def test_plot_devices(self):
from pyadlml.dataset.plot.devices import hist_counts, heatmap_trigger_one_day, heatmap_trigger_time,\
hist_on_off, boxplot_on_duration, heatmap_cross_correlation, hist_trigger_time_diff
df = self.data.df_devices
lst = self.data.lst_devices
hist_counts(df)
hist_counts(df_dev=df, lst_dev=lst)
heatmap_trigger_one_day(df)
heatmap_trigger_one_day(df, lst_dev=lst)
heatmap_trigger_time(df)
heatmap_trigger_time(df, lst_dev=lst)
hist_trigger_time_diff(df)
hist_on_off(df)
hist_on_off(df, lst_dev=lst)
boxplot_on_duration(df)
boxplot_on_duration(df, lst_dev=lst)
heatmap_cross_correlation(df)
heatmap_cross_correlation(df, lst_dev=lst)
def test_plot_activities(self):
from pyadlml.dataset.plot.activities import boxplot_duration, \
heatmap_transitions, hist_cum_duration, ridge_line, hist_counts
df = self.data.df_activities_one
lst = self.data.lst_activities
hist_counts(df)
hist_counts(df, lst_act=lst)
boxplot_duration(df)
boxplot_duration(df, lst_act=lst)
try:
hist_cum_duration(df)
except ValueError:
pass
hist_cum_duration(df, act_lst=lst)
heatmap_transitions(df)
heatmap_transitions(df, lst_act=lst)
try:
ridge_line(df)
except ValueError:
pass
ridge_line(df, lst_act=lst, n=10)
def gen_plots_persons(dataset, data):
from pyadlml.dataset.plot.activities import hist_counts, boxplot_duration, \
hist_cum_duration, heatmap_transitions, ridge_line
root_path = settings.MEDIA_ROOT + dataset.name + '/'
for ps in dataset.person_statistics.all():
sub_path = dataset.name + '/plots/' + ps.name + '/'
path = settings.MEDIA_ROOT + sub_path
try:
hist_counts_filename = 'hist_counts.png'
path_to_hist_counts = path + hist_counts_filename
hist_counts(data.df_activities, file_path=path_to_hist_counts)
ps.plot_hist_counts = sub_path + hist_counts_filename
except:
pass
try:
boxplot_duration_filename = 'boxplot_duration.png'
path_to_boxplot_duration = path + boxplot_duration_filename
boxplot_duration(data.df_activities,
file_path=path_to_boxplot_duration)
ps.plot_boxplot_duration = sub_path + boxplot_duration_filename
except:
pass
try:
hist_cum_duration_filename = 'hist_cum_duration.png'
path_to_hist_cum_duration = path + hist_cum_duration_filename
hist_cum_duration(data.df_activities,
file_path=path_to_hist_cum_duration)
ps.plot_hist_cum_duration = sub_path + hist_cum_duration_filename
except:
pass
try:
heatmap_transitions_filename = 'heatmap_transitions.png'
path_to_heatmap_transitions = path + heatmap_transitions_filename
heatmap_transitions(data.df_activities,
file_path=path_to_heatmap_transitions)
ps.plot_heatmap_transitions = sub_path + heatmap_transitions_filename
except:
pass
try:
ridge_line_filename = 'ridge_line.png'
path_to_ridge_line = path + ridge_line_filename
ridge_line(data.df_activities, file_path=path_to_ridge_line)
ps.plot_ridge_line = sub_path + ridge_line_filename
except:
pass
ps.save()
def gen_plots_devices(dataset, data):
from pyadlml.dataset.plot.devices import hist_trigger_time_diff, boxplot_on_duration, \
heatmap_trigger_one_day, heatmap_trigger_time, heatmap_cross_correlation, \
hist_on_off, hist_counts
sub_path = dataset.name + '/plots/'
path = settings.MEDIA_ROOT + sub_path
try:
hist_trigger_time_diff_filename = 'hist_trigger_time_diff.png'
path_to_hist_trigger_time_diff = path + hist_trigger_time_diff_filename
hist_trigger_time_diff(data.df_devices,
file_path=path_to_hist_trigger_time_diff)
dataset.plot_hist_trigger_time_diff = sub_path + hist_trigger_time_diff_filename
except:
pass
try:
heatmap_trigger_time_filename = 'heatmap_trigger_time.png'
path_to_heatmap_trigger_time = path + heatmap_trigger_time_filename
heatmap_trigger_time(data.df_devices,
file_path=path_to_heatmap_trigger_time)
