JAMS module

JAMS module#

JAMS Python Utilities

Package offers miscellaneous functions and sub-modules in different categories.

Get help on each function by typing >>> import pyjams >>> help(pyjams.jams.function)

Subpackages#

encrypt

qa

apply_undef(func, undef, *args, **kwargs)

Use a function on arguments masked with undef.

area_poly(x, y)

Determines the are of a polygon represented as a list of (x,y) vertex coordinates, implicitly wrapping around from the last vertex to the first.

around(num, powten[, ceil, floor])

Round to the passed power of ten.

autostring(num[, prec, zero, ...])

Format number (array) with given decimal precision.

baseflow

climate_index_knoben(time, precip, tave, pet)

Calculates climate index (color and/or indicators) based on Knoben et al. (2018).

clockplot(sub, si[, sti, stierr, iplot, ...])

The clock plot with modules and up to three index stacks.

convex_hull(points[, graphic, smidgen])

Calculate subset of 2D points that make a convex hull around a set of 2D points.

correlate(x, y[, axis])

Computes the cross-correlation function of two series x and y.

cuntz_gleixner(idecdate, iGPP, iRd, iCa, ...)

Calculates the Cuntz-Gleixner steady state and non-steady state models of 13C discrimiantion in the Calvin cycle.

date2dec([calendar, units, excelerr, yr, ...])

Convert scalar and array_like with calendar dates into decimal dates.

dec2date(indata[, calendar, refdate, units, ...])

Converts scale and array_like with decimal dates into calendar dates.

delta_isogsm2(ifile[, output, timestep])

Delta values from downloaded IsoGSM2 data

dewpoint(pres[, Celsius])

Calculates the dew point [K] from ambient humidity [Pa].

dielectric_water(T)

Dielectric constant of liquid water in F m^-1.

ellipse_area(a[, b])

Area of ellipse with major and minor axes a and b.

errormeasures

fftngo(t, y[, nbins, plot])

Fast fourier transformation for dummies (like me).

fill_nonfinite(xin[, yin, nan, inf, undef, ...])

Fill missing values by interpolation.

find_in_path(filename)

Find the file named filename in the sys.path.

fwrite(fname, arr[, header, precision, ...])

Write numbers of 2D-array to a file.

gap2lai(tgap, lgap, G, alpha[, boot])

Computes effective leaf area index Le, total leaf area index Lt and clumping factor omega out of canopy gap fraction observations.

get_angle(xy1, xy2)

Returns the angle in radiant from each point in xy1 to each point in xy2.

get_era5([vars, area, years, path, ...])

Download ERA5 or ERA5-Land data from Copernicus Climate Data Store.

get_isogsm2(latlon[, baseurl, path, override])

Get IsoGSM2 output.

get_nearest(xy, xyz)

Returns the z value for each point in an xy coordinate array which is equal to the z value at the nearest point in a given xyz field.

grid_mid2edge(lon, lat)

2D arrays of longitude and latitude grid edges from grid midpoints.

head(ifile[, n, noblank, comment, skip, ...])

Return list with first n lines of file.

heaviside(x[, value, unitstep, zero])

Heaviside (or unit step) operator

homo_sampling(p1, p2, n[, func, plot, maxit])

Generates homogeneously, randomly distributed sample points within a given rectangular area spanned by p1 (lower left) and p2 (upper right) corner.

in_poly(P, coord_x, coord_y)

Determines whether a 2D point falls within a polygon, on a vertex or edge, or is located outside of a polygon.

interpol(xout, xin, yin)

One-dimensional linear interpolation on first dimension.

intersection(x1, y1, x2, y2)

Intersections of curves given by x,y coordinates.

jab(arr[, ind, nind, mask, weight, nsteps])

Jackknife-after-Bootstrap error, an approximation of the Jackknife error.

jconfigparser

Extension of Python's ConfigParser: adding getlist method.

kriging(x, y, z, semi_mod, semi_popt[, ...])

