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synced 2025-09-19 14:32:22 -04:00

see the following for background discussion: http://groups.google.com/group/ankisrs-users/browse_thread/thread/4db5e82f7dff74fb - change sched index to the more efficient gid, queue, due - drop the dynamic index support. as there's no no q/a cache anymore, it's cheap enough to hit the cards table directly, and we can't use the index in its new form. - drop order by clauses (see todo) - ensure there's always an active group. if users want to study all groups at once, they need to create a top level group. we do this because otherwise the 'top level group' that's active when everything is selected is not clear. to do: - new cards will appear in gid order, but the gid numbers don't reflect alphabetical sorting. we need to change the scheduling code so that it steps through each group in turn - likewise for the learn queue
694 lines
24 KiB
Python
694 lines
24 KiB
Python
# -*- coding: utf-8 -*-
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# Copyright: Damien Elmes <anki@ichi2.net>
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# License: GNU AGPL, version 3 or later; http://www.gnu.org/licenses/agpl.html
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import time, sys, os, datetime, simplejson
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import anki.js
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from anki.utils import fmtTimeSpan, fmtFloat, ids2str
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from anki.consts import *
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from anki.lang import _, ngettext
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from anki.hooks import runFilter
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# Card stats
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##########################################################################
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class CardStats(object):
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def __init__(self, deck, card):
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self.deck = deck
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self.card = card
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def report(self):
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c = self.card
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fmt = lambda x, **kwargs: fmtTimeSpan(x, short=True, **kwargs)
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self.txt = "<table width=100%%>"
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self.addLine(_("Added"), self.date(c.id/1000))
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first = self.deck.db.scalar(
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"select min(id) from revlog where cid = ?", c.id)
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last = self.deck.db.scalar(
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"select max(id) from revlog where cid = ?", c.id)
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if first:
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self.addLine(_("First Review"), self.date(first/1000))
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self.addLine(_("Latest Review"), self.date(last/1000))
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if c.queue in (1,2):
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if c.queue == 2:
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next = time.time()+((self.deck.sched.today - c.due)*86400)
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else:
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next = c.due
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next = self.date(next)
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self.addLine(_("Due"), next)
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self.addLine(_("Interval"), fmt(c.ivl * 86400))
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self.addLine(_("Ease"), "%d%%" % (c.factor/10.0))
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(cnt, total) = self.deck.db.first(
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"select count(), sum(time)/1000 from revlog where cid = :id",
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id=c.id)
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if cnt:
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self.addLine(_("Average Time"), self.time(total / float(cnt)))
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self.addLine(_("Total Time"), self.time(total))
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elif c.queue == 0:
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self.addLine(_("Position"), c.due)
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self.addLine(_("Model"), c.model()['name'])
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self.addLine(_("Template"), c.template()['name'])
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self.addLine(_("Current Group"), self.deck.groups.name(c.gid))
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self.addLine(_("Home Group"), self.deck.groups.name(c.fact().gid))
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self.txt += "</table>"
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return self.txt
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def addLine(self, k, v):
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self.txt += self.makeLine(k, v)
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def makeLine(self, k, v):
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txt = "<tr><td align=right style='padding-right: 3px;'>"
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txt += "<b>%s</b></td><td>%s</td></tr>" % (k, v)
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return txt
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def date(self, tm):
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return time.strftime("%Y-%m-%d", time.localtime(tm))
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def time(self, tm):
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str = ""
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if tm >= 60:
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str = fmtTimeSpan((tm/60)*60, short=True, point=-1, unit=1)
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if tm%60 != 0 or not str:
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str += fmtTimeSpan(tm%60, point=2 if not str else -1, short=True)
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return str
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# Deck stats
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##########################################################################
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colYoung = "#7c7"
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colMature = "#070"
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colCum = "rgba(0,0,0,0.9)"
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colLearn = "#00F"
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colRelearn = "#c00"
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colCram = "#ff0"
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colIvl = "#077"
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colHour = "#777"
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colTime = "#770"
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colUnseen = "#000"
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colSusp = "#ff0"
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class DeckStats(object):
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def __init__(self, deck):
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self.deck = deck
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self._stats = None
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self.type = 0
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self.width = 600
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self.height = 200
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def report(self, type=0):
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# 0=days, 1=weeks, 2=months
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# period-dependent graphs
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self.type = type
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txt = self.css
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txt += self.dueGraph()
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txt += self.repsGraph()
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txt += self.ivlGraph()
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# other graphs
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txt += self.hourGraph()
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txt += self.easeGraph()
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txt += self.cardGraph()
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return "<script>%s\n</script><center>%s</center>" % (anki.js.all, txt)
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css = """
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<style>
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h1 { margin-bottom: 0; margin-top: 1em; }
