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História do Rock em 100 Canções, por Susie Lu

Projeto interativo mostra as 100 canções mais representativas da história do rock

março 24, 2015

[Este é um guest post da autoria de Susie Lu*, sobre o projeto de visualização de dados “História do Rock em 100 Canções”.]

 

 

History of Rock in 100 Songs screenshot
(Figura 1. Captura de ecrã da visualização “História do Rock em 100 Canções”, site animado aqui.

 

O mundo do Rock ‘n’ Roll sempre foi muito confuso para mim. Eu cresci escutando o que quer que fosse que a minha avó estivesse a ouvir – principalmente música clássica e ópera. U2? The Who? Vamos apenas dizer que eu estava muito confusa na adolescência. O meu colaborador neste projeto, John Akred, é completamente o oposto. Ele cresceu com o Rock ‘n’ Roll. O John toca guitarra e ainda grava música no seu estúdio todos os anos.

Quando encontrei a lista do The Guardian das 100 canções representativas da música rock, inspirei-me para utilizar as competências que uso no meu trabalho – a criação de visualizações de dados – para saber mais sobre Rock ‘n’ Roll. Com o John enquanto especialista da área, para verificar o bom senso do meu trabalho e uma rápida pesquisa no Google por APIs de música, estávamos prontos para começar.

O conjunto de dados original do The Guardian só tinha o título da música, artista e ano de lançamento da música. Procurei mais informações sobre a banda, tais como quem eram os seus membros e o seu tempo de vida, usando o Last.fm e mais informações sobre a música, tais como duração, utilizando oEcho Nest.

A exploração dos dados começou com perguntas. Comecei de forma simples. Como é que estas músicas aparecem ao longo do tempo? Como é que as linhas cronológicas das bandas se sobrepõem umas com as outras? Eu começo todos os meus “brainstorming” visuais no papel, como está na Figura 2. Eles permitem-me ver ideias rapidamente. Além disso, não há nenhuma hesitação em trabalhar sem proveito em ideias más, porque só investi alguns minutos no conceito.

Figure 2. esboços iniciais

 

Estes esboços iniciais foram feitos, eles próprios, com base em inspiração visual da própria música. Há sugestões de partituras, discos e ondas sonoras. As ondas sonoras inspiraram os desenhos de um streamgraph (gráfico de fluxos), uma área de gráfico empilhada deslocada em torno de um eixo horizontal, para representar a linha cronológica de bandas. A Figura 3 mostra o aspeto que o desenho das ondas sonoras tem, utilizando dados reais. Cada linha no gráfico representa o “tempo de vida” de uma banda. Os picos na linha de uma banda indicam a altura em que uma das suas músicas foi lançada, com base na lista de 100 do The Guardian.

Figure 3. Gráfico de fluxos explorando a linha de tempo das bandas, criado em d3.js

 

Eu gostei da aparência visual abstrata, mas numa perspectiva de visualização de dados, o gráfico era muito difícil de ler. Poderia compreender-se que muitas destas bandas foram formadas ao mesmo tempo e que a maioria ainda estão juntas hoje, mas as áreas que representavam as músicas eram muito distorcidas e forneciam informação numa forma que tornava difícil comparar músicas ou comparar bandas.

Eu não estava satisfeita relativamente à forma como resultou a linha cronológica. Também percebi que a linha cronológica só me fornecia alguns factos básicos; faltava-lhe compreensão sobre como estes artistas criavam um novo género de música. Isso levou a uma nova pergunta: Como é que estas bandas se influenciam umas às outras? Isso significava continuar a explorar outras partes do nosso conjunto de dados e até mesmo expandir para incluir outras fontes. Encontrei um site chamado Music Bloodline que lista as influências de uma banda para outra. Após recolher dados para todas as bandas da lista de 100 músicas, criei um gráfico em rede.

Figure 4. Screenshot of the network graph, originally created in Gephi, and then exported into sigma.js using the Sigmajs Exporter

 

Usando o algoritmo Force Atlas da Gephi, os nós da Figura 4 foram posicionados com base no número de ligações entre os nodos. Mais links entre os nós significava que estavam mais próximos. Como resultado, a distância entre as bandas fornecia uma perspectiva sobre a “semelhança” entre elas.

A partir do gráfico em rede, eu podia compreender quais eram as bandas mais influentes, bem como as bandas que influenciaram. Isto começou a responder às minhas perguntas sobre relações. Por exemplo, os Beatles e os Rolling Stones eram “semelhantes”. Sabendo isto, não foi surpreendente descobrir que eles foram influenciados por muitas das mesmas bandas: Elvis, Chuck Berry, Bob Dylan, Jerry Lee Lewis e Buddy Holly. Mas o gráfico em rede também levantou novas questões. Enquanto o Bob Dylan influenciou os Dire Straits, as suas bandas sobrepuseram-se no tempo? Que bandas começaram entre os Dire Straits e Bob Dylan? Será que essas bandas intermediárias também influenciam Dire Straits? Retomámos a nossa exploração da linha cronológica inicial, pois percebemos que queríamos visualizar as relações entre as bandas e a progressão de um género ao longo do tempo.

