KoliStat · Modern tooling for clinical data

Clinical data analysis,
done in your browser.

XPT, SAS7BDAT, Stata and more — opened, queried, and plotted at DuckDB speed, without a byte leaving your machine.

Table 1 — baseline characteristics by arm · table_one() ▶ live
Characteristic Placebo Low Dose High Dose Overall
Subjects, N 68 68 68 204
Age, mean (SD) 71.5 (8.1) 72.5 (8.3) 72.5 (7.6) 72.2 (8.0)
Weight (kg), mean (SD) 78.7 (12.7) 75.6 (11.2) 73.9 (10.3) 76.1 (11.6)
Female, n (%) 34 (50.0%) 43 (63.2%) 43 (63.2%) 120 (58.8%)
Male, n (%) 34 (50.0%) 25 (36.8%) 25 (36.8%) 84 (41.2%)
table_one() recomputes this in your browser, with p-values and effect sizes.
Table 2 — bill length on bill depth, one regression per species · lm_fit() ▶ live
Species Term Estimate Std. error p-value R²
Adelie (Intercept) 23.07 3.03 <0.001 0.15
bill_depth_mm 0.86 0.17 <0.001
Chinstrap (Intercept) 13.43 5.06 0.010 0.43
bill_depth_mm 1.92 0.27 <0.001
Gentoo (Intercept) 17.23 3.28 <0.001 0.41
bill_depth_mm 2.02 0.22 <0.001
Within each species the slope is positive. Pooled over all three species it is −0.65: Figure 1 shows why.
Figure 1 — bill depth vs bill length, a line per species · VISUALIZE ▶ live
Penguins Bill Depth VS Bill Length (Regression) 13 14 15 16 17 18 19 20 21 22 30 35 40 45 50 55 60 Bill Depth (mm) Bill Length (mm) Species Adelie Chinstrap Gentoo
Two layers: DRAW point, then DRAW regression with one fitted line per colour.

The portfolio