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visualization + math

π Day 2026 Art Posters - Art for the 5%
 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2026 π DAY | Art for the 5%. Digits of `\pi` hidden in plain view. (explore the art)

π Day 2026 Art Posters - Art for the 5%
 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2026 π DAY | Art for the 5%. Digits of `\pi` hidden in plain view. (explore the art)

Pi Day 2023 — Repeated Sequence — A modular synthesizer experience


 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2026 π DAY | Art for the 5%.

 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2025 π DAY | TTCAGT: A sequence of digits.

 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2024 π DAY | Explore the garden of digits.

 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2023 π DAY | Repeated sequence


 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2022 π DAY | three one four: a number of digits

 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2021 π DAY | Good things grow for those who wait.' edition.

 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2020 π DAY | The piku.

 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2019 π DAY | Hundreds of digits, hundreds of languages and a special kids' edition.


 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2018 π DAY | Street maps to new destinations.

 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2017 π DAY | Imagine the sky in a new way.

 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2016 π APPROXIMATION DAY | What would happen if about right was right.

 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2016 π DAY | These digits really fall for each other.


 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2015 π DAY | A transcendental experience.

 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2014 π APPROXIMATION DAY | Spirals into roughness.

 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2014 π DAY | Hypnotizes you into looking.

 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2014 π DAY | Come into the fold.


 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2013 π DAY | Where it started.

 / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
CIRCULAR π ART | And other distractions.

On March 14th celebrate `\pi` Day. Hug `\pi`—find a way to do it.

For those who favour `\tau=2\pi` will have to postpone celebrations until July 26th. That's what you get for thinking that `\pi` is wrong. I sympathize with this position and have `\tau` day art too!

If you're not into details, you may opt to party on July 22nd, which is `\pi` approximation day (`\pi` ≈ 22/7). It's 20% more accurate that the official `\pi` day!

Finally, if you believe that `\pi = 3`, you should read why `\pi` is not equal to 3.

Most of the art is available for purchase as framed prints and, yes, even pillows. Sleep's never been more important — I take custom requests.

People find these numbers inconceivable — and I do too. Best thing to do is just relax and enjoy it. —Richard Feynman

Welcome to 2023 Pi Day: a celebration of `\pi` and mathematics, electronic music and cables. A lot of cables.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Pi Day 2023 — Modular Synthesizer Experience #52
Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Pi Day 2023 — Modular Synthesizer Experience #43
Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Pi Day 2023 — Modular Synthesizer Experience #57

1 · A modular synthesizer experience

This piece was created with a modular synthesizer system, which you can see in the video. Look for the closeups to meet some of the key modules in the patch, such as Vector Space and the Triple Sloths.

2 · What is a modular synthesizer?

You've probably seen at least one synthesizer — most have a keyboard, which allow you to select a note, and they all have a bunch of knobs, which allow you to shape the sound giving you wide control over what a note will sound like. This latter process is broadly known as sound design.

If you were to open up such a synthesizer, you'd see a bunch of different circuits hooked up to the knobs, with each circuit having a specific role in the signal flow. This is a simplification, but it's good enough.

In a modular synthesizer, those individual circuits are broken up into modules that you purchase separately. Each module has its own function — everything from making a sound to filtering to mixing and more. It's probably best to call such a setup a modular system since it can veritably act as multiple synthesizers, each composed of a group of modules.

The modules themselves come in a wide variety of designs and sizes. Some modules are very narrow and some are very wide, though the height of the module is fixed within a given modular standards. For example, Eurorack modules are 5.25" in height (3U, 1U = 1.75") whereas the Buchla/Serge system uses 4U (7") and Moog modular synth modules are 8.75" tall. There are even some short 1.75" (1U) modules in the Eurorack world.

3 · A typical modular synthesizer setup

3.1 · Triple Sloths

The Triple Sloth is chaos circuit module. It output is the solution to a system of differential equations, similar to the Lorentz System.

There are three sloths, called Torpor, Inertia and Apathy. These have periods of about 20 seconds (Torpor), 2 minutes (Apathy) and 20 minutes (Inertia). You can see the realtime output of the Inertia slot at this point in the video.

There's also a much slower sloth — Sloth DX — with a 20 hour period. This Sloth DX has capacitors that are so large that they stick out from the front of the module. As far as I know, this is the only module that exposes is internal components in this way.

4 · Chill to 10 hours of Pi

This is a much longer version of the original 1 hour Repeated Sequence, which only went to the Feynman Point (769 digits).

In the 10 hour version we go to 10,000 digits. Up to the Feynman Point, this longer version is identical to the 1 hour version. After this point, though, it just keeps going — we let the modular patch play itself. During this time, we switch reels on the Morphagene to Esther and Anja giggling. There's mumbling too.

