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Souza","avatar_url":"https://avatars-next.observableusercontent.com/99d01af628dbc3904e94a9417047a9a1d15cef9e001e500c3dfb785e9f55a47c","tier":null}],"members":[{"type":"individual","id":"51d6beb47207dd43","login":"davidmedeiros","name":"David Souza","avatar_url":"https://avatars-next.observableusercontent.com/99d01af628dbc3904e94a9417047a9a1d15cef9e001e500c3dfb785e9f55a47c","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 meus hábitos 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\nAqui, iremos visualizar meus top 30 artistas, variando em longo prazo (considerando as atividades realizadas em todo o tempo de spotify), em médio prazo (cerca dos 6 últimos meses de atividades) e em curto prazo (último mês de atividades). Nestas visualizações os artistas se encontram num formato de redes, onde os nós representam um artista e as ligações representam se há um ou mais gêneros em comuns entre esses artistas.`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":833,"value":"md`É importante ressaltar que o tamanho da foto do artista representa a popularidade dele no Spotify. \nA espessura da ligação entre os nós representa a quantidade de gêneros em comum, assim, quanto maior é a espessura da aresta, mais gêneros em comum existem entre os dois artistas. Ainda, os nós foram coloridos com base nos principais gêneros: pop, indie, nova mpb, r&b, baile pop, mpb e rock.`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":829,"value":"md`### Visualizando os artistas mais ouvidos em toda a minha atividade no Spotify`","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":"$undefined"},{"id":869,"value":"md`Com esta visualização, podemos perceber a predominância do gênero pop nas músicas que ouvi ao longo de toda a minha atividade no Spotify. Ainda, é notório a presença de artistas femininas e a presença da música internacional nas minhas atividades na plataforma. Podemos perceber que esses artistas estão bem aninhados, mesmo aplicando uma filtragem nos gêneros. \n\nNotamos também que a artista Pabllo Vittar faz a ponte entre os artistas nacionais ouvidos, como Phill Veras e Vanessa da Mata. Ademais, percebemos a presença de alguns artistas soltos, como Lady Gaga e Frank sinatra. Apesar de ser uma artista que está classificada como pop, Gaga não está ligada a outros artistas pop, uma vez que, aplicamos um filtro de popularidade nos gêneros, a fim de evitar ainda mais os emaranhados de ligações entre artistas. Caso esse filtro não fosse aplicado, veríamos ainda mais relações entre artistas.\n\nPor fim, além da presença notória do gênero pop, a nova mpb teve uma tímida presença nas minhas atividades.`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":884,"value":"md`### Visualizando os artistas mais ouvidos nos últimos 6 meses de atividade no Spotify`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":737,"value":"$31","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":890,"value":"md`Nesta rede, podemos ver a presença de vários artistas que apareceram na playlist anterior, assim, notamos que alguns artistas tendem sempre a serem ouvidos por mim. Aqui ainda percebemos a artista Pabllo Vittar como ponte entre os artistas internacinais pop, para os artistas brasileiros da nova mpb.\n\nAinda vemos principalmente o gênero pop, que forma uma rede maior. Entretanto, a rede dos artistas que formam a nova mpb está mais presente nesta visualização do que na visualização anterior.`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":901,"value":"md`### Visualizando os artistas mais ouvidos no último mês de atividade no Spotify`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":763,"value":"$32","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":909,"value":"md`Assim como nas outras duas visualizações anteriores, a rede formada por artistas com gênero pop em comum é a maior. Entretanto, aqui, podemos ver a formação de uma nova rede separada, formada principalmente pelos gêneros de nova mpb e baile pop, sendo o artista Rubel ponte entre elas. As ligações entre os artistas pop estão presentes, mas não tão excessivamente como na primeia visualização. Também vemos a presença de vários artistas que estão presentes no topo dos artistas mais escutados de todos os tempos, ficando claro a tendência de ouvir esses artistas.`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":915,"value":"md`### Códigos para as visualizações`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":143,"value":"function forceSimulation(nodes, links) {\n return d3.forceSimulation(nodes)\n .force(\"link\", d3.forceLink(links).id(d => d.id))\n .force('collide', d3.forceCollide(60)) // essa força pode ajudar bastante\n .force(\"charge\", d3.forceManyBody(600))\n .force(\"center\", d3.forceCenter());\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":361,"value":"imageScale = popularity => {\n if (popularity < 50)\n return 40\n if ( popularity >= 50 && popularity < 80)\n return 60\n if ( popularity >= 80 && popularity < 100)\n return 90\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":515,"value":"radiusScale = popularity => {\n if (popularity < 50)\n return 18\n if ( popularity >= 50 && popularity < 80)\n return 25\n