ1}W?7P0g&A z1-G8tG1#EsAuI0nso26s@n4~pOds>aBhhO3&2coK3FR(-;zVW0ez9jBq+PTh6JL4Y zMB>uj3XxQIfHw9-rJcw3^?{9koi3e?3;AyIthPhCxNxpC zf^n_dVp3_{FrANjuS3!N>!~X=K?A{=R^J4AjuOokAiQquJ`aLK;9k!U3^X7fW|flh zz8^)TkCu=qXQb~>t|>S(o80?@iR)S*%rd6AwXlbOOd3}*DU0;eK@ks3r;oYIKzY73 zC`A7OCL?DtU{&X21rtlorz04uatVhy-T6>dVJt`6a^XAA7~m1P44Pz`v?XiblWKN2 zqoOUozI%S;lm8H^+nx7_wch|11A*VM>#*a0*l14rQQ+oG1dEE%zjIIeyXbT#}l*y^EqzL^DDYHKLQe*(@CAs)iz>{+szWlav!Fl#LG%YZ0fB0H9=wAK`1) z%$$0|Y%Db&`K4o9Q|jo2m%f?B+*Ve9?bp`OqZZ|+?NGGwJ9-+TZkJ~zv$Ml=EzlT57f^@iaH+E)PK z8FO~ociGGo#A@{`*^iuNDXR}T6~%YnqpSM&oTw@sU69d6I`AUcB!xZ41KBZup;9R= z0B{~+?`}+&P4!$$Yg6dI+ma}kDLI9*(8Mj{BawevAYlDcVdrN%-D_!3g$_|b=M^GE z@1hDG79s#n=Zv~o#(wz(iCaTK>R?^4ym82p?CyxE($+;qOS@uk|+s& z<11y&7h-|NFi6|9QKgc9)6m_e2}mNvP{V=|oKXsou=WBM1VxQ`&5YY%VC9QYt&y3U zhFv7l&XV+VvF&?_u`kFu^bdFW*i#Y}2vNWGbcbl;sPhB#S0~FsJBvuci$>A`1_aal zeG%8%bHSH@yuWnsWfIFrOwhR8AN~;-b%zLW=|_imZr=N%RfNQUowhz9tGWR4QBT=Q zK*;%qU1pE^&c`10=H^>c=^3G|DIc=>#39`phMaz>CW!fphyP<`?O~%N5DmmtO61yJ z$QzN}&J3gF8-4SvQinD$C`dR2fQzK!t$2ym$TDr=4Y?sp0p#DbmC_V0+3)Z&!c78A=j3TvGN` z#lmUDO^7c%h6JHor!s0j>vN)R(|SWq#)3NmbTZd~doMQ<6wh8Px5j{{0Q<0 zwpj|`9TWinmg|FAUZ)!mha=Q#!!54-js^BAKQYfAPL=R> zlP!E5?xjBO|4)c^6HZ%Q_aD9dcvE3hjGhxDU%da=-ERQNp~WmI_j@(XA2854+2S;4 zv|(hfTgYgEvfzv+e<4i0h07Yvso6IQ^HvY)x1TyOX6*DPKln+sA~rx%Gv?hv!Q0g4kqN*g^IIt5J=hk{|A=|>~%PS zw4iH_EHa1WPnX#`sU0qbV`BIiR-$jRF3%6Lmaorov3s(pR;i>hX$8VwAgjq6^0~)x zg$Tnv_{zsc5p!p78qGG)%($!UNalh47^+!+un&n!G6$KlijTg|Uh zk`L)(52Hc-tNJ+V^*>Q@oY7Fl6+R`yuUW`zGtuQ@*XIf2KN3O+pXSZ(kljQt%1Ow7 zo<;~42DpkD6G*Cap9UKz+Z!7UE_CE3e*VNzECN`=h6vL;l4+Ki1TPfroTpRHjgg1f zt-aW#m1qgIRS|AN=~DpXLf4`>R1lw6XxK2CJ1E$Elb35KP+Iv&h=>B`_p&Ii#~3qR zESgMB&4X@b&m;=-4qvZ1L*lVVfn832wbpvSa)kjjEMEH<#@=nqo z=7WRRR}mbnrT>=*N@WkyigcGfg6Lo>D`pn%-^)nQa93@WdI2XQ69cOrl8!ZfMVRM? zTvmM=tL@%c@yvC9&h3+a&->9^=AxRv8Me$O_{$^7%=qoxrQKku6CK}jSy^BURb%mH zaskyil6AV5p}YkXmyRC=6StBp2G~3UHZwSv@!|&*5HvC|3NK7$ZfA68G9WfMFqe^N z1{DN1H#azw!Qv@@cL!9H+tN1Dq)C^KL3{gh*AVWsuU>-N^im!%enWS`~Pcw-^yCao|$K6&+Pp??|Q>^^PZ7_qBX(_riO6F z2!I5EQUGOLT}==W00fE%0)fJ0TwGu{#u4_npNz`{hC;)C5zbQoflx-lAQ+ra1%kl= zbrH@0ttXBEkO%-IE(N+P1q1?wfk4T>fe4foKn3Cow+8460<;j$Ff|jo~9ib3MfDr-;hhaSaQG!Rt4ue5T z2?@Emxd}ploX~;@l&u`^9e^7gV+SyVp%ixY#)!AAZ;p7B!#-Pc5_NM|z!JxQv_YnGX zxem?Tt-!|_4QE+#_BOs1`AOP^^=U*#x9K);;&W;}chX1-^A$3zD z6(cbJpOOC+R8m5?13U#pgaHD=Vn6^0C@KMexQknO|Fh0L2>eeU|Bz~X1WA$0z7zj=diq5uw zI7$nELIkMa-2Oswdc7~$5HPgdMLo5wr6^yXtUR%0iP8r!yQqp_`T z&^T#q+cw`gjcuc`?ac4LX4aaynA?4EZqGUU!RN+aeIe>27_yO#|D2KhqgfA91LPEH zWT{pRyP_smtC2o&sGM_z*=Y|H&wJ~X&(qjyKc&!L{~%sIy;!S0w@=?bkUsCQ`IT;o z0sR`pZ(J%oHAh!m;C#1CRwZZ==8VerFiuI3FW)i0gI9YNDW`wFJ!(NZ%L^?eCck!Yo%_JYge#o28KarX*v5jI+&cm+|( zg%C>@tu+V!i?pB&*7>-c4-eOK2`SaUQ~k#7dkNBc-kHIm^Nw#_p3NWR-&espA&|!p z(XYyUkYV(6?|?-2)<==Aj8GZw;HD?^R&QraKfC88{nkxaXQyCdh+S%#BSBgOMzA`~ z$x9wokPf9g;GpiScL@*hwkiK1wu#X!NY!=kxSGB$L75Gu5;@e_BX;Wu`KS-cMV=uS zT{4Z3xzbPNz&&gF&pmTSIg*;$JD^Y5ASd zhGDiin^3O)?WO@ZuZv=6x&7yN@<`$c`x=gKnfqM*D6pj;YpToAp~h=bShB-sPiE+# za}d(IQZjj93U**S7gUwHsEldTP~UoK+t#`=YLAAbT2`??Fyc))LYdwVokN28*XnH=n35KFEs91{QuSjAJRSD5FeeY#mo1C<;ldus6$>r%wB*F~V`Xic(XmF& zflh3N;9J;F!pKYgvCBG;aB;We!?Tw8Q`%K==%Z^)>gs10?5@2l($5av7c!4$Ja00+ zp)P1y1j;C!N*DVG(X~@6YGV|Rxo%VV!QB4}*E$YLB@D#$Ke&FX{oMM;iix}d zxG6=VoOL>Gq_{-ofh1qFwa` z|AqPqyC|kWzC;q;J7?%gs`Eh1ZtbReyg=?$fjyw!N2@JKEl5 zOg%{A;|8B191`b+8`5;vj389%BBJBA^85;107)1L9|evMs8li*JT(#{LFOW^v;Hkt z;97WH-0Iq1FUDA(^?a`qoZ>2eWirLh!$0->wq%6wNYr`#_c##u=|MlIFc=FS_{B<& z+DAq}Zg5BtKzrAe%&uV@^_68n>47d=@akh4Cn6f27e~?K`c-zAJlSf!A~sckEVz#% zvi1!1N0npmk|C=7yokuG*?x;191l;#%~!9KxH^FVy<&=Z!INZTn|)2wzO?OV8Lzn% zJoNn~U@iIKnY<3xGNjFzKB_UN2gDo-L7EwY;6=Z!k_7S}rz6 z#Xb6G{r1_Fz|&XU)S#RjRyHrUvpY$Bh`*|6suR)V$hcLzIHBb709Tjkcq1{^=9t)QLA6GYb&lT`K-u;J>?9Z> z5=yQvlviknPCd|iXx`RKHnnLp(a++uI`<7aS2_Pd?;spOQ_H0*W)DBj`vrgg(5>CUwAEX?6&oGFvO`-FO8 zb=_+O`3E~_iv%h|31xK~Tax88YEryGPW$*YV+8-Mg70|vAhaTD2a$tx=x^JQNU%XR z339If(Ggy0);`7`!;dMdJzkS+CN5}eXH!1SZr-E~PO9Pg*bxi35r+8ix09>^0B(k>soQe&Qr4YXZ%xoA z->-0v##zC5t3c?cwz<3}ta@L+iNb>m$+$=XgEkh9wxF{hUO;r478H_*v7IZg^iH~4 z6rL^coF#3!nNQ_sLpd21;mOuh1ld00p61-0uC3i2KF270rLXWXp99Tk74W!d=XA<2 z6jB)BFFOt-Bm2;hI{Qj=g}E{Nr(zF_>-m=MRap=};w3Mopj+&j!EkC`i93862=B9-VJz0;#&A7ORK!JZr8Cl z$_v`|2suNvfmB5!%TKx0W%n1^3bL;~v2l(N#KOmz5kf1k5hWE!QacAGiN~x|{1fnV z=_Q~HJb9mwqiKCVbv{qm;yP@n_gOkoGP{t~ap@gZ;45$1Orh^hhfO^mWc%7s(JSbG zd=vt4_hIqtkLu&r_dBaC9?O@GBJL2{h=Llq1$O9XcL)M$+%Lj}Lg9Fy?1l+5yUoxd zpwx=Yd=1`sk0d(%$BuSU|Bcf1xryoHOespS=1f0ZU##ob+xc`-MB@`Y&_ZN`h1eM2 z#jC8HY;|Ygb-?2^c{lo9wLsMD?_dt3lL4^vH^77emVLUZ{qox#CK476`^T>B`F}?I z*{4@&_CGET+g^VgE>ii1Bg-XTSWUSZAwu&Ej{-%JCD8t+xeqx!yAM&bc{%!|QN}N2 z{zeG<+md4JrrrsE>GpCK*cag2F(jigUQ}fcJ^DAZ9F7$_8w!qVXaiOBGvwR4_5(J6 zusu$0dV&hRsGPF6^B?S~Zn3mop+32yWa`d+cM!R~fpP7UfowA*s+OK<=o||dzy7LA zLcX-EKj3Ac!KT9Ln|gIb5O04hwz6A@3OC<5p7X!DhjgC-7dMPKbxGpa(i~_n-gFCl zIA4bueHDVf0{U5vt@>5vdBKj^$#3_-clcut()Xlu^X9rK650>XMNM;>KkM;#?iQyh z8k)$YoD|>YGP%4CJz$COqh{3GiT-UB@3yr|m*r%o*W-aYl;~BE9A%>)wl%M6#oP5OB{udRNv;KXop6&XwQAYGx^s zgXlHtGmCHj3vCvKE3$s;<4nZ&(@>Kdagdc#eHK`+25pF9G#v45Ri!kmf2Lq-UI|hG z4L$53-L!;u#yK;gw|yT-3sPmkH|+kbM31ZLC^|tEWbwzMyU=cx`^T`9L42XH&pby<9m;3=C&-!!@j>e#`3&OIvo@tHH zfY4awR0NH4Lr*T>9sHrOq4RUTN)a2W*23 zPl#|X`Hr?ki_zg%kav9BfU!;ei1+MAaY=TCEnwuNmG9NX{SEBT)ossGM>VeFBfF^Q zpZ43w=6?qYOSeT+EG z>60+|20xt=8SR?w=QeFLf70J{cpAZ!k;7l>v@2J?#UaMO8* zz0ZDkay@0B{BXk?_YsgtC1_Z4NxiM0vRSLb#ocgw_t|}+W>qj&nUYjh7P(B6ibw9M zRz!);P40w3XTJt^|J(3^O~+!6(xFFFzP|dP)%!}ZL9dUpFZPQ{hMCYo|APGNHntjQ zqdq!+b~KJ{B~?cho{!n$G^nz1@SWiRhuvaGG}4Y7QxK_;ace`eFpp&^6R{e_aPAoI zG-pTQ=#OfCr3ZB@bWPhF_plO!&}3)!6=*qVxlA>kGm8Lq@nA33UwB*rD0bIgtNnTE zQuPFLUHgXA|3v=Ia2g%u^J@b6Kj`mvSdR3s+Z9`v?X~A2PN0xB1+?H6UkbwuttIP6 ztQ)HZL7%om^;zR+ohWi)&v}AWWgDtX7>gV>S?l_Vn%y6pGhXM^CrgJ30~hUCAD+;K z8>)=-&Rf8^9}=sGhKctTZ-i;h@GUJ%m%r#J?;$j<;J21U1K%jdFE&vAXHD**IRu)4 zDo>h=zUqImP;zue{UBjAsnpHNj`BPAKUKwCvczZt$^?gao8i9)c91-`cHTlxF-%M zOZ{C_Do@oF0-I9grM<_$WulkBRAC0Xw*EM{A8+sIJ9@RsRHytVm0z0fn@)ABrMJDH zjLd3(%>Qdrt@+3j_zDZiET;7wScexpG0n5G-crVnsCk%e(ia${;9_)#pXhl0s8K|> zu4VhrUPMa#llb0CJ>*!N&46INu=I_HHex;2XuicU-YOjE>1MJq&?^9n<0UQe)3the5@sRRWjyV| z)9r>MjI9KK;tq}a+);ebxK&0N&^UvZ%)Os<&MBo5(qjG(#I;&j zjJX3_Q$H9>%WGCfZ8rsNkxKY4>_>;bRZ zbhgGbP1X0?J~y{eU!?CJp*#3qS^A`YHk3WhJnVliK`W;K^YytP7($!&vTG&Zi%Q&O z%qg+0OgsD&X=%RkU(e$yj)j&$;GmX&j)!^wOr*`dEezV?L23sBHmSc|d+Bx`T;UEb z9Ykn5pL2*Wd1;X;r6J7kq5ku=B@dl$Ht3<8t|qp&RDcb)*XHHJD>4ue2KHg5Ulz${ zp_ogGI!1;9?}WkcI}p^vncUHt-2`M`I76*FD3`x?elTpItTPC1in*^&{M_Ni(A#kf ze+VqA8b{FC>#=^aofViPy|Z*Dt=2rXJ~-ESj^ege^4%}_51h3sbzXk@Ff1^cLU^;! z`zvE7H7kD>o16%DK7Sp6*JMkGzfNhE#VFHn;Z7uf8VUJjz3HMtUt9Koz`^B!A{Muy z7Ejw3Rn&)YxHklnK{3{unsHNnW}X4YMX3I%aE~5GT0nMG3*NX@gxbj(ih@`hCq(?Hn zXy@kclRPMFm!+dLl76`+Y4GH@iwYcQ@O&-117@5Oro$c`Jxeh&3 z*UE!{%kTYfZf994Z_}Bx-QI?H9gFjITDQxkzA?4wwA8K!$h07$^Dj78Wzt@p?8vuq z5nJ=$gte){QbRoer?tl;yvgrQuT6{vKj6EUemb;DeBTGm78AP${;9Y6^t?-yjl_=f zf^&-yEuer7levq)& zWKETPTfhIYZkC_itW7#Zi4ma?)-QlbStw2Xm;N%@lE$$;N1xDQm`CSjcHfA#N<(eEd1mdAK16; zcE;jyM!umJ{Y{8nP1a%o*|hm?CEVKz8qswOy%zd`1^gQ_w2%-uQK9o!4w66KC|6X^ zfRdH){zWO_n$j|1EP*1I87ebWm^EEm)E>!(5Jhs26oH2F7HJvMY=(nWiz9&^$%vTA zGUoBe4d~tGub3qAK+f5D$1W>f0ubZcN4YJlT-ie>yAn*p^>3k>vDZ3 z@GE*+i9pqn!0f3kev2G?@j1ZIg*Q(}YNXR9BXy%?sq*9WK?w9XEtjopcxFL^y{tXZ z%jow{AQ_&E*t@U)bx}p|K!LInnMdKzRSN@9_9?#kp&^nZz0cdzK#jjy&QeJg6Z@7l zl5H)QA?eUw`_GQ0=UXZFX7$+Z50jqtzNz3MGo49F;TC*&uT+NG%|y}tho6yLE))i< zeq#!DD54QDIkqz-HnwmeL%&?`gvqXtti7HIltX++1|c2ye_<(Kba4*tzcuRJxetJKP^@xrE>UApstAb5T`OJH7j0mz$I`s$Rb zp#-L$HG%%UdOae#=2QxnI(eoKij(Mh68sd*Yj9NVz+o2Aw4}|mlx)IP9G@JXWKpB< zOk~r##X}^jPH~x9xyk|eh0SghH%w7*nU+NB8thXkU~SCOGxe?i{pg`t)?WUuSQv}V<}@p36@aiN@a zuR(twilB{&7~+Ami@P(&2Gjat!fslx&uST1E-Vl_DbHd5BmVO|f9SLpA>9LLW?MG1 zY)bSH+p~Ps2$DL3e3m3`>q`pS+jS#_M#Ad*b4sQI>An2rs z7g*0%n~3B7J&QmGoi^R7dkaYo24ep8cd%+smYuB`)V-Lqg)I8IqO_z&7dIBGx$O`F zb}MV8LZle>cZU>OmB3sKTJvZEJAcQ0o({|?pT_YoVYgZReA|~#*R3zG5@ht||4pa* zkJa~|kc~yn#r}VFY5V{HQ65a!YmX}vY1B0XJMS!@$01Je1Ou{&?%>=WAa&ZYGN89^C$lHMl&YKYc z#Noch%!`qMSraLM)q#Qi{E7S>4K@($og{7r6d=Xv6hJnJVGlWT09{6k#^eE!2QfD^ zf@J?IR)qMjRuhaj2@>o(2FC7ZHgcRxXnS8iDwGgLP(v7Zq2h0mEU;H8YJ$+)7fE<` zX&=ln@vPYC@$o3^z4NIk*T%%d9T?9(K=~1jKaF={62k)WnVm@pVGr?*6_*hl)yN3N z<70?#GVOkZ5Jx6ANBGW5#=}11X6$iL0)YI_>6lX>1P1@Cs-Rea0LT)2>sQ$ zv3+hBvJ<{Nib{=nat7Q8rrU;rm{(oZ7j-M)1W5vyX($w)$cvtha`U?v$R=5` z?7f;I1vBT?2ZQ3@*}mDxw|B%&;;rS~I9U$&1&!r7Xu}&92DrM1k}6$7fnHUAclPBS z+dS>QHEK&j%^~bQE!TyR+u8z1#{0Ydzrq7Ly?fQLzC>mig1(;5ji>`qrPRcPl8C`v zpnJRWAOAZM|GBN#AGQy)aSRVYyz9j=fa%_&)`7LrBYsHk93kKQ23N8tssjUk5k8lS zgTX-B?kHjQ;#t5-qP~~%tRXdim=>m9!92mF1KH#E{VElM?LB(8&?(Q(F!p!h#;L_memwGx)cV(mmw+m;A#v%@=3rSHdL51s0XO- zmMnJx&|bnpz`LV|Inc&AAp!d*XzeS1f*7>RSkB#t#za`e`@Y-?oed4~p@~?{SVsQ( zw)^MsUoPq(Aw9>!75is{u_gC^QZ^+Nrq!LS$Gb>BSa>G>U>I1pcM~PlHDn>QHRRpr zq%9aRBSeHqDcB4vESPP)JrrmO5e5PBSqbC|^;L%O;OHVs47_I|AB%pOe|_gfJVXjc zpO7cdM<+#YCao@AbZ#=>voTF*^RX)Z@y=)Z^8LBYpjdjGG2&G_{qD4Q%!S{`93c#u z-fMYYGxyh@ca1ZgQ$Hw0Pn;ysDzg@q+;*0c0_Dp`k!i*c`~JVo3h@Am!NF2gz9_NZ z)utUTey4#S2~aPnYxiWEfK8`e-w>{2S*h{XdAcWu^o@tPFdK_st??nCFJp!oOZPF- z<-M_%`7pj*hcSJDa(x;Oy}RO){s{%?XTtrAhXic77fkI%k(Yt z^Ue4=D`HRRyHoT(R#9~*8}iBfk2GjrivB2{s?HzL9E=k(xndsclztUCe01S5&FlWI zc1EH!ssM4XG!_kT@|^DpM*ZO`VvK{w(~m)#T3OD$p1|lm&XQ7j{$myg0T&uxS{Lg&7V$Ew5m zGb4ta`j#)9Rk-ET`pl9!AP@5d?NcMAyld*^37(YrWWz9 zgQC@Y9Ds~iJscH4jKdp$)hzA!^v_1>@xN~ubxBcpA(2{0OinjMMBl)Nk8F=yMmW>) z@xQ1>zhlx((p0_ENVz1L6B3mc0g_i0hP0U6{KczM??7;9oOESGzhzbsos<=xYIz6F zB%m&OsMrQ&1UoKyc3Mw1o+$!hHzqqdpUeL9<-c};HwdOXXLv!;|JJJ?`R3~-$v!J% zImB6xK&c_e@Uyh}!tc557A4(av@SX8As?Hvq6g%c+1;#1-e}WKr0$)lg zI|p*{$Ooi6S39cF;|q2Re^0yf+D~v(pa4A^vA2v^Txx@8*m}$zWtWd8+K!WRqwZlG z?soPTA=u`S$&usd$4wugx7$v?g5_+350Y&p{#Mz{B=2NTQTn&VcmJ$x=pBn_1?g+J z{d}B7p09DQ2}+4}lsl>irbSFdG*LN5QlAcE22r|d%8aOlV5m{p8vn*hzh8?4;!S&d9im*82@IMl#pH6 zouoaBgRfk$-W%c(^fhxPFFA`a-v_+ANehfL$hhKO#-5o~YuwPeXfZ0>aErZ%U=LnC zBkke$MKa22xP#rE59DoROI9uCpj#wnY23R{j(2#6kxh`c+{ua=na1@(G$HM0$kj`{ zEJ(3SnZ6e+ElxRF?2p?=USCx1r*Dnvkt?WV$RXrN(muvwOx2LFb=nPUR|4I(@zWak zM2p(qrJ&gA;CX#eX(k@>RF=0GN6_H&bELe2T-!n8Y)S4r?U8B|w7MtGBxS|rw3jD;cC z9!aSnFW5~XJTCAwZjNP~JE`|2TeXk~jsblsCGdUD6DHJ8vZAGP-(*b0lwU}vz1d^D zFL!_!LOfCjCbbmLMlXEH%%vwOq|pA-QGN((NIZrAgp2IeniPCR_jnua? z^H^xK(yQLA9~jaoktB66c9CS|G)r-1ud12b zH)UM4oGHLM-3^SmkhRFilL`~-1g+M}3Y{+!5affqmL^IdDCccQdYpdf@J--Gb)&hcxf=+XhT{~_ z%lsHyycK*{__LLtB#G^Jv-6Al$mt-xeYr*lSwF}eIz%nD} zp>eR<^X9|&bd^el#oTat!|M*Ga^D{G{fHex5757&EJDb*WGZtlDZ9-nLuAa2ZZUm~ zhH@Tt)g%83qwErAjYv42p-$qIlh-_oqdeP}>%EWYr(t=2C-ZbBTn9zah-p8)x$lmW zyxLJmVMQ`l&z+$Xs_nMN@ZtTl{I2L3K8eBG4gcQqSISGZoA-UYYz%&Lwov#0Wc329 zEg)=`K!{EQqkTumFWoe4a3hz7Sx^H}nv82Ivd(-6Z)T5jlySp)5AAq!ykXq-T;E<; zPg2tLnTO&tv~;YxG5zk|*V88|93X8ZDZ(zf`3A|r$4iv8%U!YCjyENB#0Y*K5h@1X zx;7&3lY_4#hb)8P*iEP8lV_VK#*S=T3q;Wt60f4B;yqiG7U6bBD(^cLW*(bhitYB( zn*2EI5GsgL`|x*LHA)J?s2%;nnZp2Jj?G4l%G%y<@5eyH?tdJ_xwoqC5x=18bK;Nw zxkT-gXMK#Vr%{oA@>B9L>REIXUm9E(r=pEm>_U&#?b?a0yFE{-a4mkP3dy~60GvPu zg@l!+_O!mMKc6Io+sXKc7GBiLhO!A)aSZ1AwVzH>e)C)D=njv#HnLh%)KUpjZ}@ns zUkEQYyeOxV+0RLm_B79}`2E?VGxm7+W@Ba-R{>5RaeJ)Vyy?Djjds(jrIDk96E%D0 zBuQd^agie)xrwPrb%?>S8yw9$3%C`OO3(hLmA!E8Yb3+oH^nC{H!(M!e|dSzw^lxpz!<9@5Y4Dzz2V>uwe`>fF4eA+`z1w-jHpGI~sv{_G4;Fe0ImpIE zs)(~v&dOprEo-FZ={PcG;K_B}#KY{^`F8@@_$OBXUoKPKcRuo{vM%q3{x0Q_-W9%p zYVq(ghclu)z<_j}laA;|J20~K9`R1dklkr&|H*j(ZqSWm`uC&?G2P>@*lDE7Kvbv? zmIYzjCS63WLdHUoc4|7=zhD%5)e}*}DKSD-L7Z=Jm@0@mE*fldR?WF#_e-!7oo9_s674v=M^J%`92uz46D#fAOutz|7bX&fYAU zBrTd1uiYPiNIh~H@7FgP_MA9Bb-p&NF-Ck@GODkF{69tCJ|Mx=}`K-5;F@jo;`IZX0Z( zjWkmdEbFRf5J*rf3v~{`3@s`4>$p%oJfCY-MH(f+-R&=4Yyfj_TRNl85|KQ}WsaLL z?WdmT!Q8VnfBgr?nSJ|Jyl9J04rkb9Eh%dZHo6i06|3L;6vlE{5ph>CH2mI|!;+Y8 z6{L=!EE!L1A~+c3n?Bz{2Z#=J!i{(hL+sBJOV zjUN&BQDU(#paj_NRfS%C+&VJB^)&`MUn(IXF{WH^$zR>{d0j#~D)IZ6E#<1&Ob*Sd*@TL^?%|0NsQgW3yS@6eRPBsBGd%a< z?L`JtIfWLo2_T@4)pF5OQ{*V#9JA$q0+%lltfXj?B8 z9MfdjS&Jv%Pr(VWrdf1(-3h%jQ)t6XB6-P-KJql2Up8!glZV231bupb(`5wnqb;vv z6@8krTLO(o)=nlRNa|=Wc**feN-JZou_##mrMO9I%znVi*~NP-E5r&(H(V+bayIio z;s){3dH?QADk|oOEecnH0aJg6a1gsKD5`vOcB3kjKS3K;Gxpi@yCn^yOoPc)bM=z`y1o zmsiRQ6mD;9(GBqX7KZPgBvv`brtu>&n+ke0RUfgk^#os~0O4==V#LC~g?+R1^q>?& z_o->L1lRJ=>8*d#$D^JdK1Hm|{lBA3PLr}m6*O!frMHgvn`h+6xf*rKcybbAzJLkn z)~VV;CqI0pFA?V>p|* z`2myhxmEUz+tpC;pN(yV(rwhA55TX-GP%7YGS>Es>0Q<)a%n?NR5f-(F)JZ~nL4ao zO(t!O0uEPfke!#it`uXhBXjU`R1)I3?NA@0rgz>k*9gr;v@+GDQeI86VF)I=i?%86+j7x+h6)_%-V9Lc}SO!R8yNWY5jl4UJtR*0%Q{S&>37P@p1_DLQ&Ac|cZ14kThXy1fq}CIasB6XikKV52l|7D0e)-O- zGxP?=2$k+Fb0V~I^QV=uNuE#to^R7+M6e&D%=@!!@0|uRuw1h{lsTSb2+ZhG642aWM5EaCX?bsuKwukYzWy=3PgsaL8gjg=-A?-p|JX;2WK6(r*dLZJm2HTnDDbYlWcX<%jxJvM7 zD84f^*Nwg3>f+ySB|bC=Yy_F&Ok`zM^OU@|%4#;u(ZS~Y0kWT~RwnVJQVDY#vNF_* zHaMkkRiPXT{yv#6(DB!Tu@Cq!x3khGBImNs*K&>yq{Bc5`hQ#Z*OGMaF6L32ytayX zgW=AQOG(h`qSXld^2-J+pnp8aaj2yz#Is-Na-!v_e zrFEdkOg#@ixu&|ce|gCar4w zu!o-Zby_X>-oB;@yDQ z#T)ja^^@d^jNpmnS^?(^en?F_D3HKP+(7tjWoC5~c9jdx5H|*sPyeK@Gd4%OYkqk{ z?L|D{i@H%>KXR#@EAetBK@)1$6W(g-e8+cYkog`{J6Z4>K%OLv#WVx@C>Nx?9)v z^jx8nuH`=#k^RD4wChh??-bq5B*_rUt>PWiO>uXMKLkv9xZI}O7_hB zegRG_dZo|X(>aTSMXqwikuSI(uIC4>d)&AcE+>+>D83vap1EelZCva>V;Ya^Hm#Z_ z8q5o*a5CTPYiE3I3W6YTGSukYv;lqvLiHIepH4b6ZgYc+VRcZMu?(~G-)0UDjk9cz zMvzdIhCD6lq`s!)K&o^pWm0aWf&hLG8IbLNtT7WGf)S(4xgfAQ$HQ%M!~W=_gQOhu z=LZ4go4_VVsms+)#YZeuMAY4W0!BLfXYMrhwz@w938)Thq%Ths45Ip9@5Mh9cO_c< zO#j04%AQuf@5rF$==P@Mhnofr2z1#ab#{a;9F;Q(4f*Qf)04`(hnsK{JAx{vBS1k? zTCa`MH*9uT$^McrOCHbTluchL2kSaidLMsP8TOvcaQ37SLh_7l^k{>iU(WtEUE~zU z=cbkGtt4!&1CGUOUB%;-^kaUL^o*lPWmS_dJ07m)=RnnR9|0w&pn#{ z?ZxpsHX7_naFI35QSL>?X3ct6sdUleqe+a$UHCvOZh{YB>6M|yml$c*b1w^+%t0f_{G01s%u(C;ccyLO|jwtodY@(A< zZc52=!pWq%dPs9hd2Bje`L$f$ec5bwYT2Y6O&(QW;p2T{N3w82fMv~#hWwkHo*g0& zMpFKsk&VR#^z2LEnMa)QX_20dORr{Cv31|X9J z1Z5HiWMlMBk@rr~^$x@A7@6*W5sSk90uM+k?~H*KN{7zd0fXounU&(<^5$OG((VkJ zf1lO_>*j_G$j;48Jz?|+Xycz*9p1o%QsQuHhFJ?{&B$B>XCs)f3#c*pf){2qyEr|i z?j1Yb-R(26zUtrGv8C+qg}SbD0-9mEU^>9EHv_*17(zp;$z22jn!`b2kTXp!PA|GO zyGAFc#;1r-0nqLoheB}(D+5So;I1$MiI8ju$zTvn1*x2aXn#DXYhirh*T3Z1JuV9h+S(8&E2c{Y~#3-uDiw#=`0?IqfW3tO} zS9TZ=OTciQ+yZFYdVw()W{(ypS2ts)`uaC@va?#I9R}IppA>}W7l9<2*hPl#MYdUi zhdV7k^`HE!tt7B0anpjmb1-JcFO_fzoRS*!aWRSbN(QII7Y*oW=Uz#TwJfT844D4?ezmuA1lj2A;pvJ~^x9jSE8x7# zKl6*-aA_G2T}4MG8qj>NRS@a#!`K;^7=kf6+_8YH`_f@CxW)znU!lsZ%`aiY#67np zvan!Z+qQjnuf)TbUq8V<1V{S7o*jN-!Co&xfZu~sHv(cZCkfvBKEJw7f%f+=yXRW! zuU5*h?cZh_=jWd)^IyeZUuE(acIRE6%wUYwnRL%!Nrb(>z+SgYczQvx8n~9m`xalI z=G&T*9Z^(R?bQ!pT>>8)7hf?iBqOG>{b76kwpH(JIeB$8Aix@#fdfQD2WD|?`I(CB zt8?hk7mJL2E%R9n5yW@|qA3{(V!?5O^j+y|wFJL^w}}9+ z`bh$-S%(0omqXk;*N1zuEaue)UbP1j1IUTMDhC|~5sZN3_n2p}Disi#V1W9o;ovxo zQSwX73V2lm2n{ws{gQJJs&4E{LJv$MWE*Zm{Du?4Mfo+RS1$=5XTnbYpV5QiAnakm zBYt2b=rg8wmEE7*(S33oE=&K66XMtM|BT%J8wqp+Xo6b5UOO3g(n@MT$wmbhAhb4S z3t+0`&>?U~Gv*($M%LHZmq03jwIg@0K(~x)2`iAiU zD%E(`=-02)_b})*=xYz9I_PUb=~eDt<-o`9B@9cz-(JkV@h4(j{I=E<5GhyHKjOGE z?4}oT2%N9bjVw^!n*-4~2+AGw0Gc4&06vS5IO<*@gZ94;`=N<)no|qeQSZZ`wH_t? zIUMs_0HN!Ztxxd2?&dehAbf`}NvoZb&p#7L?$Cj?cOI#I=|c9879gT14S?x+5j||1 zppTjG^V;NV5q)Ia+7Vgux)bLRT$(%tvgxQ*dxwz_!oVEo|zE$y08zDXiuTFa2{!|Ecu_;=5^XpPlQ2)lkIyFn-nZNR8L;E-_4Nbx&jFI_C+{LaG zJo&W)@`nNs%n@=a3ekpj=|f##i%VJm@3V|@c%i&YlVO*w24j&6eWcOq!}d%OS~1~K zIkmhe4XKYao;i1~X%cmyC=h0Nw!00;DmnOH`?3A;;jiC}W)uAL9W2SG-%dYWI*$OC)|UGADg#Sxp_B zS74Q)*I0!MA;YCCqlvHlYjo{PF7N#3pYKNE05G&v?YkR&>497F4eJYK~q2HT)k;!l_}EjS5W&2 zB28kkQ2^2Q^xmt?LkAbW z@-sNKFk~en*kG$!{)j8IB{sFcN1N$`{Ah0y;P~tK0xR}^jT3S=xO;vv`(q)M(%RX~ zr@6QjX@&MN_VLj&T3pbSmO}qt%9{I;ZhYU4JC{xD4EPqQVplcF`D^Q5$PU@e|(iFWijW!=kJ+syrzcjxs0H?ZsFtOy%J{ zzP$~{9`j`MKV^~=<`VO#$^0v}JpP8A6$FOH3&Y=$s|}U!pT@EdaSQxqTV~Tf`D_D zEEZlLnpK&wgDEkr`Zg~q&ZjHE_AzsdT5CvAKAQH4tjB*!92%b&)@;xVNSA*$>)g$zbXWYWmu{OI%6o*JN>;K=uM-X*NiKHG^+Vp@s^ht|{L(LRn zb>;eKCQh6-Fs*cwIa2w}gs@;VXI#S{8&yb?r&-?%Fx)T5&_;_;x21^8xW8TZ58W=1 zC_`Jtdc=AVOiheUqEhLJHKZUGj815KDUCT&`QLNR!<9Z(d&4^`VdHHQ$_q>6Fx`BS zC5aDDY3xPCJ(4YSIRGl#o}9TaroFHCk_vyVhx|!IL`B`)LXW}nBaWdRZb^w6ZXA)T z{8iQg=-ko_RO~mzlaRWzm1=@PGM)+&#kJ)hg1^K$AN{7nT@ zHjEGrtG@sj7QA5f(nO(Phi&&Zwe}5~d)8=&1JFP9+y!<1J^yXySPBzeN_t*RjW*S( zB~v=$&*RI1MwvJ+8^?8|0Ou)pJgL$H3d|lLP+?*&YeCgaTZ4iN$LQFsKb27Jo*60C zmz?yi94jJv!6t%;UL>BODpNGsPKLKQLDC>5W9`!TtEVf18yxtLv$f-h$Hju`wJ!Nv zsEmtGa$MLn*;3=*$ESpG8dJ>ZWS?PsR$*B0TbQn|&eWS#j^@c^tw7Ai5(98x7f8=qxvO;#cD3^k15#VJN0rMyzi)w z@5XQX0%>|G+9w8ZJ=TA$a~L|5cCP{|jh{s2t$&Bm-S%=N?0?F@;R`gdqan;ETOgG5 zd-2@7>sb5&AeBKa4k1tiaci7=(3UVCPE}WZlJ&kV=06}1?x&02q91;0k$<#Sxv!t~ z*;2&d~5mYraw&rk<4J=M2) zU09F|Ts$R0Bt$Ai2%pdEd53t+&K^yC`YmIfQz$d>=Kw`t2W4bq?AfUl9n95dlDJk> zuPx=h7oNbfoEoFn8&lU${DB zm%n`T9*dF*fJ4NxE4?eD>{1Y^1j5W~OMKLkAo1JPW{8DZ*63fdA!N!u3HniV@)`@T z39qoVSthy31%YD^A_eafwBImu68&ke&5BVdQKIprrOJudvMMj5`S=z zDc zD4O<4XOd@z4A!6SOu5wA@vDdZ0cHFfPTGY{MZ<-Fco(C$$9XOmF&Q8<@3>9`_=^19 z0)bf)rBB|3hB26@rOwC^g?XjH?kZAkk;<~X{M7PFHqW#P;`3I->mWNGFMr7Q3Wy(N zR2$BP6cM)%)kX?bW5mS?2HnFF0)9-|<JvaTFh8(dWw7 znCCF_NMtkzxRwdr?%Hs!+#>?L>8qXmA5}Z zN|B@cc_(TXX;@s^^?YwJi?am(2WnhUlb&RSB>R1jYpI18)lD%U#Q0m4_tTMz)sQ(; zg83Z>(+PG#GWYaw$n#Mu7ZIN!1=rRKEuPD}9*!a7D=;2cU$sOCegB-BwAqUtf?W#j z((##Js6qB4s-(0@sDJi;p7mPmKo1SBdcvqop@Uj$&&C91Z~%2_Y%ApiCuhrz8vh*s z(VJ)&{`Zh{CYu#xs7KC=I(GspiG@e~E>l;1iH+o9aF)R+nMR~KE1|R;Tpm~@cHYQ4 z)YBX~C)l+fE1}jK_Yxt6uD5Jtv@F zOU*n9N@3*9yxx1Y`%9!z8AvVZyrYZfsM9IM;Eow|xhT5Y1`)_N>SCkl@(XLOH2GUE z$(bGc#SFYXw0~`nIo6|~ER-6;eLcGACDX1in%!q~y3PU9t7)ttV^9*bf>JIXG6H?F z7*g$S&d_)|QbmIbsgI&e!|Kwh(c28OA6=jWf4pN8rK)^GgeB7gtz5{jy*`iOSneAq zN~_D?cJjCqF4fIS%rR;)_*Kqax>_1b?T6TVmtI@5;gV*8tA%OL8Bd1)B>pM_>arB&S7IY`XzmnR^SCug}+ zu-)x7M#v<-Ls?n9|5+lvYN{Xp&hl2xlPgdzGzZuB0AA;@UT{g4Y!(MY51W!x;*xve z;&JD8UCw}Vs!Sj5mOXhi?bw`K<(9wHQG|n6p?_K8>7v1f75Zny7c2V95>H%pCNx(O z{mKo#kpx+n-liY{^4HY-hCDd5;rI4ll?*lwgc0ro`?g)zI>nJnJ+CE17Gjaw`{A!L085T*5htfX9w$u0U@f4k&(LwJiu;>s`pD@cUts`14STR)-|8 zzkhUVR$cciHJsdP(JuP1t9(I43t~Y349kKZ$(h(Z2)E2R8N>MU2(%p3g@D?o`nc&T zt^&)fgbGTIOc8}O{()y?9J*wM6W`$f3Ge$y!Dth*>ha@ZMTz%6PI-VmUpkk`tKyoF zL=yMx+SMK7!idW90;U)`!oFnPH58t+Mt=*!YY@_*7=67G*m8wYsIe70!0{}r3znv5 zlN}Ts{f4`w?gSN6(wF#FlkV&3Ck(+)La|Q7p!qGgAXhsjN%jQY9su_UQ3{e%++2^- zWMPo#R^+%hyQBtV2T8sfd$&IsZ~#h!V+5JAOd(l$aWEvwj{a<_ff|AA8*o5sVXkFXf40?-k#m=%VIbjEx-iDP_kaq(E-FA z#WbWm!nEFY@l-aUBF&z8p>$Q#5!pkAu*AZ!ydiO*1|0hhfa+rE8>Thdu)cbjl69#b z^Y%M`4d-VsQ*MB=nx1UQ%(x&KKYvU#i6KnM1il^wUSy~kcVPU=>I6Lz(rsp(2y#|; zaN~fKobCHOj7=9@XWVz5%gIPPEL|dtHKm-r7k{P|;uKz9 zEt>*oQ;ayD%qj9cPhpeanT;tw&wf~Ewe;g$P0lzR`rNlkDO-|^S+PrJsq8WVKTWQy zqxIzXc-_$0q}S6BZG;>+Jx60Z(nlfJb`q&7_ku7m5<_l$_a#zr?|tp)c|hETLX&$g zT5XWwG8Gc_0(>d@5}l;AXnzoQnox)a!4qlo@lbW=nOH&vK^9`VX?cAhGftX#fO$mN zzMX>(WW6%|`A0Zsh{htSC6l>vke-k2k_o4;9h5t1rO7usdAppafVCQm?fS>ut0}dv z!6To?@=oF+`N{loqx}hS1yv=kSzVo zow^yhJH7lVo>mNJvhIm*JC4w_m?|LKTyq$9Yy{-abJ|oxdzR=cje)8``=m13ZO=~Q zaCjo+ZhLDz%(4RE>t{XQ!Jk4iarB?jb)TH;ty^w}tC(3sw^M6K@Uu6}q1-Z-M3OxD_ zn_;%(ot;j^i#aXD->vFl+PIYmcCBo6pSMn&98F^BIb-aTN?lzGe2iYSAcKEh2)zPG z5O>8yIb<%4Wx`?D_-0yKF!0TKV~k&ay2$MXL1UMIUooCA1hYp|vBXrDddtIVAmNK@ zu>J;=XC$#xUw?4E7mPf8@=J>?2DegCseFfdgP*T8SqF8Tx6}r<)>v1pN3&iuW9w7- z8-dZ2-JY?6-c0uP^9H+s1z-npAEb%ftr!%MFHHFnIqvLo_+EYbccVof;-9Raye1w@ zOiy#MKKG+W=vR$KV3f zj9w_xLVs-Wp180&uo^Mliivfrm&ut(6Y9p+z4uyaDlH#}x_{LI)o*qE!X>K9Vb~SR zRV~*V^0r^*bAR^rH_h|G5T2!)+sv1 zyD48OENSqfbu8+URUweke)0Z2WJ`i4sMP%UL^VG_*a*t07RBo+s?j*j zoJKU6n|p&@qNf|9=>%v}B4}j6G{g?ygMZfmDTAJOsB&)8JTL0KPvfa{S?ZkqW`dqn zO)=!07vvhl0;RTQn8!;rO|A-Y@T?+(xvDQeGfADbe*|?AdKy-Lg=-OE*f`1VY%mP8 z%esT+c4))U-_0GD5yW6pp)IDvwke4)s8Lbxls}i79=RMR?-11#I2N0iIlIPX4Ir=p$u)(`)`udc!WzqoY%e?FH^RwPMx5-C*8Gqvp&(7#zXsu7ak#xH8 z4SnxJWW~_6W-)l=kqyYxLUxz0MSmUz2DFVIpaw){KJ&klXY<3GYA~Smna4#q;nZ66 z{(d&#wk4Bk2|c_}5PGGyT0F=g9UIPv{_at$F!SDnq4LxUJ7NgeXXh-jAD<6~5}@@1b@|@3#SO&b?iHL*M!3_kSqO)N5cz z6bb}dmd@C>6m^Mno_w4=)j;Ox5hjeA)vvQ?oKJXE$TV24!y~I8Ima_US|kX3yhHbe z8***4WuN$-A-?PU9D!TeF;V$UIIQ5_#iU5?3yFAMA3Bz#{UbIu6DjpELp`KkfBA=y zR;R823Cz32B~f$6Ynrth#D8Oz=4A;DZvL>_;LbY8=+aM=-LpNJbyj{W5+iH;`mExtcbiqA%J%7vh_;urx!_p@l z^W$=Ayq)+}WXF12Is?qLG6PuB%5igs>HQKPHnOR)APmnqXoS?i?riw)KwBHFlWpz~ zA5{nB_fakO`B;2*^q2@Cg|NA|IUsjH;CD_K(eeR#5Bc$E7+wgg8E+or1$}7H1hlAY zI;t0{yw)#@xKVW|cz@DSLn zD>d&0DcLB;sSeuMMj8&>Vj4!X*2j~iMMeD5n+;);?fd+E0e{@DcU=wsK*hxzNmUuX zPF5AZQ93ITZTvG+p*bN)a*s4Qikd{u_9XB0XT!|!#5MZVVmDkeair#^m~B%5vx%L0 zlp3E-J1LxapLUeIZv^}wWm z*BB%g71y!^fq$mZc;(e5rkDrfW@^vMpJd6KBG7ouh|XLrV~<5z?>EBP4mE2m>`e&hXX818)wl z67!quJ|!;dGma&h8o07U521OJjp8+42DI`r5&l%ojzr+T`=Rn$5M6 zY}bCV<$q&0ok8!Ctr*a+jw4uA$J7D@>)y|8=+F`S*YS$-E-R`w19AXPS0mVDuPDe6 zFk))eTr=}M4YQ_8TyZ)`KwV5?GZNg@5TkTH*ltFvA6$LoZJU(eRGo0^94w0&&>ZHp z_%&L5TF!yttieT+^-Syp>_;~9J-5pEf|0ldA<`YiGR|f$lrsyW8Zs3ni%VKPNo;>(yGB6VfYyKErn#B zAL+#b$5l&@1(th_f;zU%_#P{>7rSJ#pMp$)4PuulMpW7BLE)+edMHNzg-k?KqP#5t zVppg^S%}uMtd%&!oKGtHMY#cLX?Usl&W3;Q(cqbkB0NT`nW_)o_%YqJc7KZ;9iO=E zyI^L4Gt4$GQc3plBq#FgE%c;7Yn&rOBbX*q%#OpUrE6YXRi_M+5DpPlIGDimec^-Iw72B*UnpNP(D7dWRF!Y<@v_AyUAgpek6fNnuz~pnqRzXoI{ta#OCx z7q%FGKkxK13cIY?B(Y*iH)Sqm4$>edWP~4lgSpsJ8jxlW+vpJ{Q#}Iw&3|nil=MAZMkL|8s4qwINKvr+!WUH?%^aEv z1GwLHWg{s*8YO9{^6A#CZBk#c3D}M%FSvAj^G}~m(B|<1? zeG&-iPlcZ}c_qjt!jtH=ym3un23cdNw{y9o`!JhIBf)!Q4}!MJ0{uA^4fSV-*QU{N)0 z!lQ>edW|y{?SCA@)j1jC|05aeYJAO;+&>N@xtSAA|F!s~FJ8Fi+yRte}V(&%IJYagJthGn7PJgzs@Us{l_%zQJ>>~;K-_t5x zSnk8e7LXqhZFZH)^p-Dj4idDymy&VUkWEzSmAMneLx|4{>*m(h4&ytsm_}Cw)r5iMV)sJ)Oh|F()_!#k8MvzM4$536 zEkV9J2!DVk&kj!dzJ;AP&)$9u6`$iz=DL!fEX>hAoGD=Hz^aB=`*D7(bNyhcuS)6j z{zZ`%W>`kK5rqmG5wezXH%ioZmWj)i-GokuOq6?V0^}+r>$L=Bwnn@}ikFv1$KYwt2sWA385AOUNg02-583REF7ggb5 zLu~rg<)=}D_~RKax6ii5MD-e)%5)^o`cl*smulVW3j(&qWFsX~I2HdeS_K}3=os$N zs8o^R!jCWq>{Ar!Z6ut%5--Rkic&{s9X%8}@}<21cT{JHUOfwrptszl>+K^b(b`?) zw|~ni$C)XqxG!aKj^2QqTHy%F-5vO(I09%^m`GWZ&s{q|VznUY@ZE6LMw|EOnOf~$ z7V3}l6Ev~czw2I>=t-xm21esls#HQ7#3Wf}s_61ZvXo??M7orRL=_ExD0+X(9J!2< zOpqarCIYP1$UFEdetpx;5M5Oe*GPZM?0$YuR$R8jHSU8T^Z5r&3s6hrcz<}(Z!em?4;GH9F6HRE zTS5Nepz0!&K}Av38{FwmGj3l!;^ZyfG;#MkiFc%oH86Dx=0x6|5!O6{<_cJ)c7IZ+ z+WVy(b~-Is5S27h8pLF&0r&kG*az8KZt0Li1D~?w;LprPsaq}-V%cp)%k_E^Uio;b zH=WEe${8m``uv#mv%BgavNJm=YJJNt(%g*eSfRTXANX8jSslRZl(aMTEq^>&f-N4>7@yzmfOeE%X{66vtO@P_h#E7$|`j7(OVGcKW z{kZ{w8Arf@Yt1ljsb^d4E@bR@LwPA)s2@#N?XHi;4~d9%Q0}>loS0&<27emr^i`_j zd$mnEWI)X4+}WMl=hYyOnwLn54YK0q7WZ$xo9B=7+OLKUgPG>n1g11B#f)stZ$-+m z#2}2cozZK8EjH1jPsQnP&E+15a*QgJMau~q$K<5Dp3d2&;`D4J=r89-OX}z)bmR!; zH#XU9ER*=NKI7T5De5uK#DBwdBn4i0Znm?iy;(bOpzAdAJY1BdJbF~Ss*)Ek@q2%K zvLF7jis!O(LzawCxWC!PN+VL$;LBomzH8G)F*C{g;?mIVAUqUh*Oe*O%U0hM7(-5R zJFHgqbt;HS=jwUs*7uGvrc zBR0ch z^%=Ygw}^JF_T0WN!6b(|cMeg$W9ssg+&?5tWOG9%QqI{@QDRDi%H?dwhc?~eti~xK z~C22T5-0EpGgzQP% zMw8!|&*^73=4|#lWW^?-AKAAl-5V{2*KcnVxj9ci`Lt!ed&ZWqx@6!f#^>W)wDPJ6 z6$a#!m{OsjcgdNQBq$E{y*0AWw9!#Yc<45N=^nHx_9Mcz`+rRR)$NEeCHlhQv@MY; z-+xkLZS+>?fgrGecY|8szRYlr9ag+p6@PM8@T_)b?=wcb(HhnYkH3AeZcK_Fj6S`IYl4 z{fmznhfGCA?zg*wWCXK<^29Q)D3RWb8_@A=E0WwTeShyI*UEzT8ske7=Ucm6tI~0( zfAg{aCo+)+2YFtiz0tLSc=B5(2@x;t{f~YO@*zcd*D`}4bjWUOM#w9UGWxpp!*M12 z#7L8e`IKTA(E@?{rRDD;EDweC>yl)?(XtF6)HHC((A7j#4l91;6LmBGqd>?Zwt>cj3&Qi|tbRv}%Nj^` z`Lj;cKz2-8NlA!8R6=8(fyk$_-#>Te=_d1`EAUcV4uBRPbO+_GspFAVi_0;b^Vr!h z$bZh!ip4-(d32Ji8$j83EtV_Wt84I4OYiZvuy3*Ruzv#8E^Tw5LiHY{m-Ae&D5Ao8 z8~b$v%erbvp8vJS5VXmw0ey78&-NnSC4tiAV^(f@&~u!A;nJ{?d@bo>qBdw$8YI#| z<3c9|nSIx%xjg+>9%W%qr_l{|u<6)g!GF>$#U)`Fv{RptSklZTpvpkoQJybpx{IFS zB|nQ6;^@scLQ20%VE*tBsB4&amNZ0W^VH7Kvy7}JwPE32s9YHDag6OZkDRG?!g70~ zsxrW!+lThJSN0f4DVIj{xgtT+qC0!tj-6{H%i+m`8JGf}3eSK*q@hgUXlKP4tbf9E zcbL16__}bEA{ZS79f=u{$1+$RFOqsPVOT5ooOOSuCq1M*#_(n3G9F?^YRNQxOf5zc zvN;#j(d{7Z^2MNP_Gs!!J~YZen5YEBHa8c?K&$4PeZ?ih*+VI8(EivSuG2iGGn=WH zcZcD%&n-@ATSx&T2enVl0(vKt*MGHM`eWZpv?!aQomf&rc+ftTEgUm-{+E&FY}k*zar$F+QJQ{a9~8?3BL5$%aKHB-i=WD6@tZ9JEcO?N{NnhXMRU3U`e=#Uoo#xUP;Z=+m9=0{26seu1vk0STDENB9AhXZep;trkcr7K58t( zS^fd3kKS|V;{1=dN{!~X}+@T$=APraE}uRHB9;b%+;~KgjSXZ8;xvWj}U7Y zdJV_CYVHF4A}W%ERMMB;*vs)9+6#V-!j+_?4C04PgymAPBzG8z{Z*32-16s~H6DkH zI!*Vc+=d5JCh1hCfq!mI`9nkPhGr(k&mtUTnpF2Iu7z(ka(+r^TN^#^|AZZ0%jlkg z4$k{Z9}GtY?eKX?2_vlU0}aEdkvQg1O~w%+hbf!U!50>!w|j{y(lNm!!CQoDazLiQ zKKD>WZ?|m~R7>$};?oV{op;`$&1Wb(ajAum z@*ka-_1F~>a@-71CUr!wkm6`GDl>Mzu?sdPhWat;);k|&aRefN(zDjlIhG|V0vI%r zrl9_08026!oqw2wg4)p6N_+i!PMV(&UzOVU-i_tG=v6faFm*^?irCUUQQ|>dD!#mR zkIE_d>}|=9f`*l7qdfAHm2#*i{}g*Ue+e%uirqf6(PCUA)kS_>m}}uOZlg^)Q?8_y zdhO?<_70Ro=nLF$IQ?jWM_g}QVZTFuH{ZA*4)hFOk$=heJ>2)4a6Iy$IK?o>mYvrV5i$lO_w!Jb?&cr_IM}cURpvCpp|DO z^HK|FYKlC^_Gh7U%4=10QtCqNd#8IWU33N8|CJG5QP-&XeK(DMSe+bt{f`VLQ4%Ii zq9dAj9DnvODJvIGIDq3jr^kJ{4yCa!hL4cnW74OFBpXx?V%ybR&KFuDQogAB7Ttzm zxnG%p+8f^TT|Yg)=H)QY9qi%ss*6(b?sNEvva8sSLAb+N@pY&w;m5&eM+<#;U9un-B%*X?e8m1^{bpm2k(O*v< z@M7X^GuzqNzS&gVw_^<9XfbIdZhv3@;e-$tqIvbl-BEfYr1adg#cGF&ca5};;D%;< zS;I9(1nCKDWpe*GOt6#t=73cov|TVfS4E{trUa3!vZoxG_D7T%+WBJCSqx7elkcxT zCx764)P>gP_Bu*3FYzn1-!PF*!y`ek_gK2zD{Hr_0^}qx0y|$kGQ-%W&%@uArg0xv z%3(v3mO8`g9w5t<#v(>-k{QrK8-M0BDn`xi6(YalVCsl|V3@bzq01DZ9z+Q%gdm3x zVsNL>M_BioOqY#dB?MB<*pC%*!%u`8rhmd73|s2@_O0+6KPA-kR@dR`v0pum(pibD zba~Mpi%>@zmiH+(Ft%*XPIy;xi=QwUaa?0@DBuc5LpFX6g0`!%$fRcC57(;+Lx*Mw zQ7K0|cKhO5s={kct?%>WW8HGKmGXIsZROshFCL4Eayl~c3z4QLz0$j3w0Z6|mh z*#1s4^t7%{mhT;go&fg#aDU3V?Y4E9wV48bLR{F$4k15M=uwn1kp%e6il+Zom0VR?%?RV`jDoR}3;Tq(TF) z{za><+_7W1UJ^lO5jD(~_ge7zRkYc3CH4;?RBdVQE?#S3$Z_>iyML~*`xH4tv%2t; zev}r5VzZS`iON2W0x9ErthD56a$n5zw#NK9bk*(vRLv7?#AWn;DU~M-&GdH?RWjtB zFnLoD=~SQxE~zujz~w=6tlBr}(vmbQnIle4FeU4&L6|y*-!&5Fb!0Jx2Z<0%se#peL-3E4SgA{l2{*AjGHFO<3JMOR?dG!Y>h#Zvn@01b{@pzda z-Gr>Zx!?0z*?-~H)gDZtP=6}hK<D}IUXJKcCXMJXu4U<~uYA^~`MuueJpR#R5dVjZnkJi%{$^~jVTu>iU9PmY0 zLfRO|-xQ*yLOk#!F&sby72T!%@Gp$xp^S`buec;jRDN1nY0 zw%-Ajf<}f_?kvAL;9jp*UH2G$=T%zsh3oTb?@jGmhj(ALnd|0Sh{#knF4hck0FND_ zSzIgXzJJvbhL|d)qbMTS-S}z;=7H!1%G0y2}q8M)>BEU0KQo`f0fatT$ZJDNjR61#7gN@Sg~=T;fXM~%ktxt$L8G7O6;LG z`+w^6P<&**u<7_&SIQzc21l<+p{O`!J#zr9#LtXi;P9}!WKz34v%GDCrG9WJWa!I7 zl8eutB2S=oa1#e3VXbutmfe7n<o4jk>^V zZ#XGb!yC{+7Y%wpE`F*KNz!ua$E88JTz?dWs+BCnq$(3Mm4=#0G5@5B^zd(r3}l z^~#-b_-o-)P(5VKB11QA+eQSTwTC;1h>%~5m7$ZHO78ePlt=d}q{b%4k6vk_@_z=p zyR$rgnvhCXC{J3lKStpsiNTB3LZZ+pz?1(mxzGN6c?d*YM<$zQHJT!$K1z8>$CHDs zkxm@UB?HUa#LjougWBaDEaUxx#+Xlf%b2<6Y?&dSLVUkM2k&8q;Clh zXrU;*>s!6fwlXL;KkZ4J-&OsDfjovuCw;YG<0BL-Sfbswx?;d=cHcj_8GrsXt4fSX zlJq^$#~Svvf_*vy4ty@rBmt4)!dLv4Z)m=5@L#UU6?oqz88mm!Kb zc8aVdbth3ya7)mJ-cXz_#b<`4173(@2*U&bFLVi2vw1oP=gSU^qmK5brMt=$G>d>@`z zeBFum+N!MfQuroB-t~kb$A6rYbOk{`Sv6TW#%K#Bz5>a5qUSseqI9=%eFLBpEbl6Le^*Ux3lGE({;(Hi<#_Bmr5?a z)hlcm45fj%pJmDDLX(k7O?0z5=%HP+iM{ssl-b3ucgt&W7CMNr_J2=J>4VsX?)7yf zC0f+nfRHW_30u`fL6yABNz34$AkDv!$a(9IxJ=c8hg;IO6lMiNfkMKtZMfFOIb*wAxxFY&3-JaXjBM{uK2bFDR2WN zA8^_aYCqFTon5W zZ|=h}5lUXbM=ZaDK(XHQ2izKuv?y;7-Y(wV$Qq+3VupqB4}JHHx!CFz#8qult;|}- zNhQ4EGC~Z3{(l%9IcMz0VgiFx#~uWU2r8Vs0xr$x1!NNQ&T- zNn-tQijHHQ`jJP7F?!UMy4?}t<||xkiw8>k79AB=QrlS?d~(g;FScl zpYZG<>#Xp+uU5g4;BmQ088?St&j!=ah?o6j;?Z@u_ znsQ^n*MFgRtQ&8&f$Dp)w9LDCEQ;f%i=do2jd0TV2(MVTPIFkWbYOk#p&|Xw67*W2 zw?GJg=GCfG)8qWRtQ8$<`~?lio{39VLVJfqT0+X%)M2ygB$|UjwQAH+6m;)A#*vps zKJi0hd6$`WV-jaYh6Oh~AKbp1siv%gR2pnHwSS^0;!fv5u1lIsf1MvxRLl~j&;e&s z4VV$ow3bij4-Wbk#vh$Swk{#U@iSj&18%YK;t!8YCpQ@HJ$0OhnlnIa z1AlsD!+U{Q_jsoHim)RCN%`kqk7BfVt2_BJ$j)mFbI3tC%yf}g5FMKBQ!9TG5kIRE z?}$E%na=4qua!nyR0es&TKCwlo<18a%6Z)JoZ!MW+4>4buTKFT8xm$ zwlDE zxaGmmko-xAqI<^+Pp$;K;s_;5miJU;>H2)SZo0`@FI`Q66sJxRo2-T@LBY>SgZuNY zQEQAHgV;_tKWwjtu;AKzV7Y{mnkX>j=ux;)NJzu?Ccp0JT19_;{eKK95@p?+%NK32M8J86eg^*qRw#zB^=dj`OpWaJ z%@U3XZs`YAqh+|byv?>KCt)`|$J?(-(~g*&FBQ=pv)-z%C=kT3vb7B+sg{w&tCkVQU&a=}HWUEc@h>{BEoBE|f6@N@oul&jJ z{KdPU#pgXF%cT7Ub`982mop977!lR*w*zc&>7sMpmD5?RR7J-7#xyK)`220>h^l3z z60diP&TYkdvD(ugpduU(VI~tQK8*XVEYG_6^Ee-~e%B~da0-&3bds>>g%ffZhv6oW zYO{}#?G`5^OYss8Qx;T#Tz@(GYVZ=PqlYbVw_2goYqVWt@A-TYK9l{8rH*Ohtx6Vf zfqSC@S$qX93TD=(J$7!cPQC5b$E5nppIh6XJoI2gUc+-8JE9d4kSo!MTA^|Np8#Ya zo8K1pkY9E#U@ktM$ZV^r+PxkG!i3ar4osxyHh1P85Vm4VXt2inL4T<_6sq&rnO7Ki z{*Ogp5slg7A`lG~ry9NSipIKoabyuwL@VZV(oD5)ud-|8JtADMn2lP_dXaSd+CT)r zrH>L4nw=Zo6{Ijv2PPlSaII$#ztWT!t=y?fJwLpuJg`BC0$>wr0Zu^IAK(jM8=bUP za-&5Cg^W6nE1q$>^M5niQ}yjtevphLICAIK+g?n^u@7n!Q`|vi(KWhj?bepc7N#La zcBf=0pEUA!Ju&XAkvU5e<6%E{Xty7SoX@To4;vL(s0gbN4d_D<-n>JsMkO&A zSBk(*o2fB0$Buy{{KR*$r^NPAai#|^Z&I#dheQ{5mM2>v_D#zwIH4-J4H}8*U?!Y; z2uYxhlEG3j{C`c>y>B&P`@KFpwIrKQ(z2Gv@->zFRA3e)wP%uat4hhX$&5|Sf~BdgmK<6XYr<6J&j$F!|^U7_>JMNpc6=X z%i$$f{C^ipu96#U=pM;P@AUDI+vAUzECs9MgM2U?Bp*^AT6&r|jQEixolB~jXle31 zew-mLe_u-5O)umysX$flwK`0D{osnGh!H5cAz^Qe<99V^=@eZb#rCo}-9;-;)~^0J zWxY7g*$k{)tWtaa`&^4H4APqXx{dN4RIMHeu75=>(bbNlYzPriUNgIWpmr%dwS2?& zeK*PYCW^1A#9v=uMVk4s+-Wa`D-k#%qgV~bqDc|)Wa>vx;N<%s5W$Wd)BNggdot5~ z%YrK}y`m-U#@4eMc+P&t=eL#%Yl3KPnRs_=$K)4`oraetSffmc;_7=5VOwPE(<<$S zxPRb@7G>hZgB{moLGmRz$Bx|zx3`>MB?sEd)|-h1zeRGb_qGZ>k!>F_$=C}a2NgcE zDvTwtR~oAA5sc@SpIUGd8tOrK4+Qp)UHVwC^F~x?uM!@_fXEoFVljyiYCW$+xC4SB z;6wNbfxU#~ZW`TprsP`2LTGhYfoB)$aDP1+`ut8J8DJcme(kEMkHe|H57w(T$&lOq z)L~4Y5APhHO%kl_N_#MYZ2DDv?;U?HWEXSh>U^yB72kn`@U zZ1&Lcp4JlGIaA`posHB06!Uhfi)ecofLp0ZHY&mq`4SCQ-T1Ons=NXJQ}~dEf)bZr0J^cwI->HIB;)N1s1)iF8HN1Q6(}%jh6{ zh0Jl8;I{}b%b}00K(S-Cdhsu6W`A_5T$Wh&^C!XErtW0BXeF3NFOmUpPhm4Z&5-m9 z2b48}uvB;Ni%&N>?K--dL^BxYUtX#WQ<`Ck*^v?0uzk;cD%P@XbQS+(RX)lr-~xfb zAr+d#;y?0=$4TU_JEIe8$XYjBeHoj6-a#|b$>UiG$XrVX+eC#6iXrn6aetE+jFd!X z0cTyL>lJ`L=Wp=W~F8bOjYz{7xHWdcU+aj^UWCJNVV`^J9# zm8fLmS6fI-AQV^HzD$6izT047!3){Cj&~~QI43G8{b0=@E^ESx*nb|axxS0Dl8Z3TY?RXXU~>Yw4J+_D!S z{C-mp>=cquIknm*W8?xy@Q1ew+No9L@rNx4(ka7kijDGj_Py{+Cx0$iwurx+7pehM zb&!MG=h{A-NOrUuRwJnjM>*ds<6OOGU61_*nAlST<9nr*YV!1;4NQOZ1V8-Zv1 zTc79!1>>l1&38;G*P_)(U9Uk;k9bG|i=wjxcEVdV1heGKlLAR&?oDwVawm%brDzlq zvnaQV%>cK?vGYWM*?+j!i#Te74~4x3xI(7l=2AUJd1PuQqn$EOxyK=&8^Wua=dd~4 z3zw*puMpE3UXWz9{SmzchwHEz*Jip7J0e!KTX@RH?{vG6c(DN&|z4O-odfY zO4t|Zx+I`=7HQ*lqyz9a@9T{L|36Q$Q>yep>Uhl^qWoN#d4DKu{YCpU7Wqje_D+>U zGs&2>pXSmGZEN(I3{1=#Ct6UenVuH87pUpiE-2WcVWOQHd-PSLg%rB0D9Od%8E`0} zN^7HPOI9OPMcoZmW`&zmvk;YHwG2%RxuVSk#OFTTj>AA@)A{__2f-Mx5;%))Xv%Lp z_`E()`W~PrTYu-^%8mAe-GT3!rW*QN7T<3G^2vINw*#;@HPds9F?>+a7vyCRGjjh} zpuGc1i=NMVQnnx*v=bQXxH~GM6~@pb2*NNg1qNk2P6=c>72mg0{ z1GMpK?LPZ@biX165=wXUw=8i9_io_+|45L5k%ENF>X)m@pZlGD0coZ z+y5pauVb*{{NsQ1$!1im;|baXhc&uKdL0@=QXtl?Q&EhO;L8;XlK4>VhgELCQ4lD% zK=`olN1sy%?>Zk@@M6Wsduj$^U|Sy=beIkN=3f-yb%uZ!hMVOOtl*qt&3{W2S&=4A zQi%(k|;RJtJ(GI<`hXslS_1-X9Q0m!@ zr4(R}Uq~nJNK?dF4LxX?Z-Rju4W05wg{|#Ue1OtlSq}$MPsbH0tp{Pp30KCWolZf;=xmVfp z(?%YwkqBKBnYK}3uIGqeqjq~o63Y?YW3l&g41HXVD(rAyL-F;oZfBe$d0oV<&(Z5v z<~Bb?g8ic7CH#7eu#EDym@=Prmb8kG&<|fYx(|O6nGZxY9~GSu8MVcjN}YHSB-t79 zcX8K~U6g)cPwy+HO);KwZ>hPvBfx7{mzEU7x)R?xwDB>1x^w+&=D#-f>p-*x1MU1{ zMvK7(S~Ik`?j4A+=x0PEfuQ6m@W+U1-jg>x5w6PYK8Tz;+v1&?MXF`(l;P518aKK++u|~|O!QGq5#rM* zlZ|~)`ekr9)4%PV9kU#{n_54Jr5<|mQ06vw8@nfS(o(><#2x7rfR#mMn=zI&8#8}r zPW6UEs+0zgCnLVQ*U#wTnmLdL&`Kx?AK3^MWX9Re|phNc5|WBT|3jlHq(D zFLS3yJu?!E4BxylR*NB6YZ_$Uz~=%^3J~jYNqBju0Jr3=dBy%TCK_>XiT@HR-aeRc zg_<@2fqz{T0r~8^nNK`Bo2SRWQ3-#{nKD zDKb0$IQKILyQ^i1h`mmxm^}G;WTWEU>r{vH;W~H3Tdb{^WVox`iper|Q3K9q5Gw`i zr=fAbLcLY*$>mCA0!gsk$~1rWE>iZ~e9X}hT{&1c^4j+&(MP9Mv_1sy5O&l;kSb*e zW_)5In|V!-%&_fSaOC@2si)%mlz3-dUM-tGTBSEyW0LFKvRhWt1a&Bf9xlG&65Msr&-gYgPV$Be}u@ButK7fTfvUK zN4Z>{a{}w`!=&c+ubVOmrSCi8@}XgZDWVM6Exm8X1|J7Ji`PYO?zEBUeI| zAx~-gg3=;pQ!j^VY0kQhI)mlySj07WB3g9FiHOXoy*o^*_)mZ9qvtGvHFMHYm;#>a z80w)75~{WJ&0_y{Mamx`tj{oP(Oj)sj*bL*k}kWXHng^GjyUqJ7XSw4GW|;O{i9U= zQ@OK}f>z&xvDeoUl)lj&>iJ>i`w{)p7fv5Eyda*A->MO{DSd{WCGlTro|Q6W_|CN4 z@iqd`Nk%tZoj89Xe^4_XNkp%5R|X#BKqm+?6Ew?z3I_?C%gj##_(G=fOX`&BMN16+ zEPco4B%+>wr?%&}7TQ*h3^>a}9HjUN1%Xi)h;NjwhiVMS#wAaL1T`HZb1@R6VBLme z0&62sxVR@1v@nHPH8yCN0Kxx1NH%3v6`JY2qFEkA@e_Yom!06W0)B55EJ~_?$vJ7f zxyqX8GOQnIGQ=_L8CSN#qG%W5IL9NV)Qa~;B={{WLw!<@8N#6V(w0y5(VqB}r(Nfv z(MQM1X@Ug#n`6?Uim4}VYJbniV4=jQWVW4rQlU7ilyjn7FkjfkA1MriBLu2RMbu^P zWTF!6vVecUIqT*{kVN{eI|0?t%z{Q($R?S9$!cyq0X11S7NIG@Ry?w_? z{=uQOx>zxNM;I9e!b6K#d~w=lHa_YMoPPXlrBxhaVI5_L zSs*1#@r#%d^(oFUs%qO&ea<%pcVui%KJwn#iiSHQ6YqGL830@_c8bP?fSTI;R>#;Q zQ)E*zm39N{dAO!Y(>lM0)pL$6il~J!OXh#wgh&Cw;Aii$HlbF8@02&%k~FxEpB>4U z{soup!Ozt$BZjg^6P?GGbI|6JCNl~T%dF`+BuT`wC3~D(3CiIM30nzyN$x`nKNiM$ zbuX!69DTIJc?+0%6BTZGbsX1fc{f98j~*YIW2|%0Y-D{wa13qvlzJq={8~d&=-Pkp zkwi&F2HJq&Q&MM>20A8mAz)7OH;tiQ3($ojBezHv8B|3T)E(XAXAO1ply!R5j5vjt zMD93(yU8l3Ku;D9{tAj3^&i~BQ#n+d@(3oKrVK8FYJDybcpyKk$e^lk}TTx`O ziU#Viy38&Hh@(MHOB!SRBLT-O+arH8uF9Dlcm9VS0ckpm_?=NOpm@CQhfepi*xTr7 zlabGbJr3?PP#L6_?BwNKCrNV2S!r!fBfwnA{*9W^ZEUCAFv0ovt=g4+V~NT&vPxb> z@vcV`MLN7%oJW%dQDuzWA02qIUC4T7|JMe7Zan8R!v;~g+)B9pEb=LyJ*t1^BaJle ztrlfc>#$Rz*#oSw|&)(bd;!&(gQOqXJ442l9WAkrJa_rO99eK~Z&~OF)ug z%Ftj5_aZKT%?{bnuhX6RG0ple2!=K5!_6hkCL+f{(kDJ7f+~+esNO{rcxM%HR=*9b zV6O7L=?Ri6`xBia?9d5z0IGi=Iy-k*n;G-CgQOBmFSs@|pTP<+SPMJ9WNnH8zh;VD zu9cZ)4v*yhQwiPvr+5KD&0u|BQ;y?b6sC6+{=eAtHc~ejE>se%lhXB=ETbdBI57U? zSl)1~c!=rRZ&FVeyFH^$!X(BxwvUVJqg<|il5;2RLz%$h7Gayt2HSt;45hs$QG&y8 z)a!-2UtkmUAA=w66H2$AhC5LnV5ITW{;j5;gajpn@Gg5t@j!7-GcvkY?{eHSa%W)Q z!3Kbz-3mz_wvwtDm(=C$n|_S_z~iQ0vN3y1?2Dp+c7hhJQBHn?YDHa$jHsiyAbWY$ zDKez6P7P1yEb+Fz6oj)V|iV`n4#toN^CuWgQBr4G)y2^KL~A z>aq_pR$_4XS@>mv=X`7t_v9u;E*VL(JvQQy)z+F^9rPQ;jfQ{AG)tHP)XMsxC5GyS zV~%r=dhn<9392w@`zmV^(dQ_C)wZ?rZPHzo8HdBYx{k$*)3XR~&}p2aoqV4N@(|n| z%wJXyIxC>>G}Q2a%pctyG|>9!A!o0EpuZLg#)tP`lOs5-z= zsT;#c$sX4LVrCWSp3^};7e`&%=oayc8W{VVm&pxe7>V}$^7f#~MY~$lPM)Uo*~DXc9_a+>VAmwXkymO^S5SY^m;Jw#Z;fa+IFjQKR?w9~nAx`IX#Vllwu<1(zwr`4cX=x){m7+fCw;Y7 zv25_Aqig!0OEskYPTqFXj1tL#fcoIa7fr0^`}PSud+ozCN1W6!#H89DiG*IHDJd| zHANWTDJ5_foRR(aV;_W8xSoXj)*)3qaNBP=Lmj8EAmVbQK~K<(WKw%S{Yrt%>~)OL zpmQC|G&q`^xT(SOwjEXqKA0<@j&|Ru2(wb8GCiiGXd0yWeneYgnnZf}@^vYv*Xl&% z^H+aW^llWgI7=-<6LGZn)&)%cH^pikBI&T{w2SO@r!!otKfL?jVOhS{PKS^gyspL5 z>M*qqqT(V)v#^Bgg5{QCt}6&#&GQ-6xD733T9E8*79En;UL$(aNKVE?t+I0z*V#mi z(oT-vv|DvQvoc+oN0o8_nnI@@hXk6zZl`|)XL)eh1z__OX}8}Kf))u#X3iULb>^{n z=pFbeLy;54Rm(ipv~d5` z`4j*>`o=gXFE3X8l?#1Kt-F(5yZc|LG7?y}oVlqv#fwEFIaam$<&|n@{77^c|C)cw zC}ZBH!Ricor+ZA24Q-2*KWYQ^I?cN(7ZZdhOlZ5`+3?$Fhd_ed(mn zWxAak++V2e+>lGn8Zf+hxAZ0~OBasE)*Q*h2xXV2nU!KzFhBhpw4#FRPLb(H^rnOQ z5@km3@a1|L5A319f91wqZ1Y;@q9=cJ4(aUrIiYQA#OYyeyg5Y@VTwMcPqd8XY&euY zthcuDPD?e%`Ly8|KX^`EF2_<CuA!D+n)c3W(8RGKkd(b1^CqABI30iWk@Fpy zIIkd*8xZ5`tyW+#$s>Mz@pj8=f};9@VZ*tu?QR5mIgaBPQm{bw$wuCTSGvg@;`gns z^JPx(mc90Adhb@7a0E7-=sa_#L{=)NDKl=(O=@|4XaNc${z89ym1ziZ)%M}>oixX950?Y9OWV58nV7Mxh9u79%wf00IJs8(ja zJKIR!F=e-kqmldH(4(eZdMkkEQmrXuJYGNX$%W))ab&y+5HCkVs~$y% zi^*SZ=>0?>B8HnwVWJmAwo&m(@L8K@&y&yOxovIW9TC@B_wx{st_y!gT|_AGX?}5T zXa+uo=e|o2{Yig+K^;r_NJ+`igNcotTj|FIPRFLdBiA{Qystd|cw_qSlBp%_kBvSG zAl6m9ubUy$cX%JXgE0iVq#PfR;;U%DHI{E@cG>b0=*jWE_F^LbH@^ zt?pFEwp{PIoW_Mb|H*%@Feby&MoHZh-Fp5}H|3$i$it71QhAY>Uf#M@*l(9k$5?$G z*pMZSJ7^8t!9>{-KmqPt$Sojy+K|Tv6ARhr4f*Phh5;Dn`uIbeT|gE|Wm5`F)nIr{nyolx+UNZ39<7?TtJ$cZi*|N5z}t?_G|5g_nm znFntLF(b4-zL9Ur;{Jnp{v;Pcr_4F*kB$6&U(wOB)eHT|=uF z$aa!4#JD>(xj=uoFQw;Kk2XA_&-cvVyzB_UY@&aHTd(}s(!J#LDEjmUNNi18dTCN{ z>r#(qef3El_re2cHD(EixlfN*T0vZB9flABehtsDR=o~;4<~vn(^drWUgd_Z1|f2H zO;|p&4xHw^#a5R2$i2}r{43&8Zsh69P-Fk>h;fF)*A~yP zx^RDf=r(%~XvcC#AVs?BAHab(XJ8uWuDvs5VI4!8yqRezD4S^fk_6gW32^$3bDB;g z2VS___o^8I=jb0Ht2e2W^Nw7l{URi{#9ncylL`%r;1eBIpQ{1G-}l#neCvhQct{8lKAU<(|N=er7ZTKk$2nw1Ji z^BYUM^rJPq`<_EA2ptWg&eka{>9bn6=GzVFH38$bd#7`1>WR)x2t2x6JQi~7mXk<;MMG{)00X3+WAk-(m+AnoYxaZkzEJ55~RI*fYAs&e*J*7n5-~+7b zl`_6tIeQ%t6ugMNReUM`;WFOo0GzeGeA=EOgOo@l{a#KyS7NaI8^FO<;)~dk@fzWj zfnaEs>n_!NvjZ$O=ONki84lm8I9h+#wTGwZN}<<}nUk(4sY^xEGT@wUG-< zA2D;zmV)!x*d`g2^`wDp(nv0k_jhvguj+mSEC@gU+snGNw78EQ$asj?b}tYXiquvF z2Nbt}K?h(u0yZ?4@Ztv*xA%JoMJxk0G&q;>;s+HdI57$@Ol59obZ9al zHZU?d3NK7$ZfA68GaxVuFHB`_XLM*FHaRyrlfmLCe|QHpTV=#;v%;-d~(R&LaItilpAPAyI527bZ2!aUlP4ebF=e+0t*ZRISYwg+3eP4Hb zp6l8(Yjd#b844)aA#I_mNCa8{BnXrOC}|s-gMa`aP(%<26ei-}FoL1s(7)|O941hA z6by-wfBFxEk~Xbeyri2ywCfCE4x0FamzNL&gC1PB9xl79n{?ot3{uqVt8 zpe+b^fJ8u1L>x*;S08tngCiPK=kHqpH-rZOl9UwZ{~ZocaDlqRAYcSQ8;o{@x?n0o zz;J*e5(0yweg2Vx`@SO@?J6ZCHtFxEr6~o6!8~W z>n{L5;Lqj&K!TuurTY{8D-jIwI~WXsAYEL+2p<^20bmb@kIKZom#Kzbqk{$AO`5O(&z#<25n6*5M^+&rKf%6~8z6VbnI z4p1~e6euYsCJF*T-2hN;h@;T20!BWrf6(8~-)77V0e-GXSAacc3}^t%9*X%Q@5&`%5H~jYz3#q9pm>Q_@{TcaRPDMqeH^5IoSP~#0DFy_9Kp-)IxVR`Ff8d{a z^uVw`ef&qP2ErZ*ko>D%%s&0yvgaQTaQ_hq58$7P z{~hxGWBIQv|0~h|yCYQ(IQ+Mt`!B%%;|III;68s480LDQF)GkTVzhwxZ>TBsFX?JS z?O+}*|LxU4gE4AQKsaC+EdaVFe+azymmP*ug?U5m^k8U+<6o@#%WnKjZ*Uj_s)t0u zem!9@Q9$5-`7k1bIAfk7C=4}!yPy~i{j;tL0)n*rB{pGEF#y=z9qdDdIcv;H6yOKK zsL~GV{hQ1HAwdKZjR^r@W()w>Bi)I99V|!`AY_Z#BMiYYcA|gehIqKUe`AF9n*^A` zf3JV58VdD>LWt&PkPzuGr&nR^=QRopUILpVcq^-&(TV1LQKD$h*=K%^TKL&&lWvMO zb}#M>XXwq9M@-E4Gw^;nAN79Jog2KIuAYy^Qt4Y)JQOGx{C?c+0A;pA(mRZaXGE`4 z93<&8k=a<_T5zS9&Rm9zfA@%NzuYRi>O^fnl-vcl07_2DS<@NNaSC~zyVy_6S=m?7 zL*|dj<8QlLWO^8B7>`|HKY_)cDYnPbefL?nh|d~YT6&w?-A{&@hwV)lF7KxSDCs#U z^)zsFSe;fqhVSwVe|~%32dgw=NkN=^YJS^3)DwA#WdFiMJsF&6){(vYW+$mhL-h1L zg$b{U7`j$-7TIOZlaQA%6=;y3hpX4tsV4nUUUF`nEx|;DtiXt3)<|m`D^rKiTq;~4 zXo{Sa()mj{)60b_v3Jj8LYigLB!YmC7sn58DC_Sfkk_u?f70*ye$y(^*8NaOn7~Ri zzw@D^O{oso1N6N_SmSQu2lrndN-NpT>dKlx2?}<=e;oi2t^I(r}P(rcf94 z5FVY{H5s^W{rnwM$HV@3#?05_d%Yc8Y1`iF4Hu`lhm^KMYElDiVa4#u#stw;rKNuA zXk&|huvYs?e=~u5&pZ3ZlkdbJi!X)e$d?pm-vX^x?&yHImIJndy%qHL{Y z6nZe=3pv9n4pEi(;i)I`;iHh5uGm{21!Pz4m&d!?f0m|h49X$eEqGDp_f|@eBbq4+ z%@d~I6`JX(9BN$&uUiYZ+i7sUNWoZ*?ui~F&4lV2`5oHw*-_FFZOT~ zgfV*Be@`Pr`RvE;M~cUGKhT4tU6O->pFNzAL4ix@G(<*Ux|b+c*6Hu*jxr z85}3A^H{QZmLk$^I}c9j&;Fge|h{TiBjtjRj3KFE@RQNHE%CjuBR@Q zMLIRNR%ZBvEPq)4dTC|nBeu%#jcM7m69)S?Jq?u7=8AE1^_3lo=t!sJt@-l?Xohpi zI-GCQ#M#=zw-q$b^{lWf>ax7%vnfmLGzQguow*@rBB9ap)Gv?`EloMx@-nzpTd<|KR!XVxVWz zG=D#PJ)5I(skYon-LBkfiYxC-n7AkDEUnC<9tah%u11z3U!;>PYIP`*7HzayCt=?j z0igHMFNq9o(d7xNC#eF8Pi;+dkcJb6f2k1{T_hX$KBqiBw*TxGIc`Ov?D*m2{zjo+ zR@Rzg+VIXyz{TtS`8<@cJ(tq4&+=N0^}x%im-3bnW{H$q1iiQ$S18@q4b7;_d(OHt zwEI6Rnl{7ZUBl_$%zTh7?;vv^6x3EXfj7FhB2&Mulp=RQq6Lbioif6cNt zamH>QA6ZgJz|#^onoupAVPV}uiEC?CJlU*9n{R@^B*)mRRbS@E>sD!kI}F(hq!T`+ zU3yqy8AcN+h#qB$DaueR7J4EUvy9dWUSuWIj-AF~f2aK_NOa0WunrtKP~R&)ALaqDT4q;uifBSMHmgh) zHbw_RyTIkymM5R&rum7n_m6DR1@M$iM{=>GYuzZ%9_vy(gU|2kBohq*Rycb5top8J zgx!e@XD#kxXYJk6#dQzUKXvtQc+N3PIurX)#M3mWC;PZc(<=|ot^-n>f9Uo>x#LoY z24R*}OF6c_YD#i!93lSDrD8AEPqpbIVsXR826~^^x0+g{t~=iI40gn;+@1SWY{ymA zyV=Dc(9%f!Rv1f&p%1|EH9jD6zKbDt?gK5c%W!!0!%O-%g<7N%W3Nx<;~>Mw4P!{E zdF-l~94+APL3P%e|R##;k)JW%`QUBebV|y+KTgYZV*vgYrl)VvJsH4!w23r z!MkGMI>{ZY9X~Bc8?ql1xW7v%a_a3~`8_)Qf6Z3v7hwfHPbvLV z5*9pJZXfVHPAtl2ev_)w0EvJ9Y91$9yMK39=*1}$%`SQ_9OqIUnjJB(r&RyhQ|HSz zo0?bvamgOZ7ySG@%LY(^0&U{!*i=6M?HcZl7L)0(D=}(iRdDeTO?w7YD&J-IeCvIg zA8KrVTow0*Bh0h`eqcY4!mBM#_%g+A0Z&ihVk^*#*qZ;4jE!Q6jOfb9D!P-Wk> zF^2x3;YIVY!oX@|6+u+p+f}-`W`&K^mhKKTyt8&x{i?tM%P80zHL6|66s{M|TmK9S zEl()1FX_bca$bnM!+fp|;t?k(OMtP(jrSgeumhRqeg@Z9fA*Tl!MbkWj`ls?mgw*E z?<$tHyLR$1%8m=}Z7^{e*veR?b1Qx4pfp66bewcB_qsLvhNSP!woRibrR6}OH|WQ$ zNqw0SH%pOBy!#oFvHk92(;80-kWSUc`^m7WEM{3r)aboE&+{^L2}{(5PS^tK`%Uq?upnTv_=p#%U?AvXFoQ0raJ3QI;J7qVD5J%i9qL{?7mki~tX4o^6`qsHEJJ6mj#XGXB#bl2? z5=Y%Dnal}Jc9P~}@}q78MiTOjFDN8C^wwzd?gX1@_FylXG;;aQKRkY?z_h?ai1>0k zcB^jMs6CaUH!E>bYjlP5!S2D)XDek`*_B1ff1woW{?iZ5!ab~Csg{i+FZ^?`((mGZ z7c~jnwVyDK*>Teg4mi7<^q0Ag&Bpwn=@HfS*XzamgvyruTFM+Bu(6rKOT@(I;HnVB zU&G%myV@FqEy%{` ze+4CWq^Ij5)eCwC-I#H4J^Jz>5?L=_Q@fTPd~JQWqc9mLQo5#3{kcn#+2rIg`=O*t zVJl6dlMK-lOF2O0r>A~iH><75L`BYuRlhh)b=BQ_s+jd@BWF*ctn&71huf>M!(lR( zmDkG?_ZskHm?Mi4$G?DH>e=6UPgr%#e?Mc`moIj*-hPwunR`*GMbc8Yr_D#=_J-OY zakM90f!=3o?AQ4WVZ}RRf&m3Bqqp9rHkHwS80%CW$x4OP)Mh7z$lQ6+ZO=-3gN1jv zqe2i*Xxj_#O|*eTE4Tdo{F7{75=e80e6J3thD%1?(sNle*0(Nc(62-Cqi`Bhf75HW zNfRaYPv=i1-aFGyC*8d7bDpc?K>|+2-zhHZ=o2jIKfp%o)EB>rf(ySQZ+2GDu#DuP z)jlT+Y&0y~x;9UrM>Nof#Npv(B}{Xc@mj?*4J2`0LgcZ?*6v(#HVyjUUm5Ky$~fy} zo}k~axqZDeU%{6OA$<|lc)#GWe-D?-9_oIU@#kPkS61sz>{9*qg>M^NB|153^#`jr zGi6D!`^rXMJ6YD>MjVTn$v!CXm77=I50cS255Li2iy&c&^K+xMHRqOPo0s7I^rUle z#JS8zNPAgC(cOiBu_21)P7rJQ1`*He8-=FTv z!wYsfTDO3SzZ;{e-_3pgf0c`u=E}`1$mj;*2z{SnI@b9}h(NAf*oBTKZ+Oi9q@{X4 zZFQ~i+~+R$dbJJ5f?ov#c`0kVK69=RkQ24y-Ev~TtysxdHSPZ7KxO5?0zI+dpsUFk zr~jP&g8h{Y75&GM*<86DJ9!ZZ54ojC1${c{&NSmR76-3(fI4F@e|^^H;yh_3yXUK! zHwWEaJLqaaR8Cj+Gd)1drM)QKwYZ-<+D|DbtYR-O2b;4`hZ`vSLlF&mH9+A9VtK2Gj`Ro z_vz}&^G7E1a;``CJ`))&RC>!CsxoaMJp=uUk$9)`rv+-7e{*_{b&qxGEt+vPhOBp@ zf|Ljjjc9zAC+!Kh3GYv(r^a3e->|ud`Bhc{%{<_0zgk^lw+S#H#3KvAUkH3u7DTb8 zBkXKn2tG!7JP;Ro8c4oVf8@Ek({&Q4xoGN_t39n$^=2ZRSjvmd{(2PD1hLtCKSyc&Z)8G#>>!TnF+I)pSP}( zMeAS31i1%kqh)<$sv~&UgKd>?Iv-n+bfEhf6x?eI;9QO8eI;p^$2T6GoXzDAGHL~5 z?}irWrErR)(PY@C9%{bQnhy6Cjwj-nrJFo>*gn@ue_wnsOiS=-`0{HFA{POj@g zXq!;7Dw~+GU=2`q8xQ-0?}MiPR2YzsZD^`;LS{GkE9&#|eyBI{f#vFK1?xMnOEKLg z!GI@uLFnD#Kv9arLX)-O@;bgMisGiK7q2gw#AE7=Q6bqcXUhA1wl{~~q~IIn$0~_l zs<}I?e;MPwAs2neo)DQ4%jsW}(9jh_@HlNrtzu(NA}?cyq@Ws4+jDb;+ldxk8oIs$ zAo)60i1@mnV>xQsr;q*4^iH_$ToQeh3#nl2^Y|Bsga#I!wBwmbo%>FAw+Mc6g>1iR z2fd)2BYiC$z(RHy{zyCUDP)FQY7UxED|Z?mf3Z&aFzX((W|TuDZh7CQqMq_?GD`W_ zT%)Q~z%&>5l#Qcb)89s4GvH(4+w~(4<%ryrXwraV&Y-I|5|V;fGo@|Yw)CEg5WYZ_ zE>Vas(VQ*T|=qKH|&bQXZgZ{L6PsEbR{(8kGBtSrtT3_f*@uqei zG$>DQu6tl`XR@Z@1~d7d;|7jpOo{Db7va_Cww+4r9pU>E=OgL;e7NL$XvUt3e;SLi z+}bF*2L(UNb>)jVw39SKmOqoAOB&`p@j@e}AJMl6*{)CY9%-AXQV#(|uSfZuH8zD! zC1vf?1In8KVJZ&MtScStLNQU)udS8h@87QvhP@WtL35C z_?>Vp7yji5M?(SAhqn_*aYi59;cBWm8a`w^ zRsqJaYA%aJj}Nn1ZBBf5aQi6Z@*o6?9mA%U zVNCB7w^E50<`Z*>_Vk{XfAX-?PonX7=wnUw%E*o_rQ*3Q-*&fdgykH(+WRAynAg#| znAs~O@-AgfW?g)`?nwI_ZU=cUOZyU&tl=JuoxsPtu^`p&pP8-56hu6$2nW`5b37-j z85@OfcoGx&UThjQFJBA;=a;B#@1Ew|u*mWC8B3mK$AyBb7M-U>e>3b16!vVm`@-e@ z5@l}sn96n?Ms3JmBvo(w$Zz#sw-~Qp5d40n(5o&z0P#ydyzirED_#y~<@8QyJ-jJj z9{K(tjX=Pz0C%y&V`JwLR?i6b7F%ZE8JEYGA%ALC*+r2b!1_4a-uCBK(=Su+@Jwe3 z_%-P!wAAR%TnLjJf0XsqlX<`Wv`fGerQb(z;-%;?p0w6}Wq8$=m%}z&0nf2LJoS}s zsm;{znSP`)d$W6ZC)(A$%vqbbNghwW2g>>SnMhhDymu%XZFsizhJz`1pXZa1tHHqe z^8D)xwmZTN9z>Zc&}7kbzBltVsM3c=T=WD~wJoLJGCywHe@5xQqCYvTF@)dFcj`L@ zB+}9Q;(O9zkuL|WJ?0Rk)bxF%LsbwHwtcyNMx(NW&%X{e5uT)w(WXUG@=yr`KY$FF zd@Pchq&J=yo@kaG1VzohO<^PJ(l>2=7OH#oZ6fI&udeTpRzXPfu@fY<(wy^h<-^?E z7-hoVj?Aw3f9+KBJ6ZLo=Wh>p_!UGELmDfpF=;}%a+mL7vQ|kf!6?Cc9ieNA+%$jj zxg@yGMU}&@|GKK41atbl+G8UiK|3Mmjbo6&?`@S+^rY|^ zAQu|-r7u|S=3nV^`OXH?s2q&>aomf>zh$jWW!SP{Zfx4B zS&%sVSu|(flB3AUnj94YWO`NW(G!a3hp)GDZ?Q6J>}@C1zj~>vx%VyN(Gn=6X_5}f z87wm^f8gsCC^8(>g)%iToGx;3?&q1WHaOKT%F`xiT6 zPoJ;Y;&;W$MK$H84Wz>tCbkYecN9)l4q3)jf2PIi$s>-PEZH@f#-+nakC^;T8R{%3 zMSMXd)f+a5QN_Iv=ldQ2h^;(}e^IWo~41baG{3 zmrASy3IZ}Um!YKsCJ;F=G72wDWo~D5Xdp8=IX08Q;wXRZTWxRKI1>KuU!jk?IK&j+ zNno)+Ui!Azc7r5sx>w|bo2ZHR96M_}-S&R{Ju{Rn$uFs`9y`zoS6hX9d8gg<2B0!GTnL>3CE>pn}VL?O#LS-sy*R!agB2`DR z&Z!AwGOf^{H4cQP9G_{;MbN-d>*%ib5=|JDnVi~!o<>5dMFk_h=~=5Y!*VRFpfwQ| z1hr*R%V-$LMi2oVbI7rg2*`2hg0+z20u*$p5TtEV@d*(2fZ3kO6EkRBU@Ta4u>E)CvK8_IRQq9wMk}WVaEa zG6#!i)Ne=Tw=vJ0GgLK#h$PHqjy)JX2ztv=Jwzf@=5uJ^a-DevYdAR08_uzr_dtyU z2z-AuMC4hJq+E=^l7fN|5tQ>if>6*3)g|GGR1wj=_2~3JeCasv}H# zIK@c=!lSp5R=*g4h~qA z8hU_24P#(I2P;YACFP-piO%+Z`l%<*zTFj>c=mPv;&eWk7d>(CCKGQb)7!zQCoTt> z?EU=n_ZbiOml>Z=#`B|Mb~zp1%_q|yzrP*aqGW$M9E{$aA!{_ao?!^}#H;yWG`xS@ zA777(Eboc^*<~@F!;-cqNCv&^DT$K9!QIPZczrVmA_5q{T%QlG<~JB5vM1gQzNR+? zBcvA36SK)t_d{7zS-iY123N!JHO6gEoX(5e_Yje)92`u(W*@UXG9)#csT|-!a~GuG zM?{Q((AE6Ya1cF2r_z+tz~1I*OLKo1z0{uKhu#RUDW__iYK5}Jn!o0)^V@%mR`Z%B znF|_HaxNu`T4?u^wB*vNPM%t3dFi=;i6}1T*~!ILa5x*@7PGg-pC^;s!T9)e?_e^z z+6EmV$`(3Y6CKX`COR-!8|XmjY@x$%M2Arebf`8uDEv~R2_0yzLWj*CLWh4%@AS(y ztnK#Tlj>8bPATO@U3Lyt7b|{f%%TUq)OTGjaw*U*)3}|jGSUeBz zr+^FbHp5iJN@@`xN_P_o$P0g!>rXP zoD|o?*?jsf`(giT@~QZddU|&^DsBm=`L&dx6Dh zDh3s(1OKLoiw%@d&4GUmDjD^n8His@C--;oAz(HgjAwU)X)(UUz&J$CQSoJXS)9B$ zsE~S;eY834?M^cB;kUnGRo$mWyY3t8V8-{O(M84i;nz>U7nk$wr=Kv|ZUgO4xEhMZ z@pN)|TFlWIaeVYVyJ(Mt~imhV@wGJYjq=%S?H1MTQ$%&!A*wT~x`uVP8rE&MuhC-0 zALRF!HPico3VI?OtXj`)$2j| zBBjN;f@a|ve{WygiX>Zq1MO<-GqI+z;MQSXB3b^ZF@vNtW|YbfWwbznee0t+bH+%?y|A)4=e&PedJ zOYn6JUpiTo(NPoawQe-^T31D#<&XSx!B!LjFrsmpag4;(F%mnC5tnxuBcVA)_`s@D(5IuzhsK9gYB50QbaUr^#?^jS z-~M*#rQM;IZkJ)aY`RSolG=3WmxpZ+{bca&(T9F?6@ePXbY$aBhkm>qEOWLw?OM-oNHRFJFJ0x4oOU{p!5Sxvr0`&l76fug(n@`=yYr!j|W{UH_I& z;u`0+^~u{Z=R*#zYSxgd&zIYhc`dZytNE84xpVZ7U7|nT_vje?om|=c(p`-%(O*8n z=GWz2HopOV_FeT~+5FNylur6T!RFV=E}MT}x);-N^Xrsc)jw{fzf-MsCiPzB+w^{g z(-CJL`?Q8>aq?_SNUe3XC!CfX+=m#bzr>*|m8BM} z%NA7Z)7K~RLD@p$y}-cR%z;#a>!@wx5Zm&??qm-4&^4#B@dOzY1oD3 zDY@`ii5^|mc8>aF99hh;J(v$Dbee6#X|!a4lxj&9&{mQiyj^*MV+*A|M7DpZrg4xk zOdK*d)FCOEv&42Om2P7)GPy0{PE?c27?PS&Zm}tWM^&QN^={Ks)?W0Y>@7!tl%|}d zU66rC8S8}+8VP5F1x4tJxk1n9qO5_P$qH06=43G!S@oQMh$XP;Dago@4sfC^4IhXj zaA4wwr3{>%dcmn@d!?Sc2EBi*6@6(>LX&Sw8km<2Z>HR)kFhgb6+6wZ}|&e-&ETR8j)Ow?^m!TWG>md zoUIxuv7}~ds>!9<%qeB@&9X-Kwmm9Ld!glCB&o(z*HfBuNHw2x&`E!4F)q?nQ-(3d z1o3H?279e1-w~FsEHCr8ZYe#1vIH#4x5=C`SBvH?ul>PTE4oZIOu)iQZ#3wJ_c*uZ zQ&r0-U18hYi9_>H(P@k)hcrr)0*Ov(jS0U0fNbr z+tev7Z#nLGJKaflv%H%oo{)PL*UzU8sFU?KG{?)W{kRD=PVkf75@o+wd>tw!9uGO*zRc zTyMdf%8jLd7}N-*m+G=)p+s{EtSPTDt!RZ$lnHF5N2DaBdOSut@}1%do6?ly>CQje zuRP=pk9aIs6yM?}^K0hPmKUM)07pQ$zyBT_`J4tgJk66dl_z4%|ACOgidXxXG3dqxt@abAR>Whxq(M>6slX~lMlPqkP}VMK^n$>b z6CAmPvQ17S?;Dyq*3rsB8Fo14R=0+3<|N4`cf7)?X@#K|T0CWc-IULhMauDB@pQp; zn=+Y4Tf?h?H2a&HlS`9EiRN^>k9coi93TF&|Chrz2OsE@T>6UF`aZg6UA9NJZx8_t zO+6QjZ+d)C*f=)~uJMUaQsL6K!1QrW(tV@q1D>I;vGm26_RT+teQ_WT#gTX>o{Jaa zmH4Z8E#8Q?;#YBhEKbC!I1}&1KztIH;&L*YjK!5G1Pc-i9=A64!^Xax z+};k@PlV4sWM0PevY`2I8ib7 zb37>N6cLtze>EA62Gd2zDQ>R@vl~GdT=9c3LH~w4G=^V__2KCEc0d~6-+n5lv*Gpl z;n;LnOvx(rJDgmJyV3m&BkYg+$-KDwG-B@RB~{>mw`N?s9VT7s2say1w>QMO)kwGL zqVRfH9KC;bcZn6uWYgb%#}<; zkRCQUf_)Y0+d3F>NTOo47ac`KNvkDWEADOHEh?IPBWga~V_+?X z#zmC>C-a~y0GFY>1rq`_FqeTV1{4uBFf|G*yYqS8p`lRIWRb9RG6%{!If7X@SlI;uQYu;s9P9vgb}m+Sc1{!;8Z8jm z9{3+R3XKlX)eYq2DEOCzlq=8-453Mzfgyi_Do&07MR$7u2N!^YSCE5GkewaC$<8kD zA3-NqL4dTG2gnkj!U|Ayas;}e&`3Esd%J?HZNLye|9J$^TQC4P1O)h)|D_I)Z~(f3 zEX*7MDrR6CpaaCCg_%7-)5!t^1bhFF33_20FxXj;jm^{3lhw?@jn&E3T9knq;0b>M z+W<6xZa`NLpe5jU$^ca}2jIU`V@06>XxV_={$Xf3S%E#xT!8=x!5(A*baaELxI0<` zT>%j908IsDz#C_v<3Ga6{|GPx{#_gZ2P?;a&HY>Zw;_<@zm&}^ESwyi%^bZ!j@AGx zkUbFaMpl^>>;+~9m^oVh7BsVWbAo^9n|YXl?9I#}0{;r#3?M6^4lsjc`0xDOEL=g( zU^iAbkp1r**?yaWlv&2nQp(A}0q6*JL-`$_G{_Zb0jaw;+rOJ@=ji0===&dJ1#+~s z`kjWQyEB`%Bgn-as384s83+mG56v0~2Jo=6v-5NE1As07pqGUW+iwS2-p+r(e=#|J zlOZ|y`#L*01FRrv0R2H$K*$e@ubY_%5CC>{2m1T|&G=u0!odNs1X+Lq=0IzZBg!A^ z5Hir}9}MZgE65A*mK`#F902y;pZ`7?K_<-7$aPa_GIC(&^50heUkCmFMkMQQZ~reo{XYW# zKYTL>kiGZ6B_NaQ4u))jiW6iP9RIJVF7Th#RRLOp+#UWeR{?AW*#>_JM{CGLvv6>; zvUC4K2f4|DynvQ!Ah3naKU4D$UHkXG*@GN`YEEvT-zN-2i=F-d@E}WOVFx)y+#sX* zFBTB8L;ven#?ivb^7pcF^6&!8TwTq)Q6RmBARd4(2V^TPfnNU_W&j(jqZ1gS0)XV` z53q7_Mfu%WULF9O#BYDnKZqB=Ciw^P0obJeAb!ZC{Xqf%Hktn-K6U_`>>tDdV3YfU zI00<(e-IadP2msX2CymqL6BIK{vb#!%6||f7L`8;5{v2|1c~L%e-S?<7PUVJ;$7np zf_T^bgCO3u{ve2V?LP?OUFQ#ic-Q@dApZ3Kiv%D%vp)zDnfZSo1d+7(FXDmlES&5i zt^N;%oBKD#!Qqeo?-^jT{0l;A3H)OL64gIb_}@PK=DWB<*5|(zhyh5$?adr4A*bA5 zmLQd|`U8I>&>zEGzoExpo__P4++F|Dhlp7J1tFo^{7D2-JR5Ik8{pp#AvDlm5E8rX zUl39@yT2f$HuisiK}g{o{y@mF#`ecD4@A`wvK@c%Aysht6AVPz>3`UeWSsx7A;z2` z*Po+3(CSYixjFt#b^V|EazT7K16?84++U)+|Du7M{^}FtjeyPNPY)mtA=irA@4fz? zE^u-GW;lU?mge^V>xhE`!uqS+9FXd{{Ym*Z0($&aULJplxEtiE_-{~zqJ@NPpLdxp-*8oAZz5ap_^WJ|!NCkZU z1P8I?19bhz)&HDd7VfT)nuGs!(LfHj|KNYUIRJrPKns+mc_#~@Fx%R&w!3Nx5>J-h zaZYaZfs23WDEW~68L#`L#|Yvt z)wjW0nQt@uP2z~$AGs;JbN*23>@+atalC(qWv zaw#)3XfvJU@DSZu=_>0`^y7XHFR_y8Bw&VSr$>hH;RAihRa;mvy}8?{rWln_w!+Tj zh5W@%oPvgRv;5!&Y=0W8)W!$Ovkhd4&tB$qTgF0+ozlf$qnA>&3VpbE=t_Ia%H&>& z$RdBE_AMgIPW=q4W&Mn;&TLW@mqG zXi{EJ|Jm`DdLa^#rjasI`40PN<8raxUId_X6nRk#SRhoLcvQ z{Mt6CEwYO3{8WMK&fVS`sxcLjVni!ebDWErp|Wk_z*clQvKh3dqmrLH!MU@PO62(@ zILr5+OVa^n3h9Qbb&MVRXX-gC$BcilxI%q$+{6f2xHv@Y2K3b92XlHJ#EiPJZgEFy zaL-GQmB==F&)P!7g{=K%yS~0f;K;K6~;5sGVAym?_t`UsA+^2>KpgZ)PAE zqs%GWR8)R>PyplmW4#7WA#UT+cI+`rs5RbUYFwZFRP`1H1PQ2YZcpy*OId$mMXP&J zS_sD`Ew2Zt+Ehf-u%DVPzmu-m-C%kb?{ad!?1(0mz;=G4*N{`3r2_R83eD5NvKqv7 z+M^Sb{)3WP*Iq}ov8<&66mTW;VWk#Q@FZ+T+I7e;t~GJ@|oCY$Eq~Cd`P9sh~B9x^+guo*5!obt831fUwl2C6^?%h#LoL$ca-o!JbOZ~FY!BDglreL6+@qy?iO2|vMFNrN{bl06Ip+ag5e2$u4H=u& zuY<4;WTdS@(2jo;&L{c)pw`Y)1JeZkm$2Fe*i@E`td3g|^p@^ zJ0hZ8fd^9#Q9;m4KDnwqkCDhY#06*=)0fO6)SQ28l*dq*xR+LeMW1SB8;c7>C9QyZB{}ft@SWHOYW`0;8p$7C87;gI6n_*f^f6XkbTbZRIM#a4#!--2 zMEH04in8Z}TPmqI7E@~xVgkfUt2G7`t)yBRxro4rcLcyp1$P9*Z#v%2)Xd(Y*cT*NK@|m*zMBN&bJlj0^gdy|5DW`aSdxlqG4Ae-Z&j(-ENEjY0iJ&rN0xA+zN$~Z(x8(U$;r=|Gw(vH=y&04oTe5g*kl5|;+ zryMQkH}gUwX<@zhnAel?x)i!Uqoql~WIof-N z^^A!DTae9AcBa)x6S)+ zA%ZVY%^b6FSmsSI=+a*Vo(TL$WKG|}&UaR@-&*W7?KtLXtcG?e+(dsm*L#CB#YTO2 zT!2Y+nwBmXFTg8M^b5LrwxSMi{ANMAs1x{+hnDmF{3s8U1+gn7{0*rJfK{OTxG46VI5zAE)Cq zU(HmCEqZeTkJ$1~NY8)G&B+3lnD8<)IbFV&Sy^GLhs1|rb(_M&QKC5R<0@k=II%@X z(0Rt~p(2$VGwQy|OE#-5F3gIIa%wz(h~9jSk&=vQf5J(`P)`edb&nUyv{)a0+hP5j zpBahz^b&U1K~Za6j~+y4)hp&w=h+$sUdU3)Gnjh--(J(gPr-lWFbh*bJuz(Qe`NOg z_^aP1X0kI59`VPQDjE)olme*1oW|<92wh5N_lZY9vcr{`hAT($`nK!iWA!U>sdx0K z#@S8i;Kt1t4P*8%5iw&*V4PFmxlT-L$+`#1x%HykQ)#O^ij8#GO|x6!=;#d3exac&-Dwt?y2lI+UVP_0R~+0F>-L=fgNFK<4W7->V1(aQ=}=Tu zuI9HlLue8nVq!6A$vNw-b1>U22|9LeBK98U-zV~+VfcsrYKM9a+f8VE&!&s(L}_V# zNEHzAvaYK!bnkWAHSa;%5^<+G`Aln2Gl|qg(*B8PZP#+wkNep`5i4as%mDz?F~f!v zR!p|BjOl+(Q)$z|s)9!%&JM{5-)WE)wo+RilUr-9v`-GF+j&2H@pI!LH&gdPU`I#P zuAr!dW1#cB7Tf$%Gp*iB{OoYyTJDNgJhQk~Xt5Rp|+W#4g85i zAK=_A66~5?qJ@ah;Muj=&M$e>Ia6wa)En+T?0bJql!=%P9Qh?V<198hFp}L9-*e z_+1p95@|n4?1qNvv{Zz}HK#(t;wszi)cCE4%34Il%JwfS!bbtST2P!pN^A|Ad!0(1 zhUkBy>#yUe(`J{3qZbyBYm_xr(Rq4gMZPmc4Ny=m@IwRrh8M?@X02;d5KL4n=hb1F zUtO;X66Y3Y7r|#Gtr%)cJa)#zTMCPt5PYj&t2{&5)Cm(($@xCc;{$$%QE@m;Z2%2C zw<|_2EY=tud4e3e_j{E`igIr@ExxEUP33>si6+V`Q~+R$+(=ETYD^vu_0OQ#3UF8D z&uHW)kgTGTi~>z?&?v(cfx1l8+Dw@+ylm)upM(njxfe?{2RDj;az8CAGdD42zxhq9a-)^YBjyfrT2e& za&rZ!+BP3pZpPoytyv%}_`RFM)cds1mOgd}eAB%UlG-66CcC{sk-5l+qVZe^WgM_^ z|BQIj_5f5@SLQo9eYMnjAqj9^fyy-6>H!u2xnt0~iglYvtYAp(?~KbH@6@5Fy{LQGAD zjMn{kRi78abmOrhF?jt*YiiL|S46B3iK9Eoa39SkXwczmTDbRhD7^L?WP`pOIk9X9 z*r{^m!IPK0g>wXZHHWHT>_&vsl~QMMM`rK99#Zak{4uv8=x>7kUaFZ5*#rlnN_u9T zRQD)I@v!b-Px{8kML;^=yZ(Pywe{Phh5HLz7^1BM%Mq{cm}S2^UV0l@$(uYG3#npw z%WEgXv#n84GLX%^fSVCcSxZKOO1dZ}GC`hEUZ0YQUi$_fqIpYQt)WSo`^8Ll5LTdK zHMOP-)oiEmy|U|0N-o&Reo;Eoc9(BdQ)^?<)DFUxTe7448nU8z#}?oEv~=9vy;L^Jk=xc zwAH-Ol*B$^8lBYhOra=@)BS?Z2-(Y5Uj#+>vq zaxQNfDoUm-j8A11>luGdoT{2-TeV+(YrjUDwTDZL6QvRGUe{BSBL6D!_QBC;fS*Z$ z$5Y=(-s9D3ZM%>*<={v1tI&;DRU*RfRd}41GwzGbh>11EHH5xv5nqGspW3|dotTtq z#@0lhs_y`wXj|(%hC{L4{mWe3szbVpnbo(dWvj$AI^-P8vfzI^?^Zz@#JiuwywSWL zkIX~8Catsyls~-J#a6#95XX$rUS;8}1g;z`wR~k#z^@xf0iRLmS`m2;oHRK|sE)P; zDQ{kFx4=Fb%;`@lue>?`QgG|7SgxMLK-#4S4a*5dEvz@#WxBHJ z4qw9YEy7fUU{`;_dp^KvfnAFAE5{#>E@Ve(@R4OGHj=!jb;hXu0N>OFsFA;6~3Q5rc?G-Ha901tNS&Q#@^XAiO zxAJ5h(k>l|;Nn;{AJ7|P?UtyY7k4N0F~&XuwEbPA1Hp| z<;4%8p`(AQj7eOl&k9xDE)GWfW0=2ebD?+Sv2m`vk91>TFn(3M3U>p#DM|evlf{9j z(Z6^Npr0V@PaUWnBz>RIyiab;O+Ho2ZO_)-ucraaH0h^cWgh06Ycq}}lN%Xg#1s0~ zkvY?k--xVADuz!eXPA;vHKfpBwrOxU%{qU%>N}%pz1ZW*2gK|`wTNgbRH?Am zPZyUA%5yT(%UC_D)2GCmn&VJT#NapPQOKo+8HidUY)cPU4?%82Q~lTdUF0!0jo>md zsV{YER(}@}zxTIUl^GJFel3p+-=pW!`rG5LBYlwmgji;b?J_TZn zV#v=N%63@vEvri7Nu7P4hXIivxFt=UZHIp~rV!Rf!c0^d;P6ZECMPQysMwICI>_A0 zIqQ9z&AHjmF%fDd-f@3Tzy>ytu)*YNz2I=&3fq|%uIT=D)l5WHxl(TeR(9! z7#)^%+mpL(lwO|A_TBNB%)xIHc78ucB6t?aLonrJVNC2C+fKe3bF9MrbD#o?yR5jfA0A0nTl)A% z(E{_8p6rKW4F0r;oYRH_h2Wz^qi2pB9N3T8hh5IPE!c67BIBp6O3Ie5G&}d&T5;@Dgg)2rH$@>TB># z{l{d`=)tNFBX5c8a?RqxwOb=oiWg67?!&#rw_-Di?dgjB4$L;z z%D&($l#(gsQUyGh-=?|L@A!Ws9=_u;NycN$kpEmgE9WqAN5e2Ujt55}+WvWY*Kal? zPyU(CF|?7#_6-R%hpz_v4LVDPbIGW&D5V5w+G>LW@5G-Gj%2p~D_((8J;DA$?TPYr z!bFmgUdHPOQl;^A%iBF9sxVPscXigj!d{Bb!!)|=*X35?Pz4qSQ`~>KL!`?WLkClL zme26{o-mXmxK=s*jLcfmWg_*BQ@HO%S3WeRq4yIvv*R3lHA!fKD-dbFZpaTG!nN(CLwmDv-ZOEQxN%(YuUv z(37Hb(NYHbfGU4)R22$;T!rs8ZA}UEHroR_;^4&Vxs4_dhjk`b(N$e~F_}2kQ;D6h zLi5ItskqEY`B|011vWol@sez)#Zn|QptsJLTyS961ov_8m8B?|L(aQ~vSrBs49cw> z2e@%6f3s%6#NER72Uu_q9K4c<|MEDI+;ju$*4Of$HuZmEE4K}`Tpp&^3Lv)Y@2czG zEx3(t9`w5)8>WC?K_u@+7 zlA2rb?dv}&(Dzxev-O|2`+y%b^~$&GNBRn7-iLqBi2Of4aCAE#rw6DpEs*fW@=-K& zt$Ll0U~Byl`oP4+)!kQ}Ec8gAag2&`znL`Ucf+%0c7JEzN3!wN8_gVQasvt{d{kEM z!)i6M2J|R7O1vX-P2tZLTpqs`#c1Mtdj;mc;s+hN<&THB#aaxV9-Bn~iAt6+)3#u6 zim!iA0L2BgCb&Sl@+y9B$U#=2MVgl8g*czF%OLIeh-J@vxT;@}vgjDMmTr>v#isD4 z@c1-(;b!Y^hrNDqE1HJVCxy9J;)8jUyN- zE9JGOMuZF6nc*fHfmUDlEn2a8l9Yw?OX6*&7osvy}jhKsdLTJg} zWjyJz!Vqo?()(TWS)o=Z*Ldqsy4lH~t#TldK6U2{SAB=^EDy>qO;f7w^76R6pPx|8 z7(9DWneN#mPi@I9kqFeqK3D69JI;O@x`3tnx=oDiUi6BJ%sI4whKVluK1j0O?7@Ft zP(94z{ik`jTWjT+t+*vsAEY@%uR;P}qc{8lZ4F}Ia00yYb*7yQGE?CRS3vE0a+HiF z_FVZ^h-$7^)Via*sokGz?oJAM{VMLRQ>HkZh+-I^oXxKjb&%4@5kg#w z29VK51@rNzzk_e~r`+(&0a9Hgh+WG;=tK3b`6`0eclO+5}>~(R8Q`r5lv_! zEnp^djIT^#FYF&rmXPyJqyB$|JAC4qIq!=;t^;BNeuKmNIrh4dPvxN8&u)8XqVbez zR)!YgM|vVELl#|e@c52!%G*y!i|ufYQ~>>&kOn>9X5J$BXnU~WODtzIrLz2PUoj~B zu%AJa`};_YJ$SuDOTRVX7M*%$-K_@77R!PFx@0#{7@9d$IltQH@aum&lu*?+7anu5U8XWyB)sbj%$?2%CAgT0)^i!lv#9xK zoF{~^&`h&u_vyh2h02wB`NQ~@1Hd04>H@7a#Ekt50Nd!;iV z=Pl&e0K-N3%?rG5TE{!#@1_Kpp2X2=nyj)h%-O08ExGjiz<9k&pN|q_t$@jvPBs!|GkIr%tP6LCqSpc$UiXE;ut$1Suq367;1ef@wSYk}>T zp)TaaGUp5wqo;C(^|0z(qBFs{h}Jx>Xr{isn*J1daVUSpRmt!XSDSJ^7I z&ip!O@6!xgiI7HusY%Mmh5er*a=A^%#QVnYrt!XNB5++|b7P*f9MAf14GZZQxT8uF zmh~e^wV2$}1I(KdduD;YtpOSGe3{|LM6ASPf@m{KmQl*5!!~5=G#?qt8C?~Jd-8rw z%7CWV3DSSGG1VsgydzuF6Z89fdI=AssI&WcD111oMjvmU;9Pl$MipzE{i)mVW%92N zGv*&-9`#Bi^Yc{C8C<|;&H~eXo$>UBCPuM9szfD& zTf1n*4qioe{)QKQVX+H*c(hM3Fg;2V9;{d8mj8`Pn5TX~wVNT%f$x=Bx z=B<|p609;5%gaMJs2RUXc3GuVK^ngOYc+c3}y9%V@NT z44buD`sU`-`};GM?XS7*!m_Y{vixCmil=`c#*_+V4Th8k+jBR@62>j`4k)U@i_jlW z$4-t*vfR}I25mz$=rtB_((YrW>TP^MFjYanG>&T@uCA#QhS-949)Y1@CZ9q-^SfO2 zu>SBRgIQ4jC6UdZwgfPQyQ}XaKFHe+ehGLPc48ZpLUJdON?$c$GU4(zi{vBi`VoI1 zp#?PDDZ7E!(KuvO@d1tL{1G5dcUQ8VMOSeLHpC=GZU;AIf^0yf`jLPvW@o>0v< zl^mNuE^x<`zqx~|zt@(FBHHvWr3CiR;z)Ty(vS*Fyy*ozmW-5Ed_s5VGIDmZrr9Cw z)3413#&Dq@0V{s!c5joc+HXwQjJHxzHrc8VB_&0wkLM;Ad(E~u<>)`0A5UR2OjQILG6$ zsk#U@JTG^XInFM4UEYVxLMtUe18K`LuiPw^TE%s8j$X#^>lG!C=4su5WWzddk%I@= z`F!}(Um?kz9U{s%gY$kMuEu{R6O?Ut!IR`GaN_Gp_s{}sA0+19Q^6C7tf<2+Y`Jm> z$571cS&O0wzkYcj6G7~m4xVNV*Mh$oW%0(|U7zK!WxCSXlDYQtAkrX#VLW9d8_s!a zXv)E2BHy3FSED!nswJeBsR-x(tvQI*{9K3nCPT+kMHsF6`i>7td;fpq_Zl|evw?}@ z3+B6bMd^xJGP0c<+`DhY=ohrIg#)%qdOe)tR$=Kh+c-qYg*7G3h+o0WcknJ*WHl&% zqTb-OATU$p`G#@?9|z_h?k~8hwdGwEN@WPP)m-^_-lXmnRkvf#Rz2E`i+^nphU7|1 zr~I??;ns@}SUT1=12un2))A0j4oE?kuVO2zlPmflku9j9{qZi_pb~w4a7oxmBujg{6yJ>N3--M9w95|v=tbP7JD(d1FxM5iB>y4?47%ro0uhZpME_`SJaHgtSqf!>Yo`d#_8V zm|TaX8C=|j)W^Ej$O5& zCA1GQWqW$m>)EPv(Z?3gzxWLCV^(+VV!~VeH0jOKcS5!6t8e-QgEdS%B&h@S z`AMhKnfQYqBiCauwD!+;}m zO?Hp-&8~yI9-D#*AwewGud^(oR6GXRIZ41 zus?s)9jPLF!7!!g4ez<=8ql=hmZFt7lWE(POF7uAy#A>|M7ZPz*3(G)ZXr%llF+Gtc`Yq2B~+=b7|iKVjt&@7{G% zWt8jFZ6(IfR8bzz7g{uw^b&LDwcw>J8i{}Ps=z=s&h>AMY^$$<^+sp!%919F(WTGU zMY+6XwYZJAS3(V_{X!;}<=M9RUtGc;at5s6ejVv|D^4afvlf4c`<&(@L2@j|z$i&! zneq6A|NArLWUMsQt1r0t8F25G1`sn@j!zJOTHE%Ul1I4#zc=pl7TnS&e>Umdu=jr~ z+{l98_^Lt4{TYKt7ycKVx|{Y*s7xE5m9TH+sw2=RMqtX;H{s0Rh#(+3FRLKIvd;&3 zYzmzd?mD3KZcCEtwzc^v!PwQuSYKZ__lxQ^|3mlva`lja&>rqXUS4X%^~?D4>ujA| zD|8(;!cbpaS45t`wNSoieZRBqaD0Ei=)O(u31wubm9o!O8xEDo>qxLWOHJXpaQtrp zzmmBu$FY2=Z`uPQtS3SQr2t0Blxu1j#(M7>w)!?};gt?M`%oVVE52u=dVU%?wVK$7 zi3OHnK+pc1uK9kqK--8u^R7gHL;El?66*%#OA&R4ldQfV`gbmMwW8IUP||<(uk-sf zYtk;oqr(xv97^(WYep*v_S;$%`B<38i%4{>BFY(*6Gz4`Cxhc1*H@U@sc}*Mpt=K7 z?i}A~&!1M;vOz5`c``95-u_-Gb0!v2TU%srxVoLXtrC)N8{eJ1!&8#fT(6a~h}J-| z^T(%9`b4MdP;v1zai8lvpugv7{V6eNhC3pXIc-q5mcK zf+mB?L7+ns)a?t|5PHDn=^00aw55 zm9K|Z&cipazxpH`y?u`XD0r%^wHsikqZUhRA+bsYbs@jS;2=4P>d=0tby;B?`rV<4 znt>S?HQO|WHm2V_9=luL6Uk^|(+>Y>r^|}SOd7; zPa9n=O8_eEnk3&{TnX@J;8DXq_v~PtOEa$GTc>JTv3s8l5<9azYKt`??S+5Nb+%{J zq5&RPe(Kz8@ibs1bxaSn)MK0|k8^D)ba6yM=66456M2m#2MT|x+`bQ!ssjSoRuzyB z_bqHIsRyu;qhRl^d(Jd3ykZEoQH8C1OyFs4d$;YdSmT5YXS!5-fKzWa)O@WSO3ArN zVOidBMxRk##QK%r@G^b;MJL$unI}%667j8ZBOI}lqS<)Y+_rIMB&xYy1<~fpoF~*x zmn%DkUMU~nkSTxNz}q82)Hnld>WCO=yoCL?ir*)E(?vg%S0>>5K76!b4sFT_9=mHR z*3SA|txTje9{Yn9m5%I;rP)Rvt~KwyD|ARZ+E_KDw@hf zBEZF>(8Zq>v#$uoAH7T^_li(I&4z1md$`cuYpG=+9)5o_5|b$C<$C2LrTci*(8Co~ zQsAH_iPvpWCM#C=bs){k$PP!Ti)dY#(Hr@5jzzZ!>7UF(QMSYnh3(;G>8mhx^{ak# zDfB2q4>;iQbI;yUw@%b{%Mm$VQ)4lNOs`NibDR#ZFxbzbdUgFK{=Q9?UC(`Ug26>% zshoP=?M;7<{>Pa7NYZ?7$W zNV&bioIu#|H@7C(B}NJAcv&j_0Uu~rIIVa`E{>QDSAB2KBfemXm_|dkX4g-L0aK$I z1lxZgfU2TY!Tr8jImU9^{<+*BVf}^i-i8_2hmH4C`qg8OvEH3?;KGGZ?nK0qR+T-( zZd2Id#8(@mr|Cl9@NEQ{((RsZ<(gb_gz}TM$Z-*@8Z$ZfC!#@KF-|7abQS_7)6n)P z@pjE3LJPr!rZqvS5AR8lx2=m+{JiG|Kj?q9lWDqq;xMp!(>IkR-ly{=6e%e8cumKv z#{MR0v-id^1X`G3c6uu|TJfhvxIC-qWv$6dk>JUZv<_6r_MxgKkMl*2dMm25$d8(_ zryobVX{4+#9~--b1oD9;2XKxPqd#cKOR-IEhQv?gzsliQu;0@JF9

