Revision: 6437
          http://matplotlib.svn.sourceforge.net/matplotlib/?rev=6437&view=rev
Author:   jdh2358
Date:     2008-11-23 19:56:37 +0000 (Sun, 23 Nov 2008)

Log Message:
-----------
moved fill_between to axes/pyplot method

Modified Paths:
--------------
    trunk/matplotlib/boilerplate.py
    trunk/matplotlib/doc/_templates/index.html
    trunk/matplotlib/examples/api/fill_where_demo.py
    trunk/matplotlib/examples/pylab_examples/fill_between.py
    trunk/matplotlib/lib/matplotlib/axes.py
    trunk/matplotlib/lib/matplotlib/collections.py
    trunk/matplotlib/lib/matplotlib/pyplot.py

Added Paths:
-----------
    trunk/matplotlib/examples/api/span_regions.py

Modified: trunk/matplotlib/boilerplate.py
===================================================================
--- trunk/matplotlib/boilerplate.py     2008-11-23 19:18:24 UTC (rev 6436)
+++ trunk/matplotlib/boilerplate.py     2008-11-23 19:56:37 UTC (rev 6437)
@@ -64,6 +64,7 @@
     'csd',
     'errorbar',
     'fill',
+    'fill_between',
     'hexbin',
     'hist',
     'hlines',

Modified: trunk/matplotlib/doc/_templates/index.html
===================================================================
--- trunk/matplotlib/doc/_templates/index.html  2008-11-23 19:18:24 UTC (rev 
6436)
+++ trunk/matplotlib/doc/_templates/index.html  2008-11-23 19:56:37 UTC (rev 
6437)
@@ -409,8 +409,21 @@
       </td>
 
     </tr>
+
     <tr>
       <th align="left">
+        <a 
href="api/pyplot_api.html#matplotlib.pyplot.fill_between">fill_between</a>
+
+      </th>
+
+      <td align="left">
+        make filled polygons between two curves
+      </td>
+
+    </tr>
+
+    <tr>
+      <th align="left">
         <a href="api/pyplot_api.html#matplotlib.pyplot.findobj">findobj</a>
 
       </th>

Modified: trunk/matplotlib/examples/api/fill_where_demo.py
===================================================================
--- trunk/matplotlib/examples/api/fill_where_demo.py    2008-11-23 19:18:24 UTC 
(rev 6436)
+++ trunk/matplotlib/examples/api/fill_where_demo.py    2008-11-23 19:56:37 UTC 
(rev 6437)
@@ -17,7 +17,7 @@
 fig = plt.figure()
 ax = fig.add_subplot(111)
 ax.set_title('using fill_between_where')
-ax.plot(t, s1, t, s2)
+ax.plot(t, s1, t, s2, color='black')
 ax.axhline(0, color='black', lw=2)
 
 collection = collections.PolyCollection.fill_between_where(
@@ -32,7 +32,7 @@
 fig = plt.figure()
 ax = fig.add_subplot(111)
 ax.set_title('using span_where')
-ax.plot(t, s1, '-')
+ax.plot(t, s1, , color='black')
 ax.axhline(0, color='black', lw=2)
 
 collection = collections.BrokenBarHCollection.span_where(

Added: trunk/matplotlib/examples/api/span_regions.py
===================================================================
--- trunk/matplotlib/examples/api/span_regions.py                               
(rev 0)
+++ trunk/matplotlib/examples/api/span_regions.py       2008-11-23 19:56:37 UTC 
(rev 6437)
@@ -0,0 +1,38 @@
+"""
+Illustrate some helper functions for shading regions where a logical
+mask is True
+
+See :meth:`matplotlib.collections.BrokenBarHCollection.span_where`
+"""
+import numpy as np
+import matplotlib.pyplot as plt
+import matplotlib.collections as collections
+
+
+t = np.arange(0.0, 2, 0.01)
+s1 = np.sin(2*np.pi*t)
+s2 = 1.2*np.sin(4*np.pi*t)
+
+
+fig = plt.figure()
+ax = fig.add_subplot(111)
+ax.set_title('using span_where')
+ax.plot(t, s1, color='black')
+ax.axhline(0, color='black', lw=2)
+
+collection = collections.BrokenBarHCollection.span_where(
+          t, ymin=0, ymax=1, where=s1>0, facecolor='green', alpha=0.5)
+ax.add_collection(collection)
+
+collection = collections.BrokenBarHCollection.span_where(
+          t, ymin=-1, ymax=0, where=s1<0, facecolor='red', alpha=0.5)
+ax.add_collection(collection)
+
+
+
+plt.show()
+
+
+
+
+