if ( popularity >= 80 && popularity < 100)\n return 38\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":545,"value":"positionScale = popularity => {\n if (popularity < 50)\n return -10\n if ( popularity >= 50 && popularity < 80)\n return 0\n if ( popularity >= 80 && popularity < 100)\n return 15\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$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":15,"value":"$33","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":715,"value":"$34","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":771,"value":"$35","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":215,"value":"artistas = daAPILongTerm.filter(d => d.genres.length && d.popularity > 0)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":726,"value":"artistasMedium = daAPIMediumTerm.filter(d => d.genres.length && d.popularity > 0)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":752,"value":"artistasShort = daAPIShortTerm.filter(d => d.genres.length && d.popularity > 0)","pinned":false,"hidden":false,"mode":"ojs","author":"$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":"$undefined"},{"id":86,"value":"generosEscolhidos = Object.keys(popularidadeGeneros).filter(d => popularidadeGeneros[d] > 0 && popularidadeGeneros[d] < 17)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":821,"value":"md`#### Filtrando links`","pinned":false,"hidden":false,"mode":"ojs","author":"$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":"$undefined"},{"id":730,"value":"linksPorGeneroMedium = artistasMedium.map(\n d => {\n let l = []; \n artistasMedium.forEach(\n o => {\n let intersecao = _.intersection(d.genres, o.genres); \n intersecao = intersecao.filter(g => generosEscolhidos.includes(g));\n let intersecaoMinima = 1;\n if(intersecao.length >= intersecaoMinima) \n l.push({\n \"source\" : d.id, \n \"target\" : o.id, \n \"weight\" : intersecao.length, \n \"em_comum\" : intersecao\n })\n }\n ); \n return l\n }).reduce((a,d) => a.concat(d));\n","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":757,"value":"linksPorGeneroShort = artistasShort.map(\n d => {\n let l = []; \n artistasShort.forEach(\n o => {\n let intersecao = _.intersection(d.genres, o.genres); \n intersecao = intersecao.filter(g => generosEscolhidos.includes(g));\n let intersecaoMinima = 1;\n if(intersecao.length >= intersecaoMinima) \n l.push({\n \"source\" : d.id, \n \"target\" : o.id, \n \"weight\" : intersecao.length, \n \"em_comum\" : intersecao\n })\n }\n ); \n return l\n }).reduce((a,d) => a.concat(d));\n","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":815,"value":"md`#### Montando rede`","pinned":false,"hidden":false,"mode":"ojs","author":"$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":"$undefined"},{"id":734,"value":"redeMedium = (\n {\n \"nodes\" : artistasMedium, \n \"edges\" : linksPorGeneroMedium\n})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":760,"value":"redeShort = (\n {\n \"nodes\" : artistasShort, \n \"edges\" : linksPorGeneroShort\n})","pinned":false,"hidden":false,"mode":"ojs","author":"$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":328,"value":"mouseoverNode = (d, edges, linkGroup, images, texts) => {\n let transparent = 0.05; \n let opac = 0.8;\n \n let isLinked = (d, o, edges) => {\n return edges.find( e => \n (e.source === d && e.target === o) || \n (e.source === o && e.target === d) || \n (d.id === o.id))};\n images\n .style(\"opacity\", function(o) {\n let itsLinked = isLinked(d, o, edges);\n return itsLinked === undefined ? transparent : opac;\n });\n \n texts\n .style(\"opacity\", function(o) {\n let itsLinked = isLinked(d, o, edges);\n return itsLinked === undefined ? transparent : opac;\n });\n \n linkGroup\n .attr(\"stroke-opacity\", function(o) {\n return o.source === d || o.target === d ? opac : transparent;\n }); \n}\n","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":331,"value":"mouseoutNode = (d, links, images, texts) => { \n images.style(\"opacity\", 1); \n texts.style(\"opacity\", 1);\n links.attr(\"stroke-opacity\", 1); \n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":334,"value":"mouseenterNode = (d, images) => {\n images\n .attr(\"height\", function(o) {\n return (d === o) ? 100 : d.popularity;\n })\n .attr(\"width\", function(o) {\n return (d === o) ? 100 : d.popularity;\n }) \n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":345,"value":"openArtistSpotify = n => {\n window.open(n.external_urls.spotify);\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":339,"value":"colorLink = d3.scaleOrdinal(d3.schemeSet1);","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":683,"value":"choseMainGenreOverLink = intersection => {\n if (intersection.includes(\"pop\")) {\n return 1;\n } else if (intersection.includes(\"indie\")) {\n return 2;\n } else if (intersection.includes(\"nova mpb\")) {\n return 3;\n } else if (intersection.includes(\"r&b\")) {\n return 4;\n } else if (intersection.includes(\"baile pop\")) {\n return 5;\n } else if (intersection.includes(\"mpb\")) {\n return 6;\n } else if (intersection.includes(\"rock\")) {\n return 7;\n } else {\n return 0; // outro\n }\n}\n\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":"$W36","stdlib":"1"}} 2f:"$2e:body"