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7 dias de compartilhamento de carros

Explorando visualmente a utilização do serviço “Enjoy Carsharing” em Milão

novembro 11, 2014

[Este é um guest post da autoria do pelo pessoal da Density Design*, sobre o projeto de visualização “Sete dias de compartilhamento de carros”. Publicado originalmente em inglês no Visualoop]

 

 

Enquanto laboratório de investigação, estamos sempre empenhados na exploração de novos campos de investigação, novas fontes de dados e novas formas de analisar e visualizar complexos fenômenos sociais, organizacionais e urbanos.

Às vezes acontece que explorações começadas por auto-iniciativa se tornam pequenos projetos paralelos que desenvolvemos no nosso tempo livre e publicamos depois de algum tempo. Isto é o que aconteceu no passado com RAW e outros projetos paralelos.

Neste tipo de trabalho achamos que é importante manter as coisas simples e avançar passo a passo, a fim de termos processos flexíveis e iterativos e a possibilidade de experimentar novas ferramentas e modelos visuais que possamos usar mais tarde.

Neste sentido, nos últimos meses, decidimos trabalhar num projeto pequeno, chamado “Sete dias de partilha de veículos”. O surgimento e crescimento de muitos serviços de partilha de carros em todo o mundo têm sido um fator importante para mudar a forma como as pessoas se deslocam dentro da cidade.

A visualização e análise de dados destes serviços e doutras formas de mobilidade urbana permitem-nos ter uma melhor compreensão de como a cidade é usada e ajuda a descobrir os padrões de mobilidade mais proeminentes.

O site está estruturado em torno de uma série de explorações visuais de dados, recolhidos ao longo de uma semana num dos principais serviços de partilha de carros em Milão, chamado Enjoy..

Começamos este projeto como uma pequena experiência para investigar, através de diferentes técnicas, como os padrões de tráfego urbano evoluem dia após dia e as principais características da utilização do serviço.

Extração de dados

Em fevereiro de 2014 começamos a extrair os dados com um script de Node.js no site do Enjoy, recolhendo a posição de todos os carros disponíveis a cada dois minutos. Desta forma, recolhemos mais de 1,700,000 pontos de dados, que resultaram em mais de 20.000 alugueres e 800 dias de uso.

Percurso

Como o Enjoy não fornece qualquer informação sobre o percurso, mas apenas a posição dos carros disponíveis, um dos maiores desafios técnicos foi encontrar uma forma de explorar as rotas individuais.

Inspirados por este projeto interessante da Mappable , decidimos processar os dados usando um serviço de itinerário aberto (Open Source Routing Machine) para estimar a geometria dos itinerários para cada aluguer. Os dados foram depois convertidos para um arquivo geojson, que usámos para duas visualizações.

Visualizações

Desde o início a ideia era combinar diferentes tipos de visualizações, tanto geográficas como não, a fim de explorar as diferentes dimensões do fenômeno. O maior desafio foi combiná-los numa história linear, capaz de transmitir algumas informações sobre a mobilidade em Milão.

Por esta razão, decidimos construir um site com uma única página, dividida em cinco seções. Cada uma permite ao utilizador explorar uma dimensão do fenômeno e fornecer alguns conhecimentos interessantes.

A primeira visualização, criada com d3.js, é o “ponto de entrada” sobre o tema e representa uma visão geral do número total de alugueres. Cada medida é um carro e cada aluguer é representado por uma linha que liga o momento de partida e o de chegada. Consequentemente, o comprimento da linha representa a duração de aluguer de um dado carro. Desta forma, é possível descobrir quando o serviço é mais utilizado e como os padrões evoluem consoante o dia da semana e a hora.

A segunda seção do site é focada na visualização dos percursos, que extraímos usando o serviço de itinerário. Os dados de percurso foram então visualizados com o Processing, usando a biblioteca Unfolding para criar um vídeo e o a href=”https://www.mapbox.com/tilemill/” target=”_blank”>Tilemill e o Mapbox.js para criar o mapa interativo e os blocos do mapa. Cada aluguer tem uma hora de início e de fim, e, portanto, poderia ser exibido no seu próprio período de tempo. Além disso, a localização do carro no caminho foi calculada interpolando as suas coordenadas ao longo do percurso no que diz respeito à duração total do aluguer e distância percorrida.

Os trajetos resultantes representam a forma mais provável para ir do ponto inicial até ao ponto final na cidade. Obviamente, as ruas principais (especialmente os anéis da cidade), são os mais visíveis. Deve-se notar que esse fenômeno também resulta do serviço que utilizamos para obter os itinerários, que tende a privilegiar o caminho mais curto em vez do mais rápido e não tem em conta outros fatores como o trânsito e as horas de ponta.

 

Nas últimas seções do site decidimos focar-nos na disponibilidade de carros e a sua posição durante a semana, para entender quais as áreas da cidade que são mais ativas e quando.

Nas primeiras visualizações utilizamos um diagrama de Voronoi, construído com D3.js, a fim de visualizar tanto a posição dos carros — representada por pontos amarelos — como a área “coberta” por cada carro. De facto, as áreas que circundam os carros contém todos os pontos no mapa que estão mais perto desse carro do que de qualquer outro.

Para compreender melhor os padrões decidimos traçar, junto aos mapas, o número de carros disponíveis para cada um dos 88 bairros de Milão usando um streamgraph (gráfico de fluxos). Os fluxos mostram o número de carros disponíveis a cada hora e para cada bairro, classificados quanto à quantidade total de carros disponíveis durante toda a semana.

(image: Density Design)
(image: Density Design)

 

Observações gerais

Realmente gostamos muito de trabalhar neste projeto, por várias razões.

Primeiro que tudo, trabalhar em projetos paralelos pequenos e que resultam de auto-iniciativas, como este, dá-nos a oportunidade de experimentar uma grande variedade de ferramentas, em especial ferramentas livres de mapeamento, como o Tilemill e o Unfolding. Desta forma, podemos compreender melhor os limites e as vantagens de diferentes tecnologias e modelos visuais.

Outro aspecto importante e positivo deste projeto foi a possibilidade de envolver diferentes pessoas do nosso laboratório, desde engenheiros de software até estagiários, experienciando fluxos de trabalho flexíveis e ágeis, que nos permitiram testar várias opções para cada visualização, que poderão ser implementadas em projetos futuros.

 

O *DensityDesign é um laboratório de investigação no Departamento de Design do Politecnico di Milano. Este centra-se na representação visual dos fenômenos sociais, organizacionais e urbanos complexos. A sua investigação tem como objetivo explorar o potencial da visualização de informação e de design de informação e fornecer produtos visuais inovadores e envolventes que permitam a investigadores e acadêmicos construir argumentos sólidos. Para saber mais sobre o laboratório de investigação e ver mais trabalhos de DensityDesign, é só acessar o site aqui.

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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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