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body { font-size: 14px; }
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table * { font-size: 14px; }
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.pielabel { text-align:center; padding:0px; color:white; }
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</style>
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"""
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# Due and cumulative due
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######################################################################
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def dueGraph(self):
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if self.type == 0:
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start = 0; end = 31; chunk = 1;
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elif self.type == 1:
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start = 0; end = 52; chunk = 7
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elif self.type == 2:
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start = 0; end = None; chunk = 30
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d = self._due(start, end, chunk)
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yng = []
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mtr = []
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tot = 0
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totd = []
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for day in d:
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yng.append((day[0], day[1]))
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mtr.append((day[0], day[2]))
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tot += day[1]+day[2]
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totd.append((day[0], tot))
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data = [
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dict(data=mtr, color=colMature, label=_("Mature")),
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dict(data=yng, color=colYoung, label=_("Young")),
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]
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if len(totd) > 1:
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data.append(
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dict(data=totd, color=colCum, label=_("Cumulative"), yaxis=2,
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bars={'show': False}, lines=dict(show=True), stack=False))
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txt = self._title(
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_("Forecast"),
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_("The number of reviews due in the future."))
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xaxis = dict(tickDecimals=0, min=-0.5)
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if end is not None:
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xaxis['max'] = end-0.5
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txt += self._graph(id="due", data=data, conf=dict(
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xaxis=xaxis,
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yaxes=[dict(), dict(tickDecimals=0, position="right")]))
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txt += self._dueInfo(tot, len(totd)*chunk)
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return txt
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def _dueInfo(self, tot, num):
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i = []
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self._line(i, _("Total"), _("%d reviews") % tot)
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self._line(i, _("Average"), self._avgDay(
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tot, num, _("reviews")))
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return self._lineTbl(i)
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def _due(self, start=None, end=None, chunk=1):
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lim = ""
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if start is not None:
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lim += " and due-:today >= %d" % start
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if end is not None:
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lim += " and day < %d" % end
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return self.deck.db.all("""
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select (due-:today)/:chunk as day,
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sum(case when ivl < 21 then 1 else 0 end), -- yng
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sum(case when ivl >= 21 then 1 else 0 end) -- mtr
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from cards
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where gid in %s and queue = 2
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%s
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group by day order by day""" % (self._limit(), lim),
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today=self.deck.sched.today,
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chunk=chunk)
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# Reps and time spent
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######################################################################
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def repsGraph(self):
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if self.type == 0:
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days = 30; chunk = 1
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elif self.type == 1:
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days = 52; chunk = 7
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else:
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days = None; chunk = 30
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return self._repsGraph(self._done(days, chunk),
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days,
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_("Review Count"),
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_("Review Time"))
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def _repsGraph(self, data, days, reptitle, timetitle):
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if not data:
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return ""
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d = data
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conf = dict(
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xaxis=dict(tickDecimals=0, max=0.5),
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yaxes=[dict(), dict(position="right")])
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if days is not None:
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conf['xaxis']['min'] = -days-0.5
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def plot(id, data, ylabel):
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return self._graph(
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id, data=data, conf=conf, ylabel=ylabel)
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# reps
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(repdata, repsum) = self._splitRepData(d, (
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(3, colMature, _("Mature")),
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(2, colYoung, _("Young")),
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(4, colRelearn, _("Relearn")),
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(1, colLearn, _("Learn")),
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(5, colCram, _("Cram"))))
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txt = self._title(
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reptitle, _("The number of questions you have answered."))
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txt += plot("reps", repdata, ylabel=_("Answers"))
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(daysStud, fstDay) = self._daysStudied()
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txt += self._ansInfo(repsum, daysStud, fstDay, _("reviews"))
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# time
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(timdata, timsum) = self._splitRepData(d, (
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(8, colMature, _("Mature")),
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(7, colYoung, _("Young")),
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(9, colRelearn, _("Relearn")),
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(6, colLearn, _("Learn")),
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(10, colCram, _("Cram"))))
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if self.type == 0:
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t = _("Minutes")
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convHours = False
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else:
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t = _("Hours")
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convHours = True
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txt += self._title(timetitle, _("The time taken to answer the questions."))