Modified: trunk/matplotlib/examples/pylab_examples/fill_between.py
===================================================================
--- trunk/matplotlib/examples/pylab_examples/fill_between.py    2008-11-23 
19:18:24 UTC (rev 6436)
+++ trunk/matplotlib/examples/pylab_examples/fill_between.py    2008-11-23 
19:56:37 UTC (rev 6437)
@@ -3,27 +3,31 @@
 from pylab import figure, show
 import numpy as np
 
-x = np.arange(0, 2, 0.01)
+x = np.arange(0.0, 2, 0.01)
 y1 = np.sin(2*np.pi*x)
-y2 = np.sin(4*np.pi*x) + 2
+y2 = 1.2*np.sin(4*np.pi*x)
 
 fig = figure()
-ax = fig.add_subplot(311)
-ax2 = fig.add_subplot(312)
-ax3 = fig.add_subplot(313)
+ax1 = fig.add_subplot(311)
+ax2 = fig.add_subplot(312, sharex=ax1)
+ax3 = fig.add_subplot(313, sharex=ax1)
 
+ax1.fill_between(x, 0, y1)
+ax1.set_ylabel('between y1 and 0')
 
-xs, ys = mlab.poly_between(x, 0, y1)
-ax.fill(xs, ys)
-ax.set_ylabel('between y1 and 0')
-
-xs, ys = mlab.poly_between(x, y1, 1)
-ax2.fill(xs, ys)
+ax2.fill_between(x, y1, 1)
 ax2.set_ylabel('between y1 and 1')
 
-xs, ys = mlab.poly_between(x, y1, y2)
-ax3.fill(xs, ys)
+ax3.fill_between(x, y1, y2)
 ax3.set_ylabel('between y1 and y2')
 ax3.set_xlabel('x')
+
+fig = figure()
+ax = fig.add_subplot(111)
+ax1.plot(x, y1, x, y2, color='black')
+ax.fill_between(x, y1, y2, where=y2>y1, facecolor='green')
+ax.fill_between(x, y1, y2, where=y2<=y1, facecolor='red')
+ax.set_title('fill between where')
+
 show()
 

Modified: trunk/matplotlib/lib/matplotlib/axes.py
===================================================================
--- trunk/matplotlib/lib/matplotlib/axes.py     2008-11-23 19:18:24 UTC (rev 
6436)
+++ trunk/matplotlib/lib/matplotlib/axes.py     2008-11-23 19:56:37 UTC (rev 
6437)
@@ -1302,6 +1302,7 @@
         if autolim:
             if collection._paths and len(collection._paths):
                 self.update_datalim(collection.get_datalim(self.transData))
+
         collection._remove_method = lambda h: self.collections.remove(h)
 
     def add_line(self, line):
@@ -5456,12 +5457,8 @@
         supports are supported by the fill format string.
 
         If you would like to fill below a curve, eg. shade a region
-        between 0 and *y* along *x*, use
-        :func:`~matplotlib.pylab.poly_between`, eg.::
+        between 0 and *y* along *x*, use :meth:`fill_between`
 
-          xs, ys = poly_between(x, 0, y)
-          axes.fill(xs, ys, facecolor='red', alpha=0.5)
-
         The *closed* kwarg will close the polygon when *True* (default).
 
         kwargs control the Polygon properties:
@@ -5472,9 +5469,6 @@
 
         .. plot:: mpl_examples/pylab_examples/fill_demo.py
 
-        .. seealso::
-            :file:`examples/pylab_examples/fill_between.py`:
-                For more examples.
         """
         if not self._hold: self.cla()
 
@@ -5486,6 +5480,92 @@
         return patches
     fill.__doc__ = cbook.dedent(fill.__doc__) % martist.kwdocd
 
