Source code for bokeh.models.formatters
""" Models for controlling the text and visual formatting of tick
labels on Bokeh plot axes.
"""
from __future__ import absolute_import
from types import FunctionType
import inspect
from .tickers import Ticker
from ..model import Model
from ..core.properties import abstract
from ..core.properties import (Bool, Int, String, Enum, Auto, List, Dict,
Either, Instance)
from ..core.enums import RoundingFunction, NumeralLanguage
from ..util.dependencies import import_required
from ..util.deprecation import deprecated
from ..util.compiler import nodejs_compile, CompilationError
@abstract
[docs]class TickFormatter(Model):
""" A base class for all tick formatter types. ``TickFormatter`` is
not generally useful to instantiate on its own.
"""
pass
[docs]class BasicTickFormatter(TickFormatter):
""" Display tick values from continuous ranges as "basic numbers",
using scientific notation when appropriate by default.
"""
precision = Either(Auto, Int, help="""
How many digits of precision to display in tick labels.
""")
use_scientific = Bool(True, help="""
Whether to ever display scientific notation. If ``True``, then
when to use scientific notation is controlled by ``power_limit_low``
and ``power_limit_high``.
""")
power_limit_high = Int(5, help="""
Limit the use of scientific notation to when::
log(x) >= power_limit_high
""")
power_limit_low = Int(-3, help="""
Limit the use of scientific notation to when::
log(x) <= power_limit_low
""")
[docs]class NumeralTickFormatter(TickFormatter):
""" Tick formatter based on a human-readable format string. """
format = String("0,0", help="""
The number format, as defined in the following tables:
**NUMBERS**:
============ ============== ===============
Number Format String
============ ============== ===============
10000 '0,0.0000' 10,000.0000
10000.23 '0,0' 10,000
10000.23 '+0,0' +10,000
-10000 '0,0.0' -10,000.0
10000.1234 '0.000' 10000.123
10000.1234 '0[.]00000' 10000.12340
-10000 '(0,0.0000)' (10,000.0000)
-0.23 '.00' -.23
-0.23 '(.00)' (.23)
0.23 '0.00000' 0.23000
0.23 '0.0[0000]' 0.23
1230974 '0.0a' 1.2m
1460 '0 a' 1 k
-104000 '0a' -104k
1 '0o' 1st
52 '0o' 52nd
23 '0o' 23rd
100 '0o' 100th
============ ============== ===============
**CURRENCY**:
=========== =============== =============
Number Format String
=========== =============== =============
1000.234 '$0,0.00' $1,000.23
1000.2 '0,0[.]00 $' 1,000.20 $
1001 '$ 0,0[.]00' $ 1,001
-1000.234 '($0,0)' ($1,000)
-1000.234 '$0.00' -$1000.23
1230974 '($ 0.00 a)' $ 1.23 m
=========== =============== =============
**BYTES**:
=============== =========== ============
Number Format String
=============== =========== ============
100 '0b' 100B
2048 '0 b' 2 KB
7884486213 '0.0b' 7.3GB
3467479682787 '0.000 b' 3.154 TB
=============== =========== ============
**PERCENTAGES**:
============= ============= ===========
Number Format String
============= ============= ===========
1 '0%' 100%
0.974878234 '0.000%' 97.488%
-0.43 '0 %' -43 %
0.43 '(0.000 %)' 43.000 %
============= ============= ===========
**TIME**:
============ ============== ============
Number Format String
============ ============== ============
25 '00:00:00' 0:00:25
238 '00:00:00' 0:03:58
63846 '00:00:00' 17:44:06
============ ============== ============
For the complete specification, see http://numbrojs.com/format.html
""")
language = Enum(NumeralLanguage, default="en", help="""
The language to use for formatting language-specific features (e.g. thousands separator).
""")
rounding = Enum(RoundingFunction, help="""
Rounding functions (round, floor, ceil) and their synonyms (nearest, rounddown, roundup).
""")
[docs]class PrintfTickFormatter(TickFormatter):
""" Tick formatter based on a printf-style format string. """
format = String("%s", help="""
The number format, as defined as follows: the placeholder in the format
string is marked by % and is followed by one or more of these elements,
in this order:
* An optional ``+`` sign
Causes the result to be preceded with a plus or minus sign on numeric
values. By default, only the ``-`` sign is used on negative numbers.
* An optional padding specifier
Specifies what (if any) character to use for padding. Possible values
are 0 or any other character preceded by a ``'`` (single quote). The
default is to pad with spaces.
* An optional ``-`` sign
Causes sprintf to left-align the result of this placeholder. The default
is to right-align the result.
