def doplot(image0, image1, xs, crbs, errors, labels, diff_image_scale=0.1,
        dolabels=True, multiple_crbs=True, xlim=None, ylim=None, highlight=None,
        detailed_labels=False, xlabel="", title=""):
    """
    Standardizing the plot format of the does_matter section.  See any of the
    accompaning files to see how to use this generalized plot.

    image0 : ground true
    image1 : difference image
    xs : list of x values for the plots
    crbs : list of lines of values of the crbs
    errors : list of lines of errors
    labels : legend labels for each curve
    """
    if len(crbs) != len(errors) or len(crbs) != len(labels):
        raise IndexError, "lengths are not consistent"

    fig = pl.figure(figsize=(14,7))

    ax = fig.add_axes([0.43, 0.15, 0.52, 0.75])
    gs = ImageGrid(fig, rect=[0.05, 0.05, 0.25, 0.90], nrows_ncols=(2,1), axes_pad=0.25,
            cbar_location='right', cbar_mode='each', cbar_size='10%', cbar_pad=0.04)

    diffm = diff_image_scale*np.ceil(np.abs(image1).max()/diff_image_scale)

    im0 = gs[0].imshow(image0, vmin=0, vmax=1, cmap='bone_r')
    im1 = gs[1].imshow(image1, vmin=-diffm, vmax=diffm, cmap='RdBu')
    cb0 = pl.colorbar(im0, cax=gs[0].cax, ticks=[0,1])
    cb1 = pl.colorbar(im1, cax=gs[1].cax, ticks=[-diffm,diffm]) 
    cb0.ax.set_yticklabels(['0', '1'])
    cb1.ax.set_yticklabels(['-%0.1f' % diffm, '%0.1f' % diffm])
    image_names = ["Reference", "Difference"]

    for i in xrange(2):
        gs[i].set_xticks([])
        gs[i].set_yticks([])
        gs[i].set_ylabel(image_names[i])

        if dolabels:
            lbl(gs[i], figlbl[i])

    symbols = ['o', '^', 'D', '>']
    for i in xrange(len(labels)):
        c = COLORS[i]

        if multiple_crbs or i == 0:
            if multiple_crbs:
                label = labels[i] if (i != 0 and not detailed_labels) else '%s CRB' % labels[i]
            else:
                label = 'CRB'
            ax.plot(xs[i], crbs[i], '-', c=c, lw=3, label=label)

        label = labels[i] if (i != 0 and not detailed_labels) else '%s Error' % labels[i]
        ax.plot(xs[i], errors[i], symbols[i], ls='--', lw=2, c=c, label=label, ms=12)

    if dolabels:
        lbl(ax, 'D')
    ax.loglog()
    if xlim:
        ax.set_xlim(xlim)
    if ylim:
        ax.set_ylim(ylim)
    ax.legend(loc='upper left', ncol=2, prop={'size': 18}, numpoints=1)
    ax.set_xlabel(xlabel)
    ax.set_ylabel(r"Position CRB, Error")
    ax.grid(False, which='both', axis='both')
    ax.set_title(title)

    return gs, ax
def doplot(image0, image1, xs, crbs, errors, labels, diff_image_scale=0.1,
        dolabels=True, multiple_crbs=True, xlim=None, ylim=None, highlight=None,
        detailed_labels=False, xlabel="", title=""):
    """
    Standardizing the plot format of the does_matter section.  See any of the
    accompaning files to see how to use this generalized plot.

    image0 : ground true
    image1 : difference image
    xs : list of x values for the plots
    crbs : list of lines of values of the crbs
    errors : list of lines of errors
    labels : legend labels for each curve
    """
    if len(crbs) != len(errors) or len(crbs) != len(labels):
        raise IndexError, "lengths are not consistent"

    fig = pl.figure(figsize=(14,7))

    ax = fig.add_axes([0.43, 0.15, 0.52, 0.75])
    gs = ImageGrid(fig, rect=[0.05, 0.05, 0.25, 0.90], nrows_ncols=(2,1), axes_pad=0.25,
            cbar_location='right', cbar_mode='each', cbar_size='10%', cbar_pad=0.04)

    diffm = diff_image_scale*np.ceil(np.abs(image1).max()/diff_image_scale)

    im0 = gs[0].imshow(image0, vmin=0, vmax=1, cmap='bone_r')
    im1 = gs[1].imshow(image1, vmin=-diffm, vmax=diffm, cmap='RdBu')
    cb0 = pl.colorbar(im0, cax=gs[0].cax, ticks=[0,1])
    cb1 = pl.colorbar(im1, cax=gs[1].cax, ticks=[-diffm,diffm]) 
    cb0.ax.set_yticklabels(['0', '1'])
    cb1.ax.set_yticklabels(['-%0.1f' % diffm, '%0.1f' % diffm])
    image_names = ["Reference", "Difference"]

