diff --git a/exercicios/para-casa/README.md b/exercicios/para-casa/README.md index 1579d76..7de8e68 100644 --- a/exercicios/para-casa/README.md +++ b/exercicios/para-casa/README.md @@ -1,37 +1,32 @@ -# Exercício de Casa 🏠 - -## Projeto II - -Explicação do exercício: -- Use o dataset proposto em aula ou busque um de sua preferência no [Kaggle](https://www.kaggle.com/).
-- Faça uma introdução explicando os dados e por que você escolheu o dataset.
-- Fale sobre o motivo de escolha dos dados: pq esses dados me chamaram a atenção ao ponto de achar que teríamos bons insights? O que eu vi de relevante nesses dados? -- Faça a instalação das bibliotecas necessárias para tratamento de dados, sendo necessário usar pandas e numpy.
-- Utilize a biblioteca Matplotlib ou Seaborn para construir novos gráficos.
-- Crie visualizações de gráficos com pandas, sendo no mínimo 4 gráficos.
-- Faça consultas em sql.
-- Utilize a biblioteca Matplotlib ou Seaborn para construir novos gráficos.
-- Faça um teste de hipótese.
- -Arquivos que devem ser submetidos: - -- arquivo.csv (ou similar: json, exe, etc) utilizado -- arquivo .db com entradas de interesse -- arquivo .ipynb com relatório contendo gráficos e insights sobre dados utilizados. -- código de criação e edição em sql (.py ou .ipynb) -- readme.md com todas a documentação das analises. - -## Extra - -Crie uma função que, a partir do dataset escolhido, crie um DataFrame, faça o tratamento dos dados e, por fim, exiba uma visualização gráfica. -Crie duas amostras e faça consultas com elas usando a operação merge. - -Terminou o exercício? Dá uma olhada nessa checklist e confere se tá tudo certinho, combinado?! - -- [ ] Fiz o fork do repositório. -- [ ] Clonei o fork na minha máquina (`git clone url-do-meu-fork`). -- [ ] Resolvi o exercício. -- [ ] Adicionei as mudanças. (`git add .` para adicionar todos os arquivos, ou `git add nome_do_arquivo` para adicionar um arquivo específico) -- [ ] Commitei a cada mudança significativa ou na finalização do exercício (`git commit -m "Mensagem do commit"`) -- [ ] Pushei os commits na minha branch (`git push origin nome-da-branch`) -- [ ] Criei um Pull Request seguindo as orientaçoes que estao nesse [documento](https://github.com/mflilian/repo-example/blob/main/exercicios/para-casa/instrucoes-pull-request.md). +# Social Media Sentiments Analysis Dataset + +## Overview + +Este dataset contém informações relacionadas à análise de sentimentos em posts de mídias sociais. Ele foi coletado e preparado para ajudar pesquisadores e desenvolvedores a criar e testar modelos de aprendizado de máquina que analisam sentimentos de texto, categorizando-os como positivos, negativos ou neutros. + +## Conteúdo do Dataset + +O dataset é composto por diversas colunas, cada uma representando uma característica específica dos posts de mídias sociais. Abaixo está a descrição detalhada de cada coluna: + +- **Post ID**: Um identificador único para cada post. + +- **Text**: O conteúdo textual do post. + +- Sentiment + + : O sentimento associado ao post, categorizado como: + + - `Positive`: Postagem com conotação positiva. + - `Negative`: Postagem com conotação negativa. + - `Neutral`: Postagem com conotação neutra. + +- **Date**: A data em que o post foi publicado. + +- **Platform**: A plataforma de mídia social onde o post foi encontrado (ex: Twitter, Facebook, Instagram). + +- **Likes**: O número de curtidas que o post recebeu. + +- **Shares**: O número de vezes que o post foi compartilhado. + +- **Comments**: O número de comentários que o post recebeu. + diff --git a/exercicios/para-casa/atvCasa.ipynb b/exercicios/para-casa/atvCasa.ipynb new file mode 100644 index 0000000..509b1b5 --- /dev/null +++ b/exercicios/para-casa/atvCasa.ipynb @@ -0,0 +1,1379 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'wordcloud'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[2], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mwordcloud\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m WordCloud\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpyplot\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mplt\u001b[39;00m\n", + "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'wordcloud'" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from wordcloud import WordCloud\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unnamed: 0.1Unnamed: 0TextSentimentTimestampUserPlatformHashtagsRetweetsLikesCountryYearMonthDayHour
000Enjoying a beautiful day at the park! ...Positive2023-01-15 12:30:00User123Twitter#Nature #Park15.030.0USA202311512
111Traffic was terrible this morning. ...Negative2023-01-15 08:45:00CommuterXTwitter#Traffic #Morning5.010.0Canada20231158
222Just finished an amazing workout! 💪 ...Positive2023-01-15 15:45:00FitnessFanInstagram#Fitness #Workout20.040.0USA202311515
333Excited about the upcoming weekend getaway! ...Positive2023-01-15 18:20:00AdventureXFacebook#Travel #Adventure8.015.0UK202311518
444Trying out a new recipe for dinner tonight. ...Neutral2023-01-15 19:55:00ChefCookInstagram#Cooking #Food12.025.0Australia202311519
................................................
727728732Collaborating on a science project that receiv...Happy2017-08-18 18:20:00ScienceProjectSuccessHighSchoolFacebook#ScienceFairWinner #HighSchoolScience20.039.0UK201781818
728729733Attending a surprise birthday party organized ...Happy2018-06-22 14:15:00BirthdayPartyJoyHighSchoolInstagram#SurpriseCelebration #HighSchoolFriendship25.048.0USA201862214
729730734Successfully fundraising for a school charity ...Happy2019-04-05 17:30:00CharityFundraisingTriumphHighSchoolTwitter#CommunityGiving #HighSchoolPhilanthropy22.042.0Canada20194517
730731735Participating in a multicultural festival, cel...Happy2020-02-29 20:45:00MulticulturalFestivalJoyHighSchoolFacebook#CulturalCelebration #HighSchoolUnity21.043.0UK202022920
731732736Organizing a virtual talent show during challe...Happy2020-11-15 15:15:00VirtualTalentShowSuccessHighSchoolInstagram#VirtualEntertainment #HighSchoolPositivity24.047.0USA2020111515
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Happy \n", + "\n", + " Timestamp User Platform \\\n", + "0 2023-01-15 12:30:00 User123 Twitter \n", + "1 2023-01-15 08:45:00 CommuterX Twitter \n", + "2 2023-01-15 15:45:00 FitnessFan Instagram \n", + "3 2023-01-15 18:20:00 AdventureX Facebook \n", + "4 2023-01-15 19:55:00 ChefCook Instagram \n", + ".. ... ... ... \n", + "727 2017-08-18 18:20:00 ScienceProjectSuccessHighSchool Facebook \n", + "728 2018-06-22 14:15:00 BirthdayPartyJoyHighSchool Instagram \n", + "729 2019-04-05 17:30:00 CharityFundraisingTriumphHighSchool Twitter \n", + "730 2020-02-29 20:45:00 MulticulturalFestivalJoyHighSchool Facebook \n", + "731 2020-11-15 15:15:00 VirtualTalentShowSuccessHighSchool Instagram \n", + "\n", + " Hashtags Retweets Likes \\\n", + "0 #Nature #Park 15.0 30.0 \n", + "1 #Traffic #Morning 5.0 10.0 \n", + "2 #Fitness #Workout 20.0 40.0 \n", + "3 #Travel #Adventure 8.0 15.0 \n", + "4 #Cooking #Food 12.0 25.0 \n", + ".. ... ... ... \n", + "727 #ScienceFairWinner #HighSchoolScience 20.0 39.0 \n", + "728 #SurpriseCelebration #HighSchoolFriendship 25.0 48.0 \n", + "729 #CommunityGiving #HighSchoolPhilanthropy 22.0 42.0 \n", + "730 #CulturalCelebration #HighSchoolUnity 21.0 43.0 \n", + "731 #VirtualEntertainment #HighSchoolPositivity 24.0 47.0 \n", + "\n", + " Country Year Month Day Hour \n", + "0 USA 2023 1 15 12 \n", + "1 Canada 2023 1 15 8 \n", + "2 USA 2023 1 15 15 \n", + "3 UK 2023 1 15 18 \n", + "4 Australia 2023 1 15 19 \n", + ".. ... ... ... ... ... \n", + "727 UK 2017 8 18 18 \n", + "728 USA 2018 6 22 14 \n", + "729 Canada 2019 4 5 17 \n", + "730 UK 2020 2 29 20 \n", + "731 USA 2020 11 15 15 \n", + "\n", + "[732 rows x 15 columns]" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv(\"sentimentdataset.csv\")\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_backup = df.copy()" + ] + }, + { + "cell_type": "code", + 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" ' #Serenity #SunsetViews ',\n", + " ' #Gratitude #SmallJoys ',\n", + " ' #Hope #PersonalDevelopment ',\n", + " ' #Empowerment #SkillBuilding ',\n", + " ' #Compassion #VolunteerWork ',\n", + " ' #Tenderness #PetLove ',\n", + " ' #Arousal #FestivalExcitement ',\n", + " ' #Enthusiasm #HomeImprovement ',\n", + " ' #Fulfillment #PuzzleChallenge ',\n", + " ' #Reverence #NatureExploration ',\n", + " ' #Elation #FriendshipReunion ',\n", + " ' #Despair #Struggle ',\n", + " ' #Grief #Loss ',\n", + " ' #Loneliness #Isolation ',\n", + " ' #Jealousy #Envy ',\n", + " ' #Resentment #Bitterness ',\n", + " ' #Frustration #Obstacles ',\n", + " ' #Boredom #LackOfInterest ',\n", + " ' #Anxiety #Worry ',\n", + " ' #Intimidation #Fear ',\n", + " ' #Helplessness #Overwhelmed ',\n", + " ' #Envy #Desire ',\n", + " ' #Regret #MissedChances ',\n", + " ' #Disgust #Injustice ',\n", + " ' #Despair #Hopeless ',\n", + " ' #Grief #Tears ',\n", + " ' #Loneliness #SeekingConnection ',\n", + " ' #Jealousy #Insecurity ',\n", + " ' #Resentment #BrokenTrust ',\n", + " ' #Frustration #EmotionalOutburst ',\n", + " ' #Boredom #Monotony ',\n", + " ' #Anxiety #Restlessness ',\n", + " ' #Intimidation #FacingFear ',\n", + " ' #Helplessness #Struggling ',\n", + " ' #Envy #Success ',\n", + " ' #Regret #PastChoices ',\n", + " ' #Disgust #Corruption ',\n", + " ' #Despair #DarkDays ',\n", + " ' #Grief #EmotionalStorm ',\n", + " ' #Loneliness #YearningForConnection ',\n", + " ' #Jealousy #Resentment ',\n", + " ' #Resentment #Unforgiving ',\n", + " ' #Frustration #EmotionalOutburst ',\n", + " ' #Boredom #Stagnation ',\n", + " ' #Curiosity #Learning ',\n", + " ' #Indifference #DigitalOverload ',\n", + " ' #Confusion #LifePuzzle ',\n", + " ' #Numbness #EmotionalShield ',\n", + " ' #Melancholy #SunsetMoments ',\n", + " ' #Nostalgia #MemoryLane ',\n", + " ' #Ambivalence #UncertainChoices ',\n", + " ' #Acceptance #LifeJourney ',\n", + " ' #Determination #AchieveTheImpossible ',\n", + " ' #Serenity #NatureRetreat ',\n", + " ' #Curiosity #KnowledgeQuest ',\n", + " ' #Indifference #FloatingThroughLife ',\n", + " ' #Confusion #ThoughtLabyrinth ',\n", + " ' #Numbness #StoicFacade ',\n", + " ' #Melancholy #WhispersInTheBreeze ',\n", + " ' #Nostalgia #JournalMoments ',\n", + " ' #Ambivalence #ConflictingFeelings ',\n", + " ' #Acceptance #SelfLoveJourney ',\n", + " ' #Determination #DreamsIntoReality ',\n", + " ' #Serenity #OceanRetreat ',\n", + " ' #Curiosity #NewHorizons ',\n", + " ' #Indifference #DriftingThroughLife ',\n", + " ' #Confusion #PerplexedMind ',\n", + " ' #Numbness #EmotionalShield ',\n", + " ' #Melancholy #WistfulHeart ',\n", + " ' #Nostalgia #YearbookMemories ',\n", + " ' #Ambivalence #ShadesOfUncertainty ',\n", + " ' #Acceptance #ImperfectJourney ',\n", + " ' #Determination #UnparalleledHeights ',\n", + " ' #Serenity #NatureWhispers ',\n", + " ' #Indifference #SilentObserver ',\n", + " ' #Confusion #ThoughtLabyrinth ',\n", + " ' #Numbness #StoicResilience ',\n", + " ' #Melancholy #BittersweetMemories ',\n", + " ' #Nostalgia #DiaryJourney ',\n", + " ' #Ambivalence #ConflictingEmotions ',\n", + " ' #Acceptance #BeautifulChaos ',\n", + " ' #Determination #ExtraordinaryPath ',\n", + " ' #Serenity #RaindropMelody ',\n", + " ' #Curiosity #SeekerOfKnowledge ',\n", + " ' #Indifference #DriftingThroughLife ',\n", + " ' #Confusion #LabyrinthOfThoughts ',\n", + " ' #Numbness #EmotionalStorms ',\n", + " ' #Melancholy #WistfulYearning ',\n", + " ' #Nostalgia #PhotoAlbumStories ',\n", + " ' #Ambivalence #CrossroadsConfusion ',\n", + " ' #Acceptance #UnpredictableArt ',\n", + " ' #Determination #SculptingDreams ',\n", + " ' #Serenity #MoonlitPeace ',\n", + " ' #Curiosity #FearlessExplorer ',\n", + " ' #Numbness #EmotionalStorms ',\n", + " ' #Zest #CarefreeSpirit ',\n", + " ' #Contentment #GoldenGlow ',\n", + " ' #Hopeful #CanvasOfDreams ',\n", + " ' #Proud #BranchesOfAchievement ',\n", + " ' #Grateful #BlossomingConnection ',\n", + " ' #Empathetic #TapestryOfUnderstanding ',\n", + " ' #Compassionate #ShowerOfEmpathy ',\n", + " ' #Playful #DanceInTheRain ',\n", + " ' #FreeSpirit #PaintingTheSky ',\n", + " ' #Inspired #CreativePhoenix ',\n", + " ' #Hopeful #SunriseOfPossibilities ',\n", + " ' #Confident #FootprintsOfAssuredness ',\n", + " ' #Serenity #MoonlitSerenade ',\n", + " ' #Curiosity #LabyrinthOfQuestions ',\n", + " ' #Ambivalence #AutumnWaltz ',\n", + " ' #Grateful #GuidingStar ',\n", + " ' #Zest #FieldsOfEnthusiasm ',\n", + " ' #Compassionate #TearsOfEmpathy ',\n", + " ' #Proud #ScalingPeaks ',\n", + " ' #Hopeful #SeedsOfOptimism ',\n", + " ' #Playful #CarnivalEscapade ',\n", + " ' #Inspired #CloudsOfCreativity ',\n", + " ' #Contentment #TranquilWaters ',\n", + " ' #Empathetic #LanternOfCompassion ',\n", + " ' #FreeSpirit #WingsOfDreams ',\n", + " ' #Grateful #GoldenHues ',\n", + " ' #Confident #DanceOfLife ',\n", + " ' #Hopeful #BrighterTomorrows ',\n", + " ' #Playful #JugglingResponsibilities ',\n", + " ' #Inspired #TalesToTheStars ',\n", + " ' #Hopeful #SailorOfDreams ',\n", + " ' #Compassionate #TearsOfEmpathy ',\n", + " ' #Proud #ScalingPeaks ',\n", + " ' #Hopeful #SeedsOfOptimism ',\n", + " ' #Playful #CarnivalEscapade ',\n", + " ' #Inspired #CloudsOfCreativity ',\n", + " ' #Contentment #TranquilWaters ',\n", + " ' #Empathetic #LanternOfCompassion ',\n", + " ' #FreeSpirit #WingsOfDreams ',\n", + " ' #Grateful #GoldenHues ',\n", + " ' #Confident #DanceOfLife ',\n", + " ' #Hopeful #BrighterTomorrows ',\n", + " ' #Playful #JugglingResponsibilities ',\n", + " ' #Inspired #TalesToTheStars ',\n", + " ' #Hopeful #SailorOfDreams ',\n", + " ' #Compassionate #TearsOfEmpathy ',\n", + " ' #Proud #ScalingPeaks ',\n", + " ' #Hopeful #SeedsOfOptimism ',\n", + " ' #Playful #CarnivalEscapade ',\n", + " ' #Despair #EchoingSilence ',\n", + " ' #Bitterness #ResentmentWeb ',\n", + " ' #Loneliness #MiragesOfConnection ',\n", + " ' #Yearning #DistantWarmth ',\n", + " ' #Fearful #ImaginedHorrors ',\n", + " ' #Apprehensive #BalancingAct ',\n", + " ' #Overwhelmed #BouldersOfExhaustion ',\n", + " ' #Jealous #GreenEyedMonster ',\n", + " ' #Devastated #WindsOfBrokenPromises ',\n", + " ' #Frustrated #UnsolvablePuzzle ',\n", + " ' #Envious #GildedPrize ',\n", + " ' #Dismissive #ImpenetrableWalls ',\n", + " ' #Frustrated #MosaicOfDisappointment ',\n", + " ' #Loneliness #SolitaryNocturne ',\n", + " ' #Fearful #SpecterOfTheUnknown ',\n", + " ' #Bitterness #BitterAftertaste ',\n", + " ' #Overwhelmed #DrowningSoul ',\n", + " ' #Jealous #HeartOfDiscontent ',\n", + " ' #Devastated #ShatteredTrust ',\n", + " ' #Frustrated #SlippingThreads ',\n", + " ' #Envious #BitterPill ',\n", + " ' #Dismissive #IndifferencePerformance ',\n", + " ' #Despair #LabyrinthOfHopelessness ',\n", + " ' #Bitterness #IciclesOfResentment ',\n", + " ' #Loneliness #StarlessSky ',\n", + " ' #Yearning #HuesOfSunset ',\n", + " ' #Fearful #LurkingMonsters ',\n", + " ' #Apprehensive #StormOfDoubt ',\n", + " ' #Overwhelmed #MinotaurOfPressure ',\n", + " ' #Jealous #BloomingAchievements ',\n", + " ' #Devastated #EchoesOfShatteredDreams ',\n", + " ' #Frustrated #LabyrinthOfMiscommunication ',\n", + " ' #Envious #DesireForKeys ',\n", + " ' #Dismissive #IndifferencePerformance ',\n", + " ' #Frustrated #MosaicOfDisappointment ',\n", + " ' #Loneliness #SolitaryNocturne ',\n", + " ' #Awe #BreathtakingSunrise ',\n", + " ' #Determination #Challenges ',\n", + " ' #Nostalgia #OldMemories ',\n", + " ' #Thrill #CulturalCelebration ',\n", + " ' #Calmness #RainyDays ',\n", + " ' #Overwhelmed #SupportiveCommunity ',\n", + " ' #Excitement #VacationCountdown ',\n", + " ' #Gratitude #LifeLessons ',\n", + " ' #Bittersweet #Farewell ',\n", + " ' #Curiosity #AncientDiscovery ',\n", + " ' #Admiration #HandcraftedArt ',\n", + " ' #Overjoyed #WinterWarmth ',\n", + " ' #Inspiration #ColorfulSunset ',\n", + " ' #Motivation #FitnessGoals ',\n", + " ' #Gratitude #MorningCoffee ',\n", + " ' #Empowerment #HikingAdventure ',\n", + " ' #Amusement #PlayfulKittens ',\n", + " ' #Contemplation #StarryNight ',\n", + " ' #JoyfulReunion #Friendship ',\n", + " ' #Excitement #SurpriseCelebration ',\n", + " ' #Satisfaction #DIYProject ',\n", + " ' #Blessed #SupportiveCommunity ',\n", + " ' #Serenity #TranquilGarden ',\n", + " ' #Anticipation #AdventureAwaits ',\n", + " ' #Reflection #PersonalGrowth ',\n", + " ' #Nostalgia #ChildhoodFavorites ',\n", + " ' #Appreciation #CulturalExperience ',\n", + " ' #Confidence #OvercomingAnxiety ',\n", + " ' #Contentment #FamilyLaughter ',\n", + " ' #Enthusiasm #SkillBuilding ',\n", + " ' #Surprise #HiddenGem ',\n", + " ' #Accomplishment #FitnessSuccess ',\n", + " ' #Wonderment #DoubleRainbow ',\n", + " ' #Optimism #BrightFuture ',\n", + " ' #Pride #CareerMilestone ',\n", + " ' #Happiness #SunnyDay ',\n", + " ' #Elation #RareBookDiscovery ',\n", + " ' #Curiosity #AncientMysteries ',\n", + " ' #Enchantment #CosmicFireflies ',\n", + " ' #Intrigue #AbstractArt ',\n", + " ' #PlayfulJoy #ChildrensPlaydate ',\n", + " ' #Mindfulness #LakeTranquility ',\n", + " ' #DreamChaser #SkyHighDreams ',\n", + " ' #Elegance #BallroomDance ',\n", + " ' #Whimsy #MagicalWorld ',\n", + " ' #Pensive #AncientCivilization ',\n", + " ' #Thrill #RollercoasterAdventure ',\n", + " ' #Harmony #MusicalUnity ',\n", + " ' #Creativity #ArtistsHaven ',\n", + " ' #Radiance #SpringBlooms ',\n", + " ' #Wonder #StargazingAdventure ',\n", + " ' #Rejuvenation #SeasideEscape ',\n", + " ' #Inspiration #ForestWhispers ',\n", + " ' #Coziness #WarmWinterEvening ',\n", + " ' #Gratitude #FamilyLaughter ',\n", + " ' #Adventure #CulinaryJourney ',\n", + " ' #Euphoria #PuzzleCompletion ',\n", + " ' #Awe #ArchitecturalGrandeur ',\n", + " ' #Enchantment #FireflyField ',\n", + " ' #Melodic #StreetMusic ',\n", + " ' #FestiveJoy #SummerCarnival ',\n", + " ' #InnerJourney #MeditationBliss ',\n", + " ' #Freedom #CoastalAdventure ',\n", + " ' #Dazzle #MasqueradeElegance ',\n", + " ' #Whimsy #FairyTaleMagic ',\n", + " ' #Reflection #ForgottenEra ',\n", + " ' #Adrenaline #RollercoasterThrills ',\n", + " ' #Harmony #MusicalUnity ',\n", + " ' #ArtisticBurst #StudioCreativity ',\n", + " ' #Radiance #SpringBlooms ',\n", + " ' #Wonder #StargazingAdventure ',\n", + " ' #Rejuvenation #SeasideEscape ',\n", + " ' #Inspiration #ForestWhispers ',\n", + " ' #Coziness #WarmWinterEvening ',\n", + " ' #Gratitude #FamilyLaughter ',\n", + " ' #CulinaryOdyssey #FlavorsAroundTheWorld ',\n", + " ' #Euphoria #PerfectPuzzle ',\n", + " ' #Awe #ArchitecturalGrandeur ',\n", + " ' #Curiosity #AncientMysteries ',\n", + " ' #Excitement #SnowfallMagic ',\n", + " ' #Contentment #FreshBreadAroma ',\n", + " ' #Resilience #StandingTall ',\n", + " ' #Immersion #CaptivatingNovel ',\n", + " ' #Nostalgia #FamilyPhotoAlbum ',\n", + " ' #Spark #InspirationIgnited ',\n", + " ' #Gratitude #WarmTea ',\n", + " ' #Marvel #ColorfulStreetMarket ',\n", + " ' #Serenity #TranquilSunset ',\n", + " ' #Heartbreak #LostLove ',\n", + " ' #Loneliness #HeavyHeart ',\n", + " ' #Grief #LostFriendship ',\n", + " ' #Despair #EndlessDarkness ',\n", + " ' #Betrayal #ShatteredTrust ',\n", + " ' #Suffering #HeartacheSymphony ',\n", + " ' #EmotionalStorm #SadnessWhirlwind ',\n", + " ' #Regret #HauntedPast ',\n", + " ' #Grief #TornApart ',\n", + " ' #Isolation #EmotionalWinter ',\n", + " ' #Disappointment #CrushedHopes ',\n", + " ' #LostLove #PainfulEchoes ',\n", + " ' #Despair #AbyssOfHeartache ',\n", + " ' #Melancholy #QuietSerenade ',\n", + " ' #Bitterness #WoundedHeart ',\n", + " ' #Exhaustion #CrushedSpirit ',\n", + " ' #Sorrow #SymphonyOfLoss ',\n", + " ' #Darkness #SoulEngulfed ',\n", + " ' #Desperation #GlimmerOfHope ',\n", + " ' #Ruins #ShatteredDreams ',\n", + " ' #Desolation #ScatteredHope ',\n", + " ' #Regret #PathOfRemorse ',\n", + " ' #Grief #LostJoyFootsteps ',\n", + " ' #Loneliness #CrashingWaves ',\n", + " ' #Bitterness #StainedTrust ',\n", + " ' #Desolation #WhisperedLoss ',\n", + " ' #Heartbreak #RippleOfDespair ',\n", + " ' #Grief #SilentTears ',\n", + " ' #Betrayal #ReverberatingPromises ',\n", + " ' #Resilience #TightropeWalk ',\n", + " ' #Isolation #SilentSolitude ',\n", + " ' #Regret #FadingPossibilities ',\n", + " ' #Despair #EndlessReverberation ',\n", + " ' #Sorrow #AutumnLeaves ',\n", + " ' #Desolation #ShatteredHopes ',\n", + " ' #Grief #LostLoveLonging ',\n", + " ' #Betrayal #ClosingWalls ',\n", + " ' #Heartbreak #CalmAfterStorm ',\n", + " ' #Despair #UnraveledHope ',\n", + " ' #Loss #SilentSurrender ',\n", + " ' #Heartache #LoveSongLonging ',\n", + " ' #Nostalgia #CherishedMemories ',\n", + " ' #Grief #MelancholicMelody ',\n", + " ' #Betrayal #PoisonedTrust ',\n", + " ' #Despair #DeepDescent ',\n", + " ' #Desolation #UntoldSorrows ',\n", + " ' #Regret #PastCurrents ',\n", + " ' #Loss #ForgottenLove ',\n", + " ' #Betrayal #ShatteredVows ',\n", + " ' #Solitude #ShadowConversation ',\n", + " ' #Joy #SimpleMoments ',\n", + " ' #Happiness #SpiritLifter ',\n", + " ' #Contentment #InnerPeace ',\n", + " ' #Enthusiasm #HopefulJourney ',\n", + " ' #Gratitude #ThankfulMelody ',\n", + " ' #Accomplishment #HappinessMilestone ',\n", + " ' #Positivity #SoulUpliftment ',\n", + " ' #Joy #CherishedMoment ',\n", + " ' #Kindness #LoveStitches ',\n", + " ' #Friendship #CamaraderieBlooms ',\n", + " ' #Love #RhythmOfAffection ',\n", + " ' #Joy #EndlessSmiles ',\n", + " ' #Excitement #IgnitedSoul ',\n", + " ' #Surprise #WonderfulMoment ',\n", + " ' #Curiosity #TreasuresOfDiscovery ',\n", + " ' #Gratitude #ShowerOfThankfulness ',\n", + " ' #Inspiration #BrilliantTrails ',\n", + " ' #Success #NightSkyTriumph ',\n", + " ' #Happiness #BoundlessLaughter ',\n", + " ' #Thrill #WildHeartRide ',\n", + " ' #Reflection #ParisianDreams ',\n", + " ' #Enchantment #ChildhoodFantasies ',\n", + " ' #Excitement #SymphonyOfSpeed ',\n", + " ' #Joy #SpringtimeColors ',\n", + " ' #Exploration #JapaneseTraditions ',\n", + " ' #Awe #EarthsGrandeur ',\n", + " ' #Serenity #SunsetHues ',\n", + " ' #Amazement #AncientTales ',\n", + " ' #Romance #TimelessCity ',\n", + " ' #Awe #AncientCivilizations ',\n", + " ' #Excitement #UrbanEnergy ',\n", + " ' #Captivation #GladiatorTales ',\n", + " ' #Serenity #ParadiseWhispers ',\n", + " ' #Wonder #NatureOrchestra ',\n", + " ' #Awe #EngineeringMarvels ',\n", + " ' #Accomplishment #SunriseHues ',\n", + " ' #Exploration #KhmerStories ',\n", + " ' #Adventure #SnowPeakDance ',\n", + " ' #Tranquility #ZenWisdom ',\n", + " ' #Grandeur #IcyMasterpiece ',\n", + " ' #Emotion #AdeleConcert ',\n", + " ' #Energy #BeyonceConcert ',\n", + " ' #Enchantment #TaylorSwift ',\n", + " ' #Nostalgia #QueenTribute ',\n", + " ' #Serenity #EdSheeranConcert ',\n", + " ' #Joy #BrunoMars ',\n", + " ' #Celebration #MJTribute ',\n", + " ' #Charm #SinatraTribute ',\n", + " ' #Ecstasy #MetallicaConcert ',\n", + " ' #Hope #ColdplayMagic ',\n", + " ' #Enthusiasm #JustinBieber ',\n", + " ' #Creativity #LadyGaga ',\n", + " ' #Emotion #AdeleMelodies ',\n", + " ' #Colorful #KatyPerry ',\n", + " ' #Pride #JayZAnthem ',\n", + " ' #Hypnotic #ShakiraRhythms ',\n", + " ' #Connection #U2Anthem ',\n", + " ' #Iconic #GNRConcert ',\n", + " ' #Euphoria #ArianaGrande ',\n", + " ' #Journey #BobMarleyTribute ',\n", + " ' #Excitement #MoviePremiereThrills ',\n", + " ' #Nostalgia #ClassicFilmMoments ',\n", + " ' #Engagement #WebSeriesJourney ',\n", + " ' #Pride #IndieFilmSuccess ',\n", + " ' #Touched #FamilyDramaMoments ',\n", + " ' #Gratitude #OscarWinningMoment ',\n", + " ' #Inspiration #HiddenGemDiscovery ',\n", + " ' #Contemplation #DeepMeanings ',\n", + " ' #Suspense #CrimeSeriesThrills ',\n", + " ' #Satisfaction #FulfillingEnding ',\n", + " ' #Joy #WorldCupTriumph ',\n", + " ' #Inspiration #OlympicAchievement ',\n", + " ' #Excitement #CricketChampionship ',\n", + " ' #Admiration #MarathonRecords ',\n", + " ' #Captivation #TennisRivalry ',\n", + " ' #Triumph #BasketballFinals ',\n", + " ' #Awe #GolfVictory ',\n", + " ' #Thrill #Formula1Championship ',\n", + " ' #Determination #CyclingChampion ',\n", + " ' #Heartwarming #HockeyFinalsComeback ',\n", + " ' #Disappointment #SoccerDefeats ',\n", + " ' #Frustration #TennisSetback ',\n", + " ' #Reflection #BoxingDefeat ',\n", + " ' #Obstacle #CyclingFrustration ',\n", + " ' #Sympathy #GymnasticsFall ',\n", + " ' #Pressure #GolfDefeat ',\n", + " ' #RenewedEffort #BasketballStruggles ',\n", + " ' #Miscalculation #SwimmingDisappointment ',\n", + " ' #Challenge #WeightliftingFailure ',\n", + " ' #Despair #OwnGoal ',\n", + " ' #Tranquility #SunsetBeauty ',\n", + " ' #Adventure #RoadTripMemories ',\n", + " ' #Solace #CafeReflection ',\n", + " ' #Creativity #StreetArtVibes ',\n", + " ' #Breakthrough #ScientificDiscovery ',\n", + " ' #Harmony #OrchestraMelody ',\n", + " ' #JoyInBaking #HomemadeDelights ',\n", + " ' #EnvisioningHistory #MuseumTales ',\n", + " ' #Imagination #LiteraryEscape ',\n", + " ' #Vibrancy #MarketStories ',\n", + " ' #Mesmerizing #NightDancePerformance ',\n", + " ' #CulinaryAdventure #StreetFoodDelights ',\n", + " ' #WinterMagic #SnowyLandscapes ',\n", + " ' #ThrillingJourney #MysteryNovel ',\n", + " ' #NaturesBeauty #FloralJoy ',\n", + " ' #CelestialWonder #Stargazing ',\n", + " ' #CreativeInspiration #CoffeeJourney ',\n", + " ' #RunwayCreativity #FashionInnovation ',\n", + " ' #OceansFreedom #SurfingThrills ',\n", + " ' #WhispersOfThePast #HistoricalTour ',\n", + " ' #CrushStruggles #AvoidingEyeContact ',\n", + " ' #SnackCrisis #TeenLife ',\n", + " ' #SelfieStruggle #TeenConfessions ',\n", + " ' #TeenProblems #LostHeadphones ',\n", + " ' #StudyingMemes #TeenLife ',\n", + " ' #WeekendOops #TeenFashion ',\n", + " ' #TeenSuccess #ProjectMiracle ',\n", + " ' #TeenChef #CookingFail ',\n", + " ' #ClassEvent #TeenExcitement ',\n", + " ' #BookDiscoveries #TeenReading ',\n", + " ' #GameOn #TeenGamer ',\n", + " ' #BingeWatchDay #TeenLife ',\n", + " ' #FashionGoals #TeenStyle ',\n", + " ' #InstrumentLearning #TeenMusic ',\n", + " ' #MusicTherapy #TeenPlaylist ',\n", + " ' #CookingSuccess #TeenCook ',\n", + " ' #GetawayGoals #TeenTravel ',\n", + " ' #MusicMagic #TeenConcert ',\n", + " ' #ChildhoodMemories #TeenCartoons ',\n", + " ' #DIYGoals #TeenCreative ',\n", + " ' #CulturalDay #TeenCuriosity ',\n", + " ' #BloggingJourney #TeenThoughts ',\n", + " ' #QuietMoments #BookishEscape ',\n", + " ' #AgingGracefully #Memories ',\n", + " ' #ArtDiscovery #SeniorArtist ',\n", + " ' #HappinessInFood #SeniorLife ',\n", + " ' #MindEnrichment #SeniorLearning ',\n", + " ' #MusicLover #SeniorConcert ',\n", + " ' #NatureCapture #SeniorMoments ',\n", + " ' #FriendshipGoals #SeniorBonding ',\n", + " ' #CherishedPlaces #SeniorTravel ',\n", + " ' #MusicHarmony #SeniorVoices ',\n", + " ' #MindfulLiving #SeniorCalm ',\n", + " ' #NatureWonders #SeniorGarden ',\n", + " ' #LifeWellLived #SeniorWine ',\n", + " ' #CreativityAtAnyAge #SeniorCreativity ',\n", + " ' #LifetimeExperiences #SeniorMemoir ',\n", + " ' #LifetimeAdventure #SeniorCuriosity ',\n", + " ' #KitchenMemories #SeniorCulinary ',\n", + " ' #OutdoorBeauty #SeniorClicks ',\n", + " ' #TimelessTunes #SeniorJazz ',\n", + " ' #SoulfulWriting #SeniorReflections ',\n", + " ' #DiscoverNewPlaces #SeniorTravel ',\n", + " ' #RoadTripDownMemoryLane #SeniorCars ',\n", + " ' #GardenFriends #SeniorGreenThumb ',\n", + " ' #HeartwarmingMoments #SeniorFamily ',\n", + " ' #DanceLife #SeniorMoves ',\n", + " ' #CreativeExpressions #SeniorArt ',\n", + " ' #BookishTalks #SeniorBookworms ',\n", + " ' #FriendshipSunshine #SeniorMemories ',\n", + " ' #StagePassion #SeniorTheater ',\n", + " ' #NatureTrailBlazer #SeniorExplorer ',\n", + " ' #LifeInPictures #SeniorExhibition ',\n", + " ' #OpenRoadAdventures #SeniorCycling ',\n", + " ' #AgedToPerfection #SeniorCheers ',\n", + " ' #GracefulMoves #SeniorDance ',\n", + " ' #CommunityArt #SeniorCreativity ',\n", + " ' #FriendshipAdventures #SeniorNostalgia ',\n", + " ' #CelestialWonders #SeniorAstronomy ',\n", + " ' #TimelessTunes #SeniorJazz ',\n", + " ' #LifeLessons #SeniorBlog ',\n", + " ' #RunForACause #SeniorSupport ',\n", + " ' #PhysicsSurvivor #HighSchoolAdventures ',\n", + " ' #CodingAdventure #HighSchoolCoderLife ',\n", + " ' #DebateWarrior #HighSchoolDebater ',\n", + " ' #PhotographyClub #HighSchoolPhotographer ',\n", + " ' #PromDreams #HighSchoolFairytale ',\n", + " ' #OutdoorClassroom #HighSchoolExplorer ',\n", + " ' #ArtisticMishaps #HighSchoolArt ',\n", + " ' #SkaterLife #HighSchoolSkater ',\n", + " ' #KpopFangirl #HighSchoolMusic ',\n", + " ' #ChemistryWizard #HighSchoolScientist ',\n", + " ' #BirthdayParty #HighSchoolCelebration ',\n", + " ' #DramaClubStar #HighSchoolActor ',\n", + " ' #FantasyBookNerd #HighSchoolReader ',\n", + " ' #DoodleMaster #HighSchoolArt ',\n", + " ' #HandstandChallenge #HighSchoolAthlete ',\n", + " ' #SnackSmuggler #HighSchoolSnacks ',\n", + " ' #SleepoverFun #HighSchoolMemories ',\n", + " ' #DanceFail #HighSchoolTikTok ',\n", + " ' #SocialMediaBlunder #HighSchoolAwkward ',\n", + " ' #CrushFail #HighSchoolEmbarrassment ',\n", + " ' #PaperPlaneExpert #HighSchoolArt ',\n", + " ' #TextbookJuggling #HighSchoolSkills ',\n", + " ' #SnackNinja #HighSchoolSnacks ',\n", + " ' #SurpriseAdventure #HighSchoolFun ',\n", + " ' #RainDance #HighSchoolJoy ',\n", + " ' #TextingFail #HighSchoolAwkward ',\n", + " ' #MagicFail #HighSchoolMagic ',\n", + " ' #OrigamiMaster #HighSchoolArt ',\n", + " ' #HackySackChallenge #HighSchoolAthlete ',\n", + " ' #FriendshipGoals #HighSchoolMemories ',\n", + " ' #BurgerQuest #HighSchoolFoodie ',\n", + " ' #StandUpComedy #HighSchoolTalent ',\n", + " ' #LoveLetterFail #HighSchoolAwkward ',\n", + " ' #ScienceGeek #HighSchoolExperiments ',\n", + " ' #FriendshipBracelets #HighSchoolCrafts ',\n", + " ' #CartwheelChallenge #HighSchoolAthlete ',\n", + " ' #MovieNight #HighSchoolMemories ',\n", + " ' #HairExperiment #HighSchoolStyle ',\n", + " ' #TimeCapsule #HighSchoolNostalgia ',\n", + " ' #FirstDayOops #HighSchoolEmbarrassment ',\n", + " ' #HealthyLiving #HighSchoolWellness ',\n", + " ' #SchoolChallenges #HighSchoolStruggles ',\n", + " ' #OnlineHate #HighSchoolReality ',\n", + " ' #BadDay #HighSchoolBlues ',\n", + " ' #Disappointment #HighSchoolSports ',\n", + " ' #CafeteriaDrama #HighSchoolTension ',\n", + " ' #AcademicFrustration #HighSchoolStress ',\n", + " ' #LifeChallenges #HighSchoolStruggles ',\n", + " ' #LonelyNights #HighSchoolEmotions ',\n", + " ' #StopCyberbullying #HighSchoolReality ',\n", + " ' #BadLuck #HighSchoolWeather ',\n", + " ' #MissedChances #HighSchoolRegret ',\n", + " ' #RumorMills #HighSchoolDrama ',\n", + " ' #BadLuckDay #HighSchoolStruggles ',\n", + " ' #SayingGoodbye #HighSchoolEmotions ',\n", + " ' #CollegeDreams #HighSchoolJourney ',\n", + " ' #OnlineGaming #HighSchoolGamer ',\n", + " ' #BadHairDay #HighSchoolConfidence ',\n", + " ' #ProjectStruggles #HighSchoolHardships ',\n", + " ' #OnlineOpinions #HighSchoolCriticism ',\n", + " ' #TechIssues #HighSchoolTech ',\n", + " ' #MissedMoments #HighSchoolRegret ',\n", + " ' #StudyStrategies #HighSchoolExams ',\n", + " ' #EnvironmentalEfforts #HighSchoolCommunity ',\n", + " ' #BookClub #HighSchoolReads ',\n", + " ' #BakingAdventures #HighSchoolBakes ',\n", + " ' #Teamwork #HighSchoolProjects ',\n", + " ' #SchoolClubs #HighSchoolInterests ',\n", + " ' #CareerDevelopment #HighSchoolJobs ',\n", + " ' #SchoolEvents #HighSchoolConnectivity ',\n", + " ' #PhotographyJourney #HighSchoolHobbies ',\n", + " ' #ScienceFair #HighSchoolScience ',\n", + " ' #EfficiencyGoals #HighSchoolSkills ',\n", + " ' #CommunityService #HighSchoolVolunteer ',\n", + " ' #TeamSpirit #HighSchoolProjects ',\n", + " ' #DebateSkills #HighSchoolIntellect ',\n", + " ' #SurpriseParty #HighSchoolCelebration ',\n", + " ' #CodingTriumph #HighSchoolTech ',\n", + " ' #TalentShow #HighSchoolEntertainment ',\n", + " ' #NatureAdventures #HighSchoolFriends ',\n", + " ' #SportsTriumph #HighSchoolAthletics ',\n", + " ' #GlobalFriendship #HighSchoolCorrespondence ',\n", + " ' #ArtCollaboration #HighSchoolCreativity ',\n", + " ' #ArtisticExpression #HighSchoolCreativity ',\n", + " ' #AthleticAchievement #HighSchoolSports ',\n", + " ' #ScienceFairWinner #HighSchoolScience ',\n", + " ' #SurpriseCelebration #HighSchoolFriendship ',\n", + " ' #CommunityGiving #HighSchoolPhilanthropy ',\n", + " ' #CulturalCelebration #HighSchoolUnity ',\n", + " ' #VirtualEntertainment #HighSchoolPositivity ']" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "arquivo = 'sentimentdataset.csv'\n", + "hashtags = pd.read_csv(arquivo, usecols=['Hashtags'])\n", + "\n", + "lista_hashtags = hashtags['Hashtags'].tolist()\n", + "lista_hashtags" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'WordCloud' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[26], line 5\u001b[0m\n\u001b[0;32m 1\u001b[0m hashtags \u001b[38;5;241m=\u001b[39m df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mHashtags\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mdropna()\n\u001b[0;32m 3\u001b[0m lista_hashtags \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mjoin(lista_hashtags)\n\u001b[1;32m----> 5\u001b[0m wordcloud \u001b[38;5;241m=\u001b[39m \u001b[43mWordCloud\u001b[49m(width\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m800\u001b[39m, height\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m400\u001b[39m, background_color\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mwhite\u001b[39m\u001b[38;5;124m'\u001b[39m, colormap\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mviridis\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;241m.\u001b[39mgenerate(lista_hashtags)\n\u001b[0;32m 6\u001b[0m plt\u001b[38;5;241m.\u001b[39mfigure(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m10\u001b[39m, \u001b[38;5;241m5\u001b[39m))\n\u001b[0;32m 7\u001b[0m plt\u001b[38;5;241m.\u001b[39mimshow(wordcloud, interpolation\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbilinear\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "\u001b[1;31mNameError\u001b[0m: name 'WordCloud' is not defined" + ] + } + ], + "source": [ + "hashtags = df['Hashtags'].dropna()\n", + "\n", + "lista_hashtags = \" \".join(lista_hashtags)\n", + "\n", + "wordcloud = WordCloud(width=800, height=400, background_color='white', colormap='viridis').generate(lista_hashtags)\n", + "plt.figure(figsize=(10, 5))\n", + "plt.imshow(wordcloud, interpolation='bilinear')\n", + "plt.axis('off')\n", + "plt.title('Nuvem de Palavras de Hashtags')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'plt' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[27], line 6\u001b[0m\n\u001b[0;32m 4\u001b[0m platform_counts \u001b[38;5;241m=\u001b[39m df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPlatform\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mvalue_counts()\n\u001b[0;32m 5\u001b[0m \u001b[38;5;66;03m# Criar o gráfico de pizza atualizado\u001b[39;00m\n\u001b[1;32m----> 6\u001b[0m \u001b[43mplt\u001b[49m\u001b[38;5;241m.\u001b[39mfigure(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m8\u001b[39m, \u001b[38;5;241m6\u001b[39m))\n\u001b[0;32m 7\u001b[0m plt\u001b[38;5;241m.\u001b[39mpie(platform_counts, labels\u001b[38;5;241m=\u001b[39mplatform_counts\u001b[38;5;241m.\u001b[39mindex\u001b[38;5;241m.\u001b[39mstr\u001b[38;5;241m.\u001b[39mcapitalize(), autopct\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m%1.1f\u001b[39;00m\u001b[38;5;132;01m%%\u001b[39;00m\u001b[38;5;124m'\u001b[39m, startangle\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m90\u001b[39m, colors\u001b[38;5;241m=\u001b[39mplt\u001b[38;5;241m.\u001b[39mcm\u001b[38;5;241m.\u001b[39mPaired\u001b[38;5;241m.\u001b[39mcolors)\n\u001b[0;32m 8\u001b[0m plt\u001b[38;5;241m.\u001b[39mtitle(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDistribuição de Acessos por Plataforma (Padronizado)\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined" + ] + } + ], + "source": [ + "# Padronizar o nome das plataformas para evitar duplicatas devido a diferenças de formatação\n", + "df['Platform'] = df['Platform'].str.strip().str.lower()\n", + "# Contar a frequência de cada plataforma após a padronização\n", + "platform_counts = df['Platform'].value_counts()\n", + "# Criar o gráfico de pizza atualizado\n", + "plt.figure(figsize=(8, 6))\n", + "plt.pie(platform_counts, labels=platform_counts.index.str.capitalize(), autopct='%1.1f%%', startangle=90, colors=plt.cm.Paired.colors)\n", + "plt.title('Distribuição de Acessos por Plataforma (Padronizado)')\n", + "plt.axis('equal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'plt' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[28], line 8\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[38;5;66;03m# Criar o gráfico de barras empilhadas\u001b[39;00m\n\u001b[0;32m 7\u001b[0m sentiment_platform\u001b[38;5;241m.\u001b[39mplot(kind\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbar\u001b[39m\u001b[38;5;124m'\u001b[39m, stacked\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, color\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgreen\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgray\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mred\u001b[39m\u001b[38;5;124m'\u001b[39m], figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m10\u001b[39m, \u001b[38;5;241m6\u001b[39m))\n\u001b[1;32m----> 8\u001b[0m \u001b[43mplt\u001b[49m\u001b[38;5;241m.\u001b[39mtitle(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDistribuição de Sentimentos por Plataforma\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 9\u001b[0m plt\u001b[38;5;241m.\u001b[39mxlabel(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPlataforma\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 10\u001b[0m plt\u001b[38;5;241m.\u001b[39mylabel(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mNúmero de Sentimentos\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined" + ] + }, + { + "data": { + "image/png": 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5uX943cX0FRERERH5I861XUBNmjNnTo3NNXv27Bqb6++kadOmlJWV0aBBg9ou5ZKd/ttIp4OdiIiIiNg3hwo/Uvvq1KlDo0aNarsMEREREXFA2vZmR9LS0ujWrRs+Pj74+fkRHR1NUVGR0f7tt98SFxdH/fr18fT0pGPHjuzatctof/vtt+nUqRNubm40aNCA2NhYo+3w4cOMHDkSX19fPDw8uPHGGykoKDDaU1JS8PHx4Z133qFly5Z4eHhw6623cuzYMVatWkVQUBC+vr5MnDiR6upq47qgoCAefvhh4uLi8PT0pEmTJjzzzDO/e4+/3cp2+PBhRowYgb+/P+7u7oSEhJCcnGxzzVdffUXv3r3x8PCgXbt27Nix45LrPnHiBAkJCTRp0gRPT086d+5MRkbGWeO+9957hIWFYTabGTBgAGVlZQAkJiayatUq3nrrLUwmEyaTyeZ6EREREbE/Cj925OjRo8THx5OdnU16ejpOTk7ExsZisVioqKigZ8+e/Pe//2Xjxo3s3buXadOmYbFYANi0aROxsbEMHDiQPXv2kJ6eznXXXWeMPXr0aLKzs9m4cSM7duzAarUycOBATp48afQ5duwYy5YtIzU1lbS0NDIyMoiNjWXz5s1s3ryZ1atX8/zzz/PGG2/Y1L1w4ULatWvHnj17mD59OpMmTeKDDz64oHt+6KGH2L9/P++++y4HDhzg2WefPWtL3IwZM0hISCA3N5fQ0FDi4uI4derUJdU9YcIEduzYQWpqKvv27WPo0KEMGDDAJhAeO3aMRYsWsXr1aj7++GNKS0tJSEgAICEhgdtuu80IRGVlZXTp0uWC7llEREREaoe2vdmRIUOG2ByvXLkSf39/9u/fz/bt2/nxxx/Jysqifv36ALRo0cLo++ijjzJ8+HCb55ratWsHQEFBARs3biQzM9P4D/Q1a9bQtGlTNmzYwNChQwE4efIkzz77LNdccw0At956K6tXr+aHH37AbDbTunVrevfuzZYtWxg2bJgxT9euXZk+fToAoaGhZGZm8uSTT9KvX78/vOfS0lIiIyPp2LEj8OtK0m8lJCQwaNAg4Nfnttq0aUNhYSGtWrX6U3WXlpaSnJxMaWkpjRs3NuZIS0sjOTmZxx57zBj3ueeeM8adMGECc+fOBcBsNuPu7s6JEye0jU9ERETkb0IrP3akoKCAuLg4mjdvjre3txEESktLyc3NJTIy0gg+v5Wbm0vfvn3P2XbgwAGcnZ3p3Lmzcc7Pz4+WLVty4MAB45yHh4fxH/oADRs2JCgoCLPZbHOuvLzcZvyoqKizjs8c93zuueceUlNTad++PdOmTWP79u1n9YmIiDB+DwgIALCp4WLrzsvLo7q6mtDQUMxms/GzdetWm22Gvx03ICDgrHsXERERkb8PrfzYkZiYGAIDA0lKSqJx48ZYLBbCw8OpqqrC3d39vNf+UfuFqFu3rs2xyWQ657nTW+0uhxtvvJGvv/6azZs388EHH9C3b1/uu+8+Fi1adM66TCYTgE0NF1t3RUUFderUIScnhzp16tj0OzMwnWsMq9X6Z25TREREROyAVn7sxKFDh8jPz2fmzJn07duXsLAwDh8+bLRHRESQm5vLTz/9dM7rIyIiSE9PP2dbWFgYp06dsnk5wun5Wrdufcm179y586zjsLCwC77e39+fUaNG8fLLL7NkyRJWrFhxyTWdT2RkJNXV1ZSXl9OiRQubn4vZwubi4mLzEgURERERsW8KP3bC19cXPz8/VqxYQWFhIR999BHx8fFGe1xcHI0aNWLw4MFkZmby1Vdf8eabbxpvPps9ezZr165l9uzZHDhwgLy8PBYsWABASEgIN998M+PHj2fbtm3s3buXf/7znzRp0oSbb775kmvPzMzk8ccf58svv+SZZ57h9ddfZ9KkSRd07axZs3jrrbcoLCzk888/55133rmo4PRnhIaGMmLECEaOHMm6desoLi5m9+7dzJs3j02bNl3wOEFBQezbt4/8/HwOHjxo8/IIEREREbE/Cj92wsnJidTUVHJycggPD2fKlCksXLjQaHdxceH999/nqquuYuDAgbRt25b58+cb27Z69erF66+/zsaNG2nfvj19+vRh9+7dxvXJyclce+21REdHExUVhdVqZfPmzWdt7fozpk6dSnZ2NpGRkTzyyCM88cQT9O/f/4KudXFx4cEHHyQiIoIePXpQp04dUlNTL7mmP5KcnMzIkSOZOnUqLVu2ZPDgwWRlZdGsWbMLHmP8+PG0bNmSjh074u/vT2Zm5l9YsYiIiIhcKpP1CnuIobKykuLiYoKDg3Fzc6vtcq54QUFBTJ48mcmTJ9d2KQ5P330RERGR89PKj4iIiIiIOASFHxERERERcQh61bVckpKSktouQURERETkgmjlR0REREREHILCj4iIiIiIOASFHxERERERcQgKPyIiIiIi4hAUfkRERERExCEo/IiIiIiIiENQ+PkbKykpwWQykZube0nj9OrVi8mTJ1+Wms7FZDKxYcOGv2x8EREREZEL4Vh/58dkqrm5rNaam+sSrVu3jrp1617yOImJiWzYsOGsMFZWVoavr+8ljy8iIiIicikcK/zIOdWvX/+87VVVVbi4uPzp8Rs1avSnrxURERERuVy07c2OpKWl0a1bN3x8fPDz8yM6OpqioiKjfffu3URGRuLm5kbHjh3Zs2ePzfUZGRmYTCbee+89IiMjcXd3p0+fPpSXl/Puu+8SFhaGt7c3t99+O8eOHTOu++22t6CgIB5++GFGjhyJt7c3d911FwAPPPAAoaGheHh40Lx5cx566CFOnjwJQEpKCnPmzGHv3r2YTCZMJhMpKSnA2dve8vLy6NOnD+7u7vj5+XHXXXdRUVFhtI8ePZrBgwezaNEiAgIC8PPz47777jPmEhERERH5M7TyY0eOHj1KfHw8ERERVFRUMGvWLGJjY8nNzeXYsWNER0fTr18/Xn75ZYqLi5k0adI5x0lMTOTpp5/Gw8OD2267jdtuuw1XV1deeeUVKioqiI2N5amnnuKBBx743VoWLVrErFmzmD17tnHOy8uLlJQUGjduTF5eHuPHj8fLy4tp06YxbNgwPvvsM9LS0vjwww8BqFev3jnvsX///kRFRZGVlUV5eTnjxo1jwoQJRlgC2LJlCwEBAWzZsoXCwkKGDRtG+/btGT9+/J/8dEVERETE0Sn82JEhQ4bYHK9cuRJ/f3/279/P9u3bsVgsvPjii7i5udGmTRu+/fZb7rnnnrPGeeSRR+jatSsAY8eO5cEHH6SoqIjmzZsDcOutt7Jly5bzhp8+ffowdepUm3MzZ840fg8KCiIhIYHU1FSmTZuGu7s7ZrMZZ2fn825ze+WVV6isrOSll17C09MTgKeffpqYmBgWLFhAw4YNAfD19eXpp5+mTp06tGrVikGDBpGenq7wIyIiIiJ/mra92ZGCggLi4uJo3rw53t7eBAUFAVBaWsqBAweIiIjAzc3N6B8VFXXOcSIiIozfGzZsaGxTO/NceXn5eWvp2LHjWedeffVVunbtSqNGjTCbzcycOZPS0tKLuUUOHDhAu3btjOAD0LVrVywWC/n5+ca5Nm3aUKdOHeM4ICDgD2sWERERETkfhR87EhMTw08//URSUhK7du1i165dwK8vHLgYZ765zWQynfUmN5PJhMViOe8YZ4YTgB07djBixAgGDhzIO++8w549e5gxY8ZF13ah/kzNIiIiIiLno21vduLQoUPk5+eTlJRE9+7dAdi2bZvRHhYWxurVq6msrDRWf3bu3Flj9W3fvp3AwEBmzJhhnPv6669t+ri4uFBdXX3eccLCwkhJSeHo0aNGwMrMzMTJyYmWLVte/sJFRERERP4/rfzYCV9fX/z8/FixYgWFhYV89NFHxMfHG+233347JpOJ8ePHs3//fjZv3syiRYtqrL6QkBBKS0tJTU2lqKiIZcuWsX79eps+QUFBFBcXk5uby8GDBzlx4sRZ44wYMQI3NzdGjRrFZ599xpYtW/j3v//NHXfcYTzvIyIiIiLyV1D4sRNOTk6kpqaSk5NDeHg4U6ZMYeHChUa72Wzm7bffJi8vj8jISGbMmMGCBQtqrL6bbrqJKVOmMGHCBNq3b8/27dt56KGHbPoMGTKEAQMG0Lt3b/z9/Vm7du1Z43h4ePDee+/x008/0alTJ2699Vb69u3L008/XVO3IiIiIiIOymS1Wq21XcTlVFlZSXFxMcHBwTYvBxC50um7LyIiInJ+WvkRERERERGHoPAjIiIiIiIOQeFHREREREQcgsKPiIiIiIg4BIUfERERERFxCAo/IiIiIiLiEBR+RERERETEISj8iIiIiIiIQ1D4ERERERERh6Dw8zdWUlKCyWQiNze31moICgpiyZIltTa/iIiIiMiFcq7tAmqSaY6pxuayzrbW2Fw1ISUlhcmTJ3PkyBGb81lZWXh6etZOUSIiIiIiF8Ghwo+craqqChcXlz99vb+//2WsRkRERETkr6Ntb3YkLS2Nbt264ePjg5+fH9HR0RQVFRntu3fvJjIyEjc3Nzp27MiePXvOGmPr1q1cd911uLq6EhAQwPTp0zl16pTR3qtXLyZMmMDkyZNp0KAB/fv3B+CJJ56gbdu2eHp60rRpU+69914qKioAyMjIYMyYMfz888+YTCZMJhOJiYnA2dveSktLufnmmzGbzXh7e3Pbbbfxww8/GO2JiYm0b9+e1atXExQURL169Rg+fDi//PLL5fwoRURERETOovBjR44ePUp8fDzZ2dmkp6fj5OREbGwsFouFiooKoqOjad26NTk5OSQmJpKQkGBz/X//+18GDhxIp06d2Lt3L88++ywvvvgijzzyiE2/VatW4eLiQmZmJs899xwATk5OLFu2jM8//5xVq1bx0UcfMW3aNAC6dOnCkiVL8Pb2pqysjLKysrPmBrBYLNx888389NNPbN26lQ8++ICvvvqKYcOG2fQrKipiw4YNvPPOO7zzzjts3bqV+fPnX86PUkRERETkLNr2ZkeGDBlic7xy5Ur8/f3Zv38/27dvx2Kx8OKLL+Lm5kabNm349ttvueeee4z+y5cvp2nTpjz99NOYTCZatWrFd999xwMPPMCsWbNwcvo164aEhPD444/bzDV58mTj96CgIB555BHuvvtuli9fjouLC/Xq1cNkMtGoUaPfrT89PZ28vDyKi4tp2rQpAC+99BJt2rQhKyuLTp06Ab+GpJSUFLy8vAC44447SE9P59FHH/3zH56IiIiIyB/Qyo8dKSgoIC4ujubNm+Pt7U1QUBDw61ayAwcOEBERgZubm9E/KirK5voDBw4QFRWFyfR/L3bo2rUrFRUVfPvtt8a5a6+99qy5P/zwQ/r27UuTJk3w8vLijjvu4NChQxw7duyC6z9w4ABNmzY1gg9A69at8fHx4cCBA8a5oKAgI/gABAQEUF5efsHziIiIiIj8GQo/diQmJoaffvqJpKQkdu3axa5du4BfX0pwOf327WwlJSVER0cTERHBm2++SU5ODs8888xfMjdA3bp1bY5NJhMWi+WyzyMiIiIiciaFHztx6NAh8vPzmTlzJn379iUsLIzDhw8b7WFhYezbt4/Kykrj3M6dO23GCAsLY8eOHVit//ea7czMTLy8vLj66qt/d+6cnBwsFguLFy/m+uuvJzQ0lO+++86mj4uLC9XV1ee9h7CwML755hu++eYb49z+/fs5cuQIrVu3Pv8HICIiIiLyF1P4sRO+vr74+fmxYsUKCgsL+eijj4iPjzfab7/9dkwmE+PHj2f//v1s3ryZRYsW2Yxx77338s033/Dvf/+bL774grfeeovZs2cTHx9vPO9zLi1atODkyZM89dRTfPXVV6xevdp4EcJpQUFBVFRUkJ6ezsGDB8+5He6GG26gbdu2jBgxgk8//ZTdu3czcuRIevbsSceOHS/xExIRERERuTQKP3bCycmJ1NRUcnJyCA8PZ8qUKSxcuNBoN5vNvP322+Tl5REZGcmMGTNYsGCBzRhNmjRh8+bN7N69m3bt2nH33XczduxYZs6ced6527VrxxNPPMGCBQsIDw9nzZo1zJs3z6ZPly5duPvuuxk2bBj+/v5nvTABft2+9tZbb+Hr60uPHj244YYbaN68Oa+++uolfDIiIiIiIpeHyXrmHqkrQGVlJcXFxQQHB9u8HEDkSqfvvoiIiMj5aeVHREREREQcgsKPiIiIiIg4BIUfERERERFxCAo/IiIiIiLiEBR+RERERETEISj8iIiIiIiIQ1D4ERERERERh6DwIyIiIiIiDkHhR0REREREHILCz99YSUkJJpOJ3Nzc2i4FgKCgIJYsWWIcm0wmNmzYUGv1iIiIiIicybm2C6hJc+bMqbG5Zs+eXWNz2auysjJ8fX1ruwwREREREcDBwo+jsVqtVFdX4+xcO//MjRo1qpV5RURERETORdve7EhaWhrdunXDx8cHPz8/oqOjKSoqMtp3795NZGQkbm5udOzYkT179thcn5GRgclk4t133+Xaa6/F1dWVbdu2YbFYmDdvHsHBwbi7u9OuXTveeOONs65LT0+nY8eOeHh40KVLF/Lz840+RUVF3HzzzTRs2BCz2UynTp348MMPz3s/Z257O71Fb926dfTu3RsPDw/atWvHjh07bK7Ztm0b3bt3x93dnaZNmzJx4kSOHj36Zz9SERERERGDwo8dOXr0KPHx8WRnZ5Oeno6TkxOxsbFYLBYqKiqIjo6mdevW5OTkkJiYSEJCwjnHmT59OvPnz+fAgQNEREQwb948XnrpJZ577jk+//xzpkyZwj//+U+2bt1qc92MGTNYvHgx2dnZODs7c+eddxptFRUVDBw4kPT0dPbs2cOAAQOIiYmhtLT0ou5xxowZJCQkkJubS2hoKHFxcZw6dQr4NWANGDCAIUOGsG/fPl599VW2bdvGhAkTLvKTFBERERE5m7a92ZEhQ4bYHK9cuRJ/f3/279/P9u3bsVgsvPjii7i5udGmTRu+/fZb7rnnnrPGmTt3Lv369QPgxIkTPPbYY3z44YdERUUB0Lx5c7Zt28bzzz9Pz549jeseffRR43j69OkMGjSIyspK3NzcaNeuHe3atTP6Pvzww6xfv56NGzdeVDhJSEhg0KBBwK/PYLVp04bCwkJatWrFvHnzGDFiBJMnTwYgJCSEZcuW0bNnT5599lnc3NwueB4RERERkd9S+LEjBQUFzJo1i127dnHw4EEsFgsApaWlxirOmQHgdJj5rY4dOxq/FxYWcuzYMSMMnVZVVUVkZKTNuYiICOP3gIAAAMrLy2nWrBkVFRUkJiayadMmysrKOHXqFMePH7/olZ/fm6NVq1bs3buXffv2sWbNGqOP1WrFYrFQXFxMWFjYRc0lIiIiInImhR87EhMTQ2BgIElJSTRu3BiLxUJ4eDhVVVUXNY6np6fxe0VFBQCbNm2iSZMmNv1cXV1tjuvWrWv8bjKZAIwAlpCQwAcffMCiRYto0aIF7u7u3HrrrRdd2/nmqKio4F//+hcTJ04867pmzZpd1DwiIiIiIr+l8GMnDh06RH5+PklJSXTv3h349eH/08LCwli9erWxDQ1g586dfzhu69atcXV1pbS01GaL28XKzMxk9OjRxMbGAr8GlZKSkj893rl06NCB/fv306JFi8s6roiIiIgI6IUHdsPX1xc/Pz9WrFhBYWEhH330EfHx8Ub77bffjslkYvz48ezfv5/NmzezaNGiPxzXy8uLhIQEpkyZwqpVqygqKuLTTz/lqaeeYtWqVRdcX0hICOvWrSM3N5e9e/dy++23Gys2l8sDDzzA9u3bmTBhArm5uRQUFPDWW2/phQciIiIiclko/NgJJycnUlNTycnJITw8nClTprBw4UKj3Ww28/bbb5OXl0dkZCQzZsxgwYIFFzT2ww8/zEMPPcS8efMICwtjwIABbNq0ieDg4Auu74knnsDX15cuXboQExND//796dChw0Xf5/lERESwdetWvvzyS7p3705kZCSzZs2icePGl3UeEREREXFMJqvVaq3tIi6nyspKiouLCQ4O1tvBxKHouy8iIiJyflr5ERERERERh6DwIyIiIiIiDkHhR0REREREHILCj4iIiIiIOASFHxERERERcQgKPyIiIiIi4hAUfkRERERExCEo/IiIiIiIiENQ+BEREREREYeg8PM3VlJSgslkIjc3t7ZLERERERGxe44Vfkymmvu5gvXq1YvJkyfXdhkiIiIiIhfFscKP2JWqqqraLkFEREREHIjCjx1JS0ujW7du+Pj44OfnR3R0NEVFRUb77t27iYyMxM3NjY4dO7Jnzx6jzWKxcPXVV/Pss8/ajLlnzx6cnJz4+uuvAThy5Ajjxo3D398fb29v+vTpw969e43+iYmJtG/fntWrVxMUFES9evUYPnw4v/zyCwCjR49m69atLF26FJPJhMlkoqSkhJSUFHx8fGzm3rBhA6YzVsFOj/3CCy8QHByMm5vbBdUkIiIiInI5KPzYkaNHjxIfH092djbp6ek4OTkRGxuLxWKhoqKC6OhoWrduTU5ODomJiSQkJBjXOjk5ERcXxyuvvGIz5po1a+jatSuBgYEADB06lPLyct59911ycnLo0KEDffv25aeffjKuKSoqYsOGDbzzzju88847bN26lfnz5wOwdOlSoqKiGD9+PGVlZZSVldG0adMLvsfCwkLefPNN1q1bZzyrdCE1iYiIiIhcKufaLkD+z5AhQ2yOV65cib+/P/v372f79u1YLBZefPFF3NzcaNOmDd9++y333HOP0X/EiBEsXryY0tJSmjVrhsViITU1lZkzZwKwbds2du/eTXl5Oa6urgAsWrSIDRs28MYbb3DXXXcBv64ipaSk4OXlBcAdd9xBeno6jz76KPXq1cPFxQUPDw8aNWp00fdYVVXFSy+9hL+//0XVJCIiIiJyqbTyY0cKCgqIi4ujefPmeHt7ExQUBEBpaSkHDhwgIiLC2CoGEBUVZXN9+/btCQsLM1Z/tm7dSnl5OUOHDgVg7969VFRU4Ofnh9lsNn6Ki4ttttcFBQUZwQcgICCA8vLyy3KPgYGBRvC5mJpERERERC6VVn7sSExMDIGBgSQlJdG4cWMsFgvh4eEX9WKAESNG8MorrzB9+nReeeUVBgwYgJ+fHwAVFRUEBASQkZFx1nVnPq9Tt25dmzaTyYTFYjnvvE5OTlitVptzJ0+ePKufp6enzfGF1iQiIiIicqkUfuzEoUOHyM/PJykpie7duwO/bgk7LSwsjNWrV1NZWWms/uzcufOscW6//XZmzpxJTk4Ob7zxBs8995zR1qFDB77//nucnZ2NVaU/w8XFherqaptz/v7+/PLLLxw9etQIOBfy94cuV00iIiIiIn9E297shK+vL35+fqxYsYLCwkI++ugj4uPjjfbbb78dk8nE+PHj2b9/P5s3b2bRokVnjRMUFESXLl0YO3Ys1dXV3HTTTUbbDTfcQFRUFIMHD+b999+npKSE7du3M2PGDLKzsy+41qCgIHbt2kVJSQkHDx7EYrHQuXNnPDw8+M9//kNRURGvvPIKKSkpfzjW5apJREREROSPKPzYCScnJ1JTU8nJySE8PJwpU6awcOFCo91sNvP222+Tl5dHZGQkM2bMYMGCBecca8SIEezdu5fY2Fjc3d2N8yaTic2bN9OjRw/GjBlDaGgow4cP5+uvv6Zhw4YXXGtCQgJ16tShdevW+Pv7U1paSv369Xn55ZfZvHkzbdu2Ze3atSQmJv7hWJerJhERERGRP2Ky/vZBjb+5yspKiouLbf6OjIgj0HdfRERE5Py08iMiIiIiIg5B4UdERERERByCwo+IiIiIiDgEhR8REREREXEICj8iIiIiIuIQFH5ERERERMQhKPyIiIiIiIhDUPgRERERERGHoPAjIiIiIiIOQeHnb+SLL77g+uuvx83Njfbt2//uub9CYmLiXzq+iIiIiMhfzbm2C6hJpjmmGpvLOtt62cecPXs2np6e5OfnYzabf/fcpTKZTKxfv57Bgwcb5xISEvj3v/99WcYXEREREakNDhV+/u6KiooYNGgQgYGB5z33VzCbzZctXImIiIiI1AZte7MjaWlpdOvWDR8fH/z8/IiOjqaoqAj4dTUmJyeHuXPnYjKZSExMPOc5gG+++YbbbrsNHx8f6tevz80330xJSYnNXCtXrqRNmza4uroSEBDAhAkTAAgKCgIgNjYWk8lkHP9225vFYmHu3LlcffXVuLq60r59e9LS0oz2kpISTCYT69ato3fv3nh4eNCuXTt27Njxl3x2IiIiIiJ/ROHHjhw9epT4+Hiys7NJT0/HycmJ2NhYLBYLZWVltGnThqlTp1JWVkZCQsI5z508eZL+/fvj5eXFJ598QmZmJmazmQEDBlBVVQXAs88+y3333cddd91FXl4eGzdupEWLFgBkZWUBkJycTFlZmXH8W0uXLmXx4sUsWrSIffv20b9/f2666SYKCgps+s2YMYOEhARyc3MJDQ0lLi6OU6dO/YWfooiIiIjIuWnbmx0ZMmSIzfHKlSvx9/dn//79hIeH4+zsjNlsplGjRsCvW9F+e+7ll1/GYrHwwgsvYDL9+oxTcnIyPj4+ZGRk8I9//INHHnmEqVOnMmnSJGOuTp06AeDv7w+Aj4+PMea5LFq0iAceeIDhw4cDsGDBArZs2cKSJUt45plnjH4JCQkMGjQIgDlz5tCmTRsKCwtp1arVJX1WIiIiIiIXSys/dqSgoIC4uDiaN2+Ot7e3seWstLT0gsfYu3cvhYWFeHl5Gc/p1K9fn8rKSoqKiigvL+e7776jb9++f7rO//3vf3z33Xd07drV5nzXrl05cOCAzbmIiAjj94CAAADKy8v/9NwiIiIiIn+WVn7sSExMDIGBgSQlJdG4cWMsFgvh4eHGdrULUVFRwbXXXsuaNWvOavP398fJqWbzbt26dY3fT69EWSyWGq1BRERERAS08mM3Dh06RH5+PjNnzqRv376EhYVx+PDhix6nQ4cOFBQUcNVVV9GiRQubn3r16uHl5UVQUBDp6em/O0bdunWprq7+3XZvb28aN25MZmamzfnMzExat2590TWLiIiIiNQEhR874evri5+fHytWrKCwsJCPPvqI+Pj4ix5nxIgRNGjQgJtvvplPPvmE4uJiMjIymDhxIt9++y3w65vbFi9ezLJlyygoKODTTz/lqaeeMsY4HY6+//773w1g999/PwsWLODVV18lPz+f6dOnk5uba/MckYiIiIiIPVH4sRNOTk6kpqaSk5NDeHg4U6ZMYeHChRc9joeHBx9//DHNmjXjlltuISwsjLFjx1JZWYm3tzcAo0aNYsmSJSxfvpw2bdoQHR1t85a2xYsX88EHH9C0aVMiIyPPOc/EiROJj49n6tSptG3blrS0NDZu3EhISMif+wBERERERP5iJqvVaq3tIi6nyspKiouLCQ4Oxs3NrbbLEakx+u6LiIiInJ9WfkRERERExCEo/IiIiIiIiENQ+BEREREREYeg8CMiIiIiIg5B4UdERERERByCwo+IiIiIiDgEhR8REREREXEICj8iIiIiIuIQFH5ERERERMQhKPyIiIiIiIhDcK7tAmrSnDlzamyu2bNn19hcjiolJYXJkydz5MiR2i5FRERERP4GtPIjIiIiIiIOQeHHjqSlpdGtWzd8fHzw8/MjOjqaoqIiAEpKSjCZTLz22mt0794dd3d3OnXqxJdffklWVhYdO3bEbDZz44038uOPPxpjZmVl0a9fPxo0aEC9evXo2bMnn376qdGekpKCyWQ66ycxMdHo88ILLxAWFoabmxutWrVi+fLlRtufretCx123bh29e/fGw8ODdu3asWPHDgAyMjIYM2YMP//88zlrFhERERH5LYUfO3L06FHi4+PJzs4mPT0dJycnYmNjsVgsRp/Zs2czc+ZMPv30U5ydnbn99tuZNm0aS5cu5ZNPPqGwsJBZs2YZ/X/55RdGjRrFtm3b2LlzJyEhIQwcOJBffvkFgGHDhlFWVmb8rF27FmdnZ7p27QrAmjVrmDVrFo8++igHDhzgscce46GHHmLVqlU2tV9sXRc67owZM0hISCA3N5fQ0FDi4uI4deoUXbp0YcmSJXh7exu1JyQkXPZ/ExERERG5cjjUMz/2bsiQITbHK1euxN/fn/3792M2mwFISEigf//+AEyaNIm4uDjS09ONsDJ27FhSUlKMMfr06WMz5ooVK/Dx8WHr1q1ER0fj7u6Ou7s7AEVFRdx333089thj9OvXD/g11CxevJhbbrkFgODgYPbv38/zzz/PqFGjjHEvtq6LGXfQoEHAr89stWnThsLCQlq1akW9evUwmUw0atToYj9qEREREXFAWvmxIwUFBcTFxdG8eXO8vb0JCgoCoLS01OgTERFh/N6wYUMA2rZta3OuvLzcOP7hhx8YP348ISEh1KtXD29vbyoqKmzGBPj555+Jjo5m0KBB3H///cCvK1FFRUWMHTsWs9ls/DzyyCPGdrw/U9efHTcgIADA5v5ERERERC6UVn7sSExMDIGBgSQlJdG4cWMsFgvh4eFUVVUZferWrWv8bjKZznnuzG1yo0aN4tChQyxdupTAwEBcXV2JioqyGbO6upphw4bh7e3NihUrjPMVFRUAJCUl0blzZ5ta69SpY3N8MXVd6rhn3p+IiIiIyIVS+LEThw4dIj8/n6SkJLp37w7Atm3bLnnczMxMli9fzsCBAwH45ptvOHjwoE2fKVOmkJeXR3Z2Nm5ubsb5hg0b0rhxY7766itGjBhxybVc7nFdXFyorq6+bHWJiIiIyJVN4cdO+Pr64ufnx4oVKwgICKC0tJTp06df8rghISGsXr2ajh078r///Y/777/feMYHIDk5meXLl7N+/XpMJhPff/89gLEVbc6cOUycOJF69eoxYMAATpw4QXZ2NocPHyY+Pv5P13U5xg0KCqKiooL09HTatWuHh4cHHh4ef7omEREREbmy6ZkfO+Hk5ERqaio5OTmEh4czZcoUFi5ceMnjvvjiixw+fJgOHTpwxx13MHHiRK666iqjfevWrVRXV3PTTTcREBBg/CxatAiAcePG8cILL5CcnEzbtm3p2bMnKSkpBAcHX1Jdl2PcLl26cPfddzNs2DD8/f15/PHHL6kmEREREbmymaxWq7W2i7icKisrKS4uJjg42GYLl8iVTt99ERERkfPTyo+IiIiIiDgEhR8REREREXEICj8iIiIiIuIQFH5ERERERMQhKPyIiIiIiIhDUPgRERERERGHoPAjIiIiIiIOQeFHREREREQcgsKPiIiIiIg4BIWfK9zo0aMZPHjwefv06tWLyZMnX9Z5TSYTGzZsuKxjioiIiIhcCufaLqBGmUw1N5fVWnNzXaJ169ZRt27d2i5DREREROQv5VjhR86pfv36tV2CiIiIiMhfTtve7EhaWhrdunXDx8cHPz8/oqOjKSoqAqCkpASTycRrr71G9+7dcXd3p1OnTnz55ZdkZWXRsWNHzGYzN954Iz/++ONZY8+ZMwd/f3+8vb25++67qaqqMtrO3Pb2n//8h86dO591fbt27Zg7dy4AWVlZ9OvXjwYNGlCvXj169uzJp59+et57++abb7jtttvw8fGhfv363HzzzZSUlBjtp7fnLVq0iICAAPz8/Ljvvvs4efKk0efEiRM88MADNG3aFFdXV1q0aMGLL75otH/22WfceOONmM1mGjZsyB133MHBgwf/+IMXEREREYeg8GNHjh49Snx8PNnZ2aSnp+Pk5ERsbCwWi8XoM3v2bGbOnMmnn36Ks7Mzt99+O9OmTWPp0qV88sknFBYWMmvWLJtx09PTOXDgABkZGaxdu5Z169YxZ86cc9YwYsQIdu/ebYQugM8//5x9+/Zx++23A/DLL78watQotm3bxs6dOwkJCWHgwIH88ssv5xzz5MmT9O/fHy8vLz755BMyMzMxm80MGDDAJoRt2bKFoqIitmzZwqpVq0hJSSElJcVoHzlyJGvXrmXZsmUcOHCA559/HrPZDMCRI0fo06cPkZGRZGdnk5aWxg8//MBtt912cf8IIiIiInLlsl5hjh8/bt2/f7/1+PHjZzf++iROzfxcBj/++KMVsObl5VmLi4utgPWFF14w2teuXWsFrOnp6ca5efPmWVu2bGkcjxo1ylq/fn3r0aNHjXPPPvus1Ww2W6urq61Wq9Xas2dP66RJk4z2du3aWefOnWscP/jgg9bOnTv/bp3V1dVWLy8v69tvv22cA6zr16+3Wq1W6+rVq60tW7a0WiwWo/3EiRNWd3d363vvvWfUGRgYaD116pTRZ+jQodZhw4ZZrVarNT8/3wpYP/jgg3PW8PDDD1v/8Y9/2Jz75ptvrIA1Pz//d2u/kpz3uy8iIiIiVq382JGCggLi4uJo3rw53t7eBAUFAVBaWmr0iYiIMH5v2LAhAG3btrU5V15ebjNuu3bt8PDwMI6joqKoqKjgm2++OWcdI0aM4JVXXgHAarWydu1aRowYYbT/8MMPjB8/npCQEOrVq4e3tzcVFRU2dZ5p7969FBYW4uXlhdlsxmw2U79+fSorK21WmNq0aUOdOnWM44CAAONecnNzqVOnDj179vzdObZs2WKMbzabadWqFYDNHCIiIiLiuPTCAzsSExNDYGAgSUlJNG7cGIvFQnh4uM3WsDPfymb6/2+v++25M7fJ/RlxcXE88MADfPrppxw/fpxvvvmGYcOGGe2jRo3i0KFDLF26lMDAQFxdXYmKirKp80wVFRVce+21rFmz5qw2f3//c97bb+/F3d39vDVXVFQQExPDggULzmoLCAg477UiIiIi4hgUfuzEoUOHyM/PJykpie7duwOwbdu2yzL23r17OX78uBEgdu7cidlspmnTpufsf/XVV9OzZ0/WrFnD8ePH6devH1dddZXRnpmZyfLlyxk4cCDw68sMzvdigQ4dOvDqq69y1VVX4e3t/afuoW3btlgsFrZu3coNN9xwzjnefPNNgoKCcHbW11pEREREzqZtb3bC19cXPz8/VqxYQWFhIR999BHx8fGXZeyqqirGjh3L/v372bx5M7Nnz2bChAk4Of3+P/+IESNITU3l9ddft9nyBhASEsLq1as5cOAAu3btYsSIEeddmRkxYgQNGjTg5ptv5pNPPqG4uJiMjAwmTpzIt99+e0H3EBQUxKhRo7jzzjvZsGGDMcZrr70GwH333cdPP/1EXFwcWVlZFBUV8d577zFmzBiqq6svaA4RERERubIp/NgJJycnUlNTycnJITw8nClTprBw4cLLMnbfvn0JCQmhR48eDBs2jJtuuonExMTzXnPrrbdy6NAhjh07xuDBg23aXnzxRQ4fPkyHDh244447mDhxos3K0G95eHjw8ccf06xZM2655RbCwsIYO3YslZWVF7US9Oyzz3Lrrbdy77330qpVK8aPH8/Ro0cBaNy4MZmZmVRXV/OPf/yDtm3bMnnyZHx8fM4b8kRERETEcZisVqu1tou4nCorKykuLiY4OBg3N7faLkekxui7LyIiInJ++l/iIiIiIiLiEBR+RERERETEISj8iIiIiIiIQ1D4ERERERERh6DwIyIiIiIiDkHhR0REREREHILCj4iIiIiIOASFHxERERERcQgKPyIiIiIi4hAUfkRERERExCE413YBNck0x1Rjc1lnW2tsLkeVmJjIhg0byM3Nre1SRERERORvQCs/IiIiIiLiEBR+7EhaWhrdunXDx8cHPz8/oqOjKSoqAqCkpASTycRrr71G9+7dcXd3p1OnTnz55ZdkZWXRsWNHzGYzN954Iz/++KMxZq9evZg8ebLNPIMHD2b06NHG8fLlywkJCcHNzY2GDRty6623Gm0Wi4V58+YRHByMu7s77dq144033jDaMzIyMJlMvPfee0RGRuLu7k6fPn0oLy/n3XffJSwsDG9vb26//XaOHTt20eOmp6fTsWNHPDw86NKlC/n5+QCkpKQwZ84c9u7di8lkwmQykZKScjn+GURERETkCqXwY0eOHj1KfHw82dnZpKen4+TkRGxsLBaLxegze/ZsZs6cyaeffoqzszO3334706ZNY+nSpXzyyScUFhYya9asC54zOzubiRMnMnfuXPLz80lLS6NHjx5G+7x583jppZd47rnn+Pzzz5kyZQr//Oc/2bp1q804iYmJPP3002zfvp1vvvmG2267jSVLlvDKK6+wadMm3n//fZ566qmLHnfGjBksXryY7OxsnJ2dufPOOwEYNmwYU6dOpU2bNpSVlVFWVsawYcMu6vMWEREREcfiUM/82LshQ4bYHK9cuRJ/f3/279+P2WwGICEhgf79+wMwadIk4uLiSE9Pp2vXrgCMHTv2olZASktL8fT0JDo6Gi8vLwIDA4mMjATgxIkTPPbYY3z44YdERUUB0Lx5c7Zt28bzzz9Pz549jXEeeeQRmxoefPBBioqKaN68OQC33norW7Zs4YEHHriocR999FHjePr06QwaNIjKykrc3d0xm804OzvTqFGjC75fEREREXFcCj92pKCggFmzZrFr1y4OHjxorPiUlpbSunVrACIiIoz+DRs2BKBt27Y258rLyy94zn79+hEYGEjz5s0ZMGAAAwYMIDY2Fg8PDwoLCzl27Bj9+vWzuaaqqsoISKf9ti4PDw8j+Jw+t3v3boA/PW5AQAAA5eXlNGvW7ILvUUREREQEFH7sSkxMDIGBgSQlJdG4cWMsFgvh4eFUVVUZferWrWv8bjKZznnuzG1yTk5OWK22b547efKk8buXlxeffvopGRkZvP/++8yaNYvExESysrKoqKgAYNOmTTRp0sRmDFdXV5vj39Zw5vFv67qUcQGb+xMRERERuVAKP3bi0KFD5Ofnk5SURPfu3QHYtm3bJY/r7+9PWVmZcVxdXc1nn31G7969jXPOzs7ccMMN3HDDDcyePRsfHx8++ugj+vXrh6urK6WlpTZb0S5V69atL8u4Li4uVFdXX7a6REREROTKpvBjJ3x9ffHz82PFihUEBARQWlrK9OnTL3ncPn36EB8fz6ZNm7jmmmt44oknOHLkiNH+zjvv8NVXX9GjRw98fX3ZvHkzFouFli1b4uXlRUJCAlOmTMFisdCtWzd+/vlnMjMz8fb2ZtSoUX+qpss1blBQEMXFxeTm5nL11Vfj5eV11sqRiIiIiMhpCj92wsnJidTUVCZOnEh4eDgtW7Zk2bJl9OrV65LGvfPOO9m7dy8jR47E2dmZKVOm2Kz6+Pj4sG7dOhITE6msrCQkJIS1a9fSpk0bAB5++GH8/f2ZN28eX331FT4+PnTo0IH//Oc/l1TX5Rh3yJAhrFu3jt69e3PkyBGSk5NtXuEtIiIiInImk/W3D4T8zVVWVlJcXExwcDBubm61XY5IjdF3X0REROT89Hd+RERERETEISj8iIiIiIiIQ1D4ERERERERh6DwIyIiIiIiDkHhR0REREREHILCj4iIiIiIOASFHxERERERcQgKPyIiIiIi4hAUfkRERERExCEo/IiIiIiIiENwru0CatKcOXNqbK7Zs2fX2FwiIiIiIvLHtPIjf+jkyZO1XYKIiIiIyCVT+LEjaWlpdOvWDR8fH/z8/IiOjqaoqAiAkpISTCYT69ato3fv3nh4eNCuXTt27NhhM0ZSUhJNmzbFw8OD2NhYnnjiCXx8fGz6vPXWW3To0AE3NzeaN2/OnDlzOHXqlNFuMpl49tlnuemmm/D09OTRRx/9y+9dREREROSvpvBjR44ePUp8fDzZ2dmkp6fj5OREbGwsFovF6DNjxgwSEhLIzc0lNDSUuLg4I7hkZmZy9913M2nSJHJzc+nXr99ZweWTTz5h5MiRTJo0if379/P888+TkpJyVr/ExERiY2PJy8vjzjvv/OtvXkRERETkL2ayWq3W2i7icqqsrKS4uJjg4GDc3Nxs2v5uz/wcPHgQf39/8vLyMJvNBAcH88ILLzB27FgA9u/fT5s2bThw4ACtWrVi+PDhVFRU8M477xhj/POf/+Sdd97hyJEjANxwww307duXBx980Ojz8ssvM23aNL777jvg15WfyZMn8+STT17yPUjNOd93X0RERES08mNXCgoKiIuLo3nz5nh7exMUFARAaWmp0SciIsL4PSAgAIDy8nIA8vPzue6662zG/O3x3r17mTt3Lmaz2fgZP348ZWVlHDt2zOjXsWPHy3pvIiIiIiK1zaHe9mbvYmJiCAwMJCkpicaNG2OxWAgPD6eqqsroU7duXeN3k8kEYLMt7o9UVFQwZ84cbrnllrPazlwt8PT0/DO3ICIiIiJitxR+7MShQ4fIz88nKSmJ7t27A7Bt27aLGqNly5ZkZWXZnPvtcYcOHcjPz6dFixaXVrCIiIiIyN+Mwo+d8PX1xc/PjxUrVhAQEEBpaSnTp0+/qDH+/e9/06NHD5544gliYmL46KOPePfdd40VIoBZs2YRHR1Ns2bNuPXWW3FycmLv3r189tlnPPLII5f7tkRERERE7Iae+bETTk5OpKamkpOTQ3h4OFOmTGHhwoUXNUbXrl157rnneOKJJ2jXrh1paWlMmTLFZjtb//79eeedd3j//ffp1KkT119/PU8++SSBgYGX+5ZEREREROyKQ73tzRGNHz+eL774gk8++aS2S5G/mL77IiIiIuenbW9XmEWLFtGvXz88PT159913WbVqFcuXL6/tskREREREap3CzxVm9+7dPP744/zyyy80b96cZcuWMW7cuNouS0RERESk1in8XGFee+212i5BRERERMQu6YUHIiIiIiLiEBR+RERERETEISj8iIiIiIiIQ1D4ERERERERh6DwIyIiIiIiDkHhR0REREREHILCjwMICgpiyZIlF9Q3JSUFHx+fv7Se0xITE2nfvn2NzCUiIiIi4ljhx2SquZ9a8HvBJSsri7vuuuuCxhg2bBhffvnlZa4MTCYTGzZssDmXkJBAenr6ZZ9LRERERORc9EdOHYC/v/8F93V3d8fd3f0vrOb/mM1mzGZzjcwlIiIiIuJYKz92Li0tjW7duuHj44Ofnx/R0dEUFRUBUFJSgslkYt26dfTu3RsPDw/atWvHjh07AMjIyGDMmDH8/PPPmEwmTCYTiYmJwNnb3o4cOcK//vUvGjZsiJubG+Hh4bzzzjvA2atHp7emPf/88zRt2hQPDw9uu+02fv75Z6NPVlYW/fr1o0GDBtSrV4+ePXvy6aefGu1BQUEAxMbGYjKZjOPfbnuzWCzMnTuXq6++GldXV9q3b09aWprR/kefgYiIiIjI+Sj82JGjR48SHx9PdnY26enpODk5ERsbi8ViMfrMmDGDhIQEcnNzCQ0NJS4ujlOnTtGlSxeWLFmCt7c3ZWVllJWVkZCQcNYcFouFG2+8kczMTF5++WX279/P/PnzqVOnzu/WVVhYyGuvvcbbb79NWloae/bs4d577zXaf/nlF0aNGsW2bdvYuXMnISEhDBw4kF9++QX4NRwBJCcnU1ZWZhz/1tKlS1m8eDGLFi1i37599O/fn5tuuomCggKbfr/3GYiIiIiInI+2vdmRIUOG2ByvXLkSf39/9u/fb2wPS0hIYNCgQQDMmTOHNm3aUFhYSKtWrahXrx4mk4lGjRr97hwffvghu3fv5sCBA4SGhgLQvHnz89ZVWVnJSy+9RJMmTQB46qmnGDRoEIsXL6ZRo0b06dPHpv+KFSvw8fFh69atREdHG9vufHx8zlvbokWLeOCBBxg+fDgACxYsYMuWLSxZsoRnnnnG6He+z0BERERE5Pdo5ceOFBQUEBcXR/PmzfH29ja2h5WWlhp9IiIijN8DAgIAKC8vv+A5cnNzufrqq43gcyGaNWtmBB+AqKgoLBYL+fn5APzwww+MHz+ekJAQ6tWrh7e3NxUVFTZ1/5H//e9/fPfdd3Tt2tXmfNeuXTlw4IDNuUv9DERERETEMWnlx47ExMQQGBhIUlISjRs3xmKxEB4eTlVVldGnbt26xu+m//9WuTO3xf2Rv+JlBqNGjeLQoUMsXbqUwMBAXF1diYqKsqn7crrUz0BEREREHJNWfuzEoUOHyM/PZ+bMmfTt25ewsDAOHz58UWO4uLhQXV193j4RERF8++23F/U669LSUr777jvjeOfOnTg5OdGyZUsAMjMzmThxIgMHDqRNmza4urpy8OBBmzHq1q173tq8vb1p3LgxmZmZNuczMzNp3br1BdcqIiIiIvJ7tPJjJ3x9ffHz82PFihUEBARQWlrK9OnTL2qMoKAgKioqSE9Pp127dnh4eODh4WHTp2fPnvTo0YMhQ4bwxBNP0KJFC7744gtMJhMDBgw457hubm6MGjWKRYsW8b///Y+JEydy2223Gc/vhISEsHr1ajp27Mj//vc/7r///rNWmIKCgkhPT6dr1664urri6+t71jz3338/s2fP5pprrqF9+/YkJyeTm5vLmjVrLupzEBERERE5F6382AknJydSU1PJyckhPDycKVOmsHDhwosao0uXLtx9990MGzYMf39/Hn/88XP2e/PNN+nUqRNxcXG0bt2aadOmnXdVpkWLFtxyyy0MHDiQf/zjH0RERLB8+XKj/cUXX+Tw4cN06NCBO+64g4kTJ3LVVVfZjLF48WI++OADmjZtSmRk5DnnmThxIvHx8UydOpW2bduSlpbGxo0bCQkJuajPQURERETkXExWq9Va20VcTpWVlRQXFxMcHIybm1ttl/O3l5iYyIYNG8jNza3tUuQP6LsvIiIicn5a+REREREREYeg8CMiIiIiIg5B295ErhD67ouIiIicn1Z+RERERETEISj8iIiIiIiIQ1D4ERERERERh6DwIyIiIiIiDkHhR0REREREHILCj4iIiIiIOASFHwdSUlKCyWQiNze3tksREREREalxzrVdQE0yzTHV2FzW2fb355OaNm1KWVkZDRo0uOBrevXqRfv27VmyZMlfV5iIiIiISA1wqPDj6OrUqUOjRo1quwwRERERkVqhbW92JC0tjW7duuHj44Ofnx/R0dEUFRUB/7dlbd26dfTu3RsPDw/atWvHjh07jOvvvPNOIiIiOHHiBABVVVVERkYycuRImzHO3Pb22WefceONN2I2m2nYsCF33HEHBw8eBGD06NFs3bqVpUuXYjKZMJlMFBcX06JFCxYtWmRTe25uLiaTicLCwr/yIxIRERER+dMUfuzI0aNHiY+PJzs7m/T0dJycnIiNjcVisRh9ZsyYQUJCArm5uYSGhhIXF8epU6cAWLZsGUePHmX69OlG3yNHjvD000+fc74jR47Qp08fIiMjyc7OJi0tjR9++IHbbrsNgKVLlxIVFcX48eMpKyujrKyMZs2aceedd5KcnGwzVnJyMj169KBFixZ/xUcjIiIiInLJtO3NjgwZMsTmeOXKlfj7+7N//37MZjMACQkJDBo0CIA5c+bQpk0bCgsLadWqFWazmZdffpmePXvi5eXFkiVL2LJlC97e3uec7+mnnyYyMpLHHnvMZs6mTZvy5ZdfEhoaiouLCx4eHjbb5UaPHs2sWbPYvXs31113HSdPnuSVV145azVIRERERMSeaOXHjhQUFBAXF0fz5s3x9vYmKCgIgNLSUqNPRESE8XtAQAAA5eXlxrmoqCgSEhJ4+OGHmTp1Kt26dfvd+fbu3cuWLVswm83GT6tWrQCM7Xbn0rhxYwYNGsTKlSsBePvttzlx4gRDhw69+JsWEREREakhWvmxIzExMQQGBpKUlETjxo2xWCyEh4dTVVVl9Klbt67xu8n069vrztwWZ7FYyMzMpE6dOn/4/E1FRQUxMTEsWLDgrLbTwer3jBs3jjvuuIMnn3yS5ORkhg0bhoeHxwXdp4iIiIhIbVD4sROHDh0iPz+fpKQkunfvDsC2bdsuepyFCxfyxRdfsHXrVvr3709ycjJjxow5Z98OHTrw5ptvEhQUhLPzub8KLi4uVFdXn3V+4MCBeHp68uyzz5KWlsbHH3980bWKiIiIiNQkbXuzE76+vvj5+bFixQoKCwv56KOPiI+Pv6gx9uzZw6xZs3jhhRfo2rUrTzzxBJMmTeKrr746Z//77ruPn376ibi4OLKysigqKuK9995jzJgxRuAJCgpi165dlJSUcPDgQWOVqU6dOowePZoHH3yQkJAQoqKiLu0DEBERERH5iznUyo89/uHR05ycnEhNTWXixImEh4fTsmVLli1bRq9evS7o+srKSv75z38yevRoYmJiALjrrrvYtGkTd9xxxzlXZho3bkxmZiYPPPAA//jHPzhx4gSBgYEMGDAAJ6dfc3FCQgKjRo2idevWHD9+nOLiYuNZpLFjx/LYY4/97sqSiIiIiIg9MVmtVvtNBH9CZWUlxcXFBAcH4+bmVtvlXNE++eQT+vbtyzfffEPDhg1ruxyHp+++iIiIyPk51MqPXB4nTpzgxx9/JDExkaFDhyr4iIiIiMjfgp75kYu2du1aAgMDOXLkCI8//nhtlyMiIiIickG07U3kCqHvvoiIiMj5aeVHREREREQcgsKPiIiIiIg4BIUfERERERFxCAo/IiIiIiLiEBR+RERERETEISj8iIiIiIiIQ1D4kcuiV69eTJ482W7GERERERH5LefaLqAmzZkzp8bmmj17do3NZQ/WrVtH3bp1L7h/RkYGvXv35vDhw/j4+PzpcURERERELpRDhR85W3V1NSaTCSenS1sErF+//mWp53KNIyIiIiLyW9r2ZkfS0tLo1q0bPj4++Pn5ER0dTVFREQAlJSWYTCZSU1Pp0qULbm5uhIeHs3XrVuP6jIwMTCYTmzZtIiIiAjc3N66//no+++wzo09KSgo+Pj5s3LiR1q1b4+rqSmlpKSdOnCAhIYEmTZrg6elJ586dycjIsKkvMzOTXr164eHhga+vL/379+fw4cPA2dvVVq9eTceOHfHy8qJRo0bcfvvtlJeXG/fSu3dvAHx9fTGZTIwePfqc4xw+fJiRI0fi6+uLh4cHN954IwUFBWfdz3vvvUdYWBhms5kBAwZQVlZ2yf8eIiIiInJlUfixI0ePHiU+Pp7s7GzS09NxcnIiNjYWi8Vi9Ln//vuZOnUqe/bsISoqipiYGA4dOmQzzv3338/ixYvJysrC39+fmJgYTp48abQfO3aMBQsW8MILL/D5559z1VVXMWHCBHbs2EFqair79u1j6NChDBgwwAgaubm59O3bl9atW7Njxw62bdtGTEwM1dXV57yXkydP8vDDD7N37142bNhASUmJEXCaNm3Km2++CUB+fj5lZWUsXbr0nOOMHj2a7OxsNm7cyI4dO7BarQwcOPCs+1m0aBGrV6/m448/prS0lISEhIv/BxARERGRK5q2vdmRIUOG2ByvXLkSf39/9u/fj9lsBmDChAlGv2effZa0tDRefPFFpk2bZlw3e/Zs+vXrB8CqVau4+uqrWb9+PbfddhvwazBZvnw57dq1A6C0tJTk5GRKS0tp3LgxAAkJCaSlpZGcnMxjjz3G448/TseOHVm+fLkxT5s2bX73Xu68807j9+bNm7Ns2TI6depERUUFZrPZ2N521VVX2Tzzc6aCggI2btxIZmYmXbp0AWDNmjU0bdqUDRs2MHToUON+nnvuOa655hrjM5o7d+7v1iYiIiIijkkrP3akoKCAuLg4mjdvjre3N0FBQcCv4eS0qKgo43dnZ2c6duzIgQMHbMY5s0/9+vVp2bKlTR8XFxciIiKM47y8PKqrqwkNDcVsNhs/W7duNbbdnV75uVA5OTnExMTQrFkzvLy86Nmz51n38kcOHDiAs7MznTt3Ns75+fmddT8eHh5G8AEICAgwttiJiIiIiJymlR87EhMTQ2BgIElJSTRu3BiLxUJ4eDhVVVWXdR53d3dMJpNxXFFRQZ06dcjJyaFOnTo2fU+vOLm7u1/w+EePHqV///7079+fNWvW4O/vT2lpKf3797/s9wKc9XY4k8mE1Wq97POIiIiIyN+bVn7sxKFDh8jPz2fmzJn07duXsLAw42UCZ9q5c6fx+6lTp8jJySEsLOx3+xw+fJgvv/zyrD5nioyMpLq6mvLyclq0aGHz06hRIwAiIiJIT0+/oHv54osvOHToEPPnz6d79+60atXqrJUYFxcXgN99ZgggLCyMU6dOsWvXLuPc6c+pdevWF1SLiIiIiMhpCj92wtfXFz8/P1asWEFhYSEfffQR8fHxZ/V75plnWL9+PV988QX33Xcfhw8ftnm+BmDu3Lmkp6fz2WefMXr0aBo0aMDgwYN/d+7Q0FBGjBjByJEjWbduHcXFxezevZt58+axadMmAB588EGysrK499572bdvH1988QXPPvssBw8ePGu8Zs2a4eLiwlNPPcVXX33Fxo0befjhh236BAYGYjKZeOedd/jxxx+pqKg4a5yQkBBuvvlmxo8fz7Zt29i7dy///Oc/adKkCTfffPOFfKwiIiIiIgaH2vZmz3941MnJidTUVCZOnEh4eDgtW7Zk2bJl9OrVy6bf/PnzmT9/Prm5ubRo0YKNGzfSoEGDs/pMmjSJgoIC2rdvz9tvv22stPye5ORkHnnkEaZOncp///tfGjRowPXXX090dDTwa0B6//33+c9//sN1112Hu7s7nTt3Ji4u7qyx/P39SUlJ4T//+Q/Lli2jQ4cOLFq0iJtuusno06RJE+bMmcP06dMZM2YMI0eOJCUl5Zx1TZo0iejoaKqqqujRowebN2/WH0IVERERkYtmsl5hD0dUVlZSXFxMcHAwbm5utV3OZVNSUkJwcDB79uyhffv25+yTkZFB7969OXz48O++QU2uXFfqd19ERETkctG2NxERERERcQgKPyIiIiIi4hAc6pmfv7OgoKA/fH1zr1699IpnEREREZHfoZUfERERERFxCAo/IiIiIiLiEBR+RERERETEISj8iIiIiIiIQ1D4ERERERERh6DwIyIiIiIiDkHhRy5ISkoKPj4+tVpDRkYGJpOJI0eO1GodIiIiIvL35Fh/58dkqrm59Pd2LrsuXbpQVlZGvXr1arsUEREREfkb0sqPg6uursZisdR2GRfExcWFRo0aYarJECsiIiIiVwyFHzuSlpZGt27d8PHxwc/Pj+joaIqKigAoKSnBZDKRmppKly5dcHNzIzw8nK1btxrXn94WtmnTJiIiInBzc+P666/ns88+M/qc3r62ceNGWrdujaurK6WlpZw4cYKEhASaNGmCp6cnnTt3JiMj46wa33vvPcLCwjCbzQwYMICysjKb9hdeeIGwsDDc3Nxo1aoVy5cvN9pO38O6devo3bs3Hh4etGvXjh07dhh9vv76a2JiYvD19cXT05M2bdqwefNmm/s7cuQI//vf/3B3d+fdd9+1mX/9+vV4eXlx7NgxAL755htuu+02fHx8qF+/PjfffDMlJSV/7h9IRERERP7WFH7syNGjR4mPjyc7O5v09HScnJyIjY21WZm5//77mTp1Knv27CEqKoqYmBgOHTpkM87999/P4sWLycrKwt/fn5iYGE6ePGm0Hzt2jAULFvDCCy/w+eefc9VVVzFhwgR27NhBamoq+/btY+jQoQwYMICCggKb6xYtWsTq1av5+OOPKS0tJSEhwWhfs2YNs2bN4tFHH+XAgQM89thjPPTQQ6xatcqmvhkzZpCQkEBubi6hoaHExcVx6tQpAO677z5OnDjBxx9/TF5eHgsWLMBsNp/1WXl7exMdHc0rr7xic37NmjUMHjwYDw8PTp48Sf/+/fHy8uKTTz4hMzPTCG1VVVV/4l9IRERERP7WrFeY48ePW/fv3289fvz42Y2/PolTMz+XwY8//mgFrHl5edbi4mIrYJ0/f77RfvLkSevVV19tXbBggdVqtVq3bNliBaypqalGn0OHDlnd3d2tr776qtVqtVqTk5OtgDU3N9fo8/XXX1vr1Klj/e9//2szf9++fa0PPvigzXWFhYVG+zPPPGNt2LChcXzNNddYX3nlFZsxHn74YWtUVJTVarUa9/DCCy8Y7Z9//rkVsB44cMBqtVqtbdu2tSYmJp7z8zh9f4cPH7ZarVbr+vXrrWaz2Xr06FGr1Wq1/vzzz1Y3Nzfru+++a7VardbVq1dbW7ZsabVYLMYYJ06csLq7u1vfe++9c87xd3be776IiIiIWB3rhQd2rqCggFmzZrFr1y4OHjxorPiUlpbSunVrAKKiooz+zs7OdOzYkQMHDtiMc2af+vXr07JlS5s+Li4uREREGMd5eXlUV1cTGhpqM86JEyfw8/Mzjj08PLjmmmuM44CAAMrLy4FfV62KiooYO3Ys48ePN/qcOnXqrBcUnDl3QEAAAOXl5bRq1YqJEydyzz338P7773PDDTcwZMgQm/5nGjhwIHXr1mXjxo0MHz6cN998E29vb2644QYA9u7dS2FhIV5eXjbXVVZWGtsJRURERMRxKPzYkZiYGAIDA0lKSqJx48ZYLBbCw8Mv+xYtd3d3m5cGVFRUUKdOHXJycqhTp45N3zO3nNWtW9emzWQyYf3/b7WrqKgAICkpic6dO9v0++2YZ45zuo7TQW/cuHH079+fTZs28f777zNv3jwWL17Mv//977Puw8XFhVtvvZVXXnmF4cOH88orrzBs2DCcnZ2Nmq699lrWrFlz1rX+/v7n+mhERERE5AqmZ37sxKFDh8jPz2fmzJn07duXsLAwDh8+fFa/nTt3Gr+fOnWKnJwcwsLCfrfP4cOH+fLLL8/qc6bIyEiqq6spLy+nRYsWNj+NGjW6oPobNmxI48aN+eqrr84aIzg4+ILGOK1p06bcfffdrFu3jqlTp5KUlPS7fUeMGEFaWhqff/45H330ESNGjDDaOnToQEFBAVddddVZNel12SIiIiKORys/dsLX1xc/Pz9WrFhBQEAApaWlTJ8+/ax+zzzzDCEhIYSFhfHkk09y+PBh7rzzTps+c+fOxc/Pj4YNGzJjxgwaNGjA4MGDf3fu0NBQRowYwciRI1m8eDGRkZH8+OOPpKenExERwaBBgy7oHubMmcPEiROpV68eAwYM4MSJE2RnZ3P48GHi4+MvaIzJkydz4403EhoayuHDh9myZct5g1uPHj1o1KgRI0aMIDg42GbVacSIESxcuJCbb76ZuXPncvXVV/P111+zbt06pk2bxtVXX31BNYmIiIjIlcGxVn5q8pUHF8nJyYnU1FRycnIIDw9nypQpLFy48Kx+8+fPZ/78+bRr145t27axceNGGjRocFafSZMmce211/L999/z9ttv4+Lict75k5OTGTlyJFOnTqVly5YMHjyYrKwsmjVrdsH3MG7cOF544QWSk5Np27YtPXv2JCUl5aJWfqqrq7nvvvsICwtjwIABhIaG2rwu+7dMJhNxcXHs3bvXZtUHfn1G6eOPP6ZZs2bccssthIWFMXbsWCorK/H29r7gmkRERETkymCyWv/Ef6nbscrKSoqLiwkODsbNza22y7lsSkpKCA4OZs+ePbRv3/6cfTIyMujduzeHDx/Gx8enRuuT2nelfvdFRERELhfHWvkRERERERGHpfAjIiIiIiIOQS88+JsICgrij3Yo9urV6w/7iIiIiIg4Kq38iIiIiIiIQ1D4ERERERERh6DwIyIiIiIiDkHhR0REREREHILCj4iIiIiIOASFHxERERERcQgKP3LJRo8ezeDBg2u7DBERERGR83Kov/NjmmOqsbmss/X3dkRERERE7IlWfv7GTp48WdsliIiIiIj8bSj82JG0tDS6deuGj48Pfn5+REdHU1RUBEBJSQkmk4lXX32Vnj174ubmxpo1a7BYLMydO5err74aV1dX2rdvT1pamjFmRkYGJpOJI0eOGOdyc3MxmUyUlJQA8PXXXxMTE4Ovry+enp60adOGzZs3A1BdXc3YsWMJDg7G3d2dli1bsnTp0hr7TERERERELheH2vZm744ePUp8fDwRERFUVFQwa9YsYmNjyc3NNfpMnz6dxYsXExkZiZubG0uXLmXx4sU8//zzREZGsnLlSm666SY+//xzQkJCLmje++67j6qqKj7++GM8PT3Zv38/ZrMZAIvFwtVXX83rr7+On58f27dv56677iIgIIDbbrvtr/gYRERERET+Ego/dmTIkCE2xytXrsTf398mjEyePJlbbrnF6LNo0SIeeOABhg8fDsCCBQvYsmULS5Ys4ZlnnrmgeUtLSxkyZAht27YFoHnz5kZb3bp1mTNnjnEcHBzMjh07eO211xR+RERERORvRdve7EhBQQFxcXE0b94cb29vgoKCgF/DyWkdO3Y0fv/f//7Hd999R9euXW3G6dq1KwcOHLjgeSdOnMgjjzxC165dmT17Nvv27bNpf+aZZ7j22mvx9/fHbDazYsUKm5pERERERP4OFH7sSExMDD/99BNJSUns2rWLXbt2AVBVVWX08fT0vKgxnZx+/Se2Wv/v7XO/fVHCuHHj+Oqrr7jjjjvIy8ujY8eOPPXUUwCkpqaSkJDA2LFjef/998nNzWXMmDE2NYmIiIiI/B0o/NiJQ4cOkZ+fz8yZM+nbty9hYWEcPnz4vNd4e3vTuHFjMjMzbc5nZmbSunVrAPz9/QEoKysz2s98hui0pk2bcvfdd7Nu3TqmTp1KUlKSMVaXLl249957iYyMpEWLFsZLGERERERE/k70zI+d8PX1xc/PjxUrVhAQEEBpaSnTp0//w+vuv/9+Zs+ezTXXXEP79u1JTk4mNzeXNWvWANCiRQuaNm1KYmIijz76KF9++SWLFy+2GWPy5MnceOONhIaGcvjwYbZs2UJYWBgAISEhvPTSS7z33nsEBwezevVqsrKyCA4OvvwfgoiIiIjIX8ihwo89/+FRJycnUlNTmThxIuHh4bRs2ZJly5bRq1ev8143ceJEfv75Z6ZOnUp5eTmtW7dm48aNxpve6taty9q1a7nnnnuIiIigU6dOPPLIIwwdOtQYo7q6mvvuu49vv/0Wb29vBgwYwJNPPgnAv/71L/bs2cOwYcMwmUzExcVx77338u677/5ln4WIiIiIyF/BZD3zYZArQGVlJcXFxQQHB+Pm5lbb5YjUGH33RURERM5Pz/yIiIiIiIhDUPgRERERERGHoPAjIiIiIiIOQeFHREREREQcgsKPiIiIiIg4BIUfERERERFxCAo/IiIiIiLiEBR+RERERETEISj8iIiIiIiIQ1D4uUIFBQWxZMmSP319SkoKPj4+NTafiIiIiMhfzbm2C6hJc+bMqbG5Zs+eXSPzpKSkMHnyZI4cOWJzPisrC09PzwsaIygoiMmTJzN58mTj3LBhwxg4cOBlrPSv8Xv3LyIiIiLyWw4Vfq40J0+e/N02f3//Sxrb3d0dd3f3SxrjUlmtVqqrq3F21tdURERERC6dtr3ZkbS0NLp164aPjw9+fn5ER0dTVFQEQElJCSaTiVdffZWePXvi5ubGmjVrGDNmDD///DMmkwmTyURiYiJguw3NarWSmJhIs2bNcHV1pXHjxkycOBGAXr168fXXXzNlyhRjDDj3tre3336bTp064ebmRoMGDYiNjbVp/+WXX4iLi8PT05MmTZrwzDPPGG2n68/NzTXOHTlyBJPJREZGBgAZGRmYTCbeffddrr32WlxdXdm2bRt79+6ld+/eeHl54e3tzbXXXkt2djYZGRm/e/8iIiIiIr+l8GNHjh49Snx8PNnZ2aSnp+Pk5ERsbCwWi8XoM336dCZNmsSBAwfo3bs3S5Yswdvbm7KyMsrKykhISDhr3DfffJMnn3yS559/noKCAjZs2EDbtm0BWLduHVdffTVz5841xjiXTZs2ERsby8CBA9mzZw/p6elcd911Nn0WLlxIu3bt2LNnj1HnBx98cNGfw/Tp05k/fz4HDhwgIiKCESNGcPXVV5OVlUVOTg7Tp0+nbt26dOnS5YLuX0REREQEtO3NrgwZMsTmeOXKlfj7+7N//37MZjMAkydP5pZbbjH61KtXD5PJRKNGjX533NLSUho1asQNN9xA3bp1adasmRFc6tevT506dfDy8jrvGI8++ijDhw+3eW6qXbt2Nn26du3K9OnTAQgNDSUzM5Mnn3ySfv36XeAn8Ku5c+faXFNaWsr9999Pq1atAAgJCTHaLuT+RURERERAKz92paCggLi4OJo3b463tzdBQUHAr//xf1rHjh0vetyhQ4dy/Phxmjdvzvjx41m/fj2nTp26qDFyc3Pp27fveftERUWddXzgwIGLrve39xgfH8+4ceO44YYbmD9/vrEVUERERETkYij82JGYmBh++uknkpKS2LVrF7t27QKgqqrK6HOhb3A7U9OmTcnPz2f58uW4u7tz77330qNHj/O+MOG3LvXlB05Ov37VrFarce735v/tPSYmJvL5558zaNAgPvroI1q3bs369esvqR4RERERcTwKP3bi0KFD5OfnM3PmTPr27UtYWBiHDx/+w+tcXFyorq7+w37u7u7ExMSwbNkyMjIy2LFjB3l5eRc8RkREBOnp6efts3PnzrOOw8LCgP97+9yZzxSd+fKDPxIaGsqUKVN4//33ueWWW0hOTr7g2kVEREREQM/82A1fX1/8/PxYsWIFAQEBlJaWGs/PnE9QUBAVFRWkp6fTrl07PDw88PDwsOmTkpJCdXU1nTt3xsPDg5dffhl3d3cCAwONMT7++GOGDx+Oq6srDRo0OGue2bNn07dvX6655hqGDx/OqVOn2Lx5Mw888IDRJzMzk8cff5zBgwfzwQcf8Prrr7Np0ybg1/B1/fXXM3/+fIKDgykvL2fmzJl/eH/Hjx/n/vvv59ZbbyU4OJhvv/2WrKws4/moC7l/EREREREArFeY48ePW/fv3289fvx4bZdy0T744ANrWFiY1dXV1RoREWHNyMiwAtb169dbi4uLrYB1z549Z1139913W/38/KyAdfbs2Var1WoNDAy0Pvnkk1ar1Wpdv369tXPnzlZvb2+rp6en9frrr7d++OGHxvU7duywRkREWF1dXa2nvxLJycnWevXq2czz5ptvWtu3b291cXGxNmjQwHrLLbcYbYGBgdY5c+ZYhw4davXw8LA2atTIunTpUpvr9+/fb42KirK6u7tb27dvb33//fetgHXLli1Wq9Vq3bJlixWwHj582LjmxIkT1uHDh1ubNm1qdXFxsTZu3Ng6YcIEm3/fc92/I/o7f/dFREREaoLJaj3jIYwrQGVlJcXFxQQHB+Pm5lbb5YjUGH33RURERM5Pz/yIiIiIiIhDUPgRERERERGHoPAjIiIiIiIOQeFHREREREQcgsKPiIiIiIg4BIUfERERERFxCAo/IiIiIiLiEBR+RERERETEISj8iIiIiIiIQ3Cu7QJqlMlUc3NZrTU3l4iIiIiI/CGt/IiIiIiIiENQ+BEREREREYeg8GNH0tLS6NatGz4+Pvj5+REdHU1RUREAt956KxMmTDD6Tp48GZPJxBdffAFAVVUVnp6efPjhhwBYLBbmzZtHcHAw7u7utGvXjjfeeKPmb0pERERExE4o/NiRo0ePEh8fT3Z2Nunp6Tg5OREbG4vFYqFnz55kZGQYfbdu3UqDBg2Mc1lZWZw8eZIuXboAMG/ePF566SWee+45Pv/8c6ZMmcI///lPtm7dWgt3JiIiIiJS+0xW65X1ZH5lZSXFxcUEBwfj5uZm2/g3e+HBwYMH8ff3Jy8vD6vVSrt27fjhhx9wdnamUaNGPPTQQ3z22Wekpqby6KOPsnnzZjIzMzlx4gT169fnww8/JCoqyhhv3LhxHDt2jFdeeeWSaxP7c97vvoiIiIg42Nve7FxBQQGzZs1i165dHDx4EIvFAkBpaSk33ngj9evXZ+vWrbi4uBAZGUl0dDTPPPMM8OtKUK9evQAoLCzk2LFj9OvXz2b8qqoqIiMja/SeRERERETshcKPHYmJiSEwMJCkpCQaN26MxWIhPDycqqoqTCYTPXr0ICMjA1dXV3r16kVERAQnTpzgs88+Y/v27SQkJABQUVEBwKZNm2jSpInNHK6urjV+XyIiIiIi9kDhx04cOnSI/Px8kpKS6N69OwDbtm2z6dOzZ0+SkpJwdXXl0UcfxcnJiR49erBw4UJOnDhB165dAWjdujWurq6UlpbSs2fPGr8XERERERF7pPBjJ3x9ffHz82PFihUEBARQWlrK9OnTbfr06tWLKVOm4OLiQrdu3YxzCQkJdOrUCU9PTwC8vLxISEhgypQpWCwWunXrxs8//0xmZibe3t6MGjWqxu9PRERERKS2OVb4seN3Ozg5OZGamsrEiRMJDw+nZcuWLFu2zHiOB6Bt27b4+PgQGhqK2WwGfg0/1dXVNv0AHn74Yfz9/Zk3bx5fffUVPj4+dOjQgf/85z81eFciIiIiIvbDsd72JnIF03dfRERE5Pz0d35ERERERMQhKPyIiIiIiIhDUPgRERERERGHoPAjIiIiIiIOQeFHREREREQcgsKPiIiIiIg4BIUfERERERFxCAo/IiIiIiLiEBR+7EivXr2YPHnyZR0zIyMDk8nEkSNHLuu4IiIiIiJ/N861XUBNMs0x1dhc1tnWGptLRERERET+mFZ+RERERETEISj82JlTp04xYcIE6tWrR4MGDXjooYewWn9dRVq9ejUdO3bEy8uLRo0acfvtt1NeXm5z/ebNmwkNDcXd3Z3evXtTUlJSC3chIiIiImJ/FH7szKpVq3B2dmb37t0sXbqUJ554ghdeeAGAkydP8vDDD7N37142bNhASUkJo0ePNq795ptvuOWWW4iJiSE3N5dx48Yxffr0WroTERERERH74lDP/PwdNG3alCeffBKTyUTLli3Jy8vjySefZPz48dx5551Gv+bNm7Ns2TI6depERUUFZrOZZ599lmuuuYbFixcDGNcvWLCgtm5HRERERMRuaOXHzlx//fWYTP/3YoaoqCgKCgqorq4mJyeHmJgYmjVrhpeXFz179gSgtLQUgAMHDtC5c2eb8aKiomqueBERERERO6bw8zdRWVlJ//798fb2Zs2aNWRlZbF+/XoAqqqqark6ERERERH7p21vdmbXrl02xzt37iQkJIQvvviCQ4cOMX/+fJo2bQpAdna2Td+wsDA2btx41vUiIiIiIqKVH7tTWlpKfHw8+fn5rF27lqeeeopJkybRrFkzXFxceOqpp/jqq6/YuHEjDz/8sM21d999NwUFBdx///3k5+fzyiuvkJKSUjs3IiIiIiJiZxR+7MzIkSM5fvw41113Hffddx+TJk3irrvuwt/fn5SUFF5//XVat27N/PnzWbRokc21zZo1480332TDhg20a9eO5557jscee6yW7kRERERExL6YrKf/iMwVorKykuLiYoKDg3Fzc6vtckRqjL77IiIiIuenlR8REREREXEICj8iIiIiIuIQFH5ERERERMQhKPyIiIiIiIhDUPgRERERERGHoPAjIiIiIiIOQeFHREREREQcgsKPiIiIiIg4BIUfERERERFxCAo/dqRXr15Mnjy5tsu4rEaPHs3gwYNruwwREREREZxru4CaNGfOnBqba/bs2TU212kpKSlMnjyZI0eO1PjcIiIiIiL2Tis/Dqiqqqq2SxARERERqXEKP3bm1KlTTJgwgXr16tGgQQMeeughrFYrACdOnCAhIYEmTZrg6elJ586dycjIACAjI4MxY8bw888/YzKZMJlMJCYmAhAUFMTDDz/MyJEj8fb25q677gLggQceIDQ0FA8PD5o3b85DDz3EyZMnASgpKcHJyYns7Gyb+pYsWUJgYCAWi4Xq6mrGjh1LcHAw7u7utGzZkqVLl9bMByUiIiIicpEcatvb38GqVasYO3Ysu3fvJjs7m7vuuotmzZoxfvx4JkyYwP79+0lNTaVx48asX7+eAQMGkJeXR5cuXViyZAmzZs0iPz8fALPZbIy7aNEiZs2aZbMdz8vLi5SUFBo3bkxeXh7jx4/Hy8uLadOmERQUxA033EBycjIdO3Y0rklOTmb06NE4OTlx8uRJrr76al5//XX8/PzYvn07d911FwEBAdx2220196GJiIiIiFwAhR8707RpU5588klMJhMtW7YkLy+PJ598kv79+5OcnExpaSmNGzcGICEhgbS0NJKTk3nssceoV68eJpOJRo0anTVunz59mDp1qs25mTNnGr8HBQWRkJBAamoq06ZNA2DcuHHcfffdPPHEE7i6uvLpp5+Sl5fHW2+9BUDdunVtnqMKDg5mx44dvPbaawo/IiIiImJ3tO3Nzlx//fWYTCbjOCoqioKCAvLy8qiuriY0NBSz2Wz8bN26laKioj8c98zVm9NeffVVunbtSqNGjTCbzcycOZPS0lKjffDgwdSpU4f169cDv75QoXfv3gQFBRl9nnnmGa699lr8/f0xm82sWLHCZgwREREREXuhlZ+/iYqKCurUqUNOTg516tSxaTtze9vv8fT0tDnesWMHI0aMYM6cOfTv35969eqRmprK4sWLjT4uLi6MHDmS5ORkbrnlFl555RWbZ3pSU1NJSEhg8eLFREVF4eXlxcKFC9m1a9cl3q2IiIiIyOWn8GNnfhscdu7cSUhICJGRkVRXV1NeXk737t3Pea2LiwvV1dUXNM/27dsJDAxkxowZxrmvv/76rH7jxo0jPDyc5cuXc+rUKW655RajLTMzky5dunDvvfca5y5kFUpEREREpDZo25udKS0tJT4+nvz8fNauXctTTz3FpEmTCA0NZcSIEYwcOZJ169ZRXFzM7t27mTdvHps2bQJ+fW6noqKC9PR0Dh48yLFjx353npCQEEpLS0lNTaWoqIhly5YZ29vOFBYWxvXXX88DDzxAXFwc7u7uNmNkZ2fz3nvv8eWXX/LQQw+RlZV1+T8UEREREZHLQOHHzowcOZLjx49z3XXXcd999zFp0iTj1dTJycmMHDmSqVOn0rJlSwYPHkxWVhbNmjUDoEuXLtx9990MGzYMf39/Hn/88d+d56abbmLKlClMmDCB9u3bs337dh566KFz9h07dixVVVXceeedNuf/9a9/ccsttzBs2DA6d+7MoUOHbFaBRERERETsicl6+o/IXCEqKyspLi4mODgYNze32i7nivDwww/z+uuvs2/fvtouRc5D330RERGR89PKj/yuiooKPvvsM55++mn+/e9/13Y5IiIiIiKXROFHfteECRO49tpr6dWr11lb3kRERERE/m607U3kCqHvvoiIiMj5aeVHREREREQcgsKPiIiIiIg4BIUfERERERFxCAo/IiIiIiLiEBR+RERERETEISj8iIiIiIiIQ1D4sSO9evVi8uTJv9seFBTEkiVLaqweEREREZEriWOFH5Op5n7+AllZWdx1111n3I6JDRs22PRJTEykffv2f8n8IiIiIiJ/Z861XYBcOH9//xqbq6qqChcXlxqbT0RERETkr+ZYKz9/A6dOnWLChAnUq1ePBg0a8NBDD2G1WgHbbW9BQUEAxMbGYjKZCAoKIiUlhTlz5rB3715MJhMmk4mUlBQAjhw5wrhx4/D398fb25s+ffqwd+9eY97TK0YvvPACwcHBuLm51eRti4iIiIj85bTyY2dWrVrF2LFj2b17N9nZ2dx11100a9aM8ePH2/TLysriqquuIjk5mQEDBlCnTh3MZjOfffYZaWlpfPjhhwDUq1cPgKFDh+Lu7s67775LvXr1eP755+nbty9ffvkl9evXB6CwsJA333yTdevWUadOnZq9cRERERGRv5jCj51p2rQpTz75JCaTiZYtW5KXl8eTTz55Vvg5vQXOx8eHRo0aGefNZjPOzs4257Zt28bu3bspLy/H1dUVgEWLFrFhwwbeeOMN4zmiqqoqXnrppRrdXiciIiIiUlO07c3OXH/99ZjOeGFCVFQUBQUFVFdX/+kx9+7dS0VFBX5+fpjNZuOnuLiYoqIio19gYKCCj4iIiIhcsbTy4wAqKioICAggIyPjrDYfHx/jd09Pz5orSkRERESkhin82Jldu3bZHO/cuZOQkJBzPoNTt27ds1aEXFxczjrXoUMHvv/+e5ydnY0XJYiIiIiIOBpte7MzpaWlxMfHk5+fz9q1a3nqqaeYNGnSOfsGBQWRnp7O999/z+HDh41zxcXF5ObmcvDgQU6cOMENN9xAVFQUgwcP5v3336ekpITt27czY8YMsrOza/L2RERERERqjcKPnRk5ciTHjx/nuuuu47777mPSpEk2f9j0TIsXL+aDDz6gadOmREZGAjBkyBAGDBhA79698ff3Z+3atZhMJjZv3kyPHj0YM2YMoaGhDB8+nK+//pqGDRvW5O2JiIiIiNQak/X0H5G5QlRWVlJcXKy/VSMOR999ERERkfPTyo+IiIiIiDgEhR8REREREXEICj8iIiIiIuIQFH5ERERERMQhKPyIiIiIiIhDUPgRERERERGHoPAjIiIiIiIOQeFHREREREQcgsKPiIiIiIg4BIUfO9KrVy8mT578u+1BQUEsWbKkxuoREREREbmSONd2ATXJNMdUY3NZZ1sv+5hZWVl4enoaxyaTifXr1zN48GDjXGJiIhs2bCA3N/eyzy8iIiIi8nfmUOHn787f37/G5qqqqvp/7N15WFXl/v//5wYENgKCiIgDQoKI5oDTSbE0sTDNo2lpxlE0x0+SWg7kx3DqaOhxiOScSu0j2sm0Qc3ToCmBA05oggOkSCB2JDGHEhRU9v794df9a4eapQG1X4/r4rpY677Xfb/Xcv/Rq/veCxwdHStsPhERERGR35u2vVUx165dIzo6mho1alCrVi1iY2Mxm6+vIv1025u/vz8ATzzxBAaDAX9/fxITE5k5cyYZGRkYDAYMBgOJiYkAXLhwgeHDh+Pt7Y27uztdu3YlIyPDMu+MGTNo1aoVy5YtIyAgAGdnZ+D66tKyZct44okncHFxISgoiA0bNljVfPjwYR577DFcXV3x8fFh0KBBfP/995b2Dz/8kObNm2M0GvHy8qJbt24UFxcDkJKSQvv27alevToeHh6EhYVx4sSJ3+PRioiIiIiNU/ipYlasWIGDgwN79+4lPj6ehQsXsmzZsnL90tLSAFi+fDkFBQWkpaUxYMAAJkyYQLNmzSgoKKCgoIABAwYA8NRTT1FYWMjnn3/O/v37ad26NeHh4Zw7d84y5vHjx/noo49Yu3at1ba5mTNn0r9/fw4ePEiPHj2IjIy0XHfhwgW6du1KaGgo+/btY+PGjZw+fZr+/fsDUFBQwMCBA3n22WfJysoiJSWFvn37YjabuXbtGn369KFz584cPHiQXbt2MXLkSAyGitueKCIiIiK2Q9veqpgGDRqwaNEiDAYDwcHBHDp0iEWLFjFixAirfje2wHl4eFCnTh3LeVdXVxwcHKzO7dixg71791JYWIiTkxMA8+fPZ/369Xz44YeMHDkSuL7VbeXKleW21w0ZMoSBAwcCMGfOHF5//XX27t1L9+7dSUhIIDQ0lDlz5lj6/9///R8NGjTg2LFjFBUVce3aNfr27UvDhg0BaN68OQDnzp3jhx9+4PHHH6dRo0YAhISE3P1DFBERERG5Ca38VDEPPPCA1cpHhw4dyM7Opqys7DePmZGRQVFREV5eXri6ulp+cnNzycnJsfRr2LDhTb9X1KJFC8vv1atXx93dncLCQsvYycnJVuM2adIEgJycHFq2bEl4eDjNmzfnqaeeYunSpZw/fx6AmjVrMmTIECIiIujVqxfx8fEUFBT85vsUEREREbkdrfzYgKKiInx9fUlJSSnX5uHhYfn9p2+S+6lq1apZHRsMBkwmk2XsXr16MXfu3HLX+fr6Ym9vz+bNm9m5cydffPEFixcvZurUqezZs4eAgACWL1/O2LFj2bhxI2vWrOHll19m8+bNPPDAA7/9hkVEREREbkLhp4rZs2eP1fHu3bsJCgrC3t6+XN9q1aqVWxFydHQsd65169Z89913ODg4WF6UcK+0bt2ajz76CH9/fxwcbv5xMhgMhIWFERYWxrRp02jYsCHr1q3jxRdfBCA0NJTQ0FCmTJlChw4dWLVqlcKPiIiIiNxz2vZWxeTn5/Piiy9y9OhR3nvvPRYvXsy4ceNu2tff35+kpCS+++47y1Yyf39/cnNzSU9P5/vvv6e0tJRu3brRoUMH+vTpwxdffEFeXh47d+5k6tSp7Nu3767qHTNmDOfOnWPgwIGkpaWRk5PDpk2bGDp0KGVlZezZs4c5c+awb98+8vPzWbt2LWfOnCEkJITc3FymTJnCrl27OHHiBF988QXZ2dn63o+IiIiI/C4UfqqYwYMHc/nyZdq3b8+YMWMYN26c5YUEP7dgwQI2b95MgwYNCA0NBaBfv350796dhx9+GG9vb9577z0MBgOfffYZDz30EEOHDqVx48Y8/fTTnDhxAh8fn7uqt27duqSmplJWVsajjz5K8+bNGT9+PB4eHtjZ2eHu7s62bdvo0aMHjRs35uWXX2bBggU89thjuLi48PXXX9OvXz8aN27MyJEjGTNmDKNGjbqrmkREREREbsZgvvFHZP4kSkpKyM3NtfpbNSK2QJ99ERERkdvTyo+IiIiIiNgEhR8REREREbEJCj8iIiIiImITFH5ERERERMQmKPyIiIiIiIhNUPgRERERERGboPAjIiIiIiI2QeFHRERERERsgsKPiIiIiIjYBIWfKqRLly6MHz/+lu3+/v689tprFVaPiIiIiMifiUNlF1CRZs6cWWFzTZ8+/Z6PmZaWRvXq1S3HBoOBdevW0adPH8u5GTNmsH79etLT0+/5/JUtJSWFhx9+mPPnz+Ph4VHZ5YiIiIjIH4xNhZ8/Om9v7wqb68qVKzg6OlbYfCIiIiIivzdte6tirl27RnR0NDVq1KBWrVrExsZiNpsB621v/v7+ADzxxBMYDAb8/f1JTExk5syZZGRkYDAYMBgMJCYmAnDhwgWGDx+Ot7c37u7udO3alYyMDMu8M2bMoFWrVixbtoyAgACcnZ0B+PDDD2nevDlGoxEvLy+6detGcXExhw8fxs7OjjNnzgBw7tw57OzsePrppy1j/v3vf6dTp06W48OHD/PYY4/h6uqKj48PgwYN4vvvv7e0m0wmXn31VQICAjAajbRs2ZIPP/wQgLy8PB5++GEAPD09MRgMDBky5N49eBERERH501P4qWJWrFiBg4MDe/fuJT4+noULF7Js2bJy/dLS0gBYvnw5BQUFpKWlMWDAACZMmECzZs0oKCigoKCAAQMGAPDUU09RWFjI559/zv79+2ndujXh4eGcO3fOMubx48f56KOPWLt2Lenp6RQUFDBw4ECeffZZsrKySElJoW/fvpjNZpo1a4aXlxdbt24FYPv27VbHAFu3bqVLly7A9fDVtWtXQkND2bdvHxs3buT06dP079/f0v/VV19l5cqVvPnmmxw5coQXXniBv/3tb2zdupUGDRrw0UcfAXD06FEKCgqIj4+/tw9fRERERP7UtO2timnQoAGLFi3CYDAQHBzMoUOHWLRoESNGjLDqd2MLnIeHB3Xq1LGcd3V1xcHBwercjh072Lt3L4WFhTg5OQEwf/581q9fz4cffsjIkSOB61vdVq5caRn7q6++4tq1a/Tt25eGDRsC0Lx5c8u4Dz30ECkpKTz55JOkpKQwdOhQli1bxtdff02jRo3YuXMnkydPBiAhIYHQ0FDmzJljuf7//u//aNCgAceOHaNhw4bMmTOHLVu20KFDBwDuu+8+duzYwVtvvUXnzp2pWbMmALVr19Z3fkRERETkV1P4qWIeeOABDAaD5bhDhw4sWLCAsrKy3zxmRkYGRUVFeHl5WZ2/fPkyOTk5luOGDRtafa+oZcuWhIeH07x5cyIiInj00Ud58skn8fT0BKBz584sWbIEuL7KM2fOHI4dO0ZKSgrnzp3j6tWrhIWFWWpITk7G1dW1XH05OTlcvXqVS5cu8cgjj1i1XblyhdDQ0N987yIiIiIiNyj82ICioiJ8fX1JSUkp1/bTFZSfvkkOwN7ens2bN7Nz506++OILFi9ezNSpU9mzZw8BAQGWV3NnZ2eTmZlJp06d+Prrr0lJSeH8+fO0bdsWFxcXSw29evVi7ty55Wrw9fXl8OHDAHz66afUq1fPqv3GapWIiIiIyN1Q+Kli9uzZY3W8e/dugoKCsLe3L9e3WrVq5VaEHB0dy51r3bo13333HQ4ODpYXJdwpg8FAWFgYYWFhTJs2jYYNG7Ju3TpefPFFmjdvjqenJ3//+99p1aoVrq6udOnShblz53L+/HnL931u1PDRRx/h7++Pg0P5j13Tpk1xcnIiPz+fzp0737SWG2+fu5tVMBERERGxXXrhQRWTn5/Piy++yNGjR3nvvfdYvHgx48aNu2lff39/kpKS+O677zh//rzlXG5uLunp6Xz//feUlpbSrVs3OnToQJ8+ffjiiy/Iy8tj586dTJ06lX379t2ylj179jBnzhz27dtHfn4+a9eu5cyZM4SEhADXg9FDDz3Eu+++awk6LVq0oLS0lKSkJKsQM2bMGM6dO8fAgQNJS0sjJyeHTZs2MXToUMrKynBzc2PixIm88MILrFixgpycHL766isWL17MihUrgOvb8gwGA5988glnzpyhqKjoXjxyEREREbERCj9VzODBg7l8+TLt27dnzJgxjBs3zvJCgp9bsGABmzdvpkGDBpbvxfTr14/u3bvz8MMP4+3tzXvvvYfBYOCzzz7joYceYujQoTRu3Jinn36aEydO4OPjc8ta3N3d2bZtGz169KBx48a8/PLLLFiwgMcee8zSp3PnzpSVlVnCj52dHQ899JBlxeiGunXrkpqaSllZGY8++ijNmzdn/PjxeHh4YGd3/WP4yiuvEBsby6uvvkpISAjdu3fn008/JSAgAIB69eoxc+ZMXnrpJXx8fIiOjr6rZy0iIiIitsVgvvFHZP4kSkpKyM3NtfpbNSK2QJ99ERERkdvTyo+IiIiIiNgEhR8REREREbEJCj8iIiIiImITFH5ERERERMQmKPyIiIiIiIhNUPgRERERERGboPAjIiIiIiI2QeFHRERERERsgsKPiIiIiIjYBIWfKqRLly6MHz/+lu3+/v689tprFVbPr/VL9YuIiIiIVCaHyi6gQhkMFTeX2Vxxc4mIiIiIyC/Syo+IiIiIiNgEhZ8q5tq1a0RHR1OjRg1q1apFbGws5lusIl24cIHhw4fj7e2Nu7s7Xbt2JSMjw9KekZHBww8/jJubG+7u7rRp04Z9+/YBcOLECXr16oWnpyfVq1enWbNmfPbZZ5ZrDx8+zGOPPYarqys+Pj4MGjSI77//3tJeXFzM4MGDcXV1xdfXlwULFvxOT0RERERE5N5Q+KliVqxYgYODA3v37iU+Pp6FCxeybNmym/Z96qmnKCws5PPPP2f//v20bt2a8PBwzp07B0BkZCT169cnLS2N/fv389JLL1GtWjUAxowZQ2lpKdu2bePQoUPMnTsXV1dX4Hqo6tq1K6Ghoezbt4+NGzdy+vRp+vfvb5l70qRJbN26lY8//pgvvviClJQUvvrqq9/56YiIiIiI/Ha29Z2fP4AGDRqwaNEiDAYDwcHBHDp0iEWLFjFixAirfjt27GDv3r0UFhbi5OQEwPz581m/fj0ffvghI0eOJD8/n0mTJtGkSRMAgoKCLNfn5+fTr18/mjdvDsB9991naUtISCA0NJQ5c+ZYzv3f//0fDRo04NixY9StW5e3336bf//734SHhwPXQ1v9+vV/n4ciIiIiInIPaOWninnggQcw/OTFDB06dCA7O5uysjKrfhkZGRQVFeHl5YWrq6vlJzc3l5ycHABefPFFhg8fTrdu3YiLi7OcBxg7dix///vfCQsLY/r06Rw8eNBq7OTkZKtxbwSonJwccnJyuHLlCn/5y18s19SsWZPg4ODf5ZmIiIiIiNwLCj9/UEVFRfj6+pKenm71c/ToUSZNmgTAjBkzOHLkCD179uTLL7+kadOmrFu3DoDhw4fzzTffMGjQIA4dOkTbtm1ZvHixZexevXqVGzs7O5uHHnqo0u5ZRERERORuKPxUMXv27LE63r17N0FBQdjb21udb926Nd999x0ODg4EBgZa/dSqVcvSr3Hjxrzwwgt88cUX9O3bl+XLl1vaGjRowOjRo1m7di0TJkxg6dKllrGPHDmCv79/ubGrV69Oo0aNqFatmlWt58+f59ixY7/HIxERERERuScUfqqY/Px8XnzxRY4ePcp7773H4sWLGTduXLl+3bp1o0OHDvTp04cvvviCvLw8du7cydSpU9m3bx+XL18mOjqalJQUTpw4QWpqKmlpaYSEhAAwfvx4Nm3aRG5uLl999RXJycmWtjFjxnDu3DkGDhxIWloaOTk5bNq0iaFDh1JWVoarqyvDhg1j0qRJfPnllxw+fJghQ4ZgZ6ePk4iIiIhUXXrhQRUzePBgLl++TPv27bG3t2fcuHGMHDmyXD+DwcBnn33G1KlTGTp0KGfOnKFOnTo89NBD+Pj4YG9vz9mzZxk8eDCnT5+mVq1a9O3bl5kzZwJQVlbGmDFj+Pbbb3F3d6d79+4sWrQIgLp165KamkpMTAyPPvoopaWlNGzYkO7du1sCzj/+8Q/L9jg3NzcmTJjADz/8UHEPSkRERETkVzKYb/VHZP6gSkpKyM3NJSAgAGdn58ouR6TC6LMvIiIicnvapyQiIiIiIjZB4UdERERERGyCwo+IiIiIiNgEhR8REREREbEJCj8iIiIiImITFH5ERERERMQmKPyIiIiIiIhNUPgRERERERGboPAjIiIiIiI2QeGnCunSpQvjx4+v7DIASExMxMPDo7LLEBERERG5Zxwqu4CKZJhpqLC5zNPNFTaXiIiIiIj8Mq38/ImVlZVhMpkquwwRERERkSpB4aeKuXbtGtHR0dSoUYNatWoRGxuL2Xx9Fen8+fMMHjwYT09PXFxceOyxx8jOzrZce2Or2oYNG2jatClOTk7k5+dTWlrKxIkTqVevHtWrV+cvf/kLKSkpVvMmJibi5+eHi4sLTzzxBGfPni1X2xtvvEGjRo1wdHQkODiYd955x6rdYDDw1ltv8fjjj+Pi4kJISAi7du3i+PHjdOnSherVq9OxY0dycnLu/YMTEREREfkFCj9VzIoVK3BwcGDv3r3Ex8ezcOFCli1bBsCQIUPYt28fGzZsYNeuXZjNZnr06MHVq1ct11+6dIm5c+eybNkyjhw5Qu3atYmOjmbXrl2sXr2agwcP8tRTT9G9e3dLcNqzZw/Dhg0jOjqa9PR0Hn74Yf7+979b1bVu3TrGjRvHhAkTOHz4MKNGjWLo0KEkJydb9XvllVcYPHgw6enpNGnShGeeeYZRo0YxZcoU9u3bh9lsJjo6+nd+iiIiIiIi5RnMN5YV/iRKSkrIzc0lICAAZ2dnq7aq/p2fLl26UFhYyJEjRzAYrtf60ksvsWHDBj7++GMaN25MamoqHTt2BODs2bM0aNCAFStW8NRTT5GYmMjQoUNJT0+nZcuWAOTn53PfffeRn59P3bp1LXN169aN9u3bM2fOHJ555hl++OEHPv30U0v7008/zcaNG7lw4QIAYWFhNGvWjCVLllj69O/fn+LiYst1BoOBl19+mVdeeQWA3bt306FDB95++22effZZAFavXs3QoUO5fPnyr34+cnu3++yLiIiIiFZ+qpwHHnjAEnwAOnToQHZ2NpmZmTg4OPCXv/zF0ubl5UVwcDBZWVmWc46OjrRo0cJyfOjQIcrKymjcuDGurq6Wn61bt1q2n2VlZVmNe2Pen8rKyiIsLMzqXFhYmNXcgNXcPj4+ADRv3tzqXElJCT/++OOdPRARERERkXvEpt72ZguMRqNVeCoqKsLe3p79+/djb29v1dfV1fWez1+tWjXL7zfquNk5vYhBRERERCqaVn6qmD179lgd7969m6CgIJo2bcq1a9es2s+ePcvRo0dp2rTpLccLDQ2lrKyMwsJCAgMDrX7q1KkDQEhIyE3n/amQkBBSU1OtzqWmpt52bhERERGRqkQrP1VMfn4+L774IqNGjeKrr75i8eLFLFiwgKCgIHr37s2IESN46623cHNz46WXXqJevXr07t37luM1btyYyMhIBg8ezIIFCwgNDeXMmTMkJSXRokULevbsydixYwkLC2P+/Pn07t2bTZs2sXHjRqtxJk2aRP/+/QkNDaVbt2785z//Ye3atWzZsuX3fiQiIiIiIveEVn6qmMGDB3P58mXat2/PmDFjGDduHCNHjgRg+fLltGnThscff5wOHTpgNpv57LPPrLaV3czy5csZPHgwEyZMIDg4mD59+pCWloafnx9w/XtGS5cuJT4+npYtW/LFF1/w8ssvW43Rp08f4uPjmT9/Ps2aNeOtt95i+fLldOnS5Xd5DiIiIiIi95pNve1N5M9Mn30RERGR29PKj4iIiIiI2ASFHxERERERsQkKPyIiIiIiYhMUfkRERERExCYo/IiIiIiIiE1Q+BEREREREZug8CMiIiIiIjZB4UdERERERGyCwo+IiIiIiNgEhZ8qpEuXLowfP77C501JScFgMHDhwoVfdd2QIUPo06fP71LTvfBb70tERERE/pwcKruAijRz5swKm2v69OkVNtfvLS8vj4CAAA4cOECrVq0quxwRERERkd9EKz9/YFeuXKnsEn61P2LNIiIiIvLnoPBTxVy7do3o6Ghq1KhBrVq1iI2NxWw2A+Dv788rr7zC4MGDcXd3Z+TIkQDs2LGDBx98EKPRSIMGDRg7dizFxcWWMd955x3atm2Lm5sbderU4ZlnnqGwsPCWNVy6dInHHnuMsLAwLly4QEBAAAChoaEYDAa6dOli1X/+/Pn4+vri5eXFmDFjuHr1qqXtVjV/9NFHNGvWDCcnJ/z9/VmwYIHVmAaDgfXr11ud8/DwIDEx0XK8c+dOWrVqhbOzM23btmX9+vUYDAbS09Otrtu/fz9t27bFxcWFjh07cvTo0Vv/A4iIiIjIn5bCTxWzYsUKHBwc2Lt3L/Hx8SxcuJBly5ZZ2ufPn0/Lli05cOAAsbGx5OTk0L17d/r168fBgwdZs2YNO3bsIDo62nLN1atXeeWVV8jIyGD9+vXk5eUxZMiQm85/4cIFHnnkEUwmE5s3b8bDw4O9e/cCsGXLFgoKCli7dq2lf3JyMjk5OSQnJ7NixQoSExOtAsrNat6/fz/9+/fn6aef5tChQ8yYMYPY2Nhy193Ojz/+SK9evWjevDlfffUVr7zyCjExMTftO3XqVBYsWMC+fftwcHDg2WefveN5REREROTPw6a+8/NH0KBBAxYtWoTBYCA4OJhDhw6xaNEiRowYAUDXrl2ZMGGCpf/w4cOJjIy0vCghKCiI119/nc6dO/PGG2/g7Oxs9R/79913H6+//jrt2rWjqKgIV1dXS9t3333HgAEDCAoKYtWqVTg6OgLg7e0NgJeXF3Xq1LGq19PTk4SEBOzt7WnSpAk9e/YkKSnJUu/Nao6MjCQ8PJzY2FgAGjduTGZmJv/4xz9uGcp+btWqVRgMBpYuXYqzszNNmzblv//9r9W8N8yePZvOnTsD8NJLL9GzZ09KSkpwdna+o7lERERE5M9BKz9VzAMPPIDBYLAcd+jQgezsbMrKygBo27atVf+MjAwSExNxdXW1/ERERGAymcjNzQWub/vq1asXfn5+uLm5WYJAfn6+1ViPPPIIgYGBrFmzxhJ8fkmzZs2wt7e3HPv6+pbbUvfzmrOysggLC7M6FxYWZnWfv+To0aO0aNHCKsC0b9/+pn1btGhhVR9w221/IiIiIvLnpJWfP5jq1atbHRcVFTFq1CjGjh1brq+fnx/FxcVEREQQERHBu+++i7e3N/n5+URERJR7+UDPnj356KOPyMzMpHnz5ndUT7Vq1ayODQYDJpPptjXfCYPBYPmu0w0//S7Rr/HTGm8Ey5/XKCIiIiJ/fgo/VcyePXusjnfv3k1QUJDV6spPtW7dmszMTAIDA2/afujQIc6ePUtcXBwNGjQAYN++fTftGxcXh6urK+Hh4aSkpNC0aVMAyyrQna7K/JKQkBBSU1OtzqWmptK4cWPLfXp7e1NQUGBpz87O5tKlS5bj4OBg/v3vf1NaWoqTkxMAaWlp96Q+EREREflz0ra3KiY/P58XX3yRo0eP8t5777F48WLGjRt3y/4xMTHs3LmT6Oho0tPTyc7O5uOPP7a88MDPzw9HR0cWL17MN998w4YNG3jllVduOd78+fOJjIyka9eufP311wDUrl0bo9HIxo0bOX36ND/88MNd3eOECRNISkrilVde4dixY6xYsYKEhAQmTpxo6dO1a1cSEhI4cOAA+/btY/To0VYrOM888wwmk4mRI0eSlZXFpk2bmD9/PoDVtkERERERkRsUfqqYwYMHc/nyZdq3b8+YMWMYN26c5fXQN9OiRQu2bt3KsWPHePDBBwkNDWXatGnUrVsXuL6CkpiYyAcffEDTpk2Ji4uzhIRbWbRoEf3796dr164cO3YMBwcHXn/9dd566y3q1q1L79697+oeW7duzfvvv8/q1au5//77mTZtGrNmzbJ62cGCBQto0KABDz74IM888wwTJ07ExcXF0u7u7s5//vMf0tPTadWqFVOnTmXatGkAepGBiIiIiNyUwfzzL1b8wZWUlJCbm0tAQID+I9jGvPvuuwwdOpQffvgBo9FY2eVUOH32RURERG5P3/mRP6yVK1dy3333Ua9ePTIyMoiJiaF///42GXxERERE5Jcp/Mgf1nfffce0adP47rvv8PX15amnnmL27NmVXZaIiIiIVFHa9ibyJ6HPvoiIiMjt6YUHIiIiIiJiExR+RERERETEJij8iIiIiIiITVD4ERERERERm6DwIyIiIiIiNkHhR0REREREbILCz5/EjBkzaNWqVWWXISIiIiJSZdnWHzk1GCpurj/Xn08SEREREfnD08qPiIiIiIjYBIWfKsRkMjFv3jwCAwNxcnLCz8+P2bNnAxATE0Pjxo1xcXHhvvvuIzY2lqtXr95yrCFDhtCnTx/mzJmDj48PHh4ezJo1i2vXrjFp0iRq1qxJ/fr1Wb58ueWavLw8DAYDa9eu5eGHH8bFxYWWLVuya9cuq7F37NjBgw8+iNFopEGDBowdO5bi4mJL+7/+9S+CgoJwdnbGx8eHJ5980tL24Ycf0rx5c4xGI15eXnTr1s3qWhERERGR34vCTxUyZcoU4uLiiI2NJTMzk1WrVuHj4wOAm5sbiYmJZGZmEh8fz9KlS1m0aNFtx/vyyy85deoU27ZtY+HChUyfPp3HH38cT09P9uzZw+jRoxk1ahTffvut1XVTp05l4sSJpKen07hxYwYOHMi1a9cAyMnJoXv37vTr14+DBw+yZs0aduzYQXR0NAD79u1j7NixzJo1i6NHj7Jx40YeeughAAoKChg4cCDPPvssWVlZpKSk0LdvX8zaIigiIiIiFcBg/pP9l2dJSQm5ubkEBATg7Oxs3ViFv/Nz8eJFvL29SUhIYPjw4b/Yf/78+axevZp9+/YB1194sH79etLT04HrKz8pKSl888032Nldz7hNmjShdu3abNu2DYCysjJq1KjBsmXLePrpp8nLyyMgIIBly5YxbNgwADIzM2nWrBlZWVk0adKE4cOHY29vz1tvvWWpZceOHXTu3Jni4mI+++wzhg4dyrfffoubm5tVzV999RVt2rQhLy+Phg0b/qrnI7/stp99EREREbGxFx5UYVlZWZSWlhIeHn7T9jVr1vD666+Tk5NDUVER165dw93d/bZjNmvWzBJ8AHx8fLj//vstx/b29nh5eVFYWGh1XYsWLSy/+/r6AlBYWEiTJk3IyMjg4MGDvPvuu5Y+ZrMZk8lEbm4ujzzyCA0bNuS+++6je/fudO/enSeeeMKyhS48PJzmzZsTERHBo48+ypNPPomnp+edPygRERERkd9I296qCKPReMu2Xbt2ERkZSY8ePfjkk084cOAAU6dO5cqVK7cds1q1albHBoPhpudMJtMtrzP8v9WyG32KiooYNWoU6enplp+MjAyys7Np1KgRbm5ufPXVV7z33nv4+voybdo0WrZsyYULF7C3t2fz5s18/vnnNG3alMWLFxMcHExubu4vPyARERERkbuk8FNFBAUFYTQaSUpKKte2c+dOGjZsyNSpU2nbti1BQUGcOHGiEqqE1q1bk5mZSWBgYLkfR0dHABwcHOjWrRvz5s3j4MGD5OXl8eWXXwLXw1RYWBgzZ87kwIEDODo6sm7dukq5FxERERGxLdr2VkU4OzsTExPD5MmTcXR0JCwsjDNnznDkyBGCgoLIz89n9erVtGvXjk8//bTSAkNMTAwPPPAA0dHRDB8+nOrVq5OZmcnmzZtJSEjgk08+4ZtvvuGhhx7C09OTzz77DJPJRHBwMHv27CEpKYlHH32U2rVrs2fPHs6cOUNISEil3IuIiIiI2BaFnyokNjYWBwcHpk2bxqlTp/D19WX06NEMGzaMF154gejoaEpLS+nZsyexsbHMmDGjwmts0aIFW7duZerUqTz44IOYzWYaNWrEgAEDAPDw8GDt2rXMmDGDkpISgoKCeO+99ywvTdi2bRuvvfYaP/74Iw0bNmTBggU89thjFX4fIiIiImJ7bOttbyJ/Yvrsi4iIiNyevvMjIiIiIiI2QeFHRERERERsgsKPiIiIiIjYBIUfERERERGxCQo/IiIiIiJiExR+RERERETEJij8iIiIiIiITVD4ERERERERm6DwIyIiIiIiNkHhx8bl5eVhMBhIT0//3efy9/fntdde+93nERERERG5GYfKLqAiGWYaKmwu83Rzhc11p4YMGcKFCxdYv3695VyDBg0oKCigVq1a92yexMRExo8fz4ULF6zOp6WlUb169Xs2j4iIiIjIr2FT4UfKs7e3p06dOhUyl7e3d4XMIyIiIiJyM9r2VoWYTCbmzZtHYGAgTk5O+Pn5MXv2bABiYmJo3LgxLi4u3HfffcTGxnL16lXLtTNmzKBVq1a89dZbNGjQABcXF/r3788PP/xgaV+xYgUff/wxBoMBg8FASkqK1bY3k8lE/fr1eeONN6zqOnDgAHZ2dpw4cQKAhQsX0rx5c6pXr06DBg147rnnKCoqAiAlJYWhQ4fyww8/WOaZMWMGUH7bW35+Pr1798bV1RV3d3f69+/P6dOny93TO++8g7+/PzVq1ODpp5/m4sWL9/zZi4iIiMifn8JPFTJlyhTi4uKIjY0lMzOTVatW4ePjA4CbmxuJiYlkZmYSHx/P0qVLWbRokdX1x48f5/333+c///kPGzdu5MCBAzz33HMATJw4kf79+9O9e3cKCgooKCigY8eOVtfb2dkxcOBAVq1aZXX+3XffJSwsjIYNG1r6vf766xw5coQVK1bw5ZdfMnnyZAA6duzIa6+9hru7u2WeiRMnlrtXk8lE7969OXfuHFu3bmXz5s188803DBgwwKpfTk4O69ev55NPPuGTTz5h69atxMXF3cVTFhERERFbpW1vVcTFixeJj48nISGBqKgoABo1akSnTp0AePnlly19/f39mThxIqtXr7aEDoCSkhJWrlxJvXr1AFi8eDE9e/ZkwYIF1KlTB6PRSGlp6W23uUVGRrJgwQLy8/Px8/PDZDKxevVqq/nHjx9vVcvf//53Ro8ezb/+9S8cHR2pUaMGBoPhtvMkJSVx6NAhcnNzadCgAQArV66kWbNmpKWl0a5dO+B6SEpMTMTNzQ2AQYMGkZSUZFkRExERERG5U1r5qSKysrIoLS0lPDz8pu1r1qwhLCyMOnXq4Orqyssvv0x+fr5VHz8/P0vwAejQoQMmk4mjR4/ecR2tWrUiJCTEsvqzdetWCgsLeeqppyx9tmzZQnh4OPXq1cPNzY1BgwZx9uxZLl269Kvut0GDBpbgA9C0aVM8PDzIysqynPP397cEHwBfX18KCwvveB4RERERkRsUfqoIo9F4y7Zdu3YRGRlJjx49+OSTTzhw4ABTp07lypUrv0stkZGRlvCzatUqunfvjpeXF3D91diPP/44LVq04KOPPmL//v3885//BPhd6qlWrZrVscFgwGQy3fN5REREROTPT+GniggKCsJoNJKUlFSubefOnTRs2JCpU6fStm1bgoKCLC8f+Kn8/HxOnTplOd69ezd2dnYEBwcD4OjoSFlZ2S/W8swzz3D48GH279/Phx9+SGRkpKVt//79mEwmFixYwAMPPEDjxo2t5rzTeUJCQjh58iQnT560nMvMzOTChQs0bdr0F2sUEREREfm19J2fKsLZ2ZmYmBgmT56Mo6MjYWFhnDlzhiNHjhAUFER+fj6rV6+mXbt2fPrpp6xbt+6mY0RFRTF//nx+/PFHxo4dS//+/S3fvfH392fTpk0cPXoULy8vatSocdNa/P396dixI8OGDaOsrIy//vWvlrbAwECuXr3K4sWL6dWrF6mpqbz55pvlri8qKiIpKYmWLVvi4uKCi4uLVZ9u3brRvHlzIiMjee2117h27RrPPfccnTt3pm3btnf7OEVEREREytHKTxUSGxvLhAkTmDZtGiEhIQwYMIDCwkL++te/8sILLxAdHU2rVq3YuXMnsbGx5a4PDAykb9++9OjRg0cffZQWLVrwr3/9y9I+YsQIgoODadu2Ld7e3qSmpt6ylsjISDIyMnjiiSestuS1bNmShQsXMnfuXO6//37effddXn31VatrO3bsyOjRoxkwYADe3t7Mmzev3PgGg4GPP/4YT09PHnroIbp168Z9993HmjVrfsujExERERH5RQaz2Wyu7CLupZKSEnJzcwkICMDZ2bmyy6kwM2bMYP369aSnp1d2KVJJbPWzLyIiInKntPIjIiIiIiI2QeFHRERERERsgra9ifxJ6LMvIiIicnta+REREREREZug8CMiIiIiIjZB4UdERERERGyCwo+IiIiIiNgEhR8REREREbEJCj8iIiIiImITFH7+JIYMGUKfPn3uuH9KSgoGg4ELFy78bjX93IwZM2jVqlWFzSciIiIi8lMOlV1ARZo5c2aFzTV9+vQKm6sqMhgMrFu3ziqQTZw4keeff77yihIRERERm2ZT4UfuTllZGQaDATu737Zg6Orqiqur6z2uSkRERETkzmjbWxViMpmYN28egYGBODk54efnx+zZswE4efIk/fv3x8PDg5o1a9K7d2/y8vJuO9arr75KQEAARqORli1b8uGHH5brl5qaSosWLXB2duaBBx7g8OHDlrbExEQ8PDzYsGEDTZs2xcnJifz8fNLS0njkkUeoVasWNWrUoHPnznz11VeW6/z9/QF44oknMBgMluOfb3szmUzMmjWL+vXr4+TkRKtWrdi4caOlPS8vD4PBwNq1a3n44YdxcXGhZcuW7Nq16zc8XRERERGxdQo/VciUKVOIi4sjNjaWzMxMVq1ahY+PD1evXiUiIgI3Nze2b99Oamoqrq6udO/enStXrtx0rFdffZWVK1fy5ptvcuTIEV544QX+9re/sXXrVqt+kyZNYsGCBaSlpeHt7U2vXr24evWqpf3SpUvMnTuXZcuWceTIEWrXrs3FixeJiopix44d7N69m6CgIHr06MHFixcBSEtLA2D58uUUFBRYjn8uPj6eBQsWMH/+fA4ePEhERAR//etfyc7Otuo3depUJk6cSHp6Oo0bN2bgwIFcu3btNz9nEREREbFN2vZWRVy8eJH4+HgSEhKIiooCoFGjRnTq1Il///vfmEwmli1bhsFgAK4HCw8PD1JSUnj00UetxiotLWXOnDls2bKFDh06AHDfffexY8cO3nrrLTp37mzpO336dB555BEAVqxYQf369Vm3bh39+/cH4OrVq/zrX/+iZcuWlmu6du1qNd+SJUvw8PBg69atPP7443h7ewPg4eFBnTp1bnnP8+fPJyYmhqeffhqAuXPnkpyczGuvvcY///lPS7+JEyfSs2dP4Pr3tpo1a8bx48dp0qTJnT5eERERERGFn6oiKyuL0tJSwsPDy7VlZGRw/Phx3NzcrM6XlJSQk5NTrv/x48e5dOmSJdTccOXKFUJDQ63O3QhHADVr1iQ4OJisrCzLOUdHR1q0aGF1zenTp3n55ZdJSUmhsLCQsrIyLl26RH5+/h3f748//sipU6cICwuzOh8WFkZGRobVuZ/O7+vrC0BhYaHCj4iIiIj8Kgo/VYTRaLxlW1FREW3atOHdd98t13ZjleXn/QE+/fRT6tWrZ9Xm5OT0q+u6sdp0Q1RUFGfPniU+Pp6GDRvi5OREhw4dbrkF725Vq1bN8vuNWkwm0+8yl4iIiIj8eSn8VBFBQUEYjUaSkpIYPny4VVvr1q1Zs2YNtWvXxt3d/RfH+unLCX66xe1mdu/ejZ+fHwDnz5/n2LFjhISE3Paa1NRU/vWvf9GjRw/g+ssYvv/+e6s+1apVo6ys7JZjuLu7U7duXVJTU61qTE1NpX379redX0RERETkt1D4qSKcnZ2JiYlh8uTJODo6EhYWxpkzZzhy5AiRkZH84x//oHfv3pa3o504cYK1a9cyefJk6tevbzWWm5sbEydO5IUXXsBkMtGpUyd++OEHUlNTcXd3t3ynCGDWrFl4eXnh4+PD1KlTqVWr1i/+sdSgoCDeeecd2rZty48//sikSZPKrVz5+/uTlJREWFgYTk5OeHp6lhtn0qRJTJ8+nUaNGtGqVSuWL19Oenr6TVe4RERERETulsJPFRIbG4uDgwPTpk3j1KlT+Pr6Mnr0aFxcXNi2bRsxMTH07duXixcvUq9ePcLDw2+5EvTKK6/g7e3Nq6++yjfffIOHhwetW7fmf//3f636xcXFMW7cOLKzs2nVqhX/+c9/cHR0vG2db7/9NiNHjqR169Y0aNCAOXPmMHHiRKs+CxYs4MUXX2Tp0qXUq1fvpq/lHjt2LD/88AMTJkygsLCQpk2bsmHDBoKCgn7dgxMRERERuQMGs9lsruwi7qWSkhJyc3MJCAjA2dm5sssRqTD67IuIiIjcnv7Oj4iIiIiI2ASFHxERERERsQkKPyIiIiIiYhMUfkRERERExCYo/IiIiIiIiE1Q+BEREREREZug8CMiIiIiIjZB4UdERERERGyCwo+IiIiIiNgEhZ8/iSFDhtCnT58qNUdeXh4Gg4H09PTfraZ7ISUlBYPBwIULFyq7FBERERH5HTlUdgEVymCouLnM5oqb6x7Ly8sjICCAAwcO0KpVK8v5+Ph4zH/g+xIRERER22Zb4UfuSo0aNSq7hCrrypUrODo6VnYZIiIiInIb2vZWRZhMJubNm0dgYCBOTk74+fkxe/ZsS/vJkyfp378/Hh4e1KxZk969e5OXl3fb8V599VUCAgIwGo20bNmSDz/80NJ+/vx5IiMj8fb2xmg0EhQUxPLlywEICAgAIDQ0FIPBQJcuXYDy2942btxIp06d8PDwwMvLi8cff5ycnJw7vueEhATuv/9+y/H69esxGAy8+eablnPdunXj5Zdfthy/8cYbNGrUCEdHR4KDg3nnnXesxjQYDCxbtownnngCFxcXgoKC2LBhg1Wfzz77jMaNG2M0Gnn44Ydv+hx37NjBgw8+iNFopEGDBowdO5bi4mJLu7+/P6+88gqDBw/G3d2dkSNH3vF9i4iIiEjlUPipIqZMmUJcXByxsbFkZmayatUqfHx8ALh69SoRERG4ubmxfft2UlNTcXV1pXv37ly5cuWm47366qusXLmSN998kyNHjvDCCy/wt7/9ja1btwJY5vn888/JysrijTfeoFatWgDs3bsXgC1btlBQUMDatWtvOkdxcTEvvvgi+/btIykpCTs7O5544glMJtMd3XPnzp3JzMzkzJkzAGzdupVatWqRkpJiue9du3ZZwte6desYN24cEyZM4PDhw4waNYqhQ4eSnJxsNe7MmTPp378/Bw8epEePHkRGRnLu3Dngeojs27cvvXr1Ij09neHDh/PSSy9ZXZ+Tk0P37t3p168fBw8eZM2aNezYsYPo6GirfvPnz6dly5YcOHCA2NjYO7pnEREREalE5j+Zy5cvmzMzM82XL18u33j9mzgV8/Mr/Pjjj2YnJyfz0qVLb9r+zjvvmIODg80mk8lyrrS01Gw0Gs2bNm0ym81mc1RUlLl3795ms9lsLikpMbu4uJh37txpNc6wYcPMAwcONJvNZnOvXr3MQ4cOvel8ubm5ZsB84MABq/M/neNmzpw5YwbMhw4duu04N5hMJrOXl5f5gw8+MJvNZnOrVq3Mr776qrlOnTpms9ls3rFjh7latWrm4uJis9lsNnfs2NE8YsQIqzGeeuopc48ePSzHgPnll1+2HBcVFZkB8+eff242m83mKVOmmJs2bWo1RkxMjBkwnz9/3mw2X39OI0eOtOqzfft2s52dneVz1bBhQ3OfPn1u+Swqw20/+yIiIiJi1spPFZCVlUVpaSnh4eE3bc/IyOD48eO4ubnh6uqKq6srNWvWpKSk5KbbzI4fP86lS5d45JFHLP1dXV1ZuXKlpf///M//sHr1alq1asXkyZPZuXPnr647OzubgQMHct999+Hu7o6/vz8A+fn5d3S9wWDgoYceIiUlhQsXLpCZmclzzz1HaWkpX3/9NVu3bqVdu3a4uLhYnlNYWJjVGGFhYWRlZVmda9GiheX36tWr4+7uTmFhoWWMv/zlL1b9O3ToYHWckZFBYmKi1bOLiIjAZDKRm5tr6de2bds7uk8RERERqRr0woMqwGg03ra9qKiINm3a8O6775Zr8/b2vml/gE8//ZR69epZtTk5OQHw2GOPceLECT777DM2b95MeHg4Y8aMYf78+Xdcd69evWjYsCFLly6lbt26mEwm7r///ltuxbuZLl26sGTJErZv305oaCju7u6WQLR161Y6d+58x2PdUK1aNatjg8Fwx1vx4PrzGzVqFGPHji3X5ufnZ/m9evXqv7o2EREREak8WvmpAoKCgjAajSQlJd20vXXr1mRnZ1O7dm0CAwOtfm72BramTZvi5OREfn5+uf4NGjSw9PP29iYqKop///vfvPbaayxZsgTA8taysrKyW9Z89uxZjh49yssvv0x4eDghISGcP3/+V9/7je/9fPDBB5bv9nTp0oUtW7aQmppqOQcQEhJCamqq1fWpqak0bdr0jucLCQmxfKfpht27d1sdt27dmszMzHLPLjAwUG90ExEREfkDU/ipApydnYmJiWHy5MmWrWm7d+/m7bffBiAyMpJatWrRu3dvtm/fTm5uLikpKYwdO5Zvv/223Hhubm5MnDiRF154gRUrVpCTk8NXX33F4sWLWbFiBQDTpk3j448/5vjx4xw5coRPPvmEkJAQAGrXro3RaGTjxo2cPn2aH374odwcnp6eeHl5sWTJEo4fP86XX37Jiy+++KvvvUWLFnh6erJq1Sqr8LN+/XpKS0uttrlNmjSJxMRE3njjDbKzs1m4cCFr165l4sSJdzzf6NGjyc7OZtKkSRw9epRVq1aRmJho1ScmJoadO3cSHR1Neno62dnZfPzxx+VeeCAiIiIifywKP1VEbGwsEyZMYNq0aYSEhDBgwADL91RcXFzYtm0bfn5+9O3bl5CQEIYNG0ZJSQnu7u43He+VV14hNjaWV199lZCQELp3786nn35qeY21o6MjU6ZMoUWLFjz00EPY29uzevVqABwcHHj99dd56623qFu3Lr179y43vp2dHatXr2b//v3cf//9vPDCC/zjH//41fdtMBh48MEHMRgMdOrUCbgeiNzd3Wnbtq3V1rI+ffoQHx/P/PnzadasGW+99RbLly+3Wh36JX5+fnz00UesX7+eli1b8uabbzJnzhyrPi1atGDr1q0cO3aMBx98kNDQUKZNm0bdunV/9f2JiIiISNVhMJvN5sou4l4qKSkhNzeXgIAAnJ2dK7sckQqjz76IiIjI7WnlR0REREREbILCj4iIiIiI2ASFHxERERERsQkKPyIiIiIiYhMUfkRERERExCYo/IiIiIiIiE1Q+BEREREREZug8CMiIiIiIjZB4UdERERERGyCws8fQF5eHgaDgfT09Lsap0uXLowfP95y7O/vz2uvvXZXY4qIiIiI/FE4VHYBFckw01Bhc5mnmytsLhERERER+WVa+REREREREZug8FOFmEwm5s2bR2BgIE5OTvj5+TF79mxL+zfffMPDDz+Mi4sLLVu2ZNeuXZa2s2fPMnDgQOrVq4eLiwvNmzfnvffe+1XzX7hwgeHDh+Pt7Y27uztdu3YlIyPD0j5jxgxatWrFO++8g7+/PzVq1ODpp5/m4sWLlj4XL14kMjKS6tWr4+vry6JFi8pttystLWXixInUq1eP6tWr85e//IWUlJRf/8BERERERH4FhZ8qZMqUKcTFxREbG0tmZiarVq3Cx8fH0j516lQmTpxIeno6jRs3ZuDAgVy7dg2AkpIS2rRpw6effsrhw4cZOXIkgwYNYu/evXc8/1NPPUVhYSGff/45+/fvp3Xr1oSHh3Pu3DlLn5ycHNavX88nn3zCJ598wtatW4mLi7O0v/jii6SmprJhwwY2b97M9u3b+eqrr6zmiY6OZteuXaxevZqDBw/y1FNP0b17d7Kzs3/roxMRERER+UU29Z2fquzixYvEx8eTkJBAVFQUAI0aNaJTp07k5eUBMHHiRHr27AnAzJkzadasGcePH6dJkybUq1ePiRMnWsZ7/vnn2bRpE++//z7t27f/xfl37NjB3r17KSwsxMnJCYD58+ezfv16PvzwQ0aOHAlcX51KTEzEzc0NgEGDBpGUlMTs2bO5ePEiK1asYNWqVYSHhwOwfPly6tata5knPz+f5cuXk5+fbzk/ceJENm7cyPLly5kzZ87dPEYRERERkVtS+KkisrKyKC0ttYSGm2nRooXld19fXwAKCwtp0qQJZWVlzJkzh/fff5///ve/XLlyhdLSUlxcXO5o/oyMDIqKivDy8rI6f/nyZXJycizH/v7+luBzo47CwkLg+ra8q1evWoWtGjVqEBwcbDk+dOgQZWVlNG7c2Gqe0tLScnOLiIiIiNxLCj9VhNFo/MU+1apVs/xuMFx/c53JZALgH//4B/Hx8bz22ms0b96c6tWrM378eK5cuXJH8xcVFeHr63vT7954eHjctIYbddyo4U7nsbe3Z//+/djb21u1ubq63vE4IiIiIiK/lsJPFREUFITRaCQpKYnhw4f/6utTU1Pp3bs3f/vb34DroejYsWM0bdr0jq5v3bo13333HQ4ODvj7+//q+QHuu+8+qlWrRlpaGn5+fgD88MMPHDt2jIceegiA0NBQysrKKCws5MEHH/xN84iIiIiI/BYKP1WEs7MzMTExTJ48GUdHR8LCwjhz5gxHjhy57Va4G4KCgvjwww/ZuXMnnp6eLFy4kNOnT99x+OnWrRsdOnSgT58+zJs3j8aNG3Pq1Ck+/fRTnnjiCdq2bfuLY7i5uREVFcWkSZOoWbMmtWvXZvr06djZ2VlWqho3bkxkZCSDBw9mwYIFhIaGcubMGZKSkmjRooXlO00iIiIiIveaTYWfqv6HR2NjY3FwcGDatGmcOnUKX19fRo8efUfXvvzyy3zzzTdERETg4uLCyJEj6dOnDz/88MMdXW8wGPjss8+YOnUqQ4cO5cyZM9SpU4eHHnrI6o1zv2ThwoWMHj2axx9/HHd3dyZPnszJkydxdna29Fm+fDl///vfmTBhAv/973+pVasWDzzwAI8//vgdzyMiIiIi8msZzGZz1U4Ev1JJSQm5ubkEBARY/Qe3VI7i4mLq1avHggULGDZsWGWX86emz76IiIjI7dnUyo/8/g4cOMDXX39N+/bt+eGHH5g1axYAvXv3ruTKRERERMTWKfzIPTd//nyOHj2Ko6Mjbdq0Yfv27dSqVauyyxIRERERG6fwI/dUaGgo+/fvr+wyRERERETKsavsAkRERERERCqCwo+IiIiIiNgEhR8REREREbEJCj8iIiIiImITFH5ERERERMQmKPyIiIiIiIhNUPj5A8jLy8NgMJCenl7ZpYiIiIiI/GHZ1N/5mTlzZoXNNX369AqbS0REREREfplWfmzYlStXKrsEEREREZEKo/BThZhMJubNm0dgYCBOTk74+fkxe/ZsS/s333zDww8/jIuLCy1btmTXrl2WtrNnzzJw4EDq1auHi4sLzZs357333rMav0uXLkRHRzN+/Hhq1apFREQEKSkpGAwGNm3aRGhoKEajka5du1JYWMjnn39OSEgI7u7uPPPMM1y6dKnCnoWIiIiIyL2m8FOFTJkyhbi4OGJjY8nMzGTVqlX4+PhY2qdOncrEiRNJT0+ncePGDBw4kGvXrgFQUlJCmzZt+PTTTzl8+DAjR45k0KBB7N2712qOFStW4OjoSGpqKm+++abl/IwZM0hISGDnzp2cPHmS/v3789prr7Fq1So+/fRTvvjiCxYvXlwxD0JERERE5HdgMJvN5sou4l4qKSkhNzeXgIAAnJ2drdqq8nd+Ll68iLe3NwkJCQwfPtyqLS8vj4CAAJYtW8awYcMAyMzMpFmzZmRlZdGkSZObjvn444/TpEkT5s+fD1xf+fnxxx/56quvLH1SUlJ4+OGH2bJlC+Hh4QDExcUxZcoUcnJyuO+++wAYPXo0eXl5bNy48Vfdl1Sc2332RUREREQrP1VGVlYWpaWllgByMy1atLD87uvrC0BhYSEAZWVlvPLKKzRv3pyaNWvi6urKpk2byM/PtxqjTZs2vzi2j48PLi4uluBz49yNuURERERE/ohs6m1vVZnRaPzFPtWqVbP8bjAYgOvfEwL4xz/+QXx8PK+99hrNmzenevXqjB8/vtxLDapXr35HY//0+Ma5G3OJiIiIiPwRaeWniggKCsJoNJKUlPSbrk9NTaV379787W9/o2XLltx3330cO3bsHlcpIiIiIvLHpZWfKsLZ2ZmYmBgmT56Mo6MjYWFhnDlzhiNHjtx2K9wNQUFBfPjhh+zcuRNPT08WLlzI6dOnadq0aQVULyIiIiJS9dlU+Knqf3g0NjYWBwcHpk2bxqlTp/D19WX06NF3dO3LL7/MN998Q0REBC4uLowcOZI+ffrwww8//M5Vi4iIiIj8MdjU295E/sz02RcRERG5PX3nR0REREREbILCj4iIiIiI2ASFHxERERERsQkKPyIiIiIiYhMUfkRERERExCYo/IiIiIiIiE1Q+BEREREREZug8CMiIiIiIjZB4UdERERERGyCws+fxJAhQ+jTp889GWvJkiU0aNAAOzs7XnvttTu6pkuXLowfP/6ezC8iIiIi8ntwqOwCKpTBUHFzmc0VN9c99OOPPxIdHc3ChQvp168fNWrUqOySRERERETuCdsKP3JLZrOZsrIy8vPzuXr1Kj179sTX17eyyxIRERERuWe07a0KMZlMzJs3j8DAQJycnPDz82P27NkAHDp0iK5du2I0GvHy8mLkyJEUFRXdcqzS0lLGjh1L7dq1cXZ2plOnTqSlpVnaU1JSMBgMfP7557Rp0wYnJyf+/e9/07x5cwDuu+8+DAYDeXl5N91SN378eLp06XLPn4GIiIiIyO9F4acKmTJlCnFxccTGxpKZmcmqVavw8fGhuLiYiIgIPD09SUtL44MPPmDLli1ER0ffcqzJkyfz0UcfsWLFCr766isCAwOJiIjg3LlzVv1eeukl4uLiyMrK4pFHHmHLli0A7N27l4KCAho0aPC73rOIiIiISEXRtrcq4uLFi8THx5OQkEBUVBQAjRo1olOnTixdupSSkhJWrlxJ9erVAUhISKBXr17MnTsXHx8fq7GKi4t54403SExM5LHHHgNg6dKlbN68mbfffptJkyZZ+s6aNYtHHnnEcnzmzBkAvL29qVOnzu96zyIiIiIiFUkrP1VEVlYWpaWlhIeH37StZcuWluADEBYWhslk4ujRo+X65+TkcPXqVcLCwiznqlWrRvv27cnKyrLq27Zt23t4FyIiIiIiVZfCTxVhNBorZd6fBqpbsbOzw/yzt9ddvXr19ypJREREROR3ofBTRQQFBWE0GklKSirXFhISQkZGBsXFxZZzqamp2NnZERwcXK5/o0aNcHR0JDU11XLu6tWrpKWl0bRp019dm7e3NwUFBVbn0tPTf/U4IiIiIiKVSeGninB2diYmJobJkyezcuVKcnJy2L17N2+//TaRkZE4OzsTFRXF4cOHSU5O5vnnn2fQoEHlvu8D11dz/ud//odJkyaxceNGMjMzGTFiBJcuXWLYsGG/urauXbuyb98+Vq5cSXZ2NtOnT+fw4cP34rZFRERERCqMbb3woIr/4dHY2FgcHByYNm0ap06dwtfXl9GjR+Pi4sKmTZsYN24c7dq1w8XFhX79+rFw4cJbjhUXF4fJZGLQoEFcvHiRtm3bsmnTJjw9PX91XREREcTGxjJ58mRKSkp49tlnGTx4MIcOHbqb2xURERERqVAG88+/zPEHV1JSQm5uLgEBATg7O1d2OSIVRp99ERERkdvTtjcREREREbEJCj8iIiIiImITFH5ERERERMQmKPyIiIiIiIhNUPgRERERERGboPAjIiIiIiI2QeFHRERERERsgsKPiIiIiIjYBIUfERERERGxCQo/UmkSExPx8PCo7DJERERExEY4VHYBFckw01Bhc5mnmytsrj+qAQMG0KNHj8ouQ0RERERshE2FH6lajEYjRqOxsssQERERERuhbW9ViMlkYt68eQQGBuLk5ISfnx+zZ88G4NChQ3Tt2hWj0YiXlxcjR46kqKjIcu2QIUPo06cPc+bMwcfHBw8PD2bNmsW1a9eYNGkSNWvWpH79+ixfvtxyTV5eHgaDgdWrV9OxY0ecnZ25//772bp1q6VPWVkZw4YNIyAgAKPRSHBwMPHx8VZ1p6Sk0L59e6pXr46HhwdhYWGcOHECgIyMDB5++GHc3Nxwd3enTZs27Nu3D7j5trc33niDRo0a4ejoSHBwMO+8845Vu8FgYNmyZTzxxBO4uLgQFBTEhg0b7v7hi4iIiMifnsJPFTJlyhTi4uKIjY0lMzOTVatW4ePjQ3FxMREREXh6epKWlsYHH3zAli1biI6Otrr+yy+/5NSpU2zbto2FCxcyffp0Hn/8cTw9PdmzZw+jR49m1KhRfPvtt1bXTZo0iQkTJnDgwAE6dOhAr169OHv2LHA9kNWvX58PPviAzMxMpk2bxv/+7//y/vvvA3Dt2jX69OlD586dOXjwILt27WLkyJEYDNe3GEZGRlK/fn3S0tLYv38/L730EtWqVbvp/a9bt45x48YxYcIEDh8+zKhRoxg6dCjJyclW/WbOnEn//v05ePAgPXr0IDIyknPnzt2TfwMRERER+fMymM3mP9WXU0pKSsjNzSUgIABnZ2ertqr8nZ+LFy/i7e1NQkICw4cPt2pbunQpMTExnDx5kurVqwPw2Wef0atXL06dOoWPjw9DhgwhJSWFb775Bju765m2SZMm1K5dm23btgHXV3Fq1KjBsmXLePrpp8nLyyMgIIC4uDhiYmKA62EmICCA559/nsmTJ9+01ujoaL777js+/PBDzp07h5eXFykpKXTu3LlcX3d3dxYvXkxUVFS5tsTERMaPH8+FCxcACAsLo1mzZixZssTSp3///hQXF/Ppp58C11d+Xn75ZV555RUAiouLcXV15fPPP6d79+53/Lz/jG732RcRERERrfxUGVlZWZSWlhIeHn7TtpYtW1qCD1wPCiaTiaNHj1rONWvWzBJ8AHx8fGjevLnl2N7eHi8vLwoLC63G79Chg+V3BwcH2rZtS1ZWluXcP//5T9q0aYO3tzeurq4sWbKE/Px8AGrWrMmQIUOIiIigV69exMfHU1BQYLn2xRdfZPjw4XTr1o24uDhycnJu+wzCwsKszoWFhVnVAtCiRQvL79WrV8fd3b3cPYmIiIiI/JzCTxVxL774//PtZAaD4abnTCbTHY+5evVqJk6cyLBhw/jiiy9IT09n6NChXLlyxdJn+fLl7Nq1i44dO7JmzRoaN27M7t27AZgxYwZHjhyhZ8+efPnllzRt2pR169bdxV3e/D5/zT2JiIiIiG1S+KkigoKCMBqNJCUllWsLCQkhIyOD4uJiy7nU1FTs7OwIDg6+67lvBBW4vu1t//79hISEWObp2LEjzz33HKGhoQQGBt509SY0NJQpU6awc+dO7r//flatWmVpa9y4MS+88AJffPEFffv2tXrpws/vMzU11epcamoqTZs2vet7FBERERHRq66rCGdnZ2JiYpg8eTKOjo6EhYVx5swZjhw5QmRkJNOnTycqKooZM2Zw5swZnn/+eQYNGoSPj89dz/3Pf/6ToKAgQkJCWLRoEefPn+fZZ58FroeylStXsmnTJgICAnjnnXdIS0sjICAAgNzcXJYsWcJf//pX6taty9GjR8nOzmbw4MFcvnyZSZMm8eSTTxIQEMC3335LWloa/fr1u2kdkyZNon///oSGhtKtWzf+85//sHbtWrZs2XLX9ygiIiIiYlPhp6r/4dHY2FgcHByYNm0ap06dwtfXl9GjR+Pi4sKmTZsYN24c7dq1w8XFhX79+rFw4cJ7Mm9cXBxxcXGkp6cTGBjIhg0bqFWrFgCjRo3iwIEDDBgwAIPBwMCBA3nuuef4/PPPAXBxceHrr79mxYoVnD17Fl9fX8aMGcOoUaO4du0aZ8+eZfDgwZw+fZpatWrRt29fZs6cedM6+vTpQ3x8PPPnz2fcuHEEBASwfPlyunTpck/uU0RERERsm0297U2s3Xjb24EDB2jVqlVllyN3SZ99ERERkdvTd35ERERERMQmKPyIiIiIiIhNsKnv/Ig1f39//mS7HkVEREREbkkrPyIiIiIiYhMUfkRERERExCYo/IiIiIiIiE1Q+BEREREREZug8CMiIiIiIjZB4UdERERERGyCwo9UmsTERDw8PCq7DBERERGxETb1d35mzpxZYXNNnz69wub6oxowYAA9evSo8HmHDBnChQsXWL9+fYXPLSIiIiKVx6bCj1QtRqMRo9FY2WWIiIiIiI3QtrcqxGQyMW/ePAIDA3FycsLPz4/Zs2cDcOjQIbp27YrRaMTLy4uRI0dSVFRkuXbIkCH06dOHOXPm4OPjg4eHB7NmzeLatWtMmjSJmjVrUr9+fZYvX265Ji8vD4PBwOrVq+nYsSPOzs7cf//9bN261dKnrKyMYcOGERAQgNFoJDg4mPj4eKu6U1JSaN++PdWrV8fDw4OwsDBOnDgBQEZGBg8//DBubm64u7vTpk0b9u3bB9x829sbb7xBo0aNcHR0JDg4mHfeeceq3WAwsGzZMp544glcXFwICgpiw4YNd1zvjBkzWLFiBR9//DEGgwGDwUBKSgoAJ0+epH///nh4eFCzZk169+5NXl7er/xXFBEREZGqSuGnCpkyZQpxcXHExsaSmZnJqlWr8PHxobi4mIiICDw9PUlLS+ODDz5gy5YtREdHW13/5ZdfcurUKbZt28bChQuZPn06jz/+OJ6enuzZs4fRo0czatQovv32W6vrJk2axIQJEzhw4AAdOnSgV69enD17FrgeyOrXr88HH3xAZmYm06ZN43//9395//33Abh27Rp9+vShc+fOHDx4kF27djFy5EgMBgMAkZGR1K9fn7S0NPbv389LL71EtWrVbnr/69atY9y4cUyYMIHDhw8zatQohg4dSnJyslW/mTNn0r9/fw4ePEiPHj2IjIzk3Llzd1TvxIkT6d+/P927d6egoICCggI6duzI1atXiYiIwM3Nje3bt5Oamoqrqyvdu3fnypUrd/kvKyIiIiJVgcFsNpsru4h7qaSkhNzcXAICAnB2drZqq8rf+bl48SLe3t4kJCQwfPhwq7alS5cSExPDyZMnqV69OgCfffYZvXr14tSpU/j4+DBkyBBSUlL45ptvsLO7nmmbNGlC7dq12bZtG3B9VaRGjRosW7aMp59+mry8PAICAoiLiyMmJga4HmYCAgJ4/vnnmTx58k1rjY6O5rvvvuPDDz/k3LlzeHl5kZKSQufOncv1dXd3Z/HixURFRZVrS0xMZPz48Vy4cAGAsLAwmjVrxpIlSyx9+vfvT3FxMZ9++ilwfeXn5Zdf5pVXXgGguLgYV1dXPv/8c7p37/6L9cLNv/Pz73//m7///e9kZWVZgtuVK1fw8PBg/fr1PProozcduyq53WdfRERERLTyU2VkZWVRWlpKeHj4TdtatmxpCT5wPSiYTCaOHj1qOdesWTNL8AHw8fGhefPmlmN7e3u8vLwoLCy0Gr9Dhw6W3x0cHGjbti1ZWVmWc//85z9p06YN3t7euLq6smTJEvLz8wGoWbMmQ4YMISIigl69ehEfH09BQYHl2hdffJHhw4fTrVs34uLiyMnJue0zCAsLszoXFhZmVQtAixYtLL9Xr14dd3d3q3u6Xb23kpGRwfHjx3Fzc8PV1RVXV1dq1qxJSUnJbWsWERERkT8OhZ8q4l588f/n28kMBsNNz5lMpjsec/Xq1UycOJFhw4bxxRdfkJ6eztChQ622gi1fvpxdu3bRsWNH1qxZQ+PGjdm9ezdw/Ts2R44coWfPnnz55Zc0bdqUdevW3cVd3vw+b9zTndR7M0VFRbRp04b09HSrn2PHjvHMM8/cVb0iIiIiUjUo/FQRQUFBGI1GkpKSyrWFhISQkZFBcXGx5Vxqaip2dnYEBwff9dw3ggpc3/a2f/9+QkJCLPN07NiR5557jtDQUAIDA2+6EhIaGsqUKVPYuXMn999/P6tWrbK0NW7cmBdeeIEvvviCvn37Wr104ef3mZqaanUuNTWVpk2b3vG93Em9jo6OlJWVWZ1r3bo12dnZ1K5dm8DAQKufGjVq3PH8IiIiIlJ1KfxUEc7OzsTExDB58mRWrlxJTk4Ou3fv5u233yYyMhJnZ2eioqI4fPgwycnJPP/88wwaNAgfH5+7nvuf//wn69at4+uvv2bMmDGcP3+eZ599Frgeyvbt28emTZs4duwYsbGxpKWlWa7Nzc1lypQp7Nq1ixMnTvDFF1+QnZ1NSEgIly9fJjo6mpSUFE6cOEFqaippaWmWYPVzkyZNIjExkTfeeIPs7GwWLlzI2rVrmThx4h3fyy/VC+Dv78/Bgwc5evQo33//PVevXiUyMpJatWrRu3dvtm/fTm5uLikpKYwdO7bcCyJERERE5I/Jpv7OT1X/w6OxsbE4ODgwbdo0Tp06ha+vL6NHj8bFxYVNmzYxbtw42rVrh4uLC/369WPhwoX3ZN64uDji4uJIT08nMDCQDRs2UKtWLQBGjRrFgQMHGDBgAAaDgYEDB/Lcc8/x+eefA+Di4sLXX3/NihUrOHv2LL6+vowZM4ZRo0Zx7do1zp49y+DBgzl9+jS1atWib9++t3zxRJ8+fYiPj2f+/PmMGzeOgIAAli9fTpcuXe74Xn6pXoARI0aQkpJC27ZtKSoqIjk5mS5durBt2zZiYmLo27cvFy9epF69eoSHh+Pu7v7bH66IiIiIVBk29bY3sXbjbW8HDhygVatWlV2O3CV99kVERERuT9veRERERETEJij8iIiIiIiITbCp7/yINX9/f/5kux5FRERERG5JKz8iIiIiImITFH5ERERERMQmKPyIiIiIiIhNUPgRERERERGboPAjIiIiIiI2QeFHRERERERsgm2FH4Oh4n6qoEuXLtGvXz/c3d0xGAxcuHABf39/XnvttdteZzAYWL9+fYXUKCIiIiLye9Hf+bEhK1asYPv27ezcuZNatWpRo0YN0tLSqF69emWXJiIiIiLyu1P4sSE5OTmEhIRw//33W855e3tXYkUiIiIiIhXHtra9VXEmk4l58+YRGBiIk5MTfn5+zJ49G4BDhw7RtWtXjEYjXl5ejBw5kqKiIsu1Q4YMoU+fPsyfPx9fX1+8vLwYM2YMV69eBaBLly4sWLCAbdu2YTAY6NKlC0C5bW/Z2dk89NBDODs707RpUzZv3lyuzpMnT9K/f388PDyoWbMmvXv3Ji8v745rASgtLSUmJoYGDRrg5OREYGAgb7/9tqX98OHDPPbYY7i6uuLj48OgQYP4/vvv78VjFhEREREbpfBThUyZMoW4uDhiY2PJzMxk1apV+Pj4UFxcTEREBJ6enqSlpfHBBx+wZcsWoqOjra5PTk4mJyeH5ORkVqxYQWJiIomJiQCsXbuWESNG0KFDBwoKCli7dm25+U0mE3379sXR0ZE9e/bw5ptvEhMTY9Xn6tWrRERE4Obmxvbt20lNTcXV1ZXu3btz5cqVO6oFYPDgwbz33nu8/vrrZGVl8dZbb+Hq6grAhQsX6Nq1K6Ghoezbt4+NGzdy+vRp+vfvf4+etIiIiIjYJPOfzOXLl82ZmZnmy5cvl2+Eivv5lX788Uezk5OTeenSpeXalixZYvb09DQXFRVZzn366admOzs783fffWc2m83mqKgoc8OGDc3Xrl2z9HnqqafMAwYMsByPGzfO3LlzZ6uxGzZsaF60aJHZbDabN23aZHZwcDD/97//tbR//vnnZsC8bt06s9lsNr/zzjvm4OBgs8lksvQpLS01G41G86ZNm+6olqNHj5oB8+bNm2/6LF555RXzo48+anXu5MmTZsB89OjRm14jv/DZFxERERGzVn6qiKysLEpLSwkPD79pW8uWLa1eTBAWFobJZOLo0aOWc82aNcPe3t5y7OvrS2Fh4a+qoUGDBtStW9dyrkOHDlZ9MjIyOH78OG5ubri6uuLq6krNmjUpKSkhJyfnjmpJT0/H3t6ezp0737SOjIwMkpOTLeO7urrSpEkTAKs5RERERER+Db3woIowGo13PUa1atWsjg0GAyaT6a7H/amioiLatGnDu+++W67tpy9PuF0tv3SvRUVF9OrVi7lz55Zr8/X1/S1li4iIiIjoOz9VRVBQEEajkaSkpHJtISEhZGRkUFxcbDmXmpqKnZ0dwcHB96yGkJAQTp48SUFBgeXc7t27rfq0bt2a7OxsateuTWBgoNVPjRo17mie5s2bYzKZ2Lp1603bW7duzZEjR/D39y83h17LLSIiIiK/lcJPFeHs7ExMTAyTJ09m5cqV5OTksHv3bt5++20iIyNxdnYmKiqKw4cPk5yczPPPP8+gQYPw8fG5ZzV069aNxo0bExUVRUZGBtu3b2fq1KlWfSIjI6lVqxa9e/dm+/bt5ObmkpKSwtixY/n222/vaB5/f3+ioqJ49tlnWb9+vWWM999/H4AxY8Zw7tw5Bg4cSFpaGjk5OWzatImhQ4dSVlZ2z+5XRERERGyLbYWfinzlwW8QGxvLhAkTmDZtGiEhIQwYMIDCwkJcXFzYtGkT586do127djz55JOEh4eTkJBwTx+PnZ0d69at4/Lly7Rv357hw4dbXrV9g4uLC9u2bcPPz4++ffsSEhLCsGHDKCkpwd3d/Y7neuONN3jyySd57rnnaNKkCSNGjLCsbNWtW5fU1FTKysp49NFHad68OePHj8fDwwM7O9v6yIqIiIjIvWMwm3/jf6lXUSUlJeTm5hIQEICzs3NllyNSYfTZFxEREbk9/W90ERERERGxCQo/IiIiIiJiExR+RERERETEJij8iIiIiIiITVD4ERERERERm6DwIyIiIiIiNkHhR0REREREbILCj4iIiIiI2ASFHxERERERsQkOlV1ARTLMNFTYXObp5gqb605dunSJQYMGsXnzZi5evMj58+dp1aoV48ePZ/z48be8zmAwsG7dOvr06VNhtYqIiIiI3Gta+bEhK1asYPv27ezcuZOCggJq1KhBWloaI0eOrPBa/P39ee211yp8XhERERGxXTa18mPrcnJyCAkJ4f7777ec8/b2rsSKREREREQqjlZ+qhCTycS8efMIDAzEyckJPz8/Zs+eDcChQ4fo2rUrRqMRLy8vRo4cSVFRkeXaIUOG0KdPH+bPn4+vry9eXl6MGTOGq1evAtClSxcWLFjAtm3bMBgMdOnSBSi/ApOdnc1DDz2Es7MzTZs2ZfPmzeXqPHnyJP3798fDw4OaNWvSu3dv8vLyflUtJ06c4IUXXsBgMGAwVNx2RBERERGxXQo/VciUKVOIi4sjNjaWzMxMVq1ahY+PD8XFxURERODp6UlaWhoffPABW7ZsITo62ur65ORkcnJySE5OZsWKFSQmJpKYmAjA2rVrGTFiBB06dKCgoIC1a9eWm99kMtG3b18cHR3Zs2cPb775JjExMVZ9rl69SkREBG5ubmzfvp3U1FRcXV3p3r07V65cueNa6tevz6xZsygoKKCgoODePkgRERERkZvQtrcq4uLFi8THx5OQkEBUVBQAjRo1olOnTixdupSSkhJWrlxJ9erVAUhISKBXr17MnTsXHx8fADw9PUlISMDe3p4mTZrQs2dPkpKSGDFiBDVr1sTFxQVHR0fq1Klz0xq2bNnC119/zaZNm6hbty4Ac+bM4bHHHrP0WbNmDSaTiWXLlllWbJYvX46HhwcpKSk8+uijd1SLvb09bm5ut6xFRERERORe08pPFZGVlUVpaSnh4eE3bWvZsqUl+ACEhYVhMpk4evSo5VyzZs2wt7e3HPv6+lJYWPiramjQoIEl+AB06NDBqk9GRgbHjx/Hzc0NV1dXXF1dqVmzJiUlJeTk5NyzWkRERERE7jWt/FQRRqPxrseoVq2a1bHBYMBkMt31uD9VVFREmzZtePfdd8u1/fTlCRVRi4iIiIjIr6GVnyoiKCgIo9FIUlJSubaQkBAyMjIoLi62nEtNTcXOzo7g4OB7VkNISAgnT560+g7O7t27rfq0bt2a7OxsateuTWBgoNVPjRo17nguR0dHysrK7lntIiIiIiK/ROGninB2diYmJobJkyezcuVKcnJy2L17N2+//TaRkZE4OzsTFRXF4cOHSU5O5vnnn2fQoEGW7/vcC926daNx48ZERUWRkZHB9u3bmTp1qlWfyMhIatWqRe/evdm+fTu5ubmkpKQwduxYvv322zuey9/fn23btvHf//6X77///p7dg4iIiIjIrdjUtjfzdHNll3BbsbGxODg4MG3aNE6dOoWvry+jR4/GxcWFTZs2MW7cONq1a4eLiwv9+vVj4cKF93R+Ozs71q1bx7Bhw2jfvj3+/v68/vrrdO/e3dLHxcWFbdu2ERMTQ9++fbl48SL16tUjPDwcd3f3O55r1qxZjBo1ikaNGlFaWorZXLX/bURERETkj89g/pP9V2dJSQm5ubkEBATg7Oxc2eWIVBh99kVERERuT9veRERERETEJij8iIiIiIiITVD4ERERERERm6DwIyIiIiIiNkHhR0REREREbILCj4iIiIiI2ASFHxERERERsQkKPyIiIiIiYhMUfmzIpUuX6NevH+7u7hgMBi5cuHDXYxoMBtavX3/X44iIiIiI/N4cKruAijRz5swKm2v69OkVNtedWrFiBdu3b2fnzp3UqlWLGjVq3PWYBQUFeHp63oPqRERERER+XzYVfmxdTk4OISEh3H///fdszDp16tyzsUREREREfk/a9laFmEwm5s2bR2BgIE5OTvj5+TF79mwADh06RNeuXTEajXh5eTFy5EiKioos1w4ZMoQ+ffowf/58fH198fLyYsyYMVy9ehWALl26sGDBArZt24bBYKBLly7AzbeteXh4kJiYCMCVK1eIjo7G19cXZ2dnGjZsyKuvvmrp+/Pr77ZOEREREZHfi8JPFTJlyhTi4uKIjY0lMzOTVatW4ePjQ3FxMREREXh6epKWlsYHH3zAli1biI6Otro+OTmZnJwckpOTWbFiBYmJiZYQs3btWkaMGEGHDh0oKChg7dq1d1TT66+/zoYNG3j//fc5evQo7777Lv7+/jftey/qFBERERH5vWjbWxVx8eJF4uPjSUhIICoqCoBGjRrRqVMnli5dSklJCStXrqR69eoAJCQk0KtXL+bOnYuPjw8Anp6eJCQkYG9vT5MmTejZsydJSUmMGDGCmjVr4uLigqOj46/aqpafn09QUBCdOnXCYDDQsGHDW/ZdtWrVXdcpIiIiIvJ70cpPFZGVlUVpaSnh4eE3bWvZsqUlUACEhYVhMpk4evSo5VyzZs2wt7e3HPv6+lJYWHhXdQ0ZMoT09HSCg4MZO3YsX3zxxW3vobLqFBERERH5JQo/VYTRaLzrMapVq2Z1bDAYMJlMt73GYDBgNputzv30+zetW7cmNzeXV155hcuXL9O/f3+efPLJCq9TRERERORuKfxUEUFBQRiNRpKSksq1hYSEkJGRQXFxseVcamoqdnZ2BAcH39W83t7eFBQUWI6zs7O5dOmSVR93d3cGDBjA0qVLWbNmDR999BHnzp2r0DpFRERERO6Wwk8V4ezsTExMDJMnT2blypXk5OSwe/du3n77bSIjI3F2diYqKorDhw+TnJzM888/z6BBgyzfo/mtunbtSkJCAgcOHGDfvn2MHj3aamVm4cKFvPfee3z99dccO3aMDz74gDp16uDh4VFurN+zThERERGRu6UXHlQhsbGxODg4MG3aNE6dOoWvry+jR4/GxcWFTZs2MW7cONq1a4eLiwv9+vVj4cKFdz3nggULGDp0KA8++CB169YlPj6e/fv3W9rd3NyYN28e2dnZ2Nvb065dOz777DPs7Mrn5t+zThERERGRu2Uw//wLH39wJSUl5ObmEhAQgLOzc2WXI1Jh9NkXERERuT1texMREREREZug8CMiIiIiIjZB4UdERERERGyCwo+IiIiIiNgEhR8REREREbEJCj8iIiIiImITFH5ERERERMQmKPyIiIiIiIhNUPgRERERERGboPAjv7sZM2bQqlWryi5DRERERGycbYUfg6HifmyUwWBg/fr1VucmTpxIUlJS5RQkIiIiIvL/OFR2AfLn5+rqiqura2WXISIiIiI2zrZWfqo4k8nEvHnzCAwMxMnJCT8/P2bPng3AoUOH6Nq1K0ajES8vL0aOHElRUZHl2iFDhtCnTx/mz5+Pr68vXl5ejBkzhqtXr1r6+Pv7M2fOHJ599lnc3Nzw8/NjyZIlVjWcPHmS/v374+HhQc2aNenduzd5eXlWff7v//6PZs2a4eTkhK+vL9HR0ZbxAZ544gkMBoPl+Ofb3kwmE7NmzaJ+/fo4OTnRqlUrNm7caGnPy8vDYDCwdu1aHn74YVxcXGjZsiW7du2620csIiIiIjZM4acKmTJlCnFxccTGxpKZmcmqVavw8fGhuLiYiIgIPD09SUtL44MPPmDLli2W0HFDcnIyOTk5JCcns2LFChITE0lMTLTqs2DBAtq2bcuBAwd47rnn+J//+R+OHj0KwNWrV4mIiMDNzY3t27eTmpqKq6sr3bt358qVKwC88cYbjBkzhpEjR3Lo0CE2bNhAYGAgAGlpaQAsX76cgoICy/HPxcfHs2DBAubPn8/BgweJiIjgr3/9K9nZ2Vb9pk6dysSJE0lPT6dx48YMHDiQa9eu3fVzFhEREREbZf6TuXz5sjkzM9N8+fLl8o1QcT+/0o8//mh2cnIyL126tFzbkiVLzJ6enuaioiLLuU8//dRsZ2dn/u6778xms9kcFRVlbtiwofnatWuWPk899ZR5wIABluOGDRua//a3v1mOTSaTuXbt2uY33njDbDabze+88445ODjYbDKZLH1KS0vNRqPRvGnTJrPZbDbXrVvXPHXq1FveB2Bet26d1bnp06ebW7ZsaTmuW7euefbs2VZ92rVrZ37uuefMZrPZnJubawbMy5Yts7QfOXLEDJizsrJuObetu+1nX0RERETMWvmpIrKysigtLSU8PPymbS1btqR69eqWc2FhYZhMJsuqDUCzZs2wt7e3HPv6+lJYWGg1VosWLSy/GwwG6tSpY+mTkZHB8ePHcXNzs3xPp2bNmpSUlJCTk0NhYSGnTp26aY136scff+TUqVOEhYVZnQ8LCyMrK+uWtfr6+gKUux8RERERkTulFx5UEUaj8a7HqFatmtWxwWDAZDLdcZ+ioiLatGnDu+++W25sb29v7OwqNiv/tFbD/3uD3s/vR0RERETkTmnlp4oICgrCaDTe9JXQISEhZGRkUFxcbDmXmpqKnZ0dwcHB96yG1q1bk52dTe3atQkMDLT6qVGjBm5ubvj7+9/2tdXVqlWjrKzslu3u7u7UrVuX1NRUq/Opqak0bdr0nt2LiIiIiMjPKfxUEc7OzsTExDB58mRWrlxJTk4Ou3fv5u233yYyMhJnZ2eioqI4fPgwycnJPP/88wwaNAgfH597VkNkZCS1atWid+/ebN++ndzcXFJSUhg7dizffvstcP3NbQsWLOD1118nOzubr776isWLF1vGuBGOvvvuO86fP3/TeSZNmsTcuXNZs2YNR48e5aWXXiI9PZ1x48bds3sREREREfk5bXurQmJjY3FwcGDatGmcOnUKX19fRo8ejYuLC5s2bWLcuHG0a9cOFxcX+vXrx8KFC+/p/C4uLmzbto2YmBj69u3LxYsXqVevHuHh4bi7uwMQFRVFSUkJixYtYuLEidSqVYsnn3zSMsaCBQt48cUXWbp0KfXq1Sv3mmyAsWPH8sMPPzBhwgQKCwtp2rQpGzZsICgo6J7ej4iIiIjITxnMZrO5sou4l0pKSsjNzSUgIABnZ+fKLkekwuizLyIiInJ72vYmIiIiIiI2QeFHRERERERsgsKPiIiIiIjYBIUfERERERGxCQo/IiIiIiJiExR+RERERETEJij8iIiIiIiITVD4ERERERERm6DwIyIiIiIiNkHhRyrNjBkzaNWqVZUZR0RERET+3Bwqu4CKZJhpqLC5zNPNFTbXnfL392f8+PGMHz++skv5zQwGA+vWraNPnz6WcxMnTuT555+vvKJERERE5A/BpsKP/Dm5urri6upa2WWIiIiISBWnbW9ViMlkYt68eQQGBuLk5ISfnx+zZ88G4NChQ3Tt2hWj0YiXlxcjR46kqKjIcu2QIUPo06cP8+fPx9fXFy8vL8aMGcPVq1cB6NKlCydOnOCFF17AYDBgMPz/q2A7duzgwQcfxGg00qBBA8aOHUtxcbGl3d/fn7///e8MHjwYV1dXGjZsyIYNGzhz5gy9e/fG1dWVFi1asG/fPss1iYmJeHh4sH79eoKCgnB2diYiIoKTJ0/e8v7T0tJ45JFHqFWrFjVq1KBz58589dVXVnUAPPHEExgMBsvxz7e9mUwmZs2aRf369XFycqJVq1Zs3LjR0p6Xl4fBYGDt2rU8/PDDuLi40LJlS3bt2vUr/rVERERE5I9G4acKmTJlCnFxccTGxpKZmcmqVavw8fGhuLiYiIgIPD09SUtL44MPPmDLli1ER0dbXZ+cnExOTg7JycmsWLGCxMREEhMTAVi7di3169dn1qxZFBQUUFBQAEBOTg7du3enX79+HDx4kDVr1rBjx45yYy9atIiwsDAOHDhAz549GTRoEIMHD+Zvf/sbX331FY0aNWLw4MGYzf//dr9Lly4xe/ZsVq5cSWpqKhcuXODpp5++5f1fvHiRqKgoduzYwe7duwkKCqJHjx5cvHgRuB6OAJYvX05BQYHl+Ofi4+NZsGAB8+fP5+DBg0RERPDXv/6V7Oxsq35Tp05l4sSJpKen07hxYwYOHMi1a9fu4F9KRERERP6ItO2tirh48SLx8fEkJCQQFRUFQKNGjejUqRNLly6lpKSElStXUr16dQASEhLo1asXc+fOxcfHBwBPT08SEhKwt7enSZMm9OzZk6SkJEaMGEHNmjWxt7fHzc2NOnXqWOZ99dVXiYyMtHwPKCgoiNdff53OnTvzxhtv4OzsDECPHj0YNWoUANOmTeONN96gXbt2PPXUUwDExMTQoUMHTp8+bRn/6tWrJCQk8Je//AWAFStWEBISwt69e2nfvn25Z9C1a1er4yVLluDh4cHWrVt5/PHH8fb2BsDDw8PqHn5u/vz5xMTEWILW3LlzSU5O5rXXXuOf//ynpd/EiRPp2bMnADNnzqRZs2YcP36cJk2a3P4fS0RERET+kLTyU0VkZWVRWlpKeHj4TdtatmxpCT4AYWFhmEwmjh49ajnXrFkz7O3tLce+vr4UFhbedt6MjAwSExMt35txdXUlIiICk8lEbm6upV+LFi0sv98IW82bNy937qfzOTg40K5dO8txkyZN8PDwICsr66a1nD59mhEjRhAUFESNGjVwd3enqKiI/Pz8297DT/3444+cOnWKsLAwq/NhYWHl5v3pPfn6+parX0RERET+XLTyU0UYjca7HqNatWpWxwaDAZPJdNtrioqKGDVqFGPHji3X5ufnd9Oxb3xf6Gbnfmm+24mKiuLs2bPEx8fTsGFDnJyc6NChA1euXPnNY97Ova5fRERERKo2rfxUEUFBQRiNRpKSksq1hYSEkJGRYfUSgtTUVOzs7AgODr7jORwdHSkrK7M617p1azIzMwkMDCz34+jo+NtvCLh27ZrVSxCOHj3KhQsXCAkJuWn/1NRUxo4dS48ePWjWrBlOTk58//33Vn2qVatW7h5+yt3dnbp165Kamlpu7KZNm97F3YiIiIjIH53CTxXh7OxMTEwMkydPZuXKleTk5LB7927efvttIiMjcXZ2JioqisOHD5OcnMzzzz/PoEGDLNvN7oS/vz/btm3jv//9ryVUxMTEsHPnTqKjo0lPTyc7O5uPP/643AsPfotq1arx/PPPs2fPHvbv38+QIUN44IEHbvp9H7geAN955x2ysrLYs2cPkZGR5VbE/P39SUpK4rvvvuP8+fM3HWfSpEnMnTuXNWvWcPToUV566SXS09MZN27cXd+TiIiIiPxxKfxUIbGxsUyYMIFp06YREhLCgAEDKCwsxMXFhU2bNnHu3DnatWvHk08+SXh4OAkJCb9q/FmzZpGXl0ejRo0sLw9o0aIFW7du5dixYzz44IOEhoYybdo06tate9f34+LiQkxMDM888wxhYWG4urqyZs2aW/Z/++23OX/+PK1bt2bQoEGMHTuW2rVrW/VZsGABmzdvpkGDBoSGht50nLFjx/Liiy8yYcIEmjdvzsaNG9mwYQNBQUF3fU8iIiIi8sdlMP/03cR/AiUlJeTm5hIQEGB5U5lUvMTERMaPH8+FCxcquxSboc++iIiIyO1p5UdERERERGyCwo+IiIiIiNgEhR/5XQwZMkRb3kRERESkSlH4ERERERERm6DwIyIiIiIiNkHhR0REREREbILCj4iIiIiI2ASFHxERERERsQkKPyIiIiIiYhMUfkRERERExCY4VHYBFWnmzJkVNtf06dMrbK475e/vz/jx4xk/fvw9HTcvL4+AgAAOHDhAq1at7unYv9Xvda8iIiIi8sellR8REREREbEJCj9ViMlkYt68eQQGBuLk5ISfnx+zZ88G4NChQ3Tt2hWj0YiXlxcjR46kqKjIcu2QIUPo06cP8+fPx9fXFy8vL8aMGcPVq1cB6NKlCydOnOCFF17AYDBgMBgs1+7YsYMHH3wQo9FIgwYNGDt2LMXFxZZ2f39/5syZw7PPPoubmxt+fn4sWbLE0h4QEABAaGgoBoOBLl26WNU0Z84cfHx88PDwYNasWVy7do1JkyZRs2ZN6tevz/Lly62ew8mTJ+nfvz8eHh7UrFmT3r17k5eXd0/uVURERERsl8JPFTJlyhTi4uKIjY0lMzOTVatW4ePjQ3FxMREREXh6epKWlsYHH3zAli1biI6Otro+OTmZnJwckpOTWbFiBYmJiSQmJgKwdu1a6tevz6xZsygoKKCgoACAnJwcunfvTr9+/Th48CBr1qxhx44d5cZesGABbdu25cCBAzz33HP8z//8D0ePHgVg7969AGzZsoWCggLWrl1rue7LL7/k1KlTbNu2jYULFzJ9+nQef/xxPD092bNnD6NHj2bUqFF8++23AFy9epWIiAjc3NzYvn07qampuLq60r17d65cuXJX9yoiIiIitk3hp4q4ePEi8fHxzJs3j6ioKBo1akSnTp0YPnw4q1atoqSkhJUrV3L//ffTtWtXEhISeOeddzh9+rRlDE9PTxISEmjSpAmPP/44PXv2JCkpCYCaNWtib2+Pm5sbderUoU6dOgC8+uqrREZGMn78eIKCgujYsSOvv/46K1eupKSkxDJ2jx49eO655wgMDCQmJoZatWqRnJwMgLe3NwBeXl7UqVOHmjVrWq6rWbMmr7/+OsHBwTz77LMEBwdz6dIl/vd//5egoCCmTJmCo6MjO3bsAGDNmjWYTCaWLVtG8+bNCQkJYfny5eTn55OSknJX9yoiIiIitk3hp4rIysqitLSU8PDwm7a1bNmS6tWrW86FhYVhMpksqy8AzZo1w97e3nLs6+tLYWHhbefNyMggMTERV1dXy09ERAQmk4nc3FxLvxYtWlh+NxgM1KlT5xfHvlGTnd3//zHz8fGhefPmlmN7e3u8vLwsY2VkZHD8+HHc3Nws9dSsWZOSkhJycnLu6l5FRERExLbZ1NveqjKj0XjXY1SrVs3q2GAwYDKZbntNUVERo0aNYuzYseXa/Pz87mrsW113u7GKiopo06YN7777brmxbqww3U09IiIiImK7FH6qiKCgIIxGI0lJSQwfPtyqLSQkhMTERIqLiy2rP6mpqdjZ2REcHHzHczg6OlJWVmZ1rnXr1mRmZhIYGPiba3d0dAQoN/Zv0bp1a9asWUPt2rVxd3e/q5ruRT0iIiIi8uehbW9VhLOzMzExMUyePJmVK1eSk5PD7t27efvtt4mMjMTZ2ZmoqCgOHz5McnIyzz//PIMGDcLHx+eO5/D392fbtm3897//5fvvvwcgJiaGnTt3Eh0dTXp6OtnZ2Xz88cflXnhwO7Vr18ZoNLJx40ZOnz7NDz/88Kvv/4bIyEhq1apF79692b59O7m5uaSkpDB27FjLSxHuxM3uVURERERsm8JPFRIbG8uECROYNm0aISEhDBgwgMLCQlxcXNi0aRPnzp2jXbt2PPnkk4SHh5OQkPCrxp81axZ5eXk0atTIsoWsRYsWbN26lWPHjvHggw8SGhrKtGnTqFu37h2P6+DgwOuvv85bb71F3bp16d2796+q66dcXFzYtm0bfn5+9O3bl5CQEIYNG0ZJScmvWgm62b2KiIiIiG0zmM1mc2UXcS+VlJSQm5tLQEAAzs7OlV2OSIXRZ19ERETk9rTyIyIiIiIiNkHhR0REREREbILCj4iIiIiI2ASFHxERERERsQkKPyIiIiIiYhMUfkRERERExCYo/IiIiIiIiE1Q+BEREREREZug8CMiIiIiIjZB4ccGpKSkYDAYuHDhQmWXIiIiIiJSaRwqu4AKZTBU3Fxmc8XN9Qs6duxIQUEBNWrUqOxSREREREQqjW2FHxvl6OhInTp1KrsMEREREZFKpW1vVYjJZGLevHkEBgbi5OSEn58fs2fPBuDQoUN07doVo9GIl5cXI0eOpKioyHKtwWAo9+Pv7w+U3/aWmJiIh4cHmzZtIiQkBFdXV7p3705BQYFVPcuWLSMkJARnZ2eaNGnCv/71L0vblStXiI6OxtfXF2dnZxo2bMirr74KgNlsZsaMGfj5+eHk5ETdunUZO3bs7/jkRERERER+mVZ+qpApU6awdOlSFi1aRKdOnSgoKODrr7+muLiYiIgIOnToQFpaGoWFhQwfPpzo6GgSExMBrIJLcXEx3bt3p0OHDrec69KlS8yfP5933nkHOzs7/va3vzFx4kTeffddAN59912mTZtGQkICoaGhHDhwgBEjRlC9enWioqJ4/fXX2bBhA++//z5+fn6cPHmSkydPAvDRRx+xaNEiVq9eTbNmzfjuu+/IyMj4/R6ciIiIiMgdUPipIi5evEh8fDwJCQlERUUB0KhRIzp16sTSpUspKSlh5cqVVK9eHYCEhAR69erF3Llz8fHxsWxrM5vN9OvXjxo1avDWW2/dcr6rV6/y5ptv0qhRIwCio6OZNWuWpX369OksWPD/sXfvcVGX+f//HyOCDAyIIAoqJ1EUTZQ85iH1o32wjLRcM6OQhMqSiBQ8rHlKTVJJJT+2rrlgqem2ilqWmSa2qZlH1MRDCNKBVtfQDVRAmN8ffp2fs6ipoaDzvN9uc4t5X6fX+5r5w1fXdb0nmSeeeAKAgIAADh06xIIFCxgyZAh5eXk0bdqUrl27YjAY8PPzs7TNy8vDy8uL3r17Y29vj6+vLx06dKjcCRMRERERuUna9lZNZGVlUVxcTK9eva5a1rp1a0viA9ClSxfKy8s5cuSIVd0///nPbN++nTVr1mA0Gq85npOTkyXxAfD29ubkyZPApZWj7OxsoqOjMZlMltfUqVPJzs4GICoqin379tGsWTPi4uLYsGGDpa+BAwdy/vx5GjduzPPPP096ejoXL168tYkREREREakkSn6qieslKjdqyZIlzJ49m/T0dBo2bHjduvb29lbvDQYD5v/3hLrLZ4kWLlzIvn37LK+DBw/yzTffAHD//feTk5PDlClTOH/+PE8++SR/+tOfAPDx8eHIkSPMnz8fo9HIyy+/zIMPPkhpaekfvkcRERERkVul5KeaaNq0KUajkU2bNlUoCw4OJjMzk6KiIsu1rVu3UqNGDZo1awbA9u3biYmJYcGCBXTq1OkPxVK/fn0aNGjA8ePHadKkidUrICDAUs/V1ZVBgwaxcOFCVqxYwcqVK/n111+BS8lceHg4KSkpZGRksH37dg4cOPCH4hIRERER+SN05qeacHR0ZPTo0YwaNQoHBwe6dOnCqVOn+O6774iIiGDixIkMGTKESZMmcerUKV555RWeffZZ6tevzy+//MLjjz/OU089RVhYGL/88gsAdnZ2eHp63lI8kydPJi4ujtq1a9OnTx+Ki4vZtWsXBQUFjBgxgrfffhtvb29CQ0OpUaMGH330EV5eXri5uZGWlkZZWRkdO3bEycmJJUuWYDQarc4FiYiIiIjcaUp+qpHx48dTs2ZNJkyYwM8//4y3tzfDhg3DycmJzz//nFdffZX27dvj5OTEgAEDePvttwE4fPgw//rXv1i8eDGLFy+29Ofn50dubu4txRITE4OTkxMzZ84kMTERZ2dnWrVqRXx8PAAuLi7MmDGDY8eOYWdnR/v27fn000+pUaMGbm5uJCUlMWLECMrKymjVqhUff/wxHh4ef3SKRERERERumcF8+aDHPeLChQvk5OQQEBCAo6NjVYcjcsfouy8iIiJyfTrzIyIiIiIiNkHJj4iIiIiI2AQlPyIiIiIiYhOU/IiIiIiIiE1Q8iMiIiIiIjZByY+IiIiIiNgEJT8iIiIiImITlPyIiIiIiIhNUPIjIiIiIiI2QcmPXJXBYGD16tV3/RhXSktLw83N7bb1HxUVRf/+/W9b/yIiIiLyxxjMZrO5qoOoTBcuXCAnJ4eAgAAcHR2tygyTDXcsDvPEu2NaJ02axOrVq9m3b5/V9V9++YU6depQq1at2zb2nRjjSufPn+e3336jXr16f6if3NxcAgIC2Lt3L23atLFcP3v2LGaz+bYmWNdzve++iIiIiEDNqg5Abk1paSn29va3rX8vL6/b1vedHONKRqMRo9F4zfKSkhIcHBxuuf/atWvfclsRERERuf207a2aKC8vZ8aMGTRp0oRatWrh6+vLtGnTgEsrDQaDgRUrVtC9e3ccHR1ZunQpAO+99x7BwcE4OjrSvHlz5s+fb9Xv6NGjCQoKwsnJicaNGzN+/HhKS0uBS9vAJk+eTGZmJgaDAYPBQFpaGmC9Ja1z586MHj3aqt9Tp05hb2/PV199BUBxcTEJCQk0bNgQZ2dnOnbsSEZGxnXv+coxLt/jqlWr6NmzJ05OTrRu3Zrt27db6p84cYLw8HDq1KmDs7MzLVu25NNPPwUgIyMDg8HAunXrCAkJwdHRkU6dOnHw4EFL+//e9jZp0iTatGnDe++9Z7Vasn79erp27YqbmxseHh48+uijZGdnW9oFBAQAEBoaisFgoEePHkDFbW/FxcXExcVRr149HB0d6dq1Kzt37rSUX45506ZNtGvXDicnJzp37syRI0euO28iIiIicmuU/FQTY8eOJSkpifHjx3Po0CGWLVtG/fr1reqMGTOGV199laysLMLCwli6dCkTJkxg2rRpZGVl8eabbzJ+/HgWL15saePi4kJaWhqHDh1i7ty5LFy4kNmzZwMwaNAgRo4cScuWLcnPzyc/P59BgwZViC0iIoLly5dz5Q7JFStW0KBBA7p16wZAbGws27dvZ/ny5ezfv5+BAwfSp08fjh07dlPzMG7cOBISEti3bx9BQUEMHjyYixcvAjB8+HCKi4v56quvOHDgAG+99RYmk8mqfWJiIsnJyezcuRNPT0/Cw8Mtyd7VfP/996xcuZJVq1ZZtv4VFRUxYsQIdu3axaZNm6hRowaPP/445eXlAHz77bcAbNy4kfz8fFatWnXVvkeNGsXKlStZvHgxe/bsoUmTJoSFhfHrr79WuOfk5GR27dpFzZo1GTp06E3NmYiIiIjcGG17qwZ+++035s6dy7x58xgyZAgAgYGBdO3a1apefHw8TzzxhOX9xIkTSU5OtlwLCAjg0KFDLFiwwNLP66+/bqnv7+9PQkICy5cvZ9SoURiNRkwmEzVr1rzuFrQnn3yS+Ph4vv76a0uys2zZMgYPHozBYCAvL4/U1FTy8vJo0KABAAkJCaxfv57U1FTefPPNG56LhIQE+vbtC8DkyZNp2bIl33//Pc2bNycvL48BAwbQqlUrABo3blyh/cSJE3nooYcAWLx4MY0aNSI9PZ0nn3zyquOVlJTw/vvv4+npabk2YMAAqzp/+9vf8PT05NChQ9x3332Wuh4eHtect6KiIt59913S0tJ4+OGHAVi4cCFffPEFixYtIjEx0VJ32rRpdO/eHbiU4Pbt25cLFy7o3I6IiIhIJVPyUw1kZWVRXFxMr169rluvXbt2lr+LiorIzs4mOjqa559/3nL94sWLVmdPVqxYQUpKCtnZ2RQWFnLx4kVcXV1vKj5PT0/+93//l6VLl9KtWzdycnLYvn07CxYsAODAgQOUlZURFBRk1a64uBgPD4+bGiskJMTyt7e3NwAnT56kefPmxMXF8dJLL7FhwwZ69+7NgAEDrOoDPPDAA5a/3d3dadasGVlZWdccz8/PzyrxATh27BgTJkxgx44d/Pvf/7as+OTl5XHffffd0H1kZ2dTWlpKly5dLNfs7e3p0KFDhXiudc++vr43NJaIiIiI3BglP9XA9Q7hX8nZ2dnyd2FhIXBpNaFjx45W9ezs7ADYvn07ERERTJ48mbCwMGrXrs3y5ctJTk6+6RgjIiKIi4vjnXfeYdmyZbRq1cqyAlNYWIidnR27d++2jH3Zf29L+z1XPsTBYLj0dL7LyUdMTAxhYWGsW7eODRs2MH36dJKTk3nllVdu+n4uu3JOLwsPD8fPz4+FCxfSoEEDysvLue+++ygpKbnlca7nevcsIiIiIpVHZ36qgaZNm2I0Gtm0adMNt6lfvz4NGjTg+PHjNGnSxOp1+UD+tm3b8PPzY9y4cbRr146mTZty4sQJq34cHBwoKyv73fH69evHhQsXWL9+PcuWLSMiIsJSFhoaSllZGSdPnqwQS2U/0c3Hx4dhw4axatUqRo4cycKFC63Kv/nmG8vfBQUFHD16lODg4Bvu//Tp0xw5coTXX3+dXr16ERwcTEFBgVWdy0+Eu968BQYG4uDgwNatWy3XSktL2blzJy1atLjheERERESk8mjlpxpwdHRk9OjRjBo1CgcHB7p06cKpU6f47rvviI6Ovma7yZMnExcXR+3atenTpw/FxcXs2rWLgoICRowYQdOmTcnLy2P58uW0b9+edevWkZ6ebtWHv78/OTk57Nu3j0aNGuHi4nLV391xdnamf//+jB8/nqysLAYPHmwpCwoKIiIigsjISJKTkwkNDeXUqVNs2rSJkJAQyxmePyo+Pp6HH36YoKAgCgoK2Lx5c4XE5o033sDDw4P69eszbtw46tate1M/PFqnTh08PDz461//ire3N3l5eYwZM8aqTr169TAajaxfv55GjRrh6OhY4THXzs7OvPTSSyQmJuLu7o6vry8zZszg3Llz1/1MRUREROT20cpPNTF+/HhGjhzJhAkTCA4OZtCgQZw8efK6bWJiYnjvvfdITU2lVatWdO/enbS0NMvKz2OPPcZrr71GbGwsbdq0Ydu2bYwfP96qjwEDBtCnTx969uyJp6cnH3744TXHi4iIIDMzk27dulU4j5KamkpkZCQjR46kWbNm9O/fn507d1bquZWysjKGDx9OcHAwffr0ISgoqMKjvZOSknj11Vdp27Ytv/zyCx9//PFN/XZPjRo1WL58Obt37+a+++7jtddeY+bMmVZ1atasSUpKCgsWLKBBgwb069fvqn0lJSUxYMAAnn32We6//36+//57Pv/8c+rUqXPzNy8iIiIif5jBfOXzi+8B+pV725SRkUHPnj0pKCiw+i0fW6LvvoiIiMj1aeVHRERERERsgpIfERERERGxCXrggdwTevTowT22g1NEREREKplWfkRERERExCYo+REREREREZug5EdERERERGyCkh8REREREbEJSn5ERERERMQmKPkRERERERGboORHrspgMLB69eobru/v78+cOXNuWzwiIiIiIn+UTf3O4HOj2wABAABJREFUz+TJk+/YWBMnTrxjY/0RkyZNYvXq1ezbt8/qen5+PnXq1Lnhfnbu3Imzs7PlvcFgID09nf79+1dSpCIiIiIif4xNJT/3ktLSUuzt7W9b/15eXjdV39PT8zZFIiIiIiJSObTtrRopLy9nxowZNGnShFq1auHr68u0adPIzc3FYDCwYsUKunfvjqOjI0uXLgXgvffeIzg4GEdHR5o3b878+fOt+hw9ejRBQUE4OTnRuHFjxo8fT2lpKQBpaWlMnjyZzMxMDAYDBoOBtLQ0wHrbW+fOnRk9erRVv6dOncLe3p6vvvoKsN725u/vD8Djjz+OwWDA39+f3NxcatSowa5du6z6mTNnDn5+fpSXl1fWNIqIiIiIXJVWfqqRsWPHsnDhQmbPnk3Xrl3Jz8/n8OHDlvIxY8aQnJxMaGioJQGaMGEC8+bNIzQ0lL179/L888/j7OzMkCFDAHBxcSEtLY0GDRpw4MABnn/+eVxcXBg1ahSDBg3i4MGDrF+/no0bNwJQu3btCnFFREQwY8YMkpKSMBgMAKxYsYIGDRrQrVu3CvV37txJvXr1SE1NpU+fPtjZ2eHp6Unv3r1JTU2lXbt2lrqpqalERUVRo4bycBERERG5vZT8VBO//fYbc+fOZd68eZbEJTAwkK5du5KbmwtAfHw8TzzxhKXNxIkTSU5OtlwLCAjg0KFDLFiwwNLH66+/bqnv7+9PQkICy5cvZ9SoURiNRkwmEzVr1rzuNrcnn3yS+Ph4vv76a0uys2zZMgYPHmxJhq50eQucm5ubVb8xMTEMGzaMt99+m1q1arFnzx4OHDjAmjVrbmXKRERERERuiv53ezWRlZVFcXExvXr1umadK1dMioqKyM7OJjo6GpPJZHlNnTqV7OxsS70VK1bQpUsXvLy8MJlMvP766+Tl5d1UbJ6envzv//6vZatdTk4O27dvJyIi4qb66d+/P3Z2dqSnpwOXtt317NnTsk1OREREROR2UvJTTRiNxt+tc+XT1AoLCwFYuHAh+/bts7wOHjzIN998A2BJUB555BE++eQT9u7dy7hx4ygpKbnp+CIiIvjHP/5BaWkpy5Yto1WrVrRq1eqm+nBwcCAyMpLU1FRKSkpYtmwZQ4cOvelYRERERERuhba9VRNNmzbFaDSyadMmYmJifrd+/fr1adCgAcePH7/mCsy2bdvw8/Nj3LhxlmsnTpywquPg4EBZWdnvjtevXz9eeOEF1q9fz7Jly4iMjLxufXt7+6v2GxMTw3333cf8+fO5ePGi1TY+EREREZHbSclPNeHo6Mjo0aMZNWoUDg4OdOnShVOnTvHdd99dcyvc5MmTiYuLo3bt2vTp04fi4mJ27dpFQUEBI0aMoGnTpuTl5bF8+XLat2/PunXrLFvOLvP39ycnJ4d9+/bRqFEjXFxcqFWrVoWxnJ2d6d+/P+PHjycrK4vBgwdf9378/f3ZtGkTXbp0oVatWpbfDAoODqZTp06MHj2aoUOH3tCKl4iIiIhIZdC2t2pk/PjxjBw5kgkTJhAcHMygQYM4efLkNevHxMTw3nvvkZqaSqtWrejevTtpaWkEBAQA8Nhjj/Haa68RGxtLmzZt2LZtG+PHj7fqY8CAAfTp04eePXvi6enJhx9+eM3xIiIiyMzMpFu3bvj6+l73XpKTk/niiy/w8fEhNDTUqiw6OpqSkhJteRMRERGRO8pgNpvNVR1EZbpw4QI5OTkEBATg6OhY1eHIVUyZMoWPPvqI/fv3V3Uo9xR990VERESuTys/cscUFhZy8OBB5s2bxyuvvFLV4YiIiIiIjVHyI3dMbGwsbdu2pUePHtryJiIiIiJ3nLa9idwj9N0XERERuT6t/IiIiIiIiE1Q8iMiIiIiIjZByY+IiIiIiNgEJT8iIiIiImITlPyIiIiIiIhNUPIjIiIiIiI2QcnPPSItLQ03NzfL+0mTJtGmTZsqi+d2yMjIwGAwcObMmaoORURERETuQraV/BgMd+5VxRISEti0aVNVh3FP8Pf3Z86cOVUdhoiIiIj8QbaV/NgQk8mEh4fHbR3DbDZz8eLF2zrGvaSkpKSqQxARERGxaUp+qony8nJmzJhBkyZNqFWrFr6+vkybNg24+navffv2YTAYyM3NvWp//73tLSoqiv79+zNr1iy8vb3x8PBg+PDhlJaWWup88MEHtGvXDhcXF7y8vHj66ac5efKkpfxyHJ999hlt27alVq1aLFmyhBo1arBr1y6r8efMmYOfnx/l5eVXje/3xgL49NNPCQoKwmg00rNnT6t7/c9//oPRaOSzzz6zapOeno6Liwvnzp0D4IcffuDJJ5/Ezc0Nd3d3+vXrZ9XP781Ljx49OHHiBK+99hoGgwHD/1vVu9q2wjlz5uDv71+h72nTptGgQQOaNWt2QzGJiIiIyO2h5KeaGDt2LElJSYwfP55Dhw6xbNky6tevX6ljbN68mezsbDZv3szixYtJS0sjLS3NUl5aWsqUKVPIzMxk9erV5ObmEhUVVaGfMWPGkJSURFZWFo899hi9e/cmNTXVqk5qaipRUVHUqHH1r9jvjfXDDz/wxBNPEB4ezr59+4iJiWHMmDGWcldXVx599FGWLVtm1e/SpUvp378/Tk5OlJaWEhYWhouLC//85z/ZunUrJpOJPn36WK3CXG9eVq1aRaNGjXjjjTfIz88nPz//Bmf7kk2bNnHkyBG++OILPvnkkxuOSURERERuA/M95vz58+ZDhw6Zz58/X7EQ7tzrJvznP/8x16pVy7xw4cKrlm/evNkMmAsKCizX9u7dawbMOTk5ZrPZbE5NTTXXrl3bUj5x4kRz69atLe+HDBli9vPzM1+8eNFybeDAgeZBgwZdM66dO3eaAfNvv/1mFcfq1aut6q1YscJcp04d84ULF8xms9m8e/dus8FgsMR2I/57rLFjx5pbtGhhVWf06NFW85Cenm42mUzmoqIis9lsNp89e9bs6Oho/uyzz8xms9n8wQcfmJs1a2YuLy+39FFcXGw2Go3mzz///Ibnxc/Pzzx79myrWP57fs1ms3n27NlmPz8/y/shQ4aY69evby4uLrZcu5GYbtV1v/siIiIiYtbKTzWQlZVFcXExvXr1uq3jtGzZEjs7O8t7b29vq61mu3fvJjw8HF9fX1xcXOjevTsAeXl5Vv20a9fO6n3//v2xs7MjPT0duPTkuZ49e1ptAftvvzdWVlYWHTt2tGrzwAMPWL1/5JFHsLe3Z+3atQCsXLkSV1dXevfuDUBmZibff/89Li4umEwmTCYT7u7uXLhwgezs7Buelz+iVatWODg4WN7faEwiIiIiUvlqVnUAAkaj8brll7eOmc1my7Urz+rcKHt7e6v3BoPBcianqKiIsLAwwsLCWLp0KZ6enuTl5REWFlZhO5azs7PVewcHByIjI0lNTeWJJ55g2bJlzJ0795px3MxY1+Pg4MCf/vQnli1bxlNPPcWyZcsYNGgQNWte+loXFhbStm1bli5dWqGtp6fnDc3LtdSoUcPq84Crfyb/PVc3GpOIiIiIVD4lP9VA06ZNMRqNbNq0iZiYmArll/9RnJ+fT506dYBLDzyoTIcPH+b06dMkJSXh4+MDUOEhBtcTExPDfffdx/z587l48SJPPPHEHxorODjYsqJz2TfffFOhr4iICB566CG+++47vvzyS6ZOnWopu//++1mxYgX16tXD1dX1hu/lvzk4OFBWVmZ1zdPTk19++QWz2Wx5CMKNfCaVFZOIiIiI3Dxte6sGHB0dGT16NKNGjeL9998nOzubb775hkWLFgHQpEkTfHx8mDRpEseOHWPdunUkJydXagy+vr44ODjwzjvvcPz4cdauXcuUKVNuuH1wcDCdOnVi9OjRDB48+LqrWTcy1rBhwzh27BiJiYkcOXKEZcuWWT2c4bIHH3wQLy8vIiIiCAgIsNoqFxERQd26denXrx///Oc/ycnJISMjg7i4OH788ccbvjd/f3+++uorfvrpJ/79738Dl54Cd+rUKWbMmEF2djb/93//V+HJc1dTWTGJiIiIyM1T8lNNjB8/npEjRzJhwgSCg4MZNGiQ5dyJvb09H374IYcPHyYkJIS33nrLaoWjMnh6epKWlsZHH31EixYtSEpKYtasWTfVR3R0NCUlJQwdOvQPj+Xr68vKlStZvXo1rVu35i9/+Qtvvvlmhb4MBgODBw8mMzOTiIgIqzInJye++uorfH19eeKJJwgODiY6OpoLFy7c1KrLG2+8QW5uLoGBgZZVuODgYObPn8///d//0bp1a7799lsSEhJ+t6/KiklEREREbp7B/N8HF+5yFy5cICcnh4CAABwdHas6HJsyZcoUPvroI/bv31/VodgkffdFRERErk8rP/KHFRYWcvDgQebNm8crr7xS1eGIiIiIiFyVkh/5w2JjY2nbti09evT43S1vIiIiIiJVRdveRO4R+u6LiIiIXJ9WfkRERERExCYo+REREREREZug5EdERERERGyCkh8REREREbEJSn5ERERERMQmKPkRERERERGboOTnHpGWloabm5vl/aRJk2jTpk2VxVMZevToQXx8fFWHISIiIiL3iJpVHcCdZJhsuGNjmSdW7c8nJSQk8Morr1RpDCIiIiIi1YlNJT+2xGQyYTKZbusYZrOZsrIyatbU10hEREREqj9te6tGysvLmTFjBk2aNKFWrVr4+voybdo0MjIyMBgMnDlzxlJ33759GAwGcnNzr9rXf297i4qKon///syaNQtvb288PDwYPnw4paWlljoffPAB7dq1w8XFBS8vL55++mlOnjxpKb8cx2effUbbtm2pVasWS5YsoUaNGuzatctq/Dlz5uDn50d5eTkAW7ZsoUOHDtSqVQtvb2/GjBnDxYsXLfWLioqIjIzEZDLh7e1NcnKyVX9vvPEG9913X4X7bNOmDePHj7fE16FDB5ydnXFzc6NLly6cOHECgMzMTHr27ImLiwuurq60bdvWKuavv/6abt26YTQa8fHxIS4ujqKiohseW0RERESqPyU/1cjYsWNJSkpi/PjxHDp0iGXLllG/fv1K63/z5s1kZ2ezefNmFi9eTFpaGmlpaZby0tJSpkyZQmZmJqtXryY3N5eoqKgK/YwZM4akpCSysrJ47LHH6N27N6mpqVZ1UlNTiYqKokaNGvz000888sgjtG/fnszMTN59910WLVrE1KlTLfUTExPZsmULa9asYcOGDWRkZLBnzx5L+dChQ8nKymLnzp2Wa3v37mX//v0899xzXLx4kf79+9O9e3f279/P9u3beeGFFzAYLm11jIiIoFGjRuzcuZPdu3czZswY7O3tAcjOzqZPnz4MGDCA/fv3s2LFCr7++mtiY2NvaGwRERERuTtov1I18dtvvzF37lzmzZvHkCFDAAgMDKRr165kZGRUyhh16tRh3rx52NnZ0bx5c/r27cumTZt4/vnngUv/yL+scePGpKSk0L59ewoLC6220L3xxhs89NBDlvcxMTEMGzaMt99+m1q1arFnzx4OHDjAmjVrAJg/fz4+Pj7MmzcPg8FA8+bN+fnnnxk9ejQTJkzg3LlzLFq0iCVLltCrVy8AFi9eTKNGjSxjNGrUiLCwMFJTU2nfvj1wKcHq3r07jRs35tdff+Xs2bM8+uijBAYGAhAcHGxpn5eXR2JiIs2bNwegadOmlrLp06cTERFhebhC06ZNSUlJoXv37rz77ru/O7aIiIiI3B208lNNZGVlUVxcbPnH/+3QsmVL7OzsLO+9vb2ttrXt3r2b8PBwfH19cXFxoXv37sClxOFK7dq1s3rfv39/7OzsSE9PBy49ea5nz574+/sDl+7tgQcesKzCAHTp0oXCwkJ+/PFHsrOzKSkpoWPHjpZyd3d3mjVrZjXO888/z4cffsiFCxcoKSlh2bJlloTN3d2dqKgowsLCCA8PZ+7cueTn51vajhgxgpiYGHr37k1SUhLZ2dmWsszMTNLS0iznpEwmE2FhYZSXl5OTk/O7Y4uIiIjI3UHJTzVhNBqvWVajxqWPyWz+/58gd+VZnRt1eZvXZQaDwXImp6ioiLCwMFxdXVm6dCk7d+60JDMlJSVW7Zydna3eOzg4EBkZSWpq6m1NDMLDw6lVqxbp6el8/PHHlJaW8qc//clSnpqayvbt2+ncuTMrVqwgKCiIb775Brh0Buq7776jb9++fPnll7Ro0cJyf4WFhbz44ovs27fP8srMzOTYsWOWVaTfG1tEREREqj9te6smmjZtitFoZNOmTcTExFiVeXp6ApCfn0+dOnWASw88qEyHDx/m9OnTJCUl4ePjA1DhIQbXExMTw3333cf8+fO5ePEiTzzxhKUsODiYlStXYjabLas/W7duxcXFhUaNGuHu7o69vT07duzA19cXgIKCAo4ePWpZfQKoWbMmQ4YMITU1FQcHB5566qkKSWNoaCihoaGMHTuWBx54gGXLltGpUycAgoKCCAoK4rXXXmPw4MGkpqby+OOPc//993Po0CGaNGlyzfu7kbFFREREpHpT8lNNODo6Mnr0aEaNGoWDgwNdunTh1KlTfPfdd0RGRuLj48OkSZOYNm0aR48erfA0tD/K19cXBwcH3nnnHYYNG8bBgweZMmXKDbcPDg6mU6dOjB49mqFDh1olBi+//DJz5szhlVdeITY2liNHjjBx4kRGjBhBjRo1MJlMREdHk5iYiIeHB/Xq1WPcuHGWFa8rxcTEWM7ybN261XI9JyeHv/71rzz22GM0aNCAI0eOcOzYMSIjIzl//jyJiYn86U9/IiAggB9//JGdO3cyYMAAAEaPHk2nTp2IjY0lJiYGZ2dnDh06xBdffMG8efN+d2wRERERuTso+alGxo8fT82aNZkwYQI///wz3t7eDBs2DHt7ez788ENeeuklQkJCaN++PVOnTmXgwIGVNranpydpaWn8+c9/JiUlhfvvv59Zs2bx2GOP3XAf0dHRbNu2rcKWt4YNG/Lpp5+SmJhI69atcXd3Jzo6mtdff91SZ+bMmRQWFhIeHo6LiwsjR47k7NmzFcZo2rQpnTt35tdff7U6I+Tk5MThw4dZvHgxp0+fxtvbm+HDh/Piiy9y8eJFTp8+TWRkJP/617+oW7cuTzzxBJMnTwYgJCSELVu2MG7cOLp164bZbCYwMJBBgwbd0NgiIiIicncwmK88SHIPuHDhAjk5OQQEBODo6FjV4diUKVOm8NFHH7F///7bNobZbKZp06a8/PLLjBgx4raNU93GvhH67ouIiIhcn1Z+5A8rLCwkNzeXefPmWf12T2U7deoUy5cv55dffrnjv69TlWOLiIiISOVQ8iN/WGxsLB9++CH9+/e/rY9/rlevHnXr1uWvf/2r5cEPd0pVji0iIiIilUPb3kTuEfrui4iIiFyffudHRERERERsgpIfERERERGxCUp+RERERETEJij5ERERERERm6DkR0REREREbIKSHxERERERsQlKfu5xUVFR9O/fv1L6ys3NxWAwsG/fvkrpT0RERETkTrKpHzmdPHnyHRtr4sSJd2ys65k7dy6V9VNOPj4+5OfnU7duXQAyMjLo2bMnBQUFuLm5VcoYIiIiIiK3i00lP7akrKwMg8FA7dq1K61POzs7vLy8Kq0/EREREZE7SdveqpHy8nJmzJhBkyZNqFWrFr6+vkybNo2MjAwMBgNnzpyx1N23bx8Gg4Hc3FwA0tLScHNzY+3atbRo0YJatWqRl5dXYdtbcXExcXFx1KtXD0dHR7p27crOnTst5QUFBURERODp6YnRaKRp06akpqYC1tvecnNz6dmzJwB16tTBYDAQFRXF+++/j4eHB8XFxVb31r9/f5599tnbM3EiIiIiIjdAKz/VyNixY1m4cCGzZ8+ma9eu5Ofnc/jw4Rtuf+7cOd566y3ee+89PDw8qFevXoU6o0aNYuXKlSxevBg/Pz9mzJhBWFgY33//Pe7u7owfP55Dhw7x2WefUbduXb7//nvOnz9foR8fHx9WrlzJgAEDOHLkCK6urhiNRhwcHIiLi2Pt2rUMHDgQgJMnT7Ju3To2bNhw65MjIiIiIvIHKfmpJn777Tfmzp3LvHnzGDJkCACBgYF07dqVjIyMG+qjtLSU+fPn07p166uWFxUV8e6775KWlsbDDz8MwMKFC/niiy9YtGgRiYmJ5OXlERoaSrt27QDw9/e/al92dna4u7sDUK9ePaszP08//TSpqamW5GfJkiX4+vrSo0ePG7oPEREREZHbQdveqomsrCyKi4vp1avXLffh4OBASEjINcuzs7MpLS2lS5culmv29vZ06NCBrKwsAF566SWWL19OmzZtGDVqFNu2bbvpOJ5//nk2bNjATz/9BFzakhcVFYXBYLjpvkREREREKouSn2rCaDRes6xGjUsf05VPbSstLb1qH380wXj44Yc5ceIEr732Gj///DO9evUiISHhpvoIDQ2ldevWvP/+++zevZvvvvuOqKioPxSXiIiIiMgfpeSnmmjatClGo5FNmzZVKPP09AQgPz/fcu1WfmsnMDAQBwcHtm7darlWWlrKzp07adGihdV4Q4YMYcmSJcyZM4e//vWvV+3PwcEBuPRkuf8WExNDWloaqamp9O7dGx8fn5uOV0RERESkMunMTzXh6OjI6NGjGTVqFA4ODnTp0oVTp07x3XffERkZiY+PD5MmTWLatGkcPXqU5OTkmx7D2dmZl156icTERNzd3fH19WXGjBmcO3eO6OhoACZMmEDbtm1p2bIlxcXFfPLJJwQHB1+1Pz8/PwwGA5988gmPPPIIRqMRk8kEXDr3k5CQwMKFC3n//fdvfWJERERERCqJVn6qkfHjxzNy5EgmTJhAcHAwgwYN4uTJk9jb2/Phhx9y+PBhQkJCeOutt5g6deotjZGUlMSAAQN49tlnuf/++/n+++/5/PPPqVOnDnBpNWfs2LGEhITw4IMPYmdnx/Lly6/aV8OGDZk8eTJjxoyhfv36xMbGWspq167NgAEDMJlMVo/aFhERERGpKgbzlQdJ7gEXLlwgJyeHgIAAHB0dqzocm9arVy9atmxJSkpKVYdiE/TdFxEREbk+bXuTSldQUEBGRgYZGRnMnz+/qsMREREREQGU/MhtEBoaSkFBAW+99RbNmjWr6nBERERERAAlP3Ib5ObmVnUIIiIiIiIV6IEHIiIiIiJiE5T8iIiIiIiITVDyIyIiIiIiNkHJj4iIiIiI2AQlPyIiIiIiYhOU/IiIiIiIiE1Q8lPN9ejRg/j4+D/Ux6RJk2jTpk2lxCMiIiIicreyrd/5MRju3Fhm850bS0REREREfpdtJT82xmw2U1ZWVtVhiIiIiIhUC9r2Vo0UFRURGRmJyWTC29ub5ORkq/IPPviAdu3a4eLigpeXF08//TQnT560lGdkZGAwGPjss89o27YttWrV4uuvv64wTnZ2No0bNyY2Nhaz2UxaWhpubm58/vnnBAcHYzKZ6NOnD/n5+Vbt3nvvPYKDg3F0dKR58+bMnz/fUlZSUkJsbCze3t44Ojri5+fH9OnTgUtJ2KRJk/D19aVWrVo0aNCAuLi4ypw6EREREZHfpeSnGklMTGTLli2sWbOGDRs2kJGRwZ49eyzlpaWlTJkyhczMTFavXk1ubi5RUVEV+hkzZgxJSUlkZWUREhJiVbZ//366du3K008/zbx58zD8v62A586dY9asWXzwwQd89dVX5OXlkZCQYGm3dOlSJkyYwLRp08jKyuLNN99k/PjxLF68GICUlBTWrl3L3//+d44cOcLSpUvx9/cHYOXKlcyePZsFCxZw7NgxVq9eTatWrSp59kRERERErk/b3qqJwsJCFi1axJIlS+jVqxcAixcvplGjRpY6Q4cOtfzduHFjUlJSaN++PYWFhZhMJkvZG2+8wUMPPVRhjG3btvHoo48ybtw4Ro4caVVWWlrKX/7yFwIDAwGIjY3ljTfesJRPnDiR5ORknnjiCQACAgI4dOgQCxYsYMiQIeTl5dG0aVO6du2KwWDAz8/P0jYvLw8vLy969+6Nvb09vr6+dOjQ4Y9Ml4iIiIjITdPKTzWRnZ1NSUkJHTt2tFxzd3enWbNmlve7d+8mPDwcX19fXFxc6N69O3ApubhSu3btKvSfl5fHQw89xIQJEyokPgBOTk6WxAfA29vbsqWuqKiI7OxsoqOjMZlMltfUqVPJzs4GICoqin379tGsWTPi4uLYsGGDpa+BAwdy/vx5GjduzPPPP096ejoXL168lWkSEREREbllSn7uEkVFRYSFheHq6srSpUvZuXMn6enpwKXzNldydnau0N7T05MOHTrw4Ycf8p///KdCub29vdV7g8GA+f89sa6wsBCAhQsXsm/fPsvr4MGDfPPNNwDcf//95OTkMGXKFM6fP8+TTz7Jn/70JwB8fHw4cuQI8+fPx2g08vLLL/Pggw9SWlr6B2dFREREROTGKfmpJgIDA7G3t2fHjh2WawUFBRw9ehSAw4cPc/r0aZKSkujWrRvNmze3etjB7zEajXzyySc4OjoSFhbGb7/9dsNt69evT4MGDTh+/DhNmjSxegUEBFjqubq6MmjQIBYuXMiKFStYuXIlv/76q2X88PBwUlJSyMjIYPv27Rw4cOCGYxARERER+aN05qeaMJlMREdHk5iYiIeHB/Xq1WPcuHHUqHEpP/X19cXBwYF33nmHYcOGcfDgQaZMmXJTYzg7O7Nu3ToefvhhHn74YdavX291Vuh6Jk+eTFxcHLVr16ZPnz4UFxeza9cuCgoKGDFiBG+//Tbe3t6EhoZSo0YNPvroI7y8vHBzcyMtLY2ysjI6duyIk5MTS5YswWg0Wp0LEhERERG53bTyU43MnDmTbt26ER4eTu/evenatStt27YFLm1bS0tL46OPPqJFixYkJSUxa9asmx7DZDLx2WefYTab6du3L0VFRTfULiYmhvfee4/U1FRatWpF9+7dSUtLs6z8uLi4MGPGDNq1a0f79u3Jzc3l008/pUaNGri5ubFw4UK6dOlCSEgIGzdu5OOPP8bDw+Om4xcRERERuVUG8+WDHfeICxcukJOTQ0BAAI6OjlUdjsgdo+++iIiIyPVp5UdERERERGyCkh8REREREbEJSn5ERERERMQmKPkRERERERGboORHRERERERsgpIfERERERGxCUp+RERERETEJij5ERERERERm6DkR0REREREbIKSn2quR48exMfH3/ZxJk2aRJs2bW77OCIiIiIiVaVmVQdwJxkmG+7YWOaJ5js2loiIiIiI/D6t/IiIiIiIiE1Q8lONFBUVERkZiclkwtvbm+TkZKvyDz74gHbt2uHi4oKXlxdPP/00J0+etJRHRUVhMBgqvDIyMsjIyLhqWVRU1DXjee+99wgODsbR0ZHmzZszf/7823XrIiIiIiK3nZKfaiQxMZEtW7awZs0aNmzYQEZGBnv27LGUl5aWMmXKFDIzM1m9ejW5ublWycvcuXPJz8+3vF599VXq1atH8+bN6dy5s1XZl19+iaOjIw8++OBVY1m6dCkTJkxg2rRpZGVl8eabbzJ+/HgWL158u6dBREREROS2sKkzP9VZYWEhixYtYsmSJfTq1QuAxYsX06hRI0udoUOHWv5u3LgxKSkptG/fnsLCQkwmE7Vr16Z27doArFq1igULFrBx40a8vLwALP89ffo0MTExDB061KrPK02cOJHk5GSeeOIJAAICAjh06BALFixgyJAhlT8BIiIiIiK3mZKfaiI7O5uSkhI6duxouebu7k6zZs0s73fv3s2kSZPIzMykoKCA8vJyAPLy8mjRooWl3t69e3n22WeZN28eXbp0sRqntLSUAQMG4Ofnx9y5c68aS1FREdnZ2URHR/P8889brl+8eNGSXImIiIiI3G2U/NwlioqKCAsLIywsjKVLl+Lp6UleXh5hYWGUlJRY6v3yyy889thjxMTEEB0dXaGfl156iR9++IFvv/2WmjWv/vEXFhYCsHDhQqtkDMDOzq4S70pERERE5M5R8lNNBAYGYm9vz44dO/D19QWgoKCAo0eP0r17dw4fPszp06dJSkrCx8cHgF27dln1ceHCBfr160fz5s15++23K4zx9ttv8/e//51t27bh4eFxzVjq169PgwYNOH78OBEREZV4lyIiIiIiVUfJTzVhMpmIjo4mMTERDw8P6tWrx7hx46hR49IzKXx9fXFwcOCdd95h2LBhHDx4kClTplj18eKLL/LDDz+wadMmTp06Zbnu7u7OV199xahRo/i///s/6tatyy+//AKA0Wi86la2yZMnExcXR+3atenTpw/FxcXs2rWLgoICRowYcRtnQkRERETk9rCp5Ke6//DozJkzKSwsJDw8HBcXF0aOHMnZs2cB8PT0JC0tjT//+c+kpKRw//33M2vWLB577DFL+y1btpCfn291/gdg8+bNfP3115SVlTFs2DCGDRtmKRsyZAhpaWkVYomJicHJyYmZM2eSmJiIs7MzrVq1Ij4+/rbcu4iIiIjI7WYwm83VOyO4SRcuXCAnJ4eAgAAcHR2rOhyRO0bffREREZHr0+/8iIiIiIiITVDyIyIiIiIiNkHJj4iIiIiI2AQlPyIiIiIiYhOU/IiIiIiIiE1Q8iMiIiIiIjZByY+IiIiIiNgEJT8iIiIiImITlPyIiIiIiIhNUPJTzfXo0YP4+Pi7aqw7GbOIiIiIyI2qWdUB3EmTJ0++Y2NNnDjxjo1VVTIyMujZsycFBQW4ublZrq9atQp7e/uqC0xERERE5CpsKvmRO8Pd3b2qQxARERERqUDb3qqRoqIiIiMjMZlMeHt7k5ycbFVeXFxMQkICDRs2xNnZmY4dO5KRkWEpP3HiBOHh4dSpUwdnZ2datmzJp59+ainfsmULHTp0oFatWnh7ezNmzBguXrx4zXg++OAD2rVrh4uLC15eXjz99NOcPHkSgNzcXHr27AlAnTp1MBgMREVFARW3vRUUFBAZGUmdOnVwcnLi4Ycf5tixY5bytLQ03Nzc+PzzzwkODsZkMtGnTx/y8/NvdSpFRERERCpQ8lONJCYmsmXLFtasWcOGDRvIyMhgz549lvLY2Fi2b9/O8uXL2b9/PwMHDqRPnz6WRGL48OEUFxfz1VdfceDAAd566y1MJhMAP/30E4888gjt27cnMzOTd999l0WLFjF16tRrxlNaWsqUKVPIzMxk9erV5ObmWhIcHx8fVq5cCcCRI0fIz89n7ty5V+0nKiqKXbt2sXbtWrZv347ZbOaRRx6htLTUUufcuXPMmjWLDz74gK+++oq8vDwSEhL+0HyKiIiIiFxJ296qicLCQhYtWsSSJUvo1asXAIsXL6ZRo0YA5OXlkZqaSl5eHg0aNAAgISGB9evXk5qayptvvkleXh4DBgygVatWADRu3NjS//z58/Hx8WHevHkYDAaaN2/Ozz//zOjRo5kwYQI1alTMg4cOHWr5u3HjxqSkpNC+fXsKCwsxmUyW7W316tWzOvNzpWPHjrF27Vq2bt1K586dAVi6dCk+Pj6sXr2agQMHApcSrb/85S8EBgYClxK9N95445bnU0RERETkvyn5qSays7MpKSmhY8eOlmvu7u40a9YMgAMHDlBWVkZQUJBVu+LiYjw8PACIi4vjpZdeYsOGDfTu3ZsBAwYQEhICQFZWFg888AAGg8HStkuXLhQWFvLjjz/i6+tbIabdu3czadIkMjMzKSgooLy8HLiUiLVo0eKG7isrK4uaNWta3ZeHhwfNmjUjKyvLcs3JycmS+AB4e3tbttiJiIiIiFQGJT93icLCQuzs7Ni9ezd2dnZWZZe3tsXExBAWFsa6devYsGED06dPJzk5mVdeeeWmxysqKiIsLIywsDCWLl2Kp6cneXl5hIWFUVJSUin3dKX/fjqcwWDAbDZX+jgiIiIiYrt05qeaCAwMxN7enh07dliuFRQUcPToUQBCQ0MpKyvj5MmTNGnSxOrl5eVlaePj48OwYcNYtWoVI0eOZOHChQAEBwdbzttctnXrVlxcXCxb6650+PBhTp8+TVJSEt26daN58+YVVmIcHBwAKCsru+Z9BQcHc/HiRav7On36NEeOHLnh1SMRERERkcqg5KeaMJlMREdHk5iYyJdffsnBgweJioqynMUJCgoiIiKCyMhIVq1aRU5ODt9++y3Tp09n3bp1AMTHx/P555+Tk5PDnj172Lx5M8HBwQC8/PLL/PDDD7zyyiscPnyYNWvWMHHiREaMGHHV8z6+vr44ODjwzjvvcPz4cdauXcuUKVOs6vj5+WEwGPjkk084deoUhYWFFfpp2rQp/fr14/nnn+frr78mMzOTZ555hoYNG9KvX7/KnkYRERERkWuyqW1v1f2HR2fOnElhYSHh4eG4uLgwcuRIzp49aylPTU1l6tSpjBw5kp9++om6devSqVMnHn30UeDSCszw4cP58ccfcXV1pU+fPsyePRuAhg0b8umnn5KYmEjr1q1xd3cnOjqa119//aqxeHp6kpaWxp///GdSUlK4//77mTVrFo899pilTsOGDZk8eTJjxozhueeeIzIykrS0tAp9paam8uqrr/Loo49SUlLCgw8+yKeffqofQhURERGRO8pgvscOVly4cIGcnBwCAgJwdHSs6nBE7hh990VERESuT9veRERERETEJij5ERERERERm6DkR0REREREbIKSHxERERERsQlKfkRERERExCYo+REREREREZug5EdERERERGyCkh8REREREbEJSn5ERERERMQmKPmp5nr06EF8fHxVh2FR3eIREREREblRNas6gDvKYLhzY5nNd26sO2jVqlXY29tXdRgiIiIiIjfNtpIf+cPc3d2vW15SUoKDg8MdikZERERE5MZp21s1UlRURGRkJCaTCW9vb5KTk63Ki4uLSUhIoGHDhjg7O9OxY0cyMjIs5SdOnCA8PJw6derg7OxMy5Yt+fTTTwHIyMjAYDCwbt06QkJCcHR0pFOnThw8eNDS/vTp0wwePJiGDRvi5OREq1at+PDDD61i+O9tb/7+/kyZMoXIyEhcXV154YUXKn9iREREREQqgZKfaiQxMZEtW7awZs0aNmzYQEZGBnv27LGUx8bGsn37dpYvX87+/fsZOHAgffr04dixYwAMHz6c4uJivvrqKw4cOMBbb72FyWSqMEZycjI7d+7E09OT8PBwSktLAbhw4QJt27Zl3bp1HDx4kBdeeIFnn32Wb7/99rpxz5o1i9atW7N3717Gjx9fybMiIiIiIlI5tO2tmigsLGTRokUsWbKEXr16AbB48WIaNWoEQF5eHqmpqeTl5dGgQQMAEhISWL9+Pampqbz55pvk5eUxYMAAWrVqBUDjxo0rjDNx4kQeeughq/7T09N58sknadiwIQkJCZa6r7zyCp9//jl///vf6dChwzVj/5//+R9GjhxZORMhIiIiInKbKPmpJrKzsykpKaFjx46Wa+7u7jRr1gyAAwcOUFZWRlBQkFW74uJiPDw8AIiLi+Oll15iw4YN9O7dmwEDBhASEmJV/4EHHqjQf1ZWFgBlZWW8+eab/P3vf+enn36ipKSE4uJinJycrht7u3btbv3GRURERETuECU/d4nCwkLs7OzYvXs3dnZ2VmWXt7bFxMQQFhbGunXr2LBhA9OnTyc5OZlXXnnlhsaYOXMmc+fOZc6cObRq1QpnZ2fi4+MpKSm5bjtnZ+dbuykRERERkTtIZ36qicDAQOzt7dmxY4flWkFBAUePHgUgNDSUsrIyTp48SZMmTaxeXl5eljY+Pj4MGzaMVatWMXLkSBYuXGg1zjfffFOh/+DgYAC2bt1Kv379eOaZZ2jdujWNGze2jC8iIiIicrfTyk81YTKZiI6OJjExEQ8PD+rVq8e4ceOoUeNSfhoUFERERASRkZEkJycTGhrKqVOn2LRpEyEhIfTt25f4+HgefvhhgoKCKCgoYPPmzZbE5rI33ngDDw8P6tevz7hx46hbty79+/cHoGnTpvzjH/9g27Zt1KlTh7fffpt//etftGjR4k5Ph4iIiIhIpbOt5Kea//DozJkzKSwsJDw8HBcXF0aOHMnZs2ct5ampqUydOpWRI0fy008/UbduXTp16sSjjz4KXDqzM3z4cH788UdcXV3p06cPs2fPthojKSmJV199lWPHjtGmTRs+/vhjy+/yvP766xw/fpywsDCcnJx44YUX6N+/v1UMIiIiIiJ3K4PZXM0zgpt04cIFcnJyCAgIwNHRsarDqTYyMjLo2bMnBQUFuLm5VXU4chvouy8iIiJyfTrzIyIiIiIiNkHJj4iIiIiI2ATbOvNjw3r06ME9tsNRREREROSmaOVHRERERERsgpIfERERERGxCUp+RERERETEJij5ERERERERm6DkR0REREREbIKSHxERERERsQlKfqq5Hj16EB8fX9Vh3DYGg4HVq1dXdRgiIiIiYgNs6nd+DJMNd2ws80T9ps6VJk2axOrVq9m3b5/V9fz8fOrUqVM1QYmIiIiITbGp5EcqX0lJCQ4ODrfc3svLqxKjERERERG5Nm17q0aKioqIjIzEZDLh7e1NcnKyVXlxcTEJCQk0bNgQZ2dnOnbsSEZGhqX8xIkThIeHU6dOHZydnWnZsiWffvopABkZGRgMBtatW0dISAiOjo506tSJgwcPWo3x9ddf061bN4xGIz4+PsTFxVFUVGQp9/f3Z8qUKURGRuLq6soLL7wAwOjRowkKCsLJyYnGjRszfvx4SktLAUhLS2Py5MlkZmZiMBgwGAykpaUBFbe9HThwgP/5n//BaDTi4eHBCy+8QGFhoaU8KiqK/v37M2vWLLy9vfHw8GD48OGWsURERERErkXJTzWSmJjIli1bWLNmDRs2bCAjI4M9e/ZYymNjY9m+fTvLly9n//79DBw4kD59+nDs2DEAhg8fTnFxMV999RUHDhzgrbfewmQyVRgjOTmZnTt34unpSXh4uCVxyM7Opk+fPgwYMID9+/ezYsUKvv76a2JjY636mDVrFq1bt2bv3r2MHz8eABcXF9LS0jh06BBz585l4cKFzJ49G4BBgwYxcuRIWrZsSX5+Pvn5+QwaNKjC/RcVFREWFkadOnXYuXMnH330ERs3bqww/ubNm8nOzmbz5s0sXryYtLQ0SzIlIiIiInItBrPZfE8dTrlw4QI5OTkEBATg6OhoVVadz/wUFhbi4eHBkiVLGDhwIAC//vorjRo14oUXXmDEiBE0btyYvLw8GjRoYGnXu3dvOnTowJtvvklISAgDBgxg4sSJFfrPyMigZ8+eLF++3JJ4XO4/LS2NJ598kpiYGOzs7FiwYIGl3ddff0337t0pKirC0dERf39/QkNDSU9Pv+79zJo1i+XLl7Nr1y7g2md+DAYD6enp9O/fn4ULFzJ69Gh++OEHnJ2dAfj0008JDw/n559/pn79+kRFRZGRkUF2djZ2dnYAPPnkk9SoUYPly5ff1Jzfa6733RcRERERnfmpNrKzsykpKaFjx46Wa+7u7jRr1gy4tB2srKyMoKAgq3bFxcV4eHgAEBcXx0svvcSGDRvo3bs3AwYMICQkxKr+Aw88UKH/rKwsADIzM9m/fz9Lly611DGbzZSXl5OTk0NwcDAA7dq1qxD/ihUrSElJITs7m8LCQi5evIirq+tNzUFWVhatW7e2JD4AXbp0oby8nCNHjlC/fn0AWrZsaUl8ALy9vTlw4MBNjSUiIiIitkfJz12isLAQOzs7du/ebfUPf8CytS0mJoawsDDWrVvHhg0bmD59OsnJybzyyis3PMaLL75IXFxchTJfX1/L31cmJwDbt28nIiKCyZMnExYWRu3atVm+fHmFM0uVxd7e3uq9wWCgvLz8towlIiIiIvcOJT/VRGBgIPb29uzYscOSaBQUFHD06FG6d+9OaGgoZWVlnDx5km7dul2zHx8fH4YNG8awYcMYO3YsCxcutEp+vvnmmwr9X17Ruf/++zl06BBNmjS5qdi3bduGn58f48aNs1w7ceKEVR0HBwfKysqu209wcDBpaWkUFRVZEqytW7dSo0YNywqYiIiIiMit0gMPqgmTyUR0dDSJiYl8+eWXHDx4kKioKGrUuPQRBQUFERERQWRkJKtWrSInJ4dvv/2W6dOns27dOgDi4+P5/PPPycnJYc+ePWzevNmS2Fz2xhtvsGnTJkv/devWpX///sClJ7Zt27aN2NhY9u3bx7Fjx1izZk2FBw78t6ZNm5KXl8fy5cvJzs4mJSWlwpkgf39/cnJy2LdvH//+978pLi6u0E9ERASOjo4MGTKEgwcPsnnzZl555RWeffZZy5Y3EREREZFbZVMrP9X9h0dnzpxJYWEh4eHhuLi4MHLkSM6ePWspT01NZerUqYwcOZKffvqJunXr0qlTJx599FEAysrKGD58OD/++COurq706dPH8sS1y5KSknj11Vc5duwYbdq04eOPP7b8Tk9ISAhbtmxh3LhxdOvWDbPZTGBg4FWfzHalxx57jNdee43Y2FiKi4vp27cv48ePZ9KkSZY6AwYMYNWqVfTs2ZMzZ86QmppKVFSUVT9OTk58/vnnvPrqq7Rv3x4nJycGDBjA22+//QdmVURERETkEpt62pstu/y0t4KCAtzc3Ko6HLkN9N0XERERuT5texMREREREZug5EdERERERGyCTZ35sWU9evTgHtvhKCIiIiJyU7TyIyIiIiIiNkHJj4iIiIiI2AQlPyIiIiIiYhOU/IiIiIiIiE1Q8iMiIiIiIjZByY+IiIiIiNgEJT/VXI8ePYiPj6/qMG5YWloabm5ud2SsqKgo+vfvf0fGEhEREZG7n039zs/kyZPv2FgTJ068Y2NdlpaWRnx8PGfOnLnjY182aNAgHnnkkUrtMzc3l4CAAPbu3UubNm0s1+fOnavfLhIRERGRG2ZTyY/cmLKyMgwGAzVq3PzCoNFoxGg03oaoKqpdu/YdGUdERERE7g3a9laNFBUVERkZiclkwtvbm+TkZKvy4uJiEhISaNiwIc7OznTs2JGMjAwAMjIyeO655zh79iwGgwGDwcCkSZN+tx38/1vV1q5dS4sWLahVqxZ5eXn4+/szdepUS0x+fn6sXbuWU6dO0a9fP0wmEyEhIezatatCX5dNmjSJNm3a8MEHH+Dv70/t2rV56qmn+O233yx11q9fT9euXXFzc8PDw4NHH32U7OxsS3lAQAAAoaGhGAwGevToAVTc9lZcXExcXBz16tXD0dGRrl27snPnTkt5RkYGBoOBTZs20a5dO5ycnOjcuTNHjhy5lY9LRERERO4ySn6qkcTERLZs2cKaNWvYsGEDGRkZ7Nmzx1IeGxvL9u3bWb58Ofv372fgwIH06dOHY8eO0blzZ+bMmYOrqyv5+fnk5+eTkJDwu+0uO3fuHG+99Rbvvfce3333HfXq1QNg9uzZdOnShb1799K3b1+effZZIiMjeeaZZ9izZw+BgYFERkZed/tZdnY2q1ev5pNPPuGTTz5hy5YtJCUlWcqLiooYMWIEu3btYtOmTdSoUYPHH3+c8vJyAL799lsANm7cSH5+PqtWrbrqOKNGjWLlypUsXryYPXv20KRJE8LCwvj111+t6o0bN47k5GR27dpFzZo1GTp06M18TCIiIiJyl9K2t2qisLCQRYsWsWTJEnr16gXA4sWLadSoEQB5eXmkpqaSl5dHgwYNAEhISGD9+vWkpqby5ptvUrt2bQwGA15eXpZ+b6QdQGlpKfPnz6d169ZWcT3yyCO8+OKLAEyYMIF3332X9u3bM3DgQABGjx7NAw88wL/+9S+rca9UXl5OWloaLi4uADz77LNs2rSJadOmATBgwACr+n/729/w9PTk0KFD3HfffXh6egLg4eFxzTGKiop49913SUtL4+GHHwZg4cKFfPHFFyxatIjExERL3WnTptG9e3cAxowZQ9++fblw4QKOjo5X7VtERERE7g1KfqqJ7OxsSkpK6Nixo+Wau7s7zZo1A+DAgQOUlZURFBRk1a64uBgPD49r9nuj7RwcHAgJCanQ/spr9evXB6BVq1YVrp08efKaiYm/v78l8QHw9vbm5MmTlvfHjh1jwoQJ7Nixg3//+9+WFZ+8vDzuu+++a97blbKzsyktLaVLly6Wa/b29nTo0IGsrKxr3pO3t7clfl9f3xsaS0RERETuTkp+7hKFhYXY2dmxe/du7OzsrMpMJtMfbmc0GjEYDBXa29vbW/6+XH61a5cTlqu5sv7lNlfWDw8Px8/Pj4ULF9KgQQPKy8u57777KCkpuWaff8TNxi8iIiIi9wYlP9VEYGAg9vb27Nixw7ICUVBQwNGjR+nevTuhoaGUlZVx8uRJunXrdtU+HBwcKCsrs7p2I+2q0unTpzly5AgLFy60xPf1119b1XFwcACocG9XCgwMxMHBga1bt+Ln5wdc2sq3c+fOu+p3kkRERETk9lHyU02YTCaio6NJTEzEw8ODevXqMW7cOMvjpoOCgoiIiCAyMpLk5GRCQ0M5deoUmzZtIiQkhL59++Lv709hYSGbNm2idevWODk53VC7qlSnTh08PDz461//ire3N3l5eYwZM8aqTr169TAajaxfv55GjRrh6OhY4THXzs7OvPTSSyQmJuLu7o6vry8zZszg3LlzREdH38lbEhEREZFqyqaSn6r44dGbMXPmTAoLCwkPD8fFxYWRI0dy9uxZS3lqaipTp05l5MiR/PTTT9StW5dOnTrx6KOPAtC5c2eGDRvGoEGDOH36NBMnTmTSpEm/264q1ahRg+XLlxMXF8d9991Hs2bNSElJsTzOGqBmzZqkpKTwxhtvMGHCBLp162b1qO7LkpKSKC8v59lnn+W3336jXbt2fP7559SpU+fO3ZCIiIiIVFsG8/WeUXwXunDhAjk5OQQEBOjpXWJT9N0XERERuT79zo+IiIiIiNgEJT8iIiIiImITlPyIiIiIiIhNUPIjIiIiIiI2QcmPiIiIiIjYBCU/IiIiIiJiE5T8iIiIiIiITVDyIyIiIiIiNkHJj4iIiIiI2ATbSn4Mhjv3qiQ9evQgPj6+0vq722VkZGAwGDhz5kxVhyIiIiIidxnbSn7kD0lLS8PNze2m2ylhEREREZHqQMmPiIiIiIjYBCU/1UhRURGRkZGYTCa8vb1JTk62Ki8uLiYhIYGGDRvi7OxMx44dycjIAOA///kPRqORzz77zKpNeno6Li4unDt3DoDRo0cTFBSEk5MTjRs3Zvz48ZSWllrqZ2Zm0rNnT1xcXHB1daVt27bs2rWLjIwMnnvuOc6ePYvBYMBgMDBp0iQAPvjgA9q1a4eLiwteXl48/fTTnDx5EoDc3Fx69uwJQJ06dTAYDERFRQFQXl7O9OnTCQgIwGg00rp1a/7xj39Yxf/pp58SFBSE0WikZ8+e5ObmVsZUi4iIiIgNUvJTjSQmJrJlyxbWrFnDhg0byMjIYM+ePZby2NhYtm/fzvLly9m/fz8DBw6kT58+HDt2DFdXVx599FGWLVtm1efSpUvp378/Tk5OALi4uJCWlsahQ4eYO3cuCxcuZPbs2Zb6ERERNGrUiJ07d7J7927GjBmDvb09nTt3Zs6cObi6upKfn09+fj4JCQkAlJaWMmXKFDIzM1m9ejW5ubmWBMfHx4eVK1cCcOTIEfLz85k7dy4A06dP5/333+cvf/kL3333Ha+99hrPPPMMW7ZsAeCHH37giSeeIDw8nH379hETE8OYMWNuz+SLiIiIyL3PfI85f/68+dChQ+bz589XLIQ797pJv/32m9nBwcH897//3XLt9OnTZqPRaH711VfNJ06cMNvZ2Zl/+uknq3a9evUyjx071mw2m83p6elmk8lkLioqMpvNZvPZs2fNjo6O5s8+++ya486cOdPctm1by3sXFxdzWlraVeumpqaaa9eu/bv3snPnTjNg/u2338xms9m8efNmM2AuKCiw1Llw4YLZycnJvG3bNqu20dHR5sGDB5vNZrN57Nix5hYtWliVjx49ukJfcsl1v/siIiIiYq5ZxbmX/D/Z2dmUlJTQsWNHyzV3d3eaNWsGwIEDBygrKyMoKMiqXXFxMR4eHgA88sgj2Nvbs3btWp566ilWrlyJq6srvXv3ttRfsWIFKSkpZGdnU1hYyMWLF3F1dbWUjxgxgpiYGD744AN69+7NwIEDCQwMvG7su3fvZtKkSWRmZlJQUEB5eTkAeXl5tGjR4qptvv/+e86dO8dDDz1kdb2kpITQ0FAAsrKyrOYD4IEHHrhuLCIiIiIi16Lk5y5RWFiInZ0du3fvxs7OzqrMZDIB4ODgwJ/+9CeWLVvGU089xbJlyxg0aBA1a176mLdv305ERASTJ08mLCyM2rVrs3z5cquzRZMmTeLpp59m3bp1fPbZZ0ycOJHly5fz+OOPXzWuoqIiwsLCCAsLY+nSpXh6epKXl0dYWBglJSXXvR+AdevW0bBhQ6uyWrVq3fwEiYiIiIj8DiU/1URgYCD29vbs2LEDX19fAAoKCjh69Cjdu3cnNDSUsrIyTp48Sbdu3a7ZT0REBA899BDfffcdX375JVOnTrWUbdu2DT8/P8aNG2e5duLEiQp9BAUFERQUxGuvvcbgwYNJTU3l8ccfx8HBgbKyMqu6hw8f5vTp0yQlJeHj4wPArl27rOo4ODgAWLVt0aIFtWrVIi8vj+7du1/1XoKDg1m7dq3VtW+++eaa9y4iIiIicj164EE1YTKZiI6OJjExkS+//JKDBw8SFRVFjRqXPqKgoCAiIiKIjIxk1apV5OTk8O233zJ9+nTWrVtn6efBBx/Ey8uLiIgIAgICrLaNNW3alLy8PJYvX052djYpKSmkp6dbys+fP09sbCwZGRmcOHGCrVu3snPnToKDgwHw9/ensLCQTZs28e9//5tz587h6+uLg4MD77zzDsePH2ft2rVMmTLF6t78/PwwGAx88sknnDp1isLCQlxcXEhISOC1115j8eLFZGdns2fPHt555x0WL14MwLBhwzh27BiJiYkcOXKEZcuWkZaWdrs+AhERERG511X1oaPKdjcf+v7tt9/MzzzzjNnJyclcv35984wZM8zdu3c3v/rqq2az2WwuKSkxT5gwwezv72+2t7c3e3t7mx9//HHz/v37rfoZNWqUGTBPmDChwhiJiYlmDw8Ps8lkMg8aNMg8e/Zsy0MMiouLzU899ZTZx8fH7ODgYG7QoIE5NjbWai6HDRtm9vDwMAPmiRMnms1ms3nZsmVmf39/c61atcwPPPCAee3atWbAvHfvXku7N954w+zl5WU2GAzmIUOGmM1ms7m8vNw8Z84cc7Nmzcz29vZmT09Pc1hYmHnLli2Wdh9//LG5SZMm5lq1apm7detm/tvf/qYHHlzD3fzdFxEREbkTDGaz2Vy16VflunDhAjk5OQQEBODo6FjV4YjcMfrui4iIiFyftr2JiIiIiIhNUPIjIiIiIiI2QcmPiIiIiIjYBCU/IiIiIiJiE5T8iIiIiIiITVDyIyIiIiIiNkHJj4iIiIiI2AQlPyIiIiIiYhOU/IiIiIiIiE2oWdUB3EmGyYY7NpZ5orlS+unRowdt2rRhzpw5+Pv7Ex8fT3x8fKX0facYDAbS09Pp37//HR87LS2N+Ph4zpw5c8fHFhEREZHqxaaSn7vdzp07cXZ2ruowblp+fj516tS54fpKWERERETkdlDycxfx9PSs6hBuiZeXV1WHICIiIiKiMz/VSVFREZGRkZhMJry9vUlOTrYq9/f3Z86cOQCYzWYmTZqEr68vtWrVokGDBsTFxVnqfvDBB7Rr1w4XFxe8vLx4+umnOXnypKU8IyMDg8HAunXrCAkJwdHRkU6dOnHw4EFLnbS0NNzc3Fi9ejVNmzbF0dGRsLAwfvjhB6u43n33XQIDA3FwcKBZs2Z88MEHVuUGg4HVq1cDkJubi8FgYNWqVfTs2RMnJydat27N9u3bLXE999xznD17FoPBgMFgYNKkSQAUFxeTkJBAw4YNcXZ2pmPHjmRkZFiNlZaWhq+vL05OTjz++OOcPn36pj8HEREREbk3KfmpRhITE9myZQtr1qxhw4YNZGRksGfPnqvWXblyJbNnz2bBggUcO3aM1atX06pVK0t5aWkpU6ZMITMzk9WrV5Obm0tUVNRVx0xOTmbnzp14enoSHh5OaWmppfzcuXNMmzaN999/n61bt3LmzBmeeuopS3l6ejqvvvoqI0eO5ODBg7z44os899xzbN68+br3Om7cOBISEti3bx9BQUEMHjyYixcv0rlzZ+bMmYOrqyv5+fnk5+eTkJAAQGxsLNu3b2f58uXs37+fgQMH0qdPH44dOwbAjh07iI6OJjY2ln379tGzZ0+mTp16w/MvIiIiIvc2bXurJgoLC1m0aBFLliyhV69eACxevJhGjRpdtX5eXh5eXl707t0be3t7fH196dChg6V86NChlr8bN25MSkoK7du3p7CwEJPJZCmbOHEiDz30kNV46enpPPnkk8ClJGrevHl07NjRUic4OJhvv/2WDh06MGvWLKKionj55ZcBGDFiBN988w2zZs2iZ8+e17zfhIQE+vbtC8DkyZNp2bIl33//Pc2bN6d27doYDAar7XJ5eXmkpqaSl5dHgwYNLH2sX7+e1NRU3nzzTebOnUufPn0YNWoUAEFBQWzbto3169ffyEcgIiIiIvc4rfxUE9nZ2ZSUlFiSDAB3d3eaNWt21foDBw7k/PnzNG7cmOeff5709HQuXrxoKd+9ezfh4eH4+vri4uJC9+7dgUtJxJUeeOCBCuNlZWVZrtWsWZP27dtb3jdv3hw3NzdLnaysLLp06WLVZ5cuXaz6uJqQkBDL397e3gBW2/L+24EDBygrKyMoKAiTyWR5bdmyhezsbEssV87ff9+fiIiIiNg2rfzcpXx8fDhy5AgbN27kiy++4OWXX2bmzJls2bKFkpISwsLCCAsLY+nSpXh6epKXl0dYWBglJSVVHToA9vb2lr8NhkuPIC8vL79m/cLCQuzs7Ni9ezd2dnZWZVeuZImIiIiIXItWfqqJwMBA7O3t2bFjh+VaQUEBR48evWYbo9FIeHg4KSkpZGRksH37dg4cOMDhw4c5ffo0SUlJdOvWjebNm19zVeWbb76pMF5wcLDl2sWLF9m1a5fl/ZEjRzhz5oylTnBwMFu3brXqc+vWrbRo0eLmJuAKDg4OlJWVWV0LDQ2lrKyMkydP0qRJE6vX5e1xwcHBVvP33/cnIiIiIrZNKz/VhMlkIjo6msTERDw8PKhXrx7jxo2jRo2r56dpaWmUlZXRsWNHnJycWLJkCUajET8/P8rLy3FwcOCdd95h2LBhHDx4kClTply1nzfeeAMPDw/q16/PuHHjqFu3rtWPkdrb2/PKK6+QkpJCzZo1iY2NpVOnTpbzRYmJiTz55JOEhobSu3dvPv74Y1atWsXGjRtveS78/f0pLCxk06ZNtG7dGicnJ4KCgoiIiCAyMpLk5GRCQ0M5deoUmzZtIiQkhL59+xIXF0eXLl2YNWsW/fr14/PPP9d5HxERERH5/5nvMefPnzcfOnTIfP78+aoO5ab99ttv5meeecbs5ORkrl+/vnnGjBnm7t27m1999VWz2Ww2+/n5mWfPnm02m83m9PR0c8eOHc2urq5mZ2dnc6dOncwbN2609LVs2TKzv7+/uVatWuYHHnjAvHbtWjNg3rt3r9lsNps3b95sBswff/yxuWXLlmYHBwdzhw4dzJmZmZY+UlNTzbVr1zavXLnS3LhxY3OtWrXMvXv3Np84ccIq7vnz55sbN25stre3NwcFBZnff/99q3LAnJ6ebjabzeacnByrOMxms7mgoMAMmDdv3my5NmzYMLOHh4cZME+cONFsNpvNJSUl5gkTJpj9/f3N9vb2Zm9vb/Pjjz9u3r9/v6XdokWLzI0aNTIbjUZzeHi4edasWebatWvf/IdxF7qbv/siIiIid4LBbDabqzL5qmwXLlwgJyeHgIAAHB0dqzqcaisjI4OePXtSUFCAm5vbVeukpaURHx/PmTNn7mhscmv03RcRERG5Pp35ERERERERm6DkR0REREREbIK2vYncI/TdFxEREbk+rfyIiIiIiIhNUPIjIiIiIiI2QcmPiIiIiIjYBCU/IiIiIiJiE5T8iIiIiIiITVDyU8316NGD+Ph4APz9/ZkzZ06VxnMrDAYDq1evruowRERERMTG1azqAO6kyZMn37GxJk6cWOl97ty5E2dn50rv93bLz8+nTp06N1w/LS2N+Ph4zpw5c/uCugm5ubkEBASwd+9e2rRpU9XhiIiIiMgtsqnk527n6elZ1SHcEi8vr6oOQURERERE296qk6KiIiIjIzGZTHh7e5OcnGxVfuW2N7PZzKRJk/D19aVWrVo0aNCAuLg4S90PPviAdu3a4eLigpeXF08//TQnT560lGdkZGAwGFi3bh0hISE4OjrSqVMnDh48aKmTlpaGm5sbq1evpmnTpjg6OhIWFsYPP/xgFde7775LYGAgDg4ONGvWjA8++MCq/Mptb7m5uRgMBlatWkXPnj1xcnKidevWbN++3RLXc889x9mzZzEYDBgMBiZNmmS5/6lTp1rmyM/Pj7Vr13Lq1Cn69euHyWQiJCSEXbt2WY3/9ddf061bN4xGIz4+PsTFxVFUVGQ1r2+++SZDhw7FxcUFX19f/vrXv1rKAwICAAgNDcVgMNCjR4/f+yhFREREpBpS8lONJCYmsmXLFtasWcOGDRvIyMhgz549V627cuVKZs+ezYIFCzh27BirV6+mVatWlvLS0lKmTJlCZmYmq1evJjc3l6ioqKuOmZyczM6dO/H09CQ8PJzS0lJL+blz55g2bRrvv/8+W7du5cyZMzz11FOW8vT0dF599VVGjhzJwYMHefHFF3nuuefYvHnzde913LhxJCQksG/fPoKCghg8eDAXL16kc+fOzJkzB1dXV/Lz88nPzychIcHSbvbs2XTp0oW9e/fSt29fnn32WSIjI3nmmWfYs2cPgYGBREZGYjabAcjOzqZPnz4MGDCA/fv3s2LFCr7++mtiY2Ot4klOTqZdu3bs3buXl19+mZdeeokjR44A8O233wKwceNG8vPzWbVq1XXvTURERESqJ217qyYKCwtZtGgRS5YsoVevXgAsXryYRo0aXbV+Xl4eXl5e9O7dG3t7e3x9fenQoYOlfOjQoZa/GzduTEpKCu3bt6ewsBCTyWQpmzhxIg899JDVeOnp6Tz55JPApSRq3rx5dOzY0VInODiYb7/9lg4dOjBr1iyioqJ4+eWXARgxYgTffPMNs2bNomfPnte834SEBPr27QtcOovVsmVLvv/+e5o3b07t2rUxGAxX3S73yCOP8OKLLwIwYcIE3n33Xdq3b8/AgQMBGD16NA888AD/+te/8PLyYvr06URERFgeGtG0aVNSUlLo3r077777Lo6OjpZ+L9/D6NGjmT17Nps3b6ZZs2aW7YYeHh7awiciIiJyF9PKTzWRnZ1NSUmJJckAcHd3p1mzZletP3DgQM6fP0/jxo15/vnnSU9P5+LFi5by3bt3Ex4ejq+vLy4uLnTv3h24lDRd6YEHHqgwXlZWluVazZo1ad++veV98+bNcXNzs9TJysqiS5cuVn126dLFqo+rCQkJsfzt7e0NYLUt70ba1a9fH8Bqxevytct9ZWZmkpaWhslksrzCwsIoLy8nJyfnqv1eTrxuJB4RERERuXso+blL+fj4cOTIEebPn4/RaOTll1/mwQcfpLS0lKKiIsLCwnB1dWXp0qXs3LmT9PR0AEpKSqo48kvs7e0tfxsMBgDKy8tvqd31+iosLOTFF19k3759lldmZibHjh0jMDDwqv1e7udG4hERERGRu4eSn2oiMDAQe3t7duzYYblWUFDA0aNHr9nGaDQSHh5OSkoKGRkZbN++nQMHDnD48GFOnz5NUlIS3bp1o3nz5tdcxfjmm28qjBccHGy5dvHiRasHCBw5coQzZ85Y6gQHB7N161arPrdu3UqLFi1ubgKu4ODgQFlZ2S23v9L999/PoUOHaNKkSYWXg4PDDccDVFpMIiIiIlI1dOanmjCZTERHR5OYmIiHhwf16tVj3Lhx1Khx9fw0LS2NsrIyOnbsiJOTE0uWLMFoNOLn50d5eTkODg688847DBs2jIMHDzJlypSr9vPGG2/g4eFB/fr1GTduHHXr1qV///6Wcnt7e1555RVSUlKoWbMmsbGxdOrUyXK+KDExkSeffJLQ0FB69+7Nxx9/zKpVq9i4ceMtz4W/vz+FhYVs2rSJ1q1b4+TkhJOT0y31NXr0aDp16kRsbCwxMTE4Oztz6NAhvvjiC+bNm3dDfdSrVw+j0cj69etp1KgRjo6O1K5d+5biEREREZGqo5WfamTmzJl069aN8PBwevfuTdeuXWnbtu1V67q5ubFw4UK6dOlCSEgIGzdu5OOPP8bDwwNPT0/S0tL46KOPaNGiBUlJScyaNeuq/SQlJfHqq6/Stm1bfvnlFz7++GOrFREnJydGjx7N008/TZcuXTCZTKxYscJS3r9/f+bOncusWbNo2bIlCxYsIDU19Q89Drpz584MGzaMQYMG4enpyYwZM265r5CQELZs2cLRo0fp1q0boaGhTJgwgQYNGtxwHzVr1iQlJYUFCxbQoEED+vXrd8vxiIiIiEjVMZgvPxP4HnHhwgVycnIICAiwPMlLKsrIyKBnz54UFBTg5uZ21TppaWnEx8dz5syZOxqb3Bp990VERESuTys/IiIiIiJiE5T8iIiIiIiITdC2N5F7hL77IiIiItenlR8REREREbEJSn5ERERERMQmKPkRERERERGboORHRERERERsgpIfERERERGxCUp+RERERETEJij5qeZ69OhBfHw8AP7+/syZM6dK4xERERERuVvVrOoA7iiD4c6NdRt+Pmnnzp04OztXer+3Ijc3l4CAAPbu3UubNm2qOhwRERERkd9lW8nPXc7T07OqQxARERERuWtp21s1UlRURGRkJCaTCW9vb5KTk63Kr9z2ZjabmTRpEr6+vtSqVYsGDRoQFxdnqZufn0/fvn0xGo0EBASwbNkyq/a5ubkYDAb27dtnaXPmzBkMBgMZGRkAFBQUEBERgaenJ0ajkaZNm5KamgpAQEAAAKGhoRgMBnr06HFb5kREREREpLJo5acaSUxMZMuWLaxZs4Z69erx5z//mT179lx1W9nKlSuZPXs2y5cvp2XLlvzyyy9kZmZayiMjI/n3v/9NRkYG9vb2jBgxgpMnT95UPOPHj+fQoUN89tln1K1bl++//57z588D8O2339KhQwc2btxIy5YtcXBw+EP3LiIiIiJyuyn5qSYKCwtZtGgRS5YsoVevXgAsXryYRo0aXbV+Xl4eXl5e9O7dG3t7e3x9fenQoQMAhw8fZuPGjezcuZN27doB8N5779G0adObiikvL4/Q0FBLH/7+/payy1vwPDw88PLyuql+RURERESqgra9VRPZ2dmUlJTQsWNHyzV3d3eaNWt21foDBw7k/PnzNG7cmOeff5709HQuXrwIwJEjR6hZsyb333+/pX6TJk2oU6fOTcX00ksvsXz5ctq0acOoUaPYtm3bLdyZiIiIiEj1oOTnLuXj48ORI0eYP38+RqORl19+mQcffJDS0tIbal+jxqWP3nzFU+n+u+3DDz/MiRMneO211/j555