def powerpred(path):
d = os.path.join(path, 'models')
if not os.path.exists(d):
os.makedirs(d)
fname = os.path.join(d, 'batterylevel.pdf')
pp = PdfPages(fname)
c = 0
batterydata = defaultdict(int)
for root, dirs, files in os.walk(path):
device = root.split('/')
c = c + 1
# fig = figure(c,dpi=20)
timestamp = []
stats = []
temp = 0
batterydata = getbatterylevel(root)
print 'Length of returned dataset ', len(batterydata)
# print sorted(batterydata.items())
if len(batterydata) > 0:
for item in sorted(batterydata.items()):
if temp == 0:
temp = item[0]
# print temp
if item[0].date() == temp.date():
# print 'Same Day'
timestamp.append(item[0])
stats.append(int(item[1]))
else:
# print 'Plotting',stats
fig = figure(c, dpi=20)
c = c + 1
print len(timestamp), timestamp[0], timestamp[-1]
plot(timestamp,
stats,
marker='o',
color=mpl.cm.autumn(random()))
grid()
title('Battery Level for %s on %s' %
(device[-1], temp.date()))
xlabel('Time')
ylabel('Battery Level')
pp.savefig(fig)
close()
fig.clear()
timestamp = []
stats = []
temp = item[0]
timestamp.append(item[0])
stats.append(int(item[1]))
pp.close()
def powerpred(path):
d = os.path.join(path,'models')
if not os.path.exists(d):
os.makedirs(d)
fname = os.path.join(d,'batterylevel.pdf')
pp = PdfPages(fname)
c = 0
batterydata = defaultdict(int)
for root,dirs,files in os.walk(path):
device = root.split('/')
c = c+1
# fig = figure(c,dpi=20)
timestamp = []
stats = []
temp = 0
batterydata = getbatterylevel(root)
print 'Length of returned dataset ', len(batterydata)
# print sorted(batterydata.items())
if len(batterydata) > 0:
for item in sorted(batterydata.items()):
if temp == 0:
temp = item[0]
# print temp
if item[0].date() == temp.date():
# print 'Same Day'
timestamp.append(item[0])
stats.append(int(item[1]))
else:
# print 'Plotting',stats
fig = figure(c,dpi=20)
c = c+1
print len(timestamp), timestamp[0],timestamp[-1]
plot(timestamp,stats,marker='o',color=mpl.cm.autumn(random()))
grid()
title('Battery Level for %s on %s' % (device[-1],temp.date()))
xlabel('Time')
ylabel('Battery Level')
pp.savefig(fig)
close()
fig.clear()
timestamp = []
stats = []
temp = item[0]
timestamp.append(item[0])
stats.append(int(item[1]))
pp.close()
def endofday(path):
d = os.path.join(path, 'models')
if not os.path.exists(d):
os.makedirs(d)
fname = os.path.join(d, 'endofdaylevel.pdf')
fname1 = os.path.join(d, 'plugintime.pdf')
fname2 = os.path.join(d, 'weekendeodl.pdf')
fname3 = os.path.join(d, 'weekdayseodl.pdf')
fname4 = os.path.join(d, 'weekdaysplt.pdf')
fname5 = os.path.join(d, 'weekendsplt.pdf')
fname6 = os.path.join(d, 'weekdayllvl.pdf')
fname7 = os.path.join(d, 'weekendllvl.pdf')
pp2 = PdfPages(fname)
pp1 = PdfPages(fname1)
pp3 = PdfPages(fname2)
pp4 = PdfPages(fname3)
pp5 = PdfPages(fname4)
pp6 = PdfPages(fname5)
pp7 = PdfPages(fname6)
pp8 = PdfPages(fname7)
c = 1
for root, dirs, files in os.walk(path):
total_days = 0
batterydata = defaultdict(int)
lowlvldata = defaultdict(int)
device = root.split('/')
c = c + 1
timestamp = []
levels = []
timelist = []
t = []
print 'Now Checking ', device[-1], '-->', root