L_j5;i2 zu>G8d9hy-3+JD=DB>X_W{Gk|lEB!3Mve9OTbVF@$I4-6arz{v(EQyRd^l;`RZ3&>_ z{>obLwwWE;SuQyEdCFtCAhl7ipecW2ND{AZ2Kma`A!Ri_0DK`D=C{j2`o!G`=XGx; zJKSqofK|%tCCFJblz?a%r|DcC*lAK~ISJKJEEEEp5iyQbZLk=7n&aVaI-i6Pk#~Ys z_67f9A$5)DIAiM-D&j|z^R&0wn9?}1M4ko=_MH9sdXm>U8stu`YiKBvY?FU%27{9X zz^~Cl3_V)i#tqZ9kuk(|DR9^vi}Hb7YU={ac76^NqrFP&&0Pwe#*I~c6?d&hgwUVG z9npH(E%%w|1q%|WCO1(Q2m={K5fiBW#2i$78WE#?rxyz9g*=N?ngzF4oN}aoYU7a9 zJkGcr(p(9C=E3iBN;BICeAj=bQh}q6CJ~&Fikvz$kMOOvz;gGH+5IAyq>}Ik_n<0n zU$r#D#cZE2!C*lET92V2M`)tZ?eNjGcCC@bJ0c5)@-XWJZe9gn#=cF5c3aMrY_pQ$R6Kg;Hc6YRE2J=KN))s{#KakQ&LpE8u# zByqHGMJ*`oe4!I7khR6gb1>DEjBs?c@^tXf4V!TP7GzvyJXfUTJGl8EFHd?wis8bj zKIv7UB2BV>Ct26n6e;|w{;|nLERrH-fF(cm4TbvN2ga6=Xv61Pr1O9^7uaeB#^7QL zmH10LXUv1{ENy?F!4=uJU`jfpbgn#&3!Y}V^sYLmJb!hG;1-5-OWQo5#W2CLuhe6t ziwst9D! zGEwK?Y$eH~SRf|y3}Aec>2|f)lT5I2JMzJdNeiXH48eaSke3f>X`K~&^WxDbVY!CV zB6B(u>QrR%BY|LxZ3n z+`M#O@$0=(U%va!LL5S|kcA^t<&@!1m{fULgi+)gw${P!`-mRV9QXarPbuImn>UL; zJ`-z!vE_g8tX1!;pzO{{i9|i1k_+HB0AEIFgr!>8q)|-mh=<1QbbX2|iCfNb4aTr) zRggnDGheU%JzELqqN{CedzKWUtxZd_6o?Gv!T>`-gLg&G9L&eav{V z_Q8eq%X>@nG7&gW_wS$K@QdHcS&IX!3z)PlFC}k9u*b7;C<;UHuS*V#H^#vp`=Od| zGjYNPHP^G4(4!lZ7e1C%oebjnU&XU4_~n0L;#Mu}tnZ{irp+?6j9;plnXcwAmF1Ay zPzc=aYSyyDP@wZB+~(?MNGvkI?-MI%_h5~rFmqb+5B4g<%t10reNd<*5=I}S-Ax6g zQub=-P?IBg!@NF~YdcS0E{qLPZ)?ThUjUM*UHRy)gR`ND90lH4#?-1k7n zdf7HAUfH+t!%)>!+b){S$9*durS*SVsK%5%iW>*U`PDg9{LrN?2KbBVQB-DHrD84V zNcDDD$X$gJx>#&JJBX&@N9f!6l8oM8+=h?P4T$EK#xgLV;dFItoAuSNr!7YEG&8x+)H@$_C^N-G)o#cGL`HYaHbupC*)@<> zd7jlMUaR-vbn(WaT$xxFh1kihG})2y)!4xi|?jhYXfBSlcgH_y;e)L|--Ki_v zswcsZ>jV|JbMi?O_$e3LnzikJZVQ9!d7d%^7`4%tA07LOSkF`U;N7__I&3M_XQQ^T z#9FE`PH9^P6y|MaQ!J(pJ}I{d^642S`}SI5UDLO1kA28CsMFT`ahdbID~xv@s&4xg zTkF&9CthtL9ki0M`-X9yU#f~oDVx}d5n*tryLFR!^X8`5+B9BomO~MLC@L`iRGE&| z5E&gN%)5NRwXCp{8VMUktE8=H&NqHWaGk@UAAynIlIG4r>-_e<*}5vnE_2QXe?-sz z)cO@8ocmZuF3n+alj7A8o@BPI@OL<1{_&L94Y(yN?{W=4*fAxR!#);96`^BBfvt+) z?PuxrqzXqGgE^K$;l_@WyI2+};dZY@ot?q+ zp(@+j~Qe$d2+ z75&M1ZK%8Di6>lt5_*;--R{HPO_bOjqy(Zg?2Bkq{J&tmUl6P25^5V&swrjYtFyHulgx2qZYOih?6>xbdi&j4Oj}v+&h@wx^p$d_@jK=y*hk2! zPzjR_rrE6|kvB=8@3~kXJ_aoSFyTBcVXKxhtekd#q2)vAzhS5F?l zta{RRC6ORQmUAko9Ch8JL+39$a!XoOd4|=0+Zly+ytI}x56c!`Q3#WCvZfxYhoIP- zg&WBXP6waKpJMLt+`L;|_*tBaT|5RKkL27w94Gb6txRgwy;~)b6nwFh_W`G=gY)B| zP|qTN%bB)!y$??3FugOX=8)fn0M9&z)*eur$C{I~d>|C<+b;1_OS_V|foBd7f!uNs zx9RY`_x}^28D8e_ot|Na-oAQn1k?&>U2FWm8p1ri8*B-tK6M!9KUBatI0`b#oS|OR z*={M$)HyYLe}IN9?P$!EBMG+Op{ISH0N=WQjV#K>$+*&t+=)i_Xvc}rz`{|VrraX* zAK|@apVaCL$z&0mC|tIB*MTV!9Tv?rPTfu|3yvAFkRrwr-EO3K&Dax3Vnng2`OLgH zH@90h*ePGoYT|oPrV>7K#11F)`N%Kp9>g{JXYd>B0)eK#=$%{%zua zQcZXyFQDz6$Xy&K8dU84ERfLQ0|{rL-|GOPx?U{^Y!~@+Q&%;A?v&{dJ*hN!e)`7zYlzLO%iKi|hch1g6a1s0rR$Yv&G9@aRD9E~VImJoMjFU5O8 zK9`889u=csU`Hnyc^U=c+JNp898CyJRw5sjXy+ zxa&K4uAz{LO_9S?B0Q9#)zZnt(y-x+Ww9~wywJ4u)Wqi-g^DND?wF@JGwif5V~S;~ z?R=OMHFENMri>hx`i};VPS_-WxL9qDssfZ*o(}w9A3Y+ThmMxCLuSd}Nit=Fev^X+tRh+uM zCTb|<3d;2$)3)9V2n>mTF{9oOhMn+jiOp6BB%o;+uioTN5DfKA;G2o@{3JiBUomGU zWtv&<->2?ou8ZAztuiBH+tD3*QvLtvUUd+U0dr{{Ls)3jA1j#!iy;F&duKL3t^gqZ z;<~QfJZ1~}!+@?Lww&>7i`FtR3R`ZDA&2BH$x=X-%aN88fWBPt zw=4{G;28PN0c#uJmSO?E?&_OujX#($!{>Wl&sX)~7iohh{?_-0(c7Eaf8Z1HO1gud zwkLq-8FfRW!YnC&7~VZfMO^z$D_>wnlcMa$XCj|kd%`l)Meo>yTRAg_Pq2I7cI2=a zTWwEEmAU+b7IU^K3Bkb-zZ!mn>FqpWQusm_4l)=0zcs>EJ>u@f< zn2gRYk68;vl{sD9#~`QGiwOiFzK_glK$dX@_9q|8@K?I%z!+;P1~W52LNjDfXX0Z! z_}%)guw;4F8S&yboyz9R+gE_him-?$8}w8Z{-P0}PI%av4(Jn)HS$$Ka6OIH(sf7l z>+DCOxYh=L%Fg&7OUL=d(Zp%2`zw8)vXgN{WnpMY_uWUv5ObOdY{*cp3kpf_demx3<1v+@EOODex7CxH)tG$uge7DtoGLf1G{i;P=wfh~GJ z($U!vp1wj8N}PSwI`L#_mS0Ia{+YH`w6TuOxKpC~6n-(|fJfCpzPRqAEOJ~ck6YbTH=iPT_rK#w=OAV#F2OU!2%n(HgBxYW zk;NynSY~+cO0|1SFzv9$Op-Q# z2st91(F zNdPVqFS9fRRB@X8UkKer4SnO-_J}zLf-IEItXSq3^=Rv@odp|67pV?wS=hMX4O5$8 zUv~+BeHfLe;cP-{JkZ>!xREwZrID-y)01dutS-m;`Z?Dk9~36zMc!>sxJxL1IulIn zpG^heEB;%rg1tHN=0y4)Q2dkQ+LX#f37AmlP}`vW$X#MUNo#fT;&~au$CJbcK5=T1 z7~!RjY`>;APs#Io4d7FijN0XyblQ8!<%>(C3h4bmN{i(~7sH{D!1lxi$@QdOh&R{1 zgJ+YcPyExJ@tmHk#tEB2oRvX;Xr;gVa~Fdr*!sn{>OXvXl6EKS1DD2{vR;bHR63ok zZ@Y(ftARCoy||y@;w$Rbu+;)}0!OF+lQ2b8&u2yDiJFE>1q1uJtv`m7rC}nO&u}0!r7PjrMAvSAC-4-X&|1sA zTd;VX^D*eFxP^{Sm|%Q?vX7ua`a*}RA*6s;FxIP%gIdRw7?X0=-+374_U!-JoXwg< z@1+}Nsf=GbZS9dL^yQ*J1=BG#s;%WLo*vXlMCsB z@7|<7e&p>OZ@!e-zm@raQLOx`7r4{ARV&dWS`R6Yy1F;6>uvYR5S{P9xEM37hK%s$TFsi713 zdL%20KmP#;Jm&m*fu)U!#j74E4U{5G==89kSQX8hL?~t2u2&F$e!p);PD<$#qlxj3 z6CR45(;6o1WTB_|Wzf;K$+1#{UKZv1_lR>v+Lnh}z&lp{-`<}C)Bu|BUnyv52Nc_4 zMAQa}z#!a^(~zO;QF>xoIy&bqff6c)KOj0@k-iWrt*s1j3b|ZmjPB9PW@7b-R^Ud| z5SXpGI~YN6UTU3x9?o8&NeamA3xerM--D(&hg2>=YCwg4Rce`g$OUYx~*V(k@ z+l%3ZXF|L01|BuXwu;fH$tLUNz=CB#A69fIXm^19GS?rSe;Lqca{i@4$O@{1)XZ+5 z@B9YwYy1JCIw|~#vJ$>HNuxm~2B*4U4gvuU;iNg7}h>@}_lX7QzEsT2=SGM6KH{nMg9H={P zr^BKEH#cdip`e;pLmT~MuV@KHm>C4jyw}X&)RF4%A&G03fUPZNJ@4wx%b~p?o|qK) zM$0T7No4VVguf(5_ACD^r%M!r{F;II5vw$++G6P?G8pEo-$ms!!nORQDC8->)2W|s zrvD&50#VDpNZ7lU9^&up8N%uWyaV{`_g_ZaKqRoNdjUa?r?u6@kMNj|la3&@>_^?< zN@i&x&Y{PMw&Hr@Y%*W_e<~>h2xqnVal|D6c3&TV4^dNy0gS5d;C!IfSvxytj;@ll zpmUavHj#%9UgVchhoo4-t<2lUiej^S0S*ZiNT+!3p|Wqug~~E`$UqSr5AYcj@aQeg z+1P5Nn8@R^1LNJd_CU|s1BY4*NBz~xQqD)7HgzNA9jDr1%~|Tdh*cj7g=0k9Tjf_h zFw4?^eU%yNj~|fhC`T({--Xt4fhH@48k@mL#Q=vL@+yk2ae<&5&DXU1OlfGJDd0N} zde>Hvr~WX%jPU>Bdqk=&iCnn2TfvHK3aHO82+xumzetG`IYIly?cH4zfr-vDWL&qLaO*htLLj*cx>>);T55STq?NCHLid02yv zh4K#a-6(CA57Zn>dr-3uvg07@=0AItSG0v8zjjij7<4u(;Di6dD2rL!y%KP z$l)$C0rs4b{#wF$y4s%UEV|hu#@Z!+=X!OBis)k>N;PBl(PZLLdezCweeA$iU05{S zZz3U{!ii?@%}&Of)*b+_pjYL-f)!p?Gd(^uGQd zqenU;3O;zw@^7H9RQ=3mqI|BJX_}~Fw7OV_haXXsk%Y{hucM0Gy-dw?)%?S4VXZA0 z#5Z*UEiTP4*O?{!>)-1C?Pwi;@<4K7L-4bGw{`@!POSWC}2a#bW=e@A@)oHXE=)7B1XcPIs_wBhj#4#FDw zJ59`5p-Aar>qf3P+585HyIf>U)a|Fn+wLF*asiqe*spadMh|Q-z=f-S-#m<4lJ(8N z&)zY1J9v}8oW=w9*Ry9mbqYdbR%E5Qgb!<&#w6}5+xxbm zYO}7|?Dd+H;-WmoxRt<}6{({?DmwFok$!JLBg>v?d`{yIX^;<=F_XK{=HPFt%Q0zV zr_r5ALICo|G+KH;n=T+iSpJWL1BENQsID9cUWXMAE>~ za%5V_?r{uIU+NbuCL4>JNWDiOjrb7>h$5k;laCv}GaXbt(UiJz8)9Zo?w%}mg=cZY zODY%K{jgNHH(TZ%=?!o)Kj84{WYXuDM*FCNflxClD?x4keSSu}(+LgT6G(Bo^eJ6X zCHxk5u4}jUM*Nb08Z+}GtZ^iYhSWmmu>vGprzBX+6sCpMIP>G2*U=Jvk(11WmGgeo z2sgC0F4`5S62H)_hF0S;IQ2ZB5pD6Lspz~Fr&+FSxvNKc3g6mVm^>372!r_xzi|(m z(TzZ)H`dOkq`?&h*Y0M+$&hLV*TW)3>Ix1=0J#Ma z4DZ;JCk^v|<}*W7ny*qKT#r=U zl5Oo_>wT@iIJ1;CbW@nc4&MKi1d`b`lg*JJVqQakcPD|5S4$||=LVVo+`1LUaRT(k zg22btrT!3b=5`odrRB^O=wCkF1m#{N*!~n|p0s?<55hF=(5t9cOU|D1trbI8m-CRD z`0_Du!HTe_#YMd%o%Bl6VmY~`m2}(kBYAxbl6CE4<+!oJr9w}kaojkk#wecO@znpf z?RNoxo?BS7WRd{6zZhc~Smq(FRRR0FoSljbxDWyf+X7Mxf;a&~~4uq@;S zEv;6lAdiRg>@-tL7ACvR8@~S_eA@!aO4>*Q>s7q}*l#dZ2=Smb89@?NC%V_e1e^lN#U`3EQg z-cBqpb>#$0l;(d}*IRlWr52hRYDYZ-=Lfx`?37AYn}R`ROLxH-iSVQzLsb^xSE$eKcaS90R?2?i_&)rRU&eVG6dwvNdlLGo z)*ul&%?0t()aKabYHVaMR-a4Uq$p5*m!8r9BrvOe_Rzjs1uhFiF4JS2ojFAO+4(%U zWwa7~^hWFVumJVE;t{;mRpR7sQ9R;*%ezGhHs(7|1*Z%z6mJ64LXHR@A@NQ!I*^!B zZm!^qQ#OOHLC4wkBUVJ49%@<@8)I`}$3*r}G5JzkbxK)&4AWvo5-@2GoD+k45FwtC z<+rkVL#DmQSk}*Rs?#UQ{DZbVzhXXsKw>fmDH0nUWZED=?=*^A1 zPk52)1%!d-TX+tfqF*6I%#U6bCp`NR`9CnjmO&GXBYrrA?btiXFo@ep7SKS8ce)IB zH(M>xu%XL6SO0JpR2KXau6WLWj9*N&PSJ%-BzSw}X|lSX-FA_pC~!9)H_k&<49%`C zlA0LO2HN~ZN-#Jc2P_B_fyGlZXJdaflnr%IJEJ@WdNZf8GdmN$7=&lT`hn_TwsK*nOJi(g~a0e@Mqd-um7tA~&G1(M*e zz<2ju06H4izP2w`D)Qdg{h?wVbbWCz6vR~x##<{0_&{3`1)%Kr%R55%34M3{`^HiO- zkBb6qlnFekXj?L}jHd+v>n(mEH2i+r^53kjh@dvu2{ZLkAXe`7(De0y&eOnSrin}m zc2K6olR%3Ni2)9>^hEfN3E*O6Cy!&u<>VH4COdJ$D4)Em0$RzQo?78nxJrqxB0M5n z9L^O)GoJKpO)7bR@-{x-*Qmcj+H5&J2}a?{gfqxYS$EFE7IDu9%bBR}Xz$|4L}UDh z#+(UA=w;rXyiRm16oH4Wceb;{ip|APZ^-MIJ$q7=b?gAs5u(rM?8Da_s#>;1E|62? z1+alh1Ga-+;ym~LRl4i*A$B3GFpoR+!q$3rCDmBE7Ug??5s8ZS;LnfAUi;{KVU;E)qU{j(d#~wi!`x67)Je?%3X;yp^YOB8G?`6nV9**2sKq*?Ab^FrZ5LCH&7=Z82s1hx z&9t24QsO#)!W}h0M**c8`)?1>icb%7y`e(d>`?w7;zC+w30Z{x%LZd z;^;sfX-NIW+L3^x(U4@gu4QD_&o?_Gn&8orK0=>%N{lLE@Jl6q*-in8`_?1EM33SY2vY~*ysMw3ydV3 zn0Usct7Zv}Y@|@iuCB(h{0)+5e^-3WGf8cO&&wV+yb3dA28NRdMb5J^c(S_wd;`~8 z*7uF7#rY}$UaN`9F5aN1(TN7HA!l*G*Wa!2%7iStww{lqQyG;#IK<4aK~smAa+``x z;{q@gwp~+XJ&|`YUOC^0`y^nQ?D@%gm!Z4`6PGD?1r3*sD+UP>GB7de@t2w-Gnp=V@dh9f6ewQ#Zq{znc+t`2l?v;f(1|HDGW0chy-E)z9$e|k5R1K9$k zovi^(EC42UZYBRJH6-m z&sPAIF*SgRi;IKyZ+C!@4bZ{D*w7XrXXs=Ow0X~HY-kNo0U28Wo!tK?1QoBjlan1c z1B0upE4`tOBR$B$jGvkof8c82WDZaUIszSBfF^*yC#M2wtqVt8XJRb>?+pLV&(YYy!p_N&-qFJPFOCd*NUcSAC)u z4nX7gzPmI0`*5vnL9Vu*|3Rh}wkD>3(J*ngV^FiTuy+PZiT>N>T?F?>W(ITuurV?+ za-FDny6+Qa z0MT1W^5ZJ*WZy8%rMaKDR&s)t@o{!pO#G{Qk!D|9RN| zcKQD|<9|i@e;xDxTamc4we{b6s(%^$|L6^EEUexCZSg+0&Q9+;AP0Ki1l#{>ssa4h z;>rO{ESzorf3H@`$?$y_glx^M|Jz6lM{x@`poyY|ld<{Vv+*yn+FyHSZD9*k1UXv# zb+Z8Im>3!VkM4cBjIG{p56AbB{96Tl-<|)>C}wL6GWl!CnAz9?h7Jyf?r@Cnlf=x% z2JmEh-$oOl+uuVBV4$}JIla38-r0ErOhFECe;p}1e;a^7=r7T~5C?!kj4AOrPJAgs<4|>la_XoXakpC~@e2=O42ffEs`GekL zs{TRmRjd6$?=dz0p!b-X|3zHyI>SHcU1#(My)!cYFJgPw8H23f58^+Pzs`ffUT1Bf7I`V*uAea=pXH3dS~+wu1xQxJO0V{e-{F}{DT|YySd~0o%i36?-e;(8#F>MqeQW=N|9%t#fo?!!xTSfJF;Adn ze{JB8hiV}_SGv6kz8Ug8jTCA+&n1U;=SL*yMCz&x{|$#bp~T^yPpdm(RJVf5L@%Bv zE%neLt?^22PhQXZvC7kXZE%ZIm;;mfCqi}o1hDvYs)GAoFZN#QepZkz;GNRsIrh$+ zNQ!xA53YR@Zgu^oD`Ua)drJFN>@x7rf2BX^BGn?k_!Z5P=Ne_sVUs{P(GkGVpkBHm z&)(k6pk`0L5lP2>hVwp+WGV2}-eivYJ?F7juFCA#g+qp;jZFY~i#j$<;VFEWB#pJ; zSzH*g!MBjbNKFs6G1gDyHQGsh#;qeOg^I;!?XbipF-GRyR>$C{*^2<1v8Q5Se@9bm zcY?Hl{n^yjRa_!Zp}DY6Z+|ER_CD0%vx%HbG_<_C=l<5xhg+?aTbYxy+DRRc5gpTQ zSh#JB)h6LJ(U%Z=Z*(~*{F{BwF0Xvc^b)cf&tA*PQ@a_reK(c%fikgkXCyf2{KQn` zPiXmRjU42|v9~p7tY2WOxY~@se_+3KQ|k=lEQ_nH(A!__zp|d?j%lZG$~<|vy5cvu zTPI8wO0gNCHW67G$DV0pltUn;hSA1zWarNhm&(*|KadJaub5N{PPd7lf{)9E9Nc&7 zm*zg1ppcqe68e~^EepBvI2 z4~~f^HeR4JIzf>WDFxrddN_A~hZwO7m4u9KZf9lM6e_P%kwK0r{5(8zT_xTlV5XcZ zQ&Okl_aWe;0mRkfQf*?~d4w&faOm+j&cR{g;WzoaIqTqJ}lw{Ybsz zhXL2<;TgH685%d6<~huLt;%HdG5*t4M0$rkwDK4`Q%^?GE-!Y$vV-iSOdj21hN=#8 zugNL;hazR659`C#GP9628P<1ts}vfmzF6UFgPw#0A|yvXTLf#?Wbt^{#yw=A?_2h3Y2J!0 zIF}Lq_|7)iX15X}EcK&sD>qC9fcadK!(pe?9?8mR3@({EJI8wItaFO!s@2|`l$N!Z z$^1jdY3k?jNYe86e~9`F0rQ*Gux6u-tyh{Q0thl+IFo?_gD^6HVh}=5`ZsRBPbB_1 zS0&U@C0=UN7Xu|H5vEvBzst}>8}gkVKFyjW_Y~#um8WO0jsN=L^BJ!(|J;(JoBYH= z@GTj08*K=M8V7tjbX1iAY|1_qS8a7l{HW$WriCfNNo>;pe`nKLo*?3Mo-Y;?PVe_x zaXn>$B)ZJR%>#6 z_(#;=n&>xEFMs)ki@Eu0QML}1-XF7tiW~dz*;;lmZ@14u%^Ra1#<(&eL_R-^9kTcu zWlQOXWQ29Qe>c~1M~&?wn$G8ztR9EQ?;T$iJ{6mqosxIjycd@wV%jCnvi0y$SEdD}06Lia|4xt+8ildLIJ1lh3sav!UQm zmfk26V=97?z!f~F#Z$iZ8g8X)4Ea4hO!Ba;W#lW`e+bPEea=x|81Yye`5u>Uj7b!N zZNQ?ZiUgOf=mJN9TV1`=eOw-^d#|jVUMf-`@w7yKyGdIp4G^;C%!Gn7y^sgDHkGL*PawXnQMi~3y*ylH*fBG{4tU|O4(#U_9Tf?4M*T-TY*R?I) z;O#KKxBwa)4CVun+N$B(LTjgrR%UIZLh2VQGD|H(5m{+tzH9Mx#b+_OwZock}>-`07K> z{w-K}dE0yKK8fp((Du&bgiV7r^KuCg9XH)(Pe-#R43H4?(4e!gG=1$!s9UWa$RnLV zbi0Sq1~{hkT5k}tuMF5JRnmp05bl(tf7}j%fdBvnA**538|RZ3>U9Px7;3TJ&*dVj zr)8#2muxw3&F4iS%NSzy55EGe*!YeIDAKiZPb~_RdSMk~X9l~7RD~-7J$A%D z)T~Dy8HfjLOG7IVca^<*4CD^>eix&s=KL;{;bibRc>;92besTFS%K&q;DK(ie^2c7 z>QiAzQ#o#OpaviF0h*fLNebWGK6c?Xl#qrIGROYhx3$K%ivJ)`9%E1qwx4ByXefG< z1G&$aOTnp8hs7)MlFfk;@>h%9z~bxEA}91lqDBh7y{K$|`;REk)iZ-y^!OnY*91JT zg+N3J={FCCri?>L$_{O^z;8=nf2oUd6ZxEx`I}ME1KOX)LZiU*VR$(jpYvu9dx>m#o+iXV8sKe3VIh74)G&ywAJBj|J?U2Wt)iBUy9x7%#qOMmuDIf>U^NI%-^sankKBXx4%uLVI^Rc#c&uk`e?pmXp32+DT#YyK zG0lX)+Ye-mA>3F-!(4Vd_2POaX~GkP^U}&x;Oshdsx)V;#2Jy(?pk05lyVI(RFLo$ zFjZ$Ga%g3WLZkzxvA(J#ruY#g9|VB+$*-D46miNOePV+r@Vdp!vcAW`ePHY#5UvEw zsW~aeFc^dlKbZ#Hem!)Wq;^3&kmV6xn^ z*ydnAcp>XxtpS2p*Vh3KN@VwFT_$o>os|wjE!=C@d{^EC4Py19#Z)^gBctPt^zofl zQB3R9@Fq`~;Q^$-Mx>y|dD?sxb+J&}ha0Y1FqOeOUlX4Xe-m4!AZZgwh6K_xT?hDxNK&WAP^i&3(aSCR{3tMfh)gQSDkdLq zz_9nU$j*ZdsPlU&Zm0XO7q~x$VV-v;qUgduD5L65iAz?5e~laKI;3y2gDRVX8(MC2ht|uT zB;!?AMP4Qs0Er4bQ})|_x}3ks(A}GxghN5H4v4;23neA0xf*N+wPlA##joW)vOO_;XLXj7A(&oy*@$Uhz) zVX~awetIiDpC&lqdc)4>SEBWftRAwOzi=?;y4 z4&vzfGUs6HA1p6T)NuS7K6#z`k|SPWRbC5UfA{gaL&35$xgEE1V|o8`J+uZ8cW%nD zL~c$!Ih?xmAtmWo_a=0y^p%$S)o40r{b?6d_Y0H>skAH;rU05;{g40}Nq@Rg(U?*< z68=R;i>Yzb)J(QReR~x=ubK7N$cyAyHmxd|Nj^W7y(`@l6F9-pd|!QNwmC`1P5-Cc ze^rcuV}|SP*6=Yab^JBweY0JkgqPg#`SVZSl&sc?Qwe*5zpFa+6{I#=IB?P@89Zb3 zK6tp(nK+DNyCIt5<+hIzJ)&|*Z%of$Jp?YyblumhWR~nuX5->{c;d927&R2k7+WbC z!F(O?16zb+%&qC^eJC9Fz}u0UsUQwSe^d=<4p%NEo1rZr^e;YT$T<`S%Rk-rqYz7h z;_R+V9ekF9byd61IAu**G#yK;1g8j)`;Rr{JUe%~U8)dHLYZ{6^OPG3IfBiX5 z4pcoJtMU;^Gy!IQ?Nr0@UZGrl%y=|u;6~k1c!-2 z@Av(YKzohwV8hsJoT}9dtSoLvEOKZULK+e|-Z3b`6!)WrZA&hBsV^T>2G}Ca=hl$v zzQl+9-jyXZn#Jg*tuj-vrR2mIe|{b+t*9i%!WEkhrsN@b4PwFsgzN-ojQCLE{4&%Y z09YU37tfU6ar`F9oiOrM{VAA4qJ)>=YByn-juAg+uE}&?$3uBrJoT|&uh1TucarMj zm(OE2n?x6UAdvHuevILS9y}hAKCDUdXX`Rm5>G-4_G*0>2X%!N%)DS2fAAPnsHB5z z|5EdS4Ks#Rx3=7B`RTKP88v2sYcr8^bS1wsbW%GwZ!IZk86E%M{h_oSGxtI%7s`rb zM9_*>7QFWws^EL^`7wx_CkCNT6AGbmiUVoZW6^i2o-|(=RpG}8$%llO_j2TO5NZWJ zGA1P3;k=!_%3jtdXx7&te=e{87ELgehuY&e^h0&{!MYGXCy4Xgq@y&sJK?~kiVeLE z;k0^-fFY(+Dcli)RNcFM*k+&687N35bs_P9?sL(;24CBCP+ zCZq{KdOOq!-C1<`FiKEgw0BV5)i!`!YJGroTZ{KQbq6qXUwj>?f5MK0`8#a?5}1G9 z-AT*>?h7NVrE2ym4 zW@@2%B+rfFhl?HKfQ9Ou*s@{|MH;2il4O+ytV*LG+9 z{vt?he8vrImID1wf16%DNQT1=AEm3CI%m_H?L4?EN-0?R4|#3d0>fzbmZevz)NmtF zCuuXapR*csg-{2l38ozKw%bbBDI}*7M7ZW{96oyWayZnY{*w4j&K+_s?eN;jyG~VR zCZX5US6}zF%1!YIO3znjdwmuMt9w)HQ7cGvG@j(4Ie`paf55bfgD`nHZNnR-B~Ej6 z7jzhU!1A0yx&2u+2l3=j|V-5z#CGUiSLl76l z<=^IPVZ84+zANqP3TLeC)!2>xkxXPrXPVF=Yyo%~0RNNZ9_*=hvtxhvTMjj%b-{V+jjwyER8)c zU!J*2DfaV7hy+at$}c8ihcdr!9KD$%a6FZSs9kZTkDZ`3H={5tSezr2QCT2V)9u+} zjl2lIo;=3!9x*?4ao`vUc?bDrr{WgKYR)RKA3QO9f1-pi;3k@!y=sT3@2rn4CTs=A zxZ*U6kOC*Wm7q<08H;Uz6sRIF&Zx~>O7P=aPA>~22C+4Nk$}jn8ERq(ltI+{I=I>7`x%xP zsbiDZe@3FkCDPrDk&C~mo`jI;sPODd1#qHVsu4lO5oK6dO0_9sZr0@*bqRRbkV^!s z+-BusP3Bc$aevBaZ+F=ar{o4U?Eu=5d{hdpOLg(MI!NyixCDkSU9m- z(|rWtNoV$HR*#pMu8@hWnoTxgT@D3BijMykb1p&Z9E>T%gfs(Hn(Le*RVo@Xh_nVU z*>4uL(P&K5CX539xwryjRb0c?Bv{USQd!G6)kqPt$-lxS?Z8+--%QSmO&in)T0`H( ze=p9i3;1c86AbwkYvW9!hky2YvEgJqls5ZQPI=0Xnboi^gcv7UlK^B&_M(Ads62y# z9aItW!Nm3vGqVL`@uSlyEER)JpWu!ck4WJLn69A%`_7!^En=WXGcCjqk?=4uFa^xJ zZ%U`%v8~dT@j7YxI%VbV%LgwG(v3P33gu*Q zk_|nLKr-o4`?k|+fuLqQ*EutSYnHg~xk#^Ad63k+`j>7a-rnVpT)RcBH+SCNCF|7e`iWB zN_@8B4GY~cc_y_Gq73S65bkRx27r;*7Z)WYMvj{n_WZPcxZ1WO1ii)SEc-nXz^O5+ zf*P}dMbJ|r#t#4=*{SmHrnl^d*VXdJk5$=}klWJS#+Iclh5n|@aPn~t+$~A2ALT~d!W!==yk+-ooihu4unSmMvek9QHb2wn z=?57d7n3>NmBla}(>Hn#&kxRY8&5x1dG40+@}|3--mf-qV2*jr--Pf!!jFSpB@In| zUjySBbAVdMZtx??F!Fb5OdUxfb3d9YozGQ21?XxdVfW1coaO(%w!;XSe}!`EL!_85 z9M_~lL!d1(Jdhrykaeu$=L>tnSa;+*XBdsu>OV2x)e5zz5?I4Fk$6w%&GF42W_AE` ziLN`H2CG?0q%zu*X{aSwC@f_|yT5K1x)R4hA(l!41|HWo1(kh=2>nNN9+$-q+lCQ} z=!^V)EfFE5t85P8IN#YThhD)8h+=P*-OL|NGZ+r^cxnN1?%HV)c(~UnQ zbo@<&&iXJY;!6~}+?wktq)@TbQr}MUqb>NTkVlhq4n4U2b-V#-WXF&E^B<;l>vIpJ ztX(SI6>pZFO(JG=2qFEQP+C2vU3Yn=&B2TdxRR=lG!axdPfP?t)S2D+Hu(iF{E8iqZ6u)&?fUU% z3JCoqmi|Js4ToHfB{y>C&&`2fb!&-hlb!;JP)giDS@@w7ou$PMy$_F9#{qD@TlV4n zTMo{NZOocps$=Uge|NTCvYclxmsos%6Z$kh#2DxFn(&Sj@3IEzNu7q{3M@;Uch4uk z{ja){@-MZ#{pO%L zDrK;0V`@Ep&&!vRYel`qY%ER4%A*#UQi>674>sdw{QqseQg7SxB+Os{lrk4 z9EccZBxPHs|D5d+afL9kpJ+QN)W{Cb2_~xj%n9aaf9T(_L1zUv_*7jTyG`jLi|-hr`{phzLl!`_ zxJ7)=f6i*wd)$Q(;h!;|8~tS#D6z`%ny|(PN!;4yzVlLkNXu=8Jgh|(%#ksbS_d9G z2N7(P6~TtB07cM#ir`EiEMSiHRl&T~rQA48q#Ts(G2ghSd3DskDw`5ofskT$E!@Ij zkHZI$MR7maLq(1ypm>f7O{D7toLT2mH+{3Nf7*^7fDGDFu&iC>A=PPse+qgdPo?$S zAtbT-iJwt6VB=^Oz3#HNeSYy%L2!olDpr(V@sg*LwAPdEQv6rKh;vY!a*V{+0DLlS zj4|0X?PksGGFS(QO)O$LmPZQyHg=pf@R-V`l;(B1udOAAP;bh5ZH9Nx-Tn*(l`9CL2{oDP# zkAwKvE*+P9PEp<;H7C4I64V0&8^<%pk36aYYn%&sUNr;{SGHeEz5;~yrd+U>aSAzm zt7s*M4T#8jyD6hoBb}E@xH-OjTv@HiuLCa?Atge~(dQCWsARnVX@f?U?rIfoe?Dh9 zuSS2`LCB=Z+Ki!<6|Uk%3CY2cYg8kro5afJubTu}WzHek{2M$4mTM|=bYX`UjIx-0 z=|jkO=f%{$heyhov`KokHt}Ud$LVZ?&PDc4ZQx|n#e9P+SPhyx4c^Uiogsx=Ct2R8 znHkT;zOwUA&2P;Hid!_sI_o}{e{_=mucr}lL6UWs+}~TOjPurJRGkOEvz1Dm*+{nc z$;tb6;bTL5R7gfZnKvFef$BYUY7V29+@hTxE9@3sDJO-!Q*bU!(6$@fcAnTPwr$%^ zR&3*mZQEI~ZF|MGZD)o5`~CZ?y$|=vRCm|ZOjXZGPfgEtUreWDSuIoxj}6}Z`!kn` zaTHcBKH0mn`2d>tUHsxJK=xDp3|sXPmFJm;q7E9l00-;}cc4E*y;eDL6XvX z^{#~){^3IVhtRJz(lkgtz$AX7qE%O`9HP2<$A;HP4r)=ej`CQAxF|81);@vZsX!YV zRnwZ?GzO~n8$+$`HbsFcvh}VTOjv?D%I6TfOm$2`b~bg|_OwVdS)~t2Nm1MS_x2vZ zVdn3nwGl$OPVe}4Z=WI;)^#v&Y6)Wv6#dN8`xQ;FePk_1@eKmXrn33de|j|F&n`UZ!+ZGCiL8(meyz6?|$a_dow* z2k}T81#vB3Vn8BOu8_$O{{mnk-(Nk(lYpvd2?Yza2vM){#eiqe7}1wKkO{d+f`$4L zqjI&5GIG&66kB@1^KIqURu%{tIy0 zIs4?T!`Z&)0g!B7g1%*%YG&+?1VtdL{Z)Gf+GcrghuUP5C4VspbHkC~ zvahDtTSVjPb46fz$!W`TVFT*$edpZMMrc1hx(@f6ju_sk@!97EuNU4%hI$YNF^{RE zP9`X%{(|oT8wZhd6VRHnpJpMZHc0qWM}Fl zPJf3+o0Gs1SLnLSi(=7XLk4If3YHh;1U|EXp_+u!G&&%^+YB@3MSYe;i46EZevLdy zL%R8JLr4Qy$MjP9fnf+AX7XhYvDQLCfJ2*1M(g_tx(x%Wd5BqW)Y1p;k8if+?_3N6w0Ml)N`X!BsBrX?T1fP@IcMAE%DkA*>+8oJf4M#NNtiPH%|RmT)Km zi(^sw$F6gE`Kz95C+t^R_6(tQwpk9V{x_}fL&>iVxx}{EJ1H<`%32o*7nE?yZD5G~Rr@6BH}$w= zyYKNHIr$|oJQvws&!)F|4Jz;G`GHiz8Gk)PcySRD|2W~rMp9mWZH#*JU;Q@EL)Rl+ zGbSuqJxVR+U!2Sq7x9#`SVo7PKvaZgNCX~uUpS)*2Re=;gzZkc1W;VDaX>Ngr|;og z#STy<%4S~5tWD&P*cRNnsafcRl(pLYams78Fq=@uB~dNoA};4%$UjW7XbbaJJ&dDR zZEEiHi9=!p26Ktv#Zssmp(ptny&&pr#TqD7Y8})QE5&_BmR9?Ue@=@(wZ5@49(M$% z9Pqs=i>f$8FIi2A1UkCOi>>Y*mQ^UKTmHb6ME{fnrB9smND0lGME(8E4#8Z=KQgV| zSjDcw_D8*>mrEIe@zpX7(~Hnxn+`#}o|<9RrAh8a$@{r)prvn^$uYYL^nj`{3K96R zjPjfVRX0o*RZG$%huqwT1^^$zoazd2cuQNM|f8HhjC z_bVVBnoSOXWWvJ*kV@3_U(slHvzjzsx~XCHlS@Pozf$>#&G+<(kVLcrKl_ zDL$C~-L**R-&7EkoM?3?D}u8S`o;oIsnJoKwJ1Q1BFn$7jK`h)2HGR5s+6)vj0YGL zd3V9sQLjg=7)4z6_cu0GxthA&d+kRu10HDMQgVI3-8v%oFkhX_eg^q9=HKxg)9)4< zMuTrAW)!A_zUEubAeFkIM+A?AS!8>g(YK<-=W3M&!3SyVVFM@uHdb)^SYg0}$lWO( z(a^QvXf#;`l%CrP78Bd9ayWOI`{yuM0R8XpiUvIgS{h$|6xu&glfRFs;i3aGg(M-F zvq1;2RQwhKH4|f)qJ<5wi61eczAmWdJ4geY49?~{PDz+Qg@Y< zxV_>O?S?QBqT$K{C>6mnnt5JK__5rgnK2n5W;ci%y2g#4AcyEe^TW9+rdU3NB3;N+ zojuRL5h;QS$5zIo19PV;)v`zt#2@9D<ygb6;;q>;`#g(i&6E+aV^%q=9B=aZDx9(UBY5l{ zKywNEhDj$Xdfg!pd0}9oBDZVF%b?vp{3PD1e*-;|efh#z-VjQo&tVF zu@XYgLuv1~fJb3A#k>wFGkZ~IG)d+Hu?zG!O?pc>**`4gNIXC<{~JKX1UVbFKxcUj zepIbER>d3wnfVNgw06n}8GFPLclZ0B?+Wm7PLeW^qMXOKr(!cOKYg5CA0JyHiLgym z7T1g-`}|rbqM%-d;gwUZ%6Vd`@imLxu2!CebioV8#Qhj=l@|5Cz3(Zjswvq zKCg2BIkm;eR~Z5?9ymDM7LT-(#`%%aRmbtY_%P;Brw?mC`Hz;<$TF*?+jkU{0- znmWu;jv6|v^M9+PyD^*d)aGClX}H{-fdQIT=eN5k_JqK7$BZRZK{s!n&Ss_6SlUM} zztq~6G^c-}={Iq4N;SOC%Nj7jzXWwD`@CcfY$7KbOy zK|50hG+{t_v2AC6KKy+IL!ws)9FI@$;B(9UA_uLP2@=@#fAC?LIW^=EH{U7!p+uEcw zkqdrK6h+jlx#FprBJOM8hxHsYG|sHM^}&HIQL_jG)U1BRe1>os1xC>j+ES=YgzJK& zC6YjeCx#97+7mobE0JZ=3j@Wz9)qW^4JPbgD2v#p856}Ci`x4h#!RfqBIpB;FS;=! zJfCc2*GbDsyCV3)lMTh#G6J|deib2Wm)5|%ZPAWzh^{BCQw#R}nNWf#3K{LuBCA1% zzdK>FKcPQITbUqFQ$K&fL#>qd-yUmBUJ3 zv(;3g8v$!KFE`&lIDf2s{m=ascY4+hjUxj%G$=O<=W(v8nG%kShUS!(zaaY-PaDDW z0_a~ky5X=TWUM*zfZjpu?XU-(fgE4p!2_e+mQQeOP!F8pIGR3F1l;qR1dN?Wq`VY_RwJ6+yOgwg_BRf93%sKa6YSCiy|ne_0W}q3ak3_GqY_`J zDxP(M{z-))E0IUEO`5hf$2)SXr@Oj4s7fz8#?Kw{$M>O%h~@XVZaVKdmG)$WngW~Q z&dF)nUt6b{y(@eE$~a^6A?MyiAiAy>jo_@ld6ROGTxSdVRojE~Z9d7NU<6I%C%dI8l_gm7tesGcG3OT@@nR9gBG zU^Q9&e^zrAk%%{sub?Lfv)jeMox<$)Vuz`noJ+Os8qimedyGJha#^14ncUQBYo_Kx z;z}EDTxZw4zlbL(ZA|-sO}maKT#w`fO)k*iU$bLvt99PjuRV!@z2fcbS!wo|)QhXN z)WaovrxiEZH%_hzvK2HMs(w*JJo5WiLtOaobhs+#(JJD7T@e|DOw&s!G^Ko2(qMOF zo2^`A8lO%@6aAy_pNWh`D)&7iteCSZ0x|6ysVkyebnSmw4w9{b#Asa2X=5;%Qoq*F zO%W-QFKptZG4#K39?-((%dCrIuw~F>qRRj$Iya7+oe@9Y^TSGTW@eH_UFYWB-Gq1a zVht{M4Xum8e0R^YSEfbuqIUcb9j*&gYRi{G`NfF3T`#jZCFfZN$>maFCU~S3O{#4Q zo`_TT^I5sK-sf#VA9xpli2dxfmz$5+dxojxsZ4wXbU|#jPX_F*k4;2R2WvD;) zH;`H?e~Yk&qte$V1_WVxP&aW7vqXEdR#cOBkRIdB*=4a-%Kw)*35n(omf2#!pyyqi zc8ab_6oCoQSGUcgHsah%q+On%=33jtuhr$dniBK%Ts0&;_?_YFALjE)%_r(3vVz4S z_qT%4g1A|_m*gm!+zaNus#d~Q;>hs|rjGT@p#Iz=heKgYhTM=WZ0qs@*ya@a zoS?ygeijytUS7S>HdlCFbjio>)Mv*$VWjj`5?B6^qO=L}o7>G=78Do%a69Tz$ed7%LKQUmgDMlT3*DTgW)e5$IX-I~x6hA|Fws&6>33 z64`^S*vB1%2&rW&RAI&k)lYglT{!uut!hYR!Gg~)u-L_aIYE~-1jEq6zEYJo_xb&O zoY;hf9AOoUb-|>fJghrLp)B;px4wn6WJ~9Qw*|>(qtJxcZ0^jq ze8-_%2^puXPRjZ;^esR0qxqya>Mto+;5NC^L9I$jDQCX%zOh`jd%HlF&!NFE+e{Mh z%*E%sT(6gRQ1%4LpDGrDJ&vm0`p@4^@7P1RkM_mSZoRp z`}j?wAI)D4Gymd95(uWJff!ar^CGg!JcVd!HK6B`IySRE{DmjidAbuTl3CsR&FYU( z*?9%->iHq+b9I$!b(d?mtM^!_&h-Ms4wiHr4!+o$D2wtJV-)@Gj0W_m`zV=NXU-V= zlbFF%1n0-(CTQ=OzXS~8gj9N|;w!h8o8P2*HFclgICdP~WuH_xv+-dgJe<4B&tQhm zH@YwOhHiW4JT%&u$W&UgToryNYqp7JrB3TtWmB$dTCEq8);)rNa;51 zPU#fM@bj>VS6gnmwHp+xi;M@*Cfik{3>@!2nv-?5+iNbL2ATChKYB|0{Y2hg^77*; zEo(f*J!(Hs%^(57v5W*dzS8K^1hJnJOR5MrrWkd{=jhv?^txHWrK}7);41L)IjyKW z^~jEq1#8`f$h}|ep-$=L@;56pwjcQ^~Z+Ggz#}HOu zg?ey(W_D@zS7a(mt*reR#LG<`q4VZ7DAo$!A^Z*^NrD~?cl`p&D}+=q=7+@g<@ucn z4S%oo-b!3tx0r1Hb&l<_&2;<<+5OHC0+GE>q=-<*%m(OyzW5r3P)d=2q)dnF!FR6f z`G$O9@ef|u`#wSFt}scZK#vu#u`~;OG@(3S0D5F=7K!x2y!(Z`GXci#Vy@7P#ZUZ>}_led8nzJP? zq1GfaHX{udqXOYuQ3+}?R=Kla?Y$k#f-1(Ly)6bK;?t@y@&r$*d%eS1N6s;L)H;K5 z#h{9mzu?ymtexkn^cS1)VV@_`t$mv8znx)4Fb)jX)5e4fFttmZf^jxKnG}{9EC<>? zz2!rOU`Aj&R5GFhdg_TL*~b~WP}7Hz&GNG)RJ039v%57O^$rF%!frL(EcDF)K4Oo+ z=zB!j_OiO~-wkVdq)e|k;Xab~?EB~;!l25}29Cpc94h5o(hLDH(lG%J{czHB6N;s% zI0(3l2AYCVkkyNIvXH68YM5l-bDiNx!>{QdRb1eQa=ihlQ`Th^3N~Z6sm7iyv(Ej8 z(a8p-DQn>!%wfD<`sf-l&lZu75N#BW&C-@hNL70P2kYs$;7%HS35h3oq0p6&N#|CcWI8~ zpBa!(Zg&W()2&8zIabmoXHFU>$)-!fuAJ3>^*?|!HzoewRIjE`pKa!<=eH6+Ug`PqRm-_?ltfr^GQW!Wc9?s z@|XeU-l!F*S={X&OO?d-ihird?)$k*>v|wB9zwhl8`VFF^zOd_C92@>_onJMHy;nI zWtKl6RF&LZ9b-1c<>pHyO}mmW$)%9Nw5quXe19ERpQ^piS&*t(TKy4Rwaqw5X?UJ^ z24KF^K?RP-sQ=COL_o6eOnl!JIv&>|Mf`&U3*1dBKHBR8&n2X zL);S011}4jewD;evB6OPs`+R|pL(n~IM{2ke2uD=)L!U|qJ{kB#g_L|o_COTP(tm` za}qtef$?R&sTL9jH{*^b>i-c#_4JABgBgu~v=V=s*JzmUe^khcX<2izB*7z&L>3aQ zGso7anj-R*kQ*Am2SPUM4dYF6u!|crs zde+8UPGm_K)ex0grf<~|AX#g8Rv& zwpkFha0ubhe38u*P!l`~h5wE4aF3-B!W;F~^@m2Vr+taHB>{jmaes=di)9EbRU9No z1(R2J#d~jbu&_o_u4lL^6Wm_RXP{lRIy#6VS7V{d2s;54R=OHUys1DW)pgtBPlUx& zYS`Ylf88vkoI%J|hAlKoU*;5k8-bNE4s_=l02F+*iIu8+!T*s5CaWVccwy&kEtE;65(0^BDSW%# z9D3NIm{Sf^5k*IQ{LvISnXBQY@&=e9N8oWjAl`L#ZQVRtdW&HoN(mk238)|v5_CHt z<ttUHo&CbAHz9R4m8xF2@ASwzzXE#Uex@`riH(DNUz)x2J;5P)Qv)bbrz= ziTMu+^@WazGvLEWTO}-KNtcVG4-j^?LNkm^l7ugRBZTMN{>C+X;GN`5HHRcdW)z6^ zFH6q?zpj{6j8JmqLxlzkQz^*)i#WCa<*YgUngDr?2N|z}h&K-D?EX?bcPtn>z7oq9 zHQ*V3;+8FI%2>;;gj&1MqMj`HjFZSi1j4KA!6AcQtaXq86`KgB*;xZ4+FdPbwC2w+ z`LM-cyjT$+dR$UG>Adb6Q(Ki_^6kvZHM^ijUVaY63c@c;B>N1cJAO?O`%iA-qT=%e zNBDj6Vjb46@ViKF+J=;*VQeaZPk;18U9^JZpB|jIWh!j1wzdWKvUeMkSSq+7B+~1=sQWP6LT0W8Dk< z?=jXYN@MQI!+;~;hy${%4|mf%Lu1ACsYET(Xx^qwoUA^G*Y|XgKHt)M3`4^1OMG1? z@kRVc4SFFA%($g|#6EVP&fgXRr2)x%OZPRDf!_Ct=%zW%y-a@QLlTqW7GandvYQp@ zFKdV6?>D90ZORLhIv{~xMOK(Yfp$@uhfAZm#;Yz;=-pS32kn;*uwkzq>tuQsW65N^b;2Hc{rHHZFUmMtFZ0(;N zvC5>BMovHmPS4}@Xu;=OOzq*_rYY`}o|*fux(*eVoX4D33q*4NEn-)Cem=V)+AT^r z3BOz&eeV@82|3|HC`Ome&z-1xlLEfUTfK0U*H^eumPw!HKFAYhc_c_PLtI%uD^Vbw z6SsHhx{4L07ck3};888u31>H0E!rew4JS217u92NbGfwUI3l@NGX))aE;H zXMh54E-95|&El-0eFzLh30D=ckKH7D1=}ynwfLCHVNQnnClAo9-E-AEx=4bz1vm~_ zwXcis5o~@@JCIH$*Nu94Ejg3fN7-i(?g%m6+!>=o$1cYSh3y}>8yyQ+dKmf3{LodUI1uw`chH2uq-o4k}In4V-INjvO) zJibyuM(eM1=pzN$J$)f5u;o@OpILEWPK=nmnn?2T3@s<1uq$D%C{e}4wvOY z(k4>!!IGb6Z+?{@G%xzU@R1K*n0HbKDEMT425doGYS5HtM`6E1@1-wCnE+)Nqy%Z^ABkwky9}f{?IE2~38|&)i0 z2Dkn7gTqC|myyVpM1Q#xSNH^*l+LNc*H87x?ecbv3GvWw7QwsIuQGdX85hmooysDh zrL06>i{nQY65ZoB@02sBM)|4m|AkC|v9qKXmV!|uvBELRncG{s{sypcvvMX698d#G zbvB(hCD8m%HTRge7%XqvD%Gsb>D+xarCZHvrjVNP6e| zYmEjt&l!=h>G^e{ZqX+`3*UP9SK^xHQ)6(3H>c$Mx)$Ef&a)yce#&RMJ z;mnRmS^62fU2k?ebi1MAZ8+<{HOvyk*4TSAeLrvbzR!6#Ayp>jYj5bOXY z(;%?(WQiFFh!wcVrM>Dv?LuZd=&A&=LnBLo+Gat3siQm81e7ImGw7vbFflAVfs+;m z`PLc}`j)0d0rF~U;xyu1IH`!g1f;UCw}cG}CLiJz!~`z5`}njL9i7xPS1IlI-*$jS z0uB>$Ot2w{H3`EMbA1iHND#23`VIt3AW0rCRXqdn3$>r~&DbIVnflN&A+7~a3|ugL zBRF3)tA7?8M`{FWZA%l$YRM7w3`=I7BoOO>H#EAsoM4VAx*!$|zTgE+Fi2g?Y$a_^0Ry2PEJia z=jO8a3SXa&-T>9dtRgWX@%Q8W6sKZg?Aqbf$fzyLF7HQPMX5Yk;VU>Pqn?h2L~`9sVV$$E0o@l-Er13ejgOZXK4_ z9R4LSx1nkI_yX@6=+!-ceq+p7a&|m9F1N=RRGVzRIrKfcg0owoSkC{A~VZg@3y;J<9ovr#gJ;>^9R| z&)D{C(WR%)soc9&+xq-(Z0fAb0>8DQPb6mgfp=5y7YDZOR4evnr^TiNo%>X8qr(;N z$H2DPJp$$!mc)q?4(K)@|DJsOh#P0~br7K3Shx2v2_1rmXlpS63 zCjp;tgWJaBT{#hIM*tqi9}|bF*gIQfpYuasZH$0VV;YZ|uzlF)PD%bgpQo=w!IwOK zha&8dRbX)EqPLo-*X!AsPr-*jdXLyw!BsVGtbhC;p9jy|Bb2J|vu3IPVi2$n-kn`O zO!@ME={r#c&$-v(Z*PeN1dku@ybC_5UsaHYi0K7Z@wvt|+qkeS?z-)vLagX6{yq4r z_M|t`XnRI;T(b{XMbAc6y=<7h?F%s9eYLEM0*8Cl&EO4+?7AiX?0?<qV<=o3fti>&-nnEwRxx8@}&0vEL z_14p?uDvs2m=c#hwa}D=v>^xO7UrIzp75R)IVqw|n{G`-h9lAD6N6eFZL4$>DAN3O zSnh*YftZZJoJpERZDIymFO7#|U_eNcl?26ORY1i)ms28($t;$*t%P^3k&7{(N!nQw zp%7J$Do#o*&psyx&R-KKgI7MGDvL(c{fC4*aXUGI2RSoDHPf*RU^l)%0!VgTP^hJ} z%%Dw8kc*Pi-l41gMJD|YBPdJ=#FU*MQbTJ<$+@yh97fX~awJWoHm5_o4NBLPj3`=S z;=7-rxotM&x<(P^5tH+PQS?4K>|(1I$6H(Prc5~Vnz3qf92CsAO=H_{0_}^Q3xS8c zSuB`2Vbhj2KoAiQVe4zUmv1}A_J@_vnpl_mv-!kZz!tyAHS>pgef0T1GU(+#ht;nx zmMSN6;UBipCK9=$wvuEkubY1M3uv93G$>h7-t6^O;KiCqkQJI`a0Z|WGHg+f1N~Y4 z&vsmM1~Kl~dP5GoA>QaZJ!Nq_TjU~O=7b4UBWutK<}#8@{Pi*u$%qA5Hs+AkyM9;N z@Sb!QL~cc0)kyASUicrXrX-i3d3}%Me1UnYBJUUcYDE&FHVcJpFoXP>ZT~{5pSsK< zJL0NsYZ5{<$bwOBR#nj~7h#oI<+oY+pG=;wZ_(an%rNDwT3-|5_XoWUjBRb^23W5q z8aFfO(r#%!<&VodMd9p=FUF6mCTPjc5pQ1T<%3&5Uk*dtbKR#Q(8Qnuhd%R-;O9=x z?hIS;#4P#u;?keFmG6>41NyqOO$4FYN6|Q!*TgXS16!FJD7(N7`n7{Id5&-nVLN{$ z`Lsaf-;3OHL_v9{I7;L~%0=X3euyogUY%crl}*yk^8|^!@{7Wh%{am|r~G})G2_{P za1uF0-9%Rq#INVYfYB5M?F?<4(X-EWVDOVM{lVkBb)fCP$3$#^D0U257T2>WHKjBx zJ8b~@ohJr7ZmM>K#wuqc{iPWj2pp!8(kq9vIg<}8dRp-SW9jo=$a>l1cc|+BQG_IK;Al3Bcb?ta_Tu#IYSEA zC!Eb!(2^v26$1VDc8p<;T6%J*>+Z>Rj5$-^e4^61g)$`){y?n&B03nR=>J(|Q;QVb z2&d(d7Cbm(;rVrlh)h9vkDb;{-0p^hUK_k1!YFS0B z?Fs5K(N~?i*S>y@MQnVTj1vGkh+src>hG0MtU=}r*fmj*p;12y zVe}HCG~D61Sa{D!L;oUeNRc#AhOZIO3veE+;hGgYWl?j-ZBAFba@lXQ0poPZT7sdL zxoT2pYPcGpm#jhOhN|vh-q6; ze$3wkhuRw-g21`R326&+j%#+y>jlp)a~8B#-11^j#k;$ zRrXv|ILHO354wA7ev5N|{|76!S@e9qZb6E@d3*EG7ij;6-bFX=`G3lFF0OQjd6;l$ zW)@avHa4#Gu6Y=O|JT`>he-zG;7S%QA;4jWW0bIRc5wx;a{YgmJu?^J|5o;H2~%)` zOeo^7|Dv>YgcnCCGlO7?c=O-1BBKk0!8W2|;eU2Yqs? zoFzeH;3Z+@WEO7Gd6>u0+(jsV^?{LS8!<8=9t94%D4s3p#ki%{s1R4vJh-QipmtNv z6!GIC2<#*b1O~1fV&C?3H44mD$f7@S4_WZmF4zTm{yjRPA*G z`*~tZ^}k8tPUqTy0RTC;ne^cpRjs_u0sonBjG6#lW&kUI`M;owgM%x8gNqZu1W&Pm!65+n|DA#? z@ZU!Nd#PgP;AZ}x)TbkD!oUD$d3s*cL=>UJRCEeb3R4!+I+UnO5g1Ct3o$0wB7>9% z#3GY2#>ts867Z!FWC%#DO-xi`k*}bMeIJFBp9`EciXtN;9iTi}diVbM8}#P=2)^d| zyzKnw_;5yDeHU{@9gG*1vwWa?p-DP9G3Ev0I8Yiy(Sve#<8_0Y5n%xD;`XnF(}Ju# z4?VxeS(peNz#KT8p{U1rLs!G)gdlgw4Hz5I)XeKLPww4Gss`k`!FCjm=$Y{AFdU$r zk;(_E`Zwcp;H~dz@4XWqg$NA@cR0-WGvYPlS7Y@+unwljHlu7oqVII>Iul}zn0I8l z8OAA$Xm-52r^n3;{%iMwuS4%3U^{$1uoI~TVes_x#80FXrrQBAfNn%=J}mXbPpIm* z?(XrtOtk6O>Gt!yOc?a;{_?a*^cI5N0p;_P7wm;~KyhGKVeG}dWyTy~|33I|0dK z`L7kD{PiGr)JEh6eEp7L*i$DD+z6!(!hz-ifHOF?Z)JrXIOI8bZgRxL6;zf(izPY0 z%y;aH`oP5%$O*2P$O9{Jm$Dc-uFMps8Cu2_7Yy6I?)jKl)=$1ez$gBX%{&$JU-^pY(5eww0a>=jA6_<5E3R@i!-dAc=XQkARkb!nPy3^5C+22gti0by?sjwR zYl=5lz@D6yfD6HPA`4xFDp$camyZ`H>_OX4gIK1QW8xe&Ok+v) zpaAYzxnjfMT_|@e=kzWyTJ=W;mkV(Owr?>gXPj4l3bu3cB*&9Cb{@86Q6`s~cX}1J zez7)p?cHBU%MS%bnHVfwxJ;b!>%eC&}{$hu$|w*UF8s7e8Uc4B{{7tPOIJ#EHJ zz3+$(a7X9qV1_TBngzYMb_wM12G;_qWOzTwBVv!gUC189Du^p_--cN#Ne5{;F&9Gg z;{M%w_S)nfg?B9y-TN-;3>m)xcV=OXUl1O8y`>I>Hh^66SPf{gAlyCg!WYUG7u-tH z8&jhDyFtmu=-N|{K6eQwPic;%(xNv#V9|sh{iN^DdCb0m)TDlSY{%U7l0xJLQ%;8H zBFe9ETQ)Q4P|_vbwodo;e)DTboPojNe%;{-qouBRiy!8l!M|36cnAEq*?Gdq>27LS z{!$i@xb5wqjMr033RG$yn6<2Tqqgs-d+tPjrVW! zn{_%L8fx>n?Oq@uZ@oA)7I%GbU@2m?wUK%-mIK9a@M;aC7BG0sH7xK)G;iUW5yrk+ zVjbvakK`*Q}{onTGMp-Q%<>v#$|0%O{g`Q=YHQ9--ko?7of!LH%_5oG@tvc-s~yeX*-k94Z1 zQ{4l9Kx9h)N6Q)Ycm3AKbJA45$<%houMQ0QhApaH*;)|!%&Rn8s40e5)jl))-wj*w z9u&HPajwg0U8`jAV&vCpAJ_cSlib=sc#XhiquArA-lc5@BT-6x3eI4KInXtdB>6N4 zZ>mP$-9wsvlnht%M*So>dH0~20(@I=ek0yB<9{xOmqR{6hLqXl9|QJNhQ6PN1Yb#@ zQ+=-DNsGpV4b0pyFS@;+>YT1mi=Bvpq5-A`gB`#20qON_BUaGroph>PQ13kJ;u(g`oZn&P9F16AY5lw^FpVzes1eRFIH_-V(RyD z*1l*md4sr##uBI$6;ZCeYwNPHhUi>HXagp$WTF#>o8Iz2HE0#Pz<13sCk$LkW&C^v zVII>9r3%%O@6`F9U+?oGPkQ{9>o3_U&x=!19EWY r_GT`w&gRB;|6@6rSi}AIVa(ap)7jhtj-7>xi-Q}EfP8J$#%C(h3TF=ZocWhKOK|RuwO+N5^0W2d{-4B8*!}hhzIsa0se%Wgu*%yVQ0HL3 z2ARBu8Xs=QHsq@ElE(23q6X);qCYdDR8;D=Rrnaw0rWaP9CB}kywQY#z?6=P98?FY30R}{(cBht;6;wpU%Swc{Ya-51t20rp|; zzGNhAV?MStWV572UP-``SC7PN0i|igr#)C5Y%q5G``Mq_ak3n#Rf_y ziIkUbv$nq2V3pLkXuL6Zx|rCV^sK6OT-#!Wx;W9`wGB4=#LoBN-AqFMKvP!%Gzc(PV6w|ljhMXznnJd_Xj@|x}>G@;>tQ=7dIjs?)DiW zs3QH&g?T8J5e9u8)v?G^GYr)gm-pM-*_aa1NQ+jL`TEdWT;p@saU%htoUjmM?+S`vxtIof}B4ETy*bm-UZypD}^aY=M=^+))xZAFbz zOZn;w+m?=^gJK~`U939xrSiyt7*GevrLNp;_uFKXcfm-HpR-F`zUDIBy~moiY@eFv z+*)C>oZ+y#I99uhNpaZ(>#n)L{NGdB9mMM_=C;iI$=*rBuoW(sJ#WS$0TpG^#b06K zrDz5VNC9pRhoIf{gSw@RZlqyVC%nvsqLT5MVPScyD zh6@H`-;-r3qD8@Pbsd^=TDppn(WU{p~ut_=mZ#Y&^h%s60X7x-^}t z3)oq?yPYn1ew(_hPZuZ5i+kMV#rX%&uW(Z1pQJKWss1|~44)-;#;XBbIn+D{w>RLk zu%%(U+gggx%5v?s>b0+{^WXB{BFEaSv(If!R}eR$WjbrRQZLoI);CwskcE)+B*}T5 z->^L-jNx4z&VW#B+GawgzKWON19lj@i~7p}Wg`C1PLql^)k`+{0+j4|4KdJNT18Zv zO3mKN(qdQ9+>^vilfAxa)|kD#y{$9`ew#*&Vjz5|d);*m_S!9w%I?k_jF>o)7tmhF zfHRW9@AOtK@Gk~fbj3_v7d38PtxyiE%O~KR=aU&Swe&@WIdVr@R$a>;ZNM^U7!oAv zej0JVUqf~QuDym0F`*SQ7*`M1WE@Ujc%~`b0sg6bob1vU5>V1$#NM_?yUG|2a(vQ? z7`dnzeh{J%<|V!dlj;h9v>S=0?3Vq=?o;RyIRt`O#sYIVA(x3ESGk;u3>$%y8n#K3+^9FjM+0*{IZKW8h z3frou-w&)@>gwedr_e-0 zy8dic<=fKB_=vE6!WD{1GNek?sP(o~G6W&gk^ZW`CpG?dh*qffd>lko4K0I3W4$B))VP=XRN5nSV0_K+y9 zsxa{$VQ znIMLDP2rV3_S+HgdzXT*J9QD@_vqGLpe)RNRIlU$$^1qOhrcm+@>OxcnsvIT@zXfA zL2eDH6f3CFQWW8BoWlqAH2vr|#A^3(ypt}81Lpipn8FdzmSp+CDO81fxnq@T#<~3C z@|$|WGOuyhUCi38!&=X>%y?BvA{DP1JNVnSWAgicg}`VX*atp-u<^vi2`>gEJ)n1* zx&7=fPqOQz@73;Y31kKAe)n@GYg?T~m#6N&yF@9D1DGQE#IB1OBXqVT^vk?2I%P;B;~TQX(e>st<{B8loO6hkDpOV)D1wMO@Y9E z)8{R^w)?#L@I#gpT6GUD&HEs&Mv@*^T4 zz?M-A_|U6p`*88LrkaYab?VsM^kRdtMsX3SJ9ls0 z$^MD_Y}5ykcfUGC#$@q zyVPqbhLL6=-e{gFdz+IHro70mj!Hg8HCISqsAM^V&Ssu;n>}Ugs}17F96!D5x-_eF zaNH3G=$BHO_=~itGxo+ZoWWW1QWHFNmY1u0Ck`w4YqLu zAME-~#7GA*pr~_Svg*KU>@;P3U8$?uokBJEl{dAPNF zr3DD)cj@&O#UF(bN>S6AbLs68rw1@1`n$JNtl1w1WWp;ApPV4RBbVH~kjY_v85GqL zqf}}H0%vAa%1_}|?mCyMr;e(59x#jFU9fEaEt(U~8`Bc&fwJ8c8SweIa!bHMwo1K% zp^z~ch$Mt5nFU)*-ZPtIC}%WEla)`G-DvK&Ppmh~KS4ZviUfjwJYP1L2Ki`{iZ&;Y z#hXrDX6>9(@M`&TcRq%S5AZavL`PU_i&wmGjg%ygh%SPnxo#fj1wjNnm(7k?o=X6MTK-Z z@!siyS#%@i%qsXS^?Vb&dFkUlS8Ws-)%pTsTQRBbmMxp?k%7W=h-v0`-_=V?X+PIu zW~!$x1lJUE3RUwYJ_8@*3|>HA6LI*c-wx@Y5?t;wJz@VF{X{`Ds8so`kTTX#q)R|e zcGlW!Ky+0gF;dv5;=G$f^O_Ab#Cq*Ume_iaV~q{gde@Z}-=YvD{a){t5~vqZ((k>1 z*S$1Q#fy6p`)JwH3cN+WTVbAcxw*EK_O|$86Ed~>Ued6ZLc)7h*n!%HaWZZp5`5I( z**|SqRRQrKKDM}xSYK$*6Dum;8cmT-;Es8R3O4+r6`bkL8%fZ-HUBh@_bThSa3imk z5dZTKw@b0=qU*fv+Ng^unZR|L<>wK?Wms#;CbM`sB92 z>gUtt8YL1UosAUoj19l3i++!G96+;GZ1f@coOi^`0*0z6m`Fm`&3tqczXtluMbg6S za6xqMMu=C{T}-)W2qs9!t%g@DAD`(oXb8SyERNw!iJ?Xlke_SBt0Vb$?-3KCw}so0 zxrozi5w)z1%d`X^{wyg>A=z}rs&q!jdNgK4!$KR)2Lw1)~ukPr$4hLIrsy5Pok8fD5$APPc*>+^!N zo?p|`E)uFbV4r=7zs1`(5}|}6T(;&c2z~fSc!FDBZ1Rfn{cSd+BxhAK8)7jw-D5R5 zvF9Zf6Fpt3_cDB-&Fz)DQrqbYSlSnrrQ!IJ(p&bn+7J4=w5QpN(hrdx=ZfnS-wt60 zmh`GpRCCiS6*1R|8|w&+`UzRRk!h@_ZuFerh=*{-UmpuI+k zknfu(dq0uJkj+EH9&yf=k~~!D5vixm&y#mM+z#~2W-zO(UZV<9ZZA?3{?FtrhhA*U z@a2>OezTZss&)r==S5ikbL6*Ik}yHdU6f<9k$LicTE9+bAh!hIQ)rJe(HY>_td&tc z^4iEW;bAP8lWL9X$DcfUqo=gaQtIx_%W5mS9X4L3mlPo2PMesl?7`}&6q;ym{DPIx zY(-m6lrq>IJ^w0rq9oDZ>2yI!0{m1;oL#uM@|bSg1&Cixx<$MMgfAdA6#j6*Z!nxYU1#&sJ*Xcb4UiRm~Dn+lBrzwq0C9ak`MbW4R( zlGQ}%5RZ?Jn*1B+N}d~NFavh~Dd7x^{yD^!BT@qraC=7#qJ|Bm>=4vZ<~Y_e4QHL% zn4fLSbnl0gKHyIy%aTK}!F#{u#>l~D^QW#hJeN<%Vl_r?+i+Tu%pV*dDk(LvFZ!0@ zNa!%Ql=(?kg{bKwGG%%WBRnrTkvQWf*D+Y}4hcmJU~)wv(0EPWd_wYe&H6Q>gne4V zdSF>qg1&a9nk{GNvYO{0gHL}&OcC+2SxP0@Mo9S*GR0c6JeW#^cm>3k(hYygF|x12 zb?w^d3!hIH_3eH+A5$WBhbsnS=9BLV+$Us-+8LufaQvI{V@S#KhN&r%m4orPmBFQX z$qtZW&U#4a^J0PnOG^v}-mCQyRBbG@J9yK$*aCh^ehET63I;(*W7qLg1%u)4Oi6d zAl3I)zp8|1rfKq44SwvtSGh;FmukGli<%OcYgo8+rS8sBml8a#W$^IgCwtP6O~nkC zo@l1E(DaSj7~Z;Hh7PLjdcwVaKl73WNhW3P4V=Uefs#-qMRoTWUi0qOenEl}ZvD`% zHR9Bu$)(s?4xz?aqYEAs2Oak`ol*O9mU8K{CHkog+tCZz;|}^I)xNV_QEmEg|Q4)wvQkvs>YS*&*d2J3UnKCedf-A}!-v~o<$^Y{3)a43g z8@$3A6<6^-({*EO!Kb&n8r;k0wM;LaJAa^h9&GpNM?uOfb-MwPSTiBk14}-LazehO zz`Mal5E#AOrghMW?L*TYy(x*+TF{r9Zj*C5%4)s`X1#r?&)BPZLTK{VS>jce&P($P z=r;u^tzwGRY4J`UYz0_aJZkToGG9sHgIP*0YQ@H|w=5Kqfr5(x9cp7V0rng%TjVi> zZHQo+4a)kN99c<#K+NjM4c)PppKoo<7gvv#5+{>FCM2<7{to5)S(Bv`p0AJRN*Gy& zSQC98wD`n3cFF|s&IMV93+$Gc_@uLCm*`P8f<`a)+-?wN#lPOU^>p$*uW{QpRb418 zN>CQqBD}wPM3A16j^}?4h_a!rKION4)HxD0PkBIznN3b!*AAYmm{Ih0SIF~!p43&^ zh8$zBaxr}7(wOdwZCc0IHraR43|7P3;Y7LF$#zT5%R(q)4iDq6u&8M1m9xAnmr#V57A$k5SXa!A4^tjC{|0B-l=D~X zUK+pHWy9WsE40_VNS4HGoEHo8IKF5p07)r3bz2n+&hx16$i4RqrA0;NiJAQ}bvisB zW1qIi;qB29PxVfl6B)qHqemqLVpE@v^m@nZe4v4#9Gr~i9HrV@cXbO29xsT6TQV|2 zcjG>*2%{d1KlP`u0*F9B=`!qceFB5;J%< zM5=K4q9#&Kam~;~z=IE5l$|}G4}Nm$5ej(qx@|qt#1B==RMyPz5!^`kMf1lVS><4z zcwrwto|^<)FT%Je@vwdDE3&zMn@4sK?pVd45PS^jG3z_8v!K8Y%R&peG;8$Ll+|@B z2ufZLBQy`gbCsejbB-#!zx6|Zjqmp+jJQtNWeG+@CKQcf`4_O;p zY53gxHMjhU-}mH3JZ5DQIcWv&%hjAIPc#zOLiwUXiPeL$Rqvnc%nk@b)DSzTk%ejs za@fuzSKF@z z4{>b0PJ(a;{w3)3AA(71Cw&e@vX^qFVxKYU_$bR_=-N;CG0JNwPt#%1gbybZ#|IAA zp2)G#Y8kVrhI+=cDQDXxo%;*isHHUqi{~aUqwU zf(ZqruiS;=jdH<#q~|QwA?zucIU&nK4U5|bP+J<=4)>r~A{s+~e+TI<`Gu-nu_s^+}3UD*WPC#Tw_ZbuVI%7W_0!EU#>O*hUl*E^Q|I9*P)h z_vPRde@~5gVXtz=>@dmZis=EGRtTQ$K-6oS*|=wQu0lzheAtG0AbN<|LT{~Ac@55uFw^fd*fxov)5$Wy=tM0!$ z+%MDA%TPU z(6ph@d)Aq)QZi+ghq_2YP5y-Y9YM()bLA1%h*UPsAU*UG42%&mWAgt=gK z;?<-waRP4mg51IFe)ssN(~KWtdEq7xC&pLsZk0n5CSEoi%PS(H3tQE(C`G>!LDnjt zi@x!Ahhy@nBujr+VqgE+$XMx|_-G3MX;duwrjSQ*Sy;Z$9TR)cBKYkJF`cE;;)a*y z2b``M#*D3yk9L=I?!6>zW#_3*>cQfXK1D4jiT<;LKk}PKsG{w=-p@O%vUOhxK~8>d zs5?>rgtN>+(LRJPs(~1yc&Syay!#+h)Frf*?bb4$IXG_e+@~_9@Uev1~nGmT#_88Zxn}3l5_PfadTepG{g^SbPehxOWc3tu)DFOLM zhcI{(!A~mQtqaE^em^Jq>a`0Sf}sONO7HA&BKwqZ1)RJ6Q=}ODK?weMC~}n z=ex^s=X>#eWCgmX2|EnmhfnS>-uca4*Ik==!|TJcAu6vY2|j~Ot20=kgw}#tAU_?7 z%32~($VXk0NBV@K+n>zn#)+(4$F^6CZ9U_5-8`o_M-aj$%u&bCZ2vrI7SMM~Ax5`+ zQ7mjyqIE`bF1~OC`|`jNrQpveToIbNF*9qOsAJv7HYjCUr+s`qDGg7~(143VT;=9n z>uZy<;$4GfSYm8M>YT;Dc95c@!tv$y`f5Abgb&m9p@kg@PO#ujY(kLIRPZKU8|^8* zy=jK}2Yu^D->w{-{jC@dcQSz}9cT2ZM5!voZ7$Prb&|Ig!8z6VipwLc`278Xa72Bl z;@mjlnGF$<3u1_6e5^d(r@owG&+Cw{2VTUMV>)03V;AEow7IAJv;ON8s`88#M3WuH zei$rnpY0;~vGaZZgVFUyko;Z)m1v_nU*l2HH^*HkeY8!c-DL6mA?5Aj@6Q8Qoz9A% zTeM04BG$&%>b7$+eTR=xbfH!99Spi_;Y}6a>QP}=K1_#%S|C@AhoILhUcE8cIG~8} zbHBR;y`kAMvy%%|#S`9581Ydizh&^uGz>cU%7dUo^AnZW=C78}-RTx;?djatW>KTh zKNgPT&>vyp{mD2Bfi+{LrwK-ke+kK_7d;$D9>LKd-f?pEA>oKIDwOMB%afFIBh#3& zpY3D4lD-MUsI)EBmZm%La~cOAgaxUzsDFlc?K)*wNNZ!b{I3AiG_r;38st2QJmoVd?$(|J##go(PZTdOpSV&nN zhL=MBx;|a(+&0W_oqc=u=3CIy54bs8A@Z~F(fVz-m>G^hmvr%$?OO9A6A-B380KhE z>Ldo~j7N~+P>!|94WZu|M_c+>2)f*1^d7ApzFJ1>i553*}Ov@(AeD-?ta08 z9Cz*6R^oe0+(oVAk=r?S{dWtJ)(fW?UzeKWr~0oFzZ}flJ>7Xe)e| zyNCLo*{%>tAs5f{>Z|#2{?-CZuu}T0v3loHtjEFtp_bJ~#UBHEjAGAg) zKM$?TJ7Ni(DJ)6#Pk`gWRUf-lr;_S%KTkfRS)<)X3Ha~^=Wl*}Q4R5WX{#uL+}Rg^ zkyAs|f0+`CqQFBUY9c9WC$Q6v09oU%tK8n*EE@IHDq}Mjyq+bI2Jh+#wc6oeMJWB~ zgBRn`hU~ERY3Zmw1G*CZ_WQ9K9wRy5qz?QA4TxZ@7P7C+6Ul(mPnTHto7Kk<7}~8ynl7&dP;$>nMX%M@K-)@ zSJ*k8hUY0_OXp@$xsj}&5pSpLV?$E(s-aoL*|FV^!RxU+E~2?4^W|3QA1uJGS-n0;@ zY!}&fluKC|re9mqULeZkCw;*qr$M1{tb4BSkr=GTEg)`*T_okDw1CBw{pi$-cpdX5 zKj~M<;+ok9w)aYHOcc!BmlfA~vT>0VPYm zXS)VmpzEzOBUDJS74H*$yR!T(nGtv~W3yvqIN!yKFfkkS{q23!(Qw?IC!JAKYRivz z&k!E6PKbqLBks**%-?Lrp0Exrv{0N|%>&`YKK!DZApLSeh|=MfJtA1j2cA7|VSnWd zn^p89UvU(lk2>N<^o*sX>gE;Qrxn@vJVkgpGAzK^=~$0Bxr2h|@fpd(XuE&#D)AF$ zeaF9?@;gaB>aarD&6rRN=xgz4m39cp)b-rb2{|(Dq$rcH6ib%o13t3-<v5s`GZ!XVkOdp{`%-XPzPNI0y7W}G;`;3NaXa~fk_}4z#}_>Y$kYyh?2sJ6^JgaQ zcm_^`b4}PlHi~ExA2J$E-QAo#FF0TRm_M1!vEHb6I~l2pI5Lx`J+>fw2zh7@C#$B4 zyzRME=&NSwIXvCK&nu*u21P*1%V&G%)aoHB&(2uIzDR3LO4jg>5n3i2CHC3r@}9)z zubWQ5Gh`PnQ!lFDC{+5l>E!hu&CzD%+LvJZFvj^EA=wK;*X$sBZ>erfG^(8kliT3akPRaS_ZcJFyxkFLp69pyr1QC^Pg6X7579 zZOg>FLPy^9R9;=YrngOK`z?9jCGjrgQ+n4#UeI`@hw}u*9>yIYg2!C-{P+%dZggNZ z>co%2McX8QbkHG%$e$_>yJ`5H5_2b~RQjfwc3qpApL_`R75(FTXZ}o>1J6M*uA&I_ zM5-S2noyqATA*B%uvkVgU9z6gbf zb4K@ug=MBC)Z-OArNuFcwbYBkPSKC|C51r0aU^m0hR^JPE1!hJedKRqos z!u^twNM8G+@GOBDpJT(JR+{N9umbxUUgA6pmaY5a2aneqZ8;`)RibYq(Go$tr@jjp z;Kp;p=JEePgwk>l=XSE(79D`Uw+IOM9!1b}4<9LYO%0v-^N7%}sgA}ih^H1Q8^KxJB`P|RT)iNYFydET zo{W^#t#Go#{8E=E21m}8@^pQ0&N^;$r($XF$HsBE_^SQp@S_K_vpLTP@qvqa%`krYDbi0B%*VGkA)aWzrwyK9zd`a8r3Unn#)yNBJ&<=M+Y_|JPP%cCYv$C7e z-LPMtbGiSt@8t39c=uV)pIDf>ejMHf;S5e?cn`Ol2u?kSBUD_3zvwwSW4Rd9cUEv( zo_m*V&jg&2nbaO(tXi=Ob2r+=g&WY!Qt@4atgzX(NlNNTbK1s7jX3{%{@U}x+A2z< zk^AwtG~jDUr0i$x!{GzA*WX#{A+?^@?6GrB>(V!dvi8c0npTFN5xjr`dDz5=nlo?8uMJTfF2%p-lyzQb%U7%CfXlg?cf3&6ueo)}j ziyzTa9TtY%{1$y{#x8vIh1+vg#7M#OmEb_EL&Z`AJpKW%E#0gl@yx#jrMz&?gS``4 zO1-zM^wAYHsUzp^s=!OyC*a2)!B|-nOlp>TYsF zdCEn2r@i#BPPTsK%+a`Y<=-WNR8keB9`p&MoOA>%mSOo7m6j^`E1EY4Hy%2Jx@KT^ zm8ur+s~maX=0gz$)YL(LUycYb^m)>2@{WFJbyJ7_79|n1q4kF4CI01?lkrm$H;4Ds zD{k-@9vU7fX=^oX{w2th#3h+tqfko>Ndf&}IGgL; zY2g^Ly`+YZS7x=_hUEq6PO}8s@9OhrgE?P2)ZX37iTcTs8e5*Dgn7d&21b(R->EA3h`JRT%}Z@4c2*6~)d`Ga{p zK5*6aE!J;IBt6_<nu<8&0 z)wc&1?csP)y6DRCYxx=!B6+BpY#1wdQ7lI#blZMxeLiDbsW22%vPWouvS9oeXRlHehl9-AR%X9{gKV2_27Lj&pOQ~SEW=3M=tCwz~2Q00rt zAPfTMGre_=M{%B?j)8ZSm!lRpUYuMli?| zv)mY~A!3#(^?0S+3m)jqqho3>l`gD*2*0#Kal_4HzS-9}t|{Wd!pR(!rf{5r=o7yu z?6DK?M1hm#ov4lc@8{|448z`oO+MTd>fw_;k0Co~SSr!go?S%<;Z}f<1I_z?O`?Ag zy9yD`=4uTWM$ccfs&r!c@%cvYT}!T-am66{+s4$v=Etl=AV4 zZnbl~QfBjw-P%!pcBAcdwU?gey;eU%Uq+!$Lgx>NrTga?!JgK|)xUkk?%1Lj(x&)b zwn?NAgxh(vLOFt_nSVVpvf0ZOyasME4_$gSP6 zHd03&V{59;A3?(}v!JYTWjzZvnhX?GGFczs5A%!rUa_!b^TcO~fzCLWEmX0c| zp-viKSTb~?7RKWI!EY=d)Xz_n#aj%Ee{l|E$&y^^nWNU(k)CCIp2^?cV zv}kw)J@`HtMoICI?!{4ZN0;Ai#Tap4m8Pw6Xh+SzR0|$h^lcuYY^Yny*7@!bQLVDU zL=TmVbGS&qdZZY?{Jb+PeYn{$D(^wJODHQIzNnRpIu|(RUG=H`=1=nL5!jr~;_l25 zO`?W}LOGxKS>v=N{K@3dD$M0Q^?Nh!K2B#-#m`y`WM-VY_ca_|5l>hO5wzMxe`et} z_`&}=PIc*LK5_#qiP*lO7B#AOMOy#$*^R*%71)&p3&V-1V{+V>tPG!Q#VYu2^%y^hKQ&@vU#+xU$LqERX%zS<=bwb-xEM-CmXZygIY$oj88oXzl(l z?kJuVXpJhRUuADI`$a^dnz((CII20U)ADKvZBWu1_d}CJIprJn&km|c{_ z&iwnN`Bxtosn14B@9?)$o7<>&eoY_}Gag4Ee~FeC(-w0KCG)N6whILgNYSO5`H+xt z^1DidMDTbg)Z$`?ptd=6Z8Ax{YUkLgP@j#Yf6%|SC1)*mFCMT|UVJpJWeys4TVIlX z7hofu3%PX9NxW@HtnB{XrTlg3_<9`y3>Su!6mLaab^7*$;P8e9gBaZzr**8+Ha-z9;gM|ldd?MvYy+v;gx45TKDvqVd#ZGBg zdO+Ge)#Kh9vCp5CcE_J-j|FCxubOh{BA%nmsYgZ%9K6>!_0wtzO$aRU){lfWnH2K` z8e6Jo$du^Nw^-=Qf|C<9*?a}ic5mUi>Z0TdzDVDR8s!-wLMB`4;6#4ym>z-{lg~f& zt&0@}9YuC|jz8#e(#Ks(q^B zvZdm5lfY+oWTd*1v9%|cH z+A{o~&IF=NkZSbc4RzUa`H?zIO}0k+ASxNI*+F7Y$^KAG*$~vhj;Six!`5$)SShni z&!UQDMsSCaePTL7i(v%^1~NCw6(-uS7~@Ic$Kf7GfW9|<2|nb#{h8+{p|>#(a{>NTW~Xwg2H8o|2I2*X?OApgc&A&;qEHn&$Mx&pu-9vC zU$JU~Cjc#K;yq&Q*j-@O;o>QK%twm<7i!y|!~7=vfp2M6nq6kw z=cqPWR3JMVxvEA{&zmkry4XI*&iSmJ0L(cz0UcSht*L4Hnp!5Vz^>BBHHZ>8+yRsW z6WQ6yOEv@-bMsxE!3=fgi)gZBGIDeRxNLB)sx81VxGB#+BV^Shff&;TTff_T=GtWqUiU>?WLt=5y+%WgPC3M~>SjHii+ z?c$kO1dRC&RY~(B;zY0rQu)e;dR_BbF_Q9`RNUv{cA-Tu)giu(;+j%L^H$Kf+F=RN zeP-aLEOpAhOq4Br{aIs={+5VtKGKiB2jkI3s&-Ymn3dvFlRt+&S0;y*c)adyLG=#p z0u&#m$z96>PkUph56xKoGq}?it$6Y+_CeN`Zb6*;6&bUc%Q_l?&GohG_^DTPCFfQz zSVZ;riii5jwcI{mWC02a;C_7v% zMJK?JcRj1)%_Le$Q?E&?Wp-7^O)^zWul3F3IwCqb+%5)~_s^<*14CW`A@W@}`hS)!-q++I|5-ANq#bQxDx4hxSp=y+mVoo@ z+GVC9G?6grfw;!BWI7`OpE2VWEpKBtpPC#0s{-?^fu6*GB|ssd9utA701bDM6aLTu z2u!biTPDpu0&~^A0h4AQ0a*3d0HE1NV1n;wz@z~znFvg9AQff?01Y!0Cc=Jl%nSgU zeFP>rpfHJ&Hw#^0EPbMNoYbPTU?btOVxHOS40>S zGcK^lusw+qM`Pm(%zlYjU7m$W7e;8NN%HX3Dqnn{62Ey(8ocvV0{^npqv^TA*{s_s zMTvUMO=i7tWwux14nvvms@Ne@2{_m5;TCOkpJAe_tLp1;{tZm}klC?tp4LTkBcZ3U zhb?)FU(6di0^cfKibGoRo_N_k@z0NpAX^Da5KQb(b%^jyB#<+dOhIW!33zYYEshS6 zG=daC1M$@_?kHh;?J-kf&T&WBZe3@Mk6L}a<;VL+u~I7W69Wdx-&YNIMbbLnkeN!j zU3>@mKg-rP?_<0(<~PBGn9p0tNv~z`0}k`|4R}nO~rZXc|86 ze^utZCMm-7>Q81NX1y(-VL)LvYzYhkg_sCTuYFs9<}U)U>aPJnvyZ@BwQsba;Zx&JWeCt@DIjBDG4+%k`pZe#j3*|}{ z{XAWHBAet9#ZO$HF@dI>$r)HPC_3wA#~=N8GpB&V131I(MDd@jpp)-M@rP|+^KCBr zb99X!t2%41;qMCkw|?j zg#rdwFSlQ39sfCfH<_t4Nx4p~>LeTR{@^6vP2K{00Hw+MTDv7M2v{hH&K+@$S%_KB4{!$*E1)MaU=Sz-)MI)v z3o&gw{woC3W3JjaVAAX(FjwsxFlqJ?$p2Xa#7vrf1Sa@?227fL1SU9;3X>S1VWz@F z0Kord0MP6=s|3AZ7iiMRIcEHak*V(I$+X?40TBM?2@Eo6_7V2;G?T%}b!DGZQ@Q=r zfcmOvN?Y>qBdw@MmZ2rki-?>^V$hT#D;{;Bo-w{E_m)*9c#~at>JZDg&iI{Vv*i29 zTEK%K88~ykDmfq1v_T{vHkBZ(R`NHBH1w3Ve?NZQFahrUoZsuB;iFo!D&>x5dwPrpL1~f!k-alL;ubF(>$=84;Wz{pZjx} z&F>pCPs;tXh1vXHy)J@ctppJfMK;UiJS4 zy#L~0QsOE)dbZ3I6gFs%`{n1G!LMxY8b&Vpif1>3X!rSXJ@j9=k%1~%&N(#vz(Xr( zJtDDk)$!MeU8grRZp!xt?_!w^#qu+^TDeWxb+XBfkivQiMfV@WnWGP$c6XFrIV87j zsx4Z?GHKX!baUuBgZ3~oTlnYQGWO2}x!y82HP>oshS9z^k@<&rmsf#`6}QuFq+YAl zfLhjY%%z5f!o+@Z+*0Vra%MEz^EeKNcdq*1R~UAe=<|rb5&};vlVKJ9%pySheQ1(< zaMa;n`pft%%Y#*U{HVoC`TYg2;lL3WhvX4GNxSc|0WTF-om$@zZIz4$#X90-CK8C5fRc6; z)8?I7%GnWDPLRUrA|4FJ9mOoJePSxiIi85jQejr@q}5NQNZvonUjy=8dn4Ys@{a#3 z!|k+5;Z&dZf7JavnYQ~h z|JMt`MEEbypQVm|nA+RgTn2@4o+WBlYCfgos`ghGC_xWV#2zG1L*@kI1)Y-kz{~kw z_qZzXD2D14}%0t$$AB%1P*OA=5}b|cZNzfTFXj{KVb{zn1k%&h+8GUTn{Cx7RnD|s_l{WWNP zBZ~%X4Zb60u=s<1X&Nn6w{LFj0AiD#ad}CSPU2hECJ{AjyJLb zHFKwq7y770nbiJ|%A6N&H}Z>|@TU+^ZyjhDP?!y4fkB`U6M^ZqZ_A|FM*vp+H2`S# z5tys?4VX0h2u$$(3;-IYB@+PvXQsl;0HE1N*iVj`0h4AQ0RU$z%nSe;W-82Py?eOM zL8-xkCbfUn{XChr`!xUe3j!eQ=lN`4bL5uH$QgsenkOaGfA&s2*OmRflX8VT7T1NH zG;%Sey$1HqAz<%t_3B;$_RgvKYwwwRC)LB9@bKUl>AOn?i&7iH=wA{)ix>ji`Ed0s zC&mWvG9TT0ZvfjyZ_+mZ%AaRj%l{h?tZ0A9>OOk03vAAz}Q-+)Q8 zj{vOtYXH#fBQU}DGhosHmP`aDIFKAO111fS3KL;JIc5d`%{~GX98j3VOq%^>qfDFx z#*DeN0H}TSZ=V1EE(jB0KhO9Gm#ayOvZ8YzA{=Fij+(%8S-)nWGA?@V`Y_S4j@I(PANzZtX@{h-ZK-ViTZtA=R(XSu(>Cve%7Tti5PInE1}|m@&&SVvsz_v z_Z26J#sTovh8-%0<7s=_TDp%Ht36sM9yN(E!<0l{6pt9HK;4c#R#kGw`_ztQ2h!)P z!$n)A=pd7WD9@X!)~>J;*-?WA<};h`6MI=MO+3UThR5>~Lp$D_zoeg;(ngFqo>J*F2>h&dhfUm>6#bJbsi z=|6>-&dgQ&2Als`GM!QXS>8&mI+OOFB@>~i+e=`7R z{x<8~6Lba&=MOZ2Fd3OD(`(;$p9UzzT)A({q}fN<&-3X(rIu}EJzW0uMfA2ef<2%Oh z{bQcRo@>tMna@1??6ddU8xWK*u?#x*xKhI8rNr3@u_S*sk>82}oavw zfBc#>(e&$JxcatU$THuxUC>U6%JRM&W#1jk%PX882Z_3QLhxv0o@7{NxiXp%JaZN( zqym?GS_My?mM6)OhoJIn;1I;we@tcq)|`nw)ZuRNyUyBDn3y%(BU8@W-OP!Jm_KyK z(8-&|=KMlRzmf1eA@K1!zu2;*LSqv>5Qy}EPf*ulN`H><_?4c({%w!fLckNc-M3T& z!V_@QB!LHf5<|C&`>)qqISCt7{;L8 z3rPG$hZm6hM-0^m3Jt3CZIL?Gv|;bM>~_vnGeQc3D&5o=s%uKtj&RsqCb{7DrNEj7 z>+Lk+x*+p6HmhB2tmY36NmK3JR-@&rSK6)xft4czDakkb;q&)w-ZslyeP}I{+tB>= z0bIw?l)o5xUH6WwNv%3<>s|c#n)UP1t@Zs|o$toRn25{EkA&+RJKYbCsTL;ItT_e@ z9_0atw1>M-|MJ{v6a{cPc`W^6B0i4U$^Pq2a}%tBd@~k)2G)>n(k|Wwmv%S7l@Zbd zmhr$E(ziU}``}9D+pb3}SOtlX*;W8+NYB89VYdwMfaO5w;m(u=>pt-@JJ-OKR{X&7 zU9g7q9IPSHgEgdo^};x?xVOBc0Er;q5kLo?E_Vj7h9nD#ARoj+!GiTdNCfy`78+m| zNd);|7775WK}i4$r4W*00I3Eg0jwuL4^#}*pd>)ys2)HyC<#C~>2%U=68z>`80Pi-+;$UzCt*NU`WOBo|WOm!(7L zOWXUEtli{mt!y`$a0c)k5^XwaO?n?!=9WMCZZ{#Odl1PV>P7TYD*hMuz=Z4#fp!k| zH_xOwA_#vxdnS$ZXzFr3$-3@mb0ebn?_zn{t7#Xl#2Fv=V+Q*5wwBrSD@`VL`1I3A z{$&8SuKLOk`e~->Z%PsHRU|&FIJ0<{K!v8le<1Mk*ZN#+!E%cLQiDOv1YCA;k58DQ z#5(@F5y%-OcPRp{OiPSTUiPm$3Iz5bDE(nYGhVp`Mo-}7Y+(zGEL`?x4=LmfBY{KII_(3XZeB+A3>I(S%8Kj|O25jx?Mm@? zT~$&ILzw+fCWuxBBXld8xo{4^mGi^H@lor1<<+E0@h3Qc>F-i*-MJop`9suY@ls8K z&nLC)zs%3B|EdZxB}^_TNgXX%8c)!m@ssV^mQ3}~HTBL&kA3~EH{1AwVo3h>_e?^| zD*f7a?mL!MH?g(Svu+$#?3M4#=ZEjso-I2onR-()p~8&uCZkZ*?IuQrq0nc((;wpe ziokc#le=6EX z6}|8N@GYE9ZR~!^Dnw-@nV(p8o=#0J=ZGnyGB^f~hY_b!6$6rfsXM0`A_g1Eq$opk zg6x05K^U47W~0GjwJ1(X01Uwsqh_<7xQ17}czCj6*3=aOzVW5}YBz=8vRs)<(g!Kd zI=#Vn`gCKpkvDP;jz1_hzeX6$8&WoOSk?}bAWZk*Rm4p0%#KYT4olC^)NW}7-JxSi*usajTaAY#~QRVMD93H_O_NtQ(dG@dIMKDv_wcAsBLTaF0 zt?Z$Nw9VbuNT<(7*0lp=chfJTi$+Lm9B8XWI)%zhr^M!rUS)3EtU{YvoH#48X!JC5 zhwJXFsuzojE zEM*%!KWURX84GS6T!=v3Ja8$|VE({%GWq^ugtkb_taD9$>+f6C#dLR7LzF%U-fiO7 zEz>C-Wg9Ki1jmJ5QR%W2r4OaL&#Vq9u4|5KA7_KV79^P}WgAK=#o2>Ts!i zqUy_sm@8fKH`W}!VX$S?_0QR8`&uh0r6wCWOwt9cZ&p*;+-~#KOoN&!SO{ zf(Hf1FJZzY%7Ktxgn65360jZ+w!@`&0H$~|iI7tqU>YF6jP)Ixnm%`aJu?6dGnt8z z854^W_9@$^Q!o?F+52veXW?{eeV0qG5S0OWI!~u2mQTxo8IT8-0j7}Ef-+!+KB^2j zm33MMEW8esfUZ#VvWOte8>H!_Z>I) zA_()KApHfVC0vTZ=X(q zeSlQ`Gy}=Aa5@Fv4`dlI1M+|}xWN>%T2uxHstj1+z-bwAVlxgErKcHsiO%}JGf z33c_Zo7!Z<7rAMkPc9PabM|#>)Zne2GaC~y0dKYQt6Qrs;^ORs`Lo@9#w3=5PJ%OH zltUk0xJ^2X{7PmhTyziiJg2>gk-WPUeBW49S#jbA+gaAX+ty!l%1Gas8Eu{g7mS#l zOBrY2IzqJorWNx0o3(w(7DI=mo?XR~o!AbXy*02myB}2f_r9wJXHa(Fyl)1a;kfJi zZ?D^8bONUyh!BU4ovkYWfwn13g!yUO*PXs&6`GqD7Vlyn3BRD}nzWj!1f_h=3#f!frP75HF;xI(QU%G7%St z?qnmeP_W)K4~Q4P$0?+du)2uoDI`D!m%ppfgD@}d zT1G-b(fbDv_t)X0(L7QvvGSk(#Q4X$n@9(*`A)ji?$l6PHr7RLCHjk41G4Fb(sq#xj z`AsH)( z$6%$K!E0Sy4Y^(*mz35orzLCiE*>lxRMF!tOeEe+2xXV`rm4D_BWxqv>P}E~)4}8a zHDe?^6(6*1BTtfKt{bm{3I!`p)RY5zHx^QS!Sf=N;K2>>)kz7S%K#n|@JI*(TvFXw zyvqZg%g7rDM0&ur5BSD50gq@%_XL`NM@taE1HPtt!1E#qa3OXdc)-;c^neFDq`~zc zgapXo%bkbB;5h)`gNjWa?p%5XY0Dmw1a2`{#BlBV8YSoTiI zoohGFXm_7uy^8ZnnR{Sz+Ikk_x*+LDZ;o?j$sW9eGJc()ywhfbp%u9n(fBF^p0&ET zSyz*r(Q_xk=UDV;7E*figlmMeaFe>+mv+F)T4pbAl8lGFM*?or^6ppYfiYkWVh1eq z#q50D0c(5EV=V0C0ah1j7F!loY4kD&0+AlDfC$zgkdQrry}JMhc);T&i|;`=fP~0k z6%Ts2Gv5n?)kO#ikil~-ix&-CJiv-zW>?9-dSP5AZxVQp1rkBNBTz8#z=FZzpfDhU z5+D`|7N|i>09j}NpavxYW}yI}8k7Ve9Nhz;20{X4C>+%Ts0Jkg3P<$-szFHr!eLin z4}cm}u^#oSJ7E1*xV7XTFRGsq7NrIdq5BCYQEv#8fa>Qv8@;6J$|-^yR%<&|u6bYK zF{pL%I_l2JM({(QezjwAP7aFcRK=jU?6BL6CVE^ox26bmOGlSSHiFrIEtA9+xLwOo zV-%lM6Uw`lec7e-%14>?PsKP#%I2$_7F@I5QyHg{K1ybhEtLCO%5zVJd@I9 zu+Xm2uzlHk7G7M6Trnm^K7DswuzKGhKKBN-PA}_F+-`(3*x6;Wa96wD*I@luLowGTDlID~R5?c9ofU2z-ieI~v6Oe@06oXBg}0U?7b5p~=4i(m!}e z-Ok)PB?IW-lMK`0%>M$olXnFi53YiP1-J=~tW|i93|VLb?h3e;xGDr{1vA@00BZ3r zxJ#W64jj(k06UyPi2|`m4j>iIz=BR=ky25>upkf!n*fVP0Yjw#6vo5i{|A8=Q=Gx^ zCK_RWT0H0jq!vBx8DQ@sJ#8?g21i@?jzD&0_tOTW^jq^cI@|DDR=;>S^k(8o1M(3C z=Ze!u6dnp#CNX}b)9*X7!I*hJ>hZb>$As#i9a4}M;IhTKK$(-;%%!foWx|A zaWjyr;P)lG*e>4>@F4}SPM)*L4Y4<$E3ffNs9acaQM~PJ=iAGcf%|@9eGj4f?TNy> zs>(5P<-9^J+{(vcwZ#~drPua(vacN;)LGH5_`OM5RjaK{%bpHV%Njb^Sskcdq@7Qa z=f^>mh~<_2sSqqQ%zRwU1^1POz^}`Tl`7{~$byg%0H{GpfWlEdfNB6F zlmLXouD~7uHLxoH*~J6zKZb>Bf*$&?&T0HZhEfizMYRr)p*4a@RO=uaQlmlvctp$2 z)-@Qc12tAo%)Wtp?40h!gP#)M&d=(rST$ddzQw&Ax`A5j8}sB>1#l2O91l%H1h&n5-XVySnaoUkv{WnvPs+}BIO~P6P2*?l3KgfzD>B1} zS|Z*eA8ILi{LY%5Q+A^AZBC_dDNlhg+ig=}U1!jCPjGgk(i3=g-$Nw>oL6?c7v9#- zd`li0e~8m1ek>a zfND?@pm0>^DE3gMZ4N3y4b5Jo;cn@9uK`!7G5C3VAP#o*O@;|l~}S#iU~u16zta575t z*XXu^Th_hLkuA=cIKA)3Y?;}WjD-$s*$Wm=5cLJ71};otXIK?uy&n8RNJga3H->PF zdv;%c(wqEzx}V2;9Q@K`MVgn@%4IsA`$BoTV6p$gcmCgM%5OX`rmqE&(H=w-pAtGnsEEnMXwLWPfKOj`+BI7wPHbl>&EL z232V;U0u98cqGhp8+f|h3%~1u@SecjJmAT~MS3U(E@kxcO38SrI49srE$?Q32cD}7 zDY;G_g%A=VdjlNcF&0*L<^Yob5+G*`1m@nTFaCb6oaJ`RL$ZJI!Z?I^#K*-HBoW}- z1?a#73w{qK0TJYbSSVQ0Qz9qg#v(TP!gbUR1bg}v;-g=b_MnTs6k24 zGkE$R!$LK48d5Uu8pzfGGPH6~Evj{p45blHqFM*ZP#P1XO1>YM^~y$0veY(A2)~8L zq@3>;PLD~c?2L;kc?13AkFL$6v0s<}J^!`Se{h(6Wca$$+DhW;N-Q|D4;yL_yZnm? zL)BLO3Rb@9AU(p^-&uWW+zi`2@iGHjZ?eR0+(-KZiA2TQY;~kO1Cw2jTs)oQ%eFg$ zJ3;Zi)weD4)9A=Lk5b<8UG;F4FSCnK{VBARxSD-(e#cE;vNvXxAJn z)Jf95ttp>K%XtZ(k@@pw>cLu&W(}Z1>H8d%e_2<_94=hIUNE2c63;NKYrP z7q}5Tqe8PzwAeBOZn#nd54hKB2W|vY_XIY8d%e_IxL)Aq?F_hiD?n2|`7d4=M=`J- z)ywMz?p_Nd;Cg{O$4`!hO22P0pAIw4lfSbw?5+ZY) zLV_E?0-~poP{LwL1N0!wk!ny9z#VYtfr_CTlmsXo)dQ#oRqS?g1Gv?0cMga`c_9`G z7NrJC0GVi5pavxY)z8ki+Z&2?ZeTfKBF&W?xt!2CvzO<`IWjAMluGnqiuqSyBeGyM~=qk-8ty~jpF1z3N_S10n!Q%cdzOZBd=I&n| z3C2557SmH7-SBHV|FaA)Ipl@849!~Hb?0Zk0fa`03}-?^K3_hZ;aH_tKN0w-z+Qeb zGC%ry;mV4ipWi+wNpjNBNK@JI*u%fm-`0QIo_7*)abx@6ef z?P|^aqIECnAgDBa*M+UyYQ z*YIs2QC1BdPWvM2;x^!;?QF6=@0&}akCVE4Q$#qDlejNCwPt!y31KFniu~G#XuYJ}xo*n$_r#FW#VZNFU~W{k}=%iP~zy&mjIarK0dSwgG8dpG&4F@^fLY5sag*Vb-(;4U$5UvHYjmIg=+`U=oA~jdR=_Jd_rl>pgBCwAihyYa+N-ggIAFU@%!vywg3}h=?m%_ihi#SJB2jlXnPv zO@d~-iZbkGx5Xoh^6qRKA%DW@^YW#4&R+}s#jyGIi#Sp39lV`iif^9WYnBV}Imc2Q zU__0H)5dZ3k|zK4EhE!1-r(oY2M9xg2RH~z(kKZd)0j(3Z4Zo0EqMctOo17_BWSBN z!)NVH1rt_aLKQd_fysi22rxkaC(Oab6GRJ_dZ%GBlao<0QQm7FN@*igj=s?6FS&5q z6et3X==y?n7PP9D7o-iNewS)E;V^;rTlr!)#uAi z!O)~fvDC;^s^Fulm2$LWWI7+&Y%>FFvNv#|lsx#kEGIszlYwZdf(JK+Sv>_IsR0M! zuKp#>!aAnXKG&nyJQE#;$!m|f6kOhO^*IBO@42se1{Pbn`hkBD_#Ht^mz0rdL}Y6Z zVG=>xS@J+5-^doOhQ+p?^~=G}yV(JOE(f8yE@4OtJ5F1BA~EZ(4j`xm1Xl046s))@ zmMSO+)pbNm`z!##CqR$|2r>XcKOisz1WAB^1rR7C613gB9B4!X2%-Q18z7Kn0|Z)t zK#MShk`1TrEF^dc2+9G0fd^MwJsnqC9k5y;e<`B1r=2X&Xr?FFXfmRO%NhU=^@Khb zV#Q}w*8~8p;09a%f^Yjwp|w=z0#XW0{^jNpeuG5ucov!BQ!l)swWNM9C~SpQpsxLqP;mrN6gov z8XgD4LtcNuyEspxtg5W<;T+zwvv@}3>_+l!Y|V^ZMknI&1D4`ovb_RJ6ERL;*fdpsEoU1sOTczwvSqN(Z+X zKA<2(mV-w4pY@*jtv7sm%fTFf)%}s(pj(QW{&0)fH|jp#562R`@zEwPGbz>OjV&35 z>tZ-Xr^BP}Ou5Y}YnUzy(Xw5>cLsx?%ZHhTV?ynL-rIr~$tI;Q+)*}eBCqPuotQfx z&o0$*(^#tG2Fe(8BO>IhE|DeKFtc1vVPZLtGJX^Y1V97T0FXCm5D0(eE>rKXOL&^vcf{9?{>@kLYL`<}$Q4IXlyjlJ>Noqvtcq88AU?|0oQrDx>(6~f#pU&8rH3kt? zruWv=#`GDxF>8_ym@~1lF^zxo=DAE~rzXb)Pu1J*#M2ELN^0E{FuNF!3Y{>Kzq$88 zix(PSw-y!n)4+V+#Dfun&;t-fkQjp~K-x1fLJ$rBVha*)o6sRm2aFH|vRga@i8qW-?Isu@ z2xLzKi8Pe*NMisa1cB_SCTv8WD4RrqAlYFu8VJfkOMuB}ASeed0qO^RKpIjGS_0IM z?gf;CmH_pmdjaMABLV71_X5g6ONdm+zZ;4&Cp&g39y;4 zk<9H0I8(hZZ!CMu2W~88I1K-ePvx+TedhaxJ1fFAG#Voy)rol4I?z&AliN_%Pdb9X zR)T}SHeSyz-2PW^!u;R(`JA#rIqjl*_riYE5e*5()dux_K0zSL=@Ri7q>{_UY$+8Y zex7LjR%)?4za$QUV}q!C2-}N+Qp!yPTmYu8_NJs$*sURU0B&2}^0gzx15_&-J z5U@#*Fb@(wgM@B#kdOruvOz*NNXP*Rk{}@rB(S9RcJTnao!Z|ekvdSFzy}yCK|+Ct zH(jBJcWz;dH(e1(PzDLvARz(-#{)|R3ArHQ!7adG1rkaCLn&Y=1q@{%K^G*{nC-r) zUD|n553CU+W2ONO{D8rRpVr!jgEkUai4A!p{X39g4iY|rgdq_88Q3UDcnlIggM@Bd ze%du#4qAdI9JH)YK*D>F-~!s9pgjOy~af*C%OF%-gb@2zOpV! zf{d0;jd%Me_if*kzc&3d?>G=v&9nBAZW_}&NPtzU*XaZO&Xr})ZYQ6#GjiL0WoK8# z3Sy#2+p}A;!wa9{^}j?E63}#NZaTKZ*Ldlsda<#^zG&W@8178e_ORFU#MNL#pT(=K|Rq^vjL;9 zXdKcM!1(X{Fa{kDbJ6ktZGN^!