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Stack Overflow Data Visualization
Stack Overflow Data Visualization
To celebrate Processing’s 20th anniversary, I decided to use Processing to visualize how many questions have been asked in the Processing and p5.js tags on Stack Overflow.
Answering questions on Stack Overflow was a big part of how I became involved in the Processing and p5.js communities, so it was cool to use Processing itself to visualize this journey.
I split this into three parts:
Part 1: Download Processing
Processing 4.0 was released just a few days before I created this data visualization, so I was excited to try it out!
Part 2: Massage the Data
“Massaging the data” means taking data that’s in one format, and converting it to a different format that’s easier to work with.
In this case, I fetched data from the questions endpoint of the Stack Overflow API and converted it to an array of timestamps.
The converter code ended up looking like this:
import java.io.InputStreamReader;
import java.nio.charset.StandardCharsets;
import java.net.HttpURLConnection;
import java.net.URL;
import java.util.zip.GZIPInputStream;
import java.util.stream.Collectors;
void setup() {
try {
JSONArray dates = new JSONArray();
boolean hasMore = true;
int currentPage = 1;
while (hasMore) {
println("Fetching page: " + currentPage);
String text = getUrlContent(currentPage);
JSONObject top = parseJSONObject(text);
JSONArray itemsArray = top.getJSONArray("items");
ArrayList<Integer> pageList = convertJsonArrayToDates(itemsArray);
for (int date : pageList) {
dates.append(date);
}
hasMore = top.getBoolean("has_more");
currentPage++;
}
println(dates.size());
saveJSONArray(dates, "processing-questions.json");
}
catch(Exception e) {
e.printStackTrace();
}
}
ArrayList<Integer> convertJsonArrayToDates(JSONArray input) {
ArrayList<Integer> list = new ArrayList<>();
for (int i = 0; i < input.size(); i++) {
int date = input.getJSONObject(i).getInt("creation_date");
list.add(date);
}
return list;
}
String getUrlContent(int currentPage) throws Exception {
String href = "https://api.stackexchange.com/2.3/questions?pagesize=100&order=asc&sort=creation&tagged=processing&site=stackoverflow";
href += "&page=" + currentPage;
URL url = new URL(href);
HttpURLConnection connection = (HttpURLConnection) url.openConnection();
connection.setRequestProperty("Accept-Encoding", "DEFLATE");
String text = new BufferedReader(
new InputStreamReader(new GZIPInputStream(connection.getInputStream()), StandardCharsets.UTF_8))
.lines()
.collect(Collectors.joining("\n"));
return text;
}
This “middle step” of massaging the data is very common in projects like this, but it’s not often shown. I got pretty sidetracked debugging a problem related to encoding, but I eventually figured it out. The code might not be pretty, but it works!
Part 3: Visualize the Data
Now that I had the data file(s) in a format that I could work with, I wrote code that used the data to draw a chart. The code ended up looking like this:
JSONArray processingQuestions;
JSONArray p5Questions;
int currentProcessingIndex = 1;
int currentP5Index = 1;
PGraphics processingPG;
PGraphics p5PG;
int firstDate;
int lastDate;
float totalDuration;
float border = 50;
float chartXPixels;
float chartYPixels;
float chartWidthPixels;
float chartHeightPixels;
float currentProcessingLineHeight = 0;
float currentP5LineHeight = 0;
float oneQuestionHeight;
HashMap<Integer, String> labelMap = new HashMap<>();
void setup() {
size(800, 500);
processingPG = createGraphics(width, height);
p5PG = createGraphics(width, height);
textAlign(CENTER, CENTER);
processingQuestions = loadJSONArray("processing-questions.json");
p5Questions = loadJSONArray("p5-questions.json");
firstDate = processingQuestions.getInt(0);
lastDate = max(processingQuestions.getInt(processingQuestions.size() - 1),
p5Questions.getInt(p5Questions.size() - 1));
totalDuration = lastDate - firstDate;
chartXPixels = border;
chartYPixels = border;
chartWidthPixels = width - border * 2;
chartHeightPixels = height - border * 2;
oneQuestionHeight = chartHeightPixels / processingQuestions.size();
labelMap.put(1230796800, "2009");
labelMap.put(1262332800, "2010");
labelMap.put(1293868800, "2011");
labelMap.put(1325404800, "2012");
labelMap.put(1357027200, "2013");
labelMap.put(1388563200, "2014");
labelMap.put(1420099200, "2015");
labelMap.put(1451635200, "2016");
labelMap.put(1483257600, "2017");
labelMap.put(1514793600, "2018");
labelMap.put(1546329600, "2019");
labelMap.put(1577865600, "2020");
labelMap.put(1609488000, "2021");
}
void draw() {
background(32);
image(processingPG, 0, 0);
image(p5PG, 0, 0);
fill(255);
textSize(42);
text("Processing and p5 Questions\non Stack Overflow\nOver Time", 300, 150);
processingPG.beginDraw();
p5PG.beginDraw();
for (int i = 0; i < 10; i++) {
int currentProcessingDate = currentProcessingIndex < processingQuestions.size() ?