dataset.plot_heatmap_trigger_time = sub_path + heatmap_trigger_time_filename
except:
pass
try:
heatmap_trigger_one_day_filename = 'heatmap_trigger_one_day.png'
path_to_heatmap_trigger_one_day = path + heatmap_trigger_one_day_filename
heatmap_trigger_one_day(data.df_devices,
file_path=path_to_heatmap_trigger_one_day)
dataset.plot_heatmap_trigger_one_day = sub_path + heatmap_trigger_one_day_filename
except:
pass
try:
hist_counts_filename = 'hist_counts.png'
path_to_hist_counts = path + hist_counts_filename
hist_counts(data.df_devices, file_path=path_to_hist_counts)
dataset.plot_hist_counts = sub_path + hist_counts_filename
except:
pass
#assign_plot_obj('boxplot_on_duration.png', boxplot_on_duration, dataset.plot_boxplot_on_duration,
# path, sub_path, data.df_devices)
#assign_plot_obj('hist_on_off.png', hist_on_off, dataset.plot_hist_on_off,
# path, sub_path, data.df_devices)
dataset.save()
def test_plot_activities(self):
from pyadlml.dataset.plot.activities import activities_duration_dist, boxplot_duration, \
heatmap_transitions, hist_cum_duration, ridge_line, hist_counts
df = self.data.df_activities_admin
lst = self.data.lst_activities
hist_counts(df)
hist_counts(df, lst_act=lst)
boxplot_duration(df)
boxplot_duration(df, lst_act=lst)
hist_cum_duration(df)
hist_cum_duration(df, act_lst=lst)
heatmap_transitions(df)
heatmap_transitions(df, lst_act=lst)
ridge_line(df)
ridge_line(df, lst_act=lst, n=10)
def test_plot_activities(self):
from pyadlml.dataset.plot.activities import activities_duration_dist, boxplot_duration, \
heatmap_transitions, hist_cum_duration, ridge_line, hist_counts
for df_attr, lst_attr in zip(self.df_activity_attrs, self.lst_activity_attrs):
df = getattr(self.data, df_attr)
lst = getattr(self.data, lst_attr)
hist_counts(df)
hist_counts(df, lst_act=lst)
boxplot_duration(df)
boxplot_duration(df, lst_act=lst)
hist_cum_duration(df)
hist_cum_duration(df, act_lst=lst)
heatmap_transitions(df)
heatmap_transitions(df, lst_act=lst)
ridge_line(df)
ridge_line(df, lst_act=lst, n=10)
def gen_plots_devices(dataset, data):
from pyadlml.dataset.plot.devices import hist_trigger_time_diff, boxplot_on_duration, \
heatmap_trigger_one_day, heatmap_trigger_time, heatmap_cross_correlation, \
hist_on_off, hist_counts
sub_path = dataset.name + '/plots/'
path = settings.MEDIA_ROOT + sub_path
try:
hist_trigger_time_diff_filename = settings.PLOT_DEV_HIST_TRIG_TIME_FN
path_to_hist_trigger_time_diff = path + hist_trigger_time_diff_filename
hist_trigger_time_diff(data.df_devices,
file_path=path_to_hist_trigger_time_diff)
dataset.plot_hist_trigger_time_diff = sub_path + hist_trigger_time_diff_filename
logger.info('created hist_trigger_time_diff')
except:
logger.error("couldn't create hist_trigger_time_diff")
try:
heatmap_trigger_time_filename = settings.PLOT_DEV_HM_TRIG_TIME_FN
path_to_heatmap_trigger_time = path + heatmap_trigger_time_filename
heatmap_trigger_time(data.df_devices,
file_path=path_to_heatmap_trigger_time)
dataset.plot_heatmap_trigger_time = sub_path + heatmap_trigger_time_filename
logger.info('created heatmap_trigger_time')
except:
logger.error("couldn't create heatmap_trigger_time")
try:
heatmap_trigger_one_day_filename = settings.PLOT_DEV_HM_TRIG_ONE_DAY_FN
path_to_heatmap_trigger_one_day = path + heatmap_trigger_one_day_filename
heatmap_trigger_one_day(data.df_devices,
file_path=path_to_heatmap_trigger_one_day)
dataset.plot_heatmap_trigger_one_day = sub_path + heatmap_trigger_one_day_filename
logger.info('created heatmap_trigger_one_day')
except:
logger.error("couldn't create heatmap_trigger_one_day")
try:
hist_counts_filename = settings.PLOT_DEV_HIST_COUNTS_FN
path_to_hist_counts = path + hist_counts_filename
