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Merge pull request #46 from chrisshyi/artists
Merge pull request #46 from chrisshyi/artists
Finish setting up artist bubble chartmaster
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GPG Key ID: 4AEE18F83AFDEB23
9 changed files with 301 additions and 134 deletions
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14reset_db.sh
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3reset_db.sql
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93spotifyvis/static/spotifyvis/scripts/artist_graph.js
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105spotifyvis/static/spotifyvis/scripts/audio_feat_graph.js
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23spotifyvis/templates/spotifyvis/artist_graph.html
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123spotifyvis/templates/spotifyvis/audio_features.html
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5spotifyvis/templates/spotifyvis/logged_in.html
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10spotifyvis/urls.py
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51spotifyvis/views.py
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# check if in virtual environment |
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# https://stackoverflow.com/questions/15454174/how-can-a-shell-function-know-if-it-is-running-within-a-virtualenv/15454916 |
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python -c 'import sys; print(sys.real_prefix)' 2>/dev/null && INVENV=1 || INVENV=0 |
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# echo $INVENV |
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# if $INVENV is 1, then in virtualenv |
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if [ $INVENV -eq 1 ]; then |
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rm spotifyvis/migrations/00* |
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sudo -u postgres psql -f reset_db.sql |
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python manage.py makemigrations |
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python manage.py migrate |
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fi |
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DROP DATABASE spotifyvis; |
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CREATE DATABASE spotifyvis; |
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GRANT ALL PRIVILEGES ON DATABASE spotifyvis TO django; |
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/** |
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* Draws the artist count graph as a bubble chart, and appends it the a designated parent element |
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* @param artistData: the artist counts data as an array of objects, of the format {'name': artist name, 'num_songs': 50} |
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* @param parentElem: the DOM element to append the artist graph to (as a string) |
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*/ |
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function drawArtistGraph(artistData, parentElem) { |
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let margin = {top: 20, right: 30, bottom: 30, left: 40}; |
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let width = 1000 - margin.right - margin.left; |
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let height = 1000 - margin.top - margin.bottom; |
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let color = d3.scaleOrdinal(d3.schemeCategory10); |
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/* |
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** Next four variables were part of an attempt to make bubbles larger, |
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** didn't work |
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*/ |
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let songCounts = artistData.children.map(function(artist) { return artist.num_songs; }); // array of counts
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let songCountExtent = d3.extent(songCounts); // [min song count, max song count]
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let circleSize = { |
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min: 45, |
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max: 75 |
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}; |
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let circleRadiusScale = d3.scaleSqrt().domain(songCountExtent).range([circleSize.min, circleSize.max]); |
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let bubble = d3.pack(artistData) |
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.size([width + 100, height + 100]) |
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.padding(0.2); |
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let svg = d3.select(parentElem) |
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.append("svg") |
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.attr("width", width + margin.right + margin.left) |
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.attr("height", height + margin.top + margin.bottom) |
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.attr("class", "bubble"); |
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let nodes = d3.hierarchy(artistData) |
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.sum(function(d) { return d.num_songs; }); |
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let node = svg.selectAll(".node") |
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.data(bubble(nodes).leaves()) |
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.enter() |
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.filter(function(d) { |
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return !d.children; |
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}) |
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.append("g") |
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.attr("class", "node") |
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.attr("transform", function(d) { |
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return "translate(" + d.x + "," + d.y + ")"; |
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}); |
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node.append("title") |
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.text(function(d) { |
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return d.data.name + ": " + d.data.num_songs; |
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}); |
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node.append("circle") |
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.attr("r", function(d) { |
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return d.r; |
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}) |
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.style("fill", function(d,i) { |
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return color(i); |
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}); |
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// artist name text
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node.append("text") |
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.attr("dy", ".2em") |
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.style("text-anchor", "middle") |
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.text(function(d) { |
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return d.data.name.substring(0, d.r / 3); |
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}) |
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.attr("font-family", "sans-serif") |
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.attr("font-size", function(d){ |
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return d.r/5; |
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}) |
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.attr("fill", "white"); |
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// artist song count text
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node.append("text") |
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.attr("dy", "1.3em") |
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.style("text-anchor", "middle") |
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.text(function(d) { |
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return d.data.num_songs; |
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}) |
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.attr("font-family", "Gill Sans", "Gill Sans MT") |
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.attr("font-size", function(d){ |
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return d.r/5; |
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}) |
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.attr("fill", "white"); |
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d3.select(self.frameElement) |
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.style("height", height + "px"); |
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} |
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/** Queries the backend for audio feature data, draws the bar chart |
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* illustrating the frequencies of values, and appends the chart to |
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* a designated parent element |
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* |
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* @param audioFeature: the name of the audio feature (string) |
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* @param intervalEndPoints: a sorted array of 5 real numbers defining the intervals (categories) of values, |
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* for example: |
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* [0, 0.25, 0.5, 0.75, 1.0] for instrumentalness would define ranges |
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* (0-0.25), (0.25-0.5), (0.5-0.75), (0.75-1.0) |
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* @param parentElem: the DOM element to append the graph to (a selector string) |
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* @param userSecret: the user secret string for identification |
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* @return None |
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*/ |
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function drawAudioFeatGraph(audioFeature, intervalEndPoints, parentElem, userSecret) { |
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// TODO: Not hard code the dimensions?