processingQuestions.getInt(currentProcessingIndex) : 0;
int currentP5Date = currentP5Index < p5Questions.size() ?
p5Questions.getInt(currentP5Index) : 0;
if ((currentProcessingDate > 0 && currentProcessingDate < currentP5Date)
|| currentP5Date == 0) {
stepProcessing();
} else {
stepP5();
}
if (currentProcessingIndex >= processingQuestions.size() &&
currentP5Index >= p5Questions.size()) {
println("Done!");
noLoop();
break;
}
}
processingPG.endDraw();
p5PG.endDraw();
textSize(18);
for (Integer date : labelMap.keySet()) {
PVector labelPoint = getPoint(date, 0);
stroke(255);
line(labelPoint.x, height - border,
labelPoint.x, height - border * .75);
fill(255);
text(labelMap.get(date), labelPoint.x, height - border / 2);
}
//saveFrame("f/#####.png");
}
void stepProcessing() {
int prevDate = processingQuestions.getInt(currentProcessingIndex - 1);
int currentDate = processingQuestions.getInt(currentProcessingIndex);
PVector prevPoint = getPoint(prevDate, currentProcessingLineHeight);
PVector currentPoint = getPoint(currentDate, currentProcessingLineHeight);
processingPG.stroke(39, 101, 214);
processingPG.fill(39, 101, 214);
processingPG.quad(
prevPoint.x, height - border,
prevPoint.x, prevPoint.y,
currentPoint.x, currentPoint.y,
currentPoint.x, height-border
);
currentProcessingLineHeight += oneQuestionHeight;
currentProcessingIndex++;
}
void stepP5() {
int prevDate = p5Questions.getInt(currentP5Index - 1);
int currentDate = p5Questions.getInt(currentP5Index);
PVector prevPoint = getPoint(prevDate, currentP5LineHeight);
PVector currentPoint = getPoint(currentDate, currentP5LineHeight);
p5PG.stroke(237, 34, 93);
p5PG.fill(237, 34, 93);
p5PG.quad(
prevPoint.x, height - border,
prevPoint.x, prevPoint.y,
currentPoint.x, currentPoint.y,
currentPoint.x, height-border
);
currentP5LineHeight += oneQuestionHeight;
currentP5Index++;
}
PVector getPoint(int date, float currentLineHeight) {
float currentDurationFromFirstDate = date - firstDate;
float currentPercent = currentDurationFromFirstDate / totalDuration;
float x = lerp(chartXPixels, width - border, currentPercent);
float y = height - border - currentLineHeight;
return new PVector(x, y);
}
Some of this got a little messy when I decided to visualize p5.js data in addition to Processing data, but the idea should apply to pretty much any data visualization you implement: first you convert the data into a format you can work with, and then you write code that shows a graphical representation of that data.
In my case that’s a chart, but it could be anything you imagine!
Result
One thing I like about this project is that it shows “the middle step” of massaging the data. This is a common and crucial step in this kind of project, but it’s almost never shown. But this “middle step” was built right into Processing’s DNA from the start:
The name “Processing” is a play on the idea of sketching & creating and how that fits into one's “process,” as well as the idea of computers as machines that process information.
But with that in mind, it's intended to be one tool in larger process—a means not an end in itself. — Ben Fry (@ben_fry) August 13, 2021
Happy birthday Processing!
Remix Ideas
- Visualize other tags on Stack Overflow: how does Java compare to JavaScript?
- Visualize not just questions, but answers as well. Can you surface questions that still need answers?
- Show how different users have answered questions over time. When will George take back his title as Processing Answer Champion?
Using Objects Examples
Eyes
This example creates creepy eyes that follow your mouse.
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