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#!/usr/bin/env python
"""
Matplotlib provides sophisticated date plotting capabilities, standing
on the shoulders of python datetime, the add-on modules pytz and
dateutils. datetime objects are converted to floating point numbers
which represent the number of days since 0001-01-01 UTC. The helper
functions date2num, num2date and drange are used to facilitate easy
conversion to and from datetime and numeric ranges.
A wide range of specific and general purpose date tick locators and
formatters are provided in this module. See matplotlib.tickers for
general information on tick locators and formatters. These are
described below.
All the matplotlib date converters, tickers and formatters are
timezone aware, and the default timezone is given by the timezone
parameter in your matplotlibrc file. If you leave out a tz timezone
instance, the default from your rc file will be assumed. If you want
to use a custom time zone, pass a pytz.timezone instance
with the tz keyword argument to num2date, plot_date, and any custom
date tickers or locators you create. See http://pytz.sourceforge.net
for information on pytz and timezone handling.
The dateutil module (http://labix.org/python-dateutil)
provides additional code to handle
date ticking, making it easy to place ticks on any kinds of dates -
see examples below.
Date tickers -
Most of the date tickers can locate single or multiple values. Eg
# tick on mondays every week
loc = WeekdayLocator(byweekday=MO, tz=tz)
# tick on mondays and saturdays
loc = WeekdayLocator(byweekday=(MO, SA))
In addition, most of the constructors take an interval argument.
# tick on mondays every second week
loc = WeekdayLocator(byweekday=MO, interval=2)
The rrule locator allows completely general date ticking
# tick every 5th easter
rule = rrulewrapper(YEARLY, byeaster=1, interval=5)
loc = RRuleLocator(rule)
Here are all the date tickers
* MinuteLocator - locate minutes
* HourLocator - locate hours
* DayLocator - locate specifed days of the month
* WeekdayLocator - Locate days of the week, eg MO, TU
* MonthLocator - locate months, eg 7 for july
* YearLocator - locate years that are multiples of base
* RRuleLocator - locate using a matplotlib.dates.rrulewrapper.
The rrulewrapper is a simple wrapper around a dateutils.rrule
https://moin.conectiva.com.br/DateUtil which allow almost
arbitrary date tick specifications. See
examples/date_demo_rrule.py
Date formatters
DateFormatter - use strftime format strings
DateIndexFormatter - date plots with implicit x indexing.
"""
import re, time, math, datetime
import pytz
import matplotlib
import numpy as npy
import matplotlib.units as units
import matplotlib.cbook as cbook
import matplotlib.ticker as ticker
from pytz import timezone
from dateutil.rrule import rrule, MO, TU, WE, TH, FR, SA, SU, YEARLY, \
MONTHLY, WEEKLY, DAILY, HOURLY, MINUTELY, SECONDLY
from dateutil.relativedelta import relativedelta
import dateutil.parser
__all__ = ( 'date2num', 'num2date', 'drange', 'epoch2num',
'num2epoch', 'mx2num', 'DateFormatter',
'IndexDateFormatter', 'DateLocator', 'RRuleLocator',
'YearLocator', 'MonthLocator', 'WeekdayLocator',
'DayLocator', 'HourLocator', 'MinuteLocator',
'SecondLocator', 'rrule', 'MO', 'TU', 'WE', 'TH', 'FR',
'SA', 'SU', 'YEARLY', 'MONTHLY', 'WEEKLY', 'DAILY',
'HOURLY', 'MINUTELY', 'SECONDLY', 'relativedelta',
'seconds', 'minutes', 'hours', 'weeks')
UTC = pytz.timezone('UTC')
def _get_rc_timezone():
s = matplotlib.rcParams['timezone']
return pytz.timezone(s)
HOURS_PER_DAY = 24.