Starting at 8,000 digits, we ramp up the rack to a finale at 10,000 digits and then ramp down the rack for an outro. The last ~1,500 digits are read out at 4 digits per second in about 6 min 15 seconds.

5 · How was it made

If you'd like to learn the basics of modular synthesis, check out the Methods section.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
A simplification of a simple modular synthesizer patch that (a) generates a sound, (b) sequences the pitch of the sound over time, (c) changes timbre and filters the sound, (e) shapes the sound with an envelope and (f) modulates the filter over time to add variation and movement.

6 · 10 years of Pi Day Art

The 2023 π Day art is a music performance in collaboration with Flunk.
Year 2023 of the Pi Day Art collection
The 2022 π Day art is a music album composed by Greg Coles for solo piano. It tells stories from the very beginning (314…) to the very (known) end of π (…264) as well as math (Wallis Product) and math jokes (Feynman Point), repetition (nn) and zeroes (null).
Year 2022 of the Pi Day Art collection
The 2021 π Day art celebrates the digits of π with a forest! Visit the bat cave and underwater ecosystems for the full experience.
Year 2021 of the Pi Day Art collection
The 2020 π Day art celebrates the digits of π with piku (パイク) — poetry inspired by haiku. They serve as the form for The Outbreak Poems. On our 2022 Pi Day album "three one four: a number of notes", a piku accompanies each track.
Year 2020 of the Pi Day Art collection
The 2019 π Day art celebrates digits of π with hundreds of languages and alphabets. If you're a kid at heart—rejoice—there's a special edition for you!
Year 2019 of the Pi Day Art collection
The 2018 π Day art celebrates the 30th anniversary of π day and connects friends stitching road maps from around the world. Pack a sandwich and let's go!
Year 2018 of the Pi Day Art collection
If you like space, you will love this. The 2017 π Day art imagines the digits of π as a star catalogue with constellations of extinct animals and plants. The work is featured in the article Pi in the Sky at the Scientific American SA Visual blog.
Year 2017 of the Pi Day Art collection
The 2016 π Day art imagines the digits of Pi as physical masses collapsing under gravity and is featured in the articles The Gravity of Pi and The Boundless Beauty of Pi at the Scientific American [SA Visual blog](http://blogs.scientificamerican.com/sa-visual.
Year 2016 of the Pi Day Art collection
The 2015 π Day art takes a Mondrain perspective on π. The art was used in a collaboration with Max Cooper for his track Transcendental Tree Map from the album Yearning for the Infinite. Animation by Nick Cobby and myself. Watch the full show at the Barbican Centre.
Year 2015 of the Pi Day Art collection
The 2014 π Day art draws circles and folds paths and explores the Feynman Point. It's all quite hypnotic.
Year 2014 of the Pi Day Art collection
The 2013 π Day art inaugurated my π Day art series. Yup, I drew some circles."
Year 2013 of the Pi Day Art collection
news + thoughts

Propensity score weighting

Mon 04-05-2026

It is not certain that everything is uncertain. —Blaise Pascal

We have already explored how we can mitigate bias caused by confounding variables in observational studies using propensity score (PS) matching (PSM) and propensity score weighting (PSW). However, any statistical model is only as good as its assumptions and, if it is specified incorrectly, it can itself produce biased estimates of the treatment effect.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Nature Methods Points of Significance column: Double Robustness. (read)

This month, we explore double robustness, a powerful statistical concept that provides a valuable “safety net” against the risk of an incorrect model. It offers two opportunities, instead of just one, to obtain a valid estimate of the treatment effect — making it possible to draw credible causal inferences from observational data without having to depend on a single set of modeling assumptions.

Kurz, C.F., Krzywinski, M. & Altman, N. (2026) Points of significance: Double Robustness. Nat. Methods 23:868–869.

Nature Biotechnology cover

Thu 23-04-2026

My cover design on the 7 April 2026 Nature Biotechnology issue shows the dendrogram that represents a cluster of uniquely expressed (or downregulated) genes in human naive stem cells induced from such cells. Within each dendrogram block, the genomic barcode sequence (sampled from Supplementary Table 1) is depicted with a Code 39 barcode. The highlighted barcode is one of those used for cell isolation.

Ishiguro S. et al. A multi-kingdom genetic barcoding system for precise clone isolation (2026) Nature Biotechnology 44:616–629.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
My Nature Biotechnology phylogenetic tree cover (volume 44, issue 4, 7 April 2026). (more)

Browse my gallery of cover designs.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
A catalogue of my journal and magazine cover designs. (more)

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.

Martin Krzywinski | contact | Canada's Michael Smith Genome Sciences CentrePHSA
Google whack “vicissitudinal corporealization”
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