/p1asXCQkJlXcTIiIiIiJ3kJKfaiIwMBB7e3t27NhhuVZQUMDRo0ev2cZoNBIeHk5KSgoZGRls376dAwcO0KxZMy5evMjevXstdb///nsKCgos7y9vW8vPz7dcu/LhB1fWGzJkCEuWLGHOnDn89a9/BbCc8SkrK7u1GxYRERERucN05qeaMJlMREdHk5iYiIeHB/Xq1WPcuHGWFZr/lpaWRllZGR07dsTJyYklS5ZgNBrx8/PDw8OD3r1788ILL/Duu+9ib2/PyJEjMRqNGP7fbx0ZjUY6depEUlISAQEBnDx5ktdff91qjAkTJtC2bVtatmxJcXExn3zyCcHBwQDUq1cPo9HI+vXradSoEY6OjtSuXfv2TpKIiIiIyB+glZ9qZObMmXTr1o3w8HB69+5N165dadu27VXrurm5sXDhQrp06UJISAgbN27k448/xsPDA4D333+f+vXr8+CDD/L444/z/PPP4+LigqOjo6WPv/3tb1y8eJG2bdsSHx/P1KlTrcZwcHBg7NixhISE8OCDD2JnZ8fy5csBqFmzJikpKSxYsIAGDRrQr1+/2zQrIiIiIiKVw2C+8tDHPeDChQvk5OQQEBBg9Q99W/fjjz/i4+PDxo0bLU+Tk3uLvvsiIiIi16dtb/eoL7/8ksLCQlq1akV+fj6jRo3C39+fBx98sKpDExERERGpEkp+7lGlpaX8+c9/5vjx47i4uNC5c2eWLl2Kvb19VYcmIiIiIlIllPzco8LCwggLC6vqMEREREREqg098EBERERERGyCkh8REREREbEJSn5ERERERMQmKPkRERERERGboORHRERERERsgpIfERERERGxCUp+qrkePXoQHx8PgL+/P3PmzLltY6WlpeHm5vaH+8nIyMBgMHDmzJk/3JeIiIiISGWxqd/5MUw23LGxzBPNld7nzp07cXZ2rvR+Lxs0aBCPPPLIH+6nc+fO5OfnU7t27UqISkRERESkcthU8nO38/T0vK39G41GjEbjH+7HwcEBLy+vSohIRERERKTyaNtbNVJUVERkZCQmkwlvb2+Sk5Otyq/c9mY2m5k0aRK+vr7UqlWLBg0aEBcXZ1V36tSplv78/PxYu3Ytp06dol+/fphMJkJCQti1a5elzX9ve8vMzKRnz564uLjg6upK27ZtLfVPnDhBeHg4derUwdnZmZYtW/Lpp58C1tve/vOf/2A0Gvnss8+s7iU9PR0XFxfOnTsHwA8//MCTTz6Jm5sb7u7u9OvXj9zc3MqaWhERERERJT/VSWJiIlu2bGHNmjVs2LCBjIwM9uzZc9W6K1euZPbs2SxYsIBjx46xevVqWrVqZVVn9uzZdOnShb1799K3b1+effZZIiMjeeaZZ9izZw+BgYFERkZiNl99i15ERASNGjVi586d7N69mzFjxmBvbw/A8OHDKS4u5quvvuLAgQO89dZbmEymCn24urry6KOPsmzZMqvrS5cupX///jg5OVFaWkpYWBguLi7885//ZOvWrZhMJvr06UNJScmtTKWIiIiISAXa9lZNFBYWsmjRIpYsWUKvXr0AWLx4MY0aNbpq/by8PLy8vOjduzf29vb4+vrSoUMHqzqPPPIIL774IgATJkzg3XffpX379gwcOBCA0aNH88ADD/Cvf/3rqtvU8vLySExMpHnz5gA0bdrUqmzAgAGWhKtx48bXvLeIiAieffZZzp07h5OTE//5z39Yt24d6enpAKxYsYLy8nLee+89DIZL57JSU1Nxc3MjIyOD//3f//39CRQRERER+R1a+akmsrOzKSkpoWPHjpZr7u7uNGvW7Kr1Bw4cyPnz52ncuDHPP/886enpXLx40apOSEiI5e/69esDWK0OXb528uTJq44xYsQIYmJi6N27N0lJSWRnZ1vK4uLimDp1Kl26dGHixIns37//mvf2yCOPYG9vz9q1a4FLq1aurq707t0buLS97vvvv8fFxQWTyYTJZMLd3Z0LFy5YjSkiIiIi8kco+blL+fj4cOTIEebPn4/RaOTll1/mwQcfpLS01FLn8hY1wLKicrVr5eXlVx1j0qRJfPfdd/Tt25cvv/ySFi1aWFZrYmJiOH78OM8++ywHDhygXbt2vPPOO1ftx8HBgT/96U+WrW/Lli1j0KBB1Kx5aeGxsLCQtm3bsm/fPqvX0aNHefrpp291ikRERERErCj5qSYCAwOxt7dnx44dlmsFBQUcPXr0mm2MRiPh4eGkpKSQkZHB9u3bOXDgQKXGFRQUxGuvvcaGDRt44oknSE1NtZT5+PgwbNgwVq1axciRI1m4cOE1+4mIiGD9+vV89913fPnll0RERFjK7r//fo4dO0a9evVo0qSJ1UuPyxYRERGRyqLkp5owmUxER0eTmJjIl19+ycGDB4mKiqJGjat/RGlpaSxatIiDBw9y/PhxlixZgtFoxM/Pr1LiOX/+PLGxsWRkZHDixAm2bt3Kzp07CQ4OBiA+Pp7PP/+cnJwc9uzZw+bNmy1lV/Pggw/i5eVFREQEAQEBVtv7IiIiqFu3Lv369eOf//wnOTk5ZGRkEBcXx48//lgp9yMiIiIiogceVCMzZ86ksLCQ8PBwXFxcGDlyJGfPnr1qXTc3N5KSkhgxYgRlZWW0atWKjz/+GA8Pj0qJxc7OjtOnTxMZGcm//vUv6tatyxNPPMHkyZMBKCsrY/jw4fz444+4urrSp08fZs+efc3+DAYDgwcPZsaMGUyYMMGqzMnJia+++orRo0fzxBNP8Ntvv9GwYUN69eqFq6trpdyPiIiIiIjBfK3nHN+lLly4QE5ODgEBATg6OlZ1OCJ3jL77IiIiItenbW8iIiIiImITlPyIiIiIiIhNUPIjIiIiIiI2QcmPiIiIiIjYBCU/IiIiIiJiE5T8iIiIiIiITVDyIyIiIiIiNkHJj4iIiIiI2AQlPyIiIiIiYhOU/FRzPXr0ID4+vqrDuGm5ubkYDAb27dtX1aGIiIiIiABQs6oDuJMmT558x8aaOHHiHRtLRERERER+n1Z+7mIlJSVVHcJdp7S0tKpDEBEREZEqouSnGikqKiIyMhKTyYS3tzfJyclW5f7+/kyZMoXIyEhcXV154YUXAPj666/p1q0bRqMRHx8f4uLiKCoqsrT74IMPaNeuHS4uLnh5efH0009z8uRJS3lGRgYGg4HPP/+c0NBQjEYj//M//8PJkyf57LPPCA4OxtXVlaeffppz585Z2pWXlzNjxgyaNGlCrVq18PX1Zdq0aVYxHz9+nJ49e+Lk5ETr1q3Zvn27pez06dMMHjyYhg0b4uTkRKtWrfjwww+t2v/jH/+gVatWGI1GPDw86N27t9W9vffeewQHB+Po6Ejz5s2ZP3++pezy1rsVK1bQvXt3HB0dWbp06a18NCIiIiJyD1DyU40kJiayZcsW1qxZw4YNG8jIyGDPnj1WdWbNmkXr1q3Zu3cv48ePJzs7mz59+jBgwAD279/PihUr+Prrr4mNjbW0KS0tZcqUKWRmZrJ69Wpyc3OJioqqMP6kSZOYN28e27Zt44cffuDJJ59kzpw5LFu2jHXr1rFhwwbeeecdS/2xY8eSlJTE+PHjOXToEMuWLaN+/fpWfY4bN46EhAT27dtHUFAQgwcP5uLFiwBcuHCBtm3bsm7dOg4ePMgLL7zAs88+y7fffgtAfn4+gwcPZujQoWRlZZGRkcETTzyB2WwGYOnSpUyYMIFp06aRlZXFm2++yfjx41m8eLFVDGPGjOHVV18lKyuLsLCwW/+AREREROSuZjBf/pfkPeLChQvk5OQQEBCAo6OjVVl1PvNTWFiIh4cHS5YsYeDAgQD8+uuvNGrUiBdeeIE5c+bg7+9PaGgo6enplnYxMTHY2dmxYMECy7Wvv/6a7t27U1RUVGEOAHbt2kX79u357bffMJlMZGRk0LNnTzZu3EivXr0ASEpKYuzYsWRnZ9O4cWMAhg0bRm5uLuvXr+e3337D09OTefPmERMTU2GM3NxcAgICeO+994iOjgbg0KFDtGzZkqysLJo3b37VeXj00Udp3rw5s2bNYs+ePbRt25bc3Fz8/Pwq1G3SpAlTpkxh8ODBlmtTp07l008/Zdu2bZYY5syZw6uvvvq7n8Hd7nrffRERERHRyk+1kZ2dTUlJCR07drRcc3d3p1mzZlb12rVrZ/U+MzOTtLQ0TCaT5RUWFkZ5eTk5OTkA7N69m/DwcHx9fXFxcaF79+4A5OXlWfUVEhJi+bt+/fo4OTlZEp/L1y5vl8vKyqK4uNiSLF3LlX16e3sDWPooKytjypQptGrVCnd3d0wmE59//rklrtatW9OrVy9atWrFwIEDWbhwIQUFBcClLYLZ2dlER0db3fvUqVPJzs6+7pyJiIiIiG2yqae93QucnZ2t3hcWFvLiiy8SFxdXoa6vry9FRUWEhYURFhbG0qVL8fT0JC8vj7CwsAoPTLC3t7f8bTAYrN5fvlZeXg6A0Wi8oXj/u0/A0sfMmTOZO3cuc+bMoVWrVjg7OxMfH2+Jy87Oji+++IJt27ZZttyNGzeOHTt24OTkBMDChQutEsbL7a7033MmIiIiIrZJKz/VRGBgIPb29uzYscNyraCggKNHj1633f3338+hQ4do0qRJhZeDgwOHDx/m9OnTJCUl0a1bN5o3b271sINb1bRpU4xGI5s2bbrlPrZu3Uq/fv145plnaN26NY0bN65wvwaDgS5dujB58mT27t2Lg4MD6enp1K9fnwYNGnD8+PEK9x0QEPBHb09ERERE7kFa+akmTCYT0dHRJCYm4uHhQb169Rg3bhw1alw/Px09ejSdOnUiNjaWmJgYnJ2dOXToEF988QXz5s3D19cXBwcH3nnnHYYNG8bBgweZMmXKH47X0dGR0aNHM2rUKBwcHOjSpQunTp3iu+++s5zx+T1NmzblH//4B9u2baNOnTq8/fbb/Otf/6JFixYA7Nixg02bNvG///u/1KtXjx07dnDq1CmCg4OBS2e44uLiqF27Nn369KG4uJhdu3ZRUFDAiBEj/vA9ioiIiMi9RclPNTJz5kwKCwsJDw/HxcWFkSNHcvbs2eu2CQkJYcuWLYwbN45u3bphNpsJDAxk0KBBAHh6epKWlsaf//xnUlJSuP/++5k1axaPPfbYH453/Pjx1KxZkwkTJvDzzz/j7e3NsGHDbrj966+/zvHjxwkLC8PJyYkXXniB/v37W+7Z1dWVr776ijlz5vCf//wHPz8/kpOTefjhh4FLD3twcnJi5syZJCYm4uzsTKtWrYiPj//D9yYiIiIi9x6betqbyL1M330RERGR69OZHxERERERsQlKfkRERERExCYo+REREREREZug5EdERERERGyCkh8REREREbEJSn5ERERERMQmKPkRERERERGboORHRERERERsgpIfERERERGxCUp+RERERETEJthW8mMw3LlXNTJp0iTatGlT1WGIiIiIiFQp20p+RERERETEZin5qUbKy8uZPn06AQEBGI1GWrduzT/+8Q9L+Xfffcejjz6Kq6srLi4udOvWjezsbAAyMjLo0KEDzs7OuLm50aVLF06cOEFaWhqTJ08mMzMTg8GAwWAgLS0NgLfffptWrVrh7OyMj48PL7/8MoWFhZbxTpw4QXh4OHXq1MHZ2ZmWLVvy6aefYjabadKkCbNmzbKKf9++fRgMBr7//vvbP1kiIiIiIjepZlUHIP+/6dOns2TJEv7yl7/QtGlTvvrqK5555hk8PT1p0qQJDz74ID169ODLL7/E1dWVrVu3cvHiRS5evEj//v15/vnn+fDDDykpKeHbb7/FYDAwaNAgDh48yPr169m4cSMAtWvXBqBGjRqkpKQQEBDA8ePHefnllxk1ahTz588HYPjw4ZSUlPDVV1/h7OzMoUOHMJlMGAwGhg4dSmpqKgkJCZb4U1NTefDBB2nSpMmdnzwRERERkd9hMJvN5qoOojJduHCBnJwcAgICcHR0tC68k2dxbnJai4uLcXd3Z+PGjTzwwAOW6zExMZw7dw5/f3+WL1/OkSNHsLe3t2r766+/4uHhQUZGBt27d6/Q96RJk1i9ejX79u27bgz/+Mc/GDZsGP/+978BCAkJYcCAAUycOLFC3Z9//hlfX1+2bdtGhw4dKC0tpUGDBsyaNYshQ4bc1L1L5bjud19EREREtPJTXXz//fecO3eOhx56yOp6SUkJoaGhnDlzhm7dulVIfADc3d2JiooiLCyMhx56iN69e/Pkk0/i7e193TE3btzI9OnTOXz4MP/5z3+4ePEiFy5c4Ny5czg5OREXF8dLL73Ehg0b6N27NwMGDCAkJASABg0a0LdvX/72t7/RoUMHPv74Y4qLixk4cGDlTYqIiIiISCXSmZ9q4vJZm3Xr1rFv3z7L69ChQ/zjH//AaDRet31qairbt2+nc+fOrFixgqCgIL755ptr1s/NzeXRRx8lJCSElStXsnv3bv7v//4PuJRwwaVVp+PHj/Pss89y4MAB2rVrxzvvvGPpIyYmhuXLl3P+/HlSU1MZNGgQTk5Of3QqRERERERuCyU/1USLFi2oVasWeXl5NGnSxOrl4+NDSEgI//znPyktLb1mH6GhoYwdO5Zt27Zx3333sWzZMgAcHBwoKyuzqrt7927Ky8tJTk6mU6dOBAUF8fPPP1fo08fHh2HDhrFq1SpGjhzJwoULLWWPPPIIzs7OvPvuu6xfv56hQ4dW0myIiIiIiFQ+bXurJlxcXEhISOC1116jvLycrl27cvbsWbZu3YqrqyuxsbG88847PPXUU4wdO5batWvzzTff0KFDBxwcHPjrX//KY489RoMGDThy5AjHjh0jMjISAH9/f3Jycti3bx+NGjXCxcWFJk2aUFpayjvvvEN4eDhbt27lL3/5i1VM8fHxPPzwwwQFBVFQUMDmzZsJDg62lNvZ2REVFcXYsWNp2rSp1VklEREREZHqRis/1ciUKVMYP34806dPJzg4mD59+rBu3ToCAgLw8PDgyy+/pLCwkO7du9O2bVsWLlyIvb09Tk5OHD58mAEDBhAUFMQLL7zA8OHDefHFFwEYMGAAffr0oWfPnnh6evLhhx/SunVr3n77bd566y3uu+8+li5dyvTp063iKSsrY/jw4ZZYgoKCLE+Cuyw6OpqSkhKee+65OzZPIiIiIiK3wrae9iaV7p///Ce9evXihx9+oH79+lUdjk3Td19ERETk+rTtTW5JcXExp079f+zde1xVVf7/8dcW5Q7iBYUQ5aBIYIoQNqEWXkfzMmoXNDXFa2VmkqRWY6Kox0pM00ntJmLazds4oVk4oolmaKmlRoIYNdE4U+pECCjn/P7w5/l60gxN5eR5Px+P83iw11r7sz57e/7o01p7n/+QkpLCfffdp8JHRERERByetr3JFXnzzTdp0qQJJ06c4LnnnqvudEREREREfpO2vYncIPTdFxEREbk0rfyIiIiIiIhTUPEjIiIiIiJOQcWPiIiIiIg4BRU/IiIiIiLiFFT8iIiIiIiIU1DxIyIiIiIiTkHFzx9EdnY2hmFw4sQJh4gjIiIiIvJHU7O6E7iejGnGdZvLOrX6fz6pQ4cOtG7dmnnz5tna2rZtS3FxMbVr166+xEREREREqoFTFT8Crq6uBAQEVHcaIiIiIiLXnba9ORCLxYLZbMZkMuHh4UFUVBSrVq266NgffviB+++/n6CgIDw9PWnZsiVvvvmmrT8xMZGtW7cyf/58DMPAMAyOHj160W1vq1evpkWLFri5uRESEkJaWprdXCEhIcyaNYvhw4fj4+ND48aNefnll6/JPRARERERuVZU/DgQs9lMRkYGixcv5sCBAyQlJTF48GC2bt16wdiysjJuvfVWMjMz+eKLLxg9ejQPPPAAn3zyCQDz588nLi6OUaNGUVxcTHFxMcHBwRfE2bNnDwkJCQwYMIDPP/+clJQUpkyZQnp6ut24tLQ0YmNj+eyzzxgzZgwPP/wweXl51+Q+iIiIiIhcC9r25iDKy8uZNWsWWVlZxMXFARAaGsr27dtZsmQJo0ePthsfFBREcnKy7fjRRx9l06ZNvPPOO9x2223Url0bV1dXPD09L7nNbe7cuXTu3JkpU6YA0Lx5cw4ePMjzzz9PYmKibVyPHj0YM2YMAJMmTeKFF15gy5YthIeHX61bICIiIiJyTan4cRD5+fmUlpbStWtXu/aKigqio6MvGF9ZWcmsWbN45513+Ne//kVFRQXl5eV4enpe1ryHDh2iT58+dm3t2rVj3rx5VFZW4uLiAkCrVq1s/YZhEBAQwLFjxy5rLhERERGR6qTix0GUlJQAkJmZSVBQkF2fm5sbBQUFdm3PP/888+fPZ968ebRs2RIvLy/Gjx9PRUXFNcmvVq1adseGYWCxWK7JXCIiIiIi14KKHwcRGRmJm5sbRUVFxMfHX9D/y+InJyeHPn36MHjwYODsyxK++uorIiMjbWNcXV2prKy85LwRERHk5ORcELt58+a2VR8RERERkRuBih8H4ePjQ3JyMklJSVgsFtq3b8/JkyfJycnB19eXJk2a2I0PCwtj1apV7Nixgzp16jB37lz+/e9/2xU/ISEh7Nq1i6NHj+Lt7U3dunUvmHfChAm0adOG1NRU+vfvz86dO1m4cCEvvfTSNb9mEREREZHrSW97cyCpqalMmTIFs9lMREQE3bt3JzMzE5PJdMHYv/71r8TExNCtWzc6dOhAQEAAffv2tRuTnJyMi4sLkZGR+Pv7U1RUdEGcmJgY3nnnHd566y1uueUWnnnmGaZPn273sgMRERERkRuBYbVardWdxNVUVlZGYWEhJpMJd3f36k5H5LrRd19ERETk0rTyIyIiIiIiTkHFj4iIiIiIOAUVPyIiIiIi4hRU/IiIiIiIiFNQ8SMiIiIiIk5BxY+IiIiIiDgFFT8iIiIiIuIUVPyIiIiIiIhTUPEjIiIiIiJOQcXPH0R2djaGYXDixInqTkVERERE5A+pZnUncD1Nmzbtus01derU6zaXiIiIiIj8Nq38iIiIiIiIU1Dx40AsFgtmsxmTyYSHhwdRUVGsWrXqV8dv376dO+64Aw8PD4KDgxk3bhw///yzrb+4uJiePXvi4eGByWRi5cqVhISEMG/ePNuYuXPn0rJlS7y8vAgODmbMmDGUlJTY+tPT0/Hz82PTpk1ERETg7e1N9+7dKS4utsvl9ddfp0WLFri5uREYGMjYsWNtfSdOnGDkyJH4+/vj6+tLp06d2Ldv31W4YyIiIiIiVafix4GYzWYyMjJYvHgxBw4cICkpicGDB7N169YLxhYUFNC9e3fuuece9u/fz9tvv8327dvtio4hQ4bw3XffkZ2dzerVq3n55Zc5duyYXZwaNWrw4osvcuDAAZYtW8Y///lPJk6caDemtLSUOXPmsHz5crZt20ZRURHJycm2/kWLFvHII48wevRoPv/8c9avX0+zZs1s/ffddx/Hjh1j48aN7Nmzh5iYGDp37syPP/54tW6diIiIiMhvMqxWq7W6k7iaysrKKCwsxGQy4e7ubtfnyM/8lJeXU7duXbKysoiLi7O1jxw5ktLSUkaPHk3Hjh05fvw4fn5+jBw5EhcXF5YsWWIbu337duLj4/n55585evQoERER5ObmEhsbC0B+fj5hYWG88MILjB8//qJ5rFq1ioceeoj//ve/wNmVn2HDhpGfn0/Tpk0BeOmll5g+fTrff/89AEFBQQwbNowZM2ZcEG/79u307NmTY8eO4ebmZmtv1qwZEydOZPTo0Zd1n+TXXeq7LyIiIiJO9sIDR5afn09paSldu3a1a6+oqCA6OvqC8fv27WP//v2sWLHC1ma1WrFYLBQWFvLVV19Rs2ZNYmJibP3NmjWjTp06dnGysrIwm818+eWX/O9//+PMmTOUlZVRWlqKp6cnAJ6enrbCByAwMNC2gnTs2DG+++47OnfufNHr2rdvHyUlJdSrV8+u/dSpUxQUFFTl1oiIiIiIXBUqfhzEuedsMjMzCQoKsutzc3O7oFAoKSnhwQcfZNy4cRfEaty4MV999dVvznn06FF69erFww8/zMyZM6lbty7bt29nxIgRVFRU2IqfWrVq2Z1nGAbnFgw9PDx+87oCAwPJzs6+oM/Pz+83cxQRERERuVpU/DiIyMhI3NzcKCoqIj4+/oL+XxY/MTExHDx40O7ZmvOFh4dz5swZPvvsM2699Vbg7OrS8ePHbWP27NmDxWIhLS2NGjXOPv71zjvvXFbePj4+hISEsHnzZjp27HhBf0xMDN9//z01a9YkJCTksmKLiIiIiFxNKn4chI+PD8nJySQlJWGxWGjfvj0nT54kJycHX19fmjRpYjd+0qRJ3H777YwdO5aRI0fi5eXFwYMH+fDDD1m4cCE333wzXbp0YfTo0SxatIhatWoxYcIEPDw8MAwDOLsN7vTp0yxYsIDevXuTk5PD4sWLLzv3lJQUHnroIRo0aMBdd93FTz/9RE5ODo8++ihdunQhLi6Ovn378txzz9G8eXO+++47MjMz6devn+15JBERERGRa01ve3MgqampTJkyBbPZTEREBN27dyczMxOTyXTB2FatWrF161a++uor7rjjDqKjo3nmmWe46aabbGMyMjJo2LAhd955J/369WPUqFH4+PjYHoaPiopi7ty5PPvss9xyyy2sWLECs9l82XkPHTqUefPm8dJLL9GiRQt69erF4cOHgbNb5DZs2MCdd97JsGHDaN68OQMGDODrr7+mYcOGV3inREREREQun1O97c3ZffvttwQHB5OVlfWrLyiQPy5990VEREQuTdvebmD//Oc/KSkpoWXLlhQXFzNx4kRCQkK48847qzs1EREREZHrTsXPDez06dM89dRTHDlyBB8fH9q2bcuKFSsueHubiIiIiIgzUPFzA+vWrRvdunWr7jRERERERByCXnggIiIiIiJOQcWPiIiIiIg4BRU/IiIiIiLiFFT8iIiIiIiIU1DxIyIiIiIiTkHFj4iIiIiIOAUVPze4Dh06MH78+OpOo1olJibSt2/f6k5DRERERKqZc/3Oj2Fcv7ms1us3l4iIiIiI/Cat/Mhls1qtnDlz5oL2ioqKashGRERERKRqVPw4EIvFgtlsxmQy4eHhQVRUFKtWrQIgOzsbwzDYtGkT0dHReHh40KlTJ44dO8bGjRuJiIjA19eXgQMHUlpaahf3zJkzjB07ltq1a1O/fn2mTJmC9byVqeXLlxMbG4uPjw8BAQEMHDiQY8eO2frPzb1x40ZuvfVW3Nzc2L59Ox06dGDs2LGMHz+e+vXr061bNwDmzp1Ly5Yt8fLyIjg4mDFjxlBSUmKL9/XXX9O7d2/q1KmDl5cXLVq0YMOGDQAcP36cQYMG4e/vj4eHB2FhYSxdutR27jfffENCQgJ+fn7UrVuXPn36cPToUVt/ZWUljz/+OH5+ftSrV4+JEyfaXauIiIiIOC8VPw7EbDaTkZHB4sWLOXDgAElJSQwePJitW7faxqSkpLBw4UJ27NhhKwTmzZvHypUryczM5IMPPmDBggV2cZctW0bNmjX55JNPmD9/PnPnzuXVV1+19Z8+fZrU1FT27dvHunXrOHr0KImJiRfkN3nyZGbPns2hQ4do1aqVLbarqys5OTksXrwYgBo1avDiiy9y4MABli1bxj//+U8mTpxoi/PII49QXl7Otm3b+Pzzz3n22Wfx9vYGYMqUKRw8eJCNGzdy6NAhFi1aRP369W15duvWDR8fHz766CNycnLw9vame/futlWntLQ00tPTef3119m+fTs//vgja9euvQr/OiIiIiLyh2e9wZw6dcp68OBB66lTpy7sPPskzvX5XKaysjKrp6endceOHXbtI0aMsN5///3WLVu2WAFrVlaWrc9sNlsBa0FBga3twQcftHbr1s12HB8fb42IiLBaLBZb26RJk6wRERG/mktubq4VsP70009Wq9Vqm3vdunV24+Lj463R0dG/eW3vvvuutV69erbjli1bWlNSUi46tnfv3tZhw4ZdtG/58uXW8PBwu2spLy+3enh4WDdt2mS1Wq3WwMBA63PPPWfrP336tLVRo0bWPn36/Gaef3SX/O6LiIiIiFUrPw4iPz+f0tJSunbtire3t+2TkZFBQUGBbdy5FReAhg0b4unpSWhoqF3b+VvWAG6//XaM8172EBcXx+HDh6msrARgz5499O7dm8aNG+Pj40N8fDwARUVFdnFiY2MvyPvWW2+9oC0rK4vOnTsTFBSEj48PDzzwAD/88INtO964ceOYMWMG7dq1Y+rUqezfv9927sMPP8xbb71F69atmThxIjt27LD17du3j/z8fHx8fGz3p27dupSVlVFQUMDJkycpLi7mT3/6k+2cmjVrXjRvEREREXE+Kn4cxLlnYjIzM9m7d6/tc/DgQdtzPwC1atWy/W0Yht3xuTaLxVLleX/++We6deuGr68vK1asIDc317ZN7JcvMPDy8rrg/F+2HT16lF69etGqVStWr17Nnj17+Nvf/mYXb+TIkRw5coQHHniAzz//nNjYWNtWvbvuuouvv/6apKQkvvvuOzp37kxycrLtHt16661292fv3r189dVXDBw4sMrXLCIiIiLOScWPg4iMjMTNzY2ioiKaNWtm9wkODv5dsXft2mV3/PHHHxMWFoaLiwtffvklP/zwA7Nnz+aOO+7g5ptvvmDl6HLs2bMHi8VCWloat99+O82bN+e77767YFxwcDAPPfQQa9asYcKECbzyyiu2Pn9/f4YOHcobb7zBvHnzePnllwGIiYnh8OHDNGjQ4IJ7VLt2bWrXrk1gYKDd9Z45c4Y9e/Zc8fWIiIiIyI3DuX7nx4H5+PiQnJxMUlISFouF9u3bc/LkSXJycvD19aVJkyZXHLuoqIjHH3+cBx98kE8//ZQFCxaQlpYGQOPGjXF1dWXBggU89NBDfPHFF6Smpl7xXM2aNeP06dMsWLCA3r17270I4Zzx48dz11130bx5c44fP86WLVuIiIgA4JlnnuHWW2+lRYsWlJeX895779n6Bg0axPPPP0+fPn2YPn06jRo14uuvv2bNmjVMnDiRRo0a8dhjjzF79mzCwsK4+eabmTt3LidOnLji6xERERGRG4dWfhxIamoqU6ZMwWw2ExERQffu3cnMzMRkMv2uuEOGDOHUqVPcdtttPPLIIzz22GOMHj0aOLvKkp6ezrvvvktkZCSzZ89mzpw5VzxXVFQUc+fO5dlnn+WWW25hxYoVmM1muzGVlZU88sgjtmts3rw5L730EgCurq48+eSTtGrVijvvvBMXFxfeeustADw9Pdm2bRuNGzfm7rvvJiIighEjRlBWVoavry8AEyZM4IEHHmDo0KHExcXh4+NDv379rvh6REREROTGYVitN9aPoJSVlVFYWIjJZMLd3b260xG5bvTdFxEREbk0rfyIiIiIiIhTUPEjIiIiIiJOQcWPiIiIiIg4BRU/IiIiIiLiFFT8iIiIiIiIU1DxIyIiIiIiTkHFj4iIiIiIOAUVPyIiIiIi4hRU/IiIiIiIiFNQ8SMX1aFDB8aPH1/daYiIiIiIXDU1qzuB68mYZly3uaxTrddtrt8jOzubjh07cvz4cfz8/Gzta9asoVatWtWXmIiIiIjIVeZUxY9UXd26das7BRERERGRq0rb3hyIxWLBbDZjMpnw8PAgKiqKVatWAWdXaAzDYNOmTURHR+Ph4UGnTp04duwYGzduJCIiAl9fXwYOHEhpaaktZnl5OePGjaNBgwa4u7vTvn17cnNzATh69CgdO3YEoE6dOhiGQWJiInDhtrfjx48zZMgQ6tSpg6enJ3fddReHDx+29aenp+Pn58emTZuIiIjA29ub7t27U1xcfI3vmoiIiIhI1aj4cSBms5mMjAwWL17MgQMHSEpKYvDgwWzdutU2JiUlhYULF7Jjxw6++eYbEhISmDdvHitXriQzM5MPPviABQsW2MZPnDiR1atXs2zZMj799FOaNWtGt27d+PHHHwkODmb16tUA5OXlUVxczPz58y+aW2JiIrt372b9+vXs3LkTq9VKjx49OH36tG1MaWkpc+bMYfny5Wzbto2ioiKSk5Ov0d0SEREREbk82vbmIMrLy5k1axZZWVnExcUBEBoayvbt21myZAmjR48GYMaMGbRr1w6AESNG8OSTT1JQUEBoaCgA9957L1u2bGHSpEn8/PPPLFq0iPT0dO666y4AXnnlFT788ENee+01nnjiCdv2tgYNGtg983O+w4cPs379enJycmjbti0AK1asIDg4mHXr1nHfffcBcPr0aRYvXkzTpk0BGDt2LNOnT78Gd0tERERE5PKp+HEQ+fn5lJaW0rVrV7v2iooKoqOjbcetWrWy/d2wYUM8PT1thc+5tk8++QSAgoICTp8+bSuWAGrVqsVtt93GoUOHqpzboUOHqFmzJn/6059sbfXq1SM8PNwujqenp63wAQgMDOTYsWNVnkdERERE5FpS8eMgSkpKAMjMzCQoKMiuz83NjYKCAgC7N7AZhnHBG9kMw8BisVzjbC/uYrlYrX+Mt96JiIiIyI1Pz/w4iMjISNzc3CgqKqJZs2Z2n+Dg4CuK2bRpU1xdXcnJybG1nT59mtzcXCIjIwFwdXUFoLKy8lfjREREcObMGXbt2mVr++GHH8jLy7PFERERERFxdFr5cRA+Pj4kJyeTlJSExWKhffv2nDx5kpycHHx9fWnSpMllx/Ty8uLhhx+2PdvTuHFjnnvuOUpLSxkxYgQATZo0wTAM3nvvPXr06IGHhwfe3t52ccLCwujTpw+jRo1iyZIl+Pj4MHnyZIKCgujTp89VuX4RERERkWtNKz8OJDU1lSlTpmA2m4mIiKB79+5kZmZiMpmuOObs2bO55557eOCBB4iJiSE/P59NmzZRp04dAIKCgpg2bRqTJ0+mYcOGjB079qJxli5dyq233kqvXr2Ii4vDarWyYcMG/RCqiIiIiPxhGNYb7KGMsrIyCgsLMZlMuLu7V3c6IteNvvsiIiIil6aVHxERERERcQoqfkRERERExCmo+BEREREREaeg4kdERERERJyCih8REREREXEKKn5ERERERMQpqPgRERERERGnoOJHREREREScgoofERERERFxCip+5KI6dOjA+PHjr/u8hmGwbt266z6viIiIiNz4alZ3AtfTtGnTrttcU6dOvW5z/R7Z2dl07NiR48eP4+fnZ2tfs2YNtWrVqr7EqsAwDNauXUvfvn2rOxURERER+QNwquJHqq5u3brVncJ1c/r0aYcv9ERERETk99O2NwdisVgwm82YTCY8PDyIiopi1apVwNkVGsMw2LRpE9HR0Xh4eNCpUyeOHTvGxo0biYiIwNfXl4EDB1JaWmqLWV5ezrhx42jQoAHu7u60b9+e3NxcAI4ePUrHjh0BqFOnDoZhkJiYCFy47e348eMMGTKEOnXq4OnpyV133cXhw4dt/enp6fj5+bFp0yYiIiLw9vame/fuFBcX28bk5ubStWtX6tevT+3atYmPj+fTTz/91ftRUVHB2LFjCQwMxN3dnSZNmmA2mwEICQkBoF+/fhiGYTsGWLRoEU2bNsXV1ZXw8HCWL19uF9cwDBYtWsRf/vIXvLy8mDlzJikpKbRu3ZrXX3+dxo0b4+3tzZgxY6isrOS5554jICCABg0aMHPmzCr+a4qIiIiIo1Hx40DMZjMZGRksXryYAwcOkJSUxODBg9m6dattTEpKCgsXLmTHjh188803JCQkMG/ePFauXElmZiYffPABCxYssI2fOHEiq1evZtmyZXz66ac0a9aMbt268eOPPxIcHMzq1asByMvLo7i4mPnz5180t8TERHbv3s369evZuXMnVquVHj16cPr0aduY0tJS5syZw/Lly9m2bRtFRUUkJyfb+n/66SeGDh3K9u3b+fjjjwkLC6NHjx789NNPF53zxRdfZP369bzzzjvk5eWxYsUKW5FzroBbunQpxcXFtuO1a9fy2GOPMWHCBL744gsefPBBhg0bxpYtW+xip6Sk0K9fPz7//HOGDx8OQEFBARs3buT999/nzTff5LXXXqNnz558++23bN26lWeffZa//vWv7Nq1q0r/niIiIiLiWLTtzUGUl5cza9YssrKyiIuLAyA0NJTt27ezZMkSRo8eDcCMGTNo164dACNGjODJJ5+koKCA0NBQAO699162bNnCpEmT+Pnnn1m0aBHp6encddddALzyyit8+OGHvPbaazzxxBO27W0NGjSwe+bnfIcPH2b9+vXk5OTQtm1bAFasWEFwcDDr1q3jvvvuA85uH1u8eDFNmzYFYOzYsUyfPt0Wp1OnTnZxX375Zfz8/Ni6dSu9evW6YN6ioiLCwsJo3749hmHQpEkTW5+/vz8Afn5+BAQE2NrnzJlDYmIiY8aMAeDxxx/n448/Zs6cObZVLoCBAwcybNgwu/ksFguvv/46Pj4+REZG0rFjR/Ly8tiwYQM1atQgPDycZ599li1btvCnP/3povdKRERERByXVn4cRH5+PqWlpXTt2hVvb2/bJyMjg4KCAtu4Vq1a2f5u2LAhnp6etsLnXNuxY8eAsysZp0+fthVLALVq1eK2227j0KFDVc7t0KFD1KxZ0+4/+OvVq0d4eLhdHE9PT1vhAxAYGGjLBeDf//43o0aNIiwsjNq1a+Pr60tJSQlFRUUXnTcxMZG9e/cSHh7OuHHj+OCDD6qU6/nXC9CuXbsLrjc2NvaCc0NCQvDx8bEdN2zYkMjISGrUqGHXdv41iYiIiMgfh1Z+HERJSQkAmZmZBAUF2fW5ubnZCqDzH8w3DOOCB/UNw8BisVzjbC/uYrlYrVbb8dChQ/nhhx+YP38+TZo0wc3Njbi4OCoqKi4aLyYmhsLCQjZu3EhWVhYJCQl06dLF9hzU7+Hl5VWl/B3p/oqIiIjI76OVHwcRGRmJm5sbRUVFNGvWzO4THBx8RTHPPfSfk5Njazt9+jS5ublERkYC4OrqCkBlZeWvxomIiODMmTN2z7r88MMP5OXl2eJURU5ODuPGjaNHjx60aNECNzc3/vvf/17yHF9fX/r3788rr7zC22+/zerVq/nxxx+Bs8XKL/OOiIiwu95z815OniIiIiJyY9LKj4Pw8fEhOTmZpKQkLBYL7du35+TJk+Tk5ODr62v3vEtVeXl58fDDD9ue7WncuDHPPfccpaWljBgxAoAmTZpgGAbvvfcePXr0wMPDA29vb7s4YWFh9OnTh1GjRrFkyRJ8fHyYPHkyQUFB9OnTp8r5hIWFsXz5cmJjY/nf//7HE088gYeHx6+Onzt3LoGBgURHR1OjRg3effddAgICbM8mhYSEsHnzZtq1a4ebmxt16tThiSeeICEhgejoaLp06cI//vEP1qxZQ1ZW1mXfPxERERG5sWjlx4GkpqYyZcoUzGYzERERdO/enczMTEwm0xXHnD17Nvfccw8PPPAAMTEx5Ofns2nTJurUqQNAUFAQ06ZNY/LkyTRs2JCxY8deNM7SpUu59dZb6dWrF3FxcVitVjZs2HBZv4/z2muvcfz4cWJiYnjggQdsr+D+NT4+Pjz33HPExsbSpk0bjh49anv5AEBaWhoffvghwcHBREdHA9C3b1/mz5/PnDlzaNGiBUuWLGHp0qV06NChynmKiIiIyI3JsJ7/UMYNoKysjMLCQkwmE+7u7tWdjsh1o+++iIiIyKVp5UdERERERJyCih8REREREXEKKn5ERERERMQpqPgRERERERGnoOJHREREREScgoofERERERFxCip+RERERETEKaj4ERERERERp6DiR0REREREnIKKH7liHTp0YPz48dcktmEYrFu37prEFhERERHn5FzFj2Fcv88NJDs7G8MwOHHixFWPnZKSQuvWrS9oLy4u5q677rrq84mIiIiI86pZ3QmIXExAQEB1pyAiIiIiNxjnWvlxcBaLBbPZjMlkwsPDg6ioKFatWgX83+rLpk2biI6OxsPDg06dOnHs2DE2btxIREQEvr6+DBw4kNLSUlvMDh06MHbsWMaOHUvt2rWpX78+U6ZMwWq12sYsX76c2NhYfHx8CAgIYODAgRw7dgyAo0eP0rFjRwDq1KmDYRgkJiba5Txx4kTq1q1LQEAAKSkpdtd04sQJRo4cib+/P76+vnTq1Il9+/YBkJ6ezrRp09i3bx+GYWAYBunp6cCF296+/fZb7r//furWrYuXlxexsbHs2rXrat16EREREXECWvlxIGazmTfeeIPFixcTFhbGtm3bGDx4MP7+/rYxKSkpLFy4EE9PTxISEkhISMDNzY2VK1dSUlJCv379WLBgAZMmTbKds2zZMkaMGMEnn3zC7t27GT16NI0bN2bUqFEAnD59mtTUVMLDwzl27BiPP/44iYmJbNiwgeDgYFavXs0999xDXl4evr6+eHh42MV+/PHH2bVrFzt37iQxMZF27drRtWtXAO677z48PDzYuHEjtWvXZsmSJXTu3JmvvvqK/v3788UXX/D++++TlZUFQO3atS+4LyUlJcTHxxMUFMT69esJCAjg008/xWKxXJN/BxERERG5QVlvMKdOnbIePHjQeurUqQs74fp9LlNZWZnV09PTumPHDrv2ESNGWO+//37rli1brIA1KyvL1mc2m62AtaCgwNb24IMPWrt162Y7jo+Pt0ZERFgtFoutbdKkSdaIiIhfzSU3N9cKWH/66Ser1Wq1zX38+HG7cfHx8db27dvbtbVp08Y6adIkq9VqtX700UdWX19fa1lZmd2Ypk2bWpcsWWK1Wq3WqVOnWqOioi7IAbCuXbvWarVarUuWLLH6+PhYf/jhh1/NWX7juy8iIiIiVq38OIj8/HxKS0ttKybnVFRUEB0dbTtu1aqV7e+GDRvi6elJaGioXdsnn3xiF+P222/HOO8lDHFxcaSlpVFZWYmLiwt79uwhJSWFffv2cfz4cduKSlFREZGRkZfM+/x8AAIDA21b5vbt20dJSQn16tWzG3Pq1CkKCgouGfd8e/fuJTo6mrp161b5HBERERGRX1Lx4yBKSkoAyMzMJCgoyK7Pzc3NVizUqlXL1m4Yht3xubbL2Q72888/061bN7p168aKFSvw9/enqKiIbt26UVFR8ZvnX2r+kpISAgMDyc7OvuA8Pz+/Kud4/jY7EREREZErpeLHQURGRuLm5kZRURHx8fEX9F/OSskv/fLFAB9//DFhYWG4uLjw5Zdf8sMPPzB79myCg4MB2L17t914V1dXACorKy9r3piYGL7//ntq1qxJSEjIRce4urr+ZtxWrVrx6quv8uOPP2r1R0RERESumN725iB8fHxITk4mKSmJZcuWUVBQwKeffsqCBQtYtmzZ74pdVFTE448/Tl5eHm+++SYLFizgscceA6Bx48a4urqyYMECjhw5wvr160lNTbU7v0mTJhiGwXvvvcd//vMf2yrVb+nSpQtxcXH07duXDz74gKNHj7Jjxw6efvppW4EVEhJCYWEhe/fu5b///S/l5eUXxLn//vsJCAigb9++5OTkcOTIEVavXs3OnTt/130REREREeei4seBpKamMmXKFMxmMxEREXTv3p3MzExMJtPvijtkyBBOnTrFbbfdxiOPPMJjjz3G6NGjAfD39yc9PZ13332XyMhIZs+ezZw5c+zODwoKYtq0aUyePJmGDRsyduzYKs1rGAYbNmzgzjvvZNiwYTRv3pwBAwbw9ddf07BhQwDuueceunfvTseOHfH39+fNN9+8II6rqysffPABDRo0oEePHrRs2ZLZs2fj4uLyu+6LiIiIiDgXw2o97wdfbgBlZWUUFhZiMplwd3ev7nSqXYcOHWjdujXz5s2r7lTkGtN3X0REROTStPIjIiIiIiJOQcWPiIiIiIg4Bb3t7QZ3sddMi4iIiIg4I638iIiIiIiIU1DxIyIiIiIiTkHFj4iIiIiIOAUVPyIiIiIi4hRU/IiIiIiIiFNQ8SMiIiIiIk5BxY+IiIiIiDgFp/qdH2Oacd3msk61Xre55PfJzs6mY8eOHD9+HD8/v+pOR0RERESuEa38SLWrqKio7hRERERExAmo+HEgFosFs9mMyWTCw8ODqKgoVq1aBZxdnTAMg02bNhEdHY2HhwedOnXi2LFjbNy4kYiICHx9fRk4cCClpaW2mB06dGDs2LGMHTuW2rVrU79+faZMmYLV+n8rU8ePH2fIkCHUqVMHT09P7rrrLg4fPgyA1WrF39/flgdA69atCQwMtB1v374dNzc327wnTpxg5MiR+Pv74+vrS6dOndi3b59tfEpKCq1bt+bVV1/FZDLh7u4OgGEYLFmyhF69euHp6UlERAQ7d+4kPz+fDh064OXlRdu2bSkoKLC7b3//+9+JiYnB3d2d0NBQpk2bxpkzZ2z9hmHw6quv0q9fPzw9PQkLC2P9+vUAHD16lI4dOwJQp04dDMMgMTHxyv8RRURERMRhqfhxIGazmYyMDBYvXsyBAwdISkpi8ODBbN261TYmJSWFhQsXsmPHDr755hsSEhKYN28eK1euJDMzkw8++IAFCxbYxV22bBk1a9bkk08+Yf78+cydO5dXX33V1p+YmMju3btZv349O3fuxGq10qNHD06fPo1hGNx5551kZ2cDZwulQ4cOcerUKb788ksAtm7dSps2bfD09ATgvvvusxVle/bsISYmhs6dO/Pjjz/a5szPz2f16tWsWbOGvXv32tpTU1MZMmQIe/fu5eabb2bgwIE8+OCDPPnkk+zevRur1crYsWNt4z/66COGDBnCY489xsGDB1myZAnp6enMnDnT7h5MmzaNhIQE9u/fT48ePRg0aBA//vgjwcHBrF69GoC8vDyKi4uZP3/+7/hXFBERERFHpeLHQZSXlzNr1ixef/11unXrRmhoKImJiQwePJglS5bYxs2YMYN27doRHR3NiBEj2Lp1K4sWLSI6Opo77riDe++9ly1bttjFDg4O5oUXXiA8PJxBgwbx6KOP8sILLwBw+PBh1q9fz6uvvsodd9xBVFQUK1as4F//+hfr1q0Dzq4enSt+tm3bRnR0tF1bdnY28fHxwNlVoE8++YR3332X2NhYwsLCmDNnDn5+fnarRxUVFWRkZBAdHU2rVq1s7cOGDSMhIYHmzZszadIkjh49yqBBg+jWrRsRERE89thjtnnhbFEzefJkhg4dSmhoKF27diU1NdXunsHZAu/++++nWbNmzJo1i5KSEj755BNcXFyoW7cuAA0aNCAgIIDatWtf+T+kiIiIiDgsFT8OIj8/n9LSUrp27Yq3t7ftk5GRYbfN6/xCoWHDhnh6ehIaGmrXduzYMbvYt99+O4bxfy97iIuL4/Dhw1RWVnLo0CFq1qzJn/70J1t/vXr1CA8P59ChQwDEx8dz8OBB/vOf/7B161Y6dOhgK35Onz7Njh076NChAwD79u2jpKSEevXq2V1HYWGh3XU0adIEf3//C+7DL68PoGXLlnZtZWVl/O9//7PNN336dLu5Ro0aRXFxsd32v/Pjenl54evre8F9EhEREZEbm1O97c2RlZSUAJCZmUlQUJBdn5ubm61wqFWrlq3dMAy743NtFovlqubWsmVL6taty9atW9m6dSszZ84kICCAZ599ltzcXE6fPk3btm1t1xEYGGi3OnPO+W9S8/Lyuuhcv7y+X2s7d40lJSVMmzaNu++++4JY554l+mWMc3Gu9n0SEREREcem4sdBREZG4ubmRlFRkW0L2fl++ZD/5di1a5fd8ccff0xYWBguLi5ERERw5swZdu3aZStgfvjhB/Ly8oiMjATOFgp33HEHf//73zlw4ADt27fH09OT8vJylixZQmxsrK2YiYmJ4fvvv6dmzZqEhIRccc5VFRMTQ15eHs2aNbviGK6urgBUVlZerbRERERExAGp+HEQPj4+JCcnk5SUhMVioX379pw8eZKcnBx8fX1p0qTJFccuKiri8ccf58EHH+TTTz9lwYIFpKWlARAWFkafPn0YNWoUS5YswcfHh8mTJxMUFESfPn1sMTp06MCECROIjY3F29sbgDvvvJMVK1bwxBNP2MZ16dKFuLg4+vbty3PPPUfz5s357rvvyMzMpF+/fsTGxl7xdVzMM888Q69evWjcuDH33nsvNWrUYN++fXzxxRfMmDGjSjGaNGmCYRi899579OjRAw8PD9s1ioiIiMiNw6mKH0f/4dHU1FT8/f0xm80cOXIEPz8/YmJieOqpp37XFq0hQ4Zw6tQpbrvtNlxcXHjssccYPXq0rX/p0qU89thj9OrVi4qKCu688042bNhgt1UsPj6eyspK27M9cLYg+vvf/27XZhgGGzZs4Omnn2bYsGH85z//ISAggDvvvNP2DM/V1K1bN9577z2mT5/Os88+S61atbj55psZOXJklWMEBQXZXpwwbNgwhgwZQnp6+lXPVURERESql2E9/wdfbgBlZWUUFhba/X6MM+vQoQOtW7dm3rx51Z2KXGP67ouIiIhcmt72JiIiIiIiTkHFj4iIiIiIOAWneubHGV3sldMiIiIiIs5IKz8iIiIiIuIUVPyIiIiIiIhTUPEjIiIiIiJOQcWPiIiIiIg4BRU/IiIiIiLiFFT8iIiIiIiIU1Dx40RCQkKYN29edachIiIiIlItnOp3fqZNm3bd5po6dep1m8vRdOjQgdatWztMoZWSksK6devYu3dvdaciIiIiItVIKz8iIiIiIuIUVPw4EIvFgtlsxmQy4eHhQVRUFKtWrQIgOzsbwzDYvHkzsbGxeHp60rZtW/Ly8uxi/OMf/6BNmza4u7tTv359+vXrZ9dfWlrK8OHD8fHxoXHjxrz88st2/ZMmTaJ58+Z4enoSGhrKlClTOH36tK0/JSWF1q1bs3z5ckJCQqhduzYDBgzgp59+AiAxMZGtW7cyf/58DMPAMAyOHj1qy3/Tpk1ER0fj4eFBp06dOHbsGBs3biQiIgJfX18GDhxIaWlple5JVe5Leno606ZNY9++fbZ80tPTf/8/loiIiIj84aj4cSBms5mMjAwWL17MgQMHSEpKYvDgwWzdutU25umnnyYtLY3du3dTs2ZNhg8fbuvLzMykX79+9OjRg88++4zNmzdz22232c2RlpZGbGwsn332GWPGjOHhhx+2K6B8fHxIT0/n4MGDzJ8/n1deeYUXXnjBLkZBQQHr1q3jvffe47333mPr1q3Mnj0bgPnz5xMXF8eoUaMoLi6muLiY4OBg27kpKSksXLiQHTt28M0335CQkMC8efNYuXIlmZmZfPDBByxYsOCy7sml7kv//v2ZMGECLVq0sOXTv3//K/0nEhEREZE/MKd65seRlZeXM2vWLLKysoiLiwMgNDSU7du3s2TJEkaPHg3AzJkziY+PB2Dy5Mn07NmTsrIy3N3dmTlzJgMGDLB7tikqKspunh49ejBmzBjg7CrPCy+8wJYtWwgPDwfgr3/9q21sSEgIycnJvPXWW0ycONHWbrFYSE9Px8fHB4AHHniAzZs3M3PmTGrXro2rqyuenp4EBARccJ0zZsygXbt2AIwYMYInn3ySgoICQkNDAbj33nvZsmULkyZN+s17cu4+XOq+eHh44O3tTc2aNS+aj4iIiIg4DxU/DiI/P5/S0lK6du1q115RUUF0dLTtuFWrVra/AwMDATh27BiNGzdm7969jBo16pLznH++YRgEBARw7NgxW9vbb7/Niy++SEFBASUlJZw5cwZfX1+7GCEhIbbC51we58eo6vwNGza0ba87v+2TTz4Bqn5Pfhn3l/dFRERERARU/DiMkpIS4OzWtaCgILs+Nzc3CgoKAKhVq5at3TAM4OxKDICHh8dvznP++edinDt/586dDBo0iGnTptGtWzdq167NW2+9RVpaWpVjXM78hmFcMtZv3ZNLxQWqnJOIiIiIOAcVPw4iMjISNzc3ioqK7LZznXOu+LmUVq1asXnzZoYNG3ZFOezYsYMmTZrw9NNP29q+/vrry47j6upKZWXlFeVwvt+6J9c7HxERERH5Y1Px4yB8fHxITk4mKSkJi8VC+/btOXnyJDk5Ofj6+tKkSZPfjDF16lQ6d+5M06ZNGTBgAGfOnGHDhg1MmjSpSjmEhYVRVFTEW2+9RZs2bcjMzGTt2rWXfS0hISHs2rWLo0eP4u3tTd26dS87Bvz2PRk6dGiV8yksLGTv3r00atQIHx+fC1aOREREROTG51TFj6P/8Ghqair+/v6YzWaOHDmCn58fMTExPPXUU1XawtWhQwfeffddUlNTmT17Nr6+vtx5551Vnv8vf/kLSUlJjB07lvLycnr27MmUKVNISUm5rOtITk5m6NChREZGcurUKQoLCy/r/PNd6p5U1T333MOaNWvo2LEjJ06cYOnSpSQmJl5xTiIiIiLyx2RYrVZrdSdxNZWVlVFYWIjJZMLd3b260xG5bvTdFxEREbk0/c6PiIiIiIg4BRU/IiIiIiLiFFT8iIiIiIiIU1DxIyIiIiIiTkHFj4iIiIiIOAUVPyIiIiIi4hRU/IiIiIiIiFNQ8SMiIiIiIk5BxY+IiIiIiDgFFT8iIiIiIuIUalZ3AteVYVy/uazW6zeXiIiIiIj8Jq38OLnTp09XdwoiIiIiIteFih8HYrFYMJvNmEwmPDw8iIqKYtWqVQBkZ2djGAabN28mNjYWT09P2rZtS15enl2Mv//978TExODu7k5oaCjTpk3jzJkztn7DMFi0aBF/+ctf8PLyYubMmQDMmDGDBg0a4OPjw8iRI5k8eTKtW7cGYNu2bdSqVYvvv//ebq7x48dzxx13XMM7IiIiIiJy9aj4cSBms5mMjAwWL17MgQMHSEpKYvDgwWzdutU25umnnyYtLY3du3dTs2ZNhg8fbuv76KOPGDJkCI899hgHDx5kyZIlpKen2wqcc1JSUujXrx+ff/45w4cPZ8WKFcycOZNnn32WPXv20LhxYxYtWmQbf+eddxIaGsry5cttbadPn2bFihV284uIiIiIODLDar2xHk4pKyujsLAQk8mEu7u7facDP/NTXl5O3bp1ycrKIi4uztY+cuRISktLGT16NB07diQrK4vOnTsDsGHDBnr27MmpU6dwd3enS5cudO7cmSeffNJ2/htvvMHEiRP57rvvgLMrP+PHj+eFF16wjbn99tuJjY1l4cKFtrb27dtTUlLC3r17AXjuuedIT0/n4MGDAKxZs4ahQ4fy/fff4+XldXn3Rq6JS373RUREREQrP44iPz+f0tJSunbtire3t+2TkZFBQUGBbVyrVq1sfwcGBgJw7NgxAPbt28f06dPtzh81ahTFxcWUlpbazouNjbWbOy8vj9tuu82u7ZfHiYmJ5Ofn8/HHHwOQnp5OQkKCCh8RERER+cNwrre9ObCSkhIAMjMzCQoKsutzc3OzFUC1atWytRv/fyXLYrHYYkybNo277777gvjnrwRcScHSoEEDevfuzdKlSzGZTGzcuJHs7OzLjiMiIiIiUl1U/DiIyMhI3NzcKCoqIj4+/oL+81d/fk1MTAx5eXk0a9bssuYODw8nNzeXIUOG2Npyc3MvGDdy5Ejuv/9+GjVqRNOmTWnXrt1lzSMiIiIiUp1U/DgIHx8fkpOTSUpKwmKx0L59e06ePElOTg6+vr40adLkN2M888wz9OrVi8aNG3PvvfdSo0YN9u3bxxdffMGMGTN+9bxHH32UUaNGERsbS9u2bXn77bfZv38/oaGhduO6deuGr68vM2bMYPr06b/7mkVERERErifneubHar1+nyuQmprKlClTMJvNRERE0L17dzIzMzGZTFU6v1u3brz33nt88MEHtGnThttvv50XXnjhNwunQYMG8eSTT5KcnExMTAyFhYUkJiZe8NB8jRo1SExMpLKy0m6VSERERETkj8C53vYmVda1a1cCAgLsXm8NMGLECP7zn/+wfv36aspMfo2++yIiIiKXpm1vQmlpKYsXL6Zbt264uLjw5ptvkpWVxYcffmgbc/LkST7//HNWrlypwkdERERE/pBU/AiGYbBhwwZmzpxJWVkZ4eHhrF69mi5dutjG9OnTh08++YSHHnqIrl27VmO2IiIiIiJXRsWP4OHhQVZW1iXH6LXWIiIiIvJH51wvPBAREREREael4kdERERERJyCih8REREREXEKKn5ERERERMQpqPgRERERERGnoOJHREREREScgoofERERERFxCk71Oz/GNOO6zWWdar1uc4m9kJAQxo8fz/jx46s7FRERERFxIFr5ERERERERp6Dix4FYLBbMZjMmkwkPDw+ioqJYtWoVANnZ2RiGwebNm4mNjcXT05O2bduSl5dnF2PGjBk0aNAAHx8fRo4cyeTJk2ndurWtPzc3l65du1K/fn1q165NfHw8n376qV2ML7/8kvbt2+Pu7k5kZCRZWVkYhsG6detsY7755hsSEhLw8/Ojbt269OnTh6NHj9r6ExMT6du3L7NmzaJhw4b4+fkxffp0zpw5wxNPPEHdunVp1KgRS5cutZu7qnHnzJlDYGAg9erV45FHHuH06dMAdOjQga+//pqkpCQMw8Awrt9qn4iIiIg4NhU/DsRsNpORkcHixYs5cOAASUlJDB48mK1bt9rGPP3006SlpbF7925q1qzJ8OHDbX0rVqxg5syZPPvss+zZs4fGjRuzaNEiuzl++uknhg4dyvbt2/n4448JCwujR48e/PTTTwBUVlbSt29fPD092bVrFy+//DJPP/20XYzTp0/TrVs3fHx8+Oijj8jJycHb25vu3btTUVFhG/fPf/6T7777jm3btjF37lymTp1Kr169qFOnDrt27eKhhx7iwQcf5Ntvv72suFu2bKGgoIAtW7awbNky0tPTSU9PB2DNmjU0atSI6dOnU1xcTHFx8dX5xxERERGRPzzDarXeUA+nlJWVUVhYiMlkwt3d3a7PkZ/5KS8vp27dumRlZREXF2drHzlyJKWlpYwePZqOHTuSlZVF586dAdiwYQM9e/bk1KlTuLu7c/vttxMbG8vChQtt57dv356SkhL27t170XktFgt+fn6sXLmSXr168f7779O7d2+++eYbAgICAMjKyqJr166sXbuWvn378sYbbzBjxgwOHTpkW1mpqKjAz8+PdevW8ec//5nExESys7M5cuQINWqcrbFvvvlmGjRowLZt24CzhVbt2rV59dVXGTBgwGXFLSgowMXFBYCEhARq1KjBW2+9BTjvMz+X+u6LiIiIiFZ+HEZ+fj6lpaV07doVb29v2ycjI4OCggLbuFatWtn+DgwMBODYsWMA5OXlcdttt9nF/eXxv//9b0aNGkVYWBi1a9fG19eXkpISioqKbDGCg4Nthc/FYuzbt4/8/Hx8fHxsedatW5eysjK7XFu0aGErfAAaNmxIy5YtbccuLi7Uq1fPlv/lxD1X+Jy7D+diiIiIiIj8Gqd625sjKykpASAzM5OgoCC7Pjc3N9t//NeqVcvWfm51xGKxVHmeoUOH8sMPPzB//nyaNGmCm5sbcXFxdtvKqpLrrbfeyooVKy7o8/f3t/19fq7n8r1Y27n8f0/cy7kHIiIiIuKcVPw4iMjISNzc3CgqKiI+Pv6C/vNXPn5NeHg4ubm5DBkyxNaWm5trNyYnJ4eXXnqJHj16AGdfMPDf//7XLsY333zDv//9bxo2bHjRGDExMbz99ts0aNAAX1/fql/kb7hacV1dXamsrLxqeYmIiIjIjUHb3hyEj48PycnJJCUlsWzZMgoKCvj0009ZsGABy5Ytq1KMRx99lNdee41ly5Zx+PBhZsyYwf79++3eeBYWFsby5cs5dOgQu3btYtCgQXh4eNj6u3btStOmTRk6dCj79+8nJyeHv/71r8D/rTQNGjSI+vXr06dPHz766CMKCwvJzs5m3LhxtpcXXImrFTckJIRt27bxr3/9y66wExERERHn5lQrP47+w6Opqan4+/tjNps5cuQIfn5+xMTE8NRTT1VpW9egQYM4cuQIycnJlJWVkZCQQGJiIp988oltzGuvvcbo0aOJiYkhODiYWbNmkZycbOt3cXFh3bp1jBw5kjZt2hAaGsrzzz9P7969bQ/Re3p6sm3bNiZNmsTdd9/NTz/9RFBQEJ07d/5dKzZXK+706dN58MEHadq0KeXl5dxg7/QQERERkSvkVG97c0Zdu3YlICCA5cuXX3GMnJwc2rdvT35+Pk2bNr2K2cnVpO++iIiIyKU51crPja60tJTFixfTrVs3XFxcePPNN8nKyuLDDz+8rDhr167F29ubsLAw8vPzeeyxx2jXrp0KHxERERH5Q1PxcwMxDIMNGzYwc+ZMysrKCA8PZ/Xq1XTp0uWy4vz0009MmjSJoqIi6tevT5cuXUhLS7tGWYuIiIiIXB/a9iZyg9B3X0REROTS9LY3ERERERFxCip+RERERETEKaj4ERERERERp6DiR0REREREnIKKHxERERERcQoqfkRERERExCmo+LmBpKen4+fnV91piIiIiIg4JKf6kdNp06Zdt7mmTp163eY6p3///vTo0eO6z3utGIbB2rVr6du3b3WnIiIiIiI3AKcqfm50Hh4eeHh4VHcaIiIiIiIOSdveHIjFYsFsNmMymfDw8CAqKopVq1YBkJ2djWEYbN68mdjYWDw9PWnbti15eXm28y+27W3RokU0bdoUV1dXwsPDWb58ua1v+PDh9OrVy2786dOnadCgAa+99hoAHTp04NFHH2X8+PHUqVOHhg0b8sorr/Dzzz8zbNgwfHx8aNasGRs3brSL88UXX3DXXXfh7e1Nw4YNeeCBB/jvf/9r6+/QoQPjxo1j4sSJ1K1bl4CAAFJSUmz9ISEhAPTr1w/DMGzHIiIiIiJXSsWPAzGbzWRkZLB48WIOHDhAUlISgwcPZuvWrbYxTz/9NGlpaezevZuaNWsyfPjwX423du1aHnvsMSZMmMAXX3zBgw8+yLBhw9iyZQsAI0eO5P3336e4uNh2znvvvUdpaSn9+/e3tS1btoz69evzySef8Oijj/Lwww9z33330bZtWz799FP+/Oc/88ADD1BaWgrAiRMn6NSpE9HR0ezevZv333+ff//73yQkJNjlt2zZMry8vNi1axfPPfcc06dP58MPPwQgNzcXgKVLl1JcXGw7FhERERG5UobVarVWdxJXU1lZGYWFhZhMJtzd3e36HPmZn/LycurWrUtWVhZxcXG29pEjR1JaWsro0aPp2LEjWVlZdO7cGYANGzbQs2dPTp06hbu7O+np6YwfP54TJ04A0K5dO1q0aMHLL79si5eQkMDPP/9MZmYmAC1atGDo0KFMnDgRgL/85S/Uq1ePpUuXAmdXaCorK/noo48AqKyspHbt2tx9991kZGQA8P333xMYGMjOnTu5/fbbmTFjBh999BGbNm2yzfvtt98SHBxMXl4ezZs3vyAuwG233UanTp2YPXs2oGd+LtelvvsiIiIiopUfh5Gfn09paSldu3bF29vb9snIyKCgoMA2rlWrVra/AwMDATh27NhFYx46dIh27drZtbVr145Dhw7ZjkeOHGkrdP7973+zcePGC1aTzp/TxcWFevXq0bJlS1tbw4YN7fLYt28fW7ZssbuOm2++GeBXr+Xc9fzatYiIiIiI/F564YGDKCkpASAzM5OgoCC7Pjc3N1vRUKtWLVu7YRjA2WeFrtSQIUOYPHkyO3fuZMeOHZhMJu644w67MefPeW7eS+VRUlJC7969efbZZy+Y71zB9mtxf8+1iIiIiIhcioofBxEZGYmbmxtFRUXEx8df0H/+iklVRUREkJOTw9ChQ21tOTk5REZG2o7r1atH3759Wbp0KTt37mTYsGFXdgHniYmJYfXq1YSEhFCz5pV/xWrVqkVlZeXvzkdEREREBFT8OAwfHx+Sk5NJSkrCYrHQvn17Tp48SU5ODr6+vjRp0uSyYz7xxBMkJCQQHR1Nly5d+Mc//sGaNWvIysqyGzdy5Eh69epFZWWlXaF0pR555BFeeeUV7r//ftvb3PLz83nrrbd49dVXcXFxqVKckJAQNm/eTLt27XBzc6NOnTq/OzcRERERcV5OVfxUxw+PXo7U1FT8/f0xm80cOXIEPz8/YmJieOqpp65oO1jfvn2ZP38+c+bM4bHHHsNkMrF06VI6dOhgN65Lly4EBgbSokULbrrppt99HTfddBM5OTlMmjSJP//5z5SXl9OkSRO6d+9OjRpVf8wsLS2Nxx9/nFdeeYWgoCCOHj36u3MTEREREeflVG97u9EtWbKE1NRUvv3228s6r6SkhKCgIJYuXcrdd999jbKTa82Zv/siIiIiVeFUKz83sm+++YYNGzbQokWLKp9jsVj473//S1paGn5+fvzlL3+5hhmKiIiIiFQvFT83iJiYGIKCgkhPT6/yOUVFRZhMJho1akR6evrvejmBiIiIiIij03/t3iD+85//XPY5ISEh3GC7HkVEREREfpV+5FRERERERJyCih8REREREXEKKn5ERERERMQpqPgRERERERGnoOJHREREREScgoofERERERFxCs5V/BjG9fs4EMMwWLdu3TWLn56ejp+f3zWLLyIiIiJyNThX8XODS0lJoXXr1td93v79+/PVV19d93lFRERERC6HfuRUfjcPDw88PDyqOw0RERERkUvSyo8DsVgsmM1mTCYTHh4eREVFsWrVKgCys7MxDIPNmzcTGxuLp6cnbdu2JS8vDzi79WzatGns27cPwzAwDIP09HRb7P/+97/069cPT09PwsLCWL9+va3vYtvW1q1bh3He9r19+/bRsWNHfHx88PX15dZbb2X37t0XPb+goIA+ffrQsGFDvL29adOmDVlZWXbxX3rpJcLCwnB3d6dhw4bce++9tr4OHTrw6KOPMn78eOrUqUPDhg155ZVX+Pnnnxk2bBg+Pj40a9aMjRs3/q77LSIiIiLORcWPAzGbzWRkZLB48WIOHDhAUlISgwcPZuvWrbYxTz/9NGlpaezevZuaNWsyfPhw4OzWswkTJtCiRQuKi4spLi6mf//+tvOmTZtGQkIC+/fvp0ePHgwaNIgff/yxyrkNGjSIRo0akZuby549e5g8eTK1atW66NiSkhJ69OjB5s2b+eyzz+jevTu9e/emqKgIgN27dzNu3DimT59OXl4e77//PnfeeaddjGXLllG/fn0++eQTHn30UR5++GHuu+8+2rZty6effsqf//xnHnjgAUpLS6t8DSIiIiLi5Kw3mFOnTlkPHjxoPXXq1IWdcP0+l6msrMzq6elp3bFjh137iBEjrPfff791y5YtVsCalZVl68vMzLQCtmudOnWqNSoq6iKXjfWvf/2r7bikpMQKWDdu3Gi1Wq3WpUuXWmvXrm13ztq1a63nfz18fHys6enpF839Yuf/UosWLawLFiywWq1W6+rVq62+vr7W//3vfxcdGx8fb23fvr3t+MyZM1YvLy/rAw88YGsrLi62AtadO3decl5ncsnvvoiIiIhYtfLjIPLz8yktLaVr1654e3vbPhkZGRQUFNjGtWrVyvZ3YGAgAMeOHfvN+Oef5+Xlha+vb5XOO+fxxx9n5MiRdOnShdmzZ9vl9EslJSUkJycTERGBn58f3t7eHDp0yLby07VrV5o0aUJoaCgPPPAAK1asuGAF5/x8XVxcqFevHi1btrS1NWzYEKjatYuIiIiIgLa9OYySkhIAMjMz2bt3r+1z8OBB23M/gN1Ws3PP5Fgslt+M/8staoZh2M6rUaMGVqvVrv/06dN2xykpKRw4cICePXvyz3/+k8jISNauXXvRuZKTk1m7di2zZs3io48+Yu/evbRs2ZKKigoAfHx8+PTTT3nzzTcJDAzkmWeeISoqihMnTlwy3yu9dhERERERUPHjMCIjI3Fzc6OoqIhmzZrZfYKDg6sUw9XVlcrKysue29/fn59++omff/7Z1rZ3794LxjVv3pykpCQ++OAD7r77bpYuXXrReDk5OSQmJtKvXz9atmxJQEAAR48etRtTs2ZNunTpwnPPPcf+/fs5evQo//znPy87dxERERGRqtKrrh2Ej48PycnJJCUlYbFYaN++PSdPniQnJwdfX1+aNGnymzFCQkIoLCxk7969NGrUCB8fH9zc3H7zvD/96U94enry1FNPMW7cOHbt2mX3prhTp07xxBNPcO+992Iymfj222/Jzc3lnnvuuWi8sLAw1qxZQ+/evTEMgylTptit0Lz33nscOXKEO++8kzp16rBhwwYsFgvh4eG/faNERERERK6Qc638XM9XHlyB1NRUpkyZgtlsJiIigu7du5OZmYnJZKrS+ffccw/du3enY8eO+Pv78+abb1bpvLp16/LGG2+wYcMGWrZsyZtvvklKSoqt38XFhR9++IEhQ4bQvHlzEhISuOuuu5g2bdpF482dO5c6derQtm1bevfuTbdu3YiJibH1+/n5sWbNGjp16kRERASLFy/mzTffpEWLFlXKV0RERETkShjWXz7s8QdXVlZGYWEhJpMJd3f36k5H5LrRd19ERETk0pxr5UdERERERJyWih8REREREXEKKn5ERERERMQpqPgRERERERGnoOJHREREREScgoofERERERFxCip+RERERETEKaj4ERERERERp6Dix4lkZ2djGAYnTpyo7lRERERERK67mtWdwPVkTDOu21zWqdbrNldVtW3bluLiYmrXrl3dqYiIiIiIXHdOVfw4O1dXVwICAqo7DRERERGRaqFtbw7EYrFgNpsxmUx4eHgQFRXFqlWrgP/bsrZ582ZiY2Px9PSkbdu25OXlAfDVV19hGAZffvmlXcwXXniBpk2b2sU4f9vb6tWradGiBW5uboSEhJCWlmZ3vmEYrFu3zq7Nz8+P9PR0ACoqKhg7diyBgYG4u7vTpEkTzGbzVbwrIiIiIiJXh4ofB2I2m8nIyGDx4sUcOHCApKQkBg8ezNatW21jnn76adLS0ti9ezc1a9Zk+PDhADRv3pzY2FhWrFhhF3PFihUMHDjwovPt2bOHhIQEBgwYwOeff05KSgpTpkyxFTZV8eKLL7J+/Xreeecd8vLyWLFiBSEhIZd97SIiIiIi15q2vTmI8vJyZs2aRVZWFnFxcQCEhoayfft2lixZwujRowGYOXMm8fHxAEyePJmePXtSVlaGu7s7gwYNYuHChaSmpgJnV4P27NnDG2+8cdE5586dS+fOnZkyZQpwtoA6ePAgzz//PImJiVXKu6ioiLCwMNq3b49hGDRp0uT33AYRERERkWtGKz8OIj8/n9LSUrp27Yq3t7ftk5GRQUFBgW1cq1atbH8HBgYCcOzYMQAGDBjA0aNH+fjjj4Gzqz4xMTHcfPPNF53z0KFDtGvXzq6tXbt2HD58mMrKyirlnZiYyN69ewkPD2fcuHF88MEHVb9oEREREZHrSCs/DqKkpASAzMxMgoKC7Prc3NxsBVCtWrVs7YZx9u11FosFgICAADp16sTKlSu5/fbbWblyJQ8//PDvysswDKxW+zfXnT592vZ3TEwMhYWFbNy4kaysLBISEujSpYvtWSUREREREUeh4sdBREZG4ubmRlFRkW1b2/nOX/25lEGDBjFx4kTuv/9+jhw5woABA351bEREBDk5OXZtOTk5NG/eHBcXFwD8/f0pLi629R8+fJjS0lK7c3x9fenfvz/9+/fn3nvvpXv37vz444/UrVu3SjmLiIiIiFwPKn4chI+PD8nJySQlJWGxWGjfvj0nT54kJycHX1/fKj9Lc/fdd/Pwww/z8MMP07FjR2666aZfHTthwgTatGlDamoq/fv3Z+fOnSxcuJCXXnrJNqZTp04sXLiQuLg4KisrmTRpkt3q09y5cwkMDCQ6OpoaNWrw7rvvEhAQgJ+f3xXfCxERERGRa0HFjwNJTU3F398fs9nMkSNH8PPzIyYmhqeeesq2te23+Pj40Lt3b9555x1ef/31S46NiYnhnXfe4ZlnniE1NZXAwECmT59u97KDtLQ0hg0bxh133MFNN93E/Pnz2bNnj918zz33HIcPH8bFxYU2bdqwYcMGatTQ42QiIiIi4lgM6y8f6PiDKysro7CwEJPJhLu7e3WnI3Ld6LsvIiIicmn63/MiIiIiIuIUVPyIiIiIiIhTUPEjIiIiIiJOQcWPiIiIiIg4BRU/IiIiIiLiFFT8iIiIiIiIU1DxIyIiIiIiTkHFj4iIiIiIOAUVPyIiIiIi4hRU/DiR7OxsDMPgxIkTV3VsVR09ehTDMNi7d+9Vi3kxVck9JSWF1q1bX9M8RERERMSx1KzuBK6nadOmXbe5pk6det3mqqq2bdtSXFxM7dq1r+rYqgoODqa4uJj69etftZhXKjk5mUcffbRKY1NSUli3bt01L9pERERE5NpyquLH2bm6uhIQEHDVx1aVi4vLVY95pby9vfH29r6uc1ZUVODq6npd5xQRERGR/6Ntbw7CYrFgNpsxmUx4eHgQFRXFqlWrbP3ntnJt3ryZ2NhYPD09adu2LXl5eQB89dVXGIbBl19+aRf3hRdeoGnTpnYxzm0H+/rrr+nduzd16tTBy8uLFi1asGHDhouOBVi9ejUtWrTAzc2NkJAQ0tLS7OYKCQlh1qxZDB8+HB8fHxo3bszLL79s6//ltrffuqZzZsyYQYMGDfDx8WHkyJFMnjy5SlvW9uzZ86txf7ntLTs7m9tuuw0vLy/8/Pxo164dX3/9Nenp6UybNo19+/ZhGAaGYZCeng5AUVERffr0wdvbG19fXxISEvj3v/99wRyvvvoqJpMJd3d3MjIyqFevHuXl5Xa59u3blwceeOA3r0lERERErpyKHwdhNpvJyMhg8eLFHDhwgKSkJAYPHszWrVvtxj399NOkpaWxe/duatasyfDhwwFo3rw5sbGxrFixwm78ihUrGDhw4EXnfOSRRygvL2fbtm18/vnnPPvss7+6GrJnzx4SEhIYMGAAn3/+OSkpKUyZMsVWCJyTlpZGbGwsn332GWPGjOHhhx++oJj5pV+7pnP5z5w5k2effZY9e/bQuHFjFi1adMl4VYl7vjNnztC3b1/i4+PZv38/O3fuZPTo0RiGQf/+/ZkwYQItWrSguLiY4uJi+vfvj8VioU+fPvz4449s3bqVDz/8kCNHjtC/f3+72Pn5+axevZo1a9awd+9e7rvvPiorK1m/fr1tzLFjx8jMzPzV/ERERETk6tC2NwdQXl7OrFmzyMrKIi4uDoDQ0FC2b9/OkiVLiI+Pt42dOXOm7Xjy5Mn07NmTsrIy3N3dGTRoEAsXLiQ1NRU4uxq0Z88e3njjjYvOW1RUxD333EPLli1tc/6auXPn0rlzZ6ZMmQKcLbYOHjzI888/T2Jiom1cjx49GDNmDACTJk3ihRdeYMuWLYSHh/9q7Etd04IFCxgxYgTDhg0D4JlnnuGDDz6gpKTk129oFeKe73//+x8nT56kV69etlWyiIgIW7+3tzc1a9a027L34Ycf8vnnn1NYWEhwcDAAGRkZtGjRgtzcXNq0aQOc3eqWkZGBv7+/7dyBAweydOlS7rvvPgDeeOMNGjduTIcOHX7zmkRERETkymnlxwHk5+dTWlpK165dbc+ieHt7k5GRQUFBgd3YVq1a2f4ODAwEzq4cAAwYMICjR4/y8ccfA2dXTWJiYrj55psvOu+4ceOYMWMG7dq1Y+rUqezfv/9Xczx06BDt2rWza2vXrh2HDx+msrLyovkZhkFAQIAtv19zqWvKy8vjtttusxv/y+MriXu+unXrkpiYSLdu3ejduzfz58+nuLj4krEPHTpEcHCwrfABiIyMxM/Pj0OHDtnamjRpYlf4AIwaNYoPPviAf/3rXwCkp6eTmJiIYRhVui4RERERuTIqfhzAuVWMzMxM9u7da/scPHjQ7rkfgFq1atn+PvcfyxaLBYCAgAA6derEypUrAVi5ciWDBg361XlHjhzJkSNHeOCBB/j888+JjY1lwYIFv+tazs/vXI7n8qvKOb+8pquVy2/FXbp0KTt37qRt27a8/fbbNG/e3FZE/h5eXl4XtEVHRxMVFUVGRgZ79uzhwIEDdqtnIiIiInJtqPhxAJGRkbi5uVFUVESzZs3sPuevLFTFoEGDePvtt9m5cydHjhxhwIABlxwfHBzMQw89xJo1a5gwYQKvvPLKRcdFRESQk5Nj15aTk0Pz5s1xcXG5rBwvR3h4OLm5uXZtvzy+WqKjo3nyySfZsWMHt9xyi62IdHV1tVvdgrP345tvvuGbb76xtR08eJATJ04QGRn5m3ONHDmS9PR0li5dSpcuXS7731lERERELp+KHwfg4+NDcnIySUlJLFu2jIKCAj799FMWLFjAsmXLLivW3XffzU8//cTDDz9Mx44duemmm3517Pjx49m0aROFhYV8+umnbNmyxe5Zl/NNmDCBzZs3k5qayldffcWyZctYuHAhycnJl5Xf5Xr00Ud57bXXWLZsGYcPH2bGjBns37//qm4RKyws5Mknn2Tnzp18/fXXfPDBBxw+fNh2L0JCQigsLGTv3r3897//pby8nC5dutCyZUsGDRrEp59+yieffMKQIUOIj48nNjb2N+ccOHAg3377La+88opedCAiIiJynaj4cRCpqalMmTIFs9lMREQE3bt3JzMzE5PJdFlxfHx86N27N/v27bvkljeAyspKHnnkEdt8zZs356WXXrro2JiYGN555x3eeustbrnlFp555hmmT59+zbdrDRo0iCeffJLk5GRiYmIoLCwkMTHxgpcW/B6enp58+eWX3HPPPTRv3pzRo0fzyCOP8OCDDwJwzz330L17dzp27Ii/vz9vvvkmhmHw97//nTp16nDnnXfSpUsXQkNDefvtt6s0Z+3atbnnnnvw9vamb9++V+1aREREROTXGVar1VrdSVxNZWVlFBYW2n5XRW48Xbt2JSAggOXLl1d3Kr9L586dadGiBS+++OJViafvvoiIiMil6VXX4tBKS0tZvHgx3bp1w8XFhTfffJOsrCw+/PDD6k7tih0/fpzs7Gyys7N/daVNRERERK4+FT/i0AzDYMOGDcycOZOysjLCw8NZvXo1Xbp0qe7Urlh0dDTHjx/n2WefveTvH4mIiIjI1aXiRxyah4cHWVlZ1Z3GVXX06NHqTkFERETEKemFByIiIiIi4hRU/IiIiIiIiFNQ8SMiIiIiIk5BxY+IiIiIiDgFFT8iIiIiIuIUVPyIiIiIiIhTUPEjIiIiIiJOwbl+58cwrt9cVuv1m0tERERERH6TVn5ERERERMQpqPhxIBaLBbPZjMlkwsPDg6ioKFatWgVAdnY2hmGwefNmYmNj8fT0pG3btuTl5QHw1VdfYRgGX375pV3MF154gaZNm2K1WmnWrBlz5syx69+7dy+GYZCfn399LlJEREREpJqo+HEgZrOZjIwMFi9ezIEDB0hKSmLw4MFs3brVNubpp58mLS2N3bt3U7NmTYYPHw5A8+bNiY2NZcWKFXYxV6xYwcCBAzEMg+HDh7N06VK7/qVLl3LnnXfSrFmza3+BIiIiIiLVyLBab6yHU8rKyigsLMRkMuHu7m7f6cDP/JSXl1O3bl2ysrKIi4uztY8cOZLS0lJGjx5Nx44dycrKonPnzgBs2LCBnj17curUKdzd3Zk3bx4LFy60reJ89dVXhIeHc+jQIW6++Wa+++47GjduzI4dO7jttts4ffo0N910E3PmzGHo0KFX79qlWlzyuy8iIiIiWvlxFPn5+ZSWltK1a1e8vb1tn4yMDAoKCmzjWrVqZfs7MDAQgGPHjgEwYMAAjh49yscffwycXfWJiYnh5ptvBuCmm26iZ8+evP766wD84x//oLy8nPvuu++6XKOIiIiISHVyrre9ObCSkhIAMjMzCQoKsutzc3OzFUC1atWytRv/fyXLYrEAEBAQQKdOnVi5ciW33347K1eu5OGHH7aLNXLkSB544AFeeOEFli5dSv/+/fH09Lxm1yUiIiIi4ihU/DiIyMhI3NzcKCoqIj4+/oL+81d/LmXQoEFMnDiR+++/nyNHjjBgwAC7/h49euDl5cWiRYt4//332bZt21XJX0RERETE0an4cRA+Pj4kJyeTlJSExWKhffv2nDx5kpycHHx9fWnSpEmV4tx99908/PDDPPzww3Ts2JGbbrrJrt/FxYXExESefPJJwsLC7J4vEhERERG5kemZHweSmprKlClTMJvNRERE0L17dzIzMzGZTFWO4ePjQ+/evdm3bx+DBg266JgRI0ZQUVHBsGHDrlbqIiIiIiIOz7ne9iYAfPTRR3Tu3JlvvvmGhg0bVnc6cpXouy8iIiJyadr25kTKy8v5z3/+Q0pKCvfdd58KHxERERFxKtr25kTefPNNmjRpwokTJ3juueeqOx0RERERketK295EbhD67ouIiIhcmlZ+RERERETEKaj4ERERERERp6DiR0REREREnIKKHxERERERcQoqfkRERERExCmo+BEREREREaeg4sfJJCYm0rdv3z9cbBERERGR36tmdSdwPRnTjOs2l3XqDfXzSVUyf/58brCfjRIRERGRG4hTFT9ybVRWVmIYBrVr167uVEREREREfpW2vTkQi8WC2WzGZDLh4eFBVFQUq1atAiA9PR0/Pz+78evWrcMw/m81KyUlhdatW7NkyRKCg4Px9PQkISGBkydPXjDXnDlzCAwMpF69ejzyyCOcPn3a1nf8+HGGDBlCnTp18PT05K677uLw4cO2/nO5rF+/nsjISNzc3CgqKrpg29v7779P+/bt8fPzo169evTq1YuCgoKrdLdERERERC6Pih8HYjabycjIYPHixRw4cICkpCQGDx7M1q1bqxwjPz+fd955h3/84x+8//77fPbZZ4wZM8ZuzJYtWygoKGDLli0sW7aM9PR00tPTbf2JiYns3r2b9evXs3PnTqxWKz169LArkEpLS3n22Wd59dVXOXDgAA0aNLggl59//pnHH3+c3bt3s3nzZmrUqEG/fv2wWCyXf3NERERERH4nbXtzEOXl5cyaNYusrCzi4uIACA0NZfv27SxZsoQ///nPVYpTVlZGRkYGQUFBACxYsICePXuSlpZGQEAAAHXq1GHhwoW4uLhw880307NnTzZv3syoUaM4fPgw69evJycnh7Zt2wKwYsUKgoODWbduHffddx8Ap0+f5qWXXiIqKupXc7nnnnvsjl9//XX8/f05ePAgt9xyy+XdIBERERGR30krPw4iPz+f0tJSunbtire3t+2TkZFxWVvFGjdubCt8AOLi4rBYLOTl5dnaWrRogYuLi+04MDCQY8eOAXDo0CFq1qzJn/70J1t/vXr1CA8P59ChQ7Y2V1dXWrVqdclcDh8+zP33309oaCi+vr6EhIQAUFRUVOXrERERERG5WrTy4yBKSkoAyMzMtCteANzc3NiyZcsFb1I7fxva5ahVq5bdsWEYl70VzcPDw+55o4vp3bs3TZo04ZVXXuGmm27CYrFwyy23UFFRcdk5i4iIiIj8Xip+HMT5Lw6Ij4+/oN/f35+ffvqJn3/+GS8vLwD27t17wbiioiK+++47brrpJgA+/vhjatSoQXh4eJXyiIiI4MyZM+zatcu27e2HH34gLy+PyMjIKl/PuXNeeeUV7rjjDgC2b99e5fNFRERERK42FT8OwsfHh+TkZJKSkrBYLLRv356TJ0+Sk5ODr68vvXv3xtPTk6eeeopx48axa9cuu5cUnOPu7s7QoUOZM2cO//vf/xg3bhwJCQm2531+S1hYGH369GHUqFEsWbIEHx8fJk+eTFBQEH369Kny9dSpU4d69erx8ssvExgYSFFREZMnT67y+SIiIiIiV5ue+XEgqampTJkyBbPZTEREBN27dyczMxOTyUTdunV544032LBhAy1btuTNN98kJSXlghjNmjXj7rvvpkePHvz5z3+mVatWvPTSS5eVx9KlS7n11lvp1asXcXFxWK1WNmzYcMF2uUupUaMGb731Fnv27OGWW24hKSmJ559//rLyEBERERG5mgzrLx8k+YMrKyujsLAQk8mEu7t7dadzXaWkpLBu3bqLboeTG58zf/dFREREqkIrPyIiIiIi4hRU/IiIiIiIiFPQtjeRG4S++yIiIiKXppUfERERERFxCip+RERERETEKaj4ERERERERp6DiR0REREREnIKKHxERERERcQoqfkRERERExCmo+HESISEhzJs3r7rTEBERERGpNjWrO4Hradq0addtrqlTp163uaoiNzcXLy8v27FhGKxdu5a+fftWX1KXITs7m44dO3L8+HH8/PyqOx0RERER+QNyquLHmfn7+1d3CiIiIiIi1Urb3hyIxWLBbDZjMpnw8PAgKiqKVatWYbVa6dKlC926dcNqtQLw448/0qhRI5555hnb+f/4xz9o06YN7u7u1K9fn379+tn6zt/2FhISAkC/fv0wDMN2DPD3v/+dmJgY3N3dCQ0NZdq0aZw5c8bWbxgGS5YsoVevXnh6ehIREcHOnTvJz8+nQ4cOeHl50bZtWwoKCuyurSpxX331Vfr164enpydhYWGsX78egKNHj9KxY0cA6tSpg2EYJCYm/u77LSIiIiLORcWPAzGbzWRkZLB48WIOHDhAUlISgwcPZtu2bSxbtozc3FxefPFFAB566CGCgoJsxU9mZib9+vWjR48efPbZZ2zevJnbbrvtovPk5uYCsHTpUoqLi23HH330EUOGDOGxxx7j4MGDLFmyhPT0dGbOnGl3fmpqKkOGDGHv3r3cfPPNDBw4kAcffJAnn3yS3bt3Y7VaGTt2rG18VeNOmzaNhIQE9u/fT48ePRg0aBA//vgjwcHBrF69GoC8vDyKi4uZP3/+VbjjIiIiIuJMDOu5pYQbRFlZGYWFhZhMJtzd3e36HPmZn/LycurWrUtWVhZxcXG29pEjR1JaWsrKlSt59913GTJkCOPHj2fBggV89tlnhIWFAdC2bVtCQ0N54403Lho/JCSE8ePHM378eODiz/x06dKFzp078+STT9ra3njjDSZOnMh3331nO++vf/0rqampAHz88cfExcXx2muvMXz4cADeeusthg0bxqlTp6447s8//4y3tzcbN26ke/fueuanCi713RcRERERPfPjMPLz8yktLaVr16527RUVFURHRwNw3333sXbtWmbPns2iRYtshQ/A3r17GTVq1O/KYd++feTk5NityFRWVlJWVkZpaSmenp4AtGrVytbfsGFDAFq2bGnXVlZWxv/+9z98fX2vKK6Xlxe+vr4cO3bsd12TiIiIiMg5Kn4cRElJCXB2+1pQUJBdn5ubGwClpaXs2bMHFxcXDh8+bDfGw8PjquQwbdo07r777gv6zl9JqFWrlu1vwzB+tc1isVxx3HNxzsUQEREREfm9VPw4iMjISNzc3CgqKiI+Pv6iYyZMmECNGjXYuHEjPXr0oGfPnnTq1Ak4u2qyefNmhg0bVqX5atWqRWVlpV1bTEwMeXl5NGvW7PddzC9cjbiurq4AF+QsIiIiIlJVKn4chI+PD8nJySQlJWGxWGjfvj0nT54kJycHX19f6tevz+uvv87OnTuJiYnhiSeeYOjQoezfv586deowdepUOnfuTNOmTRkwYABnzpxhw4YNTJo06aLzhYSEsHnzZtq1a4ebmxt16tThmWeeoVevXjRu3Jh7772XGjVqsG/fPr744gtmzJhxxdd2NeI2adIEwzB477336NGjBx4eHnh7e19xTiIiIiLifPS2NweSmprKlClTMJvNRERE0L17dzIzMwkJCWHEiBGkpKQQExMDnH15Q8OGDXnooYcA6NChA++++y7r16+ndevWdOrUiU8++eRX50pLS+PDDz8kODjY9kxRt27deO+99/jggw9o06YNt99+Oy+88AJNmjT5Xdd1NeIGBQUxbdo0Jk+eTMOGDe3eJiciIiIiUhVO9bY3kRuZvvsiIiIil6aVHxERERERcQoqfkRERERExCmo+BEREREREaeg4kdERERERJyCih8REREREXEKKn5ERERERMQpqPgRERERERGnoOJHREREREScgoofERERERFxCip+bhDZ2dkYhsGJEyeqO5ULpKSk0Lp16+pOQ0REREScnHMVP4Zx/T5OyjAM1q1bZ9eWnJzM5s2bqychEREREZH/r2Z1JyA3Pm9vb7y9vas7DRERERFxcs618uPgLBYLZrMZk8mEh4cHUVFRrFq1CqvVSpcuXejWrRtWqxWAH3/8kUaNGvHMM8/YxdizZw+xsbF4enrStm1b8vLybH0FBQX06dOHhg0b4u3tTZs2bcjKyrI7/2IrN35+fqSnpwNQUVHB2LFjCQwMxN3dnSZNmmA2mwEICQkBoF+/fhiGYTv+5bY3i8XC9OnTadSoEW5ubrRu3Zr333/f1n/06FEMw2DNmjV07NgRT09PoqKi2Llz55XeWhERERERFT+OxGw2k5GRweLFizlw4ABJSUkMHjyYbdu2sWzZMnJzc3nxxRcBeOihhwgKCrqg+Hn66adJS0tj9+7d1KxZk+HDh9v6SkpK6NGjB5s3b+azzz6je/fu9O7dm6Kioirn+OKLL7J+/Xreeecd8vLyWLFiha3Iyc3NBWDp0qUUFxfbjn9p/vz5pKWlMWfOHPbv30+3bt34y1/+wuHDhy+4luTkZPbu3Uvz5s25//77OXPmTJVzFRERERE5n7a9OYjy8nJmzZpFVlYWcXFxAISGhrJ9+3aWLFnCypUrWbJkCUOGDOH7779nw4YNfPbZZ9Ssaf9POHPmTOLj4wGYPHkyPXv2pKysDHd3d6KiooiKirKNTU1NZe3ataxfv56xY8dWKc+ioiLCwsJo3749hmHQpEkTW5+/vz9wdqUoICDgV2PMmTOHSZMmMWDAAACeffZZtmzZwrx58/jb3/5mG5ecnEzPnj0BmDZtGi1atCA/P5+bb765SrmKiIiIiJxPKz8OIj8/n9LSUrp27Wp7Rsbb25uMjAwKCgoAuO++++jXrx+zZ89mzpw5hIWFXRCnVatWtr8DAwMBOHbsGHB25Sc5OZmIiAj8/Pzw9vbm0KFDl7Xyk5iYyN69ewkPD2fcuHF88MEHl3Wd//vf//juu+9o166dXXu7du04dOhQla9FRERERORyaeXHQZSUlACQmZlJUFCQXZ+bmxsApaWl7NmzBxcXlwu2iJ1Tq1Yt29/G/3/rnMViAc6upHz44YfMmTOHZs2a4eHhwb333ktFRYXdOeeeKzrn9OnTtr9jYmIoLCxk48aNZGVlkZCQQJcuXVi1atWVXvqvutS1iIiIiIhcLhU/DiIyMhI3NzeKiops29Z+acKECdSoUYONGzfSo0cPevbsSadOnao8R05ODomJifTr1w84W3AdPXrUboy/vz/FxcW248OHD1NaWmo3xtfXl/79+9O/f3/uvfdeunfvzo8//kjdunWpVasWlZWVv5qDr68vN910Ezk5OXbXmZOTw2233VblaxERERERuVwqfhyEj48PycnJJCUlYbFYaN++PSdPniQnJwdfX1/q16/P66+/zs6dO4mJieGJJ55g6NCh7N+/nzp16lRpjrCwMNasWUPv3r0xDIMpU6ZcsJLSqVMnFi5cSFxcHJWVlUyaNMluBWbu3LkEBgYSHR1NjRo1ePfddwkICMDPzw84+8a3zZs3065dO9zc3C6a2xNPPMHUqVNp2rQprVu3ZunSpezdu5cVK1Zc+Q0UEREREfkNeubHgaSmpjJlyhTMZjMRERF0796dzMxMQkJCGDFiBCkpKcTExABnXwDQsGFDHnrooSrHnzt3LnXq1KFt27b07t2bbt262eKdk5aWRnBwMHfccQcDBw4kOTkZT09PW7+Pjw/PPfccsbGxtGnThqNHj7JhwwZq1KhhO//DDz8kODiY6Ojoi+Yxbtw4Hn/8cSZMmEDLli15//33Wb9+/UWfYRIRERERuVoM6y8f8PiDKysro7CwEJPJhLu7e3WnI3Ld6LsvIiIicmla+REREREREaeg4kdERERERJyCih8REREREXEKKn5ERERERMQpqPgRERERERGnoOJHREREREScgoofERERERFxCip+RERERETEKaj4ERERERERp6Dix4mkp6fj5+dXbfMfPXoUwzDYu3dvteUgIiIiIs6rZnUncD0Z04zrNpd1qvW6zeWIEhMTOXHiBOvWrbO1BQcHU1xcTP369asvMRERERFxWlr5kcty+vTpKz7XxcWFgIAAatZ0qppbRERERByEih8HYrFYMJvNmEwmPDw8iIqKYtWqVVitVrp06UK3bt2wWs+uKP344480atSIZ555BoDs7GwMwyAzM5NWrVrh7u7O7bffzhdffHHJORctWkTTpk1xdXUlPDyc5cuX2/UbhsGiRYv4y1/+gpeXFzNnzqSyspIRI0bY8gwPD2f+/Pm2c1JSUli2bBl///vfMQwDwzDIzs6+6La3rVu3ctttt+Hm5kZgYCCTJ0/mzJkztv4OHTowbtw4Jk6cSN26dQkICCAlJeV33mkRERERcUYqfhyI2WwmIyODxYsXc+DAAZKSkhg8eDDbtm1j2bJl5Obm8uKLLwLw0EMPERQUZCt+znniiSdIS0sjNzcXf39/evfu/aurNWvXruWxxx5jwoQJfPHFFzz44IMMGzaMLVu22I1LSUmhX79+fP755wwfPhyLxUKjRo149913OXjwIM888wxPPfUU77zzDgDJyckkJCTQvXt3iouLKS4upm3bthfM/69//YsePXrQpk0b9u3bx6JFi3jttdeYMWOG3bhly5bh5eXFrl27eO6555g+fToffvjhFd9nEREREXFO2n/kIMrLy5k1axZZWVnExcUBEBoayvbt21myZAkrV65kyZIlDBkyhO+//54NGzbw2WefXbCFbOrUqXTt2hU4WzQ0atSItWvXkpCQcMGcc+bMITExkTFjxgDw+OOP8/HHHzNnzhw6duxoGzdw4ECGDRtmd+60adNsf5tMJnbu3Mk777xDQkIC3t7eeHh4UF5eTkBAwK9e80svvURwcDALFy7EMAxuvvlmvvvuOyZNmsQzzzxDjRpna/NWrVoxdepUAMLCwli4cCGbN2+2XaeIiIiISFWo+HEQ+fn5lJaWXvAf9BUVFURHRwNw3333sXbtWmbPns2iRYsICwu7IM65wgmgbt26hIeHc+jQoYvOeejQIUaPHm3X1q5dO7stbACxsbEXnPu3v/2N119/naKiIk6dOkVFRQWtW7eu0rWeP39cXByG8X8vomjXrh0lJSV8++23NG7cGDhb/JwvMDCQY8eOXdZcIiIiIiIqfhxESUkJAJmZmQQFBdn1ubm5AVBaWsqePXtwcXHh8OHD1y03Ly8vu+O33nqL5ORk0tLSiIuLw8fHh+eff55du3Zdk/lr1apld2wYBhaL5ZrMJSIiIiI3LhU/DiIyMhI3NzeKioqIj4+/6JgJEyZQo0YNNm7cSI8ePejZsyedOnWyG/Pxxx/bVkyOHz/OV199RURExEXjRUREkJOTw9ChQ21tOTk5REZGXjLXnJwc2rZta9suB1BQUGA3xtXVlcrKykvGiYiIYPXq1VitVtvqT05ODj4+PjRq1OiS54qIiIiIXC4VPw7Cx8eH5ORkkpKSsFgstG/fnpMnT5KTk4Ovry/169fn9ddfZ+fOncTExPDEE08wdOhQ9u/fT506dWxxpk+fTr169WjYsCFPP/009evXp2/fvhed84knniAhIYHo6Gi6dOnCP/7xD9asWUNWVtYlcw0LCyMjI4NNmzZhMplYvnw5ubm5mEwm25iQkBA2bdpEXl4e9erVo3bt2hfEGTNmDPPmzePRRx9l7Nix5OXlMXXqVB5//HHb8z4iIiIiIleL/gvTgaSmpjJlyhTMZjMRERF0796dzMxMQkJCGDFiBCkpKcTExABnXzjQsGFDHnroIbsYs2fP5rHHHuPWW2/l+++/5x//+Aeurq4Xna9v377Mnz+fOXPm0KJFC5YsWcLSpUvp0KHDJfN88MEHufvuu+nfvz9/+tOf+OGHH+xWgQBGjRpFeHg4sbGx+Pv7k5OTc0GcoKAgNmzYwCeffEJUVBQPPfQQI0aM4K9//etl3DURERERkaoxrOd+OOYGUVZWRmFhISaTCXd39+pO57rJzs6mY8eOHD9+HD8/v+pOR6qBs373RURERKpKKz8iIiIiIuIUVPyIiIiIiIhT0AsPbhAdOnTgBtvBKCIiIiJyVWnlR0REREREnIKKHxERERERcQoqfkRERERExCmo+BEREREREaeg4kdERERERJyCih8REREREXEKKn4ciNVqZfTo0dStWxfDMNi7d291pyQiIiIicsNwqt/5mTZt2nWba+rUqZd9zvvvv096ejrZ2dmEhoZSv379a5CZiIiIiIhzcqrix9EVFBQQGBhI27Ztr9kcFRUVuLq6XrP4IiIiIiKOStveHERiYiKPPvooRUVFGIZBSEgIFosFs9mMyWTCw8ODqKgoVq1aZTunsrKSESNG2PrDw8OZP3/+BXH79u3LzJkzuemmmwgPD7/elyYiIiIi4hC08uMg5s+fT9OmTXn55ZfJzc3FxcUFs9nMG2+8weLFiwkLC2Pbtm0MHjwYf39/4uPjsVgsNGrUiHfffZd69eqxY8cORo8eTWBgIAkJCbbYmzdvxtfXlw8//LAar1BEREREpHqp+HEQtWvXxsfHBxcXFwICAigvL2fWrFlkZWURFxcHQGhoKNu3b2fJkiXEx8dTq1Ytu+eYTCYTO3fu5J133rErfry8vHj11Ve13U1EREREnJqKHweVn59PaWkpXbt2tWuvqKggOjradvy3v/2N119/naKiIk6dOkVFRQWtW7e2O6dly5YqfERERETE6an4cVAlJSUAZGZmEhQUZNfn5uYGwFtvvUVycjJpaWnExcXh4+PD888/z65du+zGe3l5XZ+kRUREREQcmIofBxUZGYmbmxtFRUXEx8dfdExOTg5t27ZlzJgxtraCgoLrlaKIiIiIyB+Kih8H5ePjQ3JyMklJSVgsFtq3b8/JkyfJycnB19eXoUOHEhYWRkZGBps2bcJkMrF8+XJyc3MxmUzVnb6IiIiIiMNR8ePAUlNT8ff3x2w2c+TIEfz8/IiJieGpp54C4MEHH+Szzz6jf//+GIbB/fffz5gxY9i4cWM1Zy4iIiIi4ngMq9Vqre4krqaysjIKCwsxmUy4u7tXdzoi142++yIiIiKXph85FRERERERp6DiR0REREREnIKKHxERERERcQoqfkRERERExCmo+BEREREREaeg4kdERERERJyCih8REREREXEKKn5ERERERMQpqPgRERERERGnoOLHgVitVkaPHk3dunUxDIO9e/des7lKS0u555578PX1xTAMTpw48ZvnHD169JrnJSIiIiJyrdSs7gSuK8O4fnNZrZd9yvvvv096ejrZ2dmEhoZSv379a5DYWcuWLeOjjz5ix44d1K9fn9q1a1+zuUREREREHIFzFT8OrqCggMDAQNq2bXvN5qioqMDV1ZWCggIiIiK45ZZbrtlcIiIiIiKORNveHERiYiKPPvooRUVFGIZBSEgIFosFs9mMyWTCw8ODqKgoVq1aZTunsrKSESNG2PrDw8OZP3/+BXH79u3LzJkzuemmmwgPD6dDhw6kpaWxbds2DMOgQ4cOABiGwbp16+zO9/PzIz09/RpfvYiIiIjItaeVHwcxf/58mjZtyssvv0xubi4uLi6YzWbeeOMNFi9eTFhYGNu2bWPw4MH4+/sTHx+PxWKhUaNGvPvuu9SrV48dO3YwevRoAgMDSUhIsMXevHkzvr6+fPjhhwAEBgYyefJkvvjiC9asWYOrq2t1XbaIiIiIyHWj4sdB1K5dGx8fH1xcXAgICKC8vJxZs2aRlZVFXFwcAKGhoWzfvp0lS5YQHx9PrVq1mDZtmi2GyWRi586dvPPOO3bFj5eXF6+++qpdkePp6YmrqysBAQHX7yJFRERERKqRih8HlZ+fT2lpKV27drVrr6ioIDo62nb8t7/9jddff52ioiJOnTpFRUUFrVu3tjunZcuWWt0REREREaen4sdBlZSUAJCZmUlQUJBdn5ubGwBvvfUWycnJpKWlERcXh4+PD88//zy7du2yG+/l5VWlOQ3DwPqLt9SdPn36Si9BRERERMShqPhxUJGRkbi5uVFUVER8fPxFx+Tk5NC2bVvGjBljaysoKLjiOf39/SkuLrYdHz58mNLS0iuOJyIiIiLiSFT8OCgfHx+Sk5NJSkrCYrHQvn17Tp48SU5ODr6+vgwdOpSwsDAyMjLYtGkTJpOJ5cuXk5ubi8lkuqI5O3XqxMKFC4mLi6OyspJJkyZRq1atq3xlIiIiIiLVQ8WPA0tNTcXf3x+z2cyRI0fw8/MjJiaGp556CoAHH3yQzz77jP79+2MYBvfffz9jxoxh48aNVzRfWloaw4YN44477uCmm25i/vz57Nmz52pekoiIiIhItTGsv3zI4w+urKyMwsJCTCYT7u7u1Z2OyHWj776IiIjIpelHTkVERERExCmo+BEREREREaeg4kdERERERJyCih8REREREXEKKn5ERERERMQpqPgRERERERGnoOJHREREREScgoofERERERFxCip+RERERETEKaj4cSBWq5XRo0dTt25dDMNg7969V32OxMRE+vbte1VjhoSEMG/evKsaU0RERETkaqtZ3QlcT8Y047rNZZ1qvexz3n//fdLT08nOziY0NJT69etf8fxHjx7FZDLx2Wef0bp1a1v7/PnzsVovP7dLyc3N5f+xd+fhNZ37//+fO4lIZBRCEkKikghNiKlCSQyt+VA9lGqJSh1FnbSIcz4tIpRyxNSeHjoloVrtKVU1VaioxhRBaoggEtHTtKFEpcSQ7N8fft3f7gZFyWC/Htfluqx13+u+32vbf/TV+15rOzg43NMxRURERETuNYsKPxVdVlYWnp6etG3b9r7N4eLics/HdHd3v+djioiIiIjca9r2VkFERETw4osvkpubi8FgwMfHh5KSEmbOnImvry/29vY0bdqUTz/91HTNuXPnGDx4MO7u7tjb2+Pn50d8fDwAvr6+AISEhGAwGAgPDzfN8+u2t7fffhsvLy9KSkrMaunTpw/PPfec6fjzzz+nefPm2NnZ0aBBA6ZOncq1a9dM7b/f9pabm0ufPn1wdHTE2dmZAQMG8OOPPwLXV6SsrKzYs2eP2Zzz58+nfv36pWoREREREblXFH4qiAULFhAbG0vdunXJy8sjNTWVmTNnsmTJEhYtWsShQ4d46aWXeOaZZ9i6dSsAkyZN4vDhw6xfv56MjAz+85//mLbK7d69G4BNmzaRl5fHypUrS83Zv39/fvrpJ7Zs2WI6d/bsWTZs2MDgwYMB2LZtG0OGDOHvf/87hw8fZvHixSQkJPDaa6/d8D5KSkro06cPZ8+eZevWrSQlJXHixAmeeuop4HpQ6tKliymk/So+Pp6IiAisrPSVFBEREZH7Q9veKggXFxecnJywtrbGw8ODy5cvM2PGDDZt2kRoaCgADRo04JtvvmHx4sWEhYWRm5tLSEgILVu2BK4Hi1/9uhWtRo0aeHh43HDO6tWr0717dz788EM6d+4MwKeffkrNmjXp2LEjAFOnTuUf//gHQ4cONdUwbdo0oqOjmTJlSqkxN2/ezIEDB8jOzsbb2xuAJUuW0KRJE1JTU2nVqhWRkZGMHDmSuXPnUrVqVfbu3cuBAwf4/PPP78EnKSIiIiJyY/rf7BXU8ePHuXjxIo899hiOjo6mP0uWLCErKwuAF154geXLl9OsWTOio6PZvn37Hc8zePBgVqxYweXLlwFYtmwZAwcONK3ApKenExsba1bD888/T15eHhcvXiw1XkZGBt7e3qbgA9C4cWNcXV3JyMgAoG/fvlhbW/PZZ58BkJCQQMeOHc3Cm4iIiIjIvaaVnwqqsLAQgLVr11KnTh2ztqpVqwLQvXt3Tp48ybp160hKSqJz586MHj2aOXPm3PY8vXv3xmg0snbtWlq1asW2bduYN2+eWR1Tp06lX79+pa61s7O7m1vD1taWIUOGEB8fT79+/fjwww9ZsGDBXY0lIiIiInK7FH4qqMaNG1O1alVyc3MJCwu7aT93d3eGDh3K0KFDad++PRMmTGDOnDnY2toCUFxcfMt57Ozs6NevH8uWLeP48eMEBATQvHlzU3vz5s3JzMykYcOGt1V3YGAgp06d4tSpU6bVn8OHD1NQUEDjxo1N/SIjI3n44Yd56623uHbt2g3DlYiIiIjIvaTwU0E5OTkxfvx4XnrpJUpKSnj00Uc5f/48KSkpODs7M3ToUCZPnkyLFi1o0qQJly9fZs2aNQQGBgJQq1Yt7O3t2bBhA3Xr1sXOzu6mr7kePHgwvXr14tChQzzzzDNmbZMnT6ZXr17Uq1ePv/71r1hZWZGens7BgweZPn16qbG6dOlCUFAQgwcPZv78+Vy7do1Ro0YRFhZmejYJroekNm3aMHHiRJ577jns7e3v4acnIiIiIlKanvmpwKZNm8akSZOYOXMmgYGBdOvWjbVr15peY21ra8s///lPgoOD6dChA9bW1ixfvhwAGxsbFi5cyOLFi/Hy8qJPnz43nadTp064ubmRmZnJ008/bdbWtWtX1qxZw8aNG2nVqhVt2rRh3rx51K9f/4ZjGQwGPv/8c6pXr06HDh3o0qULDRo04OOPPy7Vd/jw4Vy5csXstdoiIiIiIveLwWg0Gsu7iHupqKiI7OxsfH197/qZFLkznp6eTJs2jcjIyDu6btq0afz3v//l22+/vU+VWRZ990VERERuTdve5K5dvHiRlJQUfvzxR5o0aXLb1xUWFpKTk8Obb755w61zIiIiIiL3g7a9yV17++23GThwIFFRUabfIrodY8aMoUWLFoSHh2vLm4iIiIiUGW17E3lA6LsvIiIicmta+REREREREYug8CMiIiIiIhZB4UdERERERCyCwo+IiIiIiFgEhR8REREREbEICj8iIiIiImIRFH4qEKPRyIgRI3Bzc8NgMLB///7yLum2JSQk4Orq+of9wsPDiYqKui81+Pj4MH/+/PsytoiIiIhUfjblXUBZmjp1apnNNWXKlDu+ZsOGDSQkJJCcnEyDBg2oWbPmfajs/njqqafo0aPHH/ZbuXIlVapUMR37+PgQFRV13wKRiIiIiMivLCr8VHRZWVl4enrStm3bG7ZfuXIFW1vbMq7q9tjb22Nvb3/T9l9rd3NzK8OqRERERET+H217qyAiIiJ48cUXyc3NxWAw4OPjQ3h4OGPGjCEqKoqaNWvStWtXAA4ePEj37t1xdHSkdu3aPPvss5w5c8Y0VklJCTNnzsTX1xd7e3uaNm3Kp59+esv5T548Se/evalevToODg40adKEdevWAZCcnIzBYGDt2rUEBwdjZ2dHmzZtOHjwoOn63297i4mJoVmzZrz77rv4+vpiZ2cHmG97Cw8P5+TJk7z00ksYDAYMBoPp+m+++Yb27dtjb2+Pt7c3Y8eO5ZdffjG15+fn07t3b+zt7fH19WXZsmV398GLiIiIiMVQ+KkgFixYQGxsLHXr1iUvL4/U1FQAEhMTsbW1JSUlhUWLFlFQUECnTp0ICQlhz549bNiwgR9//JEBAwaYxpo5cyZLlixh0aJFHDp0iJdeeolnnnmGrVu33nT+0aNHc/nyZb7++msOHDjArFmzcHR0NOszYcIE4uLiSE1Nxd3dnd69e3P16tWbjnn8+HFWrFjBypUrb/j80sqVK6lbty6xsbHk5eWRl5cHXF8B69atG08++STffvstH3/8Md988w1jxowxXRsREcGpU6fYsmULn376KW+99Rb5+fm39VmLiIiIiGXStrcKwsXFBScnJ6ytrfHw8DCd9/PzY/bs2abj6dOnExISwowZM0zn3n//fby9vTl69Cj169dnxowZbNq0idDQUAAaNGjAN998w+LFiwkLC7vh/Lm5uTz55JMEBQWZrvm9KVOm8NhjjwHXQ1ndunX57LPPzILXb125coUlS5bg7u5+w3Y3Nzesra1xcnIyu+eZM2cyePBg0wqRn58fCxcuJCwsjP/85z/k5uayfv16du/eTatWrQB47733CAwMvOE8IiIiIiKg8FPhtWjRwuw4PT2dLVu2lFqVgesrJlevXuXixYumkPKrK1euEBISAkCTJk04efIkAO3bt2f9+vWMHTuWF154gY0bN9KlSxeefPJJgoODzcb4NUzB9eASEBBARkbGTWuvX7/+TYPPraSnp/Ptt9+abWUzGo2UlJSQnZ3N0aNHsbGxMftsGjVqdFtvmxMRERERy6XwU8E5ODiYHRcWFtK7d29mzZpVqq+np6fpOZy1a9dSp04ds/aqVasCsG7dOtN2tV9fUhAZGUnXrl1Zu3YtGzduZObMmcTFxfHiiy/es9pvV2FhIX/7298YO3ZsqbZ69epx9OjRu65JRERERCyXwk8l07x5c1asWIGPjw82NqX/+Ro3bkzVqlXJzc296Ra3+vXr3/C8t7c3I0eOZOTIkfzzn//knXfeMQs/O3fupF69egCcO3eOo0eP/umtZra2thQXF5uda968OYcPH6Zhw4Y3vKZRo0Zcu3aNtLQ007a3zMxMCgoK/lQtIiIiIvJg0wsPKpnRo0dz9uxZBg0aRGpqKllZWXz55ZcMGzaM4uJinJycGD9+PC+99BKJiYlkZWWxd+9e3njjDRITE286blRUFF9++SXZ2dns3buXLVu2lAo2sbGxbN68mYMHDxIREUHNmjXp27fvn7ofHx8fvv76a/73v/+Z3lg3ceJEtm/fzpgxY9i/fz/Hjh3j888/N73wICAggG7duvG3v/2NXbt2kZaWRmRk5C1ftS0iIiIiovBTyXh5eZGSkkJxcTGPP/44QUFBREVF4erqipXV9X/OadOmMWnSJGbOnElgYCDdunVj7dq1+Pr63nTc4uJiRo8eberv7+/PW2+9Zdbn9ddf5+9//zstWrTghx9+4IsvvvjTvzsUGxtLTk4ODz30kOn5oODgYLZu3crRo0dp3749ISEhTJ48GS8vL9N18fHxeHl5ERYWRr9+/RgxYgS1atX6U7WIiIiIyIPNYDQajeVdxL1UVFREdna22W/LyJ+TnJxMx44dOXfunF4qUIHpuy8iIiJya1r5ERERERERi6DwIyIiIiIiFkFve5M/FB4ezgO2O1JERERELJBWfkRERERExCIo/IiIiIiIiEVQ+BEREREREYug8CMiIiIiIhZB4UdERERERCyCwo+IiIiIiFgEhZ8KxGg0MmLECNzc3DAYDOzfv7/M5k5OTsZgMFBQUFBmc4qIiIiIlCXL+p0fg6Hs5rqL38XZsGEDCQkJJCcn06BBA2rWrHkfChMRERERsUyWFX4quKysLDw9PWnbtu0N269cuYKtrW0ZVyUiIiIi8mDQtrcKIiIighdffJHc3FwMBgM+Pj6Eh4czZswYoqKiqFmzJl27dgXg4MGDdO/eHUdHR2rXrs2zzz7LmTNnTGOVlJQwc+ZMfH19sbe3p2nTpnz66adm861btw5/f3/s7e3p2LEjOTk5pWpasWIFTZo0oWrVqvj4+BAXF2fW7uPjw/Tp0xkyZAiOjo7Ur1+f1atXc/r0afr06YOjoyPBwcHs2bPn3n9gIiIiIiJ3SOGngliwYAGxsbHUrVuXvLw8UlNTAUhMTMTW1paUlBQWLVpEQUEBnTp1IiQkhD179rBhwwZ+/PFHBgwYYBpr5syZLFmyhEWLFnHo0CFeeuklnnnmGbZu3QrAqVOn6NevH71792b//v1ERkbyj3/8w6yetLQ0BgwYwMCBAzlw4AAxMTFMmjSJhIQEs37z5s2jXbt27Nu3j549e/Lss88yZMgQnnnmGfbu3ctDDz3EkCFDMN7FNkARERERkXvJYHzA/qu0qKiI7OxsfH19sbOzM2+s4M/8zJ8/n/nz55tWYcLDw/n555/Zu3evqc/06dPZtm0bX375pencd999h7e3N5mZmdSvXx83Nzc2bdpEaGioqU9kZCQXL17kww8/5P/+7//4/PPPOXTokKn9H//4B7NmzeLcuXO4uroyePBgTp8+zcaNG019oqOjWbt2rek6Hx8f2rdvz9KlSwH44Ycf8PT0ZNKkScTGxgKwc+dOQkNDycvLw8PD444/E7l9t/zui4iIiIie+anoWrRoYXacnp7Oli1bcHR0LNU3KyuLq1evcvHiRR577DGztitXrhASEgJARkYGjzzyiFn7b4PSr3369Oljdq5du3bMnz+f4uJirK2tAQgODja1165dG4CgoKBS5/Lz8xV+RERERKRcKfxUcA4ODmbHhYWF9O7dm1mzZpXq6+npycGDBwFYu3YtderUMWuvWrXqPa+vSpUqpr8b/v+VtRudKykpuedzi4iIiIjcCYWfSqZ58+asWLECHx8fbGxK//M1btyYqlWrkpubS1hY2A3HCAwMZPXq1Wbndu7cWapPSkqK2bmUlBT8/f1Nqz4iIiIiIpWJXnhQyYwePZqzZ88yaNAgUlNTycrK4ssvv2TYsGEUFxfj5OTE+PHjeemll0hMTCQrK4u9e/fyxhtvkJiYCMDIkSM5duwYEyZMIDMzkw8//LDUiwzGjRvH5s2bmTZtGkePHiUxMZE333yT8ePHl8Ndi4iIiIj8eQo/lYyXlxcpKSkUFxfz+OOPExQURFRUFK6urlhZXf/nnDZtGpMmTWLmzJkEBgbSrVs31q5di6+vLwD16tVjxYoVrFq1iqZNm7Jo0SJmzJhhNk/z5s355JNPWL58OQ8//DCTJ08mNjaWiIiIsr5lEREREZF7wrLe9ibyANN3X0REROTWtPIjIiIiIiIWQeFHREREREQsgsKPiIiIiIhYBIUfERERERGxCAo/IiIiIiJiERR+RERERETEIij8iIiIiIiIRVD4ERERERERi6DwIyIiIiIiFkHhpwIxGo2MGDECNzc3DAYD+/fvv2E/g8HAqlWr7ns9Pj4+zJ8//570zcnJueU9iYiIiIjcbzblXUBZMkw1lNlcxinGO75mw4YNJCQkkJycTIMGDahZs+YN++Xl5VG9evU/W2KZ8vb2Ji8v76b3JCIiIiJyv1lU+KnosrKy8PT0pG3btjdsv3LlCra2tnh4eJRxZX+etbV1paxbRERERB4c2vZWQURERPDiiy+Sm5uLwWDAx8eH8PBwxowZQ1RUFDVr1qRr165A6W1vp06dYsCAAbi6uuLm5kafPn3IyckxG7tv377MmTMHT09PatSowejRo7l69aqpT35+Pr1798be3h5fX1+WLVtmVp/RaCQmJoZ69epRtWpVvLy8GDt2rFmfixcv8txzz+Hk5ES9evV4++23TW2/3/aWnJyMwWBg7dq1BAcHY2dnR5s2bTh48OA9+kRFRERERMwp/FQQCxYsIDY2lrp165KXl0dqaioAiYmJ2NrakpKSwqJFi0pdd/XqVbp27YqTkxPbtm0jJSUFR0dHunXrxpUrV0z9tmzZQlZWFlu2bCExMZGEhAQSEhJM7REREZw6dYotW7bw6aef8tZbb5Gfn29qX7FiBfPmzWPx4sUcO3aMVatWERQUZFZLXFwcLVu2ZN++fYwaNYoXXniBzMzMW973hAkTiIuLIzU1FXd3d3r37m0WykRERERE7hVte6sgXFxccHJyKrU9zM/Pj9mzZ9/0uo8//piSkhLeffddDIbrzzTFx8fj6upKcnIyjz/+OADVq1fnzTffxNramkaNGtGzZ082b97M888/z9GjR1m/fj27d++mVatWALz33nsEBgaa5snNzcXDw4MuXbpQpUoV6tWrR+vWrc1q6dGjB6NGjQJg4sSJzJs3jy1bthAQEHDT+qdMmcJjjz0GXA96devW5bPPPmPAgAF38vGJiIiIiPwhrfxUcC1atLhle3p6OsePH8fJyQlHR0ccHR1xc3OjqKiIrKwsU78mTZpgbW1tOvb09DSt7GRkZGBjY2M2V6NGjXB1dTUd9+/fn0uXLtGgQQOef/55PvvsM65du2ZWS3BwsOnvBoMBDw8Ps9WjGwkNDTX93c3NjYCAADIyMm55jYiIiIjI3dDKTwXn4OBwy/bCwkJatGhR6hkdAHd3d9Pfq1SpYtZmMBgoKSm57Tq8vb3JzMxk06ZNJCUlMWrUKP71r3+xdetW09h/dg4RERERkftJKz+VXPPmzTl27Bi1atWiYcOGZn9cXFxua4xGjRpx7do10tLSTOcyMzMpKCgw62dvb0/v3r1ZuHAhycnJ7NixgwMHDvyp+nfu3Gn6+7lz5zh69KjZdjsRERERkXtF4aeSGzx4MDVr1qRPnz5s27aN7OxskpOTGTt2LN99991tjREQEEC3bt3429/+xq5du0hLSyMyMhJ7e3tTn4SEBN577z0OHjzIiRMn+OCDD7C3t6d+/fp/qv7Y2Fg2b97MwYMHiYiIoGbNmvTt2/dPjSkiIiIiciMWte3tbn54tKKrVq0aX3/9NRMnTqRfv35cuHCBOnXq0LlzZ5ydnW97nPj4eCIjIwkLC6N27dpMnz6dSZMmmdpdXV15/fXXefnllykuLiYoKIgvvviCGjVq/Kn6X3/9df7+979z7NgxmjVrxhdffIGtre2fGlNERERE5EYMRqPxgUoERUVFZGdn4+vri52dXXmXIzeRnJxMx44dOXfunNmLFeTu6bsvIiIicmva9iYiIiIiIhZB4UdERERERCyCRT3zIxVHeHg4D9iOSxERERGp4LTyIyIiIiIiFkHhR0RERERELILCj4iIiIiIWASFHxERERERsQgKPyIiIiIiYhEUfkRERERExCIo/FQgRqORESNG4ObmhsFgYP/+/eVdUplKTk7GYDBQUFBQ3qWIiIiIyAPIon7nZ+rUqWU215QpU+74mg0bNpCQkEBycjINGjSgZs2a97yunJwcfH192bdvH82aNfvT4yUnJ9OxY0fOnTuHq6vrnx5PREREROR+sajwU9FlZWXh6elJ27Ztb9h+5coVbG1ty6SWspxLRERERKQsaNtbBREREcGLL75Ibm4uBoMBHx8fwsPDGTNmDFFRUdSsWZOuXbuSk5NTaktcQUEBBoOB5ORkAM6dO8fgwYNxd3fH3t4ePz8/4uPjAfD19QUgJCQEg8FAeHi4af6+ffvy2muv4eXlRUBAAABLly6lZcuWODk54eHhwdNPP01+fj5wfRWpY8eOAFSvXh2DwUBERAQAJSUlzJw5E19fX+zt7WnatCmffvqp2T2vW7cOf39/7O3t6dixIzk5OffhkxURERERuU4rPxXEggULeOihh3j77bdJTU3F2tqa/v37k5iYyAsvvEBKSsptjzVp0iQOHz7M+vXrqVmzJsePH+fSpUsA7N69m9atW7Np0yaaNGlitrqzefNmnJ2dSUpKMp27evUq06ZNIyAggPz8fF5++WUiIiJYt24d3t7erFixgieffJLMzEycnZ2xt7cHYObMmXzwwQcsWrQIPz8/vv76a5555hnc3d0JCwvj1KlT9OvXj9GjRzNixAj27NnDuHHj7tGnKSIiIiJSmsJPBeHi4oKTkxPW1tZ4eHiYzvv5+TF79mzT8e2sjuTm5hISEkLLli0B8PHxMbW5u7sDUKNGDbN5ABwcHHj33XfNAtFzzz1n+nuDBg1YuHAhrVq1orCwEEdHR9zc3ACoVauW6Zmfy5cvM2PGDDZt2kRoaKjp2m+++YbFixcTFhbGf/7zHx566CHi4uIACAgI4MCBA8yaNesP709ERCzkFX4AAQAASURBVERE5G4o/FRwLVq0uONrXnjhBZ588kn27t3L448/Tt++fW/6HNFvBQUFlXrOJy0tjZiYGNLT0zl37hwlJSXA9YDVuHHjG45z/PhxLl68yGOPPWZ2/sqVK4SEhACQkZHBI488Ytb+a1ASEREREbkfFH4qOAcHB7NjK6vrj2kZjUbTuatXr5r16d69OydPnmTdunUkJSXRuXNnRo8ezZw5c+5orl9++YWuXbvStWtXli1bhru7O7m5uXTt2pUrV67cdJzCwkIA1q5dS506dczaqlatessaRERERETuF73woJL5ddtaXl6e6dyNfg/I3d2doUOH8sEHHzB//nzefvttANPKTnFx8R/OdeTIEX766Sdef/112rdvT6NGjUwvO/jVjcZr3LgxVatWJTc3l4YNG5r98fb2BiAwMJDdu3ebjbVz584/rElERERE5G5p5aeSsbe3p02bNrz++uv4+vqSn5/Pq6++atZn8uTJtGjRgiZNmnD58mXWrFlDYGAgcP3ZHHt7ezZs2EDdunWxs7PDxcXlhnPVq1cPW1tb3njjDUaOHMnBgweZNm2aWZ/69etjMBhYs2YNPXr0wN7eHicnJ8aPH89LL71ESUkJjz76KOfPnyclJQVnZ2eGDh3KyJEjiYuLY8KECURGRpKWlkZCQsJ9+cxERERERAAwPmAuXbpkPHz4sPHSpUvlXcodmzdvnrF+/fqm47CwMOPf//73Uv0OHz5sDA0NNdrb2xubNWtm3LhxoxEwbtmyxWg0Go3Tpk0zBgYGGu3t7Y1ubm7GPn36GE+cOGG6/p133jF6e3sbraysjGFhYUaj0WgcOnSosU+fPqXm+vDDD40+Pj7GqlWrGkNDQ42rV682AsZ9+/aZ+sTGxho9PDyMBoPBOHToUKPRaDSWlJQY58+fbwwICDBWqVLF6O7ubuzatatx69atpuu++OILY8OGDY1Vq1Y1tm/f3vj+++8bAeO5c+fu8hO0bJX5uy8iIiJSFgxG428eHnkAFBUVkZ2dja+vL3Z2duVdjkiZ0XdfRERE5Nb0zI+IiIiIiFgEhR8REREREbEICj8iIiIiImIRFH5ERERERMQiKPyIiIiIiIhFUPgRERERERGLoPAjIiIiIiIWQeFHREREREQsgsKPiIiIiIhYBIWfCsRoNDJixAjc3NwwGAzs37+/vEu6a+Hh4URFRZV3GSIiIiIiJjblXUCZMhjKbi6j8Y4v2bBhAwkJCSQnJ9OgQQNq1qx5z8vKycnB19eXffv20axZsz89XnJyMh07duTcuXO4urqazq9cuZIqVar86fFFRERERO4Vywo/FVxWVhaenp60bdv2hu1XrlzB1ta2TGr5s3O5ubndw2pERERERP48bXurICIiInjxxRfJzc3FYDDg4+NDeHg4Y8aMISoqipo1a9K1a1dycnJKbYkrKCjAYDCQnJwMwLlz5xg8eDDu7u7Y29vj5+dHfHw8AL6+vgCEhIRgMBgIDw83zd+3b19ee+01vLy8CAgIAGDp0qW0bNkSJycnPDw8ePrpp8nPzweuryJ17NgRgOrVq2MwGIiIiABKb3s7d+4cQ4YMoXr16lSrVo3u3btz7NgxU3tCQgKurq58+eWXBAYG4ujoSLdu3cjLy7vXH7WIiIiIWCiFnwpiwYIFxMbGUrduXfLy8khNTQUgMTERW1tbUlJSWLRo0W2NNWnSJA4fPsz69evJyMjgP//5j2kL3e7duwHYtGkTeXl5rFy50nTd5s2byczMJCkpiTVr1gBw9epVpk2bRnp6OqtWrSInJ8cUcLy9vVmxYgUAmZmZ5OXlsWDBghvWFBERwZ49e1i9ejU7duzAaDTSo0cPrl69aupz8eJF5syZw9KlS/n666/Jzc1l/Pjxd/ApioiIiIjcnLa9VRAuLi44OTlhbW2Nh4eH6byfnx+zZ882Hefk5PzhWLm5uYSEhNCyZUsAfHx8TG3u7u4A1KhRw2weAAcHB959912z7W7PPfec6e8NGjRg4cKFtGrVisLCQhwdHU3b22rVqmX2zM9vHTt2jNWrV5OSkmLa0rds2TK8vb1ZtWoV/fv3B64HrUWLFvHQQw8BMGbMGGJjY//wfkVEREREbodWfiq4Fi1a3PE1L7zwAsuXL6dZs2ZER0ezffv227ouKCio1HM+aWlp9O7dm3r16uHk5ERYWBhwPWDdroyMDGxsbHjkkUdM52rUqEFAQAAZGRmmc9WqVTMFHwBPT0/TFjsRERERkT9L4aeCc3BwMDu2srr+T2b8zdvkfrt1DKB79+6cPHmSl156ie+//57OnTvf1vax38/1yy+/0LVrV5ydnVm2bBmpqal89tlnwPUXItxrv387nMFgMLtPEREREZE/Q+Gnkvl129pvXwRwo98Dcnd3Z+jQoXzwwQfMnz+ft99+G8C0slNcXPyHcx05coSffvqJ119/nfbt29OoUaNSKzG3M15gYCDXrl1j165dpnM//fQTmZmZNG7c+A/rEBERERG5FxR+Khl7e3vatGnD66+/TkZGBlu3buXVV1816zN58mQ+//xzjh8/zqFDh1izZg2BgYHA9Wdz7O3t2bBhAz/++CPnz5+/6Vz16tXD1taWN954gxMnTrB69WqmTZtm1qd+/foYDAbWrFnD6dOnKSwsLDWOn58fffr04fnnn+ebb74hPT2dZ555hjp16tCnT5978KmIiIiIiPwxywo/RmPZ/bmP3n//fa5du0aLFi2Iiopi+vTpZu22trb885//JDg4mA4dOmBtbc3y5csBsLGxYeHChSxevBgvL69bhg93d3cSEhL473//S+PGjXn99deZM2eOWZ86deowdepU/vGPf1C7dm3GjBlzw7Hi4+Np0aIFvXr1IjQ0FKPRyLp16/RDqCIiIiJSZgzGB+yhiqKiIrKzs/H19cXOzq68yxEpM/rui4iIiNyaZa38iIiIiIiIxVL4ERERERERi6DwIyIiIiIiFkHhR0RERERELILCj4iIiIiIWASFHxERERERsQgKPyIiIiIiYhEUfkRERERExCIo/IiIiIiIiEVQ+KlAjEYjI0aMwM3NDYPBwP79+//wGoPBwKpVq0zHR44coU2bNtjZ2dGsWTNycnLMxkpOTsZgMFBQUABAQkICrq6u9/xeREREREQqGpvyLqAsGaYaymwu4xTjHV+zYcMGEhISSE5OpkGDBtSsWfOOx5gyZQoODg5kZmbi6OiIq6sreXl5dzVWWQsPD6dZs2bMnz+/vEsRERERkQeQRYWfii4rKwtPT0/atm37p8bo2bMn9evXN53z8PC4F+WJiIiIiFRq2vZWQURERPDiiy+Sm5uLwWDAx8cHHx+fUqsgzZo1IyYm5oZjGAwG0tLSiI2NxWAwEBMTU2rb2x+JiYmhWbNmvP/++9SrVw9HR0dGjRpFcXExs2fPxsPDg1q1avHaa6+ZXVdQUEBkZCTu7u44OzvTqVMn0tPTS427dOlSfHx8cHFxYeDAgVy4cMF0/1u3bmXBggUYDAYMBgM5OTm3+/GJiIiIiPwhhZ8KYsGCBcTGxlK3bl3y8vJITU294zHy8vJo0qQJ48aNIy8vj/Hjx99VLVlZWaxfv54NGzbw0Ucf8d5779GzZ0++++47tm7dyqxZs3j11VfZtWuX6Zr+/fuTn5/P+vXrSUtLo3nz5nTu3JmzZ8+ajbtq1SrWrFnDmjVr2Lp1K6+//rrp/kNDQ3n++efJy8sjLy8Pb2/vu6pfRERERORGtO2tgnBxccHJyQlra+u73qbm4eGBjY0Njo6OpjHOnDlzx+OUlJTw/vvv4+TkROPGjenYsSOZmZmsW7cOKysrAgICmDVrFlu2bOGRRx7hm2++Yffu3eTn51O1alUA5syZw6pVq/j0008ZMWKEadyEhAScnJwAePbZZ9m8eTOvvfYaLi4u2NraUq1aNW3TExEREZH7QuFHSvHx8TEFFIDatWtjbW2NlZWV2bn8/HwA0tPTKSwspEaNGmbjXLp0iaysrJuO6+npaRpDREREROR+U/ipwKysrDAazd8ad/Xq1fs+b5UqVcyODQbDDc+VlJQAUFhYiKenJ8nJyaXG+u1rtG81hoiIiIjI/abwU4G5u7uTl5dnOv7555/Jzs4ux4purHnz5vzwww/Y2Njg4+Nz1+PY2tpSXFx87woTEREREfkNvfCgAuvUqRNLly5l27ZtHDhwgKFDh2JtbV3eZZXSpUsXQkND6du3Lxs3biQnJ4ft27fzyiuvsGfPntsex8fHh127dpGTk8OZM2e0KiQiIiIi95RFrfzczQ+Plqd//vOfZGdn06tXL1xcXJg2bVqFXPkxGAysW7eOV155hWHDhnH69Gk8PDzo0KEDtWvXvu1xxo8fz9ChQ2ncuDGXLl0iOzv7T60kiYiIiIj8lsH4+4dKKrmioiKys7Px9fXFzs6uvMsRKTP67ouIiIjcmra9iYiIiIiIRVD4ERERERERi6DwIyIiIiIiFkHhR0RERERELILCj4iIiIiIWASFHxERERERsQgKPyIiIiIiYhEUfkRERERExCIo/IiIiIiIiEVQ+JGbCg8PJyoqqrzLEBERERG5J2zKu4CyNHXq1DKba8qUKWU2l4iIiIiI/DGt/FRiV65cKe8S/rQH4R5EREREpHJQ+KlALly4wODBg3FwcMDT05N58+aZbT3z8fFh2rRpDBkyBGdnZ0aMGAHAxIkT8ff3p1q1ajRo0IBJkyZx9epV07gxMTE0a9aMpUuX4uPjg4uLCwMHDuTChQumPr/88gtDhgzB0dERT09P4uLiStV3+fJlxo8fT506dXBwcOCRRx4hOTm51Dy/NX/+fHx8fEzHERER9O3bl9deew0vLy8CAgL+/AcnIiIiInIbFH4qkJdffpmUlBRWr15NUlIS27ZtY+/evWZ95syZQ9OmTdm3bx+TJk0CwMnJiYSEBA4fPsyCBQt45513mDdvntl1WVlZrFq1ijVr1rBmzRq2bt3K66+/bmqfMGECW7du5fPPP2fjxo0kJyeXmnvMmDHs2LGD5cuX8+2339K/f3+6devGsWPH7ug+N2/eTGZmJklJSaxZs+aOrhURERERuVsW9cxPRXbhwgUSExP58MMP6dy5MwDx8fF4eXmZ9evUqRPjxo0zO/fqq6+a/u7j48P48eNZvnw50dHRpvMlJSUkJCTg5OQEwLPPPsvmzZt57bXXKCws5L333uODDz4wzZ2YmEjdunVN1+fm5hIfH09ubq6ppvHjx7Nhwwbi4+OZMWPGbd+rg4MD7777Lra2trd9jYiIiIjIn6XwU0GcOHGCq1ev0rp1a9M5FxeXUtvCWrZsWerajz/+mIULF5KVlUVhYSHXrl3D2dnZrI+Pj48p+AB4enqSn58PXF8VunLlCo888oip3c3NzWzuAwcOUFxcjL+/v9m4ly9fpkaNGnd0r0FBQQo+IiIiIlLmFH4qGQcHB7PjHTt2MHjwYKZOnUrXrl1xcXFh+fLlpZ7ZqVKlitmxwWCgpKTktuctLCzE2tqatLQ0rK2tzdocHR0BsLKywmg0mrX99tmjm92DiIiIiEhZUPipIBo0aECVKlVITU2lXr16AJw/f56jR4/SoUOHm163fft26tevzyuvvGI6d/LkyTua+6GHHqJKlSrs2rXLNPe5c+c4evQoYWFhAISEhFBcXEx+fj7t27e/4Tju7u788MMPGI1GDAYDAPv377+jWkRERERE7heFnwrCycmJoUOHMmHCBNzc3KhVqxZTpkzBysrKFCRuxM/Pj9zcXJYvX06rVq1Yu3Ytn3322R3N7ejoyPDhw5kwYQI1atSgVq1avPLKK1hZ/b/3Yfj7+zN48GCGDBlCXFwcISEhnD59ms2bNxMcHEzPnj0JDw/n9OnTzJ49m7/+9a9s2LCB9evXl9qCJyIiIiJSHiwq/FT0Hx6dO3cuI0eOpFevXjg7OxMdHc2pU6ews7O76TV/+ctfeOmllxgzZgyXL1+mZ8+eTJo0iZiYmDua+1//+heFhYX07t0bJycnxo0bx/nz5836xMfHM336dMaNG8f//vc/atasSZs2bejVqxcAgYGBvPXWW8yYMYNp06bx5JNPMn78eN5+++07/ixERERERO41g/H3D2lUckVFRWRnZ+Pr63vL0FAZ/PLLL9SpU4e4uDiGDx9e3uVIBfcgffdFRERE7geLWvmp6Pbt28eRI0do3bo158+fJzY2FoA+ffqUc2UiIiIiIpWfwk8FM2fOHDIzM7G1taVFixZs27aNmjVrlndZIiIiIiKVnsJPBRISEkJaWlp5lyEiIiIi8kCy+uMuIiIiIiIilZ/Cj4iIiIiIWASFHxERERERsQgKPyIiIiIiYhEUfkRERERExCIo/IiIiIiIiEWwrPBjMJTdnwfE22+/jbe3N1ZWVsyfP/+2rgkPDycqKuq+1iUiIiIicqcsK/xYqJiYGJo1a3bH1/3888+MGTOGiRMn8r///Y8RI0bc++JERERERMqIfuS0Erty5Qq2trb3bfzc3FyuXr1Kz5498fT0vG/ziIiIiIiUBa38VCAXLlxg8ODBODg44Onpybx588y2kPn4+DBt2jSGDBmCs7OzaSVm4sSJ+Pv7U61aNRo0aMCkSZO4evUqAAkJCUydOpX09HQMBgMGg4GEhAQACgoKiIyMxN3dHWdnZzp16kR6errpuqCgIAAaNGiAwWAgJyeHiIgI+vbta1Z3VFQU4eHh9/3zERERERH5M7TyU4G8/PLLpKSksHr1amrXrs3kyZPZu3ev2Za1OXPmMHnyZKZMmWI65+TkREJCAl5eXhw4cIDnn38eJycnoqOjeeqppzh48CAbNmxg06ZNALi4uADQv39/7O3tWb9+PS4uLixevJjOnTtz9OhRnnrqKby9venSpQu7d+/G29sbd3f3Mv08RERERETuJYWfCuLChQskJiby4Ycf0rlzZwDi4+Px8vIy69epUyfGjRtndu7VV181/d3Hx4fx48ezfPlyoqOjsbe3x9HRERsbGzw8PEz9vvnmG3bv3k1+fj5Vq1YFrgerVatW8emnnzJixAhq1KgBgLu7u9m1IiIiIiKVkcJPBXHixAmuXr1K69atTedcXFwICAgw69eyZctS13788ccsXLiQrKwsCgsLuXbtGs7OzrecLz09ncLCQlPA+dWlS5fIysr6E3ciIiIiIlIxKfxUMg4ODmbHO3bsYPDgwUydOpWuXbvi4uLC8uXLiYuLu+U4hYWFeHp6kpycXKrN1dX1ptdZWVlhNBrNzv36fJGIiIiISEWm8FNBNGjQgCpVqpCamkq9evUAOH/+PEePHqVDhw43vW779u3Ur1+fV155xXTu5MmTZn1sbW0pLi42O9e8eXN++OEHbGxs8PHxue063d3dOXjwoNm5/fv3U6VKldseQ0RERESkPOhtbxWEk5MTQ4cOZcKECWzZsoVDhw4xfPhwrKysMNziR1P9/PzIzc1l+fLlZGVlsXDhQj777DOzPj4+PmRnZ7N//37OnDnD5cuX6dKlC6GhofTt25eNGzeSk5PD9u3beeWVV9izZ89N5+vUqRN79uxhyZIlHDt2jClTppQKQyIiIiIiFZFlhR+jsez+3IW5c+cSGhpKr1696NKlC+3atSMwMBA7O7ubXvOXv/yFl156iTFjxtCsWTO2b9/OpEmTzPo8+eSTdOvWjY4dO+Lu7s5HH32EwWBg3bp1dOjQgWHDhuHv78/AgQM5efIktWvXvul8Xbt2ZdKkSURHR9OqVSsuXLjAkCFD7up+RURERETKksH4+wc4KrmioiKys7Px9fW9ZWioDH755Rfq1KlDXFwcw4cPL+9ypIJ7kL77IiIiIveDnvmpQPbt28eRI0do3bo158+fJzY2FoA+ffqUc2UiIiIiIpWfwk8FM2fOHDIzM7G1taVFixZs27aNmjVrlndZIiIiIiKVnsJPBRISEkJaWlp5lyEiIiIi8kCyrBceiIiIiIiIxVL4ERERERERi6DwIyIiIiIiFkHhR0RERERELILCj4iIiIiIWASFHwtmMBhYtWrVfRnbx8eH+fPn35exRURERETuhkW96tow1VBmcxmnGMtsrj8SExPDqlWr2L9/v9n5vLw8qlevDkBOTg6+vr7s27ePZs2alX2RIiIiIiL3mUWFnwfNlStXsLW1vevrPTw87mE1IiIiIiIVm7a9VSAXLlxg8ODBODg44Onpybx58wgPDycqKgq4vpVs2rRpDBkyBGdnZ0aMGAHAxIkT8ff3p1q1ajRo0IBJkyZx9epVABISEpg6dSrp6ekYDAYMBgMJCQmA+bY3X19f4PoPrRoMBsLDwwHM5v9V3759iYiIMB3n5+fTu3dv7O3t8fX1ZdmyZaXuraCggMjISNzd3XF2dqZTp06kp6ffmw9OREREROQ2aOWnAnn55ZdJSUlh9erV1K5dm8mTJ7N3716zbWhz5sxh8uTJTJkyxXTOycmJhIQEvLy8OHDgAM8//zxOTk5ER0fz1FNPcfDgQTZs2MCmTZsAcHFxKTX37t27ad26NZs2baJJkyZ3tKIUERHB999/z5YtW6hSpQpjx44lPz/frE///v2xt7dn/fr1uLi4sHjxYjp37szRo0dxc3O7w09KREREROTOKfxUEBcuXCAxMZEPP/yQzp07AxAfH4+Xl5dZv06dOjFu3Dizc6+++qrp7z4+PowfP57ly5cTHR2Nvb09jo6O2NjY3HKbm7u7OwA1atS4o+1wR48eZf369ezevZtWrVoB8N577xEYGGjq880337B7927y8/OpWrUqcD3ErVq1ik8//dS0giUiIiIicj8p/FQQJ06c4OrVq7Ru3dp0zsXFhYCAALN+LVu2LHXtxx9/zMKFC8nKyqKwsJBr167h7Ox832sGyMjIwMbGhhYtWpjONWrUCFdXV9Nxeno6hYWF1KhRw+zaS5cukZWVVSZ1ioiIiIgo/FQyDg4OZsc7duxg8ODBTJ06la5du+Li4sLy5cuJi4u7J/NZWVlhNJq/ue7X54luV2FhIZ6eniQnJ5dq+21IEhERERG5nxR+KogGDRpQpUoVUlNTqVevHgDnz5/n6NGjdOjQ4abXbd++nfr16/PKK6+Yzp08edKsj62tLcXFxbec/9dnfH7fz93dnby8PNNxcXExBw8epGPHjsD1VZ5r166RlpZm2vaWmZlJQUGB6ZrmzZvzww8/YGNjg4+Pzy3rEBERERG5X/S2twrCycmJoUOHMmHCBLZs2cKhQ4cYPnw4VlZWGAw3/30iPz8/cnNzWb58OVlZWSxcuJDPPvvMrI+Pjw/Z2dns37+fM2fOcPny5VLj1KpVC3t7ezZs2MCPP/7I+fPngevPGK1du5a1a9dy5MgRXnjhBbNgExAQQLdu3fjb3/7Grl27SEtLIzIyEnt7e1OfLl26EBoaSt++fdm4cSM5OTls376dV155hT179vzJT05ERERE5PYo/FQgc+fOJTQ0lF69etGlSxfatWtHYGAgdnZ2N73mL3/5Cy+99BJjxoyhWbNmbN++nUmTJpn1efLJJ+nWrRsdO3bE3d2djz76qNQ4NjY2LFy4kMWLF+Pl5UWfPn0AeO655xg6dChDhgwhLCyMBg0amFZ9fvXrixnCwsLo168fI0aMoFatWqZ2g8HAunXr6NChA8OGDcPf35+BAwdy8uRJateu/Wc+MhERERGR22Yw/v6BjkquqKiI7OxsfH19bxkaKoNffvmFOnXqEBcXx/Dhw8u7HKngHqTvvoiIiMj9oGd+KpB9+/Zx5MgRWrduzfnz54mNjQUwrcKIiIiIiMjdU/ipYObMmUNmZia2tra0aNGCbdu2UbNmzfIuS0RERESk0lP4qUBCQkJIS0sr7zJERERERB5IeuGBiIiIiIhYBIUfERERERGxCAo/IiIiIiJiERR+RERERETEIij8iIiIiIiIRVD4ERERERERi6DwU8nl5ORgMBjYv3//bV9jNBoZMWIEbm5ud3ytiIiIiEhlZVG/8zN16tQym2vKlCllMo+3tzd5eXl39EOoGzZsICEhgeTkZBo0aKAfURURERERi2BR4edBc+XKFWxtbfHw8Lij67KysvD09KRt27b3qTIRERERkYpH294qkAsXLjB48GAcHBzw9PRk3rx5hIeHExUVBYCPjw/Tpk1jyJAhODs7M2LEiBtuezt48CDdu3fH0dGR2rVr8+yzz3LmzBkAIiIiePHFF8nNzcVgMODj41P2NyoiIiIiUg4UfiqQl19+mZSUFFavXk1SUhLbtm1j7969Zn3mzJlD06ZN2bdvH5MmTSo1RkFBAZ06dSIkJIQ9e/awYcMGfvzxRwYMGADAggULiI2NpW7duuTl5ZGamlom9yYiIiIiUt607a2CuHDhAomJiXz44Yd07twZgPj4eLy8vMz6derUiXHjxpmOc3JyzNrffPNNQkJCmDFjhunc+++/j7e3N0ePHsXf3x8nJyesra3veLuciIiIiEhlpvBTQZw4cYKrV6/SunVr0zkXFxcCAgLM+rVs2fKW46Snp7NlyxYcHR1LtWVlZeHv739vChYRERERqWQUfioZBweHW7YXFhbSu3dvZs2aVarN09PzfpUlIiIiIlLhKfxUEA0aNKBKlSqkpqZSr149AM6fP8/Ro0fp0KHDbY/TvHlzVqxYgY+PDzY2+ucVEREREfmVXnhQQTg5OTF06FAmTJjAli1bOHToEMOHD8fKygqDwXDb44wePZqzZ88yaNAgUlNTycrK4ssvv2TYsGEUFxffxzsQEREREanYFH4qkLlz5xIaGkqvXr3o0qUL7dq1IzAwEDs7u9sew8vLi5SUFIqLi3n88ccJCgoiKioKV1dXrKz0zy0iIiIilstgNBqN5V3EvVRUVER2dja+vr53FBoqol9++YU6deoQFxfH8OHDy7scqeAepO++iIiIyP2gh0IqkH379nHkyBFat27N+fPniY2NBaBPnz7lXJmIiIiISOWn8FPBzJkzh8zMTGxtbWnRogXbtm2jZs2a5V2WiIiIiEilp/BTgYSEhJCWllbeZYiIiIiIPJD0BLyIiIiIiFgEhR8REREREbEICj8iIiIiImIRFH5ERERERMQiKPyIiIiIiIhFUPgRERERERGLoPBTgYSHhxMVFVXeZRAREUHfvn3LuwwRERERkXvKsn7nx2Aou7mMxrKb6x5bsGABxkpcv4iIiIjIjVhW+JHb4uLiUt4liIiIiIjcc9r2VsGUlJQQHR2Nm5sbHh4exMTEmNrmzp1LUFAQDg4OeHt7M2rUKAoLC03tCQkJuLq6smrVKvz8/LCzs6Nr166cOnXK1CcmJoZmzZqxePFivL29qVatGgMGDOD8+fOmPr/f9hYeHs7YsWNvWhdAQUEBkZGRuLu74+zsTKdOnUhPTze1p6en07FjR5ycnHB2dqZFixbs2bMHgJMnT9K7d2+qV6+Og4MDTZo0Yd26dffoExURERERuU7hp4JJTEzEwcGBXbt2MXv2bGJjY0lKSgLAysqKhQsXcujQIRITE/nqq6+Ijo42u/7ixYu89tprLFmyhJSUFAoKChg4cKBZn+PHj/PJJ5/wxRdfsGHDBvbt28eoUaPuui6A/v37k5+fz/r160lLS6N58+Z07tyZs2fPAjB48GDq1q1LamoqaWlp/OMf/6BKlSoAjB49msuXL/P1119z4MABZs2ahaOj45/+LEVEREREzBgfMJcuXTIePnzYeOnSpdKN15/EKZs/dyEsLMz46KOPmp1r1aqVceLEiTfs/9///tdYo0YN03F8fLwRMO7cudN0LiMjwwgYd+3aZTQajcYpU6YYra2tjd99952pz/r1641WVlbGvLw8o9FoNA4dOtTYp0+f265r27ZtRmdnZ2NRUZFZn4ceesi4ePFio9FoNDo5ORkTEhJueB9BQUHGmJiYG7bJ7bvld19EREREjFr5qWCCg4PNjj09PcnPzwdg06ZNdO7cmTp16uDk5MSzzz7LTz/9xMWLF039bWxsaNWqlem4UaNGuLq6kpGRYTpXr1496tSpYzoODQ2lpKSEzMzMu6orPT2dwsJCatSogaOjo+lPdnY2WVlZALz88stERkbSpUsXXn/9ddN5gLFjxzJ9+nTatWvHlClT+Pbbb2/78xIRERERuV0KPxXMr1vBfmUwGCgpKSEnJ4devXoRHBzMihUrSEtL49///jcAV65cKbe6AAoLC/H09GT//v1mfzIzM5kwYQJw/VmjQ4cO0bNnT7766isaN27MZ599BkBkZCQnTpzg2Wef5cCBA7Rs2ZI33njjvt+TiIiIiFgWhZ9KIi0tjZKSEuLi4mjTpg3+/v58//33pfpdu3bN9CIBgMzMTAoKCggMDDSdy83NNbt2586dWFlZERAQcFe1NW/enB9++AEbGxsaNmxo9qdmzZqmfv7+/rz00kts3LiRfv36ER8fb2rz9vZm5MiRrFy5knHjxvHOO+/cVS0iIiIiIjej8FNJNGzYkKtXr/LGG29w4sQJli5dyqJFi0r1q1KlCi+++CK7du0iLS2NiIgI2rRpQ+vWrU197OzsGDp0KOnp6Wzbto2xY8cyYMAAPDw87qq2Ll26EBoaSt++fdm4cSM5OTls376dV155hT179nDp0iXGjBlDcnIyJ0+eJCUlhdTUVFMgi4qK4ssvvyQ7O5u9e/eyZcsWs7AmIiIiInIvKPxUEk2bNmXu3LnMmjWLhx9+mGXLljFz5sxS/apVq8bEiRN5+umnadeuHY6Ojnz88cdmfRo2bEi/fv3o0aMHjz/+OMHBwbz11lt3XZvBYGDdunV06NCBYcOG4e/vz8CBAzl58iS1a9fG2tqan376iSFDhuDv78+AAQPo3r07U6dOBaC4uJjRo0cTGBhIt27d8Pf3/1P1iIiIiIjciMFoNBrLu4h7qaioiOzsbHx9fbGzsyvvcspUQkICUVFRFBQU3LRPTEwMq1atYv/+/WVWl5QNS/7ui4iIiNwOrfyIiIiIiIhFUPgRERERERGLoG1vIg8IffdFREREbk0rPyIiIiIiYhEUfkRERERExCIo/IiIiIiIiEVQ+BEREREREYug8CMiIiIiIhZB4UdERERERCyCwk8FEh4eTlRUVHmXISIiIiLyQLIp7wLKkmGqoczmMk55oH4+SURERESk0tPKj4iIiIiIWASFnwqmpKSE6Oho3Nzc8PDwICYmxtQ2d+5cgoKCcHBwwNvbm1GjRlFYWGhqT0hIwNXVlVWrVuHn54ednR1du3bl1KlTpj4xMTE0a9aMxYsX4+3tTbVq1RgwYADnz58H4Ouvv6ZKlSr88MMPZnVFRUXRvn37+3vzIiIiIiL3kcJPBZOYmIiDgwO7du1i9uzZxMbGkpSUBICVlRULFy7k0KFDJCYm8tVXXxEdHW12/cWLF3nttddYsmQJKSkpFBQUMHDgQLM+x48f55NPPuGLL75gw4YN7Nu3j1GjRgHQoUMHGjRowNKlS039r169yrJly3juuefu892LiIiIiNw/Cj8VTHBwMFOmTMHPz48hQ4bQsmVLNm/eDFxffenYsSM+Pj506tSJ6dOn88knn5hdf/XqVd58801CQ0Np0aIFiYmJbN++nd27d5v6FBUVsWTJEpo1a0aHDh144403WL58uWm1Z/jw4cTHx5v6f/HFFxQVFTFgwIAy+ARERERERO4PhZ8KJjg42OzY09OT/Px8ADZt2kTnzp2pU6cOTk5OPPvss/z0009cvHjR1N/GxoZWrVqZjhs1aoSrqysZGRmmc/Xq1aNOnTqm49DQUEpKSsjMzAQgIiKC48ePs3PnTuD6droBAwbg4OBw729YRERERKSMKPxUMFWqVDE7NhgMlJSUkJOTQ69evQgODmbFihWkpaXx73//G4ArV67c0xpq1apF7969iY+P58cff2T9+vXa8iYiIiIilZ5Fveq6MktLS6OkpIS4uDisrK5n1t9veQO4du0ae/bsoXXr1gBkZmZSUFBAYGCgqU9ubi7ff/89Xl5eAOzcuRMrKysCAgJMfSIjIxk0aBB169bloYceol27dvfz9kRERERE7jut/FQSDRs25OrVq7zxxhucOHGCpUuXsmjRolL9qlSpwosvvsiuXbtIS0sjIiKCNm3amMIQgJ2dHUOHDiU9PZ1t27YxduxYBgwYgIeHh6lP165dcXZ2Zvr06QwbNqxM7lFERERE5H5S+KkkmjZtyty5c5k1axYPP/wwy5YtY+bMmaX6VatWjYkTJ/L000/Trl07HB0d+fjjj836NGzYkH79+tGjRw8ef/xxgoODeeutt8z6WFlZERERQXFxMUOGDLmv9yYiIiIiUhYMRqPRWN5F3EtFRUVkZ2fj6+uLnZ1deZdTphISEoiKiqKgoOCmfWJiYli1ahX79+//w/GGDx/O6dOnWb169b0rUu4bS/7ui4iIiNwOPfMjpZw/f54DBw7w4YcfKviIiIiIyAND4UdK6dOnD7t372bkyJE89thj5V2OiIiIiMg9oW1vIg8IffdFREREbk0vPBAREREREYug8CMiIiIiIhZB4UdERERERCyCwo+IiIiIiFgEhR8REREREbEICj8iIiIiImIRFH4qkPDwcKKiosq7DBERERGRB5JF/cjp1KlTy2yuKVOmlNlcIiIiIiLyx7Ty8wArLi6mpKSkvMsQEREREakQFH4qmJKSEqKjo3Fzc8PDw4OYmBhT29y5cwkKCsLBwQFvb29GjRpFYWGhqT0hIQFXV1dWr15N48aNqVq1Krm5ufj4+DB9+nSGDBmCo6Mj9evXZ/Xq1Zw+fZo+ffrg6OhIcHAwe/bsMatlxYoVNGnShKpVq+Lj40NcXJxZu4+PDzNmzOC5557DycmJevXq8fbbb5vaO3XqxJgxY8yuOX36NLa2tmzevPkefmoiIiIiIn9M4aeCSUxMxMHBgV27djF79mxiY2NJSkoCwMrKioULF3Lo0CESExP56quviI6ONrv+4sWLzJo1i3fffZdDhw5Rq1YtAObNm0e7du3Yt28fPXv25Nlnn2XIkCE888wz7N27l4ceeoghQ4ZgNBoBSEtLY8CAAQwcOJADBw4QExPDpEmTSEhIMJsvLi6Oli1bsm/fPkaNGsULL7xAZmYmAJGRkXz44YdcvnzZ1P+DDz6gTp06dOrU6X59hCIiIiIiN2Qw/vpfuw+IoqIisrOz8fX1xc7Ozqytoj/zEx4eTnFxMdu2bTOda926NZ06deL1118v1f/TTz9l5MiRnDlzBri+8jNs2DD2799P06ZNTf18fHxo3749S5cuBeCHH37A09OTSZMmERsbC8DOnTsJDQ0lLy8PDw8PBg8ezOnTp9m4caNpnOjoaNauXcuhQ4duOK7RaMTDw4OpU6cycuRIioqK8PLyYtGiRQwYMACApk2b0q9fPz0TdR/c6rsvIiIiIlr5qXCCg4PNjj09PcnPzwdg06ZNdO7cmTp16uDk5MSzzz7LTz/9xMWLF039bW1tS43x+3Fr164NQFBQUKlzv86VkZFBu3btzMZo164dx44do7i4+IbjGgwGPDw8TGPY2dnx7LPP8v777wOwd+9eDh48SERExG1+GiIiIiIi947CTwVTpUoVs2ODwUBJSQk5OTn06tWL4OBgVqxYQVpaGv/+978BuHLliqm/vb09BoPhluP+2n6jc3f6goSb1furyMhIkpKS+O6774iPj6dTp07Ur1//juYQEREREbkXLOpV15VZWloaJSUlxMXFYWV1PbN+8skn922+wMBAUlJSzM6lpKTg7++PtbX1bY8TFBREy5Yteeedd/jwww95880373WpIiIiIiK3ReGnkmjYsCFXr17ljTfeoHfv3qSkpLBo0aL7Nt+4ceNo1aoV06ZN46mnnmLHjh28+eabvPXWW3c8VmRkJGPGjMHBwYEnnnjiPlQrIiIiIvLHtO2tkmjatClz585l1qxZPPzwwyxbtoyZM2fet/maN2/OJ598wvLly3n44YeZPHkysbGxd/W8zqBBg7CxsWHQoEF6EF9EREREyo1Fve1NykdOTg4PPfQQqampNG/evLzLeWDpuy8iIiJya9r2JvfN1atX+emnn3j11Vdp06aNgo+IiIiIlCtte5P7JiUlBU9PT1JTU+/r80kiIiIiIrdDKz9y34SHh/OA7aoUERERkUpMKz8iIiIiImIRFH5ERERERMQiKPyIiIiIiIhFUPgRERERERGLoPAjIiIiIiIWQeFHREREREQsgsJPBRIeHk5UVFR5lyEiIiIi8kCyrPBjMJTdn3KQkJCAq6trucwtIiIiIlLRWVb4ERERERERi6XwU8GUlJQQHR2Nm5sbHh4exMTEmNrmzp1LUFAQDg4OeHt7M2rUKAoLCwFITk5m2LBhnD9/HoPBgMFgMF17+fJlxo8fT506dXBwcOCRRx4hOTm57G9ORERERKQcKfxUMImJiTg4OLBr1y5mz55NbGwsSUlJAFhZWbFw4UIOHTpEYmIiX331FdHR0QC0bduW+fPn4+zsTF5eHnl5eYwfPx6AMWPGsGPHDpYvX863335L//796datG8eOHSu3+xQRERERKWsGo9FoLO8i7qWioiKys7Px9fXFzs7OvLEsn8W5i481PDyc4uJitm3bZjrXunVrOnXqxOuvv16q/6effsrIkSM5c+YMcP2Zn6ioKAoKCkx9cnNzadCgAbm5uXh5eZnOd+nShdatWzNjxow7rlMqplt+90VEREQEm/IuQMwFBwebHXt6epKfnw/Apk2bmDlzJkeOHOHnn3/m2rVrFBUVcfHiRapVq3bD8Q4cOEBxcTH+/v5m5y9fvkyNGjXuz02IiIiIiFRACj8VTJUqVcyODQYDJSUl5OTk0KtXL1544QVee+013Nzc+Oabbxg+fDhXrly5afgpLCzE2tqatLQ0rK2tzdocHR3v232IiIiIiFQ0Cj+VRFpaGiUlJcTFxWFldf1RrU8++cSsj62tLcXFxWbnQkJCKC4uJj8/n/bt25dZvSIiIiIiFY1eeFBJNGzYkKtXr/LGG29w4sQJli5dyqJFi8z6+Pj4UFhYyObNmzlz5gwXL17E39+fwYMHM2TIEFauXEl2dja7d+9m5syZrF27tpzuRkRERESk7Cn8VBJNmzZl7ty5zJo1i4cffphly5Yxc+ZMsz5t27Zl5MiRPPXUU7i7uzN79mwA4uPjGTJkCOPGjSMgIIC+ffuSmppKvXr1yuNWRERERETKhWW97U3kAabvvoiIiMitaeVHREREREQsgsKPiIiIiIhYBIUfERERERGxCAo/IiIiIiJiERR+RERERETEIij8iIiIiIiIRVD4ERERERERi6DwIyIiIiIiFkHhR0RERERELILCTwUSHh5OVFRUeZdxzyQkJODq6lreZYiIiIiIAGBT3gWUJcNUQ5nNZZxiLLO5/qycnBx8fX3Zt28fzZo1K+9yRERERETuC638WLgrV66UdwkiIiIiImVC4aeCKSkpITo6Gjc3Nzw8PIiJiTG1FRQUEBkZibu7O87OznTq1In09HRTe1ZWFn369KF27do4OjrSqlUrNm3aZDa+j48P06ZNY8iQITg7OzNixAh8fX0BCAkJwWAwEB4eDkBqaiqPPfYYNWvWxMXFhbCwMPbu3Ws2XkFBAX/729+oXbs2dnZ2PPzww6xZs8asz5dffklgYCCOjo5069aNvLw8s/Z3332XwMBA7OzsaNSoEW+99daf/RhFREREREpR+KlgEhMTcXBwYNeuXcyePZvY2FiSkpIA6N+/P/n5+axfv560tDSaN29O586dOXv2LACFhYX06NGDzZs3s2/fPrp160bv3r3Jzc01m2POnDk0bdqUffv2MWnSJHbv3g3Apk2byMvLY+XKlQBcuHCBoUOH8s0337Bz5078/Pzo0aMHFy5cAK4Hte7du5OSksIHH3zA4cOHef3117G2tjbNdfHiRebMmcPSpUv5+uuvyc3NZfz48ab2ZcuWMXnyZF577TUyMjKYMWMGkyZNIjEx8f59yCIiIiJikQxGo7HyPJxyG4qKisjOzsbX1xc7Ozuztor+zE94eDjFxcVs27bNdK5169Z06tSJXr160bNnT/Lz86lataqpvWHDhkRHRzNixIgbjvnwww8zcuRIxowZA1xf+QkJCeGzzz4z9bndZ35KSkpwdXXlww8/pFevXmzcuJHu3buTkZGBv79/qf4JCQkMGzaM48eP89BDDwHw1ltvERsbyw8//GCqf9q0aQwaNMh03fTp01m3bh3bt2+/jU9NfnWr776IiIiIWNgLDyqD4OBgs2NPT0/y8/NJT0+nsLCQGjVqmLVfunSJrKws4PrKT0xMDGvXriUvL49r165x6dKlUis/LVu2vK1afvzxR1599VWSk5PJz8+nuLiYixcvmsbbv38/devWvWHw+VW1atVMwee39wPwyy+/kJWVxfDhw3n++edNfa5du4aLi8tt1SgiIiIicrsUfiqYKlWqmB0bDAZKSkooLCzE09OT5OTkUtf8+jrp8ePHk5SUxJw5c2jYsCH29vb89a9/LfVSAwcHh9uqZejQofz0008sWLCA+vXrU7VqVUJDQ03j2dvb39X9/LrYWFhYCMA777zDI488Ytbvt1vnRERERETuBYWfSqJ58+b88MMP2NjY4OPjc8M+KSkpRERE8MQTTwDXw0VOTs4fjm1rawtAcXFxqfHeeustevToAcCpU6c4c+aMqT04OJjvvvuOo0eP3nL152Zq166Nl5cXJ06cYPDgwXd8vYiIiIjInVD4qSS6dOlCaGgoffv2Zfbs2fj7+/P999+zdu1annjiCVq2bImfnx8rV66kd+/eGAwGJk2aRElJyR+OXatWLezt7dmwYQN169bFzs4OFxcX/Pz8WLp0KS1btuTnn39mwoQJZqs9YWFhdOjQgSeffJK5c+fSsGFDjhw5gsFgoFu3brd1X1OnTmXs2LG4uLjQrVs3Ll++zJ49ezh37hwvv/zyXX9eIiIiIiK/p7e9VRIGg4F169bRoUMHhg0bhr+/PwMHDuTkyZPUrl0bgLlz51K9enXatm1L79696dq1K82bN//DsW1sbFi4cCGLFy/Gy8uLPn36APDee+9x7tw5mjdvzrPPPsvYsWOpVauW2bUrVqygVatWDBo0iMaNGxMdHV1qBelWIiMjeffdd4mPjycoKIiwsDASEhJMr98WEREREblXLOptbyIPMn33RURERG5NKz8iIiIiImIRFH5ERERERMQiKPyIiIiIiIhFUPgRERERERGLoPAjIiIiIiIWQeFHREREREQsgsKPiIiIiIhYBIUfERERERGxCAo/IiIiIiJiERR+KpDw8HCioqLKuwyTiIgI+vbtWy5z5+TkYDAY2L9/f7nMLyIiIiIPHpvyLqAsTZ06tczmmjJlSpnN9Wfl5OTg6+vLvn37aNasWXmXIyIiIiJyX2jlx8JduXKlQo8nIiIiInKvKPxUMCUlJURHR+Pm5oaHhwcxMTGmtoKCAiIjI3F3d8fZ2ZlOnTqRnp5uas/KyqJPnz7Url0bR0dHWrVqxaZNm8zG9/HxYdq0aQwZMgRnZ2dGjBiBr68vACEhIRgMBsLDw82umTp1qmnOkSNHmgWc8PBwxowZQ1RUFDVr1qRr164AHDx4kO7du+Po6Ejt2rV59tlnOXPmjOm6DRs28Oijj+Lq6kqNGjXo1asXWVlZN/1ciouLee6552jUqBG5ubl3/LmKiIiIiCj8VDCJiYk4ODiwa9cuZs+eTWxsLElJSQD079+f/Px81q9fT1paGs2bN6dz586cPXsWgMLCQnr06MHmzZvZt28f3bp1o3fv3qXCwpw5c2jatCn79u1j0qRJ7N69G4BNmzaRl5fHypUrTX03b95MRkYGycnJfPTRR6xcubLU9sHExERsbW1JSUlh0aJFFBQU0KlTJ0JCQtizZw8bNmzgxx9/ZMCAAaZrfvnlF15++WX27NnD5s2bsbKy4oknnqCkpKTUZ3L58mX69+/P/v372bZtG/Xq1bs3H7aIiIiIWBSD0Wg0lncR91JRURHZ2dn4+vpiZ2dn1lbRn/kJDw+nuLiYbdu2mc61bt2aTp060atXL3r27El+fj5Vq1Y1tTds2JDo6GhGjBhxwzEffvhhRo4cyZgxY4DrKz8hISF89tlnpj43e+YnIiKCL774glOnTlGtWjUAFi1axIQJEzh//jxWVlaEh4fz888/s3fvXtN106dPZ9u2bXz55Zemc9999x3e3t5kZmbi7+9fqs4zZ87g7u7OgQMHePjhh001bdu2jZiYGC5fvsyaNWtwcXG5w0/Vctzquy8iIiIiWvmpcIKDg82OPT09yc/PJz09ncLCQmrUqIGjo6PpT3Z2tmm7WGFhIePHjycwMBBXV1ccHR3JyMgotfLTsmXL266nadOmpuADEBoaSmFhIadOnTKda9Gihdk16enpbNmyxazORo0aAZhqPXbsGIMGDaJBgwY4Ozvj4+MDUKrWQYMG8csvv7Bx40YFHxERERH5UyzqbW+VQZUqVcyODQYDJSUlFBYW4unpSXJycqlrXF1dARg/fjxJSUnMmTOHhg0bYm9vz1//+tdSLyFwcHC4pzX/frzCwkJ69+7NrFmzSvX19PQEoHfv3tSvX5933nkHLy8vSkpKePjhh0vV2qNHDz744AN27NhBp06d7mndIiIiImJZFH4qiebNm/PDDz9gY2NjWiX5vZSUFCIiInjiiSeA6yEkJyfnD8e2tbUFrr9U4PfS09O5dOkS9vb2AOzcuRNHR0e8vb1vWeuKFSvw8fHBxqb0V+ynn34iMzOTd955h/bt2wPwzTff3HCsF154gYcffpi//OUvrF27lrCwsD+8HxERERGRG9G2t0qiS5cuhIaG0rdvXzZu3EhOTg7bt2/nlVdeYc+ePQD4+fmxcuVK9u/fT3p6Ok8//fQNXyDwe7Vq1cLe3t70YoLz58+b2q5cucLw4cM5fPgw69atY8qUKYwZMwYrq5t/dUaPHs3Zs2cZNGgQqampZGVl8eWXXzJs2DCKi4upXr06NWrU4O233+b48eN89dVXvPzyyzcd78UXX2T69On06tXrpiFJREREROSPKPxUEgaDgXXr1tGhQweGDRuGv78/AwcO5OTJk9SuXRuAuXPnUr16ddq2bUvv3r3p2rUrzZs3/8OxbWxsWLhwIYsXL8bLy4s+ffqY2jp37oyfnx8dOnTgqaee4i9/+YvZ67dvxMvLi5SUFIqLi3n88ccJCgoiKioKV1dXrKyssLKyYvny5aSlpfHwww/z0ksv8a9//euWY0ZFRTF16lR69OjB9u3b//gDExERERH5HYt625vIg0zffREREZFb08qPiIiIiIhYBIUfERERERGxCAo/IiIiIiJiERR+RERERETEIij8iIiIiIiIRVD4ERERERERi6DwIyIiIiIiFkHhR0RERERELILCj4iIiIiIWASFnwokPDycqKio8i6jUoiIiKBv377lXYaIiIiIVCI25V1AmTIYym4uo7Hs5vqTcnJy8PX1Zd++fTRr1qy8y7ktCxYswFiJPmMRERERKX+WFX6klCtXrpTr3La2tnd1rYuLyz2uRkREREQedNr2VsGUlJQQHR2Nm5sbHh4exMTEmNoKCgqIjIzE3d0dZ2dnOnXqRHp6uqk9KyuLPn36ULt2bRwdHWnVqhWbNm0yG9/Hx4dp06YxZMgQnJ2dGTFiBL6+vgCEhIRgMBgIDw/n4MGDWFlZcfr0aQDOnj2LlZUVAwcONI01ffp0Hn30UQCKi4sZPnw4vr6+2NvbExAQwIIFC8zm/nWr2muvvYaXlxcBAQHk5ORgMBj45JNPaN++Pfb29rRq1YqjR4+SmppKy5YtcXR0pHv37qZafjvWr8LDwxk7duxNPzuAI0eO8Oijj2JnZ0fjxo3ZtGkTBoOBVatW3fG/k4iIiIhUPgo/FUxiYiIODg7s2rWL2bNnExsbS1JSEgD9+/cnPz+f9evXk5aWRvPmzencuTNnz54FoLCwkB49erB582b27dtHt27d6N27N7m5uWZzzJkzh6ZNm7Jv3z4mTZrE7t27Adi0aRN5eXmsXLmSJk2aUKNGDbZu3QrAtm3bzI4Btm7dSnh4OHA9tNWtW5f//ve/HD58mMmTJ/N///d/fPLJJ2Zzb968mczMTJKSklizZo3p/JQpU3j11VfZu3cvNjY2PP3000RHR7NgwQK2bdvG8ePHmTx58l1/dsXFxfTt25dq1aqxa9cu3n77bV555ZU7/ecRERERkcrM+IC5dOmS8fDhw8ZLly6Vbrz+JE7Z/LkLYWFhxkcffdTsXKtWrYwTJ040btu2zejs7GwsKioya3/ooYeMixcvvumYTZo0Mb7xxhum4/r16xv79u1r1ic7O9sIGPft22d2vl+/fsbRo0cbjUajMSoqyjhhwgRj9erVjRkZGcYrV64Yq1WrZty4ceNN5x49erTxySefNB0PHTrUWLt2bePly5dLzf3uu++azn300UdGwLh582bTuZkzZxoDAgLMxurTp4/p+FafndFoNK5fv95oY2NjzMvLM7UnJSUZAeNnn31203uoTG753RcRERERo575qWCCg4PNjj09PcnPzyc9PZ3CwkJq1Khh1n7p0iWysrKA6ys/MTExrF27lry8PK5du8alS5dKrfy0bNnytmoJCwvj7bffBq6v8syYMYOjR4+SnJzM2bNnuXr1Ku3atTP1//e//837779Pbm4uly5d4sqVK6VeoBAUFHTD53x+e9+1a9c29f3tufz8/FvWe7PPDiAzMxNvb288PDxM7a1bt77leCIiIiLyYFH4qWCqVKlidmwwGCgpKaGwsBBPT0+Sk5NLXePq6grA+PHjSUpKYs6cOTRs2BB7e3v++te/lnqpgYODw23V8uurt48dO8bhw4d59NFHOXLkCMnJyZw7d46WLVtSrVo1AJYvX8748eOJi4sjNDQUJycn/vWvf7Fr167bmvu39234/9/K9/tzJSUlt6z3Zp+diIiIiAgo/FQazZs354cffsDGxgYfH58b9klJSSEiIoInnngCuL4SlJOT84dj/7oSU1xcbHY+KCiI6tWrM336dJo1a4ajoyPh4eHMmjWLc+fOmZ73+XXutm3bMmrUKNO5X1ekKoKAgABOnTrFjz/+aFpZSk1NLeeqRERERKQs6YUHlUSXLl0IDQ2lb9++bNy4kZycHLZv384rr7zCnj17APDz82PlypXs37+f9PR0nn766dta+ahVqxb29vZs2LCBH3/8kfPnzwPXV046dOjAsmXLTEEnODiYy5cvs3nzZsLCwkxj+Pn5sWfPHr788kuOHj3KpEmTKlS4eOyxx3jooYcYOnQo3377LSkpKbz66qvA/1tpEhEREZEHm8JPJWEwGFi3bh0dOnRg2LBh+Pv7M3DgQE6ePGlayZg7dy7Vq1enbdu29O7dm65du9K8efM/HNvGxoaFCxeyePFivLy86NOnj6ktLCyM4uJiU/ixsrKiQ4cOGAwGs+d9/va3v9GvXz+eeuopHnnkEX766SezVaDyZm1tzapVqygsLKRVq1ZERkaa3vZmZ2dXztWJiIiISFkwGI1GY3kXcS8VFRWRnZ2Nr6+v/qNWbiklJYVHH32U48eP89BDD5V3OX+avvsiIiIit6ZnfsRifPbZZzg6OuLn58fx48f5+9//Trt27R6I4CMiIiIif0zhRyzGhQsXmDhxIrm5udSsWZMuXboQFxdX3mWJiIiISBnRtjeRB4S++yIiIiK3phceiIiIiIiIRVD4ERERERERi6DwIyIiIiIiFkHhR0RERERELILCj4iIiIiIWASFHxERERERsQgKPxVIeHg4UVFRd319TEwMzZo1K9M5RUREREQqC4v6kVPDVEOZzWWc8kD9fJKIiIiISKWnlR8REREREbEICj8VTElJCdHR0bi5ueHh4UFMTIypraCggMjISNzd3XF2dqZTp06kp6ffdKyIiAj69u3L1KlTTdeMHDmSK1eu3PSay5cvM378eOrUqYODgwOPPPIIycnJpvaTJ0/Su3dvqlevjoODA02aNGHdunUAnDt3jsGDB+Pu7o69vT1+fn7Ex8cDkJOTg8FgYOXKlXTs2JFq1arRtGlTduzYYTb/N998Q/v27bG3t8fb25uxY8fyyy+/mNrfeust/Pz8sLOzo3bt2vz1r381tX366acEBQVhb29PjRo16NKli9m1IiIiImLZFH4qmMTERBwcHNi1axezZ88mNjaWpKQkAPr3709+fj7r168nLS2N5s2b07lzZ86ePXvT8TZv3kxGRgbJycl89NFHrFy5kqlTp960/5gxY9ixYwfLly/n22+/pX///nTr1o1jx44BMHr0aC5fvszXX3/NgQMHmDVrFo6OjgBMmjSJw4cPs379ejIyMvjPf/5DzZo1zcZ/5ZVXGD9+PPv378ff359BgwZx7do1ALKysujWrRtPPvkk3377LR9//DHffPMNY8aMAWDPnj2MHTuW2NhYMjMz2bBhAx06dAAgLy+PQYMG8dxzz5nut1+/fhiN2n4oIiIiItdZ1DM/lUFwcDBTpkwBwM/PjzfffJPNmzdjb2/P7t27yc/Pp2rVqgDMmTOHVatW8emnnzJixIgbjmdra8v7779PtWrVaNKkCbGxsUyYMIFp06ZhZWWefXNzc4mPjyc3NxcvLy8Axo8fz4YNG4iPj2fGjBnk5uby5JNPEhQUBECDBg3Mrg8JCaFly5YA+Pj4lKpn/Pjx9OzZE4CpU6fSpEkTjh8/TqNGjZg5cyaDBw82vYDBz8+PhQsXEhYWxn/+8x9yc3NxcHCgV69eODk5Ub9+fUJCQoDr4efatWv069eP+vXrA5hqFBEREREBhZ8KJzg42OzY09OT/Px80tPTKSwspEaNGmbtly5dIisr66bjNW3alGrVqpmOQ0NDKSws5NSpU6aQ8KsDBw5QXFyMv7+/2fnLly+b5h07diwvvPACGzdupEuXLjz55JOmml944QWefPJJ9u7dy+OPP07fvn1p27btTe/P09MTgPz8fBo1akR6ejrffvsty5YtM/UxGo2UlJSQnZ3NY489Rv369WnQoAHdunWjW7duPPHEE6YtdJ07dyYoKIiuXbvy+OOP89e//pXq1avf9LMREREREcui8FPBVKlSxezYYDBQUlJCYWEhnp6eZs/f/MrV1fWezF1YWIi1tTVpaWlYW1ubtf26tS0yMpKuXbuydu1aNm7cyMyZM4mLi+PFF1+ke/funDx5knXr1pGUlETnzp0ZPXo0c+bMueH9GQzX375XUlJimv9vf/sbY8eOLVVbvXr1sLW1Ze/evSQnJ7Nx40YmT55MTEwMqampuLq6kpSUxPbt29m4cSNvvPEGr7zyCrt27cLX1/eefD4iIiIiUrnpmZ9Konnz5vzwww/Y2NjQsGFDsz+/f67mt9LT07l06ZLpeOfOnTg6OuLt7V2qb0hICMXFxeTn55eaw8PDw9TP29ubkSNHsnLlSsaNG8c777xjanN3d2fo0KF88MEHzJ8/n7fffvuO7vHw4cOl5m7YsCG2trYA2NjY0KVLF2bPns23335LTk4OX331FXA9TLVr146pU6eyb98+bG1t+eyzz257fhERERF5sGnlp5Lo0qULoaGh9O3bl9mzZ+Pv78/333/P2rVreeKJJ0zP2fzelStXGD58OK+++io5OTlMmTKFMWPGlHreB8Df35/BgwczZMgQ4uLiCAkJ4fTp02zevJng4GB69uxJVFQU3bt3x9/fn3PnzrFlyxYCAwMBmDx5Mi1atKBJkyZcvnyZNWvWmNpux8SJE2nTpg1jxowhMjISBwcHDh8+TFJSEm+++SZr1qzhxIkTdOjQgerVq7Nu3TpKSkoICAhg165dbN68mccff5xatWqxa9cuTp8+fUfzi4iIiMiDTeGnkjAYDKxbt45XXnmFYcOGcfr0aTw8POjQoQO1a9e+6XWdO3fGz8+PDh06cPnyZQYNGmT2+uzfi4+PZ/r06YwbN47//e9/1KxZkzZt2tCrVy8AiouLGT16NN999x3Ozs5069aNefPmAddfrvDPf/6TnJwc7O3tad++PcuXL7/tewwODmbr1q288sortG/fHqPRyEMPPcRTTz0FXN/et3LlSmJiYigqKsLPz4+PPvqIJk2akJGRwddff838+fP5+eefqV+/PnFxcXTv3v225xcRERGRB5vB+IC9C7ioqIjs7Gx8fX2xs7Mr73LKVUREBAUFBaxataq8S5EyoO++iIiIyK3pmR8REREREbEICj8iIiIiImIR9MzPAywhIaG8SxARERERqTC08iMiIiIiIhZB4UdERERERCyCwo+IiIiIiFgEhR8REREREbEICj8iIiIiImIRFH5ERERERMQiKPxUIOHh4URFRZV3GSIiIiIiDySL+p2fqVOnltlcU6ZMKbO5RERERETkj2nlR0RERERELILCTwVTUlJCdHQ0bm5ueHh4EBMTY2rLzc2lT58+ODo64uzszIABA/jxxx9N7TExMTRr1ozFixfj7e1NtWrVGDBgAOfPnzeb49133yUwMBA7OzsaNWrEW2+9VVa3JyIiIiJSbhR+KpjExEQcHBzYtWsXs2fPJjY2lqSkJEpKSujTpw9nz55l69atJCUlceLECZ566imz648fP84nn3zCF198wYYNG9i3bx+jRo0ytS9btozJkyfz2muvkZGRwYwZM5g0aRKJiYllfasiIiIiImXKop75qQyCg4NNzwv5+fnx5ptvsnnzZgAOHDhAdnY23t7eACxZsoQmTZqQmppKq1atACgqKmLJkiXUqVMHgDfeeIOePXsSFxeHh4cHU6ZMIS4ujn79+gHg6+vL4cOHWbx4MUOHDi3r2xURERERKTMKPxVMcHCw2bGnpyf5+flkZGTg7e1tCj4AjRs3xtXVlYyMDFP4qVevnin4AISGhlJSUkJmZiZOTk5kZWUxfPhwnn/+eVOfa9eu4eLicp/vTERERESkfCn8VDBVqlQxOzYYDJSUlNyTsQsLCwF45513eOSRR8zarK2t78kcIiIiIiIVlcJPJREYGMipU6c4deqUafXn8OHDFBQU0LhxY1O/3Nxcvv/+e7y8vADYuXMnVlZWBAQEULt2bby8vDhx4gSDBw8ul/sQERERESkvCj+VRJcuXQgKCmLw4MHMnz+fa9euMWrUKMLCwmjZsqWpn52dHUOHDmXOnDn8/PPPjB07lgEDBuDh4QFc/62jsWPH4uLiQrdu3bh8+TJ79uzh3LlzvPzyy+V1eyIiIiIi953e9lZJGAwGPv/8c6pXr06HDh3o0qULDRo04OOPPzbr17BhQ/r160ePHj14/PHHCQ4ONnuVdWRkJO+++y7x8fEEBQURFhZGQkICvr6+ZX1LIiIiIiJlymA0Go3lXcS9VFRURHZ2Nr6+vtjZ2ZV3OWUqJiaGVatWsX///vIuRcqBJX/3RURERG6HVn5ERERERMQiKPyIiIiIiIhF0LY3kQeEvvsiIiIit6aVHxERERERsQgKPyIiIiIiYhEUfkRERERExCIo/IiIiIiIiEVQ+BEREREREYug8CMiIiIiIhZB4acCCQ8PJyoqqrzL4MiRI7Rp0wY7OzuaNWt2W9ckJCTg6up6X+sSEREREfkzbMq7gDJlMJTdXJX455OmTJmCg4MDmZmZODo6lnc5IiIiIiL3hGWFH7ktWVlZ9OzZk/r165d3KSIiIiIi94y2vVUwJSUlREdH4+bmhoeHBzExMaa23Nxc+vTpg6OjI87OzgwYMIAff/zR1B4TE0OzZs1YvHgx3t7eVKtWjQEDBnD+/HmzOd59910CAwOxs7OjUaNGvPXWW6Y2g8FAWloasbGxGAwGYmJiSE5OxmAwUFBQYOq3f/9+DAYDOTk59+ujEBERERG5pxR+KpjExEQcHBzYtWsXs2fPJjY2lqSkJEpKSujTpw9nz55l69atJCUlceLECZ566imz648fP84nn3zCF198wYYNG9i3bx+jRo0ytS9btozJkyfz2muvkZGRwYwZM5g0aRKJiYkA5OXl0aRJE8aNG0deXh7jx48v0/sXEREREblftO2tggkODmbKlCkA+Pn58eabb7J582YADhw4QHZ2Nt7e3gAsWbKEJk2akJqaSqtWrQAoKipiyZIl1KlTB4A33niDnj17EhcXh4eHB1OmTCEuLo5+/foB4Ovry+HDh1m8eDFDhw7Fw8MDGxsbHB0d8fDwKOvbFxERERG5bxR+Kpjg4GCzY09PT/Lz88nIyMDb29sUfAAaN26Mq6srGRkZpvBTr149U/ABCA0NpaSkhMzMTJycnMjKymL48OE8//zzpj7Xrl3DxcXlPt+ZiIiIiEj5UvipYKpUqWJ2bDAYKCkpuSdjFxYWAvDOO+/wyCOPmLVZW1vf9Dorq+u7I42/eYPd1atX70lNIiIiIiJlReGnkggMDOTUqVOcOnXKtPpz+PBhCgoKaNy4salfbm4u33//PV5eXgDs3LkTKysrAgICqF27Nl5eXpw4cYLBgwff9tzu7u7A9eeBqlevDlx/4YGIiIiISGWi8FNJdOnShaCgIAYPHsz8+fO5du0ao0aNIiwsjJYtW5r62dnZMXToUObMmcPPP//M2LFjGTBggOn5nalTpzJ27FhcXFzo1q0bly9fZs+ePZw7d46XX375hnM3bNgQb29vYmJieO211zh69ChxcXFlct8iIiIiIveK3vZWSRgMBj7//HOqV69Ohw4d6NKlCw0aNODjjz8269ewYUP69etHjx49ePzxxwkODjZ7lXVkZCTvvvsu8fHxBAUFERYWRkJCAr6+vjedu0qVKnz00UccOXKE4OBgZs2axfTp0+/bvYqIiIiI3A8G428f5HgAFBUVkZ2dja+vL3Z2duVdTpmKiYlh1apV2pJmoSz5uy8iIiJyO7TyIyIiIiIiFkHhR0RERERELIK2vYk8IPTdFxEREbk1rfyIiIiIiIhFUPgRERERERGLoPAjIiIiIiIWQeFHREREREQsgsKPiIiIiIhYBIUfERERERGxCAo/FUh4eDhRUVHlXcZdycnJwWAwsH///vIuRURERETkhmzKu4CyZJhqKLO5jFMeqJ9PMhMREUFBQQGrVq0ynfP29iYvL4+aNWuWX2EiIiIiIrdgUeFH7h9ra2s8PDzKuwwRERERkZvStrcKpqSkhOjoaNzc3PDw8CAmJgaA5557jl69epn1vXr1KrVq1eK9994Drm+bGzNmDGPGjMHFxYWaNWsyadIkjMb/twrl4+PDjBkzeO6553BycqJevXq8/fbbZuMeOHCATp06YW9vT40aNRgxYgSFhYUAxMTEkJiYyOeff47BYMBgMJCcnHzDbW+HDh2iV69eODs74+TkRPv27cnKyroPn5qIiIiIyB9T+KlgEhMTcXBwYNeuXcyePZvY2FiSkpKIjIxkw4YN5OXlmfquWbOGixcv8tRTT5ldb2Njw+7du1mwYAFz587l3XffNZsjLi6Oli1bsm/fPkaNGsULL7xAZmYmAL/88gtdu3alevXqpKam8t///pdNmzYxZswYAMaPH8+AAQPo1q0beXl55OXl0bZt21L38b///Y8OHTpQtWpVvvrqK9LS0njuuee4du3a/fjYRERERET+kLa9VTDBwcFMmTIFAD8/P9588002b97M66+/TkBAAEuXLiU6OhqA+Ph4+vfvj6Ojo+l6b29v5s2bh8FgICAggAMHDjBv3jyef/55U58ePXowatQoACZOnMi8efPYsmULAQEBfPjhhxQVFbFkyRIcHBwAePPNN+nduzezZs2idu3a2Nvbc/ny5Vtuc/v3v/+Ni4sLy5cvp0qVKgD4+/vf2w9LREREROQOaOWnggkODjY79vT0JD8/H4DIyEji4+MB+PHHH1m/fj3PPfecWf82bdpgMPy/FzuEhoZy7NgxiouLbziHwWDAw8PDNEdGRgZNmzY1BR+Adu3aUVJSYloduh379++nffv2puAjIiIiIlLeFH4qmN+HBYPBQElJCQBDhgzhxIkT7Nixgw8++ABfX1/at29/T+e4V+zt7e/peCIiIiIif5bCTyVSo0YN+vbtS3x8PAkJCQwbNqxUn127dpkd79y5Ez8/P6ytrW9rjsDAQNLT0/nll19M51JSUrCysiIgIAAAW1tbs5WkGwkODmbbtm1cvXr1tuYVEREREbnfFH4qmcjISBITE8nIyGDo0KGl2nNzc3n55ZfJzMzko48+4o033uDvf//7bY8/ePBg7OzsGDp0KAcPHmTLli28+OKLPPvss9SuXRu4/sa4b7/9lszMTM6cOXPDgDNmzBh+/vlnBg4cyJ49ezh27BhLly69o61zIiIiIiL3kkW98OBB+OHRLl264OnpSZMmTfDy8irVPmTIEC5dukTr1q2xtrbm73//OyNGjLjt8atVq8aXX37J3//+d1q1akW1atV48sknmTt3rqnP888/T3JyMi1btqSwsJAtW7bg4+NjNk6NGjX46quvmDBhAmFhYVhbW9OsWTPatWt31/cuIiIiIvJnGIy//RGYB0BRURHZ2dn4+vpiZ2dX3uXcc4WFhdSpU4f4+Hj69etn1hYeHk6zZs2YP39++RQn5epB/+6LiIiI/FkWtfJTmZWUlHDmzBni4uJwdXXlL3/5S3mXJCIiIiJSqSj8VBK5ubn4+vpSt25dEhISsLHRP52IiIiIyJ3Qf0FXEj4+PvzRDsXk5OSyKUZEREREpBLS295ERERERMQiKPyIiIiIiIhFUPgRERERERGLoPAjIiIiIiIWQeFHREREREQsgsKPiIiIiIhYBIWfCiQ8PJyoqKgym89gMLBq1aoym09EREREpDxZ1O/8TJ06tczmmjJlyh1fs3LlSqpUqXIfqrmxvLw8qlevXmbziYiIiIiUJ4sKPxWdm5tbmc7n4eFRpvOJiIiIiJQnbXurQH677e3y5ctMnDgRb29vqlatSsOGDXnvvfdMfbdu3Urr1q2pWrUqnp6e/OMf/+DatWtmY40dO5bo6Gjc3Nzw8PAgJibGbL7fb3v77rvvGDRoEG5ubjg4ONCyZUt27dp1P29ZRERERKTMaOWnghoyZAg7duxg4cKFNG3alOzsbM6cOQPA//73P3r06EFERARLlizhyJEjPP/889jZ2ZkFnMTERF5++WV27drFjh07iIiIoF27djz22GOl5issLCQsLIw6deqwevVqPDw82Lt3LyUlJWV1yyIiIiIi95XCTwV09OhRPvnkE5KSkujSpQsADRo0MLW/9dZbeHt78+abb2IwGGjUqBHff/89EydOZPLkyVhZXV/QCw4ONj175Ofnx5tvvsnmzZtvGH4+/PBDTp8+TWpqqmn7XcOGDe/3rYqIiIiIlBlte6uA9u/fj7W1NWFhYTdsz8jIIDQ0FIPBYDrXrl07CgsL+e6770zngoODza7z9PQkPz//pnOGhISU+XNHIiIiIiJlReGnArK3t78n4/z+zXEGg+Gm29ju1ZwiIiIiIhWVwk8FFBQURElJCVu3br1he2BgIDt27MBoNJrOpaSk4OTkRN26de9qzuDgYPbv38/Zs2fv6noRERERkYpO4acC8vHxYejQoTz33HOsWrWK7OxskpOT+eSTTwAYNWoUp06d4sUXX+TIkSN8/vnnTJkyhZdfftn0vM+dGjRoEB4eHvTt25eUlBROnDjBihUr2LFjx728NRERERGRcmNRLzy4mx8eLS//+c9/+L//+z9GjRrFTz/9RL169fi///s/AOrUqcO6deuYMGECTZs2xc3NjeHDh/Pqq6/e9Xy2trZs3LiRcePG0aNHD65du0bjxo3597//fa9uSURERESkXBmMv9079QAoKioiOzsbX19f7OzsyrsckTKj776IiIjIrWnbm4iIiIiIWASFHxERERERsQgKPyIiIiIiYhEUfkRERERExCIo/IiIiIiIiEVQ+BEREREREYug8CMiIiIiIhZB4UdERERERCyCwo+IiIiIiFgEhZ8KJDw8nKioqPIuAx8fH+bPn3/f58nJycFgMLB///77PpeIiIiIiE15F1CmDIaym8tovONLVq5cSZUqVe5DMXcmNTUVBweHezpmREQEBQUFrFq1ynTO29ubvLw8ataseU/nEhERERG5EcsKPxWcm5tbeZcAgLu7e5nMY21tjYeHR5nMJSIiIiKibW8VyG+3vfn4+DB9+nSGDBmCo6Mj9evXZ/Xq1Zw+fZo+ffrg6OhIcHAwe/bsMV3/008/MWjQIOrUqUO1atUICgrio48+MpvjwoULDB48GAcHBzw9PZk3b16p7Xa/3/ZmMBh49913eeKJJ6hWrRp+fn6sXr3a1F5cXMzw4cPx9fXF3t6egIAAFixYYGqPiYkhMTGRzz//HIPBgMFgIDk5+Ybb3rZu3Urr1q2pWrUqnp6e/OMf/+DatWtmn9HYsWOJjo7Gzc3t/2PvzqOqqvf/jz+PCDELOACaCjIJXlAUNYcUc56uOMclFKdMU6Jy6JapaFfNtNIGSy1Qc2hwyHJKTUvJFFMckkgJQrsUXc0KFUE4vz/8eb6eHHJAOHpej7VYi7P3Z3jv7fnD1/p89gYvLy8mT558ezdeRERERKyCwo8Fe+WVV2jRogX79++na9euxMbGMmDAAB555BH27duHn58fAwYMwPj/t9gVFBTQqFEj1q1bx+HDh3n00UeJjY1lz549pjGfeuopUlJSWLt2LZs3b2bHjh3s27fvb2tJTEykX79+HDx4kC5duhATE8OpU6cAKCkp4f777+fDDz/kyJEjTJw4kWeffZYPPvgAgDFjxtCvXz86depEbm4uubm5NG/e/Io5fvrpJ7p06ULjxo05cOAA8+bN45133uGFF14wa7do0SKcnJzYvXs3M2fOZMqUKWzevPmW77OIiIiIWAnjPebcuXPGI0eOGM+dO3flyYtP4pTNzy1o3bq18YknnjAajUZj7dq1jY888ojpXG5urhEwPv/886Zju3btMgLG3Nzca47ZtWtX49NPP200Go3GP/74w2hra2v88MMPTedPnz5tdHR0NM17ae5XXnnlstuGccKECabP+fn5RsC4YcOGa877+OOPG3v37m36PHDgQGOPHj3M2mRlZRkB4/79+41Go9H47LPPGoOCgowlJSWmNm+88YbR2dnZWFxcbDQaL96jli1bmo3TuHFj4/jx469Zi7W47ndfRERERIx65seChYWFmX739PQEIDQ09IpjeXl5eHl5UVxczLRp0/jggw/46aefKCws5Pz58zg6OgLwww8/UFRURJMmTUxjVKpUiaCgoJuqxcnJCVdXV/Ly8kzH3njjDd59911ycnI4d+4chYWFNGjQ4KauNz09nWbNmmG47MUULVq0ID8/nxMnTlCrVq0ragHw9vY2q0VERERE5Gq07c2CXf7mt0uB4GrHSkpKAHjppZeYM2cO48ePZ9u2baSlpdGxY0cKCwtLtZZLc1+ad8WKFYwZM4YhQ4bw2WefkZaWxqBBg0pl3putRURERETkWrTycw9JSUmhR48ePPLII8DFUPT9998TEhICQJ06dbC1tSU1NdW0ivL777/z/fff06pVq9uat3nz5owcOdJ0LDMz06yNnZ0dxcXF1x0nODiYlStXYjQaTcEuJSUFFxcX7r///luuT0REREQEtPJzTwkICGDz5s189dVXpKenM3z4cH755RfTeRcXFwYOHMjYsWPZtm0b3377LUOGDKFChQpmW81uZd69e/eyadMmvv/+e55//nlSU1PN2vj4+HDw4EEyMjL43//+R1FR0RXjjBw5kuPHjzN69Gi+++47Pv74YyZNmsRTTz1FhQr6qoqIiIjI7bGu/1GW5SsPysGECRNo2LAhHTt2JDIyEi8vL6KioszavPzyyzRr1oxu3brRrl07WrRoQXBwMPb29rc87/Dhw+nVqxf9+/enadOmnDx50mwVCGDYsGEEBQURERFB1apVSUlJuWKcGjVqsH79evbs2UP9+vV57LHHGDJkCBMmTLjl2kRERERELjEYjeX0P/U7pKCggKysLHx9fW/rP/TW4syZM9SoUYPZs2czZMiQ8i5HboO++yIiIiLXp2d+rMz+/fv57rvvaNKkCb///jtTpkwBoEePHuVcmYiIiIjInaXwY4VmzZpFRkYGdnZ2NGrUiB07dlClSpXyLktERERE5I5S+LEy4eHhfPPNN+VdhoiIiIhImbOuFx6IiIiIiIjVUvgRERERERGroPAjIiIiIiJWQeFHRERERESsgsKPiIiIiIhYBYUfERERERGxCgo/FiQyMpKEhITyLqNUTJ48mQYNGpR3GSIiIiIiJgaj0Wgs7yJKU0FBAVlZWfj6+mJvb292zpBoKLM6jJNu/raeOnUKW1tbXFxc7kBFZSs/P5/z589TuXLl8i7Falzvuy8iIiIi+iOnFsXDw6O8S7ghxcXFGAwGKlS49sKhs7Mzzs7OZViViIiIiMj1adubBbl825uPjw8vvPACAwYMwNnZmdq1a7N27Vp+/fVXevTogbOzM2FhYezdu9fUPzk5GTc3Nz799FOCgoJwdHSkT58+nD17lkWLFuHj44O7uzvx8fEUFxeb+p0/f54xY8ZQo0YNnJycaNq0Kdu3b79i3LVr1xISEsJ9991HTk4O27dvp0mTJjg5OeHm5kaLFi348ccfgSu3vZWUlDBlyhTuv/9+7rvvPho0aMDGjRtN57OzszEYDKxatYo2bdrg6OhI/fr12bVr15252SIiIiJidRR+LNgrr7xCixYt2L9/P127diU2NpYBAwbwyCOPsG/fPvz8/BgwYACX71w8e/Ysc+fOZcWKFWzcuJHt27fTs2dP1q9fz/r161myZAlvv/02H330kanPqFGj2LVrFytWrODgwYP07duXTp06cfToUbNxX3zxRRYuXMi3336Lh4cHUVFRtG7dmoMHD7Jr1y4effRRDIarby2cM2cOs2fPZtasWRw8eJCOHTvyz3/+02wOgOeee44xY8aQlpZGYGAg0dHRXLhwoZTvrIiIiIhYI217s2BdunRh+PDhAEycOJF58+bRuHFj+vbtC8D48eNp1qwZv/zyC15eXgAUFRUxb948/Pz8AOjTpw9Llizhl19+wdnZmZCQENq0acO2bdvo378/OTk5JCUlkZOTQ/Xq1QEYM2YMGzduJCkpiWnTppnGffPNN6lfvz5w8fmk33//nW7dupnmCg4Ovua1zJo1i/Hjx/Pwww8D8OKLL7Jt2zZeffVV3njjDVO7MWPG0LVrVwASExOpV68ex44do27duqVzU0VERETEain8WLCwsDDT756engCEhoZecSwvL88UfhwdHU1h5FIbHx8fs+dvPD09ycvLA+DQoUMUFxcTGBhoNvdfX1ZgZ2dnVo+HhwdxcXF07NiR9u3b065dO/r164e3t/cV1/HHH3/w3//+lxYtWpgdb9GiBQcOHLjmNV8aKy8vT+FHRERERG6bwo8Fs7W1Nf1+aTvZ1Y6VlJRctc+lNlc7dqlPfn4+NjY2fPPNN9jY2Ji1uzwwOTg4XLGlLSkpifj4eDZu3Mj777/PhAkT2Lx5Mw888MBNX+vV6r/a9YmIiIiI3Co982PlwsPDKS4uJi8vD39/f7OfS6tJf9f/3//+N1999RX/+Mc/WLZs2RVtXF1dqV69OikpKWbHU1JSCAkJKbVrERERERG5Hq38WLnAwEBiYmIYMGAAs2fPJjw8nF9//ZWtW7cSFhZmev7mr7Kyspg/fz7//Oc/qV69OhkZGRw9epQBAwZctf3YsWOZNGkSfn5+NGjQgKSkJNLS0li6dOmdvDwREREREROrCj+38odHrUFSUhIvvPACTz/9ND/99BNVqlThgQceoFu3btfs4+joyHfffceiRYs4efIk3t7ePP7446YXNPxVfHw8v//+O08//TR5eXmEhISwdu1aAgIC7tRliYiIiIiYMRgvf0/yPUB/5V6slb77IiIiItenZ35ERERERMQqKPyIiIiIiIhVUPgRERERERGroPAjIiIiIiJWQeFHRERERESsgsKPiIiIiIhYBYUfERERERGxCgo/IiIiIiJiFRR+RERERETEKij8WJDIyEgSEhJuuX92djYGg4G0tDQAtm/fjsFg4PTp06Y2a9aswd/fHxsbG9NcVzsmIiIiInKvqVjeBZSlxMTEMptr0qRJN91n1apV2NralloNzZs3Jzc3l0qVKpmODR8+nEGDBhEfH4+Li8s1j4mIiIiI3GusKvxYOg8Pj1Idz87ODi8vL9Pn/Px88vLy6NixI9WrV7/msVtRWFiInZ3dbdcsIiIiInKnaNubBbl825uPjw/Tpk1j8ODBuLi4UKtWLebPn2/Wfs+ePYSHh2Nvb09ERAT79+83O3/5trft27ebVnUeeughDAbDNY8B7Ny5kwcffBAHBwdq1qxJfHw8Z86cMY3t4+PD1KlTGTBgAK6urjz66KM33O/vruvEiRNER0fj4eGBk5MTERER7N6923T+448/pmHDhtjb21OnTh0SExO5cOHCbdx5EREREbEGCj8WbPbs2aZQM3LkSEaMGEFGRgZwccWmW7duhISE8M033zB58mTGjBlzzbGaN29u6rty5Upyc3OveSwzM5NOnTrRu3dvDh48yPvvv8/OnTsZNWqU2ZizZs2ifv367N+/n+eff/6G+/3ddbVu3ZqffvqJtWvXcuDAAcaNG0dJSQkAO3bsYMCAATzxxBMcOXKEt99+m+TkZP7zn/+Uzk0XERERkXuWtr1ZsC5dujBy5EgAxo8fzyuvvMK2bdsICgpi2bJllJSU8M4772Bvb0+9evU4ceIEI0aMuOpYdnZ2VKtWDbi4ve7SdrirHZs+fToxMTGmVaiAgADmzp1L69atmTdvHvb29sDF1aKnn37aNMfQoUNvqN/fXdevv/5KamqqaRugv7+/aY7ExESeeeYZBg4cCECdOnWYOnUq48aNu6XnrERERETEeij8WLCwsDDT7waDAS8vL/Ly8gBIT08nLCzMFCgAmjVrVirzHjhwgIMHD7J06VLTMaPRSElJCVlZWQQHBwMQERFxS/2ud11paWmEh4df8/mnAwcOkJKSYrbSU1xcTEFBAWfPnsXR0fE2r15ERERE7lUKPxbsr29+MxgMpu1fd1J+fj7Dhw8nPj7+inO1atUy/e7k5HRL/a53XQ4ODn9bW2JiIr169bri3OVBUERERETkrxR+7lLBwcEsWbKEgoIC03/6v/7661IZu2HDhhw5csRsu9md7He5sLAwFi5cyKlTp666+tOwYUMyMjJuaw4RERERsU564cFd6l//+hcGg4Fhw4Zx5MgR1q9fz6xZs0pl7PHjx/PVV18xatQo0tLSOHr0KB9//PEVLy4orX6Xi46OxsvLi6ioKFJSUvjhhx9YuXIlu3btAmDixIksXryYxMREvv32W9LT01mxYgUTJky4rWsWERERkXufVa383EsPxDs7O/PJJ5/w2GOPER4eTkhICC+++CK9e/e+7bHDwsL44osveO6553jwwQcxGo34+fnRv3//O9LvcnZ2dnz22Wc8/fTTdOnShQsXLhASEsIbb7wBQMeOHfn000+ZMmUKL774Ira2ttStW5ehQ4fe1jWLiIiIyL3PYDQajeVdRGkqKCggKysLX19fPQMiVkXffREREZHr07Y3ERERERGxCgo/IiIiIiJiFRR+RERERETEKij8iIiIiIiIVVD4ERERERERq6DwIyIiIiIiVkHhR0RERERErILCj4iIiIiIWAWFHxERERERsQrWFX4MhrL7uQWRkZEkJCSU7jXfIoPBwJo1a8q7DBERERGRUlOxvAuQ/7Nq1SpsbW3LuwwAcnNzcXd3L+8yRERERERKjcKPBfHw8CjvEigsLMTOzg4vL68ym0tEREREpCxY17Y3C3f5tjcfHx+mTZvG4MGDcXFxoVatWsyfP9/UNjs7G4PBwKpVq2jTpg2Ojo7Ur1+fXbt2mY25c+dOHnzwQRwcHKhZsybx8fGcOXPGdN7Hx4epU6cyYMAAXF1defTRR4Ert70dOnSIhx56CAcHBypXrsyjjz5Kfn7+VWu/JCoqiri4uOvOlZycjJubG5s2bSI4OBhnZ2c6depEbm6u2VgLFy4kODgYe3t76taty5tvvmk699BDDzFq1Ciz9r/++it2dnZs3br172+8iIiIiFgFhR8LNnv2bCIiIti/fz8jR45kxIgRZGRkmLV57rnnGDNmDGlpaQQGBhIdHc2FCxcAyMzMpFOnTvTu3ZuDBw/y/vvvs3PnziuCwqxZs6hfvz779+/n+eefv6KOM2fO0LFjR9zd3UlNTeXDDz9ky5YtV4xzI64219mzZ5k1axZLlizhyy+/JCcnhzFjxpj6LF26lIkTJ/Kf//yH9PR0pk2bxvPPP8+iRYsAGDp0KMuWLeP8+fOmPu+99x41atTgoYceuukaRUREROQeZbzHnDt3znjkyBHjuXPnrjwJZfdzC1q3bm184oknjEaj0Vi7dm3jI488YjpXUlJirFatmnHevHlGo9FozMrKMgLGhQsXmtp8++23RsCYnp5uNBqNxiFDhhgfffRRszl27NhhrFChgun+1K5d2xgVFXWVW4Vx9erVRqPRaJw/f77R3d3dmJ+fbzq/bt06Y4UKFYw///zzFbVf0qNHD+PAgQNNn682V1JSkhEwHjt2zHTsjTfeMHp6epo++/n5GZctW2bWb+rUqcZmzZoZjcaL/+bu7u7G999/33Q+LCzMOHny5Cuu61523e++iIiIiBi18mPBwsLCTL8bDAa8vLzIy8u7Zhtvb28AU5sDBw6QnJyMs7Oz6adjx46UlJSQlZVl6hcREXHdOtLT06lfvz5OTk6mYy1atKCkpOSKlai/c7W5HB0d8fPzM7uOS9dw5swZMjMzGTJkiNl1vPDCC2RmZgJgb29PbGws7777LgD79u3j8OHDZlvuRERERET0wgML9tc3vxkMBkpKSq7ZxvD/X7F9qU1+fj7Dhw8nPj7+irFr1apl+v3yUHOrKlSogNFoNDtWVFR0RburzXW167w01qXnihYsWEDTpk3N2tnY2Jh+Hzp0KA0aNODEiRMkJSXx0EMPUbt27Vu7GBERERG5Jyn83MMaNmzIkSNH8Pf3v61xgoODSU5O5syZM6bwkpKSQoUKFQgKCgKgatWqZi8pKC4u5vDhw7Rp0+a25vb09KR69er88MMPxMTEXLNdaGgoERERLFiwgGXLlvH666/f1rwiIiIicu/Rtrd72Pjx4/nqq68YNWoUaWlpHD16lI8//vimX1QQExODvb09AwcO5PDhw2zbto3Ro0cTGxuLp6cncPGNa+vWrWPdunV89913jBgxgtOnT5fKdSQmJjJ9+nTmzp3L999/z6FDh0hKSuLll182azd06FBmzJiB0WikZ8+epTK3iIiIiNw7rCv8lOUrDyxAWFgYX3zxBd9//z0PPvgg4eHhTJw4kerVq9/UOI6OjmzatIlTp07RuHFj+vTpQ9u2bc1WVwYPHszAgQMZMGAArVu3pk6dOre96nPJ0KFDWbhwIUlJSYSGhtK6dWuSk5Px9fU1axcdHU3FihWJjo7G3t6+VOYWERERkXuHwfjXBzXucgUFBWRlZeHr66v/AN+i8+fPY29vz+bNm2nXrl15l3PDsrOz8fPzIzU1lYYNG5Z3OWVO330RERGR69MzP2Lmjz/+YNWqVVSoUIG6deuWdzk3pKioiJMnTzJhwgQeeOABqww+IiIiIvL3FH7EzKRJk1i2bBkvvvgi999/f3mXc0NSUlJo06YNgYGBfPTRR+VdjoiIiIhYKG17E7lH6LsvIiIicn3W9cIDERERERGxWgo/IiIiIiJiFRR+RERERETEKij8iIiIiIiIVVD4ERERERERq6DwY0EiIyNJSEgok7mys7MxGAykpaXdkfGTk5Nxc3O7I2OLiIiIiNwKq3rVtSHRUGZ1GCfd/G09deoUtra2uLi43IGKzBUXF/Prr79SpUoVKla8vT/35OPjQ0JCgllwO3fuHH/++SfVqlW7zUrlRulV1yIiIiLXpz9yakE8PDzKbC4bGxu8vLyued5oNFJcXHzLwcjBwQEHB4dbLU9EREREpNRp25sFuXzbm4+PD9OmTWPw4MG4uLhQq1Yt5s+fb2pbWFjIqFGj8Pb2xt7entq1azN9+nTTeYPBwLx58+jcuTMODg7UqVOHjz76yHT+r9vetm/fjsFgYMOGDTRq1Ij77ruPnTt3kpmZSY8ePfD09MTZ2ZnGjRuzZcsWs5p//PFHnnzySQwGAwbDxdW1q217mzdvHn5+ftjZ2REUFMSSJUvMzhsMBhYuXEjPnj1xdHQkICCAtWvXlsatFRERERFR+LFks2fPJiIigv379zNy5EhGjBhBRkYGAHPnzmXt2rV88MEHZGRksHTpUnx8fMz6P//88/Tu3ZsDBw4QExPDww8/THp6+nXnfOaZZ5gxYwbp6emEhYWRn59Ply5d2Lp1K/v376dTp050796dnJwcAFatWsX999/PlClTyM3NJTc396rjrl69mieeeIKnn36aw4cPM3z4cAYNGsS2bdvM2iUmJtKvXz8OHjxIly5diImJ4dSpU7d4B0VERERE/o/CjwXr0qULI0eOxN/fn/Hjx1OlShVTWMjJySEgIICWLVtSu3ZtWrZsSXR0tFn/vn37MnToUAIDA5k6dSoRERG89tpr151zypQptG/fHj8/Pzw8PKhfvz7Dhw/nH//4BwEBAUydOhU/Pz/TioyHhwc2Nja4uLjg5eV1za10s2bNIi4ujpEjRxIYGMhTTz1Fr169mDVrllm7uLg4oqOj8ff3Z9q0aeTn57Nnz55bvYUiIiIiIiYKPxYsLCzM9LvBYMDLy4u8vDzgYkhIS0sjKCiI+Ph4Pvvssyv6N2vW7IrPf7fyExERYfY5Pz+fMWPGEBwcjJubG87OzqSnp5tWfm5Ueno6LVq0MDvWokWLK+q5/JqdnJxwdXU1XbOIiIiIyO1Q+LFgtra2Zp8NBgMlJSUANGzYkKysLKZOncq5c+fo168fffr0ue05nZyczD6PGTOG1atXM23aNHbs2EFaWhqhoaEUFhbe9lxXc71rFhERERG5HQo/dzFXV1f69+/PggULeP/991m5cqXZ8zFff/21Wfuvv/6a4ODgm5ojJSWFuLg4evbsSWhoKF5eXmRnZ5u1sbOzo7i4+LrjBAcHk5KScsXYISEhN1WPiIiIiMit0quu71Ivv/wy3t7ehIeHU6FCBT788EO8vLzM3rD24YcfEhERQcuWLVm6dCl79uzhnXfeual5AgICWLVqFd27d8dgMPD8889fsRLj4+PDl19+ycMPP8x9991HlSpVrhhn7Nix9OvXj/DwcNq1a8cnn3zCqlWrzN4cJyIiIiJyJ2nl5y7l4uLCzJkziYiIoHHjxmRnZ7N+/XoqVPi/f9LExERWrFhBWFgYixcvZvny5Te90vLyyy/j7u5O8+bN6d69Ox07dqRhw4ZmbaZMmUJ2djZ+fn5UrVr1quNERUUxZ84cZs2aRb169Xj77bdJSkoiMjLypq9dRERERORWGIxGo7G8iyhN+iv3FxkMBlavXk1UVFR5lyJlRN99ERERkevTyo+IiIiIiFgFhR8REREREbEKeuHBPeoe280oIiIiInLbtPIjIiIiIiJWQeFHRERERESsgsKPiIiIiIhYBYUfERERERGxCgo/IiIiIiJiFRR+RERERETEKij8WJDIyEgSEhLKZK7s7GwMBgNpaWmlPvb27dsxGAycPn261McWEREREblVVvV3fhITE8tsrkmTJt10n1WrVmFra3sHqrlSzZo1yc3NpUqVKmUyn4iIiIhIebOq8GPpPDw8ymwuGxsbvLy8rnneaDRSXFxMxYr6ioiIiIjIvUHb3izI5dvefHx8mDZtGoMHD8bFxYVatWoxf/58U9vCwkJGjRqFt7c39vb21K5dm+nTp5vOGwwG5s2bR+fOnXFwcKBOnTp89NFHpvN/3fZ2aavahg0baNSoEffddx87d+6kpKSE6dOn4+vri4ODA/Xr1zcbB2D9+vUEBgbi4OBAmzZtyM7OvmP3SERERETkVin8WLDZs2cTERHB/v37GTlyJCNGjCAjIwOAuXPnsnbtWj744AMyMjJYunQpPj4+Zv2ff/55evfuzYEDB4iJieHhhx8mPT39unM+88wzzJgxg/T0dMLCwpg+fTqLFy/mrbfe4ttvv+XJJ5/kkUce4YsvvgDg+PHj9OrVi+7du5OWlsbQoUN55pln7sj9EBERERG5HdrTZMG6dOnCyJEjARg/fjyvvPIK27ZtIygoiJycHAICAmjZsiUGg4HatWtf0b9v374MHToUgKlTp7J582Zee+013nzzzWvOOWXKFNq3bw/A+fPnmTZtGlu2bKFZs2YA1KlTh507d/L222/TunVr5s2bh5+fH7NnzwYgKCiIQ4cO8eKLL5bqvRARERERuV0KPxYsLCzM9LvBYMDLy4u8vDwA4uLiaN++PUFBQXTq1Ilu3brRoUMHs/6XAsvln//u7W4RERGm348dO8bZs2dNYeiSwsJCwsPDAUhPT6dp06bXnVdERERExBIo/Fiwv775zWAwUFJSAkDDhg3Jyspiw4YNbNmyhX79+tGuXbsrnse5WU5OTqbf8/PzAVi3bh01atQwa3fffffd1jwiIiIiImVNz/zcxVxdXenfvz8LFizg/fffZ+XKlZw6dcp0/uuvvzZr//XXXxMcHHzD44eEhHDfffeRk5ODv7+/2U/NmjUBCA4OZs+ePVfMIyIiIiJiabTyc5d6+eWX8fb2Jjw8nAoVKvDhhx/i5eWFm5ubqc2HH35IREQELVu2ZOnSpezZs4d33nnnhudwcXFhzJgxPPnkk5SUlNCyZUt+//13UlJScHV1ZeDAgTz22GPMnj2bsWPHMnToUL755huSk5NL/4JFRERERG6Tws9dysXFhZkzZ3L06FFsbGxo3Lgx69evp0KF/1vMS0xMZMWKFYwcORJvb2+WL19OSEjITc0zdepUqlatyvTp0/nhhx9wc3OjYcOGPPvsswDUqlWLlStX8uSTT/Laa6/RpEkT0yu6RUREREQsicFoNBrLu4jSVFBQQFZWFr6+vtjb25d3OeXGYDCwevVqoqKiyrsUKSP67ouIiIhcn575ERERERERq6DwIyIiIiIiVkHP/Nyj7rHdjCIiIiIit00rPyIiIiIiYhUUfkRERERExCoo/IiIiIiIiFVQ+BEREREREaug8CMiIiIiIlZB4UdERERERKyCwo8FiYyMJCEh4bbGiIuLIyoq6rbG2L59OwaDgdOnT1+zTXJyMm5ubrc1T2mOIyIiIiLyd6zr7/wYDGU31y38nZ1Vq1Zha2t7Q22zs7Px9fVl//79NGjQwHR8zpw5t/03fpo3b05ubi6VKlW6rXH+ysfHh4SEBLOA179/f7p06VKq84iIiIiIXI11hR8L5+HhcdtjlEZgsbOzw8vL67bHuREODg44ODiUyVwiIiIiYt207c2CXL7tzcfHh2nTpjF48GBcXFyoVasW8+fPN7X19fUFIDw8HIPBQGRkJHDltrfIyEhGjx5NQkIC7u7ueHp6smDBAs6cOcOgQYNwcXHB39+fDRs2mPpcbdtbcnIytWrVwtHRkZ49e3Ly5Emz2jMzM+nRoweenp44OzvTuHFjtmzZYlbHjz/+yJNPPonBYMDw/1fhrrbtbd68efj5+WFnZ0dQUBBLliwxO28wGFi4cCE9e/bE0dGRgIAA1q5de1P3WkRERESsj8KPBZs9ezYRERHs37+fkSNHMmLECDIyMgDYs2cPAFu2bCE3N5dVq1Zdc5xFixZRpUoV9uzZw+jRoxkxYgR9+/alefPm7Nu3jw4dOhAbG8vZs2ev2n/37t0MGTKEUaNGkZaWRps2bXjhhRfM2uTn59OlSxe2bt3K/v376dSpE927dycnJwe4uKXv/vvvZ8qUKeTm5pKbm3vVuVavXs0TTzzB008/zeHDhxk+fDiDBg1i27ZtZu0SExPp168fBw8epEuXLsTExHDq1Kkbu7EiIiIiYpUUfixYly5dGDlyJP7+/owfP54qVaqYQkDVqlUBqFy5Ml5eXtfdMle/fn0mTJhAQEAA//73v7G3t6dKlSoMGzaMgIAAJk6cyMmTJzl48OBV+8+ZM4dOnToxbtw4AgMDiY+Pp2PHjlfMMXz4cP7xj38QEBDA1KlT8fPzM63IeHh4YGNjg4uLC15eXtfcVjdr1izi4uIYOXIkgYGBPPXUU/Tq1YtZs2aZtYuLiyM6Ohp/f3+mTZtGfn6+KRCKiIiIiFyNwo8FCwsLM/1uMBjw8vIiLy/vtsaxsbGhcuXKhIaGmo55enoCXHPs9PR0mjZtanasWbNmZp/z8/MZM2YMwcHBuLm54ezsTHp6umnl50alp6fTokULs2MtWrQgPT39mtfk5OSEq6vrLd0bEREREbEeeuGBBfvrm98MBgMlJSWlMs7lxy49f3MrY18yZswYNm/ezKxZs/D398fBwYE+ffpQWFh4y2NeT2ndGxERERGxHlr5uUvZ2dkBUFxcfMfnCg4OZvfu3WbHvv76a7PPKSkpxMXF0bNnT0JDQ/Hy8iI7O9usjZ2d3d/WGxwcTEpKyhVjh4SE3PoFiIiIiIiglZ+7VrVq1XBwcGDjxo3cf//92Nvbl/rf5bkkPj6eFi1aMGvWLHr06MGmTZvYuHGjWZuAgABWrVpF9+7dMRgMPP/881esxPj4+PDll1/y8MMPc99991GlSpUr5ho7diz9+vUjPDycdu3a8cknn7Bq1SqzN8eJiIiIiNwKrfzcpSpWrMjcuXN5++23qV69Oj169Lhjcz3wwAMsWLCAOXPmUL9+fT777DMmTJhg1ubll1/G3d2d5s2b0717dzp27EjDhg3N2kyZMoXs7Gz8/PxML2z4q6ioKObMmcOsWbOoV68eb7/9NklJSaZXeYuIiIiI3CqD0Wg0lncRpamgoICsrCx8fX2xt7cv73JEyoy++yIiIiLXp5UfERERERGxCgo/IiIiIiJiFRR+RERERETEKij8iIiIiIiIVVD4ERERERERq6DwIyIiIiIiVkHhR0RERERErILCj4iIiIiIWAWFHxERERERsQoKPxYkMjKShISEOzK2j48Pr7766h0ZW0RERETkblCxvAsoS4ZEQ5nNZZxkvOk+q1atwtbW9obaZmdn4+vry/79+2nQoMHftk9NTcXJyemmaxIRERERuVdYVfixdB4eHqU+ZmFhIXZ2dlStWrXUxxYRERERuZto25sFuXzbm4+PD9OmTWPw4MG4uLhQq1Yt5s+fb2rr6+sLQHh4OAaDgcjISADi4uKIioriP//5D9WrVycoKMg03uXb3r777jtatmyJvb09ISEhbNmyBYPBwJo1awDYvn07BoOB06dPm/qkpaVhMBjIzs42Hdu5cycPPvggDg4O1KxZk/j4eM6cOVPq90ZERERE5HYp/Fiw2bNnExERwf79+xk5ciQjRowgIyMDgD179gCwZcsWcnNzWbVqlanf1q1bycjIYPPmzXz66adXjFtcXExUVBSOjo7s3r2b+fPn89xzz910fZmZmXTq1InevXtz8OBB3n//fXbu3MmoUaNu8YpFRERERO4cbXuzYF26dGHkyJEAjB8/nldeeYVt27YRFBRk2sZWuXJlvLy8zPo5OTmxcOFC7Ozsrjru5s2byczMZPv27aa+//nPf2jfvv1N1Td9+nRiYmJMq1UBAQHMnTuX1q1bM2/ePOzt7W9qPBERERGRO0nhx4KFhYWZfjcYDHh5eZGXl/e3/UJDQ68ZfAAyMjKoWbOmWWhq0qTJTdd34MABDh48yNKlS03HjEYjJSUlZGVlERwcfNNjioiIiIjcKQo/Fuyvb34zGAyUlJT8bb/SeKtbhQoXd0Qajf/31rqioiKzNvn5+QwfPpz4+Pgr+teqVeu2axARERERKU0KP3epSys7xcXFN903KCiI48eP88svv+Dp6QlcfBX25S5tq8vNzcXd3R24+MKDyzVs2JAjR47g7+9/0zWIiIiIiJQ1vfDgLlWtWjUcHBzYuHEjv/zyC7///vsN923fvj1+fn4MHDiQgwcPkpKSwoQJE4CLq0sA/v7+1KxZk8mTJ3P06FHWrVvH7NmzzcYZP348X331FaNGjSItLY2jR4/y8ccf64UHIiIiImKRFH7uUhUrVmTu3Lm8/fbbVK9enR49etxwXxsbG9asWUN+fj6NGzdm6NChpre9XXpJga2tLcuXL+e7774jLCyMF198kRdeeMFsnLCwML744gu+//57HnzwQcLDw5k4cSLVq1cvvQsVERERESklBuPlD3XcAwoKCsjKysLX11dvG7sJKSkptGzZkmPHjuHn51fe5cgt0HdfRERE5Pr0zI+VWr16Nc7OzgQEBHDs2DGeeOIJWrRooeAjIiIiIvcshR8r9eeffzJ+/HhycnKoUqUK7dq1u+KZHhERERGRe4m2vYncI/TdFxEREbk+vfBARERERESsgsKPiIiIiIhYBYUfERERERGxCgo/IiIiIiJiFRR+RERERETEKij8iIiIiIiIVVD4sSCRkZEkJCTc9jjbt2/HYDBw+vRpixhHRERERMQSWNUfOU1MTCyzuSZNmnTTfVatWoWtre0dqObvRUZG0qBBA1599VXTsebNm5Obm0ulSpXKpSYRERERkdJkVeHH0nl4eJR3CWbs7Ozw8vIq7zJEREREREqFtr1ZkMu3vb355psEBARgb2+Pp6cnffr0MbU7f/488fHxVKtWDXt7e1q2bElqauo1xz158iTR0dHUqFEDR0dHQkNDWb58uel8XFwcX3zxBXPmzMFgMGAwGMjOzr7qtreVK1dSr1497rvvPnx8fJg9e7bZXD4+PkybNo3Bgwfj4uJCrVq1mD9/funcIBERERGR26DwY4H27t1LfHw8U6ZMISMjg40bN9KqVSvT+XHjxrFy5UoWLVrEvn378Pf3p2PHjpw6deqq4xUUFNCoUSPWrVvH4cOHefTRR4mNjWXPnj0AzJkzh2bNmjFs2DByc3PJzc2lZs2aV4zzzTff0K9fPx5++GEOHTrE5MmTef7550lOTjZrN3v2bCIiIti/fz8jR45kxIgRZGRklN4NEhERERG5Bdr2ZoFycnJwcnKiW7duuLi4ULt2bcLDwwE4c+YM8+bNIzk5mc6dOwOwYMECNm/ezDvvvMPYsWOvGK9GjRqMGTPG9Hn06NFs2rSJDz74gCZNmlCpUiXs7OxwdHS87ja3l19+mbZt2/L8888DEBgYyJEjR3jppZeIi4sztevSpQsjR44EYPz48bzyyits27aNoKCg2743IiIiIiK3Sis/Fqh9+/bUrl2bOnXqEBsby9KlSzl79iwAmZmZFBUV0aJFC1N7W1tbmjRpQnp6+lXHKy4uZurUqYSGhuLh4YGzszObNm0iJyfnpupKT083mxegRYsWHD16lOLiYtOxsLAw0+8GgwEvLy/y8vJuai4RERERkdKm8GOBXFxc2LdvH8uXL8fb25uJEydSv379W37l9EsvvcScOXMYP34827ZtIy0tjY4dO1JYWFi6hf9/f31jncFgoKSk5I7MJSIiIiJyoxR+LFTFihVp164dM2fO5ODBg2RnZ/P555/j5+eHnZ0dKSkpprZFRUWkpqYSEhJy1bFSUlLo0aMHjzzyCPXr16dOnTp8//33Zm3s7OzMVm+uJjg42GzeS2MHBgZiY2Nzi1cqIiIiIlI29MyPBfr000/54YcfaNWqFe7u7qxfv56SkhKCgoJwcnJixIgRjB07Fg8PD2rVqsXMmTM5e/YsQ4YMuep4AQEBfPTRR3z11Ve4u7vz8ssv88svv5iFJR8fH3bv3k12djbOzs5Xfe32008/TePGjZk6dSr9+/dn165dvP7667z55pt37F6IiIiIiJQWhR8L5ObmxqpVq5g8eTIFBQUEBASwfPly6tWrB8CMGTMoKSkhNjaWP//8k4iICDZt2oS7u/tVx5swYQI//PADHTt2xNHRkUcffZSoqCh+//13U5sxY8YwcOBAQkJCOHfuHFlZWVeM07BhQz744AMmTpzI1KlT8fb2ZsqUKWYvOxARERERsVQGo9FoLO8iSlNBQQFZWVn4+vpib29f3uWIlBl990VERESuT8/8iIiIiIiIVVD4ERERERERq6DwIyIiIiIiVkHhR0RERERErILCj4iIiIiIWAWFHxERERERsQoKPyIiIiIiYhUUfkRERERExCoo/IiIiIiIiFVQ+LEgcXFxREVFWex4IiIiIiJ3s4rlXUCZMhjKbi6j8aa7zJkzB+Mt9BMRERERkb9nXeHHwlWqVKm8SxARERERuWdp25sFuXybWklJCdOnT8fX1xcHBwfq16/PRx99ZGpbXFzMkCFDTOeDgoKYM2fOdcc/f/488fHxVKtWDXt7e1q2bElqaqrpfHJyMm5ubmZ91qxZg+GyFbMDBw7Qpk0bXFxccHV1pVGjRuzdu/f2L15ERERE5A7Tyo+Fmj59Ou+99x5vvfUWAQEBfPnllzzyyCNUrVqV1q1bU1JSwv3338+HH35I5cqV+eqrr3j00Ufx9vamX79+Vx1z3LhxrFy5kkWLFlG7dm1mzpxJx44dOXbsGB4eHjdUV0xMDOHh4cybNw8bGxvS0tKwtbUtzUsXEREREbkjFH4s0Pnz55k2bRpbtmyhWbNmANSpU4edO3fy9ttv07p1a2xtbUlMTDT18fX1ZdeuXXzwwQdXDT9nzpxh3rx5JCcn07lzZwAWLFjA5s2beeeddxg7duwN1ZaTk8PYsWOpW7cuAAEBAbd7uSIiIiIiZULhxwIdO3aMs2fP0r59e7PjhYWFhIeHmz6/8cYbvPvuu+Tk5HDu3DkKCwtp0KDBVcfMzMykqKiIFi1amI7Z2trSpEkT0tPTb7i2p556iqFDh7JkyRLatWtH37598fPzu7kLFBEREREpB3rmxwLl5+cDsG7dOtLS0kw/R44cMT33s2LFCsaMGcOQIUP47LPPSEtLY9CgQRQWFt7yvBUqVLjibXNFRUVmnydPnsy3335L165d+fzzzwkJCWH16tW3PKeIiIiISFnRyo8FCgkJ4b777iMnJ4fWrVtftU1KSgrNmzdn5MiRpmOZmZnXHNPPzw87OztSUlKoXbs2cDHYpKamkpCQAEDVqlX5888/OXPmDE5OTgCkpaVdMVZgYCCBgYE8+eSTREdHk5SURM+ePW/xakVEREREyobCjwVycXFhzJgxPPnkk5SUlNCyZUt+//13UlJScHV1ZeDAgQQEBLB48WI2bdqEr68vS5YsITU1FV9f36uO6eTkxIgRIxg7diweHh7UqlWLmTNncvbsWYYMGQJA06ZNcXR05NlnnyU+Pp7du3eTnJxsGuPcuXOMHTuWPn364Ovry4kTJ0hNTaV3795lcVtERERERG6Lwo+Fmjp1KlWrVmX69On88MMPuLm50bBhQ5599lkAhg8fzv79++nfvz8Gg4Ho6GhGjhzJhg0brjnmjBkzKCkpITY2lj///JOIiAg2bdqEu7s7AB4eHrz33nuMHTuWBQsW0LZtWyZPnsyjjz4KgI2NDSdPnmTAgAH88ssvVKlShV69epm9eEFERERExFIZjH99yOMuV1BQQFZWFr6+vtjb25d3OTclOjoaGxsb3nvvvfIuRe5Cd/N3X0RERKQs6IUHFuDChQscOXKEXbt2Ua9evfIuR0RERETknqTwYwEOHz5MREQE9erV47HHHivvckRERERE7kl65scCNGjQgLNnz5Z3GSIiIiIi9zSt/IiIiIiIiFVQ+BEREREREaug8CMiIiIiIlZB4UdERERERKyCwo+IiIiIiFgFhR8REREREbEKCj8WJC4ujqioKIsdT0RERETkbmZVf+fHkGgos7mMk4w33WfOnDkYjTffT0RERERE/p5VhR9LV6lSpfIuQURERETknqVtbxbk8m1qJSUlTJ8+HV9fXxwcHKhfvz4fffSRqW1xcTFDhgwxnQ8KCmLOnDnXHf/8+fPEx8dTrVo17O3tadmyJampqabzycnJuLm5mfVZs2YNBsP/rZgdOHCANm3a4OLigqurK40aNWLv3r2cOXMGV1dXsxov9XdycuLPP/+8xbsiIiIiIlI6FH4s1PTp01m8eDFvvfUW3377LU8++SSPPPIIX3zxBXAxHN1///18+OGHHDlyhIkTJ/Lss8/ywQcfXHPMcePGsXLlShYtWsS+ffvw9/enY8eOnDp16obriomJ4f777yc1NZVvvvmGZ555BltbW5ycnHj44YdJSkoya5+UlESfPn1wcXG5tRshIiIiIlJKtO3NAp0/f55p06axZcsWmjVrBkCdOnXYuXMnb7/9Nq1bt8bW1pbExERTH19fX3bt2sUHH3xAv379rhjzzJkzzJs3j+TkZDp37gzAggUL2Lx5M++88w5jx469odpycnIYO3YsdevWBSAgIMB0bujQoTRv3pzc3Fy8vb3Jy8tj/fr1bNmy5ZbvhYiIiIhIadHKjwU6duwYZ8+epX379jg7O5t+Fi9eTGZmpqndG2+8QaNGjahatSrOzs7Mnz+fnJycq46ZmZlJUVERLVq0MB2ztbWlSZMmpKen33BtTz31FEOHDqVdu3bMmDHDrJ4mTZpQr149Fi1aBMB7771H7dq1adWq1c3eAhERERGRUqfwY4Hy8/MBWLduHWlpaaafI0eOmJ6pWbFiBWPGjGHIkCF89tlnpKWlMWjQIAoLC2953goVKlzxtrmioiKzz5MnT+bbb7+la9eufP7554SEhLB69WrT+aFDh5KcnAxc3PI2aNAgs2eGRERERETKi8KPBQoJCeG+++4jJycHf39/s5+aNWsCkJKSQvPmzRk5ciTh4eH4+/ubrcL8lZ+fH3Z2dqSkpJiOFRUVkZqaSkhICABVq1blzz//5MyZM6Y2aWlpV4wVGBjIk08+yWeffUavXr3MnvN55JFH+PHHH5k7dy5Hjhxh4MCBt3s7RERERERKhZ75sUAuLi6MGTOGJ598kpKSElq2bMnvv/9OSkoKrq6uDBw4kICAABYvXsymTZvw9fVlyZIlpKam4uvre9UxnZycGDFiBGPHjsXDw4NatWoxc+ZMzp49y5AhQwBo2rQpjo6OPPvss8THx7N7927TKg7AuXPnGDt2LH369MHX15cTJ06QmppK7969TW3c3d3p1asXY8eOpUOHDtx///139F6JiIiIiNworfxYqKlTp/L8888zffp0goOD6dSpE+vWrTOFm+HDh9OrVy/69+9P06ZNOXnyJCNHjrzumDNmzKB3797ExsbSsGFDjh07xqZNm3B3dwfAw8OD9957j/Xr1xMaGsry5cuZPHmyqb+NjQ0nT55kwIABBAYG0q9fPzp37mz24gWAIUOGUFhYyODBg0v3poiIiIiI3AaD8a8PedzlCgoKyMrKwtfXF3t7+/Iu56ZER0djY2PDe++9V96l3JYlS5bw5JNP8t///hc7O7vyLsdq3M3ffREREZGyoJUfC3DhwgWOHDnCrl27qFevXnmXc8vOnj1LZmYmM2bMYPjw4Qo+IiIiImJRFH4swOHDh4mIiKBevXo89thj5V3OLZs5cyZ169bFy8uLf//73+VdjoiIiIiIGW17E7lH6LsvIiIicn1a+REREREREaug8CMiIiIiIlZB4UdERERERKyCwo+IiIiIiFgFhR8REREREbEKCj8iIiIiImIVFH4sSFxcHFFRUeVdhoiIiIjIPalieRdQlhITE8tsrkmTJt10nzlz5nCP/dklERERERGLYVXhx9JVqlTpjo5fWFiInZ3dHZ1DRERERMRSadubBbl829v58+eJj4+nWrVq2Nvb07JlS1JTU01tk5OTcXNzM+u/Zs0aDAaD6fPkyZNp0KABCxcuxNfXF3t7ewAMBgMLFy6kZ8+eODo6EhAQwNq1a83GOnz4MJ07d8bZ2RlPT09iY2P53//+B8DixYupXLky58+fN+sTFRVFbGxsad0OEREREZFSpfBjocaNG8fKlStZtGgR+/btw9/fn44dO3Lq1KmbGufYsWOsXLmSVatWkZaWZjqemJhIv379OHjwIF26dCEmJsY09unTp3nooYcIDw9n7969bNy4kV9++YV+/foB0LdvX4qLi80CU15eHuvWrWPw4MG3f/EiIiIiIneAwo8FOnPmDPPmzeOll16ic+fOhISEsGDBAhwcHHjnnXduaqzCwkIWL15MeHg4YWFhpuNxcXFER0fj7+/PtGnTyM/PZ8+ePQC8/vrrhIeHM23aNOrWrUt4eDjvvvsu27Zt4/vvv8fBwYF//etfJCUlmcZ77733qFWrFpGRkaVyD0RERERESpue+bFAmZmZFBUV0aJFC9MxW1tbmjRpQnp6+k2NVbt2bapWrXrF8cuDkJOTE66uruTl5QFw4MABtm3bhrOz81VrCwwMZNiwYTRu3JiffvqJGjVqkJycTFxcnNm2OxERERERS6Lwc5eqUKHCFW+GKyoquqKdk5PTVfvb2tqafTYYDJSUlACQn59P9+7defHFF6/o5+3tDUB4eDj169dn8eLFdOjQgW+//ZZ169bd0rWIiIiIiJQFhR8L5Ofnh52dHSkpKdSuXRu4GGxSU1NJSEgAoGrVqvz555+cOXPGFHAuf6bndjRs2JCVK1fi4+NDxYrX/ooMHTqUV199lZ9++ol27dpRs2bNUplfRERERORO0DM/FsjJyYkRI0YwduxYNm7cyJEjRxg2bBhnz55lyJAhADRt2hRHR0eeffZZMjMzWbZsGcnJyaUy/+OPP86pU6eIjo4mNTWVzMxMNm3axKBBgyguLja1+9e//sWJEydYsGCBXnQgIiIiIhZP4cdCzZgxg969exMbG0vDhg05duwYmzZtwt3dHQAPDw/ee+891q9fT2hoKMuXL2fy5MmlMnf16tVJSUmhuLiYDh06EBoaSkJCAm5ublSo8H9fmUqVKtG7d2+cnZ1Nr+gWEREREbFUBuNfHxy5yxUUFJCVlWX2d23uFtHR0djY2PDee++Vdyk3rG3bttSrV4+5c+eWdylW727+7ouIiIiUBa38WIALFy5w5MgRdu3aRb169cq7nBvy22+/sXr1arZv387jjz9e3uWIiIiIiPwtvfDAAhw+fJjmzZvTpk0bHnvssfIu54aEh4fz22+/8eKLLxIUFFTe5YiIiIiI/C2FHwvQoEEDzp49W95l3JTs7OzyLkFERERE5KZo25uIiIiIiFgFhR8REREREbEKCj8iIiIiImIVFH5ERERERMQqKPyIiIiIiIhVUPgRERERERGroPBjQeLi4oiKiirvMkRERERE7knW9Xd+DIaym8tovOkuc+bMwXgL/URERERE5O9ZV/ixcJUqVSrvEkRERERE7lna9mZBLt/2dv78eeLj46lWrRr29va0bNmS1NRUAIxGI/7+/syaNcusf1paGgaDgWPHjpV16SIiIiIiFk/hx0KNGzeOlStXsmjRIvbt24e/vz8dO3bk1KlTGAwGBg8eTFJSklmfpKQkWrVqhb+/fzlVLSIiIiJiuRR+LNCZM2eYN28eL730Ep07dyYkJIQFCxbg4ODAO++8A1xcJcrIyGDPnj0AFBUVsWzZMgYPHlyepYuIiIiIWCyFHwuUmZlJUVERLVq0MB2ztbWlSZMmpKenA1C9enW6du3Ku+++C8Ann3zC+fPn6du3b7nULCIiIiJi6RR+7mJDhw5lxYoVnDt3jqSkJPr374+jo2N5lyUiIiIiYpEUfiyQn58fdnZ2pKSkmI4VFRWRmppKSEiI6ViXLl1wcnJi3rx5bNy4UVveRERERESuQ6+6tkBOTk6MGDGCsWPH4uHhQa1atZg5cyZnz55lyJAhpnY2NjbExcXx73//m4CAAJo1a1aOVYuIiIiIWDat/FioGTNm0Lt3b2JjY2nYsCHHjh1j06ZNuLu7m7UbMmQIhYWFDBo0qJwqFRERERG5O1jXyo/RWN4VXNf58+dxdnYGwN7enrlz5zJ37tzr9vnpp5+wtbVlwIABZVGiiIiIiMhdSys/FuDChQscOXKEXbt2Ua9evRvqc/78eU6cOMHkyZPp27cvnp6ed7hKEREREZG7m8KPBTh8+DARERHUq1ePxx577Ib6LF++nNq1a3P69Glmzpx5hysUEREREbn7GYxGC98LdpMKCgrIysrC19cXe3v78i5HpMzouy8iIiJyfVr5ERERERERq6DwIyIiIiIiVkHhR0RERERErILCj4iIiIiIWAWFHxERERERsQoKPyIiIiIiYhUUfixIXFwcUVFRFj1+aYyRnZ2NwWAgLS3tmm0MBgNr1qy5rXlERERERC5XsbwLKEuGREOZzWWcdPN/PmnOnDncyT+7dKfHL025ubm4u7uXdxkiIiIicg+xqvBj6SpVqnRXj1+avLy8yrsEEREREbnHaNubBbl8S9n58+eJj4+nWrVq2Nvb07JlS1JTUwEwGo34+/sza9Yss/5paWkYDAaOHTv2t+MDREZGEh8fz7hx4/Dw8MDLy4vJkyffUK2JiYlUrVoVV1dXHnvsMQoLC03nNm7cSMuWLXFzc6Ny5cp069aNzMzMa45VXFzM4MGDqVu3Ljk5OYD5trdL2+RWrVpFmzZtcHR0pH79+uzatctsnAULFlCzZk0cHR3p2bMnL7/8Mm5ubjd0PSIiIiJy71P4sVDjxo1j5cqVLFq0iH379uHv70/Hjh05deoUBoOBwYMHk5SUZNYnKSmJVq1a4e/vf8PzLFq0CCcnJ3bv3s3MmTOZMmUKmzdvvm6frVu3kp6ezvbt21m+fDmrVq0iMTHRdP7MmTM89dRT7N27l61bt1KhQgV69uxJSUnJFWOdP3+evn37kpaWxo4dO6hVq9Y1533uuecYM2YMaWlpBAYGEh0dzYULFwBISUnhscce44knniAtLY327dvzn//854bvg4iIiIjc+xR+LNCZM2eYN28eL730Ep07dyYkJIQFCxbg4ODAO++8A1xcxcnIyGDPnj0AFBUVsWzZMgYPHnxTc4WFhTFp0iQCAgIYMGAAERERbN269bp97OzsePfdd6lXrx5du3ZlypQpzJ071xRuevfuTa9evfD396dBgwa8++67HDp0iCNHjpiNk5+fT9euXfn111/Ztm0bVatWve68Y8aMoWvXrgQGBpKYmMiPP/5oWuV67bXX6Ny5M2PGjCEwMJCRI0fSuXPnm7oXIiIiInJvU/ixQJmZmRQVFdGiRQvTMVtbW5o0aUJ6ejoA1atXp2vXrrz77rsAfPLJJ6ZVlJsRFhZm9tnb25u8vLzr9qlfvz6Ojo6mz82aNSM/P5/jx48DcPToUaKjo6lTpw6urq74+PgAmLa0XRIdHc2ZM2f47LPPbuh5pMtr9fb2BjDVmpGRQZMmTcza//WziIiIiFg3hZ+72NChQ1mxYgXnzp0jKSmJ/v37m4WSG2Fra2v22WAwXHV72s3o3r07p06dYsGCBezevZvdu3cDmD0XBNClSxcOHjx4xbM7N1KrwXDxzX23W6uIiIiIWA+FHwvk5+eHnZ0dKSkppmNFRUWkpqYSEhJiOtalSxecnJyYN28eGzduvOktb7fqwIEDnDt3zvT566+/xtnZmZo1a3Ly5EkyMjKYMGECbdu2JTg4mN9+++2q44wYMYIZM2bwz3/+ky+++OK2agoKCjK9EOKSv34WEREREeumV11bICcnJ0aMGMHYsWPx8PCgVq1azJw5k7NnzzJkyBBTOxsbG+Li4vj3v/9NQEAAzZo1K5P6CgsLGTJkCBMmTCA7O5tJkyYxatQoKlSogLu7O5UrV2b+/Pl4e3uTk5PDM888c82xRo8eTXFxMd26dWPDhg20bNnylmoaPXo0rVq14uWXX6Z79+58/vnnbNiwwbRCJCIiIiKilR8LNWPGDHr37k1sbCwNGzbk2LFjbNq06Yo//DlkyBAKCwsZNGhQmdXWtm1bAgICaNWqFf379+ef//yn6RXZFSpUYMWKFXzzzTf84x//4Mknn+Sll1667ngJCQkkJibSpUsXvvrqq1uqqUWLFrz11lu8/PLL1K9fn40bN/Lkk09ib29/S+OJiIiIyL3HYDQajeVdRGkqKCggKysLX1/fu+4/vtHR0djY2PDee+/dcJ8dO3bQtm1bjh8/jqen5x2s7u4zbNgwvvvuO3bs2FHepZSJu/m7LyIiIlIWtPJjAS5cuMCRI0fYtWsX9erVu6E+58+f58SJE0yePJm+ffsq+ACzZs3iwIEDHDt2jNdee41FixYxcODA8i5LRERERCyEwo8FOHz4MBEREdSrV4/HHnvshvosX76c2rVrc/r0aWbOnHmHK7w77Nmzh/bt2xMaGspbb73F3LlzGTp0aHmXJSIiIiIWQtveRO4R+u6LiIiIXJ9WfkRERERExCoo/IiIiIiIiFVQ+BEREREREaug8CMiIiIiIlZB4UdERERERKyCwo+IiIiIiFgFhR8LEhcXR1RUVKmN9/PPP9O+fXucnJxwc3O7oT7bt2/HYDBw+vTpUqvjdvj4+PDqq6+WdxkiIiIicg+oWN4FlKXExMQym2vSpEk33WfOnDmU5p9deuWVV8jNzSUtLY1KlSqV2rhlKTU1FScnp/IuQ0RERETuAVYVfixdaQeUzMxMGjVqREBAQKmNWVxcjMFgoEKFslk0rFq1apnMIyIiIiL3Pm17syCXb3s7f/488fHxVKtWDXt7e1q2bElqaioARqMRf39/Zs2aZdY/LS0Ng8HAsWPH8PHxYeXKlSxevBiDwUBcXBzZ2dkYDAbS0tJMfU6fPo3BYGD79u1XrSk5ORk3NzfWrl1LSEgI9913Hzk5OZw/f54xY8ZQo0YNnJycaNq0qdkYkydPpkGDBmZjvfrqq/j4+FxxvbNmzcLb25vKlSvz+OOPU1RUZGrz121vOTk59OjRA2dnZ1xdXenXrx+//PLLFfMuWbIEHx8fKlWqxMMPP8yff/759/8AIiIiInJPU/ixUOPGjWPlypUsWrSIffv24e/vT8eOHTl16hQGg4HBgweTlJRk1icpKYlWrVrh7+9PamoqnTp1ol+/fuTm5jJnzpxbruXs2bO8+OKLLFy4kG+//ZZq1aoxatQodu3axYoVKzh48CB9+/alU6dOHD169KbG3rZtG5mZmWzbto1FixaRnJxMcnLyVduWlJTQo0cPTp06xRdffMHmzZv54Ycf6N+/v1m7zMxM1qxZw6effsqnn37KF198wYwZM2718kVERETkHqHwY4HOnDnDvHnzeOmll+jcuTMhISEsWLAABwcH3nnnHeDiqklGRgZ79uwBoKioiGXLljF48GDg4nax++67DwcHB7y8vG5rS11RURFvvvkmzZs3JygoiP/9738kJSXx4Ycf8uCDD+Ln58eYMWNo2bLlFYHs77i7u/P6669Tt25dunXrRteuXdm6detV227dupVDhw6xbNkyGjVqRNOmTVm8eDFffPGFaVUMLoak5ORk/vGPf/Dggw8SGxt7zTFFRERExHoo/FigzMxMioqKaNGihemYra0tTZo0IT09HYDq1avTtWtX3n33XQA++eQTzp8/T9++fUu9Hjs7O8LCwkyfDx06RHFxMYGBgTg7O5t+vvjiCzIzM29q7Hr16mFjY2P67O3tTV5e3lXbpqenU7NmTWrWrGk6FhISgpubm+m+wMWtci4uLjc0poiIiIhYD73w4C42dOhQYmNjeeWVV0hKSqJ///44Ojpes/2llxRc/ka5y5+vuRYHBwcMBoPpc35+PjY2NnzzzTdmwQXA2dnZNNdf31x3tblsbW3NPhsMBkpKSv62puu5E2OKiIiIyN1PKz8WyM/PDzs7O1JSUkzHioqKSE1NJSQkxHSsS5cuODk5MW/ePDZu3Gja8nYtl96clpubazp2+csPblR4eDjFxcXk5eXh7+9v9uPl5WWa6+effzYLQLcy1+WCg4M5fvw4x48fNx07cuQIp0+fNrsvIiIiIiJXo5UfC+Tk5MSIESMYO3YsHh4e1KpVi5kzZ3L27FmGDBliamdjY0NcXBz//ve/CQgIoFmzZtcd18HBgQceeIAZM2bg6+tLXl4eEyZMuOn6AgMDiYmJYcCAAcyePZvw8HB+/fVXtm7dSlhYGF27diUyMpJff/2VmTNn0qdPHzZu3MiGDRtwdXW96fkuadeuHaGhocTExPDqq69y4cIFRo4cSevWrYmIiLjlcUVERETEOmjlx0LNmDGD3r17ExsbS8OGDTl27BibNm3C3d3drN2QIUMoLCxk0KBBNzTuu+++y4ULF2jUqBEJCQm88MILt1RfUlISAwYM4OmnnyYoKIioqChSU1OpVasWcHGV5s033+SNN96gfv367NmzhzFjxtzSXJcYDAY+/vhj3N3dadWqFe3ataNOnTq8//77tzWuiIiIiFgHg/GvD2bc5QoKCsjKysLX1xd7e/vyLuemREdHY2Njw3vvvXfDfXbs2EHbtm05fvw4np6ed7A6sXR383dfREREpCxo5ccCXLhwgSNHjrBr1y7q1at3Q33Onz/PiRMnmDx5Mn379lXwERERERH5Gwo/FuDw4cNERERQr149HnvssRvqs3z5cmrXrs3p06eZOXPmHa5QREREROTup21vIvcIffdFRERErk8rPyIiIiIiYhUUfkRERERExCoo/IiIiIiIiFVQ+BEREREREaug8CMiIiIiIlZB4UdERERERKyCwo8FiYyMJCEh4arn4uLiiIqKuu05DAYDa9asue1xRERERETuNhXLu4AyZTCU3Vyl/OeT5syZwz32J5lERERERMqUdYWfu1ilSpXKuwQRERERkbuatr1ZsHXr1lGpUiWWLl16xba3yMhI4uPjGTduHB4eHnh5eTF58mSz/kePHqVVq1bY29sTEhLC5s2by/YCREREREQsiMKPhVq2bBnR0dEsXbqUmJiYq7ZZtGgRTk5O7N69m5kzZzJlyhRTwCkpKaFXr17Y2dmxe/du3nrrLcaPH1+WlyAiIiIiYlEUfizQG2+8wciRI/nkk0/o1q3bNduFhYUxadIkAgICGDBgABEREWzduhWALVu28N1337F48WLq169Pq1atmDZtWlldgoiIiIiIxdEzPxbmo48+Ii8vj5SUFBo3bnzdtmFhYWafvb29ycvLAyA9PZ2aNWtSvXp10/lmzZqVfsEiIiIiIncJrfxYmPDwcKpWrcq77777t293s7W1NftsMBgoKSm5k+WJiIiIiNy1FH4sjJ+fH9u2bePjjz9m9OjRtzxOcHAwx48fJzc313Ts66+/Lo0SRURERETuSgo/FigwMJBt27axcuXKa/7R07/Trl07AgMDGThwIAcOHGDHjh0899xzpVuoiIiIiMhdRM/8WKigoCA+//xzIiMjsbGxuen+FSpUYPXq1QwZMoQmTZrg4+PD3Llz6dSp0x2oVkRERETE8hmMf/dgyV2moKCArKwsfH19sbe3L+9yRMqMvvsiIiIi16dtbyIiIiIiYhUUfkRERERExCoo/IiIiIiIiFVQ+BEREREREaug8CMiIiIiIlZB4UdERERERKyCwo+IiIiIiFgFhR8REREREbEKCj8iIiIiImIVFH4sSGRkJAkJCVc9FxcXR1RU1G3PYTAYWLNmzW2PIyIiIiJyt6lY3gWUJUOioczmMk4ylup4c+bMwWgs3TFFRERERKyJVYWfu1mlSpXKuwQRERERkbuatr1ZsHXr1lGpUiWWLl16xba3yMhI4uPjGTduHB4eHnh5eTF58mSz/kePHqVVq1bY29sTEhLC5s2bzc5nZ2djMBhYtWoVbdq0wdHRkfr167Nr1y6zdjt37uTBBx/EwcGBmjVrEh8fz5kzZ0zn33zzTQICArC3t8fT05M+ffqYzn300UeEhobi4OBA5cqVadeunVlfEREREZGyovBjoZYtW0Z0dDRLly4lJibmqm0WLVqEk5MTu3fvZubMmUyZMsUUcEpKSujVqxd2dnbs3r2bt956i/Hjx191nOeee44xY8aQlpZGYGAg0dHRXLhwAYDMzEw6depE7969OXjwIO+//z47d+5k1KhRAOzdu5f4+HimTJlCRkYGGzdupFWrVgDk5uYSHR3N4MGDSU9PZ/v27fTq1Uvb90RERESkXGjbmwV64403eO655/jkk09o3br1NduFhYUxadIkAAICAnj99dfZunUr7du3Z8uWLXz33Xds2rSJ6tWrAzBt2jQ6d+58xThjxoyha9euACQmJlKvXj2OHTtG3bp1mT59OjExMaYXMQQEBDB37lxat27NvHnzyMnJwcnJiW7duuHi4kLt2rUJDw8HLoafCxcu0KtXL2rXrg1AaGhoqd0nEREREZGbofBjYT766CPy8vJISUmhcePG120bFhZm9tnb25u8vDwA0tPTqVmzpin4ADRr1uxvx/H29gYgLy+PunXrcuDAAQ4ePMjSpUtNbYxGIyUlJWRlZdG+fXtq165NnTp16NSpE506daJnz56mLXRt27YlNDSUjh070qFDB/r06YO7u/vN3RQRERERkVKgbW8WJjw8nKpVq/Luu+/+7fYwW1tbs88Gg4GSkpKbnvPycQyGi2/EuzROfn4+w4cPJy0tzfRz4MABjh49ip+fHy4uLuzbt4/ly5fj7e3NxIkTqV+/PqdPn8bGxobNmzezYcMGQkJCeO211wgKCiIrK+umaxQRERERuV0KPxbGz8+Pbdu28fHHHzN69OhbHic4OJjjx4+Tm5trOvb111/f9DgNGzbkyJEj+Pv7X/FjZ2cHQMWKFWnXrh0zZ87k4MGDZGdn8/nnnwMXw1SLFi1ITExk//792NnZsXr16lu+LhERERGRW6VtbxYoMDCQbdu2ERkZScWKFXn11Vdveox27doRGBjIwIEDeemll/jjjz947rnnbnqc8ePH88ADDzBq1CiGDh2Kk5MTR44cYfPmzbz++ut8+umn/PDDD7Rq1Qp3d3fWr19PSUkJQUFB7N69m61bt9KhQweqVavG7t27+fXXXwkODr7pOkREREREbpdVhZ/S/sOjd1JQUBCff/45kZGR2NjY3HT/ChUqsHr1aoYMGUKTJk3w8fFh7ty5dOrU6abGCQsL44svvuC5557jwQcfxGg04ufnR//+/QFwc3Nj1apVTJ48mYKCAgICAli+fDn16tUjPT2dL7/8kldffZU//viD2rVrM3v27Ku+dEFERERE5E4zGO+x9w4XFBSQlZWFr68v9vb25V2OSJnRd19ERETk+vTMj4iIiIiIWAWFHxERERERsQoKPyIiIiIiYhUUfkRERERExCoo/IiIiIiIiFVQ+BEREREREaug8CMiIiIiIlZB4UdERERERKyCwo+IiIiIiFgFhR8LEhkZSUJCQpnNl52djcFgIC0tDYDt27djMBg4ffp0mdUgIiIiIlJWKpZ3AWUpMTGxzOaaNGlSmc1VWpo3b05ubi6VKlUq71JEREREREqdVYUfuT47Ozu8vLzKuwwRERERkTtC294s1G+//caAAQNwd3fH0dGRzp07c/ToUdP55ORk3Nzc2LRpE8HBwTg7O9OpUydyc3PNxlm4cCHBwcHY29tTt25d3nzzzWvO+ddtb6UxR2FhIaNGjcLb2xt7e3tq167N9OnTATAajUyePJlatWpx3333Ub16deLj42/31omIiIiIXJVWfixUXFwcR48eZe3atbi6ujJ+/Hi6dOnCkSNHsLW1BeDs2bPMmjWLJUuWUKFCBR555BHGjBnD0qVLAVi6dCkTJ07k9ddfJzw8nP379zNs2DCcnJwYOHDgDdVxu3PMnTuXtWvX8sEHH1CrVi2OHz/O8ePHAVi5ciWvvPIKK1asoF69evz8888cOHDgDtxNERERERGFH4t0KfSkpKTQvHlz4GLIqFmzJmvWrKFv374AFBUV8dZbb+Hn5wfAqFGjmDJlimmcSZMmMXv2bHr16gWAr68vR44c4e23377h8HO7c+Tk5BAQEEDLli0xGAzUrl3b1DcnJwcvLy/atWuHra0ttWrVokmTJrd620RERERErkvb3ixQeno6FStWpGnTpqZjlStXJigoiPT0dNMxR0dHUygB8Pb2Ji8vD4AzZ86QmZnJkCFDcHZ2Nv288MILZGZm3nAttztHXFwcaWlpBAUFER8fz2effWYaq2/fvpw7d446deowbNgwVq9ezYULF27ybomIiIiI3Bit/NzFLm1/u8RgMGA0GgHIz88HYMGCBWYhCsDGxqbM5mjYsCFZWVls2LCBLVu20K9fP9q1a8dHH31EzZo1ycjIYMuWLWzevJmRI0fy0ksv8cUXX1wxr4iIiIjI7VL4sUDBwcFcuHCB3bt3m7a9nTx5koyMDEJCQm5oDE9PT6pXr84PP/xATEzMHanzRudwdXWlf//+9O/fnz59+tCpUydOnTqFh4cHDg4OdO/ene7du/P4449Tt25dDh06RMOGDe9IzSIiIiJivRR+LFBAQAA9evRg2LBhvP3227i4uPDMM89Qo0YNevToccPjJCYmEh8fT6VKlejUqRPnz59n7969/Pbbbzz11FOlUuvfzfHyyy/j7e1NeHg4FSpU4MMPP8TLyws3NzeSk5MpLi6madOmODo68t577+Hg4GD2XJCIiIiISGmxqvBzN/3h0aSkJJ544gm6detGYWEhrVq1Yv369Te1HWzo0KE4Ojry0ksvMXbsWJycnAgNDSUhIaHU6vy7OVxcXJg5cyZHjx7FxsaGxo0bs379eipUqICbmxszZszgqaeeori4mNDQUD755BMqV65cavWJiIiIiFxiMF56gOMeUVBQQFZWFr6+vtjb25d3OSJlRt99ERERkevT295ERERERMQqKPyIiIiIiIhVUPgRERERERGroPAjIiIiIiJWQeFHRERERESsgsKPiIiIiIhYBYUfERERERGxCgo/IiIiIiJiFRR+RERERETEKij8WJDIyEgSEhLKuwwRERERkXtSxfIuoEwZDGU3l9FYdnOJiIiIiMjf0sqPiIiIiIhYBYUfC/Xbb78xYMAA3N3dcXR0pHPnzhw9etR0/scff6R79+64u7vj5OREvXr1WL9+valvTEwMVatWxcHBgYCAAJKSksrrUkRERERELIJ1bXu7i8TFxXH06FHWrl2Lq6sr48ePp0uXLhw5cgRbW1sef/xxCgsL+fLLL3FycuLIkSM4OzsD8Pzzz3PkyBE2bNhAlSpVOHbsGOfOnSvnKxIRERERKV8KPxboUuhJSUmhefPmACxdupSaNWuyZs0a+vbtS05ODr179yY0NBSAOnXqmPrn5OQQHh5OREQEAD4+PmV+DSIiIiIilkbb3ixQeno6FStWpGnTpqZjlStXJigoiPT0dADi4+N54YUXaNGiBZMmTeLgwYOmtiNGjGDFihU0aNCAcePG8dVXX5X5NYiIiIiIWBqFn7vU0KFD+eGHH4iNjeXQoUNERETw2muvAdC5c2d+/PFHnnzySf773//Stm1bxowZU84Vi4iIiIiUL4UfCxQcHMyFCxfYvXu36djJkyfJyMggJCTEdKxmzZo89thjrFq1iqeffpoFCxaYzlWtWpWBAwfy3nvv8eqrrzJ//vwyvQYREREREUujZ34sUEBAAD169GDYsGG8/fbbuLi48Mwzz1CjRg169OgBQEJCAp07dyYwMJDffvuNbdu2ERwcDMDEiRNp1KgR9erV4/z583z66aemcyIiIiIi1sq6Vn6MxrL7uU1JSUk0atSIbt260axZM4xGI+vXr8fW1haA4uJiHn/8cYKDg+nUqROBgYG8+eabANjZ2fHvf/+bsLAwWrVqhY2NDStWrLjtmkRERERE7mYGo7EU/qduQQoKCsjKysLX1xd7e/vyLkekzOi7LyIiInJ91rXyIyIiIiIiVkvhR0RERERErILCj4iIiIiIWAWFHxERERERsQoKPyIiIiIiYhUUfkRERERExCoo/IiIiIiIiFVQ+BEREREREaug8CMiIiIiIlZB4ceCREZGkpCQcNeOLyIiIiJiySqWdwFlyZBoKLO5jJOMZTbXX23fvp02bdrw22+/4ebmVm51iIiIiIhYEq38iIiIiIiIVVD4sVC//fYbAwYMwN3dHUdHRzp37szRo0dN53/88Ue6d++Ou7s7Tk5O1KtXj/Xr15OdnU2bNm0AcHd3x2AwEBcXd9Nz/PHHHzg4OLBhwwazPqtXr8bFxYWzZ88CcPz4cfr164ebmxseHh706NGD7Ozs0r8hIiIiIiK3SeHHQsXFxbF3717Wrl3Lrl27MBqNdOnShaKiIgAef/xxzp8/z5dffsmhQ4d48cUXcXZ2pmbNmqxcuRKAjIwMcnNzmTNnzk3P4erqSrdu3Vi2bJlZn6VLlxIVFYWjoyNFRUV07NgRFxcXduzYQUpKCs7OznTq1InCwsI7e4NERERERG6SVT3zc7c4evQoa9euJSUlhebNmwMXQ0fNmjVZs2YNffv2JScnh969exMaGgpAnTp1TP09PDwAqFat2jWf+bmROWJiYoiNjeXs2bM4Ojryxx9/sG7dOlavXg3A+++/T0lJCQsXLsRguPg8VVJSEm5ubmzfvp0OHTrckfsjIiIiInIrtPJjgdLT06lYsSJNmzY1HatcuTJBQUGkp6cDEB8fzwsvvECLFi2YNGkSBw8eLPU5unTpgq2tLWvXrgVg5cqVuLq60q5dOwAOHDjAsWPHcHFxwdnZGWdnZzw8PCgoKCAzM/O27oGIiIiISGlT+LlLDR06lB9++IHY2FgOHTpEREQEr732WqnOYWdnR58+fUxb35YtW0b//v2pWPHigmF+fj6NGjUiLS3N7Of777/nX//6V6nWIiIiIiJyuxR+LFBwcDAXLlxg9+7dpmMnT54kIyODkJAQ07GaNWvy2GOPsWrVKp5++mkWLFgAXAwtAMXFxbc9R0xMDBs3buTbb7/l888/JyYmxnSuYcOGHD16lGrVquHv72/2U6lSpdu/ESIiIiIipUjhxwIFBATQo0cPhg0bxs6dOzlw4ACPPPIINWrUoEePHgAkJCSwadMmsrKy2LdvH9u2bSM4OBiA2rVrYzAY+PTTT/n111/Jz8+/pTkAWrVqhZeXFzExMfj6+pptk4uJiaFKlSr06NGDHTt2kJWVxfbt24mPj+fEiRN3+C6JiIiIiNwcq3rhQXn+4dGblZSUxBNPPEG3bt0oLCykVatWrF+/HltbW+Diqs7jjz/OiRMncHV1pVOnTrzyyisA1KhRg8TERJ555hkGDRrEgAEDSE5Ovuk5AAwGA9HR0cycOZOJEyea9Xd0dOTLL79k/Pjx9OrViz///JMaNWrQtm1bXF1d79zNERERERG5BQaj0Xj3JIIbUFBQQFZWFr6+vtjb25d3OSJlRt99ERERkevTtjcREREREbEKCj8iIiIiImIVFH5ERERERMQqKPyIiIiIiIhVUPgRERERERGroPAjIiIiIiJWQeFHRERERESsgsKPiIiIiIhYBYUfERERERGxCgo/FiQyMpKEhITyLkNERERE5J5UsbwLKEuJiYllNtekSZPKbC4REREREfl7WvkRERERERGroPBjoX777TcGDBiAu7s7jo6OdO7cmaNHjwLwxx9/4ODgwIYNG8z6rF69GhcXF86ePQvA8ePH6devH25ubnh4eNCjRw+ys7PL+lJERERERCyCwo+FiouLY+/evaxdu5Zdu3ZhNBrp0qULRUVFuLq60q1bN5YtW2bWZ+nSpURFReHo6EhRUREdO3bExcWFHTt2kJKSgrOzM506daKwsLCcrkpEREREpPxY1TM/d4ujR4+ydu1aUlJSaN68OXAx2NSsWZM1a9bQt29fYmJiiI2N5ezZszg6OvLHH3+wbt06Vq9eDcD7779PSUkJCxcuxGAwAJCUlISbmxvbt2+nQ4cO5XZ9IiIiIiLlQSs/Fig9PZ2KFSvStGlT07HKlSsTFBREeno6AF26dMHW1pa1a9cCsHLlSlxdXWnXrh0ABw4c4NixY7i4uODs7IyzszMeHh4UFBSQmZlZ9hclIiIiIlLOtPJzl7Kzs6NPnz4sW7aMhx9+mGXLltG/f38qVrz4T5qfn0+jRo1YunTpFX2rVq1a1uWKiIiIiJQ7hR8LFBwczIULF9i9e7dp29vJkyfJyMggJCTE1C4mJob27dvz7bff8vnnn/PCCy+YzjVs2JD333+fatWq4erqWubXICIiIiJiabTtzQIFBATQo0cPhg0bxs6dOzlw4ACPPPIINWrUoEePHqZ2rVq1wsvLi5iYGHx9fc22ycXExFClShV69OjBjh07yMrKYvv27cTHx3PixInyuCwRERERkXJlVSs/d9MfHk1KSuKJJ56gW7duFBYW0qpVK9avX4+tra2pjcFgIDo6mpkzZzJx4kSz/o6Ojnz55ZeMHz+eXr168eeff1KjRg3atm2rlSARERERsUoGo9FoLO8iSlNBQQFZWVn4+vpib29f3uWIlBl990VERESuT9veRERERETEKij8iIiIiIiIVVD4ERERERERq6DwIyIiIiIiVkHhR0RERERErILCj4iIiIiIWAWFHxERERERsQoKPyIiIiIiYhUUfkRERERExCpYV/gxGMru5x6XnZ2NwWAgLS2tvEsREREREbkh1hV+RERERETEain8WJnCwsLyLkFEREREpFwo/FiQyMhIRo8eTUJCAu7u7nh6erJgwQLOnDnDoEGDcHFxwd/fnw0bNgBQXFzMkCFD8PX1xcHBgaCgIObMmWM2ZlxcHFFRUfznP/+hevXqBAUF8eyzz9K0adMr5q9fvz5TpkwxfV64cCHBwcHY29tTt25d3nzzzTt7A0RERERE7qCK5V2AmFu0aBHjxo1jz549vP/++4wYMYLVq1fTs2dPnn32WV555RViY2PJycnB1taW+++/nw8//JDKlSvz1Vdf8eijj+Lt7U2/fv1MY27duhVXV1c2b95sOjZ9+nQyMzPx8/MD4Ntvv+XgwYOsXLkSgKVLlzJx4kRef/11wsPD2b9/P8OGDcPJyYmBAweW7U0RERERESkFBqPRaCzvIkpTQUEBWVlZ+Pr6Ym9vb36yLF9EcAu3NTIykuLiYnbs2AFcXNmpVKkSvXr1YvHixQD8/PPPeHt7s2vXLh544IErxhg1ahQ///wzH330EXBx5Wfjxo3k5ORgZ2dnategQQN69+7N888/D8Czzz7L559/ztdffw2Av78/U6dOJTo62tTnhRdeYP369Xz11VdkZ2fj6+vL/v37adCgwU1fq5S+6373RURERETb3ixNWFiY6XcbGxsqV65MaGio6ZinpycAeXl5ALzxxhs0atSIqlWr4uzszPz588nJyTEbMzQ01Cz4AMTExLBs2TIAjEYjy5cvJyYmBoAzZ86QmZnJkCFDcHZ2Nv288MILZGZmlv5Fi4iIiIiUAW17szC2trZmnw0Gg9kxw/9fvSopKWHFihWMGTOG2bNn06xZM1xcXHjppZfYvXu32RhOTk5XzBMdHc348ePZt28f586d4/jx4/Tv3x+A/Px8ABYsWHDFs0E2Nja3f5EiIiIiIuVA4eculpKSQvPmzRk5cqTp2I2uzNx///20bt2apUuXcu7cOdq3b0+1atWAi6tL1atX54cffjCtBomIiIiI3O0Ufu5iAQEBLF68mE2bNuHr68uSJUtITU3F19f3hvrHxMQwadIkCgsLeeWVV8zOJSYmEh8fT6VKlejUqRPnz59n7969/Pbbbzz11FN34nJERERERO4o63rmx2gsu58yMHz4cHr16kX//v1p2rQpJ0+eNFsF+jt9+vTh5MmTnD17lqioKLNzQ4cOZeHChSQlJREaGkrr1q1JTk6+4WAlIiIiImJprOttbyL3MH33RURERK7PulZ+RERERETEain8iIiIiIiIVVD4ERERERERq6DwIyIiIiIiVkHhR0RERERErILCj4iIiIiIWAWFHxERERERsQoKPyIiIiIiYhUUfu5xkZGRJCQklOmcPj4+vPrqq7c1RlxcHFFRUaVSj4iIiIgIQMXyLqAsGRINZTaXcZKxzOYSEREREZG/p5UfERERERGxCgo/FiQyMpLRo0eTkJCAu7s7np6eLFiwgDNnzjBo0CBcXFzw9/dnw4YNpj6HDx+mc+fOODs74+npSWxsLP/73/+uOceSJUuIiIjAxcUFLy8v/vWvf5GXl2c6v337dgwGA1u3biUiIgJHR0eaN29ORkaG2TiffPIJjRs3xt7enipVqtCzZ0+z82fPnmXw4MG4uLhQq1Yt5s+fb3b+0KFDPPTQQzg4OFC5cmUeffRR8vPzr1rz4sWLqVy5MufPnzc7HhUVRWxs7PVvqoiIiIjI/6fwY2EWLVpElSpV2LNnD6NHj2bEiBH07duX5s2bs2/fPjp06EBsbCxnz57l9OnTPPTQQ4SHh7N37142btzIL7/8Qr9+/a45flFREVOnTuXAgQOsWbOG7Oxs4uLirmj33HPPMXv2bPbu3UvFihUZPHiw6dy6devo2bMnXbp0Yf/+/WzdupUmTZqY9Z89ezYRERHs37+fkSNHMmLECFOAOnPmDB07dsTd3Z3U1FQ+/PBDtmzZwqhRo65ac9++fSkuLmbt2rWmY3l5eaxbt86sLhERERGR6zEYjcZ76uGUgoICsrKy8PX1xd7e3uycpT/zExkZSXFxMTt27ACguLiYSpUq0atXLxYvXgzAzz//jLe3N7t27WLLli3s2LGDTZs2mcY4ceIENWvWJCMjg8DAQCIjI2nQoME1X0Cwd+9eGjduzJ9//omzszPbt2+nTZs2bNmyhbZt2wKwfv16unbtyrlz57C3t6d58+bUqVOH995776pj+vj48OCDD7JkyZKL98JoxMvLi8TERB577DEWLFjA+PHjOX78OE5OTqY5unfvzn//+188PT2Ji4vj9OnTrFmzBoCRI0eSnZ3N+vXrAXj55Zd54403OHbsGAZD2f27WrLrffdFRERERCs/FicsLMz0u42NDZUrVyY0NNR0zNPTE7i48nHgwAG2bduGs7Oz6adu3boAZGZmXnX8b775hu7du1OrVi1cXFxo3bo1ADk5Odesw9vb2zQnQFpamikY3ch1GAwGvLy8TP3T09OpX7++KfgAtGjRgpKSkiu2110ybNgwPvvsM3766ScAkpOTiYuLU/ARERERkRtmVW97uxvY2tqafTYYDGbHLv1nv6SkhPz8fLp3786LL754xTiXAsvlLm0369ixI0uXLqVq1ark5OTQsWNHCgsLr1nH5XMCODg43NJ1XOp/K8LDw6lfvz6LFy+mQ4cOfPvtt6xbt+6WxxMRERER66Pwcxdr2LAhK1euxMfHh4oV//6f8rvvvuPkyZPMmDGDmjVrAhe3vd2ssLAwtm7dyqBBg266L0BwcDDJycmcOXPGtPqTkpJChQoVCAoKuma/oUOH8uqrr/LTTz/Rrl070zWIiIiIiNwIbXu7iz3++OOcOnWK6OhoUlNTyczMZNOmTQwaNIji4uIr2teqVQs7Oztee+01fvjhB9auXcvUqVNvet5JkyaxfPlyJk2aRHp6OocOHbrq6tO1xMTEYG9vz8CBAzl8+DDbtm1j9OjRxMbGmrb1Xc2//vUvTpw4wYIFC/SiAxERERG5aQo/d7Hq1auTkpJCcXExHTp0IDQ0lISEBNzc3KhQ4cp/2qpVq5KcnMyHH35ISEgIM2bMYNasWTc9b2RkJB9++CFr166lQYMGPPTQQ+zZs+eG+zs6OrJp0yZOnTpF48aN6dOnD23btuX111+/br9KlSrRu3dvnJ2diYqKuum6RURERMS6WdXb3uTu17ZtW+rVq8fcuXPLuxSLo+++iIiIyPXpmR+5K/z2229s376d7du38+abb5Z3OSIiIiJyF1L4kbtCeHg4v/32Gy+++OJ1X4ogIiIiInItCj9yV8jOzi7vEkRERETkLqcXHoiIiIiIiFVQ+BEREREREaug8CMiIiIiIlZB4UdERERERKyCwo+IiIiIiFgFhR8REREREbEKCj/3uMjISBISEm5rjOTkZNzc3EyfJ0+eTIMGDW5rTBERERGRsmZVf+cnMTGxzOaaNGlSmc1V1saMGcPo0aPLuwwRERERkZtiVeFHSoezszPOzs7lXYaIiIiIyE3RtjcLEhkZyejRo0lISMDd3R1PT08WLFjAmTNnGDRoEC4uLvj7+7NhwwZTn8OHD9O5c2ecnZ3x9PQkNjaW//3vf9ec47fffmPAgAG4u7vj6OhI586dOXr0qFmb5ORkatWqhaOjIz179uTkyZNm56+27e3dd9+lXr163HfffXh7ezNq1KjbvyEiIiIiIqVI4cfCLFq0iCpVqrBnzx5Gjx7NiBEj6Nu3L82bN2ffvn106NCB2NhYzp49y+nTp3nooYcIDw9n7969bNy4kV9++YV+/fpdc/y4uDj27t3L2rVr2bVrF0ajkS5dulBUVATA7t27GTJkCKNGjSItLY02bdrwwgsvXLfmefPm8fjjj/Poo49y6NAh1q5di7+/f6neFxERERGR26Vtbxamfv36TJgwAYB///vfzJgxgypVqjBs2DAAJk6cyLx58zh48CBbtmwhPDycadOmmfq/++671KxZk++//57AwECzsY8ePcratWtJSUmhefPmACxdupSaNWuyZs0a+vbty5w5c+jUqRPjxo0DIDAwkK+++oqNGzdes+YXXniBp59+mieeeMJ0rHHjxqVzQ0RERERESolWfixMWFiY6XcbGxsqV65MaGio6ZinpycAeXl5HDhwgG3btpmewXF2dqZu3boAZGZmXjF2eno6FStWpGnTpqZjlStXJigoiPT0dFOby88DNGvW7Jr15uXl8d///pe2bdvewtWKiIiIiJQdrfxYGFtbW7PPBoPB7JjBYACgpKSE/Px8unfvzosvvnjFON7e3ne20P/PwcGhTOYREREREbldWvm5izVs2JBvv/0WHx8f/P39zX6cnJyuaB8cHMyFCxfYvXu36djJkyfJyMggJCTE1Oby8wBff/31NWtwcXHBx8eHrVu3ltJViYiIiIjcGQo/d7HHH3+cU6dOER0dTWpqKpmZmWzatIlBgwZRXFx8RfuAgAB69OjBsGHD2LlzJwcOHOCRRx6hRo0a9OjRA4D4+Hg2btzIrFmzOHr0KK+//vp1n/eBi29/mz17NnPnzuXo0aPs27eP11577Y5cs4iIiIjIrVL4uYtVr16dlJQUiouL6dChA6GhoSQkJODm5kaFClf/p01KSqJRo0Z069aNZs2aYTQaWb9+vWlr3QMPPMCCBQuYM2cO9evX57PPPjO9gOFaBg4cyKuvvsqbb75JvXr16Nat2xWvzxYRERERKW8Go9FoLO8iSlNBQQFZWVn4+vpib29f3uWIlBl990VERESuTys/IiIiIiJiFRR+RERERETEKij8iIiIiIiIVVD4ERERERERq6DwIyIiIiIiVkHhR0RERERErILCj4iIiIiIWAWFHxERERERsQoKPyIiIiIiYhUUfqTM+Pj48Oqrr95Q27i4OKKiou5oPSIiIiJiXSqWdwFlymAou7mMxrKb6y6RmpqKk5PTDbWdM2cORt1DERERESlF1hV+pFwUFhZiZ2dH1apVb7hPpUqV7mBFIiIiImKNtO3NgkRGRjJ69GgSEhJwd3fH09OTBQsWcObMGQYNGoSLiwv+/v5s2LDB1Ofw4cN07twZZ2dnPD09iY2N5X//+5/p/EcffURoaCgODg5UrlyZdu3acebMGeD/tpZNmzYNT09P3NzcmDJlChcuXGDs2LF4eHhw//33k5SUZFbn8ePH6devH25ubnh4eNCjRw+ys7NN5y+N+5///Ifq1asTFBQEmG97S05OxmAwXPEzefJkszEuvzfx8fGMGzcODw8PvLy8TG0v+e6772jZsiX29vaEhISwZcsWDAYDa9asub1/GBERERG5Jyj8WJhFixZRpUoV9uzZw+jRoxkxYgR9+/alefPm7Nu3jw4dOhAbG8vZs2c5ffo0Dz30EOHh4ezdu5eNGzfyyy+/0K9fPwByc3OJjo5m8ODBpKens337dnr16mW2nezzzz/nv//9L19++SUvv/wykyZNolu3bri7u7N7924ee+wxhg8fzokTJwAoKiqiY8eOuLi4sGPHDlJSUnB2dqZTp04UFhaaxt26dSsZGRls3ryZTz/99Irr7N+/P7m5uaaf5cuXU7FiRVq0aHHde+Pk5MTu3buZOXMmU6ZMYfPmzQAUFxcTFRWFo6Mju3fvZv78+Tz33HOl8m8iIiIiIvcI4z3m3LlzxiNHjhjPnTt35cmLT+KUzc8taN26tbFly5amzxcuXDA6OTkZY2NjTcdyc3ONgHHXrl3GqVOnGjt06GA2xvHjx42AMSMjw/jNN98YAWN2dvZV5xs4cKCxdu3axuLiYtOxoKAg44MPPnhFDcuXLzcajUbjkiVLjEFBQcaSkhJTm/PnzxsdHByMmzZtMo3r6elpPH/+vNl8tWvXNr7yyitX1HHs2DGjh4eHcebMmWa19ejR45r3xmg0Ghs3bmwcP3680Wg0Gjds2GCsWLGiMTc313R+8+bNRsC4evXqq17/vea6330RERERMeqZHwsTFhZm+t3GxobKlSsTGhpqOubp6QlAXl4eBw4cYNu2bTg7O18xTmZmJh06dKBt27aEhobSsWNHOnToQJ8+fXB3dze1q1evHhUqVDAb/x//+McVNeTl5QFw4MABjh07houLi9l8BQUFZGZmmj6HhoZiZ2f3t9f7+++/061bN7p27crYsWOv2/byewPg7e1tqisjI4OaNWvi5eVlOt+kSZO/nV9ERERErIfCj4WxtbU1+2wwGMyOGf7/G+tKSkrIz8+ne/fuvPjii1eM4+3tjY2NDZs3b+arr77is88+47XXXuO5555j9+7d+Pr63tB8l46VlJQAkJ+fT6NGjVi6dOkVc17+QoMbeatbcXEx/fv3x9XVlfnz5/9t++vVJSIiIiLydxR+7mINGzZk5cqV+Pj4ULHi1f8pDQYDLVq0oEWLFkycOJHatWuzevVqnnrqqVue8/3336datWq4urreTvk8+eSTHDp0iL1792Jvb39bYwUFBXH8+HF++eUX0+pYamrqbY0pIiIiIvcWvfDgLvb4449z6tQpoqOjSU1NJTMzk02bNjFo0CCKi4vZvXs306ZNY+/eveTk5LBq1Sp+/fVXgoODb3nOmJgYqlSpQo8ePdixYwdZWVls376d+Ph400sRbkRSUhJvvvkmb731FgaDgZ9//pmff/6Z/Pz8W6qrffv2+Pn5MXDgQA4ePEhKSgoTJkwA/m+1TERERESsm8LPXax69eqkpKRQXFxMhw4dCA0NJSEhATc3NypUqICrqytffvklXbp0ITAwkAkTJjB79mw6d+58y3M6Ojry5ZdfUqtWLXr16kVwcDBDhgyhoKDgplaCvvjiC4qLi/nnP/+Jt7e36WfWrFm3VJeNjQ1r1qwhPz+fxo0bM3ToUNPb3m53VUlERERE7g0Go/Gy9x7fAwoKCsjKysLX11f/6bVyKSkptGzZkmPHjuHn51fe5dxx+u6LiIiIXJ+e+ZF7xurVq3F2diYgIIBjx47xxBNP0KJFC6sIPiIiIiLy9xR+5J7x559/Mn78eHJycqhSpQrt2rVj9uzZ5V2WiIiIiFgIbXsTuUfouy8iIiJyfXrhgYiIiIiIWAWFHxERERERsQoKPyIiIiIiYhUUfkRERERExCoo/IiIiIiIiFVQ+BEREREREaug8HMX2759OwaDgdOnT9/WOHFxcURFRZk+G41GHn30UTw8PDAYDKSlpd3QOAaDgTVr1txWLSIiIiIid4pV/ZFTQ6KhzOYyTrrzfz6pefPm5ObmUqlSpVIdd+PGjSQnJ7N9+3bq1KlDlSpVSnV8EREREZHyYFXh515jZ2eHl5dXqY+bmZmJt7c3zZs3L/WxRURERETKi7a9WZDIyEhGjx5NQkIC7u7ueHp6smDBAs6cOcOgQYNwcXHB39+fDRs2AFdue0tOTsbNzY1NmzYRHByMs7MznTp1Ijc31zRHcXExTz31FG5ublSuXJlx48ZhNP7fKlVcXByjR48mJycHg8GAj48PAD4+Prz66qtm9TZo0IDJkydf9Vqys7MxGAysWrWKNm3a4OjoSP369dm1a5dZu53/j707D6uq3P///9yCCDIrKGgoKINo4hCRYAo5JDmUWWZJ4oRTIuKsn1JxqNTjmB6toyXkcTonhzypqZlYzjiApkSEKA0U5VAioQj8/vDX/rZzVgR0vx7Xta+Ltda97vu9Vvtcl69z32vtXbto0aIFNjY2eHh4EBMTw8WLF43HFy5ciI+PD9bW1lSvXp0XX3zReOyjjz6iYcOG2NjYULVqVdq0aWNyroiIiIjIXyn8lDMJCQm4uLhw4MABhgwZwqBBg+jatSshISEcPnyYp59+mh49epCXl3fd8/Py8pg5cybLli3jiy++ICsri5EjRxqPz5o1i/j4eD744AN27drF2bNnWbdunfH4vHnzmDx5Mo888gjZ2dkkJSXd0/W8/vrrjBw5kuTkZHx9fXnllVe4cuUKcHWGKTw8nBdeeIGjR4+yevVqdu3aRXR0NAAHDx4kJiaGyZMnk5aWxqeffkrLli0ByM7O5pVXXqFPnz6kpqaSmJhIly5dTIKciIiIiMhfadlbOdOoUSPeeOMNAMaNG8e0adNwcXGhX79+AEyYMIFFixZx9OjR655fUFDAu+++S926dQGIjo5m8uTJxuNz585l3LhxdOnSBYB3332XLVu2GI87Ojpib2+PhYVFiSypGzlyJB06dABg0qRJNGjQgG+//ZZ69erx9ttvExERQWxsLAA+Pj688847hIaGsmjRIrKysrC1taVjx47Y29tTu3ZtmjRpAlwNP1euXKFLly7Url0bgIYNG95zvSIiIiLy8NLMTzkTEBBg/NvCwoKqVaua/KO+evXqAOTk5Fz3/MqVKxuDD4C7u7ux7W+//UZ2djZPPPGE8bilpSWBgYEleg1/9dfrcXd3B/5f7SkpKcTHx2NnZ2f8tGvXjqKiIjIzM2nbti21a9emTp069OjRg+XLlxtnvBo1akTr1q1p2LAhXbt2ZfHixZw7d+6+XYeIiIiIPPgUfsqZihUrmmwbDAaTfQbD1TfWFRUV3fb5JbEUrEKFCtf0U1BQcMvzblZ7bm4uAwYMIDk52fhJSUkhPT2dunXrYm9vz+HDh1m5ciXu7u5MmDCBRo0acf78eSwsLNi2bRubN2+mfv36zJ8/Hz8/PzIzM+/5WkVERETk4aTwY0YcHR1xd3dn//79xn1Xrlzh0KFDtzzX1dXV5MUJv//++z0HjaZNm3LixAm8vb2v+VhZWQFXZ6batGnDjBkzOHr0KKdOneLzzz8Hroap5s2bM2nSJI4cOYKVlZXJ80siIiIiIn+lZ37MzNChQ5k2bRo+Pj7Uq1eP2bNn39aPpLZq1Yr4+Hg6deqEk5MTEyZMwMLC4p5qGTNmDM2aNSM6OpqoqChsbW05ceIE27ZtY8GCBXzyySecPHmSli1b4uzszKZNmygqKsLPz4/9+/ezfft2nn76aapVq8b+/fv55Zdf8Pf3v6eaREREROThpfBjZkaMGEF2djY9e/akQoUK9OnTh+eff57ffvvtpueNGzeOzMxMOnbsiKOjI1OmTLnnmZ+AgAB27tzJ66+/TosWLSguLqZu3bp069YNACcnJ9auXUtcXBz5+fn4+PiwcuVKGjRoQGpqKl988QVz587l999/p3bt2syaNYtnnnnmnmoSERERkYeXofghezdwfn4+mZmZeHl5YW1tXdbliJQaffdFREREbk7P/IiIiIiIiFlQ+BEREREREbOg8CMiIiIiImZB4UdERERERMyCwo+IiIiIiJgFhR8RERERETELCj8iIiIiImIWFH5ERERERMQsKPyIiIiIiIhZUPh5gCUmJmIwGDh//nypjGcwGFi/fn2J9RcWFkZsbGy56UdEREREHm6WZV1AaZo0aVKpjTVx4sT7PkZISAjZ2dk4Ojre97HKg8TERJ566inOnTuHk5OTcf/atWupWLFi2RUmIiIiIg8Eswo/DxsrKyvc3NzKuowyV6VKlbIuQUREREQeAFr2Vo6EhYUxZMgQYmNjcXZ2pnr16ixevJiLFy/Su3dv7O3t8fb2ZvPmzcC1y95Onz5Np06dcHZ2xtbWlgYNGrBp0yZj/8ePH6djx444ODhgb29PixYtyMjIACApKYm2bdvi4uKCo6MjoaGhHD58+Kb1fv/997zyyitUqVIFW1tbAgMD2b9/PwC9evWic+fOJu1jY2MJCwu7YX/Lli0jMDAQe3t73Nzc6N69Ozk5OQCcOnWKp556CgBnZ2cMBgO9evUy3re/Lns7d+4ckZGRODs7U7lyZZ555hnS09ONx+Pj43FycmLLli34+/tjZ2dHeHg42dnZN71eEREREXmwKfyUMwkJCbi4uHDgwAGGDBnCoEGD6Nq1KyEhIRw+fJinn36aHj16kJeXd825gwcP5tKlS3zxxRccO3aM6dOnY2dnB8APP/xAy5YtqVSpEp9//jmHDh2iT58+XLlyBYALFy7Qs2dPdu3axb59+/Dx8aF9+/ZcuHDhunXm5uYSGhrKDz/8wIYNG0hJSWH06NEUFRXd9bUXFBQwZcoUUlJSWL9+PadOnTIGHA8PD9asWQNAWloa2dnZzJs377r99OrVi4MHD7Jhwwb27t1LcXEx7du3p6CgwNgmLy+PmTNnsmzZMr744guysrIYOXLkXdcuIiIiIuWflr2VM40aNeKNN94AYNy4cUybNg0XFxf69esHwIQJE1i0aBFHjx695tysrCxeeOEFGjZsCECdOnWMx/75z3/i6OjIqlWrjM/H+Pr6Go+3atXKpK9//etfODk5sXPnTjp27HjNWCtWrOCXX34hKSnJuOzM29v7Xi6dPn36GP+uU6cO77zzDo8//ji5ubnY2dkZx6lWrZrJMz9/lZ6ezoYNG9i9ezchISEALF++HA8PD9avX0/Xrl2Bq0Hr3XffpW7dugBER0czefLke6pfRERERMo3zfyUMwEBAca/LSwsqFq1qjHMAFSvXh3AuBzsr2JiYpg6dSrNmzdn4sSJJgEpOTmZFi1a3PDFAD///DP9+vXDx8cHR0dHHBwcyM3NJSsr67rtk5OTadKkSYk+b3Po0CE6depErVq1sLe3JzQ0FOCGNVxPamoqlpaWPPHEE8Z9VatWxc/Pj9TUVOO+ypUrG4MPgLu7+3XvqYiIiIg8PBR+ypm/hxODwWCyz2AwAFx3eVlUVBQnT56kR48eHDt2jMDAQObPnw+AjY3NTcft2bMnycnJzJs3jz179pCcnEzVqlW5fPnyddvfqr8KFSpQXFxssu+vy87+7uLFi7Rr1w4HBweWL19OUlIS69atA7hhDffievf57/WKiIiIyMNF4ech4+HhwcCBA1m7di0jRoxg8eLFwNUZpS+//PKGAWT37t3ExMTQvn17GjRoQKVKlfj1119vOE5AQADJycmcPXv2usddXV2veYFAcnLyDfv7+uuvOXPmDNOmTaNFixbUq1fvmpkYKysrAAoLC2/Yj7+/P1euXDG+eAHgzJkzpKWlUb9+/RueJyIiIiIPP4Wfh0hsbCxbtmwhMzOTw4cPs2PHDvz9/YGrz7T8/vvvvPzyyxw8eJD09HSWLVtGWloaAD4+PixbtozU1FT2799PRETETWd3XnnlFdzc3OjcuTO7d+/m5MmTrFmzhr179wJXnyE6ePAgH374Ienp6UycOJGvvvrqhv3VqlULKysr5s+fz8mTJ9mwYQNTpkwxaVO7dm0MBgOffPIJv/zyC7m5udf04+Pjw3PPPUe/fv3YtWsXKSkpvPrqq9SsWZPnnnvuju+piIiIiDw8FH4eIoWFhQwePBh/f3/Cw8Px9fVl4cKFwNXnXj7//HPjW9oee+wxFi9ebFz+9f7773Pu3DmaNm1Kjx49iImJoVq1ajccy8rKiq1bt1KtWjXat29Pw4YNmTZtGhYWFgC0a9eO8ePHM3r0aB5//HEuXLhAZGTkDftzdXUlPj6e//73v9SvX59p06Yxc+ZMkzY1a9Zk0qRJjB07lurVqxMdHX3dvpYuXcpjjz1Gx44dCQ4Opri4mE2bNumHUEVERETMnKH4IXvQIT8/n8zMTLy8vLC2ti7rckRKjb77IiIiIjenmR8RERERETELCj8iIiIiImIWFH5ERERERMQsKPyIiIiIiIhZUPgRERERERGzoPAjIiIiIiJmQeFHRERERETMgsKPiIiIiIiYBYUfERERERExCwo/D7DExEQMBgPnz5+/57569epF586db9rG09OTuXPn3vNYIiIiIiJlwbKsCyhVBkPpjVVcfN+HCAkJITs7G0dHx/s+FkBSUhK2tralMpaIiIiISEkzr/DzkLGyssLNza3UxnN1dS21sURERERESpqWvZUjYWFhDBkyhNjYWJydnalevTqLFy/m4sWL9O7dG3t7e7y9vdm8eTNw7bK306dP06lTJ5ydnbG1taVBgwZs2rTJ2P/x48fp2LEjDg4O2Nvb06JFCzIyMkxqmDlzJu7u7lStWpXBgwdTUFBgPPb3ZW/nz58nKioKV1dXHBwcaNWqFSkpKQB88803GAwGvv76a5P+58yZQ926dY3bO3fuJCgoiEqVKuHu7s7YsWO5cuXKDccEaNy4MXFxcQAUFxcTFxdHrVq1qFSpEjVq1CAmJubObryIiIiImAWFn3ImISEBFxcXDhw4wJAhQxg0aBBdu3YlJCSEw4cP8/TTT9OjRw/y8vKuOXfw4MFcunSJL774gmPHjjF9+nTs7OwA+OGHH2jZsiWVKlXi888/59ChQ/Tp08ckaOzYsYOMjAx27NhBQkIC8fHxxMfH37DWrl27kpOTw+bNmzl06BBNmzaldevWnD17Fl9fXwIDA1m+fLnJOcuXL6d79+7Gmtq3b8/jjz9OSkoKixYt4v3332fq1Km3fb/WrFnDnDlzeO+990hPT2f9+vU0bNjwts8XEREREfOhZW/lTKNGjXjjjTcAGDduHNOmTcPFxYV+/foBMGHCBBYtWsTRo0evOTcrK4sXXnjB+I//OnXqGI/985//xNHRkVWrVlGxYkUAfH19Tc53dnZmwYIFWFhYUK9ePTp06MD27duNY//Vrl27OHDgADk5OVSqVAm4Omu0fv16PvroI/r3709ERAQLFixgypQpwNXZoEOHDvHvf/8bgIULF+Lh4cGCBQswGAzUq1ePH3/8kTFjxjBhwgQqVLh1Ns/KysLNzY02bdpQsWJFatWqRVBQ0C3PExERERHzo5mfciYgIMD4t4WFBVWrVjWZyahevToAOTk515wbExPD1KlTad68ORMnTjQJSMnJybRo0cIYfK6nQYMGWFhYGLfd3d2vOw5ASkoKubm5VK1aFTs7O+MnMzPTuJTu5Zdf5tSpU+zbtw+4OuvTtGlT6tWrB0BqairBwcEY/vIiiubNm5Obm8v3339/45v0F127duWPP/6gTp069OvXj3Xr1pnMZomIiIiI/Enhp5z5ezgxGAwm+/4MCkVFRdecGxUVxcmTJ+nRowfHjh0jMDCQ+fPnA2BjY3NXY19vHIDc3Fzc3d1JTk42+aSlpTFq1CgA3NzcaNWqFStWrABgxYoVRERE3LKOv6pQoQLFf3tz3l+fQ/Lw8CAtLY2FCxdiY2PDa6+9RsuWLU3aiIiIiIiAws9Dx8PDg4EDB7J27VpGjBjB4sWLgaszSl9++WWJhYKmTZvy008/YWlpibe3t8nHxcXF2C4iIoLVq1ezd+9eTp48ycsvv2w85u/vz969e03Cze7du7G3t+eRRx4Brr5hLjs723j8999/JzMz06QWGxsbOnXqxDvvvENiYiJ79+7l2LFjJXKdIiIiIvLwUPh5iMTGxrJlyxYyMzM5fPgwO3bswN/fH4Do6Gh+//13Xn75ZQ4ePEh6ejrLli0jLS3trsZq06YNwcHBdO7cma1bt3Lq1Cn27NnD66+/zsGDB43tunTpwoULFxg0aBBPPfUUNWrUMB577bXX+O677xgyZAhff/01H3/8MRMnTmT48OHG531atWrFsmXL+PLLLzl27Bg9e/Y0WZoXHx/P+++/z1dffcXJkyf597//jY2NDbVr176r6xIRERGRh5fCz0OksLCQwYMH4+/vT3h4OL6+vixcuBCAqlWr8vnnn5Obm0toaCiPPfYYixcvvukzQDdjMBjYtGkTLVu2pHfv3vj6+vLyyy9z+vRp43NJAPb29nTq1ImUlJRrlrzVrFmTTZs2ceDAARo1asTAgQPp27ev8YUPcPWlD6GhoXTs2JEOHTrQuXNnk1dlOzk5sXjxYpo3b05AQACfffYZ//vf/6hatepdXZeIiIiIPLwMxX9/oOIBl5+fT2ZmJl5eXlhbW5d1OSKlRt99ERERkZvTzI+IiIiIiJgFhR8RERERETELCj8iIiIiImIWFH5ERERERMQsKPyIiIiIiIhZUPgRERERERGzoPAjIiIiIiJmQeFHRERERETMgsKPiIiIiIiYBYUfM5SYmIjBYOD8+fP3fSyDwcD69evv+zgiIiIiIrdiWdYFlCbDJEOpjVU8sbjUxrqZsLAwGjduzNy5c437QkJCyM7OxtHRscTGiYuLY/369SQnJ5vsz87OxtnZucTGERERERG5W2YVfuQqKysr3NzcSmWs0hpHRERERORWtOytHAkLC2PIkCHExsbi7OxM9erVWbx4MRcvXqR3797Y29vj7e3N5s2bjefs3LmToKAgKlWqhLu7O2PHjuXKlSsA9OrVi507dzJv3jwMBgMGg4FTp06ZLHv7/fffsbGxMekTYN26ddjb25OXlwfAmDFj8PX1pXLlytSpU4fx48dTUFAAQHx8PJMmTSIlJcU4Tnx8PHDtsrdjx47RqlUrbGxsqFq1Kv379yc3N9d4vFevXnTu3JmZM2fi7u5O1apVGTx4sHEsEREREZG7pfBTziQkJODi4sKBAwcYMmQIgwYNomvXroSEhHD48GGefvppevToQV5eHj/88APt27fn8ccfJyUlhUWLFvH+++8zdepUAObNm0dwcDD9+vUjOzub7OxsPDw8TMZzcHCgY8eOrFixwmT/8uXL6dy5M5UrVwbA3t6e+Ph4Tpw4wbx581i8eDFz5swBoFu3bowYMYIGDRoYx+nWrds113bx4kXatWuHs7MzSUlJ/Pe//+Wzzz4jOjrapN2OHTvIyMhgx44dJCQkEB8fbwxTIiIiIiJ3S+GnnGnUqBFvvPEGPj4+jBs3Dmtra1xcXOjXrx8+Pj5MmDCBM2fOcPToURYuXIiHhwcLFiygXr16dO7cmUmTJjFr1iyKiopwdHTEysqKypUr4+bmhpubGxYWFteMGRERwfr1642zPL///jsbN24kIiLC2OaNN94gJCQET09POnXqxMiRI/nPf/4DgI2NDXZ2dlhaWhrHsbGxuWacFStWkJ+fz4cffsijjz5Kq1atWLBgAcuWLePnn382tnN2djZeU8eOHenQoQPbt28v6VstIiIiImZG4aecCQgIMP5tYWFB1apVadiwoXFf9erVAcjJySE1NZXg4GAMhv/3IofmzZuTm5vL999/f9tjtm/fnooVK7JhwwYA1qxZg4ODA23atDG2Wb16Nc2bN8fNzQ07OzveeOMNsrKy7ujaUlNTadSoEba2tib1FhUVkZaWZtzXoEEDk5Dm7u5OTk7OHY0lIiIiIvJ3Cj/lTMWKFU22DQaDyb4/g05RUVGJjWllZcWLL75oXPq2YsUKunXrhqXl1fdh7N27l4iICNq3b88nn3zCkSNHeP3117l8+XKJ1fBX17sHJXm9IiIiImKeFH4eYP7+/uzdu5fi4v/3Wu3du3djb2/PI488AlwNNoWFhbfsKyIigk8//ZTjx4/z+eefmyx527NnD7Vr1+b1118nMDAQHx8fTp8+bXL+7Yzj7+9PSkoKFy9eNKm3QoUK+Pn53dY1i4iIiIjcLYWfB9hrr73Gd999x5AhQ/j666/5+OOPmThxIsOHD6dChav/aT09Pdm/fz+nTp3i119/veEMSsuWLXFzcyMiIgIvLy+eeOIJ4zEfHx+ysrJYtWoVGRkZvPPOO6xbt87kfE9PTzIzM0lOTubXX3/l0qVL14wRERGBtbU1PXv25KuvvmLHjh0MGTKEHj16GJfziYiIiIjcLwo/D7CaNWuyadMmDhw4QKNGjRg4cCB9+/bljTfeMLYZOXIkFhYW1K9fH1dX1xs+p2MwGHjllVdISUkxmfUBePbZZxk2bBjR0dE0btyYPXv2MH78eJM2L7zwAuHh4Tz11FO4urqycuXKa8aoXLkyW7Zs4ezZszz++OO8+OKLtG7dmgULFpTA3RARERERuTlD8V/XTD0E8vPzyczMxMvLC2tr67IuR6TU6LsvIiIicnOa+REREREREbOg8CMiIiIiImZB4UdERERERMyCwo+IiIiIiJgFhR8RERERETELCj8iIiIiImIWFH5ERERERMQsKPyIiIiIiIhZUPgRERERERGzoPAjZSYsLIzY2NiyLkNEREREzIRlWRdQmiZNmlRqY02cOLHUxvpTfHw8sbGxnD9/vtTGNBgMZGZm4unpWWpj3g8Gg4F169bRuXPnsi5FRERERO4TzfzIdRUUFJR1CSIiIiIiJUrhp5wICwsjJiaG0aNHU6VKFdzc3IiLizNpM3v2bBo2bIitrS0eHh689tpr5ObmApCYmEjv3r357bffMBgMGAwG4/kGg4H169eb9OXk5ER8fDwAp06dwmAwsHr1akJDQ7G2tmb58uUALFmyBH9/f6ytralXrx4LFy684TWcO3eOiIgIXF1dsbGxwcfHh6VLl970uq9cuUJ0dDSOjo64uLgwfvx4iouLjccvXbrEyJEjqVmzJra2tjzxxBMkJiYaj585c4ZXXnmFmjVrUrlyZRo2bMjKlStNxvD09GTu3Lkm+xo3bmy8P3/OWj3//PMYDAY8PT05deoUFSpU4ODBgybnzZ07l9q1a1NUVHTT6xIRERGR8kfhpxxJSEjA1taW/fv3M2PGDCZPnsy2bduMxytUqMA777zD8ePHSUhI4PPPP2f06NEAhISEMHfuXBwcHMjOziY7O5uRI0fe0fhjx45l6NChpKam0q5dO5YvX86ECRN48803SU1N5a233mL8+PEkJCRc9/zx48dz4sQJNm/eTGpqKosWLcLFxeWW12xpacmBAweYN28es2fPZsmSJcbj0dHR7N27l1WrVnH06FG6du1KeHg46enpAOTn5/PYY4+xceNGvvrqK/r370+PHj04cODAbV93UlISAEuXLiU7O5ukpCQ8PT1p06bNNeFt6dKl9OrViwoV9D8dERERkQeNWT3zU94FBAQYnxXy8fFhwYIFbN++nbZt2wKYvBzA09OTqVOnMnDgQBYuXIiVlRWOjo4YDAbc3NzuavzY2Fi6dOli3J44cSKzZs0y7vPy8uLEiRO899579OzZE8BkliYrK4smTZoQGBhorPFWPDw8mDNnDgaDAT8/P44dO8acOXPo168fWVlZLF26lKysLGrUqAHAyJEj+fTTT1m6dClvvfUWNWvWNAl5Q4YMYcuWLfznP/8hKCjotq7b1dUVuDob9td7FxUVxcCBA5k9ezaVKlXi8OHDHDt2jI8//vi2+hURERGR8kX/93U5EhAQYLLt7u5OTk6Ocfuzzz6jdevW1KxZE3t7e3r06MGZM2fIy8srkfH/DC0AFy9eJCMjg759+2JnZ2f8TJ06lYyMjOueP2jQIFatWkXjxo0ZPXo0e/bsueWYzZo1w2AwGLeDg4NJT0+nsLCQY8eOUVhYiK+vr0kNO3fuNNZQWFjIlClTaNiwIVWqVMHOzo4tW7aQlZV1j3cDOnfujIWFBevWrQOuvlDiqaeeeuBf7iAiIiJirjTzU45UrFjRZNtgMBifLTl16hQdO3Zk0KBBvPnmm1SpUoVdu3bRt29fLl++TOXKlW/Yr8FgMJmhgeu/0MDW1tb495/PEi1evJgnnnjCpJ2FhcV1x3nmmWc4ffo0mzZtYtu2bbRu3ZrBgwczc+bMm1z1jeXm5mJhYcGhQ4euGdPOzg6Af/zjH8ybN4+5c+can4eKjY3l8uXLxrYVKlS4rev/OysrKyIjI1m6dCldunRhxYoVzJs3766uRURERETKnsLPA+LQoUMUFRUxa9Ys4/Mm//nPf0zaWFlZUVhYeM25rq6uZGdnG7fT09NvOVtUvXp1atSowcmTJ4mIiLjtOl1dXenZsyc9e/akRYsWjBo16qbhZ//+/Sbb+/btw8fHBwsLC5o0aUJhYSE5OTm0aNHiuufv3r2b5557jldffRWAoqIivvnmG+rXr29S01+v//fffyczM9Okn4oVK1733kVFRfHoo4+ycOFCrly5YrIsUEREREQeLAo/Dwhvb28KCgqYP38+nTp1Yvfu3bz77rsmbTw9PcnNzWX79u00atSIypUrU7lyZVq1asWCBQsIDg6msLCQMWPGXDPLdD2TJk0iJiYGR0dHwsPDuXTpEgcPHuTcuXMMHz78mvYTJkzgscceo0GDBly6dIlPPvkEf3//m46RlZXF8OHDGTBgAIcPH2b+/PnMmjULAF9fXyIiIoiMjGTWrFk0adKEX375he3btxMQEECHDh3w8fHho48+Ys+ePTg7OzN79mx+/vlnk/DTqlUr4uPj6dSpE05OTkyYMOGamSRPT0+2b99O8+bNqVSpEs7OzgD4+/vTrFkzxowZQ58+fbCxsbnlfRMRERGR8knP/DwgGjVqxOzZs5k+fTqPPvooy5cv5+233zZpExISwsCBA+nWrRuurq7MmDEDgFmzZuHh4UGLFi3o3r07I0eOvOkyuT9FRUWxZMkSli5dSsOGDQkNDSU+Ph4vL6/rtreysmLcuHEEBATQsmVLLCwsWLVq1U3HiIyM5I8//iAoKIjBgwczdOhQ+vfvbzy+dOlSIiMjGTFiBH5+fnTu3JmkpCRq1aoFwBtvvEHTpk1p164dYWFhuLm5XfNDpePGjSM0NJSOHTvSoUMHOnfuTN26dU3azJo1i23btuHh4UGTJk1Mjv25tLBPnz63vGciIiIiUn4Ziv/+MMQDLj8/n8zMTLy8vLC2ti7rcuQhMGXKFP773/9y9OjRsi7lpvTdFxEREbk5zfyI3EBubi5fffUVCxYsYMiQIWVdjoiIiIjcI4UfkRuIjo7mscceIywsTEveRERERB4CWvYm8pDQd19ERETk5jTzIyIiIiIiZkHhR0REREREzILCj4iIiIiImAWFHxERERERMQsKPyIiIiIiYhYUfkRERERExCwo/MhtiYuLo3HjxmVdhoiIiIjIXTOv8GMwlN7nAWYwGFi/fr3JvpEjR7J9+/ayKUhEREREpARYlnUB8mCws7PDzs6urMsQEREREblr5jXzU86FhYURExPD6NGjqVKlCm5ubsTFxRmPnz9/nqioKFxdXXFwcKBVq1akpKSY9DF16lSqVauGvb09UVFRjB071mS5WlJSEm3btsXFxQVHR0dCQ0M5fPiw8binpycAzz//PAaDwbj912VvW7duxdramvPnz5uMPXToUFq1amXc3rVrFy1atMDGxgYPDw9iYmK4ePHiPd8nEREREZG7ofBTziQkJGBra8v+/fuZMWMGkydPZtu2bQB07dqVnJwcNm/ezKFDh2jatCmtW7fm7NmzACxfvpw333yT6dOnc+jQIWrVqsWiRYtM+r9w4QI9e/Zk165d7Nu3Dx8fH9q3b8+FCxeAq+EIYOnSpWRnZxu3/6p169Y4OTmxZs0a477CwkJWr15NREQEABkZGYSHh/PCCy9w9OhRVq9eza5du4iOji75myYiIiIichsMxcXFxWVdREnKz88nMzMTLy8vrK2tTQ+W5rM4d3Fbw8LCKCws5MsvvzTuCwoKolWrVnTs2JEOHTqQk5NDpUqVjMe9vb0ZPXo0/fv3p1mzZgQGBrJgwQLj8SeffJLc3FySk5OvO2ZRURFOTk6sWLGCjh07Alef+Vm3bh2dO3c2touLi2P9+vXGfmJjYzl27JjxOaCtW7fy7LPP8tNPP+Hk5ERUVBQWFha89957xj527dpFaGgoFy9evPa/jdyzm373RUREREQzP+VNQECAyba7uzs5OTmkpKSQm5tL1apVjc/f2NnZkZmZSUZGBgBpaWkEBQWZnP/37Z9//pl+/frh4+ODo6MjDg4O5ObmkpWVdUd1RkREkJiYyI8//ghcnXXq0KEDTk5OAKSkpBAfH29Sa7t27SgqKiIzM/OOxhIRERERKQl64UE5U7FiRZNtg8FAUVERubm5uLu7k5iYeM05fwaO29GzZ0/OnDnDvHnzqF27NpUqVSI4OJjLly/fUZ2PP/44devWZdWqVQwaNIh169YRHx9vPJ6bm8uAAQOIiYm55txatWrd0VgiIiIiIiVB4ecB0bRpU3766ScsLS2NLyH4Oz8/P5KSkoiMjDTu+/szO7t372bhwoW0b98egO+++45ff/3VpE3FihUpLCy8ZU0REREsX76cRx55hAoVKtChQweTek+cOIG3t/ftXqKIiIiIyH2lZW8PiDZt2hAcHEznzp3ZunUrp06dYs+ePbz++uscPHgQgCFDhvD++++TkJBAeno6U6dO5ejRoxj+8qyTj48Py5YtIzU1lf379xMREYGNjY3JWJ6enmzfvp2ffvqJc+fO3bCmiIgIDh8+zJtvvsmLL75o8izSmDFj2LNnD9HR0SQnJ5Oens7HH3+sFx6IiIiISJlR+HlAGAwGNm3aRMuWLenduze+vr68/PLLnD59murVqwNXw8i4ceMYOXIkTZs2JTMzk169epk8/P7+++9z7tw5mjZtSo8ePYiJiaFatWomY82aNYtt27bh4eFBkyZNbliTt7c3QUFBHD161PiWtz8FBASwc+dOvvnmG1q0aEGTJk2YMGECNWrUKMG7IiIiIiJy+8zrbW9mqG3btri5ubFs2bKyLkXuM333RURERG5Oz/w8RPLy8nj33Xdp164dFhYWrFy5ks8++8z4O0EiIiIiIuZM4ech8ufSuDfffJP8/Hz8/PxYs2YNbdq0KevSRERERETKnMLPQ8TGxobPPvusrMsQERERESmX9MIDERERERExCwo/IiIiIiJiFhR+RERERETELCj8iIiIiIiIWVD4ERERERERs6DwIyIiIiIiZkHhR+6Jp6cnc+fOLesyRERERERuyax+58cwyVBqYxVPLC61se5EWFgYjRs3VmAREREREbOjmR+5RnFxMVeuXCnrMkRERERESpTCTzkSFhZGTEwMo0ePpkqVKri5uRET3pruAAEAAElEQVQXF2c8fv78eaKionB1dcXBwYFWrVqRkpJiPN6rVy86d+5s0mdsbCxhYWHG4zt37mTevHkYDAYMBgOnTp0iMTERg8HA5s2beeyxx6hUqRK7du0iIyOD5557jurVq2NnZ8fjjz/OZ599Vgp3QkRERESk5Cn8lDMJCQnY2tqyf/9+ZsyYweTJk9m2bRsAXbt2JScnh82bN3Po0CGaNm1K69atOXv27G31PW/ePIKDg+nXrx/Z2dlkZ2fj4eFhPD527FimTZtGamoqAQEB5Obm0r59e7Zv386RI0cIDw+nU6dOZGVl3ZdrFxERERG5n8zqmZ8HQUBAABMnTgTAx8eHBQsWsH37dmxsbDhw4AA5OTlUqlQJgJkzZ7J+/Xo++ugj+vfvf8u+HR0dsbKyonLlyri5uV1zfPLkybRt29a4XaVKFRo1amTcnjJlCuvWrWPDhg1ER0ff66WKiIiIiJQqhZ9yJiAgwGTb3d2dnJwcUlJSyM3NpWrVqibH//jjDzIyMkpk7MDAQJPt3Nxc4uLi2LhxI9nZ2Vy5coU//vhDMz8iIiIi8kBS+ClnKlasaLJtMBgoKioiNzcXd3d3EhMTrznHyckJgAoVKlBcbPqWuYKCgtse29bW1mR75MiRbNu2jZkzZ+Lt7Y2NjQ0vvvgily9fvu0+RURERETKC4WfB0TTpk356aefsLS0xNPT87ptXF1d+eqrr0z2JScnmwQqKysrCgsLb2vM3bt306tXL55//nng6kzQqVOn7qp+EREREZGyphcePCDatGlDcHAwnTt3ZuvWrZw6dYo9e/bw+uuvc/DgQQBatWrFwYMH+fDDD0lPT2fixInXhCFPT0/279/PqVOn+PXXXykqKrrhmD4+Pqxdu5bk5GRSUlLo3r37TduLiIiIiJRnCj8PCIPBwKZNm2jZsiW9e/fG19eXl19+mdOnT1O9enUA2rVrx/jx4xk9ejSPP/44Fy5cIDIy0qSfkSNHYmFhQf369XF1db3p8zuzZ8/G2dmZkJAQOnXqRLt27WjatOl9vU4RERERkfvFUPz3h0QecPn5+WRmZuLl5YW1tXVZlyNSavTdFxEREbk5zfyIiIiIiIhZUPgRERERERGzoPAjIiIiIiJmQeFHRERERETMgsKPiIiIiIiYBYUfERERERExCwo/IiIiIiJiFhR+RERERETELCj8iIiIiIiIWVD4kZtKTEzEYDBw/vz52z4nLi6Oxo0b37eaRERERETuhmVZF1CaJk2aVGpjTZw4sdTGuh3x8fHExsbeUYi5WyNHjmTIkCH3fRwRERERkTthVuFHSoednR12dnZlXYaIiIiIiAkteytHwsLCiImJYfTo0VSpUgU3Nzfi4uKMx7Oysnjuueews7PDwcGBl156iZ9//tl4PCUlhaeeegp7e3scHBx47LHHOHjwIImJifTu3ZvffvsNg8GAwWAw9rts2TICAwOxt7fHzc2N7t27k5OTc9M6Fy9ejIeHB5UrV+b5559n9uzZODk5GY//fdlbUlISbdu2xcXFBUdHR0JDQzl8+HBJ3DIRERERkdum8FPOJCQkYGtry/79+5kxYwaTJ09m27ZtFBUV8dxzz3H27Fl27tzJtm3bOHnyJN26dTOeGxERwSOPPEJSUhKHDh1i7NixVKxYkZCQEObOnYuDgwPZ2dlkZ2czcuRIAAoKCpgyZQopKSmsX7+eU6dO0atXrxvWt3v3bgYOHMjQoUNJTk6mbdu2vPnmmze9pgsXLtCzZ0927drFvn378PHxoX379ly4cKFE7pmIiIiIyO3QsrdyJiAgwPi8kI+PDwsWLGD79u0AHDt2jMzMTDw8PAD48MMPadCgAUlJSTz++ONkZWUxatQo6tWrZzz/T46OjhgMBtzc3EzG69Onj/HvOnXq8M477/D444+Tm5t73aVr8+fP55lnnjGGJ19fX/bs2cMnn3xyw2tq1aqVyfa//vUvnJyc2LlzJx07drzteyMiIiIici8081POBAQEmGy7u7uTk5NDamoqHh4exuADUL9+fZycnEhNTQVg+PDhREVF0aZNG6ZNm0ZGRsYtxzt06BCdOnWiVq1a2NvbExoaClxdYnc9aWlpBAUFmez7+/bf/fzzz/Tr1w8fHx8cHR1xcHAgNzf3hmOIiIiIiNwPCj/lTMWKFU22DQYDRUVFt3VuXFwcx48fp0OHDnz++efUr1+fdevW3bD9xYsXadeuHQ4ODixfvpykpCRj+8uXL9/9RfxNz549SU5OZt68eezZs4fk5GSqVq1aomOIiIiIiNyKws8Dwt/fn++++47vvvvOuO/EiROcP3+e+vXrG/f5+voybNgwtm7dSpcuXVi6dCkAVlZWFBYWmvT59ddfc+bMGaZNm0aLFi2oV6/eLV924OfnR1JSksm+v2//3e7du4mJiaF9+/Y0aNCASpUq8euvv97WdYuIiIiIlBSFnwdEmzZtaNiwIRERERw+fJgDBw4QGRlJaGgogYGB/PHHH0RHR5OYmMjp06fZvXs3SUlJ+Pv7A+Dp6Ulubi7bt2/n119/JS8vj1q1amFlZcX8+fM5efIkGzZsYMqUKTetY8iQIWzatInZs2eTnp7Oe++9x+bNmzEYDDc8x8fHh2XLlpGamsr+/fuJiIjAxsamRO+PiIiIiMitKPw8IAwGAx9//DHOzs60bNmSNm3aUKdOHVavXg2AhYUFZ86cITIyEl9fX1566SWeeeYZ4w+7hoSEMHDgQLp164arqyszZszA1dWV+Ph4/vvf/1K/fn2mTZvGzJkzb1pH8+bNeffdd5k9ezaNGjXi008/ZdiwYVhbW9/wnPfff59z587RtGlTevToQUxMDNWqVSu5myMiIiIichsMxcXFxWVdREnKz88nMzMTLy+vm/6DXEpOv379+Prrr/nyyy/LuhSzpu++iIiIyM3pVddyx2bOnEnbtm2xtbVl8+bNJCQksHDhwrIuS0RERETkphR+5I4dOHCAGTNmcOHCBeNvA0VFRZV1WSIiIiIiN6XwI3fsP//5T1mXICIiIiJyx/TCAxERERERMQsKPyIiIiIiYhYUfkRERERExCwo/IiIiIiIiFlQ+BEREREREbOg8CMiIiIiImZB4UcICwsjNja2rMsQEREREbmvzOt3fgyG0huruLj0xhIRERERkVvSzI+IiIiIiJgFhZ9yJCwsjJiYGEaPHk2VKlVwc3MjLi4OgFOnTmEwGEhOTja2P3/+PAaDgcTERAASExMxGAxs2bKFJk2aYGNjQ6tWrcjJyWHz5s34+/vj4OBA9+7dycvLMxn7ypUrREdH4+joiIuLC+PHj6f4L7NXnp6evPXWW/Tp0wd7e3tq1arFv/71L5M+vvvuO1566SWcnJyoUqUKzz33HKdOnTIeT0xMJCgoCFtbW5ycnGjevDmnT58GICUlhaeeegp7e3scHBx47LHHOHjwYMndXBERERExewo/5UxCQgK2trbs37+fGTNmMHnyZLZt23ZHfcTFxbFgwQL27NljDCRz585lxYoVbNy4ka1btzJ//vxrxrW0tOTAgQPMmzeP2bNns2TJEpM2s2bNIjAwkCNHjvDaa68xaNAg0tLSACgoKKBdu3bY29vz5Zdfsnv3buzs7AgPD+fy5ctcuXKFzp07ExoaytGjR9m7dy/9+/fH8P8vRYyIiOCRRx4hKSmJQ4cOMXbsWCpWrHgPd1JERERExJR5PfPzAAgICGDixIkA+Pj4sGDBArZv346Pj89t9zF16lSaN28OQN++fRk3bhwZGRnUqVMHgBdffJEdO3YwZswY4zkeHh7MmTMHg8GAn58fx44dY86cOfTr18/Ypn379rz22msAjBkzhjlz5rBjxw78/PxYvXo1RUVFLFmyxBholi5dipOTE4mJiQQGBvLbb7/RsWNH6tatC4C/v7+x76ysLEaNGkW9evWM1y4iIiIiUpI081POBAQEmGy7u7uTk5Nz131Ur16dypUrG4PPn/v+3mezZs2MoQUgODiY9PR0CgsLr9uvwWDAzc3N2E9KSgrffvst9vb22NnZYWdnR5UqVcjPzycjI4MqVarQq1cv2rVrR6dOnZg3bx7Z2dnG/oYPH05UVBRt2rRh2rRpZGRk3NE1i4iIiIjcisJPOfP3pV4Gg4GioiIqVLj6n+qvz+EUFBTcsg+DwXDDPkuqNoDc3Fwee+wxkpOTTT7ffPMN3bt3B67OBO3du5eQkBBWr16Nr68v+/btA64u1Tt+/DgdOnTg888/p379+qxbt+6OaxQRERERuRGFnweEq6srgMlsyV9ffnCv9u/fb7K9b98+fHx8sLCwuK3zmzZtSnp6OtWqVcPb29vk4+joaGzXpEkTxo0bx549e3j00UdZsWKF8Zivry/Dhg1j69atdOnShaVLl5bMxYmIiIiIoPDzwLCxsaFZs2ZMmzaN1NRUdu7cyRtvvFFi/WdlZTF8+HDS0tJYuXIl8+fPZ+jQobd9fkREBC4uLjz33HN8+eWXZGZmkpiYSExMDN9//z2ZmZmMGzeOvXv3cvr0abZu3Up6ejr+/v788ccfREdHk5iYyOnTp9m9ezdJSUkmzwSJiIiIiNwrvfDgAfLBBx/Qt29fHnvsMfz8/JgxYwZPP/10ifQdGRnJH3/8QVBQEBYWFgwdOpT+/fvf9vmVK1fmiy++YMyYMXTp0oULFy5Qs2ZNWrdujYODA3/88Qdff/01CQkJnDlzBnd3dwYPHsyAAQO4cuUKZ86cITIykp9//hkXFxe6dOnCpEmTSuTaREREREQADMV/fYjkIZCfn09mZiZeXl5YW1uXdTkipUbffREREZGb07I3ERERERExCwo/IiIiIiJiFhR+RERERETELCj8iIiIiIiIWVD4ERERERERs6DwIyIiIiIiZkHhR0REREREzILCj4iIiIiImAWFHxERERERMQsKPw+IxMREDAYD58+fL+tSTMTFxdG