mybuddy/reports/graphs.py

364 lines
13 KiB
Python

# -*- coding: utf-8 -*-
from __future__ import unicode_literals
from collections import OrderedDict
from django.db.models import Count, Case, When
from django.db.models.functions import TruncDate
from django.utils import timezone
import pandas as pd
import plotly.offline as plotly
import plotly.graph_objs as go
from core.models import DiaperChange, Feeding, Sleep, TummyTime
from core.utils import duration_string, duration_parts
from . import utils
def diaperchange_lifetimes(child):
"""Create a graph showing how long diapers last (time between changes)."""
changes = DiaperChange.objects.filter(child=child).order_by('time')
durations = []
last_change = changes.first()
for change in changes[1:]:
duration = change.time - last_change.time
if duration.seconds > 0:
durations.append(duration)
last_change = change
trace = go.Box(
y=[round(d.seconds/3600, 2) for d in durations],
name='Changes',
jitter=0.3,
pointpos=-1.8,
boxpoints='all'
)
layout_args = utils.default_graph_layout_options()
layout_args['height'] = 800
layout_args['title'] = '<b>Diaper Lifetimes</b><br>{}'.format(child)
layout_args['yaxis']['title'] = 'Time between changes (hours)'
layout_args['yaxis']['zeroline'] = False
layout_args['yaxis']['dtick'] = 1
fig = go.Figure({
'data': [trace],
'layout': go.Layout(**layout_args)
})
output = plotly.plot(fig, output_type='div', include_plotlyjs=False)
return utils.split_graph_output(output)
def diaperchange_types(child):
"""Create a graph showing types of totals for diaper changes."""
changes = DiaperChange.objects.filter(child=child) \
.annotate(date=TruncDate('time')) \
.values('date') \
.annotate(wet_count=Count(Case(When(wet=True, then=1)))) \
.annotate(solid_count=Count(Case(When(solid=True, then=1)))) \
.annotate(total=Count('id')) \
.order_by('-date')
solid_trace = go.Scatter(
mode='markers',
name='Solid',
x=list(changes.values_list('date', flat=True)),
y=list(changes.values_list('solid_count', flat=True)),
)
wet_trace = go.Scatter(
mode='markers',
name='Wet',
x=list(changes.values_list('date', flat=True)),
y=list(changes.values_list('wet_count', flat=True))
)
total_trace = go.Scatter(
name='Total',
x=list(changes.values_list('date', flat=True)),
y=list(changes.values_list('total', flat=True))
)
layout_args = utils.default_graph_layout_options()
layout_args['barmode'] = 'stack'
layout_args['title'] = '<b>Diaper Change Types</b><br>{}'.format(child)
layout_args['xaxis']['title'] = 'Date'
layout_args['xaxis']['rangeselector'] = utils.rangeselector_date()
layout_args['yaxis']['title'] = 'Number of changes'
fig = go.Figure({
'data': [solid_trace, wet_trace, total_trace],
'layout': go.Layout(**layout_args)
})
output = plotly.plot(fig, output_type='div', include_plotlyjs=False)
return utils.split_graph_output(output)
def sleep_totals(child):
"""Create a graph showing total time sleeping for each day."""
instances = Sleep.objects.filter(child=child).order_by('start')
totals = {}
for instance in instances:
start = timezone.localtime(instance.start)
end = timezone.localtime(instance.end)
if start.date() not in totals.keys():
totals[start.date()] = timezone.timedelta(seconds=0)
if end.date() not in totals.keys():
totals[end.date()] = timezone.timedelta(seconds=0)
# Account for dates crossing midnight.
if start.date() != end.date():
totals[start.date()] += end.replace(
year=start.year, month=start.month, day=start.day,
hour=23, minute=59, second=59) - start
totals[end.date()] += end - start.replace(
year=end.year, month=end.month, day=end.day, hour=0, minute=0,
second=0)
else:
totals[start.date()] += instance.duration
trace = go.Bar(
name='Total sleep',
x=list(totals.keys()),
y=[td.seconds/3600 for td in totals.values()],
hoverinfo='text',
textposition='outside',
text=[_duration_string_short(td) for td in totals.values()]
)
layout_args = utils.default_graph_layout_options()
layout_args['barmode'] = 'stack'
layout_args['title'] = '<b>Sleep Totals</b><br>{}'.format(child)
layout_args['xaxis']['title'] = 'Date'
layout_args['xaxis']['rangeselector'] = utils.rangeselector_date()
layout_args['yaxis']['title'] = 'Hours of sleep'
fig = go.Figure({
'data': [trace],
'layout': go.Layout(**layout_args)
})
output = plotly.plot(fig, output_type='div', include_plotlyjs=False)
return utils.split_graph_output(output)
def _duration_string_short(duration):
"""Format a "short" duration string without seconds precision. This is
intended to fit better in smaller spaces on a graph."""
h, m, s = duration_parts(duration)
return '{}h{}m'.format(h, m)
def sleep_pattern(child):
"""Create a graph showing blocked out periods of sleep during each day."""