+    def fill_between(self, x, y1, y2=0, where=None, **kwargs):
+        """
+        call signature::
+
+          fill_between(x, y1, y2=0, where=None, **kwargs)
+
+        Create a :class:`~matplotlib.collectionsPolyCollection`
+        filling the regions between *y1* and *y2* where
+        ``where==True``
+
+        *x*
+          an N length np array of the x data
+
+        *y1*
+          an N length scalar or np array of the x data
+
+        *y2*
+          an N length scalar or np array of the x data
+
+        *where*
+           if None, default to fill between everywhere.  If not None,
+           it is a a N length numpy boolean array and the fill will
+           only happen over the regions where ``where==True``
+
+        *kwargs*
+          keyword args passed on to the :class:`PolyCollection`
+
+        .. seealso::
+            :file:`examples/pylab_examples/fill_between.py`:
+                For more examples.
+
+        kwargs control the Polygon properties:
+
+        %(PolyCollection)s
+
+        """
+        x = np.asarray(x)
+       if not cbook.iterable(y1):
+           y1 = np.ones_like(x)*y1
+
+       if not cbook.iterable(y2):
+           y2 = np.ones_like(x)*y2
+
+       if where is None:
+           where = np.ones(len(x), np.bool)
+
+        y1 = np.asarray(y1)
+        y2 = np.asarray(y2)
+        where = np.asarray(where)
+        assert( (len(x)==len(y1)) and (len(x)==len(y2)) and len(x)==len(where))
+
+        polys = []
+        for ind0, ind1 in mlab.contiguous_regions(where):
+            theseverts = []
+            xslice = x[ind0:ind1]
+            y1slice = y1[ind0:ind1]
+            y2slice = y2[ind0:ind1]
+
+            if not len(xslice):
+                continue
+
+            N = len(xslice)
+            X = np.zeros((2*N+2, 2), np.float)
+
+            # the purpose of the next two lines is for when y2 is a
+            # scalar like 0 and we want the fill to go all the way
+            # down to 0 even if none of the y1 sample points do
+            X[0] = xslice[0], y2slice[0]
+            X[N+1] = xslice[-1], y2slice[-1]
+
+            X[1:N+1,0] = xslice
+            X[1:N+1,1] = y1slice
+            X[N+2:,0] = xslice[::-1]
+            X[N+2:,1] = y2slice[::-1]
+
+            polys.append(X)
+
+        collection = mcoll.PolyCollection(polys, **kwargs)
+
+        self.update_datalim_numerix(x[where], y1[where])
+        self.update_datalim_numerix(x[where], y2[where])
+        self.add_collection(collection)
+        self.autoscale_view()
+        return collection
+    fill_between.__doc__ = cbook.dedent(fill_between.__doc__) % martist.kwdocd
+
     #### plotting z(x,y): imshow, pcolor and relatives, contour
 
     def imshow(self, X, cmap=None, norm=None, aspect=None,

Modified: trunk/matplotlib/lib/matplotlib/collections.py
===================================================================
--- trunk/matplotlib/lib/matplotlib/collections.py      2008-11-23 19:18:24 UTC 
(rev 6436)
+++ trunk/matplotlib/lib/matplotlib/collections.py      2008-11-23 19:56:37 UTC 
(rev 6437)
@@ -673,66 +673,6 @@
         return Collection.draw(self, renderer)
 
 
-    @staticmethod
-    def fill_between_where(x, y1, y2, where, **kwargs):
-        """
-        Create a :class:`PolyCollection` filling the regions between *y*
-        and *yboundary7* where ``where==True``
-
-
-        *x*
-          an N length np array of the x data
-
-        *y1*
-          an N length scalar or np array of the x data
-
-        *y2*
-          an N length scalar or np array of the x data
-
-        *where*
-          an N length numpy boolean array
-
-        *kwargs*
-          keyword args passed on to the :class:`PolyCollection`
-
-        """
-       if not cbook.iterable(y1):
-           y1 = np.ones_like(x)*y1
-
-       if not cbook.iterable(y2):
-           y2 = np.ones_like(x)*y2
-
-        assert( (len(x)==len(y1)) and (len(x)==len(y2)) )
-
-        polys = []
-        for ind0, ind1 in mlab.contiguous_regions(where):
-            theseverts = []
-            xslice = x[ind0:ind1]
-            y1slice = y1[ind0:ind1]
-            y2slice = y2[ind0:ind1]
-
-            if not len(xslice):
-                continue
-
-            N = len(xslice)
-            X = np.zeros((2*N+2, 2), np.float)
-
-            # the purpose of the next two lines is for when y2 is a
-            # scalar like 0 and we want the fill to go all the way
-            # down to 0 even if none of the y1 sample points do
-            X[0] = xslice[0], y2slice[0]
-            X[N+1] = xslice[-1], y2slice[-1]
-
-            X[1:N+1,0] = xslice
-            X[1:N+1,1] = y1slice
-            X[N+2:,0] = xslice[::-1]
-            X[N+2:,1] = y2slice[::-1]
-
-            polys.append(X)
-
-        collection = PolyCollection(polys, **kwargs)
-        return collection
-
 class BrokenBarHCollection(PolyCollection):
     """
     A collection of horizontal bars spanning *yrange* with a sequence of