4ceOyLkNERERE5JYsy7qA0mSYZCi1sYonFpfaWLcjMTGRp556inPnzuHk5FTW5YiIiIiIlDrN/IiIiIiIiFlQ+ClHLl26RExMDNWqVcPa2ponn3ySpKQkkza7d+8mICAAa2trmjVrxldffWU8dvr0aTp16oSzszO2trY0aNCATZs2cerUKZ566ikAnJ2dMRgM9OrVC4BPP/2UJ598EicnJ6pWrUrHjh3JyMgwGfP777/nlVdeoUqVKtja2hIYGMj+/ftveB1LlizB398fa2tr6tWrx8KFC0voDomIiIiI3D2zWvZW3o0ePZo1a9aQkJBA7dq1mTFjBu3atePbb781thk1ahTz5s3Dzc2N//u//6NTp0588803VKxYkcGDB3P58mW++OILbG1tOXHiBHZ2dnh4eLBmzRpeeOEF0tLScHBwwMbGBoCLFy8yfPhwAgICyM3NZcKECTz//PMkJydToUIFcnNzCQ0NpWbNmmzYsAE3NzcOHz5MUVHRda9h+fLlTJgwgQULFtCkSROOHDlCv379sLW1pWfPnqVyH0VERERErkfhp5y4ePEiixYtIj4+nmeeeQaAxYsXs23bNt5//30ef/xxACZOnEjbtm0BSEhI4JFHHmHdunW89NJLZGVl8cILL9CwYUMA6tSpY+y/SpUqAFSrVs3kmZ8XXnjBpI4PPvgAV1dXTpw4waOPPsqKFSv45ZdfSEpKMvbh7e19w+uYOHEis2bNokuXLgB4eXlx4sQJ3nvvPYUfERERESlTWvZWTmRkZFBQUEDz5s2N+ypWrEhQUBCpqanGfcHBwca/q1Spgp+fn/F4TEwMU6dOpXnz5kycOJGjR4/ectz09HReeeUV6tSpg4ODA56engBkZWUBkJycTJMmTYzB52YuXrxIRkYGffv2xc7OzviZOnXqNUvpRERERERKm8LPQyQqKoqTJ0/So0cPjh07RmBgIPPnz7/pOZ06deLs2bMsXryY/fv3G5/luXz5MoBxedztyM3NBa7OWCUnJxs/X331Ffv27bvLqxIRERERKRkKP+VE3bp1sbKyYvfu3cZ9BQUFJCUlUb9+feO+v4aIc+fO8c033+Dv72/c5+HhwcCBA1m7di0jRoxg8eLFAFhZWQFQWFhobHvmzBnS0tJ44403aN26Nf7+/pw7d86kroCAAJKTkzl79uwtr6F69erUqFGDkydP4u3tbfLx8vK6wzsiIiIiIlKy9MxPOWFra8ugQYMYNWoUVapUoVatWsyYMYO8vDz69u1LSkoKAJMnT6Zq1apUr16d119/HRcXFzp37gxAbGwszzzzDL6+vpw7d44dO3YYg1Ht2rUxGAx88skntG/fHhsbG5ydnalatSr/+te/cHd3Jysri7Fjx5rU9corr/DWW2/RuXNn3n77bdzd3Tly5Ag1atQwWYL3p0mTJhETE4OjoyPh4eFcunSJgwcPcu7cOYYPH35/b6KIiIiIyE2YVfgpbz88+nfTpk2jqKiIHj16cOHCBQIDA9myZQvOzs4mbYYOHUp6ejqNGzfmf//7n8mszuDBg/n+++9xcHAgPDycOXPmAFCzZk0mTZrE2LFj6d27N5GRkcTHx7Nq1SpiYmJ49NFH8fPz45133iEsLMw4npWVFVu3bmXEiBG0b9+eK1euUL9+ff75z39e9xqioqKoXLky//jHPxg1ahS2trY0bNiQ2NjY+3bfRERERERuh6G4uLh8J4I7lJ+fT2ZmJl5eXlhbW5d1OSKlRt99ERERkZvTMz8iIiIiImIWFH5ERERERMQsKPyIiIiIiIhZUPgRERERERGzoPAjIiIiIiJmQeFHRERERETMgsKPiIiIiIiYBYUfERERERExCwo/IiIiIiJiFhR+pFStX78eb29vLCwsiI2NLfXxPT09mTt3bqmPKyIiIiJlz7KsCyhNkyZNKrWxJk6cWGpjlaZevXrh6elJXFzcXZ0/YMAAevfuTUxMDPb29iVbnIiIiIjITZhV+JGylZubS05ODu3ataNGjRrXbVNYWIjBYKBCBU1KioiIiEjJ0r8wy4lLly4RExNDtWrVsLa25sknnyQpKcmkzfHjx+nYsSMODg7Y29vTokULMjIyjMeXLFmCv78/1tbW1KtXj4ULF5qcP2bMGHx9falcuTJ16tRh/PjxFBQUGI/HxcXRuHFjli1bhqenJ46Ojrz88stcuHDhhnUvXLgQHx8frK2tqV69Oi+++OJ12yUmJhpnelq1aoXBYCAxMZH4+HicnJzYsGED9evXp1KlSmRlZXHp0iVGjhxJzZo1sbW15YknniAxMdGkz127dtGiRQtsbGzw8PAgJiaGixcvGo/n5OTQqVMnbGxs8PLyYvny5dfUlZWVxXPPPYednR0ODg689NJL/Pzzz9fckw8++IBatWphZ2fHa6+9RmFhITNmzMDNzY1q1arx5ptv3vAeiYiIiEj5oPBTTowePZo1a9aQkJDA4cOH8fb2pl27dpw9exaAH374gZYtW1KpUiU+//xzDh06RJ8+fbhy5QoAy5cvZ8KECbz55pukpqby1ltvMX78eBISEoxj2NvbEx8fz4kTJ5g3bx6LFy9mzpw5JnVkZGSwfv16PvnkEz755BN27tzJtGnTrlvzwYMHiYmJYfLkyaSlpfHpp5/SsmXL67YNCQkhLS0NgDVr1pCdnU1ISAgAeXl5TJ8+nSVLlnD8+HGqVatGdHQ0e/fuZdWqVRw9epSuXbsSHh5Oenq6sc7w8HBeeOEFjh49yurVq9m1axfR0dHGMXv16sV3333Hjh07+Oijj1i4cCE5OTnG40VFRTz33HOcPXuWnTt3sm3bNk6ePEm3bt2uuSebN2/m008/ZeXKlbz//vt06NCB77//np07dzJ9+nTeeOMN9u/ff+v/0CIiIiJSZgzFxcXFZV1EScrPzyczMxMvLy+sra1NjpXXZ34uXryIs7Mz8fHxdO/eHYCCggI8PT2JjY1l1KhR/N///R+rVq0iLS2NihUrXtOHt7c3U6ZM4ZVXXjHumzp1Kps2bWLPnj3XHXfmzJmsWrWKgwcPAldnOf7xj3/w008/GWdpRo8ezRdffMG+ffuuOX/t2rX07t2b77///rae3zl//jzOzs7s2LGDsLAwAOLj4+nduzfJyck0atQIuDobU6dOHbKyskyWx7Vp04agoCDeeustoqKisLCw4L333jMe37VrF6GhoVy8eJGsrCz8/Pw4cOAAjz/+OABff/01/v7+zJkzh9jYWLZt28YzzzxDZmYmHh4eAJw4cYIGDRoYz7vePQkPDyctLY2MjAzj8rx69erRq1cvxo4de8v7cL/c7LsvIiIiInrmp1zIyMigoKCA5s2bG/dVrFiRoKAgUlNTAUhOTqZFixbXDT4XL14kIyODvn370q9fP+P+K1eu4OjoaNxevXo177zzDhkZGeTm5nLlyhUcHBxM+vL09DQJMu7u7iazJX/Vtm1bateuTZ06dQgPDyc8PJznn3+eypUr39H1W1lZERAQYNw+duwYhYWF+Pr6mrS7dOkSVatWBSAlJYWjR4+aLGUrLi6mqKiIzMxMvvnmGywtLXnssceMx+vVq4eTk5NxOzU1FQ8PD2PwAahfvz5OTk6kpqYaQ9Pf70n16tWxsLAweS6pevXqN7xPIiIiIlI+KPw8IGxsbG54LDc3F4DFixfzxBNPmByzsLAAYO/evURERDBp0iTatWuHo6Mjq1atYtasWSbt/x6uDAYDRUVF1x3X3t6ew4cPk5iYyNatW5kwYQJxcXEkJSWZhIzbuTaDwWByPRYWFhw6dMhY/5/s7OyMbQYMGEBMTMw1/dWqVYtvvvnmtse/levdkzu5TyIiIiJSPij8lAN169bFysqK3bt3U7t2beDqsrekpCTjb+EEBASQkJBAQUHBNf/wrl69OjVq1ODkyZNERERcd4w9e/ZQu3ZtXn/9deO+06dP33PtlpaWtGnThjZt2jBx4kScnJz4/PPP6dKly1332aRJEwoLC8nJyaFFixbXbdO0aVNOnDiBt7f3dY/Xq1ePK1eucOjQIeMMTlpaGufPnze28ff357vvvuO7774zWfZ2/vx56tevf9f1i4iIiEj5pPBTDtja2jJo0CBGjRpFlSpVqFWrFjNmzCAvL4++ffsCEB0dzfz583n55ZcZN24cjo6O7Nu3j6CgIPz8/Jg0aRIxMTE4OjoSHh7OpUuXOHjwIOfOnWP48OH4+PiQlZXFqlWrePzxx9m4cSPr1q27p7o/+eQTTp48ScuWLXF2dmbTpk0UFRXh5+d3T/36+voSERFBZGQks2bNokmTJvzyyy9s376dgIAAOnTowJgxY2jWrBnR0dFERUVha2vLiRMn2LZtGwsWLMDPz4/w8HAGDBjAokWLsLS0JDY21mQGrU2bNjRs2JCIiAjmzp3LlStXeO211wgNDSUwMPCerkFEREREyh+zCj/l+YdHp02bRlFRET169ODChQsEBgayZcsWnJ2dAahatSqff/45o0aNIjQ0FAsLCxo3bmx8TigqKorKlSvzj3/8g1GjRmFra0vDhg2NM0fPPvssw4YNIzo6mkuXLtGhQwfGjx9/1z9WCuDk5MTatWuJi4sjPz8fHx8fVq5cSYMGDe71drB06VKmTp3KiBEj+OGHH3BxcaFZs2Z07NgRuDoTtnPnTl5//XVatGhBcXExdevWNXlT29KlS4mKiiI0NJTq1aszdepUxo8fbzxuMBj4+OOPGTJkCC1btqRChQqEh4czf/78e65fRERERMofs3rbm8jDTN99ERERkZvT7/yIiIiIiIhZUPgRERERERGzoPAjIiIiIiJmQeFHRERERETMgsKPiIiIiIiYBYUfERERERExCwo/IiIiIiJiFhR+RERERETELCj8iIiIiIiIWVD4MQOenp7MnTv3nvqIi4ujcePGJVKPiIiIiEhZMK/wYzCU3qcMxMfH4+TkdM3+pKQk+vfvf099jxw5ku3bt99THyIiIiIiZcmyrAuQ+8/V1fWe+7Czs8POzq4EqhERERERKRvmNfNTzl26dImYmBiqVauGtbU1Tz75JElJSQAkJiZiMBjYuHEjAQEBWFtb06xZM7766ivj8d69e/Pbb79hMBgwGAzExcUB1y57MxgMvPfee3Ts2JHKlSvj7+/P3r17+fbbbwkLC8PW1paQkBAyMjKM5/x92VtiYiJBQUHY2tri5ORE8+bNOX36tEnbDz74gFq1amFnZ8drr71GYWEhM2bMwM3NjWrVqvHmm2/e3xsqIiIiIvIXCj/lyOjRo1mzZg0JCQkcPnwYb29v2rVrx9mzZ41tRo0axaxZs0hKSsLV1ZVOnTpRUFBASEgIc+fOxcHBgezsbLKzsxk5cuQNx5oyZQqRkZEkJydTr149unfvzoABAxg3bhwHDx6kuLiY6Ojo65575coVOnfuTGhoKEePHmXv3r30798fw1+W+2VkZLB582Y+/fRTVq5cyfvvv0+HDh34/vvv2blzJ9OnT+eNN95g//79JXcDRURERERuQsveyomLFy+yaNEi4uPjeeaZZwBYvHgx27Zt4/333+fxxx8HYOLEibRt2xaAhIQEHnnkEdatW8dLL72Eo6MjBoMBNze3W47Xu3dvXnrpJQDGjBlDcHAw48ePp127dgAMHTqU3r17X/fc33//nd9++42OHTtSt25dAPz9/U3aFBUV8cEHH2Bvb0/9+vV56qmnSEtLY9OmTVSoUAE/Pz+mT5/Ojh07eOKJJ+7ijomIiIiI3BnN/JQTGRkZFBQU0Lx5c+O+ihUrEhQURGpqqnFfcHCw8e8qVarg5+dncvx2BQQEGP+uXr06AA0bNjTZl5+fz++//37NuVWqVKFXr160a9eOTp06MW/ePLKzs03aeHp6Ym9vb9Jf/fr1qVChgsm+nJycO65dRERERORuKPyYqYoVKxr//nO52vX2FRUVXff8pUuXsnfvXkJCQli9ejW+vr7s27fvuv3/2d/19t2ofxERERGRkqbwU07UrVsXKysrdu/ebdxXUFBAUlIS9evXN+77a8A4d+4c33zzjXHJmZWVFYWFhaVWc5MmTRg3bhx79uzh0UcfZcWKFaU2toiIiIjInVL4KSdsbW0ZNGgQo0aN4tNPP+XEiRP069ePvLw8+vbta2w3efJktm/fzldffUWvXr1wcXGhc+fOwNWlZrm5uWzfvp1ff/2VvLy8+1JrZmYm48aNY+/evZw+fZqtW7eSnp5+zXM/IiIiIiLliXm98KC4uKwruKlp06ZRVFREjx49uHDhAoGBgWzZsgVnZ2eTNkOHDiU9PZ3GjRvzv//9DysrKwBCQkIYOHAg3bp148yZM0ycONH4uuuSVLlyZb7++msSEhI4c+YM7u7uDB48mAEDBpT4WCIiIiIiJcVQXFzOE8Edys/PJzMzEy8vL6ytrcu6nBKTmJjIU089xblz53BycirrcqQceli/+yIiIiIlRcveRERERETELCj8iIiIiIiIWTCvZ34eYGFhYTxkKxRFREREREqVZn5ERERERMQsKPyIiIiIiIhZUPgRERERERGzoPAjIiIiIiJmQeFHRERERETMgsKPiIiIiIiYBYUfoVevXnTu3LmsyyAuLo7GjRuXdRkiIiIi8pAyq9/5MUwylNpYxRMfnN/kmTdvnn5DSEREREQeemYVfsTU5cuXsbKywtHRsaxLERERERG577TsrRy5dOkSMTExVKtWDWtra5588kmSkpIoKirikUceYdGiRSbtjxw5QoUKFTh9+jQA58+fJyoqCldXVxwcHGjVqhUpKSnG9n8uK1uyZAleXl5YW1sD1y57u1EdAMXFxXh7ezNz5kyTWpKTkzEYDHz77be3VQvAtGnTqF69Ovb29vTt25f8/PySuZEiIiIiIteh8FOOjB49mjVr1pCQkMDhw4fx9vamXbt2nD9/nldeeYUVK1aYtF++fDnNmzendu3aAHTt2pWcnBw2b97MoUOHaNq0Ka1bt+bs2bPGc7799lvWrFnD2rVrSU5OvqM6zp49i8FgoE+fPixdutTknKVLl9KyZUu8vb1vq5b//Oc/xMXF8dZbb3Hw4EHc3d1ZuHBhSd1KEREREZFrKPyUExcvXmTRokX84x//4JlnnqF+/fosXrwYGxsb3n//fSIiIti9ezdZWVkAFBUVsWrVKiIiIgDYtWsXBw4c4L///S+BgYH4+Pgwc+ZMnJyc+Oijj4zjXL58mQ8//JAmTZoQEBBwx3XA1ZmitLQ0Dhw4AEBBQQErVqygT58+t13L3Llz6du3L3379sXPz4+pU6dSv379+3eDRURERMTsKfyUExkZGRQUFNC8eXPjvooVKxIUFERqaiqNGzfG39/fOPuzc+dOcnJy6Nq1KwApKSnk5uZStWpV7OzsjJ/MzEwyMjKMfdauXRtXV9e7rgOgRo0adOjQgQ8++ACA//3vf1y6dOmOaklNTeWJJ54wGTs4OPiu75+IiIiIyK3ohQcPkIiICFasWMHYsWNZsWIF4eHhVK1aFYDc3Fzc3d1JTEy85jwnJyfj37a2tiVSS1RUFD169GDOnDksXbqUbt26Ubly5TuqRURERESkNGnmp5yoW7cuVlZW7N6927ivoKCApKQk43Kw7t2789VXX3Ho0CE++ugj45I3gKZNm/LTTz9haWmJt7e3ycfFxaVE6wBo3749tra2LFq0iE8//dS45O12a/H392f//v0mY+/bt++26xQRERERuVOa+SknbG1tGTRoEKNGjaJKlSrUqlWLGTNmkJeXR9++fQHw9PQkJCSEvn37UlhYyLPPPms8v02bNgQHB9O5c2dmzJiBr68vP/74Ixs3buT5558nMDCwxOoAsLCwoFevXowbNw4fHx+TJWu3U8vQoUPp1asXgYGBNG/enOXLl3P8+HHq1KlTQndURERERMSUWYWf8v7Do9OmTaOoqIgePXpw4cIFAgMD2bJlC87OzsY2ERERvPbaa0RGRmJjY2PcbzAY2LRpE6+//jq9e/fml19+wc3NjZYtW1K9evUSrwOgb9++vPXWW/Tu3dtk/+3U0q1bNzIyMhg9ejT5+fm88MILDBo0iC1bttzpbRMRERERuS2G4uLi8p0I7lB+fj6ZmZkmv2MjN/fKK69gYWHBv//97zs678svv6R169Z89913dxywpOTpuy8iIiJyc3rmx4xduXKFEydOsHfvXho0aHDb5126dInvv/+euLg4unbtquAjIiIiIg8EhR8z9tVXXxEYGEiDBg0YOHDgbZ+3cuVKateuzfnz55kxY8Z9rFBEREREpORo2ZvIQ0LffREREZGb08yPiIiIiIiYBYUfERERERExCwo/IiIiIiJiFhR+RERERETELCj8iIiIiIiIWVD4ERERERERs6DwI3ckPj4eJyene+rj1KlTGAwGkpOTS6SmO5GYmIjBYOD8+fOlPraIiIiIlC3Lsi6gNE2aNKnUxpo4cWKpjSUiIiIiIremmR8zdvny5bIuQURERESk1Cj8lCOXLl0iJiaGatWqYW1tzZNPPklSUhJFRUU88sgjLFq0yKT9kSNHqFChAqdPnwbg/PnzREVF4erqioODA61atSIlJcXYPi4ujsaNG7NkyRK8vLywtrbmk08+wcnJicLCQgCSk5MxGAyMHTvWeF5UVBSvvvqqydhbtmzB398fOzs7wsPDyc7ONjm+ZMkS/P39sba2pl69eixcuPCG1/3nUrQtW7bQpEkTbGxsaNWqFTk5OWzevBl/f38cHBzo3r07eXl5xvOKiop4++238fLywsbGhkaNGvHRRx+Z9L1p0yZ8fX2xsbHhqaee4tSpU7fxX0JEREREHkYKP+XI6NGjWbNmDQkJCRw+fBhvb2/atWvH+fPneeWVV1ixYoVJ++XLl9O8eXNq164NQNeuXY2B4dChQzRt2pTWrVtz9uxZ4znffvsta9asYe3atSQnJ9OiRQsuXLjAkSNHANi5cycuLi4kJiYaz9m5cydhYWHG7by8PGbOnMmyZcv44osvyMrKYuTIkSZ1TZgwgTfffJPU1FTeeustxo8fT0JCwk2vPy4ujgULFrBnzx6+++47XnrpJebOncuKFSvYuHEjW7duZf78+cb2b7/9Nh9++CHvvvsux48fZ9iwYbz66qvs3LkTgO+++44uXbrQqVMnkpOTiYqKMgl1IiIiImJezOqZn/Ls4sWLLFq0iPj4eJ555hkAFi9ezLZt23j//feJiIhg1qxZZGVlUatWLYqKili1ahVvvPEGALt27eLAgQPk5ORQqVIlAGbOnMn69ev56KOP6N+/P3B1qduHH36Iq6urcezGjRuTmJhIYGAgiYmJDBs2jEmTJpGbm8tvv/3Gt99+S2hoqLF9QUEB7777LnXr1gUgOjqayZMnG49PnDiRWbNm0aVLFwC8vLw4ceIE7733Hj179rzhPZg6dSrNmzcHoG/fvowbN46MjAzq1KkDwIsvvsiOHTsYM2YMly5d4q233uKzzz4jODgYgDp16rBr1y7ee+89QkNDWbRoEXXr1mXWrFkA+Pn5cezYMaZPn363/5lERERE5AGmmZ9yIiMjg4KCAuM//gEqVqxIUFAQqampNG7cGH9/f+Psz86dO8nJyaFr164ApKSkkJubS9WqVbGzszN+MjMzycjIMPZZu3Ztk+ADEBoaSmJiIsXFxXz55Zd06dIFf39/du3axc6dO6lRowY+Pj7G9pUrVzYGHwB3d3dycnKAqyEuIyODvn37mtQxdepUkzquJyAgwPh39erVqVy5sjH4/Lnvz3G+/fZb8vLyaNu2rck4H374oXGc1NRUnnjiCZMx/gxKIiIiImJ+NPPzAImIiGDFihWMHTuWFStWEB4eTtWqVQHIzc3F3d3dZLnan/76ampbW9trjoeFhfHBBx+QkpJCxYoVqVevHmFhYSQmJnLu3DmTWR+4Gsr+ymAwUFxcbKwDrs5a/T14WFhY3PT6/tqvwWC47jhFRUUm42zcuJGaNWuatPtz5ktERERE5K8UfsqJunXrYmVlxe7du43P8BQUFJCUlERsbCwA3bt354033uDQoUN89NFHvPvuu8bzmzZtyk8//YSlpSWenp53NPafz/3MmTPHGHTCwsKYNm0a586dY8SIEbfdV/Xq1alRowYnT54kIiLijuq4E/Xr16dSpUpkZWVdE87+5O/vz4YNG0z27du3777VJCIiIiLlm8JPOWFra8ugQYMYNWoUVapUoVatWsyYMYO8vDz69u0LgKenJyEhIfTt25fCwkKeffZZ4/lt2rQhODiYzp07M2PGDHx9ffnxxx/ZuHEjzz//PIGBgTcc29nZmYCAAJYvX86CBQsAaNmyJS+99BIFBQU3DBc3MmnSJGJiYnB0dCQ8PJxLly5x8OBBzp07x/Dhw+/i7lzL3t6ekSNHMmzYMIqKinjyySf57bff2L17Nw4ODvTs2ZOBAwcya9YsRo0aRVRUFIcOHSI+Pr5ExhcRERGRB49ZhZ/y/sOj06ZNo6ioiB49enDhwgUCAwPZsmULzs7OxjYRERG89tprREZGYmNjY9xvMBjYtGkTr7/+Or179+aXX37Bzc2Nli1bUr169VuOHRoaSnJysvGtblWqVKF+/fr8/PPP+Pn53dF1REVFUblyZf7xj38watQobG1tadiwoXEGq6RMmTIFV1dX3n77bU6ePImTkxNNmzbl//7v/wCoVasWa9asYdiwYcyfP5+goCDeeust+vTpU6J1iIiIiMiDwVD858MaD4n8/HwyMzONv2MjYi703RcRERG5Ob3tTUREREREzILCj4iIiIiImAWFHxERERERMQsKPyIiIiIiYhYUfkRERERExCwo/IiIiIiIiFlQ+BEREREREbOg8CMiIiIiImZB4UdERERERMyCeYUfg6H0Pg+guLg4GjduXNZliIiIiIjcF+YVfuSmRo4cyfbt28u6DBERERGR+8KyrAuQ8sPOzg47O7uyLkNERERE5L7QzE85EhYWRnR0NNHR0Tg6OuLi4sL48eMpLi4G4NKlS4wcOZKaNWtia2vLE088QWJiovH8+Ph4nJyc2LJlC/7+/tjZ2REeHk52draxTWJiIkFBQdja2uLk5ETz5s05ffo0YLrsbevWrVhbW3P+/HmTGocOHUqrVq2M27t27aJFixbY2Njg4eFBTEwMFy9evD83SERERETkHij8lDMJCQlYWlpy4MAB5s2bx+zZs1myZAkA0dHR7N27l1WrVnH06FG6du1KeHg46enpxvPz8vKYOXMmy5Yt44svviArK4uRI0cCcOXKFTp37kxoaChHjx5l79699O/fH8N1nlFq3bo1Tk5OrFmzxrivsLCQ1atXExERAUBGRgbh4eG88MILHD16lNWrV7Nr1y6io6Pv5y0SEREREbkrhuI/pxUeEvn5+WRmZuLl5YW1tbXpwdJ8EcFd3NawsDBycnI4fvy4MZCMHTuWDRs28Omnn1KnTh2ysrKoUaOG8Zw2bdoQFBTEW2+9RXx8PL179+bbb7+lbt26ACxcuJDJkyfz008/cfbsWapWrUpiYiKhoaHXjB8XF8f69etJTk4GIDY2lmPHjhmfA9q6dSvPPvssP/30E05OTkRFRWFhYcF7771n7GPXrl2EhoZy8eLFa++/3Fc3/e6LiIiIiJ75KW+aNWtmMhMTHBzMrFmzOHbsGIWFhfj6+pq0v3TpElWrVjVuV65c2Rh8ANzd3cnJyQGgSpUq9OrVi3bt2tG2bVvatGnDSy+9hLu7+3VriYiIoFmzZvz444/UqFGD5cuX06FDB5ycnABISUnh6NGjLF++3HhOcXExRUVFZGZm4u/vf8/3Q0RERESkpCj8PCByc3OxsLDg0KFDWFhYmBz760sKKlasaHLMYDDw18m9pUuXEhMTw6effsrq1at544032LZtG82aNbtmzMcff5y6deuyatUqBg0axLp164iPjzepacCAAcTExFxzbq1ate72UkVERERE7guFn3Jm//79Jtv79u3Dx8eHJk2aUFhYSE5ODi1atLinMZo0aUKTJk0YN24cwcHBrFix4rrhB67O/ixfvpxHHnmEChUq0KFDB+Oxpk2bcuLECby9ve+pHhERERGR0qAXHpQzWVlZDB8+nLS0NFauXMn8+fMZOnQovr6+REREEBkZydq1a8nMzOTAgQO8/fbbbNy48bb6zszMZNy4cezdu5fTp0+zdetW0tPTb7o8LSIigsOHD/Pmm2/y4osvUqlSJeOxMWPGsGfPHqKjo0lOTiY9PZ2PP/5YLzwQERERkXLJvGZ+HoB3O0RGRvLHH38QFBSEhYUFQ4cOpX///sDVJWtTp05lxIgR/PDDD7i4uNCsWTM6dux4W31XrlyZr7/+moSEBM6cOYO7uzuDBw9mwIABNzzH29uboKAgDhw4wNy5c02OBQQEsHPnTl5//XVatGhBcXExdevWpVu3bnd9/SIiIiIi94t5ve2tnAsLC6Nx48bXhAyR2/Egf/dFRERESoOWvYmIiIiIiFlQ+BEREREREbNgXs/8lHOJiYllXYKIiIiIyENLMz8iIiIiImIWFH5ERERERMQsKPyIiIiIiIhZUPgRERERERGzoPAjIiIiIiJmQeHnAeLp6VniP4D69ddf06xZM6ytrWncuPFtnRMfH4+Tk1OJ1iEiIiIicr+Z1auuDZMMpTZW8cTiUhvrXkycOBFbW1vS0tKws7Mr63JERERERO4bswo/cq2MjAw6dOhA7dq1y7oUEREREZH7SsveypGwsDCio6OJjo7G0dERFxcXxo8fT3Hx9WeRZs+eTcOGDbG1tcXDw4PXXnuN3NxcAC5evIiDgwMfffSRyTnr16/H1taWCxcuYDAYOHToEJMnT8ZgMBAXF0diYiIGg4Hz588bz0lOTsZgMHDq1Kn7dekiIiIiIvedwk85k5CQgKWlJQcOHGDevHnMnj2bJUuWXLdthQoVeOeddzh+/DgJCQl8/vnnjB49GgBbW1tefvllli5danLO0qVLefHFF7G3tyc7O5sGDRowYsQIsrOzGTly5H2/PhERERGRsqJlb+WMh4cHc+bMwWAw4Ofnx7Fjx5gzZw79+vW7pm1sbKzxb09PT6ZOncrAgQNZuHAhAFFRUYSEhJCdnY27uzs5OTls2rSJzz77DAA3NzcsLS2xs7PDzc2tVK5PRERERKSsaOannGnWrBkGw/97MUNwcDDp6ekUFhZe0/azzz6jdevW1KxZE3t7e3r06MGZM2fIy8sDICgoiAYNGpCQkADAv//9b2rXrk3Lli1L52JERERERMoRhZ8H1KlTp+jYsSMBAQGsWbOGQ4cO8c9//hOAy5cvG9tFRUURHx8PXF3y1rt3b5Nw9XcVKlz9Svz1OaOCgoL7cAUiIiIiIqVL4aec2b9/v8n2vn378PHxwcLCwmT/oUOHKCoqYtasWTRr1gxfX19+/PHHa/p79dVXOX36NO+88w4nTpygZ8+eNx3f1dUVgOzsbOO+5OTku7waEREREZHyQ+GnnMnKymL48OGkpaWxcuVK5s+fz9ChQ69p5+3tTUFBAfPnz+fkyZMsW7aMd99995p2zs7OdOnShVGjRvH000/zyCOP3HR8b29vPDw8iIuLIz09nY0bNzJr1qwSuz4RERERkbKi8FPOREZG8scffxAUFMTgwYMZOnQo/fv3v6Zdo0aNmD17NtOnT+fRRx9l+fLlvP3229fts2/fvly+fJk+ffrccvyKFSuycuVKvv76awICApg+fTpTp0695+sSERERESlrhuIb/YjMAyo/P5/MzEy8vLywtrYu63LuSFhYGI0bN2bu3Lkl2u+yZcsYNmwYP/74I1ZWViXat5QfD/J3X0RERKQ06FXXD7G8vDyys7OZNm0aAwYMUPAREREREbOmZW8PsRkzZlCvXj3c3NwYN25cWZcjIiIiIlKmtOxN5CGh776IiIjIzWnmR0REREREzILCj4iIiIiImAWFHxERERERMQsKPyIiIiIiYhYUfkRERERExCwo/IiIiIiIiFlQ+HmAeHp6Mnfu3BLt8+uvv6ZZs2ZYW1vTuHHj2zonPj4eJyenG26LiIiIiJRHlmVdQGmaNGlSqY01ceLEUhvrXkycOBFbW1vS0tKws7O7qz66detG+/btS7gyEREREZGSZVbhR66VkZFBhw4dqF279l33YWNjg42NTQlWJSIiIiJS8rTsrRwJCwsjOjqa6OhoHB0dcXFxYfz48RQXF1+3/ezZs2nYsCG2trZ4eHjw2muvkZubC8DFixdxcHDgo48+Mjln/fr12NracuHCBQwGA4cOHWLy5MkYDAbi4uJITEzEYDBw/vx54znJyckYDAZOnTp13Tqut+xt0aJF1K1bFysrK/z8/Fi2bJnxWJ8+fejYsaNJ+4KCAqpVq8b7779/m3dLREREROTOKPyUMwkJCVhaWnLgwAHmzZvH7NmzWbJkyXXbVqhQgXfeeYfjx4+TkJDA559/zujRowGwtbXl5ZdfZunSpSbnLF26lBdffBF7e3uys7Np0KABI0aMIDs7m5EjR5bINaxbt46hQ4cyYsQIvvrqKwYMGEDv3r3ZsWMHAFFRUXz66adkZ2cbz/nkk0/Iy8ujW7duJVKDiIiIiMjfKfyUMx4eHsyZMwc/Pz8iIiIYMmQIc+bMuW7b2NhYnnrqKTw9PWnVqhVTp07lP//5j/F4VFQUW7ZsMYaMnJwcNm3aRJ8+fQBwc3PD0tISOzs73Nzc7vqZn7+bOXMmvXr14rXXXsPX15fhw4fTpUsXZs6cCUBISMg1s0FLly6la9euJVaDiIiIiMjfKfyUM82aNcNgMBi3g4ODSU9Pp7Cw8Jq2n332Ga1bt6ZmzZrY29vTo0cPzpw5Q15eHgBBQUE0aNCAhIQEAP79739Tu3ZtWrZseV+vITU1lebNm5vsa968OampqcbtqKgo46zUzz//zObNm42hTERERETkflD4eUCdOnWKjh07EhAQwJo1azh06BD//Oc/Abh8+bKxXVRUFPHx8cDV2ZXevXubhKu/q1Dh6lfir88ZFRQUlHj9kZGRnDx5kr179/Lvf/8bLy8vWrRoUeLjiIiIiIj8SeGnnNm/f7/J9r59+/Dx8cHCwsJk/6FDhygqKmLWrFk0a9YMX19ffvzxx2v6e/XVVzl9+jTvvPMOJ06coGfPnjcd39XVFcDkeZzk5OQ7ugZ/f392795tsm/37t3Ur1/fuF21alU6d+7M0qVLiY+Pp3fv3nc0hoiIiIjIndKrrsuZrKwshg8fzoABAzh8+DDz589n1qxZ17Tz9vamoKCA+fPn06lTJ3bv3s277757TTtnZ2e6dOnCqFGjePrpp3nkkUduOr63tzceHh7ExcXx5ptv8s0331x3/JsZNWoUL730Ek2aNKFNmzb873//Y+3atXz22Wcm7aKioujYsSOFhYW3DGUiIiIiIvdKMz/lTGRkJH/88QdBQUEMHjyYoUOH0r9//2vaNWrUiNmzZzN9+nQeffRRli9fzttvv33dPvv27cvly5dv65maihUrsnLlSr7++msCAgKYPn06U6dOvaNr6Ny5M/PmzWPmzJk0aNCA9957j6VLlxIWFmbSrk2bNri7u9OuXTtq1KhxR2OIiIiIiNwpQ/GNfkTmAZWfn09mZiZeXl5YW1uXdTl3JCwsjMaNGzN37twS7XfZsmUMGzaMH3/8ESsrqxLtG+C9995jypQpfP/993d0Xm5uLjVr1mTp0qV06dKlxOsyNw/yd19ERESkNGjZ20MsLy+P7Oxspk2bxoABA+5L8Pnuu+/YtGkTDRo0uO1zioqK+PXXX5k1axZOTk48++yzJV6XiIiIiMjfadnbQ2zGjBnUq1cPNzc3xo0bd1/GaNq0KadPn2b69Om3fU5WVhbVq1dnxYoVfPDBB1haKoOLiIiIyP2nZW8iDwl990VERERuTjM/IiIiIiJiFhR+RERERETELCj8iIiIiIiIWVD4ERERERERs6DwIyIiIiIiZkHhR0REREREzILCj5lITEzEYDBw/vz5m7bz9PRk7ty5pVKTiIiIiEhpMq/wYzCU3qecCQkJITs7G0dHRwDi4+NxcnK6pl1SUhL9+/cv5epERERERO4/y7IuQEqHlZUVbm5ut2zn6upaCtWIiIiIiJQ+85r5KefCwsKIjo4mOjoaR0dHXFxcGD9+PMXFxQCcO3eOyMhInJ2dqVy5Ms888wzp6enG80+fPk2nTp1wdnbG1taWBg0asGnTJsB02VtiYiK9e/fmt99+w2AwYDAYiIuLA0yXvXXv3p1u3bqZ1FhQUICLiwsffvghAEVFRbz99tt4eXlhY2NDo0aN+Oijj+7znRIRERERuXMKP+VMQkIClpaWHDhwgHnz5jF79myWLFkCQK9evTh48CAbNmxg7969FBcX0759ewoKCgAYPHgwly5d4osvvuDYsWNMnz4dOzu7a8YICQlh7ty5ODg4kJ2dTXZ2NiNHjrymXUREBP/73//Izc017tuyZQt5eXk8//zzALz99tt8+OGHvPvuuxw/fpxhw4bx6quvsnPnzvtxe0RERERE7pqWvZUzHh4ezJkzB4PBgJ+fH8eOHWPOnDmEhYWxYcMGdu/eTUhICADLly/Hw8OD9evX07VrV7KysnjhhRdo2LAhAHXq1LnuGFZWVjg6OmIwGG66FK5du3bY2tqybt06evToAcCKFSt49tlnsbe359KlS7z11lt89tlnBAcHG8fctWsX7733HqGhoSV5a0RERERE7olmfsqZZs2aYfjLCxOCg4NJT0/nxIkTWFpa8sQTTxiPVa1aFT8/P1JTUwGIiYlh6tSpNG/enIkTJ3L06NF7qsXS0pKXXnqJ5cuXA3Dx4kU+/vhjIiIiAPj222/Jy8ujbdu22NnZGT8ffvghGRkZ9zS2iIiIiEhJ08zPQyQqKop27dqxceNGtm7dyttvv82sWbMYMmTIXfcZERFBaGgoOTk5bNu2DRsbG8LDwwGMy+E2btxIzZo1Tc6rVKnS3V+IiIiIiMh9oJmfcmb//v0m2/v27cPHx4f69etz5coVk+NnzpwhLS2N+vXrG/d5eHgwcOBA1q5dy4gRI1i8ePF1x7GysqKwsPCW9YSEhODh4cHq1atZvnw5Xbt2pWLFigDUr1+fSpUqkZWVhbe3t8nHw8Pjbi5fREREROS+0cxPOZOVlcXw4cMZMGAAhw8fZv78+cyaNQsfHx+ee+45+vXrx3vvvYe9vT1jx46lZs2aPPfccwDExsbyzDPP4Ovry7lz59ixYwf+/v7XHcfT05Pc3Fy2b99Oo0aNqFy5MpUrV75u2+7du/Puu+/yzTffsGPHDuN+e3t7Ro4cybBhwygqKuLJJ5/kt99+Y/fu3Tg4ONCzZ8+Sv0EiIiIiIndJMz/lTGRkJH/88QdBQUEMHjyYoUOHGn90dOnSpTz22GN07NiR4OBgiouL2bRpk3EmprCwkMGDB+Pv7094eDi+vr4sXLjwuuOEhIQwcOBAunXrhqurKzNmzLhhTREREZw4cYKaNWvSvHlzk2NTpkxh/PjxvP3228ZxN27ciJeXVwndERERERGRkmEo/vNHZB4S+fn5ZGZm4uXlhbW1dVmXc0fCwsJo3Lix8Xd2RO7Eg/zdFxERESkNmvkRERERERGzoPAjIiIiIiJmQS88KEcSExPLugQRERERkYeWZn5ERERERMQsKPyIiIiIiIhZUPgRERERERGzoPAjIiIiIiJmQeFHRERERETMgsKPiIiIiIiYBYUfM5GYmIjBYOD8+fM3befp6cncuXNvu9+wsDBiY2PvqTYRERERkdJgVr/zY5hkKLWxiicWl9pYtyMkJITs7GwcHR0BiI+PJzY29powlJSUhK2t7W33u3btWipWrGjc9vT0JDY2VoFIRERERModswo/5szKygo3N7dbtnN1db2jfqtUqXK3JYmIiIiIlCoteytHwsLCiI6OJjo6GkdHR1xcXBg/fjzFxVdnkc6dO0dkZCTOzs5UrlyZZ555hvT0dOP5p0+fplOnTjg7O2Nra0uDBg3YtGkTYLrsLTExkd69e/Pbb79hMBgwGAzExcUBpsveunfvTrdu3UxqLCgowMXFhQ8//NBY85+zPGFhYZw+fZphw4YZ+7148SIODg589NFHJv2sX78eW1tbLly4UNK3UURERETkuhR+ypmEhAQsLS05cOAA8+bNY/bs2SxZsgSAXr16cfDgQTZs2MDevXspLi6mffv2FBQUADB48GAuXbrEF198wbFjx5g+fTp2dnbXjBESEsLcuXNxcHAgOzub7OxsRo4ceU27iIgI/ve//5Gbm2vct2XLFvLy8nj++eevab927VoeeeQRJk+ebOzX1taWl19+maVLl5q0Xbp0KS+++CL29vb3dL9ERERERG6Xlr2VMx4eHsyZMweDwYCfnx/Hjh1jzpw5hIWFsWHDBnbv3k1ISAgAy5cvx8PDg/Xr19O1a1eysrJ44YUXaNiwIQB16tS57hhWVlY4OjpiMBhuuhSuXbt22Nrasm7dOnr06AHAihUrePbZZ68bWqpUqYKFhQX29vYm/UZFRRmfOXJ3dycnJ4dNmzbx2Wef3fV9EhERERG5U5r5KWeaNWuGwfD/XswQHBxMeno6J06cwNLSkieeeMJ4rGrVqvj5+ZGamgpATEwMU6dOpXnz5kycOJGjR4/eUy2Wlpa89NJLLF++HICLFy/y8ccfExERcUf9BAUF0aBBAxISEgD497//Te3atWnZsuU91SciIiIicicUfh4iUVFRnDx5kh49enDs2DECAwOZP3/+PfUZERHB9u3bycnJYf369djY2BAeHn5XtcXHxwNXl7z17t3bJOSJiIiIiNxvCj/lzP79+0229+3bh4+PD/Xr1+fKlSsmx8+cOUNaWhr169c37vPw8GDgwIGsXbuWESNGsHjx4uuOY2VlRWFh4S3rCQkJwcPDg9WrV7N8+XK6du1q8mrr2+331Vdf5fTp07zzzjucOHGCnj173nJsEREREZGSpPBTzmRlZTF8+HDS0tJYuXIl8+fPZ+jQofj4+PDcc8/Rr18/du3aRUpKCq+++io1a9bkueeeAyA2NpYtW7aQmZnJ4cOH2bFjB/7+/tcdx9PTk9zcXLZv386vv/5KXl7eDWvq3r077777Ltu2bbvlkjdPT0+++OILfvjhB3799VfjfmdnZ7p06cKoUaN4+umneeSRR+7i7oiIiIiI3D2Fn3ImMjKSP/74g6CgIAYPHszQoUPp378/cHW52GOPPUbHjh0JDg6muLiYTZs2GWdiCgsLGTx4MP7+/oSHh+Pr68vChQuvO05ISAgDBw6kW7duuLq6MmPGjBvWFBERwYkTJ6hZsybNmze/af2TJ0/m1KlT1K1b95rfDOrbty+XL1+mT58+d3JLRERERERKhKH4zx+ReUjk5+eTmZmJl5cX1tbWZV3OHQkLC6Nx48bG39l52Cxbtoxhw4bx448/YmVlVdblPHQe5O++iIiISGnQq67lvsvLyyM7O5tp06YxYMAABR8RERERKRNa9ib33YwZM6hXrx5ubm6MGzeurMsRERERETOlZW8iDwl990VERERuTjM/IiIiIiJiFhR+RERERETELCj8iIiIiIiIWVD4ERERERERs6DwIyIiIiIiZkHhR0REREREzILCj4iIiIiImAXLsi6gNE2aNKnUxpo4cWKpjSUiIiIiIremmZ8H2OXLl8u6hGuUx5pEREREREDhp1wJCwsjOjqa6OhoHB0dcXFxYfz48RQXFwPg6enJlClTiIyMxMHBgf79+wOwa9cuWrRogY2NDR4eHsTExHDx4kVjvwsXLsTHxwdra2uqV6/Oiy++aDz20Ucf0bBhQ2xsbKhatSpt2rQxnhsWFkZsbKxJjZ07d6ZXr17G7butSURERESktCn8lDMJCQlYWlpy4MAB5s2bx+zZs1myZInx+MyZM2nUqBFHjhxh/PjxZGRkEB4ezgsvvMDRo0dZvXo1u3btIjo6GoCDBw8SExPD5MmTSUtL49NPP6Vly5YAZGdn88orr9CnTx9SU1NJTEykS5cuxrB1u+60JhERERGRsmBWz/w8CDw8PJgzZw4GgwE/Pz+OHTvGnDlz6NevHwCtWrVixIgRxvZRUVFEREQYZ2h8fHx45513CA0NZdGiRWRlZWFra0vHjh2xt7endu3aNGnSBLgafq5cuUKXLl2oXbs2AA0bNrzjmu+0Jmtr67u5NSIiIiIi90QzP+VMs2bNMBgMxu3g4GDS09MpLCwEIDAw0KR9SkoK8fHx2NnZGT/t2rWjqKiIzMxM2rZtS+3atalTpw49evRg+fLl5OXlAdCoUSNat25Nw4YN6dq1K4sXL+bcuXN3XPOd1iQiIiIiUhYUfh4wtra2Jtu5ubkMGDCA5ORk4yclJYX09HTq1q2Lvb09hw8fZuXKlbi7uzNhwgQaNWrE+fPnsbCwYNu2bWzevJn69eszf/58/Pz8jAGlQoUK1yyBKygouOeaRERERETKgsJPObN//36T7X379uHj44OFhcV12zdt2pQTJ07g7e19zcfKygoAS0tL2rRpw4wZMzh69CinTp3i888/B8BgMNC8eXMmTZrEkSNHsLKyYt26dQC4urqSnZ1tHKuwsJCvvvrqltdwOzWJiIiIiJQ2hZ9yJisri+HDh5OWlsbKlSuZP38+Q4cOvWH7MWPGsGfPHqKjo0lOTiY9PZ2PP/7Y+HKBTz75hHfeeYfk5GROnz7Nhx9+SFFREX5+fuzfv5+33nqLgwcPkpWVxdq1a/nll1/w9/cHrj7Ls3HjRjZu3MjXX3/NoEGDOH/+/C2v4VY1iYiIiIiUBb3woJyJjIzkjz/+ICgoCAsLC4YOHWp8ffT1BAQEsHPnTl5//XVatGhBcXExdevWpVu3bgA4OTmxdu1a4uLiyM/Px8fHh5UrV9KgQQNSU1P54osvmDt3Lr///ju1a9dm1qxZPPPMMwD06dOHlJQUIiMjsbS0ZNiwYTz11FO3vIZb1SQiIiIiUhYMxXf6XuNyLj8/n8zMTLy8vB64t4qFhYXRuHFj5s6dW9alyAPoQf7ui4iIiJQGLXsTERERERGzoPAjIiIiIiJmQc/8lCOJiYllXYKIiIiIyENLMz8iIiIiImIWFH5ERERERMQsKPyIiIiIiIhZUPgRERERERGzoPAjIiIiIiJmQeFHRERERETMgsLPA+7UqVMYDAaSk5Nv2CYxMRGDwcD58+dLrS4RERERkfLGvH7nx2AovbGKi0tlGA8PD7Kzs3FxcSmV8UREREREHlTmFX4eMpcvX8bKygo3N7eyLkVEREREpNzTsrdyJCwsjOjoaKKjo3F0dMTFxYXx48dT/P/PInl6ejJlyhQiIyNxcHCgf//+1132tmnTJnx9fbGxseGpp57i1KlT14y1a9cuWrRogY2NDR4eHsTExHDx4sVSulIRERERkdKn8FPOJCQkYGlpyYEDB5g3bx6zZ89myZIlxuMzZ86kUaNGHDlyhPHjx19z/nfffUeXLl3o1KkTycnJREVFMXbsWJM2GRkZhIeH88ILL3D06FFWr17Nrl27iI6Ovu/XJyIiIiJSVgzFxaX0cEopyc/PJzMzEy8vL6ytrU0PlvNnfsLCwsjJyeH48eMY/v9ax44dy4YNGzhx4gSenp40adKEdevWGc85deoUXl5eHDlyhMaNG/N///d/fPzxxxw/ftzYZuzYsUyfPp1z587h5OREVFQUFhYWvPfee8Y2u3btIjQ0lIsXL1573+SBcNPvvoiIiIho5qe8adasmTH4AAQHB5Oenk5hYSEAgYGBNz0/NTWVJ554wmRfcHCwyXZKSgrx8fHY2dkZP+3ataOoqIjMzMwSuhIRERERkfJFLzx4wNja2t5zH7m5uQwYMICYmJhrjtWqVeue+xcRERERKY8UfsqZ/fv3m2zv27cPHx8fLCwsbut8f39/NmzYcE0ff9W0aVNOnDiBt7f3vRUrIiIiIvIA0bK3ciYrK4vhw4eTlpbGypUrmT9/PkOHDr3t8wcOHEh6ejqjRo0iLS2NFStWEB8fb9JmzJgx7Nmzh+joaJKTk0lPT+fjjz/WCw9ERERE5KGm8FPOREZG8scffxAUFMTgwYMZOnQo/fv3v+3za9WqxZo1a1i/fj2NGjXi3Xff5a233jJpExAQwM6dO/nmm29o0aIFTZo0YcKECdSoUaOkL0dEREREpNwwr7e9lXNhYWE0btyYuXPnlnUp8gB6kL/7IiIiIqVBMz8iIiIiImIWFH5ERERERMQs6G1v5UhiYmJZlyAiIiIi8tDSzI+IiIiIiJgFhR8RERERETELCj8iIiIiImIWFH5ERERERMQsKPyIiIiIiIhZUPgRERERERGzoPAj13Xq1CkMBgPJycllXYqIiIiISIkwq9/5MUwylNpYxROLS20sERERERG5Nc38PMAuX75c1iWIiIiIiDwwFH7KkbCwMKKjo4mOjsbR0REXFxfGjx9PcfHVWSRPT0+mTJlCZGQkDg4O9O/fH4A1a9bQoEEDKlWqhKenJ7NmzTLp12AwsH79epN9Tk5OxMfHG7cPHDhAkyZNsLa2JjAwkCNHjtzXaxURERERKW0KP+VMQkIClpaWHDhwgHnz5jF79myWLFliPD5z5kwaNWrEkSNHGD9+PIcOHeKll17i5Zdf5tixY8TFxTF+/HiTYHMrubm5dOzYkfr163Po0CHi4uIYOXLkfbg6EREREZGyY1bP/DwIPDw8mDNnDgaDAT8/P44dO8acOXPo168fAK1atWLEiBHG9hEREbRu3Zrx48cD4Ovry4kTJ/jHP/5Br169bmvMFStWUFRUxPvvv4+1tTUNGjTg+++/Z9CgQSV+fSIiIiIiZUUzP+VMs2bNMBj+34sZgoODSU9Pp7CwEIDAwECT9qmpqTRv3txkX/PmzU3OuZXU1FQCAgKwtrY2GVdERERE5GGi8POAsbW1veNzDAaD8bmhPxUUFJRUSSIiIiIiDwSFn3Jm//79Jtv79u3Dx8cHCwuL67b39/dn9+7dJvt2796Nr6+v8RxXV1eys7ONx9PT08nLyzPp4+jRo+Tn55uMKyIiIiLyMFH4KWeysrIYPnw4aWlprFy5kvnz5zN06NAbth8xYgTbt29nypQpfPPNNyQkJLBgwQKTFxa0atWKBQsWcOTIEQ4ePMjAgQOpWLGi8Xj37t0xGAz069ePEydOsGnTJmbOnHlfr1NEROT/Y+/Ow6oq9///Pzcg86Q4AIVAioqGCtqgpJADoGkOpUam4lR9lDxklpU54KxJOXTK0hTz2NGOU1aOmTigkqRgJjkQROdEojkgGKLA74++7V87DGfYul+P6+K69l7rXvf9Xmvvq+Pr3GvdW0Sksin8mJn+/fvz22+/8eCDDzJ8+HD+8Y9/GJe0vpKQkBA++eQTli9fzv3338+4ceOYOHGiyWIHCQkJ+Pj40KZNG55++mlGjRqFo6Ojcb+zszOfffYZ3377LcHBwYwZM4YZM2bcztMUEREREal0hrK/PgxyhysqKiIrKwt/f3+TB/jvBOHh4TRv3pzZs2dXdSlyB7qTv/siIiIilUEzPyIiIiIiYhEUfkRERERExCLoR07NSFJSUlWXICIiIiJy19LMj4iIiIiIWASFHxERERERsQgKPyIiIiIiYhEUfkRERERExCIo/IiIiIiIiEVQ+BEREREREYug8HMXSkxMxN3d3fh+woQJNG/evMrqERERERExBxb1Oz/x8fGVNtb48eMrbayrGTVqFC+88EJVlyEiIiIiUqUsKvzcaYqLi7G1tb3pfpydnXF2dr4FFYmIiIiI3Ll025sZCQ8PJzY2lri4OGrWrElkZCRvvfUWQUFBODk54ePjw7BhwygoKDA5LjExkbp16+Lo6EiPHj349ddfTfb/9ba3ffv20bFjR2rWrImbmxthYWHs37/f5BiDwcDChQvp0aMHjo6OBAQEsG7dOpM23333HV26dMHV1RUXFxfatGlDZmamcf/ChQsJDAzE3t6eRo0a8e67796iKyUiIiIicv0UfszMkiVLsLW1JTk5mfnz52NlZcXcuXP57rvvWLJkCV999RWvvPKKsX1KSgqDBw8mNjaWtLQ0Hn30USZPnlzhGOfPn2fAgAHs2rWLvXv3EhAQQOfOnTl//rxJu/j4eHr37s3Bgwfp3Lkzffv25fTp0wD873//o23bttjZ2fHVV1/xzTffMGjQIC5fvgzAsmXLGDduHFOmTCEjI4OpU6cyduxYlixZcouvmIiIiIjItTGUlZWVVXURt1JRURFZWVn4+/tjb29vss/cn/kJDw8nPz+/3CzMn61cuZLnn3+eU6dOAfD0009z7tw5vvjiC2Obp556io0bN3L27Fng95mftWvXkpaWdsU+S0tLcXd35+OPP6ZLly7A7zM/b7zxBpMmTQKgsLAQZ2dnNmzYQFRUFK+//jrLly/nyJEjVKtWrVyf9evXZ9KkSURHRxu3TZ48mfXr17N79+7rui5ybSr67ouIiIiIZn7MTosWLUzef/nll7Rv35577rkHFxcX+vXrx6+//sqFCxcAyMjI4KGHHjI5plWrVhWOceLECYYOHUpAQABubm64urpSUFBATk6OSbumTZsaXzs5OeHq6kpeXh4AaWlptGnT5orBp7CwkMzMTAYPHmx83sjZ2ZnJkyeb3BYnIiIiIlKZtOCBmXFycjK+zs7OpkuXLvzf//0fU6ZMoUaNGuzatYvBgwdTXFyMo6PjDY0xYMAAfv31V+bMmYOvry92dna0atWK4uJik3Z/DTYGg4HS0lIAHBwc/rb/P55JWrBgQblgZm1tfUM1i4iIiIjcLIUfM/bNN99QWlpKQkICVla/T9J98sknJm0CAwNJSUkx2bZ3794K+01OTubdd9+lc+fOAPz000/G2+iuVdOmTVmyZAmXLl0qF5Lq1KmDt7c3P/zwA3379r2ufkVEREREbhfd9mbG6tevz6VLl5g3bx4//PADS5cuZf78+SZtRowYwcaNG5k1axbHjh3jnXfeYePGjRX2GxAQwNKlS8nIyCAlJYW+fftWOJNzJbGxseTn5/PUU0+RmprKsWPHWLp0KUeOHAF+f75q2rRpzJ07l6NHj/Ltt9+yePFi3nrrreu7CCIiIiIit4jCjxlr1qwZb731FjNmzOD+++9n2bJlTJs2zaTNww8/zIIFC5gzZw7NmjVj8+bNvPHGGxX2++GHH3LmzBlCQkLo168fI0aMoHbt2tdVm4eHB1999RUFBQWEhYXRokULFixYYJwFGjJkCAsXLmTx4sUEBQURFhZGYmIi/v7+13cRRERERERuEYta7U3kbqbvvoiIiEjFNPMjIiIiIiIWQeFHREREREQsgsKPiIiIiIhYBIUfERERERGxCAo/IiIiIiJiERR+RERERETEIij8iIiIiIiIRVD4ERERERERi6DwIyIiIiIiFkHh5w5XVlbGs88+S40aNTAYDKSlpREeHk5cXNxtHTcpKQmDwcDZs2dv6zgiIiIiIreKZYUfg6Hy/irJxo0bSUxM5PPPPyc3N5f777//lo9xpTDVunVrcnNzcXNzu+XjiYiIiIjcDjZVXYD8veLiYmxtbStsk5mZiZeXF61bt66kqn5na2uLp6dnpY4pIiIiInIzLGvmx8yFh4cTGxtLXFwcNWvWJDIykkOHDtGpUyecnZ2pU6cO/fr149SpUwDExMTwwgsvkJOTg8FgwM/P74r9Xrx4kVGjRnHPPffg5OTEQw89RFJSkkmb5ORkwsPDcXR0pHr16kRGRnLmzBliYmLYvn07c+bMwWAwYDAYyM7OvuJtb6tWraJJkybY2dnh5+dHQkKCyRh+fn5MnTqVQYMG4eLiQt26dfnggw9u5SUUEREREflbCj9mZsmSJdja2pKcnMz06dNp164dwcHBpKamsnHjRk6cOEHv3r0BmDNnDhMnTuTee+8lNzeXffv2XbHP2NhY9uzZw/Llyzl48CC9evUiKiqKY8eOAZCWlkb79u1p3Lgxe/bsYdeuXXTt2pWSkhLmzJlDq1atGDp0KLm5ueTm5uLj41NujG+++YbevXvz1FNP8e233zJhwgTGjh1LYmKiSbuEhARatmzJgQMHGDZsGP/3f//HkSNHbu1FFBERERG5At32ZmYCAgKYOXMmAJMnTyY4OJipU6ca9y9atAgfHx+OHj1KgwYNcHFxwdra+m9vQcvJyWHx4sXk5OTg7e0NwKhRo9i4cSOLFy9m6tSpzJw5k5YtW/Luu+8aj2vSpInxta2tLY6OjhXe5vbWW2/Rvn17xo4dC0CDBg04fPgwb775JjExMcZ2nTt3ZtiwYQCMHj2at99+m23bttGwYcPrvFIiIiIiItdH4cfMtGjRwvg6PT2dbdu24ezsXK5dZmYmDRo0uGp/3377LSUlJeXaXrx4EQ8PD+D3mZ9evXrdVN0ZGRl069bNZFtoaCizZ8+mpKQEa2trAJo2bWrcbzAY8PT0JC8v76bGFhERERG5Fgo/ZsbJycn4uqCggK5duzJjxoxy7by8vK6pv4KCAqytrfnmm2+MAeQPf4QqBweHm6j4+lSrVs3kvcFgoLS0tNLGFxERERHLpfBjxkJCQli1ahV+fn7Y2NzYRxUcHExJSQl5eXm0adPmim2aNm3K1q1biY+Pv+J+W1tbSkpKKhwnMDCQ5ORkk23Jyck0aNCgXOgSEREREakKWvDAjA0fPpzTp08THR3Nvn37yMzMZNOmTQwcOPCqYeQPDRo0oG/fvvTv35/Vq1eTlZXF119/zbRp0/jiiy8AeO2119i3bx/Dhg3j4MGDfP/997z33nvGVeX8/PxISUkhOzubU6dOXXGm5qWXXmLr1q1MmjSJo0ePsmTJEt555x1GjRp16y6IiIiIiMhNUPgxY97e3iQnJ1NSUkJERARBQUHExcXh7u6OldW1f3SLFy+mf//+vPTSSzRs2JDu3buzb98+6tatC/wekDZv3kx6ejoPPvggrVq14tNPPzXONo0aNQpra2saN25MrVq1yMnJKTdGSEgIn3zyCcuXL+f+++9n3LhxTJw40WSxAxERERGRqmQoKysrq+oibqWioiKysrLw9/fH3t6+qssRqTT67ouIiIhUTDM/IiIiIiJiERR+RERERETEIij8iIiIiIiIRVD4ERERERERi6DwIyIiIiIiFkHhR0RERERELILCj4iIiIiIWASFHxERERERsQgKPyIiIiIiYhEUfkRERERExCLYVHUBlckQb6i0scrGl1XaWLeLn58fcXFxxMXFVXUpIiIiIiI3TTM/Zqy4uPiO6ldERERExJwp/JiR8PBwYmNjiYuLo2bNmkRGRnLo0CE6deqEs7MzderUoV+/fpw6dcp4zPnz5+nbty9OTk54eXnx9ttvEx4ebjJb4+fnx6RJk+jfvz+urq48++yzAOzatYs2bdrg4OCAj48PI0aMoLCw0FjLjz/+yIsvvojBYMBgqLxZMxERERGR20Hhx8wsWbIEW1tbkpOTmT59Ou3atSM4OJjU1FQ2btzIiRMn6N27t7H9yJEjSU5OZt26dWzZsoWdO3eyf//+cv3OmjWLZs2aceDAAcaOHUtmZiZRUVE88cQTHDx4kBUrVrBr1y5iY2MBWL16Nffeey8TJ04kNzeX3NzcSrsGIiIiIiK3g0U983MnCAgIYObMmQBMnjyZ4OBgpk6daty/aNEifHx8OHr0KF5eXixZsoSPP/6Y9u3bA7B48WK8vb3L9duuXTteeukl4/shQ4bQt29f4wxRQEAAc+fOJSwsjPfee48aNWpgbW2Ni4sLnp6et/GMRUREREQqh8KPmWnRooXxdXp6Otu2bcPZ2blcu8zMTH777TcuXbrEgw8+aNzu5uZGw4YNy7Vv2bKlyfv09HQOHjzIsmXLjNvKysooLS0lKyuLwMDAW3E6IiIiIiJmQ+HHzDg5ORlfFxQU0LVrV2bMmFGunZeXF8ePH7+hfv/o+7nnnmPEiBHl2tatW/c6KhYRERERuTMo/JixkJAQVq1ahZ+fHzY25T+q++67j2rVqrFv3z5jYDl37hxHjx6lbdu2V+378OHD1K9f/2/b2NraUlJScnMnISIiIiJiJrTggRkbPnw4p0+fJjo6mn379pGZmcmmTZsYOHAgJSUluLi4MGDAAF5++WW2bdvGd999x+DBg7Gysrrq6myjR49m9+7dxMbGkpaWxrFjx/j000+NCx7A76vE7dixg//9738mK8yJiIiIiNyJFH7MmLe3N8nJyZSUlBAREUFQUBBxcXG4u7tjZfX7R/fWW2/RqlUrunTpQocOHQgNDSUwMBB7e/sK+27atCnbt2/n6NGjtGnThuDgYMaNG2eyWMLEiRPJzs6mXr161KpV67aeq4iIiIjI7WYoKysrq+oibqWioiKysrLw9/e/agC4GxUWFnLPPfeQkJDA4MGDq7ocqUSW/t0XERERuRo983OHO3DgAN9//z0PPvgg586dY+LEiQB069atiisTERERETEvCj93gVmzZnHkyBFsbW1p0aIFO3fupGbNmlVdloiIiIiIWVH4ucMFBwfzzTffVHUZIiIiIiJmTwseiIiIiIiIRVD4ERERERERi6DwIyIiIiIiFkHhR0RERERELILCj4iIiIiIWASFHxERERERsQgKP3e4mJgYunfvXtVl3DKJiYm4u7tXdRkiIiIichcylJWVlVV1EbdSUVERWVlZ+Pv7Y29vb7IvPj6+0uoYP358pYxz7tw5ysrK7sjA4OfnR1xcHHFxccZtv/32G+fPn6d27dpVV9gdqqLvvoiIiIjoR07NWnFxMba2thW2cXNzq6RqKoeDgwMODg5VXYaIiIiI3IV025sZCQ8PJzY2lri4OGrWrElkZCSHDh2iU6dOODs7U6dOHfr168epU6eMx/z1tjc/Pz9mz55t0m/z5s2ZMGECAE8//TR9+vQx2X/p0iVq1qzJRx99BEBpaSnTpk3D398fBwcHmjVrxsqVK43tk5KSMBgMbN26lZYtW+Lo6Ejr1q05cuSIsU1mZibdunWjTp06ODs788ADD/Dll1+anOuPP/7Iiy++iMFgwGAwAFe+7e29996jXr162Nra0rBhQ5YuXWqy32AwsHDhQnr06IGjoyMBAQGsW7fu2i66iIiIiFgMhR8zs2TJEmxtbUlOTmb69Om0a9eO4OBgUlNT2bhxIydOnKB379433H/fvn357LPPKCgoMG7btGkTFy5coEePHgBMmzaNjz76iPnz5/Pdd9/x4osv8swzz7B9+3aTvsaMGUNCQgKpqanY2NgwaNAg476CggI6d+7M1q1bOXDgAFFRUXTt2pWcnBwAVq9ezb333svEiRPJzc0lNzf3ivWuWbOGf/zjH7z00kscOnSI5557joEDB7Jt2zaTdvHx8fTu3ZuDBw/SuXNn+vbty+nTp2/4OomIiIjI3Ufhx8wEBAQwc+ZMGjZsyJYtWwgODmbq1Kk0atSI4OBgFi1axLZt2zh69OgN9R8ZGYmTkxNr1qwxbvv44495/PHHcXFx4eLFi0ydOpVFixYRGRnJfffdR0xMDM888wzvv/++SV9TpkwhLCyMxo0b8+qrr7J7926KiooAaNasGc899xz3338/AQEBTJo0iXr16hlnZGrUqIG1tTUuLi54enri6el5xXpnzZpFTEwMw4YNo0GDBowcOZKePXsya9Ysk3YxMTFER0dTv359pk6dSkFBAV9//fUNXSMRERERuTsp/JiZFi1aGF+np6ezbds2nJ2djX+NGjUCfr+t7EbY2NjQu3dvli1bBkBhYSGffvopffv2BeD48eNcuHCBjh07moz70UcflRuzadOmxtdeXl4A5OXlAb/P/IwaNYrAwEDc3d1xdnYmIyPDOPNzrTIyMggNDTXZFhoaSkZGxt/W4uTkhKurq7EWERERERHQggdmx8nJyfi6oKCArl27MmPGjHLt/ggbf2VlZcVfF/C7dOmSyfu+ffsSFhZGXl4eW7ZswcHBgaioKOOYAF988QX33HOPyXF2dnYm76tVq2Z8/cczO6WlpQCMGjWKLVu2MGvWLOrXr4+DgwNPPvkkxcXFf3/yN+HPtfxRzx+1iIiIiIiAwo9ZCwkJYdWqVfj5+WFjc20fVa1atUyen8nPzycrK8ukTevWrfHx8WHFihVs2LCBXr16GcND48aNsbOzIycnh7CwsBuuPTk5mZiYGONzRAUFBWRnZ5u0sbW1paSkpMJ+AgMDSU5OZsCAASZ9N27c+IZrExERERHLpPBjxoYPH86CBQuIjo7mlVdeoUaNGhw/fpzly5ezcOFCrK2tyx3Trl07EhMT6dq1K+7u7owbN+6K7Z5++mnmz5/P0aNHTRYPcHFxYdSoUbz44ouUlpbyyCOPcO7cOZKTk3F1dTUJIRUJCAhg9erVdO3aFYPBwNixY8vNxPj5+bFjxw6eeuop7OzsqFmzZrl+Xn75ZXr37k1wcDAdOnTgs88+Y/Xq1SYrx4mIiIiIXAs982PGvL29SU5OpqSkhIiICIKCgoiLi8Pd3R0rqyt/dK+99hphYWF06dKFxx57jO7du1OvXr1y7fr27cvhw4e55557yj1TM2nSJMaOHcu0adMIDAwkKiqKL774An9//2uu/a233qJ69eq0bt2arl27EhkZSUhIiEmbiRMnkp2dTb169ahVq9YV++nevTtz5sxh1qxZNGnShPfff5/FixcTHh5+zbWIiIiIiAAYyv76gMgdztJ+5T46Ohpra2v+9a9/VXUpUsUs7bsvIiIicr0083OHunz5MocPH2bPnj00adKkqssRERERETF7Cj93qEOHDtGyZUuaNGnC888/X9XliIiIiIiYPS14cIdq3rw5Fy5cqOoyRERERETuGJr5ERERERERi6DwIyIiIiIiFkHhR0RERERELILCj4iIiIiIWASFHxERERERsQgKPyIiIiIiYhEUfu5w4eHhxMXFGd/7+fkxe/bs6+rjgw8+wMfHBysrq+s+VkRERETkTmFZv/NjMFTeWGVllTfWn+zbtw8nJ6drbp+fn09sbCxvvfUWTzzxBG5ubrexOhERERGRqmNZ4ecOU1xcjK2t7XUdU6tWretqn5OTw6VLl3jsscfw8vK6rmNFRERERO4kuu3NjISHhxMbG0tcXBw1a9YkMjKSQ4cO0alTJ5ydnalTpw79+vXj1KlTf9vHX297O3v2LEOGDKFWrVq4urrSrl070tPTAUhMTCQoKAiA++67D4PBQHZ29u08RRERERGRKqPwY2aWLFmCra0tycnJTJ8+nXbt2hEcHExqaiobN27kxIkT9O7d+5r769WrF3l5eWzYsIFvvvmGkJAQ2rdvz+nTp+nTpw9ffvklAF9//TW5ubn4+PjcrlMTEREREalSuu3NzAQEBDBz5kwAJk+eTHBwMFOnTjXuX7RoET4+Phw9epQGDRpU2NeuXbv4+uuvycvLw87ODoBZs2axdu1aVq5cybPPPouHhwfw++1ynp6et+msRERERESqnsKPmWnRooXxdXp6Otu2bcPZ2blcu8zMzKuGn/T0dAoKCowB5w+//fYbmZmZt6ZgEREREZE7hMKPmfnzSm0FBQV07dqVGTNmlGt3LYsTFBQU4OXlRVJSUrl97u7uN1OmiIiIiMgdR+HHjIWEhLBq1Sr8/Pywsbn+jyokJIRffvkFGxsb/Pz8bn2BIiIiIiJ3EC14YMaGDx/O6dOniY6OZt++fWRmZrJp0yYGDhxISUnJVY/v0KEDrVq1onv37mzevJns7Gx2797NmDFjSE1NrYQzEBERERExHwo/Zszb25vk5GRKSkqIiIggKCiIuLg43N3dsbK6+kdnMBhYv349bdu2ZeDAgTRo0ICnnnqKH3/8kTp16lTCGYiIiIiImA9DWVlZWVUXcSsVFRWRlZWFv78/9vb2VV2OSKXRd19ERESkYpr5ERERERERi6DwIyIiIiIiFkHhR0RERERELILCj4iIiIiIWASFHxERERERsQgKPyIiIiIiYhEUfkRERERExCIo/IiIiIiIiEVQ+BEREREREYug8COVIiYmhu7du99UHxcuXOCJJ57A1dUVg8HA2bNnr7hNRERERORKbKq6gMpkiDdU2lhl48sqbSxLsWTJEnbu3Mnu3bupWbMmbm5uzJ8/v9y2GxUTE8PZs2dZu3btrStaRERERMyGRYWfO0lxcTG2trZVXYZZyczMJDAwkPvvv7/CbderpKQEg6HygrGIiIiIVA3d9mYmwsPDiY2NJS4ujpo1axIZGQnAoUOH6NSpE87OztSpU4d+/fpx6tQpk+NGjBjBK6+8Qo0aNfD09GTChAkmfZ89e5YhQ4ZQq1YtXF1dadeuHenp6QCcO3cOa2trUlNTASgtLaVGjRo8/PDDxuP/9a9/4ePjY3z/008/0bt3b9zd3alRowbdunUjOzvbuL+kpISRI0fi7u6Oh4cHr7zyCmVlV58J27VrF23atMHBwQEfHx9GjBhBYWGh8TwTEhLYsWMHBoOB8PDwK24DOHPmDP3796d69eo4OjrSqVMnjh07ZhwnMTERd3d31q1bR+PGjbGzs2PQoEEsWbKETz/9FIPBgMFgICkp6eofnIiIiIjcMRR+zMiSJUuwtbUlOTmZ+fPnc/bsWdq1a0dwcDCpqals3LiREydO0Lt373LHOTk5kZKSwsyZM5k4cSJbtmwx7u/Vqxd5eXls2LCBb775hpCQENq3b8/p06dxc3OjefPmxn/of/vttxgMBg4cOEBBQQEA27dvJywsDIBLly4RGRmJi4sLO3fuJDk5GWdnZ6KioiguLgYgISGBxMREFi1axK5duzh9+jRr1qyp8NwzMzOJioriiSee4ODBg6xYsYJdu3YRGxsLwOrVqxk6dCitWrUiNzeX1atXX3Eb/H77WmpqKuvWrWPPnj2UlZXRuXNnLl26ZBzvwoULzJgxg4ULF/Ldd98xd+5cevfuTVRUFLm5ueTm5tK6deub+DRFRERExNzotjczEhAQwMyZM43vJ0+eTHBwMFOnTjVuW7RoET4+Phw9epQGDRoA0LRpU8aPH2/s45133mHr1q107NiRXbt28fXXX5OXl4ednR0As2bNYu3ataxcuZJnn32W8PBwkpKSGDVqFElJSXTs2JHvv/+eXbt2ERUVRVJSEq+88goAK1asoLS0lIULFxpvFVu8eDHu7u4kJSURERHB7Nmzee211+jZsycA8+fPZ9OmTRWe+7Rp0+jbty9xcXHG85g7dy5hYWG899571KhRA0dHR2xtbfH09DQe99dtx44dY926dSQnJxvDy7Jly/Dx8WHt2rX06tUL+D3EvfvuuzRr1szYl4ODAxcvXjTpX0RERETuHgo/ZqRFixYm79PT09m2bRvOzs7l2mZmZpqEnz/z8vIiLy/P2EdBQQEeHh4mbX777TcyMzMBCAsL48MPP6SkpITt27cTERGBp6cnSUlJNG3alOPHjxtvKUtPT+f48eO4uLiY9FdUVERmZibnzp0jNzeXhx56yLjPxsaGli1bVnjrW3p6OgcPHmTZsmXGbWVlZZSWlpKVlUVgYODfHvtnGRkZ2NjYmIzv4eFBw4YNycjIMG6ztbUtd91ERERE5O6m8GNGnJycTN4XFBTQtWtXZsyYUa6tl5eX8XW1atVM9hkMBkpLS419eHl5XfH5FXd3dwDatm3L+fPn2b9/Pzt27GDq1Kl4enoyffp0mjVrhre3NwEBAcb+WrRoYRJS/lCrVq3rOt8/Kygo4LnnnmPEiBHl9tWtW/eG+/07Dg4OWuRARERExMIo/JixkJAQVq1ahZ+fHzY2N/ZRhYSE8Msvv2BjY4Ofn98V27i7u9O0aVPeeecdqlWrRqNGjahduzZ9+vTh888/Nz7v80d/K1asoHbt2ri6ul6xPy8vL1JSUmjbti0Aly9fNj5rVFGdhw8fpn79+jd0nn8IDAzk8uXLpKSkGG97+/XXXzly5AiNGzeu8FhbW1tKSkpuanwRERERMV9a8MCMDR8+nNOnTxMdHc2+ffvIzMxk06ZNDBw48Jr/kd6hQwdatWpF9+7d2bx5M9nZ2ezevZsxY8YYV3iD31dTW7ZsmTHo1KhRg8DAQFasWGESfvr27UvNmjXp1q0bO3fuJCsri6SkJEaMGMF///tfAP7xj38wffp01q5dy/fff8+wYcOu+uOjo0ePZvfu3cTGxpKWlsaxY8f49NNPjQseXKuAgAC6devG0KFD2bVrF+np6TzzzDPcc889dOvWrcJj/fz8OHjwIEeOHOHUqVMmCySIiIiIyJ3PomZ+7rQfHvX29iY5OZnRo0cTERHBxYsX8fX1JSoqCiura8utBoOB9evXM2bMGAYOHMjJkyfx9PSkbdu21KlTx9guLCyM2bNnG5/tgd8DUXp6usk2R0dHduzYwejRo+nZsyfnz5/nnnvuoX379saZoJdeeonc3FwGDBiAlZUVgwYNokePHpw7d+5v62zatCnbt29nzJgxtGnThrKyMurVq0efPn2u76Lx+wIM//jHP+jSpQvFxcW0bduW9evXl7s98K+GDh1KUlISLVu2pKCggG3btpmcu4iIiIjc2Qxl1/IDLHeQoqIisrKy8Pf3x97evqrLEak0+u6LiIiIVEy3vYmIiIiIiEVQ+BEREREREYug8CMiIiIiIhZB4UdERERERCyCwo+IiIiIiFgEhR8REREREbEICj8iIiIiImIRFH5ERERERMQiKPyIiIiIiIhFUPgRERERERGLYFPVBVSm+Pj4Shtr/PjxlTbW7ZSYmEhcXBxnz56t6lIAyM7Oxt/fnwMHDtC8efOqLkdERERE7iCa+TFjxcXFVV2CiIiIiMhdQ+HHjISHhxMbG0tcXBw1a9YkMjKSQ4cO0alTJ5ydnalTpw79+vXj1KlTxmNWrlxJUFAQDg4OeHh40KFDBwoLC437Fy5cSGBgIPb29jRq1Ih3333XuC87OxuDwcDq1at59NFHcXR0pFmzZuzZsweApKQkBg4cyLlz5zAYDBgMBiZMmACAn58fkydPpn///jg7O+Pr68u6des4efIk3bp1w9nZmaZNm5Kammpyjrt27aJNmzY4ODjg4+PDiBEjTOr18/Nj6tSpDBo0CBcXF+rWrcsHH3xg3O/v7w9AcHAwBoOB8PDwW3b9RUREROTupvBjZpYsWYKtrS3JyclMnz6ddu3aERwcTGpqKhs3buTEiRP07t0bgNzcXKKjoxk0aBAZGRkkJSXRs2dPysrKAFi2bBnjxo1jypQpZGRkMHXqVMaOHcuSJUtMxhwzZgyjRo0iLS2NBg0aEB0dzeXLl2ndujWzZ8/G1dWV3NxccnNzGTVqlPG4t99+m9DQUA4cOMBjjz1Gv3796N+/P8888wz79++nXr169O/f31hPZmYmUVFRPPHEExw8eJAVK1awa9cuYmNjTepJSEigZcuWHDhwgGHDhvF///d/HDlyBICvv/4agC+//JLc3FxWr159ez4IEREREbnrGMr++JfpXaKoqIisrCz8/f2xt7c32Wfuz/yEh4eTn5/P/v37AZg8eTI7d+5k06ZNxjb//e9/8fHx4ciRIxQUFNCiRQuys7Px9fUt11/9+vWZNGkS0dHRxm2TJ09m/fr17N692/j8zMKFCxk8eDAAhw8fpkmTJmRkZNCoUaO/febHz8+PNm3asHTpUgB++eUXvLy8GDt2LBMnTgRg7969tGrVitzcXDw9PRkyZAjW1ta8//77xn527dpFWFgYhYWF2Nvbl+u3rKwMT09P4uPjef755/XMTwUq+u6LiIiIiIUteHAnaNGihfF1eno627Ztw9nZuVy7zMxMIiIiaN++PUFBQURGRhIREcGTTz5J9erVKSwsJDMzk8GDBzN06FDjcZcvX8bNzc2kr6ZNmxpfe3l5AZCXl0ejRo0qrPXPx9WpUweAoKCgctvy8vLw9PQkPT2dgwcPsmzZMmObsrIySktLycrKIjAwsFy/BoMBT09P8vLyKqxFRERERORqFH7MjJOTk/F1QUEBXbt2ZcaMGeXaeXl5YW1tzZYtW9i9ezebN29m3rx5jBkzhpSUFBwdHQFYsGABDz30kMmx1tbWJu+rVatmfG0wGAAoLS29aq1XOq6ivgoKCnjuuecYMWJEub7q1q17xX7/6Oda6hERERERqYjCjxkLCQlh1apV+Pn5YWNz5Y/KYDAQGhpKaGgo48aNw9fXlzVr1jBy5Ei8vb354Ycf6Nu37w3XYGtrS0lJyQ0f/2chISEcPnyY+vXr31Q9wC2rSUREREQshxY8MGPDhw/n9OnTREdHs2/fPjIzM9m0aRMDBw6kpKSElJQUpk6dSmpqKjk5OaxevZqTJ08abx+Lj49n2rRpzJ07l6NHj/Ltt9+yePFi3nrrrWuuwc/Pj4KCArZu3cqpU6e4cOHCDZ/P6NGj2b17N7GxsaSlpXHs2DE+/fTTcgseVKR27do4ODgYF384d+7cDdcjIiIiIpbFomZ+7rQfHvX29iY5OZnRo0cTERHBxYsX8fX1JSoqCisrK1xdXdmxYwezZ88mPz8fX19fEhIS6NSpEwBDhgzB0dGRN998k5dffhknJyeCgoKIi4u75hpat27N888/T58+ffj1118ZP368cbnr69W0aVO2b9/OmDFjaNOmDWVlZdSrV48+ffpccx82NjbMnTuXiRMnMm7cONq0aUNSUtIN1SMiIiIilsWiVnsTuZvpuy8iIiJSMd32JiIiIiIiFkHhR0RERERELILCj4iIiIiIWASFHxERERERsQgKPyIiIiIiYhEUfkRERERExCIo/IiIiIiIiEVQ+BEREREREYug8CMiIiIiIhZB4ecuFhMTQ/fu3Y3vw8PDiYuLM7738/Nj9uzZlV6XiIiIiEhVsKnqAiqVwVB5Y5WVVd5Yf2POnDmUVVDHvn37cHJyqsSKRERERESqjmWFnztMcXExtra2N3y8m5tbhftr1ap1w32LiIiIiNxpdNubGQkPDyc2Npa4uDhq1qxJZGQkhw4dolOnTjg7O1OnTh369evHqVOnjMesXLmSoKAgHBwc8PDwoEOHDhQWFgLlb3v7q7/e9nb27FmGDBlCrVq1cHV1pV27dqSnpxv3T5gwgebNm7N06VL8/Pxwc3Pjqaee4vz588Y2paWlzJw5k/r162NnZ0fdunWZMmWKcf9PP/1E7969cXd3p0aNGnTr1o3s7Oybv3giIiIiIleh8GNmlixZgq2tLcnJyUyfPp127doRHBxMamoqGzdu5MSJE/Tu3RuA3NxcoqOjGTRoEBkZGSQlJdGzZ88Kb3WrSK9evcjLy2PDhg188803hISE0L59e06fPm1sk5mZydq1a/n888/5/PPP2b59O9OnTzfuf+2115g+fTpjx47l8OHDfPzxx9SpUweAS5cuERkZiYuLCzt37iQ5ORlnZ2eioqIoLi6+iasmIiIiInJ1uu3NzAQEBDBz5kwAJk+eTHBwMFOnTjXuX7RoET4+Phw9epSCggIuX75Mz5498fX1BSAoKOiGxt21axdff/01eXl52NnZATBr1izWrl3LypUrefbZZ4HfZ3YSExNxcXEBoF+/fmzdupUpU6Zw/vx55syZwzvvvMOAAQMAqFevHo888ggAK1asoLS0lIULF2L4f89fLV68GHd3d5KSkoiIiLih2kVEREREroXCj5lp0aKF8XV6ejrbtm3D2dm5XLvMzEwiIiJo3749QUFBREZGEhERwZNPPkn16tWve9z09HQKCgrw8PAw2f7bb7+RmZlpfO/n52cMPgBeXl7k5eUBkJGRwcWLF2nfvv3fjnH8+HGT4wGKiopMxhARERERuR0UfszMn1dfKygooGvXrsyYMaNcOy8vL6ytrdmyZQu7d+9m8+bNzJs3jzFjxpCSkoK/v/91jVtQUICXlxdJSUnl9rm7uxtfV6tWzWSfwWCgtLQUAAcHh6uO0aJFC5YtW1ZunxZfEBEREZHbTeHHjIWEhLBq1Sr8/PywsbnyR2UwGAgNDSU0NJRx48bh6+vLmjVrGDly5HWP9csvv2BjY4Ofn98N1RsQEICDgwNbt25lyJAhVxxjxYoV1K5dG1dX1xsaQ0RERETkRmnBAzM2fPhwTp8+TXR0NPv27SMzM5NNmzYxcOBASkpKSElJYerUqaSmppKTk8Pq1as5efIkgYGB1z1Whw4daNWqFd27d2fz5s1kZ2eze/duxowZQ2pq6jX1YW9vz+jRo3nllVf46KOPyMzMZO/evXz44YcA9O3bl5o1a9KtWzd27txJVlYWSUlJjBgxgv/+97/XXbOIiIiIyPWwrJkfM/jh0evh7e1NcnIyo0ePJiIigosXL+Lr60tUVBRWVla4urqyY8cOZs+eTX5+Pr6+viQkJNCpU6frHstgMLB+/XrGjBnDwIEDOXnyJJ6enrRt29a4Wtu1GDt2LDY2NowbN46ff/4ZLy8vnn/+eQAcHR3ZsWMHo0ePpmfPnpw/f5577rmH9u3bayZIRERERG47Q9mNrotspoqKisjKysLf3x97e/uqLkek0ui7LyIiIlIx3fYmIiIiIiIWQeFHREREREQsgsKPiIiIiIhYBIUfERERERGxCAo/IiIiIiJiERR+RERERETEIij8iIiIiIiIRVD4ERERERERi6DwIyIiIiIiFkHhR0RERERELIJNVRdQmQzxhkobq2x8WaWNJSIiIiIiV6eZHzNWXFxcJeNeunSpSsYVEREREbmdFH7MSHh4OLGxscTFxVGzZk0iIyM5dOgQnTp1wtnZmTp16tCvXz9OnToFwAcffIC3tzelpaUm/XTr1o1BgwYZ33/66aeEhIRgb2/PfffdR3x8PJcvXzbuNxgMvPfeezz++OM4OTkxZcqUaz5u4cKF9OjRA0dHRwICAli3bp1JLd999x1dunTB1dUVFxcX2rRpQ2ZmpnH/woULCQwMxN7enkaNGvHuu+/eugsqIiIiIvInCj9mZsmSJdja2pKcnMz06dNp164dwcHBpKamsnHjRk6cOEHv3r0B6NWrF7/++ivbtm0zHn/69Gk2btxI3759Adi5cyf9+/fnH//4B4cPH+b9998nMTHRGHD+MGHCBHr06MG3337LoEGDrvm4+Ph4evfuzcGDB+ncuTN9+/bl9OnTAPzvf/+jbdu22NnZ8dVXX/HNN98waNAgY4BatmwZ48aNY8qUKWRkZDB16lTGjh3LkiVLbtv1FRERERHLZSgrK7urHk4pKioiKysLf39/7O3tTfaZ+zM/4eHh5Ofns3//fgAmT57Mzp072bRpk7HNf//7X3x8fDhy5AgNGjSge/fueHh48OGHHwK/zwbFx8fz008/YWVlRYcOHWjfvj2vvfaasY9//etfvPLKK/z888/A7zM4cXFxvP3228Y213rcG2+8waRJkwAoLCzE2dmZDRs2EBUVxeuvv87y5cs5cuQI1apVK3e+9evXZ9KkSURHRxu3TZ48mfXr17N79+7rvn6WrqLvvoiIiIhY2IIHd4IWLVoYX6enp7Nt2zacnZ3LtcvMzKRBgwb07duXoUOH8u6772JnZ8eyZct46qmnsLKyMvaRnJxsMmNTUlJCUVERFy5cwNHREYCWLVua9H+txzVt2tS438nJCVdXV/Ly8gBIS0ujTZs2Vww+hYWFZGZmMnjwYIYOHWrcfvnyZdzc3K79gomIiIiIXCOFHzPj5ORkfF1QUEDXrl2ZMWNGuXZeXl4AdO3albKyMr744gseeOABdu7caTKDU1BQQHx8PD179izXx59nB/487vUc99dgYzAYjM8gOTg4/O15FhQUALBgwQIeeughk33W1tZ/e5yIiIiIyI1S+DFjISEhrFq1Cj8/P2xsrvxR2dvb07NnT5YtW8bx48dp2LAhISEhJn0cOXKE+vXrX/fYN3LcnzVt2pQlS5Zw6dKlciGpTp06eHt788MPPxifTxIRERERuZ0UfszY8OHDWbBgAdHR0bzyyivUqFGD48ePs3z5chYuXGicIenbty9dunThu+++45lnnjHpY9y4cXTp0oW6devy5JNPYmVlRXp6OocOHWLy5Ml/O/aNHvdnsbGxzJs3j6eeeorXXnsNNzc39u7dy4MPPkjDhg2Jj49nxIgRuLm5ERUVxcWLF0lNTeXMmTOMHDnyxi+ciIiIiMgVWFT4udN+eNTb25vk5GRGjx5NREQEFy9exNfXl6ioKOMzPQDt2rWjRo0aHDlyhKefftqkj8jISD7//HMmTpzIjBkzqFatGo0aNWLIkCEVjn2jx/2Zh4cHX331FS+//DJhYWFYW1vTvHlzQkNDARgyZAiOjo68+eabvPzyyzg5OREUFERcXNy1XyQRERERkWtkUau9idzN9N0XERERqZh+50dERERERCyCwo+IiIiIiFgEhR8REREREbEICj8iIiIiImIRFH5ERERERMQiKPyIiIiIiIhFUPgRERERERGLoPAjIiIiIiIWQeFHREREREQsgsKPiIiIiIhYBJuqLqAyxcfHV9pY48ePr7SxRERERETk6jTzY8aKi4urugQRERERkbuGwo8ZCQ8PJzY2lri4OGrWrElkZCTbt2/nwQcfxM7ODi8vL1599VUuX75scswLL7xAXFwc1atXp06dOixYsIDCwkIGDhyIi4sL9evXZ8OGDcZjSkpKGDx4MP7+/jg4ONCwYUPmzJljUktMTAzdu3dn1qxZeHl54eHhwfDhw7l06ZKxzcWLFxk9ejQ+Pj7Y2dlRv359PvzwQ+P+Q4cO0alTJ5ydnalTpw79+vXj1KlTt/EKioiIiIj8PYUfM7NkyRJsbW1JTk5mwoQJdO7cmQceeID09HTee+89PvzwQyZPnlzumJo1a/L111/zwgsv8H//93/06tWL1q1bs3//fiIiIujXrx8XLlwAoLS0lHvvvZf//Oc/HD58mHHjxvH666/zySefmPS7bds2MjMz2bZtG0uWLCExMZHExETj/v79+/Pvf/+buXPnkpGRwfvvv4+zszMAZ8+epV27dgQHB5OamsrGjRs5ceIEvXv3vr0XUERERETkbxjKysrKqrqIW6moqIisrCz8/f2xt7c32Wfuz/yEh4eTn5/P/v37ARgzZgyrVq0iIyMDg8EAwLvvvsvo0aM5d+4cVlZWhIeHU1JSws6dO4HfZ3Xc3Nzo2bMnH330EQC//PILXl5e7Nmzh4cffviKY8fGxvLLL7+wcuVK4PeZn6SkJDIzM7G2tgagd+/eWFlZsXz5co4ePUrDhg3ZsmULHTp0KNff5MmT2blzJ5s2bTJu++9//4uPjw9HjhyhQYMG1319pGIVffdFRERERDM/ZqdFixbG1xkZGbRq1coYfABCQ0MpKCjgv//9r3Fb06ZNja+tra3x8PAgKCjIuK1OnToA5OXlGbf985//pEWLFtSqVQtnZ2c++OADcnJyTGpp0qSJMfgAeHl5GftIS0vD2tqasLCwK55Heno627Ztw9nZ2fjXqFEjADIzM6/9goiIiIiI3CIWtdrbncDJyem6j6lWrZrJe4PBYLLtj/BUWloKwPLlyxk1ahQJCQm0atUKFxcX3nzzTVJSUq7a7x99ODg4VFhTQUEBXbt2ZcaMGeX2eXl5XeOZiYiIiIjcOgo/ZiwwMJBVq1ZRVlZmDDDJycm4uLhw77333nC/ycnJtG7dmmHDhhm3Xe9sTFBQEKWlpWzfvv2Kt72FhISwatUq/Pz8sLHR10xEREREqp5uezNjw4YN46effuKFF17g+++/59NPP2X8+PGMHDkSK6sb/+gCAgJITU1l06ZNHD16lLFjx7Jv377r6sPPz48BAwYwaNAg1q5dS1ZWFklJScZFE4YPH87p06eJjo5m3759ZGZmsmnTJgYOHEhJSckN1y4iIiIicqMs6v+Sv9N+ePSee+5h/fr1vPzyyzRr1owaNWowePBg3njjjZvq97nnnuPAgQP06dMHg8FAdHQ0w4YNM1kO+1q89957vP766wwbNoxff/2VunXr8vrrrwPg7e1NcnIyo0ePJiIigosXL+Lr60tUVNRNBTcRERERkRtlUau9idzN9N0XERERqZj+L3gREREREbEICj8iIiIiImIRFH5ERERERMQiKPyIiIiIiIhFUPgRERERERGLoPAjIiIiIiIWQeFHREREREQsgsKPiIiIiIhYBIUfERERERGxCJYVfgyGyvurJElJSRgMBs6ePVtpY4qIiIiI3IksK/zchVq3bk1ubi5ubm5VXYqIiIiIiFlT+DFjxcXFV21ja2uLp6cnhkqcbRIRERERuRMp/JiR8PBwYmNjiYuLo2bNmkRGRmIwGEhLSzO2OXv2LAaDgaSkJKD8bW+JiYm4u7uzadMmAgMDcXZ2JioqitzcXGMfSUlJPPjggzg5OeHu7k5oaCg//vhjJZ6piIiIiEjlU/gxM0uWLMHW1pbk5GTmz59/Q31cuHCBWbNmsXTpUnbs2EFOTg6jRo0C4PLly3Tv3p2wsDAOHjzInj17ePbZZzVzJCIiIiJ3PZuqLkBMBQQEMHPmTACys7NvqI9Lly4xf/586tWrB0BsbCwTJ04EID8/n3PnztGlSxfj/sDAwJsvXERERETEzGnmx8y0aNHipvtwdHQ0BhsALy8v8vLyAKhRowYxMTFERkbStWtX5syZY3JLnIiIiIjI3Urhx8w4OTkZX1tZ/f7xlJWVGbddunTpqn1Uq1bN5L3BYDDpY/HixezZs4fWrVuzYsUKGjRowN69e2+2dBERERERs6bwY8Zq1aoFYDIz8+fFD25GcHAwr732Grt37+b+++/n448/viX9ioiIiIiYKz3zY8YcHBx4+OGHmT59Ov7+/uTl5fHGG2/cVJ9ZWVl88MEHPP7443h7e3PkyBGOHTtG//79b1HVIiIiIiLmybLCz59u/bpTLFq0iMGDB9OiRQsaNmzIzJkziYiIuOH+HB0d+f7771myZAm//vorXl5eDB8+nOeee+4WVi0iIiIiYn4MZWV3YCKoQFFREVlZWfj7+2Nvb1/V5YhUGn33RURERCqmZ35ERERERMQiKPyIiIiIiIhFUPgRERERERGLoPAjIiIiIiIWQeFHREREREQsgsKPiIiIiIhYBIUfERERERGxCAo/IiIiIiJiERR+xOJkZ2djMBhIS0u75mMMBgNr1669bTWJiIiIyO1nU9UFVCZDvKHSxiobX1ZpY8nfi4mJ4ezZsybBxcfHh9zcXGrWrHnN/eTm5lK9enXg9/Dk7+/PgQMHaN68+S2uWERERERuF4sKP3eS4uJibG1tq7qMKlFWVkZJSQk2Nrfn62ltbY2np+d1HXO97UVERETE/Oi2NzMRHh5ObGwscXFx1KxZk8jIyCvennX27FkMBgNJSUkAJCUlYTAY2Lp1Ky1btsTR0ZHWrVtz5MgRAM6dO4e1tTWpqakAlJaWUqNGDR5++GFjn//617/w8fExvh89ejQNGjTA0dGR++67j7Fjx3Lp0iXg91kPKysrY39/mD17Nr6+vpSWll7x/C5evMjo0aPx8fHBzs6O+vXr8+GHH5qcw4YNG2jRogV2dnbs2rWL0tJSpk2bhr+/Pw4ODjRr1oyVK1ca+ywpKWHw4MHG/Q0bNmTOnDnG/RMmTGDJkiV8+umnGAwG43X783UtLS3l3nvv5b333jOp98CBA1hZWfHjjz8Cpre9+fv7AxAcHIzBYCA8PJwdO3ZQrVo1fvnlF5N+4uLiaNOmzRWviYiIiIhULoUfM7JkyRJsbW1JTk5m/vz513XsmDFjSEhIIDU1FRsbGwYNGgSAm5sbzZs3N4alb7/9FoPBwIEDBygoKABg+/bthIWFGftycXEhMTGRw4cPM2fOHBYsWMDbb78NgJ+fHx06dGDx4sUm4y9evJiYmBisrK78lerfvz///ve/mTt3LhkZGbz//vs4OzubtHn11VeZPn06GRkZNG3alGnTpvHRRx8xf/58vvvuO1588UWeeeYZtm/fDmAMLv/5z384fPgw48aN4/XXX+eTTz4BYNSoUfTu3ZuoqChyc3PJzc2ldevWJmNaWVkRHR3Nxx9/bLJ92bJlhIaG4uvrW+5cvv76awC+/PJLcnNzWb16NW3btuW+++5j6dKlxnaXLl1i2bJlxs9CRERERKqWwo8ZCQgIYObMmTRs2JCGDRte17FTpkwhLCyMxo0b8+qrr7J7926KioqA32eV/jxT1LFjRwIDA9m1a5dx25/DzxtvvEHr1q3x8/Oja9eujBo1yhgoAIYMGcK///1vLl68CMD+/fv59ttvGThw4BVrO3r0KJ988gmLFi2iR48e3HfffbRv354+ffqYtJs4cSIdO3akXr16ODk5MXXqVBYtWkRkZCT33XcfMTExPPPMM7z//vsAVKtWjfj4eFq2bIm/vz99+/Zl4MCBxlqdnZ1xcHDAzs4OT09PPD09r3grYd++fUlOTiYnJwf4PVQtX76cvn37XvF8atWqBYCHhweenp7UqFEDgMGDB5uEws8++4yioiJ69+59xX5EREREpHIp/JiRFi1a3PCxTZs2Nb728vICIC8vD4CwsDB27dpFSUkJ27dvJzw83BiIfv75Z44fP054eLjx+BUrVhAaGoqnpyfOzs688cYbxmAA0L17d6ytrVmzZg0AiYmJPProo/j5+V2xtrS0NKytrU0C1pW0bNnS+Pr48eNcuHCBjh074uzsbPz76KOPyMzMNLb75z//SYsWLahVqxbOzs588MEHJrVei+bNmxMYGGic/dm+fTt5eXn06tXruvqJiYnh+PHj7N27F/j9uvTu3RsnJ6fr6kdEREREbg+FHzPy138k/3ELWVnZ/79y3B/P3vxVtWrVjK8Nht9Xtfvj+Zu2bdty/vx59u/fz44dO0zCz/bt2/H29iYgIACAPXv20LdvXzp37sznn3/OgQMHGDNmDMXFxcb+bW1t6d+/P4sXL6a4uJiPP/64wlu7HBwcrvv8/7gl74svviAtLc34d/jwYeNzP8uXL2fUqFEMHjyYzZs3k5aWxsCBA01qvVZ9+/Y1hp+PP/6YqKgoPDw8rquP2rVr07VrVxYvXsyJEyfYsGGDbnkTERERMSNa7c2M/XF7VW5uLsHBwQDX9ds0f3B3d6dp06a88847VKtWjUaNGlG7dm369OnD559/bjIjs3v3bnx9fRkzZoxx2x8P/f/ZkCFDuP/++3n33Xe5fPkyPXv2/Nvxg4KCKC0tZfv27XTo0OGaam7cuDF2dnbk5OT87YxRcnIyrVu3ZtiwYcZtf54Vgt+DWklJyVXHe/rpp3njjTf45ptvWLlyZYXPXP1x69yV+h0yZAjR0dHce++91KtXj9DQ0KuOLSIiIiKVQzM/ZszBwYGHH37YuAjA9u3beeONN26or/DwcJYtW2YMEjVq1CAwMJAVK1aYhIuAgABycnJYvnw5mZmZzJ0713h7258FBgby8MMPM3r0aKKjoyuc3fHz82PAgAEMGjSItWvXkpWVRVJSkslzRH/l4uLCqFGjePHFF1myZAmZmZns37+fefPmsWTJEmOtqampbNq0iaNHjzJ27Fj27dtXbuyDBw9y5MgRTp069bczZ35+frRu3ZrBgwdTUlLC448//re11a5dGwcHBzZu3MiJEyc4d+6ccV9kZCSurq5Mnjz5b5+BEhEREZGqofBj5hYtWsTly5dp0aIFcXFxTJ48+Yb6CQsLo6SkxOTZnvDw8HLbHn/8cV588UViY2Np3rw5u3fvZuzYsVfsc/DgwRQXF1/TrV3vvfceTz75JMOGDaNRo0YMHTqUwsLCCo+ZNGkSY8eOZdq0aQQGBhIVFcUXX3xhXGr6ueeeo2fPnvTp04eHHnqIX3/91WQWCGDo0KE0bNiQli1bUqtWLZKTk/92vL59+5Kenk6PHj0qDHM2NjbMnTuX999/H29vb7p162bcZ2VlRUxMDCUlJfTv3/+q10VEREREKo+h7M8PlNwFioqKyMrKwt/fH3t7+6ou5642adIk/vOf/3Dw4MGqLsWsDB48mJMnT7Ju3bpKHVfffREREZGK6ZkfuW4FBQVkZ2fzzjvv3PBM1N3o3LlzfPvtt3z88ceVHnxERERE5Op025tct9jYWFq0aEF4eLhWM/uTbt26ERERwfPPP0/Hjh2ruhwRERER+Qvd9iZyl9B3X0RERKRimvkRERERERGLoPAjIiIiIiIWQeFHREREREQsgsKPiIiIiIhYBIUfERERERGxCAo/IiIiIiJiERR+7mIGg4G1a9dWdRkiIiIiImbBpqoLqEzx8fGVNtb48eMrbSwREREREbk6zfyIiIiIiIhFUPgxIytXriQoKAgHBwc8PDzo0KEDhYWF7Nu3j44dO1KzZk3c3NwICwtj//79JsceO3aMtm3bYm9vT+PGjdmyZUsVnYWIiIiIiHlS+DETubm5REdHM2jQIDIyMkhKSqJnz56UlZVx/vx5BgwYwK5du9i7dy8BAQF07tyZ8+fPA1BaWkrPnj2xtbUlJSWF+fPnM3r06Co+IxERERER82JRz/yYs9zcXC5fvkzPnj3x9fUFICgoCIB27dqZtP3ggw9wd3dn+/btdOnShS+//JLvv/+eTZs24e3tDcDUqVPp1KlT5Z6EiIiIiIgZ08yPmWjWrBnt27cnKCiIXr16sWDBAs6cOQPAiRMnGDp0KAEBAbi5ueHq6kpBQQE5OTkAZGRk4OPjYww+AK1ataqS8xARERERMVcKP2bC2tqaLVu2sGHDBho3bsy8efNo2LAhWVlZDBgwgLS0NObMmcPu3btJS0vDw8OD4uLiqi5bREREROSOofBjRgwGA6GhocTHx3PgwAFsbW1Zs2YNycnJjBgxgs6dO9OkSRPs7Ow4deqU8bjAwEB++ukncnNzjdv27t1bFacgIiIiImK29MyPmUhJSWHr1q1ERERQu3ZtUlJSOHnyJIGBgQQEBLB06VJatmxJfn4+L7/8Mg4ODsZjO3ToQIMGDRgwYABvvvkm+fn5jBkzpgrPRkRERETE/Gjmx0y4urqyY8cOOnfuTIMGDXjjjTdISEigU6dOfPjhh5w5c4aQkBD69evHiBEjqF27tvFYKysr1qxZw2+//caDDz7IkCFDmDJlShWejYiIiIiI+TGUlZWVVXURt1JRURFZWVn4+/tjb29f1eWIVBp990VEREQqppkfERERERGxCAo/IiIiIiJiERR+RERERETEIij8iIiIiIiIRVD4ERERERERi6DwIyIiIiIiFkHhR0RERERELILCj4iIiIiIWASFHxERERERsQgKP3cxg8HA2rVrq7oMERERERGzYFPVBVQqg6Hyxiorq7yxRERERETkqjTzIyIiIiIiFkHhx4ysXLmSoKAgHBwc8PDwoEOHDhQWFrJv3z46duxIzZo1cXNzIywsjP3795sce+zYMdq2bYu9vT2NGzdmy5YtJvuzs7MxGAysXr2aRx99FEdHR5o1a8aePXtM2u3atYs2bdrg4OCAj48PI0aMoLCw0Lj/3XffJSAgAHt7e+rUqcOTTz551fpFRERERMyBwo+ZyM3NJTo6mkGDBpGRkUFSUhI9e/akrKyM8+fPM2DAAHbt2sXevXsJCAigc+fOnD9/HoDS0lJ69uyJra0tKSkpzJ8/n9GjR19xnDFjxjBq1CjS0tJo0KAB0dHRXL58GYDMzEyioqJ44oknOHjwICtWrGDXrl3ExsYCkJqayogRI5g4cSJHjhxh48aNtG3b9qr1i4iIiIiYA0PZXfav06KiIrKysvD398fe3t50pxk/87N//35atGhBdnY2vr6+FbYtLS3F3d2djz/+mC5durB582Yee+wxfvzxR7y9vQHYuHEjnTp1Ys2aNXTv3p3s7Gz8/f1ZuHAhgwcPBuDw4cM0adKEjIwMGjVqxJAhQ7C2tub99983jrVr1y7CwsIoLCxk/fr1DBw4kP/+97+4uLjccP1ye1T43RcRERERzfyYi2bNmtG+fXuCgoLo1asXCxYs4MyZMwCcOHGCoUOHEhAQgJubG66urhQUFJCTkwNARkYGPj4+xuAD0KpVqyuO07RpU+NrLy8vAPLy8gBIT08nMTERZ2dn419kZCSlpaVkZWXRsWNHfH19ue++++jXrx/Lli3jwoULV61fRERERMQcKPyYCWtra7Zs2cKGDRto3Lgx8+bNo2HDhmRlZTFgwADS0tKYM2cOu3fvJi0tDQ8PD4qLi697nGrVqhlfG/7fTFhpaSkABQUFPPfcc6SlpRn/0tPTOXbsGPXq1cPFxYX9+/fz73//Gy8vL8aNG0ezZs04e/ZshfWLiIiIiJgDhR8zYjAYCA0NJT4+ngMHDmBra8uaNWtITk5mxIgRdO7cmSZNmmBnZ8epU6eMxwUGBvLTTz+Rm5tr3LZ3797rHj8kJITDhw9Tv379cn+2trYA2NjY0KFDB2bOnMnBgwfJzs7mq6++qrB+ERERERFzYFm/82PGUlJS2Lp1KxEREdSuXZuUlBROnjxJYGAgAQEBLF26lJYtW5Kfn8/LL7+Mg4OD8dgOHTrQoEEDBgwYwJtvvkl+fj5jxoy57hpGjx7Nww8/TGxsLEOGDMHJyYnDhw+zZcsW3nnnHT7//HN++OEH2rZtS/Xq1Vm/fj2lpaU0bNiwwvpFRERERMyBwo+ZcHV1ZceOHcyePZv8/Hx8fX1JSEigU6dOeHp68uyzzxISEoKPjw9Tp05l1KhRxmOtrKxYs2YNgwcP5sEHH8TPz4+5c+cSFRV1XTU0bdqU7du3M2bMGNq0aUNZWRn16tWjT58+ALi7u7N69WomTJhAUVERAQEB/Pvf/zYumvB39YuIiIiImAPLWu1N5C6m776IiIhIxfTMj4iIiIiIWASFHxERERERsQgKPyIiIiIiYhEUfkRERERExCIo/IiIiIiIiEVQ+BEREREREYug8CMiIiIiIhZB4UdERERERCyCwo+IiIiIiFgEhZ+72IQJE2jevPk1t//ggw/w8fHBysqK2bNn37a6wsPDiYuLu239i4iIiIhciaGsrKysqou4lYqKisjKysLf3x97e3uTfYZ4Q6XVUTa+ci+rwWBgzZo1dO/e3bitoKCAixcv4uHhcdXj8/PzqVmzJm+99RZPPPEEbm5uODo63lRNSUlJPProo5w5cwZ3d3fj9tOnT1OtWjVcXFxuqn8xVdF3X0RERETApqoLkNvH2dkZZ2fna2qbk5PDpUuXeOyxx/Dy8rqtddWoUeO29i8iIiIiciW67c2MrFy5kqCgIBwcHPDw8KBDhw4UFhayb98+OnbsSM2aNXFzcyMsLIz9+/cbj/Pz8wOgR48eGAwG4/u/3vaWlJTEgw8+iJOTE+7u7oSGhvLjjz+SmJhIUFAQAPfddx8Gg4Hs7GwyMzPp1q0bderUwdnZmQceeIAvv/zSpOaLFy8yevRofHx8sLOzo379+nz44YdkZ2fz6KOPAlC9enUMBgMxMTFA+dvezpw5Q//+/alevTqOjo506tSJY8eOGfcnJibi7u7Opk2bCAwMxNnZmaioKHJzc2/RlRcRERERS6DwYyZyc3OJjo5m0KBBZGRkkJSURM+ePSkrK+P8+fMMGDCAXbt2sXfvXgICAujcuTPnz58HYN++fQAsXryY3Nxc4/s/u3z5Mt27dycsLIyDBw+yZ88enn32WQwGA3369DGGmq+//prc3Fx8fHwoKCigc+fObN26lQMHDhAVFUXXrl3Jyckx9tu/f3/+/e9/M3fuXDIyMnj//fdxdnbGx8eHVatWAXDkyBFyc3OZM2fOFc89JiaG1NRU1q1bx549eygrK6Nz585cunTJ2ObChQvMmjWLpUuXsmPHDnJychg1atStufgiIiIiYhF025uZyM3N5fLly/Ts2RNfX18A42xMu3btTNp+8MEHuLu7s337drp06UKtWrUAcHd3x9PT84r95+fnc+7cObp06UK9evUACAwMNO7/47mgWrVqGfto1qwZzZo1M7aZNGkSa9asYd26dcTGxnL06FE++eQTtmzZQocOHYDfZ47+8MftbbVr1zZ55ufPjh07xrp160hOTqZ169YALFu2DB8fH9auXUuvXr0AuHTpEvPnzzfWHhsby8SJE//+goqIiIiI/IVmfsxEs2bNaN++PUFBQfTq1YsFCxZw5swZAE6cOMHQoUMJCAjAzc0NV1dXCgoKTGZgrqZGjRrExMQQGRlJ165dmTNnzlVvGysoKGDUqFEEBgbi7u6Os7MzGRkZxnHT0tKwtrYmLCzshs87IyMDGxsbHnroIeM2Dw8PGjZsSEZGhnGbo6OjMfgAeHl5kZeXd8PjioiIiIjlUfgxE9bW1mzZsoUNGzbQuHFj5s2bR8OGDcnKymLAgAGkpaUxZ84cdu/eTVpaGh4eHhQXF1/XGIsXL2bPnj20bt2aFStW0KBBA/bu3fu37UeNGsWaNWuYOnUqO3fuJC0tjaCgIOO4Dg4ON3XO16NatWom7w0GA3fZQoUiIiIicpsp/JgRg8FAaGgo8fHxHDhwAFtbW9asWUNycjIjRoygc+fONGnSBDs7O06dOmVybLVq1SgpKbnqGMHBwbz22mvs3r2b+++/n48//vhv2yYnJxMTE0OPHj0ICgrC09OT7Oxs4/6goCBKS0vZvn37FY+3tbUFqLCuwMBALl++TEpKinHbr7/+ypEjR2jcuPFVz0dERERE5Fop/JiJlJQUpk6dSmpqKjk5OaxevZqTJ08SGBhIQEAAS5cuJSMjg5SUFPr27Vtu1sXPz4+tW7fyyy+/GG+X+7OsrCxee+019uzZw48//sjmzZs5duyYyXM/fxUQEMDq1atJS0sjPT2dp59+mtLSUpMxBwwYwKBBg1i7di1ZWVkkJSXxySefAODr64vBYODzzz/n5MmTFBQUXHGMbt26MXToUHbt2kV6ejrPPPMM99xzD926dbvRyykiIiIiUo7Cj5lwdXVlx44ddO7cmQYNGvDGG2+QkJBAp06d+PDDDzlz5gwhISH069ePESNGULt2bZPjExIS2LJlCz4+PgQHB5fr39HRke+//54nnniCBg0a8OyzzzJ8+HCee+65v63prbfeonr16rRu3ZquXbsSGRlJSEiISZv33nuPJ598kmHDhtGoUSOGDh1KYWEhAPfccw/x8fG8+uqr1KlTh9jY2CuOs3jxYlq0aEGXLl1o1aoVZWVlrF+/vtytbiIiIiIiN8NQdpc9OKFfuRdLpe++iIiISMU08yMiIiIiIhZB4UdERERERCyCwo+IiIiIiFgEhR8REREREbEICj8iIiIiImIRFH5ERERERMQiKPyIiIiIiIhFUPgRERERERGLoPAjIiIiIiIWQeFHKpSYmIi7u3tVlyEiIiIictNsqrqAyhQfH19pY40fP77Sxrqd+vTpQ+fOnY3vJ0yYwNq1a0lLS6u6okREREREboBFhR9LcunSJapVq3bT/Tg4OODg4HALKhIRERERqVq67c2MrFy5kqCgIBwcHPDw8KBDhw4UFhYCsHDhQgIDA7G3t6dRo0a8++67xuOys7MxGAysWLGCsLAw7O3tWbZs2TUft3r1ah599FEcHR1p1qwZe/bsMbb5821viYmJxMfHk56ejsFgwGAwkJiYyKBBg+jSpYvJuVy6dInatWvz4Ycf3q7LJSIiIiJyXTTzYyZyc3OJjo5m5syZ9OjRg/Pnz7Nz507KyspYtmwZ48aN45133iE4OJgDBw4wdOhQnJycGDBggLGPV199lYSEBIKDg40B6FqOGzNmDLNmzSIgIIAxY8YQHR3N8ePHsbEx/Xr06dOHQ4cOsXHjRr788ksA3NzcaNCgAW3btiU3NxcvLy8APv/8cy5cuECfPn0q4eqJiIiIiFydwo+ZyM3N5fLly/Ts2RNfX18AgoKCgN+fH0pISKBnz54A+Pv7c/jwYd5//32TEBMXF2dscz3HjRo1isceewz4/bmoJk2acPz4cRo1amRSo4ODA87OztjY2ODp6Wnc3rp1axo2bMjSpUt55ZVXAFi8eDG9evXC2dn5ll0jEREREZGbofBjJpo1a0b79u0JCgoiMjKSiIgInnzySWxtbcnMzGTw4MEMHTrU2P7y5cu4ubmZ9NGyZUvj68LCwms+rmnTpsbXf8zc5OXllQs/FRkyZAgffPABr7zyCidOnGDDhg189dVX13y8iIiIiMjtpvBjJqytrdmyZQu7d+9m8+bNzJs3jzFjxvDZZ58BsGDBAh566KFyx/yZk5OT8XVBQcE1H/fnhREMBgMApaWl11V///79efXVV9mzZw+7d+/G39+fNm3aXFcfIiIiIiK3k8KPGTEYDISGhhIaGsq4cePw9fUlOTkZb29vfvjhB/r27XvNfdWpU+eGjrsaW1tbSkpKym338PCge/fuLF68mD179jBw4MBbNqaIiIiIyK2g8GMmUlJS2Lp1KxEREdSuXZuUlBROnjxJYGAg8fHxjBgxAjc3N6Kiorh48SKpqamcOXOGkSNH/m2fN3pcRfz8/MjKyiItLY17770XFxcX7OzsgN9vfevSpQslJSUmzxSJiIiIiJgDhR8z4erqyo4dO5g9ezb5+fn4+vqSkJBAp06dAHB0dOTNN9/k5ZdfxsnJiaCgIOLi4irsc8iQITd0XEWeeOIJ49LYZ8+eZfHixcTExADQoUMHvLy8aNKkCd7e3jc8hoiIiIjI7WAoKysrq+oibqWioiKysrLw9/fH3t6+qsuxKAUFBdxzzz0sXrzYZNU5qRz67ouIiIhUTDM/ctNKS0s5deoUCQkJuLu78/jjj1d1SSIiIiIi5Sj8yE3LycnB39+fe++9l8TExHI/jioiIiIiYg70r1S5aX5+ftxld0+KiIiIyF3IqqoLEBERERERqQwKPyIiIiIiYhEUfkRERERExCIo/IiIiIiIiEVQ+BEREREREYug8CMiIiIiIhZB4ecOEBMTQ/fu3au6DBERERGRO5pl/c6PwVB5Y+l3b0REREREzIpmfkRERERExCIo/JiRlStXEhQUhIODAx4eHnTo0IHCwkLj/lmzZuHl5YWHhwfDhw/n0qVLxn1Lly6lZcuWuLi44OnpydNPP01eXp5xf1JSEgaDgU2bNhEcHIyDgwPt2rUjLy+PDRs2EBgYiKurK08//TQXLlwwHldaWsq0adPw9/fHwcGBZs2asXLlysq5ICIiIiIit5Bl3fZmxnJzc4mOjmbmzJn06NGD8+fPs3PnTsr+3+1z27Ztw8vLi23btnH8+HH69OlD8+bNGTp0KACXLl1i0qRJNGzYkLy8PEaOHElMTAzr1683GWfChAm88847ODo60rt3b3r37o2dnR0ff/wxBQUF9OjRg3nz5jF69GgApk2bxr/+9S/mz59PQEAAO3bs4JlnnqFWrVqEhYVV7kUSEREREbkJhrKyu+vhlKKiIrKysvD398fe3t50pxk/87N//35atGhBdnY2vr6+JvtiYmJISkoiMzMTa2trAHr37o2VlRXLly+/Yn+pqak88MADnD9/HmdnZ5KSknj00Uf58ssvad++PQDTp0/ntddeIzMzk/vuuw+A559/nuzsbDZu3MjFixepUaMGX375Ja1atTL2PWTIEC5cuMDHH398Xecot1eF330RERER0W1v5qJZs2a0b9+eoKAgevXqxYIFCzhz5oxxf5MmTYzBB8DLy8vktrZvvvmGrl27UrduXVxcXIyzMjk5OSbjNG3a1Pi6Tp06ODo6GoPPH9v+6Pf48eNcuHCBjh074uzsbPz76KOPyMzMvLUXQERERETkNtNtb2bC2tqaLVu2sHv3bjZv3sy8efMYM2YMKSkpAFSrVs2kvcFgoLS0FIDCwkIiIyOJjIxk2bJl1KpVi5ycHCIjIykuLjY57s/9GAyGCvstKCgA4IsvvuCee+4xaWdnZ3cLzlpEREREpPIo/JgRg8FAaGgooaGhjBs3Dl9fX9asWXPV477//nt+/fVXpk+fjo+PD/D7bW83q3HjxtjZ2ZGTk6Pne0RERETkjqfwYyZSUlLYunUrERER1K5dm5SUFE6ePElgYCAHDx6s8Ni6detia2vLvHnzeP755zl06BCTJk266ZpcXFwYNWoUL774IqWlpTzyyCOcO3eO5ORkXF1dGTBgwE2PISIiIiJSWfTMj5lwdXVlx44ddO7cmQYNGvDGG2+QkJBAp06drnpsrVq1SExM5D//+Q+NGzdm+vTpzJo165bUNWnSJMaOHcu0adMIDAwkKiqKL774An9//1vSv4iIiIhIZbGs1d5E7mL67ouIiIhUTDM/IiIiIiJiERR+RERERETEIij8iIiIiIiIRVD4ERERERERi6DwIyIiIiIiFkHhR0RERERELILCj4iIiIiIWASFHxERERERsQgKPyIiIiIiYhEUfu4C2dnZGAwG0tLSqroUERERERGzZVPVBVQmQ7yh0sYqG19WaWOJiIiIiMjVaeZHREREREQsgsKPGVm5ciVBQUE4ODjg4eFBhw4dKCwspLS0lIkTJ3LvvfdiZ2dH8+bN2bhx49/2U1JSwuDBg/H398fBwYGGDRsyZ86ccu0WLVpEkyZNsLOzw8vLi9jYWOO+s2fPMmTIEGrVqoWrqyvt2rUjPT39tpy3iIiIiEhlUPgxE7m5uURHRzNo0CAyMjJISkqiZ8+elJWVMWfOHBISEpg1axYHDx4kMjKSxx9/nGPHjl2xr9LSUu69917+85//cPjwYcaNG8frr7/OJ598Ymzz3nvvMXz4cJ599lm+/fZb1q1bR/369Y37e/XqRV5eHhs2bOCbb74hJCSE9u3bc/r06dt+LUREREREbgdDWVnZXfVwSlFREVlZWfj7+2Nvb2+yz5yf+dm/fz8tWrQgOzsbX19fk3333HMPw4cP5/XXXzdue/DBB3nggQf45z//SXZ2Nv7+/hw4cIDmzZtfsf/Y2Fh++eUXVq5caexz4MCBTJ48uVzbXbt28dhjj5GXl4ednZ1xe/369XnllVd49tlnr+vcpHJU9N0XEREREQtb8MCcNWvWjPbt2xMUFERkZCQRERE8+eSTWFtb8/PPPxMaGmrSPjQ0tMLb0P75z3+yaNEicnJy+O233yguLjYGo7y8PH7++Wfat29/xWPT09MpKCjAw8PDZPtvv/1GZmbmzZ2oiIiIiEgVUfgxE9bW1mzZsoXdu3ezefNm5s2bx5gxY9iyZct197V8+XJGjRpFQkICrVq1wsXFhTfffJOUlBQAHBwcKjy+oKAALy8vkpKSyu1zd3e/7npERERERMyBwo8ZMRgMhIaGEhoayrhx4/D19WXr1q14e3uTnJxMWFiYsW1ycjIPPvjgFftJTk6mdevWDBs2zLjtzzM2Li4u+Pn5sXXrVh599NFyx4eEhPDLL79gY2ODn5/frTtBEREREZEqpPBjJlJSUti6dSsRERHUrl2blJQUTp48SWBgIC+//DLjx4+nXr16NG/enMWLF5OWlsayZcuu2FdAQAAfffQRmzZtwt/fn6VLl7Jv3z78/f2NbSZMmMDzzz9P7dq16dSpE+fPnyc5OZkXXniBDh060KpVK7p3787MmTNp0KABP//8M1988QU9evSgZcuWlXVZRERERERuGYUfM+Hq6sqOHTuYPXs2+fn5+Pr6kpCQQKdOnYiMjOTcuXO89NJL5OXl0bhxY9atW0dAQMAV+3ruuec4cOAAffr0wWAwEB0dzbBhw9iwYYOxzYABAygqKuLtt99m1KhR1KxZkyeffBL4fQZq/fr1jBkzhoEDB3Ly5Ek8PT1p27YtderUqZTrISIiIiJyq1nUam8idzN990VEREQqpt/5ERERERERi6DwIyIiIiIiFkHhR0RERERELILCj4iIiIiIWASFHxERERERsQgKPyIiIiIiYhEUfkRERERExCIo/IiIiIiIiEVQ+BEREREREYug8HMXyM7OxmAwkJaWBkBSUhIGg4GzZ8/e9rFERERERO4UNlVdQGWKj4+vtLHGjx9faWP9VevWrcnNzcXNzQ2AxMRE4uLibksYEhERERG5U1hU+LEUtra2eHp6VnUZIiIiIiJm5Y4MP6Wlpfz888+4uLhgMBhM9hUXF1NaWkpJSQklJSVVVCE3NPaqVauYNGkSx48fx9HRkebNm7NmzRocHByYMmUKCxcu5OTJkwQGBjJlyhSioqJMxvrjnJOSkujQoQOnTp0iLS2NgQMHAhiv1dixYxk/fjw2NjasWrWKbt26GWvw8PDgrbfeYsCAAQB8/fXXDBs2jIyMDO6//35ee+01k7EADh06xOjRo9m1axdOTk507NiRhIQEataseYNXT25ESUkJpaWlFBQUUFxcXNXliIiIiFSKsrIyzp8/j7e3N1ZWFT/Vc0eGn59//hkfH58r7vP19WX+/Pn89ttvlVyVqQMHDlxX+1OnTvH0008zYsQIpkyZwoULFzhw4ABpaWmsXbuWDz74gNdff50GDRrw2Wef0b17d1asWEHdunX5+eefAfj+++8pKyvj+PHjABw8eBBHR0dGjhzJ+++/z8qVKwFwdHQ01vfDDz+Y1FpSUsKPP/7IgQMHuHDhAt27d+fBBx/k1Vdf5eeff+Yf//iHyVjnz5/niSeeoFu3biQmJnLx4kXmzZtHly5deO+99276Osr1OXXqFI899hg//vhjVZciIiIiUql++ukn7r333grb3JHhx8XFBfj9BF1dXU32FRcXc+LECfz8/LC3tzfZ98UXX1RajcHBwdfVfv/+/ZSUlBAbG4uvry8AvXr1AiA6OppXX32V0aNHA9CjRw8OHz7Ml19+ybx586hevToAjRo1onnz5pw7dw6Apk2b4u7uTkZGBjY2NnTs2LHcuPfdd59JrdbW1vj6+hIcHMyCBQuwsrJi1apVxmtpZ2fH8OHDjWNNmTKFli1bsnDhQmMfjzzyCH5+fjg5OdGgQYPrug5y44qKisjOziY1NRVbW9uqLkdERESkUuTn5+Pj42PMCBW5I8PPH7dvubq6lgs/RUVFnDx5Emtra6ytrauiPIDrHjskJIT27dvTvHlzIiMjiYiI4Mknn8Ta2pqff/6ZNm3amPT5yCOPkJ6ebnKef7z+6/s/pv+uVJOVlVW57X9sO3LkCE2bNsXJycm4LzQ01KTvb7/9lqSkJOPiCn+WnZ1NYGDgdV0HuXF/fNbOzs7lgr+IiIjI3e6vj8NcyR0Zfu5G1tbWbNmyhd27d7N582bmzZvHmDFj2LJly20b02AwUFZWZrLt0qVL19VHQUEBXbt2ZcaMGeX2eXl53VR9IiIiIiK3kn7nx4wYDAZCQ0OJj4/nwIED2NrasnXrVry9vUlOTjZpm5ycTOPGja+pX1tb2ysuwFCrVi1yc3ON748dO8aFCxeM7wMDAzl48CBFRUXGbXv37jXpIyQkhO+++w4/Pz/q169v8vfnGSMRERERkaqm8GMmUlJSmDp1KqmpqeTk5LB69Wrjym4vv/wyM2bMYMWKFRw5coRXX32VtLQ04+IDV+Pn50dBQQFbt27l1KlTxoDTrl073nnnHQ4cOEBqairPP/881apVMx739NNPYzAYGDp0KIcPH2b9+vXMmjXLpO/hw4dz+vRpoqOj2bdvH5mZmWzatImBAwdW6Wp7IiIiIiJ/pfBjJlxdXdmxYwedO3emQYMGvPHGGyQkJNCpUydGjBjByJEjeemllwgKCmLjxo2sW7eOgICAa+q7devWPP/88/Tp04datWoxc+ZMABISEvDx8aFNmzY8/fTTjBo1CkdHR+Nxzs7OfPbZZ3z77bcEBwczZsyYcre3/TErVVJSQkREBEFBQcTFxeHu7n7VpQZFRERERCqToeyvD33cAfLz83Fzc+PcuXNXXPAgKysLf39/PfQtFkXffREREbFEFWWDv9L/NS8iIiIiIhZB4UdERERERCyCwo+IiIiIiFgEhR8REREREbEICj8iIiIiImIRFH5ERERERMQiKPyIiIiIiIhFUPgRERERERGLoPAjIiIiIiIWQeFHREREREQsgk1VF1CpDIbKG6usrPLGEhERERGRq9LMz13q0qVL5bYVFxdXQSUiIiIiIuZB4ceMrFy5kqCgIBwcHPDw8KBDhw4UFhZSWlrKxIkTuffee7Gzs6N58+Zs3LjReFx2djYGg4EVK1YQFhaGvb09y5YtIyYmhu7duzNlyhS8vb1p2LAhAN9++y3t2rUzjvPss89SUFAAwKFDh7CysuLkyZMAnD59GisrK5566injeJMnT+aRRx6pxCsjIiIiInLzFH7MRG5uLtHR0QwaNIiMjAySkpLo2bMnZWVlzJkzh4SEBGbNmsXBgweJjIzk8ccf59ixYyZ9vPrqq/zjH/8gIyODyMhIALZu3cqRI0fYsmULn3/+OYWFhURGRlK9enX27dvHf/7zH7788ktiY2MBaNKkCR4eHmzfvh2AnTt3mrwH2L59O+Hh4ZVzYUREREREbhHLeubHjOXm5nL58mV69uyJr68vAEFBQQDMmjWL0aNHG2dfZsyYwbZt25g9ezb//Oc/jX3ExcXRs2dPk36dnJxYuHAhtra2ACxYsICioiI++ugjnJycAHjnnXfo2rUrM2bMoE6dOrRt25akpCSefPJJkpKSGDhwIAsXLuT777+nXr167N69m1deeeW2XxMRubr4+PiqLkGq2Pjx46u6BBGRO4ZmfsxEs2bNaN++PUFBQfTq1YsFCxZw5swZ8vPz+fnnnwkNDTVpHxoaSkZGhsm2li1blus3KCjIGHwAMjIyaNasmTH4/NFXaWkpR44cASAsLIykpCTg91medu3aGQPRvn37uHTpUrl6RERERETMnWZ+zIS1tTVbtmxh9+7dbN68mXnz5jFmzBi2bNlyzX38OdBUtO1qwsPDiYuL49ixYxw+fJhHHnmE77//nqSkJM6cOUPLli1xdHS87n5F5NabwISqLkGq2Hg08yMicq0082NGDAYDoaGhxMfHc+DAAWxtbdm6dSve3t4kJyebtE1OTqZx48bXPUZgYCDp6ekUFhaa9GVlZWVcECEoKIjq1aszefJkmjdvjrOzM+Hh4Wzfvp2kpCQ97yMiIiIidyTN/JiJlJQUtm7dSkREBLVr1yYlJYWTJ08SGBjIyy+/zPjx46lXrx7Nmzdn8eLFpKWlsWzZsusep2/fvowfP54BAwYwYcIETp48yQsvvEC/fv2oU6cO8HsIa9u2LcuWLWPUqFEANG3alIsXL7J161ZGjhx5S89dRG6cZn5ERESuncKPmXB1dWXHjh3Mnj2b/Px8fH19SUhIoFOnTkRGRnLu3Dleeukl8vLyaNy4MevWrSMgIOC6x3F0dGTTpk384x//4IEHHsDR0ZEnnniCt956y6RdWFgYa9euNc7yWFlZ0bZtW7744gs97yMiIiIidyRDWVlZWVUXcb3y8/Nxc3Pj3LlzuLq6muwrKioiKysLf39/7O3tq6hCkcqn775l0mpvotXeRMTSVZQN/krP/IiIiIiIiEVQ+BEREREREYug8CMiIiIiIhbhusLPtGnTeOCBB3BxcaF27dp0797d+MOYfwgPD8dgMJj8Pf/88yZtcnJyeOyxx3B0dKR27dq8/PLLXL58+ebPRkRERERE5G9c12pv27dvZ/jw4TzwwANcvnyZ119/nYiICA4fPmzyY5pDhw5l4sSJxvd//kHMkpISHnvsMTw9Pdm9eze5ubn079+fatWqMXXq1FtwSiIiIiIiIuVdV/jZuHGjyfvExERq167NN998Q9u2bY3bHR0d8fT0vGIfmzdv5vDhw3z55ZfUqVOH5s2bM2nSJEaPHs2ECROwtbW9gdMQEbFM+p0fGY9WexMRuVY39czPuXPnAKhRo4bJ9mXLllGzZk3uv/9+XnvtNS5cuGDct2fPHoKCgow/qAkQGRlJfn4+33333RXHuXjxIvn5+SZ/IiIiIiIi1+OGf+S0tLSUuLg4QkNDuf/++43bn376aXx9ffH29ubgwYOMHj2aI0eOsHr1agB++eUXk+ADGN//8ssvVxxr2rRp+i0LEZEr0MyPiIjItbvh8DN8+HAOHTrErl27TLY/++yzxtdBQUF4eXnRvn17MjMzqVev3g2N9dprrzFy5Ejj+/z8fHx8fG6scBGRu4jCj+i2NxGRa3dDt73Fxsby+eefs23bNu69994K2z700EMAHD9+HABPT09OnDhh0uaP93/3nJCdnR2urq4mf3JrJCYm4u7uXtVliIiIiIjcdtc181NWVsYLL7zAmjVrSEpKwt/f/6rHpKWlAeDl5QVAq1atmDJlCnl5edSuXRuALVu24OrqSuPGja+z/OtjiDfc1v7/rGx8WaWNJSKWSzM/IiIi1+66ws/w4cP5+OOP+fTTT3FxcTE+o+Pm5oaDgwOZmZl8/PHHdO7cGQ8PDw4ePMiLL75I27Ztadq0KQARERE0btyYfv36MXPmTH755RfeeOMNhg8fjp2d3a0/Q/lbly5dquoSREREREQqzXXd9vbee+9x7tw5wsPD8fLyMv6tWLECAFtbW7788ksiIiJo1KgRL730Ek888QSfffaZsQ9ra2s+//xzrK2tadWqFc888wz9+/c3+V0gS7Vy5UqCgoJwcHDAw8ODDh06UFhYSExMDN27dyc+Pp5atWrh6urK888/T3FxsfHYjRs38sgjj+Du7o6HhwddunQhMzPTuD87OxuDwcCKFSsICwvD3t6eZcuWlavh5MmTtGzZkh49enDx4sVKOW8RERERkcpw3be9VcTHx4ft27dftR9fX1/Wr19/PUPf9XJzc4mOjmbmzJn06NGD8+fPs3PnTuM137p1K/b29iQlJZGdnc3AgQPx8PBgypQpABQWFjJy5EiaNm1KQUEB48aNo0ePHqSlpWFl9f9n3FdffZWEhASCg4Oxt7dn06ZNxn0//fQTHTt25OGHH+bDDz/E2tq6ci+CiIiIiMhtdMOrvcmtlZuby+XLl+nZsye+vr7A76vl/cHW1pZFixbh6OhIkyZNmDhxIi+//DKTJk3CysqKJ554wqS/RYsWUatWLQ4fPmyyFHlcXBw9e/YsN/6RI0fo2LEjPXr0YPbs2RgMlfd8lIjcuPETJlR1CVLVxmu1NxGRa6XwYyaaNWtG+/btCQoKIjIykoiICJ588kmqV69u3O/o6Ghs36pVKwoKCvjpp5/w9fXl2LFjjBs3jpSUFE6dOkVpaSkAOTk5JuGnZcuW5cb+7bffaNOmDU8//TSzZ8++vScqIreUYUJVVyBVTcvriIhcuxta6lpuPWtra7Zs2cKGDRto3Lgx8+bNo2HDhmRlZV3T8V27duX06dMsWLCAlJQUUlJSAEyeCwJwcnIqd6ydnR0dOnTg888/53//+9/Nn4yIiIiIiBlS+DEjBoOB0NBQ4uPjOXDgALa2tqxZswaA9PR0fvvtN2PbvXv34uzsjI+PD7/++itHjhzhjTfeoH379gQGBnLmzJlrHtfKyoqlS5fSokULHn30UX7++edbfm4iIiIiIlVN4cdMpKSkMHXqVFJTU8nJyWH16tWcPHmSwMBA4PcZnMGDB3P48GHWr1/P+PHjiY2NxcrKiurVq+Ph4cEHH3zA8ePH+eqrrxg5cuR1jW9tbc2yZcto1qwZ7dq1My5jLiIiIiJyt9AzP2bC1dWVHTt2MHv2bPLz8/H19SUhIYFOnTqxYsUK2rdvT0BAAG3btuXixYtER0cz4f896GxlZcXy5csZMWIE999/Pw0bNmTu3LmEh4dfVw02Njb8+9//pk+fPrRr146kpCTjD9GKiIiIeYqPj6/qEsQMjNfiJ9fEUHa19avNUH5+Pm5ubpw7dw5XV1eTfUVFRWRlZeHv74+9vX0VVXhrxcTEcPbsWdauXVvVpYgZuxu/+3J1hnitzGjpysbfcf8zLreaVmgVgDvvn/S3TEXZ4K9025uIiIiIiFgE3fYmInIHm8CEqi5BRETkjqHwcwdITEys6hJERERERO54Cj8iInew8f9v4ROxYHrIWUTkmumZHxERERERsQia+RERuYPFa+bH4mneR/TfAQH9t+BaKfyIiIiI3MG08IkAjFf8uSa67U1ERERERCyCwo+IiIiIiFgEhR8REREREbEIFvXMT3x8fKWNNV5Lj4qIiIiImBWLCj8iIiIid5uyCVVdgZgF/f/u10S3vZmRlStXEhQUhIODAx4eHnTo0IHCwkLCw8OJi4szadu9e3diYmKM7y9evMjo0aPx8fHBzs6O+vXr8+GHHxr3f/fdd3Tp0gVXV1dcXFxo06YNmZmZxv0LFy4kMDAQe3t7GjVqxLvvvmvcV1xcTGxsLF5eXtjb2+Pr68u0adMAKCsrY8KECdStWxc7Ozu8vb0ZMWLE7blAIiIiIiI3QTM/ZiI3N5fo6GhmzpxJjx49OH/+PDt37qSsrOyaju/fvz979uxh7ty5NGvWjKysLE6dOgXA//73P9q2bUt4eDhfffUVrq6uJCcnc/nyZQCWLVvGuHHjeOeddwgODubAgQMMHToUJycnBgwYwNy5c1m3bh2ffPIJdevW5aeffuKnn34CYNWqVbz99tssX76cJk2a8Msvv5Cenn57LpKIiIiIyE1Q+DETubm5XL58mZ49e+Lr6wtAUFDQNR179OhRPvnkE7Zs2UKHDh0AuO+++4z7//nPf+Lm5sby5cupVq0aAA0aNDDuHz9+PAkJCfTs2RMAf39/Dh8+zPvvv8+AAQPIyckhICCARx55BIPBYKwPICcnB09PTzp06EC1atWoW7cuDz744M1dDBERERGR20Dhx0w0a9aM9u3bExQURGRkJBERETz55JNUr179qsempaVhbW1NWFjY3+5v06aNMfj8WWFhIZmZmQwePJihQ4cat1++fBk3NzcAYmJi6NixIw0bNiQqKoouXboQEREBQK9evZg9ezb33XcfUVFRdO7cma5du2Jjo6+WiIhIZYifMKGqSxAzoEd+ro2e+TET1tbWbNmyhQ0bNtC4cWPmzZtHw4YNycrKwsrKqtztb5cuXTK+dnBwqLDvivYXFBQAsGDBAtLS0ox/hw4dYu/evQCEhISQlZXFpEmT+O233+jduzdPPvkkAD4+Phw5coR3330XBwcHhg0bRtu2bU3qExERERExBwo/ZsRgMBAaGkp8fDwHDhzA1taWNWvWUKtWLXJzc43tSkpKOHTokPF9UFAQpaWlbN++/Yr9Nm3alJ07d14xkNSpUwdvb29++OEH6tevb/Ln7+9vbOfq6kqfPn1YsGABK1asYNWqVZw+fRr4PVx17dqVuXPnkpSUxJ49e/j2229v1WUREREREbkldG+SmUhJSWHr1q1ERERQu3ZtUlJSOHnyJIGBgTg5OTFy5Ei++OIL6tWrx1tvvcXZs2c5deEUqT+ngi081usxnhnwDKMmjSKgcQC//PcXTp86TcfHOxL6RChvz3mbyO6RxMTG4OzizKH9h2jcvDF+9f0Y+OJApoydwjnO0Sq8FZeKL3H44GHOnz1P3+f6suz9ZdSsU5OG9zfEYDCwdMlSPGp7cPzCcb5Y8gWlpaU0CW6CvYM9n634DDt7O07bnv69NrmtWnq3rOoSpIpNYEJVlyBVbLxudhERuWYKP2bC1dWVHTt2MHv2bPLz8/H19SUhIYFOnTpx6dIl0tPT6d+/PzY2Nrz44os8+uijXOay8fhXp73Ku9PfZcbrMzh35hye3p7EjIgBwL2GO+998h5zJ8/luSeew9ramgZNGtD0gaYAdH+6O/YO9ix9bylzJ8/FwdGBeo3qET0kGgBHZ0c+evcjfsr6CStrKxo3a8ycpXOwsrLCxc2FJe8s4e34tyktKaV+o/q8lfgW7jXcK/sSioiIiIhUyFB2rWspm5H8/Hzc3Nw4d+4crq6uJvuKiorIysrC398fe3v7KqqwcmhmRf4882NJ3335/8XHx1d1CVLFxo/XzI+l038HBCz7vwUVZYO/0jM/IiIiIiJiEXTb2x2s5c9VXYFUOe+qLkCqmp75ET3zIyJy7RR+7mA/e+tfvpZO3wARERGRa6fb3kRERERExCJo5kdE5A6m295ERP8dENAtsNdKMz8iIiIiImIRNPNzB/sZrXhg6bz11I/FGz9hQlWXIFXNgpe3FRG5Xgo/IiJ3MMOEqq5Aqtod92N9IiJVSLe9iYiIiIiIRdDMzx3sz7c8/fbbb4wYMYIdO3ZQUFDA4cOHsbW1LbfNzc3thsaKi4sjPz+fRYsW3aryRURE5BbQggci186ywo/BUHljlVXujQiffPIJKSkpfPrpp9SoUQNXV1c++uijcttu1MSJEymr5HMSEREREbmVLCv83GX+vODBdz9+R92Aurg2cuUyl8kl94rbrldJSQkGgwEr19/vkCyk8JbVLzdPCx5I2YSqrkCqnNY7EBG5Zgo/ZmTlypXEx8dz/PhxHB0dCQ4O5tNPP+Wxxx6jefPmzJ4929i2e/fuuF++TOKECYQ/9xzb9+8H4IF7HiAsJASg3Lak99/nYnExY959l39v3szZ8+e5v149ZrzwAuEtWgCQ+NlnxL31Fh9NmMCr//wnR3NyOL56NRM++ICzBQWsnTULgPDnnqNpQAD2trYs/PRTbG1seP6JJ5jw7LPGGr/PzmbI5MmkZmRw3z33MPell+gYG8uaN9+ke3h4JVxRC6DsIyIiInLNFH7MRG5uLtHR0cycOZMePXpw/vx5du7ceU23mq2eOZNX33mHQ5mZrJ45E9tq1fj/2LvvuKrqP47jrwsyBAREVMSJirhXkJqpmNvMrblSNNFyz9QsAbfmNsuy1ExNzcrSHJkFucJtmeb6QQ7cA0QEWb8/tKvX1bXQC9738/HgIeec7znncw7XC5/7+X6/B3jguj6TJ3MwKopl48bhnTs33/z8Mw379eP3L77At1AhABISE5m0aBGfjBxJLjc38nh4PPC8n61Zw6COHYlcsIDtv/9OUFgY1StUoF6VKqSmptJ8yBAKeXkRuWAB1xISGHxX8iYiIiIi8rQp+ckkzpw5Q0pKCi1btqRw4cIAlCtX7pH7XHSCXd6AtxvXcjmSdM6OU+U9jdvvXbft9FkWrFnD6h2rye6VmytA4POvUX7Pdsb/vJreI3oT5Q7JKSn0njIM+zIluAYcvH2u+JTb5wOuOUDRMr68HBJMLFC6aiFKrVrB4kM7yNmiCtt+juTY6VPMWDWX5DyeOAKdXd5kR/s+HPO4cxz5b/wtHYCIiFicnvclgJ75ZSYlP5lEhQoVqFOnDuXKlaNBgwbUr1+f1q1bkzNnzgw7x7FDx0hNTaVVjVYm62/evIlbzjuzwNnZ2+Fb2vcfj1e8VHGTZc88nly5eAWAv47/RV7vvHjmuZOMlalU5r+ELyIiIiLynyj5ySRsbW3ZuHEj27Zt44cffmD27NmMHDmSyMhIbGxs7uv+lpycjMH+8WavS7iegK2tLYvWLcLW1tZkW3bn7MbvHRwdMJgxM162bKYvH4PBQFpa2mPFJCIiIv+NHnYsoAcem0sPOc1EDAYD1atXJywsjL1792Jvb88333xD7ty5OXPmzkxtqampHDhw4LGP71fWj9TUVK5cukJBn4ImX3dXaDJC4WKFORdzjksXLhnXHdx3MEPPISIiIiLyOFT5ySQiIyPZtGkT9evXJ0+ePERGRnLhwgVKlSqFs7MzgwYN4vvvv6dYsWJMmzaNq1ev4pkA/rdnu857Hc4k3Vl+0Dr/7IXp2LAh4/uEMrV/fyr5+XHh6lU27dhBeV9fXn7xRQ5cBds00+MAeCZAtsQ763Mk3Tr+3e3cE8E92611lYpX4YP8BZj+RiiT+/XjWkICn8+cC4DvFcN9x5d/SWOnrJ4+8RV92isiYj4lP5mEq6srv/zyCzNmzCAuLo7ChQszdepUGjVqRHJyMvv376dz585ky5aNgQMHUrt2bUhJeezzLAgJYeynnzJ45kxOnz+Pp7s7VcuWpUmNGhl6Pba2tqyaMoXuY8cS0KULRfPn571+/Xhl0CAc7e0z9Fwi1kzP+RE950f0PiCA3gvMZEg3Zy7lTCYuLg43NzdiY2NxdXU12ZaYmEhUVBQ+Pj44OjpaKMKnZNcuS0fwWLbu38+L3btz7JtvKFaggKXDeTb435nvzape+3KHGePz5BmX9X6NS0bT+4CAVb8XPCo3uJcqP1lYjHfm7vO0bt06nJ2d8fHxISoqipDJkwkICCD788+jXm8ZI3O/AkRE5GkI01TXggo/5lLyI09MfHw848aNIyYmhpw5c1KjRg1GjRpl6bBERERExEop+ZEnpk2bNrRp08bSYYiIiDzTQgm1dAiSCYSo9mMWJT8iIiIiWZiSHxHz6Tk/IiIiIiJiFZT8iIiIiIiIVVDyIyIiIiIiVkFjfkRERESyMI35EdCEB+ZS5UdERERERKyCKj9ZmHfMk3tUaOjHH7MqPJx9S5c+sXNIBsjkD7oVERERyUysKvkxhBme2rnSQ9Kf2rmehCGdOtG3bVtLhyEiIiIikmGsKvmxJjeTk7G3s3vs/dLT00lNTcXFyQkXJ6cnEJmIiIiIiGUo+clEVq5cSVhYGMeOHcPJyYlKlSrx7bff8vLLL1OxYkVmzJhhbNu8eXPs7e2N66pUqUK7du2Iiopiw4YNNGrUiMGDB1O1alU++OADPv30Uw4cOECRIkUYN24c1apVA2Dbtm20adOGzz//nMmTJ/Pnn3+ydOlStm/fzvr169m4caOx3bhx4zh8+DB2dnaUKFGCOXPmUKBAAQA2bNjAtGnTOHr0KHnz5qVNmzb069ePbNn0EnuS1OlNRETSQy0dgWQKmu/ALJrwIJM4c+YM7du3p1u3bhw6dIjw8HBatmxJerr53ec++ugjSpcuzYYNGxgwYIBx/ZgxY+jZsycbNmzgueeeIygoiMuXL5vsO378eN5++23Cw8MpVaqUybaUlBRef/11qlatyo8//sh3331Hx44dMRhudSOMjIykf//+vP766/z8889MmjSJFStWMGvWrH9/Q0REREREMpg+ls8kzpw5Q0pKCi1btqRw4cIAlCtX7rGOUb16dd544w3j8smTJwHo2rUrL7/8MgATJkzg559/ZtmyZfTq1cvYdujQodSsWfOBx7127RpxcXHUrVuXIkWKAODr62vcPm3aNHr37k3b22OEChcuzNChQxk3bhyDBg16rGsQEREREXlSlPxkEhUqVKBOnTqUK1eOBg0aUL9+fVq3bk3OnDnNPkb58uUfuP65554zfp8tWzYqVKjA0aNHzdoXIGfOnLRt25aOHTtSo0YNatSowSuvvELevHkBOHjwILt27TKp9KSlpZGYmMiNGzfInj272dcgIiIij8cQaukIJDPI2lNtPT3q9pZJ2NrasnHjRtatW0fp0qWZPXs2fn5+REVFYWNjc1/3t+Tk5PuO4fQfJij4p32nT5/Od999h7+/P9999x01atRg9+7dACQkJDB48GB++OEH49ePP/7Ili1bcHBw+NcxiYiIiIhkJFV+MhGDwUD16tWpXr06o0aNonDhwnzzzTfkzp2bM2fOGNulpqZy4MABapcrZ3zWj21qKm6xsSbP/rl57hwAx8LDaVmoEHBr/M4fe/fSp21bvGNi8Lx0CYB8Z8/ifv26cd8c165hl5xscjxvDw/qt2rFhFatqNatGxuXLOGVfPmoXKIEZ37/nerNm99/UWfPZtj9kQfQc35EREREzKbkJ5OIjIxk06ZN1K9fnzx58hAZGcmFCxcoVaoUzs7ODBo0iO+//55ixYoxbdo0rl69avax53z5Jb4FC1LKx4fpS5dy5do1ujVtavb+UadP8/E339C0Zk28c+fm8F9/cfTECTo3bgzAqO7daTJwIIW8vGj90kvY2Niw/+hRDhw/ztg333zcWyEiIiIi8kRYVfKTmR886urqyi+//MKMGTOIi4ujcOHCTJ06lUaNGpGcnMz+/fvp3Lkz2bJlY+DAgdSuXZsEe3tibn/yn2prS6ybm3EZ4FxqKgDD3n2XMZ98wh9//EGRIkWYv3AhN0uXJga4GB0NwBkvLxLc3Iz7XsuRg2Q7O2K8vYmzs2PfuXMsePttrly5Qp48eejcrRuv9OlDjI0N5Vq14rNcuZg+fToTFy3Czs6O4sWL0759e5N4JOPp7oqIiIiYz5D+OHMpZxJxcXG4ubkRGxuLq6urybbExESioqLw8fHB0dHRQhE+Hbtidj1ye8zJGJpVbcbiDYvxK+v3lKKSp8nf29/4vTW99uUut6ecFyuW9X6NSwYzhOl9QDL3h/xP2qNyg3tpwgMREREREbEKVtXt7VnjH/Po7dG35jugzAWo+A9tJYtSvzcREauXHmrpCCRTCLF0AFmDkp9nWBFvb9J37rR0GCIiIiIimYKSnyxMkwmIXgEiIiIi5nusMT8TJkwgICCAHDlykCdPHpo3b87hw4dN2iQmJtK7d29y5cqFi4sLrVq14tzt58387cSJE7z88ss4OTmRJ08ehg4dSkpKyn+/GhERERERkYd4rMpPREQEvXv3JiAggJSUFN5++23q16/PwYMHcXZ2BmDgwIF8//33fPnll7i5udGnTx9atmzJ1q1bgVsP6Hz55Zfx8vJi27ZtnDlzhs6dO2NnZ8f48eMz/gpFRJ5hhlBLRyCWZr3zO4mIPL7/NNX1hQsXyJMnDxEREdSsWZPY2Fhy587N0qVLad26NQB//vknpUqVYvv27VStWpV169bRpEkTYmJiyJs3LwBz585l2LBhXLhwAXt7+388r6a6vm3Xo6e6Fivgr6murZ2muBVrnt5WbtOU9wJWPe39U5vqOjY2FgAPDw8Adu/eTXJyMnXr1jW2KVmyJIUKFWL79u0AbN++nXLlyhkTH4AGDRoQFxfHH3/88cDzJCUlERcXZ/IlIiIiIiLyOP71hAdpaWkMGDCA6tWrU7ZsWQDOnj2Lvb097u7uJm3z5s3L2bNnjW3uTnz+3v73tgeZMGECYWFh/zbUZ5YmPBC9AiSUUEuHICIikmX868pP7969OXDgAMuWLcvIeB5oxIgRxMbGGr9Onjz5xM8pIiIiIiLPln9V+enTpw9r1qzhl19+oUCBAsb1Xl5e3Lx5k6tXr5pUf86dO4eXl5exzY4dO0yO9/dscH+3uZeDgwMODg7/JlQTT7N6FBLy5J805R2jJ5daPVX/rF5IaKilQxBLewq/b0REnhWPVflJT0+nT58+fPPNN/z000/4+PiYbH/uueews7Nj06ZNxnWHDx/mxIkTVKtWDYBq1arx+++/c/78eWObjRs34urqSunSpf/LtYiIiIiIiDzUYyU/vXv3ZvHixSxdupQcOXJw9uxZzp49y40bNwBwc3Pj9ddfZ9CgQfz888/s3r2brl27Uq1aNapWrQpA/fr1KV26NK+99hr79+9nw4YNvPPOO/Tu3TtDqjtZ2cqVKylXrhzZs2cnV65c1K1bl+vXrxMYGMiAAQNM2jZv3pyguz7x/eDLL/Ft2RLH6tXJ26ABrYcNM24L7NmTPpMn02fyZNwCA/GsW5d3P/yQuyf6S7p5kyEzZpC/cWOca9SgSlAQ4bt3G7cvXL0a99q12bB9O6XatMGlZk0a9u3LmYsXjW3Cd+/m+S5dcK5RA/fatan++uv8deaMcfu3ERFU7tQJx+rVKdqsGWHz5un5TiIiIiLy1DxWt7cPP/wQgMDAQJP1CxYsICgoCIDp06djY2NDq1atSEpKokGDBnzwwQfGtra2tqxZs4Y333yTatWq4ezsTJcuXRg9evR/u5Is7syZM7Rv357JkyfTokULrl27xubNmzFnJvJdBw/Sb+pUPg8L44Xy5bkcF8fmvXtN2nz2/fe83rQpOxYuZNehQ/QYP55CXl4Et2gBQJ/JkzkYFcWycePwzp2bb37+mYb9+vH7F1/gW6gQAAmJiUxZvJjPw8KwsbGh06hRDJkxgyVjx5KSkkLzIUMIbt6cL8aN42ZyMjv++APD7ek3N+/dS+eQEGYNGUKNihU5fvo0PW4/1ykkODgjb6WIiIiIyAM9VvJjzh/ijo6OzJkzhzlz5jy0TeHChVm7du3jnPqZd+bMGVJSUmjZsiWFCxcGoFy5cmbte+LsWZwdHWny4ovkcHamcL58VPLzM2lTMG9epg8ahMFgwK9IEX4/dozpX3xBcIsWnDh7lgVr1nBi9Wq8c+cGYMhrr7F++3YWrF7N+N69AUhOSWHuiBEUuz3Oq0+bNoz+5BMA4q5fJzY+niYvvmjcXuqubpFh8+YxvEsXujRpAkDRAgUY07Mnb82ereRHRERERJ6Kfz3VtWSsChUqUKdOHcqVK0eDBg2oX78+rVu3JmfOnP+4b70qVSicLx9FmzenYbVqNKxWjRa1a+N014Muq5Yta6zCAFQrX56pS5aQmprK78eOkZqaSolWrUyOm3TzJrnc3IzLTo6OxsQGIJ+nJ+evXAHAw82NoCZNaNCvH/Wef566zz9P23r1yOfpCcD+o0fZ+ttvjFuwwLh/aloaiUlJJCQmmsQqIiIiIvIkKPnJJGxtbdm4cSPbtm3jhx9+YPbs2YwcOZLIyEhsbGzuq7olJycbn+icw9mZPZ9/Tvju3fwQGcmojz4idN48dn72Ge45cvzjueMTErC1tWX3okXY2tqabHPJnt34vV0205eLwWAwiWtBSAj92rVj/bZtLN+4kXfmzmXj++9TtVw54m/cIKxHD1rWrn3f+R3t7f/5BomIiIiI/EdKfjIRg8FA9erVqV69OqNGjaJw4cJ888035M6dmzN3TRyQmprKgQMHqH1Xt7hs2bJRt0oV6lapQkhwMO61a/PTzp20fOklACIPHDA516+//45voULY2tpSyc+P1NRUzl+5Qo1Klf7TNVTy86OSnx8junalWrduLN2wgarlylHZz4/Df/1F8YIF/9PxRcRUmKa6tnqa6FpExHxKfjKJyMhINm3aRP369cmTJw+RkZFcuHCBUqVK4ezszKBBg/j+++8pVqwY06ZN4+rVq8Z912zezP9On6ZmpUrkdHVl7datpKWn43d77BDAiXPnGDR9Oj1btGDP4cPMXrGCqbdnkCtRuDAdGzakc2goU/v3p5KfHxeuXmXTjh2U9/Xl5Rdf/Mf4o06f5uNvvqFpzZp4587N4b/+4uiJE3Ru3BiAUd2702TgQAp5edH6pZewsbFh/9GjHDh+nLFvvpmh91JERERE5EGsKvl5Gg8e/bdcXV355ZdfmDFjBnFxcRQuXJipU6fSqFEjkpOT2b9/P507dyZbtmwMHDiQ2rVrw+1pot1z5ODrn38mdN48EpOS8C1UiC/GjqVMsWLG43du3JgbSUk8HxSEra0t/du1o8ftmd7gVpe1sZ9+yuCZMzl9/jye7u5ULVuWJjVqmBW/k6Mjf/71F58NG8al2FjyeXrSu00berZsCUCDatVYM306oz/5hEmffYZdtmyULFKE7s2aZeBdFBERERF5OEO6OVO4ZTJxcXG4ubkRGxuLq6urybbExESioqLw8fHB8VkfRL9rl1nNAnv2pGKJEswYPPgJByRPnb+/8Vureu2LUVhYmKVDEAvLzB/syVNy14RGYsWy3p/0GeZRucG9HushpyIiIiIiIlmVkh8REREREbEKVjXmx1qFf/SRpUMQkScklFBLhyAWFqL53kREzKbKj4iIiIiIWAUlPyIiIiIiYhWU/IiIiIiIiFVQ8iMiIiIiIlZByY+IiIiIiFgFJT8iIiIiImIVNNW1PBFFmjZlQLt2DOjQwdKhiIiIPNMMoZaOQDKDdEsHkEVYV+XHYHh6X1Zi4erVuNeubekwRERERET+kXUlPyIiIiIiYrWU/GQiK1eupFy5cmTPnp1cuXJRt25dIiIisLOz4+zZsyZtBwwYQI3gYOBO9WXN5s34tWqF04sv0nrYMBISE/lszRqKNG1Kzpdeot+UKaSmphqPUaRpU8Z88gntR47EuUYN8jduzJwVK0zOM23JEsq1a4dzjRoUfPllek2cSHxCAgDhu3fTdfRoYuPjMQQEYAgIIPTjj437JiQl0W30aHLUqkWhJk34+OuvjdteevNN+kyebHKuC1euYF+tGpt27MiYGyoiIiIicheN+ckkzpw5Q/v27Zk8eTItWrTg2rVrbN68meeee46iRYvy+eefM3ToUACSk5NZsmQJk99807h/QmIis5YvZ9n48Vy7fp2Wb71Fi6FDcXdxYe2MGfzv9GlaDRtG9fLlebV+feN+7y1ezNtBQYT16MGGX3+l/7RplChcmHpVqgBgYzAwa8gQfLy9+d/p0/SaNIm3Zs3ig+HDeaF8eWYMGsSojz7i8MqVALg4ORmPPXXJEsb07MnbXbuyctMm3pw0iVqVK+NXpAjdmzWjz3vvMXXAABzs7QFYvG4d+fPk4aWAgCd+v0WeFemhlo5ALC7E0gGIpel9QAC9F5hJyU8mcebMGVJSUmjZsiWFCxcGoFy5cgC8/vrrLFiwwJj8rF69msTERNrWq2fcPzklhQ+HD6dYgQIAtK5Th8/XruXchg24ODlRumhRaj/3HD/v3m2S/FQvX57hQUEAlChcmK379zN96VJj8nP3hAVFvL0Z++abvDFhAh8MH469nR1uLi4YDAa8PD3vu6bGL7xArzZtABjWpQvTv/iCn3fvxq9IEVrWrk2f997j24gI43UsXLOGoCZNMFjRmCmR/yosNNTSIYiF6e8dERHzqdtbJlGhQgXq1KlDuXLlaNOmDfPmzePKlSsABAUFcezYMX799VcAFi5cSNu2bXHOnt24v5OjozHxAcjr4UGRfPlMKjF5c+Xi/OXLJuetdjvBunv5UHS0cfnHyEjqvPkm+Rs3JketWrwWEsKl2FgSEhP/8ZrK+/oavzcYDHjddX5HBwdea9SI+d99B8CeP//kwPHjBDVp8o/HFRERERH5N1T5ySRsbW3ZuHEj27Zt44cffmD27NmMHDmSyMhIfHx8eOWVV1iwYAE+Pj6sW7eO8PBwYry9Abji7k42e3vjMkC8qytkz26y7oaTEwkpKcZ1qba2XHN1NWkT6+ZGqq0tMd7enDx5kiaDB/Paa68xYNQo3N3d2blzJ4MHD+avXLlwc3Pjirs76TY2Jsf4+9gJHh4m61Ps7Ih1cTGuaxocTP369dkFfPDTT1SvXh27554jJsPv7rPL+5+byDMuRJUfCVHtx9qpAiygKrC5VPnJRAwGA9WrVycsLIy9e/dib2/PN998A0D37t1Zvnw5H3/8McWKFaN69eoZcs49e/bct+x7u2Lz22+/kZaWRkhICM899xzFihW7b+IFe3t7k0kUHkepUqWoUKECS5cu5ZtvvqFdu3b/7iJERERERMygyk8mERkZyaZNm6hfvz558uQhMjKSCxcuUKpUKQAaNGiAq6srY8eOZfTo0QDE3K6RXOUqaaQZlwGucY1kkk3WJZBAIonGdamkErkzkokfTKRWg1pEbo5kzZo1TF80nRhicC7iTHJyMtPnT6dGvRr8tvM3Pvv8MwDOcpbrXMexgCPXr19n1eZVlChTAsfsjjhmdySVVGKJNTl/Mslc45rJukbtG/HeO++R3Sk7FRpWMNkm/8xbtR+rp098RZ/2ioiYz7qSn/TM++xbV1dXfvnlF2bMmEFcXByFCxdm6tSpNGrUCAAbGxuCgoIYP348nTt3zrDzduzZkUP7DzFv2jycczgzIGQA1QKrAVCiTAkGhgxk0QeLmDNhDpWqVqL3iN6E9L/zq7ZCQAVavdaKt998m9grsQQPCqbH4B5mn79B8wZMC5lG/Wb1cXB0yLDrErEWoYRaOgSxsBClPyIiZjOkp2fijOAh4uLicHNzIzY2FldXV5NtiYmJREVF4ePjg6Ojo4UifDJef/11Lly4wHe3JwnYFbPrPx2vaZWmtOvejg7BHf658RMSczKGFi+04LO1n1GyXEmLxZFV+Xv7G79/ll/78nCGMM2OaO3SQ7Lcr3HJYGFhYZYOQTKBECse//eo3OBe1lX5yaJiY2P5/fffWbp0qTHxyepSklO4euUqH07+kLKVyyrxERER+ZdUARZQFdhcSn6ygGbNmrFjxw7eeOMN6t31bJ+sbP/O/bzR5g0KFS3EpI8nWTocEREREbECSn6ygPDw8Cdy3O8iLVdFeu6F59h5eqfFzi8iIiIi1kdTXYuIiIiIiFVQ5ScL0zTHIpIeaukIxOLUzV9ExGyq/IiIiIiIiFVQ8iMiIiIiIlZB3d5ERLKwsNBQS4cgFqZebyIi5lPlR0RERERErIKSHyuVP39+1q9fb+kwRERERESeGqvq9mYIMzy1c6WHpD/2PoGBgVSsWJEZM2aY1d47Juaxz3E3j8uX//MxxMK8NeOfiIi106yPAqgPrJlU+ZF/5WZysqVDEBERERF5LFZV+cnMgoKCiIiIICIigpkzZwIQFRVFfHw8Q4cOZfPmzTg7O1O/fn2mT5+Op6cnMd7etG7dmlKlSuHg4MAXX3yBnZ0dr732GoMHDzYe+3//+x9Dhgxh3759FCpUiNGjRwNw2cODmNuVg9OnTzN69Gh++eUXbGxseP755xk9ejQFCxYEYMCAAcTFxVGhQgU+++wz7O3t+fLLL6latSrz5s1j/vz57N27Fx8fHyZOnIi/v7/x/Dt27GDChAn89ttv5MyZk0aNGjFixAicnJwAWLhwIfPmzePMmTPkyJGD559/nnnz5gGwZs0apk+fTnR0NI6OjpQtW5YFCxYY97V2qvtIKKGWDkEsLEQf94qImE2Vn0xi5syZVKtWjeDgYM6cOWNMBF566SUqVarErl27WL9+PefOnaNt27Ym+3755Zc4OTmxevVqRo4cyfTp0/nll18ASEtLIzg4GDs7O1avXs3EiRMZN26cyf7Jycl07NgRFxcXvv76a1atWoWzszMdO3bk5s2bxnZbtmzh+PHjfPHFF3z22WfG9ZMmTeKNN97ghx9+oGjRovTu3ZuUlBQAoqOj6dixI40bN2bjxo18+OGH7Nixg5EjRwKwf/9+Ro0axdChQ/nll19YsmQJVatWBeDcuXP07t2bV199lfDwcFauXEmjRo1IT3/8LoUiIiIiIqr8ZBJubm7Y29vj5OSEl5cXAGPHjqVSpUqMHz/e2G7+/PkULFiQI0eO4OLiAkCpUqUYNGgQAEWLFmXhwoVs2bKFmjVrsnnzZo4dO8aSJUuMxx0+fDidOnUyHvO7774