The Crowd and the Cosmos: Adventures in the Zooniverse

Home > Other > The Crowd and the Cosmos: Adventures in the Zooniverse > Page 9
The Crowd and the Cosmos: Adventures in the Zooniverse Page 9

by Lintott, Chris


  elliptical galaxies to use. Looking up, I saw that the man inter-

  rupting was on the other side of a long table, short, dark haired

  and smartly dressed. I was wearing a suit (usually a giveaway in

  academia that a job is on the line), but my questioner was smartly

  dressed too, the only other person in the room wearing a jacket.

  I hadn’t noticed him when I walked in, and had no idea who he

  was, but now he was leaning forward, hands steepled together

  as he tore into the way I’d selected the galaxies used in my study.

  The problem, it seemed, was that I hadn’t been nearly careful

  enough in picking out a selection of nice elliptical systems. I’d

  assumed the red galaxies in my sample were elliptical, but, the

  heckler said, this isn’t true. Not all red galaxies are elliptical, he said, and he knew this because he’d looked at them.

  I eventually just shrugged and said I’d done what many others

  had done in picking out galaxies by colour and moved on, but I

  was distracted for the rest of the talk. I must have said something

  sensible, though I couldn’t tell you what, and a few months later

  * We blame a mysterious force called ‘dark energy’, which we will meet again in Chapter 6.

  60 The Crowd and The Cosmos

  I found myself wandering up the concrete stairs of the Denys

  Wilkinson Building, home to astrophysics in Oxford, to begin

  my post-PhD life as a postdoc in Oxford.

  My task was to look at how the chemistry associated with star

  formation might change in different galaxies, and for that I

  needed to find star formation happening in as wide a variety of

  galaxies as possible. That meant I couldn’t do what I’d done

  before, and just select red galaxies in the confident belief that

  most of them would be elliptical. Instead, I found myself chatting

  to the smartly dressed chap who’d nearly derailed my interview,

  and who turned out not to be a senior lecturer with a grudge but

  a precocious graduate student from Switzerland named Kevin

  Schawinski.

  Kevin had demonstrated that it was possible to distinguish

  ellipticals from spirals, but he hadn’t enjoyed the solution very

  much. Looking at an image of a random galaxy and being able to

  distinguish fuzzy spiral arms turns out to be something of a

  human speciality. Just before I turned up in Oxford, blithely

  throwing my sample of ellipticals together, Kevin had spent a

  week doing nothing but looking at images of galaxies. He would

  eventually work his way through 50,000 Sloan images, demon-

  strating that at this particular task humans still have the measure

  of computers.

  The fact that the software that runs on the lump of matter

  between our ears can outperform that running on our laptops

  perhaps shouldn’t be too much of a surprise when it comes to a

  pattern recognition task like this one. The truth is that evolution

  has left the human race staggeringly well equipped for galaxy

  classification, albeit as an unintended consequence of making us

  good at pattern recognition in general. Think about walking

  through a busy town centre, preoccupied with a shopping list or

  the cares of the world. You pass people, tens or even hundreds of

  The Crowd and The Cosmos 61

  them, before stopping dead as an old friend or new acquaintance

  hoves into view. This is the kind of pattern recognition task we

  all perform thousands of times a day without even thinking

  about it, but it’s still hugely challenging for computers. Yes, facial recognition software has come a long way—my computer makes

  a half-decent stab at guessing the identities of my few closest

  friends when they appear in uploaded photos—but only after

  the investment of hundreds of millions of dollars in research

  funding. Sitting in Oxford, thinking about classifying millions of

  galaxies, the best Kevin could do was knuckle down and start

  looking. The experience left him with a nice clean sample of

  elliptical galaxies and, as I found out, some strong opinions about

  the right way to do things.

  Kevin was right to be convinced about the virtues of visual

  inspection. Unfortunately, the research I wanted to do required

  classifications for the entire survey. In the old days, back when

  surveys contained only hundreds or thousands of galaxies, this

  wouldn’t have been a big deal, but neither Kevin nor I were keen

  to spend the best part of five months doing nothing but classify-

  ing galaxies. There was a bigger problem, too. Kevin’s classifica-

  tions are all very well, but any truly radical result that came from

  using the classifications would be vulnerable to the charge that

  he simply didn’t know what he was doing. Don’t agree with the

  classifications? Criticizing the classifier would have been a sensi-

  ble tactic, and the only way to ameliorate its effect would be to

  get a second classifier to work through the same set of galaxies,

  turning months of effort into years.

  Clearly this wasn’t a sensible use of anyone’s time. I tried buy-

  ing Kevin plenty of beer in the Royal Oak, the traditional water-

  62 The Crowd and The Cosmos

  ing hole for Oxford astronomers,* but despite this lubrication he

  wasn’t keen on further classification either. Sitting among the

  grand old beams of the pub, we realized that the only solution

  available was to call for help. Since I’d been a kid with a telescope, I’d known (and dreamed about) the discoveries that amateur

  astronomers could make; here was a chance for them to help me.

