Repository URL to install this package:
Version:
4.8.0 ▾
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chaco
/
errorbar_plot.py
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from __future__ import with_statement
import six
import six.moves as sm
# Major library imports
from numpy import column_stack, compress, invert, isnan, transpose
import logging
# Enthought library imports
from traits.api import Any, Enum, Float, Instance
# Chaco imports
from .lineplot import LinePlot
from .abstract_data_source import AbstractDataSource
# Set up a logger for this module
logger = logging.getLogger(__name__)
class ErrorBarPlot(LinePlot):
""" Renders errorbars at various points.
"""
#: The datasource containing the low values
value_low = Instance(AbstractDataSource)
#: The datasource containing the high values
value_high = Instance(AbstractDataSource)
#: The screen-space width of the endcap bars
endcap_size = Float(5.0)
#: The kind of encap to render on error bars
endcap_style = Enum("bar", "none", None)
# Override the inherited trait definition
_cached_data_pts = Any
def map_screen(self, data_array):
""" data_array can be Nx2 or Nx3. In the former case, each row is
treated as (index, value), and this method returns screen X and Y
coordinates. In the latter case, each row is treated as (index,
value_low, value_high), and the method returns either (x, ylow, yhigh)
or (y, xlow, xhigh) depending on self.orientation.
"""
if len(data_array) == 0:
return []
elif data_array.shape[1] == 2:
return LinePlot.map_screen(self, data_array)
else:
x, ylow, yhigh = transpose(data_array)
sx = self.index_mapper.map_screen(x)
sylow = self.value_mapper.map_screen(ylow)
syhigh = self.value_mapper.map_screen(yhigh)
return column_stack((sx, sylow, syhigh))
def get_screen_points(self):
self._gather_points()
return self.map_screen(self._cached_data_pts)
def _gather_points(self):
if self._cache_valid:
return
if not self.index or not self.value_low or not self.value_high:
return
index, index_mask = self.index.get_data_mask()
value_low, value_low_mask = self.value_low.get_data_mask()
value_high, value_high_mask = self.value_high.get_data_mask()
value_mask = value_low_mask & value_high_mask
l1, l2, l3 = sm.map(len, (index, value_low, value_high))
if 0 in (l1, l2, l3) or not (l1 == l2 == l3):
logger.warning(
"Chaco: using empty dataset; index_len=%d, "
"value_low_len=%d, value_high_len=%d."
% (l1,l2,l3))
self._cached_data_pts = []
self._cache_valid = True
return
index_range_mask = self.index_mapper.range.mask_data(index)
value_low_mask = self.value_mapper.range.mask_data(value_low)
value_high_mask = self.value_mapper.range.mask_data(value_high)
value_range_mask = value_low_mask | value_high_mask
nan_mask = invert(isnan(index_mask) | isnan(value_mask))
point_mask = index_mask & value_mask & nan_mask & index_range_mask & value_range_mask
points = column_stack((index, value_low, value_high))
self._cached_data_pts = compress(point_mask, points, axis=0)
self._cache_valid = True
return
def _render(self, gc, points, icon_mode=False):
if len(points) == 0:
return
if not icon_mode:
gc.clip_to_rect(self.x, self.y, self.width, self.height)
with gc:
gc.set_antialias(False)
gc.set_stroke_color(self.color_)
gc.set_line_width(self.line_width)
gc.set_line_dash(self.line_style_)
if self.orientation == "h":
x, ylow, yhigh = transpose(points)
start, end = column_stack((x, ylow)), column_stack((x, yhigh))
gc.line_set(start, end)
axis = 0
low = ylow
high = yhigh
else:
y, xlow, xhigh = transpose(points)
start, end = column_stack((xlow, y)), column_stack((xhigh, y))
gc.line_set(start, end)
axis = 1
low = xlow
high = xhigh
if self.endcap_style == "bar":
self._render_bar_endcap(gc, start, end, low, high, axis)
else:
gc.stroke_path()
if not icon_mode:
self._draw_default_axes(gc)
return
def _render_bar_endcap(self, gc, start, end, low, high, axis):
""" Renders the endcaps for endcap_style == "bar". start and end are
the two endpoints of the bare errorbar. axis is the column index
corresponding to the index direction, so for orientation of 'h', axis
is 0.
This method modifies start and end.
"""
delta = self.endcap_size / 2.0
start[:,axis] -= delta
end[:,axis] += delta
start[:,1-axis] = low
end[:,1-axis] = low
gc.line_set(start, end)
start[:,1-axis] = high
end[:,1-axis] = high
gc.line_set(start, end)
gc.stroke_path()
return
def _render_icon(self, gc, x, y, width, height):
pass