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Poetry is just the evidence of life. If your life is burning well, poetry is just the ashLeonard Cohenburn somethingmore quotes
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music + math
Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
WELCOME TO THE 5TH DIMENSION | This isn't meant to be understood — it's meant to be enjoyed.
MAX COOPER'S ASCENT | From Max Cooper's album Unspoken Words. Music by Max Cooper. Animation by Martin Krzywinski.
Love music and science? Explore my collaboration with Max Cooper where we tell the story of infinities and animate the digits of π. Both tracks appear on Max's Yearning for the Infinite album.
Another collaboration with Max!

Max Cooper's Ascent — Making of the Music video

Enter the 5th dimension

Ascent answers the question: if you were living in a 5-dimensional room and projected digits of `\pi` onto its walls, what would you see?

1 · Ascend to higher dimensions

We know you're Yearning for the Infinite, but do you yearn for dimensions too?

Welcome to Ascent from Max Cooper's latest album Unspoken Words.

So, go ahead — ascend to higher dimensions. You may forget to come back.

2 · Premiere at the Acropolis

An early version of the Ascent video premiered at Max's Live at the Acropolis show.

ASCENT LIVE AT THE ACROPOLIS | Ascent at Live at the Acropolis Live performance. Music by Max Cooper. Animation by Martin Krzywinski. The final release of the video is slightly different from what was shown at the Acropolis.

The video expands on visual elements first presented at the And& festival in Leuven.

3 · Ascent digital art collection — own a frame

The “Ascent” digital art collection by Max Cooper and Martin Krzywinski comprises vast images of transcendence in 75 million pixels on billboards in NYC, LA, Miami, London, Berlin and Leuven.

The collection is the latest of the NFT collections curated by Mesh Lab.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca buy artwork
MAX COOPER'S ASCENT NFT COLLECTION | ASCENT_Black_1010000001111 (BUY ARTWORK)

They look superb in print.

buy artwork Max Cooper's Ascent (frame 5135) by Martin Krzywinski
MAX COOPER'S ASCENT | Art poster of a full frame of the music video. (buy artwork / see all my art)

4 · Video walkthrough

The video builds on work I did with Max for Transcendence from the Yearning for the Infinite, which itself was based on my 2015 Pi Day art.

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.

In 5 minutes and 55 seconds (8,520 frames), the video takes you from zero to 5 dimensions and back again.

To help you interpret what you are seeing, I walk you through the video. I also present the animation system I built for the video, which was coded from scratch.

The entire animation is built up from about 170 keyframes. Each keyframe defines (a) which objects are shown (b) the dimensionality, size and rotation of each object and (c) the zoom and rotation of the camera itself.

The walkthrough will take you through some of the important keyframes in the video — where new elements are introduced or interesting things happen.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
MAX COOPER'S ASCENT #701 0:29:04 | 5/48 1.c1( 4/ 47)1.c2
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The keyframe definitions are shown in yellow boxes under the frame — these are commands that the animation system parses as it builds the scene over time. The grey boxes show position and zoom of the camera and the actual angles and sizes of objects.

Right now, all this looks confusing — not to worry, it will all be explained in the walkthrough!

5 · My other collaborations with Max

If you like math to a heavy beat and a lot of screen flashing, check out Aleph, our 6 minute video on the story of transfinite numbers.

The video is unique in that it demonstrates Cantor's diagnoal argument to proove that rationals are countable and that reals are not countable.

Love music and science? Explore my collaboration with Max Cooper where we tell the story of infinities and animate the digits of π. Both tracks appear on Max's Yearning for the Infinite album.
Another collaboration with Max!

6 · Mesh lab

Mesh was founded in 2016 to explore the intersection of music, science and art. With a growing global audience and engaged community of practitioners and activists, the platform has conceived work by leading creatives in the fields of music, digital art, film, installation, code, architecture, developing collaborations and commissions with business, arts and science institutions.

