kumify/mood/statistics.py
2021-02-21 20:59:39 +01:00

68 lines
1.9 KiB
Python

import holoviews as hv
import pandas as pd
from django.utils import timezone
from bokeh.models import HoverTool
from dateutil.relativedelta import relativedelta
from .models import Status
def moodstats(user, mindate=None, maxdate=None, days=7):
hv.extension('bokeh')
maxdate = maxdate or timezone.now()
mindate = mindate or (maxdate - relativedelta(days=days))
tooltips = [
('Date', '@date{%F %H:%M}'),
('Value', '@value')
]
formatters = {
'@date': 'datetime'
}
hover = HoverTool(tooltips=tooltips, formatters=formatters)
pointdict = {"date": [], "value": [], "color": []}
for status in Status.objects.filter(user=user, timestamp__gte=mindate, timestamp__lte=maxdate):
if status.mood:
pointdict["date"].append(status.timestamp)
pointdict["value"].append(status.mood.value)
pointdict["color"].append(status.mood.color)
pointframe = pd.DataFrame.from_dict(pointdict)
points = hv.Points(pointframe)
points.opts(
tools=[hover], color='color', cmap='Category20',
line_color='black', size=25,
width=600, height=400, show_grid=True,
title='Your Mood Entries')
pointtuples = [(pointdict["date"][i], pointdict["value"][i]) for i in range(len(pointdict["date"]))]
line = hv.Curve(pointtuples)
output = points * line
output.opts(tools=["xwheel_zoom"], ylim=(0, 5))
return output
def activitystats(user, mindate=None, maxdate=None, days=7):
maxdate = maxdate or timezone.now()
mindate = mindate or (maxdate - relativedelta(days=days))
output = {}
for status in Status.objects.filter(user=user, timestamp__gte=mindate, timestamp__lte=maxdate):
for activity in status.activity_set:
if activity in output.keys():
output[activity] += 1
else:
output[activity] = 1
return output