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Equisitely detailed gigapixel 1-bit maps of the Moon (6,733 locations), Solar System (772,063 things) and the Northern and Southern skies (113,743,599 stars, 162,252 deepsky objects, 4,009 exoplanets).

There is no sound in space, but there is music (and genomes)

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
The first 12 seconds of a 1-bit encoding of a 128 mel 3-bit spectrogram of Flunk's Down Here / Moon Above

Here I show the decoding instructions that appear on the first disc. These took forever to make, were a lot of fun to make, and might require a full alien civilization to decode.

1 · Decoding instructions

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
THE INSTRUCTION MANUAL | A composite of the instructions for decoding the Sanctuary discs.

1.1 · EULA — E is for ethics

The instructions begin with an important announcement "Hello people read this!" followed by Huffman-encoded Nuremberg Code and Declaration of Helsinki. I explain how to decode the Huffman encoding.

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
HELLOW PEOPLE, READ THIS! | Getting started with the EULA. No funny business!

There's lots of art and graphical notions on the discs. Here you see an amoeba and fairyfly — drawn at physical scale on the discs. Each pixel on the disc is 1.4 microns, so 100 microns is about 70 pixels. The images shown here are magnified for easier reading.

1.2 · A galactic poem

You also see a short space poem created out of an alphabetically ordered triplets of classification terms from the Atlas of Peculiar Galaxies. “To unclassified wind!”

absorption adjacent amorphous
and appearance arm
associated attraction brightness
chains close clumps
companions concentric connected
counter-tail detached diffuse
disturbed double effects
ejected ellipticals emanating
filaments fission fragments
from galaxies groups
heavy high infall
integral interacting interior
irregular irregularities jets
large long loops
low material miscellaneous
multiple narrow nearby
nuclei objects of
one one-armed or
perturbing pōwehi repelling
resolution rings segments
sign small spiral
split surface three-armed
to unclassified wind

2 · Instruction manual in 5 panels

Once we have the EULA out of the way, let's get into it.

2.1 · From LUCA to you and DNA

The first instruction panel begins with a piece of Alan Watts' It Starts Now, dedicated to our last universal common ancestor (LUCA). “You are this universe...”

We see the tree of life (I apologize for the millions of sparks of life that aren't listed) and you're taken along the branching all the way to us, into our cells and into the bases of our DNA that are on the discs. It's quite a trip.

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Diving deep into the tree of life — from LUCA to our DNA.

2.2 · How the data are organized

The next panel shows how the data is organized on the discs and how it's encoded. All amidst a story of dinosaur struggle.

The pixel stream on the discs contain metadata codes (it was fun to find the shorted codes that didn't appear in the sequence). For example, SNPs of each class (e.g. A/T) are indicated by unique sequence of bits.

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
The encoding scheme. This better make sense.

2.3 · Amino acids and proteins

The genome is just a kind of recipe book for proteins. So the next panel explains how these are made up of amino acids. I mention that they fold but leave the details of the folding as an exercise to the audience. We can't be expected to figure out everything ourselves.

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
It's about the proteins. But you have to fold them.

2.4 · Exercise left for the reader

Next, to practise what you've learned, there is a little practical example of decoding a baby disc. Also the final panel of the dinosaur story appears here — many things are out of order on the discs and the reader is encouraged to piece them together. Yes, “death is very very long”.

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Decoding your first disc. A working example.

2.5 · What's on the discs — In numbers

Once you've decoded the discs, you can check your work against this table. The number of bits, bases and SNPs on each disc are shown.

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Checking your work. A tabulation of what is on the discs.

3 · Credits

The instruction panels end in a few "making of" scenes and a list of credits.

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Credits and outtakes.

I took a photo of Steve Chand holding the flowcell before he loaded the sequencer. The map of the solar system answers the question “When did he load the sequencer?”

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
The hand that sequenced this and a timestamp.

4 · Dedication to Michael Smith

Our Center was founded by Michael Smith. The discs include a short dedication and a nostalgic photo of his office that I took shortly after he died.