# TODO: Simplify this using the bar charts "base" property.
instances = Sleep.objects.filter(child=child).order_by('start')
y_df = pd.DataFrame()
text_df = pd.DataFrame()
last_end_time = None
adjustment = None
df_index = 0
for instance in instances:
start_time = timezone.localtime(instance.start)
end_time = timezone.localtime(instance.end)
start_date = start_time.date().isoformat()
duration = instance.duration
# Check if the previous entry crossed midnight (see below).
if adjustment:
# Fake (0) entry to keep the color switching logic working.
df_index = _add_sleep_entry(
y_df, text_df, 0, adjustment['column'], 0)
# Real adjustment entry.
df_index = _add_sleep_entry(
y_df,
text_df,
df_index,
adjustment['column'],
adjustment['duration'].seconds/60,
'Asleep {} ({} to {})'.format(
duration_string(adjustment['duration']),
adjustment['start_time'].strftime('%I:%M %p'),
adjustment['end_time'].strftime('%I:%M %p')
)
)
last_end_time = timezone.localtime(adjustment['end_time'])
adjustment = None
# If the dates do not match, set up an adjustment for the next day.
if end_time.date() != start_time.date():
adj_start_time = end_time.replace(hour=0, minute=0, second=0)
adjustment = {
'column': end_time.date().isoformat(),
'start_time': adj_start_time,
'end_time': end_time,
'duration': end_time - adj_start_time
}
# Adjust end_time for the current entry.
end_time = end_time.replace(
year=start_time.year, month=start_time.month,
day=start_time.day, hour=23, minute=59, second=0)
duration = end_time - start_time
if start_date not in y_df:
last_end_time = start_time.replace(hour=0, minute=0, second=0)
# Awake time.
df_index = _add_sleep_entry(
y_df,
text_df,
df_index,
start_date,
(start_time - last_end_time).seconds/60
)
# Asleep time.
df_index = _add_sleep_entry(
y_df,
text_df,
df_index,
start_date,
duration.seconds/60,
'Asleep {} ({} to {})'.format(
duration_string(duration),
start_time.strftime('%I:%M %p'),
end_time.strftime('%I:%M %p')
)
)
last_end_time = end_time
dates = list(y_df)
traces = []
color = 'rgba(255, 255, 255, 0)'
for index, row in y_df.iterrows():
traces.append(go.Bar(
x=dates,
y=row,
text=text_df.ix[index],
hoverinfo='text',
marker={'color': color},
showlegend=False,
))
if color == 'rgba(255, 255, 255, 0)':
color = 'rgb(35, 110, 150)'
else:
color = 'rgba(255, 255, 255, 0)'
layout_args = utils.default_graph_layout_options()
layout_args['margin']['b'] = 100
layout_args['barmode'] = 'stack'
layout_args['hovermode'] = 'closest'
layout_args['title'] = '<b>Sleep Pattern</b><br>{}'.format(child)
layout_args['height'] = 800
layout_args['xaxis']['title'] = 'Date'
layout_args['xaxis']['tickangle'] = -65
layout_args['xaxis']['rangeselector'] = utils.rangeselector_date()
start = timezone.localtime().strptime('12:00 AM', '%I:%M %p')
ticks = OrderedDict()
ticks[0] = start.strftime('%I:%M %p')
for i in range(30, 60*24, 30):
ticks[i] = (start + timezone.timedelta(minutes=i)).strftime('%I:%M %p')
layout_args['yaxis']['title'] = 'Time of day'
layout_args['yaxis']['rangemode'] = 'tozero'
layout_args['yaxis']['tickmode'] = 'array'
layout_args['yaxis']['tickvals'] = list(ticks.keys())
layout_args['yaxis']['ticktext'] = list(ticks.values())
layout_args['yaxis']['tickfont'] = {'size': 10}
fig = go.Figure({
'data': traces,
'layout': go.Layout(**layout_args)
})
output = plotly.plot(fig, output_type='div', include_plotlyjs=False)
return utils.split_graph_output(output)
def _add_sleep_entry(y_df, text_df, index, column, duration, text=''):
"""Create a duration and text description entry in a DataFrame and return
the next index on success."""
if column not in y_df:
y_df.assign(**{column: 0 in range(0, len(y_df.index))})
text_df.assign(**{column: 0 in range(0, len(text_df.index))})
index = 0
y_df.set_value(index, column, duration)
text_df.set_value(index, column, text)
return index + 1
def timeline(child, date):
"""Create a time-sorted dictionary for all events for a child."""
min_date = date
max_date = date.replace(hour=23, minute=59, second=59)
events = []
instances = DiaperChange.objects.filter(child=child).filter(
time__range=(min_date, max_date)).order_by('-time')
for instance in instances:
events.append({
'time': timezone.localtime(instance.time),
'event': '{} had a diaper change.'.format(child.first_name),
'model_name': instance.model_name,
})
instances = Feeding.objects.filter(child=child).filter(
start__range=(min_date, max_date)).order_by('-start')
for instance in instances:
events.append({
'time': timezone.localtime(instance.start),
'event': '{} started feeding.'.format(instance.child.first_name),
'model_name': instance.model_name,
'type': 'start'
})
events.append({
'time': timezone.localtime(instance.end),
'event': '{} finished feeding.'.format(instance.child.first_name),
'model_name': instance.model_name,
'type': 'end'
})
instances = Sleep.objects.filter(child=child).filter(
start__range=(min_date, max_date)).order_by('-start')
for instance in instances:
events.append({
'time': timezone.localtime(instance.start),
'event': '{} fell asleep.'.format(instance.child.first_name),
'model_name': instance.model_name,
'type': 'start'
})
events.append({
'time': timezone.localtime(instance.end),
'event': '{} woke up.'.format(instance.child.first_name),
'model_name': instance.model_name,
'type': 'end'
})
instances = TummyTime.objects.filter(child=child).filter(
start__range=(min_date, max_date)).order_by('-start')
for instance in instances:
events.append({
'time': timezone.localtime(instance.start),
'event': '{} started tummy time!'.format(
instance.child.first_name),
'model_name': instance.model_name,
'type': 'start'
})
events.append({
'time': timezone.localtime(instance.end),
'event': '{} finished tummy time.'.format(
instance.child.first_name),
'model_name': instance.model_name,
'type': 'end'
})
events.sort(key=lambda x: x['time'], reverse=True)
return events