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let margin = {top: 20, right: 30, bottom: 30, left: 40}; |
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let width = 480 - margin.left - margin.right, |
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height = 270 - margin.top - margin.bottom; |
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let featureData = {}; |
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// Create the keys first in order
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for (let index = 0; index < intervalEndPoints.length - 1; index++) { |
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let key = `${intervalEndPoints[index]} ~ ${intervalEndPoints[index + 1]}`; |
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featureData[key] = 0; |
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} |
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// define the vertical scaling function
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let vScale = d3.scaleLinear().range([height, 0]); |
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d3.json(`/api/audio_features/${audioFeature}/${userSecret}`) |
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.then(function(response) { |
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// categorize the data points
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for (let dataPoint of response.data_points) { |
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dataPoint = parseFloat(dataPoint); |
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let index = intervalEndPoints.length - 2; |
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// find the index of the first element greater than dataPoint
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while (dataPoint < intervalEndPoints[index]) { |
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index -= 1; |
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} |
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let key = `${intervalEndPoints[index]} ~ ${intervalEndPoints[index + 1]}`; |
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featureData[key] += 1; |
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} |
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let dataSet = Object.values(featureData); |
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let dataRanges = Object.keys(featureData); // Ranges of audio features, e.g. 0-0.25, 0.25-0.5, etc
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let dataArr = []; |
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// turn the counts into an array of objects, e.g. {range: "0-0.25", counts: 5}
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for (let i = 0; i < dataRanges.length; i++) { |
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dataArr.push({ |
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range: dataRanges[i], |
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counts: featureData[dataRanges[i]] |
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}); |
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} |
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vScale.domain([0, d3.max(dataSet)]).nice(); |
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let hScale = d3.scaleBand().domain(dataRanges).rangeRound([0, width]).padding(0.5); |
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let xAxis = d3.axisBottom().scale(hScale); |
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let yAxis = d3.axisLeft().scale(vScale); |
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let featureSVG = d3.select(parentElem) |
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.append('svg').attr('width', width + margin.left + margin.right) |
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.attr('height', height + margin.top + margin.bottom); |
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let featureGraph = featureSVG.append("g") |
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.attr("transform", `translate(${margin.left}, ${margin.top})`) |
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.attr("fill", "teal"); |
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featureGraph.selectAll(".bar") |
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.data(dataArr) |
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.enter().append('rect') |
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.attr('class', 'bar') |
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.attr('x', function(d) { return hScale(d.range); }) |
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.attr('y', function(d) { return vScale(d.counts); }) |
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.attr("height", function(d) { return height - vScale(d.counts); }) |
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.attr("width", hScale.bandwidth()); |
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// function(d) { return hScale(d.range); }
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featureGraph.append('g') |
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.attr('class', 'axis') |
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.attr('transform', `translate(0, ${height})`) |
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.call(xAxis); |
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featureGraph.append('g') |
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.attr('class', 'axis') |
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.call(yAxis); |
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featureSVG.append("text") |
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.attr('x', (width / 2)) |
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.attr('y', (margin.top / 2)) |
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.attr('text-anchor', 'middle') |
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.style('font-size', '14px') |
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.text(`${capFeatureStr(audioFeature)}`); |
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}); |
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} |
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/** |
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* Returns the audio feature name string with the first letter capitalized |
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* @param audioFeature: the name of the audio feature |
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* @returns the audio feature name string with the first letter capitalized |
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*/ |
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function capFeatureStr(audioFeature) { |
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return audioFeature.charAt(0).toUpperCase() + audioFeature.slice(1); |
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} |
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<!DOCTYPE html> |
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{% load static %} |
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<html lang="en"> |
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<head> |
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<meta charset="UTF-8"> |
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<title>Artist Graphs</title> |
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</head> |
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<body> |
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<p>Logged in as {{ user_id }}</p> |
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<script src="https://d3js.org/d3.v5.js"></script> |
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<script src="{% static "spotifyvis/scripts/artist_graph.js" %}"></script> |
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<script> |
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d3.json("{% url "get_artist_data" user_secret %}").then(function(data) { |
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// this is the data format needed for bubble charts |
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data = { |
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children: data |
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}; |
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drawArtistGraph(data, "body"); |
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}); |
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</script> |
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</body> |
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</html> |
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