Kriging a surface from a set of 2D points with a given semivariogram model and associated optimized parameters.

lagcorr(y1, y2[, max, plot])

Calculates the time lag between two 1D arrays where the correlation of both arrays is maximum or minimum.

latlon_fmt

lhs(dist, param, nsample)

Latin Hypercube Sampling of any distribution without correlations after Stein (1987).

lif(ifile[, noblank, comment, skip, maxcol])

Count number of lines in a file.

line_dev_mask(x, y, z[, p_guess, plot])

Checks an np.ma.array y for outliers deviating from a straight line fitted to y(x).

lowess(x, y, x0[, deg, kernel, l, robust])

Locally smoothed regression with the LOWESS algorithm.

maskgroup(x, n)

Masks elements in masked 1d-array gathered in groups of n elements.

mat2nc(fname[, overwrite, fname_out, ...])

This functions writes the content of a Matlab file into a NetCDF file.

netcdf4

outlier(y[, alpha, k, quiet])

Estimates the number of outliers in an approximately normal distributed sample according to Rossner''s (1983) generalized Extreme Studentized Deviate (ESD).

pareto_metrics

pawn_index(uncond, cond[, alpha, pawn_stat])

Estimation of parameter sensitivity using the PAWN method introduced by

pca(mat[, corr, ndim, rvar])

Principal component analysis (PCA) upon the first dimension of an 2D-array.

pet_oudin(temperature, lat, doy)

Calculates the daily potential evapotranspiration in [mm/d] following the Oudin formula.

pi([s, m, norm, b, evalues, ematrix])

Calculates the parameter importance index PI or alternatively the B index.

pritay(T, Rg, elev[, a])

Daily reference evapotranspiration after Priestley & Taylor

pso(func, x0, lb, ub[, mask, ieqcons, ...])

Particle Swarm Optimization (PSO)

readhdf(fName[, var, reform, squeeze, ...])

Get variables or print information of hdf4 or hdf5 file.

readhdf5(fName[, var, reform, squeeze, ...])

Get variables or print information of hdf5 file.

river_network([dem, fdir, co, do_co, fa, ...])

Methods

rolling(x, win)

Uses binary strides to reshape an array in a "rolling window" style to perform any function on a rolling window without for loop

saltelli(params, nbase[, lhs, nskip])

Samples parameters in given ranges so they can be used for the calculation of Sobol indices as described by Saltelli (2002) and Saltelli et al. (2007).

samevalue(x, tol, window)

sap_app

savitzky_golay(y, window, order[, deriv, rate])

Smooth (and optionally differentiate) data with a Savitzky-Golay filter.

semivariogram(x, y, v, nL, di, td[, stype, ...])

Calculates single or multiple experimental semivariogram(s) for spatial distributed data.

sendmail(fromm, to, subject, message, login, ...)

Send an e-mail.

sigma_filter(x, y[, z, func, p, plot, popt])

Checks a 1D-array for points deviating more than z standard deviations from a given function.

smooth_minmax

sobol_index([s, ns, ya, yb, yc, si, sti, ...])

Calculates the first-order Si and total STi variance-based sensitivity indices summarised in Saltelli et al. (2010) with improvements of Mai et al. (2014).

srrasa(xy[, strata, n, plot])

Generates stratified random 2D points within a given rectangular area.

tail(ifile[, n, noblank, comment, keepnewline])

Return list with last n lines of file.

tcherkez(Rstar[, Phi, T, a2, a3, a4, t1, ...])

Calculates the Tcherkez model of 13C-discrimiantion in the Calvin cycle.

timestepcheck(indir, pat, outfile, begin, end)

Checks ascii data files with first column being a time stamp in ascii of eng style for correctness.

tsym(name)

Returns unicodes for common symbols.

volume_poly(func[, x, y, tri, convexhull, ...])