MINUTES_PER_DAY = 60.*HOURS_PER_DAY
SECONDS_PER_DAY = 60.*MINUTES_PER_DAY
MUSECONDS_PER_DAY = 1e6*SECONDS_PER_DAY
SEC_PER_MIN = 60
SEC_PER_HOUR = 3600
SEC_PER_DAY = SEC_PER_HOUR * 24
SEC_PER_WEEK = SEC_PER_DAY * 7
MONDAY, TUESDAY, WEDNESDAY, THURSDAY, FRIDAY, SATURDAY, SUNDAY = (
MO, TU, WE, TH, FR, SA, SU)
WEEKDAYS = (MONDAY, TUESDAY, WEDNESDAY, THURSDAY, FRIDAY, SATURDAY, SUNDAY)
def _to_ordinalf(dt):
"""
convert datetime to the Gregorian date as UTC float days,
preserving hours, minutes, seconds and microseconds. return value
is a float
"""
if hasattr(dt, 'tzinfo') and dt.tzinfo is not None:
delta = dt.tzinfo.utcoffset(dt)
if delta is not None:
dt -= delta
base = float(dt.toordinal())
if hasattr(dt, 'hour'):
base += (dt.hour/HOURS_PER_DAY + dt.minute/MINUTES_PER_DAY +
dt.second/SECONDS_PER_DAY + dt.microsecond/MUSECONDS_PER_DAY
)
return base
def _from_ordinalf(x, tz=None):
"""
convert Gregorian float of the date, preserving hours, minutes,
seconds and microseconds. return value is a datetime
"""
if tz is None: tz = _get_rc_timezone()
ix = int(x)
dt = datetime.datetime.fromordinal(ix)
remainder = float(x) - ix
hour, remainder = divmod(24*remainder, 1)
minute, remainder = divmod(60*remainder, 1)
second, remainder = divmod(60*remainder, 1)
microsecond = int(1e6*remainder)
if microsecond<10: microsecond=0 # compensate for rounding errors
dt = datetime.datetime(
dt.year, dt.month, dt.day, int(hour), int(minute), int(second),
microsecond, tzinfo=UTC).astimezone(tz)
if microsecond>999990: # compensate for rounding errors
dt += datetime.timedelta(microseconds=1e6-microsecond)
return dt
class strpdate2num:
"""
Use this class to parse date strings to matplotlib datenums when
you know the date format string of the date you are parsing. See
examples/load_demo.py
"""
def __init__(self, fmt):
""" fmt: any valid strptime format is supported """
self.fmt = fmt
def __call__(self, s):
"""s : string to be converted
return value: a date2num float
"""
return date2num(datetime.datetime(*time.strptime(s, self.fmt)[:6]))
def datestr2num(d):
"""
Convert a date string to a datenum using dateutil.parser.parse
d can be a single string or a sequence of strings
"""
if cbook.is_string_like(d):
dt = dateutil.parser.parse(d)
return date2num(dt)
else:
return date2num([dateutil.parser.parse(s) for s in d])
def date2num(d):
"""
d is either a datetime instance or a sequence of datetimes
return value is a floating point number (or sequence of floats)
which gives number of days (fraction part represents hours,
minutes, seconds) since 0001-01-01 00:00:00 UTC
"""
if not cbook.iterable(d): return _to_ordinalf(d)
else: return npy.asarray([_to_ordinalf(val) for val in d])
def julian2num(j):
'convert a Julian date (or sequence) to a matplotlib date (or sequence)'
if cbook.iterable(j): j = npy.asarray(j)
return j + 1721425.5
def num2julian(n):
'convert a matplotlib date (or seguence) to a Julian date (or sequence)'
if cbook.iterable(n): n = npy.asarray(n)
return n - 1721425.5
def num2date(x, tz=None):
"""
x is a float value which gives number of days (fraction part
represents hours, minutes, seconds) since 0001-01-01 00:00:00 UTC
Return value is a datetime instance in timezone tz (default to
rcparams TZ value)
if x is a sequence, a sequence of datetimes will be returned
"""
if tz is None: tz = _get_rc_timezone()
if not cbook.iterable(x): return _from_ordinalf(x, tz)
else: return [_from_ordinalf(val, tz) for val in x]
def drange(dstart, dend, delta):
"""
Return a date range as float gregorian ordinals. dstart and dend
are datetime instances. delta is a datetime.timedelta instance
"""
step = (delta.days + delta.seconds/SECONDS_PER_DAY +
delta.microseconds/MUSECONDS_PER_DAY)
f1 = _to_ordinalf(dstart)
f2 = _to_ordinalf(dend)
return npy.arange(f1, f2, step)
### date tickers and formatters ###
class DateFormatter(ticker.Formatter):
"""
Tick location is seconds since the epoch. Use a strftime format
string
python only supports datetime strftime formatting for years
greater than 1900. Thanks to Andrew Dalke, Dalke Scientific
Software who contributed the strftime code below to include dates
earlier than this year
"""
illegal_s = re.compile(r"((^|[^%])(%%)*%s)")
def __init__(self, fmt, tz=None):
"""
fmt is an strftime format string; tz is the tzinfo instance
"""
if tz is None: tz = _get_rc_timezone()
self.fmt = fmt
self.tz = tz
def __call__(self, x, pos=0):
dt = num2date(x, self.tz)
return self.strftime(dt, self.fmt)
def set_tzinfo(self, tz):
self.tz = tz
def _findall(self, text, substr):
# Also finds overlaps
sites = []
i = 0
while 1:
j = text.find(substr, i)
if j == -1:
break
sites.append(j)