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txt += plot("time", timdata, ylabel=t)
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txt += self._ansInfo(timsum, daysStud, fstDay, _("minutes"), convHours)
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return txt
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def _ansInfo(self, totd, studied, first, unit, convHours=False):
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if not totd:
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return
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tot = totd[-1][1]
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period = self._periodDays()
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if not period:
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period = self.deck.sched.today - first + 1
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i = []
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self._line(i, _("Days studied"),
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_("<b>%(pct)d%%</b> (%(x)s of %(y)s)") % dict(
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x=studied, y=period, pct=studied/float(period)*100),
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bold=False)
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if convHours:
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tunit = _("hours")
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else:
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tunit = unit
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self._line(i, _("Total"), _("%(tot)s %(unit)s") % dict(
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unit=tunit, tot=int(tot)))
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if convHours:
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# convert to minutes
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tot *= 60
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self._line(i, _("Average over studied"), self._avgDay(
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tot, studied, unit))
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self._line(i, _("If you studied every day"), self._avgDay(
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tot, period, unit))
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return self._lineTbl(i)
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def _splitRepData(self, data, spec):
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sep = {}
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totcnt = {}
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totd = {}
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alltot = []
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allcnt = 0
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for (n, col, lab) in spec:
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totcnt[n] = 0
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totd[n] = []
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sum = []
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for row in data:
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for (n, col, lab) in spec:
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if n not in sep:
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sep[n] = []
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sep[n].append((row[0], row[n]))
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totcnt[n] += row[n]
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allcnt += row[n]
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totd[n].append((row[0], totcnt[n]))
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alltot.append((row[0], allcnt))
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ret = []
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for (n, col, lab) in spec:
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if len(totd[n]) > 1 and totcnt[n]:
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# bars
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ret.append(dict(data=sep[n], color=col, label=lab))
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# lines
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ret.append(dict(
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data=totd[n], color=col, label=None, yaxis=2,
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bars={'show': False}, lines=dict(show=True), stack=-n))
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return (ret, alltot)
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def _done(self, num=7, chunk=1):
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lims = []
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if num is not None:
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lims.append("id > %d" % (
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(self.deck.sched.dayCutoff-(num*chunk*86400))*1000))
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lim = self._revlogLimit()
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if lim:
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lims.append(lim)
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if lims:
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lim = "where " + " and ".join(lims)
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else:
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lim = ""
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if self.type == 0:
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tf = 60.0 # minutes
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else:
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tf = 3600.0 # hours
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return self.deck.db.all("""
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select
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(cast((id/1000 - :cut) / 86400.0 as int))/:chunk as day,
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sum(case when type = 0 then 1 else 0 end), -- lrn count
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sum(case when type = 1 and lastIvl < 21 then 1 else 0 end), -- yng count
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sum(case when type = 1 and lastIvl >= 21 then 1 else 0 end), -- mtr count
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sum(case when type = 2 then 1 else 0 end), -- lapse count
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sum(case when type = 3 then 1 else 0 end), -- cram count
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sum(case when type = 0 then time/1000 else 0 end)/:tf, -- lrn time
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-- yng + mtr time
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sum(case when type = 1 and lastIvl < 21 then time/1000 else 0 end)/:tf,
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sum(case when type = 1 and lastIvl >= 21 then time/1000 else 0 end)/:tf,
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sum(case when type = 2 then time/1000 else 0 end)/:tf, -- lapse time
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sum(case when type = 3 then time/1000 else 0 end)/:tf -- cram time
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from revlog %s
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group by day order by day""" % lim,
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cut=self.deck.sched.dayCutoff,
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tf=tf,
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chunk=chunk)
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def _daysStudied(self):
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lims = []
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num = self._periodDays()
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if num:
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lims.append(
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"id > %d" %
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((self.deck.sched.dayCutoff-(num*86400))*1000))
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rlim = self._revlogLimit()
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if rlim:
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lims.append(rlim)
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if lims:
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lim = "where " + " and ".join(lims)
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else:
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lim = ""
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return self.deck.db.first("""
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select count(), abs(min(day)) from (select
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(cast((id/1000 - :cut) / 86400.0 as int)+1) as day
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from revlog %s
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group by day order by day)""" % lim,
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cut=self.deck.sched.dayCutoff)
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# Intervals
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######################################################################
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def ivlGraph(self):
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(ivls, all, avg, max) = self._ivls()
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tot = 0
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totd = []
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if not ivls or not all:
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return ""
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for (grp, cnt) in ivls:
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tot += cnt
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totd.append((grp, tot/float(all)*100))
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txt = self._title(_("Intervals"),
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_("Delays until reviews are shown again."))
