def makeHistogram (paramIndex):
filename = "sites-" + ambient.parameterNames [paramIndex].translate (str.maketrans (" ", "-")) + ".histogram.pdf"
filename = filename.lower ()
title = "Normalized " + ambient.parameterNames [paramIndex]
#get a list of seeing days, 1 Days object for each site
sites = []
for siteRange in args.indirs:
sites.append (ambient.Days (os.path.join (siteRange.path, ambient.parameterBasenames [paramIndex] + ".orig"), args.start_date, args.stop_date))
pages = PdfPages (os.path.join (args.outdir, filename))
fig = plt.figure ()
ax = fig.add_subplot (1, 1, 1)
ax.set_color_cycle (['b','r','g','m','c','y'])
datasets = []
labels = []
#for each site, add a list of values to "datasets"
#also make a corresponding list of labels based on site dir names
for site, siteRange in zip (sites, [siteRange for siteRange in args.indirs]):
labels.append (siteRange)
datasets.append ([])
dayList = ambient.dayListFromRange (site, siteRange.startDate, siteRange.stopDate)
for day in dayList:
if day:
func = day.periodFilter (args.start_minutes * 60, args.stop_minutes * 60, args.past_midnight)
filtered = filter (func, day.measurements)
datasets [-1].extend ([m [1] for m in filtered])
ax.hist (datasets, bins=args.num_bins, label=labels, normed=1)
ax.set_title (title.title ())
ax.set_xlabel (ambient.paramLabel (paramIndex))
ax.legend ()
pages.savefig (fig)
plt.close (fig)
pages.close ()
return True
# set fig, im, and lines to call draw_frame repeatedly with
fig = plt.figure(figsize=(8, 6))
ax = fig.add_subplot(111)
im = ax.imshow([[], []], cmap=plt.cm.gist_earth_r, extent=[xmin, xmax, ymin, ymax], aspect="auto")
lines, = ax.plot([], [], "k.", markersize=2)
ax.set_title(
"Kernel Density Estimation \n {} - {}".format(os.path.basename(args.indir), startDate.strftime("%m/%d/%Y"))
)
ax.set_xlim([xmin, xmax])
ax.set_ylim([ymin, ymax])
ax.set_xlabel(ambient.paramLabel(args.vars[0]))
ax.set_ylabel(ambient.paramLabel(args.vars[1]))
# the script's big switch, either we have 1 date and we make a pdf or its a date range
# and we are making an mp4
if args.date:
pdf = PdfPages(
os.path.join(
args.outdir,
"kde_{}_{}_{}.pdf".format(
args.date.strftime("%m_%d_%Y"),
ambient.parameterBasenames[args.vars[0]],
ambient.parameterBasenames[args.vars[1]],
),
)
)