Volume of function above polygon.

writenetcdf(fhandle[, vhandle, var, time, ...])

Writes dimensions, variables, dependencies and attributes to NetCDF file for 1D to 6D data.

xkcd(ax[, mag, f1, f2, f3, bgcolor, ...])

Make axis look hand-drawn

yrange(*args, **kwargs)

Calculates plot range from input array

zacharias(h, clay, sand, db[, params, ...])

Soil water content with the van Genuchten equation and the pedotransfer functions of Zacharias et al. (2007).

distributions

eddybox

JAMS Eddy Covariance utilities

files

ftp

leafmodel

level1

Helper functions to deal with CHS level1 data and flags.

Provided functions and modules (alphabetic)#

apply_undef Use a function on masked arguments. area_poly Area of a polygon. around Round to the passed power of ten. astr Wrapper for autostring. autostring Format number (array) with given decimal precision. baseflow Calculate baseflow from discharge timeseries climate_index_knoben Determines continuous climate indexes based on Knoben et al. (2018). clockplot The clockplot of mHM. convex_hull Calculate subset of points that make a convex hull around a set of 2D points. correlate Computes the cross-correlation function of two series x and y. cuntz_gleixner Cuntz-Gleixner model of 13C discrimination. dielectric_water Dielectric constant of liquid water. delta_isogsm2 Calculate delta values from downloaded IsoGSM2 data. dewpoint Calculates the dew point from ambient humidity. dfgui A minimalistic GUI for analyzing Pandas DataFrames based on wxPython. distributions Module for pdfs of additional distributions. dumpnetcdf Convenience function for writenetcdf eddybox Module containing Eddy Covaraince utilities, see eddysuite.py for details eddysuite Example file for processing Eddy data with eddybox and EddySoft ellipse_area Area of ellipse (or circle) encrypt Module to encrypt and decrypt text using a key system as well as a cipher. errormeasures Definition of different error measures. fftngo Fast fourier transformation for dummies (like me) files Module with file list function. fill_nonfinite Fill missing values by interpolation. find_in_path Look for file in system path. ftp Module with functions for interacting with an open FTP connection. fwrite Writes an array to ascii file gap2lai Calculation of leaf area index from gap probability observations. get_angle Returns the angle in radiant from each point in xy1 to each point in xy2. get_era5 Download ERA5 data suitable to produce MuSICA input data. get_isogsm2 Get IsoGSM2 output. get_nearest Returns a value z for each point in xy near to the xyz field. grid_mid2edge Longitude and latitude grid edges from grid midpoints. hdfread Wrapper for readhdf. hdf5read Wrapper for readhdf5. head Return list with first n lines of file. heaviside Heaviside (or unit step) operator. homo_sampling Generation of homogeneous, randomly distributed points in a given rectangular area. in_poly Determines whether a 2D point falls in a polygon. inpoly Wrapper for in_poly. interpol One-dimensional linear interpolation on first dimension. intersection Intersection of two curves from x,y coordinates. jab Jackknife-after-Bootstrap error. jConfigParser Extended Python ConfigParser. kriging Krig a surface from a set of 2D points. lagcorr Calculate time lag of maximum or minimum correlation of two arrays. lat_fmt Set lat label string (called by Basemap.drawparallels) if LaTeX package clash. leafmodel Model to compute photosynthesis and stomatal conductance of canopies. leafprojection Calculation of leaf projection from leaf angle observations. level1 Module with functions dealing with CHS level1 data files, data and flags. lhs Latin Hypercube Sampling of any distribution without correlations. lif Count number of lines in file. line_dev_mask Maskes elements of an array deviating from a line fit. lon_fmt Set lon label string (called by Basemap.drawmeridians) if LaTeX package clash. lowess Locally linear regression in n dimensions. mat2nc Converts Matlab file *.mat into NetCDF *.nc. netcdf4 Convenience layer around netCDF4 outlier Rossner’’s extreme standardized deviate outlier test. pareto_metrics Performance metrics to compare Pareto fronts. pca Principal component analysis (PCA) upon the first dimension of an 2D-array. pet_oudin Daily potential evapotranspiration following the Oudin formula. pi Parameter importance index PI or alternatively B index calculation. pritay Daily reference evapotranspiration after Priestley & Taylor. pso Particle swarm optimization qa Module of quality (error) measures. readhdf Reads variables or information from hdf4 and hdf5 files. readhdf5 Reads variables or information from hdf5 file. river_network a class for creating a river network from a DEM including flow direction, flow accumulation and channel order rolling Reshape an array in a “rolling window” style. rossner Wrapper for outlier. t2sap Conversion of temperature difference to sap flux density. savitzky_golay Smooth (and optionally differentiate) 1D data with a Savitzky-Golay filter. savitzky_golay2d Smooth (and optionally differentiate) 2D data with a Savitzky-Golay filter. saltelli Parameter sampling for Sobol indices calculation. semivariogram Calculates semivariogram from spatial data. sendmail Send an e-mail. sg Wrapper savitzky_golay. sg2d Wrapper savitzky_golay2d. sigma_filter Mask values deviating more than z standard deviations from a given function. tail Return list with last n lines of file. maskgroup Masks elements in a 1d array gathered in small groups. samevalue Checks if abs. differences of array values within a certain window are smaller than threshold. smax Calculating smooth maximum of two numbers smin Calculating smooth minimum of two numbers sobol_index Calculates the first-order and total variance-based sensitivity indices. srrasa Generates stratified random 2D points within a given rectangular area. srrasa_trans Generates stratified random 2D transects within a given rectangular area. tcherkez Calculates the Tcherkez model of 13C-discrimiantion in the Calvin cycle. timestepcheck Fills missing time steps in ascii data files tsym Raw unicodes for common symbols. volume_poly Volume of function above a polygon writenetcdf Write netCDF4 file. xkcd Make plot look handdrawn. yrange Calculates plot range from input array. zacharias Soil water content with van Genuchten and Zacharias et al. (2007). zacharias_check Checks validity of parameter set for Zacharias et al. (2007).