i=j+1
return sites
# Dalke: I hope I did this math right. Every 28 years the
# calendar repeats, except through century leap years excepting
# the 400 year leap years. But only if you're using the Gregorian
# calendar.
def strftime(self, dt, fmt):
fmt = self.illegal_s.sub(r"\1", fmt)
fmt = fmt.replace("%s", "s")
if dt.year > 1900:
return cbook.unicode_safe(dt.strftime(fmt))
year = dt.year
# For every non-leap year century, advance by
# 6 years to get into the 28-year repeat cycle
delta = 2000 - year
off = 6*(delta // 100 + delta // 400)
year = year + off
# Move to around the year 2000
year = year + ((2000 - year)//28)*28
timetuple = dt.timetuple()
s1 = time.strftime(fmt, (year,) + timetuple[1:])
sites1 = self._findall(s1, str(year))
s2 = time.strftime(fmt, (year+28,) + timetuple[1:])
sites2 = self._findall(s2, str(year+28))
sites = []
for site in sites1:
if site in sites2:
sites.append(site)
s = s1
syear = "%4d" % (dt.year,)
for site in sites:
s = s[:site] + syear + s[site+4:]
return cbook.unicode_safe(s)
class IndexDateFormatter(ticker.Formatter):
"""
Use with IndexLocator to cycle format strings by index.
"""
def __init__(self, t, fmt, tz=None):
"""
t is a sequence of dates floating point days). fmt is a
strftime format string
"""
if tz is None: tz = _get_rc_timezone()
self.t = t
self.fmt = fmt
self.tz = tz
def __call__(self, x, pos=0):
'Return the label for time x at position pos'
ind = int(round(x))
if ind>=len(self.t) or ind<=0: return ''
dt = num2date(self.t[ind], self.tz)
return cbook.unicode_safe(dt.strftime(self.fmt))
class AutoDateFormatter(ticker.Formatter):
"""
This class attempt to figure out the best format to use. This is
most useful when used with the AutoDateLocator.
"""
