sciris

Use when working with advanced Sciris features — nested dictionaries (sc.makenested, sc.getnested, sc.setnested, sc.iternested, sc.search, sc.iterobj), context blocks (sc.capture, sc.tryexcept), sc.smoothinterp interpolation, sc.asd optimization, sc.animation, sc.savemovie, or sc.printjson.

Use when working with NumPy arrays in Sciris — finding indices, nearest values, concatenation, handling NaN/missing values, smoothing data, 2D Gaussian smoothing, or linear regression with sc.findinds, sc.findnearest, sc.cat, sc.rmnans, sc.fillnans, sc.smooth, sc.rolling, sc.linregress.

Use when working with dates, times, or timing in Sciris — sc.timer, sc.tic, sc.toc, sc.date, sc.daterange, sc.datedelta, sc.now, sc.getdate, sc.time, sc.timedsleep, sc.randsleep, date format conversion, or timing code blocks.

Use when working with Sciris dictionaries or dataframes — sc.odict, sc.objdict, sc.dataframe, integer indexing of dicts, enumitems, object-syntax access, dataframe creation with dtypes, appendrow, or sc.dataframe.cat.

Use when saving or loading files with Sciris — sc.save, sc.load, sc.savejson, sc.loadjson, sc.saveyaml, sc.readyaml, sc.savearchive, sc.loadarchive, sc.savefig, sc.loadmetadata, sc.getfilelist, sc.thispath, sc.makefilepath, sc.rmpath, sc.metadata, sc.compareversions, sc.require, or version/reproducibility tracking.