_B>7&5-;?8Ry z+{>}Tc6hcjmt)`l)xj$}IBw4-#UbjXAUZ1|rI2+eKuEfTPXUoDkuNecjpNW`7vIWY zuV<_7%*)dlVW=y_(Yh|j`S-V4`)2vP_V5()NTzhM^JR1N-nXXygL%@pfdycT#&H8n zz~Il&zM*{or~PwNbXjfHQlgP|k>22NfHZzE(qx4pjRB1R&JSbI@h}%1|KH}nJbU@* zN+bIY*x$Z^gU~l{F#5Lp^WHb!qkG5^ZvUtLXOC^-HpzI!-}+uWGQc=vpwN_G%eLb% zS#GD2HMvoPab3OW<2IFGcGEnT{S5sKC38s1G^?}!H&1KtJFfnh{*p6()^Sw09Uv&# zS{Iuzdox(n!li!F6yHf29Ja>83LfV5jm2nT$1WK@>yrB27)jhKFvAKDUSBSD9po*K znFtMey=gc~Y!lA1^XPLr8aK`CXG|^XVkCLd+ePvMd|MUu0_$RwDC!0VN4O3B@Mp9i z`uvfB#nTXg1qyqjOEo zK4)UjQdXOn1NrsGXUUCR{%kkubi+NEocVFliK{$s=$!kb zT4(E4o(?mw-8Twz+u=wv+5zJZ*al|wzw&R{rnJsY@dS5No8l+MoLU+fW0Xyh_6&^w z&JSbI@h}%1|KH}1wClZeem0RA9JSQPz1h@jfVq3qsV4)2Bi#N^{r9;G6}V@TIE2=8 z3n@0&o~5lMJxDT*a4NFS5v}wJzMPF0*%&%EC7-l#RooCG@q$slMPBLldG_Y_GoBr+ z6=%r7G3!BUo8%Z?yU^#%j9DoH5S+OmEa>qwejYsSs5=yDJUOFy?Lo2%5AI!YA!zaNmfi$pNOoH77X<&Ex&-`1q;DNv?tI&?>k@HD0 zrTYBUsHmOHsQ+T(R5Zp&j5f-ru#)k3 zc{P2l%r&9R)qdM=W8Shd_--q6om@rh_wTRqN#!~?#+uI_f9=?!pqRE!5lDZ4?{iOD zu5NYb!eImDlLTf-3QD(&j(H)GTz7OmzPy;D^PTPJ^-0Y*m}2k$aj@tz)>(!(TRCB4 zC)#Meu-&as9i#kX5=h$upMsyzz$al1d@7IzJ|SzshqV74zo577sKd{yQsZq~?XE@R zQ(FS#0_mxJ1LME*!x(ft%tgolxB2I%-bRCqj;r9J<2FBS?`;lXG+7^RGXR4l-2PAf zY6$kVgrw3o?WPa67wJFQAkV>Fl!)3Se5?+4u86*PC_LviFqhZRo`$XUG%D`#hua(U zYxb|IOLrZ`KX&}>z}wTXP#(kMbN{|@t5wNk#HE=T5s?(TQ4yIQw;w!kkO zgRk4+NHg34;||ycX86DIZ`n39&rNv-bX4zSCdHgu8W>}g_mK7sjQ`FLW6<$17ajlK z=8v>n!#+PdN&t=^XVL zkuCny4fcEksdD~SRqlS080EQ$Y0D_ zf#FhvHkPEKrE-`wzKGNMyc@olunw~*m$JKvpHAdVI~a)mzx6BSIC zJzNByZEdQ3c$98_lPx^*+Yz5>;b%FgT~;YBjA7SRGqqfgH)bWm)3LcH{^7Yp77d#0 z4_;OX^p8l4NMx08mEP287?U6^zu7H0k#R56CPZ>Y?J$jJC;95ivm`H)WuL?R6v^Az z50?(VG=52XFw8z(Jm2_Erlc-)Wk7&-^+T`P&E-XoeDwsU>n4vkCE{1;o#`^Z5Xf%( z;W;Ky%|~h#6G!b+o^;r(gqwYIyS{b#>M=+Av67FYre}albpU;b^1Nf$AGzNfsTRI` zVnRuqu1);w^(Rt43r%P@L`}7nCjG?U*H_FkC8ZtEs&I&Hh|=G&YEpSy@EiZ7MBr3=XAs#s1i7I|2~ z%Ujk4)mOYXvf>9~z2!vj)vD}h4-zwt8NnCJ!6?V8BtZuKBEUUCIWby72Je1d-&qK zBGKI?FG`=q2~wLu!Hf!^PcrbuT!CCp)MN)>f>h%|>c!jU#~6#ZE#QkK=#T0%bbFQ7%kK$Qc0@fZ${Cr$_TIe^p;E7I>jrbB5NP+EqKoRF&{^Wt=OK|){=K=goM zo*-}?)Dfx->JWuhivh$V2!@fM+|8&0>Uaub2vA8!2Wpr7^@yG~I6zQ{VmN znO=48@{=;*N9WHGjyB0(_j90`^xA)E^-6g9np_UOBy0JlmQN3|)B|F3#ret+!nCo{ z*q$tTgsjYi<|&z38iqYWBcp7W8e}|IV^Tg_&a9h}RE9UQw#cmt4n8I9l-*%Ej0>ob zkysp7ALpF-;3TBURBnv@@z=iAoGBsu^CKUz=U)~_u-@61L`+3c3AEyB9A18N#$$2I zaB(rZNF8AuTopqmIGltWYkoGJop88+M3=a_*@nsSSyYqDv5{cT7@MO#(`|B1D}dnW zq`#RF_s({;^}Ok28^Bb}?^ya8Z#KcP^s8FWo2Sa%UHG7nnp@0AS}g?$#@K0U(PVmZ zLP*CP*a`5#JIPuD!VT3yxIFWzLyrj+o&>_dyLXxo_J?4wyCK7o=!&TDp9$Wj_Br2- zv0*qwf6ct8)dIq?!JbD3_T|%JAUc1+6;>GjRek48YcQCF;r1}R5L5@l!TYOOqq1{a z386*%|CIo`Ikuo9BKQdugpl&2GY!j^PpEkj| z(QSf&|Fj9#{ZE@9AhJzpnXpZ0eq@`_GM~aWq4|+*Ld$#&b;ELD-;ixW%YNxB=Rq~d&lSiO|tjJ+(+3leF)Hw&q*h58yiUmo}e7zWb zzKK1lC=;R?#h=0PQj$q(_mGwb z#w@T6tc`#^GK8Zb3~Bse6b0MR$mK2*>C0V2nk^W8z&13_1U9PL1UjTmg7Fw^Lo;B~ z=5uD2LRtkF_n5VjR*P7-zz z)lp;@(Vc@`M0XT+5#2e(9(F3v1YN#8rs`AmkQ5T4iNW?i#E=k83<~*&7!pEa=I?Y= z(Mc8`Jendx?EG$|t&hFpjSNZuxprr|D8i_YD5phg_QYX7{}&^cMK0wYGXdvW{Gyn4 zHJpB7J6)5=edOs;XruDpRgQS`BE)n~*?NNh`wGMpw?zy5yb;53_E8UxkoR+oo02=e z+LB3Z@oXxwv~6!$=?iP zy3RTL;6+*brbME__26V)L-#Kki4wkkylj>8&wozc8qADoThpo3rH^6tI5-(l>kN)BAj~>71T{cMhJ!OV<^_pvwGib~>x=^E z$Z%L6ET^sL)E1-xIx-yA2g~`V=sbY_j~qRw(}H2)HL3vpA2~L1aXfk``=@BAf+K;= z^d~T6t^X7aRiJeuYeg3gRUiloY)lKT>Gqr}w;qWp)!%bx<#bb*BYa*a8@uXSQ z+!yXCTTMyO9oc2pMp~W9+u~)l2&9>-gHau919QtU(HJPWbZUiQECSom;Lj-krbKsf zrZUPDnTs>!Pi-bRUPB}cWoc>;M3PRe0Tv;OGX8=Wo*XD6m($$$MwyMA>b@SzI1)-% zk5D#|kh}UGW%^8~#X}MAn59OXP=*wP5@4?OL}MUtx;Rtjy~aPpkPuA_3qcb@LNqZf z1WgPHA+hXTa*a*0CEXogjeUcUO9pW7(;iXpi3|Q^Ui?igq((8=Q8|PE{ZYZH1DRju z?trqA&e%|N&VB}2OT){xY;Im$muL)DhVB-Xmn9*8{=DL!jvCZG?%LlhAo^3MJbyz> zo-FIj`QwGL*}uDgPK0<3e1Fo5rCSDHK3{<=_si|iVvyX&*=4T;% z;AscHKSy?dKUoew|9jBXGyCVdu-~sN7tz??o;o|LIIS{+Lp+j;1qI!n?nehEe!o)B zk;hkfUZ~^c-QMJDc8YrUa_JnuG(HiT= z!-wfn59=rY^oz6EPsqqO$}IZC^1F_XvVOL-oW8ZNw(XO)yq`!<%kKHc(@$f|ay*!v zMqui4d0|jl*GC=8S1f^y&nbg~G&L%ezozq5cBC8sO1R__GUh(~^2cW7@Im#)tlvAo zM{G@xdVgi;9_ybt7f1f8E*LuWYggXXJ=y&DYfNq>Y;T-ac5ZfsH8?P4*KO5fv0KE~ zC%$uYEx6}_U;U>Z#quE`ix?&9VQa1KCeioSMdVu#KAy}m`#m^2TcU`MS8-5GuqR~t zG-VzmH&JXnMqiw7$I}v@&%*N3`NGh<800Gsnhx35f^K=@l5?c46A%U8@<^)LC%Och5SHjshpRslHw1$HGbvm6iN`B+YzLfPO6BjH7pWE+ zR%|J}E^BBGdq4PbsnnZ|yDFjXPsY-S%;Bz<;k4Jr_dUAr1i$WKm+*aSx_`Sx;|?t z%$xCg;ZTf5L?cQfKgUa5qjYbGbor0Mb3TnlQRUR5WsR&voM@|o=`x8SCG#H_<-M## zobt|{{VD9Yz+`f~FZvdDa(Z}6wE#ElH&{43@}jw5>nwzA-JIR~vI5s#NAt+KGdz-` zX;4_UMC#;D|Hctzar&rd&hvtv*_De$#WW&j%sNUh&6S_$jI661E#palyzS>duxs)= z)9Y^X%)2W(ErYKrU;O^8nQE_5M_2X=*YkHu)`6~lNcqn2gYB=^4*O#8o>f({h@H2z z9@@{5Y8B2C+igp{L3v~;S17A35_+%h^ZPZ?o|Y#UO0=KTDyNWW{1NZ{tNFmse=J4N zSwy{$@2iW5x-Y&k|u^PnEBWek1HN;9&eXC8Flc`gPOMN7-aOet`=Whk2eE&cT8 zIDaQTL|v@X+V2|pTS}caBs%+DEw2+Ze`8nq$|zb5br9*SefqP;^okdeD6w}Ur~jN> zt?+pN6@Gpa>5!z|ky^`{>brcr7T2OK>R@+TYuJwjiWX7bf2S6p*c|mHk=tT)%r=|& zN}q#sIJ@^=j&68ap)_w5hr`$8GD`aBEAoB~N$(s2e@dUnr&v+#lnY!?dw$MNUhtQu zc=ENm;WcdE zi{YB@wmx39o+G(g*C+X1hk0%GC3^+`RMYP7OI!o>mJVxdn@7xqdgc#mwm#`?3m@U< zM-%SiXk5I&rn60lp3PUb2W)5#YvhP(OVf-Me`*g= zxuu9@*`WP$KtG_uj9~l$t6?tL`B5i^B1MQQgsQwXfP6THitwB>j7rj zl%=}WH48EcdFC4d$2+9&Ug=55C~xb$PuRK=shX=`U>V2w<+}vTNF1{d!ksq*3naSs0STdMoBGXLc_|mvJ*Rg>E3RW)N!hWfMy6x8$L}Vb#&*UW<~;x}L{UQMfTDJ4SMmwS1{C;ByW&BG%3}o6{%=qY<+TA(=p0L+RBjf{>}s zc}S&OK!x}D&RU85`peM7?u|j8>mqx>12I1m`4|UznjY1ewqn-0>4)Ca$9SZ4BZv50 zMJh|^=d5K9)kX2jA>LR_8oUF-dm>fQ>t!XASe7bpdt1Z#F^NTYmp7yM%YNS9+N|fv zeSan5xG+PWURy;YndE_n9xWwl*zwiF47DhYZ3WuFh8XIL?6*iyI4!UJ(EF@f-W5K&Ja_5w4(k@a;ZUXI8(sO|q=Z~shlZLL2O5f~!Q zDNT*56gF8I^_rJ*qZ|Lee9-jjk$tPYPno;tu?T&sxUTI(=}E*V236vUvr`r0udr;D zN#GI0ocKdgfw$iW1+V8kht}~YPOjLBH)GD&2Kt$E2k{dUk9NxVrjopv%HhU6vtyO{ zNFca5DW5FLpOQpkpXKa589fJ$bA4Z#O{4tzM?HBjlr0!%lj5Jxja1dY|KfzZI5KjQ zow9Ou&vj+t6)BEL{L89AVO-Q+yyJWalwVY(WNvt>2MdiWV(a=meT-=9d$_Mh#&bR*!Pv0?S0{I8_wUPGz? zYORGY1%H1#?~B;DTO{E2`2D6$jOFz{aPEN4Qminsc#7@A7?F z?l%o1wzAo-w@_FTQg4NBS&UOqs&)`-nQQsy;&iz^T?l$W;^UUaa)CCHu^~A+qFF2N zD`qn0(D_Cs{oiV2-hVCkvrBk3wTwqa<-tExMFhXn$jP`(zZNPHX?Df$5iJAJM}Goh zDnYKHOlNCJ@1-)gFYd|rhYoXQC>*L2%p^`~EME+n?d?BR>b&%FTI*Kq|`-zRH$=iVS9lGu@QF zrd*>vK1{gRE7R`y_lKnN#2TrLwBMr%Q=Z(8$Knsa&U)~y65E=uanQ_`vP5k-sDvxF zc;*ZcjN+=5XwuFE8u7HYDAC}{P;2O%6MGb}S4M8wUTE^&Q;pS<2y6cjX8ssXOdZwz zYw7n50Iz~7u~@c zKbL5QNow61R#=)`S%ojQG{v|`Z4@7lXEN0ic3AKF0yEXQtR`j4hlWZ)S0zQB=qQM5 z4sKo_()8*J9+TC;*W>ucO7=tO&_tMQa!G8sZyB@Qnc$8Tc6(u5K-=dgquW!ZL-}7&i_G!NucK6WPGP^Fir4PPX zLoO-S&1onEu;(bKVYBJCeBZrnZ~YZ>Emm`@_B@5KSj)L%%s{^QLLA?(_VUT29~rqe zWbq|V#+8j3`6gFg^4dLKXB}6vST-lHuaa1P%p=L;h$}3+t&u1nKKxR8m^fJU-A0Of zEfGTST&8XZ)_o_u6P0q#7}v`81I%-0TO}Hj9I%HDLusb-0`@!#^_3ejEqi4i-8re* zCYk3OGrm?Pt0V7~-bz<<7CVT@gT0*p3Iflo_J9hvTnfw9->VkW)IOt`w}r;#HJAIV zC!?b;@)m`kipaTAYT8=|1T+5q*cQ=PVcYmgLs(jrdTMS;nc64J8n<+rq7dJt%_6#e zuIXvipjf9rKbvrHl?OAEUh~{ND#lrZ`GsqCpNj+HR<+f^w^_6YA%Wm({fZBkn%%1X zR*ru%V%akA%pA3)@)c}d|HNCbKjFMs+|{V(S1M?0eSl?o{aEl-G zJ4f|3%b)j**qUjZIE>F5vE1+LXii+Ihke&-!y6Sux& z23L@-ztOjnTYF)d<^#T1h4YeF4rV%QH5Wr--bZ2N`&ebH=6$hWCuh-n$b9X*OA*F$ zF!v2L3B+pL+@(NKUTKYMdmkym@n(`sWSDUA>|_26xh?FleIGe#Y73H(?%gt?8aLs> ziAjunrAxc@iblK=Jgq0%M2KPE{o_o-+T*?(Bcy_y1+yW zafZ&S8b1-}T*3H(M!qtlOVD7+}}cnwN8P#CLlt*Ta8dL%E+2w0I^eVBrI^2!cyeeZF2hSj}NkvJ~i`a zeoK(HCfsw`f9+CWDkJF6dG}|)qlw%AJhPy4WS&O(4p-*(?_sd|Q0V%KT%<}^tW3^c z^y}U%#7fQ-6P4Ll7N9ggrm)3nxg8*)L@sVd9jElD>o{n^Xdvjkn~CJ}`)%Z`1+FFd ziXZn$nfA{zFd4Bo`KK_vqZ6OZP`c6ij%8TbSz16uzFkU#spXM;A7*|xU!RI4mM7ylisUWoNCX>6IC3rWpj`9536zCu#UD! z`p}80zlZvqkr=Ut-_O4rL>H$%lJKsd zxtMgM_Bh~1fz=u7^%qNJD>d;XZDCa7nHWX*4-NBfX|YK!wBSlT@~14+^5V&nB^D@m zUhoQaDex`1V6s4{~z9;MNV zB&)?2oXO=+5v9c>!;+j#3BIgxI9JQM;%Q#*&E>Ms_?+G7{&qGKZ;6dGD|*33q}N;9 z-8uCI&Qj;|3?a{T>>rhG+^@Btb-Om-u>Zm~6qR*8r)cf0=hb2GKZWs!4}?YpNNubS zh1Jxaw)tSUhooy>e0WU(Au*~*Ao$Z?>WFB(FeetnM$oZ6be_Q8?Y7`rq5f0Mp+}Zy zmz|9f_I4_>;*_do&OvM{^g}ebx_Q>&uO9|QC1aWq&N!6IwSI1#j|(jJ!}^U)W>HfbzEa8$M(+-sRVS4mqk?I zSq$SSVUU(4bnagaIqzVo6pS0&NWa1RNY7uebyWikSM-^31BNASEa~s|bY-GDepJ@S zmHk!K*;#Vwxk|O7WLMs5{v1;gch@?%dAksEQ_hQynM==#>RcBGFV10boGa1rqa@6E ze;n6xfotrw($!S6bFsW@GvwS-AMbZDj%0V35gn3?4-;@xMp4`A`(V0l<~Q6=Gx#!4 zeDmkj-@ZB-3ID4$qb>^enj@25*FLd5GZ0Vb>i5`Z+J1M(^0v{yV_f*zu){kzZW|WQ z;U;E#`Oq~b%;E?8=%&ar?$q5sCu6B$_9++Y8g7Vz-$&Tkb*twVRJzlfL!L-;LySFo zyD%41e3%K3wv|-XurcD+N_aN6_TwSjKy{4CB`-Qr zmBYKnUX2n_*;z90ChyL+uh>anmzFq7l=mXQ_(qsy`qpxhz-C-aL)Pg31>-;*za8{J z_}GS88F=7qSCV)Zh$HZwA!mv@`!?jHRQ9~Xsh^ZUf{#ct24k z(gc(`=Gse%1uLm!w1M71nX94;u)^KdlQpo?f^*Kr7hszXh=*mk8AtR^zu4 zX~RLyH`*}ZkE@<9a4?Xj1^5@zZNNeGGc`h+5oX>sK3%l|cTNK0O6i35;IvLtC0O*0 zYbS$m3)*ey#z7XKCBpRuMcPWzDlchZ8BYkW5>Fug7GSx2wjsgq++%byTmb!i(Crdo zrqSny_bd@tb6eI=B}LeuK40pH#tLxWOo~aDD09$R;+e3&>#yl)deUs)f7dxEe30zS zL4z7gm|aX5v@EP#w?P|KIDI)`w6_a$|7yeFmpo?!7v|X~z6M`_Z3AoT72R6_ar+00 z#0%pz<}bTOd;ZDv7(>z}(iRiGG_NHV8rk#2;RMnm_jz88JAt)+t`#UC^h(_Px&fz2 z5yY7j*aoguosWAzwNCFSSdH%}ACvQ0V#gWA>p34)!AT?}JO#wg2lrm@Ky2MDAia88 ze&2y`8T-_t+5ne^6+R7giQ`FAF~5{Z!-m!iL6?ZvT8yVMIK7*` zAJ@_N>DM)esDbp(zqH|G#EN9@DNf+L5SQ;jng34UnP5(g)2;3O0uE1%%jko%%fy%= z>E~B5w1m%DR%VE~5we1H1lEFRY{Os@)x%IQNYiOf4K^;|QW*?X6_AGbbQSUyxMzTf z8wKrE(LG^4(^sD=G0j8fcC88=BjRR98xp@CDguGfwh zadEC%Kw8a?SWm{+)B-0lxoKdV^Jcg*c1)a2zhG>$aQ$7CNUN+ey*gh?Oz^81k}eTP zxCm>i6Xs>-pev8~Eoszi<|S7Sol$h{Xwe1f)kuf|{?i^s1l#-q zx5}G|dfIC$K&YDj7$xSX&dWur#GD=)w9irZJ&)1kh&ZhV5Zk4v-5MRR@GW?~C$Pdn z8V244*kQqhIpPEoE+8`81sLI!B}LuF>Es!4q;9}C{WB%?)FL+D(_rB&F}CTn>slgx zd-LT7QYy8+#WZ~!&$fZj@^wQa`bW(9=%_GvP70XABqhT3#h+VmZxpL3k*$8&$q zof;90VGw)8;{Mu(1R1cwHsS!nT}7Bm-~|}z@3;b|fV8uvr*?f03C_t{)KyJshVr{t zRVJq|z@!uGS&J5e*|};%vlh0xX=fL4DrOj|?_y|oE2>+B@1FRXPQJn*eU$cQ$4zqC zStAxJ99s%ZW+B?(O?#`OJorsc2sr$;z}HHq*EYq<6PTc1l;;gZxP#YZ^rUIabXFy& zrM;ddVkH1J`Bevl_fC9ErX+*Yb8wO7FVd8fHv4g`!&Ko1m zH3jP{4GeI88T##UBMfbus`&BLU_V07O~2VVO(lBQRK(LtsMk8C0q;Xmmq`5>*Rpkq zG!CDV?v;mIwPd_m%xgW|-z;`;1D8WJaKNbM-UeDp!B?XOLg}mZd_jA`@=TZXx_2fR zcEBgSO2Ac2T*x@7pl#OAglEQAnP5&oy(aW-b%oVatuX8iy+#yK-7P= zv%eQXG#6w@j38dwJ$CDMfTj5)X3CE_MLT)$~xfU~qb4q$jq zSn$-6R8^)yOw76qVVBq8*5XzbY*(j%bOLGFK@0kR1s0lhr#N#~1#a7>pn8@_gMd1E zyq4H#K0^p@1%#b0ZvEVVv_no)-9Lc?Uyg8R99Xmr-K}xw8AJI7#0_S|O;C+bGm6xs zy9Dj!aH;j$B@*@wPtmta_%4cFryn6mHyM zEJ`snUDf=W*9z|GDHv5~+FE{rr9H2~eO6O2+!=$@{0kdS5@B$laByxmeV1PN0vxL3 z`U38Wl)i|V-Bbds3%hO^oHCW!6@{u54%skQU5If$hAt5oVi4s;l?V@txM6r}b!~HQ z*1-1Q7(HHr4d32mw4sObSy)^i*BBYD%2gZUG`|Z)l{lk5*LIfplA>^5Xz0enKX*m= zvdiP7O&a_M=~qtWBka%hmBU9{81JgeBoscu<5YuE^WZhW7<=nB@S9*)^{fo zsp+9f^r^QxrWp&SR#hUcfoQhRdN^V-t5dnN>qt`xPCIq0_grz7cqUkr2rchYY|aIu zy*T3RvN);<<-Cfiuws!(1RiJ*zL#OVXPch=k}7UGRi*LrwYb;b3}5F`6%Ibz5^i!| z>JeZSLZe#)BhC_Xy)xovM{c^|cvNt%b7d^>E{ZtyN7HGtfWvsB4b;;RKKfcB&H)hJ zQ~?nmFTbAV*#`R3BWjff(sFV}54teYY9+u)o@&GNT#vglXNeI$ti$VZ9aVv@gb*aU zM0n>xz%W%J#17h?UF(wtF&jfQa z32<-v7e($iY3U z?4A{AX!ZQ98^e@!_Lucr{-YwMP)L&csbQv-@Vr~_BEc=kz%Xhtz0{ds!9i~9nL z4C~W5P1vyY`+)BZTIrs};h+%iqc61>^CWSo;^1F2VKsD?2j`;=r(Ku&!D6n#F_r=* zxEXuZ@TdtaSZ8b|Rh3#00XORe1gL<;q@rr6H5?V)>e%60pf?Tdv{6k@zt(X)RQBk) zDpYgoK|_}a+ZKp?Qep}c35n9D(+}vvCon>5jp=+`(gs={!{wU+gzK^A3AZ*N%FDcj zu7Pkjd+#a{x7y(5Q~_x*_P{0Zt*SJn5_KjGghvqE2f8t~=`+Y+Y|Dw-jSXKJRnrA!grW6p7a}mh)#t2OdckMJV&=NO>>r=&bx(t)YvrFyi>n!n1*x$_8%!crK z)V03-W+GZ{ec;}hv&-C7azo&DDJJw5LX}AfUh^Ie>)2a_D=bi#4YO-9P7-kQ2_KB3 zK>AXS&o}f^B5cB8>7{@eKj~G)6POG3JqBa$IY2^vJ;8^*@Ozq~rBldJ18Jw%aY^>Z zSmBDj8^DV2+T#xFgI+nt-SO1maO@f3F%qVU@laIo-T|}C8x`*JhyHqjuSunL_!+nX zX$w)Tr$U<`9O+yeM^gZ-RrGs^Fn69yg$uC4PCqWvr4{}NXfAFRwX9Hiwwqd#tOW~`*Yr7{{)^1_M`ykP2u|!(?Z+m1P4iy zT}C&p#9#)vi@`!N??DV}ie43tc6;ioCAm{ z7q0leRyFOh*swSc8i?1@vA@1B&L~S&KN~1Vu$I39;ix|w4;9i`g{1QpD4&5CaC>p~ zv9CaCV5Yt1b7Q1lge_InK-_VOso#OLs<+yRklF2M_?mW*n?uSDQIT#CRU@wS)p08Eyi1+ps4W#)Ln~^IJK85Dek%5wc-QH_->?Oqv z%&A{sg1^Y98n?$fZPQyb-aNtrKJEVI6GHIxSHY41L+Tdv{s)6XL2(x-)M09Cf#8hyYe10wb?E_o{;?BL-_{Z>`jbG6phQ$tY4X>+O*5Fz|kl|6seG=q3v z>Ig|AXQTJxw6V~bywx!w6i13l18MBh*S1|56JnOtpxUsffV0Fi!JHdlXkLs9KF{8w zeBxqr&X2r9(*mL$K6(ExibkAwZRPhrKjrM|2qi7`VVnIa(a6EoZM(W~Q%SS=w}MgC z*JPcg9+bEj#Xc5dX#PdOnpc6)$iUz0YUtyVH6+*A;Q|csm@;1VkY&4S|_4a5Z3#`Qhn2H*_PceVj8mSDD|6JTRxH4dJY zd${*bYC-$*0tHBKj#eV&_Ecc`Kz+$z#LZL0<=nsoPnQhD&7z)@9uGLk>+>UPGbT7= zOGaP9(QJS2eF%-B*44SdpvN0OkgL~nXsqg*W5N;J(O?b>```{V!;CeXP4ie_*TpE>Gqk`V0*`wlBcl@8^5OHvR-62qdmN z-Wcg?f`GOf2xT;3BwZNObou(Iro$Aj%x(TzBFxrX9@nbCaulAq6|m4pAK_MSRjF{4 zl#&KES_D)D+>E17YgGk=6-G%IP&Q+vWn{G8)AR>9;t5Q9?59G@qN0I$F0;;uvl$V@ ze4Zblz#68t^pz3Ol@R?_0qL#7cfgeq_eWA18rb8254|fR+>OPqI{*S@M0hf|Fv3Gx zo5uo2mx4e9*~v(tbz~TNoFS@spQj{t9rxUD0?!0<(&#fZ)wkjGFlo#S?vG?=@_A;9 z6*K?NOCj23!<)&gc=+OzIR%Scyy&Ai*n82YuBh^6#NGVt1a$ak$dU}J=>fNb3P`J& z7SeMC(pw~K)%E_h2?5m7&_KkeZSQ_}0O{>V zgqcvl0-s_nUaJb5vT0az0^zzB7e;T46>T)SaGbIKYP&MxVgrK2DPV^y({N`Tu-4B( z^?sT(U>F*8Lcs0Kp{WwCy1_C1rH*jp6kF26f_7eU-krPDanBtm@Jz5L6{u|SaV8a* zS_ho0t?aV0fc}k7ofLzcfiijEj?wa63~05m)Oo&Do5I6WUwXK-zzH zTztI&D}u*H{nVz5G#G&1stQZuTJ=+l@c9kjz$&35WN~j1s-s z1ThTz&i+w_XemPTF+7CI?>vp*C1D?Q#jkhYe%=Xk41q+Llwu-Frb$r^4QufRFaji}lXVea0FQR4KQ+3qDK5T>Dl87q;R zZjA@wG;>tIlCc=NzIoaN2HXnMzz(G*-Jcq*=UT9;I#81uZ$Ml~rgHUI!O3BVbM8wU zVFn4qGWEC<>_uP=s7eg^!M@^J6`maw@Jx^y_&sq1xaUpZ&cGQFifTnfKF-b@w8DmI z!7c{1eTGa8h*m}WA%XGl71v~0uE6?K_;J%!fjee|*;FNBiix9N8%GQ3 zoZi4am(UJ47M(D!qBesH_IKe`xuf!NuCqf>z(@nP!mHq=j&Vi`dUXH6ZnMG6@Wz-7YV=aTkJV*<`Da|wJt zp!4lwp2D}9X%#XMPdg|W0uy7e{uNgDa-uvLqWFmma9~0o{u>{yCJU0z)MQge_G}uLqUkT=6vp!24}As@mYFs*Wooetg0UC?h?Rt+OY14s=UxIJ>KN+}6u z0UB7a3VY5rY(`wMMuZ3j>=05~y)q7({9*X0fH=U%9{j>MqmLmZ)Coj{Jh&gaF{T8M zSyi_Yo|orkgd3v_=o5G*m?M22kd1H8qvlA50nj7aWkd0xm%NKR%BiHRUQ@(j z527Qf5~;Uf>|IMlEZm%nF0s&Or)Gny%u68#RT(kYalYBz>JB%uO+RNiA)sZ&yN+`! z_xk1{Y-LhFoJhk6fgWWY}Ie(|m^y(or4`+#_yvUJ8VZp8-29RbsBVTh(=m8JC^nS;hTrq(v|;GHM_K zrQ@9MRu!7|25$K%Ai{5kn65zTK{UNK-3B;DLMX{I0T$L{$^i!zJbgxlg}6}BC$PhC z(f|(lOug2Tw%Kr8Tr?0q@gcO|fVq{7n{lcQmHz)Jx-Y<87{an^D!5t4Y1!q?!H_P( z2cZJOkS>&a9S6eBhNgjIK-TRyAiO>yK&%2L8og!Q8TU{;foFm}MthF5S#!rItz_qz z`ec8N(SnQhuVSdQ$eQ+0{3+pkzto+Z{9@oy*mk#T$Gwe`g=2Wr_D;F#yF@Q7wN zZcI0<)b)x2PU~$rA2Hj2P`NbX;Ozcu8<2ot*w6W#$F#LTNV;29;P()6ng-?wAL(~s zjW{wspW2MqJ;Nto+t6@X#A12bzNEn7B_jr-2prk%mG;{JioZw7OjtJ*x8w!_FRo}(iui`U04a0B@gtN%AIJkfq z=&Q%?;YqM5N{WYu?&ostg$VAW5g$$i;kX=k%x=JWsV8S$6;qYCMFk0aul(#5CZ~;9iyTAgHZT6?h_e z>b)uuc;R$I0by4fQ@g!+TI9AgC&Uv7d%Y*0U1l?mI-LV*;DF4`(% zhr5I?_3z6`#7swA&ujo`i3Tr4X2X$A3tt3Q)xZh|Lv>skq1xf*&6h`(XN=t?8J{Kg z3I)-A2S}%_Nt&zdqeQ3xWlDrciSYb4(ktO85muQ6uAdZ;mI?#j|1XWB`ga8Q(N&=Z z{WH&%&JqhkHue7Qr;xY>h%hYii5dtunBkRhwgG-H=eg7gY>=Mf_01;OG{B_b1j1`B zy}5d8e8MgYv5gck;AH)ka56?%q`w(Cfp&O(o?WX19{DHLnJ}k>e^!$Mf*`i%Jt@F; zKmFtLZ^-%QCuf-39cUGtm7YTnJrAB+a3hdr#a$RfcWo8)_jk2%Is;qS_3vdC@b5l} zkNhlEe0DqNk6(ZP&-?f1%y{|Xm;7+1(I9~*rL=$NUrwmxM8jSM;;-vz>}tv%Ipx?YoMsg1&pj@$!n}`9{C};g|eyrhR?I@$!nJ`HJJ$R~+xJ zIOK!g^^GJpWQZc@zvmoNCCoS`-Aq$VI^r{N?HW z#@1*GLWGbLhWkfwg?wS_<#W1mwt4Q^9$g&5H9>{9i%ZXl^J3lso5yUhBeE+`Gwr-E zreJaUiMqXKL>I&1|5KTW=tgd(f5@?rT@>&rC-{k@nm;yXBvG z;Nn_tswy}9V)t?8#$BxkTELMV7Y;g{Vx0MDrH1>!Dt|@@DO!7-`4J?bQIpR6v{S_r zSLLU@d46J1`DyD7=ld#uYaefrXa4?xLf4=6_zi0F`8zI^(tM-J8PLgl(D?`ADyf$e zr%#-!-U`CgweWiWoF8`UHAj^{Ar@`k^*NV%+;uQb!`_;gIA?~v{`>YD_+{Dpqnztg z>@8d4ZP^-sxNQCZ*EE-9D{X$#-~Lzo+yDN5{XhTXzvJ%YAOG|}{`J58)4%@bfB)b9 z<3IiP|M=H`{V)IT{P(~7r@#M)|MIW@9e@0%|N8Io|NqCo|JVQcPyhG7{OkYuFaPa- z`%nMjZ~xHp-~MNx546^wFMHp4)w1`MsF%G);<@boX+?hft|F_TZ@S1#HM+?9{W&vU ze)uInoM~UW$o$>tB42)&F0u;bE>i2Yi+o9XEqiPI`Lg$&_uFOfcNt%g??=ntcRqL7 zTkgx=3LBuolTw*+aynegaL$ooYrhK0I{h_Vb*lS2J=_O(<@opC?B5s5@7MBv=Z1b) zKb`90{%xuB?-4)S>ec=3ynn3}_-q(**p%nZ}V{{l4C(T1)Z! zTrJ;M9(pbK@9r8U!%GP_Q)hfVS(SJ%{`KU3nAjjyRrORY&c8kheMM&Cgq45b7;)_U zD>uyb9)!&}e@|Eo(*lNn|MT;^JW_dLA!WFnWS%p_dKhJ|Ug5PJXUE?yUnx5~TjA`p z2Ict!q2*wBv5TpQw)%lla)!Ipv|;P_{!rPpZ#s)ZU{tK$zZNGjEOZAhVV^jva4m?_ zcd1AC1jN#Wa6?7AmOCRoPech(EeP<%L&fS65nU?Qbgc@`U~q#)0TH_cZdh(rflo=e zVNpOt??~nP65>NI8#d%85L+d@hZ`fJDo-l`1q=wiFs_dq-lnKEK?CV=rk2h&ZeT_b zw8yAwMq~!s8gF2OcP#CZvkO71bV6?xo^dr5POj$A zu^UHy8wcR}&BGhP6n8Fl#3hoBOLAvb5Y(r%mURLGwnSr~(2isv0MWIMJYgu{nIK!? zFOvyvB+~acR4|#888Tk7Ge?Ebt(afMR0MUANdx|NN>MOGO~v8H1r`vl_cLjH#Ua=@ z0vsK{J>UYOQO?(L0Ab8RW9Q022u+cUL@%pYnC<|4;j@W0^uxkf^Yr_n0d;;Wz0ap&M zA-1Q0N<~CXm8L=TxW4%`tqgM1C8p^wNw-?=7hfv>nj#M1nPAQxxXRwXzmYQM4!C8` zl3gYTgn7k~Kvws%pVSk8i5lu!$K4W6KXTtt%s~ToLp~J?wyhO*t4BWUafR;<1&j?hRqu@RR%z}UNS~65xNtXMZlxiZ^x610 zBMJXCNyxQ={Dk0Rjfz` zOe7UBKnMue$GwO82|N?bIUtrg!uNMo%C-XJ>`V?5JA`#Vf2W4g|8#zurAx;9;@^4B zfGe)o@91RZwe+V?-$+=$95{r-qcu!Efcqj}CeNXb)}bQ{8wt@Umah{o!C0k&5vG(U-&XN;rWP(@^gkNZa`tX8iJ0BP|Bt zJ4*v`OX_KNMq1ZB)#w>C^cz+$s>Fm#lm#0ayDBrBX)OA2Bfw&4s`tJY479At#tViA z)cWpgCnL5|&1if|m3AZd#_u`f1fB`zWP;5?{r(=#oJ>AG)i}FMCQzxcg*|@nGv4Sc zKTjHnSQg&28UFtTHV}O*DcFefVE=&iJ=f5(AY$r2aB#f=Z*Dif0Iy=X89>|xn|=Jk znBajrWDSH_F+z9W7;{J5OM|fh+U|_B1uwWncs^>l$#{}gm4?d&-&6&$%HSSF0S9iA z*6ZU&M8x{MpPD4JKD`g1@2#5#FV&#=$Wo zt;{699y+CCB%2SvY#Zi@* z;J1L@&8?1!7Qi*X$EyHo8w8_@TU8)M^se9Ro@CAv&jfS!f#3A!`x{1>eMU@kGG5u4 ze8BAvD#gG5TEAz+#~3OZgYB<8~|6 z7fGo#35-S#P3u{~I&BW-9_R}!FbqLFU^K390s8&ij@f(xA!MIt7c2?5I{z3o!AiH( zZ>o|j%)uTF%sAV4o@-TTy9r-e8i=urtL-;N2xExerGO0*=yQG8v>t)Ewb8~wsQEFs z8F9b+Nku<3IC`0}WX=+C!}-BM(xobh8%2Ll8VK2AY6cfz>G*5WK-~8qs;BKXz&{Gy zajP~|+>dyoE|He8X{vCSsJUpXzM zVh{K6mEdOtXQXFU@Y%x0P?s1H<)XY^0QLX=WC2o!4m)`TOf;e9=Q{NEOmqUzgg>lF zs!}Z|-?yKwgvinXF>yINlQ%fj%XRr2~0dXV|B}bKr%Q16#aj8l~FyQCWK!nhG`U%`sDH+;U z(Lh*~;j-zCvBK-yt45O0Xh(wpld8lP5qh{@tI}tPwx)r-Ob0yIs(d2rWmT0(+krTT z%~2xFTd2&nLtv{3zpc7NTDmnDw8S^gJm3Qe4|Z zpT0p;em`)qEhxF~gg;=sSzk+fh4WQxAKfBeA!i@aWo~jCN>W=WP zBaaT8EFeO{%uS``Ewo2DEmu)(xq+}kj}!1FV60AU$|c+$70Mnm&S z?{Oy6TdO#IPzf{%mFdp!q{7E1hx+gn}t87eG&Q+euQh*P71m0;y5FCZ@Dq}Q4SH&~3SG=$p0 zit;QG=UTHfU8(}NAyZpEfru1}%QP1tHeodJ76nApGn{YnxIKYzLXq?N%J*KX)5b4$1Bh=_jrXTAXpslk#0rR$u+qj2 zh@fPt8&$=YiYEFiBaYEaHU;X- zu&-L#WtBstI`&sF(@S)b9T2U70#+pljP{gpWqQD5RSTP+sYEbL=7b8dAsGn`P9Svs z5Po6IL(kpLSnFQn<5Ew{77!k!>$PQYNANlQIe{}ybWLwyYhzcnLS4;61L+G%Gi$yw z!nJtDymkU%cQkD_?WY;&iS_gtZ5(mlQ@b(3bg954#|cDq;T~|jV>3pm3Nd!|o?^n4 zoS+*Yam*O#H9)F5aWYKz>k4nacr#aM8DV#6CedqyvX(ITDm85}~yyo%Ug|X8o zYMP0iz=6OX0MkR? z*w><=_IasP0m~db=j({?DW$-7wF1_8>`<;%#Wl^*it4~HgPab9REc;dbN7BJ5$`Em zPYs6(%N#~oSS;>i+h}(z%#*~00xZuTsgJpUSZk4vdch!FtN4$I}dbN zgq3&kwQ>BC&sG7xZi>Re^?O1Tn;VeU;ZL74&ew{B1QRvv>CO^!h%|-gqr^QvFk(|T zssd*`h6%~Eds0#gT-0N6| zItn5oDj+R*XnAveD$~B~(;JVfB>0wo0r!p|6Qb8^RZ98z!c{;TPN9}`1yWB%Xe|xI z-H-6x89M@URsDi!496Li@zQws$)*WxC?GC)#A$M4GbY4aoQ9VtkbZ>O$`zOqmoMpV z{TjnZiD!Z}xDjHZeYv;!CFnM!1BB47JLjkPw2R+G6a<7%pG$OB4yNB1C?lo@n)JRs zPtH2~>pVHjc`~PdYMB3MPe$;C7fGV;<6zi;m*+GTY#_8YeMv4bntyO?tZ}sasJV_i z5WXegDNult0E78#l!#RsZFa9E!umZl3rKwvK^1SnGD8k#T@|{ws)%! zD(K1BlV~7)8Y%o-5Mwc148U{Eag3lWTEW`!Jvm4lHc^>y%LE{3EsTHu!P=?{k zhy#HBekh#K&{=y^2{?g4q(?;+AKYTd*T)}m&ktu23J5FR($nn)z*p)(uu4@GSVCaw zrb@(p0~)p0s?ZiJBVLaJ7A#ZB^>NW86B^>oDPT=Aw%r{F7d*9VAbjFOg19xF77PhS zawjmsc_=QET^Mn*g2tX^L}!Mx)GIL4SjZ3}CNa#Jl3*1>0u1Z3(REQX-=VV=7*a((fb#*Zvgt;_0 z5pb6EynBxmPXKOzt7q0M9>N$AmXtk{P`IIdpPlsq1hjf zqCQ0$8F;kq=&BL7KEJv7G#B$#XMZi`s{{q*)K3Kwdo|M@J-kTZkgqcgXAe+m1h#%3 z5k9uNDvmx1@p;fxOoGmMCw6<7MRx( zv7CYypnwShbHa0N19cmC=hnas1Dtke#O?qA#Z(*Up(Na;R0+7)i%2Ajs@IHoXxBQ@ zh>oKfbsQPXk82$xLf<{F#xoFCv%?%-7hs$RZ%MTQ2X7^%qD#d0KB>ngZNQbu2M$6M zkiN|WF|lq{fo#!(?kkZ#+qCZ+y2M7E91%-zCH6cm$TYCi3IYn@r40#P6Tw$cAZ;tC z?c;ob!iew`G^aETOnF{(yE4M;5susyFjF5x#PS=XOhgKJB12%$f7ek+`&IgP%3zY;@A_eQXx`{q#!{E0wM0_O=9D=66FzX6LY!}Go z3P{Z_Fu%J25t6aAtbqyc4O2OQVNWW!+hA1{XT$NEs?ri6%^CLu!eY3;9@+$kJ-0NP z9cV+=PSVhZB^r~<|?V*ox^AU-ysJQ_&bozHA`0n%V- zFilfHT*zzbe2-yITC`AyF}MPjk3YsMm??t_W@4Jb3g2|N?bDS{^7JL- z7lI}OnBmChRpQA=PZGy;8VL7R^GkUF_Ka18!AN7HO<~{y95d>d@l+Ap5z%!oz&Q8F zmK-x+m;+_VwFQ*$&M(hbZ6YQZp zpgVkTyFf#^AYM(E?4LakKHGVoN6GIzhAT}U*pD6gM@Q(IuJXgN$(WnOGl5o|v>G3( zB&sXU%A!V8TJ$1*i$cI?D`DPNh*}5E+BKrnJdaPniD(U%eD(8yFJqiIXv9E7aEoK$ zf`P#iVJilU)Dscu>-(hl!`&mU&bYh^flEkJF*p$gp`T+m5Y+P8nntvQ8)f>N@b%gDg}db?w(KC2m=1y{7@e`VC3wdIv|!3&4#oGm15vSn6JN$KRN^*8Z9TRIhkWriD!Z=Pu|l{$Qhniz3FF}V{`V;1ULSmtx*qnRs8#^ z6uk}zNGgA8xWN-te)<%`>`whoA7a?P1yvA~`!dJWiNM)BF2O1U4bcZ@i3&jzUI$wc@T0CbG*|bmfw|%yce^r{0%1iz6dFRfa&&(xb-I#%bmMW}4-dsE0X7LR zt58%Ocf+5vahqx&IA76qgaHJcNZx?7fB65{dzW3yQe{oEzu)5YJfupA`(?jMD%+8g z_o}s}RK9!J$C$vFX0SX?zue^!YXQG;8DJP-7lP5+;Updq@nLVn8E`mEFjE7J!-}I_ zYeYuE_R;_eO5DP$sflfL&FBEb!aIinRyq5nS08kZO&CZyOhR;v%h)qj2KLw)i!ohQ zM3oA~>C31@K5ILCz{nGgzkfhRvtu@5fb+S zfZEP1zSx2seu+}P$p|0+oa)Bvmlfg>EhcWQ{wRmz)(t^FVs^HmD85#|90uB}#=ZJw zb$dR{r74L3=x^Z4kjWzwzoiH#M9u9+G0SlihXsZrx8-Q4*o@{Hmky>XUc?AtdaJ5R zUCp}#u(oGbU52aikP@l|wmuBTZZ$qpm0dD@z_&CHPKF}ldK3BjN-^NMrFsj*>&ZA) zo%oQ{9;SM+>p)h|(3ZdUp`qB> z4xMkZmtiV*sWB3Ug$HsC6h?%Fx~_2pc_=E`))-|0<(}>}qLALI?IU(mUBuN}A7vF4 ztQssZ;tL^NM>UQo(QLWI=3ttl&N#9*4D>?re_(9{5F;GhEWTM(NwVvnGB_;}18HU~ z79?9KvCntSTyeGqj1hO|%>rewDHwfhARezb--vhsfYa!v$mAFy5Nt-nmZI9KP%j{Q zWm}Pk)r~d$bVouRp_7|J&VseBr#xA zyvYo=4C{0ziya5`8pgBT5R5kr{p>A<$>EI$6^-*4dCCX5)hAn%@Pc{*@&wm}L!=7vUF2tMaEAr#N#wT*k20n)<^7BdwjKMv#~4#?$WhJ6dhe@7Kpd5RCSFT*ko>?W@3OXrr|dG z0wnllK(S8)<8Z&y-&3l|oY+i>8!MTvW=d@qqABW(BX1$-hwz6#oz+kY;{^37zIY1( zpt*}%WE?ko`{pO0uV`SM71=ecY!)GMeGV3fvUbPI_N6`)F&yy*7I0t!597g7%#pB9-ey#M_XlUI zsyuhR#z{9`4gnkjEkzN>lN?JdMWQG58m<%>E9^%N#o^j7+Hpdj$2YmD3ZH*Nk@8hl zo~9FnTi^(;*iS|rU6=FqlZ8YOtX6DO@Q958ouOEVO3?L_A(&*001Xh+GTb%Znj*s` zVso}l=^{M3*CbgK(SYT7{6bM=8rgWWT~i_rIXOpO*A!y$2&ZL%t)m!t>wFBtUbAzi z4{`9aZn;UsfDv7cTT>QC(?FeZW_2C^D%Y$1DMn%XFlNtFe6czibu_LPnGxb*iFh(Y zxD++8p$W}d{0sJyhPaCJ(cn;jC!E`@KJ4W)m-hz9_KQE9TaBUQoQ^=029P8!HKr^d zC>)xa(2^L-<6L7V;sdga24WP0TcTTyavoq?w7`~dm*THA%1)ZbW~zZ*ekrZoYQ*9d zCxr$WctIGl$+^Z5h~~#dg#qFSCiZKMvW$9V==r^D~dYfxS-_}AwuyV@0q9U@+m$a ztXf96&pUkzEyJH(vFYQsqT2M9@xW&2d!BCFfe>rHr8lL8z&ssRtPyhPBx0#W5Y00k zI)N|!hI1c-7@CJZS_JC2SjQLyS5{-{YecH0=Hd?sl-GQ+2&|cFJ2Y3gJXb-M6rNw| zse?kN=lAGN1YsIF+(skhgJYL&GRCD#4z}{)kOh+_gAmE2;E>oLLc!yKtvqm(HQw4Z zBBB7C?JOboV;N76GvoI&pZD6B^MAxQs!vqlQ-Qg3(q1|Z(Y&@FpShzguAjMWk(s`p zxmEgl&YtPN&gqwD?zrEeRl!Nf(;xlNt`B%;-otPSO zEJ-`#_snSc!_Kd+$ayNQX5dRtHkD?9e!Q6UD-b`zm>3!$<{#z#K^2gjguw%JA5e?# zoOU$DQt^qBt`w1|iG^W+n9UHY>;`Po^YMVLn_V|)xa)1_xL5K+ zG*%RG+#@HYD@BnOazYE)0LMK?DOX@5C~Bw{h##O*+7(!^TXl9y5JIzHyRd=ylS&I% zMKtcODYJkz|DRM?Admnho*E~Civ^pLcXlU+ollU+x2j53NIx@ zNjU&}Q5){Z87@iD7R=UBkYQ-_K!QtN+W3Vd_e-~)L8X(ST-W@Q&5^xQB01{hScEuYI z`vGC#8@MtWR~_C`#PXq(aHUvAETUv7Vr(JOnWb1oAi^5-Mv+ska|fU#%c=7Y6vl_H zl?7tTDIY@t!{$aJn)pMF7$l6abe9?f)=~uG(VZvM71}YDqKq@b(3Ro{VBGC@K;Lk@ zm)(FBw+F>`ew;~og1rHooHda$O&?@KL#NwP?6`G~?M5*=hhDdxox)M%Z@$h>WH$M} z)ifn?AeLojDavUd8}lp0$y5wbXB@c=2fjvtnjg7McW%fvv-n~gJjF7wiwto<_XaPr zQo_^n!mZU^9}9d^4(Yjv0LR%R(C=9G_DiufLgE?SD1KA|~fGit}G z*j6Q{Caz6YRaJX$^f~C7LwOC_9UBMJ+u+!Qdu^JVsOl+bR9?8vGCJl`@qd* z;brg!#IBx@6b2Y@+mY`zqJV`Nj{!z5@PoSpJJ$?{8WZx>eXbDgq{v?jL|eY4dmoD& zo)xMSCE4@MxU;Pkch@2s}?Z1v+5LZhDrQ zHw7UVJFcM?bTv?K=`MMoD_h|Hsd`WnZtPCn$MTG- zm&CFHra4n5i)k9e&e3E~6-F~^0wD`vTvcRlbsOx6cqNorts!ukJStCaFl7)hP7BppU_l5}sXA*T8`wjI-}L+a+*=`T(EEal!Nm(e`2sVir1-c3PnfAK zeKa4MMnk}oRY^=Kvh|Yp{XA5;Djk6rcU8m%Uq|8315b5g?0|7`52C4vlucU!ZUARt z=KDTWD?!YWvx+$}2yE6)Wpt=FV6F;vhuJaJc?p9B$T8HPKETA^ne8X3N~h?^6G34+}7pSiU)LPWqu8#0`N zICwsUU2r?o9{cg)7ESvHO?^5BbJ5de9nxD-CgVy~IsS#iHJ`5~;Big?I92{F5iS^LCci7#{m zYnbudJM!THoHHe{mPXevY$K6QV(q@n!EApDq8WWfbI9j5B>yj_hX^aWSbo*>VLgt^ zwWAh>khIjrQrUITfOK>oNO!x1cm`eU4M#V^4ssnpdz-i9BO2K9n2vEWY?5FpMP_g5 z;@b87SC3KUNB++Sm+^Bp1+&aF9qAUISIGJVXtXzdOZgj(Z?=J?W=E1RM~}+AFyhJw zqU;pcoXAg&z^cEraS6*@fpXi1vLRl*UnlRwY=))OR!^{ph-@-&mf&`qDFPVJuK?cK z7_YB=urWmc-7ycNN)XT$gvTcj$qn8SssUNf2y`Rx?;|r|Y=iss?G^gzdvR{jDvkv~fUY9bhYdn1WbekCAYiax5~=f~9a8ruWi#QSLU z0_qO4wf@3s<2cIUEET8cBU)BpY@(-qII31)Vk_S7%pJfCfYEcTp|9V>oD{IK1e^=k ztC$4ZI}tpnEWjiWXx?F}FJF1KG{u9)sqxcU*beFof5s&Oyx)WY0c0xf>EQX4OJ^7$ z@Y4G&2sq`q+s+{}B{|2bdy*oq~^qco+nz?8oCr2t8o__DRLDv+bM#l$qN_l9NcZ#`bx?bOHzmQFwZ<& zc>KI)Yc<%biP&Y&JWw(YM^~t!jQdS}&M(*IYT@S84wWTs_@RCZ zwi7YPPlV<+CXl!qkY>LjvzvDF@8pTFpIc5Og;-|tOau;R@ADz*HYP59nJ(C?Au>nUW|;cCI0#CbMNEM zk3Y?pyqcnI1Lft0_ucQxxfntB`-d(Z4aT|1-5+-Umi#=Psz2w4{r@hRSIRFP6tgfC!4vkbnq8mT82kB{IZl!d z=g1#kIURlqG8P8UHhs#8_`d&*L&+oJcj)xqE$cp>hV!e2%6fVTKRZBM+M}%6%4yjY zaQNZ9E5GHZ4)O^0E%nM&)zIDvRy&tA2)E$Ac`x0zdiJHedmSrZ-(4>c017#hcP>rt z-|j^m*zOiQ25V?`L#BOa_27pr-CvnYdpk?@_JABa3lLArFm`V81s^+uHcx)`1Y?2X zD6V;bv$_ZZ>Njkv4pC|>;$UUazRZK^&fWmJhl%#inG^{z9ukq*wbjvy+9f5%QC-Y* zkdmFQ@<8AMs|d-sY7@OZb$DfP&5H*Nlv8T76cxk?lzu@fE8hC-xD*ZU%&olzRv|6y zZPP$n@=VWC=RUGK(Sq_Fsd0xb_bLj+$%aFu3AE#m5WD4c8rV~GCMH7A`^R-#Q)W)d zK-&%Ud#LSb(n$EWR29ds^PNKN zPpzq<>G*LKLI8WKzmjd6PYp;3TgZeB(eK07O{%}B;Ew@~Pvk&`hANRL{@V(-ng+~f z&RnDr?AEZ^lFY~7wH6HqpLvQZdChZ?A~+H%^pbG{w1-AU1zpXwlKbn8)W1&KjR0C^fBxp3AYJP&zOBDMXkSVcv!7{K{Z}Vo5d%2 zPqr`P55;f>?@_Z8?aV*>j&~aMI1xAh)=VvC2;98`t^PndO9&D@eH^1oYjNxp!-0to z_BvRnBjYNAy5`Ze!c9w&(F*dlW~pOKw+k)5%a?oDJ#1mjfQx#NelTV`n{LcLOKBzv z)(=(H$qZ*4#K49$XDCK*1kR#GLeU23K_e&)%=-L!tcS|IS$yVh}u2zX`-fSG% z(0cZ5tX5)x>v$tFqa$MQzaebs%ivm+1dN79xhHa}i<8}r_OLXqcqLn?_x_WrX(V}% zDfA6xub^(5C&jOUAd=RJx4LL;YmGYt2{U6mW?hU(WW`9N?)WGcBYeX_u`ToD`#_S| z^fCZ~TO%{?x}>j!*8@8CwKY4r0|HC$(ZbB#yKDq_J88!AHjD3n!?px5*r3H#{e$40KjOIVV6o~7ZhW!tOQW7h1-w5~4(+7lEd zz34BKafx0_+i1fSY@|*y9awqTg}OTM>qJWlI1Dg+FOJ$1;N$U;V$2RJE5e6TaZI^G zr@TvhYt8S)Kxddyu^?Q%-YkzqyRQFvC+iW49HOK{nDnFLEcMnprmtD{B_e^(ZfyKF zL#p-3?HqQV(V8BfZVeqlJR&b?*$EpR>Ys}gnWaRO``IUu1omgruk~1gR;ZXQ#)lpllL2;5-kKrA< z-fKPh%zt>nX65BS;1Pd}q`fJSnh9fFvG3y3g&7A>wW6Lo%9qF#TtQbnn~Z6 zYq0eQs${M32YrbP$QBqN;S`&DrBpe?9Xa(t*wcr$b#j-q1U`GmL{NVSS8wHO%f; zk$hR<)giq;QMk<q}xME4i1eLXYYtWBqK)F6AS_!y)KhHkNjyNy>=9kG1wP#IEbg@dp81W?x2y zfY*|nSbG(_<|p=-B`8Ww(<-tDi9&R-=}t&UBZPva5Zq1meX^1Ic_Mz)D4^EpbGw?I zLMB>I&(|#R{9D)@j!6qAKk@P(_X1`c)Y;;lOZR4Qn@G;EyuC07^xAOjJq{7q*O<-U zqsPGKkp921RRe$X2{eGy(b&l44y_m~0UTB*RQqeXgFOr3?Ni%7^{;yE*%jRVb=Hq6oB&tJj1(Q;A-A3}V2?jTE2=aBb_-fe1 zsvCi%AomHln8rgTT_(x0B$n?;mEBBF7YiIM)Fjp&IGAo6fHkNd_1M_w3l;b5ZkP{wzan){pO`HItsx|dUWks&O9{a zu?$iCr%fw5a?3n-ii-uf5|S`+E5HnN(-kO zj>2I#%q2=oE#snUv_>gC%A>T8vrJ!Z#b%#%6=+J5glhS}HaR6<9wAyId9D24u#b<% zX70X@!>l_=EKTTG2HN-e2wnR~Jl!oIDVNMLlgm9lw&$Fduoxjr$Mws-?b=w6Xcazc zi!H)c^^KS5$U4?cqeDC;(!M%UqKN3_icWxbn?t*4dLR}0RuDfmW`|s}cOi%b>B^_j^sTqa7-xgzJlTZ4u@8&ynaG&GLTk%mHVeAH1I7Imf_kMoP!Te1u zNOR>M^3SN&t?n7wP_}KNj+Z0nwE+fbGyiGAar*XbDbkGN#pz>%oW`Z&=bn82X&VEF zrh1dcK*TuiFi=z+MOu}`|DunfIxM5JV4B^+c_)l7PORGEpcrd8_4O%9!$Xi`FNn4; z?F_c09s^H;ZC)zcPKePT4F%pr!jafeB|{+4s71hje?H_yhrXJRbZ8o1A}dz5KpK<%o5z z%WhjGZd|-{t|*v^i)@FEJECkHyRjusj$9o!$KV0K`ssvKdkb;yO?j^z8f3EAF<=7LoN&KixQLoD{Q7u^j`F+d5eo22kG^P z_ASYu@wbRJub_XZ#ccR2`*dSL1s1ly=hfSDjO>W)Yu*;9*g}01M$l^!o z4b6ehKFG;o5Jck2@BFkJmjPPqFm#UV57V1VKCPI3Y2YjCL}ean!1q0E{L+F|f!6Vv zWA!V)?97NW_#wwb?>UoRq`l0fk32HHGr+ovN5ck!QC9WN3=o5m?fH>r9eO_QESiZjUlY zK5b|rg7bGRLc%^*8QTcUGjGz#hWa@Y*t6(jt|g-nT4-=IJz3?@L;QhLx&d$!jiX;q zv1;NBeW;-UVtr9dfXaU8RK!e=IQE)qmF$VTCMawQ&C1UHiB&;8nyg!3<|-{9HW}4U zmf&(^>&^^ZOpu<7q-6m#hIiNrGoq1^y3d)5U(q%`iO9*g%U4Rs5{z#^DXYSrtN*Vo zqUG8aGF%Q|*w_;&r2e$Tp&E$A!ApKU6&_0`T|3^yw>dF|?vWL7!BiPSJrd>S*`gW^ zlvxB^41c4p8LWQI_aJJWKydY>RH7qd4|PWQVexFZ^~X*30gjA{Y&zCHxWRfuu*BHPifs zDHCitHG{$5f#oDiHw}yu`B<$yd&j>gL(<1XGx2*s`C5oSxTSWAb2nfkeg+ONTL(~$ zz@$z3zgAa@fOws}f{+li3!ryM zk66N;mFTytJ%MD^Yl4%mRa^1a>Q+Q_4;#uVf#IKm)6Mw>X_6_iFARyEEi|%4i@FCD zk4~qs*xCPQ0EtSXo{K|x!K1Goz`LZB2p2nG{|^~BeogFbE_E=;x{)F5ZKdH+MExvG zv^mN?2pTG_Xnm?nzL?X}&HK;#p}l6I&$$_-Z6ms(+xnKlvnyG#TOY#`xR{8A6E>Z- z(j>Lr)KQOx5{{48DJy|Pf~kx&to+x#yIdo)^N;puuu{zwhNN}#qJtbw$^NOSy_^&_ zM+V{|WpBJJ499a_Ga-wp|Ky-+IAmOuc?*Y}x^$264A`vsA(QV{tJnMV=`aq{WF5YS zTGXCeqB0ss(9Z7RqBwW|!EclvgU6Mto*^f(Ml=ys&UBpxrGeCprz8Y1KwU6>m$(Tl z#=4#74>7%OWH0o;*23}@w%;02f&~*A=VXW=rZxA>%c&1R;Q~HqQrU*ulDDB`I|AXBt@8XwWYEX(Pu?X$|XBLhSkoSaQrjgY8bd9sWdx4T z$8r^VeP#*)B?n~UUMi9D;rdG-!Hs?%ygDF8x^oefeHBOPOa!a_OOL$^Ijn>Al~!zJ zB?}?!O0dCnJy`n{RlMfL)GD#xprYumeaIo;vW%e7Ut_AJt{q%jOl;YiP$CZaokyB^ zN1E}`ib%9-RJ{gUKS_l06s5VSrrc}ETKVg4m64Uj6$?+VV@9c~5&8)x%N&ChWlb$E zKf&u)2r_C_K>qVxKw@vL#GcC)>Vl;wH5et>z0%>19r`bhL}-fRp1;i?tHIi+P3X~$ zMn?qW4IQrr)Qy<9aZKBbE>3SJVia*_$)s=pB3w=LG<|bmIBI;T&TL^@*n6XzPo&RI zU3iAIY&=tS*E6jc0AAa#(V3`68?$T&J`tKBfki#{d|F+6>y`g4=1;Z7E3sjXV9;b- zg2r{@a+#)>+8z6ZwpLg6?hT{5Mx} z?&vlC?fSgpL)(6GO4j(}HUb82Xux&d3SvWCpFxYL=kJOFvjbc2!&5#UX+YL^?U`jn zH1T!e*Lf8&`XZuyt&P9dNF87AVA(VTqEHyW;LvVSN%pWfx*L{Xcj31)&Hrz6nXoKj zU&=2{OIN(2a~dW|+4V(8ukB-b;dpLes#JO}w(Og6pGRn)B1J758|i5>v6bqjOcQcy zu57=x9K^_hKS4y-IV#pN_fYNrh<~(Yr?7^Jv^lvpI{4RF${n6cgu;Hvlf2qk+9J2# ztBu0WCpl%x!HRZI9j4pqR04(Sko4da%)Y?Oo5^kYq_O>I+8U8;h2f(nRUiEm{|SC1;Gv0bW-yq^3;5WpI)g^TZ2lC)sS80lJUU!P}Q$&$P}m@jaID1=fKq(YF?#winO;dBK3CQb4D)ycETRj7Ohk8&D+@`H&gQcj?1S?aX@G18;N?ZMC#$< zxi%@9K)$w}KiPc{6m4>?v8DoiM?!|E6*5E6hn@6GKKg zbMR;zxlwO(v0T<6!hDIoOLf^(zQubs6mCH*?S&BAEE9EY1)uGUoN7w+NBb}kJ}MgX z{hHEK;O}TXE^@H53?uqQKs8GYJP~-)|-T=DFZ#jv}{al zis7*pAbTQT3-7>n_O;ugSyrjdx4Qy%FuK33{YCX4_2hi;%10`8T}HfAaT5j_cIxNaJUr`T*0{*oq3jdA;zs)B#z^XRZhxkSalueX;M4LzR`shq<$F;5A_7Q|HSB|?~(v`~& zPc$O+{si0toyXGniBNTl5UPc6g+NO9Y`9R5YMn$ZK)ql!CE18*6cxjuI0uHka8Wa3 zN;GDCo{^LJBsBtY6+>T=b>u%Tw+*`rhQ1pF>)-+t?sjcH8-RP@%5H4_yI=PD;gHtm zn2%q9C}VU=MF9`PhONsO?8O^R= zuY{d{>eBFAdNA&YN?5t8hA3aJK9&n)MB<5qPW8Vp$F%4_-|2RjyD!C~`Q1Tc6hBcS z_eR6pA*08Ge%V>r6*x3;KN@1})PK-h#ld~`c<*}5Zf{X--yi+&xdCgtM!~5`cp3ri z64p*IKkpliBqXaXtS%19%thlCoV7dHq5<-9HT$Bb&iyRJ@HpadB5RzJB_69FxP#6e z{w9Oqt`iEhF_I{YE46Mw-E97#L4dYD;)e_PE~0?gKLW+^$=2%K&_K?~J3CgdI)f-+VU-RhmBc+0+kPfZR^5lw^3PReD2q}>xr3!|D z_Yx*o<0S7)3qM*e&iKA-FJLpwt$(u7=aL!jK%H@tNA0eYD6)f*dgDiqFbRgRv(u3+ zjR#`*#z+LS?9Lbc0DnGZKxD={t@BNL$n?7C{M;LB<)^A!_mrFPq!Yl>zt8v7e$L(E z56DEFbnS|`^qlC5d_01NF-@E$J?knSC%)_Odrw=y^1RxbL`78%c>5yP${HurS`_Kl zp45OJP7nS|HrmG!%_q8^H;P@QMRDv?O&y9pNVC&sS!S5Hm@Hv)He-Z?fN?%X;k3Se*d^aq4jnK>FJ0)FU8>AEI^2uT7ZzU6=#V<>YoE~_;?p(S1RHRTho2@MK@ z#{5fiZNF+Pm>32{Rs40qV{jZSRL$^AZ&*`S(RX>!`5exo@e|+p&o?+?p(yALaJNq zgTPZ3xO}&ktcGX_T4af#P{Vr>udCIe$+)k&IzD$2h|2n}-}bK#BFyBi;^*C8*8BIa z@o+lE<%1p&r*#`WqK8*4u5CTn!sKVYyIjF8>+I|PaBk2aU=ySajeg)_N~x}h`_dr{ z-8?NU5!NKu?G%4@;@OwW;B{>bJ=H=IK2v(g*qc4UiukO1?F0>Y@s+HV%kcABcG+;W zlWtKB%PfOmq#t-Fn+4q1t znEA8L639!i$Sj(@sNYguO%ACWLxurxTU3gWZqXqR3t1N;y-UOY#_3}QXjM>}%5cMc z$J@&~2*KwS&c~o!>w7}$o&9W#@N9)`lxNUkN&j}{V>?K*$T1)7;Py_>rhkD4&Hn=r zqH|w4RtywmnK0L!xIv$kcF4V$K z?)rAU%zV?ofQElLmzc>c6OQ?_BjC~UPgU)&RI4T*b9bV#lel;>-KVgrMg!|V<(}c} z$X918VEwQ5@fxZKtr2t8Yzetdn z#`q3(UKhi-$Sy>P48wveu4aP5**z+2o#6H& z3E0<@cP2H>5dRGI%6_GJoRZ$g6jT7X-!3E(_ERVc^|Xe8RZ<&fb3(PVioJosrqsy-#5Eiz zmx@4d$*^+f0mm!@xdG*O=Cp;5>bF|H?SETZl3-4wSn7hRhNtFE z?*{o#?v__PxSbep>!L%K5On_`&T%64MpOO7qZAlPS+*WC;GdD<4fX@9&T|9@nONUKmhQ!TpI??0eiMud^S1igE3-+8>f7@K@dAGvW!?Dw%+DIhM&AnB4`D z;r1ZFR=9UY;CoNXR%I(Q?mo|*zbRwJVl z>}nQy0mnlay}`0KRKMZ@fh0>UG=_f!63!e3keT<5n~Xe@5Pw|R6KA|e6ARTtS>S<$ z@|-#~BFxISlJyKAiwfRSKkkTY$nM3N@`CCktG3lMQe_hgQU<=? zG2|7V`iV_MNBG4alwGoVveh=1Sd7j7dKlAYYg@A*2eizVZIAzL5N#2Pxpw>FxlHdB zCk?JzgyepPeX8Ma8T~L`1&S!xnlSz-chrZ?u*|TaO-O}jC7%Z&NQ71K1v#q*@crc@ zWE?IYhC$VZ(AK1G)de0q?iC2$Jkk7iaMJu3=|@PUSW-LW8XN*#-uE_z7Wqqc3!Dfp zl*g*ID0Nz|wo00OKiuD6HdCa}e@73p2J_rU5cJ$4R?ZjKUE=r6*2(mBE7EEAd?2w} zly28lJ%v)Ak5WWMHwFT5$D`BLk7>zyz)j7QIc5PC^Wz`3TXdW}`BAntpk#i)Z7bP2 zL`jsNI5aeem$)X0W)c}KMHg;b4kiFE4ISmZBzVs}%=exQk1D@F{9bB;PUwLTJK{c0(tll2Cz!ErXyC$?W$_n0tbBZoABXBcHi`-Z|ST& zka^!v=d3(-%_ygs=s!#LuZjzfE<@ltBRnUv7I{q##B=j&!ex&w%R@dMY&oW0-5cND zK8;2n1#)DXf2*NwT!y_pXMJ?Lwar5_{ttYTSjN!^awwigN75lz%gy-z!&cm@U$E8Z z|AnpghCv|FnlLM$_9;9?*w0wH_r%$TMw9N)$0aw4O)=xMH{%a}vkw&a;-Bhlm)-Mm zdIIeGBF7)mIokiC&HmqWpFW1<+unz^PVVsJ19R*qs#EOVvL0TBa=JcizMB|<%-Oh= z7vrDWw&HZ+Ml8#nmIAAH{?$&L(N;T>=b1m*=GN2zQcvpbPidqJFsL7lylJ#v8;fKP z6NPL`KIKdg-9=!#uV#J~^L*YJZ*xPO4X52mR>?JSEVlg2*AUv3mgKSISCc=-h@g zP4+#t19q@$%h>{ZlRSJaKM!5=N3^qZx>KhW4)>o%d+mB50<}t1so++YoJ232oUi_&Uc)nyX@crP`EvGF zV!O;g)>g0U6Z;#R*6jrpWcJ1tj^sJA`U9I6&;esNi0&2}Tmlpbd(3MuR%hwnziU#C z14*p=ji(v`oOo!68_&l(sZ&fCeL9F}uTHdv_YUj$mX3FZGX;L?xmDtY)vQ;M+`9sN zzn&-$kNaUc-l%`jQgIC@KGFf*OQPyE`jX+}pV3Pk3ranLTA&{yUGl}6)*3a6Bi$+Z zmqeq4Qjdh`H>o1AIT<5xNso2v0*W)+v4 zEFI~(Lqfo#$oMUTvH{PwNkeg)p4mXWr(~Fr0NvFJwpF`U8@E?~4zpB?x~bF>SX-kT zR=0lzgQqt$PJaJFW%O3WK$hK6)ji*%5{O2_kD{jTrcTBV*w>)01*I7E6Hg5O3w zIOXALa4v4k^b#cP0~x8&^wf#TX6;CUqaF{9B_0SjcqfYrtDJ;c5W0x&+ zegY4d{;B1LD?b%$d{@1xnDMe)pC68Ipl9uNmLzV>Blqb0?poe)h`*2oqpVO;uBL=*KT`qq-JXMF6iBh9E z7#w)d;qfoS{@|S#sEk8l^m2FiK>+j$nC2PB+PM)g+5fhi=Z#SIcFxkhE;kt;w^K(n z&gjMagrzLUjiT-4Gu-iQY+)c~c;aK$Wfx-`X<1`OuT4rwT*Dr5+?_BTo*E}{O6}T6 zXE97zvJTMZZ^y4@H|4%CcsB@eqzen!v`kba)Xj4~I9s{VP-Z8yi~YK@L}M2Qz=;|-Ue*%2tpEykTFer9pvz^{`Pa#?_<;J=r5lK}**)-K35e@#P18ty4YJi3q zsNSaCfH!ar5=6I(2BkhbuOY2B=%1JYfb}CU^vhA-_sN{fAQR|uDn!J^D(@8}?%aPI zH>uFGU?C^DSwG(89Su~KT+Wo~!shNEgF+W&*J* zQ4xezgd;i*pymgzWgqu3#V5h_zJ&?(wABu%7n5MmZg1I zgpj#1XgoEK_`<+jiu5Ob3pTfheRk}*hF|7TD5C31q>nS>s}5)vR~N9&LSmA_QtE(I z#?Bt0W4h^BJjF<@m%jXgN1;Fld^6Pfr>^+oIt3B-r*r))(U=!^We@;`SV6t+&m~oT z!BnQL6LYsySZYA^+vMMSD+2tA9witITSvJ1wmszKr6AY0odiUMsk^@Y`Nq<(k@A1- zO8{moRB2n51CnrdY%t5AeJ2l2_Kf4v(Hd+bDZmbjo?YLV;qYI!=zB&Y1{s0Pz8$<9 zJo3h<-0^FY9qasCmfGj4U&eg0>SktYRzW*aVG^B04QOpe#anf=_0P#@0V#e6OVJtS z-c=eP?4n-Go>pnNSP2$A&<6>#7cmC(8#h3F7qyjLm@GD;n>?ropJNbGIJD}aR#yP0 zI|tkY>Cz0$A)5GB)z_R*YND6X>-u0laD0)dxz{@K%w`5N?ZgW2*NIho#{cq&HcVGP zq%bmrWx6(D?lxh*P$Qd}-^**;dEI`pe^+75rZRh-@G?)jk0vnT$P3gYW<1>xD8lsn zOw1j1$Rt<5Wq5`sS9i+F2qD(QCe#@*cG}y}l*Sdv*nT`^h31cp_j6B117qah+N04x z%9en*YQarK?;l|0GJBhsJ&Puj{S<6*{%J-FIRW7GNKH!F|nY$0+TXYH4UZ9BCW@K{OhZ{sON?l18pUM!7~yTz*c0 z%w5N3NfOoI&{E&ZU}+Rt;=4lbMsJ~tyv*FP=K zMPHJ}FGrn5?$oQ{sgdaQz{osZZFE%Wx`{t{B#mFKZKMrKe*VBCe#k9`;mTul=Ry_| zG?X>WHwT-eh5t<>ODK2F!NZKD=BZ@C6gCTe8O`OO7S8{NA}NdR7pF26wKdIkv6C$l zfsr_IEb(;o%g{HbO<)){Bx5|5SG#ub0og2a;=ZxJ^u94+@_%3^vfAV0A9y)o3cV|P zlPmlBktJj^$#a6snXT?csBGT#iI;+E0^1@#&E9g4J>%N05W1GwNsJYIsB-e9c&+8w zUp%@*ULMWoPZJ|>3{^Cz2-u-{!cFLq%zyvbaC=b)=-bK;_lv}gIN^dAuRm}RkYos0 zw@m}mQpKut{}I2jN1c6#9I&iTw2BU~%6?MI==m*8jh4%Wf`5MJf^ z>`%bB(wTuMjBoE^S_a>*760!8d0`kDJ!XAnpWq!v!ls zf#X`0yLMCtUbUm|CsH{MLF*gU@d4%njwgk*!$gDRwOnyDW@$Naiig7fyb!VeG8hHRhy9?z>y&D7)U?R*Zc^5@ghtPCDass?*NT;h=r3%{;pzaz- zScMlHFX#hOAtnoh-`xMl_2WHcjd({gp?{Xyk@p!NvKJh{j7Q%3f$}3`YP*#KKU7*y z9Y^sdF5urvf65NDkQ`{qjv&~~^j9$A;4fG!``pwP+xBU~%zw$w5T==W$!BD6KQ%~y z#o59$YmHgCRw9Z9&0J9Kc-B2BRoM)1OLb`U*f890lt*naI}T!q2r6|`We&-;c%zMEy?Gc%NkkB zTnhP9&84k0ewoA$^WYNn<{YRlg#Y>@qBSffVpk7SYKzc8G4iw*bIVfk_gd&@TAQQ9 zLjfAYTKAm5!9mMZk|hV2^*x-N9bkIHr5?xe?|{^nDLRfcpK~hDjON3Opj6S<_)E;$ zFo{81)DBQ$?=gBHRy=M*J!}Ke!NCx<#M3uE9oB-uL7hH-Oao>^H0Zd$_pZFPJIAie zZ2m2xv<2w3EOM)$Kb7LM7XCZDf}D3v&rn^yspWe=vY6@X_b=ikaHhY zF)RL8UMv>j2a#bXKvc2o2lx_3T!^-&vS72nyS`p>8HoHDl}dU)~DlXW%@j_i@;utqR}E#z2v z8Rhjml&W)?Q!TpI7gNuK@9r@ybX<9Z{T)4pPE5u-6uXSY-aeM1YqCcKRZhkQ54gnj zl@41)Js9xIjLlfEjNmaE#kXUiYd21&KPjf1pBe|$!n@uKl6a2EyKl+AZaL){RVUEv zpIG4x{9R%Jl~$XeD(j6C!wWlmH=aJtN2;A~%U8F?;fh20=}Aoh*4$F_9IvwGV*jZ& z4L)?4{C5i4mEIF*#(fB<19cK6- z1TAxAW`ob#@D!ehuYVc)r~0)5;9e2wj?eA$=LNZW2ma1us7s^l6^TPiY=@*)_r!3> z^V|b2gbYb_{QKZQ$I26K@Ubrm7knQXxG`*Y=*+~z?VAdT^=4uu{ibC3Vh1APc*rI; zc*dmI*@m_@J@h8NvQyAxbY7n9a*(s+SH(NWsr6WE=$Y-VQ54-&zUcho{7Y^8xDj+Y zm%?>8%Lr(g6TdJ(hM$K>eU6$s(Uc=X_msptZ|*IhmPQr`srH|K^ge zc6#b~sqWV4#~u37uBA-F7p3g31WYcF#ZrXcTS)pauvxF;6AJGhH;N3hStNn6z|WH9Md@$ClO*W58`r{~=;92+B>}W4?1fkg0^>-&H;Zj& zF?0xAT$!DA^ojcwrAwGoJt$89NJ^c*cS+bpAQbTRj&z?s)zC&j`-&#$^#x1$K{xsS zFR|M<;Cr?3KMXn~{Jo$f!W#}Pc>t3F`M({Q%*5<;sF~9@AoJM}SiW$&NpQj_{C#5ck+%RKiClDiO*%*wI?;P=S~NXK8+C4;#7(ds>iyr`8G%ht-qN)p;h z>4=GcwfVjM<)U)j-@#^08WJMGfvnHZxcW!~MpDyFPJkbdZ)WTM{lL1_6&w)>uJ$Rp z6L*&&GplXqY#+$3d|$t>iz6mI$8>Ui=ic{YiP`+`1a;f!W|%oqk=V@ijamFlxR$W} zltmEkX}yk^58p&3MpsoyGO=~8MF=ESg}no#{mjsT4=QGo4jux)X-iRp&EoRO<9Mdw zrWk*E=vCx4WNq&VCS%EvS{LZGSbxTt#Mi0kcf?oTs++rbzUpFXKieV{^22YNcKGob zKLI7a>xt#`Rh%YYa&cN#qxfoMJm-Ixm!b~6E0_Ouxsdgsg{=VUWz><^avq5IeWsVR zQdeinzpf{$eeK%g^tK)CtN94fd@6K8zqDN|p5u>09ti6aXLSgpp(#4|eolAm~z|(Cv8T zzX}M<*bzwd2x@xh<>w)`;CK!~cL9bePFzoK9Dhb{BPNY&t|ah@(h=qP$jpW%O@GJA zYhM|;-4JYvmna}bIhY6N2H;qforRt^f%}>6; z416Ns+I8`>DGzCrbd(pjLI0LBo@d<3DfF@c3 znj;I!SpOs%k*1(Ii8!^S-ljweeR&m$1N%f|5r|0-AWu<8bS_D?~F)xgi&i2+}P0|IjCMRCf;VC$Q^PG!tg`WvR=>|)EM^_ zx#=@1w*A+G0Bs6JK^plr&cXVm3>JsbsYO*K#A-KrN}&ShlVd|k)ccNfVlXZLe9w14 zXHigwy%VPjdVt=;W^xfbE?K9d*#Q~gr?ugmOWb~S&G--EPtx%UY}-85WLuM6lP24?ZQJ$q{r#U8=YDx!?0emNU)NfD zeO7X&5u+r$B6w?pgh{fqijtu8hTqDx!-*0i`jAd@mtQwEXfEE)7CJL&PBOaM(b6~Z zSnAD;S78ZY(cwl&GIZeaqng+VYdc0YKj7ytX+eX^X4sFT#}mpAMf@&lzYu4SNQKY2 zx*(tU6`Oo$gX7H~`_z=?TmXaUxM;`q7@QC$Ve%m}6v?LNDK_X{`hAoyVUoCH@oD<# z;cV{@(TZ*Cy&wrPXlG745B37bxt(*xn@@_YPiA$6>j*=X?}rVtZauJc*>({4`#>JY zmAh!=+leB*!Tz~UhbAlb^2e{kml>D(yY;#Uo$}pHwf&so+|aVw^&cDO(LTBJ@#KHW zft9Xi*qr}6>iz8*y1tM4uO{-xPv8GL>aWu8qzvAkzPEc3)H`n8N_!UBwMEbrPnMX1 zNPOH%kecxfLJceK0#$I08pXqkA`Q6x?HQ+zM(|(MB1>AtR#R1*fzNgXJqa#EtaLd) zcz+ghU%F>jm2Wq;H(RS=Ol9?GMc%5xhAD;__uV$?hQpOm_HO?J*+mV4?r1I^=A_?% zn*nW|8D-E9>{ZJNj)OGgIgZXgo>g68Hho!D+9M^0A30Mllzk0w{t1>;SmaEh8<>U@ z3tfu4e7$nGfdQQ4{DgmS@0F7#%5PVNyeuwPa3cXolpfm%#^FO$;Nx!@a8j+5VNP?6 z@cU?Kt=6k&+r8r+VUuZBxY0=bh3)fYu#c$>{Q2wZnaPadE^fQV91L7qeu<`G-$b3^ zAO!CvSwIU_|930D+JQH5nkDmrqe40=Svi}@zvA0!Pg9pm`n~V1oZa=w;{o=DZEEi* zzaKyT;~zcMZOqO@?3%{6`g;6NeYN_Y+!Ofh|DXEmY@+=Cuf*5Z^uJf~_N~4i|EIn< znro8Tjuy?|X30oE31^t(JTEy~zGhCccvsBfNlyF{X&i*W2|)mVxPZWZ#v}1yq1%`N zKhE|35m*FF;qySR=V?;IpM0u1fWGY1N{HY%3O@ZV_yTWuwJfoFU`ezE@-wYvh}ROd zmbM#I0 zq0fKl#d`>o2$m~*Z87XAy9p>~z4!3OlemTxZcmbEPsTQkyJNP>+v=_lV2Lf!gZn*; z%+vghU1QNQX)%23{@~&w4Ksd-6^(oXPsV5rI6nQSOkbPtvfEpQM0VeHHpw39P+rx$ zi7w`IgW&G-4G`KS^=kHw3#I#r`bUE|9Gv7J2}j;dbr{E$mnAlH^|!k>bns>#ktg zeBejhdoqtB9>;qfhKR_CQq(YXf5;3vj7r43x3zQ<*s z6v}V`H`VoDEuf*%x0=2`ZZq&)RQB{W)2EX+erP#HZ>xNhfmm6~>mkz|y6|d<2xF5> z$K4Q;Vo6Hoy`z(-$zBwHO_X+QSXVN{23$Z=XE|C>=mw{zZJP{Flv~=>g86%HlsyS~QssP@lP&r=Y;g>ZnX$BWP|~54il@bu<|{ zq45CA@@TxmH%ihs76zEN$P6Tc@fQmD?R+eH;N!$MfCCt1?OV<>8@wtZ@=jY+oNkDX zT(0ZKAN&ZS)j==xas4cl@Wot0Enr}sOARTVO(p04Us$2;s+Z0FPoh%vS2Z?9`bYs& z`cshqOD)K?(~wMNwO+`={1;d(f4QB!eWL;l5+Tmk_q|1{p{h57rKqk8_dWqjY{qkr zJ+5WYnLR&Eln}^E>#`8L0_zxv(UKhWAi0;V6qaxk9lR<_WQpq0HgS<~LKBnRIfLgh zBW*=B* z&5U};r%rsckbbsPMic`*B#ueJ#(Q1sncVY+>H34&?P48u4 z)uQM!uDy)YQMh+6agGw6LVsFh1W73}x}hSBnHXcHl`~)8-n>eg>hzrjU*Lm4qtPaP zhc2Y%FeVVmcIy_S#iQ*zz1HE~x$H;z!?$a5`s0WuhN)%R{buAX!v)i|ExEHy}eAEj?@Xjs#4@ z(Z^g*;u5@r29pG?<2PE_h=tN5N%$z8+pm*pT^^F7nyETgV9^EQFA5zA0yI66>(aHl ziDsNC!FM%taE}LXQ+rL^*{)8upKXCW4I5FC-m5SRDb8If?VM&jNx)m+{pBzh!=m-WEha|M(r=BzmgTsUuS1K&C+rugsA$CYpDMb4}0 zEv(nO)TgVg0MX0);=1YqB~JDQec)7}eTql!6Mf*ss*T`RMw;hpCQk0Y=W^yqF63}* z=vdN1u)2&r+I)Dv`OIH{Q>4ezV*hbFv|^;T0W}n6NK3s3` zE&e_Wqq7lqfd*15u6?I+kMb@K{d(FPS9TthzCy{zuyxH;hD~iMQabnQuq>c$eXp&# zsgz-q3&~Ig2xLAkC1^bU$lOKLu#{@QuK_&0x>kpG)A8y)c49q2R9tBE$UVpYejK+x zJ5yEMuUjB^u~A4gmgmD_q`r?ts7fC|x7W4@0+at!x^S)*I?*QI05?MC_wPjNg(L1> z9yhiSqM_ktl6A*u4B4WZzS&H*g3)Y$r$=__RL3?x8KzDaJCZx;96ACFa?Anu6T&Dw zk|MQ}OL0DsWO_KhMU#j<_iznwxs9>3+fVyZB&I(DDMSAFGo-GbMnn9BC--Ho!f--F%))eCR_~%)=^}i6^vi_X<0N=MZUjN{D^X>ZTxSNmrhBt zH+a0|sJLaDppn1y2piW%<#Oebdf_Ex-Lm!HkU7~uj;{+1Pp$>jY`cPhS}SXQj)BX; z7pXRZY2g&2R6{!zeJM=O1C~wgmGoJF<6DeWzi`Kj5Tx3@LEn~rF(WOcJ(B&86Eh$=953?{}D$~wQht0OhOSVY}dst(rVKJa6YhXmQtW^DcDr| zS{_|@)G}?P5+e#9PNt0|At9#}Xtr=^NCmAxA;X5VojW<|sZ@KT0w0va_%B;Ie;*g& zsr7+syK)l*(9qI}Mc*f&;(( z&Q5RD%|*n7jUgaoyY5jra~fUWuCs(5#nPn3cS`bkb6Ga`7q+|4MDbXQ6G(A64kJ_K z)Rt%_CcWF>v`>7RLlLIkmcJty*qi(oX&)VRIvuOpn8GF_^`tKii;>35NJI?CA((h$Hld=!vD@TP%X@rPy#% zKlG9rIgiGlKH^Zlh z8o!3zf?Holv`)aQh&g9uzZ4S+_Z+|)+m2cUm!o*cbQ6MOi^Ef0^+(`^1>eh1QjSDW z=(J z;TGIWMLp91`T=RleWxovT1I?w1jQI!*0~P?>NQU<|Lyb{7|L@bxf9>z$}Q^MsPy1` z5OI9GkjGENEV?<+NFRficXpwbe&?E{hk%zXQ6`xuqdRgrCG+!%w}I-gt9|d%!f&5# zsw0zLo1eRzNU~dC0#M03NsK0ESIMM_t%`E#Pa2Xa9QTIn{*V=(njpUB30DO81-Ge&mu7(1rG10)u%0i{b&HXcHvgT%q-<-JECZ(2G$ zx!g&WT`jsUzl%c>t3*D2syJ=ygzkw$pw0q+`H4t_UScmPyNajitC`0B^Gc-H<@Xq6 z4*!+o4H(A_b|C(bBT9Ft0p6#ze>SZo>>sNXZ(A{dpWAbPCp5KLeto-(78p(M6K;8BrnV*Lzir7uv1xnd>9EbPr z1}%!VQW%`7fVrF-m*g833ARojWId&RQSyPkwVV?xgmfuqMG9EGTv<6GdyDtcv_B$I zat^aDPi9G(;%(W~71YB{k^HHkH-X8`OuPaiW;LwNyQ_E%hV<6shqH4_P)zy&C9xw7m!|Vm! zgQ+3=q-aviR9rE;WH|m`riyJY^m-py{vZD&n}Q|%lK$509~5fTNzQ*2>BjZ&qp{?> zvZ`pR+GkwnONG^toeD{HX)bQvt5F+9ro6xZmLSk+L_*rKyI2*80392O=;`#)Xct8^ zIC84X&5&mOi^tX7w0hWqEgZEG*teHi-$f-VcJn|2f(5Gk8yH{-LsmiBBvjC0qXrR` zSo-J2-rk!x_ZTRpov}t+EGGPWF|2ogPmFv@Sal(YT;8&54%B~i@(e5wgcAg#P zIg|bn3E4I36>8s@6GhKK*ChXin>U=8rD?ygsWIr}S4SadT9)unj2OsY74rr$XHE&N zw2k?%TGa#1yNe`G;Z{wz%Ysv`w? zR6j|DN^c2y!9hba;oJ4RL}o`Nju8IS}; zDxT-UUaulcsypXyGDzt51C4$JVQX`pC&rNB#3H$g$xp&+($YHl^)eG+ZsNnsb2@2E z!?pYkrUR@TM?u^QWs7z!QfG3i(_;d?B~sN zG#$HtDyEd6&f^zW4`Y@KI@gYDr!i$Ka#Jx0uO^#JgDj8^%%7~H$^JnyIk_`EL4s_L{t zXUBa=&?AL`d{>K-aR_OG_T8FlK3p1}#vr!2b6OFdLHfDjQN-E(o2(KU{d&MIay&qT zh^uzwa(}IHkklqL${Vbb&%Jw_QRuuTsKEf{?nph#?lfv+KCDlH&8qjAY{v*e%r4S| zrC8@kG$~XQktohR?(~X?nfwKlth&ffnxHcmQ4WQY4g3I4%xFU)$ra&zIkDu-q5j&@ z!6=~q)1>a3Us%}3BGcfDeQp8{oJHq%pEhH(bz>bLNz{{!?^AME3MJ1Ko(yeVDL%jM ziu}gYJ0T?LhQxkFSYMk7yR?2&8YSpLNNt%|2_I%BIDjBq2$k;bcBT+?I_M+4$p%$x z)o%)>Mg~Ev=WHL3b;7 z#JXlA!6dP=M$h5LEPA>SgVTsDwO6&>Sw1Zi5loMI=mmonMRPe2d)zh_#Hoo%2~49# zG{v`Fomcl6Z2)N;58HH2M~EFD!Oeq^q$es6m@{=S02}&{^ST_$_Kl(?lP)Hs{R?`V zajMcfSp@WFykCNk>%JS1?X3^Y8ZG#cU&sA}!YHQ#aPBbcAgn*|_$D|^;v-GmU4Hf7 z!1^(d(SFX)Y`V(+gpQ*TI7}=-&E@R({UvYVfwh->76bQa7uChM{3gKZ=ah@-#=}|A z5pR%8{{AJWiRMU^D(6y+W(?02n2|MJd^7JvG9)8eUUNzrGj{g--xJp~Q=U)3I9ntL zq{2CddsRF|=t00G2+F@!_eONGx@qe+<^DKhaGW{xx?s5rA(SKembXr&aorwF-i+Qc zM+m=f1S*Hh8L;)2uTn!=bakT?@d@Oi?&Vu$}Sh7cYq2km_~`ThQ>C ztBN~Z>XN@yuT_wPC?7gYEw9)idf%=FV)PPcCZ=rxxOSd#{wHF}pAoL%PFYX+dpGP{VxN7P~hd3Y9VP8M8 z{(*Aq6ubupAuj{-(T>^~EP78uDhXV_IB}@AN`zIiyf41Gh5Xd-iTa;mB^#6Qgfpm} z7w`iyv%t1T64;*e;3Dc?WAdzme97ALanY@4QYtxFRs`fLb(*u#MZ|XL|N2!mjG$jb zTAm{`FsS&pu6AXbqUzJ{x>@GFKL41L{^U~WTpS`OVl?o+dd8YLFqIkEqf|~NI^5^T zxE1LyTrD4S57H;AD!tW5WMZZTyY4%ffMIDruKhTHN9P|>k}xMf;g~9<6pi`CZQY!V zbe8&5%Lv%BY}N^}5w{FMT!MaiglR5?6ef>RJg4$Cc3sps=*s1}j;#AkXPccI<$U!3 za3`hR*;b@F5btjsm7s~;H$4j|NixRl9nd#_hrZW}lFY++idux^wt$=_orm{0~2raCq&`vhk2MJgQ_JB>a){z zmyAjQKKC`J33cx~jEy0+v28HVQdM+2^Q%TQ9T^&S8{ul&UdwoE6N>t-bv=4I)^Z(A zF>k@o zI`aI4Thav+IPmU~*gl_z_R8~^2*v(A1j$-XsR^hp`j4|nokx06ln4NT-9tQ{MX#nF zjM(^r$H+cbB_71o|2-LD&%xa$WwTuA@yD)^$=pl6*poL8>B4kr<*1)aV zv5xOMb?5!$>nQqNa|%2i+Ta?tTP5p}GQSDm>U`do{bH9!ACO3B;9F1u2BH?I;GANZEua;d^CBAK_Y;zzUY0bXoDwjO3#fr(PB8Rt+>QfiwVKeeLN+0ZtRZF09XoM z)jAljaSHEQg+;jXIs`*7_KG}ET8J*Oa&`+LMm{pTfsQTMX(rq+d{{m(qU7r>p$Kn( z3Lz!@*;^Oa4N$}Gfq^G{maH_cc$tIdsC$}4@NPgo-M_cJ5_I;#o z!h*9Ae z_Ned{sCP}zcLO2c$~`7RT&9J{%Q_?#Y~mxy8tyN0%5p7WMOoHm#aL79*uhj)*;;x8 zWchDbt(!w9{YkdoozL!rmSj9XeSvS}VX}n2*#r5W4t<+Sha2du?XsCh-FBt!9Gcq! zZ|u)4@TbU>juui89mAne?XJcUs*w4Hiynswt=>jB0nB^&_6t$+P765B;9!TyP4&<{ z^1o?z*?oQq5*}ax5=$G(RL(`xOeenIu=ePk*4x!}dtjd&2%NcS`uyW}lN`Iv=x8!v z_;#$&?QUSB+Van$?_bosiMne}I&x3^QA^I8sET_1s;D&=;Krbks60>mL%xd%P1HGO zF5Ktd&5H_37-CZN@W{L?+LIu<%2azpnDr-icI52-8Tmjey&7|O`(4Qt4;eQTm6E9@ zn!1tvRRIvmm~zM%kRmU&ksOxmDE4mrVG;8H+eA@tv9=#0X(fzd^3ilw!ytTc)ygC{ zq$$0*E=1!jIA^(21{)IWi^D1R3GroraTn?^N-@PrqXG(Fv20)xDQ8188IaD^jIP^P zTJ#~n8H`8qzeBi`a>ZUQom|&Zrw9Kmvq;l(PijNihL3DK+x_IQGeGb4Dr%@v#8I|F z-@pi$QiV!O9bkJ_sE<38X%RhF2;5sFFMEO^4;k4eSUT}X9W$5Rl2@N*_MUcNh7w~x z>u8f#Hvuh=Pt6~mwSDL%gEAer=8u&7(=KlFlg1c6VxgHKjsrXLLIPD;gD<81vYSFf zpjL>d`*BEq|FfG0TP%ON94=9wPwVot^{%4<+^hrGZ3pdc4%g5k%mJ^m5qu(VLhRWH=H8`(|=b#Zfg4yWd^JUGfRLE^*%XShrqT zUG7@B&&N4kV_9d*wdq?CamrjjW3vv-QFR_W#N+K z5EcBesP&@9Iw9PY9%Xo~bt@4IvhGa+`#F{x7T~h>1HIHr%Y)qJLO z@Q>i}awOO}uVKjd@7BFO_v4>oo-uK^$=kggpoooz zo2UBZ%#8hAK$jBCi0{2_EckM7-fd`#6|PxRlj&hKB_}||bbW)8c)NS=6wgvHCgrMD zF3Epr_2DiSQu9(sInocLtbLQd^k$vJevi(Tw*`p}J}olRg$$_~^Jztr zA1zST@QS4)6wE=cO=+c+A1*!y^eg11>XY!=_tVWQqVv;V+`SxQ=px9pxE#SAAJ*PR zE~0s0>Y6f&2NWoMN*%_Ox_wR^)d=7oq=n!*eG1ezt#|r|Q~}4iN7bu_7h6LZc7sA) zx+&EKvefi72^C~{lUubqg^Zq!MNO;E(}0t~#8;PMePF!k9F)={DaI+TWeuC?!;i}G z0p@Bp#n?I?Y7yFeBMasMrlWPV5Lnbsh;mEyq`jgk%8d{$y{BqHG{nPzc4B~!TDo`& zPr>2I<{tBsL^PQ>9KIKmUz63zsOVvpKu}I45E+pr*O{SghKVOqR?WkR{oR3pP=$C$ zuCa=8IqqFRGKrjHxTX8BTh9%*OxH1Ok@4+0?} z>*9@7JzX)**5IuMdT3)?X3@trymVl_X!YgKVMviSAuGA}ag(7KgMbG&Ts5gCy4B*X zKY7sG+Y4$>sG60ZMlyuj$IAywPXty-Q+afGWIHK0S|2abz5t2$!Lrk0A(gvRsH~1q zFI`6!KR0o3+wV_q&0(3O1nBUnhs1*O1u3K&b77P!>I0LCgox}1p1aM}QX_=9P>EZx z!}B}ItO0DsD!b!2%kOLllMN?yc=F^XR#XwSasV@KYEaO{84pDqFuEjSj94DkQ28;h-|1!QZg zaHUwv*G^}wvBgy7#9b8osY$sSV3#O<=mRe5x7oCaVd~9c6^&p>En)XtR#ZJQgCqp} zSW<0!)Ep3ZU7NNps8|)Ws|Frk=0I!{;<#)~L@@GSHnEVwd14^E{iyslvJRhc05g>f zs-iJ#uQ2mI6=CB%UURu*(PUj!LhNq>0aZEYp^xlyh=oI=9l9 zrk`k=%$RFE=?~RzZSrav-S%d1l|1`JZH#<5PDg~=n zH-Y5Cv>T8A=xcKC zm-@eU|1dK}C+-o?v|MD7b}|Vc@vC!_us5;`1Rf7o<=QT@>&-SBtP)FPEwVQxsTATv z=xFRX{%Acv<@m=j8W*)qkEuyD#@WWv#3I#W>s@uG7pO-P!k@z9QYPIrv)(M_a?9;J zRz8x`tyMz*>g>p59VE0rIhHXVuS>sy7>7?KdAE;<{8I97^*pN^Kx@TTAC;^sn2&=% zmo9s?;D*%`Er7XV9%vIoYGE^FKl@^MN#7D_i*jW2M^K=b-_2Msx2qW?dm(l4>dR}N zDGco4nNSpbw}$i?a zQn13wVz+|`Z+;AFDoB3^1GV+(bX|T#u)4bE!>P4ZU)sOS=%xPisK^LavXY>>`pN6- zg9fMI@E6!e$~*CL1UFNA*Ow1dn*)ZWAI)?K6QI-+_VW|nCc+?RGBNjH7$x`LIF>>) z{g<<`W}ejtt<;-=o*4=j*VGXa;i>`o^R#9PQ##+BLOlu1U{p!7jbR~@ubh)1wXkF5 z?vZ;nUKpei&#{<|rxOlgPigD!90E7XJ`Zl3Ms&tSrTQ4Gf_=ks@d=vFsok2S7#j~X zPGq}dv%>a=ePjW*A@zYWd2VYMnqXl4R|M)dn3S~kSttgNW6|x%?`t{7Th#dm2^LGu zamyo^lu=KBdja`8nGGkrBCgOqCYI)~I2WVPPH?y`*6`Vsf=HY_F(VYdYZgsDu0HGn zC`@iqd;npdY$(eXE}Jjbzbcl!9p$EYLCp;`Y9Fwvpe{SQ_Tjwo`!^H~^%kFkc)af~ zHPz}I1}k5zIF5ZsZwGAeZ>QlEYK{_FO-`3Hib7s)VTRQ3*kXqj=~GI>s#gK7x4cZ8 zc|YLNBetM(HpwDTq{fO75s4eMHJ2gooq{h(?jp;A2|CC8+=@mEMyRdqkAhPJ<(OqmONpAoU+63Rz&mYs5 za>1AU&GGtK05V!Ug%QGp5WmSxpU0b_$;wFg-#^Z%?K-~@OO%4C{bi{z{0Y^NmFLoyp)X#%8AKa??GxAsfDDO zwly%>4H#w1%IFO6?G&npa%!IkBI!ZzRovKC4_d#jYuoI3C%Vps6-l1wrPp&&)aEhq ztT_^k4$M0oJ~?i~)HM#WWa8A()D`!wp|yn{72gHbQ1{VOt{+LUh_q`(N`S(Z z(Dv1blvRCV;#S3R0&PmCf9`yBgnnlQ3DbC@-Hv+fPDuata{fYVU~fx zIrUm}C1bCwl!AAKA@ub^&DZXcDNs7Z_S|za4Z{n${lTI^Ovxi0M8kCxu=FS!_wr~Q zN?HAA-Jma%ooC3%MPwEU=K$_pnW@!FOb)p;96R?TYK*Wdq!j2<(ju8Ibjgy5G4io} zkc?0AwFW=@?!s+aJQLwsg%4p)pau4FEMIOH6e-W^NyYFDFD79wI*DMHAQVMA_^Q4w zk<+O+2Ru)Uh4wC(IBYjg0#uad6(?sC7*^e(6&?}MwzhezC8Q+WICX(7l)TdNR+*&u zK%Ry-Rh)!w$Kxw#b+9VgqL3WsGOm5Y2t>h#zcM+#P`!i2CKnX9qxbAP^7rJpqC7(D zOCg(qTfh`IWGXT{>FPg*X|B0NTeUQWGmL*KYGy_y-%~Ytn$d7021b&+~LSY9Zvk4h- z^rq+P0UC_6jt`JN2iWil2vMt=2_9pJk%P;?KC@t7H>gn;gR`ImRi|blOS$PGcqpLE zUprhXW;8(_{O;$Ro{=6E7BFU^TLjBU*^)th&yfkZXV_3iZILElf)U$%q(b*dnm9Bq zXCWW31qko^eNY~jinO1a!g|n++UgE`Q?0FgjP;p)o=rk0qopsFodGrTse0^jyqopP zK)H^m(Y7Wr-&wv3b2WZ6bIw*i#LL!hyutPyS1pG1J zWzEkty99gx4A1;biuO4iZe+Cb^rwZS)OqYyUJgV61tW(;)2l%ZJjHt?oDxvtDhQnT z(-f$0+n#Y7XY9aYQu%lC6*I2QyI?Q3L+mFJg1Q~7B+-EIrfN}oXRtvszA4zGIOekH z;`lMB=Tq-ff2}f18mBFl43;^4lU}6U-_07%b_kXEHNUcQcLZgVid`|RJq~jrv64{? zQCLw&+4hcN8c9b$rJ1anE?8ojYlU=Q0MkvX=d=}Onoc*Z8JIYznVm)tt6rfkM^8Jc zkr={&Hq6L8Vx)|D`5(hvH*JcAgyu`_QB|eTzJogVNf$R$AS=b!Jz9$<&hVp`B|gcb zBQq=d0bkw<6oI-!CDmCiNP+1Hh@e-cp%l-YDP#NYlp-J8rIQjOyX)s?3hx%N{?yUg z;sILa*t>qYc6C>mAgZhj(|XL7mDpv{KWimc^Y1%4vz*t(hhS^dmEcrl*xDmmI4Q=I z$a3&o=y%%2vtH}f42p<>to<{lVj*pkt(JiyT{4ZWLVWH3XzgucQISV)+hKvZ-P-6} zY})h6b}uX%sKSHzaGnW;Gu7n%T9gZaTIrev1%iNqYn2;j- z_3-dk$Rqa7)F&>$e6tCc%ULm*9=wiSU%`w&bfuyWmGP{FK;q@P*P$Ugy(ML{gBG5j zZkGBG5TZEKG4W%^UKWemIY}s|7=kZC2Cbk-b00o5G()29F919f&cQ@BUC)rhZLyu5 zuw;aL6-0Np^vw6MXs|k+>*-QlYvrDJQs!h97oBjF!u zwhjEFuDG-N<3Nzbm3Pi#07Z;hAJ)XqxXPqF0fgT6nNK|()#Cs+k6Mw;F6s!J)3{P& zEnAoRkM8>=xdws)9wawRAnFsYr_}0Y4seBop`zeno>4nSqwqaz=0ziBuwnTv%YJd2AMz%42jYV9&eDG5n?_qM?W)K}< zxa;l}BInks7ZMtE8vc^%W2DM8X(1lK4l6;dTi-#HkiEZ*`8;h8Q8fYX|UXe zw7`z%AOKdG(ZB}l+O$<7CmKH*(u|@AAI^jt7c%v(v_PDLKaEd-wgGub6S*rLV0zIi zL3Tr=_O-Bv`7;RzrfRGwccrXnQ2wi{a;6Jhs9HAaTtIy8dfBdCZ@3x|_+z{bN0I7%787>Z21 zAat#^rkwhd;$464y1_oW$G(YMvc z@iS&zQeJ{St)`Ho?7S^zLy5^gr-ecSVGJnhJLf#!2fc8b5bAZr&L!7z9X)3IIzXH% z5;yd93UcztUDN!l8ZP)dLm?%Z=Yn3q-%t7vTqDaS&2z z-47GTu^QRygy6-H6%pycqh|)Z>qX|###s==w1R}U#PQXCDwD73?=)e03t~~5qr0NB zRQ?V`sUuL{&6PHK!j({kh$i$?Hjy%}w4hD^y}m2HRo-9d?sUN0)^aeo4A$iP>M64M z{QYorS46r^p~1--g5=8pzU=2%;A1pZCiFLZg{cdR|7vYZ$}_x_uROPYcu#|_v-~KO zk$6sFxe`7YYOivdxsuOud6tu}o6nH!QLh#w;UY;>iqQetMnD3N+>VdYhY&e)tJlvB zlq%4bCuBV^VxOmD1-C8`#%tO+AOtz8F9u=(Qa09g+(ip^u?6( z(iT~+)268fAu&t_@27dkezP#RV)j2g--d!I$-*^|{c3h&<`cyv9JIO4oW(u2?M|8& zp0C&*|-v@7)J1G&r;Q=N%R9FMKauLwI^ip$g3lY=yGsJSYu@37bMSoly0<@ z3-HWMqaY)up?KOIdOTV?;FyD<1(GH&M|o*aPsOt;oj>Tt1k{=lW`E#3TWXyYS{!?* zFq;_tQvMzng^M=bZ^W@ul!y7%tr{Gh{6#PQ02WklMk|@u%kY4_l)Que+lO;`|;pxyb%*ikFa|DH}a~g9AOztmU`@yt> z0i(J=FSaXEg02_IJ^N&Fg!)OKyWiR!Kdf$elyH7S(QkQ_Ah{$mZ5m4&hz}aEpkO#C zfUu^GMSY4dz(+-gGbFd0g&momC%TeMFVphB<#~YiqkRpH_o|U8w!tr$4}BVoJ!%CK zix`qY=WZF`h{|hWPN-Zzg-`DuRW+0by`aUO-3}mixl+7Nw9~S0S%aCo<=Y4tOr9&# zn*Xa*_$yd6O45ZEmjc(=jOsIX3Py(MDq1d3d-Np53?+kjH622?&DC+cJ!}^v7)T;{ zc~!<$NhLOkSq2{~N^ikp)rfwOhTNyWAgZJZy-$8eJsPuePw)=DSVqZ@=MZW4{OD+t z;d(gRl8>3yql~@~s!INb9hEnQgp8!X7X;7jxFF_MY;Wil=)qJf?g1)%y75ni?1~p0 zoPRAK(c30$m&E~ap%JVi_Ry>{?jpPF`d~l!t zU{I8ZMc$o`m?w{KJ*@+yLZ9xA+A%n8DTHUErtwYnQX}d&f~HlZB$h( zWU7VZ=)7C_bBdc@@%~wnD-tS}X1h`~!6@{1p}4 z+qf=-8QUNTvn=I*yh=CHGtVx?2+x|OFqc}y^{LQHP34>%g^@bRvP0sk6rzsXa@b62 zBZooUwQ4((fMW9+UK97BoOwm^?09J0F|bs=(`_g9WR8=57hYy-`l1eA{g((bYwA=` zP*MZHk0v&JR+}C=B89`rptkL-{g(F!CFCA0$0VDpBL#x0#DB#$CLW94?!lWayZVjo zr`mfUOxR8#r}JFZOip*n%>_Z|)mey6faxj=&!H<)PICpUCM|@*SD&$bWddmiW<*!{ zC+^>x_2mZ_BhqEB`9+#QtacK4_42>A-^qXIL}_^z(fGF7QkfHZrK)w;9enhnH@uNb z1Th|q(F~`dP%5aI?r;z**ctqcAy{Xs_|{#MP~evy$8{p9rM&bw@4#QnW*G1NSUy4O z-ABNprjBA;*d-@Kh}k=Ep)g=cn)M3j5I6iWZo}{N4>fdZIbaB#|4bQUMSV~pSD%C` zQVM?IVr7M8rAfu$4-r=ql>?)e1`rVsfll{vk(=QzV~b7qP=#_qD$Nb!U>?x&w;|V! zA|YVVt#Y$ps%bmf)mv=_b3KIk2>10sVRbLAuoHhFXUc#fzC`pSO-wvQ$ag5Oh$Hznh~97H^NSCt>~S8p7fo>l*6c!gKZAUzdk zPCo)O5d#j#lwAGk2HY>&7GE11|qYgS5Z zygTJKY6ZU#+^O7Ayd{5*^sP3^{)w|EiEdM4=EJJh>sSAZ#T1VGE11kvMxw5k3ENZ+VcaD6 z7=V4U4rhr#{qVJu$#d-YFb+Z`_<_ous9oWk4&t5XcEEFJ(0fWT94OgN4Zr z^UhsnO`Cu0#gzj1@)hAHVCOfkuQfu!uzW)ODSq_tVGBfWi^%O1`m6{xC8R0#8w@NS|Zz~}EZd|4K zc(;N5ghw!Z9f~+-=;g;qSTDOS`TdWGZdC>2h$uR`5!k&oXCsObEQ)>FWC)&&$!t{8 zm>wyuUmsJ&wBRZw1`l46h=d6MLGX~)QB|I!{^XDxJKC@dLPtW%F^HU30G%!FuGKm- zmssPWwQ#voZLrPS?V~rex?xvJL7rXub5~XjToj{Iz0w<;t0jQ!)V`%5U5u-Hm=UUL2K{g((`Y1U+8Yjz5~0bu z_S>SQcTP2e`)QW0jv&GxyuHbZgwU%OVo9ELT4juMAOg?f(_;r+EP zN8x{JD?+&}lczn)I8vOp`#>>Mf?#*jPhoej&&e2e5YU^>JH%DF^7iMNz&_=cX&`)Qc7qrgy=?ZjC4}7 z8R&OFB&350t}vI?GbUe5XfpL3R9D9W*@lspA>z|iR!!60UOuOAP(g6{f%_YCu~JTq znC{-zJ`xJY>L*b0UPx7^3=3@3hJ)X?$9eRs)&ZkM0~58L@MAo8%g7(KUa;C*agITy4s;m_6Pc31LEfGc6=eT$#O*s;9 z8cFeQWl79N{97>O8`$u-QR`yhEsHFCg`AQ{Mtt%Sln-smqS1dA27?Z2A%H5fvJ zH+xkctB=)(#0~%*d~UL&Lak?n&mxMQG0A&F2gWh~8}HN}N^m6f7GsI?*Y(0T0~#qGfi&a-k)AIoZGeY=ih2!+ajI{PNzTSV*Rrsrc9W566J&@ zbKDIVH@s9+0UNAl;Zr2PWdco>O;7V7C!yjrHYu`~9(wOD5*u$a}&O#ruan z@i(=}H9FCnH-Dt0k>tv8dZu!#0IY-cy6)FQAF9LvYS9qX_ilo>8BS!Ml8x7Qj_a9i z!Y8WR2};K!>*SDNtizaTtatwqfr)NJ{g58?>*b3J%6IHQ#C9Z~iN!mT8O z;A#;_!-ItGYiOU=v_h@d9Wf82e(hklZzpk?MWY+T345!FHYr|E=sSfPp_)K~Qe1$u zQ9s|#aKBZqn``%Sbd&+Kaw!%e`n_C>7G4iDS`bF8$gk&e@gn0`OM@NSOTbmDJ6vC%;F;Bt=Z+}tq-)?1`f z`Nu+HFOCQBAM&&kwXy!DC=irYTMi_!i(-uE$Q<>hWGWpf`jQ=gU`U}9Kp-#Ufwye~2Dl_wY5AnbAli(y{CqxX z2I+qV`SKAgmbU+5gOsN&OeoCrnEIzV*exUwd>*p1@Fb{ABf>uLor;KLlm2c~;;$c; zUBcAUJMl;cP!|{v@djX$+{|2931P#!ROJ{W*l$#&X!WT@%j%-L^u}Jm%eJy><_jlK zH=g~0@p6>}hR^-VVb47>93Fq0e%0U!Qgj-Sp+*1dUphUm$PX#J3rQ6Y?imM=Qg{R2 zJ`zL^pAgL~s{yDLquhPtVjtPPnCM``_YqXs0+iknofQ>inBy1}6Z=v~GgOV;3Gt`8 zv&WIAnX2c1B-n#L^`qc{3VFOtoO7O^GEG*PU3|U%uD(nwA><%UJ8)!Yh_3C`f=y!7 zASjNU4(F6H!YRAQ{6X%LTwR2@PeH|^_f}OqL&X)xu34@Nbk=`im1upbKK?Bb9>gxO z$57_$DrSB%$#W`$d=}1;6Hnfp=ST|v?dR{-rq0l9@k@753&R;R2~Cx05mSVT84YJ_ z@}hiWGkW)f8s1FhUst(CsaX#UpN-5oy_+^Xdnz=S2-YiY|Avh?-{XwV16y9-ze`7V zn`&Ss?w-sx!BMiF?Lq8w_r~t`^1>I9q?f?g!X^$@<+B%k#tA;L$(alZr;`)8Ot046 zRsodQbvjc>v4Ej~#^Cn3-)nF`7c_pIhXZc*O7{w|zL3cxcZ7{mqs?Mi_Q{a0-Kqw0 zNk(Y;?inSm$giA_g9uHdG!0&<9C82bEELCte(J6xY)T?l3O=3~-PM z8aXQ9$z^DlQ_P1XZhxMGKU%kVUu;(?mm@wVe}ZlpQF=k^z2_T`14&l=lIyu)5Hzi} z5YblHen_GUc9jduLZfMP`bovPfM15qp|v{A2=Zn}^YFHH+vZRe=PQm+M5S%a-trg+6*li2!mGH-|5FYPBTD?&CvxeLzXZ=l({ z8a2;=^Z>sIC<`g^w{I2^nD#P%%-a(37;Bv<&FMx#9X|>)yUKmIMW)y4*hG5O*;3<* zBzGXK)DYN@|Ep$UkgUvET554}{_}v@TcuJ0HTepMF=g$jJw>rk1~1$$=rgW$7vqdK z%oPEHIr!6FhbuZ1{$yjKZp_4aZ>tWnm=P=LsY5TtF?0KuN;R=bc!8+P5k`c_M_dw+ zhcs}_W$LiElGw5yw$3NpxE`l^4Yys9zyp1Mi~=bjGJHBX5}6%dF(9}a{B%}$V9qCw z=*!RqZixi^*yX>-<`lSaAwTY7MaMfA7;*J*=0#W#BnQUCfgBUBs-V33I$l>QRTQQh;-U*#SdetnHQU*e263wSj|O zW~q&~A_2H@{oCs-|Ik@=25QOe<=i>U~~|5?-vs%BwH1YPPHH-1gVbL#Qz3c5Yn7M_eEzArkY~NIGZh#uF6BI zG5Cjhn=fqYbjm;*(jafjZ+}F2O1*-ohu~p8m)Jy`&_Sx#Z&MG%3SVToSvkg)^VeyG z!d`f%ox&R3xyFn|DN|hhD1 zJ4sE2ep(81Tzrbk2s{{TH7{;xc0z-Ctv;aH>J0u(|9*BQKM7wtO9U32EOBdB15_sXoTlP{CQcmQcmuvt}=HvRGBNrb|a?mL`2{UU+noIaHB-vFs1 zf{$I)H`qRz4q=fHnz-UmW%=YNnATyFKj&Wg+!rO2cbcHZDcIMKQVns(zvH)k3+F8C z@nhGel@={QKsEOa14^dXk0?w&W+pW@JX9>@(|oaFJpB^+MSzPn(P|;I+W24ccU;5X z8m6q7g)`ej@nc4(Cl9t)xY~#XuXGd;#wYT>qwXd-#7N3AJpZDR;E-Dqh<5VBO&UmctvM%0Vf*Igvzb-W%rBV>j@53(RkI5! zFj9*kx~Rz=r5pCfHo*X8PZsR;Xu&YbMxwHe6yq2ix8JdWPuSzXBjc0RXsODSWG6{7 zO&p}YrYd~6sysuTiIuOqN*d`%8a~w(@*9*JwPavBd*275;>j{y8)5xbaw-zsUQAzb zBN0x*YBeXG8xucT`aGQUA2`3V^D*zQFY&Yb4Zw!