Modified: trunk/matplotlib/lib/matplotlib/pyplot.py
===================================================================
--- trunk/matplotlib/lib/matplotlib/pyplot.py   2008-11-23 19:18:24 UTC (rev 
6436)
+++ trunk/matplotlib/lib/matplotlib/pyplot.py   2008-11-23 19:56:37 UTC (rev 
6437)
@@ -1120,61 +1120,62 @@
     """
     Plotting commands
 
-    =========   =================================================
-    Command     Description
-    =========   =================================================
-    axes        Create a new axes
-    axis        Set or return the current axis limits
-    bar         make a bar chart
-    boxplot     make a box and whiskers chart
-    cla         clear current axes
-    clabel      label a contour plot
-    clf         clear a figure window
-    close       close a figure window
-    colorbar    add a colorbar to the current figure
-    cohere      make a plot of coherence
-    contour     make a contour plot
-    contourf    make a filled contour plot
-    csd         make a plot of cross spectral density
-    draw        force a redraw of the current figure
-    errorbar    make an errorbar graph
-    figlegend   add a legend to the figure
-    figimage    add an image to the figure, w/o resampling
-    figtext     add text in figure coords
-    figure      create or change active figure
-    fill        make filled polygons
-    gca         return the current axes
-    gcf         return the current figure
-    gci         get the current image, or None
-    getp        get a handle graphics property
-    hist        make a histogram
-    hold        set the hold state on current axes
-    legend      add a legend to the axes
-    loglog      a log log plot
-    imread      load image file into array
-    imshow      plot image data
-    matshow     display a matrix in a new figure preserving aspect
-    pcolor      make a pseudocolor plot
-    plot        make a line plot
-    plotfile    plot data from a flat file
-    psd         make a plot of power spectral density
-    quiver      make a direction field (arrows) plot
-    rc          control the default params
-    savefig     save the current figure
-    scatter     make a scatter plot
-    setp        set a handle graphics property
-    semilogx    log x axis
-    semilogy    log y axis
-    show        show the figures
-    specgram    a spectrogram plot
-    stem        make a stem plot
-    subplot     make a subplot (numrows, numcols, axesnum)
-    table       add a table to the axes
-    text        add some text at location x,y to the current axes
-    title       add a title to the current axes
-    xlabel      add an xlabel to the current axes
-    ylabel      add a ylabel to the current axes
-    =========   =================================================
+    =========      =================================================
+    Command        Description
+    =========      =================================================
+    axes           Create a new axes
+    axis           Set or return the current axis limits
+    bar            make a bar chart
+    boxplot        make a box and whiskers chart
+    cla            clear current axes
+    clabel         label a contour plot
+    clf            clear a figure window
+    close          close a figure window
+    colorbar       add a colorbar to the current figure
+    cohere         make a plot of coherence
+    contour        make a contour plot
+    contourf       make a filled contour plot
+    csd            make a plot of cross spectral density
+    draw           force a redraw of the current figure
+    errorbar       make an errorbar graph
+    figlegend      add a legend to the figure
+    figimage       add an image to the figure, w/o resampling
+    figtext        add text in figure coords
+    figure         create or change active figure
+    fill           make filled polygons
+    fill_between    make filled polygons
+    gca            return the current axes
+    gcf            return the current figure
+    gci            get the current image, or None
+    getp           get a handle graphics property
+    hist           make a histogram
+    hold           set the hold state on current axes
+    legend         add a legend to the axes
+    loglog         a log log plot
+    imread         load image file into array
+    imshow         plot image data
+    matshow        display a matrix in a new figure preserving aspect
+    pcolor         make a pseudocolor plot
+    plot           make a line plot
+    plotfile       plot data from a flat file
+    psd            make a plot of power spectral density
+    quiver         make a direction field (arrows) plot
+    rc             control the default params
+    savefig        save the current figure
+    scatter        make a scatter plot
+    setp           set a handle graphics property
+    semilogx       log x axis
+    semilogy       log y axis
+    show           show the figures
+    specgram       a spectrogram plot
+    stem           make a stem plot
+    subplot        make a subplot (numrows, numcols, axesnum)
+    table          add a table to the axes
+    text           add some text at location x,y to the current axes
+    title          add a title to the current axes
+    xlabel         add an xlabel to the current axes
+    ylabel         add a ylabel to the current axes
+    =========      =================================================
 