if len(device[-1]) > 1:
batterydata = getbatterylevel(root)
lowlvldata = getlowlevel(root)
temp = 0
last = 0
last_date = 0
flag = 0
ui = []
m = []
n = []
#Working with low level data. finding out when device's battery charge falls into low level
if len(lowlvldata) > 0:
# print 'Low level data \n', lowlvldata, '\n***********************\n'
for item in sorted(lowlvldata.items()):
if temp == 0:
temp = item[0]
if item[1] == 14:
if len(t) > 0 and item[0].hour - t[-1].hour > 3:
ui.append(item[0].hour)
t.append(item[0])
elif len(t) == 0:
ui.append(item[0].hour)
t.append(item[0])
for i in xrange(0, len(t)):
print t[i].date(), 'is ', t[i].weekday(), ui[i]
if t[i].weekday() < 5:
m.append(ui[i])
else:
n.append(ui[i])
# print m
# print n
if len(m) > 0:
print 'For Weekdays', len(m), m
fig5 = figure(c, dpi=10)
c = c + 1
hist(m, color=mpl.cm.hsv(random()))
grid()
title('When %s hits low battery level on Weekdays' %
device[-1])
xlabel('Time in hours')
ylabel('Number of occurrences')
pp7.savefig(fig5)
close()
fig5.clear()
if len(n) > 0:
print 'For Weekends', len(n), n
fig6 = figure(c, dpi=10)
c = c + 1
hist(n, color=mpl.cm.hsv(random()))
grid()
title('When %s hits low battery level on Weekends' %
device[-1])
xlabel('Time in hours')
ylabel('Number of occurrences')
pp8.savefig(fig6)
close()
fig6.clear()
#Working with battery levels at the end of the day and also to find when phone is charging
t = []
temp = 0
if len(batterydata) > 0:
fig = figure(c, dpi=30)
for item in sorted(batterydata.items()):
if temp == 0:
temp = item[0]
last = item[1]
last_date = item[0]
total_days += 1
# print 'Debug',last_date
if item[0].date() == temp.date():
# print 'Same Day'
if flag == 0:
if item[1] < last:
flag = 1
last = item[1]
last_date = item[0]
else:
# if item[1] < last:
timelist.append(last_date.hour)
t.append(last_date)
flag = 0
last = item[1]
last_date = item[0]
else:
# print 'Plotting',stats
total_days += 1
if not last_date == 0:
levels.append(last)
timestamp.append(last_date)
temp = item[0]
last = item[1]
last_date = item[0]
print '\nTotal number of days = ', total_days
# print 'Time for charging',timelist
if len(timelist) > 0:
fig1 = figure(c, dpi=10)
c += 1
hist(timelist, bins=20, color=mpl.cm.hsv(random()))
grid()
title('Time of the day when %s is charged' % device[-1])
xlabel('Time')
ylabel('Number of occurrences')
pp1.savefig(fig1)
close()
fig1.clear()
a = []
b = []
for i in xrange(0, len(t)):
if t[i].weekday() < 5:
a.append(t[i].hour)
else:
b.append(t[i].hour)
# print '\n\n Time for charging on weekdays',a
if len(a) > 0:
fig11 = figure(c, dpi=10)
c += 1
hist(a, bins=20, color=mpl.cm.hsv(random()))
grid()
title('Time of the day when %s is charged(Weekdays)' %
device[-1])
xlabel('Time')
ylabel('Number of occurrences')
pp5.savefig(fig11)
close()
fig11.clear()
if len(b) > 0:
fig12 = figure(c, dpi=10)
c += 1
hist(b, bins=20, color=mpl.cm.hsv(random()))
grid()
title('Time of the day when %s is charged(Weekends)' %
device[-1])
xlabel('Time')
ylabel('Number of occurrences')
pp6.savefig(fig12)
close()
fig12.clear()
