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This week we did a workshop called "Better Spreadsheets" for the Data Science Lab. We talked through the Kara Woo and @kbroman paper "Data Organization in Spreadsheets" and talked about formatting issues. We also demo'ed how these issues affect downstream analyses. #excel #datascience #rstats #python

better-spreadsheets.netlify.ap

@tartley @Bindestriche I thought I might touch a nerve with that phrasing. 😉 My (personal, subjective) basis for this is my experience in each language where Python’s data tooling feels great when building something concrete but I feel like it’s constantly fighting me when I’m exploring and thinking through an analysis.

#RStats #quarto Using quarto reveal.js what are the tricks to make your presentation look good on mobile (small screen) ?

Editing: "it is for a friend" 🥶

@JontyTownson That looks useful. We don't usually add the significance stuff in R because it's too hard! I like this solution - ugly or not!
I didn't explain well, but it is SuperPlots that are the problem! I’m thinking of writing a package to make it easier for folks in my group to generate them.

Centuries ago, I published a manuscript on BioRχiv about the love/hate relationship between variability and robustness in embryogenesis.

And now, it's published in Science! I am so proud 🥳

science.org/doi/10.1126/scienc

We went through three (3!) rounds of revisions. Although we did not change a comma in the abstract, the revisions improved the quality of the work very much (we nearly doubled the sample size and added an entire figure).

#variability #robustness #embryology #morphogenesis #mouse

I'm sure the answer to this is write something myself. But it would be great if there was a #ggplot solution to:
- show individual points* for categories
- add summary crossbar ± error
- and do faceting
all from one data frame.

* ideally geom_sina from `ggforce` which I love.

The package `ggpubr` is very close, but not quite flexible enough.

#rstats

Teaching a new applied maths/physics course and using handwritten solutions to problem sets from previous years that haven't been typeset in LaTeX. Mathpix is an absolute godsend. It's uncanny how good it is at recognising handwritten mathematics and the words in between. It misidentifies a few words and symbols, but it's easy to fix that. Would have taken ages to typeset all the solutions myself! #mathpix #LaTeX #teachingmaths #teachingphysics

I'm looking for a Firefox extension that will:

a) allow me to highlight and annotate phrases in web-pages;

b) recall those highlights and annotations when I return to that page;

c) store all those annotations *locally*, not upload them to a server.

I am not interested in "collaborative annotating" or publishing my annotations. I just want to annotate the things I read, as I read them, in my browser, for my own use.

Any ideas?

Thanks!

ETA: Zotero is unsuitable for my purposes in every way

For fun and curiosity, I have few random sensors logging data at my home 24/7.

Earlier this month, I saw multiple events where my Geiger counter detected significant (not dangerously so) temporary increase in #radioactivity for some reason.

Today I think I got an explanation! The Finnish radiation authority #stuk posted that that they have measured Cesium-137 levels over 20 times higher than usual in the air early this month, likely coming in from the fires raging in #Chernobyl

So cool!

The unreasonable effectiveness of simple HTML
https://shkspr.mobi/blog/2021/01/the-unreasonable-effectiveness-of-simple-html/

I've told this story at conferences - but due to the general situation I thought I'd retell it here.

A few years ago I was doing policy research in a housing benefits office in London. They are singularly unlovely places. The walls are brightened up with posters offering helpful services for people fleeing domestic violence. The security guards on the door are cautiously indifferent to anyone walking in. The air is filled with tense conversations between partners - drowned out by the noise of screaming kids.

In the middle, a young woman sits on a hard plastic chair. She is surrounded by canvas-bags containing her worldly possessions. She doesn't look like she is in a great emotional place right now. Clutched in her hands is a games console - a PlayStation Portable. She stares at it intensely; blocking out the world with Candy Crush.

Or, at least, that's what I thought.

Walking behind her, I glance at her console and recognise the screen she's on. She's connected to the complementary WiFi and is browsing the GOV.UK pages on Housing Benefit. She's not slicing fruit; she's arming herself with knowledge.