Voltando ao esboço de ideias… Eu combinei o gráfico em rede e a linha cronológica numa única visualização enorme, um monstro. E que monstro que era. As ideias eram muito complicadas e tinham muitas dimensões que precisavam de ser codificados em atributos visuais. Esta é a principal razão pela qual eu esboço as ideias antes de tentar desenvolvê-las. Neste caso, isso evitou que eu tentasse fazer uma aplicação que já tinha um problema incapacitante: o conceito era muito confuso para ser dissecado por qualquer audiência. Após refletir sobre o desafio de como mostrar tantas dimensões diferentes e ao mesmo tempo e mantendo a compreensão que queríamos de ambos os gráficos, eu combinei uma versão revista da linha cronológica com o gráfico em rede num único espaço interativo, em vez de uma única visualização, como se vê na Figura 5 .

Figure 5. From this sketch you can see how the final version of the web app took inspiration from this initial drawing

 

O gráfico abaixo, Figura 6, mostra uma das primeiras iterações da aplicação web que tenta dar vida ao esboço inicial. A partir da versão revista da linha cronológica, é possível ver como as diferentes músicas e bandas se amontoam por volta de 1970. Isto é uma confirmação visual da era de ouro do rock ‘n’ roll? Talvez. Normalmente também pensamos em novas bandas como sendo desreguladores – isto é, as mais influentes no início do seu tempo de vida. Os dados concordam: a maioria das músicas da lista do The Guardian foram lançadas no início da linha cronológica de cada banda.

Figure 6. Intermediary version of the final application

 

Apesar de, finalmente, termos a ideia geral da visualização de dados, ainda demorou muitas horas a refinar o esquema até que eu estivesse satisfeita com a experiência enquanto utilizadora. Desenvolver a aplicação tornou-se um processo iterativo, alternando entre a adição de recursos, testes e críticas. A visualização final ainda “encarna” a iteração representada acima, mas muitos detalhes foram alterados para melhorar a aplicação. Por exemplo:

– As linhas entre os nós no gráfico em rede são arqueadas no sentido horário ou anti-horário, dependendo se era uma banda influenciadora ou influenciada – inspirado pelo block, de Mike Bostock

– As cores principais foram alteradas para preservar a legibilidade, mantendo os atributos diferenciáveis.

– As estatísticas das músicas mudaram de um gráfico vertical centrado para um histograma mais tradicional, para torná-lo mais intuitivo de compreender.

– As músicas da linha cronológica foram alteradas para triângulos, para deixar claro que os círculos no gráfico em rede e os círculos na linha cronológica não são pontos de dados relacionados

Todas estas atualizações surgiram de uma constante auto-crítica e focando-se a pergunta mais importante: Como é que o público percepcionará o gráfico? Ainda mais importante, envolvemos utilizadores reais para nos ajudar a testar a interface do utilizador e descobrir quais os elementos que eram confusos.

Figure 7. visualização final, usando o exemplo do Dire Straits

Usando a visualização de música final, foi fácil de responder às perguntas que eu levantei anteriormente sobre a linhagem dos Dire Straits em relação a Bob Dylan. Bob Dylan começou em 1961. Dire Straits começou 16 anos mais tarde. Havia 38 bandas nesta lista que começaram após Bob Dylan e antes de Dire Straits. Dire Straits só foi influenciado por duas outras bandas, Bruce Springsteen e Eric Clapton. Ambos começaram depois de Bob Dylan. Ou, como resumiu o John “todos os caminhos levam a Bob Dylan.”

Mais importante, este projeto ampliou o vocabulário visual que usamos na DVS (decomposição em valores singulares) para “atacar” problemas de clientes. Saber como visualizar várias dimensões de dados concorrentes para responder às perguntas mais importantes dos nossos utilizadores é um desafio que enfrentamos todos os dias. Por exemplo, temos utilizado a visualização para ajudar empresas a compreender as lacunas nos seus dados em diversas aplicações, unidades de negócios e parceiros. A fim de ajudar um cliente a criar um roteiro para fazer crescer o seu negócio usamos visualizações complexas que destilaram os objetivos de negócios da empresa e as capacidades técnicas numa única visão que tem estas dimensões como prioritárias. Como no nosso exemplo do Rock ‘n’ Roll, ambas as visualizações transformaram conjuntos de dados multidimensionais complicados numa visão intuitiva dos seus dados.

Esperamos que este post lhe tenha permitido compreender como criamos visualizações de dados que capacitam nossos utilizadores. Consulte a visualização interativa final em rockandroll.svds.com.

 

 

*Empolgada com a visualização de dados e o design, Susie Lu é uma desenvolvedora de interface experiente, que passou os últimos anos focada na visualização de dados. Ela baseia-se na sua formação em arte e engenharia para trazer uma perspectiva coerente à ciência de dados, contando histórias interessantes com dados e visualização. Website da Empresa: www.svds.com | Site pessoal: www.susielu.com |
Twitter: @DataToViz.

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Escrito por Tiago Veloso

Tiago Veloso is the founder and editor of Visualoop and Visualoop Brasil . He is Portuguese, currently based in Bonito, Brazil.

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