`g%g&T()?nJSOQ(w-)cj)p!?C) za59OdAX?6Bct}|5QS~Bh`i}<8{w|@-1X|*TRlf1mLFZ{_nj?D~w$^22VtwiQn;rsk1;uW$PJrqw^(R!U(^;?bZQ%#?!;7X% zXs2b0zQ%yOi>MwaLO%?N8Ev#Ox>&Lk&y>4-%@r8FwPche%%n>Qm_zK(@1{9fN^b@- zW5k6;Cx~YU+s_yJYVG!&mdB!yQLSTuzMGy|@`1}o*K3o;yhT{lRkO(Ci0jT%E5+Ba45(Y{cyxc<== z*qH9i`<4Q`4nxJD<1ew*mfHQ1Od_X^tiy!h8`!JG8OQ`g4O@4%6*7qn`=`GwZEkM0&>yH(8{3$X01? zK0ZEcT_(;D176x>;sWfT-}{ZM8p%p7E9d69L6JKO%=q~Ns!0B4n%^>aFHCi2f~Uz; zOHJX?z#%2{xrd_u`*QnYFN7z~`@C;ADQ>)96wtn#zJwvU>-4kzLq2dUTvpi(UIv4_ z&$c37+1i6!;sy7gt}7f;dkLi2VU5G)&(x|WFv02Is5OlDN9z~^hzmFEYD;}kDMMR` z4RqjI+xqG9`%c_Az-F~pu?U~BgPl*5t=bN3A?M_I|$GE&?6AQ1z!GmW$H0N?04IwmZBwhxG50KjH!IE%IDWb;G4T`y|zM z%~Y|PqnXrw$TCw#KyJ%fQ_2qQv8-V=%#}SWYqnKRY09(TD6|QJ>~tn1R#w8nqWF45 zal7}#Zz293HlfPa=x3e8!m^8o6g6sw zQ}9RQZlqEkHg~lqW!y4BmZ7B8Q8R6@WBd0@v5T3csb}sx_&?LSm#VLfj~Jk{AvlyJ zB(-Z#jXLyMa0&9CY3d3Ey*oHWCPF#*+}!kimJ*57vo?Yh6OJ1a$kb~_&98-n zPw3!xyZ}sTuPV)#nBEop# zlpDljvaqWfY@n3lY2cjaVM}r;hT>rW7TsI3L4rA(u;Xa>lYHLdRX@fJ_DyzX+zBpFb@XgPTE5UT`PdRi(8j5UArF0Cz#*^9p z!IJPF{b4O=#%~tP(4c8^TC`1Z71p)-sRas<&$0Xl+i-9w1II3JF%0t@%|?7 zQ`~A+vD25lc&*$B$WVb>+>Upny6U`$&(OBRfQlrtT z&k4{gtE~%uP2D@!w3OX=>QelzB&DivhS&ZDlsZ2=_(6}!yOwUsVdGSQE-^t5Nw_A~ zJ3gV^S(<);Qp^#PS-&-tOOCtd&+YVjL&c~dePojxLB`&Hf*5_xhKg*Lz#KstB^k|DY{h?#|5;wghfP=C0!{f4UH6o4~Ouw;kj>*OCdBaafrZ za`F552vorc{OL~?O!(&*Rb+x1-DS~^cZ{j++23>!V_{WY#Of_OCUIU6?y02O00aUf z5S%F(Zow!i#w~$ZVE@GfqLbCfYLkS)U;D8RVV%W0)km=3ao2B}IzUYXX96p$?d8Aq z7xi5U)U*;Op415HA)p=D*Qb{cYPo~rpv8Ed8G(#dKXI*NdCGGF;CY+=V9Mq%u$`f+D>;GwlK45}64JXCReL0RW76C-^~#7q|W=kFfQlu>QP}8BK+JJswQ8 znTBcy8pND860N$_I7=i@7evJ7?;sLpsj5uXH9cmuiPQ0l@HR*_VUiGe8tWe|5Ed8M zyi?O)6gmB$K357!7&v?WM(G*-w|=ESq$p%7qb>SKrpBnJXRZXBasf`pDcSOGcrOr; z#u3r$ue&X&DwBG~QEFI(Tx;WbsVY;cCeTxWEaD8xHo~4`_AMbsc#v;5UDE)ak-dgX zv>m||A4u;dp=1C@3mQDR23kj+0 z&()n-ppvvyZV0q9>3+=db_U()@Jb3DFRORW2X_x07g&j@`MQf%P+%UKQr|Bm2I{05 z2A1BbzU(VnhGMR;P^-uantgVTtY+3zEovhiPVT=4q^n#4Eac^L3E*id^To6Uc)5~L z_{_r|_sjgZ4CN7{zq1ozU9#G_>&9mB*=07Q8|#k7to=;!4HNmC=-z6+C|@j8^9$Ye zvIhFg_aG1H$|MUR1U|xAlyEYtF5YIGB?LPLqU1TpfGiSt<h$rVS(hau{-O?BMKPQN59YIwutwUpn7|(vR&|_VVEWwiK z=9VrkQy-(>#*SnDKSNyFDdT+diMvQY-7pnDDD>F*UQ(5h1lj`MMR?m?7Kn42lyL&7 ztoI~s#7GvfVfuvuH5cMy48xFk*eFxz1;~@~PV-%QxU|+S+0-JZpoVo`&G#JR|LbN=IgoqpdwXuK5Q$lRJGU*^_t@f!x(dt5N0g_*d4!!2K{q4 zZnQdmRzvEOEPN6sDZDx|uk`n5`D;WZ9zdO^&*IIx~?PtSC7t5ESB+VAV%HR3l64Z53j1|BI$W zCIXfmz@L-i#g5q{R>L=isf5`4aPt+j@tVV!AV(hD{)rEJIXLErw6^ARXd1a>4~mN` zwviHVDq)$8l14C#UM4X(@&e%DZjbo zr1JxNo4sAc{TKK~b5X*~X|u&%nfk|oYfh1jni>J6-7^?8_5{*BUq2 z29ZJ6UYK~hV&8tDno3#3Xy+=nit@CH)?d8tKW5thTOc;IFG?6g3VbcvBD(I6<(XW- zhF=aF%7s8)W8`Qy%%o#;wzH<*blccUVFG6Ap9{3hFbc#11|E)q<>9c$YAxIi@@@8$wyrEBR_Phq;!1KBa($S*%I{WtSX<}vO=x;KZ-LdFn(vmILUF)2X3r35g&8)sp6#A)uR+~8yik~9E2`laiq7*aNbBR^F9JE6N zlWRfEtuN`QJxz(ZT2xA@AZ60^G!W0(ZwDMJiD^Ye7A=Xk4wX=5z~Q*(Sa z+8K)`h?SH_qTk$79R#9$_(hiVW%lz%$LqxmuHM9vJ{NW370vuF7YdPT=Y11vRwbI? zpm*ol;O?!Eiga4Bwi}TO3dH?~T;A;M`2J#nLnOYBROF3eDRi|{^?iswuUP0|DpHlu z3qg#VzURP)+$Ow`X$H>8Dptai3%j9r5aTE>;tEdbHKm0?{W0;E$OY>`Vv>ZnFubL zr=u+T?wbG2ak4UotXB_6Yqtkce$X+Waxn5EIy=!^P|v)5@|h!ZaMTwkGyn9*aMmbU z=@1q8y)E25&aZqd0%_#9m`1cplT|4?+T28I^-BIa!kNQa&gShUB? zZYG*LiBB9Mq`C#`7U{TG4_S2Zc)tMKHrB(e@f-zOoK^HKs)Lp9(TBq9&(TdtaG&L@ zV#GobM)S=b^I=s>;rY>k_H~?a`NJN4r8rd>*fZA3<(I`;7oWm3ytX!V~?zhT;>r-!CyS&qpe}e zQGM|HauRjLjzPpzA#$0=*PA-IHk`AHwF}S=wf*8#*I(k2-})mDDTa294y)l@`vQE< zuml|fN%=a(pfU3!DaED{+I8e}CV2{ToX71LLo$#RsC`j`pcc)JhX6eNDWw9&dXjq$|F4fTZTIML^ahi?0DOf(--L{4WsgPPNT??;wEn zJPM!FjjT=Eq<%;KCtSZ5y09~zf1!zL0Wywp!nX-TNsDP$BF0??@BA;$u&cgoj_@?X zy8BSLr|EG?Dj2_7S;>e;T-iv>cgb&vSh=$LlGS)w_D7`36Rp_OlK$u`5=+9Ia=F%B9}n3F;E7l>qBy9^J;WF-!yf5b3QW{wJ9Nj3873ZUo81wAK?Pz zTo8|Rd^X`vL}AW5PNJe;c#<1<(8AyF<&WpjEaA2cFOSZ!G{W(8QD?+EE*Nmn=z+dY zl0=ec#?x>jGgl^DUf%>xvV^P#K|L+TsSYFVuXA(>-;|v7B1tdgI^Cicqqj7QVpHw} zkHRJLvc0*IEhpa8=}{f@^am%$ne|bD zas91hwC4Us%W4g}e5NUWFK^)C!-tTq5FZ&EotnGZi;^HisJ9yo;-b^Ot}Z#JBR8awF{yjlFsaDeUh;XRt`| z&QJ?=Y1C~i*0gkk*<=)Jp)}6T3{F$UC|Pu2mMWO`Z7^}WjPYwtIqHBygICTHDgF#x zzTq8mkS-k@ZB?_+;1n=7C)%@pieuMZb1sPLcK*&h zC@)k9p5+dbs=PJ8CwpK6s@Ck|0fxV`aKBdh1PFxL_6cd%6-WbdQipv$A3i=D-bl_l zt|CDb*UaS?90iG4xqS0F6R0^*yWts}Fz;yY%~G&`kq((`7*c8>af@n6ToQ>mOy`b% zr+s&J(a{t-)O~{+(;cL_;CGE9Vxpf81K_5lMV^=>%=H1Pp}v-5ms+-ZTuN5V^+zbH zlI|R)%(L{jA~d<&P)A9Yeh{*HJOtk$G?GxNd>>c#rjSCbOij0OE-z5Bn9hp5Y~x<) zFYzVEm6BiLOBIgD^eB#T>+}*UN7|8R-o9-@g_)=0Avl=cpa>1p%3^e&xa-3A$|>;nAQ0okAlF_gRRXr#;S!nNy^)Rjz-fE#t?$i2I9oe395%0`FgDGOFnCL@i~ zxeNIv2pyuZD*@p8+2T#;TOLG5odgSpYM(~{jn3}&zI<;PCDFT3Y@=417D2YE2W@#= zSR2ZEdCrH`O^`yxzE!(OLZ=tv^hQsb9HTFVDj39yrOh@t?*4;2qtv)5?$;HVi&B;i z$kh8*#x6+Imiwh??=s3p!f7Dvmm3;f%)!IoZhuTat1_y-fqwMK|K`QC;xK25MbgL3%m|# zgT%zKBJR@;9}YQu-`+_7ZEe5%y>AMlw?3462R~wS?H`)gcg6HQq}2@+(=}j5{I`XC z;>H8}2=7>*o@e7_M1fNwoEtZ3t#aV6{~GI{$r*Fq<0A3VTO$}H{7Ghm-vsLo3ng$` ztb|;{WDrKwN9s%Y6k80yrET`fpdh0N5rD8 zH4nwQ^-@}lJEoW58JQKi3;cP5(FwtTR^_d{^QD!vd0DB*wzf?gaC?kll1+oi+j_22Rv+-#d5NX+k-bK6InFwzcBs}JXTnJ3SG7?&Gp4a_ZD*f$7jcnU zmF?cPSyiPO%4}H`)Fow%@`;gnjiS8zTX~Vr{moOg9V(;yxqtAxh6<<}IkI1@M-JyO z(i$dq>ih9(T=5RAQ3IgV{7g^TH0weLtt- zK0C~dnS6qok2CRf~#Zg_IUm_MIfHUY&eMtKp+pKxfUcbGf!wfZu}TiU5drSP|vp& zUTRo&`vv_0Ai(=I9t~KbE(jIuXzoqs@`1^+TIr}|5{CFkU>qgtF7@rJ zNcqv6Xbq8>i2L!HM`A)N1!nb(=_m**S0XPpJW zO`u}rDb>JR%}XTnhf0hY0xVCr0ErkA)E*}S7V_0j@%Q(#qnH0r{)&>;p1XW8!_IK~ zdfk5ZMm1_0;&0jT^mg^+{=xp|n7mY!;}Y^_-hz3Ho@?PDih#o>wExEnHdMF7s2%xg%J077)S5XJ8s zk9a-!BJsWT39U7ap=>*py=w5UX{Z6XH}iP4po#O8#X zKH@#5O_C4c$f^Ic6Lb=4--elEqUtO|s_A%XDWK(0`piFnP>yq!x@^-=j(B>e=1$tJ z$fJb;(k(b4cPIMX_(^ctDZ_WB2of1LCU{B9uW(P+wJ7QEX;(kLUU{;xuyMXchH19< zBN73rEZoE1;f0JlTiFerS;|nfOySbR1ij-CJlZxZ_=Z)q&F;(rsgZvNPwqeN@nl8SSVG09+ z$Fy0(=FydMs_-iO6 z&aQ7BW)5r{{UYXbAq9b0m}yKY4FY*=Pck@6cWCz_jE(}7f;~EhB=!cNga-#^1l?+z z>p$%{0^9=5X=&@di~k}Q7eF;~SbV-*=&QZa!_u{wU$Wf0f<@_#@g<{^Mide~wXI~l z)|7#4aC3z2#G_UE?kkY-{+qUd$bJ;4j1@KhyGD43hxNXr;0@}J!;??Z$yUX>H%)_G^UTchIiOHj5}kHfkB=wYU$VnK^={pXIQ%{w_C=g}=>9bycW|M_s@k>K^up z0~*Wda`Zm;&CF1v!5wWU70Jz!+F#6wFUZ-Kson4@_|adLC(V>a6A-TkvR6qCAzZwO zS~srJJqIupmA@8z`N>6maS;*{93uBXCZjLVa{I>N9ejzd68y}bDqZ_l$Z0J0ne}G) zJ^1ZO^mUQ>sW0X=XjG$y^_n7a-c-7^6gZ;$gPzjQEHa(WqBiXAyEmC>ebIy&Q(@zd zl?G6CWl+D1r;aZ?-CQh~D`~=ujE>m<+Gmx=<`Ov-Mbelb9mLhSnC&b{9@cB#TGem8 z>*`0~mHxZ7503dflGiurL&vxKySWh@DpN}@M=Oxot9huqS&H#InKni~!=VT~EviXY z@Rgp5OpwCZ5+lR>28!+3BBPcerYV2%=^Vn=U1;f6>h#o?G(VM&_7Djgx9hLiw5hQ%(emzYyw4Wsg~jdDQ~Oc~<+o=F{*4x^GBTkJ z_Mq}})yc9{H`H=VDeRoPiokW7Srn)T@VE(Pgq~GeRuqL!N|QkVpa@`!$*6g%pNRTUTK@A-Q|j2Mh_g?35{^ki-KY@s;iHoo zS3YQW`bk9uPg}ON?NAGob58r4^ z+?|g+UL~-Vb*M(tY$HXD<-N;eD_lx_AekMI0I=;q>i`*Pe9{4NPq0x9DS5_bma-Jr zf-m%YN&A{6wdp)0w7&#-d#%FoH!ShmJOCJ}shW=ylOycw0V zB6T)%WXr}P1k={I81^Y#eUSPO&{ks5$QZuJS)FZ094onbeiBj`lVsmdK=(P#>r8fL z{9@*+F$jxDz=pkC|NAQd7a@8QURb@ggN{A-a-z^aRGJt5r);EKwHvIdByJl!Db$?P zSqv_c*3do&ht$FD9=hW|v?wsid;6C2-Y#`J;&Pp=P| zWJ`Z6n%Uk1{v@Yzw&H4U+cL!Ow=PFRk7{h^5F{|)H$rDabowXl9Y$*D-Uc&f96eu# zmQOJ=NAQT6aC^nV3v8IDWeAtkD5oIb#Aj3_!Ix)K_ns`N{)52hboLc19f!_541hU{ zWD^T*vSp&;=HmhtNx(IYHx&Ew(kEOlM+3&=;_O)2I7+M%N$S%Y7m;jMB^5{l67d`p z^P4iMr;&bXl7YX0S=V80ZYZB4vGO~wjYA8vb>56<%P=5VAFV`fxk|- z)=u-SWInsrAJ7I<$UPR=%{Fv(=aiVyoMv$L0jYGJn~b-_(dQHl^*;Ud74VPu?65&) z4!v^g3Ww7J(9@{-QKs88hT8iHVWPE{#U1se6p(-Ywb}E$kon3Hy?)f^(c7PQDHrMU zC8C~RAE}sYEa?FM0!-X#tZ@DOW@Gzspe1iw!x4dQ#pgDcIQ&OFq!9S!asQf#88?HI z|EWs|zWK>V7Ofm*R{L6F9DF&u1&&^>&&Kx~>hg6gH zRVj(tgKw|3Hk$+Hu!|AaYIs^FKUNBQMpfQd#+Tt-K)_=wCYygufUFOKXcmYzVJ)p+ znyN;?=$SQ_R{Hj^7fFFkj5*jytyT2T`1eEAAAi|i30QULEWRP69_tik<`1hhju{QJ z0uq3W(0xhrWL~BC@6S|p@I|6brx!~mM)JCWF%qV_EE{&!APl#+&MaBGHgBM8i^Me} zw#z_u1L#~5T1}oL*qXxKo0tb`=w$=PZLtZ}IP@>8JNZofi3}vt7n}xq(Ru03#=MA? zmShj4x0+^V4rh~i`HNU!&AT_(*qMCXE%2?e!hxkR*7Mt6{V$gX^;cqwd<%WTGg+k# zc0l)w2+UXhh?VE(0KYirVV)kf-5!&_qg=_xvvX9{cC0*)FlJX7cb#6;T&iyQ_J!d+ z;wpNgSFL<=|9*?{u$zjAwn%9PpGG|>eb{v?LDxmynBfmVH2kN;n>X7ZVkG3wF7$hw z4`cbi)K01n23dvAV>1_zdup}fGuzCWzHYB?S_8D~z5CDEykgdR|5M^+^^nE$+7|Bp zr^NHG?m6rGB(9VeqGR=Js-n#fxx9IbiMjto)1&Vak51)XgaUfZEVn6UaI%_Gs2>*ZiK9BE1%46Qj! zE{qVYtHp_o8c7R?B&RgH64{2v{XQN-vN84=Xe_no>Hi@yK)*_q?_0BzI0STMj#^DJ zSH+Z!O3UY_wU13l{#j*(^Zm7)wU@4C#a{9)x>sjNKiN8Y)W|7&;Mv6t|LE3;9#sHG z3_Y39uj^T2DZIvR0#zY3&e|LmOo~5Y-PkjCn-}APmRVSjVxZfkoG6a6Mq$|xwNC%W z1xb5D@rme8+RAj?y2)OlU>lNlc)nb*3)U4Hb!L0XuTKT?KF~7o%FtUMYGZVG2-V*4 z+8#_3OL!Vb>!RkE6BsG&{q zZ^F;Y7@Pu_tVDmnsdV>7&!lEK);&VzrNV;J5}#-#aX}siMZT?F;_>9lTtDt@slN+Wk7qCen%f_dkUy znEv`xu+X8;?5*GkG%~O>E>KswHw!(?`BZyxP`hw}ZU6Ok5!d=` z#6FlIIm=}RsetN)-$p5BnVBVVdYfkTr#!s}F0M+VUda%(FSUc6A0p@F%oqHy4+P%h zt$+3gY|yy)s#t=wDCJ5w*o`uNTixqSe7K6d?F^v)NH4k^u9{w;wC`SCmVS*Dd?+o%!FV|E{|DeeAHSb9-gwsMALek2FNrX&=J(kH z5zF7-|Ni_wWHB~Y-CJ!Y73TxPq#o1Ty6ynEPpvd+dvezcw>IMcG1}F-d=pV(ckr?467u$wX^QE9C;so0MjZBDe8Amx@%f>L1 z+mAyI(F6rH6gim2y@OxDtB)SGAO(CLvmHxWq0(=LhfN~W4cVTE+@{j#`{ zUNt2~$aG(3zZH;M ztJ>xgJCAT9wg9(#eOWLCr4KxrO#vrOy8R5efVcs`^LHm-q7}=WEe>*Ov?i_3tDVwWrmz!5(=& zFbWOkcM@gF*>IYAqKtkbDW6l3Og0QAlLZo|p`-mfKeMY2x|oGs}ku>-6k#q@pU zWTk1gJll_GNEOp>k793F*bGZ?a;J3Z4r1fUw6d)hT{NJdq_UflRtYh z*Q$848z6CZW^`wGMvJXCU@oPUUx2UR*@0gY=>gs(lAPCP-@__iC6eeXiAep==MQs} z%(zUqmrNFQ=oP#Z(`YpQ2lh%HJnqV^0LPFrZGqa6lxhnS!S$GC2WydQ)xth|=S^>G z+Q$1T_r%uBO|MS=^pG@B&a>_*4?N?FrZf0!ZAsKYm<$N!p@xECR@8n!6Qe zNk3Inl*B^#XyvrOC#0l)-)vC{gN@X$MPO;! z>RI5;z!W7dDtdl97ZnM~_cZ{6i8=gC*&)Rot+{1}?-bDztn0KKOiCkm9EuveW-n?_ zI58n~gJsYC@sWcY%#WJvn|+8y(n^#8CmDxo(GZK!4^I}>WF_Fp_yUtkhd^-U7dE9P z!Xza_PuM>0Bm9k^mt(j_UNJy9zF|hX0T&jBT_-`R_p0EHTGDKS9JdH;dPqpEyA?55 z7&f)OTq|FSFzkMySl$TRJH^Uvc-mXFaw25(LshEeB2v%|*x2laQ<$Do2gzNTYp3Z}$!}CSI zO&bxHvJCeL*ywt9ts@>8@p56R((%+@4t10hkH#L}6VP7Cm^qsS9s=_^R)aSYP+?hj zTjiq1>20$UQOyDJp=Tq}|M0bCii*UEN%x{g`0gFJC!Cp@Z0#lg_E{!7t_nu>aR%fv zG%ep>uH_qtiG{ozA;K7R^evMv<8K(I7kwf3!182j+`uTqSgN7C2|xd?8-n=4F9fi@ zRK&B*`4TNKa+u3y0phSGP8KB+2O&ERkUNcMKA%ez)<%d53&idw=WCyNRnDphVBr?N zmus(8l*-+qs?ytdwY!$saC%#s?e5k?I#LvNlYgR!<2sS34nWzfYV5Z*$cCEKSJGY; z;eA9eDK;TIv58Glfx|#a*E%9}pg(RYiX84ju#*gx7XR>-bLES}pek94MUG5D(ii)YavfV45xg(tM2ZgT#9+sv1Feqczk$pBn$!~YS_@S6 z(61#5-;|EP;n|5@fUB1h^L^r)%OwUZ*a{C8?(EAYS7nrCN#+ zcdXuBDQ29@JKG(?96f=RYy#?s?J&CdoJr^xT$WG3B@gc%hN5l?Etv!&3&&LKkPvLn zuSydX4_Uk)U)Q3dl|w!Dhz)=sCRYj`NP_oyK<_xvL2)8t|R#LjHooErotVUBad zj=-5>lb$dMQO-$3!!QXve)+X^Zy6j4RPr&1Dxyj~l!1R|^a%_pS)GCCi3U-L?p_YH zlH+JY1Hq6IexoWw27!7?@=KSP9rv9zo_C`3vHm>ecxPN3K~r&uiGJ%XXsTupHanL~ zJdJ)d{|;H+?*&)#Y&6^VG3Vd!f1JN_aFD$!%mROX2&-Y7HyK|-Cf!*Q8fM1LEdP}K zx3tefvm}Pb;ipVU`Tjm zD0g75>Z59(83FC&knA|gKHlp(4tpC=l<23bNLORGaIH$k$84?^SaA&z+ZEWjZ7Ftu zgPdtn$@`R=RVAEFUMKOJ(1{hWw&9b2K7dQnj;t)+>`-sN)G@}wL7-cTgHi4j_k_7? zuRK&{nvBv2;pHeo=c^EJ&jm8Eqs z)7id{&E@_6$NBqZ(}{CO*fPF^O!~g*#JTCbS-v(MOJZ(1hxYzCW|vGB!X=E9&v#yQ z^wMVkP8?9gjraSfcD?tkm+)hZ2vap+a<;|Dvl^WA0&ZIS6^P?2eI?m}5mAuap$jnL zPsG`lp)!Z%o=wQuW9Dv)5^kz4XKqFD-WkK8aYR?h<=(jd@w&bP@!b}pYd4@QsjDM^(O#9w?RJWL z!e1vwSn)50YR3;dM?%jRx0oaQTSi5XsHc@oex0Mj61;4ZG?C>^H zEHJBKdbtBRn>TNP#mlrtaz2kEF^|zuo4}FK2+p2tLeq(HXdIewgutFfb#4kq7M54~ne<(? z@=SS0*x~l3nD1!+r~|~2@as+BXj}8rL=4{D0CF>l>ls5)xSojehoVr2B4(i}iVMuZ zx}FmP?au)eVWSl;0Cym9!1eOvQb$=a9Xmq<)VsTNPHn)Z9!L(of|^xG_g<0Wd56Z&fG1KSX^}(pdDC+ z73eF+4#d4G?zwKjh5>juRJEznO}sX~_lO%2(|FYkaR-W#SSPt%8z1EiAbiS>Y$W_| z_t%k~{A>sA36npstd4lQ?&nj#WS1Qx>6&}8zv~^Hwyq=g`94-PA;f~o-_?s~HuJh5uvmoK6qno_qGw$5I+gooxUtVOJ zec$42miPO+#qHlmxb^q@ALs9vEiRA!XV3T&GU@vkm&X=2vV3iEmc-oR4(vTYP&P!lI0M(H-5GO zmkb>JOjSf^B5IqZ*kneFM6*y#-hDiZX?ly5LyQ4--0bFjZ9^~I9N7URmRR8?_X5N+ zx?(Z20}0K7!}?p}D-Tw!7_d;{WBKSyVQdZ{1Qen;8ePhfK;rbAV^;B4!FNr|cTxxN#R zKNc9^7r|ZI$Sjlpn+0kdm>RFZtY+-l0*k}bf8T)1`tP`xjb?x~VsA}{s?gV=+^bSM zPCL7$DA`h6dTp-nh)!#{QA8Em;YWW5M%TQ$xVr&ygHeK=GU|cYr|XniR_g}b6OPMR zWB`21Ez6h(?Y1rBR*DAbezVW*pN{HzCj5E;v+z*>0VR`vLa3i|yp^l7atUW5;b#?x zVzci8o6Yim9|GIN)klT!$+Z9OU8lt|Msx;xZ^-y_XRp@wjQ&iyb9evhIQ31!Cgj+QfLv*sp zvrUMFs9cAlk`o!BEvU_&Ng0Fot%BVO(1YgSlTd(!nXyNy_cf69m00P0M$m;#p~>neJH3`#JwtL z)(}YLkdRSGv6W|M62@%TK027#-P+1U-7WgHa!=f1JA3A4@kO!Pgt^JB`v?&b%Fh=* zlATu>j(MN#@ApOoGj{InJ3}PrwfX&JnJ9269~;HG*UC#dBP!6|;xOrPMaO&v=E(=0 z*DFB-3^+<|=~^Q8#b3a|)siD5uT9{}mGGLTD74zL>(`=)$d}3iSUOJl?!cPRUfO#Z z=Eb2sR7+9TPJh<-xw|^fHSz)2iSL`^ttyXqo0tqxxT4HAr1J|9a$kOdxLG7P-R5qa#04kpnT1u(d6%b{u;Rnf7 zPMAT`XziCFlO^2MOSz#aQb*7AP!u}zE<0NkdSrUoIQK(@dlp|U#iYLR4t1F9aw}?2 zIP%e4@GNq@Kz;co0jZgqpX_fLO?GSozfUr9DCzTzk#Pl(EDYZx>q9L!Jn3?O2IPE6-%)QpCQ=B zjbg=ka7mvD9hHo16Pm0IRB}vF9q%Uy(U+o7PHW8{fU>7xe|G`0vE*89cgeD9m@wV? znXp5d&_f0o2w~ChCF0iGol1-ymE-FGh4hJvYk-OC!IZAR;?QzAlvo0BSnnl@j48C8 z87I`00*)_Cf-JG1Hw$}0LwhtHx~p*!81CKGV`^z#2qQr_vp-BCVsbaVVmArGBb>{o z4$;YGo6JO>K+lV7v6YWrW$5Hhxg1stwoe*sY%6dt%PZgUWo4xEswr69~KHM_WdgwM?WJi$K{5 zUb-VN+4cEQhMa@CKHuyJp@jdX1EQh3Vf#>-Xgu^4mx081u?gIR5aVGd6}XiqK&n9y zrVM9#20@@r*_bRMBE#21;ppGuciAKm_?*{Yn}FO{mo6~}uy@urFJff;-18kW$b|oI zo$`H}&xwSO70PNphhbp+I1>N&a{hX9autqV;>@b5Dej}~hKE>OTgC&vq&b={!P z<=UvWaPAU#^nCvQI5q!YPof*2M-|;{hy3&V`~RNb-JbFC;qUQbPa}4h%=I|Gzh8Ff z$obwHehBj8r#EIb$3NekGfBIJ-~auO|H3A{|Kopr`p18H|BwIUGhHH+bN1I5yxs`l zB{MS?f{?bS`@Zsi_3ap-G5S%KYpsnhtPeHpHw@@?{~Ln zynOh3eAv_0L4Lm5LH_>!4)ROzGsygS8RYMz&me!={=-tth_kNFej0gEmkdjU0@?J5 z%rY8x&A4>mk9n3+9{I*bIx47gikut`U%^63a^38AS*4P?=YIP8Ur*xe?dp^Ga7dh8 zi6kgYc$5&+8~nRrnJWUT@a_#HqFEtK#{`LhI!aPi&>r%R^6JyI`%78E%5d-y3`~UP ziYn?CtPU8;5pu3JFp-*2hr5-A(>Y`XCoJWrS{UK)!}CxYzkFzEpt=iO>2Cs!HgWNN|59v#GuoX7=|Khz63{5cDE zsRkB^8Zc|ORUUV;xTG^MIo=SZ?pB(bLRSmJrxc-IF0h{Psb||J(o1oZ+*V1Et)vYl z?_EXoYIMzaa>Nbk#7;TaV(i&FZ2LYW?Pbwd4Lq|%HMUONJC2>Wge!0Ew_p+LIAD#> z@5*%@jm}9McPyjvohLkz;Wk>G2F?o2buN7=+u2@*$B7jlJ4PWyv72*PCW%O4)xemg zxu;9rMBZ;ikTNhiXW@GM21`ir&U6G0Su@ezzF=ipw-s{*(`EwTqLZ_K?}^s|XNqCA zVHS0+UBCyBn{A#esTBn98!Qsca}MKxMLM?j8w|gqcsAT&a`Kek=$F3WMJnMxXonTl zm*TaORb+S~8t*W5nN)9cFvx~eC9@I-+t`cQz8~31$DMZk$p=Ws ze_U4|NuS((mYrMtF#KNOUGP#16fUt!Fff^)C~93wOV~agD$iwU^TCkAPb`6LFSWok z7cPf(SQELw`n-&qi1cCZ!1)PIyukwQq>GQ2(qysriXGz)`FYZy0!#n(b3_qa}Q>)jr;Vt`e<6={PC}z3!`S(+uYrST+c(H6tCnBN!vu z(JX=oCXr7pqBwk$9LhjI!-Uo(bSw|no*D@e6@+BVP`T43g9teIPGL#-^(2hBHb&Fy z1w~6QO_SrDC)3jfuRXQir{lk#?1P*{nzI^Zi}5;$V*i|u60Qk zSrhhSU_=!c9>2m~b3sY&p{eVX9i~z0MQFdk2qlOgOH+HbbRy{MPS6u#P4=%VMOhuV zceFtHUU&t#0cDEOu@)#?S2%dvfO!BbbJ^Pwz(FDbXe~uNROfpe2%Jz*DcmVyE>}tn zhXj1ucV~){owqaLuSIbb&xi3ANwMpj!VQ@504n>JsfuhP9tVboqB_N^{z|d(Tu}~H zk(Hu4E?1z;p_~qlZyb+HzKxtLEGL^`vuz+SYdtKgh(rH+s3R7EIp6CTBQBN>b^NHp zT?c3~iXFHoOo?XUA$TYe;p=xi6 z1(sel9M1r%*=w8Jz~OWFP-2s|b5VI~15w9%D7Fn)e56BnA`xS)cWVPi=3Mp|io`l- zdF`&3BCOLbBfix!;O?x2Lsf!mYTc`nM4mxO#{g5*$a&WixxK}qj{)ND6fZe9AZm@+ zyBJ_aE4^Gt9_31p7xNt`2Xu^dgW% z+DbWHOUwix(^aswA)|E?4&5cajHTeUD#D_3PwZ}zuv*|0mNjr(^IV+!_l`*#sG)!D@O{&LG6Q3RjW5%Ht6 zxfpp^#KX)^k4x=}O3Y5sqjJpi>Nmx?N;zJ5cE25n!zrAR-KvtJ@cZU%RTy@{t(t^_ zrqj~6$-5HK?((&cO@oXj3&bIqPiX;SYvd;15VjYhts{zh9ZR5{V!*+tiooYqYtWz; ztEHH+%5~9F#JmpIU6;n;hcDxO#Q=$2h3}7BRb+0dUq=IMz3`-dD-jP;M5s5w$OUS+ zmx$_xZ1cr5ey*^c;+}9^dLkO(3gq8idY|lX;l$C=qrm(9l~;-^_qLKR={1~YWqN!r zHUlG`74hl5VBO6HEpkw8rWUeg@G{d4J@nY4UR<2(;RD(a2tYe95C<=YTTN8GlNSyH zjHvH(Jie5eC;F!a;w!6O=Sq;1lN{0Qki*Z^W7e(2in)xl14NLjsQbzb6u}@)!9Y#( z3F~ee-|;Kt?Lt8~N!48!iVQ1j$@W@Q?WY|$8y__;{Gr#Fdbm-#mN>ZA4%`!tY^_9G zZvF0_w>l!Rgpqwp6f&eS&F|x$7cG!D$;VKKZmeF+VmD{Vb#}Gv3^`oWg~(j|qBpNM z)HsZtatEr;5i9gu5f48^C&B<_mY~9LEir3w4BG@Xo-8R?ij8ad?5|bfrUgR^Ls7;h ztFUhpk_Z;1+oC#e-?iQ<&x3j{YpVw{$N|eyn;`O+Os8Usg8B1$cWad#VdPhEmSS<} z)Y!_)?AANQYvqf`$KKlx#`v+~nEzIl+I!F!p&bZ&=T+|ll-&W3r`Z6b#+CdkQOKl4 z6cH}6E`ynnaI@1aMWWwe@_wsIaw*~^%1|7OeW$o59JxRxwp9J?P3`;I^T|HMjrXi_T6LghnJ|m98}S`jr=M|Ms2Qgq8-&>fywbo zQa9i{49LcVmuU;kUJusS5=GV^w4w!~aH-dEml8z;j(7w&jjyQHrL@%RmSlnp~W7rz=U!|N){-C;PqsGuBynA&F8~7g{+E5*KrD^ z;m!8Y#_Dh$e;p@0@)o_qGQdV~4Sy>U{Zc2=qyh38CqmBJIjBO^l_y}9Wd=ABPmQ1} zhGM{S%ZBEd8D0o^a*~9XqR^70rYv@OFcE`N=*GHa)w@o!20v#!F-E zi_Ezu50-)cmCo`NHg2=KhzH)!%1yzcdBV%=(O$Ot%to2bN>8z=&vB`V}Y#4W}=dTia#(m0?WTQY@~0`0u$5#8br&jREpl zUDCY`s^P!1aq=4BP+{q{nZWauxBV~qI90usuI))gzys|TlV%0P?9PNEp~bk;0IVHQpm49){25=ktC>odS{6MCu2WI{V| zOE_|;R#aW^cjuO(AsLi9k}>AyK(_-ke#Tj+ml8FI zeX(u#di7rKjTiYU>W#+^YTFpq%Z*1)a=N#`piVgATB64Wcd`@$O}A#cJ0L{% zS}et&N}uW026fJbin0MFVU_xTa{uuU5n37% zX@ddM)9M#&a{&^swX-qqK;Fh%+JUpG!iq$C zoar-xnAYrXJH>>@%(ypxx#Lw^mP6x3PWAehbpdk0=)CQ146{o&CC)ZTk2RGub|4Q- zuDV-^!oR|^hi^dPU&-Zr8!^#Oc>ORyy;FtU&Z>l$hlV zMC7;|5XTF80d9c8koEQFQq{uLPj+U=!Xi@4fud~n8CCRKRq!sSDuWvkQ)0BBZouep zbX@BJ$csqNw>Ctd`q#3VCq3?+n>!>3cXP?Ez>iD2>k6FQY6tEKCpH!c+vK{v10LEo z1W>4b=6uL6k!mK15+iOZ9#!K*j<@(}Kpi}mf9c9a)ptR%*{4~wq`p^EZ|eK~y_y=| ze|^5o#*9|cpoXQOpD;Pz5F2SH*Leq%qxep)6G=;k`ioqRFO2tXnbFDM2zw{ht5+az zYl1cv@sTr!YnEb^^NZB+O0n>I=4=y0*2HSz-iC)kb_bk35fkhR#?Kp|pBmzdgjuX$|BKjvYPQ;s%ld>Hr zIpT?&8n5HTYb@G{hGO*UMZ(U_xzzTe_Jqj$Ky~q@7JaZa~BD=P@ zQXC1T$ux_$sKkANoS`pml`2MuLbCx@nb0n}YaMImz2Hz4^?(7FFbSwgv|x*Bm>q|` zs98su%fiwRb>skqx%~x5@FI?3rYgdvWQiOo%A_k1?V>M=pAd<XO5LJKqXJ-X@?zW%o?|0N3(YE^jo`x5(@%`O}6VJ15 zDb~pWWo|jbQ6i2@cbu?jZqCXTi0FV1RRbgtdCc(&#Ahq|WCqB4a7lgxriG0(+ya`W z%U&!4#Pr`OVmv0&>`Jk}AqoxWNMXDb97-%QUtGKn zaFEk;LqB65CpiY-8re2JI_VNr%`X%Y^F1mA2FTS{?)3^B3vvhU3FnoHa?x+}f)o)+H(*{?o*Ye=`puP9Ws+2HDJG3kRu+m_ z<4lT~`wU$`8^w$zLbh$=60>DwfiH@4t+K)KbYOr5XYa0GfmQZKymgtX5K7IrLsgor zH?;XLjl;C%GwZ&AxF=2htDnEB!Z{>8jBE!Iy=kGi0}1p&V1T_17$nHwhpHe=qvCgK z16Q9artcI{8C7{_r>MRce7e?Ajv7*;oqYjM1bS>c194c7{i3M~SBe^BXQzlczdmnF zin)imj@|6Y7*-iri;uTh94x0iWzs+RhrJdyLarT}8(0bH-dr5yMKn_lMWQL`j%yNR-l?Rz7bOBO>Mpmj6tP#sA{>CNaE7|p zk@r+$G#j9ZzAY`SHb8X87s8W05dFwhb&=mw)A%Z;@v_%3riTRLgf(xA>McHeFw ziD)iapd2-s;{8@fIS&vMt6QK*V5Qf6O*PAq3~)<0GNg<{*x#tP=V7b+W*-9n$5z*T z|2P&J-(SJMFz5X&mVIy@Vq|>Pwb)Kh_z*#Qs-cIvM#MDwLeLZ37wuXD#2^iw;~P-J zt#IVqt0D&zOvWw6h^_h37dypF1g=;tP=sMumsan<8Z>Ub1>$K(uZqqzUud0lNNT~1T01AHMI=9QH;D0Mmr9|qH!aB zpjf!=N_UE-%f?=!1)|ljvhf9|FGB55BGHU`yOxMF&rWK9Tncr)__+aPayw^7K6=MH z|8?Z&(%*r5!jUHw)EIxG8@^l#ezH#?rQx}AAtSrNWUV67Cq4eYu(8JFa8C@Eot{@` zD{&`SmNlO6qG5rArYf-gb4?H`9N}aP5XFSZW_bZ->}KNuD96`A9E4j{iQ|p;DFduL z^Mreey@x1VIr;v3ncDYb@dM9)~81^ zz>hMgw~a?rUwHVn*Fup41xA+!$U}Pk0t(CavqX_HsxRJFg^7kg8bh(=Pz1D6Wb2u7 z0jm6mkq}$LIr6kp=R? zj?0rvcN3Vv5gfq)U(K$|$WP{CfLp?u>!1~0e|rV_F|>QL54Q5LaoxW^SCBS8F4Cet z47>?{zX^}S}@VNU62U3KT_Q*VYf()n(l5HSQ*)V@-=Ea?`*>=8zyJDt z7ruqb#w?tRn=)XGbE_7{rj#~V2`>!qn^-y;oOcnW(sBp(mSc1ls1e=}TrWTr*Y(ZF z0FgOj+JJrlWA<`tw@s80$mmR7OB8nR2MSOXcb*#5m z%iPK8sKZdi@l9xUO^BS0;zlF7;pg+kvyInN3=9OyY2~1=FYQ$ZACSW`P#3o#@0vAc{{~kO47S} zlfZ3V%O*iaLqpe_I>2#z@7I39adYnB07MzIhrORh<%5Q`s?Am<5VkNL5_nmy!Ojj$ zYo-3_T1UD!9%d*39C|y<(4by6eXvDkHR3JTqELR&yOy0|CHnK4u&`p3dDqqMhEW^o z-9MT^JFs#8z6{x4>f~(#n>4PR8YiRj+)?fnIe6u8r6@aTSl3B5lnWv?7@ z{1USASLJ4_60a;VT8ac8bMa8?!UH+)0((&j!pL-@B#Ab3s}u4nD{kIs{u( zQ`^OKZB<7Nkgaf|i0wad&}{+{f@`)N7#@S(dTW(Pg(8x>Xn_guFLCer3CxbeL9sxV zmWny&#syp**KQ}l6Mv@LX@jb0)%U!;sLJXtdp|Bf?1h{i>+rZ657#<&qM77wfwJAF z+;`w8F?zL^u;W0?*z8LF0+zP0D&Z65FuP)ufymA_J|aSdzBc}A!B1AT1NVdz4^x*4 z((k{M@jjP4Z}!RCx;o$3zgOIP$vQXRWhN0W$9(T0$wZsqUuGxk8)LRvO)Sx-Oo&F; zl03c(NRGPZyI0*JQ(t9{p<}dQ5(rzvy~$oPuYm`9->Np50uKc_cngf5o8wEHbOMR6 zW`T)|rRc7}%q^DlwhgkvQ*zEy#GXAY-OkI%utinLPz1KV50^47&)cu1C_R9#)vZ?; zFUNK5PBC!(N9bLfz!hJyl^4PZOR8IUh)kef1ueydra`ikO-4mTLU)~Q=$@ytESdqt zgf%byw70s_gl7AZ{g`J@n}CfByO$}d5dx^*Tivq^Oml`J!F;iHF%%;~+iST_D10P6Tt=8jG#U%a{zsJ>kf)@P_N}Rw^%Nl8q$E>HN(;ISrmvCz*LU zNSIK+ke3zX2bUGGMHPL%$q`Pss=2{V&Wp6ID&&)1#Qns=a0(%l3_;Jl=2p{CR7bT- z!b8zbh9iuaSTqJG_47n#xK-uxS-y7_38*IaWD`n6Kj@Uus)#Mo)}eZA5aYG-wGyKB zK(Y4hT{`p=cc;8+*@TXgoVN))*&%oAl_P3zD6Zbdo{JuWSQ&~OA!XNgHbEA4>cKWg zTJ3o|wRI37OLmKN8zjUuj|Hcph_t~)flVlQV6;;ZqxTaAE)K;Cq71BLeT(1TLGZw_PrqfCz5Ywn}7I9{aDY z!Wpo`N28(0tsRaHZNkgHzKW_g;mFvqAIQIn^nu8Qy`~%4=W#OPwrn9I$C!D!i0Gi< za$nf{ookn1$>A#iEwpcPV@pG~8>N9A)(KVW%B>c1u4$c^FMBocWXP6h6ELxMhxU4n zQulG74c24+;Io`jD^Q_NFsqeTD5CJTF^NQ z9}+6Qo(^?<)gy0p9K6r~w}dm3Z0ZK*cXw_(l=A6#FqSWO?L;c=x z>BpQ)usNIhLkUYbxqmw~!8>Z)gUubw{nwMyaI(t=@TPnat?)_~=l4&3b-bik8zw&FBAn&y>)*YBo$mOEx0+hb) zK1ADVH4>`e(D;fyYIL{Z!H-4G$&LdCWE%T(rx>K-CFgdlBl;ahS@%wnxU;R=86=~c z@eXmNNNjYBE)6jGP;_NpfSEg>SS>KCE=RZnWnbnQ*0iC9Kxj@&5gSh&d*3KF9tr!Q zDma)7eQ(1UAbbHN9I)>|Ug6|0ah;v&W<5q*RS~y5r>ZMZ4)x443w*=9-GGBd?Z7?Z zm65)<7fyR+k^hE!p>CmE>XUu2p^RffzmN%dRh(?4Rh$nPoJXOJ*i7HRxw3pok4SES znEtUqE+s}nk~6Dc;8?_o+k|c@5>y&J&l|;3Wh#V2RjNZ3;a-)B^X=ddKujqam`mdu z+N$u}9f)RtH@&v76_~)fief>jCdVD%+7I4W`RVlMRQ^RpSWuSSh%8GI%fh|D*Lpr zZL%HC*Y!{$Pu==-bg3$CpKJ4`*SP+5`ns|w;4B|sxqDGOE;hYZJa=c5DTeNi1>)+0 zFv^!YPPVcG_k<(AX}o8ppY+63TKYtad$UhzN#v-qlF69iymhONs2OR(UMZ?^7;1(b zk41Rp`6kyU`(l&i+GwN42};gr$q*F2mAhXMTLl>{Buq;&X=ug+MSR8J7U@PY%Z{p7 zS33|#!i{BdXm2@A~Z6M1iATeyrI zP-?TiR$ZwW$k>F=!-<_MGTeA4xz3f)Q7~`^ATGMQzXGF6oHFfPAxIk<#J9!~*G{B- zJAf$I;-2+d;$S8_a8EdLneJlh^(QyzUsBB{`;=-P?Z-(*1D4IhRnK^p*YZYW$eYztOvJ3F+bHS3pbU9VpG4%dv`6|geB*i1$H8P^u1SRRb&(8jnGsDi>i!o$DJa9 z57evApct_@nA zp7(02f}N^N{$eQV=Va!>=*K8KNR8RHA?kZ-y0(GGGNR?#s*JU}Q`{5Ii@ND^_isgq zfJ*Vm{uYiHj}waV{nslqhzQ6LagZk_O_~=l`O}tfas>Xt^kn}of<}iansTsxsTdl6 z7c>_Nfz$M$zEfo0rr0gTz#%opTh%dYZ>qnrQ%u6&^k~0ROtOI!Sz)0_NQlWE@Pv>L zjmuakalLh^if{*w^eHnv zXsHpCWe0L;<5jWaTooc~R{XOYU{HR0Z9KQwspeqXpsE2FOqv84K>sYHttiyT^_}ff z$1F&FqS=8W3UXS%)-iYVTAT$I9HF$mS0=D(9IRs7P^&)rS&Fg_3o$cpZRk-Wd|4ni zHr>yn@YGi)Q1(h`Mzlbl!cZ8$l}Lz}pmzg1FnoecT^cXqPb)s##xI<3qqrxWSY(p( z47x|ZVUg86PGjHfgB8lD9%+1%aVeIu4b~11%MP+XFM zb$oY3cdLa6%d$m8iz9qTCz|3FsPO=7vppff!qTv`(beG>T*{dz+&bvX^R zeys|xByes6MB~_-Hp~(+FXw{50P$3e^QK#g=+cMUEwJ+@o%Y60*~g)4e`uqyq&3BxKFcr(Gx3A4$XA8NLwP1lx`EU2$DRxnWA!TcwWCY4%bgT z+g^bOsky=ph)bf=S|G$Sg0iKE1?$?Xt<}P299QlJ7*RbyjsH@W!59p1PdIW6A{d48 zyZc{!LUFC}W*_%4)ybitEo5*EIJg;l;JBjMVHGO~k-09g9=OuV2G;R{6(_mBqMQTr z*CQ5j_Y96ltcLpUr998dNoh7?IY%{(vuY^HlE?^3H;QQ5;V{YoGcVKaUX>ypiacb1 zg=jxMUV$3Ivf93uH5!P~d<8b{AEG}18_pWb4Jh-qqJ3_FYAfyHwR3{TS82`y1M%W| zz5?YB6zMIHr$1#W7huU%?^p~FmsPw2-GHja(4v_cL0@xAvJ|VnN%bp5Ox^lnDFv)j z`h6{l^boKSvOqcRbZ$K_KzyOH+)NuH4lB@AH3_^nqTIe0r9lv|Ub+=ESk4aI6OOzn zu%Eb}^mX*sM)IS?`euLL>P6hBxT*E?`zxOGBK=*=_pUZa&3@;_z1i>B2&*EGO=tm= zkeTr7sp)L>Xqg-nWWA|=!7+#Q%6~uoGM%en|Bf&5rC)*?CAj|}=dUNHTB2ln@69UA z4_6TV>0ZM6B=ia0$nipFT{mb`MUPQ!Ig%E%M?ZgmbV2^tljz3hQAIb~A^-gT{=esU zw`aV3_SkGRR>c)1N>5JwEJdUxOSjgB*^79KHuR+y^-v2Km$WAC@9#Q~bU;lh={9 z$Y3HLrB|ox$Baw&{g`JN<&m%O#vIlPigYb~k}Y4sRzv1Zn|X0I)MD?Gvvk+>!^n%L zs#ZU=yiH%$oK5}R_oim_%lALd--jmJjoxP$3buZng$tg`mbU(wm&a?(D~IdLRD{^y&0a=@UX4SuNC&Kn#tVs26JVZ6s`zoVYFDqy*!_0(z+&(iwj)*b%PXxCfV`(UX zp~_XanV{L5&5nULO2{vZv02{lg~0Srq`$B4OTfVA`yc1;c${?VGwLny*N1TD#P3bU zmyk(!mW2GuPdK_K%Rg~`&_3sKOJXk9Lwo;xQF5kD+y#%6&v)-qP=8t@;n$nMK|hsc zG-TcOQ4Np%WPZY}eFJ00vUyVci<|2-OUxYusROX^{`Uk=JC-O%T^yMofE{ZXzX8Jl zR;)1Hp^eRBHM#-0l&{Mm4j`W0{a3GM?#u=-p|N`C)xhn8 zOv7u5sdI9-og*sa^aXWY`vFXIgW=aJfps4WDB|hO>cOL)xqkJMWeiD8?9k>Kwd^=oP#(Vu! zi$jjjV0kwOOBRl7A>l{qwcG5w^lG!b-(Tr<|2{)Re!l;4{(g~O`w%Vnj4vURzDuut zNUtNym-K2$OzHK|-ap6oMksVViM=VG@6xRwXUcEFuQws~$Ibc}4b`|CKs7Lgb?iV) z5L{e<=wZh`fJtNhoPbSA#O2eaL{x_~QrZrz*mk6T1qy?Ax{d9?mVMHIXBVJIZ%qT9 zZ9vYNmCO~ZIds6yHX)CjU}ol=Cd zu5kc~FIme0i0=cJ+O@LHvZbFyQt#$&^vOPUsnTj-Wp3Yl?&|ts zeE-y`Gr$@FZxoBnI%YXug<41k=Vej_b!2=2ionInvOp2VOI>RI07pf!D9-8-hdtT`(}a76DHYTft@jcKkh(67$l7qcLd5vqZ<|sP6OE73|s7Y}-_2M%ddZ?g?i$Bb#FLlx^R!nzHf=c16>8L>KLbS!Zt6$#1rC9N3-jVEMcLcC*BFT(ib6i6 zNl~VMt*uyK)@UjDT9rzO?~pC9qQU4kU>oNP;?lYhx@`lF7GrWI0jI*u6;qVnYHM`l za~)B=?>HPWK)hTz0=`^;k(l4HT43U;)0ZnS7ou+^3(TBImKnAK1(#6LFpbA`a;^T5 z&}DOt!4^dbVvX#0DM|*wYxrsd#5^cmhdio;(e1RACF0O^yaI!)lJ0G{?}-MvNcdH^MRheE@VBCH`x&0FOW#0Y?YOoq8?X+b^rcJQjziEZ^l%-A zzzthS2cQT5{Rskg24+G)q-q+kM%{W}yC+msBu_+G*8lVhMeqvppON_XwsnyQT=@|L~oMD(Y;GQr!^va*byl4K5J}4B#fu=-E9zsus-pCXbfGk2n_eL zuBt7e1YBi$n^0Bzq1ZAi?kRIWAY^$~cc@jv!YUtX)pP4T9Lng80F|~3LV^^WDBFZo zq6S1Z2{KnxcczTsg+HO|Y7hza2EQcydZx%S-9A%FcH@SQ{zLPS0 zUjoA|`&39er2bIM)KU8nQn}74;oDKxrQCl#DKZ-a$`m8z^BrHfU85C!zJDlnf;7c! z@)O#l_~s12W8aPeoIwOQYV0;ahQ0eI%Eos>%AB~mErSRmu^vcOB8zAQv`@mXCt(e* z@${%vGvJl;rD<}!V>R`Oq8v$tqo$ia(Z8PTxmiTJ&xT!WYiztXF5x= zKA_D~#`jK$MQ6S@&KJoRgF{hu9Q{>{A26I1tH?qh%XA6|ckG|Tq zMDAhL%f$}l=vUpnMA`FUB)0LG6t2KQv2r$vJH=TQIi;3}=i?pNx`u+gRYmXa)$#5I zM9aggKZkRPh>b2Ty*d(}S7~P{;`J*Pf2~Ty@YDwjj0L|SdmCm|L`F^oWieHeffaGa zPFtxU4pFYtHn8a3VJ^wxz4B6btqSo72rOlQMUXD+D{Pi1qGPIuX)mIq3-vzjgI=O6 zlk`oH`lA|WyAva8+IOppNQhP1V0n=o-ibDvEJZk8cIj5f#nJu-+!Ll~xG-MAF{e;& zd+~?ysxFXv$$qjAj+hBUnI;*%Xy|Xz_5|fofdxI9NZHh}$PMG~C;uCQMK9junyZ`cga^pM3JYkLymXSExwF}gNWdN-P;rd0jXuu)VbW|HgI zqH-qg)1i*J;vjZw+(+NWYgp3EEtCbSLP@%pSh;zM&H`&Be2BXOWk89AYJpw8U?q70 zVnN$b$Jl|7+D!6yAoh9Db~hmuWcJrX0&)iHeoqi#r)W%py$&df<`k}Vz^!p|*-}JH z!dE+6IW#ntSNEbc#Av)1mGM)FCz~Be=x%Q&x*x#$@Kg(|#3^pq6#|F$dal^pfL)db zuG;_guob{F8_T03x0n7ioe zz8%}S*nYevX@3=hn<3wPvcF{%;!SdVddaZgf7D({COT}J$?ta=NUw3tHgZ+YW3FAv zu`(la-3IHJwby=w;nTBexQ7iVX9HQ!;aVOWa^;oG0R8Kk?E=iwI=}SGWOryfBd}k9 zjX)eM>>ViQ*o4mc4aj3EdN~Hzajk>1rZZ5OQ%x#mZ@{3Q;A*=9J%{H*=LA9&mY6nR z9zZVgHQe1cD?&!?DA~s2130LJIVcMMt8;x9b!>a6O38SSxsDSdMNxFOKoNRmFTRcw z#xKn`I~CO#%-SnEu&2UPoCWq0aGrDnMr`;?ux;etAgkNu3s7Wu*|U@BZf*fuS?1!P z81R0S@|7aiq~zbQqS`w)%Om@co}`V$FCO1t=_#X6o+o*k zw6(0v0hfBs;0P<{HR#KzSC)QglR4mIJ=y|2xngP?unwSz#$KJg?!ZKV9&QsaB_@2^ zADZZ8N3FixORN>YOvwWAP8f749!um#MPI&lU?9?vM)EtC$ZaDr5iL;P<$AsX6K+Mb zv%r+_A+xt}RyFC$vc1Yo^V{sL_BNQkN>=s z^$cD{_V+t`UFPoN{r)cHE?;t3$OmG-&7~YsS+F=9w&I253n&}IJk|vF#2MUyF)<;- z2Am74v?iyQVu6UN>VEK2)y62$?>kWTkDycF0_*|5M``Ob5;7hJ-65eBI=~bqXKT)X z{#F#)+YKjwJ4M|$G{E6bF~rYF^g=P>@3bF)38TTZb{Bp+rsU5{zQ%dkfu$Gc+qJu} zJ4ik|3ncP-i0%sPQC4EIjaOCPT`41VrM|H|5^>OT2}z26(&N~`(aQhow8ZQq5vX*~74_%1!Ek5=d6 zF{bQ#slU;a{>xP(D{cfm%d0Il+bOEo#BOVX_oAj@Aum8we>9}{4&>srYHXY{P=*e@ zLkmnr-865&xjqw$@hRBG6URnfx0{6O)rprW3Wx4`Lvg8NE$E4QOR?gh+8tWWD`v>| zR?BRok`{=8LGafZ7oLHz0~EaaA-fJxAaq|$c244}Le4SGQj9UDCoI*OViIXrCC43@ z2o~YO6_~N+?{?&fdtHJ%B-E6X28rB@szp|MyBEddmfi&Iz{aVtTn8xdyxFpyM3EDC z_I3awiUqY?2SDBXf6cxrgy0m-)-e*@(EG0ez(v3S##CfUMhg@PJC&BMRhi+AHsGFc zWU2KrW%=!SLq?1XpHKE7jEG!-H^51TN4I$#DZI&M3+qG#$TyhR{e>B_;Rtn>HCFNs zDEv<2w7$TRfUTh7}-zY34f_6yES50{X?5OnScxwa8+<&#<*PBqAQ+23wiGi!|1gqMC!cV1@?FtmRCixak zuLri^{0jr(}UbjtJt{Ua0|tEjyQpD4m?Y&ZR&IdEJC| zAn_ebyH-{G{A1d`13Baq_U~3zkv5{7p0Wj^aQB2lI+r-(6K%jf;mlE_x;g&#+7lnc z+Nvk}WDO#95qEBo5wW|bvBqUsF+12{ov4;PQ+>hag2b`D#^~5^{!x4jxAM?0YP!?! zKsnofc*6(CrCXdO64E}k1CZG6rR*)7z!uPuUwURFNL^Hy)g)jRt--XmqB^PzuH72P zEs+dmH$b!zh@*3>BbIVcoZ=mbtHT{^nU;Qv#ZM<7TNT- z{F3(*pk(_ly$#>k>GVSU9$T(wHtVhE2JpxlPvDpxA>FH|)Eyzad(&utI|46KMPplS z2|SP%cSw*O%Bzy(UWSP4P8HjB1iq{Dp+g>hZ}|3}fZop&!(}T&c780LErKWJQV+H2 zIjUXPj$pp_R&5yp`Qh0D*zTH!)p!euvZmS#>s&`_bdzrw%Iqb%1%|{^UKqhE zGV$96?oAM3ILe&1336(~qRy0rjj9N|{kw)W51dC3Q5RtFsKOQtM7IG|lPeI7 zgnlSdWa}!2&2npFhzX^&YI=<)NMdJMiV6K6jc0SN3T|A=O7R6|f{qX!mSmP$# z0A&L!8gk>(hUR%wJ(P%B-~L01h&re^n8tSkI95BCcm-15S9?)tL%2};ZD|ofr}J`Q zfCxq*UhB9-(Aj`{!jKSFCM0W)x4xmsZ4jywBn<78*Z zs6H7W52+fG-~ucuaDcXrCx((+hGk(b#hY`RKB5K3X8kQXQA= zmpTS?JAAiw4ETO(wOfj+wNT@gBKxnh*_~pvdX+ z#3_5Ywj;ztl-|TN0Rf8X-g-no*ez16)xV4uJ>)e&LZ0c5nbT>C6~!Z5AF0x3zsG zy_u*&4`8Ubkm`dK1T z;My{MrchSAPpRKZ3?3;V*x?A+4uw>&z(AC#VB09HGUvPlXI1e+mN8x1X9mus)HAW6 zDCYs0e)l#IlQm~MJ5f>W8hLF`$gHmBY*DzT;h=mg3Ki^i%1kk?AQN2YlEyRC0BSo> zCU4`S`_^3@KfG&+BLT;GF&m1)wTS*vw}rH_QbKCm?!x}dY3Qn*BG$k@UxySPo48ss z6mhlf4+DTR8;%*aDCu4z$=&*KiRZNe_k<&JjjAd6<0EvK5w73t76iY{)YmeB_8(0%rDwgsME2CFM@@x1_-fQ789>WK~PS0Z_h8M#@P<<0l4$7Ty zEx`g)(M$JRO;G7gX{qUCgq1tra%(xRUtOu*wxMa%>0~K349a}GRt3kkUt=&5GB$Mw ziXCU4Io;|gn|Fz)QAPDn)=IclC8$Pnv*XHxP*n--QlhjF#{(9KnKw}lZYAOiwJ+l| zfn5%f&RC5l6S2+@5hG2mlb?OdWO2qSiPIfqk z-emT=|_bbS2Lz7@{ET{GLmC;Q|K+--RK9nr*x`Tg&gV{kj2O@66N&pM^H z?>rb*OQ&_NGAtcofDRW!d;Z50R5ba$Loq#e0}$pY3%>`8z@>kz2U2q6V4_-55k1|d zuP1v!8_pdNYND182*yD-oE^dXNT*s={BiVZ5yBmU?uI*}!BR@G39xfL0h@$IwQMKK zQ9tKiY$uAyiv>$OAe!U$$|5{E3)Qw<9fdu-V?)R;;#H8_6Cz>Tvuy{jkuI$be9OSa z9>L!%q7hdo*#y}+I_`#TLPghLSuww!6}GI_&x(`-dqfNT?@NXe8uRDifNMn0e=p~+ zC+BY>dWKs>&+uTd7}4`or0|&u9lq!gPcwMDX-^1{KVgM_5V^{_wQvwpV8;$ ze#n$F$Jg?e_ruE$x&QfQpA0alFzayxwshWLi1^hbJUT%oza~I7+s8gZ{xq{q!#pN; z6JI|By9lqjg_#{kt?uJoo~_QihRWo~@BotqF2Ov5I&q>Vb>jYh6EKn(aVTFw8eb}0 z52j=h8au<41ES&Bq1psIrtk`A6C!F(;gHa|5IG=nm7?Fh0WQ%CU;lIZsgzpp_zU>HZy<|(?5t)Qg z@n7{l=S>XNWwm^k-yW$nUGT1XI<5?>hVmvX!} zFka5$2x0lc(hF-SeD`i)!aI3YzLbW^lQd$&-tW1m8NYOXmt!KAhuM@P3ozn-_*OqW z+XjLe7>Y7BJ&cH^YeLN_g=UM2C|HkRlBP}QExD2obxgJ4b@5uqB3-Y`YzN{kEHB-( zmsr(y)Al|pQ3*Nb25e{zHrvm^#g1;jp@{8x^WoYC9KxwLVgvM?mt(wDB?Q@)d#)B3 zIBLheyJv~|44J$IGPQ`ycq_38XDQLHkWfnE3G-T_nm(UOtg-k0Ly1kOgkZ;sbzZUQ zxRoe_ku+5I4ixdIR)3v~k(l7A*(t^T8-2b`DZ-TyI>Q3h!(iLm__=V?^vVm`p~Qe1 zt-F`_9Z_`w?g{h4ZL&;_z*yUlirC?e&+JF`u@JBo#FAwsyer7n-gtK(1z;$b{K8j6 zUJu1mlwBhy?=3}{cTM91Oo~xN%*l78oi!#4#Iz4};u|o*YE!Vl?C{O%u0XC8i+2`? zcZK>!)I0!jc!LUn0XE*yOS%F(4&j~cHLkWwdt>1)6a%j0Ms!w75iUUx9}C1q1cK8y zuuk@Yokp?UExQGN<(p$%vx__Ym#;W$|s(GC!Xmj&g~TT!KD0u)*xx|;rn zIyRAmQaF^@M3`NNdBqZEM@rSvDfv*}R+<^Gk81Z74UL!hd)UX&P zVU51J7PTiF8HUCH^*?KS;X6w=w2}QSgWDKx?kAZP#>Ku!QC!!I=&Tb~al}>f1{>U@ zVF^}>f$6opE4R|T%V;IoT6)yoV!2k+^9It1hW7#o_o^DroGEHHt}#Wk9afA| zGS63+I^uI9W9YL314m@<{T29J>D#K}t;1tTaH*;WNI#7%u69!Pwx4BKUF&IC8Jut8 z6kaL{j>S$1J$SdJsJ#tMFYOPF$Kj#|#y+w zhbzvP2N=hE90=TSURaGx%3^^51pwtUD{vlQc#=bF#Q>vTU)O7i5wo+hRCRC#8lmB= zw*>VH;SP1og-B8TT2$epp>+!^vVa4jWiCKe=}SJ8SfeE6dx^rlBKBjZ4RScfXxmbh zg`0KvJyVp4Dl%uYy@D2S(O^m&#Sn;LS^RC}umk0kX@Rl`MH9wo0a ze0PcoM>FY8F(+5+Qq?I16(TqtDB?Xnmpes_e>C>g4irf<#B}fH&MsJ*1@fP2D`52-iE`m-Wa8|n&g z_IcG5pP*pd_nKs^S=IY@IqZ4@_PyW#{_rzTw`P+crFD&*xaXJ3mEKMMj<42e^J7)s zo6Rq0wMG<11CZuBLRecw#1Urm7J-vxJ-zJ++&n&UxjzZNo=#oDHh%^IH(|nlKQs?H zJ_8t+h+cStbN8^$n%&v#Tg<^jmiPOJIk!LMGi=5^v1G zH_IAx@IYd`shryT=Zk7xP(p{)amG9q3t48@pA z)}4B%D1vX*RsT{X0MJLCi5d=#${ebqu8QitD!7#u>K0hgAmyBW0k+r)3}D+J+jk80 zP!;0X2My1;Qfw~}>x)`lGZYEPp$d&VMZ%P+OW;c#L&UIiovSY}Vi=#w6_~h8%fSM1 z`|Dc20%dg&g4wpA5k217UQt)GF5P>j5hbY|8jr?e4%fzWEXddf?Lb28bTk^TK+NZz zGi{LGd<=(8g6zonM6pGw_lI@JqjYSTKq9H&dC>s5j;{6IxEXzQ2W|;tms^>n?0<4n zEPyb9Za+b?#Li(XVR{s;^{tH;< z>i5qxssX0tWRBEpi9AcXh428@j<=I?1$MlFF&EiY^0u;HlHa)Rzz~E$C^zK@s zdO7Agc>v!8uX>-+QuMh84e5ODHRgiMv1}<4Bm|cehN4b25xF!n-N3#^IjFdBA$LG4tJY!oPRXePC4F57v`js zGj}aN2N7TA=$m~P=xvtw`w-~2??Z5ZzyERmei7*Xl(x5wFCmk@3-o>p^lz3gf!>ms z0{x-Af4(T$fu!fdO!<5#mRxt7Q{RMNZ-SiW@V-As!*f0#z@TQU&Qj!}5oK>fQ6ERr zI=)Rdh&+HeSjYLO0m=fztovG(EGxl9XMqJ7qWdebbdj)F@;i_iJQxq&fHgZuv>MZR zbiPtLbZ7Ux;@!Km<3~Cks?wXVnSQNGz}8xX8Uxg*K7@$)1`eLhtD)EU+glrgd=PQi z4q)K=MsJWWRf&yoKz0D-)Ru@ae+A~8Tse%qNb@O|NkUR&aM=6SBq6*=9?0^zT&7VCLre|b~KK$rv5`+abrEL&pg27uG1ptE8} zAPF@j#2tYT#8A6Mpq7Siu}O#}slALLB?4T3fI(aeK z>{BOCQgJ$fo$#Cb)KI<`tOM&(hzJIsKo60ysT`7mfytpO*RQ&L!DRcY46eb+9wQ5n zRdoZRe^-_Q-vl2B?+|T*?9VY|+cG)a;t0BJMJ>Q4t0*^15#K*4c1tl4yMlL^OXV}s zJ`bJj@nxIty(~SFR4v>9(e_LE-d&A|kj;({Q@-muIRjDZt2lDp8&B{7V)Yq{s7zs7 zaHYt-l0L5N6gl&v`f4a99^c}1fP{^5EIw4F;P5uztI~4DAGQTHqdcoMflCC;W9_GEvTW z$N@i@jY@XZve3nSvp;N1bSeF3ZpJ~9`lkkDhW6L4OJB600 zrT91aA=bz(`!ohRr2bIMG!Od^QhDAcRLcMNT6^8g{nwLHaZW+^zbT*ZM0)Y~m3+T{ zD0NtJ2qwSRNNmm$!uWtdy@nE|9l5n^5wbgRcV-d1=HLs@AZkoM)@3~Z~>P?X%hyHu|fXMD8{xF^ire+|4AGP}}`yMOx& zm!A#K|DWt{;j%lSpfta~3p?oB%R*j6kWU;ICKchIHQL{X!`O~+^LHSdrSGO9UZqgn z1Md{&$0u0Ng(5Eoy0~{B{?|)ftCD1A>;s5PcP`&eRb-!eVi)WQvN_8^BHE%VF5qJP zE-JgZs$;6^@p%UddkkE7-|9%HlN`ON3eFk0s5cZ@ymAc7H;VZDOYzWZ9(uS-vlO#` zo`)8S!cpc@Duf6x$pQlv^uJznz?Et z!mJ%R;X2%0rCS|^=?aHWwkjCp$69Pvs7A!P=0@>71sIAmD%?hKPdM@c=`uR=Hye4w z&n-LeC;MB5dH}O<%i#={prcBF-?LtDY!tAK2L7F`g{uyLVYOKMi{I zT@LS9MP1c@6|`^<&eJhkin4=e4cog@ME{b@hfCFYA}WqMR$F zdCdSh4OETyeFmb_@`R4us-n-?1&7=_Md5Aq@vXav=O`QJ0f>{)z7(}rB_atfZ5#>N zsTQK8nAKfOxl$~0mhR0CIc|Hi#=pJ+xvGxMRz=(Ty!A>%Gb$E4}e$<`~BF=YK~OZz<4S1J>OvLOQCg(!*X5i2Kh}Z5xs9@h^UBW5@&?SbJ^oj;2qT z*AnrC6TR&msfRjRTYw@s^eF`CV^u!1u~#R2v)`(Ut%%4h(Ez0u5kH@|szy8``(!7v zY$d_~>va+@3w{Ic2}e$VyWG4+#w;p=3(J!dBm{E;U37@)``-0Od4fn>I_# zo`5s9ZC*qEwRA19RNWzM8!G;byX|C=Ckihl*Qzv~I@wZGi@?||MHEso#ktk7i;#>7 z$qvLV$P>lx3{+jB(})N4a(f?gyux~o;l2YoO^0@^DwZM-Z{LBbmnW>r1j>q?q7OE+ zxYRblLZ7*Et!gbeuC5k{5q{C2jOVI$%+3x2Otd72bI%J9g;=N2(l;Q1E|af&iBs%w zIP5LS%nXs$OV^EUrx>anp<`Vr;y<)bK}H0;oSOy4gu&l7z;yxQn>*VzJ&!>qVFYE| zirN#743B+QI`(&>&&NXd%|1jQnH*2>!IzAPm~JvQIZG5o{|zP#&-LZ|16xEN0ta(v z^x{T>u-(R-+6c;qiI<#qs|fL85DY93i=AHG708X5I+WY1f)0wV{heY`t^d7olVW0d zX%w*?NO;C2VegfKcZzfsE1HK#EQEl}in+0d`kK016#IoqodU!mSzdo|)y ztYkY$qpY;rbGib#yx|$&0O_5YuTw@CqwK@gb`HrBmW7eE_Jo7`#(Clf; zdlo2%O*L-40kekcux-SxZ%8g&ftA2%%?=0d>05Kx;Rp>cNB=*2XO?S8j-%=K+(iNL z-~nU-nupj*qMjoG-#`G3+I#b(nMrm;>3Ag2kL@w|y+-|-MNtxm5G@eD@G-9?zD|`Q zJ_c`r=%An!d@7O1H?h3t^5jl(WWYD`38-Nw%Bw`fMAjTv!k&qU1R;I*tGi^L!nAT% z^6S}|Q)A6nV8Q$QxI~tYMfhCOW1ZSkH0e75W_q#dQP4nWTGBHGs|I>r0EF@*dbC9l z`@E-a5!hEAbjP8{v`GQ@5>9ev@={uLwC%G`5}`9bb~( z5(>6(Y157(vJz&erVLER^?GPUG&~;VW)Te^Qhrl-msYfQ;SYj_4W35-n2_{{rmpT z-)W7%^B2+jJKqpjf9HR$j!&>F@lV_N%}1ZwX)B_qY6=ztjE7-}#HL_=Ximd!@zJSx(e> zauzu`IVXGTNSnC4>$k;PxAd2eqow}xdz7s%y}tk0fB$fJzRT~D(UPK zktIkrgnYAQB*L18O;&|BQ@^Pdk|2g(7NPG%)gp*wQ(Ci#ibLSUcA_dsaY1MZ3Gd6r_HMw3a*rECuHg#5uo5a^J~u-v$Na>3$s)QO4SL@c z-lg4XQ(ZiquwD%!YJenfyFK!%CA`WaI7x6bV-aXX1v_`6v=Dte!yR5Oju*CK_*8JH zcYXMVH=!Ajx?^wLXV3JFK#sS8BnhybSJRg}!CV!w1>U#@VN7M!O6~@M{4PfrXAz#m zq&i1l5a?^MTnqwV8bLkXE(rNp)DPW?NFqO^9YH#UuvZ%btT=6|TZBit9RkO5sQrG{ zDsBkt#$&qw9?)s)5O{bf`MB}ufh61H)38vekF)=Wdes965DjtvDSABWcI0p=>t$^NcP2!4Uu8H`VpJJly8s7(7C_u zF<4+1*@$iSRAR^B;iipvhwT2`Ib49?ecX(bMx<81KWmP>NTDros7i=M!`@pU`%-ep zDT8)wRo6HxFvlW2*Op$Z1IP`$T0pKqq);^fP9@?g01YGq>^KmQ$3+ynj7KT9suACT zwXK~qN{s4tW;4JMH6ni=;Fm+d1-KH%mGB3{;c=^dy%Lt>r4az2j^vZ2l;%QxWg|1j z4^D(mH-=XRhVB~{^l#X62L#65tb9vsacGhS3Bhuh{3oo_0%v8Bhq)ksP66Bu|(-eUMwvziTqSuKLT?>@QN0g z3D%jyv8n_%$lY6DLo#yySYmIk`DlAprY-ij`2`eQno9>K4LM~C6rPbTPV_mBza8k4 z;qX>lUK8oZN)Sn}#g40v%OAN&JEhO9lz;%GW1f5`loj;bAjz4{ZQ4mZagh^GJsXIW ztUfwcV8T|amQ&A)fWd2$9ZOWIi(4l82e3EnBrH&5KG{CbRmBW0y(hsSgxg2Onj?y4 z>Ii9H6%00F-K=3e4z{)#ME0O?ZD5~8#lYK0JT7m&!%v%5%V9fefR(k?za8i^M?3?) z2|rfCFXofXI}v|yPGja1XGxh(cKSzvpvA~nL0+3xVzw0Xa&?h|g<5{Ty=Hq|ZaqvF-IKd+&f!}<)JOmi&J zE)OQV6!);_w=#D^7&^2VW6^OonQ-`>3U>!hQz`C+2F(9F& zbBWA9^-ZxfT`#7AtnU!+(Is;L+jkQ{!hIV`}J#I_yV4&&kh<*jGggG(!uEeq5LUag)ABr>C%w_ha==0r%@zR6M8vb!9k?yC|zo~?@oCRHx!$EwKT z<%*}aR;A)F7CyS>CSm#WbSnof=1AD)nr*0!7H^%Ch%W z;Zza`MYsYH4ddnFd0QgaB%U~o7AO^U{n(wtyl_rxyA$n{s_wJa9E%I8K6|PPQbkI( z*FxjoG#@7!H|w!%ri6&SIL3FU5`}FDH|@c+fqQf=scnwz#JWiwszRi-7P8H8`ukmS zTnSqqB%7oNEY<>xLq|@72R%_T?&MQ+x}#(~-ybHUa&vfPFEiyf9f4f%o?lIN=vQM# zZN8U`WrHaOTi=@6Qq1TYnb+JJ8WX7r zk9p>zQg|7OZ+A^f>NzUzDd6|fHUbgl&4iX3mX>QUy#@P-8s*~YE!1Hq~YaSma;5s6NdM-dSa$uWc2X3E!j5 zt=zy}C2r_fj!iWiyFS8wwDp5TvfH=hY9C`X?Usicd%@=+Y@&!=bLg$nB>(+}#5S3)7>msh*tm z5dQ%j-OB+w^_DF#%e2%`l7|vy?un4oEU={7^#St$WKAk3T!B@pqKxHG)y9#Xv;Hzl znCW)koyjp^V(k3d__;n%4AL{`3KZ_j5FUYCtd_p1O1v!IH-w7afSnQ{$-ao%(xKH- z5{hn{I+k(=;9TnX+krlEtRfQPi*FEq7y|LPNi1ID8_p1 zQrSC2Cb9Dgck^C-qaND1(npS+XYn`Thavo;ot=PEw;%GQotQKF_dq{v$)SbT)+Ijq zneg@$oE=XBr!@S596BiK-qfpU=VXLyjw@lyA)C|3o?mguK=|}Dl0Su)R@Ar5`d#I4 zTKRmx>r}alb?H^Clk-d;FkC4|3u_{fwbyrG=l@~tspkYp~RfIX^N(!34G-=P~Vzkai!#TZalVG zS!ewMB#^8}syG4h^%K3V3U8vgS28&^E^l9iwO8aQQdIz7fg*#%xQzR&D(FLYRbW_v z;fkJc9Kh@Lq1#@A6QEZA34By0VAlx?ybTZ^)Y-kO+KNc;Q;5@;6Kfm$2Ke6@C5j8! zQ2`_XZM4ALiP`*K!m9Z-fcRqVWvyyg+ZvuvjzHOEugFy&0}MfaX};MUoA9Po(lN)@ zFu2qt89fZ6T>FoBA8Nmi8KV+ zztv9LWF=xv(4b8#0)sP`+J?Y85Kk#C`r2H08=6(cG`IahFk&!ug4(e4yjeaC2ukb2Fo$)@f+DdEc{r!gB-(}lRYJR_Dhv#zj zi2RXVdtihkO5EG7IKA5Aw);>I;u?;0Qm2pQAQLy01xNGI8v$_6c>L_D@!7<{R1 zS5<;~moHVtRgQY8T!9ti2V4jpsw#tvu7Cx00x_hujk81y**F!iqlE8smz~W~&U-DP zt9!_iYbYj}1&UbO)Q8Hx4Ji8ub*Q-l396-T84o4$_@G{2R-o+qa`Zb+Dck`OnPdZ0 zZ&oXCmPp)rpX@l{0U)V$_ZxVJzgBuj!C=$f*axAQU^bU2D&q3va zHAgs6_a&Pgx%mq3eq6dMdVK9|Dj(G?MzVE`xZjTDT*nzFU;(a#DKNa5n=tfr4t4X_ zm0ScAeEN;#gMAS=EZ0{ysmA*{750VcQ1b>>MSAU5tcD$|sh`=I>)?7kG89{jUVK!q z)*spB$-HDSU48zELzReNDW`hiSoCs6vI6NOPCG{+@03?Oh>sQ^i^0}51UWyTlWK~} z%3apR&7umHUb_AkU?pa(Y256UM%>tJ2M5U`sEd|EiH#F*FBaHE%HRp)01R?0(9r8^ z}TV*XWNW z@-ixuu$#u?oinN{geAx5aZFPBF-OAByI^Ohum|owUv0qsZ_XQzu>e=XmSfH_b9JxgDPQymzu-$g`6x-{Q=sv45qnHt*1d$SINzv4i{?gmXGleI>HOHVafl517C1?!qW*e_J)U6*I zAF@WTbrwi$4{Uc%B@$J*)(x=A(LlX39!iu>(-^20NT4b+PP4?OhHiF_st0@S#7vH| zp<%mlstQg%irWleBnV_e8sAri*o>)fCTUcaoU-=XEHUE8eX}mHPHHvv4dLM>Yf&p< z%Va{7vu_Pw?=b?wu3&8=`Cu}1EnclgHh~b@gE>es8DD-2tXE>V)e}tS2Vo>^aokc| zUQZ7|e4=PTod-C$O(BwWvxKMy%iR_w9nL&G7A1$tR`D&r<_Oy(QmZA%$5@t&TrEb~~e9Xe|{Dz?R#~T7h&guor z5O^GF(Ns>3R#A;;XXOZ9SLZ>+3BhXRL9w)RtseVj3T>W+IR#Ku#I5iYa57kaK(pNb0pAjNa2_x_r@vM#z!3Y z>Yc~|C}Ll`LUk=wnPIiwIR;DEa-^vKy}rN1b5Lq2Q|mkV5Qk*vKz;P{yGMQ0VN5i> zKO78GVi@@-R>ai_!vr_QXtE=eB(Z5sex8syo;HpQh4uI{IT8L@a<#y~D+~hDM@`~n zI612;1_Kl+wDNvCf$Wk~m=I9+@&@PoK?*-%%$6Lkd=wuNw+x`S+Tl-9;(92dfg0QkWIY#^8lh6FQ?VbIN-ug z11+sNvI(|y99cxHqE`?ruoJu3hf`HJ`f}f3sv?I2IXdKIa*UWOpv82k%49zuz+ee` zzJ&IF{2E9MzQjop3FS_H-GBQ(kcKZta({nrZZaVlt4V+HF=x`Z5{m{OS<*M;n^aAD zV(1ojuq8bKCsd|b(#yFGdmoz-fu49ivIN{lWBzLiL~+4q-%_?`#)sT2g6oOYY^(8} zpWUX}KJzBLX*Zr7IT>37J}>nAxFWE!*3bnjq48Q*?U;(_UW49Ftq5FR#Js7lFh>zW zHURoS1;5qps8=Q1yFAKOkH@zqt04P&R>^fm;Gm|bXb}-5rd})}<>EDL?23?0PCZH) zgsj|4Ffs%Tu#+7@6d`1xye5NPeD?ywMO_Z@s>CM2vo@#y7J~ht32tNtcTD;6B4?>z zN_cs)``gq^^rzm26SLpHl>663so05nHz_xwHk_!wzTfG)Y=`QubV=WX?AYGh^s0hU z%y+NS;2mr0gMg}MZEX^MUW7S3V-PT@@nO`#qznbtpXbri?rZ|%idpvPP} z^izR6?#Us~nFe@0v%IVF5K_X3s@b9v58bUD>xg8~YO^_JY;H@mgi>5Z%fk{75_`1- zf@NqN)3tI{!#2cYKVUwNa<2iRb{}3NxwJ|oJ$&ife!{k0M9U3<7e420b3;V_-}Ef^ zJ*BjIs=RPfe6`!|zy*?T&Q1$#|Jxl`Xxpmh(A%-oBB;-aD;CQqLAH>bvbROaoc1-i zQ|0mcS7Nk7#_tljadqk6h@cKJ^R^O0k= zgg!Mg-Rps!u0B4E3>Z6lrfb4?$?sq7$;|#!Ux(jKl)nEu3?OA!&QWWl+ zx-P-ert~iY0K7 zkkvE$N+6tb?51Wu;7LNgzu#5k(fy80da*RATg^5{Ig1q4R9SN*Xa)vcryLUp?YODD zoKDoAlO;%Vw}_I3yLxBqz>Qa|S6!f8HUld`A zaQ=iAxw^V%Tmq7Q;r0=@G)8-&M0zk3ouVH3QeeByDQ)mthQr!h1_`Fw*x@P zt4sH9%~2SB(|4vrjxs|+$?FPI?iVl3DMOG6TuZY>b=FQyr=moJK=#cBD9pK_J9P$9 z$yQBOG+J-j)KTOw6!&Z$?^t!`I`Sfx%O=Me{$R;*CG5GM{BhqyGQs8KPv*>aCx6O7 zuU2Erjck%klu@^e*3K0x_~^iO~Wh{zOwdR+USgYhU|Rk1&q9dDtyA+m&5fS1oYtb`qhOWdEN@A0Buw_8v0dBT)t%80DrQB6s?oA1wU znE8I+hK=tJYvY+)=E$p>B8mBV@{}nlV&P|YaJCTC&chJ6V#k7WEl6?=Y*wd|JmDFF z>lTRJekR*SN1%plYZi!88vF^JfCx9ja%|&^=h1FQ$ikG@anOc69>5v>fYX)xlt!0M1tE0*xh)B<;A=r^z5J@Fs% zs~VH-MvYc>svpiLWgl@iM>$dzbc+pvhh2R3nxbM6mdZ@ow@Ho@au#Dnu0Z@V_E#sZ zbrj(NWlUQY;Yt@HHU#vj{0`Bxv@BQx1LcYxU(ZO%G3?l?UbWcquD2XXFLO^ykFUcs&plnwE+ zX^ScZKg!3^4fsFrn~5f%l0TN>;C@ZSrM~7kD=&LV$3V{jJN}S-KUGDf&4PnYQi57Kb`cmbC&`!j_i>f-Z#bn!8*Ys$J+vK84E8wrRdsl!g1| zdrjOeneTX$OZk=lVQwv}x9M3;ruq~r)lF+QuwJnZEhm`A8y>D`R~(KQ6275MK!G$QzBkt%a;;y8;kFg&mKz}2U#ytEunEsz4oyl%(eQKAg4Gy zIc^A27v6YGt%do<`YL0sHU1q#^%mIVY=w`k6R`8Bl)J4;k5$%=GlU>@Px!`Ii{g2T zlh{(!>qQ1*&(JIo3!j|(sgAg-52))JpxT`#cLeHpmn@Ly82nD0fCV@IY12jx0bh?3 zUHB*gMR$i^3!kdy7$2ROg?Q#}WXmZ3d|08l!LOz)cD&?kgcm z&16AUQwKS!qf1mztBi2B%^P;4qGfN&Tvq}30roHz+dw( z-)Oj_b~E{4pO~?-P?zuA#OXG*eorEac>7&sD>ctrzw=;=V&Ejq`$w5sy}cXYK2%Rq zMc>5&38kZ}>;RPGLcyV{0pk8PN4Ef{D2J1OBHewq0shyC=-_RRDBZZQ<~XZTaP`cl zwdPo5qnL1R+HOaN>z5uv*br1b-uApmd@^co)7)BhVr>W_ z6QC4oYR$U|zAaC+mNn6FLu7y`zY)pu0MxMaSQ@TX5s9EAG`S4{pLHl#twj-z7YEg+ zA&Ho(cV8_qsuIu&?3QV*z?HCPT3uFY`_N@bPs6L^;2?GmsmFtgLzg%68J<-C=+o-(I#K zgI?BzW^+WHTaT%S91Aj*w_`1{ikLgcvF38ysU)=mD~!gaBe2O1Rj%mYWVecHXC2VEO>E(+d$b7)nydiil*14ZB1UVz(j>izVI46YkT4`aQUL7r;Y8`Pf>9Pe9 ze91R=1SW1#T(Us8F`m*-K$#G-6KqP%J!b+Toq#2^sMqT&u;6s>)$=Q`@)TG%10XX* zgv!kTaM$DFrg5E!WA4~E;TgW^Hn#vpX2kczarWRpJP{_(0C94eUbANf#-vx8rVX%0 z^_pXHB(yO;5N3`dk^7g1Au>el7RUuu_UTv^lvjxXWP!qt^cC>{tXSA@76Q(!UD>sv zVKSK7F-O^ExiF!>vZw;Sg?48nb=9z^jGGf1sJvJ$%`2V>oFvDPB-0wead;^hSAKRI~mGbA6 zk~oQ8Ww|FQ5!0J{6c^Q%JyzOoqZ+}-S|AJ=w>_Q z$ItKop5NV?@bKZ!@nNO$SdLld{Qi7dp(Ew6KDsjG*Sj}nHOG%n%1P30;lKa+$A7`e z+duwSCf|Q~|BwIUyLL%?_173YTq|9&g-8MzS2&aQqi=tF5;yX2KjFLm!+7wJ$H5X z)6{r@)@M@LG|`9}jXNfMb>G)CuTdW9iW-Q#D~Ry{Ql8-}s!QGaNqE#%T1@Jfr^!Nm zD}5!tiPthJSnef+s!>7_Nh3ZWIRPbHeJr4cpf3lw1E>V_;S8vCT>c(Fa=OF^nj5I+ zJ7E{Nw=>^SC#of>Bd&rEF$lRISwGER0Ov`dUH{>^bS4 zV7ItoV4vTo$Ts;E%B?Z@uZLY?=M}svJgEnxU|;lYX2MtvKGuig zb6ifl4ds;u#fE@~`a@YBZ&AeYT4BiYxR*PWrp9;0G|Xd5M_8*vX_c4{atvBwgpI~g z!~urcWq5VtSl6-z%Bg4l9ypnD;4t6ikk#hkjWvM-XZXNVJf05STuPqESUDLOa%^tt zQ0u^DD1LqoOdkg0p=(3NZ@sgnW#S^nV`+tGB-MfL=Vw{M1}4XygbVt8 zB{4$H-HyMUxiG6fmBz_aBi^nsB1N@)>JpjvDe$zo!XAB&Lut=4USZ4k?egxjD~mw) zeR)frJzwwCW2MU0U0Rr#6r2l=_YOBe)U|{&g;EMTBTC2I`S0%@? z=V8^`T68SS+Nl^RPnMd?#>_3M+mbX>o4X(U3{T1?~?F~-xpkoAjmCud** zEAQ$LwVMlZfi2&63zUsjmdmg9Uy<&yroB@S`8_ASYkoct`JHE|^2!@i%DL3!$b^OM zg2EOuF|Q7=R8dN)21cls5ZVcrg})+L8CXL>VJU5{84;`r$F#QC>pACD`SHEw9=+)b z9&qu&d#YVW%d?q|B`y~a&}()?XA-t@>LVOTp$TMQ(%m9~xf6^XF(*@bxVk!Pd0@Qs zm;73}Ud_2z81LhKHfk-c*M|Sh6{hAn*hlV11XCtC?3mI-)D0R4a$g#TMIEO?oc}^Egu?X`3|SVX(xuI4=R5Ra*6eVcEyvHph+rLDFzH-j6|HT5tb8L#uSgjy z43A4(*X&D^g{HcMD=cC!?cM|P(Zd=?v%O&JidnN;zVB9y%+d;L`t_2*S@=l)6jAU? zB-`4^hWD>F`llxJbgO|?b!^ub*xUjfDh@JbRvb1f4yC3;dDspTn9BljM1$t<5!i4y z<1CPS@7DaWs<36->J06(BsVcg-+iN)HvMwU5W}73L4C*cFlw(Y6 zE4DjBEU3V)6Kjr94|Xx0s=}?0IvO`QKCHv!xDvKZ#iQ=seszO||7LjWlYDRoM_lam z$|hGgyP*=MTXsPMK+rO*n@mvzP}aG7C@K+xxNU&4`^b7}pTP7wjLR^}?-rPGry1h0 zMBz=9mjDB-Tzu7YuQYcV=bFazP>--;azr5@!z%VU;@2FrUISG7R$_6VfLMI?WP1&D zH>Uj&7*QyHwQ))pIG)d8LrBC3aJDGnA2^aZ7A5^0Vz2`w#q%b093T$$($m=jyVFp= zCm>P0LhZK1i1T=vW=9~WtnTdqqCeDdgm?lDR%3t*Vb6ma9r&wjHeBdLt;3c4Df}}3 zoY@Q}gU>~uUfDa5(dOyj5!tF4m`F37o0(78JVjtI5u2$6q2;j5F!_mugo8qNs)rop zss_0=K-A1*Ki0%E#y;2%;V^;A0!v8Tj46{@3B<2g?zGe)^@L!1tb7*nFzXy%a>S)% z-gQUw1pM^JR^cbkhhTxYOy+6hP?dmBuxr=&1WGp&>AAguJ-R8#B;x2cTcSSI;a}xc zV!@qiv~46JPvQFI&_=AXRg2I7iLotb^ka!Nru;UVcai0aa z61Hqfh7r^4U$LdzJ;;-M-Y#D5KFs&q-N*R;=fhYCGHLVSa-t?giUr_twXc%-itr-s z@V;gUL{7(lg2^hX+Pkxem}JB7euJpEj7=6HOQtH1SrM7%uDGeL$jx#v&lZ8oG$G{; z0ta~hHAE9Zps%)RdB^0)zp`3&&Bkb>dcb|gqhw`LJTs-unUX5E566@FDfvqo%u>G; z^HNCr+f*)FimR)$>utGzU6f9wi}s@YyuQyK8STzdbtIlVO^UlQWrm66P>lh>x78)d zD*}IUBl%T_{s(VDD%_52G~VV__5Mdo(pLE70wX+Z4Q_#j2d3tFSmmua44gH(*`Yif z7dRfu4G<}hE45RJ8S#;W zxH%1WBJnomLR-6QwwhD8o=sL@$Kum{ObIy)y9XFC>(dLj1&DhG+3Ly>I2O+eTnS^> zdaomt5A??WfFv)-SWJRD`B+y@onp^yHD^-&^b(DT{(b*fS!FQHpk}Fu;f@3wTS0HWPqg* zBmN8&*$hv71}HO0E!6+ zI01zfea@vp!0~;pmXI(x4cQi@HU(w?Mt1}pj^U}+ETOspf<9EtlZ=LoxW(Agtyh-vk22l~uWJ>0!=d=SCO ziTOP{o}z-fp{hZZDiI$#*?yWFcP(lq>{&58i;KTv#ep#3ZX|!o5D7k^ z(=)RXX?(T@otUis_6ZY)iVMI6Hbzj^q|eosCfkV|+K#0OD=sJq4A`@Vg-!7mYx2XX zAn!3thI8@D;Tq=>7AP`^YHJ>90!x)C*ey^*seo63Q;9`HztWopYT%)|cG-);NqP0% z#=*dZdl0b1DL0~L?M*pjFDDwdi18(Lhd*R-c+UdCdbobuc6GGy|*KOnU!}t^1mJEld}px z2(Mlnh#DQYLK}ok&$O9+=#COr;l1jyPkXUkjQKaM#$8b=b^v}m&10TKvW<&eP3W`Yev;tKDz{{pmR>|h!;R90!7jj+uw}4vTET<* zuVr2JHT@*lQ>v7~`H84zNe@u?@#_6Rn%(o z>1zF!O?o-hX}GpEy?59-aHLrPo-=We*&?_f)F;`MAkq)+gKbv4N9yzaibzDPDH{Z) zs%2NW$V5o`8$!W3YuFH4B96->{Jchb&YEXt5NlT?Vt>_Qlj50GGom2R-NZn&#!tIM z)Ap^rVxpNmuJSi2X8Ce(cNw{c#Y89uDJ<#Ux|!7^FB)TJB%k>VLd9IX$;2WoOkF48t}9+6 zWym?zm;TS$T26{i_^z#|?3pDeC4H8PC$k*hr4EEf7OoZ{l91w; zwPi2D_m-(|MpX7*EgPhcb@8hK_hgwi!vW78!Xv*~%#~!5Pm{TV169I1#zDQNGY(Xx zmwbH{qL%aztYRM_;M z8X!KSxGz2daX8GrH-LjsIihabAi|B4GtDtaocv>WWq^2uadiRS?%;|#vP!PUVt|1F z^n}4Yl!);uo>)v90<2nCjwNu*hxU;vO125d-Tq;Ka0nHZF|5ESO-Usk>nJ=4pHLPk z{mg0c2rOR2gYIn`YUG6?ZU`*~{Bf9~2#OF(I~GNN(A^{=G;bmX*r``Aj_b*;6GH9g zUXKff?LdR!tZl&YGv0DdjyS@KC_0^Te6Ai%j?cDaa$E^h4tp^n3<*Tm{d$+5#{>S8 z{3)Zz&jhNS*~I*KxPhJYpo)tFc7G>;ZjIh#M|AF-*X+h{U?Rwa=bD|INV-NcS@RPX zL44MHsvq9Gz1sn~FDKsOp(Y|%$sF~~0tv&8@1#?SIWWu{pv=$YKiW=^v@(E2cyDgm zHon9_q)D42hh`ko&KyM~yVYthwk35**#a9u2%7%{##xotk}6QIRY6-u;~uOza-EQB z%BQLjN`&A?7U(qwb2q5x-hC$EG@Tn>scTiN4ek-vL6mRS77sG-Z(6ehhfx#PNjzdaMRq zJ(eg_wsE>OKv@njKO4_&SmaD@2q?Md9&J$t8-cPmZWdJ&%16%TSn(*_ z?P>|Vhsr5`ElS#iiqo+lqbG>lYralFgw>kTsg5xuS;fV+`o$cU99P1YYls{soc^oI z4qPK+@7_l8ad6SMdjHA>F9>scU^FVk&b9reFDR4*;Z9Ew?O1OB)mh3fe>GH zQ=&9b-K3pLBxoqVDEj^#ABCEG{f+8EBY-xp?rWX)n)(PygjaSXH_sG!V#|lR_>2mJT_kBDHoibWC0&P+4R~=rjP=CvvWmOe?%%a zIYyc86n3ggbiLrQ*a9(|tNu6+NGU`owZP{d`BdWI4l8gaY}rPZ)hpZG*L&nV?vbD5 z*L6}F_sHY>b8rz60L9<+JC~Qd^RD@D-=?#BN#8N2K~i47%b^mJf;AtaP@$D;0Kx?| z4zood%X#+86(N%m=hGWP$2K`zLK1m{YsNwNdG+2LiP78W4dIRX&qIo5q^8FwEXU<= zmp6B_n?$d>*_Y0z$>S=2lVX;SPI4~n`xU>p_$4D815T{(4JKnNbald|OwYy%x(s$ZzVYSFlM*OQ~M37OSaez*S9ieS_d|yQ}9U{JKwr8c4IZ%(~vA+~)-9 z!r*$ahmU(Qsclww9dYhSDra`0*`_P6x=As$J$K|^6XakJ3GXuqKMsVU<9W>TzG1Fv zU{kRt{4A|+2zSfpA~7w$`mv&egmd<@FC?gt*_@@KsHoh+3XT@|n*dU=>@! zab!u{R0%$g#CHcMNsdO?9E<`Uj7S>1#ZSV6=x9TRxyNz<|^mBTycg{Gb|OjtTai_rI3qRkqDh-9)ES^{e3I6zrj_9FbEWxOI{=JjgX zLyEjRzZ-B*mid?)H45eTO_<~jp8#njf4&#IEXHELSEp(wlNE?Vu_)%v~9&K{j9Xk%~Z+@^z@_d(G^Mu}9zmHyfzW>;N z*C!5Kyo>^W-WiMZfTGEo@X5%~oy|f+Kf9UazhkJ65$q<5p>@7%@9z()%T_Dm>ZIJI z^`4u?%^npN;h~ShG%gC4tpoQE2>Oc`T}x=bXjJy4Bu{(_m&#I97(fwm0(xd9$5bvS zABG@9k`S>i0rxJ+w$}3mlVW>MF*#_v0W1~I?|lR8YI=X{C&F54!0r`TRdqTXfruQq zSu<^rfeFZ=CPxC;q*u=`If`(A0%$Nm-e)mbI1NA`+<`9kr7Gx#)*789z<=b3XN!vX z$#3;o$HWC6am-gB+On;#lVk#A%M&?xQ^!JFnX+j$ZvmAJ?2u!RwSKIb2Pj)cMgTZ; zS41MLC7Y_qp_p6$ZV9+&%h`5UBw%Vw$L>Ne-Sebja(sL+TEfF+KZ;70Fivi728_mX zPxZxs&4o|Z$SC-?8OfjKG+d3)aU&Z}LS?X`csZ6^VI6;QXP9>c?&_01c@#1V+-zUcr`G#jY1FYzr zJ9n%+HaseEtW}Yzqfy!n0R?KVxhC<_JYmJI1YuX%sZ6^P@V!Pr>9r0Kt)2HmUFv|d zX%Rl{AZv`!-5}#rQiPBVVsNFk4l7~HuCintd6xgquCP*JGT+GuyUI9L%`+RBis5!- zt9(b}AvA--g2C~?@(G**jn{Y_lRgPKVB28{Tmi~ATa-HSgzp^cNW75rs>%S$0xnpZ zpX!);zV`gJDnzmfHEam73VPfWRn+ZeJl3(IWrX;#=GZXx?Quguk)v3ItWTnZcT)!f z5+#%#=agu?nM^KIxK~dW=!qc8$#h?NX_uP1*{W#FE}tzyI>WWs?0m5w@4V@!DTZad zfbNPC&dHsqB~;bfu=5GcP-2`~f{3!k$80Ot9f9fEsUNUkFMU%7nYmTpSPcPrHP&j1 zib0<;`l%my2~Vxt#W14Co$5Gv#tK{sTV_%S(8jy_S7uU0gu!CqNj{hfuIgK& zKIAe?^H6OVuptvs*5*4du8TL{~V77su#=(caGQUw34DujvVKEMF+ge%N?0j3EgaAC5ehO^wp-Pfta zj?qm?7T84|AawZw2oG&?bTp0Utd+U4UULkD*XgDWGeUJS18| ztRlC@O&y|M&6IZ?B=?tS)tl-<8(>y%MaPi~S(tD3cI1N0g^ZVq!^q+LL*~k+9}CB{ zYNuu3ZP?f2wB)JR;}6jQg$4Q&+6jo4{frvf3PiC`wupKJaw^8I&;YqhkrT%e7#rs0 z8z7$BRSG-+2g5VKg|O#@UH#3TuHha|SW=f1tgGxLZ?>vk>H@Q1o7CCB*FH)YNR@5##H=sjeIZrF%Ao zi$H*L%MC#WKyUOOf;p={BZ0p`nSJ+V>L$e;MPH=NiK&RNYj)C2Z~fV31HSlg%~$6QB91%z6QQWooRUZCnav>JcDEnb1rGiQ*)$T)b-_W$>n8PN{$NCO#jVOD3AJvtafl?|@GR{ak{_|8&9CgL`< zyqD=c+3MU<2{Rxf`e{r3c_sI9KEn^nOfMo%71nU&mp2LKGx(1DHwd|6!afN<4up?q z@NJg&o0GnM!9Ut0q2OD~hVa)zkOQHf&p)d1LFgK`dOr;6$GGrhH4;j7MycJ&_EeU} zmn#k;p=(Ta)X5NMSA)PM7ANi%kxOeXCyU4!b-8L0)m7OT*CDy$`CKn-20@#Bw+KS{ zIOgh#;BGbaP0K~nRrj|mf~Y;x=eAY>6>GipTM+~X`pD`*aCZ`%traTrMJ2%%A!m!E zqTq@UaYq%k4MMnK!$+z?h+M>NktI}-)AV?-W>t&E)w77^`O+*x4!@-YZ>G5=jI1h} zjAet6IW6Mg2GP}}%~E*X5N;kaMZ=YcTwJNS!If}B+Il?-`nm?YO}@Uj+a%BT=e>RX zK7tuO-+%1CAKu&hcnn_?J{cMM`rh8hd;3W8@!oE;m^;v>y}v)GTU+o&`uPw<($f&Z zqt{Drw<9s=mvhiEfe(Q|0odJ|9J!lB!|^l6G=Q-uT}}p=IqXn-Qm$c9{xRn54Z zj<&mHC8)Dwn`1_lD*0Fy>@F}vF~F9w?mv!G6jIOe}s zfAIJ}&EGCO8*ULKnH=Aq(x2V3@!fu87wU zaIS+~HT3(MBO49&=clSfg8Y?Yff1GOISX&q)=^FeMPtUVz)rN8a-2kjqm|m)X^TE!e$R!a#E2-2w;co2*<6ncWwH$e zTnKx9BCMjtugW8myalz59m$_E8gKT|&1~?mR7d|~kV!Rl$`}WLsQ;ghfcT9!r!JUejwB=Hky$YV#Uqjw8{}#m^VoB=ChsD=-9}y5nYmaMxF|%csgCf`pQs%~4IF^Nui9{ZiCQ*s_DjhE|SO z9;$E0I+2QDq5uK*6Sb5Pn{LJICo63r}(Jj5i#1XuHlW5uqwU^4b$>S=2lVXOeG2td(cC85QI~S zK5Y;c{}|oYbrSBn?(VxZAzmBdRkofDc}q!4sVyTEc3aPee;2pux|Q%p5g`@tE6W)C zr|JKFO8@!Pph+8s?W3TofmjHpK)WosXBo`TqF7%ev+@Z1}~6wKQ@rMW0(%Zzf<3j z4IiXYuH#J7o^k`)&ta5%Or8U=1fJwik2oj$F3j#u{!AlG+%h5K24Ns7`&r!})bD(^ z2x120EkUMJgato@e;ITQb}_j>P)x@$`aT7`kE`tBR9SdDCx^IN~L35G@L~+Yl0NfjRg* zgdc{G9MQ5*9492AJZWXFgp=b0VL~Vl+ETM@P4QjogUDpw-3IZjs)z7?Bl=u+hGqQz zs*(u6_$o9^P@39$4AC&bAg9-axtKu|HU6^P@kRK~tV7A_7WU1oX_DqML!?N<8h*-O zHd`Vg(6;{|<-#_c%lm))pP*fmLZ1CK22X@s*;)_|@f9y8N1OJeZ-0Cev80nT z@f5mt#QzqCoYZ*mfBvJ2{PPmv>2JU12uvnDEtoU(>usd88{zAGTfg!ue=JQ|IXYYc`%_f)ci7U&`%BmkK!sG;-PpMt9vgvW2mzzm1k_8c#?DvG1 zf?)Cqywtz)f6~V;M+s-sYxu!z(_@E2AQ1B%J+PciKDl{)+FsLRtQ>nZ-|Ow!Z_Ni? z4pkaj(l<34k0!lHhOLHT(o16#;Z&CI>c=LxvgU)8Smxbe8DH~#5-5eIj5R%u*LkT} z(nr|^aM)zN6J#0PzmI&f{eCmRAt8Noz(+$*_QQvvHkV`?94*@ax>IL-ev~Km^I1ei z0_d2}8b36S&p)rvqf(>HqAwP=%xx1qwQZxeU1XP>zS`fnYEm!i05-+*`OyYgK0h1P z^ZCd2^IjEzT<>@KCEb(FN_IAbTM^(%@zw*d8N5ZswVl5|7~xQQ?0E=xNnOONAWe8m zBChrQ4vfg|@i|y#cF%X5#iG5ubpN>mkRM6ipfsq02(_cyByTw{*+y-J!5FS z!Y~=Y0mlPN95UiOWyn`vJQtXp{1bB1XKAC77&V|TZeYU6GVas%l?>?OqocpVxMgat zoM7CFwwl+j3e+4&%4>FV+(q5%l${z$MB8ROF5qQg4-<)sjyh`HhUytS{uSBV+}C)>pmqp(oK))R2VvRHvDVZV|)uX|r@p-E1>!7!7LCCS@hFZ27e z!YiTC>nnT7wvN3K{n=c!YM=S}pmC{fhA6Eu*h`M?wNzoB!R9D)HC@bM$uU(q{1ktz zBQe+{PYc8uD9$?%KskoVN_Dmk;qp%PZUdUUbGC|{EaYT?0lpX465VURi3HWMz?>Ur z-eXlu_v)0=0ITO+z8_2EJt%HE2PHVnK#nD1GNJK0S768QX$>b}bWG=HOO&PR^kVl= z)#&j~z3EjV*d^>$P9=_bbjy@_EvzNSm9SlLa!Tjo{#PrmCEkxl@~4c(*-m4`KiL%2 ztH!K#BFiBB58NPh0w*MsA@RXdc$M@=lBISBbG>%Y8jHsLUVssw9w8m8QbeG}fvl-Y zLG`Iro1<_U**3#5$693v3B>{%8cM|WyR-p!NluyJl4JCYOFs@kB)ALqfd&{wpUZv)u7oW=;Ce2cwdrqu@F=`I$)B_2qwq4m&-H#OysUts@L~{JNrWYX zka}_!GYHzGaky3l=bzq!Mc|`UBOb2=;XygR+xHNJIm*^x8!jsb|aDv4fzL3BCVVV1cfWET?oEVT_G2EyuC0-l*P z81_;|AZmwhbt^&y0dzJu2;tCSS9rt?N82D0r-Haa6gG;wscs<%=Ps*C@Vaa#1JT;6 z@~@R3yPxXkT0%fU`cPQ@aDT$R`)cvk4N)?kNVJKm@=Z4$jyncl&| z*F3KBHz{WM=m)6>GqgQYKyOMIn9I9RbegbcXdP^Hq4D^qRO^Cn?+tsW)T z%wL2%^P}2D*8r~pD^A-Hf!1o6+ND`^rAP+NbVMLlMUJ-X@PaHtS+aA3Oo zXAr1yx{@{sB8cQoe@w#n&c;!tdgtAAc9OHT-jA%APr~;Zht93j;N&y&YyNk2Jj{Kw z%zuKn_aKYSiKrlF0AdVt6qxg0lMCC>jqOf8^BIJK(Z~L!MH3Re2R3;pyoVhU`WMyB zx(rM!$aQ@Z2BKxP0x^gl!X@vm^_+yKo|_@jgd$@SyYE%cL27vZYMaal;m-Ut|GRoR z#vZM0Izpsq5wBu1%~D>4_pP-f0 z3r?y{t9vD!%fuFTnBIg4>l$7BPIzl3Xg<>!u*XG?Y&|D|l#QkoDEZL8wvvKiM4dc;;VqTysR||0UM|v#YIDTpum6~-pH(6J zUVnGjZzsZo$gD&6s>6?!PzmQ8_8XZdEU3-Jk??+{zeq`T55Fn3JA$v-1{T6SnW;G& zSbZfnp#`EiuI%IhY;xXiZquc5?vq39x-Q2cA=*og?6lw+9f$3w5@U2la<=O-!pFO} z90J|dqO#X1$6CEcuwF*j5*`H6im+;0M|To_F}eshRi~mE-I(+qaaZai*sl#-3FB7a z&4fi}VdMOEODM@(k+s9#bSEF|w@a6?Nk8B3vO7=I{hdAc2LtBO-_Bg)EI7Q+vGFg! z7vGKr|5_I4aejtOb0|@|58=!LaSp0n_E2KR3a(ZQ?aIR_EnD~3_clivJn58R32>;qt3#1fVQ-r{)QGac%<2#6wtgEBTuci87`7h+ zx~jdM`w`b`uG(cH$*RNo+DagBn{UPTyqqDu3*PqpZwLCDg~<8&HG6&-0@{iBAOb4i z5Fq06o$$?s9+vV^-DnA0UL(vO@A|*uHMc+HC;1fVq`HV~Bb$O%(^I#V{4__7A3R9R z??2Y>CE&^X)Exv%>^w`{>1JzPV$LC7_J&EfCW_LIRwCbXjbh z64l>OIhWWlIc>=TiJOVD_Y<%aS*j+}cp_EsYHM;7-s>VUi4Qr-IWy9wHb)dWysMT# zxC0mM914*;vR57cNK#UqMP;I?1-nXc)7SDuP)! z&ZWu!R^Uq5GDi6y*Hgb>jHnTyJ3i7+sfoulCd0_c$vMxz7)v2Ws0E6Ak4L>DFyJzv zZc3D`Fca_l6X;(2182$E0#OChE5}2Lm9P^#Aa5{*)jEMa-u}EV;Rm(lYJsxnIlYiN zlqf6!t>F!@L>>^u46VpLO`fw zcL0vH^#P2Q@Q3?Gy4U0MFpQrl5#FPHh}k8Y4>A26fppE|xxzRdpdGi zp0Oq!sfnsFM=D^Hf@k7~K8l$HTzu8TTZX!V<(4drgtuv;l7y3J2>6e}!<<#GwhIT& zug1VI^uk0W>^5r~c%%0t`50ZCcA+gf2m_&EfV)L-=GExvDmRv5W?oGLTPzl1J+lB!3NoG&K_J#SJ>BfA~>Zx9H5>0X2%2f~N3-8Ren zStTQtSK+{JDXne@cgtU4>DQLu{n+$%+2gi_H%I*LaAAl-{Emt5k`v$7yA2c9#4^z} zocNu1W#XjCSaJA~=3CY7vMdwVeCic+_{ryoAynSS54V{lM9C|CuqVh>!{?B@L}RjReB0mQETD9+s0(sdfTfp8zxR! z+(Lyml8@0E*s-y;wZS}c2xewR@*t7e7vnf zz3ltyppNgds5t?Q?|Ybt_V&( z34gIGf>UrL0*yiVjE}Zgm;Aiu$Sd&uJ?b78ovr69&rOPFg3Z@>;_%?u&>WGriKYh# z_d2$jJg)LLDQ5YeC5DNPa2z?;mih-yS7q$~*}eK%oZ&;R^Z8B;1IAI*f14AW$2Y?Kqmcz6f_+H@xUdSO^kQ zH}%Ax5v5dHDxqZhyVM84e9P5#ogv@{wKa?(KZf8xO#bgv@{i5-N+NV*o|&VpG(4Xj zDln4c|5>9EUCD3JX?on!p+XsDA3k7-+Z$h?Ze{<@3W3Jkc_?lH8S0 z?|DgF;n|ouO`-@~?~)$`afs@x{u41~&S>+He3k@;9lRu;>Cr%qIifo{3HW&>C)#=^ z($SM#grn-*&E%4$Pp3T_>My^0oI}38|JZ+jA6~cl{eE>^`a?K&(eTX=Mcb8az5iRJ zOuc1LT+b6O95jms7J|DI+}&9qxVyU(+#$%~7Tn$4-6gmLhu|*3-MRa_|NB5A(|Sez7L^}==K=w|fO%?R%V*lmk%{pG0BgPam1x)Q(Fmbs zd)Q*zOsw_kH?mGWYg7izjY+Qp*453d56?>h%ABm8Jil+|ZWo&+JIHF!w#To&|G|UteqoIj@^7*sLNsrd ziXEBZko|0nv|*fiw>yD(@#Mo;mTcDMPyJ1UtLdC~s=%~~ixPOM-*e$coNVsR$-A0w zu9Vd0O61(hIW}Z@c!q;czWY} zLPqB7;f9-%SwMKjk{I2W1p-Ne6bv*4MZC{$aOjK_-PZNcW<`ce=FdnUR-~QU+)fh# zbXiR(p3r;;7!Wr<6YZj(QxXLwZpw9UenKs0v@rVVoH9o;hDQD9LZ_T}g?U=6#D+e! zd0X=G*H2DA^Mb>9{cLfB0+{zOfZ7>z^=;&NJ>(8CUtTD2AJ=Q0oxn6HJH5 z^cWEi7p&2^m!@_EB1i=3Nl$X6nmRt;3Yx}i6vCO_fKnXU)R%1Mi z&^S;1+0^K%Ha9Y-aV@h4>?_#)M>};9I~Y*!38~3-VEovwImbni-v6+8o202YRY>h< z_D^RPL#Gv%Y8|>4CvYi1>d~{w_I~yVp=9E@eRQSB!;587-*)Y93wh9<`LJY$PqzR< z(^gw1%{G^-4|duJ8&ApwNS}OYyXa+2>Rw!lcvFU>$;SP zk-+no{q7QcXk8n^AxT76RH-8Or}TDN3g2*$WH2j$>{BkeSwPVU0^g7cKENbqKhjEU z7zKO#D20IKZD{XOHK{iZ#~BFo^?(t23fqwUmvFtXNb&q^849!lx0=52<;8z05R_@tIQD^e&#D8Zx^Tw|2 z2}4kAvREI+@&d#88k+{1KIq@%+-x*ovwUiCpLR7_ryoKmZ^6m`CbA#z?C0BnQSn!r z^$8g80YF(d2TFlozNSl54^~bDh?83mLkX&tn@a=EcusiLki1*3nP254=rbY0QeJie zv2f(6ounfyF)bJ>iTaWuO{H4H^UjXz_jS|yXEQOq5wtrMC@`8z0aK8aRNT402I~S? zxy}Jd3JE3-<%HKK7Fus)zvcWSE_WwC!KuDEM7fqC&YYT*Z$Oi8sQvvLGU{8HZMpQ9 z)6}QoSx)W9bpINX;9DKP0mHou~urz9A*WGosH`Lp(-xq&kVV zNBwf_I_|a-$0}5m;w7I4EfDpYae1hxUxSIK8cg^g#UB}>`m@j10aDGxtusN$Y%5DI zd1_*4oJivU`d5Mmg?)bnhE?&&7xsW7sN`>rraYo;8UaCn+DyL%_iaKY7YYJkS zFArm&Y}^$GT;LFVb_G$FdMe;q1Fb|rw)+}AhuR+PmUqIuv^j5ICdNZ-NU~s5X-~M3 zi#~w6Qx2w^NnD&qX)EubQ4t9%uYQ-i*NYbIaIJo}zcWoIqUH^T&SGOiXg zs$pr=huu~O#DR_ZgRl}c6w@xWz@;WrK1D*up-Iir2-oZ1oGA^Vrf#;3u|>0T3(!~j zIx<4gW;ClE3(hm!)!p_^djz@C--vmp$l-~YjO%YuvYsazKFVkXfHV$sbb6Wu`3<9S z9>2(%vYiG$*jMABW;0F~B}t&oJT=TNKc}^Bb1cGh_y4JZfL|==A6>66mMRu>h(_^w zmAaz$mc*s^@>@9U=HGnl;S;rjpgb7ITMyU)8!3tv%m84rqmeZb47u`ig(M=%x&j|0 z2Kq8eR#@(|Q-d{AbkTqsf_7P3!{(X)lb zQ0LA#TrZAC`!bI-eiEVcv%O%(Ar08_oUL5ycYst{mU_shQ~%$oq2P_v_)z>Mk+J}9 zTa%3}>TTagIMBI6+>ydf)V(Fm2Yt^_Wsig#;J$KAPRSiv8l0jeUdKou4f(ZT^-A$-?