Provided functions and modules per category#

Array manipulation Ascii files Data processing Grids / Polygons Hydrology Isotopes Math Meteorology Miscellaneous Models Plotting Special files

Array manipulation#

samevalue Checks if abs. differences of array values within a certain window are smaller than threshold. maskgroup Masks elements in a 1d array gathered in small groups. rolling Reshape an array in a “rolling window” style. smax Calculating smooth maximum of two numbers smin Calculating smooth minimum of two numbers

Ascii files#

fwrite Writes an array to ascii file head Return list with first n lines of file. lif Count number of lines in file. tail Return list with last n lines of file.

Data processing#

convex_hull Calculate subset of points that make a convex hull around a set of 2D points. eddybox Module containing Eddy Covaraince utilities, see eddybox folder for details eddysuite Example file for processing Eddy data with eddybox and EddySoft fill_nonfinite Fill missing values by interpolation. gap2lai Calculation of leaf projection and leaf area index from gap probability observations. interpol One-dimensional linear interpolation on first dimension. kriging Krig a surface from a set of 2D points. leafprojection Calculation of leaf projection from leaf angle observations. level1 Module with functions dealing with CHS level1 data files, data and flags. line_dev_mask Mask elements of an array deviating from a line fit. lowess Locally linear regression in n dimensions. outlier Rossner’’s extreme standardized deviate outlier test. pca Principal component analysis (PCA) upon the first dimension of an 2D-array. rossner Wrapper for outlier. t2sap Conversion of temperature difference to sap flux density. savitzky_golay Smooth (and optionally differentiate) 1D data with a Savitzky-Golay filter. savitzky_golay2d Smooth (and optionally differentiate) 2D data with a Savitzky-Golay filter. semivariogram Calculates semivariogram from spatial data. sg Wrapper savitzky_golay. sg2d Wrapper savitzky_golay2d. sigma_filter Mask values deviating more than z standard deviations from a given function. srrasa Generates stratified random 2D points within a given rectangular area. srrasa_trans Generates stratified random 2D transects within a given rectangular area. timestepcheck Fills missing time steps in ascii data files