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txt += self._graph(id="ivl", data=[
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dict(data=ivls, color=colIvl, label=_("All Types")),
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dict(data=totd, color=colCum, label=_("% Total"), yaxis=2,
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bars={'show': False}, lines=dict(show=True), stack=False)
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], conf=dict(
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xaxis=dict(min=-0.5, max=ivls[-1][0]+0.5),
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yaxes=[dict(), dict(position="right", max=105)]))
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i = []
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self._line(i, _("Average interval"), fmtTimeSpan(avg*86400))
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self._line(i, _("Longest interval"), fmtTimeSpan(max*86400))
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return txt + self._lineTbl(i)
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def _ivls(self):
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if self.type == 0:
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chunk = 1; lim = " and grp <= 30"
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elif self.type == 1:
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chunk = 7; lim = " and grp <= 52"
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else:
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chunk = 30; lim = ""
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data = [self.deck.db.all("""
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select ivl / :chunk as grp, count() from cards
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where gid in %s and queue = 2 %s
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group by grp
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order by grp""" % (self._limit(), lim), chunk=chunk)]
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return data + list(self.deck.db.first("""
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select count(), avg(ivl), max(ivl) from cards where gid in %s and queue = 2""" %
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self._limit()))
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# Eases
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######################################################################
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def easeGraph(self):
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# 3 + 4 + 4 + spaces on sides and middle = 15
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# yng starts at 1+3+1 = 5
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# mtr starts at 5+4+1 = 10
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d = {'lrn':[], 'yng':[], 'mtr':[]}
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types = ("lrn", "yng", "mtr")
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eases = self._eases()
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for (type, ease, cnt) in eases:
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if type == 1:
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ease += 5
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elif type == 2:
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ease += 10
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n = types[type]
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d[n].append((ease, cnt))
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ticks = [[1,1],[2,2],[3,3],
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[6,1],[7,2],[8,3],[9,4],
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[11, 1],[12,2],[13,3],[14,4]]
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txt = self._title(_("Answer Buttons"),
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_("The number of times you have pressed each button."))
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txt += self._graph(id="ease", data=[
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dict(data=d['lrn'], color=colLearn, label=_("Learning")),
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dict(data=d['yng'], color=colYoung, label=_("Young")),
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dict(data=d['mtr'], color=colMature, label=_("Mature")),
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], type="barsLine", conf=dict(
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xaxis=dict(ticks=ticks, min=0, max=15)),
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ylabel=_("Answers"))
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txt += self._easeInfo(eases)
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return txt
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def _easeInfo(self, eases):
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types = {0: [0, 0], 1: [0, 0], 2: [0,0]}
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for (type, ease, cnt) in eases:
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if ease == 1:
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types[type][0] += cnt
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else:
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types[type][1] += cnt
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i = []
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for type in range(3):
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(bad, good) = types[type]
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tot = bad + good
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try:
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pct = good / float(tot) * 100
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except:
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pct = 0
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i.append(_(
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"Correct: <b>%(pct)0.2f%%</b><br>(%(good)d of %(tot)d)") % dict(
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pct=pct, good=good, tot=tot))
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return ("""
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<center><table width=%dpx><tr><td width=50></td><td align=center>""" % self.width +
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"</td><td align=center>".join(i) +
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"</td></tr></table></center>")
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def _eases(self):
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lim = self._revlogLimit()
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if lim:
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lim = "where " + lim
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return self.deck.db.all("""
|
|
select (case
|
|
when type in (0,2) then 0
|
|
when lastIvl < 21 then 1
|
|
else 2 end) as thetype,
|
|
ease, count() from revlog %s
|
|
group by thetype, ease
|
|
order by thetype, ease""" % lim)
|
|
|
|
# Hourly retention
|
|
######################################################################
|
|
|
|
def hourGraph(self):
|
|
data = self._hourRet()
|
|
if not data:
|
|
return ""
|
|
shifted = []
|
|
trend = []
|
|
peak = 0
|
|
for d in data:
|
|
hour = (d[0] - 4) % 24
|
|
pct = d[1]
|
|
if pct > peak:
|
|
peak = pct
|
|
shifted.append((hour, pct))
|
|
shifted.sort()
|
|
for d in shifted:
|
|
hour = d[0]
|
|
pct = d[1]
|
|
if not trend:
|
|
trend.append((hour, pct))
|
|
else:
|
|
prev = trend[-1][1]
|
|
diff = pct-prev
|
|
diff /= 3.0
|
|
diff = round(diff, 1)
|
|
trend.append((hour, prev+diff))
|
|
txt = self._title(_("Hourly Retention"),
|
|
_("Review success rate for each hour of the day."))