# This can be improved by providing some user-level direction on
# how to choose the best format (precedence, etc...)
# Perhaps a 'struct' that has a field for each time-type where a
# zero would indicate "don't show" and a number would indicate
# "show" with some sort of priority. Same priorities could mean
# show all with the same priority.
# Or more simply, perhaps just a format string for each
# possibility...
def __init__(self, locator, tz=None):
self._locator = locator
self._formatter = DateFormatter("%b %d %Y %H:%M:%S %Z", tz)
self._tz = tz
def __call__(self, x, pos=0):
scale = float( self._locator._get_unit() )
if ( scale == 365.0 ):
self._formatter = DateFormatter("%Y", self._tz)
elif ( scale == 30.0 ):
self._formatter = DateFormatter("%b %Y", self._tz)
elif ( (scale == 1.0) or (scale == 7.0) ):
self._formatter = DateFormatter("%b %d %Y", self._tz)
elif ( scale == (1.0/24.0) ):
self._formatter = DateFormatter("%H:%M:%S %Z", self._tz)
elif ( scale == (1.0/(24*60)) ):
self._formatter = DateFormatter("%H:%M:%S %Z", self._tz)
elif ( scale == (1.0/(24*3600)) ):
self._formatter = DateFormatter("%H:%M:%S %Z", self._tz)
else:
self._formatter = DateFormatter("%b %d %Y %H:%M:%S %Z", self._tz)
return self._formatter(x, pos)
class rrulewrapper:
def __init__(self, freq, **kwargs):
self._construct = kwargs.copy()
self._construct["freq"] = freq
self._rrule = rrule(**self._construct)
def set(self, **kwargs):
self._construct.update(kwargs)
self._rrule = rrule(**self._construct)
def __getattr__(self, name):
if name in self.__dict__:
return self.__dict__[name]
return getattr(self._rrule, name)
class DateLocator(ticker.Locator):
hms0d = {'byhour':0, 'byminute':0,'bysecond':0}
def __init__(self, tz=None):
"""
tz is the tzinfo instance
"""
if tz is None: tz = _get_rc_timezone()
self.tz = tz
def set_tzinfo(self, tz):
self.tz = tz
def datalim_to_dt(self):
dmin, dmax = self.axis.get_data_interval()
return num2date(dmin, self.tz), num2date(dmax, self.tz)
def viewlim_to_dt(self):
vmin, vmax = self.axis.get_view_interval()
return num2date(vmin, self.tz), num2date(vmax, self.tz)
def _get_unit(self):
"""
return how many days a unit of the locator is; use for
intelligent autoscaling
"""
return 1
def nonsingular(self, vmin, vmax):
unit = self._get_unit()
vmin -= 2*unit
vmax += 2*unit
return vmin, vmax
class RRuleLocator(DateLocator):
# use the dateutil rrule instance
def __init__(self, o, tz=None):
DateLocator.__init__(self, tz)
self.rule = o
def __call__(self):
# if no data have been set, this will tank with a ValueError
try: dmin, dmax = self.viewlim_to_dt()
except ValueError: return []
if dmin>dmax:
dmax, dmin = dmin, dmax
delta = relativedelta(dmax, dmin)
self.rule.set(dtstart=dmin-delta, until=dmax+delta)
dates = self.rule.between(dmin, dmax, True)
return date2num(dates)
def _get_unit(self):
"""
Return how many days a unit of the locator is; use for
intelligent autoscaling
"""
freq = self.rule._rrule._freq
if ( freq == YEARLY ):
return 365
elif ( freq == MONTHLY ):
return 30
elif ( freq == WEEKLY ):
return 7
elif ( freq == DAILY ):
return 1
elif ( freq == HOURLY ):
return (1.0/24.0)
elif ( freq == MINUTELY ):
return (1.0/(24*60))
elif ( freq == SECONDLY ):
return (1.0/(24*3600))
else:
# error
return -1 #or should this just return '1'?
def autoscale(self):
"""
Set the view limits to include the data range
"""
dmin, dmax = self.datalim_to_dt()
if dmin>dmax:
dmax, dmin = dmin, dmax
delta = relativedelta(dmax, dmin)
self.rule.set(dtstart=dmin-delta, until=dmax+delta)
dmin, dmax = self.datalim_to_dt()
vmin = self.rule.before(dmin, True)
if not vmin: vmin=dmin
vmax = self.rule.after(dmax, True)
if not vmax: vmax=dmax
vmin = date2num(vmin)
vmax = date2num(vmax)
return self.nonsingular(vmin, vmax)
class AutoDateLocator(DateLocator):
"""
On autoscale this class picks the best MultipleDateLocator to set the
view limits and the tick locs.