jLS2NKVOmYDDcGhc1bdo0SpUqxfbt26lVqxYATk5OTJkyBXt7ewBOnjwJwBtvvEHdunUBGDJkCLVr1yY6OprixYvz/vvv06JFC4KDg43xjRkzhlatWjFhwgROnz6Nk5MTdevWxcXFhQIFClC2bFkAzp8/T0pKCo0bN6ZAgQLGaxWRO9TXX1T4ERExn5KfTGz//v38/PPPxiTnbsePH6dChQrA/QlBnjx5uHjxIgBHjx7F29vbmPgAPPfccybtDx48SHR0NCVKlDBZn5SURHR0tDH5KVmypDHxudvd58+TJw8AFy9epHjx4hw8eJBDhw7xzTffGNukp6eTlpbGyZMnqVmzJgUKFKBatWoEBgZSu3ZtGjVqRPbs2SldujQvvvgiderUoVatWtSqVYuXX34Zd3f3f7x3IiIiIiL3UvKTicXHx/PKK68wadKk+7bly5eP2NhYALJlM/0xGgwG0tLSzD7P9evXKV++PLNnz75vW65cuYzfP2yczd3n/7ty9Pf5r1+/TqdOnejWrdt9++XPnx97e3vWr1/Ptm3b+OWXX5gyZQpTp05l7dq1uLm5sWzZMnbt2kVERAQLFixg0qRJrFmzhkKFCpl9fSIiIiIioOQnU7G3tyc1NdW4XLlyZb766iuKFClyX4IDGJOfR/H19SUmJoZz586RN29eAPbs2WPSply5cqxevRpPT09y5MjxH6/CVLly5Thy5Ag+Pj4PbZMtWzZq1qxJzZo1GTRoEKVKlWLr1q00btwYg8FAQEAAAQEBDBw4kOeff55169bRs2fPDI1TRERERJ59mvAgEylSpAiRkZFER0dz8eJFevfuzeXLl2nfvj07d+7k+PHjbNiwga5du5okSY9So0YNihYtyoABA/jjjz+IjIy8r5LUsmVLcubMSdeuXYmMjOTEiRNs27aNd999l5j/+BygXr16sWvXLkaOHMmBAwf43//+x4YNG4wTHmzcuJFPP/2UAwcOcOrUKb788kvS0tIoVqwYe/bsYdasWezfv5/Tp0+zdu1aLl++jK+v73+KSURERESsk1VVfv7Ng0efpiFDhtClSxdKly7NjRs3iIqKYuvWrQwbNoz69euTlJRE4cKFadiwITY2NsQQQxJJXOc6MdxJUhJJJBvZbq2zgfGfjGfskLG83ORl8hXIx5AxQ+jXsR+XuXyrTXb44OsPeH/c+3Tr3o2E6wnk9spNwIsBxOeIJ4YYEkggkUST85zjHAAXuGBcf41rAFziEjHE4F7anblfzeXDSR/SomUL0tPTKVC4APWa1iOGGJLdklm1bhVTpk0hKTGJQj6FGDtnLDn8cnDx6EUiIiP4+JOPuR5/Ha/8XvQf1Z+SL5U0icOaeWuyaxERqxcWGmrpECQT0Nwn5jGkZ8F5g+Pi4nBzcyM2NhZXV1eTbYmJiURFReHj44Ojo6OFInw6dsXssnQIYmH+3neep2RNr325y+1xdmLFst6vcclgYWFhlg5BMoGQEOtNfx6VG9zLqio/IiIiIs8aPexYQA88NpfG/IiIiIiIiFVQ8iMiIiIiIlZB3d5EREREsjB1exMxnyo/IiIiIiJiFZT8iIiIiIiIVVDyIyIiIiIiVkHJj4iIiIiIWAVNeCAiIiKShYWEhlo6BMkMrPghp49DlZ9MLDw8HIPBwNWrVx97356tezJ11FTjctMqTVk6b6lxOSB/AOHrwzMgShERERGRrMGqKj9hYWFP7Vwh/yL7DgwMpGLFisyYMeM/n3/yvMlks7OqH6+IiIhVClPlRwDVfcyjv46fMck3k7Gzt8Mtp5ulQxERERERyVTU7S2TCAoKIiIigpkzZ2IwGDAYDERHRwOwe/du/P39cXJy4oUXXuDw4cPG/T6e+jEd6nVg1dJVNKvajOpFqwP3d3sTEREREbF2Sn4yiZkzZ1KtWjWCg4M5c+YMZ86coWDBggCMHDmSqVOnsmvXLrJly0a3bt1M9j0VfYqf1v7E5E8ms+SHJZYIX0REREQk01O3t0zCzc0Ne3t7nJyc8PLyAuDPP/8EYNy4cdSqVQuA4cOH8/LLL5OYmGjcNzk5mbCZYeTMlfPpBy4iIiIikkUo+ckCypcvb/w+X758AJw/fx7vbN7kIAcF8hegTK4yJvs44IAzznjjDYAttrjhZlwG8MDDZFlERERE5Fmmbm9ZgJ2dnfF7g8EAQFpamnGdk5PTU49JRERERCSrUeUnE7G3tyc1NdXSYYhIFqIpbkXT24oeciqAHnJqJiU/mUiRIkWIjIwkOjoaFxcXk+qOiMiDhBJq6RDEwkKU/oiImM2qkp9/8+DRp2nIkCF06dKF0qVLc+PGDRYsWGDpkEREREREnhmG9PT0dEsH8bji4uJwc3MjNjYWV1dXk22JiYlERUXh4+ODo6OjhSJ8OnbF7LJ0CGJh/t7+xu+t6bUvd4SFhVk6BLGwzP7BnjwFt8cDi5XLen/SZ5hH5Qb30oQHIiIiIiJiFayq29uzxj/G0hGIxWmmchERERGzKfkREcnCNOGBaMIDERHzqdubiIiIiIhYBVV+RESysPRQS0cgFqfCj4iI2R678vPLL7/wyiuv4O3tjcFgYNWqVSbbg4KCMBgMJl8NGzY0aXP58mU6duyIq6sr7u7uvP7668THx/+nCxEREREREXmUx678XL9+nQoVKtCtWzdatmz5wDYNGzY0eUaNg4ODyfaOHTty5swZNm7cSHJyMl27dqVHjx4sXbr0ccMREbFqYXqyu9VT4UdExHyPnfw0atSIRo0aPbKNg4MDXl5eD9x26NAh1q9fz86dO/H3v/WMktmzZ9O4cWOmTJmCt7emrxIRERERkYz3RCY8CA8PJ0+ePPj5+fHmm29y6dIl47bt27fj7u5uTHwA6tati42NDZGRkQ88XlJSEnFxcSZfIiIiIiIijyPDJzxo2LAhLVu2xMfHh+PHj/P222/TqFEjtm/fjq2tLWfPniVPnjymQWTLhoeHB2fPnn3gMSdMmJAxTzF/mk9AzoCn7IaHh1O7dm2uXLmCu7v7Y+0b2LMnFUuUYMbgwQAUadqUAe3aMaBDBwAMAQF88957NA8MJDomBp9mzdi7eDEV/fz+c9wP87TOI2JNQtTtTULU8U1ExFwZnvy0a9fO+H25cuUoX748xYoVIzw8nDp16vyrY44YMYJBgwYZl+Pi4ihYsOB/jjUzCQwMpGLFisyYMSNDjvf15MnYZTPvx1swb17OrFuH52MmWI/raZ1HRERERORBnvhzfooWLYqnpyfHjh0DwMvLi/Pnz5u0SUlJ4fLlyw8dJ+Tg4ICrq6vJlzzYzeRkADzc3Mjh7GzWPra2tnh5epLNzGTp33pa50lOSXmixxcRERGRrOmJJz+nTp3i0qVL5MuXD4Bq1apx9epVdu/ebWzz008/kZaWRpUqVZ50OJlSUFAQERERzJw50zg9eHR0tHH77t278ff3x8nJiRdeeIHDhw8bt4V+/DEVO3Tgk1Wr8GnWDMfq1YFb3d4GTJ1q1vmjY2IwBASw7/Zxw3fvxhAQwKYdO/Dv3BmnF1/khW7dOHxXTABjP/2UPPXrk6NWLbqPHcvw2bOpeLtbnTnnAYjYvZvnu3TB4YUXyNewIcNnzyblruSlSNOmzLhnFsCKHToQ+vHHxmVDQAAfrlxJ00GDcK5Rg3Hz5xvvy+dr11KkaVPcAgNp9/bbXLt+3bhfWloaExYswKdZM7K/+CIVOnRg5aZNAKSnp1O8RQumfP65ybn3HT6MISCAYydPmnVvRURERCTzeOzkJz4+nn379rFv3z4AoqKi2LdvHydOnCA+Pp6hQ4fy66+/Eh0dzaZNm2jWrBnFixenQYMGAJQqVYqGDRsSHBzMjh072Lp1K3369KFdu3ZWO9PbzJkzqVatGsHBwZw5c4YzZ86YdOsbOXIkU6dOZdeuXWTLlo1u3bqZ7H/s1Cm++uknvp48mX1LlmRYXCM//JCp/fuza9GiW+cdM8a4bcm6dYxbsIBJffqwe9EiCuXNy4dfffVYxz99/jyNBwwgoHRp9i9dyofDh/Ppd98xdv78x441dN48WgQG8vsXX9CtaVMAjp8+zarwcNZMm8aa6dOJ2LOHiZ99ZtxnwsKFLFq7lrnDh/PHsmUMbN+eTqNGEbF7NwaDgW5Nm7Jg9WqT8yxYvZqalSpR/BnrdikiIiJiDR67/9GuXbuoXbu2cfnvsThdunThww8/5LfffuOzzz7j6tWreHt7U79+fcaMGWPyrJ8lS5bQp08f6tSpg42NDa1atWLWrFkZcDlZk5ubG/b29jg5OT2w69+4ceOoVasWAMOHD+fll18mMTERx9vbbyYnsygsjNw5c2ZoXOPefJNazz1367xduvDygAEkJiXh6ODA7BUreL1pU7reTjRGBQfzQ2Qk8QkJZh//g5UrKZg3L++/9RYGg4GSRYoQc+ECw95/n1Hdu2NjY35u3qFBA2Msf0tLS2NhSIix+99rjRuzaedOxgFJN28yfsECfpwzh2rlywNQtEABtuzfz0fffEOt554jqEkTRn30ETv++IPny5QhOSWFpRs2MKV/f7PjEhEREZHM47GTn8DAQNIfMZPZhg0b/vEYHh4eeqDpYyh/+49zwNh98Pz58xS6va5wvnwZnvgAlPf1vXNeT89b571yhUJeXhz+6y96tW5t0v75MmX4aedOs49/KCqKauXKYbhrFr7qFSoQn5DAqfPnKfSQMWAP4l+q1H3riuTLZzLuKZ+nJ+cvXwbg2MmTJCQmUq9PH5N9biYnU+n2THTeuXPzcvXqzP/uO54vU4bVv/xCUnIyberWNTsuEREREck8nuzIc8kQdnZ2xu//ThTS0tKM65wdHe/bJ0POe9fEBH+nJ3ef92mwMRi4N9V+0IQGztmz37fu3tnuDEDa7cQ9/sYNAL6fPp3890y97nDX/e7erBmvhYQwfeBAFqxezat16+L0hO63yL8RpqmurZ4muhZDqKUjkMzgvz9kxTo88QkPxDz29vakpqZaOgyz+RUuzM6DB03W3bv8T0r5+LD9999NKolb9+8nh7MzBW4nJLlz5uTMxYvG7XHx8UTFxPyHyG8p7eODg709J86do3jBgiZfBe+qODWuXh3n7Nn58KuvWL99u3E8kYiIiIhkPar8ZBJFihQhMjKS6OhoXFxc8PDwsHRIj9S3bVuCx43Dv1QpXihfnuUbN/Lb0aMUzZ/f7GP0at2aGV98Qd/33qNP27Yc/usvQj7+mEEdOhjH+7zk78/CNWt4pUYN3HPkYNRHH2Fra/uf48/h7MyQTp0YOG0aaWlpvFixIrHx8Wzdvx9XZ2e6NGkC3JqeO6hJE0bMmYNvoULG8UEimUUooZYOQSwsRLUfq5ceaukIJFPQW4FZrCv5ecRYJUsbMmQIXbp0oXTp0ty4cYOoqChLh/RIHRs14n+nTzNk5kwSb96kbd26BDVpwo7HqP7kz5OHtTNmMHTWLCp06ICHqyuvN23KO3fNZjciKIiomBiaDByIm4sLY954g6jTpzPkGsa88Qa53d2ZsHAh/zt9GvccOajs58fbXbuatHu9aVPGL1hA11deyZDzioiIiIhlGNIfNXtBJhUXF4ebmxuxsbH3PfA0MTGRqKgofHx8cHzWx2bs2mXpCEzU690br1y5+Hz06AduPxwdTck2bTj69ddZaqrozXv3UqdXL06uWUPeXLksHY4pf3/jt1b12pc77powRKxU1vs1LhlN7wMCVv1e8Kjc4F7WVfmRDJOQmMjcr76iQdWq2Nra8sWGDfy4Ywcb33//ge0vx8ay8qefcHV2pmDevE852n8n6eZNLly5QujHH9OmTp3Ml/iIoAkPRD1dRBMeyC3Wm/o8HiU/8q8YgLVbtzJuwQISk5LwK1yYryZNom6VKg9s//rYsew+dIgPhw/Hwd7+6Qb7L32xYQOvjx1LxRIlWBQWZulwREREROQ/Ure3rCyTdXsTC1C3N6tnCFN3F2uXHpLlfo1LRlO3NwF1ezOz25umuhYREREREaugbm8iIlmYprgVDfoRjf0T0FuBuVT5ERERERERq6DkR0RERERErIK6vYmIZGHq7iLq6iIiYj5VfqzcwtWrca9dO8OPGx0TgyEggH2HD2f4sUVERERE/g2rqvw8zSlh/83Uo4GBgVSsWJEZM2ZkfEAiIiLyTAol1NIhSCYQojqwWawq+RERedbojx7RHzwiIuZTt7dMIigoiIiICGbOnInBYMBgMBAdHU1ERATPP/88Dg4O5MuXj+HDh5OSkmLcr0jTpsxYutTkWBU7dCD044+Ny1evXaPn+PHkbdAAx+rVKfvqq6zZvNlknw3bt1OqTRtcatakYd++nLl40WT7J6tWUapNGxyrV6dk69Z88OWXJtt3/PEHlTp2xLF6dfw7d2avuruJiIiISCajyk8mMXPmTI4cOULZsmUZPXo0AKmpqTRu3JigoCAWLVrEn3/+SXBwMI6OjoSaOcg5LS2NRv37c+36dRaPHk2x/Pk5GBWFrc2dvDchMZEpixfzeVgYNjY2dBo1iiEzZrBk7FgAlqxbx6iPPuL9oUOp5OfH3sOHCR4/Hufs2enSpAnxCQk0GTiQes8/z+LRo4mKiaH/1KkZfo9ERERERP4LJT+ZhJubG/b29jg5OeHl5QXAyJEjKViwIO+//z4Gg4GSJUsSExPDsGHDGDVqlFllux937GDHH39waMUKShQuDEDRAgVM2iSnpDB3xAiK3V7fp00bRn/yiXF7yMcfM3XAAFq+9BIAPrcTqI++/pouTZqwdP160tLS+PTdd3F0cKBMsWKcOn+eNydOzIA7IyIiIiKSMZT8ZGKHDh2iWrVqGAx3JmqoXr068fHxnDp1ikJmHGPfkSMUyJPHmPg8iJOjozHxAcjn6cn5K1cAuH7jBsdPneL1MWMIHjfO2CYlNRU3F5dbcUZHU97XF0cHB+P2auXKmXuZIiIi8h9o7J+I+ZT8ZHE2BgP3ziuXfNeYoOx3JSQPY5fN9GVgMBhIT7911PiEBADmjRxJlbJlTdrd3XVORERERCSzU/KTidjb25OammpcLlWqFF999RXp6enG6s/WrVvJkSMHBQoUYFe28zjlzcnexIvs8r61T/y1eI6fiSEmB+zyBvuqxTk17Txf3fiLwsXur/5EuUOqDcb9AY553Pp3lzfgnYvcXrnZHHcavyqN7tv/EpC9YhH2rF/LVo8kHBxvJVtfbzoAwB+5IcX7vt0kg/hbOgAREbE4VX4ENPOjuZT8ZCJFihQhMjKS6OhoXFxc6NWrFzNmzKBv37706dOHw4cPExISwqBBg7CxscE/Bl4p78/CFWsIrlQD9xw5GPfRR9jZ2OJ9DfxjwL/wcyyrVInQrsOYNnAgxQsU4M/oaAwGAw1feIEDV8E27Vbbv526fOvfb8EKewAAYwlJREFUv9eNf70H/aZMoXS6Cw2rVSMpOZldBw9y5do1BnXsSMmqDZmX/iFz+4xjRFAQ0WfO8OWcxQCUuQAVY5AnRYmliIjVU/IjYj71W8pEhgwZgq2tLaVLlyZ37twkJyezdu1aduzYQYUKFXjjjTd4/fXXeeedd4z7jAgKolblyjQZOJCXBwygea1aFMuf3+S4X02aREDp0rQfOZLSr77KW7Nnk5qWZnZc3Zs355N33mHB6tWUa9+eWj17snDNGny8b/3l7eLkxOpp0/j92DEqderEyA8+YFKfPhlzU0REREREMogh/e/BHVlIXFwcbm5uxMbG4urqarItMTGRqKgofHx8cHR0tFCET8muXZaOQCzN/07HN6t67YuRIczwz43kmZYekuV+jUtGM+h9QICs9yd9hnlUbnAvVX5ERERERMQqaMxPFhbjrQEf1k6vAEkPtXQEYnEa4ywiYjZVfkRERERExCoo+REREREREaugbm9ZWAyaQ9raeavjm9ULCw21dAhiYer1JiJiPlV+RERERETEKqjyIyIiIpKFqQIsoCqwuVT5ERERERERq6DKTxam8R4iEkqopUMQCwvR570iImZT8iP/ydSpU1m/fj0bN24EYMCAAcTFxTF//nwAWrduTenSpRk9erQlwxQREXlm6UMQAX0QYi6rSn7CwsKe2rlCQh7/BRgYGEjFihWZMWNGxgf0hLzxxht07dr1odvnzZuHnZ2dcblKlSp0796d4ODgpxGeiIiIiIiRVSU/WV16ejqpqalky5Z5fmzOzs44Ozs/dHvOnDmfYjQiIiLWR5UfEfNpwoNMIigoiIiICGbOnInBYMBgMLBw4UIMBgPr1q3jueeew8HBgS1btnD8+HGaNWtGhQoV8PX1pXHjxvzyyy8mx6tSpQqzZs1i0KBBlChRgoCAABYvXmzSZu/evdSvX5+iRYvSqFEj1q1bR/78+Tlw4AAAy5cvp1SpUib7rF+/nvz58xuXp06dSr169R56Xa1bt2bUqFHG70+dOkVoaCj58+cnf/78JCQk4Ofnx5o1a+47T/HixYmPj3/8mykiIiIi8gCZp4Rg5WbOnMmRI0coW7ascXzMH3/8AcDw4cOZMmUKRYsWJWfOnJw8eZLGjRszrn17HOztWfT993QNCuLwypUU8vICwDY1lXlz5zKmZ0/Gfv45KzdtYsSIETQrWhS/IkWIT0ig62uvUe/551n+7rtExcTQ/3ZXvTwXLuAdE0POq1cxpKXhHXPnYaoely8DGNfluHYNu+Rk47JTQgI3ExONy/ZJSbhcv453TAxrxoyhQocO9GjRguDmzQHwunqV9nXr8u2iRfSoXNl4nm8/+4w2L71Eibg4iIt7Urc96/PWpBciIiIi5lLyk0m4ublhb2+Pk5MTXrcTmD///BOA0aNHm1RXPDw8qFChArtidpEINKv6Jku3hvP+/l9oW7ktADdtoUqdF3i+fxuuAnWe78J7y79g4bHdtHqhCF8vXs9N0uj1wbvccHTAi2K0TTrPxBET+SM3pHhDlDuk2sCuu/6+PuZx69+/18XkgAS7O8sXnSA+5c7yNQc453x72duNVHtbruRz4lR5TwBOAdW7N+f1Zq+z3vYinnk9uXzxMt9v28qcZXNMzi3387d0AGJx6aGWjkAsTmOcrV6InvMjAP9ivLk1Ure3LMDf3/RP3Pj4eIYMGUKbWm2oXao2NX1rEn00mrOnz5q08y3ta/zeYDCQK3cuLl+6VbmJPhqNbylfHBwdjG3KPVfuCV7Fw5WpVIaiJYqy5stbXd/WfbWOfAXyUblq5X/YU0RERETEfKr8ZAH3TigwZMgQNm7cyLQ3elG8YEGyOzjQetgwPK4k43+7h5p9KvhctzUuAzilQL7YdPxjIO91OHsTk+12F279W+YCVIyBg3E22KSmm7SJOp8C3NlvzTVwSr6z7JkA2RLvLOdIunWuu+MqFGt6XoC+LzdjztIveb9lEF2XrOaNRq8QcMbwb2+Z9VBlTERERMRsqvxkIvb29qSmpv5ju61btxIUFESL2rUpV7w4XrlyEX3mzGOdq1SRIvx29CiJSUnGdb/enujgb7nd3bmWkMD1GzeM6/YdOfJY57mXvZ0dqWlp963v1KgRf509y6xlyzgYFUWXl1/+T+cREREREbmXKj+ZSJEiRYiMjCQ6OhoXFxfSHpAkAPj6+vL1119TpUoVDAYD7733HqlAvLMzMbcHwKfa2hLr5mZcBki2s+NajhzEeHtTu2tX0j/6iI7TptG3b19OnjzJxC++AOB87tzEeHtTqG5dsmfPTv/PPqNbt27s3buX+evWARiPey1HDpLt7IzLCU5OJKakGJdvOjiYxJWvSBF+OHSIQIMBBwcHPDxuDyLy9qZR48YMnT2bWrVqYVOpEvcUh+QBVPiRMPX1t3rq5S+GUEtHIJlBuqUDyCKU/GQiQ4YMoUuXLpQuXZobN26wYMGCB7abNm0a3bp1o1mzZnh4eNC7d+/HnhLa2dmZhQsXMnz4cBo0aICvry8jR440efhozpw5mT17NmPGjGHJkiW8+OKLDBo0iLfeeus/XeOwYcOoXr06SUlJnD592ritXbt2fPPNN7z66qv/+vgi1kYDnUWDnEVEzGdIT0/PcoliXFwcbm5uxMbG4urqarItMTGRqKgofHx8cHR0tFCET0dMTMbWRk6ePEnVqlXZsGEDZcuWzdBjm2PlypWEhoayZ88e7O3tn/r5syLvuyp71vTal7sYNDbO6mW9X+OSwQxheh8QSA+x3veCR+UG91LlJwvzzuDk5+a5c8Cd5/w8LQmJiZy5eJGPZszgzebNKXLx4lM7d5an5/yIiIiImE0THojFTV60iJKtW+OVKxcjgoIsHY6IiIiIPKNU+RGjIt7epO/c+dTPG9qjB6E9ejz184qIiIiIdVHlR0RERERErIIqP1lYjMZ7WD29AkRTXYvmepP0UEtHIJmC3gzMouQnC4vRk3CsnrfSHxERERGzqdubiIiIiIhYBVV+RESysFBCLR2CWFiI+rpYPXV/FVCvN3Op8iMiIiIiIlZBlZ8sKDQ0lFWrVvHJ2k8sHQofT/2Y8PXhLN241NKhiFglVX5ERO8DAqoCm8u6Kj8Gw9P7+hcCAwMZMGDAP7YbMmQImzZt+lfnEBERERGxVtaV/GRx6enppKSk4OLiQq5cuSwdjoiIiIhIlqJub5lEUFAQERERREREMHPmTAAWLFhA165dWbt2Le+88w6///47P/zwA+Hh4axatYp9n9zq9hbYsycVS5RgxuDBxuM1HzIEdxcXFt4eBFmkaVO6N2vGkRMn+Prnn8nl5sbsIUOoVr483ceOZdPOnRTNn5/5776Lf+nSACxcvZoB06axMCSEobNmcfLcOWpVrswnI0dS0MsLgDXXwCkZDn2ylnfnzuVKXByNXniBeSNHksPZ+SneQSulma5FREREzKbKTyYxc+ZMqlWrRnBwMGfOnOHMmTMULFgQgOHDhzNx4kQOHTpE+fLl//U5pn/xBdUrVGDv4sW8XL06r4WE0DkkhE6NGrHn888pVqAAnUNDSU9PN+6TkJjIuPnzWRQaytZPPuHqtWu0GznS5LjHT59mVXg4a6ZNY8306UTs2cPEzz7713GKiIiIiDwJqvxkEm5ubtjb2+Pk5ITX7arKn3/+CcDo0aOpV6/effvEeN/62P+mgwPxzs7GZYBER0cSnJyM61JtbQmsU4dX+vQBoEfRonz41VeUrFKF6p07A9DN3p6mTZuy386OPHnycMXdneSUFEImT6Zw5coAvFe4MLVq1eL7c+eoVKkS13LkIDU9nQlz5+Li4oIH0GLvXtb9+iu9vVWWeNJ0h0UDnUWDnEVEzKfKTxbg7++fIccpfbs7G0Du3LkBKFmy5H3rLl68aFyXLVs2KlasaFwuXrw4bm5uHD161LiuYMGCuLi4GJfz5MnDpUuXMiRmEREREZGMospPFuD8D2NnDA+YXS45Ofm+ddmy3flx/72PnZ3dfevS0tIeK767j/v3cR73GCLy76SHWjoCsTgVfkREzKbkJxOxt7cnNTX1sffLlSsX586dMy6npqZy+PBhXnjhhf8cU0pKCvv376dSpUoAHDt2jNjYWHx9ff/zsUXkv9OT3UW5j4iI+dTtLRMpUqQIkZGRREdHc/HiRbOrJ9WrV2fTpk38+OOPHDt2jBEjRhAXF5chMdnZ2fHuu++yZ88efvvtNwYOHEjlypWNyZCIiIiISFah5CcTGTJkCLa2tpQuXZrcuXNz4sQJs/Zr164dbdq0oX///rRq1YpChQplSNUHIHv27PTq1Ys+ffrQvHlznJ2dmTt3boYcW0RERETkaTKk3z2vcRYRFxeHm5sbsbGxuLq6mmxLTEwkKioKHx8fHB0dLRTh0xETE/NEj798+XJCQ0M5dOjQEz2P/Hved8/wZ0WvfbkjLCzM0iGIhYWEqOObtTOE3T/2V6xPekiW+5M+wzwqN7iXxvyIiIiIZGGa+EQADQA0k5IfERERkSzMEGrpCCQzsN66z+PRmB95qFdffVVd3kRERETkmaHKTxYWw5Md8yOZnzfe/9xIRERERABVfkRERERExEqo8iMiIiKShWnCAwE04YGZVPkRERERERGr8NjJzy+//MIrr7yCt7c3BoOBVatWmWxPT09n1KhR5MuXj+zZs1O3bl2OHj1q0uby5ct07NgRV1dX3N3def3114mPj/9PFyIiIiIiIvIoj93t7fr161SoUIFu3brRsmXL+7ZPnjyZWbNm8dlnn+Hj48O7775LgwYNOHjwoPHBix07duTMmTNs3LiR5ORkunbtSo8ePVi6dOl/vyIRERERKxIWGmrpECQTUK838zx25adRo0aMHTuWFi1a3LctPT2dGTNm8M4779CsWTPKly/PokWLiImJMVaIDh06xPr16/nkk0+oUqUKL774IrNnz2bZsmXExGj2socJDQ2lYsWKxuWgoCCGdBtiuYBERERERLKYDJ3wICoqirNnz1K3bl3jOjc3N6pUqcL27dtp164d27dvx93dHX9/f2ObunXrYmNjQ2Rk5AOTqoxiCDM8sWPfKz0kYx81NWTIEPr27ZuhxxQREZGsL0SVHwEIUe3HHBma/Jw9exaAvHnzmqzPmzevcdvZs2fJkyePaRDZsuHh4WFsc6+kpCSSkpKMy3FxcRkZdpbg4uKCi4vLfzpG8s1k7OztMigiEREREZGsJUtMdT1hwgTCwsIsHcYT9fHHHxMaGsqpU6ewsbnTG7FZs2bkypWLQoUKsWrVKvbt22ey37xp81ixYAXJN5Np0LwBQ8YMMSY4PVv3pJhfMWxtbVn39TqKlyzO3JVzWfLRElavWM3pv07j6u5KjXo16PdOP5ycnQBYvXw100KnMf7D8UwLmca5mHNUeL4CIdNC8MzraTz3d8u+Y/FHizkVfQpXd1deavwSb417i9GDRnPl4hWmL5pubJuSnELj5xrTe0RvmrVv9gTvpIiIiHXRmB8BjfkxV4ZOde3l5QXAuXPnTNafO3fOuM3Ly4vz58+bbE9JSeHy5cvGNvcaMWIEsbGxxq+TJ09mZNiZQps2bbh06RI///yzcd3ly5dZv349HTt2fOA+O7fsJOpoFHNXzmXsnLH8vO5n5k2bZ9Lm+y+/x87ejk9WfcLwicMBMNgYGDJ6CMt/Xk7ojFB2bd3FrLGzTPZLvJHI4rmLCZsVxsdff8y50+eYMWaGcfvKz1YyeeRkWnRswRc/fsHUBVMpUKQAAM3aN2N7+HYunrtobL/5x80k3kikXtN6/+k+iYiIiIj8Wxma/Pj4+ODl5cWmTZuM6+Li4oiMjKRatWoAVKtWjatXr7J7925jm59++om0tDSqVKnywOM6ODjg6upq8vWsyZkzJ40aNTKZ8W7lypV4enpSu3btB+5jZ2fHqGmjKOZXjBfrvkjPIT1ZPn85aWlpxjYFfQrS751+FClehCLFiwDQIbgD/tX98S7oTcCLAbz51pv8uPpHk2OnJKcwYuIISlcoTclyJWkT1IadW3Yat8+fNZ+OPTrSvnt7ChcrTJmKZegQ3AGACgEVKFSsEGu/Wmtsv3r5auo0qWOsLomIiIiIPG2P3e0tPj6eY8eOGZejoqLYt28fHh4eFCpUiAEDBjB27Fh8fX2NU117e3vTvHlzAEqVKkXDhg0JDg5m7ty5JCcn06dPH9q1a4e3t3eGXVhW1LFjR4KDg/nggw9wcHBgyZIltGvXzqQb3N0qF/flxSuOcOXWsl2hcky8nkDeveconC8fOZKgcrGS+N8zid6PkZFMWLiQP//6i7jr10lJTSUxKYnS/0vEydGRA1fBydGR5vYF4Pa+J+08ee/iFfxj4Pzly1w4e4FOpQLuO/bf+r7cnI+XfMOs5p05d+kS23/axk8ffvjQ9vIvWfd/GRERQRMeyG2a8MAsj1352bVrF5UqVaJSpUoADBo0iEqVKjFq1CgA3nrrLfr27UuPHj0ICAggPj6e9evXG5/xA7BkyRJKlixJnTp1aNy4MS+++CIff/xxBl1S1vXKK6+Qnp7O999/z8mTJ9m8efNDu7yZyzl7dpPl6JgYmgwaRHlfX76aNIndixYx5623ALiZnGxsZ5fNNC82GAykp9+awS67g8M/nrdz48b87/Rptv/2G4vXrcMnf35q3H7NiIiIiIhYwmNXfgIDA41/BD+IwWBg9OjRjB49+qFtPDw89EDTB3B0dKRly5YsWbKEY8eO4efnR+XKlR/afs+xo2zJmYhj9luJ5debDuDk7MS5Snm5YAPXHOCcM+y6qzrw094/SU1Po/3kAdjY2BAH7Iy81eVtrxfkcIMod0i1Md3vmMetf2+tc8a7oDeLD+0kR9M7U5ab8HanZsNaTP5pNb/v/p0GHZqYHE8yxkPuvoiIiIg8QJaY7c2adOzYkSZNmvDHH3/QqVOnR7ZNTk5m7JCxdOvfjTMnz/DR1I9o07XNQ7vJARQoUoCU5BSWz19OjXo1+G3nb3z9+dePHWfwoGAmjphITs+cvFD7BRKuJ7B/535e7faqsU3zDs0Z2GUgaalpNGnT5LHPISL/LJRQS4cgFhaiOZ6sniHU0hFIZpCxT5h8din5yWReeuklPDw8OHz4MB06dHhk24AXAyjoU5AeLXuQfDOZ+s3r02NQj0fuU6JMCQaGDGTRB4uYM2EOlapWoveI3oT0f7xfnk3aNuFm0k2WzlvKzDEzcfdwp87LdUzaPF/jeTzzeFK0RFFye+V+rOOLiIiIiGQ0Q/qj+rBlUnFxcbi5uREbG3vfzG+JiYlERUXh4+NjMs7ombRrl6UjeKT4hATyN27MglGjaPnSS5YO59nkf6fjm1W99sXIEGawdAhiYekhWe7XuGSwZ/1ZiGKeECue8OBRucG9VPmRDJeWlsbFq1eZumQJ7jly0LRmTUuHJCIiIiKi5Ccri8mkU4OfPHmSqg0akC9fPqbPmMH5QoUsHdIzK3O+AkREREQyJyU/kuEKFizI6dOnLR2GiIiIiIiJx37Oj4iIiIiISFakyk8WFkOMpUMQC/NWxzerlx5q6QjE4qx3jLOIyGNT5UdERERERKyCKj9ZmL8KP6LCj4iIiIjZVPkRERERERGroMpPFpZZp7qWp0evABERERHzqfKTBS1cuBB3d/dHthkwYADdunV7OgGJiIiIiGQBVlX5CQsLe2rnCgmx7PQ7o0ePJj093aIxiIiIiIhkJlaV/FgTV1dXS4cgIiIiIpKpqNtbJrFmzRrc3d1JTU0FYN++fRgMBoYPH25s0717dzp16mRcDg8Pp1atWvj6+tKxY0fOnTtn3HZvt7fWrVvzzjvvMGrUKEqXLk2FChVYsmQJCQkJDBw4kBIlSlC9enV++ukn4z5Xr16lT58+lCtXjmLFilG9enWWL18OQJs2bRg5cqTJNVy6dIkiRYqwefPmjL05IiIiIiIZQJWfTKJGjRpcu3aNvXv34u/vT0REBJ6enoSHhxvbREREMGzYMAASEhKYO3cus2bNwsbGhr59+zJmzBjef//9h57jyy+/5M0332TNmjV89913jBgxgvXr19OwYUP69u3LvHnz6NevHzt37iR79uy89957HDlyhMWLF+Ph4UFUVBSJiYkAdOjQwZhMOTg4APDVV1/h5eXFiy+++ORulIiYCAsNtXQIYmF6xqmIiPlU+ckk3NzcqFixojHZCQ8PZ+DAgezdu5f4+HhOnz7NsWPHqFWrFgDJyclMnDiRChUqUK5cOYKCgtiyZcsjz1G6dGkGDBhA0aJF6du3Lw4ODuTMmZOOHTtStGhRBg4cyJUrVzh48CAAp0+fpmzZslSoUIGCBQtSs2ZN6tevD0CjRo0A2LBhg/H4K1asoG3bthgMhoy+PSIiIiIi/5mSn0ykVq1ahIeHk56ezubNm2nZsiWlSpViy5YtRERE4O3tja+vLwBOTk4UKVLEuG/evHm5ePHiI49fqlQp4/e2trbkzJnTZF3u3LmBW93XADp37sy3335LvXr1GDt2LDt37jS2dXR0pFWrVsZucL///juHDx+mbdu2/+0miIiIiIg8IUp+MpHAwEC2bNnC/v37sbOzo2TJkgQGBhIeHk5ERISx6gNgZ2dnsq/BYPjH2d2yZTPt5WgwGEzW/V2xSUtLA+Cll15ix44dBAcHc+7cOdq1a8fo0aON7du3b88vv/xCTEwMy5cvp3r16hQoUODfXbyIiIiIyBOm5CcT+Xvcz/Tp042Jzt/JT3h4OIGBgU89ply5ctG2bVtmz55NaGgoS5YsMW4rVaoUFSpUYOnSpXzzzTe0a9fuqccnIiIiImIuTXiQieTMmZPy5cuzZMkS48QFNWvWpG3btiQnJ5tUfp6G9957j/Lly1OiRAlu3rzJjz/+aOx297f27dvzzjvv4OTkRMOGDZ9qfCICoYRaOgSxsBBNeSAiYjZVfjKZWrVqkZqaaqzyeHh4ULp0aby8vPDz83uqsdjZ2TFhwgTq1q1Ly5YtsbW15YMPPjBp07x5c2xtbWnWrBmOjo5PNT4RERERkcdhSP+ngSKZUFxcHG5ubsTGxt73MM/ExESioqLw8fF55v8Yj4mJsXQInDx5khdeeIG1a9dSrlw5S4djdby9vY3fW9NrX+4whGl2RWuXHpLlfo1LBgsLC7N0CJIJhIRYbxX4UbnBvdTtTf6V5ORkrly5wuTJk6lcubISHxERERHJ9NTtTf6VnTt3UqlSJfbt28fEiRMtHY6IiIiIyD9S5Uf+lRdeeIHTp09bOgwRq5ceaukIxOKst6eL3KaJTwQ0+Ym5VPkRERERERGroMqPiEgWFhYaaukQxML0Wa+IiPmU/GRhMVh+tjexLG+8/7mRPNPU3UXU1UXU/VUAfRJiJnV7ExERERERq6DKj4hIFqZPfEWf9oqImE+VHxERERERsQqq/GRBCxcuZMCAAfx48MeHtgkdEEp8XDxT5k95ipE9HV8v/ppPZ3zKhbMXGBAygA7BHcza71m+JyIiYr0MoZaOQDKDdEsHkEVYV/JjMDy9c6U/+Zeg/yPmO1jSawjp6em4P2NzIsTFxzNl5HtMGziQVi+9hJuLC073XGN0TAw+zZqxd/FiKvr5Gdd7JkC2xEfft8xo4erVDJg2jas//3z/Rs13ICIiImI260p+rIibi4tFz5+enk5qairZsmXsS+zE2bMkp6TwcvXq5PP0zNBji4iIiMizTclPJrBmzRo6derEpUuXsLW1Zd++fVSqVIlhw4YxceJEALp3705iYiKLFy827jf7yHamhUzjXMw5KjxfgZBpIXjmvZUQ3NvFa9OaTcybPo9T0adwdHSkRNkSTF0wlexO2Y1t/cr6sWLBCpJvJtOgeQOGjBmCnb0dAGlpaXw25zNWLVnFpQuXKORTiNcHvE6dJnUA2L1tN2+0eYMZn89g7uS5HPvzGO8vfZ8cbjmYFjKNQ78dwmAwUNCnICMmjaB0hdIPvBdnT5/lvXfeY+eWndjY2FAtsBpDxg4hV+5crF6+mtGDRgNQtHlzAL799Vu8C5qWPwICmgFQqVMnACpXq8xHKz/iohPEp0D/7z5nyUdLSLmZQr1m9RgcNphsdrf+K9xMuskHkz7gh29/4FrsNYqVLEbft/vy3AvPPfTnF5A/gGHjh/HLxl/Ys30PufLkot/IfsZ7AzB73GzC14Vz7sw5cuXJRcMWDQkeGGw875E/jjzwPt24foM3Rt+6ZkNAAADBg4LpMbgHAP4PjUqshbq7iLq6iCY+EUCTn5hJyU8mUKNGDa5du8bevXvx9/cnIiICT09PwsPDjW0iIiIYNmyYcTkhIYHFcxcTNisMGxsbRvUdxYwxMxj7/tj7jn/x3EVG9h5Jv5H9CGwUSEJ8Ansj95J+V9e8nVt2Yu9gz9yVczlz8gyjB43GLacbvYb3AmDh7IWs+3odwycOp6BPQfb+updR/Ubhnsud56rdSQzmjJ9D/1H9yV8oPzncctCjVQ/8yvgxfOJwbGxsOPLHkYdWg9LS0hjcdTBOzk589NVHpKakMnnkZN5+820+WvkR9ZrWI693Xnq3683C7xeS1zsvOXPlvO84C79fSNDLQcxZNoeifkWxs7Mzbtu1bReeeTyZ++VcTkad5O0336ZEmRK06NgCgMnvTCbqSBTjPhhH7ry5+Xn9z/Tr1I8vfvyCQkULPfRnOPe9ufR5uw+Dwwaz9qu1jOw1kqJ+RfHx9QHAydmJUdNHkdsrN8cOHWPcW+NwdnGmc6/OALzb990H3qfy/uUZFDaIj6Z8xMpfVhqPJSIiIiKPT8lPJuDm5kbFihUJDw/H39+f8PBwBg4cSFhYGPHx8cTGxnLs2DFq1apl3Cc5OZmlg0ZQLHcBAOJatGH0J58Yx7PcPb5lz58XSU1Jpf9ztSlsmw/coF394hALxN5q65jNjlVDR+Hk6Aili+EY3JOhs2bxSac3SE5J4bNZC/hxzhyqlSgPQPMaBTjdcD8R876hZ+HniL9067zvvd6TZsWr3Fq4ARdOnWNUu9do7VTk1rrnbicQDxh3szFyJ8f/PE7UqlUU9PQC4PmRoZR59VXSN/7Bi2XK4JLiBkCtlJwUSfGEc/cfxzPlVkL0QoobFVM8IeVWLJ4J4OniyvLeQ7G1tYUyRdhe/UWOb9yJf+0WnDh7ljXL13Bi9Wq8c+e+dZ1NX+OP9dvZ9elqWvbu/dCfYfuX6jI2sDkArTq9yR+bdvDz7OW0GT4cAP+2r99pXNabtPZ/sezrjcxqfiv5eeh9ugiHU13Ilm6gYcrtbn63f26AxvyIiIiIPAYlP5lErVq1CA8PZ/DgwWzevJkJEyawYsUKtmzZwuXLl/H29sbX19fY3snJiWIFChiX83l6cv7KlQceu4KvL3UCAijXvj0NqlalfpUqtK5Th5yuriZtnBwdjcvVypUjPiGBk+fOEZ+QQEJiIvX69DE57s3kZCrdNaEAgH+pUibLgzp0oPvYsXy+di11n3+eNnXrmsR9t0NRURTMm5eCXl7GdaWLFsU9Rw4ORUcTUKbMw26f2coULXor8bktX65c/H78OAC/HztGamoqJVq1Mtkn6eZNcrm5PfK41cqVu29535EjxuXlP/zArOXLOX7qFPE3bpCSmoqrs7Nx++PcJxERERH5d5T8ZBKBgYHMnz+f/fv3Y2dnR8mSJQkMDCQ8PJwrV66YVH0Ak65cAAaDwaQb291sbW3ZOGcO2377jR9+/ZXZK1Yw8sMPiVywAJ/8+f8xtvgbNwD4fvp08ufJY7LN4Z44nLNnN1kO7dGDDg0a8P3Wrazbto2Qjz9m2bhxtKhd+x/P+yTY3dPlzmAwkJaWBkB8QgK2trbsXrTIJEECcLnnuh7H9t9+o+OoUYT16EGDqlVxc3Fh2Q8/MHXJEmObzHafRERERJ5FSn4yib/H/UyfPt2Y6AQGBjJx4kSuXLnC4MGD79snxvtOn6fLHh4m6xKcnEhMSTFp45M/Pz0bNaJ7airPP/88C/fsoWdAAAlOTuw9dozjOXOS/fYf+es3bcLZ2RnbSpXImZCAg4MD+5OS8K1S5f44gIvR0QCc8fIi4Z4qiYu3N69Wq8arQK9evfhw40aqdOx433Hy+PtzcsYMdqank/92UnbkyBGuXrtG7uefJ8bbm/OXLwNwLm9e7L0f3Ofrss2tZ/eezZXL5PofdE/inZ256eBAjLc33jVqkJqaykFbW6rcc51pPLCnntGm//2Puncd95fDhylbtiwx3t6s++47ChQoQNd33jFuP7RyJek2NiaxPOw+Xc+Th5T0dJO2f1OvNxER0cQnApr8xFw2lg5AbsmZMyfly5dnyZIlBAYGAlCzZk327NnDkSNH7qv8PI49e/Ywa9Ys9u/fz+nTp1m7di2XL1826UaXnJzMkCFDOHLkCJs2bWLq1Kl07doVGxsbXFxc6NmzJ6GhoaxYsYLo6Gh+//135s+fz4oVKx563hs3bjBy5Ei2bdvGqVOn2LlzJ/v37zc5791q1KhByZIl6du3L7///jt79+6lf//+VKtWjQoVKph9vZ6enjg6OvLzzz9z4cIF4uLizNqvWLFitGzZkv79+7N27VpOnDjB3r17mT17Nj/++PAHysKtGfuWLVvG8ePHmTJlCvv27aNr164AFC1alNOnT/Ptt98SHR3Np59+yrp164z7/tN9KlCgANevX2fz5s1cvnyZG7crcSIiIiLyeFT5yURq1arFvn37jMmPh4cHpUuX5ty5c/jdM7bmceTIkYPIyEg++eQT4uPjyZ8/P6NGjeKll14ytnnxxRfx8fGhZcuW3Lx5k+bNmzNo0CDj9rfeeotcuXLx/vvvc+LECVxdXSlXrhx9+/Z96HltbW25cuUK/fv35+LFi3h4eNCoUaMHVrHgVhe0BQsW8M4779CyZUtsbGwIDAxk7Nj7Z7B7lGzZsjFmzBimT5/OlClTqFKlCitXrjRr32nTpjFz5kxGjx7N2bNn8fDwoHLlytStW/eR+w0ePJhvv/2Wt99+mzx58jBnzhxKlCgBQP369QkODmbkyJHcvHmTOnXqMGDAAKZNmwb8830KCAjgtdde48033+TKlSsMGjToofdQRERERB7OkP6wgSKZWFxcHG5ubsTGxuJ616B9gMTERKKiovDx8cHxrgH8z6KYmEd1xDLfgAEDiIuLY/78+RlyPGuTP39+Pv30Uxo2bPjUz+19V1c4a3rtyx2GMIOlQxALSw/Jcr/GJYPpfUDAut8LHpUb3EuVnyws5pGjUMyXQAKJJGbY8azRZS5b5P55a9SP1dPDDUUPNpRQQi0dgkiWoeQnC8uoP3ydcCKFFP0h/R944KH7JyIiFqHkRwBC9EmIWZT8CDNmzLB0CFna6dOnLR2CiIiIiJhByU8W5p1BY34kC3vIdN8iImI91P1VAHWBNZOmuhYREREREaug5EdERERERKyCkh8REREREbEKGvOThe3ScA+r52/pAMTiwkJDLR2CWJi6+YuImE/JTxbmr/kORAmw1dMUt6LpbUUfggjogxBzqdtbFrRw4ULc3d0tHUamERQaSvMhQywdhoiIiIhkclZV+TGEGZ7audJD0p/YsV999VUaN24MJ06YvU9gz55ULFGCGYMHP7G4LGXmkCGkpz+5+y2SmWmKW9HHvSIi5rOq5OdZkT17drJnz/5YyU9GuZmcjL2d3VM/76O4ubhYOgQRERERyQKU/GQCa9asoVOnTly6dAlbW1v27dtHpUqVGDZsGBMnTgSge/fuJCYmsnjxYhYuXMiAAQM4ePAgAFOnTmX9+vX07NmT9957j9jYWGrXrs17772Hi4sLAwYMIGLPHiL27GHmsmUA/PrrrxQsWJA///yTsWPHEhkZiZOTEzVr1iQsLAwPDw8AWrdujZ+fH7a2tnz99deULFmSlStX3ncNAwYMIC4ujooVK/Lpp59y8+ZNevToQd++fZkwYQLLli3D0dGRt956i1dffdW437hx41i3bh1nzpwhT548tGjRgoEDB2J3V4I1Y8YM5s+fT2JiIk2bNsXDw4Off/6ZjRs3mpx7/vz5AKSlpTF37lyWLFlCTEwMnp6edOrUif79+z+Bn55laciPiIho7J+Axv+ZS8lPJlCjRg2uXbvG3r178ff3JyIiAk9PT8LDw41tIiIiGDZsmMl+Mdya8eAa14j+K5pVG1bx3mfvcS32GiPeGMHE9yfSa3gveo3uxZ//+5NiJYvRc0jPWzvngsOxh2ndtjXN2jejV2gvkhKTmD1uNl17duXDLz8EIIkkVny5gladW/Hxqo9Nznu3BBLYsnULrvlc+fCrD/lt12+MGTyGLbu2ULlKZT5d/Skbv9vIW8PeokSNEuT1zgtAmnMaI6ePJLdXbo4dOsa4t8aR5pJG516dAVj39TpmzZ7FW+PfooJ/BX747gcWfrQQ74LexjgSSCCRROPy7AmzWbV0FQNDBlLx+YpcPH+R6GPRD4w7q/NW+iMiIiJiNiU/mYCbmxsVK1YkPDwcf39/wsPDGThwIGFhYcTHxxMbG8uxY8eoVavWQ4+RlpZGyPQQnF2cAWjcqjE7t+wEwMXVBTt7OxwdHfHM42ncZ8WCFfiV9aP3iN7Gde9OfZcmAU346/hfFC5WGICCPgXp906/f7wOV3dXhowZgo2NDUWKF2HRB4tIupFE135dAQjqG8Rncz5j/8791G9WH4DXB7xu3N+7oDd//e8vNn670Zj8rJi/gqbtmtL01aYABA8MJjIikoTrCQ+M4Xr8dZZ9uoyhY4fSpG0TAAoUKUDF5yv+Y/wiIiIi8mxT8pNJ1KpVi/DwcAYPHszmzZuZMGECK1asYMuWLVy+fBlvb298fX0fun++gvmMiQ+AZx5PLl+6/MhzHj14lF3bdlHTt+Z92079dcqY/JQsX9Ksayhaoig2NncmEPTI7UExv2LGZVtbW9xyunH54p24fvj2B5bPX86pv05x4/oNUlNTTa7jr//9ResurU3OU6ZiGXZu3fnAGKKPRnMz6SYBLwaYFbOIiEhWp4lPBNDkJ2ZS8pNJBAYGMn/+fPbv34+dnR0lS5YkMDCQ8PBwrly58siqD0C2bPf8KA2QnvboGdASEhKoUa8Gfd/ue982z7x3KkTZs2c36xqy2ZnGYDAY7ovLYDCQlpYGwG+7fmNU31H0GNyDqoFVccnhwg/f/sCSj5eYdb4HcXB0+Nf7ioiIiMizTclPJvH3uJ/p06cbE53AwEAmTpzIlStXGPyAKar/fsjpmmvglGz60NMtsWCfemddrjQ7PK+lmbSpXaQkX/30E6/Y5rs/ebp66ytHEuS9/s8PVPVMgGyJpu0etK99KhSKvbUu4qffKOzlxQdtuhm3rz16Ftu0O/uULliYi9sO4l/9ZWObEzsPmlzv3ecu61iQ7A4OXFizk2bN8z866GeBhvxYPT3cUPRhr+h9QEDvBeZS8pNJ5MyZk/Lly7NkyRLef/99AGrWrEnbtm1JTk5+YOUnxvvWX77XcuQg2c7OuAwQ6+ZGqq2tcV2e4sXZ8scfRKam4uzsjLu7O6369OGj776j+dix9OrVC3d3d6Kjo/n222+ZMmUKtra23HRwIN7Z2eTYD5Lg5ERiSopJuwftm2prS6ybGzHe3uSqWJETc+bw4c6dVKhQgU2bNvFVRATpNjbGfTr17MnQoUMpVq0a/v7+fPfdd+w/fpxChQoZ29x77l59+jB0zhyu585NQEAAly5d4siRI7Rv3/6xfy6ZnXIfEREREfPZ/HMTeVpq1apFamoqgYGBAHh4eFC6dGm8vLzw8/P7T8fu2bMnNjY2BAYGUq5cOU6fPo2XlxerVq0iLS2NDh06UKdOHUJCQnB1dTUZu/Ok1K9fn+DgYEaOHEn9+vXZtWsXAwYMMGnTsmVL+vTpw5gxY2jYsCEnT56kbdu2ODg8vHvbgAED6NGjB1OmTCEwMJA333yTixcvPuGrEREREZHMzpCenv7ogSGZUFxcHG5ubsTGxuLq6mqyLTExkaioKHx8fHB0dLRQhE9HTMyzN3WzOdq1a0fu3LmZPXu2pUOxOO+7qmrW9NqXO8LCwiwdglhYSIg6u1g7vQ8IWPd7waNyg3up25tkajdu3GDRokUEBgZia2vLqlWr2Lx5M1988YWlQxMRERGRLEbJj2R6P/30E7NmzSIpKYlixYoxb948ata8f3puERERaxSiCQ8EwIorP49DyY9katmzZ2f58uWWDkNEREREngFKfrIwbysd8yN3+YdZ+ERERETkDs32JiIiIiIiVkHJj4iIiIiIWAV1exMRycI00Fk0yFnC9D4ggN4JzKPKj4iIiIiIWAVVfkREsjB94iv6tFdExHwZnvyEhobe96RhPz8//vzzT+DWU+gHDx7MsmXLSEpKokGDBnzwwQfkzZs3o0N55sVk8ExfJ0+epGrVqmzYsIGyZctm6LHlydBcb6Jub6JubyIi5nsilZ8yZcrw448/3jlJtjunGThwIN9//z1ffvklbm5u9OnTh5YtW7J169YnEYqJe5OyJylEv4xERERERDKVJ5L8ZMuWDS8vr/vWx8bG8umnn7J06VJeeuklABYsWECpUqX49ddfqVq16pMIR56imzdvYm9vb+kwRERERETu80QmPDh69Cje3t4ULVqUjh07cuLECQB2795NcnIydevWNbYtWbIkhQoVYvv27Q89XlJSEnFxcSZfz5o1a9bg7u5OamoqAPv27cNgMDB8+HBjm+7du9OpUycAvvrqK2rXro2Pjw9VqlRh7ty5JserUqUKs2bNYtCgQZQoUYKAgAAWL15s0mbv3r3Ur1+fokWL0qhRIw4cOHBfXH/++SedOnXC19eXChUq0LdvXy5fvmzc3rp1a0aOHMmoUaMoW7YsHTp0yLB7IiIiIiKSkTK88lOlShUWLlyIn58fZ86cISwsjBo1anDgwAHOnj2Lvb097u7uJvvkzZuXs2fPPvSYEyZMeKpd1iyhRo0aXLt2jb179+Lv709ERASenp6Eh4cb20RERDBs2DB2795N27ZtCR4UTL2m9fht129MensShpwGXnn1FQBSSWXuR3PpObQnn/f9nE3fb2LEiBEUrVqUIsWLkHA9gde6vMbzNZ/n3dnvEnMixthV7wIXiCGGa7HXaN22Nc3aN6NXaC+SEpOYPW42XXt25cMvPwQgiSRWfLmCVp1b8fGqjwGIIebp3jwr5q1RP1ZPEx6IOlmLiJgvw5OfRo0aGb8vX748VapUoXDhwqxYsYLs2bP/q2OOGDGCQYMGGZfj4uIoWLDgf441M3Fzc6NixYqEh4fj7+9PeHg4AwcOJCwsjPj4eGJjYzl27Bi1atUiNDSUOnXq0H1gdwAKFytM1NEoPp/7uTH5AXjhpRdoE9QGgC69u/DFvC/YvW03RYoXYf0360lLS+PdKe/i4OhAMb9inD9znokjJhr3X7FgBX5l/eg9ordx3btT36VJQBP+Ov4XhYsVBqCgT0H6vdPvadwmEREREZF/7YlPde3u7k6JEiU4duwY9erV4+bNm1y9etWk+nPu3LkHjhH6m4ODAw4ODk86VIurVasW4eHhDB48mM2bNzNhwgRWrFjBli1buHz5Mt7e3vj6+nLo0CGaNWuG/10FllbFKrBs3hdUOpmKra0t9qlQu4DvXW0MFMiZi+xRl/GPgSX7oqlczJfql+/cV7tC5ZgIlLkAFWNg0p6j7N66i8DiNe+L1WnPKfyzFyZHElQuVtIkFnmKVPgRERERMdsTT37i4+M5fvw4r732Gs899xx2dnZs2rSJVq1aAXD48GFOnDhBtWrVnnQomV5gYCDz589n//792NnZUbJkSQIDAwkPD+fKlSvUqlXLpP3dU11f9vAAg4EYb29sbW1JtbUlwcPDpE2KnR2xLi7EeHsT7+xMkr29yfbzV67c+jd3bmK8vbmUlka9+vV5++2374s1b968xDg5cdPBgXRPzwyfdlvMo7suIiKhhFo6BMkEQtQJ1iwZPuHBkCFDiIiIIDo6mm3bttGiRQtsbW1p3749bm5uvP766wwaNIiff/6Z3bt307VrV6pVq6aZ3rgz7mf69OnGROfv5Cc8PJzAwEAASpUqdd/U4Dt37qRo0aLY2tqada6/K0iJiYnGdXv27DFpU7ZsWQ4fPkzBggXx8fEx+XJycvoPVyoiIiIi8vRleOXn1KlTtG/fnkuXLpE7d25efPFFfv31V3Lnzg3A9OnTsbGxoVWrViYPORXImTMn5cuXZ8mSJbz//vsA1KxZk7Zt25KcnGxMiAYPHkxAQADTp0+nadOm7N69mwULFjB+/Hizz9WiRQsmTZrE0KFD6du3LydPnrxvxrigoCCWLl1Kr1696NWrF+7u7kRHR/Ptt98yZcoUsxMtEREReXJU+RExX4YnP8uWLXvkdkdHR+bMmcOcOXMy+tTPhFq1arFv3z5jlcfDw4PSpUtz7tw5/Pz8AKhcuTIrVqzg7bffZubMmeTJk4ehQ4fy6quvmn0eZ2dnFi5cyPDhw2nQoAG+vr6MHDmS4OBgYxsvLy9WrVrF+PHj6dChA0lJSRQoUIDAwEBsbJ7ILOkiIiIiIk+MIT09Pd3SQTyuuLg43NzciI2NxdXV1WRbYmIiUVFR+Pj44OjoaKEIn46YGM0yYO287xprZU2vfbnjWX8MgPyzvx9TINZL7wMC1v1e8Kjc4F5PfMIDEREREXly1O1NQBMemEt9l0RERERExCqo8iMiIiKShanyI2I+VX5ERERERMQqqPIjIpKF6RNfUT9/ERHzKfkREcnC0kMtHYFYnHIfERGzqdubiIiIiIhYBVV+RESysLDQUEuHIBamwo+IiPlU+REREREREaug5EeMTp48Sf78+Tlw4IClQxERERERyXDWlfwYDE/vSyxi6tSp1KtXz9JhiIiIiEgmZF3JjzxxN2/etHQIIiIiIiIPpAkPMok1a9bQqVMnLl26hK2tLfv27aNSpUoMGzaMiRMnAtC9e3cSExNZvHgxX331FW+//TbR0dHkyZOHrl278sYbbxiPV6VKFTp27Eh0dDRr1qzBzc2N/v3706lTJ2ObvXv3MmzYMI4dO4afnx/9+vW7L64///yTsWPHEhkZiZOTEzVr1iQsLAwPDw8AWrdujZ+fH7a2tnz99deULFmSQYMG0aZNG5YsWcL48eM5fvw4lStX5sMPP+S3334jLCyMs2fPUrduXaZMmUL27NkBSEtLY86cOSxZsoQLFy7g4+PDgAEDaNKkCQDbtm2jTZs2LFu2jPHjx3PkyBHKlCnDtGnTKF68OMuXL2fatGkA5M+fH4Bp06bx6quvPoGfmIiISOag530J6Jlf5lLlJ5OoUaMG165dY+/evQBERETg6elJeHi4sU1ERASBgYHs3r2btm3b0rRpU3788UcGDRrEe++9x/Lly02O+dFHH1G+fHk2bNhAly5dGDFiBMeOHQPg+vXrdOnShRIlSrBu3ToGDRrEmDFjTPaPjY2lbdu2lClThnXr1rFkyRIuXrxIz549Tdp9+eWX2Nvbs2rVKmOiBre6oI0bN45vv/2WmJgY3njjDT755BPmzJnDokWLiIiIYP78+cb2s2fPZuXKlUycOJGffvqJ4OBg+vXrx/bt203ON2nSJEaNGsW6devIli0bgwcPBqBp06b07NkTPz8/9u7dy969e2natOm//ImIiIiIyLNGlZ9Mws3NjYoVKxIeHo6/vz/h4eEMHDiQsLAw4uPjiY2N5dixY9SqVYvQ0FDq1KnDwIEDAShWrBhHjx5l7ty5JlWOl156iaCgIAB69+7NvHnz2LZtG8WLF+ebb74hLS2NKVOm4OjoiJ+fH2fOnGHEiBHG/RcsWEDZsmVN1k2dOpWAgACOHz9OsWLFAPDx8eGdd94xtjl//jwAb731FgEBAQC0b9+eCRMmsG3bNgoXLgzAyy+/zLZt2+jduzdJSUnMnj2bZcuW4e/vD0DhwoXZuXMnixcvplq1asbjDxs2zLjcu3dvOnfuTGJiItmzZ8fZ2RlbW1vy5MmTMT8YkUxOn/iKPu0VvQ+ImE+Vn0ykVq1ahIeHk56ezubNm2nZsiWlSpViy5YtRERE4O3tja+vL4cOHaJ69eom+wYEBBAVFUVqaqpxXenSpY3fGwwGcufOzaVLlwA4evQopUqVwtHR0djmueeeMznmwYMH2bZtG76+vsavWrVqAfDXX38Z25UvX/6B13P3+XPnzk327NmNic/f6y5evAhAdHQ0N27coH379ibnW7lypcm57j1u3rx5AYzXJSIiIiLyMKr8ZCKBgYHMnz+f/fv3Y2dnR8mSJQkMDCQ8PJwrV64YEw9zZctm+uM1GAykpaWZvX9CQgL16tXj7bffvm/b30kHYByz80/nt7Oze2g8169fB2DRokV4eXmZtLO3t3/kcYHHui6RZ0l6qKUjEItT4UdExGxKfjKRv8f9TJ8+3ZjoBAYGMnHiRK5cuWIc21KqVCm2bt1KcHCwcd+dO3dStGhRbG1tzTqXr68vX331FYmJicbqz549e0zalC1blrVr11KwYMEHJhwZqUSJEjg4OHD69GmTLm6Py87OTomQWJWw0FBLhyAWptxHRMR86vaWieTMmZPy5cuzZMkSAgMDAahZsyZ79uzhyJEjxoRo8ODBbNq0ienTp3P8+HFWrFjBggUL7puI4FFatGiBwWBg6NChHDlyhE2bNjF37lyTNkFBQVy9epVevXqxb98+oqOjjWOR7u5elxFcXFzo2bMnoaGhrFixgujoaH7//Xfmz5/PihUrzD5OwYIFOXHiBAcOHODy5cskJSVlaJwiIiIiknWp8pPJ1KpVi3379hmTHw8PD0qXLs25c+fw8/MDoHLlyqxYsYKhbw9lxswZeObxpMfQHtR4tQYxxACQSiqxxBqXAZJJ5hrXbq1zhikLpzBh+ATqN6iPj68Pb458k2HBw7jAhVttvODjVR8ze/xs2nVox82km+QrkI9qgdU4a3MWAwaSSOI6103Oc4lb42/Ocpbr3OrOdpWrpJFm0u4a10gm2biu01udyJYrGzPen8HpE6fJ4ZoDv3J+dO3blRhiHnjcC1wA4BznsMWWSo0rUXVtVVq3bc212GuMmjaKV159JcN/TpmFN96WDkFEREQkyzCkp6enWzqIxxUXF4ebmxuxsbG4urqabEtMTCQqKgofHx+TwfzPol0xuywdgliYv7e/8Xtreu3LHWFhYZYOQSwsJEQd36yd3gcErPu94FG5wb1U+RERycI0xa1oqmvR+4CA3gvMpTE/IiIiIiJiFVT5ycI03kNERERExHxKfrKwuycPEOukBFj0nB9RTxfR+4AAei8wk7q9iYiIiIiIVVDlR0QkC9NDTkUf9oqImE+VHxERERERsQqq/IiIZGGa4lY0va2IiPmU/GRh/prvQDTfgYiI1VP3VwF1gTWXur3JP4qOicEQEMC+w4ctHYqIiIiIyL9mVZUfQ5jhqZ0rPST9qZ3rSSuYNy9n1q3D093d0qGIyD00xa3o415R91cBdYE1l1UlP2IqNTUVg8GAjc2jC4C2trZ4eXo+pahERERERJ4MJT+ZxKJFixg4cCAxMTE4ODgY1zdv3pwcOXLw+eef8+233xIWFsbBgwfx9vamXst6dO3XlWzZbv0Yl3y0hNUrVnP6r9O4urtSo14N+r3TDydnJwBWL1/NtNBphM4MZc74OZz43wm+3vo1b7R4gxYdW3Ay+iSb1mwih1sOuvXvRstOLQGIORlDs6rNWLxhMX5l/di9bTdvtHmDOcvm8P749/nfkf9RokwJRk0bRZHiRYyxfzrjU5bPX05SYhL1mtbDzcON7T9vZ+nGpU/vxj7j/C0dgFic+vqLPusVETGfkp9Mok2bNvTr14/vvvuONm3aAHD+/Hm+//57fvjhBzZv3kznzp2ZNWsWNWrU4Pjx4wS9HgRA8KBgAAw2BoaMHoJ3IW9O/3WaSW9PYtbYWQyfMNx4nsQbiSyas4iR743ELacbHp4ewK3EqefQnnTt25VN329i0ohJVK5a2SSZudeHkz6k/6j+5MyVk4nDJzJm8Bg+/fZTANZ9vY4Fsxfw1vi3qOBfgR+++4ElHy3Bu6BG6ItkJHV3EXV1EXV/FUCfhJhJEx5kEtmzZ6dDhw4sWLDAuG7x4sUUKlSIwMBAwsLCGD58OF26dKFo0aLUq1ePnkN78vXir43tOwR3wL+6P94FvQl4MYA333qTH1f/aHKelOQUho0fRoWAChQpXgTH7I4AvPDSC7QJakNBn4J06d0Fdw93dm/b/ciY3xz2Js9Ve46iJYrSpXcXftv1G0mJSQCsmL+Cpu2a0vTVphQuVpjggcEUL1k8o26XiIiIiMhjU+UnEwkODiYgIIDTp0+TP39+Fi5cSFBQEAaDgf3797N161bGjRtnbJ+SmkJSYhKJNxJxzO5I5C+RLHx/IX8d/4vr166Tmppqsh3Azt4O39K+95377nUGg4FcuXNx+dLlR8Z79z6eeW+NCbpy6Qpe+b34639/0bpLa5P2ZSqWYefWnY9/Y0REROSh1P1VQIUfcyn5yUQqVapEhQoVWLRoEfXr1+ePP/7g+++/ByA+Pp6wsDBatmxpbP/7ud8BsHewJ+ZkDIOCBtHqtVb0GtYLV3dX9u/cz5jBY0i+mWxMfhwcHTAY7p/1zjabrekKA6SnPXrGur/HGt0tLS3tsa5ZRERERORpUfKTyXTv3p0ZM2Zw+vRp6tatS8GCBQGoXLkyhw8fpnjxO13Hil+9euubs/BVxJ+kp6axOHiAcfa2Q0dvdXmrdBbcr8OBq2Cbdv/DUe1ToVCs6XqnZPC+dmtd9Llb68pcgIoxEH8Jk+MCZLtw69/y56CILZQuWJiL2w7iX/1l4zFP7DyIU7IezpqhNITK6mnMj4jofUBA4//MpTE/mUyHDh04deoU8+bNo1u3bsb1o0aNYtGiRYSFhfHHH39w6NAhlv3wA+98+CEAxQsUIDklhdnLl/O/U6f4fO1a5n799cNO88T1bduWT7/9ls/WrOHoiROM/fRTfjt69IFVJxERERGRp0HJTybj5uZGq1atcHFxoXnz5sb1DRo0YM2aNfzwww8EBARQtWpVpi9dSmEvLwAqlCjBtIEDmbRoEWXbtWPJunVM6N3bQlcBHRs1YkRQEENmzqTya68RFRNDUJMmON41jbeIiIiIyNNkSE9Pf/TAjkwoLi4ONzc3YmNjcXV1NdmWmJhIVFQUPj4+ODo6WijC/6ZOnTqUKVOGWbNmPbJdTEzW6j/Wrl07cufOzezZsy0dyjPD2/tOv7dn4bUvj88QpmqqtUsPyXK/xiWjqVeFAGS9P+kzzKNyg3tpzE8mcuXKFcLDwwkPD+eDDz6wdDj/yY0bN1i0aBGBgYHY2tqyatUqNm/ezBdffGHp0ERERETESin5yUQqVarElStXmDRpEn5+fpYO5z/76aefmDVrFklJSRQrVox58+ZRs2ZNS4clIiLyTNFU1wKa6tpcSn4ykejoaEuHkGGyZ8/O8uXLLR2GiIiIiIiRkp8sLIasNeZHMp635rq2eumhlo5ALE4f91o9TXUtoKmuzaXZ3kRERERExCoo+REREREREaugbm9ZmL96vYl6vYmIWD11fxVAXWDNpMqPiIiIiIhYBVV+RESyMEOopSMQS7PexxrK3zTVtYAKP+ZS5UdERERERKyCVVV+wsLCntq5QkIyT/4d2LMnFUuUYMbgwZYORURERDJYiCo/ApCJ/vbMzKwq+RERedZooLOor4uo25uA3grMpW5vmUR0dDQGg+G+r8DAQAC2bNlCjRo1yJ49OwULFqRfv35cv3HDuP8HX36Jb8uWOFavTt4GDWg9bBgAQaGhROzZw8xlyzAEBGAICCA6RtPEiYiIiIj1UeUnkyhYsCBnzpwxLp89e5a6detSs2ZNjh8/TsOGDRk7dizz58/nwoUL9OnThz5RUSwICWHXwYP0mzqVz8PCeKF8eS7HxbF5714AZg4ZwpETJyhbrBije/YEIHfOnBa5RhHJeJrwQDThgYiI+ZT8ZBK2trZ4eXkBkJiYSPPmzalWrRqhoaH06NGDjh07MmDAAAB8fX2ZNWsWtWrV4sPhwzlx9izOjo40efFFcjg7UzhfPir5+QHg5uKCvZ0dTo6OeHl6WuryREREREQsTslPJtStWzeuXbvGxo0bsbGxYf/+/fz2228sWbLE2CY9PZ20tDRWp8SQp3kV8izMR6GWzakWWI1qtatRu1FtHLM7AnDNAc45wy49EPOZ42/pAMTiNOZH1NFfNOGBAJrwwExKfjKZsWPHsmHDBnbs2EGOHDkAiI+Pp2fPnvTr18+k7e/nfscrvxd29nZ8vv5zdm/bTeQvkXw05SPmTZ3HZ2s/I4dbDktchoiIiIhIpqPkJxP56quvGD16NOvWraNYsWLG9ZUrV+bgwYMUL17cpP1Vp6vG77Nly0aVmlWoUrMKwYOCqV2qNju37uSlxi9hZ2dHWlra07oMEREREZFMSclPJnHgwAE6d+7MsGHDKFOmDGfPngXA3t6eYcOGUbVqVfr06UP37t1xdnbm4MGDbFyyhPffeos1mzfzv9OnqVmpEjldXVm7dSvpaem8nKMwZWKgvEc+9kUewHNXDC5OTni4umJjo4n+ngnqymj1NOGBaMID0VTXAuoBay79BZxJ7Nq1i4SEBMaOHUu+fPmMXy1btqR8+fJERERw5MgRatSoQaVKlRg1ahTeuXMD4J4jB1///DMv9epFqTZtmPv113wxdixlblePhnTqhK2tLaXbtiV3vXqcuJ1YiYiIiIhYE0N6enqW+9AoLi4ONzc3YmNjcXV1NdmWmJhIVFQUPj4+ODo6WijCp2TXLktHIJbmf2fKA6t67YuRIcxg6RDEwtJDstyvccloBr0PCJD1/qTPMI/KDe6lbm9ZWIy3+jxZO70CRLO9ifq6iIiYT93eRERERETEKij5ERERERERq6DkR0RERERErMIzO+YnC87jIPKf6DVvnTTVteh/vuh9QEDvBeZ65io/dnZ2ACQkJFg4EpGn6+/X/N//B0RERETE1DNX+bG1tcXd3Z3z588D4OTkhOEZnQIyJSXF0iGIhSUmJpKenk5CQgLnz5/H3d0dW1tbS4clIiIikik9c8/5gVvdf86ePcvVq1effnBP0V9X/7J0CGJhhd0LG793d3fHy8vrmU325SH085as92tcMpreBwSs+r3A6p/zYzAYyJcvH3ny5CE5OdnS4Twxjd5vZOkQxML+7PMncKurmyo+IiIiIo/2TCY/f7O1tX2m/yD867oqP9bO0dHR0iGIiIiIZBkWnfBgzpw5FClSBEdHR6pUqcKOHTssGY6IiIiIiDzDLFb5Wb58OYMGDWLu3LlUqVKFGTNm0KBBAw4fPkyePHksFZaISJaiKW7Fenv5y9/0PiCg9wJzWazyM23aNIKDg+natSulS5dm7ty5ODk5MX/+fEuFJCIiIiIizzCLVH5u3rzJ7t27GTFihHGdjY3N/9u78+icz/z/4687kUUWkYSEoFnVWikyYxv7rmqNpZwh5ig1NKaxDG0FMZ1MO6Voz+jmFB1nMhqmo44jjUxSEqU6IompPZRGRCWlibSW3Pn94bh/zdxoO1+5P/m4n4+/cl/Xx+0lh4+87+v6vC8NGDBAn376qd31169f1/Xr122vr169Kul2Zwen9r3RAWA0p/83AO4D4D4A7gOQ5Nz3gjt/9p/SxNqQ4ufy5cuqqqpScHBwjfHg4GAdO3bM7vrk5GQtX77cbrxFixa1lhEwA78/+RkdAYDBuA8AkLgXSFJ5ebn8/O7/fTBFt7fFixcrISHB9tpqtaqsrEyBgYGcaeKkvv32W7Vo0ULnz5//0X7uAB5e3AsAcB9AdXW1ysvLFRIS8qPXGlL8NGrUSK6uriopKakxXlJSoiZNmthd7+HhIQ8PjxpjDRs2rM2IMIkGDRpwowPAvQAA9wEn92MrPncY0vDA3d1dnTt3VkZGhm3MarUqIyND3bp1MyISAAAAgIecYdveEhISNHXqVMXExOiXv/ylVq9erWvXrmnatGlGRQIAAADwEDOs+JkwYYK+/vprJSYm6uLFi3r88ce1a9cuuyYIwN14eHho6dKldtshATgX7gUAuA/g57BU/5SecAAAAABgcoYdcgoAAAAAjkTxAwAAAMApUPwAAAAAcAoUPwAAAACcAsUPAAAAAKdA8QPT+Oqrr+45t3//fgcmAQAARrh586bq1aunI0eOGB0FJkXxA9MYNGiQysrK7MZzcnI0ZMgQAxIBAABHcnNz0yOPPKKqqiqjo8CkDDvkFPi5unbtqkGDBikzM1O+vr6SpD179ujJJ5/UsmXLjA0HwKEuXLig7OxsXbp0SVartcZcfHy8QakAOMILL7yg559/Xu+//74CAgKMjgOT4ZBTmIbValVsbKzKysqUlpamffv2acSIEfrDH/6guXPnGh0PgINs2LBBM2fOlLu7uwIDA2WxWGxzFotFhYWFBqYDUNs6duyoU6dO6ebNmwoNDZW3t3eN+UOHDhmUDGZA8QNTuXHjhp544glVVlYqPz9fycnJmjNnjtGxADhQixYt9Mwzz2jx4sVycWH3NuBsli9fft/5pUuXOigJzIjiB3Vafn6+3Vh5ebmeeuopPfHEE5o1a5ZtvEOHDo6MBsAggYGB+uyzzxQZGWl0FACAyVD8oE5zcXGRxWLRD/+a/vD1na8tFgsPPwJOYuHChQoICNCiRYuMjgLAIFeuXFFqaqpOnz6tBQsWKCAgQIcOHVJwcLCaNWtmdDzUYRQ/qNO+/PLLn3xtaGhoLSYBUFdUVVVp+PDh+u677/TYY4/Jzc2txvyqVasMSgbAEfLz8zVgwAD5+fnp7NmzOn78uCIiIvTiiy/q3Llz2rRpk9ERUYfR7Q11GgUNgP+WnJystLQ0tWrVSpLsGh4AeLglJCQoLi5Or7zyiq37qyQNGzZMkyZNMjAZzICVH5jK6dOntXr1ah09elSS1LZtW82dO5e9/4AT8ff312uvvaa4uDijowAwgJ+fnw4dOqTIyEj5+voqLy9PERER+vLLL9WqVSt9//33RkdEHUabHJhGWlqa2rZtq88++0wdOnRQhw4ddODAAbVr107p6elGxwPgIB4eHurRo4fRMQAYxMPDQ99++63d+IkTJ9S4cWMDEsFMWPmBaXTs2FGDBw/Wn/70pxrjixYt0scff0xff8BJJCcnq7i4WGvXrjU6CgADTJ8+XaWlpdqyZYsCAgKUn58vV1dXjRo1Sr169dLq1auNjog6jOIHpuHp6amCggK1bNmyxviJEyfUoUMHlrkBJzF69Gj961//UmBgoNq1a2fX8GDbtm0GJQPgCFevXlVsbKw+//xzlZeXKyQkRBcvXlS3bt20c+dOu0NPgR+i4QFMo3Hjxjp8+LBd8XP48GEFBQUZlAqAozVs2FBjxowxOgYAg/j5+Sk9PV05OTnKy8tTRUWFOnXqpAEDBhgdDSZA8QPTePrppzVjxgwVFhaqe/fukqScnBy9/PLLSkhIMDgdAEd57733jI4AwECbNm3ShAkT1KNHjxrP/924cUMpKSmaMmWKgelQ17HtDaZRXV2t1atXa+XKlbpw4YIkKSQkRAsWLFB8fDwtbgEAcAKurq4qLi622/VRWlqqoKAgDj3HfVH8wJTKy8slqUZ/fwDOIzU1VVu2bNG5c+d048aNGnM0PwEebi4uLiopKbHr7JaXl6e+ffuqrKzMoGQwA7a9wXS+/vprHT9+XJLUunVrNWrUyOBEABxp7dq1euGFFxQXF6d//vOfmjZtmk6fPq2DBw9q9uzZRscDUEs6duwoi8Uii8Wi/v37q169//9jbFVVlc6cOaMhQ4YYmBBmQPED07h27ZqeffZZbdq0SVarVdLtpe8pU6bo9ddfl5eXl8EJATjCX/7yF7399tt66qmntGHDBi1cuFARERFKTEzkE1/gITZq1ChJtxsdDR48WD4+PrY5d3d3hYWFaezYsQalg1mw7Q2mMXPmTO3evVtvvPGG7QHH7OxsxcfHa+DAgVq3bp3BCQE4gpeXl44eParQ0FAFBQUpPT1d0dHROnnypLp27arS0lKjIwKoRRs3btTEiRPl4eFhdBSYkIvRAYCfauvWrVq/fr2GDh2qBg0aqEGDBho2bJjeeecdpaamGh0PgIM0adLEtsLzyCOPaP/+/ZKkM2fOiM/zgIff8uXLVVFRYTd+5coVRUREGJAIZkLxA9OorKxUcHCw3XhQUJAqKysNSATACP369dP27dslSdOmTdNzzz2ngQMHasKECRo9erTB6QDUtrNnz961o9v169dVVFRkQCKYCdveYBr9+/dXYGCgNm3aJE9PT0nSd999p6lTp6qsrEy7d+82OCEAR7BarbJarbaHnVNSUrRv3z61bNlSM2fOlLu7u8EJAdSGOx96jBo1Shs3bpSfn59trqqqShkZGUpPT7c1RQLuhuIHpnHkyBENHjxY169fV3R0tKTbbS09PT2Vlpamdu3aGZwQQG27deuW/vjHP+o3v/mNmjdvbnQcAA7k4nJ7w5LFYrHb4urm5qawsDCtXLlSw4cPNyIeTILiB6ZSWVmpzZs369ixY5KkNm3aaPLkyapfv77ByQA4io+Pj44cOaKwsDCjowAwQHh4uA4ePMhRF/ifUPwAAExl5MiRGjNmjKZOnWp0FACAyXDOD0zl+PHjev3113X06FFJt1d+5syZo9atWxucDICjDB06VIsWLVJBQYE6d+4sb2/vGvMjRowwKBmA2rJ27VrNmDFDnp6eWrt27X2vjY+Pd1AqmBErPzCNrVu3auLEiYqJiVG3bt0kSfv379fBgweVkpLCwWaAk7iz7/9uLBbLXbtAATC38PBwff755woMDFR4ePg9r7NYLCosLHRgMpgNxQ9MIzIyUpMnT1ZSUlKN8aVLl+qvf/2rTp8+bVAyAAAAmAHFD0zDy8tL+fn5ioqKqjF+8uRJRUdHc9YPAABOoLCwkMNM8T/jmR+YRp8+fbR371674ic7O1s9e/Y0KBUAR7vXfn+LxSJPT09FRUWpV69ecnV1dXAyAI4QFRWl5s2bq3fv3urTp4969+5t97MBcC+s/KBOu3OgmSRduHBBiYmJGj9+vLp27Srp9jM/H3zwgZYvX65nnnnGqJgAHCg8PFxff/21Kisr5e/vL0n65ptv5OXlJR8fH126dEkRERHKzMxUixYtDE4L4EErKipSVlaWPvnkE33yySc6efKkQkJC1Lt3b/Xt21fTp083OiLqMIof1Gn3e7D5h3jIGXAef/vb3/T222/r3XffVWRkpCTp1KlTmjlzpmbMmKEePXpo4sSJatKkiVJTUw1OC6C2nTx5Ui+99JI2b94sq9XKzwO4L4ofAICpREZGauvWrXr88cdrjOfm5mrs2LEqLCzUvn37NHbsWBUXFxsTEkCtqaysVHZ2trKyspSVlaXc3Fy1bt1affr0UZ8+fTRy5EijI6IO45kfmNL3338vT09Po2MAMEBxcbFu3bplN37r1i1dvHhRkhQSEqLy8nJHRwPgAA0bNpS/v78mT56sRYsWqWfPnrYtsMCP+Wl7ioA6oKqqSitWrFCzZs3k4+Nj6+O/ZMkSrV+/3uB0ABylb9++mjlzpnJzc21jubm5mjVrlvr16ydJKigouO9ZIADMa9iwYaqqqlJKSopSUlL0wQcf6MSJE0bHgklQ/MA0XnrpJW3YsEGvvPKK3N3dbePt27fXu+++a2AyAI60fv16BQQEqHPnzvLw8JCHh4diYmIUEBBg+yDEx8dHK1euNDgpgNrw4Ycf6vLly9q1a5e6deumjz/+WD179lSzZs00efJko+OhjuOZH5hGVFSU3nrrLfXv31++vr7Ky8tTRESEjh07pm7duumbb74xOiIABzp27Jjt095WrVqpVatWBicC4EjV1dXKzc1VZmamMjMzlZaWpurq6rtuiwXu4JkfmEZRUdFd+/hbrVbdvHnTgEQAjNS6dWu1bt3a6BgAHGzVqlXKyspSdna2ysvLFR0drV69emnGjBmc+4cfRfED02jbtq327t2r0NDQGuOpqanq2LGjQakAGOGrr77S9u3bde7cOd24caPG3KpVqwxKBcARkpOT9etf/9pW7Pj5+Um6vRJ0/vx5mh/gvih+YBqJiYmaOnWqioqKZLVatW3bNh0/flybNm3Sjh07jI4HwEEyMjI0YsQI27bX9u3b6+zZs6qurlanTp2MjgeglpWWlmrRokUKCgqqMV5WVqbw8HDO+cF90fAApjFy5Eh99NFH2r17t7y9vZWYmKijR4/qo48+0sCBA42OB8BBFi9erPnz56ugoECenp7aunWrzp8/r969e2vcuHFGxwPgABaLxW6soqKCYzDwo2h4AAAwFV9fXx0+fFiRkZHy9/dXdna22rVrp7y8PI0cOVJnz541OiKAWpCQkCBJWrNmjZ5++ml5eXnZ5qqqqnTgwAG5uroqJyfHqIgwAba9wTQOHjwoq9WqLl261Bi/c7OLiYkxKBkAR/L29rY959O0aVOdPn1a7dq1kyRdvnzZyGgAatGds72qq6tVUFBQ49gLd3d3RUdHa/78+UbFg0lQ/MA0Zs+erYULF9oVP0VFRXr55Zd14MABg5IBcKSuXbsqOztbbdq00bBhwzRv3jwVFBRo27Zt6tq1q9HxANSSzMxMSdK0adO0Zs0aNWjQwOBEMCO2vcE0fHx8lJ+fr4iIiBrjZ86cUYcOHVReXm5QMgCOVFhYqIqKCnXo0EHXrl3TvHnztG/fPrVs2VKrVq2y6wgJAMAdrPzANDw8PFRSUmJX/BQXF6tePf4qA87ih/cAb29vvfnmmwamAQCYCd3eYBqDBg3S4sWLdfXqVdvYlStX9Pzzz9PtDXAiERERKi0ttRu/cuWK3YcjAAD8ENveYBpFRUXq1auXSktLbYeaHj58WMHBwUpPT1eLFi0MTgjAEVxcXHTx4kW7Mz5KSkr0yCOP6Pr16wYlAwDUdewVgmk0a9ZM+fn52rx5s/Ly8lS/fn1NmzZNTz31lNzc3IyOB6CWbd++3fZ1Wlqa7VR36Xab24yMDIWFhRmQDABgFqz8AABMwcXl9k5ti8Wi//6vy83NTWFhYVq5cqWGDx9uRDwAgAlQ/MB0vvjiC507d852zscdI0aMMCgRAEcKDw/XwYMH1ahRI6OjAABMhuIHplFYWKjRo0eroKCgxie/FotF0u1tLwCc05UrV9SwYUOjYwAA6ji6vcE05s6dq/DwcF26dEleXl76z3/+oz179igmJkZZWVlGxwPgIC+//LL+/ve/216PGzdOAQEBatasmfLy8gxMBgCo6yh+YBqffvqpkpKS1KhRI7m4uMjFxUW/+tWvlJycrPj4eKPjAXCQN99809bdMT09Xbt379auXbs0dOhQLViwwOB0AIC6jG5vMI2qqir5+vpKkho1aqQLFy6oVatWCg0N1fHjxw1OB8BRLl68aCt+duzYofHjx2vQoEEKCwtTly5dDE4HAKjLWPmBabRv3962paVLly565ZVXlJOTo6SkJA42BJyIv7+/zp8/L0natWuXBgwYIEmqrq7m2T8AwH2x8oM6LT8/X+3bt5eLi4tefPFFVVZWSpKSkpI0fPhw9ezZU4GBgTX2/wN4uI0ZM0aTJk1Sy5YtVVpaqqFDh0qScnNzFRUVZXA6AEBdRrc31Gmurq4qLi5WUFCQIiIidPDgQQUGBtrmy8rK5O/vb+v4BuDhd/PmTa1Zs0bnz59XXFycOnbsKEl67bXX5Ovrq+nTpxucEABQV1H8oE4LDAzUzp071aVLF7m4uKikpESNGzc2OhYAAABMiG1vqNPGjh2r3r17q2nTprJYLIqJiZGrq+tdry0sLHRwOgBGOXnypDIzM3Xp0iVZrdYac4mJiQalAgDUdaz8oM7btWuXTp06pfj4eCUlJdk6vv23uXPnOjgZACO88847mjVrlho1aqQmTZrU2PZqsVh06NAhA9MBAOoyih+YxrRp07R27dp7Fj8AnENoaKh++9vf6ve//73RUQAAJkPxAwAwlQYNGujw4cO0uAcA/Gyc8wMAMJVx48bp448/NjoGAMCEaHgAADCVqKgoLVmyRPv379djjz0mNze3GvPx8fEGJQMA1HVsewMAmEp4ePg95ywWC50fAQD3RPEDAAAAwCmw7Q0AUOclJCRoxYoV8vb2VkJCwj2vs1gsWrlypQOTAQDMhOIHAFDn5ebm6ubNm7av7+WHZ/4AAPDf2PYGAAAAwCnQ6hoAAACAU6D4AQAAAOAUKH4AAAAAOAWKHwCAw2zYsEENGzZ8IO/14YcfKioqSq6urvrd7373QN4TAPBwo/gBADxQcXFxslgsslgscnd3V1RUlJKSknTr1q3/6f3CwsK0evVqu/GZM2cqNjZW58+f14oVK/6PqQEAzoBW1wCAB27IkCF67733dP36de3cuVOzZ8+Wm5ubmjZt+kDev6KiQpcuXdLgwYMVEhLyP7/PjRs35O7u/kAyAQDqPlZ+AAAPnIeHh5o0aaLQ0FDNmjVLAwYM0Pbt2+2uO336tEaOHKng4GD5+PjoF7/4hXbv3m2b79Onj7788ks999xzttWkrKws+fr6SpL69etnG5OkrVu3ql27dvLw8FBYWJjdgadhYWFasWKFpkyZogYNGmjGjBm2rXg7duxQq1at5OXlpdjYWFVWVmrjxo0KCwuTv7+/4uPjVVVVVXvfNABAraP4AQDUuvr16+vGjRt24xUVFRo2bJgyMjKUm5urIUOG6Mknn9S5c+ckSdu2bVPz5s2VlJSk4uJiFRcXq3v37jp+/Lik28XOnbF///vfGj9+vCZOnKiCggItW7ZMS5Ys0YYNG2r8nq+++qqio6OVm5urJUuWSJIqKyu1du1apaSkaNeuXcrKytLo0aO1c+dO7dy5U++//77eeustpaam1u43CgBQq9j2BgCoNdXV1crIyFBaWpqeffZZu/no6GhFR0fbXq9YsUL/+Mc/tH37ds2ZM0cBAQFydXWVr6+vmjRpYrsuKChIkhQQEGAbX7Vqlfr3728raB599FF98cUX+vOf/6y4uDjbr+3Xr5/mzZtne713717dvHlT69atU2RkpCQpNjZW77//vkpKSuTj46O2bduqb9++yszM1IQJEx7cNwgA4FCs/AAAHrgdO3bIx8dHnp6eGjp0qCZMmKBly5bZXVdRUaH58+erTZs2atiwoXx8fHT06FHbys/PcfToUfXo0aPGWI8ePXTy5Mka29ViYmLsfq2Xl5et8JGk4OBghYWFycfHp8bYpUuXfnYuAEDdwcoPAOCB69u3r9atWyd3d3eFhISoXr27/3czf/58paen69VXX1VUVJTq16+v2NjYu26Re1C8vb3txtzc3Gq8tlgsdx2zWq21lgsAUPsofgAAD5y3t7eioqJ+9LqcnBzFxcVp9OjRkm6vBJ09e7bGNe7u7j+p0UCbNm2Uk5Nj9/6PPvqoXF1df3p4AMBDi21vAADDtGzZUtu2bdPhw4eVl5enSZMm2a2uhIWFac+ePSoqKtLly5fv+V7z5s1TRkaGVqxYoRMnTmjjxo164403NH/+/Nr+YwAATILiBwBgmFWrVsnf31/du3fXk08+qcGDB6tTp041rklKStLZs2cVGRmpxo0b3/O9OnXqpC1btiglJUXt27dXYmKikpKSajQ7AAA4N0t1dXW10SEAAAAAoLax8gMAAADAKVD8AAAAAHAKFD8AAAAAnALFDwAAAACnQPEDAAAAwClQ/AAAAABwChQ/AAAAAJwCxQ8AAAAAp0DxAwAAAMApUPwAAAAAcAoUPwAAAACcAsUPAAAAAKfw/wCixDKDsCsxCAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Padronizar as plataformas e os sentimentos\n", + "df['Platform'] = df['Platform'].str.strip().str.lower()\n", + "df['Sentiment'] = df['Sentiment'].str.strip().str.lower()\n", + "# Contar os sentimentos por plataforma\n", + "sentiment_platform = df.groupby(['Platform', 'Sentiment']).size().unstack(fill_value=0)\n", + "# Criar o gráfico de barras empilhadas\n", + "sentiment_platform.plot(kind='bar', stacked=True, color=['green', 'gray', 'red'], figsize=(10, 6))\n", + "plt.title('Distribuição de Sentimentos por Plataforma')\n", + "plt.xlabel('Plataforma')\n", + "plt.ylabel('Número de Sentimentos')\n", + "plt.legend(['Positivo', 'Neutro', 'Negativo'])\n", + "plt.grid(axis='y', linestyle='--', alpha=0.6)\n", + "plt.xticks(rotation=0)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'plt' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[29], line 6\u001b[0m\n\u001b[0;32m 4\u001b[0m country_counts \u001b[38;5;241m=\u001b[39m df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCountry\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mvalue_counts()\n\u001b[0;32m 5\u001b[0m \u001b[38;5;66;03m# Criar o gráfico de barras\u001b[39;00m\n\u001b[1;32m----> 6\u001b[0m \u001b[43mplt\u001b[49m\u001b[38;5;241m.\u001b[39mfigure(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m12\u001b[39m, \u001b[38;5;241m6\u001b[39m))\n\u001b[0;32m 7\u001b[0m country_counts\u001b[38;5;241m.\u001b[39mplot(kind\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbar\u001b[39m\u001b[38;5;124m'\u001b[39m, color\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mskyblue\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 8\u001b[0m plt\u001b[38;5;241m.\u001b[39mtitle(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDistribuição de Interações por País\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined" + ] + } + ], + "source": [ + "# Padronizar os nomes dos países\n", + "df['Country'] = df['Country'].str.strip().str.capitalize()\n", + "# Contar o número de interações por país\n", + "country_counts = df['Country'].value_counts()\n", + "# Criar o gráfico de barras\n", + "plt.figure(figsize=(12, 6))\n", + "country_counts.plot(kind='bar', color='skyblue')\n", + "plt.title('Distribuição de Interações por País')\n", + "plt.xlabel('País')\n", + "plt.ylabel('Número de Interações')\n", + "plt.xticks(rotation=45)\n", + "plt.grid(axis='y', linestyle='--', alpha=0.6)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats import ttest_ind" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "T-statistic: 1.9481079620371342\n", + "P-value: 0.05738776169647388\n", + "Não rejeitamos a hipótese nula\n" + ] + } + ], + "source": [ + "# Padronizar os sentimentos\n", + "df['Sentiment'] = df['Sentiment'].str.strip().str.lower()\n", + "# Filtrar os dados para sentimentos positivos e negativos\n", + "likes_positivos = df[df['Sentiment'] == 'positive']['Likes']\n", + "likes_negativos = df[df['Sentiment'] == 'negative']['Likes']\n", + "# Executar o teste t para duas amostras independentes\n", + "t_stat, p_value = ttest_ind(likes_positivos, likes_negativos, nan_policy='omit')\n", + "# Exibir os resultados\n", + "print(f'T-statistic: {t_stat}')\n", + "print(f'P-value: {p_value}')\n", + "# Interpretar o resultado\n", + "alpha = 0.05\n", + "if p_value < alpha:\n", + " print('Rejeitamos a hipótese nula')\n", + "else:\n", + " print('Não rejeitamos a hipótese nula')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Hashtags\n", + "0 #Nature #Park \n", + "1 #Traffic #Morning \n", + "2 #Fitness #Workout \n", + "3 #Travel #Adventure \n", + "4 #Cooking #Food \n", + ".. ...\n", + "727 #ScienceFairWinner #HighSchoolScience \n", + "728 #SurpriseCelebration #HighSchoolFriendship \n", + "729 #CommunityGiving #HighSchoolPhilanthropy \n", + "730 #CulturalCelebration #HighSchoolUnity \n", + "731 #VirtualEntertainment #HighSchoolPositivity \n", + "\n", + "[732 rows x 1 columns]\n" + ] + } + ], + "source": [ + "import sqlite3\n", + "hashtags_amotras = df['Hashtags'].dropna()\n", + "\n", + "conn = sqlite3.connect('hashtags.db')\n", + "hashtags_amotras.to_sql('hashtags', conn, if_exists='replace', index=False)\n", + "query_sql = 'SELECT * FROM hashtags'\n", + "df_hashtags = pd.read_sql_query(query_sql, conn)\n", + "print(df_hashtags)\n", + "conn.close()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/exercicios/para-casa/hashtags.db b/exercicios/para-casa/hashtags.db new file mode 100644 index 0000000..6c9b5cf Binary files /dev/null and b/exercicios/para-casa/hashtags.db differ diff --git a/exercicios/para-casa/sentimentdataset.csv b/exercicios/para-casa/sentimentdataset.csv new file mode 100644 index 0000000..1e00b89 --- /dev/null +++ b/exercicios/para-casa/sentimentdataset.csv @@ -0,0 +1,733 @@ +,Unnamed: 0,Text,Sentiment,Timestamp,User,Platform,Hashtags,Retweets,Likes,Country,Year,Month,Day,Hour +0,0, Enjoying a beautiful day at the park! , Positive ,2023-01-15 12:30:00, User123 , Twitter , #Nature #Park ,15.0,30.0, USA ,2023,1,15,12 +1,1, Traffic was terrible this morning. , Negative ,2023-01-15 08:45:00, CommuterX , Twitter , #Traffic #Morning ,5.0,10.0, Canada ,2023,1,15,8 +2,2, Just finished an amazing workout! 💪 , Positive ,2023-01-15 15:45:00, FitnessFan , Instagram , #Fitness #Workout ,20.0,40.0, USA ,2023,1,15,15 +3,3, Excited about the upcoming weekend getaway! , Positive ,2023-01-15 18:20:00, AdventureX , Facebook , #Travel #Adventure ,8.0,15.0, UK ,2023,1,15,18 +4,4, Trying out a new recipe for dinner tonight. , Neutral ,2023-01-15 19:55:00, ChefCook , Instagram , #Cooking #Food ,12.0,25.0, Australia ,2023,1,15,19 +5,5, Feeling grateful for the little things in life. , Positive ,2023-01-16 09:10:00, GratitudeNow , Twitter , #Gratitude #PositiveVibes ,25.0,50.0, India ,2023,1,16,9 +6,6, Rainy days call for cozy blankets and hot cocoa. , Positive ,2023-01-16 14:45:00, RainyDays , Facebook , #RainyDays #Cozy ,10.0,20.0, Canada ,2023,1,16,14 +7,7, The new movie release is a must-watch! , Positive ,2023-01-16 19:30:00, MovieBuff , Instagram , #MovieNight #MustWatch ,15.0,30.0, USA ,2023,1,16,19 +8,8, Political discussions heating up on the timeline. , Negative ,2023-01-17 08:00:00, DebateTalk , Twitter , #Politics #Debate ,30.0,60.0, USA ,2023,1,17,8 +9,9, Missing summer vibes and beach days. , Neutral ,2023-01-17 12:20:00, BeachLover , Facebook , #Summer #BeachDays ,18.0,35.0, Australia ,2023,1,17,12 +10,10, Just published a new blog post. Check it out! , Positive ,2023-01-17 15:15:00, BloggerX , Instagram , #Blogging #NewPost ,22.0,45.0,USA,2023,1,17,15 +11,11, Feeling a bit under the weather today. , Negative ,2023-01-18 10:30:00, WellnessCheck, Twitter , #SickDay #Health ,7.0,15.0, Canada ,2023,1,18,10 +12,12, Exploring the city's hidden gems. , Positive ,2023-01-18 14:50:00, UrbanExplorer, Facebook , #CityExplore #HiddenGems ,12.0,25.0, UK ,2023,1,18,14 +13,13," New year, new fitness goals! 💪 ", Positive ,2023-01-18 18:00:00, FitJourney , Instagram , #NewYear #FitnessGoals ,28.0,55.0, USA ,2023,1,18,18 +14,14, Technology is changing the way we live. , Neutral ,2023-01-19 09:45:00, TechEnthusiast, Twitter , #Tech #Innovation ,15.0,30.0, India ,2023,1,19,9 +15,15, Reflecting on the past and looking ahead. , Positive ,2023-01-19 13:20:00, Reflections , Facebook , #Reflection #Future ,20.0,40.0, USA ,2023,1,19,13 +16,16, Just adopted a cute furry friend! 🐾 , Positive ,2023-01-19 17:10:00, PetAdopter , Instagram , #PetAdoption #FurryFriend ,15.0,30.0, Canada ,2023,1,19,17 +17,17, Late-night gaming session with friends. , Positive ,2023-01-20 00:05:00, GamerX , Twitter , #Gaming #LateNight ,18.0,35.0, UK ,2023,1,20,0 +18,18, Attending a virtual conference on AI. , Neutral ,2023-01-20 11:30:00, TechConference, Facebook , #AI #TechConference ,25.0,50.0,USA,2023,1,20,11 +19,19, Winter blues got me feeling low. , Negative ,2023-01-20 15:15:00, WinterBlues , Instagram , #WinterBlues #Mood ,8.0,15.0, USA ,2023,1,20,15 +20,20, Sipping coffee and enjoying a good book. , Positive ,2023-01-21 08:40:00, Bookworm , Twitter , #Reading #CoffeeTime ,22.0,45.0, India ,2023,1,21,8 +21,21, Exploring the world of virtual reality. , Positive ,2023-01-21 13:20:00, VRExplorer , Facebook , #VR #VirtualReality ,15.0,30.0,USA,2023,1,21,13 +22,22, Productive day ticking off my to-do list. , Positive ,2023-01-21 16:45:00, ProductivityPro, Instagram , #Productivity #WorkFromHome ,30.0,60.0, USA ,2023,1,21,16 +23,23, Just finished a challenging workout routine. , Positive ,2023-01-22 09:15:00, FitnessWarrior, Twitter , #Fitness #ChallengeAccepted ,20.0,40.0, UK ,2023,1,22,9 +24,24, Celebrating a milestone at work! 🎉 , Positive ,2023-01-22 14:30:00, CareerMilestone, Facebook , #Career #Milestone ,12.0,25.0, Canada ,2023,1,22,14 +25,25, Sunday brunch with friends. , Positive ,2023-01-22 12:00:00, BrunchBuddy , Instagram , #Brunch #Friends ,15.0,30.0, UK ,2023,1,22,12 +27,28, Learning a new language for personal growth. , Positive ,2023-01-23 16:20:00, LanguageLearner, Facebook , #LanguageLearning #PersonalGrowth ,25.0,50.0, India ,2023,1,23,16 +28,29, Quiet evening with a good book. , Positive ,2023-01-23 19:45:00, BookLover , Instagram , #Reading #QuietTime ,15.0,30.0, Australia ,2023,1,23,19 +29,30, Reflecting on the importance of mental health. , Positive ,2023-01-24 11:30:00, MentalHealthMatters, Twitter , #MentalHealth #SelfCare ,22.0,45.0, USA ,2023,1,24,11 +30,31, New painting in progress! 🎨 , Positive ,2023-01-24 15:00:00, ArtistInAction, Facebook , #Art #PaintingInProgress ,12.0,25.0, Canada ,2023,1,24,15 +31,32, Weekend road trip to explore scenic views. , Positive ,2023-01-24 17:30:00, RoadTripper , Instagram , #RoadTrip #ScenicViews ,18.0,35.0, UK ,2023,1,24,17 +32,33, Enjoying a cup of tea and watching the sunset. , Positive ,2023-01-25 18:00:00, SunsetWatcher, Twitter , #TeaTime #Sunset ,15.0,30.0, India ,2023,1,25,18 +33,34, Coding a new project with enthusiasm. , Positive ,2023-01-25 13:15:00, CodeEnthusiast, Facebook , #Coding #Enthusiasm ,30.0,60.0, USA ,2023,1,25,13 +34,35, Feeling inspired after attending a workshop. , Positive ,2023-01-26 09:45:00, WorkshopAttendee, Instagram , #Inspiration #Workshop ,25.0,50.0,USA,2023,1,26,9 +35,36, Winter sports day at the local park. , Positive ,2023-01-26 14:20:00, WinterSports , Twitter , #WinterSports #Fun ,15.0,30.0, Canada ,2023,1,26,14 +36,37, Quality time with family this weekend. , Positive ,2023-01-26 17:40:00, FamilyTime , Facebook , #FamilyTime #Weekend ,22.0,45.0, UK ,2023,1,26,17 +37,38, Attending a live music concert tonight. , Positive ,2023-01-27 20:00:00, MusicLover , Instagram , #Music #ConcertNight ,18.0,35.0, USA ,2023,1,27,20 +38,39, Practicing mindfulness with meditation. , Positive ,2023-01-27 12:30:00, MindfulMoments, Twitter , #Mindfulness #Meditation ,15.0,30.0, India ,2023,1,27,12 +39,40, Trying out a new dessert recipe. , Positive ,2023-01-27 16:10:00, DessertExplorer, Facebook , #Dessert #Cooking ,12.0,25.0, Canada ,2023,1,27,16 +40,41, Excited about the upcoming gaming tournament. , Positive ,2023-01-28 09:00:00, GamingEnthusiast, Instagram , #Gaming #Tournament ,30.0,60.0,USA,2023,1,28,9 +41,42, Planning a garden makeover for spring. , Positive ,2023-01-28 14:45:00, GardenPlanner , Twitter , #Gardening #Spring ,25.0,50.0, USA ,2023,1,28,14 +42,43, Celebrating a friend's birthday tonight! 🎂 , Positive ,2023-01-28 19:30:00, BirthdayBash , Facebook , #Birthday #Celebration ,15.0,30.0, UK ,2023,1,28,19 +43,44, Feeling accomplished after a productive day. , Positive ,2023-01-29 17:00:00, ProductivityWin, Instagram , #Accomplished #Success ,22.0,45.0, India ,2023,1,29,17 +44,45, A cozy evening with a good movie. , Positive ,2023-01-29 20:20:00, MovieNight , Twitter , #CozyNight #MovieTime ,18.0,35.0, Canada ,2023,1,29,20 +45,46, Exploring local art galleries this weekend. , Positive ,2023-01-30 11:30:00, ArtExplorer , Facebook , #Art #GalleryExplore ,15.0,30.0, USA ,2023,1,30,11 +46,47, New book release from my favorite author! , Positive ,2023-01-30 15:45:00, BookwormX , Instagram , #BookRelease #FavoriteAuthor ,12.0,25.0, UK ,2023,1,30,15 +47,48, Attending a virtual reality meetup. , Positive ,2023-01-30 18:30:00, VRMeetup , Twitter , #VRMeetup #VirtualReality ,28.0,55.0, India ,2023,1,30,18 +48,49, Reflecting on the beauty of nature. , Positive ,2023-01-31 10:45:00, NatureLover , Facebook , #Nature #Reflection ,15.0,30.0, Australia ,2023,1,31,10 +49,50, Cooking a special dinner for loved ones. , Positive ,2023-01-31 19:00:00, ChefAtHome , Instagram , #Cooking #SpecialDinner ,20.0,40.0, USA ,2023,1,31,19 +50,51, Feeling optimistic about the week ahead. , Positive ,2023-01-31 16:20:00, OptimisticMindset, Twitter , #Optimism #NewWeek ,15.0,30.0, Canada ,2023,1,31,16 +51,52, Starting a new fitness challenge tomorrow! 💪 , Positive ,2023-02-01 08:00:00, FitnessChallenge, Facebook , #FitnessChallenge #NewBeginnings ,22.0,45.0, UK ,2023,2,1,8 +52,53, Sunday bike ride through scenic trails. , Positive ,2023-02-01 13:30:00, BikeExplorer , Instagram , #BikeRide #ScenicTrails ,18.0,35.0, USA ,2023,2,1,13 +53,55, Can't believe the injustice happening in our society., Anger ,2023-02-11 09:30:00, SocialJustice , Twitter , #Injustice #Angry ,20.0,40.0, Canada ,2023,2,11,9 +54,56, Feeling a sense of fear after watching a thriller movie. , Fear ,2023-02-11 21:15:00, ThrillerFan , Instagram , #Fear #ThrillerMovie ,15.0,30.0, USA ,2023,2,11,21 +55,57, Heartbroken after hearing the news about a natural disaster. , Sadness ,2023-02-12 14:45:00, EmpathyFirst , Facebook , #Sadness #NaturalDisaster ,25.0,50.0, India ,2023,2,12,14 +56,58, The state of the world's environment is just disgusting. , Disgust ,2023-02-12 18:20:00, EcoAwareness , Twitter , #Disgust #Environment ,18.0,35.0, UK ,2023,2,12,18 +57,59, Pure happiness: celebrating a loved one's achievement! , Happiness ,2023-02-13 10:00:00, ProudFriend , Instagram , #Happiness #Celebration ,30.0,60.0, USA ,2023,2,13,10 +58,60, Laughter is the best medicine—enjoying a comedy show. , Joy ,2023-02-13 19:30:00, ComedyFan , Facebook , #Joy #ComedyShow ,22.0,45.0, Canada ,2023,2,13,19 +59,61, Sharing love and positive vibes with everyone! ❤️ , Love ,2023-02-14 08:30:00, LoveSpreader , Twitter , #Love #SpreadLove ,15.0,30.0, Australia ,2023,2,14,8 +60,62, An amusing incident brightened up my day! , Amusement ,2023-02-14 14:20:00, AmusedSoul , Instagram , #Amusement #FunTimes ,18.0,35.0, UK ,2023,2,14,14 +61,63, Enjoying a quiet evening with a book and some tea. , Enjoyment ,2023-02-14 19:45:00, BookLoverAgain , Facebook , #Enjoyment #BookTime ,25.0,50.0, Canada ,2023,2,14,19 +62,64, Admiring the beauty of nature during a peaceful hike. , Admiration ,2023-02-15 11:30:00, NatureAdmirer , Twitter , #Admiration #Nature ,20.0,40.0, USA ,2023,2,15,11 +63,65, Sending affectionate vibes to all my followers! , Affection ,2023-02-15 16:00:00, AffectionSender , Instagram , #Affection #PositiveVibes ,15.0,30.0,USA,2023,2,15,16 +64,66, Experiencing awe at the breathtaking sunset. , Awe ,2023-02-15 20:30:00, AweStruck , Facebook , #Awe #Breathtaking ,22.0,45.0, Australia ,2023,2,15,20 +65,67, Disappointed with the service at a local restaurant. , Disappointed ,2023-02-16 09:00:00, FoodieGoneWrong , Twitter , #Disappointed #BadService ,18.0,35.0, India ,2023,2,16,9 +66,68, A surprise gift from a friend made my day! , Surprise ,2023-02-16 14:45:00, HappySurprise , Instagram , #Surprise #Gift ,25.0,50.0, USA ,2023,2,16,14 +67,69, Finding acceptance in the midst of life's challenges. , Acceptance ,2023-02-16 18:20:00, AcceptanceSeeker, Facebook , #Acceptance #Challenges ,15.0,30.0, Canada ,2023,2,16,18 +68,70, Overflowing with adoration for my adorable pet! 🐾 , Adoration ,2023-02-17 10:45:00, PetAdorer , Twitter , #Adoration #PetLove ,22.0,45.0, UK ,2023,2,17,10 +69,71, Anticipating a thrilling adventure in the coming weeks. , Anticipation ,2023-02-17 07:30:00, AdventureAwaits , Instagram , #Anticipation #Adventure ,20.0,40.0,USA,2023,2,17,7 +70,72, A bitter experience turned into a valuable lesson. , Bitter ,2023-02-17 15:00:00, LearnFromBitter , Facebook , #BitterLesson #Growth ,18.0,35.0, USA ,2023,2,17,15 +71,73, Finding calmness in the midst of a busy day. , Calmness ,2023-02-18 09:30:00, ZenMaster , Twitter , #Calmness #PeacefulMind ,15.0,30.0, India ,2023,2,18,9 +72,74, Confusion clouds my mind as I navigate through decisions., Confusion ,2023-02-18 14:20:00, ConfusedMind , Instagram , #Confusion #DecisionMaking ,25.0,50.0, UK ,2023,2,18,14 +73,75, Excitement building up for the upcoming vacation! , Excitement ,2023-02-18 18:45:00, VacationDreamer , Facebook , #Excitement #TravelPlans ,22.0,45.0, Canada ,2023,2,18,18 +74,76, Kindness witnessed today restored my faith in humanity. , Kind ,2023-02-19 11:30:00, KindnessPrevails, Twitter , #Kindness #Humanity ,20.0,40.0, USA ,2023,2,19,11 +75,77, Pride in achieving a personal milestone. , Pride ,2023-02-19 16:00:00, PersonalAchiever, Instagram , #Pride #Milestone ,30.0,60.0, Australia ,2023,2,19,16 +76,78, A moment of shame for not standing up against injustice. , Shame ,2023-02-19 19:45:00, ReflectiveSelf , Facebook , #Shame #Injustice ,15.0,30.0, India ,2023,2,19,19 +77,79, Fuming with anger after a heated argument. , Anger ,2023-02-20 09:30:00, AngryDebater , Twitter , #Anger #Argument ,20.0,40.0, Canada ,2023,2,20,9 +78,80, The fear of the unknown is keeping me up at night. , Fear ,2023-02-20 21:15:00, FearfulDreamer , Instagram , #Fear #Unknown ,15.0,30.0, USA ,2023,2,20,21 +79,81, Heartfelt sadness after bidding farewell to a dear friend. , Sadness ,2023-02-21 14:45:00, FarewellHeart , Facebook , #Sadness #Farewell ,25.0,50.0, India ,2023,2,21,14 +80,82, The state of corruption in our society is utterly disgusting. , Disgust ,2023-02-21 18:20:00, AntiCorruption , Twitter , #Disgust #Corruption ,18.0,35.0, UK ,2023,2,21,18 +81,83, Overflowing happiness: welcoming a new family member! , Happiness ,2023-02-22 10:00:00, NewParentJoy , Instagram , #Happiness #NewFamilyMember ,30.0,60.0, UK ,2023,2,22,10 +82,84, Laughter is the key to joy—attending a stand-up comedy show. , Joy ,2023-02-22 19:30:00, StandUpFan , Facebook , #Joy #StandUpComedy ,22.0,45.0, Canada ,2023,2,22,19 +83,85, Sending love to all my followers on this beautiful day! ❤️ , Love ,2023-02-23 08:30:00, LoveSender , Twitter , #Love #SpreadLove ,15.0,30.0, Australia ,2023,2,23,8 +84,86, Amused by the antics of my pet—it's pure amusement! , Amusement ,2023-02-23 14:20:00, PetAmuser , Instagram , #Amusement #PetAntics ,18.0,35.0, UK ,2023,2,23,14 +85,87, Enjoying every moment of this trip—pure enjoyment! , Enjoyment ,2023-02-23 19:45:00, TravelExplorer , Facebook , #Enjoyment #Travel ,25.0,50.0, USA ,2023,2,23,19 +86,88, Admiring the dedication of volunteers at a local charity. , Admiration ,2023-02-24 11:30:00, CharityAdmirer , Twitter , #Admiration #Volunteers ,20.0,40.0, USA ,2023,2,24,11 +87,89, Sending affectionate vibes to friends and family. , Affection ,2023-02-24 16:00:00, FamilyLover , Instagram , #Affection #FamilyLove ,15.0,30.0,USA,2023,2,24,16 +88,90, Awe-struck by the beauty of the night sky. , Awe ,2023-02-24 20:30:00, Stargazer , Facebook , #Awe #StarryNight ,22.0,45.0, Australia ,2023,2,24,20 +89,91, Disappointed with the lack of progress in a personal project. , Disappointed ,2023-02-25 09:00:00, ProjectStruggle , Twitter , #Disappointed #Project ,18.0,35.0, India ,2023,2,25,9 +90,92, A surprise visit from an old friend brought tears of joy. , Surprise ,2023-02-25 14:45:00, JoyfulReunion , Instagram , #Surprise #OldFriends ,25.0,50.0, USA ,2023,2,25,14 +91,93, Embracing acceptance of life's ups and downs. , Acceptance ,2023-02-25 18:20:00, LifeAcceptance , Facebook , #Acceptance #LifeJourney ,15.0,30.0, Canada ,2023,2,25,18 +92,94, Overflowing adoration for a cute rescue puppy! 🐶 , Adoration ,2023-02-26 10:45:00, PuppyAdmirer , Twitter , #Adoration #PuppyLove ,22.0,45.0, UK ,2023,2,26,10 +93,95, Anticipating the release of a much-awaited movie. , Anticipation ,2023-02-26 07:30:00, MovieBuff2 , Instagram , #Anticipation #MovieRelease ,20.0,40.0, Australia ,2023,2,26,7 +94,96, Bitter experience at the customer service department. , Bitter ,2023-02-26 15:00:00, CustomerWoes , Facebook , #BitterExperience #CustomerService ,18.0,35.0, USA ,2023,2,26,15 +95,97, Finding calmness amidst the chaos of daily life. , Calmness ,2023-02-27 09:30:00, CalmSoul , Twitter , #Calmness #InnerPeace ,15.0,30.0, India ,2023,2,27,9 +96,98, Confusion reigns as I try to make sense of recent events., Confusion ,2023-02-27 14:20:00, ConfusedMind2 , Instagram , #Confusion #MakingSense ,25.0,50.0, UK ,2023,2,27,14 +97,99, Excitement building up for a surprise birthday party. , Excitement ,2023-02-27 18:45:00, BirthdayExcite , Facebook , #Excitement #SurpriseParty ,22.0,45.0, Canada ,2023,2,27,18 +98,100, Witnessed an act of kindness that made my day. , Kind ,2023-02-28 11:30:00, KindnessObserver, Twitter , #Kindness #ActsOfKindness ,20.0,40.0, USA ,2023,2,28,11 +99,101, Pride in completing a challenging fitness challenge. , Pride ,2023-02-28 16:00:00, FitAchiever , Instagram , #Pride #FitnessChallengeCompleted ,30.0,60.0, UK ,2023,2,28,16 +100,102, A moment of shame for not speaking up against injustice., Shame ,2023-02-28 19:45:00, ReflectiveSelf2 , Facebook , #Shame #Injustice ,15.0,30.0, India ,2023,2,28,19 +101,103, Reflecting on the beauty of diversity in our world. , Acceptance ,2023-03-01 10:45:00, DiversityLover , Twitter , #Acceptance #Diversity ,22.0,45.0, Australia ,2023,3,1,10 +102,104, Excitement for a quiet evening with a good book. , Excitement ,2023-03-01 13:30:00, BookwormJoy , Instagram , #Excitement #BookTime ,18.0,35.0, USA ,2023,3,1,13 +103,105, Feeling bitter about the unfairness in the workplace. , Bitter ,2023-03-01 17:45:00, WorkplaceWoes , Twitter , #Bitter #Unfairness ,15.0,30.0, Canada ,2023,3,1,17 +104,106, Calmness prevails as I practice mindfulness. , Calmness ,2023-03-02 18:00:00, MindfulMe , Facebook , #Calmness #Mindfulness ,15.0,30.0, UK ,2023,3,2,18 +105,107, Confusion surrounds me as I navigate through life's choices. , Confusion ,2023-03-02 13:15:00, ConfusedMind3 , Instagram , #Confusion #LifeChoices ,30.0,60.0, USA ,2023,3,2,13 +106,108, Excitement for a weekend road trip to explore new places. , Excitement ,2023-03-02 16:45:00, RoadTripper2 , Twitter , #Excitement #WeekendAdventure ,25.0,50.0, India ,2023,3,2,16 +107,109, Kindness witnessed today restores my faith in humanity. , Kind ,2023-03-03 11:30:00, KindnessPrevails2, Facebook , #Kindness #HumanityRestored ,22.0,45.0, USA ,2023,3,3,11 +108,110, Pride in accomplishing personal and professional goals. , Pride ,2023-03-03 14:30:00, GoalAchiever , Instagram , #Pride #Accomplishments ,12.0,25.0, Canada ,2023,3,3,14 +109,111, Shame for not being true to my values in a difficult situation., Shame ,2023-03-03 12:00:00, ReflectiveSelf3 , Twitter , #Shame #Integrity ,15.0,30.0, UK ,2023,3,3,12 +110,112," Revisiting old memories, feeling a sense of elation. ", Elation ,2010-05-15 15:30:00, NostalgiaFan , Twitter , #Elation #Memories ,20.0,40.0, Canada ,2010,5,15,15 +111,113, The victory of our team brought euphoria to the city. , Euphoria ,2021-08-10 21:15:00, SportsFanatic , Instagram , #Euphoria #Victory ,15.0,30.0, USA ,2021,8,10,21 +112,114," Embracing the beauty of nature, a moment of contentment. ", Contentment ,2011-06-20 14:45:00, NatureLover2 , Facebook , #Contentment #Nature ,25.0,50.0, India ,2011,6,20,14 +113,115," Meditating by the serene lake, finding inner peace. ", Serenity ,2022-02-12 18:20:00, ZenMaster2 , Twitter , #Serenity #Meditation ,18.0,35.0, UK ,2022,2,12,18 +114,116, Overflowing with gratitude for life's blessings. , Gratitude ,2012-11-25 10:00:00, ThankfulHeart , Instagram , #Gratitude #Blessed ,30.0,60.0, Australia ,2012,11,25,10 +115,117," Hopeful for a brighter tomorrow, despite challenges. ", Hope ,2013-04-05 19:30:00, OptimisticSoul , Facebook , #Hope #Optimism ,22.0,45.0, USA ,2013,4,5,19 +116,118, Empowered to make a difference in my community. , Empowerment ,2014-09-14 08:30:00, CommunityLeader , Twitter , #Empowerment #Community ,15.0,30.0, UK ,2014,9,14,8 +117,119, Compassion in action: supporting a local charity event. , Compassion ,2015-07-18 14:20:00, CharitySupporter, Instagram , #Compassion #CharityEvent ,18.0,35.0, Canada ,2015,7,18,14 +118,120," A moment of tenderness, connecting with loved ones. ", Tenderness ,2016-02-23 19:45:00, LovingHeart , Facebook , #Tenderness #FamilyTime ,25.0,50.0, UK ,2016,2,23,19 +119,121, Arousal of excitement as I await a special announcement., Arousal ,2017-10-30 11:30:00, ExcitementFan , Twitter , #Arousal #Excitement ,20.0,40.0, Australia ,2017,10,30,11 +120,122, Enthusiastically diving into a new project. , Enthusiasm ,2018-06-15 16:00:00, ProjectEnthusiast, Instagram , #Enthusiasm #NewProject ,15.0,30.0, USA ,2018,6,15,16 +121,123, Feeling a sense of fulfillment after reaching a milestone., Fulfillment ,2019-03-28 18:20:00, MilestoneAchiever, Facebook , #Fulfillment #Milestone ,22.0,45.0, India ,2019,3,28,18 +122,124, Reverence for the beauty of a historic landmark. , Reverence ,2019-11-11 15:00:00, HistoryLover , Twitter , #Reverence #History ,18.0,35.0, UK ,2019,11,11,15 +123,125, Elation after a surprise reunion with old friends. , Elation ,2020-04-02 09:30:00, JoyfulReunion2 , Instagram , #Elation #OldFriends ,25.0,50.0, Canada ,2020,4,2,9 +124,126, The euphoria of a live music concert under the stars. , Euphoria ,2021-06-19 14:45:00, MusicEnthusiast , Facebook , #Euphoria #LiveMusic ,15.0,30.0, USA ,2021,6,19,14 +125,127, Contentment in the simplicity of a quiet Sunday. , Contentment ,2010-08-15 10:00:00, SimpleJoys , Twitter , #Contentment #SundayMood ,30.0,60.0, Australia ,2010,8,15,10 +126,128, Serenity found in the pages of a favorite book. , Serenity ,2011-09-22 19:30:00, BookLover3 , Instagram , #Serenity #BookTime ,22.0,45.0, UK ,2011,9,22,19 +127,129, Gratitude for the support received during tough times. , Gratitude ,2012-03-10 08:30:00, SupportiveFriend, Facebook , #Gratitude #Supportive ,15.0,30.0, India ,2012,3,10,8 +128,130, Hopeful about the possibilities of a new journey. , Hope ,2013-12-05 16:00:00, JourneyOptimist , Twitter , #Hope #NewBeginnings ,18.0,35.0, Canada ,2013,12,5,16 +129,131, Empowerment through learning and personal growth. , Empowerment ,2014-07-20 11:30:00, GrowthSeeker , Instagram , #Empowerment #PersonalGrowth ,25.0,50.0,USA,2014,7,20,11 +130,132, Compassion towards those in need during the holidays. , Compassion ,2015-12-22 14:20:00, HolidayHelper , Facebook , #Compassion #HolidaySupport ,18.0,35.0, USA ,2015,12,22,14 +131,133, Tenderness in the warmth of a cozy winter evening. , Tenderness ,2016-02-10 19:45:00, WinterWarmth , Twitter , #Tenderness #CozyEvening ,25.0,50.0, UK ,2016,2,10,19 +132,134, Arousal of excitement for an upcoming adventure. , Arousal ,2017-04-30 11:30:00, AdventureAwaits , Instagram , #Arousal #AdventureTime ,20.0,40.0, Australia ,2017,4,30,11 +133,135, Enthusiasm for a creative project in the making. , Enthusiasm ,2018-09-15 16:00:00, CreativeSpirit , Facebook , #Enthusiasm #Creativity ,15.0,30.0, Canada ,2018,9,15,16 +134,136, Fulfillment in completing a challenging workout routine., Fulfillment ,2019-06-28 18:20:00, FitnessAchiever , Twitter , #Fulfillment #FitnessGoals ,22.0,45.0, India ,2019,6,28,18 +135,137, Reverence for the artistry displayed in a museum. , Reverence ,2020-11-11 15:00:00, ArtAppreciator , Instagram , #Reverence #ArtAppreciation ,18.0,35.0, UK ,2020,11,11,15 +136,138, Elation after achieving a personal goal. , Elation ,2021-03-02 09:30:00, GoalAchiever2 , Facebook , #Elation #PersonalAchievement ,25.0,50.0, USA ,2021,3,2,9 +137,139, Elation over discovering a hidden gem in the city. , Elation ,2012-02-18 14:30:00, UrbanExplorer2 , Twitter , #Elation #HiddenGem ,20.0,40.0, USA ,2012,2,18,14 +138,140, The euphoria of a surprise birthday celebration. , Euphoria ,2018-11-05 21:45:00, BirthdayJoy , Instagram , #Euphoria #BirthdaySurprise ,15.0,30.0, UK ,2018,11,5,21 +139,141, Contentment in the simplicity of a home-cooked meal. , Contentment ,2015-09-12 13:20:00, HomeChef , Facebook , #Contentment #HomeCooking ,25.0,50.0, India ,2015,9,12,13 +140,142, Serenity found in the melody of a peaceful piano. , Serenity ,2016-07-30 18:10:00, MusicLover4 , Twitter , #Serenity #PeacefulMelody ,18.0,35.0, Canada ,2016,7,30,18 +141,143, Gratitude for the supportive community around me. , Gratitude ,2013-04-20 10:30:00, CommunityLove , Instagram , #Gratitude #CommunitySupport ,30.0,60.0, USA ,2013,4,20,10 +142,144, Hopeful about the prospects of a new business venture., Hope ,2017-12-08 19:15:00, EntrepreneurHope, Facebook , #Hope #BusinessVenture ,22.0,45.0, Canada ,2017,12,8,19 +143,145, Empowerment through mentoring and guiding others. , Empowerment ,2014-06-03 08:20:00, MentorEmpower , Twitter , #Empowerment #Mentorship ,15.0,30.0, UK ,2014,6,3,8 +144,146, Compassion shown through acts of kindness in the community., Compassion,2019-01-15 14:50:00, KindnessInAction, Instagram , #Compassion #CommunityKindness ,18.0,35.0, Australia ,2019,1,15,14 +145,147, Tenderness in a heartfelt message to a loved one. , Tenderness ,2016-12-25 19:30:00, LoveExpress , Facebook , #Tenderness #LoveNote ,25.0,50.0, UK ,2016,12,25,19 +146,148, Arousal of excitement before a much-awaited trip. , Arousal ,2018-03-10 09:45:00, TravelExcitement, Twitter , #Arousal #TravelAdventure ,20.0,40.0, India ,2018,3,10,9 +147,149, Enthusiasm for a new artistic project in the works. , Enthusiasm ,2020-09-17 16:30:00, ArtisticSpirit , Instagram , #Enthusiasm #ArtisticProject ,15.0,30.0, USA ,2020,9,17,16 +148,150, Feeling a sense of fulfillment after helping others. , Fulfillment ,2011-08-28 18:45:00, HelperHeart , Facebook , #Fulfillment #HelpingOthers ,22.0,45.0, Canada ,2011,8,28,18 +149,151, Reverence for the historical significance of a landmark., Reverence ,2017-11-01 15:30:00, HistoryBuff , Twitter , #Reverence #HistoricalSite ,18.0,35.0, Australia ,2017,11,1,15 +150,152, Elation after achieving a fitness milestone. , Elation ,2019-06-15 10:00:00, FitnessAchiever2, Instagram , #Elation #FitnessMilestone ,25.0,50.0, UK ,2019,6,15,10 +151,153, The euphoria of a successful product launch. , Euphoria ,2022-04-03 11:45:00, ProductLaunchJoy, Facebook , #Euphoria #ProductLaunchSuccess ,15.0,30.0, USA ,2022,4,3,11 +152,154, Contentment in the embrace of a loved one. , Contentment ,2010-11-12 20:20:00, LovingEmbrace , Twitter , #Contentment #Love ,30.0,60.0, India ,2010,11,12,20 +153,155, Serenity found in the beauty of a sunset by the sea. , Serenity ,2011-07-22 18:30:00, SunsetWatcher2 , Instagram , #Serenity #SunsetViews ,22.0,45.0, Canada ,2011,7,22,18 +154,156, Gratitude for the small joys that each day brings. , Gratitude ,2012-03-30 11:20:00, JoyfulHeart2 , Facebook , #Gratitude #SmallJoys ,15.0,30.0, Australia ,2012,3,30,11 +155,157, Hopeful about the potential for personal growth. , Hope ,2013-10-05 16:40:00, GrowthOptimist , Twitter , #Hope #PersonalDevelopment ,18.0,35.0, UK ,2013,10,5,16 +156,158, Empowerment through learning a new skill. , Empowerment ,2014-07-10 13:15:00, SkillEmpower , Instagram , #Empowerment #SkillBuilding ,25.0,50.0, India ,2014,7,10,13 +157,159, Compassion in volunteering for a local charity. , Compassion ,2015-12-18 14:20:00, CharityVolunteer, Facebook , #Compassion #VolunteerWork ,18.0,35.0, USA ,2015,12,18,14 +158,160, Tenderness in a quiet moment shared with a pet. , Tenderness ,2016-02-10 19:45:00, PetLove , Twitter , #Tenderness #PetLove ,25.0,50.0, Canada ,2016,2,10,19 +159,161, Arousal of excitement for an upcoming festival. , Arousal ,2017-09-25 11:30:00, FestivalFan , Instagram , #Arousal #FestivalExcitement ,20.0,40.0, UK ,2017,9,25,11 +160,162, Enthusiasm for a DIY home improvement project. , Enthusiasm ,2018-04-15 16:00:00, DIYEnthusiast , Facebook , #Enthusiasm #HomeImprovement ,15.0,30.0, Australia ,2018,4,15,16 +161,163, Fulfillment in completing a challenging puzzle. , Fulfillment ,2019-11-28 18:20:00, PuzzleMaster , Twitter , #Fulfillment #PuzzleChallenge ,22.0,45.0, India ,2019,11,28,18 +162,164, Reverence for the wonders of nature on a hiking trail., Reverence ,2020-05-11 15:00:00, NatureAdmirer , Instagram , #Reverence #NatureExploration ,18.0,35.0, USA ,2020,5,11,15 +163,165, Elation after a surprise reunion with a childhood friend., Elation ,2021-02-05 09:30:00, ChildhoodJoy , Facebook , #Elation #FriendshipReunion ,25.0,50.0, Canada ,2021,2,5,9 +164,166, Suffering from despair after another setback. , Despair ,2021-03-10 08:30:00, StrugglingSoul , Twitter , #Despair #Struggle ,5.0,10.0, USA ,2021,3,10,8 +165,167," Overwhelmed by grief, missing a loved one dearly. ", Grief ,2022-07-05 15:45:00, MourningHeart , Instagram , #Grief #Loss ,8.0,15.0, Canada ,2022,7,5,15 +166,168, Loneliness creeps in as the night grows colder. , Loneliness ,2019-11-18 21:20:00, SolitarySoul , Facebook , #Loneliness #Isolation ,10.0,20.0, UK ,2019,11,18,21 +167,169, Jealousy consumes me as I witness others' success. , Jealousy ,2020-08-12 11:30:00, EnviousObserver , Twitter , #Jealousy #Envy ,12.0,25.0, India ,2020,8,12,11 +168,170, Resentment building up over past betrayals. , Resentment ,2018-05-22 14:45:00, BitterHeart , Instagram , #Resentment #Bitterness ,7.0,15.0, Australia ,2018,5,22,14 +169,171, Frustration mounts as obstacles block my path. , Frustration ,2017-01-30 16:10:00, BlockedGoals , Facebook , #Frustration #Obstacles ,10.0,20.0, USA ,2017,1,30,16 +170,172," Boredom sets in, the day feels endlessly dull. ", Boredom ,2016-09-28 19:45:00, BoredMind , Twitter , #Boredom #LackOfInterest ,8.0,15.0, Canada ,2016,9,28,19 +171,173," Anxiety