The PSP's web browser is - charitably - pathetic. It is slow, frequently runs out of memory, and can only open 3 tabs at a time.

But the GOV.UK pages are written in simple HTML. They are designed to be lightweight and will work even on rubbish browsers. They have to. This is for everyone.

Not everyone has a big monitor, or a multi-core CPU burning through the teraflops, or a broadband connection.

The photographer Chase Jarvis coined the phrase "the best camera is the one that’s with you". He meant that having a crappy instamatic with you at an important moment is better than having the best camera in the world locked up in your car.

The same is true of web browsers. If you have a smart TV, it probably has a crappy browser.

My old car had a built-in crappy web browser.

Both are painful to use - but they work!

If your laptop and phone both got stolen - how easily could you conduct online life through the worst browser you have? If you have to file an insurance claim online - will you get sent a simple HTML form to fill in, or a DOCX which won't render?

What vital information or services are forbidden to you due to being trapped in PDFs or horrendously complicated web sites?

Are you developing public services? Or a system that people might access when they're in desperate need of help? Plain HTML works. A small bit of simple CSS will make look decent. JavaScript is probably unnecessary - but can be used to progressively enhance stuff. Add alt text to images so people paying per MB can understand what the images are for (and, you know, accessibility).

Go sit in an uncomfortable chair, in an uncomfortable location, and stare at an uncomfortably small screen with an uncomfortably outdated web browser. How easy is it to use the websites you've created?

I chatted briefly to the young woman afterwards. She'd been kicked out by her parents and her friends had given her the bus fare to the housing benefits office. She had nothing but praise for how helpful the staff had been. I asked about the PSP - a hand-me-down from an older brother - and the web browser. Her reply was "It's shit. But it worked."

I think that's all we can strive for.

Here are some stats on games consoles visiting GOV.UK

Interestingly we have 3,574 users visiting https://t.co/CcU3PLPTpj on games consoles:
• Xbox - 2,062
• Playstation 4 - 1,457
• Playstation Vita - 25
• Nintendo WiiU - 14
• Nintendo 3DS - 16

20/22

— Matt Hobbs (@TheRealNooshu) February 1, 2021

https://shkspr.mobi/blog/2021/01/the-unreasonable-effectiveness-of-simple-html/

#HTML5 #web #WeekNotes #work

This post from junkcharts was fun. Covers some simple tweaks that can improve charts which show GO term enrichment in biology.

#DataViz

junkcharts.typepad.com/junk_ch

Can we observe how the injured leg of an animal is regenerated?

We have figured out how to do this in the crustacean Parhyale. Over the course of a week, we can record the entire process of leg regeneration at cell-by-cell resolution.

Our latest preprint describes how we do this and what we see:
biorxiv.org/content/10.1101/20

More info/links on bsky.app/profile/michalis-aver

Conventional Ne metrics require both polymorphism and mutation rate data. Our CAIS metric can be inferred from just a single proteome + intergenic GC content. This makes it way easier to do study the effects of Ne over a broader range of species. 5/5

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Our latest paper elifesciences.org/articles/873
directly measures the #EffectivePopulationSize that matters to #NearlyNeutralTheory / #DriftBarrier theory, as the degree to which #CodonBias differs from expectations from GC content. Surprisingly, stronger #NaturalSelection -> higher #IntrinsicStructuralDisorder proteins
#MolecularEvolution #PopulationGenetics #EvolgenPaper 1/

“It was a simple but brilliant design stroke: rather than a window where people paste text and allow the LLM to extend it, ChatGPT framed it as a chat window.”

"The practical risks of AI are not that they become super capable thinking machines. It is building complex systems around machines we falsely assume are capable of greater discernment and logic than they possess."

Just two of the excellent insights in this piece.

techpolicy.press/challenging-t

Fascinating preprint on how (slowly) we think: "The Unbearable Slowness of Being"
arxiv.org/pdf/2408.10234

Kevin Gross and I have a new paper out in PLOS Biology about how the ubiquitous incentive structures that motivate hard work also discourage scientists from taking on high-risk, high-return research projects.

journals.plos.org/plosbiology/

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