    for i in xrange(2):
        gs[i].set_xticks([])
        gs[i].set_yticks([])
        gs[i].set_ylabel(image_names[i])

        if dolabels:
            lbl(gs[i], figlbl[i])

    symbols = ['o', '^', 'D', '>']
    for i in xrange(len(labels)):
        c = COLORS[i]

        if multiple_crbs or i == 0:
            if multiple_crbs:
                label = labels[i] if (i != 0 and not detailed_labels) else '%s CRB' % labels[i]
            else:
                label = 'CRB'
            ax.plot(xs[i], crbs[i], '-', c=c, lw=3, label=label)

        label = labels[i] if (i != 0 and not detailed_labels) else '%s Error' % labels[i]
        ax.plot(xs[i], errors[i], symbols[i], ls='--', lw=2, c=c, label=label, ms=12)

    if dolabels:
        lbl(ax, 'D')
    ax.loglog()
    if xlim:
        ax.set_xlim(xlim)
    if ylim:
        ax.set_ylim(ylim)
    ax.legend(loc='upper left', ncol=2, prop={'size': 18}, numpoints=1)
    ax.set_xlabel(xlabel)
    ax.set_ylabel(r"Position CRB, Error")
    ax.grid(False, which='both', axis='both')
    ax.set_title(title)

    return gs, ax
def doplot ( image0 , image1 , xs , crbs , errors , labels , diff_image_scale = 0.1 , dolabels = True , multiple_crbs = True , xlim = None , ylim = None , highlight = None , detailed_labels = False , xlabel = "" , title = "" ) : if len ( crbs ) != len ( errors ) or len ( crbs ) != len ( labels ) : raise IndexError , "lengths are not consistent" fig = pl . figure ( figsize = ( 14 , 7 ) ) ax = fig . add_axes ( [ 0.43 , 0.15 , 0.52 , 0.75 ] ) gs = ImageGrid ( fig , rect = [ 0.05 , 0.05 , 0.25 , 0.90 ] , nrows_ncols = ( 2 , 1 ) , axes_pad = 0.25 , cbar_location = 'right' , cbar_mode = 'each' , cbar_size = '10%' , cbar_pad = 0.04 ) diffm = diff_image_scale * np . ceil ( np . abs ( image1 ) . max ( ) / diff_image_scale ) im0 = gs [ 0 ] . imshow ( image0 , vmin = 0 , vmax = 1 , cmap = 'bone_r' ) im1 = gs [ 1 ] . imshow ( image1 , vmin = - diffm , vmax = diffm , cmap = 'RdBu' ) cb0 = pl . colorbar ( im0 , cax = gs [ 0 ] . cax , ticks = [ 0 , 1 ] ) cb1 = pl . colorbar ( im1 , cax = gs [ 1 ] . cax , ticks = [ - diffm , diffm ] ) cb0 . ax . set_yticklabels ( [ '0' , '1' ] ) cb1 . ax . set_yticklabels ( [ '-%0.1f' % diffm , '%0.1f' % diffm ] ) image_names = [ "Reference" , "Difference" ] for i in xrange ( 2 ) : gs [ i ] . set_xticks ( [ ] ) gs [ i ] . set_yticks ( [ ] ) gs [ i ] . set_ylabel ( image_names [ i ] ) if dolabels : lbl ( gs [ i ] , figlbl [ i ] ) symbols = [ 'o' , '^' , 'D' , '>' ] for i in xrange ( len ( labels ) ) : c = COLORS [ i ] if multiple_crbs or i == 0 : if multiple_crbs : label = labels [ i ] if ( i != 0 and not detailed_labels ) else '%s CRB' % labels [ i ] else : label = 'CRB' ax . plot ( xs [ i ] , crbs [ i ] , '-' , c = c , lw = 3 , label = label ) label = labels [ i ] if ( i != 0 and not detailed_labels ) else '%s Error' % labels [ i ] ax . plot ( xs [ i ] , errors [ i ] , symbols [ i ] , ls = '--' , lw = 2 , c = c , label = label , ms = 12 ) if dolabels : lbl ( ax , 'D' ) ax . loglog ( ) if xlim : ax . set_xlim ( xlim ) if ylim : ax . set_ylim ( ylim ) ax . legend ( loc = 'upper left' , ncol = 2 , prop = { 'size' : 18 } , numpoints = 1 ) ax . set_xlabel ( xlabel ) ax . set_ylabel ( r"Position CRB, Error" ) ax . grid ( False , which = 'both' , axis = 'both' ) ax . set_title ( title ) return gs , ax
Standardizing the plot format of the does_matter section.  See any of the
    accompaning files to see how to use this generalized plot.

    image0 : ground true
    image1 : difference image
    xs : list of x values for the plots
    crbs : list of lines of values of the crbs
    errors : list of lines of errors
    labels : legend labels for each curve
Standardizing the plot format of the does_matter section . See any of the accompaning files to see how to use this generalized plot .