* An optional number
Specifies how many characters the result should have. If the value to be
returned is shorter than this number, the result will be padded.
* An optional precision modifier
Consists of a ``.`` (dot) followed by a number, specifies how many digits
should be displayed for floating point numbers. When used on a string, it
causes the result to be truncated.
* A type specifier
Can be any of:
- ``%`` --- yields a literal ``%`` character
- ``b`` --- yields an integer as a binary number
- ``c`` --- yields an integer as the character with that ASCII value
- ``d`` or ``i`` --- yields an integer as a signed decimal number
- ``e`` --- yields a float using scientific notation
- ``u`` --- yields an integer as an unsigned decimal number
- ``f`` --- yields a float as is
- ``o`` --- yields an integer as an octal number
- ``s`` --- yields a string as is
- ``x`` --- yields an integer as a hexadecimal number (lower-case)
- ``X`` --- yields an integer as a hexadecimal number (upper-case)
""")
[docs]class LogTickFormatter(TickFormatter):
""" Display tick values from continuous ranges as powers
of some base.
Most often useful in conjunction with a ``LogTicker``.
"""
ticker = Instance(Ticker, help="""
The corresponding ``LogTicker``, used to determine the correct
base to use. If unset, the formatter will use base 10 as a default.
""")
[docs]class CategoricalTickFormatter(TickFormatter):
""" Display tick values from categorical ranges as string
values.
"""
pass
[docs]class FuncTickFormatter(TickFormatter):
""" Display tick values that are formatted by a user-defined function.
"""
@classmethod
[docs] def from_py_func(cls, func):
""" Create a FuncTickFormatter instance from a Python function. The
function is translated to JavaScript using PyScript. The variable
``tick`` will contain the unformatted tick value and can be expected to
be present in the function namespace at render time.
Example:
.. code-block:: python
code = '''
def ticker():
return "{:.0f} + {:.2f}".format(tick, tick % 1)
'''
The python function must have no positional arguments. It's
possible to pass Bokeh models (e.g. a ColumnDataSource) as keyword
arguments to the function.
"""
if not isinstance(func, FunctionType):
raise ValueError('CustomJS.from_py_func needs function object.')
pyscript = import_required('flexx.pyscript',
'To use Python functions for CustomJS, you need Flexx ' +
'("conda install -c bokeh flexx" or "pip install flexx")')
argspec = inspect.getargspec(func)
default_names = argspec.args
default_values = argspec.defaults or []
if len(default_names) - len(default_values) != 0:
raise ValueError("Function `func` may only contain keyword arguments.")
if default_values and not any([isinstance(value, Model) for value in default_values]):
raise ValueError("Default value must be a plot object.")
func_kwargs = dict(zip(default_names, default_values))
# Wrap the code attr in a function named `formatter` and call it
# with arguments that match the `args` attr
code = pyscript.py2js(func, 'formatter') + 'return formatter(%s);\n' % ', '.join(default_names)
return cls(code=code, args=func_kwargs)
@classmethod
[docs] def from_coffeescript(cls, code, args={}):
""" Create a FuncTickFormatter instance from a CoffeeScript snippet.
The function body is translated to JavaScript using node. The variable
``tick`` will contain the unformatted tick value and can be expected to
be present in the code snippet namespace at render time.
Example:
.. code-block:: coffeescript
code = '''
return Math.floor(tick) + " + " + (tick % 1).toFixed(2)
'''
"""
compiled = nodejs_compile(code, lang="coffeescript", file="???")
if "error" in compiled:
raise CompilationError(compiled.error)
else:
return cls(code=compiled.code, args=args)
args = Dict(String, Instance(Model), help="""
A mapping of names to Bokeh plot objects. These objects are made
available to the formatter code snippet as the values of named
parameters to the callback.
""")
code = String(default="", help="""
A snippet of JavaScript code that reformats a single tick to the desired
format. The variable ``tick`` will contain the unformatted tick value and
can be expected to be present in the code snippet namespace at render time.
Example:
.. code-block:: javascript
code = '''
return Math.floor(tick) + " + " + (tick % 1).toFixed(2)
'''
""")
[docs]def DEFAULT_DATETIME_FORMATS():
deprecated((0, 12, 3), 'DEFAULT_DATETIME_FORMATS', 'individual DatetimeTickFormatter fields')
return {
'microseconds': ['%fus'],
'milliseconds': ['%3Nms', '%S.%3Ns'],
'seconds': ['%Ss'],
'minsec': [':%M:%S'],
'minutes': [':%M', '%Mm'],
'hourmin': ['%H:%M'],
'hours': ['%Hh', '%H:%M'],
'days': ['%m/%d', '%a%d'],
'months': ['%m/%Y', '%b%y'],
'years': ['%Y'],
}
def _DATETIME_TICK_FORMATTER_HELP(field):
return """
Formats for displaying datetime values in the %s range.
