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ANÁLISE DA 
REDE SOCIAL 
DIEGO RAMOS RUGGERI 
TT013 – REDES COMPLEXAS 
PROF.DR.ANDRÈ FRANCESCHI DE ANGELIS 
FACULDADE DE TECNOLOGIA - UNIVERSIDADE DE CAMPINAS
AGENDA 
•Contexto 
•Análise Quantitativa 
•Topologia 
•Conclusões
DIEGO RAMOS RUGGERI 
Cotuca 
Eletrônica (2000 – 2003) 
Matemática Aplicada (2004-2007) 
Sistemas e Controle 
Atento (2005) 
Terceirização de Processos 
Análise de Sistemas (2008-2011) 
Crowdsourcing e Números Primos
DINÂMICA 
Pode receber perguntas de qualquer pessoa; 
Ganha pontos: login, perfil, respostas, perguntas; 
Ranking de maiores pontos; 
Os 3 primeiros usuários ganham prêmios; 
Os pontos mensais são zerados, iniciando um novo ciclo;
PONTUAÇÃO 
Cada pergunta respondida vale: 
• 5 pontos para pessoas diferentes (IP); 
• 1 ponto para mesma pessoa (repetidas); 
Login a cada 24 horas vale 10 pontos; 
Preenchimento dos dados pessoais vale 20 
pontos.
FERRAMENTAS 
• Dump CSV da base de dados do clamber.me 
• MS Access 
• MS Excel 
• Gephi 0.7 beta
MÉTRICAS 
• 786.027 registros 
• 4.925 nós 
• 26.591 arestas 
• Grau médio 10.8 
• Grau médio entrada 5.4 
• Grau médio saida 5.4 
• Caminho médio 3.259 
• Média de mensagens enviadas 162,6 
• Média de mensagens recebidas 333,8
SENIORIDADE (LOG)
SENIORIDADE (LOG)
SENIORIDADE (LIN)
SENIORIDADE (LIN)
TOTAL DE 
MENSAGENS / MÊS
MENSAGENS 
DIA A DIA
DISTRIBUIÇÃO DAS 
MENSAGENS NO MÊS
MENSAGENS / 
SEMANA
MÉDIA NOVAS 
CONEXÕES / DIA
DISTRIBUIÇÃO DE 
GRAU
TOPOLOGIA
CONCLUSÕES 
• Crescimento rápido 
• Queda no volume 
• Atividade segue ciclos 
• Sincronismo/defasagem em pergunta/resposta 
• Mensagem/Usuário estável 
• Senioridade não influi no grau 
• Lei de potência forte 
• Poucos Hubs 
• Quatro grandes comunidades
DUVIDAS? 
drruggeri@gmail.com

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