=4_t>Uw&YQ&17e zoW!3n9!J=c-Cz+hZa;agwD&4&TD+>dcl(Bkt#}{gg|+rmf7I7n zd>GEH#AaqH;<&f=(Q1); z{6|I7o)=<>hC*#U@q{_UdQadOv}GhE2FC<|{=unc^Z`OMX_HWMdk1atiGw|RM7Hwt zDI+gwu02-2yta+EuDV%%dd{{>3F{2N&+H@xW!_aXT;TT$R2^_O$yf08pE4QSc0=#J zPbLc0ByPg&S`SX^8R`OlQZt`_#HO`Jrg^~)x#C2>{%~+NTpOqKdaPr( zhT@14_2N!kj#_xm)#%3x zLTKje!O^WH^V+;aw2)#C0(o>a&W}&;hc{i@2&-wgxEKOUvd@)20Gz(0VSxmCOSj9d zBvfg)PM;2F9pnsHprSZ`@{pEFHr{y;oC^JY)v>a6XgSz4rQFqZkYkd}6n@O5?0PmD zroMgut%% zSYZu8yX|{D1DE~e;srPI@1@eG4G%WvT~T`4!~R!4g(J@fF$a>(Q;e&w{Cp{H4h?YF z2I5TOkDaDJ`iJLne5B8NJr(PmeJVBA5qZf3A%+G!IrR|mZ4Q*8yHxgt0_^T$7I3`-wT<8z?j~^^E^L!9cddgoj%_}rJD(Colt|+N9EZa z8(ix{jPd^TZu0R~i)Ma%#<86cmsf*iH1t3uC5RO`Y0LC0ost1>n348X(ylma zw*Ii9^n#EQpQYYymaDxyGz+Exkr=r$TPj5RZw(dis*?KbdREOeX(b-04bFh7K`i|$ zZQ59MRzp+ROddxnradE#w{mLaxbufs6u&OC7aMm)Z^J98)Qj{Fucj$ zjd9XOh#$*JUaf%qi)2xsE7>>PqY2B=6K0UU?qydLcTCczM()c;oJk8 z1(!q4-g4>KW?J1vt1bWF-sDI}|8LToZ1<1<5wrY1D~IkVpQ(O69reZps-d6R0fz*})L^cvx`zn}$v zj$RX6pl^#>oSZPM&MJG<)L)MG7lH;GvhU_d6RoB;Hu(Cz%8r3uQ1_`EzNQ#wZP=<5&OnW{bwgmA+rFUiIhDoE5%)A%JiixKO+R}c`ZRvVQn zYb*{634e zCHyl2nv=6>741N(Mwe-epNl&f%(>5R#!E4+Ny@`d7G6B3UdVZ^4DS0VPrAp2=QH3I$hr71h`#-NLLs|CR9OxAg)YKmr!Ez<`+L>?n!mw%un;p(LT!>WGm`kJ zLlbtIv&khAZKm=#q!z6;Kz)Hl1}*vAn$zs)_}k}ICjm~Y*K5px-%1V{{TKn1oa8dO zT0Bp-)=7AMZ>Pe?lzwir7 zVH+Zir;M)+uX)umbF@q{hmq~Pqr|Rv)K3&^CnrG;DFX8gC_73TEnzx(>m)?3u0bCE z`-3Y?@&^PUNB}UHU-$_64}blksuAmGEjmpQdvcO9DvnitmeJl$)w8gWvxjO_T7lZ1 zgSxG*0crQYjv`wZ7Erd8G`O?`PEN2KD=KsbtE%nMV%ytE`A<%g9q7DK`!9-@fd4KF zZpHQ9PReEUd?|ibRM-US=)Fl@S|1iw3j%~v#?t5^!=1)TJ?30k*!B5FVW=E8c}Zz! zXt_*et^#!6$vI3@okBawI~k*c9Q{X+{CD&Za*5g(hZx2_rR6^wI#m}O5e8*kPL2L| z_Fp3ObMCr>xa4mSv+ALW9KLr@YrM&HxDM{a1Pk>t7DE^_w>!Lyf3Jml3&SDzmopP%S{V!D=zaHxCk&L3 z&V0V9wNyBn_s5R7xNU5B8iYv`;-ixcQ${fZ37+Gc(EXn-QYE>YzdA;AH?{4S#q?n6 z?>cD8hJlg(X|`sk|FNYur5x>u-Xh-nxKQzH!fc{<5H-vX87Yi)J@}`2<)16F8lRoUHL75=Cb9$ z9Y8>kKKWS{*3jR^dlFH}U!ZdVgKXg-F&+4OX@2M*1}V}{>(50XG)lT%53QCBQI8)2 zt;Z>@qS}<)0YUz!myOko{}{=a#FKbSD&=A420Uq zq1C6*a01v$RJp)3lXgpjZ>0U}UZKGSY3aR6v&DDDR?kc+>7A9co^xJd8pzImqFb!w zhjRb=8W=^TFz7O6x69*z;_x<;_@Lh+Zf2mX`pcJSDLE1I zlz@)ZQ6E`c{xmTPZoMq5Jk%WoQssms+yMNgQ#UZQWK=+pExMpjT4+Iqs=L7fOaEJO zc3xVtefiw$I;lMxDae-VH?t_bFpZyNuh^%Yr*W$7_xd@X!7?)pr^oTy%*3XZ_oMCd z;bpWMVw3ddKi~92J#`SMVd{6zh^XvX8Bi;TW-7nN{ww=KHB4{7Ie=_Ht%*bIQ`Ae)q)%JK*{JgamMcu0X>D^z(Ei-wqvsXMz)-5Ay|?+9s)9E zy#dCT8La6%Uqm^8qHfOIzj47iFi`o160j%>n;+~SKXa~y#E1Xbdv0HB)XK{2VWMyUdrD)a}r zX8^Ia21Y6pVG_;C<6ui4=Xoh`q9Kn3Bu{r}?mA_cG$1?`fEUNM!Nn~RW_qkGOeNln z0%4HnBq9S%B)tYUY3i1ddr)r&l`LVje+n1GUKydtm#`q%CaT`^3RXB>lzFgYTz91~D*&17v0JZD#%&}j>}sjufmJ!gs5Z+M z1qr(rD>BXCBsE-*`a5DsOnj#*J6Le9af>qEk#j#|rJEfqC<+0RxDdH$3Zm0i~} zST&X$<&J$+6TY8X$?od&1EqOmg(LC=k;v^t-QXId#yEVKWXJf?A|)1qV)Yw07A9D* zGD96Bxazq`O;wFTtN7GByAQfO(KR1Mv|kUN3!9*2;h^2uz>{7D3M&Z~><+Mr6@xY| z4_|Roqe!@YD!yi;&!LsZxJS~d2GG1)8Fl0&-kx?j0QXSf9x?ydR?h9ynxAEDSP4bDQ&xV7L%dcD zs!UtVlmVBu8iXuTkig3_%la=8CLib*@z|&cEC3hb>bpGPckCR6PvdYXe*@19)}HVkbb#cj;cg~dua4haX&Ul_-DZ2ip+qx;0riZy z#9UP&n3dxAe5#nF#oGQnZ&zwVhDg!5JpD@+C^kYP@?JU)%?p3FT#|GqO>8a?maUmz z5|ctJcIuSUCaTEDl?yjrY%!U1TssITV#o?TF51RZ?$j`g5LSb+Q`+y3y{%d=@@PZ~wa_J1niiO{SThmB1-3*7z|b zfi|YP^W?*t=-C-8%-alN{2G*$Yg@MI7=CHUg)L%2VHEn?4`KdjebIaxnAAy&_Rmn- zBCdyirL(1GPl*WNf)`DBVS?XVqKW>K=|~}M)Fif_)4vx72u3Q~?gD8LB|D19b7@+N zsn)su7#oR(?D!Wihe#Ve{-&FJ^(A6OtLdf6W*}iMc zxugPF%V(l=-lYJA;{j0}2g2}QGVb^P<{KHpF`IG7eUDCAxtNjF{00+yU8|;;CQ#&q z5e%!qg%t*==`4v83m2cP0Qr;&2VH0w-({i*fT_z! z*$f<7#h1@%1xmd78%S*h8npVkGEY0IILNX`^4cb`jlS_h)P&nEhlo8c7qY!@yI!+< z5_Q*+`LjBcII}J!fo<`!h;8xXZqCzbC}Iivz~E!|^ek$jiAw6;+oIA&-)X2FZ3XvV zNNHA`pH5s(OT=1~K5v^6SC&r+e%95mOK%FxzXb_8&&3JE#{~&LLb?(X1l+EJ8o5p6 z?(Jv=v+Aln4YKOG&2-Z*=pg-dD@e{u0)mr0kP5;kiI;NzP z`J`jnY^qk4uh>r>mHRdGSm@<8l=LxXv*+codm*-r*zqGOV#}`jDd}I(rSAD=hB8L~ z#goN2N!N~m9MQ46-^_`uvuwp24AGJJj@YrgWJ2Wn%#23DAkWy}eIH#c=;O@$KitNc zy!+W_Q-ctnLa&DkkKR_k>8W|52RkoO7u1CV=KJ~k#s>K8b)AJz>agu=Uii^ATVgT4 z!4G(1FloM-!+n-yn(ooo#MjW*aZB*E(k|})+R(V!G9NLL&v>-Bj`i}8-$+sfm}UQ- z_5$(LBP6@uDCE$irMJAd5Zd;&j7pf&vx0=z$>nd={Nn`Ee9qrSbSuutCiv5LL7)o zyL7O7SiE+;k_axHPmJ+!_2{jbt+1VIwZ%Jj9}TNo&1^4w#hOO2Hk9BFt4aAxC*J$- z=wKg&Y2--gz=Ng&AZX^8hQTBCWqLcs4InqQv;~C?bsV&SFt(%u8<{boLzdf<9)hACoGFvL2MA&5RbJHkavdr&$L|-H0nH#0q4$OVu$?d9Ov$i$NNQx2E^B<PuYfcCrH!}oa7PTDVV!(1bG<{OS(r=&$i!R-%{<)7J&F0 z47^TtcGP!Qlb;^QT%^1f9+mL|Z_BT?ak*brNC|q&uZkLH9y_I2XY>x;|2)o;?Pa*# zPI3_+q&i!v6?Z4rvah$ych$Er-Cu|YZ)84W7}>D3A%8xdGzNq)42$nbd{v;(L0gz`RffR zdogN8_B@W3=RWk0ejazv@6D8KzKEVD|oPS0%@&ODv|(flnVbva{>umIy5zLFZ46mU zz$x6v=q-Ent93)5AqeRuv#q@~0$t8_U~Jq=|1>0N2WsA z9rxTQeKOyErzymHAY^hKG&u|?%#+Qa^P7tQWofr|Yg_tOzXE5xy@ zIPccXZVUWNZ_2tnB&)2pxqt_wsKsZ72IEa0a7 zmEd}BUhBc89LGb+=oM+3bIdg~TH^k1vDuc-kX%3MAN*j7a=NY2odOzl{hN+{^3Hi1 zF}I4TDMOg5YOCWc+K3LefCWnGB{-EFuK7ev+-6|#7wdO#XFrkN^)-5;zw3g3FKGTC z$w>&SYHNUS!?7d+%Hk{Q=h%*w3*US4jH0LRVk}K=EC$_E=`MV(SL(hA;xABq`|{JZ z2L8KS*?!LPKdk!JUHxqMi7b|-9-V>abJ6gKjAZ7@7E(N3yYg0ZT4A5=AJO(71YhDN zXMHwRP;{^V;B|bvv)2XsiTjk+51@=i`!^+2LBz%&BFq6t`V$fp!ezQFU=UT<8%-3C zdw@F$4WW+bazvK=68zOD1P~C)>u~gcr(tLP*q)~|V~}lPD#6LNeUW@;c7^OV(N}9b z?OA!E+gV7_h$f|pvyrLA-4|S-$M%g2nrQkj#(uV7I}s~frT}*CnJm(TjDhJl)(btndqPs`^OxZH-ysZOA?PfKMJCtiAu%(AE zpi`)dN+jtCkai9dBZFoH_a$Fxf~ccu35k@iSR-Z|ZUCHlPfO`yS83M+EGm<3VzrY) zld_QI!~9|k$s-xs;~&c>$k4CK57_&NAS%#XB`l1T zjq|RaM)G6in>RV9nEbm7QQLSMJNbV-;GNje#-P)4?fxgraPm00lV7A2V#}IaDg@pR zz+75x2?lPYnSGwny;jW=O(S8SHWxg|WMPlRI>@)yruv37Q%KSE12D`a3ZsTW_#ip% zFk@JsBhQ@MNlxmjhBNyD&$e}Iy zHwCh%xe!_@p5LNhZm><=W~hvML}Gjs5?!U>|E>50y!=BF5(nRlPOZ%!xd4kz>WpK) zk4U73C*i>_>xi#@Ij{A0?fTz7cd?P1U%yqQdlU@W=+so0@5y4HF5i)%1bazdcG_OE z-lQe}?0*GTI6yY;>*@H&bFILhpP_*1~p>I{Bw>`Fc+G@)!(hh3xzP-l!%K8$}lk;FTdvHZg5@xj^47 zT3#J6bK{&dEJUgBp{?Ni*|fEsUn9XT9T4Uoc19S0?ncSTU2?k!3@@B)BitE29aW^a zk9Q+u{bw#9ht`zMmU>*2eI9RK>zH(4LwHaOnq93Y8H!6g<|;7;zV<5mfx3{%nt{FA zx=qD{fKLC!W>e89mNq=9faf}{psIXn3j9{$!_ar^6_QSTa^IAj=9)*tC|I`0Di&qE z!oOT5g&!QMD>&usCKRnHA4?zHKk>u|K2+i}aW{qX%yqXluO7;&f_aVUgvCjNZB`?6|ap3f?wecg>u-en50=QyTk$H_OT zO$vDjFnpOMc=z=GW`sQmI)UCWb~a)xbPhHne=*wZhAu==Xgn2{XBUv*%F6`KwTaK) z5p7qy@Dlt;-M15mWFSLhegoD05NUDjthyoZr`u3Gd1Ve5&Z?g>kcJfPRz1$2??e73 zWb1c=UTxla=T9f?PJCm>I>GVonkv*>T;sISa5lI2RbEHs(aGj{)9ha@hZbznJMl_< zb=9|gaZ}@;T^s_}CskIIvx|-7~Dw6b-+aHkhMUQtX|Aslbo%f)v7(3!Itf+*vabfPCgd%5G?MVE}7iiM?|f>lkglWd%;3 zro_C)r<&2?DjT+#y>|iB@7aR>@Mc{fO6Qp8zv*o2Zf=AaWFY$*yf8PVoIQ?bJ|Nz7 z6Sf4Kw-5$hPP)DJ$lTeNbvK)&o!1i%d-KU_M9%-LC0uGbYwflhmMw&|_}|3bE)L)Q z8CG*Yw&}l!%e9&otPT~dUKOl{5Qh-@to1$UtktiBu;)K1=zx%2gpxN3?7#KSi@H$L zcX00%!d3-54IupYU)522`0& zMCR1TkOigWiuWf9>z7xmF7smsX?F*AP3Jt9Sd6j#zOfv-tOtkDuTDf=&6@)SSDR1?qGpILx<)Q^54P(2V_ieIe{{xY=53P@OG=1R z_O8DIOy?%ee#m+&7aPoi3lwFtt?a0&60WXy7SH{S*edVMp~*}JN?!Onq!(1c(411)P_iouw21-M_a%1#j^!JT@jUDC{gNc+E1MA_{N_-H_enV3z6_$##RK(xPtI{^C-<`?M2F z81_k{J{Sw$T=(;;4<2i^D$~n!F^Ibc=}I%7%Ym+|v5$g6$%%lgg-cxcYI$v=4>lkE zAZ&|)@)|KfM@41aG5j*joeG~FM*KvEBS*-d-X2yJd_HhhcOKV~bT@|2gOS}e^jm90 z&))uvF>(>Mit-I|-dqqnuIM1sxs0|~pq)zot05}tv}`RradYD3VfpcpZ+MEFkS-Ha zGmlr$#EZ?pZAYF?@xgE^=X)Dx2tVuWE%;5_%QT*FS4(WZaC<#x5#O5#I{ASfX_9XS z#OvsD_(aEu^qV=TJJ}k;b|nGy#q~O@{lzB{<58Ea1a{0(m%r*s2rWVWYld7+qTeAE z@tWd+8Gkc?(cf7lL2l%*L*zbQ=%VT@NIBVH8V3bfF79;2?N=X$S1N9gmj{o^vaw%| z(G9}paO8=JTS1cKAl&eLgC;+JPp_J%epamEecW9;t;l>(>Me0@ z@Z#mFFv!k$yGR?`UZYn<63RRldAtdqU@+ry!`&Bl^*Lrav*jjyXc#EWvV zZ{G9m8v1MI!+!TZavBCve{XRs|M|}%V0i!jUBIZ9pr})r%rTQrt6s6%6d5L9z%bO{I}8|cC~H;$+vx~DB@B5@vuqU{!a*C6S1jE{SOE&39uf&juk z%H3EXdrWUvJyTGK4O3AhUb_Z|*V0Rek)|g20+l50Ia&Zzv`G{=oe7crzNLIICT3E_ zOwC7pI9*r+?7!PBX_Tts^6k$b5GbGm~=wp zcN~0fJ&Kpaw#9Fe1jiFMCe)Q%Y0z8@_LEr?aVq#yZ1~_}HRcr&XlOA4!;M~2-(1f4 zGEKrAa~roWGf=N(*MJf_Xm^TKTWEOB-=W&KP09nR&x*4tuCVWxZ22eAYKc=+tE}fB zDxlfPlps8P=dQ5LvF+vd&?F_)1%v5{`||f`hXS;3dWl*7zc|`)loUnLeBTtKu+LPA zzt$mL#{o!3+t1qh!y5$p3Dl;z*m@q z!|HT2_;R!f4K2(YWxPUDu0tJZxYhKK--z36{6@}7y-lEIi5XV?FfD6%j3Vp9G{vgjGF5t04jX9OrSJ#i&TmPV0<{e%Zb}Sy ze+N9d6Ue|vbgbs#Lz0vgHJ7-ztch+6gwfA#2CQB47;RLXNt zn85;vsC3ZiYncN9Ci*fz$+)>l!!g-SPu$jBd)~f)uVGoew0;F-SN1_ ziym0=?0MY#jais4JQm%|ER#6aM9_k>7jdaqLW5&E9ACV;BF5ii7l!9aRZXdcHvdr3 zdAyk9X8vk;;1k1(s{G~_TKV6!F#?;xE?##M_y*^xEbg5}I`JI95reS?)=$`}4lB5M zaFxFyo$b2meZbc`P4=>hUR}^;^)`SWcc(3_w=QM7Dt%S8sK3i*EW#vx zSJ!m^z*-H;Oy-7rkXH>3(U~Ex0+QVG*wk^z9eX+JYl|7@vfUZQr|;H*nAk4;Lj^I{4 z#?QVF0K3^AjDZ%~yYXV87Ox6QHiQ?wla(R7%AK1|5YQwV2}4Gn_%am#j-1Fi>E2;kV^>tw$Wd19ZCim|^=WZX6BTAwx0k1WsfhwRR7yuY zB90SmzcMh08J{$@rp8VmjNOb(n-Sn;phzms_{y$1hh=}62r|)i(T7cM4)C5bArEKF zhR3aB)nn6FRRbCcnI5`FWKAGZiCoPMvwJ*jlMDx#A+XMNMq$`f36 zX6=g&4w;hC_Qn7`KUz^QH*DSAWSApVF?UTcfh_Ed0bUrk>WVm=?07zjwIn<8;6EPZ5} zOYj8%4Dy|nN|~g85@1XW!|3rhF)&;Z5-xucDWv1nK%Bf+0gxs$R0}ZRB^2aYox8JTox*XV{iDr z@(x@N`zxx`@5i<$Q<4@cw7!`lcP_r13*#^6w&jO{nR0ickG9szA;NKN=Oge%GVq)x zVT@<$b??XlqPI0sXX1V3^w4Ega2YxUQh%NqwkuEhyUD&DLr=JNb%@%g_4fWD7+t^w zbiDJF^M6@+f-xiLpUG6Ad~S=BoXK_cstiyA7eCWGR+X2Il9^*O&X6|deY*z?#%Zbm zIG9y+BlpM^y9+rnWg&rL2Rp%w9;HOzryQ+r$D<`u5nr0bvHQ!drRezyDyFt+-m-X{M(a8viOf^vB5I=Nq^@I!2tnb?Yh}N?sdKq{Z#=e+lE>N4Fq`H zms|(3ao`TLlI{>Y_yVaj$xb!g*VKd6Cb*~!b-ZwhG|A~yR+TPZRqU6*F|~lyH7q}f zxc<5Y%2(Nua&0e#GowwGj>|&-^!nhBD-@^xMo;Qa!zDLl>uex1BJe_u@H8cfUN21? z@1U@R?!_7R;27c-Iq8|dOJ=ql2F(UBVd@wTvV!eT8 z!~|6a48IMb@zThX)p5F6NF{&F6@S4EoetI^tdI-%JfuP>{Z(Y#KBAmqwumyOdL8@4 zV~56=4|#+f#^@CZrWHexSG}0<0r|^e{COH?7@JMQ@h9wUjIA}OdTQR)nCpe%4sb(| zW*UjIob3;{aDPK6t2te`gTcEs-Cs}{QAIq`J=-gkj<@hc@?&*`W?X1cqxKKEFY)=s)4J1q9c!5s8Lg~3=aoBoUFCI4w@(Undf z#k>kN(64l`U7x&FYzPAaC17bg!7-Ze&I(g*Qz&b|0Tt4ZGY@EZqgYOM)nh!q%<31| z#9&?(!Zz-{cz1lpKA*9OOPYD)&jzOBZ7YvRxc8C!rk& zJLH$H+zWg3t?b7OOXQ=hX-%*eyv0ey*A}X zIvm@i21gA4F1g;CX27nduDmZO+g8=LX~DszcG9v+DSEj!Rbb$`a=;R`YwirahSrx3 z=8=0AtwTe!|I&C5 z$Z^nd7=z9>egJ?`B1ls?h*?$yLhaGu$MQVplUYLR47G z63s@*o+Uhr`S#bb3_$`w<2Me~*Hq#$^zY)~B)X^l(wM=LAY26w4m3YpLmw|#Uj9w# zfPm_*q7lSaeyjLAQeTNp|2YcFbbQe&kK<8T0vS?691Oz~&9?pRw=aysF$PJr%^c@4 zX)$FhH)wfbnkQW3b4kA#vMrSeO$S4M#llRg@k3ARewFS0iy3}!gra{2@_wd`eK_-A zS0KoWIyx0_29wyNZMHEzBo-&FJ*k25Wkf(A%|vvb2U~rI zhLO!-=?4@5kR%#skufa#E&C(lING&4`e^zCr7p+SU`*JJ`b>kcKQh!8z`p@fiMUHU z546Y-+af!5y+@n5dX`tpwzOQy>o8yJq;+sIM1o zE?o})zi0N*LUW^(z`vJA8_}%!sl#iHq4QDbO%6i=n(P1cQ`qydUd&uQG;J2lJ4KRa zz?d)wL>*(Y{W4}Gd&w4N9t%N{z(c`r&FgLz7E7FZMhjjgtoII3dFQZzuHONHtE%qwM=2-)gOu zWv6WaT!F}=D;Y8vd0#WRIA5RR|paK!1=he2SB+CP(iD^X? zmdZsTdR{H>P_PuS3r!u9%B&Re0KJB{$l%v@AU5U0wgR}E>QOmtm{4xFET&zM!wiDu?+=mM@-n1Sn;83_iwS=nJkHGfqgK zBZIM^f+mpE$2WvN=^@QQy*R%n_WD!i4<2DmTpQ@&MN>v^394TF(3P)nFgJVC;(e42 zGOu>aqBBX?t=ZhKxhKXeLPT@m<^@7v2p6AnM`Bu-kW232k8$82B{|EpCs{M&C`x|A4TXpv6o1}P~4Vd(A>)B&WVQ&OMt{yqN} ze9j&YGcRWE!(QvUzH2Wn^t=oAX2~$W5PeV8;+jB0CE+L%Vtl5v@~{Z!LB$wB zb-Pd5bQ*=_@whQ6HLrlzi&dnmRgAFi*34SN3W?&wv9(S2`--r0)>kG)ZFl;{`nd~T z)+tJ<9%m4Bc;knxs;nv=9-jz8X&YmZranTqE&|@z6DNsk%{AXDi$6(mdZ!;ZVGP}W zKkvAa8#v0SmdczAzzJWt0xQK%p?kmqENVL8cau2#uHG8`a|UscU8RvHlm`#95h)SU zy^;E+iW!=g;0^gUPaX8K2 zhD8wz#zYu=fYN{)t`5E6nGa1S^3xv|_NvYM*91|sc}Ny-{zCLrrN`o@C@-2dc;&R?sC`E}r`hhVZzWqcv`x>x=z0iN*4H*fAj#{a0)cVDKO zRL{rWuP%HtS(|v!tUu}`bg}1#E{&^D?D3uP{$jSz7n|^Zwc>xtLt=tekc7D>L?hfL znjow;3EW~b`7`F-NfRk=w-Hmy5wlX0u7%;4@IR*R_B-IPat$byKZ*&TjwO*@*LZ`@tInC;!Pf<>H(n5qY(8CHXF zzihtp_Cm>(6+ug5ZSFAs6BAjbPtT_`w_?7&_9{7u(#rXsSV^N#gVI}GyKZ*6V^}_- zeJ(ET_z!Pir8W3OeWoLE)mPk1F%iZvEqlyHm9MT%&MoO}|Lv=AJXvy|(O_qxr7k-_+ik5i1}^VB(ck0S$(fbr<5Q9+p! zNmMekU^3+(d2;smb#Hi$6@k{cr+gLkKV1IPX=GRf=)l7@8F?+%|L)v^dY>p{pv5U< zb+l?qPh!YTS+jmX*PQY&Ou}>}KeL%}Jp96prG&Ziqa{nq(TAVm;?KuW*}{%~OPWuh z_H>{A3@?13!@iO=BFIkn*2F_E=VRT@?~n{IU7xDsj@f+QT)@CieG+d!z(I&`*(cw$ zcDI(u&|^@2(VC9VgS}RASf(YbDE)bo+Fs8WkbLzRG!+%n*gVHeN3jSAss7m<8IeGWxi- zk$a6n!CZaMWVeKJKA)kkWRby<3!f|#CxW@|Iq{_R{`zGa<{2H{p!@y=KqEU#AZrF! z7HCZe!CN}SD#j_ZLw?7~V=s`ipz!l1K?a$zLX{0*mwf;YI)zsZFdkt0DZZi;+$iF; z=9)K!I=LF5rsK1$eyBHP(l+}S)+hivef|C+{8uc1{OA|`r4^NHpDl|`o}PQMe>E~R z3yvY=IjoFF?r;ircQeP4@+}HK_uZ-fNo(qlLF)Y0Y`7|!H}*!zY23Yt-=9_6Y#qId zmQSyGf4Td*hrt;iZaet?*WBhF>jU;d<=(=4isq^AwDRAz%D2oNL_GqRn$ z-(F4>B~JJyVDqc#z&iL}V0Ul9>BqwHKMg5Q2|v0e1aq0U@<26?%p9z5Txopdr73j6 zb8O%FspW3#47G|FsStd2vZL$z(e)aORCy~eWkQp3!tIxlyj8I8X^EpeREkkH+E6X^ zy6Uxv&PNEF#JY2*R-cbW8mtsn(xLsEO7^mRzrvLuBGyKf|i+h8-H$3V?JjRY)4P##C+_2Wx}w8{th_ zD4I*44bUt_hMP-Cpq-LrN5nURfs&7q^;p;Nf^Z}B^c;!i6d%fhhG{>RFPbY`Wmr5i z9}a<$fcxo4P;SwT9{~AKc9?ha%7R;s)BzBurtE*eP9`tLxj%vdYzxW zV?n`nI9iMzhP?gnUE!?Gn*ScGMEC`*O5b}Bzw@kMW=2YBZHi?p+ko|B! z0=wBLeycf{JBsquH31froIlFQ}v2|4c&tBE*gU#YiaW>-wiu{Bmz zJ7vy}pDLX0?8{MVl;3iZc`K7D(ZxWj8!4tG3%^`4!l}3Pepg22%?Vp(f*7zb!vR zSdGyoOjoBBe`fOR_-M6|qrU4OF4;M%nUR1yTWyYn&15?+tl#RWbHtKa2?Ux=|K?kn8`zr3wxy8_mBE|{ z!p3awDVousQO#3i9Wx$5#ear?ZCv za~qZIVdg^sNFvE7+z-@F0*(>!x70>HDd^so+B~x0;d#1G?t8TbXNSlSHd+VI$`r+I zFte+t+DBLyG%y4q6TO!kmWTfqcmZ;Oiy;^IS0k+zF>_=@UC`h&CuXkYSm2=>qefemL~~?Y8_c=fcyR(li_=U+keB9IZiR zKRo#=AF^Z6s+s!MzN%q)r)gWBm_xq%o`y~*Md1ENiytM9#tFCEcCoBOde|Jr3-Y~w znV&c0Y+LVEcWAwrCdH6Vcju@Dt=R_g;?LP3uI1_$Ryyr2RrahHp z3c{%)KR|kLBtteX~2WX1O5577zfTLbCU zit;#Bv*)ej`U9me(6%5m6%5)!q4KfYHRIIsbu9R1)0$o+F=;@2=vSJsAQZy|799=H ziiE0*D7k4U8A}B)w0t^olD1sEl z^~_YzF(Y%fzVC(J&Bt-7In&ayJB%YZ)aw>5$;sKa;W1g0QKg|1fusm7l^1r{@20g9 zT{Xk92(>%nL%hHA8yNS=;=~5q2xpl005x}e6cT902TZ_btD9#6rL^9V8G*~U@Ug~# zsd#HkE&1h^Xr=c9lfu3E<7y<_-kjUbO<6CRMy$vC17p1*v26>ZVUp~RJ(MTd@YWf$;&167=cbgP67925Q znal!mP@cMQ$0<||IXQRJuKfM@`*I-lPw9erOYkbiXn&9*_zj5`MFYtnOJ5q6u)Z9UQg|ondmMHhyEbiyTtP+VM`TzCNsuPXS}r1>EC{cx;=)><5>FRz>_eRvb-H1F zVE*Co$4H2W2ur65H!*%N!50E_fa&NS zUz#oRVABo85(QO>NUY#zh-+8q_3evYN2TxO4hU{#Z%RrT?q+X#tyJ35B&1<-ct{c8 zf*<<}!by5(n#*ets8Yly_^8xo#U&COUV=%Ef0qL5=&H>|9!f5ZMmk@Bv_Wm_8Zy!) zXDT-{?<>u5zpssKWHMqTA1mF@;>c69u!m4>*^IbYU92f?gJW%TCjCk!ZB3j_1QbLH0*2U zib}YJ?dOEhUr&L^t~;mw{}58Mb86lwbg`4yLDhJyUUdx3_rPgZu$V85+?hNcE^?U) zI@hD$fyi(43+v_uzfS!gkr0o|ol4M-VHJuVkL+TSTwPd|hmb7c#69Pv6s!K2xS$kOi)B-^vB?IA?*T zuLoHp$V6}T3*}hGN1p*&pAydiu@?x_I*LbEYK}x;-o3U(U+L!fwp;Gb=>(M;=O(dr zI~KM`;ThE)&N$m&q2m3uPtHTir+1!U-0_bKBPAhJ!>%ac%%u*BVKCBvr|8v~MP_`( zDBqa&kVMw4zKxeoB@sh`CL^gT zSv-Otfa!<4+SHvfiMuRzJ5C=eaK|UL=wnjfY~L7EGKA{_lM2S0j_*q)p5Z1irHnoc zywar3li5nP1hP_7CtK9v=?W{sez0gn^NmsZRvBJeG^FYeb+6W8@e#4nyEOY#p6p4gVo$D=x7hrV}n zq?WG&@YqX`G5X-2(9}QTdXx*1E-8nSYibCE%5{okZP#V0*#8uJRu{@N1NU$rF zhF=a7>p&L7xUqTq*R3V8SSEmp$~gN;0xfflTwG8EBc*UTG=J8gfTIKvR1$0U7&@M$ zzekcKRDw5;cE=)s7e+v2z%%am=5cH>d%33-}vpNeW`%MfwojE~6&NWG8KzklZt z+?5#@9Q0#Mz90cP5Sx%s$pm5hftk>_Dl_yAbPjTURWTwMZhY9W;&v zGE~sKwWY$+$U5PNS;pMbRw#$Nfw!5(YjU@cxCoW2jh_Nueok~-Z*TA>Ni~ZWKrAY> zO*lA4_U6v;XCv$Obs~Gy9Q{% z2Pkv0hIDvcq(KV9&n!%cfT)oRwm3oheq2(NNIR)V0)e*>=9;q9GQ$w<8>X-I+y}ot z^2PuqA+|U$O$CsxwMm=~2+ZE*Z5FJ3r}i003AJQ~XZz0!ViA3DP=Jc+SV!p!A^DbH zuxR7)iZ1zV+{BTw3#1C5_YHt^+JnsF6bK`BsOhtLfCjtDyC%HW9OSg;4;)At;PgE( zuRsY0y!(|1;Sr4trD=FsDp^qiic5HKUefB_O)(CkI!+Lx*n)R7euNMKiQLwTZvR^VLqRXYbbF+pTMj>I3n zVwit&J6yer@pHK-*`@Y^O;+L8&T)O^9Pu{eP58&z;)}pplE;cpIuz?W%W%G-UnMH? zQ4i!;aHa*4+VF%p@gsxfLYnuW$R(ThIcoH7Z$+Q`Ko~A<@=+Xv8|3TP5>W?oZR4eK zH7{d;rfcm~8l?zM{kedSR}^fe8H1Y8RIBe#qruw&vmGSsu&OFGhIse-^2YYz%_ql7 zwamf>Ze!m+Z*od553jsOLwfYeAH~9uJp=d+@U7tbWetusP&%}NedM!QapoU%M~?y8 zZ;b}#N;A__%0TItzG+z_^|mfH2$X5oAXO0<(GV{X3Gg*21IZWFLZYqU(iN3eCx8gMl$epYsaY+YX=vpFxV zCHe99mp=)1G9allM58gUQA+)Ws63Bd^?AOJ+x?J{1SysAdE+PYmcgJjrl`F0!l;*u zGTxY7`lh`MpF(mEEmO1SPX7Le-8DDmQv7AKb!l^Q^o2 z(w0rN3EvXuqBF|{J$HY&d=U)7sXZQi8M5`)6!)>M_3KmG|3Ttoo3mpwzyA*s*CdG5 zBv{uZn9(HI(qpammpmaZ!E)_pUEe z<~i%T|N9QvVXw*Z*Eq7Tg2CN%g`j=LM(z4PDD+45SV8Rk`w%|Xv9wvgpYhN9gaPIX ziggB{StWZ&2{oR|vdXtio0#xte+6G%)`%Pn-1NIjKE`h6?+frBZi2>MOie+WjSB>^ zK5NfI0E%mg{QbHDff50cB=Wa75iUBQ#1RD>Lwkm0eEm!sB?kq3gMqSdHW6QbhH>Uc z95!zGaZ=0L50qk*@9FlGe)nl$8l27^LX^E0olYqsHgsXYmgL3siQJUO{Vm=_T5=BLwc&_r#^JvwRS&F2}sLW-%sBUh|tt|`sbChL)+Id z4oKxz>}ZiSTUh0X_(^WLg*Ot}ACIpNrX_#KkM6S|J8bkzgwhP{29=iXrV@9LgM_6GJzlas)f2D|^!9NRM00$n-fcy9 z-hgRyZr$*b-q8QX&Ot6udxwmToo|JYEgF9`9Zn?DCpXem915XQ{D@Ce>WbzL!!5$b zeMr+!q ze>&do7`BnGF~&e06=}Wa)_k}g@ra~x(5p8%X}JhZSnkR$npUnybeyVKbhP%mtpYxK zHH2rk`r^2HwL+l#+tl4+9zn6Rkj4%*TE|QF&d@wx)8QwAen?@${rzLx&Y!OFmAxX< z)g6{3d+MeMQDJP}hls;8f=`#n_zqr^ngTDo-!B{?;&p^# zz@K{woRMJav74Y=zu5P1LTieYrJazIBR!IgYchiK;Cmjq1WdA^v>ukC+9u<0VF@Lk zDus7H$&4(hiTk4)oTM?*rW9T|JU}@;uQs=ac{m(5`l!`vVg803{WX(9B7$GDb`wV! zjM+4NQ!&(b<(xVHaM>)lW)CnJJ=ZKBlNSUWR$0>)rzvQQr^oQSfqHSUYU$TNn&oki z2c!)Xbwv1$7s8Glj(1m6kk+jOhgqIgDfrv3)>pT?j9;|%`h{q=9?*A<{w(kyVPVGQ zQMSKVyv_KEo~}?DotfVK+{U(mG@cX2O?rz=#6OET@u@!O3(sUc03DU=Zp;Ii%Y!L* zl$rO7$lC3L*FNWGc4V~2tsuwm!-RBaWXq_{N|Ac;aBzfE)f*&FOAdPxV)QK(8?^iV z*+A;xKLU1I5A;5kyKW4fRv!R0uD_`&A^)Dq*uy-8u63qAS+AuCk;zz!lj7RuljB^`7VHR#RU^@$4Sd31Il1n-{# zd{ybDGJx%uje0Nj{Tft}5uhpSpx}>=5%!K^VN3sClAqi3o*&o}efR%G$#b-bGk3fg zH;eo+5LSAQ;a;g(*Ci^}1VQfeyZebqbCcx9?!VOQ|G(s&@bvLT`an*=cF`_H9&0)e zA75nHE^_{5Y7UvG1+Bi#DMco3a?&0Dy{^t&^+zxI7ylVV$#5*F6yYo}<3Fz7O>KUY zz6gy{@|bJvB>@KCXraLiQZO(wq}px@8!(|3-viKO_ewCKh0|#8vP4^noOLFxagmX< z=W`r_H6qZw*O(h^vC<-QQu1R>n>c0?0rZ(M>=A69o56T1FXYdf;OF0CwCyee2mAnv zubfPu`vE4x`~@sxlC6_V*qO4`fl46f*D5=syyY;JVQRhTYDC3_*URljK^NILTKf1- z0>;l3h!4N$1fh;rSgPN=18*?6Qs9VZ1EdY5X;WM8QAv~n@Uea${Ty=7?o%~g5>VP$ zqJQK90qdv;QR0Bzsm>-H1gPgTzF8cW(Xro$nXuxmbU<6Dv&qdjGD59p8E7B1QkAgF zNaUx*lY%^f21OUbuyCx??i+y#L_|A+Go=C7#=5VX#Aooq%S`HnNHE4kt;CVys1VbY zf&p1Mj_DoN$%wtet?&4I@2a0lH%+*oyab<7MZ~?H`wi46tkr{ln2>*joqf2L(62zQ z12_x(?Q+XJ3!0<#KVa1kQ5778WMda(zYb}9L$WNy+1_9O8!VC@jqoWVN!US?T_JLX zZ1O!57#&yazsjq@OWkQgkXsAO_q(K+6|MyVF$WG;nRNFA_EH@7;qCWyKK4k+ijR+; zQ(a6b5oArYf~ik|BxrSn^xdkv_>gg44iPvs@|e6`TT)H3(k~KHN1iRSIGBOtug0xR z{aM|}L!QMh#EkHRUg1Hu%T+Us0ejJO7zL@)dr(9xiAV+$9U{Z3t6UIE}&xITuaLj3rCyfpDy^jyHzkQ5K zUs%{n@)PuMrU!ew?yYRu52D1FHpKS|`)7)f= z6+d7683Y+sjukhlL5DN;Gb~pVi0-(0GFov?`P|_c;XlGWa!Vn~rR;;Cw!1lfpDmau z`g-uzKK^dU4%d11%l`Agi^fHPyzkNL8fzpS1rlgp^lrD-xLQqSKGgH=yHz+38l`ku zf4z>f!J(f&r-sog1+OIgh1?6wL}%Q_M;&wPA>` zXTy+%_mv<63l|tp(w38edj_bEk56fdn5SL^@mQP2ouJ~m>g&XsZ}=F*(=C{c&=)7v zeSL9-K9b9Ac#&H=(5dJQHUa^!te!ep$*4Ze&tI^x?MP@I2!u6AA#H82&lP6MV3z-6 z1xGO)jlibI+RSIyZ~{a&Q638B+H4g4fb25#)w~@CwOEG4;~LrIgyc`$rMt5ll0Xa+ zHW=Bl#sRu>7I+mG@Vbv5Vl^^vWS>x00@nTL#vW_9-nHfW;o0p&gM0TjT=s;G|6(kGF;E?Sp)F zN!pD2`NDskp}bKfbn3UgF`c!jI`Tabrm?_yvwy@DfPjKVvyj*{)g>v>Q}`bO*u+91 zA!0(A731-|kQCBU7Z*DJqgbNVdV|?!wmn#9=8p<@*JY|j*?g?x!onwuMI=4K{mZP? zVsXKkJ2$=fZ#Ix_AwYHIt-8XyhjK;6y`WOIm$Lm!`7s9FOO3cf1$Xg^h3HvKT|#K? z`KnPjFKVsIxZ47kel;bq#WV^7akwQ#x%#~~4FzQzm#O7sIv^v|AR5emPs3zq9LHR* zF9&Go;FD4pF*N(<7md+nHN+GOYo<*47(+(6u1!XR>p`XQCTO=?8!P-kCi|u8H>ST} z0dk^@e?%|}VS%|mY)w6_ad|{Eg9>lCKxE9z4)?dDfsMf@ud!En#`XzJ3Qvh8y0&G0 z#tT+t<12~adZ_*AO>Rb~(#gwa*l4FT4a%R;c29kyH9*w%bJ)G2Efx}$^=j}uo}}(` zK6*BhHn{D*v`qJ5pzqJMN=#>Lekr(N-Iv$=3X_2Xf z_5kI}KBy8px+Y7cIGRFY9A6r!I+V_nP#TsLJN)_={a5&cgWJ z3|k9Y+*gBxfIQDy8L`O>W)EXxT#H}J_?kp~CxY!eqVo8h--)Iv9L*OlZ$t*Ur}H$i zYlicaJCG&sK~V$Q%{$NuSWmJZMbbdnhf%>;|A?_>pEr717>&+`5f2yfcn1y?CEk2h zVVom39D!?OLdS7EO&xk6!4fZGt{#lnXj){h5Z35AKZoknn5``rLq&EZdRArk|s(p6?cf9DQ* zMF)QL4t|#NbSc~(D`>y~?`{rW?`s;`(&r!Y7H)$~HcfNaN>+u*%sD0@see&0Ari zt#l{ALq?!-pr*`S{OVhx5kec{aT6wzB3Et`57G z1o>Wb^crjyx%D+{q9)qYKKB25c^VEAp-d9bB*)WSr;6C87{CzehZT>9#}gT4gxTGI#qW#U26J@cgJy={;Zsq-n3&kysU) z7jc+d6g}3owM-)Osj$MqkE^tHJM4HAAm0Ec08EUMOtFxgN zhR*n2@YYyt^be=uI2Wts!murbbfDpkKP$1iNNeS9U=Pvn&%oEuRJ>UT0~F6hBkZ3)DIT_S%f84{Kk~2pU+O1@~nB%*5dwzzb4xb%bfh_xpQ6kl-B)b zk0HpsoKWR+rE5?RQlISp-su$7Q`yoj#cE=4n%*=pp^BR0B4BjxOlt5R$rsrhU3Gsy#|ch`7(KX?3K<7$k^T zhyypm0tw_a(MaVvV(@xDvQekP!qcjz@{<6glS#XcVs<`mg3PkG)EPWLh`mmI=F|mH zcQ^Zp2Ty%|j~;oxy3*QD5I9{KAuW7YC&mWa(iLT==MN9UTX>WBI5ni%y z$%_YYdOS`#Rh|CT;V}IC@nU`?OLITuhWDjMtTDsWZ+i0rLR}<6F^$doMe{l2_pz%5 zdNz;Uu{a73GVz-sbN5SqnTyl1Pc$_ zHS)w&=nFNA8|)7US+;&QhfRzoCjv}(7$q3Hga7TJx3IjzJ~wpg6mi;F_3V*=HRL`K z3*aU>NM4F_M|NtT0@}i*ThkZ@{`>1Pt8X4y@OHnADFP-u`2^7W&i^Dw%FXE5kPW$Q zPWE-A+AWQsP&85GtuG7vG)YhlG1fkmws73U5-Go}FIsMSOSE_r`l71(ir(hhm$T~n zq8Gdr8uhqIiOnaBjh ziUmXuq3!E7Y0op+w9gJ7nmNA!u*%#xny1sGvI6VgH-c-z=!7K@7x zHPW=iX9&on7A8wnlkZKabnrhb_i({bjYxr1= z1umfZnG8q z28Pl(nEf==IyuLjG22IG1YEvc$iV>zm-=}2-?L~^CVSX37<+yuW&iOe-c$H3<|l0u z7ZSg6udbmO9O0oZ>iqHL_s1uSy;)IE!nw*H#Qoto>)9s0Fr&$Rjg z=fxtJ`N8JuXRFyleeZqx`zMPB^}WBI+)~+j^p_-yl44km?iyv}@&fq0iKBJOibiQr zdU%K}t64Vmgno$35EzB-V`Av75l4T*P8on9*5!^zp@^2m$VopZQ@vUIj^JjXd9xyx z4PY@{lam_`GDEzcm{2se28>gyO?uPN)QBR!>kaa$NqZLM24f~pq=}B9egSu}!3t%;hrc59P;>?jR4Kavh+)Ix!)V;ocVb!_+HX!_fvtP%u;H?Mg z=A|Fs1B+b0i!^n1`#=dOwOO6`pvti%r(s1`_{V;CpfzC8MxBPZ{ka2(Fm4Bo;}vU1s6eD;#hj;3mM`y}lQ5e#`XOG12A zO4xMMFU}KFY6Nk(m*TTu?`%wtjb8Qj*41X5RTb~MaQ?EYYF2jp?>3P=eDN|L?#KUY zXsKrI?%e=|k#3A(XwCAA{94AaeY`^Z=N%6Y;yXcdY_Ovu8A%0=|+2kXfOv;v$(|%D&(#5+ylEpx=6o;1pSCRDM&yL z#1c-@=7miHc_TMwS?1XSM*JiAjbSqNBQu38_izINrfn_8`29#_>J2Tgp44w*;}rz& z7$o|rYa&O<`Qkg5tQ>G(dXChlyRw*o-_k zz}d^!%E+1wT1r^Pxa{)}BqIjj%s#&M(^%Q>lX(Yi-3Gi()-Vs%xA%KIRd7$7wFRi++FCcckG+9I;UHvYZ$IjLJ4p$5wg7qq-^IHg7)~ZM|{qUqT zw5dC0yH`HHeAr*2TIzd{hzjQ;K7p7!f0Tq*x_{Cg32ntZu$Q5Rd*3_D1P0z+lmqy z8%b9po?Qi+mAgGV06;%nzj%`Av(t^B^F@OnzDv}{+Cp_7JI9dMlFuo{fQCdmJP$$J z^1$6|!bmTSFoPxW5>$>%mchJZ7yR);4{?u4F57rBf?-f(PR{UEjYPhupsK*m`? zdMNJJdhC$N<3G(Xq*gp^vMCwa&WB_u=@U{oc>mGD_|#otyYxfIhE71bc{e0>Nqs*+ z!u!vEZcf|I&OqXtLP2ZSc4){qU2gR`u0H2SD$Q)r7N&vv320CTUA(Oc)-@prP4?cy zQ`7p72{1vY%N(Fat*5(vF7%+)Q+n+$x9tA4{SPO5J0Mcs1N~Z?L{~cK|Mo z_!)iKD|&wcb+r5I1z)&40MizHpK(yUpOJd{3@+?fC^$>>727ms39F8&NO`K(t8lP8 zI|_2 z*+Ps=N7Tpz2Sokx>B9qS^D;+-oV-v*FeLB+c^_kL;>gJLV{wZ`YR9=##;sm%he49( z&G|_9Qz}_`q(r!8*1P(uM1uo5pE1FWu6=cK8#7*>^kbnCxLR2ec zds*%}rnk3pU~;jDj1g4akTF7&$rvno3^`Y}bDi!NNcZ{uD$;VcrMSQmB2A=&n{{wF z3?N|x+ni2ITqg{0MRQOOu@#gF&slZZ{Voa_SHvX&b7z_HB+C007U=#X_;QW-2-n|A zBXY=!zLt4D`6V8GkWUqV9tU9y1ArvW6ClWP4*Aq+g#?IXfkLVZMWsYm!D>;W9&PMp zhA~oI&}y--es1?&UBo%i@a*O@7+T72o=7a#-UL>cS-o zae31go}qBoD5DpRb+)bID3jY0VY1$1AFgGTWAczPW5PO+u6Gf?1mf1RzE~U&i%R%C zV7Mu&;L}tm+BT~=KR5^~3_}Y|D-a0|G-@#;p#U^vR@nN$IvCQXF9Us1b;>mClD&G5 zZ6#kZZeN#d_Ik{mwFD(MbPb9LocXy^?1Lbf9t4B~x`W!H-+)zlyHMj=NXrYzsSLT&4j7M>FR5o7D{G* z33%RSaba`GUas(u*on6Mi)x7vc-=4$uldpyyY);m>&DNCaYKr1(Ho?>?m;@larprv ziND%h+$ILtU))Z;FoSRVcxvrfe@gL-nwXF1&DINIEWr#UrFY8ZX#Jy4OWSV7{*d%Q zFIx|*Ya?`dp&Pj1^*f{Hcnf(@i=4iRk--W3PTrm2g?@FkS3|lTeCV*+5mBMjHLYD9 z)3aEt`;9H04H;%+bIkY?(0)Sn3WS;^s@> zxSec!sXcf7kCNb`{ts;cb!bIK`Pi&~W7kzcLNARsNzv^8bdU&M4)v?JdN+ALMs_J7%gYa zIrZf=>xTyJFJh*`S*$foMaC5cSB%iLZZacuL)NNF&>FagN&)$gI8&LWV>Yp#%7Phf z6;4)}@g^Lr?2UB^mH-~krRUt2C_+CnMB-=BCuH8Cb{j*iY?M=d2;B5GbnWqClg=;i}9^(^qA8DLuuFInr^WH={VO~w*QPL_B3 zVO$0F;XV&%Mi?myAmze&5*z-dR`1M99v|&7Cgat=1>qurqYb*X{XhyC3}L9vW`ATteB+?%rV%k#=r=TW zxaE+ZPgkU$s3F$4QzA_E4I8M`SI68T-`dfF%}~K0xV> z0@o$cu>rug&-{P)qWG9wfIj=0hx;S4HFy+#qeUHTZH#`ciZocC%DwA1p@0EJ$I`*G zIr~xl)|EA?ArsucD7<}-tv=Q45+{ElxU$d9xp9aPQPq>#%%<*nOO4O)`1!{sTjV~C zH^?9690jK5>F>YAi3RZc#j0KK(|C(S2gHq}*43Wy@kt`i%s!uZ1%50@?(pxW5t7uO zokaSlBx+9I5j9n&todH^^PO$$!qH%QLfV-r5HmbeL!A0?`IbR*QDjXyD7gQxt^33j zDjA~GCidAGB6QFiI6Rr=dFv#)c@I%Urnn6rPLW$un1A(S?QoK_29mSTM z)AJGmvTsW9{aKbejq$`Dj;HpKb@^0BcdbHI3!iC)|5ukE6_qfLr6lGY^{l-8CX8Q< zW#NzcRa&!v5lN~OrQB%mk!l&6)yR9lb-sR^e*Pf2cYbK6{J!||9qL|?KUK2kTqO2- zu_th9hC$Zt?9%<9=JrbLk#06vW9?W@M03+-( zR`dj@(-x`4S}VrURRJ>&EdMAfb}M}ukpMS%cXYhL$P*pOU|JKE_QlW8Gy<)C|o)~-;s@nu}khPn=_eOT8BR;P7CA0QOSKPH`-XY)eEO_k8zp8 zu-ud@WH%(TA1egTw-IJl))QPa!_B zLRcVKYEyD8t7C1(6O$zq`{Zd$L`D{caJY2TeFYq5p*-McWmmSRW>x<4W_)rtrLc}J zQAhZ4`Dne4F2lQw?v)kxs!xk3zYsgXmY6(K7Ogo_e>gP~X!63-E!)^`N2o;bA#{+1 zQpAEZw|^kUgSK##O}?ehaiX|nJXWYvICxL%N#xbwsVM=YXdCsfeS7+}gQwRlFHc){ zwA<#nWBCfWW7(KJ=eO09UEOwefSMYpBUxB!B4Q>e1e_?)46~%~AwLJc)+|jV3h-}( z13xMz1l@n2ki=&%ZRD61lY~;GPiz$%xShalD=2g|uYIui~-I=zlE^tM^JE4xUrF^8r z%8Cw2DATHKr;8y?O?N^4)&rTB$9R?AWtjZnwn}TOF!u_$Wsr}$5yg#hq|>nMJlJj;P+m$(>jnrMLl3{~w3z)=^<#)-!^MI~JIiI3ugY6EBJBSg^X1mahB-E8m_ z~3?$7wn;eg(533Z?w|c(?T}%On41XSW$6k7pYv<@V@XBWmuAT_u@ui}!|E44b zxy+vSV7=zpA|PJ?biiVULOz1L;48QdpaKQh%VFuAq?Y$Nx*ZX1DASXHQZ|d{R4Yw$ zc{Yh9pe$|{aZ1V3HTHM6e`W;8OPxeERuT0R6qwiB$#a^AuNCKtJmAiD4Ridzc15X2 zH6_VQ*I-3Cp_R0WI$!EHr6YGJ6Lr2t$}|ttBo*qAVU7M833e2gbD%|hD; z;imbB?MRHjq1M(-o3C^8>g?ulR8ibfAc6Fw>?I}7?=y-AQ>5 zfF{=XR~lcnQfA)7vv0}PJO5f<=@*OR)M-E-U0~L(*`%T%1Mc*H&mNq@pXX6UjuP7# z@tqwj!7q`LO)(e@6pm#jA_u`IQcH*c8PODHFrxWWwfHm#_J_@odIVE@jL>5ezfKV@pJi~H4>T+cpr?q zT|Tbz`_IvFvX!j-=~Ywhuu5KIh+FA#F)`fULz~;jIbS2s zeHO**M1Ht`TMF6ye|4RAI2+m<$7xZs*NzaqYL8k$sl8VsYNkr#8b#@~TM|mGs?oIJ zB2ikkYc%$?qSpvfGiFm4HER3ONUanjpjbf84%dt*CA=PW++W+wry_$0+cB z&O1bmOif|-$(AI70cJa*V=3olqdc-knJ+G9A?OzQ9`R2;?LVNgFet(!QOv`#!g8Hl z(`&#1MhtJNqPibQ0vEiwtWToF z?!2{12%z{3q_0YtGxkU&NGQm7@xS2bj}M@wrw&YUyFwFGQ_b0Hi5e*L@AY!OnczEt z0)-2pyoK{ybRacV;P%gkT`l>>BC=ZQfqAjPO#7D+i}b}NGqL1xb+!o8eu^m*>Q#oa zSp7;`H-0l%{n4brt7(W(UPT&j-wNjk)%Bc39Z5XgDmpQ9Am!POR98vX@9oaLUn@FF zh#j)LE{)lZ4#cJ?hlficF@Km(9A`S$9hOoLvgFuX`0XZ8qj=Y2x;23C_37>hZqys% zJH3kN5?^clT}k(4fo=a?v(v@T4Z(^b*;Q2~F1tI^-D=SWHOaA+!I9=CXKkqgnTcNz zC3`hR^@r>)c3r^BD;x<;gwJ3NumNeXea^R|YroI|vffc92IynY;1u0lR#{sfJy^Hv zYBOF#p4UDnz^=CCgPQU|z4@R>nX=Yjkpk6@1O2x;y_q9xQ$07PE1UymKdaB%;YxGT zK;nV7CIxSc0qh!%TAE0uvnBEy+-JHSZkLExOJ48$45s&)-<|L7d8BgR+cSIa@2HjO zEF%u(OW-UFi6q8N@)A7$VXgcI-;mJ6>bp!$K*hP~z*7wkIYdqxnH8swHl$W=t(%Y8 zaDZ11fi@EPB$~Q2F~dD@JU(jVXDhh9lo$t3!jKxK48^mIVLsxal}z&xiDPt6Z>S8q zy9_N@0lkJ5Fxo;PO}9$Eab{XTnW(Pmf!usD@;-e+$<IZb;r}dRiUd^Nk6BL?BxL@ufmRRj-q**0R-;0F~JWcOR*>y zloVZoY1V{+js|g$3~w06rdJbU!((##;loAQcDF`^B5f5U8|k+%|dECAH3 z_`T=1lB^hkF{Q73x%8sCohx;(znt!t!6;`hx2#MyjCyB7C|K{TDFaLAJXzB{j4@}U zgss%uBnWf$!w@3$*hw(xzx|Z0w!(_nv&S$85f*p4qYEL@#THnp%dd|X(R zf|l0KU0bX29ab~40Kb#axFCF@dW@8R$+@!r&8-n8(f5gH+6A!*r!jfUoNLZW3VIl| zqRSUv%%=^$Am_Gxuk!yT(%RaaxIO47#%hi9p9ycilhFLHge{5apQaYS%=JmLB&Ty! z=b|r>1GrzeLuCgcfb*FQzn_+G(c`w1loqqO|8{I{R(lDhsQn>O#+I*=&E9k5PP#rlLI&5FtrzowbktNX%GLJpa#QME-#2@dV0PF@H6yPD_N6khJ?9X-;ambDGUVLbuTyjB~z9P9XLWms>J$7G5UyRohNx~g#ZxuoPhDj z4DGw|{Q43XfffSB(y^yH8%tc3->ppzC<={r7KAa?&e9_o)w=p`0zwW=7=y*!Q<`me zNJmD7xNSyZr(~_hVV>EVk9TnHaPwh&TmNkkBxV*0^9hZah2=^Q7gS{tw1!IOM9NyC zY1UzT_VV%r=qE{w7DLOb+pZqC_L~USMw6Fc%mBbyrufTE`Uj|zdYq}ba9`Iax2Hz> zK2ia_OO~UxqRP6;N>*)RS>hAf#nU-3H>6R%my<@}AF2Tr@ZbcCo8t&M)(u_%%qLRI zsK(l0j$5q8kUAL)zWln@SW_C9VIlCEM?J6oroW;SK53$LYDPsCCz$VpHG-gyO6korxo(Gzw$eRT5#tOGw+3enZ05ca2@L->f zvKY_wSc&GG0;+-m4Jil?A2cdWxL*}D(YblIm5NLGQM3dQ2>T5}Ob9PRR83o7m8jXXb*LaS%;SDAnRq{*V#f-6jPr^UEs+S1g?T@#*BH|}T8>6)e zW@CzY(DI`q*Ux;{O1#F%@pBM}kzw*r3uV~vPzFe7E7;LV6f2s$oA)xK-=Uuw!DcR_ zyqNDBZgP2)rF$#0{-yB_Y5bE0)wuvb78-gT=fBCO5JIO}k8%*Vqprxbnv?~WJo9=S zU(7a8a}BQU$_PK8runjufswhg4`SZaHXr3pw(mcA_Zv+L7MJ??y-k` tALkIFr_o^t-}h5>6^5;3Kh~Vmz74I$#<16ebTqzX z6Ps&%1dCYqy`=jc^~T`!<+Z;K@59y9S{Z8md-EamR{j>){u+Ubp%(3LY?Jtn)G%tT z+so)xcK4~^JsL)SpN4K!3l7=ZS>NqxbPoxJ(J8z544Qjct7_0LWtrGxE7aS1a zFEJXLf!iVPj;E})Ht%k%-8~gTUxVW@I9%%=DZ+aj0NmzG3HwWxyxWBQv+S&@EvxV%f?-DU_D7qOXCIoZ~>JlOZM@3)^ zE)vV^$>>eB6tRugxF3izR}l)_p1c=n%Dt1@<&f^yJGZF@QiW}85JJYmV=i+kRnSdB z`~VgV8U_C7R+eW3ZV8G5uP={}Z#4DRnf0UG-COrIrYAS`6~|QE%D!~sX^oq3A^vS1 zN<%Z!0@Mm>3Zc@5H$9hxw?(Cq&AlN0uZUgWBC~?_@f`EQlQu9(+CFhvG9)N~ zvE0yu-&kbq^&{$x5c{q&_03Z@C&)zfytc?&6^Z0~Ze>-z7HDv3@K5-#B||@@XL)d_ z5=!5guIQQBxDn`c%p9_4aNfPF9(yqe#@Je$+`}eZpR)0SYf~aNjasc$Q8Vz`+SRGx zfZ@E>=2}qDK7~$-@Y|~DnN3{0fx$(%$L*jc*>S+)Bj35fM5~&3hIP1mlfx zxgVdqFA+Ano$Iily2KxGIL);)=8x_AZCCZoZJgNIBBD1}-CJQX@m>?GG@NU2o!P=X zTIR2i+N2$wu$3xkR^K-6|R;J3ZhTVc?D|jFc|E(7PVb+?;dvV%Q(->F;}tR zZR35cqgS9q;(q!RF}Ll{F8{==)~K!TeUY!8vWWS-fC+J; zE@|(!{FX}pYDlNZvk%?NgL^s_;i_i)&#D-&q$Z&P87->SY%uz(-i~$zjz7I+7ZL)g zY9O3?p%k|7k6fhZjISo-vm0fAf`Y$ixL&KnNwjt@d(aSaDXjzGmi7CM5?=I3>p7#4 zbq8cK#Zr!cpG@G40bf{1q=U{c;MH2xRCF_ndmyd3(d>$$h9gN=31XZplR_`UMjk^RFz$YB2_SUnz8;;FWM>EpF`}Dv- zkehp3nRJ7S%UG0KSp(i+)E>ADJ`9wpsi>$l_3dvH5nvBb%Cdo%c&{YJ9kfqwOy9t7 z){O4HtoEpM_M*QM`5>3SYJ{DKGM0zsiugZGaAF1$$TXdkvopfcFuv|{--7_vEe_|R@2Vt(UBn@HT-=ofB$Fb835{*2SRRUYM5IO|z63(rT_PjABc zLC@44hCgj>+1K57fbND#bhZz#8i56~r=)-OgA1nMxG69O)~j}Ne0WG-bZ}G660W-6 zSqx6v*jktE4fv_Fyg4k1lWYyDjM~#s-QO|g#uX((S|CR~o+b0~r&mYr-t;zcOk>$0 zwXUN1jS~A>i_+`3c7O41IBaaeajmVp#ND#QAM8E0mKR%}UEIgRg?lu=3>59}ZIG!E zoBUJFFeOvfd;RN+`}7@kN(fDDzklC<--h0&W>mJ9K_A}FlE=;GXMlInEwk&38PuYX zwEb&WV}yQ)FOB08Rad;?5^vaVk6&!VCDx0Rq*p^yY<7Jw(J1qne%$On-KDf`rL=7( zRWtp}Mju;X^D4D6%xtr4Z|~}nrtBlBOV36&RZs~jXS;Ew?E8)p`4Y+dtJ*t_C(YXv zs7-g3qyDj0iu9A*HFo7|`mpGcMaZaJj*9ir#^Tx>B% zy`keCqxSm~wMAJQRXfSMg~J0`uIMJWO!0|?tkg(a9NskBO={(AVfy|xms9%DaRrX& zOgbsJ++^LKP;x!Ssu&En<8*QoeH0)Mb!Te`Mci2MZz%Tu& z7v}wO`LN=1o3LFAN~)($O)x=d4nnt#VQ9L2*AEuSKRx^8gLq$^EaJV&VQ}d#mEfnx zlKbgG821@$rGc|o(|6nu?_6s579_ci8+%&K2wU9UJb}VQ?re##lWWq$4cyxI{A2D7 z`7Bank2=JHmD$Mh4ViV-?BqJwR6c}%W);$dU0#8sponWf6eZ^UPgZO<@763!c6hkf z`FzCPDP5N98GnJl;v01~+QQ74N$M7mqI6+bNbmN$bmFK7MEnD-Uazo7>2SX{j ztudP=3TqT>=Vp)jB6$ME9zT>T%TAtmjSE*`BMW6ajP{=nnUp7VgbToK|*(Xw4?? z&m99#mSZ30)(_n0MNljAXL*gx^`>}HLK#E1T!joIxTY(2)#aFR61tBRmrB|`SDYa1eEo60~ttG-(w_~ly;tG3$Lz3{xnxeS4 z)L(N7$;4Dj<@{cKs!oHc;^y{Y#p}(=!od~@*d;ugO1(7ta}GVYyOemK*G{h*XdOe} zSusKjvxV-w7FloIRLhuMFH`%3DY1fxy&f2<;$M3+8l>FJZG2`3LiE5wk1^-lA_aKC>hJ9LxrEd2XZ6$X zduYPS*N17-VybtQDdk4JFNiTZ9O46bxi7I2n6vb)F>`ZxKGr8_xwx~iS92%e?=pPG zrLy4?Ucb_Uuyw?h6=j%H-q89xb6Vq4>OGQV#jKHPSjpf+U zRQr)Ay7i@25BrL*D%Hk5qBi*CpB=qXLy z%47YK?^AZDgnd=%*>L9iR$lw++*Vph(9&n0?a6VOs}PgeV{xp?Sy3vBFI0GHA4$+p zgH=nc)}?}D`pkxSzC=pe&A==-1X`ka60d7cfS4bwgyDI9)fE?n@zLBy@6+>nsOIj; zWOQyqxVps=u4XwYAMc9gajm{(!_WZnwEMnRM~@p1FpKUiS_EuQBU&DUgcI@@6~8{^ zd`r&$xUqL+g?i>nN%xKRwO#s8f0QIgXDQA9Rdhz2M)QbB9@MgKXr-*m`_)67hSBbLZzW>Qe1p>IUx3xt^VkeYU4q=w+Fgyx^&TQPi_j=C#TFFpA(4@cUlu z`&GNM9}?FnvQaqOSJPGR3(}WE_sIS5(YdxO*Kmj|mNb!#Wj)pUEHS?|>PH>fKat1P z=$~tb5X=kGO|Gul6P-rs5lchY(?0p^RFIUyph~+Hiw~;55#zhw+?q}8jdN8}h}(Fk zlUVb5J*>`N#E9b0hlw4~Ota&y9IsNLA$A2DKhwRy;i4DvE|)w8H5%LMsUMx8esV!X zY@}o2h}Yc=8zh5bc*MJ@ft`kzrQDq6HIBMBb}tAdsp!f>!ZC5;5iIPQl@1>*y_d^m zz8H)Q@e;bE1>*(u5*V9Ni5nvBkb+0*9ftkqd!Ijwk$CpFj@-7STeLeG_Kqqzc!Ry} zPU;(#J1L|Ip{k=L`a}HtqmXG|SHaC)!bOQ5-MeEcKO|lXBChCW)H-Id`JED+A4^D05)qq@5~`cvt>*tFoU-YfHspObKL11YH7|qkaZ7GX z$d!mCZ|sc!@$FolfD`@F_I~%W6mroNeTRDEsz^n>Q?&4SH}5Ezuln=cQ=arC??jzm z4Hc2J0fB~U0k%=yY;iVw&dT`Y(}*eZ#KRjaBCt0IlRL*g=1 zyek`*vQ*yX*>w+yhfQ!(f|3vdqfMQKCt<2CLnfLXDtoUQh-A2`x*}`p1IZ zf-@#Hl%O@J_{tt^nirTl#e_!l{Fl3zP7j^ zO!6_Ll(W#+HE*cgbI`d|%?+Nb2{|m>j8&t=q}fg1XV6#niZ{Uq*M}U zdScsF39ckKey!oD30PGusTzxDF-6?#P>||qiOUN(hB}{&bKE@wxs?yQ-lXCg7iHUf zqAUWN&|$BHoZPIk5IPd|oF&};#Ye*lEO_3vp4@1^`(nNWp(J5c1{0WMRlE{bKH|t> zFD6h^tJc)TcB7_7SxkIZ0!5m}1{9Cw{jfM&7{CB!n^f|8HW($;)e||fMuKT94H?*p z{N(wY{MmIR`;B!3z2bR(h0(=fYo*H!F4xIf+x|TpSpiCa4m=?7UV28L#gM>gt=6p^ zr!L=R$ae+7cv4+1R8coizNY%3euh}5+H1r1TNl)ip78~DS_{Zed%Po5h*{4loVOAG zS?V~GbADXH>IQ!FQBSf!!eAKOwAAgc7xBFR0meIAV9MCJ0FzE!t zbdxIX@|N?I)FGA_sYY`N55xS?Y2Ymd4b?pEnRwALBkAk_ts1+n<#JtJF$Gy%?s&xy zQrl?amR~-6e{H@!H z*3w#8Q6 zn>pE}6NZ`xdF(Rk_T-D8@kiYXWTX$*dq*4U30x`?igE%ya~R9(Zxe2?9)gH9Mg28P zKvFz*u=X?X zy}3Ddoa?xut*x z9E(bLvwo}V6l0`HRvXFpOaW9x9G?5Flwv;oOBdR)g*|6OGw=I>;6^%f_0z~^P|j!k zCGb`~AB*gBVES82PPjWMj^cmA=Yn47G zl3M3}ya3hXhvu(Llx%{`!jaY+^VzC&2SMP03(KJ@+wP%4q!&&55xKFP9aKpU>*w2Y z1AGlqx%$%btt9+|Sd#dwfYvS#BksL7_)r9oW1)N$YZ1Xd9rTd4j8N#Pt@(Vm-T{)m z@$8lM=nO`eJMXi+8dk?$jPUU6vdNG`$E`ksM|zF>M|zXzM9!BV5|a9Y@F9hHkYw{a z?|WlT*Hmp?-R9!sh%x4O*T-YhYWGp+n$U)PmnlElokn%xcfrD3apJZO-oukP!IGBq zG9T1#=vw!iSAiOHG?yHdMZ;!`PyPzGXNWZqRi_G}DW9V01B-El&*B;xtYHaG`K+Zw zBOEs4FzdNdC*hBKH!Tc&p}Mwp_6%u~;Ju8=toY#Nk2glek>SGYgGbc#l7oo?;nN!3 znkI}HCk|=*2FXO&^)UJh@8yQb)N`n-EM*;Er+gMHCSVsZ(c;7ue7w3x`=nwFFvnmTG zUg=ll{C?nM-FSymt`?P-p~KfO_G#cw{XPLAlY5g7F(*iDU*f*fdV8f`#V4U_?8x$G z$oPZ<2aPTNqDf`ER}CqSul1L)vqrC>NMg{>qEw;ri#1;DT-cAH(l#o}T2u+u>YR@i z`ic2LL>77%EFp51c++OHmt>^Tw#bnwqq(+^Y{9UX3&qC~s`>KB~7g#`RVS?U?ja33}RN z7+q!U_EF#gR${~a3e4S*`%`j(>`_l?c+72u_X{(KpFQnXvQLGgNjH z{`8sK%LpBFFM$1qIVMial{%kk)A?g07w2m#>3zs&NMx#I&H16VOe)1gtdsrfT|T1j zU=tYZP1%0z+3%E(|J%9;>m=NM_gm_uw7SyKv9YKw`?Y#r_6w3py{Lre87Ple1$=di@(nI6-( zmL?XuM3mR-)s87#E2Tafy&2tSNcGe^iG*u$2FInkaGfu)^F@|h;iQzh-1>er;tONG zAq>&Qn!ZJ{-^KIL5`{4EhJbk-y1Fj^=3V01v4#;JpCP4z<3tH@EQ?yvS#|KW!Oaq+ zy}Dh^g<}0Y*q+_*KA}i788m2K>Cms+3f#rgpV}b26YqW8l(XUF+UqP-X}+m$P+IzA zNg~Q>FFQif9>GDJmmJsieelKOQ;n#9+P#QZ6{=ywA7#6{h8<9vm5M}qYt_l@Xu-TW z)6z+y!b=bZD&6hXKtz>{q>q+HUB&qaT0OoNC!EWXz>T|1fJgomnOk~U{dtK*1^eVx zwj|jYls{*LzFoq_$(<~?I1Eqx^tCBkT(gi^-&bmf{_#ud&O)|6&eG{AVtPw@Ie-!# z_vXx97XsR`R(=QBG->Rg&hg$lcmnr z;ke9IADv^`@?*C{GP$5b9&8J8AK@k>kXRuDPApe6R3F#Q&c+ToB2H7yeD3%_3f?>pK!&uMn4B z+k_32SnAe10FUV{=K9m3CM!Qa^!BNmRA_DI?=w&cwpnWNpNbpUnv!nOOL$`^O6>$sg^Rl z=BPqX&``7NS1&yuBfgU?B1!E^PAVj^Cw~6s+3S8AMe&QgEmo$^m`1b(l9ORyb0>fR zQC+nSYPvHd-{SOBVn=&O^$ZC$5t^b-U#=R`SJ9rUuQ9(imOxPs$^Nx(zCkn#thL1=X(4Y~Fl$*t$-neMn$c%dAK|IhF2prPW~)@e4c?LmOlLc%%EXHV4i- z>AR-P3QTu4+WKM5X2rbNkKWyPA0ng79^z-#P@eS@cr!l-&eb(B@uls?c!YA$lpuRU zz{S8sl=E>#M2b}~xwNd}Dz7laSX=4S5d03>Ea{3sR^SR0I#?m8w z)8Hf1ITBMEUPi(HF2VmxdEq{>ePD|5#SkU<5v3G$&wl zl%J#~JPE{F*66mZ`NEOw{ypUPEVv|I6?TY~%+dUS!Wn`VATHhG2OnKT>^35|bXNl> z`HSHh9M+t2--jPnqD~oG?-c)|H_1j)YBBU8I$weXO}=|Rw0VKPWjpwR(GfJe>4rQ} zjnTe4hpt`K41&yiR}29!f{^A;l8mjCfo%OJ0gDc8g?q$~p*U=Q`Oz70HF8 zRnmUElIM74AX{7!NFNaT&=Gw*3{|lwGVR9gDpB9ZQ}`);^t{SN-B>lQNQG zQ*zxb|A0f1foCxJkpZO*@~}1dG!Hr(BV>&oM-3zTbJ;j&=2iJ6t9;4r)rTjSisAgT znXO@S#v>(HVDA;!ty}})A`PI70xzX;4?gc!11{AM6SNUE+u6m-uF=r9lI`*k#rD(S z{90OWIjBWqxUUY#QmF+r7gRcPYg#z}2E01@`*ip{ir_GWUpmQW zelTGkM3>6G6zvKr!|QwH8M>-SuV%4O{cay{aw;(VQ(|M8z?GlWSU}?+l#klDdwGaZg0!V?mXA7 zf@k=!eB}$@Lh|RYT?g1Z`&FK!&<9p5I*M;Lw#3dZ7v2}I?X+^73fnDba z6KH)W z+c#G9-*5kT+e2*Bk_P{{nh3?HJxSWsRKAo__vlg~Ji>ch;#&)Rnr6fEPnT`l*{Qh^ z3&(j6=cMMJD`-qmroG)|ecIJmr4AcO810uUd*^6uI~zd?5t3&1=f5LFjpZ!RKC`)C zfsrz$qHTYEefbf~=u`Q3hIYUDFb;n=)f=janOMZ8Roz>^l@n>wjf#G#uO#+BH?(~W zXAJj;J*In^*Uhb*mL5o6|9FSLLI>xg=3%6i${UinIAEv8U=sp?d5?YZw{6Ku?azn5~FAa*aG z^`x=cOZ={-^^^WfL-Hp!OIj7P*2%+AcglSD*rM6v*GCfDH3oNYE>5G+wv$I><^^h5qc(4`R`@)*Spr*vj`_TP z@mAuEL7ERQ9_=u!njXF-{WU)EDc_7FDlSoKpD<$J{4-=Q75fQu1Mze+!YlinCCOW1 zinJqX`6E}LC7660_j(ym@^Vo+jCm9U`HA%m8k|*XiPp%ajRK!8B`dHp2~S#aM>*-! zw@BCi!9$}Y+ke$dYVH)cTVmR`RceXx^S!4-`s4yG!AXr|luol+>3&)B3P0Rp>i8Gq z7Y=`kvw!ekOIz~{k;TQ`?<()fCq1X_Jw}ZHzlBV#qvdTYzP@SROT9LEM|2SQVxcq= zq!Q>O$Z>LU9l^&1rnNG1Jv%bEsYZn;sKXClVYikZMIn^6dG-Zb}~& zOIQYs%*1jwPTen@P)s?(x0EwJ);(ANIUT4P&0dk4s%sfV8o{2{`(QTjcL{hA6!(M~ zzp9QK9>0}GbGzPCTo#KN%ktgU?^oo%@HtX)8Babm<`FdRYyDx2AMC9GgHX2pQ}+UF zmv;2E60WU|Oix96G7zsO$KEb$(2{<0KZ=wQ2*RQ*r9Q2aL?l{radn-dHg#Mk?| zWl{m$GB}j@RJek&RMnq*3Y`#cQUtba2qJgyK0t!Yy$=CLi`0DAw03i82p6^Q z@J1Kqi={!TkYzQWq}}weoj|w8bAsCk9pcxu{^SJOywXm147SsQT-6%G z1bYpLW(N-Ybwxu%UDb+Qd+Nxgz&osvjTJXoqa~k_B&(q;Qsv3|krR=@vit$ZND+_o z0yzC_v95v}AY{wy;-cHY2GnFrv@YUF#w^w$gD6D6b%XZKM?G0Q;88LhF*9uPDx=8# zFA`5#MA!P$-w$ueP*YlD{93%o?x>kpQplQ6?l1cJ(K7cnUZ`}9PSRL^Z=pO@NJ_7A zUzKI+_~<&w7Q1=f z1SGUL_ki9_S>vf};cr#e>OzV?KJKJ=6jouv=9FC_XCu^B%<>t+Itryj=v*3n)29|imyMF}Pp7v~`a5%W?>jB%V2E{FE|>Sy z&yPPSW8G$|nPmnzyHu9F=e2Yz}F+RJl> z%$!yu`8C%{?HAKR_^6oYH8s#hypzbT5<8i|yLfcb?k+OyQ*en7YrV^Nxr>k?Wko|n zQ`8&_gwMq4E*swbqtjS$(|3iO7``+KNnVo$1x@);KI4U+;*14uW5Hzt@qVFEtatuM zD(bxX;z(bp-``^rih$VyL3Ia<9vYZ;rx2~`+SK~ z{(tP3_)|swi`RSN+kdT!bqw0h7Od_n^X_Y*( z;Nti?)I5bmCS&gp%CQE@eYEVngtC5~JT6b%DdS#$ z3CUc<`$2Sdrk#>2$~$))qQUh`JVmYorZE{A#2s9B;bB0)m*iThOjhSPyH`^zFBFIP zLZvcObqYg?vYG3BJ{M@8Jo?2+`OC7l$?I3$d%OBz-@LE3RN?%C!tA=+e|&67l_;`6 z@lyGGA||V{3gR=?i-ZApZ?o{sd^MXo%ADQ~gxP9uirdn`Mqwk}rar|x7B z826z-;!)j8uJ>0ECg3>k)&1-ECS6>*vWOlvc22^U|9)V6569oM7xJz3S_OAeHUe*h zA+otrXlHEY=!5k{e$NT|rMA6#Lz*G#*!9M!ocjn^M#T9slYy?c z0+$!`MPKk&VJ$8%kAJ!%;hC0O$Y*?K_eAH)P5Ypds<(Dum6lPAOPZ!6@;mAeU4cvY zntw!`PYEtpP+AiwZn{*(Yb5h4%H`=$o(%7;#at;twqyO%yzMaO$4w|?WA(*|lMgay z)rfDb9ET@33!;3KF7u9Sw$$(Dspxks^iXeg{qunDBo=mOAvaXF$o>QhRs6R(&ET|t zt=^-==#Cf{a1JJ}H;#A|JWgg?B-zt_L>i2px*TDR>iMN~@2V5_)>|*qZko51lkUDl zf4Zr6HIscT*`uG``Egr;`^18WcflaTu z2~`%-o4-ZU77Y(IHiHuyoLC4a^y|JVDk8U*w>*|~H75UgaLi3pqoKu|KTw#(C*Ql| zFU_{k8B*QtU4<+JXk)=Qp0kUklSug?a}DSxqSNGajld#ZdA7#m=4?I_^-# zW}(-?i;hVs(rNqqK~3j8JPCsJ4CB4c#z-cEt3hd z9bmss4E*ZELaOs>429i>1<0`_THS4UBB`e8@L53B81~~#pQJ%n@7=`+vAO`>58YSn z@UBrAw5zUEPB5*lxa>TQWtQAP61M3$KPJp3{TJUql@gDWQN`Z-9Ft$XbGj*5Bt7)kR>^gc78> zFIrqVl*L-+-8wCxorX)AqvFaJ>uSdP--Sv?$NNGQ4GM5Sbie7==ejlr`A-=YoJ^bZ zxpXei;Mo3d82hbhvbFoX{ED%w&xw_&>uNVie&OL&i9X}qc?Gv_^W^u4;HT%?gTt{L z4(%_T{S=Q{ix;jg&=ePke|am;K%yUj<9yxXPt#7W&u_kqrVFo{9fR$HhmAk{tv#OJ z@z<`~%%G6wODl<6@9d_1X~!VS;;F$f?-bP7xpkAr%b4YJi>I!S7OE;u^y@ZOh0^oP zesz7_lmD(ed{#+u(KCF@I2!qB=Z3c6K>k`&sttDR>jn$sFH(KA>nd5KhdQW?K`e}z zv-e4s1lE?&mi$E?j^)B{5(M@ngy%Wge8`){sx7W>GvH-;a{?{C9@#B6?tk-39w|{9 z3m(bh*}F$b6BIsbsF!AbvS_6kzjWSs>S{9T6U|&O6G_M`?Z3Tnq=a96JetjKNnxgp zQGo{@+%pohxmIQ{$oALBT&dgXpFG>bQ*(6V)k{EM8RrGM+V8DmL1Es}8+H@e{KxAo zoR{iPNqUQh3fxXVLD##>w&kygqZ$8}wW-}s>(4!J$ZA!rgeyqA*<2pk_2S12XLG~T z3bA8WV(V>i2h}HEP-np4^80K@ucS_5yk5%FX^=MoR!NH35^)Xr3vJl`C<>F%D5{ZGoN0yD+Wn z+_Ei0C2nV&|KO@$ZcvxVhcn3xC~Gdt=c_>b(uS)2sz2jOWeQF;n5a+S(S#uRPx^qh zLDL{aOsY>^*)KQyLe!({i}K$i@W>7OGQ`=?Y5#`Ly`nz}ucyF^4$Hd>`O3Lw^WH9M zHdnrYCZjnN&Uj6}*+HDn#1Lz={9EqC#D0pFJN-?1XwpKWkv}nt7XMz_y$up1Q??LL`qQ+Z9w|d-OA`T^l<3}L&Jtn1Efhq?~N?jTc%C7>=q4d2c zN1S_=e4NRH4U*DZTgzg1sW(0R%f#Qz>qogx4$>`Id5y4>qlx7DQqdH+bzt~kTw$mZ z-3Q%IhBNn$@7_?K@J;}{{de>zyHpH9I@>Tul9pw7t06Pzj8&sWBBa0hOf#G|06X{>TB_P zrIA32O(DJdjH1eFf8*v5z;~J-9mC(QPjDGRZ2PcVSZ_POm^V<|MfD*sg>pSiDpSZ7z(HHvM7I2PeqrffG1`u?Jl`2>TZqxn}X%s zr17xf>z&OXTWnJI{Gf#rxz0n1q@q4bfp=-I-McUF47(cpcNV2xoSz5%E#}7ZAGY7* zAGaJ(Ffa=kvZmPUl%Odwn=)9Uk{j&v<-bHKTb_G2J?YDhQS)SVRTRGya2<-{?oJE) zE<*C_DE2Q(?NZ!zMN8jDc<#+ty*0R~mz(Nm{hQ_tp!Db8YtzZ=nhyOxp;&P? zWX^laIwPCGXXw8u0sn|i$Pa#Q?e^OhnI)e=ULWN#>+Sc65a>y*TfBpAN?WTok}aD) zn!bL>`y=PP&~B8E3VvA^mq2J*zBwg2@2al$L@sS@K&Wh)&96H?(S-$=8{Dx@UvY*8 z8dfxy^!n>YT$l2)!EUOiC@&@FtA>iC*6H5LS~*lT^^3A#!BFXOQnBW`?%FH+4fR-!<2z3C0rd)>@uXElD?CtxyW5t~Z*Cx`SW0 zKsoZ_H?)RBi%kM8)5wmKzi*H?w9F`rd|!oCVCR%enqYmW<{Yltb&vaGti*2!6-1by zbq8xGTssP7oQ?jVJOpS9j8Lz+W&PuHxkta3Bi+IUH+ys$S(1-C|4FZtR9E9bT%2lI zXfEYRO(UD`g81FR>(;x~Kudjf_ozx~KuejdyT|$GyUdLceugYYt?xP7bQxFddV~yt z7IW;Bx~d}UB&9nLy&+x^)>QAh<^;EAU{mWYRot(Z1~yEtzdO zQbjul2jt{pg1rSv&2RkqY%f9hA0w_4={1tlhN)ilKukidkVfDKTxO}?oDsJ^m`@1b z(DEZTH0c`p(;dgTd&dyfU2LsDzB$z&>sq)ZB}K%XmLq$A8WDjyh}ZMXa>K*thkz}@ zJ$wpuvIGG~r+pQXbRSOy78j><_sCaEO3T`;N2(^|Mwb*lI8I7|o z>nD!G+*Zm((>HF-vUH9k3it)Fs{=ANsTX0f)Ero>Hu+1&`TAG+DKLkrmODiG?ldoK z%Xjllw`cA}GU;x7na=5o?rCuLq_nl#g#4f59G6~)@ z(jA-?j0i*vFY6DKObm67bL@h&>s|J4`_tRHrGaZ=u*_TzmG3(@g(pURQ1S9{&D5G) z|0$b;eDyk(ucV%Cn=vvlhT<@`)*HUpv)~t>TjaAy9{NJk8<<(>c-e<98N>@1lE_1g zgkxR0fC6Iwqx@$;xvVI{9@jtruVsf!7m@PEl39cf_y9_m|20KxpdMh!bj~>T zN8!Q<=A&i)SOU&O>SaZiGCjk#qPTwiqyJTbdBXUlS#RhyW}$eX9uomjm<>w+gFqoB z0^r3g#Iyxy4iK2D4h)zy2MEkn2L?=<0|Ws4zYG8xz>?|A1V6}tNppa3kQ_4ufQFe0 z69E8cD$EQ3nuBIlZ9b-knh6O{Kl;DbgFKnG2Q>f34Phc2eesu-iwK`t@bTRL6O8m#*tN`%b@6f}AKT&Jv1^g}^vWxI+92x*F zyT1_;ViU*&Zr}%S!?30Nd$kpr*lj=7{YiOb(Jq5V`8#f3XHUe;f1^mHn}a%J(DRg^ zlm~ob{Dg0mZI#DNg*nFx80>yS$Oe>*V}BG*j93O*2CWS(4@x+Oo~J(91{8jL62S}l z#}ZC?vK<8Y0E(STRgeTQ2v`En8JIVJlqjb}3?b={CE!d2d_v8{`KKSD=gD9GR|V$5 z$v-I#fC*5DSr5eiM`1RM00x0VOa#D-S%_&1&>SEzR~;BIX$}yWs{l);0YLK~0s#JB z1^^9U$#iCdA7sF!IY0ownW-={0BD%00M1PCgAAB72hH-8S%BJ#65(rK{xAaSe|ZA7 z|Iq-24)Xk;4Phc2W~Kg4W>e{d~zN zer3rO(wCGlODm|{v(>6+Dw2APwtCG#S92A_bySRj-+74#-DL{CPJ;$1&VLy%@Jxvi zSGjq*ko$PRlaUWw3>Z}T%26_V04$ z2-BE35tzRLz0X|!|H+sOlOTsr!umqb7d1gXDX~w^qG55sC|KEUt(#zC8o55@zG=1Su^uSitVq}saqxE{0*%}bb z0aHkXW9!fG^=CiC^~MjbZK@Bvfd3H=KRUjh>6Z7d;73^W-`SESjV>0cLx>@3Iq_Ae z*=F~CvWM1R#yW5hwUstdSa7=(FTXUe=K8pimu5rNX@%S8F|;hh@7GR_sM}8uC5`|; zUVy9Q}(zTR-@kc7jPSW zRr9{Ht>j$KwUopkuz1y3JLa*A>g-gtdrkZuv|G>F-|;G!Jrs#L`$9OKai6cGC#g*gWS3{sw46=9dd&VT!} z>c9Z76eN7ROaIrh3n*m$uO+ic#xWkI!i90kLCgHH1e}S~Crm{UpY*{S>d3TYI>P{; z=|?=e{)2Y|nx6l!3e2+ydXfN^0EG?^m+GN{Vz|z_WyN5fI|P}iSDS2<-Uc1T61TCZYEmk&Rq~C_PsyJ^RE2Qv%gs#j#c{b zNDdiP6HDCsf)TqgICF7uAyfzP`})1BfvMK;RmQh^#B z=du2!+*sQ^Pgc1I*(w`Yb7O=o_8j`fCRPkW4wmV+4>kgXQ+ojl#@g#`Da+YikCpbF%Att0kQv4 zZl*V!MgW79-x}B1CBDyp3u7uBG8{9MpJDg;td0}Dg>9+SpKdFX2wnSflI%bDzbY`V z&3{hA3Ru$p=42)?FXPxBg%e}-7A^Cq5Kxcl^`9;EPa$SK=BfjOpnnSi^_Z)emP`Z8 zzm|aW3+Nx^I6mnl8R-20K>}mNRBQn#Cd~l?;a>$HX3`uWFu@NpVA32k3pcYqKK+P8 z1AsbEnO+CB2Q`A(Miq{G7Yb=W>ehZEj0tgcnfS{T;om zfa%?DdNKhe1Mu-5oI7n(qsUh__CG3f9w){n8ZGmu5Ks?KeZo{u;gfn^KpmNdnDv-m z2ev`~76R%qSN&&z`L_^IkGbl=fDH70fB<}{FfDBXC??GT0^wf;_zGdt93a#Ka{z@& z%%nL$V1gfHz@+)t8BhMwBhd8R>o@>)pfbGo;8irw1t*?!WFDrc7KjG_4B$FvEFN0NDGr8{F@gbzta;Jq(fegnM(0dR7hhSyV0mNJ%{pV0@3~;pvw^S@EO&ZyONajkotrRCyOj|! zJj{u)0o$nr!g>g!Bi_6}RbU><{~B&WKDtA!Q$GjPI=l@VGpK_ zUUV|O8z}Oy>k2zhrm5fLO?w5~wL8d4|NTfbZ6elsSED!WJgyx@?k=d16+<$d`1E;* zNK)$GozI{>UYACtmIY6VY!UsNHxgemxEL<+A( zkX_p@gzBML1c8L@LQoIQLXt>e2``D14Ywoj-BO7>wqY)FC9{+_ceF2D3v*}jTAa{QY5kh}EotfIx8;Eo&xCA@%^oZ9rS@Aq$m8uNX(;=AHE_wJip@)OqAvJI z3FoR%j;e!{!-e(Si}lZZ!z*%)Bzo_N9*X5w%IVK@oXfD}Rc!iEVHqOnOyzoucJ$k~ z7M{=owsEyH1(7-%U2%j%l5)$YQRYs}Vtaz*V8m~svF)RvZ9A5VT~1STOF7qq+dgKN z+7nQWlX7c<%6LM}nQ&}w$B@*9&;N#eQ~qzEA-y{>3t8vjo_5Qo6%Lp?F!uc1Mcg=E zHep`rPRtSV$2j9RxGoMd*pt(cWHujhJ^L80=7Eb&3{6$p^69q?Yx9b8 z`pu(n<6EpVuBo%U6c$diMUg!cadR_Hr)TCere|gooAoITjCDpPd9C13^Y6D+#yLS_klCuZtH zKi8zuXM%R-4eg)o4l~-BdJ>i2T#C!z{}N`(V3AVyQ+*&P_06u(HdjAiw@AMbZZ9^& z3oON%^Bpc`d@=XYHMN@X=J0xaz$R(nxILMl(2cjQU%GCpr#eT2> zw_c=^AH{w;fFg=3d$8XzdXdjC6-yrFh4E|h(ecM0n4AMqoRrlTjn$6*W2VK;ZX$-3 zSSFq_I4;AmaR0%)wra=d1v`Ao6(@pMKr^DOsx4~s2L*=u@iSF$^!OP(ZGKHb+bR4^ zLQSK1iYNv`D#3qHV8pZ-%|LYo2`R~K8^|T9gKVG_atk)ljOoQ~8z{92AUnoKfQ{hr zC&30XUYA*IQAIciH4)#AIO5x>3A1;^cRGY>A~q23&s*?sYB7$aU9m0xJgtP^qoC(m zWfkP@RxeGNwO~jI$x|#bKElK6EO?TKglCT_@6{tb*SMK@ShWQWjVB|YMxy(QGMB70 zFLF`$na$7P^^M|FFK|npd!LnbADTFrL?)Ule72L44C!n*|ulalmLBfuh<{+W^Ic#0 z;k#&4{ipQ#?VSXlzH;vK%J-v)PGye_TI{OLkAk(5F)U?%=KX^Ljnz%C?%{>?)?4oP zZa?$xHo=IK5V(XfhQ*Vc-ra@i?P;(YKi25ICkZQhJb}0iZtvXb+f+iD1iNH#d=lZr zU2uQszCR}hQCBiQ5Z)#6g>g=f9@wKQ{fiR-4lb4m|_Jbcpy1axqJzO*V>V7 z^PYH)eTr%H#?K-MENmA-_0TMkL;{lAlAsK?clbzbsEHLX7?2VD+K-QCLuQ%b{M^|z?iHEVP;cI77<&Hivb^DgB}eh%A7mO2tA z7qzn3V`hb=Y5gsf{pVPpCx`F5lgWHbm`ypP0KQ810X=OlJMxNV%EUIf_yYCYr}*1O zrpF)gEB(&w7Gw4-wl_K#;0OFusLz6(!r{j1M{JUmXTvUGT-i(^SToZ9h%Lx!JFtN3 z+a6V$fAoT3{EVVB3M{^64QTVeeihpl0#BvkqI(sdb;70kDmBKL=Mw0eD=?IwB; zK-+d9sE1||1P~1Y0q*dSBs^cn(-05<97TW_(GU<2IH3oKhJb*;2|YkG1hWenSJ}!> zF~Ea!JR?Mr7D1LkgAfS)M6yttfI#SHN8SRvdD#d4B;yOUuK7Qd+zWn43$RQt_-aOV z3L6}0ddWX5Oc{3QH?J^lZq4b@b`qywX12dr%nEPk_H#1y!aLe@GM9t6vN2 z_VPShu-zw?m4Co4^qz+={7Ogioea8tVxJ90H-^&6{Y9o{xtnvYF{)>GmVdhxX8+aI z$Uw*Dv|9X-LF<`$mv9E1*4UNinJ$vHg409MA5yToh6%(v$~ecuAgfnBBhi@_Sm(lU zVx6g_@3x$juOb(kyGtPg$;id;wq6)Rn1vq$J9no?D!Vl>hS_c2_y|ED1zW7&=$*N; zEx98AlBkH}wxmFOiGI|!BoyfxtL#RRT0xzu#bzXlls7;JB28|iwnmTyNu-R-x^;IS zHojSi$tnGpC>qDmW|-Y1h%ZDyfCw^t6E}*d0R*H)kVP~E1emoW05k*yG>agBXb1=h zoX`VA1Cj`V&^gotpdldabPk$`Xb1=h93qIA(0XKcAtRH$eA1Q#p#F<*2p|yp*^{?m zWMAeXlw@2o;CgHvooiLyJLg)N!kqq4no#+MN8#~;FRZ0(Cr|Z|IQgLQW`$L6`Xw0q z&lyyS`kJp=`{;%i4Dl(P3BLMfHZw~8k($%3PHq9u__1yhy%he)%X(ygzW>2b622(Sl(fe0c-Gz0_$PUr!mA(&mr_z4>{68iy) z5Jg%9Spp40fSEh8Ktn(v^s_o|p-`cWOf<>ZCdBpJ9RBmgW7*sjtzHZJiLgyiqzC5c z3hM@@JB@yrc=}PzJ4aTe7L<%)*&Z#Aj^x!arm15Na|icv$aKcQ*Q6d-4A7R}#a=jD z)*}3mUc>%t=V&o2oTGZN9y4c;@3l(eQIMX%-WrsHyAo;ktApK7Sy^aLF$ZpPcyM3N zFui4E>hMK^#f*fCE8w(gMuDG|@>BY@NIrE;B;Pug+tdteP*vmh#;0MV|1d{m_4bkA z&#n?g7+3-WWO2IqV|XcXmPU=)1u1{Ff}kQPC9eY+5b+T^WX|oX_h@ab=T6+od2@I2>24kQ(}}b`rwss z%+R#2T_;gOj1X+Se7#qYFsyX`gxM20+}X}N$4vdK>k9g4|5LP<1Aj4F&Ye^=4ohN1 z-!kb8U3%yOYYv43;t9A)KZ?^y9wNz6RA}_xiPqz$Zl;_YqnU84g3*h|k8)CW!sTE5 zhH>bBI9d*$IZ@7n2BPs^m}FL%UXPO#kDuQz2I{cbK+{p?|3|o1Z~~SrM`1mq(7Npv zJ4k~!8csX`YoDWH;1x0pJ|HzBC9Z)QRu@wt46SDlNI)GpJriwcTJ;8WvXQ9YNLMTPFAh z6Zo%*RJhnlCY!3~B%3c?2tr>cX`!32HVxrThK2QQMRSsT&1W}n<93;DwG;iIixu4$ zM7CeY;Jmey{$TOIZt12?23(Vk_{Qq~*PU6PJYDu~P%pBk)DoRIFHVfRLBEt0+h@O` z(#M(c>fi_0lq9O$hTR&6^oq68*Rg&U=xZfT+g~eD`r;|-9ko{@w^JXJ44Y7=V6_H& zLmIG@I|coNy&+AYg^el=Sng@U2?yI!n$U6-L1SPQ2|Hcs&;r=r!bf%l7LU_#Qfk2a zfS0TlOo!z&l0-$IFLDrpQ-lUi5hRI}6NvEpLd z;B)uD3wlEHxf*Map5!+6vT!TwY>2_`dgCoNZn9O4Gv7jAqnq-zhqBvyzonyOROM_V zWK^*CTX|gr<8opsdKOwK46WoCk+OwOTx|6I2;GW-R&oqQe*~`=p%d_pSu`dU-V68^ zYYa36zPgH^1!Ir^GzGq-Dh%%+nzbVUlF;tdwrxr13w&!BF9}89ZHs{jd~4Vi-U}p& zl;Led5oq^CcrTD7D8sjgZQ-UY2HKrkm-(+zG!9w`U#Uffb`T(f48y63Xb=L@BFF;G z4g$>D5dazj0-8k-Kr{pd0N?2W&>%@r-sv0=BN_q%p>wDQh=zaw;3$H605k-%?&YV1 z;fLcQ{BZ0<3H|)f-VlU9=x2eQXL`Sqc(4R1RmbO220O#to6}G@16zF@zE(fFsPLc&)WYr3gi42RHk5oi3*{5 z@LUZ=V1aoQp7)_bP!DOLLP&NDUkKGhvj_sP+C_y>Jv56TkgzR@5Ei#3YX$K%1O!-` zAB6}aMl=Kj0N?2W&=3$1IH3oKhF})%2#!`|>if@U;29x`W)fs~XaIrGPn1M71O!4q zxtUC+giP9BztquBTc?$mK{x4B%Ll5JS5}qR-&ht7U~Vzo=LznUTEBf9z5%W!p3>Q* z<`JAJpkS-A&L7)aq%;%V6Z4Gy6%pp}H&+zud|q|(K4w<2+wEwrXzw)Vq^_L0aXl_t-*_|gL$+z1Sm&SLzb8#x z7Cs#@+4_`p$7`ictF`spC|~bot6qVoZ*R;6F8TKg{EGK0)=68R73Wh*lNBdrpMP;| zO@DUTf=prXcJlFCyfn#IUEE8Q#~ll2);=m=#pbPvH(rlQM-5fqoP8A4WXE9qYH>mB z56dm75yq%*zpI{=Oo~fSe7-32`9gI}ce+iKgYnCAvqEOh8^%Fhh8BS*ybNX%&Je|g z9Z1tD^RgX2Eq_!mE`2nFz0{?7xa0V_jvrI|rR3d49=Vz&hHaGhMpilpdF_bvGYMfBr<7m!|bc`I%7E{qAQ5UE)pND;%;z)$XnqlW^fP@oD5_$*uzA(pu!LIlSiz~2iZ>va37mjlVFr^&oc z7k#T5KL=8BUFN0MwloF-ULNu#9&$e$I#RBD9?2|~QV?+lhb6^)qTEe2&m8+>jw&3= ze|Eh;CR>JUv_nZh)!^W=Tl}cT>(Wmzmjzr&m}D6=wZEtq)Nt>%6O|OtD{VTNRPZRv zLEvFfLTGM5amIktXVSyN^5GR<51yN|F{pAhEG=ZtcB)r!(482&F7r!|vBv)Td)ng? z=fnati9YL{&ox}T_sWN9NSJ|o%a{DKc#mB}0Qu~-ua8ZH$7k84dGEiN2!HinF{3+%C_2~QNz(Y@Q{FIi)K~)dwUcCPC!4tfY@8hk# zGH=F1{+~n*>C5T8D+BrIx2+Qt{wGAS0JU3?SN_T<9tfI?jF#}Z@$d8gi}@c!`&{ww z#LnQRnpLxw)aVDekqu zIG^gE&V-Yl`FrfOKi0DKm#)NGwDYAt9t$>nWuXFp;yeB5P)=-$X??!V=a=8uzm4)= ziHOfIBquA*zxzYlQNl3lOl>B^`LN@ARx7MsH)Qs$3SU1NhX2I-_N-;!T{z?7HQ|i= z=~H<{jh_5xjc;ZACEeT;)Y{Vll>f!(`{wwAPy4ATEr0q{J(PI<+Dy$8l*spaR9$&} zf`|M+i5k*RlXzFg^U-e?CMf(*h++Y1x1fjg6-zu2v<4Y1=If){=lvJ+KaDok6rE_9 z^?ZP{P>bn}#h)(I7tS%>>V(tf)@Ya7no>Ts@ol5Uz9_5TfBHO%3_occHCpxRW=UD% zOAA-F{mh(^7t!XdtbXsYhTiH>!dE-`KJpOHZ@DbmHPcrlt?3wl(Jx(6DPQ&f}13h!@=+k4|k z_fZaT)T$Jc`(1o~BIH$CsC0G7+6O--ZV%pGVXlw*F;b28e0hDFf^`E4oO1SVUHk!J)ZOehr^)i{>EoKWgT(*H+&@ zJw4NVx@Ee|vUZh^p@_rtX|wz%w{rIGkp)_Glk2rw6R8*%odT55r|E;NY2s3 z*<-j`c|zE&qUvInd{-Z~O3rCL^ZLql_7k?}nGuGp4St_|jBG9<9snf3tmhkCmSh<= zGQkKl)kgP~>paBnf!V$GOS;|wD_w@we$HF2;|H+=GfT$I1EaZzXBKrIy5h3rOx$wl zAtpR9_Vz|Wi@C(WNbYgSg+fy*1Y(n2JRwB3v2~<{P38eGpK%2MJ_0~GG~lC1$W7a*I_W}~KM4RC0H6g8 z$h41t>7x$+mc<0>KaABYzA_3mR3A%TyYqGL5@YN!(pa|Q*SsicJgmY?&->M3KP*odD~k(TG? z46^v&ab%5g544&~)C~p14=u>H@#B)lim^S;hL|Zak&u-mAt&4))lo^*4MTcSx6KKc zHP#1dZ2Y(wMs4}X6G%6~?2+7f^CjK31-GOzH*ANq3Z!{pc2u4FBWQZv;OXt-2fV^i zq?8LvXed(R03|dODUCuJd?2N#kVZa`5-NmzfK5~g`9L;NA>;$uM1=_Ah+;<^QS68# z3W7MI`1gtYsiUukPg@?H-ai?EKU)@R?vpdv? z&J><0u`~@+Julm$-LV~e)TKYEeRo@l^CGq~Fl`q7li4%AcgF0^?zju_M(uisT9c>m z6x+G-5AB6N?eO#&E$gUC$UW7>0O?cCm#R76X*W)3)D{XBGO!M5@7;`dIy6dkS>&4_ z&yQ7Y>}FJUfk~0jX8-Bfxo91#1qp+K;1d;A7&TAW$={6c$NrRX#!Y*SF4U|x4+qRe z*HL|grvVjKA|YOF*!Z=09CkrM5ck7lbg^%>89utATg>}AhXNi>EXaNk!X;^yVtY;* zVXj4pgcK@;oX}6Hqss0a4$z)h)Xj9kWoZpSS|Z*$0;5)-^aRpP=GmPix!N{Mx|z#v zNm}mMj#C#Q%>%Qe>hx1uAUy=L7i2U4-{Ss71xn}$gaZvlN~5{>p-3qPl#mak6botO z1C(qQW$`|cO;iZ^KsHe!@PTZiLdXZQi70l&5e4`_;)r5L98v6u0|kQo_lYC89Z*Dp zAPE%62P$MwfJ77x+mMK&fZzjBz^9xNXKl}^qVvvSD}mZ2a>1Vz?T>zhtoGx^>e~a!m2cw zs#VrI>WgVAS&qPm&t7|~!Quzs3>LU6w@)x9yIAa4x9o6<+$T4dHXJr|%n;M$3|9%U zkQ0k>byT?4;Q;K|qHer1j=QZN8##uJuXo0%4U0X2bdxy_u8UZ!CEfTX!fX{t^T6z= zy2ZE_NDsm61=)B(97|gX%>M6*JG&{zqaz=^f)Au*2R4xpWU~Qmf)8XfAJT{d+2nvU z@_}q33h;q!A`0XK*+diw5^N%h9dSglBaSEt;)r5L9JT1*DvpQS0VP20P#{P|F}e+j zD543Fh$5B%i6|Cj;T!_5p459+?`)u36}+sF(X@CZZEL;Ow&&ILS3bcN<;(AH zd(hWltMAJd_kL$B*W=WWm*EK=6Yb?_TWMhp4g529F>x$yId{6oti35gshyUYrToer z?MB`UrWb;^OdDLaYqR&$HWlxm8XPaJIYY}Rq!(o6f$jy+b-;UM z%@blF6btD(m^~B_WVt9S5AV?nH~~7~1o*Ft&qoH0!eO}puiyhI!O4L4fowhjo5%;) zv|Q4~`#?6~WWf7CHW3B*KsFHt@_}q33IvI4A_{^yqCk*H98v6u0|kOa;)nu4{`OD<)z*Rqo-n zw{>^JDa92p{1(4NlKg0XPQEfTp#Dzan*~|;9V8a`MJC#HJ4~P_Mom^SfwiH z82a_!6`zl+AA`ec0baoeQtAhr$Op3d1Z*N7U=u!T@D#|V3Z#(_WD`+<4`dTjAV_2r zQ6NZU6HySv5yg%;qSz4!3e+Mbj#~8Z6-RJ8pg@5jcPJ1fqG;KML=^pD%;ay9M8@-KX&A08;MG8C(eG9ZIsGqb@lVZ_p;pf z!2;LMwc6bkB2K`Ov(A_gE+=ncj{x6ut|nfSDB zB|nziVC}Ye{-o=-r};|ymjP-OZxcrE4;keQdJhaYZ^9piyE3_VroQ+QZ78;^z64(K z{+OOE9U6b)B8{6L$lA;EaF%^#pOHcH(>pHA1s4+2SuP$=GL?yXv1&FyVbNrx8TiD! z@`PQ=udr|(@vzJ*jXCnQ*$;Fy!&sXAZ+v3mlKb`b;T`rA{MN*6i8n3qDskoO+iq2v!mOvD2Hzf0RV5B&Y0FXHVPSpxJea1f4ihYW%#OBk!GIV`3DY=l&83~_XQxEoM zkiIQGedis{_3Zxp6vk2wiu`d?Z&+E_dS9K*W@Uj*1kvXj$1tU;$43*-=Ec13F7ywJ zQP)l6G@+HvZ*N4oFAU+4?t`7gmo#dOi|= zm@dF83`I(PpoE4Zr6-_-hJupmlJ3mBTM}ML1=2hr-FPKbXeeM{5PYCQ$cG{LK!uQx zI!L2J1o5W?A4oiw-~)*-%KjBc6#rgv1h)eU6bKUa15qF!s2?rckcfg0w+)FXLZ~E4m(DkkRk#nm(Y#*G790(mh)&BC=q@kdQ*ig%+621IG zW|yFgZs0eg`9BE=1>z-jH(MuZZf|BxApVm3$kwTX^VwVTMS$?Lg2GnA-1mS zMIF^($56n$^`fjBTvoC0S&e~@@({QnDTJJ;deH#s5tzNG>jod?Sn+ap{Gku8Xed&G zixYk*QW_4x4@F7?kcLlvywVd;YBI+wp+d+9T-xx3kdG+vfeL{SWD^zI5r=EWUvWeM zK9D$~*bzq*|5kAXw*!hO5G3jcqCk+)59_6EABX}ju^|}VyuUp{){!@4owJq}Q^$e5 z(ZgFc)W=qXzpf32qU)OQH3b^IM)Oz8hpvA+rtyz=ia-VJF^dkB&fUY!9HeYkpQshD z9wZ4P`J+hc#Wc_rOzrMJ&LmQ$G;j@jTvtzfIjemtj+<+e)F#>BB3FhHuQm}s&2N?6 zViUbeX3TeEy|8Y7z6p=MQL@Kut^9ExlE z$<~M(SndZ>(^Sem47$Q9r!XJN&9+xsC`#VQr@;vJ>( z62CJ?CBcz=g(WKWJFA}Nd}!7w!^hlQ#flv?hROTML^Q&Qjx}_`6#K#ZSDiq)^gD~3 z@$1ke-Ze#9dQUbkauE%-eRQ0R-htGiFeCz$n?cFybtsEav7$PoVX`6x9osbu$*>Rm zjy2eN2UC}T%2!ZvEIzL11RllK6nl=?B|kX8qoGMm$C+16)KKaja&-`t;Lqd8xjTj? zNfav{I>w`@eaw@siBd9bg_wzRw@)B7QI*`oy-rej`vzI{e89SNpJFJpVex zG5A1Z_N?MOf5+z`4)tFx`-J$CjdvX&wv%eR_B`Fz@=#Ud(jn&G6&im|`~IrNwFkP2 zZj|G+l|qCLe^MGtWuZU2!pzDbvPV5?gHMBxA-UsDewbORjppP&&USy%O3sBE2zPL$&?$aQ$@RZyGfmiOyp>?Xo%egSi_W7JXz4qaYdu^ranlIc?@9}2Q5vlHf_3>s}5H`v`-HwuKY-@vW zCRVcqZ>KtW+m36|fl^oDnaYn9ag6uMll&@h>xViyPsK3`T)+yqF3Z{3b0sp;{Rz>1 zq#^V9y@uERw{7E0{gDE}aURU`$=;H6zI_RN!&xqSrfjRj1U`x1HBu57^R%G#L#OZmldE^^Eo^G9F`H;{p_fRG?m^wuJSOZVCWSEyeucE8%&Cnm+ zkj(Cue`o@-b&!nDreiC6Q>wUN56REAtRKoi)&r7%ddR|bG7XctjY|~u%JV|=q(@kB zzKsftq}@afT$(%@+Aj^0vo7^3>OEf!EypJ(?+??QqT}37+Cg$%(HNh+DYZx%;cv*L ziMf$|DZ0M!|3J!u)xx(?u8}k%Fq|d>9KQ5q%fZ*dJ7n2T;vGs7lE~o=WFL}vhsVG^ zN+O5AhEL)hhJbyP6d|yoWa;s3=m?Z#BCsKFqsQCOs3Q@<;r|PqhX9Rlm+UK=Q=EU#y z*4gYI0~H~3939~;de38G-;A@=z2>$y4$+E&KRgvN*0lSc)K(GoBIVfg5*`1H23)aJ zxU`I)_8aQl=cA*V(!xRG3A@DF@<^lo6fATv1V}cyY-R1f+?xKzQm?}+IrI0^3(q!M z95~ct$IA|9B|nPD#^{6@D(MO6uD-am?n2XZQDo6DlBQN)`*FER6pculU3&A}O|9Y3 zUb^PIO-+7oD+l)gn>;Z}Pl0O1d``WoSVdZAaiW0uGYLU3K-<+6K! zw4sSqGAxSb_T8)m3ty&1Bki?a@Xvf`d6uKpV&46bVGG}5$G`ojDKz0bD^73l{?3HI zv;K#q97FT6zOz{9RmwN!RZ%{kBm6_L&cn5)X#AJ>e=kKuXqzV+FW2Y4T6op}@u~a4 z;TA-6oK2)W8j&;(^|$l}iQ%70g~hz89q+gAdPe;hQk;yL)K_`AeC&q;hqv;w4!)t_ zW}0rxSSrgp9&o23-y^g5O(L5>s*dDI-UZ%VvHJ7jpL*|(=sz>FF14{KjhhHejg3rg zf+aiW^4p{wWnm3*hJw6-*II8@4#^1FRqbi9I5QCDKFe%ybAKp@^b9{)vf9O1CEgQT z15YFukDVFli9^?kEb<%7KV_mtEFP1szda;NXBhDARX~&un|;!A6DC>;x_PoNIT3PW2j`{mnJKE)77>k@x zK`0C3h9WJ67h9ko9UMF`3@HVJl0qI{srRL96KI&T8%vJv>JINv>JKbX*Kdl zX!Rx1(g%JvR1{)!IvtLIXY%mtGwXW7DOTlo>EZpddBdpc8uNoBIz`GrCHJq=IDx( zC0yhF)PE?`+K-p31}LXoQn={6S)q|!pw6_?7D@5;XvC;W2Op{0d6({u zMhA~>Mru7>lE^>5q2$NdvYV=)$$?gpS7f)Af%eMtO$in46tcd$*I_T!?KPit6JIo_ zvSe>-Jdfo2LdsJ!yQ}DJmqz{Ev-h?il+dDRx$e^&+aeL=M&0+{JfyfS z))XTJJlT{P=-}YdNG7M_)bI+ht{g7M?oyI38?q4Nlr{mmC+QH0qMOS>%MJmrbERcFTDFQP+ z+0NpVrN=>1?%{TliIX%T;CkJ zDXQE=>#aoJ=lffFH!Zc)I29tl+)-!$BUnR|%(ME@CM@=hR!HXBQrw+8H#&zYn}{<8}H+t=QjRGlLz?U7~(3ZLMZf{7z8&!Fo=aCZYSlMqAFi zKi^h1oh{3M%`4m%?INW(VtpXIXYN;%%_*@vZJQ^FeuT_*>vo6#8II$!F{b^sWb$Vt z`2Wtw1upd(#LX3nG8L`a zZ=T^bld6|wT$DI9=Up)Kx}t~cqm9jH;UU-cikAE@77YsC#z9|;NF^!q=d0#g2DFSW zSA8_M$WCcz3ppE6vJfJ#C8YK}?w+KLSlv%f&Pno5o2i$-e7lx5aoynEpS(MFIN#-r zY>h_V);afVa$svtV`B4M(lm1vrf&H6QfhmUPsM6T^8DO#L{(MY`dJCwNQ1=fw_&w& za}*J;eiuKFh&3J=OcWEpsFK5_`p5G|uj-la>2aIYoOiU2ROrM~AGV&>GI=4O6a78a zjb6R!SaThZ{PO5ZXLv{Ab9GTgN+u$^UTKcSR<+M#{ri{o?c1Ew<&qby(u!1~ zJKhUc7X37nAC?!4&0ox|>C>3qxHYMBY%8vA_t@7dZ`CvRD_*NPHC4;1UTO*RhrDWk-*jRYsnxXa$lrv+vjZQPF1Vf zL&_eu63#F7ADPDu*J{)UO?h3V6e>yURfxbGUp!HIZ)^^CzMx}-I%t`Z?>2fP zISgDprN892*n(+S<~|mUS-rfWKjkYQdFoD@a$H8~@_351Xv!-IEkF5unUMr8da0@?5IQ@Wr{M>L^x*^>pP_RXrnr+5C@UQ<9C9b_ZYRMI6(KKCJcoeDxpg zk4tx73ObFur#_wV?Ojn>=Ui6gp8b|^M)T{<+s~B~d&)mdT%Fxt>auq*{Y6LnP!CnJ zo>dq8m70P(lIhsw!H;S)116%YxJ%}=KJr^mul1DGew+RL{V3*Rav+mX&-3+Obwevb zM$(Q|uA5rMiqVt3Wv3oHs47x^8Br$MQ?*aMEs=-z07fo_Y_VhW|*bOU=d9@F7-l(UA{C_6g#5LvgI>(Pb69ATu0p|pNg3x&4s5? zoYm4%eEuFoWT_r)?e;H^`d`;HVrdcK(%$31?&>D)o2oqRjp534^7gx+_OSObajL;Z z9pCr{fyH8NUvZHmT3rRq!DqN6oONUv^NCb4B21GG9jJ9aBeUUnfKku7I>Y$39~ax|O0+ZvUZOC9mm$e`%%a+*5&TM?VP!!GT%QiJ^tz0z@!st#mEP~>4d>~BKpLPK|5ND{ps{y zi_cUqx1UL7&`P27Oh}jyG)+}k7kOn}FZ7UmRrz82gM`*liV^$Uqf=?hM>HGOV@#Bi zO?$|F-55L9{EY97l`z!)LzFX>DSufrX0UfkD=>8SHs`)j_k{;3tFfjBgalPL_SMCW zr&IPa9U+r=?>y~jDE#1j_DGhp-N$mwQlaeRIr$7DCRfI*Ebb#M2df7LmY=1qW>#4& z+lo#aj%(Q~9z1nO=sbIS@iUGTKcZl1>ys92?fJiIvbdt=6Vu$X4V8)?eK@Huo|9iA zSUKHo{pdn<%J{Nv`2IWl8Y<*Zx-D;Nt0XBGwj_>w$MRQ;PrrPZNK7sBo7XS%MfBwW z`U2+KF8d&^Q1`jCkFO{Mf9~-qAiwNj8sA*|!kd^fL&Wam^VJ(Ur}ky+=gFj)_~ae@ zPf>>SMM{fqYo_be)`q1uQgag60{97X6pLg1Q~kJB*FOHot#s1hGw!kZv0aX>O6KK< z2P@^C7~3meXQp7wSq{BDV7H$B+2du6JJe~w!