def OnWeibullButton(self, event):
"""Retrieve Weibull parameters from selected timeseries."""
index = self.list_box_1.GetSelections()
if self.valid_selections(1):
# Fetch timeseries from dictionary
ts = self.active_timeseries[index[0]]['timeseries']
# Fetch ts name from dictionary
name = self.active_timeseries[index[0]]['name']
# Set statusbar message
self.frame_1_statusbar.SetStatusText("Weibull Parameters for "+str(name))
# Collect stats of timeseries
stats = analysis.get_statistics(ts.compressed())
c, k = analysis.get_weibull_params(stats['mean'],stats['std'])
# Create statictext string
text = "C: "+str(c)+"\n"+"K: "+str(k)+"\n"
self.results_panel_text.SetLabel(text)
def OnStatButton(self, event):
"""Generate statistics and print to panel."""
index = self.list_box_1.GetSelections()
if self.valid_selections(1):
# Fetch timeseries from dictionary
ts = self.active_timeseries[index[0]]['timeseries']
# Fetch ts name from dictionary
name = self.active_timeseries[index[0]]['name']
# Set statusbar message
self.frame_1_statusbar.SetStatusText("Stats for "+str(name))
# Collect stats of timeseries
stats = analysis.get_statistics(ts.compressed())
# Create statictext string
text = ""
for field, value in stats.iteritems():
text = ''.join(text+str(field)+": "+str(value)+"\n")
self.results_panel_text.SetLabel(text)
def OnWeibullButton(self, event):
"""Retrieve Weibull parameters from selected timeseries."""
index = self.list_box_1.GetSelections()
if self.valid_selections(1):
# Fetch timeseries from dictionary
ts = self.active_timeseries[index[0]]['timeseries']
# Fetch ts name from dictionary
name = self.active_timeseries[index[0]]['name']
# Set statusbar message
self.frame_1_statusbar.SetStatusText("Weibull Parameters for " +
str(name))
# Collect stats of timeseries
stats = analysis.get_statistics(ts.compressed())
c, k = analysis.get_weibull_params(stats['mean'], stats['std'])
# Create statictext string
text = "C: " + str(c) + "\n" + "K: " + str(k) + "\n"
self.results_panel_text.SetLabel(text)
def OnStatButton(self, event):
"""Generate statistics and print to panel."""
index = self.list_box_1.GetSelections()
if self.valid_selections(1):
# Fetch timeseries from dictionary
ts = self.active_timeseries[index[0]]['timeseries']
# Fetch ts name from dictionary
name = self.active_timeseries[index[0]]['name']
# Set statusbar message
self.frame_1_statusbar.SetStatusText("Stats for " + str(name))
# Collect stats of timeseries
stats = analysis.get_statistics(ts.compressed())
# Create statictext string
text = ""
for field, value in stats.iteritems():
text = ''.join(text + str(field) + ": " + str(value) + "\n")
self.results_panel_text.SetLabel(text)
def main(fname, oname, n=20, verbose=False):
cbow = CBOW()
realcards = jdecode.mtg_open_file(str(os.path.join(datadir, 'output.txt')), verbose=verbose)
real_by_name = {c.name: c for c in realcards}
lm = ngrams.build_ngram_model(realcards, 3, separate_lines=separate_lines, verbose=verbose)
cards = jdecode.mtg_open_file(fname, verbose=verbose)
stats = analysis.get_statistics(fname, lm=lm, sep=separate_lines, verbose=verbose)
selected = []
for i in range(0, len(cards)):
if select_card(cards, stats, i):
selected += [(i, cards[i])]
limit = 3000
random.shuffle(selected)
#selected = selected[:limit]
if verbose:
print(('computing nearest cards for ' + str(len(selected)) + ' candindates...'))