|
|
txt += self._graph(id="hour", data=[
|
|
dict(data=shifted, color=colHour, label=_("% Failed")),
|
|
dict(data=trend, color=colCum, label=_("Trend"),
|
|
bars={'show': False}, lines=dict(show=True), stack=False)
|
|
], conf=dict(
|
|
xaxis=dict(ticks=[[0, _("4AM")], [6, _("10AM")],
|
|
[12, _("4PM")], [18, _("10PM")], [23, _("3AM")]]),
|
|
yaxis=dict(max=peak)),
|
|
ylabel=_("%Correct"))
|
|
return txt
|
|
|
|
def _hourRet(self):
|
|
lim = self._revlogLimit()
|
|
if lim:
|
|
lim = " and " + lim
|
|
sd = datetime.datetime.fromtimestamp(self.deck.crt)
|
|
return self.deck.db.all("""
|
|
select
|
|
23 - ((cast((:cut - id/1000) / 3600.0 as int)) %% 24) as hour,
|
|
sum(case when ease = 1 then 0 else 1 end) /
|
|
cast(count() as float) * 100,
|
|
count()
|
|
from revlog where type = 1 %s
|
|
group by hour having count() > 30 order by hour""" % lim,
|
|
cut=self.deck.sched.dayCutoff-(sd.hour*3600))
|
|
|
|
# Cards
|
|
######################################################################
|
|
|
|
def cardGraph(self):
|
|
# graph data
|
|
div = self._cards()
|
|
d = []
|
|
for c, (t, col) in enumerate((
|
|
(_("Mature"), colMature),
|
|
(_("Young+Learn"), colYoung),
|
|
(_("Unseen"), colUnseen),
|
|
(_("Suspended"), colSusp))):
|
|
d.append(dict(data=div[c], label=t, color=col))
|
|
# text data
|
|
i = []
|
|
(c, f) = self.deck.db.first("""
|
|
select count(id), count(distinct fid) from cards
|
|
where gid in %s """ % self._limit())
|
|
self._line(i, _("Total cards"), c)
|
|
self._line(i, _("Total facts"), f)
|
|
(low, avg, high) = self._factors()
|
|
if low:
|
|
self._line(i, _("Lowest ease factor"), "%d%%" % low)
|
|
self._line(i, _("Average ease factor"), "%d%%" % avg)
|
|
self._line(i, _("Highest ease factor"), "%d%%" % high)
|
|
min = self.deck.db.scalar(
|
|
"select min(id) from cards where gid in %s " % self._limit())
|
|
if min:
|
|
self._line(i, _("First card created"), _("%s ago") % fmtTimeSpan(
|
|
time.time() - (min/1000)))
|
|
info = "<table width=100%>" + "".join(i) + "</table><p>"
|
|
info += _('''\
|
|
A card's <i>ease factor</i> is the size of the next interval \
|
|
when you answer "good" on a review.''')
|
|
txt = self._title(_("Cards Types"),
|
|
_("The division of cards in your deck."))