*ODy}gh1}*&S4%Rz z{Z2BHWY755n@0~zkgnZeB=I_**!}W|#+`U8nUV8_of3})u!pBH590g8^Ul1orA(G; z;MsE`WIZ1ZbUr8V_Luj$4?$60rAwdUZw;pY&rq^bO z3d+084ed*MZkhD%iAYU+p!j4r-;bj?@>&`ULbZ*hvUYp{1|w~Um8&wf3QQ|IFHGI4 z?)Z^5b(WmVXyZg}CiBYo6xtUHUK>`C)qD;TN3h@gZ9RX97ENYcQqb&p{yF2m!nz>2 zm~wNmWr(_&gZJ-SyrGzlm>0MGSa`I(TrwxDnhjqS#bG>4hia=6#`PvHn}{jZIGl`e z95x8}NK(*#|F(8}ujX3L7xG>%FGdW>XxV`xwek9I@1}GsYJO6+^1PtP%6L;uv#0l! zaO-XB8ac|yyz0Zt-Zyi2{Y)>!khBKK?3sv28Wa5-(6^t8zfGKCVPt=bVZc&8>8`sJ zBQ5)NQz%Mh-Cu4TiMtUHFv@b;?nOXa>w!7$&{xZsv&GHaG%C`EP99DB#_0EP^kdgd zhU^A;%EOXbQ~Et`E1Z+AQn5-LPU*=Q;48WnuAt*<>=8p&{b%{TIvT^uMX`KPK@y+mUFw-3&Q8TnZ8@=d@1v4w?021EJJOxWeO%lu zFf;EwWxPfYZF{Z$bw9bOHTrR%`@Z95nskS4?*vVny>L~Q&ldk;v{5|eBNcUZ^4$sZ zcJ^qKm({yl&+#+TIn8Qk*2*Q9)ITw6r{mwJNOG~4)cgLSq*vXBqbI+-q`5gRw4Z0- zzPzE=0bkWXrRvb-@w$fy#(;_8Z7XA{HgK`EvKYi-?lWy=4wq zL$-;{OV?$mPp8CRGI4O%vJoi#lKA8)O9WGLhFPDKbxe6q9<}`cGS3 zVgh;nvdx*)NFoh<*eGQoP|rt@nairm6HZpTW|cC zl~L=T@_wB!m#1tc>;2)b!o53VtuN0BJdQ&IGE@II`=4H$$`B=YjWBv&F zvqQA5iN@02 zy=vC-Oy6bVI`zzSpLHuTj7f1;t5V9UuINWd&Z~PA3??3uukrjM5=2Q6JvzO?SEHJu zt^bZuUbIi5Ga|Id$QG{^|n1goT}OQW!L6n!S@yE^6#6LR{P#+e4O#ie!AO4 zdLo(hq)~Lo*y$_1?>}V8=vU5&Hy>OlQEjIaRAjZW{qBF%m87e0T}UPK$^A>`db)K< zf>YhUoOI%uPP?70#OP=dSSmZY^s?rqa{d4ovdgd)v}~ zm@0aaY+cGZ6Jl9d(#A6=J=uT_Pxbvu!=B5tB7|u=lR^imU=oIG5!)t zuDI-jJ-hd){eEV`wbA(oC-d#c!f1Z}(TXjh4*z1;rz=OQHSgI8PO|2%5hVg-r;+DC39K7Ev3er&^`cCC{nENwWQXmd4R3sEPTq?}%7T zScjjKQ6qh?2;1Zj_n?8t^1Ncr-6es8hVLGgE(Fv%Xf|CNDw3S#!%{W3UT;^pnf!x7 zZ2T09JEfJ0%p>izUO~D&CaLzuJ~thxYb}3yDA2WQI&D?H7^t9)O6Xn>W(b=Ss&*oC z4En4u6E%+0o;&mXlw<*OkIJ>9XRfRjf1>vjQp>*VRlxLUU0QDZl*I$NFB9)^%$9NC z2Vaz4)%}pz7NkzI|7||;J565>l{Oa{F^Y~@RrWQr2Mb5r=yTO)D}R7b^-uSd*ZrwU!6;3&>Jr@BRIc3f&bj1Gi6urYIzJxFM@$Yp z7JtC#Tz1H6Z}AE1Y6d0tsN1a4^itoFDB$=0nH#xB-I9B_<=GwEoRV7iW-33YJ2bVa zgNrJoX3W`J`aaI6lzRGnisdV_m)FRZ1#zRCZB0R&e*c`vR`{d(glYPy82>W44)~qt3Z;3|Cz|I`d3N3;jK8DG z&m8reSf9$*{NwUOw5!hg0sjkfk2vPL%_1z%Djuzn)P0C2IXYPHcPiA_Bq)3!8$KX= z8T>CXaGW$fecdlwJfFo+=BRj%d{^?*i2-A7|gE z-8D;}-zuu6XF^*;$s^c#v94Ysh{wCo7e_G*0dS|(2mec=wh-K=YfSeMr)jR&^0;^Y zCAZ9v?!^;ry!;5F1gV}T5`1(HFrsE4{@rR?JP!wdYzbgV5U9WLZr+hV=^;)8lPJ2A z(!SZcax_Bx&0+gw+zH)k@@>{zZUGvNT|$M#aCL zG2?a3P@piaHazB?yv9YJ{8xRv?~h@=sd5wWSL=KgG-XzI;WMCN>y65@8NP~RHiU4E zGlKA{Y`2AE<3XO;aRobVcN|_(MlvNY%AOR=m1rSO{h8&VcQP`j$nQ$j(VO+Z_VQ2Q z3~4kv+cBIHs$3lZF2_BvPB4Ga0%-Ap93xv8>4L+AKBt&Cc#Q-Gv})!o@pt^y)K2Xj zD?NU7JzEuAP!JJvHv}YoPpxPM*sv!1;bzj^iz7MY4s#WMP6Y#~$6sp)@|zLSg?UeL z%Ti6gL;^;UO0l@^+P?Ds`6fuv51C{YPg;$*DwbYLVkzq(zO8M#t1>c;dHE@r&|F`B zu&~R#X<}SiqptWeo;&O!z^m`OHY|L{Hr2tBpw_s+=IPoA?mdEbbYRbZGUnvRI{%u& z`fB!1P^SmZ4$qUVgVLuD9&b(gqdNU{MI-D~u9xZU0RbOJ4C~^FR4naJPJ)gJX>WaR z_qY8=x~#F^H|@e?ZBL4&%0K}v81b+9NKVavQ)5bRwzzKLb5xu#0@`qTSvlnc!0Y@z z8jHQE!&0k4Mk-ZzYs)OADa*jW#C~aZO8D_%{kOeI&={hT8 zWv}{{o-W#ye5OK>d&%7IV|?o)=3!$ylhao$sdP2(onC^HIP& z$YYZ=9uLnZ=2S85?vP|1k@-m|xweQdFG;JE!%d=Z6nLkFUp9HcppR#_o<`Xq*PWDg z@sQ*DVO0+Goo3V#8{QcuxElL|5|7Q1QV}Is%F=E|bV+NS2MAsxi#>3HfKr{g2H3$K z2JEV4_!-QnnamE+;&<==6zIpdBTBQMD^XKeb=j{nU=d%h_gSQ`Rf6`)9p(k$cb;_(S&rOeD^u7H(N(tm zz)@@UDmhkU{0+OOz88N5uJ5I-tC3T;*xhCfBpnSN>4uR7{{rJBE_>ZR;Lb7`5uWB= z4`HA;eB-`uCBIJrv{Y$A!=D+O#&u;{Zg&oBeTVTc12coGkaRJ8Mm$dKbdP2(lAxBy zu`!nh$2bIrJ4Zw2#HpI!UI6&*CpWJq2|zYI8{4h};CbxQZ!sdU$H#D1c!}MpgEald zNNR8x+iL6-fik$(@qZ#o8-uzrma1eEee z823lWB6^3sX@qnX$5WU!REYDh-CHn`DO^t~+&Pew}^)=TeuAVQS z_)-j3yix!dfO8?n87sraOrw7t@6I(z#nZy!keBc+TYbA>$a(`O2#8+$B55Pmt<|zB z|4gvTnLvkT^3BsE>?@r3SB72&>J#2(oiu7szW?3H20@6$Rnc|m;I()V)CWl^`0AmZ zTweYPoNZuG(QsR=83`6Ni=v}*m=dL&;&%CH$TG=ZK3p=ILPEO92`f3DxTp{Oh{3-ZN*XWkwytWRA&2-z?}$P^2MbD zxu&;yzxr!kU`M&jJmzN_q~bc#IW_K{(C4*1Zl;dck>fZPaz+J?b~Z(i73Ll+YqYJH z$L4zQ9IF5JV=T$J-tG<)*jkgQqkc^1YUZ=fF5J@uAg_^<<>Tzt-QBeQFAGMFHhH>f zP9PzfIH9(ckQCd#Hf0IRs?+{fxl4Cwcf?P_^ zt}I(xCJe^7CGJI^Ud9OEN*rjUN>5K_>}}FY$&G>JGrlW%Ygjlk&wndESQ;#Ob+BAY z+~WtZuBKeJTuNZT5V=;Oh2a_!7m@h!$6h$Npbh|`y25gw4kEmsUnbMww@&oizSU)3 znwA7#HETZbP~+M=lmjkJQum9J&HGAIHwrqVa~CR0+=y#GY!*x0yu(K3*Js9O{t>7f zFs{IL;jo{?pTKm#HKp5TbbH?$im=3ARubrF@}7oOn^_p1e+q${2s6-2n;m zO`uw%?}YsP2g&4P3h&W%Bx|jti0^eh?;6o$wmUkRb=py5bC)F18|&K9VCch;4y-U(S^eB-gt@j z7+nHyLt*y^lOCxzc1q-Fo!=~nC->)oQso?ihg9<8_xJ#=C@4tV2iHx+CdI-J4GsK$ zg}_i*%~IjQjT3G4lX(+??DwHSGOU^BFBkZf%|Tm%1m;X4ed|dtz)Vc+){z^PGYuo1 z#x#vMzxU4G&7U5N_*V1v zPWSV(YG6QH1EkMHuF4SAe*YBF#H)W=7dNz)_0q}E`zVwtj*l5Dx+tSX9sjxW8{GR@ zhFckdhm^%?)y@L;?c~-pr>hF$mw&+cCzbr<5C;D;fZ+Q#|AsPHl=^B2m$t>r(9Q9b z6ZS}mGjVWWr6i0#;}?e}gS0hOz^o*cgWUSJZk6roFEuae{b$~qSm&TCJ zA9jl4^T*!U6w7x1AiBI*MDOY0F9TCFr_TG8a6|9Smbthn=yJ*ET|*tUK+c+MubTIf zK9Q5P`6cg^6uBd%>J=-EKJk|==@z3kLna)TadEgaWtb(e2UL1Fh=-86$Ob z?dEvxN!lu+(7bS$Pf}YBfM_N&0tV`01zb1=-Hr4)wOq>j*^KfA8U6y`G^z9FHUZ1L&M5}pEWanvldS0&HPZZ$M zsJ8if7-vKr-9ZB*A9ViQ26^fA`)rlY5P&wAMNH2OX{99kBzHmB?7FHwKlbw02ct=| z(5H{8nQD?O&&co-tE|yvi%5LyGr#h^JK)B#WaRS~h-mm4!ckIFI-IpY?eHS@apiR&|PJPo!Hvo*Bl84)#_?lU&J|6xJM>Gdi7aw=3LuH6xi}94q1P@aYsHS zH?O!bTTsvC7w4**IY9%^gxn!lYR0PG{Qly4e^ycdXNT39#d5woF56^O+p;@h7| z;C$*7i)3syi`cv~nWM&JXZCvVQ1aHiW*%biXNQM89;{%99f>Pw?ub z9&%v7KD5Xfn>UnyXI0d)^pEHdf-Z4O+HO*Eyc@=|!cLY6!D8{_XpT5TL}z z>J;Y#bHe|&xzFC}>gB?DKuGWlS|DjZ}^O>>qEkyEKRs8+arWwjL|QsAVs zv=mI;82d6!#3gx$g~y_N@nxUpN?EJDCO~-{N#e98x{~u6EIW>)Vl@Pfp9*NV5U#N9 zbx@&U?b{}t8(@|q)I6MpP3Ml5M2gC1yor6gIs^lp3mXSi` zt__lBKF$acowZLBe^DA8n2MPhkURNP8IPyzQIJ~C*zw__!PU^Z_q&~NiAV+SI%-4k z-C={$Uf6_>)fKU4d)A8WDzE0cp%v3f`9JVRD`k9e-M;FQ-mcik{Q|o^9eGT0{IkB_ z2sV!>Em*xb?J3zmOt;dvYkO53{LaXO9=mawhim`R5jboQ8pCnG%(NFOb;M13oZ+rp z@Uz!ovlD^-Ju_IA#V4}nNh&zx^BVEIhVm1@Qw16W-lNlZzceU&@eA6wtWpF^RwBe5pAOF zCC`8C5(c%v(2zRyD>6iEZcZ@jzFE}M<=F%#?&EPa+V9gfc_0c*zWQ76lsh)wZFgtg zoOS2_l0Qxw;DP(9QF0Z2A>0$%xCk6_>`nJ#ETZ~*sq;3H%k2BqeVsycWs_tTICPht z$&(8q_cDmKDWF_UF{dD@9+EFB1BS(bZZ8bLu+v_4yw^!@V})X4XM@tt7?dReQvp|c zxe%QRm_K3NXiOa()E8LwG8-nW;f~}YF6P>}Fttg0%^$FbfskHQtD zXbXM@)mBn?6^>6#Jh^B_0ix%?RY=H;#iUk-<*o^4aIWrhMwt)Jh-SbX!WNt^{Do$k z1`l$lQfZc7{u(`Pv5z4Zd>WN!OtWWB`(+?$eWscnCd=z~p+kG$;izkRl?3nDEhiRv7exdz{kd<`#e3HgiM!tu_c-$>A)5&VAk@n4H3E$GK zeF;re=Q-BT`O!a!)L(x`SM%eaeM%zMg?r$B0p%e<(kRA<40~n&)VOIH&FJfQ6ozZ) z$$z7U2w&q|4s8!0xB~)t|2oa@1Zt7VdRm6N6b3E&=9n4*(6m%dJb==||fpOHFR`(rF_?q3OC=4RDY9J(7P8Ka`M)x@Va zRLvY1`%-@;fhxw`cx>yTZ+J>N=YLo709}DgTCX-vw6Npp|BbX;I0!SpKd3C)L%5v^0 z+n0I!uARzSULd)Ajl6=^2XnWxp4cq`%B`0o(PN3Z8dBDm@N$@|3cRr@OO=H;iE%=w zEaSI&;YyU@A*WLbO8i_W7_KxA}b0e?nq{r!g42NYVAnNIWoY%eQCwt|JM{v7iCna-%af zQsf@XUSME6)u2lm$wYtOM0H#~nzv@##=g2EHf@Y%s;N$TXxNkaJg2X|)ToCK?hxN( zj43hrRCf@h^*rF>Jbb}EJbfcBmH1f)wSr4*j@Ho(l<*LR6X!QN*2f0#;C{y+AN9a4Ng*kfA_eXgW)anW`cUiGU;%>^k8ggg zsX=%mbh`oOpGMZ+OTC%~Ubnd2+vEj;Q*F8Mvp{0vwOe4Q7nuM0aZjCN|%rs^SY;(a#ZUam6(lL331 zMO~larRTOI(KIVi_7*>?T~ME!WE?e#+!4Ec1fYoR&2kwD|BJ|%NMmx^Lw)`M0~RK2 z!gd#TaIOvlKEYQ2102$$%w$QJP0w77_?~|l72#%TG}?;5wVP)ws1INv+`r$rE+ME5 z`7Cz*38eKBk*HnFsQFX=I+uo@MPazCH4fe`DayPI|0|b`>by5aV^}}Vjsm6wr#7Bl zsQ7%>mh@BmXHBhX{B5IFquWQi6VO@(;%v?%>bn0pI$Q4q}_$If^SMgNW{k_vCB}^7L@A(}fu&!bpEY90N_XP~9_dqvUlF@nMs* zSQ4FtMXk@Tg>9NB=fv#FR9H#RU+WDkBd;Wv#(|OPwT*DEq)4nQxOrv@I`O7Mx0ZTx zD%U>)Z*%Jb`(i%>k02T+U~F9MA`qw0CiBFAeE%P|&keggZ5NewEA=F)!iw{htBlnv zS{8rSZbX2F*t!hkq(fgV@C8{Ax&$p701=v6Iww9UL=zelBch-Yh%Eo_hWB=Rz0=L$qHo3meu6Vgi1q>0dC{BY}{V%jGqgo9yG ztE&RXeV3eBs8{z8|Bu$`$4+Oy(3i}UX|}t6@f0o&&B&B8%>t{MUv_j z=Y3ttr-lQ^-(B}(j0vZIyoT9SH8C-ztu*r^Y9{jylQu3^l}?H403gnkRS;&|(;_xX zG&|gFAGNtPSyyQ_1p}{u@6$wviTNi_V8YhFuG`<8w;%fl{%rsN(iJNPL}|s~V-;^R zYBBYsPVOaxXnKNQ`_en?Q5<#;FDAfvST4L+s;>S=Yku)VUm@6|frt9#OwA9$j2*M2 z`wEn>cwkhFZ+b>W1W1Qa;W{Tec;KS(pH|R!MY8o2vvUx3v}TVqya4tpZv}!};oaNw zHa>zG=>hL&Q6zP*1HJz@l@s$!y~@`tLjahK0=Fr+zlMoG$QG#%-l0e3yruN3;cr9A z6awTt0*@Q|{AtaFtDXy^ITxak_K~57#jq2lM?1TwUnf-_O+TxQ9sDR9SNOePEIAIb zRM{D@5nB$7QU+xt!#{wB!sT7#${0v`^iIH`-7z^dD3o5v->{TfEbFFTCoc)usJ{Ah zo@m^s;{cU$1p)mkuF@Ifu6{eTdzcBQJ=#(~?w2chZtyefuBs)C{`rrcvVh%MWvCvH zenQsvM~|nQ2Ykix>~!ENf{3Y!GZJ`15etV8bj8LF!?p37Ks1(h#+}U)JmJG?sh|x8 z))Swb37@B;lc#eJzmc)nh~%2Pi+V)eXDFWK{@NM?u^_4u+9MKRj&NOD5n80sX@5`I zVhvNbHk~1pzQkes&HG<}C2g*fW5-B7dFyT@jyBL69L?TyJW7He@3J5CQIpXlhA|!zr8N!14X0|1 zr~|;m#pVh%5!gr$ixZbHEex~gn(_)Gg%XDDaayU08!pUtlr=v(Su*-?KVM}2#1lds zcpjOsoTh)w8;w|Cxlh?AgW_6$_@{~1d54tFeo`Fmk`_Z`9LtoiS9s9{?D<32!stS$ zxvF~Sy=Dx)|CbV&p}Owvd^u6`Rn4+KMIIO^s~XMcNOo3KE5AK7J7~UcvJoHVQ~5BvHGbLl@&O>Kj>Q84eRr6 z_%pjPd=mYcA@AeVdfID?cC!UbOHyQE@fbeaqbu7Z&3VKB7Z7OcKYJgug$f8f{NI2; z$A7=`{bRP~OleU8fqm2a#)tG5wGpYnjVB%dmj$lGl8)kd4@%U&BhBWW?&mJPH|e3+ zv=}vs2A7=V>DsqVj7kiO3K{G`G0`gzx<#GR@`TWQ^cH7Y+@6UgCk4x8Ip&ONB~_{1 z)IZ%lCpBS~=zxmbPoEO-=h=&fYox;cKraNTYnp7w1vW|Ie9CQewb%zZU09i)A9B*m zl1Dzn)$gsOcq7R}nSAn{zRY>sBa41?OWavDTMDFARM(uk(-Ltx$*%BNxcf)P9@JL~ z3oKXcVWez9ou!X|FM{)h_rsuaKb>F?%DA5bb1(lIuYi^$cU?a75)KN>erk$QAA@_^ ztU^Rm7S@$*4YL9kTObELWeX>1TDJh=DhJFuTaUWl=r0EMO0OHq_Fmji}iz;v} z?{*$9ye>E=GiaQf?ghJ==f98XkmFKy3$M;qf_?4#Cu=5b2tsY>x=C zxQ@|#(5oDsucP-udi_Ad?cx^yU~8Qlr~SC~JI;^J*^UVgkB`rC541e*u^Vpg>C)9o zyL7e*_Wr!tyT{n&EKMhI(8wq|ejZ=!3~77Jco}>kteh;p!M)hN?@4%hJs~R!_~=Z( znL#yseX``fo&q`e{Jt~W+I^nd9Wi^2fE+y0Oqszdg>F<)QImhwPn1u$CsMDK>7-xQ zAN$Ybc&kr`8!(^I)<4!Wb#<2iG#wWe^(&$ly?*%LI<<5=yGciFhO3uBr>^bUn4Z>`i&};mjIKiz~h{TWt>WKddcv%Bmu1!BrX9$Oc_>uZ>l|u zT>AZAYy`O}HIE$le{v(R|ILl8F$c5upKST=qH-e)o0C6p4w8FLK-g@T)y!D}bj>d- zRA_HzPEH>5nHf8?-G9%)J`q+UYu_lcFc090>NzY|Rj9SU=rV74$+}6GhwSkO^Xy1x zM?7Yg_u;uehAMW~{_SenaJgC^k2$}JNaO}cU!w?zuHP)lTok%W-6}g7RI4#Mv-70N zEPDB!0HD@_nErEzY+?2>OAsZY8)|sPBtQTtk9YT+LCWzVE95vUasD^pj}(!46X?a zdte&^vbi(BhblSYxKRw8LqG@jg7+PGXSwMBqSGlLDcy1;4Y32$m~gNiB^27*Y~j`y zoi~f=s*)nu;MM3sWlszFM+qJQ8HTbp{;pvZ`9`@Z58py*W6QvGH7{r8QKBK1GMZS@ zCg`6e&Am#ds!Aouic_b!&(_|;z~6?>b2tlM;dgbqTC4(_m?acK{H15|TO4h$QejIm z_olD=OmXlcSG|U&kHn;Ok8tkK?vtDDSexX#mD=bPCj)fvFDj!Fi;$3#t^T zTQ+~vd)H#bn-2AqJn!Jqg5MZ0b=*TYgOeZ;=j1`DDB^mdk33N@3F0#E5WqJ2Cbz{| z{x)g4IH?@sR+zk?733P2v5Q8K53q}mK6c&1ZJz@mEci5>=E}x%L>ZGdo!~_cVtF+H zr=8n{zc~QqG})KD;C{GmcaIJgHZIymKueS1!+%~psSsXmr^}^h4R$xD9zHOHEMer2 z>@GdTo_l6?0P>4R*R}7lAW+5mj*iIKztLEw=y&AVZ%8EK(2?LP5#n;uY6K7RaV$C_ zB2i?OEm_8LA2pa+}h_^#JBTicu2=HO~Xj6^c*)Q&hqc>@K? z7B^}VtH7D`-lyea0H<3W&$VN=PA4HLlWLJSdMnK!c%tRx!=@EkVzdXw8FwUVO#oMG z?rH<$+udEpjg)d~C%%xMhKs-t8CgDTlg-Da17BsUgAsd*$*DD1Kdj_z4DINZsAD>p zLG=7Wmltjr*wnMOTiDFOPAl0BU*S&rg4Ef%g$qAB&dSF?fHBNE!Q2-StYvFi*!IjA*Jb|M z|Fxn_$OUj+#0hdD=y{v8(QPpvfSPVPRwH!>{u(jsaQG~f&-_)I9AswKa1@>n&fem(lK&kNwImzn07!^WE^ z2bz@71X8%Qbsz5JGvMw6Bf=b!Exf*xJ~^Q(HYG@Y*|xdsuUd>Yd%`^G3#OQ76w8)Q zmdT%vy}H(bZ+jNxSt}eScH2Nr#?77JdikW{7i$$Uc~wZ+WqUiF-tYv!#k^M$C3uT@ z6S0gGTVKX=a;N;%jfZQ*TU;qVemtIR-3m0sh`;Z4dz4P0y;rE1LXC+IH$q!ebmi1> zu+&Ls2YX$Mq9~VZytHK0%%28U{(RBM*2{`v@wbFKw0kkeR)VxWXesV?FLKt#kf|g1 zplAR54SK$W#GQQBA&vD?e<HU5%0c)A_H+iV!6k1Uz;Br;jT7btPMVTV_GdcYo#G?NDBxxqhq4(CsHB%oY5Z(Bga@h?kBBB~IGB*Glr|-?XJg(i$qS z;g=f7ENBfbMG2uGwb!`kHLbmex0c{NRNn_G#Dg0S-O!o)bS>EWh*m7K8A}6ZYHS?d z=r80XR=$x!Ijzu)w4?!sU^Q4HxSsL8rv`kXQ~_UToKYd69&v<97I4-o($bn$gOTSU z4Ml(t-#0v~z&9B&DPS-kDEhoX45h2#C$~reQ{OS|m+>aT+yKY*C|!y9+h-EzpXKu5 zzGvfxEKC)au5;yKt{?PgasXTuO$Kg*)Q$WU7@1@*tsHMEq zuKV36H)+6I4`l?@e;8|O1p3sBoKR~p_v?z5MRSmQUl=ldn@|_Az>I}5Z5pHKQ(C~o zsmbO(+5d=kJkT`oyEUaA1Un9+)w<=SeToiY$4sqz|1jm4qP>g|_H)W)T6>{l1%^q4 zMio|Ia1lw5{Un<{9PmrU5qBf!AQC}3V0K}46x&dhi_!R}-i3C)9Y+PG*ziO!Tv5z#oQ96mGVyV6%Xd@1RkjDmDKHMFR=jA@ls(t$0&b9 zCnvPOQm>?aTBj8@b&3-4VnbIf#+pL!#~tcL#%^{FCplzZg<1PNO36FEIq=o-M9$_v z*|_vhD^#ui#1+aP*_mh)BliMi0dMG!UCvQTG)D(yKzTnRuKAyqg9O@tQ6g1t0k@ab8I*7MVZN+Pq{&S@RI|ii1z0bn2g!}>=Cm0WDwE)vr zz_vtYFfuTTVSwFkK>ed?b5yX*?_>^WY+0`yLuJ zSH#WDrv2pW-J9X8Z|tx(Tk@kq$78=3cJn$dotgFyTXnjcK!gT>Qna*pZ@ z3xAYNmt{xx!Mjz8qgF~#sz{_l+hAY?c$SHbnuXCVsj78S%jL(8IAX-x$UJ>yEr?X| zv1yZy?WKacx?hHdDSh&Y7l}n9^c$N24m$2yQ)!xSyQQuh+zYK>Bl$*2#v-~ZIx+90 zoapb4){C{P6QK8rwkfM&Ljyf%x&&dEtfgMg&}Gg=0@+tkX4g8|*CsM+Ua0_=%b%C! z#=!<`dc;1QJQA8RmeGRR-ss=hvXv9jM|1@Vhg+uk7`XBBtk@AZ9_v@+h&U_Ewf!opC>{TF1x^y8w*jFL}kT1_+| zdr=sJbERcg-sC+O;HXnbQPV$@Hhd1RPx26+hq(o z`C|Oo8^S#t`RD6{U`TGL;t^$O)!LexH|XtpUErUSTH6dwkDcNc#lA%Lp=WM9LBU`x zeB1~B*U>!aml++luKaTxx8oFhfu8Y;Vd9@8W9@BnzI>T*6X6is1t64lx#mxiuLI=6k0Tn}p$8kiXx}DP)s8|vA zT{ii54?!P!j>N1SS&U)lC`!$Z3Ol=0XoQkqm21u*_E|s!WFRlNjg()an^?XK;H5+I z&!H64g`#f(^ZAVP0G=v}DW{=R7TgC3z+TRYqimp;E^!X>E>{HSm#vfo96M|?*zg;c z!aVi9E2+}oEUw)m6*#guNsK}1IGVpusz@(~@SX$9q(k~nkbKJg9^)Vttcm19mIcRR z%@i&=jlyeJ6+a;l+ASxQsps$RK<+s};+m}6q#}S`R=Pu#LbEPoeVxGYMeGK_7LATL zlbzqI3gVts6E59*1cMQC%h`;|yE$l;>z`;DBNVeD% zLE^n!pW)vc1pjmBzh>&qdK}t=90H7>fz9^YMn*y>E*@t@M2JHvEezt#d79E#7JXTC z{TA#5Pmp?Z48eWf*J)nwL}{=#S@QYLt3Q(Q%_InLq1KlMV0y)gh|l7Or88<$A+m(* zRI=Y>JpX3~IIG3mo`4Ch_{rv8MIw$h?pUz z{ZE}&B)fH)Ebd1#)i_}Xf6Fjeq7aJa(wdKUnqT0-_%gc#kt{Y2u?&2DW{>k?GTQtv zDvmi6VUA+T{YDKmIy4ax=bx4!lmh`X>d*Cb!~ud~;Vvv$3awv+a@7`rjGj9wf34>Q zm58wuSK~xJg~n{8?mnY3BropRXdj7zWO&+Mghw(G>i0%Gyi>8!ryVE*Aazu=nj49; zKVus{=TC}&EeUx=QT79d4G!-jLO8Wll%j;V+~z&B>L|^R^9MBFRk~&+K1@Lax-X{V#;B*7?ISHf7UE( z*SUll{)4vuFdn@JC)qD_FeqNwy z7a9l9;|K9PCk&5UsLA;@H(Rf$K3|x3!cBJr?^g}@t6+2OPyRpY9039rH7sT95(TYsiob?5 ziaMI4;n&YFY3V--)WJN_*AAc>ggEQ+Yc?r?3KeZZEpoHwYF*Pco0AWZy6E=>+MjE@ zuL7R_arUg>PW>_d`?x~HMoyMfygpZMbvb#6Pt1~+Rah)=+259IC-(NszH)q`C6B=G z=So+BkDH-~oObi++yZ$?k}v*b-v2S{=AFOu<$a+7EZvI&UNY5$D{A|E6I#|FOUM)+ zYHtV;DE6qC>>j5h)W;du%HeKJBvwF+gy?zO$FU2xkgxcmlSWhys1ko2K5kV_e53U^ zLFQ~H|NBLBhZwTTF^FH1aWTzgR2WsW4_)-|@THNR-2&|n z(fis2Q#-;kC+4Nexe|wuIS$ZcZ~T#l;KWnPb2A&>2+94)y4N|liGN2niJv?S+pxcJ zE+(9_CNzO9y=j>2Kc!}6kewYcQza|%Zw8E-*XF4x*_;S{wl!s5ebUr1m_(P-Rl@ij zR+k->vsd*hbPVZ+YBKwop0wBBeL;L zIFnzwG6ox3U9b@0YdkrzD&&{i{9#=vC!;KR!Dv8fYuPaPUTOai|L0T;Sv~IMHsxxL zp;}IlIu{+6Jo;G^A?<0t!G~T<5{kNh7M23M2E~3g25utvX10DAl2Ym|W$B{bjlfr~ z6<)E}L(rY1ycujS+t@>4z9uyWI#QM8d?AWOv46ll8PuNWEdDNXwEZBa>|m1 z-)1ThqL{oeeGHQ%02>n$UE#d}cm&=1wObT;xOa1_HMn_oDq-FG|F{<16 zQX35jr;8ews(PhR2x$}E^;HTuyKE#M8>7)2i-mFtsw{k(9(wW(BAx$}%s)W^&VGv+l{R%oaW^NpLJ=n)ONrYz_oZfI{K_v zQC!S>akLD;>Xh3dcpABf(T&SLc6MWt;wpTFJE+3FE;vzMFga5>G5%ye#;&0L0x%ei z^{4aGiwRT1Z^XRi$+@%{6+)Z3jYS+He`FO;HW6$PO(0zRLhz*lnqdGM^PQ&uludPE~ zF+aONM`r-_=Z=2^AE!h2SjrGg zTP=Tr{I(w451ok)jfoZTy1(oeC>L?h-pN8=Fw94phky{kyQ%dE31s|OCHg>`-K#Oy z3TnHLZ_UulMQ}9~KD3dM`G{ASZ!)Qn@qQhgL{A(Ssu4I6d!&*Sq3v~^>_!bmd1oKj z@!3!NImp^CE~e%~Ttp(`oszKBPdSPjHw>vjfx-O#=f8mMZS{-{hq~g*KDA6!NyYep zSF_}2!P2|e*23rP8N3xcnnnb5ZG#QW$YrvcpZpz#b#p#wGqy3U^|g(VIGfp@%(AWC zzPnhf4sVIieS3?HD#rWBma*m)f0TMetAG0@M?l#hO^b!6T4WrRDn#!7gT(GBcFXU* zZj#%tU*6_?EK9~S#!zy9TRoD7J>`+O6eLLcBWHErn6g7a@JEG>pEzA#uO<(F)p<3= zEI7S47g6o|eb%;D<>u0+EG!vKQea(;qv*ivgxNo@tjW;SyucD8EB3xoYG=LY7w&^d z)q++u=zwH>{cE0OT9V4&nwjQ5--mOWbtH{TyWdY#zzHSkf#m(H(YM-`1O`ejEMyy` z^NLH9Ur$EW*3(G8=8>{Tf2)_WFCPfm3R=Q}BHfk|dw6{`5Tcn3*&ml4ndM8saiz4h zfS6X-|_)D>d<51ghTu-T$gDTH+q6VvKnHaq6Oi< zMvEq0&)R6S$jj5`NyI`i5O`$%0}q{Ig}~}Uvw^cr;}zOLmIBRnV`z#6kEikF*NXtQ zNPnr1``wqNwQN$h%|pf?nD~F+rE+A~jLQ9E8-5L$f#c*^)tmmYt1Dw}s&E{Bi-8d; zmL?ebOBlW0iD6<@L0u@6Dd4a3C7p~lUFWO5hNvtu!YXe-l5vPmwJ~$Gp9j|(W+=*} zEowpNp*kD7aNSLV&fiVON0=W_cZNo8q)$IGwAYaO8cS@p!$aLmpBP}XVAkebV7+gy z)t!J*G`vHQWUlYEUVy_+_Wh92m()o0Zt`Mzn^*nYyTuTm!A8wyz{f<__pc{(IDMz= z<9Z2mLxq3=qx3l60n4*{9_zWU`zttOk$wTR-um{N52-RZ!m3NcM5Y`X5OxnZpW1P z)uBMZ<_!FoBg6c>M9S$=OmQMtBlMNumyFotj_9$AvYVT4NBSwjrS`v@Z`;&W5%htQ zu?EMNk4IoRLcpP(!>_xmZ|6T{#Xo-3V=}|mRM@?u{~lHh<4mYr_J3i}Q*GF@f4)!$ zbgGi{E`6PKY_fX6v=#6r|L0t3N|EyD`AtkDXxfjPf$h7>IIO9LA@=*rjXk!*hr3g_ z9X9=+fPwLzmw)atXc!GVOvF60#(y?o#SqaK+iVv8#l+55oT;>r<0zzPb!+}EsAL9PVm8Sm8?B@GR z)n_{ce>#Mp6o)LQf5GoZkLF7v&9W!|t=j1S6|A8Gv-qIF-b-v47RMRglJadP$)p|IG1Av?=(W?R zj)*Rs-Tmp|N+Wu`^5}MuoCr}g+yAs#Q^|d-JMJgR)ykPTl1Z8jCSNe+pD`p${QBdS zkYdK2YK*iR^G2@0)fxh)FAEwGrrKcCQ@JIE^A&AB`rmHrc*mcHj4^o zx2~6O^f+sC)j}qkvc^K1km4pUu+a1c{QuB(R#9;^LAws_GPngD7~I`$aEHO&U4y&B zpo0VnIzfV40t9#W1Pc%}5CXv^_|NyBi*s(y-M-js?X`M$Rad?BRF_6ncun<0QbEpT zvk`IHpZZ{&&$}R{EG~P$%qtbX*aVg`dN)T{j4ac}MNO^$CXSyow=j z$`Yy(uX&g>$X+QoI3sBh(79E7kLSJNRQi0L#}k|d{QKlxGjgj~r~oWGWS{XY zEvz#Q4vgjxRlh{j=nK^T@gt2Uwz!l@lFglT##6J%|fP44RGNF@X>7JGo8qTO}H3#9SH9!C=T(= zXUW^fe|_>#IY@y9jT&*f`&-?DQA9xZ3(W$5@p^`LC)ejcQV3s@JQVmBt?~+`=T^EG zY<)PDa7IHu{Qyn8Iapf(-$p4@k(%I1f0sSIKZ|cTc9d$=E_Iv%E-$FA4hsbA#9DLI z;j51CG@+=ObfF5?hXe~6^@~JWnt<30VX7}jbU12VKc?sy&rnk}D3oTl^*e{5$A=gX zm^fjqaXIU5s(Hmq~`<+#BJje;@Sb-v_nMJe zFDkLGDm70Nk|{25ez~$wX+~=Y2%frz3^}(ObboFvpx=zDSK+@pSrBPX8fCe74UHQ8 zHq|Lq%5@%}^gGp&J|A4>bZzWyT|RtZ5m|qg;|qEx505V&gx(&1S2?+Vc>hf}g}RsF zhf+ZWdZ3VwF;mJJuy&VvN1paW+(JFREqxb%s{Bly(1vKM?n&~yx4gTG==>?4$hm%D z$qEKyhZDp3y~U0=fjDX-`WAGer4ObH37l(v?N|Ef^-38h1nX>AntdRaWHX-*I&`=h zv`7S4n~_)%EHq>ukJBIvBu{@2R~S1?_eV$>YqurdkOs)$#0Qyatv=)z8FaO0pDXy& z+D0W4w_t{Kzn?M=nj;3%N&R)LWCeMcsvYl2HwWMd{d17+#2M9YnCGgVBo}=)PU)0gg(r-gg>$mEx;ct&z8H-PE7{? zd7jLyDXhZ0ghOLF858Jw;{ zl%*DxYYp~u7;HO^3At3v!y8d|b?z@u$%EUjA81Z{H3^lIeij$K58Ktuc}{pp%T8T> z*aNkN-|L)inlsv-jXWH*IQ%m!6XW!sJ)ON}na~yvxPH2O2$rt=WPo(f-Ar#crtxm|*O{o>+cJ`=z|faxiej+=2#wTa z9{=a#tJ4^He1LfP%k_Qe&F!)J6n%B^Vlj<)=;!)5rDzl5=X))-VnTqoZBAJD^A7Dx zT(J$%X&E^9^}x5=;49B%C{QlU@^mwiMJZUrTV2B@AwkpoIx_K(#>yYKC-3ZDgvOsP zF&fhZ;)35q>CFG^cK2#|fZP1Ui-(9iu6qKV7wlN=l)~B^6_e9ub|UHiA6d=)#|(mH;=Ek{5+N zyC%jbg0yB@#3`{zr*ynO?lKkfv7nZ9Gz90kJ9TgQmSTK+J~#<;OoHD?u5PB^C}s$k zf>}xXbap$p*1NTV^GI+8TZE*BPoe~o8s)OuI>&ox9q(@qDKuoJuz=xk`{A+@H-zs^88p|0F_cd=6=u2&2hbqg6A7fxP)SazjKeL(25fRujo;)^53h!g@s* zqCtv83zjbqP=>c@IE4b-qpI3*qLBe8hw(1G$skW-zQjx*7B5A`*7usKnE@|utSh36 zY3Kq!VAN}ou-Vo#p~u1v4_n++T)h)q$<+a&)~DP4UE|WSq6vKqD>5cskfT0&qdK!O7)Ck|n|sgzoU+g7B_X1cXN|Dc z&%Z1=4&=git2q5;$Zd6gzfp!b~!j)(mw(p6fKm*HBkMhW)e+A+NA+%_euJ7#o8kZ;(#T5rqF{=j zVtzGbOobMgX-&S}`GM0B@_F~WFT~rDN_!uB-;M>pw3-cS<%%Z40{ur|=k0Dp6v)1Z zqN`1%`Qf1;A0;KTm6}a(#sf6Vw>u|L@T zqn^={<%1hHLvtaIrf;-pZg=#4H&V;I|o!*~S@ zo%rqDNzzpLssD2#e0=2ny`ysSf_`~$uTV*d_7Z5cMOh&$+24J?)SCcblr@*1*}C@{ z<3qP1?kPVt>Sp7?ZQKd*;;Ebn-SdM{8mV0iLHz92?Cu~~^c@&xNgJc1Ph@e(8?6lJ zEbdus2hv7P-72VK7|K^oEtV+WlJAY(Xp50&8D2 zHqIV=H1OnCJ6R}%*Nly|PuaS#T4DymNN*<_(0ePy1y3{F~#hRhtCwVXg_8z;f zT)u|Bpql{lddlmJVRfMxCPOG#hY_&87^=Tm3iSPdLukaDcJTz`rn27>&IjV}Z4{me zvh0+Lp0H^`VaNwxEii3^>5ek1q0>Y*ST(HLNy^owkyQ_(?n&4sVxe zM5DcIWUvF|pCwV3Ck}O@`=RVo9n)LHWsiI~2qlEqVN;KKt-xwwsaq zLaZgXTiQXa?S(&a*8x%}I2i?hA9(eF7;JVH54thCu4i;Ek{!{sk}{K=KmpWkqf2}` zBeO*m-Gw6Y0u%!PJEnlkoqyt%sFVf0aFfdG=ChN5gug1oo?9rTwa!mk;0pBAMSuHc zG!Y<^ag@{%Imlm|E@&Brw{5b$PC}U0md`2=k7S3SygnmXMHgtYCEQhnqWl?-A6>7) zRMii9PyHj(fpLvSxm{4}8w z`c{6kkqu>o4Fst?@k^DtiNHhdo4<&Ksi--j#_1(XI({CsS{j2B`Mm=kq{6(KJPnKs7G|{q72DKWP$TR330xh;| zrONN{j_)L_rI!{@Hxl8>lxfbQT+hdvx6Y!a-1tXmQ)$9krAESOfaL&?NF;EGk_(ll z@2_n3O7yf#iJI>e)ooaIg}Zeg6-S+uC57_bY>}zJ4jQT8zz0+|zWU#igg2Cj6H_CZ z1B}2*7HB$$o6BQGgZ)BzF43y=86!mc(QMQ=3gK9sW>0lD$W=JQ91~fCV521>=bimY zIjv{kyqrSFDwSzt?%;a%)m1)ysh-bdM}#LDBZ(Qr6&^9{te;K5R1@Tf@2QgYddnV0 z{@ZB#*zVQM4jZ7a5-IhsE%l36HT=hTlNSO3xuxORhJ$CHT%!U9cKdP;xWVD9JuBs= znbc0WoZt#bc8J!pT$hS01dPpi#U3P&{Zgu}-**Ik?;HDTCB-<5s6iKkI2+aZ&VBFr z-#Lof-g-bySh!?4pB2i2MqFe6Wo&vMISzO~Qli(uS`h+Ht*svXycfN`o^a1CKLa&A zh-eqE-w-|%ANN@@iU<#AAdUH~n7YzYip+%0!l|=9*=g41yY7LEqox%5yH+qIDYoab zos&d3+MvdxsSV0_^b=oux+UVoSJPRtIGQtk7!aracRczX^>(z{z6ra)sH%UWpsqI$ zC=Nsm9wVi7_t`}}F}K+&o8wB!+@+;!yDlJTN~Swsjk9Bl$UAA|myG;9QeNb?!f&Rn z`mG#i$arL&@5W>eUYd6X{7?Y81I*lY;pI@0a-cDfJo_y$nhW&|zNV ztEDy0d;eCL=ErT)7;)8akZ;x*l&!F-0q6qeOF)eN_0fVW{m>9A5qDQnD&66g!r7>-9Wb+;*d}FpKGuCC5=1njBEseCGg;tCp39POHbk$hL zD@fp7dMsD9eY<@E$EyC+F~p+f%fA{8@BJ?G`D8osBfdIr?)HMTNELymCWB}mu$r2= z=)&hVNL*=_&wHt`jGG`+LRu)@Wn~ss!-zxRJ6th6px>>ls2D|CP}$!mXB6rcTY;%G zmBWc{lv8(-Y5X?27{a3XZZ&#S@KX+65lVLyTl$FF&D7tlM?YWR{hSXUYB-;C2KOgl zs}g3QWJ3`%vxfhw5)1Ovqo_gey8y@X1*H3@r>AzLGxXD3C=4}81*ETmsX_no(qdq9 z^aN~B>a`;Ab7SHCiwJ;S>r0Qa&Ry38`_9h(UC7y-cp!zC$rC+cr&1j0)Jq(xX1225 zfU(=Iz<5L{vT_~P&2!;VTwI^TVW4Z^*pnsxRlrb(CsGCrKMhVojlzzE5Ud$WT=X-+ zs*3r-kGOhO@M8KMt}K+^W8ILG6$%$l240YWjp`V3+Yw24xBV!YOENBFiAB5sWBR(s zUC4`$+Sm-t_RE*Zs=rpcM6?nA00b#9nQ?xXt_n;jaJC#G5=jP(2}E{12Q2gB=OCqu zj%1Nh6dgBFD4ntIyiqSvi(PU^f%W)6mdVaNmDk2-YU}O(v(Qa? z;$cOz2RhfbpV=t$}-fPKM_S5a%}W1S-uo_ycrj16s$ zH6YRlH;p@?QwD;YaPX)+bh4tq2Z-tSnU9|a-b~cOK9PG<%?qHe3dIt)DAXofy9ZGP zM3HM2li)jWG@mkWDdp;az?dq+R+G6l{uFR4y77;e&s1JkkOdmSl;2Uo3^g5M+%99j zPIn$JV3V&oT0C-+__%1)$3pO5l`xwa-m`ml7G3L@iy`~x>5k1i4IPP|J|RvxJe;JP z-A(*@=2T3^!9{;_k_zYt zVB;u?e$s)a-=YDdn`E@*4FPQLLN&7|^sKg!_^*QB?fZfUirZH3)7^z@<^t&FuI{}x zw|AyE_RlsIYY)N^!WF{+v|3o1cpw&2O-0s}o|Gqb<#9nY&K?GvTVEyZm>+u!Sa(k! zA4HHuf2#G?$Pq?g<&1Md5;04zs^krHNs#^zJx1*w5Qra z)RYZ>I^oQidW;IGujwyN9+A2>P*bblM_U`)D%a0sLj0qQ{P3* zJ>E4^b%&mv`z6*JNOl81pjr-#t^-Z)bEc_OWhgf#ZPH-)acc7j11^nqlYwwC7 zADKl1{G4c6wG!-e#`1^SKi9PS%&x^DhLR9rPhXUK$#?WA3{*owKe9Sd{fy8JSt+{- z&f3OT*=U!Q$}k$8hyEo7oLA$FMNEDB41X==WqUU_GcRo^hP_JA`o(IcB`m24kfwYh zJMyjUipZEJ^>J6KwC%Df?Y^<&n(bO14)QH|JhmVzC7B{sP5Ts6V7WJ^BIaJ#wvfJo zO#c_vTg+0_k8Qzrgq&!vLchve?H!(u5VfZyyUiwT-gE==rD zTw;P`@;V2*PU)xRbcFfYU*QGIzGYTDoaDjko)6N^;g-uEBN$Kx*sc)>eD>WmB=va_ z@(SJQod_lB5%g2mRncYuphgfWcNcGD;fSjZ4+N$!8R7DGk_Y6r5vYaTbN2ZcKR7G5 zl(>*cjv%xuIMccs2PB0vC4A<+=JG~4j?!I#M3Gn1|IHH<<(NrXr_V~R)qw5d7^AR= zFp<`0)HIQNgrPgrAbtO~Pfi1Be4S!JRda5kjq=hYEQNo{rA6y3n2dl}T5X_J0tCze zB2&9)cJ!Mn8r$fExVWdW%R6!W@p+FfC{?e`HV>}KtCT5&!4=tTVDh2hz9NneEr+@@ z3ibwH5rDMc^pnHY6>Y|58X_oZ-uGq3n(mA3QeOhSv7aSrY^VnKf~CXji$7xE(A#Bm znm*rj)**^986?$hH^E%#&%p#hW?B*9v3q+2F?Y?Wb0o4xBC64RF?^Gzm3h9@en#Y! zgw|@Tkq=H)9jsH8qr@HB5L>HwILm}c8^N%d_LMCh_#l)SYJG5#wK|wZ)5(tld{Tgp z+m=I1Ts830sa!(-9v&Ys76t*H0*+=F<&~1n3gKgJrsTJpw}R8sw=Gx(YV?TkfJy&{TD6p66on9b_F}Q?10j z8O$B%y6!_PA%e8sGa?t+Z!=o_EpQn6J7q|CzBYN~6Gv`sdV`V%sxlIipL%sMh|PHg>iK#Sewa((LYp`}{lHAd!SiPJK)1i|o#3k$&Y+e-RcH2NOfl8; z2>$-IvdpsCPKZ4g$B=9{yj!-B_xd0;lAa#ZVq z@U;^p`n+layd>|RfFO*26dtRoRw(jtFkngNe;e31UxeI}t@Yl~RnyD`2n z3`lazvSwqzdXPHV2|H$aOrz=fw@#3rWt5hKf6hT!PG(O zKH6do6Jt3w&YH^8BToH{(^a+Fx1gXOl?lMEvz_5r=OIWK>C}XJaqu`vxGz&M$4ir2 zdoOAl>Gp?4(|x^U_IGgt*K@`$%IsTxbKCwA9(D`2dgb6I>A=K%~KJ ztaST3k)C`alj9iL??jz!9ADuq)`-g!tL@;X%ili*(%MyH$b9_)n~clu^>31=$9gMR zM%W(~Qg(Lv?6gfUcHg`jQ9nIf##w3aQLE6@Y~?;bz0KnF!$*<8N3IQppFHRLv6_d0 zQ+d&*F3mOERHLV6`e^z8jBx0JMn{4h;!1i8R|Y`1axE~EB}4*QyJI&@^zgb5(s>_| zFZ4LJluh%u1creQ%$ic_xiY71d6`v4i?U}45#}) zH<;NzP!9#NnEp`G0VCp&)uQU0T7L~kJWm|s$#nykfmT}u(!XQMwUbHTjmB3yP&5d` z(eG6wr_^h+^&q?vRs0`D*>w>cOi_qXs_)#+3;JY}uWLIqv10KvHwyQvx1Hn=#OSmh z%^A3q*ER@wIy>wkpNmYvlTFT9#SCAi^cuiwbV$2kJR^9St}%GVQUa7?#Cy(mtX{Cuzm_;1zQh@r4nmrXVD0 zCyK~q#j;=zoswDS#}49Vm`JBsETy}0zfclho;r?@^l(D0lcKADx;ELK^_p#LE>X9r zx^^l$ZyF~NR_ON32!|zOy8}CgA$T2-H)I*BieF?&j1N+ypUsy(Ssl?nM&4GG0@PuaJT{ly%=$uzGLFz}7t&<`Fre03 zt$_(VZ!Cu4PSofxj=$9Y_}UWypN;`n4$FG6l0VRYu}TcB&rvjD@wj+x5qNhtsp6j)efw1ulI__yQ$m*tR|d06Z0CLPHz&HSBL`cft<^s7erZ$EJ#7h&xR4-6jGX-kO7++af|C_<`{ON?N@K2Y%&CtuibUy96iS=;h*Se zfv3CAS48m^n9}-{k2;p?!pJAH;LJT!j_rD1`Dko=uvH0hhP03o>>6d~a+?A)^%H`k zL@MCSs&grAfaq)}(RqhKd)@HQS>y?FJ7FlZzVTp!As)-QW_hD=3Pbfk0(F>hcoAvLtZLM9p@f-lBtBH4Zq#iwG?OnfMvkma4pXUm#<5jq$tT2Yp~wyYEiT%O zDgwqE=OqZhG{1mWAEKI0_1|B&;;kZEOKWR64M~|jSZldey;tY8%b825Efar7#Xa9@ zryPsaDj}a{a?|Chx|!}{xEzu`20ObXVSww8-7y)cYX{}@{m!=rntE@t2vQfn@7Zpy z#cqhiu$f#?(?64Ng7{;OS0@(R-(dQU1bPgLCJ*gt52a9;;1ib$Z2Z%x|AWszJX4+| zw$^yaP=x_->wt8cLE-PrsyM12YwaS@T+S52xNR)u53f$|<^hbUFIZsM*u|*~ z&&jEJRa^jq{rk`{d&)8d-ZQfn9TSSuU5HF(Y>G0h8q-Nln(*VIFdreJ1p zV3{G32?yKsld!`Q8AkT%_1KKzvwn&$cHw`kQLHfF`LgT#=aT*DImAgiwaki=JQZNzaC4(;W!?(8zU2{!>)GMOqiA=3tUr)>%DSYSY6Lfi- zwE5H3N_QRI-|z`iw^7(7B$_%QVzu7&90^+HYc9}%VF97__L&?|Exb={0iixPrzS6A2_&Wu^D5Tga^J-ALtxm_JvN&xeWoP zuLN9}0eo|;Mz*P2Fpe*Hsn}!Y*eHJpC*(sp7cQSVbXV3*Kgz=>%yJ0MskDf8^Y{~E zzhr#-Erln_V_6P0)#~*5D={|yv@wcvqzr2TD^2g?>a`aL;4re-h*>At_u!pF!nK0>1;!sjn2G$FbO%TYyEzV@5; z3zrw{Dk0pAtsWs3iJiyjKmgm{Jf=m&8euQrgm8!?e*Q|?>9_F|W-Bi-q}z2QHz-8| z%jzcld8-Z`ntW%LW`{obw#v{gy;oq~tpHV_K&M(n`&@OjX;8lE7J6pg10~;Z-Vvq(hPQn2Pkg5+)mTonkj-Q2N7U`8h}G_C0c3P6vn= zu<*A%+6X|^=`@u^%FEXGP)AyNFA2TRFHSCwGxy@$_JqA1Yepk=@-!`qUYIX6!!GRk zyEbc;%Ys6jL-$w8?*qiQ)ppe`v1sCzV}NR(F0at^Bi)}+%#3z#(J_FG(8phIdy`g< z1x#1$1wOl8a>P$;YgI?~;2gY5l1pPeYV49QQVtCH#KN?L;*pS<&F<#%8hH7SQN zBa4ZYeKJDUS>n_?aaI_5_wHl>ZJ_3nKT)QNzuh6yjw3mS5|{yXz{?`*dQV6H`Qu6z zD58Ir$~(3B7ETDvt^Dt$6Q+o^TGyog>dd6EfTFwf7eZ|2Nf=e&@;j&a^C**Is7SR$ zu_gzsQtmJptPrD}-v#l${0tEfKfTCVSv-}GAbo2LVF*?ydLGc$G+jt7XX>tw2$T1k zAc>Z=93$rxuzneYbVF>i2(dJGFv%!U@i%ID+Bhqxu^KJ&EoOU61qgNql1AVWaF1YK zbz=eg9|;7(H?6hTrGxfr;%!2NS8O0YBXns#o{^N{W8*O@$TI=XoQ zuOzHO+b19J+-+8WWoM$I#4^mA?7yG>l*Z26MaA;meY{(wNCf6dJp(_N2y-cUzMPR& zvO!sV#(MR#F_6)_!f6mQ89R5MLbGro_Po0s~% zl+nk0GD92SZ4@EGMY;RR`6tL4l>sv%o>2vOqpasVO^GZb~q4OZm15X%{s=Ln2!Aah}+ z9p5t%3}#dy*pc60|tS&EEq$k;W{?Rjh z@GcM)B9(3LDQJ8@(AfPirp^HBH4P(Dn;CF(#Jc@4h7F95#}WF)n&>U3huodeA7k>V zAAP$i&LSC3Hr7M@fpbg0uu>jEyGAV}nU4mmwqtHms6iKg??+u>${1uP5xM3i3=oub z(U%weSL#s{#T4Xm(or1;7?m{JQ4;S`9{-`*^Es&Oo+Y0?Fo8|MHYu>a`Mm-IR$!U9 zBn$NMPuZs>l%LCDQMLJ1fzxsc!gS@)@n#P|;%aJJPxY{Q6!{Ppa2kZH(rj~j-+oF0 zPR#}jCBaRr@+0vBrrUKTYO~*1BHsW7C^x8lFU!5mXaCTX+$|t`sw-{ z2)%PCMIwV9ByIW2d^O{@|1@x7KW|5n^h4SY#)r1o76Up%6%gIf;}amNF1D0OO%<%CLoWC+0eVF zE!Z6S^XaxuHkAN(#XQmYI(NM#Hq`X1A|vSqx+ERP>jv!27||t7=-VzeB2^M9Gt=Yf zPso;iPPbZ_bmyGq=)lyPgoLp>EKjdu!My4uIhPwJ6G+n z#dz}y0q2JN2&<6 z0reL84n5B9!>B3M_sbiR<1wzq8kf@eHNT~Db6_hcXv#;61r>%hnz^)}qDZu+ufOA_ z2&L^!h3!~Fzt6v_kEmnB5d6a0STC@*-Z01ONN;D!Ad-)fdfoM`))_M2fe_k`kTYd} zODY$6jD)}M%o0q?A2256X}YN8wF8u2;G~26-&>8p3?2N})Zi^ZoR=!qUR~-*ASEA@vZMt8vYIt-rmW%#*?>P)&3fRG-E8n7*op{TYt7VqoOT8gFH>s0hPm_ zVE9pij?I_}=jL@xbGrj?eRoH(@Xq~+z~5b3PpuF0tyzJ1-;kuezY6o;w^WOV zpk$1TH}Q->#+92a;|s2iF>DFduA@FVs;=*TijsHUe#i2=iZEE#D`gsS+m55Y$y!;& z5lY4Bew2|O`**TqD4c;{{=6)~2(KTF3q^U~W8Q`ivymAohdg1{{O|^wD3R@6rB`n_ zrN$*ll07j<-<=0ABU-lSQ4uR8qm`jp{Kn{IFB zMqt8zv}7Kt(ymXKW^%8NZ}-m>!)GJFg<*3t5={0p^(e!!ku+w&Lgybu*KZRjbUz@Y zS+cLAU}E@|*|q$qeaPBtNxmEo-~PfP9|#Y?*_lx0%4{6(X*$h`%t`bYJ>0zg)v%mH z?EstCo~`_?Z|L4@9PK0f+pD1Jr-k_3a81;+lf#G4p^-wLmtT50ZeRZYz_k%|TbW4x zX0e6F@5c+}u_vZ6i_Pw)m4fh)9#il~lYggDkK3m@nbEg2&mJ#>;m^e{n=kkNob%xi zmoN86y-#-yFOO+2H=5zkx8e6|y|2#_&o34)51TJ-FXzkQ2WjEYIpKTZFU8@HM^aCB zFHg(8&&%OYZ7)}wFKaZ<_4`tfG*TV>?Opf5xRPlscFZ+pB?Q;f;SW55{{h_Rnq{Y* z|A*jaFdcE+2#j}-wMbR?9E{vU!{QrW!sNcrOKflrw_>Qs5aB1QSa=&A_# zAHqGcI(fpR^S#PL`I!9vUN04VsOShf{J z0G62J(vPPVB3*!<;3T9ydm4jEAn;VSA4sLM$As6sj89p{l1oMBnZa+>oyxE?j?(H` zMk6{t{>%w2T4fdi^A|;Fc$ecg$boTdJUBVAPXcfC>94 zCQo)-4MN&Kcs9f}aYO#?DYL9E>_*bk%3J&Jy>`ICHeTI3cXpT4(o@EGj$mYXqEdDUM;!1Y-R=-_u5nU`Fb^EQc0aJqRLS)^Ufui zmaLjUKVhl)R-57kH5kMo1Q+r9>$|}oo(Py+p_Jwv&U(F<88Z7(Efm=9c4@8clknwj z-M|6pEyHbkf1%R(wtuL%46o!V^uD`PVyUEhd$=^l)sxioit*QP1T0_zUG?umu_63Y zH)1tG2_gN9ZoyTB@fSbdv@qJvN^9z;l8bjXo;(F_GXEF@G*`2KvU3WT+e)03b*aho zzq+($e@ZAzk!X?j&#hG3c=!S9NxK_ilf4&cL6&44)ntcdvFt11xgKBO{H*iY+4RPr zPJgJHK=1o@k+HYEn?v{~ey0xg9)HFk0)IVSi#u55lTF;UXuWsqsw(D-TwhvFW3O=? zw)5J-Z&U3VlW8LLhbL^B?cP7dfG>1!>MfC*ck6bMTB|s;Qx|5~3?~dnf@)gTyj6;c zYZKlbAKel%NnMWBS@M#=<y zZpN1~>9H@q?~OT=j@5?^5JZ|~EM^A8{BsKttkRJ;X^Q*sSebH$KAN?=O}pdkpW$LF zY1mu5C;!?;qS-Gxf8io%kJm&*<&T0!>Lq*{EI^)EF=W@)KkSLj^ma#?6N(GD{x^I4 z164%hv}{{^Tta6D=>Hg&Nv*WGb7XKJ45Kc^xt+LO)(v{+y>Neb>9a4xK~l==w7b(C zgRYs>UGTY!0TSt&hsGn-Ja_Y~>{ciw&zb6K1QMBjnpbdtHXreVKz7dy)K)Diz7ZAu zBVw1~U`i63Pp4Y#*B}!);MwJIX81$Jbq!L}M_&Sv)Q-Xkl>5(k6g;~463NZgIu4@Q zZEBlSe$0U>5FXR0NrokMN#J9{C*X4o64J80K8>50@fq3bH%VCL-e0qYt&q($#V%8n z6d#`d>KJgRlGf|hOanTNyW-LWXS4nO+xT^Tuu<87J1dNg@1z)4A(BECd56BBXyP3I zwR_r6w)(<(uXzS)v2>gJ6C%0b0ty*A|A!W%kH9^sLezLZYm|7|IqoM&dUxqAMwCW74J~{iTgZ z`@9b{ZE`NaQbd@II?AAjyEs3On*Am2ym^g2c@q>OhW`NN-ghnSqrT@Zb;4Z2EDcXW z8T95ecivq|{jwgpCaBQ7o2bDX>EpzZV*L$;cbHNn8v;Qt`Q^T0342qAVW)}!-e*i^ zVYl4IPVYwD@%>S-7H=yd)pFeEaF|0e&Ky&fqRkLVY_qv0Oj`X(sSX7Uv&}2ORfqmF zI;dE~M_1jtxswhnZ59-t=O<7pLA3YF)W_SZZo&^__%ni)>{BKbNsJUzc0jPI;^K)iVJ&t3ZCSe1}m3!v#%7bYK4p5JCUvIJI?7fAfdDfj}zIF#& z+$(v}gd5&-z%U&{d*0f;Jx$HTR><_KWA9L|I30Kewuz!ji;*RY#v2&@D}QG)Tvb#E z^YX@Gfmhw)o)$pEf8$c-vLsxfgI!Knn=(AX$B~`mHp+WHJKt#kvU}l+6lfea>qu(( z=i*C4)HyjQwhmXS-_QT}3biH#nGqXUB(mW`XpIHy`=Ds6dGb}WAiOm;>I>1|C(>HN zrf4|(Ji=V7BGXW25!;4kBCPS{wpA}3;8L#ZQ9eD-jRnC@iD9CNaknzSOD2^O+(epJ z{iH)|4-g@R5Chr@*yU%waYz~$RjfZ@m{xZel(+21yoveONKHhF zU!z-JObotY_foFLj63kv>|o{H^x|yI)uakuh*dmMZ}j*Q5s0kGkx!guy84TMSbSkv zKGT|oOwv4}EP9XI9l^^D$X|>|pyW687%VkO4!+{cAx;;r;QDfB&XBn1Sb-Xpml*m% z9+cjDPc5LOuK^UPMFHw?p4vG0Pu^&xf5BpdH&5)e7_l_FDt)Vri0#w(mVd40V84_Njql~aRRdeT&HLe~FHwPgc1DFYk2dRh7mrF9Q)0NKupi{p&6THd_~M z(p<9=!UpS{M;|8aC1VQ#-){T1k53ZFo)KKvY$B=t#1Dy)Z5uUx2`bIyKDB;NUYjmT z|F0ynJRKL5Tl?KKAmn>3KLHbOdUZ*r+m;T5Chw|im|+B0!Yly0U0Uda;?&zQ+UiK4 zg`Z!;nE23JCKp<|CnZ_OMdnJyC{-ugOAbh9im5Mt*}r1}07Hygj}|*z^t-K4Q6+yd z6m>^XTej5@Fq~;xNui|DrzSi3mW;FpppK4J)q(@Z6IjMSaOgMfbbvVY`)Y%#%ts8l z{?rUFT;7>>&3d!Z2Dl ziX(s1qq{MRPMUU(LRb{971H&+Sx@R*{%<~ueVjcbKrGSy+)tGBdTOUyg26O#QYQ!iiG}nMX>cthssai%f=DN#3 zfDVV0Dii6)3|o6Y6d>`T5|cxtsOCtFhGHzQuIA>ooV7&ar1wlJ8Wo4x(Qt@sNY+3LZrA>2RL)q=&XF)(3A zrcMZ)W+0(Ng?xJpULM1%h!FRV_d{%BAcPU=%=IZ1b?T_o_C)R0U%SfD>n37#&F-j%D4{#Bne&9%?iS}NKrD-<>Q69yv`%W1dSiKJ_ z{py>@I7w)T1}h}aD~6(1l>vnR1I$1(zdAy`D~eM8u#ed&l45VWJ|1@Ox%iHuL&HAb=GYZDdc1uG&@J88>bCD zNy!J*##X2b9$|7;brxKu48g_o?#FkRGM)R2I6r^6h+?CWM(XnU`y(#Wu(Va*BkabF z@bNwO&LLd@o`;NfL&zp5=i#goSa{-Opb(<+_p!-61;1X6TOIXu20I9*S&t{I`r_%x zzB-ZzHW|FtkvyF~&WqPCH)ma4`lW`=Vfc5K62wIM>s>nCfv@%c?N!2cPb*u=8$n>M z+Wh+c{XKTP#F1SEzg`8a_hugj9yfA$NUAU1t?z#FH=f0P)k?WDzg+!$Dg9Ez>cQV# zDl)=x>u~h%z23jQO4`doWR<)TZ8+C#zrVj19kV4lx1HbjF4MX+^*#A8VM_scfR#PF zXoP4wvPZ^M@at7D$7hWKeq5r&Jv7x9Pyfc%1NiK_%Ls0wrjJacBFfAB{KZ4~jk8wR zekUZ}V?s)C7Wo*Hh7l5a`~86Rah;nLOiq(%=N8PrO;i@{DTo=Tw5kXar@Qp6;G{?v zHDU@YAZl=PHY-(RDw~@E;+Igjf)m)tEhPt4)rQs`Z_b*cXkaRbHc-yEvLrRDWQ1zjo2^CYxd;3bY&+6_8`K@aZ=ox!`7vSZ&E6SuYoEaVzO>ts3V_ zKY?e#RRl!&lk6Qoi2&~BSd;J1r#|rtEWUn!M1xFz?qMhS5ehUf(I5vLbgqLO4g%f9 zcqzbOA{JE<78t|w)TqfLbBBs@0y%&4@VJ1LqxxFgA{9!%08??~mpg!~My4Dd@Tv`> zvB`RBx}XNKb6*-Ky0RQdP97(a$o#|zQ9xWN(vWEP#^Kr#;x;}@(@3H&xMbEC+sLS< zfeBmMW&?A4tJz26uSij;m~Q?ra0zC$4u*u|{0m^Z;Pp#D%G@O2iAV{U-A` zZxD@K1Ix%6VgVy*yN2L8fD!lUp3K?DTeApeU8ATN(&}K>n1*?1P>o;G;G}pKT*ZX6 zk|1qAhzX+iW|qeL^QUrI4%iK--$~3A8T;q=M|@y!_ED`D`L#3)w4&}53=>5%M18{6 z=IYq7n4sz#p9!9!C}L}yd({-NYpWkk!`VM<(nF47H&%-4 zu6|)f)NVqsUVzw5<+C#vt0F4o=ya*EcJgA`HFiRQvw5CCav6~&$*Pez;OKOXJf36N zVAY72#JNZV36#{12~)#%&dKD+yVMvFcXqE5G?S218dyXwW07REF>nQzlAdc}WJNA| zoC3#2tb+|!M7zbtT(=>Tp%9-ngOw;-OX{sCR&aXf?O0Rf9OK;CxQohh0?&f0EXmkX zbTdBKBTL>UY9IjE;4GD9^>>}zI5403^(NB z*?0oc6eh@7P+cUgny!jaVI?KAsus9cs~Xr?*!~!wuvB~us(4;Jfx%(-8-rCNIX^@x zZ>kM}acy3+5~OL)ZFAwINN_`$FPdWF-XQCd6Xn~FaIY3cG9MGQN&zvziNyw1Y?nEL zpTOEg2p4Apd+R)+DPSZgk#or!2a!Vf{oa6uOlR4ukyyDLQ8kbkG<-EJAXQ>}es;HL z_M#m-Jv)~aI;%Ph?&7J-aXJ2U0ZU#L9?+l9r+6AkpxQgO1{@XOat-xw_2T&E2VS|#9Pg!WHwH;&=C|TV7ilXMkShq$ z1uUSPxZ+6Ga01EmNFHnxDBDH}O}CMlV_0`sZN%_}m~|Q`8r17lXw)d1i%UgM8U9Yz zH4|7!N#gVbz$#dj(`o{FSat5gs%Y0KHk(yZhSNATp1{^SrjSE7$K+IwS&w zYJi9haui(kl@h=pI$UCUp&)pMfDwOf^^ikP`y3r&sVHoDJ^n}$CK+R zeQ}t66R|h!$X6w?_;<8kDVEb?Dh$v8>q(?ZO9yP$M!33!<@Aa3t~DtvA3)gzClEtI z(!?kr0pZ3&g;68(m|znch+jUc=e>nwaOmSD;{ncsB4-7EX~W1;7NW@t`BdvR5);Vt zW=m%qR*eLz!>UUG8_x>On>BWR4?(qI`0wIwrwT-X$jMC)EGG0KT(iX^Q$68wqkuv5 zm>AA}o;(IZx7AuSD!8FmbQvBwIkjdZo+cg#VQ7*@=ynOo>a4m`IKLfP0P6 zBbK^eMUmdju2?n3fMaRts_~J~RH->#Kxk{*WBon4t%@8(i1T&qm=l2?9N9l@OmE#dEF$TFVrEY;LV0{@0W=Nqkx4u)4C1J)sZYxwSk{w(S0>c ze}@D;t3oD`FwCl|dsoLJ%n8I8g*bR7kYkjK7a&PQIM#ds!;(G~yYH&nz*=AqDvE*d z=D{b6mB6ci-zL~9;2>Qu1>{cZxm*fFzYdq~;7K)QyE_80QpifDfF(Isvdz4R_U!ga zGUZXl!SzB>&f>kfX3bZ^5X$7z6eACJ{W3`+YICqB36Z-4enyJo2z%&t2S=$Z^=-(O zpb{D8+c`TnLFI@>dg1Z0MK^(uAXC7j;40y|C^Rx@e~@sZ0ES%G=Tjuf5rbSUiww5f zeTk$#0_RTH^Lq}WfH_4@wl^nAvqg>-TgEfxfs^sYJ=6wz(S|%aiUKy5I(pIvuq{2x zb$o493o!Z$1PM|U1ZJ5*kMh02L^8M3B!E$8d(GVF#0+uk`f?|1KE8X@Q7|{V|4WY1}hos z&FnQRG6=awJ%A#Y+=#cnEsY-Eu4_X)@ix`I;sGG8Z zxb{129iqap4>;)&^qb%Y2f?*eJ&7@L)D-2%gk`CsNVp!@@?%@wsOD1p>(MORf4@%@6yBd06*gQnOJ7+ZI38k0zC*G%R+(bK~PNM1eE zd4rV@2)Z7F0tWngLOp9-Kr9b298ka{8YrHy2CJcvfnl4fODU=3!p&xlT!MkNmZ9+_fqq;E^1YbxmB+$Z)hv0a;{P(N(b@$kEWO zN;X$VZY2fef>Okw2_$i6j2ECB)-qd~1*|pJa_bd>GPN(gLZTMljuepeP~GJP#BZ#w z{ap0JL?F=dIk;3ZfJ7qTT0sG+FSTR?K_9+=!rb!eqX3MQ*|5aN?pb z8*a)5SBdgOnf&D8nhIy%V^J2rlNv)H{H3XqD4?F@Z8_q*~R$ z!ee**tTDHBf+Fw)*HQ{tbI1GIsu4dVURD$kL(#Ce;RKF1-x4%1j0joH21+0FZ~H+2%kBF&e zjdBWRWolq29G){51(z#wLe{MEa)IBVHHq;h^Fu8>dTm?}d#71>ori+WO3aC~g$6#i z#1?SLmIHVeT!l_3BR~32x5T+etR$b$UvFOPEo%NgRT13pz4~5M=2DTo$M>S5kmWop zfK0$jEH{maLo{6wuP`h(L?(Em*9B=DQ-Ura{L~PBXB|0)M3y9t=s30qjVPl-vqq3X zIdY^t5d`YuiRnaO;n4b}O9JNn_^h0y!YijozaWYXyVETnUMxgeR|T9faQ#qqL;&Sd zM+yjbJ$EqIBt*AHhXve{rbJzf4!E# zT29ZB5pj$k*{iP02hVC-xmQ`s(unWxzeRt(z5kZqNaBM#&r|whP=3#G1oN9H42olX zU@a5kAu1SI;!1ZLtZ~=>z!2CZWSX$&_Z~6%RloBvQ_|Ww@vG4bE>25A9 zy0g2RM~K3Gvj&Qo4bg1;5;rICELi*gCW+)D(hq;#_legN+Yk=#&!?;*Cnf#+kRj+w zuS?c6Q60U4$-0(f>z;mN`L34DBX%E-w=xPS{V z^C}a}8gX&MEnWc=2MtaX6DTq&ELn!yI5yl9Sedi^Y-3rH1x9n%K)kjhhaZF0j)C}A zz9fsBd`i({JA49@qF9!IaHMZ58i?Z6(Nyn^7Xi{UuSANKH2f2FuMozxl9bM991pz6 z2o205SgG9x6xx`YW~Gn?c^kkbQV7$sRdupLAiUI)rifp*t4UKNxnHX%#mOT{m`!(Ic~D$w~1nxC$8&Z8`bx543gWg?T=I>LA3# zP#7i|(tXeA)X4U=6;B}}8`wBXe884MGeUoL1>@cl<1wQ)EI7kBBpf(TmOye_81<2X zwUkgbkib9VX7d5Q;u&mu4-WylUx?-IS~WX{v3)J46G+DSo^4jit>%;NQeW{?;Bs#V zrcJEj)V4KciLLxH*;5o7rn%i&Z3yfio*nuC5+Jj?t#Jz2i4I&eP^A5c5nwc)3ziX~ zS^@D~#ze}hv5j4fW5?3vmHKJMHrXn61>C0RUq&^~exdOH(f?3VQ1;iqUWRVKk z@rcQ1jY~i{jFf|}aRgvzWg9g{95AETHIgq{)FQh^tVG*oE{a0cMLREMjl{Ysm$|q^ z)=BX!xXLo}mA3RXayznYT$F_Q`BORDicE*~`(NIQ)Ckw=)b~Uf?K_>nJi?7=FIj&t z3KvPM&hJInaEZ=3zW3ZhlT}L>q%Oy?t_!%>#d+kc0xe1oOBYfjdrZ)c;GTl?5gLL2 zy}Q+sL{_9*9SPGq-pbB`B1Z?jX%#7%$DBwsqG4c`{iUFfODIjMWAs-p?cg9@dbuD- z%9wQTl9>fhONGGfL}psmh#-9Bs2do#pvApVBRZ}Fm&y}19N|_#xQ?c$Z9vZ(ms2M~ zL{}l|vOwEnQby&V)^QB|iDoS%z5X`g4qNFt>hUyXjA!--pF5?LB^_TG2l)JR|PY()TF4C)P7h?GlL1kcWQgd7BW3c7$acLbqTq!L?JzmSsUBZ}y)faIk` zH(a!F7RjaMT#*s^LLuhq8VyL$GFw$iRpPv#;5K?5ch;zXNBOk ziu*o|;Moa3eqF%G_M}N+yGFQMg}^=oA0Azhnj7{mX91q)crU3shB&L2I%LE}ztvqr z7@Uq9fkG6bE|sPca=dT;#uZi@YV=ip*42qb4 zHXk)b?l8uA>7+>FPwe=eILMCP|)<8F31%UmtM(zxY(Ihm2ojuHAUWxK8F0ESbb@38@ZF>NI2*& zK+%LtbtaHhO`aSYCy?aOHJyuj2a33Lm-!y?8us>lk3?PSU9U;Z(d1t}05LjIpt7E} zSg^VAQesp!w}%sW7CeXQediEGgrxD++ByFA`n-|!TK2)`^C=98dM!tzMFww^*(d^| z;5%@_dK-Sk7R(bum!sIk%>tP^nCYnkg3sVlbJj#oCHYS=tCG^*xAF-jTM>`EpTH$% zq?kAd8c0M=60Tb{N(U#b9yO4tyD^)TEZPGTA$h`X@z_Fo~2fyCdL)mP6D)T${;>Y5_53!hu`?F{(!J7$Zk?+1yLj zz(}UkZI+)kri9V0o-5-s(fUjvw`J}!S4dgGZJG%z(mifpce9`ryvTGx<%HxeJc{y2 zTp+V5^fh#OMN!sji%rj0q79?^SQNQla;2tzIBT-QJmHX~@aRU=_h ziO8dXBFMSMF@bEGTpFH@pE6WYJPYo^wTXnlNcFpL&Adb9`T3)pHhf)rTfaY26+h6X ze}9{B#Y;gW^Ltb^j8GD(6pfJ6BMwIz5r~u%FLewp)F+J~QcfJp?Lb7VT*l--5gpgg zpb-TBe2Ihu@jA47jgSQ^hr0_`bvOfFxM~}aha?&rFRO>0H))gWk&R_HVEReIK z>`JTP*J~zhv+6x_xaXGsd!M&1Up%uetXW3@Fxf1=9tOSs{5%ZmPoCeO!{GV*bLgAD z|MC92aTxUTq;`Jz5K`smVbIUR;QZv{FsMna!{DX8f0|2F<_pHCv*g#K7m0c(n*U?oU&YVwqL61?hW4AnkB5KKWU;>E?9h$ zjRP5nojndCfC@QHP9SN3YgWCMCXm-ZBIzrjOqCG<)~YcO*1PH{7%<=-lFR@~eW_$U zPDG>WAB}$sM4Z*3exFrI{SH$&tE!Bdf9aYciMd?RBP)%<8_yhB=F97VaRNmej|@!) zFpgI=r$-j8goCCD6ah_OGYyo#yOOdEWFZATCFD19s+rTC=p;GqbLlB~eD`(1vk9D4 zodruP+4l$8`EvJPwUY1~DF(63dOn{buhn7tu*gJ`zE6?Y0|{>wj5L8fUmm!yL?U5@ z$NWBk!?inSt3vO`1@Xq{l$EX#07Fv@F_4SXWF;o@Q92DAsp;woT&&32&UMVz11KwM zWIDBKd>Jq#4J?toH`T1M2BVFH2>sSZE==Skr+cjve{QEZMPBlq)DOCV3aFOB0tI;m+H zHd!b?#!HQvNF&~^QRV`#_PPy)#69iOT||Cx#qO?#YfHTJN+0M(gt8X?1*U1=IY;;($^!f_MG z3$8|#5ne?jM0p&cOwI!OHlz?0DOnr@$1EBlN70N`okDn`93(x0fiOh%GPJ|r5Emz1 zAV(aWaAv`;*Q8n#^qGX1Mv5qXA0IDYJQH~Nqv3xk()^o;jBEw^^XVZ&DHnHS5qL_U z-*G>Tblda$ulMf+f@k&5%E{y0A6Of=S5?78+jKb=3nq2B#!c%1>jlx>EtrU+*6}_* zah|8;A@+7)o~w`s#s zDtwtYp}f3>G*ASHYsCguB1B$#H8kD>r$YXrs=l;!{zn+||S6(N~n-ve)O}hP^`GKcY zm^QpQUg+d@gEl=B9&9Hp9$CDfe?OYee?N(Cd>$;iSr7T~`}_aQ?{3d{`S92Hu&3pK z$y|=}`}<{wj-2DP`yt4$pVpXcjvwEgGfA6;zyJQne{rZ7{_+33`^SHI|BwHbzcfi$ z+G})Pm!C>NBgdJQsI<=H{c77kz7x5Wm8Ij8`0JebFTE}c%H98kkw1Q7Gq+pSu4r6?s@9`}x^UBd;TE@!7@6#T)bd z$Baw!{g`Lz<*5iHPY9}oLC0HS+0h!gg0Y(9`i;);+$DuK_bcVt1c=f-iA22qk1Y<4 zA*IY0^nNZLYvBDeZ+p2)+lpu%EunoCk>|c9z(Lz-bpjuV*1FNsceL2tp84e|2nPZN zhCev;^$UzmXgHLH7dd|~E#ZuF;eBW+IJ@%oQe#%K#v`U3COd-^s=Jle@S-kzk{#Cc zOx|B%9j83DNxItLgbR}a3m)#bHki8Wkl}SH4Ua==4Zd|}2t{=NV(J{!qg}Yw8MlWH zd;6Uno3G@}P(zW`$8|5c$ZN8poNKg7UeE93go(~Ra3|LZ_U&)8gV3({v)Ew~pFK6i zOVi?|L>;SaT(B8&oR9C{@#LJGX*+2Esb0CY-OvaO?ECv^A3}_0sm1R^3Ql~4uTSnF zQgY4Ma}FZJ?i>16jk1@Ysbjv&5aon|rXz1&K} zi4hZRhqcn!|6O2eE?ivSVbXq;cn=pQLm*;tG)?k&5lQ(A_FgEfJ0RJ=Wm_6yT1Ab& zm6mXbuZMS$uFuw z#sqKw9wO1~g8g2JCuzSE@m6|ceE;=)AH6#|Q6^4KwZ4q)8Q!jGqy0QFap z#9?B)@-FHqu3eo4W}XvfcWWzOMYYd|Huebl?DMrmW(3wB1}GaASv9Yns*dwypJ#x0 z!K>0PH&z2)UqY}Y%FZ-a+*#jBl%Xw~uM<#KX&mp~fTG?K&dv0bI#0lzkD-Wv0ThA@ z#fWjC@3!*TA~m0`l_%I%i-#!`_3h_<4vjf)fP2DRycT(&F4%qyjZXH8D=9a#zh%_Y zBUh)Bj5_8V^BXOxdIMv-!GY{Itc{6^2f}7yJwJEXm(pbACyY`sI06Id{rROlBBCQ@*iNV{k9Vo&d z*G_w@4OVzgCpvL7tT0BYhoy*dKK4=iA%Q5ybG<3c9)=G>HJ1mX?`hG$-$qpYx+rz}ey&qW3% zc|uygZ>6axW!cmj96?c8ovuK2FA%#0GJ9k@_|0fvlo>sUv=x-!OIT~ZmndVas}OvF zZ-T771&=j`Vo40hJH^WJVY6K%i)$jvK8k&tj|=;9%vFyU--VYkRr)LB&0$g)#NaTD#l zr6?1qs^YsRFh+P;W{Q$AAS%W>x~eRIi&(4bv-EycfVW#a zM%j-%B4euqOLM|}z)&P$by*U2ibDwPz&+tCokUe?KSpL(O{) zu`lvMmLb=i!Fdq}7+hR|JPmWTTcAv)MC5@LD9hcH7e&S+Yo-A<)eNpBB8*G+6F3Bk ze_+CXpY$88(`Ex4%fW_i9Fx}zMGTmHUxv(_#JCm?wsMi@s66esQAE`sg0=z9Nqz>-xx4}QgySSn zSPK8ffJr7fqYEYelYMNbIQ4L0ArpzkHBMP@mk|yy6v}di$-W3H=VWl+Vbky8705Ow zx&x5dWjuPk0{io_bO49Y2+zw>LlHYoVj|oqiuB_}w*`vQh6U0UC@W^uS+D~Ow)XuF zlpZBufdw|v2fFj$z_chK-4`N7??4>0%C;cgN(}1ZuQUsk9TVPKuE2nj*-pSp$ksbB z$_h%@*u9^abHtpr6nT80Gxb6dRk1|d!7Ls`pSS}%w|oa+#b?!htPzv|H{uqkub%S8 zY8YocQGGKW25D5|a_)>zT zoLR4R@ZL{z9_$qNgyRG$$g1#@(^%c#i|)oFqBr|kB{@S!NDeXyPpe~bO*P}Gb->2e z1{Sx@e8)jM14bk!a`(4aDhr0w{&gX$qWycmEw5)5f2F|;^M#-Rb<`5zIYZz^GqI_EVruK??6Jm z>ebSva-C>0hkgrAJw??+Lg7TdnWBPTc(b6Nno0;?z{db)UFRRg}dWSd($$Hha> z%62B{Q_>47dXZn7Hx#4mQuo8uQXg|I_ZyGc!<6VPD;k#ye`F!U+e&_ge|DLhL^Yi8`6oqIQj4fw$l*8p!-M~`5Z^48Nd_0Yp8@4@ z-xAaebceO5F$q=}(b@-$t3d+Qzp&4DtV2Z(+3zwf@Qc5H*BQWzRFi;1J5j|9W1hA~ zPyVjZ;Eb&=$J&-6?^)tn)i;4aI|NrSMa3Ej_I+zR(FAe6(k(E>;+^4f0yCy6=}@A~ zx4iPW1BB66`| zj@Ne$v&c)!MZAFH;llv&kyq;-$Xt*aZCN2mGQKQKLXyp5It=z9O}}{vHeu)qtDt2z z%i#E(p#2yVzS)PM#fyfl4wH;`aY{@{#b23$RoE5(F!sbJfJxCg{?xdPGRIY%?B z6kn4F{zF3VF`W`B4xpJbdjh9BA~6pMvKwg3=bdYIT)y-x*LuJmilG=dzruWNr-+xA zsFL!F;v(Jx(Q+&+L8M;K>B>srqA^HcrELRvtHB-AxXT<;Kkl|po(9TrL-x6xLWr%f!lwgpX~+7%8FOAc4JUBoalT9iahgRyKECg7UKZHB*^@z zx_0b5Bpxq>Yi)`2no#mBP`aSCcx65pg7#I*3Jwcp+8q)Id+QDfqTwL`Ef19$)9%c7 zj8$T{K+#=rczk0Xk2F}w8KCIw99p?si86G!*|Bv9US@mhc8~_W&?(nZs*##|K2YR= z1y>d(LDrxUmSHuDig?)$d#x8~sL`Ac6ccXiogIkS%5iXYNRZVXt1puv8#bP+SmsLB zhldMu5$Q7pYsL{pwiMY)VG3g?iabT}y;ipqQ}-~eL`#(a+I3#y)2$PCa%UxC)>{t~ zmJ7L_56okKg8jGQ0q0Q|$laJHrewoZ!vcG$t9;s-AA)xW?g>YUjQ1ni5Bzpl{)CTw zvp@TOcI83sQpWe8CCc3Q-F(N9moCp6ohI|wM@xs>D=d!o@1E#e1e4hbi6)1y&}0!@ z5f!vNgJ`_Z^cH~?7k0`v;d#Sm6CyUMOns9eTcTJGTqRdz^kvHx{)BYDyCX6tJ;#KK zmz_i5vZczp9Wx0PKj{Zj%~iaX&jhpoc!!M$|K3GDK71c?yhAR|A;$%S=uSU9HacZr zPUmdu55+9!Z+|;AQT=L8=Z@w6=SdOW1UIcS<%8gfA?2Wg&te~BH-oGw6-iDkn*@))hB+ri`f;Vg2@yzVccb>(k zfE!oyy;q0F^6~xG^S#MrEX=x5Y$O!t3&W(rFUjLOK1;nV-fKJ?cS_(@Yq69N2rjYI zZJc?T^qml0->lUEu@)$@J-T?S6L)nDgA4-{g-rC1bS)7d;VC9thm>R!>a$G{ z@$p4*6s2#tQn>QSXsy-umoE{UWq0Kf{|8+47*=W!y{4ZM3YPxWCJ=g6b*??3dkuzW znd|u1bNyDUKzxaain>w6M4)5sW)e8N#PDP?a2-TcEPd*Xoh0MY|-U%tCc8ooIKhNh@LZp)NZWk6#`Bn3@Ze?!+nTJ;Mi7= zCHJDBQ{uI+=aJw}ameW}irFSiEpHLw`tl-#pKK%~`{Us>j_fbjHM8@s3zpzRSopn0RvLY*WcD+UXtXjnyndg7@&I^28BK)wUuIqN$!u&@i1Y91?H~aB2<$ z8s;CGqoH-WW+`(19@3$xPE5FH6Vyz+E$uMoJ#Q}jGFmnsWQ&;D5_JC@}Qp5qpg*mBIZu7I91@0{Hwmve|KcIrgrl5qNj-u8Mpb|0d>YxOoX<(mT?ZKq>idxA((O4cuveZp zj6$9HPM}QL8+KEUcOqH|%6BP96jux;g9YNJp`!g?fY|?If@XlC2031x-hfzR=pEf& zhlIRJ@sJQx;K{csN;)d1aIc(5;6R@kibce>sJ@n>^lr$lUMW_6^i(ZHJYZ#SI~q&r z6qga86vLuV6K*-$uEu)exscuxFmGoiFh%LXQCa$OV?GcdieR4>*h|nu;tMc4X)I@Z zhBv2ZxRxR&n3#UwDAt07O|uj`XG(|Wz&D-@D_d(3a1IUjRungLvcqN$7 zxD7I*^VFf4cTA(v_+QwNJiNF|rvx5`q;3<`jwEH95OA)?Fxy!39IGbIGS9r}X-!#p zp9vyIE4%$Y0hLLm*IrcO!A9!WqB3f{kCtNYqSCRX?-UEoUGtTq%q#*RSRnSg#ErNC zW&I#DxMihBZtt9>*ky;Vi|0zQEIV=ePgkoA$g|$(_V~<-{1vI$lVK&GzTm~rP}Jup zpCd*Xy2zsPSXk{8iKV9}a~F!DXUa&mU5?d_$cSr~!)cDej#n8!gfzE9U+paL zW?+hv8eyGrD=HF_@2dl*PKKW;+oe25Yi=3gJ4LJn>pColkkW`9hoXk8*^Al}PC^LV zU|Dm2zU0WmO!mz_)FP=R#(L%rj?`z(rtQ`)bH00xB%?ZeuQboZdD& z5cN4gKD2Bk`X9cwOi__IG3j2^2;aQ}_k^=hlcl}n-(JgP5ya7t>|+neVQ5;uzf#LL zHWLf^!Wr3+TG9eZr|~z8rx$%8_rUTLYPdyJfw8iIY{JjK>xLk{@CyN~FN}DWIbWg$ zaw33j*aYIRW}d($(Kra%X@Du=B_v);6wyYA3Jc`jP0rUg^J<(`55U4Hd@t8ls~DBL z1FO>7c(uEh*l>DVnr-gZLpo9vag%?dh~ql>;Q*Ais>Xh+gDj{?eI@Ozi0mVJNwEpx ziA`*Z3Ty^Sy7Gw9f&I9pD0;XH!45J^TKpqd&de9bgQ{dH7TGchO`E_)e@k|PaP^aA zYjVIAstwW4#V3!D^X3`qGcuWcDNoAQsSj%u?gG()kD8{5$kxY zu*?w$sVxIwXRhF3`NSO7O@zTU2|Otg{pXM%%DZm|t{bneNov|k{q-1smq9+ zzNlI|kv(S0=X*;s^qe!__32bxo9Ne@AOlr5=dwUw?KSTxU>Po0Lp@1Lpap2CWM*0mdLevSU4KM=A!y? zya90~*BJa85YrP+px6tm0S^fxZ!8cupDHiUC2|lU3T3vyknqS*?!aEvN7X(u0@leP z*?y9Byw|lK_B!Apy`NZ-rsmzkm6eK**<3BK;u<2hE3k3eQfvnY+0&$w_aQY|C7exO z2l1QGi50Nc;gb*vsFR}YS(&`qVcve>F~-71pj(PVQ0^4>gt=<3GE_#I^wLj(rzJa{ zHSpf>W*=ffpGUR%{UczweeKJ;DzP-kr_!o(*Ycrx$niE-wevwST&mc(3i4)y)#7+o@02$wKYKHs^~(LCguD-g$5dP}kcBdQ>$Ll3@~D6=C5@ON%m4XI}0RMn#k2Fun^SP+o6WbUp5+7AkMn$ zI*Z?gE*%n!?O=9@vcg?EI5Glcc{f1Oy^FMWy#k3pP5`5wl_~9ZihIJJCqY>8FP77f zD~Dvy3AdOd`&&lEj;N=VOn#lCA`-kTl2mqsp&FEyZ!nRZ`j*4sP)CEFI$VI5CaF@g z1994yzU!OY`%XsZWh0KT1&XryY}GC$B1kJ|usg8GZXFZ18?aRoWaUstHfJ~jzX4@( zb)I<{pseCaC*&EZ_O&kA#v!b`)3dz`kifyN9)MA;Vei1~@HSE`FzdtgatE?EZ{7ln zmtl?OeC|g~wy{u~z>&}h&Yo;S(}8iQ9F}l|z@9~QP7|gGD1<_{Lng@Tneu&fM~98i zffbF9h;_C}Q2Wzp$I84%yc9J=zz*CK&ay!?>Wq!XkFtSyAZiNm$^L%t$>ED+`>qRk z_PU(D3BMk|!qi)^Yz8?WdX$etjt|qpO{Vc+=*oJW@b#c!uj8A2*X(ST_xsT7w(moO zd%yp2{(jNy`c%8Nj4vURzH4@UYIbjyFU`)9n3~<8zW*FOtow#MQ{EnSxVjrE* z01pRNn;PB3Yvp^7xDhdxSIZE0pcsjDlH0ZNQT6~Lr)c>DQZpejnQ` zj|=h~29UwrdbdCsPofBhrMsfclQ@7E29Osr zF&c(xQ%6qV7pE5*z%w%Xo=vWYRkj+@<_uXX5!lOx-K#1bo<0Y~Ab$F0QY=-dv%Au$cbJ>k!zFjbdpKOTStuNTScB<9UO=YR5gel`-u z{Ksf3PXvQrwpw%k=gzB9OED1DxOtm^<&KYsqNMXNrn?rE3hp3+1&SC!X}tnVAmVPd zKwM#_9gVVzP!ILP+U^*;`w48W#B^Yl1J1T~n3R}WpYuC$`D1|rc@f;Tj*K$- zzgeKhfvNEd6pgT_mMyS2JpK0#xXk~Kd)a6@SR?kf-JO#0^FXcF3p)VxO)}}mwy_n=b7;90nEZj0R)sx{t2Oe%JDK6CUXgABH>39hqW$m_FZAKS>EqM zVcWhB#q9n5$NBq3Ve?a)+A_X`O!}^{`KhqIS-uoDOJXW)hx-2WMZG2tBjxSkhNWtl z-#=V*Tw~?5^hLq(`;_m}`$SFN>3MyO)4NU3&?EJf&|7oOvZkJBc*eW)CQCu{IEcA1 z7qO%EhoT}^!tRieG(>SYB*?tRJlP}=h_EgVG!jZIEwSqCTo+su$hPRlb(Og$GT8z- z&B(c3fkdvsH-}-RiM*``=0#Ltqx15mwh)+?|k+}=1_ zd6{*x_whD?z%gN|!zilbTEvxGQJfC(cESMljjW5;(Ix9pP_KwPD_GVLNac`_F-Wn@ zvoeWbwsRjFOy1pE=Ay0^{mR@Ex7d!JxmbKr3^rjda_c%m1cdVQfsbV8R)%ffC;R)o z5y6a=d;3lo$$o8qe?=w+Tq?&#vF?54rIHa7Xm4>m>2XE-d| zBJYd8fJ3S!M@U|qz>zEAHBC`iwPn|@MG=uNl>@MJobcU&HDSH9w=%+uO?#-8qRgHC z%*BP7*Nu&#J0(aX`0T79U9E{Rzljc`^F1b4M^AM z{3Zz0wncM)2vpWa7hW~y4=Tb`*)#Bf$+D0%C0aK~kxc6%H|-M9TSYi z%%4va|0#<`qr(f!q(oWCeD9bTx&RZyS3*NsuAxpl*z|?4j1dD?k!)h^gK_=`J!E?n z)>)=r>8$>cLUP+?uo4{BTS7*9r$eoX6B7-Z?rG-{C3;eG=vK#K4Nt!I-*X{xl47ke zvL}#~+@AEMUQCKEGKJSN0*1Bd4nBscCQ%Ul znrmpdE5-MJbYg@19qelfm8CC5uwh6uzYLL4lDp1Px+IZt_H{V;M5v-|S;0I3{G7ET ztVBH*d+H~a(dC;#xfuL%5v`!6y}#r9Ig^Q_d#XiSO^p`>&)vMDd}MLUjz+f2v7mP zNR)r1@VQZWh1nt(mG8%`lHVbNP`OZ&d`PK?Ym23I$o$5N?q7q|>?HGOynHN#Ux#w- z>0L(=g83&6B{JkT)LIBT?_oiQ2o`y7gvJF$0#xm39cX0(RDy|RaP+JZf&{Z0nKea3 z!t25Z8~R3W8zqVFxZCyvEkI$Vt7wtd7n)?16 z8|r^`B>#SK`u1{iLXXoun650PxiP+`ZWSY*QHX&)(jq6Yx02DG!Ac_xWiVH*)*= zIM0&XVt#*r5d9m;e)^98clsspE&csnhqOUHG4mHUcNGt`+r(s42zlYJWiR`!`sVk2 zE_Qx-ME9Bv~N|Kbq%{Nob=RF!3k&u8(V<{oe+vD~%4inKgF45oSI=PkGaJldI zpFD5Ech^TpwYi_EPv=MS+x{6*IIb(pKzNJkB*`#RfjIhSqNdn!El&E$2g}^T6xptZ z1XOTk+4$`IIEJ2tWbNjMZf?oMk>AFLfc(Mb^+ocl3|WqDBqgE~r4IVr4sKjf}gY|=w##a~8 z@ma)V%znq6Sl;yxDFLb>2wra+WKO3dEQxOgV4IIZ4zIvoFSryiu|3LnW8x@jZqV36 zBDGz^<_oLK0H3e)iqY5aHCUEclWoB?BI|^gT%;{YAhnYnb+){gb$b+nw-A}@bYfJ! z&TI4Wll_|eyb3Z;vj|t4>IQU74u3F}^F_P9+|{Oj^wj;tsQ2{pca8WzYIGtLjOZO@CFRHSu=4Q0;+T8tf_Ai4k*Y`M`20M6+V;;kL;$QJLjnL0f?|{ zTfWt6=Ctsm2ZS_lOMC-6)xX2YiMoMrJ7A94Ni?NXN&)|>omu$yW_CCX`!zx15g3`- zu2ZA2C~;j+EFT~!$)lqO`c3-Hrh}R44@6a57axYPM^}#VII=<#?zlx4$+@a!YIL(h zyyFbC^U_Z>G_ajA6v*8vsEk!cy|*Vs5BgiSu3oBtHvKgs1uf_5;>SYkLE;l;V@@p2 zgo}ie`H5*xbvxFVbo`!*>&>$HQp{#}5smsc7%m~;qrH|f>1Rhc8_b2?yborHig^F& zV|cC@vxO$%4rvEZyfcFFzafe%v6xds7)}{H_V|w#RyhB02Dpx^-1gZ`!}gxRj=fO0 zD+bRL0|VB+hQ-d5G>>-|gS;lC`FeQntzp#Fzk?8Q9d}&KLncAsnrG>HXt92AR&EKy zlsg8X_6w}KOeGLFYN_Tiyzrh$N2&w(O7ZH$1Dew_FyBXO|BXrkCh2tI8_AzzlM@mMC zqa`4^%4@2RsPjLOD*UIvz;XxWfoXKDJL8LhJS@t+gF8R4^-V(13?T|$j5de2Yt2`!o$ag{ur)nRfFPAmD3 zr$>G3l0<|CF}Ze_MMS$1b3}muEqdC2>K3+jF=tPneDl)+8~2VQD}k=Vy7Hwj*Z1j! z-W?fZ)KK=g4G%X{mUuaJq1Vu-9X`ZrM z24n?R?md7kiP(-F;pP2LWJVqDulOj2%T?g48?l>LtH6gz2e1{uI&7fDMORa%^gYLhL^sdb| zQmYQjX)p>}UacR7p()1q4Tm859I5`5YINLMgs+j9SwzXGUJz55gP4lNeY@VF? zmON6w&V!uZLP)7PobS(nHy+%dbIUgx5ncioPbA%L4JG@l0XWUAn5Sn2hoX=NIU_P1 zH?MjyBO2UmQfJvUbslDTfBl|yd(q&YHWKCaeV(oSwL_Lh#5-FxplX5VFe@7rP$;5F z9On70XCz}&kW&#D5m^K}4KIpQ9QwM$sRmBD*r{odn9D!!0jZ$h(@KMY&lrwG!BN3` zn$pHIPF=%~t_?-#^IO=t2<1`ZRt;(=!+R&<8Xd;<&%=felc-3UwwKQ#%ieW$C>Y%@ zgqE9X@_F<6d6xc=*rvKwRPOGP{CLoVYji4ZPGYrKK6jS>C`GT1zkIE!gj6TI3LIzM zntHh5f{g4kg@IF(!iUJPxfZ*ts9;RDK{duI_O8!bV>EcccGdwC*F#F`er$1p1CZUf zzRM~#$gQtCJ|4z}1QE>K-vAD_=+M+_ThGcKD(Hb0J>(K7vC;NWpXc(LiPKM_qI3}W zNm5v8?52%QdCPw#Doe=1Zxv3d*v5OmL-})`qMQ@%Xhv=FT+4{^Z^mp;4I)l)vV#Sq zr70n-o+b*4>=8KJQh2q13v%2u+SCUkIi)lbuR~hIzsuA+bY&X$J{7-2efB90e)4)M z-E8A=rqAf`_B%mWNF)+UIVB(#N2@RvS|V#PJk%I0;&vM%>b6?cs6K{=nPGbQ7%^$g z3nACGp>?2OEb?zDc1liB_M&Yd*w4yS_I~cX1x@(7=S4*7Q z_ouk@Sp<@Sruijz}t|y5xEc5oLs2W>moR2$N$+yX#1IbS?6WTXI>K3if4| zHQlC4l-+M5u<3zx#YBNfE4DBktHe4|*y}%rl6pmI_;BTR*0YKXSsHu2Oe~NDBo$sk zEb?k%sAagifyD;n>DokcK*dK+`OR@ln?8o zqq>D~kQj1$7KE9_7VR~~c zO8*;=uH~hGQ-~M&ezs-@g1QO}QN9UO41w-VwJ1R{nwC__Bp31r$-ZfsW)yhe{>Vpc z>XFj0WJ)0y<%gW3JeO3Ultsn+X7a{M>uIuYIo_@9+=s73;G~@=Nq#3XKC?_?re< zdywal29s;9CV-a}DYJJ2`TPKcNo~A<%1zxbv0cX44kn({EItv)zv?`b>T6sxH${XV z0-4!S!jB^9>k|`WH}{lYhG4=OrPg7f572bCpGaa$8M2%ryvWure9YTY!+08TBLK2W z({uF#8@8Ms13TCBWA#oJQ|X5GzlnXPJjikwoNSQermm7NJmrD^l*VYRMTA02mdyaG z$~&!1&?ImCx|=x0W#z3{yv$rX`TCylEKVM#;@F#Lb?V?#Aa$laFr(R-1jd1~Nc+$T zBUz4s$K~0GPESbEY(O_LumxXt4|=;nhXK7HY-m@L`CF|4a`%f_()cZ11Qs)O8LcZn)t= z(qf7kw?N~Mr7(n|)C=)&H>G$?%SPBnoNmW4&(o7y!u~t5vVA%4-J`DeR8>wz$XkDo z_*vCp+DT7E$USkh0|>7r~Mm4xP|TIn!@cmG(Z~Kv!C);;Y4r@}S-C36YGrDgJjYdY=V`cdV)x(Q6a> z=RYo2sGREk%iVmCUDfp;FyBz9+$9f>-lQEOXVgI?O-yvdAi$;V9YVV#@^ff^GHl3` zr**6Cp?eg*at9!~%M=Ua42oLY(!_itcr&WK5tyusB3i^h`;;jtVZG9pYcvQ{)9Ctg z?hhh432B+UDp$Lz;S#{aPHn9p8M|DR52}NkHI(^{p_~SefJPhY2Rc6MS4i}?RGr?{ zM67q1G9t)w^U3kOA5{y#Uoq-qi|z83u=kaUcBqzxBQ^gDg2#1%-ggy1?LkrlH0}Kv zt1-j;8p(tyF$0Yd(M>DnGKzLJ20C)G;OzwUP>ms6!NkJz54Dg4?L@qKmr352`buZE z&K+;Iwn%>c&IU&F`|)k)n(w8k@d787kqv@Nl&jY`clE6#egLMiogAb$3WXVRMWbQq z5o0T#@q3z|voDJSQx_zx4`br<+h+QDqA!kY&!xS)yTuhi1nabmep&+q!OElk0gZAK zPl)XLi08$i5o3446<{f;?w?q7AL`i0K*ocEuXr2M;|1Z=Mrkn=5r4(4(}Z4pr5`dz zH!^sg*`$iBo2(A^!ovq>)Gkl~!SduRc=ECs&e#q7Ra5NK2Ow*WoYyXZW=#Y=hb2$r zWnBkRUR8aDrMK$0{g7OuRAjzr$!~|mS{BIkBi%~5O0gA~z?6Sl^0=n5Gj5P$LoZgR zLUps5t!Tw+p@Ju=pA~vr{7fI{Yv@Y8x^RcuFv?z5NZn~2O*fLLkOkjl5iOO2#pPdB zRgX;oIRmL-D%f>a%eOM^I}nKB8W5Pm43i*o1MgnxCnq#1tUlFoW6%0Hl_P(0y*yMAn6BIDjLJq4alnW)*EnEHlcp-kZE2| zHS#CJu4Hpys4CwKWYq-RV%WJ_cxf-tE4ZY@y=`Otnae!$LOUK%BaClq+|v7i@rSr# zpjT)m8=TM*M?vvz#vK*rYOn8)$(kEUBLXJ?Vr@`$Y-UJ>A0pVEED7Lt0ecA+E?<(xRWf2qQ7reZp z&pmsKsp9Ka5|M6C5PT?St=I6w`uw+82z2-~Rx!D`q;qf2UdBq({L>TyM&L_Ujp(Q3 z+tfEOW9!+>WuL4^Kdm<#=geVVP4YL~R0=z7z-cD^)Lbz-7iAlimVuE&WVDne{{1?9aA3@sdj zHe*toHqmEHq7Fwpj874^bl{1}g1`4WRQwAT zGJJtajjM6)ny)+qOAfY$8V8^`MEYy~=mx%UT62@_OZ}SP)_L+V*6`=`oAx`D<<`8R zI@lSF?2FFIi~UFh5v8~c*DJ$XBu`8q+RNy}NY^@mPh#lg6>`af&gRWc&BS;x*-@J1 zVa3NXI@gF2M4cX!da}Msy2jlA0k?GraNk@kE^1DEo9(D%5y0xFvzR-4<{P(q$`kWZ zq+A8TsPAvl(hugVvwT}a$$qs3qY<@W_0D=H#^NN54NL=#7>#}nG}>>b+onllg!7KX zj8N^n7{w~sfo>6w1pjeytwp-QM^^#rM7{L9cM6#@aGi7gc1G~>xtf=+?EfDroTY995;26hs?;!UpK3EAXiWC%(pK(1c;PT zMgB0CQ=rA4H-SeU3K=)@1U1{483j{ltqWy_=2U|@jD4X2tJZl8@s8{X7gQM{7$;-Z zw4DM>H?(nEc*-khUzY@2f((x7OQl3cb`sJj)SE9a^Cl?g6UssfjOOg95lZ_e?ysuB ziE^Oxb+QREE*xShh_vQYM5QVE-lt(e;(lAekE98s{ENO7y9Ax&&|xw;mOn3%kMAlpyoHnM9gQSJ=xbw*@Cf0P?RLL z4%lu6l1CjqJR7pq4kH7iHZrNB^8?^4oky+Aw~30lVJJ{n5d;8= zlEn!f-__?pEGl9dKifnl5iUiw4vXqmcPZz`#AirSv0yB0;(AqI|8aSKXL{!Y89{xW z^nBmoHhC9U!#uX)9O2z_bWq9dmF=s?E`7oE`Te_hcTDy1kq;nAjbJO=%#PT;xz*z)iTs{*+SZge`xv zdx?x>_MVu=dQmHCX}0coAB#<)(GQTk$5ZPCw|(vy*hAYI^)@%SoeSY+S9k$15^YD@vyN^8{7c z`+k%@EDETHP!=}S^9Pcu5ce}TO zViAK*99B4iOE30Z=KV3b;)7dLQ&~)?`_i)Bc|ZGUU$!PK>7{0m%2i{%PA*|@apW}w zhKkkp+IDf!&iVg$c2v?CY%R-jm8)l>~$ggGh<;H+X_n;%%z+85CE{Ox&Y7=qeY z*fs=>aACR#rLD3e-hHfvK8obE(x_Yw?yrZ2sTjj@%d@%tQ7*gKrPyjCis0%Vbrlo2U`b8txLk7(dw?GNpMX6%rstK8 zu{Va0G%gNMVh$1j4y2$%uhxhWSlQor)WA+K=Rn-B6+NCpKHO0~>w{tSeuy z5?3rj%o!nr5Zo^SZ$%2qSYkJ8C^fa+u99)rUs^PX+~b5i;MyvSZPDjiRdG1P()(hG zZU4YI>S4g4Yu7mpJP4mwv};7@&{MZW;bc7gBfY2O4cu%HqaavYRA#u<8TT&Q-FTt% z?tW||;>n0s?VMhVs+zg4Z#sfL=#8)UBF1;!I~+HZZFn@=1~hJ!ZMpAJvv~P38GZyN zG_0q7LeSfysFG4m8oG>76C~!=_=to;`__D}hU6Dn0Uul{oKi-N-`oCWhrWoOJ6FoB zuCBce{&nroNuGASXpmxNQExlKNr4=FeS>l*obl_F+1(=9JS3R9(hskU#OoJXw|chG z@O`xS!l&~=l6QP}E)K0=+Pr(b3W%ClEQ#F%)68U7HQP^Cnp>Arq*oJuS<6R#Iu% zHsh+tbi6mfcgE|zGK)lN{)%Aq-LEyd$T)|QHu!j68&QiHwXQl5sDZyzkTyd+$XsiO z?NwSu@hDE4TGFSbsx#yK2T~gCBdqS~S9B*yLQ}5i_N|xw9!S0*|A7P*iF$$cz-s)N z&{))3UO30eU39MIYgeEASY%rT^Y$C-5wH2OICi460WT=eai*fQusqHxJtVv+8z2tO z(qI9v@cJlX*52^&O23;O1ulc;-3UWrMC2l6p}Lf2;aQ%?8F4@9QzK%*uTahJosM`t zyiU`m#ZhQXergL)cRM5Cbq2pi7+Kcdb^en)6$sUu&}hY*E$G1+qz8;Ni8L_7lUM?* zzrVU%k}t8%!O01u*aim!vK8+7Ey8W6d%&l$WB@0xYwx%xSwpZ6M8E7%cpx~*FsYNM z>mxgsU=Q(S#1ZI7L%*7WZedvCpu3IHxNItSI6CM7MeVBEbo06$SA8q6=KY97v0#Ri98g5TT=;gvewt1e_8TXJGsX$&SNct4P^6bab0Zs5H8oUc&n zxqToELjTIz(Oa&$8MD<7@gz#=b~uuJWUWNLH8urO38(R8_oG?6m)EUwsh&?3jxL{2 zuPMkB_3k}Rk&mlboh#4`R#jZj*QjM4hN~gQ~pV@L0 zMkeKJ*YmL@9$2f}PEU1)i__T$G+rWgns$ShK#`6uLq$M7@@(pSOego`jCINRtNgX|*^DS^ZguBSNL^%|qnt zJxSyw45w%7XV|AF&+Z&}+s@SfgXKr|@%qh@z14>nJX7)X_WhluoOMg&JbC|B7r&IE zs4ClGqtb)>ar4HzbLT>7^A=6)#Janjfv3%wT!01pGYfTz%-jM>>9r$9I++nQ9U3x? zCi7Nj6H{C4Pdx&ZQX-i4Dk2QHLM>FS((Uf=9aiQ^`Vmc$6SGpH_M}F<(=#&qJ{kn7E_x9ANvL_)HWNp`e@E(L(q7Gms3OfL%79fiucSxH zPcKw6?|8Kl_DbmBbeQBr+d3S8(vpFm?>CVD90EC>`Myi|rjLXh=uSXEC2FFVvX+}#=^5))ork_!74TAK~v5m6Jp+}xuY0qy5 zh=L6;m4jYH3eBh!$A3FeSO;7n#MZ1MjQcVKxk6FGJ8@fdf|S&BA&i5$8zZTWHflJnzbqnjzpyK9=r$c7= zQ1kp?>Yv6@sK(4#P9xh2Yy`4w))xxG#B60H<9NW8K)ci&j4&U882B<_y{m>U$h{z_ zh->b|Z4Ql@?QwFhO@zg!s!I%WwHL54BA!g!fL#ZB&OKyB;KU>YA8^Eh%V$jBmq@5?wyM+)6BM2kJp z7?ny6t+PZz!SagF9$h-M5E-#rC7fn3H#O?Cb$~oJNp1+vXp%5gXC^DvaA*;twlS-wGsi;fs669s~koH z6jLB3u~YaDTEINr;*440$gLRC(7;}Yb@BQKQH~e5(8g8P!+mX)uj>11!%;gfR;r5O zs@i>PXR_4}UsunsC-VZDe0+{?L>)WUo;2>aauma`TRAZ!s^A8x^*wToO#kZ{JQv&N zqy#o2k5OoVC2|YJeDS0d4!{mhw@vavUce%>C5UY@O_bXwf9&;#fjn z>h)p@VTB{L8^2#R@C(`&8EHlfe`27bUZVyW7GjOkFjV7f-H78t@D>l0I>M$Roj}~; zSTA>In}*}sw6JUlI&Bo6iLIoOSt93BY@!A|A(Fn;(949uX@N-JzYaC~RI)Xt6U#!- z$urt^_1@HR2xzq~$cVt!s6TMbWieAQaMRUjo^{6Bzhi6^teR@nbSwB08enpx(RkH< zciqc55zq~*CvOl1w4dF4!^SW+Of?&a65DDZ@6w9v@XkNjLKzuEd#?bsgp8~Iv;@=6 z=!#XM?SeY38LE#ZE5ge$NindrnHkkNkJNR;1ypd-O#?$IG;xKR%%7nEs6n_*XS!im zI?gV0F}{~mm{6~>4AOVA7IZY0D$BocqBtXsIU;c6a;7hDTHHEIe{~q>biDUV7ZhwR z+&%4UMYEWXb(;F+OyYanCQU>!6>p#s=(@`%U){E7P+tXm-r=JXv7nqaN1p=AfbKq6 zaKuTDU)WJ)j3be1{|cp9n3=q)o58G4c}#3;>AgnjQHCD%80fl{QwQ|nMZa>UHL$O- zO(80P&ALdByzDBEgQi$B-_&GA7cUUNo( zg97DgwD8*#Bw4`qjZ%D%C@=47S9JaiT2vX)UY`~zwht}~EwtaVQ*oDu)lT^;&B!1b z_b}F#u!XZle~pGR(Y~`~mxfZaKeD=Bft-989mzvzJbcnrkIJ#z)ll?z@TeEFpqvR| zpbO+AV$|skl!0=c!RpDd8#TRZCJepnjRKTVd)4`3C`R>C#6%+)ck{i~nxk3hcow^e z_8YRwjvn0{jawym22Z&q2oj}ikV}C-<$@ae$)VSr+dd1NQk{icL3z;CN*&)xobG?4 zWU`djwn=cc*kDx~0;^?d0cph(LlU#m8bp4p5GJ^zSlO2*YQE=Xn3NW!N)(2KDrWdm zdkWM8inH~8MEHDS<@Cwu_r<8W)`w{FE#QoW3MJD-AozOTUc|&TesPWS139#@N*piW zL?_CWKDdQ!=pm%1h&e5%B+<=D)-|j>G248ekD76!pQo3%sLPRLvXLHT{s4M+KC;vU z!io<>+g4tpzFx(~82wR36TYgVUA{=bNZ+2il(8#trLNjRI_QW)kUp-bVu(KR^cWu* zn>a7ZamR%YMf+W$3&QQ@_oCig#Rr$oHIgfOLr$bp2f*}T_HBk+NK@NZg5S~>>&1`* z$;;??vM}=m(^eWiX~9+qQ#6T=Q(0veVeWEua{s-;e3N#Z*tgaJ>>%lk4GX#dM;w_uSWE_?!KlBXDKsP)aFUK13@ujpdGm>tuYhmey*}nCs!zwoOz(5a2e*M70Dv}-ur{^-#V*q`}1x_^R zL1UD60iHq)wiX*1*_o}KWSY@3Z-rmUxN@6chE$+B&DYO#5pU>jlt#hz8y7i#CPAM< z)@>OAQbf9XRd$#y4x_DJtdd{I9z8B}RuMS_?Ns=tiU$0S0-Kj6OHpAcm)Tz(RamaY z2c;`>w{>0%K-UAyZdWh2)n8uDn;E~;*m~TDwGd1XR8}-U{+wB@_^b(zUniSmy?Y75 zTF1K^jFvp=`(M1h!|86nprVLAqWjVxSCf_Xi%hg`XJ`kJ)RE;+r4d_fPXm{-|A*9B zC=16AwAx6*trP=u&{~QAeUW$Gd)A+s@gI%d-v0a1*TsK$Jfwd(l$Yj7OrM&+yUWDu za^%CH@e};*c@Z~x=Ke6-nbNZ9?q&DiE7SVd$A3)SkihrUhyQ0?3~1JG`fGNcx+(ck zO|fYZJ~OW5mnz$TuW~B+Sl_aru5zF1hdnC)kEnC%aB*7ycsfP$k45s{P^U_lrb;)a zO23t3e34@WqIFAO;T7XM=zaFHN3Opacrwn!E!SMWQXDONi5}^D_#QBBGKMA#ELImN z*C#P{tj60de=yC4X8azElhm2#fAXH&yHn__NMF()BxtjF1Z5r4JLWn0PX8`ve%iiP zR&u-+>fzny(l^|173~dq;DHiR80ZR4Bfpj5IJB79klSr0xwB89R}Lr%ys-p55ZP0i z^ed{bX5`3+g|GVwe$zQUd{&>!^C7F`!hBxJMqmezWilgU?