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Dedication to Michael Smith.
Canada's Michael Smith Genome Sciences Centre (GSC) at PHSA is an international leader in genomics, proteomics and bioinformatics for precision medicine. By developing and deploying cutting-edge genome sequencing, computational and analytical technology, we are creating novel strategies to prevent and diagnose cancers and other diseases, uncovering new therapeutic targets and helping the world realize the social and economic benefits of genome science.
We are the Canadian node of the Earth Biogenome Project.

5 · Bibliography

We wouldn't be here without the seminal papers of Franklin and of Watson and Crick. Ok we would be here without them but we wouldn't know ourselves as well.

The Nature mansucripts are lovingly typeset here.

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
A couple of papers that get you started on the topic of genomics.
news + thoughts

Happy 2026 π Day—
Art for the 5%

Fri 13-03-2026

Celebrate π Day (March 14th) and enjoy the art — but only if you're part of the 5%.

Go ahead, see what you can't see.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2026 π DAY | Art for the 5%. Shown in the style of Ishihara color test plates, the art is visible only to those with colour blindness. (details)

Ishihara's Tests for Colour Deficiency

Sun 08-03-2026

Authentic and accurate images of Ishihara's test plates photographed (and lovingly color-corrected) from the 38-plate Ishihara's Tests for Colour Deficiency.

I also provide the position, size, and color of each circle on each test plate.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
ISHIHARA'S TEST PLATE 6 | This plate is part of the set of transformation plates. If you see 5, you're ok. If you see 2, you're not. (details)
Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
ISHIHARA'S TEST PLATE 18 | This plate is part of the set of mysterious hidden plates. If you don't see anything, you're ok. If you see 5, you're not. (details)

Symmetric alternatives to the ordinary least squares regression

Wed 23-07-2025

What immortal hand or eye, could frame thy fearful symmetry? — William Blake, "The Tyger"

This month, we look at symmetric regression, which, unlike simple linear regression, it is reversible — remaining unaltered when the variables are swapped.

Simple linear regression can summarize the linear relationship between two variables `X` and `Y` — for example, when `Y` is considered the response (dependent) and `X` the predictor (independent) variable.

However, there are times when we are not interested (or able) to distinguish between dependent and independent variables — either because they have the same importance or the same role. This is where symmetric regression can help.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Nature Methods Points of Significance column: Symmetric alternatives to the ordinary least squares regression. Geometry of quantities minimized in OLS and symmetric regression. OLS minimizes `\Sigma e_y^2` in `Y` ~ `X` and `\Sigma e_x^2` `X` ~ `Y`. Pythagorean regression minimizes AB (magenta). Geometric means regression (GMR) minimizes area of ABP (orange). Orthogonal regression (OR) minimizes HP (blue). (read)

Luca Greco, George Luta, Martin Krzywinski & Naomi Altman (2025) Points of significance: Symmetric alternatives to the ordinary least squares regression. Nat. Methods 22:1610–1612.

Beyond Belief Campaign BRCA Art

Wed 11-06-2025

Fuelled by philanthropy, findings into the workings of BRCA1 and BRCA2 genes have led to groundbreaking research and lifesaving innovations to care for families facing cancer.

This set of 100 one-of-a-kind prints explore the structure of these genes. Each artwork is unique — if you put them all together, you get the full sequence of the BRCA1 and BRCA2 proteins.

Propensity score weighting

Mon 17-03-2025

The needs of the many outweigh the needs of the few. —Mr. Spock (Star Trek II)

This month, we explore a related and powerful technique to address bias: propensity score weighting (PSW), which applies weights to each subject instead of matching (or discarding) them.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Nature Methods Points of Significance column: Propensity score weighting. (read)

Kurz, C.F., Krzywinski, M. & Altman, N. (2025) Points of significance: Propensity score weighting. Nat. Methods 22:638–640.

Happy 2025 π Day—
TTCAGT: a sequence of digits

Thu 13-03-2025

Celebrate π Day (March 14th) and sequence digits like its 1999. Let's call some peaks.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2025 π DAY | TTCAGT: a sequence of digits. The digits of π are encoded into DNA sequence and visualized with Sanger sequencing. (details)
Martin Krzywinski | contact | Canada's Michael Smith Genome Sciences CentrePHSA
Google whack “vicissitudinal corporealization”
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