|
|
txt += "<table width=%d><tr><td>%s</td><td>%s</td></table>" % (
|
|
self.width,
|
|
self._graph(id="cards", data=d, type="pie"),
|
|
info)
|
|
return txt
|
|
|
|
def _line(self, i, a, b, bold=True):
|
|
if bold:
|
|
i.append(("<tr><td width=200 align=right>%s:</td><td><b>%s</b></td></tr>") % (a,b))
|
|
else:
|
|
i.append(("<tr><td width=200 align=right>%s:</td><td>%s</td></tr>") % (a,b))
|
|
|
|
def _lineTbl(self, i):
|
|
return "<table width=400>" + "".join(i) + "</table>"
|
|
|
|
def _factors(self):
|
|
return self.deck.db.first("""
|
|
select
|
|
min(factor) / 10.0,
|
|
avg(factor) / 10.0,
|
|
max(factor) / 10.0
|
|
from cards where gid in %s and queue = 2""" % self._limit())
|
|
|
|
def _cards(self):
|
|
return self.deck.db.first("""
|
|
select
|
|
sum(case when queue=2 and ivl >= 21 then 1 else 0 end), -- mtr
|
|
sum(case when queue=1 or (queue=2 and ivl < 21) then 1 else 0 end), -- yng/lrn
|
|
sum(case when queue=0 then 1 else 0 end), -- new
|
|
sum(case when queue=-1 then 1 else 0 end) -- susp
|
|
from cards where gid in %s""" % self._limit())
|
|
|
|
# Tools
|
|
######################################################################
|
|
|
|
def _graph(self, id, data, conf={},
|
|
type="bars", ylabel=_("Cards"), timeTicks=True):
|
|
# display settings
|
|
if type == "pie":
|
|
conf['legend'] = {'container': "#%sLegend" % id, 'noColumns':2}
|
|
else:
|
|
conf['legend'] = {'container': "#%sLegend" % id, 'noColumns':10}
|
|
conf['series'] = dict(stack=True)
|
|
if not 'yaxis' in conf:
|
|
conf['yaxis'] = {}
|
|
conf['yaxis']['labelWidth'] = 40
|
|
if 'xaxis' not in conf:
|
|
conf['xaxis'] = {}
|
|
if timeTicks:
|
|
conf['timeTicks'] = (_("d"), _("w"), _("m"))[self.type]
|
|
# types
|
|
width = self.width
|
|
height = self.height
|
|
if type == "bars":
|
|
conf['series']['bars'] = dict(
|
|
show=True, barWidth=0.8, align="center", fill=0.7, lineWidth=0)
|
|
elif type == "barsLine":
|
|
conf['series']['bars'] = dict(
|
|
show=True, barWidth=0.8, align="center", fill=0.7, lineWidth=3)
|
|
elif type == "fill":
|
|
conf['series']['lines'] = dict(show=True, fill=True)
|
|
elif type == "pie":
|
|
width /= 2.3
|
|
height *= 1.5
|
|
ylabel = ""
|
|
conf['series']['pie'] = dict(
|
|
show=True,
|
|
radius=1,
|
|
stroke=dict(color="#fff", width=5),
|
|
label=dict(
|
|
show=True,
|
|
radius=0.8,
|
|
threshold=0.01,
|
|
background=dict(
|
|
opacity=0.5,
|
|
color="#000"
|
|
)))
|
|
|
|
#conf['legend'] = dict(show=False)
|
|
return (
|
|
"""
|
|
<table cellpadding=0 cellspacing=10>
|
|
<tr>
|
|
<td><div style="width: 10px; -webkit-transform: rotate(-90deg);
|
|
-moz-transform: rotate(-90deg);">%(ylab)s</div></td>
|
|
<td>
|
|
<center><div id=%(id)sLegend></div></center>
|
|
<div id="%(id)s" style="width:%(w)s; height:%(h)s;"></div>
|
|
</td></tr></table>
|
|
<script>
|
|
$(function () {
|
|
var conf = %(conf)s;
|
|
if (conf.timeTicks) {
|
|
conf.xaxis.tickFormatter = function (val, axis) {
|
|
return val.toFixed(0)+conf.timeTicks;
|
|
}
|
|
}
|
|
if (conf.series.pie) {
|
|
conf.series.pie.label.formatter = function(label, series){
|
|
return '<div class=pielabel>'+Math.round(series.percent)+'%%</div>';
|
|
};
|
|
}
|
|
$.plot($("#%(id)s"), %(data)s, conf);
|
|
});
|
|
</script>""" % dict(
|
|
id=id, w=width, h=height,
|
|
ylab=ylabel,
|
|
data=simplejson.dumps(data), conf=simplejson.dumps(conf)))
|
|
|
|
def _limit(self):
|
|
return self.deck.sched._groupLimit()
|
|
|
|
def _revlogLimit(self):
|
|
return ("cid in (select id from cards where gid in %s)" %
|
|
ids2str(self.deck.groups.active()))
|
|
|
|
def _title(self, title, subtitle=""):
|
|
return '<h1>%s</h1>%s' % (title, subtitle)
|
|
|
|
def _periodDays(self):
|
|
if self.type == 0:
|
|
return 30
|
|
elif self.type == 1:
|
|
return 365
|
|
else:
|
|
return None
|
|
|
|
def _avgDay(self, tot, num, unit):
|
|
vals = []
|
|
try:
|
|
vals.append(_("%d %s/day") % (tot/float(num), unit))
|
|
return ", ".join(vals)
|
|
except ZeroDivisionError:
|
|
return ""
|