def PDF2(p, var):
"""
My 2nd, more efficient version of randomly drawing from a pdf
PURPOSE: Calculate a value of x taken from p
ARGUMENTS:
p: function, A Python function or method to integrate
var: 1d increasing array, the range of the random variable var
RETURNS: a random number x generated according to the pdf
"""
switch = 0
while switch == 0:
#draw two random numbers between the range of the pdf
ux = n.random.uniform(n.min(var), n.max(var))
uy = n.random.uniform(n.min(p(var)), n.max(p(var)))
u = n.random.uniform()
#decide if the random number, ux, should be kept
#keep it if uy is less than p(ux)
if uy <= p(ux):
switch = 1
return ux
def load_ctrl_well_dict(self, c_wells):
if type(c_wells)!=np.int64:
result={}
for c_well in c_wells:
result[c_well]=self.load_ctrl_well_dict(c_well)
return result
else:
try:
f=open(os.path.join(self.settings.outputFolder,self.plate, self.settings.outputFile.format(self.plate[:10], c_wells)))
counts=pickle.load(f); f.close()
print "Loading pheno counts for ctrl well {} from file ".format(c_wells),
except IOError:
print "Computing pheno counts for ctrl well {} ".format(c_wells),
p=pheno_seq_extractor(setting_file=self.settings_file, plate=self.plate, well=c_wells)
counts= p(time_pheno_count_only=True)
return counts
parser = OptionParser(usage="usage: %prog [options]",
description=description)
parser.add_option("-f", "--settings_file", dest="settings_file", default='analyzer/settings/settings_drug_screen_thalassa.py',
help="Settings_file")
parser.add_option("-p", "--plate", dest="plate",
help="The plate which you are interested in")
parser.add_option("-w", "--well", dest="well",
help="The well which you are interested in")
parser.add_option("-c", dest="count_only",type=int,default=0,
help="For ctrl DS and Mitocheck, do the aggregated pheno count only")
(options, args) = parser.parse_args()
if options.well!='CTRL':
if len(options.well)>3:
well=int(options.well.split('_')[0])
else:
well=int(options.well)
else:
well='CTRL'
p=pheno_seq_extractor(options.settings_file, options.plate,well)
p(time_pheno_count_only=options.count_only)
print "Done"