Martin Krzywinski / Genome Sciences Center / mkweb.bcgsc.ca Martin Krzywinski / Genome Sciences Center / mkweb.bcgsc.ca - contact me Martin Krzywinski / Genome Sciences Center / mkweb.bcgsc.ca on Twitter Martin Krzywinski / Genome Sciences Center / mkweb.bcgsc.ca - Lumondo Photography Martin Krzywinski / Genome Sciences Center / mkweb.bcgsc.ca - Pi Art Martin Krzywinski / Genome Sciences Center / mkweb.bcgsc.ca - Hilbertonians - Creatures on the Hilbert Curve
Tango is a sad thought that is danced.Enrique Santos Discépolothink & dancemore quotes

curves: fun



DNA on 10th — street art, wayfinding and font


art + design

Math geek? If you like the clean geometric design of the type posters, you may enjoy something even more mathematical. Design that transcends repetition: Art of Pi, Phi and e posters.

Visions of Type

typography and bird songs

Consider the fact that, if you live in a city, birds are essentially the only wildlife that you meet during your day.

Depending on where you live, you might come several species without even trying. In Vancouver, on my short 10 minute walk to work, I have a good chance to see rock doves, crows, mallars, wigeons, hooded mergansers (if I'm lucky), house sparrows, song sparrows, red-winged black birds, white-crowned sparrows, bushtits, black-capped chickadees, northern flickers, and the mother-of-all-honkers: Canada geese.

Birds and letters are everywhere—art of nature and man.

Letter forms, on the other hand, are the art that is also everywhere. Every typeface is an artistic expression.

Regardless where you live, sadly, you are likely to come across mutants like Comic Sans, Arial and Times New Roman. Hideous creatures from the shallows. Try to find Gotham, Gill Sans, Frutiger, or Garamond.

learning bird songs

Mnemonics of bird songs help you remember the call and recognize the bird. It's so much easier to think "Quick, three beers!" — the call of the Olive-sided flycatcher — rather than "Chirp, chirp, chirp."

The mnemonic captures the cadence and repetition scheme of the song.

For example, if you listen to the white-throated sparrow you can't help but think that this little guy is trying to tell us something.

the mnemonics

French Zonotrichia albicollis: Baisse ta jupe, Philomène, Philomène, Philomène. How differently we hear!
—Madelaine Lemieux (via Twitter)

Dear sweet Canada Canada Canada.
White-throated Sparrow (Zonotrichia albicollis)

Potato chip!
American Goldfinch (Spinus tristis)

Here here. Come right here, dear.
Baltimore Oriole (Icterus galbula)

Who cooks for you?
Barred Owl (Strix varia)

Fire fire. Where where? Here here! See it, see it.
Indigo Bunting (Passerina cyanea)

Clear. Wick, wick, wick.
Northern Flicker (Colaptes auratus)

Quick, three beers!
Olive-sided Flycatcher (Contopus cooperi)

Where are you? Here I am.
Red-eyed Vireo (Vireo olivaceus)

Chubby chubby cheeks. Chubby cheeks.
Ruby-crowned kinglet (Regulus calendula)

Here sweetie.
Black-capped chickadee (Poecile atricapillus)

See me, pretty, pretty me.
White-crowned sparrow (Zonotrichia leucophrys)

the posters

If you love birds and typography, these posters are for you.

The mnemonic for the bird's song is presented on a background that proportionally presents the bird's plumage colors.

If you explore the posters, you just might find the bird too.


Typographical posters of bird song
 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca buy artwork
Dear sweet Canada Canada Canada. — song of the White-throated Sparrow (Zonotrichia albicollis). (BUY ARTWORK)

Typographical posters of bird song
 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca buy artwork
Potato chip! — song of the American Goldfinch (Spinus tristis). (BUY ARTWORK)

Typographical posters of bird song
 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca buy artwork
Here here. Come right here, dear. — song of the Baltimore Oriole (Icterus galbula). (BUY ARTWORK)

Typographical posters of bird song
 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca buy artwork
Who cooks for you? — song of the Barred Owl (Strix varia). (BUY ARTWORK)

Typographical posters of bird song
 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca buy artwork
Fire fire. Where where? Here here! See it, see it. — song of the Indigo Bunting (Passerina cyanea). (BUY ARTWORK)