See the :class:`~bokeh.models.formatters.DatetimeTickFormatter` help for a list of all supported formats.
""" % field
[docs]class DatetimeTickFormatter(TickFormatter):
""" A ``TickFormatter`` for displaying datetime values nicely across a
range of scales.
``DatetimeTickFormatter`` has the following properties (listed together
with their default values) that can be used to control the formatting
of axis ticks at different scales scales:
.. code-block:: python
{defaults}
Each scale property can be set to format or list of formats to use for
formatting datetime tick values that fall in in that "time scale".
By default, only the first format string passed for each time scale
will be used. By default, all leading zeros are stripped away from
the formatted labels.
This list of supported `strftime`_ formats is reproduced below.
%a
The abbreviated name of the day of the week according to the
current locale.
%A
The full name of the day of the week according to the current
locale.
%b
The abbreviated month name according to the current locale.
%B
The full month name according to the current locale.
%c
The preferred date and time representation for the current
locale.
%C
The century number (year/100) as a 2-digit integer.
%d
The day of the month as a decimal number (range 01 to 31).
%D
Equivalent to %m/%d/%y. (Americans should note that in many
other countries %d/%m/%y is rather common. This means that in
international context this format is ambiguous and should not
be used.)
%e
Like %d, the day of the month as a decimal number, but a
leading zero is replaced by a space.
%f
Microsecond as a decimal number, zero-padded on the left (range
000000-999999). This is an extension to the set of directives
available to `timezone`_.
%F
Equivalent to %Y-%m-%d (the ISO 8601 date format).
%G
The ISO 8601 week-based year with century as a decimal number.
The 4-digit year corresponding to the ISO week number (see %V).
This has the same format and value as %Y, except that if the
ISO week number belongs to the previous or next year, that year
is used instead.
%g
Like %G, but without century, that is, with a 2-digit year (00-99).
%h
Equivalent to %b.
%H
The hour as a decimal number using a 24-hour clock (range 00
to 23).
%I
The hour as a decimal number using a 12-hour clock (range 01
to 12).
%j
The day of the year as a decimal number (range 001 to 366).
%k
The hour (24-hour clock) as a decimal number (range 0 to 23).
Single digits are preceded by a blank. (See also %H.)
%l
The hour (12-hour clock) as a decimal number (range 1 to 12).
Single digits are preceded by a blank. (See also %I.) (TZ)
%m
The month as a decimal number (range 01 to 12).
%M
The minute as a decimal number (range 00 to 59).
%n
A newline character. Bokeh text does not currently support
newline characters.
%N
Nanosecond as a decimal number, zero-padded on the left (range
000000000-999999999). Supports a padding width specifier, i.e.
%3N displays 3 leftmost digits. However, this is only accurate
to the millisecond level of precision due to limitations of
`timezone`_.
%p
Either "AM" or "PM" according to the given time value, or the
corresponding strings for the current locale. Noon is treated
as "PM" and midnight as "AM".
%P
Like %p but in lowercase: "am" or "pm" or a corresponding
string for the current locale.
%r
The time in a.m. or p.m. notation. In the POSIX locale this
is equivalent to %I:%M:%S %p.
%R
The time in 24-hour notation (%H:%M). For a version including
the seconds, see %T below.
%s
The number of seconds since the Epoch, 1970-01-01 00:00:00
+0000 (UTC).
%S
The second as a decimal number (range 00 to 60). (The range
is up to 60 to allow for occasional leap seconds.)
%t
A tab character. Bokeh text does not currently support tab
characters.
%T
The time in 24-hour notation (%H:%M:%S).
%u
The day of the week as a decimal, range 1 to 7, Monday being 1.
See also %w.
%U
The week number of the current year as a decimal number, range
00 to 53, starting with the first Sunday as the first day of
week 01. See also %V and %W.
%V
The ISO 8601 week number (see NOTES) of the current year as a
decimal number, range 01 to 53, where week 1 is the first week
that has at least 4 days in the new year. See also %U and %W.
%w
The day of the week as a decimal, range 0 to 6, Sunday being 0.
See also %u.
%W
The week number of the current year as a decimal number, range
00 to 53, starting with the first Monday as the first day of
week 01.
%x
The preferred date representation for the current locale
without the time.
%X
The preferred time representation for the current locale
without the date.
%y
The year as a decimal number without a century (range 00 to 99).
%Y
The year as a decimal number including the century.