grips my heart, worry clouds my thoughts. ", Anxiety ,2019-04-15 09:00:00, WorriedMind , Instagram , #Anxiety #Worry ,12.0,25.0, UK ,2019,4,15,9 +172,174, Intimidation by the unknown future ahead. , Intimidation ,2021-12-03 18:30:00, FearfulSoul , Facebook , #Intimidation #Fear ,15.0,30.0, India ,2021,12,3,18 +173,175, Helplessness sinks in as challenges pile up. , Helplessness ,2020-06-20 14:20:00, OverwhelmedHeart , Twitter , #Helplessness #Overwhelmed ,8.0,15.0, Australia ,2020,6,20,14 +174,176, Envy eats away at me as I see others' prosperity. , Envy ,2018-11-07 11:30:00, CovetousMind , Instagram , #Envy #Desire ,10.0,20.0, Canada ,2018,11,7,11 +175,177, Regret over missed opportunities haunts my thoughts., Regret ,2017-08-25 16:00:00, RemorsefulSoul , Facebook , #Regret #MissedChances ,12.0,25.0, UK ,2017,8,25,16 +176,178, Disgust at the sight of injustice and cruelty. , Disgust ,2019-02-11 09:45:00, DisgustedHeart , Twitter , #Disgust #Injustice ,7.0,15.0, India ,2019,2,11,9 +177,179," Drowning in despair, hope slipping through my fingers.", Despair ,2016-04-02 20:20:00, HopelessHeart , Instagram , #Despair #Hopeless ,10.0,20.0, USA ,2016,4,2,20 +178,180," Grief weighs heavy, tears a constant companion. ", Grief ,2015-10-18 15:30:00, TearfulSoul , Facebook , #Grief #Tears ,12.0,25.0, Canada ,2015,10,18,15 +179,181," Loneliness in a crowded room, a silent cry for connection.", Loneliness ,2019-07-12 18:10:00, IsolatedMind , Twitter , #Loneliness #SeekingConnection ,15.0,30.0, UK ,2019,7,12,18 +180,182," Jealousy gnaws at my confidence, a toxic emotion. ", Jealousy ,2018-06-03 16:30:00, SelfDoubt , Instagram , #Jealousy #Insecurity ,8.0,15.0, India ,2018,6,3,16 +181,183," Resentment festers, poisoning relationships. ", Resentment ,2022-01-15 12:00:00, BrokenTrust , Facebook , #Resentment #BrokenTrust ,10.0,20.0, Australia ,2022,1,15,12 +182,184," Frustration boils over, a volcanic eruption of emotions.", Frustration ,2017-04-10 14:45:00, ExplosiveMind , Twitter , #Frustration #EmotionalOutburst ,12.0,25.0, USA ,2017,4,10,14 +183,185," Boredom settles like dust, life feels mundane. ", Boredom ,2016-11-28 19:00:00, MundaneHeart , Instagram , #Boredom #Monotony ,7.0,15.0, Canada ,2016,11,28,19 +184,186," Anxiety grips my chest, a relentless grip on my thoughts.", Anxiety ,2018-09-05 09:30:00, RestlessMind , Facebook , #Anxiety #Restlessness ,10.0,20.0, UK ,2018,9,5,9 +185,187," Intimidation by the challenges ahead, fear takes hold.", Intimidation ,2021-10-22 18:30:00, FearfulJourney , Twitter , #Intimidation #FacingFear ,15.0,30.0, India ,2021,10,22,18 +186,188," Helplessness engulfs me, drowning in a sea of problems.", Helplessness ,2019-05-08 14:20:00, OverwhelmedSoul , Instagram , #Helplessness #Struggling ,8.0,15.0, Australia ,2019,5,8,14 +187,189," Envy poisons my thoughts, coveting others' success.", Envy ,2017-03-20 11:30:00, GreenEyedMonster , Facebook , #Envy #Success ,10.0,20.0, Canada ,2017,3,20,11 +188,190, Regret for decisions that led to a painful present., Regret ,2018-12-15 16:00:00, RegretfulMind , Twitter , #Regret #PastChoices ,12.0,25.0, USA ,2018,12,15,16 +189,191, Disgust at the corruption that stains society. , Disgust ,2016-07-01 09:45:00, CorruptedHeart , Instagram , #Disgust #Corruption ,7.0,15.0, UK ,2016,7,1,9 +190,192," Sinking in despair, each day darker than the last. ", Despair ,2020-08-20 20:20:00, DrowningSoul , Facebook , #Despair #DarkDays ,10.0,20.0, India ,2020,8,20,20 +191,193," Grief overwhelms, a storm of emotions within. ", Grief ,2021-02-25 15:30:00, StormyHeart , Twitter , #Grief #EmotionalStorm ,12.0,25.0, Canada ,2021,2,25,15 +192,194," Loneliness echoes in empty spaces, yearning for connection.", Loneliness ,2019-09-12 18:10:00, EchoingSoul , Instagram , #Loneliness #YearningForConnection ,15.0,30.0, Australia ,2019,9,12,18 +193,195," Jealousy poisons my thoughts, resentment brewing within.", Jealousy ,2018-08-05 16:30:00, PoisonedMind , Facebook , #Jealousy #Resentment ,8.0,15.0, USA ,2018,8,5,16 +194,196," Resentment festers, a wound that refuses to heal. ", Resentment ,2017-01-12 12:00:00, UnforgivingSoul , Twitter , #Resentment #Unforgiving ,10.0,20.0, India ,2017,1,12,12 +195,197," Frustration escalates, a thunderstorm of emotions. ", Frustration ,2022-04-05 14:45:00, ThunderingMind , Instagram , #Frustration #EmotionalOutburst ,12.0,25.0, UK ,2022,4,5,14 +196,198," Boredom lingers, a stagnant pool of indifference. ", Boredom ,2021-10-02 19:00:00, StagnantHeart , Facebook , #Boredom #Stagnation ,7.0,15.0, Canada ,2021,10,2,19 +197,199," Embarking on a journey of discovery, fueled by curiosity and a thirst for knowledge. ", Curiosity ,2023-04-15 10:15:00, InquisitiveMind , Twitter , #Curiosity #Learning ,15.0,30.0, USA ,2023,4,15,10 +198,200," Lost in the vast sea of information, an indifferent wave in the digital ocean. ", Indifference ,2022-11-28 17:30:00, ApatheticObserver , Instagram , #Indifference #DigitalOverload ,7.0,15.0, Canada ,2022,11,28,17 +199,201," The complex puzzle of life leaves me in a state of perpetual confusion, seeking answers in the chaos. ", Confusion ,2020-04-02 09:45:00, SeekingClarity , Facebook , #Confusion #LifePuzzle ,10.0,20.0, UK ,2020,4,2,9 +200,202," A numbness settles over me, a shield against the overwhelming emotions life throws my way. ", Numbness ,2021-08-10 14:00:00, EmotionallyDistant , Twitter , #Numbness #EmotionalShield ,8.0,15.0, India ,2021,8,10,14 +201,203," Gazing at the sunset, a melancholic longing for moments that slip through the fingers of time. ", Melancholy ,2019-06-18 20:45:00, SunsetDreamer , Instagram , #Melancholy #SunsetMoments ,12.0,25.0, Australia ,2019,6,18,20 +202,204," Revisiting old photographs, caught in the embrace of nostalgia's bittersweet symphony. ", Nostalgia ,2018-02-05 15:15:00, MemoryLaneTraveler , Facebook , #Nostalgia #MemoryLane ,10.0,20.0, USA ,2018,2,5,15 +203,205," Torn between conflicting emotions, an ambivalence that paints my decisions in shades of uncertainty. ", Ambivalence ,2022-05-30 11:30:00, MixedFeelings , Twitter , #Ambivalence #UncertainChoices ,12.0,25.0, Canada ,2022,5,30,11 +204,206," Embracing the ebb and flow of life, finding acceptance in the dance of existence. ", Acceptance ,2023-01-10 16:20:00, ZenLifestyle , Instagram , #Acceptance #LifeJourney ,15.0,30.0, UK ,2023,1,10,16 +205,207," Facing challenges head-on, a determination that fuels the fire within to achieve the impossible. ", Determination ,2020-09-18 13:45:00, ResilientSpirit , Facebook , #Determination #AchieveTheImpossible ,10.0,20.0, India ,2020,9,18,13 +206,208," Serenity found in the stillness of nature, a tranquil retreat from the chaos of the modern world. ", Serenity ,2021-07-03 19:00:00, NatureSoul , Twitter , #Serenity #NatureRetreat ,12.0,25.0, Australia ,2021,7,3,19 +207,209," Curiosity leading me down the rabbit hole of knowledge, a perpetual student in life's classroom. ", Curiosity ,2022-10-08 08:15:00, EternalLearner , Instagram , #Curiosity #KnowledgeQuest ,20.0,40.0, USA ,2022,10,8,8 +208,210," Floating through the day with an air of indifference, detached from the mundane happenings around. ", Indifference ,2023-03-22 16:30:00, AloofObserver , Facebook , #Indifference #FloatingThroughLife ,10.0,20.0, Canada ,2023,3,22,16 +209,211," Entangled in the web of thoughts, confusion reigning as I navigate the labyrinth of ideas. ", Confusion ,2021-05-15 11:45:00, ThoughtExplorer , Twitter , #Confusion #ThoughtLabyrinth ,15.0,30.0, UK ,2021,5,15,11 +210,212," Numb to the chaos, emotions locked away, a stoic facade concealing the inner turmoil. ", Numbness ,2019-12-28 14:30:00, StoicSoul , Instagram , #Numbness #StoicFacade ,8.0,15.0, Australia ,2019,12,28,14 +211,213," Melancholy whispers in the breeze, a silent conversation with the echoes of forgotten dreams. ", Melancholy ,2020-03-01 19:00:00, DreamerInSilence , Facebook , #Melancholy #WhispersInTheBreeze ,12.0,25.0, India ,2020,3,1,19 +212,214," Stumbling upon an old journal, nostalgia flooding in waves, carrying me to moments long gone. ", Nostalgia ,2018-07-10 15:45:00, JournalKeeper , Twitter , #Nostalgia #JournalMoments ,10.0,20.0, Canada ,2018,7,10,15 +213,215," A tapestry of conflicting feelings, weaving through uncertainty, caught in the threads of ambivalence. ", Ambivalence ,2022-01-05 10:30:00, ThreadWeaver , Instagram , #Ambivalence #ConflictingFeelings ,12.0,25.0, UK ,2022,1,5,10 +214,216," Embracing the flaws, finding acceptance in imperfection, a journey towards self-love. ", Acceptance ,2021-08-20 16:20:00, SelfLoveAdvocate , Facebook , #Acceptance #SelfLoveJourney ,15.0,30.0, Australia ,2021,8,20,16 +215,217," Determination burning like a wildfire, overcoming obstacles, turning dreams into reality. ", Determination ,2019-11-03 13:45:00, DreamChaser , Twitter , #Determination #DreamsIntoReality ,18.0,35.0, USA ,2019,11,3,13 +216,218," Tranquil moments by the ocean, serenity washing over, a peaceful retreat within the waves' embrace. ", Serenity ,2020-04-12 19:30:00, OceanSoul , Instagram , #Serenity #OceanRetreat ,25.0,50.0, Canada ,2020,4,12,19 +217,219," Exploring new horizons with the spark of curiosity, an adventurer in the vast landscape of knowledge. ", Curiosity ,2022-04-15 08:45:00, HorizonExplorer , Facebook , #Curiosity #NewHorizons ,22.0,45.0, India ,2022,4,15,8 +218,220," Drifting through the day with a nonchalant demeanor, embracing the art of indifference. ", Indifference ,2023-02-10 17:00:00, NonchalantSpirit , Twitter , #Indifference #DriftingThroughLife ,9.0,18.0, UK ,2023,2,10,17 +219,221," Wrestling with thoughts, a perplexed mind lost in the labyrinth of life's complexities. ", Confusion ,2020-08-05 12:15:00, ComplexThinker , Instagram , #Confusion #PerplexedMind ,14.0,28.0, Australia ,2020,8,5,12 +220,222," Immersed in a state of emotional numbness, a shield against the storm of daily struggles. ", Numbness ,2021-12-01 15:30:00, ShieldedHeart , Facebook , #Numbness #EmotionalShield ,10.0,20.0, USA ,2021,12,1,15 +221,223," A melancholic symphony playing in the background, the soundtrack of a wistful heart. ", Melancholy ,2019-03-25 21:00:00, SymphonySoul , Twitter , #Melancholy #WistfulHeart ,13.0,26.0, Canada ,2019,3,25,21 +222,224," Flipping through the pages of an old yearbook, nostalgia painting smiles and tears on my face. ", Nostalgia ,2017-06-18 14:45:00, YearbookExplorer , Instagram , #Nostalgia #YearbookMemories ,12.0,25.0, India ,2017,6,18,14 +223,225," Torn between opposing emotions, an ambivalence that colors my decisions with shades of uncertainty. ", Ambivalence ,2022-07-08 11:30:00, DecisiveDilemma , Facebook , #Ambivalence #ShadesOfUncertainty ,15.0,30.0, Australia ,2022,7,8,11 +224,226," Embracing life's imperfections, finding acceptance in the journey, scars and all. ", Acceptance ,2023-05-15 16:20:00, ImperfectHarmony , Twitter , #Acceptance #ImperfectJourney ,18.0,36.0, Canada ,2023,5,15,16 +225,227," A fiery determination burning within, fueled by the vision of reaching unparalleled heights. ", Determination ,2021-09-10 14:45:00, VisionarySpirit , Instagram , #Determination #UnparalleledHeights ,20.0,40.0, UK ,2021,9,10,14 +226,228," Basking in the serenity of a quiet forest, where the whispers of nature bring peace to the soul. ", Serenity ,2020-02-28 18:30:00, ForestDreamer , Facebook , #Serenity #NatureWhispers ,25.0,50.0, USA ,2020,2,28,18 +227,231," Indifferent to the noise of the world, a silent observer in the midst of life's cacophony. ", Indifference ,2023-03-10 16:30:00, SilentSpectator , Instagram , #Indifference #SilentObserver ,9.0,18.0, India ,2023,3,10,16 +228,232," Navigating through the labyrinth of thoughts, confusion a constant companion in the maze of ideas. ", Confusion ,2021-05-02 11:45:00, MazeNavigator , Facebook , #Confusion #ThoughtLabyrinth ,14.0,28.0, Australia ,2021,5,2,11 +229,233," An impenetrable numbness shields me from the emotional storms, a fortress of stoic resilience. ", Numbness ,2019-10-18 14:30:00, ResilientFortress , Twitter , #Numbness #StoicResilience ,11.0,22.0, UK ,2019,10,18,14 +230,234," Melancholy painting the world in hues of nostalgia, a canvas of bittersweet memories. ", Melancholy ,2020-01-05 20:00:00, CanvasDreamer , Instagram , #Melancholy #BittersweetMemories ,13.0,26.0, USA ,2020,1,5,20 +231,235," A journey into the past, flipping through the pages of an old diary, nostalgia taking the lead. ", Nostalgia ,2018-08-10 15:45:00, DiaryExplorer , Facebook , #Nostalgia #DiaryJourney ,12.0,25.0, Canada ,2018,8,10,15 +232,236," Ambivalence clouding decisions, caught in the crossroads of conflicting emotions. ", Ambivalence ,2022-01-15 10:30:00, CrossroadsTraveler , Twitter , #Ambivalence #ConflictingEmotions ,15.0,30.0, India ,2022,1,15,10 +233,237," Embracing imperfections, finding acceptance in the mosaic of life's beautiful chaos. ", Acceptance ,2021-07-20 16:20:00, MosaicDreamer , Instagram , #Acceptance #BeautifulChaos ,18.0,36.0, Australia ,2021,7,20,16 +234,238," Determination as the driving force, propelling me forward on the path to extraordinary achievements. ", Determination ,2019-12-03 13:45:00, PathfinderSpirit , Facebook , #Determination #ExtraordinaryPath ,20.0,40.0, USA ,2019,12,3,13 +235,239," Seeking serenity in the melody of raindrops, a tranquil escape from the noise of everyday life. ", Serenity ,2020-04-12 19:30:00, RaindropHarmony , Twitter , #Serenity #RaindropMelody ,25.0,50.0, Canada ,2020,4,12,19 +236,240," Curiosity driving the exploration of the unknown, a seeker of knowledge in uncharted territories. ", Curiosity ,2022-05-08 08:45:00, SeekerOfUnknowns , Instagram , #Curiosity #SeekerOfKnowledge ,22.0,45.0, UK ,2022,5,8,8 +237,241," Drifting through the day with an air of nonchalance, indifferent to the trivialities of life. ", Indifference ,2023-02-22 17:00:00, NonchalantWanderer, Facebook , #Indifference #DriftingThroughLife ,9.0,18.0, India ,2023,2,22,17 +238,242," Lost in the labyrinth of thoughts, confusion casting shadows on the quest for clarity. ", Confusion ,2020-06-05 12:15:00, ShadowedSeeker , Twitter , #Confusion #LabyrinthOfThoughts ,14.0,28.0, Australia ,2020,6,5,12 +239,243," Wrapped in the cloak of emotional numbness, a shield against the storms of life's turbulence. ", Numbness ,2021-11-30 15:30:00, TurbulentShield , Instagram , #Numbness #EmotionalStorms ,10.0,20.0, Canada ,2021,11,30,15 +240,244," Melancholy as a companion, painting the canvas of life with the brushstrokes of wistful yearning. ", Melancholy ,2019-02-25 21:00:00, WistfulPainter , Facebook , #Melancholy #WistfulYearning ,13.0,26.0, UK ,2019,2,25,21 +241,245," Leafing through the pages of an old photo album, nostalgia weaving tales of laughter and tears. ", Nostalgia ,2017-05-18 14:45:00, TaleWeaver , Twitter , #Nostalgia #PhotoAlbumStories ,12.0,25.0, USA ,2017,5,18,14 +242,246," Ambivalence in the air, caught between the crossroads of conflicting emotions and decisions. ", Ambivalence ,2022-08-05 11:30:00, CrossroadsExplorer, Instagram , #Ambivalence #CrossroadsConfusion ,15.0,30.0, Canada ,2022,8,5,11 +243,247," Embracing the beauty in imperfections, finding acceptance in the mosaic of life's unpredictable art. ", Acceptance ,2023-06-15 16:20:00, MosaicArtist , Facebook , #Acceptance #UnpredictableArt ,18.0,36.0, Australia ,2023,6,15,16 +244,248," Determination ablaze, forging a path through challenges, sculpting dreams into tangible realities. ", Determination ,2021-10-10 14:45:00, DreamSculptor , Twitter , #Determination #SculptingDreams ,20.0,40.0, UK ,2021,10,10,14 +245,249," Immerse in the serenity of a moonlit night, where the quiet whispers of nature bring peace to the soul. ", Serenity ,2020-05-12 19:30:00, MoonlitSoul , Instagram , #Serenity #MoonlitPeace ,25.0,50.0, USA ,2020,5,12,19 +246,250," Fueled by curiosity, venturing into uncharted realms, a fearless explorer of the mysteries of the world. ", Curiosity ,2022-12-01 09:15:00, FearlessExplorer , Facebook , #Curiosity #FearlessExplorer ,22.0,44.0, India ,2022,12,1,9 +247,251,"Wrapped in the cloak of emotional numbness, a shield against the storms of life's turbulence. ", Numbness ,2021-11-30 15:30:00, TurbulentShield , Instagram , #Numbness #EmotionalStorms ,10.0,20.0, Canada ,2021,11,30,15 +248,252," Dancing through life with the exuberance of a carefree spirit, embracing joy and zest at every turn. ", Zest ,2018-07-12 17:45:00, JoyfulDancer , Twitter , #Zest #CarefreeSpirit ,15.0,30.0, USA ,2018,7,12,17 +249,253," Basking in the golden glow of contentment, a serene river flowing through the landscape of the heart. ", Contentment ,2020-09-05 20:10:00, SereneBasker , Facebook , #Contentment #GoldenGlow ,18.0,36.0, Australia ,2020,9,5,20 +250,254," Gazing towards the horizon with hopeful eyes, painting a canvas of dreams illuminated by the sun of optimism. ", Hopeful ,2022-04-18 08:00:00, DreamPainter , Instagram , #Hopeful #CanvasOfDreams ,12.0,24.0, India ,2022,4,18,8 +251,255," Standing tall, proud as an oak, the branches of achievement reaching towards the sky of accomplishment. ", Proud ,2019-12-10 12:20:00, OakAchiever , Twitter , #Proud #BranchesOfAchievement ,25.0,50.0, Canada ,2019,12,10,12 +252,256," A heart overflowing with gratitude, a garden where appreciation blooms in the soil of kindness and connection. ", Grateful ,2023-02-28 09:45:00, HeartGardener , Facebook , #Grateful #BlossomingConnection ,20.0,40.0, USA ,2023,2,28,9 +253,257," Extending a hand, empathetic threads weaving a tapestry of understanding, embracing the joys and sorrows of others. ", Empathetic ,2018-04-03 14:15:00, ThreadWeaver , Instagram , #Empathetic #TapestryOfUnderstanding ,15.0,30.0, UK ,2018,4,3,14 +254,258," Compassionate clouds, heavy with care, showering empathy on the parched grounds of human suffering. ", Compassionate ,2022-06-20 10:30:00, CloudCaretaker , Twitter , #Compassionate #ShowerOfEmpathy ,18.0,36.0, Australia ,2022,6,20,10 +255,259," Playfully dancing in the rain of laughter, a whimsical spirit twirling in the puddles of joy and lightheartedness. ", Playful ,2020-07-08 18:00:00, RainDancer , Facebook , #Playful #DanceInTheRain ,22.0,44.0, Canada ,2020,7,8,18 +256,260," Soaring on the wings of a free spirit, unburdened by the chains of conformity, painting the sky with independence. ", Free-spirited ,2021-08-15 11:10:00, SkyPainter , Instagram , #FreeSpirit #PaintingTheSky ,20.0,40.0, India ,2021,8,15,11 +257,261," Bathed in the glow of inspiration, a creative phoenix rising from the ashes of ordinary thoughts to explore new realms. ", Inspired ,2019-10-25 16:50:00, PhoenixExplorer , Twitter , #Inspired #CreativePhoenix ,15.0,30.0, UK ,2019,10,25,16 +258,262," Navigating the sea of hope, sailing towards the sunrise of possibilities, confident in the ship of positive anticipation. ", Hopeful ,2023-10-05 07:30:00, SunriseNavigator , Facebook , #Hopeful #SunriseOfPossibilities ,12.0,24.0, USA ,2023,10,5,7 +259,263," Striding with confidence, footprints of self-assuredness imprinted on the sands of challenges conquered and victories claimed. ", Confident ,2022-02-15 13:15:00, SandStrider , Instagram , #Confident #FootprintsOfAssuredness ,25.0,50.0, Australia ,2022,2,15,13 +260,264," Lost in the symphony of the night, a moonlit serenade that whispers tales of wanderlust and moonlit dreams. ", Serenity ,2021-05-08 22:00:00, NightSerenader , Twitter , #Serenity #MoonlitSerenade ,13.0,26.0, Canada ,2021,5,8,22 +261,265," Unveiling the layers of curiosity, a labyrinth of questions leading to the treasure troves of undiscovered knowledge. ", Curiosity ,2020-11-29 14:45:00, KnowledgeSeeker , Instagram , #Curiosity #LabyrinthOfQuestions ,17.0,34.0, USA ,2020,11,29,14 +262,266," In the embrace of the autumn breeze, leaves of ambivalence dancing in a waltz between choices and uncertainties. ", Ambivalence ,2019-09-14 10:20:00, BreezeWaltzer , Facebook , #Ambivalence #AutumnWaltz ,14.0,28.0, UK ,2019,9,14,10 +263,267," Gratitude as a guiding star, navigating the constellation of blessings in the vast universe of life's precious moments. ", Grateful ,2022-03-12 19:55:00, StarNavigator , Twitter , #Grateful #GuidingStar ,19.0,38.0, Australia ,2022,3,12,19 +264,268," With a zestful heart, sprinting through fields of enthusiasm, chasing sunbeams and laughter in the meadows of joy. ", Zest ,2023-03-30 16:30:00, MeadowSprinter , Instagram , #Zest #FieldsOfEnthusiasm ,16.0,32.0, India ,2023,3,30,16 +265,269," A compassionate rain, tears of empathy falling gently, nurturing the seeds of kindness in the garden of human connections. ", Compassionate ,2021-07-01 12:10:00, RainNurturer , Facebook , #Compassionate #TearsOfEmpathy ,21.0,42.0, Canada ,2021,7,1,12 +266,270," Proudly scaling the peaks of achievement, a mountaineer conquering challenges and planting the flag of success. ", Proud ,2020-01-05 08:45:00, PeakConqueror , Twitter , #Proud #ScalingPeaks ,23.0,46.0, USA ,2020,1,5,8 +267,271," Embraced by the hopeful dawn, a gardener sowing seeds of optimism, tending to the blooms of a brighter tomorrow. ", Hopeful ,2022-07-17 06:15:00, DawnGardener , Instagram , #Hopeful #SeedsOfOptimism ,14.0,28.0, UK ,2022,7,17,6 +268,272," A playful escapade in the carnival of life, carousel laughter and cotton candy dreams swirling in the joyous atmosphere. ", Playful ,2018-08-22 17:20:00, CarnivalDreamer , Facebook , #Playful #CarnivalEscapade ,24.0,48.0, Australia ,2018,8,22,17 +269,273," Floating on clouds of inspiration, an artist painting the sky with strokes of creativity, creating a masterpiece of dreams. ", Inspired ,2021-12-08 14:30:00, SkyArtist , Twitter , #Inspired #CloudsOfCreativity ,18.0,36.0, India ,2021,12,8,14 +270,274," Navigating the river of contentment, a serene boat cruise through the tranquil waters of inner peace and acceptance. ", Contentment ,2019-04-27 09:50:00, RiverNavigator , Instagram , #Contentment #TranquilWaters ,20.0,40.0, Canada ,2019,4,27,9 +271,275," With empathy as a lantern, wandering through the dark alleys of sorrow, illuminating the path with compassion and care. ", Empathetic ,2023-09-03 21:40:00, LanternWanderer , Facebook , #Empathetic #LanternOfCompassion ,16.0,32.0, USA ,2023,9,3,21 +272,276," A free spirit soaring on the wings of dreams, leaving trails of independence in the azure sky of boundless possibilities. ", Free-spirited ,2020-06-10 10:05:00, DreamSoarer , Twitter , #FreeSpirit #WingsOfDreams ,22.0,44.0, UK ,2020,6,10,10 +273,277," Bathed in the golden hues of gratefulness, a sunset of appreciation casting its warm glow on the landscapes of the heart. ", Grateful ,2022-04-01 18:30:00, SunsetAdmirer , Instagram , #Grateful #GoldenHues ,19.0,38.0, Australia ,2022,4,1,18 +274,278," Confident strides in the dance of life, a ballroom where self-assuredness leads, twirling through challenges with grace. ", Confident ,2021-01-15 13:00:00, DanceStrider , Facebook , #Confident #DanceOfLife ,23.0,46.0, Canada ,2021,1,15,13 +275,279," Hopeful whispers of wind, carrying the promises of a brighter tomorrow, a symphony of optimism in the air of possibilities. ", Hopeful ,2023-05-06 07:20:00, WindWhisperer , Twitter , #Hopeful #BrighterTomorrows ,15.0,30.0, India ,2023,5,6,7 +276,280," Playfully juggling responsibilities, a circus performer balancing the acts of work and joy, tossing laughter into the air. ", Playful ,2019-11-18 15:15:00, JugglingArtist , Instagram , #Playful #JugglingResponsibilities ,25.0,50.0, USA ,2019,11,18,15 +277,281," Whispering tales of inspiration to the stars, a storyteller crafting constellations from the threads of imagination. ", Inspired ,2020-08-29 20:45:00, StarStoryteller , Facebook , #Inspired #TalesToTheStars ,14.0,28.0, UK ,2020,8,29,20 +278,282," Charting a course through the waves of hopeful anticipation, a sailor steering towards the shores of dreams yet unexplored. ", Hopeful ,2022-10-30 11:40:00, WaveNavigator , Twitter , #Hopeful #SailorOfDreams ,17.0,34.0, Australia ,2022,10,30,11 +279,283," A compassionate rain, tears of empathy falling gently, nurturing the seeds of kindness in the garden of human connections. ", Compassionate ,2021-07-01 12:10:00, RainNurturer , Instagram , #Compassionate #TearsOfEmpathy ,21.0,42.0, Canada ,2021,7,1,12 +280,284," Proudly scaling the peaks of achievement, a mountaineer conquering challenges and planting the flag of success. ", Proud ,2020-01-05 08:45:00, PeakConqueror , Twitter , #Proud #ScalingPeaks ,23.0,46.0, USA ,2020,1,5,8 +281,285," Embraced by the hopeful dawn, a gardener sowing seeds of optimism, tending to the blooms of a brighter tomorrow. ", Hopeful ,2022-07-17 06:15:00, DawnGardener , Instagram , #Hopeful #SeedsOfOptimism ,14.0,28.0, UK ,2022,7,17,6 +282,286," A playful escapade in the carnival of life, carousel laughter and cotton candy dreams swirling in the joyous atmosphere. ", Playful ,2018-08-22 17:20:00, CarnivalDreamer , Facebook , #Playful #CarnivalEscapade ,24.0,48.0, Australia ,2018,8,22,17 +283,287," Floating on clouds of inspiration, an artist painting the sky with strokes of creativity, creating a masterpiece of dreams. ", Inspired ,2021-12-08 14:30:00, SkyArtist , Twitter , #Inspired #CloudsOfCreativity ,18.0,36.0, India ,2021,12,8,14 +284,288," Navigating the river of contentment, a serene boat cruise through the tranquil waters of inner peace and acceptance. ", Contentment ,2019-04-27 09:50:00, RiverNavigator , Instagram , #Contentment #TranquilWaters ,20.0,40.0, Canada ,2019,4,27,9 +285,289," With empathy as a lantern, wandering through the dark alleys of sorrow, illuminating the path with compassion and care. ", Empathetic ,2023-09-03 21:40:00, LanternWanderer , Facebook , #Empathetic #LanternOfCompassion ,16.0,32.0, USA ,2023,9,3,21 +286,290," A free spirit soaring on the wings of dreams, leaving trails of independence in the azure sky of boundless possibilities. ", Free-spirited ,2020-06-10 10:05:00, DreamSoarer , Twitter , #FreeSpirit #WingsOfDreams ,22.0,44.0, UK ,2020,6,10,10 +287,291," Bathed in the golden hues of gratefulness, a sunset of appreciation casting its warm glow on the landscapes of the heart. ", Grateful ,2022-04-01 18:30:00, SunsetAdmirer , Instagram , #Grateful #GoldenHues ,19.0,38.0, Australia ,2022,4,1,18 +288,292," Confident strides in the dance of life, a ballroom where self-assuredness leads, twirling through challenges with grace. ", Confident ,2021-01-15 13:00:00, DanceStrider , Facebook , #Confident #DanceOfLife ,23.0,46.0, Canada ,2021,1,15,13 +289,293," Hopeful whispers of wind, carrying the promises of a brighter tomorrow, a symphony of optimism in the air of possibilities. ", Hopeful ,2023-05-06 07:20:00, WindWhisperer , Twitter , #Hopeful #BrighterTomorrows ,15.0,30.0, India ,2023,5,6,7 +290,294," Playfully juggling responsibilities, a circus performer balancing the acts of work and joy, tossing laughter into the air. ", Playful ,2019-11-18 15:15:00, JugglingArtist , Instagram , #Playful #JugglingResponsibilities ,25.0,50.0, USA ,2019,11,18,15 +291,295," Whispering tales of inspiration to the stars, a storyteller crafting constellations from the threads of imagination. ", Inspired ,2020-08-29 20:45:00, StarStoryteller , Facebook , #Inspired #TalesToTheStars ,14.0,28.0, UK ,2020,8,29,20 +292,296," Charting a course through the waves of hopeful anticipation, a sailor steering towards the shores of dreams yet unexplored. ", Hopeful ,2022-10-30 11:40:00, WaveNavigator , Twitter , #Hopeful #SailorOfDreams ,17.0,34.0, Australia ,2022,10,30,11 +293,297," A compassionate rain, tears of empathy falling gently, nurturing the seeds of kindness in the garden of human connections. ", Compassionate ,2021-07-01 12:10:00, RainNurturer , Instagram , #Compassionate #TearsOfEmpathy ,21.0,42.0, Canada ,2021,7,1,12 +294,298," Proudly scaling the peaks of achievement, a mountaineer conquering challenges and planting the flag of success. ", Proud ,2020-01-05 08:45:00, PeakConqueror , Twitter , #Proud #ScalingPeaks ,23.0,46.0, USA ,2020,1,5,8 +295,299," Embraced by the hopeful dawn, a gardener sowing seeds of optimism, tending to the blooms of a brighter tomorrow. ", Hopeful ,2022-07-17 06:15:00, DawnGardener , Instagram , #Hopeful #SeedsOfOptimism ,14.0,28.0, India ,2022,7,17,6 +296,300," A playful escapade in the carnival of life, carousel laughter and cotton candy dreams swirling in the joyous atmosphere. ", Playful ,2018-08-22 17:20:00, CarnivalDreamer , Facebook , #Playful #CarnivalEscapade ,24.0,48.0, Australia ,2018,8,22,17 +297,301," Drowning in the abyss of despair, a heart shattered into fragments, lost in the echoing silence of hopelessness. ", Despair ,2021-09-15 16:00:00, ShatteredHeart , Instagram , #Despair #EchoingSilence ,8.0,16.0, Canada ,2021,9,15,16 +298,302," Bitterness festering like a venomous vine, entwining the soul in a web of resentment, poisoning the garden of peace. ", Bitterness ,2019-03-08 14:20:00, VenomousSoul , Facebook , #Bitterness #ResentmentWeb ,12.0,24.0, UK ,2019,3,8,14 +299,303," Wandering through the desert of loneliness, each step a heavy sigh, mirages of connection shimmering but never materializing. ", Loneliness ,2017-07-20 11:45:00, DesertWanderer , Twitter , #Loneliness #MiragesOfConnection ,15.0,30.0, USA ,2017,7,20,11 +300,304," Yearning for a touch that's not there, echoes of a distant warmth haunting the heart in the cold embrace of solitude. ", Yearning ,2020-11-02 19:30:00, ColdEmbrace , Instagram , #Yearning #DistantWarmth ,10.0,20.0, Australia ,2020,11,2,19 +301,305," Eyes wide open in the night, fearful shadows dancing on the walls, the mind a prisoner of imagined horrors. ", Fearful ,2022-05-12 02:00:00, NightPrisoner , Facebook , #Fearful #ImaginedHorrors ,18.0,36.0, India ,2022,5,12,2 +302,306," Apprehensive steps on the tightrope of uncertainty, a balancing act where the fall seems inevitable, anxiety a constant companion. ", Apprehensive ,2023-04-08 13:15:00, TightropeWalker , Twitter , #Apprehensive #BalancingAct ,14.0,28.0, UK ,2023,4,8,13 +303,307," Overwhelmed by the weight of the world, Atlas with trembling shoulders, each responsibility a boulder in the landscape of exhaustion. ", Overwhelmed ,2021-06-25 17:50:00, AtlasBearer , Instagram , #Overwhelmed #BouldersOfExhaustion ,22.0,44.0, Canada ,2021,6,25,17 +304,308," Jealousy, a green-eyed monster, lurking in the shadows, casting a dark cloud over the sunshine of others' success. ", Jealous ,2019-08-30 10:10:00, GreenMonster , Facebook , #Jealous #GreenEyedMonster ,16.0,32.0, USA ,2019,8,30,10 +305,309," Devastated by the storm of betrayal, the wreckage of trust scattered like debris, a heart torn by the winds of broken promises. ", Devastated ,2022-08-03 15:30:00, StormSurvivor , Twitter , #Devastated #WindsOfBrokenPromises ,25.0,50.0, Australia ,2022,8,3,15 +306,310," Frustrated fingers tapping on the keyboard, a symphony of annoyance composing an unsolvable puzzle of unmet expectations. ", Frustrated ,2020-12-17 09:20:00, PuzzleComposer , Instagram , #Frustrated #UnsolvablePuzzle ,12.0,24.0, India ,2020,12,17,9 +307,311," Envious eyes fixated on the gilded prize, a heartache fueled by the painful desire for possessions that seem forever out of reach. ", Envious ,2021-02-28 22:45:00, GildedHeartache , Facebook , #Envious #GildedPrize ,20.0,40.0, USA ,2021,2,28,22 +308,312," Dismissive glances, a fortress built with indifference, walls impenetrable to the pleas of understanding and recognition. ", Dismissive ,2018-05-10 14:00:00, IndifferentFort , Twitter , #Dismissive #ImpenetrableWalls ,14.0,28.0, UK ,2018,5,10,14 +309,313," Shattered dreams lie on the floor like fragments of glass, a mosaic of disappointment crafted by the hands of frustration. ", Frustrated ,2022-01-07 11:10:00, DreamMosaic , Instagram , #Frustrated #MosaicOfDisappointment ,15.0,30.0, Canada ,2022,1,7,11 +310,314," Loneliness, a silent companion in the night, the only echo in the chamber of solitude, a heart's solitary nocturne. ", Loneliness ,2019-09-19 03:30:00, NocturnalEcho , Facebook , #Loneliness #SolitaryNocturne ,18.0,36.0, Australia ,2019,9,19,3 +311,315," Fearful whispers in the dark, the mind haunted by the specter of the unknown, shadows dancing to the rhythm of anxiety's tune. ", Fearful ,2023-07-14 23:00:00, DarkWhispers , Twitter , #Fearful #SpecterOfTheUnknown ,13.0,26.0, UK ,2023,7,14,23 +312,316," Bitterness, a bitter aftertaste lingering on the tongue, each word a reminder of wounds that refuse to heal with the passing of time. ", Bitterness ,2020-04-05 16:20:00, LingeringTaste , Instagram , #Bitterness #BitterAftertaste ,10.0,20.0, India ,2020,4,5,16 +313,317," Overwhelmed by the cacophony of expectations, a drowning soul in the tempest of pressure, struggling to stay afloat. ", Overwhelmed ,2021-11-29 08:45:00, TempestSurvivor , Facebook , #Overwhelmed #DrowningSoul ,20.0,40.0, USA ,2021,11,29,8 +314,318," Jealousy, a venom that seeps through the veins, poisoning the heart and turning it into a breeding ground for discontent. ", Jealous ,2019-12-12 17:00:00, VenomousHeart , Twitter , #Jealous #HeartOfDiscontent ,16.0,32.0, Australia ,2019,12,12,17 +315,319," Devastated by the revelation of betrayal, the trust shattered like fragile glass, leaving shards of pain in its wake. ", Devastated ,2022-05-20 14:50:00, FragileTrust , Instagram , #Devastated #ShatteredTrust ,25.0,50.0, Canada ,2022,5,20,14 +316,320," Frustrated attempts to mend a broken connection, the threads of understanding slipping through the fingers like grains of sand. ", Frustrated ,2020-09-03 12:15:00, BrokenThreads , Facebook , #Frustrated #SlippingThreads ,14.0,28.0, UK ,2020,9,3,12 +317,321," Envious gazes cast upon the podium of success, a bitter pill swallowed, the taste lingering as a constant reminder of unattained heights. ", Envious ,2021-02-10 19:30:00, SuccessPill , Twitter , #Envious #BitterPill ,20.0,40.0, USA ,2021,2,10,19 +318,322," Dismissive gestures, a curtain drawn to shield the vulnerability, a stage where emotions take a backseat to the performance of indifference. ", Dismissive ,2018-08-18 14:40:00, CurtainShield , Instagram , #Dismissive #IndifferencePerformance ,12.0,24.0, Australia ,2018,8,18,14 +319,323," Despair like a heavy fog, enveloping every thought, blurring the path ahead, a journey in the labyrinth of utter hopelessness. ", Despair ,2022-02-28 21:00:00, FoggyLabyrinth , Facebook , #Despair #LabyrinthOfHopelessness ,8.0,16.0, Canada ,2022,2,28,21 +320,324," Bitterness, a bitter chill in the air, freezing moments into icicles of resentment that dangle precariously over the landscape of memory. ", Bitterness ,2019-10-15 10:30:00, IcyResentment , Twitter , #Bitterness #IciclesOfResentment ,15.0,30.0, UK ,2019,10,15,10 +321,325," Loneliness, a solitary moon in a starless sky, casting a cold glow on the landscape of isolation, where echoes bounce in empty spaces. ", Loneliness ,2017-12-01 18:50:00, SolitaryMoon , Instagram , #Loneliness #StarlessSky ,18.0,36.0, USA ,2017,12,1,18 +322,326," Yearning for the warmth of a vanished sun, a heartache painted in the hues of a sunset that never graced the horizon. ", Yearning ,2020-04-18 16:15:00, VanishedSunset , Facebook , #Yearning #HuesOfSunset ,10.0,20.0, Australia ,2020,4,18,16 +323,327," Fearful eyes scanning the shadows, a prisoner of the night, terrorized by the lurking monsters born from the mind's darkest corners. ", Fearful ,2023-01-07 03:30:00, NightPrisoner , Twitter , #Fearful #LurkingMonsters ,18.0,36.0, India ,2023,1,7,3 +324,328," Apprehensive whispers in the wind, a forecast of uncertainty, the mind's weather vane spinning wildly in the storm of doubt. ", Apprehensive ,2021-06-10 10:00:00, WindWhisperer , Instagram , #Apprehensive #StormOfDoubt ,14.0,28.0, Canada ,2021,6,10,10 +325,329," Overwhelmed by the maze of expectations, a minotaur of pressure lurking in the labyrinth, waiting to devour the spirit of resilience. ", Overwhelmed ,2020-02-22 15:20:00, MazeExplorer , Facebook , #Overwhelmed #MinotaurOfPressure ,22.0,44.0, USA ,2020,2,22,15 +326,330," Jealousy, a festering wound, the pain intensifying with each glance at the garden of others' achievements, blooming beyond the fence. ", Jealous ,2018-03-17 14:45:00, WoundedGarden , Twitter , #Jealous #BloomingAchievements ,16.0,32.0, UK ,2018,3,17,14 +327,331," Devastated, a heart in ruins, the echoes of shattered dreams reverberating in the chambers, a requiem for what once was whole. ", Devastated ,2022-10-28 11:15:00, RuinedHeart , Instagram , #Devastated #EchoesOfShatteredDreams ,25.0,50.0, Australia ,2022,10,28,11 +328,332," Frustrated attempts to untangle the knot of confusion, the threads of understanding slipping further into the labyrinth of miscommunication. ", Frustrated ,2020-11-01 12:30:00, KnotUntangler , Facebook , #Frustrated #LabyrinthOfMiscommunication ,14.0,28.0, India ,2020,11,1,12 +329,333," Envious eyes locked on the treasure chest of opportunities, a heartache fueled by the desire for keys that seem forever elusive. ", Envious ,2021-01-15 22:10:00, ElusiveKeys , Twitter , #Envious #DesireForKeys ,20.0,40.0, USA ,2021,1,15,22 +330,334," Dismissive gestures, a curtain drawn to shield the vulnerability, a stage where emotions take a backseat to the performance of indifference. ", Dismissive ,2018-08-18 14:00:00, IndifferentFort , Instagram , #Dismissive #IndifferencePerformance ,12.0,24.0, Australia ,2018,8,18,14 +331,335," Shattered dreams lie on the floor like fragments of glass, a mosaic of disappointment crafted by the hands of frustration. ", Frustrated ,2022-01-07 11:10:00, DreamMosaic , Twitter , #Frustrated #MosaicOfDisappointment ,15.0,30.0, Canada ,2022,1,7,11 +332,336," Loneliness, a silent companion in the night, the only echo in the chamber of solitude, a heart's solitary nocturne. ", Loneliness ,2019-09-19 03:30:00, NocturnalEcho , Facebook , #Loneliness #SolitaryNocturne ,18.0,36.0, Australia ,2019,9,19,3 +333,337,Awe-struck by the breathtaking sunrise over the mountains. , Awe ,2022-04-03 06:15:00, NatureAdmirer , Instagram , #Awe #BreathtakingSunrise ,28.0,55.0, USA ,2022,4,3,6 +334,338,Navigating through the challenges with determination. , Determination ,2023-10-12 10:30:00, GoalPursuer , Twitter , #Determination #Challenges ,15.0,30.0, Canada ,2023,10,12,10 +335,339,Nostalgia hits while flipping through an old photo album. , Nostalgia ,2019-06-28 19:00:00, MemoryLane , Facebook , #Nostalgia #OldMemories ,22.0,45.0, UK ,2019,6,28,19 +336,340,Thrilled to witness the grandeur of a cultural festival. , Thrill ,2020-09-15 14:45:00, CultureEnthusiast , Instagram , #Thrill #CulturalCelebration ,40.0,80.0, India ,2020,9,15,14 +337,341,Calmness found in the rhythm of raindrops on the windowpane. , Calmness ,2017-11-08 21:20:00, RainWatcher , Twitter , #Calmness #RainyDays ,18.0,35.0, Australia ,2017,11,8,21 +338,342,Overwhelmed by the support received during a personal challenge., Overwhelmed ,2021-05-20 17:30:00, PersonalJourney , Facebook , #Overwhelmed #SupportiveCommunity ,25.0,50.0, USA ,2021,5,20,17 +339,343,Excitement builds as the countdown to a long-awaited vacation begins. , Excitement ,2023-01-10 12:00:00, VacationDreamer , Instagram , #Excitement #VacationCountdown ,30.0,60.0, France ,2023,1,10,12 +340,344,"Reflecting on life's journey, grateful for the lessons learned. ", Gratitude ,2018-12-05 08:45:00, LifeLearner , Twitter , #Gratitude #LifeLessons ,35.0,70.0, Brazil ,2018,12,5,8 +341,345,Bittersweet emotions arise while bidding farewell to a dear friend. , Bittersweet ,2020-03-15 18:30:00, FarewellSender , Instagram , #Bittersweet #Farewell ,20.0,40.0, Japan ,2020,3,15,18 +342,346,Curiosity sparked by exploring a mysterious ancient ruin. , Curiosity ,2016-08-22 15:10:00, HistoryExplorer , Facebook , #Curiosity #AncientDiscovery ,18.0,35.0, Greece ,2016,8,22,15 +343,347,Admiration for the intricate details of a handcrafted masterpiece. , Admiration ,2019-08-20 16:00:00, CraftEnthusiast , Instagram , #Admiration #HandcraftedArt ,25.0,50.0, USA ,2019,8,20,16 +344,348,Overjoyed by the warmth of a cozy fireplace on a winter evening. , Overjoyed ,2021-12-08 19:30:00, WinterLover , Twitter , #Overjoyed #WinterWarmth ,18.0,35.0, Canada ,2021,12,8,19 +345,349,Inspiration strikes while observing the colors of a vibrant sunset., Inspiration ,2020-06-10 20:45:00, SunsetWatcher , Instagram , #Inspiration #ColorfulSunset ,30.0,60.0, UK ,2020,6,10,20 +346,350,Motivated to achieve fitness goals after an invigorating workout. , Motivation ,2022-02-28 07:15:00, FitnessJunkie , Facebook , #Motivation #FitnessGoals ,40.0,80.0, Australia ,2022,2,28,7 +347,351,Gratitude for the simple joys found in a cup of morning coffee. , Gratitude ,2017-04-15 08:00:00, CoffeeLover , Twitter , #Gratitude #MorningCoffee ,22.0,45.0, India ,2017,4,15,8 +348,352,Feeling empowered after conquering a challenging hiking trail. , Empowerment ,2018-09-05 14:20:00, HikingExplorer , Instagram , #Empowerment #HikingAdventure ,35.0,70.0, USA ,2018,9,5,14 +349,353,Amused by the antics of playful kittens during playtime. , Amusement ,2022-10-22 12:45:00, KittyObserver , Facebook , #Amusement #PlayfulKittens ,15.0,30.0, Canada ,2022,10,22,12 +350,354,Contemplating life's mysteries under the starry night sky. , Contemplation ,2016-07-02 23:30:00, Stargazer , Twitter , #Contemplation #StarryNight ,28.0,55.0, UK ,2016,7,2,23 +351,355,Joyful reunion with long-lost friends after years of separation. , JoyfulReunion ,2020-11-18 17:10:00, FriendshipRenewal , Instagram , #JoyfulReunion #Friendship ,20.0,40.0, India ,2020,11,18,17 +352,356,Excitement builds while preparing for a surprise celebration. , Excitement ,2023-03-05 15:00:00, CelebrationPlanner , Facebook , #Excitement #SurpriseCelebration ,30.0,60.0, Australia ,2023,3,5,15 +353,357,Satisfaction derived from successfully completing a DIY project. , Satisfaction ,2015-12-01 11:30:00, DIYEnthusiast , Twitter , #Satisfaction #DIYProject ,25.0,50.0, USA ,2015,12,1,11 +354,358,Feeling blessed for the supportive community in times of need. , Blessed ,2021-09-10 09:45:00, CommunityHelper , Instagram , #Blessed #SupportiveCommunity ,18.0,35.0, UK ,2021,9,10,9 +355,359,Captivated by the serenity of a tranquil garden in full bloom. , Serenity ,2018-05-12 14:20:00, GardenEnthusiast , Facebook , #Serenity #TranquilGarden ,22.0,45.0, Canada ,2018,5,12,14 +356,360,Anticipation for an upcoming adventure in an exotic destination. , Anticipation ,2022-07-25 10:00:00, Wanderlust , Twitter , #Anticipation #AdventureAwaits ,40.0,80.0, India ,2022,7,25,10 +357,361,Reflecting on personal growth achieved through life experiences. , Reflection ,2019-03-08 18:30:00, GrowthSeeker , Instagram , #Reflection #PersonalGrowth ,35.0,70.0, USA ,2019,3,8,18 +358,362,Nostalgic memories flood in while revisiting childhood favorites. , Nostalgia ,2017-01-28 21:15:00, ChildhoodMemories , Facebook , #Nostalgia #ChildhoodFavorites ,20.0,40.0, Australia ,2017,1,28,21 +359,363,Appreciation for the vibrant culture experienced during travel. , Appreciation ,2016-11-14 13:45:00, CultureExplorer , Twitter , #Appreciation #CulturalExperience ,28.0,55.0, UK ,2016,11,14,13 +360,364,Confidence soars after overcoming public speaking anxiety. , Confidence ,2020-04-02 17:30:00, PublicSpeaker , Instagram , #Confidence #OvercomingAnxiety ,15.0,30.0, USA ,2020,4,2,17 +361,365,Contentment in the midst of a family gathering filled with laughter. , Contentment ,2023-01-15 19:00:00, FamilyCelebration , Facebook , #Contentment #FamilyLaughter ,25.0,50.0, Canada ,2023,1,15,19 +362,366,Enthusiasm for learning new skills and expanding knowledge. , Enthusiasm ,2018-08-07 12:15:00, LifelongLearner , Twitter , #Enthusiasm #SkillBuilding ,30.0,60.0, India ,2018,8,7,12 +363,367,Surprise and delight at discovering a hidden gem in the city. , Surprise ,2019-10-18 16:45:00, CityExplorer , Instagram , #Surprise #HiddenGem ,18.0,35.0, UK ,2019,10,18,16 +364,368,A sense of accomplishment after completing a challenging workout., Accomplishment ,2022-06-30 07:00:00, FitnessAchiever , Facebook , #Accomplishment #FitnessSuccess ,22.0,45.0, Australia ,2022,6,30,7 +365,369,Wonderment at the beauty of a double rainbow after the rain. , Wonderment ,2017-06-12 18:20:00, RainbowChaser , Twitter , #Wonderment #DoubleRainbow ,35.0,70.0, USA ,2017,6,12,18 +366,370,Optimism for a bright future amidst challenging times. , Optimism ,2021-07-05 09:30:00, FutureOptimist , Instagram , #Optimism #BrightFuture ,20.0,40.0, Canada ,2021,7,5,9 +367,371,Pride in achieving a personal milestone in career progression. , Pride ,2016-04-15 14:50:00, CareerAchiever , Facebook , #Pride #CareerMilestone ,28.0,55.0, UK ,2016,4,15,14 +368,372,Happiness blooms like flowers in a garden on a sunny day. , Happiness ,2020-02-10 11:15:00, SunnyDayEnthusiast , Twitter , #Happiness #SunnyDay ,15.0,30.0, India ,2020,2,10,11 +369,373,Elation over discovering a rare book in a quaint bookstore. , Elation ,2018-09-22 16:30:00, Bookworm , Instagram , #Elation #RareBookDiscovery ,40.0,80.0, USA ,2018,9,22,16 +370,374,Curiosity piqued by the mysteries of an ancient archaeological site., Curiosity ,2015-11-08 10:00:00, ArchaeologyEnthusiast , Facebook , #Curiosity #AncientMysteries ,18.0,35.0, Australia ,2015,11,8,10 +371,375,Mesmerized by the cosmic dance of fireflies on a moonlit night. , Enchantment ,2022-08-10 22:00:00, NightSkyObserver , Instagram , #Enchantment #CosmicFireflies ,25.0,50.0, Brazil ,2022,8,10,22 +372,376,Intrigued by the symphony of colors in an abstract art exhibition. , Intrigue ,2019-04-05 17:30:00, ArtConnoisseur , Twitter , #Intrigue #AbstractArt ,18.0,35.0, France ,2019,4,5,17 +373,377,Giggles and joy echo in the air during a children's playdate. , PlayfulJoy ,2020-12-15 15:45:00, PlayfulParent , Facebook , #PlayfulJoy #ChildrensPlaydate ,22.0,45.0, Japan ,2020,12,15,15 +374,378,Enveloped in serenity while practicing mindfulness by the lake. , Mindfulness ,2017-10-20 08:15:00, ZenSeeker , Instagram , #Mindfulness #LakeTranquility ,35.0,70.0, Canada ,2017,10,20,8 +375,379,Chasing dreams like a kite soaring high in the vast open sky. , DreamChaser ,2021-02-28 13:00:00, SkyDreamer , Twitter , #DreamChaser #SkyHighDreams ,30.0,60.0, Australia ,2021,2,28,13 +376,380,Spellbound by the elegance of a ballroom dance under crystal chandeliers. , Elegance ,2018-06-12 20:30:00, DanceEnthusiast , Facebook , #Elegance #BallroomDance ,28.0,55.0, UK ,2018,6,12,20 +377,381,Whimsical delight in a world of fairy tales and magical creatures. , Whimsy ,2016-03-08 14:20:00, FairyTaleExplorer , Instagram , #Whimsy #MagicalWorld ,20.0,40.0, USA ,2016,3,8,14 +378,382,Pensive contemplation amid the ancient ruins of a forgotten civilization. , Pensive ,2023-04-18 17:10:00, RuinsExplorer , Twitter , #Pensive #AncientCivilization ,18.0,35.0, Greece ,2023,4,18,17 +379,383,Embracing the thrill of speed on a rollercoaster's exhilarating twists. , Thrill ,2020-07-25 12:45:00, RollercoasterFan , Facebook , #Thrill #RollercoasterAdventure ,22.0,45.0, Germany ,2020,7,25,12 +380,384,Harmony resonates as musicians play a melody of unity and togetherness. , Harmony ,2019-11-30 19:30:00, MusicHarmonist , Instagram , #Harmony #MusicalUnity ,35.0,70.0, Sweden ,2019,11,30,19 +381,385,A burst of creativity in the quiet solitude of an artist's studio. , Creativity ,2015-09-01 16:00:00, StudioArtist , Twitter , #Creativity #ArtistsHaven ,15.0,30.0, Italy ,2015,9,1,16 +382,386,Radiant joy akin to blooming flowers on a sun-kissed spring morning. , Radiance ,2022-05-05 10:15:00, SpringEnthusiast , Facebook , #Radiance #SpringBlooms ,25.0,50.0, Netherlands ,2022,5,5,10 +383,387,A sense of wonder at the vastness of the cosmos on a stargazing night. , Wonder ,2018-07-08 23:00:00, CosmosExplorer , Instagram , #Wonder #StargazingAdventure ,40.0,80.0, South Africa ,2018,7,8,23 +384,388,Rejuvenated by the salty breeze and the sound of waves at the seaside. , Rejuvenation ,2021-09-20 14:30:00, SeaBreezeLover , Twitter , #Rejuvenation #SeasideEscape ,18.0,35.0, Spain ,2021,9,20,14 +385,389,Whispers of inspiration from the rustling leaves in a serene forest. , Inspiration ,2016-11-15 11:45:00, ForestDreamer , Facebook , #Inspiration #ForestWhispers ,28.0,55.0, Portugal ,2016,11,15,11 +386,390,Savoring the warmth of a cup of cocoa on a chilly winter evening. , Coziness ,2020-01-12 18:00:00, WinterWarmth , Instagram , #Coziness #WarmWinterEvening ,30.0,60.0, Switzerland ,2020,1,12,18 +387,391,Heartfelt gratitude for the laughter shared during a family reunion. , Gratitude ,2017-12-28 19:15:00, FamilyGatherer , Facebook , #Gratitude #FamilyLaughter ,22.0,45.0, Austria ,2017,12,28,19 +388,392,"Embarking on a culinary adventure, savoring exotic flavors around the world. ", Adventure ,2019-03-02 20:20:00, CulinaryExplorer , Twitter , #Adventure #CulinaryJourney ,35.0,70.0, Belgium ,2019,3,2,20 +389,393,Euphoria floods in as the final puzzle piece clicks into place. , Euphoria ,2022-06-08 15:30:00, PuzzleSolver , Instagram , #Euphoria #PuzzleCompletion ,20.0,40.0, Denmark ,2022,6,8,15 +390,394,Awe-inspired by the grandeur of an ancient cathedral's intricate architecture. , Awe ,2018-08-18 14:45:00, CathedralVisitor , Facebook , #Awe #ArchitecturalGrandeur ,18.0,35.0, Czech Republic ,2018,8,18,14 +391,395,Captivated by the ethereal beauty of a field filled with fireflies. , Enchantment ,2022-08-10 22:00:00, NightSkyObserver , Instagram , #Enchantment #FireflyField ,25.0,50.0, Brazil ,2022,8,10,22 +392,396,Immersed in the enchanting melodies of a street musician's violin. , Melodic ,2019-04-05 17:30:00, MusicLover , Twitter , #Melodic #StreetMusic ,18.0,35.0, France ,2019,4,5,17 +393,397,Joyful laughter resonates through a lively summer carnival. , FestiveJoy ,2020-12-15 15:45:00, CarnivalGoer , Facebook , #FestiveJoy #SummerCarnival ,22.0,45.0, Japan ,2020,12,15,15 +394,398,Exploring the universe within during a mindful meditation session. , InnerJourney ,2017-10-20 08:15:00, MindfulExplorer , Instagram , #InnerJourney #MeditationBliss ,35.0,70.0, Canada ,2017,10,20,8 +395,399,Soaring like a free spirit on the winds of a coastal cliff. , Freedom ,2021-02-28 13:00:00, CoastalExplorer , Twitter , #Freedom #CoastalAdventure ,30.0,60.0, Australia ,2021,2,28,13 +396,400,Dazzled by the elegance of a masquerade ball's dazzling costumes. , Dazzle ,2018-06-12 20:30:00, MasqueradeAttendee , Facebook , #Dazzle #MasqueradeElegance ,28.0,55.0, UK ,2018,6,12,20 +397,401,Whimsical delight in a world of whimsical fairy tales. , Whimsy ,2016-03-08 14:20:00, FairyTaleAdventurer , Instagram , #Whimsy #FairyTaleMagic ,20.0,40.0, USA ,2016,3,8,14 +398,402,Reflective contemplation amid the ruins of a forgotten era. , Reflection ,2023-04-18 17:10:00, RuinsExplorer , Twitter , #Reflection #ForgottenEra ,18.0,35.0, Greece ,2023,4,18,17 +399,403,Riding the adrenaline rush on a rollercoaster's wild twists. , Adrenaline ,2020-07-25 12:45:00, ThrillSeeker , Facebook , #Adrenaline #RollercoasterThrills ,22.0,45.0, Germany ,2020,7,25,12 +400,404,Harmony resonates as musicians play a symphony of unity. , Harmony ,2019-11-30 19:30:00, MusicHarmonist , Instagram , #Harmony #MusicalUnity ,35.0,70.0, Sweden ,2019,11,30,19 +401,405,A burst of artistic creativity in the quietude of an artist's studio. , ArtisticBurst ,2015-09-01 16:00:00, StudioArtist , Twitter , #ArtisticBurst #StudioCreativity ,15.0,30.0, Italy ,2015,9,1,16 +402,406,Radiant joy akin to blossoming flowers on a sunlit spring morning. , Radiance ,2022-05-05 10:15:00, SpringEnthusiast , Facebook , #Radiance #SpringBlooms ,25.0,50.0, Netherlands ,2022,5,5,10 +403,407,Awe-inspired by the vastness of the cosmos on a stargazing night. , Wonder ,2018-07-08 23:00:00, CosmosExplorer , Instagram , #Wonder #StargazingAdventure ,40.0,80.0, South Africa ,2018,7,8,23 +404,408,Rejuvenated by the salty breeze and the sound of waves at the seaside. , Rejuvenation ,2021-09-20 14:30:00, SeaBreezeLover , Twitter , #Rejuvenation #SeasideEscape ,18.0,35.0, Spain ,2021,9,20,14 +405,409,Whispers of inspiration from the rustling leaves in a serene forest. , Inspiration ,2016-11-15 11:45:00, ForestDreamer , Facebook , #Inspiration #ForestWhispers ,28.0,55.0, Portugal ,2016,11,15,11 +406,410,Savoring the warmth of a cup of cocoa on a chilly winter evening. , Coziness ,2020-01-12 18:00:00, WinterWarmth , Instagram , #Coziness #WarmWinterEvening ,30.0,60.0, Switzerland ,2020,1,12,18 +407,411,Heartfelt gratitude for the laughter shared during a family reunion. , Gratitude ,2017-12-28 19:15:00, FamilyGatherer , Facebook , #Gratitude #FamilyLaughter ,22.0,45.0, Austria ,2017,12,28,19 +408,412,"Embarking on a culinary odyssey, savoring flavors around the world. ", CulinaryOdyssey ,2019-03-02 20:20:00, CulinaryExplorer , Twitter , #CulinaryOdyssey #FlavorsAroundTheWorld ,35.0,70.0, Belgium ,2019,3,2,20 +409,413,Euphoria floods in as the final puzzle piece fits perfectly. , Euphoria ,2022-06-08 15:30:00, PuzzleSolver , Instagram , #Euphoria #PerfectPuzzle ,20.0,40.0, Denmark ,2022,6,8,15 +410,414,Awe-struck by the grandeur of an ancient cathedral's intricate architecture. , Awe ,2018-08-18 14:45:00, CathedralVisitor , Facebook , #Awe #ArchitecturalGrandeur ,18.0,35.0, Czech Republic ,2018,8,18,14 +411,415,Curiosity awakened by the mysteries of an ancient archaeological site. , Curiosity ,2015-11-08 10:00:00, ArchaeologyEnthusiast , Instagram , #Curiosity #AncientMysteries ,18.0,35.0, Australia ,2015,11,8,10 +412,416,Giddy with excitement as the first snowflakes dance from the sky. , Excitement ,2020-12-02 17:30:00, SnowfallEnthusiast , Twitter , #Excitement #SnowfallMagic ,22.0,45.0, Canada ,2020,12,2,17 +413,417,Contentment envelops as the aroma of freshly baked bread fills the air. , Contentment ,2017-06-10 12:15:00, BreadLover , Instagram , #Contentment #FreshBreadAroma ,28.0,55.0, France ,2017,6,10,12 +414,418,Inspired by the resilience of a lone tree standing tall in a storm. , Resilience ,2021-04-15 14:20:00, NatureResilient , Facebook , #Resilience #StandingTall ,35.0,70.0, USA ,2021,4,15,14 +415,419,"Lost in the pages of a captivating novel, transported to another world. ", Immersion ,2019-09-28 19:45:00, Bookworm , Twitter , #Immersion #CaptivatingNovel ,20.0,40.0, UK ,2019,9,28,19 +416,420,Drenched in nostalgia while flipping through an old family photo album. , Nostalgia ,2016-12-05 21:00:00, FamilyHistorian , Instagram , #Nostalgia #FamilyPhotoAlbum ,25.0,50.0, India ,2016,12,5,21 +417,421,Spark of inspiration ignites like a shooting star in the night sky. , Spark ,2018-02-10 23:30:00, NightSkyWatcher , Facebook , #Spark #InspirationIgnited ,30.0,60.0, Australia ,2018,2,10,23 +418,422,Imbued with gratitude for the simple pleasure of a warm cup of tea. , Gratitude ,2023-02-15 08:30:00, TeaEnthusiast , Twitter , #Gratitude #WarmTea ,18.0,35.0, Japan ,2023,2,15,8 +419,423,Marveling at the kaleidoscope of colors in a vibrant street market. , Marvel ,2015-08-22 15:00:00, MarketExplorer , Instagram , #Marvel #ColorfulStreetMarket ,22.0,45.0, Brazil ,2015,8,22,15 +420,424,Awash with serenity as the sun sets over a tranquil lakeside retreat. , Serenity ,2020-11-20 18:45:00, LakesideRetreater , Facebook , #Serenity #TranquilSunset ,28.0,55.0, Germany ,2020,11,20,18 +421,425,Drowning in sorrow as memories of lost love resurface. , Heartbreak ,2019-08-05 21:00:00, LostInLove , Instagram , #Heartbreak #LostLove ,15.0,30.0, USA ,2019,8,5,21 +422,426,Numbness sets in as the weight of loneliness grows heavier. , Loneliness ,2021-02-12 16:45:00, SolitudeSeeker , Twitter , #Loneliness #HeavyHeart ,18.0,35.0, Canada ,2021,2,12,16 +423,427,"Tears fall like raindrops, mourning the end of a cherished friendship. ", Grief ,2020-11-28 14:20:00, FriendshipsEnd , Facebook , #Grief #LostFriendship ,22.0,45.0, UK ,2020,11,28,14 +424,428,"Despair clouds the mind, feeling adrift in an endless sea of darkness. ", Despair ,2016-05-15 22:30:00, LostInDarkness , Instagram , #Despair #EndlessDarkness ,28.0,55.0, Australia ,2016,5,15,22 +425,429,"Shattered by betrayal, trust crumbles like fragile glass. ", Betrayal ,2018-09-10 13:15:00, BrokenTrust , Twitter , #Betrayal #ShatteredTrust ,22.0,45.0, Germany ,2018,9,10,13 +426,430,"Aching heart, the symphony of pain plays in the silence of solitude. ", Suffering ,2022-03-20 19:30:00, SilentSufferer , Facebook , #Suffering #HeartacheSymphony ,25.0,50.0, Brazil ,2022,3,20,19 +427,431,"Emotional storm, a whirlwind of sadness engulfs every thought. ", EmotionalStorm ,2017-07-18 17:45:00, StormyFeelings , Instagram , #EmotionalStorm #SadnessWhirlwind ,30.0,60.0, India ,2017,7,18,17 +428,432,"Haunted by regrets, the ghost of the past lingers relentlessly. ", Regret ,2018-12-15 10:00:00, LingeringGhost , Twitter , #Regret #HauntedPast ,18.0,35.0, France ,2018,12,15,10 +429,433,"Torn apart by grief, the echoes of loss reverberate through the soul. ", Grief ,2015-06-28 21:15:00, EchoesOfLoss , Facebook , #Grief #TornApart ,28.0,55.0, Italy ,2015,6,28,21 +430,434,"Isolation deepens, an emotional winter where warmth is but a distant memory. ", Isolation ,2020-04-02 14:20:00, WinterOfEmotions , Instagram , #Isolation #EmotionalWinter ,35.0,70.0, Japan ,2020,4,2,14 +431,435,"Soul-crushing disappointment, hopes shattered like fragile glass. ", Disappointment ,2019-10-08 18:30:00, ShatteredHopes , Twitter , #Disappointment #CrushedHopes ,20.0,40.0, Spain ,2019,10,8,18 +432,436,"Painful echoes of a love once cherished, now lost in the abyss of time. ", LostLove ,2016-11-22 09:45:00, AbyssOfTime , Facebook , #LostLove #PainfulEchoes ,22.0,45.0, Netherlands ,2016,11,22,9 +433,437,"Heartache deepens, a solitary journey through the abyss of despair. ", Despair ,2022-08-18 22:00:00, SolitaryDescent , Instagram , #Despair #AbyssOfHeartache ,40.0,80.0, South Africa ,2022,8,18,22 +434,438,"Melancholy lingers, a bittersweet serenade in the quietude of solitude. ", Melancholy ,2017-03-12 23:30:00, SerenadeOfSolitude , Twitter , #Melancholy #QuietSerenade ,18.0,35.0, UK ,2017,3,12,23 +435,439,"Bitterness like a poison, seeping into every crevice of the wounded heart. ", Bitterness ,2015-12-15 16:15:00, PoisonedHeart , Facebook , #Bitterness #WoundedHeart ,25.0,50.0, Australia ,2015,12,15,16 +436,440,"Emotional exhaustion, the weight of the world crushing weary shoulders. ", Exhaustion ,2021-09-05 13:30:00, WearySoulCrushed , Instagram , #Exhaustion #CrushedSpirit ,35.0,70.0, Canada ,2021,9,5,13 +437,441,"Sorrowful echoes, a symphony of pain played by the strings of loss. ", Sorrow ,2018-05-22 20:45:00, StringsOfSorrow , Twitter , #Sorrow #SymphonyOfLoss ,18.0,35.0, Germany ,2018,5,22,20 +438,442,"Darkness descends, engulfing the soul in the shadows of despair. ", Darkness ,2016-07-10 18:20:00, SoulInShadow , Facebook , #Darkness #SoulEngulfed ,28.0,55.0, USA ,2016,7,10,18 +439,443,"Desperation whispers, the silent plea for a glimmer of hope in the abyss. ", Desperation ,2019-04-30 14:00:00, WhisperedDespair , Instagram , #Desperation #GlimmerOfHope ,22.0,45.0, France ,2019,4,30,14 +440,444,"Heart in ruins, the remnants of shattered dreams scattered in the wind. ", Ruins ,2022-01-08 11:30:00, DreamsInWind , Twitter , #Ruins #ShatteredDreams ,20.0,40.0, Brazil ,2022,1,8,11 +441,445,"Shattered by the echoes of a shattered dream, fragments of hope scattered. ", Desolation ,2017-09-10 19:15:00, DreamEchoes , Twitter , #Desolation #ScatteredHope ,20.0,40.0, Australia ,2017,9,10,19 +442,446,"Avoiding the thorns of regret, walking barefoot on the path of remorse. ", Regret ,2022-04-18 11:30:00, RemorseWalker , Instagram , #Regret #PathOfRemorse ,25.0,50.0, Canada ,2022,4,18,11 +443,447,"In the labyrinth of grief, the walls echo with the footsteps of lost joy. ", Grief ,2018-12-05 21:45:00, JoyLabyrinth , Facebook , #Grief #LostJoyFootsteps ,18.0,35.0, USA ,2018,12,5,21 +444,448,"A soul adrift in the sea of solitude, waves of loneliness crashing relentlessly. ", Loneliness ,2016-06-28 14:20:00, SolitudeSeas , Twitter , #Loneliness #CrashingWaves ,22.0,45.0, UK ,2016,6,28,14 +445,449,"The bitterness of betrayal, a taste that lingers, staining the palate of trust. ", Bitterness ,2019-10-22 17:00:00, PalateStainer , Instagram , #Bitterness #StainedTrust ,15.0,30.0, Germany ,2019,10,22,17 +446,450,"In the ruins of hope, echoes of shattered dreams whisper tales of loss. ", Desolation ,2021-03-15 22:45:00, HopeRuins , Facebook , #Desolation #WhisperedLoss ,28.0,55.0, Brazil ,2021,3,15,22 +447,451,"Sinking like a stone in the ocean of heartbreak, each ripple a sigh of despair. ", Heartbreak ,2017-08-10 19:30:00, OceanSinker , Twitter , #Heartbreak #RippleOfDespair ,22.0,45.0, France ,2017,8,10,19 +448,452,"Tears, the ink staining the pages of a journal, a testament to silent grief. ", Grief ,2023-01-28 14:30:00, InkJournalist , Instagram , #Grief #SilentTears ,30.0,60.0, India ,2023,1,28,14 +449,453,"In the wasteland of lost trust, the echoes of broken promises reverberate. ", Betrayal ,2016-12-12 10:00:00, TrustWasteland , Facebook , #Betrayal #ReverberatingPromises ,25.0,50.0, Italy ,2016,12,12,10 +450,454,"Avoiding the shards of shattered dreams, walking the tightrope of resilience. ", Resilience ,2020-07-18 15:15:00, DreamTightrope , Twitter , #Resilience #TightropeWalk ,35.0,70.0, Japan ,2020,7,18,15 +451,455,"Suffocating in the silence of solitude, where echoes of laughter once thrived. ", Isolation ,2022-05-20 20:30:00, EchoedLaughter , Instagram , #Isolation #SilentSolitude ,30.0,60.0, South Africa ,2022,5,20,20 +452,456,"Haunted by the specter of lost possibilities, a ghost that refuses to fade away. ", Regret ,2019-11-08 14:45:00, PossibilityGhost , Twitter , #Regret #FadingPossibilities ,18.0,35.0, Spain ,2019,11,8,14 +453,457,"In the labyrinth of despair, the echoes of a broken heart reverberate endlessly. ", Despair ,2017-03-28 22:00:00, EndlessLabyrinth , Facebook , #Despair #EndlessReverberation ,28.0,55.0, Australia ,2017,3,28,22 +454,458,"Sinking like autumn leaves in the river of sorrow, carried away by the current. ", Sorrow ,2020-09-15 18:15:00, RiverOfSorrow , Instagram , #Sorrow #AutumnLeaves ,22.0,45.0, Canada ,2020,9,15,18 +455,459,"In the garden of broken dreams, petals fall, a silent testimony to shattered hopes. ", Desolation ,2018-06-10 13:30:00, DreamGardener , Twitter , #Desolation #ShatteredHopes ,20.0,40.0, UK ,2018,6,10,13 +456,460,"Tears, the currency of grief, spent in the marketplace of lost love and longing. ", Grief ,2016-12-22 21:45:00, CurrencyOfTears , Facebook , #Grief #LostLoveLonging ,25.0,50.0, USA ,2016,12,22,21 +457,461,"Wandering in the maze of betrayal, the walls closing in with every wrong turn. ", Betrayal ,2021-01-05 16:20:00, MazeWanderer , Instagram , #Betrayal #ClosingWalls ,15.0,30.0, Germany ,2021,1,5,16 +458,462,"A soul weathered by the storm of heartbreak, seeking refuge in the calm after. ", Heartbreak ,2019-04-18 11:00:00, StormSeeker , Twitter , #Heartbreak #CalmAfterStorm ,22.0,45.0, Brazil ,2019,4,18,11 +459,463,"In the tapestry of despair, threads of hope unravel, leaving a portrait of sorrow. ", Despair ,2017-08-28 19:30:00, TapestrySorrow , Facebook , #Despair #UnraveledHope ,18.0,35.0, India ,2017,8,28,19 +460,464,"Like a withered rose in the garden of love, petals fall, a silent surrender to time. ", Loss ,2023-02-10 14:30:00, WitheredRose , Instagram , #Loss #SilentSurrender ,28.0,55.0, France ,2023,2,10,14 +461,465,"In the void of heartache, echoes of a love song play, each note a pang of longing. ", Heartache ,2022-07-10 22:15:00, LoveSongEcho , Instagram , #Heartache #LoveSongLonging ,30.0,60.0, Japan ,2022,7,10,22 +462,466,"Nostalgia, a bittersweet dance in the moonlit ballroom of cherished memories. ", Nostalgia ,2019-05-15 21:30:00, MoonlitMemories , Twitter , #Nostalgia #CherishedMemories ,18.0,35.0, Italy ,2019,5,15,21 +463,467,"In the symphony of grief, each tear is a note, composing a melancholic melody. ", Grief ,2018-11-28 14:00:00, SymphonyOfTears , Facebook , #Grief #MelancholicMelody ,22.0,45.0, Germany ,2018,11,28,14 +464,468,"Betrayal, a venomous serpent slithering through the garden of trust, poisoning roots. ", Betrayal ,2021-03-02 17:45:00, VenomousGarden , Instagram , #Betrayal #PoisonedTrust ,25.0,50.0, Canada ,2021,3,2,17 +465,469,"Sinking in the quicksand of despair, the harder you fight, the deeper you descend. ", Despair ,2016-10-18 19:30:00, QuicksandFighter , Twitter , #Despair #DeepDescent ,20.0,40.0, USA ,2016,10,18,19 +466,470,"Wandering through the cemetery of lost dreams, tombstones marking untold sorrows. ", Desolation ,2020-08-15 12:30:00, DreamCemetery , Facebook , #Desolation #UntoldSorrows ,28.0,55.0, France ,2020,8,15,12 +467,471,"Swept away by the river of regret, the currents of the past refusing to release. ", Regret ,2017-04-28 16:20:00, RegretRiver , Instagram , #Regret #PastCurrents ,18.0,35.0, UK ,2017,4,28,16 +468,472,"Whispers of lost love linger in the attic of the heart, forgotten but not erased. ", Loss ,2019-09-10 21:00:00, HeartAttic , Twitter , #Loss #ForgottenLove ,22.0,45.0, Australia ,2019,9,10,21 +469,473,"In the gallery of broken promises, each shattered vow framed, a painful exhibition. ", Betrayal ,2022-01-28 13:45:00, PromiseGallery , Facebook , #Betrayal #ShatteredVows ,15.0,30.0, Brazil ,2022,1,28,13 +470,474,"The echoes of solitude, a silent conversation between a soul and its shadows. ", Solitude ,2016-06-15 22:30:00, EchoedConversation , Instagram , #Solitude #ShadowConversation ,30.0,60.0, Spain ,2016,6,15,22 +471,475,"Dancing on sunshine, each step a celebration of the joy found in simple moments. ", Joy ,2021-08-20 15:45:00, SunshineDancer , Instagram , #Joy #SimpleMoments ,40.0,80.0, USA ,2021,8,20,15 +472,476,"Laughter echoes in the air, a chorus of happiness that lifts the spirit higher. ", Happiness ,2018-04-12 18:30:00, EchoedLaughter , Twitter , #Happiness #SpiritLifter ,35.0,70.0, Canada ,2018,4,12,18 +473,477,"In the garden of contentment, each bloom whispers tales of inner peace and joy. ", Contentment ,2022-02-15 12:20:00, GardenOfJoy , Facebook , #Contentment #InnerPeace ,25.0,50.0, UK ,2022,2,15,12 +474,478,"Chasing dreams under the vibrant sky, a journey fueled by hope and enthusiasm. ", Enthusiasm ,2019-10-28 14:15:00, DreamChaser , Instagram , #Enthusiasm #HopefulJourney ,30.0,60.0, Australia ,2019,10,28,14 +475,479,"Serenading the stars with a heart full of gratitude, a melody of thankfulness. ", Gratitude ,2017-12-22 21:00:00, StarSerenader , Twitter , #Gratitude #ThankfulMelody ,22.0,45.0, India ,2017,12,22,21 +476,480,"Basking in the glow of accomplishment, each milestone a stepping stone to happiness. ", Accomplishment ,2020-06-10 17:30:00, GlowAchiever , Facebook , #Accomplishment #HappinessMilestone ,28.0,55.0, Germany ,2020,6,10,17 +477,481,"In the dance of positivity, every step is a rhythm, uplifting the soul in harmony. ", Positivity ,2016-09-18 19:45:00, DanceHarmony , Instagram , #Positivity #SoulUpliftment ,18.0,35.0, France ,2016,9,18,19 +478,482,"Overflowing with joy, a cup of laughter shared with friends, a moment cherished. ", Joy ,2023-03-10 14:30:00, LaughterCup , Twitter , #Joy #CherishedMoment ,20.0,40.0, Japan ,2023,3,10,14 +479,483,"Draped in the warmth of kindness, a quilt of compassion stitched with love. ", Kindness ,2019-05-05 12:15:00, QuiltedCompassion , Facebook , #Kindness #LoveStitches ,25.0,50.0, Brazil ,2019,5,5,12 +480,484,"In the garden of friendships, each bloom a testament to the beauty of camaraderie. ", Friendship ,2018-08-28 16:00:00, FriendshipGarden , Instagram , #Friendship #CamaraderieBlooms ,30.0,60.0, South Africa ,2018,8,28,16 +481,485,"In the embrace of love, each heartbeat is a melody, dancing to the rhythm of affection. ", Love ,2022-11-15 20:45:00, MelodyOfLove , Twitter , #Love #RhythmOfAffection ,35.0,70.0, USA ,2022,11,15,20 +482,486,"Surrounded by the colors of joy, a canvas painted with laughter and endless smiles. ", Joy ,2019-07-02 17:00:00, ColorfulLaughter , Instagram , #Joy #EndlessSmiles ,40.0,80.0, Canada ,2019,7,2,17 +483,487,"In the symphony of excitement, each note is a burst of energy, igniting the soul with fervor. ", Excitement ,2021-04-18 14:20:00, SymphonyFervor , Facebook , #Excitement #IgnitedSoul ,30.0,60.0, UK ,2021,4,18,14 +484,488,"A surprise gift, wrapped in anticipation, unfolds a moment of delight and wonder. ", Surprise ,2023-02-05 19:30:00, WrappedDelight , Twitter , #Surprise #WonderfulMoment ,25.0,50.0, Australia ,2023,2,5,19 +485,489,"Lost in the maze of curiosity, each twist and turn unveils the treasures of discovery. ", Curiosity ,2018-09-22 12:45:00, MazeDiscovery , Instagram , #Curiosity #TreasuresOfDiscovery ,22.0,45.0, India ,2018,9,22,12 +486,490,"Floating on clouds of gratitude, each raindrop a blessing, a shower of thankfulness. ", Gratitude ,2016-12-10 21:15:00, CloudsOfBlessings , Facebook , #Gratitude #ShowerOfThankfulness ,28.0,55.0, Germany ,2016,12,10,21 +487,491,"Like a comet of inspiration, streaking through the sky of creativity, leaving trails of brilliance. ", Inspiration ,2020-05-28 16:00:00, CometCreativity , Twitter , #Inspiration #BrilliantTrails ,18.0,35.0, France ,2020,5,28,16 +488,492,"In the celebration of success, fireworks of accomplishment light up the night sky of triumph. ", Success ,2017-11-15 22:30:00, FireworksTriumph , Instagram , #Success #NightSkyTriumph ,22.0,45.0, Japan ,2017,11,15,22 +489,493,"A symphony of laughter, each note a key to unlocking the door of boundless happiness. ", Happiness ,2021-08-02 19:00:00, LaughterSymphony , Facebook , #Happiness #BoundlessLaughter ,30.0,60.0, Brazil ,2021,8,2,19 +490,494,"In the carnival of emotions, the rollercoaster of thrill sends the heart on a wild ride. ", Thrill ,2019-03-28 15:30:00, EmotionCarnival , Instagram , #Thrill #WildHeartRide ,35.0,70.0, South Africa ,2019,3,28,15 +491,495,"Standing before the grandeur of the Eiffel Tower, a moment to reflect on the beauty of Parisian dreams. ", Reflection ,2018-05-12 17:30:00, ParisDreamer , Twitter , #Reflection #ParisianDreams ,28.0,55.0, France ,2018,5,12,17 +492,496,"Lost in the enchantment of Disneyland, each ride a journey into the realm of childhood fantasies. ", Enchantment ,2022-09-28 15:45:00, DisneylandExplorer , Instagram , #Enchantment #ChildhoodFantasies ,30.0,60.0, USA ,2022,9,28,15 +493,497,"Exploring the wonders of Ferrari World, the roar of engines creating a symphony of speed. ", Excitement ,2019-11-10 14:00:00, FerrariSpeedster , Facebook , #Excitement #SymphonyOfSpeed ,22.0,45.0, Italy ,2019,11,10,14 +494,498,"Amidst the tulip fields of Keukenhof, a tapestry of colors that paints the soul with springtime joy. ", Joy ,2021-04-02 18:20:00, KeukenhofAdventurer , Instagram , #Joy #SpringtimeColors ,35.0,70.0, Netherlands ,2021,4,2,18 +495,499,"Wandering through the historical streets of Kyoto, each step a journey into the heart of Japan's traditions. ", Exploration ,2017-08-22 21:30:00, KyotoAdventurer , Twitter , #Exploration #JapaneseTraditions ,18.0,35.0, Japan ,2017,8,22,21 +496,500,"In the embrace of the Grand Canyon, nature's masterpiece, a moment to marvel at Earth's grandeur. ", Awe ,2020-06-15 16:45:00, CanyonMarveler , Instagram , #Awe #EarthsGrandeur ,25.0,50.0, USA ,2020,6,15,16 +497,501,"Journeying through the serenity of Santorini, where each sunset paints the sky with hues of tranquility. ", Serenity ,2016-09-10 19:15:00, SantoriniTraveler , Facebook , #Serenity #SunsetHues ,22.0,45.0, Greece ,2016,9,10,19 +498,502,"Amazed by the architectural marvels of Petra, each stone telling tales of an ancient civilization. ", Amazement ,2023-01-28 13:00:00, PetraExplorer , Twitter , #Amazement #AncientTales ,30.0,60.0, Jordan ,2023,1,28,13 +499,503,"Embarking on a gondola ride in Venice, each canal reflecting the romance of this timeless city. ", Romance ,2019-04-18 16:30:00, VeniceRomantic , Instagram , #Romance #TimelessCity ,20.0,40.0, Italy ,2019,4,18,16 +500,504,"At the summit of Machu Picchu, a breathtaking panorama that whispers the secrets of ancient civilizations. ", Awe ,2017-11-05 22:00:00, MachuPicchuAdventurer , Facebook , #Awe #AncientCivilizations ,28.0,55.0, Peru ,2017,11,5,22 +501,505,"In the heart of New York City, Times Square dazzles with lights, a vibrant spectacle of urban energy. ", Excitement ,2022-07-20 21:45:00, TimesSquareExplorer , Instagram , #Excitement #UrbanEnergy ,35.0,70.0, USA ,2022,7,20,21 +502,506,"Captivated by the historical charm of the Colosseum, each stone echoing tales of gladiator valor. ", Captivation ,2018-03-15 17:30:00, ColosseumAdventurer , Twitter , #Captivation #GladiatorTales ,25.0,50.0, Italy ,2018,3,15,17 +503,507,"Sailing the azure waters of the Maldives, each wave a whisper of serenity in paradise. ", Serenity ,2019-10-28 14:15:00, MaldivesSailor , Facebook , #Serenity #ParadiseWhispers ,22.0,45.0, Maldives ,2019,10,28,14 +504,508,"In the midst of the Amazon rainforest, a symphony of wildlife creates an orchestra of nature's wonders. ", Wonder ,2021-06-10 16:00:00, AmazonExplorer , Instagram , #Wonder #NatureOrchestra ,30.0,60.0, Brazil ,2021,6,10,16 +505,509,"Walking the Great Wall of China, each step a testament to ancient engineering marvels. ", Awe ,2017-08-18 19:30:00, GreatWallWalker , Twitter , #Awe #EngineeringMarvels ,18.0,35.0, China ,2017,8,18,19 +506,510,"At the summit of Mount Fuji, a breathtaking sunrise that paints the sky with hues of accomplishment. ", Accomplishment ,2020-04-15 05:30:00, FujiSummitAchiever , Facebook , #Accomplishment #SunriseHues ,28.0,55.0, Japan ,2020,4,15,5 +507,511,"Exploring the ancient ruins of Angkor Wat, each stone whispering stories of Khmer civilization. ", Exploration ,2016-11-22 13:00:00, AngkorWatAdventurer , Instagram , #Exploration #KhmerStories ,20.0,40.0, Cambodia ,2016,11,22,13 +508,512,"Skiing down the slopes of the Swiss Alps, each turn a dance with the majesty of snow-capped peaks. ", Adventure ,2019-01-10 14:45:00, AlpsSkiAdventurer , Twitter , #Adventure #SnowPeakDance ,22.0,45.0, Switzerland ,2019,1,10,14 +509,513,"In the tranquility of Kyoto's bamboo forest, whispers of ancient Zen wisdom echo through the groves. ", Tranquility ,2023-02-28 16:20:00, KyotoBambooSeeker , Facebook , #Tranquility #ZenWisdom ,25.0,50.0, Japan ,2023,2,28,16 +510,514,"Cruising the fjords of Norway, each icy landscape a breathtaking masterpiece of nature's grandeur. ", Grandeur ,2018-05-28 18:30:00, NorwayFjordExplorer , Instagram , #Grandeur #IcyMasterpiece ,22.0,45.0, Norway ,2018,5,28,18 +511,515,"At the front row of Adele's concert, each note of 'Someone Like You' resonates with soul-stirring emotion. ", Emotion ,2022-09-15 20:00:00, AdeleConcertGoer , Instagram , #Emotion #AdeleConcert ,40.0,80.0, USA ,2022,9,15,20 +512,516,"Dancing under the stars at Beyoncé's live show, feeling the power of 'Single Ladies' in every move. ", Energy ,2019-07-28 21:30:00, BeyonceDancer , Twitter , #Energy #BeyonceConcert ,35.0,70.0, USA ,2019,7,28,21 +513,517,"In the crowd of a Taylor Swift concert, the lyrics of 'Love Story' create an enchanting