Grids / Polygons#

area_poly Area of a polygon grid_mid2edge Longitude and latitude grid edges from grid midpoints. homo_sampling Generation of homogeneous, randomly distributed points in a given rectangular area. in_poly Determines whether a 2D point falls in a polygon. inpoly Wrapper for in_poly. volume_poly Volume of function above a polygon get_angle Returns the angle in radiant from each point in xy1 to each point in xy2. get_nearest Returns a value z for each point in xy near to the xyz field.

Hydrology#

baseflow Calculate baseflow from discharge timeseries river_network a class for creating a river network from a DEM including flow direction, flow accumulation and channel order

Isotopes#

cuntz_gleixner Cuntz-Gleixner model of 13C discrimination. delta_isogsm2 Calculate delta values from downloaded IsoGSM2 data. get_isogsm2 Get IsoGSM2 output. tcherkez Calculates the Tcherkez model of 13C-discrimiantion in the Calvin cycle.

Math#

around Round to the passed power of ten. correlate Computes the cross-correlation function of two series x and y. distributions Module for pdfs of additional distributions. ellipse_area Area of ellipse (or circle) errormeasures Definition of different error measures. fftngo Fast fourier transformation for dummies (like me) heaviside Heaviside (or unit step) operator. intersection Intersection of two curves from x,y coordinates. jab Jackknife-after-Bootstrap error. lagcorr Calculate time lag of maximum or minimum correlation of two arrays. lhs Latin Hypercube Sampling of any distribution without correlations. pareto_metrics Performance metrics to compare Pareto fronts. pi Parameter importance index PI or alternatively B index calculation. pso Particle swarm optimization qa Module of quality assessment (error) measures. saltelli Parameter sampling for Sobol indices calculation. sobol Generates Sobol sequences sobol_index Calculates the first-order and total variance-based sensitivity indices.

Meteorology#

climate_index_knoben Determines continuous climate indexes based on Knoben et al. (2018). dewpoint Calculates the dew point from ambient humidity. dielectric_water Dielectric constant of liquid water. get_era5 Download ERA5 data suitable to produce MuSICA input data. pet_oudin Daily potential evapotranspiration following the Oudin formula. pritay Daily reference evapotranspiration after Priestley & Taylor

Miscellaneous#

apply_undef Use a function on masked arguments. astr Wrapper for autostring. autostring Format number (array) with given decimal precision. encrypt Module to encrypt and decrypt text using a key system as well as a cipher. files Module with file list function. find_in_path Look for file in system path. ftp Module with functions for interacting with an open FTP connection. sendmail Send an e-mail. zacharias Soil water content with van Genuchten and Zacharias et al. (2007). zacharias_check Checks validity of parameter set for Zacharias et al. (2007).

Models#

leafmodel Model to compute photosynthesis and stomatal conductance of canopies

Plotting#

clockplot The clockplot of mHM. dfgui A minimalistic GUI for analyzing Pandas DataFrames based on wxPython. lat_fmt Set lat label string (called by Basemap.drawparallels) if LaTeX package clash. lon_fmt Set lon label string (called by Basemap.drawmeridians) if LaTeX package clash. tsym Raw unicodes for common symbols. xkcd Make plot look handdrawn. yrange Calculates plot range from input array.