  Selfish, perhaps, but the thought did occur to me straight away

  that this was a way that anyone could contribute, without need-

  ing to spend thousands of pounds on a telescope.

  The plan, quickly formed, was simple. Leave the pub. Call in a

  few favours from people we knew who could build websites to

  get something simple put together. Give talks to local astronom-

  ical societies, including increasingly desperate pleas to help with

  galaxy classification. Say fifty people in each audience, each of

  whom do 200 classifications each. Give two talks a month for

  five years, and we should have had everything classified once by

  2012. Would it work? Would people really give up their spare

  time to help with my work?

  I was confident this might be a plan crazy enough to work.

  I’d heard about—and tried to participate in—a project called

  Stardust@home which had sent tens of thousands of people

  searching through blurry images of dust grains which had been

  brought back from a comet by a robotic spacecraft. (I say I tried

  to participate; Stardust@home had a test you had to pass before

  being presented with the real data, and I could never do well

  enough to get in. Though I’d spent several years thinking about

  the chemistry that happens on them, it turns out that even with

  the training the website provided I couldn’t recognize an inter-

  stellar dust grain if one was staring me in the face.) ‘If people will

  * For complex sociological reasons, we’re now more likely to be found in the Lamb and Flag.


  The Crowd and The Cosmos 63

  look at dust grains’, went the logic, ‘surely they will look at gal-

  axies’. And look they did. The flood of traffic that prevented me

  getting to the website on that summer’s day back at the Royal

  Astronomical Society was testament to how powerful the call

  for help actually was. Volunteers flocked in from all directions;

  an appearance on the BBC Radio 4 flagship Today programme

  sent us plenty of traffic from London’s political classes (if the

  email addresses I noticed were anything to go by), and an appear-

  ance on the Wikipedia home page sent us a collection of people

  who were used to rolling up their virtual sleeves and getting

  stuck in online. So overwhelming was the demand that the ser-

  ver which provided the galaxy images, which had been serving

  astronomers happily for a year or two from its home in Alex

  Szalay’s lab at Johns Hopkins University, buckled under the

  strain.

  That could have been it for the project, but to my immense

  relief and overwhelming gratitude the team in Baltimore took

  pity on us and got the server back online. Soon, more than

  70,000 classifications were flowing into the Galaxy Zoo data-

  base every hour. Better than that, it was clear pretty quickly that

  the classifications were good, probably close to if not better than

  Kevin’s. But sorting out exactly how good they were would take

  some effort.*

  One dark evening a day or two after the Royal Oak discussion

  with Kevin, I was sitting at the bar of another historic Oxford

  * This book isn’t a history of Galaxy Zoo, nor does it focus on web development. But I’d be remiss if the names of Phil Murray, the original designer, Dan Andreescu, the original developer, and Jan Vandenberg, the sysadmin at the Johns Hopkins University who saved the day on our launch didn’t appear somewhere.

  Nor was launch day the only time I had cause to be grateful to Johns Hopkins; a few weeks after launch, we discovered a bug in the code which meant that classifications were being wrongly recorded. Luckily, the problem was interesting enough to be worth Alex’s time, and he was able to straighten everything out.

  64 The Crowd and The Cosmos

  pub, the Eagle and Child, with Kate Land, my officemate.* A bril-

  liant cosmologist I’d long since forgiven for beating me to several

  scholarships, Kate was best known as the discoverer of astrono-

  my’s ‘axis of evil’, an alignment of features in light emitted just

  400,000 years after the Big Bang (the cosmic microwave back-

  ground) that just shouldn’t have been there. Before leaving

  astronomy for a hedge fund, Kate managed to publish a paper

  using newer data that made the axis mostly vanish, but on this

  particular evening she was exercised by a different problem.

  Staring into her glass of Zinfandel blush, she told me about a

  paper which had just appeared on the arXiv preprint server.

  While astronomers still publish papers in traditional journals,

  the main way they’re shared is via this thirty-year-old website.

  In some fields, especially cosmology, papers are published on

  arXiv for comment even before they are submitted to a journal; it

  makes for more rapid communication and allows ideas to be

  bandied about long before they are ready for more formal review.

  This particular paper, which had crossed Kate’s desk because it

  mentioned her axis of evil, was by Michael Longo. Longo, an

  emeritus professor from Michigan, was a distinguished particle

  physicist who had recently become interested in astrophysics,

  and specifically in the question his paper set out to answer: ‘Does

  the Universe have a handedness?’