"""
def __init__(self, tz=None):
DateLocator.__init__(self, tz)
self._locator = YearLocator()
self._freq = YEARLY
def __call__(self):
'Return the locations of the ticks'
self.refresh()
return self._locator()
def set_axis(self, axis):
DateLocator.set_axis(self, axis)
self._locator.set_axis(axis)
def refresh(self):
'refresh internal information based on current lim'
dmin, dmax = self.viewlim_to_dt()
self._locator = self.get_locator(dmin, dmax)
def _get_unit(self):
if ( self._freq == YEARLY ):
return 365.0
elif ( self._freq == MONTHLY ):
return 30.0
elif ( self._freq == WEEKLY ):
return 7.0
elif ( self._freq == DAILY ):
return 1.0
elif ( self._freq == HOURLY ):
return 1.0/24
elif ( self._freq == MINUTELY ):
return 1.0/(24*60)
elif ( self._freq == SECONDLY ):
return 1.0/(24*3600)
else:
# error
return -1
def autoscale(self):
'Try to choose the view limits intelligently'
dmin, dmax = self.datalim_to_dt()
self._locator = self.get_locator(dmin, dmax)
return self._locator.autoscale()
def get_locator(self, dmin, dmax):
'pick the best locator based on a distance'
delta = relativedelta(dmax, dmin)
numYears = (delta.years * 1.0)
numMonths = (numYears * 12.0) + delta.months
numDays = (numMonths * 31.0) + delta.days
numHours = (numDays * 24.0) + delta.hours
numMinutes = (numHours * 60.0) + delta.minutes
numSeconds = (numMinutes * 60.0) + delta.seconds
numticks = 5
# self._freq = YEARLY
interval = 1
bymonth = 1
bymonthday = 1
byhour = 0
byminute = 0
bysecond = 0
if ( numYears >= numticks ):
self._freq = YEARLY
elif ( numMonths >= numticks ):
self._freq = MONTHLY
bymonth = range(1, 13)
if ( (0 <= numMonths) and (numMonths <= 14) ):
interval = 1 # show every month
elif ( (15 <= numMonths) and (numMonths <= 29) ):
interval = 3 # show every 3 months
elif ( (30 <= numMonths) and (numMonths <= 44) ):
interval = 4 # show every 4 months
else: # 45 <= numMonths <= 59
interval = 6 # show every 6 months
elif ( numDays >= numticks ):
self._freq = DAILY
bymonth = None
bymonthday = range(1, 32)
if ( (0 <= numDays) and (numDays <= 9) ):
interval = 1 # show every day
elif ( (10 <= numDays) and (numDays <= 19) ):
interval = 2 # show every 2 days
elif ( (20 <= numDays) and (numDays <= 49) ):
interval = 3 # show every 3 days
elif ( (50 <= numDays) and (numDays <= 99) ):
interval = 7 # show every 1 week
else: # 100 <= numDays <= ~150
interval = 14 # show every 2 weeks
elif ( numHours >= numticks ):
self._freq = HOURLY
bymonth = None
bymonthday = None
byhour = range(0, 24) # show every hour
if ( (0 <= numHours) and (numHours <= 14) ):
interval = 1 # show every hour
elif ( (15 <= numHours) and (numHours <= 30) ):
interval = 2 # show every 2 hours
elif ( (30 <= numHours) and (numHours <= 45) ):
interval = 3 # show every 3 hours
elif ( (45 <= numHours) and (numHours <= 68) ):
interval = 4 # show every 4 hours
elif ( (68 <= numHours) and (numHours <= 90) ):
interval = 6 # show every 6 hours
else: # 90 <= numHours <= 120
interval = 12 # show every 12 hours
elif ( numMinutes >= numticks ):
self._freq = MINUTELY
bymonth = None
bymonthday = None
byhour = None
byminute = range(0, 60)
if ( numMinutes > (10.0 * numticks) ):
interval = 10
# end if
elif ( numSeconds >= numticks ):
self._freq = SECONDLY
bymonth = None
bymonthday = None
byhour = None
byminute = None
bysecond = range(0, 60)
if ( numSeconds > (10.0 * numticks) ):
interval = 10
# end if
else:
# do what?
# microseconds as floats, but floats from what reference point?
pass
rrule = rrulewrapper( self._freq, interval=interval, \
dtstart=dmin, until=dmax, \
bymonth=bymonth, bymonthday=bymonthday, \
byhour=byhour, byminute = byminute, \
bysecond=bysecond )
locator = RRuleLocator(rrule, self.tz)
locator.set_axis(self.axis)
locator.set_view_interval(*self.axis.get_view_interval())
locator.set_data_interval(*self.axis.get_data_interval())
return locator
class YearLocator(DateLocator):
"""
Make ticks on a given day of each year that is a multiple of base.