Special files#

dumpnetcdf Convenience function for writenetcdf hdfread Wrapper for readhdf. hdf5read Wrapper for readhdf5. jConfigParser Extended Python ConfigParser. mat2nc Converts Matlab file *.mat into NetCDF *.nc. netcdf4 Convenience layer around netCDF4 readhdf Reads variables or information from hdf4 and hdf5 files. readhdf5 Reads variables or information from hdf5 file. writenetcdf Write netCDF4 file.

History#

Written, Matthias Cuntz, Jul 2009 Modified, Matthias Cuntz, Jul 2009

  • lif, fread, sread, readnetcdf, cellarea, pack, unpack

Matthias Cuntz, Aug 2009 - position Maren Goehler, Jul 2010 - outlier Arndt Piayda, Jan 2011 - date2dec, dec2date Arndt Piayda, Feb 2011 - semivariogram Tino Rau, May 2011 - gap_filling Tino Rau, May 2011 - calcvpd Matthias Cuntz, Jun 2011

  • /usr/bin/python to /usr/bin/env python

  • tsym, around

Matthias Cuntz, Nov 2011 - mad Matthias Cuntz, Nov 2011 - try netcdf and stats routines Matthias Cuntz, Nov 2011 - autostring Matthias Cuntz, Jan 2012

  • esat, closest, dewpoint, division, heaviside, tcherkez, yrange,

  • const, cuntz_gleixner

  • calcvpd obsolete

Matthias Cuntz, Mar 2012 - gapfill, nee2gpp Matthias Cuntz, May 2012

  • astr, div, sobol_index, pi, roman, zacharias, saltelli

Matthias Zink, Jun 2012 - writenetcdf Matthias Cuntz, Jun 2012 - roman -> romanliterals, interpol Matthias Zink, Jun 2012 - readhdf5 Matthias Cuntz, Jun 2012 - readhdf4, readhdf Matthias Cuntz, Sep 2012 - brewer Matthias Cuntz, Oct 2012 - savitzky_golay Matthias Cuntz, Nov 2012

  • added netcdftime but no import so that available w/o netcdf

Arndt Piayda, Nov 2012

  • convex_hull, in_poly, kriging, semivariogram update

  • srrasa, srrasa_trans

Matthias Cuntz, Nov 2012

  • nee2gpp, nee2gpp_falge, nee2gpp_lasslop, nee2gpp_reichstein

Matthias Cuntz, Dec 2012

  • functions

  • gap_filling obsolete

Matthias Cuntz, Feb 2013 - area_poly Matthias Cuntz & Juliane Mai, Feb 2013 - volume_poly Matthias Cuntz, Feb 2013 - ported to Python 3 Matthias Cuntz, Mar 2013 - find_in_path, xkcd Matthias Cuntz, Apr 2013 - rgb Matthias Cuntz, Jun 2013 - colours Matthias Cuntz, Jul 2013 - fill_nonfinite, means Matthias Cuntz, Oct 2013

  • morris, sce, inpoly, rossner, netcdfread, ncread, readnc

  • hdfread, hdf4read, hdf5read

Arndt Piayda, Feb 2014

  • maskgroup

  • line_dev_mask

Matthias Cuntz, Feb 2014

  • removed all import *

  • sigma_filter

Arndt Piayda, Mar 2014 - lagcorr Matthias Cuntz, Apr 2014 - correlate Matthias Cuntz, May 2014

  • signature2plot

  • adapted new CHS license scheme

Arndt Piayda, May 2014 - get_nearest Arndt Piayda, Jun 2014 - get_angle Andreas Wiedemann, Jun 2014 - t2sap Arndt Piayda, Jul 2014

  • errormeasures, homo_sampling, sltclean, meteo4slt

  • eddycorr, eddyspec

Arndt Piayda, Aug 2014

  • planarfit, timestepcheck, fluxplot, itc, spikeflag, ustarflag

  • fluxflag, fluxfill

Arndt Piayda, Sep 2014 - energyclosure, fluxpart Stephan Thober, Sep 2014 - dumpnetcdf Matthias Cuntz, Sep 2014 - alpha_equ_h2o, alpha_kin_h2o Arndt Piayda, Sep 2014