     The following commands will set the default colormap accordingly:
 
@@ -1493,7 +1494,6 @@
 ## Plotting part 2: autogenerated wrappers for axes methods ##
 
 
-### Do not edit below this point
 # This function was autogenerated by boilerplate.py.  Do not edit as
 # changes will be lost
 def acorr(*args, **kwargs):
@@ -1870,6 +1870,50 @@
 
 # This function was autogenerated by boilerplate.py.  Do not edit as
 # changes will be lost
+def fill_between(*args, **kwargs):
+    # allow callers to override the hold state by passing hold=True|False
+    b = ishold()
+    h = kwargs.pop('hold', None)
+    if h is not None:
+        hold(h)
+    try:
+        ret =  gca().fill_between(*args, **kwargs)
+        draw_if_interactive()
+    except:
+        hold(b)
+        raise
+
+    hold(b)
+    return ret
+if Axes.fill_between.__doc__ is not None:
+    fill_between.__doc__ = dedent(Axes.fill_between.__doc__) + """
+
+Additional kwargs: hold = [True|False] overrides default hold state"""
+
+# This function was autogenerated by boilerplate.py.  Do not edit as
+# changes will be lost
+def hexbin(*args, **kwargs):
+    # allow callers to override the hold state by passing hold=True|False
+    b = ishold()
+    h = kwargs.pop('hold', None)
+    if h is not None:
+        hold(h)
+    try:
+        ret =  gca().hexbin(*args, **kwargs)
+        draw_if_interactive()
+    except:
+        hold(b)
+        raise
+    gci._current = ret
+    hold(b)
+    return ret
+if Axes.hexbin.__doc__ is not None:
+    hexbin.__doc__ = dedent(Axes.hexbin.__doc__) + """
+
+Additional kwargs: hold = [True|False] overrides default hold state"""
+
+# This function was autogenerated by boilerplate.py.  Do not edit as
+# changes will be lost
 def hist(*args, **kwargs):
     # allow callers to override the hold state by passing hold=True|False
     b = ishold()
@@ -2156,28 +2200,6 @@
 