fairy tale. ", Enchantment ,2021-05-10 19:45:00, SwiftieDreamer , Facebook , #Enchantment #TaylorSwift ,30.0,60.0, USA ,2021,5,10,19 +514,518,"Rocking out to the guitar solos at a Queen tribute concert, a journey back in time with Freddie's spirit. ", Nostalgia ,2018-12-02 22:15:00, QueenTributeFan , Instagram , #Nostalgia #QueenTribute ,22.0,45.0, UK ,2018,12,2,22 +515,519,"Swaying to Ed Sheeran's acoustic melodies, a serene evening filled with 'Perfect' moments. ", Serenity ,2020-08-18 19:00:00, SheeranMelodyLover , Twitter , #Serenity #EdSheeranConcert ,18.0,35.0, UK ,2020,8,18,19 +516,520,"Immersed in the pulsating beats of a Bruno Mars concert, where 'Uptown Funk' becomes a city of joy. ", Joy ,2017-03-28 20:30:00, MarsJoyExplorer , Facebook , #Joy #BrunoMars ,28.0,55.0, USA ,2017,3,28,20 +517,521,"At a Michael Jackson tribute show, moonwalking through the hits, a celebration of the King of Pop. ", Celebration ,2022-01-15 21:15:00, MJTributeDancer , Instagram , #Celebration #MJTribute ,25.0,50.0, USA ,2022,1,15,21 +518,522,"Swinging to the rhythms of a Frank Sinatra tribute, feeling the timeless charm of 'Fly Me to the Moon'. ", Charm ,2019-06-10 18:45:00, SinatraCharmListener , Twitter , #Charm #SinatraTribute ,22.0,45.0, USA ,2019,6,10,18 +519,523,"In the mosh pit of a Metallica concert, the thunderous chords create a symphony of headbanging ecstasy. ", Ecstasy ,2023-03-20 22:30:00, MetallicaMoshWarrior , Facebook , #Ecstasy #MetallicaConcert ,35.0,70.0, USA ,2023,3,20,22 +520,524,"Experiencing the magic of a Coldplay concert, where 'Fix You' becomes a beacon of hope in the night. ", Hope ,2016-11-28 19:00:00, ColdplayHopeSeeker , Instagram , #Hope #ColdplayMagic ,30.0,60.0, UK ,2016,11,28,19 +521,525,"At a Justin Bieber concert, the infectious beats of 'Baby' create a dance floor of unbridled enthusiasm. ", Enthusiasm ,2018-08-05 20:00:00, BieberDanceEnthusiast , Instagram , #Enthusiasm #JustinBieber ,40.0,80.0, Canada ,2018,8,5,20 +522,526,"In the spotlight at a Lady Gaga show, each costume change is a metamorphosis of creativity and artistry. ", Creativity ,2021-04-15 21:30:00, GagaArtisticChameleon , Twitter , #Creativity #LadyGaga ,35.0,70.0, USA ,2021,4,15,21 +523,527,"Immersed in the soulful melodies of Adele, tears flow freely, moved by the emotion of 'Hello'. ", Emotion ,2019-11-28 19:45:00, AdeleMelodyTearjerker , Facebook , #Emotion #AdeleMelodies ,30.0,60.0, UK ,2019,11,28,19 +524,528,"Drenched in confetti at a Katy Perry concert, a kaleidoscope of colors igniting the night sky. ", Colorful ,2020-06-22 22:00:00, KatyPerryColorExplosion , Instagram , #Colorful #KatyPerry ,22.0,45.0, USA ,2020,6,22,22 +525,529,"In the audience of a Jay-Z performance, the lyrics of 'Empire State of Mind' become an anthem of pride. ", Pride ,2017-09-10 20:15:00, JayZEmpireListener , Twitter , #Pride #JayZAnthem ,18.0,35.0, USA ,2017,9,10,20 +526,530,"Dancing to Shakira's rhythmic beats, hips swaying to the hypnotic charm of 'Hips Don't Lie'. ", Hypnotic ,2022-02-28 21:15:00, ShakiraHipsDancer , Facebook , #Hypnotic #ShakiraRhythms ,28.0,55.0, Colombia ,2022,2,28,21 +527,531,"At a U2 concert, the anthemic chords of 'With or Without You' create a timeless moment of connection. ", Connection ,2016-05-15 19:30:00, U2ConnectionSeeker , Instagram , #Connection #U2Anthem ,25.0,50.0, Ireland ,2016,5,15,19 +528,532,"Rocking out at a Guns N' Roses show, the iconic riffs of 'Sweet Child o' Mine' echoing in the night. ", Iconic ,2018-12-10 22:30:00, GunsNRosesRiffRockstar , Twitter , #Iconic #GNRConcert ,22.0,45.0, USA ,2018,12,10,22 +529,533,"In the crowd of an Ariana Grande concert, the high notes of 'Into You' create a euphoric symphony. ", Euphoria ,2023-01-22 20:00:00, ArianaEuphoriaChaser , Facebook , #Euphoria #ArianaGrande ,35.0,70.0, USA ,2023,1,22,20 +530,534,"Swaying to the reggae vibes of Bob Marley's tribute concert, each chord a journey to Jamaica's soul. ", Journey ,2020-03-05 18:45:00, MarleyReggaeTraveler , Instagram , #Journey #BobMarleyTribute ,30.0,60.0, Jamaica ,2020,3,5,18 +531,535,"Captivated by the spellbinding plot twists, the audience applauds, experiencing a rollercoaster of emotions at the movie premiere. ", Excitement ,2018-10-12 20:00:00, MovieEnthusiastPremiereAttendee , Twitter , #Excitement #MoviePremiereThrills ,40.0,80.0, USA ,2018,10,12,20 +532,536,"As the credits roll, a profound sense of nostalgia washes over, reminiscent of cherished moments in classic films. ", Nostalgia ,2019-06-25 22:15:00, FilmLoverNostalgiaSeeker , Instagram , #Nostalgia #ClassicFilmMoments ,35.0,70.0, UK ,2019,6,25,22 +533,537,"Streaming the latest web series, the viewer is engrossed in the characters' journey, feeling a sense of connection and empathy. ", Engagement ,2020-07-08 19:30:00, WebSeriesViewerCharacterConnection , Facebook , #Engagement #WebSeriesJourney ,30.0,60.0, Canada ,2020,7,8,19 +534,538,"At the film festival, the indie filmmaker's creation receives a standing ovation, evoking pride and a sense of accomplishment. ", Pride ,2017-09-18 21:45:00, IndieFilmmakerFestivalSuccess , Twitter , #Pride #IndieFilmSuccess ,22.0,45.0, Australia ,2017,9,18,21 +535,539,"Watching a heartwarming family drama, tears flow freely as the characters overcome challenges, leaving the viewer with a warm glow. ", Touched ,2021-01-15 18:00:00, DramaEnthusiastHeartwarmingMoments , Instagram , #Touched #FamilyDramaMoments ,28.0,55.0, India ,2021,1,15,18 +536,540,"At the Oscars, the actor graciously accepts an award, radiating joy and gratitude for the recognition of their outstanding performance. ", Gratitude ,2016-02-28 20:30:00, AwardWinningActorOscarsRecipient , Facebook , #Gratitude #OscarWinningMoment ,18.0,35.0, USA ,2016,2,28,20 +537,541,"Discovering a hidden gem in the world of documentaries, the viewer is enlightened and inspired, feeling a renewed sense of curiosity. ", Inspiration ,2022-04-20 17:30:00, DocumentaryEnthusiastHiddenGemFinder , Twitter , #Inspiration #HiddenGemDiscovery ,22.0,45.0, France ,2022,4,20,17 +538,542,"As the movie credits roll, the viewer experiences a mix of awe and contemplation, pondering the deeper meanings woven into the storyline. ", Contemplation ,2019-11-05 21:15:00, FilmBuffContemplativeViewer , Instagram , #Contemplation #DeepMeanings ,28.0,55.0, Germany ,2019,11,5,21 +539,543,"Binge-watching a thrilling crime series, the suspense keeps the viewer on the edge of their seat, creating a rush of adrenaline. ", Suspense ,2015-07-12 22:00:00, CrimeSeriesEnthusiastThrillSeeker , Facebook , #Suspense #CrimeSeriesThrills ,35.0,70.0, Japan ,2015,7,12,22 +540,544,"As the closing scene unfolds, a sense of satisfaction washes over, completing the cinematic journey with a profound and fulfilling ending. ", Satisfaction ,2020-09-10 19:45:00, FilmCriticSatisfactionSeeker , Twitter , #Satisfaction #FulfillingEnding ,22.0,45.0, Brazil ,2020,9,10,19 +541,545,"Celebrating a historic victory in the World Cup, the nation erupts in joy, united by the triumph of their football team. ", Joy ,2018-07-15 21:30:00, FootballFanWorldCupCelebration , Instagram , #Joy #WorldCupTriumph ,40.0,80.0, Brazil ,2018,7,15,21 +542,546,"At the Olympics, the athlete's perseverance shines through, earning a gold medal and inspiring a generation with their remarkable achievement. ", Inspiration ,2020-08-08 19:45:00, OlympicsEnthusiastGoldMedalWinner , Twitter , #Inspiration #OlympicAchievement ,35.0,70.0, USA ,2020,8,8,19 +543,547,"In the cricket championship, a nail-biting finish leaves fans on the edge of their seats, experiencing a rollercoaster of emotions. ", Excitement ,2019-06-25 22:15:00, CricketFanChampionshipThrills , Facebook , #Excitement #CricketChampionship ,30.0,60.0, India ,2019,6,25,22 +544,548,"Witnessing a record-breaking marathon, spectators are filled with awe and admiration for the endurance and dedication of the runners. ", Admiration ,2021-11-07 17:30:00, MarathonSpectatorRecordBreaking , Instagram , #Admiration #MarathonRecords ,22.0,45.0, Kenya ,2021,11,7,17 +545,549,"In the tennis grand slam, a fierce rivalry unfolds, captivating fans with a display of skill and sportsmanship on the world stage. ", Captivation ,2017-09-10 20:15:00, TennisEnthusiastGrandSlamDrama , Twitter , #Captivation #TennisRivalry ,28.0,55.0, UK ,2017,9,10,20 +546,550,"Cheering for the underdog in the basketball finals, the crowd erupts in applause as the team defies odds to claim the championship title. ", Triumph ,2022-06-20 21:00:00, BasketballFanUnderdogTriumph , Facebook , #Triumph #BasketballFinals ,18.0,35.0, USA ,2022,6,20,21 +547,551,"At the golf tournament, the golfer's precision and focus lead to a stunning victory, leaving spectators in awe of their exceptional skill. ", Awe ,2016-04-10 18:30:00, GolfEnthusiastPrecisionVictory , Instagram , #Awe #GolfVictory ,22.0,45.0, Scotland ,2016,4,10,18 +548,552,"Experiencing the thrill of a high-speed Formula 1 race, fans are on the edge of their seats as drivers compete for the championship. ", Thrill ,2019-11-24 19:45:00, F1FanHighSpeedRaceExcitement , Twitter , #Thrill #Formula1Championship ,28.0,55.0, Germany ,2019,11,24,19 +549,553,"In the cycling world championship, the climber conquers challenging terrains, symbolizing determination and achievement against all odds. ", Determination ,2015-09-28 22:30:00, CyclingEnthusiastWorldChampion , Facebook , #Determination #CyclingChampion ,35.0,70.0, Italy ,2015,9,28,22 +550,554,"Witnessing a heartwarming comeback in the hockey finals, fans share tears of joy as the team secures a historic victory after adversity. ", Heartwarming ,2020-12-12 20:00:00, HockeyFanComebackVictory , Instagram , #Heartwarming #HockeyFinalsComeback ,22.0,45.0, Canada ,2020,12,12,20 +551,555,"After a series of defeats, the soccer team faces disappointment, struggling to find the silver lining in a challenging season. ", Disappointment ,2019-11-02 18:45:00, SoccerFanTeamDefeats , Twitter , #Disappointment #SoccerDefeats ,40.0,80.0, Brazil ,2019,11,2,18 +552,556,"In the tennis tournament, a highly anticipated player experiences a setback, leaving fans in shock and questioning the unforeseen turn of events. ", Frustration ,2018-07-10 21:15:00, TennisEnthusiastUnexpectedSetback , Instagram , #Frustration #TennisSetback ,35.0,70.0, USA ,2018,7,10,21 +553,557,"Facing a defeat in the championship, the boxer reflects on the challenges, vowing to return stronger and more determined in the next bout. ", Reflection ,2020-09-18 19:30:00, BoxingFanChampionshipDefeat , Facebook , #Reflection #BoxingDefeat ,30.0,60.0, UK ,2020,9,18,19 +554,558,"In the midst of a cycling race, a tire blowout leads to frustration for the cyclist, who valiantly tries to overcome the unexpected obstacle. ", Obstacle ,2017-05-15 22:00:00, CyclingEnthusiastTireBlowout , Twitter , #Obstacle #CyclingFrustration ,22.0,45.0, France ,2017,5,15,22 +555,559,"The gymnast's unexpected fall during a routine sparks a wave of sympathy from the audience, highlighting the vulnerability of sports. ", Sympathy ,2021-04-05 20:15:00, GymnasticsFanRoutineFall , Instagram , #Sympathy #GymnasticsFall ,28.0,55.0, Japan ,2021,4,5,20 +556,560,"In the golf tournament, a missed crucial putt results in defeat, causing the golfer to reflect on the pressure of high-stakes competition. ", Pressure ,2016-08-20 18:30:00, GolfEnthusiastMissedPutt , Facebook , #Pressure #GolfDefeat ,18.0,35.0, USA ,2016,8,20,18 +557,561,"Experiencing a series of losses in the basketball season, the team grapples with frustration, determined to turn the tide with renewed effort. ", Renewed Effort ,2019-02-12 19:45:00, BasketballFanTeamLosses , Twitter , #RenewedEffort #BasketballStruggles ,22.0,45.0, Canada ,2019,2,12,19 +558,562,"Despite meticulous training, the swimmer faces disappointment as a split-second miscalculation costs them the lead in a crucial race. ", Miscalculation ,2015-06-28 20:00:00, SwimmingEnthusiastRaceSetback , Instagram , #Miscalculation #SwimmingDisappointment ,28.0,55.0, Australia ,2015,6,28,20 +559,563,"The weightlifter's failed attempt at a personal record results in frustration, highlighting the challenging nature of pushing physical limits. ", Challenge ,2022-01-08 21:30:00, WeightliftingFanFailedRecord , Facebook , #Challenge #WeightliftingFailure ,35.0,70.0, Germany ,2022,1,8,21 +560,564,"In the midst of a soccer match, an unexpected own goal creates a moment of despair for the player, as teammates console and encourage them. ", Despair ,2018-12-15 20:15:00, SoccerPlayerOwnGoalMoment , Twitter , #Despair #OwnGoal ,22.0,45.0, Spain ,2018,12,15,20 +561,565,"In the serene beauty of a sunset, nature unfolds a canvas of colors, evoking a sense of tranquility and wonder. ", Tranquility ,2021-07-10 19:00:00, NatureEnthusiastSunsetWonder , Instagram , #Tranquility #SunsetBeauty ,40.0,80.0, Canada ,2021,7,10,19 +562,566,"Embarking on a spontaneous road trip, the traveler discovers hidden gems, creating memories that will be cherished for a lifetime. ", Adventure ,2019-09-28 20:30:00, TravelEnthusiastRoadTripDiscovery , Twitter , #Adventure #RoadTripMemories ,35.0,70.0, USA ,2019,9,28,20 +563,567,"Amidst the bustling city, a quiet café becomes a sanctuary for reflection, where a cup of coffee brings solace to the wandering mind. ", Solace ,2022-03-15 18:45:00, UrbanExplorerCafeSolitude , Facebook , #Solace #CafeReflection ,30.0,60.0, France ,2022,3,15,18 +564,568,"Exploring the vibrant street art of a cultural neighborhood, each mural tells a story, infusing the city with creativity and expression. ", Creativity ,2017-11-05 21:15:00, ArtEnthusiastStreetArtExploration , Instagram , #Creativity #StreetArtVibes ,22.0,45.0, Brazil ,2017,11,5,21 +565,569,"In the world of science, a breakthrough discovery unfolds, pushing the boundaries of knowledge and opening new frontiers of exploration. ", Breakthrough ,2020-05-20 16:30:00, ScienceEnthusiastDiscoveryMoment , Twitter , #Breakthrough #ScientificDiscovery ,28.0,55.0, Germany ,2020,5,20,16 +566,570,"Connecting with the melody of a live orchestra, the music enthusiast experiences a symphony that resonates deep within the soul. ", Harmony ,2016-08-22 19:45:00, MusicLoverLiveOrchestraExperience , Facebook , #Harmony #OrchestraMelody ,18.0,35.0, UK ,2016,8,22,19 +567,571,"Embracing the aroma of freshly baked bread, the home chef finds joy in the art of baking, creating delicious memories for loved ones. ", Joy in Baking ,2023-04-10 17:15:00, HomeBakerDeliciousMemories , Instagram , #JoyInBaking #HomemadeDelights ,22.0,45.0, India ,2023,4,10,17 +568,572,"Wandering through a historical museum, the history enthusiast becomes immersed in the tales of the past, envisioning bygone eras. ", Envisioning History ,2015-12-18 18:00:00, HistoryBuffMuseumExploration , Twitter , #EnvisioningHistory #MuseumTales ,28.0,55.0, Italy ,2015,12,18,18 +569,573,"In the realm of literature, a captivating novel transports the reader to distant lands, weaving a tapestry of imagination and escape. ", Imagination ,2021-10-08 20:30:00, BookwormCaptivatingNovelEscape , Facebook , #Imagination #LiteraryEscape ,35.0,70.0, Japan ,2021,10,8,20 +570,574,"Capturing the essence of a bustling market, the photographer freezes moments in time, each frame telling a unique and vibrant story. ", Vibrancy ,2019-03-22 21:45:00, PhotographyEnthusiastMarketMoments , Instagram , #Vibrancy #MarketStories ,22.0,45.0, Australia ,2019,3,22,21 +571,575,"Underneath the city lights, the dancer expresses emotions through graceful movements, creating a mesmerizing performance under the night sky. ", Mesmerizing ,2018-06-15 22:00:00, DanceEnthusiastCityNightPerformance , Twitter , #Mesmerizing #NightDancePerformance ,40.0,80.0, USA ,2018,6,15,22 +572,576,"In the heart of a bustling market, the street food connoisseur indulges in a culinary adventure, savoring diverse flavors and aromas. ", Culinary Adventure ,2019-08-28 19:30:00, FoodieMarketStreetFoodExploration , Instagram , #CulinaryAdventure #StreetFoodDelights ,35.0,70.0, Thailand ,2019,8,28,19 +573,577,"As the first snowflake descends, the winter enthusiast eagerly prepares for a season of frosty delights, anticipating the magic of snow-covered landscapes. ", Winter Magic ,2022-12-01 17:45:00, SnowLoverWinterEnthusiast , Facebook , #WinterMagic #SnowyLandscapes ,30.0,60.0, Canada ,2022,12,1,17 +574,578,"Amidst the pages of a captivating mystery novel, the reader unravels clues and secrets, experiencing a thrilling journey of suspense and revelation. ", Thrilling Journey ,2017-04-10 21:15:00, MysteryBookwormSuspensefulRead , Twitter , #ThrillingJourney #MysteryNovel ,22.0,45.0, UK ,2017,4,10,21 +575,579,"Surrounded by the vibrant colors of a flower garden, the gardener nurtures blossoms, finding joy in the beauty of nature's ever-changing canvas. ", Nature's Beauty ,2020-05-15 18:30:00, GardeningEnthusiastFlowerGarden , Instagram , #NaturesBeauty #FloralJoy ,28.0,55.0, Australia ,2020,5,15,18 +576,580,"At the astronomy observatory, the stargazer marvels at the vastness of the cosmos, contemplating the mysteries hidden within the celestial expanse. ", Celestial Wonder ,2016-09-22 20:00:00, AstronomyEnthusiastStargazing , Facebook , #CelestialWonder #Stargazing ,18.0,35.0, USA ,2016,9,22,20 +577,581,"Engulfed in the aroma of freshly brewed coffee, the writer finds inspiration in every sip, embarking on a journey of creativity and prose. ", Creative Inspiration ,2023-02-12 19:45:00, CoffeeLoverWritersRetreat , Twitter , #CreativeInspiration #CoffeeJourney ,22.0,45.0, France ,2023,2,12,19 +578,582,"In the realm of fashion, the designer unveils a collection that tells a story, blending innovation and tradition on the runway of creativity. ", Runway Creativity ,2015-11-10 21:00:00, FashionEnthusiastDesignerShowcase , Instagram , #RunwayCreativity #FashionInnovation ,28.0,55.0, Italy ,2015,11,10,21 +579,583,"As the waves crash against the shore, the surfer embraces the thrill of riding the ocean's energy, capturing the essence of freedom in each wave. ", Ocean's Freedom ,2021-07-20 18:15:00, SurfingEnthusiastWaveRider , Facebook , #OceansFreedom #SurfingThrills ,22.0,45.0, Brazil ,2021,7,20,18 +580,584,"Exploring the historical architecture of an ancient city, the traveler is transported to a bygone era, where each monument whispers tales of the past. ", Whispers of the Past ,2019-04-18 20:30:00, HistoryExplorerAncientCityTour , Twitter , #WhispersOfThePast #HistoricalTour ,35.0,70.0, Greece ,2019,4,18,20 +581,585,Successfully avoided eye contact with my crush in the hallway. Mission accomplished. #TeenCrush #StealthMode , Excitement ,2023-05-20 19:45:00, CrushAvoider , Twitter , #CrushStruggles #AvoidingEyeContact ,15.0,30.0, USA,2023,5,20,19 +582,586,Ran out of snacks during a movie marathon. Crisis level: Emergency! #MovieNightStruggles #TeenProblems , Boredom ,2023-05-21 21:00:00, MovieBuff , Instagram , #SnackCrisis #TeenLife ,18.0,35.0, Canada,2023,5,21,21 +583,587,Spent an hour choosing the perfect filter for a selfie. The struggle for that Instagram aesthetic is real. #SelfieQueen #TeenVibes , Joy ,2023-05-22 14:30:00, SelfieAddict , Facebook , #SelfieStruggle #TeenConfessions ,22.0,45.0, UK,2023,5,22,14 +584,588,Lost my headphones again. How do they vanish into thin air? #HeadphoneMystery #TeenLife , Frustration ,2023-05-23 16:45:00, AudioExplorer , Twitter , #TeenProblems #LostHeadphones ,20.0,40.0, USA,2023,5,23,16 +585,589,Decided to study for exams but ended up making memes about studying instead. Procrastination level: Expert. #ProcrastinationNation #TeenConfessions , Surprise ,2023-05-24 13:15:00, MemeCreator , Instagram , #StudyingMemes #TeenLife ,25.0,50.0, Canada,2023,5,24,13 +586,590,"Got dressed for the day, then remembered it's Saturday. Oops. #WeekendVibes #TeenStruggles ", Indifference ,2023-05-25 19:00:00, FashionBlunder , Facebook , #WeekendOops #TeenFashion ,20.0,40.0, USA,2023,5,25,19 +587,591,Survived a group project without any drama. Miracles do happen. #GroupProjectSuccess #TeenAchievements , Satisfaction ,2023-05-26 14:20:00, GroupGenius , Twitter , #TeenSuccess #ProjectMiracle ,28.0,55.0, UK,2023,5,26,14 +588,592,"Entered the kitchen with the intention to cook. Left with a bag of chips. Cooking is overrated, anyway. #MasterChefInTraining #TeenHumor ", Disgust ,2023-05-27 21:15:00, ChipExplorer , Instagram , #TeenChef #CookingFail ,22.0,45.0, Canada,2023,5,27,21 +589,593,"Staring at the clock in class, waiting for the bell to ring like it's the most exciting event of the day. #ClassCountdown #TeenLife ", Surprise ,2023-05-28 12:00:00, ExcitementSeeker , Facebook , #ClassEvent #TeenExcitement ,18.0,35.0, USA,2023,5,28,12 +590,594,"Discovered a new book series and spent the whole night reading. Who needs sleep, anyway? #BookwormLife #LateNightReading ", Joy ,2023-05-29 23:30:00, NightReader , Twitter , #BookDiscoveries #TeenReading ,30.0,60.0, UK,2023,5,29,23 +591,595,"Bought a new video game, played for hours, forgot to eat. The ultimate gaming session. #GamerLife #NoFoodGaming ", Excitement ,2023-05-30 20:45:00, GamingEnthusiast , Instagram , #GameOn #TeenGamer ,22.0,45.0, USA,2023,5,30,20 +592,596,Spent the day binge-watching a new series. Productivity level: Zero. #LazyDay #TVSeriesMarathon , Joy ,2023-05-31 15:30:00, LazyWatcher , Facebook , #BingeWatchDay #TeenLife ,35.0,70.0, Canada,2023,5,31,15 +593,597,Caught up on the latest fashion trends and now planning a shopping spree. #Fashionista #TrendyTeen , Excitement ,2023-06-01 18:00:00, TrendExplorer , Twitter , #FashionGoals #TeenStyle ,20.0,40.0, USA,2023,6,1,18 +594,598,Decided to learn a new instrument. Day one: Still trying to figure out how to hold it. #MusicNovice #LearningJourney , Frustration ,2023-06-02 14:30:00, MusicalExplorer , Instagram , #InstrumentLearning #TeenMusic ,28.0,55.0, UK,2023,6,2,14 +595,599,Spent hours creating the perfect playlist for every mood. Music is my therapy. #PlaylistMaker #TeenMusicLover , Joy ,2023-06-03 21:15:00, MusicAficionado , Facebook , #MusicTherapy #TeenPlaylist ,22.0,45.0, Canada,2023,6,3,21 +596,600,Successfully cooked a gourmet meal for the family. Chef skills unlocked! #ChefMode #TeenChef , Pride ,2023-06-04 19:30:00, HomeChef , Twitter , #CookingSuccess #TeenCook ,25.0,50.0, USA,2023,6,4,19 +597,601,Spontaneously booked a weekend getaway. Adventure awaits! #TravelBug #WeekendEscape , Excitement ,2023-06-05 10:00:00, AdventureSeeker , Instagram , #GetawayGoals #TeenTravel ,18.0,35.0, UK,2023,6,5,10 +598,602,Attended a concert and danced the night away. Music is the heartbeat of life. #ConcertVibes #DanceAllNight , Joy ,2023-06-06 22:30:00, DanceEnthusiast , Facebook , #MusicMagic #TeenConcert ,28.0,55.0, Canada,2023,6,6,22 +599,603,Rediscovered childhood cartoons and had a nostalgia-filled marathon. #CartoonNostalgia #TeenMemories , Joy ,2023-06-07 12:45:00, NostalgiaExplorer , Twitter , #ChildhoodMemories #TeenCartoons ,22.0,45.0, USA,2023,6,7,12 +600,604,Embarked on a DIY home decor project. Let's hope it turns out better than last time. #DIYAdventure #TeenHomeDecor , Excitement ,2023-06-08 16:00:00, HomeDecorator , Instagram , #DIYGoals #TeenCreative ,35.0,70.0, UK,2023,6,8,16 +601,605,"Spent the afternoon at a museum, pretending to be cultured. Art enthusiast in the making. #MuseumDay #TeenArtLover ", Curiosity ,2023-06-09 14:00:00, ArtExplorer , Facebook , #CulturalDay #TeenCuriosity ,20.0,40.0, USA,2023,6,9,14 +602,606,Started a blog about random thoughts and musings. Blogging is the new diary. #BloggerLife #TeenBlogger , Curiosity ,2023-06-10 17:30:00, ThoughtfulBlogger , Twitter , #BloggingJourney #TeenThoughts ,30.0,60.0, Canada,2023,6,10,17 +603,607,Relishing a peaceful afternoon with a classic novel. Quiet moments are the best moments. #BookLover #PeacefulAfternoon , Contentment ,2023-06-11 15:30:00, NovelEnthusiast , Instagram , #QuietMoments #BookishEscape ,35.0,70.0, USA,2023,6,11,15 +604,608,"Reflecting on a lifetime of memories, each wrinkle tells a story. Embracing the beauty of aging. #LifeReflections #BeautyInAging ", Gratitude ,2023-06-12 18:00:00, WiseSoul , Twitter , #AgingGracefully #Memories ,28.0,55.0, UK,2023,6,12,18 +605,609,Exploring the world of digital art. It's never too late to discover new passions. #DigitalArtistry #LateBloomer , Curiosity ,2023-06-13 14:45:00, ArtAdventurer , Facebook , #ArtDiscovery #SeniorArtist ,22.0,45.0, Canada,2023,6,13,14 +606,610,Savoring the flavors of a home-cooked meal. Simple joys are the heart of happiness. #HomeCooking #SimpleJoys , Contentment ,2023-06-14 19:30:00, HomeChefSenior , Instagram , #HappinessInFood #SeniorLife ,25.0,50.0, USA,2023,6,14,19 +607,611,Embarking on a journey of learning a new language. The mind stays young with every new word. #LanguageLearning #NeverTooLate , Curiosity ,2023-06-15 12:15:00, LinguisticExplorer , Twitter , #MindEnrichment #SeniorLearning ,30.0,60.0, UK,2023,6,15,12 +608,612,"Attended a classical music concert, feeling the timeless melodies resonate. Music transcends generations. #ClassicalMusic #TimelessMelodies ", Joy ,2023-06-16 21:45:00, MusicConnoisseur , Facebook , #MusicLover #SeniorConcert ,18.0,35.0, Canada,2023,6,16,21 +609,613,Capturing the beauty of nature through photography. Every snapshot is a treasure. #NaturePhotography #SeniorPhotographer , Joy ,2023-06-17 15:00:00, PhotographySenior , Instagram , #NatureCapture #SeniorMoments ,35.0,70.0, USA,2023,6,17,15 +610,614,"Reconnecting with old friends over a cup of tea. Friendship, the true essence of companionship. #OldFriends #Companionship ", Contentment ,2023-06-18 11:30:00, TeaTimeSenior , Twitter , #FriendshipGoals #SeniorBonding ,28.0,55.0, UK,2023,6,18,11 +611,615,"Embarked on a road trip to revisit cherished places from the past. Nostalgia, the ultimate travel companion. #RoadTrip #NostalgiaTour ", Joy ,2023-06-19 16:30:00, RoadTripSenior , Facebook , #CherishedPlaces #SeniorTravel ,22.0,45.0, Canada,2023,6,19,16 +612,616,"Joined a community choir, harmonizing with fellow voices. Music creates bonds that withstand time. #CommunityChoir #HarmonyInAging ", Joy ,2023-06-20 14:20:00, ChoirEnthusiast , Instagram , #MusicHarmony #SeniorVoices ,20.0,40.0, USA,2023,6,20,14 +613,617,"Exploring the art of meditation, finding tranquility in the stillness of the mind. #MeditationJourney #TranquilMind ", Contentment ,2023-06-21 19:00:00, MeditationSenior , Twitter , #MindfulLiving #SeniorCalm ,18.0,35.0, UK,2023,6,21,19 +614,618,"Taking a stroll in the garden, appreciating the beauty of blooming flowers. Nature's wonders never cease. #GardenWalk #FloralBeauty ", Contentment ,2023-06-22 13:45:00, GardenEnthusiast , Facebook , #NatureWonders #SeniorGarden ,25.0,50.0, USA,2023,6,22,13 +615,619,"Sipping on a favorite vintage wine, each sip telling a story of the years gone by. Cheers to a life well-lived. #WineLover #VintageCheers ", Contentment ,2023-06-23 18:45:00, WineConnoisseur , Instagram , #LifeWellLived #SeniorWine ,28.0,55.0, UK,2023,6,23,18 +616,620,"Participated in a community art class, unleashing creativity in the golden years. Art has no age limit. #ArtClass #SeniorArtistry ", Joy ,2023-06-24 16:15:00, ArtisticSenior , Twitter , #CreativityAtAnyAge #SeniorCreativity ,22.0,45.0, Canada,2023,6,24,16 +617,621,"Embarking on a journey of writing a memoir, documenting a lifetime of experiences. Every story matters. #MemoirWriting #SeniorStories ", Gratitude ,2023-06-25 20:30:00, MemoiristSenior , Facebook , #LifetimeExperiences #SeniorMemoir ,35.0,70.0, USA,2023,6,25,20 +618,622,"Attended a lecture on history, always fascinated by the lessons from the past. Learning is a lifelong adventure. #HistoryLecture #SeniorLearning ", Curiosity ,2023-06-26 14:00:00, HistoryEnthusiast , Instagram , #LifetimeAdventure #SeniorCuriosity ,30.0,60.0, UK,2023,6,26,14 +619,623,"Rediscovered the joy of cooking traditional family recipes. The kitchen, a place of cherished memories. #FamilyRecipes #SeniorCooking ", Contentment ,2023-06-27 17:45:00, FamilyChefSenior , Twitter , #KitchenMemories #SeniorCulinary ,20.0,40.0, USA,2023,6,27,17 +620,624,"Joined a nature photography club, capturing the beauty of the great outdoors. Every click is a connection to nature. #NaturePhotography #SeniorPhotographer ", Joy ,2023-06-28 22:15:00, NaturePhotographySenior , Facebook , #OutdoorBeauty #SeniorClicks ,18.0,35.0, UK,2023,6,28,22 +621,625,"Attended a jazz concert and swayed to the rhythm of timeless tunes. Music, a constant companion in the golden years. #JazzConcert #SeniorMusic ", Joy ,2023-06-29 16:30:00, JazzMusicLover , Instagram , #TimelessTunes #SeniorJazz ,25.0,50.0, USA,2023,6,29,16 +622,626,"Joined a writing group, penning down thoughts and reflections. Writing, a journey into the depths of the soul. #WritingGroup #SeniorWriter ", Gratitude ,2023-06-30 19:30:00, SeniorWordsmith , Twitter , #SoulfulWriting #SeniorReflections ,28.0,55.0, UK,2023,6,30,19 +623,627,"Embarked on a solo travel adventure, discovering the beauty of new places at my own pace. #SoloTravel #SeniorExplorer ", Excitement ,2023-07-01 14:00:00, SoloAdventurer , Instagram , #DiscoverNewPlaces #SeniorTravel ,30.0,60.0, USA,2023,7,1,14 +624,628,"Attended a vintage car show, reminiscing about the classics that once ruled the roads. Nostalgia in every rev. #VintageCars #ClassicRides ", Joy ,2023-07-02 18:30:00, CarEnthusiastSenior , Facebook , #RoadTripDownMemoryLane #SeniorCars ,22.0,45.0, UK,2023,7,2,18 +625,629,"Started a community garden, growing not just plants but friendships too. Green thumbs unite! #CommunityGarden #SeniorGardener ", Joy ,2023-07-03 12:45:00, GreenThumbSenior , Twitter , #GardenFriends #SeniorGreenThumb ,28.0,55.0, Canada,2023,7,3,12 +626,630,"Hosted a family dinner, where laughter echoed louder than the clinking of utensils. Family, the heart of happiness. #FamilyDinner #SeniorHost ", Contentment ,2023-07-04 17:00:00, FamilyHostSenior , Instagram , #HeartwarmingMoments #SeniorFamily ,35.0,70.0, USA,2023,7,4,17 +627,631,"Enrolled in a dance class for seniors, moving to the rhythm of life. Age is just a number on the dance floor. #DanceClass #SeniorDancer ", Joy ,2023-07-05 20:15:00, DanceEnthusiastSenior , Twitter , #DanceLife #SeniorMoves ,18.0,35.0, UK,2023,7,5,20 +628,632,"Visited an art gallery, appreciating the brushstrokes that tell tales of creativity. Art, an eternal companion. #ArtGallery #SeniorArtLover ", Joy ,2023-07-06 14:30:00, ArtGalleryVisitor , Facebook , #CreativeExpressions #SeniorArt ,25.0,50.0, USA,2023,7,6,14 +629,633,"Started a book club for seniors, where discussions are as lively as the characters in the novels. #BookClub #SeniorReaders ", Joy ,2023-07-07 19:45:00, SeniorBookClub , Instagram , #BookishTalks #SeniorBookworms ,22.0,45.0, UK,2023,7,7,19 +630,634,"Hosted a picnic in the park, basking in the warmth of friendship and sunshine. Simple joys, timeless memories. #ParkPicnic #SeniorJoy ", Contentment ,2023-07-08 16:00:00, SeniorPicnicHost , Twitter , #FriendshipSunshine #SeniorMemories ,30.0,60.0, Canada,2023,7,8,16 +631,635,"Participated in a local theater production, proving that the stage belongs to every age. #TheaterProduction #SeniorActor ", Joy ,2023-07-09 22:30:00, SeniorActor , Facebook , #StagePassion #SeniorTheater ,20.0,40.0, USA,2023,7,9,22 +632,636,"Embarked on a hiking adventure, conquering trails and relishing the beauty of nature. Age is just a number on the mountaintop. #HikingAdventure #SeniorHiker ", Excitement ,2023-07-10 14:20:00, SeniorHikerExplorer , Instagram , #NatureTrailBlazer #SeniorExplorer ,28.0,55.0, UK,2023,7,10,14 +633,637,Hosted a photography exhibition featuring snapshots of a life well-lived. Every photo has a story to tell. #PhotographyExhibition #SeniorPhotographer , Gratitude ,2023-07-11 18:45:00, SeniorPhotographerExhibitor , Twitter , #LifeInPictures #SeniorExhibition ,22.0,45.0, Canada,2023,7,11,18 +634,638,"Joined a seniors' cycling club, feeling the wind in my hair and the freedom of the open road. #CyclingClub #SeniorCyclist ", Excitement ,2023-07-12 13:45:00, SeniorCyclingEnthusiast , Facebook , #OpenRoadAdventures #SeniorCycling ,25.0,50.0, USA,2023,7,12,13 +635,639,"Attended a wine tasting event, savoring the richness of flavors that age like fine wine. Cheers to the golden years! #WineTasting #SeniorWineLover ", Joy ,2023-07-13 20:00:00, SeniorWineConnoisseur , Instagram , #AgedToPerfection #SeniorCheers ,35.0,70.0, UK,2023,7,13,20 +636,640,"Started learning ballroom dancing, gliding gracefully across the dance floor. Ageless elegance in every step. #BallroomDancing #SeniorDancer ", Joy ,2023-07-14 16:15:00, SeniorBallroomDancer , Twitter , #GracefulMoves #SeniorDance ,20.0,40.0, USA,2023,7,14,16 +637,641,"Organized a community painting event, turning blank canvases into a masterpiece of shared creativity. #PaintingEvent #SeniorArtist ", Joy ,2023-07-15 19:30:00, SeniorPaintingOrganizer , Facebook , #CommunityArt #SeniorCreativity ,28.0,55.0, Canada,2023,7,15,19 +638,642,"Hosted a 'memory lane' evening with old friends, reminiscing about the adventures that shaped our lives. #MemoryLane #SeniorReminiscing ", Gratitude ,2023-07-16 14:00:00, SeniorMemoriesHost , Instagram , #FriendshipAdventures #SeniorNostalgia ,30.0,60.0, USA,2023,7,16,14 +639,643,"Joined a seniors' astronomy club, stargazing and finding wonder in the vastness of the cosmos. #AstronomyClub #SeniorStargazer ", Curiosity ,2023-07-17 22:15:00, SeniorStargazer , Twitter , #CelestialWonders #SeniorAstronomy ,18.0,35.0, UK,2023,7,17,22 +640,644,"Attended a local jazz festival, tapping toes to the tunes that have stood the test of time. Music, a lifelong love affair. #JazzFestival #SeniorMusicLover ", Joy ,2023-07-18 16:30:00, SeniorJazzFestivalGoer , Facebook , #TimelessTunes #SeniorJazz ,25.0,50.0, USA,2023,7,18,16 +641,645,"Started a blog sharing the wisdom gained through the years, proving that every day is a chance to learn and grow. #SeniorWisdom #Blog ", Gratitude ,2023-07-19 19:45:00, WisdomBloggerSenior , Instagram , #LifeLessons #SeniorBlog ,22.0,45.0, UK,2023,7,19,19 +642,646,"Participated in a charity run, proving that age is no barrier to supporting meaningful causes. #CharityRun #SeniorRunner ", Excitement ,2023-07-20 17:00:00, SeniorCharityRunner , Twitter , #RunForACause #SeniorSupport ,30.0,60.0, Canada,2023,7,20,17 +643,647,"Survived a challenging physics exam. Equations, you won't defeat me! ", Relief ,2023-08-01 13:30:00, PhysicsWhizHighSchool , Instagram , #PhysicsSurvivor #HighSchoolAdventures ,20.0,40.0, USA,2023,8,1,13 +644,648,Exploring the world of coding. Debugging is an adventure on its own! #CodingJourney #HighSchoolCoder , Excitement ,2023-08-02 14:45:00, CodeExplorerHighSchool , Twitter , #CodingAdventure #HighSchoolCoderLife ,25.0,50.0, UK,2023,8,2,14 +645,649,"Joined the school debate team. Words are my weapons, and I'm ready for battle! ", Excitement ,2023-08-03 12:15:00, DebateWarriorHighSchool , Facebook , #DebateWarrior #HighSchoolDebater ,18.0,35.0, Canada,2023,8,3,12 +646,650,"Started a photography club at school. Capturing moments, one snapshot at a time! ", Joy ,2023-08-04 16:30:00, PhotoClubHighSchool , Instagram , #PhotographyClub #HighSchoolPhotographer ,22.0,45.0, USA,2023,8,4,16 +647,651,"Daydreaming about the upcoming prom. The dress, the dance – it's a fairytale in the making! ", Excitement ,2023-08-05 19:45:00, PromDreamerHighSchool , Twitter , #PromDreams #HighSchoolFairytale ,30.0,60.0, Canada,2023,8,5,19 +648,652,Convinced the teacher to have class outdoors. Learning equations with a side of fresh air! , Positive ,2023-08-06 14:00:00, OutdoorClassHighSchool , Facebook , #OutdoorClassroom #HighSchoolExplorer ,28.0,55.0, USA,2023,8,6,14 +649,653,"Accidentally spilled paint in art class. Abstract art, right? #ArtClassAdventures #HighSchoolArtist ", Embarrassed ,2023-08-07 19:45:00, PaintSpillHighSchool , Instagram , #ArtisticMishaps #HighSchoolArt ,22.0,45.0, UK,2023,8,7,19 +650,654,Trying to master the perfect kickflip on my skateboard. Skating into the weekend like a pro! , Excitement ,2023-08-08 16:00:00, SkateProHighSchool , Twitter , #SkaterLife #HighSchoolSkater ,30.0,60.0, Canada,2023,8,8,16 +651,655,Bonding with friends over the latest K-pop sensation. Fangirling at its finest! , Joy ,2023-08-09 22:30:00, KpopFangirlHighSchool , Facebook , #KpopFangirl #HighSchoolMusic ,20.0,40.0, USA,2023,8,9,22 +652,656,Spent hours perfecting a chemistry experiment. Mixing potions like a wizard! , Joy ,2023-08-10 14:20:00, ChemistryWizardHighSchool , Instagram , #ChemistryWizard #HighSchoolScientist ,28.0,55.0, UK,2023,8,10,14 +653,657,Successfully organized a surprise birthday party for a friend. Party planning expert mode: Achieved! , Joy ,2023-08-11 18:45:00, BirthdayPartyPlannerHighSchool , Twitter , #BirthdayParty #HighSchoolCelebration ,22.0,45.0, Canada,2023,8,11,18 +654,658,"Joined the drama club to unleash my inner actor. Lights, camera, action! ", Excitement ,2023-08-12 13:45:00, DramaClubStarHighSchool , Facebook , #DramaClubStar #HighSchoolActor ,25.0,50.0, USA,2023,8,12,13 +655,659,Got my hands on the latest fantasy novel. Diving into realms of magic and adventure! , Excitement ,2023-08-13 20:00:00, FantasyBookNerdHighSchool , Instagram , #FantasyBookNerd #HighSchoolReader ,35.0,70.0, UK,2023,8,13,20 +656,660,Mastering the art of the perfect doodle during boring classes. Doodles: A+! , Joy ,2023-08-14 16:15:00, DoodleMasterHighSchool , Twitter , #DoodleMaster #HighSchoolArt ,20.0,40.0, USA,2023,8,14,16 +657,661,Attempting to break the school record for the longest handstand. Wish me luck! , Excitement ,2023-08-15 19:30:00, HandstandChallengeHighSchool , Facebook , #HandstandChallenge #HighSchoolAthlete ,28.0,55.0, Canada,2023,8,15,19 +658,662,Sneaking snacks into class like a pro. The art of snack-smuggling is a sacred skill! , Mischievous ,2023-08-16 14:00:00, SnackSmugglerHighSchool , Instagram , #SnackSmuggler #HighSchoolSnacks ,30.0,60.0, USA,2023,8,16,14 +659,663,Hosting a sleepover with friends this weekend. Preparing for a night of laughter and memories! , Excitement ,2023-08-17 22:15:00, SleepoverHostHighSchool , Twitter , #SleepoverFun #HighSchoolMemories ,18.0,35.0, UK,2023,8,17,22 +660,664,"Spent hours on a TikTok dance, only to realize I have two left feet. Dance fail: Unleashed! ", Embarrassed ,2023-08-18 16:30:00, TikTokFailHighSchool , Facebook , #DanceFail #HighSchoolTikTok ,25.0,50.0, USA,2023,8,18,16 +661,665,Accidentally liked my crush's old photo while stalking their profile. Awkward level: Maximum! , Embarrassed ,2023-08-19 19:45:00, SocialMediaBlunderHighSchool , Instagram , #SocialMediaBlunder #HighSchoolAwkward ,22.0,45.0, UK,2023,8,19,19 +662,666,Tried to impress my crush with a smooth conversation. Ended up spilling my drink. Smooth level: Nonexistent! , Embarrassed ,2023-08-20 17:00:00, CrushFailHighSchool , Twitter , #CrushFail #HighSchoolEmbarrassment ,30.0,60.0, Canada,2023,8,20,17 +663,667,Mastered the art of creating paper airplanes during lecture. Paper planes: Soaring to new heights! , Joy ,2023-08-21 15:45:00, PaperPlaneExpertHighSchool , Instagram , #PaperPlaneExpert #HighSchoolArt ,15.0,30.0, USA,2023,8,21,15 +664,668,Trying to set a new trend by juggling textbooks between classes. Academic juggling: A unique skill! , Excitement ,2023-08-22 12:30:00, JugglingProHighSchool , Facebook , #TextbookJuggling #HighSchoolSkills ,22.0,40.0, Canada,2023,8,22,12 +665,669,Hiding a snack stash in my backpack for emergency cravings. Snack ninja mode: Activated! , Mischievous ,2023-08-23 16:45:00, SnackNinjaHighSchool , Twitter , #SnackNinja #HighSchoolSnacks ,28.0,55.0, USA,2023,8,23,16 +666,670,Planning a surprise scavenger hunt for friends. Anticipating the thrill and excitement! , Excitement ,2023-08-24 18:20:00, ScavengerHuntMasterHighSchool , Instagram , #SurpriseAdventure #HighSchoolFun ,20.0,38.0, UK,2023,8,24,18 +667,671,Danced in the rain to celebrate the end of exams. Rain dance: Unexpectedly refreshing! , Joy ,2023-08-25 14:15:00, RainDanceCelebrationHighSchool , Facebook , #RainDance #HighSchoolJoy ,25.0,50.0, Canada,2023,8,25,14 +668,672,Accidentally sent a text meant for a friend to the class group chat. Texting fail: Oops moment! , Embarrassed ,2023-08-26 17:30:00, GroupChatBlunderHighSchool , Twitter , #TextingFail #HighSchoolAwkward ,18.0,35.0, USA,2023,8,26,17 +669,673,Tried a magic trick to impress classmates. Magic fail: Where did that rabbit go? , Embarrassed ,2023-08-27 20:45:00, MagicFailHighSchool , Instagram , #MagicFail #HighSchoolMagic ,22.0,45.0, UK,2023,8,27,20 +670,674,Perfecting the art of creating origami during a dull lecture. Origami mastery: A+! , Joy ,2023-08-28 16:00:00, OrigamiProHighSchool , Twitter , #OrigamiMaster #HighSchoolArt ,18.0,36.0, USA,2023,8,28,16 +671,675,Attempting to set a new record for the most consecutive hacky sack kicks. Hacky sack skills: Unleashed! , Excitement ,2023-08-29 13:45:00, HackySackChampionHighSchool , Instagram , #HackySackChallenge #HighSchoolAthlete ,26.0,48.0, Canada,2023,8,29,13 +672,676,Creating a secret handshake with friends. Friendship level: Expert! , Joy ,2023-08-30 17:30:00, SecretHandshakeHighSchool , Facebook , #FriendshipGoals #HighSchoolMemories ,20.0,40.0, USA,2023,8,30,17 +673,677,Embarking on a mission to find the best burger joint in town. Burger connoisseur: Reporting for duty! , Excitement ,2023-08-31 20:15:00, BurgerQuestHighSchool , Twitter , #BurgerQuest #HighSchoolFoodie ,24.0,42.0, UK,2023,8,31,20 +674,678,Practicing a stand-up comedy routine for the upcoming talent show. Comedy gig: In the making! , Joy ,2023-09-01 14:45:00, ComedyGeniusHighSchool , Instagram , #StandUpComedy #HighSchoolTalent ,21.0,39.0, Canada,2023,9,1,14 +675,679,Accidentally sent a love letter to the wrong person. Love note fail: Maximum embarrassment! , Embarrassed ,2023-09-02 18:30:00, LoveLetterBlunderHighSchool , Facebook , #LoveLetterFail #HighSchoolAwkward ,17.0,33.0, USA,2023,9,2,18 +676,680,Attempting to impress the teacher with an elaborate science experiment. Science geek mode: Activated! , Excitement ,2023-09-03 22:00:00, ScienceExperimentProHighSchool , Twitter , #ScienceGeek #HighSchoolExperiments ,23.0,44.0, UK,2023,9,3,22 +677,681,Crafting intricate friendship bracelets for the whole squad. Friendship level: Expert weaver! , Joy ,2023-09-04 15:15:00, BraceletCraftsmanHighSchool , Instagram , #FriendshipBracelets #HighSchoolCrafts ,19.0,37.0, USA,2023,9,4,15 +678,682,Attempting to beat the record for the most consecutive cartwheels. Cartwheel challenge: Underway! , Excitement ,2023-09-05 12:30:00, CartwheelMasterHighSchool , Twitter , #CartwheelChallenge #HighSchoolAthlete ,27.0,52.0, Canada,2023,9,5,12 +679,683,Organizing a movie marathon with friends. Popcorn and cinematic adventures await! , Joy ,2023-09-06 16:45:00, MovieMarathonHostHighSchool , Facebook , #MovieNight #HighSchoolMemories ,22.0,43.0, UK,2023,9,6,16 +680,684,Experimenting with a new hair color. A bold change for a bold semester! , Excitement ,2023-09-07 18:20:00, HairColorExperimentHighSchool , Instagram , #HairExperiment #HighSchoolStyle ,20.0,39.0, USA,2023,9,7,18 +681,685,Building a time capsule to capture memories for the future. Time-traveling emotions! , Joy ,2023-09-08 14:15:00, TimeCapsuleCreatorHighSchool , Facebook , #TimeCapsule #HighSchoolNostalgia ,26.0,48.0, Canada,2023,9,8,14 +682,686,Accidentally walked into the wrong classroom on the first day. Classroom mix-up: Awkward start! , Embarrassed ,2023-09-09 17:30:00, ClassroomBlunderHighSchool , Twitter , #FirstDayOops #HighSchoolEmbarrassment ,16.0,32.0, USA,2023,9,9,17 +683,687,Trying out a new smoothie recipe for a healthy start to the week. Smoothie enthusiast: Level up! , Excitement ,2023-09-10 20:45:00, SmoothieConnoisseurHighSchool , Instagram , #HealthyLiving #HighSchoolWellness ,23.0,42.0, UK,2023,9,10,20 +684,688,Reflecting on the challenges of the school year. Feeling a bit overwhelmed with assignments. , Sad ,2023-09-11 15:45:00, OverwhelmedHighSchoolStudent , Twitter , #SchoolChallenges #HighSchoolStruggles ,15.0,28.0, USA,2023,9,11,15 +685,689,Encountered some mean-spirited comments online. Dealing with online hate is never easy. , Hate ,2023-09-12 12:30:00, DealingWithHateHighSchool , Instagram , #OnlineHate #HighSchoolReality ,18.0,36.0, Canada,2023,9,12,12 +686,690,Had a bad day at school. Everything seems to be going wrong. , Bad ,2023-09-13 16:45:00, ToughDayHighSchool , Facebook , #BadDay #HighSchoolBlues ,20.0,40.0, UK,2023,9,13,16 +687,691,Feeling down after not making the sports team. Disappointment lingers. , Sad ,2023-09-14 18:20:00, SportsTeamRejectionHighSchool , Twitter , #Disappointment #HighSchoolSports ,17.0,34.0, USA,2023,9,14,18 +688,692,Witnessed a heated argument in the cafeteria. Unpleasant atmosphere at lunch. , Hate ,2023-09-15 14:15:00, CafeteriaConflictHighSchool , Instagram , #CafeteriaDrama #HighSchoolTension ,21.0,41.0, Canada,2023,9,15,14 +689,693,Received a not-so-great grade on a major project. Academic frustration setting in. , Bad ,2023-09-16 17:30:00, ProjectGradeDisappointmentHighSchool , Facebook , #AcademicFrustration #HighSchoolStress ,19.0,38.0, UK,2023,9,16,17 +690,694,Dealing with a personal setback. Sometimes life throws unexpected challenges. , Sad ,2023-09-17 20:45:00, PersonalSetbackHighSchool , Twitter , #LifeChallenges #HighSchoolStruggles ,22.0,44.0, USA,2023,9,17,20 +691,695,Feeling lonely on a Saturday night. Sometimes solitude hits harder than expected. , Sad ,2023-09-18 22:00:00, LonelySaturdayHighSchool , Instagram , #LonelyNights #HighSchoolEmotions ,16.0,31.0, Canada,2023,9,18,22 +692,696,Experiencing cyberbullying. Hateful messages online are disheartening. , Hate ,2023-09-19 15:15:00, CyberbullyingVictimHighSchool , Facebook , #StopCyberbullying #HighSchoolReality ,14.0,27.0, UK,2023,9,19,15 +693,697,Caught in a torrential rainstorm without an umbrella. Today's weather is just bad luck. , Bad ,2023-09-20 12:30:00, RainyDayBluesHighSchool , Twitter , #BadLuck #HighSchoolWeather ,18.0,35.0, USA,2023,9,20,12 +694,698,Missing an important event due to unforeseen circumstances. A day filled with sadness. , Sad ,2023-09-21 16:45:00, MissedOpportunityHighSchool , Instagram , #MissedChances #HighSchoolRegret ,20.0,39.0, Canada,2023,9,21,16 +695,699,Dealing with unfounded rumors circulating about personal life. Rumors can be hurtful. , Hate ,2023-09-22 18:20:00, RumorVictimHighSchool , Facebook , #RumorMills #HighSchoolDrama ,23.0,46.0, UK,2023,9,22,18 +696,700,Got a flat tire on the way to an important meeting. Talk about a series of bad events! , Bad ,2023-09-23 14:15:00, FlatTireWoesHighSchool , Twitter , #BadLuckDay #HighSchoolStruggles ,25.0,50.0, USA,2023,9,23,14 +697,701,Feeling a sense of emptiness after a close friend moves away. Farewells are always sad. , Sad ,2023-09-24 17:30:00, FriendMovingAwayHighSchool , Instagram , #SayingGoodbye #HighSchoolEmotions ,21.0,42.0, Canada,2023,9,24,17 +698,702,Facing rejection from a dream college. Disheartened but determined to explore other paths. , Sad ,2023-09-25 20:45:00, CollegeRejectionHighSchool , Facebook , #CollegeDreams #HighSchoolJourney ,19.0,37.0, UK,2023,9,25,20 +699,703,Encountering online toxicity during a gaming session. Hateful comments can ruin the fun. , Hate ,2023-09-26 14:15:00, GamingToxicityHighSchool , Twitter , #OnlineGaming #HighSchoolGamer ,16.0,32.0, USA,2023,9,26,14 +700,704,Having a bad hair day and feeling self-conscious. Bad hair days can affect confidence. , Bad ,2023-09-27 17:30:00, BadHairDayBluesHighSchool , Instagram , #BadHairDay #HighSchoolConfidence ,18.0,36.0, Canada,2023,9,27,17 +701,705,Feeling a sense of despair after a major project failure. Hard work didn't pay off this time. , Sad ,2023-09-28 22:00:00, ProjectFailureDespairHighSchool , Facebook , #ProjectStruggles #HighSchoolHardships ,21.0,41.0, UK,2023,9,28,22 +702,706,Experiencing hate comments for expressing personal opinions. Online negativity prevails. , Hate ,2023-09-29 15:45:00, OpinionsHateHighSchool , Twitter , #OnlineOpinions #HighSchoolCriticism ,24.0,48.0, USA,2023,9,29,15 +703,707,Having a string of bad luck with constant technology malfunctions. Tech troubles galore! , Bad ,2023-09-30 18:20:00, TechMalfunctionWoesHighSchool , Instagram , #TechIssues #HighSchoolTech ,22.0,43.0, Canada,2023,9,30,18 +704,708,Missing out on a long-anticipated event due to unexpected circumstances. A day filled with sadness. , Sad ,2023-10-01 14:15:00, MissedEventBluesHighSchool , Facebook , #MissedMoments #HighSchoolRegret ,20.0,39.0, UK,2023,10,1,14 +705,709,Trying out a new study technique for upcoming exams. Exploring different learning strategies. , Neutral ,2023-10-02 16:45:00, StudyTechniqueExperimentHighSchool , Instagram , #StudyStrategies #HighSchoolExams ,23.0,42.0, USA,2023,10,2,16 +706,710,Organizing a community cleanup event for a cleaner neighborhood. Promoting environmental awareness. , Neutral ,2023-10-03 12:30:00, CommunityCleanupHighSchool , Twitter , #EnvironmentalEfforts #HighSchoolCommunity ,26.0,50.0, Canada,2023,10,3,12 +707,711,Sharing favorite book recommendations with classmates. Building a mini book club. , Neutral ,2023-10-04 18:20:00, BookRecommendationsHighSchool , Facebook , #BookClub #HighSchoolReads ,19.0,38.0, UK,2023,10,4,18 +708,712,Experimenting with a new recipe for a school bake sale. Baking adventures in the kitchen. , Neutral ,2023-10-05 14:15:00, BakeSaleRecipeExperimentHighSchool , Instagram , #BakingAdventures #HighSchoolBakes ,21.0,43.0, USA,2023,10,5,14 +709,713,Collaborating on a school project with peers. Teamwork makes the dream work. , Neutral ,2023-10-06 17:30:00, SchoolProjectCollaborationHighSchool , Twitter , #Teamwork #HighSchoolProjects ,18.0,36.0, Canada,2023,10,6,17 +710,714,Attending a school club meeting to explore new interests. Dabbling in extracurricular activities. , Neutral ,2023-10-07 20:45:00, ExtracurricularExplorationHighSchool , Instagram , #SchoolClubs #HighSchoolInterests ,22.0,45.0, UK,2023,10,7,20 +711,715,Exploring a new part-time job opportunity for gaining work experience. Career development in progress. , Neutral ,2023-10-08 15:15:00, PartTimeJobExplorationHighSchool , Facebook , #CareerDevelopment #HighSchoolJobs ,24.0,48.0, USA,2023,10,8,15 +712,716,Attending a school assembly to stay informed about upcoming events and announcements. Staying connected with school activities. , Neutral ,2023-10-09 22:00:00, SchoolAssemblyParticipationHighSchool , Twitter , #SchoolEvents #HighSchoolConnectivity ,20.0,40.0, Canada,2023,10,9,22 +713,717,Exploring a new hobby of photography during free time. Capturing moments through a lens. , Neutral ,2023-10-10 14:15:00, PhotographyHobbyHighSchool , Instagram , #PhotographyJourney #HighSchoolHobbies ,25.0,49.0, UK,2023,10,10,14 +714,718,Participating in a science fair to showcase a unique experiment. Sharing knowledge with peers. , Neutral ,2023-10-11 16:45:00, ScienceFairParticipationHighSchool , Facebook , #ScienceFair #HighSchoolScience ,19.0,37.0, USA,2023,10,11,16 +715,719,Attending a workshop on time management to enhance organizational skills. Striving for efficiency. , Neutral ,2023-10-12 18:20:00, TimeManagementWorkshopHighSchool , Twitter , #EfficiencyGoals #HighSchoolSkills ,23.0,44.0, Canada,2023,10,12,18 +716,720,Volunteering at a local charity event to give back to the community. Contributing to social causes. , Neutral ,2023-10-13 12:30:00, CharityEventVolunteerHighSchool , Instagram , #CommunityService #HighSchoolVolunteer ,20.0,39.0, UK,2023,10,13,12 +717,721,Collaborating on a group project to promote teamwork and shared responsibilities. Group effort in action. , Neutral ,2023-10-14 17:30:00, GroupProjectCollaborationHighSchool , Facebook , #TeamSpirit #HighSchoolProjects ,18.0,35.0, USA,2023,10,14,17 +718,722,Participating in a debate club to enhance critical thinking and communication skills. Intellectual engagement in progress. , Neutral ,2023-10-15 20:45:00, DebateClubParticipationHighSchool , Twitter , #DebateSkills #HighSchoolIntellect ,22.0,43.0, Canada,2023,10,15,20 +719,723,Celebrating a friend's birthday with a surprise party. Joyful moments and laughter all around! , Happy ,2023-10-16 15:45:00, BirthdaySurpriseHighSchool , Instagram , #SurpriseParty #HighSchoolCelebration ,27.0,52.0, UK,2023,10,16,15 +720,724,Successfully completing a challenging coding project. Excitement for overcoming coding hurdles! , Happy ,2023-10-17 12:30:00, CodingSuccessHighSchool , Twitter , #CodingTriumph #HighSchoolTech ,24.0,48.0, USA,2023,10,17,12 +721,725,Attending a school talent show to support classmates. Applauding the diverse talents on display! , Happy ,2023-10-18 16:45:00, TalentShowSupportHighSchool , Facebook , #TalentShow #HighSchoolEntertainment ,19.0,38.0, Canada,2023,10,18,16 +722,726,"Exploring a new hiking trail with friends over the weekend. Nature, laughter, and good vibes! ", Happy ,2023-10-19 18:20:00, WeekendHikeHighSchool , Instagram , #NatureAdventures #HighSchoolFriends ,21.0,42.0, UK,2023,10,19,18 +723,727,Winning a friendly sports competition against rival schools. Victory celebrations in full swing! , Happy ,2023-10-20 14:15:00, SportsVictoryHighSchool , Twitter , #SportsTriumph #HighSchoolAthletics ,26.0,50.0, USA,2023,10,20,14 +724,728,Receiving a heartfelt letter from a pen pal in another country. Connecting across the globe! , Happy ,2023-10-21 17:30:00, PenPalConnectionHighSchool , Facebook , #GlobalFriendship #HighSchoolCorrespondence ,23.0,45.0, Canada,2023,10,21,17 +725,729,Creating a beautiful mural with fellow art enthusiasts. The power of collaboration and creativity! , Happy ,2023-10-22 20:45:00, MuralCreationHighSchool , Instagram , #ArtCollaboration #HighSchoolCreativity ,22.0,43.0, UK,2023,10,22,20 +726,730,Participating in a school-wide art exhibition. Witnessing creativity and spreading positive vibes! , Happy ,2015-11-10 16:45:00, ArtExhibitionJoyHighSchool , Instagram , #ArtisticExpression #HighSchoolCreativity ,23.0,44.0, USA,2015,11,10,16 +727,731,Achieving a personal best in a track and field competition. The thrill of victory and self-improvement! , Happy ,2016-09-14 12:30:00, TrackFieldSuccessHighSchool , Twitter , #AthleticAchievement #HighSchoolSports ,26.0,51.0, Canada,2016,9,14,12 +728,732,Collaborating on a science project that received recognition at a regional fair. Science triumphs and smiles! , Happy ,2017-08-18 18:20:00, ScienceProjectSuccessHighSchool , Facebook , #ScienceFairWinner #HighSchoolScience ,20.0,39.0, UK,2017,8,18,18 +729,733,"Attending a surprise birthday party organized by friends. Surrounded by love, laughter, and good company! ", Happy ,2018-06-22 14:15:00, BirthdayPartyJoyHighSchool , Instagram , #SurpriseCelebration #HighSchoolFriendship ,25.0,48.0, USA,2018,6,22,14 +730,734,Successfully fundraising for a school charity initiative. The joy of giving back to the community! , Happy ,2019-04-05 17:30:00, CharityFundraisingTriumphHighSchool , Twitter , #CommunityGiving #HighSchoolPhilanthropy ,22.0,42.0, Canada,2019,4,5,17 +731,735,"Participating in a multicultural festival, celebrating diversity with music, dance, and delicious food! ", Happy ,2020-02-29 20:45:00, MulticulturalFestivalJoyHighSchool , Facebook , #CulturalCelebration #HighSchoolUnity ,21.0,43.0, UK,2020,2,29,20 +732,736,"Organizing a virtual talent show during challenging times, bringing smiles to classmates' faces! ", Happy ,2020-11-15 15:15:00, VirtualTalentShowSuccessHighSchool , Instagram , #VirtualEntertainment #HighSchoolPositivity ,24.0,47.0, USA,2020,11,15,15 diff --git a/exercicios/para-sala/exercise.ipynb b/exercicios/para-sala/exercise.ipynb new file mode 100644 index 0000000..2c02a66 --- /dev/null +++ b/exercicios/para-sala/exercise.ipynb @@ -0,0 +1,1050 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt \n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('titanic.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassNameSexAgeSibSpParchTicketFareCabinEmbarked
0103Braund, Mr. Owen Harrismale22.010A/5 211717.2500NaNS
1211Cumings, Mrs. John Bradley (Florence Briggs Th...female38.010PC 1759971.2833C85C
2313Heikkinen, Miss. Lainafemale26.000STON/O2. 31012827.9250NaNS
3411Futrelle, Mrs. Jacques Heath (Lily May Peel)female35.01011380353.1000C123S
4503Allen, Mr. William Henrymale35.0003734508.0500NaNS
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" + ], + "text/plain": [ + " PassengerId Survived Pclass \\\n", + "0 1 0 3 \n", + "1 2 1 1 \n", + "2 3 1 3 \n", + "3 4 1 1 \n", + "4 5 0 3 \n", + "\n", + " Name Sex Age SibSp \\\n", + "0 Braund, Mr. Owen Harris male 22.0 1 \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 1 \n", + "2 Heikkinen, Miss. Laina female 26.0 0 \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.0 1 \n", + "4 Allen, Mr. William Henry male 35.0 0 \n", + "\n", + " Parch Ticket Fare Cabin Embarked \n", + "0 0 A/5 21171 7.2500 NaN S \n", + "1 0 PC 17599 71.2833 C85 C \n", + "2 0 STON/O2. 3101282 7.9250 NaN S \n", + "3 0 113803 53.1000 C123 S \n", + "4 0 373450 8.0500 NaN S " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(891, 12)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "#Backup\n", + "\n", + "df_backup = df.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PassengerId 0\n", + "Survived 0\n", + "Pclass 0\n", + "Name 0\n", + "Sex 0\n", + "Age 177\n", + "SibSp 0\n", + "Parch 0\n", + "Ticket 0\n", + "Fare 0\n", + "Cabin 687\n", + "Embarked 2\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "nulos_por_coluna = df.isnull().sum()\n", + "print(nulos_por_coluna)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 1\n", + "1 0\n", + "2 1\n", + "3 0\n", + "4 1\n", + " ..\n", + "886 1\n", + "887 0\n", + "888 2\n", + "889 0\n", + "890 1\n", + "Length: 891, dtype: int64\n" + ] + } + ], + "source": [ + "nulos_por_linha = df.isnull().sum(axis=1) \n", + "print(nulos_por_linha)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassAgeSibSpParchFare
count891.000000891.000000891.000000714.000000891.000000891.000000891.000000
mean446.0000000.3838382.30864229.6991180.5230080.38159432.204208
std257.3538420.4865920.83607114.5264971.1027430.80605749.693429
min1.0000000.0000001.0000000.4200000.0000000.0000000.000000
25%223.5000000.0000002.00000020.1250000.0000000.0000007.910400
50%446.0000000.0000003.00000028.0000000.0000000.00000014.454200
75%668.5000001.0000003.00000038.0000001.0000000.00000031.000000
max891.0000001.0000003.00000080.0000008.0000006.000000512.329200
\n", + "
" + ], + "text/plain": [ + " PassengerId Survived Pclass Age SibSp \\\n", + "count 891.000000 891.000000 891.000000 714.000000 891.000000 \n", + "mean 446.000000 0.383838 2.308642 29.699118 0.523008 \n", + "std 257.353842 0.486592 0.836071 14.526497 1.102743 \n", + "min 1.000000 0.000000 1.000000 0.420000 0.000000 \n", + "25% 223.500000 0.000000 2.000000 20.125000 0.000000 \n", + "50% 446.000000 0.000000 3.000000 28.000000 0.000000 \n", + "75% 668.500000 1.000000 3.000000 38.000000 1.000000 \n", + "max 891.000000 1.000000 3.000000 80.000000 8.000000 \n", + "\n", + " Parch Fare \n", + "count 891.000000 891.000000 \n", + "mean 0.381594 32.204208 \n", + "std 0.806057 49.693429 \n", + "min 0.000000 0.000000 \n", + "25% 0.000000 7.910400 \n", + "50% 0.000000 14.454200 \n", + "75% 0.000000 31.000000 \n", + "max 6.000000 512.329200 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 891 entries, 0 to 890\n", + "Data columns (total 12 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 PassengerId 891 non-null int64 \n", + " 1 Survived 891 non-null int64 \n", + " 2 Pclass 891 non-null int64 \n", + " 3 Name 891 non-null object \n", + " 4 Sex 891 non-null object \n", + " 5 Age 714 non-null float64\n", + " 6 SibSp 891 non-null int64 \n", + " 7 Parch 891 non-null int64 \n", + " 8 Ticket 891 non-null object \n", + " 9 Fare 891 non-null float64\n", + " 10 Cabin 204 non-null object \n", + " 11 Embarked 889 non-null object \n", + "dtypes: float64(2), int64(5), object(5)\n", + "memory usage: 83.7+ KB\n", + "None\n" + ] + } + ], + "source": [ + "info_df = df.info()\n", + "print(info_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "df = df.drop_duplicates()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "df_teste = df.drop_duplicates('PassengerId')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(891, 12)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_teste.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Empty DataFrame\n", + "Columns: [PassengerId, Survived, Pclass, Name, Sex, Age, SibSp, Parch, Ticket, Fare, Cabin, Embarked]\n", + "Index: []\n" + ] + } + ], + "source": [ + "def visualizar_as_duplicadas(df):\n", + " duplicados = df[df.duplicated(keep=False)]\n", + " \n", + " return duplicados\n", + "\n", + "linhas_duplicados = visualizar_as_duplicadas(df)\n", + "print(linhas_duplicados)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "df = df.drop(columns=['SibSp', 'Parch'])" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "df_test = df.dropna(subset='Cabin')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(204, 10)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_test.shape\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "df = df.reset_index(drop=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['PassengerId', 'Survived', 'Pclass', 'Name', 'Sex', 'Age', 'Ticket',\n", + " 'Fare', 'Cabin', 'Embarked'],\n", + " dtype='object')" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "df.rename(columns={\n", + " 'PassengerId': 'idPassageiro',\n", + " 'Survived': 'Sobreviveu',\n", + " 'Pclass': 'Classe', \n", + " 'Name': 'Nome',\n", + " 'Sex': 'Genero',\n", + " 'Age': 'Idade',\n", + " 'Ticket': 'Bilhete',\n", + " 'Fare': 'Tarifa ',\n", + " 'Cabin': 'Cabine', \n", + " 'Embarked': 'Embarque' \n", + "}, inplace=True\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['idPassageiro', 'Sobreviveu', 'Classe', 'Nome', 'Genero', 'Idade',\n", + " 'Bilhete', 'Tarifa ', 'Cabine', 'Embarque'],\n", + " dtype='object')" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "df.to_csv('titanic_tratado.csv', index=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##Analise" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "contagem_passageiros = df['Classe'].value_counts()\n", + "\n", + "#criacao grafico\n", + "contagem_passageiros.plot(kind='bar', edgecolor='blue', color='pink')\n", + "\n", + "plt.xlabel('Classe do Passageiro')\n", + "plt.ylabel('Quantidade')\n", + "plt.title('Numero de passageiros por Classe')\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "taxa_sob_genero = df.groupby('Genero')['Sobreviveu'].mean()\n", + "\n", + "#cores\n", + "cores = ['lightpink', 'lightblue']\n", + "\n", + "#plotagem\n", + "barras = taxa_sob_genero.plot.bar(edgecolor = 'black', color = cores)\n", + "\n", + "\n", + "\n", + "plt.xlabel('Genero') \n", + "plt.ylabel('Sobreviventes') \n", + "plt.title('Número de Sobreviventes por Genero')\n", + "plt.legend(['Taxa de sobreviventes'])\n", + "\n", + "\n", + "# para aparecer um valor em cima da barra\n", + "for i, v in enumerate(taxa_sob_genero): # v = sobreviventes\n", + " barras.text(i, v + 0.01, f'{v:.2f}', color = 'black', ha = 'center') # {v:.2f} = vai arredondar esses números em 2 casas decimais\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Distribuição de Idades\n", + "df[\"Idade\"].plot.hist(bins= 10, edgecolor=\"black\", color=\"lightpink\")\n", + "plt.xlabel(\"Idade\")\n", + "plt.ylabel(\"Quantidade\")\n", + "plt.title(\"Distribuição por Idade\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## Teste de hipótese\n", + "Teste de Classe e SobrevivênciaHipótese Nula H0: Os sobreviventes não dependem da classe dos passageiros \\\n", + "Hipótese Alternativa H1: Os sobreviventes dependem da classe\n" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats import ttest_ind\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Teste T de idade\n", + "Estatistica T: -2.06668694625381\n", + "Valor P: 0.03912465401348249\n" + ] + }, + { + "data": { + "image/png": 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idPassageiroSobreviveuClasseNomeGeneroIdadeBilheteTarifaCabineEmbarque
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1211Cumings, Mrs. John Bradley (Florence Briggs Th...female38.0PC 1759971.2833C85C
2313Heikkinen, Miss. Lainafemale26.0STON/O2. 31012827.9250NaNS
\n", + "
" + ], + "text/plain": [ + " idPassageiro Sobreviveu Classe \\\n", + "0 1 0 3 \n", + "1 2 1 1 \n", + "2 3 1 3 \n", + "\n", + " Nome Genero Idade \\\n", + "0 Braund, Mr. Owen Harris male 22.0 \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 \n", + "2 Heikkinen, Miss. Laina female 26.0 \n", + "\n", + " Bilhete Tarifa Cabine Embarque \n", + "0 A/5 21171 7.2500 NaN S \n", + "1 PC 17599 71.2833 C85 C \n", + "2 STON/O2. 3101282 7.9250 NaN S " + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "baby_df.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(3, 10)" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "baby_df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "import sqlite3" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Genero Contagem\n", + "0 female 2\n", + "1 male 1\n" + ] + } + ], + "source": [ + "#conexao\n", + "\n", + "conn = sqlite3.connect(':memory:')\n", + "\n", + "#escrever o df em uma tabela SQL\n", + "baby_df.to_sql('baby_df', conn, index=False, if_exists='replace') \n", + "\n", + "#executar a consulta \n", + "query_sql = \"\"\"\n", + "SELECT Genero, COUNT (IdPassageiro) AS Contagem\n", + "FROM baby_df\n", + "GROUP BY Genero; \n", + "\"\"\"\n", + "\n", + "contagem_por_gen = pd.read_sql_query(query_sql, conn)\n", + "print(contagem_por_gen)\n", + "\n", + "#fechar a conexao\n", + "conn.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Genero count\n", + "0 female 2\n", + "1 male 1\n" + ] + } + ], + "source": [ + "#pandas\n", + "contagem_por_genero = baby_df['Genero'].value_counts().reset_index()\n", + "contagem_por_gen.columns = ['Genero', 'Contagem']\n", + "print(contagem_por_genero)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/exercicios/para-sala/titanic_tratado.csv b/exercicios/para-sala/titanic_tratado.csv new file mode 100644 index 0000000..8799e61 --- /dev/null +++ b/exercicios/para-sala/titanic_tratado.csv @@ -0,0 +1,892 @@ +idPassageiro,Sobreviveu,Classe,Nome,Genero,Idade,Bilhete,Tarifa ,Cabine,Embarque +1,0,3,"Braund, Mr. Owen Harris",male,22.0,A/5 21171,7.25,,S +2,1,1,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)",female,38.0,PC 17599,71.2833,C85,C +3,1,3,"Heikkinen, Miss. Laina",female,26.0,STON/O2. 3101282,7.925,,S +4,1,1,"Futrelle, Mrs. Jacques Heath (Lily May Peel)",female,35.0,113803,53.1,C123,S +5,0,3,"Allen, Mr. William Henry",male,35.0,373450,8.05,,S +6,0,3,"Moran, Mr. James",male,,330877,8.4583,,Q +7,0,1,"McCarthy, Mr. Timothy J",male,54.0,17463,51.8625,E46,S +8,0,3,"Palsson, Master. Gosta Leonard",male,2.0,349909,21.075,,S +9,1,3,"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)",female,27.0,347742,11.1333,,S +10,1,2,"Nasser, Mrs. Nicholas (Adele Achem)",female,14.0,237736,30.0708,,C +11,1,3,"Sandstrom, Miss. Marguerite Rut",female,4.0,PP 9549,16.7,G6,S +12,1,1,"Bonnell, Miss. Elizabeth",female,58.0,113783,26.55,C103,S +13,0,3,"Saundercock, Mr. William Henry",male,20.0,A/5. 2151,8.05,,S +14,0,3,"Andersson, Mr. Anders Johan",male,39.0,347082,31.275,,S +15,0,3,"Vestrom, Miss. Hulda Amanda Adolfina",female,14.0,350406,7.8542,,S +16,1,2,"Hewlett, Mrs. (Mary D Kingcome) ",female,55.0,248706,16.0,,S +17,0,3,"Rice, Master. Eugene",male,2.0,382652,29.125,,Q +18,1,2,"Williams, Mr. Charles Eugene",male,,244373,13.0,,S +19,0,3,"Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)",female,31.0,345763,18.0,,S +20,1,3,"Masselmani, Mrs. Fatima",female,,2649,7.225,,C +21,0,2,"Fynney, Mr. Joseph J",male,35.0,239865,26.0,,S +22,1,2,"Beesley, Mr. Lawrence",male,34.0,248698,13.0,D56,S +23,1,3,"McGowan, Miss. Anna ""Annie""",female,15.0,330923,8.0292,,Q +24,1,1,"Sloper, Mr. William Thompson",male,28.0,113788,35.5,A6,S +25,0,3,"Palsson, Miss. Torborg Danira",female,8.0,349909,21.075,,S +26,1,3,"Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)",female,38.0,347077,31.3875,,S +27,0,3,"Emir, Mr. Farred Chehab",male,,2631,7.225,,C +28,0,1,"Fortune, Mr. Charles Alexander",male,19.0,19950,263.0,C23 C25 C27,S +29,1,3,"O'Dwyer, Miss. Ellen ""Nellie""",female,,330959,7.8792,,Q +30,0,3,"Todoroff, Mr. Lalio",male,,349216,7.8958,,S +31,0,1,"Uruchurtu, Don. Manuel E",male,40.0,PC 17601,27.7208,,C +32,1,1,"Spencer, Mrs. William Augustus (Marie Eugenie)",female,,PC 17569,146.5208,B78,C +33,1,3,"Glynn, Miss. Mary Agatha",female,,335677,7.75,,Q +34,0,2,"Wheadon, Mr. Edward H",male,66.0,C.A. 24579,10.5,,S +35,0,1,"Meyer, Mr. Edgar Joseph",male,28.0,PC 17604,82.1708,,C +36,0,1,"Holverson, Mr. Alexander Oskar",male,42.0,113789,52.0,,S +37,1,3,"Mamee, Mr. Hanna",male,,2677,7.2292,,C +38,0,3,"Cann, Mr. Ernest Charles",male,21.0,A./5. 2152,8.05,,S +39,0,3,"Vander Planke, Miss. Augusta Maria",female,18.0,345764,18.0,,S +40,1,3,"Nicola-Yarred, Miss. Jamila",female,14.0,2651,11.2417,,C +41,0,3,"Ahlin, Mrs. Johan (Johanna Persdotter Larsson)",female,40.0,7546,9.475,,S +42,0,2,"Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)",female,27.0,11668,21.0,,S +43,0,3,"Kraeff, Mr. Theodor",male,,349253,7.8958,,C +44,1,2,"Laroche, Miss. Simonne Marie Anne Andree",female,3.0,SC/Paris 2123,41.5792,,C +45,1,3,"Devaney, Miss. Margaret Delia",female,19.0,330958,7.8792,,Q +46,0,3,"Rogers, Mr. William John",male,,S.C./A.4. 23567,8.05,,S +47,0,3,"Lennon, Mr. Denis",male,,370371,15.5,,Q +48,1,3,"O'Driscoll, Miss. Bridget",female,,14311,7.75,,Q +49,0,3,"Samaan, Mr. Youssef",male,,2662,21.6792,,C +50,0,3,"Arnold-Franchi, Mrs. Josef (Josefine Franchi)",female,18.0,349237,17.8,,S +51,0,3,"Panula, Master. Juha Niilo",male,7.0,3101295,39.6875,,S +52,0,3,"Nosworthy, Mr. Richard Cater",male,21.0,A/4. 39886,7.8,,S +53,1,1,"Harper, Mrs. Henry Sleeper (Myna Haxtun)",female,49.0,PC 17572,76.7292,D33,C +54,1,2,"Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)",female,29.0,2926,26.0,,S +55,0,1,"Ostby, Mr. Engelhart Cornelius",male,65.0,113509,61.9792,B30,C +56,1,1,"Woolner, Mr. Hugh",male,,19947,35.5,C52,S +57,1,2,"Rugg, Miss. Emily",female,21.0,C.A. 31026,10.5,,S +58,0,3,"Novel, Mr. Mansouer",male,28.5,2697,7.2292,,C +59,1,2,"West, Miss. Constance Mirium",female,5.0,C.A. 34651,27.75,,S +60,0,3,"Goodwin, Master. William Frederick",male,11.0,CA 2144,46.9,,S +61,0,3,"Sirayanian, Mr. Orsen",male,22.0,2669,7.2292,,C +62,1,1,"Icard, Miss. Amelie",female,38.0,113572,80.0,B28, +63,0,1,"Harris, Mr. Henry Birkhardt",male,45.0,36973,83.475,C83,S +64,0,3,"Skoog, Master. Harald",male,4.0,347088,27.9,,S +65,0,1,"Stewart, Mr. Albert A",male,,PC 17605,27.7208,,C +66,1,3,"Moubarek, Master. Gerios",male,,2661,15.2458,,C +67,1,2,"Nye, Mrs. (Elizabeth Ramell)",female,29.0,C.A. 29395,10.5,F33,S +68,0,3,"Crease, Mr. Ernest James",male,19.0,S.P. 3464,8.1583,,S +69,1,3,"Andersson, Miss. Erna Alexandra",female,17.0,3101281,7.925,,S +70,0,3,"Kink, Mr. Vincenz",male,26.0,315151,8.6625,,S +71,0,2,"Jenkin, Mr. Stephen Curnow",male,32.0,C.A. 33111,10.5,,S +72,0,3,"Goodwin, Miss. 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Bertha",female,17.0,SO/C 14885,10.5,,S +86,1,3,"Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)",female,33.0,3101278,15.85,,S +87,0,3,"Ford, Mr. William Neal",male,16.0,W./C. 6608,34.375,,S +88,0,3,"Slocovski, Mr. Selman Francis",male,,SOTON/OQ 392086,8.05,,S +89,1,1,"Fortune, Miss. Mabel Helen",female,23.0,19950,263.0,C23 C25 C27,S +90,0,3,"Celotti, Mr. Francesco",male,24.0,343275,8.05,,S +91,0,3,"Christmann, Mr. Emil",male,29.0,343276,8.05,,S +92,0,3,"Andreasson, Mr. Paul Edvin",male,20.0,347466,7.8542,,S +93,0,1,"Chaffee, Mr. Herbert Fuller",male,46.0,W.E.P. 5734,61.175,E31,S +94,0,3,"Dean, Mr. Bertram Frank",male,26.0,C.A. 2315,20.575,,S +95,0,3,"Coxon, Mr. Daniel",male,59.0,364500,7.25,,S +96,0,3,"Shorney, Mr. Charles Joseph",male,,374910,8.05,,S +97,0,1,"Goldschmidt, Mr. George B",male,71.0,PC 17754,34.6542,A5,C +98,1,1,"Greenfield, Mr. William Bertram",male,23.0,PC 17759,63.3583,D10 D12,C +99,1,2,"Doling, Mrs. John T (Ada Julia Bone)",female,34.0,231919,23.0,,S +100,0,2,"Kantor, Mr. Sinai",male,34.0,244367,26.0,,S +101,0,3,"Petranec, Miss. Matilda",female,28.0,349245,7.8958,,S +102,0,3,"Petroff, Mr. Pastcho (""Pentcho"")",male,,349215,7.8958,,S +103,0,1,"White, Mr. Richard Frasar",male,21.0,35281,77.2875,D26,S +104,0,3,"Johansson, Mr. Gustaf Joel",male,33.0,7540,8.6542,,S +105,0,3,"Gustafsson, Mr. Anders Vilhelm",male,37.0,3101276,7.925,,S +106,0,3,"Mionoff, Mr. Stoytcho",male,28.0,349207,7.8958,,S +107,1,3,"Salkjelsvik, Miss. Anna Kristine",female,21.0,343120,7.65,,S +108,1,3,"Moss, Mr. Albert Johan",male,,312991,7.775,,S +109,0,3,"Rekic, Mr. Tido",male,38.0,349249,7.8958,,S +110,1,3,"Moran, Miss. Bertha",female,,371110,24.15,,Q +111,0,1,"Porter, Mr. Walter Chamberlain",male,47.0,110465,52.0,C110,S +112,0,3,"Zabour, Miss. Hileni",female,14.5,2665,14.4542,,C +113,0,3,"Barton, Mr. David John",male,22.0,324669,8.05,,S +114,0,3,"Jussila, Miss. Katriina",female,20.0,4136,9.825,,S +115,0,3,"Attalah, Miss. Malake",female,17.0,2627,14.4583,,C +116,0,3,"Pekoniemi, Mr. Edvard",male,21.0,STON/O 2. 3101294,7.925,,S +117,0,3,"Connors, Mr. Patrick",male,70.5,370369,7.75,,Q +118,0,2,"Turpin, Mr. William John Robert",male,29.0,11668,21.0,,S +119,0,1,"Baxter, Mr. Quigg Edmond",male,24.0,PC 17558,247.5208,B58 B60,C +120,0,3,"Andersson, Miss. Ellis Anna Maria",female,2.0,347082,31.275,,S +121,0,2,"Hickman, Mr. Stanley George",male,21.0,S.O.C. 14879,73.5,,S +122,0,3,"Moore, Mr. Leonard Charles",male,,A4. 54510,8.05,,S +123,0,2,"Nasser, Mr. Nicholas",male,32.5,237736,30.0708,,C +124,1,2,"Webber, Miss. Susan",female,32.5,27267,13.0,E101,S +125,0,1,"White, Mr. Percival Wayland",male,54.0,35281,77.2875,D26,S +126,1,3,"Nicola-Yarred, Master. Elias",male,12.0,2651,11.2417,,C +127,0,3,"McMahon, Mr. Martin",male,,370372,7.75,,Q +128,1,3,"Madsen, Mr. Fridtjof Arne",male,24.0,C 17369,7.1417,,S +129,1,3,"Peter, Miss. Anna",female,,2668,22.3583,F E69,C +130,0,3,"Ekstrom, Mr. Johan",male,45.0,347061,6.975,,S +131,0,3,"Drazenoic, Mr. Jozef",male,33.0,349241,7.8958,,C +132,0,3,"Coelho, Mr. Domingos Fernandeo",male,20.0,SOTON/O.Q. 3101307,7.05,,S +133,0,3,"Robins, Mrs. Alexander A (Grace Charity Laury)",female,47.0,A/5. 3337,14.5,,S +134,1,2,"Weisz, Mrs. Leopold (Mathilde Francoise Pede)",female,29.0,228414,26.0,,S +135,0,2,"Sobey, Mr. Samuel James Hayden",male,25.0,C.A. 29178,13.0,,S +136,0,2,"Richard, Mr. Emile",male,23.0,SC/PARIS 2133,15.0458,,C +137,1,1,"Newsom, Miss. Helen Monypeny",female,19.0,11752,26.2833,D47,S +138,0,1,"Futrelle, Mr. Jacques Heath",male,37.0,113803,53.1,C123,S +139,0,3,"Osen, Mr. Olaf Elon",male,16.0,7534,9.2167,,S +140,0,1,"Giglio, Mr. Victor",male,24.0,PC 17593,79.2,B86,C +141,0,3,"Boulos, Mrs. Joseph (Sultana)",female,,2678,15.2458,,C +142,1,3,"Nysten, Miss. 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