  • leafmodel

  • profile2storage

  • eddybox -> moved eddycorr, eddyspec, energyclosure,

    fluxfill, fluxflag, fluxpart, fluxplot, gapfill, itc, meteo4slt, nee2gpp, nee2gpp_falge, nee2gpp_lasslop, nee2gpp_reichstein, planarfit, profile2storage, sltclean, spikeflag, ustarflag

    into eddybox module

Arndt Piayda, Sep 2014 - eddysuite Matthias Cuntz, Oct 2014

  • ufz module -> ufz package

  • clockplot, ellipse_area, savez, savez_compressed

  • grid_mid2edge, tee

Matthias Cuntz, Nov 2014 - pca, head Arndt Piayda, Nov 2014 - gap2lai, leafprojection Matthias Cuntz, Dec 2014

  • directory_from_gui, file_from_gui, files_from_gui

  • logtools,

  • sendmail, argsort, tail

  • ftp

  • file

  • encrypt

Matthias Cuntz, Feb 2015

  • fsread

  • ascii2ascii, ascii2eng, eng2ascii

Matthias Cuntz, Mar 2015

  • module level1 with get_flag, set_flag, read_data, write_data

  • rename file to files

  • dielectric_water

  • color

  • redone all __init__.py

David Schaefer, Sep 2015 - hollickLyneFilter Arndt Piayda, Sep 2015 - confidence intervals to errormeasures Andreas Wiedemann, Sep 2015 - samevalue Matthias Cuntz, Oct 2015 - str2tex, lat_fmt, lon_fmt Matthias Cuntz, Oct 2015 - directories_from_gui Stephan Thober, Nov 2015 - kge Stephan Thober, Dec 2015 - river_network Stephan Thober, Feb 2016

  • function for writing 2d arrays to ascii file

Juliane Mai, Feb 2016 - pareto_metrics Stephan Thober, Mar 2016 - smax, smin David Schaefer, Mar 2016 - netcdf4 Matthias Cuntz, May 2016 - qa Matthias Cuntz, May 2016 - distributions Matthias Cuntz, Oct 2016 - rm colours and rgb from main directory Arndt Piayda, Oct 2016 - fftngo Juliane Mai, Oct 2016 - mat2nc Juliane Mai, Oct 2016 - dag Arndt Piayda, Oct 2016 - pritay David Schaefer, Oct 2016 - added geoarray Matthias Cuntz, Nov 2016 - ported to Python 3 Matthias Cuntz, Nov 2016 - pso Arndt Piayda, Dec 2016 - rolling Stephan Thober, Aug 2017 - added fwrite Matthias Cuntz, Nov 2017 - xread Juliane Mai, Dec 2017 - pawn_index Matthias Cuntz, Dec 2017 - screening Matthias Cuntz, Jan 2018 - lowess Matthias Cuntz, Jan 2018 - apply_undef Matthias Cuntz, Mar 2018

  • ascii2en, en2ascii, ascii2fr, fr2ascii, ascii2us, us2ascii

Matthias Cuntz, Jul 2018 - plot Matthias Cuntz, Nov 2018 - intersection, jConfigParser Matthias Cuntz, Jan 2019

  • dfgui, delta_isogsm2, get_era5, get_era_interim, get_isogsm2

Matthias Cuntz, Feb 2019 - xlsread, xlsxread Matthias Cuntz, Apr 2019 - nc2nc Matthias Cuntz, Jul 2019 - argmax, argmin Juliane Mai, Feb 2020 - pet_oudin Juliane Mai, Feb 2020 - climate_index_knoben Matthias Cuntz, Dec 2020 - mcPlot Matthias Cuntz, Oct 2021 - started deprecation Matthias Cuntz, Jun 2023

  • moved jams to pyjams

  • cleaning deprecated and unsupported routines

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