 # This function was autogenerated by boilerplate.py.  Do not edit as
 # changes will be lost
-def hexbin(*args, **kwargs):
-    # allow callers to override the hold state by passing hold=True|False
-    b = ishold()
-    h = kwargs.pop('hold', None)
-    if h is not None:
-        hold(h)
-    try:
-        ret =  gca().hexbin(*args, **kwargs)
-        draw_if_interactive()
-    except:
-        hold(b)
-        raise
-    gci._current = ret
-    hold(b)
-    return ret
-if Axes.hexbin.__doc__ is not None:
-    hexbin.__doc__ = dedent(Axes.hexbin.__doc__) + """
-
-Additional kwargs: hold = [True|False] overrides default hold state"""
-
-# This function was autogenerated by boilerplate.py.  Do not edit as
-# changes will be lost
 def semilogx(*args, **kwargs):
     # allow callers to override the hold state by passing hold=True|False
     b = ishold()
@@ -2438,10 +2460,8 @@
 # changes will be lost
 def autumn():
     '''
-    Set the default colormap to *autumn* and apply to current image if any.
-
-    .. seealso::
-        :func:`colormaps`
+    set the default colormap to autumn and apply to current image if any.
+    See help(colormaps) for more information
     '''
     rc('image', cmap='autumn')
     im = gci()
@@ -2455,10 +2475,8 @@
 # changes will be lost
 def bone():
     '''
-    Set the default colormap to bone and apply to current image if any.
-
-    .. seealso::
-        :func:`colormaps`
+    set the default colormap to bone and apply to current image if any.
+    See help(colormaps) for more information
     '''
     rc('image', cmap='bone')
     im = gci()
@@ -2472,10 +2490,8 @@
 # changes will be lost
 def cool():
     '''
-    Set the default colormap to cool and apply to current image if any.
-
-    .. seealso::
-        :func:`colormaps`
+    set the default colormap to cool and apply to current image if any.
+    See help(colormaps) for more information
     '''
     rc('image', cmap='cool')
     im = gci()
@@ -2489,10 +2505,8 @@
 # changes will be lost
 def copper():
     '''
-    Set the default colormap to copper and apply to current image if any.
-
-    .. seealso::
-        :func:`colormaps`
+    set the default colormap to copper and apply to current image if any.
+    See help(colormaps) for more information
     '''
     rc('image', cmap='copper')
     im = gci()
@@ -2506,10 +2520,8 @@
 # changes will be lost
 def flag():
     '''
-    Set the default colormap to flag and apply to current image if any.
-
-    .. seealso::
-        :func:`colormaps`
+    set the default colormap to flag and apply to current image if any.
+    See help(colormaps) for more information
     '''
     rc('image', cmap='flag')
     im = gci()
@@ -2523,10 +2535,8 @@
 # changes will be lost
 def gray():
     '''
-    Set the default colormap to gray and apply to current image if any.
-
-    .. seealso::
-        :func:`colormaps`
+    set the default colormap to gray and apply to current image if any.
+    See help(colormaps) for more information
     '''
     rc('image', cmap='gray')
     im = gci()
@@ -2540,10 +2550,8 @@
 # changes will be lost
 def hot():
     '''
-    Set the default colormap to hot and apply to current image if any.
-
-    .. seealso::
-        :func:`colormaps`
+    set the default colormap to hot and apply to current image if any.
+    See help(colormaps) for more information
     '''
     rc('image', cmap='hot')
     im = gci()
@@ -2557,10 +2565,8 @@
 # changes will be lost
 def hsv():
     '''
-    Set the default colormap to hsv and apply to current image if any.
-
-    .. seealso::
-        :func:`colormaps`
+    set the default colormap to hsv and apply to current image if any.
+    See help(colormaps) for more information
     '''
     rc('image', cmap='hsv')
     im = gci()
@@ -2574,10 +2580,8 @@
 # changes will be lost
 def jet():
     '''
-    Set the default colormap to jet and apply to current image if any.
-
-    .. seealso::
-        :func:`colormaps`
+    set the default colormap to jet and apply to current image if any.
+    See help(colormaps) for more information
     '''
     rc('image', cmap='jet')
     im = gci()
@@ -2591,10 +2595,8 @@
 # changes will be lost
 def pink():
     '''
-    Set the default colormap to pink and apply to current image if any.
-
-    .. seealso::
-        :func:`colormaps`
+    set the default colormap to pink and apply to current image if any.
+    See help(colormaps) for more information
     '''
     rc('image', cmap='pink')
     im = gci()
@@ -2608,10 +2610,8 @@
 # changes will be lost
 def prism():
     '''
-    Set the default colormap to prism and apply to current image if any.
-
-    .. seealso::
-        :func:`colormaps`
+    set the default colormap to prism and apply to current image if any.
+    See help(colormaps) for more information
     '''
     rc('image', cmap='prism')
     im = gci()
@@ -2625,10 +2625,8 @@
 # changes will be lost
 def spring():
     '''
-    Set the default colormap to spring and apply to current image if any.
-
-    .. seealso::
-        :func:`colormaps`
+    set the default colormap to spring and apply to current image if any.
+    See help(colormaps) for more information
     '''
     rc('image', cmap='spring')
     im = gci()
@@ -2642,10 +2640,8 @@
 # changes will be lost
 def summer():
     '''
-    Set the default colormap to summer and apply to current image if any.
-
-    .. seealso::
-        :func:`colormaps`
+    set the default colormap to summer and apply to current image if any.
+    See help(colormaps) for more information
     '''
     rc('image', cmap='summer')
     im = gci()
@@ -2659,10 +2655,8 @@
 # changes will be lost
 def winter():
     '''
-    Set the default colormap to winter and apply to current image if any.
-
-    .. seealso::
-        :func:`colormaps`
+    set the default colormap to winter and apply to current image if any.
+    See help(colormaps) for more information
     '''
     rc('image', cmap='winter')
     im = gci()
@@ -2676,10 +2670,8 @@
 # changes will be lost
 def spectral():
     '''
-    Set the default colormap to spectral and apply to current image if any.
-
-    .. seealso::
-        :func:`colormaps`
+    set the default colormap to spectral and apply to current image if any.
+    See help(colormaps) for more information
     '''
     rc('image', cmap='spectral')
     im = gci()
@@ -2687,3 +2679,5 @@
     if im is not None:
         im.set_cmap(cm.spectral)
     draw_if_interactive()
+
+


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