The official twitter account for https://xitter.cf/t.co/Smhdl3aYG0, by the @adamcchang lab.

Singapore
Joined April 2018
Nearly two weeks into the 'circuit-breaker' shutdown, Singapore's R remains well above 1. The exponential increase is largely due to infections among work-pass (WP) holders who are housed in crowded conditions. Datavis by @jacuzzijo adapting @kevin's notebook.
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Estimation Stats retweeted
Real data: OK fist bumps, NO handshakes #COVID19 @TheEconomist @ECONdailycharts
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A step in the right direction, but a better way is to meta-analyse the set of replicated experiments. I used DABEST-Python to plot each expt's effect size, and added a summary diamond effect size as seen in forest plots! 1/4 github.com/ACCLAB/DABEST-pyt… @samjlord @FritzLaylin
If N=every cell observed, P can be <0.05 even with control data sets. Instead, we (@samjlord @FritzLaylin @MullinsLab) suggest showing reproduciblity between biological reps (triangles), while still displaying cell variability (dots) using SuperPlots! arxiv.org/abs/1911.03509
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v0.2.6 of DABEST-Python is now out! 🎊📊 You can now create an estimation plot in any matplotlib Axes of interest. Fully automated image composition is now possible! 💯 (This was implemented by Adam Nekimken; we welcome all contributors!)
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"Estimation does not cure all ills, but this new policy can serve a vital role in #eNeuro’s forward-looking efforts to promote strong rigor and #reproducibility without sacrificing scientific vitality." How @EstimationStats improves the research cycle: bit.ly/31bBMGW
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Daniël Lakens@lakens2 Jul 2019
The easiest way to never worry about power, false positives, or preregistration is to never make any decision as you do science. Never choose to do a study or abandon a research line based on a previous study. Added benefit: If you never make a decision you'll never be wrong :)
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Really digging the 'dabestr' R package from @EstimationStats . It plots bootstrapped confidence intervals for effect sizes, encouraging quantitative rather than dichotomous evaluation of effects.
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Had a go with @EstimationStats for a paper I’m writing & replaced ~200 words in results with ‘see fig 1’ 🥳👏🏼👏🏼👏🏼
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Our latest work now out in @naturemethods! "Moving Beyond P Values: data analysis with estimation graphics". We show how estimation plots can improve statistical reasoning with elegant and informative estimation plots. nature.com/articles/s41592-0… 1/3
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Excellent free analysis and access to free visualisation packages also. A huge boon in many fields.
Moving beyond P values: Everyday data analysis with estimation plots biorxiv.org/content/10.1101/… #Rstats package: github.com/ACCLAB/dabestr Python package: github.com/ACCLAB/DABEST-Pyt… Web: estimationstats.com/#/
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The new version of our estimationstats.com preprint covers more topics, including larger samples, paired data and multiple groups. It's release coincides with @jacuzzijo's upgrades to the app, which now plots standardized effect sizes! biorxiv.org/content/biorxiv/…
Estimation Stats retweeted
Please retweet: Blake McShane, Sander Greenland and I have been commissioned by Nature to write a comment on statistical significance and dichotomania. Wanna be co-signatory? For more info, send an E-mail until March 7 at [email protected]
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dabestr v0.2.0 is now on CRAN: It fixes a bug that did not order the groups properly in Gardner-Altman plots. 👍 #rstats
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Biological researchers: what's your go-to statistical analysis workflow? #python #rstats #graphpad
21%Python
53%R
5%Excel
21%Graphpad
38 votes • Final results
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dabestr, our #rstats package for #estimationplots, is now available on CRAN!
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We are proud to announce dabestr, an R package for estimation stats! It allows fast and intuitive creation of estimation plots. We look forward to all your beautiful plots! #rstats #estimationstats #estimationplots github.com/ACCLAB/dabestr
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Estimation Stats retweeted
DABEST v0.1.4 is now available via Github github.com/ACCLAB/DABEST-pyt… and PyPi pypi.org/project/dabest/. Features tweaked aesthetics alongside updated docs! acclab.github.io/DABEST-pyth…
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Grouped-data plots (bars, boxes, dots, swarms, or violins) diagram the sample distribution. Estimation plots add a second axis to visualize the effect-size distribution, typically the distribution of the difference of means: ∆. Violin plot ≠ ∆ curve.
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Stats Quiz: The average NFL player is about 25 years old, just over 6'2" in height, weighs a little more than 244lbs and makes slightly less than $1.5M in salary per year. Can you tell which distribution goes with which trait? See why the shape of the distribution matters a lot?
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Instead of P-values: ∆-values. Preprint: biorxiv.org/content/early/20…
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