~mD`#9GTC>~@fN`ELEY zj_6-pqyo9&46<#q@sxup;)jea>7wvBfVJ$tVF;|UJ+BuQ!lEeK@ERv1dC5V7-Vr+K zZNY#u94uSa3d4c%?(-E3vOzJv%ZIk(A6;Mu45d`rk^O2C&(4L~!6xaO>io~~1zze; z`sM4Z4}kpnpZ8$w@V9clqJ3cB&k$Z-Kl}e6^3EpmBYD5Ud4A3B(8u68)v3T?6^;Mw zM$t+9wg>bczkPbW(}Ug@abfy)z&YM4=zB;WTah^UZmAy8?5^>!e=ucJjR0{9quI(uad?i@i7*D_0rtH7zcNc3(4u2P&jgGzUEW$&J%bV{x$QT z+OvhaJ*UK>xkt+rrQ%NC;rhMlux6#^TImV;kifU+=mjMf19C6u0$LiCXpq%Uf=PRe ziBx^WhzD3EO!8+LNSKM}^?Ih;9(&4PE(ttg zG0Qas=$y5RyzQ{ZUDSxcvw3l+U^{|r)Xp#%hqcTi#t43*3uWyFh%O1l5;Z-e$?;ab zyKc~^`QV1|j*LZ)1(K%aL@){~vUw{8AEp|e@}ERvB%1Sq^@5Ti(k?6vI46DF)W^4j zdX^V{7r5^^y!(SP?z405r8%GjE^=tXM4>a3StoWpR^zOv<^QVF?HMZ0*9Ya_5|xUq z%F>X35Ug5EEZh%QMr@;^QWO=v5Fm#JZZZhvl6Kgj0n&f3Yb(u5UUE&xbvHUXzcIIKWa-R0c6>^FW@cDANJBg)EFB(?5o z>W_nn-lY==NTiOa{B0{3OMJOPB1(N3Z%c4KoL+qlGW-%KeXVr>&(Z-5#p=Li05CeS ztS`jVTIN;FQ+;TZNL2-9cKF_QR9%MOe+?;@1+xQos4;V0W1PBSTN2=BrwU*%#$N&G zq0yP9fkjd2oetk1P{rNUvlpnoP)^5b?124_;mUYf#A?(QUH+1t0D{L4v%ncN%60v~ z+@FF!Zv=&ayg!CJxRksx9wxkk*5+!X%kBzSNR4#^`(jUERuyZT@{!=5@Z19vh+A9+ zq5vH8;~PYDP0<8NIC{PqE1=wGL})JpIS!VvbW35RSj}kAHYr|KYuh8Mfc4#yQG`v? zG3rY%TVNw(k2+FlYlccS3F(?n4)welpx#m!;mTCpSL=o&R z#2+CLLxaE`59mcTH@jA`BZ;DfewIiohWXdjXc(+m(7a7bQ4G6}V`?-QxZu^tenB`| z>Oya?fQm=6a3=>S8;(ZNNXfUb^E_mV%iQuJio+u_smBE{VHuF0xC8r5u8XH**y+$S z?FqmS-XznIYrz4E7&e(>$6TE%0df~j9pidYlpqZ&H4G>R4^jcj))uA)D zwMlfxH6FddUuKdot*Xp2u=3-lKOE%l5rFl=X|En-+26x3&L5iArUm|u@e{E$rD7qU zKL2c(BhsqAh1>%mD?E&->|nfvMw4t&HT>A{kAe4UXc2Yfwg&7r&+B6i7I?3onVP;m zlCJtXKqojpdc&K6t|4Qj4&VHF-~YY*eODxpTYI)R`a+bxyTT_O;XX}1*CY&)9pQXS zFZoQcbE~h38IpZFAxTXar^U;7JHn6&;W4-!c2J`^V2lKi3Ti?qk6`1u_Wf8di0A}> z7voh_xcw2JFKs=`smC3H6yiY0gPaWjXJ(G}j`n8~bNTr`pbsN-bM7ug_Z>3IVywk< zJ-`*DghBVAl_-d?Fx*-ITy9N>2SgO~Odh%Z2QwOgR8`s2cd6#I#an1Z z`m!kt^$rJBcK-!C-)4iVL(^nK2`FmBeWa@|Bg;W)sTwa&neiE%Lzv+PFnBTLPgRIj zH`K?QUeV_|8p+>{@t@@GmN|OUxB2Ir&m^ksZ=$i~78;O(?O1h=xNhKL-E;Vx$dO}< zuQwbKLK^uVf^40&8sJDTO|z8@h2T1-UfBxE?}cluv^O-)0>ma>YVLcL_k*-V?H3)- zgovh3VgXXxkR-ogK&IPJPWKlNPfW$glwE zDdHfB zYAB`DaZ+5+>*TvjNsS?EJ_cGF$Zn@zHrY6N{bNgcbW>?kRQBzw$nQs!Rf?>#!2ByD zB!WKF8^^0}lH%{XpF^5S&j8yr)?RlZdY;FghCYc_Z2YLo!?QZ0&w%}E4SqfUq0UiL z8_pZPG`wEzoF#qrb#2c)2Fm#Xw{O$Uc~5{nn#so;9Hh1iIzs7iPx(ag)#2T{P2lj! z^YI2{W6@n6k9GmP-_>$0g%e_x9-|wvcHhMf#bj1IaYO2<!|2z6ygH_q;U*Te#3phXH!I7 zWLy}oMPHl=^&ou|gi}uu`=W*T%N*J`Ka6L+Z)>0+G)NIt(ljeiNz8_Y=KnH;Hw4UYyGJ_As z&7Yb?cOVT^9^vt42H1ik9Ioh`ToKjyXd3sJ2Mov`@$KaOo$k&Hj}{Fjejt;pc^fse z?*S+GRzP+~da-m52`0mJSy-`Xkyrm#G%_scwg;?!k$zu|TW|RC?Hh4vj3Pex**LP@ zcOg8?o8SpXSwn2FKmvZV9U(ClV|IVj&;mjy=LPt93{o~N0z`G54{lQBb*^)0nVRTJ ziD>mBEmVM5w9oFUcckps3z3u!sXng=f4x?<-D zoOJ+(&O(l+=GG4I>)59@s~@oH_!66T(7j#myHEC|wrbBL-WdAZQ<2WZ`CnebETXQi zu>UER@_;;r15nFV*SAcstF=SCM0qt56G`)Ly_>&6Him+QLMY_QxvTL}5cx!h3YvN2n z4e`x-F3*5Bu+IWByl?)*;d*rx#F!tH~j9fy4K{mTPm5ND2b17@bi;HM@<|2(ph zl`H)!)~IPwe@r}ED{`Z~oc9~oaz$*@zBIH=;HI%T!daC9$O2HUzd4sC%y#=9(F?1<7ai@;7{-;UwOona`PDgUL@?O z6ZBfXy%nww8yX{u{VIYQ8{DjmDsM$xBetFB$=8bETK|nltIjTZbK9I7zC5H*|IveU3irJMoqp8A*(M)PNrpZDGJ29^T-G>}cW)OG z^$xRak1DUmbh?s^&BUHM5mr1`^ga;6yiPJ0AjdjuP3Yp0_6l%M3aB6IX5Vy|8md-x9YyCdmql6Fs%g1b@MopEL`i`Zp?0GcvG$GnZUP^o& zIsB;NH@%v8Bxee4O;hFCQ>w$kH$3i!^u_TpwG8J71(RDTX84m#SK11C2@+*>wLEc& zCBJfek`%#`yw5o@2e|KX z9`LMJdrHT=ug1m;Cj&#o>PKBbRmCT(F(**2 zbEHMPukN_(s;Kt9V+GP-nwPBRM7J;QwC-<7Lqb21KWycWBPN1I_Ukd2==B9Pu}@kl z+o@*v5Mv@iaX9vJG)mald(h!TR8?PsvDEN-1iNkpH3fnY1L5kSJ_$=|W+cWvuwBAK z)GR=hQ?6>(|GjA|YS?q;d|sowZvO!Z=N&;7;GG91FZV6_flv}6l(ux-EwZrt+dZ() zP9f6waP8L4jC2JbH8ly6)`g$d_7j>?Qfhm$AJ2@qaThK#*Y_yu9KhNFUnZ{NsOju6 z^QEt5=_i-LbW8YTs*gX5UGT=8UI_zpUl#hAc&gh}ef2NiL)w?6weD6I(+doU4$3*PrtvMmdB&;e$72u!I=XYt*kW$Di0CzJQ*!wB>14dxb{1jkn4iIWu*0%U_jxAQKK=cK1O4_Wtve8H@{)U zEPApZ^|zgOT>C0TyReWfw`Ib3Pq~&!X`8pAj@`NBA4Hog*eT%0 ztY$N8{z6|5G`Hs^Hqua-Y5`m7`L}wOEd?z%PamIn7PjN>3c?70WG*FDX4NXNSgUAu zF*Ob2{jb(i{JnBYGiCpRw_uF_>eGm1D)I#A29;yg>72Qi*q7tb)}SI4>>cQ?Wr|5a z5HD}4Zb-5hOmxRBdxnSu-|4hsE@mL12zPxXDMT~u(IRC19@6P~P~f|N&4QRDEm8AQ zCr%@k2qw^Ymf+I~Bo*m|Oxz8OojO*l?Z06UYN+9>Mc2AbBW3D)uD+8|q%40zt{jCt zvK8?^P|gj^kUmRl0ux0w10D(jlaT?nS-_9h_~VT&PzEjG7rWF|_lSGucLzwNZQrMT z_5J(xUQn2(=dG)pz(itQ+%G#Qub|(}9uQ#xxiPja5+*@8wKc87^#A*-E!a+zF8lbI zZ0{ovzbC#^ei5&)xco(8jr>@HqMRssPv{DDrDqv}jAn{iCF)sQaHzbTYGDJYowLlr zefYeTgCVGz7l*rIC)(P9=f70azw;&pRK}fMp2B+gu&y4_(_Qow;Zvstko=v5g|i^) z-^drYgrwfcw|`+o9@tw}+5zFE?BU+I=x2M;cYS@PTsm38ztAz-qvj*2bSoHFt}yKa zh}KE=iY{7_a*4pv12ewT0F*O&DNl4}uD}2^%D*(41qoz9uPv%pdjn|%(jqBxv-)F7 z#39{`Lc9sDaV5H%ssjJ`u6F}%9$-G)ja8dtsk_Q-0mR#o)txk((W>sWX=a{S?U2W$AQ zqO)qBcoqJ(60P5XI-OyfM}{=ZUxSdhdee9#P}M`wAEl?^zzjxjG-iS4iCQz))Rf1a z2U)jGI!cl2t|K5@gCCr2c^s8&p_O?+9b7bY0`nRDeJioA`(<7Mh~|*UaNjWWjj%r( z_q!f)m{BuElx$ctxVILFw>`RT8LQtF8v8_H4OaUR*z~+q;N0mX`FH?6=(YlF`F?>Ffg;_ zJq$wYB}VRYIM@eK4=Ii|%O>dJF|3xWXOrP^SZ3_oOz> zW|}mWp|07)GuvJ~cN#FZ*js8#HgRemCQcw62ZyQN$IPsf;dVoADqmu{0RzUc+Vseq zkTSBhg7m2Gg(CAcRW=+`HE|@AF)Njp?6t&^xu!IfSN?2yGnp7$?J21TaMR!fBs}8~ z8YWGnlI@_A05!Iw(Go=2zvbU5q;|d^NdHIIRRzV>L}@HA5M%~-8G^gJTY|g0yIZgz z0}K+}U4j$b-Q6L<-3boCLzeutwQu`2Jyo}Fci(ePf5)i`PK6uf z&8Z<_A%VjwrepQa)5YETXuU>)lezUnmVKoFj>ZomHbd&&p`}VCU(gI8BD8%-lbiI= z++2;&t+8i>!0T>tY;-J+&7WPAS(WQU?>lW(V|WJ!B~+?r_i=E6>`!t-UzL``9#j9f z3?nvz-C2uGzXs9hB7Wvo7C}UN0l#KJL_d+n6(*@h-O?-B_}^NCr;2Plx`P68Y+#Un zo2vZA?!a4Vgv>C#AO>aJ=OlE47&nMKYyY@5g?<`ipy$%{%woHygSZ9hpmEer8gHn- zwjwD}5YtJJjNjse4@pXa%NXIg!?epM4Nl25>3F>7WG^?KNbPlVEyg%JzsXjHIF5Ll z;va|~0H*rhYe5{?(}@4_Dij7RlztzEH+b)l5Kg{KzE%0>dJxkcc}qVIhvH>uNN6~) zp37t9#~W&YfN9CaoR;#)19JW?!mvb=e)xRMIDgFwj7AvH!~`B!@ZbXK5X%_SW2jT!<`j5;f~i-k^Shfs^9U~ zm9WjWWW>%mx7r{wT7j5}AhKoUE*!ll9c>j=FNu>Se$Vl&W#Hz&Yo|rJG3n(I(?_}` zpgtDu7fs*qhgTE>9ctEsv^_RP62V2%&k|0?3hrgvZ!reZnmCiy+dQ8S`)<5Z$zTM8 zris`(@X>=$GM#0WryzF7xM`83ZJWHk-*}2b=ji|pR$cp=Zu;GAs-52@=1b>CRqX|7 zZ?48rV(hw~j6axfERfK8X89ku@2cQlU@CP+9_LOZJDX9JO1akm84Fd`Ks!?{SO5;g z;aQ?#8AdzXjN2WUBq-5FFm{hiwy;0xz7H|;9wsP+hg z-_`vn6L6*jO+WK3pX0}{I8mX)8VBn2>9EgSULD?l2NUqxS$=+tTTck8M|0{f%y?jZ z(;j6}6-(+zStf2PC2XIkLQNXobq{I#=RmMW&TI{bUj)UZ5;p}<=goLvKr!rBzBK^- zr(qv*Dm`?>aw?qKd4m<7NW9AJHQ0Qmg=<(bk)z;x$~3a$0gXX2nQB~$If^6O7D_^J z5q4%E?;=UfC+ivuB9*2mzI#(56?H?yngRF%KE-OrKC^mdhshr*OOyiKkV>#2POA_F zW|PpWk2BHnoNjM3s{SeHWfDy2;*p>bmt45(xJ0dPkCsAk^DEtC-2TtR$K@KC%AUV% z=J@$+U(nH8q;Fq*`MwD8eZiWoUjzH3{EhA88BP9h*a$gnje;|E#`4Bc-WQ+efvC3$-y;5+3E|&XvsRFII7g?`3G;oG3g3nY{nb7VtXU{&R20VB- z&y{NtEL8Y)uww+9a$)gy#24+x;Qa6T^6*-mKG2eBEs*K!;-M_WNC+Y$qdYnc18wj> zg1zSX+Jt-Hg7)SHi0hl{lJqs_WM)@T;gc_cDaqk7Ul#8H;rQHr<@j% z>_8bzN^}dnZ`*S3hC?V=3kIiHZ9-_BPvg>IV(D7mnFoibC$0kN(IvT|X+=jZVjm9k@ff^stRhjxtk}aMrsOF20RLAgI?jWp zcRN#hYeBBbJhbOSV$S5H(Qo{l2-8yL`u&^$epMUZ6*`{u370z?bc%&@qI$JzpB{b* z$ZZGij`^o662u!hl?&vsOb!uoZBOl^8n}=PT>@%58pmXeqV3T{zX8baTkZa6BmQ|Q zg@J98Z?5KWJ}qRzKQM9}NP-D~GA!%I(vtJZab|!jXBAS!pOk4I{IO0`t}pQOk6A8`|#d z?o7o~P|q$?i3!;07j1zCZrvgrwEAsjOYa<{tiuKD#Y~=UHTLgK^7Mdvt2SA2i7B!A z-H^7oErPF(%1YJ2aMQ>NI`npxTnxn#>%a~?Bf z48PSv2o~^_OS)sJ=m#+SM{^Cnq;_F-m6T1NXRkGz=$V`y3nTtw7Ln&4RdA!(=S0OK9W0aNp2h}NubX3Sg(!izNNaBr zUd`$?us*8{3l^xPBb-H)5e`zd1S8k6qe@zi>1sPB4C^AIW$5RJS_jWRyh+~Ohsxg$ zH1}yL@leN}nn1A%0{$w@h^acdBCJk)_Eb3_TPozsww@e=sP^L1wZhr zH@^G0`I}My3}W4yU8JW_W|B@Ykh4B_DlUhXk2d#)?#YvbH9Z%2r^bb!@ zrhfFBsOy3ay1(p-;RSD4+nc=g0l0#eE(I&v#dr@MqE6>s`PpyNW@mo}&50^3v4~&J zVjAjN72(3S3DsUKhr7O$VFt)8E;q2cq8N^!4P51%M+96rO2 zL@s}9bQW>cBzW5t2e>i^1 zXpRs1g=oG7yE1kD$HFV^WbzenZMm!+l^Uk7>I3{OYw9e%A!Ap=a{i(`2tbi2=8}|b zKAn>EZ^M!rA#FnO&Gy<9PP;KZYNZDE&&pxhwD;<$$gh^1z!-f7Qwl~7qt|RXQqt@t zdwklJ8!FPXiZ(_blv3nXkJ8T}6D(-yMIw%1z9tjRecw_KKuig*@_U}Gbt zzi!o5xRZo*BGEtf_9U~7=u>TrUU0f}g${=+u6234k8Izm;3JdgIsyAKK%_COQ5FbU zj67!wlv@W^k>mbYUDeVCecYSbFgzx8FB^h9d_G9bpw2DisjPnf=F|B4inNeSMj`(J zV)bJ)!0+2?|0m%CV_i77^5|^PEL!~$8XXNh8U_4a6 z_ER5@?Bqz0)U(R05nhONDBK+Zk+@iDShVF2R}pCty8tjay*r=Wr(;{wrpi)*w^>#! z>08~Sw>G1+*Nb=QJCIWdCy>IEo{=zCR4|t(tP8d(f2H39Jc5FdORKMb^IGHCni}ST z1^q~W+3``7Smx00wS~Z610KiZ+;tpG_nd1z#uB0`cej&AH4xvK3j60rfj>3TY|%~{ z4DRg4%ny|CI8ZU2CK9=6=z>B}+8?dBXC&6iWv6O8b+|BN^XR=dA3+M|`(4-xoDIb} zkoGnjqoeG=ETdlpSs*y|V2+dfox60ClwAxJH_I@uB599e&E)w!hYV4L9Yyy2_pn-W zGe&k91mvJ`8q<1V@}Kfj+7qAbe0!k-aVz_%>OfS=J2?#Qi;?Hmj|M zVhg|FlHBc#uTTWt4wQpMT+jYy<8+uIOFgIy;=L)u1Wx5gH*c#KcufjY&hmJ7M1}wL z*g4u}rXo2#Q$VMz6IK2>yM|F&oF9Ds20|aZca0a+y zrC76$tAs$@TkIRI1rIA+!H0=7WD5Eew9jt^jPs68h%~{077qm$k_wFue=?L^{yO!C z1=jFThPifE`$!6QBB4)lOJ#RYV)5`j<&C?|L`-GR|03V{g@3l(C_1g<^8`H7cml5Z zJ}nCWA)hIsbEx=7(T$?H#iE<_f(SmAZ10{X?_bwd-r7cuw|{D#2gy|t9+hQZt|J#r z_CCL!qP_p)2V>ydWSd5bPH1wfK)kyDQTw@h1QCP;ME|+%mlVhjdsX?YolMKo>)qdj zKv1wk$*K`w!@AD}Wb?lCzC@Uq#ZTp)M9!=Ra!=|oIbKao>TJubIF+kLF>?IY#tCo! z30?r!Nc|RrLTQ{Ums_|Rm|mNn5NVLX=x#{-#G4IRdlDLcV!Y(%qO&V-;0dxIHpE13 zA(lD6=;O5;=r-n#WhLKI(k{~hGOb>jfy_M&*p_I=j5z4sD+gmEVN4I^ngJ_CllG2! zQurb3@@FNf-aXnzH(az^Fn;syAiT0L>=aiEz1i6hVlI<0xbeE^_ZrX8tf@NDSA*54 z-@JAAjb%GQtk}gl!kT%sdZwiaf%DXh(xK9#nDlW#E;wPJK~;314xxQi#Fm=%g#|Pj z;QSi}P{AXrw{D97R)UCk&;-H#yp4{S`4rd_gxn%w*uDFF@|9}i zcHMW*0@ek$TG!rnO(?hIll={qi5C3nR|UiU(nEls1D(0ekKlIM_qQe&Nr`j3ry;NWBQD6JB_=u2 z_a}tHXjO0--ee(ldqm}nU@!)`CYcLl6ng`gm~ThF%%I9TX6CcWlPobj^X5x!h&e&1 zZbzAHaQ~`zm23p)wT3{OJp9oNi65d6?gjXRcA0OuMG_3~UT!8j0x%)^HWroIpTONR z88bJJb=<8lg7T$S+Fi@Xv_EmmC_HrPn0Fj`$H5y45hb6pjt4V2P6sfVF;)392h<%W zi~BVm9B7n`b9yL?N|l8reaCW!YwWDwAFSCw$!Jh79V~+nK<bMewNl`QBx8tDU<``qW-BEYCYB;>gvxC2cl+v=1ZLzJi7OjY%VT1}&15 z9yy29b4YJ-BXwN@;{Ac^rSg6EQrf|b8)!6Ux|+lyJ`mSiW*v!|Ppv<@IjKi4r5Jrx z-_Ltnbe{yu>CEcu>Q`o>A#AK7@b$+Taj)YlpCMN`_aKnv`{GwQo7SLK2y+>o_@hLe;BL1tp7Cq-t6 zH9bMH?`>L;9jT+jtD-a%Up+{9MX0>w z2jK$<#*{0f(fe>bKgDNa<-9i`abc|83iYabxx&F(aZBxA_P!bTyhWR!btg={b2M8^ z<-0@M>cB-o#y9m~`vwu*?v3E9TcHNW`{x&5`uDAZ4*v@Hvgmu#;L}dt3fCI6`|2!3 z0bGYodh^5|4sp+vwl9~^w-2U8?NgdmrR)>Mw@J0#l5(|ba^Pjw@EbS5jD#E(uw<8!B^owGPzriICg#Hyyag`DV{Cq zR7USS6&T{P107|s)fRMtOm}bb7=4W*%_?FWwyyq_A6i&R>qbun0Vo9pAy=6ei2NoN z?CVJv(xMs{M|y8gz2F{d`^JQ)Yo3p`o5VjRbbe7xxK59jha^@wmlra&)%77&p^)x9 zXSL9mh7JG9z#6W42OK8AQFK{=obi(@gbn%C$KyS;4o>-6U085p7&{-XFOQVlT0RGr zOePzj<)Dax?^yM<3{*B8mzK7!yxCRSxKy~iac@s_(9dgC-8BBvTI&eqDfvzlTOh?U z*;gL`p5=&ziOXXc3X<|etYccN+y!DUE}ousADVWFA*puf%_ShriMk(9vNO zz8{BtnN@m%9@&9wokxAT7!3CX!m`;YMh(5JCz8H1l=GTNeAkZNB&;B09mjMVYy7& zF}FGmKe3Qia{VUVbdbKQJrh76YvSmXd#`;`>yLT|4o#hvWwIrOFuk)2znj@1W#!QV zc%Mw9lvA8h?9x1;sTm6wPDKr1GjKKyPtjk#6N?I1~g*A31@JVpX)BzQ*-b zE5BRp3>~Kp(5q{j2Avm0t>>$VDw1H1hKD7#pF$o6&ED*ck z&Gj$^tG8Rae|e!qhx9mExG2Y&@dd)IbBZH38I5U;{n9xAGEJq10#7OKha&{As@Mv( zok!qQE{+Gd+rX}b_h`vSnT&|WA6iI=p!+&)sf{^T_&lIA9xRoU3JQiMuW%BYm{b&Id!izia(``BQk|=jrmO?H5HLFxb7@-+K;Ku^!G(Z-kNV zSS?Hvw^}T8Mr2$2dWBqYU9fbcd*PK+^st=Iih^)4cqo*F0&ifjDU|%9j*0{E{k`9O z^Pnl~$}-ejiq+&o#IWG`;XcuLe7E+$LNJv22;PqBke70WRbH4P4hI3-xgJJ6NB`Rs zEN%0Erd=MiO7E)d>F>H01oDYOrkR;&DNfDp+?>(2u}5&x@%97o4B;UKZU|+4)=t-tTZb z=7%ZjI2j>I$z;`Pa+gWn;2wE}EHXqwV1{}CYVR7H5Ce?(BZUtqCGfc;Yz)v*-G-Pd z4)x5D--@k?`zf(sZT(BZx?Yb`GM{$IhZF46fjSlqt)Zi}3@N>&vPqA-#AUYcqKv47 zSe2+F=0rE|QhcSo^u~TqiQ@NhSz%kFtDrK}3*jwImk>F~y1r(70|;avXJvR0|0L|F z9RYK!zoomKQ`^@Gs_pyXI7*}m>q(k}1b(sOZ3!hu$a?Ix&IZ=D%uKO!!J#{EA4LP5 z8MG*44bshPVAkKvjdXtw#u*C2pNlj%7bOjGLw$F~`NP$gD=;%r`&}OF7Dp?(Z>C)X zjQBPm1i~o~zjxp03*UIXRx_M_WjGz*cZe{yw?;CiP!YG;V7E(~==%^Vj3|>KoiIhiG?yRSa)*s1f=G zS5NWM>i}A$G?Q{0Z^d!DjKl z@mcJ^Npgze3;V?dqBh0(LpzV z!_uG_E}VVF?ht(FH~cAKGF+5Kf#-__&Dh{naqq~SRPoD`O;7Ei@xBB6Ut#OVlSGso zf6LtUc`Xym(g>O7&#c(0`psbn8s(`1yse?_PNuY*EM!ES!zwOlAk)h~aAkBmnA@D$NvXTH>P+8_C*(8WZm5Z!m$IsT}f&l7Im$n-h<5UWP6A(CFk9*W#A9mx==U;aZgY{2 z==z+!>|QgW&1=fnbh2|M`vx3{kwtKcE~|;b1PazoQ&EkUXW((Oo1SV% zkk{;P*|c_KPcc<3b?c3%>UtDZ z<^_E;AHCYX)j8r>-Jr80CyicBQX>1=2VEeU;kozR*Dm1v;K)dTFBvdaOd7-{c6p5& z4fsj0R$C6R2Ub`Z2br6n)(+^(*XHPHgfVSw4!xsoVJ$(=;v4`H(Ar72XckzByzVL~tKh%s2gel`bbk~wj7wbm+dlZmUuGfI)8l}7PbFWTr~>~7wsLT>t*m^+ug*WKBGSs)gajdE%aIHxgA#Qz zgYuid#-(xp;Usa`aIY$NHdJWDfM}_n_QIKGCw9I)dpmqmE2{2HFA(R?k8bqaQBY2h zW*;8NFqVeE3;Zg&Sa5}4pc;mS@uf@wGWk;b>5#uVD6(c922AQw;-gCOga~AK`4e-h zaAaUHnX?fp5!EuAer{b*1qH_sbGV%kbK5Jx*p)&VY{y&AHGZonL~8qLG}{v6*l7+Igt>KhkdN zgNKZ66!L`)Sg((lh$56NM!mwKA}84m7F}>dWxN5_Qlj4b(|1b(&Z&5+JB~HbnHk(h zA?2`OTANTg_o~5rz7)V;T_{xztR_M*A2-cfasva}x@}9;pdRf3{uRG_S>XY`%ZEg6 zVv9d^7-kWHTSjcIsgazCc`9xsdtTR?&ASM=Dg_gk+Bx!OwM)2camon^1IY^!FQFG z!*lib?0FbGi^?Hi;}c%=bM)K2W?6MiGX`(4a1kp9R)?3cH02@wgJlgUn^R4gs6<9$ z*h>;FbC-in@Nd02K^?NfIM9*k0w)%#m_cL;i(g@djN=EcVNKPM)tC0!`1lzvpM*4} zl2RFRGOA?5`n4+yGYZ{B?Mq0IVp_NIbF5;#!?e~8cE6I+`T4X{N>5lbV=N+}3&moOSSD~?Sf|4Le0v$Ba9ZLt)7s{;Hj z64>&?+-Fo4D>ej`=9jQT7=#B(l{Q%>sl#o~^*yEw_V9@Jn`O*W#45E*DGK;I4qp21 z?Nte{ZJ#Gv!YCc(aFBQra)No0Dqvl|mklA_Xf zByCY-Ji97Co|;5k$47eY!C`f`;N=P${BSFb+Q(#J7z@34kBDD%*F__|ciJitF^H2W zV&7;-?J+Fm}tC@+9a4bAODTj0@38Sd*`!g?WlXA+W{YM-$W<(!MJaxRyQ-TM z;t1g6X$;6cA{I3eedJ`W4xZLl43+spZ;BEEPa24g7x97=nbB^scH;`yRo*&u~q>2pfURRX)y#w`DfJz?O5eVkVzlU0+3{ww_x!bA$aAXivZ@gOv5MuEWLnATM8y7s}j|lS(Z6Z=sowG1w!DNCYjS>7IEa~)zAO?Aj9P^{OCzq^ zlltzNG=F4yKP;|lUBES9rETL`(bZr%S0{;^#_-1WCw8c5Y<0kHzySbWEKK4%`Sj2f z!@~V?ZwUK!44)4|tKzwKa-3i2yf9p(HGU?^LOy)~&hqNxDOQ@_Co0=5##&CI5(Nzl zHO?xu#dp>zKZt|qB`C-{kkfFv3*q+*qtg50gY4HelW_34d;Z3>Sat`VC6~#wRy-p^ zfS0lsZx@ZjXIQYK2LRO_8tga@I=UL6lK#<4-gErDe&Q(*xzW8!}y2$nE;VY{-?!~gtlR;T@&04W)n^ZJu zGu*2?oc`ACXDkZiY_s=Rj1xlJ8j|&OXSEXM2pzJVNcDuU7iY}&KydV^*UkO*4_*05 zxmr^k^2cWdkL}Vq9z~*9}ZU@U|2yps2Z_B80Y3~T0cN*4S zP8#)hYO`}hJxjCmu@}mQj9^fAnHCzAkiZeP90k*kO?ZTBTxRM7di#8ZIS6<~JC1P>qG-ce;s(gRULN5w#s zpA;M>k(&S-zvpSJeDR+1x3_y=p`Jwptm*q%Mocuk-GkR2c20$)fF-8RDf21WhB#(( zD=&p;e3Lv8Gj)B~Nz__JAC(Y?Rm$gQA8fJhGqYQu*qV$9ynzxgN5r^a^>Q#li^iU{Ms zjAL%Z==$8*J<4}S`N`WWu3p@>tG)}tj`h@d(^0kQ_fxOP{g3Fn9dJ+SKs|j-=lf{} zSl`TP%LY)8h++M|gPdjXBFzx8er;vt0-gQ7M&XEmKp+jGLH`Q;PHWZiKrJ2^JkA6? zQ_=nDN>DH#)klC&u~NX&$O^afEmog*%1G61tpbRCE`IqC0R$WNT0%kECmH?9UjvIs z&if;_%z`nPE%!n0t=`ff@Ch8G^FJOUGA|Lp5>a+H{kZ4K!8?4pe~9(gahE|@vN%#J zVcd8IEzn-?C-5C)O%w1e;89IjP2{S%C}cTkP!Qeizv?GNhY-qVE4G5p!kCzky#iXc zTJ>K=Zu;}OA2~E1YXc|?zAA>>u9-HoQfNJ(WI-;XYP_v3vI9$eUa z_cSa|#9>nek^8On9BQtFOp_B}-aU7A5lkL8`FAt>^-wX@Wl`U+?8RFhZukPB#`_zr znvghxHvzXkH8plwBBx+nc^^ z)NXlszl!2I3DZYYMeyq1*zMc6sm}pjQRy@KTYKd>8TaZjc_~t!_;2i zmT-IZj3wpm=EROGqS`}TZqmgnpc zOn&zm=X(qW=ZtInY)gRQ`B(}4 zH)mGi5A$DfT;JUT_$8d8$|%Sg9X=g526l{gHSnq#Vb{OqWUC`^JI5gGIs9|42#i2& zRDFB~*7t*3`1Zl`eOhBiz&=S&jcoK-aLr@ByX0uY=i)C$$Ay%ZzTv?N#tVV2`d?{R zXJ6!1g05yx2KSaMjXX7qyJ#(!mqm(Az3SSk(f=d3XU$CNeQ9hOln@4vKT{ZZ{_kGB z)qO%kBe!3?sS>1?)8B}UHPer?l7m2Ix)UX-u=%H7bLe}~0j<1jFU35EyCSu;HySH? zo3-ikaOgyFIpx_+1;y}5l80_n>&ZU;YQ5#7ESpD8QsI}01y+Z?s2-WjV=1dle;bZ} z%dtt0E#rl9ty!+ReqojkI@DBQN7|PrKPSw>iMbW{BE?#aO(#;2w3{G)D6`aa5D*S% zxl8s@cyk)1`LpQ~Q+)Qv|NfEBha>DUpI|utaO0`9Zk)BWH7UNcuggZpTjU@Q6YGTJyjkn%9@eLZFb zF*+f>id}p%IS@`0S9nPtAgQS|M=KwwP0oOYC5{Fa;6>ilDx7va%MM?vIOqSlWchHf zz569^Xf=ilh_GAz7wUJ}UHSOy@5-9)z|UzVuAd$5<+Z>^bu)>D62e@~y%Ur@TKtaA0zt%?>m9&kx7m&JOeRZwxn)KEH+gDsp}Jv#a)%>tbB(tJXg& z(viB^y?QMAi z5fI4=1_$aXb-C?s758b_DE;l4lYx&p5NjbJsL#%wni27dM+8L_R5Fdv<(cDA;lujK z+*QD^sG261{jz$RPB!eI4Faa92Rzz^{rEn`Qs-uiSv_V%VJjDM^un&Xg=#4SEMrcQ z&vJ&QY)9k(YZin5a8T$wAo4^9Y7zh9hLVqZKZrw%19%-V9tv2!13m$kA5F0`1-740 zBIu5P=hPEaIJ7koOh`+G=`xTNH;2lGxVYFplfsvtBN3H`k>cK^iD$V{D~?!uXF%nJNf32X_u>YZc+1 z6`xc7!&gM)W$y|xlx<41YojyMLIX}TRS1rC+~ZGjIlK5c;YISrj&EYjl0V6LB)^LV z=*CxT;j|KT9_>o6-(F=qx(`Y8<;LgP#0oneX9@>=ixuu7xD!S{UK+-jD-a92ZAEN7 z@GleV8f)R)lp);9xX4C4UK5!mH;8g0k{^>016^@h>L{={rX1HxaKBM$ZA2u-JJ-Zl zWpb~V*K?!i@&I}NsAsE%PPkT<`@>>Mz3r{nWp*YQEd9CE@PZ@Vr1Q0`{-c*4Jr%|C zkJAZ@1v!0LA!+qg!9%_~4b{+4Y_6?*X=o1gWG{JL!Ms z%yKcC%a5BTa-(Lbjy1TXu9-eomzVYTms>kCzbY#jER_~-K*g;M4!zz6e$^QnW>ZBP z=}!faqGRErpNw|p@7qk82mjsLsqfk8$z;jrq>z%nm7voe`cCxL)&IU=?*{q!|RyWv(jJOOjS`@1YMMSTC`s zCf=ii0$vC0pm3*hLlHK01jIv2suVmp^vR1AJocY!8rTZBH>Hz-mlrg$tX_#B67V_* z_!JHnY6mC$%ZUv7H$VoKUwq&Mp!nV&;zi59T|-j^n44zbld}A~+z$-Ggyr$-6Sksg zqy3I*k0#nr#|!!v@CF&jhlbV3>e$?`Yu`RpL3Cp58-&^2D=gW3yh0u8L6;~RzYCaN zQGDnEL|HBo%~-tkOYNi`o7J;837KS5*Cxt!K=52n9kTkz8wY=~PNL-<{Eh#c%Nzlt zFWM8llN?mJyuS$eS=jC?JnyV2t4K7@?+UCFc?r#!8s?zYo;m( zDtZypbv>0@n(b%sL@^N>_Le{G{#1hN?NIg{wV=#5`^oX4{Zkokxf_2)uA#Mjvc;kG zBp)8;XhU5vjE@3JW3|V+vBR&^ZitKFcQsLj4>>R)*o{7%A5tGmp% z&w`tJ*16q5%if!2h`oRGwF?3tlHTHXGcJAjZ?^gXc?ECH^aRISg)*-~rNU#ekJe7K!2Hr7Y=ngp;J%noFnMU&U(bb_&R=yVjK7v+IQYRu1%^LdsZVwRK<2 z=mj14l;k#>)^ei~$SGTS>Acz|5FUpoZ!Z}9uV800!M$Irl{y*6T)vp6)ip!gm}Gmm z1zl6!S`&@mni8h?#=k)u*_wsu=YP;9^v9Rl#JPD88aWd*Q;mskNg?3MW3{1(&vD24Ye1P9uosqpQkfFtTMj#h**40WyBE)ZZ} zmt!%GfYcq(%gUg&6*RyKcNMwyoDA?DHT-k!v5B|6eUrykT8c%WGVWuNROt1?&-FNy zEP4{kI-E6b{NKLLU(*Q9#=?;L{~ZiF?xbStd{O_li}gSJiNOQVQv3M+gO(agluTiwAxM6D88+nlPb^b&x~u~e=H#Izy`3Sunhw;yxQ@b> zBUy>z`gb{)rx4G7tu*uhM`5$X|4`V3dckKdtlYOLHc~C=tJ#?+@7e!rQ7XWZe0e1i zE^%(52&%oHq*)N5IA;=UvUt^pU=y1Pi=5JZXa%2V_^1T!?MPL5@HYc=Hz;2s6lEr~ z>IE^5jzQsO;C_a?I^Ujc>u)d15ipim`{8DkYuqOkOxRIIdmxghdP&sk*+8m2V)9xxbb zcS~@S{@dsB&)a`P-?wLnipnCqFJxu@ZPKgA;Z50rWsXxAQ*smjwkp6p)>cEg-Y-?c zjwk8k>1?SRp%mtI-sdNoSUvh~ELH|w$8-FGj%MYcOZixA(!Ir?9{MAHY zs%ic-L*2i&DEt#!Wc+hA>qXOUVllqR0`^~na-|Hg{-?jc$(F;a&z72SKfT_Zc~8o% zUWxCWc}py;UX|cH`e?*w&PEA4E+~*~{+}=R?r1lq>v&h@>1a384aecXAJx|O3=bAQsRc1j&PM`qhG zCvAXN7?lXRs@*sG_0(?#ea;%f7nSavr&^*>z&Xn-B!4NcYQitZURnX#Xa$qgOdaP< zm)I5E9i?aNYew<7f8VnE1n;$Vk#imcu%!0R1u`Wd_dXEssII<=VL{-Lfk}aR z=X%wd>+PMvDS^Xv%c1XYh-ls6Nfx>ET?N8(yQqF}ubAX9 zSd^}4yc}0o)N}G9p|+=)6aF@^6@?{|t8X-Qu#HY4r7>eHEU>~jm%cusEAp~m49Y-D z-<&u?HFumDmM|SNSGT6h-K&vuSd3YO94`z<`K`RE@t(=QAo14 zYCE!{F26Q<*O!0D-R~%>!tl@XNbQpUUygd58UDOF{J1>)xHkOw_Q=1-lr$3X{wZ+s zRHL~SALKR`X&{-=vBev9l>aeQWBfl7@6A9^_WpQCSMSbzof0ytap)a4g(WCDyc6=L zI!lT*$gP4=k7J3(l!4D$l_05pgHfFE2>{h+z|Q{S8&fpurD1NB3^4u(f~ zF@qetf34JJZ^oJOrvY{xmndUoy!z2>+3|v>$Si3E4P$*W_}awUltQl(-363bb;Ew* zf|WKanp9;0`ERulVe+)wGyucnOds!6N+h+x=d_ry%Wq>*%&~D+(<+HpOyBs%Kae<0Dh7qpHa= z4Z?>g8XJ^?l&B~7$@g`BNw_?sz2;b~tc&~$rjoF4DH$6f%in(iI(|fuwpA8X-f`W_ zgA>i?>tkV~XpRl}%j$c>iFi^G@KwhaE^6X)t~}XP`H3HgvP$s}^JkLO*bK2n(^UtU zM`ZeXYc0dcF+OG7^q^C48yibi$H&XUSjEpYT1)a@s1%Ut?&G$K9 z4^4wVVl82D%1gH|$o~#9u>2BHKyRDIn4lS^XDFLU$7XhJ7}9C_(_@j=?(RcZ(T-;Bejm(AN4@R9PNqN?x}H!(Zo7+7i;4U zF{+S4_b9B@4C$w|@V9nolZ;%(15?LD34ZMqp58VpW*KP$GBGf0aa;9AG@wPVX7v}95PH2lHBMqkv}BWL+@rTpBZl4p8xR9M;Vx;v;BciSBP!fTRcJ1)vXWs*0nqkbCM%+6-& zUSL~^1|k04wqqVvKsG?_{P!|`e9=1%DgxfY4-o2T zrnTM2`(mUBRv_u24xK$x^FC!Xb6?sYbJkXUqU7EoMuaL# zD{LGt3Usn%g^7W%`#KJw?dCL$X*lUSo^V*9Tw%1C;~VsS#lI^hUp&cKT`!anq$%7# z)F?kS#d`2D;rt4R1AkdojUeVZ(HP#{Mv}?LpBmaPcx5z|6 zFSw5|iuG{t5>Yd%T6xyFH$a$Las54vBtG9z&484n!v@U39@8*eW1P@@VLAN@dN?3l zhI2$g(6DKw5S$))k|#+~Ak*H6Dh`@FzznlhgQVc)0I0Z08(H^am*Pa+-cq_l;eDW8 z2cQ)utx&a~;b_E^>GsUE|Pwp-Q+#B(7VT9qDG#*NoLE=Nd`6gJoVXy0D6f? zES)|hz0jf20s`Y1m%i=I_SI1oHp1x#AP7|Molo;I*v0exbUByS% z!33QXooAkzWL3&DcWb@40~~2LF??-K6rx5kq=E52b-h(oTh046j1!#TF2UVhio3hJ zON$n7ae{?XEO>EucL?rQtfejP4lUaDO`qTYunEQ6IEQV zzi{y-G}@no>Llu2)Veg5omU3@sTy&GiQ+}DJRJPer3dr2Nu;{C%U3E^p6AOKi!oZh@QcdQ07Lfewii35vJp8c zG6jGGVZ(V&CTL*=#4Ty zaZBO4boik;TTycWRqPKCg)BsaI1+y(X{3H{8I7P@kyY{lJc=$@jAqy$6z5QWVdi9q zeBVl9{jzKvv{}BBkSRLV&i1w68PfbP?004`&Lmxn1UD}DjRzc3`L1@~Oe(&s^s4}u z#YF5O`+M1QLT8t4bJoCK^JcOmG}>$@u8+R!BpX3nWJr;HQaI+zqq6Q*{?AjHLiI?E z<;~D3c1X@uh^dmp!=auCnW71AvG`sjv68)@?dSxBW!*O$qV4-`I#V)2UL`^j4dG7f z@2%C$8cBqvBW<0lnDWu6QAa9e4r4B`$e}RB+*XPb3=XAelGCnl;6|I`nMvkD*Cggz zGTrl>eKuPn+o8exTA^Iwg=k_z&Llhd^B(#*HD^gN=T$+q&~WFd>GemDTqIU?9f;Ar zK;yvC--HZ3d&b|GT+@WFk!r)xiNMN0$$&$@AYN;Jgn z02=^7wTXosu^jvuJnRJCHH5-AmW`7;F1`Q0+P6m|(I%PY#g@$}7>h+Msb3na7m6ec zK6+>}ht;y*on0ElNYGYcvWHcoNLkik_Vvyi#1uS#V!x9!F@&ZUu|w5+Ptt8|(ce4U zvSGf}A1gtqn58pV3#C+859 zgnot_Q%5@N{XQ&Zx{IV-gQbWleD$&4(!eX&G{vyuHqFMNvo1G}vEdk<0vjSwkijg( zgZQlFN_^Jrmc%Ix+XQQ&(~FG6Ny z%cZ8F;sinJqlw|h#a8jA&Z{7Big!NC?gIre&a}5^^&ReGAb`_NV!3vata~& z3~uSbr7}Qig~A(q=opO`EYc1r`qPb{~LIW4v$@qgi4Qaj(K z{z@dj5IJLckW&}MGt&ekB*ckqo{?fP^hWWR>X`g>xAL9A#Fx#0_|n#hn2RuS7y`?% zw&Sl9cY(dr+oAgr6JXX6vDituq1+7~T0<~6#z0KsDr1n0{9K~}YgNpULS<1ek!uEM za4=%I?{p)Jb6zj<$WYnL{N^g%Lz;UL`w~v+OJ3iL>ZsT()8G&)?Rc=E<#}8DI`==hVW~MuzVmL5aX$Aj#5C5` z!s-mEXNk6(Ic2vpHQEz?!gO!Adf(LYt0uFD zNvYOxb);`Dgz_tuRg$t3z?+ck?_TF7t}MvSds0x@6uUt_L=#_XtQ}b!G#Khsw<&4% zws^2goKuN{T$NW5S`5Kfp@GHM}^S4)M4}++i*#+L@T25~}^XfmPhvdb4F%%ZX8prFG_ICXC z#UX4<8fyNvzn9!peV53#qpgk3P`YVFjB0AVi@<`VNvcD-i2C>`+6WoSOOpK6A_8Aw zp@*J9(6;_nRs=Gfc;W;93@@P-!8hUKKGW1E5DIWCVGn<5XQW1 zCvrBgQQc-iJ0HAfFeOlR4gkUq>$Ul5B7U+4hmC=981H2%4Gp80w8p6r#k z6nJ!AkXr9fjyW#z&qx+^pNd^Tj<%8+`V4BN+R8S#;53orv=1D(tl1?V30ly~H_&oQ zw39Y_Ix9M37PHeLb}||A^5kyzz&JWzL4L%778_A@Mbs!LX#4Zrc~Ks=E7}+VQbCGT z_^G;*ZhLPEHm7c8bsmuy`+{LV9nl|Ao@SHE+_%4OD2GaEsMKe}#t6e`$l+wg-Vq}G zu(QmMQ^H9(t*bxg&iYz&`%s>LI~ogM2kq1x;|_%-(}5`}0ADTFQ7g}Lm+c*CST`JO zsUEXLtP*(fJHFAuU%l1Rpky^1p(E4#;{b4#0h$YH%=F+-85&A1FcSrWJWM4xGN)6h zjxtlO_z;7G7()i%Ce$f0$8kqqTTZF=QFS}`Zn+9V8eYn=LDSfC*;zA)c?qn-WCIeH@c8{XZU72JrE7F8y+z( zNLXI{!NJu!cBO&Pmb=00wv$LJQNvnAA)a0AcK=D{hGK6Un<@09&B@_C%kRxcl_%X} z`KjY$v!~H>9>2U*_-*7p`2eS5 zFCMg*w2)&v%|5ZP5OSBNt4^37*Xv9sdTh@*F>Q*bxc_&3tr z60V#rRrbJ$ps3lP+$O1xA;DZ7JSx>2IlFQ z29t-K4Fr0p+;j*NtOGBUkB>Km-2WPY-GPUSg!_1fLWP(oqyub6DxSGKp`8Z@Alc#Q zINeN0&$;?_ORp_H`isY>VGg2*uPp*VM-o^{E=c*OE+{~>;t6Sot|F+6U6T@i#E6|7 z{C{eo9O2QK3IkZCScG0MLcu7R4ra2f=sp%BP7juGR;GX-lW;aR0|Pl1*gEOf>q;Ly zep@=E;(mA;q17r5{{a@Y;bmrw^v`(~GwP{nw3%0@yE`{!8fz^BX~!3#jLTJb^gTcQ zxR!t3NT(eKUqorFVcBNC*6Y>?$hF0pNLa0x>uV5^&mS%42Q~1x-w31RWgA}bleRQDktcQgcxB+P4T&pAOCpSS(E&jqoHu|# zqSwo@hB1ZF_+38dkfmJxeYi5~lIRaRG-CJ*+_P)ZsC{#fM(K5%7d3shBW2*PN2APu z@#5Y}j+A{@umdw=@10X*mLpO4>G0_BSeF&O9ZK8Y5d%~nGoMk?p~T>Lax}9>^-Y%Wgw5s;oS`E?{26pVOhH$czGk;pE>lc%EEBf&gqM$xWjAhsyq zBuC3(eAQg#aKLI7RL_Qwc%erqX@rkhKw}eIcDiM=5Uw*DrxlBt+q>N#>FOLgEC>qR zph~W?FbH=$hc#6KhEGq(S*x1zJ*dJlE<#?=pt)F2F9=g6Iav7LKTEbpPG1Wy|D{@L8>_lK^{ewfc@Yoe)ca;5g9w$OsQCAV>mEXYOE4y^e=Er_ zfO(Cw-U&4T6`<2|VR4^;3Ur#u_&GA-sdBs#ejxaX24!r#&8Y(_ka2wAYC6AzA9i}k z&k#)b9gw*T!GsSmp(t%XhqnF049JLucc)j|@uAvACXCZa!_}6`Hp!+_f1FFps>vQ;a)?yQ(9PA_24V6 zmjry}&lZBJ0Vk;0WX$O!v@9^~TfhWW{)~Ky1S>aQFetXeo^I2l$0cQu^*MJ`HnU#M zSKd*?e@66pF1Of6;C{inuU})nnelpjQb|9d0vEcL$U7O3*+ZrKGhud|`<{k0^R$sk zSIPHtbR8>08c)K>uLDg>*LMTc6Vi$}%LNh1ceed`@EGqJzsOFeT{ZEkX+#hb3ezzU z$>PbrI7PefMA@4-MW=}F3Q*F$6pjbhsu86A5Sx|>G@W>j3L71@yJXSF(M|_|-KBCN zG8^}fXs@f;eRU|9UABCpBNO?kz%F#HZ=$o!B5I1#T`I3~6=!kM9HSudU%E}Ok?y!daE zc`9!7Mtdx#J3Y>rRL{JjKC|g@UZA*k`N=RTASXT91$to9TTh;iOcuF_+U`v6z+GvEY75c9RrJ^G)4Po03lug9A zKhxic%-sfFi^d3d)2)HJ+HDp-B0o!mJj54VnxoloOe;PHVend`m zO^)A|DPe|W3fn^fZTlZuG(~|&?~lFsw1E)_Jpn04Q0iRBa12;HeJ+0O@V=z@KGaNc z?bwo-_SpLQE-K;OPO;x@s#f=-9JxJl!}4ZnlKYz7l}fNMS#5r7AZmmqkxb-vFtXb< zG7G`aGs~Hwsr{ko@!f?Nj8K$!QEMb<;$W>}qF3(Xh9;tVQ^Gp#+dggC$pp%}@i2f@0FaXy@3N-Av zDFMJIu&B~vu7h9xlkAl5>~9Khg(K^STzZJVO z5Ow~#$mT^V=oN}91 zUWwLceE`H2fROvJJKSK`lx7CP*y1=zU61&d;f>g)Nl>$`0i4Du4Y`?dbY9J4U_+`R zZfVMRoz++}86kUQ*46lssnQf%!O2mtOE(~2Rz^}Cw)}&TcPH@Gm5TRlgLeIlE)oBP zi87?vA+fga5pCUN_~$`Y7bZ=p$*^G+pRlj_j)|}ANEO`r|JdSfm^ziCPcEkObWTZ} zGv6~=m^Q>7;s$puV0nXjfB(nv+SJy8meT9B*$E6SRjq<6#PiQ@3}#BNp^`^p=hNn( zZ84~O)CJlcj_~wD{mkO_`lh*I+J0TCpdu?IBJeUpLozH<5RE4Is$zPNcmwu`zEF$V z!Y4XpX9Ijhr}&H9$;kqeW9%^U*RayH_qwhTgDojJX#{%_g}G1w*`IuDNq_-SVmtlP zYa4R|+fJ@sC#1*qtwYt`7zZ<$9qWC@qK99$6liK1{Up-Y1dnIFaYrYGi&fk>WYjOd z?&nDmjTOy|yTRWa>C}`;<6BqP-gh)D!jFP@iA~r+&#EMWsz^y!TS#!vLuNNW81I~!ar+^XNga7_v7Eje4>ynkD+U}zKXlC+2Ur%JB`;z;_6c^1p{W5+8Pv-zVfN=7j$7r@T5h2g#LEu3_Rw?A8E1ZMzy&=O6!)GvDw-hKO6 z?7T)o!T`UcTx_fZTC|B5p3Du18YV`&PR!bHwSeP;unG$bFc!&=vXn3qu*=xq9s`9F zVCSkVTNF6cM{@r)8xdX_{rpOokFP*x%-&%;LiZvLL__KrcVf$nwWW3A%}Yal?aRJc zB&p$8mHf+|2c6-$M?YSIHeaps&bwe?`Dc{^&t;2#{G4K;+MSCUpYi+jL0MD4A3`xf<0 zZ)^})^mfnXe2>gQZtE;FT$hBN3iK*myN4x(lBzl(iD?5Y>>phvlDDs;OFnkjPBYL= zha#D7IopJi+PwtP!FTWHMHG(Y)mueji9)6Aq@Spb)FlCOj}OI2kBfD(MC$#0$W#0b zlhxj1CjHIc*+^6tn;ohX^T=hD%B_v+&F|6KK-D|hE`Y092`F`x zBxUlQB^I*s@tf8kVhPht3vKzjLM2t)mEpg-O~%A^kd9`Ay$R`mG=(T39wxKx1ef_+ z;o3xA4hM4UX40>JBv_zybt+NMlc^j4tE&&v$K-{F0a@VRgi(CSHSlGas^8bKg2E&k z^avEJe}Jd!V$Bb(@iAHYzjFFDIzGHzjA{13%M9lscHWW?0W?iWrkv2H0GiO?gP+0> z_&x%lMxXbQ2f*QztpQ=-N7r2ZElwQIN(r8_dc?LcnL&?YuL?d}&XT~mk6Ezy`GDOQ z%n;TMPg%_iJwX(AzkP;EYvG_&_ekhbe7O;~n^FvWPrs2cDFmbeWh0W0b zd{0RL`tN%uy!kbY;#?vM{K|;zCvD{Jvw&V_8=KCt5bMToeCAH2p#-bjpNbA8Ll;j$>h56w@hyyeek4c%{Eb9W(QRbY{ z6JBA08Q6rnqCZ71L|46zj&`>Gx2ti3J`j8jGBCR@qi-Etn1h|-@-7p8T?14NSGj1I zG@$P4;kU$aT%EVDb6n${1P8`oSmvtiZ^dYYqTx5x(nAJZXVSvcdd7A|+f&g^0CJ73 zGLT@)^I66<$KR_{NW@+|PuocDo;K>og5UWvK8Fku3T1e@#TD)mrCImcGD}@95v3I^ zGW={JF-qR6{6Ay%swzgrn-Ih-=K)IU`0w?<<|BpoXKP^uH(wFk44NdwCs+~ ziP>sx{~}oxF}*;cO^7N24ir=$yzc*ra&~F{Q)I?a>mO3y)Az1=4CMHGLhe4VmBlG# zY2AGE@|$1raP4^a!+mhQ+N1xIN!-O+HN{|bm5OD9A%-l9_#%BYv&Q!M&7(X3wBU*b z=h?O71S0|R)jifD1d#wgLj{25ry5W)9g-!nD+=(a`X6s^tcW=j9nqN|jtlo}mh2T- zuM-rUa~3p*GL>uI@d|ahHn_LKeyVk}JK($mMiGhDGDc}EucC!9nx{)U;EVBMZezI*lM$?*Vqz1sh zI_;CDC4jYEdwFlYp|;AV#lie&rnki7xMR{Ab>m)F4nXSb7O*cwCo-o`nBbVHF@_8{|tQw4rC7!E{qN!60OS1b2ZRc@Q%kB@g_` zR#3fzKT9&-n@x98cr%Qi@QukpHB%=*F@e^HlyemD!lM2DV@b`5$2WhAxfCATcDE#PIrga z4x2;*DlsJ3_)U8Eq$E_y4xQWB;-#KjEi-}oFqo3UZ{_r~^@0h!O#>R+nn~%uN9xft=9DA!c^Zla#C}op<+*NrNg8=*Y$A6wr_h+m%Cvc{h}(6csX48XI!B zxCD*)=b+F%3A1{qhkb-OfqPGk<}RlB@Vyc_vt+kTGUTByZi()F`5+g@*CW>EuNbRH z6~5{_K%K#jLz-Ch4AC}5lYzlkgHKZmyo&2Qrc9s{zP=~@CbUbk2&w15;)>-AImx8~ zziu$(`y0na%nZV>O*`V$uF!;W2wY``t(1HVP2y>R^Bm6-IOIgs6`H4&%0YkuCHS!lxv<(kUy61JF*Zx2=3w=| z&Vt+3NDffc!goZcI#8iXZ0C!1Y}-W~D)`=H$Wt`oS3HZr2=LEF^`tVye)M1b+KZ$G zE`^~$h8gpy!HK0covB0OP6^n4hIxdG?RxyOuv0XtwIeri6oze27AZJOS}l0T7b7yQixsGO z42c6La>8*__Cn!Ixc&wmCKaNTT%8;oSAp%hNwJY_P3a^in-o&LzD)&Y`xQs8&W=0R zhCM!9gUEK{jp^u;O1E5&1xrJHYb-lgY{n?QKF(nJQEuzO>8C_YBr6d;^&7*dw=B(g zwYb5*6t`nM>vN;M6A?R>OqwPBorU(XUq;_~IY8JbFK#S7a5|YT+%*3hZuQc13B%(3 z

u7^~zz)vVQ!BZh#qHM{@v8vS|Q_?dhMj3*ASLK!3RT3$#b5KAR9OX~J(~+!e9b zitZ9+io-I3tDWfZ4ZKCRz`U6Zro!s`{7~N2qV^5+p6OsRA{sgd5cL1Li`NXDw)p!JB#H`Wl>=vN#(IytA`Y6%Rn(&)t4~*0{Ml@ zJ{$x_e+@Eeqp21*X2OBfMj{X-AFZM0|9&&M?8Dsc$Cci+Ot;;u0#62X3LAP6%(8tQS+v3a6=(P+Yz>Mgxe)e z$9@gWz*m5FU}s&k!?_WZ=>N4T68bKvKeO7xdUtriQKA@vMNg#>BAf#fsAm%cf1h5p zqEEM@RSeE9hfl1DW(^LFygVS>;sq zcH%0J{yg}%H6tdYV2!~qi zZvnxyf9%V>#cGJqxb^r1Md>Q%!{y(Xp92mVwfhZ!Meo=CHvek)d-}4%=-9q?Bxw>2 zd#C>PWxY%Jz?p@d)9@u0kLkbwsQqI>J_@lx4RU|^Ir<> zvV)kwx=)j$uao{NnvK^ZOU>k9%>xGg2K zF)C&JmdDf+W{U z@gSmMX)1yypy&m6*DO;ey64kW;t4v>&@bM^EkNg%YHBqq$Y-#Pq-mJJfBiGndeF#u zjbOjhm8jZ446S97+7DNa4LOGPONgfcZcW&{)M_S)fHOZ(r*3yfP51C4;kLbitCRTe z``}BEz*lD_$z{@LM(~LlplHchf!`}-7VP{K>9TkST2m|I0V5TC_Ng;?imc=s`@j^f zW(@>Rr`eAP{Jwu8!_$qg#Ln*r;rB?+^Y{C8b26{@iTtVBrk>g21b0nwrZivbNEtjO zTy?&mF-S@MQ%uAEgEMIX${}aEgR8eDU)BI-4JkT{?WSS)tth3YaV6Tm{bdJXmO`th z%K0fFJiO9g5@go<4E&{>p1Npgda{1Zx|%jB1eACIKE1h(lsk2lHHpc2l`b4|A+mIkuc@BP-ld)(_2{1alHIxy#Om6@lGZAQ zAp#;rzSWv#9e(p^f>A1nV#r|EDP(Y9_Rc5qYNbeFwkAO|!+xcgv;KNIEn78_hdfS& zL&-PIAx}pyS&>>+lu>&$&|;sdg@j?(U+i66OW>1UUO(yPR~olC(#Z8aKQ4#K=D_CC zuS+Mp3hfO3?p@4&v)U5$gfH^0mMaA zmWyXz?D(2O=x?FKIwwLBZ+OGFenyO=U_g{0ajKo${n4+qOgF2%C6RpTs~_G4nRAa5({+cW(ev>9>hwW?CHZWZT0nwUz~9;8?kYa zH{Mh*!2xsMIEZ9~#a+=X5=dAJ?Cj|UcOr@D^C9-r7mkkX7w}G9z(bc%WH!RHpTl4$ z_RF^SKMfK=ovoi=tIUE_T<|WYdThRdH zy{_^-@Sx_%9H}I*&@)TZ^z|+Bg<&tff$yI2GzPJ{{#%R;FYk0bR#S%a@?1u0TA76cXGFYv2etMlS4IN6$48Xl` z7{aI&)?_PEx{}EJ>-DIW zo)X2kRL~=uz%1XTIsKn~RSM-G^CokC|Mdu>|BM*mm`;deLFvX74@-4%I8vw{R(Y?B zp10h!C8P}$O@`3c8LhNGN!|0E|y;re@ zlDo~A!aqJINOM}sH|F3|{xP92pfEiIg*A-|L0P|y;5*5Jpk*xMOgmh8Wm5$+RPwUe zpm8eT4GPfH7~*=3k!=&Zg@jC4pX@G<sVe*M6S4D&TOF2ZIa{8Co~onSdw7I zOoFQiPj32Xnt#&K8l0ST)i6XG=RyE%_@%|vP8#T~UmP`ZIM1{L8~UO_`=c1cXx{Q- z>ynB5o9uK+f8<)XB-o;9jHqQBa5-Rdi|e1RxeER`Otqc1vOcwI5$lHaBZML|kkxL} z$t|RkHV~{z)qpVAJ?%{W{80stL(lIU=SjD3@-^@V;&_GNIa^xCa!~}&YzVIa?}(SV zI0FRdVDj-Q3V5G55SHQr?Q65*r`eDN2Vef_5^a&Li*t_(yRJ9eUvIi$x=GeJ7YB zccvC>L&lYjzb#*msOGC+;2yFL`o6_m?jg3#k5s)jD7u*wFY4<;+RN)T_vR$NQm|83 zBHh?QWjH+13)Qw|x=9L)<~dd~#O@8}#peQ=hG~T_EL3xZTYqk^!T`i66-h}^j}BI2 z-R#;1Y?3T?7I*_euy4A;=vr|<()&6lzMopf{-Bx(sL@Ka@I1?n>-;8fFkdgFoP1aC z_ZPkpoHq(q0SS31ex=dYzookL^k;(d;*rY|6)XFkxXiCf5lRXc{9DlBw?O*D7Y~C5r1V5 z!@>^BB)a1ZLYS|Su6AMUD94anR=+Gfxe5-S?A-+D6q}IW4@lUFE7lrFFfU%qQ$%M> zenDbx`+%V8^uwaQ&wAZ2JSspe!J!UHD6jsSVSPnD}%_7>#lOV7pc zWP6vX4@PhC$p#!(YYyo}NDQ`Zg_;})jT2BiEXFVx+`ED;6F4pC36&R76e&4pbWcbL zdKsle>z$j5S;{r34|hu8c8W%l7;}TGH{TSMs}_`$eu?Ee3bA2P^60xsUvrZe>w?JY z%R;Z!j}@PO{(W<)_V#un`N~o|6+t=>m&VuHPm{ZApO`9To1C>Bn+H1^oh(`)f4=`~i6Q(?r}WE0j!lZ?EnDX;zsU@SHbiU&a8QQ6fz__-NI zBbGFPvVWvt##+_ISGx3ekN1YMR?*WW8rH=a(fZx*=q|q~XneUnB^nKK-J>q0N*4Jh zI9@m2FTauqt{YM&h_Fwb&=-(uU>HJ__F6$}4s}EgLkdn83(o{DGhyLtKnI;N$MV8Eopu! z6N?HOu!`b?-rG}1MFo|^s|iY&=<`CsN-+nxg~hx$bF37I0n+}Cl8#AWi3hh%_so*A z7CRxmLACF$dAfoVWy+U;T*{BjF6X6?>_jIW+g7qMM6PJB{<0nP-!h9JACgON%>f0M#4vt) zBAn2dtsLDMF4yKvEBe0-=x(N|UrlLUbZgE`KV^>6BDtwT5ZfSDbVlX(GF-1NsdT2x z?qs-@#dK=&k~&d9=2cT{YZv+J1r`)ZSBbT$=EEdW@KlfAd1GN#4evB(=QU5|?oHYIq<6qfGvZq!Q>K4?fTZd_>C$>4{NYxFxv zNVxF$RLRpvOKjgQIxQkY1zMbp9@c}+vwkH29?v%|QV$}&ynWphur3^2B^ww|Gya$R zLXB}=M?lQ)#mSd|_6NBYNQ{I&^0gX@bnP#+2$mTc9uRYZVMyPT+v4I(MkoLnwd$#+ z^>d;+ZZNKU%+ZK^Q~?kCVJ2ZexYN8hUliv@iUr*xP-LORYTWXA;}&~v%5N{&G0m3bic!H_gr%4 zMMJL0zE0=!(l{DBvzE~&GRh<|2e#yGc8SNeGD(cCi=l6P}=jR<2ljh-Dk;=_~^}kV~^}B&siHi|KC9?nI``K?%JK>jc9jUktjl4U)3^{%V}MLygQ} z-u!&i>C{rUw=ogZOQLFD6pO(CUsW`#sxZcc2?kxdx_tRRrEB&PcW2VNwR5Ya ztxs@>p^f@oz)owmyrh+pIBdoSb#Tu+jnsH7IA~LC^n0kb$j5FDb|Xm9C@Oc+-3=n? zLX5+WY)B%CUSB9$(5aPYeG!bdg5l)J|-Ej;@6%GtGT)5L<1pt;;SLd_?)Z0`#!%` zm2i$=S2oTe2D9FP9fG3O2&9mpQeIvVf47nc^|^@{1??CL_Z!p*4cF{m!--eG&feuk zGp+IK=zy0#N%B?JpfHz{AXrsMx167=nV-l$X|SJ4*!a;`Coq2A>pGYazLK)EXbG8A zaZKrfU)01<>~iYd(3b*;fghqdO%g=N%i*#Hr48bD7PdkHky*RfEa-Zto{1)^rPpZw zfjA^0QYR(M536=w_4|ITD9Y;Bnxt@l^A!f0KHfD1U(Z1bS}nqQ;piIFZMPn;pB za1R`Dyg$aHwj$QhU_$@85k;2YRlw__bj@TS(Z(i7p@v01bNILE#t)X}o{rxK+Lq0K zX*cxcPjtt=HF;<>1D0<+9Y$5@qiZ43R8kopt0er5sa)ky)mPIyb-z~;WrG0vB+pms zPuZktUp^4aKV*_F|Ah-_Za6tQtQ_kuQ`YX2In96I74%p~-Y=B#L<}`{^GhQRD>Xa;mdw~ z`R`rITa2j7otbR!45n~yaHJC-Mr$RNA$k8HZIt z=y<*ALx|x@AP3CdE-r_Dj-}@2cTffKI3*;yMVJO{7sn*_a}+)TI#tkMitO8LE{oQGtsgD(p_~?_gxqGSE2P|Jok!!DmYpvDW|D9}6@(qwZx<7hn>S3X z|C@1VKh6EWX;`FT^U}9XUb+eKb;cTJ|BY^P{I|e=bNihOA5A)06^B>ZDB7PfE%qQ@ zsS+^7yh*Rc$plHMY8CdQ%9L-VDV9IV;-c4L7H)rqoiT@<#fF{1D+lnp(PUVRp^tOj zQiRQN=wa>0XUv+?LnGG@)>-Nz=d)0e0V?+}oMj58$#X`h`Vq;fb%x;;mr zl3W?D!PUd>mPa#b6DqqVCfOXk)8iiQW4kH~P1HP5y`8^SQLBiG+8M)w`n!HcijP;D zf%V2p4H`ypXf`xL%IGR@D>cW|CVslvZAu z)mB(l{&gL;dIG9~H4o1!u$J%I*5I*l|7P83KZaI1U86i*BQcS>7;jyU$!<9c{tt7L z8xrP@F3i^zsX>j>8ifZApPP)z7y1JB3a~lm#%=O}Ejy9Ii|#`SCEtsce3EGVuew+3 zC7H!#apyH?*RYFwH1NF2e9D>I(gbav%vc|6Z)$2qVTb(DrfD2ep~I;-S|5va zYj$f%1VxF3i1bUElv!=6m1doh3Nfd239Cg78A4=Bl7E74tO)XKq>7PTr^}OX>?6I+ z%WqW8qgB$ZZoeq*N!_=6@s!rWT>aa+m-hXO>0i>CwHp6B^PzKkA)`-_umu{oYUtb& zsV`QDOPF8%hZcIj#>q%kbV?VxyQRAhlFZZ+AjIkuPxM(~k?MG932I+fW@I?-Mv7J5 z7brsJo}c59p})=khhbl7HD+xgQYb-^meGjB{8230C!E*}?J;RgsSgzy?t67Igo|Xe zxe?!235|C4m(xFCj85Ozt;!7jt@HMc$n?dzmeak}X~twux=~HSYU!T? z+BZMKo>Y)!zf1r9{b#o3kmviKU;B?gF0J1M-=3V0tb z{om`yhWYpEb_4wncaH}RvOivK{|t|lzWMX>(zrw9eb3*!%qbic9~aa!kyUHy-q63} WJt>9XH^0A-^1WI{`A&+3@c#gctx+lf diff --git a/document.tex b/document.tex index 5f4e846..79d84c2 100644 --- a/document.tex +++ b/document.tex @@ -149,22 +149,87 @@ The key problems this project attempts to address are that of, an open-source system available to the public that aids in the analysis and prediction of BTC. The accuracy of open-source tools and technology when applied to the trading market scene and to identify whether there is a correlation between Twitter sentiment and BTC price fluctuation. While there are existing tools only a few are available to the public and only provide basic functionality, while others are kept in-house of major corporations who invest into this problem domain. - The other issue presented here is that assuming perfect accuracy can be achieved is naive. As this project will only be using existing tools and technologies thus, there are limitations to accuracy that can be obtained. One of that being the suitability of the tools, there are no open-source sentiment analysers for stock market prediction, thus finding a specifically trained analyser for the chosen domain in highly unlikely. In relation, finding the most suitable machine learning or neural network is equally important as this will determine the accuracy of the predictions and should be discussed in the literature review. + The other issue presented here is that assuming perfect accuracy can be achieved is naive. As this project will only be using existing tools and technologies thus, there are limitations to accuracy that can be obtained. One of that being the suitability of the tools, there are no open-source sentiment analysers for stock market prediction, thus finding a specifically trained analyser for the chosen domain in highly unlikely. In relation, finding the most suitable machine learning or neural network is equally important as this will determine the accuracy of the predictions. Due to being a regression problem, machine learning techniques and neural networks that focus around this and forecasting should be considered. The accuracy and suitability of various machine learning methods and neural networks are a known issue in their respective domains, this investigation should be carried out to determine their suitability for their needed use in this project and should be detailed in the literature review. This project will focus on the investigation of these technologies and tools to justify whether it is feasible to predict the price of BTC based on historical price and the sentiment gathered from Twitter. Limitations of the system and it's accuracy in predictions should be investigated and discussed to determine the implemented solution is the more suitable compared to other methods. \subsection{Stakeholders}\label{stakeholders} - The stakeholders of this system would be those looking to invest in the cryptocurrency markets, in this projects regard, specifically into Bitcoin. Private, Business and public investors would benefit from an open-source system such as this as it will both provide a basis for decisions on whether to invest or not. - Public investors, general people looking to invest in the cryptocurrency market, will be those stakeholders that will benefit the most from such a system. Due to the lack of any open-source tools available, these stakeholders could be seen as being left in the dark when it comes to predicting the direction of Bitcoin where Businesses and Enterprises will have a one up, due to having an internal system for predictions. + The main stakeholders of this system would be those looking to invest in the cryptocurrency markets, in this projects regard, specifically into Bitcoin. + + \begin{itemize} + \item Public Investors - These are investors from the general public. These investors can decide to either actively or passively invest in the markets but are essential for the general use of a given cryptocurrency. This type of investor would benefit the most from an open-source system such as this, as it will aim to provide a basis for decisions for buying or selling Bitcoin. Additionally, due to the lack of any open-source tools available, these stakeholders could be seen as being left in the dark when it comes to predicting the direction of Bitcoin where Businesses and Enterprises will have a one up, due to having an internal system for predictions. + \item Speculators - These stakeholders can be both public and business, who aim for the chance of the possibility fast. They actively invest at points where a market is an impending rise in price and tend to sell after a market makes them a reasonable amount of money before it possibly drops. These stakeholders would benefit from such a system as it will provide a means to identify and predict short term gains in the Bitcoin market, and if taken into decisions could make a profit. + \item Business Investors: These will be investors of a business who would be investing on the behalf of a company. A system such as that this project will provide may benefit such a stakeholder, but the information would be used as a collective with others to justify the investment. Additionally, this system may not benefit this stakeholder as the company they are investing for may have an equivalent or better system. + \item Prospect Investors: These are new investors to the cryptomarket scene who are looking to get into the market and are generally looking for initial information of the market movement. This system will benefit such a stakeholder in their initial decisions in market investment, but not as much as a generally more active investor. This is due to the extent to which a new investor invests compared to a establish active investor. + + \item Developer - Andrew Sotheran: The developer responsible for this project by developing a solution that satisfies the problem and objective defined in the \textit{Technical Specification}. As the sole developer of this project it should be ensured that the system is developed on time and the project runs smoothly. + \item Project Supervisor - Kenneth Boness: Is the projects supervisor whom will oversee the development through weekly project meetings. Weekly feedback will be given on the progress and direction of development, and will offer advice to ensure the quality of the solution. + \end{itemize} + + \subsection{Project Motivation} + The motivation behind the project stems from a range of points, from personal and public issues with the volatility if the crypto-market, and how losses specifically could be mitigated. The personal motivations behind the conceptualisation of this began two years ago during the crash of late 2017-2018, which saw new investors blindly jump into the trend that was buying cryptocurrencies. During this period of November to December 2017 saw Bitcoin's price reach \$20,000 from \$5,000, new public investors jumped on the chance to buy into the trend of possibly making quick profits and the fear of missing out (FOMO). In late December, a few holiday sell-offs occurred from business and big investors, this coupled with a few negative outlooks posted on social media by news outlets caused the market to implode causing investors to panic sell one after the other and posting negativity on social, thus causing more decline in the market. As a result, this caused personal monetary loss and distress as being a long-term investor. + + Another motivation is that at the time of writing, there are no pubically available systems that combine sentiment analysis with historical price to forecast the price of Bitcoin or any other cryptocurrency. There are papers and a few code repositories that implement a similar concepts \cite{2} - \textit{Use of a Multi-layer Perceptron network for moving averages in Bitcoin price}, \cite{3} - \textit{Predicting Bitcoin price fluctuation with Twitter sentiment analysis}, \cite{4} - \textit{Predict Tomorrows Bitcoin (BTC) Price with Recurrent Neural Networks} but are not operational. System such as \cite{1} hosted on Coingecko, a popular cryptocurrency track site, provides a tool for basic sentiment analysis but doesn't give an evaluated indication of the direction of the market as a prediction. This leaves the public to the whim of volatility of the market without a means to know what the next, say an hour, could entail to possibly reduce losses if the market drops. Such system are usually kept in-house of major corporations whom invest significant time into tackling such a problem. Additionly, this could be seen as a positive for major investors, as such a system could cause panic selling if public investors soley trusted such a system. + + \newpage + \subsection{Technical Specification} + This project will need to follow a specification to ensure that the quality and the problem statement is met. This section will outline what this project should include, what it will not consist of and will guide the development of this project. + \newline + + \textbf{General}: + \begin{itemize} + \item To investigate into the use of lexicon-dictionary based sentiment analyser approach in for sentiment analysis and it's customisability for a given topic domain + \item To create a system that can predict the next hour of Bitcoin’s price when given the price and sentiment for the past hour + \item To investigate into natural language data pre-processing techniques and how these could be used to filter out unwanted data + \item To investigate into the use of a neural network, specifically an LSTM for forecasting price data + \item Ultimatly, to investigate into how the use of sentiment effects the prediction of price for the next hour + \newline + \end{itemize} + + + \textbf{Natural Language pre-processing (Spam and language detection filtering)} + \begin{itemize} + \item To produce a system that processes the historical and live tweets, removing unwanted characters, removing urls and punctuation. + \item To produce a system for spam filter using probability likelihood for processed tweets. A naive Bayes approach may be suitable for this given task + \item To produce a language detection and filtering system that removes all tweets that are not of the English language or containing non-basic-latin characters + \item To provide a means for stemming, tokenisation and stopword removal to aid in data pre-processing for language detection and spam filtering + \newline + \end{itemize} + + \textbf{Neural Network} + \begin{itemize} + \item To produce a neural network which trains on collected, historical and live data, to forecast the future price of Bitcoin, based on price and sentiement + \item To produce a neural netowork which accomplished the same as the other above, but with out use of sentiment + \item To produce metrics to justify accuracy of the model + \item To produce data files containing, the current time of predictions alongside current hour price and sentiment. This should also include a suggested action based on a threshold for the price difference between hours. + \item To produce JSON files containing the true and predicted price values of every hour for trained data, and another for current reoccuring predictions. + \newline + \end{itemize} + + \textbf{Interface} + \begin{itemize} + \item To produce a basic interface which displays the predicted values alongside true price values with a time interval step of an hour. This can be displayed as both a table consisting of: + \subitem Date of prediction, predicted price of next hour, current hour price and sentiment, and a suggested action based on a threshold for the price difference between hours. + \subitem To produce charts displaying the true and predicted price values for every hour, from both start of new predictions made, and from training predictions + \item To display a table of performance metrics of the trained model + \newline + \end{itemize} + + \textbf{Server} + \begin{itemize} + \item This system, both prediction system and interface, should be deployed to a server due to the need to be constantly running + \end{itemize} \subsection{Project Constraints}\label{constraints} - This project will not attempt to justify the accuracy of the chosen algorithm or tools over other algorithms. It will be discussed in the literature review the justifications made on why the chosen algorithm and tools have been used for this project over the others, but accuracy will not be directly compared. + + This project will not attempt to justify the accuracy of the chosen algorithm or tools over other algorithms. It will be discussed in the solution approach the justifications made on why the chosen algorithm and tools have been used for this project over the others, but accuracy will not be directly compared. This project will only be coded to predict an hour ahead as the model will be trained on an hourly basis as the data is gathered per hour. Predictions for further in the future can be modelled but will be seen as a future improvement to the system. The detail of a interface may be subject of change through this project due to time contraints and the focus being the investigation of the impact social media has on market predictions. + \newpage @@ -180,11 +245,11 @@ There has been a plentiful amount of research conducted in this problem domain. Numerous theses globally have been published in recent years on the topic of cryptocurrency market predictions and analysis, and even more, research conducted on general stock markets further back. - The thesis written by \textit{Evita Stenqvist and Jacob Lonno} of the \textit{KTH Royal Institute of Technology} \cite{2} investigates the use of sentiment expressed through micro-blogging such as Twitter can have on the price fluctuations of Bitcoin. Its primary focus was creating an analyser for the sentiment of tweets more accurately \textit{"by not only taking into account negation, but also valence, common slang and smileys"}, than that of former researchers that \textit{"mused that accounting for negations in text may be a step in the direction of more accurate predictions."}. This would be built upon the lexicon-based sentiment analyser VADER to ascertain the overall sentiment scores were grouped into time-series for each interval from 5 minutes to 4 hours, along with the interval prices for Bitcoin. The model chosen was a naive binary classified vectors of predictions for a certain threshold to \textit{"ultimately compare the predictions to actual historical price data"}. The results of this research suggest that a binary classification model of varying threshold over time-shifts in time-series data was "lackluster", seeing the number of predictions decreasing rapidly as the threshold changed. This research is a good basis of starting research upon, as it suggests tools such as VADER for sentiment analysis and that the use of a machine learning algorithm would be a next step in the project that would yield better more accurate results. + The thesis written by \textit{Evita Stenqvist and Jacob Lonno} of the \textit{KTH Royal Institute of Technology} \cite{3} investigates the use of sentiment expressed through micro-blogging such as Twitter can have on the price fluctuations of Bitcoin. Its primary focus was creating an analyser for the sentiment of tweets more accurately \textit{"by not only taking into account negation, but also valence, common slang and smileys"}, than that of former researchers that \textit{"mused that accounting for negations in text may be a step in the direction of more accurate predictions."