Typographical posters of bird song
 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca buy artwork
Clear. Wick, wick, wick. — song of the Northern Flicker (Colaptes auratus). (BUY ARTWORK)

Typographical posters of bird song
 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca buy artwork
Quick, three beers! — song of the Olive-sided Flycatcher (Contopus cooperi). (BUY ARTWORK)

Typographical posters of bird song
 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca buy artwork
Where are you? Here I am. — song of the Red-eyed Vireo (Vireo olivaceus). (BUY ARTWORK)

Typographical posters of bird song
 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca buy artwork
Chubby chubby cheeks. Chubby cheeks. — song of the Ruby-crowned kinglet (Regulus calendula). (BUY ARTWORK)

Typographical posters of bird song
 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca buy artwork
Here sweetie. — song of the Black-capped chickadee (Poecile atricapillus). (BUY ARTWORK)

Typographical posters of bird song
 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca buy artwork
See me, pretty, pretty me. — song of the White-crowned sparrow (Zonotrichia leucophrys). (BUY ARTWORK)
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news + thoughts

Analyzing outliers: Robust methods to the rescue

Sat 30-03-2019
Robust regression generates more reliable estimates by detecting and downweighting outliers.

Outliers can degrade the fit of linear regression models when the estimation is performed using the ordinary least squares. The impact of outliers can be mitigated with methods that provide robust inference and greater reliability in the presence of anomalous values.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Nature Methods Points of Significance column: Analyzing outliers: Robust methods to the rescue. (read)

We discuss MM-estimation and show how it can be used to keep your fitting sane and reliable.

Greco, L., Luta, G., Krzywinski, M. & Altman, N. (2019) Points of significance: Analyzing outliers: Robust methods to the rescue. Nature Methods 16:275–276.

Background reading

Altman, N. & Krzywinski, M. (2016) Points of significance: Analyzing outliers: Influential or nuisance. Nature Methods 13:281–282.

Two-level factorial experiments

Fri 22-03-2019
To find which experimental factors have an effect, simultaneously examine the difference between the high and low levels of each.

Two-level factorial experiments, in which all combinations of multiple factor levels are used, efficiently estimate factor effects and detect interactions—desirable statistical qualities that can provide deep insight into a system.

They offer two benefits over the widely used one-factor-at-a-time (OFAT) experiments: efficiency and ability to detect interactions.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Nature Methods Points of Significance column: Two-level factorial experiments. (read)

Since the number of factor combinations can quickly increase, one approach is to model only some of the factorial effects using empirically-validated assumptions of effect sparsity and effect hierarchy. Effect sparsity tells us that in factorial experiments most of the factorial terms are likely to be unimportant. Effect hierarchy tells us that low-order terms (e.g. main effects) tend to be larger than higher-order terms (e.g. two-factor or three-factor interactions).

Smucker, B., Krzywinski, M. & Altman, N. (2019) Points of significance: Two-level factorial experiments Nature Methods 16:211–212.

Background reading

Krzywinski, M. & Altman, N. (2014) Points of significance: Designing comparative experiments.. Nature Methods 11:597–598.

Happy 2019 `\pi` Day—
Digits, internationally

Tue 12-03-2019

Celebrate `\pi` Day (March 14th) and set out on an exploration explore accents unknown (to you)!

This year is purely typographical, with something for everyone. Hundreds of digits and hundreds of languages.

A special kids' edition merges math with color and fat fonts.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
116 digits in 64 languages. (details)
Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
223 digits in 102 languages. (details)

Check out art from previous years: 2013 `\pi` Day and 2014 `\pi` Day, 2015 `\pi` Day, 2016 `\pi` Day, 2017 `\pi` Day and 2018 `\pi` Day.

Tree of Emotional Life

Sun 17-02-2019

One moment you're :) and the next you're :-.

Make sense of it all with my Tree of Emotional life—a hierarchical account of how we feel.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
A section of the Tree of Emotional Life.

Find and snap to colors in an image

Sat 29-12-2018

One of my color tools, the colorsnap application snaps colors in an image to a set of reference colors and reports their proportion.

Below is Times Square rendered using the colors of the MTA subway lines.


Colors used by the New York MTA subway lines.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Times Square in New York City.
Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Times Square in New York City rendered using colors of the MTA subway lines.
Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Granger rainbow snapped to subway lines colors from four cities. (zoom)