# print 'Charge left at end of day',levels,timestamp
if len(levels) > 0:
fig2 = figure(c, dpi=10)
c += 1
hist(levels, bins=20, color=mpl.cm.hsv(random()))
grid()
title('Charge at the end of day for %s' % device[-1])
xlabel('Battery Level')
ylabel('Number of occurrences')
pp2.savefig(fig2)
close()
fig2.clear()
x = []
y = []
# print timestamp
for i in xrange(0, len(timestamp)):
if timestamp[i].weekday() < 5:
x.append(levels[i])
else:
y.append(levels[i])
if len(y) > 0:
fig3 = figure(c, dpi=10)
c += 1
hist(y, bins=20, color=mpl.cm.hsv(random()))
grid()
title('Charge at end of weekends for %s' % device[-1])
xlabel('Battery Level')
ylabel('Number of occurrences')
pp3.savefig(fig3)
close()
fig3.clear()
if len(x) > 0:
fig4 = figure(c, dpi=10)
c += 1
hist(x, bins=20, color=mpl.cm.hsv(random()))
grid()
title('Charge at end of weekdays for %s' % device[-1])
xlabel('Battery Level')
ylabel('Number of occurrences')
pp4.savefig(fig4)
close()
fig4.clear()
# print '\n**************\nTotal number of days = ',total_days
# print'\n*******************\n'
pp1.close()
pp2.close()
pp3.close()
pp4.close()
pp5.close()
pp6.close()
pp7.close()
pp8.close()
def endofday(path):
d = os.path.join(path,'models')
if not os.path.exists(d):
os.makedirs(d)
fname = os.path.join(d,'endofdaylevel.pdf')
fname1 = os.path.join(d,'plugintime.pdf')
fname2 = os.path.join(d,'weekendeodl.pdf')
fname3 = os.path.join(d,'weekdayseodl.pdf')
fname4 = os.path.join(d,'weekdaysplt.pdf')
fname5 = os.path.join(d,'weekendsplt.pdf')
fname6 = os.path.join(d,'weekdayllvl.pdf')
fname7 = os.path.join(d,'weekendllvl.pdf')
pp2 = PdfPages(fname)
pp1 = PdfPages(fname1)
pp3 = PdfPages(fname2)
pp4 = PdfPages(fname3)
pp5 = PdfPages(fname4)
pp6 = PdfPages(fname5)
pp7 = PdfPages(fname6)
pp8 = PdfPages(fname7)
c = 1
for root,dirs,files in os.walk(path):
total_days = 0
batterydata = defaultdict(int)
lowlvldata = defaultdict(int)
device = root.split('/')
c = c+1
timestamp = []
levels = []
timelist = []
t = []
print 'Now Checking ', device[-1], '-->',root
if len(device[-1]) > 1:
batterydata = getbatterylevel(root)
lowlvldata = getlowlevel(root)
temp = 0
last = 0
last_date = 0
flag = 0
ui = []
m = []
n = []
#Working with low level data. finding out when device's battery charge falls into low level
if len(lowlvldata) > 0:
# print 'Low level data \n', lowlvldata, '\n***********************\n'
for item in sorted(lowlvldata.items()):
if temp == 0:
temp = item[0]
if item[1] == 14:
if len(t) > 0 and item[0].hour - t[-1].hour > 3:
ui.append(item[0].hour)
t.append(item[0])
elif len(t) == 0:
ui.append(item[0].hour)
t.append(item[0])
for i in xrange(0,len(t)):
print t[i].date(), 'is ',t[i].weekday(),ui[i]
if t[i].weekday() < 5:
m.append(ui[i])
else:
n.append(ui[i])
# print m
# print n
if len(m) > 0:
print 'For Weekdays',len(m), m
fig5 = figure(c,dpi=10)
c = c+1
hist(m,color=mpl.cm.hsv(random()))
grid()
title('When %s hits low battery level on Weekdays' % device[-1])
xlabel('Time in hours')
ylabel('Number of occurrences')
pp7.savefig(fig5)
close()
fig5.clear()
if len(n) > 0:
print 'For Weekends', len(n), n
fig6 = figure(c,dpi=10)
