BOORU CHARS dataset can be used (and used) for visual ranking similar images using TENTR - enthropy (micro complexity) TSKEW - skewness (darkness) TSTDDEV - standard deviation (contrast) TCOLORS - colorfulness MEANG - color saturation EDGE - canny edge detector (macro complexity) This multi-dimensional paramentic cloud was analyzed with XY Excel diagrams (e.g. BCI_V00_diagrams.xls, BCI_Vnn_diagrams.xls with SQL queries included) and leads me to 2 "weigth functions" MAIN rating = (tentr-0.3)*(log(10,tcolors)-3)*(tstddev-0.1) DESC REVERSE rating = (tentr+0.3)*(meang+0.1)*(tstddev+0.1) ASC with boundary condition (Main:REV ~ 2:1 by count) (tcolors>50000 and tentr>0.5 and tstddev>0.15 and meang>0.1) This results in zip-folders Mxx/Rxx released. Full query for MAIN rating select b.booru, b.fid, ipath, b.sourcefile, tentr, rank() over (partition by ipath order by tentr desc) r_entr, tskew, tstddev, rank() over (partition by ipath order by tstddev desc) r_sdev, tcolors, rank() over (partition by ipath order by tcolors desc) r_color, round(log(10,tcolors)-3,4) lc, meang, rank() over (partition by ipath order by meang desc) r_meang, edge, rank() over (partition by ipath order by edge desc) r_edge, rank() over (partition by ipath order by (tentr-0.3)*(log(10,tcolors)-3)*(tstddev-0.1) desc) r_ALL from bct_im d join bct_exif b on b.booru=d.booru and b.fid=d.fid where (tcolors>50000 and tentr>0.5 /* >0.6 for volume 2018-7x10 */ and tstddev>0.15 and meang>0.1) for REVERSE select b.booru, b.fid, ipath, b.sourcefile, tentr, rank() over (partition by ipath order by tentr) d_entr, tskew, tstddev, rank() over (partition by ipath order by tstddev) d_sdev, tcolors, rank() over (partition by ipath order by tcolors ) d_color, round(ln(tcolors+16),3) lc, meang, rank() over (partition by ipath order by meang) d_meang, edge, rank() over (partition by ipath order by edge) d_edge, rank() over (partition by ipath order by (tentr+0.3)*(meang+0.1)*(tstddev+0.1)) d_ALL from bct_im d join bct_exif b on b.booru=d.booru and b.fid=d.fid where not (tcolors>50000 and tentr>0.5 /*>0.6@2018-7x10*/ and tstddev>0.15 and meang>0.1)