}. This would be built upon the lexicon-based sentiment analyser VADER to ascertain the overall sentiment scores were grouped into time-series for each interval from 5 minutes to 4 hours, along with the interval prices for Bitcoin. The model chosen was a naive binary classified vectors of predictions for a certain threshold to \textit{"ultimately compare the predictions to actual historical price data"}. The results of this research suggest that a binary classification model of varying threshold over time-shifts in time-series data was "lackluster", seeing the number of predictions decreasing rapidly as the threshold changed. This research is a good basis of starting research upon, as it suggests tools such as VADER for sentiment analysis and that the use of a machine learning algorithm would be a next step in the project that would yield better more accurate results. Another thesis written by \textit{Pagolu, Venkata Sasank and Reddy Kamal Nayan, Panda Ganapati and Majhi, Babita} \cite{1} on "Sentiment Analysis of Twitter Data for Predicting Stock Market Movements" 2.5 million tweets on Microsoft were extracted from Twitter, sentiment analysis and logistical regression performed on the data yielded 69.01\% accuracy for a 3-day period on the increase/decrease in stock price. These results showed a "\textit{good correlation between stock market movements and the sentiments of the public expressed in Twitter}". Using various natural language pre-processing tweets for feature extraction such as N-gram representation the sentiment from tweets were extrapolated. Both Word2vec and a random forest classifier were compared for accuracy, Word2vec being chosen over the machine learning model. Word2vec, being a group of related shallow two-layer neural network models to produce word embeddings. - A topic that reoccurs in various papers and theses is that of the use and focus of regression techniques and machine learning methods. Few implement a fully fledged neural network, the above paper attempts to use a simple network to achieve predictions of classification of sentiment for stock market movement then correlated this with historical data of prices. An article posted on "Code Project" by Intel Corporation \cite{3} compares the accuracy of three machine learning algorithms; Random Forest, Logistic Regression and Multi-Layer Perceptron (MLP) classifiers on predicting the price fluctuations of Bitcoin with embedded price indices. Results showing \textit{"that using the MLP classifier (a.k.a. neural networks) showed better results than logistic regression and random forest trained models"}. This assumption can be backed up by the results from a thesis posted on IEEE \cite{4} which compares a Bayesian optimised recurrent neural network and a Long Short Term Memory (LSTM) network. Showing the LSTM model achieving \textit{"the highest classification accuracy of 52\% and a RMSE of 8\%"}. With an interest in neural networks personally and with little papers utilising them for this purpose a neural network will thus be implemented, and the accuracy of one's predictions with use of sentiment analysis data analysed and discussed. + A topic that reoccurs in various papers and theses is that of the use and focus of regression techniques and machine learning methods. Few implement a fully fledged neural network, the above paper attempts to use a simple network to achieve predictions of classification of sentiment for stock market movement then correlated this with historical data of prices. An article posted on "Code Project" by Intel Corporation \cite{5} compares the accuracy of three machine learning algorithms; Random Forest, Logistic Regression and Multi-Layer Perceptron (MLP) classifiers on predicting the price fluctuations of Bitcoin with embedded price indices. Results showing \textit{"that using the MLP classifier (a.k.a. neural networks) showed better results than logistic regression and random forest trained models"}. This assumption can be backed up by the results from a thesis posted on IEEE \cite{6} which compares a Bayesian optimised recurrent neural network and a Long Short Term Memory (LSTM) network. Showing the LSTM model achieving \textit{"the highest classification accuracy of 52\% and a RMSE of 8\%"}. With an interest in neural networks personally and with little papers utilising them for this purpose a neural network will thus be implemented, and the accuracy of one's predictions with use of sentiment analysis data analysed and discussed. \subsection{Data Collection}\label{tweet_collection} @@ -193,7 +258,7 @@ The Twitter API has an extensive range of endpoints that provide access from streaming tweets for a given hashtag, obtaining historical tweets for a given time-period and hashtag, posting tweets on a users account and to change settings on a user account with authentication. The exhaustive range of features provided by these endpoints makes data collection from Twitter straight forward as one can target a specific endpoint for the required data. Due to Twitter being the target for opinion mining within this project the Twitter API will ultimately need to be utilised. This can either be used for the gathering of historical tweets or streaming current tweets for the \#Bitcoin hashtag. - There are, however, limitations and rate limits imposed on users of the API. Twitter employs a tiering system for the API - Standard, Premium and Enterprise tiers, each of which provides different amounts of access for data collection. If the API were used to capture historical data for a span of 3 months, each tier is allowed to obtain varying amounts of data for different durations; \cite{5} + There are, however, limitations and rate limits imposed on users of the API. Twitter employs a tiering system for the API - Standard, Premium and Enterprise tiers, each of which provides different amounts of access for data collection. If the API were used to capture historical data for a span of 3 months, each tier is allowed to obtain varying amounts of data for different durations; \cite{7} \begin{itemize} \item A Standard user would be able to capture 100 recent tweets for the past 7 days @@ -201,17 +266,17 @@ \item An Enterprise user would be able to capture up to 500 tweets per unlimited requests for a 30-day span and will be able to query the full-archive of tweets for a given hashtag up to 2000 tweets per unlimited amount of requests for a given time period \end{itemize} - Each tier has individual costs while the standard user negating this as a basic tier. Due to only being elegable for the Premium tier for educational purposes, historical data gathering will be limited to 100 tweets per request with a limitation of 50 requests per month. Furthermore streaming tweets is an Enterprise feature which rules out the the Twitter API for use of streaming current real-time data \cite{6}. + Each tier has individual costs while the standard user negating this as a basic tier. Due to only being elegable for the Premium tier for educational purposes, historical data gathering will be limited to 100 tweets per request with a limitation of 50 requests per month. Furthermore streaming tweets is an Enterprise feature which rules out the the Twitter API for use of streaming current real-time data \cite{8}. \subsubsection{Tweepy Python Package} - Tweepy is a python package for accessing the Twitter API. It fundamentally accomplishes the same means if one to conduct a GET request to the Twitter API, except it simplifies this into a simple to use API that is easier to implement and automate in python \cite{7}. Consequently, it builds upon the existing Twitter API to provide features such as automated streaming of provided hashtags to the API. It realises this by initialising a listener instance for a provided set of API credentials, handling authentication, connections, creating and destroying sessions. Due to Twitter's streaming API being only available to Enterprise users \cite{6}, using Tweepy to stream data for a given hashtag will provide the real-time data needed. + Tweepy is a python package for accessing the Twitter API. It fundamentally accomplishes the same means if one to conduct a GET request to the Twitter API, except it simplifies this into a simple to use API that is easier to implement and automate in python \cite{9}. Consequently, it builds upon the existing Twitter API to provide features such as automated streaming of provided hashtags to the API. It realises this by initialising a listener instance for a provided set of API credentials, handling authentication, connections, creating and destroying sessions. Due to Twitter's streaming API being only available to Enterprise users \cite{7}, using Tweepy to stream data for a given hashtag will provide the real-time data needed. \subsection{Sentiment Analysis}\label{sentiment} In short, sentiment analysis is the process and discovery of computationally identifying and categorising the underlining opinions and subjectivity expressed in written language. This process determines the writer's attitude towards a particular topic as either being positive, neutral or negative in terms of opinion, known as polarity classification. \subsubsection{Natural Language Processing}\label{algorithms} - Polarity classification is the focus of sentiment analysis and is a well-known problem in natural language processing that has had significant attention by researchers in recent years \cite{1}\cite{2}\cite{4}\cite{8}. Traditional approaches to this have usually been classified to dictionary-based approaches that use a pre-constructed sentiment lexicons such as VADER or usually confined to machine learning approaches. The later requires an extensive amount of natural language pre-processing to extrapolate vectors and features from given text, this is then fed into a machine learning classifier which attempts to categorise words to a level of sentiment polarity. Natural language pre-processing techniques that would be required for this approach would consist of; + Polarity classification is the focus of sentiment analysis and is a well-known problem in natural language processing that has had significant attention by researchers in recent years \cite{1}\cite{3}\cite{6}\cite{10}. Traditional approaches to this have usually been classified to dictionary-based approaches that use a pre-constructed sentiment lexicons such as VADER or usually confined to machine learning approaches. The later requires an extensive amount of natural language pre-processing to extrapolate vectors and features from given text, this is then fed into a machine learning classifier which attempts to categorise words to a level of sentiment polarity. Natural language pre-processing techniques that would be required for this approach would consist of; \begin{itemize} \item Tokenisation: The act of splitting a stream of text into smaller units of typographical tokens which isolate unneeded punctuation. @@ -221,17 +286,17 @@ \item Term Probability Identification and Feature Extraction: This is a process that involves identifying the most frequently used words in a given text, by using a probability type approach on a pre-defined dataset which classifies a range of texts as with overall negative or positive a machine learning algorithm is trained to classify these accordingly. \end{itemize} - The former, seen and has been proven to provide higher accuracy than traditional machine learning approaches \cite{9}, and need little pre-proeccesing conducted on the data as words have a pre-defined sentiment classification in a provided lexicon. Although these lexicons can be complex to create, they generally require little resources to use and add to. + The former, seen and has been proven to provide higher accuracy than traditional machine learning approaches \cite{11}, and need little pre-proeccesing conducted on the data as words have a pre-defined sentiment classification in a provided lexicon. Although these lexicons can be complex to create, they generally require little resources to use and add to. \subsubsection{Valence Aware Dictionary and sEntiment Reasoning}\label{Vader} - VADER is a combined lexicon and rule-based sentiment analysis tool that is specifically attuned to sentiments expressed in social media, and works well on texts from other domains. It is capable of detecting the polarity of a given text - positivity, neurality, and negativity \cite{10}. VADER uses a human-centric approach to sentiment analysis, combining qualitative analysis and empirical validation by using human raters to rate level of sentiment for words in it’s lexicon. Vader also has emoticon support which maps these colloquailisms have pre-defined intensities in its lexicon, which makes VADER specifically suitable for the social media domain where the used of emoticons, utf-8 emojis and slang such as "Lol" and "Yolo" are prevalent within text. Additionally, VADER is provided as a lexicon and a python library under the MIT license, thus means that it is open-source software. This means that the lexicon can be altered and added to making it able to being tailored to specific topic domains. + VADER is a combined lexicon and rule-based sentiment analysis tool that is specifically attuned to sentiments expressed in social media, and works well on texts from other domains. It is capable of detecting the polarity of a given text - positivity, neurality, and negativity \cite{12}. VADER uses a human-centric approach to sentiment analysis, combining qualitative analysis and empirical validation by using human raters to rate level of sentiment for words in it’s lexicon. Vader also has emoticon support which maps these colloquailisms have pre-defined intensities in its lexicon, which makes VADER specifically suitable for the social media domain where the used of emoticons, utf-8 emojis and slang such as "Lol" and "Yolo" are prevalent within text. Additionally, VADER is provided as a lexicon and a python library under the MIT license, thus means that it is open-source software. This means that the lexicon can be altered and added to making it able to being tailored to specific topic domains. - VADER was constructed by examining and extracting features from three pre-existing well-established and human-validated sentiment lexicons \cite{10} - (LIWC) Linguistic Inquiry and Word Count, (ANEW) Affective Norms for English Words, and (GI) General Inquirer. This is supplemented with additional lexicon features \textit{"commonly used to express sentiment in social media text (emoticons, acronyms and slang)"} \cite{10} and uses "wisdom-of-the-crowd" approach \cite{11} to establish a point of estimations of sentiment valance for each lexical feature candidate. This was evaluated for the impact of grammatical and syntactical rules and 7,500+ lexical features, with mean valence \textit{"<> zero, and SD <= 2.5"} as a human-validated "gold-standard" sentiment lexicon. \cite{10}\textit{Section 3.1} + VADER was constructed by examining and extracting features from three pre-existing well-established and human-validated sentiment lexicons \cite{12} - (LIWC) Linguistic Inquiry and Word Count, (ANEW) Affective Norms for English Words, and (GI) General Inquirer. This is supplemented with additional lexicon features \textit{"commonly used to express sentiment in social media text (emoticons, acronyms and slang)"} \cite{12} and uses "wisdom-of-the-crowd" approach \cite{13} to establish a point of estimations of sentiment valance for each lexical feature candidate. This was evaluated for the impact of grammatical and syntactical rules and 7,500+ lexical features, with mean valence \textit{"<> zero, and SD <= 2.5"} as a human-validated "gold-standard" sentiment lexicon. \cite{12}\textit{Section 3.1} - VADER is seen as a "Gold Standard" for sentiment analysis, in the paper for VADER, \cite{10} \textit{A Parsimonious Rule-based Model for Sentiment Analysis of Social Media Text}, it was compared against 11 other \textit{"highly regarded sentiment analysis tools/techniques on a corpus of over 4.2K tweets"} for polarity classification across 4 domains. Results showing VADER, across Social media text, Amazon reviews, movie reviews and Newspaper editorials, consistently outperforming other sentiment analysis tools and techniques showing a particular trend in performing significantly higher on analysis of sentiment in tweets. \cite{10} \textit{Section 4: Results} + VADER is seen as a "Gold Standard" for sentiment analysis, in the paper for VADER, \cite{12} \textit{A Parsimonious Rule-based Model for Sentiment Analysis of Social Media Text}, it was compared against 11 other \textit{"highly regarded sentiment analysis tools/techniques on a corpus of over 4.2K tweets"} for polarity classification across 4 domains. Results showing VADER, across Social media text, Amazon reviews, movie reviews and Newspaper editorials, consistently outperforming other sentiment analysis tools and techniques showing a particular trend in performing significantly higher on analysis of sentiment in tweets. \cite{12} \textit{Section 4: Results} \subsection{Neural Networks}\label{networks} - A neural network is a set of perceptrons modelled loosely after the human brain that is designed to recognise patterns in whatever domain it is intended to be trained on. A neural network can consist of multiple machine perceptrons or clustering layers in a large mesh network and the patterns they recognise are numerical which are contained in vectors. Pre-processed data, confined and processed into pre-defined vector labels, are used to teach a neural network for a given task. While this differs from how an algorithm is coded to a particular task, neural networks cannot be programmed directly for the task. The requirement is for them to learn from the information by use of different learning strategies; \cite{12}\cite{13} + A neural network is a set of perceptrons modelled loosely after the human brain that is designed to recognise patterns in whatever domain it is intended to be trained on. A neural network can consist of multiple machine perceptrons or clustering layers in a large mesh network and the patterns they recognise are numerical which are contained in vectors. Pre-processed data, confined and processed into pre-defined vector labels, are used to teach a neural network for a given task. While this differs from how an algorithm is coded to a particular task, neural networks cannot be programmed directly for the task. The requirement is for them to learn from the information by use of different learning strategies; \cite{14}\cite{15} \begin{center} \includegraphics[width=10cm,height=6cm]{images/perceptron.png} @@ -240,18 +305,18 @@ \end{center} \begin{itemize} - \item Supervised learning: Simplest of the learning forms, where a dataset have been labeled which indicate the correct classified data. The input data is learned upon until the desired result of the label is reached \cite{14} - \item Unsupervised learning: Is training the with a dataset without labels to learn from. The neural network analyses the dataset with a cost function which tells the neural network how far off target a prediction was. The neural network then adjusts input weights in attempt to increase accuracy. \cite{13} + \item Supervised learning: Simplest of the learning forms, where a dataset have been labeled which indicate the correct classified data. The input data is learned upon until the desired result of the label is reached \cite{16} + \item Unsupervised learning: Is training the with a dataset without labels to learn from. The neural network analyses the dataset with a cost function which tells the neural network how far off target a prediction was. The neural network then adjusts input weights in attempt to increase accuracy. \cite{15} \item Reinforced learning: The neural network is reinforced with positive results and punished for negative results causing a network to learn over iterations. \end{itemize} \subsubsection{Recurrent Neural Network (RNN)}\label{types} The type of neural network that is of focus for this project will be that of a Long-Short Term Memory (LSTM), however, it is important to understand how this is an extension of a Recurrent Neural Network (RNN) and how the underlying network works. - Recurrent Neural Networks (RNN) are a robust and powerful type of neural network and is considered to be among the most encouraging algorithms for use of classification, due to the fact of having internal memory. RNNs are designed to recognise patterns in sequences of presented data or most suitably, time-series data, genomes, handwriting and stock market data. Although RNNs were conceptualised and invented back in the 1980s \cite{15} they've only really shown their potential in recent years, with the increase of computational power due to the level of sequencing and internal memory store to retrain. - Due to this 'internal' memory loop, RNNs are able to remember data and adjust neurons based on failures and alternating parameters. The way this is accomplished, knowing how a standard neural network such as a feed-forward network, should initially be understood. \cite{16} + Recurrent Neural Networks (RNN) are a robust and powerful type of neural network and is considered to be among the most encouraging algorithms for use of classification, due to the fact of having internal memory. RNNs are designed to recognise patterns in sequences of presented data or most suitably, time-series data, genomes, handwriting and stock market data. Although RNNs were conceptualised and invented back in the 1980s \cite{17} they've only really shown their potential in recent years, with the increase of computational power due to the level of sequencing and internal memory store to retrain. + Due to this 'internal' memory loop, RNNs are able to remember data and adjust neurons based on failures and alternating parameters. The way this is accomplished, knowing how a standard neural network such as a feed-forward network, should initially be understood. \cite{18} - A standard, feed-forward neural network has a single data flow with an input layer, through hidden computational layers, to an output layer. Therefore any node in the network will never see the same data again. However, in an RNN data is cycled through a loop over the same node, thus two inputs into the perceptron. Decisions are influenced by previous data that it has previously learned from if any, which in turn affects output and the weights of the network. \cite{17} + A standard, feed-forward neural network has a single data flow with an input layer, through hidden computational layers, to an output layer. Therefore any node in the network will never see the same data again. However, in an RNN data is cycled through a loop over the same node, thus two inputs into the perceptron. Decisions are influenced by previous data that it has previously learned from if any, which in turn affects output and the weights of the network. \cite{19} \begin{center} \includegraphics[width=15cm,height=6cm]{images/rnn_ffn.png} @@ -262,45 +327,120 @@ The act of tweaking weights to alter the processing of the next iteration of data in an RNN is called backpropagation, which in short means going back through the network to find the partial derivatives of the error with respect to the weights after output has occurred. Along with gradient descent, an algorithm that adjusts the weights up or down depending on which would reduce the error. There are however a few obstacles of RNNs; \begin{itemize} - \item Exploding Gradients: Is when gradient decsent assigns high importance to the weights. As in the algorithm assigns a ridiculously high or low value for the weights on iteration which can cause overlow and result in NaN values \cite{18} - \item Vanishing Gradients: Is when the values of a gradient are small enough that weights cannot be altered and the model stops learning. \cite{19} + \item Exploding Gradients: Is when gradient decsent assigns high importance to the weights. As in the algorithm assigns a ridiculously high or low value for the weights on iteration which can cause overlow and result in NaN values \cite{20} + \item Vanishing Gradients: Is when the values of a gradient are small enough that weights cannot be altered and the model stops learning. \cite{21} \end{itemize} - These issues are overcome by the concept of Long-Short Term Memory neural networks, coined by \textit{Sepp Hochreiter and Juergen Schmidhuber, 1997} \cite{20}. + These issues are overcome by the concept of Long-Short Term Memory neural networks, coined by \textit{Sepp Hochreiter and Juergen Schmidhuber, 1997} \cite{22}. \subsubsection{Long-Short Term Memory (LSTM)}\label{lstms} - LSTMs are an extension of recurrent neural networks capable of learning long-term dependancies and were conceptualised by \textit{Sepp Hochreiter and Juergen Schmidhuber, 1997} \cite{20}. LSTMs were explicity designed to avoid long-term dependancy problems such as exploding and vanishing gradients. As they are an extension of RNNs they operating in almost the exact same manner, but stores the actual gradients and weights in memory which allows for LSTMs to read, write and alter the values. A way of explaining how this works is seeing the memory block as a gated cell, where 'gated' is that the cell decides whether or not to store or alter data in it's memory based input data and the importance assigned to it. In a sense it learns over time of which values and data is important. + LSTMs are an extension of recurrent neural networks capable of learning long-term dependancies and were conceptualised by \textit{Sepp Hochreiter and Juergen Schmidhuber, 1997} \cite{22}. LSTMs were explicity designed to avoid long-term dependancy problems such as exploding and vanishing gradients. As they are an extension of RNNs they operating in almost the exact same manner, but stores the actual gradients and weights in memory which allows for LSTMs to read, write and alter the values. A way of explaining how this works is seeing the memory block as a gated cell, where 'gated' is that the cell decides whether or not to store or alter data in it's memory based input data and the importance assigned to it. In a sense it learns over time of which values and data is important. \begin{center} - \includegraphics[width=10cm,height=8cm]{images/lstm.png} + \includegraphics[width=9cm,height=7cm]{images/lstm.png} \newline - \textit{Figure 3: A conceptual design of an LSTM cell bank - from Medium article by Shi Yan: Understanding LSTM and its diagrams}\cite{21} + \textit{Figure 3: A conceptual design of an LSTM cell bank - from Medium article by Shi Yan: Understanding LSTM and its diagrams}\cite{23} \end{center} - The network takes in three initial inputs, input of current time step, output from the previous LSTM unit if any, and the memory of the previous unit. Outputs, $H_t$ - output of current network, and $C_t$ - the memory of the current unit. \cite{21} + The network takes in three initial inputs, input of current time step, output from the previous LSTM unit if any, and the memory of the previous unit. Outputs, $H_t$ - output of current network, and $C_t$ - the memory of the current unit. \cite{23} - The various steps of the network decide what information is thrown away from the cell state, through use of a 'forget gate' which is influencted by the calculations of sigmod memory gates which influence how much of old and new memory is used %$C_t_\--1$,UNCOMMENT %$H_t_\--1$% + The various steps of the network decide what information is thrown away from the cell state, through use of a 'forget gate' which is influencted by the calculations of sigmod memory gates which influence how much of old and new memory is used $C_{t_-1}$, $H_{t-1}$ and $X_t$, and merged together based upon importance. The section of the cell that controls the outflow memory $H_t$ and $C_t$ determines how much of the new memory should be used by the next LSTM unit. - \textit{For a more in-detailed explanation of exactly how the calculations are made see} \cite{20},\cite{21} and \cite{22}. + \textit{For a more in-detailed explanation of exactly how the calculations are made see} \cite{22},\cite{23} and \cite{24}. - As mentioned in the formost section of related work an LSTM network, the use of one would be optimal for the given problem domain over the use of machine learning algorithms. + As mentioned in the formost section of related work the use of an LSTM network would be optimal for the given problem domain over the use of machine learning algorithms, for time-series data. As detailed above, LSTMs are widley used for time-series data forecasting due to being able to remember previous data and weights over long sequence spans\cite{22}\cite{25}. The flexability of LSTMs such as many-to-many models, useful \textit{"to predict multiple future time steps at once given all the previous inputs"} due to use of look-back windows and control of multiple 3D input parameters.\cite{25} - \subsubsection{Kera and TensorFlow} + \subsubsection{Keras and TensorFlow} + TensorFlow is an open-source numerical math computational library framework for dataflow differentiable programming, primarily used for machine and deep learning applications such as neural networks. TensorFlow bundles various machine learning and deep learning models and algorithms into one package for the Python language, but executes as byte code executed in C++ for performance. TensorFlow provides a range of conveniences to developers for the types of algorithms it supports such as debugging models and modifying graph operations separately instead of constructing and evaluating all at once, and compatibility to execute on CPUs or GPUs \cite{26}. However, TensorFlow's implementation and API, although provides an abstraction for development for machine and deep learning algorithms and simplifies implementation, it isn't all too friendly to programmers to use, especially new developers to the field of machine and deep learning. This is were the Keras API comes in. + + Keras is a high-level built to run atop of deep learning libraries such as Tensorflow and Theanos - another deep learning library similar to Tensorflow. It is designed to further simplify the use and application of such deep learning libraries thus making implementing a neural network and similar supported algorithms friendlier to developers working in Python. It accomplishes this by being a modular API; neural layers, cost functions, optimisers, activation functions, and regularisation schemes are all standalone features of the API that can be combined to create functional or sequential models. Due to being a high-level API for more refined and easier development of deep learning libraries it does not provide these low-level operations and algorithms; Keras relies on a back-end engine such as TensorFlow and supports a wide range of others. \subsubsection{Optimisers} - ADAgrad optimizer, RMSprop, Adam + There are three distinct optimisers used for LSTM networks; ADAgrad optimizer, RMSprop, Adam. The role of an optimiser + All three of which is a type of Stochastic Gradient Descent, which $\theta$ (weights of LSTM) is changed according to the gradient of the loss with respect to $\theta$. Where $\alpha$ is the learning rate and $L$ is the gradient loss. \cite{27} - \subsubsection{Loss} + \[\theta_{t+1} = \theta_t - \alpha \delta L(\theta_t)\] - \subsubsection{Regularisation - Dropouts} + This is primarily used in recurrent LSTM neural networks to adjust weights up or down depending on which would reduce the error, \textit{see RNN section for non LSTM limitations}. The concept of using momentum $\mu$ in stochastic gradient decent helps to negate significant convergance and divergance during calculation of the weights and dampens the oscillation, by increasing the speed of the learning rate upon each iteration. \cite{28} + + \[\theta_{t+1} = \theta_t + v_{t+1} \] + \begin{center} + where + \end{center} + \[v_{t+1} = \mu v_t - \alpha \delta L(\theta_t)\]\cite{28} + + \begin{itemize} + \item Adagrad (Adaptive Gradient): Is a method for adaptive rate learning through adaptively changing the learning parameters. This involves performing larger updates for infrequent parameters and smaller updates for frequent parameters. This algorithm fundamentally eliminates the need to manually tune the learning rate of the neural network, and is well suited with sparse data in a large scale network. \cite{28} + \[\theta_{t+1} = \theta_t + v_{t+1} \frac{\eta}{\sqrt{G_t + \epsilon}} \cdot g_t\] + \begin{center} + ($G_t$ is the sum of the squares of the past gradients to $\theta$) + \end{center} + + \item RMSProp (Root Mean Square Propagation): Aims to resolve Adagrad’s radically diminishing learning rates by using a moving average of the squared gradient. Thus utilises the magnitude of the recent gradient decsent to normalise it, and gets adjusted automatically by choosing different learning rate for each parameter. \cite{29} + + \[\theta_{t+1} = \theta_t - \frac{\eta}{\sqrt{(1 - \gamma) g^2_{t-1} + \gamma g_t + \epsilon}} \cdot g_t\] + + \begin{center} + ($\gamma$ - decay that takes value from 0-1. $g_t$ - moving average of squared gradients) + \end{center} \cite{30} + + \item Adam (Adaptive Moment Estimation): Also aims to resolve Adagrad’s diminishing learning rates, by calculates the adaptive learning rate for each parameter. Being one of the most popular gradient decsent optimisation algorithms, it estimates from the 1st and 2nd moments of gradients. Adam implements the exponential moving average of the gradients to scale the learning rate of the network, and keeps an average of past gradients. \cite{31} + + \[m_t = \beta_1 m_{t-1} + (1 - \beta_1) g_t\] + \[v_t = \beta_2 v_{t-1} + (1 - \beta_2) g^2_t\] + + The algorithm updates the moving averages of the gradient ($m_t$) and the squared gradient ($v_t$) which are the estimates of the 1st and 2nd moments respectively. The hyperparameters $\beta_1$ and $\beta_2$ control the decay rates of the moving averages. These are initialised as 0 as a biased estimations for the initial timesteps, but an become bias-corrected by counteracting them with; + + \[ \vec{m}_t = \frac{m_t}{1 - \beta^t_1} \] + \begin{center} + and + \end{center} + \[\vec{v}_t = \frac{v_t}{1 - \beta^t_2} \] + + Thus the final formula for the Adam optimiser is; + + \[\theta_{t+1} = \theta_t - \frac{\eta \vec{m}_t}{\sqrt{\vec{v}_t + \epsilon}} \] + + \begin{center} + \textit{Diederik P. Kingma, Jimmy Lei Ba - Adam: A method for Stochastic Optimization}\cite{30} + \end{center} + \end{itemize} \subsection{Machine Learning}\label{machine} \subsubsection{Naive Bayes} + To get an understanding of both how probability works and how the neural network will predict the next hour value based on the concepts of probability, using a well-established probability algorithm will aid in this understanding. - \subsection{Other Techniques} - \subsubsection{Ngrams} - \subsubsection{Scoring and Validation} - F-score, Precision, Accuracy, Validation Datasets, Cross-Validation + Bayes theorem works on conditional probability and is the probability of how often an event will happen given that that event has already occurred. There are numerous variations of the theorem such as Multinomial, which supports categorical features where each conforms to a multinomial distribution, and Gaussian naive Bayes, which support continuous-valued features each of which conforming to a Gaussian (normal) distribution. The classical multinomial Bayes theorem is defined as; + + \[P(H\cap A) = \frac{P(A\cap H) * P(H)}{P(A)} \] + + \begin{center} + and incase H and A are independant + \end{center} + + \[P(H\cap A) = P(H) => P(H\cap A) = P(H)P(A)\] + + where: + \begin{itemize} + \item $P(H)$ is the probability of hypothesis being true + \item $P(A)$ is the probability of evidence + \item $P(A\cap H)$ is the probability of the evidence such that the hypothesis is true + \item $P(H\cap A)$ is the probability of the hypothesis given the occurance of evidence of the probability + \end{itemize} + + The naive approach assumes the features that are used in the model are independent of one another, such that, changing the value of a feature doesn't directly influence the value of the other features used in the model. When such features are independent, the Bayes algorthim can be expanded: + + \[P(H\cap A) = \frac{P(A\cap H) * P(H)}{P(A)} \] + + \begin{center} + Becomes + \end{center} + + \[P(H\cap A_1 ... A_n) = \frac{P(A_1\cap H) * P(A_2\cap H) ... * P(A_n\cap H) * P(H)}{P(A_1) * P(A_2) ... * P(A_n)} \] + + \[Probability \ of \ Outcome \cap Evidence = \frac{Probability \ of \ Likelihood \ of \ evidence * Prior}{Probability \ of \ Evidence} \] + + The naive Bayes approach has many applications, especially for the topic of this project in classifying the probability occurance of the next price. Although it is a robust algorithm is does have its drawbacks which make it not as suitable as a neural network for the given need of this project. The naive Bayes trap is an issue that may occur due to the size of dataset that will be used. There are however other scenarios this algorithm could be used such as classification of spam data. \newpage @@ -310,7 +450,9 @@ \subsection{Solution Summary}\label{sumary} - A system will be created that will utilise + \subsection{Requirements} + + \subsection{Data flow Overview}\label{data-flow} @@ -338,9 +480,11 @@ \subsection{Sentiment Analysis} \subsubsection{VADER} - \subsection{Recurrent Neural Network} + \subsection{Recurrent Neural Network - LSTM} \subsubsection{Training and Testing Model} - \subsubsection{Validation} + Dropouts? + \subsubsection{Scoring and Validation} + Loss? \subsubsection{Future Prediction Forecasting} \newpage @@ -358,7 +502,9 @@ \section{Conclusion and Future Improvements} \subsection{Conclusion} \subsection{Future Improvements} - Shifting the intial data by and hour and sequencing over previous data + Shifting the intial data by and hour and sequencing over previous data - will also allow proper use of look-back windows + + Another could be to predict the hour of sentiment and create a threshold for it. \newpage diff --git a/document.toc b/document.toc index f1dd7e0..f4f90e5 100644 --- a/document.toc +++ b/document.toc @@ -14,106 +14,102 @@ \defcounter {refsection}{0}\relax \contentsline {subsection}{Stakeholders}{8}{section*.8} \defcounter {refsection}{0}\relax -\contentsline {subsection}{Project Constraints}{8}{section*.9} +\contentsline {subsection}{Project Motivation}{9}{section*.9} \defcounter {refsection}{0}\relax -\contentsline {section}{Literature Review}{9}{section*.10} +\contentsline {subsection}{Technical Specification}{10}{section*.10} \defcounter {refsection}{0}\relax -\contentsline {subsection}{Existing Tools}{9}{section*.11} +\contentsline {subsection}{Project Constraints}{11}{section*.11} \defcounter {refsection}{0}\relax -\contentsline {subsection}{Related research}{9}{section*.12} +\contentsline {section}{Literature Review}{12}{section*.12} \defcounter {refsection}{0}\relax -\contentsline {subsection}{Data Collection}{10}{section*.13} +\contentsline {subsection}{Existing Tools}{12}{section*.13} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{Twitter and Twitter API}{10}{section*.14} +\contentsline {subsection}{Related research}{12}{section*.14} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{Tweepy Python Package}{11}{section*.15} +\contentsline {subsection}{Data Collection}{13}{section*.15} \defcounter {refsection}{0}\relax -\contentsline {subsection}{Sentiment Analysis}{11}{section*.16} +\contentsline {subsubsection}{Twitter and Twitter API}{13}{section*.16} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{Natural Language Processing}{11}{section*.17} +\contentsline {subsubsection}{Tweepy Python Package}{14}{section*.17} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{Valence Aware Dictionary and sEntiment Reasoning}{12}{section*.18} +\contentsline {subsection}{Sentiment Analysis}{14}{section*.18} \defcounter {refsection}{0}\relax -\contentsline {subsection}{Neural Networks}{12}{section*.19} +\contentsline {subsubsection}{Natural Language Processing}{14}{section*.19} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{Recurrent Neural Network (RNN)}{13}{section*.20} +\contentsline {subsubsection}{Valence Aware Dictionary and sEntiment Reasoning}{15}{section*.20} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{Long-Short Term Memory (LSTM)}{14}{section*.21} +\contentsline {subsection}{Neural Networks}{15}{section*.21} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{Kera and TensorFlow}{15}{section*.22} +\contentsline {subsubsection}{Recurrent Neural Network (RNN)}{16}{section*.22} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{Optimisers}{15}{section*.23} +\contentsline {subsubsection}{Long-Short Term Memory (LSTM)}{17}{section*.23} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{Loss}{16}{section*.24} +\contentsline {subsubsection}{Keras and TensorFlow}{18}{section*.24} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{Regularisation - Dropouts}{16}{section*.25} +\contentsline {subsubsection}{Optimisers}{19}{section*.25} \defcounter {refsection}{0}\relax -\contentsline {subsection}{Machine Learning}{16}{section*.26} +\contentsline {subsection}{Machine Learning}{20}{section*.26} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{Naive Bayes}{16}{section*.27} +\contentsline {subsubsection}{Naive Bayes}{20}{section*.27} \defcounter {refsection}{0}\relax -\contentsline {subsection}{Other Techniques}{16}{section*.28} +\contentsline {section}{Solution Approach}{22}{section*.28} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{Ngrams}{16}{section*.29} +\contentsline {subsection}{Solution Summary}{22}{section*.29} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{Scoring and Validation}{16}{section*.30} +\contentsline {subsection}{Requirements}{22}{section*.30} \defcounter {refsection}{0}\relax -\contentsline {section}{Solution Approach}{17}{section*.31} +\contentsline {subsection}{Data flow Overview}{22}{section*.31} \defcounter {refsection}{0}\relax -\contentsline {subsection}{Solution Summary}{17}{section*.32} +\contentsline {subsection}{Packages, Tools and Techniques}{22}{section*.32} \defcounter {refsection}{0}\relax -\contentsline {subsection}{Data flow Overview}{17}{section*.33} +\contentsline {section}{System Design and Implementation}{23}{section*.33} \defcounter {refsection}{0}\relax -\contentsline {subsection}{Packages, Tools and Techniques}{17}{section*.34} +\contentsline {subsection}{Data collection}{23}{section*.34} \defcounter {refsection}{0}\relax -\contentsline {section}{System Design and Implementation}{18}{section*.35} +\contentsline {subsubsection}{Price Time-series Data}{23}{section*.35} \defcounter {refsection}{0}\relax -\contentsline {subsection}{Data collection}{18}{section*.36} +\contentsline {subsection}{Data processing}{23}{section*.36} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{Price Time-series Data}{18}{section*.37} +\contentsline {subsubsection}{Preprocessing}{23}{section*.37} \defcounter {refsection}{0}\relax -\contentsline {subsection}{Data processing}{18}{section*.38} +\contentsline {paragraph}{Tweet Filtering}{23}{section*.38} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{Preprocessing}{18}{section*.39} +\contentsline {paragraph}{Text Cleaning}{23}{section*.39} \defcounter {refsection}{0}\relax -\contentsline {paragraph}{Tweet Filtering}{18}{section*.40} +\contentsline {paragraph}{Ngram based Language detection filtering}{23}{section*.40} \defcounter {refsection}{0}\relax -\contentsline {paragraph}{Text Cleaning}{18}{section*.41} +\contentsline {subsubsection}{Spam Filtering}{23}{section*.41} \defcounter {refsection}{0}\relax -\contentsline {paragraph}{Ngram based Language detection filtering}{18}{section*.42} +\contentsline {paragraph}{Tweet Processing}{23}{section*.42} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{Spam Filtering}{18}{section*.43} +\contentsline {paragraph}{Naive Bayes model}{23}{section*.43} \defcounter {refsection}{0}\relax -\contentsline {paragraph}{Tweet Processing}{18}{section*.44} +\contentsline {subsection}{Sentiment Analysis}{23}{section*.44} \defcounter {refsection}{0}\relax -\contentsline {paragraph}{Naive Bayes model}{18}{section*.45} +\contentsline {subsubsection}{VADER}{23}{section*.45} \defcounter {refsection}{0}\relax -\contentsline {subsection}{Sentiment Analysis}{18}{section*.46} +\contentsline {subsection}{Recurrent Neural Network - LSTM}{23}{section*.46} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{VADER}{18}{section*.47} +\contentsline {subsubsection}{Training and Testing Model}{23}{section*.47} \defcounter {refsection}{0}\relax -\contentsline {subsection}{Recurrent Neural Network}{18}{section*.48} +\contentsline {subsubsection}{Scoring and Validation}{23}{section*.48} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{Training and Testing Model}{18}{section*.49} +\contentsline {subsubsection}{Future Prediction Forecasting}{23}{section*.49} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{Validation}{18}{section*.50} +\contentsline {section}{Testing: Verification and Reflection}{24}{section*.50} \defcounter {refsection}{0}\relax -\contentsline {subsubsection}{Future Prediction Forecasting}{18}{section*.51} +\contentsline {section}{Discussion: Contribution and Reflection}{25}{section*.51} \defcounter {refsection}{0}\relax -\contentsline {section}{Testing: Verification and Reflection}{19}{section*.52} +\contentsline {subsection}{Limitations}{25}{section*.52} \defcounter {refsection}{0}\relax -\contentsline {section}{Discussion: Contribution and Reflection}{20}{section*.53} +\contentsline {section}{Conclusion and Future Improvements}{26}{section*.53} \defcounter {refsection}{0}\relax -\contentsline {subsection}{Limitations}{20}{section*.54} +\contentsline {subsection}{Conclusion}{26}{section*.54} \defcounter {refsection}{0}\relax -\contentsline {section}{Conclusion and Future Improvements}{21}{section*.55} +\contentsline {subsection}{Future Improvements}{26}{section*.55} \defcounter {refsection}{0}\relax -\contentsline {subsection}{Conclusion}{21}{section*.56} +\contentsline {section}{Appendices}{29}{section*.57} \defcounter {refsection}{0}\relax -\contentsline {subsection}{Future Improvements}{21}{section*.57} +\contentsline {subsection}{Appendix A - Project Initiation Document}{29}{section*.58} \defcounter {refsection}{0}\relax -\contentsline {section}{Appendices}{24}{section*.59} -\defcounter {refsection}{0}\relax -\contentsline {subsection}{Appendix A - Project Initiation Document}{24}{section*.60} -\defcounter {refsection}{0}\relax -\contentsline {subsection}{Appendix B - Log book}{37}{section*.61} +\contentsline {subsection}{Appendix B - Log book}{42}{section*.59} diff --git a/report.bib b/report.bib index c5c279f..6c96f5e 100644 --- a/report.bib +++ b/report.bib @@ -9,6 +9,16 @@ } @inproceedings{2, + title={Non-linear autoregressive with exogeneous input (NARX) Bitcoin price prediction model using PSO-optimized parameters and moving average technical indicators}, + author={Indera, NI and Yassin, IM and Zabidi, A and Rizman, ZI}, + booktitle={Journal of Fundamental and Applied Sciences. Vol.35, No.35}, + pages={791--808}, + year={2017}, + organization={University of El Oued}, + url = {https://www.ajol.info/index.php/jfas/article/viewFile/165614/155073} +} + +@inproceedings{3, title={Predicting Bitcoin price fluctuation with Twitter sentiment analysis}, author={Evita Stenqvist, Jacob Lonno}, booktitle={}, @@ -18,7 +28,17 @@ url = {http://www.diva-portal.org/smash/get/diva2:1110776/FULLTEXT01.pdf} } -@inproceedings{3, +@inproceedings{4, + title={Predict Tomorrows Bitcoin (BTC) Price with Recurrent Neural Networks}, + author={Orhan Gazi Yalcin}, + booktitle={}, + pages={}, + year={2018}, + organization={Towards Data Science}, + url = {https://towardsdatascience.com/using-recurrent-neural-networks-to-predict-bitcoin-btc-prices-c4ff70f9f3e4} +} + +@inproceedings{5, title={Stock Predictions through News Sentiment Analysis}, author={Intel-Corporation}, booktitle={}, @@ -28,7 +48,7 @@ url = {https://www.codeproject.com/Articles/1201444/Stock-Predictions-through-News-Sentiment-Analysis} } -@inproceedings{4, +@inproceedings{6, title={Predicting the Price of Bitcoin Using Machine Learning}, author={Sean McNally, Jason Roche, Simon Caton}, booktitle={2018 26th Euromicro International Conference on Parallel, Distributed and Network-based Processing (PDP)}, @@ -38,7 +58,7 @@ url = {https://ieeexplore.ieee.org/abstract/document/8374483} } -@inproceedings{5, +@inproceedings{7, title={Search Tweets}, author={Twitter}, booktitle={}, @@ -48,7 +68,7 @@ url = {https://developer.twitter.com/en/docs/tweets/search/overview} } -@inproceedings{6, +@inproceedings{8, title={Consuming streaming data}, author={Twitter}, booktitle={}, @@ -58,7 +78,7 @@ url = {https://developer.twitter.com/en/docs/tutorials/consuming-streaming-data.html} } -@inproceedings{7, +@inproceedings{9, title={Streaming With Tweepy}, author={Joshua Roesslein}, booktitle={}, @@ -68,7 +88,7 @@ url = {http://docs.tweepy.org/en/v3.4.0/streaming_how_to.html} } -@inproceedings{8, +@inproceedings{10, title={Using Linked Data for polarity classification of patients experiences}, author={Mehrnoush Shamsfard, Samira Noferesti}, booktitle={Journal of Biomedical Informatics}, @@ -78,7 +98,7 @@ url = {https://www.sciencedirect.com/science/article/pii/S1532046415001276} } -@inproceedings{9, +@inproceedings{11, title={Social media sentiment analysis: lexicon versus machine learning}, author={Chedia Dhaoui, Cynthia M. Webster, Lay Peng Tan}, booktitle={Journal of Consumer Marketing, Volume 34. Issue 6}, @@ -88,7 +108,7 @@ url = {https://www.emeraldinsight.com/doi/pdfplus/10.1108/JCM-03-2017-2141} } -@inproceedings{10, +@inproceedings{12, title={VADER: A Parsimonious Rule-based Model for Sentiment Analysis of Social Media Text}, author={C.J. Hutto and Eric Gilbert}, booktitle={Eighth International Conference on Weblogs and Social Media (ICWSM-14)}, @@ -98,7 +118,7 @@ url = {https://www.aaai.org/ocs/index.php/ICWSM/ICWSM14/paper/download/8109/8122} } -@inproceedings{11, +@inproceedings{13, title={Wisdom of Crowds}, author={Will Kenton}, booktitle={}, @@ -108,7 +128,7 @@ url = {https://www.investopedia.com/terms/w/wisdom-crowds.asp} } -@inproceedings{12, +@inproceedings{14, title={A Beginner's Guide to Neural Networks and Deep Learning}, author={Skymind}, booktitle={A.I. Wiki}, @@ -118,7 +138,7 @@ url = {https://skymind.ai/wiki/neural-network} } -@inproceedings{13, +@inproceedings{15, title={What is a neural network}, author={Jonas DeMuro}, booktitle={World of tech}, @@ -128,7 +148,7 @@ url = {https://www.techradar.com/uk/news/what-is-a-neural-network} } -@inproceedings{14, +@inproceedings{16, title={Supervised dictionary learning}, author={Mairal, J., Ponce, J., Sapiro, G., Zisserman, A. and Bach, F.R., }, booktitle={Advances in neural information processing systems }, @@ -138,7 +158,7 @@ url = {http://papers.nips.cc/paper/3448-supervised-dictionary-learning} } -@inproceedings{15, +@inproceedings{17, title={Learning internal representations by error propagation}, author={Rumelhart, David E and Hinton, Geoffrey E and Williams, Ronald J}, booktitle={}, @@ -148,7 +168,7 @@ url = {https://apps.dtic.mil/docs/citations/ADA164453} } -@inproceedings{16, +@inproceedings{18, title={A Beginner's Guide to LSTMs and Recurrent Neural Networks}, author={Skymind}, booktitle={A.I. Wiki}, @@ -158,7 +178,7 @@ url = {https://skymind.ai/wiki/lstm} } -@inproceedings{17, +@inproceedings{19, title={Recurrent Neural Networks and LSTM}, author={Niklas Donges}, booktitle={}, @@ -168,7 +188,7 @@ url = {https://towardsdatascience.com/recurrent-neural-networks-and-lstm-4b601dd822a5} } -@inproceedings{18, +@inproceedings{20, title={A Gentle Introduction to Exploding Gradients in Neural Networks}, author={Jason Brownlee, PhD.}, booktitle={}, @@ -178,7 +198,7 @@ url = {https://machinelearningmastery.com/exploding-gradients-in-neural-networks/} } -@inproceedings{19, +@inproceedings{21, title={Recurrent Neural Networks (RNN) - The Vanishing Gradient Problem}, author={Super Data Science Team}, booktitle={}, @@ -188,7 +208,7 @@ url = {https://www.superdatascience.com/blogs/recurrent-neural-networks-rnn-the-vanishing-gradient-problem} } -@inproceedings{20, +@inproceedings{22, title={Long short-term memory}, author={Hochreiter, Sepp and Schmidhuber, Jurgen}, booktitle={Neural computation, Volume 9. 8}, @@ -198,7 +218,7 @@ url = {https://www.bioinf.jku.at/publications/older/2604.pdf} } -@inproceedings{21, +@inproceedings{23, title={Understanding LSTM and its diagrams}, author={Shi Yan}, booktitle={}, @@ -208,7 +228,7 @@ url = {https://medium.com/mlreview/understanding-lstm-and-its-diagrams-37e2f46f1714} } -@inproceedings{22, +@inproceedings{24, title={Understanding LSTM Networks}, author={Christopher Olah}, booktitle={}, @@ -216,4 +236,83 @@ year={2015}, organization={}, url = {https://colah.github.io/posts/2015-08-Understanding-LSTMs} +} + +@inproceedings{25, + title={Using LSTMs to forecast time-series}, + author={Ravindra Kompella}, + booktitle={}, + pages={}, + year={2018}, + organization={Towards Data Science}, + url = {https://towardsdatascience.com/using-lstms-to-forecast-time-series-4ab688386b1f} +} + +@inproceedings{26, + title={Tensorflow: A system for large-scale machine learning}, + author={Abadi, Martin and Barham, Paul and Chen, Jianmin and Chen, Zhifeng and Davis, Andy and Dean, Jeffrey and Devin, Matthieu and Ghemawat, Sanjay and Irving, Geoffrey and Isard, Michael and others}, + booktitle={12th Symposium on Operating Systems Design and Implementation 16)}, + pages={265--283}, + year={2016}, + url={https://www.usenix.org/system/files/conference/osdi16/osdi16-abadi.pdf} +} + +@inproceedings{27, + title={Optimization: Stochastic Gradient Descent}, + author={Stanford}, + booktitle={UFLDL Tutorial}, + pages={}, + year={}, + url={http://deeplearning.stanford.edu/tutorial/supervised/OptimizationStochasticGradientDescent} +} + +@inproceedings{28, + title={What are differences between update rules like AdaDelta, RMSProp, AdaGrad, and Adam}, + author={Rajarshee Mitra}, + booktitle={}, + pages={}, + year={2016}, + organization={Quora}, + url={https://www.quora.com/What-are-differences-between-update-rules-like-AdaDelta-RMSProp-AdaGrad-and-AdaM} +} + +@inproceedings{29, + title={Variants of rmsprop and adagrad with logarithmic regret bounds}, + author={Mukkamala, Mahesh Chandra and Hein, Matthias}, + booktitle={Proceedings of the 34th International Conference on Machine Learning-Volume 70}, + pages={2545--2553}, + year={2017}, + organization={JMLR.org}, + url={https://arxiv.org/pdf/1706.05507.pdf} +} + +@inproceedings{30, + title={Overview of different Optimizers for neural networks}, + author={Renu Khandelwal}, + booktitle={}, + pages={}, + year={2019}, + organization={Medium}, + url={https://medium.com/datadriveninvestor/overview-of-different-optimizers-for-neural-networks-e0ed119440c3} +} + +@inproceedings{31, + title={Adam: A method for Stochastic Optimization}, + author={Diederik P. Kingma, Jimmy Lei Ba}, + booktitle={arXiv preprint arXiv:1412.6980}, + pages={}, + year={2014}, + organization={arXiv}, + url={https://arxiv.org/pdf/1412.6980.pdf} +} + +@inproceedings{32, + title={An empirical study of the naive Bayes classifier}, + author={Rish, Irina and others}, + booktitle={IJCAI 2001 workshop on empirical methods in artificial intelligence}, + volume={3}, + number={22}, + pages={41--46}, + year={2001}, + url={https://www.cc.gatech.edu/~isbell/reading/papers/Rish.pdf} } \ No newline at end of file