def _get_clumpp_table(self, kpop, max_var_multiple, quiet):
    """ private function to clumpp results"""

    ## concat results for k=x
    reps, excluded = _concat_reps(self, kpop, max_var_multiple, quiet)
    if reps:
        ninds = reps[0].inds
        nreps = len(reps)
    else:
        ninds = nreps = 0
    if not reps:
        return "no result files found"

    clumphandle = os.path.join(self.workdir, "tmp.clumppparams.txt")
    self.clumppparams.kpop = kpop
    self.clumppparams.c = ninds
    self.clumppparams.r = nreps
    with open(clumphandle, 'w') as tmp_c:
        tmp_c.write(self.clumppparams._asfile())
    
    ## create CLUMPP args string
    outfile = os.path.join(self.workdir, 
                "{}-K-{}.outfile".format(self.name, kpop))
    indfile = os.path.join(self.workdir, 
                "{}-K-{}.indfile".format(self.name, kpop))
    miscfile = os.path.join(self.workdir, 
                "{}-K-{}.miscfile".format(self.name, kpop))
    cmd = ["CLUMPP", clumphandle, 
           "-i", indfile,
           "-o", outfile, 
           "-j", miscfile,
           "-r", str(nreps), 
           "-c", str(ninds), 
           "-k", str(kpop)]

    ## call clumpp
    proc = subprocess.Popen(cmd, 
                            stderr=subprocess.STDOUT, 
                            stdout=subprocess.PIPE)
    _ = proc.communicate()

    ## cleanup
    for rfile in [indfile, miscfile]:
        if os.path.exists(rfile):
            os.remove(rfile)

    ## parse clumpp results file
    ofile = os.path.join(self.workdir, "{}-K-{}.outfile".format(self.name, kpop))
    if os.path.exists(ofile):
        csvtable = pd.read_csv(ofile, delim_whitespace=True, header=None)
        table = csvtable.loc[:, 5:]
    
        ## apply names to cols and rows
        table.columns = range(table.shape[1])
        table.index = self.labels
        if not quiet:
            sys.stderr.write(
                "[K{}] {}/{} results permuted across replicates (max_var={}).\n"\
                .format(kpop, nreps, nreps+excluded, max_var_multiple))
        return table

    else:
        sys.stderr.write("No files ready for {}-K-{} in {}\n"\
                         .format(self.name, kpop, self.workdir))
        return
def _get_clumpp_table(self, kpop, max_var_multiple, quiet):
    """ private function to clumpp results"""

    ## concat results for k=x
    reps, excluded = _concat_reps(self, kpop, max_var_multiple, quiet)
    if reps:
        ninds = reps[0].inds
        nreps = len(reps)
    else:
        ninds = nreps = 0
    if not reps:
        return "no result files found"

    clumphandle = os.path.join(self.workdir, "tmp.clumppparams.txt")
    self.clumppparams.kpop = kpop
    self.clumppparams.c = ninds
    self.clumppparams.r = nreps
    with open(clumphandle, 'w') as tmp_c:
        tmp_c.write(self.clumppparams._asfile())
    
    ## create CLUMPP args string
    outfile = os.path.join(self.workdir, 
                "{}-K-{}.outfile".format(self.name, kpop))
    indfile = os.path.join(self.workdir, 
                "{}-K-{}.indfile".format(self.name, kpop))
    miscfile = os.path.join(self.workdir, 
                "{}-K-{}.miscfile".format(self.name, kpop))
    cmd = ["CLUMPP", clumphandle, 
           "-i", indfile,
           "-o", outfile, 
           "-j", miscfile,
           "-r", str(nreps), 
           "-c", str(ninds), 
           "-k", str(kpop)]

    ## call clumpp
    proc = subprocess.Popen(cmd, 
                            stderr=subprocess.STDOUT, 
                            stdout=subprocess.PIPE)
    _ = proc.communicate()

    ## cleanup
    for rfile in [indfile, miscfile]:
        if os.path.exists(rfile):
            os.remove(rfile)

    ## parse clumpp results file
    ofile = os.path.join(self.workdir, "{}-K-{}.outfile".format(self.name, kpop))
    if os.path.exists(ofile):
        csvtable = pd.read_csv(ofile, delim_whitespace=True, header=None)
        table = csvtable.loc[:, 5:]
    
        ## apply names to cols and rows
        table.columns = range(table.shape[1])
        table.index = self.labels
        if not quiet:
            sys.stderr.write(
                "[K{}] {}/{} results permuted across replicates (max_var={}).\n"\
                .format(kpop, nreps, nreps+excluded, max_var_multiple))
        return table

    else:
        sys.stderr.write("No files ready for {}-K-{} in {}\n"\
                         .format(self.name, kpop, self.workdir))
        return
def _get_clumpp_table ( self , kpop , max_var_multiple , quiet ) : ## concat results for k=x reps , excluded = _concat_reps ( self , kpop , max_var_multiple , quiet ) if reps : ninds = reps [ 0 ] . inds nreps = len ( reps ) else : ninds = nreps = 0 if not reps : return "no result files found" clumphandle = os . path . join ( self . workdir , "tmp.clumppparams.txt" ) self . clumppparams . kpop = kpop self . clumppparams . c = ninds self . clumppparams . r = nreps with open ( clumphandle , 'w' ) as tmp_c : tmp_c . write ( self . clumppparams . _asfile ( ) ) ## create CLUMPP args string outfile = os . path . join ( self . workdir , "{}-K-{}.outfile" . format ( self . name , kpop ) ) indfile = os . path . join ( self . workdir , "{}-K-{}.indfile" . format ( self . name , kpop ) ) miscfile = os . path . join ( self . workdir , "{}-K-{}.miscfile" . format ( self . name , kpop ) ) cmd = [ "CLUMPP" , clumphandle , "-i" , indfile , "-o" , outfile , "-j" , miscfile , "-r" , str ( nreps ) , "-c" , str ( ninds ) , "-k" , str ( kpop ) ] ## call clumpp proc = subprocess . Popen ( cmd , stderr = subprocess . STDOUT , stdout = subprocess . PIPE ) _ = proc . communicate ( ) ## cleanup for rfile in [ indfile , miscfile ] : if os . path . exists ( rfile ) : os . remove ( rfile ) ## parse clumpp results file ofile = os . path . join ( self . workdir , "{}-K-{}.outfile" . format ( self . name , kpop ) ) if os . path . exists ( ofile ) : csvtable = pd . read_csv ( ofile , delim_whitespace = True , header = None ) table = csvtable . loc [ : , 5 : ] ## apply names to cols and rows table . columns = range ( table . shape [ 1 ] ) table . index = self . labels if not quiet : sys . stderr . write ( "[K{}] {}/{} results permuted across replicates (max_var={}).\n" . format ( kpop , nreps , nreps + excluded , max_var_multiple ) ) return table else : sys . stderr . write ( "No files ready for {}-K-{} in {}\n" . format ( self . name , kpop , self . workdir ) ) return
private function to clumpp results
private function to clumpp results