cbow_nearest = cbow.nearest_par([i_c[1] for i_c in selected])
for i in range(0, len(selected)):
(j, card) = selected[i]
selected[i] = (j, card, cbow_nearest[i])
if verbose:
print('...done')
final = []
for (i, card, nearest) in selected:
for dist, rname in nearest:
realcard = real_by_name[rname]
if compare_to_real(card, realcard):
final += [(i, card, realcard, dist)]
break
for (i, card, realcard, dist) in final:
print('-- real --')
print(realcard.format())
print('-- fake --')
print(card.format())
print('-- stats --')
perp_per = stats['ngram']['perp_per'][i]
perp_max = stats['ngram']['perp_max'][i]
print(dist)
print(perp_per)
print(perp_max)
print('----')
if not oname is None:
with open(oname, 'wt') as ofile:
ofile.write(utils.mse_prepend)
for (i, card, realcard, dist) in final:
name = realcard.name
writecard(realcard, name, ofile)
writecard(card, name, ofile)
ofile.write('version control:\n\ttype: none\napprentice code: ')
# Copy whatever output file is produced, name the copy 'set' (yes, no extension).
if os.path.isfile('set'):
print('ERROR: tried to overwrite existing file "set" - aborting.')
return
shutil.copyfile(oname, 'set')
# Use the freaky mse extension instead of zip.
with zipfile.ZipFile(oname+'.mse-set', mode='w') as zf:
try:
# Zip up the set file into oname.mse-set.
zf.write('set')
finally:
if verbose:
print('Made an MSE set file called ' + oname + '.mse-set.')
# The set file is useless outside the .mse-set, delete it.
os.remove('set')
def main(fname, oname, n=20, verbose=False):
cbow = CBOW()
realcards = jdecode.mtg_open_file(str(os.path.join(datadir, 'output.txt')), verbose=verbose)
real_by_name = {c.name: c for c in realcards}
lm = ngrams.build_ngram_model(realcards, 3, separate_lines=separate_lines, verbose=verbose)
cards = jdecode.mtg_open_file(fname, verbose=verbose)
stats = analysis.get_statistics(fname, lm=lm, sep=separate_lines, verbose=verbose)
selected = []
for i in range(0, len(cards)):
if select_card(cards, stats, i):
selected += [(i, cards[i])]
limit = 3000
random.shuffle(selected)
#selected = selected[:limit]
if verbose:
print('computing nearest cards for ' + str(len(selected)) + ' candindates...')
cbow_nearest = cbow.nearest_par(map(lambda (i, c): c, selected))
for i in range(0, len(selected)):
(j, card) = selected[i]
selected[i] = (j, card, cbow_nearest[i])
if verbose:
print('...done')
final = []
for (i, card, nearest) in selected:
for dist, rname in nearest:
realcard = real_by_name[rname]
if compare_to_real(card, realcard):
final += [(i, card, realcard, dist)]
break
for (i, card, realcard, dist) in final:
print '-- real --'
print realcard.format()
print '-- fake --'
print card.format()
print '-- stats --'
perp_per = stats['ngram']['perp_per'][i]
perp_max = stats['ngram']['perp_max'][i]
print dist
print perp_per
print perp_max
print '----'
if not oname is None:
with open(oname, 'wt') as ofile:
ofile.write(utils.mse_prepend)
for (i, card, realcard, dist) in final:
name = realcard.name
writecard(realcard, name, ofile)
writecard(card, name, ofile)
ofile.write('version control:\n\ttype: none\napprentice code: ')
# Copy whatever output file is produced, name the copy 'set' (yes, no extension).
if os.path.isfile('set'):
print 'ERROR: tried to overwrite existing file "set" - aborting.'
return
shutil.copyfile(oname, 'set')
# Use the freaky mse extension instead of zip.
with zipfile.ZipFile(oname+'.mse-set', mode='w') as zf:
try:
# Zip up the set file into oname.mse-set.
zf.write('set')
finally:
if verbose:
print 'Made an MSE set file called ' + oname + '.mse-set.'
# The set file is useless outside the .mse-set, delete it.
os.remove('set')