Examples:
# Tick every year on Jan 1st
locator = YearLocator()
# Tick every 5 years on July 4th
locator = YearLocator(5, month=7, day=4)
"""
def __init__(self, base=1, month=1, day=1, tz=None):
"""
mark years that are multiple of base on a given month and day
(default jan 1)
"""
DateLocator.__init__(self, tz)
self.base = ticker.Base(base)
self.replaced = { 'month' : month,
'day' : day,
'hour' : 0,
'minute' : 0,
'second' : 0,
'tzinfo' : tz
}
def _get_unit(self):
"""
return how many days a unit of the locator is; use for
intelligent autoscaling
"""
return 365
def __call__(self):
dmin, dmax = self.viewlim_to_dt()
ymin = self.base.le(dmin.year)
ymax = self.base.ge(dmax.year)
ticks = [dmin.replace(year=ymin, **self.replaced)]
while 1:
dt = ticks[-1]
if dt.year>=ymax: return date2num(ticks)
year = dt.year + self.base.get_base()
ticks.append(dt.replace(year=year, **self.replaced))
def autoscale(self):
"""
Set the view limits to include the data range
"""
dmin, dmax = self.datalim_to_dt()
ymin = self.base.le(dmin.year)
ymax = self.base.ge(dmax.year)
vmin = dmin.replace(year=ymin, **self.replaced)
vmax = dmax.replace(year=ymax, **self.replaced)
vmin = date2num(vmin)
vmax = date2num(vmax)
return self.nonsingular(vmin, vmax)
class MonthLocator(RRuleLocator):
"""
Make ticks on occurances of each month month, eg 1, 3, 12
"""
def __init__(self, bymonth=None, bymonthday=1, interval=1, tz=None):
"""
mark every month in bymonth; bymonth can be an int or
sequence. default is range(1,13), ie every month
interval is the interval between each iteration. Eg, if
interval=2, mark every second occurance
"""
if bymonth is None: bymonth=range(1,13)
o = rrulewrapper(MONTHLY, bymonth=bymonth, bymonthday=bymonthday,
interval=interval, **self.hms0d)
RRuleLocator.__init__(self, o, tz)
def _get_unit(self):
"""
return how many days a unit of the locator is; use for
intelligent autoscaling
"""
return 30
class WeekdayLocator(RRuleLocator):
"""
Make ticks on occurances of each weekday
"""
def __init__(self, byweekday=1, interval=1, tz=None):
"""
mark every weekday in byweekday; byweekday can be a number or
sequence
elements of byweekday must be one of MO, TU, WE, TH, FR, SA,
SU, the constants from dateutils.rrule
interval specifies the number of weeks to skip. Ie interval=2
plots every second week
"""
o = rrulewrapper(DAILY, byweekday=byweekday,
interval=interval, **self.hms0d)
RRuleLocator.__init__(self, o, tz)
def _get_unit(self):
"""
return how many days a unit of the locator is; use for
intelligent autoscaling
"""
return 7
class DayLocator(RRuleLocator):
"""
Make ticks on occurances of each day of the month, eg 1, 15, 30
"""
def __init__(self, bymonthday=None, interval=1, tz=None):
"""
mark every day in bymonthday; bymonthday can be an int or sequence
Default is to tick every day of the month - bymonthday=range(1,32)
"""
if bymonthday is None: bymonthday=range(1,32)
o = rrulewrapper(DAILY, bymonthday=bymonthday,
interval=interval, **self.hms0d)
RRuleLocator.__init__(self, o, tz)
def _get_unit(self):
"""
return how many days a unit of the locator is; use for
intelligent autoscaling
"""
return 1
class HourLocator(RRuleLocator):
"""
Make ticks on occurances of each hour
"""
def __init__(self, byhour=None, interval=1, tz=None):
"""
mark every hour in byhour; byhour can be an int or sequence.
Default is to tick every hour - byhour=range(24)
interval is the interval between each iteration. Eg, if
interval=2, mark every second occurance
"""
if byhour is None: byhour=range(24)
rule = rrulewrapper(HOURLY, byhour=byhour, interval=interval,
byminute=0, bysecond=0)
RRuleLocator.__init__(self, rule, tz)
def _get_unit(self):
"""
return how many days a unit of the locator is; use for
intelligent autoscaling
"""
return 1/24.