%z
The +hhmm or -hhmm numeric timezone (that is, the hour and
minute offset from UTC).
%Z
The timezone name or abbreviation.
%%
A literal '%' character.
.. warning::
The client library BokehJS uses the `timezone`_ library to
format datetimes. The inclusion of the list below is based on the
claim that `timezone`_ makes to support "the full compliment
of GNU date format specifiers." However, this claim has not
been tested exhaustively against this list. If you find formats
that do not function as expected, please submit a `github issue`_,
so that the documentation can be updated appropriately.
.. _strftime: http://man7.org/linux/man-pages/man3/strftime.3.html
.. _timezone: http://bigeasy.github.io/timezone/
.. _github issue: https://github.com/bokeh/bokeh/issues
"""
microseconds = List(String,
help=_DATETIME_TICK_FORMATTER_HELP("``microseconds``"),
default=['%fus']).accepts(String, lambda fmt: [fmt])
milliseconds = List(String,
help=_DATETIME_TICK_FORMATTER_HELP("``milliseconds``"),
default=['%3Nms', '%S.%3Ns']).accepts(String, lambda fmt: [fmt])
seconds = List(String,
help=_DATETIME_TICK_FORMATTER_HELP("``seconds``"),
default=['%Ss']).accepts(String, lambda fmt: [fmt])
minsec = List(String,
help=_DATETIME_TICK_FORMATTER_HELP("``minsec`` (for combined minutes and seconds)"),
default=[':%M:%S']).accepts(String, lambda fmt: [fmt])
minutes = List(String,
help=_DATETIME_TICK_FORMATTER_HELP("``minutes``"),
default=[':%M', '%Mm']).accepts(String, lambda fmt: [fmt])
hourmin = List(String,
help=_DATETIME_TICK_FORMATTER_HELP("``hourmin`` (for combined hours and minutes)"),
default=['%H:%M']).accepts(String, lambda fmt: [fmt])
hours = List(String,
help=_DATETIME_TICK_FORMATTER_HELP("``hours``"),
default=['%Hh', '%H:%M']).accepts(String, lambda fmt: [fmt])
days = List(String,
help=_DATETIME_TICK_FORMATTER_HELP("``days``"),
default=['%m/%d', '%a%d']).accepts(String, lambda fmt: [fmt])
months = List(String,
help=_DATETIME_TICK_FORMATTER_HELP("``months``"),
default=['%m/%Y', '%b%y']).accepts(String, lambda fmt: [fmt])
years = List(String,
help=_DATETIME_TICK_FORMATTER_HELP("``years``"),
default=['%Y']).accepts(String, lambda fmt: [fmt])
__deprecated_attributes__ = ('formats',)
@property
def formats(self):
''' A dictionary containing formats for all scales.
THIS PROPERTY IS DEPRECTATED. Use individual DatetimeTickFormatter fields instead.
'''
deprecated((0, 12, 3), 'DatetimeTickFormatter.formats', 'individual DatetimeTickFormatter fields')
return dict(
microseconds = self.microseconds,
milliseconds = self.milliseconds,
seconds = self.seconds,
minsec = self.minsec,
minutes = self.minutes,
hourmin = self.hourmin,
hours = self.hours,
days = self.days,
months = self.months,
years = self.years)
@formats.setter
def formats(self, value):
deprecated((0, 12, 3), 'DatetimeTickFormatter.formats', 'individual DatetimeTickFormatter fields')
if 'microseconds' in value: self.microseconds = value['microseconds']
if 'milliseconds' in value: self.milliseconds = value['milliseconds']
if 'seconds' in value: self.seconds = value['seconds']
if 'minsec' in value: self.minsec = value['minsec']
if 'minutes' in value: self.minutes = value['minutes']
if 'hourmin' in value: self.hourmin = value['hourmin']
if 'hours' in value: self.hours = value['hours']
if 'days' in value: self.days = value['days']
if 'months' in value: self.months = value['months']
if 'years' in value: self.years = value['years']
# This is to automate documentation of DatetimeTickFormatter formats and their defaults
_df = DatetimeTickFormatter()
_df_fields = ['microseconds', 'milliseconds', 'seconds', 'minsec', 'minutes', 'hourmin', 'hours', 'days', 'months', 'years']
_df_defaults = _df.properties_with_values()
_df_defaults_string = "\n\n ".join("%s = %s" % (name, _df_defaults[name]) for name in _df_fields)
DatetimeTickFormatter.__doc__ = DatetimeTickFormatter.__doc__.format(defaults=_df_defaults_string)
del _df, _df_fields, _df_defaults, _df_defaults_string