  To answer this apparently obscure question, he’d looked at a

  few thousand galaxies in Sloan, selecting the spirals and record-

  ing whether they appeared to be rotating clockwise or anticlock-

  wise. (The direction of the arms tells you, in most cases, which

  way the galaxy is turning; they drag behind the direction of rota-

  tion.) He found, surprisingly, that there were more anticlockwise

  * You might conclude from this part of the tale that pubs are important in British astronomy. You might think that. I couldn’t possibly comment.

  The Crowd and The Cosmos 65

  than clockwise spirals, a result crazy enough to scare cosmolo-

  gists (Plate 5).

  If this result is real, it means two things, both of them dramatic

  body blows against the modern cosmological consensus. First, it

  suggests that some force is capable of organizing galaxies scat-

  tered right across the enormous volume covered by the Sloan

  survey; Sloan, remember, covers a quarter of the sky. Second,

  it violates the nearly sacred rule known as the cosmological

  principle—the idea that any large-scale observation of the

  Universe should not depend on your position within it—an alien

  astronomer looking on the same set of galaxies from the other

  side would see the measurement reversed, so that more clock-

  wise than anticlockwise galaxies appear. Messing with the

  cosmological principle is bad news; a violation of it means that

  we can’t trust our own view of the Universe.

  There was more to it, too. Longo looked for an axis of sym-

  metry in the data, a way of splitting the Universe in two such that

  (most of) the anticlockwise galaxies were on one side and (most

  of) the clockwise galaxies were on the other side. In the case of a

  very strong effect, you might be able to literally divide clockwise

  from anticlockwise galaxies with a single axis, but even Longo

  wasn’t claiming our Universe was like that. What he had found

  was that if you took the line that was closest to that ideal case—

  the line that did the best possible job of dividing those galaxies he classified as clockwise from those he recorded as anticlockwise,

  then it aligned almost perfectly with Kate’s axis of evil.

  As the axis of evil that Kate had found was in the cosmic

  microwave background, it was a feature of the Universe in its

  very early days. To find that such a feature persisted in the popu-

  lation of galaxies we see around us more than 13 billion years

  later suggested that we didn’t really understand galaxy formation

  at all. The growth of everything we see would have had to pre-

  66 The Crowd and The Cosmos

  serve this Universe-scale feature across the aeons, and there’s no

  good explanation for how that could happen. If you believed this

  paper, then modern cosmology and astrophysics were about to

  fall apart.

  I should probably emphasize that it wasn’t despair for the state

  of modern cosmology that drove Kate and me to the Eagle and

  Child that night. For one thing, we simply didn’t believe the

  result. Longo simply hadn’t classified enough galaxies, it seemed,

  to be able to make such claims, any more than you could toss a

  coin twice and conclude on the basis of just those flips that it had

  heads on both sides. More spiral galaxies, and hence more clas-

  sifications, were needed. A couple of extra buttons were easy to

  add to the Galaxy Zoo interface asking volunteers to record the

  direction of rota
tion of spiral galaxies, and we could test Longo’s

  challenge to conventional cosmology.

  Actually, because it is such a clean measurement, checking for

  any rotational conspiracy turned out to be an excellent way of

  testing the Galaxy Zoo classifications. With so many people tak-

  ing part, we were able to have many people look at each image. In

  turn, this meant that for each image we didn’t just have a classifi-

  cation, but also some idea about how confident we should be.

  There is a world of difference, as it turns out, between a galaxy

  which ten out of ten people agree is spiral and one where only six

  out of ten click the spiral button. After cleaning up the data,

  removing the classifications of the very small number of people

  who seemed to have clicked randomly, we were left with ‘clean’

  samples of hundreds of thousands of both spirals and ellipticals.

  The former was the perfect set to test Longo’s claims, which

  we were sure were nonsense. You can imagine, therefore, the

  confusion in the office when it became clear that, despite hav-

  ing a hundred times more spirals available, Galaxy Zoo also

  had an excess of anticlockwise galaxies. Was this evidence for a

  The Crowd and The Cosmos 67

  universal magnetic field? Was the Universe small and shaped

  like a doughnut, as one theorist who shall remain anonymous

  suggested?*

  As it turned out, probably not. Before we rushed to publish

  our Universe-shaking paper, we took the precaution of flipping

  some of the images in Galaxy Zoo so that people were suddenly

  classifying mirror images of the galaxies. Had the Universe really

  preferred anticlockwise galaxies, for whatever reason, then we

  would have seen a flood of clockwise classifications of these mir-

  rored systems. No such flood occurred. In fact, we still recorded

  an excess of anticlockwise galaxies. The fault, it seemed, was not

  in the Universe but in ourselves. Something in the way that the

  human eye and brain process images makes it easier to see an

  anticlockwise than a clockwise spiral. It’s not that people are see-

  ing a clockwise spiral on Galaxy Zoo and mistaking it for an anti-

  clockwise one, but rather that we just miss the spiral arms in a

  small proportion of clockwise systems. That slight bias in our

  perceptions, added up over the classifications received for thou-

 

‹ Prev