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Santino","avatar_url":"https://avatars-next.observableusercontent.com/a25a91adea1b67deadc3eb557f8f7fb3ee7f21080f849e2dad1c1eb610ac8619","tier":null}],"members":[{"type":"individual","id":"af0ff3884faac2ce","login":"ivynasantino","name":"Ivyna Santino","avatar_url":"https://avatars-next.observableusercontent.com/a25a91adea1b67deadc3eb557f8f7fb3ee7f21080f849e2dad1c1eb610ac8619","tier":null,"role":"editor"}],"comments":[],"custom_thumbnail":false,"trashed":false,"lapsed":null,"subscribed":null,"forks":0,"collection":null,"type":"notebook","body":{"titling":"auto","title":"Navegando no que escutamos no Spotify","cells":[{"id":0,"value":"md`# Navegando no que escutamos no Spotify`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":8,"value":"md`Esse notebook visualiza os artistas mais populares nos hábitos de um usuário no spotify. Esses dados são obtidos [desse link onde é possível rodar uma request para a API do Spotify](https://developer.spotify.com/console/get-current-user-top-artists-and-tracks/?type=artists&time_range=&limit=&offset=). \n\nPara isso, alteramos o \\`limit\\` para obter os 50 artistas permitidos. Se quiser, altere também o período para pegar seus artistas mais escutados no longo prazo. Veja que é possível usar a linha de comando, com o _curl_ informado na parte direita da página.`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":442,"value":"md `Com essas informações, pode-se explorar a conexão entre os artistas que escuto na minha conta do Spotify através de um intervalo de tempo, que poderá ser escolhido logo abaixo.`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":435,"value":"md `### Como as redes se estruturam de acordo com a mudança do intervalo?`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":405,"value":"viewof intervalo = html``","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":138,"value":"$30","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":439,"value":"md `Como podemos ver ao longo dos intervalos houve um padrão de plays em determinados artistas, por exemplo a Lana del Rey, a Pabllo e a Anitta, estão presentes em todas as redes.\nOutra característica que podemos explorar é o fato da quantidade de artistas presentes em cada rede, já que quanto mais recente é formada a rede mais nós ela terá, justificado pela quantidade de gêneros filtrados nas funções auxiliares abaixo. E sem contar que, as arestas possuem a informação de quanto mais escura mais relação um artista tem com o outro conectado.\n`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":143,"value":"function forceSimulation(nodes, links) {\n return d3.forceSimulation(nodes)\n .force(\"link\", d3.forceLink(links).id(d => d.id))\n .force('collide', d3.forceCollide(40)) \n .force(\"charge\", d3.forceManyBody(600))\n .force(\"center\", d3.forceCenter());\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":140,"value":"drag = simulation => {\n \n function dragstarted(d) {\n if (!d3.event.active) simulation.alphaTarget(0.3).restart();\n d.fx = d.x;\n d.fy = d.y;\n }\n \n function dragged(d) {\n d.fx = d3.event.x;\n d.fy = d3.event.y;\n }\n \n function dragended(d) {\n if (!d3.event.active) simulation.alphaTarget(0);\n d.fx = null;\n d.fy = null;\n }\n \n return d3.drag()\n .on(\"start\", dragstarted)\n .on(\"drag\", dragged)\n .on(\"end\", dragended);\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":410,"value":"daAPI = dados[intervalo]","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":265,"value":"md`## Tratando, filtrando e transformando os dados`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":267,"value":"md`Usamos apenas artistas com informação sobre seus gêneros musicais e gêneros que atendem alguns critérios. `","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":293,"value":"$31","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":289,"value":"$32","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":398,"value":"$33","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":390,"value":"dados = ({\"long\" : long,\n \"medium\" : medium,\n \"short\" : short})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":447,"value":"md`Agora calculamos a popularidade dos gêneros, escolhemos artistas e criamos a rede com links.`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":215,"value":"artistas = daAPI.filter(d => d.genres.length && d.popularity > 60)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":70,"value":"popularidadeGeneros = {\n let counts = {};\n let ocorrencias = artistas.map(d => d.genres).reduce((a,d) => a.concat(d));\n ocorrencias.forEach(d => {counts[d] = (counts[d] || 0) + 1});\n return counts;\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":86,"value":"generosEscolhidos = Object.keys(popularidadeGeneros).filter(d => popularidadeGeneros[d] > 2 && popularidadeGeneros[d] < 7)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":110,"value":"linksPorGenero = artistas.map(\n d => {\n let l = []; \n artistas.forEach(\n o => {\n let intersecao = _.intersection(d.genres, o.genres); \n intersecao = intersecao.filter(g => generosEscolhidos.includes(g));\n let intersecaoMinima = 1;\n if(intersecao.length >= intersecaoMinima) \n l.push({\n \"source\" : d.id, \n \"target\" : o.id, \n \"weight\" : intersecao.length, \n \"em_comum\" : intersecao\n })\n }\n ); \n return l\n }).reduce((a,d) => a.concat(d));\n","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":66,"value":"rede = (\n {\n \"nodes\" : artistas, \n \"edges\" : linksPorGenero\n})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":200,"value":"html`\n

Um pouco de CSS para as figuras:

\n`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":248,"value":"md`Bibliotecas para ajudar: `","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":45,"value":"d3 = require('d3@5')","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":119,"value":"_ = require(\"underscore\")","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"}],"files":"$W34","stdlib":"1"}} 2f:"$2e:body"