hist_counts(data.df_devices, file_path=path_to_hist_counts)
dataset.plot_hist_counts = sub_path + hist_counts_filename
logger.info('created hist_counts')
except:
logger.error("couldn't create hist_counts")
try:
hist_counts_filename = settings.PLOT_DEV_HIST_ON_OFF_FN
path_to_hist_counts = path + hist_counts_filename
hist_on_off(data.df_devices, file_path=path_to_hist_counts)
dataset.plot_hist_on_off = sub_path + hist_counts_filename
logger.info('created hist_on_off')
except:
logger.error("couldn't create hist_on_off")
try:
hist_counts_filename = settings.PLOT_DEV_BP_ON_DUR_FN
path_to_hist_counts = path + hist_counts_filename
boxplot_on_duration(data.df_devices, file_path=path_to_hist_counts)
dataset.plot_boxplot_on_duration = sub_path + hist_counts_filename
logger.info('created boxplot_on_duration')
except:
logger.error("couldn't create boxplot_on_duration")
try:
hist_counts_filename = settings.PLOT_DEV_HM_CROSS_CORR_FN
path_to_hist_counts = path + hist_counts_filename
heatmap_cross_correlation(data.df_devices,
file_path=path_to_hist_counts)
dataset.plot_heatmap_cross_correlation = sub_path + hist_counts_filename
logger.info('created heatmap_cross_correlation')
except:
logger.error("couldn't create heatmap_cross_correlation")
dataset.save()
def gen_plots_persons(dataset, data):
from pyadlml.dataset.plot.activities import hist_counts, boxplot_duration, \
hist_cum_duration, heatmap_transitions, ridge_line
root_path = settings.MEDIA_ROOT + dataset.name + '/'
for ps in dataset.person_statistics.all():
sub_path = dataset.name + '/plots/' + ps.name + '/'
path = settings.MEDIA_ROOT + sub_path
df_activities = getattr(data, 'df_activities_{}'.format(ps.name))
lst_acts = data.lst_activities
try:
hist_counts_filename = settings.PLOT_ACT_HIST_COUNTS_FN
path_to_hist_counts = path + hist_counts_filename
hist_counts(df_activities,
lst_act=lst_acts,
file_path=path_to_hist_counts)
ps.plot_hist_counts = sub_path + hist_counts_filename
logger.info('created hist_counts for ' + str(ps.name))
except:
logger.error("couldn't create histogram counts")
try:
boxplot_duration_filename = settings.PLOT_ACT_BP_DURATION_FN
path_to_boxplot_duration = path + boxplot_duration_filename
boxplot_duration(df_activities,
lst_act=lst_acts,
file_path=path_to_boxplot_duration)
ps.plot_boxplot_duration = sub_path + boxplot_duration_filename
logger.info('created boxplot_duration for ' + str(ps.name))
except Exception as e:
print(e)
logger.error("couldn't create boxplot_duration")
try:
hist_cum_duration_filename = settings.PLOT_ACT_CUM_DUR_FN
path_to_hist_cum_duration = path + hist_cum_duration_filename
hist_cum_duration(df_activities,
act_lst=lst_acts,
file_path=path_to_hist_cum_duration)
ps.plot_hist_cum_duration = sub_path + hist_cum_duration_filename
logger.info('created hist_cum_duration for ' + str(ps.name))
except:
logger.error("couldn't create hist_cum_duration")
try:
heatmap_transitions_filename = settings.PLOT_ACT_HM_TRANS_FN
path_to_heatmap_transitions = path + heatmap_transitions_filename
heatmap_transitions(df_activities,
lst_act=lst_acts,
file_path=path_to_heatmap_transitions)
ps.plot_heatmap_transitions = sub_path + heatmap_transitions_filename
logger.info('created heatmap_transitions for ' + str(ps.name))
except Exception as e:
print(e)
logger.error("couldn't create heatmap_transitions")
try:
ridge_line_filename = settings.PLOT_ACT_RIDGE_FN
path_to_ridge_line = path + ridge_line_filename
ridge_line(df_activities,
lst_act=lst_acts,
file_path=path_to_ridge_line)
ps.plot_ridge_line = sub_path + ridge_line_filename
logger.info('created ridge_line for ' + str(ps.name))
except:
logger.error("couldn't create ridge_line")
ps.save()