class MinuteLocator(RRuleLocator):
"""
Make ticks on occurances of each minute
"""
def __init__(self, byminute=None, interval=1, tz=None):
"""
mark every minute in byminute; byminute can be an int or
sequence. default is to tick every minute - byminute=range(60)
interval is the interval between each iteration. Eg, if
interval=2, mark every second occurance
"""
if byminute is None: byminute=range(60)
rule = rrulewrapper(MINUTELY, byminute=byminute, interval=interval,
bysecond=0)
RRuleLocator.__init__(self, rule, tz)
def _get_unit(self):
"""
return how many days a unit of the locator is; use for
intelligent autoscaling
"""
return 1./(24*60)
class SecondLocator(RRuleLocator):
"""
Make ticks on occurances of each second
"""
def __init__(self, bysecond=None, interval=1, tz=None):
"""
mark every second in bysecond; bysecond can be an int or
sequence. Default is to tick every second bysecond = range(60)
interval is the interval between each iteration. Eg, if
interval=2, mark every second occurance
"""
if bysecond is None: bysecond=range(60)
rule = rrulewrapper(SECONDLY, bysecond=bysecond, interval=interval)
RRuleLocator.__init__(self, rule, tz)
def _get_unit(self):
"""
return how many days a unit of the locator is; use for
intelligent autoscaling
"""
return 1./(24*60*60)
def _close_to_dt(d1, d2, epsilon=5):
'assert that datetimes d1 and d2 are within epsilon microseconds'
delta = d2-d1
mus = abs(delta.days*MUSECONDS_PER_DAY + delta.seconds*1e6 +
delta.microseconds)
assert(mus<epsilon)
def _close_to_num(o1, o2, epsilon=5):
'assert that float ordinals o1 and o2 are within epsilon microseconds'
delta = abs((o2-o1)*MUSECONDS_PER_DAY)
assert(delta<epsilon)
def epoch2num(e):
"""
convert an epoch or sequence of epochs to the new date format,
days since 0001
"""
spd = 24.*3600.
return 719163 + npy.asarray(e)/spd
def num2epoch(d):
"""
convert days since 0001 to epoch. d can be a number or sequence
"""
spd = 24.*3600.
return (npy.asarray(d)-719163)*spd
def mx2num(mxdates):
"""
Convert mx datetime instance (or sequence of mx instances) to the
new date format,
"""
scalar = False
if not cbook.iterable(mxdates):
scalar = True
mxdates = [mxdates]
ret = epoch2num([m.ticks() for m in mxdates])
if scalar: return ret[0]
else: return ret
def date_ticker_factory(span, tz=None, numticks=5):
"""
Create a date locator with numticks (approx) and a date formatter
for span in days. Return value is (locator, formatter)
"""
if span==0: span = 1/24.
minutes = span*24*60
hours = span*24
days = span
weeks = span/7.
months = span/31. # approx
years = span/365.
if years>numticks:
locator = YearLocator(int(years/numticks), tz=tz) # define
fmt = '%Y'
elif months>numticks:
locator = MonthLocator(tz=tz)
fmt = '%b %Y'
elif weeks>numticks:
locator = WeekdayLocator(tz=tz)
fmt = '%a, %b %d'
elif days>numticks:
locator = DayLocator(interval=int(math.ceil(days/numticks)), tz=tz)
fmt = '%b %d'
elif hours>numticks:
locator = HourLocator(interval=int(math.ceil(hours/numticks)), tz=tz)
fmt = '%H:%M\n%b %d'
elif minutes>numticks:
locator = MinuteLocator(interval=int(math.ceil(minutes/numticks)), tz=tz)
fmt = '%H:%M:%S'
else:
locator = MinuteLocator(tz=tz)
fmt = '%H:%M:%S'
formatter = DateFormatter(fmt, tz=tz)
return locator, formatter
def seconds(s):
'return seconds as days'
return float(s)/SEC_PER_DAY
def minutes(m):
'return minutes as days'
return float(m)/MINUTES_PER_DAY
def hours(h):
'return hours as days'
return h/24.
def weeks(w):
'return weeks as days'
return w*7.
class DateConverter(units.ConversionInterface):
def axisinfo(unit):
'return the unit AxisInfo'
if unit=='date':
majloc = AutoDateLocator()
majfmt = AutoDateFormatter(majloc)
return units.AxisInfo(
majloc = majloc,
majfmt = majfmt,
label='date',