Typically, Mesh projects begin with a scientific stimulus which leads to a creative expression, incorporating a variety of digital media including AR, AI, VR, NFT, spatial audio as well as physical structures and live experiences. Collaborators and commissioners include The Babraham Institute, Zaha Hadid Architects, Dolby, L-Acoustics and PepsiCo, and have been exhibited and performances at Barbican Arts Centre, Odeon of Herodes Atticus at the Acropolis and will host an interactive art installation during Art Basel in Miami from 1—2 December.

news + thoughts

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)

Crafting 10 Years of Statistics Explanations: Points of Significance

Sun 09-03-2025

I don’t have good luck in the match points. —Rafael Nadal, Spanish tennis player

Points of Significance is an ongoing series of short articles about statistics in Nature Methods that started in 2013. Its aim is to provide clear explanations of essential concepts in statistics for a nonspecialist audience. The articles favor heuristic explanations and make extensive use of simulated examples and graphical explanations, while maintaining mathematical rigor.

Topics range from basic, but often misunderstood, such as uncertainty and P-values, to relatively advanced, but often neglected, such as the error-in-variables problem and the curse of dimensionality. More recent articles have focused on timely topics such as modeling of epidemics, machine learning, and neural networks.

In this article, we discuss the evolution of topics and details behind some of the story arcs, our approach to crafting statistical explanations and narratives, and our use of figures and numerical simulations as props for building understanding.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Crafting 10 Years of Statistics Explanations: Points of Significance. (read)

Altman, N. & Krzywinski, M. (2025) Crafting 10 Years of Statistics Explanations: Points of Significance. Annual Review of Statistics and Its Application 12:69–87.

Propensity score matching

Mon 16-09-2024

I don’t have good luck in the match points. —Rafael Nadal, Spanish tennis player

In many experimental designs, we need to keep in mind the possibility of confounding variables, which may give rise to bias in the estimate of the treatment effect.

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

If the control and experimental groups aren't matched (or, roughly, similar enough), this bias can arise.

Sometimes this can be dealt with by randomizing, which on average can balance this effect out. When randomization is not possible, propensity score matching is an excellent strategy to match control and experimental groups.

Kurz, C.F., Krzywinski, M. & Altman, N. (2024) Points of significance: Propensity score matching. Nat. Methods 21:1770–1772.

Understanding p-values and significance

Tue 24-09-2024

P-values combined with estimates of effect size are used to assess the importance of experimental results. However, their interpretation can be invalidated by selection bias when testing multiple hypotheses, fitting multiple models or even informally selecting results that seem interesting after observing the data.

We offer an introduction to principled uses of p-values (targeted at the non-specialist) and identify questionable practices to be avoided.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Understanding p-values and significance. (read)

Altman, N. & Krzywinski, M. (2024) Understanding p-values and significance. Laboratory Animals 58:443–446.

Depicting variability and uncertainty using intervals and error bars

Thu 05-09-2024

Variability is inherent in most biological systems due to differences among members of the population. Two types of variation are commonly observed in studies: differences among samples and the “error” in estimating a population parameter (e.g. mean) from a sample. While these concepts are fundamentally very different, the associated variation is often expressed using similar notation—an interval that represents a range of values with a lower and upper bound.

In this article we discuss how common intervals are used (and misused).

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Depicting variability and uncertainty using intervals and error bars. (read)

Altman, N. & Krzywinski, M. (2024) Depicting variability and uncertainty using intervals and error bars. Laboratory Animals 58:453–456.

Nasa to send our human genome discs to the Moon

Sat 23-03-2024

We'd like to say a ‘cosmic hello’: mathematics, culture, palaeontology, art and science, and ... human genomes.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
SANCTUARY PROJECT | A cosmic hello of art, science, and genomes. (details)
Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
SANCTUARY PROJECT | Benoit Faiveley, founder of the Sanctuary project gives the Sanctuary disc a visual check at CEA LeQ Grenoble (image: Vincent Thomas). (details)
Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
SANCTUARY PROJECT | Sanctuary team examines the Life disc at INRIA Paris Saclay (image: Benedict Redgrove) (details)
Martin Krzywinski | contact | Canada's Michael Smith Genome Sciences CentreBC Cancer Research CenterBC CancerPHSA
Google whack “vicissitudinal corporealization”
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