c = c+1
hist(n,color=mpl.cm.hsv(random()))
grid()
title('When %s hits low battery level on Weekends' % device[-1])
xlabel('Time in hours')
ylabel('Number of occurrences')
pp8.savefig(fig6)
close()
fig6.clear()
#Working with battery levels at the end of the day and also to find when phone is charging
t = []
temp = 0
if len(batterydata) > 0:
fig = figure(c,dpi=30)
for item in sorted(batterydata.items()):
if temp == 0:
temp = item[0]
last = item[1]
last_date = item[0]
total_days += 1
# print 'Debug',last_date
if item[0].date() == temp.date():
# print 'Same Day'
if flag == 0:
if item[1] < last:
flag = 1
last = item[1]
last_date = item[0]
else:
# if item[1] < last:
timelist.append(last_date.hour)
t.append(last_date)
flag = 0
last = item[1]
last_date = item[0]
else:
# print 'Plotting',stats
total_days += 1
if not last_date == 0:
levels.append(last)
timestamp.append(last_date)
temp = item[0]
last = item[1]
last_date = item[0]
print '\nTotal number of days = ',total_days
# print 'Time for charging',timelist
if len(timelist) > 0:
fig1 = figure(c,dpi=10)
c += 1
hist(timelist,bins=20,color=mpl.cm.hsv(random()))
grid()
title('Time of the day when %s is charged' % device[-1])
xlabel('Time')
ylabel('Number of occurrences')
pp1.savefig(fig1)
close()
fig1.clear()
a = []
b = []
for i in xrange(0,len(t)):
if t[i].weekday() < 5:
a.append(t[i].hour)
else:
b.append(t[i].hour)
# print '\n\n Time for charging on weekdays',a
if len(a) > 0:
fig11 = figure(c,dpi=10)
c += 1
hist(a,bins=20,color=mpl.cm.hsv(random()))
grid()
title('Time of the day when %s is charged(Weekdays)' % device[-1])
xlabel('Time')
ylabel('Number of occurrences')
pp5.savefig(fig11)
close()
fig11.clear()
if len(b) > 0:
fig12 = figure(c,dpi=10)
c += 1
hist(b,bins=20,color=mpl.cm.hsv(random()))
grid()
title('Time of the day when %s is charged(Weekends)' % device[-1])
xlabel('Time')
ylabel('Number of occurrences')
pp6.savefig(fig12)
close()
fig12.clear()
# print 'Charge left at end of day',levels,timestamp
if len(levels) > 0:
fig2 = figure(c,dpi=10)
c += 1
hist(levels,bins=20,color=mpl.cm.hsv(random()))
grid()
title('Charge at the end of day for %s' % device[-1])
xlabel('Battery Level')
ylabel('Number of occurrences')
pp2.savefig(fig2)
close()
fig2.clear()
x = []
y = []
# print timestamp
for i in xrange(0,len(timestamp)):
if timestamp[i].weekday() < 5:
x.append(levels[i])
else:
y.append(levels[i])
if len(y) > 0:
fig3 = figure(c,dpi=10)
c += 1
hist(y,bins=20,color=mpl.cm.hsv(random()))
grid()
title('Charge at end of weekends for %s' % device[-1])
xlabel('Battery Level')
ylabel('Number of occurrences')
pp3.savefig(fig3)
close()
fig3.clear()
if len(x) > 0:
fig4 = figure(c,dpi=10)
c += 1
hist(x,bins=20,color=mpl.cm.hsv(random()))
grid()
title('Charge at end of weekdays for %s' % device[-1])
xlabel('Battery Level')
ylabel('Number of occurrences')
pp4.savefig(fig4)
close()
fig4.clear()
# print '\n**************\nTotal number of days = ',total_days
# print'\n*******************\n'
pp1.close()
pp2.close()
pp3.close()
pp4.close()
pp5.close()
pp6.close()
pp7.close()
pp8.close()
