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Datanovia

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the runtime is the judge

See it run — before you decide

Live R
# Does the delivery method change tooth growth? Let the runtime decide.
tt <- t.test(len ~ supp, data = ToothGrowth)

boxplot(len ~ supp, data = ToothGrowth,
        col = c("#e6f0fb", "#c9e0f6"), border = "#3a86d4",
        xlab = "Supplement", ylab = "Tooth length",
        main = "Tooth growth by supplement")

# jitter the raw points + mark the group means (publication style)
stripchart(len ~ supp, data = ToothGrowth, vertical = TRUE,
           method = "jitter", add = TRUE, pch = 19, col = "#3a86d466")
means <- tapply(ToothGrowth$len, ToothGrowth$supp, mean)
points(seq_along(means), means, pch = 18, cex = 1.8, col = "#1e5fa8")

mtext(sprintf("Welch t-test:  p = %.3f", tt$p.value), col = "#1e5fa8")
Nothing boots until you click — then this code runs for real, in your browser.

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Skills Practice — earn a badge by running code

Skills Practice — earn a shareable badge by running real code in Data Visualization, Biostatistics, Machine Learning, and Clinical Programming. Earned by doing, not clicking through videos.

  • Data Visualization
  • Biostatistics
  • Machine Learning
  • Clinical Programming

The runtime is the judge · earned, not granted

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SampleSample Datanovia certificate — your name, a credential title, and the runtime-is-the-judge seal on the branded trophy card.
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What you getFreeProTeams
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Run the code live in your browser
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180 reviews of our 8 books

What readers say about the books behind these lessons

4.52out of 5
  1. 5 stars: 121 reviews, 67.2%
  2. 4 stars: 44 reviews, 24.4%
  3. 3 stars: 8 reviews, 4.4%
  4. 2 stars: 1 review, 0.6%
  5. 1 star: 6 reviews, 3.3%

92% rated 4 stars or better, across our 8 books.

My field is functional genomics, and i have found this site just recently. This is an absolutely terrific resource for cluster analysis using R. Great way to get some insights into ggplot2 too. Thank you very much!
Sergey KalachikovColumbia University @ NYC
Datanovia website is really incredible. They understand the tools relevant to modern advanced scientific analysis--but teach it at the level of someone trying to build these skills from scratch. Incredible attention to detail.
BrandonUSA
Datanovia is excellent, it’s extremely useful. It boasts very good techniques, elegant codes, and is well-written and organised. It’s one of the best of its kind.
Zahra HFrance

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